{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Detection of peaks in data\n", "\n", "> Marcos Duarte \n", "> [Laboratory of Biomechanics and Motor Control](http://demotu.org/](http://demotu.org/) \n", "> Federal University of ABC, Brazil" ] }, { "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` from Python module `detecta` detects peaks (or valleys) based on this feature and other characteristics. The function signature is:\n", "\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": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "from detecta import detect_peaks" ] }, { "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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+8qTunHPOFQhP6s455/KDiN0yYO3atfTo0YNOnTqxxx57cO212Z0x9p133uGwww7L6jbAG8o555wrQrVq1eKtt976tc66X79+DBo0iF69ekUdWlr8St0551zRiTVCA2u0t379+oT11wMHDuTiiy+mT58+7LnnnkycOBGA1atXc/rpp7PPPvvQpUsXnn/+eQBmz55N//796dq1K127dmXChAlbrfPjjz+mS5cufPvtt7z77rt07tyZzp0706VLF1auXJnW5/Irdeecc7krUXF7/HNpTB++ceNGunXrxsyZMzn//PPp2bNnwuVWr17NhAkTeO+99zj99NOZPn06N998M/vttx8PPvggy5Yto0ePHhxwwAFsv/32vP7669SuXZuvv/6aIUOGbDE/yYQJE7jgggt4/vnnad26NRdddBF33303ffv2ZdWqVdSuXbvKnwf8St05VxUZrNt0LiolJSVMmTKFefPmMXHiRKZPn55wuSFDhgAwYMAAVqxYwbJly3jttdcYPnw4nTt3ZuDAgaxdu5Y5c+awfv16zjzzTPbaay+OPfZYPv/881/XM2PGDM466yzGjh1L69atAejbty+XXnop//rXv1i2bBnVq6d3rR1aUheR2iIyUUSmishnInJ9gmVqicgTIjJTRD4SkbZhxeeccy4HqW6+JXsuDQ0bNmTgwIG88sorCV8vWywvIqgqTz/9NFOmTGHKlCnMmTOHDh06cNttt9GsWTOmTp1KaWkpv/zyy6/va968ObVr12by5Mm/PnfFFVdw//33s2bNGnr16sUXX3yR1mcJ80p9HbCfqnYCOgMHi0jZFglnAEtVtT1wG/D3EONzzjlXJBYtWsSyZcsAWLNmDW+88Qa77757wmWfeOIJAMaPH0+DBg1o0KABBx10EHfeeScanFjEEvXy5ctp3rw51apV49FHH2Xjxo2/rqdhw4a8+OKLXHXVVbzzzjsAfPPNN+y1115cfvnldO/ePe2kHlqdutonXxU8rBHcyp5mDQauC+4/BdwlIqKaodMx51zVZbFu07mwLVy4kFNOOYWNGzeyadMmjjvuuHK7nG233Xb06dOHFStW8OCDDwJw9dVXc/HFF7P33nujqrRt25YXXniB8847j6OPPponn3ySfffdl7p1626xrmbNmjF27FgGDRrEgw8+yGOPPcbbb79NSUkJHTt2ZNCgQWl9LgkzX4pICfAJ0B64W1UvL/P6dOBgVZ0XPP4G6KmqP5VZ7izgLIDWrVt3++67hHPFO+cyqaI6dE/qrhIWLFjAjjvuGHUYFRo4cCC33HIL3bt3jyyGRPtKRD5R1a2CCrWhnKpuVNXOQEugh4jsWWaRRL8aW/1SqOp9qtpdVbunOsi9cy5NCeoxv/wis3Wbzrn0RNKlTVWXicg7wMFAfHPDeUArYJ6IVAcaAEvCj9A5l4px42C33aKOwrnsidV954swW783FZGGwf06wAFA2RYBY4BTgvvHAG95fbpzuWv8+KgjcPnMf94rVtl9FGbxe3PgbRGZBnwMvK6qL4jIDSJyRLDMA0BjEZkJXApcEWJ8zrkULF4M9bdVpk5Rxo2LOhqXr2rUqMGqVas8sScRm0+9Ro0aKb8nzNbv04AuCZ6/Ju7+WuDYsGJyzlXehAnQqxfstRcsWwYLFkAetHdyOaZRo0YsWbIk7WFRC12NGjVo1KhRysv7MLHOuUoZPx769YNq1aBvX3j/fTjWT8VdJZWUlOANnTPPh4l1zlXKuHHQv7/d79cPL4J3Lod4UnfOpWzNGpg2DWLzXvTr543lnMslntSdcymbOBH23BO22cYed+sGX30FK1ZEG5dzznhSd86lLFafHlOrliX2Dz6ILibn3Gae1J1zKRs/fnN9ekz//l4E71yu8KTunEvJxo12Rd6nz5bPe2M553KHJ3XnXEo+/RSaN4eyvZB694bSUoibNto5FxFP6s65lMR3ZYvXoAHssgt88kn4MTnntuRJ3TmXkrKN5OJ51zbncoMndedchVQTN5KL8cZyzuUGT+rOuQrNmmV/27ZN/HrfvpbUN20KLSTnXAKe1J1zFYoVvYskfr1FC6tb/6LsZMrOuVB5UnfOVai8RnLx+vf3rm3ORc2TunOuQskaycV4YznnoudJ3TmX1KJFsHChzZ+ejF+pOxc9T+rOuaTef98GmCkpSb7cbrvB6tUwd244cTnntuZJ3TmXVCpF72CN6Pr1s5MA51w0PKk755JKpZFcjI8D71y0PKk758q1ejV89hnss09qy3tjOeei5UndOVeujz6CTp2gTp3Ulu/aFb79FpYty25czrnEPKk758qVan16TI0adlU/YUL2YnLOlS+0pC4irUTkbRGZISKfichFCZYZKCLLRWRKcLsmrPicc1urbFIHHwfeuSiFeaW+AfijqnYAegHni0jHBMuNU9XOwe2GEONzzsXZsAE+/NDGda8MbyznXHRCS+qqulBVJwX3VwIzgBZhbd85VzlTp0Lr1tCoUeXe16sXTJoEa9dmJy7nXPkiqVMXkbZAF+CjBC/3FpGpIvKyiOxRzvvPEpFSESldtGhRFiN1rnhVpitbvG23hQ4doLQ08zE555ILPamLSD3gaeBiVV1R5uVJQBtV7QTcCTyXaB2qep+qdlfV7k2bNs1uwM4VqarUp8d41zbnohFqUheRGlhCH6Gqz5R9XVVXqOqq4P5LQA0RaRJmjM45UE0vqXtjOeeiEWbrdwEeAGao6q3lLLNDsBwi0iOIb3FYMTrnzMyZULMmtGlTtff37WvDxW7alNm4nHPJVQ9xW32Bk4BPRWRK8NxVQGsAVb0XOAY4V0Q2AGuAE1RVQ4zROUd6V+kAO+wATZrYaHQVze7mnMuc0JK6qo4HpIJl7gLuCici51x5qtpILl5sKlZP6s6Fx0eUc85tJd0rdfDGcs5FwZO6c24LP/wAixbBHgk7lKbOG8s5Fz5P6s65LYwfbw3dqqX569C+PaxbB999l5m4nHMV86TunNtCJoreAUT8at25sHlSd85tIRON5GJ8HHjnwuVJ3Tn3q5Ur4YsvoHv3zKzPG8s5Fy5P6s65X330EXTtCrVqZWZ9nTvDnDmwZElm1uecS86TunPuV+PGZaY+PaZ6dejZ00aXc85lnyd159yvMtVILp43lnMuPJ7UnXMArF8PEydCnz6ZXa83lnMuPJ7UnXMATJ4MO+0EDRtmdr09e8LUqbBmTWbX65zbmid15xyQ2a5s8erWhT33tFIA51x2eVJ3zgHZqU+P8a5tzoXDk7pzDtXsJnVvLOdcODypO+f48kuoVw9atszO+vv2hQkTYOPG7KzfOWc8qTvnsnqVDtC0KTRvDp9+mr1tOOc8qTvnyF4juXj9+3vXNueyzZO6cy7rV+rgjeWcC4MndeeK3IIFsGwZ7L57drcTayynmt3tOFfMPKk7V+RiV+nVsvxr0K6dJfRZs7K7HeeKmSd154pcGEXvACLetc25bKtUUheR7iJyvIjUDR7XFZHqKb63lYi8LSIzROQzEbkowTIiIv8SkZkiMk1EulYmPudc5YXRSC7Gx4F3LrtSSuoi0kxEPgImAiOBZsFLtwL/THFbG4A/qmoHoBdwvoh0LLPMIGCX4HYWcE+K63bOVcHy5fD11zaHehi8sZxz2ZXqlfptwPdAY+DnuOefBH6bygpUdaGqTgrurwRmAC3KLDYYeETNh0BDEWmeYozOJfTCC/D551FHkZs+/BC6d4eaNcPZ3t57W8O8RYvC2V6+efVVmDYt6ihcPks1qe8P/EVVl5Z5/hugdWU3KiJtgS7AR2VeagHMjXs8j60TPyJyloiUikjpIv91cEmowoUXwvDhUUeSm8IsegcoKYHeveH998PbZr5QhUsugZtuijoSl89STep1gF8SPN8UWFuZDYpIPeBp4GJVXVH25QRv2aoDjKrep6rdVbV706ZNK7N5V2Q++MCGJh0zBn7+ueLli01YjeTieWO5xKZMgRUr4LXX7K9zVZFqUn8PODXusYpICXA58GaqGxORGlhCH6GqzyRYZB7QKu5xS2BBqut3rqyRI+HMM21O77Fjo44mt6xbB6WlduUcJm8sl9jIkXDKKTBwIDz7bNTRuHyValK/DDhTRF4HamGN4z4H+gJXprICERHgAWCGqt5azmJjgJODVvC9gOWqujDFGJ3bwvr1MHo0DBkCQ4fCiBFRR5RbJk2CXXeF+vXD3W6PHjB9OqxeHe52c9nGjTBqlB2nfqy6dKSU1FX1c2AvYALwGlAbayTXRVW/SXFbfYGTgP1EZEpwO0REzhGRc4JlXgK+BWYC/wHOS/2jOLelN96AnXe221FHwbvvwuLFUUeVO6IoegeoUwc6dYKJE8Pfdq4aNw6aNIE99oDDD4ePP4bvv486KpePUupjDqCq3wPXVnVDqjqexHXm8csocH5Vt+FcvBEjYNgwu1+/Phx8MDz1FJx9drRx5Ypx4+Ckk6LZdqwIft99o9l+rok/VuvUgcGD4Ykn4KKtRvNwLrlyr9RFZECqtzADdi4Vq1dbV7bjjtv8nBdrbrZpk7VAj+JKHbyxXLx16+CZZ+CEEzY/58eqq6pkV+rvYC3PY1fXsVboZR8DlGQ2LOfSM2aMNQDbfvvNzw0aBKefDnPmQOtKd8QsLDNmwHbb2RznUejTx65MN2yA6imXFxaml1+GvfaCVnFNhPfbz47Tr7+GXXaJLjaXf5LVqTcFtg/+HgZ8CZwMtA9uJwNfAEdkOUbnKm3ECLvaiVezJhx9tDVIKnZR1afHNG5sSWzq1OhiyBWJjtXq1eH4461FvHOVUW5SV9XFsRtwI3CRqo5Q1W+D2wjgYsCHSnA55aefrL72yCO3fm3YMP+hhOiTOngRPGzul37MMVu/FjtWfapaVxmpdmnriPUhL2s+kOVZmJ2rnCefhEMOgW233fq1/v1hyRLrUlXMwh5JLhHvr2516fvuC40abf3aPvtY24dPPgk/Lpe/Uk3qnwHXikid2BPB/WuC15zLGYmKM2OqVbN+68XcCGnuXBtdb9ddo40jdqVezFeiyY5VEW8w5yov1aR+LrAvMF9E3hGRd7Ar9/2C15zLCbNnw5dfwkEHlb/MsGFWr75pU2hh5ZRY0bsk7WCafa1bQ40aMHNmtHFEZeFCG9Hv8MPLX2boUHj8cRucxrlUpDr4zMdAO+AKYBIwObjfLnjNuZwwapTVTyabdWzvvaFePZgwIby4ckku1KeDnVQUc736E09Yf/Q6dcpfZrfdoEULePvt8OJy+S3VK3VU9edgIpVLVfUSVf2PqvpAjy6njBxZfnFmTLEXa+ZCfXpMMderJyt6jzdsWPEeq67yRFOo0BKR3yV7vZzJWULRvXt3LS0tjWrzLodMm2ZFmbNmWd15MrNm2Rjk8+eHN5d4Lli61Iq9lyyxou+oTZtmJStffRV1JOH66isYMADmzau4n/7ChdCxo81Dn+yq3hUXEflEVbuXfT7VYR+eKuf52BmBDz7jIjdihDWCqyihA7RrZw3FXnsNDjss+7Hlig8+sJOZXEjoAHvuCYsWwQ8/QLNmUUcTnpEjrR96KgPvNG8O3brBiy8m7vrmXLxU69Srxd+AmkBPYBzgw8S6yG3aZPXpsfGzU1GMfdZzqegd7ASsT5/iqldXtePOj1WXDSnXqcdT1Q1BA7mrgP/LbEjOVd748dCwoQ23marjjoOXXoJVq7IXV67JlUZy8YqtsVxpqSX2ffZJ/T2/+x28+aZVnziXTJWSepxlwM6ZCMS5dKTSQK6sJk2gb1947rnsxJRr1q6FyZOhV6+oI9lSsTWWizWQq0yXwgYN4MAD4emnsxeXKwwpJXUR6Vrm1k1EDgP+jXVvcy4yv/xiU6oOGVL59xZTsWZpKXToYN35ckn37jbBzMqVUUeSfRs3Wle2yhS9xxTTseqqLtUr9VLg4+Bv7P4YrIHcmdkJzbnUvPKKtQ5u06by7x082Pqr//hj5uPKNblY9A5QuzZ07QoffRR1JNn31lvQsmXVRvMbNMgmwJk/P/NxucKRalJvB+wU/G0HtAG2UdU+qvpFtoJzLhVVKXqPqVsXDj0URo/ObEy5KNcaycUrliL4VPumJ1K7Nhx1lM8y6JJLNam3Aear6gCG8v0AACAASURBVHfBba6qrhWR6iLird9dZFautPmojz226usohmLNTZusRKJv36gjSawYGsutWQPPPw8nnFD1dRTDserSk2pSfxtIMI8QDYLXnIvEs8/aIB6NG1d9HQceaOOPf/tt5uLKNdOnw/bb525f8N69YeJEWL8+6kiy54UXrL958+ZVX8eAAdanf8aMzMXlCkuqSV3YPNBMvMaADxXrIlPZ/r6J1KhhV/qFXKyZq/XpMdttZwMCTS7gZreZOFZLSqxBqF+tu/IkTeoiMkZExmAJ/bHY4+D2IvA6UKTTYrio/fADfPghHHFE+uuKja9dqNOA5npSh8Iugl+61BrJ/S7pgNupGTrUknqhHqsuPRVdqS8ObgIsjXu8GJt69V7gxFQ2JCIPisiPIjK9nNcHishyEZkS3K5J9UO44jR6tI31vs026a+rd2+r85wyJf115RrV3G4kF1PIjeWeesqqeRo0SH9dXbrYfAUffpj+ulzhSTrysKqeBiAis4Fb0pyV7SHgLuCRJMuMU9UiGonbpWPECLjuusysKzZz28iR9qNZSObMsbrqnXN8mKj+/eHCC+0kJOq53jNt5Ej7bJkgsrnBXO/emVmnKxypjv1+fbrTrKrqe8CSdNbhXMzMmTbT2gEHZG6dQ4davfrGjZlbZy6IXaXneqJs2dK6GH75ZdSRZNa8eda/fNCgzK1zyBArqSrkhoWuaspN6iIyTUS2C+5/GjxOeMtgPL1FZKqIvCwieySJ7SwRKRWR0kWLFmVw8y5fjBplY7enMstVqvbYw4aOLbQi4HyoT48pxHr1xx+3uvTatTO3zp13hp12svHgnYuX7Er9aWBdcP+p4HF5t0yYBLRR1U7AnUC5I3Kr6n2q2l1Vuzdt2jRDm3f5QtWK3tNtSZxIrMFcIcmnpN6vX+El9Wwdq0OHFt6x6tInGmITShFpC7ygqnumsOxsoLuq/pRsue7du2tpaWlG4nP5YdIk64I2c2bmi5TnzoXOnWHBAqhVK7PrjsLixdZVbMmSzJZqZMtnn1lvhm++iTqSzPj8c2sgN2eOdUfLpB9/tOFm58+3agtXXETkE1XtXvb5dGdpyxgR2UHEfqJFpAcW2+Joo3K5qCqzXKWqVSubvvXllzO/7ihMmGCzsuVDQgebcGbZMjupKgQjR1r9d6YTOthgQr17w9ixmV+3y1/l/quLyKckHnBmK6q6d0XLiMgoYCDQRETmAdcCNYL33wscA5wrIhuANcAJGmYxgssLGzdafXo26xJjRfBHHpm9bYQlH7qyxatWzYayHT/e2kzkM1VL6tmcLjVWBJ/O0LOusCQ7f38qkxtS1aQTY6rqXViXN+fK9e67sMMOdkWXLUcfDX/6Eyxfnpl+xVEaPx5uvjnqKCon1lgu35P6Bx9YFU7nztnbxpFHwh/+AD/9ZI08nSs3qavq9WEG4lwqstXoKF6jRrDvvjau/KmnZndb2bRmjXWl6tkz6kgqp18/OO+8qKNIX2xY2Gx2Jdx2W+sq99RTcM452duOyx+VqlMXkZ1F5LDgluNDWbhCs3atJdowihoLoWXxxInWPiATI+6FqVs3+PprKynJV+vXWz/yIUnLJzOjEHtsuKpLKamLSGMReQ74Gutq9hzwlYg8LyJpzI/lXOpeesmKMlu0yP62Dj8cSkth4cLsbytb8qkrW7yaNaF79/weBvWNN6wveRij+B10kM3a9t132d+Wy32pXqnfD7QH+gO1g9sAoB3wn+yE5tyWwih6j6lTBwYPhieeCGd72ZBvjeTi5fs48GEeqzVrwjHHFPYsgy51qSb1g4AzVfV9Vd0Q3N4Hzg5ecy6rli2zq5+jjw5vm/lcBL9xozXU6tMn6kiqJp9Hllu92uZOD7OhnxfBu5hUk/oiEs+b/jPel9yF4JlnYP/9oWHD8La53342GM1XX4W3zUyZNg123BHydcDF3r2t+mPduoqXzTVjxlj8228f3jb79oUVK+DTT8PbpstNqSb1G4DbReTX2szg/j+D15zLqpEj7co5TNWrw/HH27bzzfjx+Vv0DlC/Puyyi40emG9igyOFqVo1a5TnV+su1aR+MbAPMFtEZgdDuM4GegIXZmlyF+cAG11s0iQ4LIJJeWNTXObbMEj52kguXj4Wwf/0k7UFiGLgomHDrF5906bwt+1yR6qDR2Z0IBrnKuPxx+1HMpOzXKVqn30soZeW2v18oGqJZfjwqCNJT79+8Nhj8Oc/Rx1J6p58Eg45xPqPh22vvayE4/3387uUxqUnpaTuA9G4KI0cGV2CEtncYC5fkvqsWRZ327ZRR5Kefv3g3HPtyrNazsxSkdyIEXD55dFtP9ZgzpN68ar0v4qI1BaRbeJv2QjMOYAvv7Ti9333jS6GYcOsa9vGjdHFUBmxrmzZHMksDDvuaA0jZ8yIOpLUzJ5tx+tBEfYHGjLERpf75ZfoYnDRSnXwmTbBQDMrsFbwK8vcnMuK2GQV2ZjlKlW77gotW8Jbb0UXQ2UUQn16TD7Vq48aZf3Fa9aMLoY2bWxehFdfjS4GF61Ur9QfA3YELgAOBQ4pc3Mu42KzXIXdkjiRfOqzXkhJvV+//EjqqtG0ek/E+6wXt1QbynUB9lHVPCkIc4Vg4kS7Qu/WLepIrLTghhtskpQ6daKOpnyLFtnQtnvtFXUkmdGvH9x0U9RRVOzTT2HlSusvHrVjjrF6/ZUro2mw56KV6pX6VCBPh7Fw+Sp2lZ4LdcPNm9vJxQsvRB1Jcu+/bwOfRFldkUm77WYjtM2dG3UkyY0YYfXZudCgr0kTGDAAnnsu6khcFFI9BM8CrhWRwcFMba3jb9kM0BWnDRuscVpY42enItZnPZfl83jviYjkfhH8pk1Wn+7HqssFqSb1asD2wLPAV8Cs4DY7+OtcRr35pjX6ad8+6kg2+93vrLHc0qVRR1K+QqpPj8n1xnLjx1sr/Vyq8jj8cJvl7scfo47EhS3VpP4wNv774dgocj2C2z7BX+cyKlcayMVr0AAOPNC6DOWi1avhs8/ypz99qnL9Sj1XGsjFq1vXRmDM51kGXdWkmtR3B85R1RdVtVRVP4m/ZTNAV3x+/tkmxTj++Kgj2VouF2t+9BF06pTbDfmqoksX+PZbm6kv1/zyCzz9tNWn55qhQ3P3WHXZk2pSn4jNne5c1r3wAvToATvsEHUkWzvkEJsBbd68qCPZWiEWvQPUqGHHw4QJUUeytVdegY4draoo1xx4oJ0MffNN1JG4MKWa1O/BZmn7vYj0FJGu8bdsBlhURHKjqXfEcrE4M6ZWLTjqKBuPPtcUWiO5eP362efLNblYTRRTvbrN6T5qVNSRRKzIfldTTeqjgN2A+4APgNK428eprEBEHhSRH0Vkejmvi4j8S0RmBjO++clCEVqyBN55xxJnrsrFwT02bLDi9z59oo4kO3KxsdzKlfDyy3DssVFHUr7YoEn5Nsugq7pUk3q7cm47A2enuI6HgIOTvD4I2CW4nYWVDrgi89RTNnZ2/fpRR1K+AQOsVfHnn0cdyWZTp0Lr1tCoUdSRZEfPnjB5MqxdG3Ukmz37rB0LjRtHHUn5evWyev/Jk6OOxIUlpaSuqt/F34ANwEnAm8C/U1zHe8CSJIsMBh5R8yHQUESap7LuvBYrGoovHkr0XJEYMSK3+vsmUlJiDaNyqRFSIRe9g42MtvvuNgVurhg5MveP1dgsg7l0rIaiiH9XUx7/SERKROQoEXkR659+FHAvkKmexC2A+HGj5gXPJYrlLBEpFZHSRYsWZWjzLmpz58L06TBoUNSRVCzWCj5XijULtZFcvFwqgv/hB+sHfsQRUUdSsaFDrV49X2YZdOmpMKmLyG4i8r/AAuCfQKwg5yRV/YeqZmrwmUSnTwl/MlX1PlXtrqrdmzbN89FrVUGVL2Zs/qid9lbWrdXcyRghGTUKjj462lmuUtW5szWa++CDqCOxw6TQr9QhtxrLPfGEDfCyTR5MPN2hAzRrBu++G3UkIQp+V+fO2fwb2n5nZeWKwv9dTZrURWQc8CHQEDhOVXdS1b9mKZZ5QKu4xy2xE4mC98svWxbjtW8Pf/lLdPFEJR+K3mNEcqfP+syZdoLRusAHbO7Xz7q1bdoUdST5UfQerxiL4DduhJNP3vx44EC46KLIwglNRVfqvYFHgDtUNdvneWOAk4NW8L2A5aq6MMvbzAnXXAMt4ioa7rvPuky98UZ0MYVt+nRr+Z5PV5tDhsDo0bB+fbRxjBtX+EXvYFebTZvasRKlmTNh1iw44IBo46iMIUOsYV8uNTTMtn/+c8sTwNtvt/+VXB0RMlMqSurdselZx4nIZBG5RESqNCSIiIzCusPtJiLzROQMETlHRM4JFnkJ+BaYCfwHOK8q28k377wDjzwC99/Pr0VGjRvDf/8Lp50GixdHHWE4Ro7MnVmuUrXzznaL+uRr/Pj8OhlKRy7Uq48aZf2/q6c6cXUOaNHCRht8+eWoIwnHpElwyy322xr7Xa1XDx57DM4/PzcHj8qUpD+hqjpFVc8HmgO3Yi3U5wbvO1REtkt1Q6o6RFWbq2oNVW2pqg+o6r2qem/wuqrq+aq6s6rupao51M41O5YuhVNOsYS+/fZbvnbggdb/9eyzC74KCNX8K86MyYU+68XQSC4m6nHgVfOrmiherM96ofv5Z/t+br9965H+evaEP/wBTj01N6pxsiHVLm1rVfVRVR0IdAD+F7gE+F5EiuTcL7NU4bzzrPXsIYckXuZvf4Ovv4aHHgo1tNBNmGATUOy9d9SRVN5xx9mwtqtXR7P977+Hn36CPfaIZvthizWWi+pEd9Ikq27p2TOa7afj6KPh9ddh+fKoI8muP/8ZunUrf6S/K6+0aojbbgs3rrBUurBTVWeq6hVYo7bjgF8yHlURGDHCxhD/xz/KX6Z2bbuCvewyq8crVLErn3zsPrr99tC7t01AE4X337dR5PKp2iId7dtbUp0zJ5rtx4aFzcdjdbvtYL/94Jlnoo4ke154AV58Ee6+u/xlqleHRx+F4cNhypTwYgtLlX8KVHWjqj6vqoMzGVAxmDULLrnEkllFM2rtsQdcfTWceGL0DbKyYf16ePLJ3JzlKlVRFsEXSyO5GJHourZt3Gj16bk61nsqcqG6KFt++AHOPNMSdoMGyZdt1w5uvdW+yzVrwokvLEVyfp87NmyAk06Cyy+3vs6puOACaNgQbropu7FF4bXXYNdd7Z8sXw0ebEnmp5/C33YxNZKLiaqx3Lvv2syBHTqEv+1MOfRQ+OQTWFhg/YpU4fTT7Zbq/8OJJ1qV32WXZTe2sHlSD9nw4dan+NJLU3+PiLWG//e/c3P6yXTkawO5eNtua+0innwy3O2uXAlffAHdu4e73ahF1VguXxvIxatTB448MjdnGUzHPffYfAzXXZf6e0TsfWPGFFavAE/qIZo4Ee68Ex5+uPJ1oM2bW1I/8URYsSI78YVt1Sqr/8rlWa5SFUXL4g8/hK5d7SSxmHTqZHXqYXb3XLvW+nmfcEJ428yWQiuCnzEDrr3WPlONGpV773bbWbe3M86wk4JC4Ek9JKtW2T/T3XdDy5ZVW8fgwdbV7YILMhtbVJ5/Hvr2tQFF8t1BB8GXX8Ls2eFts5i6ssWrXt1mHwuz1Oqll6y6rEXC2Sjyy777wvz5drzmu3Xr7IT6b3+zaryq+M1vbOS5M84ojO7DntRDcvHF9gN8zDHprefWW+0KbfTozMQVpUIoeo+pWdO+21GjwttmsTWSixd2Y7lCKHqPKSmxEodCGDb26qutL/rvf5/eem64ARYssNLQfOdJPQTPPgtvvw3/+lf666pb135gLrjAZjXLV4sWWXesfJjlKlWxIvgwzvbXr4ePP7bubMUozMZyy5bZqIFHHx3O9sIQK4LP5yvTt9+2E5P770+/i2HNmrY//vpXa6eSzzypZ9mCBXDOOTY84bbbZmad3bvblf/JJ+fvdIqjR1tL3Hr1oo4kc/r2tcZrn36a/W1Nngw77WS9IopRjx4wdWo43ZGeeQb237+w9nW3btau5+OPo46kapYssdE4H3wQmjTJzDp33916GA0bZpNs5StP6lm0aZMdeOedZwOUZNJll9n6//nPzK43LIVU9B5TrVp4DeaKYarVZOrWhT33tMan2VZIRe8xsVkG87HBnKpdKP3ud/Db32Z23Wefbe0mrrkms+sNkyf1LLrjDhs+NBvTqJaUWKvNW26xoSvzyaxZNvztgQdGHUnmDR1q9erZHle6WBvJxQujCH7BAisVOfTQ7G4nCkOH2rzwGzZEHUnlPPKItXgfPjzz6xax4vxHHrHJtvKRJ/UsmTbNWmQ+9lj2ZnNq08YmLRg2zCYxyBejRlk3tsp2P8kHe+1lxbTZTDaqntQhnMZyjz9u/bpr187udqKwyy7QujW89VbUkaTu22/hT3+yEoZsfSfbb2+J/ZRTbNKtfONJPQvWrrVEe8stVu+ZTUOHWl/lP/85u9vJlNgsV/k81GZFsl0E/+WX1hahql0jC0XfvvDBB9ltV1Lox2o+FcFv2GDjdPzlL9mf/OmQQ6wR73nn5V9jQk/qWXDFFTaU5Mknh7O9u++2QVxeeCGc7aVj6lQrVSjkVttDhsDTT2evsY1fpZumTWHHHbPXMPGLL2w41X33zc76c8Hxx9uIavkw/vnNN9vJ7IUXhrO9f/zDSlzz5aQnxpN6hr36qrWWvffe8GZyatjQJjE480yb1CCX5fMsV6lq0wY6doRXXsnO+ou9kVy8/v2zVwQ/cqT15y4pyc76c8EOO8A++8DYsVFHktyHH9qQrg89FN6MhHXqWEK/5BJrB5QvPKln0KJFNqHAQw9Bo0bhbrt//80TGuRqcdGmTfk/y1Wqhg7N3uAefqW+WbbGgVfdfAJa6IYNy+2BaFautGL3e+6xkpkwde5sk2+ddFL+NCj0pJ4hqnalPHSozVkcheuus/GL77knmu1XZNw4aNzYppMtdMcea5NErFyZ2fUuWADLl+f3TGGZFGssl+kT2YkT7Qq9W7fMrjcXHXWUDeSyZEnUkSR20UVWBXLUUdFs/9JLbX6FbLS2zwZP6hly//3w3XfRTo9ao4YVF11zDXz+eXRxlKfQGx3Fa9wYBgyw0QQzafx4ayBWyNUXldGune2LTBePxo7VYtjP9evb3AVPPRV1JFt76ik75m+7LboYqlWzSbjuvDOccRHS5Uk9A776Cq680oqwop4xa9dd4X/+x4rU1q2LNpZ469ZZ47EhQ6KOJDzZKNb0ovctiWS+CH7DBuu/XWgDziSTzeqiqpo3D84/37oFRz3yZMuW1iB52DCbnCuXeVJP0/r19kVff33uFIn+/vfWWOvqq6OOZLNXXrE+3K1aRR1JeI44whr4ZLLxojeS21qmG8u9+Sa0bQvt22dunblu0CDrRZAr80ls2gSnnmpzXPToEXU05phj7ATy4oujjiS5UJO6iBwsIl+KyEwRuSLB66eKyCIRmRLc0px7J/uuu84GKzjvvKgj2Sw2KtKIEVZXlguKqeg9Zptt4PDD7aovE5Yvh5kzbVwCt1mmr9SL8VitVcsmrAlzlsFkbrvNSveuvDLqSLb0r3/Zb2qmq9UySlVDuQElwDfATkBNYCrQscwypwJ3VWa93bp106i8957qDjuofv99ZCEk9corqq1aqS5eHG0cy5erNmgQfRxRePll1Z49M7eugQMzs65CsmGDHV8//pj+ulavVm3YUHXhwvTXlW/eflu1U6eoo1CdPFm1aVPVWbOijiSxCRNUmzVTnT8/2jiAUk2QE8O8Uu8BzFTVb1X1F+BxYHCI28+oZcusm8N//gPNmkUdTWIHHWSTHpxzTrTd3J59FgYODL+bXy444ABrxDVzZvrr8vr0xEpKbMKk999Pf11jx1px7w47pL+ufDNgAPz0E3z2WXQxrFljpSS33mpVILmod28491yrHsj2HA9VEWZSbwHE19jMC54r62gRmSYiT4lIwhpYETlLREpFpHTRokXZiLVC559vQwkedlgkm0/Z8OE2+cEjj0QXQzEWZ8ZUrw7HHZeZYs1x4zyplydT48AXS9/0RKpVs4asUTaYu+wy6NQp9xsp/uUv1mDujjuijiSBRJfv2bgBxwL3xz0+CbizzDKNgVrB/XOAtypabxTF7yNGqO6+uxXV5YOpU1WbNFH95pvwt71woRVn/vxz+NvOFR98oLrbbqqbNlV9HWvXqtata1UZbmvvvqvao0d661i8WLV+/eLex5Mnq7Ztm96xWlUvvaTaurXq0qXhb7sqvvnGflenTo1m++RA8fs8IP7KuyWwIH4BVV2sqrGOWP8Bcm7oh+++s9aPI0ZYQ6h8sPfecNVVNipT2KMiPfGEtQKvUyfc7eaSnj2tl0Q6U+ROmmTdFevXz1xchWSffWD6dJvquKqefNKqrIp5H3fqZL9rEyaEu90ff4QzzrASxYYNw912Ve20k03aNWyYTeKVK8JM6h8Du4hIOxGpCZwAjIlfQESaxz08ApgRYnwV2rjR6tH/9Kf8a4F80UVQt65NihCmkSNzvygt20TS7wfsXdmSq1PHEtJHH1V9HX6sZuZYrSxVS+innAK/+U14282Ek0+2rsxXbNWXKzqhJXVV3QD8AXgVS9ajVfUzEblBRI4IFrtQRD4TkanAhVhr+Jzx979bo5w//jHqSCovNirSPfdY3+kwfP21lWxENWxuLhk61OrVqzpNqDeSq1j//lXv2jZnjl3pDxqU2Zjy0dChVmqxfn042/v3v2344+uvD2d7mSRik3c984xN5pULQu2nrqovqequqrqzqt4cPHeNqo4J7l+pqnuoaidV3VdVvwgzvmRKS+H22614KF9nbdpxR0vqJ56Y+THJExk50qZ2rF49+9vKdR06WIvqd9+t/Hs3bbKW3Z7Uk0unsdzjj1s/7Zo1MxtTPmrXzgbeef317G/riy9skKwRI/J33zdqZJN4nX66TeoVNR9RLgWrV1ux3J135v+IaEcdZd3LLroou9uJzXJV7MWZ8YYNq9rczDNmwHbbQfPmFS9bzPr2teL3qrQbGTHCj9V4VT1WK+OXX2w7N90Eu++e3W1l2377WQnHmWdGP0umJ/UUXHop9OplV52F4Pbb7YommxM4fPKJFTXvs0/2tpFvTjjB+uxXtlGNF72nplEjaN0apk6t3PumT7cZyrzNwmbHHQcvvpjdcc6vucbGVD/rrOxtI0w33WTVjfffH20cntQr8PzzVgx1551RR5I59erZJAnnn2+TJmRD7Cq9GGa5SlWLFjY/80svVe593kgudVUZB37kSOufXc1/DX/VtCn06QNjxlS8bFW8845VZd5/f+H8RtSqZcfSVVfZJF9R8cM4iYUL4eyz4dFHC6+bS8+eNllCNkZF2rjR6iiLdRCPZKpSrOlX6qmr7DjwmzZ5NVF5slUEv3SptXR/4AE7eSgkHTrYfCDDhoXX0LAsT+rl2LQJTjvNiob69o06muy48korCs70XMVvv22N8nbbLbPrLQRHHw1vvGHDDKdi7lz4+Wfro+4qFmssl2q95oQJ1tVz772zG1c+GjzYGmhmsvGXqg2xOnhw4fY0OO88m+Truuui2b4n9XLcdZf98ObS9KWZVlJipRDDh8OUKZlbr1/5lK9hQ9h/f+sCk4rYVXqhFFFmW5s2Vgya6lj7Xk1Uvnr1bCjsJ5/M3Dofe8zaMPz975lbZ64RgQcftFsmpwROlSf1BKZPhxtvtAOwRo2oo8mudu1s8oShQ20yhXStXQvPPWeNwlxilSnW9KL3yku1CH79ektYQ4ZkP6Z8lcki+FmzrNHxiBGFP8Jks2Y22ddJJ6VeKpcpntTLWLvWEtzf/259NYvBiSfaaFyXXZb+ul54wUbb8+5X5Tv0UJg82QbcqIg3kqu8VBvLvfaaVWu0a5f9mPLVb39rjb5mzUpvPRs2WIK74gr7rSkGhx1mJR3nnx/udj2pl3HVVbDLLlafXixEbFCaMWPg5ZfTW5cXvVesdm048khrTJjM0qUwe7a1mHepS/VK3fumV6xGDTj22PRnGRw+3I77Sy7JTFz54pZbbN6GMIfd9aQe5/XXYfRouO++4qtja9jQupiccYZNrlAVS5fCm2/aHO4uuaFDKy7WnDDB5vYu9CqgTNtjD2vc9f335S+zapV1LTz22PDiylexIviqDqoycaJ1CX744eLrNrjNNrbvLr7Y+rCHoch2cfkWL7ar84cegsaNo44mGr/5jU1QcMYZVfsHfuYZOPBAaNAg87EVmn33tS6TXyQZCNnr06umWjXrsfL+++Uv8/zztkyhdanKht69bVTNadMq/95Vq+yk4P/+z8ZpKEZdu9okYCedVPW5HyrDkzqWwM4800aMO+CAqKOJ1g03WF3vv/9d+fd6cWbqSkqsMWGyYjlP6lVXURG8H6upq1YttZKlRC6+2No4HH105uPKJ3/8o/3P/+Mf2d+WJ3Ws68E338Df/hZ1JNGrWdP+ea++OvlVZFnz59vwnIXa9zQbYlNcJioVWbvWGtP16hV+XIUgWWO5RYusauOIIxK/7rYWm2WwMgNVPfusjRx3xx1ZCytvlJRY9eZtt9nkYNlU9En966+tRebIkda/1dnkCjfeaFcyv/yS2nsef9wmi6ldO7uxFZJu3eyffeLErV8rLbXRqerVCz+uQtC9u52UJpqNcPRo64Hg+zZ1e+5pY+un2u96wQIbZOaxx2DbbbMbW75o1craFgwbZtUZ2VLUSX39euvOdc011rjGbXb22VYHds01qS3vxZmVJ1J+P2DvypaeWrWgSxf48MOtX/NjtWpS7bO+aZMNA3veeV7SVNbxx9s+ufTS7G2jqJP6jTfa2ecf/hB1JLlHxCZbeOQRK0JLZsYM+OEHGDAglNAKytCh8MQTW08X6vXp6evff+t69W+/tdHmDjwwmpjy2QknwNNPw7p1yZe74w4bo1anYgAAC4ZJREFU2viqq8KJK9/ceaf1tHr++eysv2iT+vjx1nXtv/8tvu5rqdp+e0vsp5xi3dXKE5vlqqQkvNgKRfv20LatdQWM2bTJ6nwLdc6BsCRqLDdqlHVj826Clde6tRXDv/JK+ctMm2Ztkx59FKpXDy+2fFK/vu2fs8+2HjCZVpRJffly615w332www5RR5PbDjnEGhSde27iBl2qltR9RraqK9uyePp0O6Fq1iy6mApBnz7WXiE2W5aq7Wc/VqsuWSv4NWusiP6f/4Sddgo3rnzTt69NFnbaaZmfJbMok/oFF9jwh976NTX/+Ad8+qk1einro4+sxXyXLuHHVSiOPx7GjrUiS/Ci90xp2NCSy+TJ9njqVEs8ffpEG1c+O/ZYePVVWLFi69euuAI6drQLJlexq6+2EtC77srseosuqT/xhCWiW2+NOpL8UaeOnZ1feunWY0DHGh15FUbV7bCDjRw3dqw99kZymRPftS12le7HatU1agQDB1p3tXivvmrP3Xuv799U1ahhx+SNN1rpXKYUVVKfM8eu0keOtDmUXeo6d4bLL7ez8Fijrg0brHuQz3KVvvg+6+PG+ZV6psTq1Tdtsvp0L3pPX+xYjVm0CE4/3YaB3W676OLKR+3b2+Rhw4bZ2BSZUDRJfeNGGwL1kkusf7CrvEsvta5Cw4fb4zfesOLNnXeONq5CcNRR1stg8mQ7WfJ9mhmxpP7uu9CkiXddzYTDD7e2Ct9/v3k0zmHDbOhjV3mnnWbJPVO9BUJtnygiBwN3ACXA/ao6vMzrtYBHgG7AYuB4VZ2diW3fcosdgJmYXrRYVatmZ+PdulmXIG90lDn168NBB20eVtOLMDOjZUsbZObaa/1YzZRttrHE/sQTVjU3Z47dd1UjYo22O3WyETnT7W4ZWlIXkRLgbuBAYB7wsYiMUdXP4xY7A1iqqu1F5ATg78Dx6W570iRrkfnxx97tKl0tW8Ldd9uZ+eLFtl9dZgwbZlOy3n571JEUln797AS0KmOXu8SGDbOqzKVL4b33fDTOdDVubJOJnXqqNehMZ1KxMIvfewAzVfVbVf0FeBwYXGaZwcDDwf2ngP1F0rtmiRW733EHtGmTzppczDHH2EAzffpY1yuXGYMG2f4cODDqSArLfvtZ0XCrVlFHUjj2399mYLv+ehvO2KXvgAOsJ8zFF6e3HtGqTpJb2Q2JHAMcrKq/Dx6fBPRU1T/ELTM9WGZe8PibYJmfyqzrLOAsgNatW3f7roKJar/8EnbbLZOfxm3caN2DfPzszFq1yvdppqlad0FvHJtZK1ZYtZHLnHXrbECatm0rXlZEPlHV7mWfD/NKPdEVd9kzilSWQVXvU9Xuqtq9aQoTIntCz7ySEk8+2eD7NPNEPKFngyf0zKtVK7WEnkyYSX0eEF8A1hJYUN4yIlIdaAAsCSU655xzLs+FmdQ/BnYRkXYiUhM4ARhTZpkxwCnB/WOAtzSs+gHnnHMuz4XW+l1VN4jIH4BXsS5tD6rqZyJyA1CqqmOAB4BHRWQmdoV+QljxOeecc/ku1H7qqvoS8FKZ566Ju78WODbMmJxzzrlCUTQjyjnnnHOFzpO6c845VyA8qTvnnHMFwpO6c845VyA8qTvnnHMFwpO6c845VyA8qTvnnHMFwpO6c845VyA8qTvnnHMFwpO6c845VyA8qTvnnHMFwpO6c845VyAk32c2FZFFwHcpLNoE+CnL4RQb36fZ4fs183yfZofv18xLdZ+2UdWmZZ/M+6SeKhEpVdXuUcdRSHyfZofv18zzfZodvl8zL9196sXvzjnnXIHwpO6cc84ViGJK6vdFHUAB8n2aHb5fM8/3aXb4fs28tPZp0dSpO+ecc4WumK7UnXPOuYLmSd0555wrEAWf1EXkYBH5UkRmisgVUcdTCESklYi8LSIzROQzEbko6pgKhYiUiMhkEXkh6lgKhYg0FJGnROSL4JjtHXVM+U5ELgn+96eLyCgRqR11TPlIRB4UkR9FZHrcc41E5HUR+Tr4u11l1lnQSV1ESoC7gUFAR2CIiHSMNqqCsAH4o6p2AHoB5/t+zZiLgBlRB1Fg7gBeUdXdgU74/k2LiLQALgS6q+qeQAlwQrRR5a2HgIPLPHcF8Kaq7gK8GTxOWUEndaAHMFNVv1XVX4DHgcERx5T3VHWhqk4K7q/EfiRbRBtV/hORlsChwP1Rx1IoRKQ+MAB4AEBVf1HVZdFGVRCqA3VEpDqwDbAg4njykqq+Bywp8/Rg4OHg/sPAkZVZZ6En9RbA3LjH8/Dkk1Ei0hboAnwUbSQF4XbgMmBT1IEUkJ2ARcB/g2qN+0WkbtRB5TNVnQ/cAswBFgLLVfW1aKMqKM1UdSHYBRSwfWXeXOhJXRI85334MkRE6gFPAxer6oqo48lnInIY8KOqfhJ1LAWmOtAVuEdVuwCrqWRxpttSUMc7GGgH7AjUFZETo43KxRR6Up8HtIp73BIvJsoIEamBJfQRqvpM1PEUgL7AESIyG6sm2k9EHos2pIIwD5inqrGSpKewJO+q7gBglqouUtX1wDNAn4hjKiQ/iEhzgODvj5V5c6En9Y+BXUSknYjUxBpzjIk4prwnIoLVUc5Q1VujjqcQqOqVqtpSVdtix+lbqupXP2lS1e+BuSKyW/DU/sDnEYZUCOYAvURkm+C3YH+88WEmjQFOCe6fAjxfmTdXz3g4OURVN4jIH4BXsRaaD6rqZxGHVQj6AicBn4rIlOC5q1T1pQhjcq48FwAjghP7b4HTIo4nr6nqRyLyFDAJ6wkzGR8utkpEZBQwEGgiIvOAa4HhwGgROQM7gTq2Uuv0YWKdc865wlDoxe/OOedc0fCk7pxzzhUIT+rOOedcgfCk7pxzzhUIT+rOOedcgfCk7pxzzhUIT+rOFSgReUhENLitD6Z4fFtEzg9GBKzMugYG62mS4RiricgKEdk1ePy1iAzI5DacKyae1J0rbG8AzYG2wG+BscD1wLgcmdhkT2Cdqn4lItsDrbGRIJ1zVeBJ3bnCtk5Vv1fV+ao6JRjWdyA2/vllsYVE5EQR+VhEVgZX9E8G82bHZuJ7O1h0UXDF/lDw2sEiMk5ElorIEhF5VUQ6VCK+PsD7wf3+wGRVXZPG53WuqPmIcs4VqCDxNlHVwxK8NgbYSVX3DB6fDnwPfAE0Af4OlKjqABEpwWblehrYA5v/eY2qLheRo4NVTgPqAH/FThg6quovSWKLzWleG5tNcQ1QCxvO+WdgfKK4nXPJFfTY7865cn2OzbYFgKo+GPfatyJyLjBDRFqq6jwRWRK89qOq/hT3vqfjVyoipwErgB7A+CTb74wl80+AodjJxGvAdcAEYG0VP5dzRc2L350rTgL8WkwnIl1F5HkR+U5EVgKlwUutk65EZGcRGSki34jICuAH7Hcl6ftUdTbQFPhZVV8B1mNzcz+tqrOD2dWcc5XkV+rOFaeO2IxlBA3mXsUa1Z2Ezd/cBBgH1KxgPWOB+cDZwd8NWClAue8TkZex+vPqQHURWYUVu9cCFosIqlqvyp/MuSLmSd25IiMiewIHAzcFT+2OJfGrVHVWsMzvyrwtVj9eEreexkAH4HxVfTt4risV/678Hqt/fxh4Bpsv+hasCP7+qn0q5xx4Uneu0NUSkR2wIvGmwP7AVVhd9i3BMnOAdcAfRORuLFHfWGY932HF9YeKyFisYdtS4CfgTBGZC7QA/he7Wi+Xqs4XkerA3sCJqjpLRPYG/q6qM9P9wM4VM69Td66wHQAsxBL3m8ARWD/1Aaq6GkBVFwGnAEdiRefXApfGr0RV5wfP34zVm9+lqpuA47HkPB24G7gaO0GoSHdgWZDQWwLN2FyP75yrIu/S5pxzzhUIv1J3zjnnCoQndeecc65AeFJ3zv1/e3UgAwAAADDI3/oeX0kETEgdACakDgATUgeACakDwITUAWAiAiHUdv3TbX0AAAAASUVORK5CYII=\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 3358 peaks\n", "\n", "Performance (without the minimum peak distance parameter):\n", "detect_peaks(x)\n", "98.2 µs ± 1.95 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", "8.17 ms ± 105 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)" ] } ], "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 }