{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tank Gauge Accuracy:\n", "\n", "## 1. what is the accuracy of these sensors?\n", "\n", "### MTS LT420 analog level transmitter\n", "\n", "Each benchmark station (excluding Primet) has a \"Stand Alone\" raing gauge, consisting of a collection tank with a stand pipe in parallel, where tank level is measured. Additionally, 2 stations have a shelter top rain gauge that funnels water to a measurement/storage tank. In both designs, the tank/stand-pipe depth is measured using an analog level transmitter (magnetorestrictive), and the storage tank has a smaller area than the orifice, increasing sensitivity to small rainfall events.\n", "\n", "2 of these appear to be malfunctioning, intermitently. A replacement must be found that has comparable accuracy, precision, and dependability. So, the first question is:\n", "\n", "What is the accuracy of this sensor?\n", "\n", "Must account for ratio of orifice to tank.\n", "\n", "Sensor |% Repeatable| Range|Measurement Precision| Precip Precision |Accuracy|Precip Accuracy\n", "--------------|------------|------|---------------------|--------------------|-------------|---------------\n", "MTS LT420 (SA)|0.01% |113\" |0.0113\" (0.287 mm) | 0.00316\" (0.080mm) |0.035% |0.011\" (0.28 mm)\n", "MTS LT420 (SH)|0.01% |54\" |0.0053\" (0.135 mm) | 0.00441\" (0.112mm) |0.035% |0.015\" (0.3810 mm)\n", "MTS LPR (new) |0.001% |113\" |0.00113\" (0.0287 mm) |0.000316\" (0.0080mm)|0.039\" (1 mm)|0.0109\"(0.277 mm)\n", " \n", "Based on this, we **should only report to 0.1 mm**. We report one additional decimal place, which seems standard.\n", "\n", "## 2\\. What accuracy do we claim in metadata?\n", "\n", " I can't find this reported anywhere.\n", " \n", "## 3\\. Have we been observing that accuracy?\n", "First we'll have to load a lot of instantaneous tank measurements.\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "# import analysis packages\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import os\n", "from glob import glob\n", "from numpy import random\n", "\n", "# Jupyter magic to display plots inline\n", "%matplotlib inline\n", "# expand all plots to comfortable viewing size\n", "plt.rcParams['figure.figsize'] = [15, 10]\n", "\n", "# custom MET functions\n", "import sys\n", "sys.path.append(\"../verify/\")\n", "from verify import *\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning: File is not CSV delimited\n", "No delimeter found\n", "\n", "Warning from QA to catch long strings in rows (in this case, DataSetName)\n" ] }, { "data": { "text/plain": [ "Index([u'DataSetName', u'Site', u'PRIMET_PRECIP_TOT_100_0_01',\n", " u'CENMET_PRECIP_INST_455_0_01', u'CENMET_PRECIP_TOT_455_0_01',\n", " u'CENMET_PRECIP_INST_625_0_02', u'CENMET_PRECIP_TOT_625_0_02',\n", " u'UPLMET_PRECIP_INST_625_0_02', u'UPLMET_PRECIP_TOT_625_0_02',\n", " u'UPLMET_PRECIP_INST_455_0_01', u'UPLMET_PRECIP_TOT_455_0_01',\n", " u'VARMET_PRECIP_INST_455_0_02', u'VARMET_PRECIP_TOT_455_0_02',\n", " u'CS2MET_PRECIP_INST_250_0_02', u'CS2MET_PRECIP_TOT_250_0_02'],\n", " dtype='object')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ppt_merge = met_func.CompareData('PPT')\n", "ppt_merge.add_provisional_data('c:/workspace/LevelRainGauge\\\\and_precipcomps_15min.csv')\n", "print 'Warning from QA to catch long strings in rows (in this case, DataSetName)'\n", "\n", "ppt_merge.df.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yay Adam! Merged file is great! \n", "\n", "### Behavior when QC thinks it's raining\n", "So, now let's select all the times where it wasn't raining\n", "\n", "#### Known functioning case: CENT\n", "We'll start with CENT because we don't think either of the tank gauges have malfunctioned. This will be our baseline precision. However, winter of 2015-2016 and fall of 2017 the SA froze, plus there are some kown clogs from spring of 2019. For this reason the analysis will start with the shelter for now." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fOprevXJ9jij1dV46k3kvdNbtrzGvsg6A4ycOTOI7SyqJOMdnpg/3OwxJoKa2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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cent_sh = met_func.CompareData('CENT SH')\n", "cent_sh.df = ppt_merge.df[['CENMET_PRECIP_INST_625_0_02', \n", " u'CENMET_PRECIP_TOT_625_0_02']]\n", "\n", "delta_tank = cent_sh.df.CENMET_PRECIP_INST_625_0_02.diff()\n", "not_raining = cent_sh.df.CENMET_PRECIP_TOT_625_0_02 == 0\n", "tank_no_rain = delta_tank[not_raining]\n", "\n", "# I couldn't stand to copy and paste this anymore\n", "def ppt_assess(ppt, tank, date, drain_size=-2.75):\n", " '''\n", " Assess variation in sensor readings during \"no rain\" conditions\n", " \n", " :param ppt: precipitation data series\n", " :param tank: instantaneous tank measurement data series\n", " :param drain_size: keyword argument. Depth used to filter out tank \n", " drains\n", " :param date: list containing 2 strings, a start and finish date\n", " :return: data series of tank measurements with tank drains and precip \n", " amount masked.\n", " '''\n", " not_raining = ppt == 0\n", " delta_tank = tank.diff()\n", " \n", " tank_no_rain = delta_tank[not_raining]\n", " tank_no_rain_no_drain = tank_no_rain[tank_no_rain > drain_size]\n", " \n", " start = date[0]\n", " finish = date[1]\n", " # plot\n", " #plt.hold('on')\n", " plt.subplot(3,1,1)\n", " tank.loc[start:finish].plot()\n", " plt.grid('on')\n", " #plt.hold('on')\n", " plt.subplot(3,1,2)\n", " ppt.loc[start:finish].plot()\n", " plt.grid('on')\n", " #plt.hold('on')\n", " plt.subplot(3,1,3)\n", " tank_no_rain_no_drain.loc[start:finish].plot(linestyle='', marker='.')\n", " plt.grid('on')\n", " #plt.hold('on')\n", " \n", " return tank_no_rain_no_drain\n", "\n", "# print tank_no_rain.loc['12/30/17']\n", "# print cent_sh.df.loc['12/30/17']\n", "\n", "# SPOT check\n", "plt.subplot(3,1,1)\n", "cent_sh.df.CENMET_PRECIP_INST_625_0_02.loc['Nov 2016':'Jun 2017'].plot()\n", "plt.subplot(3,1,2)\n", "delta_tank.loc['Nov 2016':'Jun 2017'].plot()\n", "plt.subplot(3,1,3)\n", "tank_no_rain.loc['Nov 2016':'Jun 2017'].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Filter out drains\n", "So obviously it's working, but we need a threshold for filtering drains out of the dataset. The merged datasets don't have any flags. Maybe if we accessed this a different way we could just grab flags.\n", "\n", "Lets start with 100, and see if that works for out dataset." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fOprevXJ9jij1dV46k3kvdNbtrzGvsg6A4ycOTOI7SyqJOMdnpg/3OwxJoKa2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I3fPfsGYLXPndvTk10tffiM7hOZ8bfdP/ePd3MqS67NgZ0+th+Csh2U52Uvr4TwVpp4JbAI4ZDD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\nlJXNkWoOm5d8XMFiq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Q3FKqNSSimVK+0AKqWUUsl9YIyZYowZDywHVgNnZvjOUEA7gEop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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tank_no_rain = delta_tank[not_raining]\n", "tank_no_rain_no_drain = tank_no_rain[tank_no_rain>-10]\n", "\n", "# SPOT check\n", "plt.subplot(3,1,1)\n", "cent_sh.df.CENMET_PRECIP_INST_625_0_02.loc['Nov 2016':'Jun 2017'].plot()\n", "plt.subplot(3,1,2)\n", "delta_tank.loc['Nov 2016':'Jun 2017'].plot()\n", "plt.subplot(3,1,3)\n", "tank_no_rain_no_drain.loc['Nov 2016':'Jun 2017'].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With a little iteration, -10 filters out all of the drains. For the first test period, it doesn't seem to exclude any other data points. The next step is to test over the whole data period and see if this accidentally filters data we don't want it to." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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ksdCaFuD0+JM6N1UrlPNHqKFdXkQp1jEmvrZbKh+nZY7AdSaS9L87uBdHzrdr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\nZAT4/wf/B4ob2AIRAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# SPOT check\n", "_ = ppt_assess(cent_sh.df.CENMET_PRECIP_TOT_625_0_02, cent_sh.df.CENMET_PRECIP_INST_625_0_02, ['2014','2020'], drain_size=-10)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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D/ppdehZ+8HzhB/Bvd7bstP8ty9p3aiuEmmFV3cMxAD527hz+cN9yHl6+qbvtHacewA9v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\nyjdSKxr2KSIiIiIiMg+o8iciI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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = ppt_assess(cent_sh.df.CENMET_PRECIP_TOT_625_0_02, cent_sh.df.CENMET_PRECIP_INST_625_0_02, ['Jun 2019','Nov 2019'], drain_size=-6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "O.K., so we're not excluding any pertinent data, but we are still including a few drains, which look like they're probably an order of magnitude bigger than the standard bounce, so let's cut those out so that we don't skew our analysis.\n", "\n", ".. note:: \n", " For some reason, most of the data from WY2018 on has NAN values during drains. Not sure what QA process is doing this, \n", " or why 8 or so are missed. Maybe it's a part of the merge" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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obXUjjQGLJ5bha5MHAgBkTWQhqyYOQlEnO0U2hAZy/ogYiO9DMg0zNYroAaEyoMQijQEX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\nkHS/7cV9r/cHbgB2B5YCXwMW1cMfsH29pF8BBwPrga8AlwCfAlYCC4HP2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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tank_no_rain_no_drain = tank_no_rain[tank_no_rain>-2.75]\n", "\n", "# SPOT check\n", "plt.subplot(3,1,1)\n", "cent_sh.df.CENMET_PRECIP_INST_625_0_02.plot()\n", "plt.subplot(3,1,2)\n", "delta_tank.plot()\n", "plt.subplot(3,1,3)\n", "tank_no_rain_no_drain.plot(linestyle='', marker='.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Variation in measurements" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "count 424377.000000\n", "mean -0.002935\n", "std 0.192207\n", "min -2.120000\n", "25% -0.100000\n", "50% 0.000000\n", "75% 0.100000\n", "max 1.700000\n", "Name: CENMET_PRECIP_INST_625_0_02, dtype: float64\n" ] }, { "data": { "image/png": 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GAQAABiQGAQAABiQGAQAABiQGAQAABiQGAQAABiQGAQAABiQGAQAABiQGAQAABiQGAQAA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\nrkJggg==\n", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print tank_no_rain_no_drain.describe()\n", "tank_no_rain_no_drain.hist(bins=30)\n", "plt.figure()\n", "plt.boxplot(tank_no_rain_no_drain)\n", "plt.grid('on')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's great! We expect the true difference between all measurements during rain free periods to be 0, and our mean difference was very close (-0.0029 mm), which is 3 orders of magnitude below the sensors stated accuracy. The precision we have observed, however, **+-0.2mm**, is **double expected precision**. All together, error is about **half of the expexted combined error**.\n", "\n", "I think this means that, yes, we have seen this level of precision in our measurements and need to find a replacement that will maintain this precision.\n", "\n", "Let's check a single day to make sure this makes sense.\n", "\n", "#### Dry Day" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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rIPFthctmRsyAh89b5H1cSg+fyAtShnRWHyKmzNlRIyZQEzUWM64XyhyfWr3S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+tJen6jmX1tuuoIAAAAAPNRQbYrkImZfVrSuyV1SnpdlqsDAAAAAPNO1jN8mbj77e5eK+leSR/M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\nVf1aZ47eL+kvJI0E5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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplot(3,1,1)\n", "cent_sh.df.CENMET_PRECIP_INST_625_0_02.loc['7/13/17'].plot()\n", "plt.grid('on')\n", "plt.subplot(3,1,2)\n", "cent_sh.df.CENMET_PRECIP_TOT_625_0_02.loc['7/13/17'].plot()\n", "plt.grid('on')\n", "plt.subplot(3,1,3)\n", "tank_no_rain_no_drain.loc['7/13/17'].plot(linestyle='', marker='.')\n", "plt.grid('on')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Wet Day" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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4dq6bbzx1nF2n2+mPDA8syErlpjULOR6Z3v5Dm5bw+TddSofbR02bmx5PeGKPkIWXGrvZ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\nnbyDdwel9AX5uC8AcFJ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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplot(3,1,1)\n", "cent_sh.df.CENMET_PRECIP_INST_625_0_02.loc['11/13/17'].plot()\n", "plt.grid('on')\n", "plt.subplot(3,1,2)\n", "cent_sh.df.CENMET_PRECIP_TOT_625_0_02.loc['11/13/17'].plot()\n", "plt.grid('on')\n", "plt.subplot(3,1,3)\n", "tank_no_rain_no_drain.loc['11/13/17'].plot(linestyle='-', marker='.')\n", "plt.grid('on')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This seems to highlight a different problem. While the average variation, or repeatablitiy, between 2 measurments, taken 5 minutes apart, is around 0.2 mm (just under 0.01\"), the trend is often cumulative in one direction and then another over 15-30 minutes.\n", "\n", "### Precision across sites\n", "We go through them individually below, but SA seems about twice as precise as shelter rain gauges. Happily, all of the sites we think are working right all turn out to have about the same precision, accuracy, and total error.\n", "\n", "#### CENT SA\n" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "count 406741.000000\n", "mean -0.001079\n", "std 0.086075\n", "min -2.500000\n", "25% 0.000000\n", "50% 0.000000\n", "75% 0.000000\n", "max 2.010000\n", "Name: CENMET_PRECIP_INST_455_0_01, dtype: float64" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Kwfv51ZOj7qdnkj3XpBiSdy+Z0Gd7LDn22rkr7bWwslm7alhwuU3piWS11z8Q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\nJ05nz8HufsfyukSMj7xpHo31Nf3a8Uxm1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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cent_sa = met_func.CompareData('CENT SA')\n", "cent_sa.df = ppt_merge.df[['CENMET_PRECIP_INST_455_0_01', \n", " u'CENMET_PRECIP_TOT_455_0_01']]\n", "\n", "sa_diff = ppt_assess(cent_sa.df.CENMET_PRECIP_TOT_455_0_01, \n", " cent_sa.df.CENMET_PRECIP_INST_455_0_01, ['2014', '2020'], -2.75)\n", "sa_diff.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The stand alone is about twice as precise and twice as accurate. That's great.\n", "\n", "#### UPLO SA\n", "\n", "This is the last sensor we know for sure to work." ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "count 393470.000000\n", "mean -0.001509\n", "std 0.083516\n", "min -2.000000\n", "25% -0.060000\n", "50% 0.000000\n", "75% 0.040000\n", "max 2.300000\n", "Name: UPLMET_PRECIP_INST_455_0_01, dtype: float64" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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olXH46TvNeOVQV5ZblBxGz+QSgA2c8xUAVgK4kTF2KYDvAniUc74QwBCAu9Tz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\nH7tlwOedcz8DPgW8zcz+xDn3DeCDzrl1zrkuvNiPBQ5GV+Lhx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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tank = ppt_merge.df['UPLMET_PRECIP_INST_455_0_01']\n", "ppt = ppt_merge.df['UPLMET_PRECIP_TOT_455_0_01']\n", "\n", "sa_diff = ppt_assess(ppt, tank, ['2014', '2020'], -2.75)\n", "sa_diff.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "#### UPLO SH\n", "\n", "We know there were some problems here. I guess they aught to show up if we're doing this right.\n", "\n", "This is pretty underwhelming. We mostly seem to be unable to capture the problem. I iterated over multiple time scales, with multiple drain thresholds. Only thing I can really say is that UPLO has a slightly increased SD and mean diff.\n", "\n", "2014-2020; drain threshold of -100\n", "\n", "mean -0.005980\n", "\n", "std 0.452126\n", "\n", "VARA is even worse, though I think this is mostly because of data that just had nan's applied." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\WinPython-64bit-2.7.10.3\\python-2.7.10.amd64\\lib\\site-packages\\matplotlib\\cbook\\deprecation.py:107: MatplotlibDeprecationWarning: Passing one of 'on', 'true', 'off', 'false' as a boolean is deprecated; use an actual boolean (True/False) instead.\n", " warnings.warn(message, mplDeprecation, stacklevel=1)\n" ] }, { "data": { "text/plain": [ "count 327765.000000\n", "mean -0.005980\n", "std 0.452126\n", "min -94.400000\n", "25% -0.100000\n", "50% 0.000000\n", "75% 0.010000\n", "max 2.000000\n", "Name: UPLMET_PRECIP_INST_625_0_02, dtype: float64" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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/WsLu2saW9dUO5oKjhjM50Xu1tbKewpwMcrOifOiYkcFaaVlR8jKjbe7T3NFl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\n1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+Z6qAMqVYOb+VAHVOfXNB+4c+v+VPlMOqeoByafb2qfLjXpevhzm3puvf2R6uNMSqIm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\nYm5WMX8DIQiDxD6wXujzC/kOPlc+9GuA2uu+nu2TY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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tank = ppt_merge.df['UPLMET_PRECIP_INST_625_0_02']\n", "ppt = ppt_merge.df['UPLMET_PRECIP_TOT_625_0_02']\n", "\n", "sa_diff = ppt_assess(ppt, tank, ['Sept 15, 2019', 'Oct 15, 2019'], -100)\n", "sa_diff.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. How much of our record has been this precise?\n", "\n", "Accessing GCE files, we have a total measurement error that meets or beats the MTS made LT420 tank gauge precision of 0.27 mm. This would indicate that any replacement instrument needs to be this precise. However, that only demonstrates that we have that level of precision in the dataset for the last 5 years. \n", "\n", "Access to raw tank measurements from earlier periods is tricky; we don't provide raw mesurements in our datasets, formatting is inconsistent, and a lot of manual manipulation is required. Below, I try to get a glimpse into earlier periods without too much manual labor. At the very least, we know that earlier periods used a different resistor as a shunt, which would impact measurements." ] }, { "cell_type": "code", "execution_count": 171, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "# # get a list of file paths that have 5 min instantaneous data\n", "# start analysis on CENT since it has the both instruments on the same logger\n", "\n", "def scour_4_edlog_data(folder, name):\n", " # WARNING!!!! This is super inefficient, BAD coding.\n", " # Yuck, super embarassing. Just busting through this thing\n", " subdir = os.listdir(folder)\n", " in_dir = []\n", " for f in subdir:\n", " if f.isdigit():\n", " subsubdir = folder + '/' + f\n", " for name in os.listdir(subsubdir):\n", " name_low = name.lower()\n", " abspath = subsubdir + '/' + name\n", " if name_low.endswith('5min.csv') and not '1' in name_low:\n", " in_dir.append(abspath)\n", " break\n", " # elif name.endswith('.dat') and not any(n in name for n in ['233','SYS','PWR', 'CONT']) and 'Table105' in name:\n", " # in_dir.append(abspath)\n", " # break\n", "\n", " # load all .csv files and modern .dat files (toa5)\n", " site = met_func.CompareData(name)\n", " for n in in_dir:\n", " if n.endswith('.dat'):\n", " site.add_toa5_data(n)\n", " else:\n", " csv = pd.read_csv(n, parse_dates=['date'])\n", " \n", " time_fn = csi.CampbellData().get_cr10_to_HHMM\n", " csv['J'] = csv.date.dt.strftime('%j')\n", " csv['Y'] = csv.date.dt.strftime('%Y')\n", " date_formatted = time_fn(csv[['J', 'time', 'Y']])\n", " ts = pd.to_datetime(date_formatted, format='%Y %j %H%M')\n", " csv= csv.set_index(ts)\n", " \n", " df = site.merge_data(site.df, csv)\n", " site.df = df\n", " \n", " return site, in_dir\n", "\n", "folder = '\\server\\UPLO'\n", "name = 'UPLO_Precip'\n", "\n", "uplo, indir = scour_4_edlog_data(folder, name)" ] }, { "cell_type": "code", "execution_count": 206, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/html": [ "
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JYdateorificesaorificeshprecipsaprecipshqualitysnowdepsnowmeltsnowmoistime
2004-12-31 23:40:0036620042004-12-314.6120.74156.9122.3-280.0285.00.085.22340
2004-12-31 23:45:0036620042004-12-314.4021.31156.9122.1-290.0293.00.085.52345
2004-12-31 23:50:0036620042004-12-314.0522.09156.9122.30.05600.00.085.52350
2004-12-31 23:55:0036620042004-12-314.5822.49156.9122.3-281.0287.00.085.52355
2005-01-01 00:00:0036620042004-12-314.1921.76156.9122.2-286.0287.00.085.52400
\n", "
" ], "text/plain": [ " J Y date orificesa orificesh precipsa \\\n", "2004-12-31 23:40:00 366 2004 2004-12-31 4.61 20.74 156.9 \n", "2004-12-31 23:45:00 366 2004 2004-12-31 4.40 21.31 156.9 \n", "2004-12-31 23:50:00 366 2004 2004-12-31 4.05 22.09 156.9 \n", "2004-12-31 23:55:00 366 2004 2004-12-31 4.58 22.49 156.9 \n", "2005-01-01 00:00:00 366 2004 2004-12-31 4.19 21.76 156.9 \n", "\n", " precipsh quality snowdep snowmelt snowmois time \n", "2004-12-31 23:40:00 122.3 -280.0 285.0 0.0 85.2 2340 \n", "2004-12-31 23:45:00 122.1 -290.0 293.0 0.0 85.5 2345 \n", "2004-12-31 23:50:00 122.3 0.0 5600.0 0.0 85.5 2350 \n", "2004-12-31 23:55:00 122.3 -281.0 287.0 0.0 85.5 2355 \n", "2005-01-01 00:00:00 122.2 -286.0 287.0 0.0 85.5 2400 " ] }, "execution_count": 206, "metadata": {}, "output_type": "execute_result" } ], "source": [ "uplo.df.tail()" ] }, { "cell_type": "code", "execution_count": 207, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 207, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GREmSJElSxIAoSZIkSQIMiJIkSZKkiAFRkiRJkgQYECVJkiRJkXdkQJxzxw/gin6sX/wi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\nO1I3SZIkSVL77PcK4n58A6gBbsvGmWFJSundKaXVEfEj4D6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AGkZQAwAAaBhBDQAAoGEENQAAgIYR1AAAABpGUAMAAGgYQQ0AAKBhBDUAAICGEdQAAAAa\nRlADAABoGEENAACgYQQ1AABonNrvAtBnghoAADRE6XcBaAxBDWikb5xzU+bMnZdNW3f0uygAAD0n\nqAGNdPh5NydJ7tq0tc8lAQDoPUGNGaua2g0AwDQlqDHjmNsNAMB0J6gBAAA0jKAGNJoprADAbNSY\noPZ3Ry7IEw6a1+9iAA1RzGEFAGax/fpdgI6Tltze7yIAAAA0QmNG1AAAAGgR1AAAABpGUAMazV4i\nAMBsJKgBjWQvEQBmM7seI6gBAEBDFNse0yaoAQAANIygBjRaNfcDAJiFBDWgkUz9AABmM0ENAACg\nYQQ1AACAhhHUAAAAGkZQAxrNXiIAzCY20aJDUAMAgIaxpxaCGgAAQMMIasw4eqAAAJjuBDUAAICG\nEdQAAAAaRlADGskUVgBmM5s/IqgBAEBDFD2VtAlqAACz2NbtO/O+YxbmlnUb+10UYBBBDWg0Uz8A\nptb5N9yR4y9fkYOPX9LvogCDCGpAI5n5AQDMZoIaQJJzr1+TnTsN3wEAzbDXoFZKeVwp5cxSytWl\nlCtLKe9rf/9hpZRTSynXt///S1Nf3Nnh33+wKOdev6bfxYBZ5S2HX5LDzrup38UAAEjS3Yja9iT/\nWmt9WpLnJfn7UsrTk8xNcnqt9clJTm9/zST4wYJb85bDL+l3MWDWWbbWQnoAoBn2GtRqrStrrZe1\n/313kquTPCbJa5Ic0X7YEUleO1WFBGavGtMRAYDZZ0xr1Eopc5L8VpKLkzyq1royaYW5JI8c5Tnv\nKqXML6XMX7PGdD6gOyV2EwEAZq+ug1op5UFJfpTkn2qtG7p9Xq310FrrAbXWA/bff//xlBEAAGBW\n6SqolVLuk1ZIO6rWelz726tKKY9u//zRSVZPTREBAIDJ8MXTr8+cufNS3ai08brZ9bEkOTzJ1bXW\nzw760U+TvLX977cmOX7yiwcAsHfbd+zMlu07+l0MaLzPnnpdv4tAl7oZUXt+krck+aNSyuXt//44\nyaeSvKSUcn2Sl7S/BphUOvyAbrz+axfmqR86uSevdcY1q3LN7V2vAoFxcfljv709oNZ6XjLqqv4X\nTW5xAFqKvUSAMbj8lrt69lpv//b8JMnST72yZ685leyu2ywuf3SMaddHmE7MvYa90yAAOpwPoFkE\nNWYcFxoAAKY7QQ1oNOOiAMBsJKgBjWRkFACYzQQ1AJgFzrv+jmzfsbNvr7/ktvXZuHV7314fYLoR\n1ABghrv4prX5q8MvzudO68/9k+7evC2v+tJ5ed8xl/fl9dkze29BMwlqADDD3XHP1iTJzXfc25fX\n37ytNZK3cPmdfXl9ulPcFwUaRVADGs1tFgCA2UhQAxpJzy4AMJsJagAAAA0jqAEAADSMoAYAs4Ql\nn4zEcQHNJKgBjab9ABNnySfdcJg0iwCNoAY0kgYDALORjhU6BDUAAJihTr1qVTZs3tbvYjAOghoA\nAMxAt965MX/znfl539EL+10UxkFQA4AGc9N3YLw2b9uRJFm+bmOfS8J4CGpAo2mjMltNxToVnycm\n04Jl63QkTAFVSoegxozlPDfNWUwNk8bHicl28pKVed0hF+aYS2/pd1FmLJuKIKgx4xRnNgCYUsvW\ntqbS3XzHvX0uCcxcghoAAEDDCGpAw5nECgDMPoIa0EgmsMLkqzo+GEHnqLByAJpFUAOAGU4DnD3Z\ntXOjAwWaRFBjVrrjni1ZfOv6fhcDAABGJKgxK73qi+fl1V8+r9/FAAAYkfupIagxK92+YXO/i0CX\nXKgAmE1MVaZDUAMayf3wAIDZTFADgFnCCDXQ4XzQfIIawCzmOj1bGKEGWkxYmT4ENQAAgIYR1GAK\nzZk7L2/95iX9Lsa0ZsRnaulYBYBmEtRgip193Zp+F2FaEiAAgNlMUAMAYFyqHSlgyghqAA1xwqIV\nuWz5nf0uBjOYJjUjGc9xYUMKmHr79bsAAHsymzpr33v0wiTJ0k+9ss8lYabRqKYbjhNoFiNqQCNp\nMAAAs1lPg9ri29bnhtV39/IlmcVm00gMAAAzS89H1C68aV2vX5JZxkgMAADTXe+nPhrmAACAPbKj\nJtaoAXt0w+p7cshZN/bt9at96mDSaPcxEsdFsxR3EqWt57s+OhfA9PL6r12QuzZuy9uePyf3v8++\nPXtdFyqYPD5NdMNxAs1iRA3Yo01bdySZHT2us+BPBACmiZ4HtdnQ2Jsq//aDRXniQfP6XQxmGZuz\nAAD0nhteTyM/XHBrv4vALGatGDBezh8AY9eHETUna5hO+r1WzCkDZhJD9ADdskYN6EqvA5MplzAV\n9HwwEscFNFHvR9R6/YLAhAhMMP0VH2S64DCBZjGiBnRFJwsAw5meDlPHro/AHvW7g/UrZ96Qi25a\n2+dSADBYv9cvw2xgRA3oSr82AvrZFSvzxkMv6strAwD0izVqwB5Z2wIA0HtG1ICu6GSB6c/yA5g+\nfFxxHzVgj4ynwfTncwzTiA8sbUbUgK7oYwEA6B1BjRmrmjQwOfrUs2dtHEBzucZOIVVLm6DGjKN5\nP0VcOGadvzzsorzg02f0uxhAg+lTmzqqFkEN2CMXitnr/BvW5tY7N/W7GEyRWmuuuX1Dv4tBA3Sm\ntrs3GjSLG14DXTHNBaa/wZ/ib56/NC///Lm5dOm6vpWHZugcF0bHoFmMqAF7ZK3Y7HT61av6XQQm\n0Ugf4yW3rU+S3LJuY49LA0A3+nDDa73yMB31ejRcPEzec9SCnHXt6r689juOmN+X16V33C4HZjdn\ngOYzogbs0Ug98Vu278gbD70wi29d3/sCzSInLr49f/2tS/tdDGYo091gdvKRnz6sUQO6Mvije9WK\nDbnopnX50PFL+lYeJodGOjaQAGgmI2rAHmnCwcwxeLqjjlMmg+MIpk4f1qgB09GI61lcoWFaGGnk\n1NRHJsJILEw9I2rAHnV2fawjfG9qX3fKXwIAoLGsUQP2aE95yceZy2+5K5u27uh3MQBmHNdYjKgB\nXRncyWKwiyRZtWFzXvuV8/MfP7qi30VhHGzPDw3lIkub+6gBe2QKIqO5e/O2JMmSFW7TMJ25qT1A\nMxlRgxno2tvvzqoNmyf1d47UyTKZHfILlt2Ze7ZsH/i627bjunu3Tl4hxui4y27Na758Xt9ev986\n7/8+Gvp7dNtdm3LAx0/LsrX39rsoQz7Fuk3pMLgKzWSNGsxAL/v8OXnuJ06fpN+2eyN8stvlGzZv\ny+sOuSB/f9RlY3recZfdmmd/7NS+3Xj7X76/KItm8U2/d7bP52Lanv1k4W25454tOfqSW/pWhs4O\nfWddu2ZgJDTeP4bR5wLN0vcRtVpr3v3dBf0uBrA3I+3OP0l98pu3tTajuHKMU+jOv2FtkuTq2zdM\nSjl0JI1N5/03orZnneppytT/fnVsADA2fQ9qC5bdmZOvvL3fxZi2/uXYy/OhnyzudzGYwUZqg0/6\n/XM6PftjbPAPPHyS2r8bt27f+4MYsHNn6/9y2p4NfF6akdOaUgwA9qLvQe2G1ff0uwjT2nELb8uR\nFy3vdzGYBUZq3E3WCNR4p9DtM8kjFfLG2DRlhKjpSrNy2m6fW0EbaIKrVmzI0w4+edLX2E9nfVij\n1pRLFTOdQ21yjNSGm+yGXafBP/j3djNq13nMTu91X9hMpDsDA78NOSl1Pm+CNsxct921adpNcz7i\ngqXZtG1Hzrhmdb+L0hh9H1GDSafROCWmso1ZB0bUxvbe7bPP0OdPpktuXpc77tky+b94Bhl433zk\n9qhp9dN538b7uWPmEdpnnud/6oy8eprtSjyV1/Tpqu+7Pnovxu7mO/q/xXMTfe/i5blqxeRsKsEu\nvWhkds4DY3+t0n7+JE19HFSAv/j6hXn9IRdMyu+dqWwmMjZ9bXzs4S3y9tEhtNNfnVky0kFH30fU\nvBlj94f/e1ZXj/vb787P+45ZOLWFaZAP/Hhx/viL5/a7GDPWVPa4dqaEjbWJMLD2Z4qKtnTtxq4e\n15Qpbb22c5qOqF1449qsvrt3ayA6QbYpU3Q7xZilh+2UufDGtZkzd15uu2tTv4sCXbngxjuytkEz\nR6Z6Pe8Ji1bkqR86aWCn6emg9yNqw792oRjV7esn1pA45cpVOf7yFZNUGmarPfWwTtbnd9cUujFO\nfRwIav3dTGS2nscGAvY0S2pv+sZF+dOv9H60tCnTy4Z3kE6vd29y/ecJV+Y1Xzl/Un7XMZe2Nva6\n9OZ1k/L7potmHNWMx1sOvyRvPPSifhdjwD67FvROye//5IlXZ8v2ndNqWUPfR9R8wEf3ss+f0+8i\nTHsbt27PyUvc/mEy9GSN2uDNRLpoPTZlM5HpdB772+/Ozzu+femk/K7pfMPrXo56dILsaJ+hs69b\nkzlz5+XOe7f2pkDT6YCdYt86f2kW3XLXpP7OpgTyqTbN+mempV50Al7foN3Xp/qavmuZxdCDd8lt\n63Pdqrun5kUnqO9r1O64e/qk2l5bv2lbv4sw7X3oJ0vy7iMXjPlGyuyyp4vxZJ1LR9r1sRuTPaI2\n3t8ynaY+nnLlqpw+aTtqje99m232Vj1fP/vGJMlVK3uzxvbkJbfn3i3bZ02g6Nb6jdsyZ+68nHbV\nqnE938eAyTJbj6XONf2b59+cXzv4pEn//XWUzsVXfem8vPRzzRwc6fuI2vB5oi/6v7NywY139Kk0\n09d4GopfOfOGXLp0Zk/RuPXOVq/53ZvdyHiiBh9hU9UwH+tC9jJFa39uWdfd2rSO2drctT3/nt1x\nz5YcdNzibNuxs99FGeLY+bdk7nGL7do5zHWrWz3qX2sH5/GaRv02A6ZjmZl5Otf0ZWs3ZvO2qTtv\nTqdzXh/WqA2bGz+stm5cc2/+64SrJvQaC5ffmQ2bZ9do1OCT7DuPuDRv+PqFe33OZ065Nn/+tb0/\nbjpb155KdNa1a7p6/JLb1k+70bcbVt+dBcvu3Ovjxvu39eJ8NtFGwqSN7LULcv4NM6uzaPWGzdm6\nffIvetNx6mMvRz//e97VOfqS5TmxPf16tNfuRZGGv0fLh3RG9HBr1xng+MtvG/H7e5viOpqrV27I\nFbdO7vTLcZtOH+YpdOOaezJn7rxpdx+yJvvgjxfvdTO8qQ5QG7e2Ou27bRM2Qd9G1E69alWe8sHJ\n33ll6/ad+dOvXpB3fnt+rrj1rlHn/N9658bc0ON5ud+/9JbMmTsvJy5eOaWvc9rVq3NxHxYzn371\nqqzu4m7y57TXY3Tz2InqvMeHn3dTV49/1ZfOyyu/OLH7jixYdmfmzJ2XZWt7cxuFF3/2nLyui23k\nJ/q3jdTInOwph0NveD3USOeKfQYaRpPbCtx3n7FdLZrcG11rzYGfOD3/dOzk7wDbqffpNKLWy/dq\n+HE52ksPTP2d4vIMec3a24mP478FR3cWLOv+mrdjZ80PF9yaHXsYij/7ujWjrmP84unXj/j98f5p\nr/jCufmTL0/OhibT3ZnXrM5fHXZx36eTd6a//nTRyKGcsTvq4uV7vb3UVN8eYkN7dtVBxy2e0teZ\nTH1bo/bZU6/L1h07p6wXaeEtd+ZPvnx+futjpw75/obNrTnoL/j0mXnxZ88e9fnrN27L2ddNbuJ+\n/4+uSDK+A+SmNXsOlf1uJ9Za844j5ufPuxjJ+86FS5Mkl4+wgHv7jp35/vxb9ngBHY9tO6amhubM\nnZdDzho6Tea4y25Nkpw0QzYxGWlHv72dTFdv2JxTB63z2LmX97ObBv/aETpdpmp7/jEHtb5/AkfX\nqZsTF9/ededBt51JA29rn3La1Ss3dDWaPNhE36kzr1mdFV1uRLLPsAN0r8dpD+ux1sm/YfmHj1+S\nAz5+2qivlwza1W2Sve6Q7meHHHHB0vzbDxYN7NI4krd+85K8fJQ1K3vb5bS5Z4Pm+9vvLsh5N9yR\nrX2eLrxz4HidHp1QT/7gifnsz6/tdzG6MmfuvJw0yjVmmlR3T/VtRG3f9isvuW1si6d/73/OyBdO\nG7k3K0n2a18FRmuYn9nlIvq/+e78vPWbl+Q1U3BX9/1GuFKtuGtT5sydl4XLR250DA+NO3bWHDvo\nIrOnEZUfLbh1nCXtXucivKyL+06tbm8gU0rJ+k3bhkwj+fYFS/P+H16RZ37klEkp1333nbpDvBMu\nPn3yNQPfu2vj1hx1cet9+dRJ14z4vMk0eNH7nLnzcvQlQxseL/zMmZP2WmMJQ2849KL8zXfmZ/uO\nnVm5flOe+IETc8wlozeKupkGtG5+AAAgAElEQVRCt2OEz/TATr7tptGTP3jihOq98wpTOaK2+u7N\nOXnJ1I6qj+YPPnNWV497z1GXdfW4zsjCVDW+X/q5s/Ou78wf9eev+MK5XY0mDzbRe3e+7duXdn+/\nxmH10qT7hi6+beiUrlprvj//lgnNcvnOhcsGtr2+Z8v2gU6rZNff3ouG7/yl63LVipHbFvdu2T6w\nBm3w2uWR7qt395btecoHx7ChQftP+9kVzbstzvYdO3PspcsnvRN0su3TvmTv7POyzs7x2rRbj7zz\niPn54y/sOv8cf/ltmTN3XrbtqPniGTf0sWRjc/h5N4/4/am6lkzU6g2bM2fuvJxxzfg2GpqIvt1H\nbd/2p3GkXpPteziR3LJuUz532nWj/nyfvbzL7zvm8r0XMsn17W06F03B/OSRRgbOvb4VxL538eiN\n2cGe9IET8x8/2jUyN9LoVEc3C6NPWLQia+/Zkmf958/3OuI30sL4we/YBXtZ33NFu06379iZfzpm\nYd53zOUDw+F3bWytLdw0xsbCoeeM/Dfut+/ux8PFN60d0+8ezeDDtLPd+Wjzry9dum5S17799bcu\nySu+cG6OuHDpkO8fdNziIVNGlq7dmGMuWZ6/2UNjdzz2du3qvJ+btu0Y6Iz58cJWIP+H712WF3z6\njCTJlu072usIdyW1Nx160Yj3NRreyN22Y2cOa5/sOz/atqNOeCOAJNlvn4mfGr961g2ZM3febt9/\n7ZfPz7uPvCz3bpn6DW6279iZ7+0hII/Xjp01O3fWXNj+LF1009RMtb5u1T35+Th34BvNWMLSjp01\nR1+yfLdzXuc8NeT3th87eC3g8nbH1R33tM75TW4in3716rz/h1fkf0+ZnF75g3+yJP/y/UUDnY8D\nDd9J+e179vqvXZg//uK5WbDszt3WGD3jI6cMdBZeMmiJwJWDOo0Hv0+D2yg7d9YcM+x4uOb2QYGw\n/cSzrl3T9ej19+ff0tXjurV1+84cc8ny3WYxHHXx8vzHjxYPzGgZzZW37X6dmnfFyjHfIP6KW+/K\nZaN0PO/Jvu2Ly50bd7WTaq059Jwb9zgSsycnL7k9/9PuUF1y2/qupsnumuUx5pebsFrrqMtXTrt6\n1ZDdYb9+9u7LOm5fv3lMtyXqRxYdra3ey2DceY+72dOi02498qLJv57uTc+D2k8vvy2bt+3Y431L\nRlo7dupVq8a8E9tE3DnChbjj5CUrc08XjayfLlrR9U31Ouf9Hwwb/eocQKP1Dg430n0gNm7dPfQM\nPomvXL8p7z16Yd5z1GVZv2nbbqMyg918x7158gdPyo8W3JojL1qW7e2CD278HNvlhacmuaW9K+P2\nHTvz00Urctem8d1H6BMnDhpFGVSW+wwaUdu4dXuOvXR5vnHu7ie2K1esz1nXjj7aunL9pt1GQQb/\nzZ3tzkc7bv78axeOuj7swhvX5upRtuVev2lbfjCsPrfv2Jmzrl0z6nPOHPZ3zD1u8ZBpiIN7ezdv\n25GjL1m+x/UAe9yefy8tz1//6M8HQmKnJ/dnV6wc2I3zXd9ZkGd/7NQhW+ZeeNPaLLrlrt06SXYM\ne7HB60Qmq5O48xLDX6vb5w322Z+3OpTmzJ03pANmRftG9mO5Z8vK9eO759fh592cD/1kybieO/h9\n//mVt+fjP9u1ydOTPnBinviBE4c8frRz4j8dszDPHjYFPWkdD0ddvGzcOyKO9z5oY3lrj7l0eQ46\nbnG+2e4QGKkT4PpVd+e86+/ICVesyEHHLc6Xz9h1XM5vT8vslHW0TWqGl2nHzpqP/vTKnHNdbza1\nuX395tzbXmS/atgtc5av3Zi3HH7xwNcjnQuTVqfLYKvaa5A715/x3tS+G6OFndcdckFevYdZMWcM\nmmHzd0ctGNhc69Y7R25rHL/otsw9bvGQmSMv//y5OfqS5dm8bceQgDd4tO4vD7toyOdnsPf/8IpR\nyzceXznzhsw9bnF+umjoqF7ndj/r9nKvvqXDZsVs2Lwtf/+9y/K2b7U6I29Zt3HI9WQ0f/Ll8/Nn\nX70gqzdsHtMI473t4+Wfj93Vqf7Vs24cuMb/XZej/YPPL+8+ckG+2l6i8KovnZfXHXJhTrny9syZ\nO2/If4P1Y+pjZ3TslCtHrt/ho6Fz5s4b8ZYer//aBXn3kQsGvp53RSu03bhm5M6DPf2FJy5emdvX\nT/5+AqMF4OHVPZVrFS+8aW2uXLE+mwe1kc+7fug594Ib7mjtOdDOH+devybHjNJmOmHRit06NH79\no6fkT786sfWnPQ9qS9duzK8dfPJeH9f54HR6J//mO/Pze/8z8jSuOXPn5VVfOjebt+0YdTemZPST\n796sHRS2vnnezXn3kZflnUfs+Yax6+7dmn88emFXN5a97a5No655eOe35+eg467YLcCNZM7ceSPe\nB2KkBs3gHb86F5Q1gy7Q35/f2vikc+L47oVLc9FNawdC9L/+YFE+9JMl+db5S5MMPYEcf/mKzJk7\nLzes3r0h+t0Llw78+z1HXTbw+25YfU/+8eiFk9Jb0Rm52bZj55B70c390eL8x48W57Srdw9kr/zi\nefnrb+3+Xu3YWTNn7rz8zifPyLuPvGwgmP7sihVZedfQD2Q3HQmDA/fqDZtz/OW35U3fuCiv+MK5\nOXHxyt3eq78/6rL8+w+vGHIR+e3/3rUGZKRz2NdG6GEb7B++tzAHtxvvT/vwyTnouMU5+pK9h+vB\nrzWea9f89iYru35fHZjS+44jWmFutAtJMvQYq7XmS4OmeQyefprs3mgcq6+euet3j3RCXnP3lnz0\np1cOfH3u9Wuyc2fNkRctG3jtwTMDvnrW7lNSxrK26ounD33+xq3b872LWxeLzr2fRur8WrVh7x1F\no01XHvxnv+u7CwZGL0dz0HGLc8Pqu1NrzWlXrcrS9qjqTy5fkXX3bs1Na+4ZMm3kmEuX54M/XpL3\nfm9h/vnYy/e4K+WCZXfm1z96Sk6/etfzn/+pM4Y8Zu09WzJn7rz8/v+cme9dvDxz5s4bmBkx2t+1\nN+vaI2Gdc+RnT901m+Pvv9dqML7kc+fkrw6/OAuXt+r/5CtH78letnZj5sydN2pvd2ft55M+cGK+\nfcHSnDfG3UdPvWrVkJGcO+/dOnBeHzkgtSrjIz+9cuBxJyxakVprNmzelpXrN+X3P3Nmzr3+joGR\njBf/39l595FDG8vP/9QZ+d1PDn0/Og3cTmflWNbDXblifebMndf1GvavT8Io+uCtwId/bp7/qTMy\nZ+68/GD+yNfhg45bnP895dohnXdbtu/M5bfclTlz5+X8G9bmsPNuzgd+vDjvPXrhqCM6z/3Eaam1\njnjtXHfv1syZOy8nLBo59Hz65Gta73e7vu8e1nHSmc69pxlLI+l8Lle2G+sv+/w5Y5qhceAnTs8/\nfG9hNg3rMP7KmbtmHCxYti4nL1k55PqwYlDn1FEXLRvxd1+1YkNe8OkzctLilQMzVv7n5GsyZ+68\nvPWbl+SDP16SV39pV1B/0qD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GQQ+pSX45rV5vjddJMKzOjyqlPL3WelmS/07ytfZ/n0jy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\nAIDFGNQAAAAWY1ADAABYjEENAABgMT8UoAZn4BV8GgAAAABJRU5ErkJggg==\n", 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KGPObxpha8PiDxpiWMeZzwV+/0Pc1rzfG/Lkx5lljzM8aY8ygf99J+RyVOwBIWhjeTu25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FBnFHb/r9WiLUlZpi8UxeCsJ++STILQKqnr2qoglVAF2bsr1eLu+q3V+N3nbk55rVsPRVH4m7d2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\ny3ucL2mbpCGxvr543SL5OeM9/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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "uplo.df.head()\n", "del sa\n", "sa = uplo.df.precipsa\n", "sa.plot()\n", "\n", "tank_spike_filter = sa[(sa>0)&(sa<600)]\n", "tank_spike_filter.plot()\n", "\n", "delta_tank = tank_spike_filter.diff()\n", "plt.figure()\n", "delta_tank[delta_tank>0].plot()\n", "\n", "mly = delta_tank[delta_tank>0].resample('1M').sum()\n", "plt.figure()\n", "mly.plot()" ] }, { "cell_type": "code", "execution_count": 250, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\WinPython-64bit-2.7.10.3\\python-2.7.10.amd64\\lib\\site-packages\\ipykernel\\__main__.py:2: DtypeWarning: Columns (4) have mixed types. Specify dtype option on import or set low_memory=False.\n", " from ipykernel import kernelapp as app\n" ] }, { "data": { "text/plain": [ "count 777588.000000\n", "mean 0.005089\n", "std 0.295359\n", "min -9.750000\n", "25% 0.000000\n", "50% 0.000000\n", "75% 0.000000\n", "max 89.700000\n", "Name: precipsa, dtype: float64" ] }, "execution_count": 250, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HMqXlSBZKVgzUSnskiaJpYBrnu2MLVBqVX/jlmd4UW8kxorF/ypHrtg17eHF2Tlao653E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\n+TtT5+EPnz8SZYfS1/pFIhH8ZG5yi1rz4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5fRuaz9Lugz8WpGxKwVPuN0xJeuSabWju/S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\niYiIiIiIJIQSOBERERERkYT4/7i10P2yKUhaAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ms01 = load_data.MergeData()\n", "ms01.add_ms001_data('c:/DATA\\MS001_dwnld\\UPLO_SA_1994-2004_5min.csv')\n", "uplo_ppt = pd.to_numeric(ms01.df.PRECIP_TOT, errors='coerce')\n", "\n", "tank_spike_filter = tank_spike_filter.loc[uplo_ppt.index]\n", "sa_diff = ppt_assess(uplo_ppt, tank_spike_filter, ['1995', '2004'], -10)\n", "\n", "sa_diff.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, so the formatting's a nightmare, but the precision is surprisingly good. The mean accuracy is 5x worse, but is still < 0.01 mm. And the SD (precision) is about 3x worse. A quick visual scan suggests this may be driven by some outliers that may have had manual QC at some stage. However, this is still nearly, or below, 0.01\" total measurment error. So even on older model loggers and their associated limitations in data formatting, the accuracy was on average +- < 0.01 mm and the precision in our measurments was generally 0.3 mm. This confirms that data at the HJ has been at least within sensor specified instrument error for almost all of our record, so any repairs or replacements need to be 0.01\" or better.\n", "\n", "The data takes a lot of manipulation, and individual MS0X downloads, so I'm not going to test any other sites here. The method above can be reapplied if someone else wants to do some testing." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Possible improvements to measurement\n", "\n", "Possible ways to improve this include:\n", "\n", "1. Taking median float position instead of instantaneous\n", "1. Rounding everything to 0.5 mm\n", "1. Smoothing the float to a larger time step\n", "\n", "### Average- down sample from 5min" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5,0.98,'Averaged Tank Level (3 samples/15min)')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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0q1OySqeIiIiIuw4WlvPLtzdQWFZFxuFSBvcK7+ghiYi0G2X4RERExGvV1lp+9Y4j2API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\ng8YpGjRO4TOzPznnzhtvu2K2ZXgIuAb4sv/vT1M3cM59ILhuZ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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tank_15min_mean = cent_sh.df.CENMET_PRECIP_INST_625_0_02.resample('15min').mean()\n", "delta_tank15 = tank_15min_mean.diff()\n", "\n", "ppt_15min = cent_sh.df.CENMET_PRECIP_TOT_625_0_02.resample('15min').sum()\n", "not_raining = ppt_15min == 0\n", "tank_no_rain15 = delta_tank15[not_raining]\n", "\n", "tank_no_rain_no_drain15 = tank_no_rain15[tank_no_rain15>-2]\n", "\n", "\n", "plt.subplot(3,1,1)\n", "tank_15min_mean.loc['7/13/17'].plot()\n", "plt.grid('on')\n", "plt.subplot(3,1,2)\n", "ppt_15min.loc['7/13/17'].plot()\n", "plt.grid('on')\n", "plt.subplot(3,1,3)\n", "tank_no_rain_no_drain15.loc['7/13/17'].plot(linestyle='-', marker='.')\n", "plt.grid('on')\n", "plt.suptitle('Averaged Tank Level (3 samples/15min)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So that didn't do a lot...So, if we implemented at the logger, instead of just averaging 3 points, we could average 20 points every 5 minutes. Let's see what that would look like. 20 points, would be a 90 min average on the data downstream from the logger.\n", "\n", "Let's stick to an hour, or 20 measurements." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "count 29290.000000\n", "mean 0.007430\n", "std 0.091348\n", "min -1.979167\n", "25% -0.041667\n", "50% 0.000000\n", "75% 0.050000\n", "max 2.883333\n", "Name: CENMET_PRECIP_INST_625_0_02, dtype: float64" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Es7peh6chSE9Pd5mZVS0OCgDAoSstK9dvX/tOnyzaor+d118XHtPJ75JwGJ6aukr3f7JM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\ne4GTM/PezBydprqvtTaoekhnqw+iMwmgyUM1Tqb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LA47qW8Tg6mVVN0nSPPC1L0n1FJnZ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\nzJ23R0QA/w94w3w9AEmSJnPSFkmSJEmqKYd0SpIkSVJNmfBJkiRJUk2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SEf6WFY5P/eoYPtsUwhOvNediiNOGrqwcb8A57d5GOBN/RMq5AXeuz4fKEg/ee91iANnv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JlVGkoRERHJEQVwIiJ5YpSGUkRERHJMAZyIiIiIiEiBUAAnIiIiIiJSIBTAiYiIiIiIFIikAZwx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\nY30yhbIBdQTFwAzK9sUAK4C/BvYFlvTm5Nc5zTEKknvzknk7kns7kns7k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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tank_4hr = cent_sh.df.CENMET_PRECIP_INST_625_0_02.resample('1H').mean()\n", "ppt4hr = cent_sh.df.CENMET_PRECIP_TOT_625_0_02.resample('1H').sum()\n", "\n", "filtered4hr_tank = ppt_assess(ppt4hr, tank_4hr, ['7/13/17','7/13/17'],-2)\n", "plt.figure()\n", "ppt_assess(ppt4hr, tank_4hr, ['2013','2020'],-2)\n", "\n", "filtered4hr_tank.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At an hour bassis that's a pretty notable improvement. The mean doubled from 0.003 mm to 0.007 mm, however the interquartile range and standard deviation were cut in half. I think that in this application, the increase in precision (reduced SD) makes up for the decrease in accuracy (increased mean) because the combined instrument error is reduced. I'm going to take one last crack at simulating what this shift would be like at the sensor level.\n", "\n", "### Average- upsample to synthetic 15 sec data\n", "\n", "I'll use the precip to create a smoothed, synthetic tank level. I'll then fuzzy this synthetic tank with a random number generator proportional to the mean and standard deviation. Unfortunately I can't up sample the tank level, because I don't have a way to rerun the QA process and recalculate precip...\n", "\n", "mean -0.00293\n", "\n", "std 0.19218" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "upsample 5 min to 15 sec\n", "\n", "Date\n", "2020-03-16 16:09:00 25.62\n", "2020-03-16 16:09:15 25.62\n", "2020-03-16 16:09:30 25.62\n", "2020-03-16 16:09:45 25.62\n", "2020-03-16 16:10:00 25.67\n", "Freq: 15S, Name: CENMET_PRECIP_TOT_625_0_02, dtype: float64\n", "\n", "Add sensor bounce from radom num w/ 0.19mm stdev\n", "Date\n", "2020-03-16 16:09:00 25.622975\n", "2020-03-16 16:09:15 25.350635\n", "2020-03-16 16:09:30 26.038003\n", "2020-03-16 16:09:45 25.792657\n", "2020-03-16 16:10:00 25.591394\n", "Freq: 15S, Name: CENMET_PRECIP_TOT_625_0_02, dtype: float64\n", "\n", "Reseample to 5min mean of 15 sec scan\n", "Date\n", "2020-03-16 15:50:00 25.619421\n", "2020-03-16 15:55:00 25.578160\n", "2020-03-16 16:00:00 25.561200\n", "2020-03-16 16:05:00 25.540448\n", "2020-03-16 16:10:00 25.591394\n", "Freq: 5T, Name: CENMET_PRECIP_TOT_625_0_02, dtype: float64\n", "\n", "Resample to 5min by sampling last value\n", "Date\n", "2020-03-16 15:50:00 25.834310\n", "2020-03-16 15:55:00 25.369554\n", "2020-03-16 16:00:00 25.586378\n", "2020-03-16 16:05:00 25.792657\n", "2020-03-16 16:10:00 25.591394\n", "Freq: 5T, Name: CENMET_PRECIP_TOT_625_0_02, dtype: float64\n", "count 433203.000000\n", "mean 0.000073\n", "std 0.272089\n", "min -1.209440\n", "25% -0.183282\n", "50% -0.000213\n", "75% 0.183412\n", "max 1.365707\n", "Name: CENMET_PRECIP_TOT_625_0_02, dtype: float64\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\WinPython-64bit-2.7.10.3\\python-2.7.10.amd64\\lib\\site-packages\\ipykernel\\__main__.py:42: MatplotlibDeprecationWarning: pyplot.hold is deprecated.\n", " Future behavior will be consistent with the long-time default:\n", " plot commands add elements without first clearing the\n", " Axes and/or Figure.\n" ] }, { "data": { "text/plain": [ "count 433203.000000\n", "mean 0.000017\n", "std 0.060824\n", "min -0.310104\n", "25% -0.041108\n", "50% -0.000016\n", "75% 0.041043\n", "max 0.292751\n", "Name: CENMET_PRECIP_TOT_625_0_02, dtype: float64" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Xhs3btwPgrRjvcEnESBQOmj12wy2we2fDDtq6h3bO6fb1ywHYpa1/Fl2hLgJK5ieORAf0\nKLp1AUedcqHTRRFCDBMP/vjbnPjwbJ4uqGGKqwGAi93vAnCaaxO/8N0/KKgDuN/78yEtpxieFi95\nGYCDusrhkgwkPXZpmFfYAJ0wbtzQLWQsRK9gwA+Ayzc8gpO9t81kiquB2CCES9uG7Nxzn7sCgJLC\nAghYe4873EXANTx+d2LotHf3cKl7GcUqwOgSWX9UCGH6TMdvBjzeZEzlR+GrOdu1lmXGHDbrKUxQ\nzVzlfosyumnSZVznWYxfexlezavCCTv2NwHw/OhPcbbDZelPArs0zGn4JyhQMpRLOCASMgM75SlI\nsWfuvbf5fU6ItnACtOsinEhHse+Eb1C99EZL+3rC3YTd8QM7PeQDKIbDgI2RofwH4ymX0fFCiKi3\nX/snCxd/tO+JGrNRcg59a3Rdn+C9y35xPUc2vSaBnWD/wQPggZlT+6aCDIf58zIUMw3biufTqofP\nWhViZHnp738GoKGl3eGSwLotWwH4RvBL7HRNY6N3niPlUAVllvd1hbvpOWQoptT3D2+RiBHbfrD8\nS30vOP/dK8SwdqClE2oqWLTkylj24Q1btztdLFsMCOqEyNCFypwSMvfIqdFnhkeNQgK7NCgULZ5q\np4shRqBd72/ha67oAtvdTc4WBqg7cBCA4lFDO9+02++n7XZzKPQ/I+ktOeKLdFPXPcx622WdhZzy\nd5kt8UumfY3P/Pe9w+V7V4hhb/x9g9O4120aPN8sr9W0xXrrhEjXJdH5mMcfNcPhkgwkgV0aPIaf\nkEs64MXQ8257MbZ93ie+42BJTAcbzAyx46vHDt05m1spvnccFcpMInOsa6fl9/7pj79khusg57tW\n5qp4YhgK+s1rpbCo1OGSCJGfFp/1NJsvfxqA8eWHQf2npiKrt0vbkACIRPoyYZYWDa/PhQR2afBE\n/IQtBHZaPvrCZh3KHAK87kPJ108cKpFus5Vz6sSh67F746W/x7Z/O/dPTKqxPiyo8v1nAXh13Gds\nL5cYvoLB3iVCJGmKEOnY6ZrGquIzHMkpsOG242LDP6mpIHy7/VkHXz/2e7YfU4wcK15+DABDH1Lf\nHwaDcCSwS8Mx4Y2Mj+xzuhhiBAp2m/PqSitGOVwSU6kyK8wzJg1dhtgJBWbvy66PLebzV38QlcZ6\nkVe4l7LZmMIVX743/g7D4GYs7BcOmilTXV7nEw4JkU8qjRZ6fGOG/Lx//+dLzHXtHvCcRxkJ9k7P\nW6vWAPCz8Ic56z++YssxxQgVTWZXd+3LDhdkMAns0jQqXO90EXKi5qEXab99fKyF7Hd//pPTRRL9\nRLpbASgtH+1wSUxlmEHWkVOGLrDzBc1ewpKqcWm9r/P9ZQAc7dpre5nE8BaKLhHiHgaZZIXIB8GA\nH2oqqKKdrvaWIT23Dge5aunVADwcvoCHT3ue5yOn2Xb8M549C4Bit7Tkiezs2GDOryutGH55NySw\nS8NexrO68oKU++XbQMx//PV31Oy8lnLVt8j057ZLa9ZwYvS0EdAeKsqsZ4HMlTW3ncB3veYwhJLS\n7OYrpMMIdAJQXFpp+T1vrVhJ6Z/MRak73MNnEdF8u0fkq97ATnrshLDmX0/9PrbdOt6+oMqKQMv+\n2Pb1dz/J9RefyZhJR9Kj7R1K/Zlbf596JyGSuNb/OADFVRLY5TUfQSLuw6+CEGnt68l43zB7YBq1\nE6uSiYQC7XRSjM/rbFbH5atWMt+1o++JNIZDZi3QSUi7KS6yvsj4pGevjW37/ndrLkolhrFwdLiM\ne5gEdo/c8mGoqeBArfXEP0IMpWKveU9/56IXueYLNw/pubs6zR7C147/ke3HXrF+M2DWcTyeYZYd\nWeSXftmsCwqH3xJoEtilwadD6MMwsCvb8yoA4ZsbOfLOzawvOJ4G3+QU7xJDyRXooNvl/A3Ev/YZ\nAJZ/4MGhTxMd6qaHApTL+m2rttocehO5tYUCnyTQGGl659h5fM5nLfvNr3/Mxz2vADD+d8c7XBoh\n4ht94E0Ajp1z1JCfu6fTnHLgLbK/YfmtN83P3p/1RbYfW4wsnW2NALxXfaXDJYlPArs0+AhaDuyG\nw+rzVp3pWgeAx+t1uCQiEU+ogx6X8ynbi7pqAZh53NAO0QGY1L6a8uhSB1a5Iz00UYXbnfxWlz+f\nVpGO3h47j9cM7JwcAltX25cQ4q2x1ybZUwjnHN/0AgDFZUM/nzvYaTYW+ortD+yu2W/2Al4ypsH2\nY4uRZePmTQBsiwzOCj4c6hIS2FkUiRiUqIClwC7fljtwqeFwKYpk5vUsZ2bEenr/XPjdLR/jlIan\nACirHPpsacFI6n0O5Y704FeJP7NOfVLzqeEnn0ViPXbO99YWEoxtu3zWhxMLMVTuvvnLse1UjWG5\nEOjqDezsn7s9QTUDMPO4D9h+bDGyPPis2fv7rjHb4ZLEJ4GdRaGQWUGoDB5eyx08fovZlfy3yBkO\nl0SkMmi9lCH2Oc8/Ytte39AOSdZac0RoK8vTvJF6wz0ELKw9ma5gKMzPfvI9/vDMS2ideZAm4V1u\nRULDYyjmW+u2xhIOOf05FiKRRa7VAPx9waOOnD/cYy7rU1hmf6Kr5UVnAhA58vysjyUNcyPbWa41\ntOtibvvcR50uSlwS2FkUjE7qbS2d6XBJ7LOz7iAf8ywBwHPud50tjEiqkUpWVF3qaBm2GpNYVXLm\n0M+tA9Zv3Qak/4Va2LWX7pD95fF9bzQ3tv+AT793Nc8+95T9JxC26Kg3hz96C4odLcczjz8AwL8j\nJ0iVUAxbB6miVo/hqksvc+T8vYFdcZn1zMeWjz1+PgAV1ZOyPJI0zIxkj91yFdd5FuPCoKzU+ekx\n8UhgZ9Gu3bsAWNPkSblvvnzsN732BADbjElccY4MTxi2tKaCDkI++7/s0lGuevAUO1OG/WvNBD8N\n874Yf4c4vWb7m5qZ49pLAfZGdn+863MDHo93t6d9DGnxHRrn7/4JAMWjs63MZecGt5l06Pw7Fzta\nDiGSGafa6PQ6t1aq9pv30tIye4diasNg4c77AfAVOtvII/LXtl17uNZj3sNLld/h0iQmgZ1FXbtW\nADDr6GNzep6aO26Cmgqef+qhnJ4HYHqDOU645BOP5fxcInNGoBMvEbZ3OjdPyDA0ZXQR9jqzjl7H\n2ucAOHHhIetIJlluYcIvZgCwXk9Pefx0RlNeG/4bAG9G5gLgdWAuikhty+tPxLbLKkY5WBIwepv7\nhnJ5ECHSNNbVTqTYwXW5Ah106wJKiuwdOr1hxx4Acz28bD+D8hEesd574bcA7DGqOfDV3Sn2do7U\nSMCs1dVUDPqnDSO2izvUBcDcE0/PaVFq9K8AuHzd13J6Hm0YHNNitjxUTjwip+cS2WlqMOd1+kJD\nPwSyVzAUpEQFCPucCew+4jZTcI+fNC3t9156y9OJX0zzS1prTTPlPB35AJM+9tO0yzLo9FnMzxPJ\n1b38SwBemfGtQa8N9a99vx6d9vxQIYbaKN1KoGDoE2P1UsEOuiiyvbFs34a3APhR+BpbjytGlpMP\nmo2FRV99i/GjnR1BlYwEdpgT2+MJRifeA4R3vAFAWXnuhikEejr6ylSZ2/Uxtq1+M7ZdXOJMZV1Y\n09VkBnYnTXFu0fhgl7m+UMQ39GVYvW5tRu/r1gW8M+5aCgrsa/1trN/HBNVM1fTjsjpOvmXOdVI4\nYuAPRXhnSx2rduzn3fcPsrexPWXSmnPdZiKI0pM/FnvOqQ6zYhWgRx9+a6CKw0coFGSMaqOrw7kG\nRFewg25l/1DJSaXmveKai8+x/dhiZNi58iWOcB0AoLp6nMOlSU4CO2DXMnOY13+7vg01bSydfgMA\nql/la2HQbPEpLLJ208lkDs2OjStj254cD+9a+u4yAN677IWcnkdk79GlZpf/y11H5uT4Dc2tdHc0\nJ90n3GEuyBkuGPohbcc/ZWYz+/Wob1t+jxEOU6wC4LN3cnPpb04BoFVn2xgiPXVWPHvrxXjuqqLw\ne6M4/bFjOPHhoznlT0cx5f4pRGqSX4svRhYAMHWys/PrAIoI0I0EdmL4amsxvwPa3c71RLjDXfhd\n9i8F4g+a86x9o9Mf8SEEQPG/bwKg023/Uhx2k8AOuKzWHFJ1wjR7euMyrbIF9q625fxWqL1LAZg9\n94QhO6fIzO49uwAYVT14MUw7VP98Gp0/Sn4ddDSbLVXrW9w5KYMVX/jS4CF1iXR2mZPwtbfE1jIs\nD5nB9TlXftrW44r4ulXiv9+KggVJ3xvGzfvGBMaXx+uxHdrAulgCOzHM+bvNnrrK6fMdK4M33EXA\nbe89G6Bn53IACkqGf6VcDE/jesx1hIOX3edwSVKTwA74ffhiAGaefkXc14M9XekdMMPhPl2Gt98h\nclvxOMO1HoDiYvtvosJev/GZDQ/HTbL/SykQ6AFgrGpNul9jgxnYVY2ZYHsZUunWBSwd9zHcXuvJ\nYwKdZiXF7tbf7XoSnbqQyuqh/z2MRFPGjaGLQnOJjX7/gtqNHpN8zpqPMEE8qH7jL50aAlviCjCp\n2rlsg0Kk4u8yp4KUlDoX/BREugjmILDDY34PlI3KfgidDKIfeYLBvszaVfPjxwnDyYgO7G697VtQ\nU8E3vU8CcMqR8StrbS0NACybc1NuCxToSL2PDSKGjo0VFsOfX5sB/9ELsl9Y9VDL3l2e9PWVK96G\nmgpOevvLAJw+b5btZUimvaubYhXgQDC9eXK9606WVFhLBKAtNqRUq1bqdfZDlaRyYI0r3EOAzLLB\nFhAkgDf1jjm2ZtmrjKKd05qfcbooQiQU6jZHOXgKnVubqzDSRdhr//m1NhPhlRRLPgGRvn898J3Y\ntnKnXvLMaSM6sLvL9cCAx4nmtdXtN4Og97vsTcF7KBUN7DopIldDhZo7/bx4+8U5ObbIjXXlZ1On\nxuckrf6yNRuSvn7McwOT+Eyampt5foms27oDgI2t6VXQ33vsdgBCKZZnSDfAKqebdmQdpKHiivgJ\nqsyGMBYQyjgotJP/hRw3CAphg1VvvQRAc7e9636mo0h3Y3js77HbsLcBv/bikqVpRAZGB/YC0PL5\nlSn2hOEwf374h545tNo4grCvipNveTXpfspvDlM7YVZuJ94u3GUuoJmrykjtnp1MfvB4rohOk1pR\nfgEn5+RMwk7uiJ+gyk2jwrcazEpniy6lKs7rHSXTKOrehr69FaXUkN8wXlu9mTOARsN6S6thaC7n\ndQA6DXvnNS1yr7H1eM5/BQxv7iwCO58K0z0MMlGeqLaZGzXOZRsUIpV1DSHwmvd8R2hNse7BKLC/\nV21MIQRCXnLbNC8OVzs6vczXBVRNmpl0v+GS7XpEN1+Uu0N4i1J3+2/ebk6a9JQMTbYoPSAfp302\nP/hfse2lxhxO+sZfc3AWYTev0UPQZX8FNRyOxLZb3PGHLLb4xrNJTx8wT2koGfvMhELzJ1lvxe3o\n6o5tX3zpVbaXSQwdjxHIOLA72bU14dzRoQyocz1fWohsNTY3c6/3dwDMOcKZwC4S8uNVEchBYDex\nVBHO8D4y2PCovA834XCE+//8BP/53Xv54dNvpn5DHjnXeHvYBG1WjOjAzqcDRDyp23B2bI0mGhmb\n24W8D6hq3i67MKtqQGcgnPC18zEzYYZubuC0O5c6VlkX6fEafoI5SAHd1toU2054JUSCRJRzHfsH\nonmLKqcfb2l/I2JQ8eOJADw32t7Mlfvq9gDwtuukrI8llX1rPBE/4SwaNY527R3wODdNZsl5lMEO\nIzcZbYeK1pqIIdfs4erJn3w1tj1t0kRHytDVZs6LdhXav1aqKxIgqJyfb3s4+9cdF/OV7Z/nz757\n+Nbay9i1a4fTRbJNyF2MR+XP/S+jwE4pNUUptVgptUkptUEp9fXo86OUUi8rpbZF/6+KPq+UUj9X\nSm1XSq1VSp1o5w+RqSIdwHCnrjAvnKgIaTeTJlttycosXvbpAMrbO38n/Yto28ZVlN4zmuX/ejTp\nft40sgsK54X9XdT32F8hbTpYl3IfFQkRcTnzhai1ZoFrMwBHTZ9u6T27d2yKbU+YZ30x2hRrXQPw\ntz/8EICD5cdaPq7IjscIEHJlNoCqXRfzfORUm0uUnn27zdEe+ZysShsG6o5K3HdW0tIqw0kPR0a0\nzlL75R243c4sadPVYQZ2KkeBXdhlX71HGuYGO1btGviEP3mm7XwyzailkIDTxbAs0x67MPBNrfUc\n4DTgBqXUMcB3gFe01rOAV6JgNYb1AAAgAElEQVSPAS4BZkX/fQH4dValtkkBAbQ3dSKEwu795hCB\nHCvUAfAWkWlX/6wnzIps1apfJtxna+kpGR1bOKeEHnpyMO+ycde6fo/if1G5jBCGEy2dNRWoOyq5\n3vMyALOPtNZbPuORhQC8d9K9nLzoyhR7p/dJmzXRHK56wfXfTeNdIhte7SfszqzHLqLcVI91dlmK\nPTu3APCv+cN/7aNEale/HNsOd7c4WBKRK7NGe+mikMljnVuSY8e6twHoCSYedZQplxEgoqRB227B\nsMFNN/83P7r5c0xz1fOkuoCVp/zY6WLZKhy2/3rMtYwCO631fq31quh2B7AJmARcCTwU3e0hoHeC\ny5XAw9q0FKhUSjn6jRsORygmgPak7rGb1/l2zsujDYNCgrEeO2WlC6Gf/sNk2uZ9atDrwWAQQyv2\nFktvQ76Z4TrItMIe248bbDSHSnTqxJ8BZYQwcthj193VATUVrLmtb4H01vrBPYlWspm1tLXHtscc\nfYY9Beyn3DBbIIvLrS2hILLnyTBxUEO7nyo6wELDXS4V1JtzRMePHpr52bmgXvhmbDvNryWRJ4qM\nLnqUs2va7n33eQCqJiZPUJGJUKAH/zBY+uRw47u7inu8v+d/vGa+hs6QOuymILY21ALwr4k3OFwS\n67KePKOUmg6cACwDxmmt94MZ/CmlxkZ3mwT0n+xQG31u/yHH+gJmjx7V1dUsWbIk2+IlFAwGuFBp\nmjr8g87T3dIMwBtvvI7b46PMM5sp4T1stFged08PaG25/HveX8/1e29GKWhpacLQ0NXdldbPv2hJ\nX+9E3f6DdB7y3tbWFq5Sml3tqctVEQqDjuT09y+sCUcMzgf83qqEf4/22q0cDezcuYNm4u8TT1O7\nH4Ba1wR8RjDu8SeH/ARVSdJrYYphYChr1/tbr7/AzUbfMiO91e75rh2x93fVruUyYLt3NrVn/MDc\nIcGx23bu4Dhg65atbNy5nw8Df6z4CtPrmnm/LnV5eurrAVjx7ruUlW9Luu+0A2amzdffNCeGd9Tv\nZAawd89e2tP8rEwxzHWVtm7dysEeaUlOZBH72do+YdC1tRBob2+Pe81t2ryBLx0we1V319bR02+f\n9p07OBbz917fndnXX2dnp+V7Y0djBycAe5v8tETfcybQ1taWN/fXRZG+r+4VK1dQvG2Xc4URttOG\nwdi2TTRTyPo412RnZydb6vZEv2N20qwG7xNPOGLQEYIyn8LjSl7bX79iMV/xmMdtChYO+GwEO8xl\noLL5vBRFArRGXLZ85nRXF1pnV57DwdRXv8gR0fbWFl3K3yNnMOmsz1K3cyknAevWrWPXgfakxxiO\nDr2/dx7czuWY2bZT/c2P05qurvTq7rmQVWCnlCoFngJu1Fq3J0nGEe+FQW1/WusHgAcAZs+erRct\nWpRN8ZJqbtgPb8Po8ZNYcMh5lu56CdrgzDPPwldQyJqlBbSqsVgtz4r3fgVBZWn/3XX7BwRlBf5G\nlFKUFBdzcho/f8fiIsqU2aszdeoUTjjkvXtWvwqr4bwJfqanOO76dzy4DcPyzytyp7m1Fd4A18T5\nCf8em98Nw3aYMeMIjkvjb7asdjE0QdBXRWGoIe7x97xh4Cko5vQkx935uguXsna997/W+9vIjNj7\n6x4xW/9CF9zDogXJj7mWJtgNR80+Co+3ADbCcccew4kWfw+r6t+BRjj5lFOYMGFS0n03rhwPHdtj\n5dy5oQg2wpSpUyyfr9fO111gwFFHzWLOqem9d0RZAlNVPbMP+f0GF0N5eXnc67J21Qux7ZlXfYcT\nT14Ye7xeNZvXy1FHcUyKaythkZYssXxvXFa7BOrhzHMupKJyFACRxVBRUZH0M+UUw9C8uWkvz7z0\nClsbeygyulnUbyTsSSedxLhJM5wroLDdE4//kXNcu3knckzc63rJkiWMHz8btsGMGTMSfse0dnRS\n+eME99AUS330/144/7zzBry2dPMT0ElW9ZH1S8Ko4ipOs+Ez9+76P6J6sitPvnv4D79iUb95w1V3\n1NGbqmzli3thP8ybN4/pRw+LdBppOfT+vmVZD2yCScecznFnLUr4PoCWJYqS4hLH7+0ZZ8VUSnkx\ng7pHtNZPR58+2DvEMvp/ffT5WmBKv7dPBvZlem47BP1muj1lYaiOxwgQztH47I1vPx/b/p7riyy6\n+fmMpuVu1NNo04l/lsZOc+Jn65j8+6CNZF0d5vA/n9f+YSSj9ps9UGFPMQnn2OkQ2m3Ptd+bJSuk\n3ejbW2P/NnuOJlw4KrZfm8ec51EweV5axw/1mC27nkL702UD+LWbXWpyTo4tEqutPiut/Wd0rACg\n839qBwR1AwzRkELd00JYuygry24oZiRisOTWs/jbs0+n3jlDq+5YiOvOSs766zx+3HYjz3lv4omC\nuwCo0+ZnUoZi5pd1mzbx3vI3ku7TuNH8Hui+6vdZneuZVzNLcd/Z3bc8jb49Nwk3fCoMGc7VjWek\nfwymFJn1yXdOvX9Q0O5E5uFc6mwzr0l3UW7qFbmQaVZMBfwe2KS1/km/l54FPhnd/iTwTL/nr49m\nxzwNaOsdsumUza88DMDO+tRdxRPCtZTSnXK//qxmTQquNb+oO2/czs23/QBXdMiClY9GMBjkiVs+\nyI9u/hwTaaJFJ77w9uw7CEBH8ZSE+4jhJ9Bsju/2FNi/3MGsrlXmhkp8K/YYYbBpjt1zi80Kxm2R\nz6GU6vt3yH6VB81lOarKK6wfXGuC3eYXjK84naxq1r+EOtpaaIvYE+RKVrXUwkGz8lBcml6WvOKI\neU8vLR18PxzqFV50TwvtlFiaI5rM+vVrWORew4dW2buER3+TjYFzW3ca4/hq8CtcHbiNfceZ80u0\nXLd5Zd5fTuOEFy9Pus84fZBaPYbzTjomq3MFGncBsOODT5uV/Zo23pn4SYI6cZbNUDjMU9+/HoAH\nwpflbAkmrw5i2BXYHV5xS0YKveb9bOaxibMOHy6NQG2t5tQsXZB6zevhItOhmGcAnwDWKaVWR5/7\nLnAv8IRS6rPAHuDq6GsvApcC24FuIHffThbN2/kgKJh+VOpegVFGM6OM5pyU40q3mZiltLI69py5\nEGLqT8Vrd13ENZ5VscdvReYynYNx952BGSAcOdnZLHEiPVs2rGYm0DZ6vq3HDYbC+ICA9iRdeLOA\nANrCWo+pBIIBvrr7awCceFbyikYXZhBbUZw6iOpfEQh1mxX64ix7RxI52702J8cV8QV6OvGApczF\n/Z3g2p6bAmWgseEgY1Upo1LvmlA4YvDSUw8w3wUNahTVqd+SkbGqlfeNCRx5p7nEyAzgF9HX3n3q\nJwnfJ/LbkRUuwt3ZNxwWt5lzlKsmzbL8Hu/do/lktBbapO1f5iB2Hh0kJFkx7RON2uIF4vkc99bV\n7kEfEpGWucwpTmNG5U/StEyzYr6ptVZa6+O01sdH/72otW7SWp+ntZ4V/b85ur/WWt+gtT5Saz1P\na73C3h8jfTvGXUSrLmXBeR9Oul/npldzVoYVv/mvJK8mD+xe+euvucBtBnU/D1/F5YG78Vx0R8L9\nJ9T9C4Cisqq0yymco/aZf+OKMfYG5L7vRYc7qnD0Rjz4envh4R9RRTvvt2fX2wCw5u4zY9uXnZl8\nyY0uw0ct42K911aFeszArqQ0fzMQij69w+VdXvt7q4dKBV20k122wfV3nMS3XObapM2ecXYUaxAd\nCQGwX8cPQXv71Q+t9IjhK9S8x9J+HsNPQGXXm/XCH+/lP9t/B0BldfK5yv29Gjk+tv2tml8k2TNz\nWmsKCFHbkfslq0aO3vtA4u/ofOvd37J+FZN+N4/WjS8NeH7bHnPWWFGOGowBnn19OdRUDPgXCvoz\nPl72NbY85Q6002khvW/zU98AYNcY64sdW9HaeICT9z8GwI7i4w55NXWF9rwN34ltf+3uh3j+nq9S\nXZm4xWtbkXkDLa4an35hhWNGT5wOwISxufm7bb1uefweu0Anl+0w59cc7M6+Dc6HWXH889G/pLho\ncEW9//IeOtSd0aLURnSOXWlFGkM409Cui3it6iO2HnMk1JO7AmF++fvfc+8tX+I7N3+TyO2V5pdX\nCsGAORRTeaxXOiMRs/L29pirU+w5NM5yr6NLZ1dp9hf09dE1j/9AtkWKa80aswHp6ciZKfYU+aLx\nJWvriXmMAKEsA7vLdt0T21Yu6wucn+uODviqacOTg3nkAKGIGdhNrraxUXsE3LeTiX1fD/XY9hxq\n22pOFRnTvmHA892t9fi1l/Iya/WKTC6Ncf/+6qDntrz8hwyOZBqxgZ0n1E63K/WY2be95hjiiv+w\nd4HZJ178V2x7xrdeH/S65Y9LimxTvbYfaKZLF1BQkP2wOjF0VNhstfEW5mY9rqOOmm2e55DbUWvt\n5tj2jXdnN6keQBVWss07m//82H8Oeu3QwHJW92oqST9NshEwA7uCovQDu1Q9EWvXraZc9bC2wZ5W\n3xEzx66mgpJ7RnPD3v/mO55Hudf7O9zK4vzj6Bw7t9f6EKreZEOuKufnEv/w5s8DUKqyW4PSV1rJ\nvt4BmBlUpP7w+/uhpoL9t8/g7//4R9x9lrxujkwZM/Ok5AcbIZft4WDC5j9a2s+OwK5eV7JPj8K4\nLf3kJzuM3DY2dwXCFBBid5tdPXaHTzCTtST3o3xrtDTCZuNzRA2coTbXV49GoVz2h0t7Gzt49I0N\nnOoy61urrt/C07PNBhnPmCMzPu6IDewKwp343akDuwljzaEvlVXZzJIYbP3mLQD8dv5fBo1TTvV5\n0FoT0F6WTbze8vnmVBqWeigztW7d6gHdyMFgMGfnGlFCfgytbA3If3nLJwY81nFuzg17NgGw6vzH\nbZnQXuQ/SD3WWkxLdSdVRkv6Jwl00k0hpHMDtvijvfWXHwEweurc9MslMhKMDkVxe6wHdv6OJsBs\nSHDaVzx/B+Dgxb/N6jjusJ9ABou0t3d1Q00Fn957MwATVDNXLftY3H2PaHoNgG9+/IrMCyqGjdr9\nfXPtU2Xy9Rghwq7s5p+FcLPWe3xaw+eDfrPB493yC5LvmOXXTzhiUKBCjK3KzUiOkSjZMMt87cTT\nYbPOahwS2J0eXkaRykF9tqaCKfdP5rpX+jI3n3jEeGZNGp31oUdsYDclsI0ufyjlfips3nysLIuQ\njlHK7F04YurU+Dskae4I+HsoUCEagtaHLhQEW+hw2X9j67x9HNRUMO+pswc833TA2vh+kZwr4seP\nD4/H+vCWVC52vQvAkgW/AczvTXXo9bbFbNmvrs6+NbUnEOIoVx3Vgb2pd45aU3Fe6p0O4Qp20K3s\n79lsqd3MlzzPAfCRT3zJ9uMfzuoZxcqqS2NZ8qhpY+nYj9KhU8+b682K6fZZr3S+8IQ5z8dVmLtG\nLKvW6iNYaszhooUnZ3Ucd7iboCu9HhWtNeU/tDYvt6Pbzwfd7wBQkCD7bqyylm/N8HlOGwa77j2N\nA1uWp/W+He+90vcgRU3brUNoV+ZLGmutmaSaqChPLx384vvNHAPpvi9dvQ1EZaX5k9VwuFOx/w+f\nECIcHfETzLL3Ol1vR8xstPVXPm7bMQ+fv0qailWA090bU+7nCncTwAtpjBu3ohCzBWDGhME5zpJl\nKQTYtMkcA9zYEbB8PqOzgX0he29s4VCQUjVwgueyubcB4PFk/kUh+qiwnwD2ZvM60rWfFvcYFl1q\ntt7Hu97eqTWvz7Jx07M+38bt7wPQpFM3LBgh87wdZUekfZ4zOv7BGG1/9tqq3/WldC7Io7VsnGYY\nmgrdQaQos9EOoWhg57WYlVVHwny6w2ysKPEkD0ByPbG/pbmRU12bmaVqsz6Wx/ATdKWXQGbn1nWx\n7V2fXgM1bawsXcRu1+Dem7IfmKNSDujEPeo6YYolkUvb1y1lun8THY99Jq33VfvMRutGUt9z3TpM\nRGU+v23DpvUAbGtJ7+q4qNPs0Z6w8NqMz21F0G8uVaW8Mg3FNtow/z9MhmJu2LyFM3f/CgD/IaMj\n2lUZL5d+0PZzHvRMBGDhXe9ATRtjT7jEtmOP2MAO4LXy5GnXAVxhP37Sj+BTzaHp7dqdOjb+l2my\n9y97yUy6Eii1vljyaNpoUfb22B3cYw4n3VRwXF+LvLCVK+InkIM0zX5f33UX79bsx0e3LqCyMvsJ\n51t3mT11j0bOTblvZ4c5BNNd5PxQukPlavHcw1V9aycFKkS7kVmFKhQN8t0+a5XOHRtXxraPuejz\ncfcZqlFCVT8350eUkt38OgBvxE84zWRC728yk1K8fuYjTJ823dJ7dl2XeCHrWIedhHZDKty0E4BS\nd3rzwzbtN7+LOyhLec27CaGzWKtUdZuNaSeeeWla79uvR7HLGMf8Yw9NHmevUMD8DLpsWLYHoiNc\nRvznIFnylPwYi/nF79bEpg7NfXxB7HmjaOBQyELtBxtG7HW0twyYrjQuvC/rYyYyIgM7fzBMRCvC\nBalbkt2RHgLpBnYWBhkXECSgvXF7tlL12M2dZFa2P3n95ywXabRqhxJ7V0B6/Ll/ArAtIpk2c8UI\n9uDX9mUL6/2S21TVl+U13vU2p8xPM/b0Th2BGdhdPDv1OkXdjdEejrKxtpzbqkSti71JVepKjkk8\n1zCfmiaHUGubGQj7MuzlNPzm0Bivx9r1/4eXlgFwk+dbGZ0vF3w1jVkfw2v0EHGn12NXHDYbSKZO\nm5F0v/oD5uetVo/htNmJE87k67yZfNfebM6VO+hO7zu2Wpt//7An9XWjIiG6IplXBf0dZmBXVGZ9\nbpDWmgmqmbU6/ZEZ6Qr3BnY+e4bYyd0eK6sdDOtGoJ2rl/Ab30/jvub29RvGHwnjI4RKa3Hy+D/3\njvuTL61mp8MysNu2aQ1L772M9s6OuK93dbbjVpqQJ3UUPrfjLcbSZHcRKSRIT9Ihdok/FO7mrQD4\niq0t6BnoaqFEBdjfkXpOYTrebzDXmWo6enCmQ2GPue1vMCXBovOZePwu82+1s2vgtXdoC+SZPa8w\nWWVfKQUoiGb0nDk38Vyj3vPv3GH2AodKJqZ9noOMYuWo1L3wA8+b3D9eXQLAAeJUWpQdt8/h++WX\nrfZ2M7ALuzNr7Zy39JsAlDe+Z2n/YJd5vglHOJvgZsuG1bFtOxIP+XSASJq9De6gmVW2oip5Y179\njjUAbB1v7XMjbRhD69X3zO/6ZiO9aRRT6l4AehNBJP+jeQizL4s13oKdZhBZXG59yPWeBrNHcZqy\n77stkXCwt8cuf9fDHG56v69VnG/QfGgEKn/m030PoqPNdl7z70H76WAnAF4bluLY5D4KgL1f3kX4\n1pacjnI7LAO75hfv5DT/m+x9L/7i4uEe85c5viT1j+/W9gZDvS5yr6BSdcV9LdV3p7t5OwAur7UW\nqLr3zbmEp1bb+7N8/FizsnH5wvm2Hlf0aaTCcnp4Kz7hMW9ex53ePxPZIVlZbai9vf7vZ2NDDo5/\n44tAkknJ/U7/7BsrAFjRkl4woIEi7QefvUkzLn3jKgB2dsv8jHT5DLNCNWl8ZiMFfCHzPt0102Kw\nHjCDmerqoe3tPVTTbnPO0apz/mTL8Qq1n4iFRsj+tm0x7/ml5cmHUqtowoCJRy9Iul/vZ1TiuqHV\nOxffX54gyVoCzdWnYmhFhy/1Z8FLhBCZz4kPdpk9dgVl1gO7rfeb64E+EVmU8Xmt6g3s3LLUk236\n6ghJu+yGpb07tzI6OhffuCV5p42/y/wOGhfKfq700SVmfX/K2Co87tyGXodlYFfmPwCAK8EQnsYm\nsydib0vq5CPbC+ayxT3LvsLRNwyhRyfusUvW6KEnnEB3GovedraaF2/xgk9afo8V7Y3mGOFSWfQ8\nZ9p1CS9HUqwtlYFTTlvU90AN7LFrbTVbYJ+KZL4Ysu/17w96bva8FJVH4FuevwDw5SvOSOt8PcEw\nxfhxFdgb2G1T0wD4yG1/tfW4I0HEb7Z2ugsHD8VMp1F38kxrDUflmEkSJo2zcD/KYdeTr/Zt8/9R\n9qylV0kH7p70Ro18Qr0IpG5pXrllNwBq7DHWDixddkPqhuiSGZWV6aVAN8J+OihGKZVyPpiPcFaB\n3Y5as9ct3uc8kQtcZgPezTfemPF5rYpEs2K6JHmKbYI95r3drrXdfvqrXw6Yf/bai/ZliBzk6S/E\nNl0pkvx1REf9NY9dmHQ/K2Y3L876GFYdloGd0uawAuWO/6VWYJgf9ImzU6ehdusQYZuTV6z6vplE\nIvHaGCmqPUaYsLKepTPSad54vZX2BmDh1jq6dAFFRXLDzJUyum1L4V/fZlZ8X4sMnqze/6u/s8Fc\nqmLaKekNa+xvmjrIQV05IM29z0La+v3arMAUFqQ3H8Lv78GjDFxpVC6sCLuL2VBwgi1D6kYaw2/2\noLkHzU+w9rvcbEyhQxdZXhurTHVjaMW0iYl7KVLNX05m/VsvQk0Fi5ZcCTUVbL3tGO7+f38ctJ8q\nNXsox41PfzjxoR58zKzgnNqTOLHJoVrb409BiGfPXjOwixSPSbpfb1pzO3rzhTVvPvdHfMqsy7jS\n7P7Q4SAR5Uo5Li4cjuAlTDCLwG52tXlfLyxKf6hjcfW0jM8bTzgc5uVbz4kFCGtvOx4jZG9gJ98E\ncNbuXwDZ3Q/W79gb+zt9o/67A147e/kXsypfMrVjzEZj/zd3pdy3u8PssfMWW0s8mOy38X7hXPar\noRlNclgGdi7Mm2Gitb862s0eCZeFSf1uI0QkizVe4jk6aC5X8Nr8HybZK8kCkEaYCNYDu57WegCK\nKuy7qPyBIFdE/k2Jsr7kgkiP1poy1c3E8eNsOd7T/zYrh6uMwT3Q/Vt1e5rMYQfeqkkZn2uCak67\nMgIw17WbrUb65w12m0GEx+bAriTSRrAgs8ygazasH9AK+dtbro1tTzOiQzsO44pyU4s53EVl2Iuq\n0LxtWJsv9/Nf/Yyve/6GS2kmVqU+Xya/9bY9a2Pb70SO4ShXHeM7By+ZE4kmaygrzz6z6+p15jn/\nduIfLL/n328tBeDO0CdS7nu8y1yKZPbUzD/rIjeOWnVX5m8OBwlF5/APWqO0n/2tXbiUJqQzr+Oo\nSBgAr8WpIbn00h2XcIF7Vezxca6d6LBZR3H5ZI6d3UaNHXzfsBr4HvvwsYOeu2OCueTA0rEfy6ZY\nSfUuqVRQnHreak+HOW+7oNRaPotkijt3syucvAHNLodlYKeia2y4EvTYTXjlawD0WOgJiYQCdIfT\nX8Mu2cW9esI1AJz9oS/EfT1lq7JOL7Ar3Pw0ABWj7MmK2RMIU3iPvRk2xUAbn7sPdUcllaqLUQfe\nsuWYxe/9FoALP3T9gOcPvd4CreYQ28Iq68tp9BeKDsHbN25RWu/rbf0bp1rSP2ePGdj5itMM7FK0\naI8zGghnGNjN/+vA4aSf97yY0XHy1ertdQAEXZn1OI9SHQOW5UjmnAN9gY832fyFLJrbQ9p882sL\nHuSYG80hcsdOGtySqwMd9GgfBWksrJ7I2ZPN+/yFHzjd8nvWbTKDTVU5eF5W/wYcbRhc7jaDQLfF\nOR+HbzPE8LMx3K/SnGYDkIoEonOak1/wdY1mj0Q2QzGJhDC0wuW2eIwcNmZd6jYXcn/3mlWsKD+f\nWjUBbO6xG+kOtHQS0m7uD1+Z8TH+8uzzsW3jf/eaSwnVtHH7Fz9Opy7KabfoSfsfBRKP6OsVCgWZ\n89J1QHrDjOPdJFc8cS9HuA5YWjvbDodlYOeKDsV0J5hjNz5acTzh+FNSHywSoj2U3lWWKjBzGwE6\ndPLWo2Tj4pURxrD4p3vqiYc40WUmWykuzO7G9ugD/wc1FRTd0zfeP5xi8qnITNXK+2LbDRf8IvsD\n1lRwvedlAKbPPn7AS4qB91GjzZyjWjoms1b8g7Xm2kueoPUhYQAHG8ye5Qcjl6V/0uhaSoVF9s2x\n6+jsoECFiLQfSPu9qzZti23fE7qWCwI/4OryR1j3qS3o21vZcN7DtpVzuPrANPMeN646vTTo9R1+\nDrT5GU07o0Zba0Bq0WW8Z8zM6VqarqA5lJkUFUQV7KRbFdkyfLd7n1kRKCpP3dKrDYNv3fwt7mi/\nDYCPXnT2IQUbWJ7amqPSL5BEdkOmqN9omHRTx7sNPyELU0jqmmwI7IwgYdyW0yHuX/5U5udK4t3H\nzXndtXoMpxxzZOx5HTYDO7cEdrZ4ZflqvCpCnU5+T0oWv3901cdj266i8iGd6uAyrCUR3LC2b13U\nGbOtzfPu/1N0d7bGRuicvPEeAP7s/pDlcmbD3jGGw4QRDoILXO7kvVpFFrpXfYSyGn8ejyvcQ0AV\nJFwlLOktvKaC1Cko+oT3vAvAo+FzuC6N9x0q2NHMdfsGJsR41fMBzk0x+VSk7wc/uptvR5fY0Lc1\nc5or/R7j/jb++yF6UyNsMqYwp2zgEDGtFP2vOt1VT4/2UVVlPctZf0/98cd83QPvqPmkk3i+/r0X\nGQ+cMieDtY2ia54VWVzM2oqGn51NGVDck/5Cou8vfY4TgYcLruWmmv/HTbaVKo8EzSxgBRbnJ3R3\nd1H8g4nEBowreKvO4EwL7x2nWtipJ2RUTKvKdr8EgE6y9MDmHbtZ0PysLed7f8e2WBZbZeEe8Ozt\nl/FD79uxx0cck3gO+SuvvcZ5rgYA/nHSb7kkxbFliqkDKibT0FlPtW7GakSttUbdUckJmAFOqkbm\n9evX8hFgoWt95uWMhAkpT9LFm/rraTcb4ZZe+i9Oy/ysg5yy+f8A2GJMof9YE9U7FNOuwG6Efxbe\nW7eOjwNdRfHnEKf168lhQ1wiG0oXUtW5lekp9vP0mPfH1ec9wvFl6Y/aafzRqfSOmVhpzCKCi+tu\nfTDt42TisOyxO8plDgFyubKv5JkTizM4TpL7sKdxU+pJp3FeN8LhtItxjMeslF5z66Npv7e/rqa+\ndK9/DZ/F/epjnHvz80neITL17c6+uZdWKnSplL5uztXYNO3jzLkz3hf4wFvxvtpdNOoKinyZBe0f\ndJmVy3nnWBsn31v5ONZEyk0AACAASURBVO4dM0Pa1Or058n1pm0vGDcz7ffGs275Yo4Im/OPRl+T\nfo/p1CqzEnH+NV+xpTz5SMUCO2trcK1fs3zA4x+EPsoln0odEkcMzTjVwpgJ9iZiONQJOjqMJk7i\nqpa2Dq666T6OfnhwYqJMPfeIOd/kuUjq6q8/GOZKt/m5+3tkIf++eHHCOeYAdetfA8wGv0uuuCaN\nUkmX3VDxhHsIKLPX2+qKN+/88nOx7bA2//7JRv9M2ms2Quhxg+c7WaWMIOE0Gr8L95jXXuXYzIb6\nx1XT13h03l1LBr4WMQM7t0967OxwdJE57+z805InH0zUy+zvMEfMrSpOknU7h8N1T+hYzHRdl3K/\n+t2bASivziy78W6v2Wu8+dK/ctKdK1hw53JcOV7moNeI62559Puf4TrgGeMDWBkh7FNhQkZ6v6ZU\nLRa9QyMTSdTKtnHzeo4FXomcMPjmlcC81lcA8GQ5cTgQMIczvHnyfVx9+aeyOlavcMRgf0sXDV1B\nuru6eW/VUlo7uykvLWNXS4DCcDsnzp3D1ReeZcv58s3Wz2wmg8FSg+xnNFNpYM6nf5Vwn/5f/qcY\na1FKZzw84j09ixkc5NTjjs7o/RPP+S/rO0fL6A2ZXzbFFfbM/ZzzwodjH+RJx1rpMxpox946TgUK\n01jb6XDjCnXi114KU8xl6NXdZDZCvXfBE5xwxkV82+J5mpsOUq262B0oJXWe4+xs1NPjPr//x2fw\n94LdsccrPvRGVmUxDM2NEbN19+LbX0i5f93dx3JktM5w1V3/SLn/3CoDGuDCLyVL4NWf+WE4jHP9\nDDueSDcBVxEYYDWgXtj4JAB/5QI+eOvjNP7io0n3P6LKR3t7ERfckMVwfyOcVmDX4h7FRGDUqPSW\ncEikrbWF3rBuH2M4tB+pqdXsFXL77MkuPdItPPgYuODc0xIsw5Si2tDZcpBCIDI1/pJGzt9izBK0\nb14MbqieND2jo+x2TeVM3mLqXOvzo+1ymAd2Ay8RrTXXBc3x3cWl1noFvIQJpZGoJJXuzlaKgYhW\nKY46+PL2BcwhDKNPuir9E2c5libkN+eXZBsg9tq7v4Epv5nJFKC3PSRu+83bsKn4IeZ8IIOfOQ/t\nrm9mGvDL8Ae5Yao9Q8tOUlvZaYxjRoLXD21IqFbZDY8YTzPLjdlpDRkGeD0yj1LVw4kp1t6KpyC6\nmLW7JLNA6tAKq0eZCZhCt7Zk0l/PaLf5eamoGposWMORK9RFjyoiXjt5vF6EcsP8G44am94yAd6/\nfR6Ak0Ir0i6jVS0tzVQBWyo+QLxBOce4+oK6+8Z/n6/Pz67n7r5bP8s3ohee1+NBG0bS/UuU2fDW\n/tUtWMnf1tJjjv4oLLN2fcpQzKGn/K3U6VKOdAM6+d+/V5MuY7TqYNyF36DA21u9i19V1lozq+1t\ndjKB+Vn8gZURTGv5JX8gRIcuYnSpPT1ory9/lyuAG4Jf45ffH5xJ1IgO0/emm1hLxDVBmdNESkqS\nj8RIFKB1tjYyBigqsG/aRDp2G2NZpWdx6Gy3QxuyezPFlpVZm0pwqEu12TNdbHHEyqGyCXAPu6GY\nfn9P34NDamurbu9LlnLBtx5LeSyNjs6xs+8CbG/cD8DyeTVJ9op/k40EosHVGHuGm6UjFE3h7bUp\nsNv4q75hev+IpEhi47N30enhbNqvzPCrvsi+v7FHGcxwHUy6z6FDfRq8ma/BtdC9kQWuLWm/r1x1\nU1iaWYr4WaHo+Xzp3UTjftKi942lxtzkGRYT0IbBCQfNlnO31941MPNKsIvuOGGdTlCJ7Ggx5zQU\nWkgU0t+BaPbV9g/mZv7C3753HVX3mZ/LXU09CfdrcY+Gmja+/l83ZHW+lq4g3/CaDZBLTkrdk7Jm\n+eJYQrDyUdaWRhlXZyZSKk4z2ZDzrekjx1RVT0vCmfjxPRkxR7fMn3dCyn3VHZVMcTUw37Ujo/L1\nckVCRNLoI9jf0Eg3Bbgtrk+ZysrV7wFQNXnwMj4A4wrDBLSH4kJ76i4qRZdUxNBsO9DGih0NrNt9\nkO0H2w6bru5wMECV6uTJyFkJR/SkaiPw95hD9I1RRybf0Uaf/+4dfUsNuerxRpdES6ZIBXnfyLxx\nvcUd7ZFOs9Ek1fVlxWHXY1e7ayvxqsTt3X5OcpmZ6upLZzPWwi/bHzIoyHjxzvgf5O7omnK+8uRr\nysUrXajHTCPvKbJWedU6m+V4Dzl3NLDzFNhzc5zr2gWA/7tNXJJgLtfaJU9x3JLPjMjFoWtuutW2\nYwW0h1f0yVyacI+Bv18/PjZVnk02gxqXGUdzaprvKVd+egoyWy/G6P3itOFaWblhEycBz0cWZDS5\n/+e3fZave9qzKsMTD/+Ka3YMTcqV+8IfirVO/o/3r1kdq+6za5g0ZToAra0tjEmjJX/1tl2c7YHS\n8vR6XTujczYmjh9v+T3p1LM+FOobCnnlV3/Ins3rBu1T55rAvqI5WMiznNLi5x/hw9Htsy5LvRZd\n/ZtmhtXlFzzFAovXvzbMHjuX5YYHGYo5lIyIQaXq4ujSHkjcljBIbx2noqxv2GG83vFHf/DlWDK1\nxWc+xjlZlNVlBC1l4IztH2ijQxWT6eqsjz31JNeu+2zscU30/0Wnxf/G6elso4tCRtkUSEL8+tny\nNetY8LcP4AbihpgOJAqxW2vdFsYABaOnp9w30a1i58qXORpSXDP23mh+6/vJgMdVJM/Y3X8pmEwY\nEYMjewZ/TwyVwy6wG/vYxf0+debFsf/gQSb8um+20tj/WT74jXFs3XOAU1SIdNMgJQunejrM4ZS+\nJHNvEl3Sf1++jeOAXe1gZfbSr//yDF+2sJ8VoWC0x86OwE5rJqtGOnQRZRkm6DhcbVRHEo4YHOey\npzPdHwzjwaDRl2rpguhVFwlRSJB2I/O/c4/2oScmGH+f5PzFdNPpzWzYQpnuYovvGGZn9O6B1jx+\nByd5YLfOrOrxdY+5buQDR/yc+CtVpjZUQR3A1z1/s+1YW5+sYdI3/gjARe70hkZeXbgcwlBcaL2S\n+L2bv8TNXjMx1Ojy1L0babeGRpMydOkCCm7dzxEeN3s2D97No0MYbnsWaL5w6+0AtE+7kPIUldFw\nxKAAM333Kaefa/kcPaOPpbmpHqsh9FC1rb30ystc+MZ/DHr+D+GLON+1iinRTJ7JNOkynogs4kue\n5wa99qvwB+nR5vX1Te+TKY+14pxHOPnsyy2U3F7vbt3NqcDijsnM9rxnOaI+2bX1kGfi/+Gu634k\ntn3OeYmb/Kxw6xBhZW1UU1tbW2ytuUz4A4EBQV1/i+bH77FrbG6ix2Xf4umJ6nfr/vo9FiSozrzt\nW8hC20rgnM7mA4wBxh67KOE+qe6xsw88By6YduScuK/b1x3RZ5MxhQZdycSv/IPyIi9nlCcfBvzK\nC3/h/CzO95dXl3JtFu/P1mFVq/b7eyhX3bHHvZknDzz1bXo7VN//3BYsdwDvMReG1sX2TPIFmPvK\npwBwF6SowMa5kXd0toMXKipSj/kNhcN8efMnAfjZjP/HjWmXdKBI71BMG4Yz/OyB33AjUKbSaIrM\nUKc/yJNL3uXlLa0caGmnNNxKsdFBsQri0SFmqn0c4drPaNo5zvU+T0fO5ELXCl4z5lOs/j97dx4n\nV1Xn///1qa5es4d0QjYgYQn7bgBBDQKyzCjMICOOCCqacUTHjfnK4CBBRWHc+Y0yMqDiiOKCCCqI\nCDQgkhAIIRCydfZOZ+mk972q7vn9casq1d3VXVW3K9Vd6ffz8Ui6+vZdTlWdunU/95zzOd0cafXE\nKKHVVRElzALbxkOxt/OKO4YvhX9KO5WUEcVwrHWH8Y+3PTKsTJYVFqV1fP6yhbW1NlFtHsfNGyJj\nYMpV21+WXMSFJbBt995Ax/OiESqtl+qebVlv4zCcg/F0sas02DiICovQWRqsG2d/R5qfxOPrn/pQ\nztvGYl5y7Ozia68bdL3BuiP2d9dxD9ASLeOQKZN5y5Ez6HElhHH0RqN0RQ3PSqgshYqQh4XCdPVG\niHhw2KQydrVFiBEibDHC4VJ6urqYMnEcje29hENRqiqr6OiJEgqV0BP16I06KsJArJepEyppbu9i\nfHmY7hh09caYUFlGOGR090YoL4HSsjL2tXZiJWX0NmzkkueuYNwR+wP6RvNHo2UbPHRUzoa2uqxb\n6L3OJr5Yun9qAcvTzZB0as74b/5uiCyTpa43b4Hd+Jh/Z7/03d8aesUlkwgDidRSuTz/ULSLHnIv\nryO7sV5BpQvqAD4cfiLrfRxibWmDOoBPhHObiuLwpz8BIxDYvbTydc4Cal2iS3zwFoz+nyavszk5\nBqf+U9sGJBvJVYnXSzTLFruub5/CpGFct6955TkSnUxbXRVr3GHsdFO55D9+TUXabvOOK0v+GvyA\nWXry4R9zfTietKhfy1zPrdOwQwo/fOZA6Gr1x9dVTQp+TbzRzWY+u5g2O/9dMXuiMbp7PTojUapK\nw4yvCINzHBfaTodXyVEzsry+qPNvPrx22e/Ibga7vnrrVwGw5tJfkz58PbAOqsBu/TMPkG7I+u4S\nv4tO06c3c2QOc3OVOr+7ygWXXpVTObK5LjnyhMFbNAa7YzERP2g9YX7m9KvNX5lHdXw3n7oml3TW\n6XkRPwgrLx/+eLej6n4LJfDXf1yePmFKXMaXccnQAW6zG8dk6+BDwIcSCzPU+I/GT84fDP1l0HU+\nG0o/weoJbGXZ9z7AWZ99cOiD4Ge9W1q7G8+LEYlEOWb2VGZPncB8byu7o/nrhtDRstfvUlk5dNCT\n6K5zYYk/XqH82HcFOl5T0z4OAdZ3T8r+Bgp+17Dx1o3LdMNjCK2hYN04oW9q5neU+CflOTNz71+/\nfeMbHAE8Mv59WWXdTfdOr9pYx8nARm8m//a+4BeV+Wi9zFb9li54rm+3r70l1XSHJ2Ud2LWFJrDN\nZibn/smkZ982ElH0yiuf59ScSjy0zp4IVV/3x/o9XXERf/eeoc+hZURweQrsGt14plo7ldOyfSX8\nOctyuR30lpbsA6VCWbZ2a7L79tZP1tHRHSHqoL07QmVpCWXhEFiIiRVhQqEQzZ09RGOOcInFx8L6\nbQVRz6M36jF1XBk9kSjlpWE6ez08L0Y4ZJhByIyWrggWKmFShT+5dtigNxajo9djfHmY+T+YS+2c\nK4fVJT2oT63zu+BOnj4XmgjcBzbdDaSe9n1UAi8f8S+ceUiwxBAJ0ZjHSd2vsMzLLgNy+4R50N7E\n7k/XBeqK2RO/YF563n2cfeF7s+ruv7ekmiqvnXzlxEx3XXLRa/6t831uAvlrBhg9nHM8+MIaLqv5\nHBhMKs98kTtYlT003M668lPy9v20c08DM3/gB87l8X+JWv1E7ExO/+RPqQbG5XA+nVniB+dHZjkx\neX971r8CpTDzmAOdpzm9gyaw275lAycv+zwAz8+4lrft/imJy6bj6h/2K+PE3O7ot7f6YzfKs5jI\nPBuP/Oyu5MVeeYYujen6xd9S+jMAJmYxBqUMPyjt/MIuqjJM1J6NWK+fda28cvinx8Q4gPNODpDM\nP0Mwl2qydSQfr/CO4texd3B7+EeEsp0UaBB73GR+E3t72ru/NjfzB3nH7gZm333UgK4ZKziW04Fo\nOH/JYvbu2cURQEM0c0tra2szE4FN3qFcf03msT3pvPDr7/IeoL0ttzFm5V689bY8eOayhpbOzCtl\nkBiXGnElgVImbXjzVY4ADjk9m7BuoO9++d/4jHc/AOUWCbSPEZXybT4l1sjusuzPueFoJ72Wfaa8\nRaHXAPjprC9x7Un5mz8O4Nd3LyHR3rp3cuZ9l7oIm5qjeelu9aZ3OJXWSzadmRvD1Uz9z9qsgzob\n5iC5fI6x6+2N8OCX38+lJS9RbS19LtIPn5b5PDB7yoFNXx9zNuhcXMP1+tY9/P4PD3PozqfZ5yZy\nuO1mi5tBmUWJuhJujJ98br7h4/DV/ySbFjvPc4SAF2PH0zfBet9tu7q6qQS6Jg6WJzl7G7dtZwEw\nkY6M6wI0h2ewi2kcOiXYeT4c9m+ezJl/QlbrG45psczdd/Ol8tPBu5mOZnbbZL9rYTyem5xFr7F0\nnHOc5NaxsTM/Gb+BZFCXzvG2lY7WJqoBNzP7IK2z7nUIwbgJwXoB/XvprwCYnENDUj4dNIFd2Y8v\nTFa68hlHwe79wdHh5mcEzHVywPPWfBkAV5afNLnl6x6FEnj23J/yjiHWS9di190b3Z9fLosuN7WT\nz+XQ1lXMrsxPspP6vX6QW1YxzC/TaC8zrTHQpmu+cdGAZu2ahT9k0WUDJ8Le+uUTOdzbDoB3SxOn\nl4Q4HYBvD1g3V9NhwNjF+s1rmXX/WVCS+cJ09t3pT0TNh5wK+9ayqfp8Mo2Iy1Z7i991YtLUTMl6\nHJteeYpTgd3HfID5AY93YsS/ozrr+NwucSs9PygLVQS/iVIav5kxHJtr32Q+UGqZs2als/XlxyEM\ns446Kedt36zblwzqANxHnw5UhpGQ7D6ZcuVf7fZS3Zl9l96SWDeRHMbCJG7QnDl/6LodxHnNvwMg\ncvMe/qls6DLFYjHKLcrePPUsP69kNW0uw3k7Pv1BaU43qfp+r6z0jsy6lTPZ8JPHOKfsa9O4Ns0V\nyD0VHw48NrUoLJnEScBJkPEKzEqyv0TrjMSocCFedsekBHZpriXiWQmDjJf3cMmbqz+LXsA1YX+e\n3MYzP5vd9j2tdKSdACU7+xr980m22ZNnu6GzQefDH255F38fv3deNTV9x9ahJokf7bZsXMsR8cc9\nLky5RZl4eLD+EX95+kkuAva4KUP26AnSW9e7panPNf7y71zF7NbXaOv1rwvchOyTayWOfyC79x9I\nxVnqNOpdPEX2khZced8P/bOxk1npBb1UhcPmDDE+KQedlYfS5ip5x0W5ddJyzvHKS88D8PKCG7M6\n1hktT+b1pHbprv8BoHKYLXadu3JPg+8c7Ni+heM6/Lth+/7+x34/9iUtaYO6/nIN6Aul8z8aYEkL\njZ94E4BxVX5L3caW/JW3KuZnf5p6yBAdiuJXbQ3b1vi/VgefFn33RP+u2MIrsx/VaUCViwd2lcG7\nBi33ht+5Y/4DfkD6+zmfD7T9+aGVAMybm7m7dH8vvViz/5clLcydm5/zTiHs/wLsewGzvDL9JLTp\nLnTCsS4iodwvNo96W25d5bMxzfk3n0ozBHUAXV1+3T19fvYXDpnUu6E7dLmIf3H+6qzM5790ulwZ\nS71cRn8c+OwpN078BixpYfFN3z3gxxopnZ3ZtWwBtN9Yl/aGyWAeeOhhwuZxgm3ps7x/K21PfEqo\nIHPS7ty6Ifn4kpLlyccnvuPKrLZf2PUCIS94T4SmJv9zWZXj3GIvnTWMCdiH0LBvH39fsgyAP8TS\ndwwt3pDO98sffQeANd5hlN+2b1jZPefueQaApmPfN8RauZ1r1oUXsKrijDTXeYbh4UX9+mY5ZGie\nQCdPxIJ1o0y83112YHsUDOWgabHb4aYx0evoexcgfkKbYm00umAtAbXveZijAgQG6S5c5lb00B4Z\nn3FmmsSWdz7wR76w4Z8xIHF5FNrzRsZj5zsltXMu2YJRMczArnnzCqqA5Qu/mzk1eMrn+/Ef3sRH\n47X1kDP/Mf36KRKtdaNNe0+UUhfmvthlfKK834Dzbv+EOWNa/prvS3v8ltbxUzKPaJi+8SEIwXFv\nuSDw8aY3+2P0Sstyuys7Lp7Tu2QYgV0ud7fTeWnla8lJ1S+85qZA+ygjSr2byqwAaQR7X3sIwrDv\nI8uKbpzG/l4G+08+ra6S19smZD0FwILIGt70cg9my8qDtAAMfZJcWXIi7/Cy61bV1dXBeKCyavhd\nqJ9/9i+8DX/KkaH0dLb77R4B5vjc27CbadZLtTXnvG2+uibWbtvBUeB/Vm7bDMA387Ln/PGTOuX3\ny3TVyuWcDfw8+k7++atDZ6NNjDb2nJFNeHD62v+CEDRXpHbMTTPGrtsPLssCJEK7dMudALxw8tc4\n490fx4X9a6NJGc53615/iQUPXQSQcU7VoRw+3tHbGqYqq+uQ/WU6rmro9PY5SXmqP/72Tfy/Utjt\nJvP3X/nzsHf9hS/eyJ2l/5vVui8sepBzF1067GNm8oVSP2fAnM89k9N26T46azvGcSww78xLMm2d\n9XFKXBQvTVZWh2EOzMV73+RwfTDOuhk/YUrW6/fXxEQ2TnorIzPC7iAK7KropjOR5Sv+wZv9Sz8B\nxMkheCg2VJqOwe1hStp58YaSriul8zze0pr9B9+AcWt+OeAdOuWGn2Xc9vSl/wbAU7HTCH6Jvt/e\nPfV5GUDunGPrjp3MAibMya6PfEIiqUnDDbU5leW5OYuTWeMKYajT0cduvs2fT8VgKmnGoLX62RhL\n89n83+Xf4ayYNNSr5tfXxES1EyfnHlieHX0JlqQkTMkxsKm0XgDClcG7Yl7+3msDb+scLPydX1OW\nRK5lSQ4p91Nlk459MIvD/nxpUweZaHc069+yEIn0MtG6OHdSdq/H68trOAk4PrQ1q/XLAnaVzbZa\nTqiqYGvnXLIJMxt276QasGGMDwVYvW49b3vGb/loCA/d+tfb1UYFYAECu2nf91vkT7WNOW+br0Dn\nSz99nJ8DX41cww/yssfRb9O27Zz9Z7+3zoyLPpX1dg4oad+V7AK5003FcMlJ6RPL3hLyz/X/cOMP\n+2zfv8rH2v3u+WXlwZP9HDL7SCpKs28BSQR14E9d8eGAxz1n508DNR5POCvYmPFM/l98LNUht+T+\nWepv1Q+v584spuBIOLfmalhUuLnxJkyeltV6qVmNf/ab33LNG/vf7SviP4e8xsjm/U3JtXAUQFea\n199CgEvO2Wmh7MKdrp4e5thetoeDjLL3hVwMryw/uTmCKOrA7jM3/wffLfO/Ft6Zco5JF1g9FzuZ\n7DoL9HXiMfm5yGppbCD7YZjGhOY1fDIcv7OV0vSdSxqUhpP/JYe1B0p8ib+2aiUXAi+ecGu/Qdm5\nsdsmJ7efNiv7gdvRSE/ycXV1biHmsZfmaya/oWVzwZg6Seb08z40cB8x/3nOPjp/iSB27dhKxJUw\nYfzQ2SbL4nNhveEdwYk5TtdwaGznsHpqpX5ee0qCt3qccVLu49rSvW+3fvWunPZxwtIbYdnwJhSJ\nRHqTyVqGM13GSLF+g7Bam/3sqIzLbvzbjuV/4CTgbyd/LacEJG94R3BiDutnK+RlPzfX8b9ZBMCO\nquOGdYe28fGvJh9f+KXHh1y3p6sdCBbYNbvxTLZ25t+2Juttsp2CIltTe3ZCCZya56Q3o9kbf7qX\n+cBjsYVcct6irLdzGG9pfiz5+3Oxk3HAqaGNHBvye6Y8GzuZq8M1AFhqZuE079sJf/2k/6C5Lsdn\nkDj+Sbz9rEwtLvul3oRxtzbz4QB1qQQvp8RpsP/7FIBhjN0ezMbNm5M3MsPh4V9KV+3cPyH2Gm8u\npcSYbO10uXI2uZl4GGvc4Rxj27mw5FVerjinYC1C7TaB3PNVuz5BXapZ1dkFiel0dHbS/6y3200e\nkGXVASE8XCw+9j7LrphX7/tvAM5peSzDmulFolEmWQddzTsDbd/fy08/xJnPfSSnbYo2sNuwtS4Z\n1A3le3O+zb9d/xG+l8PJpH3f/hPexAwXxNlq2LePycBPpt24P/X+EBIJX4L6f+Ev8F9XBZsicXZ3\nLVOsHW7zQ9HERI0NPfmpLl+JfIBbpmUfoEU6/datl474eLKrXLYqJha+U5tzjnt//TsefrWeo62O\n76XU04dib+fKr/yedFMJT+zdAyFoLQvePtoTifKtO27m5N6VPOudwjdKHwWDcHjwVkCHMc51gkHr\nkH3f00u0tt0VvYJx536cqxadTtCv0eppwU/4w7n4fO3330+m2c91P+XWN2nL624+uYaYv7n9Gt6P\n3+1qdI4IzSTRYuf/aNzXwCHAxqrs0lpfssfvfnT4We/J6agn3LYyp/UzWbduDQt+cXagqRPefeHw\n+kdMbfa72Ue/2DDkF7PnOXbu8acxKanIPbDbOHEhM9rXMKdQs44DbZ1d/PKxv+D1dNASLeUD+BdN\nZ54yygO7PHbFnNjsj6U++dpv5jTu22G0u0rGWxd7P7aC96WZ/2vokZYp4/U9L3kb7cjzg7VirZ/3\nwUC9YGpO+y6LAta5Mss9MdYZHc8BftA7VLK6oNb//N85EtjlppB5dG3metTplfpZL5a0DEgSlxix\nfX78Z/1tx8AwpgbKxZbQXBqr5seTz2WW7h12tzb3+V7NWAuG+Nxtql3LScRbfr/qt5imH2jiT3/y\n3NOP+d/HWd4w3e0mM8Oa2XLd8mTSmFyMa/O7ljd1BetV0l+uQR0UU2DnHA996d1cWeInEUm0o30n\nciWfvf1HfVb1ovvv1Hz6o9fnfKij218B4Pvl13NDsNIO8KfnXuBo4KT5uU0+3frZzYEukk89Kvfk\nDQlTrH3AshXeUbznmn8LvM9oNMYGby7b3XRuuT27zjcW//if/sLHAWjYl3s2zcqqwpz8Ur+v7LbJ\nfAz4WJqeLleWPDfoPhJ3X888MbduqqnKbz+EmwFKSA7q/kvsNC7M8IWaGENZWRb8lPCJJT8iPMQk\nztkoH5dbv/ZIz/CnOAB49567AfjbuAsDpax/ruKdvP0mf8xM7u2GUBbrgBKo+ac30gb9o52Zf6Ga\naOVvbNgFQFXJ0BNad/f0UvH1/TcyZs/O7bwVNJg/6Yl/gjRTueWafsdF/Zsa93l/x/VZXqwbcE7d\nj2BJ3++txKc+XDp4N+Bztt0DX74nOV9rRyz3z+sZbUGyrfqvc//rLecc7T1Rnnn6Cd7z0gcG3XoC\n8NHUBfHTxGnHjt5ux/4Yu/ztr2zGAtj8Z6bNzi2RmwMS4VhFRW7jSfv3Xmre/AqJM2zpEPVsKB/9\nSLCeQKctuiLzSmmE2/ff5P7rBb/l3PPemVMHkakfuDfQcTO5NPIkAJWffWXI9RyG5zlauyOUhkI4\nHJ6DspIQkZhHKF8GAQAAIABJREFU59fmU20tnJzDHb18Vcuf/ec/ck34KR6MLkq2+KZad+0qxnu9\neFlk++7vhIf3d7/N5Tyd6bl1Nvjd9U9459ANF85CVNPIDV1+1+TSaHaJi2bExx4fMS/3JHJTaOUt\nrAZg7sJgUx7lQ0EDOzO7BPge/mn9XufcHdluu+7NVcmgLtXHbvnhgGVep//GrDjk3VnfZUhViv9l\nfcX7PhZg64H2tbTzqR1+NsuKuZnvUKaejCfkmP0p4Z+vHn6f8tT0sdm+ji7mv3bV9/SdMyQMHBeC\n4wie1KTxkNNy3qa04Bkx95+W3vQO7zNmaI03l1mf/yuZ3tGSYcw7uNGbyZEhvwvAi7Hj+Xb0vfz6\n6xkyPKacdMurgo8TGm5QB1A1IcfbGHv8LKvNpdNz6Oqcot+V21v/Pf3k85nEunJPRJGqzVXR4qp4\n27Hp02WPdokqlEgaNTHmj/+pnp+m7ctBlfXAkknDSHx+YD1z5SredtycjF+Q1uP3JjhufvZdy4c7\nj2aqc95xWfbH7WlhrqsPdJx0l2U3f/FzfK30PiYAubWzpuy3SNOJZ+KcwznwnCNkRihkhLqb6XGl\nlAdoZS3Bv/FWVpr7uLgSF+GmL36eq0ue4dSQPxbJJW+bZicW8b/Xg87vuZNpzJwULBnFmW1/ST4+\n7fSzcr6Zc9KC4FmeBzPF9idjmTR56F5BldbLW3c/AHc8MOBvZcC4gA3nuWzmnOOnjz7BlJe/S7cr\no9winGwbuSY+3CddUAdQ9ZMLKA/14sLBz9S5TKuS0ZJJyfku5x4x9Pt6dtPv+/x+5DuvG2TNA6P6\niOA36AGOe/wqGLpH/qAKFtiZn2v0+8BFQB2w3Mwedc69mc323U1+98i7p9/C6Rd/iBkTyzl82njG\np/mQd7X6LTt7o8EqY5nzT2Llw5yz7dUvncFpodo+Ge5OOCmbaWf3CzLepteVZMiplp0g0wRUbH5q\nyL//bvaNZHvfLrU1Zvdn6vng5PxN3J1viVp41mv/CcB6bzbHf3lVn3VySS4exAvPP8011szrZady\n0s3Pcg7w6xz3EZ6Srxn0gikvze2yoTd+wVF7yKJA4w12N+4PyO6MXM0XAuwDoPSsYDeBTnjiangC\nPpQ4E4/SqTkycfHzcG80RnckRnOzfw4OVQ0Mt8/Z84sBy9Zft4pj5hV2eodvjvs8N/77l9L+7fy0\nSwc6u85vdZsezT1gevHy55g20w8Ix1eEicYcMyZWZD53p4y5zuWMeFrv/paFL1R8iTtz2Dahob2H\nGe09bK7fyddK7+vzt1XePE5Y8mqfC85QaJDLzxzHS42EUotx3q77Ycn9mVfux+L/Uj/NkQmX0cw4\nZuQYzJZZjLJ4YFdaltv5cWHzY2BwR2nfVqttJ/xrVomBEnqa/Rb418e/Naeb5aWdfuAwk+zns+zv\nxamXc07jI7gvNTEuh9fu2fLzeUfPMzkn8srFVyct4T9z3OZH0Ut4b8lzTLRO2l0Fj8bOofrvbuGi\nc7K/NpztdjO75cnk52iZdyx/iJ1NixvPXWX/PWB9A66DQZM0XGnfYo7tI+QiVJZAe3cPd4XvonbG\nxZzf8DOW78n+/Obc/l4an+79BLfefGvW2w5le912UvtzHJKmS3Kql71jODO0nmcufpLzz1mYWxqA\ngFM6NHxyExWVlUwYV5Uc2pGrlqY9Abfcr5AtdguBWufcJgAzexC4HEgb2E1oq+1z8k+0/1xwzlkc\nc+TQ43BKWv1WkvFlwS6SIvGXpTRgN763NP0RDA7tNxH3K1c8RzYf3aPYFui4vR1+ZQyaMS4fOqtm\nQ89yHj/7/7j4Xe/GrG8zfC6dMSLbVyQfzxjFQV1/va6E71T9G3dnub6X2moU4ITS0+a3jvxr7Gdg\ncFJvbuOOTtj352RkOqE891PCWm9ushtpEMdHMk/hMZhYhZ9dq3dasLtj511zCw13PkC1tXLjl7N9\nxxL2n18mlOQ2N1NH04GfOLeQEjegzl1/B9x+RzJJUnfVwBsFdW46c2wPzW4ck2/zLxjyf089vZ6e\n/d30L7743cF31C919tbxp+ScPfmc007JvFI/q0pPIuiotJfCZ7Aw+gp3Rq7mjls/l9O2zTv9lp63\n/fGd8EeS3fmiLkT4Nv/8k0u5GpjCeNdB7gn3i9fb2h5jvZs9yHig7FhFfgLiw977tZzWj7T71zKR\nstz6RZzZ/Kec1k/nrBt+Qnekh4ocA+LzvvAwPZ5H8Nyf6Z2266Hk9+V/fja7idk7XTlVt/kX7Kkj\npsYD/5yHMp0VWstZobU5b7fcO4Yzb3uJh/oFv66nDb5+F+c3+FnYd4zL/vu1odkfylPnpvG9r309\n5zJNooOzGn4DS/wMoa97R3BSaEsyqPvdjBu4/OO3U5YhYD/zy8vxPMf5g91c6icS9QPSdIlYslU9\nbfg5HcI9+7Pdfn/e95k272SuPPdEuC37Rh7L9zwtgx7I7L3AJc65j8Z//yBwlnPukynrLAYWA5wx\nM3TGy4sHBlZPnv1zSjN0ZdjXuJcrV13PY2/5GVXjcu9a1rq3Drd9GZNOC5JHE+Y//VEOi6c9fy52\nEt4FX82wRV8Ln/knv6sSULPokay386IRxr34Nfad9K9UTc4uG106zbs2gecxeVaulyrQ09NN8451\nzJif+0VLf72drZStvJee0/6F8srcAruOtkZKSsqoKNAYO+dF2fv09+g6+nIOOzz3161p1R+oOOKt\nVE7MfaqBns42Ln7pmuTv91V8iCPP/oest3++5g/cwv/iOeO5RQ8HusPZ3t7O+ICJhuqf+QH/bE/w\nmdJbuOLc3NrdYrEYeze8SPUxbyVU4G5d0ViMC5/351SsOe+XkEN3la62Rma+/DWemP4xpk6bSWk4\nxOzJVSPQdTg/nHOc/+zA2zbpzl+dHW207d3OjMOPD3y8llV/gBknMGlG9l0gAdr27uDdb/iZcp9+\n+28JBegRkajrTSt+Q1NjAzsmncl5Z56ZdRexVS88woSJhzDvpNym4Nm3ayvjJ0+nPMD8Y+DfQPI8\nRzhAHevYs5m/e3N/5tdN3qH8KraIhRe8L9DnLhKJ4JyjrCwffUsOjKbmRioqx1PZf77Rfhp27+Cq\nNZ/gvT1f4oZ3+e1ZqXVhUc3+sTYf7L2J69+VW27pzX/5AQ1uMgsvyj0EaNy2mkjzdmacnH0Wy/7a\n29sJl4SofPku2k5ZzPgcvqMaapczb9uvaVt0x0HT7XbHq4/zgZb/4b7DvsGR8zPfknrq2b8wc+Zs\njj8mf3123txSx/Eb7+GM0HrG0c2t0evY4abR6CbyrpKXOfId11Feuv/m096dWymfPJMJlVl+3pzH\nomf3X0P86ewHqcjyvOM8j9fWrOaEBcdRGiBbaOrnZYM3m+2umneW7L9Z/fDJ9zFlavAka4PxvBgt\nz32fjmOuZM6skeu5FIv20rnmCcYdfymhlBuI559//ivOuawukAoZ2F0FXNwvsFvonEs7ocuCBQvc\nunXrClK2A6GmpoZFixaNdDFECkL1XcYK1XUZS1TfZSwZrfXdzLIO7Ap5C6UO+nSRnQMEG8ktIiIi\nIiIiSYUM7JYDR5vZPDMrw5965dECHl9EREREROSgVLDkKc65qJl9En/2oBLgR8651YU6voiIiIiI\nyMGqoPPYOeceAx4r5DFFREREREQOdgdHmiIREREREZExrGBZMXNlZl1AMXfVnAbDmJVz5EwCgs3O\nOPKKuexQ3OVXfS88lX1kFGtdh+J93Yu13AnFXP5ire/F/Jqr7CNntNb3Bc65rOZvK2hXzBy1Z5va\nczQys5eLsfxmdo9zbvFIlyOIYi47FHf5Vd8LT2UfGcVa16F4X/diLXdCMZe/WOt7kb/mKvsIGa31\n3cxeznbd0dwVs3mkCzBG/X6kCzAMxVx2KP7yF6Nifs1VdslVsb7uxVruhGIvfzEq5tdcZZfARnNX\nzFEZNWer2MsvkgvVdxkrVNdlLFF9l7FktNb3XMo1mlvs7hnpAgxTsZdfJBeq7zJWqK7LWKL6LmPJ\naK3vWZdr1LbYiYiIiIiISHZGc4udiIiIiIiIZEGBnYiIiIiISJFTYJclM5trZs+Y2RozW21mn44v\nn2pmT5rZhvjPKfHlx5rZi2bWY2Y39tvXZDP7jZmtje/vnJF4TiKDyVd9N7MFZrYy5V+rmX1mpJ6X\nSDp5Pr9/Nr6PN8zsF2ZWMRLPSSSdPNf1T8fr+Wqd12U0ClDfP2Bmq+L//mZmp6Ts6xIzW2dmtWZ2\n00g9p0w0xi5LZjYTmOmcW2FmE4BXgCuADwGNzrk74m/0FOfcF8xsOnB4fJ0m59w3U/Z1P/C8c+5e\nMysDqpxzmt5BRo181veUfZYAO4CznHNbC/VcRDLJV303s9nAX4HjnXNdZvYr4DHn3E8K/6xEBspj\nXT8ReBBYCPQCfwL+1Tm3oeBPSmQQAer7W4E1zrkmM7sUWOKcOyt+/bIeuAioA5YD73fOvTkSz2so\narHLknNup3NuRfxxG7AGmA1cDtwfX+1+/AqDc26Pc245EEndj5lNBN4O3Bdfr1dBnYw2+arv/VwA\nbFRQJ6NNnut7GKg0szBQBdQf4OKLZC2Pdf04YKlzrtM5FwWeBf6hAE9BJGsB6vvfnHNN8eVLgTnx\nxwuBWufcJudcL/5NjcsL8yxyo8AuADM7AjgNWAbMcM7tBL8CAdMzbD4faAB+bGavmtm9ZjbuABZX\nZFiGWd9TXQ38It/lE8mn4dR359wO4JvANmAn0OKc+/OBLK9IUMM8t78BvN3MDjGzKuAyYO6BK63I\n8ASo79cDj8cfzwa2p/ytLr5s1FFglyMzGw88BHzGOdcaYBdh4HTgbufcaUAHMGr76srYlof6nthP\nGfAe4Nf5KptIvg23vsfHaVwOzANmAePM7Jr8llJk+IZb151za4A7gSfxu2G+BkTzWkiRPMm1vpvZ\n+fiB3RcSi9KsNirHsimwy4GZleJXjAecc7+NL94d78Ob6Mu7J8Nu6oA659yy+O+/wQ/0REaVPNX3\nhEuBFc653fkvqcjw5am+Xwhsds41OOciwG+Btx6oMosEka9zu3PuPufc6c65twONgMbXyaiTa303\ns5OBe4HLnXP74ovr6NsiPYdR2s1egV2WzMzwx8Wtcc59O+VPjwLXxR9fBzwy1H6cc7uA7Wa2IL7o\nAmDUDb6UsS1f9T3F+1E3TBml8ljftwFnm1lVfJ8X4I/pEBkV8nlujydWwcwOA/4RneNllMm1vsfr\n8m+BDzrn1qesvxw42szmxXsgXR3fx6ijrJhZMrPzgOeB1wEvvvhm/L66vwIOw/9Sv8o512hmhwIv\nAxPj67fjZ0prNbNT8e8GlAGbgA+nDNYUGXF5ru9V+H3T5zvnWgr7TEQyy3N9vw14H363tFeBjzrn\negr5fEQGk+e6/jxwCH5ilc85554q6JMRySBAfb8XuBJIJHmLOufOjO/rMuC7QAnwI+fc7QV7IjlQ\nYCciIiIiIlLk1BVTRERERESkyCmwExERERERKXIK7ERERERERIqcAjsREREREZEip8BORERERESk\nyCmwExGRMcXMYma20sxWm9lrZvY5Mxvy+9DMjjCzfy5UGUVERHKlwE5ERMaaLufcqc65E4CLgMuA\nWzNscwSgwE5EREYtzWMnIiJjipm1O+fGp/w+H1gOTAMOB/4PGBf/8yedc38zs6XAccBm4H7gLuAO\nYBFQDnzfOffDgj0JERGRfhTYiYjImNI/sIsvawKOBdoAzznXbWZHA79wzp1pZouAG51zfx9ffzEw\n3Tn3VTMrB14ArnLObS7okxEREYkL1BXTzCrM7KX42ITVZnZbfPk8M1tmZhvM7JdmVhZfXh7/vTb+\n9yPy9xRERESGzeI/S4H/NbPXgV8Dxw+y/ruAa81sJbAMOAQ4+oCXUkREZBBBx9j1AO90zp0CnApc\nYmZnA3cC33HOHQ00AdfH178eaHLOHQV8J76eiIjIiIt3xYwBe4DPAruBU4AzgbLBNgM+FR+rd6pz\nbp5z7s8FKbCIiEgagQI752uP/1oa/+eAdwK/iS+/H7gi/vjy+O/E/36BmSXujoqIiIwIM6sG/gf4\nb+ePTZgE7HTOecAHgZL4qm3AhJRNnwD+1cxK4/s5xszGISIiMkICj7EzsxLgFeAo4PvAN4Cl8VY5\nzGwu8Lhz7kQzewO4xDlXF//bRuAs59zefvtcDCwGqKioOOOwww4L9qxGAc/zCIWUdFTGBtV3GStU\n12WsUF2XsWQ01/f169fvdc5VZ7NuOOhBnHMx4FQzmww8jJ8tbMBq8Z/pWucGRJTOuXuAewAWLFjg\n1q1bF7R4I66mpoZFixaNdDFECkL1XcYK1XUZK1TXZSwZzfXdzLZmu+6wQ1PnXDNQA5wNTDazRLA4\nB6iPP64D5sYLF8bv6tI43GOLiIiIiIhI8KyY1fGWOsysErgQWAM8A7w3vtp1wCPxx4/Gfyf+96ed\n5lkQERERERHJi6BdMWcC98fH2YWAXznn/mBmbwIPmtlXgVeB++Lr3wf8n5nV4rfUXT3McouIiIiI\niEhcoMDOObcKOC3N8k3AwjTLu4GrghxLRORgs+z71+MmzeXsa5aMdFFERETkIBE4eYqIiARz6L6l\n7O3am3lFERERkSyNzryeIiIiIiIikjUFdiIiIiIiIkVOgZ2IyAiwgVN5ioiIiASmwE5EpOBspAsg\nIiIiBxkFdiIiIiIiIkVOgZ2IiIiIiEiRU2AnIiIiIiJS5BTYiYiMCCVPERERkfxRYCciUmAK6URE\nRCTfFNiJiIiIiIgUOQV2IiIiIiIiRU6BnYjISFB/TBEREckjBXYiIgWnCcpFREQkvwIFdmY218ye\nMbM1ZrbazD4dX77EzHaY2cr4v8tStvkPM6s1s3VmdnG+noCIiIiIiMhYFw64XRT4vHNuhZlNAF4x\nsyfjf/uOc+6bqSub2fHA1cAJwCzgL2Z2jHMuFrTgIiIiIiIi4gvUYuec2+mcWxF/3AasAWYPscnl\nwIPOuR7n3GagFlgY5NgiIiIiIiLSV9AWuyQzOwI4DVgGnAt80syuBV7Gb9Vrwg/6lqZsVkeaQNDM\nFgOLAaqrq6mpqRlu8UZMe3t7UZdfJBeq77k5zPPo7enWa1aEVNdlrFBdl7HkYKnvwwrszGw88BDw\nGedcq5ndDXwFP9/bV4BvAR8hfaaAATnhnHP3APcALFiwwC1atGg4xRtRNTU1FHP5RXKh+p6bzc+V\nUFZeztl6zYqO6rqMFarrMpYcLPU9cFZMMyvFD+oecM79FsA5t9s5F3POecD/sr+7ZR0wN2XzOUB9\n0GOLiIiIiIjIfkGzYhpwH7DGOfftlOUzU1b7B+CN+ONHgavNrNzM5gFHAy8FK7KIiIiIiIikCtoV\n81zgg8DrZrYyvuxm4P1mdip+N8stwL8AOOdWm9mvgDfxM2reoIyYIiIiIiIi+REosHPO/ZX04+Ye\nG2Kb24HbgxxPRORgYwOHGYuIiIgEFniMnYiIBJXuvpiIiIhIcArsREREREREipwCOxERERERkSKn\nwE5EZCQ4jbETERGR/FFgJyJSYArpREREJN8U2ImIiIiIiBQ5BXYiIiIiIiJFToGdiIiIiIhIkVNg\nJyIyIjTSTkRERPJHgZ2ISIE50wTlIiIikl8K7ERERERERIqcAjsREREREZEip8BORERERESkyCmw\nExEpOI2xExERkfwKFNiZ2Vwze8bM1pjZajP7dHz5VDN70sw2xH9OiS83M7vLzGrNbJWZnZ7PJyEi\nIiIiIjKWBW2xiwKfd84dB5wN3GBmxwM3AU85544Gnor/DnApcHT832Lg7mGVWkRERERERJICBXbO\nuZ3OuRXxx23AGmA2cDlwf3y1+4Er4o8vB37qfEuByWY2c1glFxEREREREQDCw92BmR0BnAYsA2Y4\n53aCH/yZ2fT4arOB7Smb1cWX7ey3r8X4LXpUV1dTU1Mz3OKNmPb29qIuv0guVN9zMyvmEenp0WtW\nhFTXZaxQXZex5GCp78MK7MxsPPAQ8BnnXKsNPuluuj+4AQucuwe4B2DBggVu0aJFwyneiKqpqaGY\nyy+SC9X33NQ+X0JZeRkL9ZoVHdV1GStU12UsOVjqe+CsmGZWih/UPeCc+2188e5EF8v4zz3x5XXA\n3JTN5wD1QY8tIiIiIiIi+wXNimnAfcAa59y3U/70KHBd/PF1wCMpy6+NZ8c8G2hJdNkUERERERGR\n4QnaFfNc4IPA62a2Mr7sZuAO4Fdmdj2wDbgq/rfHgMuAWqAT+HDgEouIHAzcgN7oIiIiIoEFCuyc\nc39l8Bl2L0izvgNuCHIsERERERERGVrgMXYiIiIiIiIyOiiwExERERERKXIK7ERERERERIqcAjsR\nkRFgA6fyFBEREQlMgZ2ISIG5QXNPiYiIiASjwE5ERERERKTIKbATEREREREpcgrsRERGhMbYiYiI\nSP4osBMRKTTTGDsRERHJLwV2IiIiIiIiRU6BnYiIiIiISJFTYCciIiIiIlLkFNiJiIwEp+QpIiIi\nkj8K7ERECkwTlIuIiEi+BQ7szOxHZrbHzN5IWbbEzHaY2cr4v8tS/vYfZlZrZuvM7OLhFlxERERE\nRER8w2mx+wlwSZrl33HOnRr/9xiAmR0PXA2cEN/mB2ZWMoxji4iIiIiISFzgwM459xzQmOXqlwMP\nOud6nHObgVpgYdBji4gUO3XGFBERkXwKH4B9ftLMrgVeBj7vnGsCZgNLU9apiy/rw8wWA4sBqqur\nqampOQDFK4z29vaiLr9ILlTfczMjFiPiInrNipDquowVqusylhws9T3fgd3dwFcAF//5LeAjpL85\nPSAlnHPuHuAegAULFrhFixbluXiFU1NTQzGXXyQXqu+5Wf/XEkrDpXrNipDquowVqusylhws9T2v\nWTGdc7udczHnnAf8L/u7W9YBc1NWnQPU5/PYIiIiIiIiY1VeAzszm5ny6z8AiYyZjwJXm1m5mc0D\njgZeyuexRURERERExqrAXTHN7BfAImCamdUBtwKLzOxU/G6WW4B/AXDOrTazXwFvAlHgBudcbHhF\nFxEpZpqgXERERPIncGDnnHt/msX3DbH+7cDtQY8nInKw0ATlIiIikm957YopIiIiIiIihafATkRE\nREREpMgpsBMRGREaYyciIiL5o8BORKTgNMZORERE8kuBnYiIiIiISJFTYCciIiIiIlLkFNiJiIiI\niIgUOQV2IiIjwJySp4iIiEj+KLATESkwTVAuIiIi+abATkREREREpMgpsBMRERERESlyCuxERERE\nRESKnAI7EZERoeQpIiIikj+BAzsz+5GZ7TGzN1KWTTWzJ81sQ/znlPhyM7O7zKzWzFaZ2en5KLyI\nSFEyJU8RERGR/BpOi91PgEv6LbsJeMo5dzTwVPx3gEuBo+P/FgN3D+O4IiIiIiIikiJwYOecew5o\n7Lf4cuD++OP7gStSlv/U+ZYCk81sZtBji4iIiIiIyH7hPO9vhnNuJ4BzbqeZTY8vnw1sT1mvLr5s\nZ+rGZrYYv0WP6upqampq8ly8wmlvby/q8ovkQvU9N9OiUaIW0mtWhFTXZaxQXZex5GCp7/kO7AaT\nbkDJgMwBzrl7gHsAFixY4BYtWnSAi3Xg1NTUUMzlF8mF6ntu1rwQhlBYr1kRUl2XsUJ1XcaSg6W+\n5zsr5u5EF8v4zz3x5XXA3JT15gD1eT62iIiIiIjImJTvwO5R4Lr44+uAR1KWXxvPjnk20JLosiki\nIiIiIiLDE7grppn9AlgETDOzOuBW4A7gV2Z2PbANuCq++mPAZUAt0Al8eBhlFhERERERkRSBAzvn\n3PsH+dMFadZ1wA1BjyUiIiIiIiKDy3dXTBERyUgTlIuIiEh+KbATEREREREpcgrsREREREREipwC\nOxGREWBuwFSeIiIiIoEpsBMRKTCnMXYiIiKSZwrsRERERERkSL093Sy9++OsfuGPI10UGYQCOxER\nERERGVI00sPZu39B28alI10UGYQCOxERERERGZKZHzZohPjopcBORGRE6KtRRESKh5nGh492CuxE\nRApNX44iIlKsnDfSJZBBKLATEREREZGhJW9KqsfJaKXATkREREREhpToimmK60YtBXYiIiNC34wi\nIlI89idPUVfM0UqBnYhIgSmkExGRYpNMnuL0LTZahQ/ETs1sC9AGxICoc+5MM5sK/BI4AtgC/JNz\nrulAHF9ERERERPJHWTFHvwPZYne+c+5U59yZ8d9vAp5yzh0NPBX/XURERERERrlEV0wZvQr5Dl0O\n3B9/fD9wRQGPLSIiIiIiw6WumKPWAemKiT+E5M9m5oAfOufuAWY453YCOOd2mtn0/huZ2WJgMUB1\ndTU1NTUHqHgHXnt7e1GXXyQXqu+5mRKNYqDXrAiprstYobou/XlejHcCzc1NB13dOFjq+4EK7M51\nztXHg7cnzWxtNhvFA8B7ABYsWOAWLVp0gIp34NXU1FDM5RfJhep7blb/rRTD6TUrQqrrMlaorkt/\nzvPgOZg8aRLnHGR142Cp7wekK6Zzrj7+cw/wMLAQ2G1mMwHiP/cciGOLiIiIiEh+WSgRNqgr5miV\n98DOzMaZ2YTEY+BdwBvAo8B18dWuAx7J97FFREREROTAMY2xG7UORFfMGcDD8ZSoYeDnzrk/mdly\n4Fdmdj2wDbjqABxbRKQ46ItRRESKjOc05cFolvfAzjm3CTglzfJ9wAX5Pp6ISPHRF6OIiBQnp66Y\no5YmpBARERERkYwcqMfJKKbATkREREREMnIYSp4yeimwExERERGRjBymFrtRTIGdiMgIMN3xFBGR\nIuNS/pfRR4GdiEiBOVPyFBERKUbF8/21d8nhvPS9D4x0MQrqQEx3ICIiIiIiB6MiabCbRjPTmv4w\n0sUoKLXYiYiIiIhIRn7yFG+kiyGDUGAnIjIiiuSWp4iISJwDTMlTRi0FdkWofss6tq55ZaSLISIi\nIiJjiCsmP069AAAgAElEQVSiMXZjkQK7AF56+P+DJZPo7ekekePP+slCDv/lOwt6zEhvD9vWrxzW\nPpY9+HXefPHxPJVIRERERArJn+5AXTFHKwV2Acx/7ZsAtO7bPcIlKZxX7v0Uh/38Hezcui7wPk5a\n8x1aVz6Sx1KJiIiIyFjzyh/vZeWdF+M8BZmpFNgFEKMEgGgsMsIlKZypja8C0LZvZ+B9RC0MLpav\nIo15XR1ttDbvG+liiIiIiBRU754NnNq1lGh07FyLZ0OBXQAx8wM7Lxod4ZIUjhcPZr1Ib+B9xCjB\nvLHzmh1obd84mYnfnT/SxZCANEpBRESKjT/GbhQkTykpAyCmwK4PBXYBePGXLTaGWuy8kD/lYSwW\nPDCLEQIFdnkzncaRLkLRW/qTm3n5W/9Y8ONq8LmIiBQjf4zdyAd2FvIbHCLDaHA4GBU0sDOzS8xs\nnZnVmtlNhTx2PnmJFrvYwG6F0UgvS3/xNWLRg6uiJZ/zMO6MRAmrxS4PYtEoyx78+kgX46Bw9pbv\nc2bbUyNdDJExz4vFqN+yjqaG4N39ReTAcyn/j6iSUgBiCuz6KFhgZ2YlwPeBS4Hjgfeb2fHZbt/d\n1cGLP7kpGUw5z2Pr2hXJv3d1tNHZ3oIXi7Hswa+z9csnEot3lWxp2suu7bUAyWWrnvkNL//xf6nf\nsi65v4RIbw97d22nvbWJlU/+nOWP/IDlv/tv9u2uo7urgzLPr0Tt++pZ8cT/0dXRBvhB3au/v5uz\n191J76pfDyj/3vqtxKJR6reso7O9hfot63CeR2d7CwC76zaya3stzvNwnkc00pt8vt2d7bS3NiXX\nTZQ58fdYNEpnewubVy+jcc8Otq55hdrXXqCpYSd767eyu24jta+9kNz2zaV/Ysual/FisT77AVi7\n7M+sX/Fsn+OE4mPjXCyCF4vx0kPfpbuznZ1b1yVfu8Rz2bouffZMz0oIxXpYv6KGPTs2097alP7N\nTpF4v3ZsWk1d7RsZ109Ys+wJVjzxf1mvnw+R3p7kz3SDeRPv98bXlw74+54dm4n09rD0gdtoa2mk\nu7Odro42lv33R1hz+zm89Jtvs2Hl8yz75Z28+vh9nLX2jrRl2LrmlWR97O5sZ9f2Wl7/+vk0790F\n+K9n4l93V0ef96B57y6c5xHp7aGjrZlopJfVL/wxmf21Zd9udtdtpK72DaKR3uQ+Ez8T+99e+3qf\nMnV3dbC99vW0N0Kc5/mfjV3b2LLmZbo721nxjXfz4v1f3P/3znY62prp7mxPvsapdTbS20NPdycb\nX1+afI2d57Fvdx3trU30dHdS+9oLtDbvo6OtmcY9O5Kf+4S2lsbkeMWNry9lx6bV/k2aB25jd91G\nujraqKt9g7XL/8LeXduT27344y/AkknJ39e+9CRdHW309nTT3dUx5KDusNeTfLz0gdt47c6L2LFp\nzaDrF5Oe7k72LTnMf336qd+8NvlaO8+jpWkv4J+TU59/d1cHrzz247T1JtLbgxeL0dXRRv2WddRv\nXkvz3l3Jf14sxvoVNSz/7ffYfttxbF27gqaGnVkPsl+/ooadW9fhxWI07tlBe2sTLY0NA86/4H/O\nXvnm5cnz9b7ddcnPTGd7C7u2bWDX9lp6e7qJZnEBEotGk/v2YjF6ujuTjxN6e7rZW78VgPbWpuT3\nRqJcQ9W9HZtWs+yuD9Lb001vT3fy9Rps/Z7uTqKR3rwmKNi1vXbA+7pz61pm/WQhXT94R96OUyjZ\nZMiufe2vyfNXJnW1b9B+66FsemMZL97/RdYu+zMtGZK11W9ey8q//AIvFiNy61SW3vu5PvU1Yd/u\nOuo3r8WLxXjzxceJ3jqFHZvW4MVi7Nq2Iflex/oNNXGe1+c8mVi2/JEfsLtuY9oydXW09Xmf9+zY\n7J/L49dDiXN1om5tfH1psr4npNbl/n+Dvp+XnVvXJV9jLxZjb/1Wlv3qv3jx/pv7XFslypTu9ckk\nce7Zt7uO5Y/8gL27ttHd2Z78e+OeHX1en2ymptq46m8s/flXDkgSkGikN3lN0N9gx0u8Pm+++Dgv\n3vOp5PI3nn+EN77+DiZYF6He9j51JN25raujrc8x2loaaajfkqxDXizG1rUr2LFpdZ/v1XTaW5to\n3LODfbvrkseyeGAXjfb2eV/7X9OmPt/Xn3uEDSufH/Dc67esI9LdQUtjA417dtDd2c7GVX+joX4L\nvT3dfdZf+vOv8uIPP8XyR37A0l/cTu1rf6WlaS8tjQ309nQTi0b7vB7O82io39LneKnlS60/LY0N\nyXre2rwv0NRm5grUnGpm5wBLnHMXx3//DwDnXNqmhxNmjXMP3XBy8vdjI28mH68tPb7P7xvCR3N0\ndEPa43a6cqosu5Npun2PBltCcznCG7zS56vM220WHeHJyX3VlhxJNFQeaN87bAYRK8cjhGcleFbC\nMdH1A9Zrc5XsKJuXdh9DHbeRiUyllXZXSV2a7VO37XJltNs49pXOzPl5ZOuw3o0D6tna0v33LSZF\nGphJQ5+/97hSNpcdnbf6tj58TPI1Hol6nO5zOFg5Eq/NUGXsdWHKrHhaePcwNW332NR6AFAe62Se\ntwXwP9seJcyP/55p26DMeSyIrmVLaC7dJRMG/P2o3rXsDlXTFj4kuaxp1tvBi3LO9nsHL4tzHBtd\nwx6m0lh6aHJx//d1S+gwPELMiu2gwvxW/yYmMoXWAbtMrceptobm0FUykaN711Bi+fne8pyxvuw4\nYP9rlMkbdgwnuoHly1Xq62kuxoJo8IzDmeywGcx22WdxHuzz2cAUWkqmclRs4IV8pytnW9mRfbbb\nED6a6dF6JtGR3O+MSF2f931baDaHeTv67CvXej81siv52fOcEYrXj/77SZRra2guXWk+B/2fbxMT\n2V06J+0xhzp3pR53fLSROW7XkOtku9/BthsXbWauqx9yu3yqs0PTPifI73dP1IUIW+EyHmaqd9k+\nry2hw+guGZ9cP+pC1JYd22edaZF6ptE8eFnCx4EN7LKf+tmKWWnav6U+j8SyXVTTXFo9YPn68DF4\nFk67n1R7mTxkeYeytvR4wl5P2vNG/2OU0cuu8JyMZRrq2iLd8nXhYwec37eG5hCx8ozlGo6NJfM5\nMrYp+fum0BGDft8nrmsB6m0Gs1LO2XZb6yvOuTOzOWY48yp5MxtIjU7qgLNSVzCzxcBigGNnVtEV\nKxmwk3U2b8DyLm/wp9FsE6gi+8CuK1ZCsxvPZGvPvHKheENnkkz3OgVR5bWzN7b/wq7TlRFLs+/X\nQsdxijd0y8KW8HxCziNEDHMeJYPMeTLBugYt/xZmcQQDv6ya3Xh2hmYw1bXSQ2nG57/TpjOfOupi\n6b+g82FL6DCOdxtoc5VMsC6g7/vSHZrOTK9vYBchTFeshHU2jwVu87DL0O3tP15XrKTggVGHVzZg\n2WDvTTZ1toMKyjiwn8OIK6HU8pOpdUdoFtO9gYFd/+cac/u/jPfaIcQsPOiJPl+fbeLJjybFmmhi\n8oC/dlLBbLebV2PTk8saW9qxlCy2Q5Wl0g3+OQZoZBKRUDl7QtM5O/oSQNqgDqDLS7+f6lgD65iS\nt6AO/DqWKHe23Vd6rSwvvZBSX69x3sCWiHyq8jpyytYz6OeWcnq99K9UlfUM2K7DK6PURZPH7oqV\nEHOW/L3XldDuqrI+/qDlpTy5vx7KmMDAc3CqiGd0kfkYU2hlS4DPYOpxe2xK2iAo6Gc73XZddsiQ\ngV23K03eUMmHLlfe57suU/mC6qac8Qw8xoGSr7J3unJ6Uva1uuRYvP7XrVQAg9/AHOq6FqDTK00m\ntRuwbZrnsc8m05vu+cV66bLyIY8FDBrU7XGTmW4D/7adGcxld0p5KjMeY7dVc4LbwCavFJfhjNwV\nK6Geacxi74Dl6XR6pQOXuXK6syjXcLT2O781hKYxJ1ZHmUUHXOP2kHINNYwM8oVssbsKuNg599H4\n7x8EFjrnPpVu/QULFrh16w7cHcwDraamhkWLFo10MUQKQvVdxgrVdb9rkYWUe+1gl66uF/t7n+hS\nV8zPQQ6M0XxuN7NR2WJXB8xN+X0OpGmOERERkVFLF8VjV7G/98VefpFMClnDlwNHm9k8MysDrgYe\nLeDxRUREREREDkoFa7FzzkXN7JPAE/gDPn7knFtdqOOLiIiIiIgcrArZFRPn3GPAY4U8poiIiIiI\nyMFOnY1FRERERESKXMGyYubKzLqAYu6qOQ365WEtDpOA3GftHB1U9pGj+l54KvvIUF0vPJV9ZBRr\nXYfifd2LtdwJxVz+0VzfFzjnBk6+mUZBu2LmqD3b1J6jkZm9XIzlN7N7nHOLR7ocQajsI0f1vfBU\n9pGhul54KvvIKNa6DsX7uhdruROKufyjub6b2cvZrjuau2IGm+Jehuv3I12AYVDZJVfF/Lqr7JKL\nYn7NVXbJVbG+7sVa7oRiL3/RG81dMUdt5JyNYi+/SC5U32WsUF2XsUJ1XcaS0VzfcynbaG6xu2ek\nCzBMxV5+kVyovstYobouY4Xquowlo7m+Z122UdtiJyIiIiIiItkZzS12IiIiIiIikgUFdlkys7lm\n9oyZrTGz1Wb26fjyqWb2pJltiP+cEl9+rJm9aGY9ZnZjv31NNrPfmNna+P7OGYnnJDKYfNV3M1tg\nZitT/rWa2WdG6nmJ9Jfnc/tn4/t4w8x+YWYVI/GcRAaT5/r+6XhdX63zuow2Aer6B8xsVfzf38zs\nlJR9XWJm68ys1sxuGqnnlA11xcySmc0EZjrnVpjZBOAV4ArgQ0Cjc+6O+Js9xTn3BTObDhweX6fJ\nOffNlH3dDzzvnLvXzMqAKuecsoDKqJHP+p6yzxJgB3CWc25roZ6LyFDyVdfNbDbwV+B451yXmf0K\neMw595PCPyuR9PJY308EHgQWAr3An4B/dc5tKPiTEkkjQF1/K7DGOddkZpcCS5xzZ8WvXdYDFwF1\nwHLg/c65N0fieWWiFrssOed2OudWxB+3AWuA2cDlwP3x1e7HrzQ45/Y455YDkdT9mNlE4O3AffH1\nehXUyWiTr/rezwXARgV1Mprkua6HgUozCwNVQP0BLr5ITvJY348DljrnOp1zUeBZ4B8K8BREshKg\nrv/NOdf0/7P35nF2lHWi9/epOt1ZO0lnIftCSICQINgJmwrGQR3xRlEQAec66qjoveN7Z9535nVm\nHEVkvI7jnXuv837GO4COy8wVCLK4cEGRmAAKCVkAScjeId2dfekkna37nKrn/aOW81Sdqjp1uk93\nOsnv+/lA+pxT9ezP7/n9fs/vqfK/XwlM8/++GtimtW7VWvfgOTRuHpha1I4Ydr1AKTULeCuwCpio\ntd4D3iACLqhy+2zgAPADpdQrSqnvKaVG9GNxBaFP9HG8m9wBPFTv8glCvejLWNda7wL+EWgD9gBH\ntdbP9Gd5BaEv9FG2rwduUEqNU0oNB94PTO+/0gpC7+nFWP808LT/91Sg3fitw/9uUCKGXY0opUYC\njwF/rrU+1oskCkAL8C9a67cCJ4BBHa8rnL/UYbwH6TQCHwR+Uq+yCUI96etY989p3AxcCEwBRiil\n/mN9SykI9aGv411rvRH4B+DXeGGYrwGluhZSEOpArWNdKfUuPMPur4KvEi4btOfYxLCrAaVUA97g\n+LHW+nH/631+HG8Qz7u/SjIdQIfWepX/+VE8Q08QBhV1Gu8BNwHrtNb76l9SQegbdRrr7wZ2aK0P\naK2LwOPA2/qrzILQW+ol27XW/6q1btFa3wAcBuR8nTCoqHWsK6XeAnwPuFlrfcj/uoPobvQ0BnGY\nvRh2OVFKKbxzcRu11v/D+OnnwCf8vz8B/CwrHa31XqBdKXWJ/9WNwKA8gCmcv9RrvBvciYRhCoOQ\nOo71NuBapdRwP80b8c50CMKgoZ6y3X+wCkqpGcAtiIwXBhG1jnV/HD8OfFxrvcW4fjUwVyl1oR99\ndIefxqBEnoqZE6XUO4AXgNcB1//6S3jxuo8AM/AW9tu01oeVUpOANcAo//rjeE9LO6aUuhLPI9AI\ntAKfMg5sCsIZp87jfThefPpsrfXRga2JIGRT57H+NeB2vJC0V4DPaK27B7I+gpBFncf7C8A4vAer\n/D9a62UDWhlByKAXY/17wK1A8IC3ktZ6kZ/W+4FvAzbwfa31fx2witSIGHaCIAiCIAiCIAhnORKK\nKQiCIAiCIAiCcJYjhp0gCIIgCIIgCMJZjhh2giAIgiAIgiAIZzli2AmCIAiCIAiCIJzliGEnCIIg\nCIIgCIJwliOGnSAIgnBeoZRylFKvKqU2KKVeU0r9P0qpzPVQKTVLKfWxgSqjIAiCINSKGHaCIAjC\n+cYprfWVWuv5wHuA9wNfrXLPLEAMO0EQBGHQIu+xEwRBEM4rlFLHtdYjjc+zgdXAeGAm8O/ACP/n\nL2itX1RKrQTmATuAHwH/H/BNYDEwBPiO1vr+AauEIAiCIMQQw04QBEE4r4gbdv53ncClQBfgaq1P\nK6XmAg9prRcppRYDf6m1XuJffxdwgdb660qpIcDvgNu01jsGtDKCIAiC4FOXUEyl1PeVUvuVUutT\nfl+slDrqn2l4VSl1dz3yFQRBEIQ6ofx/G4DvKqVeB34CXJZy/XuBP1ZKvQqsAsYBc/u9lIIgCIKQ\nQqFO6fwQ+Gfg3zKueSHwdAqCIAjCYMEPxXSA/Xhn7fYBV+A5P0+n3Qb8X1rrXw1IIQVBEAShCnXZ\nsdNaPw8crkdagiAIgjBQKKUmAPcB/6y9swmjgT1aaxf4OGD7l3YBTcatvwL+k1KqwU/nYqXUCARB\nEAThDFG3M3ZKqVnAk1rrBQm/LQYeAzqA3XjnFDYkXHcXcBfAsGHDFk6fPr0uZRPy47ouliUPSz0T\nSNsPPNLmZwZp9zODtPuZQdp94JE2PzNIu/cPW7ZsOai1npDn2nqFYlZjHTBTa31cKfV+4KcknEXQ\nWj8APACwaNEivWbNmgEqnhCwYsUKFi9efKaLcV4ibT/wSJufGaTdzwzS7mcGafeBR9r8zCDt3j8o\npXbmvXZAzGqt9TGt9XH/76eABqXU+IHIWxAEQRAEQRAE4VxnQAw7pdQkpZTy/77az/fQQOQtCIIg\nCIIgCIJwrlOXUEyl1EN4L2kdr5TqwHuqWAOA1vo+4CN4h8xLwCngDi0v0BMEQRAEQRAEQagLdTHs\ntNZ3Vvn9n/FehyDUmbU7O1nZeohrZ49j4czmM10cQRAEQRAEQRDOAAP18BShH1i7s5M/+t5Kekou\njQWLH3/mWjHuBEEQBEEQBOE8RJ5JehazsvUQPSUXV0Ox5LKyVY4tCoIgCIIgCML5iBh2ZzHXzh5H\nY8HCVtBQsLh29rgzXSRBEARBEARBEM4AEop5FrNwZjM//sy1csZOEARBEARBEM5zxLA7y1k4s1kM\nOkEQBEEQBEE4z5FQTEEQBEEQBEEQhLMcMewEQRAEQRAEQRDOcsSwEwRBEARBGGDW7uzkO8u3sXZn\n55kuiiAI5whyxk4QBEEQBGEAkffQCoLQH8iOnSAIgiAIwgAi76EVBKE/EMNOEARBEARhAJH30GYj\nYarVkTYSkpBQTEEQzmnW7uyUdz0KgjCokPfQpiNhqtWRNhLSEMNOEIQKzhVjSBY/oV6cK3NCGDzI\ne2iTSQpTlXaKIm0kpCGGnSAMIGeDcnguGUOy+An14FyaE8LAYMp6oTaCMNViyZUw1RSkjYQ0xLAT\nhAHibFEOB4sxVA8juNrit63TYcPybYPe0B7szoBzncEyJ4TqDIb5Epf1f9nSyOIzUpKzEwlTrY60\nUTqDQQacScSwEwaMek62s3Hini3K4WDwBNbLCM5a/Nbu7ORbq09T0ptrzmOgxl+t7RCUq3l4I50n\ne86q+TGYGQxzQqjOYHGexWX9psPOgJfhbEfCVKtT7zbqr3VtIPW1wSIDziR1MeyUUt8HlgD7tdYL\nEn5XwD8B7wdOAp/UWq+rR979wWAyGgZTWfpCPSfb2Tpxzxbl8Ex5As2x3hcjOD5n0ha/la2HKLqg\nqS2PauOv2pytZU7X0g5BubqLLhqwFLnnx2CVM4OlXOId7x/q3b+DxXkWl/WXjrUHvAzC4ObBVW08\nvX4PNy2YzMeumXGmi9NvetVA62uDRQb0lnrIxHrt2P0Q+Gfg31J+vwmY6/93DfAv/r+DjsFkNNSr\nLINBOarnZBuoiVvvdhsMymHeOtXLE5g3P3OsFyzF4ksuoGBbOE5tRnAtc+ba2eNosMDRtT1uPGv8\n5TH6ajEKa3EGBOXS/ue882Ptzk7u/O7KMI+HPjs4HCWDSRZD/+4gDAYZnUZfypZ1b3/072BxnsVl\nfdeO185IOQYDg3lsnykeXNXGl554HYAXth4EqGrc1bKW9qa9+0uvqle6eevVPLwRSylAD2oHehL1\nkol1Mey01s8rpWZlXHIz8G9aaw2sVEqNUUpN1lrvqUf+9WQwWft5ypJndyDPQFm7s5PH1nWwZ1c3\nTRd25t65yCtA6rngDsTiXYsCDuRuhzMZXjLQinIt+a1sPRTuNPU4ml+/sY8GW3HH1TO4pWVa7nKa\nc6a76PLYuo7UexfObOaLVw2le8zMmhbBrPFXbc72xijM6wwIytVTdHHxduyy5kcwhl9rP0JPyQWg\np+TyeEabDSSDSRb3J4PNgDXpS9mq3dsf/TsYnGdmWcCr55AjTu4zdudCOJyZZ3+N7Tz1GaxG5dPr\n91R8TjLszND6e5/ckEuP6200SX/pVfVItxY99t4nN+C4GttS3L1kfl2dUb0p92PrOlCQS4+pl0wc\nqDN2U4F243OH/11kdCul7gLuApg4cSIrVqwYoOKVGXLEoaCgpMFWMOTITlas6BjwcuQpy7ZOh2+t\nPk3RhQYLvnjVUOY0R0M+ntzeEyrM3UWXrz6ykg/NaYxct63T4Zsvn6akATTP3fcifzyvkcUzGlLL\nlifvOH/Z0simww6XjrXp2vEaK3b0plXqn1YSZrv1FF0eenY1XRc1AtG62wpQ4NTQDmkcP368X8d8\nVp3ysq3TCdu9Wj3jYy8rvwPtxXCnCbzwyJKj6T68h64dh3L375AjDhbg+mk8srqN2exPLeukhlOM\nVB107eioaQyljb+0ORu028gGlTqns/pnviJXGYNyjWxQHC/q1PlhznkVS2P3rl2sWHGoahvkGQtm\nvYPyzGm2c431wSSLA2oZ/3nT++m2vs/LvNQqY/oiM6rd25/9G8yX762rb3/Vwoq2Iv++sQdXQ8HS\nwLKqZTDnZUHBX1/d+/Uknq65Xn/s0sbIfKwlnVrasx5rTlo50vSPoIwFt4fHn3kx85q+jIu+pHFR\nQ5EXIp+PVcxLs46W8iIwqrVjfM3951+s4hMLhlakl6ar1EOvisuYbZ0Ol42BI90WN0wrpK5HWW2Z\nNo7i95nXua5m3fpNTDnVmrvsefXatHUtfk1Zr4alq9v46yr6Yb1k4kAZdnHdAYjocd4XWj8APACw\naNEivXjx4l5llha7HHw/f/IomoY1JFrki4G3tgwOL0+1smxYvo2S3ozGCyfrHjOTxYvnRK5purCT\nJ99cGXrx3zjssm1dT8TjsWH5Nhy92b9D4Wr435uKfOCdi1LrnyfvpPpkUYunpFpafSVot8DLdOe7\nr4q0l1l3fIGbpx2y4upXrFhBb8d8X+uUh7U7O/nHZYHXzKnqfd09rI1Ht3rhJhpoWXApi1PCTTYs\n34a1cTOuLxUU0NhQexkXAzt4nQdXtaEBXaVPetPma3d20q0PcWdLeZyGY7dlHA+1RHdwo+1mcc/N\nlyc+2KSv/RPUPw/PPPE6Jd0GEJ7H0xoabMUXPnBNrjN58bEAyfWOnvnzr93xWtjuaV7NxQweWQy1\nj/+86QXtowDLUpnzpK/UMt7X7uyksbODhkJHGBIdjMk8D+mpNp6bdnbyEfJ7s2slq7/6eydn7c5O\n/vczL3nrA1ByVa410pyXJQ2tXMBnFl9eNa9qdTHXrJLrre+u1jQWHO5eMj/Xg5Z6M/7jY6BlwaVs\nqMNDneL1ee7wSN7acjFAWEaFwl+ecfy27NbDaB7eyD8u29CreWyO+96mAZ5suzhBFzD7slsfCuuo\nNdiWQmudOJeC+1oWNPLz1vX0OBoN/G6v5gsfuAKA57ZvoaRPZ+oqi3PXoLJNgj41ZczanZ1869cv\n0eNPhI4tpQq9Ms+4SpIlQMV9d15IeJ1tKYaMnUzThdOA5KiqeNnz6LVp61p8HgVpBThudf1wMdE1\nDwjXRtU4bETePhkow64DmG58ngbs7o+M0mKX498rYEhD8pZuf4fLpQnipO+zyhLf4m4e3sh3Yo9u\nD0JTvv3sFn637WDiFu+1s8fRYKtw8gG4WofXJJWr3tv2ZzpkI05WSI9Zd9tSoFSus2DV4uq3dTo8\n88Tr/abo4Kfb2/RrDRPoPNmDF+kOlv8Zkvsj3qa3LZre6za4pWUaj63r6JdQ3aRxClR896fvKgtv\ns916ii5Pr9/Dn7/74kS50x9hZEntHfe0vXveRK6YPiZ3vvGx8Ni6Dh5f1xFpg6wzf/NVuWx3PlBe\n+H+ytoOHPhs1Es22PJPUO3TQbB8FKOXJ3Xuf3MAlk5rqcg6ltwZM/MyrGRKd9yE9WeM5Po9uaZlW\nc12r1T+tvwYi9HVl6yEct7yeWopccig+L5M84iZ562LKV6UUrtahPPrKT1/H9Z06D911XWa4fK3j\n3xwDQThhd9GT8ffevCDRoMkTOhgPO//dtoOsfvMwt7ZMC8uo8IwhhReW9+jaDkqOi2XUP6keWWUJ\n2tpMo1rIfxofu2ZGZP2P9+XdS+ZHdKw0A9ycj7alaJkxhtVvdnrGiVOWzeZ8rde6mLYeBqxsPUTR\n0CtrPZ4QkCRLvrN8W8V9f/quOfz4M9fy2LoOHl3bwUMvt/GTNe2gFCUnOkeSyp5Hr01a13qKLnf/\nbL3vLPHSah4e3VEt2IprZ4+rKpMDnT++NjY0T7kkb78MlGH3c+ALSqmH8R6acjTv+bpa46jjscsP\nPIZovhMAACAASURBVL+dSyY1VXxf65Pw8pQxy3tZLVa6lhhisz3iQjPp/oUzm/nzd1/M6jcPJw7Y\nhTObeeiu67jvue0s27gP8BbqYBAmlaveSmg9zhMmkadd09JNM6rjdd+8tyv0vGWVKz4Gl65uC8cL\n4G/be97aQMFNKmstMdtp7XBLy7Sa27PWQ8nNwxuxLRUKu4EaT/1lIAGRBTIYp0Dm2E1TQvrLqRQ/\n/5nU3re0TOMna8vG7+feeVFN+cYXQJXQBs3DGzF0WxRlhaJrhxde8vi6johDKc1IHMjdumrKZJYj\nrRbSlO2sdSlrrUlSDONrQtJ7G5Pqa8pjx9VMGTOs4reIYpNwXjTLMM9rJNQio6opxuZ56NDRUqMO\nkLc8184ex5AGb85bluI/XtqQK4/4vIwbvPH887Zjkq5Q9M/VBtOvx9GZBkpvnbmBTPvO8m2h7Cy5\nmrt/tp5LJjUByTIq7aFOQRvcvWQ+T6/fE3FYayg7CBXcc/MCOk/2sPvIKR56uc0LZ9QapZINnCx9\nwTwH7mqN5VvdGnh0bQe39sEZu3ZnJ99+dkukL9fvPprLEWuWq+Rq1u7spKFQfvBYIJsDB+vb54xP\ndCzmLWe18Tff8EbENw2Sxo25PgK81n6EtTsrn/MQXxuzxmP74ZOUHL9cflhVXOdPKntgGGbN8SDf\neKRFXH5DOYRWAbct8va2annugGkUe66/fNTrdQcP4e0ijldKdQBfBRoAtNb3AU/hvepgG97rDj6V\nJ928Srl5zfvmT4r8vvPQSe584CWunD4mWmaqey3yGpXVvJdpnp5qg6xaXc084kIhfn9c2QUiSsnC\nmc18948X8b0nlkUeJvG3T7xeocjm2U2slaxJGhgzgcetFsPXbNckz1pvvbfBNWa5Vr95GCDVuL9p\nweRwpw7gjT3HeH3XURoLFre2TAtjsSHdk5i0u9GXHRbTe3rJpKbU8V7tUHLSTkHS9Uletv4YT+Zi\nbH7uC2t3dvKTNe2hQmvb5XGaNXZXth7ik9fN4pcb9rLz0Mm6Pwwky5AzPdhmngtnNvPQZ8uKXjAe\nkhSItEiCQLG6acFkLpnUVLFLurL1ULhjCzBz3HDuusEzIFfs8HawH365LZJXmpE4UIZdljzI60jL\nSzy9e37hKdvmuDLLFciaQIGNrzXxOf70+j0Vc/5R/72NBX9XfP6U0Yn1uHb2OAqWouh489c0YgNZ\nfdpXxMBTXrpOFfnO8m252iaPkfDgqrYKL3hWG8fr33myJ1FJMx0OrqbCs55GLWtF0LeBE24a+3Pl\nsXBmM/d8oDyvoLxOQ6VSGI902H3kVKJSHKQdfB/I+tfaj/DMG/vCa7I0x746zK6dPQ7bUpT8xg+i\ngiB5vgfOneD3x9d1VLTB3UvmRxzWt7ZM49aWaaxsPcSQIzsjO4KPresInWv4oY3xdSxJDwu+37qv\nq+IceIDjJMupPK80SNIhzR3Gajva8XbVwEcWTmPqmGGRcL6gjW5aMDlxXaym7+bd4QqcdkH6D911\nXaYzevPeLqaNGcb2AydwNTzzxj5WbDlQVbdJGo9xHclSUEiJqkqTQdX0kGDtu/tn60P95jPvuJAf\nvvRm2Iddp4q8Z/6kSPrBuDSjd7797JZUI7sykk7riotSqNdTMe+s8rsG/rTWdPMYO/GGevL33q5I\nIKA0nifq5Tc7KVgwf8porps9LvWMXUDeRSUr3CjJ+4nWWH54QNIg6yl63tukxSZN6CQJhSQBHwzY\nrAVqTrMdxgBnKbJJ9OXcQtqiERd6UJvhGygoQcx53LOWtAOTZcQHAipQiMxyBdvxwWQ3Q03AW0wL\ntqLkeN4+xy0b+BqwgeA1tppKz1WesAazrGZbXjt7HAXbChVHBREv31d++jq2bVFy3FDpM4WwOc61\n1mFYZZDXnQ+8RNHRNNiKez64IFQq49fX4vU1dyfW7z4aLgxBeUwPfLVQr7yKd9YYXtl6KFw8Fd7i\nGVyT5DTpOlXku7/dEYZkhWGpdQqFSXJ4xA0504OdtFO/eW8XX/np66HXfumadm43+j7et0GoVmC4\ndxddXtp+iHtvXlAxfzfv7cK2FI7rzb22wyfDMMNtnQ7ffGY9pkPyimmjufsD8wESQ2lrlS+1hndB\n9TUnkKFZDq/elAkor9ux9TtJBgKhsypQDuJz66YFk1nlywwvJI3wvY09jubBVW2R/jHTAkApNJqi\no/nyT70Q8mAu3b1kPl/2Q/gCvvfbHf5ORtR5+di6jgrlK9hxyYpwuftn68P5lmdnLWlHNWk9eXr9\nnsQQ8Wrk3R0zCYyTgvLOzlS73pxXv9t6EFT5fNUfXHpBRf7Xzh7H9XMn8Mbuo+w+cpofr2rjkTXt\nPJwRUglRXWDFlgOpO4Rp9/WGhTOb+cw7LuSBF1rRuhwVBMkyKq7F7u/qrnBgL9+8n0smNjFx1NBI\n1MHCmc2Rh04E+oV5JCW+jkHyGEqae+D1S8FSuK5O1NnyvtLAXFuDHbUZY4eHO4x5nu58780LQn21\n4M91c9xXc0jlWS/z7nDFH4ySNWbMNjKpJdTXvOaxWATI5VPLa0o152RWXnG53XmyB1frUL851l3i\n8qmjvRBYDfc930rrwROJMs6M3vnt1oPh+hkfGwtnNnPPBxeEodK1MFChmDVzssdh15FTWJZCJ3gN\ng0ZKCmeB8pkFU3FwNbx3/qTQm5xGLYuKaTgEmAbQ2p2d7DpyKnwnl+2/o2tC05CI4mx6AdLOWSQp\nxXGhcPnU0Wzc28WDq9pYuro9ccDkNWayFNk4cUP4k9fNYsOeY4meqqzQxyDf4HPccM7aaU0TPLct\nmh4+TCPwrAFh6Gk1wzVQoB9Z007J72c/IjEq7BVhe5mhJma93GCGaiIG/q0t09izazfLO0phcs+8\nsY8Vm/fzJ2+/kA17jjF/8qiKsIakOZEa9+7PDdd1OdDVjeUrdeDNDbfkRpS+x9Z1RDz4SYvv2p2d\n3PuLDWGZehzNV362HtdXFk0jJk2hSwovAxIX1KVr2rH8ePnAE5e0i1truFXQx0tXt+G4ULBg6efe\nFqZl7lQE3nHl3xcsLuYCmagIUF6407ymSeXKMlzjDg8NEQN+wZTRABFvaVDXg13dLNu0PyIjS47m\nx6vawt1gc6E0Q7Xi4T9f+dl6HvncdWHYnbljG8wVc17uOOyEcyXg9qtmJCoiK1sPsXlvV+YuUNKO\ncVp4V5YCk8fxUKvDKyAuI4NQye6ii/IVeI3n8DGNobgMNNF4ykEQ2mvuEgW/B//NnzKaBqts3AV5\n6YS0bm2ZFobq+f5IoKxkTh0zLGJ/Wv75wMB5qVR5DQ52GeOe7cD5Zcots87RM2qV51OgUlm7fu4E\n9h87zXWzx1WMF6h0gjam9HEStTqlTCOkpMnlhDPnlQ4aH2+OLdu4L6JHvNZ+hP/57JZwTQooOpr7\nn9vOA3+8KNd5nmDnPimSJ6msWbsvaf0D5eiWwFA1d8uSnLq3tkzj0TXtvmMCnttyINzBC8bWr8Pd\nxqMsvuSCqsZs/EhKfP00HczNwxt5ev2eyM60SWPB4k/eNit0aNz75AagHLGTdiwoXsb4uAocKz9Z\n057qkI7zsWtmhFETj6xp58FV3tmywBEX/JcWMZPmtDD7M775sHVfFx//11XctGByr89BL13dlvh9\nb0Pd4zvOC6aOjujYJsEa1VPyoq3SzjUnhQTHdYFH15Z3lwOeeWMfz289kBj18e1nt/DbrQcj62dS\n/p0ne8qyoAYGrWHXevA4D/nKOHiPL7/nFxsqlDjT6p4/eRQ/fOnNsANumDshEmZg+V6VJKU3Hr7n\nxJSOtHCNhTObWXzJBWE+pgFkKl+W8q59teMoz27cF9leD7brhzXYkUPN3352CzctmEznyZ5Q6c3y\nAFiWYuKoofy+42g4YAJPqxmSYColKra7Z57BMM9UBbsBccoKcXvYZqeLLvc97z1i9oWtB1mxeT+L\nL7mAzpM9dJ0qhoIwrlh986mNoTcveLBNfALdtmg6J7pL/MUjr/K++ZP46/fPi/RR0hmwW1qmlYWk\nhuc2769YENMM12BSxydtoNQo/CcKQoVXxXF1ZDGP1yVu4L99aoGX9rmRhaTH0ZG2/PwNsznWXYrs\nGsaV1LSd3ZKvxJVcT+jYqvykrcBICoyDwIP/mB/+YhpkcWU7vvAF48CM54f0cxR/9L2VYRrBQ42C\nnae4QCs5GhXEy6fEzgdjIW+4VbwM+G30zac38vquo5Eyxw9mm8Zv0E5pSjiAbStuWjA5DLtLOjtS\nzTiBqHOmnLbFqCEFSn7+pZLLV362Hu3PteBcpRmqkkYQ+pT2MIdrZ48LjRHw+tx8/53ZDkqXx1kQ\nTTCyQWHHHG8bdh8N/w7SSQph74ntLJkhioGx0Hmyp6oCk+QJD9aTpavbmDhqaEW7BAq7aZTOGDs8\nsy2D++LOwqfX7ykr8UY7BMZQsNZ98rpZmR5bc/xfO3tcuEukKLdv0dEsXd3Gxy5tpKdpEo+u9Z50\nCdE+COb9+l1HI44f8/eHXm7j+jnjw90+02AL+kADruP1V8mXnSVXc//zreGYzTpndfeS+ZEzavfe\nvMDbXfYjIgq2Ch08wfX3/Hx9OK7X7z6GTjjz0puzRmY4XdbDYEwjxlwzFJ6jKM1JEI92MMPq4m3/\nkYXeGvzo2g5+/ca+VDmz79jp1N32OHGnVJpuBGQeBTDvN51u8bUFPCeAuVsW33kJ2vOeD5bPyD24\nqmwEKAWzxo9k2/7j4XdLV7fxsWtmhPemvTswOLeWtn6asifJqLMV3DhvIp9750Wes9aQS3Hntnn0\nYuehk/zR91Ym6pxJ4yrJIZ3lGGge3siGXUdDvSbpzGQ8cicrLDFp/ASbDyVX89NXvecfVnvBurfJ\n0Faxq7p2ZycnukuRa8c3NTJmaAMNthWuXWbYeNbTW9fu9B4YE8ilBlvRNKQQGp/xoyZ5d+CTQoJv\naZkWjqMDXd2GgyFKWtTHn7/7Yl7cdjCUvfH1M6jPq+1HUEphRdw81Rm0hl3gvQxwHE3J/6anWBbU\n8TNO5k7RJZOaWOF7eSwFf3DpBWzYfTTxrFE8fG9IQ/kMgdZEdtDiQnzF5nL8fINhAJneN0fDmp2d\nQNRz/esNe0PFHbwnU+HocJs2eIKnpvyUp3tvXgCUPWvmTt+KzfsrdmJM487chQvqFiiody+Zz7f8\nMxjBoc/g4Ocnr5uVaPSk7U6YPPPGvoiBHWCG/mze2xVph9NFly8/8TpLrpgSGhRdp4r84ve72XXk\nNOBtd69r6+RDb53G8s37+c2m/biuF+b4lqmjw5h88BwDwb8vv9mZWE5zBybAnNRJBAZdUv0tS1WE\nvgVK4xt7jvHrN/ZhW4r5/q7K73YVecvU0Ww7cJzDJ4qJ+b3UeoiffeEdiYetAy9/8/DGRM9y/FyM\no+E98y7gyuljwnDHg13dPLtxX1inR9a0R5TMpF2GtLZsbLBCxck8OB/M30C4mmXSeH2/v6s7ErIQ\ntqnynx7ogm2BZVmUSuXw5WBu7j5yKjJvnl6/J9UjFxhJcdbvOhqW7XTR5S8eeZW7briIqWOGhQez\nTxdd7ntuO5/3F/mg7ePlDig5mp++Uv3siPlUySRjxnTOBO3tui4PvNAaGesYhkQgM4tVjLoAjec1\nz3qYg8n+ru7w77iicPeS+eEcfejlNgq+o8uci5r0pxoGIexoHT6AZlXroQqFMXBm3XX97ETv8vzJ\noyLvhDI94fFdWzjKii0HuOcD8yNOKXOXC2Db/uPc+d2VmWdCknagblowmRe3VzoRHcMY6im6/HLD\n3shZxTiK8q5hpM1ivNZxlPUKPnt9gXde7O1sDSlYFfJQA7/vOOrNL1XpsNIanveVOVsRns8NHE6B\nohM3WIO0TZLOWQVPjjXXcoC/feL1cj8H75mhfL05rh1/HTAjBjbv7Yo4KuNGXdLuVjyc7hsfvjxs\n5817u0JHl2kgvGXq6OiaoeDdMwoVO/RJ0Q7rdx/l3psXRMKjAyylGDWkwIY9xyg52Wvu7VfN4P7n\ntkfS/ubTG+kpuRUKdkBc0Y3rRre2TIu0cU8pekYocr/hdOsx+qrc70TkdZ6Ik6Wr28vnyBIG1xt7\njvHNpzaWQ4KBl7vWhM5TIGJ4rp9cqQsGZbn/ue2pO3WfvX52xKEcyDkg4rhpGtbANz58Of/4zCYO\nnyiGTpP7ntvOC1sPpBqUAfGnOzcPb+RLxlOzwdN/f+Lvaibxm437+OaQQsQZ7LrBe97K9UsyLr/0\nxOuR8XPfc9s5XXTCqDiT+AvWg37duq8rNADhKMs37+fhu64DqHAwWsDh4z0c7IqGx/b4USRme8dl\nbRANEchmbz2MOsWDh91knQ9MIl7b/V3dkQ0bVPmauLyMR3OYO94XT2xi496uxHySzgqWug6Z7wLP\nZNAadnFPsWXhL7aewvLc5v3807KtEQF6uujy3d/uQGvN6jcPc/eS+eXwMw3PbtxHwVJhOEPaQf0/\nfdccPnndrNC7aE7ICU1DKs60JIUrBiGYpvLravz4Zx1O1P/+TPk9FwCXTR4FeItw0NHmv/HzUEEZ\nQq+Ro5k3qYnN+7oiOxaBZzQeuhpMhNNFl2/9ahM9bvkejHzvf76VGeNGRCZv0u5EkiKQhsabcC+1\nHmJ4Q+VLGzfu7WLj3s0MbfC8X6bhF/Dym50Viomjy98vXdPO/MmjcKoosxoi4YdB/Q4YymrWvUks\nnDGmQnGIn8sruToU1t53yUZnwMRRQ1MPWwcKqW3BwhnNdJfcivC2e3+xgdc6yjsjFzQNoXl4Y+gY\nUET7z1SguosuS1e3Je4yJLWJGWrTPLwxsvv+WvsRHlzVxqvtRxLvX7ZxH3ddP5umYQ00D28MjQLH\nsKI1cNH4EWza14Xjau75+fqIl7jBH+eacohZfMd7W6fD0tVtiX14Krawv3noJF964nU+dOWUSKf/\n2g+ZDc5OLpzZzNyJTcyfMprlm/fzrOFZ18Dq2Hhdv8vrD3Mn6a8efQ3w+jVw9ARP07xh7oSKHTeN\nJx9TlX9VdjLEX22SRKOtQoPnT97mPfjlyuljQuV0Zeuhiv5/bssBHlzVFiq75hPdgHDhBejRMHp4\nI422CkOtDnZ1c+d3V0acCMHTx1DwtovG0Xb4ZPkBNIbyaOJqeOCFVu66fjbf++2OCu+yubaUjNDs\npJ3MnpIbURjS6Clln4Mxxz/AZ95xIZdMavLftBXFbFcXb9wlcfWsZta1H/Fkm9Zs3ttVEfbvaB2u\nm+DJRlOOphpvfjnuuHoGB7q6I2PYxNGwfPP+srMnuDexxJUU7KjRpXWlU/PFbQcz03SB+ZNHsar1\nUOyVPd56e/cS74zNvU9uoOQbfHFHZdrueDxUbOnqNjbv64pEGARP/g0cPRWGsoZf7izxy52bK8JC\n48bDwa7uSFidApqGFEKHwn3Pt0YcVpblObnMtrF9DTZ4wnVAWe5EFey0UPMNu46WnXG+HI3LDjMM\nOH5/fOyZKPCM2IQds6SjIn/6rjnhObJgLrYePBEZu46jPcdWoPdA6FD+ydoObltYPn/c4+jIOmju\nkps73Ul877c7eM/8SZHw3zd2Hw0dzlB+mNCr7UciTloN/GbT/nA3OesBGvGwUHNHOjiSkOV0Bth7\nrDtRbwIvKsWUWXHjMq6DB47zpKaZP3lUuNGwrdOJvOfNpOjvIgKVa1BO3TFwhpqOADMaAsrvLjQJ\nfj7tR2p848OXJ4b8B068wKkUDwnef+x0ZMMmqKQCZo8fwbYDJ8I8zWiOrGiZgr/eBqxMkGVWw5Dq\noSE+9j333JP32gHlO/fdf0/DZe8B/AabMJLDJ8qW/K4jpys8nRA9p3DweDd7j52OKFWu9nbuPtwy\njT+78WIspVi+ydtxsyyYOW4Eq3cc9kICY2m3HjjB67uOhoJFa838qaN5Y8+xcGdr8uihdJ0u8acP\nruO19qMVaXzwiimMbxrCZ94xmw27j/J7Q7gAXDKxiXVtnVVDb4IyuK7mZE+JQ4bwOHi8h+vnjqe9\n82S57toLAwsMx8uneg+RCXYRgVQPVcBvNu3n+rkTmDJmGOB5qldsPhDW/epZzfznd83luS0Hajrs\n6WrozhBQjqvp6DzJ8W4n9ZqstPcdq26cla/XHD7Rw7d+uYnfbTvEzkMn/EfZer8rPM9SnuodON7D\n2y4az56jp3nilV28vOMwr7UfqSle2gz1tC2YPX4kT72+h91HyuP6LdNGM615GB2d3sKitTc/9h3r\nZsWW/ew/1s2Y4Y0snNnMxROb+Omru3Bdz2v90UXTQ6GYRyE7eNxryzx1OHbaW9h+s2k/B7q62bC7\nPB+2HzjBsk37aTWEoIkG1rV1MmvcCK6fO4GSq/ndtoPRa7Q31gMcbcwLDS0zxrDnaLmdSq7muS0H\neHH7QX726i6uu2g83/9dG7tOlGszqWkIJ3qyx9mWfV0Vu3HB+NB4bf/GnmP8waUX8L4Fk3hsXXvm\nfDjQ1c0bu49GFqLDJ4scPlnE1XDRBSPpPNETOnZ2HDiR2P62lW5sv3veRBbNGsvK1kPctGAyE0cP\nxVKwPzY3Crbizqtn8BXfKH9wVRv/8KvNHDlVZNPeLl7cfognXunwn/B6IHqG2W/f3207yLJN+9mw\n+yhb9nWFTwOL919H5ynu+eACLEux4+BJtu8/bvSf5q0zmhk7vJFNe72n0e08fJIjpzw5p/CjG1J2\njTWw9+gpjp4qVf4Yu27JW6bw2NoOthhhXZFrdOV4jys9AJv3dTFuxBCe33oA21KhnAR4fusBXtru\nPwIbmDupiWf8p6T2FsfVHDtdCsu4YssBXt91FNAsmDqaD14xhdc6jiauk2bdFs1qZrehlAZYluJt\nvtG1N0OGNg0phPIonlOwa2ZbnnPBvEABt181ncsmj+LPHn6FoqPDB3qb6VSTS5aCxZdewE0LJvOb\nTZVPn3zrjGY6Ok/xwpaDYXqvth/h7XPGh330xCu7+O1W76EajquxbcUY/4yPmfe4EY3sPRptC63L\nMjqNoA5aa6aPHU5H56nwjI2JUl4Ex8KZzdw4byI3zpvIax1HeXF75bVBwlPHDA3HQfBdj+Nmji1X\ne3P9736xgd9uPcgTr3TwkYXTubVlGpaleGNPV2RMaODtF43joolNDGuw2H20/FvJ9cIqP/fOi7ju\novFMHzuc+ZNHsSYlMgY8g3vB1NG81n4kfJDJ9LHDvYikX2wI5UrwEKDntx7gyuljuG3RdHYfPUVH\n58lQ77D8xlcZhkGwg3vwRE/iNaZOVW1tc7V39mll6yG+9osNbNt/nK7TlXLm1fYjkVBRMzNznLcf\nPslj6zoYP3IIl0/zonfW7uzkn5dv44UtB3C15kBXN6+1l3XFYJwmYSloHtHIqWJ1fWny6KG0HT4Z\nyqu1Ozt54pVd2Jai4/BJ1rZ1hmmaOpDJVbOaeeaNffx2q7eualez/YiT2o6b9h5jYtNQtsfW/lr0\nosunjWbM8EaeeGUX/+f3e9gaa+dA5qSNhzf2HOMdc8YDsGrHYf7Xiu28sNVbt17cfog1OztpO3yS\nZZv2M3Z4AxdNbGLy6KG8eehkZOybNNiKlhnNkXodPtHD4+vaWbZxP5v2dlWUM2DRzGYKthX2w7b9\nx1kWk2Vd6/5P8e6/+ot/yNM+Sud/guaAMm3uAt3wkX/wnjxke568NO9PGrYFoCq8DMFWLsDtD7xU\ncdYqb4s0Fizev2CSsdVcHT+aCNv2pkf84HO9sBTcdf3siAcrUPwCoT5r7PCIdyEP771sIg/88aJw\n6zt+FuAbH74cIPG3vmAbO7b1Iq2v499fNauZMcMbU73WafdaeAJo494uin44sOU/QjwPweH+T143\ni5daD7F+99HENrAUjBxSiC7uMRrt8pMugcjh8CQFI28dg88N/s5LWjrBrmIp45q0vIb4O7bm+Zw8\nBLH2ieUB7rhmRuQcL6Q8FCehTHnKUbAUt181PXy6WW/TmjpmaMQbnEbWbvn4pkYO+SEuwXkJiO5S\nTRo1hJFDCowd0cjciU3c0jKNv3r0tUQZMW9SE9sPnqjqMVbAndfMYMGU0RVPPwt+e8QIsTL5/A2z\nM/v88zfM5qXWQxHPe28IZHLesRU4diqMGMrvMyrEztCCt0MT7GaQw9teC8EZRrMZ847TORNGsOPQ\niV7J16R1Jk6jbTFlzFAuntjEkZM9kR2tb3z4cjpP9vDfn9nseaWpfOiZSZLsCc5j3//c9oqQ/4Kl\nWPo5b6zffv9Lkeiav/zDS8KHPjy4qi0S/thYsFh88YTEIwQV4VaqMqwqjcaUuRcps6243T9TFITH\n/8aPCMhDELFhtvPcCSPYasxj21LceOkFkfoFT6Vd2XqIf/zV5gSjk0wD6hsfvjw84/bR+17M3PX6\n0JVT+Ph1s7xdUuMcZefJnkjecyaMoK3zVGQXf/3uo5EHmeWNEgoMkoHSeKuFT8fb0bYUj4Rj9UVM\n8ZBWx6Q8apFnwf0NtuJrH1wQ2RVMyyee53svmxge31DA5OGwu4q/6mPXzIg+jC6hHllM89fEpHuu\nnDaaI6eKzBg7nO0HjtN5ssjJBGftey+byIrN+6tGrwR9VW0n1wLefdlElm/en6rjpfajn36wc50k\ny/b88M90995tVmZhg/QGq2E3ZPJcPfkT365LWhYwalhD6O21FPzFey9h95FTkdjdWnnPZRNZ5g/o\nwYbCG2R5jJFaGD2swLAGm33HuhPTndo8jHdePIGDXd1s2HOMXZ2n6pKvraBlZjPth09y4Hh3ohIS\nCG7bgsaCnTiZTeZNyrcYB7HZefvZthTa9UKKkhSRS6vkqxR87nrvISkHu7rDc6L1oGCc0fyKERoX\nlC14HUOtY+bKaaOZMGpo6iHigKtneQ8QqrU+WUZaFlkLxrQxQ+lIMJgKxiPgwRt7b58znrbDJxkz\nrIFXazAkrpg2OtUgD8pHRhmhbDTnIf5AkjSumtXMX980j4/e/2Jq2RoLFheMbExso3qR1geBNPfR\nUgAAIABJREFUUyTLaLti2mguHD+iJsdaX1B4u+Prdx9LHItpZ04bCxb3fGB+qKS3HjyR7Mk3GDU0\n21ETZ96kJrYfOF5VSak3Xihn/vFpEhj2t7ZMC43epIeemQQOheABQc0jGvnowmnMGDei0nGg4L9+\nyDM2HlzVxneWb404SExDJOkBWRNGNnLgeOWrEKaOGcreo6cj8yy3s8dW/MElF3DkZI/3aPQc99SS\nPiSPw/h3DbZi6phhFWG+Qxu8dwH3Zk5dP3c8//7pa/jbJ17PpVd9/obZzBg3ouKBI2mhgxbew956\nsw6cLfzRNTPQEHlQTBbDGqyKIwO9JW28V2Pm2OHsPFxb5MGcC0by7ksvYG1bJ2t2dtbwhrb6MbV5\nWN30U5Ngjic5Y8aOaEh9fgJ4Y3xyiiN3z4/+nO49W5OCRSo4Lwy7JL7x4ctZv/to1Ql02eQm3tiT\nrITPuWBk1QW63uTfLYA6OoTPOLbvp6jmVa7FWzV+ZGMklK9eKDyFIwif6w0zxw5n15FTVc/29JY0\nJfRqf3dy2aZ9NXvw83pEP3TlFF5tP5J6dqi/yFu+z98wmw17joXvOwp2YvqrL2o5l5qFbcGF40ZQ\ndHSuhTaP8XDVrOaKM4H9iaWMc0tkRzR4G1+1KXpXz2pmyphhvVJcbQUXThjJ9v3Hax4HcWdB9rXw\nmXdk74Illu8MKL21etqTGDuikRvmjmfuxCaahzfyxCsdmWPOTjhXlsTnb/AecvHNpzZWGAuB43P/\nsdMcOt5dk/Ni3qQmDpzornjIw7lC3j4d3hh1nn7oyilMGjW0psgKc7fHVvC2OeNrjiAZKAZix29S\n0xAmjh7a5ygE4cwydkQjo4YWKnScMcMKHKlyPCCNPT/8c7r3imGXyf/7h5ewqvVQ+HSvc4m8O1Hn\nO3l3N4T85FUKJjUNYW+OB9OcCRQwZczQ8NzQQCzotlUZMp6Xq2c1s+9Yd81e0zzUQ3GvhSumjea9\n8yeFjzevd962pfi7mxdU7N70N7nDIi8YyYIpo/jF7/f0u5E2edQQ9tRw/ri/+dCVU/jlhr1Vz3rn\nxVbeAyFq2RkTBhZzF85S3jMIfvHa7prX5Vp3uHtLLdETSViQ+LTkwc5ArwNCJeeEYTdx9mV62Ef/\nW7+l/6ErpwxYCI9wbtCY42mCQv12oM4GrpjmPdq8r46Ugq0Y2Wj3ypvXNMSmqxcPFhqMfP6G2QD8\n9NVd7OvqPiMhOsKZoaGXYeDCuYWss4JQSS2hmIP2dQdDEh5/X0/EqBNqRRabfASHqM+H1ko7b1Ur\nJUf3OkTjXDHqwHtv4uGT6WcQzibOlzlQL/qyEyKcO/TXOjukYFF0kt/x2B8MLVicPpfOwwhnDbme\nsHImcM8Xl78gDAKmjRla1/TOl9l7Lh/kPxOcK0YdnD9zQBDOBrr9d9hZufY8+o4YdcKZYtAadsdO\nnzsLvCAMdvrzyYeCIAiCMBgQX5xwrjNoDTvxhAuCIAiCcD4wrDBo1TFBEM4iRJIIgiAIgiCcQU5J\n6J4gCHVg0Bp2smMnCIIgCIIgCIKQj0Fr2IlZJwiCIAiCIAiCkI+6GHZKqfcppTYrpbYppf464fdP\nKqUOKKVe9f/7TD3yFQRBEARBEARBOGepYberz++xU0rZwHeA9wAdwGql1M+11m/ELl2qtf5CX/MT\nBEEQBEEQBEE4L6jhNR312LG7GtimtW7VWvcADwM31yFdQRAEQRAEQRAEIQf1MOymAu3G5w7/uzi3\nKqV+r5R6VCk1PSkhpdRdSqk1Sqk1cshOEARBEARBEAQhH/Uw7JI2CONm2S+AWVrrtwDPAj9KSkhr\n/YDWepHWelEt246CIAiCIAiCIAjnM/Uw7DoAcwduGrDbvEBrfUhr3e1//C6wsA75CoIgCIIgCIIg\nCNTHsFsNzFVKXaiUagTuAH5uXqCUmmx8/CCwsQ75CoIgCIIgCIIgCNThqZha65JS6gvArwAb+L7W\neoNS6l5gjdb658B/UUp9ECgBh4FP9jVfQRAEQRAEQRAEwaPPhh2A1vop4KnYd3cbf/8N8Df1yEsQ\nBEEQBEEQBEGIUpcXlAuCIAiCIAiCIAhnDjHsBEEQBEEQBEEQznLEsBP6lRa1hf9s/4wWteVMF0UQ\nBEEQBEEQzlnqcsZOEJJoUVv4ceM3aKBEkQJ/1PMl1umLz3SxBEEQBEEQhLOIFrWFa62NrHTniS6Z\ngRh2Qr9xrbWRBkoUlAu6xLXWRtY5MhkFQRicnI+Kw/lYZ0HIQubE4ONc2SgYiLElht15Rq2Dqi+D\ncKU7jyIF0N5EXOnO622xczEYhXFQpsN6JGPV8UFVtv6kv/piMPbxYOF8apv+qOu5ojjUwvlY5zTi\nY6qWMdaitnCL/QIAjzvXD2gbpuVd7znSX3NusMmswTQnzlf9IYl6bhT0Ztz1dqya9wE1j63g/r/n\ndO48xbCrkYEcEH0tV9JCVcug6o2Ai+f5Rz1f6nPd8wi3gRLGtS72XpmK2Gg0UKTAnT1fPuMLRW+U\nlzzpjuQE11lvMN/aiYXu9bhJK2u1Ph5Mykd/tXVS+tC7BcNUCIE+l+8Oaxk32S/ztHM1D7s31nx/\nVhuZcuBrDT+igEMJu+p8qtbuwe9T1MF+iTDI0+/Vrvmi/SA327+jXU/kW6U76ja2B1NURXw81yJn\n+zJug3lwm/0cNi5FCnyt+HG+2vDv4Xz6WvHjFWuPKfPuKjyFjQvAbfZz4Zjs77W/RW3h4ca/owEn\nkjdky4Oktg7W1/g6m9Q+Znp9kY/B+qix+Erxk7lkRn+36S32CwyhB0vR73Oimrwz9QcXRQ8NdVn3\nal2bqs3NLMdGb+d1nN5sFCTV6w5rGX/X8EMs3NT2TEonPp/idUla+1rUFh5q/Hp430+cd9JAkYLS\noItca20El8y2C/J9WB3P3VZnhWGXNAjr4R3Lo4RUU56AULjPt3aywZ3JcUaE199lP8m77bVYaFws\nvlz8VGJeZj4Xq/aalKMkAblFT68o6132kwylB5UisOLtnLXoB30wh10MUUWWOosT81ynLwaXcADX\nKnTKbd6DDf7SCRvdmXToCRxkNOvdWdxkv0wjRWyl+00YpwmEO6xl3G4vZ58eywPOkrCO5fbTaA2W\ngkZd4u8L32W1vpT17iwWWG8C1cdxrcIxbeEOlBUHi+XOlbzLfjVxsa6F8vjz+ihAKVC6yC32C6wr\nZdftocavh4r6V4ufYIH1pq9IlLCA55zLvfaL9XEwtuJjRaG4v/Qf+JbzscQ2ybt4mW2W1UZJRpI5\nF35Qei+fLTwdGTtArw2r+Fh8zLm+Yq4GbXNYj4yMsyDfj9orQoXwDvs3uFihMZ6kyFbjDmsZf9/w\nrwDcYL0ORTLl1xftB3mfvZpfOlfxrLsoLJONGxps4MnQeepNplsHUXgywMIbX5Yu8UX7YZ7XV+Ry\n+MTrFSjGBRxcwMWmpBUaxWE9MqxXII+36OmJfZS1a5KVf7VrAP6bfR+z7b0ATFGd/KTxa/xt8U9y\nrVlJCpapuJeVpSIAb1HbucNaxmLrNSaqTpY6i6uuV9XygHzyKmgDx3+mm2lkmW0WyNtu3cgRRvIH\n9iuh7HjEWcx6dxZj1XEuUh281drGK+4cTjG0om/MfBspYqH9tbHIXYUnQ1mjdA/faPg+Guihga8V\nP27IJwcbDf54BChoh1vsF7iFdGMorR3zODbM326xX6ABJ8y7QZe4xX6B3Xp8ojwI1uxF9mZfJ1H+\nvHd948GbW4EREcgtGwcV1FEX+bPCY/xT6VaAUPcAxU7nAkZZJ9iup/Kt0h2Zfe+tj0V/fXT4esP3\nWeC8mboWBnPso/YKf75G9am0NTLt77Rxe5v9HArQXrdykergRw1/n6qPmQb+fGtnhWJf3XArrxHm\n/aaBqTXYStMYW09b1BZfx1yHQlPC5ifOOyPrSdxQj68dcSdG3Ggp93EJF+XNE3RkHXuo8es0UgIq\nHRvm+Ajud7DCctbilPta8eOhLK42P5L0NYCvN/wAGxeloFH3cJf9JAcZzXiOcpDRibveU9RBQ/fo\n4SuFf+Myqw0bFweLrc5U5ts7geja98XCwzRS8vMqcZNa6Tn5NdhoRnIi4pi53V7OUuddYRlMHVz5\nciYPSuv8Fw8kQybP1ZM/8e0Ki/erxU9wb8MPw4ZwgFZ3Kt933hdOpvhCbBogL7nzGKVOMYddXGNv\nCvP7l9KSULkYz9Hw+2DRcLF41mnhPfZabKVxNRzXQxihuj2BZ5Q9MD40KiL0tQYNPOMsYoV7Regd\nW2y9xnvsNaHSYirHf1P8NECioWcOujvtZdixPN5tr6OgXFwNXe5QRlnlrdwiNnf0fAVIVmCDxet2\ne3k4eJc5LQCM4TiL7M1h3QI2uDO5zNqJpaCkvfaaqA77uzdOqGw/6y6K7O4EC3RgpJnGxxvuTN5i\nbQ/rFrRjHO33gQOhIbBaXxYKpkDpChb9IO8G7dCkTqCA3Xo825iaaHC1qC0s9RVApcDV5X4MlFmA\nkt9OBxnNMT3MV+adUBFNm24a2O02s0K3RPIMxuON9joKuGH9vD705kOghL3kzuM4I7hIdfAh+0W/\nPN5oCgykYHEOxknwuaQtHnbeFZYnaKfA0fAp+2mG0cMxPYImdYKRnKJBlSjSgIvFWNWF7Ruw8Xq6\nKH7qvI2pHOISq40uRrDavZjx6hgb3Jncbq1grHU8vM/B8tWNaFpBeb004afO2/mgvRILFxfFKT2E\nkepUuBBCef7cbi9ngfUmlr/4mQvPvfYPuNhqp0G5aD8f/Lxcvyy2AkfDQ86NfLn06UjfeWPjXgr+\nzC9hcUCPYaLqDGVFUG7lp7PRmck8e2fYl2a/ulg8UHo/s9VeLlR7KOoCRVUInSe32C9whz8vvb6D\nTt3EWNUV5rPFmcLF9u6wHiTkEypqlNsrSC+QaUUKPOlcEyrI2/W0CiV0JCe40VrHDHWAoaoY9tlB\n3cR/L300cS7da/8gXAiDvjXLpDWsci6lxd4aynqIjgfzb1MRDZSjLXo6f1Z4jHdYr4f9p/3am86u\nP7TXVMwJbxwotjqTucRvxwDTcw6VRrILrHYuZRtTAbjT/g220jjaq6Hyjec7e77Mxaqd/1J4nEmq\n05eb3hXeOLKxwxkc7SsXOKGHcIRRkbk0Sp0KFV/tz7sRdDNPvck03zBWfh00cFIPZas7mSvsHRXy\nPOBvip+OGLQXq3a+3vADLN8A/43z1lDe3VV4Cgs3bMOy/PGu/dfS+0KZb8ra+epNrrC2Y/myNRgH\n8T77Qem9/KfCkxVljPdfGiUsljrvCuWbt3b+JpRdgWGTlE4g90O5aeRrjkUH5ZdYG/IV2vREHigt\n4WH3xlC2B+urJpBnL4Xr7e09d0cUzEAPMtt8PEcj49fL3+IFZz432OsBjcZikzM9Im/MNiOhHkHb\nEyjyikj7uChK2Oxzm5luHUhc24Jrg7/fdCdxjBGhs+AOaxnfaPjXSDsC9Pjr2gLrTa5kGxOtw+zT\nY5lr7aIQrGPhWgFfLn6aBdabvlPIQRv5+tqX3/flsWga2mUDwKno1zj/UlrCt5yPVUQPNFCKjJdW\ndxLDOcVEy9Mlg/kOZX3rJvvliGwy+2aFcznvsDeEa4qJ4xu0W/T0iEFlzgGTQK/UKHa745hiHcL2\n+9TV0OFOYJp1IJQ/290pXGTtDsuzX49hgjoazpEgL1dDuzue4aqHceqYt8OJ9323LnCSob5ucCzU\n38xyBn1tOvAmqk5a9STGq2Mc1KO42X4JCzeUZe+3V4cbGN8t3RTZRIk7x/6u4YcRfe1l51LGqi7m\nWrsydTHX11Pb9ET+a8P3fUM0qpebupOZTvD5iB7OZndGaGMkXedoxe/d2Vxpba9Yh12gRxcoUWCY\nOo0FXPXdE6zdXcoSb+X0B6thN3PyOL38s+M4qYcy39oZNkyPtmlUTkVDgDc5XCwaVOVkSCM+GZJa\nLS7U0n5PEvIqlmBU4aWqoD3pFhhulcJrStoTqCcZyhh1AuV72exYGmkLXPD7aW1zQg9lnHUiUpZg\nEoDyl4R0zLrFh1E8f7NuJd9DmJR2fMKY6ZjtG7lHl8sdr3N8QtaKAzxQWsJt9nOMV10VEzRrPAb1\ngcq2MMsdvy9YBGdZe6uOjyzKfUnE2ElKL2lsayodDbWSp5xJ12YpHXnyCL475I4Ix7j5fY+2sH2D\nLU8ZAgKl/QgjmcYBZlh7GU6P59lPGQPVymneU629XN8wyFI+kvKslk9WG1aWwTMqkpxaWWg8B4Ip\nn7P6OcjaimWQVO5AeY4vviSUL1BaHX8MWKq29gnmlasVliqrjmlzOT6vgrRKWnkhOQmY8qzWMZJ1\nTdZcSpNLPdrGVi6WH05uxdLKk0ctciCtPq4G/HTja0/aGpw2/iFbviWt4dXmS1YaJvv0GCaoI6nt\nWB4fFl16KMNVD8f0MCZYletPkqMmq1zxtTOoV7DOJukNZppFbdPgr3dp48dMN6l+AKd1gaGqrNck\nzf0s/SVN1matIeZ8cjWc0EM55TYwwe5KLWdSuTrdETSba0rCdUlpOJqK9SatftU+e7K03BdmW+RZ\nO3szfuO6Wa2kleGA08R4uyt1Hckqe/D1DnciF1r7QsfQSbeREVZPbhmVpMsm1TerPc1743nFCfrQ\n9cdEXPYmpXPVd4+zZreTa7kdtIbdoim2Xv3ZkeHntIYMqDbBzeuqTYR4uknXp1FtcsXTTTJUqtUn\nbz3Na9LSzZN2WjmzFtK08mW1SS31jtctTdlLWpyz2t28Jqk81fJMy8v83rw3S7AkpRUvZ1bdqi28\nefLLM+bzliXP+M8at0mLetaYqjYmsvLJqlcaWWM9rR555E5SWfLMozS5kqcv02Rk2vzOkrFp/ZFV\np6Trs9rKJO+YiN+TRNq4y8ovqWxZC3fa+KhWtrQyprV/WrnS+riaLI+nn2duptU3qR7xspqk1a9a\nelnzr9r4S8rDvC6rLeO/x69JSyep3nnWp2rrXJYcM+tbrUzVZG0Secd+tbmUVL48eSZR67wx7zHL\nVMt91dZFM10zjay+yKsnpJU573ipZW3JM+aTylNNN0hbz+NUq1tSHaqty1nrQrX1PqnMWeUK7ln0\nQH7DblCfscuzACb9Fk8j7XPe+9M6Oaks1QZO2n1JAyXpc1oZ83xXrXxpgzipLOb1af/2pixp31Vb\nqNLGRlpZqgmmPOMrLe3g3nheaeXK015Z7Z+UdjVhXa1+ecdzvK5JZal2b1K+WienU034x9PKo3Dk\nGS9pn5PyzPO51jmdtYBkjc1qyk6a4pBFrW2SdV0eGVzt97iMzhrbtcjnPOlVK1+t8yqeT5bSYs69\npDGcpaRU+zspraz6VEsn6d6se7Lqk3Z//N6sMvRWDue5Lk++tfRJcH1eGZVWhrR7qsnQatdUSy8u\ng6vl1RuZmHZf0vqURlJa1dZRc35lKf3VZFeedSFPX2Stw2lt0VvZFq9n3ronybhqssP8HOgGWWnk\nkRVp9cyjB+apW290+aw8a2FQG3ZQ20DrzTV9KUO132tZNHozAOpJHkFSj7L0No1a2qOeefQmrb6M\n2d6km/RbbxSqNPIuJLV819s5laW09eZznrLUQn/N3d6OyVrGRW8VrrTr83hI86STRZJsqiXPPGUc\nyLUmnl7eOZ81rs+k3K5nfgNdht7QW3mYRG+durWSpBinlSNvelmf60Wt87I38ijLIIrnUU3pTytX\nrfKyVjlcrX97S5a+VOt4qaV89dAv8qbfl3Ff6++9yTONrCNUwhlisC1gg608wsAymPp/MJUlicFe\nvoGkr21RLcSmHnlIf517nCt9OpD1qMVpeLbSV4dvf9Of+Qz2Phzs5esNZ7JOYtgJgiAIqeQxsPqD\nc3GxFwRBEIT+RAw7QRAEIRUxsARBEATh7KAuhp1S6n1Kqc1KqW1Kqb9O+H2IUmqp//sqpdSseuQr\nCIIgCIIgCIIg1MGwU0rZwHeAm4DLgDuVUpfFLvs00Km1ngP8T+Af+pqvIAiCIAiCIAiC4FGPHbur\ngW1a61atdQ/wMHBz7JqbgR/5fz8K3KiUBPgIgiAIgiAIgiDUg3oYdlOBduNzh/9d4jVa6xJwFBgX\nT0gpdZdSao1Sak0dyiUIgiAIgiAIgnBeUA/DLmnnLf4ctTzXoLV+QGu9SGu9qA7lEgRBEARBEARB\nOC+oh2HXAUw3Pk8Ddqddo5QqAKOBw3XIWxAEQRAEQRAE4bynHobdamCuUupCpVQjcAfw89g1Pwc+\n4f/9EeA3Wp+ptyMJgiAIgiAIgiCcWxT6moDWuqSU+gLwK8AGvq+13qCUuhdYo7X+OfCvwL8rpbbh\n7dTd0dd8BUEQBEEQBEEQBI8+G3YAWuungKdi391t/H0auK0eeQmCIAiCIAiCIAhR6vKCckEQBOHc\nRILmBUEQBOHsQAw7QRAEYdAhBqUgCIIg1MY5ZdjlUQT6qixonZxGvZSQgVJmBoPSNBD91Z+cT301\nEPSlnr2dkwPRtudq/wX16q/6qaSX5NTI2dD2WWXsbfkHa737e8z0B2dTWQPMMvdVDuat/9nYTiYD\nXf7+mPf9lVZ/y6F66OX9lXY90xqoMXbWGHbxBklqIFMRiAu24LNS0cUl7bq07800zP+yylWtTHnq\nUC0983O1f8065Mkn7ZpqfZLWRmYZquWRdE1WWdLKkEVa/6WNk7Sy9SYPM/14W9Va9niZ065JSiOe\nZ1YZ85YlD2lz00wvrTzVCPqn2pzOqlfaHK9WJjPtrHLUUp88dalWxjzpZV1r/hfUK2seJLVx3nbI\nU/6k6/pTmcgzbmodq+b4yFqbsvKppa3yfJ9XjuaRxUnrTtZanTf9rGuqkTank9KtNr5rLX/ea/Os\nS/FyxOdmNXorW5PyzisHkvLIWsf6OieSZE/S9XnKn/R93jlV7Zpa5WOePJLWn1rKVy2NammZunL8\n2vga2VcZlvZ7Ur9WyyutzNV01rQ+M+/vzXipVcbV5eEp/UXSghD8bQ60PI1lLihm59Ryb9aAqVWg\na8pvbU+bOGllS8s3/n3agE4rk9lG8YGc9J2ZXrz8QTsnDeh4vZLyTapzkkKQVsckI6FaX8fHVbW0\nzOvMNki6L+lv819XQ4c7nqIuMNveW3UcJBnmWcI3qzxp5YundUI3MkL1JLZBUtvFy5QmFNMMurS6\nxcdWVnpp/Rlve5VS7iSl20yn2rxJap+keqZ9l9anSf0VWSDx6mVnjLt4Oqn9Ef4v2l5JZa7mmDLH\nQZLMqEa1MZs03tLaLmkNyZJFSX2YVoc0uREvd1K50sqaVKdqbRy/t5qCFv8tbQ2Mj5usciWNid7I\n+bRyZY2DtPKZ5cqaH2ntkCfPpDzMvLPWI/PerL/N+pnzMmtdNu+p1k5551Da2DXvzZpfSflE5FlK\n2ZLWlbRy1jIX479l1S9e7qT7s8oXv17j9WPaeIrXJ23dyxrLecue1v9ZciDtvviYSht7WZ+ryZek\nOqX1Y1b/1iIb0soYr2uaDE6aQ2lyPy+DdseuU4+kSw/jgNuERuFocPzfgomeOGH9f9MaxLw3+Gw2\ntoOFoxVFbDY4M/28FT0U+JWziCI2jk5Py/zXNTvJL5tXD4vnnMsT7wkwOzu43/xex9KOp6GJls0s\ni/mva95jXOtS+X2Yn5+uAzg62sBt7ngcov0TpBnpP6DLHVKRb3iN/98xPQwXMts8TcBp4F9KS1gR\na+s4K5zLw/Yyr9vsTMH1x15SXtpvp5LRBuY1JvFJXFlvm//l3MyNpf/BrT338Lx7OS6xCQ64sfY+\nqRsidVbKK5MbLy+VAteh3M/eZ2/cB/Uxr1/lXMofF79EETscM0ntkSSQk65JE65p/8YXCLOuJ3Uj\nmmgfmIqTA7zqXhRpTzNdB5vHnbezWzfT6k4K2y5e/iBNF/hH53b+pbSkol3jZdTxz7Gx3u6Op9WZ\nFF4TkLQwnnAbI2m5JPcrwH2lJczpeZC/KX4ah2h/Jo3Pfe4YT6Ewft+nx/A3xU/zkZ57+LFzIz0U\nKGmLEnZF28RlUHzu91ComGfm9WmKlylLksZWnKQ0Njgz2euODudKUt8GZYhzXA+JlC9L/iTlr/Hn\nY8I1re6k1HIlKXzx/NY5s9niTmGrO5XHnben1i3pXw20uxPCPk+qi0lYZmdSZMw5sd/NMqeVO5Bl\n+9zRHNRN0fZKu96Y74fdkZHvy7JMVbRzUt/s02Oi10BkXQ9/SykHRNfItHY2/w7a+JQuJKYbTz8+\n1pLGnpl+sIa4qFRFMa1s8XZ3gL3u6NA55KA4oofTowuRtJLq7OjKsR6uXShKuvJ7E3O9KRl9Yva1\nSyVpYye4v+TXwyyrqScccJs4qEeF88H8zeSwO4IuPcRoG6ssN/12M/UBU7cMxu8Wdyq/chZRwqoo\nt4vivtISeigkzkcn1n5mG7qxegXXu0CPtiNyyI2lA4Q6V7xdHTy9rt0dTwkrMZ+0+e7VWfErZxF7\n3dGR9jfnroNKla1J8jBeRvP6sGzx3ymPZ0/PqaxnIO/D9EimpC326TGRcpuccBvD/IK0kuRsfF2J\nt2twv6MVbg3m2qDdsevgAt7S820AWtQWrrU2stKdB8At9gvMYReL7C2gXZQ/YW2lcbRCY6G0g02l\nN/6IHs4uPYFX9RzmsItr7E1A0LEWXy5+irHqOCvdeazTF9PilPM2Px/WI1lgvcnVahNzrF1Yymv8\n1c4ldKsGnnauZouezo8bv0GDLlGkwNeKHw/TvtbayDt5HSvW2UVfaWrQ3pIZdLKL17HB995CZmNp\nTZECTzlX8WH7RbT/+avFT7DYeo2JqpOX3Hm0qG1cY2+KDJgiBd5wZ/IWqzVsu187C/m9vojDeiRf\na/gRBV3CMtrRmwwWzzotPOAsAeChxq9T0A4lbP7v0hcA+KL9cCS/Z5xF4fVme95hLeMm+2U2uDM5\nzgimqIPcYS+noFxK2uJ+54NhewVtPoddDFFFXnLnMVvt5S1WK5PUYaxAUdde23yl+EkdtGjdAAAg\nAElEQVS26Ol8qvEZHMpejOC6oG0tBV8qfpqvN/wAS7toFPeX/gPfcj4W9vdITvAfrJUMVz08717O\nKYYC8LhzvdEGJTSK43oYo9XJyHiOL6wOioedP+CYHsZnC09j4fLVhn9nS8901umL+afSrVzduJkG\n3YMNvnOhgR847+U/FZ4M0/mR84d8qvBMxXVfK3487P+lzmIA/u7/b+/Nw6yqroT9d517qxgLKEAo\npgJKELFAlEGwnTCo0TTGMUGx07ETo/6S9PT18GU0Npp0ur90nnR37I7EJKbzc0qixsQvJlEj0ago\nQzSAiiICMk8lFDJU3Xv398c5+9Q55547VN2qe+vCep/HB6vqDPuss/baa6299j419yImQ5oEP0lf\nAMB1iWcQyZA2bnseSZ/HPOd1zpdX/b4BsIEx7vtq+3LoXQCszUxgmrOJM9hAc2Kz37b/Ti3kIucP\nTHa2uU6ggQ2ZMbSbJCOd/QyR9xFjACGD4Hh9NjgoOZ7OBX/favowQNq8/lLDo5nzPJ0xpLxzCBjS\npzzdc/tiW/geOHy5/UYezCzwn/U652nurPkB4unCyvQUZibe8vteiqSvv1vMSO6s+QEJ0+FuiNgZ\n2JP4m9RnOEXeZVHiGY6ZWjYwhrWZCSEbA/CP5n4uTazgD5lJfCixghrTTsIbVoyBFA5/nvqCf61d\nZihL0ws5Rd7132sGh3WZCTyUnu8/z1A5BAgixrUjBi8INv5sXhrhW+lruMO5FzFpRFyZ/0/6g/51\nVqdO8XVjeWaq344BHONkZzsJX/aCMe4drI35SfoCHkmf5+pP5mnurPk+Ce8FZAhnFzPeu8Prg4Pk\nCIsTT/t91rIuPZ7+zlH+kJnEwsRL1JiUn+VOGeGp9Cz6yTGeSJ8Verd2LLH6O5wDLEisJhl5f3Y8\n+Grqz/hKzY+oMe24Iwu+Lj+Zns1eBtMsm5jhvO3b8rSBB9IL2G6G+2PWXycf5jynw95nDDycuYD/\nSl/h69xliZfZawbx4cRyf/wKPrO97y4zlP9IXRV6rk8nHiON+H1gTaaJdWYiwznAJYmVvvzs+/5S\n+ydC41Mah82Zkf5YFnQ0Hkmfw3A56MvyuszTvs61U8NjgbHHvoNguzOeg+QQlG2CT6f+FuiwnQL+\n+baCYaTzHgmTCtm2/5NexFecH1Fj2hBgReZU/jXlfhr35sTjfDCxMtZxcvuuw7dS1/hjm/HG/DfN\nOK5OPMeixDMkTMZz2IUkaX/stfbJTZwleDp9JhclVvkyfz4znXWZ8VyaWMF42U3C63NBWdybvpSn\nMrP5x8SDTHG2MEQOZ9k7+45WpqfwHm4Q2yQ7Qu8mYyBFgh+n5/v2ZL8Z6OtqAuOP1a5tNRggSabD\nB/D6mgE2ZsbwVOZMDjGgw9eRN7PG6n+u+V7sGNbsbPb1Y6a8yY9rl5AwmdD7/nL7jQyVQwzkfT6V\nfMIfixKkSARk1E6Cf01fB2nX1/tI4nckTBoQnkrPZFlmRsg3sU75U+nZbDQNLHBWI4j/PPvNQN/e\nniLv8heJJzjF2e4/x3dSC92xXt7kgdo7qTUp7/kclqY+xCeTv/L9m0+l/iEkmw6Zuz7eZzydfqh2\nScimENDfz6c+xWpzCnfyvZBtyyB8sf0TPJhZwFOZ2dyceJyLE6uQgE9n5Xdz8pf+mBP094K6/0j6\nHN42Y7Pe534zkMsSL/v2yB7viE1SC2IMaRx+nJ7v225w7WfHO/F8Q8S35wZ4J9PAHjPE888N7dSw\nNL3Q16Hg2PpUepY/jt1Z8wMc3HFsaepDDJIjnp+/3r9+sJ9YW/98ZhrrMuM523mNY6aWMxMbSJiM\n7xef6WzgV+k5PJWZHYoj/jr5MOc6a33f1/o/Hb5c8P27z5o27vh/ffuXfJlenXiOs+QNJjvb/Db+\nzJzHI23n+b5j8H1lgG2Z4TQ4LTgmAwhvpMdRIykmOjs9H9Thu6nLQvr7jnmCYhETDTV7CX1GTTaj\nPv6tvMdkdS7CAZQVyEDeDxme4PkP1N5Jkg4DH/x7McyUN93B0bv3DW1f8DtBsI1BJy5471pcI9Lu\nGWkbKPidGkMmMvhAR0ARCjpz3Avcgf/vkg+R8Jy25zPT+ffUNQA52x+Ub1Cecc8Sd1/rrETlXoo8\nC52Txgk5kp9OPMb/Sv7ECxS9oJ+0Fz67fL79k/6AlEt+xbQ76PT+c833/L+lcEh6ecZ0wJhlt8/h\nm6mP+M5eVP7RYDg4kMYdl6+NVl/yvXu3b7gD2vVtXypKJnFtK6RfYUO7JqSjT6TPiu3D0XOD9/hB\n6hJuTv4SB9e427ZHnXogNGgVklWw70X1/+rEcwznABcmXiHh3bcY3Y1jpryZNeg8kP4AX0p9Mufx\nufQ2rm+szUzw7GU7JhDYXud4Djuuw97Zvhdne3O1ycpybWaC66R5emadl2wddZ3VDN7AGtDHkLPR\nBdnb8/1kIRmM54hG+1dwnLH3iNrytkj77D0KHRN9n8Hgs5Be5epn+Wxj8F7BflRLuxvWeI7TN1Mf\n9W1StI3R/uG+g7ATHgo6IjoXfd6ofIFY25ZL591x7sd+UJVBMAgOGc9xdW2sTRbmGsuiCcYH0xcy\nTnb7fdL+7prEcwVl/lZ6DEOdVn6W/hP+Nb04JMdoYjPfGJvvPcbpjr2OlaEdm6x9ftOM6/R4d53z\ndCixlOu8DluSDvWlOP0B19+ZKDt4x4zKum7cuy52zIsjqCNR/Y6z84X8glzt+3ryu35SM+hzBY+x\nti3aJ/JdO1c78z1XXJvtvf3EKiZrAiKXTOMmW6J2Ktd14p6pkB8UHC+mOZvy2vpi/bh8NjPOry40\npuXzl4rVq3xt3/HDv+HYjrdi6kqyqerALkhXnfJSnPnuuHcuZ7G72ha8VjEOdqn36Q660p58BjDO\n8cwV7HcXwQAnGpDna19Xg4GuUigo6A69KNXQduUeldLp7pRZd+lFZwaQ7ux7pbQv7u+dTVx0ha44\ncfb3+Wx5scd0tV2F2lasXLojSC7FnnTGVhSy99mJjK4lC4NBZtzvuqsfFaK3jdOF6K3tLdeYW8x9\nyuXj5To+GJyV2o58wVlPtr0cvkm5rxXHCRnYKYXprYa2p+ntz93b21dOVBYdqCyUStGbda8rVTLd\nlbDozXJRiqdc77Hc+lJJ/Sw1YNa+lR8N7BRFURRFOe4oZWZAUZSeQ4OznqMzgV2v3TxFURRFURQl\nyPLMVNpJgrdhhS0lUxSlsqw2p7A6rQFdpdHATlEURVGUqmC1OYUb2r6gMwOKoigxaGCnKIqiKErV\noDMDiqIo8fTaD5QriqIoiqIoiqIoxaGBnaIoiqIoiqIoSpWjgZ2iKIqiKIqiKEqVU1JgJyJDReRJ\nEXnL+7c+x3FpEXnF++/npdxTURRFURRFURRFCVPqjN3ngKeNMZOBp72f4zhijDnD++/DJd5TURRF\nURRFURRFCVBqYHcF8EPv/38IXFni9RRFURRFURRFUZROUmpgN9IYswPA+3dEjuP6ishKEVkuIjmD\nPxG52TtuJabElimKoiiKolQcdWgURSkPBb9jJyJPAQ0xf/piJ+7TaIzZLiJNwG9FZI0x5u3oQcaY\npcBSgD6jJqslVBRFURSlypFKN0BRlBOEgoGdMeaiXH8TkV0iMsoYs0NERgG7c1xju/fvRhFZBpwJ\nZAV2iqIoiqIoiqIoSucptRTz58DHvf//OPBY9AARqReRPt7/DwfOAV4r8b6KoihKD5PQiQZFURRF\nqRpKDey+DlwsIm8BF3s/IyKzReQe75ipwEoReRV4Bvi6MUYDO0VRlF6O1sMriqIoSvVQsBQzH8aY\nfcCCmN+vBG7y/v8FYHop91EURVHKjyOQ0ehOURRFUaqCUmfsFEVRlOOUVKbSLVAURVEUpVg0sFMU\nRVEURVEURalyNLBTFEVRYtG9UxRFURSletDALgZHoK5vElGvRjmO6Vuj3V/Jjy6vUxRFUZTqQT27\nGDIGjrSnuWLG6Eo3RSkDtSfonu5H27MXUMVJQo2EoiiV5gQ104qiHEcM7JPo8Xuoz5aDVNrw81e3\nV7oZvYruGld72/g8tH9t7O97WztLJVlEb4+bodH9M+I53vSjN1AOmep7q04G57DTinI80b/GoU/S\nIVFm71yA8ycPJ+mohexJDh1L9/g9NLDLQ3Cb74ZBffjaVdP52lXTOW/ycG49v+mEK2XrbFmWAGeM\nHZz1+yvOGN2rnKtdh47F/r6UMrS6bszKdFdJcDXscFhM8JmLwf2TBeU+taGOSScN6PpNAgT1o7ss\nQXT2eNKIgVxy2siC5zXU9eG8ycO7qRUdnDSwvM70sMj9esJORPv11IY6arphOqjcDlFvsqGF6I62\n7n+/reRrzJlQ360zf6eNquu+i3UTdX0SVaUbxTC8RDtUTfI43J7hWCpDuhvG64G1xfkhIvDVq6bz\nP5+cy5IrpmlwVySTRgzs1usFxV7KG+i1kYlE/u2pe8yZUF/UPfYcOsa67QcAGDe0P63HUty2sJkJ\nw/rnvX5n25MQGD+0f6fOjTs2X7vKgeAaii9f3kzURvTvk+TiIpzVIIP7F/7k4tD+NZ26JsCY+n6Y\nblxIJLhr1z7/odO6JeOWcCSnLvSvzT2AlzvbF6Ur7wIg6XS94YePpfn8h07j4tNGMmPsYG49vykU\nKCUceHP3Id7e836X75GL7lKh9rTBEVePapMO/3LN6dxywckkC3ij+4+0c9m0Ud1uL/cfbsvqv91B\nXRJmjB2clbTYdyjsvAflOmZI36zrRMUyvK6WRCcaPGZIXxbOGM0/fXhayYFxqosf/OuqeDtzt3zl\n5glxM/U9yeghfelXxkToSQNrGT+0f5Z+bNr7PukYwXWlHF+AmoRT8P3VJuOP6Cnf5v22NAkn/9gB\nroxsX0k4wlkT6ku674BIEFHXN8HUhnDg29VnPnCkvYtnuvc8PSbBXCh4OR5Cm0Nt6azEYGzy1EDL\nYdf2thxuI90JW5YQuOS0kdQmC/eF4wkBzpo4NHa8caTzwVVt0uHm85pIOoIjrr8yZkhf3x/AFO+p\n9trArumkgfzDB6cwp0RjkwsB+tQ4nDKyLnaAFMLRczoD9720hS88uob7X9rCfS9t4fZfrOPS5obY\n6/etcfjqVdOLCmAEuPKM0Vw/t5EFU0eypeVw0YN2nG06f/JwBveLd6ytwsQxtaGu2xTi4tNGsnhu\nI4+s3pr1geOfrtrK/CkjOpU5rckTqQiusTpwNBX6/ZghfQsamm0tR4pvRJHctrCZddsPlJRxSwic\nNaGeWY1DEHE7em1CAgMxtKczsXqSTAgDavMHwree38TXrprerZm5qQ11vnOw/3D2QFyM83S0hGnF\n9rThi4+u4cnXdvH6zlYubm7g9g9PY8bYwV67hHTGdEsQFhVbIiEFg69iMLiVAiJw++XNzBrvyvOj\ns8flzQ6m0xlaDrdxy/lNJbchdN0MTBnZtVkJO+DHqVhrCs5uGsZXr5zekcSTyCyoEJLpjgNHs65z\nSqRt5548nJmNQ0IBo+AOdJNGDMwKYHYcOMo3fr2e23+xjsumjcrZH6K/tUm4sTHBZmcQYHwRSTgB\nJp00gKkNdQzqWzjJFaUtLprBDa6vO6uxJMe5EAJse+8oR2LW9HYF6+jk6m4CXNLcwDcXncGCqeHx\nd8+h+Fm/qHyszuTr0QZYs+1AwTGmLRUve8fpWvK3kMnOGDAGFs0Zx7mTh+ecBdh7KODAG5Oz1DWZ\nkKJmJt5vC5eYvX8szfpdrSQdV3fPmlBPTSSqcMSd9Swkh/bI+0mIO94UOs8R189bNKcxa/wpFLwU\nCoxz3tM7t7fQcriNvjUdQVfcEOs4sP29I6za3MK8pmFFJ/MSjvCp85qYMW4It1/ezEWdTNjn4qwJ\n9XkrVfqVUtrTTSQcYdrowXzq3Imh358/eTg/ufVP+LsPTim6OkiAa2eNpfVYinTGkDHue9r23lEc\ngcVzG2lv2b6+2LZVXjo56F+b4DMXTmJSF52KQowf1p/7bprH1TPHhjp8MiF87arp/P0Hp3DR1PxK\n2p7KUNevJtboXdrcwJSGOp57a0/W3/wI3MMAP391Oz9dtZXfvLar6Bkk61RED3/2rb05A7uMgUxM\nx0448LGzJxCdMEkmpNOZmIQj3HLByaza3MJPVr6b9XfrhN5x5XQ/O1GbxzF2gCH94gedqQ11LJ7b\nyKI5jWQChjohHYN4pwfPEmyyAZ5Yu4M9rfHlnUEcgRF18c9lDKza3MLLm1pIZwwiwu0fnsaPbzmb\nxXMbmTh8YNZgB+4MpCPCwUiQG+XFjfuY0lDHQ7ecXXB2N5kQbpjbyK3nN+UNxmuTDrvzPPcZ44aE\n3oV1/IslmZCsDHAUK5G2VIa7f/c2Sx5fx5ptB1i95b2QfkQfo9BA5gjUJMQ3mHE+wQemjOi2jGXG\nwKN/2MoXHl3D9d9dzoMvb2HT3kOhY/rXJkg4QkKgJukwr2kYFzc3dHu5WbT/F9M/ROCOK6ez9M9n\nc2cgeAuy9LmNbNn3vv/Oonbv5vOa+MCUEf7PUZnXJoSZ48MVF794dTsrNrVgjGuHbj2/ievnNuIk\nhLd3H+L5DXtD18gYV2faUhnWbT/AkiumZcku4QhfvWo6i+c2+v3AcYS0gR0Hs4NNy63nN/EPH5zC\nrec3+eX7i+c2hmZGDDCirk/I9jkCQweE7YLBTXZu2HMotm/XJoRLThvZ0b4i3lHCgdd3tvLAy1v8\napRisGNCcKjId7/+RZaDFYt4jk40aKvrm/SDh/tf2sKiu1/kvcOdL9+0jtSdV03P+VwNg/rgSIdO\ndsWRSmfCY3e+csOkp8t//8Ep3Hll7naBN5OYdJg2ejDjhvYnmXBIiHuNYN81keNH1PUJVUrNGDuY\nG+Y28tDNZzNxeOfK1237bJB51cyxXDBlBCkv2+kA53kO8B1XTqdPjatPSUcKzh5fctpI7rhyOmeO\nr3crrgro3uljBjOloY4Hbj6bGTEzd7nav+SKaVw/tzE2SJvaUJfzHSSTDndcMY3Fcxu55LSRXHLa\nSGoSbpCYTLgzo90Z+BWyxys3t3Bpc0Pe44yB+1/awvVLXwTwE4p57wt84NQR3PviJv7tN+tZ8vg6\nduexh/lwJGxDXt7UwtNv7Mp5/OBIRdCcCfWdrgKLawO49v6S00bmHMttciVjDLf/fC0vbtznH+sA\nc5uGMWt8PZ+5cFLBGMJi++tDK7Zk+fMpz06YtiNFlxp1PvVXZq6ZOZafrnw3lFFzBD48YzQ/e6Vj\nc5MrzxjNL17dHiqzSHqdqT1tEMJG1GZ6Z42v54Gbz+bh1VvZ23qMk+r6+MfMnzKCZet358x2JhPC\nvKZh1Pev5QuPrgn97bFXtzOgT5K2mPSIABedNpKnXt/lDwwZQ85ja5IO7anw7EzCEba9dxRD2Iha\ntuw/nPXMwXZnMoaEI8yfMoKT6vpw9cyxLN+4LzTLNGPsYBbNaeTRP2xlxaaWWBnEtfcDp47g4dVb\nWbftQKg8KeEIGOM7obPG1zOloY7lG/cxr2kYj6zeyn0vbQm31RGWXDENIEvGAG/sbOWdfe9z28Jm\n+tQ4tLVnEIGJJw1k455DGGKy7ZLtRIboxJROcHC3PL9hb6zRTyYER4RUKoOT47kSjmAyBoSQLmcy\nxi+V+OmqrbG6AtCvJuEPnvl4desBbrhnOffdNI+bzz851AZH4M4rp7N2u5uNbh49mJbDbWx/70hs\nQGN5bcfBrGBz/ND+HEulufKMMTQOG8CqzS3+czme/uXrY9aILpg6klsuOJnlG/fx+s7iElcb975P\nWyrjttm4+p7JGBxH+MCpI/jNax0Dx6zx9Xl13HGEf/rwNJ5Yu4PnN+zNkkMqbdh18CjJhMQG3P51\nBETEzxYLcO7k4QwbUBuyZwArNrWE2hTUWUfgMxdOYl7TML//AFy/9MVYWXpdL6Tagjsgrn73PVIx\n51jbs2hOI+t3raM9lUFEyJj8s55WfxbPbQTw//3io2tC5xkDv1q3M/4aQF2/mpA9Dv7tnMnDuWza\nKNZuP0BN0iGdzoTkCm5Gft2Og16fcH+f59WwdtsBrp45lh/f+ieh8eDqmWNDjs4XH13j3yfY1Rxg\nwWkjOdqe5rJpo/znjnLXMxvc4NP7ecWmFhJOhy1JJhxG1vXJWlMW1Ncgl5w2kvlTRrDWC84ahw1g\nwdSRPPXarpzvSYBpowezZtsBr3+4gcXewIxWQ10fdkYSNZec5vZDICSj5tGDuf3na2N1LzqTYxnc\nL0nr0VRemxKHDYiGR3Tj8hmjGTOkny/bVMawcrMr285UT9hgv+VwW1bbbJ/4qwWnsORxt0/UJB1u\nW9jM2u0H2Nt6jKff2J1zNijXmAzwweYGmkcP5vu/38jGva4PlwyM0Rc3N/h6uGXf+3zn2Y3xFxI3\nsbzk8XW0pTIkHfGD4GVv7iGVypDBmxF3hI/MHkfz6MGhvlSTdLgtUDFQzMyY4I5f9npB+Vj7VOv5\nMjVJh8umjfJt141nT2DpcxtJZQwvvL3P9ef+uMO31xmv0sIR970Hdc0Rt4FxY/qhY2le3tTCdUtf\n5MGbz+a2y5u54Z7lvp+AuNeWyDi+YOpIv/8O6pMMyfr8ycP5fcwYYLl21limNNT58ncCNjOTNvSp\nSXDHFdNYu/0AP1211bNdMHxgH3YezE6MOgLj6vuzef/h2PvNHl/PH7a05FxDbww89krujQCDPkxb\n2vC/f/pqwWhRcBOduw8e9cfY9lSGEYP6Ah1JopoC46Fl+pjBvLo1nFzK12ejcqrvX8uzMZMocTQM\n6sP+w+1ZPrUIiHETzlG/xPpudpzJGHdWrS1t/HY74uq31XVwx7B8fb7jWTMsW7875zvsbBqg1wd2\nNvBavnEf9f1raTnc5v976/lNrNtxkOZRg6jrV8MdnjO6NzAY/Xb9bl8JP3HORF7cuI/Xdhzkqdd3\n8exbe7jvpnn+scve3OO/bNdIwQdOHekPXE+s3cHv39rr//0js8cxa3w9s8bX86MXN/H6zlb/Wsa4\n10smsoOyjIEZ44YA4cFaPA2wxya8rPeUhjq+87u3+e0buzHGhAyFA5wzaTjNowaFjM+lzQ3c++Im\n2j1N8Z1pr91jhvTzgyvL+p2toXau2XaAdTvWxjp9DtA4rD+b9x0OZ/4SwjPrd4fOsQp/28JmWg63\nhe5r5WfvH8Q6EcE22kHPryDB3bb/oRVb/MH1xyvfZcPuQ/69hbBDZ7zOi7izl45Aw+C+bHvvqH/N\nCcP6s2lfvCENEszYNg7rz5b9h/0spcU6739z0SkA/mA2a3w997+0BQd358kE8KlzJ3LP79/JcgwS\nCWH7e0e4+3dv5wzqAJqGD2Bry2F/8Dx/8kk8mcPBa09lWL5xH5+5cBIAD63YwshBfUMyX7W5xR0I\nPQchkRD/3SYcaBjUl361SZqGD+Cp1zt0eUj/Gq6bPY7PfWhq6DpxweonzpnIz17ZRuPQ/gzpX+u3\n1zrwf3PRKSEd6Fvj9qmEI0wdNYg/bj0Q+3yb9r1PMhFwVAL692QkoFhZIHGRTrtt/ZuLTmHFpv2x\nn4oItiPOmNv+DHDbY2vJGEOt5+AseXxd3vuDqwN2cKlJOtT3rw3p0l3PbIgdRJMOLLliuu9IBO3R\nK+++58+K7Tp4NPQM5wZkbxMw9f1rsxzah1ZsCQ3KQafIsnhuI1Ma6vj6E6+z0nO8HUc4Y9yQUD+r\n8ZJO1hmM2gQBams6ZGb18rqzGmODi+c37C16UPzj1gMsuvtFllwxja9dNT3ncVnvNZCwujVir8DV\n/eB7mtc0jD41Dsfa3fdgCDsx6XSG2iJKjRoG9eGvFrg25cs/WxPqW7bkPmOyE09CR3na+l3raGt3\nHf3g+kYB+sbMtD371h4/sHtktZtgqk06XD1zLPOnjMgZfMZx4EgqPIPvSNFrewS42kv6tqcNNQnh\nmpljs/QlY+CSqSMZXteHva3H+G1kbMrFT1dt5fbLO5KFjiPcdO5E6vrVxCYlg+/8/pe28KWfrQnJ\nvWmQcNOCabQcbuPVd9/LklNNQvwEwuK5jb7O2P7Wlsrw8Oqt3HfTPGaNr+dzH5rKzoNHs5JB0OHI\n29un0obfvrGbjDEkHeH6uY1+ss46oUEbb/vS8o37WL+z1U8o5nsXNkAMJkHi5HPbwmaeWLuD5lGD\nQv03HdDTVMbw+B93cMcV03x/L2hzbLI++I4hPslqaU8bf6y7bWGzb3+TAtfN7bAdVpdu9XQcsp3z\n5zbszRrf7QF9ahyu8ZLkwaSi49mIDK5NWrFpP/fdNI9pnl952bRRTGmoi03MZQw5gzpwJwQ+cOrI\nvH3PgJ/YDF59xtjBjBzUN3TuhsgadEe8GaPAiSefNIAtLUf88cLxqkZuveBkxtDC2+2D/GeyevzM\n+t28tv2A72dZar3k4Zpta7LeXzDRXcg05JoYiZ52+tghzJ8yIsufz2SsLTas3X6Aa2ePCyX3gFCf\ntPbbMn3M4FAyBPBtvU2K5loKks64428Qq88JR2geXdxMs6XXB3YQdv6DjqYNFqyBqE06fqB2wz3L\nQ4JPZwx1/Wq4pLnBz1K2e8bykdVbs16Sm/FzA6++Ne7ANaWhjhWb9vsG5hrvZQPcedV0PvqdF0KD\n67aWIyQcd+Fu0PERcTMMt1xwcigrYIxrIBeePop977f5Wd9Vm1t47q09/izbTedO9IO2mqTjO1+N\nwwb4RmLx3EYubm6IdcauiWSgLdFynIxxM0xRBNcpCwaPNlMH7sAW5JxJ2c55HC3eRg0Z4yr1jHFD\nQudMaahja45Zo1e3HmDt9rXMahwSGrinj3FnHeOyyYvmNPoB7vKN+/jGr9f7nXxLjqAuaiiCTt3N\n55/s6qLnKFmC72jV5o4AYtXmFneA8X7OAOt2HAwF7dM9w7vszT088PKWvOUBNUmHWy442Z/ZsoP2\ns2/tyWqTPd4es3huY+wMQ3CASmcMi85q9M8PDuKrNreEdPngkXbufXGTn2W217hURzAAACAASURB\nVInev/VIu5+Q2HnwGLee3+QbwqDcLLPG13PfTfNyzlIF34/JGK49K5zEWLW5hYdXb+WhFeES4UKu\nXnCW+b6b5vGd373Nk5GBNGo/rG4kCjg9Qdl4SeSs2TWAM8cN4XOXTfX79O2/6OjTt1/ezLb3juAE\nZieSCWGRlz1vOdzGNTPHcs3MsXzrqTf9Wce2tOHJ13bRp8bh0uaGkJ1qHjUoNgEDhOzMz/6wNdRO\nq6PRgGbW+Ho+d9lUFt39AqmMq0+/XLvTT9AFHQF7znKvzMX2SxtsRvVy9JB+fvBoqwWsnXcCMs2H\nneW57bG1TGmoy2mvrokEFJ84Z6Lf/rigLjheWcf8toXNfP/3G30nyhAOahfNacyZVAO39PKuG2YB\nsOjuF7NmIj1fiOvOcm1c65F21u04SKq1hWRdvf/upjTUhfQhKIvNng0M9ik7Zr67/3AoU798477Y\n2dUgyYSQTkccG3ETWjZJEHW2Opwbd6a7PW18RyeY9LW2YMnj67L6zfA6d0frLz66hnREUElPOaJy\ntssFgrYm+G6juh3E2tFg8mbx1Fr/91//5etZsonaddtf7npmQ5ac7f2+dd2ZHG5Lxzr0oZkIp2OG\nIdhXLMF7WMcz6Ljamb0aL6kXnd2yzvDoIf2ybHVUZtZmvfD2PozXpvaoTuCWudnAc/nGfaGkHMBP\nIlVc7jlZYvCp8aqrwM7EhuUxpaGOa2ePY8OuVo6lMqzf2eq3fV7TMGoSEvLTLLY6IS6IDc5OWt22\n/Szoe7alMn6g95HZ47KqlgqxZtsBXt9x0L9fLjEsOHUEw+v6+LOEdlYW3EmIuMDoPM/ert/Zypcf\nW+vbp7lNw9j48pbQ5IIdq1sba7h9/lz/GlYei+c2ctczG/g/v+6ouLFrya29DVaoJBxCwf1XvMA7\nioPbx+3zQ0ci384i24SR44g/qXPj2RN48e19fsIDL2macISfrtpKKp3xExb2OYLj93d+9zZPB6ru\n1m4/GNIby9Uzx/qVT7c9tiZ2Vq4mISya08jrOzvG9E/8yQTu+f07ZIxhyePrkNp+RddD9+rALmo8\nV21u4VtPvekbobb2DEuffTvL8IEbvUcd8LhyAIk5NkpwZiOXoZ81vp47rpyeVS6YzkDzmMGs39Xa\nkaE1ruG876Z53P7haaHsXtrLVmWMYcWm/b7BsG00xg1Q77tpHg+v3hoaEKLOeVQRcw1EljgZBLNg\nCUe4/PRRfvu+//w7oVJO+46CRrc2xjmPEsxOBt9NcEobyAoOoqQzJqucbtqYwSGHL2jUogFuNLMS\nJOkIxnPS08aQzriOypIPTwvNQk5pqON/P/xHf8YQ3E8+WNlc/93l/vPNP+WkUKmqI3DZtFGh5MFt\nlzezfOM+v2zXwZ35CWXnyZ7ZCj6X1dnWI+3+bKAjcP7kk3LK0jKvaVjoneRKCqzf2RqejYs4IsHr\nBMt1lj77dug663YczNnHLFGH4SOzx3H/S1sCM+3uu4q21zrZ0SROFFtGGyyDshm7u57ZwLymYZwx\nbkhWYBdlwakjmDFuSOxzRJ8h6gS0HG6j9Ug7S5/d6AfkKza18OS6ndT1q3GDaK8vtKUy/qBrnysh\nsOTD05jSUJcVWNhZx+CMUXsqwyvvvhdq46/W7QyVf1kZ2kTaik37/d8FGV7XJ2dAEy33tuuUf/TJ\nbEcAwhnPaKBvqyESCXf20r6br1013b+/Pe/GszsGSUegX22C1qPxJYIZY0IOdFyAGqwiCcojGhAG\nA1DbH9bvbOW2x9aGbExcJcW67Qd8vbYEg1vr+MfNctkMelT/r7/7Bdp37uXFt91xcvHcRi6bNsr7\n2XVwpo4aFAqKp48dzOs7W0NOj3Ug7X18hztHmbjgbgAULWtzBK6b0+iPH9Hk6Y1nT/CDZugIlm7/\n+VrWbXdLZ23FgQ1QgtR6M3l2XLKSSiaED3h925Yh7m09xrI39/jjQ/B9B8ml20HsmGP1pvWdV/1z\n7/n9O1nySWfCOmeJ2t95TcNC+njLBSfz7Ft7vHELDOFZGcFdGvGcd0zcuBq9R9QnCib1bJIg+A6j\nScJc2CDGPq8jrp1KeE51sFqq1qtIuH7pi34C5YGbz/blE1w+E5yFTTheUsxLbDSdNICmkwaGqlCi\nz1vfv5Yb7lkeqsJ4desa/z0CTB01KKtU0C4TscfkS0DG6baVc9A2XD1zbFbQGjfrlHTcQMH2U/f9\njOPd/YfDiRGnI1lkZWBnFIPj0gOfcv3JH69815dl0HezxwVnFx9evTWrrLYQ85qGkXTE93sEWLv9\ngJ9IsDgCd1wxPZQMyVXSKeKWldvniqsqsUtJHnh5CxkDx9ozvi+UcNz9C2x/DR7Xljbc/9KW0Gw5\nuP7OM2/sDiUT0pGkYNDfSDjCkivcSYZg4N4wqA+njx3iv5towtcmINpTGZza/kVvONJrA7vDbemQ\n8bzx7Al897mNoUg8A34poIA/wK/dfoBkwvFryd0TXG8tLuNvFdSuOXtm/W5fiaIDV5yht8SVLNgS\nkWimPBiEhqb1hdDLtO2MC3isoYwqXRz52m25ZuZYHnppC9bdsYGLXWt19cyxPLJ6q5/VC2b7reMb\nXLMYndWJI24GNlquabFysLNPuWqXEwFjFmyXL+OYdgX1or5/bVZmxZbh2JmSTMatnY86crPG12dt\n+3zMu1BwYGtLZUKliwlH+NipNaEg1Abt9f1rcbw6XSujYH1+3MxWkGD2184Gpg08+VpHOXK+cwsF\nWnbmMehgRgf7uH4XHUzBnSUqlICIcvXMsaFBJpcOBRMkFge3xDGdNv66x7gkSJyeBgco+8z2p5qE\nZJUR5yKfjF/cuC/kUCx9znOoIoof59y3HG6LDSxsgiqa6Li0uSHksG3ed9hfh2nbFL3eE2t3hAa3\nhJBVihQN8IPZ70IOYV798wxnJpPh9l+sI5UOO9rR8y5ubvCdl1xBnXUqbZtyOfHFzKhAvBN522Nr\ns/SmtiY7aWL12to7W9Ie7Os28LVrhhZMddfb5dR/r7vZmUlwk4xRBycYFNusftDpicvUQ7yDCK66\nThvtJtk27n3fn2XKZGB36zF/LIza4WDQfM3MsaG1LVGHKy55ZO38Xc9sCMn8zHFD3EqGyHvNNxMX\nkmOed24JjrnL3uk4N9pXoz5G9BpxdjPY7jh/Jtivb73gZG4NVHHEJZnirhHUu2CS4K5nNoRs3fhh\n/bn5/MIlyHFj9XVnuUH9+p2tfommLXd9ePVW3060pQ0Pr94aSlza//+it1O5wW2UnaXe8+47nDRu\nbGwSPvi8uRLGT6zd4feFY5FxKhEJ6nI9c777WjkH/bqg/2QTDcFqjppEh15bXYhWkIUSwwWWvwTb\nZoO+ON/NJvSOtmd4fsNebj6vKbaf1iYd/n5mLfNj3rW9z5IrpoVms+MmV4zBXzO8anNLx7gXQ9rA\n7b9YxwOfmucneeLG8Ptf2hJawmP9WOPNDtvjHl69NbSEyiY+bT+3/k7c522CScHlG/f5yVNrb5dc\nMc1fSlKTdLjrhllZOpIr4ZtpO9yadcMc9NrA7tCxFMnAzNzdz24MvfiRg/qwu/VY6EUFB/ikI0wf\nG8hopDteTFR4UQcgOIOUK8iwBDvyvKZh9A2snRg7pC+fvnCyf67NlAcHebtg2W6osdCbEYPwJiPR\nNgYdimPtmZDRy0WhQWvW+Ho+P7cvL7UOZvfBoyyaE54BjGY9rdyjg1sxQaQlOEi2tbuOYq4gJTro\n2yzre4fbWLXlPYwxOYPDqINmDWP0+vb4ddsP+JkVu5HDZy6cxBcfXeN3+KBOBTm7aVjIGV80p9GX\nVRCru4K7NfX8+o6Mlw0CrbxTnuN128Jm/53EZd7yYR2f6ExNLsckTi5xRJ0VB7h+bmNs8Gx/DmbX\nBdc5sKW9+TLhudpXKPgMPn/Q8ZvIbvqPnhwqLbTXjD5j0JlrOdwWGqD8da8mvP62WHLJeNGcRj97\nDPElmtCxFiHoiMVVKEQTVFEdahw2gKXPvu0nzKL6EQ1U7AyzXYe05Ipp/rG57vvAzWfz7V+8xOgx\nYwomfnLJZvnGfaS8gTmdcRefR9sb51gt37gvqxwvX8lsISc+V9IteM+oExnsKwnpcG7zOdy2lDJa\n7lms7oObIAo65BljeGLtjlA1iHVw4q5px8agMxpXKg2wbtuB8PIDOhKfwSUIBjfB9PTru7IC52jQ\nbCCv/conCztTYAOF1d54EX2vxYxdhd55oXPzrduLI85uRhM10XcQNzZ0xsYHx9noWBp8hgzuRm1L\nHl8XSnLGJcL2tB7LSsaOHtIPIBTAWx14ZHV8iXeUaGLPBjjXP7me1OvrY8eSOAc6Wslhk4y2f4Ta\nbkxWIr+YmdzofW2Jpp2RDlYd3PXMBj/5G63Ksb6cTfJK4PrBa+bawCkXufT/kdVb/SRsxsB3nnX3\nOrDLPoI6+cb++KSZJTqbDdmltQZ3navV40Lr64rxQaPvK1jZY2fCg2tNLz5tZNYMPsT7O+JdK5gU\nnNc0jEQg+WvLi3PFG4USELPvLNOumCLyEeB2YCpwljFmZY7jLgX+Hbec/h5jzNcLXXtgnySZZEdp\nXDQ6HtgnmbWzTXCAT2eMXwJZyADHOQDFOGX3v7QllHmw2TObMdt+4GjI4EUDk+DiYbug2WZPo6Vy\n0TYFB6pgJ8gXgAaVNurABHnOy2Su3xU21taZskR3uewK0Vm44MLiXMGd7QzBLJGtxc41QMY5aPb3\ncedEBwvb8YOBbSKR/dyrNrdw74ubANfBvvm8plAgZtfmJBxwHCdUFtr6Tkeb/LYG1h+kMya0DrIz\nAfT9L23hibU7uPHsCRw8lgpldLv67uzzbnvvSHhTlcBGALmIOkf/9tEzis6Ex1GMLOIcv3sef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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "avg = -0.00293\n", "std = 0.19218\n", "\n", "def apply_cumsum(df):\n", " return df.cumsum()\n", "\n", "# take the cum sum of the monthly groups\n", "mthly = cent_sh.df.CENMET_PRECIP_TOT_625_0_02.resample('1m')\n", "cum_ppt_mthly = mthly.agg(apply_cumsum)\n", "\n", "# upsample to 15 sec with a forward fill\n", "syn_tank_scan_smooth = cum_ppt_mthly.drop_duplicates().resample('15S').ffill()\n", "print 'upsample 5 min to 15 sec\\n'\n", "print syn_tank_scan_smooth.tail()\n", "\n", "# add a random number where the average randome number is the average variance and the distribution is spread by 1SD\n", "# use of apply is slower than generating a second array and adding the 2\n", "# syn_tank_meas_var = syn_tank_meas_smooth.apply(lambda x: x + random.normal(loc=avg, scale=std))\n", "syn_tank_scan_var = syn_tank_scan_smooth + random.normal(loc=avg, scale=std, size= len(syn_tank_scan_smooth))\n", "print '\\nAdd sensor bounce from radom num w/ 0.19mm stdev'\n", "print syn_tank_scan_var.tail()\n", "\n", "syn_tank_5min_grp = syn_tank_scan_var.resample('5min')\n", "\n", "syn_tank_5min_mean = syn_tank_5min_grp.mean()\n", "print '\\nReseample to 5min mean of 15 sec scan'\n", "print syn_tank_5min_mean.tail()\n", "\n", "syn_tank_5min_smpl = syn_tank_5min_grp.last()\n", "print '\\nResample to 5min by sampling last value'\n", "print syn_tank_5min_smpl.tail()\n", "\n", "# So this was more than an hour of complicated trouble shooting, but \n", "# 10/1/XXXX 00:00 is repeated multiple times in the merge file\n", "# this was allowing slicing, until I resampled and the duplicates only \n", "# existed on one side of the slice (i.e. tank[no_rain] had different \n", "# lengths and indexes). Also, if you drop duplicates on a cumsum, it \n", "# drops every 5 min period where it wasn't raininng and cumsum was stable\n", "ppt = cent_sh.df.CENMET_PRECIP_TOT_625_0_02.loc[~cent_sh.df.index.duplicated()]\n", "plt.clf()\n", "smpled_tank_diff = ppt_assess(ppt, syn_tank_5min_smpl, ['2013','2020'],-2.75)\n", "plt.hold('on')\n", "avged_tank_diff = ppt_assess(ppt, syn_tank_5min_mean, ['2013','2020'],-2.75)\n", "\n", "print smpled_tank_diff.describe()\n", "avged_tank_diff.describe()" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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RKMnqzs1i3CIuxqYKR86UTl9Y0ne1FzKlUzi1FlJbmVD40v+eoaS2DECeCp92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UIqu4NimEXEXObQ1/DOxZAzlIpT3qQLZ5zOvM0TJD3JyqHUaRSGj0SdG49ukt9xwmVGcbqjtpN1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vRa/3l16cy4t2fPdTa1s/lxOKrlPbtt4x20/nnF6bdQFf7Y42EMF4Sj0tEHgSyV+/FgTdd8qh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\nBnUyGTZlMwud9Jsy9bkwZW3Hsua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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.clf()\n", "tdiff_smpl = ppt_assess(ppt, syn_tank_5min_smpl, ['July 17, 2017','July 17, 2017'],-2.75)\n", "tdiff_mn = ppt_assess(ppt, syn_tank_5min_mean, ['July 17, 2017','July 17, 2017'],-2.75)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I think this is a pretty compelling case for using a mean instead of a sample. We generally use samples when data has lots of outliers, spiking dramatically in one or more directions, requiring us to filter these values to avoid skewing the data. However, this is not the case with the tank gauges. Most of our error seems to come from low precision in repeated measurments that oscilate around a mean measurement that is stable and accurate. And when they go bad, they go bad much bigger.\n", "\n", "This data sees greatly decreased total measurement error, a great increase in accuracy, and an improvement in precision that will remove a lot of noise.\n", "\n", "In the case of the 2 graphs above, first a cumsum of the already smoothed precip totals data was preformed. then the 15 second data was synthetically generated by using random numbers [^1]. That dataset was then sampled in 2 different ways every 5 minutes: isntantaneous sample, and mean. This created a large difference in measurements from the same dataset. Especially considering they were derived from a dataset that was inherently smoothed by our post processes. \n", "\n", "\n", "Diff between 5 min sample [^2]\n", "\n", "mean 0.000028\n", "\n", "std 0.271703\n", "\n", "Diff between 5 min mean\n", "\n", "mean -0.0000003311764\n", "\n", "std 6.067227e-02\n", "\n", "### Rounding to nearest 0.5 mm\n", "\n", "[^1]: \n", " Random numbers were normally distributed. The distribution \n", " had a mean and standard deviation of the differences between \n", " 5 minute measurements taken during dry periods.\n", " \n", "[^2]:\n", " In reruns of this section of code, the random number generator doesn't \n", " seem to replicate these results precisely. This seems to simply be an \n", " artifact of the random number generator. In most reruns, the mean \n", " sampling generally has a SD 1 order of magnitude smaller, sometimes \n", " has a mean 5-10 times smaller, and the 25th and 75th percentiles, as\n", " well as the min and max, are generally 5-10 times smaller.\n", " " ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Date\n", "2015-10-01 00:00:00 241.3\n", "2015-10-01 00:05:00 241.2\n", "2015-10-01 00:10:00 241.3\n", "2015-10-01 00:15:00 241.4\n", "2015-10-01 00:20:00 241.2\n", "Name: CENMET_PRECIP_INST_625_0_02, dtype: float64\n", "Date\n", "2015-10-01 00:00:00 241.5\n", "2015-10-01 00:05:00 241.0\n", "2015-10-01 00:10:00 241.5\n", "2015-10-01 00:15:00 241.5\n", "2015-10-01 00:20:00 241.0\n", "Name: CENMET_PRECIP_INST_625_0_02, dtype: float64\n" ] }, { "data": { "text/plain": [ "count 424377.000000\n", "mean -0.002903\n", "std 0.260501\n", "min -2.500000\n", "25% 0.000000\n", "50% 0.000000\n", "75% 0.000000\n", "max 1.500000\n", "Name: CENMET_PRECIP_INST_625_0_02, dtype: float64" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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a7/IypanMiNYsvU4vFk3K0/z+UOnTdDmpo7ylD3du7fcLZwHQlKamBLfB14xa\nmrqdmGxAryiz2F/ZDgA48aNrLB4JoZfcDGmu3KDRiZKXkeKf40YTbq8Ys84XIvbolHsfP/X5yzTv\no7XXhZQkwZLzLiGMv43/a0dVm/qeZ7zGJFG4akExXiitQUZqMolUxDEen6i6cW84Klv7UZhjfjSY\n20afvDS42lU444lnKhsRlbjQ0ocV05QVXweDZwxw48/iVqVxi9YUYC14DY6Wq6XH6UVFq3F9OY2m\nsq0fOekpJJI2CqjtkKTl8zT+lk6PiOkFoy+rgZq8E2rod8nCejr6XW450aj5vUxnIcmoN/7+tv+i\nJsMPkCa5RKK524nxCdbUfjTi8TFDGzFHSwCIC6VMChIBiWQ/JQuCIWIZvN7V7dN+7bf0SulUlB6n\nHW/A8S//6fVIEgQkmZiWaXXaJzCo0huLpCQJhkTVCevhGT08W0ItLq8PmaNwbutxeinyRyimvKUX\nAJCbrs2J0qIx7dqou9SoN/4e+PdJAFJodvPCYrx6uA7fe+W4ovfG8s3YDNJSkvziHkT8YnTtwoDH\nh7nF5td4bJfrikItLML5uWo7HSg2oLVFr3z+XzlHe11ZnyzeMSJVltI+Q8IYQ3lLH146WAuHxwen\nnFZ2bUmK4W0dgtHS67Is7ZMburevmW7q5/DeblpSZ2s7HYqlyInY5myTtGgdl6Utm6Otzz0qjb8+\nlzfhsr0I7ew8L7WXKtCYFcVb+zx0szZtgZgWfLGCs009uO63u0a8ftWC0A2dQ9FqgqR4LPPOySar\nh0Do5ERdN9443hB5QxXUdw5g7awCQ/cZjK0npRSIYJNppN42Hp8IlwGReh7tnzxWe/3Vv47UAwDG\n50rGKCV9hqe6rR+2/7UH/duiAmMWmU6PD3WdA5hRmD1CxdXp8cEnMstqvB2e2G+x4/KKcHsTKxNm\ntPL6Men+oMWpwjMjRqNjPC0lCdnpsXsNErEFv49obXuy/WwLAKiu9TaqimTUxbjfO9U84rWff+IS\nTXU3iZ4BQAIV8cedfzlg6P5qOxzwigy7y9sib6yTm+Um8lpkxJ0eESWF+utQeHuXjBTti4DKtn6k\npSSNiL7qzdEfrbx3OrjTaUxmKpYU6fdPHq/twvwHt2Lzr3cErbFY93OphQRv0RFtWnokJ2Nth8O0\nz2jrkz4jP0tbilKXw4OZ1OJhVDC3WPvv2CNfI6PxXGCMaa6DJBIPryhirMb5FBg04lbNGBd+Q5MY\ndZE/7j09/j/XYEymvgtZT81fvCll8pQgDkUr4pPZ43PQXtWB6kdvxN/2X9S9v3fkaNwtyybr3lck\nKlv7kJeREtJRE+6aOlHfjZWYhvdMAAAgAElEQVQlY3WPwSVHN9J1tLZgjGFzQKYB6b2Eh9en7rt/\nEyaOGeoFtdvtuvf/i3fP+h8HaxPR1icJ9Dxzh3bVNj1wh4OZrUH4ov2+6+arfi/vQWh1TSRhDIU5\n6Vg8WZuacZd8HsXb+iYSjDGpVj7RPf6EYipa+5GVpt2E4msNrSJaeq/AuDf+qnvEEYYLAEPEHwZU\nyBnvq2jHrU/uR+n3r0JxXgaO1naF3f7p3VU4fLEDf7rtUr3DNJTf/scyq4dA6KC0qsPQ/f1u2wUA\nwB1rSwzdbzCy0lLQH+KaC2ZAlbf0DVGEPFjdqXsMPHU0XUfkz+UVMWlM7Mr2xxq8R6OeaGs4UpOT\nMKMwG9u/Zwu7nVULP95024y62vY+Fy59eJv/uZYm8g1dkjrkFOpbOSqo6XBoqglnjGGjnJ5tpZjV\nw2+dxvq5Rdgw17h+n145nTWVHByEAvZWtOnuA36+uVdTC61IJTBKiXvjLxRG3MibewfVeCJ5um59\ncj8AYPeFNlyzqBgf/9PeoNsxxjDj/rf9zx1ury7vgVGsnjEODMAty82P8BDmsmCi9h51gYgi8xtj\nBRoWjWrpd3kxO0w60fAr8D8e3zfk+atBG8Org0dh0jWKfzDG4PT4gi6ORpmz3DCWTB2DfZXtmlMS\nI9HY5UROiLoMrjBrpZgJdzKaITP/i63nhjxfqGFu+PJzhwAARTmk9jka4EITanlyV6X/8Zzx2tM+\ngznrlYoQOdxePLW7CrvL24w1/nzS5EyRP0IJPKvq5mWTNO8jPSUZDrd1vcSttzp0Upgp4NkvrvJP\nBEb2anl8R2XkjYYxvSALX/v7Ef/zmUXZQ/7+r6P1Q557fOasCPtcXpxu6MFl08cqkkgvreowJFpK\nWEtJQZauG3Mg7bJn6/KZBab1qutxevDjN07D5fXhvdPNWDplTNDtgn16r5yOVvHIDSNEPLTCv7PW\nOcTjYxAZkBlwLZEvOTxVrf3ITE027Rw719wb8m8tsqiXlX3LuOBLoQnG1fg8aZ9HHrwa6SlJmsQJ\nqtulWkQjF9uEuTDGMODxweNlyM1IgU/2PPH0Xy3zW6Xch/LHH12E1TO1CYAFc6Kr6UnLx3DDJRM1\nfX4oeGsfI/vjEqOXSybn4+0TTXj040s072PA7cNsHWs1vanXcW/85aQKQ25KVjfpFAQBxbJgxXWL\nJuBCy+DC44Mzzbj7ZanNxGdXT8MLpTWmjMHrE7H4f971P4/kVRPllIfhKXcUqIg/jHR+8LSGm5Ya\ne6MNZMmP3hvyPFwUfPhct2ZmAUor2w0z/IBBQ03rPsOlitP1FBz7uVZdfRXDwW+QoXrU8d9r03z1\natBG8a1/HAUA5GYYfzv2+BiSBGCcxsj94zsq/I8zyTkY81S19ftTM8Nxr4bazytmF+LFg7W6lJ8b\nu6VsqnHZadh3/yakJScpdvp4fSJu+sNuANLcbyRev/FHkT8iPE6PDz/fKtWRZ+jQBnB4vNqyKQxa\n7sS98aeVSEYzT/9aMS0fR2rC1+8Nh/fASQ7wItW0O/ClZw/5n88szB7xPqN44YA6o5JHUFYHqA6Z\n5YWPRRq6BrD20Q8jbnf0was11cyYjU9k+MeBGnxs+WS4Dezxd+1vdwIwL12RX2OBPPLxS4JuG+x8\nPFXfjaVTjE3Xu+v5wwAGJc3VwiXQA9NGE+la0oJZhh8A9AxIc9ukEHLa7bIKplWp9y0BpQXjTWii\n7vT4NEuRA8DP3pEWOTcuMc8BRBiHEsMPAK5bPEH1vnmrDz310Dy98qsbZqnez+wfvON/HMqZo3lc\nIk/7pLmaCM/8B7f6H+u5t1e09GP6OPPsgEgknPGn9KfiPZ9uXDJJpfHH0NTjxJRhfcKO1EhiFMlJ\nAvbdvwlvHh8pOW4Uhy8OCl/cumpqxO2593vFdP1qifHIzX/co2i7v5dexDc2zTF5NOp57UgdHvj3\nSVxo7oXLKyLNAO9lYARr84Ji3fsLRnO3tPC+7/r5+MqGWRG3H57mYLRNxZuzA8CqEm3yywMmpvCN\nVtbPKfQrShqNU3YwfPqyKUH/zm18q5Z8J+u7AQB//twKU5wETo9PV0PuJEEynP/v1uUGjoowAzHA\nYaW0hk4NRighN/VIzg49fQI/tnwyZhjsPPdQ5I9QyUt3rdH1/gGPDx/Kvf60QE3eTaJTTnkTNUQA\nuhwjVYB44+3991+l2mvlcHvx8sFa3LZmuqLJiYtmKBWt4EWn80xQm4sHWuW6n7e+uQ5ZaclwekQM\neHxITRaQkZqM1l4Xbnuq1FQpdj00dEk31NY+F9xeUbNYSSCnG3sAAN/cNBsTxqjvu6eEE/LCN5zI\nSzjcXhELJxkjbgMAO861AgA+t2aaojrZYPBrKbjgCyV+BsPlMS5aPRx+bWeHiOzxqOPYbGv6e/F2\nQqEik3qp6XBoXqzz8/WWZZMpeh0HcEfH/derT+lUwlHZga3n/vILOV1u3gT1a41p47JQkJOG35ig\nSM61F6jmj1CK1rpXYLCn65IQGgfhMOoMJeMvBD1OqTBaixBAY7fTX/fH4UIShTnq0wZ/9d55PL27\nChPGZCpK1+ALV6U1GkflyKZDRWuL0QJf4KQkCVg8OfiFaGRNmRnwVJVp47KlyJ8BC+lm2UM7x0SH\nAP8MrQac22eMocs52yQZvJ9dNV3zPnid5NC0T33jGu24fCLy04w3vkSR+WuEQv0GHq+1Hn9eO6In\nOheO7PQUdPVra17v8oojxIuI2IVna5jxe7m8PrxyuA6A9rTPx3dU4JCclTRfpfF3qqEbNR0Ow9M9\nObzmj/ccJYhg8PXiraumad7Ha0fq/NofGy2sNaczPQi1HQ584jFJRl5tvQRj0kJCHOblPy73/VPr\nQa3rdODp3VUAlKdbOD0+CILyBc3rclTy8mGF3IkQqOA9tr6+cbbFI9HOBVnNkJ9zRhjxvbLzQ2tU\nTgnc+FMqRhF4OjLG4DIoysn5w4flAIA5xdq/M69pyQqyAEuAy0kTLo/PlMhfq1zPBwDXLgruNOOR\nPyuEwhhjuCgraU4vMKf2QxQZphdqy1jg80iwc5mIPb7xgiQcZEYPvvKA9hBajcvjdYPlM2rO92d2\nV+HG30tOHLOyJyjyRyiB14bqcUJwww8APn+5ekezUVkYpkb+BEGYCuA5ABMAiACeYIz9ThCEcQBe\nAlACoBrApxljnYL0rX4H4AYADgB3MsaOBNu3mZwPkAZfMU19HZzHJ2JGYbY/Rx6QlNxC9ZoKx4P/\nPul/nKVwUq9q65dUtBRsW9Hah53npXS3wDz6RJkCH3n7DABgTGboyAM/FrFoDAf2TOIF+Vp6eQ2H\na3BoVQlUQk2Hw59aG4nh853Hx8AYkG7QQifwOOqJAlW1SVLkBQE1f4lyLWnFqFTl4TTJyoK/+Y+l\nIc8xK2t9Sqs6/I/NMj7dPu01wLwui6emErFLl8ONfZXtAIApJqQQ13cOAAB+r6P2Mz8rDYU56Tj0\nwGZV7ztcM6hhcPfV8zR/fjio5o9QAl9j5aRrX3fMKspGekoy3v72eqOGpQmzz3QvgO8yxhYAWAPg\n64IgLARwH4APGGNzAHwgPweA6wHMkf/dBeAxk8c3AsaYX5Xz7W+tV63+xICgEYn8rFRNtVN7yttV\nvyc3I3WI4RmOq361Q/X+RxM8lSVcc/t4qXfh55wRaao7zkuFyGbIz3O6BzzqUogCjG+9zdhDcV2I\nCJFSfrvtPIDgDbFj0XkQC1S195ti/HABn+Lc0PMunyeNEElSyz2vSh7gd0xcBLi9ouYFrUs2/ibl\nm1PzSxhHc48U5f7mptlYO7vQ8P3zrJJZRdoj1ANuHzLT1J+L8+XSg7M/uQ7r5hj/3QDAK8ppn2T8\nEWFwG3C/cHpETTWvw9G7njD1TGeMNfLIHWOsF8AZAJMB3AzgWXmzZwHcIj++GcBzTGI/gHxBEKKq\nMR3ojQ2MhKk50JIne+iitrZjQFPkb4GGeqgd59QrCJmhDhYPXLOwGCUFWYoiXCzGEveGp8Dwhaxe\ngRbGGN491QzA3JSvvRXtilOUhGHxM56SptTJEQ4u6nTn2hL8+fZLde2rR1YJHpMVEEmOE+eBVeRn\npqLboa0uLRw1clF9XpiovsfCtM/aDimaorb+KRKMMTR0DeA/nz2E0qqOIemvauARPz3S/kR04G15\nzHJi8LRIPfuv63Roqm3l2RRmpLNy/GmfMV7fn2h8+vF9frHEWMDvLNQ4J7b2ulDfNaDLqR53gi+C\nIJQAWA6gFEAxY6wRkAxEQRB41eNkALUBb6uTXxvSF0EQhLsgRQZRVFQEu92ueBxn66VFxv7S/ajM\nGjqRtTpE3LNTuiF/dWk6Svfu8vf7qqqugt1eH3H/R48exYDLg6aGenQ4RTgcon98e8vb/I/Lq6Vx\n7N69G9mpoX/OLO9gH6hjx45hoCbySdcgpzu53W40NDTCbu8Iu/2lxckjjqHX50VdXS3s9uCGZF9f\nn6rjHqucqxuAV2Rhv0tzv3TBnzlzFmO7y6M0suDw497tYvj2dseQv1XWSFHM0yeOwVmTjPM10jm2\nd+9e5Kcrv2lXdQ/WDO7YETkyfEa+pkpLS1GVpexzuCfZ5XIpOo/q6lzweL3+bQ83S0bWiXMVsAt1\nij4TAMq7pO9WVlYGNErTn1u+8fe11cNubw0+XlFEU3Oz4nM+cLsLAb/DmHRaXAyn0+FBQ0tb0GOr\nZ545Ix/3s2WH0XYh+Hl5Wp6HD+7fh5y06P82uanKrjGleESGL783bF5o7Vd1DPkx59fK+TMnkdF2\n1rAxEsEx4p46U6xTtE5Ry4kGab49fOgg6rO1GYAHqyUjTu13fOOYtvcpgR/zk23SuX7yxHG468jZ\nYTZKzvWTbV4cqHLhQFUH8jrPR2dgEWhxSGvByvJzsA9URtxeFEXU1tTCbm+Gy8vw/7ZJc3NfWwPs\n9jZNYwhnw6ghKsafIAg5AP4J4DuMsZ4waXTB/jAi3MIYewLAEwAwb948ZrPZFI+l/XAdcOI41qxe\ng2nDlDwD637u/vQmpCYnSSpQ772DGSUzYLOF6fG2VXrvsmXL4T2wD3NmTkdlWz/afT1Yf+UGYOvb\n+OZVc2CzzQUAVOyuAs6exrp168LWm71UdxhobJL3vUyRvGzh7m2YNi4TdZ0DmDRpPGy2JSG3zf5w\nK4oKi2CzDY14pGx/F5OnTIHNtijo++x2O9Qc91il8MxeOD0+2GyhU6+q2/qBXXbMnz8fthXB+4VF\nC37cn9pVCSmQDnx8xWS8dqQeYwrGA3UNWLdmFeYW56Ju/0Xg9EmsXbsW48Okvg3Hd6YZ2HcIj922\nArZLIgfeO45I19Tq1asVF/K39rqAd7fhi1cOXhPh2NV3GilNtf5z7tT2cgDn8LH1S2FTkaqZV9MJ\n7N+LJUuWwDZP8jl1D3iA99/DgrlzYFs3I+j7kna8jQnFxbDZQsuMf+EvBwD04/Y102GzLfa/Xiv/\nDpevvVzV75AwbN2CDm9q0PlEzzzzzDMHALRi/RVrR6gvc87vrADOnoVtw3pNmRm62LoFvR4YOo++\neKAGwIkhr735jXW4RIWkOD/maRVtwP5SrFyxfIQYGGE8uu6pW7egMCcdN1690dAxcVoO1gJlZVi3\ndg2mjNXY8mjrFkwak6H6O3rltZUZ6w1+zLuP1QOHjmHF8uW4TGOPV0I5Ss71p58uBeDCjz6yELYr\ngt+Xo015Sy+wcyeWLF4E29JJEbdP2vYOpk6bCpttAQ5UdQDbJCHJR+/YrDnbhNswatZbwTD9bicI\nQiokw+/vjLHX5JebBUGYKEf9JgLg4aU6AIFdyacAiFrM98YlE7GlrBGVj9yguc+X1yfJYwemR/Da\nk/2V6uv31Ka1HavtQlufC219LoxXoEjU7/YFrxFLkACFw+3D5AgF8txXEUs1W+PlxezW76yHT2R4\n7Ug93pTTI/RmrvDeaCUGN9INZLCVhDZlTd4yJVR7DjUYUT/Y1O3EdrlP4GUlQ0WiEuRS0gSXWL9t\ntfb2GsBQx91wCoPUX3KMqOHQAk/Z/lIIZ4NWqmX10O3fs+luhN0i15FZkRJLqGN8bjo2mSgb7xH1\nCaIwxpAkAGtUOhH4dZJtsuIsb/GQFaIfKBF9dl2QImN3rC2xdiAB6KkR75ftgNe+tlbXnGpUFYmp\ns7qs3vk0gDOMsV8H/OkNAHfIj+8A8HrA658XJNYA6ObpodFgS5n0UVoNP2Cw0WrgD8TVQ7Uoh/KF\nqVJKZQPzKxtmRdz2mNx+4ozc0DsRqWztQ3YE5abh9WaxAG+4m5sxMmo8OV9fM/qTDVLz9SljzWk8\nDQANXVJ6dZKKmSywxpFL5OcYcLN2efTXfR26KKVW33/9fNy8LIR4UAw5D2IF3mpBj+HN+zOGIpwA\nktvf5y+613i/ST1VPT4RSQJ0G37AYCPi4jxzeqsRxtHS6zLVcOEtbFI0ro14z8hZKlsHvSmvycy6\nXjj9bmlhbqbAGaGeyfmZMSO453B7/S1HnB715yPXE4l6hkkIzB7FFQBuB3BCEIRj8mvfB/AogJcF\nQfgSgBoAn5L/9jakNg/lkFo9fMHk8RkOX0iKAQu9t09IE9hkDYtpl0eEICiPOnGxj09dNgWvHQlf\nC/X/npdUTR+8aaHqcYWisXsArb0uLJmSb9g+zcTlFf0LwEjE0tr9L3uqAQAF2WnockiNxacXZOFi\nu0N3k9+/7a8BENywNIoLct8opWMdPv3z4v9IhrsSuDdPjwHCGyxvXlg84m8xcu+KSVwe/cdeDkpg\n9YxxePKOywAAW080YXZxDpaEiQxv+OV2vxMh2gsMvniYXqDPUTOc6rZ+wxthh0qZJWIDLlrU3q9N\n2EfNZ6RqvE57ZSEstQJiR+Sm8G9/y1xZ/Dq5lYXavs6EeaQmC1gxXX3AxEj2lLfhtqdKR7y+SIMQ\n4593VAAIrz6tBr2ZaKae6Yyx3Qid9XRVkO0ZgK+bOaZwlBRkaarJ8QVYetyTXZSbjnNyxI97Ya+Y\npV6m2On1ISMl2d9zKeg2Hh/mP7h1yGu5ESax14/V++Wh8zKNOw0u/9mHAOJDPZSH4ScpTvuMJfNP\nIlABzeURkZ9lnsFmJDyqOH2c8sVv4NF3uKXG4EZIc/PIUZcOxUme2j0uy7y+iKMRveppwKBM+11X\nzkSe7LD49Mqp4d4CYDB6bAXc+MswWEnT7RMN68s34PEhJUmg3mcxDk/T59kUZjCohqntXODrIqWO\nVk591wBSkgQs1LDYVgNX+TRT3doofCLD8bouTMjLiLh2sZKndlXi4S1ncOyHVyNf5X1RFBk8PoaZ\nJpaeKCGY4Vf2o2v89xk1jMtOQ0e/e6gSuAaM8lOSmyOA6nYHrpxbpPp9fPEBDC5mAm+Y/LfK0ZBS\ncLI+ckrmcMMPQETvb79r0JgMlY4ag7aOahiT6uG2n2vBlLFZqOnoR3WbA+39LmxeIEVp5ozXVndm\nFTzK9LFhvQmbepyYqKPNg8PtxcIfvqtrbErh30Fxq4dhE15Lj1OTbHgwvvHCUQDQ1UPqx2+eBhD+\nGh8Fl5PhGFFvyaMSWhwBmxcU48+fW6H5s7XijzanGmtYVbb2a/JKB2PA4zPsGiPMo6Nfyvz43Bp9\ndbPh8PqvMW0rT4930CmuhiQhOjWn/bIz0cx2EkbQ2e/G8p+873/+q08txScuDS5CxxjDH7eXIyM1\nGQ1dTiyYmItrF09AbnpKVDIdHt4iCdK9WdaI21Wem7x8Sm8Wkx52XRhU/q762Q26j1luRgrWG9in\nUu96ImGNv+E923hUR0suL8+HBwIEBAImLF6En60yJ18Utf28px+6NuKJerpRqus69sOrg24b75lq\nLT1ObD3VhB++firkNn8vldIbw0VVA4mVxXtjt+ThDbbIc+iojQg0/P7vs8s170cJ/siHipttoDOi\noq3fEA/Yyfpu/2OtXkYeQQaCCyLEYs1orMAjpnoWeP6ohIqFKXc+TBmbaUljZ37+G9lDj4veGBW9\n4KnlRGzTLht/ehwokfCI+mr+tDZRP9vUi7FRyKbgKXmxzqmGocGA775yHN995bji99/zapn/8bWL\nivH47ZcZNrZQzCtW38eUz89WOp+q5f6S91w7zxBjecDtMyTTw6j1RMLlc4T6DXlBsZJI23CCGn8B\nCxGHP8qh7nA390qKiOtmh/YWfPflwQu/+tEbUf3ojRELv50en7+uazSqW20/14JVj3wwwvAL1VIj\nktKg/5yJEeuPR22Dyfx2D+hvlv3NTbNx05LIMsZ64I17lU7uwyff1h4nxmXrXxQ0yT0x//dTSzVP\n8JWt0ne5fnH4lhOjIZJuNDxpgkfvtOCvR1KxsOTnn0+jg00vX/jLQQDGCc1wcRYA+KgCCfJI1FiY\nEjtauffVMpTct8U/5xgBYwx3PHMAgHYlTiV4fCJSkwXNc6SWJuqMMVxsd6DexHTWeGOnHI164cur\nde/r3VPNuvdhFnwdo0d8UQ/9Li8elNePtywPIeCmEqfHp9oGMJPRt/JXiSgyzPz+2/7n1ywaKdgA\nhF/3ewLSPnlue6Anu3vAjbTkJNUT56b/lZr/hqvj+qcs6rJgovJUn76ASMVolPHmCyuObV4R/vqF\nVZr3FytqU5xepzQxmiV//d1r5pmy30C2npJ6V2qdDBu6nbg6iLiKWrjK27Kp2gWK+O8RSpI6xk6f\nmIKnfeoRKdFi/HEF5vkT1Xul9dI94EGLXKdllPONZy88eNNCQ9pHtPZJ4/vFJ0P3iLUKxhg2/3oH\nKmSnixK+ddUcdDvc+OK6GZhekA3GmGHz+umGHhy62IF5xbmoauvHzKIczC3OQU56ClKSk/CDf53w\nZ5kAknPy1lXTDPns3oB7Oe9bagZen+hvh6Dt/XLkUMU1ur+yQ/PnqYFnfX1GQZ2w1TyxU2osvmZG\nAcZkpmJWUTb+/LlL0TXgQUZKMjJSk/Dsvmo0djnhYwzfv2FBUMGmkvu2qFozamXJlDGa0tD/uF2K\nxE7SUcaih70Vg23ZJhgkeNXj9CLDwDWbXg2KhDf+fv/hhSHPhy8oldwgAiN/nqA1f4JfhVMNE8Zk\noKqtH5+8dAreKgve8eKahcWobu/HO99WrobFQ+q/NPjGfqqhO/JGJvOQXHsFGC86MzxV2Cp4mk8w\n5bX/1Ljw4zUdmxfoW0AwxvD2iSZcs6g47GKciw2pWYDx48+NLbU9MIPBVd70yC/7leJGYRTdbPT0\nTeJoSfv84KzUWnb1jOg1dG7tdeH2p0txtqnX/5pRzdPbZGNyqkHtWXgqs9WCC8Go6XCoMvwA4Pcf\nSPf5Z/ddVPyelSVjMX9CHi6fVYBN88cHTVG/759lePFgraqxfDJEjZYWGrukKOIDNy4I29JELx4f\n01zvBww6yNXso012QBgR5QrHYVlR1GtRFoAa0lKS4PaKSEoScPx/rvG/Pj7AQLnn2vmK9mVmiy/u\nkNs4b7wmBVUe+dugQYPDCKraJDXyl+5aY8h1xTNM+pzeCFtGhgRfDMAnMvx2m3RTuPe6+fh/V87U\nFGYOTFnyR/4CFjMur09T/5iC7DSkJgthF0YVrX2qF661nVJKj5oea0o4WtNl6P608MyeKgDAtrs3\nGLZPf9ZnjNwbRHkgwdIetRasN8lN1/WmDr12pB7ffeU4vnfNXHxj05yQ200Zm6lKnCbwTOXqdkYI\n9fBrS09tAb+MIimtxorzIJZw+4VPtB9/LZG/ErnFwrRx0TNuTjZ0DzH8dv33Rk37ue63O3G2qXeI\nc4ufWUZJ1fPskFgsC+BRzmVT83HDJVKqdUpSEnLSU+D2iWjpdWFCXga6Bzyo63QMibqp4WB1Jw5W\nd+L5/coNxkgYIRwRyLYzUurexDHmqj56fKIuB41Xg1roX/dWA5B6vZlJj+xM/OxqY6KxWmjsHvAr\npXNmFGYjMzUZp00w0sbnpuNSE9soVLRKxtP+yvYIWwZnTGYqJo3JsKQeGwAKc6RMFKPa3PB2XNzp\nHQvE3sweRXiTcwD4qi1yU/RQBHqM/E2DUwKNP1FTMbbLK0ac+NR6QAHgd7LBG04aWssNiosYRLth\nMifw+8yOMwVPNfDIbTBhB61F/5390g3w+ksmah8YBo3ISLWHdZ0D/glWKdz47pRbMqws0X/z4s6a\njDTtNxle0xtKmYyyPkNjhNqnf2GpYqEw4PYhOUmIatq7Uz5P3vn2el0pV4EGJIffd4wSe/n30XoA\nsdn02uOVfu9vbJwdtK/mcH76sUsibsMYw+7yNvx0y5mgxzcSVrU2OiePVU9UTglevZE/v4NG+T7O\ny9/N7HYGD/5bqu2yUlzkikc/HPEar0sejhFqvtlySrJZ8MyBaxaFr4MPhcPttVTpk2ekGKX+6pT3\nd0mYvrNqIbVPHfBF9Mv/73JD9gPAX8sR6OGSjD/1J5HL61P0viVT1J1QPOLyBZ21Id0DHiz98Xsj\nXjezOXg4uLfJiJqXQPx9/gzdq3YuyuIOWakjL1+tk1WdHA3O07nY4zd5JTfSQOdLRALWDG+VNQAw\nJk3H5fFBEPSlHbbIwkyRFt6xEjmOJfwtD3QYYdyAV6NE2NTjjLpRHqweXC08feiyYV57VxCVaa28\nXeXGe+d4RCn2Gry7fbKT0UDDXRAErJ9ThK3fUZZmJorMf8ytXKQunpyHN443YK4GRUU1eER9NX9a\n2rHcuGQiXjxYa3qfSS4oM7PIuhTnaxZOwNZTTdj13xvxzyN1+O22C7hidgH2lEuRs63fWY/5E4yr\n0RNgbt/iD85IafULJmg7L9852WTkcFTj8uh3SgbikI3hGRaeY8NJaOOPiz3o9ZaKARcRz6OemD94\n03R5ReSHUJoMh8srhhTEeON4A366RapvC9WnLxhdDjf+fUxaPOsVDAlm+AHKvHs/euOUP60jED0e\nVF4jcNMSfdGr4cSaVD+/GQbrKae1bxg3KMfn6lvsKUnB4zedb2ycrWrf/CrjC9yr5usXfGnpdYEx\nfaI+p2X57VAyziT4EiTs+OEAACAASURBVBqXR7/R4tFgVKWnJBve0Pn908348nOH8OpXLsdlJSNr\nCY2ob2yX57i1wxSguWGpd7HS7fDg5XODUXur0q7C4faqr/E0mqQkwVKjj8PTfM1uTl7b4YAO2y8g\nOq/8N1NbS6mFwLWbkW1X1MJTO6eOy8J3Ns/FdzbPNfcDBXOd2U/ukoRpZhbFZwaW0X1YuU5DTrr1\ncwYnoY0/niaodxJ/+dDgJMVrJQJT2o7XdmFusfqLwOUJHjEsb+nDt/5x1P/8bJPynHDeJ2bhxDxT\nVCwvnT7WH0UKRzDDTy9tvdIFZlaNQKxEbs439SInPSVoITJfTKuFC0bobZ/gF98Isgj9yB9240RA\nXz01PTUDDXBeNG3E4suIBcb2c5L8dqR64Rg5fWIK3sxXT3qNprRPj3eISIJe/nm4zt9vK5TB5FYZ\n5WSMobXXBa/I4BMZkpMEfw3N8LT2wRZD+q6Jc7IK6vWLJ+Cxz12qa19mwHsZArHnlLMCn87+e0oZ\nm5WG8pY+ze/39/lTaEFGqwVLXa80rtuiWO8nigx3v3zM74S3AgEw9YbE1wFahA55KxQ9Imx6qZGd\n4UY5BPj5bOSaW+96NKGNPz6Z5elMUwxcdDR2O1GYM3IBfb5Z3cTZ2e9GU48zqLeNN/kGJEPnL3cq\nb2Nw21OlAIAHbloQcdtIaQHjc9OxePIYPHPnSv9r9/2zLKzxV9nah02/2uF/ziN9X/3bYV03F5/I\ncOiiJA2db3BT2MG0z9hYvqelJIU0nCZrVPvLkyPTBUHOXTWEi/wFGn6A9vpCrQIOw+mUvXF6uP+1\nExG30bNI7XN5Lb0Jms12WXXTiMif0pokUZQUaQsM6BPJef/0YM+spSHS8N0qUzNn3P92yL8NX+yr\n3fdwHn3n7JBG1/+5fqam/RgNYyzkcZijwaE62viXXJtpdjsip1fEtCB9ZZWiVpG3vV9yRt57nTLl\nSq30yUHu6xcbmy0Uii6HG8seej/o37QqdWtBEATT1zPjNbbv4YKERqrihmNLWSMe31mBRz++BAvl\nekquAGuUgi4PChWp1DkIhlHX+uhdVSjggmyQZesMxQaqfSYJQ5uJa728dpe3AQju/bgoN+DVkwe+\nIML7lJxfLb0u7JHHGQmnx4cnd1biV++fD/l5Wo8VYwyzAno1Gi3iEGv+5a4BT8j+ZFrV/pweH1KS\nBN31FeEK+8dkpmJecS5e/orGGlsmLdyNgtcOasXtFfGPA5IhqlUpLtzilvPtq+bgv642OQ3IIrjT\nIUeHqiRXf1WaTvnxx/YCGEzF0Utth8PftzJc2rqamr97Xy0L+/dN84e2ZHF7tYttXf3rHbgwzPE2\nX2OtjtFsDVL7c8XsAvz9P9dYMJrYY9GkPByt6dJUVqIGl8enT5RJVFfz18uzO0xuin2uQ7puIik1\nG8Wrh+v8j1eWjMUrX1kblc8djlTzZ86+ubIl17/QylU6204pYdvpZnz9hSMAgI/+326UP3IDAGPa\nSAXCswyNUmOWoD5/mlkzqwAHqjt0qzwFtkzw+NgQBc5aOXz8rU3q6pu4/PDmBcUjUiC4t09txJJH\n8nIzUjDWIK/3dYsjqzk19zix+pEPhrw2XPJagKC5AJkLvZhNrKR9nmns8UvVD0drHcyAx2eI2pnH\nGzwFjzGG7gEPlk/X1kydnyo87c2I1N4uWTX0/MPXa3p/aZU0ls9fPh0P3bw44vbBzu9tcmF8OMxO\n6bISl0fEmMxUTS12OPxcU+u4OPD9qzR/ZiDfelFKwY/kJXarqPnjKpsffHcDZimom2nmBrDKBfo9\nrxz3G36PfOwSfGblVOzcucPgRYp2vvp3aWF266qpWFkyDosnjzFd3CSeYEwS19Jz/SjB6RWHOLXV\n4lFZp+lwSUbZ5LHB73NG8XqFdA+YFuJ+aiSMMTy85QwAYPe9GzHF5O8WDkEwbz3jlEtPlCroiyLD\nzO+PdICaLfQDAPcFZO5cs2hQQ2DquCxdtdnD4fcGvTobgHHBiNiY4S3C4xORmiwoCqOGu1C4gRf8\nM6Q3LlQpz8tTxaYVZKFqWDsH7uVTq8TWL6uSTtc40T1mr8DPt54d8pqSppVP7Kz0P05PScKRB68e\necx1RP546t2vP70UH19hQqpAjKl9tva6QqaWae33dLHdYUjElIsoDZ+4+Q2BLwK0wMD8580vPrlE\n834AKQ2DR6G1fm/uzdu8IILwTJjp5cvPHQIg9XzLSktGTYcDbq+IVTPGoWfAi6UPvRdyIR5KbVcp\nn109DS09Tkwck4kkAbh19TTMKMyOqvBBZlqyXxZcKwwMSYLyFB2uMmtEzR9jDPOKc3G0pgvlPw3v\nRODp8JGiH2ebevDUbqlfqdIm69xBoNaB84ociSjMSbe0z1kkHvnYJaanNsYjuy60+fsemsnx2i5d\nfVV5k3elC/oOOXqkNysrFC6vD9Vtg+s2vaU/SgiMhJnduzASAsxL++QlKUrPly0nGoO+Ho1jxEUC\n01KShvR8be11GSrUVloplSSNiVKEWQkJbfy5vZEbl0b6/f+8owIfnB3qvf/FJ0YuTNX2NHPIi+hg\nC7+x2WnIzUhRdTPsc3nRIvdgu3WVtpv8cMMPAD53+fSI7+MT/oEfXBVSTTJcAfJ/v3ocLx+qC/7H\nAG7Q2aMuFLEkLNDjkg5SqOajWlXfcjNS0KtzEQ4M3uCGR6v4zXzWeG11I3xvA57Q14UavvHC0cgb\nRYAXhS9W2LsnnANpythMCIKAAhXzxBG5LkErLwyrnXx2X+Rm1oIA/OtrVyA3IwWVrf0oyElTpTY8\nnH6XV3dPTq+PqfISzy3OMSw1PDBlN9J8rLQFznW/3SXvT3l9h8PtQ1pykmZ1zkMPbNb0PrOZnJ+J\nnHR197pEoiaM49kouIL58NRgNXBRJqVZDNyASDbpd5/3wFZT9huOuk7JWfiHW5dbfj6bGfnjzgil\njiieErxudiHuWFuCnPQUFOWmYeo4YyOjrx2pw90vHw/5dwaG8pY+9Do9ONPYg8tnFhj22dzANdKx\nGtOCL4IgPAPgJgAtjLHF8mvjALwEoARANYBPM8Y6Belq+B2AGwA4ANzJGDti5vjcXlH3IqBSTjm8\nddVU/OOApByYFyQ9Qq0yYXW7FO0LZpwOuH2qimkDFdIA5YuQ4efWjMJsNPc4cfqh62C322Gz2RTt\n51ittEgdF0aIRSpAHsmGX2731zhGwqiGnCGxOO+zz+XFt7ZLx2JeiJocrcfA4fYpjjKEo1l2MAz3\nKnbLKZZ6buaMSYJKgH5J++QkAT6R4YEbIwsfheLfR6WawUj1NuG+8bRxWRiblappMcCLyN/9zpUh\nzwdAik55fAxldV3ocnjw4bkWvFBa4z8GamAMuOWPe4a8tm52IY7VdqHP5cX6OYV4/kurFe+vrc+l\nW6be7YvsxBuyvVfU1WSdozZN3enxRVTTDdznsQevUbzvp+VI4WjD4fbiyrmFkTdMUGYWZaNYZ3ue\nSByokqIW37tGe92x2j5/fHu96tPB4NkWnP8yu62CDK8x1yrKZjRmrGYqW/vw1z3VAJSvRf62X3JC\n/urTS0M6tfVyvrk3pOH3NdssPLW7Co/vqMTjOwaz1PbJJSZGsHhyHk7WK1flD4dRfgOzI39/BfB/\nAJ4LeO0+AB8wxh4VBOE++fm9AK4HMEf+txrAY/L/psAYT/vUt4jMSZcWfp9YMcVv/BXnjTTMCrLV\nRf62lEmegmCLmj6XF1kKBRJae0eKGqyfHflmGuz8qu1wYNWMkf2rIrFfDnmHm/hDNR3lht/ta6Zj\n88JipCQJEAQpnfa1I3V483gDRAZ8/wbzVMFipcn7zvOt/sefCJHeqrXmr7VX/yK8sdvp/70Cf8qv\n//2I3/M1XaNiHP8N+PWgVwGTGz16VA15c2A99TatvS4snaqtDrK6TXIQRRIrEAQBaSmCv/fc5oXF\neORjlyj6DI9PxL+O1GPbmWacbuzxe68DuXnZJL9A1a4LygSgOF0OD3J1ilV4fUxVw2+XVzSkeW/3\ngOTQuPvqufjWVXMibu/0iBG94dxr/uX1M0xPEeLz7dcU1uZYQafDgzGZxhsAo4WOfjemGxwhGQ53\nkH9Ch/qiV1RZ8+fW3wImFFyZ98GbFmKW9yJstsjXrl5ae134i2wULdc43xuJIAiG+7KHBxki/XaM\nMRyt7fIra2pVB1XCc/uq/Y83zR+Pxz63YkgU7qkgzrO/qXBiRiJZELCyRHuGjBmYavwxxnYKglAy\n7OWbAdjkx88CsEMy/m4G8ByT7kj7BUHIFwRhImMseEKwRgKtZiMifxWtfRg77CbNi/UD6+HU9DsR\nRYZOOVISbGFZ2+lQvPjddkaa6DJTk3HmJ9cpHsNw+EJBy2R84yUTI/YiDKf2mZwk4Ce3jBTU2DC3\nCL/7zHLV41GLVQkaW0824it/Gxn8PviDzSHTHrWKtnT0u0ecx2r5zBP7/Y/5jeX2p0uHGARa0z45\nTlk0w4hFgdqa2UCMaBMBSGm6fU5P5A2H8dCbp/HMHumGNdbg1iaBpCYn4dMrp+LTK6eG3e5Tl03F\nhl9uxzKVCxuXV8QUncafxyeqEsWRjD/95w9foCqdi51eX8SmwT0D0j1jRqHyVFgeJVEbmeGGptVO\nrVDwhvbH5RpNYii/eu8cuhwe/3loFtxY0iN7/+g7UsmI0j5/XMHXzOb1X7yiBDt2RE51N4KVP93m\nf2x1yifA1zTmXvmrIwQKHnrrtN8gBsw9LlxzIJwaMwBMHZeJXf+9ydgPZ8Dxum7DWzbp/fWsqPkr\n5gYdY6xREASu5zoZQGDH5Tr5NUONv0BcPv3GX1pKEtJSkoYYlUVyGgbvW6e2gWil7NEPVfBaOUwA\nJhS9Acbnfp3KdrzZsBZlzbqugYg1WklBPFED8k3t9jWR6wqjQTSzPgfcvqCGH4CgfSQ5WifQlGRB\nc4pNsMxB/tKUgBSXpz5/WciaTyUwSJLjACIuopWw737t1wQvFP/KhshRk3C/yYDHh5kK1BwD+faL\nR/F6QINgo1ubaKW5x4nXjzX4x3bn2hKsm12I1TPH+VPNfSLDxfZ+pCYnIS8jFfVdA/5UYa14VNb8\n6ZWt9+9HdkSMzVZmvF5o7kVGBKNzzc8kVeRQfTyDwY04tQ4R7pw00+Ouhy45snpZjHnMY4U/fFgO\nQHK8mMWF5l58KGsaGNGjTEnkb8Dtwy/fPQfAaGl84GjNYJ10tIww7sQAgPf+68qofGYkjK754+0d\ngMgGFifQ8PvCFSXGDSYInf1uLFSQ6l/bMTKzRS9cVXz5NGMivkZpUMSS4EuwbxT09BQE4S4AdwFA\nUVER7Ha74g850yDd8EpLS3HmogutDjHs+0X5CqmuroLdXj/ib++fltLcjhwZFJA4vH83kgTBnxY2\nU2gZ8Rnl1dIJsXv3bmSnDv3q37VL+7xxmjS20+3Szf3YsWNoKR9ctET63nxRMHdsEo6W7gm77XA8\nHg/q6+tht0tRm8PN0nFbnOeB3W5HX19f0M9vaHTB5fIN+VtrpwMiCz/e5mYXHAND3/f1DyQj19PR\nALu9NcQ7zafXLZ0DFy5cgN1dHZXP3N84aLg/fU2W3+va19eHHTt2DNn2Ys/gQjHw+J2vkc6xvXv3\nIj89/GK3srUf41Ocqq4lzqla6XMun5SMj89Owz07B3DmzBnYe8vR1OhCbirwh6uygZYzsLecUb1/\nAKi56AZjDGfOSwue0r27karBE13eFfxYRUIURTQ1N/vfc7BJ+n18HbWw20f2IgvkbL10fPbt34+K\nrMHfQWQMDrcPrY11sNtHtnzo90jnXXl5OezeQQ/168ek6+Lq6Sm4bUG6pt/MDFIwtDfSX/dW4697\nqyO+zyuykN8h1DwTSH2jE153+Hk8kH63D00NwY+5Gmp7pe9bfu4s7N3lYbf1iQznmx3ISA593g0E\nKOGO66+C3a4sKtHllMZRW1UBu68mwtaDHG2RzuHGixWwewY/S8kxjwY1fF7rrIXdbpoPOGYYftz/\ncdaFd6uHinBNyhYwd2wysgLWDIW95bDbw59/Wtkvr5cm5wgj7jtK6ZPvnxumpCjax47awUyI/Xt2\nafrMcNimpuAjM1PDrmOM5Iy8fpuel4SGM4fRoO0WaCh9fQNo8/Qb9t35d7xtQVrEfTLGcLqpH3zJ\n/9frsgG0mvo7bCoQ4cwPfZ8RZdGZablJho5DFEWcvSg5Q+dn9Biy71Py2uPAgYNoyNXuxLTC+Gvm\n6ZyCIEwEwO/AdQACXVhTAATtwswYewLAEwAwb948plR4BAA6j9YBZcexevVq3LvLDgBhhUtEkQHv\nvo2SkhkjcsPveu4QAAcm5GVgxYrlQOk+AMCmjRulDbZKOdBXrFk5ohl7xe4q4OxprFu3bkT/nHb5\nfXfecAUm5WcirbwNOFiKZcuWSTVTH36Ah29ZDFukiJi8n69fuwS2ZZPDbzuM1J3vYdKkSbDZFsMn\nMtwp92H5/NWXYvXMgpCCL1vby3Cup2XI3xrkcYQ7zm+0HMNFR8eQbfrl9937GVtUpJhD0dHvBj58\nH7Nnz4btihlR+cy2w3XA8eN48xvrcElAW4dgx/1UQzewdzeAoce4bv9F4PRJrF27NmzEbd3PPwQA\n7G/04cVv20JuF4rafdXAqVOYNW0y1qyZBezcjnnz58N22VR86b234RPD//ZKOOQ6B1SVY/LU6RDK\ny7F5o02T5zavphPYLzX5VjOmpB1vY0JxMWy2ZQCAD18/CeAi/uPqyyOqVbYfrgNOHMea1WuG9JPi\nNRJZ4ybAZhupENzt8AAfvCedd+sGz7tc+7tYVTIOT965UvH4o8F7ywZw8x/3ID0lKWhtYCi+f8N8\n2K4MHkFVIiz1cv1htPv6YLNtCLsdY8yvzllQLM1teiir6wL27MGKpZfAFqHdx7dfPArAgemFubDZ\ngnv/95S3ASjFjZdMxC3XrlA8Dn4ejZ86Azab8n6yd8rvu3LlMqybM1gHrkbMy0z2lLcBe0uxasVS\nrJ9TZPVwTCfwuK/86Ta09o5UX27oZ2joH/q6Wb/VT7ecxpNlUmr5i1+zqVJfHF7/BQCrF89SdH52\nHq0DTh3HQzcvgu3yEsWfqZTAwxWNc/2L90vH4qFPXoYNc2PjPM47sRvjctJgs60yZH973z4DoBKf\nvXoVFk0KrX79yqFa3PNqGbjhd8fl03XPw+FgsoN1JcJHkZP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VYWWa8l0NusNR5w8ev8+Q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\nK2+0nPG49PZ70bSjdXLgjOaB4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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def round_to_frac(number,roundto):\n", " return (round(number / roundto) * roundto)\n", "\n", "tank_05round = cent_sh.df.CENMET_PRECIP_INST_625_0_02.apply(lambda x: round_to_frac(x, 0.5))\n", "print cent_sh.df.CENMET_PRECIP_INST_625_0_02.head()\n", "print tank_05round.head()\n", "\n", "tank_diff_05rnd = ppt_assess(cent_sh.df.CENMET_PRECIP_TOT_625_0_02, tank_05round, ['2014','2020'], -2.75)\n", "tank_diff_05rnd.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yeah, that doesn't really help at all..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Unexplored here: \n", "\n", "1. Does it vary with season (i.e. rainy season v.s. dry season)?\n", "1. VARA and CENT SA have a horizontal pipe leaving the stand pipe well below the sensor. Is there a range (e.g. 400-500mm) where this interferes with the accumulation measurements?\n", "1. What about sites that don't use a tank gauge? CS2MET, HI15, PRIMET?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Accuracy of replacement sensors\n", "\n", "Many sensors were looked at that are unsuitable. For example, during heater malfunctions the tank slushes or freezes solid around the sensor, and weather exposure to the sending unit is unavoidable. Precision has historically been similar to the CS2MET and Primet gauges, ~0.01\", but few tank gauges meet this requirement. \n", "\n", "The table includes key examples, but other sensors assessed include: Campbell Sci. pressure transducers (>0 C only), Omega engineering pressure transducers, Burkert guided radar, Drexelbrook tank levels, Morrison Bros. tank sensors, Madison tank sensors, ABB, etc.\n", "\n", "The top 7 rows are currently in used in some form at HJA.\n", "\n", "When both accuracy and precision are provided by the manufacturer, I combine them. The shelter and stand alone specific numbers represent the error to precip measurements, converting the error the sensor would measure in the tank into real precip.\n", "\n", "\n", "\n", "|Type |Sensor |Mfr |Accuracy sensor |Accuracy in SH|Accuracy in SA|$ |\n", "|---------------------|------------------|-----------|----------------|--------------|--------------|-----|\n", "|X |Provisinoal Data |GCE | |0.1951 mm |0.0872 mm | |\n", "|Magnetic level float |**LTS (current)** |MTS |1.292 mm |1.073 mm |**0.3597 mm** |X |\n", "|Magnetic level float |**LPR (new LTS) **|MTS |1.029 mm |0.8549 mm |**0.2864 mm** |2,300|\n", "|Cable level float |PAT |Stevens |2.896 mm |2.407 mm |0.8063 mm |1,150|\n", "|Tipping bucket |TE525WS 8\" |CSI/TXInst.|0.00254 mm [3]_ |0.0009 mm |X | 408|\n", "|Tipping bucket |**TE525 6\"** |CSI/TXInst.|0.00254 mm |**0.0005 mm** |X | 376|\n", "|Pressure transducer |**Snotel** [4]_ |**Druck** |2.540 mm |2.111 mm |**0.7072 mm** | 800|\n", "|Pressure transducer |Automation direct |Prosense |8.767 mm |7.286 mm |2.441 mm |324 |\n", "|Magnetic level float |Cont. Level 0-5VDC|FPI Sensors|55.12 mm |45.18 mm |15.35 mm |Bid |\n", "|Magnetic level float |**Jupiter M4** |Orion |1.300 mm |1.080 mm |**0.3620 mm** |3,657|\n", "\n", "_[3] The tipping bucekts are accurate within 1\\% as long as rainfall rate is < 2\"/hr. Installed in the shelter, the effective max rainfall rate will be 1.7\"/hr\n", "\n", "_[4] This must first go through an extensive aging process at NRCS labs\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.27\n", "0.353620012818\n", "1.05549294602\n" ] }, { "data": { "text/plain": [ "8.763" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sa = 0.27844095497516425\n", "sh = 0.8310968078869966\n", "\n", "precision = .015*25.4 #(11.5*12*25.4)*0.000001\n", "accuracy = 0.035 *25.4#(11.5*12*25.4)*0.0025\n", "tot = precision + accuracy#1.3 #\n", "# tipping bucket 4.73 ml v 8.24 ml\n", "# 0.203516309571 * 0.01*(0.01 * 25.4) v 0.361806772571 * 0.01 * (0.01 * 25.4)\n", "\n", "print tot\n", "print tot*sa\n", "print tot*sh\n", "\n", "0.0038*2.5*12*25.4\n", "0.0025*138*25.4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Improvement from calculated thermal expansion\n", "A replacement sensor has the potential to also measure liquid temperature. It is thought that thermal expansion accounts for some of the error in our measurement, but the amount has not been defined. To asses whether this feature is worth the cost, we need to establish some estimate of how much error it would remove.\n", "\n", "### How to calculate thermal expansion\n", "This [source](https://courses.lumenlearning.com/physics/chapter/13-2-thermal-expansion-of-solids-and-liquids/) gives a pretty good explanation, but skips over how to calculate the change in water's coefficient of volume expansion ($\\beta$). This [source](https://physics.info/expansion/) corroborates the prevous explanation, but also provides a table of $\\beta$ and $^o$C that has been compared to the formulas used below.\n", "\n", "Basically $\\Delta V = \\beta V \\Delta T$\n", "\n", "More specific equations for calculating $\\beta$ from [density](https://physics.stackexchange.com/questions/63047/calculating-the-coefficient-of-thermal-expansion-in-liquid?rq=1) and calculating water density from [temperature](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4909168/) were taken from multiple sources, but replicate the chart provided in the link above.\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.000256\n", "0.000266570572035\n", "0.996729473867\n" ] } ], "source": [ "def beta_water_expansion(T):\n", " '''\n", " https://physics.stackexchange.com/questions/56649/thermal-expansion-coefficient-of-water\n", " This only really works between 20 and 30 C\n", " '''\n", " return 1.6e-5 + 9.6e-6 * T\n", "\n", "'''\n", "def p_water_density(T):\n", " \"\"\"\n", " Something's not working right here, and I can't find the reference again.\n", " \"\"\"\n", " a1, a2, a3, a4, a5 = -3.983035, 301.797, 522528.9, 69.34881, 999.974950\n", " num = ((T + a1)**2) * ((T + a2)**2)\n", " denom = a3 * (T + a4)\n", " return a5 * (1 - num/denom)*0.001\n", "'''\n", "\n", "def p_water_density(t):\n", " '''\n", " https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4909168/\n", " '''\n", " b, a1, a2, a3, a4, a5 = 999.83952, 16.945176, -7.9870401e-3, -46.170461e-6, 105.56302e-9, -280.54253e-12\n", " num = b + a1 * t + a2 * t**2 + a3 * t**3 + a4 * t**4 + a5 * t**5\n", " denom = 1 + 16.89785e-3 * t\n", " return num/denom*0.001\n", "\n", "\n", "def beta_water(T1, T2):\n", " '''\n", " https://physics.stackexchange.com/questions/63047/calculating-the-coefficient-of-thermal-expansion-in-liquid?rq=1\n", " '''\n", " p1 = p_water_density(T1)\n", " p2 = p_water_density(T2)\n", "\n", " dP = 1/p2 - 1/p1\n", " \n", " dT = T2-T1\n", "# if dT == 0:\n", "# dT = 0.000000001\n", " \n", " return (dP/dT) * p2\n", "\n", "T = 25\n", "t2 = T+0.1\n", "\n", "print beta_water_expansion(T)\n", "print beta_water(T, t2)\n", "print p_water_density(T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculating impact on measurement\n", "There are 2 potential impacts of water expansion on our measurements:\n", "\n", "1. Expansion is large enough to register as precip accumulation at the 5 minute record.\n", "1. Over warm periods with no rain in the summer and spring, the overall tank level increases, but over a long period that is not assessed as precip by our QA processes.\n", "\n", "I try to asses the range of possible outcomes below. The creation of false precip is the more critical concern, but the increase in tank level can be confounding as well as annoying. \n", "\n", "A few assumptions: \n", "\n", "1. The water in the tank can only expand vertically\n", "1. Even though there is a volume of water below the junction between the tank and standpipe which will expand, all vertical expansion is distributed between the stand pipe and the tank\n", "1. Water is always above 0 $^o$C\n", "1. Comparison is always made to 4 $^o$C, which is both when water is densist, and also the temperature we heat the oriffice to, which should correlate to tank temperature because the heating pipe circulates through both areas\n", "1. Assume there is always 6\" of water in drain below standpipe, so stotal standpipe depth is ~700\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\WinPython-64bit-2.7.10.3\\python-2.7.10.amd64\\lib\\site-packages\\ipykernel\\__main__.py:42: RuntimeWarning: invalid value encountered in divide\n", "C:\\WinPython-64bit-2.7.10.3\\python-2.7.10.amd64\\lib\\site-packages\\numpy\\core\\_methods.py:29: RuntimeWarning: invalid value encountered in reduce\n", " return umr_minimum(a, axis, None, out, keepdims)\n", "C:\\WinPython-64bit-2.7.10.3\\python-2.7.10.amd64\\lib\\site-packages\\numpy\\core\\_methods.py:26: RuntimeWarning: invalid value encountered in reduce\n", " return umr_maximum(a, axis, None, out, keepdims)\n", "C:\\WinPython-64bit-2.7.10.3\\python-2.7.10.amd64\\lib\\site-packages\\matplotlib\\colors.py:504: RuntimeWarning: invalid value encountered in less\n", " xa[xa < 0] = -1\n" ] }, { "data": { "image/png": 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EYjHEYrGqxxVFqQSwVCqF5eVl5PP5SgCLxWKVABYMBm3/PNr983vJjdUdN54z0FnA7DSA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\nAnRbqVKp1Bfby7OdNnK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os7VFvme3E7fdcwwveeNRqI1XN2y/OL+Ehz71Y/zs//6GBWOQ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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#%matplotlib notebook\n", "from numpy import pi\n", "\n", "def area_circ(d, unit='English'):\n", " if 'eng' in unit.lower():\n", " d = d * 25.4\n", " return pi*(d/2)**2\n", "\n", "def delta_vol(V, t1, t2):\n", " beta = beta_water(t1, t2)\n", " dV = beta * V * (t2-t1)\n", " return dV\n", "\n", "# this is the minimum head at the drain height\n", "mindpth = 6*25.4\n", "A = area_circ(10)+area_circ(3)\n", "\n", "test = range(int(mindpth), 760, 50)\n", "temp = range(0,60,1)\n", " \n", " \n", "def gauge_response(temp, dpth):\n", " # this includes the tank below the stand pipe (~3.5 ft)\n", " V = area_circ(10)*(3.5*12*25.4 + dpth) + area_circ(3) * dpth\n", " \n", " A = area_circ(10)+area_circ(3)\n", " return delta_vol(V, 4, temp)/A\n", "\n", " \n", "from mpl_toolkits import mplot3d\n", "from numpy import meshgrid\n", "T, D = meshgrid(temp, test)\n", "deltaDepth = gauge_response(T, D)\n", "\n", "ax = plt.axes(projection='3d')\n", "ax.plot_surface(T, D, deltaDepth, cmap='viridis', edgecolor='none')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 242, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Minimum liters\n", "62.3402211534\n" ] }, { "data": { "image/png": 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MbV6eBuXyOR1JRERSuPVH1hMwP4CQsyG8UuEVPq//OTnS53A6lrjIbS14ANba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WbdzJ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\nVURE/p+ZDTWz6WY2z8y6htcVM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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "plt.rcParams['figure.figsize'] = [15, 10]\n", "\n", "test_depth = pd.Series(range(int(mindpth),750, 50))\n", "test_temp = pd.Series(range(0,75,5))\n", "\n", "temp0 = test_depth.apply(lambda x: gauge_response(0,x))\n", "temp60 = test_depth.apply(lambda x: gauge_response(60,x))\n", "\n", "depth0 = test_temp.apply(lambda x: gauge_response(x,0))\n", "depth750 = test_temp.apply(lambda x: gauge_response(x,750))\n", "\n", "plt.subplot(2,2,1)\n", "plt.plot(test_temp, depth750)\n", "plt.legend({\"full tank (750 mm)\"})\n", "plt.ylabel('tank expansion (mm)')\n", "\n", "plt.subplot(2,2,3)\n", "plt.plot(test_temp, depth0)\n", "plt.xlabel('Temperature increase $^o$C')\n", "plt.legend({\"empty tank (150 mm)\"})\n", "plt.ylabel('tank expansion (mm)')\n", "\n", "plt.subplot(2,2,2)\n", "plt.plot(test_depth, temp60, 'g')\n", "plt.legend({\"0-60 $^o$C Temp increase\"})\n", "\n", "plt.subplot(2,2,4)\n", "plt.plot(test_depth, temp0, 'g')\n", "plt.xlabel('Tank depth (mm)')\n", "plt.legend({\"0-4 $^o$C Temp increase\"})\n", "\n", "print 'Minimum liters'\n", "print (area_circ(10*2.54, 'metric')*(3.5*12*2.54 + 15.0) + area_circ(3*2.54, 'metric') * 15.0 )/1000 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conclusion\n", "It seems that the primary benefit of estimating tank expansion would be to adjust for seasonal increases that occur as the tank gradually changes temperature. However, this is unlikely to have any impact on accumulation data, so it is not worth the expense.\n", "\n", "We can see that, at a 5 minute scale, a 6 $^o$C increase would have to exist to create ~0.3 mm (0.01 in) of expansion. A drained tank still holds 62 liters of water, or around 15 gallons. It seems unlikely that the water could be heated or cooled that much over such a short period of time given the high latent heat capacity of water. Since 0.3 mm is the desirable measurement resolution, and around the total instrument error of the LT420, it does not seem that any measurement of accumulated rainfall should be impacted by the expansion of fluid in the tank.\n", "\n", "The tank does show 20-30 mm of expansion at max temperature, but that assumes that it is possible to get the entire contents of the tank up to 60 $^o$C. This peak temperature was chosen, because it is the upper peak measured at the stand alone tank orifice. However, it seems unlikely that this temperature is conducted into the water at a substantial enough rate to heat the water to such a high temperature (around the requirements for commercial dishwashers in restaurants). The temperature measurement is taken inbtween 1/2\" steel and black fiber-glass, which are both in direct sunlight. While some tank expansion is observed over weeks or months, it does not impact programs that accumulate rainfall.\n", "\n", "The addition of a temp sensor is \\$450 per site, for a project total of \\$1,350. This expense does not seem justified." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.16" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }