{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Detection of changes using the Cumulative Sum (CUSUM)\n", "\n", "> Marcos Duarte \n", "> Laboratory of Biomechanics and Motor Control ([http://demotu.org/](http://demotu.org/)) \n", "> Federal University of ABC, Brazil" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Change detection](http://en.wikipedia.org/wiki/Change_detection) refers to procedures to identify abrupt changes in a phenomenon (Basseville and Nikiforov 1993, Gustafsson 2000). By abrupt change it is meant any difference in relation to previous known data faster than expected of some characteristic of the data such as amplitude, mean, variance, frequency, etc.\n", "\n", "The [Cumulative sum (CUSUM)](http://en.wikipedia.org/wiki/CUSUM) algorithm is a classical technique for monitoring change detection. One form of implementing the CUSUM algorithm involves the calculation of the cumulative sum of positive and negative changes ($g_t^+$ and $g_t^-$) in the data ($x$) and comparison to a $threshold$. When this threshold is exceeded a change is detected ($t_{alarm}$) and the cumulative sum restarts from zero. To avoid the detection of a change in absence of an actual change or a slow drift, this algorithm also depends on a parameter $drift$ for drift correction. This form of the CUSUM algorithm is given by:\n", "\n", "$$\\begin{array}{l l} \n", "\\left\\{ \\begin{array}{l l} \n", "s[t] = x[t] - x[t-1] \\\\\n", "g^+[t] = max\\left(g^+[t-1] + s[t]-drift,\\; 0\\right) \\\\\n", "g^-[t] = max\\left(g^-[t-1] - s[t]-drift,\\; 0\\right)\n", "\\end{array} \\right. \\\\\n", "\\\\\n", "\\; if \\;\\;\\; g^+[t] > threshold \\;\\;\\; or \\;\\;\\; g^-[t] > threshold: \\\\\n", "\\\\\n", "\\left\\{ \\begin{array}{l l} \n", "t_{alarm}=t \\\\\n", "g^+[t] = 0 \\\\\n", "g^-[t] = 0 \n", "\\end{array} \\right.\n", "\\end{array}$$\n", "\n", "\n", "\n", "There are different implementations of the CUSUM algorithm; for example, the term for the sum of the last elements ($s[t]$ above) can have a longer history (with filtering), it can be normalized by removing the data mean and then divided by the data variance), or this sum term can be squared for detecting both variance and parameter changes, etc.\n", "\n", "For the CUSUM algorithm to work properly, it depends on tuning the parameters $h$ and $v$ to what is meant by a change in the data. According to Gustafsson (2000), this tuning can be performed following these steps:\n", "\n", " - Start with a very large $threshold$. \n", " - Choose $drift$ to one half of the expected change, or adjust $drift$ such that $g$ = 0 more than 50% of the time. \n", " - Then set the $threshold$ so the required number of false alarms (this can be done automatically) or delay for detection is obtained. \n", " - If faster detection is sought, try to decrease $drift$. \n", " - If fewer false alarms are wanted, try to increase $drift$. \n", " - If there is a subset of the change times that does not make sense, try to increase $drift$. \n", "\n", "The function detect_cusum.py (code at the end of this text) implements the CUSUM algorithm and a procedure to calculate the ending of the detected change. The function signature is: \n", "python\n", "ta, tai, taf, amp = detect_cusum(x, threshold=1, drift=0, ending=False, show=True, ax=None)\n", " \n", "Let's see how to use detect_cusum.py; first let's import the necessary Python libraries and configure the environment:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2017-12-30T09:06:44.041485Z", "start_time": "2017-12-30T09:06:43.796931Z" } }, "outputs": [], "source": [ "import numpy as np\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import sys\n", "sys.path.insert(1, r'./../functions') # add to pythonpath\n", "from detect_cusum import detect_cusum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Running the function examples:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2017-12-30T09:06:46.420185Z", "start_time": "2017-12-30T09:06:45.510049Z" }, "run_control": { "breakpoint": false } }, "outputs": [ { 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\n", 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\n", 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60fv4K47D4QhDNaz7ZgvWVfUIPvulJDOuZcbhcDgcDkdK41pmHA6Hw+FwpDQpPYBb7dq1tXHjxn6L4XA4HA6HI0bMmTPnL1WtU/KeQVLamGncuDE5OTl+i+FwOBwOhyNGiEjUOYNcN5PD4XA4HI6UxhkzDofD4XA4UhpnzDgcDofD4UhpUtpnxuFwOByOVCA/P5+1a9eya5dL5hygYsWK1KxZk8zMzDIfyxkzDofD4XDEmbVr11K5cmVq166NiK8DTCcFqsrmzZtZu3YtdepEFbhUJK6byeFwOByOOLNr1y6ys7OdIeMhImRnZ8espcoZMw6Hw+FwJABnyOxJLMvDGTMOh8PhcCQBbUe0pe/7fcndlOu3KClH0hgzItJQRKaKyA8iskBEbvBbJofD4XA4EsW8lfMYNXcUTZ9oGhej5r777qNly5YcccQRtGnThq+++orhw4ezdevWqI81evRoVqxYEVP5ykLSGDNAHnCzqh4OHAtcJyItfJYppqxdCz/+CN99B3/8Afn5fkvkKO+sWweLFsH8+bB8OeTl+S2Ro7yzYQP89JPp5LJlUN6Cf3bm72R73vaYGzWzZs1i0qRJfPPNN8yfP59PPvmEhg0blsqYyc/Pd8ZMOFQ1V1W/8eY3AT8ADfyVqmzk58OUKXD55dCoEdSqBYcfDkccAQceCDVqwGmnwciRsH6939I6ygMFBfDpp3DVVdC0KdSsCYcdBkceCQ0bQvXqcPLJ8PTTsGaN39I6ygOq8MUX0KsXNG9uOnjooaaTjRrBfvvBiSfC8OHw559+S5s4Ym3U5ObmUrt2bSpVqgRA7dq1GT9+PCtWrKBz58507twZgD59+tChQwdatmzJ4MGDd/+/cePG3HPPPRx//PGMGTOGnJwcunfvTps2bdi2bVvZLjYWqGrSTUBj4Hdg3yK2XQvkADmNGjXSZCQ/X/WNN1QPPljVHlWbqla1dS1aqO6//97b7rhDdd06v6V3pCMFBaoTJqi2bLmn3u2zj2rz5ra+bt09t1WurHrLLaqrV/stvSMdKShQff991bZt99a7Zs1MJw84YM9tWVmq/fqp5ub6LX30/PHHHyXuwxDCTllDs7TyvZW1z6Q+umLjiqjPv2nTJj3yyCP14IMP1j59+ui0adNUVfWggw7S1SEP+Zo1a1RVNS8vT0888UT99ttvd+/34IMP7t7vxBNP1NmzZ0ctR2GKKhcgR6O0G5KmZSaAiGQDE4ABqrqx8HZVHamqHVS1Qyxi02PNL79YzfbSS+Hnn6FxY7jnHmsyDTSfLlgAq1ZZV9Po0dC5M2zZAvfdB3UGteWMp5wDmCN2/P47nNQ1l/Nf7MuC49ty4IEwaBDMnQsbN5qefv89rFxp0+uvW4vh9u0wbBjUG9KWU4f3ZcVGp5OO2LByJZx1cS5nPdOXuUe3pV49GDgQZs+GTZtg8WLTyRUrYPVqGDcOzjrLupyefBIaDG3LSY+UL50MtNSMmDOCSyZcEvX/s7OzmTNnDiNHjqROnTpcfPHFjB49eq/93nzzTdq1a0fbtm1ZsGABCxcu3L3t4osvLsslxJWkSponIhUxQ+Z1VX3Lb3miZcIEuOIKM0z239+MkyuugIoVi96/fn3bfsUVMGsW3HILzKw9jw9XLaThIy9xdbseDOk8iAOqHZDYC3GkDa9PzOWql4ey84iXQAqgwk4WLwavpXkv6tY1Q/zSS2HOHPjXv2BqnXl8smYhjR55iava9eDuk5xOOkrPhCm5dH9+KDsOC+rkkiVQpUrR+9euDRddZNN338Ftt8Hk/ecxdb29J3u07cHQk9NfJ7Mys8iUTHq06cGgEweV6hiZmZl06tSJTp060bp1a15++eU9tv/6668MGzaM2bNnU6NGDa688kq2b9++e3vVqlXLdA3xJGlaZsQCzkcBP6jqo37LEw2qcPfdcMEFZshcdJG1vvTsGd6QKUzHjjB9urdQYSf5sp3nc0bR9PH4eLU70pvcTbkcd39fLpvdlJ0tR0HF7VBhJxDekClM+/bwv/95CxV2kp+xnRfmOJ10lI7cTbmc+HBfLpjelB2H76mT4QyZwrRuDe+/7y1U2ElBxnZGfTOKJmmsk1mZWVSpUIWebXuy5IYlPH3W09TLrhf1cRYtWsTPP/+8e3nevHkcdNBBVKtWjU2bNgGwceNGqlatyn777ceqVauYPHly2OOF/i8ZSBpjBjgO+CdwkojM86Yz/RaqJAoK4IYbYMgQyMiARx6BsWOtNhEtGYXuhmbuZHu+PazxCtVzpBe5m3LpM6kvjR5pysxte34wSkPhnFZOJx3Rkrspl77v96XRo035fGPsdZLMnezI384LaaaTsTJiAmzevJkrrriCFi1acMQRR7Bw4UKGDBnCtddeyxlnnEHnzp058sgjadu2LS1btuSqq67iuOOOC3u8K6+8kt69eyeNA7CYr01q0qFDB83JyfHt/KrQvz889RRkZZkRc+65ZTum3B0+I2JWZhYZkmHNjP+X/s2qjsjJ3ZTL0M+H8tK8l9i1q4B8Cf+x0MHRPfNOJx2lYQ+dzCsgn/KtkytWrKB+/frF7iN3y17dSWUxYFKBospFROaoaodojpNUPjOpxpAhQUPmvffMaTKe7My3l8GIOSNYsHoBn135WXxP6EgZLplwCV/8/gUFWgAJzJjudNIRjj10MoGksk62qdeGvx34t3JhxMSaZOpmSileftmilDIzzdM+3oYMgBRYs2Pv9r0Zd8G4+J/QkTKMu2Acp9boDbuqQF5Wws7rdNIRjnEXjOPM/X3QyfzU1cm5veaWuTupvOKMmVIwcyZce63NP/00/OMf8T1fxYws2FUFzenJ1ZvL3nfqSD9yf67H9IFPw+NL6FipJ1UqVCErM34fkKyMLMgznbx4pdNJx96sXx7UyfYZidFJyauCzunJWYuX8NSZTifLE86YiZI//7SopZ07oV8/y1oZLwIOYNe068m4vy0hc8rTPPWferzzTvzO6Ug91q+H88+HrVvhivPrMeOOp1lywxJ6to39B2S3U2K7nrx38hKyPnma0U/V47XXYnYKRxqwZYvp5IYNcH6Xenw9ODE6+fHZS6j62dOMH12PZ5+N2SkcKYAzZqIgPx8uuwxyc+GEE+DROAWQF+XFftGZ9XjoIdt+5ZXw66/xObcjtVC1oQl+/RXatYPnnrNoj3rZ9Xj6rNh9QIrSybM71eOpp2x7r17www8xuihHSqMKffvCwoU2fMvo0RapmQidPPmYeowaZdtvvNFyJTnKCdGmDE6mqX379tFmTi4Tw4ZZSu06dVSXL4/POdo810b7TuqruZv2ztddUKDatavJ0LGjal5efGRwpA4jR5o+7Lef6i+/hN8vd1Ou9p3UV9s81ybqc5Skk927mwxHHqm6c2fUh3ekGWPGBIfK+P778PvFSydVVfv0MRkOPlh1y5aoDx8XIhnOoCRWbFyhfSb1KVWZJSuxGs7Ad4OkLFMijZkff7QxQ0B10qSEnXYv1q4Njlfy6KP+yeHwn99+U61WzXRhzBj/5Ni0SbVJE5NjyBD/5HD4z8qVqrVqmS6MGOGfHNu2Bcchu/lm/+QIpSzGTMCIqXxvZc0amqUMoVTHycjI0COPPHL39MADD0T1/9BxnDp27FgqGQoTK2PG5ZmJgPx861aaNcu6eF56Ke6nLJZJk+Dvf4fKlW3Mp4MP9lceR+JRhS5d4OOP4bzzYPz4IpKJJZBp02yMsQoVICfHRjx2lC9UzZ/wrbfg1FNhyhR/dTInB4491hKbfvEF/O1v/skCkeWZKUxorp4CLdgddg7R5+YBG59p8+bNUf8vQOPGjcnJyaF2abLChiFWeWacz0wEPP64GTL168fPTyYazj4bLr/cBgLs0cOMLUf5YtQoM2Rq1YJnnvH3owHQqRNcdx3k5ZnBv2uXv/I4Es+bb5ohU60avPCC/zrZoQPceqsZWT16QBIkqY2YQNbkpk80ZdTcUWzP276HIRNrGjduzODBg2nXrh2tW7fmxx9/BGDNmjWcdtpptG3bll69ehHa+JGdnQ3AtGnT6NSpExdccAGHHXYY3bt3373fBx98wGGHHcbxxx9P//79Ofvss+N2Dc6YKYFFi+COO2x+5EioUcNfeQIMHw4HHAAzZtgoso7yw++/w0032fxTT9ngkMnAf/4DTZrAvHnwwAN+S+NIJH/+acYs2EjrjRr5K0+AwYOhRQv46Se46y6/pSmZeBsx27Zto02bNrunceOCeXhq167NN998Q58+fRg2bBgAd999N8cffzxz587lnHPO4ffffy/yuHPnzmX48OEsXLiQJUuWMGPGDLZv306vXr2YPHkyX3zxBatXr47ZdRSFM2aKQRX69LEWkCuusCHok4UaNWDECJu//XZYtsxfeRyJo39/2LTJhs64+GK/pQmSnc3uSJJ777UPiKN8cMstsGYNnHIKXHON39IEqVQpGE316KNmaCczl0y4hBFzRsStJaZKlSrMmzdv93RxyAvkvPPOA6B9+/YsXboUgM8//5zLLrsMgLPOOosaYWrzRx99NAceeCAZGRm0adOGpUuX8uOPP9K0aVOaNGkCQLdu3WJ+PaE4Y6YY3noLpk6FmjWTo3upMH//u/VRb9sGt93mtzSORPDxxzBxohkOTz3lf1N+YTp3tlDxXbuCrUeO9ObLL+HVV81wGDEi+XTyqKOsAhAYFDiZ3UTHXTCO3u17xz3BYFFUqlQJgMzMTPLy8navlwhuaOC/of9PtD+uM2bCsG0b3Hyzzd97rxk0yciwYeYIPGaMObk50pddu+xlDHDnnebDlYzcf7/5Tbz/Pkye7Lc0jnhSUGCGAljrTNOm/soTjsGDoXZt+Pxz+O9//ZYmPLHOxVNW/u///o/XX38dgMmTJ7Nu3bqI/3vYYYexZMmS3a08oV1a8cAZM2F45BH47Tdo3Tq5mk0Lc9BB5uQG9lJxzsDpyzPPWGK65s1hwAC/pQlP3bpB/4Qbb7Rs2Y705OWXYfZsM6wHDvRbmvBUrw733Wfzt9xi2bKTmXgZNYV9ZgaWcNMGDx7M559/Trt27fjoo49oFIUzVJUqVXjmmWc4/fTTOf7446lbty777bdfWS8hPNHGcifTFK88M8uWWcInUJ06NS6niClbtqg2bGjyjhzptzSOePDnn5YYD1TffddvaUpmxw7VQw4xeR95xG9pHPFgwwbVunXtHr/2mt/SlExenmrbtibv4MGJP39Z8swEEgxWubdKmfLMJJpNmzapqmpBQYH26dNHHy0iOVqs8sy4lpkiuO02s9wvuMBCTpOdffaBhx+2+dtvt7F6HOnFoEE2zk2XLhaan+xkZcFjj9n83XdbtIsjvbj3Xli1yvK3XHqp39KUTGampdkAePBBa3lPFQq31LSp18ZvkSLi+eefp02bNrRs2ZINGzbQK46DGbqkeYX45hto396c2RYtsm6cVEAVTjwRpk+3UPJ77/VbIkesWLTIwktF4LvvbLybVOGss+CDD6wLNPAhcaQ+v/9uyTp37rRupg5RpTfzl27dYOzYxCdALU3SvPKAS5oXJ+68036vvz51DBmwD11gIMrhw63G5EgP7rrLHC2vvjq1DBmw3DMiNgBmKtWEHcUzdKgZMpdcklqGDFhFr0IFeOUVNzhqOuGMmRCmT7foi2rVktuZLRzHHgvnnANbtrikZenC3LmWWbVSpdRI+lWY1q2tC2LnTrjnHr+lccSCn36yFo3MzNS8p82aWVBHQUFqPlOOonHGjIeq+ZuAhWTHcOiJhDJ0qNWEn33WmoIdqU1oS2GDBv7KUlqGDLGa8OjR4GVJd6Qwd91lUZNXXZW648LdeaeltBg/HubM8VsaRyxwxozHhx9anpZatSycNFU54gjrE3Y14dTniy/M3yQ7OzVbCgM0b25dZK4mnPrMmwfjxllL4aBBfktTeurXh379bD4wXI0jtXHGDPaSDSj0v/8N++7rrzxl5e67rQl49GhzHnWkHunSUhhg0CCrCf/3v+Zk70hNAi2FfftCw4b+ylJWbrvNXAqmTIHPPvNbmsTx9ttvIyK7B5NcunQprVq18lmqspNUxoyIvCgif4rI94k878SJ5pvQoIE9pKlOoCacn+9aZ1KV//3PfLjnKtTMAAAgAElEQVRq1kyPYQEaNLCuMrBsrI7U46uvLKtzdrZV+lKdWrUsgR4kaYthfj5MmmS+A5MmxSwj6pgxYzj++OMZO3ZsKcVKzsysURkzItJBRC4WkareclURqRBDeUYDp8fweCWiGgxjHjgQqlRJ5Nnjxx13mJ/C2LGweLHf0jiiJaCTN9+c+i2FAW691Z6vSZOSf8A/x94EMuhedx3UqeOvLLFiwADLDvz551Z5SBry8y2pVLduZv1362bLZTQkNm/ezIwZMxg1alSRxszSpUs54YQTaNeuHe3atWPmzJkATJs2jc6dO3PppZfSunVrli5dymGHHUbPnj1p1aoV3bt355NPPuG4447j4IMP5uuvvy6TnKUiksx6QF3gK6AAyAeaeutHAI9Hm6mvhHM1Br6PZN9YZAD+4APLCFmvnurWrWU+XFJx9dV2bVdf7bckjmiYPt3uW/XqlmU1nbjxRru2Cy/0WxJHNMyda/etShXVVav8lia23HWXXVuXLvE9T1QZgN97TzU72wQLTNnZtr4MvPrqq3rVVVepqmrHjh11zpw5+uuvv2rLli1VVXXLli26bds2VVX96aefNPCNnTp1qu6zzz66ZMkSVVX99ddfNTMzU+fPn6/5+fnarl077dGjhxYUFOg777yjXbt2jVimRGcAfgxYCdQCQke1+C9wWtlNqsgRkWtFJEdEclavXl2mY6laCx5YDThdWmUCDBwIGRk2foqLbEodAjXg/v3Tp1UmwC23WHbg8eNdjo9U4v777bdXL9h/f39liTX9+1vX2ZQplgAwKZg713JshLJlS5mbNMeMGcMll1wCwCWXXMKYMWP22L5r1y6uueYaWrduzYUXXsjChQt3bzv66KNp0qTJ7uUmTZrQunVrMjIyaNmyJSeffDIisrvlJtFEasycDNyhqoWHzPwFiHzkqRigqiNVtYOqdqhTxrbOadNg1izzS+jdOzbyJRPNm1vrZF5eMKGeI7nJybHIuuzs4GjE6UT9+ubPpepyIaUKP/xgxmdWVtDHJJ2oVSvoKxmoSPhO27ZQteqe66pWhTalH8ZgzZo1fPrpp/Ts2ZPGjRvz8MMPM27cuECPCACPPfYYdevW5dtvvyUnJ4edIaPEVi0kT6VKlXbPZ2Rk7F7OyMggLy+v1HKWlkiNmSpAUWPf1gG2x06cxBLwS7jxRvt4pCOBiJgXXoDcXH9lcZRM4GXat6+9ZNORW281f6433oBffvFbGkdJPPCAGZ9XXZW6uY5K4qabLNpu4kSYP99vaYAzzoBjjrEPk4j9HnOMrS8l48eP5/LLL+e3335j6dKlLFu2jCZNmrB8+fLd+2zYsIEDDjiAjIwMXn311aR19i2KSI2Zz4ErQ5ZVRDKB24D/xVqoRDBrFnz6qTXjB6Is0pEWLeC882DHDhg2zG9pHMXx3Xfwzjv2Uk2HCKZwNG4Ml11mvowPPui3NI7iWLLEjM7MTDNC05W6dS0rMAS71HwlM9P6vcaMsZDUMWNsOTOz1IccM2YM55577h7rzj//fO4PueC+ffvy8ssvc+yxx/LTTz/t1RqT1ETiWAO0AFYDH2MtNG8BizA/mmbROuoUc54xQC6wC1gOXF3c/mVxAO7a1Xyqbr+91IdIGebMsWutWlV17Vq/pXGE47LL7D5df73fksSfRYtURVSzslRXrPBbGkc4+vY1nbz8cr8liT+//65asaJqRobq4sWxP35UDsDliIQ6AKvqQqA1MBP4CKiMOf+2VdWYNRSrajdVPUBVK6rqgao6KlbHDuWnn+Dddy2LZTr6JRSmXTs45RTzHxsxwm9pHEWxfLmF0WdkmDN6unPIIXDuuZap+qmn/JbGURRr1gRHlU7nVpkADRvaOGIFBTZYryO1iDjPjKquVNXBqnq2qp6pqneqakp6YTz2mPUB//Of1rxYHgg47j35pH1AHMnFE0+Yo/aFF1o3THkgoJPPPrt34IbDf559FrZtMzeNli39liYxBCoSL74Ia9f6K4sjOsIaMyLyf5FOiRS4rKxebWn+Ib39Egpz2mnQqhWsWGEtAI7kYePGYItZeWiVCdCxo03r1gWfSUdysH17sMWsPOlk69b2rty6NT6t2BoSOeSIbXkU1zIzDZjq/Qbmi1qeGjNpEsCzz9qDetZZcPjhfkuTOESCxtuwYdYy5UgORo0yg+aEE+Coo/yWJrEEPpSPPhqzbO2OGPD667BqFRx5JJx0kt/SJJaATj7xhAVOxIqKFSuyefNmZ9B4qCqbN2+mYsWKMTmehCtYEQkNDD0GGAbcB8zy1nUEbgduVdX3YyJNlHTo0EFzcnIi3n/7dmjUyFpnPv0UOneOo3BJyI4d1oWxciV89BGceqrfEjny8qBZM0tqOHEinHOO3xIllvx8859ZsgQmTLDIO4e/FBRYK+4PP8Crr1rkWXlC1Yy4774zn6Err4zNcfPz81m7di27du2KzQHTgIoVK1KzZk0yC0VpicgcVe0Q1cEi8RIG5gCnFrH+VGButF7HsZqijWYaOdI889u1Uy0oiOqvacN991kZnHaa35I4VFXHjLH7ccghqvn5fkvjD08+aWXQsaPfkjhUVd9/3+5HgwaqO3f6LY0/jB5tZdCqVfn9VvgJcRzOoAUWKl2YP4DDorKefKKgwJqywZoRRfyVxy9694Z99rGWmaRIDlWOUQ3m/rnpJotkKo/06AE1aljuJ29cO4ePPPKI/d5wA8SoByDl6NbNslV//729Kx3JT6SvzwXAYBHZPXqRN3+Xty3p+eAD+PFHC7+78EK/pfGPmjUtkycEjTuHP3z+OcyZA7Vrw+WX+y2Nf1StCn362HzgQ+rwh7lzrQs+OzuYRK48kpUF/frZvEs2mhpEasz0AToDf4jINBGZhrXUnORtS3pcbSPIgAHWMvXGGxbd5PCHgE727Zt+g5xGy/XX2wfk7bfdEAd+EtDJnj2henV/ZfGbXr3M0P7kE/j2W7+lcZREpEnzZgNNgIHAN8Bcb76Jty2pmTPHBpXcd9/yXdsI0KyZOVru2mV5ZxyJZ9EieO89S9x43XV+S+M/BxwA3btb19tjj/ktTflk2TIYN84y5t9wg9/S+E+NGjYoKrgWw1QgmqR5W9VGrL5JVW9U1edVNSVSXQWyOV5zjRk0jmD44YgRllPBkVgef9x+L78c9t/fX1mShUDqgJdegvXr/ZWlPPL00xZdd8EF5SdxY0kMGGC+bGPHWhSoI3mJyJgRkfOKm+ItZFlYudJqGxkZ6T2gZLR07AhHH20Jy954w29pyhfr18Mrr9i8qwEHadXKht3YujWYRt+RGLZtg+eft/kBA/yVJZlo0gS6drVWbDcUTHITacvM+DDTf70paRk50hTxnHNcbaMwAQe3J55wSfQSyUsvWfr+k04qP2niIyWgk0895ZLoJZI33rD0/R06wDHH+C1NchHQyWefdUPBJDOR+sxkhE5AFpZIbzqQtMMZ7NxpCgjlY0DJaLnwQhub6rvv4LPP/JamfJCfH0wT73Ryb846y2rDS5ZYBKIj/qhahQZMJ8tr2opwdOpkrYarVsF/k7rqXr4pVWYLVc3zHH9vB56JrUixY8IE62Zq1coU0rEnlSqZxz44R+BEMXmyfagbN4azz/ZbmuQjMzPoEO10MjFMn245p/bfHy66yG9pkg+RYMXD6WTyUtY0XeuBZrEQJB4Eahv9+rnaRjh694YKFeCdd+C33/yWJo3Jz4dJk1gzYChnMYnr++RTKIO3w+Oqqyyx48cfw8KFfkuTxng6uaKP6WTva/KpVMlvoZKT7t0tuumrr+Drr/2WxlEUkToAtys0tReRs4ERWJh20jF7Nnz5pSlg9+5+S5O8HHCA1cYKCoJdco4Yk58PXbqQf3E3LvtlMGPoRv/3uzinkDDUqBFMIhjoknPEGE8nCy7uxoULTSdv/8zpZDj22cdy74BrnUlWIm2ZyQFme7+B+XeBTCApM7cEFO7qqy3xkSM8AQe35593YdpxYfJk+OorMrduJhOlGpup+M1Xtt5RJIHIw1decWHaccHTyYwQnaw0z+lkcfTta1Gx48a5MO1kJFJjpgnQ1PttAhwE7KOqf1PVH+MlXGlZtcryAmRkuIRkkXDMMXDUURbN4MK048DcueiWQimZtmyBefP8kScFaNkSTj7ZismFaccBp5NR07ixRcW6MO3kJFJj5iDgD1X9zZuWqep2EakgIkkXzeTCsaNDJNg68+STLkw75rRty66KhZoHq1aFNm38kSdFcGHacaRtW/KynE5GS8AR+LnnXJh2shGpMTMVqFnE+v28bUlDaDh24GXoKJmLLrJohvnzbQBER+wo6HIGszOPYRPZqIiN4nfMMXDGGX6LltScfbZVRlyYduzR08/gm4pOJ6MlEKa9ciWMH++3NI5QIjVmBCiqvl4LSKohDSZMgNxca6bu3NlvaVKHSpUssgmcg1usmfxRJv+3bQo31BmDDrkHxoyBKVNw4UzFk5kZ9J1xOhlbvpiVyd82T6HPfmPIv8vpZKQUbsV2JA+ixfQpiMi73uxZwCfAjpDNmUAr4AdVPT1uEhZDhw4dNCcnZ491f/sbzJplfZrXXuuHVKnLihVw0EEW2fTrr9Cokd8SpQddusBHH8FDD8G//uW3NKnFunVw4IHmmL5gAbRo4bdE6cGFF1rLwqBBcM89fkuTWmzZAg0bmm5+9ZUNC+OILSIyR1U7RPOfklpm1niTAOtCltcAy4HngMuiF7VoROR0EVkkIotFZGC0/5892wyZ6tVdOHZpqF/fXnIFBfBM0qZCTC1+/NEMmSpVgiPwOiKnRg345z9t3oVpx4Zly+Dtty2/VKA11hE5Vau6MO1kpFhjRlV7qGoP4G7g6sCyN/VS1QdU9a9YCCIimcDTwBlAC6CbiERVDwsoVs+eLhy7tISGaW/b5q8s6UDgA3zZZVCzKK8zR4m4MO3Y8uyz5lB9wQVWgXFEjwvTTj4iHZvpblWNt2/M0cBiVV2iqjuBsUDXSP+8apUplogpmqN0HHusDTa3di28/rrf0qQ2GzbA6NE275zRS0+rVjYo55Yt8OKLfkuT2mzbZtGe4MYGKwsuTDv5CGvMiMh8EanhzX/nLRc5xUiWBsCykOXl3rrCcl0rIjkikrN69erd6zdssBde1642UJ2jdBQeh8SFaZeewOjYnTpB69Z+S5PaBHTy6addmHZZGDMG1qyB9u2t4uIoPS5MO7kormVmAkGH3/HecrgpFhQ1etJen1JVHamqHVS1Q506dXavP+QQS1755psxkqYcExqmPX2639KkJgUFbnTsWBIapu2S1JYO1WBXvBsdu+yEhmlPiNVX0FFqwhozXtfS1pD5sFOMZFkONAxZPhBYEe1BKlaMkTTlmNDRtAODdTqiY/Jk+OUXiw77+9/9lib1CR1N2+lk6fjiC0vwu//+cPHFfkuT+oSGaTudLB2LFsFrr8GOHSXvWxJlHTU7lswGDhaRJiKSBVyCjf/k8IHQ0bR//91vaVKPQA34uuusHB1l5+qrg6Np//CD39KkHgGd7NULNzp2jAiMpv3llxZN64iORx+1aMU77yz7sYrzmSnWTybWPjOqmgdcD0wBfgDeVNUFsTi2I3rq17doh/x8N5p2tPz4o+Ufc+HYsaVGDYsKAxemHS3LlsFbb7lw7FhTtWrwGXdh2tGxdi28+qrNx+I9WVydMeHJmlX1A8AlLk8S+veHN8fms/SpyeyqOJeKR7e1dOcuS2ixuHDs+NGvH7wwMp9VoyazvfpcKnd0OhkJgXDsSy5x4dix5rrrYPgj+Wx8YzKbD5hL9glOJyNh1CiLruvSBQ47rOzHKzYDcLJTVAZgR+zQvHxm1+zC4Zu+Ilu2IFWr2vgtLu15WDZssIy1mzebA7WLYoox+fnMqdOFQ9Z9RVW2kJHtdLIktm2zjLVr1sCMGZYl3RFD8vP5tl4Xmv7ldDJS8vKgWTNzYXj/fTjzzD23xyMDcOETNBORs72pWTT/daQe8uFk2u78impsRlTtC/3VVy6cpBhGj7ZicuHYcWLyZI7cZjqZgdPJSBg7NhiO3bGj39KkIZMn03KL08loeO89M2SaN4fTYzQYUkTGjIjUEpF3gJ+Bd7zpJxGZKCK1YiOKI+mYO5cKOwvlStyyxUIiHHvhwrETwNy5ZO5wOhkpLhw7AcydS+Z2p5PREIj+6tfPMinHgkgP8wLQHDgBqOxN/wc0AZ6PjSiOpKNtW+taCqVqVWjTxh95kpwPP4TFi22ATheOHSecTkbFjBkwdy7UqePCseOG08momD8fpk2D7Gy48srYHTdSY6YLcI2qzlDVPG+aAfTytjnSkTPOgGOOoWCfbPIRNpHN9iOPsfWOvQjUNlw4dhzxdFKrBnVySyunk+EI6KQLx44jRejkxsOdToYj0FJ45ZWw776xO26kxsxqoKixmbZiI2g70pHMTJgyhYxxY5jQ+h66MYahxzuntqJYtCgYjh0YUdcRBzydlLFjmNTBdHJgW6eTRbF8uQvHTgghOvnxcaaT/Q91OlkUa9ZYkjwIDiAbKyI1Zu4BhovI7rGSvPlHvG2OdCUzE84+mwOfu5P3OZsRL2S60bSLIOAr0727C8eOO55ONn3RdPKlVzLZsMFvoZKPQDj2+edDg71GuXPEFE8nD331Tj6QsxnzZiZ//um3UMnHCy/A9u3m9HvoobE9dqTGzADgKGCpiCwVkaXAUuAYoH8cBp10JBkdO1o0xJo1Fh3hCLJxoxsd2w9at4bOnc3XMlD+DmP7djc6th80aWKjae/cGSx/h5GXZwPFQnx0MlJjZjwwDLgXeMmb7vXWxWPQSUeSUXgckhROTxRzAuHYJ54IRxzhtzTli4BOPvmkRZM5jLFj4a+/oF07F46daAI6+cwzbjTtUCZOtEzUBx9sifJiTURuijEcTNKRwlx8MfzrXxZxOG2a1YrLO/n58PjjNu9qwInnnHNsMM9ffrHcFV27+i2R/6jamDfgwrH94KSToGVLWLAA3nwzOARHeSegk7EMxw4l6kOKSGUR2Sd0ir1YjmSkcuWg09Yjj/grS7LwzjuwZAk0beo+pH6QmQkDBti800njk0/gu+/ggANs+AJHYhGBm26y+Uceca3YALNmwcyZUL069OgRn3NEmjTvIC9B3kYsqmlToclRTujTx4ya9993IxcDDBtmvzfe6IIX/OLqq2G//WD6dPj6a7+l8Z+ATvbr58Kx/aJ7d6hb11qxP/3Ub2n8J1DR6N3b8svEg0hbZl4D6gP9gLOAMwtNjnJCnTrBREeBZsPyysyZ8OWXNppzvGobjpKpVs3yqIBrnZk/Hz76yHK2BcrEkXgqVQr6zpR3nVyyBN5+GypWjG+ARKTGTFvgclV9WVU/VNUpoVP8xHMkIzfeaE2pr7wCq1b5LY1/BF5SffrYx8PhH/36WT6V8ePh11/9lsY/AhWMq65yKQL8pndvyzs1ebL5z5RXhg835/xLL43viO2RGjPfAnXiJ4YjlTjkkGD4YSDUrryxeLHVNrKyYp/8yRE9Bx4I3brZSzPgkF3eWLEC3njDnCsDfkQO/6hVy4xKKL+t2GvXwqhRNn/zzfE9V6TGzLXAYBHp6o2c3Sh0iqeAjuQkoJjPPANbt/orix8MH26Ofd27m6Olw38COvnCC7Bunb+y+MGTT8KuXXDeeeaQ7vCfAQOsFfu11yA3129pEs+IEfZ9OO00ywsVTyI1ZjKA/YG3gZ+AX71pqffrKGccfzwcdZQl0Xv5Zb+lSSxr1sCLL9p8IGrB4T9HHgknn2xJ9MpbwrLNm+G552w+3jVgR+Q0bw7/+Ie1YgeyhJcXduwIjg2WCJ2M1Jh5GRuf6e9Y1t+jveko79dRzhCBW26x+cces3wr5YXnnoNt2ywld6tWfkvjCCWgk088Ub4Slr34IqxfD8cdB8ce67c0jlACOvnss2ZolxfGjIGVK61F5tRT43++SI2Zw4Deqvq+quao6pzQKZ4COpKX886zhGU//2wJy8oD27cHR311NeDko0sXS1i2YkX5GXYjL88qFOB0Mhn529/MwFy3Dl56yW9pEoNqMEDi5psTk7gxUmPma6BJPAVxpB4VKlhkEwRzW6Q7b7xhEVyBLg1HciES/KCXl4Rlb78NS5dal8Y55/gtjaMoylsr9kcfwfffW/RSt26JOWekxsyz2KjZPUXkGBFpFzrFU0BHcnPVVZbVccYMS1qWzuTnw3/+Y/OJqm04oufSS6FePcu58sEHfksTX1ThgQds3iVuTF7+8Q9o1sxyrrz5pt/SxJ/777fffv0s4jMRRGrMjAEOBUYCs4CckGl2fERzpALVqgXHJLrvPn9liTfjx1uXWpMmLk18MlOpUrAmfO+96d06M3kyzJ1rxptL3Ji8ZGbCbbfZ/P33p/egqNOnw+efWyW3b9/EnTdSY6ZJmKkZUOY8kyJyoYgsEJECEelQ1uM5Ekv//paiesoUmJ2mpm1BgX0YAQYOtGyWjuSlVy/L8/HllzB1qt/SxAdVGDrU5m+5xRK0OZKXyy+3fEjffw/vvuu3NPEjUKnt3x/23Tdx543ImFHV30InIA/4J/A/YEQM5PgeOA/4PAbHciSYWrWCFni6ts689569hBo0gCuu8FsaR0lkZwf9uQJGaLoxdaoZa7VquaELUoFKleDWW20+XVsMZ8+2Sm12drDFPlFEPGq2iGSKyLki8j6WX+Zc4DmgeVmFUNUfVHVRWY/j8I+bbrIBKCdONF+FdEI1+EG89VY3eF+qcN11VjOcOtV8utKNQMVhwID4Dd7niC09e8L++8OcOeYkm24EdLJPHzOyE0mJxoyIHCoiDwMrgEeAud6mf6rqQ6qa0KR5InKtiOSISM7q1asTeWpHMdStC9dea/MB56904aOPICfHXkI9e/otjSNSqlcPDmyXbi2GM2faaMz77uuG00glqlQJRtsNHZperTPz51tltnJlf5KJFmvMiMh04EugOnCRqjZV1TtLcyIR+UREvi9i6hrNcVR1pKp2UNUOdeq44aKSiX/9y3xJ3nwTfvzRb2liQ6hfws03wz77+CuPIzoGDLB7NnmyGaTpQqClsF8/M9ocqUOfPlCjhrUWfvaZ39LEjkCF4ZprzCE90ZTUMtMReAV4XFXLVOyqeoqqtipimliW4zqShwMPtFBtVRg82G9pYsOUKfbSqVnTXkKO1KJ27aA/16BB/soSK2bMMOMsO9sNKJmKVKsW9Oe68870aJ359lurxGZlWaXWD0oyZjoAFYDpIjJXRG4UER9sLkeqcOed5lPy5pvwzTd+S1M2Cgrg9ttt/t//tpeQI/W47Ta7dx9+aCGjqYxqUCdvvNGMNUfqMWCA3bsZM9IjF9KdXn9Nnz7QsKE/MhRrzKjqPFW9DjgAeBToCizz/neWiNSIhRCeY/FyrCXofRGZEovjOhLPgQea4yUEFTxVmTDBcnjUrx+8JkfqUbt20E/hjjtSuyb80UdmkNWs6YYuSGWqVQsapXfckdp5Z2bOhEmToGrV4DX5QaSh2dtV9VVV7QQcDjwM3AisFJHJZRVCVd9W1QNVtZKq1lXVLmU9psM/Bg60JvDJk1M3K3BeXrBbYtAgl8Mj1bnxRouu+OILa6FJRUJbZQYOhP3281ceR9no08cqf99+C//9r9/SlI7CLYX77++fLBGHZgdQ1cWqOhBoCFwElKOxaR2RUKdO0Jv99ttTsyb86quwaBE0bWp+QI7UZt99rasQUrcm/NZb1nV7wAGupTAdqFwZ7rrL5gcNsgpUqvHJJ+bEXKOG/y2FURszAVQ1X1UnqmpU0UiO8sHNN1tTeCrWhHfsgCFDbP6eexI3togjvvTta12Gc+fa0BSpRF5esNt20CAXVZcuXHmlDRD6888werTf0kRHaKvMbbf5H1VXamPG4SiO0JrwLbfArl3+yhMNjz0Gv/8OrVq5MZjSiSpVgjXhgQNh+3Z/5YmGkSMt3UGTJnD11X5L44gVFStahQnMSN20yV95ouH11y3dQb16yZHryBkzjrhx/fXWTbNwITz3nN/SRMaKFcEcHo8+6kYhTjeuvhpat4Zff4VHHvFbmshYuzbovzVsmGspTDcuvhiOPRZWrkyd5I6bNwcHznzgAXP+9RtnzDjiRuXKZhCA1Yj/+stfeSLh3/+GLVuga1c49VS/pXHEmgoV4PHHbf7++2H5cn/liYTBg82g6dwZzj3Xb2kcsSYjI6iTjz0Gixf7K08k3H+/VfyOPtoG0EwGnDHjiCvnnGNGwfr1yZ+07Kuv4JVXrOabKrV2R/R07gznnw9btwZrl8nK99/Ds88GP3gifkvkiAdHH23+Mzt3+jMUQDT88kvw/fjEE6abyUCSiOFIV0Rg+HDrrhk50sIQk5GCguA4PjffDM2a+SuPI74MG2Yth2+8kbyDUKrCDTdAfr6F8bZu7bdEjnjywAOWf+a99yzzeLJy881mdF1+ORxzjN/SBHHGjCPutGhh/jMFBcHfZGP0aBu+vn59fxM/ORJD48bBtOv9+iVnWOyECTaYZM2aQSdRR/pSr16w9fqGG5LTQf3DD20wyexs+M9//JZmT5wx40gIQ4ZYQqUvvoBnnvFbmj35449g0+7DD9uD6kh/brsNDjrIQrUffthvafbkr7+CuWTuu88MGkf6c8MNcOihluPq7rv9lmZPNm6Ea6+1+bvusnxHyYQzZhwJoXr1YETTbbfBkiX+yhNA1R7QDRvg73+Hbt38lsiRKKpWhRdesPkhQ2DBAl/F2YN+/eDPP6FTp+AHxJH+ZGXBSy9Z9/xDD1lrcbLwr3/BsmVw1FHBgTKTCWfMOBLGueda3patWy1ENhm6m155xQZ6CxhbzsGyfHHKKWYs7NxpDpjJ0N301lswdqwlxhs1KnkcLB2JoWNHaykuKDCd3LHDb4ng44/N5zFgbFWo4LdEe+MeE0dCefJJG+5g2jSL0nWoavEAACAASURBVPCTP/6wZl2wSJH69f2Vx+EPDz9sI/3m5JhjsJ/89Zc5+wI8+KDlaXKUP4YOhUMOsRxdfnc3bdwIPXva/JAh0LKlr+KExRkzjoRSu3bQiLn1VvjpJ3/kKCiwB3TDBjjrLPjnP/2Rw+E/++4b7G4aPNi/iDtVG3Lhzz/hxBNt3lE+qVIFXnzRWooffBBmzfJPlhtvtIzo7dsHneaTEWfMOBLO+eebb8rWrXDhhbBtW+JleOgh88yvWRNGjHDdS+Wd004LdjddeKHVRhPNs8/a6MnZ2a57yQHHHWdh0AUFliV4zZrEy/Dqq2ZUVapkEZ/J2L0UwD0uDl947jk4+GCYP9+cHYsaWTt3Uy593+9L2xFtoz5+2xFt6ft+X3I35e617bPPgoP2vfIKNGgQ9eEdacjw4ZbL5eefrdUukTqZkxN0qnzhBZfnyGHcd5/lclm2zPK65OfvvU9ZdLI4FiyA3r1t/sknbay6pEZVU3Zq3769OlKXefNUK1dWBdXHHw+uX7FxhfaZ1Ecr31tZs4ZmKUOI+tgMQbOGZmnleytrn0l9dMXGFaqq+ssvqrVq2TlvvTVWV+JIF378UTU72/Rj6NDg+njq5PLlqvXr2zn79InVlTjShd9+U61Zc+93Vix0MhyrV6s2aWLn7N5dtaAgZoeOCCBHo7QHRIuqfqQIHTp00JycHL/FcJSBsWOtyykjA0aPz2VW1lBemvcSBVrAzvydu/fTwdHpqdwd7DfKyswiQzLodlgPvrh/ED9/cwBnnGGZNt1Ako7CTJpkw3CownOv5fJt9fjpZPcWPZg9bBDzZx7AiSfCRx+5gSQdezN1qnWF5uXBsBG5/NIgNjpZFNu2QZcuMH06dOgAn39uPjyJRETmqGqHqP7jjBmH39w0OJfH5gyFNi9RMauAXbpzr33K8uHYvS4/Cy3IoMZvPZj14CAOrZ9kWZ8cScNdD+Uy9HPTyQpZBeTFSycLstD8DKr90oOZ/xlEq4OcTjqK5qFncrntA08nKxaQR9l1sjC7dsF555lBX79+MCt6oimNMeN8Zhy+EejrfTarKRkdRkHF7UUaMrFCM3dCxe1sOWQUbV5qGtZ/wVF+Cejkw7uakunpZFGGTKzQDNPJ7S1GcdRrTicdexPQycHrQnSyCEOmrOzcCZdeaoZMzZrWSphK6SqS2DfZke5cMuESvvj9Cwq0ABIYTbSzYCcUwIg5I1iwegGfXflZ4k7uSGr80sldBTvZ5XTSUQSJ0MnNmy2K78MPLVXB5MnJm08mHK5lxuEb4y4YR+/2valSoQpZmYlzFMjKzKJKhSr0bt+bcReMS9h5HcmP00lHshFvnfz5Zzj2WDNkAglNjz465qeJO86YcfhGvex6PH3W0yy5YQk92/aM2cO6a1fR6wMfjJ5te7LkhiU8fdbT1MuuV+bzOdKHeOlkUSG14HTSUTLx0smCAhv0t107C8M+/HCYMQPaxjbCO2EkhTEjIg+LyI8iMl9E3haR6n7L5EgcRT2sFWTPh/WWW2DFiuKPs3MnvP763s2j7oPhiJZIdLJfP8uMWhy7dlkivCOO2HO900lHtBSlkxUL6eS115Y8iG9+Prz7rmX0ve4662K66CL48kvL/ZWqJEU0k4icBnyqqnki8iCAqt5W0v9cNFN6snLzSoZ+NpQX577Ezl35FGTshCFKRgacfDKcdJIlN6tRw7II//YbzJwJ77wDa9d6BxkiVJAsKmZm0qNNDwadOMh9LBylZg+dzMunQEwnRWzogVNOMYOlVi0LbV22zHRy4kQbngBwOumIKbt1cp73nvR0EuD44+HUU6FNG9PJHTtg+XIzWCZODFYM69eHJ56wrOzJRFqEZovIucAFqtq9pH2dMZPeBB7WT36aSesZc3n33fBdSAFatYIBA+DJXW05ruHf3AfDEVMCOvm/n2fS7uu5vPVWyaMaH3YY9O8PI2jLcY2cTjpiS0Anpy6eydFz5/LmmyUPEdOsGVx/PfTqlfgcMpGQLsbMe8A4VX0tzPZrgWsBGjVq1P63335LpHgOH1mzxrzsZ82yptR162CffaBePUvudNJJcOSRbpwlR+JYvz6ok4sXW8tglSpQt64143fubL9OJx2JYtOmoE7+9JPpZKVKsP/+5h/TqZMNkZDMOpnUxoyIfAIUVR25Q1UnevvcAXQAztMIBHMtMw6Hw+FwpBelMWYSlmdGVU8pbruIXAGcDZwciSHjcDgcDofDAUmSNE9ETgduA05U1a1+y+NwOBwOhyN1SIrQbOApoBrwsYjME5Hn/BbI4XA4HA5HapAULTOq2txvGRwOh8PhcKQmydIy43A4HA6Hw1EqnDHjcDgcDocjpXHGjMPhcDgcjpTGGTMOh8PhcDhSGmfMOBwOh8PhSGmcMeNwOBwOhyOlSbqxmaJBRFYDhQdnqg385YM46YYrx9jhyjI2uHKMHa4sY4cry9gQWo4HqWqdaP6c0sZMUYhITrRjOjj2xpVj7HBlGRtcOcYOV5axw5VlbChrObpuJofD4XA4HCmNM2YcDofD4XCkNOlozIz0W4A0wZVj7HBlGRtcOcYOV5axw5VlbChTOaadz4zD4XA4HI7yRTq2zDgcDofD4ShHOGPG4XA4HA5HSpM2xoyInC4ii0RksYgM9FueVENElorIdyIyT0RyvHU1ReRjEfnZ+63ht5zJiIi8KCJ/isj3IeuKLDsxnvD0dL6ItPNP8uQiTDkOEZE/PL2cJyJnhmz7t1eOi0Skiz9SJx8i0lBEporIDyKyQERu8NY7nYySYsrS6WUUiEhlEflaRL71yvFub30TEfnK08lxIpLlra/kLS/2tjcu6RxpYcyISCbwNHAG0ALoJiIt/JUqJemsqm1CYv0HAv9T1YOB/3nLjr0ZDZxeaF24sjsDONibrgWeTZCMqcBo9i5HgMc8vWyjqh8AeM/3JUBL7z/PeO8BB+QBN6vq4cCxwHVeeTmdjJ5wZQlOL6NhB3CSqh4JtAFOF5FjgQexcjwYWAdc7e1/NbBOVZsDj3n7FUtaGDPA0cBiVV2iqjuBsUBXn2VKB7oCL3vzLwP/8FGWpEVVPwfWFlodruy6Aq+o8SVQXUQOSIykyU2YcgxHV2Csqu5Q1V+Bxdh7oNyjqrmq+o03vwn4AWiA08moKaYsw+H0sgg83drsLVb0JgVOAsZ76wvrZEBXxwMni4gUd450MWYaAMtClpdTvMI59kaBj0Rkjohc662rq6q5YA81sL9v0qUe4crO6Wr0XO91f7wY0tXpyjECvOb5tsBXOJ0sE4XKEpxeRoWIZIrIPOBP4GPgF2C9quZ5u4SW1e5y9LZvAGoVd/x0MWaKsthczHl0HKeq7bAm5+tE5P/8FihNcboaHc8CzbCm6VzgEW+9K8cSEJFsYAIwQFU3FrdrEetcWYZQRFk6vYwSVc1X1TbAgVhr1eFF7eb9Rl2O6WLMLAcahiwfCKzwSZaURFVXeL9/Am9jyrYq0Nzs/f7pn4QpR7iyc7oaBaq6ynsJFgDPE2yyd+VYDCJSEfv4vq6qb3mrnU6WgqLK0ull6VHV9cA0zAepuohU8DaFltXucvS270cJXdDpYszMBg72PKOzMAesd32WKWUQkaoiUi0wD5wGfI+V4RXeblcAE/2RMCUJV3bvApd7ESTHAhsCTf+OvSnku3Euppdg5XiJF/XQBHNe/TrR8iUjnm/BKOAHVX00ZJPTySgJV5ZOL6NDROqISHVvvgpwCuZ/NBW4wNutsE4GdPUC4FMtIcNvheI2pgqqmici1wNTgEzgRVVd4LNYqURd4G3Pv6oC8Mb/s/fecXJV5/3/+5m2O2WrdoW6BEKAKhhRDBhbJmAwJG44LokLdlxw7Dgu+cY9Jo4dxy1x/LMTtzi4BNvYgMEOAVdcwIAkVJBWvaAu7WrbzL3T5/z+uHdWo9Xs7pR778yi83699NLOLeeeufOccz7nOc85Ryn1kIisBe4Wkb8CDgB/3sA8Ni0i8n1gDdAjIoeAjwP/Qvl39yBwM1ZgoAm8yfMMNykTvMc1InIJlot5P/B2AKXUVhG5G+jDmnHyTqVUvhH5bkKuAV4PPG3HKAB8GG2TtTDRu3yttsuqmA18257Z5QPuVkr9TET6gB+IyCeBDVjCEfv/74rIbiyPzGumeoDezkCj0Wg0Gs205tkyzKTRaDQajeYsRYsZjUaj0Wg00xotZjQajUaj0UxrtJjRaDQajUYzrdFiRqPRaDQazbRGixmNRqPRaDTTGi1mNBqNI4jInSKi7H9ZETkhIr8RkXfaq6hWk9YaO50eh/PoE5FREbnA/rxLb92h0Ux/tJjRaDRO8kusBbIWYa0k/VPgH4Hf26tLN5oVQFoptVNEZgILsFYQ12g00xgtZjQajZOklVLHlFKHlVIb7SXg1wCXAn9fvEhEXicia0UkbntwfiQic+1zi7CWOQfotz00d9rnbhKR34vIkIgMisjDIlJuw7qJuBp41P77WmCDUipZx/fVaDRNgF4BWKPROIItOHqUUn9a5twDwHlKqRX25zcDx4DtQA/wGcCvlHq+veT5S7E291uOtZx5Uik1IiK32kluBsLAR7GE0jKlVGaSvA3bf7Zi7cibBFqwtj8xgT+Uy7dGo5kePCv2ZtJoNE1PH9bmcgAopb5Vcm6viLwD2CYi85RSh0SkuEPuCaXUQMl995QmKiJvAkaxdi3+wyTPvwRLxKwH/gJLRP0cuAN4DEjV+L00Gk0ToIeZNBqNFwjWpnzWB5FLReR+EXlGROLAOvvUgkkTEVksIneJyB4RGQWOY9Vjk96nlNoP9AKmUuohIAvMAe5RSu1XSh2r9YtpNJrGoz0zGo3GC5YBewHsQOCHsYKFXw+cwBpq+j0QmiKdnwKHsXYpPoy1M3HfZPeJyP9hxccEgICIJLCGl1qAkyKCUipW8zfTaDQNR4sZjUbjKiKyArgJ+KR96CIs8fJhpdQ++5pXjLutGP/iL0lnBrAUeKdS6jf2sUuZuh57C1Z8zbeBe4H7gc9jDTV9s7ZvpdFomgktZjQajZO0iMgsrKGfXuBPgA9jxap83r7mAJAG3iUiX8ESKP80Lp1nsIalbhGRn2IF7A4BA8BbReQgMBf4HJZ3ZkKUUodFJACsAl6nlNonIquAzyildtf7hTUaTePRMTMajcZJrgeOYgmWXwEvwVpn5vlKKQNAKdUPvBF4GdYQ0ceB95UmopQ6bB//FFZczJeVUgXg1ViiZAvwFeBjWMJoKi4Dhm0hMw84h1NxOhqNZpqjp2ZrNBqNRqOZ1mjPjEaj0Wg0mmmNFjMajUaj0WimNVrMaDQajUajmdZoMaPRaDQajWZao8WMRqPRaDSaaY0WMxqNRqPRaKY1WsxoNBqNRqOZ1mgxo9FoNBqNZlqjxYxGo9FoNJppjRYzGo1Go9FopjVazGg0Go1Go5nWaDGj0Wg0Go1mWqPFjEaj0Wg0mmmNFjNNgIh8WES+2eh8VIOI/KWI/NzjZ75cRA6KSEJEnlPB9WtE5JAXefMKEdkvItfXeO+1IrLD6TxNN0TkHSJy3LajGR49c6uIrJnk/P+JyBu9yEutiMidIvLJRudjKryuT5+N9cx0JNDoDJwNiEii5GMESAN5+/PblVL/7H2u6kMp9T/A/3j82M8D71JK3V/upIgoYIlSare32WpOxr8PpdTvgQsbm6vGIiJB4F+B5yqlNnn1XKXU8pI83AGcr5R6Xcn5F3uVl2cTtkD8nlJqXvHYdKxPNfWjxYwHKKVixb9FZD/wFqXULxuXo/oQkYBSKteARy8EtjbguZpnD+cArWg70mieVehhpiZARO4Qke/Zfy8SESUib7KHVIZE5HYRuVxENovIsIh8edz9bxaRbfa1D4vIwgme0yoi3xORk3Y6a0XkHPtch4j8l4gcFZHDIvJJEfHb524TkUdF5N9EZBC4wz72h5K0LxKRX4jIoIjsEJFXlZy7WUT6RCRup/13E+TPJyIfFZFnROSEiHzHzleL7d3yA5tEZE+Ze39n/7nJHj54dcm599vpHRWRN5UcbxGRz4vIAXvY4asiEp7kd3qr/Z7j9ve51D6uROT8kuvG3PFFF7SI/H1JHl5mv5Od9vv6cLl7S++fID9XiMgf7d/yqIh8WURCE72P0rRE5IMi8uNx6f27iHzJ/ntCe5ggH+tEZNR+j/86Ud6lZJjMtvsf2TYZF5GnReQCEfmQ/a4OisiLSu69TUT22tfuE5G/nCA/LSLyRRE5Yv/7on3sAqA4zDYsIr8uc2+x/L3NvveoiLx/qrTtcz0i8jP79xgUkd+LiK/0e4vITcCHgVfbv8sm+/wjIvIWO/1hEVlR8sxeEUmKyEz785+KyEb7usdEZFW591Dymx60f5v1InJtybk7RORuscpZXKyhsMtKzj9HRJ6yz/0QSwRO9JzbROQPYpWnIfv3eXHJ+cnqF7+IfEFEBuz73mX/BgH7/JvkVLnbKyJvt49Hgf8D5tjvMiEic+T0+vQhEXnXuLxuEpFX2H9PWG+V+Y7dIvLf9u8+JCI/GXd+onrmFhHZYP8GB8XyzBXPFe3tjWLVQwMi8pGS82ER+bb9vG1i1SOHSs7PEZF7RKTffnfvLjlXtlw+a1FK6X8e/gP2A9ePO3YHlqsUYBGggK9iVR4vAlLAT4CZwFzgBPAC+/qXAbuBpVieto8Cj03w7LcDP8Ua6vIDq4F2+9xPgK8BUfs5T2INgQHcBuSAv7GfEbaP/cE+HwUOAm+yz18KDADL7fNHgWvtv7uASyfI35vt73IeEAPuBb5bcl5huecnerennQfW2Pn+BBAEbgZMoMs+/0XgAaAbaLPfzacnSPvPgcPA5YAA5wMLJ3juncAnx+XhH+w8vBXoB+6yn7nc/n3PG39vyf2HytmP/fs9137ni4BtwHumeB+H7L8X2u+i+Pv77d/puVPZQ5l380fg9fbfsZI0Tst7mfzfYX/3G+3v8B1gH/CRkne1r8TGRoEL7c+zse2rTH4+ATxu57sXeAz4p3HlKzDBvcXz37efudL+va6vIO1PY5XboP3vWkAm+N7fG/fcR7A8tgDfAj5Vcu6dwEP235dilf8r7d/sjXbaLRN8n9cBM+z3+37gGNA67v3fbKf1aeBx+1wIeAZ4r/1dXglkKbHNcc+5zT7/VjutdwBHSr7/ZPXL7UAfMA+rfvhl6W8E3AIsxip3L8Cy20snsbGx9wu8AXi05NwyYBhoYYp6q8x3/F/gh3Yeg5yqg9cweT2zBsuOfMAq4DjwsnH29g2sevVirDCEpfb5fwF+az9zHrCZU2XYB6zHqltCWPXmXuDGycrls/VfwzNwtv2jcjEzt+T8SeDVJZ/vwW60sHomf1VyzmcXpIVlnv1mrMp31bjj59gFKFxy7LXAb+y/bwMOjLvnNk6JmVcDvx93/mvAx+2/D2AJqfYp3s2vgL8u+XwhVgVZrNRqETNJShourIbguVgVowEsLjl3FXbjWSbth4G/rfC5d3K6mEkCfvtzm339lSXXr+dU5TZ2b8n9ZcVMmXy8B7hvivdRmtYfgDfYf98A7KnEHso893fAPwI9446f9rzx+cey+1+UnPszIFHmXXViNTzDwK2l+ZogP3uAm0s+3wjsH1e+phIzF5Uc+yzwXxWk/QngfsrYaJnvPZmYuR7YW3Lu0ZLf6T+xxVPJ+R3YDetU/4Ah4OKSfPyy5NwyIGn//XxKxIh97DEmFzO7Sz5H7Pc4ayp7An5NiVC2v/9kv9FPsMviBDY29n5tGzI41fH4FPAt++9J661xx2cDBWyBUsbOy9YzE+T/i8C/jbO3eSXnnwReY/89Jk7sz2/hlJi5kjPr5Q8B/z1ZuXy2/tPDTM3L8ZK/k2U+F+NwFgL/bruch4FBrIZ6bpk0v4vVKP/AdpV+VqyAyIVYPYqjJel8DasHVeTgJHldCFxZvNe+/y+xKjKwGqCbgWdE5LcictUE6czB6g0WeQarx3TOJM+eipPq9PgeE+vd9WJVuOtL8vyQfbwc87EaslrzUAz4Ttr/T/R7VoxYQzI/E5FjIjIK/DPQU0USd2E1KgB/YX+GyuyhlL8CLgC2izV0+adV5GH8exgo865iSikDq/G53c7X/4rIRROkWc6O5lSRJzjd3kvvnyztz2F5Fn9uD4d8sMpnFvk1EBaRK8UaMr4EuM8+txB4/7iyNp8Jvp899LFNREbsazs43UaOlfxtAq328M4c4LCyW8WS7zoZY2kppUz7zxhT29McTn/fp9U1IvJiEXncHgoaxqpLKrJzpVQcy6PyGvvQazg1cWGqequU+cCgUmpogkdNVM9g/46/sYeCRrBseHz+x/8OxfpgsnezEGuIrTT/H+ZUfVlPuZx26ADg6c9BLJf0lDOLlFJZLKX+jyKyCHgQq1f3IFbPqUdNHNirJjhezMNvlVI3TPDctcBLbeH0LuBurMphPEewCmiRBVju2+Nlrq2XAazGcrlS6nAF1x/EcnWXw8QSRkVmAbVO1TTKpDUR/wlsAF6rlIqLyHuwhgMq5UfAF0RkHvByLM8UWN91KnsYQym1C3itWPEhrwB+LNaU59O+i1gxEhOJxSlRSj0MPCxWXNMnsVzz15a5tGhHxSDfBfaxapgPbC9z/4Rp2w3n+7HExnLgNyKyVin1q/FfZbIHK6UKInI3ltA8DvzMThtOlfdPTfUFxIqP+QDwJ8BWO90hrM7OVBwF5oqIlAiaBdQm6Keyp6NYQyhFxuoGseKR7sEaLrpfKZW1Y1WK32HSd2nzfeDjYsWRhYHflORrwnqrzHfoFpFOpdRwBdeXchfwZeDFSqmUiHyRyjsdxXfTZ38urTcPYnmSl5S7caJyaXcMnnVoz8z056vAh+zKsxho9+flLhSRF4rISrtRGcUawskrpY4CP8dq2NrFCsRdLCIvqDAPPwMuEJHXi0jQ/ne5iCwVkZBYa9J02GJqlFPT0sfzfeC9InKuiMSwPA0/rKRBtTmONW48JUqpAlZj+G9yKrByrojcOMEt3wT+TkRWi8X5cirQeiPwF2IFMt6ENa5fKxuBm8UKNpyFNXQ0EW1Y7zNheyneMe78pO9DKdWPNbzx31iV4jb7eFX2ICKvE5Fe+50WK/o8sBOrp3+LLWQ/ihWrUDUico6IvESsoM801nDUZHb0UbECZ3uwYgq+V+UjPyYiEbtcvQkrVmLStMUKzD1fRIRTdl4uj8eBRXYjMxF3YXmi/pJTHjOwbPZ2u7cvIhK1329bmTTasDoD/UBARP4BaK/s6/NH+953i0hArIDZKyq89zQqsKe7gb+1y18nlgArEsKymX4gJ1ZQ8YtKzh8HZohIxyRZeBBLgH4Cqz4p2McnrLcm+A7/B/yHiHTZ1z6/wlfQhuXVSYnIFVhe0Eq5G6t+7xKRuVidwSJPAqMi8gGxAoX9IrJCRC6HScvlsxItZqY5Sqn7gM9gDR2NAluAidasmAX8GKui3YYVWFas5N+AVXH0YY2r/xhrnLiSPMSxKpjXYPVSj9l5KjZcrwf22/m7HSsosRzfwhoK+x1WIGgKK+i4Uu4Avm27XCeclVDCB7CGBR638/ZLJliHRSn1I6zx9ruAONa4fbd9+m+x4j2KbuqflEujQr4LbMKKsfg5pxrRcvwdVsUYx2rkxl97B1O/j7uwYhTuGne8Gnu4Cdgq1oyzf8ca708ppUaAv8YSgoexPDW1eqx8WF6PI1hDqS+w0y7HJ4F1WMGSTwNP2ceq4bdYtvEr4PNKqeICkZOlvQTLhhJYYuA/lFKPlEn7R/b/J0XkqXIPV0o9gfW+5mA1osXj67CCbL+M9bvsxopXKcfD9r07sYaIUkw+XFz6/AxWb/42+zmvxgrIr5XJ7OkbWLa+GcvT+CCWkMrbdcu7sRr1ISx7f6Akn9uxBOZe287PGG5TSqXtvJ9m5xXUW+N5PVYHcDtWTMxkHY1S/hr4hIjEscTv3RXeB5YAO4RVH/4S672l7fznseqdS+zzA1hlrSjsypbLKp49rShGmms0Gs1Zj1jDr/uAYBUeQY2D2N6XryqlFk558VmGiLwDS5TU4/19VqI9MxqNRqNpGPYQyc32cNZc4OOcCng+qxGR2SJyjT00dyGWd1K/mzJoMaPRaDSaRiJYExOGsIaZtmENx2isobmvYQ0l/xpr6v9/NDRHTYoeZtJoNBqNRjOt0Z4ZjUaj0Wg005ppvc5MT0+PWrRoUaOzodFoNBqNxiHWr18/oJSqak2qaS1mFi1axLp16xqdDY1Go9FoNA4hIlOtNn0GephJo9FoNBrNtEaLGY1Go9FoNNMaLWY0Go1Go9FMa6Z1zIxGo9FoNJpT5PN5BgcHyWazjc7KlASDQbq7u/H7/XWnpcWMRqPRaDTPEgYHB2ltbaWnpwdrz9PmRClFIpFgcHCQ3t6qJi6VRQ8zaTQajUbzLCGbzRKLxZpayACICLFYzDEPkhYzGo1Go9E8i2h2IVPEyXxqMaPRaDQajWZa44mYEZFvicgJEdkywXkRkS+JyG4R2Swil3qRL41Go9FoNNMfrzwzdwI3TXL+xcAS+9/bgP/0IE8ajUaj0Whc4pFHHuG2227z5FmezGZSSv1ORBZNcslLge8oawvvx0WkU0RmK6WOTprwjh2wZo1j+dRoNBqNZlrzhjeAr0kiSLZvh9274c47J76mUIDvfKfuRzXL1Oy5wMGSz4fsY2eIGRF5G5b3hlUtLZ5kTqPRaDSa6cau7rtIhA44mmYss4Alg3/haJpO0CxiplxIsyp3oVLq68DXAS677DLFI4+4mK2zm/ThNHkjT+SCSKOzMu0ZGXmUtrYr8PmCjc7KtCZzIkP2ZJbo0mijszLtGRl5nFjsYvz+cKOzMq3JnsySPpImtjLW6KxYHDkCc+ZYf+/aCImMs+nHlsGS2ya95MorrySdTo+tI3PJF78IwGc+8xluvPHGM/P75jeffqyGWU7NImYOeEHI4gAAIABJREFUAfNLPs8DjjQoLxqbXX+zi/TBNKvXrm50VqY1hrGdDRuex/Ll99Db+4pGZ2das+f/7WH08VGu3HFlo7MyrUmlDrJhw9VceOG3mD37tkZnZ1qz/4799N/Tz9VHrm50Vs5gyZIvNuS5TzzxBGDFzNx5553cOdkwk0M0ycAaDwBvsGc1PRcYmTJeRuM6iU0J8ol8o7Mx7TGMTQDk84kG52T6o23SGQxjC6C0TTpAYlOCfFzbZKPxxDMjIt8H1gA9InII+DgQBFBKfRV4ELgZ2A2YwJu8yJdmYvJmntS+FOHF2gVdL4bRB4BSuQbnZHqj8gpzu0mgo1kcytMX09Q26QRKKYytBipfNipC4yFezWZ67RTnFfBOL/KiqQxzhwkKXUgd4FTDoXtv9ZDcl0SllbZJBygKbNA2WQ/Z/iy5wRwSmh4r7nrNmjVrWOPRjONmGWbSNBlmnwloMeMEpzwzuuGoh6JN6va3frTAdgajzwB0PdkMaDGjKYsupM5QKGRJJnfan3TDUQ/aJp1BKaUFtkOUCmxrgEHTKLSY0ZRF94KdIZncPRaXoBuO+tDeQmfIZI6Qz48C2ibrpSiwASg0Lh8aLWY0EzDWC87phqMeiu580MGW9aJt0hlOxctom6yXsU4fWmQ3Gi1mNGdQSBdI7k4CuoDWy+kNh+4F14oqKMxt2jPjBKUCW7te66PUM6PtsrFoMeMAicTTjIw8SjK5t9FZcQRzpwkFCM0K6QJaJ6bZRyg0C9Biph5SB1IUzAKhWSHd/taJYfQRCMxAJKBtsg6yJ7Nkj2ctm0SLmUajxUwdmOYONm9+MevWrWLDhufxxBPns2PH28hmBxudtboouk6jK6O6gNaJYfQRja60P+mGo1ZKbRIsT42mNkyzj2h0GeDXYqYOjG2WV6Zok7p4NxYtZmrENHfw1FNXMzLyR84777OsWvUw8+a9l6NHv8XGjS8kl5u+K2safQb4ILIsogtoHRQKOUxzx5iY0Q1H7RTd+WNiRovsmrBmMm0lElmGiBYz9XCGwNaxXA1FL6VZA5nMcTZvvgmRAKtXP0k4vBiA7u4X0d39IjZvvpnt29/A8uU/RmT66UWzzyS8OIw/4tcFtA5SqX0olSYaXQHoYMt6MPtMQrNCBHusjTpVTtlriGuqIZs9QS43RDRaFDPaJmvF6DPwRX20ntsKaIHdaLSYqYFdu95FJnOMSy753ZiQKdLdfSOLF3+BPXvey9Gj32TOnLc1KJe1Y/QZRJZFkIDoAloHxUDLaHQ52qVfH6U2CbrhqJViQLrlmQmgXa+1Y/aZRJdG8QWtDmsz2uSu9+wisdHZUYLYJTGWfHGJo2k6wfRzGzSYwcFf0t//YxYs+Ajt7ZeXvWbevL+lvf0a9u//OPm8UfaaZqWQLZDcmSS6LIr4xdrSQC8GVROnGo6l2qVfB0opq+Eo2iToNrhGTglsPcxUL0WBjd/63Ixi5mxCe2aqoFDIsnv339Daupj58/9uwutEhMWLP8uGDddw8OC/smjRxzzMZX0kdydROUVkWYTU/hRgFdJij1hTOabZR0vLfAKBNkT86Ba4NtKH0+TjeSLLIqiM1WDohqM2DKMPv7+DUGg22ltYO7mRHJnDmaYX2I3woHzlK1/hG9/4BgAPPvggc+bM8eS52jNTBf39P8I0t7N48efw+1snvbaj42p6el7OwYOfI5cb9SiH9TMW1NbkhXQ6YBh9RCLLAHQvuA5KbVL3guujOJNJRLRN1kFxJlNkWWSsntTxhRbvfOc72bhxIxs3bvRMyIAWMxWjlOLgwc8RiVxET89LK7pnwYIPkM/HOX78Lpdz5xxGnwECkYt0Ia0HpQqY5jZ7Ciz2mh462LIWijOZdMNRP2cKbG2TtVCu06cFdmPRYqZChod/TSKxkfnz/67iGUptbVcQi13CkSNfnTZxJ2afSeuiVvwRvw62rINU6hkKheRYw6Fd+rVj9pkEe4KEekPaJusgkxkgmz1xmsDWbtfaMPoMfK0+Whe1aptsErSYqZCDB/+NYPAcZs78y4rvERHmzLkdw9hEPP6ki7lzjrGgNtA9jjooDbQEPcxUD+VsUrfB1WOa2wD00KcDmH3mKe+1HvqsmUIhQz5vOtLZ12KmAtLpIwwO/h+zZ//VlLEy45k58y/w+2McPfpNl3LnHIVcAXOHNWsE0IW0DkpnMgE6ALhGSmcygRbY9TBeYGtvYe1oge0MyeRu+vvvJpHYUHdaWsxUwPHj/wMUmDXrjVXfGwi0MWPGS+jvv49CobnHp1P7Uqi00oXUAaw9mWYTDHYBuhdcK5njGXJDuTGb1AK7dqyZTDFaWuYD2iZrJZfIkX4mfabAbqI4rukS1pDJ9AOKSOSiutPyTMyIyE0iskNEdovIB8ucXyAivxGRDSKyWURu9ipvk6GU4tixO2lvv4pI5IKa0ujtvZVc7iQjI79zOHfOctqsEZqzkE4XSgMtQQcA14q2SecwzT57zSPrHeoA4Nowt1s22azD8cFgkEQi0fSCRilFPD6MUsP4/ZG60/NknRmxfOxfAW4ADgFrReQBpVTpXvQfBe5WSv2niCwDHgQWeZG/yYjH12OafVxwwddqTqO7+0Z8vjD9/ffS1XWdg7lzlrFZI0vtQqoD22pCKYVp9jFr1ptKjupecC2UzmQCbZP1YBh9dHXdMPZZBwDXxhkCu8lssru7m8HBQeLxeKOzMiUDA08QDO5zJC2vFs27AtitlNoLICI/AF4KlIoZBbTbf3cARzzK26T09/8QkSC9va+qOQ2/P0p3900MDNzLkiVfatr9msw+k5b5LQTaLLNoth7HdCGdPkQ+nxjnmdFiphbMPpNAZ4DQrBCghz5rJZsdJpM5UhIvo22yVow+AwkKrYvt+MkmG/r0+/309vY2OhtTUijk2LXr88yb915H0vOqVZ0LHCz5fMg+VsodwOtE5BCWV+ZvyiUkIm8TkXUisq6/v9+NvI6hlKK//z66uv6EYLCzrrR6e28lkznK6GjzzmoqDWoDmq6QThfODLTUAcC1MrYnU3FoRAvsmhg/k8lCi5laMPtMIhdG8AWs5lML7NpIpfagVNbeu65+vBIz5dbCH18bvRa4Uyk1D7gZ+K6UcWEopb6ulLpMKXWZ2+rTMLaQSu2hp+fldafV3X0TIAwN/bz+jLmAKijMbSUzmdCFtFZKN/MronvBtVE6kwnQArtGJhLY2iarZ3ynT8dx1Ua5erIevBIzh4D5JZ/nceYw0l8BdwMopf4ItAI9nuRuAgYG7gWk4hV/JyMYnEEsdilDQ7+oP2MukHomRSFZ0IXUAUyzj2Cwh1DolPnqAODqyfRnyPZnx2K4QNtkrRhGHz5fK62tC8eO6QDg6skn86T2psrbpBbYVWEYWwEcmckE3omZtcASETlXRELAa4AHxl1zAPgTABFZiiVm3B1HmoL+/vtob7+aUOgcR9Lr7r6B0dHHyeWaLzBrfFAbNF9g23Rh/EwmC90LrhZz2+mzRkDbZK1YM5kusoc7LXQAcPWYO0xQup50Amsj3oUEAjFH0vNEzChL/r8LeBjYhjVraauIfEJEXmJf9n7grSKyCfg+cJtq4NyyVOoghrGJnp6XOZZmV9f1KJVryina42cyQWN6HPlUnkKm4NnznKY4k6nUnQ/eu/QLhRz5fGpaC6iiTTZ66DOfylNIT1+bhPICW9tk9RQ7fY2OLSykC88Km3QqXga8m82EUupBrMDe0mP/UPJ3H3CNV/mZisHBhwGYMePFjqXZ3n4NPl8rg4O/YMaMWxxL1wnMPpPQ7BDBruCpgx4W0pHHR9jz3j2MPm7tMN59Uzfnf+l8IkvqX3/ASzKZY+Ryw2UbDi9a4Hw+ycGDn+fAgc9QKBj4/R0sWnQHc+e+C5/Ps+LuCGafiT/mp2V+y9gxLwV2/Kk4u9+3m5HfjgDQuaaTJV9eQnR5dIo7m4tcLk46feAMge2Vt7BQSHPo0Jd45plPkc+P4PfHWLDgI8yf/z58vpDrz3cSo88AP6fVS14K7MSWBHvet4ehXwwB0H5VO0u+vIS2S9vcf7iDKJXHNLfT3X3D1BdXSHPOEW4CBgcfIhSa61hwEoDf30pHx7VNGTdzxkwmvCukR//7KBuu2kDqmRQLP76Q+R+Yz8hjI6xduZahR4bcfbjDlAu0BG96wblcnA0brmX//n+gu/tGzj3307S3X8mePe/l6advoVDIuvp8pzH6DCJLT81kAjwT2Cd+dIL1l6/H7DNZ+NGFLPjIAhKbE6y7ZB0nHzzp6rOdxjS3A2cGWnphk/l8kk2brmfv3r+no+N5nHvup+nsvI59+z7Exo3Xkc+nXH2+05h9JuHzw/haTjWdXsVxnXzwJOufs574ujgLPrSAhR9bSHJPkvWXr+fE3SdcfbbTJJP7UCrtaPs6vbpqHlEo5Bga+iW9va88vSJ1gM7OF7Jv34fJZk8SDM5wNO1aKe5/M+tNs0477kUhHXx4kB1v3UHXDV0sv3c5gZhlkvP+dh6brtvE1lduZfWTqwmfF3YtD04yUYS+2wHAhUKWvr5XkUhsZPnye+nttWbgLVjwAY4c+Rq7dr2DPXvex5Il/59reXAas8+k60Vdpx3zwiaHfz/Mttdto/2qdlb97yoCHbZNvmcem1+0mb7X9nHpHy89fZZVEzO5wHbPJpXKs23b6xkZeZSLLvous2a9buzcsWPfZfv2N7Bz59u56KI7Ha9n3cLoM8743b3wFsbXx9n6qq1EV0W5+OcXE5xhedDnvW8eT9/yNNtv2074/PC08dCYphX86+Qwk/bMlCEef5J8foTu7hsdT7uj42oARkb+6HjatZI+lCafyJ/pmXE5sC1zPMPWV28luiLK8h+fEjIALbNbWPHACijA1ldtRRWmR3CdafYRCHQSCs0ad8bdXvCBA//M4OBDXHDBV8eEDFg7t8+dezvz5r2fw4e/zIkTP3ItD06SHcqSOZo5s+Fw2Sazw1m2vnIrree2svL+lWNCBiDUE2LF/SvwhX1svXUrhez0iFkwjD5EgrS2Lj7tuNsBwIcOfYmBgXtYvPgLpwkZgFmzXs+iRf/I8ePf4dixb7mWBycppAskdyc9ryfzZp4tt24h2BNk5f+uHBMyAMHOICvuXUGwJ8iWl28hb06PeKTxG/E6gRYzZbDiZXx0dV3veNptbZcjEmB09DHH066VcjOZwP0ex94P7qVgFlj+w+UE2s90EkaWRFjy5SUk1ic4ftdxV/LgNMVAy/E9TTdd+snkPg4c+Bd6e1/NnDlvKXvN4sWfIRq9mL17P0ChkHYlH05SbiYTuD/0uf/j+8n2Z1l217LTGo0irfNbufCbF2JuNzn6jaPuZMJhrJlMF54RM+WmTabTR9m//+N0d9/MvHnvKXvNwoUfo739Gvbt+yj5vOFKPpzE3GVC/sx60u2hzwOfPkD6mTRLv7uUllktZ5wPnRNi6XeXkj6Q5tCXDrmSB6exZjLNJxBwzpOkxUwZhoZ+SVvb5WM7HjuJ3x8hFnsOIyOPOp52rYzf/2YMFwvpyB9HOHbnMea9bx6RCycO8p35mpnEVsfY95F95FPN3+soN5MJ3A0A3r37vYCfxYs/P+E1In4WL/4MqdQ+jhz5qiv5cJJyM5nAXYGd2Jzg8JcPM+f2OZO662fcMoOOF3Sw/4795OLNv05L+aUCwE1v4d69f0+hkOb88/99wiEkEWHx4s+SyRzj4MF/dSUfTlJ2JhPuDn2au00OfPYA57zuHDqvnXgV+s4XdDLjz2Zw4NMHyAxkHM+H00xsk7Wjxcw48nmDePxJVzeEbG+/mnj8yaYJyDT7TIK9QUI9p88scLMXvO9j+wjNDrHwowsnvU58wuLPLSZ9IM3RrzV3TziT6SebHShbSN3qBY+OPsnJk/ezcOFHaG2dN+m1XV0voqvrevbv/yfyedPxvDiJ2WfiC/toXdh6+gkXBfb+j+8n0BHg3E+eO+l1IsLizy4m25/l0Bebuyecz5ukUvsmFNhu2KRh9HH8+PeYP//9RCLnT3ptR8fV9PS8goMHP0s229zB/kafAcIZnS8368ln/ukZJCCc99nzprz2vH85j3wiz8HPHpzy2kaiVAHT3OZovAxoMXMGIyOPoVSOzs4XuPaMjo5rKBRSJBIbXHtGNZSbyQTu9TjiT8UZ/tUw894z77Q4mYnoemEX7Ve3c/g/Djf1tvYTBVqCewHABw9+Hr+/g7lz3zXltSLCwoUfJZc7yYkTdzueFycx+gwiF0VONRQ2btmkudNk4P4B5r5zLsHuM4eXxtN+RTtdN3Zx5GtHKOSaN3bGNHcAahKB7YZNfgGfL8y8ee+r6PqFCz9KPp/g+PHvOp4XJzH7TFrPa8Uf9p923C1vYepQihN3nWD2W2bTMvvM4aXxRJdF6b21l6P/dZR8snm92KnUfgqFZNl6sh60mBnH8PAjgJ/2dveWvGlvvwqgKYaaijOZys3McCuw7eAXDuJv8zPn7XMqvmfO7XNI7kwy/Miwo3lxksn3GnG+F5xM7qW//x7mzLm94rHnjo7nE4lc1PRDTWafWV5gu2WT/3oQCQlz3zV+/9uJmXP7HDKHMwz+76CjeXGSqQS20+6EdPoox49/j1mz3nTadh6T0db2HNraruDIka82dWel3EwmcM8mD3/J6rzNe+/kHtdS5tw+h9xgjv4fN3Tx/Elxek+mIlrMjGN4+BHa2y93bInlcrS2zqOlZT7xeON30M4cy5Abzk3umXGwkKYOpjjxwxPMftvs02aKTEXvK3sJdAU48tXxW3o1D6bZh98fo6XlzMrHDZf+oUNfRMTPvHnvrvgeEWHOnNuJx58gHt/oaH6cIjeaI30wXb7hcMGlnxnIcPzbx5n1hlmEzql8EbcZfzqD0JwQR77WvDZpNRx+wuElZ5xzwyYPH/4KSmWZP78yr0yROXNuxzS3MTLyB0fz4xSFbIHkzjNnMgGuDH3m4jmOfO0IM/98JuFFlS9L0fnCTsIXhJvaJicT2PWgxUwJxXiZzs41rj+rrW018fh6158zFWMzmZaWWTPDhUJ67NvHIA9z31l5DxjAH/Yz67ZZDNw7QOZEcwa4WUFtS8sGPDodAJzPpzh+/Lv09r6SlpbKPVwA55zzBny+Vo4e/bpj+XESc7sdaLnUG4F94n9OUEgVmPvu6mzSF/Ax+62zGXxokNQzzbn4m2n2EQ6fP8FKu86KGaXyHDv238yYcQvh8OKpbyhh5sxX4/d3cOTI1xzLj5Mk9yRRWVW2nnRj6LP/x/3kR/PM/ZvqbFJEmPP2OYw+OoqxtTlniBnGVkKhOQQCHY6mq8VMCafiZda4/qxYbDXJ5C5yuRHXnzUZRYOPrnS/F6yU4vi3j9O5ppPwudUvgjfrjbNQOcXATwacyZDDGMZWotGVZc853Qs+efKn5HLDzJp1W9X3BoNdzJjxUvr772nKfXIms0m3BHZsdYzYiuq9sbPeMAsUTevWN4ytxGLe2OTQ0C/JZI7UZJN+f4SZM1/FyZP3N+WqwOZWu9PnQT0Jlk2Gl4Rpv6q96nvPed05IDTtqsBWPbnC8XS1mCnBcnH6aG+/2vVntbWtBiAeb2wQsLHFsGYyzTyz5+Z0j2P0sVGSu5PMum38gnKVEV0VpfW8Vvrvbb6Gw5rJdHzCQup0APCxY98mFJpLV9ef1HR/b+8ryGZPNKVb39hi4Av7ygpep20y8XSCxIYEs95Ym02GzwsTuyTWlDaZzydJJndPYpPOBgAfO3YngUAXM2b8aU339/S8gnw+wdDQLx3Lk1MYW+yZTB54C5P7koz8doRZt82qaWXk0MwQHdd2MHBv83X6rD2Z+rSYcZuRkUeJxVY5upDPRBTFTCLxlOvPmgzjaYPoivLLsjsd2Hbs28fwRX303FpZYOAZ+RGh99Zehn81THaoOaa1FzGM4vLcExVS53rBmcxxBgcfYtas19vDV9XT3X0zIi3099/rSJ6cxNhiza4bP5MJ3LFJCQozXzuz5jR6bu1h9LFR0keaazFCKzZBTSqwnXIn5HIjDAz8hJkzX4vPN/XMm3J0dV2H39/BwMA9juTJSRJPJwifHz5jJhM4b5PHv3McBM55/Tk1p9F7ay/GFgNzZ3MtwZBM7rVnMmkx4xqFQo54/AlPvDIAodBMWlrmNTRuRimFsWUSMeNgj6OQLdD/o356X9Fb0XTsieh5RQ8qpzj5s+ba7M8wtgATixknXfrWtOo855zzhprTCARidHffyMDAvSjVXFOLK7FJJ9pgVVCc+MEJum/uPmONpWrofUUvQNMNf3ppk/3991EopJg1q3ab9PlC9PT8GQMDDzTNGlxFJrNJJ4c+lVIcv+s4nS/spHV+69Q3TEDPy60OY7N5DKeyyXrQYsbGMLaQzyfo6HBvSvZ4YrHGBgGnD1h7MnlRSIcfGSY3nKP3lb11pdN+RTuhuSH672m+QhoIdJfZk8nCyQDggYH7iESWEY3Wt69Jb++tpNOHiMfXOpIvJ8gOZskcyXgisONr42QOZ+q2yeiyKJGLIk1pkyItZ+zJdArnxMzAwH20tMyjre2KutLp6bmVXG6Q4eHfOpIvJ8in8iR3Jae2SQeGPs1tJsmdybptsnV+K21XtDFwT7MKbGdnMoEWM2OMjlprvnjlmQFrqCmZ3EkuF/fsmaUYW+xAy+Xu94IH7hvAF/XRdUN9W0SIT+j5sx6GfzXcVBv9GcYWotHlkyzdHnCk4chmTzI8/Dt6el4+9cVTMGPGLYDYe5E1B2PBvxPYpJMCu/++fiQgzLil/t3rZ7xkBiO/HyFvNE9AtWWTS8/Yk6mIU56ZfN5gaOjn9PS8vO7dr7u7X4RIiKGh5rFJc7sJBSYWMyIgOFZPAvS8tLah+FJ6XtJDfF28qbY3MIwttLaeh9/v/I7zWszYjIw8Rig0h9bWyZfXdxIrbkaRSDRmvY+imIksL783klM9DlWwZiB139Rddsy5Wrqu7yKfyDP6xGjdaTmBUspuOCZ2nToVbDkw8FMgf9rO2LUSDM4gFruUoaFf1J2WU4wJbJd7wUopBu4boPOFnQS7pl7xdyq6ru9CZRXDv2ueRR0rsUnI171Q3eDgQxQKKUcEtt8foaPjGgYHp49NgmWXTgns9ue20zKntrijUrqutzqOw7+aPjZZD1rM2IyMPEpHx9V19yyqIRpdBYBhPO3ZM0sxthi0zGsh2Fm+MncqsG30yVEyRzP0vrw+12mRzus6QWDol82xl0s6fZh8fmSKQupML9hy5y8gFru07rQAurtvYHT08YZ5B8djbDHwt/tpmVe+MnfKJovu/GJsQb10PK8DaZGmsclsdph0+tAUYqbosanPw9nffx+BwAw6Oq6tK50iXV03YBibyGSaY2qxscVAgkJ4ycTLSUigfjGTOpAisT7hmE22XdaGv8PfNDZZKKRJJndOfzEjIjeJyA4R2S0iH5zgmleJSJ+IbBWRu7zKWzp9jHT6mbFtBryipWUugUBnQ8XMVL0NqL/hOHn/SSQgdN/SXVc6RYJdQdoua2uaQlpJUJsTLv183rTd+S9zTHR3dV2PUjlGRn7nSHr1UrTJCYfrHBr6HLjfOXc+WIs6djyvg6FfNIdNmuZUs+sYmwlXj10WCjlOnvwZPT1/NuFwVrV0dV0PwNDQrxxJr16MLdY+Yb7gJM2lv/56cuAB2yYdEjPiF7qu62LwF4NNsU2Eae5Eqdz0FjNilZqvAC8GlgGvFZFl465ZAnwIuEYptRx4jxd5A8a2FWhvv9KrRwLWWGs0upJEYrOnzwUo5AoY2yYXM07FJww+NEj7Ne0TeoBqoeuGLkYfHyU36vxGedVySsxMvAusEwHAw8O/o1BIMWPGzXWlU0p7+zX4fK1NsbbHVLPrwIqZAmdsMvacmCPu/CJd13dhPG2QPtb4KdqVzRqpX8zE40+Qz4/Q3e2cTba1XUog0NUUNglTd/rAHmaqc+hz8KFBwueHiSwpP+xfC13Xd5F+Jk1yT9KxNGvFzZlM4J1n5gpgt1Jqr1IqA/wAeOm4a94KfEUpNQSglPLMxzg6+iTgd8x1Xw3R6EoMY4vnyjm1J4VKq4o8M/W0weljaRIbE3Tf6IxXpkjXDV2Qh+HfNn482DC2EArNJhicOJDUiQDgoaGH8fla6eh4fl3plOL3t9LRcW1TxChkjmXIDeambDjq7QXnRnOMPjbquE1232Cl1wwxCoaxxd4nbMGE1zjhmbGCx31j3hQnEPHT2XkdQ0O/aLhHITeaI/1MuiIxU089WUgXGP7NMF031jdBYjzFCRfN4DG0ZtcFiEQudCV9r8TMXOBgyedD9rFSLgAuEJFHReRxEbmpXEIi8jYRWSci6/r7nZkKGY8/SSy2Cr+/+iX26yUaXUk+P0o6fcDT51Ya1Ab1BVsO/dwqRN03OdtwdFxlxSg0i5iZqrdhNRyqrjVdBgcfoqPjBY7baWfndZjmVjKZxk7jrMQmof5e8NCvh1A55bhNxi6JEegMNJVNTjYceUrM1O7dHBx8iPb2KwkGHW6Eu64jnT5IKrXf0XSrxeirwibrENgjfxihYBYct8nw+WFa5rU0jU2GwxdMsE9Y/XglZsqVqPG/fABYAqwBXgt8U0Q6z7hJqa8rpS5TSl3W21t/QKlSBeLxtXWvj1ArsZgVBJxIeBs3M9ny3EWcCLYcfHiQ4MwgsYud3YXc1+Kj/fJ2Rh9r7Iymypfnrq8XnEodwDS30919Y033T0ZxbaXR0T86nnY1VCxm6gy2HHp4CH/MX9O+N5MhfqH9qnZGHmvsfmtKKRKJpysQ2MUYl9psMpMZIB5f57JNPuZ42tXglU0OPjyIBIXONWc0eXUhIrRf0/h6EtydyQTeiZlDwPySz/OA8XuUHwLuV0pllVL7gB1Y4sZVrM0eh2lvb4yYKf64huFt3IyxxSC8OIw/MvFU6XrjE1RBMfTzIbpf1D0NXfmbAAAgAElEQVSWlpO0X91OfH2cfKpxa3skk/sqWp67Xpd+cS0YNxqOtrbLEAkyMvKo42lXg7HFIDgzSKh38p5bPS59pRSDDw/SeV0nvpDz1V/71e2YW82GbreRzZ4glzvpuk1aMS2Kri7nbTIaXYHfH2sKm/RFfLQummI13jqHPgcfHqTjeR11rY4+ER1Xd5A+mCZ1sHEbeObzBqnU3meFmFkLLBGRc0UkBLwGeGDcNT8BXgggIj1Yw0573c6YFS9DwzwzgUA7LS0LPZ/RVElQG1BXIU1sTJAdyDo+Dlyk4+oOVEaRWJ9wJf1KqDSo7dQeSrU2HD+npWUekUh9q/6Ww+8PE4td2hS94Epssh6XfnJPktS+lOPxMkU6ru4AYPTxxvWEKw+0rFfM/IJAoJP29strun8yRPy0tz+XkZEmsMnl0Sk7Y/UMfWaOZzA2G67ZZPvVlgeykd4Zw+gD3Av+BY/EjLIGZd8FPAxsA+5WSm0VkU+IyEvsyx4GTopIH/Ab4P8ppVzfgCcefxK/P1b30vD1EIut9HSYKZ/KY+4yK244au0FDz9ijdN2vdAdMVMspI106xcbjkhk8uW5iy79WhoOpRTDw4/Q2Xmda+sgdXRcTTy+lkKhMauFqoLC2Oq+wC7aZOd1zrrzi7Rd0Qb+Rjcc1QnsWsWMZZNrat7sdCra26/BMJ4ml2vgu6xCYNdcT/7WXZuMXRzDF/E1RT057cUMgFLqQaXUBUqpxUqpT9nH/kEp9YD9t1JKvU8ptUwptVIp9QMv8hWPrycWe45rBbISIpHlJJM7KRS8mWac3JGE/NTjwFBfj2P4kWHCS8K0zHVu+mspod4Q4SVhRh5tbCFtbT2XQGDymKB6gi1Ns49sdoDOzjW1ZLEiOjquoVBIkUhscO0Zk5F6JkXBKHhik8FzgkQudG76aymBWIDYxbGG22Qw2EMwOPlO4PXYZCp1gFRqr8s2eTVQYHT0CdeeMRmZ/gzZ41nXvYXDjwzjb/MTe46zcYVFfEEf7Ve0N9wmfb5WwuHzXHvGWb0CsFJ5EolNDZmSXUokchFKZUmlXB9VAyoPaoPaA9tU3lra3emAtvF0XNPB6GOjDZvCWXlQW+294OHhRwBcbTiKe5I1yq3viU0qxfAjlk26udJ3xzUdjD4xSiHXmL3DKpnJBPUFABc3gnTXJp8LSMOGP8f2CXPRJsESMx3XduALuNcct1/TTmJjomF7hxnGFiKRZa46Dc5qMWOaOykUTNraGitmikNcprnNk+cZWwwkMPny3EVq7XEkNiXIj+RdFzPtV7WT7c+S2ut9cFuhkCGZ3DHpYnlF6nHpDw8/QkvLAlpbF1V9b6W0tMymtXVRw2Y0jYmZZe659JN7kmQOZzyxyYJZwHjacPU55bD2CdtKJOK+TQYCXUSjK6u+t1ICgXai0RWMjDTYJifa9LSUGoc+M8czmNtM9zt9V3VAHuLrGrSpsb0Rr5uc1WImkXgKgFjsOQ3NRyRyEQCG4Y2YSWxKEFkaqWw2R42FdCw24QXuFtK2y9oAiK/3vpCa5jZ7ee5VU15bawDwqXiZF7i+b1hb22XE4+tdfcZEJDYlaFnYQqBj6tkctQrsMZt0ueFopE2mUvvI5+NjSz5MTn1ixrJJd5uQtrbLSCTWN8TzamwyCHQHCM2Zel2UWoc+x+JlnsX1ZCYzQCZzpKJ6sh7OajETj2/A52t1ZYZINQQCHYRCczDN7Z48L7EpQeySysZna+0FDz8ybC3Y5FK8TJHoiigSkoYU0kRiEwCx2CVTXltrALAX8TJFYrHVpFJ7yWa9Xy3U2GRUbJP1CGw342WKhBeH8bf7GzLLrjqbrE3MpFIHXY+XKdLWtppsdoB0+uDUFztMsZ6spBNRTz3pj/mJXepOvEyR0DkhQnNDDaknDaNym6yHs1rMJBJPEY2udGyDtHqIRJZ6MsyUGciQOZKpeBG7WnocqqAY+cMIHc/vqCWLVeEL+YiujDZMzFhBbVMvh1RrsOXw8O8BHN3CYCLa2lYDpzyWXpFP5jF3mq7aJMDI70fofL678TJgrc/Udmkb8acaJbB9FcVx1WqTIyPe2WQsZtlkPO6tTaq8tU9YVTZZg8Ae+f0I7de0uxovU6RtdRuJpxopsC929TlnrZixVsnc0PDg3yKRyEX2sIW77lRjkz0OfHEF48DUFthm7jDJDeXouMZ9MQPQdqlVSL12RScSm4hGV1QohmvrBY+OPkYwOJNweHENOayOYuyY10NNxhYDClTecNRgk6lDKdIH0p7ZZGx1jMSmBIWst0HAhrGJcHgJfv/U3qdaA4BHRh6zl7NwL16miNUA+kkkvLVJc5dJIVlw1Sazw1mMrYZ39eTqNqtujnu7OW8isYlQaDahUP0r9k/GWStmUqn95HLDtLU1Nl6mSDS6lHw+TiZz1NXnJDZaytzNHkdxjQ0vC2luKEdqn3dBwJYY3kg0Wllvo1aX/sjIY3R0XOO6NwEgGJxBS8tCz8VMLTZZrUu/aJPt1zi7hcFEtK1uQ6UVZp/pyfOKWLMz3bXJ0dFHaW9/ricebb8/TDS6zHuBXWWnD3/1e9iNPj4Kytt6EnWqvHlFNTZZD2etmCmup9E8nhlvZjQlNiUIzQlNuWT8GDXEJ4w8OkJgRoDwBd5s3BlbbTWCXg41ZTJHyOVOVjwOXEsAcCZznFRqz9i0aS9oa1vtvZjZlMDf5qf13CmWjLepRWCPPDaCL+xzfI+wiWhb7X3AZS43Qiq1r4qGo3oxk8vFSSQ2N8QmvfS8JjYmkIAQXVqhB7vWTp/fXmjRAxpRTxYKGUyzz/V4GTiLxYw1Buv3xFVaCUUx4/aMpsSmRFUVei294JHHRui4usMTbwJAbGUMCXobBFztOHAtAcDFNV+Km+55QVvbalKpPWSz3u2ya2wyiK6aesn4MWoQ2KOPjtJ2RRu+oDdVXvj8MP42v8c2ae3v5qZnxlrArmAvaOcNsdhqstkTpNOHPXvm2IzPlsrspaZ68tERYhfHXNmPqRwts1oIzQl5GphuhU5kK/Zg18NZK2as4N9l+P2V9QbdJhSahd/fTjK5w7VnFDIFzG2VB1pC9cGWmYEMyR3Jsa0GvMDX4iO6IuppIT0lZiqbblhLsOXIyKOItHi6DpLXQcCqoGoS2NXYZN7IE98Q98ydD1YQcOzSWIMEdnXewmps0lrATuwF7bzhlE165zGsZsYnVO+ZKeQKjD4xOraXl1e0rW5r6k5fPZzFYmZDw9eXKUVECIeXYJq7XHuG0WegsqrycWCqD2wb/aO38TJFYhfHSDztpZjZSGvrIgKBSr9nLb3gx2hruwyfz93p7aUUe1BebXya2p8iH89XJ2aqtcm1o5DH84YjdnEMY4uBKngzPGIYmwgEZhAKzano+loCgEdGHiUaXVGF3ddP0Xvu1f511c74hOpt0thsUDAKnsVwFYldHMPcaZJPebMScDUzPuvlrBQz6fRRMpljDV/5dzyRyBKSSRfFjB3U5maPY/TxUSQgY4s0eUV0ZZTs8SyZE95slGgFtVU+DlytS79QyBCPr6ej46qa8lcrodA5BIM9Y0MWbpPYZAf/VmmT1bj0iztYtz/X24YjujJKwSh4FpheDLSsdHi3WptUytonqb3dW5sMBGK0tp6HYXhjk1UH/0LVAcBFm+y4yluBHV0ZhTyY27wJTLdmfHqz/MlZKWZOBf82j2cGIBxeQiq137WdixObEvjCPiJLqlg0rMr4hPjaONGVUfxhbzfujK6yKh4vlpDP502SyV1VjQNXGwBsGE+jVIa2titqyGHtiAjR6CrPPDOJTQnwVbb/TZFqBXZ8bZzWxa0EZwRryWLNxFZZAs0Lj2GhkMMwnq7SnV+dmEkmd5PPj9De7q1NgjWc66lNUvnsOqjNJoMzg7Qs8M7rCt7Wk9bWGt7MZIKzVMwUF2DyIsK6GixXXIFUap8r6Sc2JawVc/2VB+ZW0wtWShFfF/fcKwNWEDB403BY29kXqiqk1QYAx+PrAGs5d6+JRldiGFtRyv01UoxNBuElYfyRKsRvtQK7QTYZXR4F8abhSCZ3USikqrTJ6sRMo23SNHeRz7vv5UpsTBCaXcWMT6r3FhZt0qtJEkXC54eRFvHEJjOZI2SzA54E/8JZKmYSiQ2Ew+cTCHjrdp6K4riiG3EzSikSG6sLtITqgi1Te1PkhnK0Xe59wxE6J0SwN+hJIU0kNgLVBbVVG2w5OrqWQGCGq5tLTkQstpJCwSSZdH8Xd7dtMnMiQ/pAmvbLvS/r/qif1vNaMTZ7YZPVLxlfrU3G42vt7V/c3TCwHFbcTN6TVdKrDf6F6jwzeSOP0Wc0pJ70BXxEl0U96fR5GfwLZ62Yeapp1pcpJRKxxIwbcTPpw2lyg7nqC2kVgW3FHVkb0QsGazzYGzGzCb+/vUqhUX0vuK3tMs97bnAq4NJtt35uJEdqf+pZbZOxld4EphvGJkSCVe0zV20AcDy+jljsOQ3Z/sUrm6xlxidUaZMb4lA4O+pJqHzGZ72cdWLGWlhqv2dqsRqCwRkEAl2uiJmagtqorscxunYUaZGq4h+cJLbKnj1Swx4p1WAFWq6qasfgalz6+byJYWyhvf3ymvNYD9HockBcD7hMbK4+NgGqc+nH18ZBcH0jv4mIroqS3JUkn3R39kgisYlIZCk+XxVDI1XYZKGQIx5/ira2xthkOHw+Pl+r64Hp5jaz6hmfQFUBwPG1DRbYq2JkjmTInsy6+pxEYhOtred6NvPtrBMzVrwDrm9HXivW9Oydjqc7FtS2qspKvYr4hPi6OLFLYp4tTDae6MoohWSB5N6ka89QqoBhbK56HLiaAGCrR5NvSGwCgN8fJRxe7PpU2FoCLaE6gR1fFyeyNEKgrTGbyUZXRqGA69sa1LZkfOVixjS3UyiYDRMzPl+ASGSZ654Zr2yyZV4LLbO8Df4tEl1pCTW3PYZeBv+Ch2JGRG4SkR0isltEPjjJda8UESUirtTkxQraK9dXtYTD7kzPTmxK0HpuK4H26ir1SnvBKq9IrE80JDahSLGQuulCTaX2k8/Hqy6k1QQAx+NrARrWcEAxCNjdhsPYZBCYESA0p3JvAlCxwG5kQHoRLwLTM5l+MpkjNdhk5WLmlE02RmCDNzaZ2JjA1+ojvKS6rViq9RY2Il6miBf1ZD5vYpo7PQv+BY/EjFil5ivAi4FlwGtFZFmZ69qAdwNPuJUXw9iM399BS8t8tx5RF5HIEtLpg45H7dcSaAmVB1uaO03yiXxDG47oMruQ9rlXSGsJ/oXqgi3j8XWEQrNpaals8TM3iEaXk0zuplBIu/aMok1WGxdUqU2mD6fJHMs0tOEInx9GQuKqZ6YYm1Crt7BSm/T724hELqg+gw4RjS4nkzlKNjvk2jOKMz59geqaxko9M9nhLMldyYbWk6FZIQLdAVdtspYZn/XilWfmCmC3UmqvUioD/AB4aZnr/gn4LODa/DvDeJpodEVDAisrwZrRpEil9jiWZm40R3JncmyjsWqoNLBtbBy4gQ2HP+qnZUGLqwtCxePrEQnUMExZXS+4kV4ZKO4VVnBtRepCpkBic2JsQ8ZqqNgmGxz8C1YjF7kg4qpNFpf5r3YR0GoCgC2bXF1VnJjTnNqMd7sr6auCIr4+7mo9WdxypZH1pIgQuSiCsc29Tt+pafyrXXvGeLyyzLnAwZLPh+xjY4jIc4D5SqmfTZaQiLxNRNaJyLr+/v6qMqGUIpF4ummHmADC4cUAJJPOrTVT3IujliGgSnsc8XVxfFEfkQurWJDPBSJL3W044vG1RKMrq97Tq1KXfi43imnuaKg7H9zfxd142kBlVE2VeqUu/fjaOBIQz3bKnojIUncbjtHRtbS2LiYY7K7qvkptslDIkEhsarjAjkbdtcnkniT5kXxtQ+UVBgCPCewaRLyTuF9PriMY7PV0BMQrMVPODTL2y4sl9/8NeP9UCSmlvq6UukwpdVlvb29VmbCGb0aaZqfscrS2ngdAKuXcGh/FAlRLj6PS+IT42jhtq9uqWpDPDaJLo5jbTVf2w1FKjU2ZrpZKe8HWgo6q4Q1HJHIh4F7DUY/XpBqBHV3h/WrU44ksjZDal3JtP5xabbJSb+Gp1agbK7BbWxch0uKeTdYxy6hSmxxdO2qtRt3t7WrU44kujZI9kSU76M6MpqJ32csREK/EzCGgVKLNA46UfG4DVgCPiMh+4LnAA04HAReDx5rZMxMM9uD3xxxdsCy+Nk7rua2EeqoMtKSyXnAhWyCxMdFQd36RyEURCskC6YPOx3qkUnvJ5YZqEhqV9oIbucpqKX5/hJaWha659EfXjhKYEaB1UQ271lcgsMeCfxvozi8SuSgCBUjucn6WXSbTTzr9TE3T+Ku3ycYKbBE/kcgFrtlkfF0cX6uPyPLqvcsVewsbHJBeJHKR9R3N7c57Z/J5A8Po87wO80rMrAWWiMi5IhICXgM8UDyplBpRSvUopRYppRYBjwMvUUqtczITxTUKotEVTibrKCJCa+t5jntmai1AlQRbGlsNCqlCczQcS61C6oZbvx6hUWmwZTy+ltbWRYRCPdVn0GGi0aWuemZqXc69EptM7UuRG8w1R8Nh26Qbbn0vbLKRq1GPJxJZimG455mJPSdWdfAvVOaZyfRnSD/TmNWox+OuTW4ACp6LX0/EjLJKy7uAh4FtwN1Kqa0i8gkReYkXeQDLM9PSssDT7etrIRw+j2TSmQDgzECG1L5U7WKmgsC2Zgi0LOJmIR0dXYtIS41iuPJecKO9MkUikaWY5g7H92jKm3mMLYa7NtkEAelFIhdEQNxqONYCUtOK5pUPfTZuNerxRCJLSaX2OT7bU+UV8afq6PRNs3qydWErvlZf03X66sGz0HSl1INKqQuUUouVUp+yj/2DUuqBMteucdorA9i7yjbvEFORomdGqfrjPuqNnq+kxxFfGyfQGSC8uLq1Gdwg2BO0ph264D61lnO/BJ+v+vHuSlz62exJUqm9TSRmLqJQSJJKHXA03cSmBORrC0iHylz68XXxhq5GXYo/4qd1YatrNhmJXEQgUEOcRwU2WVyNuplsEgqOr8VlbDMomHV4lysIAG70atSliF8IXxB2ySbX0tIyj5aWWY6nPRlnzQrAhUIG09ze1MG/RcLh8ygUUmQyx+pOa3TtKABtl9ZRSKcSM/Z0xmbouYmIK5H6SuVJJNbXXKlX0gsu7ubePA2HO7NH6l3OvSKBvT5O7OLGrUY9HjdmNFkB6WvrsJepxYw1NN+41ajH49aMpnq9JuIXKDBpBzS+Pk7kwsatRj0et2Y0Ncq73Bwl3QNMcztK5Zp2G4NSnJzRFF8XJ3xhmMD/3965R8lx1Xf+8+tndc9LGo0etqXRSLKMLWPHGFt2MAEHnNgkWRsnIUAWx4FkydmFbHbZZJeQLCGQZENgQzYHk4QNrJ2EhDgQg9ljEMRrg2MZkGwkIckvWS9rpJHm2e933/2jqmZaM909/ajqqRrfzzk6mumu7rpzz6/u/d3f/d7fb6izB2i5VXC1XCVzONN2sUA36buqz/GHNJt9gUol3XG9pFZWwQsJ+VqvfOwmrjkz+1NELokQvazDdO7LONjzFeI9ZJPxq+Lkns85WjesWDxLsTjRsTbBjzYZi10BiCsOdrA/2HFqiflTnE12ZL1mk31X9Zmn7BysG1YqzZHLvaCdGTdZOMnkj8gM4MiJptS+7tTzy4ktc8/nUAXlqYc0fmWc0lTJ0UJq3aZzb0VsmU4fJBrdTDi8rqN7OE0kMkIotM7x0yNu22ThTIHybHnF88vUEr8yTjVfJX/aOa1HMum+TWYyBwkGhzCMrR3dw2mCwRiGMea8Te63osuBzqLLtjPTyFktzZYonC60X8DSReJXxkE5e8ounbajy70/+faKcWbS6UOIhC3P3ttEo1sB6ToyUzhboHi22JV6fjlhW6eF2dwkdoWp3cm+6Fx0JpXaTyDQZ+3Zd8Lyq+BM5mBPa5m0QjzubK2wcrJM9vlsV8Lclm3SQw62XevHyYnDFFoGO46amOm9hGahV7uApRe2kG3MYrzO2WS1aKaW6HachMbOTOaQucW4+m3SdrB7l/nX5hXjzGQyPyQe39WReLPXBIMG0ehlXUdmnFDPL6dPSB9MIxGZz1vgBdx6SAcGrq+pft0ey4X0K5U82exzPa1l0gpOTxypZ1KgurfJZlufmYPmxGEX1PMC8Z3m8+G0Tfb1vZpgsHPhvUiwoU0qVSWdPuRJm8zlXnTkgATUZKPu5pSRNSw0ihh6ctG30/lFn5mNevuKRJdfMc6M+VB6f4vJxjC6P56d2p+CAPS/posHaBl9QvpAmr5dfZ4RWgLEtscg4NzEUa2WSKcPdBU6XU4AnM0eRamyJyeOYnGcSsWZAc8pBxtomOU5fSCNscPwjNASIHJphEA84NjEYWej7lTDtUBjZyaXO061mvGcTcbjO6lUkpRK7ZWzacS8TXYTLVxmmyl9ME14fZjIpvYTl7pFaCBEeGPY8WjhSonFvTMDuUipNEuxOO4L8a+NYWwjnz/Z1Xek9qXou7qPYLzzdO7LrYLTB70lagMIRAIYWw3HHtJM5gjVar6rh3S5yIxd+dgrQksbu0pyLnfMke9L7UsR3Rolsr6LQd1eBTeZOLy0AgbzlF1sZ8wxm8znT1Auz3Q9cTSLzGQynVXjdhtbKuDU9mdyX5LQcAhjWwfZqC3mBcANxkrbJr20XQdmDiSnbNLORr1SmaJfEc6MLf71w7FsG8MYo1g8S7Va7OjzTqVzbya2LJ4vUjpf8pSozSa2M+bYKtiJdO52teFGYst0+iCBQHy+0KhXMKu4OzdxpPanus6AOr8KrmOXlUyF3LGc55wZMLeanJo4nCoxYDozjWzyABCgr+/qru7hNLZNOrX92U02aptmkRn7xKdXx0nnbVJHZlwjkzkK4LmHshnm6QFFofDystfWI38qT2mq1HW2yWaaGS/uA9vYD6kT++qp1D5CoTUOOBrNV8F9fdd0rMlxCycnjtJ0ifzxzrNR2zSbONI/TIPyltDSJrYzRv5Enmq5+4zKqdQ+RCJdl2Yx7a1xtDAev7IrTY4bmAUnQ4442N1mo56niWbGiyc+bWI7YxQnipRTzUtatIKdjXpgoP1s1E7winBmstkjBIMDRKObV7opLWPXQcnnT3X0+eRTZrK8wZu6XAWHBFT9ZFBedmbiO+NUkhVKk90fz04mn2JgYHfXIeJGIX2l1PypEa8RCg0QDm90ZOJIftdK4HhTl85MqHFI3xb/etEmYztjqLIif7L749mJxFMMDFxPINCdBkMk1HTr04s2GQiEMIxtjthkan/KzEbtxDhJAwfb4+MkQO5Y99GZZPIp4vGrCIVWpvbUK8KZyWSOEo/v8tx+ZTPsvA6d6maSe5ME+gL0XdtlaLOJPiF9IE10c3TFy9nXw6kTTaXSHJnMYYaGbum6TaYIeOnEUSi8TLk868mJA5w7np14MoGEhMHdDm0zNbDJ0JoQ0dEOE/K5iFM2Wa0WLPFv9zbZKFpYKs1SKJz2rE3aJ5q6JbE3AcDg61y0SQ+e+LRxyiaVqpJIPOXIONkprxBn5gh9fbtWuhltYUaRAh07M4knEwzePNhRBdhamgnbvCj+tXEq10wq9T1AOeTM1J84vCr+tXFy4uh/TX9XgnSguYN9ME3ftX2eXLg4dTw7lXoGpQqu2mQmcwjwnvjXxk4Z0O02cvLJJLFXxYiMdBnhWmac9NqJT5vY5c44M5nMUSqVhHZm3KRUmqZUOu8rvQxAIBAhGr20o22mcrpM+mCaodd1Xx28kdiykq+QfS7rSVEbgDFmICHp+iFNJJ4EAgwM7O66TY3ElrYz41WBunk8e4JyOdXxd1RLVVLfT3W9AobGNqmqivQh751ksglvCBMcCDpkkzA09Lqu27ScTXo1MhOP76RazXRVv04pRWJvwtlxso6DnTnoTfEvmEVQI5dFul70JZN7ARgc7N4mO2XVOzOZjFnDIx73V2QGTN1MJ5GZ1PdTUO0+dAqNH9Ls0SxUvLkPDBAIBTC2dX88O5HYS3//tR1VJV5Ko1XwQQxjh0P3cJ6FE02dH89OH0hTzVVdnThyx3NUM1XP2qR9PNuJicMwdhCJbHSgTfUFwOn0AcLh9UQiva183CpOnLLLvZCjPFNm6JbubbKRALh4vkhxouhZmwRnTtklEnsJh9cTi13uUKvaZ9U7M9nsEcBfJ5lsotGtHUVmEk8mQGDwZgecmQbCtvQB74rabGI7YuRe6vwhrVbLpFLfc0ib0Gyb6YBnV8DA/CmubpI4JvdagnQnHOwGAuB5m/To1ieYNpk/3rkAWClFIrHXsXB+IwGwKf69zpPbdeCMTSaetPQyt7g4TnqwtMZijB1GV+MkQDL5JENDt6yovax6ZyaTOUow2E80umWlm9I2hjFGoXCGarW9Y3PJvUn6ru4jvMYBYW4DfUL6YJpAX4DYDm8d26zF2G50NXFkMj+kUkk7Es6H+gLgcjlNLveSZ/UysFD4tJtaYYknE0RHoxibO09MZtMoMpM5mIEgxK/2ntDSxthukD+Z77h6dj5/nFLpvGM2WS9aWK2WyWSOeNrBjkZHMTWFXdjk3gSh4RDxK7q3l0Y26eWTTDax7TFK50tUMp1Vzy4WL5DLHVvRLSZ4RTgzR4jHr/LsCqMZ5ommCsXieMufqZarJJ5MMPR6B0KnNBa2pQ+m6b+mf+F9DxLbHqM8V6Y029nx7ETiCQCGhl7vSHvqRWbMhI7K0xNHKDREKLSu41phSikSTzhnk80c7Pir4gQNb+XqqSW2PYYqKQrjhY4+Pzfnvk3mcs+jVMGz4l+AQCCMYYx2Vb8u8Z0EQ7cMdVwpu5Zm46RXT3zaGNvNBUbuRGfRGafHyU7pmTMjIneIyPMickxEPljn/Q+IyFEROSQij4qIIzXns9mjvuEqBG8AAB7SSURBVNxigtpcMydb/kz6B2kqqQprbl3jSBvqiS2VUp4WtdkYO8yHtNPozNzc4xjGNgxj1JH21BNbel1oaROLbe94FZx7IUdxouiqTYI3yxgsxo5k5o53NnHMzT1OODzimAbQzzZpGDs6tsnCeIHciznnbbJOtNDr46Rtk92Mk4FAfMUy/9r0xJkRU2V2H/AWYBfwThFZ/DT+ALhBKXUt8CXgT7q9r1mT6Zwvxb/QWa6ZucfnABh6o7ORmdqHtHCmQHmuTP+1Hp84tnc+cShVZW7u26xZc6uDLaoXmTlEMDhkhc29i1n4tLOJw7ZJNyeO0lyJwulC93mVXMZeBXczcaxZc6tjkeZ6AuB0+hAiYeLxKx25h1vEYl3Y5Ledtcl6AuBqsUr2ueyqHifBtMmhodcTCKxs9KlXkZndwDGl1HGlVBH4InBX7QVKqceUUrbM/7tA1+l6s1n/lTGoxZ7g2hEBzz0+R/zKONFNziQNqydsyxw2s6z2XePxiWNb5xNHJnOYcnnGUWem/jbTYfr6Xu35bdBYbDuFwqm29Vtg2mTk0sh8TotuqScAzh4xh47+a7w9cUS3RCHY2cSRy52kUDjlsE0uFQBnMoeJx69c8clpOQxjO6XSBcrldNufnXt8juBQ0LFIXr1xMvt8FlVWnh8nQ8MhgoPBjsbJYnGSTOaww4u+zuiVM3MZUFtk6Iz1WiN+Bfh6tze1azL5NTITDBqEwxvJ50+3dH21XCXxRMK51QbU1SdkjljOzNUef0gHQoTXhzuaOObmHgdgzZo3OtaexQJgpZSV0NH7zrZhbEepMoXCmbY+p5Ri7vE51ty6xrloQp3IjG2TXhb/gpUyYGtnwvQFm7zVwRYtdbCzWX/Y5IIw/UTbn517fI41b1jjmOavmU16fZwUEWLbYx2Nk4nEdwCnbbIzeuXM1LOYunJ+EXkXcAPwiQbvv1dE9ovI/snJyaY3zWSOEAjEHdM8rASGMUqh0Joz47ReBuoL2zKHM0QuiXha1GbT6YmmBb2MI9ItYGlkxkxEN9N1scBe0OmJJqf1MkB9B/twhmB/EGO0+9NSbtPpxOG0XgaW2mS5nCafP+kLmzSMzmzSab0MNB4nCUL8Vd52sKG7cdILehnonTNzBqg9G70ZOLv4IhG5Dfgd4E6lVF25v1Lqs0qpG5RSN6xfv77pTU3x7y5E/HtoKxodbTkyM/eYs3oZqC+2zB7Jen61YdPJxKFUxQW9zFKxZSbjnxxI9sTRrkZh9rFZwEFtAvVtMnMkQ3xX3JGTKW7TycShlGJu7jGGht7o6JbkYpu0t+bjce/bpO1gt2uT8xquN7pgk5WLx8n4zjiBqPfnn9h2s6K7qraXMmB29jFP6GWgd87MPmCniGwTkQjwDuDh2gtE5DXAX2E6MhecuKldYNLP2JGZVmqQzOyZoe+aPsf0MrD0IVVVReZohr5X+8OZMbYb5E/lqZarLX8mlXqacnmGtWt/wuHWXLwKzmQOA/hiFRyNbkYk1PYqeHbPLNGtUcf0MtAgpH/YPzYZ2x6jNFminGpdf5TNPk+hcJrhYWdtcrEA2E82GQqtJRgcatsmZ/bMEFoXcjaRXR0BsJ9s0thuUM1XKU4UW/5MPn+GbPaIC+NkZ/TEmVGm6/9+YA/wLPCgUuqIiHxURO60LvsE0A/8k4gcEJGHG3xdS5RKcxSL475Y9TYjGh2lWs1RKk03va6SqZD41wTDtw87ev/Fwrb8yTzVbNXz2gSb2PYYVKDwcut5PWZm9gDi+EO6OKSfzR4hHB4hEtng6H3cIBAIYRhjba2Cq6Uqs4/OMnz7sLPRhEUC4OJkkdKFkm+ihfMnmk60Hp2Znd0DwNq1tzvalsUCYHNr3iAW2+bofdxARNo+0aSqiplvzjD8E8OO5shaPE5WchVyL+X8NU7SnjB9dvabAAwPO2uTnRLq1Y2UUo8Ajyx67cM1P9/m5P2yWf/WZKrF1mwUCqeJREYaXjf3+ByqqFh7+1pnG7BInzB/kslHKw4wTzTFtrUWHZiZ2cPAwGub9ncnLBYA2yeZ/IJhtJdrJvndJJVUxXkHe1FkZl5o6RObrJ04Wj22OzOzh1jsCmKxMYdbszRaGI/vsiI23scwts+XrGmF9KE0pfMlx8fJxTaZfTYLyj82eVHKgBZz383M7CESudQzY5j3N/M6ZEGP4Hdnxj6e3Vw3M7NnhkAs4FyWVYvFwrb5iWOXPx5S24FpdcVRKs2RTH7X8RUwXByZsU8y+UGbYGMY29paBc/smYEgrH2zuw62fSzbN5GZNlMGVCp55uYed2UFvDhaaJ6u88bk1Aqx2DZyuRMo1do28uweU8M1/JPuONhLxkm/ODNbDZDWx0mlKszOfovh4Z/0TFqJVevMZLNHCQRi81l0/Yqda2a5E00z35hhza1rHE/lvlhsmTmcIToaJTTYs6BeV0Qui0AQ8qdamzjm5h4FKi5OHKZOolB4mUol5auJwzDGKJenqVQyLV0/840ZBm8eJDTkrK3Us8nQmhCRSyOO3sctQmtDBAeCLdtkIvEE1WrOdZv049a8YYyhVIFisTWZ5cw3LF3hpc7pCqFOtPBwBomIo1oxNwlEAkQujVA41dp2fDK5j3J51pVFX6esWmdmoSaTv//EcHiEQMBoGpnJvZQj92LO8XA+1A/p+2UFDGZej+jmaMsP6fT01wkGBxkcvNmF1iysgv10kslmISP18kkci+eLpJ9J98wm41fHPbNCXA4RMXPNnGzNmZmZ+ToiEVdyedQKgO3tGj852NFo61nSy8kyiSed1xUCSwTAmSMZ4lfGCYT8M/+0a5MgjgvSu8E/Pd0m9rFsvyMiRKPNc81MfWUKgHV3rnP+/jXCtmq5SvbZrG9CpzbGWGsPqVIVpqcfZnj4La4cNawN6S+cGvGTMzMGtDZxTD08BQpG7nRWdwQXC4CVUr46NWJjjBktRWaUUkxNfYW1a99MMOj831grAPazTRYKyzvY049Mo0rK9XESrJNMPlr0Qes2CTA19RWGhm4hHHa+LztlVToz5XKSQuGMr/QIzTCM5rlmJh+apP+6/pYFrm1Ro0/Iv5RHFZX/HtKtrT2kicReSqVJ1q//WVfaUSsAzmSOEIlcQjjswirRJdqJzEw9NIWx3XClVlJtZKY4UaQ8W/adTUa3RltysDOZQ+TzJxgZcccmF0cLg8F+z9cJq6Wd+nVTD00R3hBm6HXO6grhYpssp8oUThX852BvNSi8XFhSLHMxudxxMplDLtpkZ6xKZ8YuY7AaIjNA08hM8XyR5N4kI3c7vwKGi4VtfjvJZGOMGRTGC1RLzUWCU1MPIRJlePgtrrRjcWTGT+F8gEhkEyKRZSeOcrLM7KOzjNw94s7WT42D7WebrCQqlOZKTa+bnHwICDAycmfT6zplsU3G41f7ZrsOIBQaIBQaXtbBruQrzDwyw8hdI44eybapHSezR/0lSLcxxgxUWVE423xLfmrqIQBGRu7uRbNaZlU6M34vMLkYwxilWDxHtbrUyKa+aoXzXXZmVFmZCn2B+FX+yJ1gY2w1oGpW+26EGc5/iLVrbyMUGnClHbbYUqmqtQ3qL/sUCVhRwuYTx/Qj06iiYv3dzTN0d9yOxTaJPycOYFkt19TUQwwN3eJaLqJaAbDfTjLZGMbYsg723KNzVNIV98fJivLdSSYbY6t1ym6ZiOHk5EP091/nQpqA7liVzoyd+MnvJ5lsFk40jS95b/LLkxg7DNcenIse0sMZjO0Gwbg/clDY2BNHs4c0nf4B+fxJ1q93c7VhroLz+RNUq7lVO3FMfXmK8MYwgz866EobFttkeH2YyAZ/nGSymZ84mmx/ZrPHrHC+ezZpC4CLxUlKpQu+c7DB3GpazsGe/PIkwYEga9/kcJoAmxoBcOZwhkAsMH8E3y/Mj5NNbLJQOEcyuddzURlYpc5MNnuUePxK3yR+Wo5GuWYKZwvM/sssG96+wbXQcK2wzW8nmWxamTjOn/9bRMKMjLzVtXbYYkv7JJMfNV3R6NamYsvSbImpr02x4W0bXKuTVCsA9lOdsFpacbDPn/9bQFi//udda8dim/Szg92o5EslW2HyS5OM3D3iWp2kxeOkX+qE1RIdNY+rN7fJLwCKDRve3qNWtc6qdGbMmkz+mygasRCZuXgSOf+F81CFTb+0yb2bW/5gNVcl90LOd6FTgOiWKEjjh7RaLXH+/BdYt+5OV9X59ip44dSI/zRdhjFGsThBpVK/LycfnEQVFJt+2T2bXLzN5EebDI+ECcQCDW1SqSrnz/8Na9fehmFsqXuNMwQtZ8Z/J5lsDGMr1WqWUmmq7vtTX5mikqr0xiataKEfHexgLEh4Y7iJTSrOn3+AgYGbiMdf1ePWLc+qc2bK5RSFwmlfThSNiEY3AxdHZpRSTDwwweDNg66WmLcf0uyzWVTZfyeZYPmEUDMz36BUmmTTpntdbYcttsxkjhCNjhIKubMN4ya15TXqMfHABPGr4/Rf72ARv8VYDnb+ZJ5KquKb+je1iEjTo7CJxBPk8yd7ZpPZ7BFCobVEIpe4ej83WEgZUD9iOPHABNGtUUerZC/GHidLUyWKZ4u+dLDBOtHUYJxMp39AJnPYdZvslFXnzNg1mfy4wmhEMBgjHN5w0QSSfiZN9kjW1dUGLDyk6YNpwH+iNptmuWYmJu4nHF7P8PAdrrbBFlv68SSTTbNcM9kXsiSfSrLp3k2unoh5pdhkMDjgujbhYpv010kmm2Y2WRg3t+I33bPJ1W0f2yYzh/wpSLdpbpMPIBJhw4Z39LhVrbHqnJkFPcLqiczA0lwz4/eNE4gFWP8L7pwYsblo4gjiahTITRrlmsnnX2Z6+mE2brzHlUR5FxOkWi2QzT7nW2e7Wa6Z8c+MIyFh47s2utqGJc6MXyeOBjZZLE5x4cI/smHD2wkG3X3eFrY+/XmSCRayANfTcp39q7OgYOO97tqkHS30vYO91SB/Oo+qXqw/KpdTTEw8wMjI3YTDLomou2TVOTPZ7FFEosRi21e6KY5Sm2umcK7A+b87z6Z3byK81t0J2Ba2FU4XiO+Muyagcxtjm/mQVgsX55o5c+Z/oZRi8+b/6HobREKUShdQqujbiSMSuRSRMLncsYteL82WOPfX59jwzg1EL3G27s1iam0ycmnE9WfALYxtBuXp8pJcM2fPfoZqNcfmzf/Z9TaIhKhU0pTLs77VGYbDawiF1iyxyUqmwvh946y7cx3xy112CmtsMjgQNHV6PsTYZqCKakkai3PnPkelkmDLFvdtslP8OTM1wRT/rp6TTDbm8cPTKKUY//NxVEWx5QNuCgMtarrRj9oEm/7r+qEC6UPp+dfK5QTnzn2WDRt+YT7i4Ca1NunXyEwgEKKv7xpSqacvev3sX5ylmqmy5Tfdt8napGd+jcqAZZNA+ukFm6xUcoyPf5rh4Z/uke6v1ib96WAD9Pdft8Qmz/2fc5Rnyoz+lvsZjRfbpB+362DBJlNPp+Zfq1ZLnDnzKYaGfozBwZtWqmnLsgqdmSOrSvxrE42OUq1myU9OcvYvz7L+Z9cT2+F+RdaLHlKfhk4BBnebYtvUvoWHdHz8M1QqKbZs+c2etGHBmRHi8at6ck83GBzcTSq1H6XMKFclU+HMn59h7e1r6b/WReGvTY2D7WebHLjBTM6Y3Jecf21i4vOUSpOMjv5WT9qwGhxsgIGB3aTTB+cTi1YLVc786RkGf3SQoVucL1+wGBEBa6j0+6JPQnLROHnhwj9QKJxmy5be2GSnrCpnplxOUyic8vVD2Qg718zx3z1GOVlm6++6H0mA1bMKjm6JEt4QJvl9c+IoFM5y+vQfsW7dv2Fg4PqetMGeOAxju+taCDcZGLiRSiVBLvciAKf+8BSl8yXGPjzWk/uvFpsMD4eJXR4j9X1z4iiVpjlx4sMMDb2RoaE39KQNtk2GwxuIRNzV37nJwMCNKFUknT4EwMufepn8iTxjvzfWszbYdulnBzsYC9J3Td/8OFkupzh+/Lfp77+edet+eoVb15xV5czYJ5lWm/gXrFwzx3Yw+bkCl/2Hy+j/kR6sgFk9kRkRYeDGgfkVx0sv/SbVaonLL/+zHrbCnDj8HM4Hc+IASCb3kX0hy8uffJmNv7TRlQJ+9VgtNglcZJPHj/8O5XKCnTs/3bNtCtuZ8fsCcHDQtMlUah/5l/Oc+tgpRt46wvDtPSzkagW5/OxgAwzsHiC1P4WqKk6d+ijF4ll27rwPEW+7Cz1rnYjcISLPi8gxEflgnfejIvKP1vvfE5Gxdu+xUJNp9Tkz4dJl8McfJLi2wtjHxnp2X1vYJmEhdrn721puMrh7kOyzWc4df5ALF/6B0dH/1lOhuFk12/8TR1/fLgKBPpKT+3nu3ucIxAJs/3gP+zG0MNHHd/k3wgXmxFE4U2DiyCOcO/dZNm/+dfr7e+fsLtikvx3saHSUcHgDian9PPfu56AKOz61o6dtsO3S7w724O5BKokKE/sf58yZP2PTpvcwNHTzSjdrWXrizIjp/t8HvAXYBbxTRBZ7HL8CzCqlLgc+BXy83ftkMkcRiWAYvTVit6kWq7zwby/AiW2s/ZNnCK/p4ekNa7URvzJOIOxtz3w5Bm4cAAXPP/wJhoZez+job/f0/gurYH9PHCJB+uOv5cJvXE7ye0mu/PyVRDf17vSGnS8kujVKaCDUs/u6weCNppbr+Yc/SX//axgb+1iPW7A6IjMiQn/fjUx/6ArmHp3jir+8gthYbxdfEhRCa0NENvmrTthiBm40tVwvfO3PiMV2smPHJ1e4Ra3Rq5FgN3BMKXUcQES+CNwFHK255i7gI9bPXwI+LSKiGhXcqMPctxNEknczm0k402oPUJopcfqPTpN9Nkv4d/6O0mtOMD3du8mwmgOIE7o8wfT0Iz27rxtMrfsOcAehb9/JpdvvYe5cBsj07P75iQ1w4SZK0zuZjk337L5OU06Wyf3+Byg/N8Qlf1ggcOs+pnv95wRjRHZmfW+Ts2uehMCbkO/cxuZdv0DiQgFoXknbSXIXhmHiJsqTu5ju869NVjIVMn/wXiqHBtnwwTzhn3mm9zYZiBF5VZWZma/3+MbOkozvg9hueOIWtrz2j0lOVQF3O3PoDUOE+rtzR6QNX6Hzm4j8PHCHUupXrd/vAW5SSr2/5prD1jVnrN9fsq6ZWvRd7wXeCzA6OvraU6cWEiV9e+sXUafdzYi7EsQuj7HjT3dwbuw9TE9/rbc3rwTgrV+BX74ffu6fe3tvxxFCv/oQ5Zd6o+1YzYS3VCm956Nw67dXpgFvexDufBju+buVub+DhH/jHykd2rDSzfA9oUsU5V/+H/AT35o/WdRT7r0fXrcXfu2zK3BzZwl/6G8oPdWD1B8WNx69kb6rFrbnRORppdQN7XxHr5yZtwG3L3Jmdiulfr3mmiPWNbXOzG6lVEOX8IYbblD79++f/33qe4epFlRPcob0jAD0X9tPIBKgXE6SzT7X8yaUphShNRdrFfxIOLyBYOrSplVh3aRaLVOppAmH3asR0xPE1AXkKkeoVlemL8szikA/BCJ+t8l1hLKj5F7Krcj9lapSLic8m9W1ZcTUT+XVc1Sr2RVpQnlWEYhDIOpvmwyF1hIujpF7oXc22XdNH8HYQpqATpyZXm0znQFq3bzNwNkG15wRU5U2BMw0+9Knn356SkQW57AeAeqXT9W0g+5H59B96Qy6H51D96Vz6L50htp+bDsi0StnZh+wU0S2AePAO4BfXHTNw8C9wFPAzwP/bzm9jFJqSWIEEdnfrkenWYruR+fQfekMuh+dQ/elc+i+dIZu+7EnzoxSqiwi7wf2YMrnP6+UOiIiHwX2K6UeBj4H/K2IHMOMyHizNKdGo9FoNBpP0bNzjUqpR4BHFr324Zqf88DbetUejUaj0Wg0qwN/Jw6pj/+l5N5A96Nz6L50Bt2PzqH70jl0XzpDV/3Yk9NMGo1Go9FoNG6xGiMzGo1Go9FoXkFoZ0aj0Wg0Go2vWTXOzHKFLDXNEZGTIvJDETkgIvut14ZF5Fsi8qL1v88za7mDiHxeRC5YWazt1+r2nZj8uWWnh0Tk+pVrubdo0I8fEZFxyy4PiMhP1bz321Y/Pi8it69Mq72HiGwRkcdE5FkROSIiv2G9rm2yTZr0pbbLNhARQ0S+LyIHrX78fev1bVZh6RetQtMR6/W2C0+vCmemxUKWmuX5caXUdTVn/T8IPKqU2gk8av2uWcr9wB2LXmvUd28Bdlr/3gv8RY/a6AfuZ2k/AnzKssvrrFORWM/3O4Crrc98RuxKnpoy8F+UUlcBNwPvs/pL22T7NOpL0HbZDgXgTUqpHwGuA+4QkZsxC0p/yrLJWcyC09BB4elV4cxQU8hSKVUE7EKWmu64C3jA+vkB4K0r2BbPopT6DkuzVTfqu7uAv1Em3wXWiMglvWmpt2nQj424C/iiUqqglDoBHMMcB17xKKXOKaWesX5OAc8Cl6Ftsm2a9GUjtF3WwbKttPVr2PqngDdhFpaGpTZp2+qXgDeLSNM6EavFmbkMeLnm9zM0NzjNUhTwTRF52irmCbBRKXUOzIca0NXwWqdR32lbbZ/3W9sfn6/Z6tT92AJWeP41wPfQNtkVi/oStF22hYgEReQAcAH4FvASMKeUKluX1PbVfD9a7yeAdc2+f7U4M/U8Nn3mvD1uUUpdjxlyfp+IvGGlG7RK0bbaHn8B7MAMTZ8D/qf1uu7HZRCRfuDLwH9SSiWbXVrnNd2XNdTpS22XbaKUqiilrsOszbgbuKreZdb/bffjanFmWilkqWmCUuqs9f8F4CFMYztvh5ut/y+sXAt9R6O+07baBkqp89YgWAX+Nwshe92PTRCRMObk+wWl1D9bL2ub7IB6fantsnOUUnPA45gapDViFpaGi/tqvh+lxcLTq8WZmS9kaamh34FZuFLTAiLSJyID9s/ATwKHWSj+ifX/V1emhb6kUd89DPySdYLkZiBhh/41S1mk3bgb0y7B7Md3WKcetmGKV7/f6/Z5EUtb8DngWaXUn9a8pW2yTRr1pbbL9hCR9SKyxvo5BtyGqT96DLOwNCy1SdtWWyo83bPaTG7SqJDlCjfLT2wEHrL0VSHg75VS3xCRfcCDIvIrwGl07ay6iMg/ALcCIyJyBvg94I+p33ePAD+FKQzMAu/ueYM9SoN+vFVErsMMMZ8Efg3AKlT7IHAU88TJ+5RSlZVotwe5BbgH+KGlUQD4ENomO6FRX75T22VbXAI8YJ3sCgAPKqX+r4gcBb4oIn8A/ADTcYQOCk/rcgYajUaj0Wh8zWrZZtJoNBqNRvMKRTszGo1Go9FofI12ZjQajUaj0fga7cxoNBqNRqPxNdqZ0Wg0Go1G42u0M6PRaDQajcbXaGdGo9E4gojcLyLK+lcSkQsi8piIvM/KotrOd91qfc+Iw20MiEhSRK6wfn9Rl+7QaPyPdmY0Go2T/AtmgqwxzEzSXwN+H3jCyi690rwaKCilXhCRDcAoZgZxjUbjY7Qzo9FonKSglJpQSo0rpQ5YKeBvBa4H/qt9kYi8S0T2iUjKiuD8k4hcZr03hpnmHGDSitDcb713h4g8ISKzIjIjIntEpF7Buka8DnjS+vnHgB8opXJd/L0ajcYD6AzAGo3GESyHY0Qp9TN13nsY2K6UerX1+3uACeA5YAT4OBBUSr3BSnl+F2Zxv6sx05nnlFIJEfk56ysPATHgdzEdpV1KqWKTts1ZPxqYFXlzQBSz/EkW+Nd67dZoNP5gVdRm0mg0nucoZnE5AJRSn69577iI/HvgWRHZrJQ6IyJ2hdwLSqmpms99ufZLReTdQBKzavG/Nrn/dZhOzNPAL2I6Ud8EPgLsBfId/l0ajcYD6G0mjUbTCwSzKJ/5i8j1IvJVETklIilgv/XWaNMvEdkhIn8vIi+JSBI4jzmONf2cUuoksB7IKqW+AZSAS4EvK6VOKqUmOv3DNBrNyqMjMxqNphfsAo4DWELgPZhi4XuAC5hbTU8AkWW+52vAOGaV4nHMysRHm31ORL6OqY8JASERSWNuL0WBaRFBKdXf8V+m0WhWHO3MaDQaVxGRVwN3AH9gvXQlpvPyIaXUCeuan130MVv/Eqz5nnXAVcD7lFK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " >>> x = np.random.randn(300)/5\n", " >>> x[100:200] += np.arange(0, 4, 4/100)\n", " >>> ta, tai, taf, amp = detect_cusum(x, 2, .02, True, True)\n", "\n", " >>> x = np.random.randn(300)\n", " >>> x[100:200] += 6\n", " >>> detect_cusum(x, 4, 1.5, True, True)\n", " \n", " >>> x = 2*np.sin(2*np.pi*np.arange(0, 3, .01))\n", " >>> ta, tai, taf, amp = detect_cusum(x, 1, .05, True, True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Function performance\n", "\n", "Here is a poor test of the detect_cusum.py performance:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2017-12-30T09:06:52.079630Z", "start_time": "2017-12-30T09:06:48.972270Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detection of onset (data size = 10000):\n", "38 ms ± 141 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], "source": [ "x = np.random.randn(10000)\n", "x[400:600] += 6\n", "print('Detection of onset (data size = %d):' %x.size)\n", "%timeit detect_cusum(x, 4, 1.5, True, False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "- Michèle Basseville and Igor V. Nikiforov (1993). [Detection of Abrupt Changes: Theory and Application](http://books.google.com.br/books/about/Detection_of_abrupt_changes.html?id=Vu5SAAAAMAAJ). Prentice-Hall. \n", "- Fredrik Gustafsson (2000) [Adaptive Filtering and Change Detection](http://books.google.com.br/books?id=cyNTAAAAMAAJ). Wiley." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Function detect_cusum.py" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# %load ./../functions/detect_cusum.py\n", "\"\"\"Cumulative sum algorithm (CUSUM) to detect abrupt changes in data.\"\"\"\n", "\n", "from __future__ import division, print_function\n", "import numpy as np\n", "\n", "__author__ = 'Marcos Duarte, https://github.com/demotu/BMC'\n", "__version__ = \"1.0.4\"\n", "__license__ = \"MIT\"\n", "\n", "\n", "def detect_cusum(x, threshold=1, drift=0, ending=False, show=True, ax=None):\n", " \"\"\"Cumulative sum algorithm (CUSUM) to detect abrupt changes in data.\n", "\n", " Parameters\n", " ----------\n", " x : 1D array_like\n", " data.\n", " threshold : positive number, optional (default = 1)\n", " amplitude threshold for the change in the data.\n", " drift : positive number, optional (default = 0)\n", " drift term that prevents any change in the absence of change.\n", " ending : bool, optional (default = False)\n", " True (1) to estimate when the change ends; False (0) otherwise.\n", " show : bool, optional (default = True)\n", " True (1) plots data in matplotlib figure, False (0) don't plot.\n", " ax : a matplotlib.axes.Axes instance, optional (default = None).\n", "\n", " Returns\n", " -------\n", " ta : 1D array_like [indi, indf], int\n", " alarm time (index of when the change was detected).\n", " tai : 1D array_like, int\n", " index of when the change started.\n", " taf : 1D array_like, int\n", " index of when the change ended (if ending is True).\n", " amp : 1D array_like, float\n", " amplitude of changes (if ending is True).\n", "\n", " Notes\n", " -----\n", " Tuning of the CUSUM algorithm according to Gustafsson (2000)[1]_:\n", " Start with a very large threshold.\n", " Choose drift to one half of the expected change, or adjust drift such\n", " that g = 0 more than 50% of the time.\n", " Then set the threshold so the required number of false alarms (this can\n", " be done automatically) or delay for detection is obtained.\n", " If faster detection is sought, try to decrease drift.\n", " If fewer false alarms are wanted, try to increase drift.\n", " If there is a subset of the change times that does not make sense,\n", " try to increase drift.\n", "\n", " Note that by default repeated sequential changes, i.e., changes that have\n", " the same beginning (tai) are not deleted because the changes were\n", " detected by the alarm (ta) at different instants. This is how the\n", " classical CUSUM algorithm operates.\n", "\n", " If you want to delete the repeated sequential changes and keep only the\n", " beginning of the first sequential change, set the parameter ending to\n", " True. In this case, the index of the ending of the change (taf) and the\n", " amplitude of the change (or of the total amplitude for a repeated\n", " sequential change) are calculated and only the first change of the repeated\n", " sequential changes is kept. In this case, it is likely that ta, tai,\n", " and taf will have less values than when ending was set to False.\n", "\n", " See this IPython Notebook [2]_.\n", "\n", " References\n", " ----------\n", " .. [1] Gustafsson (2000) Adaptive Filtering and Change Detection.\n", " .. [2] http://nbviewer.ipython.org/github/demotu/BMC/blob/master/notebooks/DetectCUSUM.ipynb\n", "\n", " Examples\n", " --------\n", " >>> from detect_cusum import detect_cusum\n", " >>> x = np.random.randn(300)/5\n", " >>> x[100:200] += np.arange(0, 4, 4/100)\n", " >>> ta, tai, taf, amp = detect_cusum(x, 2, .02, True, True)\n", "\n", " >>> x = np.random.randn(300)\n", " >>> x[100:200] += 6\n", " >>> detect_cusum(x, 4, 1.5, True, True)\n", "\n", " >>> x = 2*np.sin(2*np.pi*np.arange(0, 3, .01))\n", " >>> ta, tai, taf, amp = detect_cusum(x, 1, .05, True, True)\n", " \"\"\"\n", "\n", " x = np.atleast_1d(x).astype('float64')\n", " gp, gn = np.zeros(x.size), np.zeros(x.size)\n", " ta, tai, taf = np.array([[], [], []], dtype=int)\n", " tap, tan = 0, 0\n", " amp = np.array([])\n", " # Find changes (online form)\n", " for i in range(1, x.size):\n", " s = x[i] - x[i-1]\n", " gp[i] = gp[i-1] + s - drift # cumulative sum for + change\n", " gn[i] = gn[i-1] - s - drift # cumulative sum for - change\n", " if gp[i] < 0:\n", " gp[i], tap = 0, i\n", " if gn[i] < 0:\n", " gn[i], tan = 0, i\n", " if gp[i] > threshold or gn[i] > threshold: # change detected!\n", " ta = np.append(ta, i) # alarm index\n", " tai = np.append(tai, tap if gp[i] > threshold else tan) # start\n", " gp[i], gn[i] = 0, 0 # reset alarm\n", " # THE CLASSICAL CUSUM ALGORITHM ENDS HERE\n", "\n", " # Estimation of when the change ends (offline form)\n", " if tai.size and ending:\n", " _, tai2, _, _ = detect_cusum(x[::-1], threshold, drift, show=False)\n", " taf = x.size - tai2[::-1] - 1\n", " # Eliminate repeated changes, changes that have the same beginning\n", " tai, ind = np.unique(tai, return_index=True)\n", " ta = ta[ind]\n", " # taf = np.unique(taf, return_index=False) # corect later\n", " if tai.size != taf.size:\n", " if tai.size < taf.size:\n", " taf = taf[[np.argmax(taf >= i) for i in ta]]\n", " else:\n", " ind = [np.argmax(i >= ta[::-1])-1 for i in taf]\n", " ta = ta[ind]\n", " tai = tai[ind]\n", " # Delete intercalated changes (the ending of the change is after\n", " # the beginning of the next change)\n", " ind = taf[:-1] - tai[1:] > 0\n", " if ind.any():\n", " ta = ta[~np.append(False, ind)]\n", " tai = tai[~np.append(False, ind)]\n", " taf = taf[~np.append(ind, False)]\n", " # Amplitude of changes\n", " amp = x[taf] - x[tai]\n", "\n", " if show:\n", " _plot(x, threshold, drift, ending, ax, ta, tai, taf, gp, gn)\n", "\n", " return ta, tai, taf, amp\n", "\n", "\n", "def _plot(x, threshold, drift, ending, ax, ta, tai, taf, gp, gn):\n", " \"\"\"Plot results of the detect_cusum function, see its help.\"\"\"\n", "\n", " try:\n", " import matplotlib.pyplot as plt\n", " except ImportError:\n", " print('matplotlib is not available.')\n", " else:\n", " if ax is None:\n", " _, (ax1, ax2) = plt.subplots(2, 1, figsize=(8, 6))\n", "\n", " t = range(x.size)\n", " ax1.plot(t, x, 'b-', lw=2)\n", " if len(ta):\n", " ax1.plot(tai, x[tai], '>', mfc='g', mec='g', ms=10,\n", " label='Start')\n", " if ending:\n", " ax1.plot(taf, x[taf], '<', mfc='g', mec='g', ms=10,\n", " label='Ending')\n", " ax1.plot(ta, x[ta], 'o', mfc='r', mec='r', mew=1, ms=5,\n", " label='Alarm')\n", " ax1.legend(loc='best', framealpha=.5, numpoints=1)\n", " ax1.set_xlim(-.01*x.size, x.size*1.01-1)\n", " ax1.set_xlabel('Data #', fontsize=14)\n", " ax1.set_ylabel('Amplitude', fontsize=14)\n", " ymin, ymax = x[np.isfinite(x)].min(), x[np.isfinite(x)].max()\n", " yrange = ymax - ymin if ymax > ymin else 1\n", " ax1.set_ylim(ymin - 0.1*yrange, ymax + 0.1*yrange)\n", " ax1.set_title('Time series and detected changes ' +\n", " '(threshold= %.3g, drift= %.3g): N changes = %d'\n", " % (threshold, drift, len(tai)))\n", " ax2.plot(t, gp, 'y-', label='+')\n", " ax2.plot(t, gn, 'm-', label='-')\n", " ax2.set_xlim(-.01*x.size, x.size*1.01-1)\n", " ax2.set_xlabel('Data #', fontsize=14)\n", " ax2.set_ylim(-0.01*threshold, 1.1*threshold)\n", " ax2.axhline(threshold, color='r')\n", " ax1.set_ylabel('Amplitude', fontsize=14)\n", " ax2.set_title('Time series of the cumulative sums of ' +\n", " 'positive and negative changes')\n", " ax2.legend(loc='best', framealpha=.5, numpoints=1)\n", " plt.tight_layout()\n", " plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 1 }