{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lab2. Amazon SageMaker Random Cut Forest\n", "\n", "In this notebook we will build Anomaly detection model for timeseries dataset. We will use Random Cut Forest algorithm provided by SageMaker to detect anomalies in the clickstream dataset.\n", "\n", "Amazon SageMaker is a fully managed machine learning service. Amazon SageMaker provides several built-in machine learning algorithms that you can use for a variety of problem types. There are dozens of built-in algorithms like [Linear learner algorithm](https://docs.aws.amazon.com/sagemaker/latest/dg/linear-learner.html), the [XGBoost Algorithm](https://docs.aws.amazon.com/sagemaker/latest/dg/xgboost.html) as well as [Random Cut Forest](https://docs.aws.amazon.com/sagemaker/latest/dg/randomcutforest.html) (RCF). We use the RCF that is an unsupervised algorithm to detect anomalous data points within a data set. \n", "\n", "## Table Of Contents\n", "1. Data Preparation\n", "2. Creating the RCF Model\n", "3. Detecting spikes with the Model\n", "4. Plotting the Prediction\n", "5. Stop and delete the endpoint" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Data Preparation\n", "\n", "Let's look at the dataset first. We will use fake dataset that fascimile real clickstream data in `data` folder. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# This notebook code was tested with SageMaker SDK 2.20\n", "# !pip install -U sagemaker==2.20" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import boto3\n", "import botocore\n", "import sagemaker\n", "import sys\n", "from sagemaker import RandomCutForest\n", "\n", "from util import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unzip the compressed file and look at the dataset." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data/\n", "data/fault_label_1T.csv\n", "data/clicks_1T.csv\n", "data/clicks.csv\n", "data/.ipynb_checkpoints/\n", "data/clicks_10T.csv\n", "data/fault_label_10T.csv\n" ] } ], "source": [ "data_dir='data'\n", "!tar -zxvf $data_dir/data.tar.gz --directory=data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "clicks_10T = pd.read_csv(data_dir + '/clicks_10T.csv', parse_dates=['timestamp']).set_index('timestamp')\n", "clicks_10T['fault'] = pd.read_csv(data_dir + '/fault_label_10T.csv', header=None).values[0]\n", "\n", "plot_click_w_fault(clicks_10T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When dealing with multivariate timeseries dataset, adding the residuals is a very useful and frequently used technique. In this scenario, the difference between the total number of clicks and the number of users is the important factor for detecting a failure. We will use this as a feature for our model." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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EEKINjhkQUlW1SFXVDYGfHcBOYABwMfB6YLPXgUsCP18MvKFqVgNJiqL06/A9F53OYQoIeSRDSAgheoSGptJaDyGXZAgJIYQQQog2aFUPIUVRMoHJwHdAhqqqRaAFjYA+gc0GAPmmpxUE7hO9THW9VjJmtSjGBYgQQojuZc4QirJLyVhv8eM31vH51qLu3g0hhBBCCEOLA0KKosQBHwC/UFW1urlNw9zXKJqgKMqtiqKsUxRlXUlJSUt3Q3QhvWQsOSZCmkoLIUQP4QuU8FotCtF2q0wZ6wW8Pj9f7TjKT9/a0N27IoQQQghhaFFASFEUO1ow6C1VVT8M3H1ULwUL/FkcuL8AGGR6+kCgMPQ1VVV9SVXVHFVVc9LT09u6/6ITVQeaSqfGRsjYeSGE6CGCM4QsOKWHUI9X4/IeeyMhhBCih/rflkI+2ni4u3dDdIKWTBlTgFeAnaqqPml66BPghsDPNwAfm+6/PjBtbDpQpZeWid6luNqJRYGU2AhjzLEQQojuZZ4yFmW34vT6UFUJ2vdkVfWeY28khBBC9FB3vL2RX8zf1N27ITqBrQXbnApcB2xVFEX/V3A/8BjwnqIotwCHgCsCj30GXADkAnXATR26x6LLbC6oYlRGPLGRVjmZFUKIHsLr0zOELETaLKiq1vg/whauYlv0BHpPvghbq1o3CiGEEN1KVVW2FzbXLUb0dscMCKmquoLwfYEA5oTZXgVub+d+iW6mqiqb8ys5P6svlXUeGTsvhBA9hJEhZFWMAIPb55dgQw+m9+SLtMp71FsVVzu59IVvefn6HMb1T+ju3RFCiC7x9Z4Sbpy3trt3Q3QiOTMRYeWV1VFV72HSoCRsVsVYkRZCCNG9PIEAvc2iEGmzAsjo+R6uOpBla5egXa/17+8Ocbiyng83FHT3rgghRJfZWeTo7l0QnUzOTERYRVX1AAxOjcFutRgXIEIIIbqXuYdQpClDSPRcetl1pASEeq3V+8oAGJoe2817Io7lznc2knnvgu7eDSGOC4fKawEYlhaL1aJIz8LjkJyZiLD0jKAIqwWbRTKEhOht1h+s4Lv9Zd29G6IN3F4/xdXOJh/Xj8d2i8UoE3PJpLEeTS8Zk7K+3klVVdYeLAfA45XPWk/36eZGw42FEG20v6SWnCHJfP+kgfj8Ki45Bh535MxEhGVegbZZLXhaGBDKK601TnyFEN3n+y9+y5Uvre7u3RBt8OBH25j658U4mygDM/cQ0kvGJEOoZ9ObSlsVafzdGxU7XOiL4nIx1Hs0dQwVQrTcgdJahqbFEhuhnW/UueVzdbyRgJAIyxO4uLBbLditSrNNpXOLa5jw0EK+zS3l9CeWce2/vuuq3RQdrMblZdGOo3IS1ct8sa2Icb//gmqnxwgWiN6luNrJjsAUj4U7jgTuc4Xd1uvXp4wpkiHUCzy/NJfnluYCEkzojd767iDT/rzYuC3vYe+xeGcxjiYWKfPL68i8dwHrA5lfQojGymvdFDtcDE2PJSZSm0VV6/J2816JjiYBIRGWccFhVbBZLE2WjI158HPOevJrHC4vVwcCQVsKqrpsP0X7Ld1dTHmtG59f5cJnl/OjN9bx3rr87t4t0QpPL9pLndvHfR9sZcIfFsr71wud8tgSLnh2OQCxEdpJl97LLZQvEKAP7iEkQdyeaH9JDX9duNu4LcH23kVVVR7477ag+9wSEOrR/KZFkdvf3sCv39scdrtVgZLqN1cd7JL9EqI3+njTYQBOH9XHODeRDKHjzzHHzosTk3kFurkMIaesSvdq9W4fN81by8SBifzs9BHkldUBsP1wdTfvmWiN+CjtUL5gaxEAv/94W3Obix7Ia7qI0d/PI030EdK3tSoNASHJEOqZVu8Pzj6QgFDPVuxwkhhtN0oxdx0Jnq4TE2HF5ZX3sCcrr3MH3Q59D3V2q1a+WeOS91OIcFRV5d01+WQPTGRc/wSOOrRzklq3ZAgdbyRDSITl9eljjS2tHjtvtUiPhN5C7/e0paCKO97ewICkaKYNTWHnEQkI9SYHSmuNn++/YExQoNYrvWV6PHNJg9PjIzaQll1YGT4g5POrWBSwmEvGJGuhRzpYVkuEzcIFE/oCUO/xyYSWHsrj8zP10cX89j9bjPtyi2sAmDo0haunDSbSZpEMoR6uxBFcaqsH2ENV1GrHXSl/6Tl8fpWnF+2hqKoen19l7rPL+Tyw0GX24EfbuOf98JlfouNsyq9k91EHV548GGjIXq5rZxD1QGktR6qaHpwhup4EhERYegDIKBnzqy0+ifX5VVkF7SWq6xsuRL1+lXdvnU7WgER2H3FIL5peorzWTWmNm7vOHMHq++Zw1dTBQY9X1HlYLdPGejS9dxBo48n1z96RMCVjPr+K169is2hf33omgwSEusfL3+xvtgfJgdJaBqfE8MI1J3H3OaPwq7R4SIPoWnmBwPpHmxomVJXVaMGFF6+Zwp8vnUCEzSKftR7uYFlt0G1zQGj1/jIjw6u8VsskqqyXQSg9RV5ZLU8v2suMvyzhP+vz2V5Yzd1hAj9vrj7I++sLumEPTywfbTxMtN3KRdn9AC1DEtqWIeTzq/zl8538ffFeznhiGXe9s7FD91W0jwSERFgNJWMWI63WGxIgCA0Q/fF74xnRJw5AIr+9RLWz4aA+YUAig1JiGNsvAZfX3+ikymzvUQfbDgf3iqp3+4Jq90XXyAu8T9mDkuibGEV8lD3o8Xs/2MIPX1rN3qPh0+ZF99sbyEIAqKzzGBlDRYHjqM+v4nB62FdSw/D7P+OLbUeMTMyGDCEJwnelqnoPXp+fRz/byfdfXAXAvJUH+CDkIuVgWR2ZqTEARNm1k2mnvFc90p6j2ucwyt5walxW68aiQFJMBKAFYCUg1HPlldZy2783BN2nf+62FlTxw5dW8+SXewDtvQUoKK+TrL0ewryY/NsPtgKQHBvR7HNksnHnKXa4GJgcbZxX6tnLdW0ICG3Kr+CfX+/nb19pn7+D5U1fY4iuJwEhEZbeM8hmVbAGVqJDy8bMZSmRNgs3nJLJH783Hmi4kBE9m/mLNDMtFoCBydFA0+UqBRV1nP3UN1z49xXGfT6/ymn/t5R31h7qxL0V4TgCQb2kmIZA0Ac/ncGQwEXoN3tLAC1TSPRM+ko1aIEG/T3Vewjd/NpaZvxlCUt2FgNa1oktEBAymkrLRWqX2Xioguw/fsmP31gXdP8fP93Br02r2X6/ysHyWjJTtWNrpB4QkgzaHml3IGju9Ph5Z80hVFWlrNZNSmxEUABWPms9l95H76GLxhn36SVhe4u19zevrJaqeo+x6OVweSmoCN/AX3QtPdh6xUkDjfsibRYKKurCbv/Ewt1M/MOXVNS6wz4u2sfp8RkBVYDYyECGUBtKxhYFzl90EoPtWSQgJMLSU9rtpgwhT0hj6XrTSa0eNR6col2ErgpTouL0+Lj4+ZWs2FvaKfssWs9hyhBKDgQU+iZEAeEb2q7eX8bMx5c2ur/W7aW0xsWhsvBf2qLz1ATew7jIhoDQSUNSeOSSLKDhs1xW4+Kiv6/gf1sKG7+I6FbmgFBlndv4XFbUuVlzoJyv95RQ4/LyzpqGgKsjcJETKT2EutzRaq2MaOnukrCP69kG2wurcXr8DEvXMmejAyfWegPwerePpxftkQBRD2HOorzvw63kFtdQVuMixZShEGmzSDZeD7Zw+xEmDUriplOHGvfpx1O9H1RcpJ1T/rKYb/eVMTglBosCb68JXsy65PmVvLkqr6t2WwTox8aLJw0w7ttXUsvMx5fy1Y6jPL80l8LKhuDdc0tzAVmE7ixOjz8oY7JhyljrM4SWhASEZFJZzyIBIRGWMdbYqhgr0aEZQuaAkH6iOyglhrkT+/GPZfs4UuVEVVVW7C3F71fZXljN5vxKbn59bRf9FuJYzD2E9Pewb2IgIFRVj6oG945acyB8rwz9hMshzRm7XI1Lew/jQhpnxkUG384trmHr4SrueFvqtnuCjYcqePCjbewrqaGiTitLAVi4/ahxbK2q8/DVjiPGc/aX1jIgKTrodfQeQpK10HVCAwIJUbagnmtltW5Ka1w89sVOEqJszJ2o9V/QT6z1ANCbq/N4etFeXvs2r2t2XDQrL2RBY3NBFWU1blJjI437IgM9hPaV1DSZtSC6h36eOWN4KgDXTR8CNJyf7CzSerVV1LmpDVyMZqbFMntUelDjYq/Pz6b8Sh78eHtX7r6g4dgaE2nl1RtzmDUq3Xjsx2+s468Ld/PgR42nqFbWSYZQZ3B5fcY5BjRcJ7Q2Qyi/vI7dRx1GggFoC8lSqtlzSEBIhKVnFdgsCjarXjIWkiFkihDraYQAvzl3NG6fn482HWb53lKufeU7Lnh2Ob+Yr12Iur1+WRHtIfQTpZkj0vjRacMArd4+KcZOUZWTofd9xv8t3G1sv6WgstFrHCyrNU6mZFpH19NH5sZFBAeAQier7DH1qfly+xFE93rru0O8ufog936whfJat1Gy+cEGrQdNQpQNh8vLytwypg1NMTL47j1/TNDrRNolQ6irhX5/xUbagoLrFz+3kpxHFrEyt4zfnDeGxGjtvYsKnFjXhzy/qFLKVXqCEofTyHIG2JxfSVmtm9S4hgwhvan0nL99zczHl7LtcBUP/Her9M/rARxOLz6/Smogo+tPl2Rx4ymZOJweVFVlRyAgZO5/uKuomkEpMVTUeShxuLjrnY2NAoOi6+jfY5E2C2eOyeCiQDDd7FB54/dHSuI7R2iGkMWiEBNhbVWGUEWtm5+/q13/XTBBez8zEiJRVckS6kkkICTC0rOB7FZzyVhIhpC74QIkxnQxOiQ1limDk/ho42F8gejvriMO8ssbTnqbyjQRXWNHYTU3vLqGEocLu1XhzVumkh7fsAraNyGKtXnae/Tisn3GSuiWguBG0mU1Lmb/dRmPLNgJSECoO+glY+agLASXkEFwOcStb66XFbVu9M6aQ8YxcFeRg4o6d9CFKMDA5BhUFXYUaSve838yg89/fhoXZfcP2i4iELB//ItdfLGtiD1HHRLw62Tm/nmgHffKTZ+nw5X13DBjCPNvnc61gSwFMDWVDjxfX2OpkilH3c7r81NW6+aSyQP453UnMXVoCt/sLaG42mkEGKBxU+kfvrSat747REmNK9zLik5U6/IG9Y6pCHwGzSV+cZE2alxe8srqjFLPYtNY+ttmDyc+Stvmmz0lfLK5kC93yPGzuzQEhLRjZZ9ACwPzQoh5CINOf+9X7y/j9rc2yJTcDhKaIQTa9V7NMTKEDpTW8tHGwwA8u2QvGw5Vkj0oiZkj0gAYlREPwJ6jDtbllfOZKUNPdA8JCImw9JIxi4Ix3rhRhpBplVMfRajLHpTE4cp6FBqzWZSgHkPFDidXv7ya5wO1wKLz/faDLXy9p4Rv95USH2VHUYLfqYyEKGPiCsDMx5ey60g1xQ4XEwYkApAWF8nXe4J7aJh7EomuUePyEG23Gpl8utASstCTKHOAVnSdw5X13PfhVg6V12G1KDhcXnYfcQRdxAD0C5RuAoztl8CojHjG9kto9HoWi4L+8b3t3xs456lvuPXN9Z36O5zo9AwhPThX7fTyx093GI//9rwx/PHiLKYNSw16XmjJWHmtdmEarl+b6FqlNW5UFfrER3Lu+L78ZNYwiqqc1Lp9pMaFlIyZzn1qXA39vkTXOu+Zb5j8p6/YdaQar89vBGXNU6nio2z4VVi88ygAF5oyTlbfN4ebZw4lIcqOz68aTcU352uZ0HojcdH5nB4fucUO49io98abNTKN92+bwU9mDWPRr2bx67NHhX2+vsC1ZFcxC7YWcaC0cdBItJ7T4zeykHWxkcfOEHrwo238Yv4mMu9dwLyVeZyf1ZcPf3oKOZkpDEuL5ZThWmDo0he+5fJ/rOJnb21g9xGZhNudJCAkwvL4VexWBUVRsOkZQiE9hMwHhJiQchW71YLH52/0nNmj0pk4MJFV+xoCQk99tZdv95WxYItEiLuK/t6V1bpJCAkcQENjabNPN2vNiP/wvXFcO30wflVtVPpQ24ZGc6J1dhZVU2paja5xeRsFfwBiTJMhIm0WY8XspCHJAORL/4tu4TBN9js/qy+gHVuTY4IDQgnRDRle5kF4h+EAACAASURBVOAQwMe3n8rL1+cYt8OV4UttfufRM3yevnISv5s7FoBvAsHxT++YyU9PHx72efr35EOfbCfz3gW8vPwAoK2m6p5ZtJecRxZ12r6L8IodWlCuTyBTds7YDD647RSmDk1h5sg0Y7sImwW3zx+UNQRQXiMBoa6kqqqxqHHe08u5/79bjWwh87FUH5f91neHSI+PNPoLgVa2Yt5me6GWAb05X/vT/B0qOtdzS3K58O8rjNJbPQihKAonZ6agKAoj+sRzqumzCHDW2AxiIqyU12rPOxJoLr3tcHUX7v3xy+X1h80QOlYPIb2fqN2qMCojjrvmjMRqURiaFsuSu09neHqsse34/tpC1z+/2Rf0Gj6/yrf7ZAhRV5GAkAjL6/MbmUF2vYdQyJQxZ9CUseADht2q4PWpRqPTURlxrP/dWfzzupM4OTOFbYerjJr73MAo0NAsI9F56gN1uyUOl3EyZGY+AZ5/63QAPt92BKtFYVy/RGwWLeDXuHTCx76SGtblSUlgZzn/meWc9/Ry47bD6SU+snFAyGJRSI6xM3NEGnPG9jHu/+d1JwFIQ9RuYs6iO2tshvFzSmwE82+dzv/unMljl03gBzmDjMdCA7TZg5I4e1wGzZHa/M7j9PqwWxWsFoWkkEBecmzj46luTN94vpfdn/yQHhhHq13GMfmpRXsorXFJk/AuVhwoJ+pj+qxNGJjIez+ZwZTBycZ9kTYrLo+fCFvw6XOZjL3uUqF9ZN5bV2D0kUmJCc4QAi3o+vM5I5k9Kp2zx2XwvztnGpnR+jbbC7Uggp6xFykBoS6zbE8xTo/fCI6HBiF0makNgYQ3b5nKC9dMITkmgldXHuC2N9cb753eJ6qoql6CCu3g8viCeggBxLagh1B+eR0XZfdn0+/P4ctfzm6U3WweevLXy7M5fXR6owyhr/cUc/XL3xnN4EXnkoCQCMvrV43pYvqfdW5f0Hjk5krGbBYLXr+K26dt88/rckiNiyTKbqVPQhRev2r0TdAb+NVI/5kuU2u6WEyIbhxMuCi7P/edP4bHLpvAuED0fn9JLSP7xBEdYSXCZsHrUxs1V3U4vVz3r++4/B+r2HioQuq4O0lLMoQAVt03hzdvmUq/RG0yVZTdQlpcJAlRNgoqGpeMFUpz206nZwj99PThXDypoR9QQpSNacNSyRqQyA+nDg4qITOXrLRUtVP60nQWp8dnNIhOjA4OAIWW/plZLArPXjWZLX84hxtPyQx6rLAq+LP3yooDErTtAqqq8vZ3h4yS2j7xzX/W9Ayh0OzncgkIdan1Bysa3bcrcOFoDsrqU5FG9Inj2ulDGJgcw8vX55AVKH2HhoBQZUhj4tBFUNE5ymvdRjAuN/A5jLSFvzzVhyuA1mcvwmYxtv1i+5GGDKFAtte1//qOq1/+TgbZtJHL6zd63+liIm1B1xChymvdlNe6yR6YSGyYxUr9NXTp8ZEMSIrmcMj555GqxiXVH24o4GFTebboOBIQEmF5fapRKqZnCF32wrec8cQyoxTBvAIdWjKmr57paYXmUYN6qnVZrZtal5eSQIM/KTfqGqqqBkX3Q0tVdD+ZPZwfTh1MfJSd2EDAb/LgJEALEnr9/qBeCqA1edRTRS994Vv+t6WwM36FE1bouGvQ/p+HjpjXRdmtKIpivG96RlffxCjeWHXQ6JUA2hj0Ux5bwgfrCzphz4VOzxD6/pSBKIrCny7JArS+XWbmQENbellU18vxtLNofRW0Y2JoyW10C7IKYiJsjOgTBzS8t6HB2Me/2MX3nlvZEbsrmvDEwt2c8cQy7v/vVh7/Yheg9cZrjt5DKDRYIBlCXSvcgsbyvaXYLErQ9+G0YSn8aOZQ3vvJjCZfK1yWNGgDG6T0tvN9u6/UKHveV6JnCIW/PDX3u9QDeXllDSW3evBg++Fq/H7VWHD+9fubJdOklXx+FbfP3+i9iI2wUtfMAr4e1Bse+I4LJ85UVZISG8HA5Bgq6zxBg2n0vmzmxvG/em8zr6480LpfRLSIBIREWF6/32hSazMFc6rqPUYmT70pIBTbKENIzyrStjWnV+srqOW1bg4GDtapsRHHrEkVHaOkxhW0ujksLbaZrTX6asCskekA2KwWPD4Vp7dxo3HzBVFeqaxwd6SaME27HU5vk6swupwhKUG3JwzQAkQvfbPfuE9P1/31+5v53nMrAK2nwtOL9rRrn0UwPSCkBxKumz6Er345K6h8DBpnnrTUOYFSMn3UstnzS3OZ9PCXbXpd0cCcRm83fbddMql/owb9TRmerp0s68fLosrGjaXLa914fJKl0BkOltXy3NLcoBHjGQmRjUrBQkXatbHzHq8/aKHr2cV7Wbq7OOxz9hx1NFr9Fu0TLiNr91EHybERIUEDO7+7cFyzmXvmoK45IOj1q0ET5UTnWLG3lPgoG3arQmmNi0ibpUXHUT3wZ05Ed3v9jOgTh8PlJb+ijoHJWnb0gi1FnP/McskUagV9AbJRhlCErdmS9C0F2kLj2L6Nh2DozOesVovCgMD7ZD5O6o3C9c+6+XzGL9UHHU4CQiIsr89cMhb8z0TP6DEfWKPDNJWGhgyhCNMEpNQ4PSDkMiL74/onhC0ZO1LlDGpALdov92jw9IVh6U1H8UOdEhgZaQ/826hxeRsFA4sdLm4/YzgJUTZjio7oGOGCpjWu8D2EzPqGNCV+5JIsxvSN50i1k/zyOn77ny38a0XDqsuWgipUVWXusyt4etHeoOCvaB89IGRelR6ZEY8lJAsotG6/JdbcP4fbzxgBwCMLdjL+oYVBdfl/XbibyjqPnBS3k9PrM06SJw9K4q+XT2THw+fy9A8nt/g19Kaa04eloCg0GTAIVxoj2m9BmDHH4ab4hYq0BkrG/Co3zMjkscsmGAGFm+atxenx4fOrQdmc5zz1Dac+tkQuYjpQRZ2bwSkxxm09kJPSRMZzc8zH4j9fmsUzP5zEHy4aB0grg8727b5S3l2bzynDUxmQpAUFmsoO0l01dTDQEKh48ZopQUE9fXFl2+Fq4zpGN+nhL+V8poVcgYzyRhlCkdawFR1urx+nx8eqfWUMTYttdN4Z/BrB56z6e3/YlPmn9wTTA0LmrECpKOl4xzzjVBTlVUVRihVF2Wa6L0VRlK8URdkb+DM5cL+iKMqziqLkKoqyRVGUKZ2586LzeP3mkrHgA6oeEKr3+LBaFG4+dWhQ01rzc8JlCKXGal/cZbVudhRWY7UoTBiQiNvrb7Qa+tzSvdw4b430oulAWwPN9nRDW5Ah9MoNOfzmvNFG1oKePVbj9IZNt85IiCI1LlLS6DuYw9W4L0xzPYTMFtw1k2V3nw5AdISVcf0TKKqsZ97KPOavyzfSfHX65xww+n39b0shv/toazt+A+FwerBZlGMGfBRF2+aaaYNb/Np9EqKM6WSb8iupc/v4YtsRY6VNZ+5BJVrP6fEb75+iKFyRM6hR2fSx9EmI4t+3TONvP5hEn/hIiqrqw2YDbTtcRVWd9IPqaBW1bqLslqAJfmOaWdHWRdqtqKp28RNlt/LDqYOpNmVuzluZx6z/W8qtb6wHgst8v9xxpAN/gxNbRZ2H5NgI7r9gDK/ckGNkggwyBYlaKt70/ZmTmcLFkwYYx9FwWbm6/PI6vtgm72lblda4uOW1dQCcn9WPgcnae3esZt6PXpLF3kfPN26fP6Efz1/TcLl57vgMLArc/vYG9pXUYrMoPHppFtOGpuD0+CmThcoWcTaRIRQbaaMuzOLkD19axel/XcaaA+VMH5ba6PGg1wj5vtQ/vwWV9WwvrOLrPSXGeYteOrbNdO3iaOZzKdqmJUuQrwHnhdx3L7BYVdWRwOLAbYDzgZGB/24FXuyY3RRdzePzY7foJWMhGUKBi4k6t4+YCCu/v2gcozLig7bRM4T0tEK76TX0hn/lNW42F1QyOiPeWN2pDVmN2Xu0BpfXz9Hqxun0om22FVYb0XiAoenHDgjNGZvBz04fYdzWA361Lq8xHtSsT3wUKbERlNe6KXY4KZb3r0OYT05dXh+qqlLTgpIxgPH9E8k0Bf8GJEVzpNrZZCPphdsbTnT1gNAdb2/k36sPtXX3T2hLdxVz+YvfUlrjIi7K1qKU+F1/Op9HL53Qqr8ntKfNU4v2cOpjS4LuK3bICXF7mJtKt8fMkWkkRtvpnxTNriMOTv/rsqDHI6wWHlmwk+yHv2RZE+VIomW8Pj97jjZky1XXe0mMtrPqvjlcMKEvAEPTjh1MMGc764tmozK0LNvRGfE8/sUuDlfW8/WeEvLL6zhkKkn7XIIHHaai1k1yjJ1bZw1nztgMY9Hxx6cNbfVrxURYsQZ6D+lNi/VypOYyhC54djm3/Xt9G/ZeAMxbeQCn18eCu2ZyyeQBpAWqB46VIWSxKEHXFAD9Tee0kwYl8auzRxm37zxzJNdMG2I08pesr5bRM4TCTRlz+/xBkzAPldWx4VAlR6qdOFxeTjNNKg4ntC9ielwkaXERfLn9CHOfXcENr66hpEYLBJXpf5oWmGVoRsc7ZkBIVdVvgNAZ0hcDrwd+fh24xHT/G6pmNZCkKEq/jtpZ0XV8pgyh0JTL3Ucc3PzaWuatzGuyjtRmCggpSvBrRNqsxERY+dtXe1i+t5RJg5Oa/PLdHxhBGTpiVLRNndvLhoMVZA1IMA7YCU00VGyO/mXscHnDXhj1TWwICM36v6VM/fPi9u24AILTZKvqPVTUefD6VdLbMIWqX2I0frVhGkco88WLHhDShWtuLZp3y+trWXewgkU7i4NWpDvCu7dO581bpgLB5Q96zCl0IkiJBITaxenxNVo1bY/h6XFsKagKKhtLiY1gYErDRc79H27F5fWxKb+SvNLacC8jmvHJ5kLOe/obY3Gi2ukxvvtOH6VlOE8cmHTM1zEvgOjfg+//5BS+u38O5wcCS5dNGQDAp1sKjXOY4emxfLXjqJRrtlFhZT1/+GS78V1UXusOKg/786VZPHJJFtOOkZkQjqIoxEfZGJQSYwTq9azb5jIR9Mfc0meoTVbvLydnSDLj+2sT35JiWhYQCkdf5PxBjjas4Y4zRxrtDNLitdfV39Pmsr5EAz1DKNLWuIcQBPeR/TRkgMyZY4KrRsI5c0wfHr1UG6phsSj8ZNZwlu8tNR7Xh57oGULmz5lkCHW8tvYQylBVtQgg8Kf+zg8A8k3bFQTuE72Mx6diDWQImSPxVovC35fksjK3lPOz+vKTWcPCPt+cQWK3Nm4QZw4kTRjQMJrQ3COl2ukxLlx2FVVL/X0brT9YQV5pLU6Pj+teWUNhVT0XTxrAv27IYfPvz2nTa+rBQofTS5TdwrY/nstbP5pmPJ6REElqbASlNW5jspV5pVS0jflLsKrOY2T3mFfHWqp/klYqUVBRz/RhKY0e/9bUuyu05Ei+jFunoKLOaHxZXusmPrJtDaObMn1YKqcFGr6by3PvOXe08bPT4zMek4BQ+7i8jSevtMesUelBt/953Ums+O0ZxgTIaUNTKKxy8v0Xv+WS51fy8/mbOuzvPlHsL6nFr0J+oA9FtdNjlAVdkTOQNQ/MaVkPIdP7ri90JcbYyUiI4senDeNPl2Tx2GUTyUyNYdvhKg4EAkI3nTqUOrePiX/4kl+9t4klu4529K94XFu88yivfZvH91/8lqo6D5V1bpJNjaJH9Inn2ulD2vz6KTERQQM29GO0vkhZVe/hF+9upLzWjaqqfG7qQRWa2S6OzedX2VFYTdaAROM+vfF3W6ZqRtmtrH3gLB67bKJxX3q8tlCmt6nQF54d8n61SJMZQoEJYfoC5dLdxazeX8aApGhiI6zMndivRQsmr954MtdMa/jM/uDkQWG303sImUuqq+slQ6ijdewyJYT7FIe9ilcU5Va0sjIGD255jwTRNbz+hgka+sV/XKTN+HJ88MJxzX75mkvGIq1Nnzg/dWU252f1Y/V+7eLTnCG0v6RhFfQPn+7A4fRy55yRbfyNTlx3vr2BoemxzByRzvqDFTx39WQumKAl7oVG/ltKLyescXnolxhNXKSNaUNT+M15oymqdJIRKBkz9yp5ZvFequrdPHf1lA5dXT8RuL1+5q/LB9OUhWeX5DI38D7qwZ3WMJcNju2XwKRBycwZ24cJAxI5+dFFOJxe+idGUVjlpKreE5QVVF3vOeZ4ZtHgH1/vw25VmDwomTV55R2eIdSUn84eTlykjd9/vJ0Shwu7RcGNBITaq6MzhE4bEZxenxYXSUyEzVjJvu304agqrMnTkrV3FlWjqmqLJ5oJKKzSAkF6hlBVvYc+8dpxU1EU4+djMQdcQ8vpYyNtXBc4LxqVEc/uIw5iImykxUVy5cmDKHa4eHbxXj7ccJhV+8pYdV/wZEHRNP0iPre4ht9+sIVat6/ZyWGt9cwPJ5MU0xCoTwmUL+ntCv69+iAfbSpkcEoMGYlRPPBfo60qtW5vUHBKHNuB0hrqPT6y+jcEhPT/h81NsGqOHgAy384rqyM6kClkVCLIglaL6NmMTWUI1bm9VNV7uGneWkDL+HnhmimNyvlayjxZ1WZR8AZW0cIFhGRRsuO19az0qKIo/VRVLQqUhOnF7QWAOcQ3EChs9GxAVdWXgJcAcnJyJPWjh/H5G6aMWQInnYnRdiNgc/lJA5t9vv7cWrc3aCyv7h/XnoTb5+d72f2BhgO1eaVlX0iT28+3HZGAUCs5PT4Kq5wUO1xYLRaGpMZw4cT+7X5dPUhY4/QSlWYN3GcJ6jMUerL2wYYCQLuYmTw4ud37cCL59+qDPPy/HUFBnE83F6IvpLUlQ8jcfDM9PjLovcsemMSK3FLGD0g0AkJHqhr6QFXLl3GLrdpXxrtr8rny5EHMHJEWCAh1bIZQUxRFYUiqtupdVOWkLnCCVyJNpVvsz5/tJMpuDepJ4fT4w/ZOa6vk2Ah+f+E4MhKi2HK4kuyB2kXSzJFp7D7qYHy/BH57/mjuemcTs0en8/Z3h6gMNNUVLVNUqR2/9Av86novI9JbfwpsvjgKHbhhNiojnsW7ivGrkDUgAbvVwq/OHkWty8srKw7IoIwWen5pLlX1HlRVJdpu5dQRaaw+oC0gmgM47TVhYGLQ7f6JUSRE2Zi/Np9ImwVX4NipAi8s3Re0bVsDGCeaWpeXsho3g1Nj2Ha4GoDxAxqy8vT+TR31//PX54zmxnlrGN9f+zuMkjHJEGoRl/cYGUIuH05PQ+b/qIz4di+UXJkziPnr8nnwwnE89Ml2QGsgf7TaGVQyJj2EOl5bA0KfADcAjwX+/Nh0/x2KorwLTAOq9NIy0bt4fH5j3Lw/kJUwpm88f75sAqqqHvNDrweB6ly+oCaMuvOy+gbdjg0TENpfWoPNonDLzKH885v9zZ58ifDyA72XvH6Vb/aUMKcFdb0tYUwZc3mbLJ1IjWu4WJk+LIXV+7XV7XKZPNZq+mpI6GjqJTuLibBZSG3DhWGU3UpSjJ3KOk+jHkRPXJHN7W9v4LrpQ1i08yjV9Z6gcaCSrttyf/5sJwOTo/nNeWOwWxUibZaglbDO8OqNOUbQKSNBe29vfm2tkWD29neH+EHOICYNOnbPlBPRv5bvZ3z/RKYNTeGlb/YDBAWEXN6OzRACuHmm1gx37sSGtou/PW8M10wbTJ+EKPokRLHy3jNZvPMob393iANltRIQaoWiQIbQ0UB2nLlkrDWCS8aaDgqO6huPz69yoLSWiyc1LMI8eOE4+iVG8ciCnRQ7nC3OTDpRfba1iNIaFzNHpGt9tZKjWbRT+/5py4j5llIUhawBiXy7r4x7/rOF62domV8HSmsbfQ9LyVjz3liVx6iMeF5Yto9v9pSQFhdp9LfLTG0o09Pfz7oOGik+fVgqu/7UMI1MX3gucbiY/PCX/OmSrA5ZID1eHStDqNbtpdI0ATO5AwK0j1yaxa2zh5GZGovH52dkRjw3vLqGpbuKcfsaguj6OfFfF+5i1b4y/n71lKAFU9F6xwwIKYryDnA6kKYoSgHwEFog6D1FUW4BDgFXBDb/DLgAyAXqgJs6YZ9FF/D6VCM1enh6HE/+IJuzxmW0uAGxXlKkZQgdO5Bjbir9/rp8quo97CuuZXBqDPddMJZat5dPN0tssbVCm3GP6BPXIa8bEQjOeXxNBwenDk1l5og0Lp08gL3FNUZAqKmpVqKxxTuPsr2wOqhcKy7SxqJfzeasJ7/G4fKSmRrT5tKR/onRVNZ5goJ3oDUF/+CnpwAQH2mjqt4TPKFHVmdaxO9X2Vvs4NppQ4wg0EvX5zCgDSV+rXHmmIZSlIzABae+Kjo8PZZ9JbV8vOmwBITCKHG4eGTBTgAW/mKWcX9Frdaz5KqXVlNa4+6QKWPHEmGzMCw9+JitZ3wdLKtlimRaNksv7VNVlaKqhgwhVVWprve0aaBCcMlY08fdiabeKNkhnzO9b8q2w1WcOUYCQk1RVZVDZXU4XF4KK+tJirEHXfS1JTO2Ncz/Plbkas1u9embdquCJ3CBKhlC4W07XMW7aw8Zk0n1jGa9lUByjD3o/FEPcOt9JzuaPup8w6EKKuo83PfBVgkINcPZVIZQREPP14OB3qAnZyZz6eT2twy2Wy0MD3zn/ei0YaiqyoCkaBbtLGZIagyxEVY8fpWKWjf/21LIy8sP4Pb6eX5pLn9u5URWEawlU8auUlW1n6qqdlVVB6qq+oqqqmWqqs5RVXVk4M/ywLaqqqq3q6o6XFXVCaqqruv8X0F0Bo9fDaqPv2zKwFadPOnZPHXu8BlCofQModIaN/f8ZwuPLNjJvpIahqVpB4bM1FgtSFRS09zLiIAShwuPz28crPWmpcPTOyYgZF4ZjWoiQ2hAUjT//tE0vn/SQEb3bfh7D1fKCPqWuuX1dTz51Z6gflqxkVb6JkbRN1G7kDCXfrXWWWO1jLGU2Kb7ASXG2Kmq9/D1nhKiAydv1fWyItoSR6qdOD1+hqY3rILOHpXOiD7xXbYPoWUV954/lszUGGOUqwi2aGdDs9+1eQ0DVrcXVlPj8hrlKqEnyV1lUEo0FgUOlEqT/uYs213MmAe/4KONh6mo8xjlD8XVLvLL6/GrtClTz7xa3ty5TWZaLL86exSJ0XamDAoO3E0cmEhMhJWvdhQ38Wzx8abD7CupNXoHbS6oJCU2ggHJDUGg0X079zh65dSGDhj6d7DHp2K3KuQMaRjEIBlC4d3+9gYjGATaZFOzjITgYGhH9oQKx2JRiIu0saVAm6wqzaWb52oiQ0jvgVhV7+FQeR0psRG8f9sp9Eno+OC2oijMGduHlbmlOJweImwWEqLsvLcunzve3miUkeXLJOp2654zGtHj+fz+RuPmW0MPJulTxo4lIcpGfKSNx7/YZdy3t7iG4X20Cyl9VXTO376W7IQm7DqiTWJze/3M+dsy/rX8AHuLHcRGWLk6cGIzrv+xp6i0hHlltCWlE+bGgXrqvmi5L7Y3jIDXs+lOztROSH/ejr5aPz9rFO/9ZEazmSJJ0REUO1ys2l/GRdlaOYtDPoMtok8YGmqaXtPVFEVhtmmKVWykldS4yKCG76LB17tLjJ8/31ZkBEE3HKpgS0GlUXbXXX0oIm1WhqbFsqOwulv+/t7ilRUHAPjNB1uM7MYIq4UVuaXM+utSABKiW981oaUZQgB3zRnJxgfPJjEkKBsTYePc8X1ZsKVQxtCHUexw8vN3N3HBs8uN++rcPpJjIoIyhDp7OMUZo/uw8+HzGt0/aVASw0xBfskQCi/00xHa9LlfYnAAoSN7QjUlLtIW1Lbgor+vCJpgfLTaKW0NAvQModB+eXog72i1k/zyunYtSrbEmWP6UO/x8fWeEuxWCwlRtqA+lqmxEY3KOEXrSUBIGNxeP+sCK6Jen9qugJC+ctbS8bw2q4VLp2jphtGmL/kxgRWgKYMbLljNzW2FprCynvOeXs4DH23lQGkt1U4vT3y5m3fW5DNrVDrnju/Lwl/MChrx2R7mIF9L3t+RGfF8+ctZTB2aIiVjLVBa42J24KIl1NShqQA8MHcsy+4+nZzMxiPjW8pqUZg6tPnnJ0bb+XZfGU6PnzPHZGC1KBKUPYZ9JTXM+dsy3lx1EOi4zLy2ev3mqTx88XgA+sRHkRYXIRlCTdhXUmN8963MLeOKnIHMGJbKG6sOGmWvAHuPdl+2avagJDblV6Kq0pg4nMLKelbkljJzRBpur595K7Xg0MWT+mOurm1Lc/eW9hDSWZo4j5o7oR/VTi8bDlW0eh+Od1WBviTmJrJAowyhrhAdYW3Uv/KqqYO59/wx3HhKJtAwflsE03vN6EIbqYf2z9IzUVpyTtlWekNk/WO59XAVuabKg2l/XszpTZx7nWj0XpHxkcHHyegIKwlRNo5WOzlYXsvgTg4ITR+Wit2qcLTahd1qaVQqes74vhRW1sv3YTtJQEgYnl28l8v/sYqtBVV4fP42jw6E4JWzlr7OrbOGcdrINP5310zjvrkTtPre1LhI3v7xNABZ2Q5DD7K8syaf7YVaOqzPr5IcY+eZH05GUZQOTa82Bwtbuko3KiOeAUnRFErJ2DHtLKo2yv10l580kNX3zeEvl2l10nGRNjK7IPPEnN0ypm+8tjojJWPN+v3H29hXUssX248QF2mjT3zTJXld5foZmay5fw4j+sRJhlAT/H6Vg+V1xvRLgHPH9+XnZ42ktMbFS9/sY1BKNBdM6Mt9F4zptv2cNCiJ0hoXhbI4Etb767SJln+5bAKZqTEs3K6VAd5z3mjW3H8WN52aCTRf8tUU88VqewZd5GRqZWTr8yQgZOb1+TlSHfzvOiFQopIUYyc1NoLLJg/g7R9N67J9eufH05l/63Q++OkMLpjQl7kT+xEfZefuc0cDsHhnMcUO+SyGCl040vt4DQwE9cIFS+fddDJf/nJWo/s7SlwgCHzW2AyW3X06AOsCn8H6QKaXTFHVHKlykhRjJzqi8Tl+38QoDlfUU1jpZEgnT5k6sQAAIABJREFUB4Si7FajrUikzWL0Qh2QFM2aB7RzGqfHT0UgkKyqKp9vLcLr65xeVMertk4ZE8ehvDKtvGFnUTU+v4q1HRlC5iBQRAuj/QOTY3jzFu1L/t1bpzMgKTroufokpFJZ2W7EfHH3q/c2Gz9nDUhs8f//1jD3l2pNL40+CZGUOFyoqtrmRsjHi082F5IaG8GpI9IaPVZkutCbM6YPy/aUMGtUutE3qCtlmcbCDkqJISHaLhlCYfx3YwGzRqaTGhfJxkOV9EuMosbp5U+XZPWYf+t6jX9aXCTldW5qXV48Pj9JnTitp7f4eNNhhqTG4vb6OSkzmV+cNYqth6s4ZbiWkdc/MYrCKifnje/LA3PHdeu+ThyoZcxuLaiSySphfLqlkFOGpzIoJYapQ1PIK6vDblVIi43EYlH43dxxTM1M4cw2TN0MLhlr+3drUkwEozLiWHdQAkJmN8xbw8rcMuN2WlwEZ4/L4J01+dR7fCiKwpNXTurSfTJn4Z5k6h2kZ7Mv2VXMVS+tZvGvT6eqzoPdpjTKjjnR+Pxqo2z+0hoX104fzJi+Cfzuo234/I0v2M8Y3TGTcJtSEgg2njI8lSGpMaTFRbAur5yrpw1m5xEpwzUrqqqnbxN9gTISothwqAKfX+30DCEgMMTBE2g6rS1SRtgs9ImPMoZ0FFbWkxIbwSebC/n5u5v4/YXjjOmd4tgkQ0gY9BGse4468PjUY9bHN8fehgwhs+nDUhvVpaYGAkJlsrLdSEkgSPbLs0YF3d9ZTfoiggJCLa/jT4+LxO3zGxkmpTUulu4upuoEG2Ne5/Zy1zsbueZf37ExTMmA+UTqlBFp7H3k/KCsha403tT/yWpRSImNaJS9dKIrrKznl/M3c+c7G1FVFafHx+UnDWTzQ+dwSQdM3uhoaXERqCrMfXY5kx7+qrt3p9sdrdZ6lvzhk+2ANsRgcGoMcyf2Q1EUFEXhnPF9ATgvq2937iqAEQQ6Wi1ZCaFUVeVQeZ3Rt25UhpYZa7dajIwEq0Xh/An9miznao65waq9HYtmoPWBW5dXLk2JA/x+NSgYBNoixM9OH0FKbATnju/+z56ZedF0X6DpdPbDX3LVS6u7a5d6jNIaF16/yh1njOBPgXJl0Ca3nREIxF49bUiX75eeVXnO+L4oisKM4Wks2V2M0+Nj2+EqY7vQ8rYTgcfnJ7e4Br9f5fpX17BoZ3GTk/z6JUYZGTmd3UMIGhae7TaF4YEMIb3/mt6s/MK/r+AfX+/j5eX7AU6464r2koDQCcrr8/Or9zZx6mNLjIvP8kBQ4V8rDnC4st4YHd8WbckQOpakaDtWixK294XT42PVvrIwzzo+qarK41/sMsrDSh0uFAV+dsZwrpo6iOumD2HiwETuakfD4eaYg4WRrQkIBUpn9pfW8MdPt3P7Wxu4ad5anvxyd4fvY09W6mj4N7yjqJo9Rx1G5pR5RDJoDfPacuHSUfQLKr2Z9QVZ/diUXylNbU3090sPpvtVLVDane9bc9ICwfW8QGBv6H0L+NLUuPxEs7NI+7e8Kb8SIGwp5k9mD+O+88cweVD3j3pPiY3Aokj5dDgVdR7cXr/R+FQ/fnVU419zg9X2ZAiBNr211u3jw42H27tbx4VwGRpDUmIYlBLDhgfPZsrg7v/sNScvMERgc0HVMbY8/sx8fAnPL80FYO9RB6v3a+fjkwcnGX0PQVt4HpAUTd5jc5sdZtFZHrkki7kT+hmBjqunDqayzsMnmwpZmVtqbHeiLTy7vD7Of2Y5Zz35NR9tOsw3e7ThCk1lpZszh4akdkVASLvOiLBaGBHoyTgoWft7R2bEMT4wMOexz3ex7bB2HIkJU+ommiYBoRPUitxSPtxwmMOV9UZUvCTkAGhtR4aQOWDQljr9cCyB7ITSGhdfbCsyGg86nB6ufnk1V728mt1HHB3yd/V0h8rreHHZPuY+uwKX10dpjYvkmAjsVgt/uWwif7oki0/umNlpzWzNGWCtaQCoB4SeWbyXeSvz+O6A1qT1RJsQUFrb8Fk7VF7HOU99w5y/LeOvC3dz8qOLgv5/dPYo1mOJsFn41/U5fHqn1tvrBzmDiI+0cfNrayl2OPH6/Nz34VZyi7uvyW530yfnubx+nF59VGvP/XpNDfk3paraZ1JX6/KeUA0ad5m+N5Jj7PQLkybfLzGan8we3iOCfFqm3rH7QPn9Kpn3LuCZRXub3a43O1xZz/K9DZPh9AUu/UKmo0eTm89n2pNFDdqwjLH9EvjoBA8IXf3yai55fmXYRb2uKEfpKEt2FXf3LnQLt9dPQUU9f124m2KHk7Of+oafv7sJ0MpbB5oagSe0oZF7R7p2+hCev2aKcXv6sBQyU2N4ZcUBFu0sNnomFjtOrIDQN3tKjXO4JxY2LNA2VTLWz5Q5lNEJ4+ZD6QEhu9VCn4Qonr1qMs9dMxnQmpcvuOs0nr1qctBzpLVB6/TcM1bRabYXVvFrU5+Zw5X13PfhVtYfrODCif04a2wG0L506IhOyBACbWX73bX53PbvDUz7yyJ+9Po6znhiGRsOaSu7a/LKj/EKx4edRQ0XMKv3l1PicJEW13WBA/N0FT1zpCX05rqhwYOSE6wvlDnLbXtgNaPa6eWFZfsorXEbqzMAyT2gv8tZ4zKME6XEGDv/uiGHI9VO/rFsP//4eh/vrDnEfR9u6ea97FhV9R7qWjg9Rm/q7vH5cQYyETp7JHJ7hJvUo5/Ubc6vZPxDC/lqx9Gu3q1uo2cIgdYjpCcEfY4lLS6CEocLr8/PT/+9nhV7Sxttc6hcywB7evGert69LvPislyue2UNC7YUAQ1ldPq/Z/0752enD++Qv88c6G3vYpeiKMwalcaWgkrq3T7cXj+b8yvJLXZw47w1xqLX8e7bfWVsyq9kYyBDz6wrylE6ysP/22H8XFl34pzTlJkWuG5+ba3xc3ykjfT4SKMhMEBCdM/qraQoCqeP7sPuow58fpVfnq21XTjRmoQv3H6EhCgbaXERQcMKPE00Zp47sR8/Pm0ovzhrZLv6zbaUXjKmX09+L7t/oyl138vuzzs/nm7crjxBjp8dRQJCJ6BnF++lrNbN7WcMJ9JmYdvhKt5ZcwjQosHD+2gXfu05KTanUndUhhAQdIHm9PhZtPMopTVubpgxhOQYO+tPmIBQwwXMniMOSmtcRvZNVzCvjCbFtHzFJz1OO4AXVDRkwAxKiabU4WLXkWreX5ffcTvZg+kr+6Mz4lmR2/hCziylCwN9LZWTmUK03cqrKw/wxJfaxaZCz7+Ibo3sP37JJc+vbNG2+uQ8p8dPWa12IdCjA0Jh+gLoZW96ptAyU1Cyq/xnfQG/mr+pS/9OVVXZeKjSaBB7wYSe1aekKenxkZTUuFm+t5TPtx3h/9s77/Aoqu6Pf+5m03vvjSTU0HuV3lTsYsf+ivqzF3xFxfLa+6u+ir1jAUEU6U16rwFSSUIS0nvP7vz+mN3JLgmYQCDtfp4nTzazM7OTe2bv3HvuOd9z0+fbG+xz1JSC49UGnMrnC3NE0CM/7+PAiSKtQpU5QkgIwfFXL+aJqS1TFU4IoY1pzjVCCGBopBe1BoU9aYXc/Pl2LvtwMxPf3sj6Y7msOtK+nbLFFbWMf3O9lTbLqRgttFr+PJDFyGhvq/fNKX/thZevUKuAmp2xnYFci2iaQxklvHh5LKA6DcyYnzmtHSHUGBd19QVgSIQXA8LUNLacks4WIZTL2G5+XNxbtdnssVHY6XVWNrTEzcGWpy/uyUOn6JaeLyxTxs6EZRpi0SkaQlsS81jXSaP4moJ0CHUyFEXhRGEl47r58viU7gR7OLLSYiXY0c6GIJNA17kIclmJSutbbqI4NFKt8PDJzQPpZjFQeOaSngzr4t1pKnYcySqhi68zPi72rDqSzZ60Ik0X5EJg2Sl7ODZ9suHmqG8QMTYmxpe8smo+WpfEkwsPaKU/2yKL9pw44wMlv6yaeb8f/sdUDnN+ev+w0+fQf3vHEFY/MqZNVhGy0YkGeeP2zag29088tGAv93y7u8XO11zMq7vx2WokW1ZxJSkmfQhLErJL+c+fcZworB/87zI5pZtTfe9CI4TQIh3mXtyDy/sFkV5QQVFFDeuPqfd3ZiukcS4/lMWS/ZlnXS72SFYJBeU1FJbXNEnjamtSPpFPLSOtoILnZ/TirwdHc+WAkLP67AuNr4s9eaXV/LrnhLZtxCtrqK4z8MqyI6QXVBBniiR1b4bTvr2RU1pN3xB3vJ3tmPHBZp5adBCojww6H5i/O/pz0Fk0MzDcCyHghaVxWgq1mcra+mdhflk18dntKyV+a3I+yXnlvL3q9BFqp6bmDLKo4rXioTH0bQWdmebw7R1DeH6GKpr8+JRu2jO9szqEvJztuHlYOGsevYh5M+rFpEO91HFMW0xEHhXjw6OTuvLhjQPwc3XAzkan6cl9siGJD9clnjZSpjWZ/d1u5iw898jsqloDOaXVdPV34clp3dn4+DienNqd+Jem0T3A7Z9PcAFw0NenjJ0JRzsb1j82lp6Bbg0iLF9dfpQX/4ijqtbAlqS8TpUW3xTaVuye5Lzy2d/JvLs6gbLqOvoNDQPU1IFki4mOg62NJraWew45tJaC1HY2LbdS/sJlscyZ1kOrOLE7tYDqOiN6Gx19Qz3469BJCstr0OkE+9KLNM9/R+NwZgn9wjzIL6tmW3IBDra6816u0xLLCLDmRAgJIbC30VFTZ+SB8dHcNDycxXszqK4zsjkxD6MCu1MLGRHl3SbTNh4xpVoef/XiBu8pisLVH28lJa+c7gGuXDck7LTnySurwdVBT2ywO+xUo6JGx/jw0MSu7EgpoKKmjtExbfvePVWktfCUEPny6jqrUPHG2BifS49AN3xd7Rn68mpGRvnw9sx+LN6X2eLXeyY+XJfIGyuOkfTydGx0gj2nVH4b/spawNrudQYjU97diHmBe2C4J+kFFTyzRK1U5diGI4QAXB1sqS6rZkC4J0IIFu/L5JGf92NUIMLbiUMZxVTVGi5opFNKXjkGoyqqfjapItPe+xtfV3t0ArJLqkl5ZTpCqP3I7tQCfF0cCDM5Mrcl51tpt0zrHYBrG1y9Ph0+rvZkFFWSUVTJrSMi2Jacz9GTpWw4lssnG5NZdihLG8yX/MPizqaEPHalFlyw1d6WJKekmlExPjw0qSu3fVmfrnI21U2bir2tjtJq64Wvs8Xd0ZYeAW7EZZXg42LP7LFRvGhKPVodl83etEKGRXrz1qpjZJdUN/rsAVUKQK/Ttbhm0rmhdo41daefTGcUqY6TviHu7D9RzMhoHwxGhXBvpzb2vzTO6BhfRsf4MrmXP4HujlTU1KHXCfanF3FJH7UyaGWNgXXHcpgWG6D1Rx0JS6eeWZ/uVP3KV6/sw/NLDzMwvO0Jg9va6Pg/iwIs1w4O4bttaaw7lkO2KVLI08mOG4aefkx3oVl5+CR/HVILQbx6VZ9zOpc5OjjIwxEnOz1h3m3PNVBfZeyf+/UIH2cC3R20aFFQIxETssuorjPw/fY0XvwjjocmxrTLZ975ou0uYXYSjp0sPacQtsLyGm77codW3eB0lFbV8tKfRygzlTc1a0iYo4GCPRz5+KaB3DEqkkBTqPW5OIR0OqHllbZkhJCDrY2VyO7AcC9GRPkAaGVmX/rzCNd8vIVZX+w4Y6RGcUXTNULaAkUVNRiNClnF6iRgYJinNuh965p+F7S89dmmjAE8NKkrs4aHc+eYLvi5OmiRTeZUm5s+3867q89N86K0qpZSC0G59cdyuPGzbew8h5RC4xnKkJ4orOCpRQe1KJKUvHKKK2objXaqqTMSn12Kj4s9Vw+sj0b49o6hDAz3ZPbYKB6d3O2sr/NCcaomhzl1Y3VcNnd8tZNez62goPz0OgqVNQZu+2oncxYeoKrWQHZJNYv2ZlhNHk63glNQXkNVrUH7zHPlDZOIojnFZtfxeoeQZaSkZeTK/hPFWN4S47v7caNFGd22nDIGMLab6nAMdHcgyldNEzaLos4cHEZeWQ2jXlt7xvu+JakzGLVV9fTC5q+um+2UW1qtDeJLquq0967631Zmzt9KTZ2RrOJKrpu/jZ9MKaqL7h3RrpxBoOpzgOpQeHxKN569tCcAu03OzPSCSraY0lHzympYsCON6joDd3+zy6qaDpj73IQzTtz/iV3HC7j7m11n/M63NEajQl5ZNX6u9ozr5kfcC1N465q+PDH1/Paf9SljLTOEHmKKfB4e5a2lrABsiM9l0Z4Mnlh4QLunzdGLFTV12j1fazBy8fubmPLuxha5nnMhp6RK6zPyTFp5Z7qvzOnjb17Tl6MvTmVIpBePTenGNYNCz//FtiDm0tdOdnrGdvPl9/2ZGIwKxRW1fLAugXu/38O6Yx0vXWX5oZNaVB6o/VFjRPg48+VtQ5qlOdlaPDA+hrHdfNEJQa8gN/Q6QUKOdXRedZ1Bm09dSBRF4ccdadxtiqDW60SzI10qawzsTy+i3HT95mhg8z3cFmlqypgZdydbKw2hE4WVVNYaMCpoFVXfW5NwxnTWzoZ0CLUy136yldu+2nlWJQ7XHs3mps+3s+5YLpPf2Xha7YWfd6Yz8tW1VtvMaSgjor3xd7PnkUldmRobgIOtjZZ7rzvHlQy9ySFkfx5X6iwxlx1cuOeElurRWJqHmQEvrWL8mxt4d3W81jGeCUVRml3FLDGnjJmfbOWvg1n/uG92SVWjg+mE7FI+2ZDE8FfWcsVHm9merDo1BkV48u/pPbh/XDTTYi+s7oVlBFhzIyHuGBXJ85fFarnkjWkfvb828Zwmovf9sJf7ftir/f30b4fYnJjPgh1nr1GUb2GbU6sXvLMqgQWmSJ8IbyeScsvo+8JKrv90G0m5ZXy5OUUrKX/fD3vYkpRPrcGIg60NW+aMZ+XDY876ulqL64aEcfzVi3nx8liGdfEir6yGgvIa7vxmF2tMjoUzfV+ScsswGBXWHM3hl931aS9/Har/rlg6Y4oravlgbQI5pVUMeHEVfZ9fyfBX13A489wf6ObVp61J+Xy4LpEtFtVuLFOPLLWvzJXgzKVNbxkejqdz/WC4LaeMgVp+d+Hs4QS6OzImxpevbhvMnGndeWdmX67oH4yrvZ68shoOtUD7AqTlV5wxHTSzqIpag/qdP1HQ/HS1jMKGx5gHumZtsqziKp5dckiL+AI1MqGtl7NujCGRXvi72fP9nUNxttdrJXh3Wzgzy2sMjIhSNVnmLDrI7O/2sDIumxs/297oM8/skCuqqGmSs3XdsRyun7+N/LJqZs7fxsq4bD7ZkER1nYH/rklotMpLrcHI+2sStMp8TSGntIq7vtnFC0vjmPHBJtJN11lQUUOdUdHSw5zs9Fw1MIR7x0Y3+dxng7254k0LRbGaU+GHd/GmT4gHs8dGaWlpj03uapVmnZqv/u+XvL+JgS+uAmDl4fq0f8M5OnDfXnmMN1YcPatjiypqGPLyGl5brh5vXpCrrjOw8vBJNifmkV5QweebUrRJrLlPDfZ0bPNO9KZy5YAQskuq+XJzCpPf3cCH65IA+GpLaqte187jBSw/1HAsWmcwkphz5rGtoijc8sUO/jhQH72bX1bNPd9Zp3aP73HhItXPF35uDnx12xC2zBnP0vtHEePvqn3vzDyz+BCxz60gKbe+QMqvu09w4ERDYfRz5bO/k3l+6WGKK2rZkVKgOeAGhntSZ1QoqWyeY+rZJYe47MPNWnEh81imLcoTmNEcQk0MMPBwtKO4spas4kqKK2o5ZpFuuz2lgFAvR7yc7PhgbSIAO1Ia/250Jtq+q7aDY57w/LQrvcmDmFqDkQU70rTUBIAag5FFezN47tJeml7Al5tTqKo1ag9nS8xlIC/rF8xl/awjS3xc7Hnp8thzTreqMa2mO12gFQHPRspzp+SWMzjCq8H2k8VVGIwKJ0uqeNdUkvf+cdHUGRWt4zEaFfamFzIgTE2pWLQng0d/2c91g0MZHuWNj4s9T/92kF/uGaE5NU4UVlBRY+CXXencPCyCBxfs5XBmCZW1Bqb1DtQGQY2FDd/+1U7s9ToW3TtS+3ydTvD4rwe0fOb9J4p5Y8UxHG1t6BHohq2Njh6BFz7H1zJC6FxDoC21j24dEcGyg1nklFazJ62QQY3Y7kzUGYxsTylgR0o+iqKuTCooZJomH5sSc1EUBSEEO1IKuOWL7fz9xHjNfuuO5ZBZVGkV6WHGcgJzPK+cPiH1K7nmKhtf3jaYX3alaxWa9qUX8eSvB9iVWsjzS+OY1NNfe++W4epnBLXhh3BTuHlYOPZ6HduSC5j8zgYAgtwdyCyuIiWvnOFR3o0eZx5I2dnoeGbxIW27uVwtwMmSKgSCzOJKXlgax9bkfE3Eutq06rzsYBa9gtxJL6jg++1pPDa5a5NW7hVFITGnDCd7veaIeOnPI9r70X4uJOaUWa3qpuSVE2GqtmZ2Nqx8eAyKoqZgWa5+2uvb9uTGwdaGgSa9Dp1OrbQy1iLtdN3jYxn00mpe/COOz2YNbnTl99ONyQzt4kWfEA/is0tRFFiwM40bhoQhBET7qSkfVbUGxryxDld7PS4OepY9MBqdELy/NoFHJ3fFyU5PSn69895Sk+mbrceJ9nNhRJQPzy45RH55De/O7GeVElRaVWvlSDSTVVyJr6s9/zUN+gDNcWumsYpr7YGhXbzZ/u+J2t+B7g7Y6EQDHb3L+wdrDk7LsthXfLQZHxd7vrxtsLYtJa+caD8Xxr25nsKKWlJemU5JVR2ZRZWNPmfeWnmMQxklvLkyHoNRwdVBz7fbUuni68xbq+LJLq3ipct7a/sbjQrbkvN5e1U8H61PZO8zk3Gw1Vk9QwxGhZ3HCxjWxZvXlx9l4Z4T6v1hsbjz2C/7efnK3lTXqn3AhSh7bElLRwiN6+7HI5O6MqNfEDY6wZNTu5siuoxM6OHP99vTtLSO4/nldPF11lL9iypqrOyaml+Os72eLzalMCzKu1mp5Iqi8OPOdBRF4TFTlKoQQntmWrInrZDdxwu5a0wXbZv5mj7ZmMxT03toDqHc0motoiHYw5GMokpOFFYwtpsf8dml+Lna42TXcaYjU3sFMLGHv9XzZFS0D5sT86zScA1GhbdWHmPm4FDCvZ2tzpGYU4aTnc0ZxwdJuWX8vDOdJ6Z2b1Klp2s+3gpglUoLap/47JJD9A52Z2gXb/49vYf2nsGosOt4AUEejmyMz2VjfC7TYwPR6QQbE6wLD6x4aAwxftapYu0ZIQRCqIt8e9OKOJJVQo9AN2rqjPy8S13EevyX/SycPQJFUfslgKSXp6MT8NH6JMZ39zunMXpqfrl2H8X4ubIxPhcHWx3f3D6U7JIqdqcWkl1ahbuTLWn5FQjRsDJfUUUNx/Mr8HW156N1idoC3NpjOcRnl/K7KUXf3/3C6ZA2F7NGZVNTgT2cbCmrrmP4K2sJ93biGlM0vl4nqDMqDAjzpKbOqC1azvv9MNklVbg72nHH1zvxcbFnULgnCvDU9O4NKpp1RDpOD9xGaIpuxrfbUiksr7HyWO5IKeDeseprRVFYcTibsd18rVZM/jqYRXx2GTH+LpozaFgXL7Yl16fB7EkrZFx3P+oMRl5edkSb6JgZ392PtUdzCPY4sz7DTcMaToibizmKMeACDtZ+uHMo/1l2hMOmVf2kvHrv/Y870jAqCjcODWdrsnXI/Od/p7BkXyYpeeV8edtgonxc+HBdIj/tSmdwhCejY3y1FKQFO9NZsDOdfqEeHM+v4NttqfQMdONgRpG2EgSweF8muaXVuDroOZhRTE5pFXd/s5vuAa68elUfag1GjIqCvd6G4opa7Zr3pxfR1d+ViW9v4PL+QVZpbUKo3vyB4Z7nVSPhn9C3oL5PpI8zY7v58n/joxkY7qX+fmk1e9OKmu0QWrAznbkWzoVDmcXY2ehQFBgc4cnO44Uk5ZYR7efK/I3JVNUa2ZKUx2X9glEURdOg2H28kNtHRaoaPyayLFbMZ3ywmZUPjyEpp0zV8iisZHJPf8Z182NvaiHLDCe1fY9aRMmsisvGXq/j4LwpDcS12zNDIrzwcbHXJgDLHx7D4JdWcySrhFqDkW+2pvLKsiN8edtgIn2cCXJ3JC6rBJ2AByfGaClbp5JVXMVLfxzRKrFdNSCEhRYiuqCGrD8+pTtzFx9iQ3wuY2J8iPZ34fmlcVzcO5Dpva2rZBiMCo/9sp8dKQXayhiAi73eKgR8Qnc/EnPKWLq/fkU0KbeMcd3VCVZWUSWuDnpCPOv7Usu0o/a+2u3jYq99Zz7dmMzssVHY6AR6neBkSRVJueX8Z9kRrhkYwi3DBdd+slUTwf1y83EAPrpxANN7B5KYo/bDpdV1lFbX0f/FVXQPcOXoyVKCPBy5Y1SklvbsZGfD8sMn+XxTCp/fOphnTc+6g/Mm881WdYW9X4iH1UT0sV/2s8IUJbFr7kQMRoWhL68ho6iKAydSKa2q5fkZvXju9/pFFDOu9u0rVex06G10BLo7cKKwEk8nWxbOHkGcaQID6v28xsJxEJ9dRnx2Ge+bqsoBJOeWYTD6UWgKtR/00motMnLbUxO06OGqWgM2OqFN4s1VSh+e2JUX/ohj/sZkALYk5qMoCpW1Bn7YnsY3W1MZ3sXbdA4jPZ5dTr9QDz65eaDm1Hlr5TE+Wp/E/24cwEfrzc9T6wjq7SkFXPL+Jv5zhVrNyM/twk5kzJOTlqgyBmpf8YCFhgnAe9f157e9GXQPcGVElI/W7yXllLE3rT4KYU9aIUdPluDlbEdBeQ3j39qAo60NlbUGftl9gjExPjw/IxY3Rz0rDp9kbDc/rW8qrqhld1oB47v7A6oD3iwVMPr1dRRX1vL9nUO59cudhHs7Mf/mQew8XkDvYHdu+mw7FTUGLutfX/451cKpW1lj0M5lWcba3Od+ufm41k+0l8p+TUWnEzw0MYbVpipxax4Vvpf8AAAgAElEQVS9iITsUjYl5rEntZAoPxcSsstwc9Rr97hlFbyy6jomvr0BHxc7ds2d1OD8325LRa8TvLLsCCVVdUyNDaC/RZSjoij8tjcDIeDyfsEIIayyEHLLqq0muBvjczEq6oLj/hPF3HNRFF7Oduw6XsCWJNWBa6mXtSu1kCGRXiTmlGGjEzwyqStC0C40n86GcG9n/jp0kmnv/U0Xn3pnrLlPXR+fSw8L8eUXlh7mXxdF8caKY/ywPY3Nc8ZTXWfARgj0NjpqDUYUhdOOAavrDDy16CA5JdVWVWi/3JxCQk4ZD4yPZkikFztMIvR3fbOLj24cwMM/7SOtoIJ5l/Yi1MsJO72OxXsz+H672j8LUT8vu2t0JJ/+ncLkd+rTTNvyIpZZVLqpQv6WmQep+RVsTsyne4ArQR6OrD2ag7ezPQ62OlbFZZsKMKjzr0d+3kdFjYG0ggotYnZElHe7S2E9G6RDqAVJyC5l0jsbGRntTZSvC/eOjaakqpYQT0dq6xQtcsdyNRzU1IL0ggpOFFawLbkAbxc77vluN/ePi+axKeoqjaIozP5+D1Cfo7t77kS8Xex5YWkcX2xOAeCnnemMivEhvaCCWoPCAxNiiPZzYf7GJALdHXn72r7sSCnQBnYXggu5ejci2ofpvQM150pKbjmKokYCfbA2kZKqWq4eGMKGY7m4O9ry2lV9qKip45Gf91NqmgxaClMC7DxeyM7jhQ3E8MxRO5YDarP3Geo1mN67rh+3f7WLOQsPsi+9iH3pRdw2MpJnFh8iraCCbf+eYCVi+/WW44R4qqtoH65LwsFWx9BIL565pCcP/LiX5LxyegS27oO3JYURHWxt+Oq2Idrf3i72BLk7cPAscnsTTqnCcuVHW7TXNwwNY+fxQv5OyCPaz1VL9TGHrO+0SLVYtDeD5YdPsvfZSdjrbSgsr9HsbLax5YMU1EoVAFNiA3jfIiKhrLqOG4eGkZBTxo6UAvqGenQoZxCo+gBb5oyn69y/ALUkaaC7A99uS6WkqpYlphWomz/fgZ1ex+0jI/lkQzJ2eh2zL1LTIw5mFGv7vXR5LHMXH7L6Lk6LDeDNa/pw15hISqvqVAevUWHxvkx+3pWupY49s+QQ3QJcWXbwJH8eyGL/s5OpqjOwN62IvxNyGR3jy28WYsJm/nfTAG7+fIf296AIL3anFrIrtZBQL0cqawz8Z9kRLurqS4y/KxlFVQ1CrC0jhNp6ylhT+Ob2oYx6bS0frEvkg3XqPT2umy/rjtWvDG9JymdDfK5VRSQz769JYHrvQI5kNaz4ZXaUpuXX624529kwrrsffxxQo33MIe0As7/bo73ed6KId1bFq6lNJVWaMwhUUVNFUQV/s4oq2ZKUT99QDy7vH9yoQ6iqru1WNWwuoZ5OnCisxN/NgS6+LnQxCbsefn4KJVW1rDGlytnpdZquy9L99ZFV8dllVimYlmmy761J4Jbh4cT4uXDRG+voF+pBskW6BMA1g0J49a+jJOWqNk3OK2fBznQrjZG0ggoGhHlQYzByKKOEfelFPPLzPr67Y6gWiQvwg8nJZObK/sEs2puBr6s9wR6OpuPU+8PSKXshMKdz2bZAlbHTMaarL2NMUdovXR7LpJ7+vLD0sPZsGd/dj/XHctialE9Cdhk3DA3jqy3HAbU6mRCq1trifZkMjvSiX6gH93y3h4v7BPLhDQMAeO73Qyzel0mvIDdmDY/A1aG+/zI/F2d8sBlQzzX5nQ0UVtTSP8yDOtNi48b4PE0LLyWvPrJv2cGsBmk2p2NgePMWftoDZgkDgC4+zlpU2Q2fbde23zkqEoD9p6QZfbFJHc/nldWQV1ZtFUVdU2fk9eVHKa2qX7zYmpxP/zBPag1GiipqySmt0r4b3fzd6Bnkxpoj9c7gka+uZcHdw+gf6sljv+63qjQM8O3WVB6YEM3VpogiwGpxecGONMqqa0nKKSfc24n7xp3fFM3WxssiFTw5r5yZg0KpNRp54bJYpr67kXdWxfO0Kaoq0seZr7emYjB5Xipq6sgpreL2r3YyKNyLeTN6ceVHWyiurGXjE+O082YVV/LUooO8MCOWpNwyrR8E1bkxIMyDFYezifB24l5Te/ubHOGp+RVc/P4mAFwd9Myx6G8tURT49/TupOZX8MikbpRW1eHv5sCquGyCPNp2BIyWudFEvSTzwoOZrcn5/OuiLlzWN5i1R3OY3MufE4WV1BkVvjb1m6AuQr58RW96BblRYzAy85OtnaZioHQItSDmMLzNiflsTszXVjPNK8+L7h3BQwsa6vxM6RXA8kMneeWvo/x5oH5wZims+cuu+lXx4spawryc8DY9JJ6Y2o2psQF8uTmFvw6d5Pr527jZlI4yrpsv/cM8ubRPoDaJn9DDv4X/8zNzIZ1PALNGRJBbqpZoPXKyhK+3HGfe0jjt/WUHs1h++CRXDghhamwAlTUG5iw6SE2dEV9Xe3JLq3G2s+G7O4eSUVTJoz/vp7rOyO5GStrfODRM876bw2Wv+3QbMX4uFFfW0sXHmfHd/RkQ5sHaozkIoQ4m7/thj7Zq/uSvBzh6sgQbneDK/sEs3HPCSqy2qtbI1QNDiA12p6u/K8l55W2mFOT5olewewPtkuLKWnJLq3j0lwP0C3GnoKKW/17fH1C1X/48mMnC3epDtG+IO76u9qy2GASNiPIh3NuJTQl53DYyUquK9faqeFLyyllx6CSeTrba6nhFjYEtifmM7ebLgz/t05yM8S9NY9+JIn7ZdYLpvQM0J4LZOdAryJ0tc8aTVlDBdfO3AXDPRVEcyihmR0oBg9pglY2WwE6vY8PjY7UVKHN/s+SUimE1dUY+3qCuit46IgKdTnDn6C6mUqD5PHtJT6b0CrCK9Prj/0bRK8gNIYR27w+O8OKvg1ks3pfJE7/Wl15Nyi3XJqQAyw5lWU1IE7KtJ7GgrlCPjvHl9/tH8v22NH7alU5XfxduHh7OrtRC7h0bTRcfZ2bO38bbq+LxdrFj9ZFsxne3TsewnFC19wghUEu4jo7xsar6ZukMAnXFXwj410Vd+GRDsrb9/nHRfLAukR+2p/Hv3+rbP8bPBXdHWy21aV96ERlFlRw9WUKEjzO3DI/QHEKWEVybEvPoHuCKl7Od1XPyVMxh/v5uDvxxIIv0wgoenBCDu6Mto6J92JSYx5e3DqZ7oCvDX1nLzS0QDdtWGBXjw9bk/AalvJ3t9VrkcoinIzkmgWJnOxttsOvpZMvCPSfYlGht3z3PTOKlP+P4cUcaP+5IY3SMD9kl1ZoTzjJK2dXBlov7BLJ0fyb3jYvmvTUJ2nfPx8WeKwcE8+eBLC7vH8ylfYLILK5kT1oRzyw+xKM/7yc+p1SrDPN3Qh4+Lva8dlVv5i09zAMTYlh6IJN/jenCnaO78H8/7mXp/ky6+rtc+JQxs0OohSKE/glHOxumxgawL72Ijzck0TvYnS9uHcy1H2/l800pGBXoG+rOwtkj+GrLcZbuz+Tdmf209Ns1R3KoqFYdn38eyOLtaw3Y6220VfHDmSU8sfAA3QNcteii7gGuTOzhz/82JDGjbxC/7c3Qno2WEUqP/bKf1PxyegW58f6aBILcHcgrr+FRU/qMm4NeE3f/7o6hONrpWH0kh/iTpcT4u/LxhiSGNDMSuD0ghODjmwZSWlWLEEKTaQDwcbEjr6yGz0yOnwPpxeSWVqOgkF9Ww4frEonwduJ4fgUfrUvimUt68OOOdOKzS+kZ6GblDAr2cGRTQh73jo3m2SWH+XFHGs+ZBOYBDmUUE+zhyFurjmmp3LUGhRf+OMKjk7paOR5AjXr5fFMyl/atj6w1XwuAn6s9i/ZmsMi0qDKp54WdT7QGV/QPIbOoiqsHhuBoZ2NVQe3+cdHMWXSQ302RxB/fNJCr/7eF77ap84LCilqG/GcNAGVVdRiNPbXFzrjMEjYn5nHryAie/z2O9cdyGfPGOu3cl/YN4t6xUbg52rLq8ElWHM7m5St6a2OLxtKY5t88iKKKGlbFZWs2+nzWIJYdPEmd0cjdY+qLgZirkz14SnRiW8TshG+qQ8ic2m/JRV196RnkRvLL09HphDan+2xTivbdALhyQLDWxkEejtIhJGkeBqPC7/sycbXXE+XnQlxmCfZ6HaXVdVoagmW0wvd3DmVopBeJuWVsTy5gyb5MNp4y0D6aVcqtX+5gvWm7XieY0S+IRXsyCPWqf7g42NowJNKLQeGe/LwrnTmLDmraRFGmfN7WLHV5IVPGQHXAzZvRi++2pTJ38SErZ5AQ8NySw1TVGrlusBoC6Ghnw5gYX3JLq/B3c2BlXDazx0bRP8yT/mGeXNIniEd+2seivRlM6O7HU9O7M/HtjfQNceeZS3pqDiFzuOzP/xre4JoendyN15YfZd6MXpRW1THri/pIBHOlmwcnxHB5/2DNsXjriAhtxa9fqKpX09XfheWHaRXdoAtJbJA7q+KyGfXaWh6a2JV96YXaAxbUtDoAD0dbrh4YwturjmkRPpf2DeK/1/enrLqOr7cc19KR/FztGRXtwy+7T/CfP+O0h4HBqLBkXwYTe/hrufN2eh2jX1vH1uR8KmsNbIzPxdHWhgk9/NDpBAPCPDUh2nBvJ1LzK6wGfEEejgR5OLLy4TH4uzrg7mSLm4MtfUM9GqQwdSQsdRDemdmPd1bFsyHeul9zd7SluLKWJfeNpG9ovQ6Tg60NO5+u10SZ3NOfgeGeTOjhp2nRnEqkr/VD/9K+QbjY6/lxRxo3Dwvn222pfLfNWshzx/ECrhoQwq7UAtIKKvj1nuGaHlSfEA96XenO7aMiCfd2JszLiShfF80ZFeblpJV6hYYVLywdQm297HxTifFX235abAB9Qjwa1aQL9nDkpqHhfLIhmdtGRnDj0DB8XOz5bnuqlTMIUL874R6aQ+hgRrFW9ODiPoEMjvBk7sU9iPJz4bO/k7HX27D2aA7XDwnjlSt7M3fxQU0TxzIEfuagUCZaTE6m9grgs00puDvaMqOvWv75v9f35+utxxkZ7YOdXnfaEt7tlVkjInhjxTFGm6IVT2XLnPE42dnQ3yRGPKNfsJbu9evsETzx6wF2pxYyNNKL7aZ0BC9nO966pi+3DI/g8g8383dCHjY6oYkXXzso1Cpt/Z2Z/XhnZj9AjSoC+PGuYZqWmKU+iaezHT0C3NiWnM+ivRnEBrtp31uAUdHeTOjhry1i/fXgaE0fY0bfIJbuz2wVQXBzakVTdFtaksendMPb2Y7JvdT2mBIbwA5T5czewR5E+7nQJ8Sd+8ZF0c3flaziKn7bk8HaozlWOkOjXlvHY5O7kmxynLva6ymtVrWiPrppAOFeTgS4O+Bkp9ei1FfHZVNaXce/xnThE1NK4JAIL+xtdVYaXQpqOoo5ff66IWFaCmGkrzPBHo5aRJDRqHBp30B6BdWnZnckploU+xBCcMeoSPQ2gkcnddOiaV1MbT/4P6sB1Unr5mjLT/8azpsrjvHF5hTcHPWa1iWgOe0u6RNIjJ8r76yO56edadp3+aP1SdjrddjoBE8sPMATCw9gayNYOHuEFvG1P72IW77YgbezHV/eNphwb2dKKmspq67jsg82a/sBDI/y4Xh+GuHeTvi42Fs5nLs0MvHuaPi62jNvRq9G3xsZrfa1q+Ky0Qk1Quiy/kFW41Uzx/MrrDTepr//NwDz/05utKrz+9f10+ZuNwwNZ3iUj1VanqMpyn1QuKd23v5hHjjY2nBRN1/NIWTZhzaG7gL3Y2eDOT23OaL5z17Sk9/2ZmgOuGGR6jPI/P9a3rtTYwMpKK+mT4iH1WJemJeTdAhJmketwcisERH0CnJjTFdfiitrsdfruOubXfydkNdg/15BbuhtdHQPcNPESUur63hqWnf83Rz482AWq+KyNZ2hcG8nvr5tCMeyS1m0J4OKRqq16HSCaweF8ubKYyTklOHvZq9VcmpNzJ3WhWZyT3+rKAOAS/sE8fv+THoEutHbQh/m3ev6YTAofLReHdj0C7UeZN43PppFezOYGhtAtJ8rO/49AQ8nO+z0Or69Y8g/tvPIaB9+v38UYF1Ku1+oB1cPDGFiD38tkurTWwaxZF8Gj07uSnZJFRN6+GuTsimxAcRllVqFI7cW1w8JZViXxgWDW+LcBqORPw5kaUJ9jfHttlRt8mB+KJpXrFzs9dw3LpoANwfiskoQQvB/42MoKK/h07/Vlblwbyd6B7vz5jV9G0R09A/zYP7GZDycbIkNdmPxvSMbFREdE+PLt/mpVmHdZrr61z+83Z1sWXLfyOY3RjulX6gH/72hP33mrWTW8HCi/FzILa3mgQkxnCyuaiB8eCrzbxn0j58RYeGAum9cFPeNi8bJTs8DE6LxdbHnjwOZWmSXJfdc1IWvtug4nFnSIF3BRie0QZcQwkpHqqu/C2kFFYzt5ou9XsfMIdZ55dYpYx3DIWS2U99QD80x3TPQTYsuAFWAO9TLiXdm9mVklA9+pkWA+TcP4oN1iUzq6c/RrBK+355GqJej5tCO9HHG0bY+UiHAzQEh1IgxQBPEzSiqJMjUP5ptPjDckwFhHvi5OmCn13HD0DArXbW5l/Rk1ogIvF3sNK0bT2c7HprY9fw0VBvAxV7Pnmcmaemwp2IWqL1rdBfmb0xmamwAP+5Iw93RlihfF965th8v/BHH3It7MPbN9dpxQgj6hXrw2lW9eXLhQZbcN5K96UUUV9RwcZ9A9qYVNfosePXK3hzOLDmtsDyo45b3ZvbjiSndNIdyfHYp21MKGBVjXdjC0jE8obsfL14eqzn7LiT2eh22NuKCL7TZ6ISVdta02ABeX36UG4eGE21a/LM1jStBjUztE+yupSnZ2ggu6aNG+zy5UHXULrh7GEMivPh1zwmGRXoT5n2aftn0r3YPdNWEoe8e04WJPf3ZkpRHUm45u44XMDLKh6sHhnDHqC4YjApujnrNIXTq4qBOJzqsM6gxnrmkZ4Nt82b0shrjlNcYWPbgaPzdHHj1qj5sSszj3dUJuNjrcbKzIae0miGRXrxxdR88nOzQCdiWnK/ZE1S5gh6Bblapum9d248+IR7snjsRB1sbLv3vJpLzyvn39B7agohZjuKxKV15eZnq+L91RAQPT+rKnGmqcLV5MfP5Gb3YEJ/Lpa3w/WtLBHs4Yq/XkVNaTbCHI3Z6HXMv7kmfEA+2JuU3SE+/bn59Gp6bgx4nOz355dV09XfRqiObsexf7PS6RjWads+diIuDnrT8CpJyy7Vxh5Odns9nDWq3RRNOxVz1uqkRQgC3j4rk5uHhzP5uD3eOjmzg+PJ0ttO0lC7uE9hAFgRUh9CqU1IqOyrSIdRCONjaMHtsfSieuWOd0TeII1mlrH3sIjbG56LX6didWoCHU31FrFCL/Pex3fzoFuCKn5s9G+Nzee7SXgS429M3xANvF3ttBXrW8IhGr0OnE/QL9WT1kWym9upYQn3Nxc/NgUcndSXM24lhXby1VJHf92dy/ZBQq87WPJF7eFJX+oV6MDLaegAb5evCoeen4GwaaPtZDGxGxzSvGpsQqgjfB2sT+eWe4Q3EoSf19NecGv+7aaDVe72C3Pls1j9PlC8Er1zZ57yd28/NgUcmd6NnkBv3fLeH2GA3Hp3UjY0JudQZFBbuOdHAKXrz8HC+un2IZiMzVw0M4SrT6wB3B/5300C+357K078d4o5Rkdxymu/SlF4BbE8pwNfFng+uH3DaijJzL+nB8CjvRh8mnR03B1sOzpuMi73e6vv2T86gpmLpdHlscjftMwLd1UFQbLC7lUP+tat6MyDMkxh/V+bN6NXsEs3mfmJklI/VxEx73yJC6EJHD5wvLukdiECdfBoVuGZgCHeN6cKchQeorDXSzd9FiyK4on+I1bFDIr34JlLVB9uUkMf329MI8XSiZ6Ab1w8JZdaICKJ8XVgVl8293+8h8DTpxZZaTd4u6rPTw9GWpy9uOMGypKXus/aEVyPVNk9lztTuPDyxq0l0Noj7x6spA2HeTtrzZeHsEVo5dzPXDgplamwg7o62Vo7SFy+PbfRzrhsS1qRr1tvorKILI7ydVYdQdOORTqCOdVor3c9Or2uyuOn5JMjDkf3PTT6j83lEtA9b5oxnxKtrsdEJ3ri6D/ePj+bGT7czo1+Q5si79h9EU819ZbSvK09f3IN7v9+j3QMjonwYEeVjZQ/L+/CLWwexL724w/SJLcEHN/QnIbuMK/oHM+/3w1omQTd/V+27YKNTF7Fe/esIb1/bjwU701l9JJuhXbysxqCvX92Hyz7czLhufnQLcOHlZUfpHezGtNgAPt2YzE6TEwjQpCYW3D2MuKwSq8qSZib1DNAcQk9O7W61qPvS5bF8tfk4NwwNY9aIiPPSNu0JnU4Q6ePM0ZOlxAarjlgHWxuuHRSKTgjNIRTm5URXf1dWH8km0N2BlQ+P0WxSVWvA1cGWAS+uoqC8hlAvR567pPGIpFMx2zPG31VbODZzoeVBzifmvqO5YzZbG90Z50xPX9yTRyZ1O23gQpi3E/nlNZRV11kt+HVEhNIMb9v5YtCgQcquXbta+zJajapaA9Pe+5uZg0O556J6p1JjpT6bQmJOKYv3ZvLAhJhWFa+NmPMnQJsKy1cUhc2J+Qzr4tViJWPP9jqgdVP52gN1BiOvLT/KtYNCGzzsft6ZjouDnrmLD1FQXsOGx8c2KN16OhRFYWtyPgPCPM84mC6pqsXFTt8uQmo7K//3416MRoUPbxzQ4L30ggq+2JzCxB7+6IQ4Y6RCU/hycwrPL43j13uGn7YCXlvs99oCVbUGXlt+lAcnxFgtiJjZkpTH4Aivf6yemFVcyZjX17Hg7mEdUoxWoupKbU7Ma7NitU/8up+/Dp3k4LwprX0pTeaTDUkMCPdksKnfMhiVZjloHlywlyX7Mjn8/BSc7fVnPT6VNOT6+dvYmpzPK1f2ZkqvgAZOXaNRQacTfL4phRf/aPz5Y2nPgyeKCfF0xNPZTju2OSiKQuRTywD5HGsKo19fS3pBJW9f25crB9QvilTU1PH68mM8NLH+mVdWXYedja7RuVmfeSsoqapj6f2j6B3SeSLnmsJPO9N4cuFBrh4YwpvX9L1gn7spIY8fd6Qxb0Yvq8pl7RUhxG5FURr1kEmHkOS8kVNahY0QmgdbIjkfpOaXs+LwSe4a3UUOUCXnFaNR4Vh26Rk1vKRDSCLp2Ly18hh/Hsxi7aNjW/tSLhhVtQYyiyq1ynWSluP9NQl89ncyu+ZOOuMirtGocPRkKT0vgGTA2yuPUVJVd1rtHEk9L/4Rx+ebUtj/7GStmvTZMO/3w3y15bjmdJXU8+vuEzz2y36u7B/M2yaNOknzueAOISHEVOA9wAb4TFGUV8+0v3QISSQSiaQjIB1CEknHpqrWQFWtodFIN4mkudTUGSmurO0QEQidkVqDkcLyGqs0vrOhzmCkoKKm0ephnZ3f9p7g4Z/2c1m/IN67rn9rX0675UwOoRbPmRFC2AAfAtOAnsD1QogzJ/pLJBKJRCKRSCRtHAdbG+kMkrQYdnqddAa1Y2xtdOfsDAJVS006gxrHrAsZJSMUzxvnIyZtCJCoKEoygBBiAXAZEHfGoyQSiUQikUgkEolEIpFIgGFdvFlw9zBNA03S8pwPh1AwkG7x9wlg6Kk7CSHuBu4GCAtrWiUKiUQikUjaMj/cNZTqWmNrX4ZEIpFIJBJJh8BcEVFyfjgfDqHGVF0bCBUpijIfmA+qhtB5uA6JRCKRSC4oI6JOXypbIpFIJBKJRCJpS5yPutsngFCLv0OAzPPwORKJRCKRSCQSiUQikUgkkrPgfDiEdgIxQohIIYQdcB3w+3n4HIlEIpFIJBKJRCKRSCQSyVnQ4iljiqLUCSHuB1aglp3/QlGUwy39ORKJRCKRSCQSiUQikUgkkrNDKErry/cIIXKB1Na+jhbCB8hr7YuQnBPShu0bab/2j7Rh+0fasP0jbdj+kTZs/0gbtm+k/do/HcWG4Yqi+Db2RptwCHUkhBC7FEUZ1NrXITl7pA3bN9J+7R9pw/aPtGH7R9qw/SNt2P6RNmzfSPu1fzqDDc+HhpBEIpFIJBKJRCKRSCQSiaQNIx1CEolEIpFIJBKJRCKRSCSdDOkQannmt/YFSM4ZacP2jbRf+0fasP0jbdj+kTZs/0gbtn+kDds30n7tnw5vQ6khJJFIJBKJRCKRSCQSiUTSyZARQhKJRCKRSCQSiUQikUgknYwO7xASQoQKIdYJIY4IIQ4LIR40bfcSQqwSQiSYfnuatt8ohDhg+tkihOhrca6pQohjQohEIcScM3zmLNN5E4QQs0zbXIUQ+yx+8oQQ757m+IFCiIOmz3lfCCFM23+yOP64EGJfS7ZVW6WD2bCfEGKb6fhdQoghLdlWbZEOZr++QoitpveWCiHcWrKt2irt1Ib/EUKkCyHKTtlub+pLE4UQ24UQEefeQm2fDmbDMUKIPUKIOiHE1S3RPu2BDmbDR4QQcaZrWyOECG+JNmrrdDAb3iPUZ+E+IcQmIUTPlmijtkxHsp/F+1cLIRQhRIeuomSmI9lQCHGrECLX4hx3tkQbtXU6kg1N710r1OfhYSHED+faPmeFoigd+gcIBAaYXrsC8UBP4HVgjmn7HOA10+sRgKfp9TRgu+m1DZAEdAHsgP1Az0Y+zwtINv32NL32bGS/3cCY01zzDmA4IIC/gGmN7PMW8Gxrt6+0YfNsCKy0eD0dWN/a7Svt1yz77QQuMr2+HXixtdtX2vC0Nhxmuu6yU7bfC3xsen0d8FNrt6+0YbNtGAH0Ab4Brm7ttpU2PCsbjgOcTK9ny+9hu7Shm8XrGcDy1m5fab+m28/if9gIbAMGtXb7Shs2+zt4K/BBa7eptOE52TAG2GtxfX6t0qatbdRWuImWAJOAY0CgxY11rJF9PYEM0+vhwAqL954CnmrkmOuBTyz+/ti80SwAAAVSSURBVAS4vhHjp2PScDrlvUDg6OnOZ9omTMfHtHZ7Shs2z4bACmCmxfYfWrs9pf2aZb8S8zFAKBDX2u0pbdjQhqfsd+rDdwUw3PRaD+T90zk64k97tqHF9q/oRA6hjmhD03v9gc2t3Z7Shudkw+uBv1q7PaX9mmc/4F3gEmA9ncQh1JFsSCd1CHUwG74O3NnabdjhU8YsEWpqQH9gO+CvKEoWgOm3XyOH3IEaHQAQjGpoMydM206lKftdj7oappzm+BP/cPxoIFtRlIRGju/QdAAbPgS8IYRIB95E7Xw6DR3AfodQV0IBrkF1CnUq2okNz4R2bkVR6oBiwLuZ52jXdAAbdno6mA0tr63T0BFsKIS4TwiRhDqpeaC5x7dn2rv9hBD9gVBFUf5oznEdifZuQxNXmVKhfhVCyDFp+7NhV6CrEGKzUCVFpjbz+BZB3xof2hoIIVyAhcBDiqKUCFUS5Ez7j0O9aUaZNzWyW2NGb8p+1wE3n+6jm3D89cCPpzm+w9JBbDgbeFhRlIVCiGuBz4GJpzlPh6KD2O924H0hxLPA70DNac7RIWlHNjzjZTXxGjokHcSGnZqOZEMhxE3AIOCisz1He6Sj2FBRlA+BD4UQNwBzgVlnc572Rnu3nxBCB7yDGmHSKWnvNjSxFPhRUZRqIcQ9wNfA+LM4T7ukg9hQjxpdNBYIAf4WQsQqilJ0Fuc6azpFhJAQwhb1hvleUZRFps3ZQohA0/uBQI7F/n2Az4DLFEXJN20+gXU0QAiQKYQYaiEmNeN0+1mcuy+gVxRlt+lvG4vjXzAdH3KG4/XAlcBPZ9kc7ZIOZMNZgPn6fwE6vKg0dBz7KYpyVFGUyYqiDER1yiadQ7O0K9qZDc+Edm5Tf+oOFDS5IdoxHciGnZaOZEMhxETgaWCGoijVzWiGdk1HsqEFC4DLm7F/u6WD2M8ViAXWCyGOo+qb/C46j7B0R7AhiqLkW/SdnwIDm9EM7ZqOYkPTuZcoilKrKEoKatpbTDOaomVo7Zy18/2D6tX7Bnj3lO1vYC089brpdRiQCIw4ZX8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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "clicks_10T['residual'] = clicks_10T['click'] - clicks_10T['user']\n", "\n", "plt.figure(figsize=(20,2))\n", "plt.plot(clicks_10T['residual'])\n", "plt.legend(['residual(clicks - users)'])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "train = clicks_10T[['user','click','residual']][:-144]\n", "test = clicks_10T[['user','click','residual']][-144:]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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userclickresidual
timestamp
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" ], "text/plain": [ " user click residual\n", "timestamp \n", "2020-07-07 00:00:00 78 103 25\n", "2020-07-07 00:10:00 76 108 32\n", "2020-07-07 00:20:00 66 93 27\n", "2020-07-07 00:30:00 71 102 31\n", "2020-07-07 00:40:00 75 101 26" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Creating the RCF Model\n", "\n", "We train the model with SageMaker built-in RandomCutForest algorithm. \n", "\n", "This algorithm takes a bunch of random data points (Random), cuts them to the same number of points and creates trees (Cut). It then looks at all of the trees together (Forest) to determine whether a particular data point is an anomaly. A tree is a great way to store data because it’s easy and fast for a computer to use. To create a tree, you randomly subdivide the data points until you isolate the point you’re testing to determine whether it’s an anomaly. Each time you subdivide the data points, it creates a new level of the tree. The fewer times you need to subdivide the data points before you isolate the target data point the more likely it is that the data point is an anomaly for that sample of data.\n", "\n", "You can find more deteiled information from [here](https://docs.aws.amazon.com/sagemaker/latest/dg/rcf_how-it-works.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Training job\n", "\n", "Define RandomCutorest and set the hyperparameters for RCF training:\n", "\n", "* **num_samples_per_tree** - the number randomly sampled data points sent to each tree. As a general rule, **1/num_samples_per_tree** should approximate the the estimated ratio of anomalies to normal points in the dataset.\n", "* **num_trees** - the number of trees to create in the forest. Each tree learns a separate model from different samples of data. The full forest model uses the mean predicted anomaly score from each constituent tree.\n", "* **feature_dim** - the dimension of each data point.\n", "\n", "In addition to these RCF model hyperparameters, we provide additional parameters defining things like the EC2 instance type on which training will run, the S3 bucket containing the data, and the AWS access role. Note that,\n", "\n", "* Recommended instance type: ml.m4, ml.c4, or ml.c5\n", "* Current limitations:\n", " * The RCF algorithm does not take advantage of GPU hardware." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "session = sagemaker.Session()\n", "execution_role = sagemaker.get_execution_role()\n", "\n", "bucket = session.default_bucket()\n", "prefix = 'rcf-clickstream'\n", "\n", "# specify general training job information\n", "rcf = RandomCutForest(role=execution_role,\n", " train_instance_count=1,\n", " train_instance_type='ml.m4.xlarge',\n", " data_location='s3://{}/{}/'.format(bucket, prefix),\n", " output_path='s3://{}/{}/output'.format(bucket, prefix),\n", " num_samples_per_tree=512,\n", " num_trees=100)\n", "\n", "rcf.fit(rcf.record_set(train.to_numpy(),\n", " channel='train', encrypt=False))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Detecting spikes with the Model \n", "\n", "After you train your model, you can deploy it to get predictions. We can detect unexpected spikes on the website by fetching anomaly socres from this endpoint." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Defaulting to the only supported framework/algorithm version: 1. Ignoring framework/algorithm version: 1.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "-----------------!" ] } ], "source": [ "rcf_inference = rcf.deploy(\n", " initial_instance_count=1,\n", " instance_type='ml.m4.xlarge',\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below code will invoke the endpoint train data. Before looking at the anomaly score for our test data, we need to decide a thresold to determin whether it is abnomarl or not. To do that, we will look at the distribution of inference results(anomaly scores). Plotting a histogram is often useful when deciding the threshold of anomaly scores. \n", "\n", "When invoking endpoint, we configured endpoint with SageMaker Python SDK's csv_serializer and json_deserializer. We can pass data in a variety of formats to the endpoint. In this example we will use CSV-formatted data and pass it as numpy array. Other available formats are JSON-formatted and RecordIO Protobuf." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3 sigma threshold : 3.1105467749364344\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sagemaker.serializers import CSVSerializer\n", "from sagemaker.deserializers import JSONDeserializer\n", "\n", "# set the serializer and deserializer of the endpoint and then call an inference.\n", "rcf_inference.serializer = CSVSerializer()\n", "rcf_inference.deserializer = JSONDeserializer()\n", "\n", "# invoke endpoint\n", "results = rcf_inference.predict(train.to_numpy())\n", "\n", "results_pd = pd.DataFrame(results['scores'])\n", "threshold = results_pd.mean() + results_pd.std()*3\n", "print('3 sigma threshold : {}'.format(threshold.values[0]))\n", "\n", "results_pd.hist()\n", "plt.title('anomaly scores')\n", "plt.axvline(x=2.62, linestyle=':', color='r')\n", "plt.annotate('threshold=2.62', xy=(2.62,300), color='r')\n", "plt.axvline(x=threshold.values, linestyle=':', color='k')\n", "plt.annotate('threshold={}'.format(round(threshold.values[0],2)), xy=(threshold,150))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since RCF is an unsupervised algorithm, label data is not required. However, if you have even some of labeled data to distingish whether they are normal or not, you can use them to decide the thresold by **choosing the number to prduce the highest precision, recall, or F1 score**. This also means this labeled data can be used for performance metrics for our model. If you pass the test dataset into the training job as a test channel, SageMaker will return this score. (Test data channel is optional)\n", "\n", "If you do not have labeled data, you can choose **3 standard deviations** (approximately 99.9th percentile) as a rule of thumb (assuming the score is normaly distributed). Or, you can use an appropriate value by visually checking changes of the graph or the distribution of the histogram. \n", "\n", "From our result, 3 standard deviations value is around 3.1. However, we will choose 2.6 as our custom threshold to see if our model can catch the program fault." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "custom_threshold = 2.62" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Plotting the Prediction\n", "\n", "The code below will invoke the endpoint with test data and plot the results(anomalies). Anomalous points with scores above the threshold are marked with dots." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "results_test = rcf_inference.predict(test.to_numpy())\n", "results_test_pd = pd.DataFrame(results_test['scores'])\n", "results_test_pd.set_index(test.index, inplace=True)\n", "\n", "plt.figure(figsize=(20,5))\n", "anomalous = test[list((results_test_pd > custom_threshold)['score'])]\n", "anomalous['score'] = results_test_pd[list((results_test_pd > custom_threshold)['score'])].values\n", "\n", "plt.subplot(2,1,1)\n", "plt.plot(test[['user','click']])\n", "# plt.scatter(x= anomalous.index, y=anomalous['page'].values, c='red')\n", "plt.scatter(x= anomalous.index, y=anomalous['user'].values, c='blue')\n", "plt.scatter(x= anomalous.index, y=anomalous['click'].values, c='black')\n", "plt.legend(['user','click'])\n", "\n", "plt.subplot(2,1,2)\n", "plt.plot(results_test_pd)\n", "plt.scatter(x= anomalous.index, y=anomalous['score'].values, c='red')\n", "plt.legend(['anomaly score'])\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our model detected program faults well as it shows a big difference in the number of users and clicks. **(It didn't seem to detect system faults well but we will detect them in the next notebook.)** Please note that our model detected anomalies accroding to the changes and deviations in each feature value instead of using a fixed threshold." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Stop and Delete the Endpoint\n", "\n", "Finally, we should delete the endpoint before we close the notebook.\n", "\n", "To do this, execute the cell below. Alternately, you can navigate to the \"Endpoints\" tab in the SageMaker console, select the endpoint with the name stored in the variable endpoint_name, and select \"Delete\" from the \"Actions\" dropdown menu." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "The endpoint attribute has been renamed in sagemaker>=2.\n", "See: https://sagemaker.readthedocs.io/en/stable/v2.html for details.\n" ] } ], "source": [ "sagemaker.Session().delete_endpoint(rcf_inference.endpoint)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, move to [LAB3](3.DeepAR.ipynb) to see how to make use of time series prediction to detect anomalies" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "conda_python3", "language": "python", "name": "conda_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": "3.6.10" } }, "nbformat": 4, "nbformat_minor": 4 }