From 61c7f827004178db6088d621c6847ceb64508010 Mon Sep 17 00:00:00 2001 From: "N. L." Date: Mon, 11 Dec 2023 13:37:49 +0100 Subject: [PATCH] fix(fit-method): Change the range of fitting exceedances --- docs/example.ipynb | 960 ++++++++---------- pyproject.toml | 2 +- src/anomalytics/__init__.py | 2 +- .../models/peaks_over_threshold.py | 2 +- src/anomalytics/stats/peaks_over_threshold.py | 2 +- tests/test_version.py | 2 +- tests/unit/detectors/test_pot_detector.py | 20 +- 7 files changed, 463 insertions(+), 527 deletions(-) diff --git a/docs/example.ipynb b/docs/example.ipynb index 34de095..d8e9c54 100644 --- a/docs/example.ipynb +++ b/docs/example.ipynb @@ -2,14 +2,14 @@ "cells": [ { "cell_type": "code", - "execution_count": 205, + "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Requirement already satisfied: anomalytics in /Users/ninovation/miniconda3/envs/anomalytics/lib/python3.12/site-packages (0.1.3)\n", + "Requirement already satisfied: anomalytics in /Users/ninovation/miniconda3/envs/anomalytics/lib/python3.12/site-packages (0.1.4)\n", "Requirement already satisfied: matplotlib>=3.7.2 in /Users/ninovation/miniconda3/envs/anomalytics/lib/python3.12/site-packages (from anomalytics) (3.8.2)\n", "Requirement already satisfied: numpy>=1.25.2 in /Users/ninovation/miniconda3/envs/anomalytics/lib/python3.12/site-packages (from anomalytics) (1.26.2)\n", "Requirement already satisfied: pandas>=2.0.3 in /Users/ninovation/miniconda3/envs/anomalytics/lib/python3.12/site-packages (from anomalytics) (2.1.3)\n", @@ -28,7 +28,7 @@ "Note: you may need to restart the kernel to use updated packages.\n", "Package Version\n", "------------------------- ------------\n", - "anomalytics 0.1.3\n", + "anomalytics 0.1.4\n", "anyio 4.1.0\n", "appnope 0.1.3\n", "argon2-cffi 23.1.0\n", @@ -191,7 +191,7 @@ }, { "cell_type": "code", - "execution_count": 206, + "execution_count": 64, "metadata": {}, "outputs": [], "source": [ @@ -235,7 +235,7 @@ }, { "cell_type": "code", - "execution_count": 207, + "execution_count": 65, "metadata": {}, "outputs": [ { @@ -249,7 +249,7 @@ "Name: Water Level, dtype: float64" ] }, - "execution_count": 207, + "execution_count": 65, "metadata": {}, "output_type": "execute_result" } @@ -282,7 +282,7 @@ }, { "cell_type": "code", - "execution_count": 208, + "execution_count": 66, "metadata": {}, "outputs": [ { @@ -299,7 +299,7 @@ "Name: Water Level, dtype: float64" ] }, - "execution_count": 208, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" } @@ -310,7 +310,7 @@ }, { "cell_type": "code", - "execution_count": 209, + "execution_count": 67, "metadata": {}, "outputs": [ { @@ -334,7 +334,7 @@ }, { "cell_type": "code", - "execution_count": 210, + "execution_count": 68, "metadata": {}, "outputs": [ { @@ -360,7 +360,7 @@ }, { "cell_type": "code", - "execution_count": 211, + "execution_count": 69, "metadata": {}, "outputs": [ { @@ -394,7 +394,7 @@ }, { "cell_type": "code", - "execution_count": 212, + "execution_count": 70, "metadata": {}, "outputs": [ { @@ -403,7 +403,7 @@ "'POT'" ] }, - "execution_count": 212, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" } @@ -419,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": 213, + "execution_count": 71, "metadata": {}, "outputs": [], "source": [ @@ -434,7 +434,7 @@ }, { "cell_type": "code", - "execution_count": 214, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -462,42 +462,42 @@ }, { "cell_type": "code", - "execution_count": 215, + "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "2008-11-03 06:00:00 1.084\n", - "2008-11-03 07:00:00 1.084\n", - "2008-11-03 08:00:00 1.084\n", - "2008-11-03 09:00:00 1.084\n", - "2008-11-03 10:00:00 1.084\n", - "2008-11-03 11:00:00 1.084\n", - "2008-11-03 12:00:00 1.084\n", - "2008-11-03 13:00:00 1.084\n", - "2008-11-03 14:00:00 1.084\n", - "2008-11-03 15:00:00 1.084\n", - "2008-11-03 16:00:00 1.084\n", - "2008-11-03 17:00:00 1.084\n", - "2008-11-03 18:00:00 1.084\n", - "2008-11-03 19:00:00 1.084\n", - "2008-11-03 20:00:00 1.084\n", - "2008-11-03 21:00:00 1.084\n", - "2008-11-03 22:00:00 1.084\n", - "2008-11-03 23:00:00 1.084\n", - "2008-11-04 00:00:00 1.084\n", - "2008-11-04 01:00:00 1.084\n", + "2008-11-03 06:00:00 0.859\n", + "2008-11-03 07:00:00 0.859\n", + "2008-11-03 08:00:00 0.859\n", + "2008-11-03 09:00:00 0.859\n", + "2008-11-03 10:00:00 0.859\n", + "2008-11-03 11:00:00 0.859\n", + "2008-11-03 12:00:00 0.859\n", + "2008-11-03 13:00:00 0.859\n", + "2008-11-03 14:00:00 0.859\n", + "2008-11-03 15:00:00 0.859\n", + "2008-11-03 16:00:00 0.859\n", + "2008-11-03 17:00:00 0.859\n", + "2008-11-03 18:00:00 0.859\n", + "2008-11-03 19:00:00 0.859\n", + "2008-11-03 20:00:00 0.859\n", + "2008-11-03 21:00:00 0.859\n", + "2008-11-03 22:00:00 0.859\n", + "2008-11-03 23:00:00 0.859\n", + "2008-11-04 00:00:00 0.859\n", + "2008-11-04 01:00:00 0.859\n", "Name: Water Level, dtype: float64" ] }, - "execution_count": 215, + "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "pot_detector.get_extremes(q=0.99)\n", + "pot_detector.get_extremes(q=0.95)\n", "pot_detector.exceedance_thresholds.head(20)" ] }, @@ -508,26 +508,6 @@ "### Exceedances" ] }, - { - "cell_type": "code", - "execution_count": 216, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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db6E97rjjtGzZMh188MG66KKLNDAwoBdffFHnnnuuVqxYoRtvvDHytb/73e/q9ttv14QJE3TmmWdq9OjRamxs1NKlS/WnP/1JZ5999t4+DQAAgGs8AABG2DnnnONJ8u67777d7vvvf//rSfIkef/4xz8it+fk5HiSvBUrVuz2OT/72c88SV4oFBp0+wUXXOBJ8tauXTtkjvLyck+S98lPftLbvHlz5PaOjg6vpKTEi46O9jZs2PCBP8/ixYs9SV5ubu4HPraqqsqT5CUlJXn9/f2R2yV55eXlQ37O+/0cq1ev3u2xPT093jHHHOPFxsZ669evH3TfcH7ePeVau3atJ8m74IILPjBvVVWVN2rUKG/SpEm7fY9XX33Vi46O9mbNmjXk93mv1157zZPkFRUVeddff/2QfxYuXLjbcTnooIO8qKgo7/nnn/c8z/MuvPBCT5L3wx/+cNBjX3zxRU+SV1xc7NXX1w+6b2BgYNBx/etf/+pJ8o444ghv69atgx67YMECT5J3xRVXRG7bvn27V1JS4sXHx3tvvvnmoMc3NDR4ubm5XnZ2ttfd3R25/eKLL/YkeVdeeeWgxy9dutSLjY31JHnXX3/9oPtqa2u9cDi827H7xS9+4UnybrnlliGzxsTEeK+88sqg+7773e96krxbb7110O07e/y1r31t0HPZ8zyvra3N27JlS+Tjnc+Jn/70p4Me193d7Z100kleVFSU9+9//ztye1pampebm+t1dHTs9jO0tLTsdhsAANj/MEABAEbcH/7wB0+SV1JSMmgI2b59u3f66adHBqjnnnsuct/O/wg/44wzBv2H9aZNm7wJEyZEPqerqyty34cdoN77H9ye53nXXXedJ8n785///IE/z2OPPeZJ8g455JAPfGxXV1ck664/+3AGqPfzpz/9yZPk/fa3vx10+3B+3n01QF155ZWeJO/ZZ58d8muddtppXnR0tLdt27YP/Pl2DlB7+jPUmFVdXe0lJyd7mZmZ3k9+8pPIz/be8eTzn/+8J8l78sknPzDLaaed9r7DqOd53owZM7zMzMzIx08//bQnybvmmmuGfPxdd93lSfL+8pe/eJ7neX19fV5iYqKXkpKy28DleeZYv3eAej8DAwNeamqqd+yxxw66fecAdd555+32OTU1NZ4kb/bs2ZHbmpqavOjoaC8nJ8fr7Ozc4/fctGmTFxMT433qU58a8v7//Oc/niTvW9/6VuS29PR0b/z48V5PT8+H+rkAAMD+h7fgAQBG3Nlnn62HH35Yzz//vKZOnaovfOELSkxM1CuvvKI1a9Zo0qRJWrVqlWJiYiKfc8MNN+ill17SH//4R1VWVuozn/mMurq6tGjRIqWkpCgxMVFdXV2DPufDmjlz5m63FRQUSNrxNqMP4nmeJH2oi4rv+pienp4PG3FIdXV1uu222/Tqq6+qrq5O3d3dg+5vaGgY8vM+6s87HP/4xz8kSa+//rrefvvt3e5vbm7WwMCAVq1apYMPPvhDfc3y8nK9/vrrHzrDpEmT9MADD+hLX/qSrrnmGmVkZOiRRx5RdPTgS2C+9dZbioqK0sknn/yBX/Mf//iHRo0apccff3zI+/v6+tTS0qLNmzdr7NixkeNQW1s75AXUV61aJUlauXKlTjnlFK1cuVJdXV066qijhvxtg8ccc8yQbxPdeU20Rx99VBUVFdq2bZsGBgYi93/U58bSpUs1MDCgo48+WomJiUN+rV0f29/fL0lD/sw7r8u1cuXKyG1f+tKX9LOf/UwHHHCAzjzzTB199NE67LDDrP3GRQAAsO8xQAEARlx0dLSeeeYZ3X333fr973+v3//+9xo1apQOP/xw/fa3v9U3v/lNrVq1SllZWZHPGTdunJYuXaobb7xRf/7zn/Xzn/9caWlp+vznP69rr71WxcXFGj16tOLi4vY6z1D/UbvzIuI7/8N5T3JyciRJ69ev/8DH1tfXS9pxDNLT0/cm5iA1NTX69Kc/rS1btuioo47SiSeeqNGjRysmJka1tbX67W9/+74XUf+oP+9wbN68WZL0k5/8ZI+P6+joGJHvv9MJJ5yg1NRUtbW16YwzzlBubu5uj9m6davS0tKUkJDwgV9v8+bNCofD+tGPfrTHx3V0dGjs2LGR4/DHP/7xAx8vSdu2bZOkyLWU3mvcuHFD3n7WWWfpqaeeUnFxsWbNmqVx48YpFApJku66666P/NzYeXH1vLy8Pf4ckvn//dKlS9/3IuvS4P/f33nnnSopKdFvfvMb3XLLLbrlllsUGxurU045RfPnzx/yWnAAAGD/wgAFAPBFbGys5s6dq7lz5w66vbu7W//5z3+UkJCgAw44YNB9mZmZuvvuu3X33XcPuv21116T53n61Kc+NeK5h/KpT31KoVBIDQ0NWrlypaZMmfK+j915ofQDDjhA8fHxkdt3/na6oQz1m9Tmz5+vzZs3a8GCBbv9FrqFCxd+qIun+2nnsLFt2zalpqZayeB5ns4//3y1tbUpIyNDv/zlL3X22Wfr6KOPHvS4MWPGaPPmzeru7v7AEWr06NEaGBgY8jfLvd/jJWnRokX6whe+8KEf/97fKLfTzovz7+qdd97RU089pc985jN6/vnnNWrUqMh9AwMDkYuwfxQ7L+b/fmdS7Wrnz3DVVVdp/vz5H+rrx8TE6IorrtAVV1yh5uZm/e1vf9Ojjz6qP/7xj6qoqNC77747rLEZAAC4I/qDHwIAwMj5/e9/r56eHp155pmD/sN5Tx588EFJO962s6udb8cbqbN6dkpISNC5554rSYN+k9d7dXd364477pCkyON3SktLG/IMqv7+fv3nP//Z7fbVq1dLkmbPnr3bfYsXL/7Q2T9IdHT0Pjl+hx56qCTpzTff/Mhfa7h+8pOf6IUXXtB5552nv/71rxo1apS+9KUvRc7Q2enQQw+V53l66aWXPvBrHnroodqyZYtWrFjxoTLs7XGYMmWKEhMT9Z///CdyNtSuhnoL4s7nxqxZs3br0Ntvv73bWzWH49Of/rSio6P15ptvqqur60M/djiysrJ0+umn6/HHH9dxxx2nVatW6d133x3W1wIAAO5ggAIA+KKtrW2325YuXarvfve7Sk5O1nXXXTfovoGBgSHfnvWrX/1KCxcu1IwZM3YboMaOHSvpw7017qO66aablJ2drT/84Q+69tprdzubacuWLfriF7+o1atXa8qUKbr00ksH3X/IIYeorq5ut9Hjxhtv1Lp163b7fuPHj5e04+yvXb344ov61a9+tQ9+oh3Gjh27T47fN7/5TY0aNUpXXXWVqqurd7u/r69vRMepf/7zn/rBD36gSZMm6f7779eBBx6oO++8U/X19budQXbZZZdJkubOnavGxsbdvtauZ/1cddVVkqSLL75YGzZs2O2xnZ2deuuttyIfz5o1SyUlJbrvvvv03HPPDZn1H//4R2TU2TmStbe373b9pHfeeUd/+MMfdvv8nc+N945Tzc3Nuz3vhiszM1Nnn322NmzYoO985zuR66Dt1NHRERnMsrKy9KUvfUnvvPOOfvzjHw95pt+aNWu0du1aSVJvb69effXV3b7m9u3bI2ea7Xr2IAAA2D/xFjwAgC9OOOEEJSYmatq0aUpOTtaKFSv03HPPKRQK6cknn9ztGi9dXV3Kzs7WiSeeqJKSEkk7ziJ5++23VVJSoqeeemq3sz0+85nP6Cc/+YkuvvhizZ49W8nJyRozZoy++c1v7vOfJycnRy+99JJOPfVU3XjjjXr44Yd18sknKz09XXV1dXr22We1ZcsW5ebm6i9/+YtSUlIGff63vvUtvfjii5o1a5bOOusspaen6+9//7vWrl2rY445Zrcx4Rvf+IYWLFigM888U7Nnz1ZeXp7effddvfDCCzrzzDP12GOP7ZOf6zOf+YweffRRzZo1SwcddJBiY2N19NFH7/a2tQ8yZcoU/eY3v9FFF12kAw44QCeffLJKS0u1fft21dXV6c0331RmZuagC1F/kPe7kPdOV155pcaMGaOtW7fq7LPPVnR0tB599FElJydLkr72ta/p1Vdf1Z/+9CfddddduvLKKyVJJ554oq699lr9+Mc/1uTJk3XaaaepoKBAGzdu1JIlS3TooYfqoYceihyfW2+9VfPmzdOkSZP0uc99ThMmTFBHR4fWrVunxYsX68gjj9QLL7wgaceg9OSTT+qkk07SKaecosMPP1wzZsxQYmKi1q9fr6VLl6qmpkaNjY2Ri3vffPPNevXVV3XXXXfpnXfe0ZFHHqnGxkY99thj+tznPqdnnnlm0M/9qU99SkcccYSefPJJHX744TryyCPV1NSk559/XpMnTx7yulfDce+99+rdd9/Vvffeq1dffVUnnnii4uLitHbtWr344ot65plndMwxx0Qeu2rVKl133XX6/e9/ryOPPFLZ2dnasGGDKisrtXTpUi1cuFATJkxQd3e3jj/+eI0fP16HHHKIioqK1NPTo5dfflmVlZX6/Oc/r6lTp+6TnwEAAFhk81fwAQA+Pm6//Xbvk5/8pDd69GgvLi7OGz9+vHfJJZd4a9euHfLxfX193kUXXeSVlpZ6iYmJXmJionfggQd6P/rRj7z29vb3/T533HGHN2XKFC8uLs6T5BUVFUXuKy8v997vf/p2/lr6BQsW7NXP1dHR4f30pz/1jjjiCC8tLc2LioryJHmSvK985Sve1q1b3/dzn3nmGe/ggw/2QqGQl56e7p111llebW2td8EFF3iSdjs2S5Ys8Y499lhvzJgxXnJysnfEEUd4Tz31lPfaa695krzrr79+0OOH8/M2NTV555xzjpeVleVFR0cP+rpr1671JHkXXHDBoM95v7ye53n/93//511wwQVeYWGhFxcX56WlpXkHHHCA97//+7/eq6+++r7HZlc7f74P+rPz+59++umeJO/uu+/e7Wtt3brVmzBhghcXF+e98847g+579tlnvZNOOslLS0vz4uLivPz8fO+0004bMuebb77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0AjDoA2DQBwBBwgDlk0svvdR2BMAZq1evth0BcAqdAAz6ABj0AUCQMEABAAAAAABgRDFA+eSVV16xHQFwBhflBwajE4BBHwCDPgAIEgYoAAAAAAAAjCgGKJ8cf/zxtiMAzmhqarIdAXAKnQAM+gAY9AFAkDBAAQAAAAAAYEQxQPnkvvvusx0BcMbEiRNtRwCcQicAgz4ABn0AECQMUD6ZNWuW7QiAMxoaGmxHAJxCJwCDPgAGfQAQJAxQPsnPz7cdAXBGd3e37QiAU+gEYNAHwKAPAIKEAconXEAQMOLj421HAJxCJwCDPgAGfQAQJAxQPnnkkUdsRwCcUVhYaDsC4BQ6ARj0ATDoA4AgYYDyyVVXXWU7AuCM6upq2xEAp9AJwKAPgEEfAAQJAxQAAAAAAABGFAOUTxYvXmw7AuCMzMxM2xEAp9AJwKAPgEEfAAQJA5RPurq6bEcAnBEbG2s7AuAUOgEY9AEw6AOAIGGA8slnP/tZ2xEAZzQ2NtqOADiFTgAGfQAM+gAgSBigAAAAAAAAMKIYoHzywAMP2I4AOKO4uNh2BMApdAIw6ANg0AcAQcIA5ZMTTjjBdgTAGU1NTbYjAE6hE4BBHwCDPgAIEgYon/CvF4DR2dlpOwLgFDoBGPQBMOgDgCBhgPJJa2ur7QiAM+Li4mxHAJxCJwCDPgAGfQAQJAxQPvnVr35lOwLgDM4IBAajE4BBHwCDPgAIEgYon3z729+2HQFwxsqVK21HAJxCJwCDPgAGfQAQJAxQAAAAAAAAGFEMUD75+9//bjsC4IyxY8fajgA4hU4ABn0ADPoAIEgYoHzS0tJiOwLgjFAoZDsC4BQ6ARj0ATDoA4AgYYDyyaxZs2xHAJyxYcMG2xEAp9AJwKAPgEEfAAQJAxQAAAAAAABGFAOUT37zm9/YjgA4Y8KECbYjAE6hE4BBHwCDPgAIEgYonxxxxBG2IwDO2LRpk+0IgFPoBGDQB8CgDwCChAHKJ5MnT7YdAXBGe3u77QiAU+gEYNAHwKAPAIKEAcon/I8HYMTGxtqOADiFTgAGfQAM+gAgSBigfHLPPffYjgA4o7S01HYEwCl0AjDoA2DQBwBBMuwBqq+vb1/mCLzvf//7tiMAzqioqLAdAXAKnQAM+gAY9AFAkAx7gMrLy9O8efNUV1e3L/MAAAAAAAAgYIY9QJ166qm65557VFJSov/5n//Rq6++ui9zBc4777xjOwLgjPT0dNsRAKfQCcCgD4BBHwAEybAHqN/85jeqr6/XTTfdpOXLl+vEE09UWVmZ7r33Xi64PYR169bZjgA4IzEx0XYEwCl0AjDoA2DQBwBB8pEuQp6WlqZvf/vbWrNmjZ566ikVFBToiiuuUF5enr75zW9q5cqV+yrnfm/27Nm2IwDOqK+vtx0BcAqdAAz6ABj0AUCQ7JPfghcVFaUvfOELuu2221ReXq6Ojg79/Oc/1wEHHKDZs2erubl5X3wbAAAAAAAA7Ic+8gAVDoe1cOFCHXnkkZo5c6Zqamp02223qba2VnfddZfefPNNnX/++fsi637t4Ycfth0BcEZRUZHtCIBT6ARg0AfAoA8AgiR2uJ/Y0NCgBx54QA8++KCampp01FFH6fHHH9f//M//KDp6x6512WWXKS8vT+edd94+C7y/Ouigg7gOFPD/bdmyRUlJSbZjAM6gE4BBHwCDPgAIkmEPUOPHj1dsbKzOPvtsXXHFFZoxY8aQjysuLlZ2dvZwv01gHHDAAXr66adtxwCc0NbWZjsC4BQ6ARj0ATDoA4AgGfYAdf311+uSSy5RZmbmHh83Y8YMrV27drjfJjB6enpsRwCcERMTYzsC4BQ6ARj0ATDoA4AgGfY1oAoLCyNvtXuv1tZW/e53vxt2qCC64447bEcAnDF58mTbEQCn0AnAoA+AQR8ABMmwB6g5c+ZozZo1Q963du1azZkzZ9ihgug73/mO7QiAMyorK21HAJxCJwCDPgAGfQAQJMMeoDzPe9/7enp6OF30PWJjh/1uRyBw9vT6AXwc0QnAoA+AQR8ABMlerSJ1dXWqra2NfLxs2bLdrm3U3d2tX/7ylyosLNwnAYPiP//5j+0IgDPGjBljOwLgFDoBGPQBMOgDgCDZqwFqwYIF+tGPfqSoqChFRUXpG9/4xm6P2bnS33333fsmYUBw+ixgpKam2o4AOIVOAAZ9AAz6ACBI9mqAOvPMMzVt2jR5nqczzzxTN998syZNmjToMaFQSNOmTdP48eP3Zc793jnnnKObbrrJdgzACXV1dZo6dartGIAz6ARg0AfAoA8AgmSvBqiysjKVlZVJ2nE21Oc//3mNHTt2RIIBAAAAAAAgGIZ9ZewLLrhgX+YIvMcee8x2BMAZBQUFtiMATqETgEEfAIM+AAiSvRqgbrjhBn31q19Vbm6ubrjhhj0+NioqStdee+1HChckpaWlWr16te0YgBPa29uVkpJiOwbgDDoBGPQBMOgDgCDZqwHqhz/8oU4++WTl5ubqhz/84R4fywA12EEHHaTnnnvOdgzACVu3blVubq7tGIAz6ARg0AfAoA8AgmSvBqiBgYEh/298MI4XYERFRdmOADiFTgAGfQAM+gAgSKI8z/Nsh/iwwuGwFi9erOnTpysmJsZ2nL2Snp7u6/drbW319fsBAAAAALBTf3+/li9frvLycsXGDvvy0wiQ6OF+Yk9Pj9ra2gbd9vjjj+u73/2uXnnllY8cLGiuvvpq2xEAZ1RVVdmOADiFTgAGfQAM+gAgSIY9QH35y1/W5ZdfHvn4nnvu0dlnn63bb79dJ510Etc7eo+EhATbEQBn9Pf3244AOIVOAAZ9AAz6ACBIhj1Avf322zr55JMjH99zzz0677zztHXrVp1++un66U9/uk8CBkVFRYXtCIAzUlNTbUcAnEInAIM+AAZ9ABAkwx6gWlpalJeXJ0lau3atampqdNlllyk1NVVf+cpX9O677+6zkEHwzjvv2I4AOMPva6IBrqMTgEEfAIM+AAiSYQ9QiYmJ2rZtmyTpzTffVHJysmbOnClJio+PV0dHx75JGBDnn3++7QiAM2pra21HAJxCJwCDPgAGfQAQJMO+FP2BBx6o++67T0VFRfr5z3+uY489NvJrQuvq6jRu3Lh9FhIAAAAAAAD7r2GfAXXttddq8eLFmjFjhpYvX65vf/vbkfueffZZffKTn9zrr3nLLbcoKipKV1555XBjOevJJ5+0HQFwxs637wLYgU4ABn0ADPoAIEiGfQbUcccdp8rKSv3rX//SjBkzVFxcPOi+GTNm7NXXW7p0qX75y1/qE5/4xHAjOS0/P1+VlZW2YwBO6O7u1ujRo23HAJxBJwCDPgAGfQAQJMM+A0qSioqKdPrppw8anyTpkksu0SGHHPKhv05HR4e+9KUv6cEHH1RaWtpHieSsT3/607YjAM5obW21HQFwCp0ADPoAGPQBQJAM+wyonZqbm7Vu3Tp1d3fvdt/RRx/9ob7GpZdeqlNOOUXHH3+8brzxxg98fHt7u6KjzXYWCoUUCoU+fGgAAAAAAAD4ZtgDVGNjo7785S/rtdde2+0+z/MUFRWl/v7+D/w6jz76qP79739r6dKlH/p7T5s2TV1dXZGP58yZo8suu0w5OTlas2aNJCk7O1ue56m5uVmSNGnSJNXX16u7u1vx8fEqKCjQqlWrJElZWVmKjo7Wxo0bJUklJSXauHGjOjs7FQqFNH78eFVVVUmSMjIyFBcXpw0bNkiSJkyYoJaWFnV0dGjUqFGaOHFi5K126enpSkhIUENDg6KiolRQUKCZM2dq6tSp6u7u1vz58zVv3jxFR0dr2bJlqq6u1llnnSVJWrhwocrKyjRjxgyFw2Hddtttmjt3ruLj47VixQotW7ZM5513niTpiSeeUFFRUeS3EN50002qrq5WOBxWSkqKMjIytHbtWklSbm6uent7tXnzZknSlClTVFNTo76+PiUlJSk7O1s1NTWSpJycHIXDYbW0tEiSSktLVVdXp56eHiUkJCgvL0+rV6+OHG9JampqkiRNnDhRDQ0NkeNdWFio6upqSVJmZqZiY2PV2NgoSSouLlZTU5M6OzsVFxen4uJirVy5UpI0duxYhUKhQcd706ZNam9vV2xsrEpLS1VRURE53omJiaqvr5e04wy9LVu2qK2tTTExMZo8ebIqKyvleZ7GjBmj1NRU1dXVSZIKCgrU3t6urVu3KioqSmVlZaqqqlJ/f79SU1OVnp4e+S0keXl56u7ujvyLVFlZmVavXq3t27crOTlZmZmZg453X1+fNm3aJEmaPHmyamtr1dvbq6SkJI0bNy7ynB03bpwGBgYGPWfXr18fOd75+fmDnrNRUVGR411SUqLGxkZ1dXUpFAqpqKhoj8e7ublZHR0dQx7v+Ph4NTQ0SJLGjx+v1tZWtbW17Xa809LSlJycrPXr10uSCgsLtW3bNm3btk3R0dGaMmWKVq5cqYGBAY0ePVqjR4+OHO/8/Hw1NjZqy5YtkqSpU6dGnrNDHe+enp4hn7PJycnKysra43N23bp16u3tVWJiotOvEe893kM9Z1NSUgYd77a2tvd9zqalpWndunWR493V1RV5zu56vHmNcOM1wvM8VVRU8Bqxy/Hu6OjgNeJj+hrheZ76+vp4jRB/j+A1YscxrKur4zWCv0fsl68Ro0aNErCrKM/zvOF84uzZs/X6669r3rx5+sQnPjHkGUjl5eV7/Brr16/XzJkz9dJLL2n69OmSpGOOOUYzZszQXXfdtdvjw+GwFi9erOLi4v3uDKjrrrtO9957r2/fj9N14bJVq1Zp0qRJtmMAzqATgEEfAIM+YH/W39+v5cuXq7y8XLGxH/nNVwiAYT8LFi9erJ/+9KeaM2fOsL/5v/71LzU3N+vggw+O3Nbf36833nhD9957r3p7exUTE7Pb56WkpAx5u8v8vnhgenr6Bz6GkQq2bN++3XYEwCl0AjDoA2DQBwBBMuwBaudbyj6Kz3zmM/rvf/876LY5c+ZoypQp+s53vrPfjUx7svN0RgBScnKy7QiAU+gEYNAHwKAPAIJk2APUGWecob/85S86/vjjh/3NU1JSNG3atEG3JSUlaezYsbvdvr974403bEcAnJGZmWk7AuAUOgEY9AEw6AOAIIn+4IcM7cwzz9Szzz6ryy+/XC+//LL+/e9/7/YHxle+8hXbEQBn7LxwIoAd6ARg0AfAoA8AgmTYZ0Add9xxkqR7771X991336D79ua34L3X66+/PtxIAAAAAAAAcNCwB6gFCxbsyxyB9+c//9l2BMAZubm5tiMATqETgEEfAIM+AAiSYQ9QF1xwwb7MEXgf5rfSAR8XfX19tiMATqETgEEfAIM+AAiSYV8DaldVVVVasmSJOjs798WXC6QjjjjCdgTAGZs2bbIdAXAKnQAM+gAY9AFAkHykAep3v/ud8vPzNXXqVB199NGqqqqStOMC5Q8++OA+CQgAAAAAAID927AHqD/+8Y+68MIL9clPflL33nuvPM+L3PfJT35Sjz/++D4JGBQ/+clPbEcAnDF58mTbEQCn0AnAoA+AQR8ABMmwB6hbbrlFc+bM0TPPPKP//d//HXRfWVmZKioqPnK4IJkzZ47tCIAzamtrbUcAnEInAIM+AAZ9ABAkwx6gKisrdfbZZw95X3p6ujZv3jzsUEGUkZFhOwLgjN7eXtsRAKfQCcCgD4BBHwAEybAHqMTERG3btm3I+xoaGpSWljbsUEHEv14ARlJSku0IgFPoBGDQB8CgDwCCZNgD1BFHHLHbtZ92euihh3TMMcd8lFyB88ILL9iOADhj3LhxtiMATqETgEEfAIM+AAiSYQ9Q1113nd566y19+tOf1j333KOoqCg9+eSTOvXUU/XGG2/o+9///r7Mud/72te+ZjsC4Iw1a9bYjgA4hU4ABn0ADPoAIEiGPUDNnDlTzz//vDo6OjR37lx5nqebb75Z1dXVeu655zRt2rR9mRMAAAAAAAD7qdiP8snHHnusKisrtWbNGjU1NSkjI0OlpaX7KlugvPjii7YjAM7gdHJgMDoBGPQBMOgDgCAZ1gDV0tKiBx54QG+88YY2bNggScrNzdWxxx6r//3f/9XYsWP3acggCIVCtiMAzhgYGLAdAXAKnQAM+gAY9AFAkOz1W/BeffVVTZo0Sdddd51ee+01bd68WZs2bdJrr72m73//+yotLdUbb7wxEln3a1yUHTCam5ttRwCcQicAgz4ABn0AECR7NUC1tLTorLPO0ujRo/X4449r27Ztamxs1MaNG7Vt2zY9+uijSkpK0he/+EVt3rx5pDIDAAAAAABgP7JXA9Svf/1r9ff3a8mSJfriF7+oxMTEyH2JiYk688wz9be//U3bt2/Xr3/9630edn929913244AOGPSpEm2IwBOoROAQR8Agz4ACJK9GqBeeuklXXTRRcrPz3/fxxQWFmrOnDl64YUXPnK4IDnzzDNtRwCcsX79etsRAKfQCcCgD4BBHwAEyV4NUJWVlTryyCM/8HFHHXWUKisrhx0qiHJycmxHAJzR09NjOwLgFDoBGPQBMOgDgCDZqwFq69atysrK+sDHZWVlaevWrcPNFEgNDQ22IwDOSEhIsB0BcAqdAAz6ABj0AUCQ7NUA1dvbq1GjRn3g42JjY9XX1zfsUEH0xBNP2I4AOGNPb+MFPo7oBGDQB8CgDwCCJHZvP6GqqkqxsXv+tJUrVw47UFBdfvnluummm2zHAJywatUqTZ061XYMwBl0AjDoA2DQBwBBstcD1IUXXviBj/E8T1FRUcPJAwAAAAAAgIDZqwFqwYIFI5Uj8P7617/ajgA448NcSw74OKETgEEfAIM+AAiSvRqgLrjggpHKEXjhcNh2BMAZnCEJDEYnAIM+AAZ9ABAke3URcgzfiSeeaDsC4IympibbEQCn0AnAoA+AQR8ABAkDFAAAAAAAAEYUA5RP7r//ftsRAGeUlJTYjgA4hU4ABn0ADPoAIEgYoHxyyimn2I4AOKOxsdF2BMApdAIw6ANg0AcAQcIA5ZPCwkLbEQBndHV12Y4AOIVOAAZ9AAz6ACBIGKB80tLSYjsC4IxQKGQ7AuAUOgEY9AEw6AOAIGGA8snvf/972xEAZxQVFdmOADiFTgAGfQAM+gAgSBigfHL11VfbjgA4o7q62nYEwCl0AjDoA2DQBwBBwgAFAAAAAACAEcUA5ZM333zTdgTAGZmZmbYjAE6hE4BBHwCDPgAIEgYon7S1tdmOADgjNjbWdgTAKXQCMOgDYNAHAEHCAOWTU045xXYEwBmNjY22IwBOoROAQR8Agz4ACBIGKAAAAAAAAIwoBiifPPjgg7YjAM4oLi62HQFwCp0ADPoAGPQBQJAwQPnk2GOPtR0BcEZzc7PtCIBT6ARg0AfAoA8AgoQByicTJ060HQFwRkdHh+0IgFPoBGDQB8CgDwCChAHKJ1u2bLEdAXBGXFyc7QiAU+gEYNAHwKAPAIKEAconDzzwgO0IgDO4ngEwGJ0ADPoAGPQBQJAwQPnku9/9ru0IgDNWrlxpOwLgFDoBGPQBMOgDgCBhgAIAAAAAAMCIYoDyyVtvvWU7AuCMsWPH2o4AOIVOAAZ9AAz6ACBIGKB8snHjRtsRAGfEx8fbjgA4hU4ABn0ADPoAIEgYoHxy2mmn2Y4AOKOhocF2BMApdAIw6ANg0AcAQRJrOwDsSU9P3ydfp7W1dZ98HQAAAAAAEEycAeWThx56yHYEwBnjx4+3HQFwCp0ADPoAGPQBQJAwQPnkkEMOsR0BcAZnzQGD0QnAoA+AQR8ABAkDlE/KyspsRwCc0dbWZjsC4BQ6ARj0ATDoA4AgYYDySWdnp+0IgDNiY7n8HLArOgEY9AEw6AOAIGGA8sldd91lOwLgjNLSUtsRAKfQCcCgD4BBHwAECQOUT773ve/ZjgA4o6KiwnYEwCl0AjDoA2DQBwBBwgDlk6ioKNsRAAAAAAAArGCA8sm//vUv2xEAZ6SlpdmOADiFTgAGfQAM+gAgSBigfFJTU2M7AuCM5ORk2xEAp9AJwKAPgEEfAAQJA5RPzjjjDNsRAGesX7/edgTAKXQCMOgDYNAHAEHCAAUAAAAAAIARxQDlk0ceecR2BMAZhYWFtiMATqETgEEfAIM+AAgSBiifHHjggbYjAM7Ytm2b7QiAU+gEYNAHwKAPAIKEAconDFCAwV+mgMHoBGDQB8CgDwCChAHKJ319fbYjAM6IjualB9gVnQAM+gAY9AFAkER5nufZDvFhhcNhLV68WNOnT1dMTIztOHslPT3ddoQR09raajsCAAAAAMAh/f39Wr58ucrLyxUbG2s7DhzApO6Ta665xnYEwBkrV660HQFwCp0ADPoAGPQBQJBYH6Duv/9+feITn1BqaqpSU1N12GGH6fnnn7cda5+Li4uzHQFwxsDAgO0IgFPoBGDQB8CgDwCCxPoAlZ+fr1tvvVXvvPOO3nnnHR133HGaNWuWVqxYYTvaPvXf//7XdgTAGaNHj7YdAXAKnQAM+gAY9AFAkFh/I+app5466OObbrpJ999/v9566y0dcMABllLtewxQgMFfpoDB6ARg0AfAoA8AgsT6GVC76u/v16OPPqrOzk4ddthh7/u49vZ2tbW1Rf709vb6mHJ4zj33XNsRAGfU1dXZjgA4hU4ABn0ADPoAIEisnwEl7Tg76LDDDlNPT4+Sk5P11FNPaerUqe/7+GnTpqmrqyvy8Zw5c3TZZZcpJydHa9askSRlZ2fL8zw1NzdLkiZNmqT6+np1d3crPj5eBQUFWrVqlSQpKytL0dHR2rhxoySppKREGzduVGdnp0KhkMaPH6+qqipJUkZGhuLi4rRhwwZJ0oQJE9TS0qKOjg6NGjVKEydOVGVlpaQdv/kuISFBDQ0NKi0tVUFBgWbOnKmpU6equ7tb8+fP17x58xQdHa1ly5apurpaZ511liRp4cKFKisr04wZMxQOh3Xbbbdp7ty5io+P14oVK7Rs2TKdd955kqQnnnhCRUVFmjlzpqQdZ5FdfvnlSklJUVVVlZYsWaKLLrpIkrRo0SJlZmbq8MMPlyTdfvvt+upXv6r09HTV1NTo5Zdf1iWXXCJJev7555WYmKjy8nJJ0p133qlzzz1X2dnZqq+v16JFi3TppZeqoqJC2dnZkqSmpiZJ0sSJE9XQ0BA53oWFhaqurpYkZWZmKjY2Vo2NjZKk4uJiNTU1qbOzU3FxcSouLo5ccHHs2LEKhUKDjvemTZvU3t6u2NhYlZaWqqKiInK8ExMTVV9fL0kqKirSli1b1NbWppiYGE2ePFmVlZXyPE9jxoxRampq5H/UCwoK1N7erq1btyoqKkplZWWqqqpSf3+/UlNTlZ6ertraWklSXl6euru7I7/9r6ysTKtXr9b27duVnJyszMxMrV27VpKUm5urvr4+bdq0SZI0efJk1dbWqre3V0lJSRo3blzkOTtu3DgNDAwMes6uX79ePT09SkhIUH5+/qDnbFRUVOR4l5SUqLGxUV1dXQqFQioqKtrj8W5ublZHR8eQxzs+Pl4NDQ2SpPHjx6u1tVVtbW27He+0tDQlJydr/fr1kqTCwkJt27ZN27ZtU3R0tKZMmaKVK1dqYGBAo0eP1ujRoyPHOxwOq7GxUVu2bJEkTZ06VdXV1QqHw0Me756eHm3evFmSNGXKFNXU1Kivr0/JycnKyspSTU2NJCknJ0fhcFgtLS2SpNLSUq1bt069vb1KTEx0+jXivcd7qOdsSkrKoOPd1tb2vs/ZtLQ0rVu3TtKOtzp3dXVFnrO7Hu+UlBRlZGQMes729vYOebyTkpKUnZ29x+NdV1cXec7m5eVp9erVkeMt8Rrxfq8R7e3tqqio4DVil+Pd0dHBa8TH9DWivb1dfX19vEaIv0fwGrHjH+jr6up4jeDvEfvla8SoUaME7CrK8zzPdoi+vj7V1dVp69ateuKJJ/SrX/1Kixcv3m2ECofDWrx4sYqLixUdbU7eCoVCCoVCfsfeK4ceemikpEGz88UR+LDa29uVkpJiOwbgDDoBGPQBMOgD9mf9/f1avny5ysvLFRvrxLkvsMyJt+DFxcVp4sSJmjlzpm655RZNnz5dd9999/s+PiUlJfJb81JTU50fn6QdSzCAHTo6OmxHAJxCJwCDPgAGfQAQJE4MUO/led5+cV2nvXHwwQfbjgA4Y+cp8wB2oBOAQR8Agz4ACBLr58F973vf02c/+9nI+2IfffRRvf7663rhhRdsR9unHHinIwAAAAAAgBXWB6impiZ9+ctfVmNjo0aPHq1PfOITeuGFF3TCCSfYjrZP3XzzzbYjAM7Y0y8ZAD6O6ARg0AfAoA8AgsT6W/B+/etfR67U39zcrFdeeSVw45MkXXnllbYjAM4I6gX5geGiE4BBHwCDPgAIEusD1MdFUlKS7QiAM8LhsO0IgFPoBGDQB8CgDwCChAHKJ5WVlbYjAM5ITU21HQFwCp0ADPoAGPQBQJAwQPnkn//8p+0IgDPS09NtRwCcQicAgz4ABn0AECQMUD658MILbUcAnFFbW2s7AuAUOgEY9AEw6AOAIGGAAgAAAAAAwIhigPLJ008/bTsC4Iy8vDzbEQCn0AnAoA+AQR8ABAkDlE/GjRtnOwLgjJ6eHtsRAKfQCcCgD4BBHwAECQOUTw499FDbEQBnbN682XYEwCl0AjDoA2DQBwBBwgAFAAAAAACAEcUA5ZNbb73VdgTAGVOmTLEdAXAKnQAM+gAY9AFAkDBA+eSSSy6xHQFwRk1Nje0IgFPoBGDQB8CgDwCChAHKJ2lpabYjAM7o6+uzHQFwCp0ADPoAGPQBQJAwQPlk9erVtiMAzkhOTrYdAXAKnQAM+gAY9AFAkDBA+eS1116zHQFwRlZWlu0IgFPoBGDQB8CgDwCChAHKJxdffLHtCIAzuJ4BMBidAAz6ABj0AUCQMEABAAAAAABgRDFA+eTZZ5+1HQFwRk5Oju0IgFPoBGDQB8CgDwCChAHKJ6mpqbYjAM4Ih8O2IwBOoROAQR8Agz4ACBIGKJ8cddRRtiMAzmhpabEdAXAKnQAM+gAY9AFAkDBAAQAAAAAAYEQxQPlk/vz5tiMAzigtLbUdAXAKnQAM+gAY9AFAkDBA+eTLX/6y7QiAM9atW2c7AuAUOgEY9AEw6AOAIGGA8klmZqbtCIAzent7bUcAnEInAIM+AAZ9ABAkDFA+qaursx0BcEZiYqLtCIBT6ARg0AfAoA8AgoQByifPPvus7QiAM3JycmxHAJxCJwCDPgAGfQAQJAxQPvn6179uOwLgjDVr1tiOADiFTgAGfQAM+gAgSBigAAAAAAAAMKIYoHzy0ksv2Y4AOCM7O9t2BMApdAIw6ANg0AcAQcIA5ZPY2FjbEQBneJ5nOwLgFDoBGPQBMOgDgCBhgPLJcccdZzsC4Izm5mbbEQCn0AnAoA+AQR8ABAkDFAAAAAAAAEYUA5RP7rnnHtsRAGdMmjTJdgTAKXQCMOgDYNAHAEHCAOWT2bNn244AOKO+vt52BMApdAIw6ANg0AcAQcIA5ZO8vDzbEQBndHd3244AOIVOAAZ9AAz6ACBIGKB80tjYaDsC4Iz4+HjbEQCn0AnAoA+AQR8ABAkDlE8ef/xx2xEAZxQUFNiOADiFTgAGfQAM+gAgSBigfHLFFVfYjgA4Y9WqVbYjAE6hE4BBHwCDPgAIEgYoAAAAAAAAjCgGKJ+8/vrrtiMAzsjKyrIdAXAKnQAM+gAY9AFAkDBA+aS3t9d2BMAZ0dG89AC7ohOAQR8Agz4ACBJe0Xxy0kkn2Y4AOGPjxo22IwBOoROAQR8Agz4ACBIGKAAAAAAAAIwoBiif/OIXv7AdAXBGSUmJ7QiAU+gEYNAHwKAPAIKEAconJ598su0IgDM4nRwYjE4ABn0ADPoAIEgYoHwyfvx42xEAZ3R2dtqOADiFTgAGfQAM+gAgSBigfLJp0ybbEQBnhEIh2xEAp9AJwKAPgEEfAARJrO0AHxcLFiywHWHEpKenf+BjWltbfUiC/QVnBAKD0QnAoA+AQR8ABAlnQPnkmmuusR0BcEZVVZXtCIBT6ARg0AfAoA8AgoQBCgAAAAAAACOKAconS5YssR0BcEZGRobtCIBT6ARg0AfAoA8AgoQByidcAwkw4uLibEcAnEInAIM+AAZ9ABAkDFA+OfXUU21HAJyxYcMG2xEAp9AJwKAPgEEfAAQJAxQAAAAAAABGFAOUT37961/bjgA4Y8KECbYjAE6hE4BBHwCDPgAIEgYonxx99NG2IwDOaGlpsR0BcAqdAAz6ABj0AUCQMED5ZNKkSbYjAM7o6OiwHQFwCp0ADPoAGPQBQJAwQPlk27ZttiMAzhg1apTtCIBT6ARg0AfAoA8AgoQByic///nPbUcAnDFx4kTbEQCn0AnAoA+AQR8ABAkDlE/mzZtnOwLgjMrKStsRAKfQCcCgD4BBHwAECQMUAAAAAAAARhQDlE/efvtt2xEAZ6Snp9uOADiFTgAGfQAM+gAgSBigfFJfX287AuCMhIQE2xEAp9AJwKAPgEEfAAQJA5RPTj/9dNsRAGc0NDTYjgA4hU4ABn0ADPoAIEgYoAAAAAAAADCiGKB88rvf/c52BMAZ48ePtx0BcAqdAAz6ABj0AUCQWB+gbrnlFn3qU59SSkqKsrKydNppp6mqqsp2rH1u5syZtiMAzmhtbbUdAXAKnQAM+gAY9AFAkFgfoBYvXqxLL71Ub731ll5++WWFw2GdeOKJ6uzstB1tn5o6dartCIAz2trabEcAnEInAIM+AAZ9ABAksbYDvPDCC4M+XrBggbKysvSvf/1LRx99tKVU+153d7ftCIAzYmJibEcAnEInAIM+AAZ9ABAk1geo99q2bZskKT09/X0f097eruhoc/JWKBRSKBQa8Wwfxfz5821HAJwxefJk2xEAp9AJwKAPgEEfAASJUwOU53m6+uqrdeSRR2ratGnv+7hp06apq6sr8vGcOXN02WWXKScnR2vWrJEkZWdny/M8NTc3S5ImTZqk+vp6dXd3Kz4+XgUFBVq1apUkKSsrS9HR0dq4caMkqaSkRBs3blRnZ6dCoZDGjx8fuS5VRkaG4uLitGHDBknShAkT1NLSoo6ODo0aNUoTJ05UZWWlpB0jWkJCghoaGvTQQw/p2muv1cyZMzV16lR1d3dr/vz5mjdvnqKjo7Vs2TJVV1frrLPOkiQtXLhQZWVlmjFjhsLhsG677TbNnTtX8fHxWrFihZYtW6bzzjtPkvTEE0+oqKgocp2pm266SZdffrlSUlJUVVWlJUuW6KKLLpIkLVq0SJmZmTr88MMlSbfffru++tWvKj09XTU1NXr55Zd1ySWXSJKef/55JSYmqry8XJJ055136txzz1V2drbq6+u1aNEiXXrppZKkV155RZJ0/PHHS5Luu+8+zZo1S/n5+WpqalI4HFZ1dbUkKTMzU7GxsWpsbJQkFRcXq6mpSZ2dnYqLi1NxcbFWrlwpSRo7dqxCodCg471p0ya1t7crNjZWpaWlqqioiBzvxMRE1dfXS5KKioq0ZcsWtbW1KSYmRpMnT1ZlZaU8z9OYMWOUmpqquro6SVJBQYHa29u1detWRUVFqaysTFVVVerv71dqaqrS09NVW1srScrLy1N3d3fkPfllZWVavXq1tm/fruTkZGVmZmrt2rWSpNzcXPX19WnTpk2Sdvwlora2Vr29vUpKStK4ceMiz9lx48ZpYGBg0HN2/fr16unpUUJCgvLz8wc9Z6OiotTU1BR5zjY2Nqqrq0uhUEhFRUV7PN7Nzc3q6OgY8njHx8dHfuXv+PHj1draqra2tt2Od1pampKTk7V+/XpJUmFhobZt26Zt27YpOjpaU6ZM0cqVKzUwMKDRo0dr9OjRkeMdDoeVmZmpLVu2SNrxFtXq6mqFw+Ehj3dPT482b94sSZoyZYpqamrU19en5ORkZWVlqaamRpKUk5OjcDislpYWSVJpaanWrVun3t5eJSYmOv0a8d7jPdRzNiUlZdDxbmtre9/nbFpamtatWydJys/PV1dXV+Q5u+vxTklJUUZGxqDnbG9v75DHOykpSdnZ2Xs83nV1dZHnbF5enlavXh053pIiz9mJEyeqoaEhcrwLCws/1q8Ra9euVUpKCq8Ruxzvjo4OXiM+pq8R7e3tOuigg3iNEH+P4DVCGhgYUGpqKq8R/D1iv3yNGDVqlIBdRXme59kOsdOll16qZ599Vn/729+Un5+/2/3hcFiLFy9WcXHxfncG1B133KGbbrrJdgxruIAidlVRUcF10YBd0AnAoA+AQR+wP+vv79fy5ctVXl6u2Finzn2BJc48Cy677DI988wzeuONN4Ycn3aVkpKy370fetmyZbYjAM4YM2aM7QiAU+gEYNAHwKAPAILE+gDleZ4uu+wyPfXUU3r99dc1YcIE25FGxM5TFAHsGJEBGHQCMOgDYNAHAEES/cEPGVmXXnqpHn74YT3yyCNKSUnRxo0btXHjxsD91rid13YCoMj1BwDsQCcAgz4ABn0AECTWB6j7779f27Zt0zHHHKOcnJzIn8cee8x2NAAAAAAAAOwDTrwF7+Ng4cKFtiMAzigsLLQdAXAKnQAM+gAY9AFAkFg/A+rjoqyszHYEwBltbW22IwBOoROAQR8Agz4ACBIGKJ/MmDHDdgTAGVu3brUdAXAKnQAM+gAY9AFAkDBA+SQcDtuOADgjKirKdgTAKXQCMOgDYNAHAEES5e1HF2EKh8NavHixpk+frpiYGNtx9kp6errtCFa1trbajgAAAAAA8El/f7+WL1+u8vJyxcZav/w0HMAZUD6ZO3eu7QiAM6qqqmxHAJxCJwCDPgAGfQAQJAxQPomPj7cdAXBGf3+/7QiAU+gEYNAHwKAPAIKEAconK1assB0BcEZqaqrtCIBT6ARg0AfAoA8AgoQByifLli2zHQFwRlpamu0IgFPoBGDQB8CgDwCChAHKJ+edd57tCIAz1q1bZzsC4BQ6ARj0ATDoA4AgYYACAAAAAADAiGKA8skTTzxhOwLgjPz8fNsRAKfQCcCgD4BBHwAECQOUT4qKimxHAJzR1dVlOwLgFDoBGPQBMOgDgCBhgPLJzJkzbUcAnNHa2mo7AuAUOgEY9AEw6AOAIGGAAgAAAAAAwIiK8jzPsx3iwwqHw1q8eLGmT5+umJgY23H2Snp6uu0IVvGvNwAAAADw8dHf36/ly5ervLxcsbGxtuPAAZwB5ZPLL7/cdgTAGdXV1bYjAE6hE4BBHwCDPgAIEgYon6SkpNiOADgjHA7bjgA4hU4ABn0ADPoAIEgYoHxSVVVlOwLgDAZZYDA6ARj0ATDoA4AgYYDyyZIlS2xHAJyRkZFhOwLgFDoBGPQBMOgDgCBhgPLJRRddZDsC4Iy1a9fajgA4hU4ABn0ADPoAIEgYoAAAAAAAADCiGKB8smjRItsRAGfk5ubajgA4hU4ABn0ADPoAIEhibQf4uMjMzLQdwXnp6ekf6nGtra0jnAQjrbe313YEwCl0AjDoA2DQBwBBwhlQPjn88MNtRwCcsXnzZtsRAKfQCcCgD4BBHwAECQMUAAAAAAAARhQDlE9uv/122xEAZ0yZMsV2BMApdAIw6ANg0AcAQcIA5ZOvfvWrtiMAzqipqbEdAXAKnQAM+gAY9AFAkDBA+eTDXmAb+Djo6+uzHQFwCp0ADPoAGPQBQJAwQPmEf70AjKSkJNsRAKfQCcCgD4BBHwAECQOUT15++WXbEQBnZGdn244AOIVOAAZ9AAz6ACBIGKB8cskll9iOADiDMwKBwegEYNAHwKAPAIKEAQoAAAAAAAAjigHKJ88//7ztCIAzcnJybEcAnEInAIM+AAZ9ABAkDFA+SUxMtB0BcEY4HLYdAXAKnQAM+gAY9AFAkDBA+aS8vNx2BMAZLS0ttiMATqETgEEfAIM+AAgSBigAAAAAAACMKAYon9x55522IwDOKC0ttR0BcAqdAAz6ABj0AUCQMED55Nxzz7UdAXBGXV2d7QiAU+gEYNAHwKAPAIKEAcon2dnZtiMAzujp6bEdAXAKnQAM+gAY9AFAkDBA+aS+vt52BMAZCQkJtiMATqETgEEfAIM+AAgSBiifLFq0yHYEwBl5eXm2IwBOoROAQR8Agz4ACBIGKJ9ceumltiNYlZ6e/oF/8PGxevVq2xEAp9AJwKAPgEEfAAQJAxQAAAAAAABGFAOUT1555RXbEQBncFF+YDA6ARj0ATDoA4AgYYACAAAAAADAiGKA8snxxx9vOwLgjKamJtsRAKfQCcCgD4BBHwAECQMUAAAAAAAARhQDlE/uu+8+2xEAZ0ycONF2BMApdAIw6ANg0AcAQcIA5ZNZs2bZjgA4o6GhwXYEwCl0AjDoA2DQBwBBwgDlk/z8fNsRAGd0d3fbjgA4hU4ABn0ADPoAIEhibQf4uOACgu5JT0//wMe0trb6kOTjJz4+3nYEwCl0AjDoA2DQBwBBwhlQPnnkkUdsRwCcUVhYaDsC4BQ6ARj0ATDoA4AgYYDyyVVXXWU7AuCM6upq2xEAp9AJwKAPgEEfAAQJAxQAAAAAAABGFAOUTxYvXmw7AuCMzMxM2xEAp9AJwKAPgEEfAAQJA5RPurq6bEcAnBEby+8/AHZFJwCDPgAGfQAQJAxQPvnsZz9rOwLgjMbGRtsRAKfQCcCgD4BBHwAECQMUAAAAAAAARhQDlE8eeOAB2xEAZxQXF9uOADiFTgAGfQAM+gAgSBigfHLCCSfYjgA4o6mpyXYEwCl0AjDoA2DQBwBBwgDlE/71AjA6OzttRwCcQicAgz4ABn0AECQMUD5pbW21HQFwRlxcnO0IgFPoBGDQB8CgDwCChAHKJ7/61a9sRwCcwRmBwGB0AjDoA2DQBwBBwgDlk29/+9u2IwDOWLlype0IgFPoBGDQB8CgDwCChAEKAAAAAAAAI8r6APXGG2/o1FNPVW5urqKiovT000/bjjQi/v73v9uOEBjp6ekf+AduGzt2rO0IgFPoBGDQB8CgDwCCxPoA1dnZqenTp+vee++1HWVEtbS02I4AOCMUCtmOADiFTgAGfQAM+gAgSGJtB/jsZz+rz372s7ZjjLhZs2bp3XfftR0DcMKGDRs0ZswY2zEAZ9AJwKAPgEEfAASJ9TOgAAAAAAAAEGzWz4Aajvb2dkVHm+0sFAo5f3rqb37zG9sRAGdMmDDBdgTAKXQCMOgDYNAHAEGyXw5Q06ZNU1dXV+TjOXPm6LLLLlNOTo7WrFkjScrOzpbneWpubpYkTZo0SfX19eru7lZ8fLwKCgq0atUqSVJWVpaio6O1ceNGSVJJSYk2btyozs5OhUIhjR8/XlVVVZKkjIwMxcXFacOGDZJ2/I9CS0uLOjo6NGrUKE2cOFGVlZWSdlwsOyEhQQ0NDfrBD36gW2+9VTNnztTUqVPV3d2t+fPna968eYqOjtayZctUXV2ts846S5K0cOFClZWVacaMGQqHw7rttts0d+5cxcfHa8WKFVq2bJnOO+88SdITTzyhoqIizZw5U5J000036fLLL1dKSoqqqqq0ZMkSXXTRRZKkRYsWKTMzU4cffrgk6fbbb9dXv/pVpaenq6amRi+//LIuueQSSdLzzz+vxMRElZeXS5LuvPNOnXvuucrOzlZ9fb0WLVqkSy+9VJL0yiuvSJKOP/54SdJ9992nWbNmKT8/X01NTXrkkUd01VVXSZIWL16srq6uyFsvH3jgAZ1wwgkqLi5Wa2urfvWrX+nb3/62pB0Xb29padGsWbMk7RjyjjjiCE2ePFnt7e2655579P3vf1+S9M4772jdunWaPXu2KioqVFRUpC1btqitrU0xMTGaPHmyKisr5XmexowZo+LiYp1zzjmSpMcee0ylpaU66KCDNDAwoFtuuUVXX321KioqlJqaqvT0dNXW1kqS8vLy1N3drdbWVklSWVmZVq9ere3btys5OVmZmZlau3atJCk3N1d9fX3atGmTJGny5Mmqra1Vb2+vkpKSNG7cuMhzdty4cRoYGBj0nF2/fr16enqUkJCg/Pz8/9fe/QdHUd9/HH8tOfKDhASOGIj8CrHy24bwQ42AR8QJoqXDqNXRUSlDRUaBoalTaplhBjuFgkpRLDh0FKiMGodfRUtFrEmwSkdgEDui/JDEAIYfIUgCSjCX/f7hN7deEyCB3H02m+djJjNmd+/udce9bvHN7l7Ye9ayLB0/fjz0ni0vL9e3336ruLg49e7dW/v375ckXXPNNfL5fCovL5ckZWZm6sSJEzp79qxiY2OVmZkZ+orfLl26KD4+XkePHpUkZWRkqLKyUlVVVfL5fOrbt6/27t0rSercubOSkpJ0+PBhSVKvXr105swZnTlzRu3atVP//v31xRdfqK6uTikpKUpJSVFZWZkkKTY2VomJiTp9+rQkaeDAgdq/f79qa2sbfb3Pnz+vU6dOSZL69++vQ4cO6cKFC0pKSlJaWpoOHTokSUpPT1dtbW3ommt9+/bVV199pZqaGnXo0MHVnxH/+3o39p7t2LFj2OtdVVWlb775RpZlacCAAdq3b5+CwaCSk5PVuXNnffXVV5KkHj166Ntvvw29Z3/8enfs2FGpqalh79mamppGX+/ExER17dr1kq93WVlZ6D3bvXt3HTx4MPR6Swq9Z3/yk5/o6NGjode7V69el3zPHj9+XOfOnWv0PRsXFxf2eldUVKi6urrBe9bv96tDhw46cuSIJF32MyI5OTn0nu3Zs6eqq6sv+npf7WfE4cOHlZCQwGfEj17vs2fP8hnRRj8jvvvuO91www18Roi/R/AZIcXHx8vn8/EZwd8jWuVnRPv27QX8mGXbtm06RD3LsrRhwwZNnDix0fW1tbUqLi5WZmZmqzsC6rnnntMf//hH0zHajPoP7EtpyrflNeV+0Hx79+7VwIEDTccAXINOAA76ADjoA1qzYDCoPXv2KBAIyOdrlce+oIW1yndBx44dFRMTYzpGs1RXV5uOALgGOyAgHJ0AHPQBcNAHAF5i/BPt7NmzoUMrJamkpESffPKJ/H6/evXqZTBZy3rhhRdMRwBco2/fvqYjAK5CJwAHfQAc9AGAlxj/FrydO3cqOztb2dnZkqT8/HxlZ2dr7ty5hpO1rPrrFAFQ6Fx6AD+gE4CDPgAO+gDAS4wfATVmzBi56DJUQERwvSkAAAAAQFtm/AiotmLnzp2mIwCu0ZSBHNCW0AnAQR8AB30A4CUMoKKk/mtMAUgdOnQwHQFwFToBOOgD4KAPALyEAVSU3HPPPaYjAK5x5MgR0xEAV6ETgIM+AA76AMBLGEABAAAAAAAgohhARcmaNWtMRwBco3fv3qYjAK5CJwAHfQAc9AGAlzCAipLs7GzTEQDXOH36tOkIgKvQCcBBHwAHfQDgJQygomTQoEGmIwCuUVVVZToC4Cp0AnDQB8BBHwB4CQOoKDl//rzpCIBrxMTEmI4AuAqdABz0AXDQBwBe4jMdoK147rnnTEdoU/x+v+kIuIR+/fqZjgC4Cp0AHPQBcNAHAF7CEVBRMnv2bNMRANf4/PPPTUcAXIVOAA76ADjoAwAvYQAVJT4fB5sB9WzbNh0BcBU6ATjoA+CgDwC8hAFUlHzyySemIwCu0alTJ9MRAFehE4CDPgAO+gDASxhARQmHzwKO5ORk0xEAV6ETgIM+AA76AMBLGEBFyQMPPGA6AuAaZWVlpiMArkInAAd9ABz0AYCXMIACAAAAAABARDGAipKCggLTEQDX6Nmzp+kIgKvQCcBBHwAHfQDgJQygoqRv376mIwCuUV1dbToC4Cp0AnDQB8BBHwB4CQOoKMnOzjYdAXCNb775xnQEwFXoBOCgD4CDPgDwEgZQUVJXV2c6AuAalmWZjgC4Cp0AHPQBcNAHAF7CACpKFixYYDoC4BoDBgwwHQFwFToBOOgD4KAPALzEZzpAW5Gfn6/FixebjoFm8vv9piN40r59+9SvXz/TMQDXoBOAgz4ADvoAwEs4AipKEhISTEcAXCMYDJq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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pot_detector.plot(plot_type=\"gpd\", title=\"99th Quantile Exceedances\", xlabel=\"Water Level\", ylabel=\"Density\", bins=100, alpha=1.0)" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -537,12 +517,12 @@ }, { "cell_type": "code", - "execution_count": 217, + "execution_count": 87, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -557,21 +537,21 @@ }, { "cell_type": "code", - "execution_count": 218, + "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "2020-03-07 11:00:00 0.05600\n", - "2020-03-08 11:00:00 0.01237\n", - "2020-03-08 12:00:00 0.05200\n", - "2020-03-13 03:00:00 0.01700\n", - "2020-03-13 04:00:00 0.13300\n", + "2020-03-27 02:00:00 0.058\n", + "2020-03-27 03:00:00 0.094\n", + "2020-03-27 15:00:00 0.018\n", + "2020-03-30 04:00:00 0.022\n", + "2020-03-30 05:00:00 0.057\n", "Name: exceedances, dtype: float64" ] }, - "execution_count": 218, + "execution_count": 88, "metadata": {}, "output_type": "execute_result" } @@ -600,7 +580,7 @@ }, { "cell_type": "code", - "execution_count": 219, + "execution_count": 89, "metadata": {}, "outputs": [ { @@ -629,7 +609,7 @@ "Name: anomaly scores, dtype: float64" ] }, - "execution_count": 219, + "execution_count": 89, "metadata": {}, "output_type": "execute_result" } @@ -641,7 +621,7 @@ }, { "cell_type": "code", - "execution_count": 220, + "execution_count": 90, "metadata": {}, "outputs": [ { @@ -984,17 +964,17 @@ " 'p_value': 0.0,\n", " 'anomaly_score': 0.0},\n", " 56: {'index': Timestamp('2016-04-05 23:00:00'),\n", - " 'c': 0.0,\n", - " 'loc': 0.0,\n", - " 'scale': 0.0,\n", - " 'p_value': 0.0,\n", - " 'anomaly_score': 0.0},\n", + " 'c': -0.13826304853477284,\n", + " 'loc': 0,\n", + " 'scale': 0.16004245026442185,\n", + " 'p_value': 0.553674843830075,\n", + " 'anomaly_score': 1.80611420429082},\n", " 57: {'index': Timestamp('2016-04-06 00:00:00'),\n", - " 'c': 0.0,\n", - " 'loc': 0.0,\n", - " 'scale': 0.0,\n", - " 'p_value': 0.0,\n", - " 'anomaly_score': 0.0},\n", + " 'c': -0.13830359522942753,\n", + " 'loc': 0,\n", + " 'scale': 0.16008196777806116,\n", + " 'p_value': 0.5531921855899328,\n", + " 'anomaly_score': 1.8076900325943404},\n", " 58: {'index': Timestamp('2016-04-06 01:00:00'),\n", " 'c': 0.0,\n", " 'loc': 0.0,\n", @@ -1062,11 +1042,11 @@ " 'p_value': 0.0,\n", " 'anomaly_score': 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'p_value': 0.07381106669209049,\n", + " 'anomaly_score': 13.5481038930326},\n", " 853: {'index': Timestamp('2016-05-09 04:00:00'),\n", - " 'c': 0.0,\n", - " 'loc': 0.0,\n", - " 'scale': 0.0,\n", - " 'p_value': 0.0,\n", - " 'anomaly_score': 0.0},\n", + " 'c': -0.1337655844559495,\n", + " 'loc': 0,\n", + " 'scale': 0.15806349168591483,\n", + " 'p_value': 0.6910089921480946,\n", + " 'anomaly_score': 1.447159170666311},\n", " 854: {'index': Timestamp('2016-05-09 05:00:00'),\n", " 'c': 0.0,\n", " 'loc': 0.0,\n", @@ -5904,17 +5884,17 @@ " 'p_value': 0.0,\n", " 'anomaly_score': 0.0},\n", " 876: {'index': Timestamp('2016-05-10 03:00:00'),\n", - " 'c': 0.0,\n", - " 'loc': 0.0,\n", - " 'scale': 0.0,\n", - " 'p_value': 0.0,\n", - " 'anomaly_score': 0.0},\n", + " 'c': -0.13391502146743772,\n", + " 'loc': 0,\n", + " 'scale': 0.1581321470536315,\n", + " 'p_value': 0.8468289305240275,\n", + " 'anomaly_score': 1.1808760470443405},\n", " 877: {'index': Timestamp('2016-05-10 04:00:00'),\n", - " 'c': 0.0,\n", - " 'loc': 0.0,\n", - " 'scale': 0.0,\n", - " 'p_value': 0.0,\n", - " 'anomaly_score': 0.0},\n", + " 'c': -0.13425296973498496,\n", + " 'loc': 0,\n", + " 'scale': 0.15824234110761945,\n", + " 'p_value': 0.557219726026194,\n", + " 'anomaly_score': 1.7946241909479559},\n", " 878: {'index': Timestamp('2016-05-10 05:00:00'),\n", " 'c': 0.0,\n", " 'loc': 0.0,\n", @@ -6650,7 +6630,7 @@ " ...}" ] }, - "execution_count": 220, + "execution_count": 90, "metadata": {}, "output_type": "execute_result" } @@ -6675,7 +6655,7 @@ }, { "cell_type": "code", - "execution_count": 221, + "execution_count": 94, "metadata": {}, "outputs": [ { @@ -6689,26 +6669,26 @@ "Name: anomalies, dtype: bool" ] }, - "execution_count": 221, + "execution_count": 94, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "pot_detector.detect(0.99)\n", + "pot_detector.detect(0.95)\n", "pot_detector.detection_result.tail()" ] }, { "cell_type": "code", - "execution_count": 222, + "execution_count": 95, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Anomaly threshold: 151.5017510598583\n" + "Anomaly threshold: 23.979962346204914\n" ] } ], @@ -6718,7 +6698,16 @@ }, { "cell_type": "code", - "execution_count": 223, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "pot_detector.plot(plot_type=\"gpd+ov\", title=\"95th Quantile Exceedances\", xlabel=\"Water Level\", ylabel=\"Density\", bins=100, alpha=1.0)" + ] + }, + { + "cell_type": "code", + "execution_count": 96, "metadata": {}, "outputs": [ { @@ -6752,19 +6741,43 @@ " \n", " \n", " 0\n", - " 96297\n", - " 2019-10-29 14:00:00\n", - " 1.360\n", - " 2.030494e+02\n", - " 151.501751\n", + " 90223\n", + " 2019-02-18 12:00:00\n", + " 1.243\n", + " 29.823814\n", + " 23.979962\n", " \n", " \n", " 1\n", - " 99551\n", - " 2020-03-13 04:00:00\n", - " 1.225\n", - " 3.294459e+09\n", - " 151.501751\n", + " 90980\n", + " 2019-03-22 01:00:00\n", + " 1.249\n", + " 31.479230\n", + " 23.979962\n", + " \n", + " \n", + " 2\n", + " 90981\n", + " 2019-03-22 02:00:00\n", + " 1.342\n", + " 147.227070\n", + " 23.979962\n", + " \n", + " \n", + " 3\n", + " 91652\n", + " 2019-04-19 01:00:00\n", + " 1.255\n", + " 35.368104\n", + " 23.979962\n", + " \n", + " \n", + " 4\n", + " 95849\n", + " 2019-10-10 22:00:00\n", + " 1.319\n", + " 38.451927\n", + " 23.979962\n", " \n", " \n", "\n", @@ -6772,11 +6785,14 @@ ], "text/plain": [ " row datetime anomalous_data anomaly_score anomaly_threshold\n", - "0 96297 2019-10-29 14:00:00 1.360 2.030494e+02 151.501751\n", - "1 99551 2020-03-13 04:00:00 1.225 3.294459e+09 151.501751" + "0 90223 2019-02-18 12:00:00 1.243 29.823814 23.979962\n", + "1 90980 2019-03-22 01:00:00 1.249 31.479230 23.979962\n", + "2 90981 2019-03-22 02:00:00 1.342 147.227070 23.979962\n", + "3 91652 2019-04-19 01:00:00 1.255 35.368104 23.979962\n", + "4 95849 2019-10-10 22:00:00 1.319 38.451927 23.979962" ] }, - "execution_count": 223, + "execution_count": 96, "metadata": {}, "output_type": "execute_result" } @@ -6787,12 +6803,12 @@ }, { "cell_type": "code", - "execution_count": 224, + "execution_count": 97, "metadata": {}, "outputs": [ { "data": { - "image/png": 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84Q96/vnndf/99+/2/VdXV+s3v/lNi4uahoYGnXXWWSorK9PEiRP16aef6pFHHlFGRsZ+dXn00Uc1YcIEPfDAA/rvf/+rtLQ0jRgxQjU1Nbt9zccff1yBQGC32ysqKnTmmWcqLy9P7733nl555RUtWLCgxaXHhRdeqDPPPHO323e1fft2XXbZZTr66KP3er9dbdmyRa+//rrGjh2ryZMn7/PjLNj15/8Pf/iDEhMTm9123333HdDzNjY2Nvv5BwAAAAD4h7nl06uvvqoLLrhAvXv3Vt++fTV+/HiVl5dr7ty5ofucffbZGjx4sHJzc9W7d2/dc889qqmp0bfffrvH53355Zd1zTXX6KSTTlJubq5++ctfaujQoXrsscdC90lNTVV6enro45133lHXrl113HHHSZKWLl2q2bNn68EHH1T//v2Vn5+vBx98UHV1daEzZD755BOVlZVp/Pjx6tOnj/r06aPx48friy++0IwZMyRJwWBQRUVFuvPOOzV69Gh1795d+fn5oSWXJF100UW6//77ddxxxyk3N1fnnnuuLrjgAv373/8O3Sc3N1cXXnih+vbtq+zsbJ166qk6++yz9dFHH+32/V9zzTUaMWKEjjjiiN0+98ILL2jjxo2aPHmyjj76aGVnZ+voo49W375997mL4zh64okndN1112n48OHq06ePJkyYoC1btux29tA333yjCRMm6K9//etus7zzzjtq06aN/vSnPyk/P1/9+/fXn/70J/3rX//SsmXLQve7//77demll6pLly57bC7tWDrm5+frjDPO2Ov9dvXGG2+oZ8+euuaaa/Tpp5+qrKys2efHjBmjiy66SH/961/Vu3dvdevWTTfccEOzM842bdqkK6+8Ul27dlVmZqbOOeecZmfIvfjii8rNzdU777yjI488UpmZmRo1apTq6ur0j3/8QwUFBeratatuuukmNTY2hh738ssva+jQocrJyVGvXr102WWXae3atS1+H3V1dcrJydEbb7zR7Pa3335bWVlZLS4Fd/35T0pKUiAQ2O22nUpLS3XaaacpMzNTAwcO1Kefftri93f00UerU6dOWrlypRoaGnT77bfrkEMOUVZWlk488UR98MEHocetXLlS559/vrp27aqsrCwdc8wxzc7Ak3YsZocOHarMzEydcsopu52B9+yzz6p///5KT0/XkUceqZdeeqnF47PT559/rsLCQmVkZGjo0KHNFtIAAAAAAIPLp++qrq6WJCUnJ7f4+YaGBj333HNKSkpqtiz5rvr6esXExDS7LTY2Vh9//PEen/eVV17RhRdeGDpDp6GhIfS4nSIjIxUdHa1PPvkkdJ9AINDsa8XExCgiIiL0tebOnauKigpFRESosLBQvXv31jnnnLPHt6jtVF1dvcfjIO14e9n//ve/0LJspxdeeEGlpaW66aabWnzcW2+9pSOOOEI33HCDevbsqWOPPVZ/+ctfmi09WppF+r8uK1asUGVlpYYMGdLs+z7uuOOaLSW2bNmiSy+9VH/84x+Vnp6+2/M2NDSoTZs2ioj4vx/tncd7T632ZMaMGXrjjTf0xz/+cb8eN3nyZJ177rlKSkrSiSeeqBdeeGG3+8ycOVOlpaV64403NGHCBP3jH//Qiy++GPr8mDFj9OWXX+rFF1/UO++8I8dxdN555zVbUG3dulVPPvmk/va3v+mVV17RrFmzNHLkSL333nt66aWX9MQTT+i5555rtjxqaGhQUVGRZsyYob///e9asWLFHt8K17ZtW5111lnN5pJ2LIZOO+00JSYm7tdx+a577rlHv/3tb1VSUqJu3brpsssuUzAYbPb9PfTQQ3rkkUf04YcfKjU1Vb/97W/1ySef6G9/+5tmzpyp008/vdli7oYbblB9fb2mTZumDz74QHfccYfatm2729e9++679b///U9RUVEaO3Zs6HP//ve/VVRUpDFjxmjWrFkaNWqUfvvb32rmzJktfg91dXU6//zz1b17d73//vu66aab9Pvf//57HRcAAAAAsCbqQB4U89hjip0wIez9ggUFqvvO/3Bte8EFitrlLKQ92fab36j+e14fxnEc/e53v9PRRx+tPn36NPvcO++8o0svvVRbtmxRp06d9Nprr6lDhw57fK6hQ4dqwoQJOvbYY9W1a1eVlJTorbfe2uOCZdq0adq8ebPOP//80G35+fnKzs7WXXfdpYceekjx8fGaMGGCKisrtWbNGknS4Ycfrvj4eN1xxx267bbb5DiO7rzzTjU1NamyslLSjjNGJOmBBx7QPffco5ycHD322GMaPny4PvvsM7Vv3363eT799FNNnTpV//znP3f73CmnnKKvvvpK9fX1GjVqlIqKikKfW7p0qe666y5NmzZNUVEt/7isWLFCM2fO1Nlnn62XXnpJS5cu1Y033qhgMKgbb7xxt/u31GXn99axY8dm9+3YsaNWrlwZ+vutt96qI488UsOGDWtxloEDB+p3v/udHn30UV1xxRXasmWL7r777mZfY19s2LBBY8aM0ZNPPtnsbJ1wdp7d9vzzz0uSzj33XN1888266aabmi3EkpOT9cc//lGRkZHq0aOHTjrpJM2YMUOjRo3S0qVL9dZbb+mtt97SUUcdJUl66qmn9JOf/ETTpk0LnYW1fft2/fnPf1bXrl0lSaeddppefvllLViwQAkJCerVq5eOP/54ffDBBzrrrLMk7Tgjbqfc3Fzdf//9OvHEE1VbW6uEhITdvp+LL75YP/3pT1VRUaGMjAytX78+9NbJ7+u3v/2tTj75ZEk7rsF17LHHatmyZerRo0fo+3vwwQdDS+Hly5drypQp+uabb0Jv6Rw7dqzef/99vfjii7rttttUXl4eOnNu5/f4Xb/73e9CC9Zx48bpvPPO07Zt2xQbG6vx48fr/PPP169+9StJO96iO3v2bI0fP14DBw7c7bleeeUVNTY26q9//avi4+PVu3dvrV69Wtddd933Pj4AAAAAYMUBnfkUqKlRREVF+I8WrqEUsW7dPj020MJbevbXjTfeqG+//bbZdY52Ov7441VSUqK3335bQ4cO1S9/+cs9vv1Iku677z5169ZNRx11lNLT03XTTTfpggsuUGRkZIv3nzx5sk488cRm1z1q06aNnnvuOS1dulR5eXnKzMzUBx98oBNPPDH0PKmpqZo4caLeeecdZWdnKzc3V9XV1SooKAjdx3EcSdK1116r0047TYcddpjGjx8fuk7Ud82fP18XXXSRbrjhhmZnFu30zDPPaPr06Xr66af17rvvavz48ZJ2XGfn8ssv180336zu3bvv8dg0NTUpNTVVDz/8sA477DCNGDFC1157rSZOnNji/ffW5bvXcXIcJ3TbW2+9pZkzZ+oPf/jDHmfp3bu3JkyYoAkTJigzM1O9evVSbm6u0tLS9tiqJePGjdPZZ5+tY489dp8fI+3oPnTo0NAi86STTtKWLVtUXFzc7H69evVqNk96enrommOLFi1SVFSUDj/88NDnU1JS1L17dy1atCh0W3x8fGjxJO1Y1GVnZzdbIqWlpTW7ltlXX32lCy+8UIceeqhycnJ02mmnSZLKy8tb/H4GDBigXr16hd569tJLLykrK2u/j0tLDjnkkNCfO3XqJEnNZo2Ojm52n7lz58pxHB155JHKzs4OfcyaNUvLly+XJF1++eX685//rJ/+9Ke67777Wnwr7a7PufPsuV2P/c6F305HHXVUs+O+q0WLFqlv376Kj48P3dbSW1MBAAAA4MfsgM58chIT1bTLUmVPmlJTW7xtXx7rfM+39Nx000166623NG3aNGVmZu72+bZt2yovL095eXk64ogjdPjhh2vy5Mm65pprWny+1NRUTZ48Wdu2bdOGDRuUkZGhO++8Uzk5Obvdd+XKlSopKQmd/bKrww47TDNmzFB1dbUaGhqUmpqqE088Uf369QvdZ+jQofriiy+0fv16RUVFqV27durVq1foa+38H8y9evUKPSYmJkZdunTZbYmwYMECnXHGGRo5cqSuv/76Fr+3rKys0PM1Njbqmmuu0ZgxY1RbW6svv/xSX331VegMpqamJjmOo44dO2rKlCkaNGiQ0tPT1aZNm2bLlB49eqiyslINDQ2Kjo4O3b6nLju/p6qqqtAiQtqxFEhLS5O0421wy5cvb7ZwkaRRo0bpmGOO0b/+9S9JO67pdfbZZ6uqqkrx8fEKBAKaMGFCi632ZOdF3Hcu4hzHUVNTkzp27KiHHnqo2RlEOzU2Nuqll15SZWVlszO4GhsbQ0upndq0adPssYFAIHRB7Z3Lxe/adREnabcz0QKBwF6fd+fF7IcMGaInn3xSHTp0UHl5uc4+++w9/oZDacfZT3/72980btw4vfjii7rgggtavNj7/tp11p3Pt+tFxWNjY5t9naamJkVGRur999/fbZG48611I0eO1NChQ/Xee+9p+vTpevjhh3X33Xfr8ssv3+evu7cF6HftqRUAAAAA4P8c0PKpfsyYA35L3Hffhuc2x3F00003adq0aXrzzTfDXlB618fV19eHvV9sbKw6d+6s7du361//+leLF6J+4YUX1LFjx9Bbilqy861cS5cu1Zw5c3TLLbfsdp+dZ8/MmDFDa9eu1amnnipJKigoUExMjBYvXhz6LWzbt2/XypUrQ4skaccZT2eccYZ+8Ytf6He/+13Y703acRy2b98ux3GUmJjY7GLO0o6LMc+cOVMTJ04MHdujjjpKr776qpqamkJvLVu6dKk6deoUWjyF69KlSxelp6eruLhYhx56qKQd1yeaNWuW7rjjDkk7zka6+OKLmz3u+OOP17333quf/vSnu30vO5dWkydPVmxsbItnfe3JO++80+wtlW+99ZYeeeQRvf322+rcuXOLj3nvvfdUW1urkpKSZm+xW7x4sX79619rw4YNSklJCfu1e/bsqWAwqNmzZ4fOwtmwYYOWLl0aekvagVi8eLHWr1+v3//+96Gfkzlz5oR93Lnnnqs77rh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"text/plain": [ "
" ] @@ -6814,7 +6830,7 @@ }, { "cell_type": "code", - "execution_count": 225, + "execution_count": 98, "metadata": {}, "outputs": [ { @@ -6850,11 +6866,11 @@ " \n", " 0\n", " 100002\n", - " 0.98944\n", + " 0.700917\n", " 0.0\n", - " -1.676292\n", + " -2.689436\n", " 0\n", - " 0.222947\n", + " 0.153298\n", " \n", " \n", "\n", @@ -6862,10 +6878,10 @@ ], "text/plain": [ " total_nonzero_exceedances stats_distance p_value c loc scale\n", - "0 100002 0.98944 0.0 -1.676292 0 0.222947" + "0 100002 0.700917 0.0 -2.689436 0 0.153298" ] }, - "execution_count": 225, + "execution_count": 98, "metadata": {}, "output_type": "execute_result" } @@ -6877,12 +6893,12 @@ }, { "cell_type": "code", - "execution_count": 226, + "execution_count": 99, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -6904,7 +6920,7 @@ }, { "cell_type": "code", - "execution_count": 227, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -6925,7 +6941,7 @@ }, { "cell_type": "code", - "execution_count": 228, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -6954,7 +6970,7 @@ "Name: Water Level, dtype: float64" ] }, - "execution_count": 228, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -6966,27 +6982,7 @@ }, { "cell_type": "code", - "execution_count": 229, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pot_detector.plot(plot_type=\"gpd\", title=\"99th Quantile Exceedances\", xlabel=\"Water Level\", ylabel=\"Density\", bins=100, alpha=1.0)" - ] - }, - { - "cell_type": "code", - "execution_count": 230, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -7006,7 +7002,7 @@ }, { "cell_type": "code", - "execution_count": 231, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -7047,7 +7043,7 @@ }, { "cell_type": "code", - "execution_count": 232, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -7088,7 +7084,7 @@ }, { "cell_type": "code", - "execution_count": 233, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -7105,105 +7101,45 @@ }, { "cell_type": "code", - "execution_count": 234, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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0988372020-02-12 10:00:00-1.1871.579426e+09351.49949
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"text/plain": [ - " row datetime anomalous_data anomaly_score anomaly_threshold\n", - "0 98837 2020-02-12 10:00:00 -1.187 1.579426e+09 351.49949\n", - "1 99221 2020-02-28 10:00:00 -1.186 2.375518e+14 351.49949\n", - "2 99508 2020-03-11 09:00:00 -1.159 3.310454e+06 351.49949" + "
" ] }, - "execution_count": 235, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "pot_detector.detection_summary.head()" + "pot_detector.plot(plot_type=\"l+ath\", title=f\"Detected Data\", xlabel=\"Daily\", ylabel=\"Water Level\", alpha=1.0)" ] }, { "cell_type": "code", - "execution_count": 236, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -7266,7 +7202,7 @@ }, { "cell_type": "code", - "execution_count": 237, + "execution_count": null, "metadata": {}, "outputs": [ { diff --git a/pyproject.toml b/pyproject.toml index c109ce3..ccb8a4c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,7 +6,7 @@ build-backend = "setuptools.build_meta" name = "anomalytics" description = "The ultimate anomaly detection library." readme = "README.md" -version = "0.1.4" +version = "0.1.5" license = {file = "LICENSE"} requires-python = ">=3.10" authors = [ diff --git a/src/anomalytics/__init__.py b/src/anomalytics/__init__.py index 894b922..bac0ab7 100644 --- a/src/anomalytics/__init__.py +++ b/src/anomalytics/__init__.py @@ -1,4 +1,4 @@ -__version__ = "0.1.4" +__version__ = "0.1.5" __all__ = [ "get_anomaly", diff --git a/src/anomalytics/models/peaks_over_threshold.py b/src/anomalytics/models/peaks_over_threshold.py index 50afa90..44bfe3e 100644 --- a/src/anomalytics/models/peaks_over_threshold.py +++ b/src/anomalytics/models/peaks_over_threshold.py @@ -550,7 +550,7 @@ def plot( alpha: float = 0.8, ): if isinstance(self.__exceedance, pd.Series): - nonzero_exceedences = [exceedence for exceedence in self.__exceedance.values if exceedence > 0] + nonzero_exceedences = self.__exceedance[self.__exceedance.values > 0] if plot_type == "l": plot_line( dataset=self.__dataset, diff --git a/src/anomalytics/stats/peaks_over_threshold.py b/src/anomalytics/stats/peaks_over_threshold.py index f43a04a..b0335f5 100644 --- a/src/anomalytics/stats/peaks_over_threshold.py +++ b/src/anomalytics/stats/peaks_over_threshold.py @@ -215,7 +215,7 @@ def get_anomaly_score(ts: pd.Series, t0: int, gpd_params: typing.Dict) -> pd.Ser t1_t2_exceedances = ts.iloc[t0:] for row in range(0, t1_t2_exceedances.shape[0]): - fit_exceedances = ts.iloc[t0 + row :] + fit_exceedances = ts.iloc[: t0 + row] future_exeedance = t1_t2_exceedances.iloc[row] nonzero_fit_exceedances = fit_exceedances[fit_exceedances.values > 0.0] if future_exeedance > 0: diff --git a/tests/test_version.py b/tests/test_version.py index 008d82e..54183b3 100644 --- a/tests/test_version.py +++ b/tests/test_version.py @@ -2,4 +2,4 @@ def test_pkg_version(): - assert __version__ == "0.1.4" + assert __version__ == "0.1.5" diff --git a/tests/unit/detectors/test_pot_detector.py b/tests/unit/detectors/test_pot_detector.py index d445986..1585f62 100644 --- a/tests/unit/detectors/test_pot_detector.py +++ b/tests/unit/detectors/test_pot_detector.py @@ -58,18 +58,18 @@ def test_fit_with_genpareto_method(self): self.pot1_detector.fit() expected_anomaly_scores = pd.Series( - data=[1.922777880970598, 2.445890926224859, 3.6935717350888506, 3121651314.625431], + data=[float("inf"), float("inf"), float("inf"), float("inf")], index=self.sample_1_ts.index[6:], # type: ignore name="anomaly scores", ) expected_params = { 0: { "index": pd.Timestamp("2023-01-07 00:00:00"), - "c": -1.6804238287454643, + "c": -2.687778724221391, "loc": 0, - "scale": 1.5123814458709186, - "p_value": 0.5200808735615424, - "anomaly_score": 1.922777880970598, + "scale": 1.3438893621106958, + "p_value": 0.0, + "anomaly_score": float("inf"), }, } @@ -78,7 +78,7 @@ def test_fit_with_genpareto_method(self): def test_compute_anomaly_threshold_method(self): expected_detected_data = [True] - expected_anomaly_threshold = 1.2394417670604552 + expected_anomaly_threshold = 1.8927400332325932 self.pot2_detector.get_extremes(q=0.90) self.pot2_detector.fit() @@ -96,11 +96,11 @@ def test_evaluation_with_ks_1sample(self): expected_kstest_result = pd.DataFrame( data={ "total_nonzero_exceedances": [50], - "stats_distance": [0.8331661595029082], - "p_value": [4.312557311051241e-05], - "c": [-1.3371948412738648], + "stats_distance": [0.33333333326007464], + "p_value": [0.4234396436048128], + "c": [-1.5741853768217173], "loc": [0], - "scale": [272179.457686573], + "scale": [71.62543464538814], } )