{ "cells": [ { "cell_type": "markdown", "id": "772117cc67851e32", "metadata": {}, "source": [ "# Summary of Resolution Quality Checks\n", "Each sensor has a minimum resolution at which it can measure precipitation. This resolution is the minimum increment by which precipitation can accumulate. Amounts below this increment are undetectable. To ensure that all precipitation is reported in full increments, values are rounded down to the nearest filled increment. A running sum of partial increments is maintained to prevent unnecessary reduction in precip where subsequent partial increments add up to an additional full increment. \n", "\n", "This section explains sensor precision and how data is being rounded in detail. The overall impact of rounding down to the minimum measurable increment is a reduction in precipitation, however, most of the precipitation rounded off is an artifact of bounce in a flat tank measurement being interpretted as real precipitation. Put another way, the precipitation that was rounded off comes from changes in tank height that were too small to measure.\n", "\n", "## Understanding Precipitation Resolution\n", "### Understanding Digital Resolution\n", "With some instruments, such as tipping buckets, this is a straightforward check: a tipping bucket can only have a whole tip. There is no way for it to tip half way, so all precip must be in multiples of whole tips.\n", "\n", "For our tank gauges, however, this is a little more complicated. Let's use the example of a tank level sensor. The data logger can only measure the tank height at a minimum increment. So if the level is inbetween two whole increments, then the data logger has to bump the measurement into one of two bins. It will not do this consistently, but will instead move back and forth up one bin and down one bin.\n", "\n", "Here is an example of a data logger measuring zero volts. The bottom graph shows the measurement bouncing between bins. This is the minimum increment it can measure. The top graph converts that raw voltage measurement into mm of precipitation.\n", "\n", "![Logger Accuracy](../../lab/_figures/logger_precision.png)\n", "\n", "But the sensor itself also has a known repeatability: how closely it can measure the exact same height repeatedly. So the sensor number will bounce back and forth within its repeatability range, while the data logger will shift back and forth between bins.\n", "\n", "In a worst case scenario, the bounce in the signal would be the sum of the data logger's minimum increment and the sensor's repeatability. However, this is rarely the case.\n", "\n", "The precision of the data is further limited by the number of decimal places recorded. Tank depth is truncated at the tenth place, so the smallest change recorded is 0.1 mm.\n", "\n", "### How Resolution Impacts Precipitation\n", "For tank gauges, precipitation is derived from the change in tank level. As explained above, the tank level shifts between bins of data logger resolution and with sensor repeatability. Positive shifts in tank level can be misinterpretted as additions from precipitation. When tank level consistently and quickly increases between measurements, the increases far exceed the resolution and there is little or no impact. However, when increases in tank level are small or gradual, this can lead to inflation of precipitation in a storm event, or create rain on a dry day. \n", "\n", "As with the example of a tipping bucket above, precipitation should only accrue in whole increments. In other words, if the tank increases by one and a half increments, the half cannot be distiguished from the signal bounce and should not be counted.\n", "\n", "### Incorporating Averaging\n", "In 2022, weather stations were reprogrammed to measure the tank level > 60 times in 3 seconds and record the average tank height. This should be enough samples so that the standard deviation equals the data logger increment, and the mean equals the bin in the center (0 volts in the graph above). However, the sensor only updates it's signal once per second, so this only provides a very rough average of sensor repeatability. This does not change the increment (bin size) by which the data logger measures change, but it does greatly reduce the noise in the tank level by removing switching between bins.\n", "\n", "### Resolution of HJA Sensors\n", "\n", "So the minimum increment of precipitation for tank gauges is combination of sensor repeatability and data logger resolution to the tenth place. Since the interaction is almost never linear the root sum of squares is used to combine the resolutions. This number is then reduced by the averaging instituted in 2022, but the increment is still fixed to the minimum resolution that the data logger can read.\n", "\n", "Tipping bucket and [NOAH IV](https://www.etisensors.com/noah-iv) sensors have a fixed increment.\n", "\n", "Site|Logger Resolution| Sensor Precision|Root Sum of Squares Total Noise|Increment Applied|Increment w/Averaging\n", "-|-|-|-|-|-\n", "UPLO SA|0.0595 mm|0.1053 mm|0.12095 mm|0.1 mm|0.1 mm\n", "CENT SA|0.1226 mm|0.1053 mm|0.16165 mm|0.2 mm|0.1 mm\n", "VARA SA|0.1221 mm|0.1049 mm|0.16097 mm|0.2 mm|0.1 mm\n", "CENT SH|0.158 mm |0.3166 mm|0.35388 mm|0.4 mm|0.2 mm\n", "UPLO SH|0.158 mm |0.3166 mm|0.35388 mm|0.4 mm|0.2 mm\n", "\n", "For more on how these numbers are derived, continue to read in the section below.\n", "\n", "### Looking at Signal Bounce\n", "Here are some examples of the bounce we see in the signal during dry periods, but first the data needs to be loaded and the environment set up.\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "5dead2086fa3fb03", "metadata": { "jupyter": { "is_executing": true } }, "outputs": [], "source": [ "# must install ipympl (Ipython-matplotlib) and nodejs\n", "from ipywidgets.embed import embed_minimal_html\n", "from ipywidgets import Layout\n", "import matplotlib.pyplot as plt\n", "\n", "# Jupyter magic to make plots display interactive\n", "%matplotlib ipympl\n", "\n", "# expand all plots to comfortable viewing size\n", "plt.rcParams['figure.figsize'] = [8, 5]\n", "Layout(width='400px', height='300px')\n", "\n", "import pandas as pd\n", "from numpy import nan, arange, floor\n", "\n", "import sys\n", "sys.path.append(\"../../\")\n", "from post_gce_qc import qaqc, data_transfer, cross_probe_qc, main" ] }, { "cell_type": "code", "execution_count": 2, "id": "bbb35a98-2a21-451e-9664-c674a06054e2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading all PPT data from ../../config_new.yaml\n", "\n", "Load data from CEN_02\n", "\n", "All quality checks and quality assurance rules applied to CEN_02\n", "------------------\n", "\n" ] } ], "source": [ "flagged = main.main(2019, 2022, data_path='../../config_new.yaml', qa_params='../../qa_param.yaml', probes={'CEN_02'})\n", "\n", "start, end = pd.to_datetime('9/29/19'), pd.to_datetime('10/1/19 1200')\n", "df = flagged['CEN_02']" ] }, { "cell_type": "code", "execution_count": 3, "id": "5cf73345-99b7-421d-87a7-0110187eb20c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d5e15782fa664670b90fcffb0494ec68", "version_major": 2, "version_minor": 0 }, "image/png": 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g6W2H0EVueP3BMD7fvh/tgRDGlOWgotCHhlY/9rV24qCSHMtlqWlqxze7mnH4sMJo1HXeCxYAfPZ9PYJhhsEFXowtzwUA1B/oxLrqRhw8KBdb61qj5RmQ48aq7ftRnudBZaHHMH9+YhiIc5LIb68hBYQQKbJkAckcSAEhiATZsmUL7rzzTuzfvx9DhgzB9ddfj/nz5/d0sXocXunoSOP+c4JI1/YdyaQNROSG97GPt+L+pd8BAHI9Dnx+8wmY9MelAIAPbzgWlcVZAMxZE8JhhpMf+ATNHUFMrSzEy788CgDQFggq7rt40RfRf390w7EYVpyFnz6xEt/XKS3HOR4H5hw6EP9cWQ0A+OSGGYZlCHHKQ1IsIHGlQGQSIkU23u19RO+DFBCCSJAHHngADzzwQE8Xo9fR4ScLCNEzpC8OiLn7RIfQt3CT/uaOIOoPdEcS/6Jqf1QB6TDhwrozGEZzR0TZ2LaXS7c9oPnMjoY2DCvOilE+AKClI4iNu7ujutc2dRiWgZ8YxuuGl7eihMkE0u8hC0hmQ4fQCYJICbwbXv48CEGkmrRFQje5B0ukqDS0+lV/i5WFdkUUaLFcfg2Lg1aafLpaIrR2duerlT4PPzGM11ORIg1a6e73iNpAiBTTjIEUEIIgUoLaDS9BpIveNkURTaQa2vzaf3O38wfJtZw58HES+AXi/ao8eGSvWFrzOT74mxkFJJgE5YFPI0TuVvs9oi1Y1C4yB1JA+hiZHj2b0KcvvX86hE70FHw36Q19RjSRamyLWCd8rkiATrVCImPGlW6AUxACnDLS2JWmnIc6Xb2tUq3+bgXEzJYqpQUkvjoPJWEbF5E5iLZgkWUscyAFpI8gB6Vra2vr4ZIQPYn8/vtCkMJ23g0vHUIn0gg/RUnlnnGzXrBEE6n9XVuwhg+InPXY29IZcw+gVN7DTGyN4C0gndz1/V1bsOQ8AMDZ5ZGrIxDWtWy08hYQE+dQlNun4tyCxRLfxkVkDiIllM6AZA50CL2PYLfbkZ+fj7q6OgCAz+ezFGlbRDgcht/vR0dHR8oiofc0mSIjYwxtbW2oq6tDfn4+7PbYFc3eRqeJrSMEkWqCYQZHirqLaQVENWnqCISiisXw4mxs2NWMOi0FRKW8dwTCcKsEUlhAQuGolUS2gMh5AEB5nhfV+9vQHggprCUyOR4HWjqCislfIBSGURXyE8N4rRf89hqygBCi7VYUByRz6JcKSEtLC2699Va8/vrrqKurw6RJk/DQQw/h8MMPBwC89tprePzxx7F69Wrs27cPa9euxaGHHmqY7quvvopbb70VW7duxYgRI3DXXXfhrLPOSlq5y8rKACCqhCQKYwzt7e3wer0JKzO9lUyTMT8/P9oOeju0BYvoKfhtSim1gJh0w6u2CMjbrew2CRWFXgDAnmaxpyl13+kIhJDnVVpAOzlFgrHIJK09EIpO1ngLSHmeJ6KA+ENCC0hxthstHUr3vf5gGF5dCVVnQOK0XiTjHAmROVAk9MymXyogl112GTZs2IDnnnsOAwcOxD//+U+ccMIJ2LhxIwYNGoTW1lZMnz4dP/nJT3D55ZebSnPFihWYN28e/vjHP+Kss87C66+/jnPOOQfLli3DEUcckZRyS5KE8vJylJSUIBDQ9m5ilkAggE8++QQzZszoE1t64iGTZHQ6nX3C8iFDh9CJnoKfoqRyxTReC4jsnarA50RhlhuAUgHhXdCqPcipLSKA0gIi/93YlYfXaUdpbncgwYH53q50Q8KtVW5HrKU4EGKGCogyDkich9BDtAWL6EbdrgGygGQS/U4BaW9vx6uvvoo333wTM2ZEgistWLAAb7zxBh599FHceeeduOCCCwAAVVVVptN98MEHceKJJ0YD0M2fPx8ff/wxHnzwQbzwwgtJlcFutydlImq32xEMBuHxePr85FyL/iBjMmCMJWwh4tNgjCkDEXYdntXKIxn5x0Oq8rWabi84J93rka0apuqVq0+zK6byO7Py7vi79A67q7cTyRaQAp8LBV1Ry+uaO7n7uyde7apggny/ksuqViT8wXDUA1aBz6lwA1yWF1FGOgJiC4hLoID4Q2HNNiqXQREJPY4zIIwx4TYuK+9Dr42kcozpqfErEXpzmaNtSqDIytbEePor0bvodwpIMBhEKBSCx+NR/O71erFs2bK4012xYgWuvfZaxW8nn3wyHnzwQc1nOjs70dnZ/dFpbo7s0Q0EAkmxcBgh55GOvHqKTJcxGfLd9PoGrK1uwhu/OhJegbccM/zr8x145MOtWHTRFOxoaMfv3/hGsY3jhc93YNmWerx55ZHI8SgVwb++uwX/+boGr/3qSBRluRTXUvn+6lo6cfZjKzF30iBce8JBSUt3295W/Oz/fYFfzKjERUcNNbz/9TU7ccdqO0rH1eOwyuKklaO3kIx3yBjDRYtWI8QYnrv4MMMJh5+PQdPpR8Clf/8Hm/di/usbcKAzhDGl2Xjp8qnC4IF6nPig9vcjEAxF5e8MhHD+U6sAAHleB3LdkXx4C8itb36DxtZOXHDkEFz70leKtE596FP8amYl/u/YEZj76EpUN7TFWElufOUrLN0U2aqb73OCcdYEnyNSFx98W4dnV/wQU1anIGjJexv3YP0OO1zDanDiweXR3/cd6MRZj63CGRPLUZjV3a9/8dxqPHvRFEwbUaRZJzz7Wv2Y++hKDCrotrMEgkHcv+RbvLx6J/79yyMUVhwRjDH8fNFqMMbwD1Ub+dsHW/HS6p145RdHoDwvNp1E2qg8jvxkyiBcdVzyxpFkopbvxS924qEPvsf/u3AKxpbn9GTRYvhkSz1ufHU9DnSKLXS/+tca/PXHE/Dkp9vxw/42+Fx23P+TiZg6JBdA+r71mTqnSCcS6w0+CtPMtGnT4HK58Pzzz6O0tBQvvPACLrzwQowcORKbN2+O3ldVVYXKykpTZ0BcLhcWLVqE8847L/rb888/j4svvlihZPAsWLAAt99+e8zvzz//PHw+X3zCEYRFrl4RWYe4aFQIk4riGw7kNEbkMGxt0Z7szR0WwsxyZR7ysycNCuO0IenbdvFalQ0f10Qmfw8dFTS42zwLN9qwucl8urL8uU6GPx5GW9VEHAgAN38Zqac7Dwsix8CY+cS3NnzTEHkHt08OIt+tf7/8DmRunBjE4KzY+xgDrlkZudcuMRS5gboOcXvPcjC0BiPXBngYbpkUebe7W4F7vo6kcVpFCCPzGB7cIF4LvHZ8EA9oXPvFmBCe+NZ4wWBEDsPlY0K4e50dw3MZhuUwvF4V+5zbxnD8oDC2NEnY0qytfPFt+j8/2PDe7si9ZwwJ4a3q7nRtEsMDR5prz29X2/DuLmWeM8rC+KQ28tu00jDmDdcfG5r9wK2rI3X1p8OC4PSh6PudXhrGOQbpWOXf2234tDb540gqketjaDbDdRN615ij7otmkMDw4FHplaOtrQ3nnXcempqakJubm9a8M4V+ZwEBgOeeew6XXHIJBg0aBLvdjsmTJ+O8887DmjVrEkpXvSpnZBqcP38+rrvuuujfzc3NqKiowEknnZSWBh0IBLB06VKceOKJGbs9KdNlTIZ8V694FwBwyCGHYvbEcoO79dMoLCrE1pYGzftGjxmL2dOHCZ8dNfIgzD5euYKYyvf3xX83ATU7AACzZ89OWrr/2PU50NRoOl1ZfrvThdmzZyWtHL2FZLzDupZO4MuPAQAnHH88irL1NYp/710NNOwDAMycNQuD8vVPMMjvQGb69KNx8MDYMTgYCgMr3wMASJIN2dle1HWIXaNPG1mKy44ehnlPfg63x4vZsyNbfr/a2QR8vQp5Xgce/MVJ2FjTjAc3rBSmMWXqkcCGL1GW68aAHDfWd3myAoDJk6cA367TlQsAykqKcfYZUzDntDDsNgkvr96F16s2Ku4ZUujFkqumw2G34dJ/rMaW5n2a6fFt+ut3NgO7I1aUg0aNBqq/5+6UTPerb979DthVpfht8JAhQO1OAMDAQRWYPftg3TRqmjqA1Z8AAI4/4QQUctZU+f0OHCxOJ5E2uuo/G6PlTOY4kkzU8sn1kZefh9mzj+zh0ilR90UzMEg48cQT0/qtl3esEPHTLxWQESNG4OOPP0Zrayuam5tRXl6OefPmobKyMu40y8rKUFtbq/itrq4OpaWlms+43W643bEfUqfTmdbJcrrz6wkyXcZ45eP3XNsdjoTrSO0eVI3dbtfMw+PSzj8V7493y5zMtPm98FbTpTYqJsS6tzswm3Yb6r6/+9+SifvV2O3ithiCcpVVb4HJ5bAjyxOZBAfD3e82EO6yiuREzqXleLWVKf5e9fZIu8Pc59vjtHfVfeTvbI8r5h63ww6vx91Vbv10+Xrh+xBThRVz2m2m691mix03wqy7bhkkw7SY5Of+LX7nNkm/TPG0UTtX9t7ef9XyuR3W+0ZvRZYjXd/6TKm3nqTvBkZIAllZWSgvL0dDQwOWLFmCOXPmxJ3WUUcdhaVLlyp+e/fddzFt2rREi0kQKSPZ8TnkIGfxPZsZw5Gf3IcmHf7gdSBoXL/BBKNydwbF/UJ9uFpPAXHYJdi7zlPwZZD7nNcZmbjqnbtq5+6V77eKul95nLH9jL9H5AXLDOqYDa4E+zN/cN/MTnFFG4kzEGI89OXzz5ky5hJ9k35pAVmyZAkYYxg9ejS+//573HjjjRg9ejQuvvhiAMD+/ftRXV2N3bt3A0D0XEhZWVk0BsOFF16IQYMG4e677wYAXH311ZgxYwbuuecezJkzB2+++Sbee++9hA62E0SqUXvUSRSrB3f5PNP9MUzVvCGdk5/+At9O/SFjpZmPuxFP3AAtt9FqrzxhnT5jl6SoQs67lJXTlhUBj47VUHa563HZYxQHUZA2EWqvVh6BIsPfE+8iQkhVF844FRkZvs7UaYvg3RN3akRuT4WyYOvDGojV8Zogkkm/bH1NTU34v//7P4wZMwYXXnghjj76aLz77rtRk9pbb72FSZMm4bTTTgMA/PSnP8WkSZPw2GOPRdOorq5GTU1N9O9p06bhxRdfxDPPPIOJEydi0aJFeOmll5IWA4QgUgFvAdH6aFvBaNVTPY/gVzkTsZ7EA1+UcBJ9y6uDzhGJw7dTv1ULiAmLlF3l+UntVUomwE2Kwyq3sWoYAEfXFiW+DB1RBcTYAtLRZYnxOGwxFhCzsXXUir3IksL3W5EbXjOo68wh8KZlBb7OzHRPPn9+EYBf5Oh/Lnf0caV5zCUInn5pATnnnHNwzjnnaF6/6KKLcNFFF+mm8dFHH8X89uMf/xg//vGPEywdQaSPDlWsjkQxUiICqlVbfhLVk9sBOoIh+FzJGQ7VMR+IxFFaQIwVPP4dmLGAOO2S4j4zFpAwAwIGSrujqz8o43oot2DpbXmSV/W9LnuMotLuj88CIlJ4lBaQ+PrhAVX09ET7M28BMbNAoFRSu581014SoQ8bQGgLFtGjUOsjiH4MP4kRRVi2ivqDlqWa7HSo8uAnDen+kPOrocmQXSYZliRCCd9uzGxx461QZiJqq9utup3KqJUZo3ctp8tbZHilAoicI9E638GfF1FvnTJrAVGvcou2YPELB1YsIPyrONCpVECspCOyGiqVvfjPgHSYVNTiRUrZZs7UQwoI0ZNQ6yOIfowyWnl8H2p+8qDeU5zvU3rc6VBN2PiJf7p3LvGrpGYnc2agMyDJp11jdVsLfsJvzgKiUkBMHkI3UkDkbUihMItuBYpuweLOfmhtw2rntmupFQe1xUGLGAuIwRkQK4fH+Xpq6VRbQMxPzEX9L2DxHfJjCd9G+DLG45Ag0+jJc3cEwUOtjyD6MbwFIt5JOK9UqFdbC7KUrgrVlgZ+cmDmoGkySYbyJYLOgCQf/v2Y24Jl7RC6erKsZRFTT2CNti3yCrm8LUyWhVc6PBrWAtlC6RF4wWruMBeJOdYLlsgCEt8ZEN5S1BqjgFhIR9D/+H5kxgLCjyV8G+HfZbK9/gFAgkdd0g6vNLscfazwREZBCghB9GPak3AGhP/Aqy0gBSoLiFrJUVhA0jxxT4bsIugMSPKxbAGxeAZEPenWUsbVFhCjFXVesZG3grWrDqEDES9XIlq6lAyRG97mdnMKiFo2n+gMiD2+MyB8PSVyBkTU/6y+Qy0LSHsSFln06GtnQBTjtY2mgETPQa2PIPoxyTiEzj+nnijkeVUWELUCEui57RHJsP6ISPWh1/5Ih8b+fi34cx9m2pXTZk4BMeNRi4f3riUrpmo3vIB4WxQANHUpGV6XLcYNb7wWEJ/LrrvNysgCwm/hUSgg6jMgcSoyMkqPY8ZpKNuIuIypsIDoxYLpjaRCCSOIeCAFhCD6MfxqWNxbsLjn1Nsw1JHRO1V56CkvqUahgCTxEDqRfLRWt7VI9AxIp8aWPDMH2hXpcoqNXA552xKvdGgpIM2cBUS9darJpAVE7WVLkqSYrZEhC+cCAgKXwkC3tSaajoXtPaL+l8ghdD5WTKoWGmT6lvrRs4s+RiTyDUhGHCsivZACQhD9mGRMwvVWQdX7o9UTAH7vd7o/hqleGSWSh9Uo1/zk1ZQFxGHuDIjV7XU2mxTtA/KZBvmsguIMiJYC0h6MXlcfVJevGSFSKNSWSb6OjCwgyi1N3e9C3fftFrb3iBQDvkymzoDwcUCCYiUpFQsNfc0Colz06V3W2kTGYdr62vcgBYQg+jH8BCLe1UH+o66ehOjdq/47/RaQ1HjBIpKPVowHLZSH0I3vV++F12oP8bRR+VyU7NUpGt3caUIB6bIqJHIIXaRQqNPi42wYBadTbNvk+q+6aqwE9xRNPP1Ba2MD/846FYfQu/+dChfZvP6RzICmqaKjF1tAEhmHOzU81xG9F1JACKIfo/hox+kJiveCZaSAqL3d9OR2gFR7xyGSh3J7jcVI6CbalXr7hlZ7iMfFsrPLBCJbQESH0LXc8EbPgAi2YJk9hC6ygKjTClmwgCgUEJ1Jn5XtaqL65scKU2dA+FgxvBveVFtAuH/3tgm9CF4hS/eijxGJvJ/2JHoyJNIDKSAE0Y9Jxv5ohQXEIDaBeqLRk9sBUjExoX3IqcGKBYQxpphYmZlkqSeOyTqEDnAWkOgh9C43vIozIOJPcUtXf/K6BApInHFAAH0FhFdYst2OmGfbTfYbK5NbUX3z1gozlgWlkpo+L1g8vW1CL6I3nwHRUvzN7HIjK3bfgxQQgujHJCUOiM4ZEDWxZ0B4BSSu7ONGcQYkSVszKAp6auAnukZWCPVecDOTQvU9WhMhq4fQgW5XvPKzsiMGM4fQZURbsMwi2lKlTos/hM57r8pyx+Zp1nGFJQVEoMjwDivMnQExYQFJsRvedMcyige+DnrbljGteEweh3Hb7yBHIn0OUkAIoh+TjG1IiSgg7T1kAWGMpcQCoq5DsogkB0UgQgMlT60kmFnlNWsBieegq3y+JKjjhlfrDEj39Vg3vGYRngFx6VhAHLwCom8B0RszrCggogUAZZBS4zQ0LSAqD2rJnnTbOA0k1AcOQvfFMyBaWxR5krWIRKSP2NGF6FcwBizdWIcD/jBGlGTDHwzj4EG5+N/6GrT7Q7DZJEwcnI/apg4cP7Ykap7/ZncTvqxqwMTBefi2tgVluR6EGcOY8lwMyvdG09/Z0IYPvq3D6NIc7Gpsj+5bnjA4D3uaO1Ga60aYAYcPK0T1vjZsqz+AIyqLsHh9DVwOGwp8Lnxf14IcjxNDinz4ZlcT3E47Zo8vx3d1LbBJwJ7mTswcNQBZbgea2gJYvKEGpbluTBtRjLfW7saqGgkF2/ZhxugyAMD6nU0IhMOoLMrCqu37cNyYUnzw7R40dwRx2oRyrK1uxMB8D4YPyI7KsbelE0u+qUUwFMbEikh9zBpdgpXb9qG2uQOnji9Dviro3rIt9SjP92DEgGys29GIddUN8LrsGFWag/ZACNNGFGN3Yzs27m7G8WNL0NgWiJYnGA7jo817UZrrwfqdjdE0Kwp9mH5QMRavr4HDbkOe24ZPaiR0rN2FESW5CIYZGtv8OHJ4EbbuPQDGgO31rTHucWU21TZz76oddc0dqGvpxJdV+xX3jR+Uh6p9bTigOvg6uMCHt9fXRP82UkAa2wJYvL4mKteaH7ple3fjHowYkI3RZTk40BlEuz+E4iwH1u+XkL2lHntaAjh1fBm272tFOMxQta8NXqcdeV4nqva14uSDy1DT1I51OxpxyOB81DS1I9frxNa9rZg4KA9f72zEmPJcjCzJxn+/rlHsK//yh/1YtqUeDW1++INhnDaxHMu31qN6XxsKslw4dXw5Ptpch9JcD77e1YRQKAynw4ZTx5ejal8rQmGG6n1t2N3YrpD3q51NWFfdALfTjjFdck0ZWoC3v65Ba2cQ4wbmRe9taAvgHyuqcNyYErT7Q/js+3o47DacdHApSnI8+GhzHSqLszC0KAtfVu2Hz+XAuIG5AIDPvq+Hz2VHbVMHirLd8DhtGJjvxTsbajG8OAsTK/Kx+OsatPmDmDA4H8OLs/C/DbUYVODF4cMK8PHmvSjN86DDH0JzRwCHDyvEjoZ2rKtugMdpx+iyHLT7Q5h2UDEAYMOuJhzoDGJPcwcaWv0AgMOGFWL8oDx8W9uMlVv3ReUKhcPYVCthYkM7QuhEbVMHDnQGMXlIPkpyI3JV1bci3+fC7AnlCIUZPuyq62AojDHluVixrTu9l77cgZGl2ThtQnlM4MvGNj/e/WaP4reNu5uxYus+HDWiCDsb2vDdnhZIkFCY5cKG3U0IBMP4vu6A4pnapk68s6EGBT4X7DYp2vY31bTotm8eWfl0dFkg3ly3C19W7cf+rvoycwhdxuu0xx00zswZEN7C4DbYgvX+psi7GVro01XIvtrZhEWfbVf8ZrdJOGFcKZraA1i1bT+OHlkMh00SKpV82l/taMS6HY3YuLsZ/mAIdvm71NwBr9OObXsPYGdDd9976YsdGFWag6IsF77a2aRI95+rfsCPJg5Evs+JJd/sQW1TOwp9DmxulDB6byvGDMzHVzsasba6AQBQkOXCaRPK0REMY/H6GrR1BjG6LBd1LR1gTFnOjTXN2FzbDIfdhgmD8vBV19gtj0fHjy2FPxjG2+trkOtxwOdyINfrRE1jOwqyXNiypwXHjS1Fa2cQ+1v9GDcw8i0uzHLDbot86+RvX7bbgbHludi4uxmfb+/uH0OLsjBrTAkA4Ls9LVixdR/GlmVhxR4J9Sur8c3u7ja8cts+bKppRoHPhaUbazGiJBvN7UFMrSxEgc+JpRv3oKHNj5GlOfh6RyMcdhtOPrgMA3Lc+PDbOvywrzU6Pn783V6U5rpR29SBE8aWoqUjiMUbalCS40YozKLptPtDaGjzo76lE+X5Xhw7egAWr69BU1sAW/e2CtuSGevfW1/VIFQvYbbhnURvgRSQfk7VAeDBF9YpfjvjkIF466vdMffectpYXHbMcDDGcPajyzXNpVV/Pi367xtf+VoxedDii5tPwIy/fAgAOHV8Gf63oVb3/uVb9+E/XBnPmjQID8w7FA+89x0WLa8CAPzsyCH458pqAHa8vmg1Vsw/HkVZLvzo78sAAEOLfPhhXxuOGl4ULeOyLfVR2Xk5/rR4E15fu0tRhklD8rG2uhFAZKC/7UcHR69tqmnGz55eBQDYfOcpOO/JlWhTrbK/d91MnHD/xwCAR8+fjAff24LNe1pww0mjULWvDf9evVMo+/lHDMG/VlVzv9jxatU3insG5nmwu6lDq/o0ue2tb7B86z7TMQbUqBf8hw/Ihk1SHiK98l9rhM/+sK8NN722XnDFjqc2R575bGs93v66RnAP8Pn2/cJ2q2bupEF4TfUuP/t+Hz77vrudrqluUNTx66N34aPNe2PSWrltv6IdqvnpEyti+gnfv5yq7TF/ePMb/G99LXY1tqN6f1tUrvOOGIKLnvkCQKSv/PixFQAibXTDriac/9SqmLxPn1iO/3bV1blTh+CFzyPyuB02nDK+DG+ui5Th0Ip8rNvRqHi2PM+DpvZATJt9//qZGF6chdP/tiwmvwKfE2tuPRE//3+fY09zp+qqHdWvbcDnVQ3RX0pz3XjxF0dF5QIiK7LLt9bjtTXd7+e0ieWKlPa2dOLqF9fBYbPFXPvZ06uwYVez4rdFy6uwaHkVPv3tLBxz74cx5RZRf6ATV/xT3E7NMqJrAUOOPP7kp8rJeK6n2xVursotrpocj9PUPvjK4ixsr1dO4kQBAceW5yj+HlXa/Tdv9SjJccc8+/Sy7Xh62XasX3CSYXkW/GdjzG8fbd6LVdv340BnEEOLfMg3kF3mzEc+M3UfANS1dOI3L6wVXvvDm9/guz0tOOOQQbjin6u5K3Ys3PRZdLxu5dq+027D1roDuG/pdzHpleZ219HP/9/nuoFIbzx5NBhj+Ou7senIvLtxDz7dUg8A+NEhA2PGl2Xfd4+B2++ejZ89vSqq1EbTuHYGRpXm4NwnVmJf9Jod2Pat4r6WjiBOfehTnDC2BO9tqov+PmJAFu4/51D84rnVUPNF1X78etZBuHhRd79Vj4/3/eQQbNjdhGc+q9KUU+anh1fgxS926N6T4zGeqv5jZTWK3TYsMLyT6C2QAtLPafbHftVWdk3GBxd4FatK736zB5cdMxwtnUFN5UPN3gPKiYjoAwkANU3d+bzzjb7yAQBrfmhQ/P362l14YN6h2NE1aQMiK58yYQbsamxXDGQ/7IvcyytIy7eKlaW6ltjJvKx8RK4r5dywq3vVrd0fipnIARGlReazrfXY3PX34vW12FijnESdOr4Mn31fj+aOIL7ZrbwmQq18jCnLwYiSbOG9xVkuLPu+Hlv3tmLr3gNR5eO0CeUIhsNYwq0oDx+QhbHlkVX3ZVvqNRWVwiwXfjJlMC45ehiOG1OC51f9gGdX/BBz38kHlyrSN2J1VYPmtWru3euxanvEunNIRT6OH1OCmqZ2vLVut2LCoa5jtfJRlutBbXMHNqne08iSbAwp9OH9byMfc1E/+ez7+ui/RSvIe1o6sLOhW5a6lg4s557h+0o4zLCmWlwnfH3w5ewMhvElV49q5SOSh1h5/WFfKwYXeBW/yXXR0BZRWGTl45SDy2C3S9jX0oGV2xuwV9VH9jR3oq5ZmU/1/jaF8gEAn3wXq/ip5ZNRKx882wTjjpryPI+m7DwDctwKeY4tD2PcqIOwq6kDY8tz0dDqx+UzhgMAfj97LF5ds0thZRhXnoshRb7o33MOHYitew/ALknI9znxtw++j147bkwJBnQpAnfMORh/eLN7sWFUaTZmjhqAwiw3mtoDuHj6MDz8/ha8vb4GjW2RvukUbME6b+oQ7G7sQJ7Xif2tnbjq+JHRaxMG5eH/Zo1ATVMHrpg5AkeNKMbaH/bjw001aA12fy/k9I2Q28He5k58XrUfOxraopbSHfvb0JYdq+Toof4uAZEtasePLdVcnAAidZXldmBtdSOq97drjhf7DvjR6g/BJgGDCrzY0XWveoyX4ZVtPeUDAF5dsxNHd1kRtajl2t8KwfeIHwsOdFlKAGD2hDKs2LoPDW0BVO9rw/DiLE750Ef+Fsps3duqKW9dc2fMNfX4+MmWvZpWdzWysjW8OAtjB+bCLkkYNzAX+1v9sNskHFqRD6/Tjsv+8WWMpezMQwdiTJcVKBgK4UC99vsneh+kgPRzRBZ0eR/mKQeX4all3at28oHEBpODGhB7YHTupEF4+IMtuqZ7M9vm1VF35dXB/W3dZVO75Wto9SsCVIngD2y2+0PRvadGzwV09p+2mPRWI6Pe9uCwSVh4/mScuXA5vtrRaHpg5zl36hD8fNowzevvbdyDy/7xZfRjmu124JHzJ6MjEMKYW9+J3jd7fDluOHk0AGDuws+whlPCeE4+uBTzZ48FAIwuy8Htc8bjtbW7FHVhk4CF50/BYx9vxV+WbDYlx75W8UcRiI3CrsWurm1S/3fsCJx0cGRb3oZdzVjPKY1GaR01ogivr90VM6med3gFLjxqGEbd8j/NZ40iTe874FdYjAIhhgOd4r3R/lBYc9sbv/ddLc8u1VYxs2S5HDF998jhhXijy5qyp0uhsNskPPqzyZAkCV9s24ufPPG58PC4Oi3R2CK3mXHluQrFvLHN/DgEmDtwe985h+C8J2OtSWpOm1AetbQCwFnDwph9wkFwOmNX848dXYJjR5foplec7cafzpoQ/XvVtv34vGsb5A0njY7+fuFRw/DBt3XRCd+fzpqAw4YVKtK666wJOGZkcdSCI7KAOOw23HTqGGFZbDYJN57cfW1UaQ4CRwzGBX/bjZV13eOj3IbKcj04ZXxZtD7+b9YIPPLh1uh9D517KNwOO5ZtqcfPnl6lmLC7HLboO59/6hjc/b/ICv2Yshx8Wyve7nbq+LIYa1JprgePnDcZ48q/1xxLLjtmOIqzXbhk0ZdoaPVrfsdkxaQo242Tx0W+gQ2t/rhcMKtp7QwapsNP7jsFZyIaOMWv/oC8nc+GhedPwUXPfI6PNu/F/jY/Gi1YsUXKhlY5A6GwoaJlk6QYq4wWcjs649CBuOaEUZr3XX/iqGj7kLn3x4dEzzgFAgEsXrxL9CjRS6FD6P0c0bxZ/uCX5noUv8um+QaDlS9+4FKvWBRkuVCgOisRD2oXlNmuSNn4Vbl2v/KehrYAOkP6h435KUoDN8HpNBhw1QMyfyBObQUyQu15Jt/ngiRJUeUoHgWkIEu/zuVBXLZo5PsiEyn1ZJn/W28irT4PAyDmved5nbDbJDjU4dJ10FNcrdYLXyeyvGbTkt+R2gKU73MZymO0lUadpj8Y1iyPP6R9jf89njajhbpP81t25Mllgc8ZjRAttxNR/A6/qj826CgV/FYXAKYnODKN7cb3F/hcMNMcC3wu4fmIZOHgFkIKVX2X73da/Zo/eG4U18MsWSpxt3Xt18/3ORVldKs8Fjm7zq7I2w359t0RCEcPQvNn7nw6h47V36VI2pE8RMqWTIHPFR2XGtr8mm1NlqvA54zWr3w2LFFaO0OGnvL4+mkx6Leywi+PrfL/G9v8lhR0kSVbS15/KGxYFzZJMm0hkzGaF4g8jCWrbRM9A729fo7ewn6u1wE318Hl7UtGFhB+YFevohRqKCCJOgvK7iobPylRe9SIrGLpZ8RP1Pi09CwcQKycjdyz6lVyI9SeZwqzIpNjebA1OugtosCnv89arUzI78huk2DnZmRmJzai/NS/yR93uwUFRA+r9cK3Q/UkzygtkXegSDpO2AzksaoMBEJhHOCUab6vBIJhtGpYR3gZ4mkzQOze60CIxbR1r9MeVarkrYp83crtROQxqbldvUigp4AoJ55GCyFqGlqN73faJc2JUC5XF4VZTlP70uOFn+CplWO+eWmVle/PepNyK2Q5lGPntr2Rg/uRMb27jPy44LRL0f6gN154nDaU53W/Xz2vRyUCBUSWUX2miqcwy4lCWQFp1VNAInLl+7q/VftbA4ar/mY40BmMy5OaFloKyP7WAPabaO96aCogwbChFccmKXcjiMhV9R+jRbLe5jKYSBxSQPo5evNqp92m+JD5XLIFRH9g4Vc+1Ks9+T4nCrJiJ6fx+NfnyXI7EAyF0dzBW0BiV1eNVm74cwC8HEYfH3W6/OBbb8ICwp8VUK+syqt28rtojcNlrNHqknpywH8M+I86/2+j1caY31QfGF7JSQZW64WfNKnLa5SWbHFTI78rPSuI1XKqLSB8X9HbgsXnE0+bAZSr0pH8QjFt3eXoHifUEyKgu52IyqA+W6WnJKgnnupxyKhvG41bAGC32TQVC74u8n0uxSHyZMO/U7XHKv48WZ7GAW6+b4rOgMSDetiWz/IV+FyKvu3SsJLqWUwLVWnoxX0oFRyMl2V06TzHKxSt/pDirAWPLFehr1uxakySBQQA/DrR461SJ1scu14OX14z7V0PLYuhGQsIILaq8KjHFqNFsnTHiSJSDykg/Ry9xRj1pFSeUxmtPPIWEpEFRPTR1DNLq1cARWS5HWhqDyhWh+VJvdS1saqhzXgfL++7fr+OJUeNensJr7zUtxh/CHhzubre5YmO/GFX+9dXr0yKMNyCFWMBcQqvuTUsIDEKjIktWLKiZWULlh5W4g5IknLypi6bnJZW29O0gAiUKvWWK7PllPNWb7Pq5JTVQJBpWlRE0cCNPvJqRhRnKf72B1mMMu5y2KKuW/eoJkTydXV5ZOT7ZVmtbMFS32u05cTMhMxhk6Jbx9QMH9BdF4VZLuR6U2cBafVrW6x45URLeXeqrBDJIGYLlqyAZDkV/cftFI8Lbh1FKN/nivYdQD/wYFF27NjiNmMB8bmQ43FE60xWNNR9XCFX17i5n/t2mPke6ZFSC4hcXp0zLubTVi6cye8vEAob1sWBzqDhrga+PwHGi2TqNpGshSui5yAFpJ+jtwVLvWIlr3pY2YIVcwbE51IEbpJp09hGAgClObEmdzVZLnuMYiRPlHK7xsiG1oClVaxGHTnUxFhAWo0tIPyAypddLYf8GrRWMnNNfA+NJp56CoRyS4X43+o92yKFRx1ITW4G9jjjGyRCrsepiCEhssoB2m1PFCEa6K43XqnSm3jpIeftD4YVh9B5S4I/FLK0vUq0f16PgflKj1ei1U+n3RZtm/JhVr796E0K5QmULKuWkuB12pGlsjqpxyHjhRHjLSl6k5rhnDKW73MiJ5UWEB3HFWa28PFjrNseXwR1NT7VQgdvAeEnovwZENMWkCyXYtuVnpdFl0AepyMir0OnreV6I9sjZbe/VV2en9R9XGHZiZ6p6N6CZeZ7pEeyLCkAsEfV3/jyWt2iqEZ9MF3+DviD3WOAVl00dxjnPUJtATHagqVSQLJMBCckejekgPRz9MZC9aRUXuU3WkmUB75QmEG96Km1YqK34leSa+ymkTHtcuV0jWv72/yW9vHu17HkqIk5A2JiCxb/IeInU3uaxVsD3Bof8FyX8YqaUSAn9SRROYEUTyL49qFO38pKe7IsIFZQn/kQHZoHtNuelgVE3r7DT2TjDSAn5x1QWUD4f/uDLBrc01ya1iZP6v4aEOz/djtsUStZdEVWY0uOGnkLiSyr1sSzwOeMOdPV1B5QWiwNFkbMOIPQa4uDC7rd5hZmuWL2sCcTrXM9RtdEyJPzRMnW6NIFPpeiPyksoxrjhRp1O+vQ2aYkSkcel0TuzmXkPqme6Gr18cjWsu4tTbLlUWvbm1n0osdbRd3f5PLqHbK3mrZMtwWERecCWnVnJo7UcJV1tdCiBSSVTiCI9EAKSD+mrqUTtW3aHyf1xMEfDKPNHzQc2OSJgGhLhNpDiozeQW0ze63bA9p7enOcLFqeJgurQnpnWdR0BkPYsb8NwVAY9Qc6o+4RAW3Z+AkTX6fq2AgyWiuIGovxCrS2lcioP+qFgi006n/z5VEfGlVP8PXoCVO6esKjZaUYkO0Weq3SUkDkA7e8dSVe+WRrhT8YVsQs4C0eje1+Syudov3zeqjfo7YFJCKjHG+EV0D1Vr63cgeZ9SwlBVmumJX/sGrRwWgL1leCeCdq9N4V3/YLfK6UWkD0FkqsOhRI3iF08e/qLVi8ww6t8UKNup3pWUBE7SR6zshE3agXR7SsggVZLuR7I+UKs+6FJPUhe6vUaozv8bBpt7K/ye9hS90By17i1KjjdUW92XEWkAHZbqHXuNqmSF3pLXzxZ0DcDpuu4wEg9gyI1hhM9B3oDfZjfvL4Kuxu0v4ouBw2FGQ5ox+8r3c2Ytwflhim29jmx+ofGnD2o8uF10UrF3e+vUkzPT2XjDLrdjRqRr7N6frefLfngCJ6qxFWLCA79rdrRlnWsoDwMvOTSPXe22y30guWGjMKiBHqSUq+CQuIW8MCYpPESqN6C030DEiS9qhbQb3fWKtuPS478rzOGJeSRqtvSgtIfPLJUajVh7f5SZaZmBU8VrdgqetJFAPAxVlAZBfe+Rpb+NTIgdJcdhvyfS5NZb3A51LsKc92O3CgM4gzH/kMy353HABjrztGiwhAxFpl5mC3x2kXnkVIFnabpHlWyMyWPr7NJUvB92k0+XyfS3FQnneSYN4CYq4/al2TtwCa8aaobtOiaO+R+5xwOWzIcTvQ0hmMjsv82Z8Cn0szYJ8W6iCKiSC76ZVl4hW5f6/emVDa6r5YlO1CTVMH/NwZELczMj6qF0Hkb15FoRff7TkgTH8QF9DUjDLhUn0nii0GsCR6H2QB6cfwH40CnzPmQ+W02/D3cydH/95SpxxIfnfKGFQWZ8V4jTnQGcI9qoBBY8pyotF2rztJO9gQT2muG4cNLcDM0QOiv8Wznz7es6LKrS6RAdes33F+AmDGHM3DbzUZMSArWl/qFcSSHDcOGZyHCQX6X93fzxYHHONRy8W/U61D6PzqH68kZrkdQle0v5w5AiNLsjG4wIsRA7Lwu1Mi5eLbXZ7XiaFFPl2LjBUKs1x46sLDMKzIh6d/fhjGD8pFvs+JHx1Srrhv+ohiTBlaEDMZcdltQmVDrUwBwI0ndweMU08A7z/nkJj7jdpykcYHNpGYHlOGFWBseS4KfE7kmPjo53gcuOfs7gB5/OqnjNpbHgBMG1EU/bfdJkUdQcgMzFMqQs6uiZ4W2W4Hzjm8AmPKcnDtCaOiYwIftVxdL26HDSU5boV7VyPsdgn3nD0x5vffnTIGx4wqxuQh+bjgyKEAgIunV2JMWQ5+M2u46fTN8twlUzGsyId/XXZEzLVHfzYZw4p8+H8XHab5/LjyXEw/qAhnTx5saP00i00C5k4aiOLsSJ36XHaMLs3B5CEFAICfHzUUk4bk4+iR3eM1v/1LzxIjv/t7z56I4QOycNuPximul+S4MbTIh4fPnSS0pMjbU396+BCMKcuJmZzeMefg6L9PP2Qg8n1O+Fx2/OiQgcjVUDjlfi+7eJfH5R9PGYzxg3Lxy5nDk7oKn8hrOqqrv5XkuHXPRsQTNyPf58TwAVlY8KNIHfJjgMsuRetHxC9mjMBxY0pQplr4OO+IIchy2XHaxHJkuew4b+oQw3JccnSkvw0r8mH4gCzcPXeC4TNE74YsIP0Yr6t7MLp4eiXOOawCR979fvQ3l92GcQNzcc/ZE/C7V9fHPH9IRR5+dewI3PGfjfh/n3VHplXvcXXZbXjnmhnRv8vzvHjh8iNx7pMrdct3z9kTcezoEnz4bV30t2y3A53B7pXOe388Eb/999e66TjjVLPlDw5/liXb7cD+oLFp+6rjR2JYcRauemFt3DEYZo4agGcvmRr9W/3x+NNZEzBzZCHuf1476vb718+MOewnQv1R55VTp8Y2Cr48/P1qt6EyA3LcWHrdzJjf+cn6T6dWYP6pY9HuD2HsH7ojsL/8iyNwwgPLDOVQs/iqY1CW58EJ40oBAMePLRXe53LY8OqvpuHDb+sUVjKXwybcRqBWSv539TEYW54b/VttAZk7eTBW/9CAf62qVqTRqdOWtM4YaEVFN0Ohz4X/XX0MAOAPb27AP1b8oHu/x2nHvMOH4MuqBryyemfX6qdSmXA5bApl6qrjRyrOSwCAwwbIu2oGF3ix7HfH4YKnV+HTLfWRNOw2zXYDRLb45Xmd0XGkqS2At7+uQSgciUvitNvQ7lcqRtNGFOGZiyP953/ra/Crf62Jltdhk6LnBdwOW9Q64rBJGF2Wg7+dOylqUT129AD86tgRAIDXrpweTV8uTyQC83e69WiVaQcV46MbZwmvTRlaqHlNxmaT8K/LjkxqmQDgnrnjhdHeAeD2OeMBKC3H/Pkn3TggXZPmcw6vwDmHVyjGzBEDsvD+9cdG/xbFg5DHpTxf5J288Hk15r8W+WadPrEcFx41LHrvGYcMxBmHDIz+/f+WKaOqy8hbgtT9P8/rwn9/E+lDH2yqi3kuXj64/lgcd99HlmNi3Xjy6KhlU5IkPHvJVPz4sRXCe7NcdsuH4C88ahiuO3GUYvuy3He0xkcAGFLow4+nDMaPpwzGhl1NOP1vkfF7WJEPfzorojw8ct5k4bMi8n0uxTyC6PuQBaQfw/taFw0kLod+ACn5fvX1GAVE8LyZlRj5Hn7Sq15xMnMg0CnF5/ZQloMfsLW8H6nxOLvrM163izHvQ2WCluvHYdNO3+jwuTot0XNuDaVDcQaEu99snjJKjz02w/JYweqKn/p+p10S7k1W/6YuH6+AaAViM1o91VqZTcQCYjVAnUfVx0UWEJdd0mwLMvw5aDkt/j6XwR5wtXLi4RZP5IUC9cFlhYLsUrZn/v14FNsHY99Vss5Q9Bfsknj7l90maUaZjx3ruutcPSEXWVfVfcvs1i9A27ugXCZ12+PTTub5NX4roxVi+obOWBmPxUZeXOCtWfIY5LRrKyD81lqzAWyJ/gW1hH6MYpXbblN81IFud4dahwflCYN6Yqz2VqN3aFAPl2Ayqh5AzRxQj98CEplo8XveRVtvRHid9piB2eokWj0hi50cdykgOt9As3mqzynwefMfHqfGR4W/36qcDkWgw0iasdsB4/vQW31O3dZddrvwgx6jILm0FRC5btVt3lAB0WjbB3Q8xhmhUCBNTARkueR64WMA8GkqPaLFpsuLLtcDX2cunYlMJM3YSaBcxR1dq7HqwKNaSpFabt49tOhdJSuQX3/BzvU5uyReNFGjfr98vw2ZMAmo+63TggKp5V1Q7vd647Do26iWxezWKqddiksBifnO6Cjy2XG4rpXfBV82eQxyObQtl/w3xaw7ZqJ/QS2hH8NPFFxdgx8/WMoTT61BUbagqD8qehOBaH4mPuryc/zHKFtlgRAFA4uZqMfZysUWEGV+moeXnfaYuBdGXj5i0xArHN15d3lc0pFPbzWMR5KUHz/F6rTGaqLW/R6LctpNbNOIdxXa6mqbWmFxOiRhHarPb6jvER0CVpdF3ZbVZLsdCkVGfj4RC4hWlGot1FZOM2dARO2cV5Lle73qBRCdjhobQ0aKPh+1gOhYXrXacyRtzgLSVd8KZws0YbKEQ2H9U17T3sIZ+35l9IISitIClItixhYQsYbgiVpAYq2iMiIHGur27xD0YREuLp6O4neD8ntVC4exOxm0F/C07hON83abFJ0f8BYQbQXE2HJO9G+oJfRj3KotEJIkKSNdywqA1qqVanVUpiMQAgRbLnjMrEzLz+kNoD6BRUK9chy3BaRLkZJXfF32WBO51ip1RAFJzAISY/qP+chGrutVpZVD+/w74aMZa23b0bKAeCxO+rVWypRli+8lOi3G4BBt5RCt6MeemVH+zStV8odY/YyRBcTjtClWkOXthgkpIJx8ZtqGLJf83iMxANRbsGyqyaS5LVge1fijewZEcE2+X3bZKjp7JiqTesIpqgeaMMWPetsVD1/X/NipNzaGTRxZ0NqeChi/P1FgQ0D7DIgibcH4orcdUy92jNYWLCMrv8eh/53h89TbQsznw/9b/v7zi1TyGOTWOQPiVFi2zTkjIPoX1BL6MeoVSEA5oMoDj5GJOvYMSBi80xvRgGPFAsI/b8YCobaKxG0BCSotIC6HLWbFS2SBAbq2YKnPCVi0DMRuS1BvM+iygOgoIKL90lrw64zq/fmif2ueAbFsATFeIYx3C5YV+YHYtqp1yFI9sVI/Z8YCYqyA2BWrv/JEIpFD6FqTAs0yOJSLDJ0iC4hq4iRSJPjqkfNVbgGV9LdgCdqU/LxsAVFv/TRrAbEJ9shobTUkjOGVZnXd8qvi/NipZzWNxwKiZWkRodUPPAJFGVC2HzMWEL4+9JRsPp4Oj9Y3JpqmKj91Hvw4o7eFOI/Lh8/TJViAkscgp1377BYfC8nNKXlJcspGZAA0svZjFFuwugZbfsJmaAFxii0gsWdABAqIiVUQebVMYQHhBju7TRJ+PNQH05NlARHlpRWMzOuKPQNiJp6JIg1DC4hsGreUrCZ83AGPxoRNyxriS+QMiKDNqUmWK1EjhBYQE+9NXT7FGRB77LYeAMg2OE/kddkR5N5Jtie5FhAzfVB9gF54BsSuPgNiZAGJXVk2CkQmmrjJ98v9tD0QuzUs+rxL3IYBsQJCFpD44b8h6rpl3DIHP07rjRla8VB4Ys9uWbCAaFjo5Qm03jjsEKStHudtJrdgOWySsC0aOVpRl09t0eOv6y168E4v+DxFC1DyGGT6DIjeKhnRb6GRtR/jFlhA7ILJoNZEJXo4TX0GRLUFS7SCZe0MCL9thFNAJEmxsiKjNlnbbdD0vqJHZzCMcJhFXXSKyizangOIt2CZPY+hdb/6PZg5hG4F/kOvdWhQ6xCzGTe8WpixgKSLGCuT3aZoc2ZJhgVEa2KRLC9YVg5Xy31d6AXLYVMo58IzIFxWrqgFRNnG9NqN6Jr8vGyp1DsDope2yJORFS9KhDbqquXHGH6c1ns/JvSPWAuIha2Gou+blpc0QNWHBG2Hv1/t3EMvKKkkScJvpeEWLKe2wgMov/PxbMESKXPKMyBa8wNrix1E/4NaRT9GaAHhzeeCA5k88qqvenDp8IcU+3lEXkzMrCqKzoDwz9ls4pUVtftSO8QrVWboCIY4C4hoK5l4QOfd8MpYDaKoNq2rP7JyesmaH2l5m1E4JtC0gIhN9mbgt2X09GpzjAXEYGVeC7EXLGVbNTqErp5YyO873rgykTLENymQ806OBaRrZZn3ghXHGRD5N9kLlloB0doiqF5RF80JlZYiWr2NF7Vyx9e9WdfdZrZg6VtA9N+f8SFv7XFYpLzyFhC1RcNucCZNdN5Fyx13tHwGCz5ug74pyof/t2gB6gBnATHjhjeZ7oqJzIEUkH6MaJuNaIXGaICOOQMSDCkOqooCR5mzgMQqQPx47rBpHdpTrizbJPFKlRk6AnzU19i8tFa0vE57jMJhdRA2PAMiW600krWan5kAWMqVYX7Vm19Zt5Zvb7eAxBODRHQQ16oFJNYVceT5TouBxGQcNsn0dhA1ct7+YBidodgzIIrtTkI3vLHWNbUbcP0zILFpxpwBUXnfc2ssXKgVbdE5IStnCAht1FsTeQWEn4snugVLdHZL65oa0aKHxJnw9TzcGbrhVTUtI50/KNBA9A6ux+QngG/eenWhOAPC5alcAIwk1slFQtdUQLiM07WFluhb0MjajxEdNDbajiBCPQgHQkyxSitaWdczRavLpGU5sEni8qpXjLTuM0N7IBQNJCiaiIj27AKRVTObTVJMxtQ+8Y1QT+REq/OAtgXEan5mUH7YxSuYWl5ltLArPug9+6FStzW3Q989rBYiBURhvZOsH9ZPdBuDXrA2s8/6Q2EEgqpI6Fa9YAn21rsM6lnt6Yd/XvaCZSb+EBC7ICLqJ0b7/AlzqOuWr3pesXDrvHvRApYavbZttNVQNK7zZ1U8qp0C/GRaeAhdb7ufwZgcisMCoo7fpYeeUw5+21WepgUk1hpkxg0vQYigFtKPUe/BBmL9tgPWLSAA0Njmj/47JIgEbmZFxKnhvlQm4pdcoIB41AoIE34ozNDuD8Ef6vb4EVsG8XPyhIkfnBO3gIhXxLXeTirGfy1lQc/NqZU0e3q1OVkWEOUZkK6thKq91Fa3myUaEE/LgmblWX8wHO0PMi67TSGv0GsYv41P5IbXoJ5FXpLUFpAO1SF0rcWBGAuI0AuWUlkk4kM95vEr/AoFRKdtx7MFy0ogQqN+oOdBTTTJ1vPoZeSVLxlnQOJFawuW3nbESABj4y1YBCGCFJB+jGgLltFqoAjRAL+/lVNAzOztUeG0d28X0Zq4a/2u9hoS2YIVX1PvCITgD2pbQLTKIPIhb3VANjpDIisAWrpcKiwgPHx9JHYGpLucVs/JJBu7TYpRiOL5wCvjgMRuwdLy+a9H0i0gFupa4QVLbQFx2BQr28aH0MUWED2LkO4ZEI1AhFqod7mIhoaeboeZgnrCzdc9r4DoLUiZ+X7oWUCM2rnRu9ZySQ6IrWw+7n71VSPLv2i7mVUvWPHCe5jklR63Q7su9RYOevo8H9H7oRbSj1EOrNqTfeNDfLHXlaZ262UzM3hpTf7VftNtUvyrMR2B7vMsonrQOlQoD9pehQXEWndTryypD4AbWZFSffBP65CvVdO70qrS80OSOlaG0VYpUT0LvWCp3p9Vi4aon1l6PgELiPysPxSOCUTotEuKbTKi7VLiQ+hKi5DlQ+gxbnjNKSCxh9D1LSBE/MR4weKUCYFhXIgZL1jqsZlv60bjpNEZEL7/q/MxEweER8sqJyNSQIzigCSrrfLp8HlqeUQEIpYmM2dACEIEjbL9GH7fbTSqdjyH0A32/JsxoVvNE9Be4Y9xwyuZmxSLxsv2QAiBqBte/a0lPPJHT88loxHqiZxWQEAtUq2AaK2MWd2CxX/Ee3oLFhC7eiqaUPOI2qGdk6knLSA2wcRf62/dvGULSDA2ErrDblMdLhYpZFxaXXLw7o2NLE2ia/L41RGIeKozc1gZiF1RF/UT8tqTHNR9g39HZs52mL1P7xC64bMGZ0DU7ZRH9F3hx0V1yY3alVABMdiClQoUbngNLCBaZ7fo7BRhRL9sIS0tLbjmmmswdOhQeL1eTJs2DV988UX0OmMMCxYswMCBA+H1enHsscfim2++0U1z0aJFkCQp5r+Ojo5UixM3XsG+feFqoMHknZ9winSCYBwmEDOrOlr7aWMOocOcBYT3SiTLETkD0u3xw2wZZBSH0E1Mavj6U6+kKVeijNNKpwVEETna4ocnGRaQZB5eV3vQMZrMiLqHyAKiXkm0atGIp274Nq23SiyCbz5O3gIi8MIVNJgk2gVpqVeWdb1g6WzBag+ETFs/gNhJHnnoSR16dSvy+CTC1AKWKhsr44HRvcp2qlZArFnPDBUQ0RkQgy1YqUBr3Ihxd+zQjpPU0w5FiN5Pv1RALrvsMixduhTPPfcc1q9fj5NOOgknnHACdu3aBQC49957cf/99+Pvf/87vvjiC5SVleHEE09ES0uLbrq5ubmoqalR/OfxeNIhUly4VRMtQDxRt9kk3YOY/KAk2q9qcqFLgWZEbO7fWhYFK254eZ/t2dygK8vRHuiOAyKaiBpZNfiPl9G96klYTARei65BU62AaK2MWZ0oK+KAxHlWJ5mBrtT1bKS8ilZBhXFAYiwgFr1gxWEd4tu0VQsIL1fUC1YwNg4IYDxJVFhABNsT3TpbOQCxpx9eAZFjgZhp8qEwU4wjRvMkKWYnP2EWvW5pUv+I6/vBr74bvT3DOCB6h9CFsaGUvynamtEh9DjOgFhBL3deV/S5xFYfkQVEa3zUkpX0fUKm3ykg7e3tePXVV3HvvfdixowZOOigg7BgwQJUVlbi0UcfBWMMDz74IG6++WbMnTsX48ePx7PPPou2tjY8//zzumlLkoSysjLFf70Zxcqz7IZXY3TQ+wjwVhORudjs1ggeM5MtLeuDWzWRiZwBEafHf1z4VR9Zjk4uDojYC5aBAmLBC5bdJinqMkYBsTjJT/UhdK2ghFbP2/D1Eq/nrkQ9RGml5bTbDOtR9FpFXrDUFhCrK4SJW0CUzxtN1vl3EY2ErmEBMerjSgtI5A++fdskSRjrQ0akYMrKfWcgHPWAZeZArnqSZ7Qvn4gfvbqNxzlJKhAteijOgFg8hK5rATE6AyKokxyDOCCpQGtsjzlH5rBpftfoHBVhRL9rIcFgEKFQKMYy4fV6sWzZMmzfvh21tbU46aSTotfcbjdmzpyJ5cuX66Z94MABDB06FIMHD8bpp5+OtWvXpkSGZMEPhvLAYrSlyAjRgbl4PjRmVrS1BnP1s3qH0Pm95QovIF1yvPnVLry7cY9mmYwmL1bc8NolSdc3vmKSb+I9JfoujdAKNGX1w8NXYbxWm2RaQNRB6Mwojnq/ycmpz8xYtWjEYwHhFRB1HRn1S75/yWVvbg9g297WmHutWEDktPi+EWbQ3MoBiLfyyGdz1u9qwt8+2BKTphZmAhESyUGvbuNZmEoFojJqxgEx4YZXr58atTVRN+qJibyWa/SYszZ2m+Y3kA6hE0akX7XuYXJycnDUUUfhj3/8I8aOHYvS0lK88MILWLVqFUaOHIna2loAQGlpqeK50tJS/PDDD5rpjhkzBosWLcKECRPQ3NyMhx56CNOnT8dXX32FkSNHCp/p7OxEZ2dn9O/m5mYAQCAQQCAQSFRUQ3LdnJk6HEIgEMaRlQVYW90Ih01SlKEkx426lu6yThtRGL3u41pRSbY7Jp9Zo4oty5PjsQufGVOahRyPAy0dQUznysAjMeV+cJukrWkfVJKFXY3tAIB8ztQ9pMCLDbua8dn3+7rL5LZj0JB8fLqlPvrbweU5yPc60dgegN3WrUDI5eLPjUhgkCTtiOMlOW4Ewgw7GyLlsbHIO5FxSN3/zvU4DNvJjJFFlur90Io8rNvRhGMOUj53cHlO9N/873aIyzaswGMpXync/b7cNhZ9dsqQfKyubsSovDACgQDK8zyoaRKfqRpTlh1tn0MKvaje347BBd64+hG/hc8phVHkUw6TU4cVIBAIYHC+BzsbO3Ds6AEx+fDtTUKk3jzc3DjXbUe2S6y4hMIMo0qyEQgEcPDAHHyzuwWzRhcjx609EXHYJOE5jMH5Hny1o1suvpzZTv0JwnFjuuXydp1X6QyGUdusfAeBQADjysRtRP7b5+guW5bLhkAgABvXEXwOQO+sreg95noi9VG9vw3V+9sAAAU+J/Z1uQCvLFK+/xEDsrB1byuOHVUMh82Gt76uwZBCLyZX5GFp1yKDKJ/KIv32LF9Lx5jdU8Qr4/jybMUz00cU4bOt+zCpIg+HD8vHuh2NcDlswnTHD8zFht3NmDky9vtxzEFF+JQbm4t9Ds2yDcx1mS63TYoow8ePLok+w/dT9XfJhlhrYLZq4ejYUQOibW3KkO62xpPnjZT/uNED8MHmvdFyAICdxZ5vEn1reE4YMwDvfbsX48pzcPjQfKzcth8AMKLYqyl7RX73omwW3xfDIQQCkbxyPMotxZHxUaz028CEZTtsSH5K+kq6+2Em9/d0ITHWS+ygaWTr1q245JJL8Mknn8But2Py5MkYNWoU1qxZg6eeegrTp0/H7t27UV5eHn3m8ssvx44dO/DOO++YyiMcDmPy5MmYMWMGHn74YeE9CxYswO233x7z+/PPPw+fzxefcBb5ap8Epw0YV9A1mIWB5XskjMtnGMCNVduagfUNNgzOYmj2A4cPYMh2xqZT7GFYtdeGcBgYks3Q6AeOKGHwCVTdmjZgS5MEhw3w2oGmQGQiUtsmYUpxGIOyuu/d1Qpsa5EwvZShoRNY3yBhWgmDyw7UtgHfdaVT7mOoyAKuX9Wd4R1Tgnhuiw1bmiMfhpMHh5HrZGjyS5hWGkZViwSvA8h3MXyx14ZBWQzDcxiW77FBnv877cD00jCyHMBneyTkuYCWABTlOXIAw+d7JYzMYyjven2vbLNh2Z5IvrPKw5heGsbGRgluO+CyAU1+IMcJ7GqTcGhRGIwBX+23YXQew5j82K65fr+E7S0SJheHMZirn92twNYWCXYJ8Doi6R5VwuC2cMyg2Q+srpcwdQBTfIDCLCLziByGgVnKZzbsl8AATChk2NYM1HdImFpifUjZ0CCBsUg6Mi0B4Mu9UrSt7e8Evt4vofqAhNX1kTr9+cgQwgwYmcfw2R4bsh0Mhw9gWFknYVIRQ36sPmzIrlZgdb0Nw3IYJnaVZ229hDCgaPsNncBX+yPvXb1L4o0qGz6siZTx6NIwfjI8HE1nZ6uEwweEUeYDVtZJ2NchYVAWQ1sQOLSIYVWdhMnFDHku5Tux24BPayW0BSQUexlCYSC3656pAxhW7pWQ7wIOBCLv7EBQwvTSMLY0SahplzB1QBilqvnHun0SPHagwM2wuTHShz12oNEPHFnCwBs0v9wrYVdrZDKW52Zw2YBBPoahOVwbyWUYKBi62oORstsl4JiySL8FgE2NEjpDEbnl8lQfkDAkOzLOOG1AiZdhRG5smqEw8EmthGZ/1wRRAg4pDENCpD8dVcIU1rUmP7CmXsIRJZEzIKv2Sji0kCHHGSn7qDyGMq7sPxwAdrXGpkMYw4/X/EL4gQDwxV4Jhw1gcNuA5XUSxhcwFAuOSmqNRwDQGgA+3xsZhxmAKcWxY87WZmCfyfFoS5OE5gBwUC6LthH+m7W6XsLuVglTS5R96IPdEt78IdKYx+WHMTKPYUYZi35/HBLDnYeFhG2t0S+h2Q+0hYAJBQxFnm65phQzbG6SUOBmOCgX+KZBQphFvm8buG+Nus2q62dKcaQPL98jYWw+wwAPsKJOwuAshhADatokBMOIprOyTkKpl6EyJzLW2iXg4ILu+mvyA8v32OAPAcNyGA4pUo6PX+yVsKkxMu7Nrgjh5MHdz9a1R/r7tFIGncD3fYa2tjacd955aGpqQm6uYIAiDOmXCohMa2srmpubUV5ejnnz5uHAgQP429/+hhEjRmDNmjWYNGlS9N45c+YgPz8fzz77rOn0L7/8cuzcuRP/+9//hNdFFpCKigrU19enpUEHAgEsXboUJ554IpzO9HvaSBWMMYy5bWl0BenOw4L4774BWLm9AQDwxfxZyPelR94/v7MZT38WsZz94phhuPGkUUlNP1PfoYxIvgX/2YR/fR5Z1v98/rEo8Ll6sohCHnz/ezzy0TYAwIVHDsGtp43RvLc/vsNMItPlAzJfxnjlW7TiB9y1eDMA4N+/PAKHDM4DAIy89V0Ake2GG247IfkFtki63t+Kbftw4TOrAQA3nDgSv5xRmbK81KS7jTY3N6O4uJgUkATod1uweLKyspCVlYWGhgYsWbIE9957LyorK1FWVoalS5dGFRC/34+PP/4Y99xzj+m0GWNYt24dJkyYoHmP2+2G2x27ROt0OtM6yKc7v3TgtNvQ2XVY1gblWQ2vxwWnMz1NP8vTPTl2ORwpq+dMfIc8vHw2bt+1x+3qlXL73LwffbupMvand5iJZLp8QObLaFU+N/cdcWs825vqK9Xvz82l7XGl7nunR7raaG96r32VfqmALFmyBIwxjB49Gt9//z1uvPFGjB49GhdffDEkScI111yDP/3pTxg5ciRGjhyJP/3pT/D5fDjvvPOiaVx44YUYNGgQ7r77bgDA7bffjiOPPBIjR45Ec3MzHn74Yaxbtw6PPPJIT4nZr3FxCoj6/Hk6D8dZjQNCWKO3HnRUeD8jf/gEkZHwh9Dj9eCXSfDOXuh7RxjRLxWQpqYmzJ8/Hzt37kRhYSHOPvts3HXXXVGN9re//S3a29tx5ZVXoqGhAUcccQTeffdd5OR0H7Ssrq5WrMQ2NjbiF7/4BWpra5GXl4dJkybhk08+wdSpU9MuH9HlSrVrd5tNgsIBejonrd4EIqETxvTWj5yV+C8EQfRNaMKtxM7NiSgSOmFEv1RAzjnnHJxzzjma1yVJwoIFC7BgwQLNez766CPF3w888AAeeOCBJJWQSBTeP7v6u5DODwWthKeWVMc6iRdl/Bf6EBNEJsJ/Z0RjUX87YMsvtmgF/yUIGfoyEhmJwjQuQfElEMUUSBW0Ep5aeuuqI7/1jt47QWQm/Hcmnd+V3go/HpMFhDCCWgiRkfDBk3py/scHV6OIy8mBDxLWWz/6VgJQEgTRN3HSFiwFfB2IosQTBA8pIERG0lsGP7KA9E+8pIAQRMbDW0B663bQdKKwgNDWU8IAaiFERsJbQHoS5RmQ3lGmvo6E3v+hJ8WTIDIf/hC6aL7d33q+Q7EFq79JT1iFZkRERtJbVl/IC1b/hLZgEUTmozxrSP1caQGh+iD06R2zNIJIMi61taGHxkKKA9I/IcWTIDIfcsOrxEFueAkLUAshMhKno3d8DDw0Ee2X8O/dRu+dIDISpbt36ud2csNLWIAUECIjcfaS1Rf+LACtkPUf+PceCve3aAAE0T/glQ4a35WLbL3VQyHRe+gdszSCSDK98wxI7ygTkXo8nBOEQIgUEILIRBQKCE24FcF2qToII2hGRGQkLvUWrB6aA9Jh5P4Jv/85EAr3YEkIgkgV/JguCWZT/W3pQWEB6cFyEH0DUkCIjKS3bMGy26TogXhSQJID62OfdX+QFBCCyHTIAqK0CNEWLMKI3jFLI4gk01sUEKDbExYdQu+fkAWEIDITOgOiRHkGpAcLQvQJes8sjSCSSIwC0oODoXwgmT5QyaEvBCLk8ZMCQhAZCX+sT+QFq2+NVIljpy1YhAVIASEyElcvisIqnwMhC0j/JEiH0AkiI+G3XdHwrtx2RRYQwghSQIiM5KLplQCA0yeUAQCuOf6gyO/ThqW9LJMq8uFz2TGiJDvteWciF00fBgA4fWJ5zxbEgNO6ynfBkUN7uCQEQaSCoUVZyPU4MCjfq1j9v+W0sQCA+845pKeK1mOMGJAFr9OOceV5PV0Uopfj6OkCEEQqqCzOwsY7ToYDYfzvfzsxqSIfG+84GT5X+pv8A/MORUcgrIgNQcTPiAHZ2HjHyQoXx72Rv587CX/58cQeaXMEQaQel8OGL245ATZJUqz+X3bMcJx3xJB+2feXXDMDwTBTeIAkCBH9r3cQ/Qafy4FAIKD4uyeQJImUjyTTFz7skiT1iXISBBE/bod4bO+vfd9ht0GjSghCAW3BIgiCIAiCIAgibfRPFb2XwljksGpzc3Na8gsEAmhra0NzczOcTmda8kw3mS4jydf3yXQZSb6+T6bLSPL1fdItozxPk+dthHVIAelFtLS0AAAqKip6uCQEQRAEQRCEHi0tLcjLowP38SAxUt96DeFwGLt370ZOTk5aoog2NzejoqICO3bsQG5ubsrz6wkyXUaSr++T6TKSfH2fTJeR5Ov7pFtGxhhaWlowcOBA2Gx0miEeyALSi7DZbBg8eHDa883Nzc3YQUkm02Uk+fo+mS4jydf3yXQZSb6+TzplJMtHYpDaRhAEQRAEQRBE2iAFhCAIgiAIgiCItEEKSD/G7Xbjtttug9vt7umipIxMl5Hk6/tkuowkX98n02Uk+fo+/UHGTIMOoRMEQRAEQRAEkTbIAkIQBEEQBEEQRNogBYQgCIIgCIIgiLRBCghBEARBEARBEGmDFBCCIAiCIAiCINIGKSC9iIULF6KyshIejwdTpkzBp59+qri+Z88eXHTRRRg4cCB8Ph9OOeUUbNmyRTfNqqoqXHrppaisrITX68WIESNw2223we/3K+57//33MW3aNOTk5KC8vBy/+93vEAwGddPu7OzEb37zGxQXFyMrKwtnnHEGdu7cqbinoaEBF1xwAfLy8uD1epGdnZ1R8gHA22+/jSOOOCIqX1ZWVp+R8YknnsCxxx6L3NxcSJKExsZG3byLi4tRUFCQMfIBwHfffYc5c+aguLgYHo8HHo8HLpcrafIBwBlnnIEhQ4bA4/GgvLwcF1xwAXbv3q24p7q6Gj/60Y+QlZWF4uJiXHXVVTF1oMZqH8zLy8PUqVMxdOjQpL7DnpYR6O6HTqcTdrsddru9T8jXG/pgT8oHKPugz+dDYWEhiouLIUkS3njjjZj7GWNYsGABBg4cCK/Xi2OPPRbffPONoYzqvnDBBRfElOfqq6/GlClT4Ha7ceihhxqmCVjrh1lZWXA6nfD5fBklH9DdB91uN1wuF7xeb5+R0Wo/1PpOEeYhBaSX8NJLL+Gaa67BzTffjLVr1+KYY47BqaeeiurqagCRznrmmWdi27ZtePPNN7F27VoMHToUJ5xwAlpbWzXT/fbbbxEOh/H444/jm2++wQMPPIDHHnsMv//976P3fP3115g9ezZOOeUUrF27Fi+++CLeeust3HTTTbplvuaaa/D666/jxRdfxLJly3DgwAGcfvrpCIVC0XvOO+88rFu3DjfccAOCwSDy8vJw5JFHZox8r776Ki644AJcfPHFuPvuu+H3+3HhhRf2mXfY1taGU045RZGWVt733HMPmpqaEAqFcO6552aEfABw2mmnIRgM4re//S3C4TCOOuoo2O12TJ48OSnyAcCsWbPw8ssvY/PmzXj11VexdetW/PjHP45eD4VCOO2009Da2oply5bhxRdfxKuvvorrr79eN10rffCdd97BDTfcgC+//BL5+flJbaM9LaPcDydMmABJknD77bfjvvvu6xPy9YY+2JPyAd198IMPPsDDDz+M4cOHo6WlRfP+e++9F/fffz/+/ve/44svvkBZWRlOPPFE3WcAZV945513sG7dOlxwwQWKexhjuOSSSzBv3jzdtHis9MM//vGPOP/881FcXJxR8vHfwr///e+49NJL8etf/7rPyGilH2p9pwiLMKJXMHXqVHbFFVcofhszZgy76aabGGOMbd68mQFgGzZsiF4PBoOssLCQPfnkk5byuvfee1llZWX07/nz57PDDjtMcc/rr7/OPB4Pa25uFqbR2NjInE4ne/HFF6O/7dq1i9lsNvbOO+8wxhjbuHEjA8BWrlwZlW/FihUMAPv222/7vHyBQIANGjSIPfXUU4yxvvcOeT788EMGgDU0NGjeI8vH593X5du7dy8DwD755JOofM3NzQwAe++991Im35tvvskkSWJ+v58xxtjixYuZzWZju3btit7zwgsvMLfbzZqamoRpWO2DjEXe4VlnnRXtg4yl7h2mS0a+H6azDyZDPp7e1gfTJR/fB2XkPgiAvf7664r7w+EwKysrY3/+85+jv3V0dLC8vDz22GOPaeav7guMMcX3SM1tt93GDjnkEEO54umHfN5///vf+7x86m8hT194hzxm+qGM+jtFWIMsIL0Av9+P1atX46STTlL8ftJJJ2H58uUAIiZQAPB4PNHrdrsdLpcLy5Yts5RfU1MTCgsLo393dnYq0gUAr9eLjo4OrF69WpjG6tWrEQgEFGUeOHAgxo8fHy3zihUrkJeXh0mTJkXlO/LII5GXl4fly5f3efnWrFmDXbt2wWaz4ZBDDsHnn3+OVatWKczIvVlGK/BtlM+7r8tXVFSEsWPH4plnnsHq1atx/PHH4/HHH0dpaSmmTJmSEvn279+Pf/3rX5g2bRqcTieASF8ZP348Bg4cGL3v5JNPRmdnZ1L64BFHHBF9h/L2Bfmevi6j3A/D4TA+//xzvPjiizj11FOj/bA3y2eFdPbBdMon98F//OMfaG1tRTAYjPZBEdu3b0dtba2iTbjdbsycOTNaDyL4viDDf4/ixWo/5PMGIivrfV0+/ls4adIklJeXK/qgmt4mY7yov1OENUgB6QXU19cjFArFDLilpaWora0FAIwZMwZDhw7F/Pnz0dDQAL/fjz//+c+ora1FTU2N6by2bt2Kv/3tb7jiiiuiv5188slYvnw5XnjhBYRCIezatQt33nknAGimXVtbC5fLhYKCAs0y19bWoqSkJEa+kpIS1NbW9nn5tm3bBgBYsGBB1NRcVFSEmTNnYv/+/TH39zYZrSC/w2AwqMi7r8snSRKWLl2KL7/8EqFQCPPmzcMDDzyAd955B/n5+UmV73e/+x2ysrJQVFSE6upqvPnmm9Frcn/gKSgogMvliuavxkofBJTjjNwH1ff3RRn5fggA9913HwoKCqL9sDfLZ4V09MGekE/ug2vXrkVOTg48Hk+0D4rg2y0PXw9az8l9gYfvC/FgtR+qUZ816Ivy8X3wlltuwX//+99oH9RKU05DK02t51IhYzyIvlOENUgB6UVIkqT4mzEW/c3pdOLVV1/Fd999h8LCQvh8Pnz00Uc49dRTYbfbAQBXXHEFsrOzo/+p2b17N0455RT85Cc/wWWXXRb9/aSTTsJf/vIXXHHFFXC73Rg1ahROO+00AIimbRa+zGqZ5H/L9/R1+cLhMADg5ptvjqZ3yy23QJIkvPLKKzH39xUZ9bj22msVefd1+RhjuPLKK6P7sZ9++mnMmTMHp59+OmpqapIq34033oi1a9fi3Xffhd1ux4UXXgjGWPS6uv+r69eKTFp9UP6bv6evyyj3w6uvvhoAohYtuR/2Rfn0SGUf7An55D5YUlKCTz/9FJ9//nm0D+qh973UkjEd70crXat59CX5+G/h2WefjSlTpkT7oB69XUYttL5ThDVIAekFFBcXw263x2jwdXV1ihWCKVOmYN26dWhsbERNTQ3eeecd7Nu3D5WVlQCAO+64A+vWrYv+x7N7927MmjULRx11FJ544omYMlx33XVobGxEdXU16uvrMWfOHACIpq2mrKwMfr8fDQ0NmmUuKyvDnj17YuTbu3cvSktL+7x85eXlAIBx48ZFZdy/fz+GDx8ePRTam2W0guzp46CDDlLk3dfl++CDD/Df//4XL7/8Mux2O/Ly8rBw4UJ4vV48++yzSZWvuLgYo0aNwoknnogXX3wRixcvxsqVKwFE2pu6/zc0NCAQCGhuRbHSB+X85X4o90H1/X1RRrkfHn744VH53G53tB/2ZvmskI4+2BPyyX3wxRdfxPTp0zF58uRoHxRRVlYGALrfS5GMfF/g4ftCPFjth2ry8/Nj0gP6lnz8t1BG7oNaaQK9R0YrGH2nCAuk/pgJYYapU6eyX/3qV4rfxo4dGz1cKOK7775jNpuNLVmyRDftnTt3spEjR7Kf/vSnLBgMmirPrbfeyioqKjTvlw+mvfTSS9Hfdu/eLTx4t2rVqqh8K1eujB4Y6+vyNTU1MbfbrTiE/stf/pKVlJSwxx9/nDHWu98hj97BOznvwsLCmAO+fV2+t956i9lsNtbS0qLog6NGjWJ33XVX0uRTU11dzQCwDz/8kDHWfcB39+7d0XtefPFFUwe0zfZBxiJtdO7cuYpDm31dRr4fyu/Q7/dH+2Fvlo+np/ugmnTJx/dBnlGjRukeYL7nnnuiv3V2dpo+wCz3BcaY4nukxuohbSv9kM9b6xB6X5JP/S1kjEX7YF94hzxm+qGV7xShDSkgvYQXX3yROZ1O9vTTT7ONGzeya665hmVlZbGqqqroPS+//DL78MMP2datW9kbb7zBhg4dyubOnaub7q5du9hBBx3EjjvuOLZz505WU1MT/Y/n3nvvZV9//TXbsGEDu+OOO5jT6YwZNNRcccUVbPDgwey9995ja9asYccddxw75JBDFB3zlFNOYRMnTmR//OMfmcPhYIMGDWIzZ87MGPmuvvpqNmjQILZkyRJ2//33M5vNxnJyctiKFSv6hIw1NTVs7dq17Mknn4x6olm7di3bt29fTN4LFy5kTqeT3X///ezjjz/OCPn27t3LioqK2Ny5c9k999zDnE4nO/nkk5nD4WDnn39+UuRbtWoV+9vf/sbWrl3Lqqqq2AcffMCOPvpoNmLECNbR0cEYi3gqGj9+PDv++OPZmjVr2HvvvccGDx7Mfv3rX+umbaUPrlixgv3xj39kkiSxiRMnJnWc6WkZ5X44f/585nQ62THHHBOdrPd2+XpDH+xJ+fg+uG7dOrZmzRp24YUXMofDwQCw+++/n61du5b98MMP0TT//Oc/s7y8PPbaa6+x9evXs3PPPZeVl5cbesTj+8KKFSvYhAkT2Omnn664Z8uWLWzt2rXsl7/8JRs1ahRbu3YtW7t2Levs7NRM10o/fP/999mzzz7LDjrooIySj/8Wrl69mp155pmsoKCgz8hopR/qfacI85AC0ot45JFH2NChQ5nL5WKTJ09mH3/8seL6Qw89xAYPHsycTicbMmQIu+WWW3Q7FGOMPfPMM1F3hur/eGbNmsXy8vKYx+NhRxxxBFu8eLFhedvb29mvf/1rVlhYyLxeLzv99NNZdXW14p59+/ax888/n+Xk5DC3282ysrIySj6/38+uv/56VlJSwnJyctjo0aPZwIED+4yMt912mzDdZ555xjDvTJCPMca++OILdtJJJ7HCwkLmdruZy+ViDocjafJ9/fXXbNasWdH0hw0bxq644gq2c+dOxX0//PADO+2005jX62WFhYXs17/+dXTyp4XVPpiTk8MOP/xwVlFRkdQ22tMy8v3Q7XYzj8fDnE5nn5CvN/TBnpSPMWUf9Hq9wvt//vOfR+8Ph8PstttuY2VlZcztdrMZM2aw9evX65aDsdi+cP7558esdM+cOVOY//bt2zXTtdIPM1U+vg/2RRkT6YdEfEiMcSfMCIIgCIIgCIIgUoijpwtAdBMOh7F7927k5OSk1aMDQRAEQRAEYQ7GGFpaWjBw4EDYbOTPKR5IAelF7N69GxUVFT1dDIIgCIIgCMKAHTt2YPDgwT1djD4JKSC9iJycHACRBp2bm5vSvAKBAN59912cdNJJ0Ui3mUamy5jp8gGZL2OmywdkvowkX98n02XMdPmA9MvY3NyMioqK6LyNsA4pIL0IedtVbm5uWhQQn8+H3NzcjB6QMlnGTJcPyHwZM10+IPNlJPn6PonKWNPUju31ragszkJ5njh+SU9C7zB10Hb5+CEFhCAIgiAIIg5e+qIa819bjzADbBJw99wJmHf4kJ4uFkH0eujkDEEQBEEQhEVqmtqjygcAhBnw+9c2oKapvWcLRhB9AFJACIIgCIIgLLK9vjWqfMiEGENVfVvPFIgg+hC0BasPEgqFEAgEEkojEAjA4XCgo6MDoVAoSSXrXWS6jJkuH2BNRqfTCbvdnqaSEQTR36kszoJNgkIJsUsShhX7eq5QBNFHIAWkD8EYQ21tLRobG5OSVllZGXbs2JGxh6gyXcZMlw+wLmN+fj7Kysoytj4Igug9lOd5cffcCfj9axsQYgx2ScKf5o7vlQfRCaK3QQpIH0JWPkpKSuDz+RKaZIXDYRw4cADZ2dkZG0Qn02XMdPkA8zIyxtDW1oa6ujoAQHl5ebqKSBBEP2be4UMwY9QAVNW3YVixj5QPgjAJKSB9hFAoFFU+ioqKEk4vHA7D7/fD4/Fk9OQ1k2XMdPkAazJ6vZEPf11dHUpKSmg7FkEQaaE8z0uKB0FYJDNnLRmIfObD56O9pQShhdw/Ej0jRRAEQRBE6iAFpI9Be9sJQhvqHwRBEATR+yEFhOgxqqqqIEkS1q1b19NFiYuPPvoIkiQlxSlAKli0aBHy8/MtPTNs2DA8+OCDCeV70UUX4cwzz0x7vgRBEARB9A1IASGIOJk2bRpqamqQl5cXdxq9XYmJh4ceegiLFi1Kapp9XVklCIIgCKIbOoROEHHicrlQVlbW08XodSSikBEEQRAEkfmQBYRIKeFwGPfccw8OOugguN1uDBkyBHfddZfinm3btmHWrFnw+Xw45JBDsGLFiui1ffv24dxzz8XgwYPh8/kwYcIEvPDCC4rnjz32WFx11VX47W9/i8LCQpSVlWHBggWKe7799lscffTR8Hg8GDduHN577z1IkoQ33ngjes+uXbswb948FBQUoKioCHPmzEFVVZWmbGrrhbzlacmSJRg7diyys7NxyimnoKamRvh8VVUVZs2aBQAoKCiAJEm46KKLAADvvPMOjj76aOTn56OoqAinn346tm7dqnjWbrfjP//5D44//nhh3anZt28fpk6dijPOOAMdHR2a97W1teGSSy5BTk4OhgwZgieeeEJx3aie1FuwWlpacP755yMrKwvl5eV44IEHcOyxx+Kaa64xne+IESMAAJMmTYIkSTj22GM1y08QBEEQRO+GFJB+SE1TO1Zs3Yc9zZ0pz2v+/Pm45557cOutt2Ljxo14/vnnUVpaqrjn5ptvxg033IB169Zh1KhROPfccxEMBgEAHR0dmDJlCv773/9iw4YN+MUvfoELLrgAq1atUqTx7LPPIisrC6tWrcK9996LO+64A0uXLgUQUYLOPPNM+Hw+rFq1Ck888QRuvvlmxfNtbW2YNWsWsrOz8cknn2DZsmVRBcLv95uWt62tDX/961/x3HPP4ZNPPkF1dTVuuOEG4b0VFRV49dVXAQCbN29GTU0NHnroIQBAa2srrrvuOnzxxRd4//33YbPZcNZZZyEcDivSuPPOO3HdddcJ645n586dOOaYYzBmzBi89tpr8Hg8mjLcd999OOyww7B27VpceeWV+NWvfoVvv/027nq67rrr8Nlnn+Gtt97C0qVL8emnn2LNmjWW8l25ciUA4L333kNNTQ1ee+01zfITBEEQBNHLYUSvoampiQFgTU1NMdfa29vZxo0bWXt7e0J5vPj5D6zypv+yob/7L6u86b/s+VVVCaWnR3NzM3O73ezJJ58UXt++fTsDwJ566qnob9988w0DwDZt2qSZ7uzZs9n1118f/XvmzJns6KOPVtxz+OGHs9/+9resoaGBvf3228zhcLCampro9aVLlzIA7PXXX2eMMfb000+z0aNHs3A4HL2ns7OTeb1etmTJEmE5PvzwQwaANTQ0MMYYe+aZZxgA9v3330fveeSRR1hpaammLOo0tKirq2MA2Pr16xlj3XX38MMPs1AoxBiLrbtnnnmG5eXlsc2bN7MhQ4aw3/zmNwr5RAwdOpT97Gc/i/4dDodZSUkJe/TRRxlj5urp5z//OZszZw5jLNIGnE4ne+WVV6L3NzY2Mp/Px66++mrDfB955BHW0NDAtm7dygCwtWvX6pY/Wf0kXfj9fvbGG28wv9/f00VJGZkuI8nX98l0GTNdPsbSL6PefI0wB1lAdFi4cCEqKyvh8XgwZcoUfPrpp5r3yttx1P/JK7i9gZqmdsx/bT3CLPJ3mAG3vL4BNU3tKclv06ZN6OzsxPHHH69738SJE6P/liNYyxGtQ6EQ7rrrLkycOBFFRUXIzs7Gu+++i+rqas005HTkNL777jtUVFQozmtMnTpVcf/q1avx/fffIycnB9nZ2cjOzkZhYSE6OjoUW5+M8Pl80e1C6nJYYevWrTjvvPMwfPhw5ObmorKyEgBi5D744IMVeQFQ5Nfe3o6jjz4aZ555Jh5++GFTbmr5upQkCWVlZdE0rdbTtm3bEAgEFPWdl5eH0aNHm8p37969huUlCIIgCKJvQYfQNXjppZdwzTXXYOHChZg+fToef/xxnHrqqdi4cSOGDBmi+dzmzZuRm5sb/XvAgAHpKK4ptte3RpUPmRADqurbUhLFVY5MbYTT6Yz+W54gy1uN7rvvPjzwwAN48MEHMWHCBGRlZeGaa66J2e7DpyGnEwyF0REEgqGw4cQ7HA5jypQp+Ne//hVzzco7FJWDMYYDHQG4HHa4HOZ0/h/96EeoqKjAk08+iYEDByIcDmP8+PG6cqvrDgDcbjdOOOEEvP3227jxxhsxePDguGSQ07RaT4wxRdnUv5vNV40/GIY/GLJUpz1BTVM7tte3orI4S7OPNXYCK7ftx0FluRRNuYcw8560nvu+thmNqd/N2ieItx610gCQcHo9RTLqgiAyGVJANLj//vtx6aWX4rLLLgMAPPjgg1iyZAkeffRR3H333ZrPlZSUWI69kC4qi7Ngk6BQQuwSMKw4NdHVR44cCa/Xi/fffz9aj1b59NNPMWfOHPzsZz8DEJkAb9myBWPHjtV9zh8Ko7k9gLoOIKtkCKqrq7Fnz57o+ZMvvvhCcf/kyZPx0ksvoaSkRKFAJkpLRyQi97b6VkgABhV4UZjljl53uVwAIpYemX379mHTpk14/PHHccwxxwAAli1bFlf+NpsNzz33HM477zwcd9xx+OijjzBw4MA4pbFeTyNGjIDT6cTnn3+OiooKAEBzczO2bNmCmTNnms6Xr6f9rZ3Y1dAOBgjrtLfw0hfVUYujTQLunjsB8w5XLl68snonFqyxg635UvMeIrWYeU9Gz0mwwzlkJ847sjINJe6dxFuPWmnISxYM8afXUySjLggi0yEFRIDf78fq1atx0003KX4/6aSTsHz5ct1nJ02ahI6ODowbNw633HJL1MuRiM7OTnR2di+dNTc3AwACgQACgYDi3kAgAMYYwuGw5qqwEaU5btx11njc8voGhLoGxjvPHI/SHHfcaerhcrnw29/+Fr/97W/hcDgwffp07N27F9988w0uvfRSxao6/2/+txEjRuC1117DsmXLUFBQgAceeAC1tbUYM2aMosxy3QBAIMTQ4Q/B2XXO+sgZszB4aCUuuPBC3HvPPWhpaYkeQpefO/fcc/GXv/wFc+bMwYIFCzB48GBUV1fj9ddfxw033CC0HKjLqpYhEGLYf6DbYsEA7GpoR5bLAac98nmtqKiAJEl46623MHv2bHi9XuTl5aGoqAiPP/44SktLUV1djd///vfCvHgZtMojSZJCCfnggw903Qfzdan+zUw9Mcai92dlZeHCCy/EjTfeiPz8fJSUlGDBggWw2WyKutLLF4hYV7xeL/779mLMtOXA6XYjJzcvpk7D4TAYYwgEArDb7Zoyppqapo6Y7Y7zX1uPoyoLUJ7nid5zy5sbwbqmWqJ7MgF5LFOPab0BM+/JzHMMEm55cyOOPqg4o94dYO79xVuPemnwNtJU941kttFk1EWy6c19MFmkW8ZMrst0QQqIgPr6eoRCoRhvTaWlpaitrRU+U15ejieeeAJTpkxBZ2cnnnvuORx//PH46KOPMGPGDOEzd999N26//faY39999134fEqrhMPhQFlZGQ4cOGDJK5OaU0flYfKvDkN1QweGFHhQmuuOKj6p4KqrrkIwGMQf/vAH1NbWorS0FBdffDGam5tx4MABABGPT3IZWlpaAES8LTU3N+Pqq6/Gli1bcOqpp8Lr9eLnP/85Zs+ejebm5ugzwWAQfr8/+neHygmU3W7Hg0/9E3f97iocccQRGDZsGG6//Xace+65CIfD0ef+85//YMGCBTj77LNx4MABlJeXR1fpRXXU1tYWLbPNZkNHRwcYY4pyqDcaMQANTS3wdPW8nJwczJ8/H/Pnz8ell16Kn/70p1i4cCGeeuop3HTTTZg4cSIOOugg3HPPPTj99NPR3t6uqDu+ztR1py7PY489hksuuQTHHXcc/vOf/wi3TIXDYXR0dCjkDYVC6OzsNF1PgUAAwWAwev9tt92GpqYmnHHGGcjJycFVV12FH374AZIkRe/Ryldu6+3t7fjzn/+Me+69F3fcvgCTpx6Fp1/5b0yd+v1+tLe345NPPhF6A0sXW5okhJlSAQoz4OXFH2JkHjN9TyYhe6XrTcT7DvrbuwP0318y6kOURiLpxUMy2mhvbhu9sQ8mm3TJKH//ifiRmGgzdj9n9+7dGDRoEJYvX46jjjoq+vtdd92F5557zvTB8h/96EfR1W0RIgtIRUUF6uvrY7a3dHR0YMeOHRg2bJiuC1WzMMbQ0tKCnJwcUweT+xKBEMN3e1oUk38JwKjSnKjl4bPPPsOMGTPw3XffKQ6Np7scidBX32FraysqKirwl7/8BZdeeqnuvWoZjeq0o6MDVVVVqKioSEo/iZeapg4ce98niu2ONgn46PoZCguI0T2ZQCAQwNKlS3HiiSfGnPPpaeJ9B/3l3QHm3l8y6kOUBk8q6zeZbbQ3to3e3AeTRbplbG5uRnFxMZqampK6bbs/QRYQAcXFxbDb7THWjrq6uhiriB5HHnkk/vnPf2ped7vdcLtj9647nc6YDhQKhSBJEmw2W3T7SiLw23OSkV5vwm2LnAvgzwms/fRd1BYXYOTIkfj+++9x9dVXY/r06Rg5cmQaytEBBgYJEgYVeOB2JmdrUF95h2vXrsW3336LqVOnoqmpCXfccQcA4KyzzjIst1pGozq12WyQJEnYh9LJkGIn7p47Ab9/bQNCjMEuSfjT3PEYUpyjuOfOOeNw8xvfgEES3pNJ9PQ7EWHmPZl5TgLDnXMOzth3B+i/v3jrUS8NCQAkgDGkrW8ko40moy5SRW/sg8kmXTJmej2mA1JABLhcLkyZMgVLly7FWWedFf196dKlmDNnjul01q5dG3WNSqSXwiw3slwONDS1oCAvB2sDHbjyyiuxY8cOFBcX44QTTsB9992XlnJku53wB8NwOWy92mNTKvnrX/+KzZs3R/vWp59+iuLi4rjS6it1Ou/wIZgxagCq6tswrNgn9ITzkymDEaj+GiMOPRIjSskLVk9g5j3pPbd1TzO2rluJn0wx9jCXycRbj3ppAEgovZ4iGXVBEJkOKSAaXHfddbjgggtw2GGH4aijjsITTzyB6upqXHHFFQAiEb537dqFf/zjHwAiXrKGDRuGgw8+GH6/H//85z/x6quvRiNdE+nHaZfgcUT+f+GFF+LCCy/skXL05klyOpg0aRJWr16d1DT7Sp2W53kNJx/5buCIykJaUetBzLwnreeKfQ7s25SCQvVB4q1HvTT66uQ9GXVBEJkMKSAazJs3D/v27cMdd9yBmpoajB8/HosXL8bQoUMBADU1NYqgcH6/HzfccAN27doFr9eLgw8+GG+//TZmz57dUyIQBEEQBEEQRK+DFBAdrrzySlx55ZXCa4sWLVL8LbubJXovfSV4HUEQiZHKIHB6acvXslx2tPpDFISO6Jcks/9Rn8pcSAHpY5DTsvjoK8HriMSg/kGkMgicKO25h0bO+b2yeidueXNjjPcjCkJH9CeS2f/4tGSoT2UOtAzcR5D3h5PvaesEQiyqfAByQMAO+IPJD75I9Cxy/6DzFP2Tmqb2mCBwv39tA2qa2lOYdgcaOxGjfCQ7f4Lo7SSz/6nTkqE+lTmQBaSPYLfbkZ+fj7q6OgCAz+dLKPZDOByG3+9HR0dHr3bhmgiyjCGpDeGgMngjA9DSakeWu+92gf70Do1kZIyhra0NdXV1yM/P79Eo6ETPsb2+NWbCEmIMVfVtCW/b0Eq7en8b9nZImvErkpU/QfR2ktn/RGklmibRu+i7s69+SFlZGQBElZBEYIyhvb0dXq+3TwWxs4Iso8vtwd7mzpjgdfZWD+y2vit7f3qHZmXMz8+P9hOi/1FZnAWbBMXExS5JUZeuqUh7SKEPWz0s5lqy8yeI3k4y+58orUTTJHoXpID0ISRJQnl5OUpKShAIBBJKKxAI4JNPPsGMGTMydrsKL+OWb/figaVbEGYMNknCtSeOxNEjBvZ0EROiv71DIxmdTidZPvo55XleYRC4ZKyUaqftQb4buHPOONz65iaEuHNIycyfIHo7yex/6rRkqE9lDqSA9EHsdnvCEy273Y5gMAiPx5Oxk1dexrmHD8dRo8ozKjBUf3uHmSojkVxSGQROlLa8GPSTKYMxa2wZqurb4HPZ0OYPZ8xYQxBmSWb/49OiPpV5kAJC9BsoMBRB9A9S2df10qYxhiCS2w+oT2UupID0c2qaOrCzqUnhWzseH96iZ4zS4a8DEP47kTIZlVPOh/cvLspbr6xWy6KWI5G6HpznjvktVb7StcqZiveiTL8DW5ok1DR1YEhxrAXEShtKpDzJrF8+7WKfQ/i7XtpG70Iuo5l2rU73y6r9kCQJU4YWGJbB7L16ZdcbNxKpazPtFTBXJ6mKJ5Ls/OIdW4zqih9n0iWLlfT12omVMjR2Aiu37cdBZbmG3yur7UVvnLLS5+JvG8pxVK/uzPYRUXszkiUZbSLdfZJIHaSA9GNW7JFw7X2fKPx1A7Dsw1vk99soHf4Z+WixHKND/nciZTIqJ5+PjCjveYcP0XzOalnU9XTWpEF4fe2uhOr6nEoJrSmOP6Dl1z1Z/t6N07dj4aZPEmpDVsql955k4pVXnfadc8YhC8oYEnppm3kXaszUx0tfVOOmV9dH+4ME4M9na5fB7L08ahlF7R9Awn7/zdSR2TpJVTwRK+WO51mzY4vZvn1OpYTZaZLFavoy6nyslOGV1TuxYI0dbM2Xht8rq+1Fb5xSf3/0+lzibSMyjuqNZwBM9RFRe3ttzS7dMSEZbSLdfZJILRKjyF29hubmZuTl5aGpqQm5ubkpzau6vgUz//oxWHSY6QoKI/BgseymWborPtP//IFyMDNIR/SMFvGUSSYQCGDx4sWYPXs26tuCpvPk83ntyqNw1sLlms+ZLYsZmeOpayByqF7LU4iZslktt1a9xJNfvOlbaUNWypWqdLXStknANQcH8eA3DsO6tFJXVspd09SOaXd/APXjNgn47KbjYspg9l6ZQCCA519fjNvXOnTLKOrrWmXWIt46EtWJKB1RGfhxJt5zSlbyM/OsmkTbkwSGj2+YiSHFOSmVxQx68sr5ADBdBqPympEnWX1Tq8+lsm1E8wY0+x+fJxBbt0ayJKNNGKWRjH5ohXTO1zKVzAweQBjyw742hfIBAGHEDj6yv20tRL66jdLR8++tJp4ymS2nESHG8EVVg+5zZstiJv946howjj+QCFp+3UX1kqz3YiZ9K+/TSrlSla5W2mEGbGuJfYeitK3UlZVyb69vjVEo5LKJymD2Xh69OBnRNKA9+Umkn8XTj/XiGaSCRPKLd2yxUlcMEqr3x9+Hkll3ZuJDWCmD0b1m0kpW39Tqc6lsG9G8od3/+DzNpsnLkow2ke4+SaQe2oLVTxla5IMEZsoCoudvW+Sr2ygdPf/eauIpk9lyGmGXJBw+rED3ObNlMZN/PHVtZAFJ1Fe6ll93Ub0k672YSd/K+7RSrlSlq5W2TQKG58TGkBClbaWurJS7sjgrZjuIXDZRGczeyzNAJ05GNA1A1wISbz+Lpx+nMp6IlXKncmyxUlcSGIYUxt+Hkll3ZuNDmC2DUXnNyJOsvqnV51LZNqJ5A4YWEK26FabHyZKMNpHuPkmkHrKA9FPK8zyYNzwMOQ6fXZJw99kTcPfcCbB3BXwz429b9tXNP2OUjvoZCYAcY47/d7xlMlNOPh8Zdd5/mjseh1QUaD5npSyiejp78qCE6tomAT8dHsadc8ZFf5NJlq90UblF9ZKs96JOX26fNglxtyEr5TJ6TzLxyCtK+8454zA0B4p3qJW22Xehxqg+yvO8+PPZExT2UKlrf7WoDGbv5ZHjZOi1f3Vfl0m0n8XTj7XSSaVnrXjzi3dsMVtXNgmYNzyM8jxPymWJJ30ZPh8rZSjP8+LOOeMgdanVRt8rK+1Fr92pe6ten0u0bfDjqNZ4pu5/Wn1Eq73pjQnJaBPp7pNE6qEzIL2IdO4plPdLTpp+HHY1+RW+tWua2i378BY9Y5QOfx2A8N+JlEm0J1SUJ+9fXJS3Xlnj8VTDP5tIXQ/Kc2HtZx9Ez7ik0le6VjnjKb+V9KvrW/Dy4g9xzuxZwv3nVtpQIuWR/05G/fJpF/scinNKZsps9C7kMppp1+p0V1c1QJKAySY88pi9V30Wy6j9J6OuzbRXs3VidE8y954n0p/iHVuM6oofZ6zIl6yxwSh9vXZitgzyOaURhx6JEaXaXrDibS9645SVPhdvfarHUb26M9tHRO3NSJZktAmtNOgMSN+DFJBeRE8oIOnqrD1BpsuY6fIBmS9jpssHZL6MJF/fJ9NlzHT5AFJA+iK0BYsgCIIgCIIgiLRBh9AJ01gJEGYlWJDVwEKpDBJnlkQD4OkFDTObhtnyWan/ePPmg1BVFHhRvb8Nje0BFPhcmDK0QDfdVLaVVKelF0gv2UEQjQIPpipgn5WtgckOEGalbfZkkDOtIHbx1K9egLeKAq/iXWsFfzNTb8kK0mc1AGKiY6ceyWjPPR3ozujdme33fDp8wFMzefQkVuTj275aRqL3Q2+MMIWZwE+ie42CBVkNLGQlSNzcQ8sTktlMGeSDdwzmA+DpyWA2DbPls1L/8eatDkwnQvaclEiwsGQGoUpVUCwgsaCZZgPKWemPVusgnrpJRYAwK22zJ4OcaQWxi6d+jQK8yegFfwOMg8klK0if1QCIqQoeKipLvLKaCQiaKozaPGAuUKdWwFMzefRkYD+z45ooGOpdZ3bLSPQN6AxIL6K3ngExE/iJX51JVgAoK+UQlevD64+J6/CkHokGqrPyvFYaMlqH7BOpf7N582mIAtOZkQkwDhbGO0s49r5PTLcVPVIVFCueoJlWg2XaJf3gZmblSGaAyVQECLPSNtMR5Mzqc1r1qFe/gLkAb3rInov06s3KO9arFzPlNXpPZp4zQ6LtWStYZrxjTDwY1Y/ZQJ1aAU9vmxTErONix1GtdNKN2XmGXjDU2yYFcd5ZdAakr0BnQAhDzAR+0rs33gBQVsohKpfZwFlWSDRQndWAiKkM1mRUFjN5awWm0yOeYGE/7Guz1Fb0SFVQrESDZpoNKKcX3CwVAfviCZCZaIAwK22zJ4OcWa1HvfqNJ1iqGgbjYHJW3rFevVgNgJjuIJ9WZRUFy0xnoDuj+jEbqFMr4OneDkk4jmqlk27MzjP0gqHu7RC7Iid6J7QFizDEbOAnrXu1ggVZDSxkNUjckEIf9hnfaolEA9VZDYhoNdBSovVvNW+twHR68OmaLevQIl/SglClKihWokEzzQaU0wtuZja/ZAaYTEWAMCttsyeDnFmtR6P6tRosVY0ZC4iVd2xUL1YCIKY7yKdVWUXBMhNtx1Ywqh+zgTq1Ap4O8DDhOKqVTroxO8/QC4Y6wEMbevoSZAEhDFEHAJJJNICX1cBCWgGQtMtlLnCWFdRl4IM18f+2EvyLl8FMGlbKZ6X+48m7PC82MJ0IswGttMvqSVoQKqvtzmwaiQbNNGobWsHNZOIJUGaUtpk0k1GfRmnqtc1UvU+z7V8UxE6rHvXqV+v9i/qW6JokRc6AGNWblXesJZ9eebXSTXTsNHoPibZnUbDMdAa6M2rzZgN1iurizjnjkO+OHUcTrfdkYnaeIfrmSF3nXPLdaSwwkTB0BqQX0VvPgMhYCRBmJeCQ1eBEZoPEpdIveKIB8PSChplNQ0++eOvfbN6iNOQgVIMLvNixvx2N7X4U+FyY3OUFy2xAKz0ZkxncLFVBsaykaxQsU9021OeJ0hGwz8o+/GQHCLPSNlMZ5EwPvSB28dSvXoC3wQVexbvWCv5mpt6SFaTPagDERMdOPeJtz3rBMtON0bsz2+/5dPiAp+pxVJRHT2JFPr7tq2VMNXQGJHFIAelF9HYFpK+R6TJmunxA5suY6fIBmS8jydf3yXQZM10+gAIR9kXoDAgBwLpf+mTGvdCzohiVSe0rXM/3ebKxUmdW0wMg9O+vvL8DW5ok1DR1YEhxrAUknhgRyY5hoXVdr1y8f/eJA3MUMQgA8z7rrcYbSOSdpTo2TqrbmlF9aN0Tj5xWy5toLJBExx4+Tyv1kCjJfuepKBcQf9wgK2loxTsxStts3xmc59ZNwyiPZCCqE61xxWz9aclnVZ5kjzHx9MlEy0P0PkgBISz7pbcas8Kqr3grZZIRpcv7Pk82VurMahwF9QE7CZG93WI/73Ys3PSJqfqxGmMl0RgWer7ptcoljiliB9Z8aclnvdV4A4m+My15zNaN3r16/SUZbc2oPuKtd1E8nkTi/hiVw0xcFqtjj5m2Ey96k6hkjS+JKm9qkhU3yEoaopgP6vFQlLbVvnNOpYTZgt9TEXPGbJ3IxNM3teQzqrNkyKtXRvU7MdMnrZSX6DvQFqxeRE9swdKLrwBY80sv8iFuxve7+rlEfc/LpMovuNXyGflWN1NHNgn47KbjoqtF8dSPXjkSjaVg9LwZH+8ALMUU0Sqf1XgDyYp9ofWsXt2I9mab7S9A8tuaVn3oyaeXtl3qjsdjNZZLorFA9LwGaeUfT6yKePae602ikjW+JCuQo963QlQfRtYJK7GH9GI+yOOh2bT59IHYepTA8Movj8Q5T6yyNI5ZGSdFmG1zVvqmlnwf3zATQ4pzdPNOVF4rfUhPBqvfKToD0vcgL1j9HL34CsmIWWHVV7zWM/GUKcxS4xfcavniiaOgJsxgKu6BlZgtRmVINIaF2RgAfNmtfLPijW+iTiNZsS+0nk1mbBb+2VS0NaM4I1bLzsfjsRrLJdFYIHpxE7TyT2WsCpmapnaF5SzMgN+/tgE1Te2aZbD6ztV5MHSvqKvzMyqPTDJiSFiNPaQX8yGRb43oXgYJa6r1x4KeiHnD52O2b2rJp46NFc+4nYzvmR6p/E4RvQvagtXPMYqvkGjMCrOxDazEEjFbplT5BbdaPlG9GKWnxibBdNyDeGJEJBpLweh5sz7e1dvP9NAqn9V4A8mKfaH1bDJjs6ifTXZb06oPPfn00rZL3fF4rMZySTQWiFkLiNG7MvusWfQmUeV53qSML2Yn+uV5XsPyyCQjhoTV2EN6MR8S/dao75XAMHmI/ljQEzFv+Hys9E2RfEMKjessUXmtxrrSk8FM2onWP9FzkAWkn6MXX0HkT9xqzAqjNETPiZ7RKpOMKN1U+QW3Uj4zvtXVz6htNlLXlgg5Dfl+W9eNNgmm6sdqjJVEY1jo+aYXlas8TxxTRI5BYKa9ifLinxOlkYzYFyJ5zNaNUT1q9ZdktTWj+oi33rvv9XRdtxbLxUxZtdqXXRLHZbE69hi1nXi23ciTKB5+EpWM8UWUh1Z+RuWRSUYMCSvvVL5fFPOBHw+10rbSd2wSMG94GIcMzrM0jiXSDszUiYzVvqklnzo2ltVxOxljjPqdGPVJK+Ul+hZ0BqQX0ZNueK36pU9m3Au9vaRGZVL7CtfzfZ5srNSZ1fQACP3781TXt+DlxR/inNmzFPt6+bSsxohINJaC2RgAeuXi/btPGJiDDz/4IBqDADDvs95qvIFE3lm8sXG0XEda6S/JaGtG9aF1jxk5E43lYqUcorQTHXv4PEX5x+P+86UvqvH71zYgxFh0EqU+SJvoO+fzkABAAhiDMD+98ui9P1F9mMFqGuqYD8n61sjXBuW5sPazD0y30UTHSaNyA9AdV8zWn5Z8VuVJ9hgTT580Kg+54e17kALSi6A4IMkl02XMdPmAzJcx0+UDMl/GeOVLxSRWLw8gvkCOmf7+gMyXMdPlA0gB6YvQFiwdFi5ciMrKSng8HkyZMgWffvqp7v0ff/wxpkyZAo/Hg+HDh+Oxxx5LU0kJgiCIvkR5nhdHjShK6fYRPg+j/NJRHoIgCBk6hK7BSy+9hGuuuQYLFy7E9OnT8fjjj+PUU0/Fxo0bMWRIrM/p7du3Y/bs2bj88svxz3/+E5999hmuvPJKDBgwAGeffXYPSGAeUVCgL6v2o7E9gAKfC1OGFgAQBxISBQLkA0bxz9U1d+C9TXtQkuPBCeNKNVfh+HSzXHZU72+DJEmoKPBG/60dnE8ZiPCHFuD/fVaFI0cU45CKAkOZ+bS/2tGA9zbtgdthR54vsqIi1we/vUNdD3XNHfi8aj+mDiuM5qkXSMsoYJP8LmQKfC5UFHjR3ObHDy3A4vW1sDvsmnWilqOpPYB9B/woynIhz+eMpieXH0A0z6b2APzBMI4fU4KSXA+WbqzF9vo2zWetmOeN2pjy/g7sbGoSBpgTtRW5LtR1K78Dr9OGbfWtmDqsECW5nujvsixyWnz55Hzl+lS345qmdizdWIv6A34cP6YEh1QUaPYHOf19LR2oqpcwqakDTmdQMxCl+jmjgGx83aj7jyyT0XsTlV30zvjf+Dxk9rd0YGO1BM+3dcjxuYVjCF9Gs4HX+HfEt1NRP9cL6GYmwJ3oPnWQN3Ub5cssj33qsYQf00Symx03zNyvd139Lvj3WbX3ANZ2tVE54KneOM/nqTeG8s+on9eKSaI1bpgdS77a0YDPq/ZjeHEW2vyhaDvNcdnR1Kl85+p+rs5H/b70+pyoHxu1c71vjOjaVzsbsb2+DcOLszBxcJ5iPP++ttnwW6HVx0TfBfk98uMo3++M2oiclnpcklGPuUbUNLXj8631Me2U6N3QFiwNjjjiCEyePBmPPvpo9LexY8fizDPPxN133x1z/+9+9zu89dZb2LRpU/S3K664Al999RVWrFhhKs+e2ILVWjoRt7y5Mer//axJg/Daml0xXkdkTyTqwEEyWs+KPJjI3KMZXM+4/BL0gvNFynPo4Dys2dEI+Vj32ZMH4b5zDhUGq+LLLQGYNCQfa6obdfMGYFjesycPwtTKQs1AWkYBm0TvQgmLyieqk+tfXodX1+zSTUEtW7wDgpUgVbHBBpVtTE4nEAjg1mf+h5e32xUxCgD9upcAzJ2sDJqZyEAn1+3n2/fH1Oc9XW3hd6+uV/w+eUg+1lY3mu4P8jXRPVq/iQKyWelHgHZcCNE7SgZaY4hWmYyCtKkR9XOtdM0EuBPdx7ctmwRMKQpj9T6bYkzRk08Pvo2bGTfM3K8lh9lxTH2/um2I+q7R2MO3d0A7UJ3W+zIqq9XyAAx/OvNgnHdkpaVx08r7Vvdjo2CoQOy7MTsGyvkhmqf2t8Koj5kZP+V+J6en1UbMjsVa/VGNlUCVyYS2YCUOKSAC/H4/fD4fXnnlFZx11lnR36+++mqsW7cOH3/8ccwzM2bMwKRJk/DQQw9Ff3v99ddxzjnnoK2tTbgnsbOzE52d3csuzc3NqKioQH19fVoUkFf+uxS3r3Uk5LM7EWwS8NH1M1Ce50FNU4dukKtkPf/4+YfiV8+vS1hm2bNHvOnYJODlXxwRE/QqUfg6+WpnE378+KrkJW4xfxE1TR2Y+ddPDD9AcjrBYADHP7gcjPODk2jdJ5tElZtEUNd3PP1InY7Zd5RqEukjev1cTvcnj68SundV16e5uuCn0omjpWhp1Yne/R9dPwMAhHJY7UtmFECbBDx63qH45b/WmUvUAL33ZfZ5s+VJdtnNoPdOtd5NMsZAvm3EM2aI+Pcvj0BJjjtp40e83xOj55JBc3MziouLSQFJANqCJaC+vh6hUAilpaWK30tLS1FbWyt8pra2Vnh/MBhEfX09ysvLY565++67cfvtt8f8/u6778LnS71f670dUo9O4sIMeHnxhxiZx7ClSUKY2VP+/D/eW205HxEMEY8y8RJmwD/fWZ6UsqjTlevkw90SgOSmbyV/EVuaJDATZZLTARBzf6J1n2x6sijq+o6nH6nTMfuOUk0ifUSvn8vpimQU1ae5ukie8gFotymtOtG7X6sfyc9Z6Utmbg2zSP0na+zRe19mnzdbnmSX3Qx671Tr3SRjDOTbRrK+Q/98ZzkGZ4nbWjzE+z0xei4ZtLVR8MNEIQVEB0nljJsxFvOb0f2i32Xmz5+P6667Lvq3bAE56aST0mIBafzv0oQCBiWKTQLOmT0ruuq6cJN1C4jV5y88YQpW9BILyM9OmYa3UmABketk0M4mvNEDFhA5fxE1TR14ZKM5C8g5s2chGAzgkY1kAdFCXd/x9CN1OmbfUapJpI/o9XM53Tc1LCDq+jRXF+mzgIjqRO/+c2bPAgChHKmygFx4whR8lkQLiNb7Mvu82fIku+xm0HunqbaAyG0jnjFDxM9OmYaSHHfSxo94vydGzyWD5ubmlKXdXyAvWAKKi4tht9tjrB11dXUxVg6ZsrIy4f0OhwNFRUXCZ9xuN3JzcxX/AYDT6UzLf/lu4M4542KCAok+o1qBhGS0ntXS1yRE9rEOKc6B0+nEkOIcYWA3LeRgVFrP2yUJkyvywH8qz548CCdPGCQMViWp0p48JF837z+rgpxpcfbkQbhHI5DWYZXFhgGbjGujWz51nRxWWYyzJw8yTEEhm6W7ldglSZG/6L8hxTnCYINy+dXpVBTlYN7wcDRQml2STNW9JCEmaGYiSFLkrIe6PuX9xvI5EJ7JQ/JN9wf+ml7dqH9T17fVfgTEvje9d5QMtMYQUZn0+ogWon4uSlcrwJ26PkX38eW3ScDhxUzRRo3k00Nu41rlU9eJ0f1DinM05TA7jvH3C4OFqvruyRMGGY49fHvXC1Sn9b7MpG2pPGC4c844U/fyWHnf6lu02rneOGd2DIzIxOcp/laoxwxRHzNT72dPHoTDKos1xw+98U1YdkF/NPM9MfNcsv4jEoPOgGhwxBFHYMqUKVi4cGH0t3HjxmHOnDmah9D/85//YOPGjdHffvWrX2HdunW9+hD67NmzUd8WjAkKtLqqAY3tfhT4XJjc5cFCFDhIFAiQDxjFP1fX3IEPNtVhQK4bx4/V9oLFp+tz2bBjfzskCRhc4I3+WysYlToQ4aMvLYanYhyOGB7rBUskM5/2Vzsa8MGmOricNuR5uz24TFZ5j1HXQ11zB76sasBhwwoUXrC0AmkZBWyS34VMgc+FwQVetLT7sebzlRh68GQ47HbNOlHLEfWCle1CntcZTU8uP4BonrJ3oeO6vGC9t3EPtte3aj5rxWuJURvj2+mk6cdhV5NfGGBO1FYmc56KRMEdPU4bqurbcNiwApTkeqK/y7LIafHl471gidpxTVM73tu4B/UHOnEc5wVL1B/k9Pe1tGP75m9wyZxZcDodmoEo1c/p9QF13aj7jyyT0XsTlV30zvjf+Dxk9rd04Jtvv8PcY6cg1+cRjiF8Gc0GXuPfEd9ORf1cL6CbmQB3ovvUQd7UbZQvszz2qccSfkwTyW523DBzv9519bvg32dV/QGsXbMWl8zpDniqN86rvU5pjaH8M+rntWKSaI0bZsYSuTxfVjVgWLEP7f5wtJ3muOxo/H4NzjurO4aEup+r81G/L70+J+rHRu1c7xsjuvb1ziZsr2/F8AFZmDAoTzGeb93TbPitMAqEyMsvv0d+HBV5wdJqI3Ja6nFJRj3mGlHT1I7Pt9XHtNNUQofQkwAjhLz44ovM6XSyp59+mm3cuJFdc801LCsri1VVVTHGGLvpppvYBRdcEL1/27ZtzOfzsWuvvZZt3LiRPf3008zpdLJ///vfpvNsampiAFhTU1PS5VHj9/vZG2+8wfx+f8rz6ikyXcZMl4+xzJcx0+VjLPNlJPn6PpkuY6bLx1j6ZUznfC1ToTMgGsybNw/79u3DHXfcgZqaGowfPx6LFy/G0KFDAQA1NTWorq6O3l9ZWYnFixfj2muvxSOPPIKBAwfi4Ycf7vUxQAiCIAiCIAginZACosOVV16JK6+8Unht0aJFMb/NnDkTa9asSXGpUoNRgCpxcLjYYH5awaPM3KeXdrz3RO6LDWKn97zZdI1INB2juv++thmNnRoPJyH/ZGMUFE6+h2+HxT4HGjuBldv246CyXEtyiAIV6uVrtp1r5ZOMtppq4ilHsssez1iTaJn0gn1auVd0TQ5EmAjpaB964zCgXyd8GlYCIyZaxmSkbeX7oxfw1GxwQKuyJSqflXzieT7R8S8Z7Y7ITEgBIUwFqFIHKxMF89MKHmXmPnV5tPK1cg8ArNgj4douH+dGQZ/0fo+nThNJR+95ZdAoO5xDduK8IyuTmn+yMQoKJ9+jbodnHVqO19fZwdZ8aUkOvWB8Rm3Z7DUz183ekw7iKUeyyx7PWJNomfSCfeq9T/W9/NilvnZOpYTZ8VVJWtqH3jhsVCcyr6zeiZvf2Gg6MKJVGVIxJlv5/oi+FUBsu+R/k0mkzSbz/Sf7u2P0vbY6PsbT7ojMhQ6h9yJ64hD6pOnHmQ5QZZckLLtpFgBg+p8/0HXbZ5ckvHblUThr4XLD+5bdNEuxsqROO557AKC6vgUz//qxwoWrVrn0flena4TZ8sXzPBBb9zYJ+Oym4yzXT7oQlUddLgCYdvcHhq4bzcihl58oXyt1zeefjLbKO4NIpVeVeNpEstpRImONaKXYSpmM2oLR+zSLBIaPb5hp+fBrOvqqVbnU+QcCATz/+mIsWOMQujt9/cppCY+bWvWQyJhsZRwIBIIx3wobAKjapeg3o3JZHc/jff96+RT7HIbjjJX6MjP+JdrurJKusVSGDqEnDrnh7ef8sK9NOOljiB1kQ4yhqr4N2+tbDQeVEGP4oqrB1H1V9d0BfURpx3MPIMsmxdwnKpfe7+p0jTBbvnieF10LM8RVP+lCr73wcpn5TpmRw2z71KpPM9e08om3raaaeMqR7LLHM9YkWiajtmD0Ps3CIKF6v/V6SUf7sCqXKP+9HZLw3YUZkjJuatVDImlbGQdE34owYtul6DejciUyxlghFd8dNVbGv2S0OyKzoS1Y/ZyhRT5hIDWtVUnZhZ5RAEO7JOHwYQWm7pPTBIDK4qyYZ+K5p1s2FmMBEZVL73d1ukaYLV+8z6uv2STEVT/pQlQeGb5conaod388+YnSsVLX/LVkttVUE085kl32eMeaRMpk1BaM3qdZJDAMKbReL+loH1blEuU/wMOE784mISnjplY9JJK2lXEgEAjGfCvisYDE02aT9f5T8d1RY2X8S0a7IzIbsoD0c8rzPKYCVNklCX+aOx7leV6U53mFwfzU9x5SUWDqPt7kKko7nntk2dRB7LTKpfe7VZOw2fLF87z6mhw8K576SRfq8sio5RK1w7mHlkNeezUrh1Z+Wvlaaed8/slsq6kmnnIku+zxjDWJlim2vyiD1Om9T/W96sCW8jWbBMwbHkY8UZfT0T6Mxmu9OpHJdwN3nTlOGPAtGeOmVj0kkrbZ71Skr8d+K+4WtEv1bzLxttlkvv9UfHf0vtfxjI9W2x2R2dAZkF5ETwUidDqdhgGqRMHKRMH8tIJHmblPL+147tELYqf3vJm8zZBoOkZ1v3VPM7auW6kInpXM/JONUVA4+R6+HRb7HHj+9cUYceiRGFFq3QuWOlChXr5m27lWPvG01XTvW46nTSTajpIx1iRaJr1gn1buFV2TAxEm8g7T0Vf1xmFAu07UQWutBEZMtIzJSNvM98dMwFOzwQGtypaofGbysTLOWP1eW71upS9agc6A9D1IAelF9KQCkolkuoyZLh+Q+TJmunxA5stI8vV9Ml3GTJcPIAWkL0JnQPoxovgKyfT5DZj38Z0K3+WiOBnxxi6Jpwzyb6n0m58MUlEO3k9+9f42NLYHUOBzxdRBT5PKGB49Eduhr2E15oDes1bz0rpuJbaD8nllDIlkyyIaS8yWWauercWxsBZPySqpbsvm6ji1MiY7rVTmkcq+aDZvo+8H3ycmDrTmgY7oeUgB6ae8snonFqxRxlcA9H3xW/H5Le+QZUi+X3+j55W+xrvjZMQbuyTeeAkAhDEPkhlvJFFSUQ69GBx8HfQ0qYzh0ROxHfqaH/14YgRpPWslFojR2CVjpU7VMSSSLYsofsrcyd156JVZr57Nymo1npJVUt2WzaSfahnNliNRRHnMPbQ8ZeVMRawgM98PUZ+YNzz+eDxE+qFD6P2QmqZ23PLmxqjHjzAD5r+6XtHpwwz4/WsbUNPUHn3GynWGbo8p6nvVZdFL14ws6udfXbOLK4eEW97ciK92NOjeJ+crus+oPKIyzH91vWJwlOtk/mvr48ojFSRa92bSVCPXQbplVWNG9njrJxX12hN5pBKjfpvMMcPq2CVj/n134KVttpTJUtPULhxL+Dy0ymxUz2ZkFckX71gpItVt2Vwdp1ZGs+VIFO08OlJSzmTLZPb78dWOBmGfeGmbzZKsRM9CCkg/RBhLAvq++BP1+Z0sv/5mnlcTZmJf9aIyxuN3Xqs+RdlplaWvxIaIJ001YYa0y6omlTE8eiq2Q1/yo2815oDRs1ZjgZgdu8zUqSiGhNl0zLZDg6rSfN5KLAatMlqNp5TuuEnJSD/VMpotR6Jo5WElRo2VciZbJivfc9Ft8cbjIXoGUkD6IbJ/bh4bEPObyKe3leta9xqVJR7f5Xrwvur14P3OWymPVn2KstMqS0/GhkhmOcy+j572925G9njrJxX12hN5pBIz7SRZY0YiY5eZOpXjDemRiCyVxVkG6o3282bq2aiMIvniHStFpLotm0k/1TKaLUeiaOVhJUaNlXImWyYr33PRbfHG4yF6BlJA+iHleV7cOWecIr6CyOd5Ij6/zfr4TrXvcjlOhtmYJPH4nReV4e6zJwhjHiTLb34ySEUMAnWaauQ66OkD02Zkj7d+UlGvPZFHKrEac8DoWSuxQIzGLhnz7zs2hkQyZSnPE8fI4fPQKrNRPZuR1Wo8JattMNVt2Vwdp1ZGs+VIFO08zMeosVLOZMtk9vtxSEWBsE/EG4+H6BnIDW8vIt1ueEXxFZLp8xsw7+M7UT/oIl/jojgZZn2cJyteglbMg2TInCy3g6mIQcD7yd+xvx2N7X4U+FwxdWBEql0rmpE93vox81yi8qUjfkSi6MloNeaA3rNGmB27rMR24OVTx5BItiyiscRsmbXq2Yys8cZTskqq27Je+umSMdlpmc0jnnEmlX3RbN5G3w++T0wYmJNwPB4rkBvexCEvWP2YfDdwRGWhorOW53kNV/utXLdiyUh05V2db7HPgX2bjO/TWtmJZyVP/Ux5nhenH6K9MtsbJo2pKAef5iEVBUlNO5mYkT3e+knH++0tbShezPZHM88men/iY5AHQ4pzuL+TK4toLDGbRyL13P2MUr5E0jJTxmRjro5TK2Oy00plHqnsi1bS0/t+8H0iEAhgbdJKQKQD2oJFEARBEARBEETaIAsIYYjZAF7xBGrjA2sB2oEL+TzU92kF2Rqc57Ykj5WgdHwAL71yW5VZrwxG1+R0Kwq8cQZSs1Yv6QgcxgeTFOWX6PvQyteMvFblFz2vDpaplwcvl1pGdeAuM31KXX/yc6L2YyS7UV2Igp6aqat43quVfqyXbqrbtxbqMcLqOBBPIFhRGeRnA4EgtjRJqGnqwJDixLa2WCmfqA3o9Xsz17TL1ZE0GfVkFrUvrTYu+nf8351u+ZzOoKkxxuq3PlXzhFSlQ/Q8pIAQulgJ4GU1UJvaj7cEceBCvQCH6oBf6r/PqVQGJtIqr9WgdHyZ+fIYBWzSk1kveJlecKlXVu/EzW9sjPHDk4zAeYnUVyIo37kdX4XX442vahT5AUjofSRSD1YCzYnSFQXLtNvtOvd0y6XXB9Ro9Sl1mURoBSg16nPqfERBT83WFS8HL7NWGlb7sVa6PRXkURRcjQ/cqVeueAPBisoQm44dCzd9krQgfEbl0wsMCcT2ezPXjAPpJS6jdtra7UtGq4/z/xbda0W+RzZ+onhOa4yx+q1P1TxBW5a+GXyVUEKH0HsR6T6EbnQoraapHdP//IFikLRLEpbdNCu6cqJ3XYuapnZMu/sDXceVcjoAYvKwggSGj2+YiSHFOZrlfe3Ko3DWwuW6coie1Su3aHXISGattIDYOrBLEj68/hh8+MEHWLDGoZmu2fdhpV7M1FcimKlrGwBIsbFr1Fgpl5V6sJKPGXlkr3HxtnMzGPVdEWbr2Uo+idaVVhpm8jJKP572nUxnEKIxwiYBn910HADxOGBmnDTbD8zUTzz93Eq6evfqtUe9a3rjcjzfMDMkMp5YxYp88aSpV0+AdrtMZJ6gxiidVDssUUOH0BOHzoAQmsQTwMtsoDaj8VBOx0ogLRF8YCKt8poJNmW2HHoBm6yKoVcHcnCpvR36EQgSCZynVS+pDqRoKhgVzE2KEw1qqSWvlXzMyMOQWuUDiC9Andl6tpJPonWllUa8wSXV9/dUoFCtMUIO3KknX7yBYEVlSEY6iaSrd69ee9S7lq5AembSNjOeWMWKfPGkabXtJWOeoKavB18lYqEtWIQmclAg9YqDOsiV1nW9dOWtIVrw6ajzsAIfmEirvHKwKT05RM8alZvHjMx6aYnKN6TQh60eppuu2fdhpV7M1FcimKlrKxYQq0EtzchrJR8z8qTLAqLXd0XEawGJd4xIpJ+Zycso/XS0by20xgg+cKdeuYzkMlN+M/WTSBA+M+nq3ZuIBUQvkF4q3nUi44lVrMgXT5pG9ZSKeYIZWdLRL4nUQRYQQpPyPGsBvKwEalMHEQLEgQvVeUiq+9QBv/i/bZIyMJFWec0Em1I/Gy2zRrnjkVkreJl2PXuQ7wbuOnOcMCqslfdhpV5SHUgx9p0zzD20XJGfOnCmjNn3YSZfPXnNBprTSlcdLPOuM8cZ3NMtl14fUKNVF1rtmUdUz0Z9TpSPOuiplbqKyqEji9azZvqxKN2eChQqGiMkqTtwp558ZuQyU369dGwSkhaET698Wm1Ar98bXTMKpGdLgoxGMmu1LxmtPs7/W3SvFfn0xg4r78Tc9ymxeYKWLOnul0TqoDMgvYjedgZEJtHghHrp8oG1AO3AhXoBDrWCbA3KcwkDEyUSfFAUwEuv3FZl1iuDXnCp+rZgNN3BBV5LgdTirZd0BA7jg0nWtwWFgR4TeR9a+ZqRN9FAeGr5nE6nbh68XGoZ1YG7zPQpdf3Jz4naj5HsRkHeREFPzdRVPO/VSj/WS9fs+0323nNRwEGz8pmRy2wZ5GcDgSBeXvwhzpk9SxgjI950jcqnFywx3mtaVNe3JE1GPZlF7UurjYv+He84x8vndDpMjTFWv/WpmieYTYfOgPQ9SAHpRfRWBaSvkukyZrp8QObLmOnyAf+/vTuPjqLK+4D/7e50OgshIcSQBEJYAzggA0E2BQQlBEFRHB9UTuKCjpFBQWRUBF8QF1wOQQFZ3FCf4xDwRcFxmEgggCIBNCQPKAgRgZBN1iSs6XT3ff/I20WvId3p6qX6+zmHc+jq27fur6pv3fy66lYpP0bGF/iUHqPS4wOYgAQiXoJFQaGq9gp2HT2Dqtorvm4KEQU4y+OJ5TMWbN9z9FrJPBVrIG2zQGorkT/hJHRSvC+LyjF340HeO5yIWqyp52S4+owUJQnGZz0EUluJ/A3PgJCi1dRDSj6AxjtovPTVL/y1iohcVlV7xeoBcgLX7lplEsD6fRVWxxrb10o99thuF3dj9VQ93hBIbSXyR0xASNFOX1Xx3uFE5BEtfS6RUo89wfish0BqK5E/YgJCinZDmJBuQWjGe4cTkTvMzyJwl1KPPY62S0ue9dDSerwhkNpK5I+YgJCixeiA1ybcyHuHE1GLXe85Ga48I0VJgvFZD4HUViJ/xEnopHj3p3XAyF4Jsj6zgoiCw6SbO2J46g1On5Mxa0wPq2ON7Wulst0u7sbqqXq8IZDaSuRveAbEgfPnzyMzMxPR0dGIjo5GZmYmampqmvzMI488ApVKZfVv8ODB3mkwXVdidDiGdG3LAYKIWszyeJIYHYbu0QKJ0WF27zl6rWSeijWQtlkgtZXIn/AMiAMPPfQQysvLkZeXBwD4+9//jszMTPz73/9u8nMZGRlYvXq19Do0NFTWdhIRERERBRomIDYOHTqEvLw87N69G4MGDQIAfPjhhxgyZAgOHz6MHj16OP2sTqdDQkKCt5pK5Feqaq/g2JlL6BwX6dKvga5+zt31eJPrMV1FeW2tX8cUaALhe6JUwbbtbeMNhPjlaqOcsQfCdqXmYwJio7CwENHR0VLyAQCDBw9GdHQ0du3a1WQCsn37dsTHxyMmJgYjRozA66+/jvj4eG80m8in3H0gl6ufC4QHf7naxsI/VXh20fd+HVOgCYTviVIF27a3jTcQHj4p1z6Sc98H2/cqGDABsVFdXe0waYiPj0d1dbXTz40dOxb3338/UlJScOzYMbz88ssYNWoUioqKoNPpHH6mvr4e9fX10uu6ujoAQENDAxoaGloYSdPM9cu9Hl9Seoz+El9V7VW7B3LN/uoAhnRuI10X7+7nLGN0dz3e5GobT569gLV/qK0eZudvMbWUt7+n3v6e+Es/lIsr8QVCH3XE3X3oKN71+yqk9/0lfm8cR+Xc966OFd6g1P7uTUGTgMyfPx+vvPJKk2V++uknAIBKZX+jdyGEw+VmkyZNkv7fu3dvDBgwACkpKfjPf/6DiRMnOvzMwoULHbZp8+bNiIjwzr3E8/PzvbIeX1J6jL6Or7RWBZPQWC0zCWDdpm3oHu38qW2ufC4/P9/t9XiTq20srVVBwL9j8hRvfU999T3xdT+UW3PiC4Q+2hRX96GjeG35U/xyHkfl3PeujhXecPkyHzjZUkGTgEybNg0PPPBAk2U6deqE/fv3488//7R77/Tp02jXrl2z15eYmIiUlBSUlpY6LTN79mzMnDlTel1XV4fk5GSkp6ejdevWzV6XOxoaGpCfn4/Ro0dDq9XKui5fUXqM/hJfVe1VLD/0vdVTgdUq4H/uHHndMyDX+5xljP0uG91ajze5ui1Onr2A9w/ugoCqWeUDkbe/p+5+H93lL/1QLq7E5+1t7ynu7kNH8dryh/i9cRyVc9+7OlZ4ox+ar1gh9wVNAhIXF4e4uLjrlhsyZAhqa2uxd+9eDBw4EACwZ88e1NbWYujQoc1e39mzZ3Hy5EkkJiY6LaPT6RxenqXVar02kHlzXb6i9Bh9HV/HOC0WTuyDl776BUYhpAdydYyL8tjntFotOsZFuLUeb3J1WyS3jcKkLiasO6aBScAvY/IUb31P3f0+tpSv+6HcmhOfr7a9p7i6Dx3Fe0+/JGworvTL+OU8jsq5710dK7zRD5Xc170laBKQ5urVqxcyMjLwxBNPYNWqVQAab8M7fvx4qwnoPXv2xMKFC3Hvvffi4sWLmD9/Pu677z4kJibi+PHjeOmllxAXF4d7773XV6EQeY27D+Ry9XOB8OAvV9s4pJ3A1InDUVGr99uYAk0gfE+UKti2vaN4/f3hk3LtIzn3fbB9r4IBExAHvvjiCzzzzDNIT08HANx9991YtmyZVZnDhw+jtrYWAKDRaHDgwAF8/vnnqKmpQWJiIkaOHIm1a9ciKqr52b8QjecXvXFqr6GhAZcvX0ZdXZ1iM3mlx+hv8UWqgL/coAXQgLq65k/Qa+pzjmJ0dz3e1Nw2muOLVOn9PiZ3+ep76q3vib/1Q09zJ75A6KOWWroPbeP1t/i9eRyVM3ZXxwo5mf9OM//dRq5TCW49v1FeXo7k5GRfN4OIiIiIruPkyZPo0KGDr5sRkJiA+BGTyYTKykpERUU1ecctTzBPeD958qTsE959RekxKj0+QPkxKj0+QPkxMr7Ap/QYlR4f4P0YhRC4cOECkpKSoFarZV+fEvESLD+iVqu9nkm3bt1asQckM6XHqPT4AOXHqPT4AOXHyPgCn9JjVHp8gHdjjI6O9sp6lIppGxEREREReQ0TECIiIiIi8homIEFKp9Nh3rx5Dp9DohRKj1Hp8QHKj1Hp8QHKj5HxBT6lx6j0+IDgiFFpOAmdiIiIiIi8hmdAiIiIiIjIa5iAEBERERGR1zABISIiIiIir2ECQkREREREXsMExE8sX74cnTt3RlhYGNLS0vDDDz9Yvf/nn3/ikUceQVJSEiIiIpCRkYHS0tIm6zx+/DimTJmCzp07Izw8HF27dsW8efOg1+utym3duhVDhw5FVFQUEhMT8cILL8BgMDRZd319PZ5++mnExcUhMjISd999N8rLy63KnD9/HpmZmYiOjkZ0dDQGDhyIlJQURcUIAP/5z38waNAgaLVaaDQaaDSagIjvgw8+wG233YbWrVtDpVKhpqamyXXHxcWhTZs2AbP/rhcfABw5cgQTJkxAXFwcWrdujS5duiAxMdGjMQLA3XffjY4dOyIsLAyJiYnIzMxEZWWlVZmysjLcddddiIyMRFxcHJ555hm77WDL1X4YHh6OVq1aKSo+4FofNMcXGRkZMDH6Qz/0ZXyAdT+MiIhAbGws4uLioFKpsGHDBrvyQgjMnz8fSUlJCA8Px2233YZff/31ujHajkmZmZl27Zk+fTrS0tKg0+nw17/+9bp1Aq71w8jISGi1WkRERCgqPuBaP9TpdAgNDUV4eHjAxOhqP3Q2VlHzMQHxA2vXrsWMGTMwZ84cFBcXY9iwYRg7dizKysoANHbUe+65B3/88Qc2btyI4uJipKSk4I477sClS5ec1vvbb7/BZDJh1apV+PXXX7F48WKsXLkSL730klRm//79uPPOO5GRkYHi4mLk5ubim2++wYsvvthkm2fMmIGvv/4aubm52LlzJy5evIjx48fDaDRKZR566CGUlJQgLy8Ps2bNws8//4yYmBhFxbh+/XpkZmaiT58+UKlUeOWVV7Bo0aKAiO/y5cvIyMiwqsvZut966y3U1tbCaDTiwQcfVER8ADBu3DgYDAYUFBRgwYIFOHHiBM6dO4fNmzd7LEYAGDlyJNatW4fDhw9j/fr1OHr0KP72t79J7xuNRowbNw6XLl3Czp07kZubi/Xr1+O5555rsl5X+uGsWbNgMBgQHR2NwYMHKyY+cx989NFHsXDhQuj1emRlZXn0OCNnjP7QD30ZH2DdD5csWYIuXbrgwoULTsu//fbbyMnJwbJly/DTTz8hISEBo0ePbvIzgPWYlJeXh5KSEmRmZlqVEULgsccew6RJk5qsy5Ir/fDVV1/F5MmTERcXp6j4LPvhsmXLMGXKFEybNi1gYnSlHzobq8hFgnxu4MCBIjs722pZz549xYsvviiEEOLw4cMCgPjll1+k9w0Gg4iNjRUffvihS+t6++23RefOnaXXs2fPFgMGDLAq8/XXX4uwsDBRV1fnsI6amhqh1WpFbm6utKyiokKo1WqRl5cnhBDi4MGDAoDYvXu3FOO9994rAIjffvtNETE2NDSI9u3bi48++ijg9qGlbdu2CQDi/PnzTsuY47Ncd6DHd/r0aQFAfP/991KMU6ZMEQDEli1bZI1x48aNQqVSCb1eL4QQYtOmTUKtVouKigqpzJo1a4ROpxO1tbUO63C1H5r3YWFhodQPAz0+yz4ohHePpZ6I0ZK/9UNvxWfbD4UQoq6uTgAQAMTXX39tVd5kMomEhATx5ptvSsuuXr0qoqOjxcqVK52u33ZMEkJY9QVb8+bNE3379r1uXO6Mh5brXrZsWcDHZ9sPLQXCPrTUnH5oZjtWkWt4BsTH9Ho9ioqKkJ6ebrU8PT0du3btAtB4+hMAwsLCpPc1Gg1CQ0Oxc+dOl9ZXW1uL2NhY6XV9fb1VvQAQHh6Oq1evoqioyGEdRUVFaGhosGpzUlISevfuLbW5sLAQ0dHRGDRokBSj+bSpuUygx7hv3z5UVFTAZDJh7969yM3NxdixY6XTyP4cnyssv6OW6w70+Nq2bYtevXrh888/x/nz56V93q5dO6SlpQGQJ8Zz587hiy++wNChQ6HVagE09pfevXsjKSlJKjdmzBjU19d7pB/269dP2oeDBw+W+mGgx2fug2q1Gn379sXevXuxZ88eq0s5/DlGV3izH3ozPst+eOnSJRgMBqxatQrt2rVzWP7YsWOorq62+l7odDqMGDFC2g6OWI5JZpZ9wV2ujoeW6wYaf1kP9Pgs+2G/fv2QmJhoNRba8rcY3WU7VpFrmID42JkzZ2A0Gu0Otu3atUN1dTUAoGfPnkhJScHs2bNx/vx56PV6vPnmm6iurkZVVVWz13X06FEsXboU2dnZ0rIxY8Zg165dWLNmDYxGIyoqKvDaa68BgNO6q6urERoaijZt2jhtc3V1NeLj4+1ijI+Pl8oEeox//PEHAGD+/PkAgEWLFqFNmzYYMWIEzp0759fxucK8/wwGg9W6Az0+lUqF/Px8FBcXIzY2FkajEZs2bUJeXh5iYmI8HuMLL7yAyMhItG3bFmVlZdi4caP0XnV1td0xoE2bNggNDZXWb8uVfmh7nDH3w0CPz7IPmi/3aNu2rdQHbcv7W4yu8EY/9EV8lv0wKioKYWFhWLx4MfLy8hyWtxw/LFluB2efM49JlizHJHe4Oh7asp1rEIjxWfbDuXPn4ttvv5XGQmd1mutwVqezz8kRozscjVXkGiYgfkKlUlm9FkJIy7RaLdavX48jR44gNjYWERER2L59O8aOHQuNRgMAyM7ORqtWraR/tiorK5GRkYH7778fjz/+uLQ8PT0d77zzDrKzs6HT6ZCamopx48YBgFR3c1m22VFMKpXKqkygx2gymQA0TngDgF69emH16tVQqVT48ssvAzK+pjz77LNW6w70+IQQmDp1KuLj46VJksOGDcP48eOlP9Y8GeM///lPFBcXY/PmzdBoNMjKyoIQQnrftr/Yrt+VuJz1Q9u+F+jxmfvgnDlzpO/E3LlzpT5oWz5QYmyKnP3QF/FZ9sMffvgBe/fuxYQJEzB+/PgmP9fUmOksRm/sH2f1urqOQIrPsh/ed999SEtLk8bCpvh7jM44G6vINUxAfCwuLg4ajcYuez916pTVrwNpaWkoKSlBTU0NqqqqkJeXh7Nnz6Jz584AgAULFqCkpET6Z6myshIjR47EkCFD8MEHH9i1YebMmaipqUFZWRnOnDmDCRMmAIBUt62EhATo9XqcP3/eaZsTEhLw559/2sV4+vRpqUygx5iYmAgAuPnmm6X4dDodunTpgrKyMr+OzxXmu3x069bNat2BHl9BQQG+/fZb6dI5jUaDzMxMhIeH47PPPvN4jHFxcUhNTcXo0aORm5uLTZs2Yffu3QAav2+2x4Dz589Ll4Q54ko/tD3OmPthoMdn7oM33nijFOO5c+ekPmhb3t9idIU3+qEv4rPsh7fccgv69++P5cuXIzw83GH5hIQEAGhyzHQUo+WYZMlyTHKHq+OhLfPZVsv6gMCKz7IfmpnHQmd1Av4ToyuuN1aRC+SfZkLXM3DgQPHUU09ZLevVq5c0sdCRI0eOCLVaLb777rsm6y4vLxfdu3cXDzzwgDAYDM1qz8svvyySk5OdljdPSlu7dq20rLKy0uGkuz179kgxTpw40WqyWKDHWFtbK3Q6nTQJ/amnnhJ6vV7Ex8eLVatW+XV8lpqadGded2xsrN3k3kCP75tvvhFqtVpcuHBBCHGtH6amporXX39dCOG5GG2VlZUJAGLbtm1CiGsTfCsrK6Uyubm5zZqk3dx+aI5v9+7dUj8M9Pgs+6AQjfvwySeflPqgEP69Dy35uh/a8lZ8tv3QLDU1tckJzG+99Za0rL6+vtkTmM1jkhDCqi/YcnWStivjoeW6nU1CD6T4bPuhEEIaCwNhH1pqTj90Zawi55iA+IHc3Fyh1WrFxx9/LA4ePChmzJghIiMjxfHjx6Uy69atE9u2bRNHjx4VGzZsECkpKWLixIlN1ltRUSG6desmRo0aJcrLy0VVVZX0z9Lbb78t9u/fL3755RexYMECodVq7Q4YtrKzs0WHDh3Eli1bxL59+8SoUaNE3759rTplRkaGuOmmm0RhYaF49dVXhUqlEjfddJOiYpw+fbpo3769mD17ttBqtWLYsGHSHwn+Hl9VVZUoLi4WH374oXQXmuLiYnH27Fm7dS9fvlxotVqRk5MjduzYERD773rxnT59WrRt21ZMnDhRlJSUiMWLFwu1Wi00Go346quvPBbjnj17xNKlS0VxcbE4fvy4KCgoELfeeqvo2rWruHr1qhCi8U5FvXv3FrfffrvYt2+f2LJli+jQoYOYNm1ak3W70g9fffVVERISItq3by9GjBihmPjMffC7774TOTk5Qq1Wi6ioKFFYWBgQMfpDP/RlfLb9cN++fSIrK0uEhIQIACInJ0cUFxeLEydOSHW++eabIjo6Wnz11VfiwIED4sEHHxSJiYnXvSue5ZhUWFgo+vTpI8aPH29VprS0VBQXF4snn3xSpKamiuLiYlFcXCzq6+ud1utKP9y6dav47LPPRLdu3RQVn2U/LCoqEvfcc49o06ZNwMToSj9saqyi5mMC4ifef/99kZKSIkJDQ0X//v3Fjh07rN5/7733RIcOHYRWqxUdO3YUc+fObbIzCSHE6tWrpVsZ2v6zNHLkSBEdHS3CwsLEoEGDxKZNm67b3itXrohp06aJ2NhYER4eLsaPHy/Kysqsypw9e1ZMnjxZREVFiaioKHHzzTeL5ORkRcWo1+vFc889J+Lj44VOpxNhYWFCq9UGRHzz5s1zWO/q1auvu24lxCeEED/99JNIT08XsbGxIioqSnTq1EnEx8d79Du6f/9+MXLkSBEbGyt0Op3o1KmTyM7OFuXl5VblTpw4IcaNGyfCw8NFbGysmDZtmvTHnzOu9kOdTiciIyMVFZ9lH4yKihI9evQQSUlJAROjP/RDX8YnhHU/DA8Pd1j+4YcflsqbTCYxb948kZCQIHQ6nRg+fLg4cOBAk+0Qwn5Mmjx5st0v3SNGjHC4/mPHjjmt15V+qNT4LPthIMbYkn5I7lEJYTHDjIiIiIiISEYhvm4AXWMymVBZWYmoqCiv3tGBiIiIiJpHCIELFy4gKSkJajXv5+QOJiBNWL58Od555x1UVVXhL3/5C959910MGzbMYdmvvvoKK1asQElJCerr6/GXv/wF8+fPx5gxY5q9vsrKSiQnJ3uq+UREREQkk5MnT6JDhw6+bkZAYgLixNq1azFjxgwsX74ct9xyC1atWoWxY8fi4MGD6Nixo13577//HqNHj8Ybb7yBmJgYrF69GnfddRf27NmDfv36NWudUVFRABq/0K1bt/ZoPI40NDRg8+bNSE9Pl552qzRKj9Hd+N4v+B0atQrZt3W1e2/l9qMwmgT+MaqbW23yZN1K33+A8mNkfIFP6TG6E5+cx1BPC7T958629XaMdXV1SE5Olv5uI9cxAXEiJycHU6ZMkR4y8+677+K7777DihUrsHDhQrvy7777rtXrN954Axs3bsS///3vZicg5suuWrdu7bUEJCIiAq1btw6Ig5I7lB6ju/FFRkUhJ/8IwiJb4Znbu0vLl2wtxfJdlZg5OtXt76An61b6/gOUHyPjC3xKj9Gd+OQ8hnpaoO0/d7atr2Lk5fLuYwLigF6vR1FREV588UWr5enp6di1a1ez6jCZTLhw4QJiY2PlaCJRi5gP6jn5RyCEwJMjuuKD7/9ATv4RzBydanXQb0ndDUYTnr0jFcu2/e6RuomI/IHtcW7m6FQsLeBxzhNst+1z6T2wZGspt63CMAFx4MyZMzAajXZP1mzXrp3dkzudWbRoES5duoT/+Z//cVqmvr4e9fX10uu6ujoAjZl8Q0ODGy13jXkd3liXryg9xpbE99TwTjAajVi8pRSLt5QCAKaP6oqnhndq8fZ6angnXLiix9KC37Gs4HcIN+tW+v4DlB8j4wt8So/R3fieGt4Jpy9cxdKC3/H+tt9hEp47hnpSIO6/p4Z3wokzF5u9bb0dYyBtS3/F2/A6UFlZifbt22PXrl0YMmSItPz111/H//7v/+K3335r8vNr1qzB448/jo0bN+KOO+5wWm7+/Pl45ZVX7Jb/61//QkREhPsBELlgemHj7xBqlcDiwUaP1ftDtQr/7zENAECjEsjxYN1ERP5g3R9q/Phn412QeJzzrHf2a1B+qfESJ3/btpcvX8ZDDz2E2tpav7nULtDwDIgDcXFx0Gg0dmc7Tp06ZXdWxNbatWsxZcoUfPnll00mHwAwe/ZszJw5U3ptntSUnp7u9AsthIDRaITRaERLc0eDwYBdu3Zh6NChCAlR5lfBnRhVKhU0Gg00Go3fX9/Z0NCA/Px8jB492q3rXpdtOwrgKADAJFT4I7wHpo20n/jnjq//dx+AMwAAo5t1tzS+QKD0GBlf4FN6jC2J76OVuwE0Xr3g7nFOboG6/177ZTsAPYDrb1tvx2i+YoXcp8y/OlsoNDQUaWlpyM/Px7333istz8/Px4QJE5x+bs2aNXjsscewZs0ajBs37rrr0el00Ol0dsu1Wq3DDqTX61FVVYXLly83M5KmCSGQkJCAqqoqv/9D210tiTEiIgKJiYkIDQ2VqXWe4+w705QlW0vxXsFR6fWdfRLxXsFRaDSaFl9ju2RrKbYfOSO9njk6FTn5R9yu2534Ao3SY2R8gU/pMboa35KtpThQce0P0ZYe5+QWSPtvydZSnL6gl143d9t6K8ZA2Y7+jAmIEzNnzkRmZiYGDBiAIUOG4IMPPkBZWRmys7MBNJ69qKiowOeffw6gMfnIysrCe++9h8GDB0tnT8LDwxEdHd3i9phMJhw7dgwajQZJSUkIDQ1tcdJgMplw8eJFtGrVSrEP0nEnRiEE9Ho9Tp8+jWPHjqF79+6K2z6WE/py8o8AADJ6J6BnQpT02t0B1Fz3yB43YNvh01Z1tbRuIiJ/YD7O9ekQjQPltQB4nPMU87a9IUqH0xca58ly2yoPExAnJk2ahLNnz2LBggWoqqpC7969sWnTJqSkpAAAqqqqUFZWJpVftWoVDAYD/vGPf+Af//iHtPzhhx/Gp59+2uL26PV6mEwmJCcne2x+iMlkgl6vR1hYmOL+wDZzN8bw8HBotVqcOHFC+rySGE1CupuI+YAOXDuoG03uX95nrjs6XCslIJ6qm4jIH5iPc9V1V6UEBOBxzhPM2/a7X6ulBATgtlUaJiBNmDp1KqZOnerwPdukYvv27fI3CFBsouCPlLytnx2darfMfD6tpb8smev+vPC43Xv81YqIlMB8nJvz9QG793icaxnztt180P6uo9y2yqHcv7CIiIiIiMjvMAEhRdq+fTtUKhVqamp83RQiIiIissAEhBRp6NChqKqq8sgNAIiIiIjIc5iABInF+UewZGupw/eWFvyOxRYTkX1Nr9dfv9B1hIaGIiEhQbG3FyYiIiIKVExAgoRGrUKOgyTkgx9PYvGWUmjU8v2hftttt2HatGmYNm0aYmJi0LZtW8ydO1d6kGKnTp3w2muv4ZFHHkF0dDSeeOIJAMCuXbswfPhwhIeHIzk5Gc888wwuXbok1VtfX4/nn38eycnJ0Ol06N69Oz7++GMA9pdgffrpp4iJicGGDRuQmpqKsLAwjB49GidPnpQtbiIiIiKyxwQkgAkhcFlvaNa/x4d1xtOjuiEn/wgWbT6My3oDcvKPYPkPZZg2siseH9a52XW58wT2zz77DCEhIdizZw+WLFmCxYsX46OPPpLef+edd9C7d28UFRXh5ZdfxoEDBzBmzBhMnDgR+/fvx9q1a7Fz505MmzZN+kxWVhZyc3OxZMkSHDp0CCtXrkSrVq2ctuHy5ct4/fXX8dlnn+HHH39EXV0dHnjgAZdjURJ39iURERFRS/A2vAHsSoMRN/4/37n8uaUFv2Npwe/S62XbjmLZtqNNfMLawQVjEBHq2lcnOTkZixcvhkqlQo8ePXDgwAEsXrxYOtsxatQozJo1SyqflZWFhx56CDNmzAAAdO/eHUuWLMGIESOwYsUKlJWVYd26dcjPz8cdd9wBAOjSpUuTbWhoaMCyZcswaNAgAI1JUa9evbB3714MHDjQpXiUgvkHEREReRvPgJBXDB482Go+xpAhQ1BaWgqj0QgAGDBggFX5oqIifPrpp2jVqpX0b8yYMdIT4UtKSqDRaDBixIhmtyEkJMRqPT179kRMTAwOHTrUwugCl4kZCBEREXkZz4AEsHCtBgcXjHHpMyu2H8XSgt+h1ajQYBR4YmgHTE/v5dpTwrUaV5t6XZGRkVavTSYTnnzySTzzzDN2ZTt27Ijff//dbnlzOJqUHswT1flAWSIiIvI2JiABTKVSuXQp1JKtpVha8Dtmjk7FM7d3x3tbjmDxllK0igjH9Dvsn4ztSbt377Z73b17d2g0jpOZ/v3749dff0W3bt0cvt+nTx+YTCbs2LFDugTregwGA37++WfpcqvDhw+jpqYGPXv2dCESZeEZECIiIvI2XoIVJJZsLUVO/hEp+QCAp0d1w9RhHbF4S6nTW/R6ysmTJzFz5kwcPnwYa9aswdKlSzF9+nSn5V944QUUFhbiH//4B0pKSlBaWopvvvkGTz/9NIDGO2c9/PDDeOyxx7BhwwYcO3YM27dvx7p165zWqdVq8fTTT2PPnj3Yt28fHn30UQwePDho538A3psDwsnuREREZMYzIEHCaBJWyYfZ329pvIWtUeZrcbKysnDlyhUMHDgQGo0GTz/9NP7+9787LX/TTTdhx44dmDNnDoYNGwYhBLp27YpJkyZJZVasWIGXXnoJU6dOxdmzZ9GxY0e89NJLTuuMiIjACy+8gIceegjl5eW49dZb8cknn3g0zkDjrTMgQgBBfKUbERERWWACEiSeHe38EqunR3VzaQ6IO7RaLd59912sWLHC7r3jx487/MzNN9+MzZs3O60zLCwMOTk5yMnJsXvvtttugxACJpMJdXV10vKJEydi4sSJrgegUN5KQExCQA1mIERERMRLsIiCmrcmoXOyOxEREZkxASEKYpZzMzydI1ieXOFkdyJSIh7Z5MNhQ9l4CRbJbvv27b5uAh555BE89thjvm6G3+EBnoiIiLyNZ0CIgpjlmQk571TFMyBERERkxgSEKIhxDggRERF5GxOQAMPnKXhPMGxryxjlPEvBMyBERERkxgQkQGi1WgDA5cuXfdyS4GHe1uZtr0SWZyZMJvnWI2Ssm4iIiAILJ6EHCI1Gg5iYGJw6dQpA40P1VC18spvJZIJer8fVq1dlfw6Ir7gToxACly9fxqlTpxATEwONRiNzK33HJONdsCy/njwDQkRKxKcbyYcPr1U2JiABJCEhAQCkJKSlhBC4cuUKwsPDW5zM+KuWxBgTEyNtc6UyyXgJFm/DS0RERI4wAQkgKpUKiYmJiI+PR0NDQ4vra2howPfff4/hw4cr9jIjd2PUarWKPvNhZpkXeHrOi/X8Eo9WTUTkd4QQiv0xj8jTmIAEII1G45E/jjUaDQwGA8LCwhSbgARDjC1hkjFJMMmY3BAR+RuTADTMP4iaRZkX/hNRs5hkvExKzuSGiMjf8FJTouZjAkIUxORMEjgHhIiCCY9zRM3HBIQoiAkZn4Qu5wR3IiJ/w8McUfMxASEKYtbPAfF0AnLt/xyYiUjp+EMLUfMxASEKYvJOQucZECIKHpzrRtR8TECIgpjl0889/xwQTkInouDBH1qImo8JCFEQs3oSuoy34eXATERKJ0zXL0NEjZiAEAUxOe9UZZJxgjsRkT+wPLLxhxbP4uZUNiYgREHMWw8i5CVYRKR0TECImo8JCFEQk/PXOyHj5V1ERP7A8tjGwxxR8zEBIQpicl4mxbtgEZHSCR7niNzCBIQoiMl5pypOQicipZPzRh5ESsYEhCiIyZkkcGAmIqXjDy3ewRuZKA8TEKIgZvn0c0+fAZHzDltERP5Azht50DXctsrDBIQoiFke1D0+B0TG5IaIyB9Y/dDCA51s+COW8jABIQpick6g5KUJRKR0vNTUOziGKA8TEKIgJuezOvggQiJSOv7Q4h3ctMrDBKQJy5cvR+fOnREWFoa0tDT88MMPTstWVVXhoYceQo8ePaBWqzFjxgzvNZTITd769Y5XJhB5z+L8I1iytdThe0u2lmJx/hEvt0i5eBte+ahU1/7Pbas8TECcWLt2LWbMmIE5c+aguLgYw4YNw9ixY1FWVuawfH19PW644QbMmTMHffv29XJridzjteeAMAMh8hqNWoUcB0nIkq2lyMk/Ao1a5eST5Coh41lkuobbVnmYgDiRk5ODKVOm4PHHH0evXr3w7rvvIjk5GStWrHBYvlOnTnjvvfeQlZWF6OhoL7eWyD1y3qmKd4ch8o1nbu+OmaNTrZIQc/Ixc3Qqnrm9u49bqBy81NQ7eAZEeUJ83QB/pNfrUVRUhBdffNFqeXp6Onbt2uWx9dTX16O+vl56XVdXBwBoaGhAQ0ODx9bjjHkd3liXryg9xpbGpzcYpP8bjCaPbieD0ST9v8Hg3nda6fsPUH6MjM83nhreCUajETn5R/DuliMwCWD6qK54angnl9vqrzF6SkviszzO6b00drsqUPefZUKn1zegQeO8rLdjDLRt6Y+YgDhw5swZGI1GtGvXzmp5u3btUF1d7bH1LFy4EK+88ord8s2bNyMiIsJj67me/Px8r63LV5Qeo7vxHTinAtB4VP/jj2PYtOmox9p04oQa5pOsu3fvxfnf3P8FS+n7D1B+jIzP+7oAAEJgEoAKAl2uHMamTYfdrs8fY/Qkd+Krrr52nNvx/Q/4PdLDjfKgQNt/tbUaAI2XC27enI9I7fU/460YL1++7JX1KBkTkCaoVNbXyQoh7Ja1xOzZszFz5kzpdV1dHZKTk5Geno7WrVt7bD3ONDQ0ID8/H6NHj4ZW24yeHYCUHmNL49MePAUcLgEAdOzUCXfe2dNjbdu54VfgVAUAYMDAmzGsW5zLdSh9/wHKj5Hx+c6ybUcBNP6oIKDCH+E9MG1kV5fr8ecYPaEl8W08VwycPw0AuOXWW3Fjovxjt6sCdf+tOl4IXLoAABh1xx1oGxnqtKy3YzRfsULuYwLiQFxcHDQajd3ZjlOnTtmdFWkJnU4HnU5nt1yr1Xr1IOHt9fmC0mN0Nz615to0MJVK5eFtdC1ZV6s1Lapb6fsPUH6MjM+7lmwtxXsF185o9kiIwnsFR6HRaNyeA+JvMXqaW/FZ/Cip0YT49fYJvP3n+rb1VoyBtR39EyehOxAaGoq0tDS7U3n5+fkYOnSoj1pF5Hly3sPe+inrHq2aiJpgOeHcrHt8K7uJ6dRyJt6GVzac4K9sPAPixMyZM5GZmYkBAwZgyJAh+OCDD1BWVobs7GwAjZdPVVRU4PPPP5c+U1JSAgC4ePEiTp8+jZKSEoSGhuLGG2/0RQhE1yXnnap4f3wi3zCahHS3qxyLZ36Yz3wYeVs6j5HzYa7Bjrc4VjYmIE5MmjQJZ8+exYIFC1BVVYXevXtj06ZNSElJAdD44EHbZ4L069dP+n9RURH+9a9/ISUlBcePH/dm04maTVidpZDvNrzMP4i851mLMx+2eAtezxL8lV42VmMIuG2VhglIE6ZOnYqpU6c6fO/TTz+1W8aDDwUa64cFerpux+shIu/z5A1U6Bo+70g+3LbKxjkgREGMDyIkInKf5Q83/BHSs6zGJw4iisMEhCiIyTsHxPL/HDyISHn4Q4t8eBmvsjEBIQpiJi/NAeHATERKJOdZ5GDHy3iVjQkIURCT8xaSvD0lESkdj3Py4bZVNiYgREFMyHiWgr9eEZHS8TIh+fA2vMrGBIQoiMmZJAgOzER+g/Ow5MEfWuTDBxEqGxMQoiAm5693HJiJSOnkPIsc7DiPUNmYgBAFMTmTBA4eRKR0/KFFPty2ysYEhCiICVknoVv+n4MHESkPLxOSj5zjE/keExCiIGb5cCfPPweEAzORL7Hfyc/qhxaT83LkOuvbxPuuHSQPJiBEQUzOAzzvYELkW0aLjqdSqXzYEuXir/Ty4bZVNiYgREFMzssHeA93It8yMPOXHX9okY+J21bRmIAQBTE5n+LLSehEvmVkx5Md54DIhz9iKRsTEKIgJmeSYH15FwcPIm/jGRD58YcW+QiOIYrGBIQoiHnrQYQmjsxEXmd5BoR/wMlDzrPIwY7JnbIxASEKYt57EKFn6yai6zNY3JaJfxvLg5cJycfEH7EUjQkIEQGQdw4Ihw4i77O8LayB94iVBf8ulo/VZby+awbJhAkIURCzfg6IfA8i5OUfRN5nmXRwQro8eAZEPrwNr7IxASEKYnJeJsXBg8i3LJMOTkiXh9UcEJ5k8ig+iFDZmIAQBTHvPQfEo1UTUTNYJh08AyIPngGRD7etsjEBIQpiQsYkwfLXQA4eRN5ndQbEyD4oBzlv5BHMhBB8yKPCMQEhCmJy3oaXAzORb1kmHUZ2QlnIeQwNZrabkttWeZiAEAUxOS+Tsr42moMHkbcZeQmW7OQ8ixzMbBMO3shEeZiAEAUxOe9UxTkgRL5leRcsTkKXB8+AyMP268oJ/srDBIQoiMl5pypOICTyLeszIPwLTg5y3sgjmNmOGRxDlIcJCFEQs37SrGfrFjKeXSGi6+MkdPlZP0vJhw1RGPs5IL5pB8mHCQhREPPWJHQOHkTexzkg8hO8BEsWnAOifExAiIKYnHeq4rXRRL7F54DIjz+0yMP+EiwfNYRkwwSEKIjJ+esdB2Yi3+KT0OUn5408gpndJHRuW8VhAkIUxOScKM45IES+xTMg8uPNNuRhO2Zw2yoPExCiICbvJVgcmIl8yWh1G17eBUsOfFq3PGy3JYcQ5WECQhTErC4f8HDdHJiJfMv6DIgPG6JgAvyhRQ48A6J8TECIghifA0KkXHwOiPys54D4rh1KYz8HxDftIPkwASEKYvJOQne8HiLyDk5Clx8fRCgP223Jbas8TECIgpi8DyLkwEzkS5yELi8hBC81lQnngCgfExCiICbnLSR5G14i3+IZEHnZP62b29hT7J8Dwm2rNExAiIKYnEkCH0RI5Fs8AyIvPixPPty2yscEhCiI8UGERMpltLj1ldEkeCmkh9lfJsTt6yk8u6R8TECIgpicSQIfREjkW7aXXfEsiGfxMiH52G5LjiHKwwSEKIh5bw4IBw8ib7NNODgPxLPsf6X3TTuUiLfhVT4mIE1Yvnw5OnfujLCwMKSlpeGHH35osvyOHTuQlpaGsLAwdOnSBStXrvRSS4ncI2eSwEuwiHyLZ0DkxTMg8uG2VT6V4Hkth9auXYvMzEwsX74ct9xyC1atWoWPPvoIBw8eRMeOHe3KHzt2DL1798YTTzyBJ598Ej/++COmTp2KNWvW4L777mvWOuvq6hAdHY3a2lq0bt3a0yEBABbnH8GeY2cBACfPXsaVK1fQPSkW5TVXcOGqQXqm66V6A1QAInQhVv+3fa++wQiDSSBErYJOq2myrKfqcXWdQgi00oUAKpXP2+7xekI1aDAYoDepXKpHq1EjrlUoKmquWn0/1CogRK1CfOswnKq76lZc0eFanKq7Cr3R+tASqlHhhigdTl+oh9Ekmr19zPuv3mDy+++aW/UIgYv1BqhUKkT683fNzXoAIFQtrL6jSojL08cYT7YdAHRaDeobjFb9MEqnQb3BJL3f7PaEqK2+o4GwT1ypx/wd1YaE4JLe2Kx6VACuNBjRYLF9VQBahYWgdViI1XHO59vH5hjj7/ukvsEIIYAGk/22tfx+m5e3DtOifZswlFaeRXh4BJJjIwAAgzq3xbOjUyEHb/y9pnRMQJwYNGgQ+vfvjxUrVkjLevXqhXvuuQcLFy60K//CCy/gm2++waFDh6Rl2dnZ+L//+z8UFhY2a53e+EIv2VqKnPwjstRNRERE5A9mjk7FM7d3l6VuJiAtx0uwHNDr9SgqKkJ6errV8vT0dOzatcvhZwoLC+3KjxkzBj///DMaGhpka6urnrm9O2bK9IsAERERka/JmXyQZ4T4ugH+6MyZMzAajWjXrp3V8nbt2qG6utrhZ6qrqx2WNxgMOHPmDBITE+0+U19fj/r6eul1XV0dAKChoUHWpOWp4Z1gNBrxXsFR2dZBRERE5G3TR3XFU8M7yfp3lD/9sByomIA0QaVSWb0WQtgtu155R8vNFi5ciFdeecVu+ebNmxEREeFqc13SBQCgQeMVlEQC8n0X5KybiMgf8DjnDzQqgS5XDmPTpsOyrufy5cuy1h8MmIA4EBcXB41GY3e249SpU3ZnOcwSEhIclg8JCUHbtm0dfmb27NmYOXOm9Lqurg7JyclIT0+X/ZrCZduOAuAZEDKTc+DkoExESsfjnD8wChX+CO+BaSO7yroe8xUr5D4mIA6EhoYiLS0N+fn5uPfee6Xl+fn5mDBhgsPPDBkyBP/+97+tlm3evBkDBgyAVqt1+BmdTgedTme3XKvVOv2MJyzZWsrLr4iIiEhx3is4Co1GI+scEDn/RgsWnITuxMyZM/HRRx/hk08+waFDh/Dss8+irKwM2dnZABrPXmRlZUnls7OzceLECcycOROHDh3CJ598go8//hizZs3yVQgO8S5YREREpGQ5+UewZGupr5tBTeAZECcmTZqEs2fPYsGCBaiqqkLv3r2xadMmpKSkAACqqqpQVlYmle/cuTM2bdqEZ599Fu+//z6SkpKwZMmSZj8DBLg2Z0TOU3uXLlxAWmLjWZfyc5dx9epVdE1og4raK7hYf+05IJfrG++FHq7TWP3f9r36BhOMJgGNWgWdVt1kWU/V4+o6hRCI1GkAlcrnbfd4PaFqNBiMaPj/n7HQ3HpCNGq0jdTiz7p6u/c0auvndbgaV+swLU5fqIfJJOzaE9cqFGcu6qX3mrN9zPuv3iD8/rvmVj1C4FK9ESqVChH+/F1zsx4A0KqF1XdUCXF5+hjjybYDgE6rtnsPgNX7zW5PiMrqOxoI+8SVeszfUW2IBpf1pmbVowJw1cm2jNKFWB3nfL59bI4x/r5PmvoO276nAhCl0yIpJgxHq88hLCwcHdo0zqG9dOGCbH9Pmevlkyzcx+eA+JHy8nIkJyf7uhlEREREdB0nT55Ehw4dfN2MgMQExI+YTCZUVlYiKiqqybtteYp50vvJkycV+yAdpcfI+AKf0mNkfIFP6TEyvsDn7RiFELhw4QKSkpKgVnM2gzt4CZYfUavVPsmkW7durdiDkpnSY2R8gU/pMTK+wKf0GBlf4PNmjNHR0V5Zj1IxbSMiIiIiIq9hAkJERERERF7DBCSI6XQ6zJs3z+GzSJRC6TEyvsCn9BgZX+BTeoyML/AFQ4xKw0noRERERETkNTwDQkREREREXsMEhIiIiIiIvIYJCBEREREReQ0TECIiIiIi8homIH5k+fLl6Ny5M8LCwpCWloYffvjB6v0///wTjzzyCJKSkhAREYGMjAyUlpY2Wefx48cxZcoUdO7cGeHh4ejatSvmzZsHvV5vVW7r1q0YOnQooqKikJiYiBdeeAEGg6HJuuvr6/H0008jLi4OkZGRuPvuu1FeXm5V5vz588jMzER0dDTCw8PRqlUrRcUHAP/5z38waNAgKb7IyMiAifGDDz7AbbfdhtatW0OlUqGmpqbJdcfFxaFNmzaKiQ8Ajhw5ggkTJiAuLg5hYWEICwtDaGiox+IDgLvvvhsdO3ZEWFgYEhMTkZmZicrKSqsyZWVluOuuuxAZGYm4uDg888wzdtvAlqt9MDo6GgMHDkRKSopH96GvYwSu9UOtVguNRgONRhMQ8flDH/RlfIB1H4yIiEBsbCzi4uKgUqmwYcMGu/JCCMyfPx9JSUkIDw/Hbbfdhl9//fW6Mdr2hczMTLv2TJ8+HWlpadDpdPjrX/963ToB1/phZGQktFotIiIiFBUfcK0P6nQ6hIaGIjw8PGBidLUfOhunqPmYgPiJtWvXYsaMGZgzZw6Ki4sxbNgwjB07FmVlZQAaO+s999yDP/74Axs3bkRxcTFSUlJwxx134NKlS07r/e2332AymbBq1Sr8+uuvWLx4MVauXImXXnpJKrN//37ceeedyMjIQHFxMXJzc/HNN9/gxRdfbLLNM2bMwNdff43c3Fzs3LkTFy9exPjx42E0GqUyDz30EEpKSjBr1iwYDAZER0dj8ODBiolv/fr1yMzMxKOPPoqFCxdCr9cjKysrYPbh5cuXkZGRYVWXs3W/9dZbqK2thdFoxIMPPqiI+ABg3LhxMBgMeP7552EymTBkyBBoNBr079/fI/EBwMiRI7Fu3TocPnwY69evx9GjR/G3v/1Net9oNGLcuHG4dOkSdu7cidzcXKxfvx7PPfdck/W60gfz8vIwa9Ys/Pzzz4iJifHod9TXMZr7YZ8+faBSqfDKK69g0aJFARGfP/RBX8YHXOuDBQUFWLJkCbp06YILFy44Lf/2228jJycHy5Ytw08//YSEhASMHj26yc8A1n0hLy8PJSUlyMzMtCojhMBjjz2GSZMmNVmXJVf64auvvorJkycjLi5OUfFZjoXLli3DlClTMG3atICJ0ZV+6GycIhcJ8gsDBw4U2dnZVst69uwpXnzxRSGEEIcPHxYAxC+//CK9bzAYRGxsrPjwww9dWtfbb78tOnfuLL2ePXu2GDBggFWZr7/+WoSFhYm6ujqHddTU1AitVityc3OlZRUVFUKtVou8vDwhhBAHDx4UAMTu3bul+AoLCwUA8dtvvwV8fA0NDaJ9+/bio48+EkIE3j60tG3bNgFAnD9/3mkZc3yW6w70+E6fPi0AiO+//16Kr66uTgAQW7ZskS2+jRs3CpVKJfR6vRBCiE2bNgm1Wi0qKiqkMmvWrBE6nU7U1tY6rMPVPihE4z689957pT4ohHz70FsxWvZDb/ZBT8Rnyd/6oLfis+yDZuY+CEB8/fXXVuVNJpNISEgQb775prTs6tWrIjo6WqxcudLp+m37ghDCajyyNW/ePNG3b9/rxuVOP7Rc97JlywI+Ptux0FIg7ENLzemHZrbjFLmGZ0D8gF6vR1FREdLT062Wp6enY9euXQAaT4ECQFhYmPS+RqNBaGgodu7c6dL6amtrERsbK72ur6+3qhcAwsPDcfXqVRQVFTmso6ioCA0NDVZtTkpKQu/evaU2FxYWIjo6Gv369ZPiGzx4MKKjo7Fr166Aj2/fvn2oqKiAWq1G3759sXfvXuzZs8fqNLI/x+gKy++o5boDPb62bduiV69eWL16NYqKinD77bdj1apVaNeuHdLS0mSJ79y5c/jiiy8wdOhQaLVaAI19pXfv3khKSpLKjRkzBvX19R7pg4MGDZL2ofnyBXOZQI/R3A9NJhP27t2L3NxcjB07VuqH/hyfK7zZB70Zn7kPfv7557h06RIMBoPUBx05duwYqqurrb4TOp0OI0aMkLaDI5Z9wcxyPHKXq/3Qct1A4y/rgR6f5VjYr18/JCYmWvVBW/4Wo7tsxylyDRMQP3DmzBkYjUa7A267du1QXV0NAOjZsydSUlIwe/ZsnD9/Hnq9Hm+++Saqq6tRVVXV7HUdPXoUS5cuRXZ2trRszJgx2LVrF9asWQOj0YiKigq89tprAOC07urqaoSGhqJNmzZO21xdXY34+Hi7+OLj41FdXR3w8f3xxx8AgPnz50unmtu2bYsRI0bg3LlzduX9LUZXmPehwWCwWnegx6dSqZCfn4+ff/4ZRqMRkyZNwuLFi5GXl4eYmBiPxvfCCy8gMjISbdu2RVlZGTZu3Ci9Z+4Pltq0aYPQ0FBp/bZc6YOA9XHG3AdtywdijJb9EAAWLVqENm3aSP3Qn+NzhTf6oC/iM/fB4uJiREVFISwsTOqDjlh+by1ZbgdnnzP3BUuWfcEdrvZDW7ZzDQIxPss+OHfuXHz77bdSH3RWp7kOZ3U6+5wcMbrD0ThFrmEC4kdUKpXVayGEtEyr1WL9+vU4cuQIYmNjERERge3bt2Ps2LHQaDQAgOzsbLRq1Ur6Z6uyshIZGRm4//778fjjj0vL09PT8c477yA7Oxs6nQ6pqakYN24cAEh1N5dlm21jMv/fXCbQ4zOZTACAOXPmSPXNnTsXKpUKX375pV35QImxKc8++6zVugM9PiEEpk6dKl2P/fHHH2PChAkYP348qqqqPBrfP//5TxQXF2Pz5s3QaDTIysqCEEJ637b/225fV2Jy1gfNry3LBHqM5n44ffp0AJDOaJn7YSDG1xQ5+6Av4jP3wfj4ePzwww/Yu3ev1Aeb0tR46SxGb+wfZ/W6uo5Ais9yLLzvvvuQlpYm9cGm+HuMzjgbp8g1TED8QFxcHDQajV0Gf+rUKatfCNLS0lBSUoKamhpUVVUhLy8PZ8+eRefOnQEACxYsQElJifTPUmVlJUaOHIkhQ4bggw8+sGvDzJkzUVNTg7KyMpw5cwYTJkwAAKluWwkJCdDr9Th//rzTNickJODPP/+0i+/06dNo165dwMeXmJgIALjxxhulGM+dO4cuXbpIk0L9OUZXmO/00a1bN6t1B3p8BQUF+Pbbb7Fu3TpoNBpER0dj+fLlCA8Px2effebR+OLi4pCamorRo0cjNzcXmzZtwu7duwE0ft9s+//58+fR0NDg9FIUV/qgef3mfmjug7blAzFGcz+8+eabpfh0Op3UD/05Pld4ow/6Ij5zH8zNzcUtt9yC/v37S33QkYSEBABocrx0FKNlX7Bk2Rfc4Wo/tBUTE2NXHxBY8VmOhWbmPuisTsB/YnTF9cYpcoH800yoOQYOHCieeuopq2W9evWSJhc6cuTIEaFWq8V3333XZN3l5eWie/fu4oEHHhAGg6FZ7Xn55ZdFcnKy0/LmiWlr166VllVWVjqceLdnzx4pvt27d0sTxgI9vtraWqHT6awmoT/55JMiPj5erFq1Sgjh3/vQUlMT78zrjo2NtZvgG+jxffPNN0KtVosLFy5Y9cHU1FTx+uuveyw+W2VlZQKA2LZtmxDi2gTfyspKqUxubm6zJmg3tw8K0fgdnThxotWkzUCP0bIfmvehXq+X+qE/x2fJ133Qlrfis+yDllJTU5ucwPzWW29Jy+rr65s9gdncF4QQVuORLVcnabvSDy3X7WwSeiDFZzsWCiGkPhgI+9BSc/qhK+MUOccExE/k5uYKrVYrPv74Y3Hw4EExY8YMERkZKY4fPy6VWbdundi2bZs4evSo2LBhg0hJSRETJ05sst6KigrRrVs3MWrUKFFeXi6qqqqkf5befvttsX//fvHLL7+IBQsWCK1Wa3fQsJWdnS06dOggtmzZIvbt2ydGjRol+vbta9UxMzIyxE033SReffVVERISItq3by9GjBihmPimT58u2rdvL7777juRk5Mj1Gq1iIqKEoWFhQERY1VVlSguLhYffvihdCea4uJicfbsWbt1L1++XGi1WpGTkyN27NihiPhOnz4t2rZtKyZOnCjeeustodVqxZgxY0RISIiYPHmyR+Lbs2ePWLp0qSguLhbHjx8XBQUF4tZbbxVdu3YVV69eFUI03qmod+/e4vbbbxf79u0TW7ZsER06dBDTpk1rsm5X+mBhYaF49dVXhUqlEjfddJNHjzO+jtHcD2fPni20Wq0YNmyY9Me6v8fnD33Ql/FZ9sGSkhKxb98+kZWVJUJCQgQAkZOTI4qLi8WJEyekOt98800RHR0tvvrqK3HgwAHx4IMPisTExOveEc+yLxQWFoo+ffqI8ePHW5UpLS0VxcXF4sknnxSpqamiuLhYFBcXi/r6eqf1utIPt27dKj777DPRrVs3RcVnORYWFRWJe+65R7Rp0yZgYnSlHzY1TlHzMQHxI++//75ISUkRoaGhon///mLHjh1W77/33nuiQ4cOQqvVio4dO4q5c+c22aGEEGL16tXS7Qxt/1kaOXKkiI6OFmFhYWLQoEFi06ZN123vlStXxLRp00RsbKwIDw8X48ePF2VlZVZlzp49KyZPniyioqKETqcTkZGRiopPr9eL5557TsTHx4uoqCjRo0cPkZSUFDAxzps3z2G9q1evvu66lRCfEEL89NNPIj09XcTGxgqdTidCQ0NFSEiIx+Lbv3+/GDlypFR/p06dRHZ2tigvL7cqd+LECTFu3DgRHh4uYmNjxbRp06Q//pxxtQ9GRUWJm2++WSQnJ3v0O+rrGC37oU6nE2FhYUKr1QZEfP7QB30ZnxDWfTA8PNxh+YcfflgqbzKZxLx580RCQoLQ6XRi+PDh4sCBA022Qwj7vjB58mS7X7pHjBjhcP3Hjh1zWq8r/VCp8Vn2wUCMsSX9kNyjEsJihhkREREREZGMOAmdiIiIiIi8hgkIERERERF5DRMQIiIiIiLyGiYgRERERETkNUxAiIiIiIjIa5iAEBERERGR1zABISIiIiIir2ECQkREREREXsMEhIiIruuRRx6BSqWCSqWCVqtFu3btMHr0aHzyyScwmUzNrufTTz9FTEyMfA0lIiK/xwSEiIiaJSMjA1VVVTh+/Dj++9//YuTIkZg+fTrGjx8Pg8Hg6+YREVGAYAJCRETNotPpkJCQgPbt26N///546aWXsHHjRvz3v//Fp59+CgDIyclBnz59EBkZieTkZEydOhUXL14EAGzfvh2PPvooamtrpbMp8+fPBwDo9Xo8//zzaN++PSIjIzFo0CBs377dN4ESEZGsmIAQEZHbRo0ahb59++Krr74CAKjVaixZsgS//PILPvvsMxQUFOD5558HAAwdOhTvvvsuWrdujaqqKlRVVWHWrFkAgEcffRQ//vgjcnNzsX//ftx///3IyMhAaWmpz2IjIiJ5qIQQwteNICIi//bII4+gpqYGGzZssHvvgQcewP79+3Hw4EG797788ks89dRTOHPmDIDGOSAzZsxATU2NVObo0aPo3r07ysvLkZSUJC2/4447MHDgQLzxxhsej4eIiHwnxNcNICKiwCaEgEqlAgBs27YNb7zxBg4ePIi6ujoYDAZcvXoVly5dQmRkpMPP79u3D0IIpKamWi2vr69H27ZtZW8/ERF5FxMQIiJqkUOHDqFz5844ceIE7rzzTmRnZ+PVV19FbGwsdu7ciSlTpqChocHp500mEzQaDYqKiqDRaKzea9WqldzNJyIiL2MCQkREbisoKMCBAwfw7LPP4ueff4bBYMCiRYugVjdOMVy3bp1V+dDQUBiNRqtl/fr1g9FoxKlTpzBs2DCvtZ2IiHyDCQgRETVLfX09qqurYTQa8eeffyIvLw8LFy7E+PHjkZWVhQMHDsBgMGDp0qW466678OOPP2LlypVWdXTq1AkXL17E1q1b0bdvX0RERCA1NRWTJ09GVlYWFi1ahH79+uHMmTMoKChAnz59cOedd/ooYiIikgPvgkVERM2Sl5eHxMREdOrUCRkZGdi2bRuWLFmCjRs3QqPR4K9//StycnLw1ltvoXfv3vjiiy+wcOFCqzqGDh2K7OxsTJo0CTfccAPefvttAMDq1auRlZWF5557Dj169MDdd9+NPXv2IDk52RehEhGRjHgXLCIiIiIi8hqeASEiIiIiIq9hAkJERERERF7DBISIiIiIiLyGCQgREREREXkNExAiIiIiIvIaJiBERER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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplot(311)\n", "df.data.loc[start:end, 'tank_height'].plot(grid=True, label='tank height', legend=True)\n", "\n", "plt.subplot(312)\n", "delta_tank = df.data.loc[start:end, 'tank_height'].diff()\n", "delta_tank.plot(grid=True, legend=True, label='change in tank height', linestyle='', marker='.')\n", "\n", "plt.subplot(313)\n", "df.data.loc[start:end, 'adj_precip'].plot(grid=True, label='precip', legend=True, marker='x')" ] }, { "cell_type": "markdown", "id": "04acf650-8065-4fa5-9f05-02aaf79c08e7", "metadata": {}, "source": [ "This is a great example from CEN shelter. The change in tank height rarely exceeds the combined increment of 0.4 mm, but had enough positive change to generate some false precip in sub-measurable increments.\n", "\n", "#### Bounce During Dry Periods\n", "Next, we will look at dry periods that were longer than an hour and what the signal bounce looked like during these dry periods. This gives a good sense of how much noise was in the signal when the tank was flat, and how much of this noise was below the minimum increment of the data. There is likely a similar amount of noise during rainy periods, which is why it is important to round precipitation to whole increments. This also excludes periods like the example above with small amounts of false precip, which likely are derived from larger signal bounce." ] }, { "cell_type": "code", "execution_count": 4, "id": "e059e6ba-4a0b-4a18-9c46-5874eea48aa3", "metadata": {}, "outputs": [], "source": [ "zeroppt = df.data['adj_precip'] == 0\n", "\n", "# convert zero_ppt into groups and count the size of each group.\n", "# mark the start and stop of each continuous group\n", "ppt_turn_onoff = zeroppt.diff()\n", "# assign a number to each continuous group\n", "number_continuous_grps = ppt_turn_onoff.astype('boolean').cumsum()\n", "# returns the size of each group of consecutive values\n", "how_many_in_group = zeroppt.groupby(number_continuous_grps).transform('size')\n", "\n", "hour_wo_ppt = (how_many_in_group > 12) & zeroppt" ] }, { "cell_type": "code", "execution_count": 5, "id": "8efbdefa-2006-4829-9afc-503d8fcebcbe", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 357288.0\n", "mean -0.000725\n", "std 0.185513\n", "min -2.299988\n", "5% -0.300018\n", "10% -0.200012\n", "20% -0.16\n", "25% -0.100006\n", "50% 0.0\n", "75% 0.100006\n", "80% 0.16\n", "90% 0.200012\n", "95% 0.300018\n", "max 1.799988\n", "Name: tank_height, dtype: double[pyarrow]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tank_change = df.data['tank_height'].diff()\n", "drains = tank_change < -5\n", "jumps = tank_change > 5\n", "no_rain_no_drain = tank_change[~drains & ~jumps & hour_wo_ppt]\n", "\n", "no_rain_no_drain.describe(percentiles=[0.05, 0.1,0.2,0.25,0.5,0.75,0.8,0.9, 0.95])" ] }, { "cell_type": "code", "execution_count": 6, "id": "41795418-2b40-4646-b583-0b59c0cd4eeb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "cf7539e79050470f906edf3281c33dbb", "version_major": 2, "version_minor": 0 }, "image/png": 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\n", " Figure\n", "
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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "no_rain_no_drain.hist(bins=50)" ] }, { "cell_type": "markdown", "id": "bf914abe-665e-4ead-b622-0b4937faea31", "metadata": {}, "source": [ "The mean is very close to 0 and the median is 0, which confirms that the tank is flat during this period. The remaining variation in tank level is bounce, with an euqual distribution of negative and positive bounce: the 90th and 80th percentiles are the absolute values of the 10th and 20th percentiles. While 0.2 may be the 90th percentile, it accounts for ~40,000 5 minute values. It is notable that the variation during these hour long dry periods is below the combined increment of 0.4. The 0.4 increment is derived from device specifications and seems to capture the full range of bounce in each direction. Manufacturers often provde worst case numbers, and in this case it seems to line up with the outer bounds of the signal bounce in the data.\n", "\n", "#### Impact of Averaging\n", "The addition of averaging in 2022 greatly reduced signal bounce. This is obvious from a simple look at the change in tank when precip equals zero, but there is also a marked change in the histogram." ] }, { "cell_type": "code", "execution_count": 7, "id": "38bd3fda-57ba-4e1c-90ef-853033086947", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading all PPT data from ../../config_new.yaml\n", "\n", "Load data from CEN_02\n", "\n", "All quality checks and quality assurance rules applied to CEN_02\n", "------------------\n", "\n" ] } ], "source": [ "flagged = main.main(2023, 2024, data_path='../../config_new.yaml', qa_params='../../qa_param.yaml', probes={'CEN_02'})\n", "\n", "delta_tank = flagged['CEN_02'].data['tank_height'].diff()\n", "zero_avgppt = flagged['CEN_02'].data['adj_precip'] == 0" ] }, { "cell_type": "code", "execution_count": 8, "id": "27771c22-e614-400a-8710-658447533dfe", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "47792e2d009c4c988c82f6a9b2950511", "version_major": 2, "version_minor": 0 }, "image/png": 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", "text/html": [ "\n", "
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\n", " Figure\n", "
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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "tank_change[zeroppt].plot(grid=True, legend=True, label='Change in tank height', linestyle='', marker='.')\n", "delta_tank[zero_avgppt].plot(grid=True, legend=True, label='Averaged change in tank height', linestyle='', marker='.')" ] }, { "cell_type": "markdown", "id": "e8f7d1c8ac59664b", "metadata": {}, "source": [ "\n", "\n", "Site|SD of No Rain Tank Change|Averaged SD of No Rain Tank Change\n", "-|-|-\n", "VARA SA|0.2052 mm|0.0454 mm\n", "UPLO SA|0.0877 mm|0.0522 mm\n", "CENT SA|0.0855 mm|0.0504 mm\n", "CENT SH|0.1872 mm|0.0808 mm\n", "UPLO SH|0.2087 mm|0.0622 mm\n", "\n", "#### Efforsts to Reduce Signal Noise\n", "To help reduce signal noise and combat extremes, a number of strategies have been employed.`\n", "\n", "1. Measurement averaging: to try and record the mean that the signal bounces around, weather stations were reprogrammed to measure each sensor\n", " multiple times over a 3 second period. Each sensor remeasures every second, and the weather stations averages 60 measurements at Shelter\n", " gauges and 86 measurements at Stand Alone gauges over the 3 second period. This creates a total of 3 sensor measurements and a minnimum of\n", " 20 measurements by the weather station logger device for each sensor measurement. This should eliminate bounce from the weather station\n", " measurement device and reduce the bounce from the sensor. See [this report](https://analysis-precip-tankgauge.readthedocs.io/en/latest/)\n", " for proof of concept of the averaging scheme.\n", "1. Sensor grounding: Re-grounding of sensors, equalization of grounds, and re-grounding of cable drains has been done at multiple sites to\n", " drain away any electrical interference and stabilize any electrical noise.\n", "1. Ferrite cores have been clamped around the signal cable at multiple locations to clamp any signal noise or electrical interference.\n", "2. Resistors used in series to measure the 4-20mA sensor signal have been replaced with new, high precision, temperature stable resistors. See\n", " [this report](https://analysis-precip-tankgauge.readthedocs.io/en/latest/) for further explanation of how the sensor is measured." ] }, { "cell_type": "markdown", "id": "3807dfde-23c2-4c83-930d-a290d9c25e6b", "metadata": {}, "source": [ "## How Big an Impact Does This Have?\n", "\n", "Rounding data to the nearest filled increment (bin) removes precipitation that resulted from signal bounce rather than a real increase in tank level. Because only full bins are counted, this effectively rounds down the data. This impacts the data in two ways: first, it reduces precipitation during storm events, and second, it reduces marginal amounts of isolated precipitation on days that would otherwise be dry.\n", "\n", "This is best understood by looking at:\n", "\n", "1. The daily reduction in precip\n", "1. The water year reduction in precip\n", "1. The number of days per water year with 0 precip\n", "\n", "We will look at the period without measurement averaging below. All other quality controls are applied first to make sure rounding is performed on a clean dataset." ] }, { "cell_type": "code", "execution_count": 9, "id": "521a4655-c829-4427-8675-47c3abd7ff48", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading all PPT data from ../../config_new.yaml\n", "\n", "Load data from CEN_02\n", "\n", "All quality checks and quality assurance rules applied to CEN_02\n", "------------------\n", "\n" ] } ], "source": [ "flagged = main.main(2019, 2022, data_path='../../config_new.yaml', qa_params='../../qa_param.yaml', probes={'CEN_02'})\n", "\n", "# get the unadjusted precip\n", "unadj = flagged['CEN_02'].data.copy(deep=True)\n", "\n", "# apply the increment check\n", "increment = 0.4\n", "scrape_remainders_window = 12\n", "flagged['CEN_02'].round_precip_to_min_increment(increment, scrape_remainders_window )\n", "\n", "adj = flagged['CEN_02'].data" ] }, { "cell_type": "markdown", "id": "10a8384b-6ecb-4607-9989-487c916ee915", "metadata": {}, "source": [ "### Daily Reduction in Precip\n", "How much precip was removed from each day where it rained?" ] }, { "cell_type": "code", "execution_count": 10, "id": "326075c1-5a3b-4ac7-9f4d-af16e73dd8fd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 807.0\n", "mean 0.595218\n", "std 0.429854\n", "min 0.0\n", "10% 0.1\n", "20% 0.2\n", "25% 0.29\n", "50% 0.5\n", "75% 0.8\n", "80% 0.938\n", "90% 1.236\n", "max 2.26\n", "Name: adj_precip, dtype: double[pyarrow]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "redux = unadj['adj_precip'] - adj['adj_precip']\n", "\n", "dly_redux = redux.resample('1D').sum()\n", "\n", "where_redux = dly_redux > 0\n", "\n", "dly_redux[where_redux].describe(percentiles=[0.1,0.2,0.25,0.5,0.75,0.8,0.9])" ] }, { "cell_type": "code", "execution_count": 11, "id": "8c21372c-e778-4b11-9d0d-0fc33a9d0b1f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f8af8b2306fd490ba810094f69370508", "version_major": 2, "version_minor": 0 }, "image/png": 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That leaves 655 days where there was no reduction, or 45%.\n", "\n", "### Water Year Reduction in Precip\n", "How much precip was removed from each water year." ] }, { "cell_type": "code", "execution_count": 12, "id": "6ee25fa3-21b2-4b8c-9285-eb63810529c2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1e7dee22e99f46ed9db5a83d9d3e5fde", "version_major": 2, "version_minor": 0 }, "image/png": 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", "text/html": [ "\n", "
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\n", " Figure\n", "
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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "wy = pd.DataFrame(pd.DataFrame({'unadj':unadj['adj_precip'], 'adj':adj['adj_precip']})).groupby(pd.Grouper(freq='YE-SEP'))\n", "\n", "wy.cumsum().plot(grid=True, legend=True)" ] }, { "cell_type": "code", "execution_count": 13, "id": "26082712-eff2-46b7-9913-92e74b0a4ac5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2019-09-30 -130.870028\n", "2020-09-30 -119.400546\n", "2021-09-30 -108.560023\n", "2022-09-30 -121.010029\n", "Freq: YE-SEP, Name: adj, dtype: double[pyarrow]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wy.sum().diff(axis=1)['adj'][:-1]" ] }, { "cell_type": "code", "execution_count": 14, "id": "c3094590-d443-4d9a-9b9b-8823f3977f5c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/vs/y0_kk_gj2jxcb2z5xvlgv9g80000gq/T/ipykernel_40716/4046809217.py:1: FutureWarning: Downcasting object dtype arrays on .fillna, .ffill, .bfill is deprecated and will change in a future version. Call result.infer_objects(copy=False) instead. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n", " wy.sum().pct_change(axis=1)['adj'][:-1]\n" ] }, { "data": { "text/plain": [ "2019-09-30 -0.067179\n", "2020-09-30 -0.076824\n", "2021-09-30 -0.061958\n", "2022-09-30 -0.056892\n", "Freq: YE-SEP, Name: adj, dtype: float64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wy.sum().pct_change(axis=1)['adj'][:-1]" ] }, { "cell_type": "markdown", "id": "ac0b0845-e6df-49fe-930e-448b1d98e8f2", "metadata": {}, "source": [ "### Number of Days Per Year Without Precipitation\n", "How much of the reduction in precipitation comes from converting days with marginal amounts of precipitation to dry days?\n" ] }, { "cell_type": "code", "execution_count": 15, "id": "b919afbf-e869-47ad-be72-8c7a050d1628", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "650" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "unadj_day = unadj['adj_precip'].resample('1D').sum()\n", "unadj_day[unadj_day == 0].count()" ] }, { "cell_type": "code", "execution_count": 16, "id": "7adcb1b5-ea83-4978-b32b-fd2846f35d78", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "866" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adj_day = adj['adj_precip'].resample('1D').sum()\n", "adj_day[adj_day == 0].count()" ] }, { "cell_type": "code", "execution_count": 17, "id": "59ace4e2-2ccd-4dce-844c-0b590e2b6a32", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.3323076923076924" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "866/650" ] }, { "cell_type": "code", "execution_count": 18, "id": "3aeef66a-460c-402e-a394-19d5c3e7402f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2019-09-30 1.30625\n", "2020-09-30 1.385093\n", "2021-09-30 1.32\n", "2022-09-30 1.320261\n", "Freq: YE-SEP, Name: adj_precip, dtype: double[pyarrow]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wy_adj_dry = adj_day[adj_day == 0].groupby(pd.Grouper(freq='YE-SEP')).count()\n", "wy_unadj_dry = unadj_day[unadj_day == 0].groupby(pd.Grouper(freq='YE-SEP')).count()\n", "\n", "(wy_adj_dry / wy_unadj_dry)[:-1]" ] }, { "cell_type": "markdown", "id": "41330958-b24d-440a-8300-6b101747db94", "metadata": {}, "source": [ "That is a whopping 33% increase in the number of days without rain, and up to to a 38% increase in a single water year. Compared to the 5-8% decrease in overall precipitation, that is a lot. Now let's look at what portion of precipitation reduction comes from these dry days." ] }, { "cell_type": "code", "execution_count": 19, "id": "9b986499-8f77-472a-8d2f-4a79aba81b10", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2019-09-30 18.26\n", "2020-09-30 18.02\n", "2021-09-30 15.17\n", "2022-09-30 13.03\n", "Freq: YE-SEP, Name: adj_precip, dtype: double[pyarrow]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "redux = unadj['adj_precip'] - adj['adj_precip']\n", "\n", "dly_redux = redux.resample('1D').sum()\n", "\n", "wy_redux = dly_redux[adj_day == 0].groupby(pd.Grouper(freq='YE-SEP')).sum()\n", "wy_redux[:-1]" ] }, { "cell_type": "code", "execution_count": 20, "id": "6d634a75-d4a1-4d2c-8b7e-c3ee46971c50", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2019-09-30 -0.139528\n", "2020-09-30 -0.150921\n", "2021-09-30 -0.139738\n", "2022-09-30 -0.107677\n", "Freq: YE-SEP, dtype: double[pyarrow]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(wy_redux/wy.sum().diff(axis=1)['adj'])[:-1]" ] }, { "cell_type": "markdown", "id": "d609e312-1ff4-46ef-862c-25dc18660ef7", "metadata": {}, "source": [ "Despite the large increase in the number of days without rain created by enforcing the minimum increment, these days only represent a small proportion of the overall reduction in precipitation. The majority of the reduction in total precip is from days that continue to have rain. Days with rain also have signal bounce that can lead to false precip." ] }, { "cell_type": "markdown", "id": "02529341-87a1-4dd8-bb87-ddf3e955e289", "metadata": {}, "source": [ "## Quality Checks/Rules\n", "\n", "Since the algorithm used to derive precipitation from tank levels does not account for sensor resolution, the methods below were developed to enforce a minimum increment of precipitation accumulation on the data. Final rules are programmed in [post_gce_qc.qaqc.ApplyFlags](qaqc.rst#qaqc.ApplyFlags). Parameters for each rule may vary between probes and are defined in `qa_params.yaml`. These rules are applied to provisional data post-GCE.\n", "\n", "The goal is to check that precipitation only accumulates by full increments. A full increment is defined as the measurable resolution of a given sensor and data logger. For NOAH IV rain gauges and tipping buckets, this is a simple check, since partial tips of a tipping bucket should not be possible in the record. However, for tank level gauges, as described above, signal noise created by bounce in measurements can make it difficult to determine whether or not the tank level has actually increased. For this reason, when the tank level increases by less than the resolution of the sensor, it is assumed to simply be signal noise.\n", "\n", "### Round Precip to Min Increment\n", "\n", "[round_precip_to_min_increment](qaqc.rst#qaqc.ApplyFlags.round_precip_to_min_increment)\n", "\n", "This method rounds down so that precip is only accumulated when an increment has been filled. This avoids inflating precipitation by rounding up partial increments. Partial increments cannot be distinguished from the bounce in the signal, so they are removed.\n", "\n", "However, since the original derivation of precipitation from tank level did not account for sensor resolution, it is possible that consecutive time steps round off precip that would have totalled an additional increment. For example:\n", "\n", "* 13:00 0.64 rounded to 0.4\n", "* 13:05 0.20 rounded to 0.0\n", "\n", "In this example, 0.24 was removed followed by 0.20 for a total of 0.44 mm removed in two consecutive time steps. It makes sense, to accumulate these removed portions over a certain time period. This also creates a useful parameter; by changing the the number of time steps assessed the amount of overall precip reduction can be fine tuned. Accumulating removed portions over a larger number of time steps lowers the overall reduction in precipitation.\n", "\n", "#### Rain Day Becomes Dry Day" ] }, { "cell_type": "code", "execution_count": 21, "id": "c16e853c-d2f7-4dd9-be2f-8c419c8a7392", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading all PPT data from ../../config_new.yaml\n", "\n", "Load data from CEN_01\n", "\n", "All quality checks and quality assurance rules applied to CEN_01\n", "------------------\n", "\n", "Load data from CEN_02\n", "\n", "All quality checks and quality assurance rules applied to CEN_02\n", "------------------\n", "\n" ] } ], "source": [ "flagged = main.main(2019, 2022, data_path='../../config_new.yaml', qa_params='../../qa_param.yaml', probes={'CEN_02', 'CEN_01'})" ] }, { "cell_type": "code", "execution_count": 22, "id": "d5392054-f2d4-4434-8386-eb62fb4bfe27", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "bbbd41e503c0463b82dac73457db860d", "version_major": 2, "version_minor": 0 }, "image/png": 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BEITXoBWXMsJgMODo0aOIiYmBQkG6IUEQBEEQhNwwmUy4fv062rZtS85LygnVmow4evQoOnXq5GsxCIIgCIIgCBccPHgQHTt29LUY1RJSQGRETEwMAK5B161bt8rLMxgM2Lp1K3r37k0avAiqG2moXhxDdSMN1Ys0VC+OobqRhurFMd6um6ysLHTq1MkybiM8h1qwjODNrurWrYuEhIQqL0+v1yMqKgrx8fFQq9VVXl51gupGGqoXx1DdSEP1Ig3Vi2OobqShenGMr+qGzOXLD9UcQRAEQRAEQRBegxQQgiAIgiAIgiC8BikgBEEQBEEQBEF4DVoDQhAEQRBEpWI0GqHX68uVVq/XQ6VSobS0FEajsZIlq75QvTimsutGrVZDqVRWgmSEI0gBIQiCIAiiUmBZFtnZ2bh9+3aF8oiNjcXVq1fBMEzlCVfNoXpxTFXUTUREBGJjY6muqwhSQAiCIAiCqBR45aNOnToICgoq1+DNZDKhsLAQISEh5GXIBqoXx1Rm3bAsi+LiYuTk5ACAV7ZFqImQAkIQBEEQRIUxGo0W5aN27drlzsdkMkGn00Gr1dJA2waqF8dUdt0EBgYCAHJyclCnTh0yx6oCqAUTBEEQBFFh+DUfQUFBPpaEICoO347Lu5aJcA4pIARBEARBVBpkM0/4A9SOqxZSQAiCIAiCICrAjh07wDBMhRbfO2LZsmWIiIio9HyrS/kMw2DDhg1ux6/Ke0FUHn6pgCxcuBApKSnQarVo3749du/e7TDu+vXr0adPH0RHRyMsLAxdu3bF5s2b7eJ9//33SE1NRUBAAFJTU/HDDz9UqFyCIAiCIOTB6NGjwTAMGIaBWq1G/fr18eqrr6KoqMit9N26dUNWVhbCw8OrWFIhy5Yts8jt6LNjxw6vygQAPXv2xMSJEyXl9VSZycrKwoABAypHMDPTpk1DmzZtKjVPwjP8TgFZu3YtJk6ciDfffBNHjx5Fjx49MGDAAFy5ckUy/q5du9CnTx9s3LgRhw8fxr333osHHngAR48etcTZv38/hg0bhpEjR+Kvv/7CyJEjMXToUBw4cKDc5dY05qWfwSdbz0qe+2TrWcxLP+Nliaw4k+2z7ed9KhtBEP7Lb1cV+Gz7eclzvu4XayL9+/dHVlYWLly4gPfeew8LFy7Eq6++6lZajUbj1GWr0WiEyWSqTHEBAMOGDUNWVpbl07VrVzz99NOCsG7dulV6ud4kNjYWAQEBvhaDqGT8TgGZO3cuxo4di3HjxqFZs2aYP38+6tWrh0WLFknGnz9/Pl5//XV07NgRjRo1wqxZs9CoUSP8/PPPgjh9+vTBlClT0LRpU0yZMgW9e/fG/Pnzy11uTUOpYDBXYqD/ydazmJt+BkqF72wtHcm2OYPBgm3nfSobQRD+i4JhsWDbeVn2izWRgIAAxMbGol69ehg+fDhGjBhhMf1ZuXIlOnTogNDQUMTGxmL48OEWN62AvdkP/6b/l19+sVhPXL58GTqdDq+//jri4+MRHByMzp07281QLFu2DImJiQgKCsJDDz2EvLw8hzIHBgYiNjbW8tFoNAgKCrIcHzt2DL169UJERARq166N+++/H+fPW5XeS5cugWEYrF+/Hvfeey+CgoLQunVr7N+/32GZeXl56NSpEwYNGoTS0lLPK1rEzz//jPbt20Or1aJ+/fqYPn06DAaD5bzYBGvfvn1o06YNtFotOnTogA0bNkCpVOLEiROCfA8fPowOHTogKCgI3bp1w7///guAq9/p06fjr7/+sswSLVu2rMLXQXiGXykgOp0Ohw8fRt++fQXhffv2xb59+9zKw2QyoaCgAJGRkZaw/fv32+XZr18/S56VUa6/82LvRpjUpzHmpp/Bk18dQE5BqeUhO6lPY7zYu5EsZBv99UFcuFGIz7afx8arSrzUq4FPZSMIwn/pl8DipV4NMDf9DN795TS+2nMRH//+ryz6RVmgzwCKtnPfPiAwMNDiAUmn0+Hdd9/FX3/9hQ0bNuDixYsYPXq00/TFxcWYPXs2vvzyS5w6dQp16tTBU089hb1792LNmjU4fvw4hgwZgv79++PsWU4JPXDgAMaMGYMJEybg2LFjuPfee/Hee++V+xqKioowadIkHDp0CFu3boVCocBDDz1kNxvz5ptv4tVXX8WxY8fQuHFjPP744wIlgCcjIwM9evRA06ZNsX79emi12nLLBgCbN2/GE088gRdffBGnT5/G4sWLsWzZMsycOVMyfkFBAR544AG0bNkSR44cwbvvvos33nhDMu6bb76Jjz/+GH/++SdUKhXGjBkDgJs1euWVV9C8eXPLLNGwYcMqdB2E5/jVPiC5ubkwGo2IiYkRhMfExCA7O9utPD7++GMUFRVh6NChlrDs7GyneZa33LKyMpSVlVmOCwoKAAAGg8Erbt/4MrzlYu65u5Nx8GIudp7JRZdZW2FigZd6NcBzdyf73M3dc3cn40x2Pn45kY2dZ3aCZYGB9YwYf1eiz2WTE95uM9UJqhtpqF6k4etj/F2JAIAF26xvpeXSL3qKXq8Hy7IwmUzWAS7LAmyxR/mwLAtN0Zdgst8AYAILBdg6nwBhozwTiAkC3PRkxLKsRXYAOHjwIFatWoVevXrBZDIJlI3k5GTMnz8fXbp0QX5+PkJCQizp+Gs3mUzQ6/X47LPP0Lp1awDA+fPnsXr1aly5cgVxcXEAgEmTJmHTpk346quvMHPmTMyfPx99+/bF66+/DgB4/vnnsXfvXmzevBksy1pkdWbOZXv+oYceEpz74osvEBsbi5MnT6JFixaWeJMmTbKss5g6dSpatmyJM2fOoGnTppY4//zzD/r164dBgwZh/vz5YBjGqRwLFy7El19+KQgzGAzQarWWdDNnzsQbb7yBkSNHWup2+vTpmDx5Mt5++21LOr5OV6xYAYZhsHjxYmi1WjRt2hSvvPIKxo8fb3ft7777Lnr06AEAeP311/HAAw+guLgYWq0WwcHBUKlUqFOnjqAMW0wmE1iWhV6vt9sHREo5IzzDrxQQHrENJsuybrlTW716NaZNm4Yff/xR0CjdzdPTcmfPno3p06fbhW/duhVRUVEu5a0s0tPTvVZWUIkCgAImFlAyLOqX/IuNG//1WvnOCC9mACjBmmXrl8B6tW6qE1QvjqG6kYbqRZr09HTUB8BACRYMFJBXv+gJKpUKsbGxKCwshE6n4wJNRYjISfA4L9udRBiYwOQ8D+Q871Eet+tkAIpgt+Lq9Xr8+uuvCAsLs7wEHDhwIGbOnIn8/HwcP34c77//Pk6cOIHbt29bBqunT59G06ZNUVzMKVkFBQVQKBQoLS2FRqNBcnIy8vPzAQB79+4Fy7Jo2rSpoOyysjKEhYUhPz8fp06dwv33329JAwBt27bFpk2bLC8p+W8pDAYDdDqdJf3Fixcxc+ZM/Pnnn7h586ZAmUhMTERhYSEAoEGDBpY0ISEhlrRxcXEoLS1FSUkJevTogUceeQTvvvuuUxl4OYYMGYJXXnlFEP7zzz9j7ty5lrIOHz6MQ4cOYdasWZY4RqMRpaWlyM7OtuzFUVJSgvz8fJw8eRKpqanQ6XSWNpaammpJW1BQYLkXKSkplnLCwsIAcEpgvXr1UFZWBqPRKKhnMTqdDiUlJdi1a5edwpGbm+v0+gnX+JUCEhUVBaVSaTfrkJOTYzc7IWbt2rUYO3Ys1q1bh7S0NMG52NhYp3mWt9wpU6Zg0qRJluPMzEykpqaid+/eiI+PdypvZaDX65Geno4+ffpArVZXeXkAsPLLgwBuQ8EARpbBhcAmeP7eBl4p2xU/rzoK4AYYcLJtzmDw0VNpXqub6oAv2kx1gepGGqoXaWzrZfGeK2DBzYCYIK9+0RNKS0tx9epVhISEWE1zTEogx3m6qiIsLMxtBUStVqNnz55YuHAh1Go14uLiLO21qKgIjzzyCPr06YOVK1ciOjoaV65cwYABA6DRaBAWFmYZKIeGhiIsLAxarRaBgYECr1gBAQFQKpU4dOiQ3Rv1kJAQhIWFQaFQICAgwDJgBgCtVguGYRAaGoqCggKEhoY6fLmpUqksMgHAiBEjkJCQgC+++AJxcXEwmUxo1aoVVCoVwsLCLMpGRESEJQ2vpAQGBlquJSAgAGlpadiyZQvy8/ORkOBcqVSpVIiKirLzNHXs2DEwDCMoa9q0aXYzNQBQp04dy67mvCxqtRpqtVpQP8HB1nscGhpquReRkZGWePx1BgcHIywszHIvbPMRU1paisDAQNx99912pmaZmZlOr59wjV8pIBqNBu3bt0d6erqgMaenp2Pw4MEO061evRpjxozB6tWrcd9999md79q1K9LT0/Hyyy9bwn7//XeLZ4nylhsQECDw7MBr4iqVyqsPav4PXdV8svUsDl2+DQB4rFMiYsO03EJLpdLnts6fbD2LLX/fAAB0bVAbHZMisGDbeTTacwUv923qInXNw1ttpjpCdSMN1Ys0i/dcwYJt51E/KhgXcotwb5NozvmFDPpFTzEajWAYBgqFwjJwBBMCNC70KB+T7iqYS83BwNYkRgmknAbU7r+cU3hggsUwDEJCQtC4cWO7c2fOnEFubi4++OAD1KtXDwBw5MgRrgzztfLXK3XM0759exiNRuTm5lpMg8SkpqbiwIEDgnS8x01e6eDr2Nm1KBQK5OXl4e+//8bixYst5e3Zs8ep3LYy28ZRKBRYuXIlhg8fjrS0NOzYscNiRuZKDlvEZbRr1w5nzpyRrHdxOoVCgWbNmmHVqlXQ6/WW8RN/L8RlOrumgIAAGI1Gp/WoUCgsbpnFfZdK5VfDZ5/gdzU4adIkjBw5Eh06dEDXrl2xZMkSXLlyBc8++ywAbtYhMzMT33zzDQBO+Rg1ahQWLFiALl26WGYxbN9cvPTSS7j77rvxwQcfYPDgwfjxxx+xZcsWyx/ZnXJrOvyC847JtXDo0i2wLGt5uM41u5r01cOWl61PszpI/zsHJpbF8/c2wNmzZ6rtQIAgCPmzOYPBxqvnMalPY/x19TYu5BahR6NotE2s5fN+sdJgGIBxbxbCgqYxSsLmIzD/ZTAwAlACsYuBAOeD1KoiMTERGo0Gn376KZ599lmcPHkS7777rsf5NG7cGCNGjMCoUaPw8ccfo23btsjNzcW2bdvQsmVLDBw4EC+++CK6deuGOXPm4MEHH8Tvv/+OTZs2lUvuWrVqoXbt2liyZAnq1q2LK1euYPLkyeXKCwCUSiW+/fZbPP744+jVqxd27NiB2NjYcucHAO+88w7uv/9+1KtXD0OGDIFCocDx48dx4sQJycX3w4cPx5tvvolnnnkGkydPxpUrV/DRRx95XG5ycjIuXryIY8eOISEhAaGhoeTq18v4lRcsgPNuMH/+fMyYMQNt2rTBrl27sHHjRiQlJQHgNrSx3Ztj8eLFMBgM+M9//oO6detaPi+99JIlTrdu3bBmzRp8/fXXaNWqFZYtW4a1a9eic+fObpdb0zGaWEzq0xjtkmoB4NYlAlYPVEYT63PZejWLEcjGe6jxpWwEQfgvJpaxeNrjexkW8ugXfY0uaCTYlAtAve1Ag0tAxFifyRIdHY1ly5Zh3bp1SE1Nxfvvv1+uQS8AfP311xg1ahReeeUVNGnSBIMGDcKBAwcsMytdunTBl19+iU8//RRt2rTB77//jrfeeqtcZSkUCqxZswaHDx9GixYt8PLLL+PDDz8sV148KpUKq1evRvPmzdGrVy+BK+Ly0K9fP/zyyy9IT09Hx44d0aVLF8ydO9fh2CksLAw///wzjh07hjZt2uDNN9/EO++8AwAeeeR65JFH0L9/f9x7772Ijo7G6tWrK3QdhOcwLO9WgfA5GRkZqFevHq5everSvrIy0Ov12LhxIwYOHOg104jZG//G4l0XMKxDPXzwaCuvlOkuqw5cwf/9cAKdUiLx7ZgOXq+b6oAv2kx1gepGGqoXacT18tTXB7H93xt4675mGNejvq/FKxelpaW4ePEiUlJSKuSe1WQyIT8/37ImguCgepHm22+/xVNPPYXLly8jJiam0urGWXv29njNH/E7EyxC3pjM+q5JhnqvycbFIUEQhDfhJzuo+yEI53zzzTeoX78+4uPj8ddff+GNN97AkCFDEBgY6GvRCA8gBYTwKvzDVY7PWIsJhByFIwjCr7GaYFEHRBDOyM7OxjvvvIPs7GzUrVsXQ4YMwbvvvkt7c1QzSAEhvAr/lk+OMyCsjGdnCILwb6z9j48FIQiZ8/rrr1s2auThzdOI6gMZERJexfJ2T4YPWTnPzhAE4d+wZIJFEEQNghQQwquwMp4BMdEbSIIgfISc18cRBEFUNqSAEF6FNzOQ4yOWpUUgBEH4COp2CIKoSZACQngVOY/xWdE3QRCEt+DNU8kLH0EQNQFSQAivImczA1qEThCEr7A66PCtHARBEN6AFBDCq8h5oTctAiUIwmdQ/0MQRA2CFBDCq1g325LfU5YWoRME4SvkPDtMVByGYbBhwwaflD169Gg8+OCDHqVJTk7G/Pnzq0QeggBIASG8Dm/n7GMxJLCuT5GhcARB+DW0Bs13MAzj9DN69Givy7Rs2TJERERInlMqlR4pMwsWLMCyZcsqRS6eS5cugWEYHDt2rFLzJWoOtBEh4VVMJvO3DAf5vEwyFI0gCD/H2v9QB+RtsrKyLL/Xrl2Ld955B//++68lLDAw0BdiVRrh4eG+FoEg7KAZEMKrsHKeAbGsT5GhcARB+DW0Bs13xMbGWj7h4eFgGMZyrFar8eyzzyIhIQFBQUFo2bIlVq9eLUjfs2dPvPjii3j99dcRGRmJ2NhYTJs2zWmZM2bMQExMTKXMIGRmZmLYsGGoVasWateujcGDB+PSpUuW82ITrIKCAowYMQLBwcGoW7cu5s2bh549e2LixImCfIuLizFmzBiEhoYiMTERS5YssZxLSUkBALRt2xYMw6Bnz54Vvg6iZkEKCOFV5LwInYcGAARBeBurCRZ1QBaKM4Dr27lvH1FaWor27dvjl19+wcmTJ/HMM89g5MiROHDggCDe8uXLERwcjAMHDmDOnDmYMWMG0tPT7fJjWRYvvfQSli5dij179qBNmzYVkq+4uBj33nsvQkJCsGvXLuzZswchISHo378/dDqdZJpJkyZh7969+Omnn5Ceno7du3fjyJEjdvE+/vhjdOjQAUePHsWECRPw3HPP4Z9//gEAHDx4EACwZcsWZGVlYf369RW6DqLmQSZYhFeR9SJ0Ey0CJQjCN7D+6gSDZQFjsWdpTCZoLn0J5vQbAEwAFECHT4H6T3qWjzIIYBjP0oiIj4/Hq6++ajl+4YUXsGnTJqxbtw6dO3e2hLdq1QpTp04FADRq1AifffYZtm7dij59+ljiGAwGjBo1Cn/++Sf27t2LhIQEp2XfuXMHISEhTuOsWbMGCoUCX375JRjztX799deIiIjAjh070LdvX0H8goICLF++HKtWrULv3r0t8ePi4uzyHjhwICZMmAAAeOONNzBv3jzs2LEDTZs2RXR0NACgdu3aiI2NdSojQUhBCgjhVWRtgiX6JgiC8BZ+a4JlLAb+53wQLUYBIEgQYgL+/A/38YShhYAq2LM0IoxGI95//32sXbsWmZmZKCsrQ1lZGYKDhfm2atVKcFy3bl3k5OQIwl5++WUEBATgjz/+QFRUlMuyQ0NDBTMTJpMJhYWFaN++vSXs8OHDOHfuHEJDQwVpS0tLcf78ebs8L1y4AL1ej06dOlnCwsPD0aRJE7u4ttfEm6WJr4kgygspIIRX4R+ucpxloEXoBEH4ClqELk8+/vhjzJs3D/Pnz0fLli0RHByMiRMn2pk3qdVqwTHDMDDxXlfM9OnTB6tXr8bmzZsxYsQIl2UrFAo0bNjQcmwymZCfny+IYzKZ0L59e3z77bd26flZClv49sWIZoak2p0710QQ5YUUEMKr8J2cHB+xrIzNwwiC8G+qw/q4cqEM4mYiPMBUeBXMxuZgYDPYZZTAfaeBoHjPyq4gu3fvxuDBg/HEE09wsplMOHv2LJo1a+ZxXoMGDcIDDzyA4cOHQ6lU4rHHHquwfO3atcPatWtRp04dhIWFuYzfoEEDqNVqHDx4EPXq1QMA5Ofn4+zZs7jnnnvcLlej0QDgZogIojzQInTCq5hY4bec8FsbbIIgZI9lI0J/64AYhjOD8uQT1hglLeeDZZTmPJRAp8VAWGPP8qng+g8AaNiwIdLT07Fv3z78/fffGD9+PLKzs8ud30MPPYQVK1bgqaeewnfffVdh+UaMGIGoqCgMHjwYu3fvxsWLF7Fz50689NJLyMiwX7wfGhqKJ598Eq+99hq2b9+OU6dOYcyYMVAoFHazIs6oU6cOAgMDsWnTJly/fh137typ8LUQNQtSQAivIufN/sgLDUEQvoZ6Hw5dvZFgH7gA9N4ODL4ENBjrEznefvtttGvXDv369UPPnj0RGxvr8a7iYh599FEsX74cI0eOrLD3qKCgIOzatQuJiYl4+OGH0axZM4wZMwYlJSUOZ0Tmzp2Lrl274v7770daWhq6d++OZs2aQavVul2uSqXCJ598gsWLFyMuLg6DBw+u0HUQNQ8ywSK8ihwVDx6/XQRKEITsof5HgqAEICTRq0WOHj1asPN5ZGSky13Hd+zYYRcmTiN+9g0dOhRDhw51Ww5bjEYjFArr++PY2FgsX77cYV7iXdBDQ0MFa0aKioowffp0PPPMM5Yw231EeMR7lowbNw7jxo1zWC5BOIMUEMKr0CJ0giAIeywmWNQBEVXM0aNH8c8//6BTp064c+cOZsyYAQA0i0F4FVJACK9SLdzwylE4giD8Gup1CG/y0Ucf4d9//4VGo0H79u2xe/dut1wDE0RlQQoI4VV4D35yfMtnokXoBEH4CJoBIbxF27ZtcfjwYV+LQdRwaBE64VXkPAPCv4KkRegEQXgdWgNCEEQNghQQwquYZPyQpRkQgiB8Bc2AEARRkyAFhPAqrIxnGcgLDUEQvoIVfVdnaB0d4Q9QO65aSAEhvIx8ZxlYiV8EQRDewOqFr/r2P2q1GgBQXFzsY0kIouLw7Zhv10TlQovQCa9iNcGS30OWTLAIgvAV/jADq1QqERERgZycHADcJnme7K7NYzKZoNPpUFpaKtjvoqZD9eKYyqwblmVRXFyMnJwcREREQKlUVpKUhC2kgBBehVc85PiMZWWsHBEE4d/4gwICcJviAbAoIeWBZVmUlJQgMDCwXAqMv0L14piqqJuIiAhLe64MCgoK8Pbbb+OHH35ATk4O2rZtiwULFqBjx452ccePH48lS5Zg3rx5mDhxYqXJICdIASG8Cj+7IMdZBpZmQAiC8BGsnyxCZxgGdevWRZ06daDX68uVh16vx65du3D33XeT+YsNVC+Oqey6UavVlT7zMW7cOJw8eRIrVqxAXFwcVq5cibS0NJw+fRrx8fGWeBs2bMCBAwcQFxdXqeXLDVJACK9iebTK8CFLGxESBOEr/GkROsCZY5V3AKdUKmEwGKDVammgbQPVi2PkXjclJSX4/vvv8eOPP+Luu+8GAEybNg0bNmzAokWL8N577wEAMjMz8fzzz2Pz5s247777fClylUMKCOFV5DzLYF0E6mNBCIKocZAbXoKofhQUFCA/P99yHBAQgICAALt4BoMBRqMRWq1WEB4YGIg9e/YA4NaxjBw5Eq+99hqaN29etYLLAL9cxbRw4UKkpKRAq9Wiffv22L17t8O4WVlZGD58OJo0aQKFQiFpa9ezZ08wDGP3sdVOp02bZne+Mm0H/YVq4YbXt2IQBFEDYf1tCoQgagCpqakIDw+3fGbPni0ZLzQ0FF27dsW7776La9euwWg0YuXKlThw4ACysrIAAB988AFUKhVefPFFb16Cz/C7GZC1a9di4sSJWLhwIbp3747FixdjwIABOH36NBITE+3il5WVITo6Gm+++SbmzZsnmef69euh0+ksx3l5eWjdujWGDBkiiNe8eXNs2bLFckyeE+zhFQ+TyceCSEAmWARB+Arr+jjqfwiiuiBevyE1+8GzYsUKjBkzBvHx8VAqlWjXrh2GDx+OI0eO4PDhw1iwYAGOHDlSYxwM+N0MyNy5czF27FiMGzcOzZo1w/z581GvXj0sWrRIMn5ycjIWLFiAUaNGITw8XDJOZGQkYmNjLZ/09HQEBQXZKSAqlUoQLzo6utKvr7rDKx5yfMTK2TyMIAh/R74eAgmCkCY0NBRhYWGWjzMFpEGDBti5cycKCwtx9epVHDx4EHq9HikpKdi9ezdycnKQmJgIlUoFlUqFy5cv45VXXkFycrL3LsiL+NUMiE6nw+HDhzF58mRBeN++fbFv375KK2fp0qV47LHHEBwcLAg/e/Ys4uLiEBAQgM6dO2PWrFmoX7++w3zKyspQVlZmOS4oKADA2QqW13uIJ/BleKMsHhPLaSCsyeTVct3BaDTLBtYndVMdoHpxDNWNNFQv0ojrhZ/5MBrl1zd6G2oz0lC9OMbbdWMwGMqdNjg4GMHBwbh16xY2b96MOXPm4JFHHkFaWpogXr9+/TBy5Eg89dRTFRVXlviVApKbmwuj0YiYmBhBeExMDLKzsyuljIMHD+LkyZNYunSpILxz58745ptv0LhxY1y/fh3vvfceunXrhlOnTqF27dqSec2ePRvTp0+3C9+6dSuioqIqRV53SE9P91pZublKAAzu5Bdg48aNXivXHS5fUQBQwGAwWurEm3VTnaB6cQzVjTRUL9Lw9VJWxvWNmdeuYePGDN8KJROozUhD9eIYb9VNbm6ux2k2b94MlmXRpEkTnDt3Dq+99hqaNGmCp556Cmq12m6sqFarERsbiyZNmlSW2LLCrxQQHrH9HMuylWZTt3TpUrRo0QKdOnUShA8YMMDyu2XLlujatSsaNGiA5cuXY9KkSZJ5TZkyRXAuMzMTqamp6N27t8CmsKrQ6/VIT09Hnz59vOa2bsW1g0DBbYSEhmDgwO5eKdNddv1wEgduXAOjUKBPn15er5vqgC/aTHWB6kYaqhdpxPUy9dh2wKBH3bp1MXBga1+L51OozUhD9eIYb9dNZmamx2nu3LmDKVOmICMjA5GRkXjkkUcwc+bMGnsv/UoBiYqKglKptJvtyMnJsZsVKQ/FxcVYs2YNZsyY4TJucHAwWrZsibNnzzqMI3bXxrtyU6lUXm2QarXai+VxiiALRoZ/Om5JFMvCIpt366b6QPXiGKobaahepOHrxbL4nJFj3+gbqM1IQ/XiGG/VjUrl+fB56NChGDp0qNvxL1265HEZ1Qm/WoSu0WjQvn17uym49PR0dOvWrcL5/+9//0NZWRmeeOIJl3HLysrw999/o27duhUu15+Qs6cplhaBEgThI6x9o0/FIAiC8Ap+NQMCAJMmTcLIkSPRoUMHdO3aFUuWLMGVK1fw7LPPAuDMnjIzM/HNN99Y0hw7dgwAUFhYiBs3buDYsWPQaDRITU0V5L106VI8+OCDkms6Xn31VTzwwANITExETk4O3nvvPeTn5+PJJ5+suouthrBy3uyP3wdElsIRBOHPsOSGlyCIGoTfKSDDhg1DXl4eZsyYgaysLLRo0QIbN25EUlISAG7jwStXrgjStG3b1vL78OHDWLVqFZKSkgTTX2fOnMGePXvw+++/S5abkZGBxx9/HLm5uYiOjkaXLl3wxx9/WMolOHgXt3J8xJrIDS9BED5C1i9nCIIgKhm/U0AAYMKECZgwYYLkuWXLltmFufPGu3Hjxk7jrVmzxm35ajLyNsGy+S1D+QiC8F9oI3SCIGoSfrUGhJA/ct7sz1Ym0j8IgvAmJssMCHU+BEH4P6SAEF6FtZhgye8ha/vgl590BEH4M5a+kTofgiBqAKSAEF7Fss7C5GNBJLB98NNCUIIgvAktQicIoiZBCgjhVeT8bLWdlZGznARB+B/kBpwgiJoEKSCEV+EfrnJ8y2crkvykIwjCnzGxwm+CIAh/hhQQwqvI2dWkrVJEC0EJgvAmLC1CJwiiBkEKCOFV5L0IXfo3QRBEVUNdDkEQNQlSQAivIufN/ky0CJ0gCB9Bi9AJgqhJkAJCeBXrRoQ+FcMB5IaXIAjvI3ABTp0PQRA1AFJACK8i5822hBsRyk8+giD8E5p9JQiipkEKCOFdWMGXrKC3kARB+ALqewiCqGmQAkJ4FVm74XXwmyAIoioxkQMMgiBqGKSAEF7FJGs3vLa/ZSggQRB+iWATVHr9QRBEDYAUEMKrWNzwynCAT2YQBEH4AnIBThBETYMUEMKryHkGhKVF6ARB+ACWZl8JgqhhkAJCeBVWzovQyQ0vQRA+gPoegiBqGqSAEF6Fn1mQ41s+k8nmt/zEIwjCTxGuP/OdHARBEN6CFBDCq8h5I0LBW0g5CkgQhF/C0iIQgiBqGKSAEF6Ff7bKcQZEMAbwnRgEQdQwaAaEIIiaBikghFexLEL3sRxS0EtIgiB8guDlB3U+BEH4P6SAEF7FaoIlv4csmWARBOELbGeEbdeiEQRB+CukgBBehZWxG14ygyAIwhewDn4TBEH4K6SAEF5F1m54bTcilKWEBEH4I8JNUKnvIQjC/yEFhPAqJjm74aUZEIIgfICJ1p8RBFHDIAWE8CrydsPr6IAgCKLqEG5ESJ0PQRD+DykghFcRepqS2YOWTLAIgvABLM2+EgRRwyAFhPAqJoGtsw8FkUBggkWeaAiC8BKyfjFDEARRBZACQngXwZs+eT1ohWYQBEEQ3kHOL2YIgiCqAlJACK8ieND6UA4pbGc95KYcEQThv5AbXoIgahqkgBBeRfCgldmTlhahEwThC8gNL0EQNQ1SQAivItjxV2YPWlbGshEE4b/QInSCIGoapIAQXkXO43rBQlDfiUEQRA1D2PdQ70MQhP9DCgjhVWwfrXKbZRAsQpeXaARB+DGCmWHywEcQRA3ALxWQhQsXIiUlBVqtFu3bt8fu3bsdxs3KysLw4cPRpEkTKBQKTJw40S7OsmXLwDCM3ae0tLTc5dZUWBl7exHuhC4z4QiC8FuotyEIoqbhdwrI2rVrMXHiRLz55ps4evQoevTogQEDBuDKlSuS8cvKyhAdHY0333wTrVu3dphvWFgYsrKyBB+tVlvucmsqrIwH+bT4kyAIXyDntXEEQRBVgd8pIHPnzsXYsWMxbtw4NGvWDPPnz0e9evWwaNEiyfjJyclYsGABRo0ahfDwcIf5MgyD2NhYwaci5dZU5OyGV87KEUEQ/otwI0LfyUEQBOEtVL4WoDLR6XQ4fPgwJk+eLAjv27cv9u3bV6G8CwsLkZSUBKPRiDZt2uDdd99F27ZtK1RuWVkZysrKLMcFBQUAAIPBAL1eXyF53YEvwxtl8dg+W/U6PfRKrxXtElulQ683mL+9VzfVAV+0meoC1Y00VC/S2NaLbd2wLFvj64rajDRUL47xdt0YDAavlOPP+JUCkpubC6PRiJiYGEF4TEwMsrOzy51v06ZNsWzZMrRs2RL5+flYsGABunfvjr/++guNGjUqd7mzZ8/G9OnT7cK3bt2KqKiocsvrKenp6V4ri2WtTW7z7+kIVnutaJcUFioBMACAPw4cQHKod+umOkH14hiqG2moXqRJT09HVjHAP45LSkuxceNGn8okF6jNSEP14hhv1U1ubq5XyvFn/EoB4WEYRnDMsqxdmCd06dIFXbp0sRx3794d7dq1w6effopPPvmk3OVOmTIFkyZNshxnZmYiNTUVvXv3Rnx8fLnldRe9Xo/09HT06dMHanXVawIsy+Kl/dbOIa1PGmoFaaq8XHf56J/dQFkJAKBTp07I+fug1+qmuuDtNlOdoLqRhupFGtt6uXizFO//tR8AoAkIwMCBPX0rnI+hNiMN1YtjvF03mZmZVV6Gv+NXCkhUVBSUSqXdrENOTo7d7ERFUCgU6NixI86ePVuhcgMCAhAQEGA5zs/PBwCoVCqvdi5qtdor5ZlEO2wpld69TpfY6IpKJffX8FbdVDeoXhxDdSMN1Ys0arUaCqXVnINlQfVkhtqMNFQvjvFW3ahUfjV89gl+tQhdo9Ggffv2dlNw6enp6NatW6WVw7Isjh07hrp163q13OqOeGG33NZa2vrfp0XoBEF4C9oElSCImobfqXCTJk3CyJEj0aFDB3Tt2hVLlizBlStX8OyzzwLgzJ4yMzPxzTffWNIcO3YMALfQ/MaNGzh27Bg0Gg1SU1MBANOnT0eXLl3QqFEj5Ofn45NPPsGxY8fw3//+1+1yCfsHq5wH+fKVjCAIf4Pc8BIEUdPwOwVk2LBhyMvLw4wZM5CVlYUWLVpg48aNSEpKAsBtPCjem4P3ZgUAhw8fxqpVq5CUlIRLly4BAG7fvo1nnnkG2dnZCA8PR9u2bbFr1y506tTJ7XIJiQerzJ6zNAggCMLXUNdDEERNwO8UEACYMGECJkyYIHlu2bJldmGuNqCbN28e5s2bV6FyCfsHq9yes+SLnyAIXyDse6jzIQjC//GrNSCEvBE/V+U2yyDYJFFeohEE4cdQ30MQ/k9BQQEmTpyIpKQkBAYGolu3bjh06JDl/LRp09C0aVMEBwejVq1aSEtLw4EDB3wocdVCCgjhNVjRnIfcHrSs4LfMhCMIwm9hHfwmCMJ/GDduHNLT07FixQqcOHECffv2RVpamsWlb+PGjfHZZ5/hxIkT2LNnD5KTk9G3b1/cuHHDx5JXDaSAEF5D7jMgZIJFEIQvoPVnBOHflJSU4Pvvv8ecOXNw9913o2HDhpg2bRpSUlKwaNEiAMDw4cORlpaG+vXro3nz5pg7dy7y8/Nx/PhxH0tfNfjlGhBCnti54ZXZc5YVDAJ8KAhBEDUKevlBENWTgoICyx5ugP3+bjwGgwFGoxFarVYQHhgYiD179tjF1+l0WLJkCcLDw9G6devKF1wG0AwI4TXEz1W5PWjJBIsgCF/A0gwIQVRLUlNTER4ebvnMnj1bMl5oaCi6du2Kd999F9euXYPRaMTKlStx4MABZGVlWeL98ssvCAkJgVarxbx585Ceno6oqChvXY5XoRkQwmuwJtGxzAb5tBCUIAhfQGtACKJ6cvr0acTHx1uOpWY/eFasWIExY8YgPj4eSqUS7dq1w/Dhw3HkyBFLnHvvvRfHjh1Dbm4uvvjiCwwdOhQHDhxAnTp1qvQ6fAHNgBBeQ6xwyM3MiVxhEgThC0wm25cf1PcQRHUhNDQUYWFhlo8zBaRBgwbYuXMnCgsLcfXqVRw8eBB6vR4pKSmWOMHBwWjYsCG6dOmCpUuXQqVSYenSpd64FK9DCgjhNcQKh9wetCZaA0IQhA8QzIBQ30MQfk1wcDDq1q2LW7duYfPmzRg8eLDDuCzLoqyszIvSeQ8ywSK8hljhkN1zlpX8SRAEUaWw1PcQhN+zefNmsCyLJk2a4Ny5c3jttdfQpEkTPPXUUygqKsLMmTMxaNAg1K1bF3l5eVi4cCEyMjIwZMgQX4teJZACQniN6jQDwtIUCEEQXoIWoROE/3Pnzh1MmTIFGRkZiIyMxCOPPIKZM2dCrVbDaDTin3/+wfLly5Gbm4vatWujY8eO2L17N5o3b+5r0asEUkAIr1G9NiIkCILwDmSCRRD+z9ChQzF06FDJc1qtFuvXr/eyRL6F1oAQ3sNuI0LfiOEI8sVPEIQvsN8jiToggiD8G1JACK9hZ4Ils3kG2o2YIAhfIO5uqPshCMLfIQWE8Bp2bnhNDiL6CDLBIgjCF4hfeNALEIIg/B1SQAivIfcZEFawEaG8ZCMIwn8R9zbU+xAE4e+QAkJ4DTs3vDJ7ytIaEIIgfAKZYBEEUcMgBYTwGnK3c6Y1IARB+AIywSIIoqZBCgjhNewUEJkZGtAaEIIgfAHpGwRB1DRIASG8ht0idJk9dMkEiyAIX0AzIARB1DRIASG8hpx3QrdfnyIf2QiC8G/sFqFT90MQhJ9DO6ETXkM8qJfTDIi9eRhBEIR3sO8bqQciCMIz9Ho9srOzUVxcjOjoaERGRvpaJKfQDAjhNewVDvk8ZMkEgiAIX0EvQAiCKA+FhYVYvHgxevbsifDwcCQnJyM1NRXR0dFISkrC008/jUOHDvlaTElIASG8iHzd8JIJBEEQvoL6H4IgPGXevHlITk7GF198gV69emH9+vU4duwY/v33X+zfvx9Tp06FwWBAnz590L9/f5w9e9bXIgsgEyzCa4hnQORkgmU/A+IjQQiCqHGI+x9ag0YQhCv27duH7du3o2XLlpLnO3XqhDFjxuDzzz/H0qVLsXPnTjRq1MjLUjqGFBDCa9jvAyKfh6y9KPKRjSAI/0bueyQRBCE/1q1b51a8gIAATJgwoYql8RwywSK8htzd8NpCAwCCILwFrUEjCKKmQTMghNcwmYTHctqIkEywCIKQC9T9EAThCaWlpfj000+xfft25OTkwCQacB05csRHkjmGFBDCa4gVDjm95JP7Lu0EQfgvNANCEERFGDNmDNLT0/Hoo4+iU6dOYBjG1yK5hBQQwmvI2c6ZZkAIgvAVdn0h9T8EQXjAr7/+io0bN6J79+6+FsVtaA0I4TXkPMtgvwZdPrIRBOHf0D4gBEFUhPj4eISGhvpaDI8gBYTwGnKeZWBF61PkJBtBEP4NmWARBFERPv74Y7zxxhu4fPmyr0VxGzLBIryG/WZb8nnI2q1P8ZEcBEHUPGgjQoIgKkKHDh1QWlqK+vXrIygoCGq1WnD+5s2bPpLMMX45A7Jw4UKkpKRAq9Wiffv22L17t8O4WVlZGD58OJo0aQKFQoGJEyfaxfniiy/Qo0cP1KpVC7Vq1UJaWhoOHjwoiDNt2jQwDCP4xMbGVvalVWvECoecHrJy3qOEIAj/Rtzf0AwIQRCe8PjjjyMzMxOzZs3Cp59+innz5gk+csTvZkDWrl2LiRMnYuHChejevTsWL16MAQMG4PTp00hMTLSLX1ZWhujoaLz55psOb9KOHTvw+OOPo1u3btBqtZgzZw769u2LU6dOIT4+3hKvefPm2LJli+VYqVRW/gVWY8RmTXJaAyJn8zCCIPwbOTvoIAhC/uzbtw/79+9H69atfS2K2/jdDMjcuXMxduxYjBs3Ds2aNcP8+fNRr149LFq0SDJ+cnIyFixYgFGjRiE8PFwyzrfffosJEyagTZs2aNq0Kb744guYTCZs3bpVEE+lUiE2NtbyiY6OrvTrq96IBvkmB9F8AD3vCYLwFXYvZ6hDIgjCA5o2bYqSkhJfi+ERfqWA6HQ6HD58GH379hWE9+3bF/v27au0coqLi6HX6xEZGSkIP3v2LOLi4pCSkoLHHnsMFy5cqLQy/QH7GRD5QItACYLwFfZr0Kj/IQjCfd5//3288sor2LFjB/Ly8pCfny/4yBG/MsHKzc2F0WhETEyMIDwmJgbZ2dmVVs7kyZMRHx+PtLQ0S1jnzp3xzTffoHHjxrh+/Tree+89dOvWDadOnULt2rUl8ykrK0NZWZnluKCgAABgMBig1+srTV5H8GV4oyyuHIPg2FvX6Q72shnN4fKQTy54u81UJ6hupKF6kca2Xvj+xnpOPn2jL6A2Iw3Vi2O8XTcGg8F1JC/Sv39/AEDv3r0F4SzLgmEYGI1GqWQ+xa8UEB7xDpD8DagM5syZg9WrV2PHjh3QarWW8AEDBlh+t2zZEl27dkWDBg2wfPlyTJo0STKv2bNnY/r06XbhW7duRVRUVKXI6w7p6eleKefcHcC2yR368zB0F+Xxpu92GWAr25kzZ1Av3nt1U92genEM1Y00VC/SpKen40Q2A8C6ZnD7jh2oE+g7meQCtRlpqF4c4626yc3N9Uo57rJ9+3Zfi+AxfqWAREVFQalU2s125OTk2M2KlIePPvoIs2bNwpYtW9CqVSuncYODg9GyZUucPXvWYZwpU6YIlJPMzEykpqaid+/egsXtVYVer0d6ejr69Olj57KtKjhw8SY+Pf2n5bhdu3bo17zi96UyyLpTiqlHdlmOGzZqBBSf8VrdVBe83WaqE1Q30lC9SGNbLzePZOG7i/9Yzt199z2oHx3sQ+l8C7UZaaheHOPtusnMzKzyMjzhnnvu8bUIHuNXCohGo0H79u2Rnp6Ohx56yBKenp6OwYMHVyjvDz/8EO+99x42b96MDh06uIxfVlaGv//+Gz169HAYJyAgAAEBAZZj3k5PpVJ5tXNRq9VeKU8h8gqmUCpl04mqVMLpVIWCk9VbdVPdoHpxDNWNNFQv0qjVajCMcDmmUiWfvtGXUJuRhurFMd6qG5VKfsPn0tJSHD9+HDk5OTCJvPwMGjTIR1I5xuc1yLIsdu7cid27d+PSpUsoLi5GdHQ02rZti7S0NNSrV8+j/CZNmoSRI0eiQ4cO6Nq1K5YsWYIrV67g2WefBcDNOmRmZuKbb76xpDl27BgAoLCwEDdu3MCxY8eg0WiQmpoKgDO7evvtt7Fq1SokJydbZlhCQkIQEhICAHj11VfxwAMPIDExETk5OXjvvfeQn5+PJ598sqJV5DfI2dUkLUInCMJX0EaEBEFUhE2bNmHUqFGSpmFyXQPiMy9YJSUlmDVrFurVq4cBAwbg119/xe3bt6FUKnHu3DlMnToVKSkpGDhwIP744w+38x02bBjmz5+PGTNmoE2bNti1axc2btyIpKQkANzGg1euXBGkadu2Ldq2bYvDhw9j1apVaNu2LQYOHGg5v3DhQuh0Ojz66KOoW7eu5fPRRx9Z4mRkZODxxx9HkyZN8PDDD0Oj0eCPP/6wlEvYP1TlNMiXs3JEEIR/I/YQSPsQEQThCc8//zyGDBmCrKwsmEwmwUeOygfgwxmQxo0bo3Pnzvj888/Rr18/ySmzy5cvY9WqVRg2bBjeeustPP30027lPWHCBEyYMEHy3LJly+zCXO16fenSJZdlrlmzxh3RajRihUNOz1g5K0cEQfg34mcQueElCMITcnJyMGnSpEpZ7+wtfKaA/Pbbb2jRooXTOElJSZgyZQpeeeUVXL582UuSEVWFvZmBfB6y9n74CYIgvIPdCxAZbdJKEIT8efTRR7Fjxw40aNDA16K4jc8UEFfKhy0ajQaNGjWqQmkIb2A3AyKjUb79TsQyEo4gCL+GNiIkCKIifPbZZxgyZAh2796Nli1b2lkVvfjiiz6SzDE+X4TOU91W7xPlwG4ndPk8ZO1MIOQjGkEQfg6tQSMIoiKsWrUKmzdvRmBgIHbs2CHY+45hGFJAHFEdV+8TniNWOORkZmBnHuYTKQiCqInYz8D6Rg6CIKonb731FmbMmIHJkydDofCZfymPkIWU1XH1PuE5YoVDTs9Y8QwILUInCMJbkAkWQRAVQafTYdiwYdVG+QBkooBUx9X7hOeIH6lyGuTbiSIf0QiC8HPsvfD5Rg6CIKonTz75JNauXetrMTxCFiZY1XH1PuE5dgqHjB6y5IefIAhfwbIsYtW5SNFcw0VdHDnBqIkUZwAFZ4HQRkBQgvfSygV/uAYfYjQaMWfOHGzevBmtWrWyW4Q+d+5cH0nmGFkoINVx9T7hOXLea4NMIAiC8BVNi9dhb9O3oGRYGFkGV7PnA4n03KsxnPsSODgegAmAAui8BGgw1r2055cCB54pX1q54A/X4GNOnDiBtm3bAgBOnjwpOGe7IF1OyEIBqY6r9wnPsd9sSz6I16fQDAhBEF6hOAO98t+GguE6HSXDIuncJKDFw/QmuCZQnAEcfAbWJ6KJU0bq9nN9/4szbAbuHqaVC/5wDTJg+/btvhbBY2ShgFTH1fuE59hvROgTMSSxmwGRk3AEQfgtTOE5KCB8A8LACBScowFYTaDgLOx91Lt5/wvOAhB7d6lmbccfroEoF7IY7VfH1fuE58jaBEs+ohAEUYNgQxrCJHoUs1ACoQ19JBHhVUIbARCZyDBu3v/QRrAbxrmbVi74wzX4iGeffRZXr151K+7atWvx7bffVrFEniGLEX91XL1PeI7dTug+kkMK8kJDEIRPCErAlpAZlj7IxAIX639Mb39rCkEJQEQr6zGjBDotdu/+ByUAHT6zCWDcTysXghKANh/YBFTDa/AR0dHRaNGiBQYMGIBFixbh0KFDyMzMRF5eHs6dO4effvoJr7/+OhITEzF//ny0atXKdaZeRBYmWNVx9T7hOfYmWPIZ5ZMJFkEQvuJ4wKPodHs2IlRFOFDUAoh+AvV9LVRFII9GnqEM5L5VIcD9f3tWZ/EDgT/Nv5OfqJrF21V9P2N7W383foEWoLvJu+++ixdeeAFLly7F559/brf4PDQ0FGlpafjyyy/Rt29fH0npGFkoINVx9T7hOXaL0GU0xpd0w0tNjyAIL8CyRoQqSwAAocoS5MtqfthDyKOR55Td4L4NhYDWw/3QSm9YfxtLKk8mnop46HKX0hzrb1Np5ebt59SpUwdTpkzBlClTcPv2bVy+fBklJSWIiopCgwYNZD2GloUCUh1X7xOeI+81IPI1DyMIwr9RmYqgZLiFuJHKO7hTXTsg8mhUPmwH4GW5QGDdcqbNcRyvPBRn2CgfQJXdzzIbJcpWoSI8IiIiAhEREb4Ww21ksQaEqBnYrQGR0UNWPANCJlgEQXgLrSnf8ru26g7Y6roIzZlHI0IaYxlgKLAeezoAr8rBu7fup+01lJECUlOQhQJSWlqKDz/8EAMHDkSHDh3Qrl07wYfwD2S8ETrE0pD+QRCEtwhgb1t/K/RQmAp9J0xFII9GniMecHs6AK/KwXtFPHR5QmnNUEAKCgowceJEJCUlITAwEN26dcOhQ4cAAHq9Hm+88QZatmyJ4OBgxMXFYdSoUbh27ZqPpa46ZGGCNWbMGKSnp+PRRx9Fp06dZG2zRpQfWS9Ct1OO5CMbQRD+TYDNDAgAKPW5AFJ8I0xF4D0aHXvNHEAejVwinrXwdBZDMHjPA0xGQKGsuFwAd99qdwLyDnDHnnjo8oQaYoI1btw4nDx5EitWrEBcXBxWrlyJtLQ0nD59GiEhIThy5AjefvtttG7dGrdu3cLEiRMxaNAg/Pnnn64zr4bIQgH59ddfsXHjRnTv3t3XohBVSHUwwYpV5yJFcw0hJjVQSX04QRDVFC95cwpg7wiOVfpc14nk6mmqTg+b33fTAnQeR/fLkxmQ4gxEGU8Axa2A8BSJ+CyguwlooytNbCi11t/3bATiqsCbku016G4CJgOgkMXwtNIoKSnB999/jx9//BF33303AGDatGnYsGEDFi1ahPfeew/p6emCNJ9++ik6deqEK1euIDEx0RdiVymyMMGKj49HaGior8UgqhqZL0J/rNYm7Gv6FFY3+D9M1g1Aoj7ddUKCIPyT80uBDUnA1l7c9/mlVVaUeAZErXOhgHhRNo8pzrD+LnNDkaoJnPsS2JAofb/sZkAcLCQ/vxSqXxuie+nbUP3a0JqHOH1lmzDZ3k9WX7l584iv2Q/bjcFggNFohFarFYQHBgZiz549kmnu3LkDhmHcWljeq1cv3L592y48Pz8fvXr1Ko/IVY4sFJCPP/4Yb7zxBi5fvuxrUYgqRM4bEapKr2FWwn+hYDipFDChtW6RsPMlCKJm4MibUxX1B1pWpIAYnAzAvCybx9jKIReZfInFkxT/xBPdL3dmQMz3nDHfc8Y2D3H8yjRhYlnv3M+qVqKqkIKCAuTn51s+ZWVlkvFCQ0PRtWtXvPvuu7h27RqMRiNWrlyJAwcOICsryy5+aWkpJk+ejOHDhyMsLMylHDt27IBOp5PMZ/fu3Z5fmBeQxRxXhw4dUFpaivr16yMoKMhuI8KbN2/6SDKiMhErHHKaAQkoPW9RPngUMMFUeN461U0QRM3AmfefKjB3Es+AqPR5spHNY4qvWn/r7wD6AkBdgy0cXN0v/u2/QgOYdNKDb2d58PEt6SvRFW9ZLmCyGVDb3tvKRHwN1WgdSGpqquB46tSpmDZtmmTcFStWYMyYMYiPj4dSqUS7du0wfPhwHDlyRBBPr9fjscceg8lkwsKFC52Wf/z4ccvv06dPIzs723JsNBqxadMmxMfHe3hV3kEWCsjjjz+OzMxMzJo1CzExMbQI3U+R8xqQEm19mFhAYdP0TFCADWngO6EIgvANFu8/Np1UFXpzCrSbAXGigFg8TdkMSOXkaUr8lrw4Awhv5htZ5ICrtsQPvsOaALdPSA++nd3zUjfSlxepe1nZGHWcogpYr6EazYCcPn1aMMAPCAhwGLdBgwbYuXMnioqKkJ+fj7p162LYsGFISbG+5NTr9Rg6dCguXryIbdu2uZz9aNOmDRiGAcMwkqZWgYGB+PTTT8txZVWPLBSQffv2Yf/+/WjdurWvRSGqEDkpHGLK1HH4u6Q+mgddAMApH39pnkMLObxRJAjCuwQlADG9gOtbzQFV682JN8HK0ddCHfUtaJwpIEEJQNJjwOVVXpHNY0pIAREQlAAEJwNFF80BCuH9siggqY4H30EJQMdFYA+Nt6gyTKfFQECUdQ8RZ+nLizcUEH69B6PkFK3KVqKqmNDQULdMpGwJDg5GcHAwbt26hc2bN2POnDkArMrH2bNnsX37dtSuXdtlXhcvXgTLsqhfvz4OHjyI6GirAwKNRoM6depAqZSnRx1ZKCBNmzZFSUmJr8Ugqhg7EywZbbbFgoXRZknUf5nPkaiugxY+lIkgCB9iOxMfN7BKvTnxCsjFsnjUUd9yPgMCAGqbAU/yE/LyNMUPUtURgP62b9eBlMdTWGV7F2NZ4aLq5m8K7xc/2A43m/I4UiDiBlh25GAAoN4j1rQKNRDaQJhfZVAiupdi5bIy4K83IAoIqCMM8zM2b94MlmXRpEkTnDt3Dq+99hqaNGmCp556CgaDAY8++iiOHDmCX375BUaj0WJOFRkZCY1GI5lnUlISAMBkMkmelzOyUEDef/99vPLKK5g5cyZatmxptwbEU+2SkCfifT/ko35wbnjrqq0PCQVr9KE0BEH4nDunrb+LLlVpUVpwJijny+LROeQkNM4WoQNAvo1s+ttVJ5insCagOJP7HdUFyNrkOwXkzELgz+fBPWkUQOclrhW180ttFvi7mcYVxRminc5FG8uViRWQPGk3tOJ6vPM3oDSb+1TV4J0v0/ZesqxQOa8o/BqYgGir+2BHnsCqOXfu3MGUKVOQkZGByMhIPPLII5g5cybUajUuXbqEn376CQBnVmXL9u3b0bNnT5f5nzlzBjt27EBOTo6dQvLOO+9U1mVUGrJQQPr37w8A6N27tyCcZVkwDAOjkQaD/oDYBEtOi9BhLEW0+rblMALZAOr6TByCIHyI7jZQYjNQLDgDmPTcm+YqIJDlBqgXyzhbcqcmWIBQOZKTp6nS6wBrABgFENnBPGitooXLzijOsFE+AIvnqbr9HM9qOPIu5iyNO9jeKwC4fUp4bFnD0dQaVpYHBMaI5BPVY/5pINAsl+3gvTIVkCJzmbU7c/fSUMQpvJpalVcGL6822u9nQIYOHYqhQ4dKnktOTq7Q5sxffPEFnnvuOURFRSE2NlawlpphGFJAHLF9+3Zfi0B4ATkvQtfosgXH4bgOUnsJoobCDxoD4wB9PmAo5DwOVdFaBosJls4NBaQ0R2jSIycFhJdFWxcISRaGeZP8f2E3x+7KU1hVeRe7Y1Y4wpoC+f9wigM/i2DUWWewtLGAJpLbiK/shoQCIqrH26cABT8DEs19gKoxwQptBATU5hSj4ozKVUB4eatKiaohvPfee5g5cybeeOMNX4viNrJQQO655x5fi0B4AbHCURFtv7LR6IXT4hFsDly8gyQIwl/hFZDwFoDuFnDzEBdWFQoIyyIQ/BqQOACAki3l3jargh3LZjtYNZYKd6z2FfwgOSjB+na+KtYNuEJfaB/mylNYVXk+483lEh4E/v6QU2hLrgFB8TYLsBVAQCQ3AOfvqRhz3eoQCg0KuHyD63HntLaD90o0XxLfT14BiWhZeWWU2SggVaFE1RBu3bqFIUOG+FoMj/CZAuLp1vKZmZmy9WXs9/CL8lQh3JtAfnGeh+Fa/TV0DT6OQpMWierraFR6FigOdv52qaJlO/oWLTDUlAk3AgqHWQEpzgBKL7lML5DV3cWL4viu0js670k+juqtsnEkU3nKrexFod7E3XtW1eW5k+7GPu53SIp0W3c3b/G91iZbw6X+S+Utx9n1OuoHHJUhjp+9jcsnKBEIiuMUkMxfgOBE5/2KO/0UwIWxAYgyngAK6kNpnm+9potGmUmFAIUByNoCaMLs8878jcujVhsgdz9gLOHWXfCLkN29dlfXIJXOURvhv2/s4c5rIq33o/AikHfIef8plomvm7xogCnzXNZrv9q3lWZvcGWUZEmnVQYDqjDAcMeaJn6QYxndfRblHrC2pdBG3CzIpW+B5OHcgB7gyi25ZjZB+he4+iM3COfrObSRRZG7oWyFeONe4OYRICCWS68ItJovleYCRVe4tupKNmdtQl8AFF7h8mSUXLzbfwHZW8zetxzch8KLztuIuEx+hkgZYFWiSjLt24wb7TPKeAIoblUj9+4aMmQIfv/9dzz77LO+FsVtGNZHr6FjYmIwaNAgPP300+jUqZNknDt37uB///sfFixYgPHjx+OFF17wspTeJSMjA/Xq1cPVq1eRkFD1Ay29Xo+NGzdi4MCBdgv/LQgW5fEogJSRwMUVHoWbLq6AAibRGjYG6PyF9EK/SinbEcIFhmd2vIPG195FniEMtVX5uMo2Qm5AX7TRLbLsPussvceLF8XxBbJLpHeUvyf5OKpPDxZaet5mnNwvXy0KrSLs6sbde1ZZ11TefM8vBQ48DcduIdxon5IycLBQ4IryHiQadzr4L5WjHLuyHNWvG2U47TcYoFY74NZhJ3K7cy02+QHg/O7x79sVYGCCzqTCW5nP4YOET91c48twb4zLcoDeO4CYezy8dk+v5Ru47zqEAZIet3EVLJGnk/tlrRtrjbkv6xNmWSuANs5msXj5nneS4UEJQPEV63FsbyA73cF50XWFJAOFF3BZeS+SjGKzdYbzhnZphYeyudsmFNxMUMEZJ3Hcxcl/I3EIcOV/5cqPvbgCDEzc/8kLzwlvj9ek+OSTTyy/i4qKMHfuXNx3332SzpxefPFFb4vnEp8pIDdv3sSsWbPw1VdfQa1Wo0OHDoiLi4NWq8WtW7dw+vRpnDp1Ch06dMBbb72FAQMG+EJMryI7BaQ4A9iQBM8eVuWAUQKDL9m/Eavqsm3Kvfz7OCTlLsWW/I5ICzuEIjYUQUwhGGcPXD49YC+r1DXxuHNttuml4jNKoO9+YHMX9/KRktEdWUVUaptxVa6j63ZTVm8jqBv9dffvWWVcU3nrqjgD2JAIj33Sefif9Xwg6aQcR2W5+5+QKbf0IQhTFUHJlOOR3HUlp4B4o7+uLKr5/fIVLBjnzyXCK88JOSggthsYOoNhGFy4cKGKpfEcn5lgRUZG4qOPPsJ7772HjRs3Yvfu3bh06RJKSkoQFRWFESNGoF+/fmjRooWvRCSkFuVVBVIL/bxRtk25ATrubdfR4qZICzuEYKbARWKb9GDh0eJFd67NNr2jxZE5e9zPR0pGd2T1FE/um68WhXoDT+5ZZVxTeeuq4CzK5RDbw/9suZ12OrqGivwnZIoBivIpHwBnnuOt/rqyqOb3y1eQ8uEG1eU5UUEuXrzoOpKMUbiOUrVotVo8/PDDmDdvHn744Qds2rQJK1euxCuvvFJu5WPhwoVISUmBVqtF+/btsXv3bodxs7KyMHz4cDRp0gQKhQITJ06UjPf9998jNTUVAQEBSE1NxQ8//FChcqsFlkV5VYzUQr/QRqjy5mlTrlbPrQE5W5qIIiO3mNNlN8+nl5LV2eJFd67NNr3UfWCUQJ277MM9kdEdWT3Fkzbj1qJQD+pVTjiSvc5d0uEVvSZHbcRVvvyaBE9x+J+VvvflHjI5ugZP6reakGuIgJH1tL81xy/O8E6fWZm424cRFlgwYKm+XFNdnhM1nGrUW7nH2rVrMXHiRLz55ps4evQoevTogQEDBuDKFSm7SqCsrAzR0dF488030bp1a8k4+/fvx7BhwzBy5Ej89ddfGDlyJIYOHYoDBw6Uu9xqQVACEFRP+hzv/k+Ao46RC+cHIXZGf00m2r+pCEoAOn4unV1wknQ4vwjPLRig02JLubwCck0fjWx9lEVqxwMnhTV9UAJnu2pL69mO374EJQAt3hSGaaKExzayIaCOyMONWfbaHYE69wjDBZeoFMrYeYm0PC2mVd6bosA4QB1uI4OCWywrxlY2RwQlAA3HC8NcpZELQQlA/THCsOZvcfesk227Zirnmhy1EVf5BiUAIW4oISH1hcdtP5T+z9ay70NZADpIeHMSwyg5r1O2x46uISgBaPy8MKzpy1z9Jj3mvJzgZOFxoJM6YpRAypPct0e4HiSK+5ZsfTSmZLwAA+vmY5lRcguZAU4BCUrg1l04RAGENnEvb3E5yiDP07iqt46LuPsVbG9Gwoq+PSrXtv8BA4+HObzstvuO1+klFRGI7CgRrgDCJLylWfK1lc1ZuRIEJuCYZgJYcb1a0ioEcSXRRAqPlW7+N8v1P3BAcH37sIr81xirOTDrzrPFD5k0aZLk55VXXsGbb76Jr7/+Gjdv3vS1mAJ8ZoJVVcydOxdjx47FuHHjAADz58/H5s2bsWjRIsyePdsufnJyMhYsWAAA+OqrryTznD9/Pvr06YMpU6YAAKZMmYKdO3di/vz5WL16dbnKrRbk7DEviGOAHj8AhmJgv/mBZyrjOvq7vgduHQOOvQrL4yK0CTfIyvwZ+GeuJfyqpgte/3sQikxa1FNfx2v1dyDFdIDz2S7lJSX+PuAQACiAPnuB3Y9wCwOLLnPltJsH1GoPbO8LmEqt7ge7rwZCGljdWNp+3/kH+PM5rtMNrMeVq7uNAMN1AIDRxOCaPgoNtJzHETbqLjCt3wXYQqDsLHDxd+DaJiCmJxDRCri+nZP5zklzpZnVlqLLzj2/RHYQ1rUuV3isCrOmv3mc83TDo4kAgpK4QYc6zCaR7eNaAQy6IPSEEtsXUAZyeXX/DvjnQyDvAFB43lqWu16rxB6N+PMZPwl3Zu62Gri+jWsjyaOAS6sB6IG03UB0V7smJ6A4A8j/23oc2oRbWOipNxrb/Jx5B5Iq35m3IHG5tp57yjK4awZgaROF57i48Q9Yy6g7QLhY0pVHM0deny6vlW4jjtqgbT6sgUvTcga3V0FIsvU/c+h54OZBoJC3HzZfS3GGfd4sY91krdOXnNefHf3BwIQAFHGLQ+/+AQisK/xP7hnKueK8ewNweY31v9RnD7cDs6P7UCiyac4/y8nEe9Vp+CzQYIy1rD1DuR3NLbuam6+FdxPbcQkQ2UYoW2hDrr5av8eZdIj7E/F35nrgn09h+S/W7gK0mQ1c+Aa4+LVV1qh2MLR4G7d2TUMd018AgDKTGv+71Re7Ctthdp9A3Ns8RboMvi+KuAsoyOY8Kt05bd6fIYLLP/ExoNkkLv7J94DrW4HmUzgvVQX/AqlTgHoPOb4WfQGwfSDAlnH3Zae5zXb+iqt/2zYi9e2o3hglsK0fYCoBjGVAxs9Akfk+3vWd2ctYEQysBgf2bUPnbr2gZnSu6333I5z72ru+A/aaN3rrvhqIvov77c69E8se3pJ7rkV1A+L6AjnbgJjenAJ7YSmn6KrDOA9pyU9w3qeyNwHNXuX++/l/c78Th4ryTQWOvWHfRmzr7MZ+7lxIMnBsMteHAmADonFF3wct+rwCdelle5lbzQB+a8vVhaVdfw6ENAR29ONMk3SiQaixCFBoufscEOnZ/ZRqm/mHAFVdILy9fZw/xnD/b/6et3ib6w9ty0j9D3B7DxDQCGBCHJdVdBX4YxRXj6werCYSe5mX0DltJNQ10AvW0aNHceTIERiNRjRp0gQsy+Ls2bNQKpVo2rQpFi5ciFdeeQV79uxBamqqr8UF4GcKiE6nw+HDhzF58mRBeN++fbFv375y57t//368/PLLgrB+/fph/vz5VVquT7F4xgEAlhsg1x8DHH2Z2+0W4PyZF18CmvwHOP4mp5QAnKeMwvPcG8l/5lqyrKc7gERNJ/zvVl+cKGmMUaospOgOANd+4T4CFECquT6D4oHoLtzb1Syb/TqUwUBMD84n+c1D1nBDEfdmTYroHlznb8jnOmQz/DunXxpPxJWyWGt47l4gZxmgNnvsMI/VcH0bsFnCe1t4c66DPftf7iO+Jt47h6PdgQOiON/w/ENUgPlNj+4WsL0PLF5TJDFxuzaLPQXx9tbxA4CsXzkF5OIy7sPL6MxrVeIoJOrTofr1YfvzFk85NhhLrddapweQu5drG/yg1xFS3nxKsz33jOauZySnXsccISxXBaA7AHbb28JofJu49C2ngDWfYj2ns9ltxpVHM0ceogT/VXEbcS4zoLC6pKv/JDcAFMieyikgtsd3TnH/a5v/tj0sENfHvPkavxO0iVM0EgYJo4Y04MJNOuH/wmRw8z6YyfyR+1jyTRH2AxGtbJQPcIOywrPWY4Zx3G/ws4jOuL0U0HwmDOMV/KYvCRWQ3CNQXXgYjLY5UMwF9Q3/A0Nr/Y7/3eqLG4GtgNoSs8+3lwLZ5vooUQD593HhBWe4Behh5tmsuP7Wa8nZySkgJdese4gkPgJEtnd+PbVaADcPW13rBtYFGjzlPI0YqXqLaAXcPAAcFnm11N8Gaj9i/q1HnvIGdw2OvO0JZG3D9cl5B7gd61UhQOIwa9suz9vwOj2476IL1nqLuZcbKF9Yyr1k4t/Wxw3gXN9mb+JcyFr2/njYvk3VH8MpFbwCwreRmJ5WWZNsZtTDmloUEOb2ESRq0oGggdKuZoMTrXXBwyiBur2BsFTgzglruKa2tf8xlXIKS1w/OMXZ/8C2beoUgHIJUFvkiSq8hc3LOgDaGGH9iNt37BIgwoE3K5YFjk6y7qWiu4VgTU6Nm/ngGTx4MCIjI/H1118jLIx7MZmfn4+xY8firrvuwtNPP43hw4fj5ZdfxubNm30sLYdfKSC5ubkwGo2IiRHuIBoTE4Ps7GwHqVyTnZ3tNM/ylltWVoaysjLLcUEBt/DZYDBAr9eXW1534cuwK6s4A6oDzwgWu7EHx8MQ3Ayq0hybCWLWGm4qsw+/dxdUsJ3IZjEr4TPsKmwHAOikW+lEOhPY0++DAWAKjIfxzkWosjYLJqfZP5+DIbQ5VDf/FIYfHA9DVC+Hb7VVhgKHk9xKhkVygHVPEAYs2BPLwfCWIS72eGLvnHQygW6yyKYovAwl7L0DsWW5TtKzYFmdzXkT2OIrDt1VGq5uhPLPZ2xcn3LfrDoChqLrUF1YLlGWCexFB+EHx8OgbYw2uoUSCyGl0xlvHYei6CoYAIaAWCgC46EoPA9DwSWwtbpIX6al/YkGnfo7YKXCXckc3Ew6P3E8vs04Kl8qnU254m8eYZswgT012+qMtTgDBr1eokzxNUkcC67NarQibCPOZQZM3AtEAAZVFGDbFxRnQHXxG2H7vHPKLQt09tCzMISkQpX/t6BepP6bysA4KAAYCy5DUZRhiW/IPQLlsZfduA8OZPjr/2CIH2K9p5m/CK+l8Kzw+NCzMET3Lt8AxpABVfYzYEzi/4W5L+y5U9AXAgBzhUUUrIMxBQNL/6iXegbwZfD1oTOBPfezsE3k/8v914IbgzWnZ4IbQwWAvb4TjHnTN31gA+G9lkAZ2hSKm4fBXl7H9cOhzWCs6HOpOAOqmwcl25Bt23D4bHKAIrQplNe32cjaFEaDi5ccrghqCDUAlGSBzdnL1WtIY7DBDaAG918AowQDQB/cCAyj5er5xn4w5g389EEN7eu5rAAqwUoO1vEzqzgDqrOfC/5DrXWLUJb/EhCWbC9zcQZU13fYt+uQVKhEzyZWl+f+c9MV4rYJE9js8TAE9AJUCVbZrvxPWObhl2CIGciV6U4e4msty7OpG9Z53VQyhoq2r0rmww8/RHp6ukX5AICwsDBMmzYNffv2xUsvvYR33nkHffv29aGUQvxKAeFhRE7UWZa1C6uKPD0td/bs2Zg+fbpd+NatWxEVFSWRompIT08XHEcZT6C76KHPsEb8s/tLtBQNPK3hcCtcxZiQrLlmtsx1PrDgO6Ks2wpc2vqtRzId2Pot8pT2u7Vy1+bcslh8yxgAKJOKKSWzi/Nm2ZL0B1FPIr7L9A6OpdJlHl2FJIk6LjIE4C+J+nQlA8MacW7f13b17SxdztldqG26BA2AXX9eQCMdg3oA/j2yFedOhkmkkG5/1jI8l5lrIy7amk2bcVa+u+U6iyO4hpIs/Pbrz6htOm3fvl3l4+DaPG1DAKBHCH7b5EY/4CJve9lc/zdblOnRAMCFU7tQX38FvAX41ZMbkVIBD0mu7qlUfTrqN1wRFXgC3RNNkv0Ewxrxz56ldn2hlAx8/3j8xAmE5ByXLoOnzHEb2bT/MowM97Yk1JSLXgAYs9lLEVMHW37faUmjVeUiRJ2FQn1dlBqsz51GOgVSbdJduhmIExs3CspzlNYRzvpfhjXi1K4PUBSQgEJ9XQBR2L19tVv5J+uNaA2AKToPAMgoCMVRkazloQ8ThSA215LvzqM3UMwwuA8KKPR3AHD7uGzaexGB7E2kwVpfJUwkft9ibwHB1YEQR21Pqt0qYMLhnWudPN/cfE66KYM72LVNAAyMOLD7W+SVtHQqm+U/6kYegjIl2pKzuqlscnNzXUfyInfu3EFOTo6dedWNGzeQn58PAIiIiIBOp/OFeJLIRgH5999/8emnn+Lvv/8GwzBo2rQpXnjhBTRp4v6iuaioKCiVSrtZh5ycHLvZCU+IjY11mmd5y50yZQomTZpkOc7MzERqaip69+7tlV3f9Xo90tPT0adPH+GeDsWtwP46VTBQYhklmvYYB3bb8gqFG1gFLuniAAAmKJwqIby/89j6HVGn8QiPZOrce4SDGRD7a7MrV7BRonl2QWrNvaTMzgdpvGzKg1uAG/Y+3V2mlzjPQgPAYHdNCfVbgz27zS5+UFQzdOpkX5+uZGAZJRp2ewrszmUSMyDS6WJqqaHI42b2evR9HIp/rgL/7kTTpFA0bjtQ+iKl2h94i31pH/jOZJZqI1LxLG2muBXYX9+RLMfdcp3Fsb0GBiYMuLctgLYOr9nhseXallW4DanC62NgX9H9cHIfXOHJf1Px77/A8Z/RoFYBFDnWt4qJCXFgL5V/zwP7e+qifp31G64wtAJ7+R0wARJt00kbFMvA94/3tWiJgR1Fchhagb1scw0BDvoDbTz63feINcCkA7t+Ehiz2WNgbAcMvIu710z+11DeeA78Bm7G6EVgwzgzK+aaCdi7wpJNUquBqNfA2kacpXWIi/63ddJiMBpuUH/lzj1IDN/pVv7MjVBgx2LLcXxqX9Rt4qB/8QDl7vZANmeuwio0uHvgU4BCBWZTQ+umfCH10X/AQwBrBLv+ZTCmUgBAQJ12GHi3hAwOnq+SbU8irgkKtL9nGFSSMyAePLtR2e3/bVF/pUTnHiNsZkBcXLe4fUvl4eJandZNJZOZmVnlZXjC4MGDMWbMGHz88cfo2LEjGIbBwYMH8eqrr+LBBx8EABw8eBCNGzf2raA2yMIL1nfffYcWLVrg8OHDaN26NVq1aoUjR46gRYsWWLdundv5aDQatG/f3u6Nfnp6Orp161Zu+bp27WqX5++//27Js7zlBgQEICwszPIJDQ0FAKhUKqjVaq98ANiHh6eASRlhFZRRgum0GOrYbtwOo7zdq4fhJijwfxnPI1sfhWx9FH7WTHXq8YIxL9RWhiZxMnlSdniK9DWL8zHDDxsMrALf3eoNo9kTDcsowaREARpwn0Ru7kZaYCUYp148GItsCvMCQabZa0LZnaVnlGBSRgnyAwAmNEl0TVy4UqUCo6llF18R3sRhPQAAE/eAXRgvu6pOF1xW9ZY4rwAT0UZwDAAK3uZYFQJ1UBSUocmcbKWZjtslL5tt3uHNOSmShkmUDTDxg6RCrW3E6a64CmGbCU8Bwy9edQajBKO21q+05x4Fd09t2gwj8pyj1mVzZTZ7RSi7yMMZE9nZXubYbmBibdZ6uNOGBF5wzG0irKHr/4rL9m1Ths1/k/fYwzr4b/JtQmG71gSA0ngHjFtugiX+k+KyXF2Lq37D1ScwBUxgd3Mf4bguBHImAlm1Olvqx8Ba+0dGoZAuI8zGw5cGYFqKPB8BYGq1EqYLCBbUoyKiOReO61CZFQiuFk1Q3ZgANa5DrVZDFdlKeD8iW1rzdJHW5X9bqg0lAowGlvwSw7a7nb+drLVaunffXHwUEc2t9RrWBOqAQKjVakt/BABMeCoXX6MFE97Uvp7d+V85anuiuCyjxF+a56AKS/Ysb6nnZGW2f5VapAgrwcQuhjowxf3rDkwBE2m7jpaxz6MidVPJH5VKNu/vAQCLFy9G79698dhjjyEpKQmJiYl47LHH0Lt3b3z+Oed5sWnTpvjyyy99LKkVWdTg66+/jilTpmDGjBmC8KlTp+KNN97AkCFDHKS0Z9KkSRg5ciQ6dOiArl27YsmSJbhy5QqeffZZANysQ2ZmJr75xrpY9tixYwCAwsJC3LhxA8eOHYNGo7FMZb300ku4++678cEHH2Dw4MH48ccfsWXLFuzZs8ftcqsd/CCl3hCg/VzrW5EGY4G6/ThPGLzXCjfDvzzC4H/HCy1FHFY/jMEDxwi9ahRfA/aP4LxAKcyzMuUt2xG28c3lbj9biCXbT+CSLg7Z+ijsDnwRQ2sdR+feI6DO6QwYzWk7nQPaaaQ9gTjyFHJjH7dIv1ZbrmzW7EUIABo9CzR5QSi7I08j/Pk7p4GbfwIxvbjFpUEJwmvK3gqceo+Lp7tlvW7b+OJ6yD8DHBrPuW5Mfgy49jPnBSbhYeDUdM4bUYOxgF4PHWN2cxk/iPMCc2kl5z7RVALcPgY0GA/UewTY0RcwFFjvIcNYy+av3xG2CsX9/wB/f8Atftab24+6FtB2DnDwaUAby7kjzfyJW2iZOAw4OZVzkckrHlrzTGTcfUDLqVx9nlkEXP0f0PBp4QJ0gPMWAwDN3wYSHhDeh72Pcwviu34L/GF2q9ltFQzaJKvnnjLz27Hortw1J48Etqdxi2OVGmFZvLeaEJtFpdF3cQtec8ymMgkPcouAb5pdf9cfY5WZf6A3ncQ5fpBqQ3tHAqUZQNcVwAEb98B8m3DkslPqv+XKE47ov2mI6oUDW7/l/ktSC2f5uHxb4SnOsLbfjouByLaOywOEMkn1A86uxZ1+wxX8NGkUgKarAGNd+34qti9wugEQoAc0QJ6xBaK7rcanP/2O/53RWlyAO5zzYW1nDlRA8/8CiVOA31pxi/gBadfp4alWj3Jas5MN3VnYL+43ArpzgDqB8/ak1HKOJABAHWGN5iqtM2zvg/5vIGsCEABOebPB3nrZSf7aKCAgmnNmAACCFy8VINzGnCUoWRieYd4LzLbdhKVavd8F1nWcryfPLJu4Bm0Sruw4jhaOY3v2nKys9l+83eZADdQ/D2gk2qGr69bamE6FjXK8AF0iP7fqxo8JCQnBF198gXnz5uHChQtgWRYNGjRASEiIJU6bNm18J6AEslBAsrOzMWrUKLvwJ554Ah9++KFHeQ0bNgx5eXmYMWMGsrKy0KJFC2zcuBFJSdzeEVlZWXZ7c7Rt29by+/Dhw1i1ahWSkpJw6dIlAEC3bt2wZs0avPXWW3j77bfRoEEDrF27Fp07d3a73GoH78oyrr+0v39HvvmdhBco/wVwzhJsYln7NMYyzrWeIR+4/RcXZjs48rRsR4ji38zIwB9FDGKDctG19nGwquacHak2AjDesElodF2W+HxAFKeAFJ7jlI+iE1aPYYFxgDJAGN9V/rXacgpI3h/mPBKE6XgvZTk7hOn4+FJlRbTkFJCSDCDP/CY6uhuQcD+ngBSetyQJNZk9FcX2AdQhnAJSfNn68E94AKgt8rATlCD8LnGhgPDtL6Q+59mHv8Yc84Musi2Q+CingJRmA7lmt5XRXbnyT0611jfDWPOLTbN6Xcn/h1NAikR79bCsNX7io0At4dtVRLYDrm00e9wp4/ZISBoGGIw2nntEM591enCKgqEQuHXUWhfFGVZljHdhC3D1fcfqjQ1FF4XuM4ttZOZlTXhIWM+297l2OyDT7DqXH1AC0m1CjDivcvzX8pQtuQFm0XZA00g4iJTqX4ozuOsyFAFggJQnAJVoLwp9BjcQVoPLzx2Z1ABCWO5b6lgMX4YiBDAVWr/F1wAA+ovW3wHBQGhP+/wCVECodVFyfNhuQAP8w7YH1KfQtfZxXMyPA2u7WZLlOhsCJbvNgQoABqBkLxDel/MudOsId+r8F0BUJ6FSbbSx+z76GqAJBxL7gTdstKIENGaFTqHk9pfh29pvbaye1zSNIPCqJ07rCr4N6RsChc/DXpmxN4V1mb8m0toHpfew92xXHgqs/R6u/cJ5ZWswFii18UZydhHXJzQYK3SFfez/uL7fkQyO/kf8/bZtY3w75Se7DBmA7pI1jjiNOG/b87y3LWcyeEqxjdct6AGFyv6/40g2W3QXrL+NDjy+SOUb09O82P+4dJoaREhICFq1auU6ogyQhQLSs2dP7N69Gw0bCjuXPXv2oEePHh7nN2HCBEyYMEHy3LJly+zCWLud8ex59NFH8eijj5a73GoH73bQ9g1QBTGJ6lmy2pUB3JuR/H/Ngw94xa2eiWUxtNHvmN31UygVLEysAn9dfw7Qi97i6C+aH74eENqYG3zq84HrHwPXXufCVQAKVrp+yyOGvyeO6sfyRrlIGO6sPgNqc7MEpdeBq9+by2kOhJs31CrN4fzcK8OtCkhEc+6NPgDcPgGYF2UiPJV7A8nvOWJbJq9IlGRz7jIVDkZ+fPsLS5W+pvDm3J4HgXGce1FbmcOaAmC4AXtpDhAYY3WLaWM6YfltcRNrpiSLuxZGAYRJrEELb84pIFfN5qHhzbi4lmkyCZQabs+N/H+s11C7C1D8nVUBsZWj5JpVqQK4dKpgm2NzXH2BdYDo7L8a3pybIeJl5vHSfywxPB2qy7zrZpF7zcC6EAyE+XrhZQtJsVc+bN11ivNzhDhN2Eggf4XjPATxxYjis0ZAb6MU6i9IpIHNAEsJwIjIwDNgLzfEkykD0KXDRigVLIwmBn8Uzwbwhr3MMAFQAaEPAQXrgNvLAEMtq1LLCQMcHA9EtQJUhYAhROTm3MSdr3sJ0DQHdLwnLgUQu9g66C3OECq6lnT9uPYSsxi4/rT1dMynrmc/xKgTgPBngDvCTWdZMNAZgxGg4mfMGaFsYoozrGsypGQtD8UZwOkPBFLh4HjOjfD5pdLhGRscyyClWADC8KLN9u0asISpoECb2HugurwT5WvHbv5XxDiSnadQaH6Om58AN+fAzi26q7Jt/zdS/yHJ/6Q532D7l9j+zsMPP4xly5YhLCwMDz/8sNO469ev95JU7iMLBWTQoEF44403cPjwYXTpwrnm/OOPP7Bu3TpMnz4dP/30kyAuUcXobnMDIEB6R9dyIlY47DxW8oSlcgoIwA3snE1lVxKByLIoHwCgYExoHbMIpjLRmwTdBbizqbMA28HnldetFaEBkD0eCO7n2YPbdhANAMEiJcnOBEP0ltPR7vbhqZwCwg+Iw1O5QW9wMrd/Qv7fQFhrBLPmGZawVOvAkH/zqAzidqpnGK4cflDAl6mNBhQazlykJMt+3wkesQIslpkPD0/l2iovc1gqoArkZk4Kz3MDdU0EN+Vvm872d9FlzrRLbVam+MF9SENOIZaqJ0BYpjuEN+faAACAAWp3Aq7aKCD8NfP3y2KmxnCzFrYzF8UZnELL/0+0sdwmYg7LFsnsbpuoDAwZaBNj67rZJGz3CjX3H+f7nMh23H4eJvNMgbh+9RmiQYjJ9f9IKk3+cpsIojzs4osxxw9oZZ4ZCYJ1kyA4VkAs4VZllYEJ3aJ+tbztVypYdA1+EyjpZS8zAGgac29/AaBgNXBtDeyMtlgjcKYzEMoCBeJZDvP5gnMAbGZG6q4AwodbjwvOwg4+XVACEPoAcN3mnKYcu6wDgMZslhfUGwh5CMh5HmDCEKC6Y42j7eJ84FpwFg6v0VMFhB9s374Bu/vPGoGsX6TDc/ZIy3BrP1BwELg1F3ZKgGBAzU/32P5PnrH+hu3aGFjDPWrHbvxXxLhSYHLfB4yiBdk3P7CvC7f+p7YKyEXO5JAxT/s4/E+a802S2q3evwkPD7d4Wg0PD/exNJ4jCwWEnzVYuHAhFi5cKHkOABiGgdHo5C0jUTnwA6HAeG6qvpKQ9l0kga19rbYuN51bxYQoLliUDx4FYwJbdlQY0dHAwhXhqdzgs5S1PmfUgNt20+K8bBHb74vfKEd3t24mBnD3VYqwVG5nd3E54amcAnLnFMBoOa80mkgw2jpmRSPR5i18M+sDIyjBRgExy8gouPKLLnKbzjlUQE4JZRAPIvjwsFQge4u0zIXnObOmgChuIKAO42ZMeAJqA9o63CxJ/t9W06zborLFiBVAd2cJw1OtMzWBsZySBHD1UJZnNZ2L6grkmt13qkK4jfp4c8TgFM7si99UjldoXMkgPi9uE1U4A8Loz4FhxP91UbsPSrAqIMFJ5jZyiTsWy16e9QeSacTY5OFu/Mudwf3PRIvgda4UECHi9Q4KxggU75GWQXca0P1tPZbwvCUIlzrPKLmZpVs2ZmMm8xocfgCuDYGdmRWjtK65EV9L8XYguByDQP0l7jvQrGTceA0Ma3Zxy0SCYW8CZUe4zfIUWlFaN2WVSiM2X1KEAPn/syoKOgb2JmoKoGyGfZ6MEqhzl70MUAB5Q0XrW2yUV8GAWuo+2t9/1zsKuGrHHjxzXCkw+gwg9/8kEjp6u+jqf2rTplgdYLhmjev0P2kEoz/v4Jz/8vXXX0v+ri7IwguWyWRy60PKh5ewvH1u7jyeh7hlggWIFv5VvfkVANwxpkjM0CgAk3mbYgXnoazcCgj/FrcE1peOGsAju2mewDhuMM0jriOFmhvg8iTaOHFQR1jf9IuxrXd1hHWxKh9+5zQY80JWNqyZ9Ulomy7Mwb0Tr+MBnC9EF5tMia8xzEbR4FGFWuPx4fmnheZc4qd3mPXa7Mt2MKgPayo8dlcBsa2bwARhPfDlBydxMyOWNM1EZmOpgvvhtqkkb5bGY9smAKFiVsmw6oZgWfGoSdTuna0xEV+bpAmkq/UB/JoFZ9jkoWkENx0Om7/5gZF5pOnSBEuYt33fowSC+AGts3Jh9bzFK/6MgjvWiM7b0uIJ83mbTfL0F7i33eeTgKu9gKwuQJMu9un4e6O7KDxX8AM3IPUUfu2MOplTMNQNrOfYWwATBrBlwK1F1vz1GcD114Sythwp8LCETovt+w3b6zufBFwbbT2+3Am49RGsM00skCi6MYkmbgZc5OkMnRZzLzBEXp6QyNotrudwomAKUEDcBlxbjIvbsbgNefDMcabAWM574ibbSdmsHjCYzXulnrdO/5NKsLbtpoZiMBiwZcsWLF682LKx9bVr11BYWOgipW+QhQJC+JjiDO7Nd94h7jvbvKCsss0y7B6yjmZAbAZcApehVUexKRaF+kDLsYll8Nf158CYzKZFQfdy347ebLqCv6aSME4JAbh/nzO7ZkcwjEg5lPgb2w74o7paf/PeoJzJCHBvDi0Khjn8xh4w17cCANigROl04oGkRWa1ffj1HdY2Z/t9dYN1kafK/CBSh3HmXYB55iLKvuyQBhIy7wWyzPbJIcmOr/nab1YZcs2eprSx9vEBQB3KzfrwuNtGI2zbdW0bBSQTyPjZLGN90TUlC9MFJdrIvIm7PsC1AqEKEnrZimhtXb+jrgWUOVjwWRmoEnCzxNb3vIQ9v217ZZT2ThxsUYjWg0Dp+n+kTgDCRXtIBHQQHtvmoU4AAkWOBNwhwHxv9BelR4r8YDv8abDm/y0L4OQdq2tmlgX2Fk4HAjsC4W7a6kcpgYF/AL23c99RooFaFIAWABqZv9UrgeL9wjhlJ+3fdgfvs09nUQLMfaHafG91p7jB/O2lcIk+g3NIoM+wzoCoU8yzEVZnDAxYgOU2UcONSTZKQ6JQWYCJk23gfq4OBl+yX/zt0AzPiRIgrrcoifA+q61lNRjLld17O9BnFRDlaHDOK5jOUHLmTrXftoSwAG4UiTbZCxStkxW34+D+NiddrKUR40rZdzToZxzYKccsdGJ+dQWACWACAa35JYytYwd1gjVcWBh3TVJ7hdQgLl++jJYtW2Lw4MH4z3/+gxs3uLHLnDlz8Oqrr/pYOml8ZoL1ySef4JlnnoFWq8Unn3ziNO6LL77oJalqHon6dKh+5ReHirjwFedVqKKeRMy4PQNyw2b32KxNVs8jVUgocxahGqsHk98yHoahuA/a6N/gAoLSgMKfAP15KfcsruFNZYrzrWHXAeQagYhyCGzrR39TO3uPL6yNPfpmm/0jCv51XJ+2C1lvHrbGyz9nOa8wx1FcWQOc782dL8uzpjv9PhDagAsvumwN39HfKiPvzenc59zHGb+mcukAwGiejSrLs8p287A17u2/rOG86dft49wHAC6v5bxg2V677jb3fWUt97Hl8ERu4C5VV7YzUFvu4WRMdLEIklcWAG5zs2O86YIJ+Mfs7e/6DqGZyZXvuMX/POc+B6LM99N2Qflfb3HmZM7+J0qbma+tvcyKUyGgvwVsSKocr0FSsCwC1TZtJKClvT0/b34FAOl3W50fAMDOQULZincJ09b5yM1FtaIOR+AAQQuEjxSeN5jt2qM+AILvBUxFQP5absF0YC+gZJt9EUH3AmV/AWwpYMwGVKL1a/ygPWIsDBGTYTjXHoHqWwhQWLdQZxggV+9q9lm0XiB2MRDeEeAtZnMbAnrRGg5+LyMAgBEoPWTOSsOZu+jOQfI5IE7Hm9Dw1yIoxw07f7uF9eYXKOpkN96oi9c82GIEVEVCL0+2uGVWJ4Hg+sXhSiC8qzDc4uErA8iVSGdRAsQuqUXmXrGfc+365gJBDKXCIEonuqYQ0TpZ403rb0UUED4GbqMIg9CsTKTA2HmqMsdlzQ4kAtpxSsfVNIAtBLStHZdlUWhTAE0DoHiryCSLtc6QRH8MGK4Dt+ZY1wfp9fZ51iBeeukldOjQAX/99Rdq165tCX/ooYcwbtw4H0rmGJ8pIPPmzcOIESOg1Woxb948h/EYhiEFpKoozkAbne3iUDFsxT2J2OZmLoZhuN+Si9CLM4A/n68yGRxRR8W9DdSblFArjGgQegb/FpsAwyUuAm/bbMoHTLcApQczM8UZwMl3pc8deg6IG+jZtRVnCAezYm8rxRlWX/QA7B7oUvVZnAEceUWYhvfscnq2JZSxfNucv/iNdLpLq+xljGgFZP3u/rXCBBx4xj6Yz+vIJOmyT86SyIu1r6fLq52X7aiu7pyyjxflxP69OAM49B+hLJe+kYjIAlm/CY9518P8ce4f7ssqkPmEML4uV3hcVf8zwwUEqXPBQgkGRu5Nu/E2oIywysavjeFlkapfy33j60MFwMAN+N1BnK5kv81xKVBy0PpWWnfR/GZeBUROsC76ZhScAlJ2TLqMwA5AYSKXVndBqICYSq1Kjbo+wIbjelEHJEeko3EYpyTz/U9d9X4AD1plrvUCcGshuMXr5hkfbRvgknkWJ9TGA46pBDDYKP8BbSTkVQKs+YVLYHeuHMN1uMbm7bdlcOhifY8tUrMQ/AJsdT3zXiridRTu4q4Znid5Syzgtz3nbDaB0YoDuLy07bgBc/73ovOicsrM63xE7bZ20N+CY5TsFR4X7wTCzB47jQVWRRMqwHQD0P0LBIjMSB1RvAOC+tJ2FSr7Rea+PKgvUHsK91y8ZKNkhD4CBHUGgtOAwg3ctQTavBCzhW9P6vrcBxAtSj/LrQlhNECt5wD9ZU4B4dcHQWmXZU1iz5492Lt3LzQaobaclJQku13beXymgFy8eFHyN+E9mMJzTpQPM7aeRFy54nOEOV2MJgddYy+g1BiIuKBstAqPBEp0Qv/6ef9A0sPIrf1A0BDP/PJLyCC58NBUiETVRgDAb5fvwqCUnWgYdgrFxTvBsGUAFNyUsqouYMgCbi3m3tCoU4QyOPqWuibLtZmA3F+A2k1c5yPIT8LbCp+P1HlHcV3Ve+YqJ7I7OG8Jl5Ax6xfnskkiUb4zbzSuZBbUk4vBiMO6sr825uaviAq8DZRGc4NqBtY24k5ZFUVKVmcyS6XP/gKoe7977dDNb6ZgM5d9QDtucbHuDHDrM+4tuSey8ddW+AsXFjqE8wJV8BsQcci5LMZ8szmHAggbYX2LzoQBIX2Agu+5N/NMABe/iDM1hLaVVfkAAG1HAGrAxL9V1gKw8U6mTuYGT/pLnJyMxipHmXm9DhPIKQlMOHKLWyA5wurCdP35NAxrtBkpAb8BBXcB+nMAGCDqXSDydW5gr2lo7es0TbgBZfEuIHQwF1ayj5vRYLTcTIzuX+tvTgBu4FxkVnSD0riBIXsHwgG6xIJq2wG3ZXDowX4gjmYhFFFcXakTgNglYLPHg4ERLBTmZ5SrPkPhphneGODOl9awgHbcAFacFy9jQFvheWUd61t/JgQIH+24vOIt3LemKRCzCFAEApe7AKVHgYKfgUKz2WVAa6ESHdQHKE4HSvYAustAkTmf8NFC2QXHCiD8CeDOMuDOSkCdxLW70r/AzQwlmmcVtgO3P+f+A1L/E/Hz8Y75JYm2O1C6l1NmCjcCymgufoF5FjboHiC4p9k6INg6AxJsNl0OupdTQPK/47ydSZXNK1KqaKsCUnoUKDH/tws3W++ZIpBr+8pYbqbx1kJA0wVRgScAQyuJ2SX/x9E66YyMDISGhvpAItcwrDubYBBeISMjA/Xq1cPVq1eRkFD19oz6Oxeh+rWBCyVEATx4GdBJ+Cd3x+zBZrqdt1xyasGkA3BSIrwFA0SNsvF3LiGnI5mc+v/n4GUysQyKDRqEqMtEmSgAZW3RpoRu4uiaeFrAwUJFD/Pj83FVnlSZjtI0AfCvk3wcnXca7uytorswQBPWs7J5PKkn2/g8DtKxLczWLJBYKuluWRXFUVsq77VWAnx9sGDAqBsB+jPCCOWWrZztKLAnULLDeqztDJQecBCZAWK/EPYrl7tzg3yAW1dS8D03MwoAyYeB6y9xg0enKGCIXoS/T+5Hy5hlALg+aFtGZ/SuJyFL7JfSfVv2c9yAMuRhoPZkbqB2ZwWQ/zXn0rZ4O2C6bb0WsAATDjTO42ZPyo4BCT8DWWPtzWn4wR1P5BtAnfe536Yy4Ewgl1+duUDOa7C4Fq7zERD5CiTRZ3DrN8T3TdsZSLbO7OlLLuLA7m/RuccIqMu2AdlPw9qSlBC4PAaAiPGcyZIrssYBd2zWqCjCAdMdIHQoEPkqZ2anaQhc6WU2LZNqYwpuHZKpEEj+E1DGSL8UuzkXKPpFKNvZusI6BYCY/wI5k7iF9nz+Um55Qx7kBvF8TQQPsCqRgH27FsCYFZ1jLiqI4WYzitMhfM4yABNkVSzssN2zxMbcJ2YxUOsZ4MZ0IG+ai7JtygoeCBT96vg8/5+81BkoPQjAtp9RgCnPXice4u3xmiuGDRuG8PBwLFmyBKGhoTh+/Diio6MxePBgJCYmytJLliwUkEcffRQdOnTA5MmTBeEffvghDh48iHXr1jlI6V94XQHR63Fuw2g0069yHCmRAdof4N7ciN9yNbjketbhfBKkFQYn5AKw3f8qEdbFf06RkKkcMpRniYdLxNfE4/a1uchPnI+j8pyV6ShPV7K7m85Vfo7g13tXRhme1JNUfEfp3LmP4jSRAG5KxBOHuzp2VwZX5Ze3LVYGcpZN3K9cHQAUbTKfUwCqeKttugdKEQsFwLICF8WO+x4H/W3Ws8CdxQ5KYIQbDQYP4BQn0x1u0Hv9FQClQL1twI3/A0rNCoAqjjN14eGPA+8BknZwYbqzwIXG3KC0cSFnWnalN6dc1l0GhD/p4KJZ4Fw0YMwThoc9CcQtsxzq9Xps3LgRAwcOhFqtBvI+Bm68avaIlQ8wEUDC95w5X85LgLY9pwy44nx9biZM29HGNAlAvc1AcF/rcdYY4A4/YFNyJkRF/Bv4VtyMQtEvQODdZmXT2fPFPDgP7ietfJVXkZYdvDMU0Tghab/E+KGi8PnybrAlzrsan1QQuSkg165dw7333gulUomzZ8+iQ4cOOHv2LKKiorBr1y7UqVPH1yLa4TMTLFt27tyJqVOn2oX3798fH330kQ8kqjncUpi9XAQnA+1fB7ImWF/ABIBzRSjpLtANX+LlXfQXBSAMQBkvg7sJJWQqhwyVrnwAwmsS1G8l5CeVj/g8nMR1lacr2d1J5yo/R9+26Spahqt6cla2u3XlDKk0cQ5kjHMQz1W68pZfkbZYGchZNsHC6wzrQBQAYLJRPgBPBpIMTHZTZY77Hom+TZ8B3PnCSQmszS7n4JQmVT1OAblusx7paprZtMxMrRc5hYTvN2tNBG68zpnI3F7Omb/ozW/x1fU4odUJQNgQIG8mNwOjSZU2szFkm5UPtXm60PxGXZ3s5DrArSW48arVI1bwvdy6PE1TTgEpPcKZNali7cvVXeTqmdFazfBqvw1kDjJnHmDvSSqwh1UBCWjFzXLwlJ2ApUGWiBwiSGLiFubHSZilAg7CqiNSz1l33Q17Cp+vo7orx/5a1Zy4uDgcO3YMq1evxpEjR2AymTB27FiMGDECgYGBrjPwAbJQQAoLC+0WzgCAWq1Gfn6+RAqisghkzW+iwpoCMQ8Ahc/D7g1G0F2wf0vjhi9xSRd+buLI84hTJGSy+A53v5OvkhkQoJzXVIH8xOfdKdupx5dKTFeeuqiqMsp7XyrjGtyV3d10lVW+L5CtbLYLrz3d98AxHs+AiPs2j1+usIBBarrPJDRBu/F/gCISMOWajydz6x3YQiB7tEiGfzkT14ix3D4OAOe96HInF7LoAU1roMw8a6EMdx5dk8wpKbzL3oA23Lc6jlMOjNdtFApXmICC/9kclwH5q4QmO4Ysm9NHRaZLrFVutzECLIPyL7CvDjiYAbHsZ1PJMyBO8y3H/lp+QGBgIMaMGYMxYzzwdOZDJDYQ8D4tWrTA2rVr7cLXrFmD1FQ3N/kiyoWWV0CC6nFvC6JmCCPELub80asSbQLd9CVu6yoWVi9Y5Tb60zRzfl5KJnWCyBUmA27hqBBeJqNJge/O9YaRtfro51ByZgJubU7mCj6v6ue1gxV9ew6/u3AF0bR0HcfLVLxunKEAgvqhereZym73/IDOE8QyuJJJtMeIWxsa8usUnMthjF6EY9cncPUCwGBS4KdLfWAwifN3sM+JW7KUB5NV+eCP2ULH0bPHcwuFb3porVBm40I751XX+4eo4q2/86Zz8fUZEq5g3SB/pfA4e7xwk8Pct0UJKvqvVgJBXc3rJKTumas2w7VTvq3Y/5fcaMcV+u+58z9ZYr4+G5n48YMgvDLKss9X0M+UZ3+taspPP/3k1keOyGIG5O2338YjjzyC8+fPo1cvzpXl1q1bsXr16hqz/sNXBLLmBw3vejM4Dch9y3xWwU19G24I35wpatlv6iUF76IvoBVQZwEW7bqGXf9ehloVglBlJtol1sK4Xr24hX+KYOlvJgjIuI97IPKbEkVOAUIf4s6zeiDDbLsr2HDJjD5TaM8MDTivNYFAwgZAWQswFWHDX7ew9uA/uGNIwt+54fgp81mMr/8POnftBbVCZ/U8E/0et4EXA+6NnDPZHX3b5qU753n68nzrLlVMZvO3waTBgf3brPXibvqiLcDNmeb6LwOU8UDcCrOphAcyZz3FbVTG7z0Q9hTnkrGq68/TujFlVkp927UZfUbVtZlKaiMO66XHCKgDUyqv3VtmJTzIS/zfc/VftPU4BVi8NCF7PCwuccOeMA9obVzkBvdzLpemIVjE4MqdjWjR+RW89+Ov2HwmFHomDrMPjcCr9yrwaIem0jI4lEWMAnDLg1RFKa+Zja1cJuf7h+gzrAv/beM7NGvyFBuTnfKaDjvEZkAcMZa7xpsLgFvzINlmSv/kZp1gBKAAak0CIl8C1Akw1JpqXZxv+19ytx07++/l/89GJnO5YUPdS2/bRvnrsA3jr9ud/6onZdnka9fP1BAefPBBwTHDMBAv7WYYRtJDlq+RhQIyaNAgbNiwAbNmzcJ3332HwMBAtGrVClu2bME999zja/H8GosJFq+AGG/ZnDUBtxbA8iBTN+Q8eJhuAre/BLRt4dT15R3zHguBdwPBPXG15AT+yA5HdGgAbhTUB8JigcD2roUMfYCzx+XdSEa+yNn68vALCm9+wvk/t5WhyOxDXdPUvDux2dNIYFcgxLroMEd/Hn9kaxAdGgCgDDdK6yCvRM3lrVZby1InAOFD3KxdF6gTvPeWJrBj5eSj1yOv5IZ9vbhC09CsgJjrP/geq4tGR0jJHDYEyD1lbQu1xlfetVUUQd2UYxdtd6jKNlNV9cjXC79TcWVfQ3nyEsvgiUy2gylHCo07cvEbp6kScOpWO2QX30J0KIPsgihcLW0EBDb2TBapgVrRZifKEk9FFZXKMrNxYrcvafpWmWZNNiY7kvuF8OVI1aNosO6OEhvzIadUSLWZ4J5A2GP25wBAlYC8kpaO/0uu2rGz84EdpWVyN72rOJ7+792Nz8cT9zM1BJNJ2PZDQ0Px119/oX79+j6SyH1koYAAwH333Yf77rvP12LUOAL5qXZeATHdEkbInWb9rT/PTYObCoHr490v5PZCbtMscAMcpdnI2eT2M0M00C38VWivqzR7d7g1h/tIofvX7FbSbNtbst1quwzro42Xrfx2YoQk6gRAWdda//mrgaBenrtKNIncI5ced7yxFUFUFRVRYCQwmfsbvv/xyDmls7KdKUtuKyr88TewVwJE5jAOZ2PESCk9Tuz2JZUCG7Mmt8sFHM5a2SoB4lku2xkKZ0qnJzi7b958OSWHcokaiWwUkNu3b+O7777DhQsX8OqrryIyMhJHjhxBTEwM4uPjfS2e36J1OgMihgUMGeUohZsuD1VyPsuVCvND1p03bvoM4eZLgHCqXp8h9IXuENY6+OWPbfLhn/dW2YhKRZ8h8n/POje5cJTHzQ+EYdefA0IG0EOTqNZYXoBURf/jjrLkzqyOlPlpRcxsxEqPM7t9R0qBrVmTo3LFpoXuKBBS9cHL4aweCYJwG1koIMePH0daWhrCw8Nx6dIljBs3DpGRkfjhhx9w+fJlfPPNN74W0T8xFEKDIu53UD3u26kCUhGMiNRcBlAXCvMaPLde8kna41aWva41H/4NJC+biWZAKhdHJhSeuEp01RYIoprCdzce9Y2VjStFxR3z04qaspU3vivTovLISgoGQVQpsvCCNWnSJIwePRpnz56FVmv1UDRgwADs2uWOn22iXBRzsxmsKgxQh3JhFhOsyvZDq0RuKedJS8GbYLnzkJX09CJlr1s+mcRT/gqLCUQ5sySkcXUfvZUHQcgQ3uTK2jfWkA6IX/Pg7kDf0/gEUcNgGAZMlewjUPnIQgE5dOgQxo+3X1MQHx+P7OxsiRREZcCUZHI/gmxM3Iy3ue+QwbB3g1deV37cdPktPbeZk2WdhTuGBvzUu9i1n9he1w23l3ZuC23yMZmENthuKUeE+7i6j97KgyBkiHgNGnU/BEG4Q61atRAZGWn5FBYWom3btoKwyMhIX4spiSxMsLRareSGg//++y+io6N9IFENwayAsIEJ1vkO3gQrOA2I+dR+sWJ53Mea07E4BgBQKDwc5LuaqnfH9tiF3S8vCi8bDQGqAE9NLqoqD4KQGVYT0Bo2A0IQRIWYP3++r0UoN7JQQAYPHowZM2bgf//jdidlGAZXrlzB5MmT8cgjj/hYOv+FMZtgIdBmBoQ3wVLUqjx3emYsC70r29OLJzI5iCf2QkMzIFVEZdhVk2024WeI+0Z6/0EQhDs8+eSTvhah3MjCBOujjz7CjRs3UKdOHZSUlOCee+5Bw4YNERoaipkzZ/paPP/lzlEAAMuUcPtl6DOsMyDKWpVeHGv3lq/Siyg31kWgtAaEIAjvYhL1PzQDQhCEvyOLGZCwsDDs2bMH27Ztw5EjR2AymdCuXTukpaX5WjT/5cRoKDJ+BAAoLq4FjGuBKAWgiODOV4ECwj9klbynl0ovofzwypGSvGARBOFlxP0PdT8EQfg7PldADAYDtFotjh07hl69eqFXr16+Fsn/uXMIOLHcsu6DAYArAMJMgOYmF6ioghkQ83e5TLCqGFoEShCErxCbYMlpdpggCKIq8LkJlkqlQlJSEoxGd3cxJSrMrd3S4babTFehCRYjQ1e3vCwM7YROEISX4TdltfSN9AqEIAg/x+cKCAC89dZbmDJlCm7evOlrUWoGtXpIhwfY/K4SBcSctSc7oXsJyyJ0Ga5PIQjCv7HrG6n/IQjCA44fP+7w3IYNG7wniAf43AQLAD755BOcO3cOcXFxSEpKQnBwsOD8kSNHfCSZnxLeEWj5JFizGRYLgEkEoDEfMcEAo670YnmFw2JmUN4NzKsAMsEiCMJXiL3wyck8lSAI+dOvXz/s3bsX9evXF4R///33GDVqFIqKinwkmWNkoYAMHjy42uzc6De0XAZD/DP4Z99SpKYaodQtB1SJgOFylcx+AFaFQ2FZhC6fh6zVD7/wmCAIoqqx7kMkPCYIgnCH5557Dr1798a+fftQt25dAMDatWsxZswYLFu2zLfCOUAWCsi0adN8LULNJLQjLhhvoFktHXB9Oad8AFWmgFhmQORo5iQygaARAEEQ3kJsgkUvQAiC8IR33nkHeXl5SEtLw+7du7Fp0yaMGzcOK1askO1+ej5dA1JcXIz//Oc/iI+PR506dTB8+HDk5ub6UqQaCatOFgZUgQcswMbXvQw327LMgDA0ACAIwruwov6Huh+CIDxlwYIFaNeuHbp06YKnn34aq1evlq3yAfh4BmTq1KlYtmwZRowYAa1Wi9WrV+O5557DunXrfClWzUOVIjxWRlRJMXJ+y2e/QJ4gCMI7mOz6Rh8KQxBEteCnn36yC3vwwQexc+dOPP7442AYxhJn0KBB3hbPJT5VQNavX4+lS5fiscceAwA88cQT6N69O4xGI5RKpS9Fq1kowwFlbcCYxx1X0QwIP6xXyHCht8UGm95AEgThZVhR3yiv3pEgiMqgoKAAb7/9Nn744Qfk5OSgbdu2WLBgATp27AiAGxMvXrwYhw8fRl5eHo4ePYo2bdo4zO/BBx90eO6rr77CV199BYBz7y3HrS58aoJ19epV9OhhdQnbqVMnqFQqXLt2zYdS1VDUNp4TqmoRusgES06eXsgEiyAIX8Ha9Y0+FIYgiCph3LhxSE9Px4oVK3DixAn07dsXaWlpyMzMBAAUFRWhe/fueP/9993Kz2QyufWRo/IB+FgBMRqN0Gg0gjCVSgWDwVChfBcuXIiUlBRotVq0b98eu3c72HjPzM6dO9G+fXtotVrUr18fn3/+ueB8z549wTCM3ee+++6zxJk2bZrd+djY2Apdh1fxggLCWvba4I7lZGZgNcHyrRwEQdQ8xP0PvQAhCP+ipKQE33//PebMmYO7774bDRs2xLRp05CSkoJFixYBAEaOHIl33nkHaWlpPpbWO/jUBItlWYwePRoBAdYd8EpLS/Hss88K9gJZv36923muXbsWEydOxMKFC9G9e3csXrwYAwYMwOnTp5GYmGgX/+LFixg4cCCefvpprFy5Env37sWECRMQHR1tWbyzfv166HQ6S5q8vDy0bt0aQ4YMEeTVvHlzbNmyxXJcrczI1DbrQKp4Eboc11mwdhsRykk6giD8GXH/Q90PQfgXBoMBRqMRWq1WEB4YGIg9e/ZUShlbt27F1q1bkZOTA5NoozXeHEtO+FQBefLJJ+3CnnjiiQrlOXfuXIwdOxbjxo0DAMyfPx+bN2/GokWLMHv2bLv4n3/+ORITEzF//nwAQLNmzfDnn3/io48+siggkZGRgjRr1qxBUFCQnQKiUqmq16yHLRovzICYv+VogkVrQAiC8BVi81Q5zQ4TBOGYgoIC5OfnW44DAgIEL9V5QkND0bVrV7z77rto1qwZYmJisHr1ahw4cACNGjWqsBzTp0/HjBkz0KFDB9StW7da7K3nUwXk66+/rtT8dDodDh8+jMmTJwvC+/bti3379kmm2b9/P/r27SsI69evH5YuXQq9Xg+12n5HcH7hvHjH9rNnzyIuLg4BAQHo3LkzZs2aZbcrpS1lZWUoKyuzHBcUFADgNGW9Xu/8YisBvgy9Xg+GSbQ0BoOhDGwVlG80cho5Yx7um0ysV67THQxmG0mLbGYNRC7yyQXbNkMIobqRhupFGtt64V/GWPtGY42uL2oz0lC9OMbbdcMvFUhNTRWET5061eHeditWrMCYMWMQHx8PpVKJdu3aYfjw4Thy5EiF5fn888+xbNkyjBw5ssJ5eQtZbERYWeTm5sJoNCImJkYQHhMTg+zsbMk02dnZkvENBgNyc3MtO0ryHDx4ECdPnsTSpUsF4Z07d8Y333yDxo0b4/r163jvvffQrVs3nDp1CrVr15Yse/bs2Zg+fbpd+NatWxEVFeXyeiuL9PR0NIz8Hs2juWNlztM4duIortzpU6nl3MhVAFAg+9o1AArcvnMHGzdurNQyysvly0LZ9ObOJT093adyyRWqF8dQ3UhD9SJNeno6SkqVABhL/3M1IxMbN171tWg+h9qMNFQvjvFW3fB71p0+fRrx8fGWcKnZD54GDRpg586dKCoqQv7/t3fncVHV+//AX2eGYREFRWRTUdzXUrEUzSUVNbMsK017uJRWXq+5tZhlP5dSy0pNTc2ytFtXq+ut7vdeUsmFUnGHxCWXRBEEFTc2gRnm8/sD5zAroDJnzgyv5+Mxj5EzZ855z7vTOedzPltODsLDwzF8+HBERUU5/E5lFRcXo1u3bve8HSV5VAHExLrqSQhRbnWUvfXtLQdKaz/atWuHBx980GL5I488Iv+7ffv2iImJQdOmTbF+/XpMnz7d7n5nzpxp8VlGRgbatGmDvn37WhzQzqLX6xEfH4/+D7eB78Wh8nJJEugQthrturwKeDWosv19d+kgTt28hgYNG+BA9kXUqhWAQYNiqmz79yLxP8eBS+lybFqtF4ASxMbG2q0Fq65MxwzzYou5sY95sc88L++m7Ab0xfL5JyKiPgYNau/qEF2Gx4x9zItjSufGNHJVrVq1EBAQcEff9ff3h7+/P65fv44tW7Zg0aJF9xzP+PHj8c9//hPvvPPOPW9LKR5VAAkODoZWq7Wp7bh8+bJNLYdJWFiY3fW9vLxsai4KCgqwceNGzJs3r8JY/P390b59e5w+fdrhOtZtBU3tCL28vBQ9uehwDhIsOyxJKIHOeN6yc/o9Eigt0OlMQ71IkmpOoqbCpik2UyFUp9OpJkY1YV4cY27sY17sM8+J6fwjadRzbnQlHjP2MS+OKZUbL687v33esmULhBBo2bIlzpw5g9dffx0tW7bE888/DwC4du0a0tLS5KkoTp48CaD0PrWi/sWFhYVYs2YNfv31V9x33302OVi8ePEdx+tsHjXoqLe3N6Kjo22q4OLj4x1WTcXExNisv3XrVnTu3NnmP+D333+PoqKiSnWULyoqwokTJ2yacKmR0DWD7aGgBbybVe1+YD3Si3p6WnImdCJyFc6ETuT5bt68ib///e9o1aoVRo8ejYceeghbt26V7zX/85//oGPHjvIUD88++yw6duxoMzWEPUeOHEGHDh2g0Whw9OhRJCUlya/k5GRn/qy75lE1IAAwffp0jBo1Cp07d0ZMTAzWrFmDtLQ0TJgwAUBps6eMjAx8/fXXAIAJEyZgxYoVmD59Ol588UUkJiZi7dq12LBhg822165diyeeeMJun47XXnsNjz32GCIjI3H58mW89957yMnJsTvSl+p4NQDC1gBZLwMoAaAFwj4DdFXX/AqwNxFhlW7+nthOROjKaIioOhFW5x81PZwhoqoxbNgwDBs2zOHnY8eOxdixY+9q2zt27LjLqFzH4wogw4cPx9WrVzFv3jxkZmaiXbt2iIuLQ6NGjQAAmZmZSEtLk9ePiopCXFwcpk2bhk8//RQRERFYtmyZPASvyalTp7Br1y5s3brV7n7T09MxYsQIZGdno169eujatSv27t0r71f1ao8D/AcAxWdKaz6quPABQK5WUONcGzY1ICqKjYg8m80cSTz9EJGH87gCCABMnDgREydOtPvZunXrbJb16tWrwmHQWrRoUe5N6caNG+8oRlXSNXBOweM261oGNV1j1Vw7Q0SezaYGRFVnRyJyBwcOHMAPP/yAtLQ0i8mzgTub0FspHtUHhNTNdElVZQ2Idf8UVwZDRNWKdQ2s1STGRETl2rhxI7p3747jx4/jxx9/hF6vx/Hjx7F9+3YEBga6Ojy7WAAhxZQ95TMtcF0sNuQakNt/qqhwRESezXS2kc8/qjo5EpHaLViwAEuWLMF///tfeHt745NPPsGJEycwbNgwREZGujo8u1gAIcXIzZxUWMsgNw/jKDREpDBhdf7h8w8iuhN//fWXPHqWj48P8vPzIUkSpk2bhjVr1rg4OvtYACHFyE2wJDU2wSqlNZt8UkXhEZEHkzuhcxQ+IroLQUFByM3NBQDUr18fR48eBQDcuHEDBQUFrgzNIRZASDGmp3xqHOnFehQaQF01NETkuaz7oPHsQ0SV8cILLyA3Nxc9evSQ57QbNmwYpkyZghdffBEjRoxA3759XRylfR45Chapk5D7WaiwBsRqFBoiIqVYj8LHGhAiqoz169fj/fffx4oVK1BYWAigdL47nU6HXbt2YejQoXjnnXdcHKV9LICQYowqrgGxHoXGfBkRkVNxHiIiugumc0VQUJC8TKPR4I033sAbb7zhqrAqhU2wSDFqnuzPtgkEG0EQkTKsH86wBoSIKkty05YbrAEhxZiuqZJk+bcamMpCbvr/MRG5MTWfG4lI3Vq0aFFhIeTatWsKRVN5LICQYuRO6CrsA2K0iq10mauiIaLqxPr8o6baYSJSt7lz56p2ssHysABCirFtguXCYKzY6wNCRKQENZ8biUjdnn32WYSEhLg6jDvGPiCkGKPVSFNqusZaj0IDqCs+IvJM5rUdZedGnn2IqGLu2v8DYAGEFCRP9qfCTuhgJ3QicgHz06DcCd3oomCIyK2o6z7qzrAJFilGrgFRYTMDuQaEw/ASkYLMTzPyuZGPP4ioEoxu/LSCNSCkHFM7ZxV2QrfuIA+wBoSInM/8PKjlRIREVE2wAEKKMV1TNSocatI6NiIiJZg/h5HPP2o6ORIROQELIKQY6yZYRhU95mMTLCJyBYtO6Br11Q4TETkDCyCkGGHVBEtNl1g2wSIiVzA/z6jx3EhE5AwsgJBi5Mm2VNgGS8g1IGbLXBMKEVUj9kbBcueRbYiIKoMFEFKMsGrmpKZmBqZRZyzmAVFPeETkoYx2m2C5KhoiImWwAEKKsW7mpKZrrGkkO0mSVNlJnog8E5tgEVF1xAIIKaZsIsLSdzXWgEhw75lFici9mDe3Mp0b2QSLiDwdCyCkGNM11XSDr6ZrbFlspYUQ82VERM5ifp5R47mRiMgZWAAhxRitm2Cp6CIr90+RJLkfiIrCIyIPZd7fQ42TtBIROQMLIKSYsiZYpht89VxkzZtggX1AiEgh5ufBslGwXBUNEZEyWAAhxQiriQjVdJE1mjUPkzuhqyg+IvJMFjOha1j7SkTVAwsgpBjriQjV1MzAVDgq7QPCTuhEpAyLTugS5wEhouqBBRBSjFGuASn9W02XWKNFH5DSf6spPiLyTKbzjCSVvgDWvhKR52MBhBQj9wFRYyf02+/mw/CqKT4i8kxy80+UjcCnptphIiJnYAGEFGM9E3rpMpVcaC2aYN1e5LpoiKiaKGv+KZU9/HBlQERECmABhBQjN8Eym+jPqJIrrXkTLIlNsIhIIWXnnrImWKwBISJPxwIIKcfUCV2FNSDyUJgSZ0InIuVJKJuDiE8/iMjTsQBCirGeiBBQz3XWaCx913AYXiJSkMUIfCx/EFE14ZEFkJUrVyIqKgq+vr6Ijo7G77//Xu76CQkJiI6Ohq+vL5o0aYLVq1dbfL5u3Tq5fa75q7Cw8J72W92YLqoas6NOLU0N7HZCd1k0RFRdlM1BBPnhh1rOi0REzuJxBZDvvvsOU6dOxdtvv42kpCT06NEDjzzyCNLS0uyun5qaikGDBqFHjx5ISkrCW2+9hcmTJ2PTpk0W6wUEBCAzM9Pi5evre9f7rY7kGhCLJliuisaSMOufwhoQIlKKqflnafMrjsBHRNWDxxVAFi9ejHHjxmH8+PFo3bo1li5dioYNG2LVqlV211+9ejUiIyOxdOlStG7dGuPHj8cLL7yAjz76yGI9SZIQFhZm8bqX/VZH1hMRmi9zNWH2FFK+CXBZNERUXVgMw8saECKqJrxcHUBVKi4uxqFDh/Dmm29aLO/fvz/27Nlj9zuJiYno37+/xbIBAwZg7dq10Ov10Ol0AIC8vDw0atQIJSUl6NChA95991107NjxrvcLAEVFRSgqKpL/zs3NBQAYDAbo9fpK/uq7Z9qHEvsCym7oS0pK5GXF+mJ4Sa4/DI2itBNISYkBklnRQ6ncuAuljxl3wtzYx7zYZ5MXCTDePjcKIap1vnjM2Me8OKZ0bgwGgyL78WSuv/OrQtnZ2SgpKUFoaKjF8tDQUGRlZdn9TlZWlt31DQYDsrOzER4ejlatWmHdunVo3749cnJy8Mknn6B79+74448/0Lx587vaLwAsXLgQc+fOtVm+bds2BAcHV/Zn37P4+HhF9lNSogUg4fffEmA69DZv2QpfrSK7L1dObmls+/ftR3GRBrhdDFEqN+6GeXGMubGPebFv167dALxgNBiwZ0/pv/MLbiEuLs7Vobkcjxn7mBfHlMpNdna2IvvxZB5VADGxHkZVCFHu0Kr21jdf3rVrV3Tt2lX+vHv37ujUqROWL1+OZcuW3fV+Z86cienTp8t/Z2RkoE2bNujbty/q16/v8HtVRa/XIz4+HrGxsXJNjzO9ui8eEAJ9Hu6N+cm7AACxsf1Ry9f1h+Enp3cDt/LRtWsX/JCegpv6IggBxXLjLpQ+ZtwJc2Mf82KfKS/dunUHkvdBp9OhR/cYLE7ZC19fXwwa1MvVIboMjxn7mBfHlM5NRkaG0/fh6Vx/51eFgoODodVqbWodLl++bFM7YRIWFmZ3fS8vL9StW9fudzQaDR544AGcPn36rvcLAD4+PvDx8ZH/zsnJAQB4eXkpenLR6XSK7M/UrtnHu2xfXjplf2tFvHU6uY+KgHK5cTfMi2PMjX3Mi31ar9LLsEYjQaczXZIl5go8ZhxhXhxTKjdeXh51++wSHtUJ3dvbG9HR0TZVcKVPmbrZ/U5MTIzN+lu3bkXnzp0dHsRCCCQnJyM8PPyu91sdmXpWWIyCZXRNLNbkYXglDsNLRMoxPZhhJ3Qiqk48rgg3ffp0jBo1Cp07d0ZMTAzWrFmDtLQ0TJgwAUBps6eMjAx8/fXXAIAJEyZgxYoVmD59Ol588UUkJiZi7dq12LBhg7zNuXPnomvXrmjevDlycnKwbNkyJCcn49NPP630fsnBKFgquc03ysPwmk0Gpo7QiMiT3T7PaCQJEkfgI6JqwuMKIMOHD8fVq1cxb948ZGZmol27doiLi0OjRo0AAJmZmRZzc0RFRSEuLg7Tpk3Dp59+ioiICCxbtgxPPfWUvM6NGzfw0ksvISsrC4GBgejYsSN+++03PPjgg5Xeb3UnzO7mNWY1IEaVXGnLwpNQTrcdIqIqZTSbCd00Savg0w8i8nAeVwABgIkTJ2LixIl2P1u3bp3Nsl69euHw4cMOt7dkyRIsWbLknvZb3ZlfTy3nAVHHhdZUEyNJ4FNIIlJM2XnGrAaEJx8i8nAe1QeE1Mu8TbN5DYNaakCMt/uicCZ0IlKSveaf7ANCRJ6OBRBShPnlVJLKmjmppQ+ISWlHUNaAEJEyTGUNSULZww/XhUNEpAgWQEgR1jUgGkldTQ3KnkKaF46IiJxLmHVCx+0mWEa1VA0TETkJCyCkCPOCRuloL7bLXcn8KaTcQkwlsRGR55L7n4E1IESeLDc3F1OnTkWjRo3g5+eHbt264cCBA/LnQgjMmTMHERER8PPzQ+/evXHs2DEXRuxcLICQIswLGqUXWlMzJ3Vcai1GopFj43BYRORcZQ8/JLn5p0pOi0RUhcaPH4/4+Hj84x//QEpKCvr3749+/frJs6ovWrQIixcvxooVK3DgwAGEhYUhNjYWubm5Lo7cOVgAIUWYFzQ0ZtUMamlpIE9ECDbBIiLlWD78sFxGRJ7h1q1b2LRpExYtWoSePXuiWbNmmDNnDqKiorBq1SoIIbB06VK8/fbbGDp0KNq1a4f169ejoKAA//znP10dvlOwAEKKsKgBMWvmpJpheC2aYLETOhEpQ374wXMPkdvJzc1FTk6O/CoqKrK7nsFgQElJCXx9fS2W+/n5YdeuXUhNTUVWVhb69+8vf+bj44NevXphz549Tv0NrsICCCnC+ome2jqhC3ud0FUSGxF5LvNO6ByGl8i9tGnTBoGBgfJr4cKFdterVasWYmJi8O677+LixYsoKSnBN998g3379iEzMxNZWVkAgNDQUIvvhYaGyp95Go+ciJDUx/xyqsabfIunkJwKnYgUYnr4UToEuGmZ6+Ihoso7fvw46tevL//t4+PjcN1//OMfeOGFF1C/fn1otVp06tQJI0eOtJgI2/r+QwjhsfckrAEhRQhj2b/NO3qr5Umf+WRgnIiQiJRitKgBUVfNMBGVr1atWggICJBf5RVAmjZtioSEBOTl5eHChQvYv38/9Ho9oqKiEBYWBgA2tR2XL1+2qRXxFCyAkCKsO6HLfUBcE46Nsgs+O6ETkXLkc6PFRIQ8+xB5Kn9/f4SHh+P69evYsmULhgwZIhdC4uPj5fWKi4uRkJCAbt26uTBa52ETLFKE+WhXlk0N1HGhtawBYUdQIlKGRR8QsAaEyFNt2bIFQgi0bNkSZ86cweuvv46WLVvi+eefhyRJmDp1KhYsWIDmzZujefPmWLBgAWrUqIGRI0e6OnSnYAGEFGFe0DDvZ6GWYXjlh5AqrJ0hIs8lyipAOAwvkQe7efMmZs6cifT0dAQFBeGpp57C/PnzodPpAABvvPEGbt26hYkTJ+L69evo0qULtm7dilq1ark4cudgAYQUYX45lcw6oavlNr9sHhCAbbCISCnyTOgS5PHJeeoh8jzDhg3DsGHDHH4uSRLmzJmDOXPmKBeUC7EPCCnCfLItwLwTuqsismQ0G4ZXw5sAIlKIkU2wiKgaYgGElGF2kQXMJyJ0TTjWLCcivL3MZdEQUXVhfg7USObLeQYiIs/FAggpwmjWzhkw7wOijouseQ2N2iZJJCLPZTkJalkJRC21w0REzsACCCnC1M5ZrgFR2VwbZRMRchheIlKO+SSorAEhouqCBRBShNGil7f6xrsXZsPwShyGl4gUYlEDgrISCM8/ROTJWAAhRZjf4ANQXWfLsqEwzW4BVBIbEXkuo3n/M435cp6AiMhzsQBCijC/wQfU3ASLo/ASkXLMK4cl8+U8ARGRB2MBhBRRNtuv6d0NOqG7MiAiqhaE0XTukeRzD8ACCBF5NhZASBFlk21JVsvVwaIJlspqZ4jIc9mrfS1dzhMQEXkuFkBIEdbD8Go0puWuv8iajzajYQ0IESnI6KATOofhJSJPxgIIKUJYzYSupk7o5jFY19AQETmTMHs4Y1EDooaTIxGRk7AAQoooG+ml9AqrUdFQU0ZHNSCuD42IPJzpNKMxm4PIfDkRkSdiAYQUYjUMr9wJ3VXxlDEPwaIPiEuiIaLqRJhVgVh0Qje6KCAiIgWwAEKKEFY1IJLVclcSliWQsthcEQwRVSsWTbDMl/MMREQejAUQUoSppqOsBsS03PUXWTbBIiJXMe+Ebl4DoobaYSIiZ2EBhBQhLKbbKqsJUdtNvmTVDpuIyJkcDsOrtpMjEVEVYgGEFGG83Z7ZdIE11YSo4SJrXQMicRheIlJIWe2wZDEKH2tAiMiTsQBCihDWndChnpt8i2F4zUbiV0NsROThrIcolwfB4BmIiDyXRxZAVq5ciaioKPj6+iI6Ohq///57uesnJCQgOjoavr6+aNKkCVavXm3x+eeff44ePXqgTp06qFOnDvr164f9+/dbrDNnzpzbzXfKXmFhYVX+29yV+UzjgHr7gEjsA0JECrIeolxNA3QQETmLxxVAvvvuO0ydOhVvv/02kpKS0KNHDzzyyCNIS0uzu35qaioGDRqEHj16ICkpCW+99RYmT56MTZs2yevs3LkTI0aMwI4dO5CYmIjIyEj0798fGRkZFttq27YtMjMz5VdKSopTf6s7ETad0NVzk28xCJYEDsNLRIox1XSYCh58AEJE1YGXqwOoaosXL8a4ceMwfvx4AMDSpUuxZcsWrFq1CgsXLrRZf/Xq1YiMjMTSpUsBAK1bt8bBgwfx0Ucf4amnngIAfPvttxbf+fzzz/Gvf/0L27Ztw+jRo+XlXl5erPVwQL7IWj/lc1E85myaYLETOhEppGyIcst3NsEiIk/mUTUgxcXFOHToEPr372+xvH///tizZ4/d7yQmJtqsP2DAABw8eBB6vd7udwoKCqDX6xEUFGSx/PTp04iIiEBUVBSeffZZnD179h5+jWcxWl1kNRrTctdfZIWjTuiuD42IPJx5J3RAXZO0EhE5i0fVgGRnZ6OkpAShoaEWy0NDQ5GVlWX3O1lZWXbXNxgMyM7ORnh4uM133nzzTdSvXx/9+vWTl3Xp0gVff/01WrRogUuXLuG9995Dt27dcOzYMdStW9fuvouKilBUVCT/nZubCwAwGAwOCz9VybQPJfcl//v2xVWp31qeYrP9GwwG+covoExu3ImSx4y7YW7sY17sM+WjpMQAABDCCL1eL9cO6/V66PUedYmuNB4z9jEvjimdG4PBoMh+PJlHnt0kqzY0QgibZRWtb285ACxatAgbNmzAzp074evrKy9/5JFH5H+3b98eMTExaNq0KdavX4/p06fb3e/ChQsxd+5cm+Xbtm1DcHCww3irWnx8vNP3kZoLAF64VVCAuLg45NzUApCw/8BBFJxx7aO+PH1pbACw+ZdfkJmpAaCBgDK5cUfMi2PMjX3Mi31Hjx0HoMWVy5cRFxcHo7H03Lh9+w7U9a3o256Nx4x9zItjSuUmOztbkf14Mo8qgAQHB0Or1drUdly+fNmmlsMkLCzM7vpeXl42NRcfffQRFixYgF9//RX33XdfubH4+/ujffv2OH36tMN1Zs6caVE4ycjIQJs2bdC3b1/Ur1+/3O1XBb1ej/j4eMTGxkKn0zl1X4fTbmDp0f2o6e+PQYMewtoLe5GWn4Po6Gj0bRXi1H1X5GpeEd4+mAAAePTRQdj2wxEcvpoFIaBIbtyJkseMu2Fu7GNe7DPlpXXrNsDZkwgLDcWgQR0x89A26ItL0Kt3b0QG1XB1mC7BY8Y+5sUxpXNjPQgR3TmPKoB4e3sjOjoa8fHxePLJJ+Xl8fHxGDJkiN3vxMTE4P/+7/8slm3duhWdO3e2OIg//PBDvPfee9iyZQs6d+5cYSxFRUU4ceIEevTo4XAdHx8f+Pj4yH/n5OQAKO3MruTJRafTOX1/Gq229F0jQafTQXu7E4hGo3X5iVTjVQKgtH+KTqeD1+1YBZTJjTtiXhxjbuxjXuyTbp8LtVoNdDqd3ARLq1X2OqBGPGbsY14cUyo3Xl4edfvsEh7VCR0Apk+fji+++AJffvklTpw4gWnTpiEtLQ0TJkwAUFrrYD5y1YQJE3D+/HlMnz4dJ06cwJdffom1a9fitddek9dZtGgRZs2ahS+//BKNGzdGVlYWsrKykJeXJ6/z2muvISEhAampqdi3bx+efvpp5OTkYMyYMcr9eBWzGenFtNwl0ViR5yixfCcicjbTOdA0R5I8DK+L4iEiUoLHFeGGDx+Oq1evYt68ecjMzES7du0QFxeHRo0aAQAyMzMt5gSJiopCXFwcpk2bhk8//RQRERFYtmyZPAQvUDqxYXFxMZ5++mmLfc2ePRtz5swBAKSnp2PEiBHIzs5GvXr10LVrV+zdu1feb3VnGu1KvslX0UhT1hOBmYJUQ2xE5OGsZkIvO//wBEREnsvjCiAAMHHiREycONHuZ+vWrbNZ1qtXLxw+fNjh9s6dO1fhPjdu3FjZ8KolYTXUpEZFF1nTePummPgEkoiUYj0Mr4bD8BJRNeBxTbBIncomIiz929TcQA3XWLl5GNQ3SSIReTb5PGM1ESHPQETkyTyyBoTUx7oGxHSRVcNEhEarJhAaFTUPIyLPZjr/sAbkzhiNRhQXF7s6DEXp9Xp4eXmhsLAQJSUlrg5HVao6NzqdDtrbA9KQc7AAQoqwvpmXVNTPwqaDPHuhE5FChINBMNRwblSr4uJipKamwmg0ujoURQkhEBYWhgsXLpQ7t1l15Izc1K5dG2FhYcy1k7AAQoowWk3uWPaUz/VXWdvaGfU0DyMizyaEZR80NdUOq5EQApmZmdBqtWjYsCE0murTktxoNCIvLw81a9asVr+7MqoyN0IIFBQU4PLlywCA8PDwqgiRrLAAQoowXUqtL7JqIPdPuf23mmpniMizycPwWj8A4fnHLoPBgIKCAkRERKBGjeo1UaOp2Zmvry8LIFaqOjd+fn4ASiemDgkJYXMsJ+ARTIqw7mchd0JXwUXWehjesk7oKiolEZFHctgEi3Wwdpna93t7e7s4EvJ0pgKuXq93cSSeiQUQUoaKO6ELR53QXRUQEVUbjpqnquDUqGpsl0/OxmPMuVgAIUXYNnNSz0W2bCbi2+8ch5eIFOJoEAw1nBuJiJyFBRBShGmwkrKnfLeXq+AqK3cC1Vg9gXRZRERUXVh3QlfTAB3k3nbu3AlJknDjxg1Xh0JkgwUQUkRZR8vb71bLXcm6Dba8XPFIiKi6KauBlewuJ7pb3bp1Q2ZmJgIDA10dCpENFkBIEXI759t/l7Vzdv1l1mjVP4VtsIlIKfL55/bVWE394zzRkvhTWLbttN3Plm07jSXxpxSOyL6qmGTR29ub81iQarEAQopwNBO6Gq6xcv8U6zbYLoqHiKqPsocwfACiBK1GwmI7hZBl205jcfwpaDXOuVnv3bs3Jk2ahEmTJqF27dqoW7cuZs2aJf/3b9y4Md577z2MHTsWgYGBePHFFwEAe/bsQc+ePeHn54dGjRphxowZyM/Pl7dbVFSEN954Aw0bNoSPjw+aN2+OtWvXArBtgrVu3TrUrl0bP/30E1q0aAFfX1/ExsbiwoULTvnNROVhAYQUYT3SlOliq4ZrbNlkutbD8BIROZdN81TJ+hMqjxACBcWGSr/G94jCK32aYXH8KXy89SQKig34eOtJLI4/hVf6NMP4HlGV3tad1uCvX78eXl5e2LdvH5YtW4YlS5bgiy++kD//8MMP0a5dOxw6dAjvvPMOUlJSMGDAAAwdOhRHjhzBhg0bsHfvXrzyyivyd0aPHo2NGzdi2bJlOHHiBFavXo2aNWs6jKGgoADz58/H+vXrsXv3buTk5ODZZ5+988QT3SNOREiKsJ5sS1Wd0GHVCVTDKhAiUobjTuiuisi93NKXoM3/23JX312+/QyWbz/j8O+KHJ83ADW8K38b1bBhQyxZsgSSJKFly5ZISUnBkiVL5NqOPn364LXXXpPXHz16NEaOHImpU6cCAJo2bYr3338fgwcPxurVq5GWlobvv/8e8fHx6NevHwCgSZMm5cag1+uxYsUKdOnSBUBpoah169bYv38/HnzwwUr/FqJ7xRoQUoTNZFtqaoJlPQymablLoiGi6qTs3GhVA8sTkMfp2rWrRX+MmJgYnD59Wp5csXPnzhbrHzp0COvWrUPNmjVRs2ZNBAQE4Omnn4bRaERqaiqSk5Oh1WrRq1evSsfg5eVlsZ9WrVqhdu3aOHHixD3+OqI7wxoQUoRRfspn3c7Z9VdZ2/4p6mkeRkSerWwQjNJ3dkK/M346LY7PG3DH31u18y8s334GOq0EfYnAK32a4W+9m97xvquSv7+/xd9GoxEvv/wyJk+eLP+dl5eHmjVronHjxjhzpvK1NebsdUpnR3VSGgsgpAhH7ZzVcIm1nSTRtJyIyLnKBsGwegDCE1ClSJJ0R82ggNIO58u3n8H02BaY3Le53AFdp9Vgct/mTooU2Lt3r83fzZs3h1ZrvyDTqVMnHDt2DM2aNQNQWgDJyclBQEAANBoN2rdvD6PRiISEBLkJVkUMBgMOHjwoN7c6efIkbty4gVatWt3DLyO6c2yCRYoQVjUgpousUQUNnY1yEyzL/im8ASAiZ7NuAlp2/uEJyBlMhQ1T4QMAJvdtjumxLeyOjlWVLly4gOnTp+PkyZPYsGEDli9fjilTpjhcf8aMGUhMTMTf//53JCcn4/Tp04iLi5NrRBo3bowxY8bghRdewE8//YTU1FTs3LkT33//vcNt6nQ6vPLKK9i3bx8OHz6M559/Hl27dmX/D1Ica0BIEWruZ2E9Qpf1hGBERM5i2weETUCdqcQoLAofJqa/S5z4UGz06NG4desWHnzwQWi1Wrzyyit46aWXHK5/3333ISEhAW+//TZ69OgBIQQaN26MESNGyOusWrUKb731FiZOnIirV68iMjISb731lsNt1qhRAzNmzMDIkSORnp6Ohx56CF9++WWV/k6iymABhBRh3Z5ZTc0MjNaFI9aAEJFCHM5DxPOPU0yLbeHwM2c2vwJKax+WLl2KVatW2Xx27tw5u9954IEHsHXrVgCWTbBMfH19sXjxYixevNjmu71797ZbkzZ06FAMHTr0Ln8F3Q2DwYA5c+bg22+/RVZWFsLDwzF27FjMmjULmtuzkF66dAkzZszA1q1bcePGDfTs2RPLly9H8+bOPS5dhQUQUoR1R281DcML2G8epobIiMiz2XZCNw3DyzMQkaf44IMPsHr1aqxfvx5t27bFwYMH8fzzzyMwMBBTpkyBEAJPPPEEdDodfv75ZwQEBGDx4sXo168fjh8/bjNAgSdgAYQUYdMJ3WWR2LIZIti03BXBEFG1UtYElBOhEnmqxMREDBkyBI8++iiA0v47GzZswMGDBwEAp0+fxt69e3H06FG0bdsWALBy5UqEhIRgw4YNGD9+vMtidxZ2QidFOBqGVw1P+Yw2tTOsASEiZdh0Qr99VVbDuZGqzs6dO7F06VKXxjB27FjcuHHDpTF4mtzcXOTk5MivoqIiu+s99NBD2LZtG06dOgUA+OOPP7Br1y4MGjQIAOTv+fr6yt/RarXw9vbGrl27nPwrXIMFEFKGVS0DVNTOWVhVgUh8BElECpFrh606ofP8Q6R+bdq0QWBgoPxauHCh3fVmzJiBESNGoFWrVtDpdOjYsSOmTp0qDyjQqlUrNGrUCDNnzsT169dRXFyM999/H1lZWcjMzFTyJymGTbBIEUarZgZlNSAuC0lmWwNS+rcKQiMiD1dWOwyLd9aAEKnf8ePHUb9+fflvHx8fu+t99913+Oabb/DPf/4Tbdu2RXJyMqZOnYqIiAiMGTMGOp0OmzZtwrhx4xAUFAStVot+/frhkUceUeqnKI4FEFKEoz4gQgW3+bYTEbIJFhEpw7oJFlQ0QiARla9WrVoWo5I58vrrr+PNN9/Es88+CwBo3749zp8/j4ULF2LMmDEAgOjoaCQnJ+PmzZsoLi5GvXr10KVLF3Tu3Nmpv8FV2ASLFCHXgNz+W01DTdrcAFgtJyJyFrkTOiw7obMGhMhzFBQUyMPtmmi1WhiNRpt1AwMDUa9ePZw+fRoHDx7EkCFDlApTUawBIUXYDsNresrn+ousw9hcFRARVRum84x1Eyyef4g8x2OPPYb58+cjMjISbdu2RVJSEhYvXowXXnhBXueHH35AvXr1EBkZiZSUFEyZMgVPPPEE+vfv78LInYc1IKQImyZYaqoBsbrUW9eEEBE5i7A6OappklbyXDt37oQkSfc8Klbjxo1dPrqXPefOnYMkSUhOTnZ1KACA5cuX4+mnn8bEiRPRunVrvPbaa3j55Zfx7rvvyutkZmZi1KhRaNWqFSZPnoxRo0Zhw4YNLozauVgDQooQVsPwSu7QCV0FsRGRZ3PUCV0NtcNE7qphw4bIzMxEcHCwq0MBUNpXZOnSpeUW1iZPnozJkycrF5SLsQaEFFH2lM/iTR2d0OURukr/NrXFdn1kROTpHA3Dy/OPZysuLnZ1CKpVFbnRarUICwuDlxefs6sVCyCkCMcTEbosJJl1HxCJbbCJSCHCqgbEdP5hJ3TP0rt3b0yaNAnTp09HcHAwYmNjAQAJCQl48MEH4ePjg/DwcLz55pswGAzy9+w1cerUqRPmzJkj/y1JEr744gs8+eSTqFGjBpo3b47//Oc/Ft+Ji4tDixYt4Ofnh4cffhjnzp2ziXHPnj3o2bMn/Pz80LBhQ0yePBn5+fny55cvX8Zjjz0GPz8/REVF4dtvv63wd48dOxZPPPEE5s6di5CQEAQEBODll1+2KGQ4ys3x48cxaNAg1KxZE6GhoRg1ahSys7Pl7xmNRnzwwQdo1qwZ/Pz80K5dOyxYsACAbRMsU5Oz//3vf7j//vvh6+uLLl26ICUlpcLfQM7BAggpwmquP7PJ/lx/kZWH4ZVvANgGm4iUYT0Kn5r6x3m89HRgx47SdwWsX78eXl5e2L17Nz777DNkZGRg0KBBeOCBB/DHH39g1apVWLt2Ld5777073vbcuXMxbNgwHDlyBIMGDcJzzz2Ha9euAQAuXLiAoUOHYtCgQUhOTsb48ePx5ptvWnw/JSUFAwYMwNChQ3HkyBF899132LVrFyZNmiSvM3bsWJw7dw7bt2/Hv/71L6xcuRKXL1+uMLZt27bhxIkT2LFjBzZs2IAff/wRc+fOLTc3mZmZ6NWrFzp06ICDBw9i8+bNuHTpEoYNGyZ/Z+bMmfjggw/wzjvv4OjRo/j8888REhJSbiyvv/46PvroIxw4cAAhISF4/PHHodfrK/wNVPU8sgCycuVKREVFwdfXF9HR0fj999/LXT8hIQHR0dHw9fVFkyZNsHr1apt1Nm3ahDZt2sDHxwdt2rTBjz/+eM/7rU6MNs2cTMtdE4850yh4cuHo9rsKQiMiD2eUCyCWTbBYA1JJQgD5+Xf+WrkSaNQI6NOn9H3lyjvfxh3+N2rWrBkWLVqEli1bolWrVli5ciUaNmyIFStWoFWrVnJNwccff2x3eNbyjB07FiNGjECzZs2wYMEC5OfnY//+/QCAVatWoUmTJliyZAlatmyJ5557DmPHjrX4/ocffoiRI0di6tSpaN68Obp164Zly5bh66+/RmFhIU6dOoVffvkFX3zxBWJiYhAdHY21a9fi1q1bFcbm7e2NL7/8Em3btsWjjz6KefPmYdmyZRa/0To3q1atQqdOnbBgwQK0atUKHTt2xJdffokdO3bg1KlTyM3NxSeffIJFixZhzJgxaNq0KWJiYjB+/PhyY5k9ezZiY2PRvn17rF+/HpcuXbJ7P0fO53GN47777jtMnToVK1euRPfu3fHZZ5/hkUcewfHjxxEZGWmzfmpqKgYNGoQXX3wR33zzDXbv3o2JEyeiXr16eOqppwAAiYmJGD58ON599108+eST+PHHHzFs2DDs2rULXbp0uav9usqS+FPQaiSUGAUgjDh5QYOzO/4CJA0OnLuGEqOQP6/Kd+3t9gW7z2Tj2TWJOJddWq37Y1I6tBrJqfuu6L2uvzcA4MzlPIz8fC8yrhcAAE7dlLDidm42HU5Hgzp+dnOafv0W6tf2c0ns5b1n3LhV5TFLELiSrcWGrAMQkNwiZqXe068XwM+owT8zD0AytadReexK5Luqjxl3PEbsxSyEQF2DhP3XrwAAvjuQht9OXcGfWTkAgC1Hs3D2Sr5Lz42uynd5x0ygt8DI1n7QXsuHl84A5OejSVSY3fgqzWgE/v730tcdOJuaBfj7Q6D0wVV574X6ErRodz/OXsmTlx9MTkG7jp1xNjsfeoMROi8NIlt3RF5eHnb/cRIRDRrCYBS4lFOIv67kAQAMBqDYYMS1/GJ5WwAQ0riFxbb9a9bC0TNpaH4lDweTU9C2QzRSs/Plzxu36QAASM3OQ6DeC4n7DyAt9Sy++aasWZWAgNFoxG+HjuLsX2fg5eWFOo1ayfvxrtsAAYG1LeKzdvOWHi3atENWvhEiPw8SgAYt70deXh52Jf+JBg0jcet2bv66kifn6/fEfdidsAP+/jVttrnr8FHUqXMRRUVFaN6hKy7lFAJCoLAYKMotAiQJV3KL7MYTExMj/zsoKAgtW7bEiRMnKvpPTU7gcQWQxYsXY9y4cXIpeOnSpdiyZQtWrVqFhQsX2qy/evVqREZGym0sW7dujYMHD+Kjjz6SCyBLly5FbGwsZs6cCaC02i8hIQFLly6Vh0i70/26ilYjYXH8KXRrWhdnk07ioeJ0bN9/BlG+RuQWahAi6XFZ6Kr8PVSjR3ujDjX1hcg75Yvom5cgAFwIDEXq2WSn7rui91peBrQ3eKF2SRFunPNBY2MRAjQ+qF1SgO1ppxHla0SdQg0kfSHydL6INIu9pr4QdXS+qOmi2Mt7ryN0Tom5QUkBrmlruFXMSrwHidvHtxvFrlS+q/KYccdjxFHMGn0hwnW+aK4vRN7F0tgjbx9HFy6egpeTz8tqzrejYyY8SAdjkwegLShAidYA74J8h9c7p19P8/NRLAAdBPSQyn0XJSXw99KhJC9fXg6DHjCUQJuXByMkSMKIkoLSB2Beebkw5uVDA0AqLoY2Lw96SPAWRuiLi6ApLpa3BQA+BoPFtiUAJbdulW7bYICkt/xcU1go/4YSrQ7CYMDwEaPwwphxMECCF4T8Xi84FOeOlvaV8MrPR4lGW/YbhIBGr4eUm4sSSQPvktLmTMVaHbTCCKnEAKmkxHLft0p/o7agACV5+ZBKSuDn5S3/Rh0ESvR69O0Ti1dnvGMRiwESIkJCcDYtDQBQUlCAoms3UCQk+EpGXLtlgE8NX2Tn2S+A2CNx7H2X8KgCSHFxMQ4dOmTTtrF///7Ys2eP3e8kJibaTPIyYMAArF27Fnq9HjqdDomJiZg2bZrNOqZCy93s11Um920OAEj/aDn+sWUFtEJU6umNM97hgn1W59gZM2NnzOp4d8eY1RJ7UaNGSB24GvVvaOEDQBIC4rff7izmy5chhg2DZNYESGg0kL7/HiIkpNKxNCq4CnHrWqXW99MXIaAwD82uXpCXd64fjk3bt6NR9gVAKi00/PLbVtTy90cXH0C6egHhAbWgTzuDxlfTIQDk5uUhI+08at/KkbcFACG5Vy22rRFGhORdQ+Or6Xigfhh+Tkiw+PzLPTsBAJHXLiJQn4suzZoi49gf6F1LZ/sbci/Bq24tGAwGZO+KxwNt20IC8Oe5c8jJuYng/Otoci3Dbr4DCvORcPwo6mecRg1fXwgA23dtQ80aNRDjbYR09QJ89UUILMyVf6ME4KEmjfHv7dvRyw/QeVnFdOsaogJ08PPxwV9b/4M+Tzxh8XlGQAiCa/rAnr1798qtUq5fv45Tp06hVatWdtcl5/KoPiDZ2dkoKSlBaGioxfLQ0FBkZWXZ/U5WVpbd9Q0GgzzagqN1TNu8m/0CQFFREXJycuRXbm4uAMBgMECv1zvt9bcmXnh/y6fQmvpl3I5H6XdX7rs6xq6GGKpDzO4cuxpiYMzqfldLDPLfkgTJzw/w83P4brOsUSNIb70FaG7fAmk0pX83alThtizeJenuYr79PvHpp3Hh0iW88uGHOHnuHH5OSMCcNWswfeRIaDQaSAD6dO6Mb+Li8HtSEo6dOYMxc+dCq9VWuG3z97899RT+Sk/Hq0uW4OS5c9iweTPW/fe/Ft+bMWYMElNS8PcPPsAfJ0/idFoa/i8hAa98+CEkAC0bN8bAmBi8OH8+9h89ikMnTuDF+fPh5+NT7jECAMV6Pca/9x6Onz2Lzbt3Y/Znn2HSM8/Iv9FezJOeeQbXcnIwctYs7D92DKnp6di6dy/GzZuHkpIS+Pn4YMaYMZixfDm+/t//cDY9HXtTUvDlzz+jfs5l1C1tWQ2j0Si/AGDevHmIj4/HkSNHMGbMGAQHB+Pxxx+3WM/8JYSwex9lPlIZ3R2PqgExsa5OE0KUW8Vmb33r5ZXZ5p3ud+HChTYjQQClI0Y4c/Kc4JQUdBd31sGNiIjIYwwZAnTtWjoCVoMGgNUDRCXUDwlB3NKleH3ZMtw/ciSCAgIw7vHHMeuFF+R1Zo4di7MZGRg8bRoCa9bEuxMmIDUj4472ExkWhk0ffIBpS5Zg5b/+hQfbtsWCiRPxgtks3Pc1b46Ezz7D26tWocdLL0EIgaYNGmD47SFxAeCr//f/MH7+fPR6+WWEBgXhvb/9De9culTh/vs+8ACaN2yIni+9hCK9Hs/GxmLOSy+V+52IevWw+4svMGP5cgx45RUUFRejUXg4BsbEQHO74PjOuHHw0mrx/z77DBevXEF4cDAmDB0KCUDB7Rne8/PzkZOTg4LbTdtmzZqFyZMn4+zZs2jXrh2++eYbFBYWovB2kzRzxcXFuHXrFn777TebAof5cMB0dyThQdOtFhcXo0aNGvjhhx/w5JNPysunTJmC5ORkJCQk2HynZ8+e6NixIz755BN5mamTeUFBAXQ6HSIjIzFt2jSLZlhLlizB0qVLcf78+bvaL1BaA1JUVNZOMSMjA23atEFqairq169/T7koV3o6tE2bQcNCCBERuZHCRo2Quno1ooKD4evqYKhCY+fMwY28PPz00UeK7VMAEO3bAzqdvGznzp3o27cvrl69itq1a1dqO4WFhTh37hwaNmwIX1/Loy0jIwNRUVG4cOECGjRoUIXRVx8e1QTL29sb0dHRiI+Pt1geHx+Pbt262f1OTEyMzfpbt25F586dobt98Dpax7TNu9kvAPj4+CAgIEB+1apVCwDg5eUFnU7ntNeqswa8OWASSm4/RTCVQJV+d+W+q2PsaoihOsTszrGrIQbGrO53tcTgbjG7Y56rInbrv5V4zwgIwZUiAY1GY/ECYLOsopckSXbvozjD+r3zuAxOnz4do0aNQufOnRETE4M1a9YgLS0NEyZMAFA6glVGRga+/vprAMCECROwYsUKTJ8+HS+++CISExOxdu1aeXQroLQmo2fPnvjggw8wZMgQ/Pzzz/j111+xa9euSu9XLZZtO106CtbQEege1QndizNwqtgPjX0FzhVKqKfR44pRV+Xvpu37GwqR7+WLhjmXAFE6moqz913Z2KzjCJNuIUv4lRu7aZmrYq/o3Rkx1zHewnWNn1vF7M759oSYq/qY8bQ8W597HJ2T1Bi7s/bp6JhpXleHIf514F07FEatt8ORpzTCCKPVqEymZZUZtcoV75WJ2UsYYVDhb3AUe46vPwqKDThTt6HT9u0jCXkUrDxJB58avriWU9qkKjSA9WRq5VFNsExWrlyJRYsWITMzE+3atcOSJUvQs2dPAGUzee7cuVNePyEhAdOmTcOxY8cQERGBGTNm2BQc/vWvf2HWrFk4e/YsmjZtivnz52Po0KGV3m9lpKeno2HDhk6t0rOZB+TUabRs0RzOngfkgcZB2Jd61W5MXaLqunSs+wcaB0GrkbD7TLbVOPTXMPiBZuA8INbj819DveAgcB4Qy/fSeUAKUDeoLucBceIx447HiON5QLJx1SsYsJOX7s2CUWIU1XgeEPvHjGkekNAGDeGl84FAacdl83fTnBr2mD6z/o6r3ysTM1A6SI3p6burY1ZLvv19vAAhUFhUBF8fH8Cs7+29FEAKCwuRmpoqTzBtTon7NU/nkQUQd6X0Aa3X6xEXF4dBgwbJzc2oFHNjH/PiGHNjH/NiH/PiWHm5Ke+m0NMZjUbk5OQgICBAblJEpZyRGxZAnItHMBERERERKYYFECIiInIrbLxBzsZjzLlYACEiIiK3YJqEr7i42MWRkKczzR3CJpLO4XGjYBEREZFn8vLyQo0aNXDlyhXodLpq1RfCaDSiuLgYhYWF1ep3V0ZV5kYIgYKCAly+fBm1a9eWC71UtVgAISIiIrcgSRLCw8ORmpqK8+fPuzocRQkhcOvWLfj5+UEyG+mJnJOb2rVrIywsrEq2RbZYACEiIiK34e3tjebNm1e7Zlh6vR6//fYbevbsyWZBVqo6NzqdjjUfTsYCCBEREbkVjUZT7Ybh1Wq1MBgM8PX1ZQHECnPjftiIkIiIiIiIFMMCCBERERERKYYFECIiIiIiUgz7gKiI0WgEAGRmZiqyP4PBgOzsbGRkZMDLi4eCOebGPubFMebGPubFPubFMebGPubFMaVzY7pPM9230Z3jEawily5dAgA8+OCDLo6EiIiIiMpz6dIlREZGujoMtyQJzjWvGgaDAUlJSQgNDVVkkqHc3Fy0adMGx48fR61atZy+P3fC3NjHvDjG3NjHvNjHvDjG3NjHvDimdG6MRiMuXbqEjh07sjbqLrEAUo3l5OQgMDAQN2/eREBAgKvDURXmxj7mxTHmxj7mxT7mxTHmxj7mxTHmxv2wEzoRERERESmGBRAiIiIiIlIMCyDVmI+PD2bPng0fHx9Xh6I6zI19zItjzI19zIt9zItjzI19zItjzI37YR8QIiIiIiJSDGtAiIiIiIhIMSyAEBERERGRYlgAISIiIiIixbAAQkREREREimEBRCV+++03PPbYY4iIiIAkSfjpp59s1hFCYM6cOYiIiICfnx969+6NY8eOVbjt+fPno1u3bqhRowZq165td520tDQ89thj8Pf3R3BwMCZPnozi4uJyt1tUVIRXXnkFwcHB8Pf3x+OPP4709HSLda5fv45Ro0YhMDAQgYGBGDVqFG7cuFFhzCaempfHH38ckZGR8PX1RXh4OEaNGoWLFy9WGLM5T80NAPzvf/9Dly5d4Ofnh+DgYAwdOrTCmE08NS+HDx9GbGwsateujbp16+Kll15CXl5ehTGbc8fcrFmzBr1790ZAQAAkSbI5f5w7dw7jxo1DVFQU/Pz80LRpU8yePbvC7ZrzxLwAQOPGjSFJksXrzTffrDBmc56am1OnTmHIkCEIDg5GQEAAunfvjh07dlQYs4m75eXatWt45ZVX0LJlS9SoUQORkZGYPHkybt68ecf7roirczNlyhRER0fDx8cHHTp0qFTMStzPkCUWQFQiPz8f999/P1asWOFwnUWLFmHx4sVYsWIFDhw4gLCwMMTGxiI3N7fcbRcXF+OZZ57B3/72N7ufl5SU4NFHH0V+fj527dqFjRs3YtOmTXj11VfL3e7UqVPx448/YuPGjdi1axfy8vIwePBglJSUyOuMHDkSycnJ2Lx5MzZv3ozk5GSMGjWq3O2a89S8PPzww/j+++9x8uRJbNq0CX/99ReefvrpcrdrzVNzs2nTJowaNQrPP/88/vjjD+zevRsjR44sd7vmPDEvFy9eRL9+/dCsWTPs27cPmzdvxrFjxzB27Njyk2HFHXNTUFCAgQMH4q233rL7+Z9//gmj0YjPPvsMx44dw5IlS7B69WqH69vjiXkxmTdvHjIzM+XXrFmzyl3fmqfm5tFHH4XBYMD27dtx6NAhdOjQAYMHD0ZWVla52zZxt7xcvHgRFy9exEcffYSUlBSsW7cOmzdvxrhx4+5o35XhytwApYWbF154AcOHD690zErcz5AVQaoDQPz4448Wy4xGowgLCxPvv/++vKywsFAEBgaK1atXV2q7X331lQgMDLRZHhcXJzQajcjIyJCXbdiwQfj4+IibN2/a3daNGzeETqcTGzdulJdlZGQIjUYjNm/eLIQQ4vjx4wKA2Lt3r7xOYmKiACD+/PPPSsVszlPyYs/PP/8sJEkSxcXFlYrZmqfkRq/Xi/r164svvviiUvFVxFPy8tlnn4mQkBBRUlIir5OUlCQAiNOnT1cqZmvukBtzO3bsEADE9evXK1x30aJFIioqqlLxWvOkvDRq1EgsWbKkUvFVhqfk5sqVKwKA+O233+RlOTk5AoD49ddfKxWzOXfLi8n3338vvL29hV6vr/S+75TSuTE3e/Zscf/991e4LVfcz5AQrAFxE6mpqcjKykL//v3lZT4+PujVqxf27NlzT9tOTExEu3btEBERIS8bMGAAioqKcOjQIbvfOXToEPR6vUU8ERERaNeunRxPYmIiAgMD0aVLF3mdrl27IjAw8J5jNnHHvFi7du0avv32W3Tr1g06ne6eYjbnjrk5fPgwMjIyoNFo0LFjR4SHh+ORRx6pVNV8ZbljXoqKiuDt7Q2NpuyU7efnBwDYtWvXPcVsTm25uVs3b95EUFBQlW3PnfPywQcfoG7duujQoQPmz59/R03TKsMdc1O3bl20bt0aX3/9NfLz82EwGPDZZ58hNDQU0dHR9xSziTvk5ebNmwgICICXl9c9xXOnnJmbu6GW+5nqhgUQN2GqFg4NDbVYHhoaWukq4/K2bb3dOnXqwNvb2+G2s7Ky4O3tjTp16jiMJysrCyEhITbfDQkJueeYzeMw7ddRHPeybWfkxWTGjBnw9/dH3bp1kZaWhp9//vme4rUXi2nfFcVyN9t2Rm7Onj0LAJgzZw5mzZqF//73v6hTpw569eqFa9eu3VPM5nGY9usojnvZtjPy0qdPH2RlZeHDDz9EcXExrl+/LjcvyczMvKeYrWMx7dtRLPey7TvNzd3466+/sHz5ckyYMKHKtumueZkyZQo2btyIHTt2YNKkSVi6dCkmTpx4T9u05o65kSQJ8fHxSEpKQq1ateDr64slS5Zg8+bNd93vwZra83L16lW8++67ePnll+8plrvhzNzcbTxquJ+pblgAcTOSJFn8LYSQl02YMAE1a9aUX/eyXettV5b1d6pquxVxt7wAwOuvv46kpCRs3boVWq0Wo0ePhhDijrZbGe6UG6PRCAB4++238dRTTyE6OhpfffUVJEnCDz/8cEfbrYg75aVt27ZYv349Pv74Y9SoUQNhYWFo0qQJQkNDodVq72i7laH23Dhy8eJFDBw4EM888wzGjx9fJds05255mTZtGnr16oX77rsP48ePx+rVq7F27VpcvXr1nrZrjzvlRgiBiRMnIiQkBL///jv279+PIUOGYPDgwVVaoAfUmZecnBw8+uijaNOmDWbPnn1H+61KzspNVXHV/Ux1wQKImwgLCwMAm5L25cuX5acI8+bNQ3Jysvy6k21bb/f69evQ6/U2TyjMv2N6EusonrCwMFy6dMnmu1euXHG43TvljnkxCQ4ORosWLRAbG4uNGzciLi4Oe/furXR8lYkfcK/chIeHAwDatGkjf+7j44MmTZogLS2t0vFVFDvgXnkBSjtAZmVlISMjA1evXsWcOXNw5coVREVFVTq+ysQPqCc3d+LixYt4+OGHERMTgzVr1tzz9sy5c17Mde3aFQBw5syZKtumO+Zm+/bt+O9//4uNGzeie/fu6NSpE1auXAk/Pz+sX7/+rrdrTq15yc3NxcCBA1GzZk38+OOPVdrst7KcmZu7jUcN9zPVDQsgbiIqKgphYWGIj4+XlxUXFyMhIQHdunUDUFoV2KxZM/lVWTExMTh69KjFk5+tW7fCx8fHYXvY6Oho6HQ6i3gyMzNx9OhROZ6YmBjcvHkT+/fvl9fZt28fbt68Ka9zr9wxL/aYaj6KiooqHV9F3DE3pqETT548Ka+j1+tx7tw5NGrUqNLxlccd82IuNDQUNWvWxHfffQdfX1/ExsZWOr6KqC03lZWRkYHevXujU6dO+Oqrryz6ylQFd82LtaSkJABlBf2q4I65KSgoAACb40Sj0ci1sPdKjXnJyclB//794e3tjf/85z/w9fW9i19275yZm7uhlvuZakehzu5UgdzcXJGUlCSPbLN48WKRlJQkzp8/L6/z/vvvi8DAQPHvf/9bpKSkiBEjRojw8HCRk5NT7rbPnz8vkpKSxNy5c0XNmjXl/eTm5gohhDAYDKJdu3aib9++4vDhw+LXX38VDRo0EJMmTSp3uxMmTBANGjQQv/76qzh8+LDo06ePuP/++4XBYJDXGThwoLjvvvtEYmKiSExMFO3btxeDBw+u1nnZt2+fWL58uUhKShLnzp0T27dvFw899JBo2rSpKCwsrNa5EUKIKVOmiPr164stW7aIP//8U4wbN06EhISIa9euVeu8LF++XBw6dEicPHlSrFixQvj5+YlPPvmkUjlx59xkZmaKpKQk8fnnn8sjFyUlJYmrV68KIUpHq2nWrJno06ePSE9PF5mZmfKrOudlz5498u84e/as+O6770RERIR4/PHHK50XT83NlStXRN26dcXQoUNFcnKyOHnypHjttdeETqcTycnJHpmXnJwc0aVLF9G+fXtx5swZi/9PzM8zFe1b7bkRQojTp0+LpKQk8fLLL4sWLVrI6xQVFTncrhL3M2SJBRCVMA0XaP0aM2aMvI7RaBSzZ88WYWFhwsfHR/Ts2VOkpKRUuO0xY8bY3faOHTvkdc6fPy8effRR4efnJ4KCgsSkSZMqvBm+deuWmDRpkggKChJ+fn5i8ODBIi0tzWKdq1eviueee07UqlVL1KpVSzz33HOVGkbTk/Ny5MgR8fDDD4ugoCDh4+MjGjduLCZMmCDS09MrnRdPzY0QQhQXF4tXX31VhISEiFq1aol+/fqJo0ePVvu8jBo1SgQFBQlvb29x3333ia+//rrSOTFxx9zMnj3b7na/+uorIUTpcJz2Pr+T52uemJdDhw6JLl26iMDAQOHr6ytatmwpZs+eLfLz8yudF0/NjRBCHDhwQPTv318EBQWJWrVqia5du4q4uDiPzYujeAGI1NTUO9q32nPTq1evCn+nNSXuZ8iSJIQTer0SERERERHZwT4gRERERESkGBZAiIiIiIhIMSyAEBERERGRYlgAISIiIiIixbAAQkREREREimEBhIiIiIiIFMMCCBERERERKYYFECIiIiIiUgwLIEREVKGxY8dCkiRIkgSdTofQ0FDExsbiyy+/hNForPR21q1bh9q1azsvUCIiUj0WQIiIqFIGDhyIzMxMnDt3Dr/88gsefvhhTJkyBYMHD4bBYHB1eERE5CZYACEiokrx8fFBWFgY6tevj06dOuGtt97Czz//jF9++QXr1q0DACxevBjt27eHv78/GjZsiIkTJyIvLw8AsHPnTjz//PO4efOmXJsyZ84cAEBxcTHeeOMN1K9fH/7+/ujSpQt27tzpmh9KREROxQIIERHdtT59+uD+++/Hv//9bwCARqPBsmXLcPToUaxfvx7bt2/HG2+8AQDo1q0bli5dioCAAGRmZiIzMxOvvfYaAOD555/H7t27sXHjRhw5cgTPPPMMBg4ciNOnT7vstxERkXNIQgjh6iCIiEjdxo4dixs3buCnn36y+ezZZ5/FkSNHcPz4cZvPfvjhB/ztb39DdnY2gNI+IFOnTsWNGzfkdf766y80b94c6enpiIiIkJf369cPDz74IBYsWFDlv4eIiFzHy9UBEBGRexNCQJIkAMCOHTuwYMECHD9+HDk5OTAYDCgsLER+fj78/f3tfv/w4cMQQqBFixYWy4uKilC3bl2nx09ERMpiAYSIiO7JiRMnEBUVhfPnz2PQoEGYMGEC3n33XQQFBWHXrl0YN24c9Hq9w+8bjUZotVocOnQIWq3W4rOaNWs6O3wiIlIYCyBERHTXtm/fjpSUFEybNg0HDx6EwWDAxx9/DI2mtIvh999/b7G+t7c3SkpKLJZ17NgRJSUluHz5Mnr06KFY7ERE5BosgBARUaUUFRUhKysLJSUluHTpEjZv3oyFCxdi8ODBGD16NFJSUmAwGLB8+XI89thj2L17N1avXm2xjcaNGyMvLw/btm3D/fffjxo1aqBFixZ47rnnMHr0aHz88cfo2LEjsrOzsX37drRv3x6DBg1y0S8mIiJn4ChYRERUKZs3b0Z4eDgaN26MgQMHYseOHVi2bBl+/vlnaLVadOjQAYsXL8YHH3yAdu3a4dtvv8XChQstttGtWzdMmDABw4cPR7169bBo0SIAwFdffYXRo0fj1VdfRcuWLfH4449j3759aNiwoSt+KhERORFHwSIiIiIiIsWwBoSIiIiIiBTDAggRERERESmGBRAiIiIiIlIMCyBERERERKQYFkCIiIiIiEgxLIAQEREREZFiWAAhIiIiIiLFsABCRERERESKYQGEiIiIiIgUwwIIEREREREphgUQIiIiIiJSDAsgRERERESkGBZAiIiIiIhIMSyAEBERERGRYv4/rbT1OZPAWF0AAAAASUVORK5CYII=", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "day = pd.to_datetime(f'10/10/18')\n", "end = day + pd.to_timedelta('1D')\n", "\n", "ax1, ax2 = flagged['CEN_02'].plot_flagged_day(day, 'CEN_02', paired_tank=flagged['CEN_01'].data.tank_height)\n", "adj.loc[day:end, 'adj_precip'].plot(ax=ax1, marker='.', label='rounded precip', color='r', grid=True)\n", "ax1.legend(loc='lower right')" ] }, { "cell_type": "code", "execution_count": 23, "id": "6aa6ac57-2794-4292-aef7-8c6b4e754bb5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b1652dac081b4270a2baef44a261ab94", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "day = pd.to_datetime(f'6/8/19')\n", "end = day + pd.to_timedelta('1D')\n", "\n", "ax1, ax2 = flagged['CEN_02'].plot_flagged_day(day, 'CEN_02', paired_tank=flagged['CEN_01'].data.tank_height)\n", "adj.loc[day:end, 'adj_precip'].plot(ax=ax1, marker='.', label='rounded precip', color='r', grid=True)\n", "ax1.legend(loc='lower right')" ] }, { "cell_type": "markdown", "id": "26770f82-7ee1-42c7-bf79-852b109bac4d", "metadata": {}, "source": [ "#### Small Rain Event Persists" ] }, { "cell_type": "code", "execution_count": 24, "id": "b4969b6b-84ed-4ca4-95b0-92950e56a730", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b0c3c91cbde74bbd9a18ef496b704278", "version_major": 2, "version_minor": 0 }, "image/png": 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eECKqFObPny+7srrxj34qWSIiIio9HANCRJXC1atXcfXqVZtpmjdvDl9fXw+ViIiIqHJiA4SIiIiIiDyGIVhEREREROQxHHFZjqjVahw5cgSRkZFQKNg2JCIiIipvtFotrl27hlatWnHyEhex1sqRI0eOoF27dmVdDCIiIiKy48CBA2jbtm1ZF8MrsQFSjkRGRgKQLugaNWqU+vHUajW2b9+O3r17swVvhnUjj/ViHetGHutFHuvFOtaNPNaLdZ6um7S0NLRr185w30bO4xVcjujDrmrUqIHatWuX+vGKiooQERGBWrVqwcfHp9SP501YN/JYL9axbuSxXuSxXqxj3chjvVhXVnXDcHnXseaIiIiIiMhj2AAhIiIiIiKPYQOEiIiIiIg8hmNAiIiIyK00Gg2Kiopc2reoqAgqlQr5+fnQaDRuLpn3Yr1Y5+668fHxgVKpdEPJyBo2QIiIiMgtRFFEeno67ty5U6I8oqKicPnyZQiC4L7CeTnWi3WlUTfh4eGIiopiXZcSNkCIiIjILfSNj+rVqyMwMNClmzetVovs7GwEBwdzliEjrBfr3Fk3oigiNzcXGRkZAOCRZREqIzZAiIiIqMQ0Go2h8VG1alWX89FqtSgsLIS/vz9vtI2wXqxzd90EBAQAADIyMlC9enWGY5UCXsFERERUYvoxH4GBgWVcEqKS01/Hro5lItvYACEiIiK3Ycw8VQS8jksXGyBEREREJZCcnAxBEEo0+N6axMREhIeHuz1fbzm+IAjYvHmzw+lL870g96m0DZDly5ejXr168Pf3R+vWrbF7926H9vv999+hUqnQsmVLi9c2bNiAuLg4+Pn5IS4uDps2bXJzqYmIiMjdxowZA0EQIAgCfHx8UL9+fbz00kvIyclxaP9OnTohLS0NYWFhpVxSU4mJiYZyW/tJTk72aJkAoEePHpg6dapseZ1tzKSlpaF///7uKZjO3LlzZe/jyHMqZQNk/fr1mDp1KmbNmoUjR46ga9eu6N+/Py5dumRzv7t372L06NHo3bu3xWv79u3DsGHDMGrUKBw9ehSjRo3C448/jv3795fWaRAREZGb9OvXD2lpaTh37hzefPNNLF++HC+99JJD+/r6+tqcslWj0UCr1bqzuACAYcOGIS0tzfDTsWNHPP300ybbOnXq5PbjelJUVBT8/PzKuhjkZpWyAbJ48WKMGzcO48ePR5MmTZCQkIA6derg448/trnfxIkTMWLECHTs2NHitYSEBMTHx2PmzJmIjY3FzJkz0bt3byQkJJTSWRBVUleuADt3So9ERG7i5+eHqKgo1KlTByNGjMDIkSMNoT9r1qxBmzZtEBISgqioKIwYMcIwTStgGfaj/6b/p59+MkRGXLx4EYWFhXjllVdQq1YtBAUFoX379hY9FImJiYiOjkZgYCCGDBmCmzdvWi1zQEAAoqKiDD++vr4IDAw0PE9JSUGvXr0QHh6OqlWrYuDAgTh79qxh/wsXLkAQBGzcuBE9e/ZEYGAgWrRogX379lk95s2bN9GuXTsMGjQI+fn5zle0mR9//BGtW7eGv78/6tevj3nz5kGtVhteNw/B2rt3L1q2bAl/f3+0adMGmzdvhlKpxN9//22S76FDh9CmTRsEBgaiU6dOOHnyJACpfufNm4ejR48aeokSExNLfB7knErXACksLMShQ4fQp08fk+19+vTB3r17re73xRdf4OzZs5gzZ47s6/v27bPIs2/fvjbzJCInffYZEBMD9OolPX72WVmXiIhKS9EVIGen9FgGAgICDDMgFRYW4o033sDRo0exefNmnD9/HmPGjLG5f25uLhYsWIBPP/0U//zzD6pXr46nnnoKv//+O9atW4e//voLQ4cORb9+/XD69GkAwP79+zF27FhMnjwZKSkp6NmzJ958802XzyEnJwfTp0/HwYMHsX37digUCgwZMsSiN2bWrFl46aWXkJKSgsaNG2P48OEmjQC9K1euoGvXroiNjcXGjRvh7+/vctkA4JdffsETTzyBKVOm4Pjx41i5ciUSExPx1ltvyabPysrCQw89hGbNmuHw4cN444038Oqrr8qmnTVrFt5//338+eefUKlUGDt2LACp1+jFF1/EfffdZ+glGjZsWInOg5xX6dYBuXHjBjQaDSIjI022R0ZGIj09XXaf06dPY8aMGdi9ezdUKvkqS09PdypPACgoKEBBQYHheVZWFgBArVZ7ZNo3/TE4xZwl1o28Mq2XK1egmjABgv4fp1YLceJEqHv1AmrX9nx5zPCakcd6kVcR66WoqAiiKEKr1Rbf4IoiIOY6lY8oivDN+RRC+qsAtBChgFh9GRA62rkCCYGAgzMZiaJoKDsAHDhwAN988w169eoFrVZr0tioW7cuEhIS0KFDB2RmZiI4ONiwn/7ctVotioqK8OGHH6JFixYAgLNnz2Lt2rW4dOkSatasCQCYPn06tm7dis8//xxvvfUWEhIS0KdPH7zyyisAgOeeew6///47fvnlF4iiaCirrXAu49eHDBli8tonn3yCqKgoHDt2DE2bNjWkmz59umGcxZw5c9CsWTOcOnUKsbGxhjT//vsv+vbti0GDBiEhIQGCINgsx/Lly/Hpp5+abFOr1fD39zfs99Zbb+HVV1/FqFGjDHU7b948zJgxA7Nnzzbsp6/Tr776CoIgYOXKlfD390dsbCxefPFFTJw40eLc33jjDXTt2hUA8Morr+Chhx5Cbm4u/P39ERQUBJVKherVq5scw5hWq4UoiigqKrJYB0SucUbOqXQNED3zOE1RFGVjNzUaDUaMGIF58+ahcePGbslTb8GCBZg3b57F9u3btyMiIsLmsdwpKSnJY8fyNqwbeWVRLxF//43OZv8gBI0G+7/+GjebNfN4eazhNSOP9SKvItWLSqVCVFQUsrOzUVhYKG3U5iA8w/kvCIxXEhGghZDxHJDxnFN53Kl+BVAEOZS2qKgIP//8M0JDQw1fAg4YMABvvfUWMjMz8ddff2HhwoX4+++/cefOHcPN6vHjxxEbG4vcXKmRlZWVBYVCgfz8fPj6+qJu3brIzMwEIE1iI4oiYmNjTY5dUFCA0NBQZGZm4p9//sHAgQMN+wBAq1atsHXrVsOXlPpHOWq1GoWFhYb9z58/j7feegt//vknbt26ZdKYiI6ORnZ2NgCgQYMGhn2Cg4MN+9asWRP5+fnIy8tD165d8eijj+KNN96wWQZ9OYYOHYoXX3zRZPuPP/6IxYsXG4516NAhHDx4EG+//bYhjUajQX5+PtLT0w1rceTl5SEzMxPHjh1DXFwcCgsLDddYXFycYd+srCzDe1GvXj3DcUJDQwFIjcA6deqgoKAAGo3GpJ7NFRYWIi8vD7t27bJocNy4ccPm+ZN9la4BEhERAaVSadEzkZGRYdGDAUgX859//okjR47gueekDz99q1ilUmHbtm3o1asXoqKiHM5Tb+bMmZg+fbrheWpqKuLi4tC7d2/UqlWrJKfpkKKiIiQlJSE+Ph4+Pj6lfjxvwrqRV6b10rw5xDlzintAAIhKJdqPHFluekB4zVhivciriPWSn5+Py5cvIzg4uDg0R6sEMmzvV1pCQ0MdboD4+PigR48eWL58OXx8fFCzZk3D+5KTk4NHH30U8fHxWLNmDapVq4ZLly6hf//+8PX1RWhoqOFGOSQkBKGhofD390dAQIDJrFh+fn5QKpU4ePCgxTfqwcHBCA0NhUKhgJ+fn+GGGQD8/f0hCAJCQkKQlZWFkJAQq19uqlQqQ5kAYOTIkahduzY++eQT1KxZE1qtFs2bN4dKpUJoaKihsREeHm7YR99ICQgIMJyLn58fHnjgAfz666/IzMxEbTufuSqVChERERYzTaWkpEAQBJNjzZ0716KnBgCqV69uWNVcXxYfHx/4+PiY1E9QUPF7HBISYngvqlSpYkinP8+goCCEhoYa3gvjfMzl5+cjICAA3bp1swg1S01NtXn+ZF+la4D4+vqidevWSEpKMrngk5KSMHjwYIv0oaGhFgObli9fjh07duC7775DvXr1AAAdO3ZEUlISpk2bZki3bds2m7NP+Pn5mczsoG+Jq1Qqj/5D0v9BkyXWjbwyqZd69YBVq4Cnn5bCOhQKCCtXwkf3N1he8JqRx3qRV5HqRaPRQBAEKBQKw40jhGCgcbZT+WgLL0O4cB8EGPd4KoF6xwEfx7+cUzgRgiUIAoKDg2UjHU6dOoUbN27gnXfeQZ06dQAAhw8flo6hO1f9+co912vdujU0Gg1u3LhhCA0yFxcXh/3795vsp59NU9/o0NexrXNRKBS4efMmTpw4gZUrVxqOt2fPHpvlNi6zcRqFQoE1a9ZgxIgReOCBB5CcnGwII7NXDmPmx7j//vtx6tQpuxEm+jI0adIE33zzDYqKigz3T/r3wvyYts7Jz88PGo3GZj0qFArDtMzmf6PWwvHJcZWyBqdPn45Ro0ahTZs26NixI1atWoVLly5h0qRJAKSeidTUVHz55ZdQKBRo2rSpyf7Vq1eHv7+/yfYXXngB3bp1wzvvvIPBgwfj+++/x6+//mr4YyciNxg3Dvj6a2kWrDlzpOdEVH4JAiA41gth4NsYeaEJCMicBgEaAEogaiXgZ/smtbRER0fD19cXH3zwASZNmoRjx47hjTfecDqfxo0bY+TIkRg9ejTef/99tGrVCjdu3MCOHTvQrFkzDBgwAFOmTEGnTp2waNEiPPzww9i2bRu2bt3qUrnvueceVK1aFatWrUKNGjVw6dIlzJgxw6W8AECpVOLrr7/G8OHD0atXLyQnJyMqKsrl/ADg9ddfx8CBA1GnTh0MHToUCoUCf/31F/7++2/ZwfcjRozArFmzMGHCBMyYMQOXLl3Ce++95/Rx69ati/PnzyMlJQW1a9dGSEgIp/r1sEo3CxYgzYCQkJCA+fPno2XLlti1axe2bNmCmJgYANKiN/bWBDHXqVMnrFu3Dl988QWaN2+OxMRErF+/Hu3bty+NUyCqvPRd4WW4Mi8Rla7CwFEQ650D6uwEGlwAwsvuy4Zq1aohMTER3377LeLi4rBw4UKXbnoBaUbN0aNH48UXX8S9996LQYMGYf/+/YaelQ4dOuDTTz/FBx98gJYtW2Lbtm147bXXXDqWQqHAunXrcOjQITRt2hTTpk3Du+++61JeeiqVCmvXrsV9992HXr16mUxF7Iq+ffvip59+QlJSEtq2bYsOHTpg8eLFhvsxc6Ghofjxxx+RkpKCli1bYtasWXj99dcBwKkZuR599FH069cPPXv2RLVq1bB27doSnQe5QKRy4/LlyyIA8fLlyx45XmFhobh582axsLDQI8fzJqwbeeWiXvr1E0VAFBMSyq4MMspF3ZRDrBd5FbFe8vLyxOPHj4t5eXklykej0Yi3b98WNRqNm0pWMbBe5K1Zs0b08fERr1696ta6sXU9O3u/9ttvv4kDBw4Ua9SoIQIQN23aZJHm+PHj4kMPPSSGhoaKwcHBYvv27cWLFy8aXk9LSxOfeOIJMTIyUgwMDBRbtWolfvvtty6fX1mrlD0gROTFjKbhJSKiyuXLL7/Enj17cP78eWzevBmvvvoqhg4dioCAgLIumlU5OTlo0aIFPvzwQ9nXz549iy5duiA2NhbJyck4evQoZs+ebdKrM2rUKJw8eRI//PAD/v77bzzyyCMYNmwYjhw54qnTcKtKOQaEiLyYbi58wyMREVUa6enpeP3115Geno4aNWpg6NCheOONN8r12hz9+/c3rLMiZ9asWRgwYAAWLVpk2Fa/fn2TNPv27cPHH3+Mdu3aAQBee+01LFmyBIcPH0arVq1Kp+CliD0gRORd2ANCRFRpvfLKK7hw4QLy8/Nx/vx5LFmyxDD1rjfSarX4+eef0bhxY/Tt2xfVq1dH+/btsXnzZpN0Xbp0wfr16w3ruaxbtw4FBQXo0aNHmZS7pNgAISLvwh4QIiIqB7KyspCZmWn4KSgocDqPjIwMZGdnY+HChejXrx+2bduGIUOG4JFHHsFvv/1mSLd+/Xqo1WpUrVoVfn5+mDhxIjZt2oQGDRq485Q8hg0QIvIu7AEhIqJyIC4uDmFhYYafBQsWOJ2HfuHHwYMHY9q0aWjZsiVmzJiBgQMHYsWKFYZ0r732Gm7fvo1ff/0Vf/75J6ZPn46hQ4darFXnLTgGhIi8C3tAiIioHDh+/Dhq1SpeHNOVtUQiIiKgUqkQFxdnsr1JkyaGteTOnj2LDz/8EMeOHcN9990HAGjRogV2796Njz76yKSh4i3YACEi78IGCBERlQMhISEIDQ0tUR6+vr5o27YtTp48abL91KlThvVQcnNzAcBi5XalUmnoQfE2bIAQkXdhCBYREXmR7OxsnDlzxvBcvwp7lSpVEB0djZdffhnDhg1Dt27d0LNnT2zduhU//vgjkpOTAQCxsbFo2LAhJk6ciPfeew9Vq1bF5s2bkZSUhJ9++qmMzqpk2AAhIu/CHhAiIvIif/75J3r27Gl4Pn36dADAk08+icTERAwZMgQrVqzAggULMGXKFNx7773YsGEDunTpAgDw8fHBli1bMGPGDDz00EPIzs5Gw4YNsXr1agwYMKBMzqmk2AAhIu/CHhAi8jKCIGDTpk14+OGHPX7sMWPG4M6dOxbTutpSt25dTJ06FVOnTi21clUmPXr0gGjnS7OxY8di7NixVl9v1KgRNmzY4O6ilRnOgkVE3oU9IETkRoIg2PwZM2aMx8uUmJiI8PBw2deUSqVTjYmlS5ciMTHRLeXSu3DhAgRBQEpKilvzpcqDPSBE5F3YA0JEbpSWlmb4ff369Xj99ddNBgQHBASURbHcJiwsrKyLQGSBPSBE5F3YA0JEbhQVFWX4CQsLgyAIhuc+Pj6YNGkSateujcDAQDRr1gxr16412b9Hjx6YMmUKXnnlFVSpUgVRUVGYO3euzWPOnz8fkZGRbulBSE1NxbBhw3DPPfegatWqGDx4MC5cuGB4fcyYMSahX1lZWRg5ciSCgoJQo0YNLFmyBD169LAIt8rNzcXYsWMREhKC6OhorFq1yvBavXr1AACtWrWCIAheuxo3lR02QIjIu7ABQlQ55F4Bru2UHstIfn4+WrdujZ9++gnHjh3DhAkTMGrUKOzfv98k3erVqxEUFIT9+/dj0aJFmD9/PpKSkizyE0URL7zwAj777DPs2bMHLVu2LFH5cnNz0bNnTwQHB2PXrl3Ys2cPgoOD0a9fPxQWFsruM336dPz+++/44YcfkJSUhN27d+Pw4cMW6d5//320adMGR44cweTJk/HMM8/g33//BQAcOHAAAPDrr78iLS0NGzduLNF5UOXDECwi8i4MwSLyHqIIaHKd20erhe+FTyEcfxWAFoACaPMBUP9J5/JRBgKC4Nw+ZmrVqoWXXnrJ8Pz555/H1q1b8e2336J9+/aG7c2bN8ecOXMASIOFP/zwQ2zfvh3x8fGGNGq1GqNHj8aff/6J33//HbVr17Z57Lt37yI4ONhmmnXr1kGhUODTTz+FoDvXL774AuHh4UhOTkafPn1M0mdlZWH16tX45ptv0Lt3b0P6mjVrWuQ9YMAATJ48GQDw6quvYsmSJUhOTkZsbCyqVasGAKhatSqioqJslpFIDhsgRORd2ANC5D00ucB/bd9Em1MACDTZogX+fFb6ccbj2YAqyLl9zGg0GixcuBDr169HamoqCgoKUFBQgKAg03ybN29u8rxGjRrIyMgw2TZt2jT4+fnhjz/+QEREhN1jh4SEmPRMaLVaZGdno3Xr1oZthw4dwpkzZxASEmKyb35+Ps6ePWuR57lz51BUVIR27doZtoWFheHee++1SGt8TvqwNPNzInIVGyBE5F3YA0JEHvL+++9jyZIlSEhIQLNmzRAUFISpU6dahDf5+PiYPBcEwWKF6vj4eKxduxa//PILRo4caffYCoUCDRs2NDzXarXIzMw0SaPVatG6dWt8/fXXFvvreymM6aeCFcx6huSmiHXknIhcxQYIEXkX9oAQeQ9loNQT4QRt9mUIW+6DAKObXUEJPHgcCKzl3LFLaPfu3Rg8eDCeeOIJqWxaLU6fPo0mTZo4ndegQYPw0EMPYcSIEVAqlfjPf/5T4vLdf//9WL9+PapXr47Q0FC76Rs0aAAfHx8cOHAAderUAQBkZmbi9OnT6N69u8PH9fX1BSD1EBG5goPQici7sAeEyHsIghQG5cxPaGPkNUuAKCh1eSiBdiuB0MbO5VPC8R8A0LBhQyQlJWHv3r04ceIEJk6ciPT0dJfzGzJkCL766is89dRT+O6770pcvpEjRyIiIgKDBw/G7t27cf78efz222944YUXcOWK5eD9kJAQPPnkk3j55Zexc+dO/PPPPxg7diwUCoVFr4gt1atXR0BAALZu3Ypr167h7t27JT4XqlzYACEi78IeEKIKr7DOKIgPnQN67wQGXwAajCuTcsyePRv3338/+vbtix49eiAqKqrEq5k/9thjWL16NUaNGlXi2aMCAwOxa9cuREdH45FHHkGTJk0wduxY5OXlWe0RWbx4MTp27IiBAwfigQceQOfOndGkSRP4+/s7fFyVSoVly5Zh5cqVqFmzJgYPHlyi86DKhyFYRORd2AAhqhwCawPB0R495JgxY0xWPq9SpYrdVceTk5MttpnvYz7G4vHHH8fjjz/ucDmMaTQaKBTF3x9HRUVh9erVVvMyXwU9JCTEZMxITk4O5s2bhwkTJhi2Ga8jome+Zsn48eMxfvx4q8clsoUNECLyLgzBIiJy2ZEjR/Dvv/+iXbt2uHv3LubPnw8A7MUgj2IDhIi8C3tAiIhK5L333sPJkyfh6+uL1q1bY/fu3Q5NDUzkLmyAEJF3YQ8IEZHLWrVqhUOHDpV1MaiS4yB0IvIu7AEhIiLyamyAEJF3YQ8IERGRV2MDhIi8C3tAiMo1uVW1ibwNr+PSxQYIEXkX9oAQlUs+Pj4AgNzc3DIuCVHJ6a9j/XVN7sVB6ETkXdgDQlQuKZVKhIeHIyMjA4C0SJ4zq2vrabVaFBYWIj8/32S9i8qO9WKdO+tGFEXk5uYiIyMD4eHhUCqVbiolGWMDhIi8CxsgROVWVFQUABgaIa4QRRF5eXkICAhwqQFTUbFerCuNugkPDzdcz+R+bIAQkXdhCBZRuSUIAmrUqIHq1aujqKjIpTyKioqwa9cudOvWjeEvRlgv1rm7bnx8fNjzUcrYACEi78IeEKJyT6lUunwDp1QqoVar4e/vzxttI6wX61g33odBhETkXdgDQkRE5NUqbQNk+fLlqFevHvz9/dG6dWvs3r3bato9e/agc+fOqFq1KgICAhAbG4slS5aYpElMTIQgCBY/+fn5pX0qRJULe0CIiIi8WqUMwVq/fj2mTp2K5cuXo3Pnzli5ciX69++P48ePIzo62iJ9UFAQnnvuOTRv3hxBQUHYs2cPJk6ciKCgIEyYMMGQLjQ0FCdPnjTZ19/fv9TPh6hSYQ8IERGRV6uUDZDFixdj3LhxGD9+PAAgISEBv/zyCz7++GMsWLDAIn2rVq3QqlUrw/O6deti48aN2L17t0kDRBAEzphAVNrYA0JEROTVKl0DpLCwEIcOHcKMGTNMtvfp0wd79+51KI8jR45g7969ePPNN022Z2dnIyYmBhqNBi1btsQbb7xh0nAxV1BQgIKCAsPzrKwsAIBarXZ59hBn6I/hiWN5G9aNvPJQLypRhABAq9FAU47en/JQN+UR60Ue68U61o081ot1nq4btVrtkeNUZJWuAXLjxg1oNBpERkaabI+MjER6errNfWvXro3r169DrVZj7ty5hh4UAIiNjUViYiKaNWuGzMxMLF26FJ07d8bRo0fRqFEj2fwWLFiAefPmWWzfvn07IiIiXDg71yQlJXnsWN6GdSOvLOulf0EBfAFcvXIFh7ZsKbNyWMNrRh7rRR7rxTrWjTzWi3WeqpsbN2545DgVWaVrgOiZL1QjiqLdxWt2796N7Oxs/PHHH5gxYwYaNmyI4cOHAwA6dOiADh06GNJ27twZ999/Pz744AMsW7ZMNr+ZM2di+vTphuepqamIi4tD7969UatWLVdPzWFFRUVISkpCfHw8p60zw7qRVx7qRaWSPrZq1qiByAEDyqQMcspD3ZRHrBd5rBfrWDfyWC/WebpuUlNTS/0YFV2la4BERERAqVRa9HZkZGRY9IqYq1evHgCgWbNmuHbtGubOnWtogJhTKBRo27YtTp8+bTU/Pz8/+Pn5GZ5nZmYCkG6wPPnh4uPjww8zK1g38sq0XnSDzxUAFOXwveE1I4/1Io/1Yh3rRh7rxTpP1Y3+izByXaWbhtfX1xetW7e26KZLSkpCp06dHM5HFEWT8Rtyr6ekpKBGjRoul5WIZHAQOhERkVerlE246dOnY9SoUWjTpg06duyIVatW4dKlS5g0aRIAKTQqNTUVX375JQDgo48+QnR0NGJjYwFI64K89957eP755w15zps3Dx06dECjRo2QmZmJZcuWISUlBR999JHnT5CoIuM0vERERF6tUjZAhg0bhps3b2L+/PlIS0tD06ZNsWXLFsTExAAA0tLScOnSJUN6rVaLmTNn4vz581CpVGjQoAEWLlyIiRMnGtLcuXMHEyZMQHp6OsLCwtCqVSvs2rUL7dq18/j5EVVo7AEhIiLyapWyAQIAkydPxuTJk2VfS0xMNHn+/PPPm/R2yFmyZInF6uhEVArYACEiIvJqlW4MCBF5OYZgEREReTU2QIjIu7AHhIiIyKuxAUJE3oU9IERERF6NDRAi8i7sASEiIvJqbIAQkXdhDwgREZFXYwOEiLwLe0CIiIi8GhsgROQ9jBsdbIAQERF5JTZAiMh7GDc6GIJFRETkldgAISLvwR4QIiIir8cGCBF5D+NeD/aAEBEReSU2QIjIe7AHhIiIyOuxAUJE3oM9IERERF6PDRAi8h7sASEiIvJ6bIAQkfdgA4SIiMjrsQFCRN6DIVhERERejw0QIvIe7AEhIiLyemyAEJH3YA8IERGR12MDhIi8B3tAiIiIvB4bIETkPdgDQkRE5PXYACEi78EeECIiIq/HBggReQ/2gBAREXk9NkCIyHuwB4SIiMjrsQFCRN6DDRAiIiKvxwYIEXkPhmAREZGX2bVrFx566CHUrFkTgiBg8+bNFmlOnDiBQYMGISwsDCEhIejQoQMuXbpkkmbfvn3o1asXgoKCEB4ejh49eiAvL89DZ+FebIAQkfdgDwgREXmZnJwctGjRAh9++KHs62fPnkWXLl0QGxuL5ORkHD16FLNnz4a/v78hzb59+9CvXz/06dMHBw4cwMGDB/Hcc89BofDOW3lVWReAiMhh7AEhIiIv079/f/Tv39/q67NmzcKAAQOwaNEiw7b69eubpJk2bRqmTJmCGTNmGLY1atTI/YX1EO9sNhFR5cQeECIiKieysrKQmZlp+CkoKHA6D61Wi59//hmNGzdG3759Ub16dbRv394kTCsjIwP79+9H9erV0alTJ0RGRqJ79+7Ys2ePG8/Gs9gAISLvwR4QIiIqJ+Li4hAWFmb4WbBggdN5ZGRkIDs7GwsXLkS/fv2wbds2DBkyBI888gh+++03AMC5c+cAAHPnzsXTTz+NrVu34v7770fv3r1x+vRpt56TpzAEi4i8B3tAiIionDh+/Dhq1apleO7n5+d0Hlrdl2mDBw/GtGnTAAAtW7bE3r17sWLFCnTv3t2QZuLEiXjqqacAAK1atcL27dvx+eefu9TwKWtsgBCR92ADhIiIyomQkBCEhoaWKI+IiAioVCrExcWZbG/SpIkhxKpGjRoAIJvGfKYsb8EQLCLyHgzBIiKiCsTX1xdt27bFyZMnTbafOnUKMTExAIC6deuiZs2aNtN4G/aAEJH3YA8IERF5mezsbJw5c8bw/Pz580hJSUGVKlUQHR2Nl19+GcOGDUO3bt3Qs2dPbN26FT/++COSk5MBAIIg4OWXX8acOXPQokULtGzZEqtXr8a///6L7777rozOqmQqbQ/I8uXLUa9ePfj7+6N169bYvXu31bR79uxB586dUbVqVQQEBCA2NhZLliyxSLdhwwbExcXBz88PcXFx2LRpU2meAlHlwx4QIiLyMn/++SdatWqFVq1aAQCmT5+OVq1a4fXXXwcADBkyBCtWrMCiRYvQrFkzfPrpp9iwYQO6dOliyGPq1KmYOXMmpk2bhhYtWmD79u1ISkpCgwYNyuScSqpS9oCsX78eU6dOxfLly9G5c2esXLkS/fv3x/HjxxEdHW2RPigoCM899xyaN2+OoKAg7NmzBxMnTkRQUBAmTJgAQFogZtiwYXjjjTcwZMgQbNq0CY8//jj27NmD9u3be/oUiSqEJUmnoFQImNJbN9e5Ua/H3bwifJ50CtPiG5dR6YiIiOzr0aMHRDu99mPHjsXYsWNtppkxY4bJOiDerFL2gCxevBjjxo3D+PHj0aRJEyQkJKBOnTr4+OOPZdO3atUKw4cPx3333Ye6deviiSeeQN++fU16TRISEhAfH4+ZM2ciNjYWM2fORO/evZGQkOChsyKqeJQKAYuTTmHZdt00g0a9Hlm5BVAqhDIqGREREbmq0jVACgsLcejQIfTp08dke58+fbB3716H8jhy5Aj27t2L7t27G7bt27fPIs++ffs6nCcRWZrSuxGmxzc2NEK0muIGSJifqrhnhIiIiLxGpQvBunHjBjQaDSIjI022R0ZGIj093ea+tWvXxvXr16FWqzF37lyMHz/e8Fp6errTeRYUFJismpmVlQUAUKvVKCoqcvicXKU/hieO5W1YN/LKol6e6VYXGo0Gi5NO4cfrF5Gk2x7spyxX7w+vGXmsF3msF+tYN/JYL9Z5um7UarVHjlORVboGiJ4gmIZuiKJosc3c7t27kZ2djT/++AMzZsxAw4YNMXz4cJfzXLBgAebNm2exffv27YiIiHDkNNwiKSnJfqJKinUjz9P1Uh+AACUUKI6hzc/NxbYtWzxaDkfwmpHHepHHerGOdSOP9WKdp+rmxo0bHjlORVbpGiARERFQKpUWPRMZGRkWPRjm6tWrBwBo1qwZrl27hrlz5xoaIFFRUU7nOXPmTEyfPt3wPDU1FXFxcejdu7fJypqlpaioCElJSYiPj4ePj0+pH8+bsG7klVW9fLjzLESchWA0iM/fzw8DBgzwWBns4TUjj/Uij/ViHetGHuvFOk/XTWpqaqkfo6KrdA0QX19ftG7dGklJSRgyZIhhe1JSEgYPHuxwPqIomoRPdezYEUlJSZg2bZph27Zt29CpUyerefj5+cHPz8/wPDMzEwCgUqk8+uHi4+PDDzMrWDfyPFkvy7afxtIdZ9E4MhiKa8UNkNz8IgSVw/eG14w81os81ot1rBt5rBfrPFU3KlWlu312u0pZg9OnT8eoUaPQpk0bdOzYEatWrcKlS5cwadIkAFLPRGpqKr788ksAwEcffYTo6GjExsYCkNYFee+99/D8888b8nzhhRfQrVs3vPPOOxg8eDC+//57/Prrr9izZ4/nT5Cogli2/TQWJ53C9PjGOJmehQtGIVi5BWp8tv00B6ITERF5mUrZABk2bBhu3ryJ+fPnIy0tDU2bNsWWLVsMy9mnpaXh0qVLhvRarRYzZ87E+fPnoVKp0KBBAyxcuBATJ040pOnUqRPWrVuH1157DbNnz0aDBg2wfv16rgFCVAIarYjp8Y0xpXcjPLPmkEkIVrCPAI2Wq6ETERF5m0rZAAGAyZMnY/LkybKvJSYmmjx//vnnTXo7rHnsscfw2GOPuaN4RASYLDKoFUWTBkiASsFFCImIiLxQpVsHhIi8k1YEBKMQLNhZVZaIiIjKJzZAiMgriKIIhXGjw2hVdCIiIvIebIAQkVfQijAJwWIPCBERkXdiA4SIvIL5GBD2gBAREXknNkCIyCtwDAgREVHFwAYIEXkFaQyIUa8He0CIiIi8EhsgROQVRBEQzDcQERGR12EDhIi8gpY9IERERBUCGyBE5BWkQehGG9gDQkRE5JXYACEir6AVAXAQOhERkddjA4SIvAIXIiQiIqoY2AAhIq/AhQiJiIgqBjZAiMgrcBA6ERFRxcAGCBF5Ba35NLwAe0GIiIi8EBsgROQVRFGEIGrNN5ZNYYiIiMhlbIAQkVfQiiJ7QIiIiCoANkCIyCtotWaD0AE2QIiIiLwQGyBE5BVEwHQaXoAD0YmIiLwQGyBE5BVEUYQA9oAQERF5OzZAiMgrWEzDC7AHhIiIyAuxAUJEXkErAuYdIOwBISIi8j6qsi4AEZEj2ANCRETkuqKiIqSnpyM3NxfVqlVDlSpVyqws7AEhIq8gciFCIiIip2RnZ2PlypXo0aMHwsLCULduXcTFxaFatWqIiYnB008/jYMHD3q8XGyAEJFX0Ioip+ElIiJy0JIlS1C3bl188skn6NWrFzZu3IiUlBScPHkS+/btw5w5c6BWqxEfH49+/frh9OnTHisbQ7CIyCswBIuIiMhxe/fuxc6dO9GsWTPZ19u1a4exY8dixYoV+Oyzz/Dbb7+hUaNGHikbGyBE5BW0WoZgEREROerbb791KJ2fnx8mT55cyqUxxRAsIvIKoihCYA8IERGR12MPCBF5BRHsASEiInJFfn4+PvjgA+zcuRMZGRnQmn2Bd/jwYY+Whw0QIvIKHANCRETkmrFjxyIpKQmPPfYY2rVrB0Gw+ErPo9gAISKvoBUBgQsREhEROe3nn3/Gli1b0Llz57IuCgCOASEiLyGKIgTzpdDZACEiIrKrVq1aCAkJKetiGLABQkReQeoBYQgWERGRs95//328+uqruHjxYlkXBQBDsIjIS0gLEZptZA8IERGRXW3atEF+fj7q16+PwMBA+Pj4mLx+69Ytj5an0jZAli9fjnfffRdpaWm47777kJCQgK5du8qm3bhxIz7++GOkpKSgoKAA9913H+bOnYu+ffsa0iQmJuKpp56y2DcvLw/+/v6ldh5ElYVWy0HoRERErhg+fDhSU1Px9ttvIzIykoPQy8L69esxdepULF++HJ07d8bKlSvRv39/HD9+HNHR0Rbpd+3ahfj4eLz99tsIDw/HF198gYceegj79+9Hq1atDOlCQ0Nx8uRJk33Z+CByD1HkNLxERESu2Lt3L/bt24cWLVqUdVEAVNIGyOLFizFu3DiMHz8eAJCQkIBffvkFH3/8MRYsWGCRPiEhweT522+/je+//x4//vijSQNEEARERUWVatmJKitOw0tEROSa2NhY5OXllXUxDCrdIPTCwkIcOnQIffr0Mdnep08f7N2716E8tFotsrKyUKVKFZPt2dnZiImJQe3atTFw4EAcOXLEbeUmquy07AEhIiJyycKFC/Hiiy8iOTkZN2/eRGZmpsmPp1W6HpAbN25Ao9EgMjLSZHtkZCTS09MdyuP9999HTk4OHn/8ccO22NhYJCYmolmzZsjMzMTSpUvRuXNnHD16FI0aNZLNp6CgAAUFBYbnWVlZAAC1Wo2ioiJnT81p+mN44ljehnUjryzrRSuKFg2OosJCoJy8R7xm5LFe5LFerGPdyGO9WOfpulGr1R45jjv169cPANC7d2+T7aIoQhAEaDQaj5an0jVA9MwH3+jfAHvWrl2LuXPn4vvvv0f16tUN2zt06IAOHToYnnfu3Bn3338/PvjgAyxbtkw2rwULFmDevHkW27dv346IiAhHT6XEkpKSPHYsb8O6kVcW9aLRKC1CsH7buRM5//7r8bLYwmtGHutFHuvFOtaNPNaLdZ6qmxs3bnjkOO60c+fOsi6CiUrXAImIiIBSqbTo7cjIyLDoFTG3fv16jBs3Dt9++y0eeOABm2kVCgXatm2L06dPW00zc+ZMTJ8+3fA8NTUVcXFx6N27N2rVquXA2ZRMUVERkpKSEB8fbzEdW2XHupFXlvXy0oEkixCs7t26AVZ6GD2N14w81os81ot1rBt5rBfrPF03qamppX4Md+vevXtZF8FEpWuA+Pr6onXr1khKSsKQIUMM25OSkjB48GCr+61duxZjx47F2rVr8eCDD9o9jiiKSElJQbNmzaym8fPzg5+fn+G5PgZPpVJ59MPFx8eHH2ZWsG7klUW9aEVY9ID4KJVAOXt/eM3IY73IY71Yx7qRx3qxzlN1o1J55+1zfn4+/vrrL2RkZEBrNonLoEGDPFoWr6hBURTx22+/Yffu3bhw4QJyc3NRrVo1tGrVCg888ADq1KnjVH7Tp0/HqFGj0KZNG3Ts2BGrVq3CpUuXMGnSJABSz0Rqaiq+/PJLAFLjY/To0Vi6dCk6dOhg6D0JCAhAWFgYAGDevHno0KEDGjVqhMzMTCxbtgwpKSn46KOP3FgTRJUXFyIkIiJyzdatWzF69GjZ8LGyGANSrmfBysvLw9tvv406deqgf//++Pnnn3Hnzh0olUqcOXMGc+bMQb169TBgwAD88ccfDuc7bNgwJCQkYP78+WjZsiV27dqFLVu2ICYmBgCQlpaGS5cuGdKvXLkSarUazz77LGrUqGH4eeGFFwxp7ty5gwkTJqBJkybo06cPUlNTsWvXLrRr1859FUJUSYmiKK0Dwml4iYiInPbcc89h6NChSEtLg1arNfnxdOMDKOc9II0bN0b79u2xYsUK9O3bV7Zb7eLFi/jmm28wbNgwvPbaa3j66acdynvy5MmYPHmy7GuJiYkmz5OTk+3mt2TJEixZssShYxORc/QdHQJE+ReIiIjIqoyMDEyfPt3ueGdPKdcNkP/9739o2rSpzTQxMTGYOXMmXnzxRVy8eNFDJSMiT9LqGhoK8wYHe0CIiIjseuyxx5CcnIwGDRqUdVEAlPMGiL3GhzFfX1+r620QkXfTsgeEiIjIZR9++CGGDh2K3bt3o1mzZhZRRVOmTPFoecp1A8RceRq9T0Seo+8B4SB0IiIi533zzTf45ZdfEBAQgOTkZJO17wRB8HgDpFwPQje2detWREdHo0OHDhg0aBAefvhhw4/xdLpEVPHo2xnm0/AyBIuIiMq7Xbt24aGHHkLNmjUhCAI2b95skebEiRMYNGgQwsLCEBISgg4dOphMiKQniiL69+9vNR9rXnvtNcyfPx93797FhQsXcP78ecPPuXPnSnB2rvGaBkh5G71PRJ6jtdbTwR4QIiIq53JyctCiRQt8+OGHsq+fPXsWXbp0QWxsLJKTk3H06FHMnj0b/v7+FmkTEhJMei8cVVhYiGHDhkGhKB+3/l4TglXeRu8TkefomxnsASEiIm/Tv39/9O/f3+rrs2bNwoABA7Bo0SLDtvr161ukO3r0KBYvXoyDBw+iRo0aTpXhySefxPr16/F///d/Tu1XWrymAVLeRu8TkecUjwHhIHQiIqo4tFotfv75Z7zyyivo27cvjhw5gnr16mHmzJl4+OGHDelyc3MxfPhwfPjhh4iKinL6OBqNBosWLcIvv/yC5s2bWwxCX7x4cUlPxSle0wApb6P3ichz9B0fnIaXiIjKi6ysLGRmZhqe+/n5wc/Pz6k8MjIykJ2djYULF+LNN9/EO++8g61bt+KRRx7Bzp070b17dwDAtGnT0KlTJwwePNilsv79999o1aoVAODYsWMmr7kS0lVSXtMAKW+j94nIcww9IJyGt+LIvQJknQZCGgGBtcu6NGWP9VG+8P0gB8TFxZk8nzNnDubOnetUHvpZXQcPHoxp06YBAFq2bIm9e/dixYoV6N69O3744Qfs2LEDR44ccbmsO3fudHnf0uA1DRD96P0ZM2aUmwE0ROQZnIa3gjn7GbB/AgAtAAXQfhXQYFxZl6rssD7KF74f5KDjx4+jVq1ahufO9n4AQEREBFQqlUVjpkmTJtizZw8AYMeOHTh79izCw8NN0jz66KPo2rUrkpOTnT5uWfOaO/nyNnqfiDzHsBAhB6F7v9wrRjd3kB4PTJS2V0asj/KF7wc5ISQkBKGhoYYfVxogvr6+aNu2LU6ePGmy/dSpU4iJiQEAzJgxA3/99RdSUlIMPwCwZMkSfPHFF1bznjRpEi5fvuxQOdavX4+vv/7a6fK7ymt6QMrb6H0i8hzREIJl8YLHy0IllHUaxTd3OqIGyDpTKUNdhOwzYH2UI7w+qRRkZ2fjzJkzhufnz59HSkoKqlSpgujoaLz88ssYNmwYunXrhp49e2Lr1q348ccfDT0bUVFRsgPPo6OjUa9ePavHrVatGpo2bYpOnTph0KBBaNOmDWrWrAl/f3/cvn0bx48fx549e7Bu3TrUqlULq1atcvu5W+M1DZDyNnqfiDxHW9EXIqxM8eYhjSA1JY0aj4ISCGnouTKY17e156pgQJ1tfbu11+3lY0QMbggpGMHoWvZ0fVCxkEZw6P2oTH+zVGJ//vknevbsaXg+ffp0ANKX64mJiRgyZAhWrFiBBQsWYMqUKbj33nuxYcMGdOnSpUTHfeONN/D888/js88+w4oVKywGn4eEhOCBBx7Ap59+ij59+pToWM7ymgZIeRu9T0SeU6EHoVe2ePPA2kBER+DGXt0GAWi30nM3ceb1XW8UcP4rK8/1rG239roCqDsSuLAGJg0tufc3sDZQfwxw7vPibS0W8qa2rATWBlq8BRydqdsgc31Wtr9ZKrEePXoYevKtGTt2LMaOHetwnvby06tevTpmzpyJmTNn4s6dO7h48SLy8vIQERGBBg0alNk9tNc0QMrb6H0i8hx9A6TCTcNrLd68Rt+KfQOqzi7+3T8SqO/4P90Skavv86uNEpg/t7fd2uta4MJX8un076+P0aK66hzTZL7hNo5FpS6iY/HvgXVMGxeV9W+WKoTw8HCLgexlxWsaIERUeRnaHRVtIcLKGG+uyQfu/iP9LqiA/HTpG+Wa/UzP2V6YlBx7IU9y9e1p+ve3iq4Bkn0BSP1J+r1GXyDtF+DcauCeFrbDvxwN+3L00byu3BliVNK8PB3ulHvJ9PfCO8WNwtL+m7V1rrlXEKH5G8htDoTVcz1U0B1lcXce9tIx5K3C8ZoGSH5+Pj744APs3LkTGRkZhnmT9Q4fPlxGJSOi0qZvZ1S4QejlYTyEp905Jt2w+VUF/GsCd/8GDjwNk1AWe2FSciEvJvvomaWVi+/3NKP3N7ooCar/PWJUHqX0cGMP8Es73TZHw8LshYnZY6P+SxJiVNK8yiLcKeeS6fPbKUBkD+n30vybtXWuZz+Dav8EdIYW4s9zXA8VdLT+3FHvjuZhLx1D3iokr5nTduzYsVi0aBFiYmIwcOBADB482OSHiCqu4hCsCjYIPbA2EHaf0QYPj4coC7d1XxaFxgF3jcfz6UJZbh60EiZlY1pUi7AYyKcNrA1EP26aJKyZG05KASj8TZ9bNpel7fr3N/cKWhYuh2Bc5rQtMvuYn7+17dbSOcpG/bs6DW1Jp7Qtqylxc82mLb1l9AVnQE1AFWL0opv+Zm2dq+41/bUiOHxNmHOw/txR747mYS8dp0WusLymB+Tnn3/Gli1b0Llz57IuChF5WPFChC6EYDkakuJoCEpJQoHM9808DWQZzf0eGiv/zZ6jZXF0lia5Osg+L+VZrZP8MZytN/3rop8UNnKzGiAUAFe3Sul87gEsJhXQAFd+gt2baPOQF1uhVeZplUbz9As+QECk1Asjp/FU4FSC5fY2HwNhscDZRODCaiCqF5D+a/Hr+ueqEKDb98CRV4DbfwItFxreX+HGPstJFcqaqAEy9kA2xOjKT4BfFel5cD3Hrq+7/8rndX0f4B9h/ZryrwtAqiOrZQm717HwMv117WiZQxoV94AExQA5F4Gr/wOqd5Vez7kCqDOLy2P+N+vq54at0C6Ilq+5ypFwMXeEmTmah710lTFMtZLwmgZIrVq1EBISYj8hEVU4xdPwOjkIXTYsxxoHQlAcCAUQzn8B/PmM2TGthct8CZOb8NxLUqPKeFYSR8vi1CxNtghA+09kjuFsvUlUADoDEHfMNt3t6g+wCGUBgH/esFM+WIa82AqtMk97+0jx72IRcE0/wYnM1Kv1RgCnlllurz1QuvkpuCE1QK6ZTZKif16lNRDVE4jqITVAci5K289+BuX+p+2fp6cJSqC6lWk//3zGxo5OXl+//8dmOhUUaKnsDuX+ZBfK4igboW0BuvUWghtK79m1X4FffpXLRLpB1hRIDdsSfG4gMNoyb5Nr102hg46Ei4U0cm0/izwcmM7YXkhbZQxTLSW9evXCxo0bLQahZ2Zm4uGHH8aOHTs8Wh6vCcF6//338eqrr+LixYtlXRQi8jDRlWl4rYblWGMnBMWB0BR/7Q0oLRofurSy4TJm5VfnAHlpNs7B0TAlmXNzODxHtHIMa6yVSSKYPVoyf8X8PTV/XWEZ8hJYW7qpk9N0bnFa4wHwwQ10h9MAggJo84F0YwNIj+1WAlXbSvmab9fnd0+r4jzM8zR+Xf94+7BROI3ZeQpKoN6TxcdyhF914wyA0CaO72tOUBSfc4Cz3yw7G/5lO50ALaI1O0u5h8hGGFPeVelX84alHFEthRI687cqF0KUc94sY6PrPLA20LS4AS8CQFS8fHmMZ/CS03aF/Z4DVQhM/+5k/ubsCawNxAyzf+zA2kDVdqbb2iwvThdYG4h6wOjFShCmWkqSk5NRWFhosT0/Px+7d+/2eHm8pgekTZs2yM/PR/369REYGGixEOGtW7fKqGREVNr0PSAWIVi2ekBcmfHIVgiKte1GoQDBYpppTL8rsk4DgTWLf3e0LO7k7DFcLpMI3Pc68M98mdf033rq33Pdt6mRPeTD1Oo8BuwfL/3eKxk48pLU66AKLE5jPAC+1kPAyQRpe8i9QOPJQO1B0vsZ0rD4BqfBOGl2KvPtgBTW4xMKFOlCcuo9Cfw9p7jMVfQNkPulx9tH5cOSAKDTWiBmKNDiTelYd08Af062THf/h8Df/ycdsyCjeHt4U8D3HiDzBNDkVSD6UalBqwqy/fjHWOnmt/1qoP4TUqO+sJT+nyqDAE2O/XSw1WD1JAev51tHgJAGlukd/NwAAKTqx//orvM6j5he58HFq10LABDWFEhPAqp1Axo9C+wdJo1DCm8G3NgHRA8DmrwovceiAOx8QGosVe9q/3zSt8Hki4DYqa4N+ja/jmr2t0yj1QDZZ3RPdOce2tg0jagu/r1aVw5Ad9Jff/1l+P348eNIT083PNdoNNi6dStq1arl8XJ5TQNk+PDhSE1Nxdtvv43IyEguPkhUibi0EKFc1709hhAUmS5/udAUs1CAbKEGRChK1gjJOg1Edpd+txbGIFdGdzIcw8GwD1fLpA9n+udNy+PUfgS4sqH4eb3RwPlE4PpeaRyJX1XTcSuFd6Tffe8BoroD9Z6QGiAX1hTH76clSWlC44Aq9xfnHXKv9Kj/ttmcte2CQurdyPhNl++90piAzBPSc39dQzKkEaAMBDS5wLXdkL2+qnU0PVZIQ+DP52Dx3kcPBm79oVvkEIAqVBqTkHkSUOjGt9QdAdzT3LK8cu5pITVAiu5Iz/OuSuU0BEi4saGryYGj14iIMm6EqEJ169XYOn/duaT+BMSMkHldAYRaCSFSBUk9LPqxJ5d117r+Ok//VRqLEqQLzTIeCA8UrzNTs5/U2Nyvu74ub5S2135Y6s3Si+wpNVhOLgXu+z/bUztf+taoDjKB7LPyp29rXEvmKSBdF9LjEy5dX7cOA4FmN7qpPwEFN6Vj1RoIXPwGOL1C10DOlsLgbhmFTWaesAxT1ZXFZIpiMmjZsiUEQYAgCOjVq5fF6wEBAfjggw88Xi6vaYDs3bsX+/btQ4sWLcq6KETkYcWD0M1esNUACawNVO9WfHNoly7MoEobwCes+IZM3+Uf2kS6cdCH1wiWYQn5igho750O5cn3LLOv/QhwZWPx8/AWwJ2juryUQPXuwLUdul4Po3OIHgpcWl+8TR8mE9kLuLa9uIzKQBvfLisAnxCg6K5jVdF2hXSMBuOAs584nr5aF+C6aVe+/kbS4obSPMzJPHzryibAt0rxt6jnvyy+iU82/yZVAO6dIv2qj6XXL+53+4jRlLY61/dIDRW91O+lOH1XvlkVjHrjfx8uDVzW29mnON4/oIZ0I3fctLdHFJQQ5EJK9GFlBybqwsSMwr+UAcXp1FnSc00eoC2UGiFhToRi6eP99ded/jG4PnDfjOLj23NPS2m6WjmCEvCrJq354nuP3R4WEQKKEAhf5BTvX/cJqdHlSFkcdc/9xbOymQuuB9z7vPXzF5RARCfpek/9XvqxoAV+Gyy99/qwLiikc/mlA2QbN/oFLYvuAN/XK75+dGOX1PCDCgXS+CNAagArlFJD8sa+4u363jc9X90EAqc/Bk6vtDGN7xPFDRB1lvRo3ADQszNlMPY/DUOjKzQWuPmHdA61HzLLQzcWSp0J5OnC0i6tN/rM030JovCV3oeC61JdGjdkzn4G1f6n0RmiNEUxp+k1cf78eYiiiPr16+PAgQOoVq2a4TVfX19Ur14dSqUToZ9u4jUNkNjYWOTl5ZV1MYioDOjbGU5NwyuKxd+Qt1gARPWWD0E5+7n0bWLdEbp/9H8ZNT4gNRQajAOufG96I9LmI/l/coLum+PI3sB9s4Adum+casSbNkD03yo2ela60bu8ybIBApjN2uQLxPxHd+4FRmkCpMaHwg/otlnqHVDnAIdflnoBms0Fjs2T0nb+LxBc17IuMk8D+0YD0EizOAHSTS0AxAwHYqeZ7iOogB3xgDZfGmwtisXn1PJdqRdHnQO16Iv9e3egfade8BEKi/c3D3MKb27WUNCa3ahqdd/MyxGBk8ukXwPrSN/M/jXbSlpd+tQfTJ+7spp17hWjRqCujCax/Lp4//Dmst8iixCg7rkLPlGd5POXC//KvSLduBmXXWP0vzG8GaDwscjKKmsNkJBGpsdXBUmLJgKm18/vw6Vzy9KF0dQfCzSaZHqthDSUZgK7uLb4PW31nvQFgXG6zFPAwYmAwh++2hyIECB02yz1VgXWLg5PsxdWZvwoV+a9TwBZp6QfAKg3Bmg4EUjuWxxOFxRtef7mef/SwYEKNhpTAgBNXgZOLIL1XiDj7brrJyre0Li7quqEaLXR2BTjcUY39km/q4JMB5LnXiluVOjz1Td0zMt6/kvLsuReknop/KoW52fcwNCXs0Zf6en+CabncXO/9Gg8AYRhzIxRuoxd8mUCgBBdWNbdY6Y9KWZjqgTjsnCcCAAgJkb6UsR8/byy5jUNkIULF+LFF1/EW2+9hWbNmlmMAQkNDS2jkhFRaTMJwaoCIApAOmz3gKTvkP5xKvykb8eNxwIYy0uXGiD6G68La6XHsKbSP7s7KVLjwOQfM4qn6tSHIeimDlXob2xrDZJmQApuKMU4n/3cdH91tvR47wu6kBvdDcPtI1Ke+n+exqEXYiHw71JdeFFK8Xb9jXlERykkQ08/+1Lqj7qxD9WA6McswxcAqSfi3/elb4RvHQGgLL5Jb/SMaTiHXs1+wJXNwKkPgeq9pBsthb/0zbG+4VRUhJvK69L+PjZujPX14TLdtRAU7fr4H2en9sw6Des3kkb5ZuyRfUmACMFqo0rHPPzL3rmZx8/bY6sBYn58uWsgZhjwz9vF71/j5yy/fQekRsRF3d+WMkBKZ9y4BqQetJRXIOh66sTw+yHUHlT8urVQOFuslfnYG0Zlfhao2kb6m9WHtvlUsX3MazvhUnja3WNwKkxR1ABnEgF1FkTBD1eU3YobIP6R0jTSgGlIYWiT4i9CANf+Hsyd+0LqpVVnAzcOWJ6DfnrkvKsyx9Klvb5XGpRvbYpmW/yrSZMj3D0mhZkFROnyOWGZD6fpterUqVNITk6WXdD79ddf92hZvKYB0q+f9E+1d+/eJttFUYQgCNBo3NgtS0Tlin4QeoOml4EXUTw0oXAbgIctdzDu2tcWSDc+1rrk9f+47/wFnF4FnFgoPb/7jy5c5Daw+xHL/W4fMQlDUEGBNsoOEDT/Sq8fngb4BEk3Y9lngFsHpe3moSrXd0lx4vpvB3MuAJtjpDCCmBHF4wn0+/01S/ftvhZQ+gNB9YHM41KajN9MQ4n0344ajt1KvvFhqItWUgPk3BfAnsdh+Md+94T84FUf3Rc/5z6XfgCpR+TCGudDIEq8Srku0Cso2rW8XJna05Hj2BgfI0IBUT9zVomOaZT3hbVSeJ6j9a9vaOScB7RFxb0CclOxyjHvlbx1SL4Bklc88BWaPPlrRKGSjnvrTwCAcOew66FxtmjVps9vH5EaIMahbRe+BCJtDHh29XrVT8XsjH/mSI9iAeqojXrc8q8V149xvrcOmdZbif+2ABx52X4aq9Mj667PggzLcEhHXUuWwmMBaYzM+UTraTlNr6xPPvkEzzzzDCIiIhAVFWUylloQBI83QLxmGt6dO3di586d2LFjh8mPfhsRVVyiKCLK5wba9/2n+FNLAUC90sbKukY3e7ZWzg1pKA3C1OQBB43/gYpS48Oam3+YjFsQoEVNzV6jBLpQgCCzG8zbf5k+10/VefQ1y32vbZe+zfOtIs2gZPw6oGt8nDAts/G53mP0rShg+i2pHH36qz/D5Gblz8ny9Xx+jXw+rqxUrB/zYDzlrfG0tPamqQ3QDfgOrGOZlzm5vF2Z2tORMhvGuXwC41EwIhRI8X2m5Me0+DcuOlf/ATWlsTWiRgpZNO8BsSX3CnB8kem2g5Pkr5V/l5hus7Yq9q1DhqeCs+fiiNwrwPF3zMr8jPQ3aB7aZuvY1q4x/TVgPoQ+Qhdmd/eYnQIKlvsavVJbY9abpv/8OPaW9bIbpql29pbPHbeIDuZhdxpqsfiLFBtEV/+WK4E333wTb731FtLT05GSkoIjR44Yfg4ftjIWqhR5TQ9I9+7dy7oIRFRGtCJQz/eqSVSB7hXnV9Y1Jyik3oXrTk4jq591yTgr8w2ixnSwMwT5slmbqlM/i0xQfaDwT8sy+IRBNhRCf67Gsy8BxT0i1lh73dEVjG2ld4TcmAd93L/5c318/5/PSd+s5qVKeegHoduK37eWtyscKbNxuutSnL46vA0uJf+FpiU9Zn4G8LvZegvO1L8gSNfJnaPSTFpZurEqoQ40QNy12rVJOhvXszs4M7W1vWPLXWP697zuSGkSAr06j0qND/0Ykxr9gbhX5K/N63st31Md2c8YR8reYJy0vodcvo2nAqcSLLff95qVKbKd4Ggejk5DbYem/VdQ1R/uQkErvtu3b2Po0KFlXQyDct0AuXTpEqKjox1On5qaWiZzGRNR6RJFEdlaf5nZFxWW01kWZlpmYK9L/p5WugaImwlKoEYf4Oir0vOgGN3YEblpdWXCau7qejfCmuhm6zG7ybinlW6Ap1l++nM1nh0HAPxr2C6vtalbra5g7ODq484wj7m39bxqW2m2HP0UpkDxtKVy+9o7lqvsldl4e4zuBqCoCMBflmmcPWbuFTi04rQt+gbI+S+lkEVBCYe+uXZqtWs3pisJm1Nbu3Bsa+911ANG7w+knrl7WhYPtI7sJa1pI6daJ8uy6MjOJudo2eXyFZRAvRHAqWWW261Nke0oR/NwdBpqO7RQQKzqyMQAldPQoUOxbds2TJo0qayLAqCch2C1bdsWTz/9NA4cOGA1zd27d/HJJ5+gadOm2Lhxo9V0ROS9qqSvwfcNXzRtfIgA0EWaiWZ7Lym2eHsvYPfDpjs70iUvNwDaWkiAoJR6JKwQjdO1WwncLg4pQc4FafpLeytu63NK3yr9emGN6X56Z1bI52d8rgr/4t+39zALMzFzcZ3lNmv1ZysExZMhEMZhZYKiOBSrspALA3O2/tW6HrLL30mPogb4oYHta8WZYzuZTtSlK5VwGmtlsbfqvbMEQZrKWO/3/wD514ufp7xqvX6t/G2JghKXlD0N9eN02Z09d9nPJeNztBU2pXA8D0fLaiNESxSUOOpKSGMFt2zZMsNPw4YNMXv2bIwZMwbvv/++yWvLli3zeNkEUbQ1jUzZunXrFt5++218/vnn8PHxQZs2bVCzZk34+/vj9u3bOH78OP755x+0adMGr732Gvr3l1ll04tcuXIFderUweXLl1G7dun/ERUVFWHLli0YMGCAxaxilR3rRl6Z1EvuFYibYywX97sKoKa9Rc0UQN8/5GfCMcofm2NgMR++fr/cK5ZhPL+0d+y4ATUs8xaUQJ99llPRAlIst7W8BaU0xe5vg0xft5Vf7hVgc7Rl+sEXLP9R26sHa8zrx6wMpX7NXP0fkDxA+j2wNvDwZfcfoxS4vV7074Oz4WRy14ietWvF1WM7mK7o7nns3/412vceCZ/SWlTOWllcrUe5/K3Vq569+jX72yryj8GW5L8woEdz+ORfdL3szp673Geg8d+68ev6aY+rdXQuD0fLaiUfQ9146H+Tp+/XXFWvnmN/P4Ig4Ny5c6VcGlPlOgSrSpUqeO+99/Dmm29iy5Yt2L17Ny5cuIC8vDxERERg5MiR6Nu3L5o2dSmKloi8QdZp+ZXF7wHsT2epLV6Qzkb+lt38RvuZh1hc2+n4ca3Fm6tz5MMv1NnW8xY10lodcjHy1vJzJqbeXj1Y464wJlcZj1vxiyy7cpQ1V98HW1MJOzr+wtFjO5HuprJZ6V5XtsLk3HFcR6dotlW/5mXRh+0F1pZf7buk74OrdWJvqmZnymZvP2v5lDSksYI6f/68/URlpFyHYOn5+/vjkUcewZIlS7Bp0yZs3boVa9aswYsvvuhy42P58uWoV68e/P390bp1a+zevdtq2o0bNyI+Ph7VqlVDaGgoOnbsiF9++cUi3YYNGxAXFwc/Pz/ExcVh06ZNLpWNiIyENIIo91EVAEC0MaUsIBsHvWz7aSxJOmWSv8VHoa3Yb7n01o7rzrxNYr1LkJ+19M6Wtby4+nPx77cP2Q8bctKSpFNYtv207GsW15I3snfNlff3v7xy5nOCqBLyigaIu61fvx5Tp07FrFmzcOTIEXTt2hX9+/fHpUuXZNPv2rUL8fHx2LJlCw4dOoSePXvioYcewpEjxat67tu3D8OGDcOoUaNw9OhRjBo1Co8//jj279/vqdMiqpgCa+NcnXnFzzUAinS/i9Znx1OLCvwaMt/k27Jl209jcdIpKBVGDRdnY+itxCbLxq2XNG89V+PUnTm+O8YSeJphymUjbp62VakQsFimESJ7LXmj8jKWp6KxN4aB9UseNn36dNmfF198EbNmzcIXX3yBW7dueaw85ToEq7QsXrwY48aNw/jx4wEACQkJ+OWXX/Dxxx9jwYIFFukTEhJMnr/99tv4/vvv8eOPP6JVq1aGNPHx8Zg5cyYAYObMmfjtt9+QkJCAtWvXlu4JEVVwmUHSQOP8bB/4zywCZgCoBRhChsKbA+0/NYkJ/vKoEvN3ZGJ6wGlM6d3IcMM4Pb4xpvQ2m2JUbipVW2TSq+PmyMetlyRvuThpN5TVLWnLA2enXHaB/lpZrOvpsHstlXdFV4DC04BvI8BH5prSX3P+QYAqW0rvU86vg/LK0SmaiTxAv96HRqPBvffeC1EUcfr0aSiVSsTGxmL58uV48cUXsWfPHsTFxZV6eSpdA6SwsBCHDh3CjBkzTLb36dMHe/futbKXKa1Wi6ysLFSpUsWwbd++fZg2bZpJur59+1o0XojIeX750uC4rOuB8L91F7gFqQEi6KaprdrWIvZ4bB8gWyndKC7dfhoarWj7htHZGGWZ2GSrceslzbu08ytJ3mXJE9O2wrQRsmz7aajtXUvl1Z3PgHT94pkKIGoVED5Oes34fb/zGZBmJR05x9ExDESlbPDgwahSpQq++OILhIaGAgAyMzMxbtw4dOnSBU8//TRGjBiBadOmyQ4zcLdK1wC5ceMGNBoNIiNNBytGRkYiPT3doTzef/995OTk4PHHHzdsS09PdzrPgoICFBQUGJ5nZWUBANRqNYqKiqzt5jb6Y3jiWN6GdSOvrOrFL/cMACD3ZgCAu8AN3QuCNK2lJrA+tDJleqZbXSxOOgWNVoSPUsAz3eqWWtl5zcgr1XrxiYTQ5mMoD02GIGogCkpoWi+H6BOpG5TqPg+3iMLipFNQu+la8vj1or4CVfoEowkdtBDTJ0Lt1wtQ1XY+XSni35I81ot1nq4btVrtkeO407vvvoukpCRD4wMAQkNDMXfuXPTp0wcvvPACXn/9dfTp08dGLu5T6RogeoLpamYQRdFim5y1a9di7ty5+P7771G9evUS5blgwQLMmzfPYvv27dsRERFhtyzukpSU5LFjeRvWjTxP10ujzD8BJZBzS7emxU3T1w+dykTauS0W+/1yRQAgxVwXaUS8sOp/6Fu7dGce5zUjr/TqJRL+/isRJKYhR6iB/BMRwAnLa6Gkvj2vv5ZEFGngtmvJU9dLRMDf6BxtGq4mQIP9u7/GzbxmTqfzBP4tyWO9WOepurlx44b9ROXM3bt3kZGRYRFedf36dWRmSgv4hoeHo7Cw0CPl8aoGyMmTJ/HBBx/gxIkTEAQBsbGxeP7553Hvvfc6nEdERASUSqVFz0RGRoZFD4a59evXY9y4cfj222/xwAMPmLwWFRXldJ4zZ87E9OnTDc9TU1MRFxeH3r17e2RF96KiIiQlJSE+Pp5rXZipsHWTewVC9hmIwQ7GH5uld7penD2elX1zt98F8oHcm/INkFbdH0erMNObow93nsWWy2ehVAjQaEU80b4O1uy/jEaNGuC5ng2cK4sDKuw1U0Juqxf1FQhFZyAKQRDEHIg+UpiVUHQGoo/lt/gmac0ffRpK6e2l0z3+99AdaHAGzar6IyKgEPH31cePR88gJ7QhHm8dbv84NuqlT884+OCCzbQm52SezsFzEIVeEFNfh2A0NawIJdp3HWmWX3OIF2fDdM1PXTpDfbtYVgep8y7g8B/rcX+HYVAF1HV6f+cOZlZWe/Xs4jmVqEz6zfp6adsdPsp8+9eCk9e53fT26siRMjh6DCfPqUjjj8MHf/PMNQPpfs3bDB48GGPHjsX777+Ptm3bQhAEHDhwAC+99BIefvhhAMCBAwfQuHFjj5THaxog3333HYYPH442bdqgY8eOAIA//vgDTZs2xTfffIOhQ4c6lI+vry9at26NpKQkDBkyxLA9KSkJgwcPtrrf2rVrMXbsWKxduxYPPvigxesdO3ZEUlKSyTiQbdu2oVOnTlbz9PPzg5+fn+G5vgWqUqk8egPj4+PDGyYrKlTdnP1MN2OQLq67/SppkKQz6aNHA3CwXpw9no19gwXpoyrvlu7vxawB4hMeC6iKy7Ns+2ks3XEW0+Mb44Mdp6EBMLJDXVQPDZBmLlIqSy1+v0JdM25Uonq5/QlwbSJM11XQ3yKLMBmnYDLOwRoFEDoKyPzKTjrJ8ChgRA1AFKUFrgGj51dt7Wl7/ER0WBL8rz6iC3eykdba2A2HztWoLKo6gFo/26MAIWolfALM1pOw6NRRSOkKdlgfP+JIWR115zOo0iegc7QW4tU5EEpz/Il5WU2uCWv1XMpjYmy814Z6uaa/+u1dC85d5/bTK4DQJ4DMNZblsyi7tTwdOIYL56QE0DkapX/N6KhUXnP7bLBy5UpMmzYN//nPfwwhZCqVCk8++SSWLFkCAIiNjcWnn37qkfKU65XQjdWvXx9PPPEE5s+fb7J9zpw5+Oqrr5xawXH9+vUYNWoUVqxYgY4dO2LVqlX45JNP8M8//yAmJgYzZ85EamoqvvzySwBS42P06NFYunQpHnnkEUM+AQEBCAsLAwDs3bsX3bp1w1tvvYXBgwfj+++/x2uvvYY9e/agffv2DpWLK6GXHxWubuRWuba1Cq+V9EUDTju22qyzx7O3LwCNKGD7m23R598DQCSAxboXZFa/XqKbHnVK70Zo8H9boNGK+HlKF9xXMwzLdAPSp8W791ueCnfNuEmJ66XoCnDWzorSAAAlELMPuNgBjt1seYoSaHDBYiaporzzUF1oAEEQbactugKcNf97cMO5+sYC9U9Ybr+9HLj2bPHzkOFA9UXyZXC0rDLnL6uk+ztD9ljmrNWzJ8tk770u6+teVxeAA/XpRJ4lOqdSen+MeMtK6HKys7Nx7tw5iKKIBg0aIDg4uEzK4TVNuPT0dIwePdpi+xNPPIF3333XqbyGDRuGmzdvYv78+UhLS0PTpk2xZcsWxMTEAADS0tJM1gRZuXIl1Go1nn32WTz7bPEH85NPPonExEQAQKdOnbBu3Tq89tprmD17Nho0aID169c73Pigci73ijTlZ0gj12cwcUcezuRrvN3Z6Uqv75VNL2SfLc47/wKgCpZW79Y/6stg7XhXfgLC7rXcz3h/2RW5gdvqUAhq3dfPxlOVB9axSGvcuKjmfx31Qq9Coa4HIMz5ng+5aUudZS8PR4/hbFn06RXBgDa7+FG/v3F+gGne5sdyNC/z17V+iAj4G1A3B3zqWU9nLd9CB1aUBgBogNw9KF+NDwDQAFk/AX73SudWeB4QAKHwmlnjQyatNhso/BeW56QB7n4js91RgpRv5n+l98S43u9+LSXx7wDk/wHk7gQy18uXIXcfoIqwX9bCM45dUwUn5Pc3rxPza8SaoitA7l6pu0B/nvp98mQ+4yxYq2cnyuTo35EiGMjdbaWebV3XZX3d6+pCzHVjGUp6fRtdc2QhODgYzZs3L+tieE8DpEePHti9ezcaNjSdXnHPnj3o2rWr0/lNnjwZkydPln1N36jQS05OdijPxx57DI899pjTZaFyriShRO7Mw5l8zbe3XAiHpys9+xmw/2nL7YISYnADRBe9D9XPj0D+n4OuDDX6ypf3z2fsnJACqDNE9pWqqruoeX8GcAZAJ0j3pAKAG39IZZapT+3tT/H7YxOgVIgQc18D7jgfDlLi0At7eTh6DGfLYjM8xzyMwSycydmQCRuvq6ALjbg4x/lwkKhVQEA3B9ICgBII7AKL67w8yLC87pUyyayllXUnwbWyqOoA8AHU54Crw6ynyz8AQAlo0oHrL8kkEIC0/8B+XSsB34Z2wp3ssFon9v5enoZl41V/7C/tHxewXs+OlKkk52xg77rWvy7AsYZ6KXD0mnWGq9c3AMM1R3jkkUeQmJiI0NBQkwgeORs3bvRQqSResxL6oEGD8Oqrr+K5557DmjVrsGbNGjz33HOYMWMGhgwZgh9++MHwQ+Q2hpWWi6ekdHqlZXfk4Uy+Nw9abj86E6jRz3T/Bk9b9n4Y8pT5R9bqPQBAy8LlRlN0mtOVId/V1VS1wOUNsq8IAhD30HmgPoDxKL5nhihfn0VXIFybCKVCOhcBWiB9ovQNpCOKrpjdwDu5vyN5OHoMZ8tikd6cFshcbfS6iOL33Pw18+f28jIlGB7t5SOTb/pEIO8Px5KHjgIC2gJB8Y6lF5wPO9AHLLvjNq/M1k/3vQ9Qn3cgoRaAxsbrIhx6L6NWSo/m169T14I1tv5e5BofxseWeU0IKWF5jMqUd9A95xz6hO66Lp4a1aTkVV6VXvdtWrJieznR8KiUrjn2fgAAwsLCDLOxhoWF2fzxNK/pAdH3VixfvhzLly+XfQ2QpsLVaGx9aJJd+i5idTCQn20/ZMi8i9mZUCN9WmuhPPaUdH/zfMz2EzJ+g2wo0cn3gXtflNKal0Gfh357tkxYgnH4092DwO3dgH9jQAiyHp5k/nhXJlxB1ABnlstvv/u39LtPMFCUDdz9E7iaCBTeAnyrSI851yz31cs6AKHwisksOrJEDXDiLel3vwigwH3TFQoKAN1h+dWJqAFu7wNE03AQy4aSjdAJ80dr4STW9teHGuVXk957wx2mjTwcPYazZZENZfFGGulbZAAIHgLcMwXI3gLcNgq7FUIBMRMoOivd9BX8K22v+joQPBDQ5gCKoOLHtHFA4d+AmC2lq7EW8G1gmc7s8Z8rVzFj8zkE+eRjzfheUAl51tMXngCuyfewl5rqHwN+sZZlEXOBK0YTpyjC4NFvykOGAvmHUHrXo0y4jcNhe2bELPeVqUQhRAAQCCAXKNRd14XSdX3yxuOo3+IF+Nz6PyDvN0B9GcjZbXgdUZ8DYr789WftGrF2verTl+b17OgxwqfK94ro9ldrfbF/3w607zrScmKFSuyLL76Q/b088JpB6JVBuRiEru8yvqEFDMNgbIQMmXcxF40C/jYK3bAVamQSJmTO2VmaXNhfNh9pv6Lo0Tj2/TS0LPzIxjeVAlBvNHDevEtdAdQbJbPdrHwPXwTOvgb8vdp+Gd0pCECOa7vqo57KVGMAp8w3KoCmIuBbdh9n+rqxrKMyDI2oUAQg6hMgsBdwrr795NWXAlWmWG6/8iiQbRRqEPWpQ2F1v5+5gZGf7gcAnHyzH/xUVoOoHBzg7E52Bt2eiTGa/Qrw6DUZvUsaf+HQRALFjGccs03m3AvOAuedCcExr4/y+TcrAvj72jg06fQxfK5PBDJlbigjPwGC+zk3mN/e4H+Xrmf9t0S29nH0GPYnA/D0JCDeOghdrVYjOTkZZ8+exYgRIxASEoKrV68iNDTU44PRvSYEizxAH7ZRaNz4AKyGDJmHeRRqdTfTDoQaWYQPmbMTplTS/a3mUxzGJIUa2SIC5+W61LVWthuJFoH8FM83PgCXGx9AOWh8RAMI1j3qCQqpPsuw8QEYhxqRMfe9K6IU2qJxsEctY7p8aE72ZtNtDobVabTFZ6K1dx/mU1saB2B9pIdpyEjokzbTSqylsxNyUnRF+pZcLj+XjucIJeDXQvo1/7BUNr/WZkmqW+6mI0KJS5k9pbqxSZA/d4dCzPSs3QbJ1LPL9eEeAoCm1b8A8g/qwrlkXJskPZpcf3auEYvr1Sy93Os260Ippbe5j71jwDRdQFvnzoksXLx4Ec2aNcPgwYPx7LPP4vr16wCARYsW4aWX5MZ5la5yHYK1bNkyTJgwAf7+/li2bJnNtFOmyHzTRc4p1M0+VCDzmtyMSfr0eo7uB1id6cihfd2xv618RA0UN/baDzVylQpAhAjccP9qzW4XCeCajddrAwgAkA9A7h5Hry4AHxSPozR/tLZ/XUgNjgIAfgB8ddsjAITqttd8DciaL7NzeVEOvkl1ZyiFvbzMwjw0eX9DdUPm89nZcBAAxTP+OMJaaI5MKJsDM+ZojYIFtI4EDoSPA4L6Snkbn2PhBUAA1EIt05CRam9apjV+9G0oldE8nX67NbLhSKIUeqaq5tzxcvcA16dbHsP8vfRtCNz9DCg4CuQfAcQioOi06T6aDOmxxtdS+K7RsdWKGKRs+ws1m38GH+1Fy7Ll7gJuzpGmEpbrvcrWfbaGDAOCH5Xu3DU35K+rKq8Bt8w/P2Tqx1r9uxp2Z15nDu6vELQQ823N4KW7no2vP3vXCGA/vdzr1urCeH9r+9g7hlxezp4TmXjhhRfQpk0bHD16FFWrVjVsHzJkCMaPH+/x8pTrBsiSJUswcuRI+Pv7GxZJkSMIAhsg7uDbCIAA+MkNzjOaMcl4GkHjrmo/y92szrQU0gh2Z6uxtq9hfzvd5Lb215+Dj0x3gKCENqITFCilb7PVANQKoOYAAB+XxhHcJxy2GyDhkBoFfrDdAAlGceNBjrX99fvJ7esLQCUAVQYCWW/C1rXkeDhHaTAOzCqLxogSCBko/bP2bQhcew6uhwbZy8vodR1REQPx+guW612YpTOwWUZnZrqSmQnHV+5zx7EZc4wbHRpHI5d9alueY0Bb6bGoCDfzrhev+iyX1tE8bbF2zoEdnT+eqoZuRizb7zkAwK+V9Ji3SwrV1d4FFPcAgV2BbN1kMT4NgLARlscsKgLwl1Q3PjLx/H5NgZtzpZt2uamEs76T0gX2AsJ0ixQXXbF+vd4y//ywUT/W6t+pvy2ZOnNwf62ogNa/E5S2ZsXSX8/OXiv20pu/7kj+zu5T0tfJqj179uD333+Hr6/pP9SYmJgyWdm9XIdgnT9/3tBKO3/+vNUfZxYhJBt8agP+HaUbuwDjFwSg3UqpJ+HOZ1Kc5uVeUjymyigWRgVAMG7TKor3MxdYWxqjYUuTx633XgTWBiJ72thZsH5s43O49pBZK0NX5qA6ppsFBVBF5jBV2sof/p77LYpj8uj3gnTjHBxk4xycIFc2a9utpTVXv5Y0XsToLRaNH6NR3DDwFYB7O8nnY5zOGl/T48jtJ5ocXPf4zyDphi7kMatZq7UKfHemtwPhHNY4FnphXrzi3SOkx9DRNvIoaRiOjfROhVIIKP634GzIhJWQCFVtpFybbFT/zoaDmJ2LRSiGcZmtnLfVvB0P49AY3etptWXRkHRRCc65RHkVnpQei84D13TTtGpvA+rrxWmKzhVPMuAMVQSg0jVMrg4DLrbT/U/SPepDzq49U5y/tbK7K7TH1nVr6+/I6v6W17UIJY5eewbwNy+z0bEYlkRWaLVa2Umarly5gpAQd8wA55xy3QNCHiZqgaIz0h2UcTiV0h+o+4T8VKDqi8XpimIB8d/i5zX62B4EXn8s8OcUQJMLdFgJ3JwEKETgHIAiAHnrgaJF8h+mogjkXJB+b/6GtO6EOgfISQX+eAJQ+AF1R1ruZ34O2TC9Y4zsCjQYB+G09E9LG9YMijbLAPU2IGsBUFO3z426QPYFIEs3GrrWw8B9M4Fdg4H8dEC/YJ+hvAAUPkBoEXAHQJ4PoCkE8nOl12sDCPIBav4ozUilzpFm6bk8SKoTQ7iSAqjzvTSFqNIfuNAT8M0Hor8Abm0Gbn4PKAMATV5xyFLsaEAYCNxdA+AHIPwBIPgFKTzNJxwoulP8qAoB0p6T8vTPlo7b6BUgriuQdQZqIRj//rUPse0egk9QOFB0CUh/EoAfEPQH0BTStaMAoBWAmM+BoLo2ZxcyPNbJAeKypXKFNASUeboFxOpi+/FzSNhxFQt2fYimF85BXAYINQDk6z40NTelx/BngbAnDXnezr6N/h+nIT03AlEN3kXXmLuOlcWR0BezR8MsLB17wUebCtyYAxSdADS6G64qU+yHLLgahmMvvTFboRT6b05dCZmwERJx6W48mrZ/UQqncTYcxJFQDH2ZHQlLcjGMw3gMiMabGiCAe0NXHMmr6ApwfYb8/vn7jJ7oxvUE9XWuTEVXHJ9K2Dh/a2V3V/3Yum5t/R3J7S9zXasVMbh08i80tXcsIhnx8fFISEjAqlXSl7+CICA7Oxtz5szBgAEDPF4er2mAPPbYY2jTpg1mzDD9UHv33Xdx4MABfPvtt2VUMi+WdRANlN8DadcBbSbgJ0hxuXf8AG2B9OWKMhgozAb+fgGo0QKAFiiE0U2m0eN1XeMjuK50c57xG3B+ERAWB/gFAQU5QOap4ulm/apJjQ8AuCcQKNT9U78HQAaAm1og9SsAfsXTxOofiwqB7HMAlECd+6Ubba0ohWb5VwXyb0plrt7RdD8hH8jSFt+c39bVhT+kcQjX9wHnFkFx7r8AALFKEyBYBDK2Sul8IfUgBHQGTlwAiu5K2+u0A8JqAnUeBU5/VLw9AECe7hihTYCwLODOeeDKN9JJqkWp/mrUBjRXAJ8jQGBv6VwKLgEh5jc6WiAgDwgbCBScBILzASEACBsl/eMp/L74gL6x0tSM2gNA1QeBoiNS+Ff4WCB0oI2ekF+BrHVSyAQAVJ0qhV5UAVBUhHNHqiH2ngGAj4/UaL3+CqC5Vlw/hl4LUWp8BPWwdiBLQZAtV7q6Ov6+eQxZfwUBlwDtr0ooR2mAOgeA7GQgN1lKWOWF4lW9AeQX5iE9dwcAIFesAQS1crws5ux1/etDavzbAj6dAPUFqW4AACpp/QWFn3vCC0oahmAvLMKdIRN61sJpXM3XVplLmrcMl0KwyhN3hq7Yy0t2rI01Lqxa7dQ0u2b5Wyu7u+qnpPnbuq71oWnO5kkEaVhDz549ERcXh/z8fIwYMQKnT59GREQE1q5d6/HyeE0D5LfffsOcOXMstvfr1w/vvfdeGZTIy/09Bqq/V6MpAHGP0VR+VQDc0nV/aAAodXPlH18JHNe/bifv7Au6QX95wL5XjfI1T6iLR1IBuDYaFjHymQD2/p+dg2mAvx+UBiXr6Xulj6+SfqwxLlO+7vDaQuCPVw2RUorz/wU0/zXNHwAKLpg+T/0/oPA1IPde0+3GPeh3/gbEarrfrwB3EqXftQBuFEkNrxszgRvWiwxAWn1YzAQUgdJzvxbSeJeArpDu/gul7YW63pnCf4E0oxWPjUMg5CjMwsKyt1ifplRQSGso5MkNFHEstt4R+i+cBd2Nnyjq3qGoU8AVo1C83F0mDRDTmYs8fNMo5hk9UQOZa5xfRZ3KDadmwarsZMedWOPC50Rp509UAdWsWRMpKSlYu3YtDh8+DK1Wi3HjxmHkyJEICAiwn4GblesxIMays7MtBs4AgI+PDzIzM8ugRF7s7kHg79Xy04aaNxIKzZ7ba3zomd/rye6nS6TS/y5Kx8tw8Bh6l1BczkI4Ps2seZmMymxSN8b5649x7nfTfS8DyNECqSdMt5uURQTuWjm589cs69oqXVhB7i7pqb/uW33NdbOCWvnnLDc9qV7RFeCu2dzy9lbcztsn84J7Y5H1yxUJoghEAsqRavmEZmU1vlH06LfWRVeAG/NMtzm7ijqVK17fA+JJJR0P4XL+5jgmgshYQEAAxo4diw8//BDLly/H+PHjy6TxAXhRD0jTpk2xfv16vP766ybb161bh7i4uDIqlZe6vbusS2DK+H+I3FS+jiiA9OW/q/s7mr/+dznZbjyGXRog74D0q74BUnjaenLzfa2FPDg7Tam1UIgaa4tnn3EDfe+FABGIkTp85JmW1XTqVLcVx74STPdK5ZPJteRtY0DKQknHQ7iSvyNjoIgqmR9++MGhdIMGDSrlkpjymgbI7Nmz8eijj+Ls2bPo1asXAGD79u1Yu3Ytx384656uZV0CU37mv7swXamf2aO7WZRRRrAbj2GXAijQhVipakmPDocl2AhJcHaaUltTfLqR/n5PIYrARWmJF/lGiGlZNWV101iC6V6pfDKZBYs9II4pq/EWRGTw8MMPmzwXBMEQVWC8TW6GrNLkNSFYgwYNwubNm3HmzBlMnjwZL774Iq5cuYJff/3VonLJjrC2QLMn5acNNe+Jc3TKVnPO7Gd8TF8AjVs7dyyT6WBhOZ2ro4zKbHW6WQjWp4wNktluXA+CEqhlZaraezsBvs5M0aqFocvlykPSVJNWp1g1DrJTlGxF3JKmd5HWOATrGpD3TrA0RsmE5bG1ZTVzkYfqhTynzK4lIqIS0Gq1Jj+BgYE4c+aMyTZPNz4AL+oBAYAHH3wQDz74YFkXo2Jolgh1rQn4d+9naFI7CKrjHwBBdYB7GgNXtktT5DaZBKhygJuHgT0vWuZRH9L9lX562FqfSVO5hjQE/IKBuxeA5Kcs99N/Mazv6DAPOwr+03I618j3AFFhOW2s/ljWpnPVpxO0wLUXpZtWi2VjFECv74GQYKAgW366Wf0Kxmn/kQodgeKVuGVX6DaaglYdBOTnSGUNrC2Nwbnze3HZwjtLjcKiK7anaL3nWeBie1j2DhlNNWltitXcfVJ9Bziw+Ji7V9B1A9G4BwRAwU+BCNyWDbz+JPDUs1bDLTRlGbfPVXsrFI2zK6ETEZFVXtUAuXPnDr777jucO3cOL730EqpUqYLDhw8jMjIStWrVKuvieZ+QtjinuY7Y+q2A4x8AuakwfGMb/Zh0UwwA1w/L768EYFi7RguE1TWdcjV7p/x+/gByUXwf7SOTxnw616r3l2w615yd0jGz5BJrpXU1gnoU72c+3SwgrbBrHFJja4VuX7MpaMOMXg9rW1y3xuyFE2jNFy0xZjS+QG4aR2fHYzgb2lDKoRCGHhDd+WsVCmmF9msxxStLyyjTWbAAhohUIKbrgJRhQYiIKgCvaYD89ddfeOCBBxAWFoYLFy5g/PjxqFKlCjZt2oSLFy/iyy+/LOsieq+AGoB/JJB/rXhxv3uM1kuwNmbEZMyCTHx7iJUxCUGQGgN6dgdeuyF2Xh+T7ydz5yAopd4JR/Moq6kfbR6/Yo8vEM1+0yp00aN2vokus1mwqMIxmQWLIVhERCXiNWNApk+fjjFjxuD06dPw9/c3bO/fvz927dpVhiWrIIwbHAE1gICo4ue6MSMmTMYsWIlvD6wNtF9VPFpYUEr5hJgmQ9VRsBy34ObYeX1Mvq/SdJyGoATarZTK6mgepTW1ZEmOX8HHF+hv/vQhWKKg++iysyBDmQ1CpwrHpDeNjVki8lKCIEAQBPsJS5nX9IAcPHgQK1eutNheq1YtpKenl0GJKpgq9wNputW+Q2MtX2+WCEQ/K41dMB+zYCu+vcE4oEZfaTyGfgzEnUnAOd0sSf5RQK0vgaK3LcctuDt2Xh+TX+cM0MxsXIazeZTW1JIlOX4Fpr/f0y9E6GgPiIYDh8lNeC0RkTe65557TBoc2dnZaNWqFRQK0z6IW7ccXejNPbymAeLv7y+74ODJkydRrVq1MihRBVNgdOFdSwbOfiY1HoyZj11wNL49sLbpTf6NY8W/56cXH8t83EJp3FQb5xtmO6lDeTiy3d0q4bgCfe+FUheCpXGwB0Qsq3VAqMIxbuuyB4SIvEVCQkJZF0GW1zRABg8ejPnz5+O///0vAKkL6dKlS5gxYwYeffTRMi6dl8u9ApxZZbRBBA5MlHounOkdcPRYByaabiutY1GFYVgHRP9coQtDc6IHhDeNVBKcBYuIvNGTTz5pP1EZ8JoxIO+99x6uX7+O6tWrIy8vD927d0fDhg0REhKCt956q6yL59WE7DOwGNgsaqSwKXfLklkhurSORRWG+RgQR3tANBw4TG7CWbCIiNzHa3pAQkNDsWfPHuzYsQOHDx+GVqvF/fffjwceeKCsi+b1xOCGsJhdydGZoZwlNzNWaR2LKgx9KJWCs2BRGeFChERE7uMVDRC1Wg1/f3+kpKSgV69e6NWrV1kXqWLRz1Z1YKLUG+HMzFDl+VhUYRSHYOkaIJwFizyMIVhERO7jFQ0QlUqFmJiYMlkqvtKQm62qIhyLKgSLhQj1M3rY7QFh2Ay5B3tAiIjcx2vGgLz22muYOXOmx6cJq1QCawORPTzTIPDkscjrmQ9C17gwCJ0hWFQSJuOJeC0RkZf566+/rL62efNmzxVExyt6QABg2bJlOHPmDGrWrImYmBgEBQWZvH748OEyKhkRlTbRbBC6oyFYxqEyIm8aqQSMOz14LRGRt+nbty9+//131K9f32T7hg0bMHr0aOTk5Hi0PF7TABk8eHC5WLmRiDxPf7snmK8DYi8Ei7NgkZswnI+IXLVr1y68++67OHToENLS0rBp0yY8/PDDJmlOnDiBV199Fb/99hu0Wi3uu+8+/Pe//0V0dDRu3bqFOXPmYNu2bbh8+TIiIiLw8MMP44033kBYmGOLmj3zzDPo3bs39u7dixo1agAA1q9fj7FjxyIxMdHNZ2yf1zRA5s6dW9ZFIKIyor/5c3oaXs6CRW7CldCJyFU5OTlo0aIFnnrqKdm1686ePYsuXbpg3LhxmDdvHsLCwnDixAn4+/sDAK5evYqrV6/ivffeQ1xcHC5evIhJkybh6tWr+O677xwqw+uvv46bN2/igQcewO7du7F161aMHz8eX331VZmsp1fuGyC5ubl4+eWXsXnzZhQVFeGBBx7AsmXLEBERUdZFIyIPMZ8FS+PgNLycBYvchbNgEZGr+vfvj/79+1t9fdasWRgwYAAWLVpk2GYcKtW0aVNs2LDB8LxBgwZ466238MQTT0CtVkOlcux2funSpRg1ahQ6dOiA1NRUrF27FoMHD3bhjEqu3DdA5syZg8TERIwcORL+/v5Yu3YtnnnmGXz77bdlXTQi8hDDLFhO9oAwbIbchbNgEVFp0Gq1+Pnnn/HKK6+gb9++OHLkCOrVq4eZM2dahGkZu3v3LkJDQ202Pn744QeLbQ8//DB+++03DB8+HIIgGNIMGjSoxOfijHLfANm4cSM+++wz/Oc//wEAPPHEE+jcuTM0Gg2USmUZl46IPMFiIUIHp+E1vlHkt9ZUEuwBISJzWVlZyMzMNDz38/ODn5+fU3lkZGQgOzsbCxcuxJtvvol33nkHW7duxSOPPIKdO3eie/fuFvvcvHkTb7zxBiZOnGgzb1sNmM8//xyff/45AEAQBI8vdVHup+G9fPkyunbtanjerl07qFQqXL16tQxLRUSepG9HCLpHRwehazgIndzEZDwRryUiAhAXF4ewsDDDz4IFC5zOQ6vryR88eDCmTZuGli1bYsaMGRg4cCBWrFhhkT4zMxMPPvgg4uLiMGfOHLt5O/JTFuvslfsGiEajga+vr8k2lUoFtVpdonyXL1+OevXqwd/fH61bt8bu3butpk1LS8OIESNw7733QqFQYOrUqRZpEhMTIQiCxU9+fn6JyklExd84K0Tpg9rRECyR31qTm5heS2VYECIqN44fP467d+8afmbOnOl0HhEREVCpVIiLizPZ3qRJE1y6dMlkW1ZWFvr164fg4GBs2rQJPj4+JSp/WSr3IViiKGLMmDEmXVr5+fmYNGmSyVogGzdudDjP9evXY+rUqVi+fDk6d+6MlStXon///jh+/Diio6Mt0hcUFKBatWqYNWsWlixZYjXf0NBQnDx50mSbfgYDInKd+Q2fwz0gRu0TNkCoJEzC+dgCISIAISEhCA0NLVEevr6+aNu2rcX946lTpxATE2N4npmZib59+8LPzw8//PCDS/eX27dvx/bt25GRkWHoedHTh2N5SrlvgDz55JMW25544okS5bl48WKMGzcO48ePBwAkJCTgl19+wccffyzbfVa3bl0sXboUgO03SBAEREVFlahsRGRJdLEHhCFY5C5cCZ2IXJWdnY0zZ84Ynp8/fx4pKSmoUqUKoqOj8fLLL2PYsGHo1q0bevbsia1bt+LHH39EcnIyAKnno0+fPsjNzcWaNWuQmZlpGHtSrVo1h8ZEz5s3D/Pnz0ebNm1Qo0aNMl9br9w3QL744gu35ldYWIhDhw5hxowZJtv79OmDvXv3lijv7OxsxMTEQKPRoGXLlnjjjTfQqlUrq+kLCgpQUFBgeJ6VlQUAUKvVKCoqKlFZHKE/hieO5W1YN/LKql7Uuq4M/SxYat0Hp1ajgcZGWYqKikM1izTaUi03rxl5FaVe1Orixm5hUck/oytKvZQG1o081ot1nq4bZ4cB/Pnnn+jZs6fh+fTp0wFIX7InJiZiyJAhWLFiBRYsWIApU6bg3nvvxYYNG9ClSxcAwKFDh7B//34AQMOGDU3yPn/+POrWrWu3DCtWrEBiYiJGjRrlVNlLS7lvgLjbjRs3oNFoEBkZabI9MjIS6enpLucbGxuLxMRENGvWDJmZmVi6dCk6d+6Mo0ePolGjRrL7LFiwAPPmzbPYvn37do+uc5KUlOSxY3kb1o08T9fLpcsKAAqIGulDv0j3BfSVy5dxZMsWq/v9nSYAkL4Zunz5CrZsuWQ1rbvwmpHn7fVyJVW6BgHg72PHsOXG327J19vrpTSxbuSxXqzzVN3cuHHDqfQ9evQwGUcmZ+zYsRg7dqzL+9tTWFiITp06lSgPd6p0DRA9864nURRL1B3VoUMHdOjQwfC8c+fOuP/++/HBBx9g2bJlsvvMnDnT0AoGgNTUVMTFxaF3796oVauWy2VxVFFREZKSkhAfH+/VA5lKA+tGXlnVS/LGY8D1q1DqFyBUSB9dtWvWRI0BA6zul/77BeDCKQBAVI2aGDCgeamVkdeMvIpSL1szjwI3rwEAYpvEYUDHGDt72FZR6qU0sG7ksV6s83TdpKamlvox3G38+PH45ptvMHv27LIuCoBK2ACJiIiAUqm06O3IyMiw6BUpCYVCgbZt2+L06dNW05jPF62P51OpVB79cPHx8eGHmRWsG3merhcBgu5Rog/BUggCFLbKIRRP9CcKgkfKzGtGnrfXiwijL6gEhdvOxdvrpTSxbuSxXqzzVN04uvJ4eZKfn49Vq1bh119/RfPmzS3qafHixR4tj/fVYAn5+vqidevWSEpKwpAhQwzbk5KS3LocvSiKSElJQbNmzdyWJ1Fl5eo0vCaLx3EQOpUAFyIkIm/2119/oWXLlgCAY8eOmbxWFgPSK10DBJAG/4waNQpt2rRBx44dsWrVKly6dAmTJk0CIIVGpaam4ssvvzTsk5KSAkAaaH79+nWkpKTA19fXMG/zvHnz0KFDBzRq1AiZmZlYtmwZUlJS8NFHH3n8/IgqmuKFCPWD0B2bhtf4Zd40UklwHRAi8mY7d+4s6yKYqJQNkGHDhuHmzZuYP38+0tLS0LRpU2zZssUw33JaWprF4i/Gs1kdOnQI33zzDWJiYnDhwgUAwJ07dzBhwgSkp6cjLCwMrVq1wq5du9CuXTuPnRdRRaVvPOgbIA73gGiNp+EtnbJR5WB6LbEFQkRUEpWyAQIAkydPxuTJk2VfS0xMtNhmb/aBJUuW2FykkIhcJ7rYA2KyeBx7QKgENMa9aWyAEJEXOnjwIL799ltcunQJhYWFJq85s6C3OyjsJyEiKlvFPSBSN4Z+ELq9HhAtFyIkNzFudHAhQiLyNuvWrUPnzp1x/PhxbNq0CUVFRTh+/Dh27NiBsLAwj5eHDRAiKvcMDQndgxbsASHPMrmW2JglIi/z9ttvY8mSJfjpp5/g6+uLpUuX4sSJE3j88ccRHR3t8fKwAUJE5Z5hELquBaJVONgAYQ8IuYnJtcTGLBF5mbNnz+LBBx8EIC0DkZOTA0EQMG3aNKxatcrj5WEDhIjKPf0YLEHr3DS8Wg4cJjfRckIDIvJiVapUQVZWFgCgVq1ahql479y5g9zcXI+Xhw0QIir3iu/9zGbBsvNNtHGbg19aU0kYh/DZm5SEiKi8GDt2LLKystC1a1ckJSUBAB5//HG88MILePrppzF8+HD07t3b4+WqtLNgEZH3KO4BMQvBcmYaXt40UgkYz4LF3jQi8harV6/GwoUL8eGHHyI/Px+AtN6dj48P9uzZg0ceeQSzZ8/2eLnYACGics98IULHe0AYgkXuwVmwiMgb6b/Aq1KlimGbQqHAK6+8gldeeaWsisUQLCIq/8yn4dUolLoXHO8B4SxYVBKcBYuIvJWgn7q+HGEPCBGVe4a2g+4XUf9hyh4Q8hAtZ8EiIi/VuHFju42QW7dueag0EjZAiKjcK+4BMQvBcmYMCBsgVAIazoJFRF5q3rx5ZbLYoC1sgBBRuacVRZPeDkfHgBjfKDIEi0rCuNeDIVhE5E3+85//oHr16mVdDBMcA0JE5Z5WLF6EEHB8IULj6VJ5z0glYXypsTFLRN6iPI7/ANgAISIvIIoiFHI9IPZCsPitNbkJp3QmIm9UXtctYggWEZV7WrF4/AcAaPWzYNkNweJNI7kHZ8EiIm+ktfNFXVlhDwgRlXtaF3tAOAsWuYvpLFhlWBAiogqADRAiKvcsxoA4OA0vv7Umd+G1RETkPmyAEFH5J4qGRQgBQOvwNLxGvzMEi0qAvWlERO7DBggRlXvSGJDi5xoHZ8EyvWksjZJRZcHxRERE7sMGCBGVe1pRNAnBcnQdEOMGSHmdCYS8g3GnB68lIqKSYQOEiMo9rQiTQeiOh2DxW2tyD62WIVhERO7CBggRlXuieQ+Ig9PwMm6f3EXDWbCIiNyGDRAiKve0omiyDojDCxFy5iJyE15LRETuwwYIEZV75gsRig5Ow6vlLFjkJuxNIyJyHzZAiKjckxYiLG5NGGbBstcDYjxuhLNgUQlwPBERkfuwAUJE5Z4oAoLRc0dnweJNI7mDKIoms2AxBIuIqGTYACGics98DIjowjS8DJshV5lfOmzMEhGVDBsgRFTuSSFY0k2fVhCg1Y8BsRNXpTW7UeT6DeQK8+uIbVkiopJhA4SIyj3p/k+66xMFBUQ4NgjdfPVz9oKQK8yvG4ZgERGVDBsgRFTuiSIMg9BFGM2CZa8HxOxGkaEz5ArzHhA2ZImISoYNECIq96QxINLvonEIlr0eEPPQGc6ERS6w6AFhQ5aIqETYACGick8rilBA1wMiKGCYE4s9IOQB5pcZe0CIiEqGDRAiKvekhQh1TwS43APCG0dyhcV1xIYsEVGJsAFCROWeKIoQoJ8FS+HwSugcPEzuwOuIiMi9Km0DZPny5ahXrx78/f3RunVr7N6922ratLQ0jBgxAvfeey8UCgWmTp0qm27Dhg2Ii4uDn58f4uLisGnTplIqPXnC/y4r8OHOs7KvLdt+GkuSTnm4RK5ZknQKy7afln3NW84ju0BdvA6I2TS8ts7BvH3C2H1yhfn0ze5qf1SUzxgiImdVygbI+vXrMXXqVMyaNQtHjhxB165d0b9/f1y6dEk2fUFBAapVq4ZZs2ahRYsWsmn27duHYcOGYdSoUTh69ChGjRqFxx9/HPv37y/NU6FSpBBELN1x1uLmfdn201icdApKhWBlz/JFqRCwWKYR4m3noW+AiIJgmIb3Tm6hzXMw/+aaoTPkitIK5asonzFERM6qlA2QxYsXY9y4cRg/fjyaNGmChIQE1KlTBx9//LFs+rp162Lp0qUYPXo0wsLCZNMkJCQgPj4eM2fORGxsLGbOnInevXsjISGhFM+ESlPf2iJe6NUAi5NOYemv0jeR+huD6fGNMaV3ozIuoWOm9G6E6fGNDY0QrVb0uvPwVSoM0/BqUNwAuZtTYPMcOAsWuUNpzYJl/BnjrX+bRESuUJV1ATytsLAQhw4dwowZM0y29+nTB3v37nU533379mHatGkm2/r27WuzAVJQUICCggLD86ysLACAWq1GUVGRy2VxlP4YnjiWt9HXycQu0bh8Ow9Lfj2NZTvOQKOVbhie6VbXq+rtmW51odFosDjpFBbrwjpcOY+yuma0omHeK2jF4nVAwv1VNs9BY9biKCgsRFGRslTKyL8neRWhXgoKTcuu0YolPh/jzxgAJf7brEgqwjVTGlgv1nm6btRqtUeOU5FVugbIjRs3oNFoEBkZabI9MjIS6enpLuebnp7udJ4LFizAvHnzLLZv374dERERLpfFWUlJSR47lrdJSkpCToYCgAIarQilIKJ+3kls2XKyrIvmtPoABCghQoACJTsPT18zRWqloQdEKwiGBoiPpgBbtmyxul9+gRLFTRdg+46dqOpfqkXl35MV3lwvGXmA8b/L3Px8m9edM5KSktz6t1mRePM1U5pYL9Z5qm5u3LjhkeNUZJWuAaInCKaxtaIoWmwr7TxnzpyJ6dOnG56npqYiLi4OvXv3Rq1atUpUFkcUFRUhKSkJ8fHx8PHxKfXjeRPjuvlq9REAd6AQAI0o4FzAvXiuZ4OyLqLTPtx5FiKkAa9auHYeZXXNzDy0HdAvRIjiQehqQYUBAwZY3e+1IzsAo2+qunXvgZiqgaVSRv49yasI9XL2eg6Q8rvhuY+PLwYM6FmiPI3rZeWeSyX+26xIKsI1UxpYL9Z5um5SU1NL/RgVXaVrgERERECpVFr0TGRkZFj0YDgjKirK6Tz9/Pzg5+dneJ6ZmQkAUKlUHv1w8fHx4YeZFSv3XMKfF+8AAAY2r4mG1YOlwaFKpVfFZy/bfhpLd5xF4+rBOJWRjbZ178HSHWddPg9PXzNao2l4FUqFYQxIVp4aibsuWD0H8+lSBaWy1MvNvyd53lwvCqVp2J5GK7rtXFbuuYSlO84iukogLt3KRZeGESX626xIvPmaKU2sF+s8VTcqVaW7fXa7SjcI3dfXF61bt7bopktKSkKnTp1czrdjx44WeW7btq1EeVLZ+uWKgKU7zqJlHWnigSKN1mJAtzcwHtQaExEEAGheO9yrzqNIIxpCsJRKhaEHJMxPYfMczCcrMp9OlcgR5oPO3XUZ6T9jpsc3RlSYFBvYrl4Vr/rbJCJyRaVswk2fPh2jRo1CmzZt0LFjR6xatQqXLl3CpEmTAEihUampqfjyyy8N+6SkpAAAsrOzcf36daSkpMDX1xdxcXEAgBdeeAHdunXDO++8g8GDB+P777/Hr7/+ij179nj8/Mg9tKKAF3o1QEZ2EVIu30WRRroB1n8r6S2ramu0omFGnTFfHABQ3JjSv17eSQsR6n5XKABdAyTYV4np8Y2tnoPl9KmlWUqqqEprOmf9Z8yU3o2w82QGAOlv88U+98oel4iooqiUDZBhw4bh5s2bmD9/PtLS0tC0aVNs2bIFMTExAKSFB83XBGnVqpXh90OHDuGbb75BTEwMLly4AADo1KkT1q1bh9deew2zZ89GgwYNsH79erRv395j50Xu1b+OFgN6NsD/bT4OQPoWXs+bQiOmxTc2/K7WnYP+XLzlPARBMPSAmC9EaOsczEOweENHrjCfvtld15H+Mwbw3r9NIiJXVMoGCABMnjwZkydPln0tMTHRYpsjoRuPPfYYHnvssZIWjcoZfc9HUQX4+rzQS89FK4oQ9H+CRgsR2ouF0X9TrVQI0GhFroROLvHEdVSRPmeIiOypdGNAiJxVZPhm0vtvDLzxJkcURYgiIOh7QBQKwzS8tlYW1O8HAD5KKT17QMgV+uumNK8jb/1ygIjIFWyAENlRfNPu/Tev+nNRe9G56BsRhgmtBQFaB3pAjG8SfZTSR527YvepctH3eOivI63o/gkNzEOwiIgqMjZAiOzwxl4Da/Q3OYVedC76mz+Fkz0gxo0NX/2NI3tAyAX6xqz+OgIsZ1grqYr0OUNEZA8bIER2VKQQLG8M89Df6AmGrpDildBt9YAYv2T8zTWRs8x7QIy3uQsbIERUmbABQmRHYQUMwfKmmxxRtwBhcQiWwqFB6CYhWCqOASHX6Tva9NcR4P5rqVDtfX+bRESuYgOEyA61F960W+ONceb6NkZxCJbpNLzWGIdgFfeAeM95U/mh8UAPiFrrfX+bRESuYgOEyI6KFILljT0ghhs942l4HQjBMh7v4aPQDUJnDwi5QH8t6a8jwP3Xkjf+bRIRuYoNECI7KtIsWN4Y5qG/z1NAKrOgMArBstUDYnSDqNJPn8oeEHKB/lrSX0eAzUvPaaIoVqgvOojI1K5du/DQQw+hZs2aEAQBmzdvtkhz4sQJDBo0CGFhYQgJCUGHDh1MFsUuKCjA888/j4iICAQFBWHQoEG4cuWKB8/CvdgAIbKjIn0zqb/J8aZpePU9IMaD0LUO9IAYNzZUCik9Z8EiV8iFYLmzMas2ui4rwhcdRGQqJycHLVq0wIcffij7+tmzZ9GlSxfExsYiOTkZR48exezZs+Hv729IM3XqVGzatAnr1q3Dnj17kJ2djYEDB0Kj0XjqNNyq0q6ETuSoivTNpFr3ta03TcNrGPphGAyiABwYA6J/SakQoFBwEDq5Tmu2ECHg3mvJ+LOlInzOEJGp/v37o3///lZfnzVrFgYMGPD/7d15XFRl/z/+15mFYQeB2BQBF1TEXDAVK9dcQtNby7yzn0tqZd7u1W2Z3WplphWYeit2q2mf+qaWt9ZdZmJuqWiJkLjkCqIIIoiyM9v1+2M4h5lhhhnGmYED7+fjMY+JmTNnruvtOdO5zvW+rgurVq0SXmvTpo3w3w8ePMDmzZvxf//3f3jqqacAAF999RXCwsJw4MABDBs2zHGFdxDqASHEgqaSgiXWNA+hB4SfDUtSvx4QKcdBWr09DUIntuCPJQnHQcK3fe14LKnU+j0g4jk3CWnuSkpKUFxcLDyqqqrqvQ+tVouffvoJUVFRGDZsGAIDA9G7d2+DNK3U1FSoVCoMHTpUeC00NBQxMTE4ceKEParidNQAIcQC/oJAo2WiTuHRb0DpX/A0djUpWNUvSKRWTcPL/1tJJBB6QET8z0caEH/cSCUcpBL7N2b1eyTFdG4S0txFR0fDx8dHeKxYsaLe+8jPz0dpaSk++ugjDB8+HPv378eYMWMwduxYHDlyBACQl5cHFxcXtGjRwuCzQUFByMvLs0tdnI1SsAixwODCXauFQiJtwNLYTv/OqtqeI2gdrNYgdM66aXi1JnpAKAWL2IJvzEolHCQcB4DZ9VjSPx9VIjo3CWnuLly4gJYtWwp/KxSKeu9DW33Ojx49GvPnzwcAdOvWDSdOnEBSUhL69+9v9rOMMXAcZ/b9xox6QAixwDA/W7wXsPoDz/nZsMSA8ekv/AsSrl4LEUocdNeaNB/CscTpHUt2PIUoBYsQcfLy8oK3t7fwsKUBEhAQAJlMhujoaIPXO3XqJMyCFRwcDKVSiaKiIoNt8vPzERQUZHsFGhA1QAixwKABIqILd2NKkTakhPQXPhVLIqlZB8SaHhAJJ4xZpx4QYouaMSCo6U2jFCxCiB24uLjgsccew6VLlwxev3z5MsLDwwEAsbGxkMvlSE5OFt7Pzc3FuXPn0LdvX6eW114oBYuQOugP3AbEfXdSrDPtMNRc/AG6FCxrFiLkq6h/15oaIMQW+ilYjmjMivXcJIRYp7S0FFevXhX+zszMRHp6Ovz8/NC6dWu8+eabGD9+PPr164eBAwdi3759+N///ofDhw8DAHx8fDBt2jS8/vrr8Pf3h5+fH9544w106dJFmBVLbKgBQkgd1EYXGSoRX8AajgFhoskdrekB4efV1RuEDugaISbqYZA2Q7NgkYegPwuWI9L51E3kJgchxLTTp09j4MCBwt8LFiwAAEyePBlbt27FmDFjkJSUhBUrVmDOnDno0KEDdu3ahSeeeEL4TGJiImQyGZ5//nlUVFRg8ODB2Lp1K6RScY5LpQYIIXUwvhgQcwqWcdqVSsPgIhNBA0RbuwdEy1lugNSkYEFvHRDHlpU0Tfo9II7oTRNreiQhxDoDBgwQxjOaM3XqVEydOtXs+66urli7di3Wrl1r7+I1CBoDQkgdal+0i/cKtlZjSiR1EdYfrP6bk+qNAdHfwIipWbCoB4TYQpiJTZgFy87rgFAKFiGkmaEGCCF1UNe6aBfvBazxhY1aJHURGhL8IHROAi2n99NlZiA6zYJF7IU/lqQOmgVL/1zk0yMJIaQpowYIIXVQNqkeEMO6KEVSF62Qf1+zEroBSz0gEk4vBYsu7Ej9GRxLDpgFq3bvJB2nhJCmjRoghNRBrGlLpoi1LsIg9Oq/Oam1PSDVn+M4YfwINUCILfjjhuPg8DEggHjOTUIIsRU1QAipg1h7DUwRawOkZiHCmhQsZriByc8ZpGDRGBDyEDTMRAqWQ3tAxHFuEkKIragBQkgdjMeAiGXchCliTfOo6QGpboAYD0I30wOi1Vs8jmbBIg/D0euAGP+uiOXcJIQQW1EDhJA6NK1ZsMRZF74hUT0EBBzHQSrT++my1ANCs2CRhyQsaqnfm0YpWIQQYjNqgBBSh6aUGiHWuhgPQodEAqlEb+GlegxCt+dFI2k+tCZTsOy3f7Gem4QQYitqgBBSB+M7k8azYomJWC9y+PYFPw0vjHtALKRg6RaP071mz5mLSPPh8Fmw1OI8NwkhxFbUACGkDmqj25zGY0LERKUWZ5658UKE4DjIZZZ7QIS0Gc4xaTOk+TBI53NAb5rx74xYzk1CCLEVNUAIqYNYew1MUWnFWRet0SxYkEggk8n0Nqh7IULdwGH737UmzYfG5IQGNAaEEEJsRQ0QQupg3Gsg6hQskaZ51BoDwnGQyvRmwbI0BkTvrrVIqkwaGf1ZsKT8LFh2TcES5wQRhBBiK2qAEFIHtdHddVGnYIl0qk9hGl6m1wMi1UvBstADor94HM2CRWyhPwuWxAHpfMa/M2I5NwkhxFbUACGkDsY9HmK+MynWNI+ahQirWTkGxOTAYRoDQmyg35smpGDZsTEr1nOTEEJs1WwbIOvXr0dkZCRcXV0RGxuL3377rc7tjxw5gtjYWLi6uqJNmzZISkoyeH/r1q3gOK7Wo7Ky0pHVIA4m1sX7TKm92Jk4LnL4NoPhGBDLs2DpjwERZsGiBgixgTAIXW8dEHseS5SCRQhpbpplA2THjh2YN28e3nnnHaSlpeHJJ5/E008/jezsbJPbZ2ZmIj4+Hk8++STS0tKwaNEizJkzB7t27TLYztvbG7m5uQYPV1dXZ1SJOIjxhYBSLd4Lg1qNKbU4Lsa1pnpApBJouOpXzPaA6J71Z8FilIJFbGBqPJE9D6XavzN0nBJCmjaZ5U2anoSEBEybNg3Tp08HAKxevRq//PILNmzYgBUrVtTaPikpCa1bt8bq1asBAJ06dcLp06fxySef4NlnnxW24zgOwcHBTqkDcQ7jXgPjXG0xqdUAEUldas2CVd0AEf5lzDVA9HpAHJE2Q5qPmnQ+x8yCVWusmUjOTUIIsVWz6wFRKpVITU3F0KFDDV4fOnQoTpw4YfIzKSkptbYfNmwYTp8+DZVKJbxWWlqK8PBwtGrVCiNHjkRaWpr9K0CcqimlYNXKMxdJb44w9lxvELqLVAIt3wNiLgVLmD1LfwyIQ4tKmqiaCQ0cMwuWcY8HpWARQpq6ZtcDUlBQAI1Gg6CgIIPXg4KCkJeXZ/IzeXl5JrdXq9UoKChASEgIOnbsiK1bt6JLly4oLi7GZ599hscffxx//vkn2rdvb3K/VVVVqKqqEv4uKSkBAKjVaoOGjaPw3+GM7xIbPiaVSrXB65VK5/zbOIJSpTH4u1JV/7o0xDGjVOn+DbjqCz4tY5ByAKu+EFQplYCJ8gifAwOY7oJOrdE4rOx0PpnWFOIiNAiYFvwE0Cobzh+DferFpUpl+DtTUSXe3xl7aArHjCNQXMxzdmzUarXljUidml0DhMcvTMZjjNV6zdL2+q/36dMHffr0Ed5//PHH0aNHD6xduxZr1qwxuc8VK1Zg2bJltV7/9ddfERAQYF1F7CA5Odlp3yU2l65cAVAz49K1zCzs3Xu94Qr0EK5nSaDf6XnuwkXsfXDBpn0585j56z4HQAplRTkA4M7du7hXkA9UXwoe+vVXVAQG1vpcRp7uc3fv5OFKWS4AKW5k38TevTccWl46n0wTc1xu3tSdO5cv/YW7xRwACf7MyIBn/tmH3ndycjJu5Riem+lnz8Ljzp8PvW+xE/Mx40gUF/OcFZuCggKnfE9T1uwaIAEBAZBKpbV6O/Lz82v1cvCCg4NNbi+TyeDv72/yMxKJBI899hiuXLlitixvv/02FixYIPydk5OD6OhoDB48GC1btrS2SjZTqVRITk7GkCFDIJfLHf59YsLHpnVEG+BmzQVraKswxMd3bsCS2e7wrgwgP1f4u027KMQPbFuvfTTEMeN5pQC4eAbubroJHYKCg9EqNERIwRo4YAAQEVHrc3dTbgCZlxAaGoLolj74X/ZlhIa2RHx8F4eUk84n05pCXJJ3ngUK8tA5OhoVN4qQUZSP6OjOiO/d2uZ96sflh6JzwL27wnsdOnVGfB/b9y12TeGYcQSKi3nOjk1OTo7Dv6Opa3YNEBcXF8TGxiI5ORljxowRXk9OTsbo0aNNfiYuLg7/+9//DF7bv38/evbsafZAZ4whPT0dXbqYv9hRKBRQKBTC38XFxQAAmUzm1B8XuVxOP2ZmaJhhz5dGC9HGyrguWsbZXBdnHjMSia4Hiu+HkshkcJFLhRQsuVQKmCpLdQNFJpUK64YwzvY6W4vOJ9PEHBdW3dPtIpPqjjcA4CR2qY9cLofxcKyHOTebEjEfM45EcTHPWbGRyZrd5bPdNbtB6ACwYMECbNq0CVu2bMHFixcxf/58ZGdnY8aMGQB0PROTJk0Stp8xYwZu3LiBBQsW4OLFi9iyZQs2b96MN954Q9hm2bJl+OWXX3D9+nWkp6dj2rRpSE9PF/ZJxInP/XaT6y46jAdyi4lxXcQy0NXcLFhaC9Pw8i/r1gHhV0J3aFFJE8VY7RnV7HksNaXfGUIIsUazbMKNHz8ehYWFeO+995Cbm4uYmBjs3bsX4eHhAIDc3FyDNUEiIyOxd+9ezJ8/H//+978RGhqKNWvWGEzBe//+fbzyyivIy8uDj48PunfvjqNHj6JXr15Orx+xH3X1VYa7ixQVKk2taXnFhL/I4esilhm9+As9of/Gyml49WfBEhog1AIhNjBciFD3mtaOs2DxvytN4XeGEEKs0SwbIAAwc+ZMzJw50+R7W7durfVa//79cebMGbP7S0xMRGJior2KRxoJ4c6kixQoE0+vgSnK6osasdVFWIMB+tPwcmCWpuEV1gGpmSyCVkIntuBPFQnHOWQdEGUT+p0hhBBrNMsULEKsxV+0e7jIqv8W74WBurrsfF3EcpHDTKRgyeq5ECG/EjotREhsYbASugOOJZVIz01CCLFVs+0BIcQa/GJ9bi7iGjdhikFvDsTTmOJvNOsvRCiv50KEUmFTaoCQ+jNIwXJAOp9Yz82GpNVqoVQqG7oYTqVSqSCTyVBZWQmNRmP5A82IvWMjl8shlUotb0hsRg0QQuqgPwYEgKhzs5UacdaFv/vM6fWA6FKwqpPxregBkVAPCHkIQg+IBHopWPbbv1qk52ZDUSqVyMzMhNbMzYemijGG4OBg3Lx5s851y5ojR8TG19cXwcHBFGsHoQYIIXWoGbgt/tQIvjdHbHUx1wMiXKJZ1QNCY0CI7YQeEI5D9aFk18assgn9zjgaYwy5ubmQSqUICwuDRNJ8Msm1Wi1KS0vh6enZrOptDXvGhjGG8vJy5OfnAwBCQkLsUURihBoghNRByM1W8KkR4r2AVWsN6yKWixxhDAhnOAbE0jS8QsNFrwFCHSDEFlq9aXj5MSDMEWNAFJSCZYlarUZ5eTlCQ0Ph7u7e0MVxKj7tzNXVlRogRuwdGzc3NwC6RacDAwMpHcsB6AgmpA61UyPEe2GgMqqLWKbhFTo++OJyHORSrmZeXospWKhJwaIeEGIDvpNN6qBZsCgFy3p8fr+Li0sDl4Q0dXwDV6VSNXBJmiZqgBBSB2F6TLn4UyOUanHWpdZChBIJXGRWDELXGzhMY0DIw+CPG85Bs2A1pd8ZZ6G8fOJodIw5FjVACKkD30tQk7Yk3gtY4zQPsVzk1CxEqJeCJbF+IUIpzYJFHpJGf0pnB86CJbZzkxBCbEUNEELq0JSmx+Rn9KqpizguxoX8e4NB6JzFHhCaBYvYi6NnwVJpxHluksbt8OHD4DgO9+/fb+iiEFILNUAIqYOQmy1vAmNA1IaLnYmlLszUNLwyCRjqnobX1CxY1ANCbKE/CxafgqW1U2NWq2XC/sV2bpLGrW/fvsjNzYWPj09DF4WQWqgBQkgdhGl4FXxutngvYJVGvTliSfMwOw0vn55rdgyI7lkq0Rs4TD0gxAb6KVj2HoSu0tuP2M5NMUpMvow1v14x+d6aX68gMfmyk0tkmj0WWXRxcaF1LEijRQ0QQuog5GZX35lsCilYHi7iakzVDEKvxnGQSTgwC9Pw1kzfi5q71uL95yMNiD/EpHrrgNirB0S/sVHzOyOOc1OMpBIOCSYaIWt+vYKE5MtCb6m9DRgwALNmzcKsWbPg6+sLf39/LF68WPidioiIwAcffIApU6bAx8cHL7/8MgDgxIkT6NevH9zc3BAeHo6FCxeirKxM2G9VVRX++c9/IiwsDAqFAu3bt8fmzZsB1E7B2rp1K3x9fbFnzx5ERUXB1dUVQ4YMwc2bNx1SZ0LqQg0QQupQe+pacV7BavTSPPi68LNiNXamBqHLZVYMQtebBUtIwaIeEGIDIZ1PYv8ULP3fFOF3RiTnZmPAGEO5Um31Y/qTkZg9qB0Ski/j0/2XUK5U49P9l5CQfBmzB7XD9Ccjrd5XfdeC2bZtG2QyGU6dOoU1a9YgMTERmzZtEt7/+OOPERMTg9TUVLz77rvIyMjAsGHDMHbsWJw9exbffPMNTp48idmzZwufmTRpErZv3441a9bg4sWLSEpKgqenp9kylJeXY/ny5di2bRuOHz+O4uJi/P3vf69/4Al5SLQQISF1UGkN05YY013YOuoumaPoX+TwdVGLpDtA6MnQS8FykVoxDa/eLFh8BgKtA0JsodVfCd3OKVj8ODMJByhkumNaLOdmY1Ch0iD6X7/Y9Nm1B69i7cGrZv+25MJ7w4TV660RFhaGxMREcByHDh06ICMjA4mJiUJvx6BBg/DGG28I20+aNAkTJkzAvHnzAABt27bFRx99hJEjRyIpKQnZ2dnYuXMnkpOT8dRTTwEA2rRpU2cZVCoV1q1bh969ewPQNYo6deqE33//Hb169bK6LoQ8LOoBIaQOwjS8ev+TEWMviKk0D9GkYGlrD0I3GANicSFCx6zdQJoPjd4sWFI7z4LFn5tyqQTy6gaIWM5NUj99+vQxGI8RFxeHK1euCIsr9uzZ02D71NRUbN26FZ6envD09IS3tzeee+45aLVaZGZmIj09HVKpFP3797e6DDKZzOB7OnbsCF9fX1y8ePEha0dI/VAPCCF1MJ6GF9CNA3GVS819pFHSX1nZTWRpHqYGocusmIaXrzLNgkUeliNnweIbG3KpbnIFQDzpkY2Bm1yKC+8Nq/fnNhy+hrUHr0Iu5aDSMMwe1A6vDWhb7++2Jw8PD4O/tVotXn31VcyZM0f4u7S0FJ6enoiIiMDVq9b31ugzNSidBqoTZ6MGCCF1UBvNz6//mpjwDSkJB7jKq++yiiTNg4+2RH8aXqkEsDANr9bUzEXUA0JsYPJYstcsWEIPCAe5VLdvSsGyHsdx9UqDAnQDztcevIoFQ6IwZ3B7YQC6XCrBnMHtHVRS4OTJk7X+bt++PaRS0w2ZHj164Pz582jXrh0AXQOkuLgY3t7ekEgk6NKlC7RaLY4cOSKkYFmiVqtx+vRpId3q0qVLuH//Pjp27PgQNSOk/igFixAztKxm5ihXmUS4iy7GFCylfpqHVFxpHqbGgMilEmj5O3Zmp+E1MXBYfP90pBEwWFOGM3ztYZnqARHLuSlGfGODb3wAwJzB7bFgSJTJ2bHs6ebNm1iwYAEuXbqEb775BmvXrsXcuXPNbr9w4UKkpKTgH//4B9LT03HlyhXs3btX6BGJiIjA5MmTMXXqVOzZsweZmZk4fPgwdu7caXafcrkcs2fPxqlTp3DmzBm89NJL6NOnD43/IE5HPSCEmKF/g1Mu062+rdEyUaZH8Bc0LnoXOfzMWI19QD2f6iKUkuMgk3LQWL0QoX7ePl3YkfoztaaMvdL5VKZuDojwN0YsNFpm0Pjg8X878jdi0qRJqKioQK9evSCVSjF79my88sorZrd/9NFHceTIEbzzzjt48sknwRhDREQEXnjhBWGbDRs2YNGiRZg5cyYKCwvRunVrLFq0yOw+3d3dsXDhQkyYMAG3bt3CE088gS1btti1noRYgxoghJih1m+ASCSQSySohFaUPSD8ysoyvTQPQHfxI5U07vEspqbhdZFKUG5hEDrTmwVLYue8fdK8CMeSxP7HkqkULDGvN9TYzR8SZfY9R6ZfAbreh9WrV2PDhg213svKyjL5mcceewz79+8HYJiCxXN1dUVCQgISEhJqfXbAgAEmpwoeO3Ysxo4da2MtCLEPSsEixAz9awC5lBNmqFGL8C66qRQsQBx10ZpNwbIwCF0vBUvCb0oNEGID071p9tk3fw7KpZLqsU3iOC8JIeRhUAOEEDM0NTfcIZXo3Z0UYXqEqTxzQBypHkK7w2Aa3ppeHGZhFiyp3sxFlIJFbOHIWbD0bw7IjNIjCSGkqaIULELM4FOw5BIJOI6DTMIPEG38F+3G9NM8dGkkutQmMdRFWAfEYBremh4QtVoDeR2fc8TMRaR5cewsWPzNAfGlRxLrHT58uKGLgClTpmDKlCkNXQxCAFAPCCFm8dcX/EWBi4hTsPQHuuo/q0RQF2EMCKvpAXGRSsD4Xg0zjSiTs2A1/uqSRshgFiw7p/OpRZweSQghtqIGCCFm8NlJ/NgPviEihrQlY/opWACEXHMx1EUYA4KaHhC5lBOm4dWoNCY/p9EbhE6zYJGHodWfBcvO6XxiTo8khBBbUQOEEDM0Qg+IYa+BGGeo4S9m+MaUjG9MiaAutdYBqW5QsOppeNVm6lCTNgNaiJA8FI3eLFj2bswKvZPVaw3xs2KL4dwkhBBbUQOEEDNqxoDorghkIl4kTLjIqa6LmBpTplKwuOoHoFvZ1/TnqseO6A0cNjUlJSGWaPVSsCTCsWSffYv53CSEEFtRA4QQM4QxIDI+banuO+6NmUprmILFP6tF0Jhi4BcirEnBAgDGLwhnpg76s2Dxd5UpBYvUF2OsZiY2DjUpWA5YCR2oSY8Uw7lJCCG2ogYIIWaotYZ3JMV8Z9I4BYsfUC+GNI+ahQirVV8Agp8FS2N6DIipmYu0jHpBSP3oN1odnYKl/yyGc5OI1+HDh8FxHO7fv/9Q+4mIiMDq1avtUiZ7ysrKAsdxSE9Pb+iiEDNoGl5CzOBvQMqaYAoWXycxNKZqFiKsLiu/qiB/IWimAWJqFizd/gC92U4JqZN+T4dEYv9ZsIQeEBGem4Q0VmFhYcjNzUVAQEBDF4WYQT0ghJjBjwFxMUrBEuOdSXMpWGJoTAlDP/iiCj0gFgah682CxfeAAJSGRepHf51LKeeIWbDMTJEtgnOT2E6pVDZ0ERote8RGKpUiODgYMhndZ2+sqAFCiBn8dW3tcRMibICoTad5iKEufCpV7R6Q6lWj1ZZ6QCCkzQD2u3NNmgf9HhBHpGDxYz3kMqP1hkRwbhLrDRgwALNmzcKCBQsQEBCAIUOGAACOHDmCXr16QaFQICQkBG+99ZbBxBqmUpx69OiBpUuXCn9zHIdNmzZhzJgxcHd3R/v27fHDDz8YfGbv3r2IioqCm5sbBg4ciKysrFplPHHiBPr16wc3NzeEhYVhzpw5KCsrE97Pz8/HM888Azc3N0RGRuLrr7+2WO8pU6bgb3/7G5YtW4bAwEB4e3vj1VdfNWhkmIvNhQsXEB8fD09PTwQFBWHixIkoKCgQPqfVarFy5Uq0a9cObm5uiImJwYcffgigdgoWn3L2008/oWvXrnB1dUXv3r2RkZFhsQ72cPToUTzzzDMIDQ0Fx3HYs2ePwftTpkwRJlfhH3369DHYJi8vDxMnTkRwcDA8PDzQo0cPfPfdd04pvyNQA4QQM2qm4TWenUZ8F7D6K6ED4urNqRkDUjMLlu65ugFibiFC/XVAOOoBIbbRP14knP6ilo7qAaEULKe5dQs4dEj37ATbtm2DTCbD8ePHsXHjRuTk5CA+Ph6PPfYY/vzzT2zYsAGbN2/GBx98UO99L1u2DM8//zzOnj2L+Ph4vPjii7h37x4A4ObNmxg7dizi4+ORnp6O6dOn46233jL4fEZGBoYNG4axY8fi7Nmz2LFjB44dO4ZZs2YJ20yZMgVZWVk4ePAgvvvuO6xfvx75+fkWy/brr7/i4sWLOHToEL755hvs3r0by5YtqzM2ubm56N+/P7p164bTp09j3759uHPnDp5//nnhM2+//TZWrlyJd999F+fOncN//vMfBAYG1lmWN998E5988gn++OMPBAYGYtSoUVCpVBbr8LDKysrQtWtXrFu3zuw2w4cPR25urvDYu3evwfsTJ07EpUuX8MMPPyAjIwNjx47F+PHjkZaW5ujiO0SzbYCsX78ekZGRcHV1RWxsLH777bc6tz9y5AhiY2Ph6uqKNm3aICkpqdY2u3btQnR0NBQKBaKjo7F7925HFZ84gfE6IGJaO8NYzRiQ6rpIxNOY0ppYB0T3VH0n2kwPCL+5bhB67f0RYg1m1AOiP6GBPSiNGiD8uUkpWFZiDCgrq/9j/XogPBwYNEj3vH59/fdRz9+Sdu3aYdWqVejQoQM6duyI9evXIywsDOvWrUPHjh2FnoJPP/0UWm39/j8zZcoUvPDCC2jXrh0+/PBDlJWV4ffffwcAbNiwAW3atEFiYiI6dOiAF198EVOmTDH4/Mcff4wJEyZg3rx5aN++Pfr27Ys1a9bgyy+/RGVlJS5fvoyff/4ZmzZtQlxcHGJjY7F582ZUVFRYLJuLiwu2bNmCzp07Y8SIEXjvvfewZs0agzoax2bDhg3o0aMHPvzwQ3Ts2BHdu3fHli1bcOjQIVy+fBklJSX47LPPsGrVKkyePBlt27ZFXFwcpk+fXmdZlixZgiFDhqBLly7Ytm0b7ty545RrtaeffhoffPABxo4da3YbhUKB4OBg4eHn52fwfkpKCmbPno1evXqhTZs2WLx4MXx9fXHmzBlHF98hmmVy3I4dOzBv3jysX78ejz/+ODZu3Iinn34aFy5cQOvWrWttn5mZifj4eLz88sv46quvcPz4ccycOROPPPIInn32WQC6A2P8+PF4//33MWbMGOzevRvPP/88jh07ht69ezu7imYlJl+GVMLp7uoxLS7dlOD6oWsAJ8EfWfeg0TLhfXs/59yvQKsWbibLdauoAi193Rz23fV95sBQel93oXH21n08sfIgqqrTmL4+eQMVSg2kEg4nrhU0urIbx7tv2wAcv6rrtj50KR9//zwFadn3AQB7z+biWn6p1f/2HBjuFkjxTd4fYOAcfoz0bRuAtOwiAEB2YRliAPy/P27h+40peLP6//1/ZBZiX/Jlgzo8FuGHe2W6Lv6l/zsPd7lU2OeGw9cgl9r/eL9VVA43rQT/L/cPcBLDUe6N/Rhx5Dlp72PG2b8jMaHewv7/v00ncb9Cd7f05r1yrPn1CjRaZvFYMlVmxhj81RzOPMgDAPx09jb+vHkf2ffKAQC7z9zCmRtFDv9dbmzxtnTM+LgwTOjkBum9MsjkaqCsDG0ig02Wz2paLfCPf+ge9XA9Mw/w8ACDbpa+up4rVRpExXTF9bulwuun0zMQ070nrheUQaXWQi6ToHWn7igtLcXxPy8htFUY1FqGO8WVuHa3FACgVgNKtRb3ypTCvgAgMCLKYN8enl44dzUb7e+W4nR6Bjp3i0VmQZnwfkR0NwBAZkEpfFQypPz+B7Izr+Orr2rSqhgYtFotjqaew/VrVyGTydAivKPwPS7+reDt42tQPmMPKlSIio5BXpkWrKwUHIBWHbqitLQUx9L/Qquw1qiojs21u6VCvH5LOYXjRw7Bw8Oz1j6PnTmHFi1uo6qqCu279cGd4kqAMVQqgaqSKoDjcLekymR54uLihP/28/NDhw4dcPHiRUv/1E5x+PBhBAYGwtfXF/3798fy5csNenSeeOIJ7NixAyNGjICvry927tyJqqoqDBgwoOEK/RCaZQMkISEB06ZNE1rKq1evxi+//IINGzZgxYoVtbZPSkpC69athTzMTp064fTp0/jkk0+EBsjq1asxZMgQvP322wB0XYNHjhzB6tWr8c033zinYlaQSjgkJF9G37b+uJ52CU8ob+Hg71cR6apFSaUEgZwK+UzukOcWTA5OVYlSuStaP7gDBuCmTxA8VZVoIXeFpwO/25bnAG05ukjc4ceqcI9TwFNViWC5K1pfvAPJdU8kV3g02rLrxzv5mCu6qe/Bv0yFmz5B4M5VIkruCk9VJXJuX4ZLPf/tW2nKcU/q7pRj5C8ALVq2QlxRCVzvFwIACm/fxe37FWBVlQCA/DPnkV0hN6hD5h9atK6UwFNVidLbrvDiVOjC5PBUVeK3/3fZIce7X/X+xXJ8O/OctOcx4+zfkdsuWnRR1hxLwVBCBhd4ayqRnP2XVceSuTJLVJV4RO6KyOp9e3IqRFYfR9duX4bWCb/LjS3elo6ZED85tG0eg7S8HBqpGi7lZSb/X+cM0rIyKBkgB4MKXJ3PTKOBh0wOTWmZ8DrUKkCtgbS0FFpw4JgWmnJdA1RWWgJtaRkkADilEtLSUqjAwYVpoVJWQaJUCvsCAIVabbBvDoCmokK3b7UanMrwfUllpVAHjVQOplZj/AsTMXXyNKjBQQYmPD8SEISsc7qxErKyMmgk0po6MAaJSgWupAQaTgIXja6BrpTKIWVacBo1OI3G8LsrdHWUlpdDU1oGTqOBm8xFqKMcDBqVCoMHDcHrC981KIsaHEIDA3E9OxsAoCkvR9W9+6hiHFw5Le5VqKFwd0VBqekGiCkcx1neyIySkhIUFxcLfysUCigUinrv5+mnn8a4ceMQHh6OzMxMvPvuuxg0aBBSU1OF/e3YsQPjx4+Hv78/ZDIZ3N3dsXv3brRt29bm8jekZtcAUSqVSE1NrZX/OHToUJw4ccLkZ1JSUjB06FCD14YNG4bNmzdDpVJBLpcjJSUF8+fPr7VNY5sfe87g9gCAW5+sw1f71kJSvcybpbs3jnhGA3ynPcs+p5GUpSnH27jMAPCPk98iuLQQPXP+AgC8fuwrcMe+avCyNsV4i+GZyty8yl4VHo7M4UloeV8KBQCOMbCjR+tX5vx8sOefB6eXAsQkEnA7d4IFBlpdlvDyQrCKe1Zt76aqgndlKdoV3hRe79kyBLsOHkR4wU2A0zUafj66H14eHuitALjCmwjx9oIq+yoiCm+BASgpLUVO9g34VhQL+wKAwJJCg31LmBaBpfcQUXgLj7UMxvdHjhi8v+XEYQBA63u34aMqQe92bZFz/k8M8JLXrkPJHcj8vaBWq1FwLBmPde4MDsBfWVkoLn6AgLIitLmXYzLe3pVlOHLhHFrmXIG7qysYgIPHfoWnuzviXLTgCm/CVVUFn8oSoY4cgCfaROC/Bw+ivxsglxmVqeIeIr3lcFMocG3/Dxj0t78ZvJ/jHYgAT9ONgJMnTwqZLkVFRbh8+TI6duxocltrREdHG/y9ZMkSgwkCrDV+/Hjhv2NiYtCzZ0+Eh4fjp59+EtK2Fi9ejKKiIhw4cAABAQHYs2cPxo0bh99++w1dunSxuQ4Npdk1QAoKCqDRaBAUFGTwelBQEPLy8kx+Ji8vz+T2arUaBQUFCAkJMbuNuX0CQFVVFaqqalrpJSUlAAC1Wu3QQVGvtZFBun8dJGAAan4wnP3ckN/dHMveGMpgjzJLwPDcuV8bvGzNJd6N/bkxlKE5lLkxld2gHBwHzs2tfmUODwe3aBHw4Ye69CuJRPd3eLhzylz9PPO557D6m28w++OPMev553Hpxg0s/fxzLJgwAZLqsUCDevbE1h9/xKgnn0QLLy+8u3EjpFKpxX3rP7/27LNI+PprvJ6YiFfHjEHqX39h648/Gnxu4eTJ6PPSS/jHypV4+W9/g4ebGy5mZiL599+x9s030SEiAsPj4vDy8uX4fNEiyKRSzEtIgJtCUWe8AUCpUmH6Bx9g8dSpuJGbiyUbN2LWuHFCHU2Veda4cdi0Zw8mLF6MNydORICPD67euoXt+/fjP++8AzeFAgsnT8bCtWuhkMvxeNeuuFtUhPPXr2Pq6NFQenkB0M2UxT8A4L333kOLFi0QFBSExYsXIyAgAKNGjTI55kar1YIxBpVKJcScx89UduHCBbRs2VJ43ZbeD1NCQkIQHh6OK1euAACuXbuGdevW4dy5c+jcuTMAoGvXrvjtt9/w73//2+S45Mau2TVAeMZdboyxOrvhTG1v/Hp997lixYpaM0EAuhkjHLl4TkBGBh6v5wA3QhoT82cVIYRYYfRooE8f3QxYrVoBRjcQnaFlYCD2rl6NN9esQdcJE+Dn7Y1po0Zh8dSpwjZvT5mC6zk5GDl/Pnw8PfH+jBnIzMmp1/e0Dg7GrpUrMT8xEeu/+w69OnfGhzNnYur77wvbPNq+PY5s3Ih3NmzAk6+8AsYY2rZqhfHVU+ICwBf/+hemL1+O/q++iiA/P3zw2mt4984di98/+LHH0D4sDP1eeQVVKhX+PmQIlr7ySp2fCX3kERzftAkL167FsNmzUaVUIjwkBMPj4oSGy7vTpkEmleJfGzfi9t27CAkIwIyxY8EBKK9e4b2srAzFxcUor05tW7x4MebMmYPr168jJiYGX331FSorK1FZnZKmT6lUoqKiAkePHjWYGhmAMB2wl5cXvL29a332YRUWFuLmzZsICQkBAKH8+o02QLfeSX0nLGgsOMaa15QwSqUS7u7u+PbbbzFmzBjh9blz5yI9PR1Hjhyp9Zl+/fqhe/fu+Oyzz4TX+EHm5eXlkMvlaN26NebPn2+QhpWYmIjVq1fjxo0bJsti3AOSk5OD6OhoZGZmGrSo7e7WLUjbtYNEpActIfpd/YSQ5qMyPByZSUmIDAiAa0MXhlg0ZelS3C8txZ5PPnHadzIArEsXQC4XXjt8+DAGDx6MwsJC+Pr6WrWfyspKZGVlISwsDK6uhkdbTk4OIiMjcfPmTbRq1crivkpLS3H16lUAQPfu3ZGQkICBAwfCz88Pfn5+WLp0KZ599lmEhIQgKysLixYtQnZ2Ni5evAgvLy+oVCpER0cjJCQEn3zyCfz9/bFnzx68+eab+PHHHxEfH291fBqLZjcNr4uLC2JjY5GcnGzwenJyMvr27WvyM3FxcbW2379/P3r27Al59QFubhtz+wR0XXXe3t7Cw6u6y1Amk0EulzvsseG6Gm8NnQVNdUuab4E6+7khv7s5lr0xlMEeZdZIJPguZnCDH7/NJd6N/bkxlKE5lLkxlb2+5WgMZRZjnO1RduO/nfGc4x2Iu1UMEonE4AGg1muWHhzHmbyOqu8K66dPn0b37t3RvXt3AMCCBQvQvXt3/Otf/4JUKkVGRgZGjx6NqKgoTJ48GVFRUUhJSRGuC+VyOfbu3YtHHnkEzzzzDB599FF8+eWX2LZtmygbH0AzTcFasGABJk6ciJ49eyIuLg6ff/45srOzMWPGDAC6GaxycnLw5ZdfAgBmzJiBdevWYcGCBXj55ZeRkpKCzZs3G8xuNXfuXPTr1w8rV67E6NGj8f333+PAgQM4duxYg9TRnDW/XtHNgjX2BTwe2QOPK3NwWemGCFeGrEoOj0hUuKuVO+zZQ12JMpkrworvAEw3mwr/mqO/u77PwVwF8lhNbPTL3iHICwcq3Btt2Y3jPditHJfzSgzizdervv/2LbQVKJK4Oe0Y8eschatZd4Qy/yHzhzw8DJ/emIgR7mX4Pb+qVh3M1c3WOjfF49uZZbb3MePMONvrWKqrzM4+ThtzvC0dM+395Rjt0QIuvkHQSl3MzjwlYVpojWZl4l+zZtaqhni2pswypoW6EdbBXNmLXT1QrlTjqn+Yw75bwTFhFqxSTg6FuyvuFetSqoK8G0c/2YABA1BXwtEvv/xicR/t27fHrl277FmsBtXsUrB469evx6pVq5Cbm4uYmBgkJiaiX79+AGpW+zx8+LCw/ZEjRzB//nycP38eoaGhWLhwodBg4X333XdYvHgxrl+/jrZt22L58uV1Ljpj7NatWwgLC7O6S88WtdYBuXwFHaLag9YBqT0Pva+qEB2i2uNkZlGtsveO9IdUIp51QDRahlOZhbXi/Xi7AKvWMTCcn/8eHgnwg7PWAeHfP3GtAIxB2JYvO/+38TogUgmH41cLan1Hfets7bNuHZBy+Pv50zogDjxmnP07Yo9jyfw6IAUolAUAJuLiqOO0scfb0jHDrwMS1CoMMrkCDLp0TP1nfk0NU/j3jD/T0M/WlBnQDX7m7743dJkbS7w9FDKAMVRWVcFVoQD0xt4+TAOksrISmZmZwqLV+pxxvdbUNdsGSGPk7ANapVJh7969iI+PF1LJiA7FxjSKi3kUG9MoLqZRXMyrKzZ1XRQ2dVqtFsXFxfD29q41GLm5c0RsqAHiWHQEE0IIIYQQQpyGGiCEEEIIERVK3iCORseYY1EDhBBCCCGiwC8Ip1QqG7gkpKnj196gFEnHaJazYBFCCCFEfGQyGdzd3XH37l3I5fJmNRZCq9VCqVSisrKyWdXbGvaMDWMM5eXlyM/Ph6+vb61V0Il9UAOEEEIIIaLAcRxCQkKQmZlpdpHfpooxhoqKCri5uYHTm+mJOCY2vr6+CA4Otsu+SG3UACGEEEKIaLi4uKB9+/bNLg1LpVLh6NGj6NevH6UFGbF3bORyOfV8OBg1QAghhBAiKhKJpNlNwyuVSqFWq+Hq6koNECMUG/GhJEJCCCGEEEKI01ADhBBCCCGEEOI01AAhhBBCCCGEOA2NAWlEtFotACA3N9cp36dWq1FQUICcnBzIZHQo6KPYmEZxMY9iYxrFxTSKi3kUG9MoLuY5Ozb8dRp/3Ubqj47gRuTOnTsAgF69ejVwSQghhBBCSF3u3LmD1q1bN3QxRIljtNZ8o6FWq5GWloagoCCnLDJUUlKC6OhoXLhwAV5eXg7/PjGh2JhGcTGPYmMaxcU0iot5FBvTKC7mOTs2Wq0Wd+7cQffu3ak3ykbUAGnGiouL4ePjgwcPHsDb27uhi9OoUGxMo7iYR7ExjeJiGsXFPIqNaRQX8yg24kOD0AkhhBBCCCFOQw0QQgghhBBCiNNQA6QZUygUWLJkCRQKRUMXpdGh2JhGcTGPYmMaxcU0iot5FBvTKC7mUWzEh8aAEEIIIYQQQpyGekAIIYQQQgghTkMNEEIIIYQQQojTUAOEEEIIIYQQ4jTUACGEEEIIIYQ4DTVAGomjR4/imWeeQWhoKDiOw549e2ptwxjD0qVLERoaCjc3NwwYMADnz5+3uO9Ro0ahdevWcHV1RUhICCZOnIjbt28bbJOdnY1nnnkGHh4eCAgIwJw5c6BUKuvcb1VVFWbPno2AgAB4eHhg1KhRuHXrlsE2RUVFmDhxInx8fODj44OJEyfi/v37FsvMa6pxsea7LWmqsQGAn376Cb1794abmxsCAgIwduxYi2XmNdW4nDlzBkOGDIGvry/8/f3xyiuvoLS01HJA9IgxNp9//jkGDBgAb29vcBxX6/cjKysL06ZNQ2RkJNzc3NC2bVssWbLE4n71NcW4AEBERAQ4jjN4vPXWWxbLrK+pxuby5csYPXo0AgIC4O3tjccffxyHDh2yWGae2OJy7949zJ49Gx06dIC7uztat26NOXPm4MGDBwbbLV++HH379oW7uzt8fX2tioWxho7N3LlzERsbC4VCgW7dullVZmdczxBD1ABpJMrKytC1a1esW7fO7DarVq1CQkIC1q1bhz/++APBwcEYMmQISkpK6tz3wIEDsXPnTly6dAm7du3CtWvX8NxzzwnvazQajBgxAmVlZTh27Bi2b9+OXbt24fXXX69zv/PmzcPu3buxfft2HDt2DKWlpRg5ciQ0Go2wzYQJE5Ceno59+/Zh3759SE9Px8SJE62MStONi6XvtkZTjc2uXbswceJEvPTSS/jzzz9x/PhxTJgwwcqoNM243L59G0899RTatWuHU6dOYd++fTh//jymTJlidVwAccamvLwcw4cPx6JFi0y+/9dff0Gr1WLjxo04f/48EhMTkZSUZHZ7U5piXHjvvfcecnNzhcfixYvr3N5YU43NiBEjoFarcfDgQaSmpqJbt24YOXIk8vLy6tw3T2xxuX37Nm7fvo1PPvkEGRkZ2Lp1K/bt24dp06YZbKdUKjFu3Di89tprVsXBlIaMDaBr3EydOhXjx4+3uszOuJ4hRhhpdACw3bt3G7ym1WpZcHAw++ijj4TXKisrmY+PD0tKSqrX/r///nvGcRxTKpWMMcb27t3LJBIJy8nJEbb55ptvmEKhYA8ePDC5j/v37zO5XM62b98uvJaTk8MkEgnbt28fY4yxCxcuMADs5MmTwjYpKSkMAPvrr7/qVWbGmk5crPnu+moqsVGpVKxly5Zs06ZN9SqfOU0lLhs3bmSBgYFMo9EI26SlpTEA7MqVK/UqM08MsdF36NAhBoAVFRVZ3HbVqlUsMjKyXuXlNaW4hIeHs8TExHqVry5NJTZ3795lANjRo0eF14qLixkAduDAgXqVmTHxxYW3c+dO5uLiwlQqVa33vvjiC+bj41Ovcpri7NjoW7JkCevatavFfTTE9QxhjHpARCIzMxN5eXkYOnSo8JpCoUD//v1x4sQJq/dz7949fP311+jbty/kcjkAICUlBTExMQgNDRW2GzZsGKqqqpCammpyP6mpqVCpVAblCQ0NRUxMjFCelJQU+Pj4oHfv3sI2ffr0gY+PT73KXBcxxsWa77YHMcbmzJkzyMnJgUQiQffu3RESEoKnn37aqq55a4kxLlVVVXBxcYFEUvOT7ebmBgA4duyY1WW2pLHFxlYPHjyAn5+f3fYn5risXLkS/v7+6NatG5YvX16v1DRriDE2/v7+6NSpE7788kuUlZVBrVZj48aNCAoKQmxsrM371SeGuDx48ADe3t6QyWRWf8YeHBkbWzSW65nmhhogIsF3CwcFBRm8HhQUZFWX8cKFC+Hh4QF/f39kZ2fj+++/N9i38X5btGgBFxcXs/vOy8uDi4sLWrRoYbY8eXl5CAwMrPXZwMBAq7u5LRFjXKz5bnsQY2yuX78OAFi6dCkWL16MH3/8ES1atED//v1x7949i2W2hhjjMmjQIOTl5eHjjz+GUqlEUVGRkF6Sm5trsczWamyxscW1a9ewdu1azJgxw277FGtc5s6di+3bt+PQoUOYNWsWVq9ejZkzZz7UPo2JMTYcxyE5ORlpaWnw8vKCq6srEhMTsW/fPpvHPRhr7HEpLCzE+++/j1dffdWq7e3JkbGxtTyN4XqmuaEGiMhwHGfwN2NMeG3GjBnw9PQUHvrefPNNpKWlYf/+/ZBKpZg0aRIYY2b3a7xvaxl/xl77tURscbHmu+1FTLHRarUAgHfeeQfPPvssYmNj8cUXX4DjOHz77bf12q8lYopL586dsW3bNnz66adwd3dHcHAw2rRpg6CgIEil0nrt1xqNPTbm3L59G8OHD8e4ceMwffp0u+xTn9jiMn/+fPTv3x+PPvoopk+fjqSkJGzevBmFhYUPtV9TxBQbxhhmzpyJwMBA/Pbbb/j9998xevRojBw50q4NeqBxxqW4uBgjRoxAdHQ0lixZYku17MJRsbGXhrqeaS6c2+9GbBYcHAxA1woPCQkRXs/PzxfuIrz33nt44403TH4+ICAAAQEBiIqKQqdOnRAWFoaTJ08iLi4OwcHBOHXqlMH2RUVFUKlUte5Q6JeHvxOrf9cgPz8fffv2Fba5c+dOrc/evXvX7H7rS4xxsea77UGMseHLGR0dLbyvUCjQpk0bZGdn1zcEZssBiCsugG4A5IQJE3Dnzh14eHiA4zgkJCQgMjLStkCYKQvQeGJTH7dv38bAgQMRFxeHzz///KH3p0/McdHXp08fAMDVq1fh7+9vl32KMTYHDx7Ejz/+iKKiInh7ewMA1q9fj+TkZGzbtq3eM4WZ0ljjUlJSguHDh8PT0xO7d++2a9qvtRwZG1vL0xiuZ5ob6gERicjISAQHByM5OVl4TalU4siRI8IJEhgYiHbt2gkPc/g7BVVVVQCAuLg4nDt3zuDOz/79+6FQKMzmw8bGxkIulxuUJzc3F+fOnRPKExcXhwcPHuD3338Xtjl16hQePHhQ62LcVmKMizXfbQ9ijA0/deKlS5eEbVQqFbKyshAeHl7fEJgkxrjoCwoKgqenJ3bs2AFXV1cMGTKkHrWvW2OLjbVycnIwYMAA9OjRA1988YXBWBl7EGtcjKWlpQGAwUXfwxJjbMrLywGg1nEikUiEXtiH1RjjUlxcjKFDh8LFxQU//PADXF1dH6qOtnJkbGzRWK5nmh2HDG0n9VZSUsLS0tKEmW0SEhJYWloau3HjhrDNRx99xHx8fNh///tflpGRwV544QUWEhLCiouLze731KlTbO3atSwtLY1lZWWxgwcPsieeeIK1bduWVVZWMsYYU6vVLCYmhg0ePJidOXOGHThwgLVq1YrNmjWrzjLPmDGDtWrVih04cICdOXOGDRo0iHXt2pWp1Wphm+HDh7NHH32UpaSksJSUFNalSxc2cuTIZh0Xa767ucaGMcbmzp3LWrZsyX755Rf2119/sWnTprHAwEB27969Zh2XtWvXstTUVHbp0iW2bt065ubmxj777DOrYiLm2OTm5rK0tDT2n//8R5i5KC0tjRUWFjLGdLPVtGvXjg0aNIjdunWL5ebmCo/mHJcTJ04I9bh+/TrbsWMHCw0NZaNGjbI6Lk01Nnfv3mX+/v5s7NixLD09nV26dIm98cYbTC6Xs/T09CYZl+LiYta7d2/WpUsXdvXqVYPzRP935saNGywtLY0tW7aMeXp6CnUsKSmxKi4NHRvGGLty5QpLS0tjr776KouKihLKUlVVZXbfzrieIYaoAdJI8NMFGj8mT54sbKPVatmSJUtYcHAwUygUrF+/fiwjI6PO/Z49e5YNHDiQ+fn5MYVCwSIiItiMGTPYrVu3DLa7ceMGGzFiBHNzc2N+fn5s1qxZFi+GKyoq2KxZs5ifnx9zc3NjI0eOZNnZ2QbbFBYWshdffJF5eXkxLy8v9uKLL1o1jWZTjou1390cY8MYY0qlkr3++ussMDCQeXl5saeeeoqdO3eu2cdl4sSJzM/Pj7m4uLBHH32Uffnll1bHhCfG2CxZssRkmb/44gvGmG66UFPv1+f+WlOMS2pqKuvduzfz8fFhrq6urEOHDmzJkiWsrKzM6rg01dgwxtgff/zBhg4dyvz8/JiXlxfr06cP27t3b5ONi7nyAmCZmZnCdpMnTza5zaFDh0QTm/79+1uspzFnXM8QQxxjDhi5QwghhBBCCCEm0BgQQgghhBBCiNNQA4QQQgghhBDiNNQAIYQQQgghhDgNNUAIIYQQQgghTkMNEEIIIYQQQojTUAOEEEIIIYQQ4jTUACGEEEIIIYQ4DTVACCGEEEIIIU5DDRBCCCEWTZkyBRzHgeM4yOVyBAUFYciQIdiyZQu0Wq3V+9m6dSt8fX0dV1BCCCGNHjVACCGEWGX48OHIzc1FVlYWfv75ZwwcOBBz587FyJEjoVarG7p4hBBCRIIaIIQQQqyiUCgQHByMli1bokePHli0aBG+//57/Pzzz9i6dSsAICEhAV26dIGHhwfCwsIwc+ZMlJaWAgAOHz6Ml156CQ8ePBB6U5YuXQoAUCqV+Oc//4mWLVvCw8MDvXv3xuHDhxumooQQQhyKGiCEEEJsNmjQIHTt2hX//e9/AQASiQRr1qzBuXPnsG3bNhw8eBD//Oc/AQB9+/bF6tWr4e3tjdzcXOTm5uKNN94AALz00ks4fvw4tm/fjrNnz2LcuHEYPnw4rly50mB1I4QQ4hgcY4w1dCEIIYQ0blOmTMH9+/exZ8+eWu/9/e9/x9mzZ3HhwoVa73377bd47bXXUFBQAEA3BmTevHm4f/++sM21a9fQvn173Lp1C6GhocLrTz31FHr16oUPP/zQ7vUhhBDScGQNXQBCCCHixhgDx3EAgEOHDuHDDz/EhQsXUFxcDLVajcrKSpSVlcHDw8Pk58+cOQPGGKKiogxer6qqgr+/v8PLTwghxLmoAUIIIeShXLx4EZGRkbhx4wbi4+MxY8YMvP/++/Dz88OxY8cwbdo0qFQqs5/XarWQSqVITU2FVCo1eM/T09PRxSeEEOJk1AAhhBBis4MHDyIjIwPz58/H6dOnoVar8emnn0Ii0Q0x3Llzp8H2Li4u0Gg0Bq91794dGo0G+fn5ePLJJ51WdkIIIQ2DGiCEEEKsUlVVhby8PGg0Gty5cwf79u3DihUrMHLkSEyaNAkZGRlQq9VYu3YtnnnmGRw/fhxJSUkG+4iIiEBpaSl+/fVXdO3aFe7u7oiKisKLL76ISZMm4dNPP0X37t1RUFCAgwcPokuXLoiPj2+gGhNCCHEEmgWLEEKIVfbt24eQkBBERERg+PDhOHToENasWYPvv/8eUqkU3bp1Q0JCAlauXImYmBh8/fXXWLFihcE++vbtixkzZmD8+PF45JFHsGrVKgDAF198gUmTJuH1119Hhw4dMGrUKJw6dQphYWENUVVCCCEORLNgEUIIIYQQQpyGekAIIYQQQgghTkMNEEIIIYQQQojTUAOEEEIIIYQQ4jTUACGEEEIIIYQ4DTVACCGEEEIIIU5DDRBCCCGEEEKI01ADhBBCCCGEEOI01AAhhBBCCCGEOA01QAghhBBCCCFOQw0QQgghhBBCiNNQA4QQQgghhBDiNNQAIYQQQgghhDgNNUAIIYQQQgghTkMNEEIIIYQQQojT/P+TAyCgmOCTrQAAAABJRU5ErkJggg==", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "day = pd.to_datetime(f'10/30/18')\n", "end = day + pd.to_timedelta('1D')\n", "\n", "ax1, ax2 = flagged['CEN_02'].plot_flagged_day(day, 'CEN_02', paired_tank=flagged['CEN_01'].data.tank_height)\n", "adj.loc[day:end, 'adj_precip'].plot(ax=ax1, marker='.', label='rounded precip', color='r', grid=True)\n", "ax1.legend(loc='lower right')" ] }, { "cell_type": "code", "execution_count": 25, "id": "67a4519a-59fb-41e8-9210-5d60eb3e2cbf", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "bcb6dbd434794a1caae3a88ca7e29215", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "day = pd.to_datetime(f'11/24/18')\n", "end = day + pd.to_timedelta('1D')\n", "\n", "ax1, ax2 = flagged['CEN_02'].plot_flagged_day(day, 'CEN_02', paired_tank=flagged['CEN_01'].data.tank_height)\n", "adj.loc[day:end, 'adj_precip'].plot(ax=ax1, marker='.', label='rounded precip', color='r', grid=True)\n", "ax1.legend(loc='lower right')" ] }, { "cell_type": "markdown", "id": "d8fc10a0-c569-4ff4-b749-dfedc45fa489", "metadata": {}, "source": [ "#### Rounding During Rain Events" ] }, { "cell_type": "code", "execution_count": 26, "id": "1bf67a48-d546-4c32-9488-f5ee2ee5bcc6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8b2a533ae2e848ffbe96944dccc83757", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\n", " Figure\n", "
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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "day = pd.to_datetime(f'10/27/18')\n", "end = day + pd.to_timedelta('1D')\n", "\n", "ax1, ax2 = flagged['CEN_02'].plot_flagged_day(day, 'CEN_02', paired_tank=flagged['CEN_01'].data.tank_height)\n", "adj.loc[day:end, 'adj_precip'].plot(ax=ax1, marker='.', label='rounded precip', color='r', grid=True)\n", "ax1.legend(loc='lower right')" ] }, { "cell_type": "code", "execution_count": 27, "id": "cb123e01-d907-42cd-8c54-a8f50cae13f1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5.100000098347664" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "flagged['CEN_02'].data.loc[day:end, 'adj_precip'].sum()" ] }, { "cell_type": "code", "execution_count": 28, "id": "7c88492b-50f2-4e6c-a386-b82134afc66e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4.800000000000001" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adj.loc[day:end, 'adj_precip'].sum()" ] }, { "cell_type": "markdown", "id": "1028a45e-58b8-4c7c-9ba3-1d6eafa01452", "metadata": {}, "source": [ "In this case, the only reduction in precip is during the dry part of the day." ] }, { "cell_type": "code", "execution_count": 29, "id": "4c23ff9b-ca73-4486-9ff4-f4e139e31a5d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "22f8353399f246158f681bd187cef9da", "version_major": 2, "version_minor": 0 }, "image/png": 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RDRs2pHnz5sTHx1f6+Y4nKhtrKpfQVDbWVC7WVC6hqWysqVxCq6qyUXP58lPJiYiIiIhIzCgBERERERGRmFECIiIiIiIiMaM+ICIiIhJVTqeToqKicu1bVFREXFwc+fn5OJ3OKEd2/FK5hBbtsomPj8dut0chMglFCYiIiIhEhWmaZGdnc+jQoQodIyMjg19//RXDMKIX3HFO5RJaZZRNeno6GRkZKutKogREREREosKTfDRu3JiUlJRy3by5XC5yc3OpW7euRhnyoXIJLZplY5omR48eZe/evQAxmRahNlICIiIiIhXmdDq9yUeDBg3KfRyXy0VhYSFJSUm60fahcgkt2mWTnJwMwN69e2ncuLGaY1UCfYNFRESkwjx9PlJSUqo4EpGK83yPy9uXScJTAiIiIiJRozbzUhPoe1y5lICIiIiIVMCyZcswDKNCne9DmTNnDunp6VE/7vFyfsMw+OCDDyLevjI/C4keJSAhrFixgksuuYRmzZpF9OV/7733GDhwII0aNSItLY2zzz6bjz/+ODbBioiISLmNHDkSwzAwDIP4+Hjatm3LvffeS15eXkT79+7dm927d1OvXr1KjtTfnDlzvHGH+lm2bFlMYwLo27cvd911l2W8ZU1mdu/ezZAhQ6ITWLGJEydy2mmnRfWYUjZKQELIy8ujW7duzJgxI6LtV6xYwcCBA1m4cCFr167lggsu4JJLLuGbb76p5EhFRESkogYPHszu3bv55ZdfePzxx5k5cyb33ntvRPsmJCSEHbLV6XTicrmiGS4AV199Nbt37/b+nH322dx8881+y3r37h3188ZSRkYGiYmJVR2GRJkSkBCGDBnC448/zmWXXRbR9tOnT+e+++7jjDPOoEOHDkyePJkOHTrwn//8p5IjrUZ27YKlS92vIiIix5HExEQyMjI48cQTufbaa7nuuuu8rR/efPNNevbsSWpqKhkZGVx77bXeYVohuNmP50n/Rx99ROfOnUlMTGTHjh0UFhZy33330bx5c+rUqcOZZ54ZVEMxZ84cWrZsSUpKCpdeein79+8PGXNycjIZGRnen4SEBFJSUrzv169fT79+/UhPT6dBgwZcfPHFbN261bv/9u3bMQyD9957jwsuuICUlBS6devGF198EfKc+/fvp1evXgwdOpT8/PyyF3SA//znP/To0YOkpCTatm3LpEmTcDgc3vWBrVA+//xzTjvtNJKSkujZsycffPABdrudDRs2+B137dq19OzZk5SUFHr37s3PP/8MuMt30qRJfPvtt95aojlz5lT4OqRslIBUEpfLRU5ODvXr16/qUGLjn/+Eli2hXz9o1QpeeaWqIxIRkeNZ0S7IW+p+rQLJycneEZAKCwt57LHH+Pbbb/nggw/Ytm0bI0eODLv/0aNHmTJlCi+//DI//PADjRs35qabbuKzzz7jnXfe4bvvvuPKK69k8ODBbN68GYCvvvqKUaNGMW7cONavX88FF1zA448/Xu5ryMvLY8KECaxevZrFixdjs9m49NJLg2pjHnroIe69917Wr19Px44dueaaa/ySAI9du3Zx7rnn0qlTJ9577z2SkpLKHRvAxx9/zPXXX8/48ePZuHEjs2bNYs6cOTzxxBOW2+fk5HDJJZfQtWtX1q1bx2OPPcb9999vue1DDz3EM888w5o1a4iLi2PUqFGAu9bonnvu4ZRTTvHWEl199dUVug4pO80DUkmeeeYZ8vLyuOqqq0JuU1BQQEFBgfd9Tk4OAA6HIybDvnnOUeFz7dpF3K23Ypim+73LhTl2LI5+/aBFiwpGWTWiVjY1jMolNJWNNZWLtZpYLkVFRZimicvlKrnBNU0wj5bpOKZpkpD3Mkb2/YALExtm4+cgbUTZAjJSIMKRjEzT9MYO8PXXX/P222/Tr18/XC6XX7LRunVrpk+fzllnncWRI0eoW7eudz/PtbtcLoqKipgxYwbdunUDYOvWrcydO5edO3fSrFkzACZMmMCiRYt49dVXeeKJJ5g+fTqDBg3ivvvuA+D222/ns88+4+OPP8Ys/j/WN85Q1+JZf+mll/qt++c//0lGRgbff/89Xbp08W43YcIEbz+LRx55hK5du7Jp0yY6derk3eann37iwgsvZOjQoUyfPh3DMMLGMXPmTF5++WW/ZQ6Hg6SkJO9+TzzxBPfffz833HCDt2wnTZrEAw88wN/+9jfvfp4yfeONNzAMg1mzZpGUlESnTp245557GDt2bNC1P/bYY5x77rkA3HfffVxyySUcPXqUpKQk6tSpQ1xcHI0bN/Y7hy+Xy4VpmhQVFQXNA2KVnEnZKAGpBHPnzmXixIl8+OGHfl/uQFOmTGHSpElByxcvXkzDhg0rM0Q/mZmZFdq/4YYN9An4wzWcTr566y32d+1aoWNXtYqWTU2lcglNZWNN5WKtJpVLXFwcGRkZ5ObmUlhY6F7oyiN9b9kfRPnOJGLgwth7O+y9vUzHONR4F9jqRLRtUVER//3vf0lLS/M+BLzooot44oknOHLkCN999x1PPvkkGzZs4NChQ96b1Y0bN9KpUyeOHnUnWTk5OdhsNvLz80lISKB169YcOXIEgM8++wzTNOnUqZPfuQsKCkhLS+PIkSP88MMPXHzxxd59ALp3786iRYu8Dyk9r1YcDgeFhYXe/bdt28YTTzzBmjVrOHDggF8y0bJlS3JzcwFo166dd5+6det6923WrBn5+fkcO3aMc889l8svv5zHHnssbAyeOK688kruuecev+X/+c9/mDp1qvdca9euZfXq1UyePNm7jdPpJD8/n+zsbO9cHMeOHePIkSN8//33dO7cmcLCQu93rHPnzt59c3JyvJ9FmzZtvOdJS0sD3EngiSeeSEFBAU6n06+cAxUWFnLs2DFWrFgRlHDs27cv7PVL6ZSARNm8efMYPXo08+fPZ8CAAWG3ffDBB5kwYYL3fVZWFp07d6Z///40b968skOlqKiIzMxMBg4cSHx8fPkPdOqpmA8/XFIDAph2O2ded91xXQMSlbKpYVQuoalsrKlcrNXEcsnPz+fXX3+lbt26JU1zXHbYG36/ypKWlhZxAhIfH0/fvn2ZOXMm8fHxNGvWzPu55OXlcfnllzNw4EDefPNNGjVqxM6dOxkyZAgJCQmkpaV5b5RTU1NJS0sjKSmJ5ORkv1GxEhMTsdvtrF69OuiJet26dUlLS8Nms5GYmOi9YQZISkrCMAxSU1PJyckhNTU1ZGf3uLg4b0wA1113HS1atOCf//wnzZo1w+VyceqppxIXF0daWpo32UhPT/fu40lSkpOTvdeSmJjIgAED+PTTTzly5AgtSvm/PS4ujoYNGwaNNLV+/XoMw/A718SJE4NqagAaN27sndXcE0t8fDzx8fF+5VOnTslnnJqa6v0s6tev793Oc5116tQhLS3N+1n4HidQfn4+ycnJnHfeeUFNzbKyssJev5ROCUgUzZ07l1GjRjF37lz+8Ic/lLp9YmKi38gOnkw8Li4upv8hef6gy61NGxg3Dl54wf3ebseYNYv4Nm2iE2AVqnDZ1FAql9BUNtZULtZqUrk4nU4Mw8Bms3lvHDHqQsfcMh3HVfgrxvZTMPCtWbdDm40QH/nDOVsZmmAZhkHdunXp2LFj0LpNmzaxb98+/v73v3PiiScCsG7dOvc5iq/Vc71W7z169OiB0+lk37593qZBgTp37sxXX33lt99XX33ljdHz6rve6lpsNhv79+/nxx9/ZNasWd7zrVq1KmzcvjH7bmOz2XjzzTe59tprGTBgAMuWLfM2IystDl+B5zj99NPZtGmTZbkH7mez2Tj55JN5++23KSoq8t4/eT6LwHOGu6bExEScTmfYcrTZbN5hmQP/RuPidPtcUeqEHkJubi7r169n/fr1gLsqcv369ezcuRNw116MGFHSHnXu3LmMGDGCZ555hrPOOovs7Gyys7M5fPhwVYQfe/37u1/btoXt22H06CoNR0REqgHDcNdClOUnoSPH0qZj4qklsEPGLEjsWLbjRGkm65YtW5KQkMDzzz/PL7/8woIFC3jsscfKfJyOHTty3XXXMWLECN577z22bdvG6tWr+fvf/87ChQsBGD9+PIsWLeKpp55i06ZNzJgxg0WLFpUr7hNOOIEGDRowe/ZstmzZwpIlS/xaXZSV3W7nrbfeolu3bvTr14/s7OxyH8vj4Ycf5l//+hcTJ07khx9+4Mcff2TevHn89a9/tdz+2muvxeVyccstt/Djjz/y8ccf8/TTT5f5vK1bt/be1+3bt8+vP67EhhKQENasWUP37t3p3r074O6g1b17dx5++GHAPTGOJxkBmDVrFg6Hg9tuu42mTZt6f+68884qiT/mPM2v6tQ5bptdiYhI9VCYcgNmm1/gxKXQbjukV91DrUaNGjFnzhzmz59P586defLJJ8t10wvw2muvMWLECO655x5OOukkhg4dyldffeWtWTnrrLN4+eWXef755znttNP45JNPQt6Ml8Zms/HOO++wdu1aunTpwt13380//vGPch3LIy4ujrlz53LKKafQr18/v6GIy+PCCy/ko48+IjMzkzPOOIOzzjqLqVOn0qpVK8vt09LS+M9//sP69es57bTTeOihh7z3ZWUZkevyyy9n8ODBXHDBBTRq1Ii5c+dW6Dqk7AzT9Gm4L1Vq165dnHjiifz666+ltq+MhqKiIhYuXMhFF11U8SYA774LV1wBXbpAwFjcx6Oolk0NonIJTWVjTeVirSaWS35+Ptu2baNNmzYVGp7V5XJx5MgRb58IcVO5WHvrrbe46aab2LFjB02aNIla2YT7Psf6fq0mUiM2iQ7PKFiVMNOriIiICMC//vUv2rZtS/Pmzfn222+5//77ufLKK0lOTq7q0KQMlIBIdHgq0lShJiIiIpUkOzubhx9+mOzsbJo2bcqVV17JY489prk5jjNKQCQ6VAMiIiIiley+++7zTtTo4WmeJscPNSKU6FANiIiIiIhEQAmIRIdqQEREREQkAkpAJDpUAyIiIiIiEVACItGhBEREREREIqAERKJDTbBEREREJAJKQCQ6VAMiIiIiIhFQAiLRoRoQERERS4Zh8MEHH1TJuUeOHMnw4cPLtE/r1q2ZPn16pcQjAkpAJFpUAyIiIschwzDC/owcOTLmMc2ZM4f09HTLdXa7vUzJzLPPPsucOXOiEpfH9u3bMQyD9evXR/W4UntoIkKJDtWAiIjIcWj37t3e3+fNm8fDDz/Mzz//7F2WnJxcFWFFTb169ao6BJEgqgGR6FANiIiIHIcyMjK8P/Xq1cMwDO/7+Ph4br31Vlq0aEFKSgpdu3Zl7ty5fvv37duX8ePHc99991G/fn0yMjKYOHFi2HM++uijNGnSJCo1CFlZWVx99dWccMIJNGjQgGHDhrF9+3bv+sAmWDk5OVx33XXUqVOHpk2bMm3aNPr27ctdd93ld9yjR48yatQoUlNTadmyJbNnz/aua9OmDQDdu3fHMAz69u1b4euQ2kUJiESHEhAREYmmo7tgz1L3axXJz8+nR48efPTRR3z//ffccsst3HDDDXz11Vd+273++uvUqVOHr776iqeeeopHH32UzMzMoOOZpsmdd97JK6+8wqpVqzjttNMqFN/Ro0e54IILqFu3LitWrGDVqlXUrVuXwYMHU1hYaLnPhAkT+Oyzz1iwYAGZmZmsXLmSdevWBW33zDPP0LNnT7755hvGjRvHn/70J3766ScAvv76awA+/fRTdu/ezXvvvVeh65DaR02wJDrUBEtERAKZJjiPlm0fl4uE7S9jbLwfcAE26Pk8tL2xbMexp4BhlG2fAM2bN+fee+/1vr/jjjtYtGgR8+fP58wzz/QuP/XUU3nkkUcA6NChAzNmzGDx4sUMHDjQu43D4WDEiBGsWbOGzz77jBYtWoQ99+HDh6lbt27Ybd555x1sNhsvv/wyRvG1vvbaa6Snp7Ns2TIGDRrkt31OTg6vv/46b7/9Nv379/du36xZs6BjX3TRRYwbNw6A+++/n2nTprFs2TI6depEo0aNAGjQoAEZGRlhYxSxogREokM1ICIiEsh5FP4v/E10IBuQ4rfEBWtuc/+UxVW5EFenbPsEcDqdPPnkk8ybN4+srCwKCgooKCigTh3/45566ql+75s2bcrevXv9lt19990kJiby5Zdf0rBhw1LPnZqa6lcz4XK5yM3NpUePHt5la9euZcuWLaSmpvrtm5+fz9atW4OO+csvv1BUVESvXr28y+rVq8dJJ50UtK3vNXmapQVek0RmypQpvPfee/z0008kJyfTu3dv/v73v/uVu2maTJo0idmzZ3Pw4EHOPPNMXnjhBU455ZSg45mmyUUXXcSiRYt4//33yzzKWXWgJlgSHaoBERGRGuaZZ55h2rRp3HfffSxZsoT169dz4YUXBjVvio+P93tvGAaugP8PBw4cSFZWFh9//HFE57bZbLRv397vp23btn7buFwuevTowfr16/1+Nm3axLXXXht0TLP4IaERUDNkWjw8jOSaJDLLly/ntttu48svvyQzMxOHw8GgQYPIy8vzbvPUU08xdepUZsyYwerVq8nIyGDgwIHk5OQEHW/69OlBn+HxRjUgEh2qARERkUD2FHdNRBm4cn/FWHgKBj43u4Yd/rARUpqX7dwVtHLlSoYNG8b111/vjs3lYvPmzZx88sllPtbQoUO55JJLuPbaa7Hb7fzxj3+scHynn3468+bNo3HjxqSlpZW6fbt27YiPj+frr7/mxBNPBODIkSNs3ryZ888/P+LzJiQkAO4aIindokWL/N6/9tprNG7cmLVr13LeeedhmibTp0/noYce4rLLLgPc/YqaNGnC22+/zdixY737fvvtt0ydOpXVq1fTtGnTmF5HNKkGRKJDNSAiIhLIMNzNoMryk9aRY12nYxr24mPYodcsSOtYtuNE4Qlx+/btyczM5PPPP+fHH39k7NixZGdnl/t4l156KW+88QY33XQT//73vysc33XXXUfDhg0ZNmwYK1euZNu2bSxfvpw777yTXbuCO++npqZy44038uc//5mlS5fyww8/MGrUKGw2W5meqDdu3Jjk5GQWLVrEnj17OHz4cIWvpTbxlFf9+vUB2LZtG9nZ2X59dhITEzn//PP5/PPPvcuOHj3KNddcw4wZM477vjdKQKRCpmVu4rnFmy1rQJ5bvJlpmZuqKDIRETleFZ54A+Ylv0D/pTBsO7QbXSVx/O1vf+P000/nwgsvpG/fvmRkZFS4vf0VV1zB66+/zg033FDh0aNSUlJYsWIFLVu25LLLLuPkk09m1KhRHDt2LGSNyNSpUzn77LO5+OKLGTBgAH369OHkk08mKSkp4vPGxcXx3HPPMWvWLJo1a8awYcMqdB3Hq5ycHI4cOeL9KSgoKHUf0zSZMGEC55xzDl26dAHwJrVNmjTx27ZJkyZ+Ce/dd99N7969a0R5qwmWVIjdZjA1cxOnHd7LeeBNQJ5bvJmpmZuYMLBjlcYnIiLHqZQWULdlTE85cuRIv5nP69evX+qs48uWLQtaFrhPYB+Lq666iquuuiriOHw5nU5stpLnxxkZGbz++ushjxU4C3pqaipvvfWW931eXh6TJk3illtu8S7znUfEI3DOkjFjxjBmzJiQ560NOnfu7Pf+kUceKXUOmNtvv53vvvuOVatWBa2z6pvjWbZgwQKWLFnCN998U7GgqwklIFIh4/t3AGDFE+9xHu72sTN8kg/PehEREal633zzDT/99BO9evXi8OHDPProowA14ql6rG3cuJHmzUv6JSUmJobd/o477mDBggWsWLHCbxhmT3Oq7Oxsv34de/fu9daKLFmyhK1bt5Kenu53zMsvv5xzzz3XMhGuztQESypsfP8O9DgxHYBjBQ4lHyIiItXY008/Tbdu3RgwYAB5eXmsXLkyoqGBxV9qaippaWnen1AJiGma3H777bz33nssWbLEO5O8R5s2bcjIyPCbvLKwsJDly5fTu3dvAB544AG+++47v9HOAKZNm8Zrr71WORdYiVQDIlHRvpF7tBGbaZJgtyn5EBERqYa6d+/O2rVrqzqMWuW2227j7bff5sMPPyQ1NdXbr6NevXokJydjGAZ33XUXkydPpkOHDnTo0IHJkyeTkpLiHU45IyPDsuN5y5YtgxKa44ESEImKH387QgfAwKTQ6eK5xZuVhIiIiEit9+KLLwLQt29fv+Wvvfaat6/Pfffdx7Fjxxg3bpx3IsJPPvkkaJLJmkIJiFTYc4s3k591iKGA3TSZMLAjU4tHv1ISIiIiIrWZ1USPgQzDYOLEiaV2Yi/rcasrJSBSIZ7Rrp7P8GTopjfpUBIiIlL7HM83RSIe+h5XLiUgUiFOl7vG46QPVgDuPiBQknQ4XfoDFhGpDeLj4wH3ZGnJyclVHI1IxRw9ehQo+V5LdCkBkQq5u3iej03vB09EqJoPEZHaw263k56ezt69ewH3JHllmV3bw+VyUVhYSH5+vt98F7WdyiW0aJaNaZocPXqUvXv3kp6ejt1uj1KU4ksJiESFWVzTYaAaDxGR2sozSo8nCSkP0zQ5duyYd3QgcVO5hFYZZZOenm456pREhxIQiQ6XCyhpgiUiIrWPYRg0bdqUxo0bU1RUVK5jFBUVsWLFCs477zw1f/Ghcgkt2mUTHx+vmo9KpgREosI0Xb5vQE9nRERqLbvdXu4bOLvdjsPhICkpSTfaPlQuoalsjj9qRChRYfh2Nne5Qm8oIiIiIrWaEhCJiqAaEBERERERC0pAJCoM31oP1YCIiIiISAhKQCQq/Co9VAMiIiIiIiEoAZHocKkJloiIiIiUTgmIRIeaYImIiIhIBJSASJT41HqoBkREREREQlACItGhGhARERERiYASEIkK06UaEBEREREpnRIQiQ7VgIiIiIhIBJSASHSYqgERERERkdIpAZHoUAIiIiIiIhFQAiLRoSZYIiIiIhIBJSASHaoBEREREZEIKAGR6FANiIiIiIhEQAlICCtWrOCSSy6hWbNmGIbBBx98UOo+y5cvp0ePHiQlJdG2bVteeumlyg+0ulANiIiIiIhEQAlICHl5eXTr1o0ZM2ZEtP22bdu46KKLOPfcc/nmm2/4y1/+wvjx43n33XcrOdJqQjUgIiIiIhKBuKoOoLoaMmQIQ4YMiXj7l156iZYtWzJ9+nQATj75ZNasWcPTTz/N5ZdfXklRViOqARERERGRCKgGJEq++OILBg0a5LfswgsvZM2aNRQVFVVRVDGkBEREREREIqAakCjJzs6mSZMmfsuaNGmCw+Fg3759NG3aNGifgoICCgoKvO9zcnIAcDgcMUlaPOeIxrlMp7PkuAUFcJwnXdEsm5pE5RKaysaaysWayiU0lY01lUtosS4bh8MRk/PUZEpAosgwDL/3ZnFNQOByjylTpjBp0qSg5YsXL6Zhw4bRDzCEzMzMCh+jyeFD3t+XLlnCscaNK3zM6iAaZVMTqVxCU9lYU7lYU7mEprKxpnIJLVZls2/fvpicpyZTAhIlGRkZZGdn+y3bu3cvcXFxNGjQwHKfBx98kAkTJnjfZ2Vl0blzZ/r370/z5s0rNV5wPynIzMxk4MCBxMfHV+hYm2e85v39gvPPhzZtKhpelYpm2dQkKpfQVDbWVC7WVC6hqWysqVxCi3XZZGVlVfo5ajolIFFy9tln85///Mdv2SeffELPnj1D/jEkJiaSmJjofX/kyBEA4uLiYvqPS3x8fIXP59uZKD4uDmrIP47RKJuaSOUSmsrGmsrFmsolNJWNNZVLaLEqm7g43T5XlDqhh5Cbm8v69etZv3494B5md/369ezcuRNw116MGDHCu/2tt97Kjh07mDBhAj/++COvvvoqr7zyCvfee29VhB97vh3PNQyviIiIiISgFC6ENWvWcMEFF3jfe5pK3XjjjcyZM4fdu3d7kxGANm3asHDhQu6++25eeOEFmjVrxnPPPVc7huAFTN+kQ6NgiYiIiEgISkBC6Nu3r7cTuZU5c+YELTv//PNZt25dJUZVffl2szddLqy73YuIiIhIbacmWBIdPjUgLqeaYImIiIiINSUgEh0+tUWm+oCIiIiISAhKQCQ6fJIOUzUgIiIiIhKCEhCJCsO3BsRUAiIiIiIi1pSASHSYqgERERERCTRlyhTOOOMMUlNTady4McOHD+fnn3/228Y0TSZOnEizZs1ITk6mb9++/PDDD971Bw4c4I477uCkk04iJSWFli1bMn78eA4fPhzry4kKJSASHT41IC7VgIiIiIgAsHz5cm677Ta+/PJLMjMzcTgcDBo0iLy8PO82Tz31FFOnTmXGjBmsXr2ajIwMBg4cSE5ODgC//fYbv/32G08//TQbNmxgzpw5LFq0iNGjR1fVZVWIhuGVqDB8O56rBkREREQEgEWLFvm9f+2112jcuDFr167lvPPOwzRNpk+fzkMPPcRll10GwOuvv06TJk14++23GTt2LF26dOHdd9/1HqNdu3Y88cQTXH/99TgcjuNudnbVgEh0+NaAuDQRoYiIiNRsOTk5HDlyxPtTUFAQ0X6eZlP169cHYNu2bWRnZzNo0CDvNomJiZx//vl8/vnnYY+TlpZ23CUfoAREosWvE7oSEBEREanZOnfuTL169bw/U6ZMKXUf0zSZMGEC55xzDl26dAEgOzsbgCZNmvht26RJE++6QPv37+exxx5j7NixFbyKqnH8pUxSPakJloiIiNQiGzdupHnz5t73iYmJpe5z++23891337Fq1aqgdYZh+L03TTNoGcCRI0f4wx/+QOfOnXnkkUfKEXnVUwIiUeH756FheEVERKSmS01NJS0tLeLt77jjDhYsWMCKFSto0aKFd3lGRgbgrglp2rSpd/nevXuDakVycnIYPHgwdevW5f333yc+Pr6CV1E11ARLosOnBsSlGhARERERwF2Tcfvtt/Pee++xZMkS2rRp47e+TZs2ZGRkkJmZ6V1WWFjI8uXL6d27t3fZkSNHGDRoEAkJCSxYsICkpKSYXUO0qQZEosO334dLCYiIiIgIwG233cbbb7/Nhx9+SGpqqrdfR7169UhOTsYwDO666y4mT55Mhw4d6NChA5MnTyYlJYVrr70WcNd8DBo0iKNHj/Lmm296O74DNGrUCLvdXmXXVx5KQCQqfIfhdSkBEREREQHgxRdfBKBv375+y1977TVGjhwJwH333cexY8cYN24cBw8e5Mwzz+STTz4hNTUVgLVr1/LVV18B0L59e7/jbNu2jdatW1fqNUSbEhCJEtWAiIiIiASKZHRQwzCYOHEiEydOtFzft2/fGjXKqPqASHRoGF4RERERiYASEIkK3yZYpjqhi4iIiEgISkAkOlQDIiIiIiIRUAIiUWH4JiBOZxVGIiIiIiLVmRIQiQ7fBMSlGhARERERsaYERKLCtw+IRsESERERkVCUgEh0qA+IiIiIiERACYhEiZpgiYiIiEjplIBIVBgu3wREndBFRERExJoSEIkOdUIXERERkQgoAZGoMEyfjucahldEREREQlACIlHhNw9IFcYhIiIiItWbEhCJDp+hdzURoYiIiIiEogREosLQKFgiIiIiEgElIBIdPjmHaWoiQhERERGxpgREosK/E7oSEBERERGxpgREosKvE7paYImIiIhICEpAJDrUCV1EREREIqAERKLC8H2jKhARERERCUEJiESF4VsD4lIfEBERERGxpgREosS3D4hqQERERETEmhIQiQqb79wf6gMiIiIiIiEoAZEo8ZsIpOrCEBEREZFqTQmIRIepmdBFREREpHRKQCQqbKY6oYuIiIhI6ZSASHT4NrsylYCIiIiIiDUlIBIVfjOhqwZEREREREJQAiJR4ZuAoD4gIiIiIhKCEhCJCkN9QEREREQkAkpAJDp8Kz00DK+IiNQmRbsgb6n7tboqLcbyXkNVXrvn3I5qXO5iSQmIRIVfHxAlICIiUlscegW2toJf+7lfD71S1REFKy3G8l5DVV67z7njdrSnZb3M2J1bKkwJiESFbxMszYQuIiK1QtEuyL4F8Pwf6ILssdWrJqS0GMt7DVV57QHnNnDRrcmLqgk5jigBkajw64SuGhAREakNCjdTcgPu4YTCLVURjbXSYizvNVTltVuc22a4MIq2Vv65JSqUgIQxc+ZM2rRpQ1JSEj169GDlypVht3/rrbfo1q0bKSkpNG3alJtuuon9+/fHKNqqpWF4RUSk1knoYLHQDgntYx5KSAkdACNgoU+Mpa0Pxd7QamFsrt2i3F2mDTO+XeWfW6IirqoDqK7mzZvHXXfdxcyZM+nTpw+zZs1iyJAhbNy4kZYtWwZtv2rVKkaMGMG0adO45JJLyMrK4tZbb2XMmDG8//77VXAFsWUQo2F4d+2CzZuhQwdo0aLyziNSkxTtcj8xtNUFV671a+E29z1IfJvQ2/i+JnSA+BYRHLu1OwbHLijcHrx/dRZ4bbGM2XPu0s4Z6Xal7Rfqc/Rdf/Rz/+9IqHOGKrdQsVb0GkLFHO46S4s9VIyB53Ll4i4Uz/97BmTMCj52JLF6tvOUc3Jv/5hdiTRM3gD5jaCwoPS/Uc+raeC+3SsqOU/6n8Cxu+Ra45qBI6tk/Ql3lqwP9TnmvBtcfvXGwLHPgd6RfW8jvYbAcgqoZTGBrQcvpnXr0KeU6kUJSAhTp05l9OjRjBkzBoDp06fz8ccf8+KLLzJlypSg7b/88ktat27N+PHjAWjTpg1jx47lqaeeimncVcVwxaAG5JVX4JZbwOUCmw1mz4bRoyvnXCI1xaFXAtppR4sN0m6AI2+EPXYcNk7LOJ+4HcsDtrNBxmxIr6Z/w5blFqOY/c4d5pyRblfafmE/R8/6f+E/3CHW5wxVbn7n8NnP6hrqjCjjNVjEnDHb/WvI6ywt9lAxliKuOdQbVfZYvee5Gb9kJm2EN+Y4oE9LMLP+VnocoRh1wcyFQzPcP54YvLHFA0VwcKr7JzDW0v7mD89y/2BAxj8j+N5GyqqcPOwYOOlQfwHmjo+q5b8rU6ZM4b333uOnn34iOTmZ3r178/e//52TTjrJu41pmkyaNInZs2dz8OBBzjzzTF544QVOOeUU7zYFBQXce++9zJ07l2PHjtG/f39mzpxJiwgfyBYVFZGdnc3Ro0dp1KgR9evXj/q1RkoJiIXCwkLWrl3LAw884Ld80KBBfP7555b79O7dm4ceeoiFCxcyZMgQ9u7dy7///W/+8Ic/hDxPQUEBBQUF3vc5OTkAOBwOioqKQu0WNZ5zRONcvjUgLqcz+vHv2kXcLbdgeJIblwtz7Fgc/fpVSk1INMumJqnR5eLYhVG0BTO+PcRZfKdKWV+hsgl17MDlnvdGHQwzL/T2nvWuPOKyb/avoYwaF+aR14MabgQycNEybanFdi7M7Ftw0ADDVqck5rK8OrYDYMa1Lvu+4V5Dllv0YnZwIg2TN+DIrY9hzw849y0YPh17Lc8ZFGOEsVntF/ZzDLc+4JxBsYc6RvF+TpO4328JvoaG6TRM/jG4bCL+Xrswi29QQ1+nVewW5RkUY2gmYDh24TjwGmZCpzLE6jnPzQHlbPrFHPhaHqaZa/m3COCK64Dh2FKu74IZFJcZ4fc2UqE/DxOnT9m4MLPH4kjsZ/3veJQ4HI4ybb98+XJuu+02zjjjDBwOBw899BCDBg1i48aN1KlTB4CnnnqKqVOnMmfOHDp27Mjjjz/OwIED+fnnn0lNTQXgrrvu4j//+Q/vvPMODRo04J577uHiiy9m7dq12O12y3Pn5uby1ltvMXfuXL7++mu/+84WLVowaNAgbrnlFs4444xylkb5GKbGTA3y22+/0bx5cz777DN69+7tXT558mRef/11fv75Z8v9/v3vf3PTTTeRn5+Pw+Fg6NCh/Pvf/yY+Pt5y+4kTJzJp0qSg5S+//DING1q1ray+Blx1DXUKjwHw8VWjyL92aFSP33DDBvr8Lfipz6rHHmN/165RPZfUPi3rZXJak5kYholpGqzfM46dhwdGvL4yzh24fOeRvrRMW1b8HgyDMNt71rtfq7PAWMv6Go1jhDt2VcUc6TnLG1s0lffY1eEaIi3PaB83WueJplh8Nyp6jkj3X7XzMfYfq7x7g3379jFmzBh+/fXXiGsffP3+++80btyY5cuXc95552GaJs2aNeOuu+7i/vvvB9wPqZs0acLf//53xo4dy+HDh2nUqBFvvPEGV199NeC+Xz3xxBNZuHAhF154YdB5pk2bxhNPPEHr1q0ZOnQovXr1onnz5iQnJ3PgwAG+//57Vq5cyfvvv89ZZ53F888/T4cOVv2aok8JiAVPAvL5559z9tlne5c/8cQTvPHGG/z0009B+2zcuJEBAwZw9913c+GFF7J7927+/Oc/c8YZZ/DKK9bjYgfWgGRlZdG5c2e2bdtG8+bNo39hAYqKisjMzGTgwIEhk6RIOeqmkVyYD8APdz1Ex6ceiUaIJXbtIq59+5IaEMC023Fs3lxpNSDRKpuapEaWi2MXcTva+z21NbHjaLXZW+sQdn2xcpVNqGM3X0Fc1rkBy62ffIbaPhZCxSRSGx0Pfw+lxVjea6jKaw88t9W/z9GWlZVFmzZt2Lhxo9/9WmJiIomJiaXuv2XLFjp06MCGDRvo0qULv/zyC+3atWPdunV0797du92wYcNIT0/n9ddfZ8mSJfTv358DBw5wwgkneLfp1q0bw4cPt3ygfeWVV/Lwww/TtZQHtQUFBbzyyiskJCR4ux5UNjXBstCwYUPsdjvZ2dl+y/fu3UuTJk0s95kyZQp9+vThz3/+MwCnnnoqderU4dxzz+Xxxx+nadOmQfsEflGPHDkCQFxcXExv7uLj4yuegPiksQZG9ONv08bd58Pzh2GzYcyaRXybNtE9T4BolE1NdFyXS2DnR+fvBLZFNnASf+xjSDwJCr4Pv97bGdXdQTTe2Yj4ol2Rdegu/Mn62HnzLZZbc2//f0Hbx0J1v9mSKCgECoBEIKGC25blWBU5XjRjjpgt/AOASM9TCOQW/56I+8+6eB+zEIwCMG1g+Cwv9Rze5TaMhjfAkTcB6/m6jOJr8fv3pNTY7Rhp17v7CRWa7m09hwh8LW85B8bgfW9gNByBeeRNDJyY2DEyZhGfXLn3BnFx7tvnzp07+y1/5JFHmDhxYth9TdNkwoQJnHPOOXTp0gXAe78ZeI/ZpEkTduzY4d0mISHBL/nwbBN4v+oxf/78iK4nMTGRcePGRbRttCgBsZCQkECPHj3IzMzk0ksv9S7PzMxk2LBhlvscPXrU+4X08LTHqw2VTDafiQhNVyVNRDh6NDz8MPz2G7z1Fvzxj5VzHqm5LDs/hriN3vun8McKWB+VDqIeh6aXcftnI9jIBs0/dCc/tjrgyvN/LdxenDS1Dl4X+Pr7g3B0ccmhT7gX0q7y386VC1nDCO7E/Qpkj6YqEqbyOR5jLi+f74grF769BHb6rG4JnPKi+8ly4Ge7j4BtDejyakm5Ba0HwrU0Lm17v/UGnHYPnHi+dcyhzlPWmEr7G9pxFpbfkVCxBpbh78CvIU5dHzjgO9pWcTynTYA2V8G2/4PvnyleH2o5cOa50O5x9yhSln+jdmj1Rck1Be7vLSOfskho7x6hKrcLfH9fQIwWrI4R6t8bVy58OxR2+hyzPnDApzzPPBdHq0f4auVbnHnudZWefPiyqgEpze233853333HqlWrgtYZAe3LTNMMWhYokm2qIyUgIUyYMIEbbriBnj17cvbZZzN79mx27tzJrbfeCsCDDz5IVlYW//rXvwC45JJLuPnmm3nxxRe9TbDuuusuevXqRbNmzaryUmLCt0OYUZkJl6146poGDSrvHFIzBc3a6xGd72s0OohWmkIb1JkA9tMgxadZwtFdkLsZUptCvRAdEH23qeMZjnWp/zYHp0H9O4OH3cyYjZk91u/JJOkjAad7xmScUXwCXRns7iFVA2OOAk+zkdBNV+yQdn3Yp9Vl2660/YqvNfVi9+qju/xvzgF22uD0i93foYzZ/p9h0LYGnD7Avd3OW2BnwN/dTiCN4s/cPxazEIyg4/lsH3Q+E76dBk2usojDs5/nEXzxufa9ESImG1jWEgSUjxXfMvEIFWvrO4PLMFTyAXCg5P9Z34703uteP5WSf8vCLP96LDTdDnX6WsRcfI3Jxf8WHN0F632SD98yajnbvyyO7oI19xPRv6ehjmHF6nt4wPdN8TVdtNnd56MSm11ZSU1NJS0tLeLt77jjDhYsWMCKFSv8+o5kZGQA7loO3xYzvi1vMjIyKCws5ODBg361IHv37vXrrxxKfn4+zz//PEuXLmXv3r24AkYsXbduXcTXEQ1KQEK4+uqr2b9/P48++ii7d++mS5cuLFy4kFatWgGwe/dudu4s+asYOXIkOTk5zJgxg3vuuYf09HT69evH3//+96q6hJiK2USEPqNgiZSJ5ay9x6n0u8LXkjR+ERI7+TzBnAo8DUyFM2dDu9Gw9RX4ymfIUc9yX1bbZLQluByLZz8OTEDSR+NI7Bf8ZDJ9NNS5EDY/Wxxb8fE9T21Lq4EpT61NeV49T3Z9Yy7cUrHjFsfsMJrz1RdLOPPsfsTbCkOfu9Hj4c8Z6Xal7ed7rQCHfrD4YrkgZ4s7AfEtj/0/AoHNN4q3bTIa8lKBq4MPl/4iNOgUFItz7wbiGB96+30bgdv815lO2LPMImagwf9B47P9r9O8yDqmBu9AsyuDyzOwfKxYfUesysZ0lpRN2DKMgOmEvasI+psMt9zzGQbGHHiNOZuxTCgavAPpV/ovyynjv69Wx7ASKgZfphMjt3rPgG6aJnfccQfvv/8+y5Yto01A8/E2bdqQkZFBZmamtw9IYWEhy5cv995H9ujRg/j4eDIzM7nqqqsA973o999/H9GUD6NGjSIzM5MrrriCXr16VXmtiRKQMMaNGxeyTdycOXOClt1xxx3ccccdlRxV9eRX61GZNSBKQKQ0R3e5/9NKqgtxPv0tnEci2Dmg7XNVs6wdsEO9a+HQc1jHanc/VYxvAftXBzzBdLkTCsMOX91M8JPR4lFUcjZDXF2f5MNnm4u+ILic7OCoA3uWQmoH/1qWuBbWTyaLKH4663N8z5PhOmFu9CKptQm1TxzuDmue2pzA2p2g7XBPi+D5TqV2KHlyHBhLuJh9tz+0zf17elN3uSSdAfHxoc8d38L9EzLW3eCwiK3UsijeL66u9bXu/iR4X8MOqe1LtvHsW6cnwd8JA+Lcw4tyQm/8J+srPlbDi/2/K0VAromZ3MOiZsgG9haQa0LeMYsLs0GO1U2oAXn73Meu09cd+4GlkNQmOGbDDiec7ReL9/PwLeeUFgFlkFuyPHC/Y1b/H9rc+3j+Xur0BdpRrgTEsEOaxahFhh0an0NQuQee2zfmwO/Age+sj5vU2r2/59rj6kL+7xbnChk0kOwfg+/fmO93woigWtSwY9pTaOj8Eo6eCvVi1wQrUrfddhtvv/02H374Iampqd4+G/Xq1SM5ORnDMLjrrruYPHkyHTp0oEOHDkyePJmUlBSuvfZa77ajR4/mnnvuoUGDBtSvX597772Xrl27MmDAgFJj+O9//8vChQvp06dPpV5rpJSASJT41oAoAZEq4vfEngjadPuIbwsN/hKmmU34pi6lN6kJx+LYlu3TfZpIWDX38DShiG9RXBa+SYaHC768KTgE0wk/Pws/epICi5sJ0wn5ecHNNoquh/962r+HqE0JZPXENPDpbKBIam3C7uNhgzY3wDafSen83ofZriw1SEFxlHwecRi0TBgHXBQ6xlDnChVrRDGEmRDP8rjFDDv0mgW7P7aOteHZsO8zn2UmfHxWSUxNB7n39eg1y/9z9oktDhuF1CXR2xsb9/mWXxL62nDB1lkWy01YMw7W3AZtRvh/lk0vhN3/K9m050x3TOUqp1LKLzBW77UUf25NLihlH78rKvk3ptW1sNyib2qvWdDgDGh0Dvy+MvS5I/o7oGT71te7P9cKPagxw8fg972/OcxxAAxofT1xS86lDy7M/z4S2b8LMfbiiy8C0LdvX7/lr732GiNHjgTgvvvu49ixY4wbN847EeEnn3zinQME3MPqxsXFcdVVV3knIpwzZ07IOUB8NW/e3O9YVU3D8FYju3bt4sQTTyz3uNJlVVRUxMKFC7nooosqPKKRy2bDVvxV+v6WCXSZ9Uw0QgzWqBHs2wcLFsAl4f4zqpholk1NUq3L5egu+KAVQf8xdsGib4ENMt6B7D+WbJ/6R2g+t3iULIumLJ7mCSHWF7kSSprUuLLK1jQo8NgFubAooHOoYYOLvvR/6h8Yi+c4ocoirOL+VeH2MewwbHvxU9Piczvq+CQfwduF/M7kbIH/dAh9/EBW1xRu+1D7VJRhh0FfBN+ElRp7SwITOhMbjn4riV9yrnWMoc4VLraylF9Z9HgBThwa5hghnn57Yvr8Oti7onhZHFyVC/bEkLHFZljXgBqQIeshsUH0vzOlMexw+rOw9nZI7wanPOReHpcMy4fiW64uDJxn/5v4r0eAMy/4Gjwu3w+J9WFhNzhkUZNRHhmDIfsT6/MFMaDPPKjbGhx57pqSgGsJvWsZvvd1O0LuFsr070IUxPp+LRr+97//8dxzz/HSSy95uxNUJdWASFTYYtUEy+n0f5XaK3A43f3BQ9oC7iZMQQmIC+IbQcp5cHSZe1FCR/erp8lLKKHWFxWx/9jvxU1qSu8QGPbYuUsJrh1wuWsf6kUQS1nbY2ODThPgp6fDb3ZCyfj03nPvsBgC2HTC719AUkMwE2no3FDSNMLT1CJ7WcDBDfdTW7BumrHvK+vzhKsxKXM5RCDStvVBcQT/u2jgwrbv89AxhjpXuNjCxlCBssj5EXJODnOMEP/um044/DPsX+N+b9jBdMDBb6Fhr5CxGYBpr4vhzKXyBFzL/q/dTcxi3QzTdMLeZe7fG58LrYr7RuxZSmC52jBxJaRBoz7hk4H9q91NsA5/H704D30X+nxBTEhq5K6FActrCb1rGb73uVuDtyvt34VaqmfPnuTn59O2bVtSUlKCHiIeOHAgxJ6VQwmIVFxgwqFO6FLZrIbTLQyxreWoiHZ3bYHNZzS1/Y9DfEt3p8yqltoByzbzqe3LsH8ZnPkyNB0IP/n2yfBRrysc3gAH1rifDvs1kRhjcUADPnPXLsUBfcDdNCJc844Ww93/lnhrCmzQ+jrY/iYhb1xKKxOrcqwow+6++StLLPYUy8UmBq6GvbGHeoodsh1/mNhCxVA3wu9OKIUHisuztH5SFv0qcIHzKMSlQqPe7qZY+78uSUBCfF/N9FMx9n9ZyvmiILk5HMtyx9RsCFH/zpTGsEPedvfvDXqVLLcobxc2zLrt3NtlW/TT8cS+/2uIS3E/uEjKgPy9VLgc83dHvm3gdzGi747PvhF/7y0eRpbl38pa5JprriErK4vJkyfTpEkTdUKXGiAwAVEndPHUTiR0KH3kGN/tfSfqK9xmPZmfKw+yLfo2JOAebtO3r3m6z++eDt02A9Lvhv3rYfd7PhNbuWDzLXBiEzDqBHcuDRSq0+TRXXBotfv3um3CHyPUsYpy3c1UzKKSbQLbzIeT2AhsCeAqzsoMu7vt9vY33U8HraS0gNP+Duv/HLzu8AafN4Ed2a2YeD6fkuGJXbDt9dAx718Duz6g5HN1wfY3Qm+PDbpNcZfbsd0lnWF9X+113GVRsNdi/8CbmxA3OwkNoXBfyTa9ZrmfrgYey7f2JjCOrXMsr+CQ0Ya6AHVaQ94vwRs06Q8uJ8SlgeNw6bG2HekuC9/O0Z7XQz9axlC64pvGPPdkaKSdBEdCHCuhvvs7tPrWku9Zs4tLRqdK7+LuK7L7Y9i1ABqe6Y6t8LDl4cwGZ0L7Ue7BD6y+t6G+157l2/5F2M/YlgiuAmh7I/wwGbKXQNtRxWWWE7pIklvAsV2h11sJ9zfY8U7Y9IL795SWJctTWriT/eLrNw0738bfSpeUFv6Jiu85Wl4JO96B3xZCQfH3Nv00aHVF6HKMJHZ7HXBEMpAHJf2FfP+9CriWgB3w+1zOeAlsSe5mp55tA8vPsENaJzjsHq3N2wfPsGOU5d/KWuTzzz/niy++oFu3blUdCqAERKIhMBlQDUjt5lc7YXN3WA5Xq2A5OWA5ee7XPf+fHQIOGXDiIPg1s/gcJu4haX2aG3kntnLB5sC+RRade606ILccQcuiTOL+eynBN4dhOghbdjC2uHFqMTzSUoDfV7mTj8RG7nbYacWJTbfH3TfPcXXc7bJ/+Rdse837nzip7SI8QYiO7BVxLNwkCBbqdYb1DxDx96bDbe4bza/HwcE1eMs3sQkU7Cl53+leOKEHfHGNewSewv0lx0is736i/MV1/sdOL/4PPZK+A+3HQt6vsHshJ5i/YC7xqU1pOwo63Arf/Bn2Lnc/4fZ9yp3UDPJ/K4n1pHug9dWw6mrI2+b+Lm19pfSyOPleaHmV+zvgLIRlQ/zj9ltfBMsGwYF1/tfX+gY46Q749q8lMRYeAMNwt79fcQUc+AqyPnT/AOz7sqQ2aE8mfJwZHJu9TnHfBrBtmg5n/tN9PN/vrec1tb3199p3+e9fwC+vwu5FJeXmOYeroPh9cUx5v0CmT/PJjndBm2uLy+EYLLuo+DqLb+x7/RPST4VlF0Ph79blFyrWwsOwcrh7+5+nluy7uJ//vxXtRrs7y+dswZHUip3LvqMLFDdb89HxDuh8H2ya6X6//0v3D0D2x+4ExFOO9hR3J3DfxNyTjFldQ2p79zUe+jb8NQZeayCfayGuDqy+HQ58XfK5eJLd/D3wv274/U12utO//FLbu/+WPf92AZvjhtP6wqnEV8NRsKqDTp06ceyY1QhyVUOd0KuR47YTelERJJQ0st9w4210nTMjChFaSEmBY8dg7txKnQm9Wne2jgarGgdXbugai+Lti2ytWfjJd1w06FTiXduD98/bATtuChg21jPbbZ3g7V15kBVhx8RA3hoN3PdELqDShoK3wfkflvwHG9SZ0kZRj1nErb05TMdZn2N4nkpbHiuEU/4KLYZaP+kPeuL+Cmx/C068As6dH/qYW2aXDL97wSJY/yBsfJKYN0GJhUg7thp2GLrNfSN6tPgpd9127psiRy6hyybSMgvT2b88nc4HfQEfnxnhuX3283TSteog77veWQDzUoLjCdcZvyzXUJZYy8Oy873PZxWueVLguf93Ohz8xv17YiO4bI+76Va48gsb14nW60Ls7/1/qe+pxP83oK9KaeVe2mde1u0r5XOJIBa//f1jcmHD+YctMUlAjsdO6J988gmTJk3iiSeeoGvXrkH3NmWZUDEaVAMiFacmWMeXsDUOFjUWPtvHYeO0jPOJ27E8eP99WAwbi3u7rCiPWBZ4rkrnKnUI0PDJRyTHKMUPj7t/yuLXd93JSKghKeud4n71PEXc/7X7tc0N7gTG09Sh9fURDC9qfQNe6mhGht3d7CRvW9hL8du+PM1IIu3YajrdHVvrtClJQHJ/cd/8OHIJfdMW6b97Yc5fnk7ne1eV4dw++3k66Vp1kPddb0+E+HpQdDCyWMt6DWWJtTwsO9/7XG9+duTnTmoKFCcgBfvcNSt12xK2/MLGFeF5AxiBoz559glX7qV95mXdvlI+lwhi8ds/sIO+C1fu1mo5D0h1MHjwYAD69+/vt9w0TQzDwBnjwX2UgEjFBSQDRmUmBxoFq2KKdpXS3Mnlnt+hzoUlw8L6bG/gomXa0uAbykKCE4KduPtkRDCPVJlYnasaqNrufKGYJTUcVjcKngTk6C4oPOgeOQeg0z3Q7YmSpg4pLaDjbWGeahfX7iwPGDoYG44es4hbewtG4GRo53/orrGJq1P8BD+cwO0t2r+XxtuxtZSOsIbdfY7fV/ksNOFoGZuIhVRKDUgkMZZ3e9/9PJ10rToH+64/uis4+Qh37vLGFEms5VGWzs/hzn10V3EzLo/iv61BFhNzRhJzuLhK2d+s2976nOHKvbTPvKzbx/JzsTpXuA76Ymnp0qVVHYIfW+mbiJQioMbDVB+Q6qswkqdOTvf8DiG2txw4o8BiWbjlFRHxMatnSlA2UbgGz9NDKwnp7hGAAL550N3x1pbk7l+R0gKa9C1JXBqc4W6bbgRMeGXY3cubX+y/3rO87Y2sTxiHGbi8+cXu44etVfBwuZMP7/Zl5OkUG3gNhh3a3Oj/vtesCGOCMn8+nms/c7a3PEzfdVYx+q63ijXU9uFi8O2k6+kcHHhcz/pQT+o73W1dnmW5BqvY2txYUjZWnZnLKvD6Qt72BCy3LAeLWgdHXvjyiziuEOeNZN9Iyr20z9zquxXpd6Q8yvK5WJ0rYH/TsPNtwp/U+TyM888/P+xPrKkGRCouMBlQE6zqKyGSYUnt7iFqQ2xvmhZJiOVQt2GWW/L0Fanr7i9SuB3LyfwKcmFzKf0mDDuc94HlE3nvk3RHbjnWR8qAM4pnVS73MULVKpQ1lFKeVMbXc7dj98wi7cp3j1Zl1WwrsBNpYIdT3/We5UVF7IwfSJeB9xCfvyO4g2o0nsYGTnoWrlOsVYy+HVs9bd4jGW42RK2PX21NiDgcDfvx1eK3OLN3P+KNwtAxhurEXNr2oV6tOghblUnYz8cGJ90Zft9IriFEbI7Oj7jLpv910WnPHxhLqH4r4copXC1Ak76hy68scYXrwB1u30jLvbT9rb5bpZ2vIkr7XLDBhV+WzCUSZn+/DvoSUn5+Pt999x179+7FFXAfNXTo0JjGUmMSENM0Wb58OStXrmT79u0cPXqURo0a0b17dwYMGMCJJ4bo7CUVF6s+IL7HVQISehjY0oa0jWsNjjDt7VP6g2N3ce1HHO42VKVUOyQAdYA8n2Un9YaEr7Acp93D05E80QYtZ4P9tOJrauo/47evOkDn+4s7S1vwPJ3zPJH3DPvou9yjLOutzuMzLGTQMJCeG/hwxwhxrJDXUFalPak8uguObAxeHq7ZVkqL0p/OhtrP6mYycHjOUGUR+DQ28HPzTN4WicAYrd5HElMk37EwMey3d3XfXFkNdBGuHMvzuUQQT8jjWl1juPKraKyesonm02zfc1pdT6ibXN/9w5VDecu/Ip9bRb8Lpf0dlPe4ZRGNz6X4QQdEacb3GmrRokWMGDGCffv2Ba1TH5ByOHbsGNOmTWPmzJns37+fbt260bx5c5KTk9myZQsffPABN998M4MGDeLhhx/mrLPOquqQa55YDcPre9zanoBYDQPbbnTZhrRNGw0njC2pXdh7HxxbBkc/gR0WE1zZm4HzNwyjuGPxCfdC2lUl+2+6Am/njNMmQudHipOhLSW1F76v2/4Pvn8Gb01G3krYZnFNVpIau18b9oYe08v2tNtXWdaXMgSow0zgq8+XBD+1jeTpdLSebkc6HKZHqOY1sZ5JuDo8jS1vTLGIparVtGss7/XUtHKoblS+ler222/nyiuv5OGHH6ZJkyZVHc7xn4B07NiRM888k5deeokLL7zQcsjUHTt28Pbbb3P11Vfz17/+lZtvDjV5lpRLrGpAaksCEmqIXM9rQV7xBHA+E7Z9fQuk2uGAxQR9oRyZA40mlnQ2P7Yi/PbO37y/GgAHp0H9O937Fx6GXJ+e4a7idr3xLayH9T26C9ZP9b8Gv0nqXOGfwntGa2p2UeRPyCp7fVER++2/R/eJZFn3L6tQM4VXxUzC1eFpbHljikUsVa2mXWNV1FhI6VS+lWbv3r1MmDChWiQfUAMSkP/973906dIl7DatWrXiwQcf5J577mHHjh0xiqwWUQ1I9ERSg5Fjscx0ueffSC3LyYo7m8e3iLBzepj9D6z2X5VXyt9ZJEMwhnsK70lAGpY2epKEldLCPdGbX0IbotOniIgct6644gqWLVtGu3bVY6Sw4z4BKS358JWQkECHDh0qMZpaKlY1IL7tE2viMLylDZHrO/GeFVvAdn6TAVodywY5uZC7FMw8yDHAZnpbQOHyOUbgpH+JQIJPZ/XdxTMaG/FgFgUnIIH9VY6GGXvfy4DDP/p3DM7ZDE6He14GgPo9IziOhOVp9vD7F+73jc5W8iEiUsPMmDGDK6+8kpUrV1pORDh+/PiYxnPcJyCBqlMP/1ojcBheNcEqn3C1EPvwn/vCTnDf7p+B+sABn2XeyQCtjuWCzRFMjOdzTG9Ha8Doer279mPrK/DjU8UbFLlffROQwP4qbW6Abf8q/byYsGYcrLkN2oywngjv13dD9xORyKW0KFsnbhEROa68/fbbfPzxxyQnJ7Ns2TIMn+EsDcNQAlIR1a2Hf60Rq4kIa3oCkhCids5q4r1QX+UDAe9/tUHnD8F+zJ05OJJhXRmHdfU5puH7+v2b0Oy24uQiQN4Od2J6LMsn+YDgvh6RMEPvE66fiIiIiADw17/+lUcffZQHHngAm63qpwGs+giiyNPDf/fu3bhcLr8fJR+VSJ3Qo6PgxxDLK3BM0wU5x+CQCQdNyDlKVGYnBncfjV0fWR/PVQD5e2HvZ9E7X6gYQk2yJyIiIgAUFhZy9dVXV4vkA2pYDUh16+Ffa6gTesUdegWyfUZn8x3itiDXuqlUclM4tofwN/gGfHZV8LJIR8oKy4AfHg29+ufnYeMTUThPuBCqYLQmERGR48yNN97IvHnz+Mtf/lLVoQA1LAGpbj38aw3VgFSMt/O5T7n5DnFbB0hqCvm7/fdr2AeaDQ5o4uQrWolGCb8+IFYbGHao08rdSXzjZOuYjLiSviJWE7y1vr64j0gpsZc2yZ6IiIgA4HQ6eeqpp/j444859dRTgzqhT506Nabx1KgEpLr18K81VANSMZadz32GuM3bEZx8AKR3cXfAjkuFz64OXl//DDjwtcUJi2/s67SFc96xnsDu8I/uDuCBUZ38N+J+fIyS4bAC9J4Lu94vHqXKIoGISwPHYUhIhz7/hnonWU/w1u1x2PxP6xqWni9CvU6aqEpERCRCGzZsoHv37gB8//33fut8O6THSo1KQKpbD//awnS5/J+GaxjeyBxeDQdXQvIJFivt4KgDe5aWDHGb3AKO7SrZJCnD/dqoN5YJwYG1IU5cXIeR0T/0JH6p7WHN7f7HNOyYbW8i96d/Ute0GEbXsLuHcD24LsR5cScfAI3Oh6b9S5ZbTfjW4Wb44fGgGGhxsRIPERGRMli6dGlVh+CnRiUg1a2Hf23hcpnYfReoCVbpNoyEDT4jO/kNl2uHouvhv2fhd/N9LKu4BuGI+/3qcWCLc9eCnDnbPSKUpxmT6STkUFmGHUwHNOgVOr6UFsHHLG7udMxoFJyA+DaHOror+HiGHWxJ4Mxzv89a4B6eN9wQumFiEBERkeNXjbpLr249/GsLM6A2QsPwluLwav/kA9zD7BYC2KDxB7DBYs4LzJLkA9zrvx7rvuFvNxqGbYf+S2HQFxYnNaDxBcWHcbhfwyUg4H/MYdvd74/uoqHr+4ANbe5zFq9n+1vB68/7AJxH/a/FE3tZYxAREZFS3Xrrrfz6668RbTtv3jzeeivw/+/KU6NqQKpbD//awuXSRIRl8luIP/BcoL4L9q0m4qFrPcPQepowpbRwN9sK3hCaDoa9xetsSVCvc+nHD2gaZeRuwQjq2+Fy9xsB90zlVuuPWCz3jb0MMYiIiEjpGjVqRJcuXejduzdDhw6lZ8+eNGvWjKSkJA4ePMjGjRtZtWoV77zzDs2bN2f27Nkxi61GJSDVrYd/bWG6AmpATNWAhBTY9MrXduAIcCDM0LaBrIahTe1AUJ8QT7MrD1e+e3K/MtYomHXbY2L4JyG+MYQ6d+NzrJdrCF0REZFK8dhjj3HHHXfwyiuv8NJLLwV1Pk9NTWXAgAG8/PLLDBo0KKax1agEpLr18K81AmpAgt5H7TzHeQJy4KPQyYd3mzDrrIasteoTYdV3otsUWP+A/3blmUU8pQXrE8ZxWtFLGFYxhOq30eAM9ecQERGJscaNG/Pggw/y4IMPcujQIXbs2MGxY8do2LAh7dq1q7L74xqVgFS3Hv61hekMSAZUAxLs0CuwdUz59g0cdjZwyFor7Ua7kwvPdjkWQ/1G2gQqwM74gXQZeA/x+TusYwg8t2d9qOUiIiJS6dLT00lPT6/qMIAaloBI1XAFJhwahtetaJd7jg9XnnuiwcRyHMNq2NlI+0QEbRfFJlApLaBemzKcu5TlIiIiUmvUqAQkPz+f559/nqVLl7J3715cAU/J160LMz+BlFtgOWsYXtw1HtkBM5QnAGm4+3l4NO8Nv31VPGxugGg2U9KQtiIiIlJN1KgEZNSoUWRmZnLFFVfQq1cv9fuIlYBkwKjtfUCKdgUnHx6eRY2B0/8D9S+G/avh4zPxHyWqeGjbUBMFloeaQImIiEg1UKMSkP/+978sXLiQPn36VHUotYrpDBxetZYnIIUW/S3AnV94psLoONGdfAA4crEcutYztG00qQmUiIiIVLEaNWNf8+bNSU1Nreowah0zqAaklndCT+gAWNS+5ePOS+zJ0OKvJcu9Q9f60BC1IiIiEiX9+vXj0KFDQcuPHDlCv379Yh5PjUpAnnnmGe6//3527NhR1aHUKqYmIvRnmmBvHLzc0/cj/VSw2UuWe/pnGMXL1D9DREREomjZsmUUFhYGLc/Pz2flypUxj6dGNcHq2bMn+fn5tG3blpSUlKCJCA8cCDfJgpRXzCYiPB5GwQrsfJ5+G9S7Ebb9H2Q97V62/2vY+or/JIDqnyEiIiJR9t1333l/37hxI9nZ2d73TqeTRYsW0bx585jHVaMSkGuuuYasrCwmT55MkyZN1Ak9RlyBnc5raw3IsdXu5KPQBQW46xdzXoT8nrD+GZ8NTetJANU/Q0RERKLotNNOwzAMDMOwbGqVnJzM888/H/O4alQC8vnnn/PFF1/QrVu3qg6ldonVPCDVOQE59Apk3wz7TNjpu8IFm28K3r6ckwCKiIjI8WXFihX84x//YO3atezevZv333+f4cOHe9fv2bOH+++/n08++YRDhw5x3nnn8fzzz9OhQwfvNtnZ2fz5z38mMzOTnJwcTjrpJP7yl79wxRVXhD33tm3bME2Ttm3b8vXXX9OoUSPvuoSEBBo3bozdbg9zhMpRoxKQTp06cezYsaoOo9YJnAm91nVC9wy7WxiYfIShTuYiIiK1Ql5eHt26deOmm27i8ssv91tnmibDhw8nPj6eDz/8kLS0NKZOncqAAQPYuHEjderUAeCGG27g8OHDLFiwgIYNG/L2229z9dVXs2bNGrp37x7y3K1atQIs5myrYjUqAXnyySe55557eOKJJ+jatWtQH5C0tLQqiqxmM2t7DYhn2N2CSHewqZO5iIhILTFkyBCGDBliuW7z5s18+eWXfP/995xyyikAzJw5k8aNGzN37lzGjBkDwBdffMGLL75Ir169APjrX//KtGnTWLduXdgExNemTZtYtmyZ5WTdDz/8cHkvr1xqVAIyePBgAPr37++33DRNDMPAWV07Lh/ngmpAKqsTenVNQBKKh9FNjCQmG1z4ZXQnGBQREZHjUkGB++llUlKSd5ndbichIYFVq1Z5E5BzzjmHefPm8Yc//IH09HT+7//+j4KCAvr27RvRef75z3/ypz/9iYYNG5KRkeHXT9owDCUgFbF06dKqDqFWChyGN2hOvWiprglIfAv3SFeHX3PPcL43xHae4XWVfIiIiBz3cnJyOHLkiPd9YmIiiYmJZTpGp06daNWqFQ8++CCzZs2iTp06TJ06lezsbHbv3u3dbt68eVx99dU0aNCAuLg4UlJSeP/992nXrl1E53n88cd54oknuP/++8sUX2WpUQnI+eefX9Uh1Eoxm4iwOg/D6yqe4rzu6bB3HTQ6F05/xj2beVwd96uG1xUREakxOnfu7Pf+kUceYeLEiWU6Rnx8PO+++y6jR4+mfv362O12BgwYENRk669//SsHDx7k008/pWHDhnzwwQdceeWVrFy5kq5du5Z6noMHD3LllVeWKbbKdNwnIDt37qRly5YRb5+VlVUl4x3XZME1IDWwD0jRLndfj4QO7hoP32VGMuT+170sv577tfkfVNMhIiJSg23cuNHvnrKstR8ePXr0YP369Rw+fJjCwkIaNWrEmWeeSc+ePQHYunUrM2bM8Osn0q1bN1auXMkLL7zASy+9VOo5rrzySj755BNuvfXWcsUYbcd9AnLGGWcwdOhQbr75Zm/HnECHDx/m//7v/3j22WcZO3Ysd9xxR4yjrOECJiIMGpY3auepogTEb3JBG2TMdi/3nXDQ42DxhD8NrL+LIiIiUjOkpqZGdYCjevXcDzE3b97MmjVreOyxxwA4etTdysJms/ltb7fbw45u9dxzz3l/b9++PX/729/48ssvLQdqGj9+fFSuIVLHfQLy448/MnnyZAYPHkx8fDw9e/akWbNmJCUlcfDgQTZu3MgPP/xAz549+cc//hFyFAIpv8CJCI2aVAPi2BWQaLiK30NQ8lEEHNsPGFC/R2ziExERkWotNzeXLVu2eN9v27aN9evXU79+fVq2bMn8+fNp1KgRLVu2ZMOGDdx5550MHz6cQYMGAe5+Iu3bt2fs2LE8/fTTNGjQgA8++IDMzEw++uijkOedNm2a3/u6deuyfPlyli9f7rfcMAwlIGVVv359nn76aR5//HEWLlzIypUr2b59O8eOHaNhw4Zcd911XHjhhXTp0qWqQ625atIwvEd3Qc5mSGoNgJH7IUGJRuD7QtxD8BZ3A6FOM4jXkM8iIiICa9as4YILLvC+nzBhAgA33ngjc+bMYffu3UyYMIE9e/bQtGlTRowYwd/+9jfv9vHx8SxcuJAHHniASy65hNzcXNq3b8/rr7/ORRddFPK827Ztq7yLqqDjPgHxSEpK4rLLLuOyyy6L2jFnzpzJP/7xD3bv3s0pp5zC9OnTOffcc0NuX1BQwKOPPsqbb75JdnY2LVq04KGHHmLUqFFRi6k6Mp2VWwMyLXMTdpvBeIsE5LnFm3G6TO4e2LHiJ9ryT/h6LGASh43T0/tg378y/D77CJ58MC8Ltr4C7UZXPCYRERE5rvXt2xczzL3R+PHjS62B6NChA++++260Q6syNSYBibZ58+Zx1113MXPmTPr06cOsWbMYMmQIGzduDNnp/aqrrmLPnj288sortG/fnr179+JwOGIceewFjoIV7RoQu81gauYm2qbs4mLPQpeL5xZvZmrmJiZEI/k4usubfAAYuGhxaCVGIZAQYp9CQs98/vVYaHqhRr0SERGRKuepdQlkGAZJSUm0b9+eYcOGUb9+/ZjEowQkhKlTpzJ69GjvBDDTp0/n448/5sUXX2TKlClB2y9atIjly5fzyy+/eD+81q1bxzLkKhM4E3q0h+Ed378DAB/N+MybgGzbc8SbfHjWV0jOZgInMDHA3bQqVAISbuZz0wk5W5SAiIiISJX75ptvWLduHU6nk5NOOgnTNNm8eTN2u51OnToxc+ZM7rnnHlatWhU0vHBlsJW+Se1TWFjI2rVrvZ1/PAYNGsTnn39uuc+CBQvo2bMnTz31FM2bN6djx47ce++9HDt2LBYhV6nKrgEBdxIytGuG9/2O33MrlnwU7YK8pXBstfvV2GG9XbgR9cKtM+zueT9EREREqtiwYcMYMGAAv/32G2vXrmXdunVkZWUxcOBArrnmGrKysjjvvPO4++67YxKPakAs7Nu3D6fTSZMmTfyWN2nShOzsbMt9fvnlF1atWkVSUhLvv/8++/btY9y4cRw4cIBXX33Vcp+CggIKCkoeo+fk5ADgcDgoKiqK0tWE5jlHRc/lLApoZma6KiX+QSc18P5ux+RP57Uu13mMI69h//1PGLgwcdd0mK7iGg9fLfHWfpjYcCX1x56fWbI+AUgFcjzbFB/LsOPsMRMzvgnE4HOMpWh9Z2oilY01lYs1lUtoKhtrKpfQYl02x2Pz+n/84x9kZmb6DRuclpbGxIkTGTRoEHfeeScPP/xw0MP3yqIEJAzD8L8lNU0zaJmHy+XCMAzeeust7zjOU6dO5YorruCFF14gOTk5aJ8pU6YwadKkoOWLFy+mYcOGUbiCyGRmZpa+URjGhg208XnvKCxk4cKFFQvKwv5Pv2FUfSADEuz53Dn7fwxr9jt1zd3kGk3JtzUkybWPuuZuikgknoKgV5v9GGc1nYxhB1xgJAIJYBwNOFmcezl57mlOvtk7DpcziZ7NM939QgASwcx3Jx0/x1/FbntP4iggz2hK/o8N4cfol0F1UdHvTE2msrGmcrGmcglNZWNN5RJarMpm3759MTlPNB0+fJi9e/cGNa/6/fffOXLkCADp6ekUFhZa7R51NS4B+fnnn3n++ef58ccfMQyDTp06cccdd3DSSSdFfIyGDRtit9uDajv27t0bVCvi0bRpU5o3b+5NPgBOPvlkTNNk165ddOgQ3FTowQcf9OsUlJWVRefOnenfv39MZmsvKioiMzOTgQMHBk1IUxY7D/l3hoiPiws7LFx5zFi6lYy0mfAsYINero3sPPQcA48txYbLXUPR6jpsO97yr9mwet0ScPCWlIys66nRcABb3NvbgNOZ4d5/U8luvsds1/lM2nas+RNcRus7UxOpbKypXKypXEJT2VhTuYQW67LJysqq9HNE27Bhwxg1ahTPPPMMZ5xxBoZh8PXXX3PvvfcyfPhwAL7++ms6dozCwD4RqFEJyL///W+uueYaevbsydlnnw3Al19+SZcuXXj77be58sorIzpOQkICPXr0IDMzk0svvdS7PDMzk2HDhlnu06dPH+bPn09ubi5169YFYNOmTdhsNlq0sO6InJiYSGJiSUcCTwYaFxcX039c4uPjK3Q+e0CtkGGaUY3/ucWbmbfyK77oleltJ2XY4Ir6i73Npgxc2He8URJDKa9+dgKevDEZb5Oq0vb3XRb33X3Q5qpa0+m8ot+ZmkxlY03lYk3lEprKxprKJbRYlU1c3PF3+zxr1izuvvtu/vjHP3qbkMXFxXHjjTd6Jyzs1KkTL7/8ckziOf5KMIz77ruPBx98kEcffdRv+SOPPML9998fcQIC7uHKbrjhBm8yM3v2bHbu3Mmtt94KuGsvsrKy+Ne//gXAtddey2OPPcZNN93EpEmT2LdvH3/+858ZNWqUZfOrmsQV0Ak92vOAOF0m9/W2YRy0GKUqWnIreFCNeiUiIiLVVN26dfnnP//JtGnT+OWXXzBNk3bt2nkfmgOcdtppMYunRiUg2dnZjBgxImj59ddfzz/+8Y8yHevqq69m//79PProo+zevZsuXbqwcOFCWrVqBcDu3bvZubNkEoi6deuSmZnJHXfcQc+ePWnQoAFXXXUVjz/+eMUu6ngQlIBEdxjeuwd2hKMp8L4BRiXNsu4sft3jyUDKeB6NeiUiIiLVXN26dTn11FOrOoyalYD07duXlStX0r69/43gqlWrws5gHsq4ceMYN26c5bo5c+YELevUqVOt7BwWNLtnZeQIKS2gaBgkfFB8TjDqdYYjG6N8InfPDtOwY5hObz+PsAw79Jql2g8RERGpNi677DLmzJlDWloal112Wdht33vvvRhF5VajEpChQ4dy//33s3btWs466yzA3Qdk/vz5TJo0iQULFvhtK9FhOiu3BsTLeWLJOQygMMwoFC1w9+ew4e5gHviaD/waamcT55lv8OX6rZzZux/xRiHE1QFHnvs1d7t7s7qt3ctS2yv5EBERkWqlXr163tFbfQdJqg5qVALiqa2YOXMmM2fOtFwH7uF1nU4nEiWBCUclTETotsf/bf7e0JumE3oGc3BPIhgqATHsmA3OYr89BRqcAYEd2hqcUWqkIiIiIlXptddes/y9OqhRM6G7XK6IfpR8RFlAwhHtTuhetuKEI/Djqx/w3mcCwZAS7ND1RnfzKV9qTiUiIiI1kMPh4NNPP2XWrFneya9/++03cnNzS9kz+mpUDYhUjeAmWJWUgBjFCUhAzsAB4CTcTasSgQQbNP8QbHXBVgdcecGvCe0hvgW0e9w9epWniZWnOZVmmhUREZEaYseOHQwePJidO3dSUFDAwIEDSU1N5amnniI/P5+XXnoppvEc9wnIc889xy233EJSUhLPPfdc2G3Hjx8fo6hql+BO6JVVA/J76HUu3JMIYoOM2ZB6cWTHTGmh2g4RERGp0e6880569uzJt99+S4MGDbzLL730UsaMGRPzeI77BGTatGlcd911JCUleSdSsWIYhhKQSmK63G2iXBjYMCunE7rLAXFhOp0nAtig1ZeQrD4aIiIiIh6rVq3is88+IyHBv416q1atqmRm9+M+Adm2bZvl7xJDxfmG02bD5nJWThOsw18BpntM3BNxz17u0RJ3n46MWUo+RERERAKE6gO9a9cuUlNTYx5PjeqELlWkeCJCl+H+OlVKAnLoM/drItAQ6AJ0APpOhu5Lod12SB8d/fOKiIiIHOcGDhzI9OnTve8NwyA3N5dHHnmEiy66KObxHPc1IL6uuOIKevbsyQMPPOC3/B//+Adff/018+fPr6LIajazOAFx2mzuEao8CcjRXZCzGeLqgiO35DW1g3t9zmb37yktSrYN9f5IcfMrz4i4CbhrPRrd4O5MLiIiIiKWpk2bxgUXXEDnzp3Jz8/n2muvZfPmzTRs2JC5c+fGPJ4alYAsX76cRx55JGj54MGDefrpp6sgotrB0wnd6VsDsvUV+OoWvO2z/HjmFjcBG7S5Aba9gXemQMv3/3LvkgPsA/MEMJrPUvIhIiIiUopmzZqxfv165s6dy7p163C5XIwePZrrrruO5OTkmMdToxKQ3NzcoM41APHx8Rw5cqQKIqodPDUgZnECYq9XFCb5AHfi4eGCba+X4T2wA/IeaELdVWpyJSIiIhKJ5ORkRo0axahRo6o6lJqVgHTp0oV58+bx8MMP+y1/55136Ny5cxVFVfMZATUgcQ0dhE4+onFCsAXNRigiIiIivhYsWBDRdkOHDq3kSPzVqATkb3/7G5dffjlbt26lX79+ACxevJi5c+eq/0clMotHVXDa3AmI64ARbvOKc4K5V+MniIiIiIQzfPhwv/eGYQTN32YYhuUIWZWpRt3FDR06lA8++IAtW7Ywbtw47rnnHnbt2sWnn34a9AFIFHm+yCcAnSGp19EyHiAwYQl43/B0//evgHmwkpMcERERkeOcy+Xy+0lJSWHLli1+y2KdfEANqwEB+MMf/sAf/vCHqg6jVjGdLjgfGow5DDaoYx4rWXnyvdDyKnDkQc5W+Npqts3iBCYxHQoO4d9HBLCtc7+m4p7zo2ElDfUrIiIiIpWuRtWAABw6dIiXX36Zv/zlLxw4cACAdevWVcksj7WF3X4QxkBxFxAM38qJn6ZBclNo0hcadg1/oIJD1sv3F7/Wwz0PyCQwGhRVJGQRERERqSI1qgbku+++Y8CAAdSrV4/t27czZswY6tevz/vvv8+OHTv417/+VdUh1kiJcb+HTmVNJ+RsgcKPYfPN5TuBp2awTvGrHWzNHeU7loiIiIhUqRpVAzJhwgRGjhzJ5s2bSUpK8i4fMmQIK1asqMLIaraCggahB70y7JBUB7JvgcQKNJsyAM8w1U4wf1UfEBEREZGyMAwDw6j6e6gaVQOyevVqZs2aFbS8efPmZGdnV0FEtUNRURp8DZzlfm+axc2wDDv0mgVxuYDLPXt5S2BniAPVBw74vG8C7Cn+PRF3uuwEHgFDH6eIiIhIWCeccIJfwpGbm0v37t2x2fzrIDzdFmKlRiUgSUlJlhMO/vzzzzRq1KgKIqolnK6SROFryMmsQ9qSjyC1PaS0gPx1Jds2BNKAAtxJBT6/JwDNgAIDWr0Ke76FPdPd2+RD/senkTRlPewBI6US5xkRERERqQGmT59e1SFYqlEJyLBhw3j00Uf5v//7P8BdzbRz504eeOABLr/88iqOruYyMUv6Z+wCc7vd3enc4/Db/jskFP/4vvf+boeWsyBhAHzqP9N5YsNvwdP33FQCIiIiIhLOjTfeWNUhWKpRfUCefvppfv/9dxo3bsyxY8c4//zzad++PampqTzxxBNVHV6NZTidkFL8Ji9giNyDs+HgM6UfpPGLcOJSaLcd0kdDzmYCO5YYhululgUYLg3DKyIiInI8qlE1IGlpaaxatYolS5awbt06XC4Xp59+OgMGDKjq0Go00/SpAckDwzOPx7HVsOfWCI5gh9SLIb5FyaLUDrjz45IkxDQNjD3uYxuqARERERE5LtWYBMThcJCUlMT69evp168f/fr1q+qQag+Xyz1JIMDR4tqJQ69A9s0ETSpo5YS7/ZMPcPcdOXM2fD3WPZSvYSdvw9nUPbAKAMOlBERERETkeFRjmmDFxcXRqlWrKplOvrYzXaZfEyxbY6d72N1Ikg9sUP9O61XtRsOw7dB/KQzbTsGv7b2rNBO6iIiIyPGpxiQgAH/961958MEHYz6UWK0X0ATL1tKF9cQgNki7EbAXv7dDxuzg2g9fKS3cHdpTWoBPcmm4lGiKiIhI9bdixQouueQSmjVrhmEYfPDBB37r9+zZw8iRI2nWrBkpKSkMHjyYzZs3Bx3niy++oF+/ftSpU4f09HT69u3LsWPHIorhu+++C7kuMJ5YqDFNsACee+45tmzZQrNmzWjVqhV16tTxW79u3boQe0qFuJx+CYi5w2qCGxu0+hKSz4BGj0PhFkhoHz75CGD6JCA20/SZcERERESkesrLy6Nbt27cdNNNQaOymqbJ8OHDiY+P58MPPyQtLY2pU6cyYMAANm7c6L2X/eKLLxg8eDAPPvggzz//PAkJCXz77bdB83mEcuGFF/LZZ5/Rtm1bv+XvvvsuI0aMIC8vLzoXG6EalYAMGzasWszuWNvYjMKSb1IeGDmA7QRwHSxeaIeMWe7kA9xJRxkSD6/Afh9KQERERKSaGzJkCEOGDLFct3nzZr788ku+//57TjnlFABmzpxJ48aNmTt3LmPGjAHg7rvvZvz48TzwwAPefTt06BBxDH/605/o378/n3/+OU2bNgVg3rx5jBo1ijlz5pTzysqvRiUgEydOrOoQaiWb7SjgrgixFYCR4SxJPpr/F5JOLV/CEcB0BiQgLhdEmPmLiIiIVDcFBQWAezJtD7vdTkJCAqtWrWLMmDHs3buXr776iuuuu47evXuzdetWOnXqxBNPPME555wT0Xkefvhh9u/fz4ABA1i5ciWLFi1izJgxvPHGG1UyV16NuHs7evQot912G82bN6dx48Zce+217Nu3r6rDqjXs9nwAnPnufNZ2SnEH8YRTIPWiqCQfQHANiEbCEhERkSqSk5PDkSNHvD+eZKIsOnXqRKtWrXjwwQc5ePAghYWFPPnkk2RnZ7N7924AfvnlF8D9oP3mm29m0aJFnH766fTv39+yr0gozz77LKeffjpnnXUWN998M3Pnzq2yibprRA3II488wpw5c7juuutISkpi7ty5/OlPf2L+/PlVHVqtYLe7a0Ac+XHE48DetTgxSD4zqucxlYCIiIhINdG5c2e/94888kiZW+PEx8fz7rvvMnr0aOrXr4/dbmfAgAF+TbZcxfc7Y8eO5aabbgKge/fuLF68mFdffZUpU6ZYHnvBggVBy4YPH87y5cu55pprMAzDu83QoUPLFHdF1YgE5L333uOVV17hj3/8IwDXX389ffr0wel0YrfbS9lbKspu89SAFJf16cU1IPGRt02MSOAQyxpyWURERKrIxo0bad68ufd9YmJiuY7To0cP1q9fz+HDhyksLKRRo0aceeaZ9OzZE8DbZyMw4Tn55JPZuXNnyOMOHz485LpXX32VV199FQDDMGI+jUWNaIL166+/cu6553rf9+rVi7i4OH777bcqjKr2sMe5h4ArKoiHy8HoWbxi30PuCQmjRTUgIiIiUk2kpqaSlpbm/SlvAuJRr149GjVqxObNm1mzZg3Dhg0DoHXr1jRr1oyff/7Zb/tNmzbRqlWrkMdzuVwR/VTFHHo1ogbE6XSSkJDgtywuLg6Hw1FFEdUunj4gLtMGj/oOTOWC7LFQ58Lo9ANRAiIiIiLHmdzcXLZs2eJ9v23bNtavX0/9+vVp2bIl8+fPp1GjRrRs2ZINGzZw5513Mnz4cAYNGgS4ayj+/Oc/88gjj9CtWzdOO+00Xn/9dX766Sf+/e9/V9VlVUiNSEBM02TkyJF+mWd+fj633nqr31wg7733XlWEV+PZ49wJiC3FZVGn5nTP+RGVUbACMnQlICIiIlLNrVmzhgsuuMD7fsKECQDceOONzJkzh927dzNhwgT27NlD06ZNGTFiBH/729/8jnHXXXeRn5/P3XffzYEDB+jWrRuZmZm0a9cu4jgWL17M4sWL2bt3r7dfiYenOVas1IgE5MYbbwxadv3111dBJLWT3e4e9SH9tENWa90TDkaDakBERETkONO3b19M0wy5fvz48YwfP77U4zzwwAN+84CUxaRJk3j00Ufp2bMnTZs2rfJ582pEAvLaa69VdQi1WnxyDgBGUH//4gkINQyviIiISJV56aWXmDNnDjfccENVhwLUkAREqlZ8cp77l8BvU9O5UO/K6J1ICYiIiIhImRUWFtK7d++qDsOrRoyCJZXs6C7Ys9T9asHwJAJ+NSB2SDk7unFoGF4RERGRMhszZgxvv/12VYfhpRoQCW/rK/DVLYALsMGZs6HdaL9NbLbi0cY8CYgTaDIjek2vPFQDIiIiIlJm+fn5zJ49m08//ZRTTz2V+Ph4v/VTp06NaTxKQCS0o7t8kg/cr1+PhaYXQkpJchGX4B4Fy7SBcQuwCdgWPDBAhSkBERERESmz7777jtNOOw2A77//3m9dVXRIVwIioeVspiT5KGY6IWeLXwJij3ePgpW3ry51V+YWbxd6tIdyUwIiIiIiUmZLly6t6hD8qA+IhJbaAQjIig07pPoMq+ssxGZzJwJHsk4oWV4ZyYErIKlRAiIiIiJy3FENiISW0gKaDoLdH5cs63Bbye9Fu+DIV963BQdLJn2slBoQUzUgIiIiIuWxevVq5s+fz86dOyksLPRbF+vJulUDIuE5j/m/3/QcfNAKNoyEra3guyu8q1o3+wkmFL+plBoQJSAiIiIiZfXOO+/Qp08fNm7cyPvvv09RUREbN25kyZIl1KtXL+bxKAGR0FwO2L/GagVseB3yXLC7ZKkB0APoSKXUgBgahldERESkzCZPnsy0adP46KOPSEhI4Nlnn+XHH3/kqquuomXLljGPRwmIhHbkR3AeDeoG4pUbYvkpYKoGRERERKRa2Lp1K3/4wx8ASExMJC8vD8MwuPvuu5k9e3bM41ECEsbMmTNp06YNSUlJ9OjRg5UrV0a032effUZcXJx3uLPj1p5F7tfkEOtTQiz/AVxOJSAiIiIi1UH9+vXJyckBoHnz5t6heA8dOsTRo0djHo86oYcwb9487rrrLmbOnEmfPn2YNWsWQ4YMYePGjWGrqg4fPsyIESPo378/e/bsiWHE5ZCzmnb2D2H37+A6Agn1ofBAyeuvb7q3SwEaAjt99m0AHHH/auKuJDEBYy2wqXJqQIxqnIBMy9yE3WYwvn+HoHXPLd7MZ1v20ad9w5DrnS6Tuwd2jEWoIiIiUkuMGjWKZ599lnPPPZfMzEy6du3KVVddxZ133smSJUvIzMykf//+MY9LCUgIU6dOZfTo0YwZMwaA6dOn8/HHH/Piiy8yZcqUkPuNHTuWa6+9FrvdzgcffBCjaMthw0jiNrxOF8Bc9Vr4bfcBLYEuwE+AA9jvs94E1sKX+cM5+8UPgEqqAanGo2DZbQZTMzcBMP6kZNi8GTp04LmfjzE1cxO92zUIu35CJMnHrl3e/WgR5VnmRUREpMZ5/fXXefLJJ5kxYwb5+e6Jox988EHi4+NZtWoVl112GX/7299iHpeaYFkoLCxk7dq1DBo0yG/5oEGD+Pzzz0Pu99prr7F161YeeeSRyg6xYg6vhg2ve7t2RDT/5U6gCHfyEcAwgO5QlJeKq/horlrWB2R8/w5MGNiRXU/PwNWyFfTrh6tVK3Y9PYMJAzvy9s1nhV1vVTPi55VXoJV7P1q1cr8XERERCcMsHhSofv36NGvWDACbzcZ9993HggULmDp1KieccEK4Q1QK1YBY2LdvH06nkyZNmvgtb9KkCdnZ2Zb7bN68mQceeICVK1cSFxdZsRYUFFBQUOB972mb53A4KCoqKmf0pbPtX4a9HPs5zUux8771Sjsk1zmMaRhgmjgKCqJ/DQEJh6OwELOSyskTe1mu4U9t47B/MgNbcU2NzeXiyU9m4Jx5F0VFRaWuD2nXLuJuuaWkCZrLhTl2LI5+/WJeE1KecqktVDbWVC7WVC6hqWysqVxCi3XZOBwWT2OrMcOI6FFzTCkBCSPwAzNN0/JDdDqdXHvttUyaNImOHSNvxz9lyhQmTZoUtHzx4sU0bNiw7AFHqJ4NzifCmo9iJvB11smcxQcYWAyx64Q9e+3eNUuWLsNsVL/iwfo441i+3/vPV67k4N69UT1HoMzMzIi3bbhhA30CkiSby8Xnb73F/q5dS11fluMaTidflbJfZSpLudQ2KhtrKhdrKpfQVDbWVC6hxaps9u3bF5PzREvHjh1LTUIOHDgQo2jcDNOsjCmrj2+FhYWkpKQwf/58Lr30Uu/yO++8k/Xr17N8+XK/7Q8dOsQJJ5yA3V5Sr+ByuTBNE7vdzieffEK/fv2CzhNYA5KVlUXnzp3Ztm0bzZs3r4QrK2HbOBrbD2+UdB4v5dV1yg24Or+Cse017GvHYZjOkvUuA+Nlk0+b385577xEgsvB4Z82kdK2dVRjPtL2JBrs2uZ971i+HPPss6N6Do+ioiIyMzMZOHAg8fHxke20axf29u2x+SQLLpsN55Yt7pqK0taHOW5c+/Z+nfBNux3H5s1VUgNS5nKpJVQ21lQu1lQuoalsrKlcQot12WRlZdGmTRt+/fVXWlTzPpk2m43p06eXOtngjTfeGKOI3FQDYiEhIYEePXqQmZnpl4BkZmYybNiwoO3T0tLYsGGD37KZM2eyZMkS/v3vf9OmTRvL8yQmJpKYmOh9f+SIe1ipuLi4yv8D6vYvik68lZ8+f4VOp55NvJmLEZ8ORYeCX9P7YK93hrvZVsdboMVFkLMFI64OOPLYOPbvnLJ8EcYNcZjFCbbdZo/6NQSOghVns0Ell1N8fHzE1/HcLw52Dbqdvy96DgNwGQYPDLqdFr84GN8m3mK9zW99SG3awJ13wrRp7vd2O8asWcSH+F7FQlnKpbZR2VhTuVhTuYSmsrGmcgktVmUTaVP76uKPf/wjjRs3ruow/BxfJRhDEyZM4IYbbqBnz56cffbZzJ49m507d3LrrbcC7hEEsrKy+Ne//oXNZqNLly5++zdu3JikpKSg5dVK6hn84vydTk0vKtuNfEoL90+xwtznADBsYBrucQ0qpWKtGo+C9dzize7RrO69nR3fLKD1nu18O+4BWlx6E1MzN/HlL/v5fOt+7r7nNpyLnicOk00vzqFF+7NKRscK1xF94EB3ApKWBj/8oFGwREREpFTVsf8HKAEJ6eqrr2b//v08+uij7N69my5durBw4UJatWoFwO7du9m5c2cpR6kdjOLEwLDZMIt7lpiVMAyv4QpIaqpRAuJ0md7RrLYXLytMSvYmFZ9t2ceEgR0Ze14b4op7yhSk1vOudwZeWyDfjnVKPkRERCQC1bWnhRKQMMaNG8e4ceMs182ZMyfsvhMnTmTixInRD6o6Kv5yGzYbLk+mHVhbEQVGNa4B8Z1E0O5yAmAWj5Ixvn8Hb6KRm3sMT6M7V2GRd32pPCNuHGcjb4iIiEjVqZRpEaJA84BIxRV/uQ3DcA/DS+VMRGg4nf4LAt9XEzZn6GShKL/Q+7uzsAzDBSoBERERkRpCCYhUmOGp3rOVDMPrKq1JUUXO41FNs3p7cQJiNUeJI79k1DNXYWHQ+pA8x9L47yIiInKcUwIiFedpGmUzvJ3QqYQaEE/CUWSz+72vbjxNsCxrQHwSCFdRGWozPMcyzWp73SIiIiKRUAIiFeetAbF5a0DMSuwD4jyOExCHbxOsstRm+B5LzbBERETkOKYERCrOk4AYBq5KHIbXMwqWozgBMatpHxC7M0wC4tPvwyxPH5AQxxURERE5XigBkQrzJAaGYYDhGYY3+smBtwakOMlxVdMEJM5TA2JRw+EsKKkBcZUlAfE9lvqBiIiIyHFMCYhUXHFiYPoMw2tWSif04j4gdvfo0ZUx0lY0eJpgGVY1IAU+NSAO1YCIiIhI7aMERCrOpwbEOwyvqxJqQIoTDk8TLJejetaAhO0D4jPyVbk6oYc4roiIiMjxQgmIVJxfJ/TiiQgrsQakOvcBMV0u4j01IFZNsHwSkDL1AVETLBEREakhlIBIhXkSA8NWUgNiVkLzKFvAKFjVsQ+I07dWwyI+38kHreYJCUk1ICIiIlJDKAGRivOtAanMPiABo2BVxz4gvqNcWfUB8UtAypJIKAERERGRGkIJiFSczzC83gSkMobh9Y6CVX2bYPkmGIazlAREfUBERESkFlICIhVmeGdCL+kDYlZGJ/TipMZpK55rpDrWgPhMNGhVA+I39G5ZmmCpD4iIiIjUEEpApOJ8a0A8yUEMhuGtjgmIbydzWylNsNAwvCIiIlILKQGRCiuZiNCGJ+2Ieg2IaWIzA/uAVL8bcVdR+CZYvuvNsgwjrARERETkuLRixQouueQSmjVrhmEYfPDBB37r9+zZw8iRI2nWrBkpKSkMHjyYzZs3Wx7LNE2GDBlieZzjiRIQqbjixMCwl/QBIdp9QFwltR0lw/BWvxoQ34kGS+uEbjVMb0hqgiUiInJcysvLo1u3bsyYMSNonWmaDB8+nF9++YUPP/yQb775hlatWjFgwADy8vKCtp8+fTqG517rOBZX1QHI8c/TNMo0bJhGJfXP8ElAqvUwvD4Jhs0iPr+hdzUKloiISI03ZMgQhgwZYrlu8+bNfPnll3z//feccsopAMycOZPGjRszd+5cxowZ493222+/ZerUqaxevZqmTZvGJPbKohoQqThPDYjNhumZhzDafUB8a0CM6lsD4iry6YReShMsJSAiIiLHr5ycHI4cOeL9KSgoKPMxPPskJSV5l9ntdhISEli1apV32dGjR7nmmmuYMWMGGRkZFQ++iikBkYrzG4a3+CtlVn4NSLUchtenCZZVJ3TTb54QNcESERE5XnXu3Jl69ep5f6ZMmVLmY3Tq1IlWrVrx4IMPcvDgQQoLC3nyySfJzs5m9+7d3u3uvvtuevfuzbBhw6J5CVVGTbCkwgzfGhAqaSZ0vz4gnpG2onOOaZmbsNsMxvfvELRuxtKtYNi4e2DHiI7l1wTLoiN+WWtAvLFZ1IA8t3gzTpcZcWw1WbjPUOUkIiKVYePGjTRv3tz7PjExsczHiI+P591332X06NHUr18fu93OgAED/JpsLViwgCVLlvDNN99EJe7qQDUgUmGGdyZ0n07oldkEK8rD8NptBlMzN/HcYv8RJz7eZfDskq3YbZF39nL5TC5os2iC5Tv5oFUn9VCxbfntUMlCh4PnFm9mavFNt4T+DFVOIiJSWVJTU0lLS/P+lCcBAejRowfr16/n0KFD7N69m0WLFrF//37atGkDwJIlS9i6dSvp6enExcURF+e+D7r88svp27dvtC4nplQDIhXmnYjQMNw/gCtKtRNePs2tHDZPAhKdvhCep+ZTMzdhmiZ3DujIjKVbWfirnTv7tbN8qh6Kbx8Q607oPglIBE3IPOf+5b3DtC9e9t91vzK1II4JAzuWKbaazPczBLj9gvbMWLqFqZmbVE4iInJcqFevHuDumL5mzRoee+wxAB544AG/zugAXbt2Zdq0aVxyySUxjzMalIBIxXlrQGwxGoY3+iNtje/fgQN5BUz7dDPPLd6C0zS56EQnt1/Qrmxh+jTBslvVgBT6zpQeWV+O8f07sDU9wft+0Tc7mXDnhbqpDuCbhHgSESUfIiJS1XJzc9myZYv3/bZt21i/fj3169enZcuWzJ8/n0aNGtGyZUs2bNjAnXfeyfDhwxk0aBAAGRkZlh3PW7Zs6a0lOd6oCZZUmFGcHBi+w/BGeyJCq07oUa5l6dzM/eTBaZrE2w0ubFH2JMpV2jC8zrLVgHg0TLJ7f080TN1Uh+BbLnEh+oSIiIjE0po1a+jevTvdu3cHYMKECXTv3p2HH34YgN27d3PDDTfQqVMnxo8fzw033MDcuXOrMuRKpxoQqTi/iQiLF1ViHxCnd66R6CY5n/yQDYABFDlNPt5lcFEZj+HbB8RulYT59hEpw3C6ew/mUc/zprgPiG6ug/n2AXG4TJWTiIhUub59+2KGaRkyfvx4xo8fX6Zjhjve8UA1IBI1vjUgldUJ3YXhk4BErwbkucWb+fTHvQB0b5nOnf3asfBXu3sUrLKE6dMHxKoJlu8Qulad1EPFduBQyWyoQ05qYNnhurbzdDhPSXDXFl3avbnKSUREpBpSAiIVZvPUTths3k7o0W4e5UlAnDbfZl7ROYfnxvX8jg0Bd+3H7Re046ITnTy7ZGuZbmDNwtJGwSpbAuKJrXFySROs/h0aMGFgR91c+/CU04SBHYkrHvFqSJcMlZOIiEg1pCZYUnE+w/C6KisBKW5u5TJKzkGUmmA5Xab7xtVusHzTPoqKa1YubGHSoUM7nGWozXH5dCy3bILlKFkWSR8QT2wn/NfnWYHD4W1WVJbYajJPOY3v34EXl7lrrYqcpspJRESkGlICIhXmGYbXiEENiGnYcNqi2wfEM0Gd5yl5kU/TrtsvaEd8fHzExzJL6wPi8K0hKT1+T2yHLCYiVN+GEr6TDDqKvyueV5WTiIhI9aImWFJxnofLRslM6JU1DK/LMCDKTbA8PIlHkbP8sZs+fUDirBIMR/hhekMxfJpuuXyG8hV/pml6P79CR5STYBEREYkKJSBSYd4aEMPAtHk6oVdODYjLsIE9+p3QAQq9CUj5j+vbB8SqBsQoYw2Il0+y4iyMbP6Q2sg3eaxIIikiIiKVRwmIVJjhHYa35OtUWcPwujDcTb2I/jC8juIb1ookIL5NrEprgmV3OXFFWE6GT98R36F+xZ/Dd8LKaCfBIiIiEhVKQKTCPDUg+NSAVNZEhKZhYBRPRBjtWpZoNMFy+TXBCk4UfGc/j3c5KIrwGnz3cxWoCVYoRY6Sz05NsERERKonJSBSccX3fIbd7u0DUlk1IE6bvaSmpdISkOjUgMSZrqB+Kr41GXaXM+Jkx7fplqtITbBCKfT57NQES0REpHpSAiIV5+lw7tsHJNqd0H2G4S3pAxLdWpZCR8WbYJkBzaOcAe8Nn1qROJeLogif0vsO2asmWKEV+SUgqgERERGpjpSASIXZPJ3Q7QbeQbAqsQkW9sppguXpM1DkNDHLm0A5/JMDR0CHcd8ExO5yRtwEy3fSQtWAhObwqfVwKAERERGplpSASMV5OqH7DsNbWZ3QDZu3D0i0R8HyfWLuKGf8ZkBy4Ajor2HzbaLlckTcTMh3P1PD8Ibk2wSrUE2wREREqiUlIFJhhkUTrFiMghXtGpBCh+8QruU8dmATrILAGpCSmqE4l1NNsKJMTbBERESqPyUgUmElw/Da8WmDFdVzmN4+IDafTuhRHobXFYUOzAFNsJwBtRU2vyZYrohvkn33Mx1KQEJREywREZHqTwmIVFjJRIRg2opHwYryzZ+zePQol82GrbgPSLRrWfyaYJU3fod/jUdQAuKTPMSXpQmWU02wIqEmWCIiItWfEhCpMMPzare7sxCI+ihYLp9RsCptGF7fOSSiVgPi/9539nP3MLwRXIPLhc2nPFUDEpqaYImIiFR/SkCk4nz7gBjFfUCinICYVglItIfhjcLNqxGUgPjXiNhcAcPwRnKegGMGDvUrJZSAiIiIVH9KQKTCvE2wbHb3MLkQ9f4ZLofPKFj2uEo5R2X0AfGdGd3pMrG7/GtACsuRgAS9Fy//PiBqgiUiIlIdKQGRCvOOgmUzvE2wot0/w1V8425iYPNORFh5TbDK2wfECOwD4jMKVpHTRZxPrU2Cy4EjklGwAuf9KFIfkFD8+4CoBkRERKQ6UgIiFeZJQGyG4VMDEuVRsBw+o2AVzwNiRLsPiLPiNSCGw79WxrcJVpHTRVxArU1RJM2pgppgRXmSxxpETbBERESqPyUgUmHeGhC7rdI6oTst+oBEu5YlGn1AgptglbwvcprYTf/kwRHJiFZBTbA0E3ooSkBERESqPyUgUmElfUBKJiKMdg2Iq/hm0mWrxHlAnL6jYJUvfltQJ/QC7+9FThfxAR3nAycqtBTYBEsJSEi+NVfl7scjIiIilUoJiFSY4RkEy1YyEWH0R8Hy6YRe3AQr6sPw+s4DUs7aFcMZesSqQofLrxM6BM8TYimoBkRNsEJRDYiIiEj1pwQkjJkzZ9KmTRuSkpLo0aMHK1euDLnte++9x8CBA2nUqBFpaWmcffbZfPzxxzGMNrqmZW7iucWbLdc9t3gz0zI3+SwpngndMMgr7lRt1TwqeL/Ieea+MA0D7O4kJ9p9QKIyDG9AAuLy6QPicJlBfUAchRHUZgQkIDm5xyw3q0j5VkTZviuVq8ihBERERKS6UwISwrx587jrrrt46KGH+Oabbzj33HMZMmQIO3futNx+xYoVDBw4kIULF7J27VouuOACLrnkEr755psYRx4ddpvBVIsby+cWb2Zq5ibsNsO7zOZpgmW34akB+SnrUKn7lYWnCZZps7knPISo14D4NsHyHRGrLAI7ofv3AXFZ9AEpewKSl1cQ0ecSK2X5rlQ235orDcMrIiJSPcVVdQDV1dSpUxk9ejRjxowBYPr06Xz88ce8+OKLTJkyJWj76dOn+72fPHkyH374If/5z3/o3r17LEKOqvH9OwAwtfjp9fj+Hbw3lBMGdvSuh5ImWBgGKUnxAPy4+wjPLd4cdr+y8ExEaBoGxKQJVjn7gDj9EwrfeUAKHS5SAvqAmAURNMEK6AOSHhfZ5xIrZfmuVDYNwysiIlL9KQGxUFhYyNq1a3nggQf8lg8aNIjPP/88omO4XC5ycnKoX79+yG0KCgooKCjppJyTkwOAw+GgKLDjcSXwnCPUuf50XmucTidTMzcx/dNNuEy4s187/nRea799PJ3QXbjn6QBoWz+JRzM38ezizThdpuV+ZYq1uKbANGzeoX5NpzNq5eRymX5Pz48VFpFE6LIJJXAmdEd+gfcY+YVFQX1ACn3Wh3TsGPE+b+vYTcae24apUSzfSIX6zvzpvNY4HKV/VypbfqF/n5tYnru0v6faSuViTeUSmsrGmsoltFiXjUMTAleYEhAL+/btw+l00qRJE7/lTZo0ITs7O6JjPPPMM+Tl5XHVVVeF3GbKlClMmjQpaPnixYtp2LBh2YKugMzMzJDrGhUBxOEywW6YtD32MwsX/uy3zfnFHc6/+WYdJxaP+pSTmwcUz/4dYr+ySN6wgeaA0zDYt38/AMdyc1m4cGG5j+nL3XWg5M9h/Xffc1bj8GVj5cT8fL/3W37+mV3FMW49AjcENMHa8vMmFi7MCXvM9M2bOd/nfdGxYxTt2QLYo1a+ZWVVLvXyobTvSmX7aacNT8vSnLyjUft+lEVZvzO1hcrFmsolNJWNNZVLaLEqm3379sXkPDWZEpAwDMO/7bppmkHLrMydO5eJEyfy4Ycf0rhx45DbPfjgg0yYMMH7Pisri86dO9O/f3+aN29e/sAjVFRURGZmJgMHDiQ+Pt5ym8n/+xnYAYDTNPgl+SRuv6Cd3zbHihOQHj16cvjd/7iP7SqeLDDMfmWRnX3Q/YvNTqMMd2KYkpzERRddVO5j+sorcMBXS7zvO3Y6GQ5sDFs2Vjb/eaLf+7YtTuS04hi/+OX/2zvv+Cjq/P+/ZmZnd9NDGs0UOiKICErRU7qIKB6eeuKXoqAiUhT17GI5bCgo8qN4IuDhoXge4nnKmaNKLxIJRQgQBEISevqWKb8/dmZ2drOb7Cbbkryfj8c+hp2d+cx73vsh+3nPu1106YQOAJmtW2P48GE1jsls3+7y3sQyKDC0BHAuYPr1lZrmzOvfHwZwGgixTHoO/PcoUHASAGDgTRg+vH/Iru3L/6emCOnFM6QX75BuPEN68U6odVNQUBD0azR2yADxQEpKCjiOq+btOHfuXDWviDtfffUVJkyYgK+//hqDBw+u8ViTyQSTyaS9Ly0tBQAYDIaQ/nHhed7j9eaty8PSbb9r7yfd2hYfrT8OjuNc4votShUsg8moNSKstDrck9emJ2JQ5zRHMrLbef7AKOFRMsuCVZLQGVEKnJ7srgnLsvIU3ZtuvMG6GRiM7JRRAlstBKsu9yBY7fjvoXMAgMzkaIy6/qp669df3PUyb10eVuw8rb2fOrA9Plp/LKQyAQ7DR8UeyPnhB/7OmaYC6cUzpBfvkG48Q3rxTqh0YzDQ8rm+kAY9YDQa0bNnT2RnZ+OPf/yjtj87OxsjR470et7KlSvx8MMPY+XKlbjjjjtCIWrQUJOIH+ydgS92Oip//V+fTEQbDS7JxoCzEzrDMCi1ORbYRqVUrtUuekxS9hdZSQqXGUargqXmngQC94TlupZwZd37gOhyEgRRhsEtBEu0+xBHWq27uh0DOqViw5HzsNilgOi3Pqhz5b5e6Vi1x2GEPHxTG/AcG3KZXPuAUBUsgiAIgohEyADxwowZMzBmzBj06tULffv2xSeffIJTp05h0qRJABzhUwUFBfj8888BOIyPsWPH4qOPPkKfPn0070lUVBQSEhLCdh91RZRkzBjSETe1T9EMEKvgXOyKuoRt1QBhOVbzgHCKV8Sq9GXwdJ4/yIrnQGZZIAhleN0Xq3VdvKoGiJ3lwEsiZF0VLLsoaSFYImcAJwqQ/KiCpY5phoS+7ZKx4ch5WJWyv/XVb31Q50qPjETNAPE2V4INNSIkCIIgiMiHDBAv3H///bh48SLeeOMNFBYWomvXrvjhhx+QmZkJACgsLHTpCbJ48WIIgoAnnngCTzzxhLZ/3LhxWLZsWajFrzdPDekIANh2zJloZbG7LnZVGKit0BnERRkBAIKy0FbP8XSeP2h9QBgWDKu0rwngwlZwW6zWtYQrp9y3zWAEb6vSGiiqY6qNCEWjEVyVAFmovWKHbLeDAWBVxjTKEix2h3zqFgi950NFnSvZh4q1fd7mSrDRG46CJPuct0UQBEEQROggA6QGJk+ejMmTJ3v8zN2o2LhxY/AFCgNWXWdp/b/1qPkZDMcBmnGgLpBFj+f4i9oHBCyrNDwMbCd096fldW1ixyoGhpU3IsZW5RI+JdhFsIqxJpjMMFZVQrLVHoIl2e3gAFgMRsTaqsCIoqZXqyBGzCJb/117myvBxv17tIsyjIbw64YgCIIgCCfUCZ2oEf2i0psxoXpAGIZRG6FrzQkDtRCVlYWlxLLORoSBzAER3EOw6poDonhAeEdxAVmX4yHanOFWosmsfF67B0RQjBSLweFd4iRB06skR06ug/67DpTh6S/VDRAKwyIIgiCISIMMEKJGLILuqbbd82KOVZPQWRYywyr7nB4QWa7/AlnWh2AFwQPi3vm8rgtXTs0BUQwQfRdzUZfvIRkdn0s+GCCi0qzSqhggrCi4GoZCeBb77vhirAYbd2Osrp4sgiAIgggUmzdvxp133olWrVqBYRh8++23Lp8XFxdj/PjxaNWqFaKjozFs2DDk5eVpn1+6dAlTp05Fp06dEB0djYyMDEybNg0lJSUhvpPAQQYIUSN6o8PqZaHrTELntCR0FUmGS4fxuuIMwWK0HBBGCtwi11PoTl1Qy+zaeYexoM8BUbu5A4Coll/2oQqWqJxn4xylBQ2iCIutdsMw1PgSrhds3L/HuubyEARBEESgqKioQPfu3TF//vxqn8myjLvvvhsnTpzAmjVrsG/fPmRmZmLw4MGoqHA0dT579izOnj2L999/H7m5uVi2bBnWrl2LCRMmhPpWAgblgBA14vpU20sOiOLtYBjGUaUKTg+IOgbP1c/WVQ0QmWHBGNQqWIF7uu0egiVIEsD5P46ahG43VjcwJJ0BIpujHFsfktAlLQTL2TPGpvOchMvb4E5keEAoBIsgCIKILG6//XbcfvvtHj/Ly8vDjh07cODAAVxzzTUAgAULFiAtLQ0rV67ExIkT0bVrV3zzzTfaOe3atcOsWbPwf//3fxAEoUH2JSEPCFEjrk+1veWAKHCM5gFhdGFX3gwXf9D6gLBsUPqAVH9yXlcPiMNYEIyOHA/oDAxJyQGRGAaSUfGQ+BKCpZxnUbwqAGCvcoZzhcvb4I41IpPQI0M3BEEQROOjrKwMpaWl2suqhEz7g3qO2WzW9nEcB6PRiC1btng9r6SkBPHx8Q3S+ADIACFqQW88ePeAOHNA1GpM+kAsb4aLP6h9QMCyuhCsIOaA1HEBrXpARNUDoq+CpXgyJI4DlD8YvhkgjmOsnNMAEXQJ7ZHiAYmMJPTA9HMhCIIgiNro0qULEhIStNfbb7/t9xidO3dGZmYmXnjhBVy+fBk2mw3vvPMOioqKUFhY6PGcixcv4s0338Rjjz1W31sIGw3TbCJChj7B2duiUi0ty3LVk9Ad5wXAA6IsJCWWBcMGoRN6gKpgaX0+TNUNEDXhXGYNYNQnFj4YZ+p5eg+IYHUaLoEw8AKBa2I8eUAIgiCIxs2hQ4fQunVr7b3JZKrhaM/wPI9vvvkGEyZMQFJSEjiOw+DBg72GbJWWluKOO+5Aly5dMHPmzDrLHm7IACFqxDUJ3cNiTl/himEBVg3B0o0RCA+ISx8Qxb8SwByQan1A6ji2moQuKjkejN4AUbwWosEA8LxyIR9yQOzVPSB2mw2qnykik9ApB4QgCIJo5MTFxSE+Pr7e4/Ts2RM5OTkoKSmBzWZDamoqevfujV69erkcV1ZWhmHDhiE2NharV68Gr64lGiAUgkXUSK0eEF3oEssymgeECbAHRLsOE5wckECV4VU9IGqZXcauzwFRPCC6ECxfqmCp59k5A0RFv5LOAxKJZXjDlQPiXnaXQrAIgiCIhkJCQgJSU1ORl5eHPXv2YOTIkdpnpaWlGDp0KIxGI7777juXnJGGCHlAiBrxxwPCsM4yvC45IAF4Gi4ri2yZZcGqfUDEwC287dVCsPxfuEqCCE4xiuQo5Q+DqGtEqIZgcfoQLN8NEIHlILAsOFFSPCAOj0ikeED0hma4PCDuZXfJA0IQBEGEm/Lychw7dkx7n5+fj5ycHCQlJSEjIwNff/01UlNTkZGRgdzcXEyfPh133303hg4dCsDh+Rg6dCgqKyuxYsUKLekdAFJTU8FxdSjbGWbIACFqxB8PCMMyWgiWPgckEE/DXZLQlcU7E4AGhyqBWLiKgqC5FGUtBMupM7UrumQwAEoVLF8MEPU8hwFigEkUIFht2v/eSPGA6EPtKAeEIAiCIBzs2bMHAwYM0N7PmDEDADBu3DgsW7YMhYWFmDFjBoqLi9GyZUuMHTsWr7zyinb83r17sXPnTgBA+/btXcbOz89HVlZW8G8iwJABQtRIbR4QWZI0b4e+ESEDfRneACyQVUNHXwUrCGV4o3gOVXaxTh4QwWKDGo0pK65RRpfjIashWAanB4TxKQdEqXhlMEBUEvAlm13730seECfq9+b8HiNDNwRBEETTpX///pBreGg6bdo0TJs2rc7nN0QoB4SoEWstHhBZn6zN6PuA6McIRBUsJbSJYR2GDgJchldZuEYbHWPXZeGqL40LzQBx6kwfgsVqSei+h2AxvAGCYoCItshrROg6V8LrAXF+j43rDzZBEARBNAbIACFqpLZO6JIuD4PlOMCDdyKQHhCZY8GoOSBBCMGKqocBou90zkQpIVi6HBCoBoiBA8OrHhAfQrCUYxieh6jo18UAiZBGhC49Y8IUFmYPwPdIEARBEERwIQOEqJHaOqFLeg8IyzhK8cI1CT0QBojsKQQrgB4QdaEaY3QYBu7VlHxB0FW8YsxKFSxR3wfE8W/ZwIMx8srnPuhGMUBYnoeddcinlvsFIigESwi/TKrHQ/0eyQAhCIIgiMiDckCIGnEprephUSlLeg8IG7wkdF0fENbAKdcIfB+Q+jw5Fy2OECw7ywFK00AXD4dqoBicIVi+5IDIWggWr+WA8JI+4TtCQrDC7AGRJBmiYhBr36NAIVgE0RiRJAk2fdhrE8But8NgMMBisUAMYBXIxkCgdcPzfIOsLNWQIAOEqJHaPCD6HBCGZXU5IPok9AA8hXZpRKjmgATuD3D1HBD/F65qjofIcmCVJHNWrN4J3WGAKCFYPvyhVEOwWKMBguL9iUQPiDXMHhC7ziOmfY8B9JIRBBEZ2Gw25OfnQ2pi/79lWUaLFi1w+vRpMAxT+wlNiGDoJjExES1atCBdBwkyQIgaqS0HRNZ5CliWgawskPXeiYB0QldzQPQGSBByQKKV0B33sry+4OzXYQA8hVipvUwMPFilDC8nihAlGRzr/Q+crBgurNHoGBvOhocAeUBU9Eaj+j3aIyQ/hiCIwCDLMgoLC8FxHNLT08GyTSeSXJIklJeXIzY2tkndty8EUjeyLKOyshLnzp0DALRs2TIQIhJukAFC1EhticX6J1Dey/AGrhM6w+hDsIKQA2JyjC1IdcgBsTrCAURdrxJblRXz1uVh2qAOgFJO95JVRLoSgsVLAuyiBI7lMG9dHkRJxlNDOroJ5zBAOJ7XqmC5GCARUgXLEuYqWHpjg6pgAXOzj4JjGcfcc8PrXCMIRPbcEQQBlZWVaNWqFaKjo8MiQ7hQw87MZjMZIG4EWjdRSiGZc+fOIS0tjcKxggDNYKJGagurcalLzTBwTT93EJCn4WoZXo4Dy0ZmGV41yVzkODCKgcFJIuZkH8W8dXlaQ8HiShHfHTynfC7BJkqYty4Pc5QffQ/CAXCU4ZU8GCCByLGpL6Ikuyz2A+H18hc13IplADPPuuxrinAso809PTXONYJAZM8dNb7fqDZzJYggoRq4dnvtuZqE/5AHhPCKLMu1ekBktzK8jBaCpW9KF4hO6LoqWFz1PJP6opXh5dXqSf6PLdlUD4izzG4UI2PGkI6Yk30U/1dpAQCYo4z4vcQKwGFILNxwHAs3HceMIR09PnGEoEtCV57CuOaAhN8D4m5whCUHRPnOeI6FQSnV3JST0NW5NCf7qPZeXUB6nWsEgYYxdygunwg2NMeCCxkghFfc8yA8ekBEfRI6o1XB0jciDIgHRGeAqI0IAxuCpZRvVUKwREmGv1FYTg+IAaySA8KKgvZjfSr3fwCAK3agVWo8AIchUaPxAWhleB0GSPUckEjwgLiHXIXFA6LowcixMKoGSBMvwzttUAdYBacXTpDkiFlAEpHNtEEdUGqxY072UXy8Pg92keYOQRCBg0KwCK+4LyotgugacgW3MrwsqzUiDLQHRK2CxbAsGDUHJJB9QATXMrwA/DZARKvTA6KW2VWrYE0b1AEG5d8Sx+GBfm0BAAZJAM95jrVW0Ur5GjyHYEVCDoi7wRGWHBDF2DBwDHjFS9bUDRAA6JAWB8CR12TkWFpAEj4Tb3b8HbOLNHcaIhs3bgTDMLhy5Uq4RSGIapABQnjFfVEpy9VDkyTFIJHAOLI/PCShB+RpuM4DwrGBr4IlSK6NCAHA3+gd1QMicQYwBiUHRDGc5q3Lg0ExyuwMh893nwEAGCQJdlGuFmvtKpyzEaFEHhCv6EOweM0D0nRDsFRW7ysA4MjOUvONCMIXNvzmyFVjGJo7DZF+/fqhsLAQCQkJ4RaFIKpBBgjhFdVzoU84dA+nUnNAZIYBwwCy2glddpaWDcgTetUA4ViwvGqABG7hbRNdG9gBWt67z6h9PkSOA2tSPCCS6EzcVIyG+Lgo5F125IBwkoh7rm/tMeFTRfWAMEYeksHZCT2g+q0nqgyqTHbR2RQwVKjeDpcckCbuAZm3Lg+bjp4HALRKjNLykWghSdTGvHV52Hf6CgCgT5vkRjN35tZwD/PW5WGukvcSbgLRZNFoNFIfCyJiIQOE8Iq6qIwzG1THRrXFrtqIUGIYMAwDRmeAJEY5FuEBeUKvT0Jng9AJXZHRzHNqGgv8fXgua0noBnBqp3O7I4b6sVvaaiFY56pEZKY5ckB4ScCAzmk1/rirBghrMEDi1BAsQdNvOMKd3FG/Y1UmIPSGkWpsGA0sjBSCpRm+16U7nn6WVNkxbVCHRrOQJIKHOnfaJDuqAF1pRHMnXBW++vfvjylTpmDKlClITExEcnIyXn75ZS2sOSsrC3/9618xfvx4JCQk4JFHHgEAbNu2DbfccguioqKQmZmJ5557DhUVFdq4VqsVf/nLX5Ceng6TyYQOHTpgyZIlAKqHYC1btgyJiYn49ttv0bFjR5jNZgwZMgSnT58Oyj0TRE2QAUJ4RV1Umg0czErehXs+h6x4IWS1/K4yoxgACdoCOZAhWFxQ+4AYOUZ7el73ECxnFSxWEjFjSEfc2+sqGGSHHjpd1QwTBzhq6HOS6LIw9OQ1YERnErqshWBJmn7DEe7kjvodx+sMkFCHhqlFEwwso4Vg1aWhZGNBVBLOs5JjAADlVgGCKNU41wgCcM6dZjGOUrelVQ7vbiTOHVmWUWkTfH5N/EMbTB3YHnOyj+KDn46g0ibgg5+OYE72UUwd2B4T/9DG57HccyJrY/ny5TAYDNi5cyfmzZuHuXPn4tNPP9U+nz17Nrp27Yq9e/filVdeQW5uLm677TaMGjUK+/fvx8qVK7Fjxw5MnTpVO2fs2LH48ssvMW/ePBw+fBiLFi1CbGysVxkqKysxa9YsLF++HFu3bkVpaSn+/Oc/+694gqgnVAWL8Iq6qDTxLEwCiyq7WD0vRO3PobpIdEno8cHwgHAsWM7pZQkUduUH1cA6KijZBMnvECxZZ4CwvOOHm5cdC749Jy+BU+6hS3oSYHAaEiW6H3dPOA0QpweEk0RNv5HkAYniOfAcA7soh9wDIngowys04RwQtVHcQ0t3aftKLQKSYoyUTEzUiDp31uQ48ofUv1GA979T4aLKLqLLq/+t07kfrz+Gj9cf8/q+Ng69cRuijb4vo9LT0zF37lwwDINOnTohNzcXc+fO1bwdAwcOxDPPPKMdP3bsWIwePRpPPvkkAKBdu3Z45513MGLECCxatAinTp3CqlWrkJ2djcGDBwMA2rZtW6MMdrsd8+fPR+/evQE4jKKrr74au3btwo033ujzvRBEfSEPCOEVTx4Q98WuGoKlGSCMswxvcDwgzjK8XCA9IMq98gZWq6DkdwiW0q9D4gzgTK5J6CVVdmfiOM87XnB6QGqCVYw+zmTUckAMkhiRHhAzzzq9ZSH2gGg5IBSC5YJ+ftU21whCT0mV4+GH6j0j6kefPn1c8jH69u2LvLw8rblir169XI7fu3cvli1bhtjYWMTGxiI+Ph5/+tOfIEkS8vPzkZOTA47jcOutt/osg8FgcLlO586dkZiYiMOHD9fz7gjCP8gDQnhFv6i0CA5btZoHRDEMJHcPCCSdARLYMryqB8RxYUm7Zn1wJjA7Q7D8NUDURoQS58wB4STHD3hJlV3LAYHBoHlAeElASWUtBojobEQILQRLcNGvLMthTTTUvGUGDiaeQ5lVCFsOCK8LwSIDhAwQom7IsqyFXgFO71mkEcVzOPTGbX6ft3DjcXy8/pjmsZ06sD0e79/O72sHkpiYGJf3kiThsccew7Rp07T35eXliI2NRVZWFo4d891bo8fTbwUlqhOhhgwQwiuq4WAycDAbJJd9KpLkmgOiJqFDlgP7hF65DsOy4Ayc6/4AGCCC4snRN7HzNwfEJQRLccu7eECUHBC9AcLpQrC8wShjsLwBsqF6Dgjg8DaYA/xj6A+at4xnYTI49Bd6A4TK8HqCDBCiLlTZRZccqpIqe0QaIAzD+BUGBTgSzj9ef0xrrKgmoPNB7nWyY8eOau87dOgAjvP8t/v666/HwYMH0b59ewCO39vS0lLEx8eDZVl069YNkiRh06ZNWghWbQiCgD179mjhVkeOHMGVK1fQuXPnetwZQfgPhWARXlENBxPPwsR79oDALQdEViqIsDoDRH1CXy90SeiMwVB9fz2xCWoTO10Ilr85IEq1KslgAGcyOcaTnAaImgOiD8Ey+BKCpXhOOJNRM0A4XQgWEP5eIFadB8SszZXwhWAZKAQLgOMptn5+Xamsf2lPomng/nepscwd1djQd3UPVYWv06dPY8aMGThy5AhWrlyJjz/+GNOnT/d6/HPPPYft27fjiSeeQE5ODvLy8vDDDz9oHpGsrCyMGzcODz/8ML799lvk5+dj48aNWLVqldcxeZ7H1KlTsXPnTvzyyy946KGH0KdPH8r/IEIOeUAIr/jiAXHPAdHK8EJGYrRzgWwTJZgM9XhCr0tCd3laFCADRB+CxWshWP65pNUyvDJn0DqhG3QhWPEeQrAMkuBDDohigBh5CLrQrSilPLIsKwaAziAJNa4eEDVfKExleDlG82I1dQOkyi66eIFKyQNC+Ij736XG4j1TK3y5ezrU98Gs8DV27FhUVVXhxhtvBMdxmDp1Kh599FGvx1977bXYtGkTXnrpJfzhD3+ALMvIysrCAw88oB2zcOFCvPjii5g8eTIuXryIjIwMvPjii17HjI6OxnPPPYfRo0fjzJkzuPnmm/HZZ58F9D4JwhfIACG8ono7zDwLq7ccEPcyvLok9HiXnhD1M0AYNQSLY8EY3HJAAoBz8crWOQdEDcGSOQ4GozPECgBKKu3I8hCC5ZsHRAnBMvAuoVtm3lEcwFGdLLwLbWe+UPg8IGozSQPL6srwNu0QrMa6iCSCj3tuWmOZO2qFL08Eu8IXz/P48MMPsXDhwmqfnTx50uM5N9xwA3766ScAriFYKmazGXPmzMGcOXOqndu/f3+P0QejRo3CqFGj6ngXBBEYKASL8Irq7TDznO6ptrsHxK0ML+cswxtncjYwtNb3abi+D4jOA6J2Yq8v+hKuagUlf3NAIKgGiNMDwskSJEF0rYLlZw6I2kGdM/EuhovJwGqL/XB3Q3d6y1gtFyX0ZXh1lcwMrMu+pgoZIERdcZ8r5D0jCCKQkAFCeEXLAdEtdN0NiWoGiJqMDmhP6B1j1XMhKDs9IPoQLClAC0ytiZ0+BKuuOSA8D85s0vaLguA1B4STRZRZhBrd/qoHxGAyQjY4y/fqDcNwe0Cc3jJOS0IPWw4Ix4BnKQcEAK400qfYRPC5QsYrQRBBhEKwCK/oPSDqvy1ui0pZ8RxIau4Hq4ZgSVryepVdrPfTcEZ0VsFidaFcol1AIGo/uYZg1a0PCOyOH2hHCJYz/Eyw2FBSZQcveSjDq+SFlFbZta7D7nDKMSzPawn4vCREvAek3l4vP9GqYLFOD0hTr4JFHhCirrh7PGju1I+NGzeGWwSMHz8e48ePD7cYBAGAPCBEDTh7O3hf6KoeEDUFRC2Jy8iykrweWA8IWM6lDK8UgBAsUZKhOiD0JVz9b0ToDMHi9AaIzaZ4QKqHYPHKfdX0466eZzDxAO+aA+ItNC7UOCumcboyvOGqgkV9QFTIACHqCs0dgiCCCRkghFeclY28h/qoSeiqB8TZiFB2VEQK0BN6fRK6PgRLDECPEf0i1dFFW8kf8HftqhogPA9eF4Il2exKDoiHMrx+GSBGl/K9LqFxYe6G7tEDEmKZnCFYzlLKTd0AUZ9iq/0b3EOyCMIbJTR3CIIIImSAEF6x6jqh1+oB0RoRqiFYsksOSL2fhqvXMXBgOQaScr1AeED0i1QDy9TZA8LY7DoZnf+1KiqqYBUkrSSveyd0oGYDRO2gbjAaXcr3mnhH13Eg/B4Q1ypY4ZFJDbcyUiNCDXVeZSRFA6BEYsJ33OcOeUAIgggkZIAQXlG9HY7mcl48IFojQmWHrhFhIJ/QM/pO6AwDSW18GIBEZ/0ildflgPjdCV10hmAxLAs769DZ5dIqAPBYBatWD4gsa+dxRh6srhGhvut4uD0grt6y8MjkbCapC8EKc3J+uFGfWtMikvAXmjsEQQQTMkAIr1h0HhBnXL+XPiBuIViAHNgcBdlpgLAMo4V8iVL9F7lqqVaOZcCxziZ2/vajYgSdhwOAqBggJYoBYmZk5+e6crpADT/uuj4nvIkHo4VgSS6GYaR4QEwGNmxeGUHyEIIVoD4xDRX3p9gVNrHJh6URvkHeM4IgggkZIIRXfPKAKG+dndCdIViOxWigPCCOxTvDcWBZRrueFICn7DZd+VbHto45IGoVLMVIEFiHkVFSVgkAMMNDGV6xlhAsu3O/wWTS5YAI5AFxwy7oe7lQCBbgnFdXNYvS9tFCkvCFUgrBatRs3LgRDMPgypUr9RonKysLH374YUBkCiQnT54EwzDIyckJtyiEF8gAIbziyQNSrbSqFoKlxGApT/1ZObAeEEbxFDCKh0X1gATCANGXbwWgK8PLeD3Ho4zVPCCO8UoVD4hJNUD0jQjFmj0gss4A4Uw8WF7fiDAyPSDhywFxGpJaN3tJrrHHSmNHnVfNYoyIMxlc9hFETajzJJ28Z0QDJD09HYWFhejatWu4RSG8QAYI4RWLrrSqt0WlFoKl1uFVDBEWjifRgepT4ayC5ZBDzQEJZBK62juirknoEN0MEEXW0nILAMDowQBhJRGQZZR4qTBjtzr38yajFoKl5oBESh8QvQckXDLZPFTBApp2JSz1KXZiFI+EaMfccW8wRxDuyLKsM0Cc3jMyXgOHzWYLtwgRSyB0w3EcWrRoAYOB2t1FKmSAEF6x6kqregur0Tqhs645IJyS7xCwTt1aCJbi+WAD6QFxDcEyGurWCZ1RZGHcQrBKyx0eEKNcPQQLADhZ8vrDbrc6/xAbTUawRkdJTDUHJGI6oetzQMIkkyA6Q7B4XRUyoQl7QFRjIyGaR0KUY87RIpKojQqbqP2/SYoxIs5M3rP60r9/f0yZMgUzZsxASkoKhgwZAgDYtGkTbrzxRphMJrRs2RLPP/88BNWbDs8hTtdffz1ee+017T3DMPj000/xxz/+EdHR0ejQoQO+++47l3N++OEHdOzYEVFRURgwYABOnjxZTcZt27bhlltuQVRUFNLT0zFt2jRUVFRon587dw533nknoqKi0KZNG3zxxRe13vf48eNx99134/XXX0daWhri4+Px2GOPuRgZ3nRz6NAhDB8+HLGxsWjevDnGjBmDCxcuaOdJkoR3330X7du3R1RUFLp27Yq33noLQPUQLDXk7D//+Q+6d+8Os9mM3r17Izc3t9Z7IIIDGSCEV1QPSE2lVTUDRHmv5oCozxwC5gFRk9A5x8haCFZAPCDOhatjW7cqWIygluFVZFQ8IBWaAVK9ChbgKLPr7YddsFgBACLDguc5MLyzfC/PMRHjAbFEgAdE381eb4A01UpY+qfYCVFOA4RyQIjaUOcNzzGI4rnGa7yeOQNs2ODYhoDly5fDYDBg69atWLx4MQoKCjB8+HDccMMN+PXXX7Fw4UIsWbIEf/3rX/0e+/XXX8d9992H/fv3Y/jw4XjwwQdx6dIlAMDp06cxatQoDB8+HDk5OZg4cSKef/55l/Nzc3Nx2223YdSoUdi/fz+++uorbNmyBVOmTNGOGT9+PE6ePIn169fjn//8JxYsWIBz587VKtu6detw+PBhbNiwAStXrsTq1avx+uuv16ibwsJC3HrrrbjuuuuwZ88erF27FsXFxbjvvvu0c1544QW8++67eOWVV3DgwAH87W9/Q1paWo2yPPvss3j//fexe/dupKWl4a677oLd3sjmdQOBDJAaWLBgAdq0aQOz2YyePXvi559/rvH4TZs2oWfPnjCbzWjbti0WLVoUIkmDg4sHxEsyuWaAqMnnShle1QPiLXndX1QDhFWMA/V6cgCqHOkb2AGAga1jHxAvVbDKKhwhWGrX82oGiCR694AoT4kElgXHMmAVzwkPCQzDRJwHxJEvFB6Z1BAsA+eoZqZMxSYbglVhE7X8F70B0ugWkUTAUUNCE6J4MAwT2XNHloGKCv9fCxYAmZnAwIGO7YIF/o8h+/cj0b59e7z33nvo1KkTOnfujAULFiA9PR3z589H586dNU/BBx98AMnP37bx48fjgQceQPv27fHWW2+hoqICu3btAgAsXLgQbdu2xdy5c9GpUyc8+OCDGD9+vMv5s2fPxujRo/Hkk0+iQ4cO6NevH+bNm4fPP/8cFosFR48exY8//ohPP/0Uffv2Rc+ePbFkyRJUVVXVKpvRaMRnn32Ga665BnfccQfeeOMNzJs3z+Ue3XWzcOFCXH/99XjrrbfQuXNn9OjRA5999hk2bNiAo0ePoqysDB999BHee+89jBs3Du3atUPfvn0xceLEGmWZOXMmhgwZgm7dumH58uUoLi7G6tWr/dJ1Xdi8eTPuvPNOtGrVCgzD4Ntvv3X5vLi4GOPHj0erVq0QHR2NYcOGIS8vz+UYq9WKqVOnIiUlBTExMbjrrrtwJkTGczCg4DgvfPXVV3jyySexYMEC3HTTTVi8eDFuv/12HDp0CBkZGdWOz8/Px/Dhw/HII49gxYoV2Lp1KyZPnozU1FTcc889YbgDz8zNPgqOZRwLE1nCkdMsTmw4DjAsdp+8BFGSwbEMbshK0n5sXl59QDM8Tl6owLx1eRAlGbtPXsJNRcXoDMAuA6P/tgODCkrRC4AgSJi3Lg+/nr4CAFj9yxnknL6Mfu1SsO34hWpynblchdaJUZps+u0NWUkYYncs7r/dX4R3F2/HAiXnZM3eM7CVx7rI7u+2RYIZAFBYUoXRf9uBU5ccVav2X2QwX9HNN7+ccakk5C77PddfhR6KobHrdCnmLt6OdxT7vqLcAjQDbBaHMfGv/UX457E9+IdyPidLOH2p0kWvqmx9UIJpcBgzD366E/3PluFGAKwoYt66POzKvwgA+OlgEVommF3OL7hSVaPM3vRd05aBjPMXOKws2g0ZjPb9VCoGyNOrfkW5krdypKjU4z3VtK2rzDdkJeHkBUeowKKNx/HV7tOaV+6Tn08gxmio1xzxZXvmciWiJBb/KNytGeL11Xd9tp1bxGnXn7BsN46dK3foY9NxXKm0Q5TkWud1IGT2NGfqM14w5nWwt55klmUZFy+ymH14M1o3iw67jPptS+VvYplFwM3vrte8ZrO+P4ScU1fAsQy2Hb8QNH3XNGcSjDJGXx0F7lIFDLwAVFSgbZsWHueDz0gS8MQTjpcfnMgvAmJiIMPRiremrcUuomPX7jhxvlzbvycnF1179MKJCxWwCxJ4A4uMq3ugvLwcW389glZXpUOQZBSXWnD8vOP/ryA4eh5dqrBpYwFAWlZHl7FjYuNw4NgpdDhfjj05ubjmup7Iv1ChfZ7V5ToAQP6FciTYDdi+azdO5Z/AihXOsCoZMiRJwua9B3Di+DEYDAY0y+ysXceYfBXiExJd5HOnpMqOjl26oqhCglxRDgbAVZ26o7y8HFtyfsNV6RmoUnRz/Hy5pq+ft+/E1k0bEBMTW23MLb8cQLNmZ2G1WtHhuj4oLrUAsgyLDbCWWQGGwfkyq0d5+vbtq/07KSkJnTp1wuHDh2v7qutNRUUFunfvjoceeqjamlCWZdx9993geR5r1qxBfHw85syZg8GDB+PQoUOIiYkBADz55JP497//jS+//BLJycl4+umnMWLECOzduxecEnHRkCADxAtz5szBhAkTNGv6ww8/xH//+18sXLgQb7/9drXjFy1ahIyMDC1W8+qrr8aePXvw/vvvR5QBwrEM5mQfRb92yTix7whutp3B+l3H0MYsoczCIo2x45zMI3+3hI4WFrF2C8rPmtEcNnAwIk6wIHv5Ee14y0WHhW6y23Bi3xFkXnAs3hOrypC9/HukMXZ0k3mkwIYLR4zYvsGCCt6MjJJiyABOJzRHrN2CZrwZscq109y2+bslGCscf9zKC8/jcGGpFvP1208/g9mf5yK7v9s4g4BuggEJogUlv5vRVrKiGWtColiJ9afy0MYsoZmFBWO3oNyL7PnH96H3RYdhZblSisOFpZCUp2Opp46ib2kV5PIyAMB/t/4G3N5B+066nz0C6RyP7PxD1b6Hy1XFABxJ/if2HUGaUlErsaoU2cu/R3POjm4ijyTZhuy8Ay7nN5P5GmX2pu/atleJlbjERWvvT+yW0FU3V1rCBh5GJIgWZP/+W7V7qmlbV5nzd0tItLC4SpEhlrGjq8wj1m7BzrNH/ZKhrtsk5XqB1nddt0VGEd1sHOIEC8rOmtFZsqIFa0LqWTuyD+33aV4HSmb3OVOfbbDmdTC33mROVfZFmsxxnIBuogGJohVXOBPSVdkPF4M9Govsqpig69vbnGmZxENqewO4ykqInABjpTNHIdRwFRWwyQAPGXYwNW5lUUSMgYdYXqHth2AHBBFceTkkMGBkCWKl4zfUUF4GqbwCLADGZgNXXg47GBhlCXabFazNpo0FACZBcBmbASBWVTnGFgQwdtfPWYtFuweR4yELAu5/YAweHjcBAhgYIGvb1JTmOHnAkSthqKiAyHLOe5BlsHY7mLIyiAwLo+gwVm0cD06WwIgCGFF0vXaV4x65ykqI5RVgRBFRBqN2jzxkiHY7Bg0cgqefe8VFFgEMWqWl4cSpUwAAsbIS1ktXYJUZmBkJl6oEmKLNuFDu2QDxhBo6Hkxuv/123H777R4/y8vLw44dO3DgwAFcc801ABwROGlpaVi5ciUmTpyIkpISLFmyBH//+98xePBgAMCKFSuQnp6O//3vf7jtttuCfg+BhgwQD9hsNuzdu7dajOTQoUOxbds2j+ds374dQ4cOddl32223YcmSJbDb7eB1ScfhZNogx8L3zPvzsWLtx2Ah+/T0pqYtALQqu4Ctix7G7tZdAABdio/ju7/PqPU8f64FAO//8CG+ObUfSZZSAMC8f79fL9nrc8/eZHxm89/R5lIB2l4+CwB4be1Cl88XrXkHTMJZ7bzPv55Z67Vi7BZsXfQwtmV0AwC0v3imVv3WV9+RsG2IMjdk2UlmktkX2aeFUQZrZibyhy1C6yscTAAYWYa8ebN/+j53DvJ992nVFQFAZlkwq1ZBTkvzWZbMyouQqy75dHyU3Yp4SznaXzyt7e/VuiW+Wb8emRdOA4zDaPhx80+Ii4lBbxPAXDyNlvFxsJ86hqyLZyADKCsvR8Gp35FYVaqNBQBpZRddxmZlCWnll5B18QxuaN0CazZtcvn8s20bAQAZl84iwV6G3u3boeDgr+gfx1e/h7JiGJLjIAgCLmzJxg3XXAMGwG8nT6K0tAQpFZfR9lKBR33HWyqw6dABtC7IQ7TZDBnA+i3rEBsdjb5GCczF0zDbrUiwlGn3yAC4uW0W/rV+PW6NAniDm0xVl9AmnkeUyYTjP32HgXff7fJ5QXwaUmJN8MSOHTu0KJbLly/j6NGj6Ny5s8djQ4XV6jCWzGazto/jOBiNRmzZsgUTJ07E3r17YbfbXdaZrVq1QteuXbFt27YGaYBQDogHLly4AFEU0bx5c5f9zZs3R1FRkcdzioqKPB4vCIJL1QY9VqsVpaWl2quszPGEXBAE2O32oL0eb2vAOz/NBwsZgPMPRl23KpwsofeZA9p7X87z91osZPzpwLp6yxyIe66zjLIMefnyOun35t9/rfX6gdR3uLeRIENTkj0SZCCZI3sbKTJo7xkGTFQUEBXldVttX2YmmBdf1Ko2gmUd7zMzax3LZasYDX7LrGwn/+lPOF1cjKmzZ+PIyZNYs2kTXvvkE8wYPRosy4IBMLBXL6z44Qf8vG8fDh47hnGvv66F29Q0tn77+D334PiZM3h67lwcOXkSK9euxbLvv3c577lx47A9NxdPvPsufj1yBHmnTuHfmzZh6uzZYAB0ysrCsL598cisWdh14AD2Hj6MR2bNQpTJVOMcAQCb3Y6Jf/0rDp04gbVbt2Lm4sWYcu+92j16knnKvffiUmkpRr/8MnYdPIj8M2fw044dmPDGGxBFEVEmE54bNw7PffwxPv/Pf3DizBnsyM3FZ2vWoHXpOSQ7CkZCkiTtBQBvvPEGsrOzsX//fowbNw4pKSm46667XI7Tv2RZ9riOUiuVlZWVuazjVGPCHzp37ozMzEy88MILuHz5Mmw2G9555x0UFRWhsLAQgGONaTQa0axZM5dza1qXRjrkAakBd7ecLMs1uuo8He9pv8rbb79drRIE4KgYkZKS4q+4PpOSm4ubApC87Qnv2mlY16gvtclY13toCPdOEAQR8YwcCfTp46iAddVVgNsDxFDQOi0NP3z4IZ6dNw/dR49GUnw8Jtx1F15++GHtmBfGj8eJggKMeOopJMTG4s1Jk5BfUODXdTJatMA3776Lp+bOxYJ//hM3XnMN3po8GQ+/+aZ2zLUdOmDT4sV4aeFC/OHRRyHLMtpddRXuV0riAsDSV1/FxFmzcOtjj6F5UhL++vjjeKW4uNbrD7rhBnRIT8ctjz4Kq92OPw8ZgtcefbTGc1qlpmLrp5/iuY8/xm1Tp8JqsyGzZUsM69sXrGI4vjJhAgwch1cXL8bZ8+fRMiUFk0aNAgOgUunwXlFRgdLSUlQqoW0vv/wypk2bhhMnTqBr165YsWIFLBYLLEpImh6bzYaqqips3rzZpTQyAO3BcpcuXVz2z5w506VEsi/wPI9vvvkGEyZMQFJSEjiOw+DBg72GbOmpbV0ayTCy7GcZhyaAzWZDdHQ0vv76a/zxj3/U9k+fPh05OTnYtGlTtXNuueUW9OjRAx999JG2b/Xq1bjvvvtQWVnpMQTLarW6WMsFBQXo0qUL8vPz0bp16wDflY4zZ8C1bw82CEaI3gUbLEJxjfpSm4x1vYeGcO8EQRDBwpKZifxFi9AmJQXm2g8nwsz4117DlfJyfPv++yG7pgxA7tbNpd/Wxo0bMWjQIFy8eBGJiYk+jWOxWHDy5Emkp6e7hEcBjvVamzZtcOjQIZf1mslkgsnkOfxLhWEYrF69GnfffXe1z0pKSmCz2ZCamorevXujV69e+H//7/9h/fr1GDRoEC5duuTiBenevbtWPa2hQSFYHjAajejZsyeys7Nd9mdnZ6Nfv34ez+nbt2+143/66Sf06tXLa/6HyWRCfHy89oqLc1StMRgM4Hk+aK+FJwQ8P3QKROUpgmqB1ncrMiz+2XWQz+PW6xpMYGX3d1sfGSWWBTNunNZMMVj6DYS+w72NBBmakuyRIAPJHNnbSJGhocncEPUcCNnd34diWxCfhvNWGSzLurwAVNtX24thGI/rKLXDelxcnMs6rjbjozYSEhKQmpqKvLw87NmzByNHjgQA9OzZEzzPu6wzCwsLceDAAa/r0kiHQrC8MGPGDIwZMwa9evVC37598cknn+DUqVOYNGkSAEcDnIKCAnz++ecAgEmTJmH+/PmYMWMGHnnkEWzfvh1LlizBypUrw3kb1Zi3Ls9RBWvUA7ipzfW4yVaAo7YoZJllnLQwSGXtOC/x2vva9uu3uw3J4DPT8cHvY3BHdAV2nbNWOy5GsKDCYEZ6aTEgOyrBqPvUa7hv3a9RmdYCH/xhDG4QLnqU0d+tt3ttwVShSI7ySXZvMt4RXYFX7r8B32w+gmW/nseNaSb8pzIGbXt0wonoAZqebkwzuejL273Xpl/38+ui79q2zaQqXGaj/J4rvo5f3zkSCBnqug2GvgM9rwPxf7K+c6Yx6bkxylzTHOnUPA7/q4oOuuze5kyHZB4jY5rBmNgcEmf0WnmKlSVIblWZ1H2+VK0Kx9YXmQ2yBCEC78Gb7KXmGFTaBBxLTg/atU2MrFXBKmd4mKLNuFTqCKlqHh8ZfrLy8nIcO3ZMe5+fn4+cnBwkJSUhIyMDX3/9NVJTU5GRkYHc3FxMnz4dd999t5Z0npCQgAkTJuDpp59GcnIykpKS8Mwzz6Bbt25aVayGBoVg1cCCBQvw3nvvobCwEF27dsXcuXNxyy23AHB2BN24caN2/KZNm/DUU0/h4MGDaNWqFZ577jnNYPGFM2fOID09HadPn8ZVV10V6NsB4KEPyNE8dOrYAZ76gHAsg63HLlSr0X5T+xStt4P7cfr3+uNESQbDoM59QHyRpa515z2N76hDfwkjbmgPX/uAeJLxhqwkPDWkIwBoPTHc9eMuU03fQ036dX8fvD4gl5CakgR9H5BAfT/16QMSzDniy9bRB6QSyUnJEdEHxBedhK4PiOucCXRPjXDqua4yO/qAXISFjY64PiD6ueMue+82yeDYUPQB8Txn1D4gza9Kh4E3QYYjLFW/VXtqeEL9zP2ccG99kRlwFKlRn76HW+ZI0XeMyQDIMixWK8wmE6DLiaiPAWKxWJCfn681pNbj73pt48aNGDBgQLX948aNw7JlyzBv3jzMnj0bxcXFaNmyJcaOHYtXXnkFRqPRRZ5nn30W//jHP1BVVYVBgwZpzSwbImSARBChMED02O12/PDDDxg+fHjElAmOFEg3niG9eId04xnSi2dIL96pSTc1LQobO5IkobS0FPHx8VpIEeEgGLoJpAFCVIdmMEEQBEEQBEEQIYMMEIIgCIIgGhQUvEEEG5pjwYUMEIIgCIIgGgRqEz6bzRZmSYjGjto7hEIkgwNVwSIIgiAIokFgMBgQHR2N8+fPg+f5JpULIUkSbDYbLBZLk7pvXwikbmRZRmVlJc6dO4fExETN6CUCCxkgBEEQBEE0CBiGQcuWLZGfn4/ff/893OKEFFmWUVVVhaioqAbb/TpYBEM3iYmJaNGiRUDGIqpDBghBEARBEA0Go9GIDh06NLkwLLvdjs2bN+OWW26hsCA3Aq0bnufJ8xFkyAAhCIIgCKJBwbJskyvDy3EcBEGA2WwmA8QN0k3Dg4IICYIgCIIgCIIIGWSAEARBEARBEAQRMsgAIQiCIAiCIAgiZFAOSAQhSRIAoLCwMCTXEwQBFy5cQEFBAQwGmgp6SDeeIb14h3TjGdKLZ0gv3iHdeIb04p1Q60Zdp6nrNsJ/aAZHEMXFxQCAG2+8McySEARBEARBEDVRXFyMjIyMcIvRIGFk6jUfMQiCgH379qF58+YhaTJUVlaGLl264NChQ4iLiwv69RoSpBvPkF68Q7rxDOnFM6QX75BuPEN68U6odSNJEoqLi9GjRw/yRtURMkCaMKWlpUhISEBJSQni4+PDLU5EQbrxDOnFO6Qbz5BePEN68Q7pxjOkF++QbhoelIROEARBEARBEETIIAOEIAiCIAiCIIiQQQZIE8ZkMmHmzJkwmUzhFiXiIN14hvTiHdKNZ0gvniG9eId04xnSi3dINw0PygEhCIIgCIIgCCJkkAeEIAiCIAiCIIiQQQYIQRAEQRAEQRAhgwwQgiAIgiAIgiBCBhkgBEEQBEEQBEGEDDJAIoTNmzfjzjvvRKtWrcAwDL799ttqx/zrX//CbbfdhpSUFDAMg5ycHJ/Gvnz5MsaMGYOEhAQkJCRgzJgxuHLlissx06dPR8+ePWEymXDdddf5NK7VasXUqVORkpKCmJgY3HXXXThz5ozf166JxqqXu+66CxkZGTCbzWjZsiXGjBmDs2fP+jS+SmPVDQD85z//Qe/evREVFYWUlBSMGjXKp/GBxquXX375BUOGDEFiYiKSk5Px6KOPory83KfxVRqibj755BP0798f8fHxYBim2pgnT57EhAkT0KZNG0RFRaFdu3aYOXMmbDabT+MDjVMvAJCVlQWGYVxezz//vE/jqzRW3Rw9ehQjR45ESkoK4uPjcdNNN2HDhg0+jQ80PL1cunQJU6dORadOnRAdHY2MjAxMmzYNJSUlLsfNmjUL/fr1Q3R0NBITE32S151w6ubXX3/FAw88gPT0dERFReHqq6/GRx99VOu4oVjPEK6QARIhVFRUoHv37pg/f36Nx9x000145513/Bp79OjRyMnJwdq1a7F27Vrk5ORgzJgxLsfIsoyHH34Y999/v8/jPvnkk1i9ejW+/PJLbNmyBeXl5RgxYgREUfTr2jXRWPUyYMAArFq1CkeOHME333yD48eP409/+pNf8jdW3XzzzTcYM2YMHnroIfz666/YunUrRo8e7fM1GqNezp49i8GDB6N9+/bYuXMn1q5di4MHD2L8+PF+yd8QdVNZWYlhw4bhxRdf9Pj5b7/9BkmSsHjxYhw8eBBz587FokWLvB7vicaoF5U33ngDhYWF2uvll1/2S/7Gqps77rgDgiBg/fr12Lt3L6677jqMGDECRUVFPl2joenl7NmzOHv2LN5//33k5uZi2bJlWLt2LSZMmOBynM1mw7333ovHH3/cL5n1hFM3e/fuRWpqKlasWIGDBw/ipZdewgsvvFCjLEBo1jOEGzIRcQCQV69e7fXz/Px8GYC8b9++Wsc6dOiQDEDesWOHtm/79u0yAPm3336rdvzMmTPl7t271zrulStXZJ7n5S+//FLbV1BQILMsK69du7ZO166NxqIXT6xZs0ZmGEa22Wy1XsMTjUU3drtdbt26tfzpp5/WOp4vNBa9LF68WE5LS5NFUdSO2bdvnwxAzsvLq/UanmgIutGzYcMGGYB8+fLlWo9977335DZt2vg1vkpj0ktmZqY8d+5cv8aricaim/Pnz8sA5M2bN2v7SktLZQDy//73P7+uIcsNTy8qq1atko1Go2y326t9tnTpUjkhIaFO4+oJp25UJk+eLA8YMMDr5+FYzxCyTB6QRs727duRkJCA3r17a/v69OmDhIQEbNu2rc7j7t27F3a7HUOHDtX2tWrVCl27dtXGDda1A0E49eLOpUuX8MUXX6Bfv37geb7O1w4U4dTNL7/8goKCArAsix49eqBly5a4/fbbcfDgwbrfUIAIp16sViuMRiNY1vknOyoqCgCwZcuWOl87UETa//WSkhIkJSWF/LruRIJe3n33XSQnJ+O6667DrFmz/ApNCybh1E1ycjKuvvpqfP7556ioqIAgCFi8eDGaN2+Onj17BvXatRFKvZSUlCA+Ph4GgyGg4waLuuqmtr8HDX0901AhA6SRU1RUhLS0tGr709LSfHY1exvXaDSiWbNmLvubN2+ujRusaweCcOpF5bnnnkNMTAySk5Nx6tQprFmzps7XDSTh1M2JEycAAK+99hpefvllfP/992jWrBluvfVWXLp0qc7XDgTh1MvAgQNRVFSE2bNnw2az4fLly1p4SWFhYZ2vHSgi6f/68ePH8fHHH2PSpEkhva4nwq2X6dOn48svv8SGDRswZcoUfPjhh5g8eXLQr+sL4dQNwzDIzs7Gvn37EBcXB7PZjLlz52Lt2rV1znsIFKHSy8WLF/Hmm2/iscceC9iYwaYuutm+fTtWrVpV43029PVMQ4UMkEbEpEmTEBsbq71UGIapdqwsyx731xf3cUN5bW9Eol4A4Nlnn8W+ffvw008/geM4jB07FrIsB/zaNRFpupEkCQDw0ksv4Z577kHPnj2xdOlSMAyDr7/+OuDX9kak6eWaa67B8uXL8cEHHyA6OhotWrRA27Zt0bx5c3AcF/Br10Qk6MYbZ8+exbBhw3Dvvfdi4sSJIbsuEJl6eeqpp3Drrbfi2muvxcSJE7Fo0SIsWbIEFy9eDPq19USabmRZxuTJk5GWloaff/4Zu3btwsiRIzFixIiQGvTh0ktpaSnuuOMOdOnSBTNnzgzImIEmELo5ePAgRo4ciVdffRVDhgzxW4ZIXM80JhqG343wiTfeeAPPPPOMy74WLVqguLi42rHnz59H8+bN63ytFi1aaE9i9U8Nzp07h379+gX12v4SaXpRSUlJQUpKCjp27Iirr74a6enp2LFjB/r27Vvn6/tLpOmmZcuWAIAuXbpon5tMJrRt2xanTp2q87X9JdL0AjgSIEePHo3i4mLExMSAYRjMmTMHbdq0qfO160IodeMPZ8+exYABA9C3b1988sknIbmmnkjVi54+ffoAAI4dO4bk5OSQXTfSdLN+/Xp8//33uHz5MuLj4wEACxYsQHZ2NpYvX+53pbC6Eg69lJWVYdiwYYiNjcXq1asjIuzXE/XVzaFDhzBw4EA88sgjtRZeaEjrmcYEeUAaEWlpaWjfvr32AoC+ffuipKQEu3bt0o7buXMnSkpKqi2I/aFnz57geR7Z2dnavsLCQhw4cEAbN1jX9pdI04snVM+H1Wqt87XrQqTpRi0reeTIEe0Yu92OkydPIjMzs87X9pdI04ue5s2bIzY2Fl999RXMZnOdnuzVh1DqxlcKCgrQv39/XH/99Vi6dKlLrkyoiES9uLNv3z4ATkM/VESabiorKwGg2jxhWVbzwoaCUOultLQUQ4cOhdFoxHfffQez2Vyv8YJJfXRz8OBBDBgwAOPGjcOsWbNqvVZDWs80JsgDEiGUl5fj2LFj2vv8/Hzk5OQgKSkJGRkZABzJyqdOndL6RaiLtBYtWqBFixYex7366qsxbNgwPPLII1i8eDEA4NFHH8WIESPQqVMn7bhjx46hvLwcRUVFqKqq0mpyd+nSBUajsdq4CQkJmDBhAp5++mkkJycjKSkJzzzzDLp164bBgwf7de2mppddu3Zh165duPnmm9GsWTOcOHECr776Ktq1a+eX96Mx6iY+Ph6TJk3CzJkzkZ6ejszMTMyePRsAcO+99zZZvQDA/Pnz0a9fP8TGxiI7OxvPPvss3nnnHb9i1huabgBH7HVRUZEmd25uLuLi4pCRkYGkpCScPXsW/fv3R0ZGBt5//32cP39eO9ebvE1BL9u3b8eOHTswYMAAJCQkYPfu3Xjqqae0HkS+0hh107dvXzRr1gzjxo3Dq6++iqioKPztb39Dfn4+7rjjjkapl7KyMgwdOhSVlZVYsWIFSktLUVpaCgBITU3VQjlPnTqlyS2KojZu+/btXUKhIlU3qvExdOhQzJgxQ8vP4DgOqampHscN1XqGcCPEVbcIL6jlAt1f48aN045ZunSpx2NmzpxZ49gXL16UH3zwQTkuLk6Oi4uTH3zwwWplCW+99VaPY+fn53sdt6qqSp4yZYqclJQkR0VFySNGjJBPnTrl97Wbml72798vDxgwQE5KSpJNJpOclZUlT5o0ST5z5ozPemmsupFlWbbZbPLTTz8tp6WlyXFxcfLgwYPlAwcONHm9jBkzRk5KSpKNRqN87bXXyp9//rnPOlFpiLqZOXOmx3OWLl1ao7z+/Lw1Rr3s3btX7t27t5yQkCCbzWa5U6dO8syZM+WKigqf9dJYdSPLsrx792556NChclJSkhwXFyf36dNH/uGHHxqtXrzJ637OuHHjPB6zYcOGBqEbb999ZmZmjeOGYj1DuMLIcoizXgmCIAiCIAiCaLJQDghBEARBEARBECGDDBCCIAiCIAiCIEIGGSAEQRAEQRAEQYQMMkAIgiAIgiAIgggZZIAQBEEQBEEQBBEyyAAhCIIgCIIgCCJkkAFCEARBEARBEETIIAOEIAiCIAiCIIiQQQYIQRAEUSvjx48HwzBgGAY8z6N58+YYMmQIPvvsM0iS5PM4y5YtQ2JiYvAEJQiCICIeMkAIgiAInxg2bBgKCwtx8uRJ/PjjjxgwYACmT5+OESNGQBCEcItHEARBNBDIACEIgiB8wmQyoUWLFmjdujWuv/56vPjii1izZg1+/PFHLFu2DAAwZ84cdOvWDTExMUhPT8fkyZNRXl4OANi4cSMeeughlJSUaN6U1157DQBgs9nwl7/8Ba1bt0ZMTAx69+6NjRs3hudGCYIgiKBCBghBEARRZwYOHIju3bvjX//6FwCAZVnMmzcPBw4cwPLly7F+/Xr85S9/AQD069cPH374IeLj41FYWIjCwkI888wzAICHHnoIW7duxZdffon9+/fj3nvvxbBhw5CXlxe2eyMIgiCCAyPLshxuIQiCIIjIZvz48bhy5Qq+/fbbap/9+c9/xv79+3Ho0KFqn3399dd4/PHHceHCBQCOHJAnn3wSV65c0Y45fvw4OnTogDNnzqBVq1ba/sGDB+PGG2/EW2+9FfD7IQiCIMKHIdwCEARBEA0bWZbBMAwAYMOGDXjrrbdw6NAhlJaWQhAEWCwWVFRUICYmxuP5v/zyC2RZRseOHV32W61WJCcnB11+giAIIrSQAUIQBEHUi8OHD6NNmzb4/fffMXz4cEyaNAlvvvkmkpKSsGXLFkyYMAF2u93r+ZIkgeM47N27FxzHuXwWGxsbbPEJgiCIEEMGCEEQBFFn1q9fj9zcXDz11FPYs2cPBEHABx98AJZ1pBiuWrXK5Xij0QhRFF329ejRA6Io4ty5c/jDH/4QMtkJgiCI8EAGCEEQBOETVqsVRUVFEEURxcXFWLt2Ld5++22MGDECY8eORW5uLgRBwMcff4w777wTW7duxaJFi1zGyMrKQnl5OdatW4fu3bsjOjoaHTt2xIMPPoixY8figw8+QI8ePXDhwgWsX78e3bp1w/Dhw8N0xwRBEEQwoCpYBEEQhE+sXbsWLVu2RFZWFoYNG4YNGzZg3rx5WLNmDTiOw3XXXYc5c+bg3XffRdeuXfHFF1/g7bffdhmjX79+mDRpEu6//36kpqbivffeAwAsXboUY8eOxdNPP41OnTrhrrvuws6dO5Genh6OWyUIgiCCCFXBIgiCIAiCIAgiZJAHhCAIgiAIgiCIkEEGCEEQBEEQBEEQIYMMEIIgCIIgCIIgQgYZIARBEARBEARBhAwyQAiCIAiCIAiCCBlkgBAEQRAEQRAEETLIACEIgiAIgiAIImSQAUIQBEEQBEEQRMggA4QgCIIgCIIgiJBBBghBEARBEARBECGDDBCCIAiCIAiCIEIGGSAEQRAEQRAEQYQMMkAIgiAIgiAIgggZZIAQBEEQBEEQBBEy/j8c2c/2vYSfEAAAAABJRU5ErkJggg==", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "day = pd.to_datetime(f'11/1/18')\n", "end = day + pd.to_timedelta('1D')\n", "\n", "ax1, ax2 = flagged['CEN_02'].plot_flagged_day(day, 'CEN_02', paired_tank=flagged['CEN_01'].data.tank_height)\n", "adj.loc[day:end, 'adj_precip'].plot(ax=ax1, marker='.', label='rounded precip', color='r', grid=True)\n", "ax1.legend(loc='lower right')" ] }, { "cell_type": "code", "execution_count": 30, "id": "6ffcf376-f6e1-4634-81a5-8860a33c6dc3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4.600000113248825" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "flagged['CEN_02'].data.loc[day:end, 'adj_precip'].sum()" ] }, { "cell_type": "code", "execution_count": 31, "id": "6fce24c9-8db5-4d34-8f76-031b6c33a497", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3.2" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adj.loc[day:end, 'adj_precip'].sum()" ] }, { "cell_type": "markdown", "id": "90fe7184-7c1c-47b8-a4e7-da264255887b", "metadata": {}, "source": [ "This day, the rounded off can still be easily picked out, but it is more scattered throught the day." ] }, { "cell_type": "code", "execution_count": 32, "id": "3789284d-2bcc-4d8c-aa05-13b9bed61f41", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d591da863e2d4472b24425882af2573c", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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"data": { "text/plain": [ "4.800000000000001" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adj.loc[day:end, 'adj_precip'].sum()" ] }, { "cell_type": "markdown", "id": "7753f71a-8597-4c55-8a95-1c53b20b6804", "metadata": {}, "source": [ "In this case, the 0.5 mm reduction was from the dry period early in the day, while the tank was flat but bouncy." ] } ], "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": "3.10.13" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": { "077059edd4324108a13a8c2f2d44c9cd": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {} }, 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", "_figure_label": "Figure 5", "_model_module_version": "^0.11", "_size": [ 800, 500 ], "_view_module_version": "^0.11", "layout": "IPY_MODEL_5a550e4fb45c49d9bb6a913045be2182", "toolbar": "IPY_MODEL_9877db0abfb7407785a6c6c5f715691b", "toolbar_position": "left" } }, "22f8353399f246158f681bd187cef9da": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "MPLCanvasModel", "state": { "_data_url": 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", "_figure_label": "Figure 11", "_model_module_version": "^0.11", "_size": [ 800, 500 ], "_view_module_version": "^0.11", "layout": "IPY_MODEL_e9d067df20e84963a2af356656128da5", "toolbar": "IPY_MODEL_91848ca1e7a74815b74f135db49cd23f", "toolbar_position": "left" } }, "2485c8b2678d4f149c21e5594c4e70c9": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {} }, "33d64d9e9a20436f8368cb6caa36def7": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {} }, "3e6c2d0f2fb946d682154ef20a251daa": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "ToolbarModel", "state": { "_current_action": "zoom", "_model_module_version": "^0.11", "_view_module_version": "^0.11", "collapsed": true, "layout": "IPY_MODEL_ba4ebb49d8524ae2892a8be2e7f5cc61", "orientation": "vertical", "toolitems": [ [ "Home", "Reset original view", "home", "home" ], [ "Back", "Back to previous view", "arrow-left", "back" ], [ "Forward", "Forward to next view", "arrow-right", "forward" ], [ "Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "arrows", "pan" ], [ "Zoom", "Zoom to rectangle\nx/y fixes axis", "square-o", "zoom" ], [ "Download", "Download plot", "floppy-o", "save_figure" ] ] } }, "47792e2d009c4c988c82f6a9b2950511": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "MPLCanvasModel", "state": { "_cursor": "default", "_data_url": 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", 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", "_figure_label": "Figure 8", "_model_module_version": "^0.11", "_size": [ 800, 500 ], "_view_module_version": "^0.11", "layout": "IPY_MODEL_077059edd4324108a13a8c2f2d44c9cd", "toolbar": "IPY_MODEL_dd0589f6b49240f9971e35c47632429b", "toolbar_position": "left" } }, "b14f4100383941538148cf90a1a925b3": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {} }, "b1652dac081b4270a2baef44a261ab94": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "MPLCanvasModel", "state": { "_data_url": 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", "_figure_label": "Figure 7", "_model_module_version": "^0.11", "_size": [ 800, 500 ], "_view_module_version": "^0.11", "layout": "IPY_MODEL_aa01a43aa09c4c7e9e77a35088e556b6", "toolbar": "IPY_MODEL_b714b290ca524f7c9581b053276eb56c", "toolbar_position": "left" } }, "b714b290ca524f7c9581b053276eb56c": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "ToolbarModel", "state": { "_model_module_version": "^0.11", "_view_module_version": "^0.11", "collapsed": true, "layout": "IPY_MODEL_b14f4100383941538148cf90a1a925b3", "orientation": "vertical", "toolitems": [ [ "Home", "Reset original view", "home", "home" ], [ "Back", "Back to previous view", "arrow-left", "back" ], [ "Forward", "Forward to next view", "arrow-right", "forward" ], [ "Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "arrows", "pan" ], [ "Zoom", "Zoom to rectangle\nx/y fixes axis", "square-o", "zoom" ], [ "Download", "Download plot", "floppy-o", "save_figure" ] ] } }, "ba4ebb49d8524ae2892a8be2e7f5cc61": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {} }, "bbbd41e503c0463b82dac73457db860d": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "MPLCanvasModel", "state": { "_cursor": "default", "_data_url": 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", "_figure_label": "Figure 6", "_model_module_version": "^0.11", "_size": [ 800, 500 ], "_view_module_version": "^0.11", "layout": "IPY_MODEL_fed717124231461cb42dfe457bc892c6", "toolbar": "IPY_MODEL_efa019305b964642a8ff96ef816cbd43", "toolbar_position": "left" } }, "bc5eb3080c4b4727ba86abea8c1a610c": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {} }, "bcb6dbd434794a1caae3a88ca7e29215": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "MPLCanvasModel", "state": { "_data_url": 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", "_figure_label": "Figure 9", "_model_module_version": "^0.11", "_size": [ 800, 500 ], "_view_module_version": "^0.11", "layout": "IPY_MODEL_ace5d309184d4b5dbabadb614d1c5d90", "toolbar": "IPY_MODEL_6e59c84ac7b546d185123efcd1425d74", "toolbar_position": "left" } }, "bfc9397c3b9e4ff08692fb3253450fdf": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {} }, "cf7539e79050470f906edf3281c33dbb": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "MPLCanvasModel", "state": { "_cursor": "default", "_data_url": 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", "_figure_label": "Figure 2", "_image_mode": "diff", "_model_module_version": "^0.11", "_rubberband_y": 501, "_size": [ 800, 500 ], "_view_module_version": "^0.11", "layout": "IPY_MODEL_95df795eedc54ba6a03c92b57797187b", "toolbar": "IPY_MODEL_52ab1ab69868449883109b460922b7db", "toolbar_position": "left" } }, "cf886225e4c84fe18995c1e0254f3425": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "ToolbarModel", "state": { "_model_module_version": "^0.11", "_view_module_version": "^0.11", "collapsed": true, "layout": "IPY_MODEL_6a65dc4950ff4ba6add9c500bf2ee5f9", "orientation": "vertical", "toolitems": [ [ "Home", "Reset original view", "home", "home" ], [ "Back", "Back to previous view", "arrow-left", "back" ], [ "Forward", "Forward to next view", "arrow-right", "forward" ], [ "Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "arrows", "pan" ], [ "Zoom", "Zoom to rectangle\nx/y fixes axis", "square-o", "zoom" ], [ "Download", "Download plot", "floppy-o", "save_figure" ] ] } }, "d591da863e2d4472b24425882af2573c": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "MPLCanvasModel", "state": { "_data_url": 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", "_figure_label": "Figure 12", "_model_module_version": "^0.11", "_size": [ 800, 500 ], "_view_module_version": "^0.11", "layout": "IPY_MODEL_76d60411091345298da6a5b2224eae94", "toolbar": "IPY_MODEL_ea316218878b47f7bdf09603402e6dc4", "toolbar_position": "left" } }, "d5e15782fa664670b90fcffb0494ec68": { "model_module": "jupyter-matplotlib", "model_module_version": "^0.11", "model_name": "MPLCanvasModel", "state": { "_cursor": "default", "_data_url": 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", "_figure_label": "Figure 4", "_model_module_version": "^0.11", "_size": [ 800, 500 ], "_view_module_version": "^0.11", "layout": "IPY_MODEL_50ec0bf217a5432bad1adb9d90263b11", "toolbar": "IPY_MODEL_cf886225e4c84fe18995c1e0254f3425", "toolbar_position": "left" } }, "fed717124231461cb42dfe457bc892c6": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": {} } }, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 5 }