{ "cells": [ { "cell_type": "markdown", "id": "current-verse", "metadata": {}, "source": [ "# Processing Data From Scratch" ] }, { "cell_type": "markdown", "id": "primary-priority", "metadata": {}, "source": [ "**... with Bowman (2018) data**." ] }, { "cell_type": "markdown", "id": "actual-killing", "metadata": {}, "source": [ "In this tutorial, we will go through an _entire_ processing of a subset of the data going into the [Bowman et al. (2018)](https://ui.adsabs.harvard.edu/abs/2018Natur.555...67B/abstract) Nature paper. The point here is _not_ to reproduce the exact results (note: there is an [effort to do this](https://github.com/edges-collab/edges-bowman2018-pipeline) that you can follow). It is rather to show the various steps involved from a _users_ perspective, and justify some of those choices. \n", "\n", "The point is also _not_ to provide a full mathematical description and justification of all the procedures. That will be done elsewhere (pending...). The point is to give you enough of a description that you have a high level idea of what's going on, and then also to show you _how_ to use the code to achieve it. We will also focus a little on the expected _workflow_ -- running a processing step, visualising the results, and iterating." ] }, { "cell_type": "markdown", "id": "corporate-notice", "metadata": {}, "source": [ "## High-level overview" ] }, { "cell_type": "markdown", "id": "dominant-orientation", "metadata": {}, "source": [ "Before getting into any actual calculations, let's go over what the purpose of `edges-analysis` is, and what it essentially does.\n", "\n", "The purpose of the `analysis` part of `edges-analysis` is to take existing raw spectrum data, measured in the field, and process it down to a set of averaged spectra, which can subsequently be fit with some cosmological and foreground model(s) using [`edges-estimate`](https://github.com/edges-collab/edges-estimate). \n", "\n", "There are three main aspects to this processing:\n", "\n", "1. Calibration -- applying a linear transformation to _each_ recorded spectrum to convert it from a set of recorded powers to a physical temperature.\n", "2. Filtering -- the process of identifying and flagging _bad_ data (whether due to unstable instrument, environmental conditions, or RFI).\n", "3. Averaging/Integrating -- the process of combining different recorded spectra in a consistent way to improve the signal-to-noise.\n", "\n", "One thing to note is that the entire process is _almost_ linear. That is, if we were to apply a different calibration, then do all the filtering and averaging, then invert the initial calibration and apply a different one, it would be _almost_ the same as having just initially applied the different calibration. It is only _almost_ the same because the identification of bad data in the filtering step can rely on the calibrated temperature to some degree." ] }, { "cell_type": "markdown", "id": "incorporate-variation", "metadata": {}, "source": [ "Though there are three aspects, these are not standalone \"steps\" in their own right, as if we could just do \"calibrate\" then \"filter\" then \"average\". For one, each aspect has multiple ways of performing it, eg. in \"calibration\" we need to do the lab-based gain calibration, but also need to correct for losses and the beam chromaticity. Likewise, in \"filtering\" we can filter on total recorded power, RFI, humidity, etc.\n", "\n", "Furthermore, while the calibration routines are all typically applied first, it is generally useful to alternate between filtering and averaging: filter some, average a little more to expose more bad data, filter some more, ... etc. Nevertheless, a lot of the kinds of filtering are most useful before any averaging is done (i.e. on the raw calibrated spectra) -- eg. filtering out high humidity, or filtering on the position of the sun/moon. " ] }, { "cell_type": "markdown", "id": "unsigned-frederick", "metadata": {}, "source": [ "So, given all that, here's the general process as a list of steps:" ] }, { "cell_type": "markdown", "id": "monetary-placement", "metadata": {}, "source": [ "1. Calibrate, including:\n", " * Lab-based gain calibration (requiring calibration solutions to be determined elsewhere)\n", " * Loss corrections from the balun, ground and antenna.\n", " * Beam chromaticity correction\n", "2. Initial filtering, including:\n", " * Filtering entire spectra based on auxiliary data (sun/moon/humidity/temperature)\n", " * Filtering entire spectra based on a prior of total measured power\n", " * RFI filtering\n", " * Filtering entire spectra based on the RMS of low-order fits\n", "3. Average each night's spectra into **small, regular** bins of LST/GHA.\n", " * At the same time, collect all the nights together into one array, shape `(nights, gha, frequency)`.\n", " * Then do another round of RFI filtering on the averaged data!\n", "4. Average over the nights\n", " * Leaving an array of shape `(gha, frequency)`.\n", " * Filter RFI again!\n", "5. Successively average within larger GHA bins\n", " * Wise to do this a little at a time, doing more RFI flagging with each integration.\n", " * Final product still `(gha, frequency)`, but with larger GHA bins (as desired)." ] }, { "cell_type": "markdown", "id": "suspected-snapshot", "metadata": {}, "source": [ "## Code Overview" ] }, { "cell_type": "markdown", "id": "desperate-charleston", "metadata": {}, "source": [ "So, we have the general steps involved. How does one use `edges-analysis` to achieve this? Before digging into details and actually _performing_ this analysis, let's have a quick high-level look at the code." ] }, { "cell_type": "markdown", "id": "polar-victor", "metadata": {}, "source": [ "### 'Step' Objects\n", "\n", "Each of the basic steps above are encoded as [classes/objects](https://edges-analysis.readthedocs.io/en/latest/reference/_autosummary/edges_analysis.analysis.levels.html#module-edges_analysis.analysis.levels) within `edges-analysis`. These objects all have a very similar interface, and have a few cool features:\n", "\n", "* They store all the parameters that go into doing the processing, so that you can go back and reproduce it any time.\n", "* They have a `write()` method that writes down all the data into a HDF5 file with a nice structure that is also able to be easily read by the same object.\n", "* They know about one another -- you can `promote()` one set of data to the next step.\n", "* If you write each step to file, the steps further down the chain know who their parents are, and can go and dynamically look up data associated with the parents.\n", "* Thus, *if you write each step to file*, in principle the final step has *all* the information about the whole process available, including *every parameter* used to define it. \n", "* There is a Command-Line Interface (CLI) that intelligently writes each step to file for you, using a self-consistent file layout." ] }, { "cell_type": "markdown", "id": "cleared-affair", "metadata": {}, "source": [ "To be clear, the available steps (in order) are:\n", "\n", "1. [CalibratedData](https://edges-analysis.readthedocs.io/en/latest/reference/_autosummary/edges_analysis.analysis.levels.CalibratedData.html)\n", "1. [FilteredData](https://edges-analysis.readthedocs.io/en/latest/reference/_autosummary/edges_analysis.analysis.levels.FilteredData.html)\n", "1. [ModelData](https://edges-analysis.readthedocs.io/en/latest/reference/_autosummary/edges_analysis.analysis.levels.ModelData.html)\n", "1. [CombinedData](https://edges-analysis.readthedocs.io/en/latest/reference/_autosummary/edges_analysis.analysis.levels.CombinedData.html)\n", "1. [DayAverageData](https://edges-analysis.readthedocs.io/en/latest/reference/_autosummary/edges_analysis.analysis.levels.DayAverageData.html)\n", "1. [BinnedData](https://edges-analysis.readthedocs.io/en/latest/reference/_autosummary/edges_analysis.analysis.levels.BinnedData.html)" ] }, { "cell_type": "markdown", "id": "aggregate-foster", "metadata": {}, "source": [ "There is an extra step here: the `ModelData`. As it turns out, all the averaging we do relies on having some fiducial model of each spectrum, so as to make an [unbiased average](http://loco.lab.asu.edu/wp-content/uploads/2020/10/averaging_with_weights.pdf) in the presence of non-uniform weights. So, we fit a model to each un-averaged spectrum at the beginning, and carry through those models and their residuals to the following steps.\n", "\n", "Note also that _every_ step has the opportunity to perform RFI filtering (not just `FilteredData`). " ] }, { "cell_type": "markdown", "id": "scheduled-grenada", "metadata": {}, "source": [ "In addition to these basic step objects, some of the steps require external input, like beam and sky models. There are classes for these in their respective modules, and we will refer to them as they come up." ] }, { "cell_type": "markdown", "id": "suburban-invitation", "metadata": {}, "source": [ "### General Workflow\n", "\n", "In general, the workflow for the processing is as follows:\n", "\n", "1. Write a YAML settings file defining the inputs to a particular step\n", "1. Run the CLI for that step, inputting files from the previous step (or raw spectra if its the first step), and using the YAML settings.\n", "1. Open up the written file in a notebook/python script with the `read_step` function, and make some plots that show the state of the data. Use this to decide whether to rerun the previous step again with different parameters (or even higher-up steps), and to inform what settings you might want to put on the next step.\n", "1. Repeat from (1) for each step, until you get to the `BinnedData`. \n" ] }, { "cell_type": "markdown", "id": "impaired-latex", "metadata": {}, "source": [ "Note that some of the steps can be run more than once, in particular the `FilteredData` and `BinnedData`. That is you can run multiple filters progressively, and bin progressively. Furthermore, the `FilteredData` step _can_ be skipped entirely (though it is not advisable)." ] }, { "cell_type": "markdown", "id": "revised-professional", "metadata": {}, "source": [ "### Compute Intensity\n", "\n", "It helps your workflow to understand where the most processing time occurs. Though it is somewhat dependent on your parameter choices, typically the most intensive step is the `FilteredData`, due to the RFI extraction on all individual spectra. If doing RFI extraction on the the `CombinedData`, it is typically the next slowest, followed by `CalibratedData`. The other steps are generally _quite_ fast, and can be rerun quickly to explore different parameters." ] }, { "cell_type": "markdown", "id": "swedish-episode", "metadata": {}, "source": [ "## Let's Process Some Data...!" ] }, { "cell_type": "markdown", "id": "mediterranean-minimum", "metadata": {}, "source": [ "Now that we have an overview, let's dive in and do some data processing, using the workflow of switching between the CLI and the notebook. Fortunately, you can run things on the CLI within a notebook!" ] }, { "cell_type": "markdown", "id": "arranged-musical", "metadata": {}, "source": [ "The data we will be using is a _subset_ of the data that went into the Nature paper, so that we proceed relatively quickly. Note that this tutorial will assume that we are running on the `enterprise` server on which the raw data is stored. As long as you have the data on your machine, and your paths set correctly, it will work wherever you run it.\n", "\n", "All the settings files used here are stored in the [config](https://github.com/edges-collab/edges-analysis/tree/master/docs/demos/config) directory in the Github repo (go ahead and click that link), so you can access them as well." ] }, { "cell_type": "markdown", "id": "looking-cream", "metadata": {}, "source": [ "First, let's import some of the functions that we'll need. Importantly, we'll need the `read_step` function, which is able to read any file defined as one of the analysis steps:" ] }, { "cell_type": "code", "execution_count": 140, "id": "infinite-powder", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:28:05.305659Z", "start_time": "2021-03-25T22:28:05.113967Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] } ], "source": [ "from edges_analysis import read_step\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from copy import deepcopy\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "id": "accompanied-plymouth", "metadata": {}, "source": [ "### Setting Up" ] }, { "cell_type": "markdown", "id": "passive-somewhere", "metadata": {}, "source": [ "Before we dive into the actual processing, let's review our overall setup. Since many files are required to do a calibration -- the raw input spectra, the $S_{11}$ measurements of the antenna, auxiliary measurements of humidity etc., beam files, etc., -- `edges-analysis` provides a central location to configure where those different things might be found:" ] }, { "cell_type": "code", "execution_count": 2, "id": "victorian-candy", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T19:11:18.682448Z", "start_time": "2021-03-25T19:11:18.656650Z" } }, "outputs": [], "source": [ "from edges_analysis import cfg" ] }, { "cell_type": "code", "execution_count": 3, "id": "still-potato", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T19:11:18.714284Z", "start_time": "2021-03-25T19:11:18.684748Z" } }, "outputs": [ { "data": { "text/plain": [ "{'paths': {'antenna': '/home/smurray/edges/Steven/edges-cache/antenna-models',\n", " 'beams': '/home/smurray/edges/Steven/edges-cache/beam-models',\n", " 'field_products': '/home/smurray/edges/Steven/edges-cache/level-cache',\n", " 'lab_products': '/home/smurray/edges/Steven/edges-cache/calibration-cache',\n", " 'raw_field_data': '/data5/edges/data/2014_February_Boolardy',\n", " 'raw_lab_data': '/data4/edges/data/CalibrationObservations',\n", " 'sky_models': '/home/smurray/data4/edges-sky-models/'}}" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cfg" ] }, { "cell_type": "markdown", "id": "distinguished-revolution", "metadata": {}, "source": [ "Changing any of these paths will change the global behaviour of the package. You can also _write_ this config to disk to make that change permanent!" ] }, { "cell_type": "code", "execution_count": 4, "id": "legitimate-ladder", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T19:11:20.520376Z", "start_time": "2021-03-25T19:11:20.490356Z" } }, "outputs": [], "source": [ "cfg.write()" ] }, { "cell_type": "markdown", "id": "isolated-intent", "metadata": {}, "source": [ "Importantly, throughout you will see that some input paths are prefixed by `:`. This is a context-aware identifier that points to the _default location_ of a given kind of input, according to the configuration. Eg. passing a beam model path in any function as `:/my_beam.feko` will be interpreted as `cfg['paths']['beams'] / my_beam.feko`." ] }, { "cell_type": "markdown", "id": "alpine-cargo", "metadata": {}, "source": [ "### Calibration" ] }, { "cell_type": "markdown", "id": "advanced-minnesota", "metadata": {}, "source": [ "Let's first look at our settings:" ] }, { "cell_type": "code", "execution_count": 5, "id": "empirical-perfume", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T19:11:22.926998Z", "start_time": "2021-03-25T19:11:22.778257Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "band: low\r\n", "f_low: 50\r\n", "f_high: 100\r\n", "calfile: /data4/smurray/cal_file_Rcv01_2015_09.h5\r\n", "s11_path: /data5/edges/data/S11_antenna/low_band/20160830_a/s11\r\n", "balun_correction: true\r\n", "antenna_correction: false\r\n", "ground_correction: ':'\r\n", "beam_file: /home/nmahesh/edges-beams/low/beam_factors/feko_Haslam408_ref70.00_22f61e7c4b66d33e811dc6825b04001a.h5\r\n" ] } ], "source": [ "!cat config/calibrate.yml" ] }, { "cell_type": "markdown", "id": "requested-printer", "metadata": {}, "source": [ "The first question is: how do you know what parameters are available, and what they mean? The answer is to look at the input parameters to the `promote` method of the relevant class -- in this case, [CalibratedData.promote](https://edges-analysis.readthedocs.io/en/latest/reference/_autosummary/levels/CalibratedData/edges_analysis.analysis.levels.CalibratedData.promote.html). Anything defined there (except the `prev_step` input itself) can be included in the YAML settings." ] }, { "cell_type": "markdown", "id": "clear-somerset", "metadata": {}, "source": [ "Now, what are these settings?\n", "\n", "We are using `low` band data (specifically, the low-band2 antenna), and we would like to restrict our attention to the 50-100 MHz band (the intrinsic data goes down to 40 MHz and up to 200 MHz, but the quality of the calibration is extremely poor outside this region).\n", "\n", "The `calfile` is a bit more tricky -- clearly it points to an external file. This file is a representation of an `edges_cal.Calibration` object, which you must produce yourself prior to running `edges-analysis` (or get it from someone else). In particular, the calibration observation we are using comes from a lab run in September 2015 -- the same calibration used in the Nature Paper results.\n", "\n", "The `s11_path` points to a _directory_ of $S_{11}$ measurements taken in the field. In this directory are four files, each of which is required to produce the corrected $S_{11}$ function. In general, the directory may have many more files -- so long as those files follow a reasonable filename convention with the dates they were obtained, the code will find the measurements closest to each measured spectra, and use those to calibrate.\n", "\n", "The `balun` and `antenna` corrections are analytic corrections that are built-in to the code. The original NP results did not use an antenna correction, and neither do we here. The `ground` correction however does require an externally-produced model of the ground plane loss. There is no code in `edges-analysis` to create this file, however, a reasonable default for the low-band is included in the code itself, so passing \":\" just finds this default file. \n", "\n", "Finally, the `beam_file` points to a file representing a [beams.InterpolatedBeamFactor](https://edges-analysis.readthedocs.io/en/latest/reference/_autosummary/beams/edges_analysis.analysis.beams.InterpolatedBeamFactor.html) object. This also must be created before running the calibration, however code for doing so is included in `edges-analysis`. We do not show how to do it here, but point you to THIS TUTORIAL (coming...)." ] }, { "cell_type": "markdown", "id": "distant-allen", "metadata": {}, "source": [ "Finally, we must decide on our input files. We will use days 2016-290 -- 2016-310 (20 days of data). We run the command as following. Note that `-i` gives the input files (and we use the \":\" notation to refer to the default location of spectra on `enterprise`). We give `-i` multiple times, and all the files it finds will be processed. Futhermore, each of them has a `*` in it -- a glob wildcard. \n", "\n", "We also give `-l`, which sets the label for these settings, and also is the output directory into which the results will be saved. Finally, we give `-j` to specify the number of processes to use in parallel." ] }, { "cell_type": "code", "execution_count": 10, "id": "racial-belle", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T18:52:43.548589Z", "start_time": "2021-03-25T18:51:18.509410Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001B[1m╔══════════════════════════════════════════════════════════════════════════════╗\u001B[0m\n", "\u001B[1m║\u001B[0m\u001B[1m \u001B[0m\u001B[1m edges-analysis \u001B[0m\u001B[1;34mcalibrate\u001B[0m\u001B[1m \u001B[0m\u001B[1m \u001B[0m\u001B[1m║\u001B[0m\n", "\u001B[1m╚══════════════════════════════════════════════════════════════════════════════╝\u001B[0m\n", "\u001B[92m────────────────────────────────── \u001B[0mSetting Up\u001B[92m ──────────────────────────────────\u001B[0m\n", "\n", "\u001B[3m Settings \u001B[0m\n", "┏━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n", "┃ band ┃ low ┃\n", "│ f_low │ 50 │\n", "│ f_high │ 100 │\n", "│ calfile │ /data4/smurray/cal_file_Rcv01_2015_09.h5 │\n", "│ s11_path │ /data5/edges/data/S11_antenna/low_band/20160830_a/s11 │\n", "│ balun_correction │ True │\n", "│ antenna_correction │ False │\n", "│ ground_correction │ : │\n", "│ beam_file │ /home/nmahesh/edges-beams/low/beam_factors/feko_Haslam… │\n", "└────────────────────┴─────────────────────────────────────────────────────────┘\n", "\n", "\u001B[1mInput Files:\u001B[0m\n", " \u001B[35m/data5/edges/data/2014_February_Boolardy/mro/low/2016/\u001B[0m\u001B[95m2016_291_00.acq\u001B[0m\n", " \u001B[35m/data5/edges/data/2014_February_Boolardy/mro/low/2016/\u001B[0m\u001B[95m2016_298_00.acq\u001B[0m\n", " \u001B[35m/data5/edges/data/2014_February_Boolardy/mro/low/2016/\u001B[0m\u001B[95m2016_294_00.acq\u001B[0m\n", " \u001B[35m/data5/edges/data/2014_February_Boolardy/mro/low/2016/\u001B[0m\u001B[95m2016_296_00.acq\u001B[0m\n", " \u001B[35m/data5/edges/data/2014_February_Boolardy/mro/low/2016/\u001B[0m\u001B[95m2016_299_00.acq\u001B[0m\n", " \u001B[35m/data5/edges/data/2014_February_Boolardy/mro/low/2016/\u001B[0m\u001B[95m2016_293_00.acq\u001B[0m\n", " \u001B[35m/data5/edges/data/2014_February_Boolardy/mro/low/2016/\u001B[0m\u001B[95m2016_290_00.acq\u001B[0m\n", " \u001B[35m/data5/edges/data/2014_February_Boolardy/mro/low/2016/\u001B[0m\u001B[95m2016_297_00.acq\u001B[0m\n", " \u001B[35m/data5/edges/data/2014_February_Boolardy/mro/low/2016/\u001B[0m\u001B[95m2016_295_00.acq\u001B[0m\n", " \u001B[35m/data5/edges/data/2014_February_Boolardy/mro/low/2016/\u001B[0m\u001B[95m2016_292_00.acq\u001B[0m\n", " \u001B[35m/data5/edges/data/2014_February_Boolardy/mro/low/2016/\u001B[0m\u001B[95m2016_304_00.acq\u001B[0m\n", " \u001B[35m/data5/edges/data/2014_February_Boolardy/mro/low/2016/\u001B[0m\u001B[95m2016_302_14.acq\u001B[0m\n", " \u001B[35m/data5/edges/data/2014_February_Boolardy/mro/low/2016/\u001B[0m\u001B[95m2016_303_00.acq\u001B[0m\n", " \u001B[35m/data5/edges/data/2014_February_Boolardy/mro/low/2016/\u001B[0m\u001B[95m2016_305_00.acq\u001B[0m\n", "\n", "\u001B[1mOutput Directory: \u001B[0m\n", "\u001B[1;2;35m/home/smurray/edges/Steven/edges-cache/level-cache/\u001B[0m\u001B[1;2;95mnature-paper-subset\u001B[0m\n", "\n", "\u001B[92m───────────────────────────── \u001B[0mBeginning Processing\u001B[92m ─────────────────────────────\u001B[0m\n", " 0%| | 0/14 [00:00" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cal_step.plot_waterfall(vmax=10000);" ] }, { "cell_type": "markdown", "id": "horizontal-restriction", "metadata": {}, "source": [ "Immediately here we notice some bad RFI at high frequencies around the 5th hour of observation." ] }, { "cell_type": "markdown", "id": "attached-upset", "metadata": {}, "source": [ "Since the data comes from the combination of three measured switch powers, we can plot all of those:" ] }, { "cell_type": "code", "execution_count": 18, "id": "banner-vinyl", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T19:27:42.152347Z", "start_time": "2021-03-25T19:27:34.559238Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cal_step.plot_waterfalls();" ] }, { "cell_type": "markdown", "id": "alien-tactics", "metadata": {}, "source": [ "Finally, we can access the underlying calibration object, eg:" ] }, { "cell_type": "code", "execution_count": 26, "id": "frank-broadcasting", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T19:31:50.420140Z", "start_time": "2021-03-25T19:31:49.801156Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(cal_step.raw_frequencies, cal_step.calibration.C1(cal_step.raw_frequencies))\n", "plt.ylabel(\"$C_1$\")\n", "plt.xlabel(\"Frequency [MHz]\");" ] }, { "cell_type": "markdown", "id": "excess-rainbow", "metadata": {}, "source": [ "### Filtering" ] }, { "cell_type": "markdown", "id": "russian-wilson", "metadata": {}, "source": [ "Let's have a look at our filtering configuration:" ] }, { "cell_type": "code", "execution_count": 27, "id": "regional-coast", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T19:33:06.270517Z", "start_time": "2021-03-25T19:33:05.950722Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# Filter on auxiliary information\r\n", "sun_el_max: -10\r\n", "moon_el_max: 90\r\n", "ambient_humidity_max: 40\r\n", "min_receiver_temp: 0\r\n", "max_receiver_temp: 100\r\n", "\r\n", "do_total_power_filter: true\r\n", "n_poly_tp_filter: 3\r\n", "n_sigma_tp_filter: 3.0\r\n", "bands_tp_filter: null # whole band\r\n", "\r\n", "negative_power_filter: true\r\n", "\r\n", "# How to filter out RFI\r\n", "xrfi_pipe:\r\n", " xrfi_model:\r\n", " model_type: linlog\r\n", " beta: -2.5\r\n", " max_iter: 15\r\n", " increase_order: true\r\n", " threshold: 6\r\n", " decrement_threshold: 1\r\n", " min_threshold: 4\r\n", " min_terms: 4\r\n", " max_terms: 7\r\n", " n_signal: 3\r\n", " n_resid: 3\r\n", " watershed: 4\r\n", " init_flags: [90., 100.0]\r\n", "\r\n", " xrfi_watershed:\r\n", " tol: 0.7\r\n", "\r\n", "\r\n", "n_threads: 32\r\n", "\r\n" ] } ], "source": [ "!cat config/filter1.yml" ] }, { "cell_type": "markdown", "id": "restricted-father", "metadata": {}, "source": [ "The first category of filters are the auxiliary information -- these are fairly self-explanatory. Notably, here we ensure the sun is well below the horizon, but do not filter on the moon's position. We also require reasonably dry conditions." ] }, { "cell_type": "markdown", "id": "related-concert", "metadata": {}, "source": [ "The second category is the `total_power_filter`. This fits a function to the average power over the whole band as a function of time, and finds significant outliers. The parameters control the number of parameters in the fit to the function, and the significance of the outliers that are cut." ] }, { "cell_type": "markdown", "id": "dried-center", "metadata": {}, "source": [ "The third -- and most complex -- category is the RFI. Here, we pass a series of methods to use (`xrfi_model` then `xrfi_watershed`). These are names of functions in `edges_cal.xrfi`. Then we pass parameters to each. Here, we are relying primarily on `xrfi_model`, which will fit a simple model to each spectrum, and treat the absolute residuals as a measure of the standard deviation, with which it will start to flag outliers. It is a bit more complicated than this; it does this iteratively, finding flags, then a better model, then more flags, etc. Each iteration, the number of parameters in the fit may change, or the threshold. The `watershed` argument means that we flag channels around the flagged channels, in order to be conservative. The `init_flags` set a region in frequency that are flagged for the initial fit, so that really bad RFI doesn't adversely affect the initial conditions of the iteration." ] }, { "cell_type": "markdown", "id": "revolutionary-hybrid", "metadata": {}, "source": [ "So, let's run this. Notice that the CLI call is very similar to the one for calibration. However, we pass a different settings file, and give the input as a colon-prefixed pointer to the label we gave to the calibration step. Since this is a directory, it will read all the `.h5` files in that directory. Our label here is `aux-tp-xrfi-model`, which essentially captures the filters we're using." ] }, { "cell_type": "code", "execution_count": 28, "id": "instrumental-warrior", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T19:50:17.617332Z", "start_time": "2021-03-25T19:45:21.846637Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001B[1m╔══════════════════════════════════════════════════════════════════════════════╗\u001B[0m\n", "\u001B[1m║\u001B[0m\u001B[1m \u001B[0m\u001B[1m edges-analysis \u001B[0m\u001B[1;34mfilter\u001B[0m\u001B[1m \u001B[0m\u001B[1m \u001B[0m\u001B[1m║\u001B[0m\n", "\u001B[1m╚══════════════════════════════════════════════════════════════════════════════╝\u001B[0m\n", "\u001B[92m────────────────────────────────── \u001B[0mSetting Up\u001B[92m ──────────────────────────────────\u001B[0m\n", "\n", "\u001B[3m Settings \u001B[0m\n", "┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n", "┃ sun_el_max ┃ -10 ┃\n", "│ moon_el_max │ 90 │\n", "│ ambient_humidity_max │ 40 │\n", "│ min_receiver_temp │ 0 │\n", "│ max_receiver_temp │ 100 │\n", "│ do_total_power_filter │ True │\n", "│ n_poly_tp_filter │ 3 │\n", "│ n_sigma_tp_filter │ 3.0 │\n", "│ bands_tp_filter │ None │\n", "│ negative_power_filter │ True │\n", "│ xrfi_pipe │ {'xrfi_model': {'model_type': 'linlog', 'beta': │\n", "│ │ -2.5, 'max_iter': 15, 'increase_order': True, │\n", "│ │ 'threshold': 6, 'decrement_threshold': 1, │\n", "│ │ 'min_threshold': 4, 'min_terms': 4, 'max_terms': 7, │\n", "│ │ 'n_signal': 3, 'n_resid': 3, 'watershed': 4, │\n", "│ │ 'init_flags': [90.0, 100.0]}, 'xrfi_watershed': │\n", "│ │ {'tol': 0.7}} │\n", "│ n_threads │ 32 │\n", "└───────────────────────┴──────────────────────────────────────────────────────┘\n", "\n", "\u001B[1mInput Files:\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/\u001B[0m\u001B[95m2016-2\u001B[0m\n", "\u001B[95m98-00.h5\u001B[0m\n", " 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\u001B[32m'2016-291-00.h5'\u001B[0m: \u001B[1;34m59.41\u001B[0m → \u001B[1;34m59.92\u001B[0m% \u001B[1;31m<\u001B[0m\u001B[39m+\u001B[0m\u001B[1;34m0.51\u001B[0m\u001B[39m%\u001B[0m\u001B[1;31m>\u001B[0m flagged after \u001B[32m'total_power'\u001B[0m \n", " filter \n", " 36%|██████████████▋ | 5/14 [02:08<02:59, 19.92s/files]bool\n", "\u001B[34mINFO \u001B[0m \u001B[1;34m2016\u001B[0m-\u001B[1;34m296\u001B[0m-\u001B[1;34m00\u001B[0m: After xrfi_model, \u001B[33mnflags\u001B[0m=\u001B[1;34m11151783\u001B[0m/\u001B[1;34m18571264\u001B[0m \u001B[1m(\u001B[0m\u001B[1;34m60.0\u001B[0m%\u001B[1m)\u001B[0m \n", "bool\n", "\u001B[34mINFO \u001B[0m \u001B[1;34m2016\u001B[0m-\u001B[1;34m296\u001B[0m-\u001B[1;34m00\u001B[0m: After xrfi_watershed, \u001B[33mnflags\u001B[0m=\u001B[1;34m11193048\u001B[0m/\u001B[1;34m18571264\u001B[0m \u001B[1m(\u001B[0m\u001B[1;34m60.3\u001B[0m%\u001B[1m)\u001B[0m \n", "\u001B[34mINFO \u001B[0m \u001B[32m'2016-296-00.h5'\u001B[0m: \u001B[1;34m59.68\u001B[0m → 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After xrfi_watershed, \u001B[33mnflags\u001B[0m=\u001B[1;34m2589714\u001B[0m/\u001B[1;34m6963200\u001B[0m \u001B[1m(\u001B[0m\u001B[1;34m37.2\u001B[0m%\u001B[1m)\u001B[0m \n", "\u001B[34mINFO \u001B[0m \u001B[32m'2016-302-14.h5'\u001B[0m: \u001B[1;34m36.12\u001B[0m → \u001B[1;34m37.19\u001B[0m% \u001B[1;31m<\u001B[0m\u001B[39m+\u001B[0m\u001B[1;34m1.07\u001B[0m\u001B[39m%\u001B[0m\u001B[1;31m>\u001B[0m flagged after \u001B[32m'rfi'\u001B[0m filter \n", "\u001B[34mINFO \u001B[0m Running total_power filter. \n", "\u001B[34mINFO \u001B[0m \u001B[32m'2016-302-14.h5'\u001B[0m: \u001B[1;34m37.19\u001B[0m → \u001B[1;34m38.23\u001B[0m% \u001B[1;31m<\u001B[0m\u001B[39m+\u001B[0m\u001B[1;34m1.04\u001B[0m\u001B[39m%\u001B[0m\u001B[1;31m>\u001B[0m flagged after \u001B[32m'total_power'\u001B[0m \n", " filter \n", " 50%|████████████████████▌ | 7/14 [03:25<03:33, 30.46s/files]bool\n", "\u001B[34mINFO \u001B[0m \u001B[1;34m2016\u001B[0m-\u001B[1;34m295\u001B[0m-\u001B[1;34m00\u001B[0m: After xrfi_model, \u001B[33mnflags\u001B[0m=\u001B[1;34m11099359\u001B[0m/\u001B[1;34m18571264\u001B[0m \u001B[1m(\u001B[0m\u001B[1;34m59.8\u001B[0m%\u001B[1m)\u001B[0m \n", "bool\n", "\u001B[34mINFO \u001B[0m \u001B[1;34m2016\u001B[0m-\u001B[1;34m295\u001B[0m-\u001B[1;34m00\u001B[0m: After xrfi_watershed, \u001B[33mnflags\u001B[0m=\u001B[1;34m11119112\u001B[0m/\u001B[1;34m18571264\u001B[0m \u001B[1m(\u001B[0m\u001B[1;34m59.9\u001B[0m%\u001B[1m)\u001B[0m \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001B[34mINFO \u001B[0m \u001B[32m'2016-295-00.h5'\u001B[0m: \u001B[1;34m59.59\u001B[0m → \u001B[1;34m59.87\u001B[0m% \u001B[1;31m<\u001B[0m\u001B[39m+\u001B[0m\u001B[1;34m0.28\u001B[0m\u001B[39m%\u001B[0m\u001B[1;31m>\u001B[0m flagged after \u001B[32m'rfi'\u001B[0m filter \n", "\u001B[34mINFO \u001B[0m Running total_power filter. \n", "\u001B[34mINFO \u001B[0m \u001B[32m'2016-295-00.h5'\u001B[0m: \u001B[1;34m59.87\u001B[0m → \u001B[1;34m60.25\u001B[0m% 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\u001B[33mnflags\u001B[0m=\u001B[1;34m11038835\u001B[0m/\u001B[1;34m18595840\u001B[0m \u001B[1m(\u001B[0m\u001B[1;34m59.4\u001B[0m%\u001B[1m)\u001B[0m \n", "bool\n", "\u001B[34mINFO \u001B[0m \u001B[1;34m2016\u001B[0m-\u001B[1;34m293\u001B[0m-\u001B[1;34m00\u001B[0m: After xrfi_watershed, \u001B[33mnflags\u001B[0m=\u001B[1;34m11122985\u001B[0m/\u001B[1;34m18579456\u001B[0m \u001B[1m(\u001B[0m\u001B[1;34m59.9\u001B[0m%\u001B[1m)\u001B[0m \n", "bool\n", "\u001B[34mINFO \u001B[0m \u001B[32m'2016-293-00.h5'\u001B[0m: \u001B[1;34m59.35\u001B[0m → \u001B[1;34m59.87\u001B[0m% \u001B[1;31m<\u001B[0m\u001B[39m+\u001B[0m\u001B[1;34m0.52\u001B[0m\u001B[39m%\u001B[0m\u001B[1;31m>\u001B[0m flagged after \u001B[32m'rfi'\u001B[0m filter \n", "\u001B[34mINFO \u001B[0m Running total_power filter. \n", "\u001B[34mINFO \u001B[0m \u001B[1;34m2016\u001B[0m-\u001B[1;34m290\u001B[0m-\u001B[1;34m00\u001B[0m: After xrfi_watershed, \u001B[33mnflags\u001B[0m=\u001B[1;34m11073340\u001B[0m/\u001B[1;34m18595840\u001B[0m \u001B[1m(\u001B[0m\u001B[1;34m59.5\u001B[0m%\u001B[1m)\u001B[0m \n", "\u001B[34mINFO \u001B[0m \u001B[32m'2016-290-00.h5'\u001B[0m: \u001B[1;34m58.99\u001B[0m → \u001B[1;34m59.55\u001B[0m% \u001B[1;31m<\u001B[0m\u001B[39m+\u001B[0m\u001B[1;34m0.56\u001B[0m\u001B[39m%\u001B[0m\u001B[1;31m>\u001B[0m flagged after \u001B[32m'rfi'\u001B[0m filter \n", "\u001B[34mINFO \u001B[0m Running total_power filter. \n", "\u001B[34mINFO \u001B[0m \u001B[32m'2016-290-00.h5'\u001B[0m: \u001B[1;34m59.55\u001B[0m → \u001B[1;34m60.02\u001B[0m% \u001B[1;31m<\u001B[0m\u001B[39m+\u001B[0m\u001B[1;34m0.47\u001B[0m\u001B[39m%\u001B[0m\u001B[1;31m>\u001B[0m flagged after \u001B[32m'total_power'\u001B[0m \n", " filter \n", "\u001B[34mINFO \u001B[0m \u001B[32m'2016-293-00.h5'\u001B[0m: \u001B[1;34m59.87\u001B[0m → \u001B[1;34m60.33\u001B[0m% \u001B[1;31m<\u001B[0m\u001B[39m+\u001B[0m\u001B[1;34m0.47\u001B[0m\u001B[39m%\u001B[0m\u001B[1;31m>\u001B[0m flagged after \u001B[32m'total_power'\u001B[0m \n", " filter \n", "bool\n", "\u001B[34mINFO \u001B[0m \u001B[1;34m2016\u001B[0m-\u001B[1;34m297\u001B[0m-\u001B[1;34m00\u001B[0m: After xrfi_model, \u001B[33mnflags\u001B[0m=\u001B[1;34m11180042\u001B[0m/\u001B[1;34m18571264\u001B[0m \u001B[1m(\u001B[0m\u001B[1;34m60.2\u001B[0m%\u001B[1m)\u001B[0m \n", " 79%|███████████████████████████████▍ | 11/14 [04:42<00:55, 18.59s/files]bool\n", "\u001B[34mINFO \u001B[0m \u001B[1;34m2016\u001B[0m-\u001B[1;34m297\u001B[0m-\u001B[1;34m00\u001B[0m: After xrfi_watershed, \u001B[33mnflags\u001B[0m=\u001B[1;34m11216240\u001B[0m/\u001B[1;34m18571264\u001B[0m \u001B[1m(\u001B[0m\u001B[1;34m60.4\u001B[0m%\u001B[1m)\u001B[0m \n", "\u001B[34mINFO \u001B[0m \u001B[32m'2016-297-00.h5'\u001B[0m: \u001B[1;34m59.81\u001B[0m → \u001B[1;34m60.40\u001B[0m% \u001B[1;31m<\u001B[0m\u001B[39m+\u001B[0m\u001B[1;34m0.58\u001B[0m\u001B[39m%\u001B[0m\u001B[1;31m>\u001B[0m flagged after \u001B[32m'rfi'\u001B[0m filter \n", "\u001B[34mINFO \u001B[0m Running total_power filter. \n", "\u001B[34mINFO \u001B[0m \u001B[32m'2016-297-00.h5'\u001B[0m: \u001B[1;34m60.40\u001B[0m → \u001B[1;34m60.78\u001B[0m% \u001B[1;31m<\u001B[0m\u001B[39m+\u001B[0m\u001B[1;34m0.39\u001B[0m\u001B[39m%\u001B[0m\u001B[1;31m>\u001B[0m flagged after \u001B[32m'total_power'\u001B[0m \n", " filter \n", "bool\n", "\u001B[34mINFO \u001B[0m \u001B[1;34m2016\u001B[0m-\u001B[1;34m292\u001B[0m-\u001B[1;34m00\u001B[0m: After xrfi_model, \u001B[33mnflags\u001B[0m=\u001B[1;34m11118056\u001B[0m/\u001B[1;34m18571264\u001B[0m \u001B[1m(\u001B[0m\u001B[1;34m59.9\u001B[0m%\u001B[1m)\u001B[0m \n", "bool\n", "\u001B[34mINFO \u001B[0m \u001B[1;34m2016\u001B[0m-\u001B[1;34m292\u001B[0m-\u001B[1;34m00\u001B[0m: After xrfi_watershed, \u001B[33mnflags\u001B[0m=\u001B[1;34m11153537\u001B[0m/\u001B[1;34m18571264\u001B[0m \u001B[1m(\u001B[0m\u001B[1;34m60.1\u001B[0m%\u001B[1m)\u001B[0m \n", "\u001B[34mINFO \u001B[0m \u001B[32m'2016-292-00.h5'\u001B[0m: \u001B[1;34m59.29\u001B[0m → \u001B[1;34m60.06\u001B[0m% \u001B[1;31m<\u001B[0m\u001B[39m+\u001B[0m\u001B[1;34m0.77\u001B[0m\u001B[39m%\u001B[0m\u001B[1;31m>\u001B[0m flagged after \u001B[32m'rfi'\u001B[0m filter \n", "\u001B[34mINFO \u001B[0m Running total_power filter. \n", " 86%|██████████████████████████████████▎ | 12/14 [04:47<00:28, 14.31s/files]\u001B[34mINFO \u001B[0m \u001B[32m'2016-292-00.h5'\u001B[0m: \u001B[1;34m60.06\u001B[0m → \u001B[1;34m60.44\u001B[0m% \u001B[1;31m<\u001B[0m\u001B[39m+\u001B[0m\u001B[1;34m0.38\u001B[0m\u001B[39m%\u001B[0m\u001B[1;31m>\u001B[0m flagged after \u001B[32m'total_power'\u001B[0m \n", " filter \n", " 93%|█████████████████████████████████████▏ | 13/14 [04:49<00:10, 10.64s/files]bool\n", "\u001B[34mINFO \u001B[0m 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"\u001B[1;35mux-tp-xrfi-model/\u001B[0m\u001B[1;95m2016-303-00.h5\u001B[0m\n", " \u001B[1;35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/a\u001B[0m\n", "\u001B[1;35mux-tp-xrfi-model/\u001B[0m\u001B[1;95m2016-304-00.h5\u001B[0m\n", " \u001B[1;35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/a\u001B[0m\n", "\u001B[1;35mux-tp-xrfi-model/\u001B[0m\u001B[1;95m2016-296-00.h5\u001B[0m\n", " \u001B[1;35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/a\u001B[0m\n", "\u001B[1;35mux-tp-xrfi-model/\u001B[0m\u001B[1;95m2016-305-00.h5\u001B[0m\n", " \u001B[1;35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/a\u001B[0m\n", "\u001B[1;35mux-tp-xrfi-model/\u001B[0m\u001B[1;95m2016-299-00.h5\u001B[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " \u001B[1;35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/a\u001B[0m\r\n", "\u001B[1;35mux-tp-xrfi-model/\u001B[0m\u001B[1;95m2016-295-00.h5\u001B[0m\r\n" ] } ], "source": [ "!edges-analysis process filter config/filter1.yml \\\n", " -i :nature-paper-subset \\\n", " -l aux-tp-xrfi-model \\\n", " -j 14" ] }, { "cell_type": "markdown", "id": "affiliated-application", "metadata": {}, "source": [ "Notice that this step took significantly longer (and can take longer still if different xrfi models are used)." ] }, { "cell_type": "markdown", "id": "official-release", "metadata": {}, "source": [ "Let's read in one of the files produced:" ] }, { "cell_type": "code", "execution_count": 29, "id": "bronze-socket", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T19:51:19.003510Z", "start_time": "2021-03-25T19:51:18.799282Z" } }, "outputs": [], "source": [ "filtered_data = read_step(\"/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp-xrfi-model/2016-290-00.h5\")" ] }, { "cell_type": "markdown", "id": "portable-hardwood", "metadata": {}, "source": [ "Many of the same plotting methods are available here:" ] }, { "cell_type": "code", "execution_count": 32, "id": "quiet-triangle", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T19:56:25.421421Z", "start_time": "2021-03-25T19:56:24.003224Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "filtered_data.plot_waterfall();" ] }, { "cell_type": "markdown", "id": "marked-surprise", "metadata": {}, "source": [ "Notice that a lot of the observation is now flagged (white). We can check which filter gave rise to these flags:" ] }, { "cell_type": "code", "execution_count": 35, "id": "quality-advocacy", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T19:59:08.161366Z", "start_time": "2021-03-25T19:59:04.524398Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 3, sharey=True, figsize=(15, 7))\n", "\n", "filtered_data.plot_waterfall(flagged='aux', ax=ax[0])\n", "filtered_data.plot_waterfall(flagged='rfi', ax=ax[1])\n", "filtered_data.plot_waterfall(flagged='tp', ax=ax[2]);" ] }, { "cell_type": "markdown", "id": "simple-retreat", "metadata": {}, "source": [ "Notice that the auxiliary filter cuts out clean sections of the observation, the RFI filter picks out many spot-like flags, plus some consistent lines in frequency, while the total power filter finds whole bad integrations within the main body of the measurement." ] }, { "cell_type": "markdown", "id": "latin-consent", "metadata": {}, "source": [ "If we had not explicitly read in the calibration file, we could still access that information here:" ] }, { "cell_type": "code", "execution_count": 36, "id": "careful-relations", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T20:00:53.710474Z", "start_time": "2021-03-25T20:00:53.500470Z" } }, "outputs": [ { "data": { "text/plain": [ "CalibratedData(filename=PosixPath('/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/2016-290-00.h5'), group_path='', require_no_extra=False)" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "filtered_data.calibration_step" ] }, { "cell_type": "markdown", "id": "maritime-shore", "metadata": {}, "source": [ "It's kind of hard to say whether we really got all the bad data in this step. Let's proceed to the next before we make a judgment." ] }, { "cell_type": "markdown", "id": "imposed-turkey", "metadata": {}, "source": [ "### Modeling" ] }, { "cell_type": "markdown", "id": "coral-freight", "metadata": {}, "source": [ "This step is important -- we model each individual spectrum with a given smooth model that will help us to do averaging more appropriately in later steps. Having a model also helps us to look more closely at the data, as we can subtract out the model and look at residuals." ] }, { "cell_type": "code", "execution_count": 37, "id": "indoor-denial", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T20:03:48.318820Z", "start_time": "2021-03-25T20:03:47.653284Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model_nterms: 5\r\n", "model_basis: linlog\r\n", "model_resolution: 0" ] } ], "source": [ "!cat config/model.yml" ] }, { "cell_type": "markdown", "id": "australian-techno", "metadata": {}, "source": [ "The input parameters are very simple here. The point to make is that the kind of model you fit is flexible -- it can be anything defined in `edges_cal.modelling`. Typically, we've found that a LinLog model with about 5 terms does pretty well. Finally, the `resolution` sets the _frequency_ resolution to which the spectra will be binned before fitting the models. Ostensibly, it might be faster to make the resolution larger. However, we typically find that performing the binning is just as intensive as fitting the model, so there's really no gain in setting it above zero." ] }, { "cell_type": "code", "execution_count": 38, "id": "worse-quest", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T20:07:02.733681Z", "start_time": "2021-03-25T20:06:47.707262Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001B[1m╔══════════════════════════════════════════════════════════════════════════════╗\u001B[0m\n", "\u001B[1m║\u001B[0m\u001B[1m \u001B[0m\u001B[1m edges-analysis \u001B[0m\u001B[1;34mmodel\u001B[0m\u001B[1m \u001B[0m\u001B[1m \u001B[0m\u001B[1m║\u001B[0m\n", "\u001B[1m╚══════════════════════════════════════════════════════════════════════════════╝\u001B[0m\n", "\u001B[92m────────────────────────────────── \u001B[0mSetting Up\u001B[92m ──────────────────────────────────\u001B[0m\n", "\n", "\u001B[3m Settings \u001B[0m\n", "┏━━━━━━━━━━━━━━━━━━┳━━━━━━━━┓\n", "┃ model_nterms ┃ 5 ┃\n", "│ model_basis │ linlog │\n", "│ model_resolution │ 0 │\n", "└──────────────────┴────────┘\n", "\n", "\u001B[1mInput Files:\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/\u001B[0m\u001B[95m2016-298-00.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/\u001B[0m\u001B[95m2016-302-14.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/\u001B[0m\u001B[95m2016-293-00.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/\u001B[0m\u001B[95m2016-291-00.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/\u001B[0m\u001B[95m2016-292-00.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/\u001B[0m\u001B[95m2016-290-00.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/\u001B[0m\u001B[95m2016-294-00.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/\u001B[0m\u001B[95m2016-297-00.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/\u001B[0m\u001B[95m2016-303-00.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/\u001B[0m\u001B[95m2016-304-00.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/\u001B[0m\u001B[95m2016-296-00.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/\u001B[0m\u001B[95m2016-305-00.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/\u001B[0m\u001B[95m2016-299-00.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/\u001B[0m\u001B[95m2016-295-00.h5\u001B[0m\n", "\n", "\u001B[1mOutput Directory: \u001B[0m\u001B[1;2;35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-pape\u001B[0m\n", "\u001B[1;2;35mr-subset/aux-tp-xrfi-model/\u001B[0m\u001B[1;2;95mlinlog5-res0\u001B[0m\n", "\n", "\u001B[92m───────────────────────────── \u001B[0mBeginning Processing\u001B[92m ─────────────────────────────\u001B[0m\n", " 0%| | 0/14 [00:00" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,10))\n", "model_data.plot_waterfall(quantity='resids', ax=plt.gca(), flagged=True);" ] }, { "cell_type": "markdown", "id": "annoying-county", "metadata": {}, "source": [ "This gives us a bit of a closer view of potentially bad data, and it appears that the data is fairly clean -- at these noise levels (still at ~100 K!). Most likely, we must average down a bit further before we can truly understand if we're getting it all." ] }, { "cell_type": "markdown", "id": "consecutive-outdoors", "metadata": {}, "source": [ "### GHA Gridding / Combining" ] }, { "cell_type": "markdown", "id": "negative-offer", "metadata": {}, "source": [ "Now, we want to combine all the files we have made (one for each day) into a single file with a regular grid of GHA. We want the GHA bin size to be small, so we can still identify small regions of bad data and flag them before they infect everything. Here's our settings:" ] }, { "cell_type": "code", "execution_count": 48, "id": "rational-payroll", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T20:18:09.539193Z", "start_time": "2021-03-25T20:18:09.239241Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# How to combine the files into a standard grid.\r\n", "gha_bin_size: 0.05\r\n", "\r\n", "xrfi_on_resids: false\r\n", "xrfi_pipe:\r\n", " xrfi_model:\r\n", " model_type: linlog\r\n", " beta: -2.55\r\n", " max_iter: 15\r\n", " increase_order: true\r\n", " threshold: 4.5\r\n", " decrement_threshold: 1\r\n", " min_threshold: 3.5\r\n", " min_terms: 5\r\n", " max_terms: 7\r\n", " n_signal: 4\r\n", " n_resid: 3\r\n", " watershed: 4\r\n", "\r\n", " xrfi_watershed:\r\n", " tol: 0.7\r\n", "\r\n", "\r\n" ] } ], "source": [ "!cat config/combine.yml" ] }, { "cell_type": "markdown", "id": "continued-payroll", "metadata": {}, "source": [ "Note here that we really just have to choose our GHA bin size -- we set it at 3 minutes. Furthermore, we again provide an RFI filtering scheme, which in fact we keep roughly the same as in the filtering step. The idea here is that lower-level RFI missed in the initial filtering may be caught more easily since we've now averaged together about ~6 spectra into each GHA bin. Note that we also set `xrfi_on_resids` to `False`. The idea here is that the RFI filtering can happen on the residuals, or the spectrum. Since we are trying to fit a LinLog model, we want to use the spectra." ] }, { "cell_type": "markdown", "id": "outer-japan", "metadata": {}, "source": [ "Let's run our now-familiar command-line invocation. The addition here is the `-o` option, which specifies a name for the _single_ output file. Up til now, each file was uniquely identified by its date, but when combining files, the obvious name would be the concatenation of all the dates, which is impractical. Furthermore, using a hash for a filename would be unique, but they're so darn hard to remember. So, we ask for a unique label.\n", "\n", "Note that we *could* pass in a subset of the days from the previous step, by again using the glob notation. However, let's use all the days:" ] }, { "cell_type": "code", "execution_count": 51, "id": "rational-jimmy", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T20:49:12.966778Z", "start_time": "2021-03-25T20:47:06.662816Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001B[1m╔══════════════════════════════════════════════════════════════════════════════╗\u001B[0m\n", "\u001B[1m║\u001B[0m\u001B[1m \u001B[0m\u001B[1m edges-analysis \u001B[0m\u001B[1;34mcombine\u001B[0m\u001B[1m \u001B[0m\u001B[1m \u001B[0m\u001B[1m║\u001B[0m\n", "\u001B[1m╚══════════════════════════════════════════════════════════════════════════════╝\u001B[0m\n", "\u001B[92m────────────────────────────────── \u001B[0mSetting Up\u001B[92m ──────────────────────────────────\u001B[0m\n", "\n", "\u001B[3m Settings \u001B[0m\n", "┏━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n", "┃ gha_bin_size ┃ 0.05 ┃\n", "│ xrfi_on_resids │ False │\n", "│ xrfi_pipe │ {'xrfi_model': {'model_type': 'linlog', 'beta': -2.55, │\n", "│ │ 'max_iter': 15, 'increase_order': True, 'threshold': 4.5, │\n", "│ │ 'decrement_threshold': 1, 'min_threshold': 3.5, │\n", "│ │ 'min_terms': 5, 'max_terms': 7, 'n_signal': 4, 'n_resid': │\n", "│ │ 3, 'watershed': 4}, 'xrfi_watershed': {'tol': 0.7}} │\n", "└────────────────┴─────────────────────────────────────────────────────────────┘\n", "\n", "\u001B[1mInput Files:\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/linlog5-res0/\u001B[0m\u001B[95m2016-298-00.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/linlog5-res0/\u001B[0m\u001B[95m2016-302-14.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/linlog5-res0/\u001B[0m\u001B[95m2016-293-00.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/linlog5-res0/\u001B[0m\u001B[95m2016-291-00.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/linlog5-res0/\u001B[0m\u001B[95m2016-292-00.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/linlog5-res0/\u001B[0m\u001B[95m2016-290-00.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/linlog5-res0/\u001B[0m\u001B[95m2016-297-00.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/linlog5-res0/\u001B[0m\u001B[95m2016-296-00.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/linlog5-res0/\u001B[0m\u001B[95m2016-305-00.h5\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/linlog5-res0/\u001B[0m\u001B[95m2016-295-00.h5\u001B[0m\n", "\n", "\u001B[1mOutput Directory: \u001B[0m\u001B[1;2;35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-pape\u001B[0m\n", "\u001B[1;2;35mr-subset/aux-tp-xrfi-model/linlog5-res0/\u001B[0m\u001B[1;2;95m3min-bins-xrfi-model\u001B[0m\n", "\n", "\u001B[92m───────────────────────────── \u001B[0mBeginning Processing\u001B[92m ─────────────────────────────\u001B[0m\n", "GHA Binning for 2016-290-00.h5: 0%| | 0/10 [00:00" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2, sharey=True, figsize=(15, 7))\n", "\n", "combo_step.plot_waterfall(day=290, quantity='resids', ax=ax[0], weights='old')\n", "combo_step.plot_waterfall(day=290, quantity='resids', ax=ax[1], ylab=False)" ] }, { "cell_type": "markdown", "id": "compressed-monster", "metadata": {}, "source": [ "Here, we are showing the residuals as a waterfall on the left (with flags corresponding to the output of the previous step, but averaged). On the right shows the flags after flagging on the averaged data. We can see several new flags showing up." ] }, { "cell_type": "markdown", "id": "defined-behalf", "metadata": {}, "source": [ "To get a closer look at each day, and whether any days are really screwy, we can look at the daily residuals -- by default, these are averaged over the full range of GHA for each day." ] }, { "cell_type": "code", "execution_count": 65, "id": "dimensional-harassment", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T21:10:44.222043Z", "start_time": "2021-03-25T21:10:42.592190Z" } }, "outputs": [ { "data": { "image/png": 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aVkO+3sRRh5zHf5/pRYe6FWzPw2OSqFaAM42TUk38dyiUOzrWRrmLWt04FRFHSX9falUo6XbsIv13rlstJbhqlg+0hbfpO/VGbyy13eV4b8lRoiypPVbWprkbLZm+9SyTFx9l/at9aeDwwZHXtNahQKjlcaxSKgioDRwFmgPWP4BVwApgEjAC+EdrnQycUUqdBLoB2/BsG8aHgqPZwCjgM+Be4G/gAcu+moAtV0pr7T4Sc/+egoDM/t93A05qrU9bjv0H430dtfzsazluOrCeAgiQC+tuTFbSFzyZtsF9X+p45y7NrGn99nK3xzmmXyw5GMrVuBSqlyth29bL0icnuZnnMvZXe95z+pxrxzQ7qx1nrjoFx568NGs/AL9sPsMvm89kevxj050HiA5fjMHXx/VGsePnyZW4ZMqU8HMZ7Hhp1n6n391vD3elX/NqtudxyWmUDvDNcr+WWyazZt7eEEZ2rG2rvJOSZuZqfDI1y5d0e05IZAJpJu2230o1mV0mhD5o+f/YpnY52+8t/SDX5EVHbF9EXpy1nxubVnHabx3AcDfYcC0+hTfnH2LKnW3zdcBB+tK86Uu9KkDOi0L0OeEpOC4M0Yl588Hm7hZbVoLjvBIanfGkvFZvu9ZaBZyCYzCC9ftvqEe72hV4bZ59JNs6anLgQhTVywVSo7znoNlsNkZQK5bOeoemtSYmMY3PVx3nj23nqFEukJ5NjI70+b/3sejAJVsb0rvZ8uG16bV+rD0W7rTvgV92eMzzdv6dacJikoiITebO77di1mB2KI3lWIkgPCaJK7FGwGzWcDk6ibXHwnnTskKa9QuGdQTqr8e707Ox84dCXlNKNQA6AtYk2MPAcGAhcDdQ17K9NrDd4dQQy7aMDAb+TbdtLvA7Rqc+DLgPe6f+K7BSKXUXsAaYrrU+YWnnJqCsm9d4VWvtOiToXm3A8VZSCNDd8ri65cMOrXWoUqpa+pPzQ3zhjn7lq/gsVLkAIwDctv9qvrThiT/3ZH4QsDmbkyTd9dHWkVNP3I1cg/MXC4CHf9vFAzfUJzQ6yZbWUrVsCXa8cTOpZjNbT12lXKAfnetX8vhaWmuuxadQuUwJj8e4E52QypJDl3hrwWFik9Jsd8Bem3uAf/df4vj7gynh5+ty3o0fGyl/+yYNdFoADOCZmXs9Tlg8fNH+e0wxmUlMMXEtIYWfNp52GfRasNf+ewqJTLB9udQY73XX2Ws8+eceKpby595u9Vh+5DJhsUm8fVsr4pLT6N20arZ+F9klfWnO+9JCC5CVUoOBrwFf4Get9ZTcXlMWV4J/PKRsXM+M2erOM9atQWp6y1/sTa0KJTkUEk3JAF+CL8dyMjyOnzef4cDbgyhfyp9Uk5mEFBPlS/qTmGJi6vqT3NK6Bkphq0s8Y8d5Jv17mEZVjZGLV+YcYNsbN7P99FXb687ZfYFm1cvSvm4FktNMdH1/NTFJ9sDE3aQbx3SUjOy/EM19P+9wyatzx3Gi5PN/76N+5VJOKUP7033Ajvlph8fgPi9YctLmAS9qra2fVI8A3yil3gYWAdYhcHfDCZ56gplKqdIYfU6ndPuuAZFKqdFAEGD7BWit9yulGgGDgAEYt+16aK2DtNa9s/8OXWTnPRQId6Nf1xtZjMRV+tHwiNhkxvy8ne2nXe84znuqB21ql2fLySvUq1SaveciSU4zMWnhEZa/2JsWNZzTNlJNZqauO0XPJpXx9/WxfTHfGBzBg7/upJtlXYGvVgfz6I0NCYlM4N/9Rl/6147z1CwfyOA2NTGZNXd+v9Wp37r1a6e0WMCY/JkVpyPi+WpNsMc7FB84VMCwBuRg3NFYtP+SbeAiMiHVdnd33/ko7pi6FUD60iLclxZKgJxJnkiOuZuJKoQ77oJjgMFfuXakViuOXqZMCT9bfe2HejZg3/lIDoRE20ZkXxzQlH7Nq/Gb5Xbo6QhjEl1odJJLfVN3udl5JaultdzxlE9fEJRS/hgd+kyt9Xzrdq31MYxOFaVUM8D6qRKCfQQEoA7gqXDufcABYApG/zMy3f5Zlu0PpT9Rax0HzAfmK6XMwBAgKI9GPTJ6D2FKqZqWEY+aQNY+1XOpiK1FJIowd8ExOKfwpbfj9DUC/Xxtd6W+HdORTcFXmLX7Al9a/tUMbVuTB3vUZ9VRY7R6pyXtLzYpzaUvfXdxxqHD5VyWCfUUHGcm/Z3QnJQIzCnpS13eQ7b70sIaQc4oTyTHJD4W+em1dAGtu/zyr1af4KvVJwqoRYXnSlwyVbJ5mzQzykgu+wUI0lp/kW5fNa11uFLKB5gI/GDZtQj4Syn1BcbEkqaAx0K4WutUpdRE4JRSqqU1r81iAUaO3ArLtayv3Qs4qrWOVEoFAK0w8tfIo1GPXUBTpVRD4CLGRJkxDu9vLMYH0ViM26L5T/pSkY/eWXTE6fmzbsp4Lj0UytJDoS7bvc2+85F0rJe3xWmkL82bvrSwyry5yxPJLNclUxIgC1Ew8irXPZ1eGLlq/S2lgfYrpYZY9t2rlAoGjmGMCPwGoLU+gjEp5CiwHHjGw6xrG611IvA58Gq67bFa64+11inpTmkMbFBKHQL2AbsxRmYypZS6QykVAvQAliqlVli211JK/Wd53TTgWYwPkyBgtuV9gdGZD1RKncC445brVLSskLtxQhSMfLpjJ31pHvSlKitL0uY1pdTdwC1a68cszx8Aummtn0t33BPAEwD16tXrfO6c62xgR0cvxTDkG8+3yIUQeWP1yzfRpJq7u2HOlFJ7tNYea1aKgpHdvvRqXDKdPUzeEkLYta5VLlcT2D+/uz13dq6T6XHSlxa8whpBzlKui9b6R611F611l6pVM5/pKYMeQmTuyT6NOP3hEIa2rem0/Z1hrdjx5s1ZuoaMMBYv2e1L5f+vEJnr1rASS5/vzW8PdXXaXraEH2enDOXwu27X2nDipgqfKCIK63+NLU/EkocyGiM/JFekUy94fz3WPfODLJ7s04hlL7imGVUuHcDG8f14vLd98YqbW+S+mpW/b/H6e+hS33MeWvs65Z2er375Jn64P/3kYcO7w1sDsGVCf4L+bzCNq5bm+Zub0rx6WVa+dBNv3NoSHx/Fd/d1Yu+kgWyd0J+DkwfxcK+GVC8XyNkpQ/njkW58NLItPz7QGYAnbmrElJFtba9Rp2LxX4RFeCZ9acHbOqF/lo/9+cEuzH+6p8v2FjXKsum1fvz2sD1gu6V19Vy3rYRf8Yriypbwo3Ut94ubtHeoiw+w6NlezH6yh9tj/3dvRwDmjuvBsfcGA9CjUWWGta/ldF6/FtU48M4gVrx4ExvG9+WQJTAuU8KPiUNb0qhKaTa91g+AAS2r086hP29evfgvwuKtCmWSntY6TSllzRPxBX51yBPJMenTC0b5kv62HNSeTaowcWhL+jSrStPqZTlzJd5p2WtHEwa3cCnyffrDIfhYpsy/NbQVP20yqj/8PLYLs3ZdYP+FKKfSdTc2qcLmk1eYOLQlD/ZowAdLjzJ92zkmD2tFpTIleG3uAVsh/yPvDqbZxGU0rFKadnXKW1ZOMrHiSFhe/0qyrEv9ilQpU4LlRy677Jv7VE/OXInn7NV4+jaryuzdF2hbuwKtLB39bf/bxOGLMax7tS8Nq5SmSbWyHH73FttqigBLn7+R1rXKM7ZnA9u2Na/0BeDlgc1cXrOSh9rONzUzRhm11nx8Z1tGdKhNoL8v649HsPzI5WL35UNkk/zvLRC9mlRmy0mj1nKtCiWZ9kBnGlQuTfMaZfl330VetCwUkt6AVq5Br2O5sLqV7F9gpz3Qha9Xn+BiVAKzd4fYtj92Y0N+3nyGQa2q8+ld7W0LXo3sVJvh7WuhlLItgHLk3VtYeiiU81cTOBkRx5kr8dQqX9JtP1aQnurbmBVHLtuqBVkdevcWzGZNislMoL8vc/eEUL1cCVvN4adm7GHZ4ct8Oao97epUAIzfn2N1jNlP9qBbw0oMa2+bY8apD4fgo9wvVlG+pD/lS/q7bH+sdyMe690IgJ8e7EL3RpUoF+jPlGXH+GHDKY99sCh8hVYHWWv9H/BfXl5TShPlrR/u78ylqEQ61a9oW7Gud9MqXIxKJDoxlX+f6QVg+8cP0LBKaV64uSlfrzEqOdzbrR5/7zRqEFs7lZmPdee+n42a5T5u/qcF+PmglGJ0t3r0alKFf3Zd4I6OtfninvYcCInm/LUERnWtS4CfD8/d3JTw2GTu7FyHsoH+NK5amqHfbKZ30yoE+Pm41Jg0mzXTNp7m4+XHAFj2glH3uEwJP3wUbDl5lRsaVaLJW8sAGNy6BlfjkzkdEc/VePt8g0GtqnNTs6pcjErk7s512HTiCueuJnAqIo73RrRh3Iw9TouWHJw8iHKBzp3n7rPXqF+5NF0/WE09ywdawyqlbcucjupaz+n4GY92Z93xcKdlUMuU8GPOuB40q1aW8qVcO+fcUko5tePrezsQGZ9aYKtnicIh/3vz3r/P9CIlzcw904zyZ2VK+FGmhPERPOuJGwC4pXUN2/G3d6xNx3oVmLzoCOuOR1C7QklmPNadkv72BTHmPdWTO7/fmulrvzCgKTFJqczeHUL7uhWY9cQNRMQm89+hUCYPb035Uv4MaVuDtcfCeO2WFtQoH0iaZZW5amVL4Ofrw4gOrvPot526yr0/GWtLfDmqPXd0rOO0r0uDijS19KVD2tZg/fEIFjzdi1u+sq+K2qx6GW5rV4sT4XE80bsR568lYNKaa3HJjO3ZgM9XBvPtOvsiH0fevYVSDiv4vT64hVGbPtnEnT9stdV+9/FRBPoYv6u70uX4fnJXO5pUK8OwdrWcts97qgc1y5ekVgX3K/P55jLIGOjwxWb8Lc25/4Z6GS5SJQpXoUzSy4kuXbro3bt3Z3jMyfA4BnyR+ZLMWdGjUWU+u6e9bXnR68Hdnetwd5e6NK1WxmXVuOWHLzNuxh5ualaVKSPbsulEhEsA52jh/ou88M9+3h3e2mk006rj/60kMiHVJYDdc+4atSqU9Lh0aGa01vyy+Qy3d6ztsQxZUqqJyYuO8Mqg5lQt63qM1po3FxyicdUytuBfa03DN4zvc38/fgOd6ldwu3JTen9sO8vBkGg+u7t9jt5PcScTS4qerPSlMUmptJu8Mk9er16lUix+9kba/1/eXK84aF69LJ/e3Y6I2GQenb6bWU/cQPdGlQH7BMiKpfxZ+0pf/tl1gXF9Gnn80nkoJJph325mdNe6TLmznct+66hn+r40PCYJf1+fbK0Amt7sXRe4oVFl6lX2nFK16MAlbmpaxePSyZ+tOE77uhWcgsObPlnH+WsJzBnXg+Y1yroMHriz7dRVVgeFMem2Vtl/I15A+tKC51UB8umIOKc15nPjiZsa8eaQlrbOp3HV0pxKdxsnI7UrlGRQ6+r8tuVsnrQnMzvfvJnX5x1k3fEIl33P9mti+wY+9b5ORCem8sZ8Yxnh/57vja+P4pavNvLno908LnsZk5TKrV9t4tsxHbNUs1FrzfrgCPo0rep2lDg2KZXkNHOe19LNT7FJqaSZdK4+cK430qkXPfkZIC94uqdthTCrzvUrMu+pni6LO2TH16M78MI/+3N8fnZsmdCfRfsv2e4yAfRrXpV1xyMoG+hHrGW1yzHd6/HhHW1pOWk5iakmPr2rHT0aV+bGj9fxVN/GvD64hdvrp5nMDPlmE68Oas4ghxHjjKw8cpmbmlUl0N/1S/mJsFiOXIrh9o65rpRaYBJTTMQlp7kdoBDuSV9a8IpX5n0mcnrbN/j9W122PX9zU6fnU+5sx3dj3E+KcmfLhP68PrgFAb5Z/xXf283ziKyVu7YCVCsXyNP9mtievza4OZ9bRi0f7tXAtn1I25rc260e3Roay3aWDfSjeY2ynJ0yNMM14csF+rNlQv8sFzRXStGveTW3wbHxuv7FKjgGo80SHAvhWVb6hxubVMnWNT+9qx0jOtT2OOnKncnDMh9l9LTEb+0KJbm3m73I0uO9G/Jkn8YAzB1nnxj34R3GpNUhlmowpQL8qFOxFNvfuJlXBzX3+Lp+vj6sfKlPloNjgEGta7gNjgGaVi9brIJjgJIBvhIciyLPqwLknGhRoywBfj7c2KSKrVLARyPb2nLDrLSGoe1quruER4H+vhx/f3CWbwllFt/7+igCHGYTW4NcxzaCMRHs6b5NuLNzHc5OGUrlMiVcAvWp93XikzvbOU3mEEIIAN9cJCHf3bkOzaqXsT1PXwEhO4EuwN1djGB16fO9+fjOtpkcbXlND8GkJ/Url6J6OXvAZv1iH+jvw1tDW3FDo8qcnTKU5jVca39Puq0lT97UyFYtokb5wFznqgohCl+hTdLLD7npkmZYypUlpZqcOvSuDSqy62wk7lJRHCsIzH6yh23yxYoXb7K3SSkevbEh7y3JeBXtkh469CplSnAlLhnAVmbm14e6UNLfjx6NK7MmKIysZMlser2f7TrW697TtW4GZwghrlelS+T8o+FTy52rraeusOpoGOMso6+P9GrIr1vOULVsCfZMHOC0EMlfj3dnzE87XK713/POZSFHda3HhPmHnPq8Rc/2Yvi3W5yOs34WDG9fi0UHXErsc+ID405cg8qlOHs1gQ3j+5GUaiLNbFw4oy8Ii57txeqj9ko4FUoF8MaQlh6PF0IUT141gly7ovuJXdkZDAn093VK1RjZyZj9Wr9yaZdjHTtRx/Iu7kYZHunV0On5zjdv5tY2NZgzzigls/qVPjxwQ/0M2+5vGQXu36I6PRobEz5ublndpeSPu/dbvVwgrWuVd90hhBB5YMlzNzo979m4Cu8Ma031csYs/f6W2uZdG1Sicrr0Kse6yyM62CsLtHIz2vx/I9rYHgf6+9C2dnnu6lyHvx7vzt2d67D2lT70bGykcdzXvZ6tjJZj/VtrX7r65T62YDnQ39d25zCjz4x2dSrwcgYpFEII7+BVI8j+HvJ9P7yjrW1SWnr3dMl4FHV017rc3bkOfumu/fXoDpQMsI/6uguKHb09rBVvD2tlm6hSrVwg399vLMJgLTZeu0JJ9k4aSKf3VtnOe2tIS16ctZ8tWSgi36leBcZ0r8dTlhEbIYQoKG1qZ/wF/MamVTj14RCX9INGVUrT1uHcr0Z1YOF+11FfqwduqM8DN9QnNDqRQD9jQMNaJcYaGIM9x9hsGW7uUr8iBy5E8fOD9nlO6ft123bL8mYZzcsQQng3rwqQPfGUgvDNvR0Z3r6W+50WSin83CyKYK0J2aleBW60dKL7Jg0ks2yHT+5q57SKTnqVSgdwdspQHpu+i9VB4dzesXaWJ2D4+frYJo4IIURu/HB/Z8bN2OO0rWXNcmitqV4ukA3BrhVzMuMuN3ftq31tj8sG+qGUYt5TPbkYlZjhtbJaCjLQzxdI5Zl+TRjdtS5Nq2c8mAFGLfa1r/TxWA9XCOH9vC5AXvnSTQz6cqPTNu0hbO2cwdK+njzXvwlxyWm25/Of7mV7nJUKB5mNWFv9cH9nWz6cEEIUtMFtXKsszH+qJyUDfHln4WEcC2r+34jW2b7+mO71WBNkz+UN+r/BttSGzvUr5qh/dmfm491ZdiiUSqUDsrVqWaOqZTI/SAjhtbwqBxmgmZvRgeHta9GveVXbCmT3da9H6QBfqpTJfsmuVwY1551h2f8wyC4/Xx+PZX2EKBSrJ8P0YYXdClEEWKvpDLWUOLOWOsuOD+9oy443B9ielwzwzZc+r3HVMjzbv2nmBwohhAOvG0EG2DqhPwF+Pnyz5gQbgyMoG+jPbw93Y/SP2zhzJZ6h7WrygaQiCJE9m78s7BaIArZ1Qn9STWb6fLoewJZu9vzNTUlKNfPW0JZ8d1/W68MLIURx4ZUBsjVvzHG2M8CgVjXYfvoadStK7V/h5ZLj4NopqHl9LnEt8oa1Lz35wa3EJqXZJkKXDfTnvdvbZHSqEEIUa14ZIHvycK8G3NWlTpbWfReiWJt1P5xeB2+FgX9gYbdGFHN+vj6yiqQQ4rridTnIGVFKSXAsrg8XLIsuaFPhtkMIIYQohq6rAFmI605WllkUQgghhBMJkIUQQgghhHAgAbIQQgghhBAOJEAWwiu5rlgmhBBCiKyRAFkIryY5yEIIIUR2SYAshDdSMoIshBBC5JQEyEIIzyLPgllKxQkhhLi+SIAshDfLTZm3yLPwdXtY92GeNUcIIYQoDiRAFkK4F3vZ+Hl2U+G2QwghhChgEiALIYQQQhSU6BA4ubqwWyEy4VfYDRBC5Ic8mKQnq/AJIUTe+74XJEXB5OjCbonIgIwgCyEyIRUxhBAizyRFFXYLRBZIgCyEEEIIIYQDCZCF8GqSJiGEEEJklwTIQohMSJAthBDi+iIBshDCPetqfDJZTwghxHVGAmQhvJEsNS2EELmXGAVbvpGBguuQBMhCeDPp1IUQIueWvgKrJsHp9bm7zvopcPlwnjRJFAwJkIUQHlhHoSXIFkJcp6wl2UypOb9GWjKs/wh+GZQnTRIFQwJkIbxaLoJbSdMQQghDbvpD6508cy6CbFHgJEAWwivlYXAraRpCiOuV9H/XLQmQhfBm0rkLIUQuWPvQ3Aw6SD9cHEmALIQQQgiRkVzFx+Y8a4YoOBIgC+HNcjWCLJP0hBDXuby4CycBcrEkAbI7Gz+Fi3sLuxVC5JxttEMm6YlCtPMnOLWusFshRB7Ig0l6kvJWrEiA7M7a9+GnfoXdCiFywboKXh6MXEinLnLqv1fhz9sLuxVC5IKl/8tVFQsZQS6OJEAWwpvlSYqFEEJcp3QeTNKzBcgy2FCcXL8B8vFlkHCtsFshRP5QeTiCLERGjiyAKycLuxVC5JO8yEGWwLg48ivsBhS48GMwtbvxuG53eHRl1s67uBcCykDVZvnXNiHyXDY75qk9oUYbGPmjw7nSuQsPji6EOQ8ZjydHZ+2c8CBjZbFaHfKrVULkvVzNyZAc5OLo+htBtgbHAFeCYfNXkJqU+Xk/9YPvutqfaw3rPpKRE1FE5XAEOS0JzCbLudKZi0zMftD+ePv3WbsrN/UG+LGP87ZfBsHu3/K2bULkhfxMsZA+tkjz7gA5NdH+Ye9OYiSsfgc2fZb9a8dHwIYp8PvQnLdPiPxiS7HIZgeszaCs3YKMegiLtGQwpTlvS9+3Lp8A/z6ds+tf2AFLXszZuUIUdbYAOV2QLX1rkea9AbLW8EENWPSc8fx/nWH5m+6P3fgp7PjReJzdvOS4y1kbgRaiQOVwBDk1EeLCwJRqP1fKvYn3q9kHA6YPN0aOfxvielzwMlg5yXic2d21tBTXbRkNaAhRXHn6u9by916UeW+AvH2q8XP/TOPn1ZOw/TvPx2/+0viZvrybKdX5+fkdxk/l8KtLjsl5O4XIV9kcoYi7DGc2QMQxmeAnnF3Ybvw8s8HIPbY+T2/rN8bPbzs7bzelOo+Ybf7C9dyzm3LfTiHyUl5MePZ0rnwhLNK8N0A+s9H+eOmrmR+vFASvhMiz9m2XD8F7VeDYUvu2qyfcnZzTVgqRP3LbqZtNnm8LiuuLY1B7YlXWzgkPcn4ef8XoS7c5DFK4u1tn/ZuLvQzbf8heO4XIF3nQ/3kaKTanud8uigTvDZAdO/VdP2V+fHIs/PuU87aLe4yfx5e5Hu/um1/YUdj4GXzcwDlAF6KwuMtxS4qBlHiY9zgsf8PDeWZJsRCGvdPtj2felbVzpt7g/DzmovHzwD/2bRnlyc+6H5a/Dr/fBhd2Zv56KQkQdSFrbRMiO2z9XwZ341ISjBjCE2u8kL4vlRSLIu36K/Pmibs0icUvGD9NDrlyh+bApX3gX8r1+B962YOKdR9Bw5uMxykJsO4D6PcmBJTO23ZnldkECVehTLXCeX1RwDIIPn4fAuXqGPmiAIM/cj3GMUCWEeTrW8yl3F9jmrVqheNo9EqjXypZ0fX4xCjj59lN8McIeCvUeG42wZp3ocdzUKaq/fgZd8L5rVkvNZcbWhsj3OVq5v9riSIgC3fjvmoLCVc8//15mownKRZFmneOIGvteosvNw7Osj8+vR52/WzPs7OKueT8D8jxm+LOH2Hbt7Al3Tm7f4MlL+VdOz2Jv2q8zmdNISYUVk82RhEL0sW9xqglGJ2CYyqLyDsRx2FyeYgPt2xw0zFrnHPoAcxm+x0TMP6WPU4skZnX1wWzGRa/CIfm5sHFLH8zYYftm66dNu7ubfzE+dC4CIgLtz93/Fs9swG2fG0fvLA6vzVnzTo8L/vvb+8f8EULY6AkIth1nkp+C1ps/O5E/kpJgB/7weWDxvOMur2EKxlfy2OKhQTIRZn3jSAnx8JHdQr2NT9r4rrt3Fb4tit0uA/bv6zUeKPiRVoSlKxgL2s09Av3t7H/e80YhW55m/G+fAPAr4RRaUD5gl+A8SGmTeDr77l9nzayP579IITsNILVej2g1e0Qus/YV9syqeaP26FRH7gxXfBuNhvtzMot96k9jJH35/YY5fR+6gd1bzDeS3yE8SH30hEoX8D/r7xB/BX4tDHc+w80v9V5X/AK5+fuglltdv1/uPUbo+ShldnkORDWZuPvT3i3uMuwp4BrE/95h+u2lDhjBLrBjVCtlbEtPsL4G02Jc66GYUoDXzcfax/VNe4STo42+j7lA/4lYe4jxv62dxl/76ZUo18FiA0z+mm/Es7XWvy88XPbd8Ydxe5Pwc2TjLuKjucDLBgHgRXg1ik5+W0Y/hwJp9bApKvGe5t1v7H91k+hyyPG+ypVyfmcpGhAQWC5nL/u9eLcVqjexvV3dXE3XNrrsCGLAwNx4UallzH/QMUGxjZbICwpFsWJ940gn91c2C2w0MZCJKvfMUZsARIi4YPq8HF92OQwgzsuzPiZlgIr3jJy7uY8DDunwaz7jBHgj+oYpZZiLxvl66b1Ns6Z+7Ax+QWMf4T/Pm2MInoSYsnn2/WLce7/VYSf+hv/pcRD9EU4vc5oc1yE/TyzyTh23mPG80Nz4aN6sPdP5+tv/Ax2TIPwo0blkMuH7LdLL2yHlRON4Bhg2ev2DyiATxrD/CeMBQdOrXX4VWoIPWCvw5p+NrwpzX3JKG9lHYWzTni6dgZCD7o/Nv1twdQkCD/iGiBHHHM9z1MOcj6NICul6iql1imlgpRSR5RSLzjsa6+U2qaUOqSUWqyUKmfZXtlyTpxS6tsMrr1eKXVcKXVAKbVLKdXBYd9ZpdSmdMfvV0odtjwupZSaaXntw0qpzUqpMll8T3db3otZKdUlg+MGW9p3Uik1wWH7LEtb9lvauT8rr5s3ilBqTeh+4y7cQkud5ZCdsOptmFLPeYDi1Brjp9aw9n3jTtWpdfYUusRI+LCW0YemzxldPRner2ov2/l5M+f+CYycaKtDc4yfu34yrvluBeP83yzl8JJi4MDfsON7WPiM83XWTzH6zqQY4+7j9GGw6XPnY66eMqomWd/T+o+c58MsGw/vVYZPGhoj6o5tm1IPptQ1JkImZZB2Yko1Bj6szCaj5vX1IjURfrsV/h5tPE+Ohajzlp2Z9Htmk3EXIb1DcyAiyHmSqae+NJ8m6Ulf6rYvraSUWqWUOmH56Sa3y5n3jSBb/9CLov0z7I/XvGt/fGkfzH0Umg82bvltS/e36TgCbA1QrQHN0X+Nn6fXQ4lyRlm7ywdhXCZfFNx9c53zMJxwGIH8rAk8thbqdIYjC4xth+dCy2Ew71Hj+aJnjYVWPKVM/HCj5zYcW2L8DCht3LYEI53FmtIy7BvoPBb+GG6f9Dh4irEgwU3jof9EY9uPfSHsELxxEUpY/q2dXg9bv4Uxs8HHzffAk6uhZkcoXdlz+4oCU5rxXpoOsG+zdtTWW8/fdDB+Pr/PnsZiP9j5qXX0y/qlxSr9HYg5Y2G4pz4y31Is0oBXtNZ7lVJlgT1KqVVa66PAz8CrWusNSqlHgPHAJCDJ8rON5b+M3Ke13q2Uehj4FBjosK+sUqqu1vqCUqpluvNeAMK01m0BlFLNgazeVz8MjASmeTpAKeULfGdpTwiwSym1SGt9VGs9yuG4z4ECSLK12OmxyUVD+n4SIDbUqHnf8X6jvv3GT533f9zA/njdh877rKPl+2dA+3uNx9Y+yspdGbr0Qc65zUbZUOvACMC+GdDtSajR1mjjekve/+IX7H3xmY1GJSVP5fMyWtBqz+/Gz+3fG/2j1ScNjZ/P74dKDY2g+3+doFYnaDoQNnwMbe6Cu34xjpv7iPGZMjna6GesAeN/4+H+eRDgZu7NL7dA69vhhqdc9xUlWht32JoOsn8mpCYaP63pZb8NMT4/J0e7+YxM1+9t/sL4EvbYWuft1jsOaQ7rIxR8ioX0pen6UmACsEZrPcUSOE8AXs/oBb0vQC6OrEH94XmZH+tYGulnh6DpjxHQzHK73TH/Ojszu0+scN32c3/o+ZxxW99qzljnY3KbT2wNjtNb/LwxSnrFYUTc2vlv/BRaDDVG18MOGds+qu16jeP/GaNHgeWhZCWo2Q5QxqSe2p3h8bWu5xQlGz81VmzsPxFKVzO+MHgKUL/p6LptxzSo0cYItOt2tX/5cPygT00En3QBcnxEBqs/5U99ZK11KBBqeRyrlAoCagNHgeaAtTTMKmAFMElrHQ9sVkq5yXPyaBvGh4Kj2cAo4DPgXuBv4AHLvprAOYd2ZnCLxuU9BQGojNOSugEntdanLcf+A4zAeN9YtingHqB/Vl8716y14YsTa26yY3DqSWqC/fG7Fe1/10tfgdMbXI+PCc16O9y9/rTeULUldH7Ivi194OQpOM4qx+DY0TcdjMmQiZHG80t77ekDh+dC9VZQpbl9wGVyefu5ysf43fw2GMbMAXMqRIdAtZZGv3phu/FfUQ+QD88zBnZu/RS6P2Fss46W+1hCIWu+8d/3Gl9kHB2aY9ypa3YLlK5i3AUA59KvqUn2vjQt2fj8OrUW+r3lvk35NIIsfanbvnQE0Ndy3HRgPRIge5nwI/bHIbuc91mrEpjTnDu43Nr6v7y7VnZdyeDfz499Mz9/1n2u2yZYvjRc3AMHZhmjH+nzDBOuGdtyW3UkNdG4ndvndej1ovMIzMZPoeUIqNrM+ZwLu4wPrIDSRpoKGCMVAH6B9i8kqQmZTzDKSg7pBzXcbz+60PgZfhT+HmPfXgCT9JRSDYCOgGVlHg4Dw4GFwN1A3VxcfjDwb7ptc4HfMTr1YcB92Dv1X4GVSqm7gDXAdK31CUs7NwFl3bzGq1rr1VlsT23A8ZtsCNA93TG9MUZe3BViFzlhHXUF1y99QYvsj/OyL40IMsrXFQZrcOzOmv/zvM/6uwk9YKSdOHKs2nDsP2PuSvo+MynaCLJLuPtnkk0/9oPqrWHEt8bdMr9A8PE1+mvlY+SMOwo9AOXrGjna1n5z+etGesrov+3pjdoM+2bazzv+n+trW1Nq1r3vvH3Bk/bHH1THNqBw4C84YNleob7x05Ti/OWpABZjkr7U1pdWt3xxQGsdqpTKtKSXdwXIoQcyP0aIKQ79wYInIHg5jPzRmPxy93RjNMF6a/L+eZbqIxrGLja2xYYZHxS1OhkTO7o8AismwoB3oG53iDpnTCi6uMfI7QbjVuaGj+2vO/A9I+hd+77zh0xiJPwywBjtTnSzkMKCJ+yPQ3a5fknKSwctNWtT4uC4w2I5a9+DWz7It5e15KTNA17UWlvLrTwCfKOUehtYBOQk6XymUqo04At0SrfvGhCplBoNBAG24UWt9X6lVCNgEDAA47ZdD611kNa6dw7akZ67IZH030KsIzEFQ2bXi6xw/PLwz73GCPldv8Jf98D986FKUyMfGuCprVCuljFoUK6Wse3KCfi2C3R+2Egb7PO6cYdy0AfQbLCRe96onzFQsnyCfeS7zZ3w5+3GNZ7dbVwDXMusTbvJ/rh6W+OnNSj95177vtQEe357rrkZQNj9i/2x452ZRc/BI8vz6HVdSV9qvGxOL+ZdAXLC1cJugSiOjsw3/gNjBKBGW/u+GXfaH4cHQdka9lEU6y3K0+uNn9a87KxYNcn+2PFDptODxk93wXFRse3bfAuQlVL+GB36TK31fOt2rfUxjE4VpVQzYGgOLn8fxpjOFIw8tZHp9s+ybH8o/Yla6zhgPjBfKWUGhgBBeTTqEYLzKE4dwFZ8WCnlZ2lrurWb81FGix4I4UlEEHzfw3j8XVd7LjfA9z3tjx9YAA372gNb650ua9C76FmHiypcYhzrcWC/Bjj3pT2fdz7HmopXlJzflm+Xlr4UcO5Lw5RSNS2jxzWBcJez0/GuALkAbleI68BlDx1p+tXB8oOnfOzrgCXP9hcgSGv9Rbp91bTW4UopH2AikKN1iLXWqUqpicAppVRLa16bxQKMHLkVQC2H1+4FHNVaRyqlAoBWGPlr5NGoxy6gqVKqIXARGA045LQwADimtQ7Jg9fKGulLRV444OGmh7tyfh7lcAAw/VoF1xHpS932pYuAsRhB/ViMFJMMeVeZN1m/QIjirBdGrlp/h9JmQyz77lVKBQPHMEYEbMnVSqmzwBfAQ0qpEKVUq4xeRGudCHwOvJpue6zW+mOtdfpbjo2BDUqpQ8A+YDfGyEymlFJ3KKVCgB7AUqXUCsv2Wkqp/yyvmwY8i/FhEgTM1lo7TDZgNAWZXmE0qkBfTgiRp6Qvde1LpwADlVInMKpcZFqcXOli0hF26dJF7969O+ODTqyCmXcVTIOEuJ69etJ5qV8PlFJ7tNYea1aKgpelvjQuwv0CSEKIvPXsbiNXOxPSlxY8LxtBltuCQhQI03W0MMv1SPpSIQpG1LnMjxGFQgJkUXie329/PDkaKmdzxKrr464Logz/FkZ8l+umFRl3/mL8biZHG3VMAZ7bCy96yJO+5aOMrzfyZ2OmeHr3O9zl8vEzXi8ggwWO8qJkkyi6ZAnc4uUFhwpOb1+Dprdk7/zG/eFRN/OgbiuGtbA96TfR3pe2GmFsG38aJpx3PTagLNz+fcbX63C/fe0BR8/sdH4+Odp54nd6ZTyU2RSFzrsm6fkGFHYLrk/P7IKp3Y0vKKP/di6fA3DjS/bSNm+EwMk1RoH5Sg2Nqg1t7zb2PWdZzWhyeajfy6hdGbTYfp3xp8C/pLGsK8AtH9q/FNVo6xwsJ1w16mRePmyUKHs70ti29j3Y/xdUbGAs8drzOWMhjsLiF2hZOtsE7UbbS6s9tBSqt3Gu6/n6Wedz+000anK2GmGUp7MWUN87HerdYK/z2mksNLnZeN7GMtn49HpjNcJ6PYwSR2WqwTtRRo1O64fHqyeMkeKNnxq1R/99Cgb+n/GhEFguH34ZoshQvoXdAu806APY96fr0u4A3ccZi23MHmuUN3twkbGKqKNJV+C9KsbjkT8Zq+FpbfSVnR40/j37+MKYWcYKeF+3M/q6Wz40+j2zyaiX//IxY9XRXwcbS9ff86d9FVJwLpeWmmgsCnJ6A2z5yqgjr3xgy9dw4B+jNGVKLAz9Apa+nMe/sGxqOcz4zOj8kL3/G/o5tB5p/I6s7kk3GfrhZcaS092eMFZr9bH8/Z9aZ7xXa7/c+1VoMQS2TTWu6x8If402XrftXcZnTLlaxu/vq7bQ2jIZ8bE1xsIhW7+BOt3gr7uNUnU3vmws5CSKJO/KQY4OgS9bF0yDvEn3p4zONeEKbPjE6GQ3fmLfPzkaLu2HH/s4n+e4ROk/9xnLsk66YhSd7zQWzm406lsqZS+/k75OpTupScbSx9ZOKibU6OzrWep9R180AsoKlvqawSuMVfFKV8nZ+/97jHOdX6t7/oDlb0JMFooH3DvLaFOtjvCFZXXNydFGgP5DL2OVqivHjW3/vWYs49v3Deg7wQiQw4OMVf62fWcEzV2zUDJOa6M8Xavb7b8rR9fOGJ17xfqZXysroi5AhezVlJe8uaInS30p5O0CGdeLgDLw+DpjJcqVbxk10hc9Z98/OdpYgGf2g87nVagPL1pWcdv6P1g5EV45DpHnjIU3qja3Lwe/8VOjj+j5HJlKuGYca12gKDXJ+Jys0sT+3JRi/8I77zFoMhDaj3J/PXfMJiP48wuEL1u5rkAHxl2rEyvh0r7MrzfkM6PdHe41gkwwfm+RZ+Hr9lC6qvH7fTvSCFz/fcoYXBiZbgXi6BA4swnajbIvLZ2RlHjPC0NFh0ByHFRrkfl1siLqApSvYx/UyALpSwuedwXI1n9A3uSGZ2B7NlIGhn1jLNHsTof7jZWO5j/uvP3tSOcOxNpBgxE4D7espGdKM4qpNxkAF3ZAnwn2iVqpSRAfbg9a07t2GkqUy3kQm9+Soo1R7bhwI8XAcbThwi5j8Y5SleG107DxM2MketwWKF/bWO66ikN6yDedjOWtx590/1rbvoMVb8Ldv9tHGLyUdOpFT7EJkJsMgJNZLX+aBaWrQqkqRq3erPDxy/pSwFVbGKPCE8OdV+U8vcE+Cty4v1H/12wyRmKvnYEqzYx+s/PDULmxcZzWxqit46qbxUl0CJStBUlRxu+vjMOCZdEXjSAaYNJVY2Bi9oPGCHajvnB+OzQbZD/+1DpjNdFu6T6zrEIPGIuB3DEN2o/Or3dUJEhfWvC8K0C+egr+l35RlyyYHG3/MLjzF88LPjjeAi8or52B/TPtAWtGylSHV4PhuxucPwSqtTKWC7aO3p5aZ0wM6PyQ++ukxNvTGJ7d4xz8Xa+unDCCf78SYDYbnXb6JaKzymw2PvibDszWCEJxJJ160ZOvAfJze+19cMvhzks2O2o22FjBMiNvhsKHNbPfBk+e3w/bp8LOH7N2/ORo4/Z58DL7Nut7mnTVCIhDdhmLqvTyMChhSoUv20DcZSM4btw/12+j2Lt2xviyYk3piDhujJDnVMI15wENLyV9acHzrhzkMtVzfm65Osat9LrdPR/T9bHMA+Tbvzdu+WSmehsj9+vJTTAtg/rYpSoZt9ICyzvfqsvIU1shNR4+qmPcYn90lfPKWI37ZXx+QGkjHzUx8rroeLLEsQyPj0/Og2Pr+Y6jJEJ4E+VjzA1oM9IYEYx3s2BV81szD5BVFueQl6pipId1e9JIXfKkUkMY9L4R5AaUhvVT4MSKjK89+i/jvbxX2Zi4defPxl0mXz8jdzSz/FFff3j1+HUTxGVJpYbOz3MTHIP8XkW+8a4qFo6TDHLMzYj6MMuKPJUauU6UcjQ5GjqMsR/v6O7f4T7HetjWkcMsjuB3etBIhXj7mpHn66j7OONneUt+qI+PkQvX41l4fK3xeymXzZEYpaTjEUJkj1LGhFGAmh1c94/82fhZ9waj8oKnQY07fjQmQA39wnXfwPeMgQWr2yzHdBjjvkKLI78S0LA31O5kTGRz7EtLVYGntxuPbxpv/PTxMYLhcZvhhf3G+dnMwzeuLX2pEMWNd40gZ1Wbu+DwXKNsVmKksa3eDcY2/3RJ+s/sNL7hdh5r31a+HkS7KQ1j1elBY9Rk7fv2bQ37GJ3kIyugbE2ICzPyUKu2cE7xuHcW/O1hgoQtTzjdhKymA6FOV+M1rJSCWz7w3EYhhMit/hOd+7nACtBquPvJuK+dMfrAdnfbtz2wAL7v6XqstdpK10eNfNyVb9n3NRts3MEpUwPK1jCqrrwRYpQerNUBNnxsHPfISvjVcqfmvrmur6GUfeIbwGunjJ/u2p5RmS4hhFfy/gC54wNGWR1H1kkUg96Hjvcbj0d8Bze+CKUrOx/r7vZP6xHGRLZSVaD5YCP1ooRD2SuljMl11g+Op7baRxDq3WD8rFgfHnMzAaWZQ/3K8aczf3/P7bVP7hBCiPzSuD+cWuu8LbCC8bPTWOj9sutIqeOENXejqGUtd7ZKVjRGl6s2M+ZAOAauPZ81SpXt+9NIN7OmN7163H6Mu7rc9RzS5ZoOzOidCSGEC+8LkNPnod3yobEAxep3Mj7PP9A+SvDYGqMkTbcn3B/b4T4jQO78ENw8yf0xAaXgyY1QqXH2Uj+sk7ZaDncN1h2VrmaUBZPgWAiRH9JPWG5xG5zd7H4VRV9/I4hN74EFsOw1aORh3oNfoPGzwY3QdIDntrS8zfgvP4yaCebU/Lm2EKLYyrcAWSn1KTAMSAFOAQ9rraOUUg2AIMD69X+71npcnr3wrR/D+W1w2VJTMrCcMTJcpZmxOEK7UbD7l4yvUaeL8Z8n1Voao8JVM6mJWDMbJefumGZMxANjgQbryIwn409k/dpCCJFdbe8ySq19bKmjXb01TIrIXnWLKk2NINmTgFLGQkM5yev15N5/ICnGePzoKiMNIyP5FXgLIYq1/BxBXgW8obVOU0p9DLwBWGdQnNJad8iXV1UKBkyGGSOdt7cYYvwHmQfIWVE9jxckcazh6Fg3UgghCo3DJGJrelhey01FGHeaOyz/W7db3l5bCHHdyLcAWWu90uHpduCu/HotjzyVCerzurEyW8thBdseIYQoTnwsHxHVWtm3Pb/fWM68bncjaD7yr7GcvBBCeJGCykF+BJjl8LyhUmofEANM1Fpvcn9aTllGPRre5H53xfrw0JK8fUkhhPA2JcoaJdca9bVvq9TQuEtn9bCbZdqFEKKYy1WArJRaDbhL8HpLa73QcsxbQBow07IvFKintb6qlOoM/KuUaq21jnFz/SeAJwDq1fOwhLE7FS2FyJsPzfo5QgjhpXLclwK091B2UgghvFi+LjWtlBoLjANu1loneDhmPfCq1jrDtU+zvDyqVcI1o3SQly/lK0RRJsujFj3Z7kuFEIVO+tKCl28r6SmlBmNMyhvuGBwrpaoqpXwtjxsBTYEsFPzNplKVJDgWQgghhBDZlp85yN8CJYBVyghUreXcbgL+TymVBpiAcVrra/nYDiGEEEIIIbIsP6tYNPGwfR4wL79eVwghhBBCiNzItxQLIYQQQgghiiMJkIUQQgghhHAgAbIQQgghhBAOJEAWQgghhBDCgQTIQgghhBBCOJAAWQghhBBCCAcSIAshhBBCCOFAAmQhhBBCCCEcSIAshBBCCCGEAwmQhRBCCCGEcCABshBCCCGEEA4kQBZCCCGEEMKBBMhCCCGEEEI4kABZCCGEEEIIBxIgCyGEEEII4UACZCGEEEIIIRxIgCyEEEIIIYQDCZCFEEIIIYRwIAGyEEIIIYQQDiRAFkIIIYQQwoEEyEIIIYQQQjiQAFkIIYQQQggHEiALIYQQQgjhQAJkIYQQQgghHEiALIQQQgghhIPrJkAes3QMY5aOKexmCCFEsXYh9gJHrhwp7GYIIUS+8toA+XTUabTWtueHrhzi0JVD2b7OmegzJKYl5mXThBCi2Boyfwijl47O9nkXYi8QkxKTDy0SQoi855UB8uErhxmxcAR/HP2DY9eOsT98f46uk2ZOY/i/w3l1w6tu9yebkrkUdykXLRVCiKIr1ZzK2GVj2X15d66vNWT+EEYtHuV2X5o5jfMx53P9GkIIkVf8CrsB+SEkNgQwRo0/2/1Zjq+TZk4DYEfoDrf7x28Yz7oL6zjw4AF8lFd+1xBCXMcuxV1ib/he3tn6Do+1fYwDEQdydb2QuBC327/Z9w2/Hf6N5Xcup3aZ2rl6DSGEyAteGSBnRGuNUirDY/4K+ouIxAgeb/s4AAr3x28I2QCAWZslQBZCeLW3t76db9e2jlBfSbwiAbIQokjw6qguOS3ZZVu7P9o5PZ+ycwq7Lu9y2vbRzo/4+dDPtufuAmqtNWZtBoyR5sdXPu72NqRZm0lKS8pR+4UQoiiIS43L9Jj41HiSTc597vNrn6ft9LZO27Ze3OpyrnV+iNaay/GX3c770FqTkJqQnWYLIUSOeWWAHJEYAcD6kPVu95+NPsvJyJMcuXKEmUEzeWTFI4CRU/zprk9txwVHBgOQmJbI9tDttJ3elrbT23It6RpB14Jsx4UlhLE9dDvjN47n233fOnXin+/+nK4zu7p8cAghRFGXakoF4FrSNZd9a8+vJTwhnJfXv0zb6W254a8buGvRXYAxMPD13q9Zd2EdAKFxobbzDlw5QNvpbblj4R0ATpOpNZqBcwcybtU4fj70MxEJEbZ9c4Ln0P2v7lyMu5j3b1QIIdLxyhSLT3Z9kuH+Yf8Oc9l2IvIEOy/v5I+jf9i2PbDsAdvj+cHzbY/7zOrD+C7jbc+3XdoGGLcHpx2cxrSD0zj44EFWnF1hu15SWhIlfEvk7A1lQ6o5lRORJ2hVuVW+v5YoHFFJUfSe1ZtpA6fRs1bPHF/nzU1vUiGwAq91fS0PWye8yQ8Hf/C474V1L7hsOxtzlv3h+9Fop7twj6963Pb4TPQZAE5GneS3w7/RoFwD27594fsA2Bu+l73he/l679fsvX8v20O389729wA4F3NO0jBEnolKiqJMQBn8fHIeDqWYUjBrM4F+gXnYMlHYvG4E+XT06RydN3LRSL7b953H/T4+zr+qT3fbR5o/2PGBy/HRydGM3zjeZXteiUyKJCw+zGX7l3u+ZNSSUTn+PYiiKcWUQmxKLABHrx0F4LfDv+XqmotPL+bPo3/mum3CezmO4GbVA8seYGPIRqdt52LO2R47ztf4Ys8XPL/uedvzL/d86XK9XWG7eHrN0/YN2uWQfBEaF8qoJaPcjp4L75CUlkTvWb2ZsnNKrq5z67xb6Tqzax61ShQVXhcgT9o8KcfnxqbGety39PTSbF1Lp+vFHW8jWk0/Mp3JWyc7fShEJ0e7DXzTu2nWTQyYO8Bl++ErhwEjgM5IQmoCUUlRmb6O1aQtk/h458dZPl7krbHLxtLzb+fR4vR/YwBh8WF0m9mN49eOF1TThJdKNaWyN3xvjs51HD1OL7t9qaeAWGttS12bFzyPnaE7STGl2PbHp8ZnKR1jb9he/jjyh8v2P47+wdGrR1lyakmG5yelJXE18Wqmr2P1zd5vPJYOFfnv2LVjfH/gewDb/KD/zvyXq2uGJ4bnul2i6PG6APnglYOF3QS3fjn8C5O3TmZm0Eze2/YeCakJfLb7M+admMevh3/lcvxlHvjvAW7850YGzB3gNqB2Z8OFDXSZ0YUriVcAbBMHQ+NDORV1ilRTKqnmVLTW7AjdYbvurfNvpfes3llu/78n/2VG0AxORZ0iJiWGZFOy7cMoxZRiK4lnFZ0cTdvpbZm6f2qWX0N4dvjqYZdt7qqrbAjZQGJaIv8c/6cgmiW82FNrnirsJrj15Oon6fFXDx5b+RhdZnThZORJJm+bzKMrH6XzjM7EpcQxdtlY+s/uz+B5gzO93tjlY213BB0HDqxfQK8mXeXo1aOe27PqSfrO7pvl9v906CdWnF3B+Zjztn7basbRGXyx5wuXc9pOb8tbm9/K8msIz+5dci9T909Fa41JmwD3A1ixKbG0nd6W5WeWF3QTRRHhdQFyUfX7kd+Zd2IeU3ZOYXbwbLr/1d1p/8C5A9kfsd/2vN0f7Xh2zbMALDuzjJ2hO91e97Pdn5FsSqbf7H7cPPtmW53SNza9we0Lb6fbzG4MnDOQ+Sfm89jKx3hh3Qu2iYYAJrOJ49eOc/TqUduEHEfTj0x3Go28feHtPPjfg3Sd0ZWb59wMQOcZnen4Z0emHZhGj796kGZO48Z/bgTg+wPfs+rcKrrP7M7l+MsA7Anbw31L72Pzxc1Or5ViSvE4mXHhyYX0/LsnM4NmctuC22wjANczrTUxKTFEJES4fNB6Ep8az4qzK1y2X4y7yHNrnnNbJSA+NZ4tF7fkur2ZUUrVVUqtU0oFKaWOKKVecNjXXim1TSl1SCm1WClVzrJ9oFJqj2X7HqVUfw/XXq+UOq6UOqCU2qWU6uCw76xSalO64/crpQ5bHpdSSs20vMZhpdRmpVSZLL6nSkqpVUqpE5afFT0c94Ll2keUUi9m9r4Lgqf670VBXGocOy8bfeIdi+5w2tfj7x7sDd9LQprxt9xnVh9GLTEWKNkUsonlZ5ZjMptcrpmQmkD3v7rTe1Zvzsect40u/nr4V0YtGcX8E/OZun8qF+Mu0nZ6W77Z+w1tp7e1jbInpiVy/NpxZh+fTdvpbVl9brXT9eefmO9U6WjogqH0m92P/eH7WX9hPQAf7/qY3w7/xoITC2g7vS0JqQnsDTOuv+jUIk5Hn6bt9LZsCjH+XIMjg+n4R8ds/fuMTo5m6v6p/HTwJ2YGzeRgRNEcVMovadoYzDFpE6lm4zPPOthg1mbbYM/5WGPhml8P/+r2OqnmVBafWuwSXGut2XJxi22wKv2+k5En8+aNZED60rzpS71ykl5RcNOsm3J9jQ0hG9Ba89pGYxLVq11eZWzrsU7HnI05a3vs7jZPmk7jatJVJm+bDGCbVW71+KrHXcrcNanQBH8ff0Y2Hel2oZVT0acAiEqOckoP+Xb/twD0/sd5ZPrl9S8DsOLsCk5GneTfk/8C8NTqp/i8z+cMajAIMAJtgM7VO1PCtwT1ytbDrM2YtIl5J+YB2HLFpu6fylPtjRGur/d+TevKrRlQ3zXlpLhLNae6rARp7cx3XN5Br7972bYfGpv5Uur/t+3/+O/Mf04TowC+2P0F60PWszFkI4MbOo+6TdoyiVXnVhXEIg5pwCta671KqbLAHqXUKq31UeBn4FWt9Qal1CPAeGAScAUYprW+pJRqA6wAPDXyPq31bqXUw8CnwECHfWWVUnW11heUUi3TnfcCEKa1bguglGoOuH6bdG8CsEZrPUUpNcHy/HXHAyztfhzoBqQAy5VSS7XWJzJ439eNJ1c/mavzryVd41rSNbTWtlzmAfUG8GU/53xnx0GLoQuGulznna3vANi+nP906Cen/d1mdnN6/tL6lwAY2XQkrSu3tk0yTM86Gfzlzi/btllrTqcfSBnx7wjA6EtPR5+29c/jVo/jnR7vUKdsHbrX6M6yM8tIMaew5vwaapepTZWSVbgcf5kdoTucPjOsrH1HTEoMvsqXUn6lAPclTosrrbXTQjdaa9ugUGxqLB/u+JAdoTs4HX06S33p9CPT+Xrv1y5rICw/u5zXNr7GW93fYnQL5yXZ/zr2F1N2TuGPW/+gY7WOefCuPJK+NA/6Uq8KkLOallCcONZt/mz3ZwRHBvNom0fz7Prpg2MwZpeD+8mH6bn7du2pZqq7YPuVDa/ABijjb/8SuSdsDwBbca2X6ujmOTczf/h8p3xHPx8/lo9cTkn/kny26zP+O/Mffw/9m8olK1MpsFKm7ye/pJhSSDWnUtq/tNv9qaZULsZdpEH5Bk7bv9v3Hb8c/sVpW1b+zt0ds/b8WluuXUxKjG37+Zjz9nxmy+dhqjmViIQIapWpZft7+CvoL1acXUFp/9IsvH1hpm3ILq11KBBqeRyrlArC6KCPAs0B68yvVRid9ySt9T6HSxwBApVSJbTWGdVV3IbROTqaDYwCPgPuBf4GrGVsagK2WWZa6+wkeI8A+loeTwfWk65TB1oC27XWCQBKqQ3AHcAneHjf2Xh9YeHYl64+v5phC4bx++Df8/1155+Yz/wT8zM9zl1qhScLT7n++3t327vZapejAXMGMOu2WbZUkXZV2nHwykFW3rkSM2aOXzvOktNLGNF4BGUDytKpeqccv1Zumcwmkk3JlPIv5Xa/WZs5E32GxhUaO21femYpb2x6w34dbSIqOcr2/O9jfzsd72mBMDCqXn2992sAp7t3l+IuERpvlDR0zH+3LiZmnSP02a7PKBNQhqNXj7JptNOAa56QvjRv+lKvCpCtf3zebNGpRSw6taiwm5HnsrIQQXrhCeG2VA6rNHOay+TFkYtGArD/gf28uflNhjceTq/avfAkJiUGfx9/SvqV5FTUKbaHbue+lve5PXZjyEZiUmLQWnNbo9tQSrHu/Dqqla5G68qtbcfd/9/9BF0LchqZSEpLouvMrkzoNsE2Mr5p1Cbe2/4eV5Ou8tstv9lWa7RKv+iCp33zTsxjVPNR/HvyX/469pfLsWvPr7U9dhwtsy7T/vHOj5l1fBaLbl9kK8vlWAIxvymlGgAdAet9/sPAcGAhcDdQ181pdwL7MunQAQYD/6bbNhf4HaNTHwbch71T/xVYqZS6C1gDTLeMSGC5nVjWzWu8qrVeDVS3fFihtQ5VSlVzc+xh4AOlVGUgERgC7HbYl9n7znOOk9281dmYs9nKHfZmYQlhTr8L61yeQfMGOR236twqAA48eIAPd3xIx2odaVS+EQ3KN6CkX0nbcWnmNHyVLwlpCVyOv0zjCo05fu04Px36iSm9p7gtqbYnbA/nY86jlGJYo2H4+viyM3QnSim61rBXiJi4ZSJLTi9xGeVtO70tgxsM5mDEQS7FX+Kfof+w9MxS1p1fx7I7lzlVUgHoP6e/rTJQehM3T7SNngddC+JM9Bn+OfaP277UmscMcMu8W2yPN4Rs4JUur7D8zHLGbxzPwhELWXJ6idPvtyBIX5rzvlQVl1HXLl266N27XVeqczQneA7/t+3/CqhForirW7YuF2IvAHBrg1sZ03IMTSs25Ya/brAdU8K3BMmmZP4e+jdtqrRxuYZjUPrBjR8wvPFw27aFty+kXtl6aK3pNMMYcelaoyv3NL+H2qVr89Xer2x5lEXJL4N+4dGVGd+lyMotSACl1B6tdZfsvL4lJ20D8IHWer5lWwvgG6AysAh4Xmtd2eGc1pbtg7TWp9xccz3G6EVpwBfoZO1slVJngS4YoxJ/YnSibwJLtNZtHNo0CBgAjAF6aK2DyIRSKkprXcHheaTW2iV3Tin1KPAMEIcxypOotX4ps/edE1npSy/GXczSBDch0rN+4b+3xb1Oo7KNyzfmVPQpJt0wiXua3+NynmNf+mCrBxnfdbxt25+3/knD8g0p6VfSlop3U52bGNNiDI3KN2LawWm2NDx32ldt75ReUVCy0pfuGLPD42i4I+lLC74v9aoAeeHJhUzcMrGAWiSuR3/e+ifJpmQeW/kY0wdPZ+xy55zw727+jmfWPFNIrSs4Bx484JJ75052O3WllD+wBFihtXZ7z1kp1QyYobXuZnleB1gLPKy1djtbydKpvwocAKYADbXWIy37zmJ06kOAL4GHgEM4dOrprvUtcEZr/Xlmox5KqeNAX8uIR01gvda6eSa/gw+BEK311HTbnd53TmWlLw2LD3NbRlKIvPLrLb/yxe4vOHz1MO/3et/ls/vnQT/z2MrHCql1BWfusLk0r5RhlwBIX1oYfalXpVh404QCUTQ5rq6YPjgGrovgGIzKFmUD3PVlOaeMf8C/AEHpO3SlVDWtdbhSygeYCPxg2V4BWAq84alDd6S1TlVKTQROKaVaphu5WIAxMrICqOXw2r2Ao1rrSKVUANAKI/8NrXVmtRIXAWMxPkjGYtzec/fere+vHjAS6JHR+85v7mpsC5GXHlnxiO2xu4Gt6yE4hvyJW6QvzZu+1KvKvGWUVC+EyDvuymTlgV4YuWr9lVEaaL9Saohl371KqWDgGHAJsC4j+CzQBJjkcI673DQbrXUi8DnGKIjj9lit9cda6/QJuI2BDUqpQ8A+jJw2z/dznU0BBiqlTmDM9J4CoJSqpZRyXJ1gnlLqKLAYeEZrbV3px9P7FkIIT6QvzYO+1KtSLBafWsybm98soBYJ4R161urJ1ksZVwxJ7/fBv9O5eudMj8tJ3pzIX1npSy/HX2bg3IEZHiOEcNasYjOCI4Ozdc6HN37IsMbDMj1O+tKCJykWotDMHTaXuxbfVdjNuK680vkVxrQcw/bQ7cwMmsnznZ6ndeXWRCdHs/T0UuJS4ygXUI7O1TvTtGJTIhIi6D/HtV58h6odCr7xQgi39j6wl05/Opdes06KE/nj8baP81jbxzh05RBf7PmCGbfOwN/Xn8S0RKbun0qDcg0I8A2gbtm6dKjWgSWnlziVmbPqU7dPIbReZIVXjSAvPb2UCZsmFFCLrm9tKrdxu/wxQKPyjVh4+0KuJV2jzyzjH3+/uv2cFinZeu9WygaUZXvodo5fO26rkXzgwQP8evhX7m52t0sJN0/61u1rW4nKG4xqPopZx2cB8HrX1xnTcgwKZavjOqHbBG5pcAvRydFMPzKdBScXML7LeCqXrMyETRMY3Xw0PWv1JNAvkOfWPkeyKZmFty9Ea+1SGzSrev7dk9iU2CxXr7CSUY+iR0aQi4/yJcqzefRmkk3JdJlh/DO6s+mdThUbVt65kpplagLw78l/mbTFKO16aOwh/gr6i751+zqVH3OnrH9ZYlNjGVBvAKvPr87w2OLk8baP2xZ0ebDVg7za5VWUUgyeN5iLcRd5odMLDGs0jLIBZfnfvv8xI2gGdzS5gwdaPcDIRSN5oNUDtKvajmYVmvHd/u9YeW4lfw35i/IlylOvXL0ctWn8hvEsP7tc+tJiwKsC5JORJ12WHRV5r1JgJZbcsYT1F9bz5uY3mX3bbC7FXWJ76Ha2h25n7vC5lPAtAUBEQgTTDk7j9W6v4+/jz5XEK1QpWcXlmtZyPo6dxovrXuRq4lWe6/gcHat35Gz0Wb7b/x1vdn+TaqWqkWZOI9WcSkm/kgRHBvPxzo85EXmCWbfNYu2FtUzZOYVWlVtx9OpRZt02i0WnFjEzaKbb91TSryTzhs1jyeklTD0wlb51+hKWEEblkpUp41+G5WeX5/j39XHvj+lbty8xKTEMnDuQR9o8woGIA7YFUQAqlKhAVHIUNUvXZOVdKzkQcQAffGhb1V76yLoMaoBvQJZfOyopihNRJ5zqiBYk6dSLnqz0pdZll0X+W3fPOuYGz+W7/d/xWtfXKOlXkrnBc4lLjeP7m7+nbjmjXKvWmk0XN9G7dm+STcnEp8ZTKbCSy51Td33pkatHuBBzgT51+1DCtwSh8aHsDdtru7WfZk4jMimSqqWqcjHuIu9te48uNbowtOFQvt3/LYtOLaJJhSacjDrJhzd+SExKjK12uzu/3fIbD694GDDuNlUMrEhYQhhjWozJUaUpaz++5/49BPgGoLXmsZWP8UqXV9gYspHv9n/n9rxDYw8RHBlMVFIU3WraCxaYzCauJV2jaqmqWW5DqjmV01Gns1RxIj9IX1rwvCpATjWl2urNCrvbm9xuW94ZwN/H37YGfU7svn+3LQDOK8vPLuda4jXGtByTp9fVWhOWEEaN0jVc9lk/SNbds85t0O7p+Fsb3sqyM8toV7UdU2+eyvmY81QtVZXT0adZfW41A+oNoGftnqSYUkg2JTtVe4hOjqZcQDk2X9zM02uetpX40VozM2gmo1uMdltEv7iSTr3oyUpfChkvSnO9err900w9MDXzAz1wHNEEWH/PeiqXrIzJbGJH6A561u6Z6zaO+HdElpdLzg6tNUeuHqF15dYuQfnoJaM5cvUI3938HTfVuQkw7kJULlkZfx9/l2tZ/7Ze7PQiX+39iiENh/B428dJMiVRLqAcYQlhzDo+i5vr3cyg+oPQaJJNyW5XIj0VdYrbF97O+C7jGdFkBCV8S3Ds2jFaVW6VrcGEok760oLnVVUsCqqIxebRmwvmhXJg1V2r+PWWX6lV2lZZhfd6vcehsYfYPHozN9e7mXnD7bfn7m1xLw3LN/S4BPL3A75n9m2zbc9nDJmR58ExwOAGg/M8OAYjL91dcAwwvouxQma5gHJZutaAegPoVbsXbSob5RxHNR9F+RLlaVu1LTVK16BnrZ683eNt24dcgG+ASym08iXKo5Sid53eHHjwgG00QinF/a3u96rgWIjMjGmR9//m88rGURuZevNUW8AH8FSHp9j/wH4+velTAn0D+W+kffL8kIZDqFOmDu2qtHN3Od7r9R7Pd3qeT/t8CsAXfb+gckljnQJfH988CY4B/hr6F6vuWpUn13KklKJNlTZu5/q81f0tapauScdqHW3bapSu4TY4Briv5X00qdCElpVa2o5tUrEJbaq0oV65enSt0ZXP+nzGrQ1vxdfHFz8fP4+fUY0rNObQ2EM82PpBypcoT6BfIB2qdfCq4FgUDq8aQTaZTXT4s0O+t2Xbvdvo8XcP23PruvWeBPgEkGLOu6VbRzcfTYPyDVxucQX4BLDnAeO2vfUWaaXASmwY5bxcsclsYsTCETzV/imGNjKWGd4fvp/pR6bb8s++6fcNN9a50dbBnYw8ScPyDfH18c2z91FcmcwmVp9fzaD6g2RiaCZk1KPoKUojyP/c9g+jl4y2Pb+r2V3MDZ6b76/rqGuNruy6vMtlu+MIbNvpbRneeDgf3PiBy3H3/3c/g+oP4oFWD6CU4kz0GabsnML20O2YtZkpvafQp04fygSUydf3URxprVlzfg196vTB39d9MC0M0pcWPK8arsrLYGVg/YG2ded3jNnhlI+XfgUxxzXo3elYrSM7Lu/I8Jj0No3aRO9Z9rrZ97e8nxlBMwB464a3AGhYviEBPgG0rdqWnw7+5LR8Zyn/Uky6YRI9a7mOSvj6+LLkjiVO2zpU60CHah1sH4r96vVz2t+kYpNstd+b+fr4ckuDjCe9CCFc3dPsHmYH2+9Ipa9dn9ndqVsb3Mqys8uy9Zrj2o/jhwP2NQFqlK7B5fjLgH0VswMRBwiJDaFZxWZciL1Au6rOo8AZpSvMGDLD6XnD8g2ZNnAa3Wd2JyEtQYLjDCilGFBfVmwURZNXpVhkd6GQ9COrjr7o+wUvd36Zf0f8Syn/Uvxz2z+2felHUd+/8X3ub3k/ANVKVmNYI+eahmk6zeX6u+5zHbFwlP720GtdX3M5pmetnnSp0YUSviV4tuOzVCvlXNP7nub3UKdsnQxfRwghcqNHzR5sGLWBhuUbejzmq35f8ffQv5nQbQITu9snaSkUC4YvsD0f124c9zSzf9F/ot0TTtexVmtwdODBAxm2r08d5zJajukH1hSn9lXbM7TRUJpWbEr/ev2zNCchq+QukxDFk3cFyNnsiCoFVspw/8NtHraVxWpdubVtu4/yYc3da2zPa5SuwevdXueHAT/w19C/+LD3h06jys90cF5+uFXlVgT6Bbq8nmPH7ThK/fOgnwusk72z6Z0F8jpCCO/w46AfqRRYyWO+6aGxh7i53s20qdIGf19/RrUYRbOKzQCjn3O8O1WuRDkm9ZjE74N/Z8kdS3iu43M81Poh2/70fWnTik3xUT4udbkd7/AoFE+2exIw5joUlJc7vwxkPiouhCiavCpA9qR15dbc2fROl9SInPJVvlQrVc2lU+5VuxfVS1cHjCAYjLzgrjW68n6v923Hfdn3SwCWjVzGX0P+okv1LrSs1NJpMpmv8mXusLlM6T2F7jWN9I4ZQ2YwbeC0PHkPnkzuOTnPZz8LIbzDp30+5cVOL7rdd3O9mwGYenPmVR7M2uz0fHjj4YD9LmDn6p2pX64+AA3KNbAdF+AbYAs8AVtbpg2cxrKRyxjeeDgVSlTgsz6f2e7klfYvzbMdn2VK7ylM7jkZgPnD5/NV368ybWdujGoxikNjD8nEWyGKqeviX+6U3lNoUL4Bk3tOtuXYWkdrKwVW4lrSNZfJIhmxBtq/3vKrx8l397a4lz1he+hdx8gjHtFkBP3q9WNn6E5qlTEqTNQpW4c6Zevw22DXJcF9fXxpXqm5U83F9lXbZ/EdCyFEPtDwaNtHebTtoy6T+Ma1H8eYFmOoEFjB1q9mxnpn7N2e7zKh2wS3d8p61DImRFtTyB5u8zD3tbyPledW0ru20b+W8i9FKf9STpPoJvWYxLDGw2hQvgGAbUIyGCPPTSs2zcYbF0Jcb7xuBHlU81GZHlO+RHnbaO2MITN4v9f7tK7cmr+H/g1A2yruZ2873uoD8Pf191h6pl5ZY5Udx1HmcgHlMp2QMK79OMB1IqAQQhSkCd2ytyqpj/KhQmAFAKfSkO7c0cRY0Kl6KeOOm5+Pn0tJRCtrH2sNhsEYSb6t0W0Zpp6V9CtpC66FECK7vG4E2V1NW429lN3O+3Y6BZ91y9alblljpaI2Vdqw/M7lVCxR0e21X+nyCq90eSVL7WhZuSVL7lhiC5Sz6pkOz7jk2QkhREGrUcq1frhjX/p8x+cJTwh3e2710tVZfPtij9UbHmj1gK0sWmbKlyjPspHLbMG0EEIUBK8LkN2pU8ZeySGzkmy1y9TOs9e15tAJIYS3ebzd4xnut6Y2uJPdScdSjUcIUdC87j6+Nc/McbU4KUAuhBDZ06NWDzpX78zcYfaFO4rLwlJCCJFbXjeCbF12UgghRM6V8i/F74N/d9pmLXsphBDezusCZEcLb19IKb9Shd0MIYQo1pbfuZyriVedquoIIYQ38+oAuVH5RoXdBCGEKPZql6mdp/MzhBCiqPO6HGQhhBBCCCFyQwJkIYQQQgghHEiALIQQQgghhAMJkIUQQgghhHAgAbIQQgghhBAOJEAWQgghhBDCgQTIQgghhBBCOJAAWQghhBBCCAcSIAshhBBCCOEg3wJkpdRkpdRFpdR+y39DHPa9oZQ6qZQ6rpS6Jb/aIIQQQgghRHbl91LTX2qtP3PcoJRqBYwGWgO1gNVKqWZaa1M+t0UIIYQQQohMFUaKxQjgH611stb6DHAS6FYI7RBCCCGEEMJFfgfIzyqlDiqlflVKVbRsqw1ccDgmxLJNCCGEEEKIQperAFkptVopddjNfyOA74HGQAcgFPjcepqbS2kP139CKbVbKbU7IiIiN00VQojrlvSlQgiRPbnKQdZaD8jKcUqpn4AllqchQF2H3XWASx6u/yPwI0CXLl3cBtFCCCEyJn2pEEJkT35Wsajp8PQO4LDl8SJgtFKqhFKqIdAU2Jlf7RBCCCGEECI78rOKxSdKqQ4Y6RNngScBtNZHlFKzgaNAGvCMVLAQQgghhBBFRb4FyFrrBzLY9wHwQX69thBCCCGEEDklK+kJIYQQQgjhQAJkIYQQQgghHEiALIQQQgghhIPrKkA2RUdjiosv7GYIIYQQQogiLD+rWBQ5wd1vQJUoQYsD+wu7KUIIIYQQooi6rkaQAXRyMjotrbCbIYQQxdbFl18hqEVLzPFyR04I4Z2uuwAZIHblysJughBCFFsx//0HwJUffijklgghRP64LgNkbZJ1SYQQIrd0SkphN0EIIfLFdRkgo3Vht0AIIYQQQhRRXhsgp166RPgXX6IlGBZCiAIVs3w5ptjYwm6GEELkmNcGyCEvvsTVH38k+dgxIv+ZRVpkpH2nUm7PSdi7D1NMTAG1UAghigdzQgIA0YsXk3rxYobHJp8+zcUXXyL0zTcLomlCCJEvvDZA1snJACSfOMHlyZO59NrrDjuNUWVTVBTJp8+gzWbiNm3i3JgxBHfrTsKePYXRZCGEKHLit23jeKfOxKxaxaXxr3H23jEux1z95ReCWrREm82YExIBSL14qaCbKoQQecZr6yAnHz8OQPTCRQCYHEeQLU6PuJ20sDAASjRtYtueePAQpTp3JvnMGUyRkZTq1KkAWiyEEEWLKTqa8w8/AsDF554HIC083OW48C++BODye+9Rsm07AJKOHiVm1SrKDRxYQK0VQoi845UjyAm7dtkex2/ZYjxwTKuwPLYGxwDJJ07ad/so0iIjOX3rEM6NuQ8wcprNMmNbeBGtteToiwylXAjJcL91tNh6Vy7q73+cUitil68AjDt5UfPmG+ckJ0slISFEkeeVAXLymTMu25IOHbI/PnYsw/NN0TGc6NHT9tycksLJ/jdzvF17IqZOxZyUlHeNFaKQHO/UmdO3DSvsZojixmGwIWrOHONLlqcvWj4+pF29yulhwwl96y0AjrfvwLHWbQj/8ivnuSFCFFPRixZx7Y8/CrsZIo95XYAcv30H5kwm2l375VcSjxzxuN8UFeX0PC08wvb4yjf/I/yLL1xGQMwJCVybPl1W6RPFhk5MJOXUqcJuhiiiEvfvd5tOkd616dM9BsjKR3Gi142256mhobbHV6dN4+KLL7n0mTotjQvPPEtKSMaj10IUFZdee52wDz8q7GaIPOZVAbI5KYnzDz1E+GefZ3rs2Tvv8rzTx/nXcmrAAKfnkX/8yaXx4522nbnnHsI+msKxjp0Iee45j5e+9OZbxG/fkWn7iqvE/fs5OegWTHGyBK0QxdnZ0fcS8vTTrjvSBcPhUz72fBHl3Jee7Nff6XnCjh2cHX2v8/U+/Yy4NWs4NWAg5x540OOgQ9zGjSSfPp3BOyjeUs6f50S//qQ6pAIKIQqOVwXIOi2P8to8lIFzFPPfMs4//gRBLVoSNXcuKSctI3GpqcSuWs2Ze0a51AHVWhM9fz7nH3oob9pZBIV98imp588Tt25dYTdFZIMpLo4rP0xDm82F3RThTbKQ4550+DDH2rYjdNLbpIaHOwW9Cbt2caJvP1IvuVbEuPDEk5weMjRPm1uURM78i7TQUCL+97/CbooQ1yWvCpCzENdmSeSff2bpuPhNmwAInTjJZV/SwYMEd+2GNpmI+PY7Evbt8/hhEb1oEUEtWmKKi3O7P/XyZbeTWlJCQoiaO9dj+0xRUSTs3u12n05Ly5cJWol79wJw+f33ndsSF0falStcmznTmKSjNQm7d6O1Jik4mIj/fZvnbfFWOiWFi6+OJ+X8edd9ZjNR8xd4HHXTWmOKjnbZHv7xx0R89RWxa9bkeXvF9St64cIsHadTU4maM4fQN99y2We6coXQyZMBSAoKcgmWzYmJJFrmmMSuXcvFl1/O9hc9c0JChn/75sRE4qwTvtO33WTKly+WqZcvAxA9d57z66WmYoqLJ2ruXFs6YMK+fejU1Dxvw/XAnJTk8bMwo33gmo4Jxt9K6LvvykI5XsCrAuSiyJyQwJVvv+XcvWNIOhpk2556+TKJBw4AcPWnn41tbuqGnn/0MU727UfEt99iionBHG9PXTg1YCChEycRs2wZSceDjdeLjyflwgXj3Ece5dz9D6DNZrTWtmL/AMfatOXyu+96bHfchg0EtWhJqoccRHNyslMQlhIS4tyRaM21P2eQfPIkScePE9ylKydu7E3Ye+9z5dtviV2+nHP3P8C5++7nzPARXPnuOyL/meVwutHe+O3bXV47LTKS2LXX7wh1/M5dxCxZwmVL0OAoZvFiQt98k6u//eb23Mtvv01w9xtsH75W1r8rney5UkvS8WCX84TIS/GbN7vfvnETScHBnLljJCf73+zU15zo24+zd99D6qVLhDz9DDH/LSN25UqXa4RN+ZigFi0BMMXEkHbtmm3f8U6dCXnmWa799Zft2uaUFJJPGxO+L0+ezIVHH7M9d+pLW7fhwmOPe3xPSUFBBLVoSdxm9wG2OSXFKbhNvXjRZUAkcs4cEnbtIjUsjGNt2xHcpQuhEydx8bXXSDp+nHP3jiH88y+IWbWKoBYtifjuO9u5WmvMyclEzZvvEsibU1I8tut6YIqL53iHjlxxM0qfevkyxzt0JPLvv92ee23GTIJv6GEMfjmI/GcWUX//w9Vp0/KlzaLgSICcz6xl4gDO3mXPez7Ztx9nR40mqEVLkk+csGw1OuZr06fbFiuxlqmL37yF4G7dOd65C1Hz5hkTYywuvvQyZ0aMwJyYyPHOXTg1cBBg1CEFiFu/gYjPP+d4p85G52styWQJSJOCgrj25wxSL18mYe9eouYv4MKT44x23tSH5FOnOP/II5zo3982enO8fQdO3TLYKIc3bBinBgwkesG/tjaZY2II++ADTt82jDMjbnf6naRdvWZbuMU64gzGh5A1IL/w5JMc79SZ8w89TOKhw1ybOdMWnF0YN46Qp592+oDzdhdfftn24W5n3DLRaWloSwlCU6xxFyIt1DWQjVm+nKg5xh0Hx8lSjtfKyJkRIzjZt1++TURVStVVSq1TSgUppY4opV5w2NdeKbVNKXVIKbVYKVXOsr2bUmq/5b8DSqk7PFx7vVLquOWYXUqpDg77ziqlNqU7fr9S6rDlcSml1EzLax9WSm1WSpXJ4nuqpJRapZQ6YflZ0cNxL1iufUQp9WJm79ubWe/MpXdm+Ajb4+DuN9gemy13RC48+aRtW6rl7z9q/gJi168H4NrvvxvHJyQQ3P0GTvTsRdSCf5360rD/e49jLVthTkzk9OBbOT1kCKaoKFs9/YivviJu0yaOd+pMgkPfFb91q3FXbO9ewr/8CnN8PKa4OFLOnSPkWWNOyoXHHuP8I49yetgwgnv2sgXbx9u151jbdiQFBxPUoiUnbx7gMo/m8qS3OffAg5zs09f5d7VxEwk7dtren7VW9ZX/fUvs2rXGe3r/A46370DoW28Rs3gxUQv+tVUPCf/4Ey489hgJe52DPG8W9vEntr7UHG/0l9Z+UZtMmC2LjKVeMvpId3dBko4HE2a5S5qcviqW5fM1z1I+c0D6Urd9aQel1HZLe3Yrpbpl9ppeu1BIUWEPfjN3ddo0qk+aRNhHUwCoMfkdt8eFvjXR7fbjHd0vaOI40ebkzQNottteJzqobTuwjF6EffCB2/NPD73N9vjU0NtoOGc2YIx0OJbDy+rSstHz53vcd/KmPrQ8FkT8Rvu/sfNjx2JOSCDsPee0jRM9e1Hh7rup+uIL+FWubNses2oVPoElKX1Dd1IvXSKgfv0stSs3UkJC8C1XDt9yeRu/mJOSiF68mJj/lgEQOnmy7U5D8smThH00hbgtm0k5eYqWx4LAxxI0a9dbvkmHD2f+gloTs3wFOjWVwNat8K9ZExUQQMrZs05t8i2TpT4tu9KAV7TWe5VSZYE9SqlVWuujwM/Aq1rrDUqpR4DxwCTgMNBFa52mlKoJHFBKLdZau4vi79Na71ZKPQx8CjiuYFFWKVVXa31BKZX+m8gLQJjWui2AUqo5kNX72ROANVrrKUqpCZbnrzseoJRqAzwOdANSgOVKqaVa6xMZvO/rmrtKRY617MM//phyg2+x9UmVxo617Qt57nlbEBP6xhtur3+8S1ewjOI6piTFrlxpG50+N+Y+mmxYb9t3ZvhwWxs8jR7Gb91qe3x6yBAazLOnyJ1zmKx4zcMdIHfCPvzQ7faQp5+h5bEgImfOtG0LnfwuOjHR5dhzY8YQ2KoV1V5/ndLd7XFD/LZtmKKjKXvzzaSGhuJfpw7KJ3/H1dIiI1G+vnnel2qTiWt//mn73cZt2my7c5YWGUnou++Sev4C8Vu20PJYEMrP1zjR5NqXppxxmByabiKqLddTa1JCQjBdu4ZvhQrGf3n8njIgfalrX/oJ8K7WeplSaojled+MXtCrAuTivuZBzH/LbIEQwOXJ9hQIxzrOWRG9aJHHfcFdutqfZDNvTScm5nvt3MhZs52eO97OTC9qzhxSzp4loFEjombNouYHH9jqrVrV+L93qXjPPZgTE1GBgai8SlZ3cGrAQPxr1aLJ2tzl8JpiY9FpafhVNL4cR/+70CmVIsohDSUtPNxp9Auw/SNQSnHuwbEkHz9Oyc6dSTx4kMCW9r7K5Xdg/dAzm7j4onOFlhJNmzgFHzoxEfIhQNZahwKhlsexSqkgoDZwFGgObLQcugpYAUzSWjv+cQRivQ2TsW0YHwqOZgOjgM+Ae4G/gQcs+2oC5xzaeTzr74oR2Dvh6cB60nXqQEtgu/W9KKU2AHdgdOBu33c2Xv+65Vgxw/HfSbyHXGInDikOp24Z7Pk1HEZ0Hf+NZJVjNaWM+rmcSn/XyV1wbJV09CiXJkyg4ujRRHz5JRVGj3LqbwAqPfoI1cePx5ycjPL3z5dg+USPnuDnR8vD2fvMy0zM8uVOFVcuPO6QFpOWRtTf/zifYA0olCLsk0+JWbyYMn37ErdlM+WHOkwO9XX+HVgHxbTZzKkB9rjRv04d6nzzNWdG3kmjJYsp0aQJ+UX6Urd9qQas31DKA645rel4WYpFMY+Q85A1haE4uvyO+5FzTxJ27SJqltGRpw+OAS6//Q4R//uW4x07caxlK07068/V33/n3EMPk3btmlM+oykqiiiHVJGgFi0J+/TTLLUj9dIlUsPCSAm5aNumU1JIPnECrTXx27cbE3o8pCiknD1LcNdutlH584886jbP2JPTd4y03W5NPHSYhJ07MUVHE7d2LaYrV5xuXTuW1gpq0ZKYJUsAuPT6BJfrpv/gN2fwIZtXlFINgI6AtSbiYWC45fHdQF2HY7srpY4Ah4BxHkY8HA0G/k23bS4w0vJ4GLDYYd+vwOuW25LvK6WaOrz2Jofbko7/WWtDVrd8WFk/tKq5ac9h4CalVGWlVClgiMP78/i+hchraaGhRHxpLBuePjgGYw2BuC1bjMVeWrUmqEVLwr/+mnNjHyL59Bmn3GlzcjKR/8yy5T0f79qNkJdeymJD0kiLjLSloWitSQ0Lc1q/QJvNHicmpoaHc7xLV4ItNbiTT550TYXIwLmHHyZ6sdEnJh06xLVffyUtIoKoOXNIuxRqmzcEoHx87ec9ONZ2hzT9ZP/UkBDOjLwTgNi162xzg/Kb9KW29/ci8KlS6gJG8O7+9pEDVVyWmu3SpYve7aEig5UpNpbgrpmmlQjholS3btT6eIpt1KnG5MnGJEaHfx+1v/6acrcMQmtNytmzlGjYEDA66mOtWjtdr0XQUY63a++xA6/9zddcfN5ICyvdswd1f/6Z4+072I73KVUqX0aU8krLY0GZHwQopfZorbtk59qWnLQNwAda6/mWbS2Ab4DKwCLgea115XTntcQYWbhJa52Ubt96jNGL0oAv0Mna2SqlzgJdLOf+ifHh8SawRGvdxqFNg4ABwBigh9Y601+CUipKa13B4Xmk1told04p9SjwDBCHMcqTqLV+KSvvO7uy0peC6+ijEFlRolVLar3/vi0YrDjmXmKWr8DkMGekynPPUu6WWwioX98pdUNrzbGWrQDwrVoFU8QVWh4LIrjXjZiuXrWdX7rPTcRvMAZB602fznmHFJrmB/Zz7v4Hsn3XNad8K1Vyem9Z4VejBmmWOTUtjh7J0ki89KW57ku/ATZorecppe4BntBaD0h/vtO1vCpAjokhuFv3AmqRENBoyeLrcrnm/AqQlVL+wBJghdb6Cw/HNANmaK1dvg0rpdYB47XWu9NtXw+8ChwApgANtdYjLfvOYnTqQ4AvgYcwRlBsnXq6a30LnNFaf26ZkFLWTTNf1VqvVkodB/pqrUMteX3rtdbNM/kdfAiEaK2nZvV9Z4cEyKIoqvf77169RoAnTTdvwq9KlUyPk740d32pUioaqKC11srIMYzWWmeYFO5VOcjFPglZFDvXY3AMxqh5XucfWjqtX4Cg9B26Uqqa1jpcKeUDTAR+sGxvCFywTCypj5Ffd9Zju7VOVUpNBE4ppVqmG7lYgDEysgKo5fDavYCjWutIpVQA0Aoj/w2tde9M3tYiYCzGB8lYwG1hYIf3Vw/j9mSPjN63EN7megyOwZj0nNekL3XtSzFyjvtYXq8/kGkFBe/KQZYAWYgCkXL2XOYHZV8vjMkc/R3yz4ZY9t2rlAoGjmF0dNZp/jdizLbej9EpP621vpLRi2itE4HPMUZBHLfHaq0/1lqnLwbdGNiglDoE7AN2A/PIminAQKXUCYyZ3lMAlFK1lFL/ORw3Tyl1FCNf7xmtdWQm71sI4QWSDh7Mj8tKX+ralz4OfK6UOgB8CDyR2Qt6V4pFVBTBN/TI8BghRO4137Mbn9KlMz0uJ3lzIn9JioUQRUezHdvxLV8+0+OkLy14XpVikV8LGAhRnAW2aUPlRx/h4ksvU3bgQGJXraL6W28R2Lo1pTp1tAVCDRcuxL92LZKDT+Bfqya+FSuSsHMnsWvXupRAykpwLIQoWKVuuIGEXbucytSJvONXqybVX3udiy++SEDjxqScOkWF0aMo1bUr5QYN4ljbdgDU/vILfMuXR5UsiV/FivjXqUNycDDxO3c6lZoDshQci8LhVQFykkMJGFF4Atu0cVqUovbXX3Np/Hjbam8A5e+6k7RLoZQbNowKd9wO2Ees6k2fTkCd2ujUVE4NvhUA34oVMVlWf6r326+U6tLF1hkFNGpEymmHwu3FUJN1a/EpVQqfsmVdK2IcOWykD/n62mZ41/3pJ1sdT5/y5W2ridWc8hE+JUqQeimUmBUrKD98OJXuN1ZzLNmuHX7Vq6P8nP/ZN1q6hOQTJwhs3gyAUp062vaV6d2bMr17G7VRv/iSKs8+67Eyh/Ae6ZckFkVDzfffI27zFmKXL6dEixb4lCmNb/kKYDJRqmsXKj/6KGDvS6u+9BJJR45QbfyrthVWHVV+/DGqPvccwT17YY6Lo84P3xMy7qmCfEt5ru7PP+NboQIBdWq73FFutGQxAY0aoXx8HAYG/nVZ7RWg6osvUqJFcxL37UcnJeJXsyaVLXnSJTesx7dCBZS/PyhlqyvfZN1a4rduo9ytt7pcL7BVKwJbtaLc4MFcmvAG1d94A3NCfN6+eZGnvCrFIm7DBtsSyXmlVPfuJOzYkfmBxVzzfXttK/H5lCmDOc5YgrPckFudFi9xp/yIEZS9ZRA6KYmwKR9T94fvCWzVytYBtTwWhCkunrSIcFtpNHfit2/HFBVFucH2wvzWazTbvo2UkIsENGiAbxlj9NKckoI5Ph6dnMzJvv1Q/v40XDCf+B07bKvu+VasSNUXnidhz15iFi92er2aH7zvcVXCzDTbvs1jOo8KDERbJl7UnfYDAY0a2T6cGi1eRImmRunH1LAw20IDjlUhrnz/PRFff2N77rgvNTwcc1w8flWrENy1G7W/+JxyQ4ZQVMltwaInK31pamio00IbecG/fj1Sz53P02sWRc127rBVU6ryzDNc+e47AOr9+gvnH3k0w3NrffoJPmXLElC7NiHPPkf1iW9Rpndvp75Ua41OTMSnVCmP10k8dJjk48eocJd9IRJbQLhgPlELFlB2wABKdeqE8vNDp6Vhio7GHBdnWxilwax/SD59hthVq4izLFvd8N8FXPlhGrHLlzu9Xs333yN0Ys7Wr6k2/lXCP/0s0+Pq/vQj/nXqcPpWo79rOH8ega1aGXeOfXxsAwstgo7aAtaoefOdauM3P7AfnxIlAKM2cuKhw5S/fQTHWrai2vjxVH70kRy9h4IgfWnB864AeeNGLjzxZJ6+boV7R7uusOOFWh4LsnWgTdas5uTNA6j74zTK3HSTMfLr709wt+6YY2OpOeUjAlu2JG7deszJSVR74QW313Ts1HMqfts2UD6UviHj8n3mhASUnx8qIAAwgs/oBQuo/OSTts7y7Oh7Sdy/n2bbt+FboYJTG5usXcO1P2dQbfyrkJaGTksj5dw5Aho2JG7dOi6+9DIAzffvQ/n4oAICSLt6lROWQvTNDx4gatZsYlevpv703zHFGSMD1mA+YfduVMmSlGztPDocv307ycHBVHrwQZf3lBYZaVtRr7iSTr3oyVKA7PDlLa849jHezKkv3biBkzf1odIjj1D9tfHG3RdfX0Kef5641WsIaNyY8sNuw79OXdCa8sNuc3vNc2MfImHHjlz1pQl79pAWEeE0AOH2uH37CGzRAp+SJQFjfYGrv/xC1WeeMUZMgYuvvErM0qU0mDMHnZxEqS5d7IMZO3cQ9uFH1Jj8DsrHB3NSEtGLF1Ph7rtJCw21BeDNDx4ArfEpUQJtMnGstVEFrMXhQ8Rt3MTVX36h/p9/EL91G6kXL1Jx1D0AJB45gk5MpFQX524lNTyc5GPHKHPTTS7vKenYMUo0a5bvy2TnJ+lLC553BcibNnHh8UwnJmYqsG1bW5Hx5vv3cbxDx0zOKHoC6tcn5ZxzpYFyw4YR2KoV4R8750A1P3gAn4AAohcupETz5gS2aOH2mhfHv0bM4sXU+ngK5UeMyLQNqZcvg8mEf+3aOX8j+Szim/9RuldPSnXunOFxKSEh+FWs6JJ7m3LuHCowEP/q1fOzmcWWdOpFT5YC5PBwTt7UJ9ev5Zhu5Q0BcmCrViQdPQpAhXvuIWr2bKf9jZcvI6BBA87cdTclGjeiVrq+1ura9OmEfTSFig88QI233sz0dbXZDFqjfH0zPbawXPn+ewIaNsw0AE+9fBmfkiVdcm9TQ0PRaWkE1JXFIt2RvrTgeVUOcm6V6tqV6hMnEti8ma0j9wkMzPL5JZo3J/l4dpYWz1jp3r2dlgf2pMrTT3NlqrGmQOWnxnH1+x/wr1vXFiC3OHzIKe/UGiA3P7Afc0ICPpZR10yDXoe16bPCv0aNLB1XmKo+/1yWjguoU8f99vr187I5QhQJKov/xj2p8vRTVB43Dp+AgCIRFJcdOIDYVaszPEb5+1Nh1CgiZ8wAoMGc2Zy9+x5UQAA133+P5BMnqPLUU06pDdYAuenWLSQdOkRAgwYANJw7J8PXsg1MZfHXXBxGPqs8lbXcZU+fC/41a+Zlc4TItaL/ry5bct6pB7ZvR/0//7BNVHLkeFurRDPX/ValOnei/IjhHvdnV+0vPnd6XjLdKKcqWZKWx4KcgrxSHe2j3U02rKf5vr0uk7Lqz5xBo//+w6dEiWzdwq/26iuUHTSIsgMyXJ1RCFHc5TIg86tWzfbF21GLo/aJ1KV63ODx/ID69an50UfZft0STZsAxsi1o9qfO/elpfu43oZvceggNSa+hX/t2vhVrUpAvXqAMaeg/PDhVHvlFZe83wbz5tJw/jz8KlWiTJ+sj7hXuPNOyg4cQJUn8zYlUAiRd7wrQM7hqEelRx+h4axZTtvK3HyzLU/VUaNFCynR0hgRqf5m+ltjikBLZQUrf0snC1D+jjvws9yKV5aJAmBMhAMo63Brqt7vv+NbtqxtAlajxYtcG+4w07zuTz/RYN5cAtu2BaWo/Nhj+Fevbssjc1Sqc2dKNPI8Wc4T/xo1qPPN1xlODhFCeIEc9qUlO3Sg0iOPUGHkSNu2ig8+YL+sQ+Bd/7ffKH/XnQBUGDXK6Tq+FSpQoknjDF+r7k8/UXnck5Tqbp+fUGHUaKMd7drSePkyar7/HnWmfocKCKDK08YIZ91pP2R456fJmtU03bTRqCpTrhw1Jr7l8diSrVsT2KpVhu10x7dsWer873/4Va6c7XOFEAXDuwLkHLJOPHBU97tvabZ9m4cTjB8lO3Wi6gvP27f7+KD87DlivuXL03DeXNvIQtmBA2k4fx4NZs+i2vjxADT6bykq0Ahiy/S+kSbr1tJ021bbpLRaUz6i6dYtlGjalGqvvOLcDocAuUzvGynZujV+FSvSMuhoppPahMiu80eucnjjxcJuhigIOQyQfcqWpfpr422TZQFqvPmm0124SmPH2oJaY7VbCGzZkprvvweWHFuf0qXwKV3G3pxSpWi8ejVVnnkGMNLKyvS+kWovvmirClNtwutObQlo0IAKd91F2f5GNY4qzz5L000bKdOnD5UffdQ22uzxV+DvT/OdOyg/PO/uCgohig/vykHOXdpchur//ZdtgkSNiZO4/P57lGjahJJtWlOmb1/O3DGSsv374WOZeFD7m68pN8go7VX15ZdJu3KFUt264VumNH6VK1OyXTtbfVoVYAnQfXxd8rBUQAB+lSoBRn3aFkePEPHFF1z9+RepVSoK1OL/HQCgzU1Fd9KlKGRZ6IOrvzHB9rjyo4+QsGcPZQcNxK9SJcrfeSdXf/iBCnfdhV/VqtT5fiqlu3WzTY613nnzKWW/M1b1xRfwKV2aSvfdR4yl/JhvBdfUMeXjg1/VqgD4V69Oo8WLufrLL1kqMSaEuP54V4DsoM7UqYQ8/bTH/apUKXRCAgClu3XL9HqOub2lOnWk0fz5tueBLVs6jZA037vHKQ0hsHkzGs6b6/Ha1V5+GZ/SpSl/29BM26F8fKj64otc/fkXpxFkIYTID1mtU5sTAQ0a0Pi/pbbnSimnyV5l+/VzOr7S2AfRKSlUdCiL6FumDNVeehGAckOHYk5MpMLtt2fp9Ss/+qgEyEIIt7wyxaJU166U7d+PyuM8T4Dwr1aNlseCaL53D6V79szT189ujq5vuXJUHz/ebaqH+xOMkWzfKpK/JoTIe9YqFqpUKSo/+ih1vvvWaX/6CWmVLas6lurSNV/b5VOiBFWffcbtBEAwBhAq3nOPU4qHEELkhFcFyLbSRJY84KrPPUeFe+6x7a84Zgy+VaoYTyxldorjhDOlFLU+nkKDv/8u7KaIIiopPpWQ45GF3QxRzFkr4JTuYV81MqBJY2p9/hllBw60bav2yss0XrWSyo9lvFJcUVTn2//RcOHCwm6GEKKI8aoA2cZaYtLXl5r/9y413nkbgBLNmtJ04wYq3ncfdb6fWogNzL3yI0Z4rM0rxJJvD7Dwy32kpZgKuymiOLIONjgMJLQ4fIga7/0fjRYuxLdMGer87xsqj3uS+n//BUBA3brFol5vemUHDHBb3lMIcX3zqhxka/m1Sg+NddpeYdQofMqUpdzQISgfH2pMmlgYzROiwFy9GAfY13YRIlvSBchgjCZXvPtup8OqvfhiATZKCCEKjlcFyH4VK7pdq175+Hhc414Ib1ZclpIXRYuPpQZ7xTH3FnZThBCiUHhVgCyEECL3lFIuK3kKIcT1pPgljAkhhBBCCJGPJEAWwhvlcCU0IYQQQkiALIQQQgghhBMJkIUQQgghhHAgAbIQQgghhBAOJEAWwgtJBrIQQgiRcxIgCyGEEEII4UACZCG8mawTIoQQQmSbBMhCCLe01hxaH0JSXGphN0UIIYQoUBIgCyHcijgfy8Z/glnzh+vy7UIIIYQ3kwBZCG+UB7P00lLNADKCLIQQ4rojAbIQwi2phCGEEOJ6JQGyEMItmd8nhBB5T2uNNksPW9RJgCyEF8uLLljJULIQQuSZtX8EMfXpdYXdDJEJCZCFEEIIIQrIsW2XC7sJIgskQBbCm+lcjCHLHUAhhBDXKQmQhfBCkhUhhBC5l5KUxtEtl9C5GWwQxZJfYTdACJF/ctWnS5QthLjObZ59gqCtoZSvUpLazSsWdnNEAZIRZCGEezJgIoS4ziXEpACQmmIq5JaIgiYBshBCCCGEEA4kQBZCCCGEyCdaa9b+EcSlk1GF3RSRDRIgC+GNLMWL82RiieQiCyFEjpnSzARtDWXhV/sKuykiGyRAFsIL2Rb3yGZ8HB2RQOy1JOeNkosshBC5pmS0oViRKhZCeLHsDiDPmLQdgEc/650PrRFCiGIqNwMFMshQLMkIshBeSOUyxSI5Mc3hYnnRIiGEuD7ZumHpS4sVCZCF8EY5TLGwcgqsZfRDCHG9y0Vwa+tPpS8tVvItxUIpNQtobnlaAYjSWndQSjUAgoDjln3btdbj8qsdQlyPrDnIOZ6jJx25EELkCRlBLp7yLUDWWo+yPlZKfQ5EO+w+pbXukF+vLYQw5DTFQpZVFUIIB7noErVZ+tPiKN9TLJSRDHkP8Hd+v1Z2hJ6KZv/q84XdDCHyhVK5G6rQGhntEFly7VI8Oxadli9VQnji4Z+G/Jsp2goiB7k3EKa1PuGwraFSap9SaoNSqlCmy8//dA9b5p7M1jlaa/mDFsWDNcUihyMXWmtJsxBZ8u+Xe9n931mSE9IyP1iI4ioXAwZmGUEulnIVICulViulDrv5b4TDYffiPHocCtTTWncEXgb+UkqV83D9J5RSu5VSuyMiInLTVBuTyYzJZPa4Pz46mfBzMW73TX1qHUu+PZgn7RAiP9nm6EkOsiB/+tKosATCz8VgStOW13DenxSfKiuHCYF9pDh9jC3jbUVbrnKQtdYDMtqvlPIDRgKdHc5JBpItj/copU4BzYDdbq7/I/AjQJcuXbL0p7Tip8Oc3BPOMz/0d7v/55c24ufv6/H8v97ZTkqSiXHf9cXX14fgnZcJPxvLjfc0BeD8katZaYYQhUr5eC5jkRSXypWQWKrWL0eJku67ALlT4l1y0pduW3CSvSvOe+xLZ75j1MwOCLT0p+ki5CXfHiDsTAzjvu2Lr58P549e5fiOywx8uHVO34YQhSc/6iBLLluRlt8pFgOAY1rrEOsGpVRVpZSv5XEjoClwOq9e8OSecAC+G7fW7f60FDNJ8alu9+1edpaUJBMAG/8JBmDVr0c5sPaC2+NP7Apj/cxjLPp6n4yUiCJJu7lZMnPydhZ+tZ/I0PhMzrP06tJ/X5f2rjDmaCz4fG+Gx1n7zKAtl7h6MQ6A0/siCDtj3Ik7vPEiSfGpLP7mAME7wgBY/9dxtv17CgCzycy6P4NY8dNhVvx0mNP78maEW4iiwtOAg4xDFG35vZLeaFwn590E/J9SKg0wAeO01tfysxFpKSZmf7iL0hVKuOyLjkigTMVAUpNN7Fhoj9OPbrpErSYVbM+vhMQ6nXdgzQU2z7GnVV88EcVdr3dBKahYozS+flJiWhQiW5k39yPIkHFenJFvb32S140TxcmlE1FOz7XWnN7vGsRa53Q880N/lk07ZNu+efYJjm+/bHsediaGIxsvAtDj9sbsXXGeo1tCbftP7gnnztc6U6NR+bx8G0LkTq7qIHvaLp1rUZavAbLW+iE32+YB8/LzdR0t//EQp/YanXnk5QSX/TMmbadlz5r0vLOJy77Vvx21PZ71/i6nfY7BMYA5TTP7A+OYNjfVps+Y5ghRWLJSxWLBZ3upXLsMoyd1c9mnNRIYCyebZgcTejKaVr1qsuHv4GydG3HePsAw92PnbLr4qGSX4+d9sofm3WvQokcN6rSolLMGC5GX8qHMm8THRZvXD3Nag+OMBG0N5ZdXNuXZax7bcTnzg4BzR66SlmJyu89sMvPHW1s5tTc8y69rSvU8+TAnTKlmDq0PkRqOxZBtoZBM/iSst8TTc6rYIikWAji4NoSI87GZBsee0ts8OWwZTU7v+I7LLPxqf5aucTE40mPqHMCcj3ZxcF2Ix/3p5XVfKoqvrCzysXnOCVb8dDjza6TfLp+tRZpXB8jZCS6zY/obWzI+wMMf/Z7lZ/lu3FpSU0xEXo5nyf8OsH7mcbfHJsWnEXs1iQ1/u9+f3ql94fzw3HquhNgDnuTEtP9n777Doyq6B45/Z9M7CRBC770XkSIgCoKKvaBiQSyvHX31/dl7L9gLdqwI9oaCqCBIb6F3QgnpvWfL/P64uze72U2ygYQSzud5fNy9bWdDcvbs3DMzZpKze10Ga+bt9etaLqt+S+Kfr7azfYV/Cb/d5uCtm/5i/9aKihnt0OxYlWYGArvdwdLvd1JWIlNC1QeH3cGKX/ZgLTO+eB3yLTz3Wd4khot68rtbKUZt7FiVxls3/UV+ZgkOu4MfXl7LT6+tq/L49L0FLJrlX693+t58pt++gKQNmea28lKbWZJ0cEeuWT/tr5zUIt666S/2bfZ/kPe+TVk4Ks24tGttukenSvK2HKxVdLKIIyfxz/3m+CdfqozDEluPaQ06Qf79vaq/0R2OwhzvW4IelNEr8tbNf5lBNWNfAct+MGqci/PKzKmRKtc228rtbF+ZaiaUFbMRVC8pMdN8HYD8zBI+uOsfs9fkt+kbWPqdd1AvyC4lZVee13aoqFV1DcKpyeLZRtnJT269Ppv/Pci8DzaZvUQ7VqSxZu4+ltXyA0b4Z/uKNFb+soeSgqp703wpL7Gx+vck87l2yDzIov7t8mNAXtKGTN666S+PHuLtzrt0WcmFZu+cexkHGL/D25an+qy1/+rJ5cx5x/eUna54uG+T8UXfbnXw/p3/mGV1309bw5rfvTsbSousVcZS1/adq/zrtNm7MYuf30jknVsXmNtSd+fx+7sbzVrvvIxifnhlLQu+2OrXNUXtlJfaeOeWvytmrqpFPMzYV+CZFEsN8nGpvgfpnZBs5Q4Wfmn0/O5JzGDJd7vIzygx93/+8DLG3dALAGu50esaEGjBEqBo3T2O3esyOP2a7gCUu02+n3mggPDoEMKjgz1eL/NAIVkHjRkJXLfWXTNvJK3PpO9prc1j05LyadauYtrpTx9cAhrO/29/fnh5Lf3PaMOwC73rsR12BxoICPD9nSrxr/0et0q11iilKMorB6A4v5xda9P585MtgPHBeMolnX0OZty2LIWEjjHENA33+Vq+uHpm2vRo7Pc5xxO71Zi/OzjU+JPNTS8mpmmYV62xrdKtYX8D8L/f7PAYKKW1BG9R4e2ba1c2UZd+fctIZPckZrD0+1207d2EpA3G33vKrjwiY0PNYz+8exFlxVaURdHzlBZsWJhsftF3l5VcRFayETP3b86mZbdYLBZlzu0MmLfUD2zLAWDbslRGTuxiXmPvxiza9qqINz+9to6MfQVccv8gvn52FX1Pa21OD3pwe67H6zvsDixVxNKkDZnmewbjrltAgMX8glCQXUrq7jy+fWE1ADkp3mNrXHavyyC6SShNWkVVeUxl+zdnU5BdStchCWitq50WtSHLTSs+pAU+dq/L4LfpGzj9mu50G9ockFksjlcNugf5WPD7uxs9kmMXs17J+RditzmwltnN0eGb/z0IGAlP0nqjd3jWUyv5+P8W89WTy/nk/n8pyitzbl9h9p5obXx7Xf+X0XOcsd+zV8XVa7L2j3189tAS85vtmrlGj8jaecbUTmUlNjPhzUou5J1bFzD91gXmhwUYg2sKskuBit5jl23LUnnrpr8oc+v1+ffripULS/LLmX7bArTW7FqTTvrefHJSi8g+WMT8GVv4/OFl5rHzZ2xmxr2L2b81m7SkfD763yK2r0w1bz+Wl9r4+fVEfn49kS8eXcYPr6z1/oeohd3rMrx+bkfb18+v4v07/wGML0RfPLKMdfONL0EHtuVUWQbjXoNckF3KB//9x+dxpZVWQfOYxeII1SArpVorpf5WSm1RSm1SSk1129dXKbVUKbVBKfWza3EhpVQ7pVSJUmqd87/pVVx7gVJqm1IqUSm1UinVz21fklJqUaXj1ymlNjofhyulvnC+9kal1GKlVKSf7+kS53txKKUGVXPceGf7diql7nPbPsvtvSUppdb587p17Vj4IP/r062UFFjZuqTii9zaefuY/UzFAOrSIitag8Ou2bDQiF/7Nmd7HF9eWvG7/vWzK/np9XVm/Pvi0WXmVHSuX/tf3kwEjLss7lzbM/YX8Nu7G8wYvMd5Ny/xr/1orSnOL2ebs8fbWmbnrZv+4p1bF/D35xU9v/u3ZLNrrdG77J4cu9r81k1/kZfu/BxRRvx2ydhXwJx31lOcX07ythxSd+eRn1VC+t58fpu+gVlPrTQTtN/f28BbN/3Fxn+SjbuMd//DliUHzZIsgJ9eX8ffn2/l80eW8u7tC339U/gtK7mQnNSqp5M8GlbNSeKdW/42n+9cnW5++Ujfm29+7lXufKj8J1CUW8bq35O8ymBc79d9UoCqEu366oRooLE0Tin1h1Jqh/P/sVUcN9V57U1KqTvdtvdTSi1ztmeVUsp7dHol0oN8lOVnlvrcnrKz4lbdr297BkxXz8eedRl0PqmZx76/Pt3i8bysyMa8DzeZz4vzykn8cz9LvvVcZttV8gHGrTxX4guwadFB8/GPr6zljOt7UpRb5jGtU2WunmJXiYd2aLSP+0xv3/y31zaX715czYX/G2hOEeVeuvHHh5v548PNdBncjLSkipUPc9OKyU0rpqzEhiVAERRcde+H1pqyYhuhEUEe23+bvqHK92W3O1BKYfGz9OVwZewv4I8PN3kE29w043HqbuN35EfnF4IugxOqvdaauXurXA7YYff8t9G6YgCJ3aZJ3p7j67S6ZgPu1lqvUUpFAauVUn9orTcDHwD3aK0XKqWmAP8DHnaet0tr3c+P60/SWq9SSl0LvAiMddsXpZRqrbXer5TqXum8qUCa1ro3gFKqK+BvDctGjMWS3q3qAOe88G8523MAWKmU+klrvVlrPdHtuGmA73v4okruizst+W4nS76riH3peytK0lb8ssfjvPV/H2DHqjSPba7Y4FJWYjNnL/IlaUMWcc0r7oS516luXnyQUy7pTOb+ArN++vJHTva6hmv6UVeJR0l+OQFBnn1bexIz2ZO4uMp27FmXSYf+Tc1B6647nGB88Vj2w26GXdiRoNCKlKAw2+iAWTVnD7ZyB0PO71jl9avy1ZMrAN+x9EgrK7GxePZ2ti6t6EwoKShn7vsbadm1EeffNYCvnzVmWOk1sqV38ur2PGNfgfnFLCLGc/pYVyy1BLh9Rrhdyn2l3poGUR+GhhhL7wP+1Fo/5+xEuA+41/0ApVQv4AZgMFAO/K6U+lVrvQN4AXhca/2bUuos5/NTq3tBSZCPY6l78v2abmnHSs8gX3mKOjAGe7i4bt1VZd4Hmzye+zNqfbWPmr2apOzKq7GOfPuKNJ/bP7jL6Cm95P5BbF58kF6jWtGklfFFNSu5kOyUIrIOFLL6971c9fRQImNDKS/xTpYrm37rApp3iuHCewZWe1xdWf7Tbo/kWGuN3WZEVV/lKZVnd9Nas2NlGuv+3F/ljCmAVy+Iew9yelI+P7y81mOfP9PI1ZbWOgVjKXq01gVKqS1AS2Az0BVwdX//AcylIqjX1lKMDwV3s4GJwEvA5Rjzt1/l3NccMH+Btdb+jZw1jt0CNU67NxjYqbXe7Tz2K+A8jPeNc5sCLgWOfqbRAG1xKy9yV7mWv/L8z6444859cN+ct33XObu8N9Wzh3bmE8urPR4qkvra+O3dDfQa1bLK/cX55cyfscXnvuU/GV8cTj63A2UlNorzy4lrHkH63nxKC62UldgIDA5gztvrufzRk4lNCKcgu5ToxmHVtumHl9dgCbRw7h39av1+DkXi/H0eybHd5jDvJhRkeXdUuXcagZEff/XkCrKSCxkwrq25vXLngq8E2dWDbLM6zCTcuGb99CA3xFiKERNPdT7+BFhApQQZ6A4s01oXAyilFgIXYCTDGnDVl8YAB6lBg0qQT7SaSffJ9xuqw52JxBWMNi06yAV39+f7ad7lFz++spbQyGDSk/K5btoIc/uOVWk07xjD/i3ZxLeLZr/zVm3KzjyWfr+TIed3xOHQ5vaImBCatomiOL8ch93BwpnbSVqfybl39KN1jzhy04tZ9sMuMg8UcuZ/evPVkyuIaRrGeXf1x1pmZ+eqNAad3Z7ty1OJaxFBbEKE1xyx792x0Kwzzk0r5pe3Es19SRsy2b/Fc80d92BclbJiK9kHPW+D/j59A217N/F5fGFOGVFxoT731RWlVDugP+DKGDYC5wI/ApcArd0Ob6+UWgvkAw9prWuas3E88EOlbd8AMzCC+jnAJCqC+kfAPKXUxcCfwCfOHgmctxN9FXjeo7WeX0M7XFoC7st1HgAqdyWOwOh58f52K44pmft9T514tG1c6Hs6PX/NenqlOS2ka8xKZTMfX05sQjg5qcVcdG9FJ8L2lamk7MjDZrXTc2RLclKKSHbWZf/z1XaGX9IJi0WRtCGL4JAAlAVadI6ltMhKWbGNzx9eCsDoq7rRY3gLykpsLP9pNwe25jD6ym7sXJWGBnoMb0FYVBCbFh1k4Pi2pCflExwWSOOWkWbHgsv02xYQEmGkQNYyO398XNHxc2BbDml7PG/WuN89cJXkAB6xs6Sw3CzXWPHzHnJSi7GW2oiJ9z2epjiv3KsHuq41oFjazJn4o7VOUUrF+zh2I/C0UqoxUAKcBbg+BO8E5iqlXsIoLx5Ww3tDHS9J5aBBg/SqVdV/2Bfnl/Px/1V9m0mI+ta0TZTXaPqImGBOmtC+yin9YpqGERQacMx+sFZ25ZNDiWlafe+Qi1Jqtda6ytrbKs6JBBYCT2utv3Nu6wa8DjQGfgLu0Fo3VkqFAJFa6yyl1ECMYN1Ta51f6ZoLMHovIoAAYIAr2CqlkoBBGL0Sn2F8eDwA/KK17uXWpjOAMcAVwFBX77Cf72kBRqD3CmJKqUuAcVrr653PrwIGa61vdzvmHYxe5mn+vmZV/ImldpuD6bctONyXEsJvoZFBPgdUVnb1M8P49e31ZB3wjpeRcSG079OUDQv8n/P6aDrlks70Pb11zQcisVQplau1buT2PEdr7VWHrJS6DrgVKMToMS/RWt+llHodWKi1/lYpdSlwo9Z6THWv2aB6kFN25h7tJogTXOXkGKAor7zK5Bggz8cgzhOVUioIY6XNL1wBHUBrvRUjqKKU6gKc7dxeBpQ5H69WSu0CulDRa+BuEpAIPIdR83thpf2znNsnVz5Ra10IfAd8p5RyYPRMbKmjHuQDePbitMLt9p9SKtDZ1iNT14N3aYEQ9c2f5Bjg0weWVLmvMLvsuEmOAWLi/etoOBQNMJamKaWaO3uPmwM+by9rrT8EPnS+v2cw4ivANRg10ABfY9RiV6tBzWLh75zBQohD9/1L1deoHypnne2HwBat9cuV9sU7/28BHgKmO583dQ5yQynVAegM7K7qNbTWVuf5Q3wMIPkeo1ZtbqXXHu4aMa2UCgZ64Kyj01qP0Fr38/Gfv8kxwEqgs1KqvfP6l2H07LiMAbZqrY/YJ7/HACMhRL349a319bKaXgONpT9hJLk4//9jFe/d9f7aYCTuM527DgKjnI9PA2osV2tQCXLl+YGFEHWvKK+c4vzy+rj0cIxatdNUxVRDZzn3Xa6U2g5sxQh0Hzu3jwTWK6USMWrfbtJaZ1e+sDutdQkwDbin0vYCrfXzWuvKb64jsFAptQFYi9Gj8q0/b0gpdYFS6gAwFPhVKTXXub2FUmqO83VtwG0YHyZbgNlaa/eRsJdREeSFEA1IPU0p2uBiKUZv9Vil1A6MWTOeA89Y6vStUmoz8DNwq9baNQPBDcA05/t7BrixphdsUDXI7lOvCCHqz9XPDPNroN6h1M2J+uVPLC3KK2PGvf8eoRYJceI6+5Y+tOvje0C0O4mlR16D6kE+lFVvxLElJCKQ/7wxijHX9mCEc9WqoRdUzL8ZGGzhjOt7Vnn+WTf3rvc2Hg0Dxret+aAqdBvW3ON571EtGTGxM6dd3Y1xN/TisodrnC/dS2BwgwodopL6uO0rjrwbXx/FrdNPM//GEzrEmPsCQwIYf2OvKs91reba0AwY1+aQz608oG7A+LYMu6gTo680Yml1P8+qWAKlnOlY1aA+5YJDT8wlMY8FPUa0AKBVt4pBpb2d8272Gd2K2IRwrnxyKGf+pzfRTcOY9PgQj/MtAYozb+rN5GeHExgUQNeTE+gzuhW3vDOaAePaEhETTLs+TfjP66fSeVAzLrp3IMMvrlgS+6ybezPorHa079uUyc8PN7e37+v7m3lkrH9T65x2dd1+SIz/T0UAbdLamJf5zJt6c8HdAwiNCKL78Oa07BrL2Ck9GOhMihM6xNC2ZxwA0U1CueWd0V7XHXR2O658cqjX9lbdYjn96u5c9H8D6TokgfPu6s/Iy7vSZ3Rrug9rQaeB8TRuGcmF/xvIqMsrltFt37cJ100bwa3TT/M5yX9QiPytNWS+5tgWR4YrLnTo39Tc1ra3saR1805GghsSHsgF9wwgKCSAMZO9Y9SZ/+nNddNGmAslNW4ZyQ2vjOTCewbQvFMMsc0j+M9ro+g4IJ4rHjuZk85uZ5475toehEYE0XlQM4+//W5DfC9E5JoqrSaBQXX7OzXqiq7mY9f89f3PaENsQjihEUFExATTcUA8J5/bnnE3VMTdQWe1Nx/f/LZ3LO18UjNu8bE9MMjCKZd05sybehMeHcxpV3dj6Pkd6T+2DT1OMWJpxwHxXPrgSYy9rod5XlhUkBlHfcXS+p4yUxy6BlViAf4tWnGimvjQYGY9teKwr9N1SILXHMw3vDqSYOcqTO/fuZBOg5ox/KJOLP9pN0Mv6EigjxXtXP9Wk58bTkSjQ5sLMutgIUop4ppHmNtKC618eM8imrSOZOKDRs9Jys5csg4WYbEoYuLDaNklFq01+Zml5hyblf3njVEEBgV4/E71HtWSDQuTOffOfpSX2EjellvlqOkzruuJsih2rEpj99oMRl7Whd6ntjKvd8MrIwkOq/7DRTs0KGOS+sWzttN/XFui4kLZtzmLotwy2vdtSlmxlegmYSilWDffWIK2y+AEvnpyOedO7W8ukOKvotwyQiOCPFbrys8qoSi3nCatIsnPKqFxC/+uKbcFjz0SSw9f79Gt2PC3/2MmA0MCsLkt5+wy/OJO5oqkLlc+OYSYpsa8ua5/g5veOpWl3+5i0Fnt0GgCgwI8vqS+f+dCykvtXPrASTRt42sigJrlZZRQXmLzOv+tm/6iaZsoLn3gJMBYaGnvxiz2bswiKDSACbf2JTe9mODQwCqnWb3k/kHEt41m+u0LsFsddOjflPZ9mvDnJ1sYfVU3QiOCyEouZMXPe3yeP+yiTgSFBJgrAHYc0JTxN/Zm9jMrydhXwAV3D6BF50bVvr+yYisoRVBIAO/etoCRl3eh54iWpO7JI213Pp1PakZ+VgkJ7Y0vIVuXppCbXkz/sW344L+LGHV5F3qNauX3z1NrTW5aMaGRQYRFVoyPKikoJ/NAIS27NCIntZjGLSWWHqskQW7ATru6G399upW4FhGcfUsfopuEsWrOHnNlpJpc+sBJZk13k9aRZO4v5KJ7B7Ll3xQ2L65YhObmt07FElD73oE9iRmUl9rpenL1SyQfim3LU2nVLdavSdhnPrGcwCALF94zkLSkfAKDLexJzOTkczsAUFpkRSkICQ9Ca421zG5+GQBI3p6Dw6YJiw4mIiaYsKjqB4sm/rWfxbN3cMs7o+tlRbpjiQT1Y4/E0tobd0Mv5r5vrOp52SODadwikh9fXcuBrf4twX7dtBF8eLex5kJAoAW7zUHf01oT2zzcYwrIm9489ZB674vzyykpKPc72aqN/MwSQiODPGJeVX58dS3pSflc//JIkjZmERUXwubFKYy4tDPKoigvsWG3O8yEsbzU5nHd3PRiSgutJHSIQTs0aUn5xDaPIMTZkWC3ObAEKDNupu7J488ZW7jskcEEHMJn0PFEYumRJwlyNUZd0dX8xhrVONTncpRHS8cB8dWuMnfu1H607h5H+t58mrSOwuI2Bd47t/yNw6GJjAuh/9g2LJq1g1bdYjnvzv5s/vcgf3+2lcjYEK55dji5acXExIehNWTuLyC+bTTLftjF6t/3ctrV3eg+rMWReLviOCVB/dhzJGNp41aRZB0o9FhAp3nHGFJ25dVw5pHTrk8TktYby0NbLMprLItrMYe8jBIiY0PMBNZaZuevT7ewc7URhy/6v4F8+4IxBWLr7rGMvKwrXzy6DIBbp59GXkYJYVFBBAUHGEsxNwljx6o05n2wiT6jW5ljLoTwRWLpkdegFgqpK+51Qq4E2d9v9dFNQsnPPLxEOjwmmOK8coZe2BFrqR1rmZ1eI1uSnVJkLnfZeVBFgnzlk0NZ/VsSLbo04s8ZxoI0rbsbNavxbaO9rn/z26MpL7FhCVBYy+1sXnzQrOdy3aZq2cWoJW7UzLjVp1TFtQad3Y6Q8KB66fkVQhzfgkICsDrLCc6/sz+hkUZ9qCvhdj2viXKWFh2Ozic1Y8fKNHoMb0500zCato6icctI9iRmsHDmdgCP8q7/vDGKjf8ks2NlOqm7jSS+4wCjFrjy6pFBIQGMu6EXo6+0oTHGwAw+pz09hrcwrxkQaGHohR29zo9uYjzuNCCeoovL6Dmi5eG9USFEnWvY9yRq4aL/q36RqrNv6cOgs9qZz113xt0Hm137wimcdXOfQ25DSHggwy7qxBWPnswpl3Sm/9g2nHxuB065pDONmoXToV9TTj7XGGAQ1biisD+maRinXd2dbkOaV3VpL8FhgQQGBxAWGcxlD59MI+da8Y3iwznvrv6MmtS1ynMDgwLof0abQyqrEEI0bO6DPfFRQTRwfDtzUJU7923jbujFVU8Pq/VruwbftujciMHntOf0a7oz7KJOjLyiKwPHt6NNz8ZENAqh16hW5sCtlm61q5YAC31Gt+ai/xtodorUtABVcFggIWGBKKU46ez2Hgn3TW+eSt/Tql5KWFkU/ca0kUGvQhyDpAfZKapxKNe+cAq56cUe22OahlFaZKVRs3BOPrcDeRkl7FiZhqtjI7pJRaIaHh3sc7nMAePasGbuvhrbcP3LI83HVa3PPnB8O9r1aUKTVlGMubYHIeF1/0/YqqvX8uZCCOFTbEI4OakVcTMkIogz/9ObZT/u8hiE2qZHHPs2Z9OsfTTXTRvBB3f/Q1mRzbzrdvatffjjo03kZ5bSqlusz1mJBp3djlW/JtXYpjHX9jBnB+g/1ve0Xp0GxhPT1BjUFhQSQHmpzWN/UGgA9kJHgx8nIITw7YRNkOPbRZOelM+oy7uQn1lqDuaqvBrfpCc8pyMbO6UHY6/twXtTF2KzOkApRl7WhW3LnbM6VIqlrnKNTgObsWlRMief14GP7jFG+o66vAtaQ5NWkez3c7CHsiiatDJGGfsqceg+rDlblqT4dS0hhDhcLbvEkpNazOBz2mOzOmjTszEWi/KYpgxgwu19PZ4Pu6ATf3++lSDnIC1lUZw7tT97EjMIjQjymovZFUs7D2xGeHQwoZFBZtlGp0HxZB0oZPyNvdm8+KDf0zi6ZmzwtVBD1yEJJM7fL9OHCnGCOiET5Gbto83g26RNVLVTt1TuPVBKgYKL7xvEnvWZWCyK3qe2oveprZz7K4495ZLO5uOmbaI4dVI3j2u5v27zTo0O9e14OO3q7nU+d68QQvgSGhlk3k0LjQgy46AvlWNpj1Na0OOUFnzz/CrnfuOOXb8xzh5ft8P7jK64blyLCCobd33FPLenXNrZa/+hGH5hJwZPaO9zikohRMN3wiXIlz9yMo2ahZmjjQ/19lnjlpE+p9RxXS+maViVZRJCCHG8G3NtDzoNimfRV8Zgt5pqdatyxnU92bAwmaatPeffdY/NR2OGB2VRfk1tJoRomE64UVbhMcFYAizm6Oj6Ki+rbvB1WFQQsQnh9fPCQghxBDRpHUlAgKXaWOeP6CZhDL+o0yEl2JVnlhBCiLrSYL8eu89h7OK+2lu9ccX4auYnmvLiiPptgxBC1JHLHhnMV094rsB5zbPDK+p8j+JU+pc/djI4jt7rCyEargabIPsqf3BPjutrgZTQcGOqorY9G9fL9YUQ4khq1NT7bldYVMWUbK5YejQmewgIsICUCAsh6kGDS5B7nNICm9V7zfvKEjrEkLm/sMZlgWsrNDKIq58ZRkRM3V5XCCGOpIHj21a54p0loCIbdnVGxMTXfdnYqZO6ktAxps6vK4QQNWlwCfLoK42ZItKS8qs97pRLOtNrZEtzrsy6VB/XFEKII2nI+cYKcHZbRQ1D39NaM/ySTh4D6PqMbkWLTo3MKdPqkqwwJ4Q4WhpcguwS3zaK8OhgivPLGXRWO6+SioBAi88yDCGEEBUCAi20692YpA1ZNG0b5XPqy/pIjoUQ4mhqsAmyUorJzw8nP7NURjoLIcRhOPvWvuRllEgsFUKcMBr0NG9KKQnoQghRBySWCiFOJA06QRZCCCGEEKK2JEEWQgghhBDCjSTIQgghhBBCuJEEWQghhBBCCDeSIAshhBBCCOFGEmQhhBBCCCHcSIIshBBCCCGEG0mQhRBCCCGEcCMJshBCCCGEEG4kQRZCCCGEEMKNJMhCCCGEEEK4kQRZCCGEEEIIN5IgCyGEEEII4UYSZCGEEEIIIdxIgiyEEEIIIYQbSZCFEEIIIYRwIwmyEEIIIYQQbiRBFkIIIYQQwo0kyEIIIYQQQriRBFkIIYQQQgg3kiALIYQQQgjhRhJkIYQQQggh3EiCLIQQQgghhBtJkIUQQgghhHAjCbIQQgghhBBuJEEGln8/my2LFxztZgghxHGtOD+P4rzco90MIYQ4bIFHuwFHU1lxMTkHD7D4q08B6H7KqUe3QUIIcRwqzs9j88I/Wfj5RwDcPesXtNYs+fpLeo8eS3TT+KPcQiGEqJ0Tugf5xxef5IsH/+uxLS89lWkTJ3Bg80Zzm7WslN/ffpWSgvwj3UQhhDjmzX3nVTM5dsk6sI9l387kp5efNbc5HHbmf/AWuWmpR7qJQghRKw02QU7ZuY3c1JQajtnutW3/pg0AzHr8PgpzsgHY8NcfbFo4nyVff1H3DRVCiGNYTupBclIPVntMaVGR1zatNQB2a7m5LXXndhL/+I05r79Yt40UQog61mAT5C8fvJsPp97gtT1562aWfTfL5zmbFv7p+XzB/EpHqLpqnhBCHBc+mnojH029sVbnJP4xB+1wAJC5fy/F+XmeB0goFUIc4xpsguyStG61x/OvHv0//p31GQXZmdjKyzz2/f72K2SnJFdsUK4obvSErJv7C39+NL0+myuEEMek1Ep33HLTUlnx4zeAW6h0mv/B2+xYsdR8/veM9wBwdiqTsmMb25f/W3+NFUKIw9TgE+Rvn33U5/b3brnW5/ZtSxZVe711c38xHzvsdvLS09AOB6t//QFrWemhN1QIIY5hlcdrfPP0Qyz6cgYHt28heetmr+N3rVpmPi7IyuTA1k1sX1oRX392q022lpcZvc5ak/jHHO8eZyGEOMJO3FksXF0ZleRnpJmP7VYrGfuS2PDXPJ/HfvHgf0nfs4vR19zAgk8/ID8zg9HXeJd1CCFEQ2MtNToEZj78P5/7M/buMR8nb93ErEfvrfJa3z/7GPs3b6CkoIB/Z33G9mWLueThZ+q2wUIIUQsNsgd565J/PJ7vWr3ikK6z9Jsv+fR/t5G5L8lje/LWzRRkZ5K+ZxcAeRnpAJT5GKhSH3avWcmvtRzk8veM93jtygvrqUXiWFFaVMjXTz5AfmZ6jccWZGfKnLWiWq464vqStnsnOakH2b/ZGBxdnJ8LQEn+kZkxKGXHNr579lEcdrvf56z65XumTZyAw+H/OUKI40+DTJB/fe0Fj+c/vPAES7+dyQ8vPlUn1//q0f/jvZsnm8+1Nj5ENi2sGNRnLS0l35k4F2Zn+bwFWVWALSsuInXXjipf//vnH2frvwvZsXyJ321e89tP2NxGkx8JdpuNNb/9jN1m87n/wNZNTJs4geRtWyqdZ2Xb0sXmKHjhv21LFrFv4/oqB6K6e+/mybxz45WAMZVh4h+/yc9cePjmmUc8nh/YuomSwgKWfP1FnXy5+vz+Oz0HADp//TIqdUocKlt5uc/Y6zLnzZfYs241Cz77wO9r/vvVZwBVxrX6kpeeWuUXltzUFKZNnMD6P+d6bNdas3/zBvm7PgTlpSW8dtVFfnWwFeZkm5/3ouFocAlyXrrv+TWXzP7CoyauLikfQ7K/e+4x3r9tCgAz7rmFrx79P6ZNnGAO8kveuplXLj/P7DnxOPfZx/jigbvQDgd2m5W89DQKsjO9jls0c0bdvpE6tva3n/h7xrv8PeNdtiz622v/9mWLAfjqEc9btP/O+pxfXn2OvYlrqr2+zWqtcSq/hqg4L5dpEyewa/Xyqg+q5QfiP198zPwP3mLP2lWH2TrRUJQWFbJvwzqPbbMevZe3r7ucpd/MrJ8XdQul2uEg++ABj93W0lKmTZzAtIkT+OHFJwGjvnnaxAlsW7rY63J/fjSdrx79P3JSD5KblsqBrZt8fkas/e1nv5uonVm8r7hfXzL2JfHB7dfz7+wvyDqw32v/we1GJ8Mf773hsX3HiiXMfvx+Ev/4rdrr+/pZnyjSk3ab5ULucg4mYysv49/Zn9d4jXdvutr8vM86sI9pEyd4DWoVx58GlyB//dRDR/w11/z2k/l41uP3GQuNbKlYaMS99MI1yM+VGC+a+QnTJk7wmDjfFew0mlcnXcAHt1/HezdP5rN7p1bbjk0L/2TdvDlmz2xBlndSXZtvuaWFhfz25jTKiosBozcmbfdOSgsL/QqmroE2iX/8xpw3p7Fu7q/V9jq52pafmQFASWFBtdf/4703+HDqDZQVH5nSlmOFq7Rn7e+/+NjrTIwrTyuA8e/x25vTfH4YFOXmAGAtK/Pa55KTklyvJRlKqdZKqb+VUluUUpuUUlPd9vVVSi1VSm1QSv2slIp229fHuW+Tc3+oj2svUEptU0olKqVWKqX6ue1LUkotqnT8OqXURufjcKXUF85rb1RKLVZKRfr5nuKUUn8opXY4/x9bxXFTndfepJS608f+e5RSWinVxJ/XrQuf3H3LkXopk/vv9Ns3TOLju24yE+LykmK+e+4xc/+uVcYXRFet86KZM4w7Um49xhv/NsaPlBUV8eEd1zPr0Xv54Pbr2ezjC7u7nauWs/z72eSkHmTaxAmk7d5p7rNbrQAc3L7V7/dlt1mZ994b5tz6BdmZ7F2/DmtpqUetdlVynLMrLf9+FjPuvpmD27dSmJ1V5fH5meloh4P8dGNMTeb+vdVef8WP3/DxXTf51ZaGpLy0hM/uvYNf36i6ZLGqL0Jpe3b57Jl39ThvW+b9he1IkVjqHUuVUk8qpdY72zNPKdWiptdscIP08o7yCk3uK/ABTJs4weuYsuIi/p1l3KZLcQbZ1b/+QGBwMCMnVcyukbnPM6ilJ1X+g1TkZ6azZ+0qyoqLWfTlDABimxv/7u/dMplbPpyJtbTEPOP926Yw9sbbSd+zi/yMNOJatWH1L99z7SvTKcrJJnP/XvqPPweAFT9+zeZFfxPXqg0nn38Jr13lWcPcZcgpbF+2mCmvvstHd/6Hyx5/Ae1wkHlgH43im7Fv43qP4//86B3+/OgdTptyE2t//4X2fQeY+1678kKvEpCNf8+rdvnvvevXAkZSFxIeUeVxNcnYl0R5SQktu3Y/5GvUN1t5OTZrOaER3rEk68A+inJzaNOrr7nNV1Bf+s2XbF70N03atuekczz/LbXD2StmqbpX7KM7/wPAf6Z/SmRs3CG9jxrYgLu11muUUlHAaqXUH1rrzcAHwD1a64VKqSnA/4CHlVKBwOfAVVrrRKVUY8BaxfUnaa1XKaWuBV4Exrrti1JKtdZa71dKVf5FmAqkaa17AyilulbzGpXdB/yptX5OKXWf87nHaDWlVC/gBmAwUA78rpT6VWu9w7m/tbOt+/x8zTrhSuaOKLf4VlrpC/L3zz/h0fEARhu/f/5xoCL2b12ykPgOHQkKDjGPqzyO5Lc3p9FjxGiPO1BFuTnsXb+WrAP7zOnrFn/1KQA/vvQ0Vzw9zUxUAb5+8gH6nnE2Qy+6jNLCAqxlZaz57ScGTbiAgKAgUnZso9epYwAjmd/w51yyDuznssefN0v02vcbyJ51qzn5goks/36WGUsn3HkvjRJasG/DOhI6dTEXsHKZ+fA9AFz7ynT2rF1FWJSZ4/DB7deRl57mcXzivF8Zc93NXj9ul+RtxpeK/MwMmrZtX+VxNSkpyKc4P4/GLVsf8jWOJFu58ZnjKvMrLymmKDeH2OYtzc9aXzFx/+YNzH78fk69+gYGnn2ex76K845q/6PEUu9Y+qLW+mHncXcAjwA3VfeCDS5BPh68ee1Er22unmWHW13bZ/fe4XXcy5edYz7OSUnm/VuneB2Tk1Kx6tV7N0/2mu/Z/TbcHuc80R/fVfF78tfH73ocv3jmJyye+YnX67hKJFyJU+Ifc9iyeIHXcZX95SwzyXHrhfZVH71v43p2r11Jh/4nmds+v/9OWnTtzqgrrzO3vXvT1Vz/xocUZmfRrGNnAoOCamyDu0//dxsAYdExdB48lLE33Far8+tT2p5dfH7fVCJj4yjMyebuWb+AM/BqrbHbrMxw9vRd99r7Zm+/Kz8uLy0BrQkOCzev+c/nH3l88UhP2m3W0SsfPc82q5Wt/y40n5cVF9VLgqy1TgFSnI8LlFJbgJbAZqAr4Bp9+wcwF3gYOANYr7VOdJ5XdbdahaUYHwruZgMTgZeAy4GZwFXOfc0B89uq1npbLd7WecCpzsefAAuoFNSB7sAyrXUxgFJqIXAB4BpM8Qrwf8CPtXjdBqdycgz4jEvr5v7Kurm/0mPEaHPb3OmveR1XufNi+n+u8jrGpSArg0/uudUraU+c9yuJ83712OZeTpayYyspO7eTkbQbgIPbNnvEcFf8Xf69MWbAFUt/efX5Ktvizj1uu1ROjl32b95A6x69zec/vPgkAYFBnD31f+bf/Q8vPMFlT7xIUEgIjRKaExwa5lc7XD79320U5mQzevJ/CA4LM78gHAscDjurf/2R4NBQVv78Hde99r7HF7KD27fy18fvkrZ7Bze9+5nbnV/vmOj6Mrbg0/fpMXK02zW2UF5ixGBfsVQ7HGxcOJ8eI04jILD+0i+Jpd6xVGvtPvI3AvN2a9UkQT7GuJdr1IXKyXF98ic5rq3vn3uclt16cMZ/7mDRlzNI272TtN07vWoGP7i9ImHuOnQEE+68F4fdzsqfviWuRStadu9JQGAgZcVFRDeJB4zkc/+mil7ukvw81s///YgmyEW5OZSXlhCb4Ptuz4rvZwMVvXkZ+5IoKTD+zvdtWMerky4wj3VfOVIphdaaN665BID/fuX581r183fmY/cvYj9Ne4br3/iA3956meStmznrtrvJ3L/X7FEDzy9x9UUp1Q7oD7gKrTcC52IkiZcAri6qLoBWSs0FmgJfaa09R+l6Gw/8UGnbN8AMjKB+DjCJiqD+ETBPKXUx8CfwiVvv7iIgysdr3KO1ng80c35YobVOUUrF+zh2I/C0s8emBDgLWOW8/rlAsrNHp4a3deKpvPqpu5rKKGqrcnLsj/Xzf6/TNhyO2Y/fz5ALJ9JnzJks+fpLs0Rl+7LFhMc0Mo+rPCbk7lm/UFpUyFtTLuPC+x6jff9BlBUXcWDLJtr1HUBAYCDZBw9QUlBgxqm/ZxidLDUlyMX5eQQEBhESHl7tcf4ozsslPyOdhE5dfO7f+Pd8/vn8I/O5tbTEHGhZWpBv9sqD55cl15+d6y7n7Z98jdXtc/Xf2V+Yj92nPFzxw9d0GzaS8pISvnvuMYZefDkRsXHMm/46BZmZDLvkisN7w36SWIo5sEYp9TRwNZAHjPZxvgd1OKNblVKXAI9hZO2DtdbuDbkfuA6wA3dorec6tw/E+OGFAXOAqdqPRgwaNEivWlXzACJfJQ1CuBt68eUMu2RSlb8r//3qZz67byqFWZmc89/7CY9uRERsLNuW/MOiLz+hrLiIHiNPIzctlVMmXknrnn0A2L9pPWFR0QSFhrJ3QyIdBw6mIDOD+A4d+evj99i1cindTjmV0sICxt00ldRdO/jigbsA40PI3fbl/7L06y9rrB08GiY98woJHTv7daxSarXWelBtru+sSVsIPK21/s65rRvwOtAY+AkjpjRWSt0D3AqcBBRjBN2HtNZ/VrrmAozeiwggABjgCrZKqSRgEEavxGcYHx4PAL9orXu5tekMYAxwBTBUa+05/Yrv95KrtW7k9jxHa+1VO6eUus75PgoxenlKgAeBv4EztNZ5rnZqrb0HF9SCP7FUa+3R0ylEVW7/5Gvzi3hl/535E7Mev5+AwEDG3TSV6Kbx2G1WEv/4jT1rV5GUuIbA4BBa9ehFYFAQZ9/xfwQGB7P61x8ARXR8PD+99DTXvf4Babt30OmkoWTu30vivF/pO/YsclIP0m3YSLKS9zPjv0YJiSuWOux2bOVlbP7nb7Yv/9ejM6S2ep8+jg2VZgg5FGOuv5X5H7xFZGwc/5n+aa3OlVh66LFUa31XpWPuB0K11r5XknMdd5gJcnfAAbyLkeW7ej16YHSrDwZaAPOBLlpru1JqBUYdyjKMBPl1rXX1Q2zxL6in7NzGlw/efcjvR5w4xt54u9eIbxelLGbJgT86DjqZ8+55qMqEIjA4xKsn//z/e4QfXnjCfB4WFU2T1m0JjYqq1fR9R8MlDz9Dm159/Dq2tkFdKRUE/ALM1Vq/XMUxXYDPtdaDlVKXAeO11pOd+x4GSrXWL1Y6ZwFwD5AIPAe011pf6NyXhBHUz8IoZ5gMbMAtqFe61pvAHq31tJp6PZRS24BTnT0ezYEFWuuuNfwMngEOAIswPqScdTO0Ag5idEYc8mALf2JpQVYm790y+VBfQohDdsrl1/gsnanKZU+86NHr3WHASRzcvpXQiEhy047dWY4mPvocCZ26EBgc7NfxEksPPZZqrd+utL0t8KuvNrk7rCpyrfWWKmpIzsPoni/TWu8BdgKDnW8qWmu91Nlr/Clw/uG0wZ3FElBXlxINXFXJMVCr5BiMATjV9bb5KnNxT47BGNyyf/OGYz45BmNwUn1QRg3Bh8CWygHddTtNKWUBHgKmO3fNBfooY3R0IDAKo9fAJ6211Xn+EB8DSL7HqPv16CpSSg13jZhWSgUDPXDW0WmtR2it+/n4zzUp+k/ANc7H11BFHbHb+2sDXAjM1Fpv0FrHa63baa3bYSTNAw4nOfaXlHOIo6U2yTF4l4TsXrOS0sKCYzo5BmPGq8oD3+uKxFLPWOp87n7b81ygxmlo6muYZUvAfbLGA85tLZ2PK2+vE5YASZCFOBJcA1Hq2HCMWrXTlDEVzzql1FnOfZcrpbZjBLWDwMcAWusc4GVgJbAOWKO1/tXrym601iXANIxeEPftBVrr57XWlUeMdgQWKqU2AGsxatq+9fM9PQeMVUrtwBjp/RyAUqqFUmqO23HfKqU2Az8Dtzrf11FzlEfgC3HC8GfV00MgsdQ7lj6njOnf1mOUeFQ/by5+DNJTSs0HEnzselBrXdWoal/dD7qa7VW99o3AjQBt2rSpoaWSIAtxpJQWFnrMjFEXtNaL8R0j0Fq/BnhPRWDs+xxjeqLqrn1qpefT3B6383F8EtDL+fhTjLtdtaaNkeCn+9h+EOM2pOv5CD+u5dVOf9U2lkoPshBHRn5GujlwvK5ILPV5/kW1fc0auwm01mO01r18/FfdlEMHqBgZCRW1cwecjytvr+q139NaD9JaD2ratGlNTUVJiYUQNbrjk288nl/1/Ou1voa/dXPi2FD7WCo9yCeCnqO88g1RC3fP+sWjo2D8LXfRsluPWl2j3G2dAnFsqa9p3n4CvlRKvYwxSK8zsMI5SK9AKTUEY8qRq4Gqi0FrSXqQjy2xLVox9KLLiIlPMKfQGXXVdZQVFbLsu1mHdM1mHTpxwb2PVjtnaUNy/v89zA8vGEvqXvzgU7Tt04/ZTzzgMSLbEhCIw25MV3T6lJv586N3ADj16hvoc/o4inJz2LZ0Ecu+n8Xkl94iKDSU/7zzCbmpKaz57SeatGnLHZ98w+/TX2P01ddTUpDP7++8ykX3Pw5KsfrXH4iMjaNdv4F8NPVGAIJCvBZYEg2IUZ4ojjV3z/rFnH0nJDyCDgMHe8y7XFvjb7mr2qnyGpIJd97Lnx9NJ75dBwacdS7t+w1i/gdveUzF5x5Le40ey8a//wAgvn1Hhl1yBU3bdmDLor9Z8vWXXPHUS+Z1g4JD2LdpPT1GjKbHiNFs+Xch7fsPwmIJIHmbMR1e8pZNLPjsQ3qdOoa2ffqbc1i36HzsLlB1ojvcWSwuwEhwmwK5wDqt9TjnvgeBKRgrutzpmqlCKTWIimnefgNu1340wp+R1/mZ6T4XzhD145KHn+brJx+kXd8BWMvKSNu902NA2ujJ/2HAmcbgNVdQn/r59wQEBDD33dfZvuxf7vjka96+YRIlzmWp2/bpzykTryIvI41mHTqTsXc3P017BoDAoGD+M/1TQiMjvaZom3DnvSilaNOrH+/deq25emC7vgNo2rY9K3+qKHMKi4qmadt2Xiv9VTbyyinmvJmhEZGUFhUezo+rWt2Gj/JYjCOhUxf6jj2LXqeOIWXnNoJDw2ncyrgpU15aQnFuLtbyMlJ2bKPP6ePQDofZ62ezWikvLvKY27SuOOx2SgsL/L72oUxNJOqXP7G0rLjI54JGon5c8vAzfP3kAwQEBdFjxGiUsrD+z4rErdNJQxl11XU0apbA/A/eIvGP35g87R0at2rNv7O/YNm3M7nryx/56pH/I2WnMW6+37iz6XP6eP6d/QVdTh5GkzbtKuY8V4qb3/2M8JhGXrH0tCk3ERIWTvv+g/ho6o0ecS80KprSgnyP5807djYXPPElMDiEYZdOMmNpQGCgOf9wfeg4aAi7Vi0zn0c0iqVdv4GMv/lOr2PtNiu5aakEBYewffm/DJpwAZn799K4ZWuUxYLDYaesqMhjpcKjRWLpkXdYCfKR5E9QL8zO4t2br6n2GOFt3E1T6TDgJGzWcj7+783YympeXKTLkFM45677SNm5jaZt2hMYHIy1tJS5775ObPOWLPt2Juf/3yN0HDgYMFZr27dhHYPOqf2oXV/Ll7557UTKiou48e0ZBAQGeiRs+ZnpfHznTUx65mWatGkHGEnl8u9nM/TiK8yV9lb+/B2dBw/jwzuu93g99zmJreVl5BxMJr5dBwBevuxctHZwywdfkpW8n7gWrXjv5mvMgN9v3NlYS0spyMowE/Ab355BeWkJgUFBxMQnUJCdyeaFf5F1YB8DJ1zAih+/YfzNU7GVl/P29Vcw4c576Tq0xpLU44IE9WOPfwlyMW9ee+kRalHDEd00nimvvofDbuPrpx4iZXuNA+UJj2nEze99TnrSbmLimxESHkFuWiof3nE98e06kp60i7Nuv8dc/dJus5KXnkZci1bVX9iH8pJi8tLTPJaTXvPbz/w9413OvuN/tOnV1yOWlhYV8ueH7zB68o2ER8eY25O3bqZ5l67mzFF71q0mrkUrvn3mEY/luG/7eBYh4RGAsZJd2u6dNO9kzMz1xuRLKS8p5o5PvuHg9q0079KVd2680vz8iWmWwNXPv05ZSbG5NPe1r7xLQGAAOSkHadO7LxZLAOlJu0mcN4deo8fy7+zPGX/LXYRHx/DKFefRb9zZnD6l6iW2jycSS4+8BpUgF+fl8s6NVx6hFvk24c57/V4m9EgYe8Nt/PH+m17br33lXXasWEKLzl3NhS7AWNlt0cxPUEqZt5cARl05hdz0NHNZ1cuffJEWXXzfGtJak7JjGy26dKvjd1MhLz2NjH1JdBp08mFfa8WP37D025mcfN4lbFw4n+tf/6DKYwuyMynJzzcTZjA+RPasWUlW8gGGT7zSHOA0beIEwqJjuOX9L6q6XIMnQf3Yc7z0IA8650KPFR+PtlMuu5rFX3mPL5r4+PNk7d+LtbSUnqPHEhZpTOValJvD72+/QmBwMKWFheZS2cMvvZJ/Z1eMg5pw5310HXqK13WTt20hvn0H7OVWQiMj6+ld1a0tixcw542XOH3KzSz84iNu/3h2laWPOSnJHNy+1aMOuqSwgCWzvyA4NJShl0wyOzO+f/5xlMXC+f972O+2WEtLCQgOajDTv0osPfIaVIJcUljA29ddfoRa5G3Kq+8S27xlvazmd/mTLxIZ14T3b722xmP/O/Mnj0E2ldvj70po/3w5g5U/fuPRe+G6VuWV34S3/Mx0gkPDj5sPt/ogQf3Y408stVmtvHblBdUeU5/Onvp/dB48jFcnnV/n1x5y0WUkdOziNRe5L1M//95M0sA7lk58/HladetZ43U2//MXv731MsMvvZIhF13mcS2JpcIfEkuPvPoapHdU1OU3xU4nDWXnyqV+HdsooTknnXsxsc2NKZ2veektLAGBfHzXf6o97+w7/kdJYQF/fTS92uMAs7e256gxbFo4n2teeouyoiLWzfvVo3YVqh6Bfvp1t9CmV1/iWvg39fTwS6+kXZ8Bfq+aJjzV9dQ9Qhwp7klhbUU1bkpBVsYhnduqey/a9O5Lt2EjAbju9Q8oLymuqJ2twsgrp9Cya3dmPvw/r30hERGUFRWZz4ddMgmlFKMnGwNOOw8exoGtmyjKyWbhZx96nFvVz2HCnfcR27yFx52k6nQfMZqIRnG06d3Xr+OFEEdfw0qQAw89QW7Sui2Z+/eaz8+750GsZaU47PYqbzXe7Lx17l6b5boWVCxnXNXSxd2GjyJ153av7cMnXkVZcRFlRYVExjWmz+njzX3jb7mT8bfcaT4PDAkhKXENpYUFgFHiUdkVT0+jICuTLicPr+rt+xQQGOiVHI+4YjKOehxgIYQ4vsW2aOmRIP/3q59RSpG6awdfPHCXz3Nu+XAm9vJyIuMae2xv1MyYgv/SR55h9hMPENm4CYVZmV7nD5pwATZr5TUJjNcGQGtW//oD7QecZJZADTjzXPO47sNHsW7eHI9zT7vWu4Nj8rR3SNm5zWdJRHWUUrTt089j2wX3PupRryuEOLY0qAQ5IODQ305Uk6YeCTJUTGUV3bQZ+RlpXudUTowr63P6OPqcPo4961Yz542XzCTWXaPmLQDjlmK3YSPJS08lukm83/OQNmvfkVs/nMm/s7/AbrP6HNzVvFNXc2DE4Rp83sV1ch0hxPEvLDrGnIHGxVIpdrkS0oSOnWnfb6DPGQ9cdbtVad2zD3fP+oX0pN3MfPh/Xsu3K6XMO4jKYuG/M3+i0gE1DhDufdoZlBTkERXXhNy0FPqP914+vnGr1uZsMoerw4CTgJPq5FpCiLrXoBLkmpLKkZOupcfI0/jzw3fYsWKJx75mHTqxZ61Rl9fz1DEe+6567jV+f+cVdq1afkjtat9vILd+OJOMvXtY/NWnFOXmmAPjQiMiPWrQYuJ9LVpYs+GXTjqk84QQwpfgsPAalxQfeNZ5XgPXAoNDzMeV70Cdc9f9LP9hNsu/n31IbYpv14Gpn31L5r4k5k5/jYCgIKKbNgMqEnP3GRpqIyAwkKEXHb0xLEKIY0vDSpCV4r8zf+Lly8/1ub9dv4FENIqly5Dh7FixhCmvvgvA5/ffRa9Tx9KmZx/CYxrRuJXnUqyhkZHmrb7WPft4LNJQG03btueCex89pHOFEOJIun3GbL595hGSEtd4bL/5vc/N2YJcX/QvefgZykuK+fGlpwgKDTVXZ6xcoxsUGkqcc7rGw6lVbtKmHZOeecVjm7JYmPj48x7TQQohxKFqUAkyGEHS16ION7//hVkS0W34KLoMPcW8JXf7DKM3Iya+WZXX1Q5jto+OA0+m37izyT6wvz6aL4QQx4yASoPU2vbpT3hMI8ZcfwvFeXm06NKNu2b+iMUSgMNh5+QLJjJwwvnVlkxohzEeo3WPXvQ8dSy716yos/b6M6OEEEL4o8ElyGCsBDTnDWMZyCmvvUdU46Zeo5FrO+NF//HnsGvNCroOG0FkbBwc/vS7QghxTBt7w21maZn7AjZ9x55lHuOKpRZLAKdcVvMS8B0GnESjhOYMPv8SGrdqI7PkCCGOSf6NBDvOdD/lVLMuTSnLYU1Z5NIooTnXv/6BkRwLIcQJwChJq92MDTUJi4rmutfe9yplE0KIY0mDTJABnAOn4ThZCEUIIY5lx8uiUkIIURcabILcru9AAILDw49yS4QQ4jhm9jYIIcSJo0HWIAOMnnwjJ517UY1zFQshhKjayedfQsqOrbTt3e9oN0UIIY6YBpsgBwQGVjsrhRBCiJrFt+vAjW99fLSbIYQQR1SDLbEQQgghhBDiUEiCLIQQQgghhBtJkIUQQgghhHAjCbIQQgghhBBuJEEWQgghhBDCjSTIQgghhBBCuJEEWQghhBBCCDeSIAshhBBCCOFGEmQhhBBCCCHcSIIshBBCCCGEG0mQhRBCCCGEcCMJshBCCCGEEG4kQRZCCCGEEMKNJMhCCCGEEEK4kQRZCCGEEEIIN5IgCyGEEEII4UYSZCGEEEIIIdxIgiyEEEIIIYQbSZCFEEIIIYRwIwmyEEIIIYQQbiRBFkIIIYQQwo0kyEIIIYQQQriRBFkIIYQQQgg3kiALIYQQQgjhRhJkIYQQQggh3EiCLIQQQgghhBtJkIUQQgghhHAjCXIlxRsyKdmcdbSbIYQQx7XSHTkUrU0/2s0QQohDckIlyAUL92NNK/LaXrY3H2uqsT37iy1kfbrZ6xhrZgll+/LrvY1CCHEssKYV4Siz+9xXuDzFZzwsP1hobs/8cCM5s7Z5HWPLK6N0V26dtlUIIepag0qQtUOT88NObFkl3vvsDvJ+SyLtlTVe+zLeSSTtVe/t7tJeWkXG24l11lYhhDhWaYcm7ZU1ZH26yef+3O93+oyH6a+vrTFOpr2yhsz3N9RJO4UQor40qATZerCQomUpZH259Wg3RQghjntlu/Lq/Jq61Fbn1xRCiLoWeLQbcCxxlVm4K1qThgpsUN8jhBCierp2h9sLyrGEB5nPrenFXseUbM7CXlB+uC0TQogjomEmyFqjbQ60XWMJCXBu8zzEUWoj7dU1NJ7U3dzmq8wiZ/b2Kl/mwAOLiBjcnNjzO9VJs4UQ4thQETBtOaVY04oJ6xbn80hHuZ2Up5cTcXKCuS3t5dVex/ka2+GS8sJKguLDaTK552G0WQgh6k7D7BpVitSXVnHw0SVVzkhRlpSPPbeMzM+qDto1ckDRspRDP1+Io8heUI69yHq0myGORW4dCmmvrSVrxiZs2aW+Dy03BvIVLU895JezZ5dSujUbrWvZdS2EEPWkYSXIbrHVnlsGQN7cJEo2ZnrXJTuMgx35h3/Lz1dpxrFGW+0yclx4SHl6OSlPLjvazRDHIrdY6qoZTn9zre9jHYf2Er4GU5eszzy0ix1hUioiRMPXsBJkJ2tyoflYKcj6fAulbj3JJVuzq73dB5D52WbS3lrntf3AfYvQNs9PhLRX15DtnM6obF8+RSsrelIcZTbzeO3QlGzOQts1WZ9vpvxAQa3f26HK+WEXme9vwJrhXRsojj+2vLIqe9u01ffUXEL4z/t3y1FsJMruv3f58/eS8szyaq9UsDiZzBnes2GkvrjKq1Y5e+ZW0pyJuDW9mIJFBypev9yOo7zid7tkazba5iB79jZKtmb78Z7qRnFiOilPL6csqeYBjLasEo82i4Yp8+ONpL686mg3Q9SxBpUg+0oYrKneCWGWj2BdWemmLKz7fSewJRsyvXo/item4yi3k/F2Ijnf7jC3H3x0qdnzUrQ8haxPN5P/515KNmaR8eFGABwlNrS1Iuku251rBnyttV/zL1vTi6sNxK4PIkeJ7xHkWmsKFu7HnldGydbsKuc/FUefNbWI1GdXULTUu7yn/GAhyQ8voWSj0RNXti/frw9ye5GV3Dl70PZD7A4UDUpVlQ4lGzNJvn+x+Tx//r4ar5X3y25Kq0hg7bllXmU+1gNGB0fay6vJ+3UP2nm37+AjSzj4hHHHo2x3HlkzNpE3by/Fa9LNmO4os3nEwfLkQooTM8znpbty0fbqyzhsWSU4iqsuPSrbY8Rj68Gq7xwWLkvBmlZE6ouryP5iS7WvJ46u4sSMKkvNSrdl+/UFp3RbDrZ07zsi4vjWoBLkqpK/upY9axvpPnqXDz6yxHyc8+0OCpceBIwkvSwpj9xf9wBgyzT+kLSzvQcfX0r62xXXy3hvA1kzNqG1JuvzLWS8nUjx+oogX5nWmrSXV3v0imutPb8wuB5X8dlgyywh77ckUl9dQ9aMTeR8t8PrmJKt2eTNTULbHOT/vd+rJ10cGa4vZ6U7crz2ue6elGwxEpKMtxPJmL6+xmvm/bqbwn8OULJJVpEUVcv6vG6TvcxPNpH3626f213y5yWR97sRO3HGHFdCY6/UUXHw0aWkPFXRo53+xlqyZ26lPKWIvLlJZL6/gfz5e6ttU+qLq0h7rWLAtlcsVeaOKq+R+8NOc8790u3ef6dl+/LJ+X4H2qEpWHgAh0x9d1TY88vJnrmVLB9jkayZJWR+vMns8MqevY2DfpSkaYemaE1ajV/ExLGvQSXIrsTzSHDdbqxK0cpUcn/cZT7PmL7eDO4OH99WrSnevREZ722g1Jmw2DKcSbWvHj7n32GZs8bYUWoj+f7FJN+/2Lzd7uqVsWWXmr0j9oJyUl5caZSNlBrHuZJ2W1YJ5fsLPD4YsmZsouDv/RQsTiZ/bhKFSw9SfqCA9OmJZg+4tmscxVZKd+ZSuCIFe345aa+t8ajTdg0Oc5TZyJ2z2+jVsdrNkpPCFSnkL9jPgfsWkTVzK+UHC81epNqq3NPvKLcf//WDrh+FUt77XNt8fHhrh67yi5YZzKsJ6truOOR/B38opVorpf5WSm1RSm1SSk1129dXKbVUKbVBKfWzUirauX2SUmqd238OpVQ/H9deoJTappRKVEqtdD9GKZWklFpU6fh1SqmNzsfhSqkvnK+9USm1WCkV6ed7ilNK/aGU2uH8f2wVx011XnuTUupOt+0vKqW2KqXWK6W+V0o18ud1D1s9/jt7sGuK13gvR126paLHuWDBAQoWVJRaZHywgdyfjNjqK0fVPnr80l9bQ8Hf+wGwptVcZmbPM2KEtjmMWPpwReeHK1aW7SugZJvRTke5nbx5SZTuzPW+k6mNuOu+PePtRIqWp1K6JYu83/aQ+9MubNmlpL251qs3s2yvUbZnzy8j/Z1ESnfmer9nu4O83/YYZSd2hxG7HZriDRkUrkjhwH2LSH97Hdb0Yo+7lYdD2xzY8srq5FpHi+vz1DVmyWOf8y6qzXn3tXhNus/P7sqK16STM3s7hYuT67CltSOx1GcsvcS5zaGUGuTPazbMad6Oce6T76e9UTHwxV5QjiWyYi7R8j0VxznK7By4z/i9azKlF6FdYo1gZ9cENg41DnLmRu63PQv+SSZqVCvzec6sbeQArZ4bQfbsbdizjJHpub949uJYDxSS/tY64iZ2Jbx/vMe+4rXGB1rhomTynL3ixRsyCIoPp/Dfg+Z+gPzIvTgKrWTN3Erjy7thzy8n8yOjtCRicAJFK1Ip/KcikMRe3IXc73aaz0sSMyhJzCCkSyxNp/TCUWyleH0Gwa2jCW4ZSfmBAsoPFhI5uLnXz7l0Zy6ZH2wg7rKuhPcz3kPGO4lYU4po9dwIr+OPZWV787GlFxNxUkL1B5q9W967kh8wbo2X7yug0YQOnqdZjBOrm0Ug+cF/CevdxGNqxDpmA+7WWq9RSkUBq5VSf2itNwMfAPdorRcqpaYA/wMe1lp/AXwBoJTqDfyotV5XxfUnaa1XKaWuBV4Exrrti1JKtdZa71dKVX6DU4E0rXVv5+t0Bfyd/uM+4E+t9XNKqfucz+91P0Ap1Qu4ARgMlAO/K6V+1VrvAP4A7tda25RSzwP3Vz6/PtjrYPByfSlzSxDdv3i79wLaC8oJiAr2fQGHJv2dRAIig4i9pAuW0EDKkvIoWpVGo3M7ehxqlmfYHBSvzyC8T1MzvrliU6vnRpA/fy+F/yRT8Nd+ny+Z+sJKYiZ0IOqUlh7b8+YmGa+zJh1rahHWg0Xkz00ifGAzAqKCyft9jzlw0RIdjCO/nMwPNtDsrgE4im3kfLsDFWwhYnBzChYegIUVXyRc8dWlfF8BaS+vRgVbaPnEcBzldgr/TSaoeSRh3eJwlNmwZZYS3NI7X7EXlpPy1HKPWJo9exsl6zNp+fQpqAAfX9aPUfbCcqypRYR2csuvfIW9au4UFCemkz1zG3FXdCO8T1OPfa4k+ih3xEgs9Y6lG4ELgXf9fD1JkI829wGFKU8vJygh3PdxbgP6SjZlmkmmB2fHgPs31/w/9pL/h/ctxaI1aZTtyDWfl+/1XedcnJhBwT8HPHpibc4eGPcP0armi3YUWs1zKs8z7R68zet84/s6ZdtzSH1ltfnaAPG39yf9zXUARA5ujr2w3Oj5cWgcZXYyPzCWsy3fX2AGdV899ceagkXJ2PPKPJLYjHeM5XstYYGUV3oPuT8bvU9Nrunp1+3fMl+zmbjO89G5VLQqlZxvjNuMJRvqb5YBrXUKkOJ8XKCU2gK0BDYDXYF/nIf+AcwFHq50icuBmX681FKMDwV3s4GJwEtu17nKua85YP4Raa23+feOADgPONX5+BNgAd4Jbndgmda6GEAptRC4AHhBaz3P7bhlwMW1eO1Dd5xMt2Z3m3rOvTwo5enlBMSF+jxHl9vNeKft2yg/UGDGqeJVaR7H5nxdEY+yv9xKto9VWvPmJnl8ya9K3i+7yftlN7EXdzG3udetumqai1ak+oyN7jMuuco3XHJ/2Fn5cJ/XANDlDg7ctwhLZJD5vuMmdjUHmrd8cjgEKHSZHVtOqfGFwhlnC5elmLHU/HlrTUUAObYUrU2nbEcOcZd2NbdlvL8BW1oxTab08kpiCxYnY0svJvbCzubdOF9/CtkzjZ9V9pdbvRLk6u7LO0psZM7YRNMbetfrAmQSS33G0i3ObX6/oCTIxxhfgwrBGJTiUt18o65e5ppUtwCKu6oG1xwNtkq3RtPdet8zPtzgkfC7s6YUYcsqMWvAwShD0TYHlpAAChYeIH/+Plo8MsRjNTCA4vUZhHSIISCyit6oGmirnbK9BYR2auT3Oa6aTEeJjfC+TT1uubrXgJY5b+cW/mvUuhf+m2wmz9r5Hl2KVqQS3Daa8r355s/DgzNoOIqt2LJKKF6bjgoOIKRzrJkcm6+7O5eQDv6/n0OhlGoH9AdcBaUbgXOBH4FLgNY+TpuIEURrMh74odK2b4AZGEH9HGASFUH9I2CeUupi4E/gE2ePBM7biVE+XuMerfV8oJnzwwqtdYpSKt7HsRuBp5VSjYES4CzA15D4KcAsP96fwDN5duceS6uLb/7GUlfphr+q6gQ40lzJMWAmx2DMyOD+M3KnS+3Y8soo/OeAWY7lKLNDiQ1LRBDFa9PJ+Xo7zf47kKB4z86ekq3ZBMWHE1jFF5eaaLuD4nUZhA+I9zvJyXG+L1csLduTZ36OuHcy2Z2zAuU576SGtI+piJHac2ag8uRCIke2Mn4G4L3WgrNt9oJyHKU2iteko7UmuGUkGe9vALsm/a11xF7cBW21E9IupvY/jFqQWOozlvpFHS8Tsw8aNEivWlX9+yxYnGz+ggtRWxEnJxBzdgdKt2VjTS7Eml5iTg/Y/IGTCYj2TpK11uDQqACLxzZXAM/+ejvFq9NofGV3cn/dTfRpbbBEBxvlMxZF9Ji2FPy1DyyKiEEJOMpspE3zXoWsKgFxoT4TAUtEEJbwQLN2vbLQ7nEedZ615W+JilJqtdbar3ovt3MigYXA01rr75zbugGvA42Bn4A7tNaN3c45GfjAdevOxzUXYPReRAABwABXsFVKJQGDMHolPsP48HgA+EVr3cutTWcAY4ArgKGuHoka3kuu1rqR2/McrbVX7ZxS6jrgVqAQo5enRGt9l9v+B51tvFAfZtD2J5Za04q8eimF8JclPJD4qQPI/2MvAdHBKIsyS/9aPDoUS5h331xNsTR//l7y5+8j5sz2WFOLCGoeQWj3OIpXp1O8PoOEewZRtDIVa2oR0WPa4igo97k67qGoLl6G94/3KCusLYmlRzyWLsBIumtMnKUHWQinouWpVfbOu+Z6De0WZ/Y6JfzfSaS+sNLY3qMxAZFBlGzMxFFso+mNfXCU2ylebdyydfX8uk8BCHjULObPq350vS9V9ZI5iqzVDig5nOS4PimlgoBvgS9cAR1Aa70VI6iilOoCnF3p1Muo+ZbgJCAReA54C6Mezd0s5/bJlU/UWhcC3wHfKaUcGD0TW/zo9UhTSjV39ng0B3x+kmqtPwQ+dL6/ZwCzmFQpdQ0wATj9cJNjIY4ER7GN1GdX+Nx38PGlgGdiGX97f/OOYHD7aIJbR1G+t4DyvfnEXtyZwMZhZoKd95vzTuBayJtTcVfQNcYC8DkF5uGoLl4eTnJcnySWesfS2mpYCfKxWQYlGhD3W7Ku5BjwWIgGIOO9mqdWO55pqx0VFFCn11RGV9GHwBat9cuV9sVrrdOVUhbgIWC62z4Lxq3CkTW2W2urUuohYJdSqnulnovvMXpG5gIt3K4/HNistc5RSgUDPTDq39Ba19T98xNwDcYHyTUYtzV9vXfX+2uD8WEz1Ll9PEad3ShXXZ0QDYF7YuleLle+J5/yPRVjYiqXeImaSSz1jqWHokFN8xbSvn5reYQQBnuBvwOPa2U4Rq3aaapiqqGznPsuV0ptB7YCB4GP3c4bCRzQWvtVX6W1LgGmAfdU2l6gtX5ea115+HlHYKFSagOwFqOm7Vs/39NzwFil1A6Mkd7PASilWiil5rgd961SajPwM3Cr1to1ee6bGL0qfzh/HtMRQjQY1a1xcBgkllaKpUqpC5RSBzAS5l+VUnNresEGVYPsKLVx8LGlR6hFQpy4mj90sl8DFw+lbk7UL79iaYnNvBUuhDg0wW2iKN/ne0Vel/jb+hHcyldlgSeJpUdeg+pBFseH4LbRR7sJJ7zGk3vS/KGTaXx1D4/tCfcNpsl1vSqOu6YHkW7zaLvUdXmFOLb4GkQljj2+Bg6LIyvmzPa0eHQojSf39Ngef2s/Y7o4p7jLuhJ7UefKp2MJlb+1Y5X8y4h645pWrLL4m/tSfrAQ68Eic8qjoBYR5jyglUcFB8SGYM/xXOlIBVlodtdACpcepHBRzXOQhnRq5LHAwPEi4f7BBMaEkDVzKyXORQuaPzAYS6QxMrx0Rw5oY27sks1ZRAxK8Jp2qvHknljCAilccpDglpGE9WhMYJMwAMJ6NKbVcyOMFRbL7AQ2CiGwUQgtnz3FHFEe1r0xhQs9xzmoIPluLcSREtQy0mPOfJfmD5xM4fIUynblmguKuIse347835PM55EjWvqMly2fHEb2V9sa9FLzze4eiAqwULjsoDlvdcL/BhHY2IiFBYuSQYF2To8ZEBNiDqqOOas9eXP2EHNmO4LbRlOyKQtlUYQPbEZg0zCUUoR1izNiaW4Z9uwSglsbvcKVZ6lwXdOcgUjGTh2zGlaCXA+/aC2fOcVjdOyJIKBRiM+lN11aPDGMg48s8dre6LyO5P64i/B+TYk5sz0BMSHYckop+OcAIW2jyf5qG6E9jdlkgltEEtwikvw/9hI1qhWRw1qQ8/0OApuEEzWipZkgt3h8GCrIQt6cPUQObQ6BFhRG8AJodHYHAqJDCGwSSu4vu7FnlRJ1amsKFuyHAAV2TfigZsRd3AVbbimlm7LI/bn68qqg5hGEdoujfF++x6qH7jNYgDGVkWvJ8dAejb0G6gHEXd6N7JkViwuE9W1KSWIGYX2bEjWiJQExIQREBaMdmuQHFhN5SktizmpP8Zo0wvvFm5PJx03sSmHLSCJOSvDo3QvtbMxyE9olltgLjN6J6DFtjb8FrSndkk1o11iUUoRU03NfeW5SpZTx83OKHtcWe04ZttwyyrbnmCvvCeGvhPsGk/qc75kNGiwLPhffAeNLZssnh/ucbzn2os7kfLuD0K6xNDq/E4GxodiLrOT/sZeIwQmkv76WgBij9zjy5OZEntyc9Nx1BLeLJmZ8e/Ln7wWHJvrU1maC3OKRIaiwQAoXJRMQE0z87f3R5Q7zb7/xVT2MadGCLATGhlCyPtOIRevSUUEBlO/NJ7BxKM3uGUT53nxKt+YYcdbXewsNRJfaCIwPJzA2xJgj2W1J8codFiFdYinbbpTdR49p47EarPkzubizx4C9qNNaG7MAKWh+/2BUoAUVEoAts4S0V9YQ2j2OJtf0pGRrNiEdYrAEG3e9Gp3VgYCYEMJ6NiawUUXcixrR0us1XSuXaq0JjAsltEdjlEVVO3exq5OhKrEXdaZkcxaBjcMoXJwsd2uOYfIvU4OGmgioIAuBTcOwHiyi0bkdKT9QQPGadCKGNseaWuwzQY4c3oKY8e1w/yaigiyE9W5C8Zp0Ioe2IHJoC49zAmNDiT2vE9Y0o3e48oIZze8fbD52JXhgBGvQWEKcQa3S0sjuXIHNllFC3pw9RJ3aiqjRrXGUWCndkm22KbBRKBHDWlCWlE/JhkzC+jQhqHkE5XsLaHReRwJjPZNE1wdSeL+mZkB0lNk5+OgSAuJCSbhnEKVbswlqFk5g4zAc5XZSnlmBLrXR6JwOhA9shiU00EyQI4e1MJayvbyb13tQFkXLp4aDRaGccyJX3h810rvUwZeKZV8VYb2a+HVOTaJHtwFAWx04Smw1HC2Et+qShuNdWO8mlGzIJHxAPGE9GhvTOipo8chQMt7f4NX7G9gkjEYXdPLYFto1lpBOjSj4J5nwfvFey8oHRAQRe34ntF0T3CaK6LFtPfbH39LPfBxzRjvzcZMbemPPLTMXQWp8ZXeCWkX5HEPQ7M4BAJRszKRkfSah3eOIGtkKR7GVwhWpRI1qZXzZbhdDSLsYLFFB5P28GxVsIXxAM8oPFBB7UReCm0d4XFdb7VjCAgntFmd+qS/ZlEnWF1sJbBJG0ym9jGXDLYqg+HCiTm1N2mtrsGWUED2mDRGDEwiIDiH3x11oq4PQHo2JOaOdx/t0CWoWYcZSgLBucV7HRA33Toaro1TdxdKIkxKIOCkB7dBEjWrltTiVOHY0rEF6ZTYOPlq3A0taPTfCrxWV4u/oT/rra2s87lBFDmtB4ZKDdXa9ZncOoHB5CkVLU4xkbkAzilamEjmiJY5iG2W7cgmKDyft1TUENg2j2Z0DzAnctUOT/OBiIke2ImZMGwi0gK75y4S9oBxLZFCtlnqsD1pryvcVENwm6pDa4iizoyzKZ5mBPb8Ma0oRoV0rgrI1vRh7fnmtVtNrKGRgybHHn1gK/q8k5y9/Y2mTKb08VjmraxEnJ1S7Gml1wvo1JTA2lKLVaebSz3GTuqPL7OR8s53wAfHEXdoVa1oRQc0qksSSLVlkfbIZlLGUs/sywynPLCd8QDwx49sf3hs7CrRDk/f7HqJOaVXn9dCOEuNzyD0xteWWYT1YSFiPxtWc2TBJLD3yGlgh4aEnXjFnVh2cIke1IqSL14ItHoJbRNLszgE0Ot+zVyBuYtcqzqidKB8DpaoS1DzCo+6p1XMjaPXcCJr9dyDRY9oQ0iWWwKZh5uAAFRyAJSyQqJFG70BARBDhfZoSlGBcJ+HuQR6rGymLotWzI2h0ZntUUABKKb962gOigo96cgyY5QaH2hZLSECVNbgB0SEeyTFAUHz4CZkcixNP/G39aPHIkCr3x0zoQFCl3sXKQrvEknDfYGLObEdgfJi5vdl/B9ZJGyv/fYb1rqZn0KI8Ymnjy7oRM64d8bf0I2JocwAjloQY8cAVU92TY4Cw7katf6tnR3gkx2DUER+PyTEYnwWNzupQL4MFLWGBXr22gY1CTsjkWBwdDSxBPjQtnxxG1KhWXsX0Qa0iAWh0ZnuaTulF/B39q71OUEIEkUOae25rUfWHQUjnRoT1bVpj+0I6xGCJDIbAioSu+YMnexzT7J5BRJ1u3AZXIb5nGAiKDyd6TFuaTumFCrAQfVobYs5qT/jAZjW2QQghahLcKgpLeBDNHxjsc3/UKS1pNnWAR2mVL4GNQoga1RrcvsTWNNo/YnBCtfsBglpHEdIxxqPDI+4yz5Kn6HFtzZlcIgb5jo2BjUKIPa8TrZ4bQUB0MGE9mxBzdgeix7ersQ1CiOOD1CDje8qq5g8PISDCszYoqGmY13FQUbdVmSUq2KsnwV3T64ylzg8kVj9ReNMb+wBGXW7Wx5sAoze21XMjcBRbUaGBKIsiekwbVJCFiAHxgDHNDIFVfwdSQRa/61qFEMJfAdEhWKKCcBRYaTy5J8HOzgZzf4zveuSEahLn6nopXZ0bRSuqL51odms/AGLGtiXdOShMBRi9xGlvriW8f7xZn9ryyWHgvHPW7K4BOMrsVV5XWZTPQV5CiONXw0qQ/bxjHhgfji29+lVbKyfHAFi8k83Kvc5gTKtV8Nc+mkzp5bn9mh4ExBgDDRyl3gOdGp3fkcAm4dgyisn9cReW8EBzqhiAsK7egw3cC/yVUkSf2tp87n6uEEIcKktUMI6CyotiGYPNbJklvk9y9v4GNY/wa1EZX7E07uIu5Hy3gybX9vJxRtXiLuuKCrQQEBdK+utraXReR4JaViTpvmJjs9s87xC6d5xU19EhhGiYGlaCXIklMghHYaUlcS2KBGctW/r0xNrVTvlZkBLWLc7nyNmw7kbtVPzNfX2eFznEOQNEp0aE9W7i14eKEELUt9CusRSvSvPYpkIDSLjHGDOUNXMr9jzPmW+ihrck77c9BIQf+sdMcOsomk11u0PnnLox/o7+xkDZsEAcRd7Lnof1bWqOMfCVeAshRE0adILs3qMc0jGGsl15hHSsmL8w/ibvRDW4fQzle/K8tgOHPKgrrGdjSnf7viZAeL+mFK/zLLOQ5FgIcaxwj32uubyV2zzZjX1MXRg1qhWRI1rWOIA37opu6GrKF9w1u2sg1oOFBLdwK9lwK9eIGJxQY5mFEEL447ASZKXUJcBjQHdgsNZ6lXP7WOA5IBgoB/6ntf7LuW8B0Bxw3Zc7Q2udTj0I69mEomUpgDFLRfqb6whqEVntOU2n9MReVPM8r7GXdsHiqwzDB2NO36rFXdbNa6BIdaLHta35ICGEqCNRo1tTtNJIPCMGJ1CSmEFIp+pn9oHqp35scl0vAqKCCUrwv3whqEkYQU18jwUBaHR+J2ImdPCrM0MFWepsblshRMNzuD3IG4ELgXcrbc8EztFaH1RK9QLmAu4jGCa5kun60uKJYaC1mSAHtYik6S19CW5ZfV2uCgogsJHvWSDAWPEnYmA84X3j67S9/pLbhUKII6npLX0JjAslqFUk1gOFWIKN0oqAw1z4w7VgRF1SFoUKrjp+u2v55PA6f30hRMNxWAmy1noLeJceaK3dV8zYBIQqpUK01lWvX1yHVJDFXFYysGkYtgyjszqkTdVL7fqr6ZTaDRYRQojjmStuBsaGYj1QiAq2EFhNL64QQjQER6IG+SJgbaXk+GOllB34FnhK1+Nyfk1v7EP5wcIGu2S0EEIcCbEXdSasT1OZ0UEIcUKoMUFWSs0HfM3A/qDW+scazu0JPA+c4bZ5ktY6WSkVhZEgXwV8WsX5NwI3ArRp06ampvoUEBXsc3o0IYQ4UdRFLLWEBhJe3apzQgjRgNSYIGutxxzKhZVSrYDvgau11rvcrpfs/H+BUupLYDBVJMha6/eA9wAGDRpUcy9zvfVDCyHE8avWsVQIIU5w9bLUtFKqEfArcL/W+l+37YFKqSbOx0HABIyBfnXcgDq/ohBCCCGEOEEcVoKslLpAKXUAGAr8qpSa69x1G9AJeFgptc75XzwQAsxVSq0H1gHJwPuH0wYhhBBCCCHq0uHOYvE9RhlF5e1PAU9VcdrAw3nNGlpUf5cWQgghhBAnhHopsThaVKAxtVvMuHZHtyFCCNEABMSFHu0mCCHEUdGglppWAUoW0hBCiDrQ7J5BBIQ3qI8IIYTwm0Q/IYQQXqpb0lkIIRq6BlViIYQQQgghxOGSBFkIIYQQQgg3kiALIYQQQgjhRhJkIYQQQggh3EiCLIQQQgghhBtJkIUQQgghhHAjCbIQQgghhBBuJEEWQgghhBDCjSTIQgghhBBCuJEEWQghhBBCCDeSIAshhBBCCOFGEmQhhBBCCCHcSIIshBBCCCGEG0mQhRBCCCGEcCMJshBCCCGEEG4kQRZCCCGEEMKNJMhCCCGEEEK4kQRZCCGEEEIIN5IgCyGEEEII4UYSZCGEEEIIIdxIgiyEEEIIIYQbSZCFEEIIIYRwIwmyEEIIIYQQbiRBFkIIIYQQwo0kyE4FBQX89ddfaK3NbTabjb179x7FVgkhxPHP4XCwZ88ej/gqhBDHMkmQnb777jv++ecfDhw4YG6bO3cuH3/8Menp6UexZUIIcfyw2WysWLECh8Nhblu1ahWffPIJW7ZsOYotE0II/zW4BPnbb78lMTERu91eq/OsVisAWmuys7PJzs4mLS0NgF9++YXHHnvMvGZ5eTmPPfYYGzZsqNvGCyHEMcRms1UbSz///HPmzJnjsW3RokXMmTOH9evXk5+fT3p6OllZWQAcPHiQhQsXevQkZ2dn1zpeCyFEfQs82g2oaxs2bGDDhg2sWLGCG264wWu/w+HgiSeeoEmTJtx2220+r/H6668D0LZtWwD27dsHGB8WAQEBzJ8/HzCS8d69ex9We13XVEod1nWEEKIuFRcX88ILLxAUFMSDDz7otV9rzc6dOwE466yzzO0lJSUAlJWV8fLLLwMwZMgQABYvXgxA+/btadOmDTt37uTzzz8nNDSU++6777Daa7PZsFgsWCwNrt9HCHEUNNhIkpyczJdffklBQYG5TWvN9u3bAcjMzPQ43lVa8dFHH5nbqkpad+3aVSdttNlsPPXUU8ybN69OrldfysvLvX5eQoiG7YUXXgCMu2uzZs0iIyPD3OdwOFi/fr3P81zb586da26rHEtd5ReuuFtaWnrY7X3qqaeYNWvWYV+nPtntdrM3XQhxbGuwCTLA9u3bWbRoEWAE+ZdeeomvvvrK3O9wOFi0aBE5OTk+z3evoQNITEzk/fffrzbA5efnmz0oNbHZbACsWbPGr+OPltmzZ/Pmm296/TyEECeGLVu28OOPPwJGXHzzzTf5/vvvzf1Wq5Uff/yR7du3m8mue7xwlbC5rF27lk8//ZSkpKQqX7O4uJji4uJatXPbtm21Ov5I++uvv3jjjTeq/MwRQhw7GnSCDLBixQpsNhtvvfUWRUVFHvv+/vtv/vzzT1577TWf57pKK1zmzJlDcnKy13EOh4Pi4mI2bdrEyy+/zPPPP2/uKykpobS0lNTUVB577DFSUlK8zj/WR3a7eszrIkF2OBxs2bLF4z1brVbKysoO+9qidtLT08nOzj7azRDHCVfiO3/+fK/fm3nz5rF27Vq+/PJLn+euWrXK43liYiK7d++uMkFOSkrihRdeMHuxAYqKisjNzSUvL++4HQPier+FhYV1cr1t27Z51G87HA6p5xaijjT4BBmMW2+5uble2+uqVOL333/nhRde4Ouvv/ba9/zzz/Pcc8+xdetWgDodxV1WVsYrr7zi91R0drudP/74w+8ebhfX7dG6SJBXrFjBrFmzPD7c3nzzTZ599tnDvrYw/o1WrVpl3p2ozttvv23W2wtRk8zMTB577DGWLFnitW/lypV1+lozZszw2jZt2jReffVVc/B0YmJinb2ew+Hg7bffZtOmTX4dr7VmwYIFPj9XquOKpf52ihQWFlbZi75r1y5mzpzJ33//bW77+uuvefLJJ2vVJlE1h8Ph179VaWlpre92iGPfCZEgV+XgwYOHfY1XX32VFStWeG1fvny5R0Lp6r1eu3YtAHl5eV7nuHqbS0tLq/yjzM3NpaSkhOLiYlJTU8nLy+Pjjz+usZ0fffQRX375Jf/++69HbWBt2Gw2v5LkTz/9lH///Rcw3rd7fWF+fr7H/x0Oh8+fhaia1polS5aYP0N3mzZt4pdffmHhwoW1uua+fft47LHHqu3Z2r9/PwsWLJAeKlEv9u/fz7Zt23jsscc8tq9ZswattRl7XLFx586daK3ZvHmz15f+srIyiouL2bNnT5UdAgUFBebvu91uJz09na+//rrK2JuTk4PNZuPzzz/nm2++YcGCBcycOfOQ3qvW2q/E66WXXjJ70YuLi9m+fbtZruJ6X65yDa21TKN3CFJSUnz+jhQVFfHEE0/4/HyvbNq0aR41+/PmzZO7og1Ag5vF4kirqgfht99+47fffjOfu3pYCgoKSElJ4d1332XMmDGAMQhu4cKFHj0BAL169eLiiy9Ga82aNWvo06cPr776arXt2bRpE/Hx8URFRZGens5HH31Es2bNzF4X1+tprT0Gzrg+fCwWCw6Hg+eee45+/foxatQoc98LL7zAgAEDOPfcc4GK3o34+Hjmzp1L9+7dadKkCbt372b37t1ERUXx3XffAdC4cWNuu+02jx4UrbXHoMhvvvmGiy++GIfDQXl5OaGhoWzZsoWWLVtis9lISkpiwIABVb53rTVlZWWEhoZW+zM63mVmZjJv3jy2bdvGtdde67HP9WWktr0Zrl7Bffv20aNHD5/HfPjhhwAMHTqUgICA2ja7Rkqp1sCnQALgAN7TWr/m3NcXmA5EAknAJK11vlIqCPgAGIARzz7VWnvdjlBKLQCaA6VAOXCD1nqdc18SsF9rPcLt+HVAoNa6l1IqHHgf6AMoIBcYr7Wu8T65UioOmAW0c7b7Uq21VwGqUmoqcIPz+u9rrV91bn8SOM/580gHJmutD/+b/THI9ftV2U8//cRPP/1kPncv19i5cyezZ8+mQ4cO5rbKCTZAy5YtzVmN1q9fT6dOnZg2bZrP17Pb7QQGBrJjxw7Cw8Np2rQpqampHrHKxZ8k6PXXXyc+Pp4zzjjDHJT48ccf06FDB66++mrA6HwoLS0lMjKSf/75B7vdztChQ81rbN261WP8zMMPP+wRS3NycjxKBffv30/r1q3RWlNaWkpYWBipqalEREQQGBjIrl276NWrV41tb+i01rz77rsevx8urs/2devWcfLJJ3ude/DgQRISErBYLB419itWrGDJkiUEBQUxevToem1/VSSW+oylLwLnONu8C7hWa51b3WtKgnwUfPvttwDmdHGAV3IMsHHjRtLS0hg1ahQ///xzjTNJbNiwwby2O/fkGGDz5s3MmDGDLl26YLVaCQwMNNsyZMgQiouLKS8vZ8WKFV7fntesWcPatWu57777eOmllwCYMmUKS5cuZenSpR7HupJjgKysLDZu3Gj2LGdkZPD44497vd+LLrqIefPmsWzZMu677z6vUelt2rQhKCiImJgYr/e5fPlyfv/9d2655Rbi4+MpKyvj22+/5eyzz/Z5/PEkPT2d4uJi2rVrZwZj14dzeno6drud5s2bV3uNffv28dFHH9GzZ08uvvhij32u6bpc89ZqrWnWrJnP6+Tl5REfH3+4b8kXG3C31nqNUioKWK2U+kNrvRkjcN+jtV6olJoC/A94GLgECNFa93YG381KqZla6yQf15+ktV6llLoWeBEY67YvSinVWmu9XynVvdJ5U4E0rXVvAKVUV8CKf+4D/tRaP6eUus/5/F73A5RSvTAC+mCM4P27UupXrfUO4EWt9cPO4+4AHgFu8vO1G6QdO3aYj7/44gsAdu/eXe05ycnJPP/881x11VV89913Hgl1Va/hunbTpk09ZvBw5+o8SExMZO3atTRq1IjIyEgWL15Mv379sFgs5rz6rjI7l927d/Pmm28yZcoUs/dxyJAhLFu2DMDjLpB7cgzwww8/mAtYZWdne42j+fDDD3n00UdZuXIlc+bM4ZJLLvEqAQwNDSUuLo64uDiv95WZmckHH3zAddddR5MmTXA4HHz33XeMGDGChISEan92jwFtUwAAY7tJREFUx7ry8nJKSkqIiYkxY6mvsUVVcTgcJCcn8+GHHxIYGMj999/vsd/VOVFaWorVasVmsxEWFuZ1nYKCAmw2G7GxsYfxbqoksdQ7lv4B3K+1timlngfur3x+ZZIgHwW1mTItIyODP//8E8BrkGFlvpLjquzdu9dn7bIrOFdHa+1RM+yrZ6Wm9lU1RZR70vzcc8957X/zzTcBuPPOO3n11Ve56KKLzLmo161bBxi1tVdeeSX5+fls376dtLQ0zj//fMrKyujYsSNBQUGAcYvS9WHbp08fXnrpJZo3b86kSZP8ej9Hgt1u55dffjFLcx577DGzJMV1i/btt9829/ny/vvvk5ycbAbpTZs2ERERYe5PTU01a5YPHDjA77//Dhg/kx07dnD99dfTuHFj8/i33367ytc6HFrrFCDF+bhAKbUFaAlsBroC/zgP/QOYixHUNRChlAoEwjCConftiaelGB8K7mYDE4GXgMuBmcBVzn3NAfOPRWtdm6kSzgNOdT7+BFiAd1DuDizTWhcDKKUWAhcAL2it3d9LBMb7FYegpKTE/NLuqzzJRWttJsdAlcmx6zqffPIJe/bs8drnikfVyczM9Lgr6E/8BTzGcKSmpvo8xj2W+hof8/nnnwPwyCOP8Ouvv9KqVSu6dOmCxWJhxYoVlJaW8tZbb3HOOefQsmVLNm3axJ49e7jqqqsIDAwkNjaWwEAjhSgvLyc5OZmEhATCwsKYN28eNpvNY37sY8HevXuZP38++/fv59FHH6W8vNxj/99//83u3bu57rrrfJ6fmJjoMXuLzWbjs88+M58nJSWZnUDLly9n165dZGZmcsUVV9C2bVtCQkLMY113MCSW+u1wY6n7fLrLgIupgSTIxwFXjVlVSSXUzx/Zscz1ofLtt9/6/GLw+eefmz2geXl5fPLJJwAMGjSIUaNG8euvv3r06MTFxVFYWOjRO7V48WLmz5/PQw89dEiLubgSWNd5+fn5WCwWIiMjOXDgAM2bNycgIIDS0lKPshCr1YrWmuDgYK8BNx9//LH5xSYtLc1jisDp06eb9cGrV69m7969dO7c2ewdca+zc78zMH36dPPxxo0bzceu37etW7cyfPjwWr33w6WUagf0B5a7mgacC/yI0dPR2rn9G4zAmQKEA3dprWuammM88EOlbd8AMzCC+jnAJCqC+kfAPKXUxcCfwCfOHgmUUouAKB+vcY/Wej7QzPlhhdY6RSnlq+t9I/C0UqoxUAKcBZh1BEqpp4GrgTzg6NyzbSBcXy6r66R4+umna3VNX8lxbVRO0o60J554AjBihi8///wznTt3Boze0XfffRcwFnu58MILWbRokUc8mTRpklmyddZZZ+FwONi8eTPffPMN99xzDxEREYe9MFZhYSEOh4Po6GgKCwsJCwszY2lISIh5fddKkCEhIcyfP99cqAaMZNfVGQDGXQNXr/2rr77q1cbKybGL+0wslQeXun7PvvzyS1q1asXkyZOP+GI2EksrYqmbKRjlGtVSx/oUYy6DBg3SlacK8uVESxRF3Rg8eLBHkHfVYrt79NFHyc7OZsaMGYwbN45evXpRWlpKUFCQV01uWVkZzz77LOHh4YwZM4bevXt7ffCGhobSv39/szSlbdu2nH/++ebt0uDg4KP+4VkVf//OlFKrtdaDanNtpVQksBB4Wmv9nXNbN+B1oDHwE3CH1rqxUmo4cAswGYgFFgFnaq13V7rmAozeiwggABjgCrbOurlBGL0Sn2F8eDwA/KK17uXWpjOAMcAVwFCtdY0jopRSuVrrRm7Pc7TWXvdUlVLXAbcChRi9PCVa67sqHXM/EKq1frSm162OxFJRn9q0aeM1RWpkZKTHAOBHH32U3NxcXnvtNc4880yPGt/i4mJCQkI8YuqaNWto0aIFu3fvZtCgQTzzzDMAxMTEkJeXR0BAACNHjjRLFQcPHsz48ePN5P+cc87h559/PuT31LlzZ4/Ok8PlugMKEks5wrFUKfWgs40X6hoSYEmQhThE9957r8ec16NHj6Zz58689957dOjQoca6yOPZAw88QHBwcI3H1TaoOweK/ALM1Vq/XMUxXYDPtdaDlVJvYdxS+8y57yPgd6317ErnLADuARKB54D2WusLnfuSMALmWcArGB8QG3AL6pWu9SawR2s9raZeD6XUNuBUZ49Hc2CB1rprDT+DZ4ADWuu3K21vC/zqq021IbFUHGvuu+8+Zs+ebcbMbt260aFDB+bMmeM1yLyhueeee4iMjKzxOImlhx9LlVLXYIzhON1VhlEdKbEQ4hC5J8dg1K+5ejAacnIMRnlH69ataz6wFpRxT/NDYEvlgK6UitdapyulLMBDGKOwAfYBpymlPse4LTgEeLWq19BaW5VSDwG7lFLdK/VcfI/RMzIXaOH22sOBzVrrHKVUMNADo/4N99HaVfgJuAbjg+QajNuavt676/21AS4Ehjq3d3bdgsTojdnq63whjmeVx5ts3brVLIFryMkxGO910KBadQzXSGKpz1g6HqNmeZQ/yTE0sHmQj5fecCGOd02aNKmPyw7HqFU7TSm1zvmfa5TP5Uqp7RgJ4kHANfn3WxjTFW0EVgIfa62rLtYHtNYlwDSMXhD37QVa6+e11pXrWjoCC5VSG4C1GDVt/o6IfQ4Yq5TagTHS+zkApVQLpdQct+O+VUptBn4GbtUV0xc9p5TaqJRaj3Fbcqqfr3tYZA5XIY6Muu5ocJJY6h1L38Toof7D+fOYTg0aVInFli1bvKYFE0LUvYceesgcwV6dQ6mbE/XLn1ial5fHK6+8coRaJMSJyzUtaU0klh55DarEIjw8/Gg3QdSBSy+9lNmzPcqeOOmkk+p8OduGJDw83O/FQa688kpiYmLYuXMncXFxLFu2jAsvvJC0tDRz6ieXiy66iKysLBYsWABA//79CQ0N9Ss5Fscv+fdtGM466yzmzJlT84EngMaNG5OVlVWn1zz77LNp2bIlu3btom3btsydO5eJEyeSl5fntfDNqFGj2LZtmzktX69evcjPz6+vu3GiDjSoKOhrMm5xdLiP0q1JQECAueZ93759vVZyGz58OGPHjmXYsGHMmDGD3r17s3jxYgIDA7nooouYNWsWAwcOZPz48SQnJ/Ppp5/6tST2sWjAgAEeU7fdddddZk9e27Zt6dSpkzkv9qOPPsrGjRtp0qQJzZs3x2az8d5775Gens4ll1xCx44dUUoREhKC3W7njTfeYMKECXTq1AkwFkAA6NrVGOcQFRXFww8/jMPhID8/n6ioKHMg3siRI1FKHfb0TOL4cCSnoRLVmzp1qjmzjT+Df5s0aUJmZiYxMTEMHjzYK0F2DQpbv349DoeDH374AYCrrrqKzz77jMaNG3PzzTeTnJzMnDlzjtsa4N69e3vMF3399deb40Z69uxJkyZNzIT1jjvuYPny5URHRzN8+HDsdjvz5s0jLS2NAQMG0LVrV7TWhIaGorXmww8/ZODAgfTv3x+AFi2MMlvXanzR0dE89thjOBwOsrOziYqKIiQkhNGjR2O327FYLBJLjwMNqsQiIyODt9566wi1qGHr1q0bYWFhrF27lq5du9KzZ0+PlfEqi4mJISEhgW3btjFhwgQGDRrE+vXrzSAQEhLCl19+6XWea6R8amoqn3/+OTfddBORkZF8/PHHDBgwgLi4OJ81WjabrcperoKCAo9lZEeNGsXgwYN58cUXPY5TSqG15uyzz8bhcHgsDe7u8ssvp0mTJuaiAACnnHKKx5yaAO3atTPnxOzXr5+5UMCIESNYtGgR4Nmjc+aZZ3LSSSdhsVgoLCzEarVisVj46aefuOiiiwgODiYwMJDs7GzKysrMlfKKi4vJyMigbdu2Ptt7LJHbgscef2JpaWmpz4V6xKFxn/rsiiuu8BkL3Z1++un8+eefDBw4kHPOOYf09HSsVistW7YkNzfX7HyIjo42Fz1xLT9dWFjIu+++y+TJk2natCl79+4lMjKS3NxcOnTo4JWY5ebm0qhRI6BiZUDXF6Ty8nJzSjWXBx98sMq5os866ywaNWpU5fu79NJLadq0KWVlZXzwwQeAMTd95d/HwMBAc/GiiIgIc5GskSNH8s8/xhoX5557rrkEeb9+/Tj33HM9vtiVlpby9ddfc+aZZ2KxWIiLiyMvL4/s7Gzat29vvr/9+/fTsWNHn+09lkgsPfIaVA9yffR6dOrUyVyGt6Hr1q2bOXL4sssuIzU1lbVr19K+fXv69OnjlSC7J4Q33XQTiYmJbNu2zQy2ffr08Th+3LhxzJ07l8suu4yvvvqKli1bmvsSEhK4556KOv9rr7222rZWdws4KiqK2267jd27d5Ofn8+oUaMA49+yUaNGjBw5kpSUFNq2besxh7ErQe7YsSMXXHABv/zyCxdddJG58l7jxo3p06cP69evZ8yYMYwZM4bs7Gxef/11YmNjmTx5spnwT5gwgdatW2O32xk8eDCnn3662b6IiAjS0tIYPHiw+WHlPs3PVVddhbvKS8GGh4cfF8mxOH5J79bhuf76680E8K677iIiIoKnnnqKLl260KVLl2rPveOOO8jONtZncN3lca9RbdSoEddddx0ffvghkydP5vXXX6dNmzZmHIuOjuZ//6tY3MwVK9xXw3Tnitfg/RkaHBzM1KlTUUqRmJjI8OHDCQwM5NprryU9PZ3OnTuTmZlJQkKCRwzr0aMHmzdvBuD+++9n9erVDBkyxOP6o0aNYuHChYwfP54JEyYAFR0mDz30kPl40qRJ5Ofnk5WVxfDhwznttNPMa0RFRbF9+3YzCXYXGhrqFUtjYmKIiYnxeH/HQ3Isjo4G1YPsSlbqUl1PEH6ofC1c4a6qXolevXoRHR3NkiVLPL6VDx8+3FwSs3nz5qSkpHD33Xd7LX+Zk5NDo0aNUEqRnZ3N2rVrzd7QRx55xJyI3XU76cCBA7Rp08ZnG7XWaK1xOBx88cUXjB071rw1dSxITU1l+vTp3HXXXR5BtDp2u52vv/6aU045hVatWpGSkkJQUJDUlTlJr8exx59YarVaa72iXE3cewKPpvbt21e7+t3FF1/MN99847X9tNNOIzo62ixJcBkxYoS5pH3Tpk3p2LEj48aN48UXX6S4uNjnPLdFRUUsWrTIXFp6ypQpfPTRR0BF7N23bx+tWrWqseMnJSWFuLg4j2WMjzZXL/fVV19Nhw4d/D7vhx9+oGfPnnTu3Bmr1cqePXtq/EJxopBYeuQ1qB7ko93rccEFF/Dzzz+bSWhdGjZsmNctfTBqqVyruYHRW9C6dWvz2IsvNpYbb9OmDe3bt+fZZ58FjEUtTj/9dDZs2EDv3r2rDMKxsRUL1cTFxXH66aebCXLlcywWS5XJMWDWsFosFq655hp/3/oRk5CQUOvFEQICArjsssvM564yCCGOZ/URS31d88Ybb+S9996r89eqjsVioVGjRuTm5nps79q1Kzk5OVUmZKeccgpgJHHuJVa9evXi9NNPZ+PGjXTp0sWs23e9X1+dUBEREYwfP55t27aRk5PjM25WF0vdHYsxp1GjRoe00Mz5559vPg4KCpLkWBxVkiBXwVUGoJTiyiuv9Bjd/9hjj/n84+/bty9t27b1Gpzm6/igoCCsVqvXNa6//nr27dvHxo0bGTx4MD/88APt2rVj2LBhNGnShDVr1jBp0iS2b99OUFAQ3bp1A+DAgQOAcat+zJgxjBgxwkyaAfO4hx56CK21WaLQt29fj9f/z3/+w/79+6v92dx+++3msqHDhw8nPT292uOFEMeXuoyl5513Hj/+aMzp737rHfC4g+SKuWDcVnc4HMycOdPjWrfffjtvvPGGX687ZswYEhMTKS8vZ8iQIcydO5eEhAQmTJhAVlYWc+fOZcqUKebArcsvv9w8d9y4cXTp0oXGjRuTk5NDeHi42SHgiuX9+vVDKWWWLvTq5blQWHUJsst1111HZmYmAOPHjycxMdGv9yaEqH+SIFPzFFmuUf8A//3vf83XOvXUUxk4cCAvvfSSub9Ro0Z+Ta1zyimnmKuuuQsNDWXYsGEMGzYMMIKwS79+/cznvXv39jivZcuWnHPOOfTs2ROgytttNU3f1Lx58xp7JBo3bmx+KIwdO7baY4UQx59DHc8RHx/v9YXZVeOplOLSSy81E8ypUyvWPImOjja/xINR2gYwceJEj7ntK9fjg+fYCXfR0dHceuut5vOhQ4eaj2NjY824PmnSJK8ZkCof60tNZVTnnXce8+fPJyIiospjIiMjzfKLIUOGMGTIkGqvKYQ4chpUgnyoQX3kyJH8/vvvnHnmmTgcDgoLC6tMtqOjowFjiq2qDBo0iDlz5hAVFcU555zjtW/VqlU+k9CLL774kGtXlVIMHDjwkM4VQgh3h9rZMHDgQH777TdOOukkWrVqZQ7ihYqe1LCwMIKDg83E8+677/a42+Wue/fu5uOLL77Yo13Dhg1jyZIltGvXzitBPu2007x6dKviSsbrWufOnevt2kKI+tegEuTaBvXmzZtz/fXXExAQQKdOnWjcuLF5jW3btnkce91111XbE+Ae4C0WC7fddhvR0dFmPZrLhAkTGDFihM9BYP4GdCGEONY8/PDDBAQE0LlzZ2JiYggICKBv377mNGQu7jMsgDETgbtmzZp5PJ86dSqhoaFevbxnnHEGJ598MtHR0eTl5bF06VJz38iRI+viLQkhTmAnTIIcGxvL+PHjmTlzJsOGDaNnz54kJCSYU+PU1HNb3Xrp55xzjte0W5Wvd/PNN5sJtis5Hjt2LMnJyR41eUIIcaybPHkyM2bM8NjmiqW+yiDcVXen77777jOv41K5xOG2224zS8VcsXTcuHGMGzfukAaGCSGELw0+Qb7gggv4/vvvCQsLo2vXrtx9991ERETU6ZzJ/pQ2VO4VAWOAG8BTTz1VLzNfCCFEXXEt0qCUol27dlxyySW0bNmSrKwswsPD6+Q1QkNDazymus6MhIQEcylfIYQ4HA0+QXYlpq5Ba5Vv51XFFaj9nQ/3cPz3v/+lvLy83l9HCCEO1amnnso///xjljq4BgS7LzThi6u3t6qFKurStddee0zMtSyEOP41qAS5spNPPplmzZoxbtw4r1kfatK2bVsmTpzoMYNFfQkPD6+zHhghhKgPFouFc845h3bt2tXqvPDwcCZNmkSrVq3qp2FuQkJCjqkFM4QQx68GlSC7epCDg4N54IEHzO3uU/bUhvsIaiGEOBGNHTvWnF7yUGfKkdkchBDHmwaZINc0168QQoiaderUyRwrIYQQJ5IGlUmGhIRw2mmnSc+vEEIcpgceeMBrRgkhhDhRNKgEGWT+SyGEqAuV53AXQogTSd3NdSaEEEIIIUQDIAmyEEIIIYQQbiRBFkIIIYQQwo0kyEIIIYQQQriRBFkIIYQQQgg3kiALIYQQQgjhRhJkIYQQQggh3EiCLIQQQgghhBtJkIUQQgghhHBzWAmyUuoSpdQmpZRDKTXIbXs7pVSJUmqd87/pbvsGKqU2KKV2KqVeV0qpw2mDEEIIIYQQdelwe5A3AhcC//jYt0tr3c/5301u298BbgQ6O/8bf5htEEIIIYQQos4cVoKstd6itd7m7/FKqeZAtNZ6qdZaA58C5x9OG4QQQgghhKhL9VmD3F4ptVYptVApNcK5rSVwwO2YA85tQgghhBBCHBMCazpAKTUfSPCx60Gt9Y9VnJYCtNFaZymlBgI/KKV6Ar7qjXU1r30jRjkGbdq0qampQgghfJBYKoQQtVNjgqy1HlPbi2qty4Ay5+PVSqldQBeMHuNWboe2Ag5Wc533gPcABg0aVGUiLYQQomoSS4UQonbqpcRCKdVUKRXgfNwBYzDebq11ClCglBrinL3iaqCqXmghhBBCCCGOuMOd5u0CpdQBYCjwq1JqrnPXSGC9UioR+Aa4SWud7dx3M/ABsBPYBfx2OG0QQgghhBCiLtVYYlEdrfX3wPc+tn8LfFvFOauAXofzukKIoyMraxEWSxCxsUOOdlOEEEKIenNYCbIQ4sSyLnEyAKeftuvoNkQIIYSoR7LUtBBCCCGEEG4kQRZCCCGEEMKNJMhCCCGEEEK4kQRZCCGEEEIIN5IgCyGEEEII4UYSZCGEEEIIIdxIgiyEEEIIIYQbSZCFEEIIIY6gTZvuZvmKs492M0Q1GnyCXFqWSnr6734da7XmsWLl+RQX763nVgkhxPHFas0nJeW7o90MIRqE1LQfKCzcerSbIarRIBPkBQv7smvXNABWr57Iho23orWu8byMjLkUFGwgae879d1EIYQ45i1bfiabNt8DwOYt/2Pzlv9RWLit2nP2H/iUtLRf2JP0FqVlqUeimUIIUecaZIJstxeStPdtAEpLDzi3Vp8g5+WtJTd3ZT23TAghjh9FRdtJTf0egLLSFAAc2lrtOdu3P87GTVPZvftlNm683WOfzVaEw2Grn8YKIUQdCjzaDThyqk+QV62+2PdZWvPX350AOP20XXXeKiGEOBZlZv7l8VzjAECh/L6G3V7i8XzhP31ISDifnj2mHX4DhRCiHjW4HuQct15gu73M7XEJmZl/+3kVTX7+Bv78qxM5OUuqPCpp77v8+VdHj/KN1WsuZ9Pmu2vdbiGOtKKinZSU7D/azRDHqMT1N5iPtbajtavn1/8EGaC09CB//tWRgoLNAKSm/uB1jMNho7Boh8e2jRunsmbtlbV6LSGEqCsNKkEuLUtlzZrLzOf/LjnFfLxt26Mkrr+epcvGmtscjjIcjjLSM+Z6XWvPntcBzebN/6vy9Xbtesl1JXNbbu4Knx8AQhxrli0fx5Klpx7tZojjwLp111LkTGA1DrZsfYDVay736BwoL88iJ2d5pTM1GZnzAUg+OLPK6+/a9QLLl4+npGSfuS0t/RdycpbW3ZsQQohaaFAlFnZbkcdzqzXbfFxcssf4f/Fu/vyrI8HBTSkvz/B5naKiHZSXG+eWladV84qOavZVapu9DKUUFkuw3+cIURW7vYSAgLCj3QxxgsjO+dd8fGD/J6SkGrNZuMrPquI+Sl9r3/HSas0lxVnnXF6eTVhYm2qv6XCUoTUEBIT41fbjmdYamy2XoKDYo90UUY2UlG+xWnNp0+a6o90UUYcaVA9ydfLzEz2eV5Ucu44tLfW+9VxcvJfdu1+jvDzL49af1hqrNbfa11+wsAfLlo+vXaOPU9nZ/7IucUqVH4ji8BQV7WbBwl4y5ZY4KvILNtbq+O3bHwfg4MGvzG3793/Cn391JCdnOf8sGujRmVFTLF20eBgLFvaoVRuOV/v2f8g/iwZJKVQ9ys9f71UrX1ubt/wfO3Y+U0ctEseKEyZBrgvrEq9lT9Lr7Nr9ssetv42bbuefRQMpKqoYxJeXn8g/i07Cas2lrMxIxktK9pKfv8HjmlrbPWqlXcrLs8xe7GNRcfEeysozfe5bv+EmsrIWHnbQEb4VFW0HMG9d+yM7e0m1v0/l5Zls2/YYDkf5YbdPNGyu37/DsW//R4B3PfKq1Rfxz6KBZGUtNLfl569n4T/9KS7ei81WiM2WCxhfxN1p7cBuL/V6Las1n7Ky9MNuc30pKdlXZQKcmfknAKWlyUeySSeM8vJsVq66oNpSysqSkqZ7/e6JhkkS5FooKTEWEMnLW+2xPSNjHoBZoweQlPQWVms2ubmrWL/hJnP7ylXne5y7YeMdLFjYg+LiPSxdNtaZWJaxaPFgFi0+ya92lZWlcfDg19Ueo7VGawf5+etZu/Zqc8DMoVq6bAz//jscrTUFBVsqvZZztLuq3WAe17nS83zoSkqS+evvbhQWViQxDoeVteuuYl3i5CrP277jKQ4kf0ZGxh9HoJXiWOfPvPGHwzX9Zmrajz73u0+5eSD5S2y2fFJSv2PHzmfN7WvXXe1xzq7d01iwsCfFxXtYsLA3qak/YrMVsGTpKBb/O9SvdtlsBezf/0m179+IpXZKSvaxavWl5OatPqyf15Klo1my9FQcDit79rzh2bFgXrf2H9USS2vm+llXvsMMxr/z/gOfYbXmeWzftftFr989d2Vlafz7/+3dd3ikZbn48e8zk96TTd2Ssslutve+7MIuRUQsoFjggHpAEAvtKCDiDxFBFDmWo6IcUBER9VAVlL4LbO99N8lmk2x673XK8/tj3pm8k8ykbHr2/lxXrsy89ZnJ5Jn7vd+n7LjIqz29mJgmWYA8spW6W2uP3tZu7nZ0YGpvpxRdPTKt776X6RlRo7raNctfUdGTtLWd4dDh/+TQ4S97bbtr9+Vo7fBbnsOHv8LJU/f2Og9AQ8M+tNbk5j3Ee1tmsXffVdTVb2fP3o/z7nuZfo/Z3l5C3ulH+6xgtbZz6tR97Nl7JQ0N+2hvLzWurLv/Dnl5j/Due5nY7S1+jwPgcHRQXf0O722ZxYGD1/W57flOe97f3p/36pq30NpGqel2tjsr3NLi+3ML9Pn5cjuV8/8GV1AxgY1OXep09r57BtDc0n0B39Xp6geiUNh7BCvvvpdJScmfAVc7UICKyn/icLRx/MRdbN+xAbu9ybPt1vcX+swyu+XmPkRu3g+82ly7NTYewum0UVzyR97bMpsdOzfR2Lif/fs/y3tbsnA6fY8PbbM1kJP7fb+v1XPuvB9ypuDnFBT+iq6uWqqr3/EMrYdSVNe8y7vvZfq9c2fW1lbAh9tWs337BV7LW1pyR/ziZ7Joaj5Cbu73OXnqO4Par6LiFTo6iikp/csIlUyMlkkWII+tGtMt79paVwDsb8xQdycXD1O2taHBuyd4a2se722ZzcFDX6KlJZdt2y+gpOTPaO3E6ez0BMZHj90GuG4bbdu+noMHb2D/gc9x5OgtlJQ847Mc/irbY8dv5+zZ/+W9LbMoKXmO+oa97D9wLcUlz3ptV1b+dwDa24vZtfsyDh66wfNFoLXmbPHTADQ3H6eq6g0aGvZ57d/ccorcvIfJzX2QI0dvMV7/Hs/6rq4ajhz9GnZ7s89yut6fM37XnSutHX2ec7R1ddV5XqfnM+Xji86iAo1V3V/WWnd5fr/7XiYNPe6A+DtWT6Wlzw222IOilApRSu1RSh1WSh1XSj1oWhenlHpbKZVn/I41ll+qlNqvlDpq/N7s59hblVI5xrH3KqWWmNYVKqU+7LH9IaXUMeNxmFLqOeMcx5RS25RSEQN8TT7L7WO7241jH1dK3WFa/jejLIeMch4ayHmHbmyDKHMTi9q6D4xHvuvSs2ef9nucnv/DDkcbW9+fz/4D11Jfv5u9+z5Dfv7jaK1xODqxGc03qqr+ZWzfye7dV3D4yM3s2/9p3v9gKXl5P/R5Ln/NIPLP/DclJc+yZes88vIeobHxIAWFv6bSOIdbaakr0Hc6Ojh8+CaOHL3Fc7dSoThy5GYAKitepbb2w17DlnZ0lHHy1H2Ul7/Mzl2XYLPV0dlVicPRjsPRSWPjAXbv+SjFJX/0+361tRUMe9bZ1Uensf8Nx5D21eHeSBr4a56Tn/+4z5ki3f85gxkvfLhJXdq7LjXWfdMo+3Gl1E/6O+ekGsVisONzjob6+l2m2fy6aW3nVM73PM/Lyv7W77Hq6j5k956PApCT+wA5uQ8Ya1yv2x1YV9e8TWdnBZ3GP6+7HZsv27atZt7cn1BQ+CvmZP+QuLj1ADgc3SOC5OR2Zw4bGnbT1HSo13FKS5/D6fTOzJgz2gcOXut5vGjhE1RXv83cuT9hz56PARAcnOy1b8/sdmn0MtJSb0JrJzU17xAWNhOrNYyc3AepqXmHRQt/S0LCpfjjdLqyqjHRy1HKSkRENuCq/IKDE3ttn5P7IKWlz7Hpou7mI2M5Asmu3R/BZqvj4s35KOW6rnVnkp3OLhyOdgIDo1HK6lpnmq3M0SNztX//Z9m8qUc2uY/mMHZ785Cb5AxQJ7BZa92ilAoEtiml/q213gXcC7yrtX5UKXWv8fweoAb4uNa6TCm1AHgTmObn+Ndprfcppb4MPAaYPzCRSqkZWutipdTcHvvdDlRqrRcCKKWygb6nk+vmr9weRrm/AqwCuoA3lFKva63ztNafM233ODAqkcZ4zDI2NR/2CpzdOrsq2bf/c56O1wUFv+j3WA0Nuz11UlPTQRqbDlJfv5OgoHjAVR/PnfMIbW35tLTm0NLqml7b6fTfr2LnrouZPev/UV7xMqkzvkxy8icBV1Dudrb4aU/SAKAlvfe03b4C2O4xqPHqDLZm9VucLX6a7NkPsn3HBgAqK1/32nfr+wu8njc1HoIZ7iYEf6Srs5qUlKtpaNzPqVP3kZV5D2lpN/t9nVprSsueJ37KJlCKEKPubm8vISRkWq+mdcXFfyDv9MOsW/u+Uc87sFjGbgSS0rK/UVDwS9av2wZ43znT2oHN1khQUBxKBRjLbF7r3QqLfkNh0W+46MIedaPxv6N9XGQ6nXaam48SHb10mF6NX1KX9qhLlVKbgE8Ci7TWnUqp3l/8PUyyAHn8MVeGZu52y8Oj+x+xr2YT/pw4eTcAx47fQWhoKlNTPuO3GQn4Hui/selgr2U7d/m8AOXI0VsB7yx6p48rcbPTp3/kCohNFxXex/wqwUFJLFz4K2y2RoKDk4mMnMuJE9+mvaOUhIRLvTI/F2/Op6rqTY4e+xqLFz1FfPwmr+O5s6VOZxfbd2xEawcbN+zDYgnss5wD5XC009FRSl39DmZM792eraOzgsqKV0lK+jg7d13idXvW3Xyivb2I1tbTnCn4BVVV/3LN9NgjeAbQPjre+fp7GVv3WnLixLeprhn5tsnaFZW52+IEGj/uAn0SuMh4/AywFbhHa21+IceBEKVUsNa6r/vZO4GevXL+DnwO+CnwBeB54HpjXQpQZCpn76jGP5/l7rHNXGCX1roNQCn1PnAV4MlwKFfU8VnA9z/VsBt/AbKv4BhczTQaG/f5XDdQ7k7X5ov6c6lLc/N+AMDxE3eRd/oRn83ezAoLfzWg4/prdrZr92WAd4LF4ei7OVtl1WtEFM6luOQPnvIVnf1d9/rK16iueYfU1BsJDIhBKSuRkQs5c+ZxyiteZtq0L1BY+Gvc/wQXb86nqekIe/ddRWbm3aSn3eJ1Pnc78/aOYo4d+yZNzUfYdNHJYUs4OByd2Gy1VFS8SlraV3sF6DZbA4WFvyEl5dPs3nOFZ7nWDk8WvrOzgpaWHCoq/0lR0RNcuNHcJrn7f8FXJ+aycu/kljuBgY9MfFHRE5wp+DkrlvfdZ2iopC71WZfeCjzqfj1a63577k6yAHn8VeoTic1Wh81W5zNDPB74C47dXJmka3yu69lsZd/+z3puXx4+chNr17xLWFh6r/20dmK3u5J2W7bOYdas+wkOSiQ0NBWLJZj2jmIS4i/22sdub+FMwS/InPktLJYAWtvOcOTILczKupeICFcHOndzEoCpKddQX7+Lw0duYv68/6am5j0qq14D4HS+912g0/k/9QQKra157Nr9Ec+6o0e/QVX1v40yNOFwtFFZ+ZrP98PcGa+ufqfnljK42mG2tRexZPFTaK1HJTh2U64U+H4gC/i11tr9h0vSWpcDaK3L/Vz9fxo42E+FDnA58EqPZS8Af8RVqX8cuI7uSv33wFtKqc8A7wLPaK3zjPJ+CET6OMe3tNbvDLDcx4CHlVJTgHbgCqBnxLcBV+bF/5XrsJK6dKj6C47HUv6Zx/yua245DsDRoz6aYuHqgG527NjtnvoqP/8nxMdvJiJ8VvfxjGEBtdNOU/MRALZsncu0adcRH78ZiyWY0JBUGhv3k5z8Ca9jO5028vMfIz39awQERNPRUUZZ+d9JSrqSoMBY6ut3c/zEf3myvLGxq3E42jl46AbmzX2Mmpr3XMO2dpb1SlYVFf2WMwU/8zw3B8+5eQ9RXv6CUf7jOJ12amu3YLWG9Xo/nKZOlTU173Gm4Oeu14umqOh3VFa+zqpV/wDwrDt79vc+39vhJHVpr7p0NrBBKfUw0GEcd6+PY3io8XgrzZcVK1boffv6zhK0tp72ChiEOBeJiVd4AkbzY3/S024lJeUaQNPaetoT/MbErO4VmE8kgYGx2Gz1PtddvDnf5/KelFL7tdYrBntupVQM8DLwTa31MaVUg9Y6xrS+Xmsda3o+H/gHcJnWulfhlFJbcWUvwgErsMxd2SqlCoEVuLISzwKfAO4DXtNaLzC2iQAuAy4BrgXWaq29h2/x/Tr6LLdp+Y3A13FlfU4A7VrrO03rnwBOa60f7++c/RlIXep0drJl6/kx1rAYOclJn/Q7UolZcFASnV2VxMdfTEb6N3E6Oykt+yuNjfs9o0FERy3t487XyJo+/XpKevS/cZs27VpKB9AhLzAwzjPet7lulbp0dOpSox30e7iaeawE/gbM1H0EwZMsgyzE0JkD4v6CY4DCoicoLHqi1/KJHBwDfoPj0aC1bjAq4stxZQUqlVIpRuYgBfDcHlNKTcf1BXCDrwrd5DrgMPAo8Gvg6h7r/2Ys/5KP8rQALwEvKaWcuDITJweQ9fBb7h7Hfxp42ng9jwCejgvK1RjyamB5H69tWE2QvIkY5wYSHEP3jLU1Ne/67TMzVsEx4Dc4BgYUHAM9JsMZvbpV6lJPXVoCvGQExHuMc8cDfmeNk1EshBCDNhJ3npRSCUa2A6VUKK4Mg3uu4n8AXzQefxF41dguBngd+I7Wut/R+7XrXuz9wBofHUhextVW7c0e5Vqvunt6BwHzMNrRaa03aK2X+PhxD2njs9w+Xnui8TsV15fN86bVlwCntNa9e/uOGImQhRgNIzFaktSlPuvSVzD6cCilZgNBuDom+iUBshBi0EYoA5ICbFFKHQH2Am9rrd2NqB8FLlVK5eHqMf2osfwbuNrYfU91D4fWZ+9krXU78DjwrR7Lm7XWP9bucfG6ZQLvK6WOAgdxtWl7cYCvyWe5lVJTlVLm2xMvKqVOAP8Evq61Nr/Bn8c7YB4FEiALMRpaWgbTT23ApC7tXZf+HphpNLX4K/DFvppXwCRrg9zSmsfu3ZePUomEOH9dsH4HwcFJ/W53ru3mxMgZSF3qGi944SiVSIjz14rlLwxo2DepS0efZJDFqAs39XAW52bZ0u6EYnra1wa1b1TUYp/LZ2XdR3T0CqamfNazLDHxCp/b+ps1TEwOMkXxxBAYGDfWRZjwVq/6t+dxYuIVBAf1f+HvFhOzyufy2bMfIDZ2Helpt3qW+aunfU5SIsYF6aQnRkRC/KW0thXQ1na617qVK14lJ/cByst7jwW5etW/CQ2d7slerVr1OqdO3UdT0+Fe2w6npMQrPUMVjbY52Q+TknI1SgXw3hbXxcOmi3IAJ7t2X87sWd8jPn4TZeUvYLWGExKcRHT0MjZuOEhgYJSr/MmfYO/eT3jG6Vy16nVyTt1PY9NB0tO+xrRp1+JwtBIQGENwUDz7D1xLQ8Nu1q/7kObm44SGpRMRPovU1BvRWjN79gNYrSG0tOTS3HyM7OyHOHr0654xVoOCEsbkvRKjZWLcWTwfZM78Nq2tuT47vC1f9jzV1W+Tf+anvdatWvU64WGZbNk6B4C1a96loOCXvY5jHl3Bfxm+5fMco0GpAK+JUvoSEBDJhgv2opTVU5euXfMenZ0VHDh4LVGRi1i58mXOFv8BqyWU0LA0IiJmc+HGQ1it4ShlobOzipOn7vUMp7l0yZ+orX3fM0zcooVPEBExF6WshIRMpaDw15w589+sW7vVVZeGphIZOc8zvn1Gxu0oFUBXVzWVla8xZ+4j5Oc/5vlOiwifPdxvmRgmk6qJRUXFqxw/cdcolWjympV1n9dsTf5Midtomga2W3T0MpYtfY4DB6719DyeOvXzlJX9laVL/kRc3Hrq63d5Br9fuPA3HD36NabEbWTJkj8A0Nx8ksamg0yfdi0ORzt2ezPbtq8FICP9NpKTP0F9/W4cjjZstnqKS/7EmjVv0tVZxd59VxERMY/Fi55k+44LPOUKCIjBbkwl62a1hrN+3TYCA6M8EwMsWfwHDh3+8qDes7i4DbS3F5OScjUZ6V8HoKZmC5VVr5GZ+W327b3a01M7JeUzJCVeSUTEHAICwr3G1nSXYaBD/5hp7eTDbWuw2WrPaf+BsNubCQjw1dHYN7ktOP7IkJmjJyX505RX9N/Ecvq06ykp7T1SQkTEPFatfJXT+T/h7Nn/BWDZsr8SGBBFZ1c1U+IuwG5v4f0PXHeFsrMfIifne4QET2X9eteMvx0dZQQERBMQEI7T2UVXV41n1r3p028gc+Z/0dCwl5bWXEpL/kxHZxkZGbeTlnoTW99fiMUSxMYNB9n6/nxPuSyWEK+ZU6Ojl9HYeJB1a7cQGjrDU4+tWf1mv58jiyXIawKOoKB4QkNmEBm1gOzZ3wegvn4P5RUvkjrjP8k7/SPq6lyvLTgoicysu4mJXklgYDQBAd2zFvesS9vaCggKih9w/XX27NPknX6ETRedGrYJosw6O6sIDIzDYhlYnlLq0tE3qTLIA73KPN8kJX2CykrXQOXR0cs9E2T4snz5313TMVsCyc19kOnTv0hJyTNA78B5yZI/UFj4G/LPPM7GDfv44EPX/657lqCpUz9HY9NBLrhgN8FB8cyd87Bn37DwLACyZ/+AxISPsHLFK4SFzfSsj4ycS2Skq2Os1RqK1RpKbMwagoITmDnzdtcxwjI822dm/hcAIcHJLFv2VyLCswkMjOLizfl0dJTT1naG2Ng1VFa+zvETd5KWegsZGbdjtXZPeTon+4dERM4jOmoxGy7Yjc3WQGhomicDA5CaehOlpc+zccMBwElLSw6FRb9lVtY9hIamer2X8fGbPDP0hYal09lVyays+0hNvdH/H2sIlLKwccOeETm222CCYzFxSRML38zj4cbErKKhwf//W1rqzWRl3UNC4kc4evRWsrK+45nNc072w5zK+a5n2+zs79PVVUNV9b9Zt/Z9duy8EIDVq/4JQEb6N1EqgJkZt3lmoIsgG8AzbXNa6s1Mm/oFYqKXExzc3bcqJGSq57HFEkRIyFSSkz9FR0cZ2bMfALrrqp6z4K1d8w6BgXFYrSFcvDmf9vZSauveZ2rKNTS3nGDfvqvJnPlfpKd7Nx/YuOEgSlkJCAhn44aDdHaWExaWwZat3YMdpKXeTNHZJ7lw4yHAdVG2Z+8nyEi/jenTvWcOjI1dRWysqzlDZMQ86uo+ZNGiJ3tN0mSWkHA59fU7PM/N3xcDkZp644jV1YDX30iMT5Mqg1xe/qJn2uThlJZ2K0U+xrkdDbNnf5/c3O8PaNtFC5/gxMm7vYaNmT//50SEZ7N7z0dJS72ZmTPv8gr4zDLSb/MEn2YtLTlo7SAiIpuq6jc5duybZGXdS1rqV9Bao7UNiyWIzs5qnM72XoHieNPZVUNwUPyAt29sPMCpnO/R0nLqnDOzNls9dfU7SfLTptettfU0Gu01E9VEJlmP8WdAHZ5bcrxmFhsus7K+S97ph/vfcJRERi6kuflor+WrV/2bI0dv8UxSATBr1v1Mn3YdJ07eQ1zcelKSr2LL1vmeWdzMlApk86ZTvZa3tRVgszUSFbWY6uq3OJXzXZKSPk727Aew25tpbDzIlCkbsdka6eqqITx88NNdj6aurloCA+N6Te/sT3PzCc6c+Rk1te9x0YVHfc5M1x+n005z8zGio5cMet+JTOrS0Sed9Oj/ynJmxh1enaLORfbsBwe9z+ZNp5kx/fpeyy9Yv4Po6OXMmdOdzY2JWU1CwmWeq/HQ0DQu3pxPctLHiYiYzcWb88nKusfrVlF62q1kZXZPZZ6QcInPckREZBMZOQ+lrCQlXsHFm/NJS/0KAEopT0YjODhh3AfHwKCCY3DdPly54iU2bvCfee9PYGBsv8ExQHh41qQJjsX5JyKi53Co3pKSrmTp0j8P6U7EvLnd0yRnZd07oH1Skq9m/bptvZYvW/ossTFryJz5bc+y4OBkIiJms27tFs+yizfnkzrjy1gsQSyY/zOmpnwGpayEG3e9EhOvID3960RFLgLwNA3oKSwsg+joJSilSEz8CBs37PNkcQMCIpkyZSMAgYHR4z44BggKmjLg4BggMnIeCxc+wYYL9pxTcAxgsQScd8GxGBvnVYC8evUbPpevXNH3bD8WS4Dn9s5gLVzwG9atfZ/p0/+juxyr/s3sWd/rc79FC3/nqXgWL/rf7n1Xv0FwcBIrlv+daVM/51m+fFn3bD4XbjzE6lX+Z4BzV0yZmd8iLe1m05fawCu6843FEkxgYMxYF0OIUdJ3XTBvnu8Zr5cv+yvR0f4n/NPaTlzsWuLiNgy6RFmZd7N2zTukpFxNUJDr9nTqjJt8bhsSMr27rHMfY968xwgJSWH5sr+Zlv+EgIBIli17jvT0r3qWX7C+e46Eiy48ykUX9s4wu1mNNq8Z6d8kc+ZdhEe4mj0wiKDxfGOxBBAUNGWsiyFEv86rANlXZs5iCSIgIJwFC/7Hs2zJ4t/73H/Z0ueIilrMsqW9p5bsuc+srPtYtPAJEhM/Qmioq7Jet/YDVq16nYiI2cyY8SXPtvHxl7B0yZ+IjOjuBGHO5sbHbyYkZBoAVkuI13mWLnmWpUv+5LUsICASq9V7O7OVK14he/YPPM+Tkj4OSJsoIcTAxPoZ3iogIMIrw9uTe1iyeXN/Snr6N8jK+k6vbTIyvJt5pad9jXnzHict7RbP3b5Vq/7JihUvoZRi/rz/9hwzJeUaFsz/BXGx6zz7p6R0z4IbE7OChATXWPmWHhnMlSteZtFC76Z0VmtYn5nOhQv+h8zMuz1DV8ZPuQiAqMgFfvcRQkwMk6qTXkzM6kHv426CnRB/GVNTPktoaBqxsWt9bhsbu4aVK17yuW7KlAu9nkdFLSYmxru5UGjoNK/n69ZuQWsnYWHp/ZYzNDSNjo5ST4cMt7i4dX728C88PNPr9l1a6s3MmH4DVmvooI8lhJh8zB27fOlr/N3Q0FTS0m6lre0M2dk/YNu27nrZfeFutQaTOfNOAAoLn/AaXSYl+WoKCn7Rfa6gOFKSP+V1juCgeE9TqeTkT5Kc/EnXvilXAVBX53+m3JCQFNdxA6K8lkdFLQIW+d3Pl+DgJK+ObYmJl59z21ohxPgyqTLI7kztQLjHcZ02zdVMwWIJYO7cHxm32vp/W9xtfX1JSbmGqKgl/R4jNDTVKzieMcM1tNjKFS/32nbhgl+xaNGTI5LlVUpJcCyE8DAPl+WLrztUU+Jc7WeVUmRlfotFC38zoPb+FxjDkbkFBsZ2H3PKRV4T1wyUO2BesfyFXusyZ36bBfN/SWzs4JMLAyHBsRCTw6TKIA9EQsJlVFe/RVbmt0lMvNLn+IYD6XQQEBDJokVP0tR0mMyZrrGXk5I+Tl3ddubNfbSfvX1LSbnKkwHpKTAwus8hbYQQYjS5J4+YPv0GZmXdi1Ln9nVitYaxetW/qKnd6snGpqfdSmHREyxZ/PQ5HTM2do3fEWes1mCSkj52TscVQpw/JlUG2WzKlE1ez+fOcQWt5qt7qzUYpXy9BQN7WxLiL/YExwAL5v+cjRv2Dr6wQgyzqk4b/6puGOtiiAksyMj++psid9q065gy5ULS027FYglGKes5nysiIturqUJm5rdGbLIbIYQYiEmXQV616nXa2wopL3fNXhQbs4b58/+b4GD3/Or9Z4cHM2yNEOPRNYfzyWntoGDjIkKtk/Y6WIygFctfoL5hNx3tJYBr+LM52Q8RHu4aqSEwMMpvh2YzqzUCiyWYhQt+OaLlFUKI4TTpAuTIiDlERswhKCieuvodLFz4K682bQN18eZ8jh2/k7i49SNQSiFG1tl219StTibGREBi/AkNnUFo6Aza2gooLPody5b+edCzkQFcdOHhESidEEKMrEkXILvFxKxg00XHey2PjJxPRcXLhAxgQosF8382EkUTYvRIfCyGKCwsg82bTo51MYQQYlRN2gDZnxnTv0Rs7FoiI3xPtyyEEEIIIc5v513jRKWUBMdCCCGEEMKv8y5AFuJ8IP1MhRBCiHMnAbIQQgghhBAmEiALIYQQQghhIgGyEEIIIYQQJhIgCyGEEEIIYSIBshCT2FCHQS7u6MKhZTBlIYQQ5xcJkIUQPhW1d7Jy5wl+WlAx1kURQgghRpUEyEIInyo7bQBsq28Z45IIIYQQo0sCZCEmIRkGWQghhDh3EiALIYQQQghhIgGyEEIIIYQQJhIgCzGJyfgTQgghxOBJgCyE6JOWMFsIIcR5RgJkISaxoYS2SklXPyHE+c3u1JxqbR/rYogxIAGyEJOQhLZCCDF0Pyoo56I9OeS3dYx1UcQokwBZiElMyyx4QghxzvY1tgJQ1WUf45KI0SYBshBCCCGED+67cZJrOP9IgCyE8Emyz0IIIc5XEiALMYkNR4irpEWzEOI8J6P5nH8kQBZC9Em+GIQQ5ysZzOf8JQGyEJOYZJCFEGLoJE1w/pEAWQjRJ8kgCyHOV8OVIHijupHKTtuwHEuMDgmQhZiE3FW6cwixrUwUIoQ43w1HLWhzar50rIDPHDo9DEcTo0UCZCEmIXdsK7lfIYQYWw5jRKCC9s4xLokYDAmQhZiE3LcFfTWP+Fd1A/+ubvC53zdOFHF/XonXMgmyhRDnu6GMeul0/5bKdEIJGOsCCCGGX1+3BZ8srsaiFB9NiOm1Lretg4TAQK9jSJ0uhDhfDUcTC6cRXUtdOrEMKYOslLpGKXVcKeVUSq0wLb9OKXXI9ONUSi0x1m1VSuWY1iUO8TUIIXroqw3yrsZWdjS0cLqto9e6I83tvFvXRFWnzVOZy20mIcT5bijBrbuJhfTqmFiGmkE+BlwN/M68UGv9HPAcgFJqIfCq1vqQaZPrtNb7hnhuIUQ/+qrUWx1Ov+vanE5P1kOGeRNCnK+Go6+yw/gtGeSJZUgBstb6JPTb2/0LwPNDOY8QYnC6O+n5r5L7alNnXieDWQghzndDCW6l7fHENBp3Tz9H7wD5D0bziu8pGUtKiGHnzvr2VTE7+6jynTL6sRBCYPHUpedeIzqlicWE1G+ArJR6Ryl1zMfPJwew72qgTWt9zLT4Oq31QmCD8XN9H/vfrJTap5TaV11dPYCXMzSvVNbz67NVI34eIUbaQDrY9ZlBNu0rbZAnvtGuS8+2d/JWTeOIn0eIkTYcnZUdkm6YkPr97tNaX6K1XuDj59UBHP/z9Mgea61Ljd/NwF+AVX2c+0mt9Qqt9YqEhIQBnA601jxxtoo6m33A2/+ptIZ2h5OvnijiofyyXuuLO7oGdCwhxgv3fZm+sh7+WyC7Ms9DyZiI8eVc6lKAP5XWcNY0dqvdqclp7d250+3/Kuqos9nZtDeHG44W+N3uUFMbWj5fYgIZSvbXIR/1CWnEkkNKKQtwDfBX07IApVS88TgQuBJXR79hs7+pjQfzy7jj5Nl+tz3a3EbK1sPcnVvCowXlvda32h386mwVK3ee4KmSapK3HKKgzXug772NrdilgZEYZwaWQR5YEwtpBHV++ktZLXfnlnC1afavh/LLuHDPKR48Xdpr+x31LXzz5FluPV7UZwfQd2ubuHx/Ln8qq/Vafri5jVaHw89eQkxckmyYmIY6zNtVSqkSYC3wulLqTdPqjUCJ1vqMaVkw8KZS6ghwCCgF/ncoZejpg/pmAN6qbfIsK+/s4or9uSRvOeT1Qf1xQYXncW2Xd8b5ZEs7mR8e5eEzrsD5cWPbXY0tnm0ONrXx8QN5PFZYgRDjyUBi2r4yyFoPbWB8MfHdlVMMQEmHzbNsT2MrAE8UV5NryiS3O5yeQLq800ZPexpaeL68luQth/i/ijoAr0x0g83OR/bl8o0T/Sc2hJho+qprxfg11FEsXgZe9rNuK7Cmx7JWYPlQztmXTqeTn5iC3qdKqrl0ShRXHsij2giAnRoa7XbmbjtGVliw32Nt2pvj9dz9Ad9e38JH46OJCQxgZ4MrWD7e0j68L0SIIRpQJ70+O/B1f+ZlmDfhS5fTid2p+fKxAqymj0iNzTtAnvXBEZpNGeX36lzJi31NrVR22kgKDqSw3dWMbbcpASHEeDAceQKHZBsmpEnV/6ZnO5/780pZveukJzgGsCr41EFXpuO0qbnEC5X1nsd5PtrYNdodnu2+fMzVtu4HRnvld0zZaiHGg+5h3vzrewg4LYPbC48nfHRe1sDRlnberm3ijZruOrDO1t1Morijyys4Bmiyu54faW5n095TAFx7JL/XvkKMB+56cihNzdyxiTRXm1gmVYA8kE4fSqk+O5kAbNhzqs/1vvZP3nLIZ2ANcKatkx+fKae6y0a9zc4txwvZZ9yqbLY7+FNpzZh1WOl0Onkkv0za/k0y7o9TX0Hw44WVPF3ie0QDjTmD7PL906V840SRdK46Dz2YX8acD49ysLnNs0wDj57p3XfDbOXOE32udwfE5sA4ecshPqxr9rl9eWcXXzlWyNn2TgraOnmyuIqDTa4ydTmdPF1SPWZ9Qpxa89OCCqq7ejcxERNfX3fSupxOOvpod+9ONkjVObEMdSa9cWUgId6p1qE3h2jz849wuLmNUKuFV6sauCYpllCrhU8dzON4iytw/llRpWfb7fUtHLtgAXfnFPNyVQNzwkNYFRMx5LL15+eFFVwyJYoFkWEAPFtWyy/PVqGU4jszUwZ1rHaHk/JOGzPDgtFa06U1wZZzv+bSWtPicBIZYD3nYwgXd2DcV6ywo6GFHQ0t3Di996gGTkxjdxrfC78tdgXTP5+TSoBkQs47DXbvGva92iber/cdyA7VO7VNLIgMZe62Y9wyI4G7M5J5IK+MP5e7Ovb9s7rBa/uKTUv4XXE1D58pJ0ApvjgtfkTKZfZ0STVzwkNYHxsJuDps/7SwgoNNbTy3eOagjmV3avLbO8kODwFciYuh1KVidK3ddZLSThsVm5b4XC9x8cQ0qf4DB9LO56I9Of1u058Op/aZeftWTjErdp7gofwyFu04zqwPj3qC4540ro5/W41MyZN+MnnDSWvNowUVXLYv17PMZkRQ7qvfso4uz7L+fP1EEet2n6TL6eT3pTWkvX+ECh8ddPx5u6aRLxx23Vpdsv04C7e73rPyTu9h9X6YX8YPewy/Z3agqZXL9uXQ7nDSbHf02n+y0VrzbFkNzXb/l4TuS7jBVMzmDIjW3fv2jIVtkgYRwKMFw9M5+SVT8za33LYO5m5zDXD0u+JqMj846gmOffnN2SqeKasB4Mc+RiQaCd/NK+XTh/I9z+3G/0Wrw0FxRxfFHV0Dbnv6aEE5F+45xZm2Tt6uaSTt/SOezPhAFLZ3cuvxQrqcTi7fl8t1h89wyd6cXtns3xVX9TnCU1F7JxfuOUV1l412h9NriD/hX2k/33sOPfRmGmL0TaoAeTTvrH03r/cwRx2DKECtzc5jhRXUG0HOa9WN/K28jtU7T1DdZaPN4aTF7uBbp4pJ3nKI5C2H+gxcW+0O/l5Rx1/KaznQ1OpZ3ul0ejKB7nZQ5vy3+4i/M4axW7bzBHec6rsnebvDidbakz062NTmeT/MzU8cWvOfRws4YDQncWjNfbklFHd0cdeps1x/tIAtdc002x1UdNmoMcauLm7vDnBPtbbzq7NV/KqPCVzuzyvlSHM7x1vauXRfDkt39H1bd6LRWlPRaeN0m+u93dfUxrdzSrjbGGXA7tS0Gp8jrTUvVNR5PisD/US+XFlP+gdHPM+dmNsge9fqIxUgK6VClFJ7lFKHlVLHlVIPmtbFKaXeVkrlGb9jjeXpSql2Y2bOQ0qp3/o59lalVI5x7L1KqSWmdYVKqQ97bH9IKXXMeBymlHpOKXXUmCRpm1JqQLd7/JXbx3a3G8c+rpS6w7T8+0qpUtPru2Ig551IvnaiqNeyLX6aWPjzg/wyz2gbdTYHW2qbmLftKKUdXbTYHdicmntzSzx1ac9RizocTq46mMex5jbsTs1zZbVUddpoMl2EdjmdfQa87jW7GltZufMEK3ee4DOmIfJ86XC46uf9Rp1d2tHFM8bwdz0nWqnstHkuYrXWPJJfxvGWdk62tLNm10lermpgd0Mrh5rbeLeuiWMt7bxY0X3xsbexlQdOl/FXYxQRX35bXE1OawevVjVw07FCVu062Wf5J6Iup5MG0zwJ/1NUyZm24bsQONTURvKWQ2wz3V0Z7XGQz/O69E7jNR9TSj2vlAoxli9RSu0yyrNPKeV3Dg63SdXEoq+pcyeC243AdOH24z7X19hsJAcFYp6d+4mzVVwYF8lvzlZ5dTQ8uG4eyUGBpL3fHfRcmRDd65i+3rEXK+tZGhXG/UbQm7dhIQ/ll/GnsloezJrKA6fLuDsj2bPvJw92fwl87nA+hRsXUdVl81Su79c3k3PBQr6TV8KzZbX8vrTG63ydPQL/VoeTv5TVktPWwe+KuzPr9+aWsDIqjIywYF6qrOehrGkopTztuhR4esN3OZ20OpzEBo7NR7zF7iDcavH6W52Lv5TXctepYs/zik1LaDe+JKuML/n/PFbAW7VNVGxawmvVjXzDlCFyXxy9XdPIkqgwvxdZ/6ruMeuZ7r7g7HQ6vdqEDvQOwznoBDZrrVuMcdK3KaX+rbXeBdwLvKu1flQpda/x/B5jv3yt9ZIBHP86rfU+pdSXgceAS03rIpVSM7TWxUqpuT32ux2oNGYARSmVDQz0Vklf5cY43gLgK7gmTeoC3lBKva61zjM2+ZnW+qcDPJ/AddFcZ3Ow3E8b6P1NrVwyJQqLUrxZ08iZtk52NrRyX14pl8dHezpgR1otbF89l7jAAFJNdWmoj+YPvmLnnQ2tPFVSTbBFcV9uKXvWzuWFinoePlPOzNBgzrR38tUZCQQa9cQ1h7sz0j8rquS2tCS6nE6yjWz6xtgInlk4k/vzSniuvI5f9kgctDudvZ6/Ud3IzsYWr7r0/rwSWh1OvpmaxC+LKvlp9gwCLMrrrtG7xmgjTq2xjGHqs9XhIMRiwTrEMmyvb+bTh/KZGhxImdEcosFm5+Ez5fyxtIb96+bzl7Ja7soppvjCxTi05tojZzjW4p3JL+3oIjrASpjVwuHmdpZGhXmfxxjd6p3aJi4wmt+462Gndo0DvjkucsjfDf04X+vSacBtwDytdbtS6u+4Jqz7I/AT4EGt9b+NRMNPgIv6OuHkCpAndnzcr6U7TnDrjAQeyJpG8pZD3SvyfW+7Jjrca9lrpiAoecsh/jt7Bn/1c9vyflOGfNaHRz2PHzjt+uL4SR+3V82ZSHAFvNPfP+x3+wXbveeK+cKRMz63+2NpDX80Je5XR0fwleOFnucfO5Dneez+Mntt2SxWGO/DR/fl8pUZCVydFMtTJdW8UlnP7PAQHpk1nVqbnWCLhfigof9LVHfZWLj9OPdmJHNHevKQjvWHkppeywItroq1qKOTnxdWeI35XeWjg5BDa67vY1Yz6H1xaR7mbVdjq9cXt32EMsja1fvPPc5XoPHjuQ6juzJ7BthKj8pxEHYC3+6x7O/A54CfAl/ANQPo9ca6FMCT5tRaD6ad1kDKPRfYpbVuA1BKvQ9chasCHxMTfWKD/H6aBtxwtIBLp0Tx7KKZfNH0v7GnsdUz1jNAs8PJoh3HmR4S6LW/ORBN3nKIr6cmeob97Mlcl5rvbp0xyvjbYv/N6zJ61KUf1Lf0WtbzdZn92E89/ZRRrzxf7somz40I8dTt4H2HdO2ukxR1dPGzOTP4QsoUAPY1tpIYFEBqaDAvVNRxrKWdDbGRbIyNpLrLhlUpkoK937NzobUm84OjfD45jp/PTR3SsV6ubACgzNQcwv0pL+208aMz5fzeaOrYZHdQ1NHJDh9/054XXS8uyfR67muSJnOTt+uOnOGPCzK43EfCaricx3UpuOLaUKWUDQgD3B9sDUQZj6NNy/2aVE0szoexBp8oruZH/fQcd9tlquh9uSunmLxhvLU02szBsT9XHsjjzlNnqbPZOdjcxtdOFHG2vZP780rZ19TGX8rrSP/gCMt3nvAE6mfaOrk7pxibU1PU3ul1m9WXB0+X8q/qBk+m1Z3ZfbWqAYAjzW0UGsfZ29jKR/bl8C+jk5HdqdlW30yDzc73T5fynHF7tdnuoMFm9/mZDjYC5JIOm1c70NU7T/Rq+uOk/4D26ZLqXtkvjf8gqWsE/8+UUlal1CGgCnhba73bWJWktS4HMH4nmnbLUEodVEq9r5TaMIDTXA680mPZC8DVxuOPA/80rfs9cI9SaqdS6odKqVmm8n5ouiVp/rlkAOV2OwZsVEpNUUqFAVcAM0zrv6GUOqKU+r2/24rDbbInGwDerm3iB6f7/Y4EvCdL8eXXZ6s4MIg2w+PNA328D0Udrrtyd54q5rJ9OVR02rjyQB6rdp1kS20T3zh5lt8WV3PdkTOs3X2CZTtPsHiH6y5odZeNO06epcWoQ1sdjj5HwfmfokqeK6tFa83xlnZPYOluFpLb2sHJlnZa7A5erKgjecshXjHdOX2lsp5Tre0s2n6MpUYZmuwOarvstPQYqamq00aNqanNL4oqPUMSzt9+jCv253lt729EIPf7A/Bwfpmn3jQHVz3r8cpRGOnkfKxLtdaluALzs0A50Ki1fstYfQfwmFKq2NjmO/29ODVRhmxasWKF3rdvX5/bFHd09TuskBB92bd2HiuMz1BCUIBnDO13V2ZzsTF5zLUpcbxQUc+Ps6dzYWwky3p85u7NSObRggpmhQXzl8WZg/5Mvrcym817fV9Y35aa2Ou26kj46+KZfP6w70z+ztVzyehjkh0zpdR+rfWKwZ5fKRWDaxKib2qtjymlGrTWMab19VrrWKVUMBChta5VSi3HVVnP11o39TjeVlzZi3DACixzV7ZKqUJgBa6sxLPAJ4D7gNe01guMbSKAy4BLgGuBtVrrfhto+iu3j+1uBL6OK+tzAmjXWt+plEoCanBdszwEpGit/7O/8/ZlIHVpp9Pp1TxLiMHauXoua3d3/4soXB/iFVFh7DMuJj6ZGMNbNY3ck5HCp5NjezUvvCcj2ZMF37t23qDr0peWZHlNlW72g6yp/L8BXiCdq9wNCwlUym/Wf9eauaSHSl06XHWpkUB4EVcGuwH4P+AFrfWflVK/BN7XWr+olPoscLPW+hL6MKkC5KL2TlZPwk4FQownd6Qlce8AhwQ810rd2PcBoFVr/VOlVA5wkda6XCmVAmzVWmf72Gcr8C2t9T5fy4HDwKNAhtb6amNdIa5K/QrgZ8CXgKOYKvUex/oVUKC1fly5OqRE+ij+t7TW7wy03D2O/whQorX+TY/l6f7KNBgDqUvbHc4+b+ULIYbuc8lx/GKATUekLu2/3Eqpa4DLtdY3Gs9vANZorb+mlGoEYrTWWrkagDdqraN6nsxsUjWxOB9uCwox1n5eVEm9qRf4cFFKJRjZDpRSobgyDO5Ze/4BfNF4/EXgVdM+VuPxTGAW4Dv1DWitbcD9wBofHUhextXu980e5Vqvunt6BwHzMNrRaa03aK2X+Ph5p69y+3jticbvVFy3J583npuvRK7C1RxjxE30NshCTAR/q6gbkWFJz+O69KxRnjAjCL4YcGdNy4ALjcebgTwf+3uZXJ30JvgoFkJMFC0OJ7FD74PTUwrwjFFJW4C/a61fM9Y9CvzdaIpwFrjGWL4R+IFSyo5rrqCvaq39j2MFGL2bH8eVBbnRtLwZ+DHQs4d5JvCEUeFagNdx3cYbCJ/lVkpNBZ7SWruHbXtRKTUFV4/ur2ut3Q0rf6JcwyhpoBC4ZYDnHRL/c4IJIYZTaYeNlOCg4T7seVmXaq13K6VeAA4AduAg8KSx/1eAXyilAoAO4Ob+TjipmljktnawsZ9pooUQQzfQdshDuS0oRsZA6tIGm50520YlWS3Eee0389K4Oqn/vrdSl46+SdXE4nwYxWKi++LUKX2u/9Hs6X2u/3Y/w6aFWibPVEVZA+wI15cPV81h66ps5hlT2LotjAjl5aVZXD91Cr+bn8YNU6eQEdo7i/F/izN7LQOIDpTpwCczySCPf5vifDXX7Pa55Lg+19+TMbQhKCeShGEYvvMfS7P42+JM0kK868mPJUTz50Uz+XhCDA/Pmsaq6HCf32OvLs1ieY8xkwHm9qibxfgxqZpYSHg8NG8sn83l+3P73e5TiTG8Ygxh9tT8dG46Xsiq6HCuiI/myZJqr3EmAe5MS+JL0+KJsFoItVo8M0UBHF0/n5ouO58+dJrUkGCuS4njmqRYnMCJlnaqu+xcmRDNv2sa+WF+OV9NTaDN6eSm6fG8VNnAu7VNvLQ0i0NNbTxWUMEd6UmkhwbxeGElD2VNw6Y1QUr1OQ7zYAQp5Rnm7PL4KN6oaepnD5eCjYs8A/5HWi3cnzmVxZFhOLTm5uOF3DQ9gWfKanhnRTZ1NjuRAVZiAwOo6bJT0tHFoshQdjS08PUTRdw7M4WlUWG02Z1MCwkiKTgQrTVKKWq77NydW8zr1Y2UXLiYAOOC4b1Vc8hp7SA+MICfFVVw0/QE0kODWRvjmsTok4ndGYxWh4Nwa3cAXLFpCXajgX9xRxeVXTbixmgCFjE6JNkwNM8szPAaX9kf94g34D26w+PZM/i/irpeQ3V+IzWR66dOISEosFe99u/ls0kMCuDTh07j1PBg1lSWR4Xx6aRYWh1OfldSzV1pSbxS1cB/5RRzQWwkVqW4LD6KR8+U80ZNEycuWMChpjauPXKGH86axqcSY7npWAHfzkgmMsBKXGCAZ5SfoUoOCqTCGO7siXlp3OpjRkVfDq+bT4TVwuX7c1kTE8Fj2TM43tKO3Zi59XuZU/nqiSKOr19Al3ZiRZEYHEiT3UFNl52ZYcHsaWihxeEkKyyYLq3Z09jKxXFRJBqBtLtZwC+LKnnkTDl7185jhhEY7147j8L2TkItFhQQE2glyGLhkimu/l43Tk8A4OrEGNbtPsUfFqSzyqhnX18+G61dA8a1O5zktnUyNyJ0WN5PMfwmVROLo81tXLqv/wBP+FaxaQkHmlo94z9eGBvpmU6653buiUr2rp3HmzWNfCoxlvigALqcTv5V3cgnE2PY39SGApb3mLDEve+daUncM8DREIaD+7wFGxfxVEk1D/cYT/ofS7Nw4hpIvri9i58UlnumCP3LopmsiA4n0mpBAxal0FqTsvUwc8ND+POimWypazamo4V6u50rE2L41dkqgpQa8iD3g2F3apocjnERxMptwfFnIHVpVaeNRTt8z+gp+ndo3XzqbXbeqmliT2MrF8ZF+BxSrGLTEjbtOcXJ1g6eWZhBXmsHl8ZHkx0egtaal6sa+ERCDPV2O60OZ68hwdx12ldnJPD9rGkDLl+T3UFUwLnfBXKfd/eauXxQ38zLlQ1ek2o8uzCD2MAAttU3U91l5926JgKU4nRbJ1cnxXJbWiLZYSGUddoIs1qIDQwgecshlkSG8eyiDHY0tFBvczA9JIiCtk7mRoTwTm0TOa0dPO/nrtZIcGpNrc1OQtDwd7gYLKlLR9+kCpAPN7fxEQmQvbywJJPPHPIx1Z4PFZuWAK4xUBUQZEynet3hM55pR+eEh7B11RzKOrp4rbqBm2f4mvegb3U2O2EWCyHW0W3hU9Nlp8nuYKap6cLZ9k6sSjEtxHcnCa01VV12v7NC1dnshFstBPuYelZIpT4eDaQurei0sUQCZC+71sxlTT/DiGaGBnPLjARumBbvc/39eSWeWezAVec22uz8obSG29KSBj2lc6PNToBFed3xGQ0tdgeVXTYyw7qbBzTY7HxQ30JKcCAreyRFwHVX4o+lNVw/dYrnu0UMnNSlo2/sU0zDaKxuC6aGBLFn7Tzv6Z8NSyPDONg8+BmWNsZG8EG964rcPGHFYMX2yCK+sCSTFyvr+Y+UKXzsQB7fyUjhIwlRHGjsLmPPYO8PC9NpdTjZ3dDK6hhXxTc1JOicgmNgzDKb8UEBvaaSTu1nkHbVz5Sp4yFLK8RwG+smFqEWi9d0zgCXToni7dqBNWkyM9elQ5Ha4yL6zRWzebK4mq+lJnLx3hyunzqFx7Jn+Nnb5cGsadyZlszJ1nZmGcFldGDAOU9JHz1G9U9EgJWIHhnomMAAPpEY43cfq1Ke5gdCTAST6jIuO2zgjd23rsrm1hn+/1mfnJ/u1Qlipo9A6pWlWV7P3W2QVhtXzy8tyeLPi2Z61hdfuJgfzhrYbbC1MRH80rgtf+O0eCo2LeHvxq2lvWvnebY7tG4+q6PD2b1mLq8uzeLMxkX8fXEmd2ckszwqjFlhwcwyMqZbV2VzQWwkP5uTyvLocN5bmc030xKZEx7KtX10nguyuG6BXZ4Q3SvgFkJMPj0vJPvy9IJ0ruojMHo8ewbXm+qXPy7I4LIp3uPz/2lhhufxK0uz+I+prg5mXzIysd/PnMoDWVM92+xdO4/nTXVrX8KsFo6unw/AZ5Jiqdi0hBeWuOrSvyyayTTjAnj76jmsjQlny8psHsqaxpaV2fx18UxPGSxK8Z2MFL6RmsjpDQtZHBnGr+elMT8ilL1r5/HIrL47GIMrSJwSFMAFsZF9XngLIcbepIp2wgfRpmpOuP+G8Q9kTuUTiTFcmRDN1K2uThA71sxlxc7jlHTY+OGsafxHyhRPBwO3ZxZmYHNqPn+4u0nDFNMXTaBF4esG2ndnpvDwmXLWRIczNSSIlyrrsaD4bHIcc8NDmG804t8YF+lpBvHOitnsa2ojOTiQV5e5pjNPM4L4jXGRbIyL5C4jK/Hh6p5jeLvMk84BQggfgi0Wn1lcXxZGhGJzutrL9nRVYgzXTZ3CtTqO3Q2t5LZ1cHlCNM9XdHfUvTMticvioz3P18REsCo6nPtmTuVHRj8BpSDLlACZERJEVY/OwAD/OS2e35e6mjDcMHUKfyqrxYIiISiQLSuzPc2rLoiNJH/jQsKtVl5amsU/qhqYGRrMy0tddam749RcQrkwNpIfGu17b09P8vkezPDTREsIMXFNqgB5sFZEh0Nxda/l6cZwVxal2OkjuLx0SpRX+1l30GtVCqu17zZkvta6h6BJCg7kgcypFLd3ca2RQVkY2XtYGIAFkWEs8LNOCCGGaqDNYc2NMSzAramJ/PpsFQCJRpZUKcW7K7M9TTfch356QTpXmIJjz3GUIvQc6tINsRH8vrSGjNAgHsicSm5rB/dlujoC9xwtwN1uNy00mG+m+Q583WUPmDyjRwohBmhSB8hXJcb4zGq4fSwhhoPr5rF0h2vYmszQYL6XOZXLE7orbPNkCNYeVXJKcCDJQYE8NIBmE+49zZmG/A0LKTA6iQFsjosiKTiQfy6f1e/xhBBiLKWFBFHU0YWm+yL/trQk7p2Zwv0zU3ihsp6PJ8R4tg+0KAKNmtB8L809pNac8BBunO67c5tbXKCVOpsD8O5fUbhxEcdb2j0Z4k8lxhIeYOWVZVKXCiHOzaQOkG9LS8KmNa9VN3qWRQdYabQ7PM/NUzxuX+O7KYLbnxfN5M/ltZ7OGsEWC4eMtm1mAT1SLzkXLPD0Tr40PpoXl2SyJiYCq1KeLHDOBQvGrMOFEEL0NCUwgDZHF+B7yMeU4ECKOrqwKsX62Ej+ungmF8S4+m0opbimj4kqfCVkt66a02uZe94fi7HH3jXzsBlZ6IywYP65bBYLIkIJsVo8w0nmblhIxCiPkCOEmHwmXS2yZWW257HGO1MB8NaK2Tw5P73XfgOpUGeFh/Bg1rSec4v38su5qdwyPcEz4kN0YACRpvbR640B2s0kOBZCjCcvLukeb/ZTSTF8t8eY5U8tyODnc2Z47opdFBflmZhmoPobLOOu9GS+NC2e/zA6+YUHWIkx1ZUro8MJ7VF3RwVYBz1cmhBC9DTpAuS5EaGeqRt71r1RARbSQoN7DUWTv3EhR9YvGLYyTA0J4sFZ03oFwUIIMVGkhgb7na54dXQ48UEBfD6l76nj/bk6yTVz48LIvjsKRwVYeXT29F5BsBBCjLRJWet82RiWZ5ppGJ2HZ03j8DrfQXC41UqYVMBCCOHl2hRXgLw+JsJzL+5rMxI9I+ecqysTY6jYtMQz8o4QQow3k/K+/g3T4j0zGWkjjxwfFCBZCCGEGITVMRGeoSWFEOJ8MukjRnczC98jEAshhBgIT10qVakQ4jww6QPkGKNzXOggO48IIYTo5p5Z9GM+xi0WQojJZlI2sTB7MGsa2eEhnmmghRBCDN6CyDBpbiGEOG9M+gA5IsDKzTMSx7oYQgghhBBigpj0TSyEEEIIIYQYDAmQhRBCCCGEMJEAWQghhBBCCBMJkIUQQgghhDCRAFkIIYQQQggTCZCFEEIIIYQwkQBZCCGEEEIIEwmQhRBCCCGEMJEAWQghhBBCCBMJkIUQQgghhDCRAFkIIYQQQggTCZCFEEIIIYQwkQBZCCGEEEIIEwmQhRBCCCGEMJEAWQghhBBCCBMJkIUQQgghhDCRAFkIIYQQQggTCZCFEEIIIYQwkQBZCCGEEEIIEwmQhRBCCCGEMJEAWQghhBBCCBMJkIUQQgghhDCRAFkIIYQQQggTCZCFEEIIIYQwkQBZCCGEEEIIEwmQhRBCCCGEMJEAWQghhBBCCBMJkIUQQgghhDCRAFkIIYQQQggTpbUe6zIMiFKqGiga4ObxQM0IFmc4SVlHzkQq72Qta5rWOmEkCyMGR+rScWEilRUmVnkna1mlLh1lEyZAHgyl1D6t9YqxLsdASFlHzkQqr5RVjEcT6W8tZR05E6m8UlYxXKSJhRBCCCGEECYSIAshhBBCCGEyWQPkJ8e6AIMgZR05E6m8UlYxHk2kv7WUdeRMpPJKWcWwmJRtkIUQQgghhDhXkzWDLIQQQgghxDmRAFkIIYQQQgiTCR8gK6UKlVJHlVKHlFL7jGVxSqm3lVJ5xu/YsS4ngFIqRin1glLqlFLqpFJq7Tgua7bxnrp/mpRSd4zj8t6plDqulDqmlHpeKRUyjst6u1HO40qpO4xl46asSqnfK6WqlFLHTMv8lk8p9R2l1GmlVI5S6iNjU2oxVFKXjgypS0eO1KViJE34ANmwSWu9xDSe4L3Au1rrWcC7xvPx4BfAG1rrOcBi4CTjtKxa6xzjPV0CLAfagJcZh+VVSk0DbgNWaK0XAFbg84zPsi4AvgKswvUZuFIpNYvxVdY/Apf3WOazfEqpebje6/nGPr9RSllHr6himEldOsykLh0ZUpeKEae1ntA/QCEQ32NZDpBiPE4BcsZBOaOAAoyOkeO5rD7KfhmwfbyWF5gGFANxQADwmlHm8VjWa4CnTM+/B9w93soKpAPHTM99lg/4DvAd03ZvAmvH+n2Wn3P6m0tdOvJll7p0+Moqdan8jOjPZMgga+AtpdR+pdTNxrIkrXU5gPE7ccxK120mUA38QSl1UCn1lFIqnPFZ1p4+DzxvPB535dValwI/Bc4C5UCj1votxmFZgWPARqXUFKVUGHAFMIPxWVYzf+Vzf6G6lRjLxMQjdenIk7p0+EhdKkbUZAiQ12utlwEfBb6ulNo41gXyIwBYBjyhtV4KtDIOblP1RykVBHwC+L+xLos/RhuuTwIZwFQgXCn1H2NbKt+01ieBHwNvA28AhwH7mBZqaJSPZTJ25MQkdekIkrp0eEldKkbahA+QtdZlxu8qXO26VgGVSqkUAON31diV0KMEKNFa7zaev4Crkh+PZTX7KHBAa11pPB+P5b0EKNBaV2utbcBLwDrGZ1nRWj+ttV6mtd4I1AF5jNOymvgrXwmurI3bdKBslMsmhoHUpSNO6tJhJnWpGEkTOkBWSoUrpSLdj3G1lToG/AP4orHZF4FXx6aE3bTWFUCxUirbWHQxcIJxWNYevkD3LUEYn+U9C6xRSoUppRSu9/Yk47OsKKUSjd+pwNW43t9xWVYTf+X7B/B5pVSwUioDmAXsGYPyiSGQunRUSF06zKQuFSNqrBtBD+UHV1u0w8bPceC7xvIpuHqH5hm/48a6rEa5lgD7gCPAK0DseC2rUd4woBaINi0bl+UFHgRO4fpSfxYIHsdl/RDXF/ph4OLx9r7i+pIpB2y4sho39lU+4LtAPq7OJx8d6/dXfs7pby516ciWV+rSkSmr1KXyM2I/MtW0EEIIIYQQJhO6iYUQQgghhBDDTQJkIYQQQgghTCRAFkIIIYQQwkQCZCGEEEIIIUwkQBZCCCGEEMJEAmQhhBBCCCFMJEAWQgghhBDC5P8Dg6Yodgx5+14AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2, figsize=(10, 10), sharey=True)\n", "\n", "combo_step.plot_daily_residuals(weights='old', ax=ax[0])\n", "combo_step.plot_daily_residuals(ax=ax[1])\n", "plt.tight_layout();" ] }, { "cell_type": "markdown", "id": "obvious-option", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T21:08:49.312154Z", "start_time": "2021-03-25T21:08:49.276999Z" } }, "source": [ "Here we again show on the left the averages performed with pre-filtered weights, while on the right it has the filtered weights. We see that the filtering at this step doesn't seem to be *particularly* effective -- days with poor levels of RFI to begin with still have the poorest levels of RFI after filtering. This might be an indication that we should go and run the combination step again, with different settings for the RFI." ] }, { "cell_type": "markdown", "id": "considerable-comparative", "metadata": {}, "source": [ "Alternatively, this plot may indicate to us that we should look more carefully at the poorer days. We can easily show day 295 as a waterfall:" ] }, { "cell_type": "code", "execution_count": 66, "id": "municipal-victim", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T21:14:17.017892Z", "start_time": "2021-03-25T21:14:16.030743Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2, sharey=True, figsize=(15, 7))\n", "\n", "combo_step.plot_waterfall(day=295, quantity='resids', ax=ax[0], weights='old')\n", "combo_step.plot_waterfall(day=295, quantity='resids', ax=ax[1], ylab=False)" ] }, { "cell_type": "markdown", "id": "atmospheric-melissa", "metadata": {}, "source": [ "Here, looking closely, we see that there are just a few integrations where the residuals are very high, right at the bottom of the plot. Why? Let's look at the weights:" ] }, { "cell_type": "code", "execution_count": 100, "id": "toxic-marshall", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T21:36:34.041359Z", "start_time": "2021-03-25T21:36:33.456528Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 10))\n", "combo_step.plot_waterfall(day=295, quantity='weights', flagged=False, cmap='Pastel2')" ] }, { "cell_type": "markdown", "id": "accurate-edwards", "metadata": {}, "source": [ "Notice that the bottom integration has on average a single sample per channel, whereas most other integrations (when they're not completely flagged) have 4 or 5. Thus, it is just the noise level showing up. " ] }, { "cell_type": "markdown", "id": "virtual-blogger", "metadata": {}, "source": [ "Now, let's say we wanted to go back from here and look at day 295 more closely before the GHA gridding. We can do this easily:" ] }, { "cell_type": "code", "execution_count": 101, "id": "controlling-quarter", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T21:39:33.694740Z", "start_time": "2021-03-25T21:39:33.414415Z" } }, "outputs": [], "source": [ "day295 = combo_step.get_day(295)" ] }, { "cell_type": "code", "execution_count": 102, "id": "subject-fleet", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T21:39:38.329577Z", "start_time": "2021-03-25T21:39:38.300048Z" } }, "outputs": [ { "data": { "text/plain": [ "ModelData(filename=PosixPath('/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp-xrfi-model/linlog5-res0/2016-295-00.h5'), group_path='', require_no_extra=False)" ] }, "execution_count": 102, "metadata": {}, "output_type": "execute_result" } ], "source": [ "day295" ] }, { "cell_type": "markdown", "id": "acquired-lithuania", "metadata": {}, "source": [ "We've retrieved the `ModelData` instance, and from there we have access to its filter step and calibration step:" ] }, { "cell_type": "code", "execution_count": 104, "id": "verified-desert", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T21:40:39.313131Z", "start_time": "2021-03-25T21:40:37.885694Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "day295.filter_step.plot_waterfall();" ] }, { "cell_type": "markdown", "id": "quiet-relief", "metadata": {}, "source": [ "In principle, we should dig a little further here to see if we can't find the reason for the excess RFI, and see if we can fix it. For this tutorial, we will soldier on..." ] }, { "cell_type": "markdown", "id": "bibliographic-operations", "metadata": {}, "source": [ "### Averaging Over Days" ] }, { "cell_type": "markdown", "id": "affiliated-binding", "metadata": {}, "source": [ "Now we can average over all the days to really bring down the noise:" ] }, { "cell_type": "code", "execution_count": 107, "id": "reverse-commonwealth", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:00:02.631045Z", "start_time": "2021-03-25T22:00:02.316257Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "day_range: null\r\n", "ignore_days: null\r\n", "\r\n", "xrfi_on_resids: false\r\n", "xrfi_pipe:\r\n", " xrfi_model:\r\n", " model_type: linlog\r\n", " beta: -2.55\r\n", " max_iter: 15\r\n", " increase_order: true\r\n", " threshold: 4.5\r\n", " decrement_threshold: 1\r\n", " min_threshold: 3.5\r\n", " min_terms: 5\r\n", " max_terms: 7\r\n", " n_signal: 4\r\n", " n_resid: 3\r\n", " watershed: 4\r\n", "\r\n", " xrfi_watershed:\r\n", " tol: 0.7" ] } ], "source": [ "!cat config/day_average.yml" ] }, { "cell_type": "markdown", "id": "oriental-parliament", "metadata": {}, "source": [ "The first two parameters here make it possible to ignore some of the days in the combined file (note, we can't ignore them at the command line any more, because they're all in one file). Then we also provide another go at RFI filtering -- again, the same filtering as previously." ] }, { "cell_type": "code", "execution_count": 108, "id": "challenging-bryan", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:00:35.845162Z", "start_time": "2021-03-25T22:00:17.592835Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001B[1m╔══════════════════════════════════════════════════════════════════════════════╗\u001B[0m\n", "\u001B[1m║\u001B[0m\u001B[1m \u001B[0m\u001B[1m edges-analysis \u001B[0m\u001B[1;34mday\u001B[0m\u001B[1m \u001B[0m\u001B[1m \u001B[0m\u001B[1m║\u001B[0m\n", "\u001B[1m╚══════════════════════════════════════════════════════════════════════════════╝\u001B[0m\n", "\u001B[92m────────────────────────────────── \u001B[0mSetting Up\u001B[92m ──────────────────────────────────\u001B[0m\n", "\n", "\u001B[3m Settings \u001B[0m\n", "┏━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n", "┃ day_range ┃ None ┃\n", "│ ignore_days │ None │\n", "│ xrfi_on_resids │ False │\n", "│ xrfi_pipe │ {'xrfi_model': {'model_type': 'linlog', 'beta': -2.55, │\n", "│ │ 'max_iter': 15, 'increase_order': True, 'threshold': 4.5, │\n", "│ │ 'decrement_threshold': 1, 'min_threshold': 3.5, │\n", "│ │ 'min_terms': 5, 'max_terms': 7, 'n_signal': 4, 'n_resid': │\n", "│ │ 3, 'watershed': 4}, 'xrfi_watershed': {'tol': 0.7}} │\n", "└────────────────┴─────────────────────────────────────────────────────────────┘\n", "\n", "\u001B[1mInput Files:\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/linlog5-res0/3min-bins-xrfi-model/\u001B[0m\u001B[95mall-files.h5\u001B[0m\n", "\n", "\u001B[1mOutput Directory: \u001B[0m\u001B[1;2;35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-pape\u001B[0m\n", "\u001B[1;2;35mr-subset/aux-tp-xrfi-model/linlog5-res0/3min-bins-xrfi-model/\u001B[0m\u001B[1;2;95mall-days\u001B[0m\n", "\n", "\u001B[92m───────────────────────────── \u001B[0mBeginning Processing\u001B[92m ─────────────────────────────\u001B[0m\n", "\u001B[34mINFO \u001B[0m Integrating over nights\u001B[33m...\u001B[0m \n", "/data4/smurray/Projects/radio/EOR/Edges/edges-analysis/src/edges_analysis/analysis/levels.py:2625: RuntimeWarning: Mean of empty slice\n", " params = np.nanmean(prev_step.ancillary[\"model_params\"], axis=0)\n", "\u001B[34mINFO \u001B[0m Running xRFI\u001B[33m...\u001B[0m \n", "bool\n", "\u001B[34mINFO \u001B[0m After xrfi_model, \u001B[33mnflags\u001B[0m=\u001B[1;34m1073735\u001B[0m/\u001B[1;34m2785280\u001B[0m \u001B[1m(\u001B[0m\u001B[1;34m38.6\u001B[0m%\u001B[1m)\u001B[0m \n", "bool\n", "\u001B[34mINFO \u001B[0m After xrfi_watershed, \u001B[33mnflags\u001B[0m=\u001B[1;34m1075768\u001B[0m/\u001B[1;34m2785280\u001B[0m \u001B[1m(\u001B[0m\u001B[1;34m38.6\u001B[0m%\u001B[1m)\u001B[0m \n", "\u001B[34mINFO \u001B[0m \u001B[33m...\u001B[0m took \u001B[1;34m14.07\u001B[0m sec. \n", "\u001B[92m─────────────────────────────── \u001B[0mDone Processing\u001B[92m ────────────────────────────────\u001B[0m\n", "\n", "\u001B[1mOutput Files:\u001B[0m\n", " \u001B[1;35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/a\u001B[0m\n", "\u001B[1;35mux-tp-xrfi-model/linlog5-res0/3min-bins-xrfi-model/all-days/\u001B[0m\u001B[1;95mall-files.h5\u001B[0m\n" ] } ], "source": [ "!edges-analysis process day config/day_average.yml \\\n", " -i :nature-paper-subset/aux-tp-xrfi-model/linlog5-res0/3min-bins-xrfi-model \\\n", " -l all-days" ] }, { "cell_type": "markdown", "id": "centered-teens", "metadata": {}, "source": [ "Let's read it in:" ] }, { "cell_type": "code", "execution_count": 109, "id": "painful-entrance", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:01:16.402157Z", "start_time": "2021-03-25T22:01:16.219844Z" } }, "outputs": [], "source": [ "day_step = read_step(\"/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp-xrfi-model/linlog5-res0/3min-bins-xrfi-model/all-days/all-files.h5\")" ] }, { "cell_type": "markdown", "id": "orange-liability", "metadata": {}, "source": [ "One of the useful plots you can make at this level is a per-gha-bin residual plot:" ] }, { "cell_type": "code", "execution_count": 112, "id": "national-surge", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:03:54.838745Z", "start_time": "2021-03-25T22:03:52.956138Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/data4/smurray/Projects/radio/EOR/Edges/edges-analysis/src/edges_analysis/analysis/tools.py:843: RuntimeWarning: Mean of empty slice\n", " params_out[i] = np.nanmean(these_params, axis=0)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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m7mDUgr38u93IuZKh90IIUbwqdMBT2IeMv26I2VtPBH292GPJhalOUG7/yWhRyPYS+Ljk8FhbcpbuOeNSxrmbKdC4ceKaw0HWMjjOLWd7TqfZg4mSYvtEAmnBy7MYn7t7XlZRWbI7jpiXZnIkoXi6GVfsO8OfG87uFjkhRMVScQOeIvhGPXDkUp/HTqX471Ly1cpTHMOu98elBVU+mEAwmLW2XvozNqh6FOQezoprgdj8BFJb22dsT/h2OpaVay50IPSHtXtww+HEQl3Hl9t/XM0zk4uuRU4IIYpbxQ14SpFSiumbPVbSAKDj/+YW+f3GrjyUbxnnoMI5/Si/xoqFu067lClLXTP51UVrzY9L9ntd4X7y2iN0G/FvUJMpFuS9e/t4278xhw6F/DmoYJNyCyFEvipswFPaz+WTyVnFev1jTnMMjV5xMKhzA8kxsgVIH8zeGVQu1MZianHwJr93seFwEu/O2sELUzwnoHzlr1gS0nMwBxHF2FqUCpIb5vyZW7T/pHetdbF1hQkhRHlVoQKe+SWc0+GPqZgXxnp6UsG7G2zPXrNFe+TugPFA99ddNHndEQ77GKJ+wzcr/D7MvdUjUO6fqL/zs/PMHE006uhtiZHCzKMUSBec7fom5bodiDErDtL29TnFHjQLIUR5ElraFShJ941dV9pVsCvLC4Hagplflx8IqLzzA14DL0zZQo2oMDa+cUVxVC9g/oKyR3/fwPwdp4vsXn9tPMrOE75HsrmztegUZIqCmbFGQvyh+HTqV4vM5z5BX77APpqzk1X74/nzkQtK7qZCCBGgChXwlGdFGUDFpWaTkZPHmTTvw7oDeYj6W2ssUEcTA585+UhCBl/+t8dln796Ogc7hfns8swW/t1+yrVFLYjr2UbEBVMFW+ugv+620gio/U3FIIQQpa3CBjxa6zKVYFuWfDJvNzM2n+DStnWDPjeQ/B+jjP8ncrAr2d83Zh17T7uORvNWl5w8C4fdhmoXdBQYGA/5z/7d7Xa9wLmP1gpEiLUfzBLAVEqlNVJNCCHKmgqVw+OstB8DRTXbcuzR4pm7Z5efiQb9VT2QzzWQMsHO2BzohIdv/7ONyz5b7LKvMH8VJwqYR1OYn79A6luSDTw3frOcn5buL8E7CiFE8CpuwFPaEU8RiU8v+BIS+Smu1oGgk5EDecB7K+Rl39oD+Y8SO56UaU+sttV17+lUfl7myGk6mZxFZo7Za92CCaAC/ShyzRaW7olzqZO7yWuP8PKfriPOSuLnfMPhJN6ZuaNIrpWVa+abRXvJMwc3E7gQQuSnwgY8pc0U5Ffwvh8v9Hu8ONfn8sb5Qbpg52mv+wPlvsp5Zo6Z00GuBRbouzd5+eDdP7rzP1jgUea6r5Yz4p/t9m6y3u//x50/r/Z636zcwB/WgS4z8sX83Qz9eY3f2apfmLqFCWuOACX/81BURi3Yw0dzdtknThRCiKIiAU8pCfZxdNDHMO9X/9paKsOTnR/T41YdctofQA6PW5k7fnJdOHPIj6u4etQy+/a3i/ex+kC832sG8nw/mZzFjhOey4EEksOTbu1ic45P1h9K9Dm9QG5+LRTW6/y96Vi+9wbYYu26fOnP2OBakLQRQH61YM9Z0WqSYf2c04thxnEhRMUmAU8pKMrv3seSMnn1r4It2eCsJBsE3Bs14tNcW3M2HUly2R6/+jCLdhndOd8v3s+Gw4nEvDSTL+c7RmUF0qKx+WiS1/3+c5JcJxN0X0ne17mBzjW09Zjv9diKyhf/7eaTebuZehasfRVi/UDdP2chhCisChvwHE7IYLuXb/sloah/lZfGo8FXV0yBllcIMtqatcWYh+bz+cboqCW74zxGaAXreFKm3xYQWw1/XOo6N1FBJ5As6vyoZW4TRNpqpXG0lnhbKLassY1AOwsao4QQZ5kKG/CIAPh5Jpfm9++flrkGHXf9sqZQ14tPy+H8Dxbw/uydHsfch41/OMezTFEoSNh058+rvb72d8HTqVklurxH0OwzT0sLjxCiaEnAUw7sPJHCx3N3lexNA3gexbw006PlATxbgUqqO81X61NihjHB4pLdcT7P9ZVk7quFx3avxyds5KmJGwFjbqHvF+/DYtGkZbsOoy/MZ+Av8dn92MAvl3HDNysKfjM3U4s4ubgwcyIJIYQ/FXbiwdKkKNpRNMdLOWnZnxH/bPdybtn69l6Yvwlff4229zhj83EAvhjclXf+2cGkdUdoUadykS7+OWntEc96Wd+VxnmNLziTVvhpDNYcSLC/fvaPgq/Z5o+k8AghipoEPMKneT4WW/U350pqluvoGm8TGHq08ARftYD8t+MUQ3s3c76z13K24FPjOcNzalYekWEh5Jq9n+ur5cc9Z9ls0aRYr+0rl+bW71dSp3KE9wv6se6QZxeVck7iKWK3fr8y6HOOJGTQpGZUvuXO0tH0QoizgHRpCZ/igpwLB+Czf/PvWuvwv7nkWB/6aw8mFMm6W97YRnYF46M5rvXv8e58j64u5yHn7knMNu5dSS1emcXsrScB3w/1NQcS7AuDgjHs3XG9/OvuzBHvlH5Tycp98Vz00UL+2lh03V9xqdkkZxbPz40QonySgKcU5Fn0WfFNNtBJ8ZwFOulecmYu41Ye5JbvXFsLXpgSXBfJ3tPBrFDufb/z30Wml64m96ToVq/Ozv9eAdfKt5u+deTaOAcu7nku3n6UbO9Ja6e6ePmhu/arZX4nMywI9zmIdp00RkNuOpyU77mB/rPo8e58zn//vyBrJrzJyjUX6N+6P6v2x/P1wr1Fek0hCksCHlGk63EFE8e9Pm2bx77J64JrBbh3zDq/x7NyzS45J97kO0lgAeT7/Ajy+eJ8vUBabZxzePzZcjSZl/4MbB6nrFwzo9xWpPdm9X7vn/eYlYd4rghzftKDXG+tJCzeHUdiek5pVyNgSRk5tH19Dl8tKNrgZPAPq0p+IIUQ+ZCAR/Dw7+u97i/IAyXQlqui6mo55GMGapvX/t7Krd+v5FB8us8yp1KKbz0yb04kZwX1/rNyzazY532m6W8W7fW6DENBWhBPp/hPfn9n5nY+dVsZ3hv39+a8NSXAUV1F3eJQEtKz8xj2yxruGbO2tKsSMFsSe6AzfgtxNpOARxSpgJ9TJfQ823rMaL06lZKd7y3Ts/OKbvSUn5uN+Gc7aw8GPhfOqAW+W1Xcc44ADsWnM9E6cktrx9/JhNW+u66W7TlDz/f+Y441z8ibk8mBBYav/70VgLdnbKf1a/l3/zlz7oo72+RZE9v3FXISTCFE8ZCAR6C1/5FXwXAfpeXLP1tO5F+oCOw8aeT4fBVAPsGJ5KwSq5cn700yRxIy+HrhPrd9mV7L2jzy+wb7a+fWFueZxft9ssglRyjWGhgWxaSEtnXffll+wJ6cHqhAu+KEECJYMiy9lJSlnGX3odiFseag/3wZm7e9zM9TnNKycku01SDYLjtfXVAXfbTQY5/76vLukpxGvfl6z/vPpMMZRzefrxmks3LN5JgtAQeyQghRVknAIyoEi4bdXuYEOhsFs7CmdvpvQQwcuZT9cUZg5GvOoWAlZ+ZSrVJY0VzsLJOUkcOTEzfxyS3nUqdK8HMuCSEKTrq0RIWw6UgSXwYwwqio/Lh0f7FdO8CF2A1BNmtZtGb53jP2pGFbsBP0ff1U4dy35vmcQ6cs5vCkZOXm26oGgbXqTVhzhMW74/hpWfH9fBREGfq4hSg2EvAIUQz+3HB2jnoZt+oQd/y02j5JYkHZVmj35fN/d5PgZfh2cXf1rjmQQMxLMzma6H90n7OrvljK+R8sCDih3deyMRk5efZ12wriSEJGka9dNn6157IkQpRXEvCUljI086B8uyt6Fq2ZWWoJ0A4ao1UhULaJI48l5t+i4U+G05QG3iZzHL3iIN1G/FuoexTExLXGSLWVPob5e3PM2rpz96/BDTdfuPM0K/Y5Fs+9euQyfljiu2Xn0k8W8eKULT6P3/zdCp79YzPmgja1efHLcmOm8LLz20iI4iMBjxDFwKLh0fEb8i9YzAqabKzR+U7Y6I9zPO9vAjqLRRPz0kx+cusCLK4lMQozCmzlfiNIyso1cyg+Pd+lLe4evZbbf1xt395/xvdcUAAHzqQzaZ1rcDrqvz00f3kmULClXsqKM2nZxLw0s8hn9RYiGBLwCFEMLEX4LbwwCjqB33uzdnL/WP+zWBeFUdYZfu3zCdkWctVGt9i4lQf9vofMICfHNNlzhAr+9/PY+A1c8vEizn1rHmudRiX6anmZ72MR3kB8+u9utIYv5++x51AFU/esXLPLmmylxTZBqHtAJ0RJkoBHiGJgDvKBWlxdCoVJ/i3M4pyBLlXw+Xxj5uYc6/Iezp/De7N28Pq0bX4XgX32j01B1asokqKX7HZ0U20+kgQYrS/nvTPfa/n7vASOWhsjtgJl+5wguNap/03bxk3frvA607hz4FRc4XmRTeQpRBGQgKeUzNla+vkdovgE28Jzupi6KwJZCqI4jF5xsFDnaxwBV4qfeaLWBTFjNQTWpXU8KZMWr8xi+/EUYl6a6XHc27QAc7Y5kryTM3PZ4TTJozc/LNlPl7f/tS/tEAxvwdr87adYvNszMNx63JhQMiXTs2uzOEbCnU7J4q0ZjjXy7vplDeNWHeIbWUhUlAEyD08pWb438KTJ4iaTyhW90hxWfSyAIdRllXPuT4i1/8nfvEMWrVm1P56sXDN929QN+n5rDybwzj/bmfxQHyJCQwCYv+MUZotm/JpDXs/J8xLMurfQXfXl0oDufyYtm9qVg5uPx1t+k60V6eAHg+z7Fu+OIz7NaEXyNkaiOH5EX/t7K/OcuvDWHEgoVC6YEEVJAh4hikEwkwMK72wfofLT4XcmLYfBP6wCXB/2+dkfl8acrSf5/N/d7DqVyv64dNo1qGq9n+v9/Xln5g52nUzl3CbVA753SbBYNMN+WeO3jHOXVlF1qcpPvSjLpEtLiGJQRnKWz17OD2O3p7G3+Xu8WbU/nj83OOatGbfqkD1p9selB3jot/XeZ4ew7twXF9gioN5Wqy9OgQRi7gG38/ucsv4oZ9JcF9P1dkmtNTl5Fo4kZOQ7FP54UiYxL81k9f6y03IthDsJeIQoBtLCUzDecmxsC8CCkRzsa/6epIwcxq06xJEEY0TQ4B9W8czkzVgsxoPbtoq7Ny9O3WLPFbLFBqv2e3bFvDl9m8c+yH9arU/8DM33Js/se9HVtq/PyXcCQl8/fceSMnnuj808/Nt6l1m0AXLNFuKdcop+XnaA1q/N5qKPFvLi1C0kpufwy7IDLNtzxuU8rTWv/BULQEo+3ePyz0KUJunSEqIYSMBTMLbA4Z8tJ2hVtzIA3y7ax3VdGjJxzRH6tKjl89wubxuBUMNqkax4ub99/8t/xuY7HHrL0WQ6vzmPRc/19VvOVzL2Yj8jyQC+8pO0eyI5kxCniGnV/ngG/7CKMff09HnOs39s5oaujUjPyWPIj6s8jrv/+CkUq/fHk2EdNbU/Lt0lYVphfE5T1h9l9ztXER5q4rvF++zH5+84xfbjKWx3SsYecX1HhvZuxpI9Z/yOpBOirJCAR4hiIF1ahXPgTDoHnCbq+3bRPqZtOh7Q6K/jyVkcdDrXX7DjvgxE308W8fyVbYKu77xCzLXT5/0FLtsr9hotKF/nM7LJrDVL95xh6zFHEDJu1SGuPbchkWGujfdzt510WUsuPj3HYw4j28zgSZk51K0SyZk0R9ehApdgB+Cj2TsZ2rsZqX5G0QlRlkiXlhDFoCin/68opm8+zi4fK9oH+3Eu2Hk6oHLeeqKcl4MoDbYgbLePz8LG28/Y639v5YZvlnt0O3kLyGa5TY1hWwLksd83epRNzPAMalKz85iz9WRAC6vabDqSxC/LDgRcXoiiJC08Qogy4YkJng9aG1OQw4jyLL5zYJyVoSXt7GwtMUleggxnvrpN98elc+8Y18kOvb1NXwvcxh5Lzr+SVg/9tj7gsjb5BXJCFBdp4RFClHmmICOTQFOovF22LM2R5c/J5KwiSwJ27toLdpbwYE1ce8SeWC5ESZKARwhR5hVXS4xz/ktpeHLCpgKf2+/Txaw+EFhwFsznl5Nn4eKPFhawVoH5YPZO6fYVJU4CHiFEmRfo3Ds278/eWUw1KVq+cpYCNXal99mgg5XrNgz+cDG3wMyMPcHi3YHlWQlRVCTgEUKUeTLsuXC2HfffkmVbzVyI8kwCHiGEECXO35IhQhQHCXiEEEKUPIl3RAmTgEcIIUSJK2vxjlKqnlJqvFJqv1JqvVJqpVLqBuuxvkqpf9zKj1ZK3ey0XUcplauUejDI+z6jlNqulNqilPpPKdXMR7nzlFKxSqm9SqmRyjq0TikVoZSaZN2/WikV4+N8s1Jqk1Jqq1JqhlKqunV/jFJKK6VGOJWtbX0vX1m32yilFlnP36GU+iHA91bFeo7tzxml1BdeytVSSi1USqXZ7hnM+YGSgEcIIUSJc5/lujRZg4e/gSVa63O01ucBg4HGQVzmFmAVMCTI228EumutOwNTgI98lPsWeABoZf0zwLr/XiBRa90S+Bz40Mf5mVrrLlrrjkAC8KjTsf3A1W7vxXnhuJHA59bz2wGjAnljWutU6zldtNZdgEPAn16KZgGvA88V8PyAVJiAJykjuFEeQgghik/ZCXcA6AfkaK2/s+3QWh/SWgf0YLcaAjwLNFZKNQr0JK31Qq21LWt8FV6CLKVUA6Cq1nql1loDY4HrrYevA8ZYX08B+qv8o8mVgHMdM4EdSqnu1u3bgMlOxxsA9hVrtdax+b0vL++hFVAXWOp+TGudrrVehhH4BH1+oCrMTMvrDyWWdhWEEEJYlaEGHoAOwIZ8ylyklNrktN0U+AdAKdUEqK+1XqOUmowRMHxmPTYJ8LZA22da67Fu++4FZnsp2wingMP6upHTsSMAWus8pVQyUAvwukaKUioE6A/87HZoIjBYKXUSMAPHgYbWY58DC5RSK4B5wK9a6ySlVBtgkrf7AH211klO20OASdaArSAKe37FCXiK7h+Xpsx9NxFCCFFklFJfAxditPr0sO5eqrW+2qnMaKdTBuNoEZmIEUx8BqC1vi3Ae94JdAcu8XbYyz4dwDFnlawBWwywHvjX7fgcYARwCrcgRmv9q1JqLkY32nXAg0qpc7XWu4AuXu7lzWBgaIBli+P8itOlVRRDIJurExyMvIOrTKuLoEZCCFFxlbFh6duAbrYNrfWjGK0gdQI8fwgwXCl1EJgOnGvtgsGaULzJy5+7bCcrpS4DXgWu1Vpne7n+UVy7uhpjtMDYjjWxXicUqIaRo+Mu05oH0wwIxzWHB611DkYg9Cww1f1krfVxrfUvWuvrgDygozWZ2dt722RLirbW61wgVGsd/OJrRXC+TYUJeAryb6uFOoZzoNxJGav8DgyRgEcIIQojN8AFXkvIAiBSKfWw076oQE60dutEa60baa1jtNYxwPsYLRJorW9zTrx1+jPWen5X4HuMYMfr9NNa6xNAqlKqtzU/5y5gmvXwdGCY9fXNwAJ/3T5a62TgCeA5pVSY2+FPgRe11i5rliilBtjKKqXqY3SZHdNa7/Lx3rp46c6a4KtOASjs+UAFCniCjXd6qR38F/E8t4cssO+TlV+EEKJoTNvofbX20mANEK4HLlFKHVBKrcFIBH4xgNOHAH+57ZtK4KO1PgYqA39YW0am2w645Qw9DPwE7AX24cj1+RmopZTaCzwDvJTfDbXWG4HNWIMyp/3btNZjvJxyBbBVKbUZmAs8r7U+GdjbA+BW3AIWpdS1Sqm3nbYPYnQDDldKHVVKtfd3fkFUoBwe3yGPCQv7I+9kVN71fJp3KwDNTScA6Kz2MZ7+xjUKeO+Oaj8t1HGmWS4s4BWEEKJ8qRQeUtpVcGFtRRns49giYJHbvuHWl1O8lN8CtHff7+Pal/k51sXp9Tqgo5cyWRjDyPO7T2W37WucNr1ddzQw2vr6GYxgqkC01ud42Tcdo3XKth0TzPkFIS08QBh5ADwQ4phXymI9w1TIdp2qpPFPxGt8Gf5Noa4jhBDlyYMXtyjtKogKpuIEPAE1zzgKWawfTYhy9DMXJPSZFfFKAc4SQojyrUZUeGlXQVQwFSfgCbJDyqxN1vM8wxwFvB36K93U7nyv01h5nQpBCCEqNFVhnj6irKgwP3K+WnieCZ3MrsjhHvttXVo3hiwjBLPLMRMW7gr9lynhbxV1NYUQokIwlbGZB0X5V3ECHh/7Hw6ZYX8doXK5wrQWAO300fQw7bLuU9ZryXgtIYQoDJPEO6KEVZiAJ9AerR/CP+eRkL/padph36e168mFTWT2pxppdFV7iu36QghRFkgLjyhpFWdYehA5PC+ETfZ73LmFpxbJ1FOJbNcxhJGHBvIK8bFujnwAgJis8QW+hhBClJSLWtUmMSOHrcdSgjpP4h1R0ipMC09R/uNyDnjmRrxoH4m1JeI+1kc85PO8OiQy0LQqwLtIt5nwL1T6BEQpCzUpxt3bi1+H9wz6XGnhESWt4gQ81v9Hkk0dErk5ZDGNlddZvPNl69IyKU1t5fhWU0nlUE1l+DxvfPh7fBM+kki8LZXi/R5C+CI/IaI4nNukOqOGdA2orO1nsGZ0/kPMI0JdHzcS8IiSVnECHus/rt/D32Nt5KN8EvY9f4W/QZgy53OmJxOea8CEk+u05f1R1Mg6RN2EJoKcfO9xT8hs+pk2eD1eh0RaqyOBVViIYtakZqXSroIoArUrR9C+QVWuObchBz8YlG9525JNISZFZJjr4+Spy1q5bG9/ewA1ohxLN0kDpShpFSjgMf5/nsmREFxHBdbnbFIWapHs2PYS0EwMH2F/XYNUloY/yWUm7wu7djXtYVfkcA5G3u77nmjeCBvHL+GfeD2+MuJx5kUEssyLKK/8rA9Y4iY90Ke0qyB8GH13j4DLGr8nff9c7RwxwP76sUtbYnEq+vXt3aga6chfvPm8xvRrW5drzm3IJ7ecS4jJdXyrv+V+hCgOxRbwKKU+VkrtVEptUUr9ZVsqXikVo5TKdFpC/rviqoNLfQpx7ouhE1gf+TDVVRqA/f/Oupn22l9/HTaSJqY4fgr/1Ov1znMahdVMeV9/zVsrkrNQ6wzQt4QsooM66LesswGmNYwJ+yDg8kIEQp5dRWdgp/qlct/nrmiNSYG/ODoyzLH+VYi1icYWePdvV48tb15Jw2qRgBHQ/DK8B6OGdOXm8xoXX8WFCFBxtvD8C3TUWncGdgMvOx3b57SEvO8s3yJUmF/IXUz7AaiOEeica9325fyQ7V73Rykjd+eZMMdac1XwnvMTSmBdbR+H/cDMiFesrUX5f+P/LvwLLgnZgsonoCrLQjBzgSm2tKtRbB4KmU5PtSP/goVwZYd6xXp94d/5LWrRvHa012MvDWjnst2lSfUSqJGRu6NQWHxEPJ/deq7Ltu13qnvx6AijlUe6rERZU2wBj9Z6ntY6z7q5CijlEL9s/uvzVavHQv+2v74wwIe7CU1NUrglZFFAZZ1VJ9Wl264sGxk2it/D36e3yXtg6a4KGbRUR4u4FpriSht+KWwikyNG5F+wAOqQxOTwtxgQU2F6s8ucc5tUZ/z9vekaYCBz/0X+F4quXzXS7/FgfkqVnxaeG7u5/gq3TfXhXvyX4T146aq2NKgmeV2ibCmp33r3ALOdtpsrpTYqpRYrpS7ydZJS6gGl1Dql1Lq4uLhCVeBsa3Lv5pRr9Fv4+1T20RLkLBQz34R/ycdhP9BEnfJb1hHwaJ4KncKmyAdZH/lw0PXsoA7yZMhUv2WaqxNUxbMbsCAaq9MMClkDQC1S+C/8WaaFv+azfB/TNmIj72N+xAsB3yOSbNZEPMJFpi0+yzwdOoWDkXcQRp6Xo0Yw9HnY18wNN+57pWktByNv52Dk7dQksNyx5upEwHUO1F2h8+hp2kXLI1PyLxwErWHz/64o0muWW9aIItcSWCiS3++uW7obgYiti2nyg314bVA7l3waf6LCHd1UJhX4PPImewuP6xlNakbx0CWyErooewoV8Cil5iultnr5c51TmVeBPOB3664TQFOtdVfgGWC8Uqqqt+trrX/QWnfXWnevU6dOYapaRtt3fC9T0dO6nIXN1sj76GPaBsD1pmVezzFhoS6JAIQ5dYkdjLyd90N/xPm7mAkLEeTwUuhEngr9s8D1nxH+Kk+H+Q94FkY8W+hV4weHLOBg5O00JN6+7+vwkbQwnfDbxTgh/N2g79VCHaeuSuKl0Ak+ywwPmQtAW3XY49jByDt4P/QnbghZThuT0bI0KMQx/9KGyIeoY/178mdhxLN+j5edlGVDtUph+RcSds9f0YaYWlEANKjmu5UmLMT/r+mnLmvN4uf7cn6LWgA0rlGJ+y46hyf6G6OkmtSIsped/8wlHuef27g6ACHWyMpbl9bfj17gsc8WiAUYtwlR6goV8GitL9Nad/TyZxqAUmoYcDVwh7Z+DdBaZ2ut462v1wP7gNaFexv5K4oRAboYwqZgrtnNmux8T+hsr8f95f0MCV3IPSFz7NsKza7I4TwUOsPnOYEwKUdLkT+FXTX+mVCjRaKqn3mOippG0UEdpIM66NHdZ5tv6Wcfo+iGhC502Ta7/VMrSCAWQQ5RZNm3TUr5fVD6E8zM4/88fmGB7iHgf9e093msaa0ofruvF+D/C9lFrWoDUCMqjGin1hibEJOiWa1oRg3pyrd3dKNhdaMr6d4Lm7Pmlf60rFvZXtb5tY0twFFKYTLh9Z+ytzwi2+9UXeZCbyG8K85RWgOAF4FrtdYZTvvrKKVCrK/PAVoB/rOAi6I+YG/9KKjiCHimhb/Oy6G/51/QiRnPX3oAIU6JyN7q+kbYOPvrt0NHB3XP/BTVgqpRZNHLS8KuxUe+QHFwfi8zI15hZsQrrI98mKZeugkjrfMpNSKOW0IWcaVpjUeZ/qb1HsFoS9PxAGujGR4yh8pksDjiabZH3uNy9MUBbe2v3RORvT6krO8tmJ/ljo2qBVy2JOSXs1LaejavaX999wXNC3Wt3+/rRWRYCBtfv5ylL/bjXD95P9WjwrmqUwP7tlKKul4+q+/uPI+3r+tg37YFPCaF36Rld76Slv356a7uDOhQ32V4uxAlpThzeL4CqgD/ug0/vxjYopTaDEwBHtJaJxRjPQDjH+eayEcLdY0HQv8poto4mJTmwdCZAZW1/V7xFVyEYuYckzHM/cnQqYRg9jka69bQxT7vc6VpLVVJD6hONs5J0MraXVYQn4d9w6SIER5dPo6V6gN3vmmr2578fzN/HfaFvdWro+mgy7FGXlupjGsuj3ySj8N+4PvwLzxK/Bz+KdeEeC4p0k4dooM64LeON5mW8mbYWL4N+4L6yn/A/sVtxuy4F5m2sCD8GeqYvU95ANDm4DiqkwrA5aZ1XGrayJaI++iudtLKqRWgckRgeSB1qkQABDRZnbMrO9Tj8vbBjRi7tG1d7r/ICCR6xNQI6txAdG9WuGv2bVOHMff0tHcDOU+2584WLDi3QNtaTGpGh3NBS2vrTnQ4lSNC+W7oefx+Xy9eG9TO41qBGtCxPnf1ibFvX9TKSBdoWL2SkbQc4HXsSctBBDzdY2ry3dDzXIa3C1FSim3xUK11Sx/7pwL+kz6KQTBN+L5UV8EFAUFdm1RqqtR8y11rWkEX0z6vxz4I+8n++vqQFVwfsoKF5nO9lvXludBJPBY6jSXmTtyV+7LLsTDyeCl0AuPMl3Gu2ucSADgHYa+F/s69obNplTWWXB8/YlVJ5wLTVmZbernsvzJkHWAs02G7ZIhJ5duCVJdEfg7/mHtznucc0wnSdCTjw99zKaPQfls27g6ZbU+I9qURcRzDkU9mQhd4BNjsCOPztS0Uq7BwIPJOlzKfhhvfEy4KcQRvk8PfwoKJBZauhOS1pj7xjAj7FZVzAeeqvYwLN+ZZ+jHhHmIwrt1D7WRk+FfMMRuT0IXnJLEp8kGey32QT8K+t1/7sdBpXPzUM7R+ZTp5hLL8xX5O79WCQnttYcwvz8RZ3SoRRIaFcDghg0cvbUnnxtWJecl/0N+qbmX2nPZMfL+sXT3WHixcy607X0se1KsawakUY2qJbk2rs+FwksvxmtHhJKTnoDVc0trxMzL36YuZsfkEI/4xRhU6/yQ7Ah7Xe42/rxfn1PHsfqoaGcYFLWtzQcvavDMz8KkLRlzfkRZ1XIfB33NBcy5uXZuLW9Xhth5NqFc10khaDjCAsScte/u3uewLiP0DHl4ecB2FKG4VaLX0st3P3Nm0n/edAhZvaqsUvyu5Xx7iObPzpSGbg6rHY6HTALg4JBZyNc5tKgNNq7g3dDb3eskhcm7hGRyyADCW2/AV8GyKeACT0vTL/oT9uqHfOg3t3QxlfWu+JnO0td7NrPwOdfJOMNXsOfivKhnkEEoX0z5CMbPC0sGaW2O8R+ccJ2+uNy3ntvBFDMl51WV/MCPAvNNcblrPj+GfBVTaltDe27SD3LnTIawjl4dsQH/ZnmkRrkF5VdKIIJcXwibSQCXQ3nTI5bhzsAPGvxNTdjJ7I+/irdyhVIsaBAeWEkEO/4S/SivTMV7LvZsm6jTv591BT7UDk0lB3uWAhtAI+7UGdW7AzC2eI81qRIUTFhrcF5CmNaNcAp7inKXX26Xv6tOMeduMLs3Fz/elXtVI2r7u+vMSFR5CgpfvRHWrRNKlifduQVuwoJTxHg8nGL3/51tbdorK0N7NPPa94ZRfVM/a9aXwnrTs7PPbzqVBtUpsOZoEeElaTjkB8//neWJOBigThJXtLklRflWYgCc85WBpV8GvbqY9RLisx+XpnlD/D+Si1se0nbbqMP9aunNU1+FCjy4iB28BpUYR4pa70kodpZtpjz3ZuTKZPq/ZkDPEmE5SyVwz4Pa5OnnGA/amkKUexzZHPsBuSyNam47Z9y0wd+Hl3PtYFvFkvuuqdbHOpu08MquyyvJVPGC3hSziw7AfC3RuWF6avbtM5Xo+bbdEPgBAvK4CgFn7b4mprxIg3Wi5+1/YODj9KIy5ml/COtDK+rm9E/YrAO/n3eGYL+iL7yHtFLzpSO7++vZuzNziv+XG1vJ6R6+m/L7ac8Sb13OKecilt+tf1KqOPeAJDzV5Xam+SmQYkOljyQ/vlbYVDaZlpdikn+GyvEUc41pj22LmwZAZjDNf7lLshjZREB5N7FHj79r+frOSjYBmkmsrpd2kOyErCe5fUExvQAj/KszsYyrAmYtLy1Ohf7qsvF4WNFcn+V/YOPtSFLeELvFZVrnk8Di8HjrOpdy/ES+4PNwjyCUEM9ebltFROXLXFZqZEa8wPvw9Xtw8gGpFNI+Pc7AD0C9kE6sjHwtoEVnbEPPLfCzoWlAFDXaCUcvaXeprFnCbNqaj8NV5jh1/DAfggpBt/m+QZk3otph5IXSiMYeQ2XWOovnhz7Eg/Bkm8TwXxBgzUdRL2wo7ZnB5jCPP5Z/HL+Sd6zvat0PJo2n2Hgri/Rs7BX2Ot+5v9zwcby1M/doa3VjeAhfn4s7Ha1Y2Vhm/xWnphVIJfCwWmDSUV7I+p2GWtct85z+8HDaB/yJfhLTT8NdDkJ0KHzWH3292JC3brvFBU3i/McTtdFw31+kLjSUXTGGQWbRdkEIEqgIFPGV1Jp6y62LrxHstTCfsCa6+RJHteG1dQkPj2s02yOSZuPtHxNvsixzKF+Hf8E+EYwLBBiqBGk5rlkUo/61fJSnfh3954vzwcuM1IX7PvzwSOt2YQ2jmMwBcZlrPO6E/09J0nHNMJ6mevJPn+1Rl1eBw6k4cCJPupO80I5frYtNmOv7YlDtbOYKlV0LH878TDxPjMRGj5rr1d3O5aZ19T72qES4lqkY6ApXx97nmi/li8vJbsXuMY+SVt4AkKjzE58zDAFVOrLIH7c7BT9XIMPa8exWPXtqS/nlLaKwCn2B13L09+euR8wMu7yI7zfWNjKgFh1cAcP+JN+DUdtjzLwANiINPWsHmCfC9dR6fA0uolnGYKmSg3X8Mcpy+nLxbH96sBkfWwIElcGQVfBgDc1+lrFFK1VNKjVdK7VdKrVdKrVRK3WA91lcp9Y9b+dFKqZudtusopXKVUg8Ged+HlFKx1sE9y5RSXucyUEqdZy23Vyk1UlmjbqVUhFJqknX/aqVUjI/zzdZ7bFVKzXBb31IrpUY4la1tfS9fWbfbKKUWWc/foZT6IYj3965S6ohSXhahdJQJU0qNsb6/HUqpl52O3WZdk3ObUuqjQO/rTQUKeESwBoSstb/eFOn/3/Cw0HkALqOzFFDJKRD6OnxkwPeeGP5OwGVF6fD6dxTv1BKzxcg3+yn8U+4M/c+lWOhXXaj/980u+2aGv2yfb4ltjskw72hsBAG1SOEG01IizUbwHU4e9VM28234l/ayq1+5jOevbOO1voHmxfhKWq4RbbTGGEn03s4z/u8REFnMtJo9mPE+5l4KUxq1YhT/y/mMv8LfQGWnOC4SOwVG1IFcz67Ti1rVoWtTPyPKLG6tlpmJxp/Uk/B+I1j5teOYU9RSN/c4fNsHNrq2zgKQ4BgwccvK65gc/hZVP2tsBDX+/OzaLcbKr4xWpTLCGjz8DSzRWp+jtT4PGExwSyLdgrGM0pAgbz9ea91Ja90F+Ajwlcz3LfAAxlQurQDb2P57gUTrQKHPgQ99nJ9pXb+yI5AAOA9b3o8xZ57ze3H+ZjcS+Nx6fjtgVKBvDpgB9MynzC1AhNa6E3Ae8KA1EKsFfAz011p3AOoppfoHcW8XFSfg8fa1TRSZJ0P/pA6JLrMTKzQ1fQf14izXy+Sl9Wee0zIfeZk0U76HxrvrYDrkGIG44B0ORt5Oc3WCiFDj324P0y4+D/+W/id/QWttzw9zyR/bNJ6Hdt3rsuTHfSEzuT/kHzi+yeV+l7XzPhw+BAsNiPeYWuGX4d0ZcV0H6lWN9MjzUcC9fRpyTzsLwy+IcT1oDTw6mA6hsNCpQRTkWb8IHFgKb9eEf18HoI5KptmPbWG1dRaPf98Acw6kW1t+tIbDq+HEZiMJODvNyJ1xt3ykcd3MJGM78ZDRsvJhDKyxfjnfag0u43Z7/RwC0c50BJVXwDw2c8Gmrigm/YAcrbVt+hS01oe01sE82IcAzwKNlVKNAj1Ja+2cyxCNl0ZCpVQDoKrWeqV1Et+xwPXWw9cBY6yvpwD9ba0/fqwEnOuYCexQSnW3bt8GOI+QaQDYh6NqrQNevVlrvUprnd86ORqIVkqFApWAHCAFOAfYrbW2NX3OB24K9N7uKkzSsrTwFL+1bvMcbYu8t5RqIsqKxRHPFOp8Y3kNYyh9Neu0ELVyjnNO8ipes86LZZtq4KGQ6fD3REKAPZF30SnrJ0Lz0ngtzDqx5w/jqc8oTlKLgx8M4r1pGwgljzy3X4Ovn3qKFpE72WqJ4eqc92inDsGKr2hw/mMM7RMD6fEoSy7VSeXh0Ol8nHcbb6mfqPbpbbwBEHICcMr5SXHkjT0Z+idPJB6Fd/xPf8Ccl6ByPce5X1hzmpr0NrqF3D23ByrXdWxbAyimPQoDP4Ykp4TwpdaRjsc35t8yU5x0mcqr7ADkl5x3kVJqk9N2U+AfAKVUE6C+1nqNUmoyRsDwmfXYJMBbs+NnWuux1jKPYiy1FI4RfLlrhFPAYX3dyOnYEQCtdZ5SKhmoBXid3t468W9/4Ge3QxOBwUqpk4AZOA7YhtB+DixQSq0A5gG/aq2TlFJtgEne7gP01Von+TjmbgpG4HYCiAKe1lonKKU00NbaTXcUI8gLD/CaHipOwHO2rR4qhDAcNbpWH7ZOCBliMjFk99P2316hmBkb9r4xlYKT2Mj7YLrrpVZFPs5HubfCrhBe2Xgbr0RCTNbvXGFax3+WbpgJoUWO0XLV0XSQymQY8yXNA84dDB87FsV8NfRibgldwvGwZtysnUYebZkIXYfCxNvh3CEw5W77oadC/3R9bPnjdJ6dt2AHjBybZ3bC9r+NYMlm5z/Gn7LowBJoc1Vp18IrpdTXwIUYrT49rLuXaq2vdioz2umUwThaRCZiBBOfAWitb8vvflrrr4GvlVK3A68Bw9yr5O20AI45q2QN2GKA9cC/bsfnACOAU7gFMVrrX5VSczG60a7D6HI6V2u9C+ji/V0FpSdGkNUQqAEsVUrN11rvV0o9bK2PBViB0epTIBUo4CntGgghikKrJM8pB9yDHX9eCJsMExyt9R+E/sjg0EUcsNTj0pzPXcpujbzPsfFVd5dj4croNntLf+N6g3+ehrhdsGee8aekfNY2/zJlyaltZSng2YZTV4nW+lGlVG1gne9TXAzByC+5w7rdUCnVSmu9J5AWHicTMXJ13B3FNZ+oMUYLjO1YE+CotUuoGkaOjrtMrXUXpVQ1jJapRzFycwDQWucopdZjdMt1AK5xPllrfRz4BfhFKbUV6GhNRC6KFp7bgTla61zgtFJqOdAd2K+1noGRB4RS6gEo+JDrCpTYIhGPEMLT4NBFADQ3neJg5O2+C7oNp+5n2ui77OrvfB8r66oGk6cLPLyyYPfJLlPTcCwAIq2tCTZRvgo7s3brRGutG2mtY7TWMcD7GK0+aK1vsyb7uv+xdWe1crrcIMBjDgZrDkyqUqq3NT/nLmCa9fB0HC1CNwMLbIt1e6O1TgaeAJ5TSrmve/Ip8KJtgW+n9zjAVlYpVR+jy+yY1nqXj/fWJYhgB+Aw0E8ZooHewE7r/epa/18DeATwP0OvHxUm4JEWHiFEUaqifE+aeVar3jS48k6za/P0duhwA9w+GR5a5v+8BPd15EqPNUC4HrhEKXVAKbUGIxH4xQBOHwL85bZvKoGP1nrMOuR6E0Yej707yy1n6GGMh/1eYB9gm/L+Z6CWUmqv9XynPk3vtNYbgc1YgzKn/du01mO8nHIFsNW6BuZc4HmtdUAjEpRSHymljgJRSqmjSqk3rfuvVUq9bS32NVAZ2AqsxcgR2mI99qVSajuwHPhAa13gLHvlJxAsU7p3767XrQu0ddHT4T2xNP39wiKskRBClEOXvgoL3YbQD59l5A+1vRrmvwm7ZjmOvXzUmGfn5Ba48GnX8/wlRQ+fCTGF+52slFqvte6ef0khKlQLT9lo4vkpr8z0WQshhKfzhkPjHnCH0xrPMRfARc9CnTZw61gjyAm1romlTNCyv2ewA/DkFrjUaaqCFs4DkMrG72RRcVSYgCc8sWBT0xe1dGThPFEAb3qZa8VZgy7GQ6ooNehi/P96aw7l4Ak+i4oSElm9aK7Tws/cbZXrwn3zodVl3o+HhEFEFWh9pbGtQnxfq0YzuOR5CImAy96EW0YXtMZCFFqFCXjCUgNbmLD4ybeakrbtykkc1UW7+nTALngSrvmSReZzC3+txm6Tlfay5lc27AoPLjYeUo+t9zgtpd1g1x31rOtLDZvBL/03stBb3S54Ch5YBK+egi63GwFX24Fw0XMA/JI3wPMcUTg3/ADXfOm/zHM+0hcq1w/8Pq2vgqF/Gn+ng6yT+t4+2f853tzwAzy+IbDVz18/bbQARVaDx9YZeT5FHaALkY8KE/CUlbdq0UbAs8biffp7UXRsQU6Htu04qusU/Q0ivecnXJ7ttNzL5W/DecMZnvsiV2Z/4FLul2qPcJvZWL4mt7njG7dF+Zgtoq9b/mS/14w/9zkt21C7JVz3tUuxqrd9D7c45SFGVDb+r0LQyssyCc/vh8vfMjL93R9mtY0BJRssTgNLHvQcJk79zo7Xzl0agarZIv8y5UFULcfr9tcZ3UnVm7mWqdcRajSHa0a6JgjbPL0d7ndduoNLXjQ+9yvf8yzfzmkFgfOGG8nFra80AtzH3ebee3q7MamhN2GRUKsAf0+1WxktPaEFnj9OiAIpG1FACSgrOTy2WWGV13mhPE01S6J1Qdk/Y2UiT7v+qHfO+pHOWQGvf+ddzEVed+/Rjbkv51l4aqvL/l26Kessre3bGhObaUVM1njM1pYTgGVDdnoPEs7px6e5TutPRVSGi58Hk1uXQpS1NataE7jWOjN+h+uhgbUlx7ZukvW8z/NuIim8PjwVC0P/huha+NT5Nt5rMJJ/LL0d+xp0di1zzZdwxxTH9gVPwoNLoPnFrnkhrf3ks93/HzPN+S2/A9z2e/5lug7Nv0xJGuAU+F75vvH/Trc4gsuntsBLh+GG743g8/4F8OQmOM86eOeZnfDKcWPlcYDwKKjWGF4/Y+TWvHgQLn3F6Erq8yi8FucIIF89CV3vdNzfFAL1rS1+Dbt6BjDVGrnO4CzEWazCBDxlpSvJYg94AvNs7sP5FxJemZwCnkSqOA40u4AUokmhMjqYroD213NRttPEdI3O8yzTqDvTH7uAF558Gqo38Th8c86bPJhjJHfuC2tlX2HbFoTssFjPueR5aG5dmdr2DdtkYpT5xvzrWcPaQtDzfuh2l2P/8JlGEmn7643t6k3RWrNZt2Rkp7+M4cgtLvV/baXYH9keUKzu9DbmLtaH57O74fY/jDlZzhsOVeoZD+ZXTxnf5BucC8NmGMmt9ToZ3SE3fAvXfwfNLjCu4dwaoUy8mPtA/u+1YVcY4GutRKurP/d/vKCquf39vnwMXjlhfMbetL/eaE3p/bAjF6eZdbVz96Asspoxs3N0Lc9WnaoNIDza0cJoSx625dZUcltQNDQcHl5h1C+sUjDvUIhypcLMtFxG4h0SqGr8X1fJp6RNGal4GZejQwhXrhNwPpzzFPeH/sOgKvXJHvAp2+Lm0KH/nVClPrw0E/Bsafs170ou79mZA8max7e14vKQ9XwcZm0JiqjMEV2P1Za2xsKZtm/Gzpr0onPj6n7rOtfSgw5ZP9MpvBGVI9PJzDXbV8dOw+mBNGSiMdldsN+w67YzHrru86lEVDH+9H7YaC0Ij8ZYJLlg81Qlt72NkA7WgLFKPahyhWuBqg08T1IKHnaan6XLEKPlZ/N4Iydp4fuQY6yG7vJZANz5p9G9k3IUJt4Bqdb1CHs9aCxEaVs/yuOefpJqbSKrQaPuRgtH/c5GK8hvN8I+65IR/V6DDjfCqG7G9uvxEBLqGHY99C9HV2F4MyOQ02ZjZfIFI8AUCjf9ZAQlAM/uNILc8Oj8E9J9GTYd9vwbWBATSJ6NEOVchQl4ykqX1hTzxWTrMI7oOlwR4plgKhyO6to0Vsb6dylN+lH1yAKfZXMII9xtxvFNuiWP5j7FIFMIN1/QEejoeWLjHva1hvZb6vNW3jDuGHgVjUNNJL00k1WWdo6yVY21+u7JeZ4XekcxrNXlxjDbfQug9yPGYox9HvW8hxfpVEJrmPxgH/7bcYrIKGPW2X2WhrQItz6gw6OMPwVRo5nvY0pZgx17nFW6qjUyuubACCIPr8AI9J3+zT6xEWpal9CpUs9o/doy0XgfShnXcNbqShj0CZzZAyYTdB5slLe58n2Y+7Lx+p65RguUe+BgzjX+f9d0OMfa2hZZ3ahjiNuvzhC3Vpgu1jnntDZ+JtyvXRQtLfU6GH+EEAGpMAFPSZlr7s6VIb4nSDRjYqrlYrqpAk8WWSxSdaUyN3Os1sr+zEtv0Iszh7bTSJ0hwrqGkbPtuhl1LxhGzIpXgrvJDd+zcMVK5s2fTVrrm1h6TVfCQx09vUd0PX4fsJlBoWuo3vUGmDuPdCoRH2XNdWjR3wh4ap4DA94P+j02rx3NfRcZD/L3q77G6NMtmWAqueD83CbVAejVvGbQ5xbLl4ghE+D4Bois6tjX/npHsGNz7UgjSKpU3VrmBhiUaAQ25hyIsr4fWyvXjd8bI4Na9jdafEwmR8DToIv3FhBzjvH/EKfk2pcOuZZ5fh+s+9XRNeVOKelGEqKMqDA5PCXVwpOio2iX9QsA+8JC6dS8KfvCHHFloEnLz+U+yEvqKb9lLs4uutyEmeZeRXat4nCm7V30y/mMa6r/ad/3p1NCt0ZxpvUQI2kzGBGVSa7engnm/qjwKJrU9GxRuaN3DNW73+rojgBHH1Cvh4wk3e73BHdfL1aG9yGbcELy+Vntl/2J0eJRBHo2r8mmNy7nig5B5DIVp0rV7ZPTtalXhV/7roKbf/EsFxphjEizMZmgx31Gt1KUj+CtzQDj79Dk9mvP5ON73zUjod010Kib7/pG1zbyrcpIC7IQwrcKE/B4e6tzoqPo0awxOUV8p0zr5IJzoo1ug7nW/4MjaVnnk5szxXwJc5WRzNkh62evZQ7reoWuq00mXoa7liGWMCMQiQxz5GN8l+dYzHeRuQut6llzVIJke1YVqHcnJNRI0nUfKVUAd/YyuqGaegm6nO3XDT1bPAqhelRww4NLqhts7tMXc3ffdkXy2XrV/3/G/31dv25buO0370PBhRBnnQoT8Hj7AvZxzepkmUwkhDh+4eVZ959x/xYYIOdAxjZKyPX5YBw/oh2JqC2zxrLE7CUB1iqdSnTI+hmzLr5vkR/n3RZQuZzbJvk81idrlP31PLPrCKZXq4wIuC4zuv/qsa9Vvco0qBbJSwPaQvvrWGbpyB7tyNv4znw11SpZW2Du+w8eXRvw/Qri8nZFF2za3NqjCQc/GESN6LNjfpKzvk3jomeMhGFpnRGiQqgwAY+7zRHhnA51NGV/l2dMxrW8UiRjq1Xl3dpGs3gOsDsszNsljPLVmtOpeVNurNXFZxlvX4jjqG5/nUco9+U+R7es71zKVI501C+dSuQWIOVqjtl1NlP3QARgk+UcMnwsefF13rX21/2zP8bS8nJ6ZH3ttewJavFC7v2AZwvWprCuLtuJurLPOtvOdP7cosJDWflyf85vWRtuHctdua+43EM7/yg37g51WlOcOjX2syhiOffGNe25rF1dLmxVSrNXCyFEAVScgEcpUkyKDOu3ufdruc5VcTBM8231qlisx21pse/UrslNjRsQF+L6UeVgBE1fVDMey3uqJrgc32lxzNGx3OI2kkJlo0LSOGMycdLaupRDmH3Iuk2oyURE/T+JqGuMIrov9znmm7tybfYIbs02huDaFiOdar6Ql0Ov4MOa1V2ukaor8WGusbSARSuez33QfmxN/z9sFcIXi9OPyD5ri0ocNXwV51/zeRy01ONnL4ukOrdQ7bC4Dpl2aeGyGJ/+CWoZn6PPmXod19v21pU+6xQoXcJDlsrCAKmCaFYrmp+G9XDpXhRCiLKuwozSUsD5zZpQw2xmyeFjHsdmxsQC1fniVBwA2hr4bIww+u/7NW3MlgOH6dy8KXckpzK7cpS1K8zici3nVodD1pah9boVp/R26qkkQqJ3EdXU6LK5lMZGwR3G/0KrraNL1CDM1WNRexOAaMJrrLFWUrNW5bHs5PNOFc/h2+Z7aB8XiSXNxD9NdgJVCc2uzVPpewkBRuQNJZswXgwzhuQmU5lTujondGCjcixegqG/H70ArGlFnbN+YEukY4K4RKrSN+dzqpDh+rm4Pd2fy32IZ9tmcdOeF9na7C7u3dWfPSF3Wd+q8ZlatIkBuR9y8JJB/ivZoj/REQX/US6phPZ2Dary8c2d+WXZAf7ceIyaQebOCCGEKLgKFPAYT9xEa4tKfo+4xVGVGFGrhks5W2jzezXvibFjqlZhbXITQiJ3onNgZmVHsvK1ua/SVh0lqrlnfopNpYZT7DPJhNdaDHmOKeDDay4HIPvkDfZ9IZGnyAnNYWTNatyY5qjp6Lo51I+vzB0paaQQTYRbWnav7G8AcF8u8JPcW3gu7A+Xfe5dU0pBlybVIbIacTW6kXLAs2tqxPUd+fDvNR7738wbxoiw0Swxd+I4tdlbqwXckcSmVYfI3bWVF3PvJ1uHcX6kMWJosaWzxzUc9TJkPbaZyGpFk0/jrcWlZ0zww7W92fXOAEKUIjTExKe3nku3ZjW4pnPDIrm2EEKI/FWYgMed8tGfYKxqfRyAyVWr0Dg3137M4v0Uu09q1UBXX0VUyGJmnXE+osloM4r15siAEz3Da6yGuDv9lrG1mmyLiKBTlGuLSqLTyBNvI8K+u7MbJMa67PvKfINLwLPS3J7f8i7nqdA/3U+Hlw6zafspOGDMOWRx6q6qW8V1VMuh0FAsplTGma9gqvlicqw/drYzbj6vMXtOpTJmpbGsQceopvTM+prTTnlOvt67qt4EQgvXteL86YzdNpb+zfrTqHIjdr9zFSFFNCdOhFMdlVLc2dvPxIB+dGtanQ2Hk4qkTkIIUZFUmBwe98eW8vE6E9duhqNOCcuWAJ59KiQbgNG1nUZrhSVZj2UFUNNgOO6xpFaSy5EDYaEkmUx8duu5HgHPwQ8GMaBjAzIrG3lGv5v7482Q3Nc4QzVezL2f/tkf+7z7gzlP0S/nE/t+rY2cJJurmzTkeJU3AMggkjxrwGOb8yYyLIS3rnPMglwlMpTT1CCQcUBe1voO2uXt63F15wY80r8OH6/7mIf+fQiA8FBTkQU83mw7s40DyQcCLh+XEcfPw7sy96mLATBbzCWedySEEGerChPwLEjbY3+9LtK1BSLQR8bhUN+jtfwJq7bJ7/HQqpsJreJtwUHPmqmwM4REGesfmcIdzUjuLVbzKkdzfetOXq8yeddkjqQcITeiJjFZ4/nD3NfjPvEmE6ZIYxK/SeZL7QnLLnWxxgJzLT05qF3XTcohjJis8Y53orIJrzMbU/gpwmouYdy9PRncw3NxTYCbz2vCLec19nqsOESGhfDV7d1YdGI6ABl5GfmcUTQGzxzMtX9fm39BIMecQ78/+vHJhndpU78KydnJdBnXhbHbxxZzLYUQonyoMAFPbG68/fXdDVxzPpy7qk5H+l5e4cbGXhZDLAKVGk2gUuPxXo54BjyVW35CVLMfMEWcpFIjx9pAxyOzPcrGZyeilHuXVh4jVo3grjl30aa+Zy7Sy7n3ckLX5LJGLYlu/pXHcecWFZOPZF9fOcARtRcT3eJzIuvN4vwWNf0kC1t48WrPACvQex1LO8bR1CBnXAa+22xMC2BSnv8skrKSOH/C+ZgiD3s9V2uN1pojqUf4YM0HWHR+HaC+HUk5QqcxnVhzwpEHtSthFwD/HvoXMFp7AL7Y8EWB77MrYRen0k8V+HwhhDibVJiAp2f74S7bW5xaefKcHpoba5adB0BG1ByfxyLqznLZ9jUnYY4lyzXgsTYFJWUnUbuqYtSdLV3KTzD3p0/2V+SFeu9+085BmI972vNrQpPYEuF9JJL20672ybpPuHTypWBybWk5lnaML9Z/4dKNYws0nA2YOoCr/vQcFu9PpzGOYfEmL/8s1p9eT2pOKuG1F3k9v+/kvnQe25lnFz3L7zt+55tN39BpTCem75vOnsQ9LmVTc1LJyvPdvfn4gscBuHfevWitmbV/FrfPuh2APEseS44uYdWJVfbtTmM6kWfJI9fsyDfTWrPtzDYOpbiu/TRj3ww6jelEcnYyN8+4mcumXAbAs4ueZdreafZr5pi9zz+uteaSSZcweZd7yrsQQpRtFSZpOTI82uexpOKaur6QMqJn+zwWWjmwxUf/PvI5mgEA1okLjeAgz5LHsNnD2JGwA/jAXl6FphBee37AdQyJ3oMpLJ7cpN4exyq3+oA78L5Gk3OQYtEW0nLT7NsLjyw06hKShbY4lll4ZtEzbI/fzqBzHMPUz/u9C9e2uJZ3L3zX4x5/PNSHSKdk4Rum3UCoKZRR/UYRXmsROfGXeK2bUoqsvCxCVAhhtvWz8un3TMgy5mEyPk+YuX8mAK8uexWATy75hD4N+7DmxBqeXvQ0IcpRr05jOjGs/TCe6/EcAPuS99mP/bnnT95c+aZ9O9eSy6P/ea7I3nWcMbFj7LBY4jLimHVgFp+s+8S+b/WJ1Sw/tpxlx5cBcCL9hP3c2LhY5h2ax7xD87iu5XXcPeduNsVtInZYrMd9zNpMQlYCI1aN4NY2t3r9LE6kneBE+gm61fOzBpUQQpSwChPw+Op+AXijTtEMPS6LtiYvIaxWFJ8m3cy/lu44P7ltD2ejU89o1Yio/zdhVbbby4TXmUdO3BWEVoklL72lS5eW1pqopsaEPJacupgznNZ3Uo7WBm8y8jKoFmLMVvzVxq/4MfZHCHkdzL4D0+3xRr0y84xux5CovQBM3zedV3q9QnSY67k93IaU700yyj+z6Bki6sbSsbqxVpl791NydjI9fjdmqLY99G0tUiGRjjmcdiXsYsjMIcy60bW1DeBommuX2nOLn6NPgz6sPLESMAIHZ2O2j7EHPM6cg51ArD+1nuFzhrvsO5N5hvvm3eeyz/nv0dZ6BK4tXd7kWTxXqrc5mnqUt1a+ZW998hYwubN99t66EUXpsmgLv+/4nZta3URUmP/13dyN3TaWXYm7vH4REaK0VJjfMv5+oe4NL98TwEXUncMoPYiduqnX8fiVmv0ApixeG9SOulVdY+CI2gtQoclUavw7Vdq8RXyWkQuVnpvOc2sdLS2RDaYSErWPSs2+pU6teKKafe+3ThdOvJAZ+2Ywa/8sI9gBVIjRhXUszRZUaMJqLuHPPX8ycsNI+7mjNo4ivPZ8opr9ZN/Xe3xvjqQc8Xk/51yV2DPGg/jdG9uw6fQm/t77t0tZ59amQX8OIiM3w/FgDkvGlvU1cddEci253DHzDr/v1cYW7PjSaUynfAOO/LgHO4DRPejm5hk353utzmM6syVuC6O3juaJBU8QGxfLqQzH5+g+wmzkxpH2YCdQ5449lztn+Z9+QRg+XPMhzy56tsTu99/h//ho7UeM2jgq/8JuDqQcYPkxY+6wTac3+ewiLUuUUvWUUuOVUvuVUuuVUiuVUjdYj/VVSv3jVn60Uupmp+06SqlcpdSD7tcO8P43K6W0Uqq7j+PnKaVilVJ7lVIjlTUJUikVoZSaZN2/WikV4+N8s1Jqk1Jqq1JqhlKqunV/jPW+I5zK1ra+l6+s222UUous5+9QSv0QxPt6Vyl1RCmV5qdMT+u1NymlNts+d+uxOdZ925RS3ymlCtwlU2ECHlVx3qpXVdr8j0pNfsLbbEKhUQep0uZNru4WRa3Knp+TCnEkcv+z3xjJtC9pH7kWR6K0KTyeqGY/Ehp1iOHzBhNSKf+k4VeWvcKLS1/0efyJy2KIrDeL/634nz0oAsjIzSCijme328C/BrL+1Hr7dmZeJl9u+JInFjzB4VTPZOORG0cydPZQ/rfifz7rcDj1ML3G92Lx0cX2feG1/yMtJ42lR5cCcDrztP83epbSaO6YdQefrv+UhUcWcvus27n6r6vtx//Z/w9HU49yMPkgZouZ2Qd8d8H6YwtAKzpv+WjOftvxG/MOzQvoWmcyzzDwz4EcTD4YUPkXlrzAvIOu187INb6AJGUn+T13weEFdBrTiVeXvcqB5AMcSjlEuCmcXEsuR1OPMnT2UN5b/R4A8ZnxfLf5O/Yn7Q+oXiXFGjz8DSzRWp+jtT4PGAwEM1z0FmAVMKQA968CPAGs9lPsW+ABoJX1zwDr/nuBRK11S+Bz4EMf52dqrbtorTsCCYBz3/h+4Gqn7VuAbU7bI4HPree3A4KJgmcAPfMpsxXorrXugvG+vldK2b5936q1PhfoCNSx1q1AKkwU4C0RtaIJrbyXKm3e9nn8hSUvsDd1k8f+Sk0cs0OXZNfDLwc9c1VsLHneFx/dnejIber5e09+iv2JhUcW8vzi5z3K2kY+BWL6vun21xF1/qPPhD4urR0VUZ4lj6v+vIpr/r6GpceWehyfunsqncZ0sn/OJ9JO5Dt6LcecwwuLX2B34m7GbhvLrTNuJS4jzqU1aUvcFm6dcSvH044XuO6LjixiS5y3qSBKh9lipvPYznQe25nDKd5HAjpLzErkTKYxLUWuOZdNpze5HF9weAFHUo/wy9ZfXPZ/uu5TOo3pxEdrP2Lm/pmM3TaWFcdXMPvAbJ5d/Cy/bv2VCTsncCr9lD0vbcOpDfbWx/jMeKbsnsLAPwfy3OLnyLPk2UcOTt83nWv/vpar/7qaNSfXYNEW++CBqXumsvXMVvpO7svXm77mumnXFfYjK2r9gByttX0FZ631Ia11MA/2IcCzQGOlVGDDTB1GAB8BXkczKKUaAFW11iu1ERWPBa63Hr4OGGN9PQXob2v98WMl4FzHTGCHU+vSbbhOxt8AsH+L1VoH/C1Fa71Ka30inzIZWmtbf3kkTrkXWusU68tQIJzAZ5LxUGFyeCp6C08gNp7e6HW/0Y1jiM+ML3S3iy/htRYTGp1/EGLRFsyZTTE55RrZ2L5JurN1xTmLy4wLvpLCzrllxjayzJkt/+jmGTcz64ZZDPxrIFXCqvDPjf9QI6IGm+M2u5T/KfYnvtzwJQBb47dyJNXoouz3Rz/jftacoKcXPs3pzNNcOfVKVgxZQUpOCjUja1IptFLAdbfVN5A8o5Lg/FkM+msQK4esJMucRe1Kxor0ydmOf4PH0o4xYKrx5T52WCxfbPiCsdvHMvXaqVQKqUT9yvUJDzG66c3aTK4ll1AVStdxXe25Y+O2j/Naj8/Wf0aP+j1c/h0dT3cEln0n97W/PpJ6hNva3Ob1S9DepL0efx9DZgbd8FGSOgAb8ilzkVJqk9N2U+AfAKVUE6C+1nqNUmoyRsDwmfXYJKCNl+t9prUeq5TqCjTRWv+jlPJM5DM0wingsL5u5HTsCIDWOk8plQzUAlzm+7exdgn1x74iot1EYLBS6iRgxlhywLb+zefAAqXUCmAe8KvWOkkp1QaY5KPOfbXWST6OeatXL+AXoBkw1CkAQik1F6OVaDZGUFcgFSbgqRxZYd5qsRq3Y0z+hQoovPq6gMptjd9KmPflzEQJWntybcBlB/41EIDU3FQumXQJVzS7wqV7Zsg/Q9gav9W+bQt2nK06sYpXl73q0oWYlpPGgKkD6FG/Bz9f8TNjto1he8J2Prr4Izac2oBZm4kMiaR1zdasP7We5xc/z5UxV9rPj8+Mx6ItzD88n5tb30yYKYyjqUe55u9ruLbFtbzZ502UUpgtZpJzkqkZWdP+3h+Y9wALb11I9cjq9uvlWnJZfWI1cRlxJGQlcG+ne+k3uR+1K9XmqW5P0aN+DxYcWcD8Q/N5udfLzNg3g+82f0fTqk1d3mufCX0AuK/TffwU+5PLMVuwA3DRxIvsXU6rT6zmo7UfuZSdvm860/dN5852d3okyvsSzN/rsbRj9pYmd7bBBf7u06N+j4DvVZKUUl8DF2K0+tgquVRrfbVTmdFOpwzG0SIyESOY+AxAa32bn/uYMIKJ4flVycs+HcAxZ5WsAVsMsB741+34HIyWplO4BTFa61+tQccAjBalB5VS52qtdwFd8ql7QLTWq4EOSql2wBil1GytdZb12JVKqUjgd4zWOPe6B0SdLVPTd+/eXa9bF9gD0Zv9SfvLYjOqEKKIPHzuw3y7+VsAbmx1I3/ucawBN7D5QGYd8BxN5+zp857mno738MC8B+wJ5nUr1eW3gb/x1sq3WH58ucc5r/d+nRGrjFzPSxpfwqGUQxxMOVhE76h8u7vD3TzT/ZlCXUMptV5r7TXJN8jr9Afe0Fpf4rSvNrBOax2jlOoLPOcl4PlHaz1FKbUBqAfYhqc2BDporff4a+EBpgH7AFtCb32M/Jprtdb2B561S2uh1rqtdXsIRgvKg9ZA5E2t9Upr3stJoI52e7grpdK01pWVUtUwWqb+0FqPtCY5/6O17qiU+gUYiNHidQ1GXs1jXj6vrcAwa70DauGx3d9HWffrLwSed/4MrPuHAT281Smg61aUgOdA8oGAp/EXQghRvKZeO5XWNVoX6hpFGPAojITj0Vrrb637mmIkMfsNeIBYYLrWuo3TsbeAPK21feRTgPVYZL2Px8NOKbUWeBwjsXkWMEprPUsp9SjQSWv9kFJqMHCj1tpjkizngMPajTYNaIHRJWYLeDpgBDljlFLDra8fU0oNAP7TWucqpeoDG4GuWuuTQbw3nwGPUqo5cMTaJdcMI8eoM0ZOUxWt9QlrMPc7Rkub5zIAAagwiS0yz4cQQpQdoarspBlYW0OuBy5RSh1QSq3BSAT2PYzUYQjwl9u+qRRgtJY7t5yhh4GfgL0YrUK2YZE/A7WUUnuBZ4CX8ruu1nojsBmjK855/zattbe8hSuArUqpzcBcjNaXgIIdpdRHSqmjQJRS6qhS6k3r/muVUrZRNBcCm63v9y/gEa31GSAamK6U2mKt72ngO/d7BKrCtPAcST3CwD8HFmGNhCg9scNiSc9NZ3v8du6Ze0++5WtXqu0z1wIg3BROjqXsz5UiSsaofqOYe3Au2+O3sz/ZGEJ+bYtrXUYrBuqdC97hteWveeyfdt00zql+jpczAldULTyiYqgwzR7SwiPOJpc3uzzfMtFh0fSo34OBzV0D+Ue6PMLEQRNd9i28daHXa1wZcyWzb5zNxY0vLnhlxVnHlnxt06pGK5ftvk368v5F7zPt+mmMHzieeTfN490L32XLXb6H8v917V/MvWmuy77Nd23mupbX8fvA35l3k9scQvkNnBaiiFWYKCCk4JMzCuGic53Ofo8vG7zM6/4fr/iRBzo/wNLbljLuKu/Dgm0+vPhDYofFMusGR6Lt4DaDvZZ9seeL3N/pfjYN3cTi2xbzUOeH6FC7g/14u5rtPM5pX6s9AG/2eZPGVRpzQ6sbPMr40rm29/ffolqLgK8hitabfd502Z514yyfQXO1iGosvHUhn/X9jM13bSZ2WCxTr5nKnJvmMKTtEL6/zHWW9E51OtGgcgPAWGfuvQvfY9YNs3j7fKM3olf9Xrx/0fu0rNGShpUb8vvA3+latyvr7lxn/6LZuU5n+zVsakaU3yV9RNlUYQIeJV8nRJAmDJpgf734NmOm5WtbXMvvA3/3KPvseY4p/6tFVLO/7lbXsYBm7wa9ebzr41SPrE6Xul2Yco1jOokudbqwaegm7u14L+AI0KtGVLWX6dWgFwDvXeg611DNyJo80e0JQkwh1IysiW3OsTk3zcGkTLx9gedkkxMHTWTDnRuoHG7kEF7c+GI2Dd3E5rsc88EsG7yMX640Jq67q/1d9v33dbqPR7t4TgrZtlZbwMjNuLW1kTMZGRJpPz7y0pESFHlxXYvr7P8/v+H5XNHsCj64yLGg7+NdH2ftHWuJHRZL7LBYxg8cz4WNLiR2WCyPdnmUJ7s9yY2tbuTlni/bz1EoPr3kUzYN3cRVza9i4a0LGXfVOGKHxbJs8DJMysTlzS63ByRKKRpVbsQrvV7h/Ebn+63vNS2uoUnVJlza5FImXz2Zby77hqvPcUzS27lOZ8ZeNZaIkAiPc1cOWcmaO9awfMhyl+H8QpSECpPDE5cRZ5/ATFQ83ep2Y8Np3/OKrbp9Fb3HO1Z8r12pNmMHjLXPHxM7LJZ9SftoUqUJ4SHhLpMvtqnRhrFXjaXX+F72siuOr6B+dH0iQyK5cuqV9v3e5JpzUUoRavKexDn34Fza1WxH06pNOZB8gObVmgf35q2eW/wccw/O9VsXcCwg6lxGa03nsZ2JDIlk7Z3GPC3/W/E/l6Hfa+5Yw/b47XSr2w2zNpOak0qV8CouK7knZiUycuNIzql2jsecMd6Mu2ocQ2cPDf7N5uPt89/mjRVv+Dz+7WXfkm3O5qmFTwV97bpRdTmdYcwVFDsslt+2/8aHax2z/dsmYQT47rLv6NWgF9P2TuPaltcSZgqzl9uVsIvUnFS61w88ReWav67hYMpBZt84m8ZVglkV4ewkOTwiGBUm4InPjHeZJfRspcxV0SEp+Rc8S0y5ZkpAC1kWVuywWLqO6+p1te9Xer3CkLZDXIKYNXesoVJoJa8Pf8DlIbZs8DKqRVQjJSeF6NBoQkyu3afT9k5je/x2Xu71MqVt65mtRIVFcU4138mi/t5zn4Z9aFHdaKWxaAtmbXZ5SLuzBUru19Nas/rkar7f/D3rTq0zWrjiNgFQKbSSfdK62GGx/L33b15f/rrLde9odwdVwqvw3WbPARsmZeLuDnczvMNwLpp0kcux6LBoXu/9OoPOGURWXhY9fvec+O7Jbk9yX6f77PUctXGUy1puNje0vAGLtjBt3zQuaHgBX/f/mp2JO2lboy1/7/2bOQfn8OMVxnlTd0/lzZVv8t1l33FBowt8fl6FdSD5AFN3T+XZ7s/aW/rKMwl4RDAqTMCTkJXAJZMuyb+gF7Ur1eFMES5DoFDoAiwHoi1hRJ96g7Q672MKzSiy+pSm2GGxbInbwh2zPFccb1m9JWm5aZxMP8nEqydy95y7XWZv/ab/N0SGRhKXEUdMtRhu+8fnhKbEDoul27hu5Fpy7ft+vOJHWlZvaZ++/4ctP7Di+AoeOvchejcwWnu+3fQtjao04toWnnM4aa3L5UPlyQVPUieqDq/19hxZUxCdxnSiZ/2e/Hyl+0z2xmc4ettobmx1I5+u+5SLG1/MZc0uY8XxFYSZwuwz8f69929aVW/F7bNup33N9ky42uhu/GL9F/y89WcaVW7ExEETuWjSRTxz3jPc3fFu+72duQdxozaOYtmxZWyP3+7SeuXO9vujQXQDfr7iZ95c+Saj+o2iUmglftvxG1efczU1Imv4/Aws2sKexD20qelt/jlRUBLwiGBUmIAnMSuRiycVbCRKzchaJHhZiyk/DaIbcCLddc205tWa07pyH+YeGx/09fLSz6Fa0hOcTMmiSjvPqRZyUzoTVrXsLIgYCNsDyNv6XLHDYjmScoRxO8bxYo8XSc5Jdgla3R9e/lrx3AOey5tdzmd9PyuidyH8OZxymNqVahMVFlXoa9kWH7XlnuRZ8nhm0TPc2+lezq1zrkf5W2fcyuHUw1zW9DK2ntnK39f/7fW6a06soWnVptSPru/z3utOriOmWow9QBalTwIeEYyyM/NTGWYJcA0adxOvnujRqqRQRIQYv/jzMmIIjToIgDmrASGRfheULTHaEoYy5eZfsAQ0qdqEV3q9ArgOpe1Qq4NH2VqVajHt+mlsOLWBt1a+5XHcFtz/eMWPPkcaiaLnvk5UYbhPLxFqCmVkv5E+y0++ZrLPY856NuiZb5lgcmmEEGWPjNIKgKUArWBVwqu4PKCfavu9vR79GtxM1qlBZB66n1tb3M+EQROIvX82/97sfz20rBNGrsv8Zy4hwuRtZegiaq3TBfusnOfouLvD3QW6RpsagTX5142q63X/OdXO4ebWNzN+4Hh+vsK1CyUy1Bgx1KNejyJpbRBCCHH2qDABT1iI78TK/BSk269nfeMbY1vT42QcGY6yftSRoZFEhkaQm3AREMINzYfRsXZHQkwh1I+uz2u9XmPCoAmsu3Mda+5Yw5rbHd14OrcmGk3LupWZcLXn0Gh/FMqel5IvbTT85aW39Fnk8a6P21+3rN6Sp7o95ZLP8mS3J6kUagRl7vPArBiyghoR3vMdIkI9h7J6886F7/g93qlOJ3o26MmUa6Yw/XpjdtjfBv7Gc92f80gqFkIIUf5VmIAnOiza/rp2smb8h3k0iQsskLElGOemuHajVE/T9N1icdmXffpKl+3a6jzMaW2pV6kpj5z7CJ/3/Zze59Tyea/b2t5Gx9odiQiJoFJoJSqFeQ8AWtVoRW6iMQzakluF9P1PoHOr+7zuyH4j+fayb30eB6Or58K6N5B1ypaga7zvnMSeZJ28hh8u/8Fe9qrmV9lff3jxh9zb6V6Xa5mUiUW3LuK2NrcxbqDrJHtVwqvw13V/ucxDE6yq4VXzLwS0qdnGPoy7RfUWDOswrMD3FEIIcfaqMAEPQKXMOgD03KUJtUC/TZZ8znCjXVOePp/RhEdmWqiWpml/yPi/Jce4h3urkFKKh7s8TIPKDQgxKdo3COyBDcacIK90f9djf4uaxjwbwzrfjCW7ISFJA3mqk++Wj1BTqH0ysAc6P+ByLPPonfRu0JvrmjyMzrMtaKsZ3XcJ2SdvJDfxAvo07GMv36RKE1pWN1qAvHUXKqWICovitd6vuUxANuP6GYCRb+NtxErtSCMhtHs9yZcQQghRdCpUwFO9ivEgt6WoqLz88ziURVMpywiMsuOuJCfB8dCPSE4FwKThzfEW3h1rJi+9JZbsujzS5RHjXj4akYIZzXxhowu5tPEVHtf7/voHaVI5hhtaGrk9ilDu7Xad12tUj6huPd+4gHNLx/OtZ/DDTcPt29pidEXpXM9up651uzrKFaCrL6ZajM9jtSJrMeLCEbx9/tv8OuDXoK8thBBC+FKhAp46NaoAYLG+a0uaY8E8S160t1MYPt/C1x8lE5odgc6tRvYpp4DCLWipmwx/Jy7h34i7PVov3OObYGMFbwFS46oNmHXTDBpEN3TZ/0KPF+xLAgB83f9rutTtAoAF67Be6199qCmUu/rE0K9tPXt5S1YjMo/eSdZJz+Bp7FVj7cnJtm6shpUbepQL1vTrp/P3dX9TNbxqvus6BdqdJYQQQthUqICnVmQtxn6Sx03LjYe+ynOMdErf8xqZx4yJ6yJyNH22G2Uu3mrN39n5IpVzspn993NctbISlpwa2MKYzy9xzOcSsXAeye+/y+4LL0JbLPb8nwYvPcypD/OfSj9Ypz7+mKQvPnfZN7T9UHrU78FnfT/jgoYXuKyEfWWMkWNkX0PHLRSzBWJ5qR1Bh3u9py05+ZoW1xA7LNYlP6qgmldrHtDaOuOuGsdf1/1V6PsJIYSoWCrUPDwjLhjB8dx/ibROMaMVZB67zdp6oshL6Upe9XU8snA3fWM1p6s7woH2CQd5a5XRanLp+igmV38eMBb461z3XPa63ct85gyZGxxrN0Xs20XCvl3Ue/EFv3XMPXmS0Lp1UabAYtGEn4063fvJVG7o2sjl2OXNLvdYMXnEBSN4vvvzhIcYwYy3GYSLw/AOw10W1SwoW0uVEEIIEYwKFfBUi6jGcadtpSEvpSshJoVtRFL2yWupnfIJAJVytH1qm/6HHcPDPXqXzN4nJtRmC+6NaElTp1L9ppuIzkqlRpbrmlg5R4+x77LLqP3oo9R5/DHv13R+nedYF+rZ+hlENfIeUJiTksjauYvo3r0IM4VRq5IxSmzlkJX2oeNF5YtLv2DJ0SUe+5/t/qyX0kIIIUTJqFBdWt6SbKNyM+kSkm7ftuTUQ2trd49T8bqZSfbXzVJP8ez6CaicHAAODRvu9X6WjHS0xfWeJ1411id6+9dnGT/nbUhLJX3VKlIXLiTv1EkA0les8LiWEZRBjSjHfEJxI0fZX6ctWeq1DgCH73+Aw8OHo631takcXrnI56Tp37Q/b53vOcuxEEIIUZoqVAsPFtdh6NG5mXy5eCSN0+K46vpP7PudQ5Qoa4zQNvGwy7mXHVlvf5175IjX2x19+BHOP/9a5tX1vYaX6ZlHOLxvDwDNfv/NZ7nalSN474ZOXNq2jn1fZqzTull+sqCzYo01pzReWqfc2K6ilHHJlnUq+y0vhBBCnA0qVguPW9dT32ObaJzmugp6s5QTdD5slHv+dOHngum+Zrbf48oa7ABkbdvmt+ztvZrSoJpTF5RTjJM4YQLpq1aRYc0byktIIO/MGdcLBDE0bECH+hz8YBDVosL47s5u/Pt0cAuvZu8/QMrceV6Ppa9egzkpyesxrbW9JS7+19Gc+f4Hr+WEEEKIYFSYgEfn5HDw5lvyLffQlmn215XW7yz0fUPycpnVNbDFR0+9977xws8kPTmHDrH7oovI3LyZ7N277fstaWkcHn43h26/A4A951/AngsvYv911ztOtgYS5pQUck8EvlDpgI4NaFWvSsDlAfYPHMixJ5/02G/JyeHwsGEcfvBBz2PZ2exs154zX30NwOkPPyTu8889ygkhhBDBqjABT86RIy4BggetOe+Ua4Cjk1N8FA6O+t+LLtsH8gu8nFpidnbtxpFHH0Pn5JA0ZQr7rhyAOe4MZ779DnNCgtfTLU65Otm7dnlcd9+gQey9tF9+ty4e1la27F2Ov4v0FSvY0bYdOQcPApD4m/euvbRly8nYsLHQVdBa21uYMrds8chtKgq5p077bOECo7UxdcHCoCZvTF2wkNOffkbG2rWkLliQb3ltNpN7+rTv41oTN+orl+R3IYQorypMwJOfS45t4p2VP9HljPsA86KXtXWr3+OZGzdiTjGCLZ2ZSdp//7Gz87mceO11e5m0RYt8nr+r87neD1hzmMxxRlfXme++83kN50amrJ072dG2Hdn7Dxh1sljsD2qtNYmTJ2PJyPB6nfhfR7O7z/meB7Qma/t2drRtx4nX3wCM4MN2fW+O3Hcfh26/nbzERJ9dYu5OvPkmO9q2I+G338myBlkJv45md+8+HH38cQ7eehunP/00oGu5S12wkLzERK/HDt01lGNPPukRTOQlJpK2eDHxP/3M0UceYWe79i7HLZmZpC5cSPzo0SRPm+Zy7OgjjxD/448cGnoXRx95NN/6xY0cxd6LLyEvLs7r8YQxYzjz9dccfexxr8eFEKI8kYDHqnZmcmlXwcXunr3I2ln4LjVn7kFC3BdfkjLbyDFKW7KEI48+RuUVC2mefJwqyQnkHD7MkUcfI+kPY5HPtAX/AbCzfQeOPGB0SaXOncvJN/7HiTf+Z2wvWMCOto7V0U9/+CFmp6AgZdYsAHRuLilz5gKQe+yYW0VduwDNqaku23v6nM/u3n048+23HLj1NvISEoj/5VeXlpqs7duJ//kXkiZOAuDUO+9w4LrrSF+xgtMfGRNApv473yi7w/E5J4wdR9auXVgyMsg5etRnYJW+ajVHH3mEPX3O5/SXX5K2fDmWzEz78dxjxgQIznljeWfOsKfP+Rx58CESf3esdh/39ddk79lD8ox/OPrkkxx9+BFOf/Ahx198iYSxY42g8H9vetTh8L33kTxtGnsu7ef5GeIIit0DHktWFoeGDef0Bx+6lBMiENkHDpBo/XcVLHNammduYRmhlKqnlBqvlNqvlFqvlFqplLrBeqyvUuoft/KjlVI3O23XUUrlKqU8++v933e4UipOKbXJ+uc+H+XOU0rFKqX2KqVGKusMsEqpCKXUJOv+1UqpGB/nm63X36qUmqGUqm7dH6OU0kqpEU5la1vfy1fW7TZKqUXW83copQJOrlRKvauUOqKUSsun3MvW97BLKXWl0/4h1ve9RSk1RylVO9B7u6tYo7T8aJBe9v4RHrje/xILwTry6GOc87frLMXHnn4GbbFw/NnnAKj73398A7AQTm2+hLTFix2FnZp90pcaw+CPPfU0ACn//EPd55/jzDfeV2TPS0wkZ+9eTo6wLm7qrRXH4mg1cpb0xxRqDr3To3jclyMBI18JIGPdOpp8Y+T/HLjxJq/1OHzPvR778uLjyT1+nND69Tn13nsux0Jq1qT1iuVYMjJIX7WapMmTPQKE+G+/I976uuGnnxDduzdYW3bSly6lymWXGfW88CLHPZ26ms6M+oozo77yWl9bXlfSJM8HTPry5aQvXw7A3v6XUeepp7CkpVL3OePvEuvklVk7dnDqvfep9dBDYM4je/8BMlavdv0MrA+h3GPHqHSuZwuh1ppT771PjSFDUOHh6JxsIs45x2udRfEwp6WTd/IEES1b5lvWkp7Oybffpu5LLxFaw3NNvMI4eOttWFJTqX7brfZZ152lr1jBmR9+pOEH7xNWv759v9aavf0vo+pVA6j/v/95Pbe0WIOHv4ExWuvbrfuaAcHMzHoLsAoYAnwfZBUmaa29T77m8C3wgPUes4ABwGzgXiBRa91SKTUY+BC4zcv5mVrrLgBKqTHAo4BtVer9wNWArRvhFsB5FM1I4HOt9TTr+Z2CeG8zgK+APb4KKKXaA4OBDkBDYL5SqjXGwOIvgfZa6zNKqY+Ax4A3g7i/XcUJePL5xzXo4KoSqkjpyTl4kPiff/HYb+tScufeMpC9e49LMKJzc12Op/47H23xnqC9x1u3lsn17+TUO9ZgyK2F5/RHH9lbZfxJW7CAlHnziBs5Mt+yznL27WNvv/7UecozydqckMCOtu2IvvBC0pcty/datsDR5uhjjxNSuza17r47qDoVRNwXXwAQ/9PPNBr5Jdk7dgCOuZ8y7vP6xRFwDcZq3Xcv8T/9TLPxvxNaqxZnvv2OWg88QOK4cSSOG2cv127nDo/raLOZrJ07iWzVitzTp0lbuMgjWM09dQpLWhoRLVrY9+UlJBBSo0aZegiWlryEBI6/+BIN33uX0DqOaShOf/oJSRMm0nbbVlSI//mzkqZMIXnadEKq16Deyy95HLf9O/b1eWdu3syp9z/AFBVF/bffIrxxY/sxi7XFNffYcULr1EaFhpIyaxZVBw1CmUzknj5NxqpVHrlxSilCa9UiaeIkcg4eotnoMrVAcD8gR2tt7+fXWh8CRvk+xcMQ4FlgvFKqkdbas9m1gJRSDYCqWuuV1u2xwPUYAc91OAKAKcBXSiml/ScIrgQ6O21nAjuUUt211uswAqbJGMEHQAPgqK2w1jo20LprrVdZ6+yv2HXARK11NnBAKbUX6Amswwh6opVS8UBV8FjYIGDSpVWB6KwsTn/8sed+H/k37l1qydOmceabb+zbOzt1dj+F7O2eD0Ff4r9z/RJkC6B0Tk7QQYvNsSeeJGfvvgKdG/fFlz6PBRLs+GI+c8br516cjj3hGbwFKv6nn41rPPkU+64cQPLffxP/808e5TLWrSNu1FckTZ1qz8c6fM+9HLzpZnZfdDH7LrucU+++S2ZsLGe+/ZbD995HztGj7L2kL/sHXY0lOxswukj2nH8Bib+PJ3XBQns+mM7N9ZurlTxzJjvatiPpr799ltnRth1nfvwxoPd95vsfOP6ia3CQe+oUp7/4Am2xkLVrl5HLduCAS5m8uDifuVyByDl6jNNffsmOtu3IWLeOxIkTSV+6lASnbk+ApAkTjTodOULWzp1kxjqeOTovj5yjR3GnLRZOvPUWmZs3A3D8lVfZ0bYdO9u1Z1e384j/yfh7PfXhR+xo245TH3yI1prjr7xK5qZNpK9YwcFbHY0FJ1535BHuu+wydp3bhcRJkzj+/Auc/vAjkqdPx5JmTORqycz0aK1VEREAZKwqc18wOwAb8ilzkVO30yacWn+UUk2A+lrrNRiBwm1OxyY5n+f05y6na99k7bKZYr2Wu0Y4BRzW142cjh0B0FrnAclALV9vQikVAvQHprsdmggMVko1BszgsjDB58ACpdRspdTTTt1hbXy8t022MgGyvwfn96e1zgUeBmKt9WkP/BzEdV2oYEaJBHVhpd4E7gdszQSvaK1nWY+9jNEMZwae0FrPze963bt31+vWrcuvmE/Z+/ezf+CgAp8v8lfv1Vc59e67+RcUwqrSeecRUqM6afP/wxQdjSU9nbBGjWj533yOv/oqyVP/dGnRyEtIIGHMWGrcfjt7L7nEfp2WCxdgTkwkdcFC6jxmJHRri4Wd7TsA0GbLZhJ/+52aQ+9EhTlmK7dkZpJz4ADHX3vNHqy33b7NvpadLR+t7vPPY05MIP6nn6nzzDPUfuB+EsaMIX70GPKsUzy03RprD9oPDh5CZNs2NPzwQyzp6ey7aiDhTZvS8NNPsaQkk7l5M6aqVf0GprXuu5esHTtJX76chp9+Ym89rNStm32dvpg/JnPwllvt58RMnULK9OkkjBnrcb0qV1xB6jzPkYMt5s5h35UDXPaZqlXDkhxYXmP0xReR7mOmd1O1atS6ezgqPILI9u04/fnnZG02Bid4ayEMllJqvda60BOmKaWeAJprrZ+2bn8NXIjR6tNDKdUXeE5rfbXTOaOBf7TWU5RSzwPVtdavKqU6Az9rrXsEeO9aQJrWOlsp9RBwq9a6n1uZHsD7WuvLrNsXAS9ora9RSm0DrtRaH7Ue2wf01FrHu13DjBE4xADrgSu01mZrzs8/QDdgLfAbRtCUA3S3dbUppRpidKNdB7QBzrW2yAREKZWmtfY6k631816ptf7Nuv0zRrfddGAORlfefowWt5Na63cCva/LfYo54EnTWn/itr89MAGjuaohMB9orbX2O1mNBDxlX7WbbiR56p+lXQ1RzjT99RcO331PUOeENmxApXPPJXX2HI9jKiKC6rfcQuKECUT36ePRetfoiy8IP6c5GWvXcmqE99+rkR06+JwotPqQwfbWmIogonVr/1N++FDGAp7+wBta60uc9tUG1mmtYwIIeDYA9QBbP39DoIPWeo9SahJGgODuM621S2RqbX1J0FpXc9vfAFiotW5r3R4C9NVaP6iUmgu8qbVeqZQKBU4Cddy7tGwBh1KqGkaA84fWeqQt4NFad1RK/QIMxGjxugangMftWluBYUAa4CuDva/WOsn9/t4KWhtB0Fq/b92ei9FNlwd8oLXub91/MfCS1nqgj3v6VRo5PL766lYW500DXX1cFJwEO6I4BBvsAOQdP0Hqce+Ta+rsbPtcT966Ko899VS+1/c3K3pFCnaAAgU7YLSumSoV7eLFhbAAeE8p9bDW2jbyIiqQE5VSbYBorXUjp31vYSThjtBae0sgdj6/gdba9sN6LeARCWqtTyilUpVSvYHVwF048oumYwQfK4GbgQX+8ne01snWFq1pSin3USafAou11vHOOTdKqQHAf1rrXKVUfYwus2Na65NAF3/vL0DTMXKfPsMIFlsBazCCyPZKqTpa6zjgcrx8PoEq7ijgMWu/5C9KKdtQAa99dd5OVko9oJRap5RaF+djLpGAhYblX0YIIUTAwpo1LfC5J98ekX+hEmINEK4HLlFKHVBKrQHGAC/6PdEwBPjLbd9U6/5APKGU2qaU2gw8AQy3HbDmCtk8DPyEkbS7DyNhGYycllrWxoNnAM8sdTda643AZoygzHn/Nq31GC+nXAFstdZxLvC8NdjJl1LqI6XUUSBKKXXU2vuDUupapdTbtvti5D5tx+jCelRrbdZaHwfeApYopbZgBFfveblNQArVpaWUmg/U93LoVYyhc2cwVnwaATTQWt/jq69Oaz3V370K26WVc/Qo+y67vMDnC1EWtd2x3WPyQiGKU/QlF5O+eAkAbbdsZqeviU7z0XT0r8YUDoVQVF1aomIoVAuP1voyrXVHL3+maa1PWSM0C/AjRrcVGC06zlnojXHNBi8exb5mghDFq81614C/3uuvoZSi2fjx1Bg61O+5bbd5n907qmdPr/uFsKl23XW03bHd/qfBG8Y0FrWfeBwVHo4KD/c4p8Wc2UR27Oj3uoUNdoQIVrF1aVmTrGxuAGy/cadjDH2LUEo1x9FXV7xKIeDJ7yEkKqbGX39FWBMj5m9snSgRjEkLW/433+s5MVOnYIqOpsoAYzRNy8WLqHmHsVBsVLeu1H/1FWrcfrvLOc2tS1OENWqECgmh+bRpVB1kJO7Xsi7e2ujzzzzu1eTnn6jzzDMu+2znea3bxAk0/iqY6UoqnnqvvxZUeVOUZ/pIq5UrCnRvU+XKqEqVqHb99bTZspkadw2l+bRpnDNrJk3HjqHBB+9zzozpNBtvDIOv99prtNu5gwbvvkuL+f/S8MMPUErZ/4Q1akTLxYup/dBDgJEEXmPoUFqvXUO9V14mZuIEwmNiiO7TB/D82QmpXZs6z7r+fAlREopzlNY4jP42DRwEHrQlZimlXgXuwcjAfkprPdvHZewK3aV16JDH0Mvi1nZrLDs7BjMhpQhGMENnnYf1FqcG779P+ooVpMyY4bNMu507MKemkr17N1HnnYc2m0lftozoiy9GKYU2m9FmM/suvwJtNmM+c4a2O7ajlMKSkUHWtm1E9fA+4tU2jLrKVQOo/9pr7LngQqoOGkSjTz/xWt4mecYMIjt04My339Hw3XcwJyez//obiGzThgYj3iasUSNS5syxz6wd0b6dfRi3bbSN7d5hjRtT99lnqNS5M5nbtnkMva52043UvGsYEa1bgcWCCgkhbuRIUhcuota993L8ufz/nkLr1SPv1CmP/S3mz+fYE0+QtX17vtfIT2TnzmRZ13dz1mbDenZ1O89RrmNHqlx5BZU6dSaiVUsyN292Weus+q230uDtt8iMjbUPIW+1dAkqLMxYM89kIv77H0j64w/AaI3LPXGSA9dfT2idOuRY5/1pt3OH/TNutWI5puhoAPJOnCA8JsZ+v8QJE8jcEktEyxac/vgTGn/3LVX69i305+HLqfc/oNJ53ah6xRUu+81p6ZwZNYo6zzyNKSKCjHXrwBRCVLeuRXZv6dISwSi2gKeoFTrgOXiQfQOuKsIa5a/ttq3s7OC/WVcYrRcHb7rZY3+Tn37iiJ/ZgZuN/51Dt98R0D0afzXK6yKZ7vvrPv8cpz/+hJDatTEHuOaP8yzM7XbuwJKVxa4ePSE3F0wmmv70I1G9e9vnhAlmOK62WNC5uZisE7blx/ZAtN0jM3YrEa1aYoqMDPie/qQtW050r56osDCPe+3u1ZvqgwdT9+mn7OVzjx9nb7/+RLRpQ/auXQC0Xr2KkGrVPK5ts+fSfva5bQCajR9Ppc6d2NmxE6H16tF41EgiO3Wy5y6FN2tGzqFD9rokTpzEyTffBKDRZ59SdeBADg2/m4xVq6gxdKh9tmgVEYHOziaqZ08affoJey66mKjeve2T4rXbuYOco8eI+/xzUmbOpM5TT1GpW1eie/bk1AcfkjB6NADNp08jsnVrl/eQvnIlh+++h4YffkC1666z7zdbJ+ULqRzt8b4t2dmo0FCPWZQPP/AAYQ0b0uDNN40108LCCKtb1+fn5yz7wAEimjcPqOzZSAIeEYwKs7REcQR2Ub16eaxJ5KIIhsKHVK/ud7ZZ90m/Qhs0cHlYFPS6hRFat67LWlH+VLn8csKbNQMgolUrsvc4llupfOEFRF90kX3drprDh9sfMgBR3boVqH5VBw0iZeZM4xo9e9JizmwIDSW8cWO02UzG+g3UuuduDt3pvUtSVaqEdlootOH777Hnoovt26bISNqsW0v6ypWF/matTCb77LQFUalT0QbclS+8wP66+fRpmJzyN1qv9pw9N6xhQ1qvXYOpcmWwWDAnJPgNdgCa/zGZnCNHODTkdkLr1LG3CLgHiiE1aqDNZlrMncOBW27FkpICQPXbbiX+11+wZGRQdaAxXYfzMgZ1n3sWS0oKoXXqYE5JwVSlCkopWsydQ2idOhx97DHSVxizZIQ3bkSD99+j9sMPuaxhVevee0hfvozoCy4kolUrj/cQ3acPLebMJsz6s22vs5dAx8ZXUNv0B8c6jWGNvA5o9ak8BztCBKvCtPAUx8SDrVYsty9cWf9/b3Dyrbddjjs3QftS7frrSf77b5/HPQKTsDCj5cDbPUJCaPL9935bRYKpW0E5fy7uGrwzgqju3e2tbU1++onKF15A6vz5VOraFUtmFvusi22227kDrTV5p04RWrcuymSy17np6NFE9+5F/C+/2tfZsgV/lS/rT+ULLjD+PsLCiO7dm0aff8bu7j3s1z3zw4/EffYZbbds9pp0CZA4eTLJU//EkpND9o4dnDNjOiE1ahBSqxY727Unqk9vmv1qPEjdWzu82dG2HVUGDKDxF58H+5EGLJB6nC0sOTmokBCf60bp3FzQ2ljMVGvjdRF8ybDk5KAzMgipXr3Q1xLFS1p4RDAqTAtPrpd1ZgpFKUJr1qTZ+PFk79lDjdtutQc81W+5xd4fn5/I9u38BjzgNqur1tR55hniPvNMNm23bSsZGzd61DPQhO3K/fqRtmCBz+MtFy5g76X9fB63Ca1Z0+t+W3ADGK1fFgtRPY0gxLaiOECNu4aSONba7aCUy4rLNtG9ewFQ6567ib7gfCxpaVTq1s2eE5JzxJjqqeqAATT62HPh0doP3E/tB+73+z5q3HorNW691esxWzAWjNarV3lNRi1KDT/+CEtaWrHeo6SYfASiNs5LRCil8l0gOKj75nNvIcTZp8JMPxxoABIw68MuqltXatzm+lCs//ZbAX/DrtTVewJf9cG32e/TbOwYWsydY992f1CH1HKsExfVtStNf3GsrdZy8SKqXHml3zrUfe5Z4zp+uhoiO3YkpGpVv9dp8uMPtJj/r8/jzt0hWCwAXr+913/llaBaKCLbtCHqvPOMUSTW64U3aULT0aNp8PZb9nL1XnmF2k945vEUlAryARtSrZrLQ7o4VLvmGmoMCXS+MyGEqDgqTAuPtgT3bTysR09y1/oeLW/y0YoBwT0II1q0cD7RHkhVufRSkiZOIqpnT0zR0YTZ+ve9tCqcM2M6eU4JttHnn29/HVa3Lo2//MJv91XNe+9FhYVR7aabSP7LdcLQ2o8/RnSf84locY5LTlKL+f+Sd/IkiZMnU/uhh8iLO0N0L8ecLk1Hjya0bh3yTp7k8D33etyz8ddfkTDuN5/dFb60mDPbnviZH1srkE3Nu4pvmoBmv43z2TUmhBCi9FWYgIe8vHyLvN1zOG+sGQ1Alfc+IuHyvt4v9ewrtBngeazlooUBfYOv/cjDVL3mGsIbN3YpH9m5E1mbt9jzSs6Z+Y8jSTEkhEpdulDz7rvt5aN6GQ/00Jo1fXYjuXNOuLU9oJVS1Bw2zKNsSI0a1HnUMbzWkpNjr0t448aEN25MVHej+zzinHNczrUFGxHnnEPrVSvRbp9/lf79qdK/f0B1duY8/LYssX0OQgghyqYKE/CENWqYb5njlR1dQ8op16Lu889z+uOP7dud7vfeUuAt18RZSK1amOPjiezYyevoiaY//EDOoUP2QMS59UcpRczECfbt1uvW5pvj4J7TENm+Pc0mTgCzsTB96zV+RpiB79yfIBNDJflTCCFEaaswOTzhTkNKfTE5P+CdgoVa9wa/WrO7VsuWUqmT/0kIQ6pVo1LnzgFdL6RyZb9dKDGTJtJyoSMBudXyZTT7/TdM4eH2FYpNkZH+52dxC5hUaCjhMTE0fK/Aa7cJIYQQpaLCtPBUv+EGsrZuM3JUtOahfs/SKO0MnzbPImnSJABCtMVeXrul4dR+/Q2+mLySWc374DYOyq/mf04l+8ABQmvXpvajj5K1exdR3c/L/8RCqnSu64J+oU6JzQWlTCZjzhohhBDiLFNhAh5TpUo0fO9d6j7/HOakJA59v51DVRvQ4K1B9oBnfzWnbi+31o3qg2/j91j/o5S8iWzfnsj2xoywlTp1pJWXYd91nn2G8MaNg752cahxxx3ovDySJk0iXCYtE0IIUU5UmIDHJrRGDUJr1AAca+00/uYb/j5hxhKb7ShYRHN6+LNvw2lqNIim9v3+54MpSfWtixxW6d+PyHy64IQQQoizRYULeLyp0u9S7tSaW/IsHPjbWLhQKROrerxOtZT9tAOKI/yZ84OxgPyj3+U/mV9Jq3zxxfkXEkIIIc4SFSZpOT9KKSLDQly2M6Lrc6LB+T7P2b7sOF8/tKBY1ukSQgghRNGpsC08v97dgwbVPEcoLej7NWQc55qUHPu+1IQsKlXzHBG18LedABzZkUDT9oVPChZCCCFE8aiwLTyXtqlL2/o+kpCjGjJjxFr7Zl6O2T57crQFcjJdJ9H7b3Tw6yod3h4fXIWFEEIIUWAVNuBx9vVDC5j59WZSE7K8Ht8w7zBHdyYA8EhKJX58eglxh1PtxzNScvjm4YWcPJDs8x7pSdkuQdGMkZvtr7cvO056cra304QQQghRBCpMl9bJ/cmsmrafvre3oXo9xyzKZrMx987B2HgOxq7weu7OFSfYueIEVHfsm/LBOo9yUz9cT9ve9dEadq0+SbsLGrBj+Qn78Utub0PHixt5nLfwt53UbVaFW17u4bJ/1bR9xB1O48JbWrJ1yTG2LDhaJhOchRBCiLKuwgQ8Wem5HNuVyMZ5h7h0qNNCmhbf5/hj8bEY6c5VJ+2vnYMdgGO7Ejm+O5E96057nJfhlDNks372IQD+2JtEbrbZcW+zhV2rT9K2dwOy0nOxWDTR1SK81vHMkVTqNgt+/iCbXatP0qxjLSKj818jLCMlh6iqrrlOR3cm0LBVdUwhZbcx8dDWeBq1rk5oeHALmQpR3qUnZRNVLTyoBZGFKKvK7lOoiJlMxj/Y7dYgZN+G03z90AJS4jMDvkZ1c+H+0e9df9prsAP+V3N3Dnbycsx8++giFozdyY6VJ/jl+WWMfnE5ABvnHebI9gSyM3IBWDppN3+8v45TB1Ncr5djJicr/8VUk05nMP/X7cz7eZvHscST6S5ddCf2JvHrC8vYs+6Ufd/RnQlM+2IT6+ccyvdepeXM0TT++WozSyfvse/TWnvkaQlR0Zw+lMLol5azY8WJ/AsLcRaoMAGP80Q6u1adYMdK4x/xkom7A75E55ziawFIT85h5tebycs1gpH1cw56Lff9E4sd5yQ58n5OH0phxZ97mT5yEz89s5S4w6lsXXwMgLRE19yk0S8s48enlnhcO+l0hktLkznXYr+Ptmhyc8zsWn2SvetPM/7N1WxbcsxeNu5IGgBHdyby9UML2LrkmL1+pw6msHNVcL80jeDwFAe3nLF/FrnZZv4bs93l/Zw5msqhrUYCeHJcBsd2JwZ0/Txr0JeTaQSHSacy7Me2LzvOj08vIel0hr1syhnPwDgjJYes9Fz7tsWisZhdmwynfrSebx9dGFCdnJ08kOwS6PqSlZbrEiwvm7KHaV8Es/iJKI/Sk7IZ/eIyEk+mF/gatn8TR3ckuOyPP5bGxnmHC1W/skgpVU8pNV4ptV8ptV4ptVIpdYP1WF+l1D9u5UcrpW522q6jlMpVSj1YgHvfqpTarpTappQa76PMeUqpWKXUXqXUSGVtdlNKRSilJln3r1ZKxfg436yU2qSU2qqUmqGUqm7dH6OU0kqpEU5la1vfy1fW7TZKqUXW83copX4I4r15rbdbmTCl1BhruR1KqZet+6tY72n7c0Yp9UWg93ZXYbq0LGbHQ2H78hMc35MEGA/oQPXKzr9bpzAOxsazYOxODmyKIy83/762NTMO2F//8b5rTtHk9xyjzLTbpXKyjAdp/LE0ajWqzIa5h1j51z7AaAl7+JtLXcprDatn7Ld3sdmc2JdM/RbVXX6p2lpGFo/fRd872gBwKDaeQ7Hx1G1alZoNo1n51z52rjrBoEc6Y8610KBldbLSctm84Ag9rm6OyaSY++NW1zpnmqkXU5WdK0+yf9MZLr+7Pc061mLSO8b7vHhwa3vwev8XF7Nx3mG6XxXD8T1JRFYJo06TKkwfuYkWXevQoltdxr22kpzMPM7t1wSA7AwjcFAmxa7VRrfkyX3JRFeLYM4PsRzelsCABzvSomtdAJLjMvnt9ZWEhpl4cFRfAMa8tJyMlBzu+eRCMlNzObk/mZP7jUT2f3/dxuV3d7C/n8Pb4jm2O5GYTrWp26wqiafSqVQlnOhqEWSm5jD1w/WA56SUudlmjuxIIDsjj/rnVGX8m6vpPjCGXteeA8Dm+UfsZRNPplOjfrTL+Sf3J7Nz5Qkuub0NWem5RFQKJeVMFqYQRdXalRClJyczj7DIkCLpPtq38TTpyTnELjrGxYNb51t+z7pT1KgfRe3GVez7bN3Qzr87AaZ8uI68HAtdLmuCMpWPri7rQ/hvYIzW+v/snXV4FNf6xz9n4x4SiBLc3d2puxfq/dX13rrdut7e2q23ty31lpYapVQo7h4gJIEQJe6ykdXz+2N2J6vJBmmBzOd5eJg5Ppvdme+85z3vucyW1hM4pwPNXAxsAuYD73Wg7/7AQ8BUKWWNECLOS9F3gBttfSwFTgN+Ba4DaqSU/YQQ84B/A5d6qN8spRxl6/MT4DbgWVteDnAW8KjDtTia9l8HXpVS/mSr35Ew/N7G7cjFQJCUcrgQIhRIF0J8JaXMA0bZCwkhtgPfd6BvJzql4LGLnWORrK1l7RfqIN6WzH/99BbOvG2EKnZAsVK8dfMKQiICaG4w2Rtgn4Nvkp39W8rYv0UZ7/RL+wOKZcbOqi/2OZW3mBXlteN3m2+STaTNunwge1YXUVWoZ9fygx4tGzt+z2fkSYo4MTab+eXt3YyY07r/mKOlzm69EjrB1iWKKLzt3TkcTK/mYHq107h2rVAEQlVRIys/z2Ty+X1pqFIsSMs/yWD5Jxlq2d/eS1MFyJePbwJQham+xqBax77793bqKpwtQvs3l7F/cxk9h8cS1zNSHdeO353flG97d446JoC13+ynpqSRgGB/Tr9pON88t9XJGgWwbWke25bmOaWt/CKT9LXFjD6lBxPP7UNVoR7/AD++e1ERUhPO7sOC+9fRb1wcB2zTrPZrMxks6GtaCAjyI2NDCQ3VLUy9sB+Zm0rpOTRWdfrfv7WUZR+mc93L09v18SrJrqNbj3CKs2q1mFUeqK9q5rNHNjL90gEMmpTAph+zmXR+X/z8dNRVNhOTGEbB3iry0qqYcWn7AkY1abv89svz6yk5UMfIuSlqmpSSPz5Qnm2OAlvnp7TR0mSipdGk/o3NRuU7b7FY8dedMH5vcwCjlPJde4KUMh94owNtzAfuAb4UQiRLKYvaq2DjBuAtKWWNrV83vwchRCIQKaXcaDv/FDgPRTicCzxhK7oIeFMIIWTbsVI2AiMczpuBDCHEOCnlNhTB9A1g32AyESi0F5ZS7vHlwtoZtyMSCBNC+AMhgBFw8sWwCcM4YK0vfXui0wge+8O2M/LHB3vJ3FhCQ1WL24O4usSzyVsVO0BNWZPydWyDtQuz2i6As9XJEUcB0tY0jtXF6rV7RaGXkgqOU19bluS2UVIhY0NJu/4Kb93svvnrxh8OUJLdGpLA9TN2xG7t8sbOPwqcLGmO1+ipb2+kry1W2/M0/WA2Kp/zAQefMovJil+Ajl/f3c3BDGfLp90Bf2toLte/omw7krpMEWY5qRUMnJDAu3es4vx7x5DUL9qpbnVJI9//Z7t6fuZtI+g1vKt63lhnIDDEn4A2nMYNzWbMRoubc76xxUxDVQuxyeFe6zpyML2azM0lzLliMH4BrTP6hZnVhEQEurWzZ1Uha77ezw2vzSAw+OjdLmtKFBGbt7uCpnoDe1YXEdkthKriRjI3lHDdS9P59f00zAYLo05KITK21Rq36cdsYpLD6D8untRlB+k/Ph71B+tiLbK/ZPQa0ZXy/HosJit9x7QaFLYtzWXs6b0QQqh+j0X7avnwnrXc+s5sNd1qlVhMVvwD2hY8Ukr2ri1mwIT4o/r5HQGGAjvaKTNdCJHqcN4DWAIghEgBEqSUW4QQ36AIhldseQuBgR7ae0VK+SkwwFZuPeAHPCGl/M2lbDIOgsN2nOyQdxBASmkWQtQBsUClp4sQQvgBc4EPXbK+BuYJIUoBC1BMq+B5FVghhNgA/AEskFLWCiEGAgs99QPMamfcjixCEW4lQChwl5Sy2qXMfGBhO0KuTY7pb+ARpZPv/lCw1/W7o1BywHvsIJVj5LPbs9rXFyaFzI2tVqmtPgieQ8XVSnM4bPj+wBFrqy0++9dGt7R371hFYr+oNr8Thiazm/Ba+VkmKz9Too7/8NIOegyNYci0JH57L43J5/clvpfzKsFf3trNwIkJTDi7Nwd2lLPx+2wiu4Vw5dOTAWVFZWCIP3m7KwkK9Sd5QBc+/9dGWhpNblN8v767h8LMGm55e7b6gG6Lxa+nAlBf0cypNwzDZLAQHhPMT68p6be9O4fy/HpiksLwD/Aj9U/lb5uTWkHR/lriekSQ2C+art2dhZHJYGHLzzlMOLsPAUGKCDAbLehrDUTHhVJZqCdraxnBYQFOU0H2z7LHkBgAqosbCbWJuvWLWr8LhmYTZtvLwGePbCRlSAwWk5XqkkZa9MrLiUCw4fsD5O+totdwxYpmF/2NdQa+fGKz2t7nj7b+/eurWl8MNi/OZeCkREIjAhF+zp9nc4OJoFB/dYXqL2/vJjoulCkX9GPnnwUMmBCPf4COmtImeg6LRQhB0f5aVn+5j4r8eufVscc4Qoi3gGkoVh97vJC1UsqzHMp87FBlHopFBBTh8CE2wSOl9DS95Ig/0B9FIHQH1gohhkkpax2H5KGe9CHPkRCbYOsFbAeWueT/BjwNlOEiYqSUC4QQv6NMR50L3CSEGCml3IfDlJMrnvx1vIxtAorISgK6oHwGf0opcxzKzAOu9NaXL3QewXNiTDUfcfJ2e3wJOCFoa+Wbhmd8EsDtULC3WhXYjtOljuzbXKr6SoEiQA5sL3fz3QJI7Bvl5BzuiN0Hz9hspqG6hd//l8YZt4wgNCKQioIGasubsJitxHYPd5p2K82p55OH3ONu/fTaTrXNSx4erz7cl3+sTG1m2iyAsclhVBU1EtUthLqKZsaf1ZvUPw+S+udB4ntH0iUxDGOTmZzUClIGd3GymG34/gCXPDzeaaq5IF35vBrrjB6nj791ift1MN39Bca+mrJoXw3ltpWZubsqeevmFfgH+amCyRXXl4FPH/Ycj2zB/euczksO1FFyoI59W0qxmiU7HFZjDp/dnbieEarVLju1gknn9WX9ogNUFumZelE/UgbFeOznb2IvcKH9REp5mxCiK+AecM0z84F4IcTltvMkIUR/KWWWDxaeQmCTlNIE5Aoh9qEIIEeTeCGKGLLTHcUCY89LAQptU0JRgKc33GYp5SghRBSKZeo2FN8c+zUbbT4y96BYvM52rCylLAY+Aj4SQqQBw4QQetq28LQ1bkcuA36zfQblNmvXOBTfIoQQIwF/KeV2D3V9RhwvG1+OGzdObtvm63fPnaxtZeo8tYaGhobGX09oZKDq63YkgqgKIbZLKccdgXYEilPtx1LKd2xpPYA1UspeQohZwL0eLDxLgD3AYinlQIe8JwGzlFJd+dRG36cB86WUV9tE1k5glJSyyqXcVuAOYDOK8+8bUsqlQojbgOFSypttTssXSCkv8dCPXkoZbjseDfwE9EWZYloipRwmhBgKjJNSfiKEuMZ2fLttjMullCYhRIJtjKOllO7q3L1fj+N2KfMAMAj4P5Qpra3APCnlblv+C4BBSvl4e/21RadZln6Mzx9raGhonPB4CrB6LGDzCzkPmCmEyBVCbAE+AR7wofp84AeXtO9s6b7wO1AlhEgHVgL32cWOi8/QLcAHwAEgm1bH3w+BWCHEAeBu4MH2OpRS7gR2oUwTOabvlVJ+4qHKKUCaEGKXbbz3+SJ22hq3EOIcIcRTtjJvAeFAGorYWWAXOzYuAb7ysT+vdBoLj5SSt2/peDwUDQ0Njc5Ee35cR4rrXppOcPjhhfo4UhYejc5BpzF7HInYFhoafwUJfSIZd2Zvlryxq/3CXnAKK6BxXJDUP7rNkBlxvSIZPitZ9SfyxMRzerN5sbNPjs5PqGE5+ozqRu6uCsK7BNMlMZRxZ/SmJLuWvqO7YTJYiOwaQkCgH0InaNGbWPx6KhUFDST0iVJjSiUP7EJwqD/VJY00VLdw9p2jWPXFPmq8rPj0xv6tZYyY3b39ghoaR4hOY+GBji3r1ejc9BrRlYr8ehrrnE3wCX0iKc2p91LLmdCoQJrqjMR2D2f0SSlkbCihaH8tk8/vy/4tZRiaTeirDVz74jTqKppZ920WPYbGMHJOCsFhARRn1fLDyzuI7BpMfWULgyYl0GNYLAGBfvzy9m6mXNDP46qu/uPjGTYjmR9e3qGO47y7RlN5UO9xmxBHxpzak9RlBW57xfUd3Y3C/TUYGs3c+PpM/Px1fPPsFkaf0pPqYn2HVqpdcN9Yp2XqxyMz5w9g9Ve+RWkfOSeF+qpmcncpq84MTWb6jY0jNCqQivwGSrLr3PxZMjaUEBoZSECQjqhuoYRFOy/Hz0mtIDQyUI2rNPmCvgydnkxQiPIOm7enkprSJmrLm2ioauFgejVRcSFc8dTkQ75m+/3Tk++N2WRBX6OsSANY8WkG2TvKuer5qZiNFnX7GzsjZndn0vl92wxF4AuahUejI2iCR+O4wzGqclvMe3QCAUF+Tkuwu/WIoKGqhYETExg0JZHUZQVOq4Wufn4qxmYzMUlhbP8tj00/tq6KvOmNmerS53duWwXANS9MJXdXhfrwm33lIHJSKxg5J4WQiEAWPrOFmKQw5j82EYvJisloUVcLNdUbqS5ppPvALm1eh6HJxO6VhYw9vZfb0mvH7/Stb88m9c+DDJmepD74jC1mJ/+1huoWgkL8yd5Zjn+AH/3GxWG1SHQ6QWWRnm4pEUgpyd9TxS9v7yauVyQXP9j+86Q0p45uKRH4Bei8/s50/gKrWXLbu3NY/N+dHMyoYcypPairaCF7h3OstVNvGKau2IqOD3ULttgeJ107hP2bSzn5uqG06E18YQsUOWhKIoOnJBIcFkBOagWbf2r9+0Z2C+GKJyfx9q2tU98Tzu6tRjSfc9UgunaPwGqVxPeKJGtbGWu/yeKMm4erwsORa1+cpm6mazZZKMyscYo/BMpGwGaT9aj7GNaWNREcHuDTJsDeqCltxGqRPsU8Wv5JOoX7arj6uakA7F1bRFzPSILDA0hfX8yEM3sfkSjNmuDR6Aia4GmDPqO7kbOz4rD6PNL0HtmV3F1tLyXvO6YbYdFB7QbmO5YJiQyk2YOD4+wrBzFkahJZW8tUa8XASQns21RKcFiA0/Jl+5toQ3ULxVm1hEcHkexBXNi/F10Sw7js8Ylq+sHMahbb4rM4tgfQrDdiMUnCuyhv3l8/vYWqIj1XPz+F8C7BgLJU+n93rWHuNYMZNCnxUD+KNvnwnrXqNR+JVS+OpK0povfIrm7B/nzBbLSw7tss9toCIF7/6gykVdJUbyQmMQxDk4nSnHp6DotFX9PCum+zmHvNEPwDdNRVNBMdF8rqr/aRtrqIYTOSmXmZsgBm5x8FHMyoYu41Q7CYrYSEB4IAaZGYTVZ+/18a/cbGMXyW81SJlJKSA3Uk9otymt529O2zf35L39lN90ExjJjdHYvFyuf/2sjUi/rTb6y3iP9KpGRDo5kuiaEgwf8wLRfHO7VlTRiazW4xmI40muDR6Aia4GmDk68bwrIP0w+rTzvhXYK48P5x/PTazg6/rTpy27tzyN5ZTsb6EnXTTFcnw76juxEVF3JEA+I5cuZtI/jlrd3tF7Qx7eL+rPtWicQ85tQePo3r5jdmsf33fDLWF6OvUTYhddy3CpTAZ/4BOqZe1I9PHtrAOf8cRUCQH6ERgQSFBahWjvbI2lZGfO9Ip+i1dhrrDJTn1WMyWhgwPsFrGw3VipVi1Ek9fOrzSPL2rSuRVnnEBc/h0tJoYtlH6Yw9rSdJ/aM7XL+6pJGvntzM+feMJql/21aww+FgZjV1ZU0Mm6n5kxxvaIJHoyN0mmXph0Ji32iufKb9Oe9TbxjWbpnwLkGEdwli/Jm9AOg/rvVtcci0JFs4eDjnH6O49F8T2myr7+g4zrp9JHOvViKXnnHLCG54bYaaHxod5NFJe9jMZM755yiPbQ6d4SnatzOR3RRBEJMY5jH/xv/OZOK5yiaWwWEBBAT7cflTkxg6Q4lOHhUXwsRz+jDpPKXMwIkJXP/KdAACQ/y55t+K+bvvmDj8AnRMOKs3Vz8/lcufmgTARS5TK2feOoJTbxhGeJdgbnt3DimDYkjoHUVk1xCfxQ5A/3HxHsUOQFhUEL1HdmtT7ABExAT/LWIH4Kpnp3DJw+PbL/gXExwWwNl3jDwksQPK9+y2d+ccVbEDkDIoRhM7GhqdgE6zSutQCQhu2zR90jWD6Tc2jpbGgaz+snVPqHmPTiB1+UE1MusZtyj7tKkGNQdBMvuKQQCccl3rbtpJ/aOpKGhg2MxkuiSEsuLTTDX8vJ1BkxMZNDnR1q5k7Gk9kRLGn9kLi9nKdofIp6D4vnjbHX76pf3Zu8b71g1XPD0Zi9lK5sYSImKDie8dSf/x8VjMVsrzGkgeEE1AkB9jT+3J4CmJbtMgjtaHkXNSqC1tYvIF/dTPQwhFXFz74jSCQp2/ltFxocec9eJYwi6mNTQ0NDS8owmeNnDcQM/OuDN6qTtT9xsXx4AJypv/sBnJToInNjmcuVcNRqcTpK8rJiQisEN9n3/PGPXYYrFSVdzIuNN6tTnWSef1Vc8dfQjmXjOYuJ6RCCHctls47+7RFGbW4Ofn3dg377EJRNmsO1Mu6AfARQ94tiILnWjX58M/0I+51wwBwGTbxNJuBbA7eWpoaGhoaBxJNMHjwuYoKxPrlId/aFSguqu0nYnn9GHYjGRyd1cyzGUa6IJ7x/D9Szu48IGxatqsywYy49IB6rmw6Qo/f8GVz/q2RNTPT8e0i/p3/GIEIHFymI3rGYnQtQqfxL5RJA9Qpgwu/dcEGusM9Bgco65UOdqWlYBAP+Y9OkGdLtPQ0NDQ0DgaaILHgaAwfwpCDEysg7CYIHQ6dwsPQFh0kJvYAUjsF+0mEIRO4OfQRt8xcZTnNTDujF6HtUTUF65+bopbHJng8ABufXs25fn1ZO8od1oa2rV7uNsu0H8Fvixz1dDQ0NDQOBw6leAZf2Yvtv6S5zW/x+AYGktK2Bdg4bYrlGWwfv5H1q/bz0/HtIsPwVpzCIR3CVaXSLsS1zOSuJ7el4z2Gd2NfmO8L8PV0NDQ0NA4nuhUq7SCQp0tKpf+azw9hsaq51FxoYQE+bM4zEhsjwhAsdDY/VY6E6ffNFxdOaahoaGhoXG806ksPMNnJaPzE2qU3q7dIzj7jpFYrZK9a4oYMi2Jz6cmsDSthK7hrY63o0/p4TGEv4aGhoaGhsbxQaey8Oj8dG4RWAF0OsHwWd3x89fRIzaUm2f29VBbQ0NDQ0ND43ilUwkeR3R+2u7pGhoaGhoanYVONaVl57InJrr587TH5U9NQl/dcpRGpKGhoaGhoXE06ZSCp0uC560R2iI6LpTouNCjMBoNDQ0NDQ2No02nndKymM00VDnvOr7o2Uf59P47OtRO+poVVBe7b8mgr6nmeNmYVUNDQ0ND40Sn0wqe1Z99yPu3XkNzQ72alr97JxX5uV7r1JQW8/KlZ1GW07pi69e3XuGTe29zKld5MJ/3br6K1N+XHPmBa2hoaGhoaHSYTil4mhvq2fnbzwBkbdnolr/4lec81svZvhWAvWuWO6VbLWan85oSxeJTkLbLKT1v904+e/AfHi1CGhoaGhoaGkePTil4Vn7yP/V403df06xvcMrP2rzB6bxoXwZL33wZKa0ACDq+wquyII/vnn2U8txsNi768hBGreGNrT9/T0nWvvYLamhoaGh0Wjql4HGctmqoquDP999ss/wPLzxBxtqVGJqavJbJWLuS4v0ZAFgtFrf8xtpap3NptbL8o3coz8txKyutVvJ27/TqA5S7cxuVBXltjvmvpK689G8dz5rPP+LLf93zt/WvoaGhoXHs0ylXabk+nF0tPHa+fvwBijL3tparrwOgNDuLly89y6ns0jdfBuCCh55ULUiNtTVkrF1JVVEh3YcMcyq/a9mvpP7+C6m//8LJN9xO9o4tnH//YwDs+HUxqz79gHPufYT+41t3VK/Iz6UiP5df33oFgKv/8yaBoaFEdvW+55XVasHY3Exw2NHboPODO64H4J6Fms+ShsaJgtloZPlH7zBt3lWERXf5u4ejoXHYdDoLT5NNtDjiySIDOIkdgF3LlgKolhxPfP/84zTWVANQkrWPpW++zOYfFrqVqy0rVo+X/e9NcrZv4eVLz2LNFwuoKS1R+s/YS1XhQbXcp/ffoYodgE/uu53/3fZ/vHbF+U7pAHtXL6cwPY0VH73LW/83D4vZ5HXMRxJFYDUhrVYqD+Z3uH6zvoEN336JtFp9Kn84K+HqK8vZvfy3Q65vx2qxYGxpPux2NDSOJfZvWkfaymWs/vwjp3SrxdKmtft4RQgRL4T4UgiRI4TYLoTYKIQ435Y3SwixxKX8x0KIixzOuwkhTEKImzrY76tCiFTbv/1CiFov5cYKIfYIIQ4IIV4XQghbepAQYqEtfbMQopeX+hZbH2lCiJ+FENG29F5CCCmEeNqhbFfbtbxpOx8ohFhlq58hhHi/A9fncdwuZS53+AxShRBWIcQoW95vQohdQoi9Qoh3hRB+vvbtSqcSPOV5Obxzw+Vu6Varu+DxJIwOh++efVQ9bqypZvsvP3kst3Xxd+z64xcAtv/yIx/fcwsbvv2S7O1bvLZtMZlIX7PCKe23t19l4ZMPsmvZr2oZUJbjt/Vwfu+Wq/nl9f8AytSaoanRh6trZeXH/+ONay5hw6Kv+OTe28jfk4rVanFaDecJQ1MT3z79CG9fN5+Ni74kfe1K8nbvBGDHrz/zv9uv81jPVRg16xvI27XDKS1rywZevvQsGmtrnNK/feoRlr3/JvqaaqqLCzt0nY789varvHH1xR7HZjGbPdRoH1NLCxnrVyOtVp/F319JaXYWJQc0v6kjhbRa+eHfT7Y5NVxXXkbx/kyf2yzNzurQC4HZZHJ6wRI65fHg+kL4x3uv8+a1l5xQYTdsD+EfgTVSyj5SyrHAPMB9LyLvXAxsAuZ3pG8p5V1SylFSylHAG8D3Xoq+A9wI9Lf9O82Wfh1QI6XsB7wK/NtL/WZbP8OAasBxeXEO4DhtcTHg+Mb/OvCqrf5g2zh9xdu4VaSUXzh8BlcCeVLKVFv2JVLKkcAwoJttbIdEpxI8nz1wp8f0kv2ZrPligVPa/27/v6M2joPpezpUfuOiL/nxxafaLddUV8vGRV95FClWq5Xs7Vt47fLzeOPqiyk5sI+P/nkTm3/4hq2Lv1PL6auryFy/GpOhhXVff8qb115KYUaam4Uoe/tmvn/hCcpys9W0Rc8+qi7Fz9q8Xkl75l+8Ov9c3r7+MqebqStvXnuJ06q2395+le+efZSakiJWfvwe9RVlvHzpWRSmpwGKsMnZsdXJH8tqsfD2dfP57rnHMNsEXnVxEesXfg5ARUEeZTkHqCo6yKpP/0ddRRkA7918FQvuutnpBi6lpDwvh8baGqSU5KVudxIvxuYmsrZswGw0krFuFQBVhQWqZSs3dTs/vvQMr11+HgBbflpEUWY6FrOZD/9xA1lbnB3j7RiamshYu5If//M0S1//D6/MP4fXr7rIY1l1LC3NrP78I0xGA2ajkR2/LmbB3be0WcdXTIYWj6Eavnj4Lr58RPObOlKUHNhHzo6tfHLf7V7LfP7wXXz16L1u6Waj0e2lLXv7Fr54+C7SVi3zeQwrP36Pj++5pfXFwP4i7iJs9q5WVqkei0L8MJgDGKWU79oTpJT5UsqOPNjnA/cA3YUQyYc4jvnAV66JQohEIFJKuVEqN6pPgfNs2ecCn9iOFwFzPVlRXNgIOI6xGcgQQoyznV8KfOOQnwiob4VSSp8eYu2M2xtOn4GU0v627A8EAoestDulD48nHB/6AGaD4W8ayaHzzo1XALDh2y/c8t76v3lO5/aH1bqvPwVg1Kln8tZ1rS8mv7/7Ovs2rgVg4RMPMuKk04jv04/yvFxMLc2qRSl35za1Tr7NIgOtFiVHPr7nFqZfdg3xffqx6Jl/cdL1t7Fj6U9c8e//er2mj/7pbB1e+OSDXsu+etm56vGOpT8xYNI0FtzVWt/RyuaJspwDfPHwXfQYPoqCPakeywycMoOqg/kep+s+vudWj3XMJhNrv/zYKW3xy89x4cNP8cd7bzBo6gyqi4vI3rbJS30j9RXl7Fm5jJ2/LmbiBZeSPHAw0QlJfPPkQ8T16kPGulXo/PzY8uO3bvW3//IjPYaP4tP7bueM2++hx/BRLHzyISZfcCmDp8/G1NLCqk8/ICY5hdGnnYXVamX/pnUMmT6bJf99kZztW5h80WVMufgyt7b3rl7O5h8WUlNSzN1f/wxSqpYBi9nMa5efx+yrb2DMGee61e1sSCnx9hxyFNMVBXl069HLrUyLFyvpf6+8gEFTZ3LG7ffw5wdvM3zuqVQXKS8XVQcL3Mo31deplu643n258oX/OvkkNtfXOfnsNFRXUVdeSlRcgvOYLWZ0foc8u3CsMRTY0U6Z6UKIVIfzHsASACFECpAgpdwihPgGRTC8YstbCAz00N4rUspP7SdCiJ5Ab2CFh7LJOAgO23GyQ95BACmlWQhRB8QCzpF1W/vxA+YCH7pkfQ3ME0KUAhagGEiy5b0KrBBCbAD+ABZIKWuFEAMBd58NhVntjNsbl6KIOMcx/w5MAH5FEXWHhCZ4NAD48cWnnETKvg1rnPJ3/9kxX5dmveebs+OD/88P3gLgh+ef6FDbvrD2y4/dREZ7fPHwXQBexQ64fy6+8N8rzveY/t1zipO6q9j2hKPFcY2LT0VVofJQcxU7ro710Opcbz/e/OO3an1QIoeX5ylWu18dym5c9CWTL5qPEIJ8h8/nt7dfVY9fmXc2ADe9+ynhXWLUdlZ+8j+CIyIZPG2W1wc+KNbFjYu+YuCU6fQYNhJQpqGDwyOI7NrNqWxNaTH5u1MZcdKp6HTuD90WvZ6gsDCEEJTn5VBbWsyASdMARXj88MITjD7tbOJ692Xnb0sYe+a5tOgb6JKo3IvNRiPG5iY+e+ifXPTI08QmpziNMzQqGp2fn1KupRmkxC8gkKBQ9+1nWhr1fHD7dRhbmrntw6/QV1cR2S2O6qJCNnz7BeFdYhk6a65a/lMHK89N73zC4leeY8rFrVPxGWtX0nPkGAB1MULm+tXMuup6di//jd3Lf2PG5dcCrdNSoLwIGZubqMjPU9PKc7MxG41O47XYprDsf6nifel8cMf1XP7cq06iqyIvh/g+/fHzVx4jqX8sJSwqmoR+A4iI7QooVtcN337BmNPPITQqGlDCSEQnJDotyDjWEEK8BUxDsfqMtyWvlVKe5VDmY4cq82i1iHyNIiZeAZBSXupjt/OARVJKT06lnn440oc8R0Jsgq0XsB1wNf/9BjwNlOEiYqSUC2yi4zQUMXKTEGKklHIfMMrTxYA6VejL2OzlJwJNUso0l/5PFUIEA1+gWON8N106tn+8zMOOGzdObtu2rf2CXqgrL+ODOzz7gWhoaPjGtHlXqVbBthg8bZY61WenS2ISxpYWGmuq6TtuIgf37mHqJZdTnpdLee4Bmurr1OmUWVfdwLDZJ/Hmtcqzou+4Scy55ka3qeZJF85nwrkXkrd7J33HTEAIwYqP3yP191+YdMGlTL30SlX43bNwCVJKsrdt5qeXngGg9+hxTlbKW97/nA3ffsGuZb8yYOJU9tumZgFmX3Mjfv7+/PnB216vO2ngEAZPnUlZ7gFKs7PoPngoNSXFTtbPI8msq65n1acfABDbvYeTeAUYc/o5FOzdTfKgoapvYHvMf/olNnz7hU9jHjH3NEaecoabu8AZt9/D4Omz2b9pHT+/+gIxSd25+uW3+OPdN9i7+k/gyKzqFEJsl1KOa79ku+3MBR6TUs50SOsKbJNS9hJCzALu9SB4lkgpFwkhdgDxgP2tMQkYKqXM6oCFZydwm5TSbb7bNjW0Uko5yHY+H5glpbzJJkSekFJuFEL4A6VAN+nycBdC6KWU4UKIKBTL1LdSytdtTs5LpJTDhBAfAWegWLzOBsZJKd3mWYUQacDVgJ62LTwh3sbtqYIQ4lWgQkrpMfqvEOJqYLynMflCpxE8677+lM0/fNN+QQ0NjeOWqLh46srL1PNuvfpQ4SHWlYZ3Jl80n42L3NxIOsykC+ex6buvveZf8/LbxHbvcVh9HEHBI1Acjj+WUr5jS+uB4sTcpuAB9gCLpZQDHfKeBMxSSnXlUzv9DwR+B3q7ChWHMluBO4DNwFLgDSnlUiHEbcBwKeXNQoh5wAVSyks81NdLKcNtx6OBn4C+KFNMdsEzFEXkfCKEuMZ2fLsQ4jRguZTSJIRIAHYCo6WUpT5cm8dxeyinAwqAGVLKHFtaOBAhpSyxibkvUCxtbQfP80KncVp2NElraGicmDiKHUATO4fAkRA7QJtiB3CzRv2d2ETGecBMIUSuEGILiiPwAz5Unw/84JL2HR1brTUf+NqDVSbV4fQW4APgAJCN4s8CyvRZrBDiAHA34N3R0YaUciewC2UazTF9r5TyEw9VTgHShBC7UITZfb6InbbGLYQ4RwjhuBpnBlBoFzs2woDFQojdtvGWA+9yiHQaC8++jWtZ8pq31XoaGhoaGn8lky6cx9RLrjisNo6UhUejc9BpLDyOznsaGic6UXHxR6ytWVddf8Ta6uwMnj6bEXPdwpC4MWT6bM/pM+YcVv+jTj3TY/rsq29wOh88bRYAo08/m2tefpuTrr+V8x943KnMmXfed1h+OBPObTvcgobGkabzrNI6TixZGofO4OmzyVi70mNeaFQ0TXW1R6XfafOvZuJ5FzutivIPCuKk624lODycgrTd7Fj6E5c+/gIWi5lFz/yL69/4gMqDBRRmpDHjsmtoqK6kuvAgiQMGcWDrJgyNenWLkmtffY/M9avdNp298e2P+erR+2iqr+XWD77Ez9+f39/5L1179GL8OReClNSVl/HhP25g4vmXMm3eldSVlyGl5MM7rycqPoG6slLOufthFr/yHDo/P6wWC+ExseirqwAIjohk7JnnUV9Rzo5fF3u8/plX/B9xvfvx7dMPu+V1HzyMqZdc0WY4gWOdu7/+WV2Bdsnjz7Nr2a8k9O3P5h++oUXfwGm33sXQma2rrJZ/9A41JcXE9epDQFCwGibizs++IyAwCID+k6bSNaUnqz75H/s2ruX02+9RV8Vd9szLJPYfyOxrb2LNFwuYdeV1BIa0rv46/ba7adY38LYtjMTgabM444572bdxLWajkcwNazj5htsQQkfx/kzCunRh4ePKzMysq25g9GnnEBweTmhkFLVlpUTHK8vNh80+mTeuuYR+4ydxxh33cvKNt+MfEIjQ6VRfG08CJyapOy2Nei548AmiE5IwNjfR3FBPl6RkXr/yQgDOvfdfqqM4wGm33kVAUPAR+OtoaPhOp5nSMrW08PrVf88bxZl33qdGL3YlZcjwDgciPFYYMHk6+22xeo4UI046jcT+g/j9nde8ljnzH/fzy39fdEq7+6vFCJ2Oon0ZBIWG8sm9tznlX/PyO3x8j3MwvtGnn83OX39W8l95h/Vff+YxIKAQOhIHDKKhqoLeI8e6bUdhd77MWLeKpro6eo0ac0R8xhxXFwGYjAZ2L/uV+D79SBo42ONybF9pqq8jJCLSbZl4VWEBXZKSeXW+Egbjn1/8gJ9/AFJKzEYDXzx8N1WFBcx76j80N9QTERNLfJ9+av3G2hrevelKAG5f8A3+gQH4+QcA0FBdyfu3XON0TQAWs4k9K5YR2z2FkPAIAoKDiYpLYOdvP7NiwXsAXP/GBxRm7KWprpboxCQiY7sR36ef+hkFhoRibFa2Oxg2+xTGnXUem75fyPA5p3Jg60aCwsKcpk8aa2s4mL6HlCHDCYmMRKfzY+N3X7Hhmy+45X9fEBoZhcVsRkqJf0CAx8+wLOcA+zevZ9q8q9pcbu/6d/RGi17P/k3rGD731Dbbc6S2tITwmFj8AwO9lrFaLBzcu4fIbt3UZffeKM/LISY5xes1d5Tf3/0vCX37M/LkM9i3cR0Wk5EuSckk9vO0aKnjaFNaGh2h01h4AoL/vreJQVNnehU8c6+7hcKMtDaXugJExydSW1ZyNIZ3SEy/7BomnHsRL9sEz6yrrqehuortS5x9925f8A0Z61ax/EP36+s+ZBjR8UmkrfxDTTv5BmW1YdeUnkR2i8M/MJBtP//gZN0YNGUGLQ0NLP/oHTXNPmWZPHCwUx/2VTux3VP4x2ff8+3TjzDr6uuJ79MPnc6P3iPHkjRwCEGhoUy6cB5ZWzYQ3iWGGVf8HwiBQPn7OWIXPJc/+woBISGquLFPAxwpzvzH/eirWmOHBQQGMfbM845I26GRUR7TXVfN2MWKEIKAoGDmP/0SzfV1RCckeqwfFt2FbjbLhmtMmoiYrnTr2VuNh+PYx6hTznBra+CUGaSvWcFZ/3yAqLgEt8B3oPxtKvJzueblt2mqr+Pbpx9hwrkX0iUxmTPvvA+AHsNGeBznoCkznNImXzifyRe2+pna48t4I75PPyex542r/vOmuvFwWwSHhzPipPanuxzx9ndwROfnR88Ro3xqL65Xnw713x6n3vwP9Xjg5GltlNTQOPp0GgsPeA7E5isj5p52SBtNhneJ4aZ3P3WKbmrnrq9+Ut/Sf/j3k+Ts2OqxjYnnX0p9ZbnX6RpHkgcNpShzL2FdYtRNTH3hqhff4NP773BLP+/+x9y2tRh58hnM/b+bETodGetXo9P5qTezkqx9fPmv1i0H7lm4hKa6WjUKtCN9xozn/Acep6a0mN1//kaLvsHpBunIl/+6h5KsfVz4yNP0GjEaKSV1ZaV8+I8b1H4csf+t7/zsOywmk8+7xRdlppPQb0CbD7tP7rudyoK8E3p3+MbaGqTVSnhM7N89FA0Nr2gWHo2O0GksPIdLQHCQ17xuPXpR4bDpn31rAscHYmhkFH3GjHcSNY5TEmfccS9fPnIPo049kxUL3iNpwGB1V/Zp865U9mzyIHgSBwyixLah4MhTzmT21ddjMZn47AFFOPQdN4nug4cSEBTEnx+87SaERp9+NuPPuZCImK5qWs8Ro9WgY33HTuCGtxbQVFdLRGxX/AICnMTDYBfrR2J/d1N1aFQ059zzMItfdoklZTPbd0lIYuYVbe9ddt59j1JbVkrSgEG2qoLohESvomPIjDmkr1lBQGCQ6jfhC8mDhrRb5ur/HFIIiOMKx60FNDQ0NE4ENMHjgKs/zdl3P8TPrzwPQP8JUz3ucB4aFc1lz71KU10t/7tNCed+3n3/okWvdyub2H8QOTu2MnzOKYw61dnaFBQaxrWvvkuLXs+KBe8x7pwLkFarOufuHxiIf1AQZoOB2xd8Q31lOSVZ+xgwcSrB4c7WCz//AM6660G2/fw9p99+tyqsRp6sTBs4WrrmXOMe8PKiR55m68/fkzRAmR6K7NrNLbR/W9z56SKWf/Suk79AylD3aQVfrS6gfM720PS+cPptd3P6bXf7XF5DQ0ND48SmUwmeyRdd5rbSBZR55q2Lv+Pix55TV2P0HjWWAROn0mPYCArSdnvcGfiGNz8islscgJMgCAgK9rgCYeJ5F9Nv/CS6pvT0Osbg8HDvUyVWZfpR56ejW49eHjcYtBPfu6/qw+CGEF5XrQVHRAIw/uwLvLbdHgFBwZx2yz+d2w1TrktarUgkO5YuZvicUw65Dw0NDQ0NjY7QqQRPWHS0euy4Qmfw9NkMm32yU9mTrldW+Vz0r2dBSlqaGgE47/5H6TN6/CHF9RE6XZtipz0ufeIF9q5ZgX8Hpmg8MfnCeR6jqV7z8juEREYeVtvtIXQ6BDDuLM8bampoaGhoaBwNOpXgcRQpUy6+nJ2//kx0QqJHB1W75UYIAUIQEh7xtzupJvQbQEK/AYfdzpSLLye+Tz+UrUtaie2ubb+hoaGhoXFi0rkEj+0BP3TmXILDwrn8uVc77R5bfcdO/LuHoKGhoaGh8Zdx1ASPEGIhYF+yEw3USilH2baizwD22fI2SSlvPlrjcBqTzcJj98dJ6Nvfrcxpt951yEtxr37pLaqLCw99gBoaGhoaGhpHhaMmeKSUl9qPhRAvA46Rt7KllKOOVt/e0NkEj9WDA7IdxxDxHaVrSs/D8tHR0NDQ0NDQODoc9SktocRIvwQ4vF3vjsRYXCw8GhoaGhoaGp2Dv2IL8elAmZQyyyGttxBipxBitRBi+l8wBgB6jRxDeGxXJpx38V/VpYaGhoaGhsYxwGFtLSGE+BNw3+AGHpFS/mQr8w5wQEr5su08CAiXUlYJIcYCPwJDpZT1Htq/EbgRoEePHmPz8/MPeawaGhoaGicW2tYSGh3hsKa0pJQntZUvhPAHLgDGOtQxAAbb8XYhRDYwAHDbKEtK+T7wPih7aR3OWDU0NDQ0NDQ6L0d7SuskIFNKqS5dEkJ0E0L42Y77AP2BnKM8Dp+p+zWXhjUdW2klpeR42YRVQ0NDQ0OjM3K0nZbnAa4hfWcATwkhzIAFuFlK6fu23keRxu1lNKxWxE7EjO4+1yt7ZTuWBiOxVwzGLzqYgK4hR2uIGhoaGhoaGofAURU8UsprPKR9B3x3NPs9VPTrig6pnrmiGYDKD9IASHp8MiJAh/Bv34Cm31xCQLdQgvpEHVLfGhoaGhoaGu3zV6zSOuYwFjYgLR6WpuuEelj44FqaM6oOqf3iJzdS+cnedsuZ6wzU/nCAivd3Y2k0IU3acnkNDY1jB2nRpuo1Thw6neBp3ltJ+ZupVH+ZiX5DsXOmcD5t3FzqsQ1LnYHKj/cird5vBoas2tbyjSZa9jnP2pnKmyh9fot6XvL0Jio+SvPtIlywGiwYDzYcUt2/Ammx0ri1tM3PS0ND49jCVNZI0SPraE6r/LuHoqFxROh0gqfqswwAmvdWUbs4m/qVB9U8oXNWPC2Z1VR/nUnhg2spfHAtpjJlx/Sy/+6gJbMa/boiqr/d77Uvc60BgMqP0qhcsBf9+iKaUsuVvOoWt/LG3Dq3NFesTSYseqNTWvVXmZS/lYq1xQxA/fICyv67o922DoemPRUUP7vZs6XMBf26Ymq+y6JpW9lRHZOGhkYrh2sxtr9ENac7W7rNVc00btd+yxrHH51O8LhS/3teq+XBRfAANKVWqMf69cVY6o1Ym8xq+aY2fvilL2xBWqyYivQA1P6cQ/XX+7yWt2Ms1lO7JAdTWSOmiiYMObUYcmqp/Tmb4qc2UfLMZgofXIt+QzHSYsVYoIQwkmblBle/LB9TSSOGgnrMVc0+fQ4dpfbHbKwNRqzN5nbLWptMgGLpOlYwlTYeMXO9tFjRbyput72WAzU0Zx4Z/3yL3kjxM5sw2r5bGhqOGA82UPToejfLcoewf52F832x/J1d1Hy7/4Sz2Aoh4oUQXwohcoQQ24UQG4UQ59vyZgkhlriU/1gIcZHDeTchhEkIcVMH++0hhFhpC8a7WwhxhpdyY4UQe4QQB4QQr9t2MUAIESSEWGhL32zbr9JTfYsQIlUIkSaE+FkIEW1L7yWEkEKIpx3KdrVdy5u284FCiFW2+hlCiPc7cH0ex+1S5nJb2/Z/ViHEKCFEqBDiFyFEphBirxDiBV/79USnFzwA1Qv3+fQ21LillJLnNqvndUvaX01f9Mh6t7T65QVIg2eh0LC2kPK3UtGvK6Ls1R2Uvbydivf3UPH+HvTrnafgahdnU/TI+lYB5vI9qnh7F6X/2YY0W5FWidVgaXe8PuOwDN+QV4expNF7Udv/pmK9x5tky4EaGlYfdEt3xNpsVpf+S7NVtba1O0yLlbrfcrE2m2lOr6LwwbWUv7uLstd2UPdrLtYmk0+irS30G4qp/TGbxi0lbZar/CCNqo/b9+3yBcOBWqx6U4dDKGgc+1iNFmp/ycFqdP691v2RR9lbqT61YchXXoJa9tV4LWMs0mMocIv32ooqeFzGp1deXOwvWCcCtofwj8AaKWUfKeVYlFXGvi/XhYuBTcD8Dnb/L+AbKeVoW59veyn3Dkog3v62f6fZ0q8DaqSU/YBXgX97qd8spRwlpRwGVAO3OeTlAGe5XIvjzep14FVb/cHAG75eXBvjVpFSfmFrexRwJZAnpUy1Zb8kpRwEjAamCiFO70DfThz1vbSOB5p3VVC0q6L9gkeI+mXeI0bX/ZJ7yO0a9tegiwhwSy/613pCRnajeVcF3V9w3snDXGdAF6BDBPp5XFVWtywfa4ORyLk9aNxWRsSsFOqW5jiJrIp3dwMQPCSWqNN6ERAXqta3GixguzE276mksiWNbtcNV/OlVaqr2yJmprSmmyy07Kuh6vMMImZ1p2FVIZGn9SJsfAL1v+fRuKXVv8rxmqTFivBrvY7m3ZU0rCrE2mxWfbKMecpNXr+uSF2Z1/2F6ZjKmzCVNhI6opvXz9gVq8Gs/s3UzwTFz6vkxa1gkXS7dSTWBqPn+k0mRIAfxhI9FW/vIiAlgi7n9sVc00LocM/jkFbZ+jBywVTRhLGggbCx8U7pLQdqCUyJQBfkp6YZCuqp+iSdbjcMxy8yEF2o+3fH2mRCSvALc8/TOHKYaw2UvrCFrtcOxXiwAf3aIvzCA4mY2fq8bVjR+lJgsX2f/CICPbZnn55vywpT/sZOQPnuW/RGRIAOXVDrI8H+guE61d86aCsE+nnOO/6YAxillO/aE6SU+XTswT4fuAf4UgiRLKX0ddmvBCJtx1FAsWsBIUQiECml3Gg7/xQ4D/gVOBd4wlZ0EfCmEELItoPDbQRGOJw3AxlCiHFSym3ApcA3QJItPxFQ366klHt8ubB2xu2N+djC2Ugpm4CVtmOjEGIHHROhTmiC5wSieqH36bJmm6Cr/zOfwJ6RBPWKpDm9iuqvlDqBvSMRQmA1WIi/YzQALftraFheAChO1sa8evATTpamkqc3qcct6VWYy5uIvWoIurAAdMH+FD++wWkchqxaCh9cC0DiIxMpebbVYiYtVqRZIvwF5W/twlSqWHEaVim/s/o/8qj/Lc/t2qRFYqlpwVxnoPJ/e+h2y0iCeir3D/tbqDcHdDsN64uo+1mx2DkKHmuTiYoFezGVNBJ/xyhFFAjwCw/EajBT7vDG7ehbVeLgkF7x9i6nvgofXEvM/IEYsutU4RbUPxoA08EGyt9U2qwmk6iz+hA+OYmWzCosDSbCxsZT9Gir1bB5VwW1YQFEntSDxq2l1P2qfD6OgsdcZ6Dygz0EJIYRkBxO2PgErA1G9FtKsTaaKHttB/gLuj8zze1zKX5K+ft2f2E6UkrMVS1anKmjgKlQ8ZfRby7Fv5vy+Xp7XkmrVH833V+YjrGkEdlsRoT4K8I1uOMipOQZ2+9QJ0h+cjIiwM+rhUcdh/mEmtIaCrTn+DhdCJHqcN4DWAIghEgBEqSUW4QQ36AIhldseQuBgR7ae0VK+SmKWPlDCHEHEIYSsNeVZBwEh+042SHvIICU0iyEqANiAY/e5rbAv3OBD12yvgbmCSFKUWLkFdMqeF4FVgghNgB/AAuklLVCiIHAQk/9ALPaGbc3LkURca7jjgbOBv7bTn2vdCrBY6n3/Jbdmaj/s0A9Dh3X+lA05raatg05tTRnVqNf0/qCYreKeBIcjpgrmyl7ZTsAIqjtG6+jfxQofkGNW0sJ6hulih0nvFjQix5Z53Re90sOxoKOrVqzix2Aqq8yiT6rj5MYAyh71fl+qAv1d7LqNG4soXFrKfjwILALTTuOq/qcxrUkx2nqtPbHA25l9BuK3VYc6jcWE9Q7CnOtQZ1GM5U0Yipp9Ow8bpYYcurQRQZS+cEeulzQn6C+0a3j+CMPU1kTLXurCB0dR5eLB7RaEUwWGtYXEzE9GeGno3ZxNoE9Iwkd6bulDNytc3YsDTbrQ3Dr7craYlaskt6sDy5YDWawgi7E8y1PSsVq5tqetEjMVc0ExIVibTJR+3MO0ef2dRqL61iN+fWEDOva2obZSu2SHCLnpIBOYK5qoXFzCVFn9KYlvZqQkd1U539ptqpxvawNRsx1Bup+ySG4f5fWa2lq9YWzNpspd1mgEDwklqCeEbYCkpLnNuMXHUTcraO8X7vaoMRSb6QlsxqDfeWnEEgpcXW9sL9MmCqb0QX5ebQ2WY0Wih/bQPzdY1XLb3NGFX6RQQQmh3scz7GAEOItYBqK1We8LXmtlPIshzIfO1SZh2IRAUU4fIhN8EgpL22nu/nAx1LKl4UQk4HPhBDDpJSOdzxPX/S2JKmnm1CITbD1ArYDy1zyfwOeBspwETFSygVCiN9RpqPOBW4SQoyUUu4DRnm7ME/+Ol7GZi8/EWiSUqa5pPujWH1el1Ie8s4MnUrwlDy/uf1CnQjpxaen4n2frJWH3L6dul+cv7eNWxVrhyG7/dVqbdFRseNK864K1SLWFo5iR+UYeeut/Sm7w3Uq3t+tHle6hEhwnE5p2lmOtclEy74aAntEqJ+3kxjeUExg93DqluUjgMiTe9K4rQwR6EfEzO5Y6gyYK5sJ7t8Fc3UL9cvyadpZTvTZfQif6vwCaBeecXeOxr9rCOayJtWy1v2F6UiThepv9hM+PZnAlAiE7QHdsreK4IExoIPixzcCkPTUFHS2aRhDbh0WvZGQwbEU/UuxmnW7dSR1vypTlHE3jaT+jzwaVhcS1DeKgIQwmnaW07SrgsSHJ1D3Wx5N28qIvWYotT8cIGREV/RrlZeEpMcmIUL8QULDqoM0biqhcZOzj1fTDmXFZs33WWqaYX+rz41+fbFqTW3e3fqyLo2tz0HXFZugWFpbbCur7BZES71Rtay6Uvk/59+7NFupdXgBcBx71Fl91PS633KJOq03ZS+1boMYe+UQmtMqiZjbA/8uwaqFuOyV7XS9dijSIqn6NB3AbXr9b2YvcKH9REp5mxCiKx72ePTCfCBeCHG57TxJCNFfSpnlg4XnOmx+LVLKjUKIYKArUO5QthDnqZzutE59FQIpQKFNGESh+Oi40iylHCWEiEKxTN2G4ptjv2ajEGI7yrTcUBRrCg75xcBHwEdCiDRgmBBCT9sWnrbG7QlPuzOAsqdmlpTytTbqtsth7Zb+VzJu3Di5bZuv3z3PePvBd1Z0EQFYG46dlVMaGgBhkxLdxIE3QoZ3pXmPu+XePzYYc5V76Ae1ns2nTeOvIyAxDBGgUwXykRA8R2q3dJslYhOKpeUdW1oPFCfmXkKIWcC9Hiw8S4A9wGIp5UCHvCcBs5RSXfnURt+/AgullB8LIQYDy4FkVx8cIcRW4A5gM7AUeENKuVQIcRswXEp5sxBiHnCBlPISD/3opZThtuPRwE9AX5QppiVSymFCiKHAOCnlJ0KIa2zHtwshTgOWSylNQogEYCcwWkrZtq9AG+P2UE4HFAAzHK04QohngMHAxS5Wrw7TaVZpGfIOz2pwIqKJHY1jEV/FDuBR7ABtih1AEzt/A6aSxsO2vh4tbOLiPGCmECJXCLEF+AR4wIfq84EfXNK+w/fVWvcANwghdqFYN66xix0Xn6FbgA+AA0A2rY6/HwKxQogDwN3Ag+11KKXcCexCsag4pu+VUn7iocopQJptjL8D9/kidtoatxDiHCHEUw7lZgCFLmKnO/AIMATYYVuyfr2P/brRaSw8hrw6dTWRhoaGhsbfS9drhypTjofBkbLwaHQOOo2FR5w4yyc1NJzQhQWQ9Phkut04ov3CGsclwUNij2r7sVcOoev1SriIbjcO91imy0UD3NIiT+oBfq1+qX5RQT73eZy8a2ucQHQap2Vfdi7XOD4In5rkFoTRVwJ7RmJpMGLxsLUHgH+3EHWVzJEgoHs4Uaf1omFNkZNDqisi2E+JT+Svo2VvJfV/FhA8OIaoM3qjC/TDWNJI1cd76XbjCKxNJmp+OkDi/ROUOCsWK7oQf4L6RKl+EfWrDra5oq7bzSOU2EYn9QCdoGF1IREzuquxWUBZKm/Mq0earE6+MsFDYwmfnEhAfBhNO8oxlugJHd6V4MGxFD3svGJOFxHoNQZRyLBYmtOqCOwdiV9kEOaKJkzF7QeUDB0Tpzr8tkdAcrga6dxXIk/tSf3vrbGyok7vjS4yEGm0YCrUq871IUNj0YUHOIU8iD63r0eHcb/YYCxVLQQkhqEL8ScgIQz9hmKizupDxLRkmtMq8Y8Lxao34h8XijRYsNQZ8O8Wil9EINYWM8VPbCT2isEED+yirnCs+S4Lv9hgYi4eQOPmUpr3VhI2IZHg/tEE9e+CNFmRBgsiQEfNov1En98Pv3BlNZWptJGy13YQNjmRkKGKoLJ/f2LmDaT6632EjosneEAXQgbHIAL8COoXjfATlDy7mS4X9idsfAKRJ/V0uta63/Kw6I3E2ASSN99JEaDdkzX+WjrNlJa5qpnS/xye07PG34AAJMRcNojqLzMJHRtP9Ll9KX7MOb5P3B2jkWYrFe+0xrzxJF66vzAdabbSsLaIiOnJyh5fO5WHZ/Jz05AGC8VPbmxt987RWPUm/ONCKH1hKwDBA7sQPi2Z5vQqwicnUfVFBuayJrVO+Mzu6FcXEtgjgphLBuJvi1tjKm/CXN6EtcmsOIw3man98QDSZPXJgVNapc/LsNU6Fom1xUzjllL8Y4Kp/iqTyJN6uD2kHPuwNBgRfgK/8EAsDUZMpY0E9+9Cw+qDBCSHE9yvi8e6oCxRtzabkVZJ0/ZyIuakYK5spurTdMwVzXS7dSTCT4dfdBC6EH+n6zHXtFD+xk4iZqVgqTcSPiUJY5Geph1lGPPrSXhgAiJQhxCCpp3lmKuaacmuwz82mJAhsTSsLaTrlUMwFumdlnEbDzbQsq9aDcnQ7ZaR6vck6fHJ6t876oze+McEq0vKpZSYihudlk83rCmkbmmu03SM/YHe5ZIBhI2Jp2l3hRLzqFtrAM4TDU/L1L1hyKlFmiWBPSMpeX4zssWixJeamuRzG97QprQ0OkLnETy2SKZHmvh7x1H20jb8ooOw2DYL/auIvWqIusTzWCWwV6QawwcU03yLy2aEbeFNCFR8lOZkMbGXM9ca0AX7qXFSXN8uXduzGszqkmXHvMJH1hHYI4K4m0a2ptnacm3D0mBUtnqwbd4aNiERY2GDGvywLSyNJqTRgn+X4HbLHi5SSpp3VRAyvKvHeDdHtW+TFavBrFoX/g4qPtiDVW8k/p9jlT3m/HT4RwfRkl2LX1gAAQlh7bYhrRJjQT1BvaLUNHNtC35hAUqwPo02KX52MyGDYuhyYf8j0p4meDQ6QqcRPBa9sTWaqI+ET0tWtx7wRvcXpmOpN6IL8cfSaKT0ha2IEH9kB/dn6v7CdPSbShD+ium5y8UDqPGwE3tQ/2inrRn+yqX2ujB/rI3O12V/+Ldk1WAs0rtNo9gtMwBh4xOIPqcPxuJGJ0sMQOLDE6j8JB1TkZ6wSYkEJocTPCjGa+h8a5OJlgO1VH+ZSfjUJKLP7uuxXMv+GvyiAgmI9/4wa9xaii7Un5ChXb2WAWWHe3NNC8EOAfk0NDR8x1ikRxfsh3/skYnWrQkejY7QeXx4DuGNNvqsPqrgCeoThSHH89J2v0jloewfHawKgOZ91fhFBFL74wFirxqCX3gglQvS2tzML3xSIgBhtgjIgd3D3aL7xswb5HTe/YXpTqInYlZ3QoZ1pfzNVGKvGoKpWK+a8pOenEzZf3cSPiXJKXpvwkMTKLVthRB3x2jVj6PLxQMIHtClNfDbHaMpfWErMfMH4RcR6LR5YHD/LpgrlemjsIkJql9D6IhuBA+KQQToVPN1UM9Ikh6fjLXJpE4z+kUGEXfrSKTJ6jWKrSO60ABCR3Rrd9+r4AHep1/shI1PaLcMgH9MMP4xR98So6FxonIsR1fWOPHpNILHcSXBodDlwv4d8gEKsc3vO4Vztz3wYy4fjAjQETIoxicLjX9cCF2vG44u0M9jaPyu1w9TN+AMG5eAf9cQVXiFDIkleGhXDNm16IL8SbxfiZJuFzwRc1LwjwoiICGMwB4RTjck1w0oHQWdJ+wmfV2wP10u7E9AomJV0XlYIacL8UcX4k+3W0ZiqVEciIWf7i+fatHQ0NDQ6Bx0GsHj7UEadVYfJ2sHKCtrTIXOKzv8Y0PodutIWjKrsTaaFAtGBzWUX5RiCdKF+ndsWkSCfxvLPYP7dSHpickYDtSqDrKOBCaGEZjoeUon6pReAMT/c4zX9mOvGNzmrst2QkfHYdEbiZia5LM/Q1DPSPDB10VDQ0NDQ+Nw6ESCx7M6iZiWTPNuxZGz7hfbHjq3jATbAz76/H4Epigb8QX1iCSoR6S60WDo6LgOjSHqzD4E9ooiqE+rw2PC/ePVjQPdB+27otIF+zttWNge3W4d6VWUxF4xGByW8fvarvATRM5K8XkMGhoaGhoafxWdRvCAu7+LHfu0k13wCD8d2LRA+MREt/JCCLpc0PFVBrpAP8JcRFJbPiH+sSGEDI0lYk6PDvfVHkE9vFtVOiKcNDQ0NDQ0jgc6leBpj/i7xmCp8xwk7e9A+Alirxzydw9DQ0NDQ0PjuEcTPA4ExIe1uXxZQ0NDQ0ND4/hEWxKjoaGhoaGhccLT6QRPzLyBxN8z9u8ehoaGhoaGhsZfSKeb0god1bGVVRoaGhoaGhrHP53OwqOhoaGhoaHR+dAEj4aGhoaGhsYJT6cVPCGjuuGn7YukoaGhoaHRKeh0Pjx2Yl024ewIVquVxYsXM27cOLp37+6U19TURGBgIP7+nfaj1dDQ0NDQOOboNBYeKSWbN2+mubm53bKVlZU88cQTrF27lgULFmA2m53yW1paSE1N5fPPP3er++KLL/LFF18csXFraGhoaGhoHD6dRvAUFRXx66+/8tNPP7VbNjdX2WJi+fLl5OfnU1lZ6ZSv0ykfm9XqvAdWVlaWU31XDAYDZrMZKSUWi6XD16ChoaHxV3LgwAG3+5yGxvFKpxE8JpMJwKOFx2KxsGvXLq8/7JKSElpaWjCbzZhMJvbs2eNWpqmpycmyk5GRwSeffOJU5vnnn+f999/nq6++4qWXXjqcy9HQ0NA4qmRnZ/P555+zdq37/oMaGscjndrRpKCgAH9/f3Jzc1m2bBlWq5XRo0e7lfvpp5/YunUrer2e+vp6Nd1isSClRAjB999/71Rn4cKFAGq+nfLycsrLy9VzKSW1tbV06dIFgNraWkpLS+nVqxfBwYfuVJ2dnc2vv/7KzTff7LM/UV1dHYGBgYSEhBxyvxoaGkeHzZs3k5mZydVXX91u2aamJr755hvOP/98oqKiDqk/vV4P4Gbh1tA4Xul0gkdKqR5/9NFHTnlNTU1e6xUXF7ulWSwWnnzySa6//noaGho81rNYLHz44YfMmDHDLe/DDz8kLi6O7du3c/3117N27Vr27dsHQGRkJHfffTcApaWl1NTUMHDgQKxWq08CZunSpVRVVbFq1SqmTJlCaGhou3VeffVVgoODefDBB9steySwWq388ssvTJgwgfj4+KPeX2NjI4GBgQQEBBz1vjQ0DgeDwUBQUJBT2q+//upz/V27dpGXl8eGDRs4/fTTj+jY6uvrKSoqYvDgwUe0XQ2No02nmdKyU1BQwOeff+7x5mGf0nIURb7wwQcf0NjY6DHvpZdeoqSkRLX4OHLw4EG2b9+utmEXO6DcVGpqavjss8949913WbhwIU899RTPPPOMUxtVVVX88MMPZGVlodfrMRqV3d7tfkbr1q3j22+/Ra/XU1FR4Xa9P/30E6WlpWpaS0sLoPgheZviq6+vR6/XqyLPbDazf/9+Nd9gMNDS0oLFYmnTV6myspLt27d7/Gy8sWzZMnbs2OFzeUf+85//8Pnnn/PRRx/9ZWZ6KSX79+9v0w9CSqlOuWpoZGdn8/zzz3v1BfTFp8ZuVfb1XrZs2TLS09M9tuHKhx9+yMKFCzt8nzzWEULECyG+FELkCCG2CyE2CiHOt+XNEkIscSn/sRDiIofzbkIIkxDipg7221MIsVwIsVsIsUoI0d1LubFCiD1CiANCiNeF7Q8khAgSQiy0pW8WQvTyUt8ihEgVQqQJIX4WQkTb0nsJIaQQ4mmHsl1t1/Km7XygbWypQogMIcT7Hbg+j+N2KXO5rW37P6sQYpQQIlQI8YsQIlMIsVcI8YKv/Xqi01l4QHHEO3DggFv68uXLWb58OaNGjepwm3bzryt2AXEofPvttx4tSzk5OXz66afcd999vPHGG4DyRmdnwoQJTjfF3Nxc1WfoiSeeUNPr6urYuXMnubm5/POf/1TTMzMz+frrrznttNOYNGkS3333HQ0NDVxzzTUAvPLKK2rZhx56iDVr1rB+/XomT57MqaeeyvPPPw+An58f4eHhTJ8+ncGDBxMWpuxEbzQasVqtvP3220DrTbm4uJjU1FROP/10p5ttQ0MDFouF/fv3s379egDGjBnj9Jls376d8PBwunXrBkBMTIyaZ7FYVEGRn58PKMJ3zJgxbNiwAbPZ7PQWXFxcTHR0tE9WMfv4N2/ezNChQ4mIiKC+vp7PPvuMs846i/r6er777jvOOOMMJkyY4FTPYDBQWFjIZ599BsAtt9xyyJYuKSV5eXn06tXL6bPLyckhJiaG6OjoQ2pX46/BYDDwzjvvcP7556vf0by8PHr37u1W1mQyqdYfo9HIc889xznnnOP0m/AmeBoaGqiuriYxMZGAgAC1nP13BfDoo4/i5+fndax1dXWA8rvyxdpsMpmOeauq7SH8I/CJlPIyW1pP4JwONHMxsAmYD7zXgXovAZ9KKT8RQswBngeu9FDuHeBGWx9LgdOAX4HrgBopZT8hxDzg38ClHuo3SylHAQghPgFuA5615eUAZwGPOlzLXoe6rwOvSil/stUf3oHr8zZuFSnlF8AXDm3/JKVMFUKEAi9JKVcKIQKB5UKI06WUvps7HeiUgqc9UlNT/+4hAJ6n0QD++OOPNvO3bNnitc2ioiL+/PNPLr/8cvXG6or9hlZQUMCwYcNUJ+3Nmze73QjffvttkpKSANi4cSPjx49X8ywWC3V1dSxZsoT09HSGDRvGyJEjee6555zaqKmpYcWKFaxbtw6r1cqcOXMoKyujoqICvV7PqlWr3MbY2NhIQEAA+/btw2w28/PPP7uVueKKK9i6dauT5cyR//znP+rx3Llz1QfA++8rLy9PPPEElZWVpKeno9frGTduHBaLhe+++45p06YxdOhQFi1apLaflpZGfHy8arVbsGCBKmDy8/NZunQpMTExVFdXAxAeHu4klO0PvB9++EFN69WrF5dddhmBgYGA8vAwm82EhISQn59Pfn4+Y8aMYdOmTaxbt47Jkyczffp0CgoKWLJkidr+vHnzGDRoEA0NDezYsYMZM2bQ3NxMU1MTBoOBkJAQYmJiMJvNrFq1imnTprXpQ2YymdDr9arvmSNVVVUIIZxEp0bblJaWUltby4IFC5g1axagiJXq6mr27NnjNCVuNBr58ccfaW5u5rzzzgNg8eLFPgmeDz74QP19jx07lnHjxrmJbKPR6JMfny+Cp6KigrfeeouLL76YoUOHArBz506io6M9irm/kTmAUUr5rj1BSpkPvNGBNuYD9wBfCiGSpZRFPtYbAtxlO16JIrycEEIkApFSyo2280+B81CEw7nAE7aii4A3hRBCtm2C2wiMcDhvBjKEEOOklNtQBNM3QJItPxEotBeWUrqv3PFAO+P2xnzgK1s/TSifCVJKoxBiB+DRAuYLmuA5DrFPQR1KvJ///e9/AE5TY7W1tRQVuf8209PTnczcnqYB6+rq1BsowOuvv+6x35ycHHJycrxO/a1Zs0Y9Li8vZ8GCBW1eh6NY8cbu3bu9ih1XnnvuOcaMGeM0XVZdXc2bb76pnjsKyR9//JEff/zRqY3CwkIKCwud0srKygDYu3ev2qYdT1ZBR7EDylt+ZmamKhgXLVoEwOmnn67+PVasWKGW37hxIxs3bnRr9+uvvwYgLCyMxsZGysvL1THZOf3008nLyyMjI4N169aRkpJCWVkZRqORSZMmcdppp9Hc3My///1vtc4NN9xAXV0dPXr0oLy8nMTERNXq6GhNbA+DwcCOHTsYPnw44eHhlJeXYzAYSElJ8VqnsLCQpKQkdfr2aFNfX09kZKRTmsFgwGQyER4erqaZTCZWrFjBzJkzCQ4OVqd17S8LZrMZIYRXK4pd4FutVr744guqqqpUy6W9fkZGBoDblPFHH33kZv10xPG3un37drZv384DDzzgVMZisVBWVkZVVRWgWKmtVivV1dV07drV6Tod/YyKioqwWCzo9Xp0Oh01NTWqlTQzM1MVPPbQIB35fvwFDAXamyufLoRIdTjvASwBEEKkAAlSyi1CiG9QBMMrtryFwEAP7b0ipfwU2AVcCPwXOB+IEELESimrHMom4yA4bMfJDnkHAaSUZiFEHRALePQ2F0L4AXOBD12yvgbmCSFKAQtQTKvgeRVYIYTYAPwBLJBS1gohBgLefBJmtTNub1yKIuJcxx0NnI3yOR0SmuDRAFqFEMCGDRuOWj/Lly9vt4yrM/mhsnv37g6Vd/UN8ibe/mrsKwAzMzPVtI44sDpiF5yuYsdTmwcPHlSPN23axNy5c53EDjh/bzxRU1NDSUkJaWlpVFdX07dvX2bMmEFgYCBWq5Wff/6ZzMxMder3999/54YbblDbfeKJJ3jttddISUlhwIABLF68mHvvvZe9e/eyePFiTjnlFKZMmeLWb3NzM1JKj9OSBw4coFevXuh0OnQ6HZWVlcTExLB582bGjRun+lTl5eVhNptV4bdw4ULCwsLo06cPF154IbW1tbz22msATJ8+nbVr1zJu3Di2bdsGKML9oosu4sMPP6SyspIpU6Ywa9YsJwvnKaecwp49e5g4caLbONetW6cef/PNN+qxXYjYP187GRkZFBQUUFBQwMknnwzAtm3bKCkp4frrr/c67e74sgGK4HnnnXfU86ysLJ566ikAbrvtNjW9oKCA/v37U1RURF1dnZtYDwoK4rTTTvPY57GOEOItYBqK1cdutl4rpTzLoczHDlXmoVhEQBEOH2ITPFJKT9NLjtyLYpW5BlgDFAFmlzKeHKqkD3mOhNgEWy9gO7DMJf834GmgDBcRI6VcIIT4HWU66lzgJiHESCnlPmCUp4sCdarQl7HZy08EmqSUaS7p/ihWn9ellDne6reHOF4cz8aNGyftN5JDITc31y0ujoaGxt9DZGSkU4iHQyU+Pp5TTz2VP//8k9LSUk455RR+++03t3J2IeI4pQgwaNAgJyGZlJRESUnJCeeQGxUV5WTdaYvzzjvPzXp5JLjnnnsIDw/nySefBI6MhUcIsV1KOe4ItDMXeExKOdMhrSuwTUrZSwgxC7jXg+BZIqVcZJtqiQfsqw+SgKFSyiwfLDyO4wgHMqWU3V3SE4GVUspBtvP5wCwp5U02IfKElHKjTRiUAt1cp7SEEHopZbgQIgrFMvWtlPJ1m5PzEinlMCHER8AZKBavs4FxUsrbPXxeacDVgJ62LTwh3sbtqYIQ4lWgQkr5nEv6R4BeSnmnl758otNYeE60G5iGxvHMkRA7oEwZfvpp6zPDk9gBVKuLo9gBZ6sZePeLO97xVewAR0XsALz88stO5xaLpU3n6L+YFcBzQohbpJR285ZPqxZs0zphUspkh7QnUaw+T7dn4bEJq2oppRV4CHAzcUspS4QQDUKIScBm4Cpa/YsWo4iPjcBFwIq2/HeklHVCiDuBn4QQ77hkvwysllJWORpnhBCnAcullCYhRALKlFmRlLKUNiw8QG0b43b9HHQoztIzXNKfAaKA69voxyc63bJ0DQ0NDY2/H08R6/8ubALhPGCmECJXCLEF+AR4oM2KCvOBH1zSvrOl+8IsYJ8QYj+Klci+cgoXn6FbgA+AA0A2rY6/HwKxQogDwN1Au4HUpJQ7UXyH5rmk75VSepoKOQVIE0LsAn4H7rOJHV/wOG4hxDlCiKccys0ACh2nrISyRP8RFMfuHbYl64csfLQpLQ2NvxBXx+jD4brrruPDD139Dt0ZO3asunJMQ6M9kpOTGTp0qLoa9Ghx6qmnMnny5MNq40hNaWl0DrQpLQ0NHxgzZgz9+/fvUJBER/z8/IiMjOScc87xKHiuuuoqqqqqKCgoUN98dTodl19+OTU1NSxZ4hTzjLlz55KSksIjjzyCwWDggw8+oLa2lpEjRzrFZIqNjWXq1Klugmfy5Mls3LiRM844g/Hjx7N27Vqn1V4BAQGHFAzxggsucNtm5UhiX2X2d/PYY48hpWTVqlVqEMtHHnmE77//Xl1BBa2+MyNGjGDQoEEYjUaSk5OJjY3l5ZdfprGxkSuvvJLPPvuMSZMmMXnyZIxGI2FhYezYsYNx48Y5hQdYvHgxUVFRTJs2jffee89pm5qAgAAuv/xyKisrSUlJcXI8tnPllVfSt29f9XzDhg388ccfREVFcdddd9Hc3Iy/vz8BAQEMHTqUtLQ0Bg0a5LTybtu2bfTp04empiaampoYMGAApaWlrF27VnWG79WrF3l5eYSFhfGPf/yDDz/8UF2xaMc1LpWGxtGm01h47MH6jjY33ngj5eXlR20evLMyd+5cdDody5a5Lixw5+GHH8ZsNvPiiy+qaZdccgkAPXv25Pfff1dXcHl6gI4ZM4a4uDjGjBmjrqh57LHH1OXPer2evXv3kp2dTd++fRkwYABdunRh69atVFZWsnnzZgDOOeccFi9eDMDjjz+uxkaxO2vefvvtNDU10aNHD6f+7fmOTp0NDQ3U1NSwdOlSSktLufPOO53i3Oj1evbs2cOkSZP44osv1MCa9jaKiopIT09nxIgRREdHu21bAMpy4Z07d3L//fdTX1/P/v37GTduHLt27WLEiBE0NTXx559/EhISQmpqKrNnz2blypVqffuKKSmlk2OqwWAgKytLXVJ/7733YjKZ+OKLL6isrCQgIICEhARSUlLYv38/lZWVDB48WBUO1157LaWlpVitViZMmICU0i3iOCjiwmg0EhoaSkpKisd4WvPnz2fAgAEcOHCA5ORk9Tsybdo06urqyMjIwGq1quJk5syZdO/endTUVNauXUt1dTU333wzCQkJaptNTU0EBQUdkj+K6157HWXRokWkpaV5dACura3FYDBgtVp57733GDVqlBq3x5HS0lIiIyPbDLT59ddfExcXx5w5c9ocT0VFBRERER5jOJWVldHU1ER9fT19+/Z1Wsp/qGgWHo2OoAmeI8icOXOYMWMGBw8e9Gmq4Xina9eu+Pn5ub25eaNnz55uwQ6nTZvGxIkTVYfGW265BX9/f9577z2mTp1KXFwcxcXFzJ49G51O57TZ6ueff06/fv2YNGmSOmUZFxfHrbfeCrQ+7KdPn87cuXOd+rVvwWEP6Pfbb7+xbds2Hn74Yae4Lp7ER3ukpaXRpUsXkpOTKSgoID4+3klg7Nmzh65du5KYmOixflt96vV69u3bx9ixY732bzQa+fnnn5k1axaxsbE+j9tsNlNbW+sUa8VbudzcXPr3749er8dkMnHgwAHGjRunPrxzcnKwWCz0798fQBVBrn+L9PR0unfvrsa3qampITMzk8mTJ1NdXU1WVhYTJkxwEwWVlZU0NDTQpUsXIiMjaWpqcnuAVldX06VLF6qqqoiNjT0sYXGsYr9/t3dtFosFIcRfFrPor0ITPBododMLnt69e3vds8YTI0aMIDExkd9//90p/R//+IcaddZisbBkyRJ27tzpVObxxx9X33xdsYuB2NhYzjnnnHYD73njggsuYMWKFdTW1nrMnzNnjtPUxeFw8sknM2LECFWsnHLKKU7z/vfdd59TgMAHHnjALY7LRRddxLBhww5JWLhSWVnp9GDbsGEDUVFRasCzQ2HBggX07Nmz3TfbI8mR+Cw0NDoDmuDR6AidxofHG3379u2Q4Dn//POpq6tzEjxnnnmmU4h9Pz8/zj33XAoLC5027BRCMHfuXHJzczn55JPJzc1VBUL//v3Jz89n4MCBTlMVY8eOZebMmfz5558eA+lde+21anC0pqYmoqOj3bZi6NOnDz179iQyMpLRo0ergic4OJikpCRyclrjOLnG65gwYQJ5eXlccMEFNDY28tlnn9GjRw+6du3K+PHjVQsJwJQpUxg/fjzvv/8+FRUV6t5Z4Dwl5Ei/fv0AmDRpUpsbjfqCq2XCU0C6jnLttdcedhsdpV+/fh4jX2toaGhoHDqdRvA4Rif1FcfgaI5v244bMV5yySUMGTLEY/1rr72WkpISdXNIUKZXpk+fDkBiYiLh4eHExMSoWxIEBQURERGhlj/77LMBxXIzYsQIpJR0796dTZs20djYSEpKiiok7OJj/vz5bNmyheHDh5ORkcHJJ5/sJDYmTZrEpk2buPLKK0lOTsZkMqHT6cjOzqZXr140NzcTGRlJQUEBycnJ6n45VquVKVOmMHnyZKcxXnDBBeqUREBAALfccou6eeljjz2G1WpV+3/88cfJysrCYDAwdOhQNf14jch6NLjiiiv+7iFoaGhonHB0GsHjyUnTExdddJHqXHnbbbepO3+7csMNN+Dn5+fkvOhKaGgoffv25e6776akpMRjmREjlP3bEhISMBqNTss07Xl27NYQgNmzZ3vtt1u3bpx55pkAbg6xACeddBIDBgwgOVmJk2XfyXjAgAFAq3Dq2bOnUz2dTscpp5zi9Rocy9mFjOMxKFYuez8aGhoaGhp/FZ1G8IwYMUJdLnv33XfzyiuvqHlPPPEEWVlZ5Ofnq/4fffr0Ua0tDQ0Nbu3ZxYIvREZGum066Iq/v7/TjsiPPfbYUXOy9Pf3p0+fPkelbQ0NDQ0NjWORTiN4QFkBFBUV5XHJZP/+/enfv7+6O7jdynHnnXf+LTF8TrTVFBoaGhoaGn8nnUrwxMfHu6W5TknZrSp2kWOf7tHQ0NDQ0NA4fun0ZgRHvxhQfF50Ot0RWeGjoaGhoaGhcWzQqSw8vhAWFsZjjz32dw9DQ0NDQ0ND4wjS6S08GhoaGhoaGic+ndbCk5KS4nHJtoaGhoaGhsaJR6cVPNddd93fPQQNDQ0NDQ2NvwhtSktDQ0NDQ0PjhKdTCh4pJQ0Ne//uYWhoaGhoaGj8RXRKwVNY+Clbtp5Ddc1Gn8pbLM0YjdVe8/Py3mH5ir5YLM1O6SUl32Ey1R/WWDU0NDQ0NDQOn04peBr0GQC0NB/0qfy27Rezdt149byxMZvGxgPq+cHCTwEwmVt3Ga+p2Ux6xv2sWTv6SAxZQ0ND4y/HajX83UPQ0DhidErBY8dkqiU37y2ktHrMb2rKpazsF/Q2gbR8RV/S0+9j0+ZT2LT5VMrLf8diaUJg2/PKFp25pmYLJSWLjsj4Dhz4N8tX9MVqNR12exoaGscvRmMVTU25f1l/ev0+Vq4aQln5r39ZnxoaR5NOu0oL4ED2vwGIjBhBbOx0t/yNm05ySysp/V493pN2K926ngzqJp+K4Nmxc75THX1jFuFh/SkrX0pJ8beMHPmRTxuDrlk7Vj22Wo3odH//NhdWq4nS0h9ITLwIITq1XtbQ+EvZuGkuZnMDc+dkt1vWajWSm/sGvXrdgp9f6CH119CQBkBl5XLi404/pDY0NI4ltCcWkLrrGvam33tIdevqd7ZbZvfum5BSkpZ2B1XVaygq+hKDoYLGxhwaG3OoqPiT0tLFbbah12dgMJR5zZfSQm3d9g6Pv6MUFHxIRuZDlJR816F6VqsJo7HyKI1KQ+PEwtNvxWxu8Ll+ccki8vLfJjfvrSMwGufNk6WUf8uGyhoah0snFTzuP9bS0h+wWg00NeWzd+89lJT84FtLLtNhTU15bmWam/OR0qKe79v/GLt2X8+mzSezafPJ7N5zE3vT72qzn+07LmXd+ins3/80BkMZUkpaWorV/Ly8d9i+/RJqarf6NO5DpbTsJwBM5lqfyttvjhkZD7B23USnz0FDQ8OdysqVrF03kaqqtYfchv131hGR5L0x59MDB55nxcp+mujROO7olILHmzVl5aohbNt+IaVlP5Ke4ZvFx2SqVm8q27ZfzMZNcz2W27ffeX8uu7nYEYOhnDVrJ5Cd/RJr1o53ywc4WPgxGZkPUVj4Kes3TKe+fjcAjY1ZAOzYMQ+ApqZ8lq/oS3nF72rdioo/MBjKAdiz53aKi79p9/pKSn9k+Yq+mEy1tn72eyxnNuspLf3JLX1v+l2sWNlPFUpWq7ndPn2lqSnX6aYrpWR/1jM06DO91snc9zjbd1x2zPlEGY3VR/QBYjY30GIoPWLtafx11NfvAqDOi8XW9SUrc9/jFBZ96ZSm0wUqZTvwPW9pKXa23Ao/e49O5QoOfmgbh9Hnto8HhBDxQogvhRA5QojtQoiNQojzbXmzhBBLXMp/LIS4yOG8mxDCJIS4qYP9zhBC7BBCmB3bs+VdLYTIsv272kv9ICHEQiHEASHEZiFErw7W/1gIkSuESBVC7BJCzHXIWyWEKBAOPhhCiB+FEHrbsU4I8boQIk0IsUcIsVUI0dvH6/Y6bocyEbZx2f9VCiFes+XdbOszVQixTggxpL0+O53gUR6S3n+oJlNNh9u0WBoBMLTxgCkuXthuO+vWT8ZkqiIv/x1MJu/L4C2WZvZnPQVAXZ0ypSbUm5Py4K+wCZ09e25l+Yq+7E2/h917bmG7TRCVV/xKRuZD7T5kDx78GIDm5gKys19uHYO5CYDS0p/YvOVM9u17jL3pd1NQ8BHLV/RVhVVZ2c9O7W3cNJf9Wc8C0GIoZfWaMdTWblPz92c9y/r1zv5UlVWrKCv7xSmtoSGdjZtOYtu2C6iqXgeA0VTFwYML2LnzSqeyRmMVAPX1uykq+pza2s2sWz9VzS84uIDSsp/JyHxYfXAYjVUeP5umplw2bJyLwVjJ6jVj2LPndo+fm5RWLJZmj2/YJlO9U9vNzQWsXTeeFSv7kZHxENU1GzGbGz226yubNp/Geodr1Dj2KS5ehNncgLD56lmlZ7FitbZgsTRhsSi/waKiz9m371EALBZlVZWw3dolnhdkgDJtZv+dmkz1bN8xn/SM+9XvrNqGF6us1dq+4JFSkl/wgZM1+ljE9kD/EVgjpewjpRwLzAO6d6CZi4FNwPz2CrpQAFwDOKlWIUQM8DgwEZgAPC6E6OKh/nVAjZSyH/Aq8O8O1ge4T0o5Cvgn8K5LXi0w1dZmNJDokHcpkASMkFIOB863lfcFj+N2RErZIKUcZf8H5AN2R9ovpZTDbekvAq+012Gnc1r25Ih8vFFbu0U9VgWagxP0ipX93OqUlv4IKNNrjuTkvkaAfyRZB55j3LjviYoc6bFPvX4feflvq+e5ea+TkHAue9PvBsDfPwqArAOKmNm1+0YmjP/RrR2DoYSDBz/i4MGP1LTsnFcYO+ZLWlqKndJNpjrKyn5m3/7HAYiPP9PWRgUHsl8EoL5hN6mpV9Ov30P4+4XZ6lVjtRrQ6YKoqdnEjp2XE9NlKtU16x3arqKw6Eu6J19GVtYzDiNcSEtLEfn579IlehLDh79JQcFH1NZupVvcqZSW/EBzcx7r1k0EFOFYcHABSYkXUVyyCD9dMH7+4ezd+0+1xQkTfmHr1nMZOuQV0vbeCcDgQc+TlHQJAJVVq9WyxSXfUFyiWN769rmPrt3mEhTYlYAA5T61YuUgYmKmMnDA47S0lBIYGIsQOnbvuYXhw94kLKyf7TPyLL7tljqDoYzg4CRKSr6ne/erAEWcxsbOIiAg0mPdtrBYmigqXkhK96s1Z/Z2MBorESKAgIAoNa2+IY2MzAeoql5NZMRwwLt1xmJpYd36SYCOObNbrZlms57Va0bSt889BAbFYWvEre/m5gKiosawdt0kQDJ3TrZT+AxlKXqE+nf0Jposlhb8/SPavNaWliIOHHiesrIlHu8HxxBzAKOUUn3YSynzgTc60MZ84B7gSyFEspSyyJdKUso8ACGE6wd9KrBMSllty18GnAZ85VLuXOAJ2/Ei4E2bgPO1viMbgWSXtK9RxN864AIUwTHUlpcIlEib2VFKWdj21bY/bunlLVwI0R+IA9ba+nIMcheGJ18VFzqV4DkR/Udy894gN68jv0nYvn2eepyX96Z6vG3bBYwf9wMBATGAlbS9d9PQsAeAjMwH3dpxnr5z/q41NOzxOeiilBZaDKWs39Bq2dm3/ykKCz9xKrd5y9kEBcVRXb0OKZ2nxg4ceN7pfOWqIQwd8ioHDy4AcBI7ah/7HlXfjB3Jz1fueTW1m1izdpyaXlvn2T8qK+sZF9HkzJYtilCzix2AjMyHyMh8yGsdgOyc/5Cd8x8AgoNTCA5OQkoTVVWr2LBxlfv17H+SmpoNdI2do6aZzXqMxkoqKv7AYm0hN/e/bvXs1kKArl1PonfvO9i69Vz69/8XXaInEBGh3NsOFn6K1WokwD8KP78QIiKGIqUkLKwPB7JfpLDwM4KC4omPO8PWdwOVlSsIDk4mOrr1czSZ6pDSTGBgbJvXfyxgtZqoqd1MbMw0n8pLaUVKi9OKSoulhY0b5zBo0LN07TqbtesmotMFMnuWEu7CYChT492Uly8lIlyxzFu9WKKtVoPtXmZxmiK2OzoXF39L7953qOOxo9fvZ8vWc5DSxLhx32P/zbo+X1TLjV3wuIXtEIDEam3xOD6zWY+/f7hy7dZmW9oR8CU6ugwFdrRTZroQItXhvAewBEAIkQIkSCm3CCG+QbF8vGLLWwgM9NDeK1LKT9voLxlwDBZXiLsYcSonpTQLIeqA2A7Ud+Q0FEuXI8uB/wllGmEecCNgv3F+A6wTQky3lftcSrkTfLpub+P2trplPrDQURAJIW4D7gYCUURrmxyW4BFCXIyi0AYDE6SU2xzyHkIxWVmAO6WUv9vSxwIfAyHAUuAf3hTdkcRiaWLV6uFHu5vjAm8PboCt284/tDYdrE52fA+6aMXgYvJ2FTsAen06en26z2NqzxH8eKKl5SAtLW0Hyqyp2QBAZdUKNW31Gs8WO29UVv5JZeWfAE4iLjS0t9cYMN27X01h4WcApKXdQX7E+4wbu4jUXf9HXZ3yDHFcSr1h4yzM5nqmTd1AUFA8oEzFGAzFNDTsJSZmGgEB0Wp5k6kOP79QVURUVPxBYGA3QkJ6uImmisrl6EQgLYZiEhPOV31ZOkph4ecEBnalvn4X+QXvM27st6Tt/Sfh4YMZMfxdpLSQkXE/iUkXs3PnFR7bGDToOerrd2E21WMwlrFr9/UMGPAEoIgKKSXbt1/sttIzO+clQBFC27ZfTF3dDqZNbY0Kb7fSKZ+bXj1WhYnQqdNhduuMyVTP5i2tS8u3bbtAPTYay536t1gUISNQpskrKn5j9ZoxjBjxHtFRY7ELnt17bqZ37zuJCB/Mho2zGTToOXTCn/SM+5kyeRUBATFU2xyvHafcjweEEG8B01CsPnaHyrVSyrMcynzsUGUeysMfFIvIh9gEj5Ty0kMdhoc0T89Kb+V8rQ/wHyHEiygWlEkueRYUpA4zLQAAbl5JREFU686lQIiUMs/u0iOlLBRCDEQRG3OA5UKIi6WUy3247o6MD5TP2MlfQUr5FvCWEOIy4F+ARz8ltcPD0RpCiMGAFXgPuNcueGzOQ1+hzBsmAX8CA6SUFiHEFuAfKHOdS4HXpZTtRrYaN26c3LZtW3vFvJKT819y814/5PoaGhqHTnLy5TQ2ZjFm9OesWDlATQ8KSvA4/da//7+cBFdC/LkMHfoKOblvkJv7mpo+dsxCtu/wfF+NjZ1FfNxZpGfcS1zcmQwb+l+s1mb0+v3odEFYrc1ERo7m4MEF6lTsmNFfYbUaSN11zZG58GOAyMiRqiO0L0wY/zMlpT84TS+3hZ9fuJPw8sasmWn4+YWQk/MaoaG9SUg41+cxeUMIsV1KOa79ku22Mxd4TEo50yGtK7BNStlLCDEL5RnnKniWSCkXCSF2APGAfR4yCRgqpczy1cLj2J7tfD4wS0p5k+38PWCVlNJpSkoI8TvwhJRyoxDCHygFuqEIBF/qf4xiqfoeuBO40ubDhBBiFXAvEAr8YOvnDSGEXkoZ7uFzvBfoKaW8o73r9jZuTwYQIcRI4Fsp5QDXPFu+DsUfKMpTvp3DsvBIKTNsnblmnQt8LaU0ALlCiAPABCFEHhAppdxoq/cpcB6ghfLU0DiBKSr6AsBJ7IB3XyPXKcLSsp/UlX6OeBM7AFVVq6iqWgVAefkvrCj/xWtZO65BQ08EOiJ2ALIOPEeNj/sMAj6JHYBVq4c5nR8JwXMEWQE8J4S4RUr5ji3Np4iNNgtHmJQy2SHtSRTB8fRhWHh+t43J7mh8CuBpHnwximVjI3ARsEJKKW2Cwpf6AEgprUKI/wJXCyFOtc/K2FgLPI+L/48QYgxQKqUstomOEcBuW3vtXbfHcXspO99D3/2llFm20zOBLLdaLhwt70Jvc4fJtmPXdI8IIW4UQmwTQmyrqKg4vBFpjpQaGhoa7dIRsXOiYHvQngfMtC3R3gJ8AjzgQ/X5KNYPR77Dx9VaQojxQohClFVe7wkh9trGVA08DWy1/XvKwQH5KSHEObYmPgRibYaFu4EH26vvDdvn8Axwv2u6lPIlKaWrf00c8LMQIg1F6JiBN/ENj+O2XV+qS9lLcHe2vl0IsddW9m7amc4CH6a0hBB/Agkesh6RUv5kK7MK5ymtt4CNUsrPbecfokxfFQDPSylPsqVPB+6XUp7d3kAPe0or93WPDpsaGhoaxwL9+j3IgQMvADBk8IukZ9zfTo3jm6lT1xMc5OnR4jtHakpLo3PQrtlDSnmSlHKYh3/u9uVWCoEUh/PuQLEtvbuH9KOOvsF3Z1eNE58eKdcBEBU1tp2SrfTr17pSbeLE39otHxU1xi0tODjFQ0l3IiNHExLSg5gY9z3e7Myckaoeh4T0UI+DAhVH4IkTljJi+Dtq+tw52U51Jk9awZzZrVbglJT/U49797qTrl1bQzh063Ya/fo9RI8eN9Cr5y0+XcPxTnjYQMaO8Rw/a8jglxg39lunNGV1ozuJiUosudGjPmXO7CwSEy9W82ZM38HcOdnMnZNNj5TrAUhIOI/ExAsZMuRlp3YiIoYyZfIq/P2j1b5697qDWTP3IoQ/cXFnMmjQc051eva8mb597qVvn3uZPm0z0VHjienS9oqz/v3/5ZYWGtqXHj2up0+fu5k8aTlz52QzeNC/3caouGL4RnlZ+1OMGhpHksNyWlYbcbfwDEUJomR3Wl4O9Lc5LW8F7gA2o1h93pBSLm2vj8O18DQ25rBp88mHXF/j2COmyzSqa9YdUt0JE35hy5YzGTVyATExU8nJeZW8/FZxMGb0F+zYeblTnblzsh1CG+g8xjuKCB/KwEFPExLcncDAWPZnPaMujQeYPSudlataA4IOH/Y2cXGnUleXihA6DIZSgoKTiIxQ/B2amnKdYkcF2d6Iw0L7MXp060o2vX4fJaXfk5x0GfkF71FcvJCZM1Lx94+gqmoNoaF9CAlR3jVMphpqarYQF3dqu59TS0sx9Q17iOvWWtZqNZKT+zr5+e/Qr+8D9OhxPcUl35Kb+wajR31KWFgf9Pp97Nv3OPEJ51BS8h319akAJCfNp6jYPQxIr563Ula+FD+/YPS2SNnx8WfTrdspZGe/THNzHl27nkRl5Z+EhvZm8OB/U1uzVV2278jcOdksX9HXKS0wME5djdS160mYjFX06n07JlMt6en3MH7cjwQHJ1FZuZyMzIeYMnk1ISHdMZlq1U18J0/6k5LSH8jLe8tp1ZmyFN2KTtf6sLdYDJSWfk9S0qVucYlMplry8t+lb5973DYENpnqbSvSlLYa9JmEBKfQ0LCHqKixPm0gbLE0UVu7laCgBMLDPfmMKlRULmf37hsZNeoTIiOGI6UFf/9IdDp/MjIeIjJyBJGRIzCZaomJ8R7EctXqkfj5BRMUlMDYMQtJ3XUttbVbmDZtM0GBXTGZ6sjJ/S8hISl0T74Sg6GU/Px3GTTIeygHX9EsPBod4XBXaZ2PEpipG0p0xVQp5am2vEeA/0OZ0/unfSWWEGIcrcvSfwXu8GVZ+uEKHsDtJngk6OhDNzCwG0ajsz/S+HE/sHvPLW4OnCkp/+fzSonjhcSEC0EISkoWAdCr1+1OsYB8ZdbMNOrr97Bj53ymTd3AuvVTABAiAGlbktur560kd7+c0pIf1QejThfMxAlLCQ3tiZTSyeG+unoDO1OvZPCgF0hKupjlK/oSHJxMS4sSP8x1l+ryit+JjBhBcHAibWG1Glm5arDahtncyOo1I0hOmu/zTd9kqsNqNRIU1K3dslarEaOxkuDgJJ/aPlTqG9KICB/S4UCDVVWrCQ3tQ0BANAUHP6aqahXjx3nfjNZqNVJatpjEhAvdFkiYzXqysp6lX7+HaGk5SHBwCgEBkdTWbaepKddjnY5SXbORsNA+6hL6EwmLpemQd1O3s2bteJKSLqFf3/sAu6DeTFzcaUdiiG2iCR6NjnBELDx/Bceq4Bk18mOPS1jnzD6gxtjo2vUk/P3DKS39kUEDnyVz3yNOZe0PUtfxDR/2FiDYk3arT2OJjz/bbSuHw8W+PDgsbAAREUPUiM0A3ZOvJCx8APv2PUpoaD/iup1MecUfNDVlq0tQa2q2EBk5krq67exMvZJRoz4hNmaa7Vp1NrGihH0YMfxdunSZhMlUR0tLIcHByYSEpNDcXICfXyj5+e/T2JhFVfUaN/FRVb0Os6mO+PgzWb6iLxERw5gwvnXWtbp6PX5+oUREDPU5NovRWIlOF4LZXIfF0kxY2KF/f7KynkMIf/r1U/wyDMZKAvyjfHpj19DQ8IwmeDQ6QqeKtOwrYWH91c04vTFzRirFJYuIiZnG4EH/JiPzAUaMeJ/du28EbEv1bW++PXvcQFTUaLrGziYu7gw3wWMnPv4cysoWM2Twf0jPuI8uXSaqWwq4MmzYm6Slte7jFBk5miGDX6R3r9vR6zOpr99NfPxZHQok2L/fI6SkXAtIVqzsDyiiRkoL3ZOvxM8viISE86mo+IOioi9ISbmW0NCeJCfNV6+5e/crqanZjJ9fCABdukwAICZmCjOmb1cDys2ckYoQgU5LWrt1U6Yc/f0j1OkXaPVP6d//YaxWsxqV1hHHSLizZu5x8yVoyyTvjcDArrbxhHW4riv9+z/sdB5ka1tDQ0ND46+hUwmeqMjRblFNvREa2pempmyv+f7+EfRIuRaAxMQLCY8YpPpd2OnX937S0+8jPHwwQvgRH3+WWzuOTrPDhr7KsKGv2tq8wK0sgJ9fGBZLo9vWCindr0KnCyQsrB9hYf3UvsaP+5HtOy5pd6M/Z4uJMgXQvftV6HT+9OxxvZoTGzON2JhpDBrYuh2B45RBUFA8CQnn4AnH6Ln2PXjsdfv2ua/N8dnR6fydfCU8cbgmeg0NDQ2NE49OJXhGjVrA6jWj2i0npZVhQ18jL+9tunadTcHBj5k44WcslibKyn5x28lcCKGKnZiY6ZiMSn509DimTFnptZ9ZM9N9Crlu93Pp3fsfNDXlUla2GCktTBj/M1u2nm3ra7zHupGRw5k8aQXrN0zDzy+ckOBk9I37CAzsqu694wnXKaOjhU4X+Jf1paGhoaHReelUgsffP4JePW912vXbkYCAWEymKsBKRMQQhg9XnGkTEy8EFMtBUtLFHuvaGT3q43bHMXHCr+h0gfj5Bfk2cNseOQJBXLdTKStbTET4YMLDBxIclESLobhN4RQcnKiKioaGdNIz7mfsmIXU1G5i9+4bvU6baWhoaGhonCh0uvDDffveAyibIc6Yvo3o6Alqnl3MuO8OfGQJDx9AaGgvn8tHRo1S/o8cQVzcacyelaEuNx056iN69riJwMD2V+8AREQMYeKEJfj7hxEZMQJQVjNpaGhoaGicyHSqVVp2GhoyCA5OVH1KMvc9RlHRF/TpfRc5ua8SEtKDKZO9T0X9HbQYSg87KqknLBYDOl3gYS/d1dDQ0Pir0VZpaXSETmfhAYiIGOzkQNuv73307v0P4uPPBOBYFIFHQ+wA+PkFaWJHQ0NDQ+OEp1P58HjD3z+CPr3vREoLcXFn0LPHDX/3kDQ0NDQ0NDSOIJrgcUAIP4YPe+PvHoaGhoaGhobGEaZTTmlpaGhoaGhodC40waOhoaGhoaFxwqMJHg0NDQ0NDY0THk3wtIHRaqXRbPm7h6GhoaGhoaFxmGiCxwPLKuvIbzZwSWo2fdfuYVdDk1sZg9XKupqGDrdttkrM1mNv2buGhoaGhsaJTKcUPFYpeXB/IdlNLR7zr9yTy8RNGWyqawTg1G37yWp0LvtWQTkXpWazsVbvqQmv9Fmzm0mb01lX00DCylSaLO5RnSdsTOeN/LIOtauhoaGhoaHhnU4pePY1tvBxUSX/l5anprVYrOyob/Rap9LkvDt5WkMzACUGExVGE6BMgZ20dR9rqr1bfoxSUthi4qJUZW+r9w6Wu5UpaDHybE4Jp2zd5/M1aWhoaGhoaHinUwoe+4TSPpvVptFsYcKmdM7YnkVBs8FzHYdZqCaLlf0269Ct6fkMX78XgGKDiTR9M/ftO+hU12i18k1ptSqMHMlq8twfwG59s9N5jcmsTYdpaHRSHs0qZOqmDJ/KSin5sawGy2FEjZdS8lVJFS0erNAaGscjnVLwOPJ2QTnjN6VTblQsOHVenJTfLChjaUUtALel53OgDaHSYLGwsqpeOTZb6LF6N3dmFKjCyBEBrKtpoNzgLoYcsUrJ4HVp/DOzwIerUvikqJL/Hazwubwdg9X7De7Z7GISVqZi9XIjbTBbGLthL1s6ONV3vCOlZFFptfZw0Dhq/K+wkmwPL2Rmq3T7Pf5QXsvN6fm8fwi/fzu/V9ZzV+ZBXswtdUr/d04JCStTD7ldDY2/i04peBxvDU9lF1NtahU5V+zO8VhnRXUD/5eWxx+VdWzw8DDfWtdIQbMRgGqThfm7czjQ1MKK6vo2xxLmp+Oi1GzO3JHVZjm7YWdRWQ2v++jf88D+Qh49UOSU9p/ctm9W35VW03P1bq/+Te/abqBGL5am1Pomigwm/u1ykzzRWVZVz+0ZBW4PBw2NjtJksfJ0djHNPorn7qt3cc2eXKc0+wtUaTsvUo59VhhN/FZRp6Y1WJT7YrmLZfpV2/3H20uPhsaxSqcSPOn6ZhJWpra5uqrMaPaaB3DVnlyPVqCzd2Rxya5sp7RpmzO5aW9+m+3NiokA4GCLIpYaLZ4tTBYHmfZcTgm7GppYWlHLGdv3Y7LKdi0LCStTuXlvHi/nKTerTV4sMEsrlRteul4RPPsbW5xWqfnZ9hn9vqyG4evTMLkIH6tLOW80WazUmczsqG/kpK37WFfTwDsFij/TG/llbLM5jJ+3I4ukv+ht8oviKn4sqzmkulU2H69KU+vD4ceyGmpMbX+fNDRcefdgOW8VlPNhoe/WmT+q2n6xao8+a3YzfP1erknLpcSg3Iv8bJsKm70IG8sJpneEEPFCiC+FEDlCiO1CiI1CiPNtebOEEEtcyn8shLjI4bybEMIkhLipg/3OEELsEEKYHduz5f0mhKh17dulTJAQYqEQ4oAQYrMQopdD3tVCiCzbv6u91P9YCJErhEgVQuwSQsx1yFslhCgQDjtMCyF+FELobcc6IcTrQog0IcQeIcRWIURvH6/b67gdykTYxmX/VymEeM2Wd40QosIh7/r2+uxUe2nNsTkBP36g+G8eSSu3pbcKohqTmZlbMj2WczWonLptv3qcsnoXAOnThhET4P4nnW1r88fyWjXtvJ0HSJ0ylISgADXtt4o6amzWLouUvJlfxjM5JQCUzh4FgE4IQHK3zU+p3myhS4Afl+/OYWV1A3NsAm5NjbOgklIi1fowZ2smec1GxkWGkqZvVp24/QQ8a+szb8YIdaWcI5VGM1YpiXMYuyN2EWa0Tc39VFHLuMgweocEEaATNFosXLcnj/t7JxDqr2NgaDAP7i/kk+IqALoG+jM0PIRSg4noAD8SgwI99uOI/e/jb7u+hSXV/COzgMsTY3h5UA+3z8J+/zBarSwqreGShBj8de3vWv9bRR0v5pbw1pCeDA4Pccp7YN9BPimuYv/04UT6+9FisRKoE+pnrnFsc6Cphe5Bgar11GCbqmqxSkL9Wt9NrVJy9o4sgnQ6vh/dr0N9tFisNFqsxAZ6v/XbV47Kdiw4JikJ4MT4btke6D8Cn0gpL7Ol9QTO6UAzFwObgPnAex2oVwBcA9zrIe8/QCjQloi6DqiRUvYTQswD/g1cKoSIAR4HxqFMbGwXQiyWUnp6q7tPSrlICDEbeB/o75BXC0wF1gkhooFEh7xLgSRghJTSKoToDnhf/ePDuB0LSCkbgFH2cyHEduB7hyILpZS3+9hf57LwHIs0OyiZwevSVF8iR/KbDT5ZCj4vrsIqJe8ddH47zGj0PD01aoPiU/Rmfhm/VtRyTVquOl1XY7aoYgfgv3ll5Dcb8HNpQwjIbjKw0rYybYXDCrXCFiNfllRRb7ZwU3o+Sat2kWGzsuXZpv+MLjfVxxzEaK81u9Vjs1XSbLHySl4pw9anMWLDXvWGnFrfxJLyWvKbDUgpSVm9i/Eb0+m3dg991+7h7syDzNiSScrqXSSsTOWjwkpW1TRwxo4sZm3Zx5sF5arYAcXaNnhdGrO37mP0hnQWlVZTZzLzTWk1tSYzHxRWsLSiVrV8PXWgmHtsAtBfCKSU/MPma/VFSTVSSiZvSidhZSoJK1PVsgDvHazg7n0H6b56l2p5vDQ1m+vScsluaqHQZvn7o7KOfY0tXJOWS3pjC5fuyua1vFKKbPmAeg0D1u7BbJX0WrObpFW7+MXme2bHKiVvFZSjN1t4cH8hle1YNV15LrvYaerDkczGZt4ucF95eLTQmy3UnQBWtEaLhWmbM/lHZgF23Zve2Mx/ckvps2a3+tICihDaXt/Ehlq9myj5oayGcoPJadrebJU8mlXIyqp6btybx9D1aQD8XlnHl8VVbm2Ybaet1lrPosbTlJbBauWAw3S4VUo+KKzwGH7jGGMOYJRSvmtPkFLmSyk7spv0fOAeoLsQItnXSlLKPCnlblo/cse85UB7Ad/OBT6xHS8C5toE3KnAMilltU3kLANOa6etjYDr2L8G5tmOL8BZcCQCJVJKq228hV4EVUfG7REhRH8gDljrY/tudCoLz/HILXvz+MHBMtMWz+WU8GlxJYUtvs3b23EUNnYe2l/odP58bgnP57qXG7IuzWu7T2UXs7i8lrszWx/ws12W2rtOiXnjst3ZblajxFW7GBsZyvb61im323vEAVDqYUWcnWddrtf13HWV3e0ZrY7ig8KCyXQQkEvH9Odth9ACnxZX8amDeAJYXFFLbnOrMPmypJognY55iTGkOkwXXpSazVuDe7DaJnx+sYmKd4f05OZ056nRcqOZF3JLecHmM/RIn0Sn/IezWv9+16XlsXPKEM7YnoUAnuiXzNPZxTydrYjLj4sq2Tp5CF+XVHFNcle6+PuzrKqO2zMK2DN1GGUGE79W1nFLSjeEELxuEzTFs0ayrKqesZFhhPvpCPbTcdLWfZglzI2NJLW+iegAP07tGuU0tp31TfQIDmzTyuArIzfspdFiVS2QRxqrlFQYzcQHBbCvsYXMxmbOjevS4XbS9c00W6x0Dw4kq6mFHsGB9AgJUvP1ZuVZt7amgQbblPkvFXXsDFK+H44vLUaHRQWOLwx1JjO3pOczIjyE8+NbxyiE4vAc7e/vNPV1tc3v55y4aKex3pVZwNKxA1Sr5XdlNegEvDG4J6C8JVtxn+paWVXPR0WVLKuqV63Hv1XW8a+sIg42G3myv88a4O9gKLCjnTLThRCpDuc9gCUAQogUIEFKuUUI8Q2KpeIVW95CYKCH9l6RUn56uANHESgHAaSUZiFEHRDrmG6jEHcx48ppKJYuR5YD/xNC+KEInxuBR21536BYfqbbyn0updwJPl23t3FXehnbfBSLjuMX70IhxAxgP3CXlPKg56oKmuA5xvFV7NjpqNh5NvvoTe8t9mHs3qxPrriKHTuOYgfgzSNgXTC3ocEyXcZ7RjvO5oBHP64FRZUsKHL/Xd+W4b4Kz1XseMJVtLmKrtEb0tXjG/fmudUfv1HJt/t42Xkkq5DNtY3kNBt4yuW7cu++g3xZUq2evz+0l/rZOU7NPtQ7kcnRYWyvb+KMblGcvl2Zjt06eQhFLUZGR4YSKARravQE6gRxgf70DQ3mj8o6BoYFE+bnR9dAf6pNZiL8FBtjgM0M0mizHBis1v9v76zj3CrWP/y8yVq9W5etG3WFUqhjxS5QtPDDocCFi11cLu7ucnEu7q4tLW2pu1KXrXe33a2tZn5/nJPkxLPW3W7e5/NJk8zMmTPnbJr55p33fYeZOXtplZZCG4eQ8JJbVEzdpED7pDGG3KJidhQWkeZysSW/kM610qjjaHfq3JXMyNnLtMO7+q7p483ZHFG/NsMa1OH3rFyeXLOF93q1p2utNO5ZuZEle/I4vH4tHuyUwfK9ebywfqtPvAbzeZ8OARGf2YXFAVbS7WGsb/mOHwm3/u0Xtnvse7Fgz35fSoskl+AWwQU8s87vUO8MXAj+cTDH/j/lFDSfbdnpEzxeuXXRwjVcmtGYDjVTfe4Cvj7zC8kpKvZ9xjc5nKd/3ZFD09RketepGXJtVQUReQkYjGX1OdQunmSMOcnR5h3HIedgTf5gWUTexBY8xpiAZZqKGG6YMhOlPBxPiMjjWBaUw4PqioHJWCKuhjFmrdcQY4zJFJEuWBaykcA4ETnTGDMujusuyfjAusfnO95/B3xkjMkXkSuxrEUjo54w1jptVWHAgAFm1qxZZepDQykV5eDggY4tAyIMX+/elrGL19IqLYUNeQWc2Lgeo5umc6kjeWg41g/rxfis3Vy0aA13tm/OrNy9TNm5h/Y1UtmUXxiSULRJShKzBnXjpx05/J6Vy2dbSufEXhnUT3KzK0JajVSXBAglJ+1qpARYIJukJHF5RmO+27YrJBfYQ51acueKwMjPMc0b8JFD+IZjRIM6vNWjHTXcLt/3cHlY5URktjFmQDn0cxTwH2PMMEdZI2CWMaatiAwHbgojeL63fV/mAE0Br7JrAXQ3xqyI18Lj7C9obCHnDqr/BbjXGDNVRJKALUBjLIEw3Bhzhd3uNWCCMeajoOPfwbJUfQlcC5xvjOlv103A8i2qCXxln+cFEdljjKkdZiw3AW2MMf+Kdd2Rxm3CiBIR6Q18ZozpHOEeuIFsY0y9cPVeEsbC88uO8L+wFEWpegSnU/BapbzRjD9sz4loNXHyyOrNvGKnUnBawYInci/bCopoPXFB2LqqTiSxA0QUO0CA2AHrHgRbDL0Eix0gamZ5L39k76bdnwsYXD9kjqwqjAceFpGrjDGv2GVxmaBsC0ctY0xLR9l9WILjgQNg4fkWuBDL/+YMYLwxxtiC4mER8a5vHgvcHqkT2+n4OeBCETnOGPOLo3oS8AgQLJb6AVuMMZtExAX0AhbY/cW67rDjjtB2TJhzNzfGeD+o/wBiZuVMGKfl9UH/qRVFqf68UobEe0p8bIwz1w/A5CqakNSeaE8Fhtkh2jOwlkhujePwMVjWDydf2OUxEZFDRSQTK8rrNRFZ7KibBHyG5dCbKSLH2eX3i4g3guxNoKGIrARuBG6zrykbeACYaT/ut8siYt+HB4FbgsuNMU8aY4LX4ZsA34nIIiyhUwS8GM91Rxq3fX3zgtqeRZDgAa4VkcUiMh/LMnVRrBMmzJLW2xt3hDjiKoqiKBbHN6rHTztyOK95Az6IsURVHsw9oltcKR+iUV5LWkpikDAWnuBwakWpLiQHRXLWTfL/t34uKAeQEj/twzg/x0svR46ku9o354ym6bzarQ2XZTRi5ZCerBrSkykDDwk57sd+nXj2kFY80SUDgMsyGnFdm6a++le6tYl63mQRMof15rPeHbg8o1HEdj2CcjgBvN2zHVtG9OHq1k3DHAEp5ZzPaX5u+GVFRakoEsaH5+CwYx18/Ni/E2Pmr464B1lV4piGdXmwU0vqJrnpaofTX9qyEW/akSS13C5f1E+L1OSAyJJgHuzUkrtWbKSO28XuoBwj4Y79qm9H3srcwXdBOXEA/tu9Lb3qWBPQXSs2MqpRPSZk7w7b1suP/TqxLq+A05qmk+/x0Mb2O3mkcwYnNKrHB5uzOLd5Q5qlJtMqLYXR81byYa/2fLNtFxlpyczL3c/OoiI+6NWeh1Zt5n+b/VFdG4f35pHVm1mzPz/ET+a6Nk25rV0zRIQVe/MoMobaSW4aJLuZsnMP+4o93L1yoy+66Of+nflkSzYCvGXf5y0j+lDkMWTYCTMBNg/vzWsbtnOvIxIs1SW82LUNl4eJKotGmks4rWk6y/bksTm/kHNbNODCFo3YnF/IKDtCrIZL2O8xHN2wLte3aUrz1GSuWbqOIg+0r5nKla0a07V2Dd9mvevy8jly+jJ+7NeJE+asID3Jza3tmzOiQR0G2ht6hnPCXbs/n7YO4XSqI1y8Q5Kb0U3T6VYrjYtaNsID1E1y069eLQDOb2EJliKP4biGdX3lnWulkeYS2qSlMit3L7XcLooMdKqZSqrLRZJLGNKgDkMa1OGBThk+J+FFR/YgM6+ANjVSSLcTlG7OL2Dh7v30r1vLN672NVPZOLw3P+/I4YRG9XxJMsEKfR+fvZtTm9RnZs5eaie5aZWWwv5iD7Ny93JJkBN5p5qpdK6VxqhG9fhXUARimxpls+4oSknRJa0DzIe92tOlVhonzF7OrqLiqM6EFcW6Yb18E2Q43u3ZzpejIxZbRvThpNnLmRUUHh4PrdNSePaQ1oyetzJim3Y1UuhVpybf2CHuN7Rp6tvL5672zRnWoA7HOLJOe9k0vDc7C4tZvGe/b8sP54SUV+zh/U1ZXJLRiH3FHoqMIT05icdWb+aTLdm82q0N/5i7kjZpKXzap4NvUls1tCcLdu9nUP3aFHkMIjA7Zy+vbtjOtoJCOtRM47mufqvKW5nb2VPs4do2TZmxaw//mLuST3p34Gx7TF/17cigMI6c+4s9PLZmMze1bUaay8WKfXm8uH4bhcbwcKcMGgXlsJmYvZtdRUWlyhHj5ePNWXSomcah9sTqMYbblmcyumk6tdwuGiQn0TIt9iR17My/WbBnPy91bc3pzRr4yvM9HtyIL6N0uGidjzZnsX5/Ac+s28oVGY25r1NLX7srWzXm3o4tyfd4SBahxYT59Khdg6Hpdbi2TRN+y8rlmIZ1SXNZOYHCsbuomJpuF/uKPRQbQ/0wmcljsSW/kEbJSSS5hLxiD92nLOKZQ1qH5LOpKvy0fRduEY5tFDWApVzYV+zBLfDY6i28vXE7a4b1DqjfVVjErcszeaRzRtis8CVFl7SUkpAwgmfqrj2cNjfyxFpS/tGkfsw8M3MGdaPfVH/+k18HdKaXI/fE42s283RQ3pNY3NOhBQ1TkphuO/+VdK39gY4tubxVY/YWFdNh0sKwbVYM6UmnoLo1Q3sxddceiozhAocY2jKiD6fMWcF0ewuIw+vV4pDaNXgnTI6ZZYN78OL6bby4fhtvdG9L/3o1Wbu/IOrfJdgasGl4b/YUe3hqzRZuad+MWm437SbOZ7/HcHi9WkzL2cuoRnV5p2d7Xx+HTV3C+ryCEofBTt21h561a1A7yU2Bx4MBUl1lXwXOKiii+5RF3NCmKbcGJQysDlywYDW/ZuUyeeAhdKyZFrHdJQvX8OOOnLB/l835BTROTibJJRR4PLgcQslLXrGHJAktVyqfe1Zu5P1NWawe2qtCz6OCRykJCbOkNah+be7u0MKXXbasPNmlFf3q1AwwwXt5u0db6ia5aZGWgrXzlEWwT0DnCJPBSY3r8X2YkNtZg7qRYf/CPqtZA+uXrstFepKbM5s14MPNWQGJ97wCwInHHk2tJDdNU5LCbpZaJ8nNH4d24bMtO31ZhGu4XYxsWJdCj+GCFg3ZmFfI4fUtS8DFLRv5BM+Q9DoMb1AnQPAkiZXMr35yEne0b84NbZpSy07uVsdtLYfc2b6Fb8uFWYO6kVtU7EtHn+QSNgzrTW5RMS4R6ia5A7K2PtalFdcuXU+T1GRmDepGo6BfjjMGdQt7n2PhtLyklIPQ8dIwJYm/B/cISHBXnXiua2smZO+OKnYA3ujRNuLGlE5n1kj3PpIVR6l8jFG/SaXqkTCCB2BsRuO4BE9wIq3Nwy2zbPMJfp8DF3Bl6yY+wTM0vTbr8woY0aAuxzeu7z92RB/aTJxPvr384eSUJvVpUyOV+kluBk23lkyGpNfmqlZNwgqejKDlhFSXi0c7Z/je39WhBd1q1+CfdmbeizMa8Ur3NtR1u33WHOcK2qd9OjJsxjLSXEKeXeH1JelauwZ3dUjj5Q3bqOeYmJNdwuNdWgWM49Sm6WSkpXDSnBUMa1CHfnVrkixCoT2Z/T24J14PH5eIT+wA1E5ys2RwT8BaKuhTt2bIdXrPG2krghr2hOgKc4+qKvXKwZxfVUlPTgrY2iASLpFyd4RVqgavl2Cnd0U5UFTfb90wJMdp+n6wY0uf4LmhTVOf016DZDfZ9m7iwT192ifyrsUpIuRjQjynRYS+dQNzW33YqwOb8kufM2h003QaJLsZM381R9SvTeMUa0fxq1o15pUN2yl2/KJuZYsDARYc0Z15u/cxskFdX71LhAc6tmSovQN6NAbUqxWwNLFheG/GZ+XSPDU5QOBE49/tmsXVLpjjGtXl/BYNublt6Y5XFKV8+b/mDQMc4RWlKpBwNuHh6eEn734O4VHD7eKtHm0BAgTJ/CN6hIQAP92lFV/3jSx2AL7p14l/tW5CzThM8C4Jv8FISRjeoC6bR/TxiR2A/2vRkPpJbk5xbipoP6cnJ9EkNZljG9UL8Ye4vFVjutSKvjQRiZEN69I1TPhreZPicvFEl1Y0SU2O3VhRlArnyUNaVdiGropSWhLKwgPwcZ8O5BV7+DUrl1puF9cuXU9WYRHta6RiDMzdvQ+XCCc0rs+cQd1o4VgiSXYJSd6lmv1Z4HJzbouGMc/ZrXYNusU58QdLomtaN+HExvVZvS++TTYj0aFmGsuG9Awoq+F28VjnDIbHYcFRFEVRlIOZhBM8YDk7ekNI7+nYgmvt/BCf9OnAVkf+lBZR/EFqPdXJenFv+ezRNSy9DhN37kZEfCtfGWnJ3NWhBUDI0ld5cWHLyMnJFEVRFKW6kHBLWsE4g0TqJrnpFGP55qFOLeNamiopb/dsx18DuwJQ2235vBzbsOLzZiiKoihKIpCQFh4nR6RbocfnxbE0BXBui4bWMtb48h1HTbeL9jWtsPWGKUnMHNSN5inqk6IoiqIo5UHCC55WaSlV0rmu1UESXq0oiqIoBwMJv6SlKIqiKEr1RwVPOIoK4IMzYcuimE0f/nEp01Znwf0N4YvLD8DgFEVRFEUpKYktePZss8SNk3kfwoONYcWv8N21Mbt4/c/VnPP6NPAUwcJPw7Z55rfltL3th/IYsaIoiqIopSBxBY/HA092ssTNL3f6y/96wdGmOPS4UvDcuBXl0o+iKIqiKKUjcQWP8fhfT33RUe6IUzclFzzjl21ld15h2LqDZWd6RVEURaluJJTgmbRiO69NXBX/AR5P2OL8oshC6JJ3ZjHq2Unhuwund7LXQG757OCuKIpSXuTmFXLWq1NZl7W3soeiKOVCQgme89+cwSM/LYtYX1jsIXuf36enOIJB5uK3Z0Y9z8Zd+5m3YVdIebHH8NjPy+hxzy/+wuf7wNNdGb9sa9Q+lfgoKPLQ9rYf+HTmhsoeiqKUK3mFxWTvjX9j4TU7yiZUfl28lRlrs0OW5HftK2D2uuwy9a0olUFCCZ5AgtTMF5fz4fT1bN+d7ytavjWXnY4vmG/mbWRD9j7+WhV7F+BTX5oSUuYxhlcmrGJPfhFAwNLXJe/MCmi7O68w4JfV7HU7WbF1d9RzLtuSS9vbfmDJptyY46uu5Oy37uljP0cWtopyMHLF+7Pp98BvcbWdvGIHI56cwFdzM8t9HOe9MZ3TX5mqS/TKQUfCJR5MpYAzHv6AYwf1Z6yzYuGn3DPzVH4JyveXtbeA9FopvDFpNQ/+sJQmdVLjPld+UTGpSW7f+89nW18+zciC5b9y+g+p/Opo/8ff2/h7y24edVih3r/0MK75cK5vIr/xmM4c3r4hh7ZNR4J2bv9lkWUl+mnRZrq1qBv3OMvK31t206J+GnXSKj8ztPeWGODSd2ayOSePH68bUqljUpTyYOLy7XG3XbnN+nE0b/0uTuubUa7jWGz/oCr2GJLcEqO1olQdEs7C81zyS3xe8E+e+yV2jh2Auet3AvDgD0sB2OawAMWiy10/+4QKwF1fW+f8LvVO+PBMlm/dE9D+4rdnBogdgLu/XhTQx9O/Lees16bycZglG5f93eNx/PLKKyxm0cbwG5zuzS/i1JemsGxLLuuy9vLZrNItAx337J9c8NaMgLLfl2zlqv/NLlV/ZcH59Ttu2TaWbM5l9rqdFXrOgiIPe22rnaJUNJ6wzoCBuO0vgzia+sgvKmbltj2xG9oUlaRzRakCJJzgGeaaD4Cb8I7HErTUdfPnC/hoxvqAsnTiXzL6eu7GkLLGEv/xa7P2hS93rM9/NmsDSzblsmq79WXldlh+Drn7Z056YTI79uTzxezMgLX3GWuzmbdhFw//uIxTX5rCzZ8v4IZP5nH5e7N8y26x8Jq1567fRc6+QgqKLEfvy96bxU+LtoS0Lyz2UGx/UeYVFvPKhFUUFYd3DncyZeWOkOi3P/7exj8/CC+qnOb201/5i5FPTQiov/jtGbw9ZU3M84I1EYxfttXX55z1O9m0a7+v/pzXp9Ld6ZdlsyUnj/u/WxJyfX+t3BGwdOpk596CgLqdewvo/8BvYX3CyouV2/awa1/8viFKxbJy227+8eJkcvaFj/YsDAqm+OcHs/lmXuD3jMsWPMUxlp28n+lfF29h6ON/cPTTE0P8hITwVpziaiZ4RKSpiHwoIqtFZLaITBWR0+y64SLyfVD7d0TkDMf7xiJSKCJXlPC8Q0VkjogUBfXXxx7DYhFZICJnRzg+VUQ+EZGVIjJdRNo66i4UkRX248IIx78jImtEZJ6IzBeRoxx1E0RkvTiWE0TkaxHZY792icjzIrJIRBaKyEwRaRfndUccd1C7MXbfC0TkZxFpZJffKCJL7PJxItIm1jkTTvAEC5p4uP3LhQHvH0p+K+5j7/l2cYnPFw/vTV3HXV8v5MPp67n58wWc8Pwkvp5nRXt9M38TeYWBgi53fyH//mw+p78ylfW2iEqyvxT/XL6dnfaX61dzN/Lbkq2MfjnUB2lLTh6FQZO380uv9/2/cum7gQ7dbW/7gUkrtvsi2zrd+RPnvzkdgOfHreCxn5cx6NHxLNsSWQRm7y3gvDemc/WHcwHYX1DMb0u2cvHbM/lx4RY8HuMbx7ps69p2Bk0Wq7cHOnD+8fd27vtuCWAJGqeY2ldQ5LtHAB/P2MAl78xi3NJtAIx++S+OeHQ8n8/OZPvufOas3xV23Hd8tZC3pqxh6upAn69z35jO2a9P5ZinJ9L2th8CLHB9H/iNQx/63Sde/1qVRdbeAl904YvjV/BCKfI6rc/ax5dzwvtzHP30RE58fnKJ+1QqhufHrWRBZg7jlm0lr7CYxZsCLbSFQdEUPy7cwnUfzwsoc9nzUzQ/myven8WIJycAMPb92WzNtYS211oZy0enKFJUx0GIPaF/DfxpjGlvjOkPnAOUZD3wTGAaMKaEp18PXAR8GFS+D7jAGNMdGAU8KyL1wxx/KbDTGNMReAZ4DEBEGgD3AAOBw4B7RCQ9whhuNsb0Aa4HXg2q2wUcafdZH2juqDsbaAH0Msb0BE6z28dD2HE7EZEk4DlghDGmF7AAuMaungsMsMs/Bx6PdcKEEzxeyrLyXAOHY3Pq+ZziOvCTxf7CYv43bT13fLUwpG5d1j4e/nFpQNmPCzf7Xj87bjnzNuwKsBIFs3zrHvKLitm5t4CBD//Ojws3c/gj4wIizDJ37uN3WwR4mbRiBy9PWBlQdv6bM+hy18/8bFt8vE7f45dZx27fnc+oZycx4MHfeGVCaNoAr9Xoz+XbWbtjL/d+u5jL3/M7eY98agIDHrScOUe//FfEa/LiXOKasSabs16bRs97f2XGmmza3vYD3f7zC0Of+MPnsO4Vreuz9wVkzL7ps/kc+tDvvvc79xbg8RjW7tjL7V8u9F3f1tx89hUUUewxXPuRJdpWb9/LCnv54KQXrM/P5hy/1eiopyYC/hQI09dkM311Fk/+upyn7MzdG7L3kVdYTF5hMTd+Mo///rmaSSu2s3HXfiat2M7iTTlsyN5H1p58hj7xBzd+Op+Za61r/GNZ4N9to22xGv3yFB63Hb4f+XEpF741I+6InNy8Qt89K/aYqOkbnKzL2uuzmO0sQRRSdSUlyfpaLio23PbFAk58fjJZe/zfOYVFHp77fQXP/R4ofIs9hrNencrkFTv8y9tRjKe/LN4a1oLstQ55WZC5K+z3RVG0zh2MX7Y1orWqCjESKDDG+CZ7Y8w6Y8wLUY4JZgzwbyBDRFrGe5AxZq0xZgHgCSpfboxZYb/eBGwDGofp4hTgXfv158BRtoA7DvjNGJNtjNkJ/IYlnKIxFQge+8dY4g9gNPClo645sNkYK7GdMSbTPlc8RBq3E7Eftey6usAm+1x/GGO8H+BpxCFOE8Zp2fuLOZbQ6ezym4bjEUUpUswdyX5hniHbyTSBn8kPkx9kjWnOnUWXBpS3lc1UFFty8gJ+0T/563Lf6y/nbOTLOaFLbcF0uetn3+t/fjAHgPwiDyu37ebop/+MeNzjP/8dtvxKh0/PoEfGsTknL6B+x54CHvt5GSf0bEar9JpMW53F7vyigOWcM1+bGrIc5P3SjuWD9OWcTEb3y+D0V/yi6KzXpoZ9DZa1ZWC7Br73Py8OXaJzMi9zF0s25fLEL4HXf9Nn87nps/lRj/1r5Q7OfWN6QJlTXGXvLeDs16cF1A95/A8Anjm7N1/O3Qhhlk8B+rWu73t95qvWNV78zkx+um4IhzSr46sbv2wrc9bvYs76XRzatgGv/bkasJxlVz18Ajd9Np8hnRpxRIdG1Ep1syUnjyZ105i4fDvHdG3KqS9NYfX2vax99EQueGs6U1ZmMfnWEWSk1wwZU87+Qnrf92tA2XfXDObkFyfz3Dl9OKVP4HduUbEHt0t8jvrLt+4mxe2ibaNaAffrymEduO34Q8Leh7JgjGH6mmwGtmvgG8O23Dz+XLGD/QVFzF2/i7MPbcXA9g2j9rOvoIg563YxuFOjgPKcfYWMeu5PPr1iEN/Otyy101Zn+ay2uXn+JebCYg/P/G79f756RAdf+Y8LNzNjbTb/9+Z0Hj6tJxC6pJW1J58lm3M5/02/z12wJUewvi+nrNwBwIpte3xRp7/fONTXLnhJK2dfIYUeD41q+wM7pq3O4pJ3ZtG0birT7zg66r2pZLoDc2K0GSIi8xzvWwPfA4hIK6CZMWaGiHyKZfl42q77BOgSpr+njTHvxTM4ETkMSAHCJZJrCWwAMMYUiUgO0NBZbpNJqJgJZhSWpcvJOOC/IuLGEj5jgbvtuk+BySIyxG73P2PMXHvMsa470rh3eBsaYwpF5CpgIbAXWAFcHabPS4GfYlxb4gienP2FtGQ7qVL2XxqdXIETi9shzCenXkfbvEDL5BHuJRzBkhDBMyH132UeSyTmbdjFr0u20ltWUkgSS0zbcus7mtiJl2Cx42TYExMi1kXyfQHL3yoaN346nxs/jS48gpm+xuHztCa6pSNWfqZoBIudknDDJ9GvKdKS2/HPBSbIdKZGuPidwGvpcMePgLXkGYuZa7OZstKy4g1+7A96tqzHQnvZ7t6Tu3GvvZQYzL8/mwfAH8u2BQiebbvzOOyhcRzdtQkPntqTpnVTOfYZ6zP494OjWLF1Dw1qWeGVr05cxb+P7cx38zdxWt+WiAhZe/L5et4mLjmyrU+s3PbFAoZ2bsyx3Zpy5mtTmbt+F8seGEVasptwfDprA7d+sZAXxvTl5N4t2Jyzn0GPjA9o8/2Czfx+4zCmrc7irENbUVjs4cs5mZzZvxUul7Ahe59PpN50bGeuHtGRaz6cy6l9W/oslt56wBKxNk6n+FWO5dm8Iv93zwvj/RYfr+XXYwwv/WFZXOukJfGfb0KX2CcERX95jPFZGIOZudb/431rbj5N6qZhjOGvVVmcZ3+G1z56oq+NNxeQd7ls1tps0mul0L5RrZAo06qEiLwEDMay+hxqF08yxpzkaPOO45BzsCZ/sCwib2ILHmNMWN+bEoylOfA+cKHXkhLcJEyZiVIejidE5HGgCXB4UF0xMBlLxNUwxqwV/5Jppoh0wbKQjQTGiciZxphxcVx3zPGJSDJwFdAXWA28ANwOPOho83/AAGBYjPMljuAxBqakXed77yI+c2w4MmRHwHt3GfqqKLzRZN+k/gcgRITF4oPkhzjSvbjExymK14rkZaHDRymS2AF8UYtfz9vEzn2FPHZ6L7btzuMfL9rWhaXb+H3pOPq38bshOK2QXq7/eB4/LNxMSpKLk3q14MzXprJ6+16+mbeRb68ZzJacPD6euYGPZ27g8dN7MdcWhIfc/TM1kt2IwLQ7juLXxVtDLHP/+mgu01Zncd7AUP/IQo+H275cwF+rstixN99n6bz1i9Bl5yd/Xe6zuv6wMLal17vsCTDmv35Ln3OJOTjqE/BZcp2iM5hv5wVmeg/2/3Pi9Gc8+cXJfHjZQB79eRkLMv19t73tB14Y05d/2cu3Ts6wPxuD2jfko7HB82qlshg43fvGGHO17Rw7K/IhAYwBmorIefb7FiLSyRizoiwWHhGpC/wA3GWMmRahWSbQCsi0fV7qAdl2+XBHuwxgQoQ+bsZaqroWa5mpf1D9x8BXwL3BBxpj8rGsKz+JyFbgVCzhE+u6I43bSR/7HKsAbOvZbd5KETkauBMYZo8jKgkjeIKFrasUzssVSWN2sZ36lT0MH0e6K8bZWlHiYeLy7Rz+yLiwdbHSDHgFxDUfzuWaD/2T7oLMnIBlQoBbvgi0Cu63J/te9wYutzn5YPp6Ppi+PqTcGL9/WqRl3coiktiBUKtdSSy4kSyT4cTOMU/7rUbBjvxVgPHAwyJylTHmFbssdC02DLaFo5YxpqWj7D4sq88DpbXwiEgKlsh4zxjzWZSm3wIXYvnfnAGMN8YYEfkF65q8vxCOxbKOhMUY4xGR54ALReQ4Y4wz9HQS8AjwUdAY+wFbjDGbRMQFeB2L47FshR13UJuNQDcRaWyM2Q4cAyy1z90XeA0YZYzZRhwkjNOyCVpvrifltz9MusSfuyISvVwl2OMrTga5VLQoilI1WBGU42dLlGXtA4090Z4KDLNDtGdgWTpujePwMVjCxMkXxBmtJSKHikgmVpTXayLi/eI+CxgKXGSHjM8TkT72MfeLyD/sdm8CDUVkJXAjtgXEGJMNPADMtB/322URse/Dg8AtweXGmCeNMTuCDmkCfCcii7CEThHwIvERdtz29c2zz7sJuA/4U0QWYFl8HrabPQHUBj6z7823sU6YMBYeE2TRucAd+Recl1ocuP+QFWFx6ixlTyt/c9LHTCzuzQzTtRxGpCiKYvHzos1cdGRcKVsOCMaYzfijkYLrJhC0HGSMuch++XmY9guAbnGedyZhIoyMMf8D/hfhmP84XudhiaVw7d4CouZRcVyH9/0XWIINY8zwCMfUtp9/BkLXleMgxrj7OF6/SmioPMaYEnvBJ46FJ0hPxCMwWrlCU7l3lXXlNaQSM8i1mLVp59IgKPFhA3LDWnPKQ0JdnfQtn6Y+UA49KWXl9xuHcdVwKyqnbcOa3Hty4PfpXSdaorRVgxohx350eXh/ifaOKKfm9dIC6ryOwO6gMOVzDm1VwpEr0bj4yLZlOn7u3ceUz0CA8w9vw6RbRvjeDwmKJkuvaW0fc2RHKxqtZ8t63HViV87sn8EFg0L9mto3rhVS5iVc9J6iVCQJY+HxBOWMiNdp+Vr3l7xTfBy5WP9xT3ZPjXFE6TBhHNYvdP/CfclWmoLB+c8y1m0l+uzlWsUET19fuw9SHqaraz3t8v6HcWhYTzXRs+cNbB3WZ+JA8cFlA30RKOEYc1grPpqxgbYNa9Kodiqz1u0kNclFvh1BUyPZTedmdZgfR7bkM/tnMKRzY1++Hicdm9Tm1lGHMHZIe1KTXdRMSfI5AT9wag8riumHpZzUqwX/HN6Bb+dv4pnflrNjTwFtG9Xk0ysGUTPFTYfGtUlJcrFtdx7N69Vg7HuzmLRiB1NvP4rjnvmTv7fu5r1LDmNoZ396Ba/vy+VD2nHHCV1DtjZZ9sAojnv2T7bvzmdfQTGfXzmIZLeLj2euZ09+Mdl789mckxeSABLgkdE9Gd2vZVgH5EgMat+Q+0/pTpLb5UueF65NLF+RFvXS2JSTx+HtGzBtdXz5hqbePjIgQqtR7VQa1krh76DNfT+4bCCP/byM0/q2ZPnW3Xw0w7pnj5/eiz6t62MMvDt1Lf8a2YlLB7ejTmoyW3LzSEt2kZbspn7NZCav2MEhzety9QdzfOkZbji6M9cd3Sns2E7u3YJ7T+5G3RrJbM3NY/BjVtTXVcM7sGLrbn5fuo1lD4zig+nreeD7JVwxrD3dmtfl+XErWLV9L2OHtqdVg5p8c/WRfDEnk1tGHULt1CS2784nvWYySe7o3yk3HdcFAQ5/eBx7C4p5+qw+9GhRl2s+nBuS1uHQtg3Cd6IoFYQcLDveDhgwwMyaFa/DfCivjF/GVX8O9L3/oOgozksKdIpsm/cha9PODTl2haclxxQ8QSoFvJT8HEe7QycjJ88VnUbzUx7wOUR6+/RGPIU7B0DnvHcpwL8Bp7PdXE9HmksWzWQnFxXcwgRPH1/dytT/I0k8dMp7j0KSSKaIdHZztHsODye/GXDueAkeY7TjG7OTNrKVWSY0/4lXrNSrkRywJ1i8PH1Wb07s1bxEk2FpSXaLL4vt/ad05z/fLGbMYa14ZHQvvpidyREdG7Jmx17yCot9IdxXDG3PraMO4dclWzmue1NEhIWZOazL3utzmF376InkFRYz8skJvHReP16duIpfFm/ljP4ZXHdUJ5ZszuXJX/7m8yuPoJ79C9orMK47qhPP2ZmVneG+XhZtzGF/YbFv8ti4az/N6qb5rDI3fTafz2dnsui+46idGv73TWGxh6JiQ40UNzv25LN0cy5DOgXmklqYmUOhx0O/1pb/42ezNlDsMTzw/RJeO3+AL6/Mzr0FfDRzPVcN6xAx7HhD9j6S3MIFb85gxbY9/HrDUDo3rcOe/CKMMdz82QLq10z2iapZdx3Nlpw8X6TSv0Z25N/H+oM/nI7ID57agzGHtcbtEnbuLaCvvbt41+Z1Wbo50DL6/b8G0yq9JtPXZHFs92a+fnpl1KND49oBzrxtGtZkXdY+2jSsycSbLQvIttw89hcW06ah9WNo/oZduF3CqS9NochjWPPICQH3YMaabNo1qkXjEmxA7CWvsJir/jebO0/sSscmdWIfYLMlJ4/GdVJxuwRjDB7jt9iNX7aVwR0bk5LkothjyNy5z3ctZWXltj28OnEVj4zuSbItkvYXFPPB9HU8+MNSJt0yglYNym7hEZHZxpgBZe5ISQgSRvA8/O0C7pjj3zX7o6IRjEn6I6BNJMHjrfst5eaQHDwRuX4RPNuDE/Mf4ofUOwG4rODfHHPaRZz9Q8+whwzIe4Ud1PO9jzSWCwtuZaKnNxnpNUhLdvN7ruW71i3vLfaRxlPJr3C6exL3Fl7Avcnv+cYfiTayhdrksdi05eXkZ9lgGnNFUmA0S7TjZ6ZeRWPJoW3eh9x1YlffRqsAb144gKO6NuWpX//mhfH+DMy1UtzsLSgmI70Gk28dSW5eIee/MZ35jvDWXhn1+Paawdb57cno3UsOo3WDmrSon8byLXs4+UVrEjy5dwu+m+8Prz2xZ3NSk11cNawDbpdw9YdzWbo5l8m3jmD0y3+F3QR27aMnMnVVFhnpNWjVoCaz1+2kb6v6IZlnwUog98OCzZzat6XvCz2YqauyKCj2MKxz45BjF2bmRE1Sd9m7M/l96TbWPnqi79rDCZ5Y5BcVsy03v1wml/Lm3b/Wcs+3i5l79zGk28tn0Vi5bY/vM+9k3NKtZO8tYE9+ERcMahuyBAeWyHrkp6UM69yY2qnJ9G5VL2RJZUHmLjZk7+eork1Icbv4et5GTu7dgqWbc8lIr4nHGGoku6kVQTh6Wbo5l4WZOZylS38hGGMoKPaQmhQ+31FJUcGjlISEWdJyBc1JpXESjlvsAKywnKIfSX7DV/RGylMU9rvLyqoQhnhH5LGXvyZf1oble1Lgbas8CSs52TEuSximEJ9FZWLqjYAlak5wz4ja9uHTevL8uBVsyfU7dDcWv0jp3ao+tx9/CI/Yu757J/s6adZHbeQhTXjl//rhFuGSd2dx7ciOANRd8wvfXDSQtg9a519833Ekuf0T183HdaFv6/oc0cHvU9Azox6/XD+UbbvzGNKpsU/wvH5+f47u2tQSKkUFMPkZvrr8avZ6kmlYO5UZdx5N1p58Pp2VyT/6tODIR/3LE4M6+EWIM99LMDVTkjhzQPQJzdlX8LGxMvK+dv6AkH3LSkNqkrtKih2ACwa14fzD24QVlOHo2KR22PKjujaNeWyrBjV5+bzg1CKB9MqoT6+M+r73o/tl+MpLQtfmdenavG6JjkkURKTcxI6ilJSEETw9WgR+AYXbRDSVyPv43JAU4ogfHbEUVi9X4I7ckawBEN6PJxw3H3cIlzU/DF7oSOcG/tTyyRQjeKgr1r5EZx/aCubFP+TD2jWACDnQzh3Ymo0793PuwNYc2jadY575k3aNanH90Z18iciPrLmBQ5ody6FtG3Bq35bsyS/yrflffGQ76tVI9mWdBXjvksOsA/Ny4ZPzoHlvvFGgwb+irx7RMey4ujSrQxd7e4QF9x7Ljt35tG/smBhnvQUTHiYNQ9pwX9QjDWun+hyAqyJul+B2WRPD9/8aTI2U6jdJiAhVONmuoijVjOrh1RoHo7o3CXgfTvD8nXZRxOOvS/oyYl1YIn2TT3ku4iHG/nd0ygxWPBA58qJXRn3/Mkm2P3/PzDtG8s86/oysHRwT/3kDWzPu38O45Mh2TLv9KK4Y1p7Hz+gV0O+nVwyKeM6HT+vJu7ZAaV7figI6+9BWAVsAfOC5lTpplg9K07ppAedPdrs4+9DW4X/Ne+y0+TvXceWwDhzaNrJlJRp105IDxQ5Akb0hZ2HoJolefrh2MH/dNrJU5zwQ9GhZL+BeKoqiKCUnYSw8riABUuG/LCWClvztP+HLgbcuOpS2u+eS/sOz8FcU58EIfbsERmYAXqPS0u99dQ/Zmwn+xw5lvv14K4R5174CK8doCaidmhTikFleVMTGj7Ho3qJe7EbBTHkefrsbblsPaTGO93isD5yaMxRFUSqNhLHwBFt0pML3vyr55Na3dQPSsf1hdkfZX2fzPNg4O7TceOjv2BmbzOj+OABjh5ZuWSei2CmLE7wn8h4+cbFmEqyfBsVFsduWldnvWM97tlvXHO2c96fD9zf432+YCSt+D982ew3kRd4GQFEURSkdCSR4or8vd3auid0mmL9/9L92WGdC+O0/8N8wSzCeYkqcbnDHythtSkIkwTPlefj22tDyjXPgcTvbaoEjj4nHA4UlzHT97knw1nHwQBiH4EUlXJKMhdfKZjww47/WOXdvjdx+9tv+128eDR/Y+xQW5Qfes+f7hP/bKoqiKGUiYQRP+eQdLgGTnir5MXPe809+e+PaCy30+PkfxW7nZEnwFjBxsH8n7A3eUsXGRLCc/XY3zHk3sGzLotAlvgeaWNfxzdXwUFOY57ie/D2WRaU05Gywji8vvBYu44EFH1uvd5UwOWJRPjzYBH6/J7A8qxxE6LZlMDdsVnrrb/fVlVAQ2a9JURSlulEmwSMiZ4rIYhHxiMgAR/kxIjJbRBbazyMddRNE5G/HZmhNwvdezpjgJa2KFkCV4K/x5+Mln3TjvQ25m2HJNzDuAXi+HzxhL4WFiIgS3NdXj4S1kwLLivPh23/BfDvvz9dX+uteGQRPdrSiukpq/YHIYqyk5OVYos/qlFL/rcc/aD1Pf61kx+3fFbvNywMt0RiOcfdZwnjBJyU7r6IoykFMWZ2WFwGjsbZod7IDONneMr4H8AvQ0lF/njGm9FkES0XgRNyuYU3YVYGnazs4dDKPhw2x/W5KjTHwREeo3xraDYF6rQLHeG8U59unIzgTe4J8V8ItaRXuD6xf+DkcUvIkej4x92grSG8H182DFwZAam0YOyGwbfYa+P1eaFJOm54WF4Hb/u/yVFcotLdIKNwPu7z7q5VQRP/1vH1YCY5bNR7ePw3O/wo6lHLpy+f0fnAkHVUqkdxNUKe5Otwr1YIyWXiMMUuNMX+HKZ9rb+sOsBhIE5GS51MvT4ImlT4ZpYjMKQmdSrGh34bpsPDT8h+LF08x7NsBm+ZY4fE/3gRrJpa+v9/vhceCNgz87e5QB16nRWLdX/DlZfDLHaU/L/h9pLJWwKYwW328fyos+TooDYDjM5C/B946HnasiH2urYstH51ldsbIQsd+UP8dAXvjXGb78orw5eEsTx5PeEfo9faeXuunhe8raxVsXRJ9HE7/I+XgYfvfsPS7A3e+jbPh6a4w9/0Dd05FqUAOhA/P6cBcY4wzl//b9nLW3RIltllExorILBGZtX17KX03IlINl7QONJOfCS2b/ios/8l6XZRv+ZE4/8T59n5G0aLQ4uX14f7XeYH7JLFzrfXszL/jFL2rxsH6v6zlneIieKKTZXkyxhJoaybBOydZy1evHGEd43QqD4e3f4/HspbdWw82zfPXL/jYEiTBeArh5yAB+NE5lsha8yesHGdljAa/WJn4mOUDFcwL/aylv2D2bPNbyLx9eFTwHFS8dBh88n8H7nzbl1vPaydHb6coBwkxBY+I/C4ii8I8Tonj2O7AY4Dzp+15xpiewBD7cX6k440xrxtjBhhjBjRu3DhSszgJEjjblpWxvxhEysNTWbw6JNAfpiIpsrXthEcsP5Jljoiz8Q9Zz8FLYaXBadmZ9nLs9rkbw4e+5+VYTuI/3mSJuMfawLsnW8t9TguRdwKIhXGc4/VhgXUv9At/zLSXAt+v+MV6fvdk+N9o+MP293F+rv54OL7xADzZCZ7tGdRHFNE//TVY9mOgSFz+K0x/PfIxm+fD5gWBZa8Ohh9uim+Mu7fCvvh2LFcOAD7HfF36VKoHMWdlY8zRxpgeYR7fRDtORDKAr4ALjDG+n7XGmI32827gQ+Cwsl1CnAT/p922uGLPV9XWvLcsgIWfHZhzTX3Jsm7s3mK9/+Hf/rqtC63nlRHy0IQjZ6NfREViwiOx+3nlCKtdYZ5fLGSthk8vsF4bj0Oc2Z8XZ7Rd5ozoQvnvHy1rUWkniI/Pi1zntVg5P1YFeyxB9mAz6/3sd4OPioAjwgys+xHsBP7TLfDxGEuwgBUd9+GZ8NPN/jar/ghcYnltKLw2JLCfLQth5n/jG9ZTnf0pCg5GVo6zHPpjfVYPFuJd+tyxAnIyK348ilJGKiTTsojUx9oi83ZjzBRHeRJQ3xizQ0SSgZOAEsx8ZeEA/0qpahaeA8mmOdZzpND1kvJMt/LpB6xJKaU2bLeFi1P4GhP775azIXLdlGetye6Y+0s3tmVRci8t+QYyZ1ti0su+LH9Yf1E+fBcmz1Ew3qzP4BdmD9mbb94bJuHh1kXWMT/d4i9b+h10Pdnykwp3nMdj7dYbbO2paPZstxzYk2uUb7/P94PiArghzBKik59usbZ62bUeGnUq3zFUCl51HeO780U7QDfc50dRqhBlDUs/TUQygUHADyJi2+G5BugI3B0Ufp4K/CIiC7C2tdwIxPnzr4wcaLNsIgseLyt/q+wRhLJpDhRFCGnPz439d4uVDXr6K/DFpaUbWyzeGOkIh8cSI16mvRJfHxMeIepE5imGX+8KLHt9qOVn5GX6azD/Y//7JztbDuxevFaxYGtPvKwcZ4/F4bi9dXFsy8mTHeH90f73+btL7qdUVGBZJ52WvexV0YVuefDz7bBuaumOLS4sY4ZzD3x+qd8hHqzoQ69zfrCFJ39PbJeAleOsFBaKUoUoa5TWV8aYDGNMqjGmqTHmOLv8QWNMLWNMH8djmzFmrzGmvzGmlzGmuzHmOmNMjBnkYKWKLWkp8bFhevT6SGLJydJvy2csJSE4eaGX4Ilwxa9+URfuWlb9AX+9EFi2ZWHg0tXaSfCVwy1vz9ZAB/ZYzt2x+J8tWt4eZTlub1loLUf+aPsCZa+xhNC+bMsJ/N568Ie9pLn+L+t5XzY8kmHlpioJ3kk+yia/LP7KWr6LJTL277TGNvONyG1Wjbecz6e9bF1vOOZ/HJjvyim69++CBxrB5Kcjn8MY634EJ5r0OrLn7YJFn1uZypfYngovHw7fXec/3smnF1h5nqKJ//+NhklPRq5XlEogccwQB9rCsyMkWl+pKsQSNdH47MLyG8eB4L76VvZqL0X5fgfpcfdbeVa8PN4+PufveHgiaEnHeZ548f6dvH5E66db/Tzfx1rKe6G/3wl8yrOBx+6xt/mY8Gjk/pf9GBo1553EPcWRk3h+drHloB084XszZP9tRynusq1CsxzbihQVwOKvrfM+08PKqfTqkYH9ZM62hNLm+TDnfUtc/uhw/C4u8J97j52Rfd6HVt/fXms5fxfmWZF/eTlW28fbwdQXIXu1lckcAh3Zvf1+egFsW+r3GQNCLIHeqK2CUmYun/UWrJ0Su52ilDOJI3gONNF+1SmVy6oSbg9/sFPsWAravjSwzhnmvC/LCtcvK5vmhG6N8nTXyNmx83eHpjgIOyEaa4xg5Y/aHyWiy7cMY2BJBIvbx2NCo+a8GcQL9lhiwOt4HzwOsDbxvbcezP/ELzwAltsr+17jtXOZ9MHGlmh+oV/kZTKvhXDl7/DtNdZr55Yxrw6G+xv4BZWXv3+0tm95qrNl8Zn2Enx/I+ywowuNgfdOtTKZR8tUHtyv88fiprn+z9N7QYG6r4+wIvLWxEi4+v0N8M4J0dsoSgWQQIJHQysVJYSNsw/cuYoj+OCMuz/QBwjCT4g7HGkBollsczYG+p0s+cZazsmNkPspc7bV37snh9ZFc7z/6Bzr+aux8FQXf7k35YJ3DC43/O90+OXOyH058QqlnI3h672WpGd7ODbclcDI0ImPWc+LPnfkZTL+6/FlBw/DjqD0C8Zj+QkV7ofPLvKXByf83DTHishzWvPyci1RGG0zZEU5QCSO4NFcEopSuUx/3VpS++hc2DjHXz4jSm6fYN442nrODQ6Ddkz2z3QLFDyLPoeHm1vbo0x8IkyfI+GdE60kjyFjfjXwvXP7FWeGbef5Nkyz2nl3vd+bZVlrpr4Y8bL8/Ri/o/WsN2O3d1rGxB27b5fd5ovLHOMNWuIt2Bv4ftn3lp/QQ82ClrqwrFvBfDXW/9obDflJlJQLVQQRaSoiH4rIansPyKkicppdN1xEvg9q/46InOF431hECkUkQkr1iOcdKiJzRKQoqL829jjm2XtWhk2kJiKpIvKJiKwUkeki0tZRd6GIrLAfYdfj7etYY59nvogc5aibICLrnQmCReRrEdljv3aJyPN2br6FIjJTROLKLSEiN4rIEhFZICLjRKRNhHZn220Wi8jjjvKI1x2JxBE8auFRlMrljwctwfL3D9aWHKXB62idFyMEOlLuGG8Cx2DWRfApcW6rsGVh9HNGIqcEG/reVz80CWU0vM7kWXFskTLxUX+mc6d/kjMiDWBCCRJaei1JkUhK878OdpquQtgT+tfAn8aY9saY/sA5QEYJujkTmAaMKeHp1wMXYeWlc7IZOMIY0wcYCNwmIi3CHH8psNMY0xF4BivZLyLSALjHPvYw4B4RSY8whpvt81wPBKl8dgFH2n3WB5o76s4GWgC97ITCpxH/LpVzgQHGmF7A50BIhIGINASeAI4yxnQHmjoEWdjrjkbiCB618ChK5bPFkZvnlcGlD8UOJljgRPv/vn9X6ZIDep2nqyo/3Rp/27xd/teZM0t/ztwIy25enKkJVv8RWLfur9Kft/wZCRQYY3yTvTFmnTHmhSjHBDMG+DeQISItYzV2nGetMWYB4AkqL3BsyZRK5Pn6FMCbdfRz4ChbwB0H/GaMyTbG7AR+AyKEAvqYSuBG3wAfY4k/sDYL/9JR1xzYbIz1H9AYk2mfKybGmD+MMV4VPI3w4rI9sNwY4zWn/o61XRVEvu6IJI7gUQuPolQtti6MHIpdUoL9gwqjWBMeawMPNolcf7ASssx3AIgnTYOXYEf04KWzyqU7MCdGmyGOvHLzgH94K0SkFdDMGDMD+BTL8uGt+8R5nONxQaxBiUgrO2/dBuAxx6bcTlra9RhjioAcoKGz3CaTUDETzCgsS5eTccBQEXFjCR/nOuanwMn29TwlIn0dYy/JdV8K/BSmfCVwiIi0tRMXnwq0inHdEamQTMtVErXwKEri8OPNsdsoB5ZpL8Eox3JZFU7OKiIvAYOxrD6H2sWTjDEnOdq84zjkHKzJHyyLyJvA0wDGmLMpJcaYDUAveynraxH53BizNXi44Q6NUh6OJ2z/mCbA4UF1xcBkLBFXwxiz1mtIMcZkikgXLAvZSGCciJxpjBkX73WLyP8BA4BhwXXGmJ0ichWWyPIAf2FZfSjh9QGJJHgURUkcti2p7BEo4djiyA7uiuFkfWBZjH+pBGPM1SLSCJgV5/FjsPxLvN7ZLUSkkzFmhYh8AnQJc8zTxpj34uncGLNJRBZjbbj9eVB1JpbVI9O2gtQDsu3y4Y52GcCECKe4GWup6lqsZaL+QfUfY+2NeW+YseVjWWd+EpGtWFaYcfFct4gcDdwJDHMs3wX3/x3wnd1+LJYAi3bdEam6ErvcUQuPoihKpeJMsuiqUr+3xwNptjXBS814DrQtHLWMMS2NMW2NMW2BR7D9XowxZwftOuB9RBU7IpIhIjXs1+lYjsPhMtp+C3gjsM4AxhtjDPALcKyIpNvHH2uXhcX2w3kOcInIcUHVk+xr+shZKCL9vI7UIuICegHr4rlue/nrNeAfxpigxF0B52jiuAf/BLxJ7iJdd0QSR/DokpaiKErVYWeUXEAHGHuiPBUYZodoz8CydMTjCT4Gy/rh5AvijNYSkUPF2pPyTOA125ID0BWYLiLzgYnAk8aYhfYx94uI14foTaChiKwEbgRus68pG3gAmGk/7rfLImLfhweBW4LLjTFPGmOCE1M1Ab4TkUXAAqAIiCP/AmBFX9UGPrN9e3wZQm0fKS/PicgSYArwqDHGmygq7HVHQ2IIoirDgAEDzKxZ8VoXw5CTCc90L78BKYqiKKVn4JVwfMxI4qiIyGxjzIByGpFSzVELj6IoiqIo1Z7EETzqw6MoiqIoCUviCB618CiKosRHlxMr/hydyykHk6LESeIIHkVRlIORobfEblMaDhsbuW5M8C4HwFnvh5aVhXol2bVBUcpOAgketfAc9HQKjpRUlGpA0x5w0jOBZc16Ws+3Z0LTbqXr9+6syHV1M+DI6wPLLg5KdNv3/wLfd/sH5UqtRuXbn6LEIHEEjy5pHfxE+0WqVB7nfhq7TXVj+O3QrFf59DV2Igy4xP/+7h1w5WS4NwdS60BxkVXe8Zjwxw+6BlLrhpa7I+S5OfI6uHEx1HPsMnD6m9DmiMB2NcNk6R/zMYx6DOo7NrZ2bhAaL2e8BTUi7WOpKBVD4ggetfAc/HgKK3sEBx/XLYjdJl6OvC58eefjoHmfAzMGsCbnA0G0CXn4bX5BMOIuuMmxW/mhl4W2H3RN5L6CMw67kwPfZ9hJbwdeGfl45w+6DiMtsRSJcOKo5xmhZcPvCC3rcjwcfiW4U/xlSWnQJ8ga1Pl4uOAbOP4Jf9nR98Fd2+DsD6D76MjjU5QKInEEj1p4Dn52ra/sEQQSbkKoajgnprJy1D2hZd6JNXi3ciepdUp3vmtmQ/+Lggol/OTspMsJpTsfQLdT4Pyv4V9zwBN0TSGizv5OadkPajeBridb70c9Fio4Iomne3Mg+gbP0KC91a7T0f6yKx0bcbqSYMDF1ut2w+DMd/11F/9kWZAGOhIIBy8l1Y3gS5OcBodfbb0++4OgSvva2w21vltTa8N/dkJHe4wuN7QfDgPHwqW/wwlPwuDrISkVup4U+5oVpQJIHMGjHPzs3lzZI/AjbuuXbrzcHZygNIgBl0JyrbKNCazIlwu+KXs/9+wKfN+gffS9jyL9oBh8g3/Jo/WgwLp6rf2vb10Hvc8NrG/UMbTfuyJmoPfTYaR1v8dO8PvCOLnwO7gmQhLTNkdChxHQsINfxF01FS7+GQZeEdjWOzbv5H32/yxhEm4pqTz3jWrcFZo6kqj2/T845n7r3lz4LaQ5LDhtjoAWffxjbNAe+p7vr792Hlw1OfK5jrrb8i86JELU1olP49un0uWCo/5jlbcd4m/T6lA47PL4r09RKojEETxq4Tn4adChskcQiHcij7TUA9CirzUJxto36KSn4eRn4ztvu5BNhf2c+4n1y9pLcgn8K5o4JtGQX+AxfpF3PyVCn90gpaa1rHXBN5YICddljfpw2itWeyfeif28L+COzZAUw2LV6xxrQncnW/f+oh8sS5EzzLrdUGjUCQ7/Z+jxKQ7R2cfeGaBhB2gzyBILAXi/U+KwVjh3Bu93gT3WoM2ke53ttxJF4roFcOmvgX+fBu2t90mpkY/re741hvO/ChRfDdqFWp+a9vC/Tq5h+RcFfx6811CrsfXd6q1v3huunRsqDhWlCpA4gkepeCKZxiubf04LnHDipU6LyHXeCeaubZZvQiS8osg7ITQKs3nwf3bGN55GXeC016xf8fESbiklkpPxpb9G7qfH6ZHrAIbcBLdtCFNhX3d6G+t+tegbWudkzEfQ8yy44k/r/WFj4bLx1nJOimMvx/R21vOF30O/C/3lo18LFHlp9SxL0akvwUnPwh2b/HWjHvG/7j0m8Blg1KNWlJRXSLQ+HMZ8AlfP8Ne3GQytBoa57iCcDsCNulgi7JSXA9uMft2yEkUjvU2gBSdemnaDe3ZCetvo7e7O8t/7aBxxLfwn2xKqmMD/X14BpihVjAQSPGrhqXCOvLbi+u58vP9140PiP65pD2jStXTnTK0Nl4+3InIikZQa+ct96C2BDraXjYNLfg5t57L/G4azQnojc1oOgGtmQO9zAusPvRz+8ULk8YWjc4Tw/pRacMsauGllYPnwO8LfA6dzrkjgROydWMPdm2h+Relt4fT/WpYC7/Fep10nl/5mCY62g+Efz1vRQ07H4WBqpFt+LikRlg1Pe9W2xDmsHy53qP9Rl1HQ2BatTbvDxT8ECjEnNyz2vz7kRP/yWq1GlgiLFEUVL51HlX9uHHdSfMtvIv52Ay4JXa5UlCpIGf/HHUToklbFE2vZJhKDroGpMTbYdfoQtBwA25cF1jdoD8c8AF//E/LDRKiIK9CxdshNMOnJ0HYnPw91msOHZ1rm+pb9rc/OBNsa0PFoWPl7fNc68s7A9xml2ONwzMdQtB/cQcsVZ71nWY+84uXbfwXVvw+F+8J0GCRAjnsEFn8JmTOtSaxmA3/dLWtg0lMw7JZQ4RItCggsS87OteHrrpwCG6bBrLdgVyl3zK7dGA53OOJ2OT5y28qiXob1OfEUWc9jJ8KSb6D7aeXT/7mflE8/ZeXYByp7BIoSF2rhUUqHKzm0rLRm7CPCWIaOexhaO/KCiBD1b3jtXCv6I2KboLEddXf4Zv0vhMadrdfdTg2sa9kfznzHel1aceckJTh6KczY3UmWlSHYd6XbKZEtNWAliQu2Bl0zC/79t/X69DetX+aHjbX8OsI58dZsAMc9VLq/a7BDr5PGnS0fkHPsbL5p9Uve/8GCd6lH3JZFpMdoXe5RlEpCLTxVgcE3wqpxsHl+ZY8kflzuMHlxSvlF7pwA+l0Ac96znDdXT4jQPuh9uEicsowpvS3ctj40X4kxkFzTOt+w20rebzA3rySqiDu0HCNbGnWxHHW99DzDH97trlOy0PFo+Wku/smykC37HpZ8Hd1npG4LuH1j+UYwVTUaHwJbFlTva1SUg4TEETxV2cLTrAesGl/Zoygh5fgr1enweNJzMOJOqNMsvmMv+RWax5Hx1hRHrrv4Z3g7aCPDtHrh27rcVhbcYE5/E7641P++YafQNl7OfNeyFgVHUAWL8tIsgYXjjk3lY5ECuHVteOueF2+23kHXQKdj/f4ukUitXT7jKi0X/QjZqyuu//O/gk3zokdQKYpyQEicJa2qbOExhiojyLzOotG4Y5MVrhpMuEionmfFcVKHeHK5Iogdsaw+LfrCkH/7i1sPDBxLpL9zq8NDy5JqWE7NbQZZETznfBT+2EadLcEwPIpVJ1YyPCfdT4X6rSLXN+sJdVv6k7iVlZRa5Tfh1kiPT6SIxBY7VYG2R0K/82O3Ky21GgUmDFQUpdJIHMGze1PsNqWlXpTJqyoy+o3Iv/iTwgiZYFJqhZroB98IDTsGlg25yYqiCab/xUHnTLGy06ZGsKp4qZFu5XEJyYfiIHiS7W+HLJ/7ieU06uSOTXDFJOv1gIvhkAgZetPqwn+yovvMgBVSXJZcQV7B2KwX3LhEN1dUFEUpRxJH8FSkf4zTItGiX3zHuJKhq737sDHhLRMpcfySPunZ+KwyToL36nHSy2GRibYpZLB/ydCbQtvUDcpj47X2OEXJVVMt/5HDr4Tbo2wdEe+O0bWbBL73ZnhNq2tlnHXicvlDwsuDridby121mgTmeImX7qdZ9/UYjXpRFEUpbxJH8FQojiWZ2k3jP8yXjyTSklYcfjIDLo4vUVhAtxJeYKW38+/anFbfsmgceX34PobdYm0/IF5Lj4QudYgEOiQ7Q569RBMyXsF09v+CEtZFobKXLlNqws0roFOEna2jkZQCJz4JtcLsUh2LJt2jb1CpKIqS4CSO03JFToSlCjN1pGM3JoLeCdKj3U6x8nhUFC63NaYLvg1dngoZm/eajf/YklqaYnHcI1Ym23Dp9q+cAnlhcsEM+bcV3VW0v3zHUtX551+VPQJFUZQqjVp4yoU4BM+lv0c5LoIYC3aS9fqujIyQQ6YkRBMn7YdBvZbx9eNN5ucVZ85NAyPdl3jFZ0pN6HVm+LpmPSyH02BaHQp3bYmvf0VRFCVhSBwLT0VGQQVYeCJFCR0aWtbA3g+oVqPQ47yZbH9xpPSPlsytJLiS4PwvYdNceD9G1td4z+Vd2goO53Y6RweLo8pg9BsV68CuKIqiVEnUwhONDkfF2bCUAmToLdZmhB2PjtPqUYLdmSFyNFNSmhXx5LXGxLP5YSS8kVXhhFGDdoHiprjAPn+MHa8rkl5nRt/dXFEURamWJKbgiXeju2MfDL+7dTABk32cYsQYa9uALt6EdxEEjzdSatSj/j144t03qG5LayuB/hcFlrcfYT27k+Hm1XDyc/4xBRPLCfvycXDiU6GCZ+gt0H64lXzOS3GR9RwtcZ2iKIqiVAAJtKTlINKOySHESAh47meWaPnTuQllOS+ddT4ucKPGWJs2OmnQ3gqZP/k5mP2Ov9wZil2rIezPjtzHYWOtzTJXhvNBwtquoFGYrMLe7Mc1G1hZiOd9CDXqW2XRtiZQFEVRlAogcQRPaXRItGWmmg2hs229mPS0v7y0iefKGkXW4SjLotJ2MPzXtuA48+BcPRNeCuNHFAuXG3qcEVnwxIN336bC/Vb0l3Pnc0VRFEU5ACSO4AmgBD43JREiR15v7QM17aUSj6jMjrznf2k9G2NZdrJXW746Xhp3trIhz3oz3MnLdu54Sa5h5Q0Ca7lw57qKO9flf8De7RXXv6IoinJQkUCC5wBEaXUYUQKH3KDxnP0+zPgvTH+l7GP55zSY/CwcflVg3dH3WI/S9BkvI+6ArJXQbmj0dkf8q+TjKAkt48x4rSiKoiQEiee0PPTmEkzgJnRH67B4Ewh6AotPeDK0KVhZcUf/N7CsYQc4/tE4xxWDpFQYfmvF7NA88Kro9U27w9XTI+82riiKoiiVQOIIntL6yJz9QYQKh2jyRk2ltw1scljQflNe/vlXyXbXrmxaDrCex3xSfqJMURRFUQ4gCbSk5UUoUeh4epvY7QZeCb3O9u8V1aADZK8q9QgrjwiisFHHkkWHKYqiKEoVI4EETxxZitsOgew1kJsZeEw4nP2IBG6MOXYC5OeWdqCKoiiKopQziSN4jCNLcZOusOKX0Dbnf2VlA364RWhdMMk1I9el1bUepeH6RVb4dixG3gVrp5TuHIqiKIqSYCSOD4/TWjPyLv/rmo38r737QfkLwneVUgcu+Lq8BhZI/VZWCHksht5ccWNQFEVRlGpGAgkeGxFrSwUv9TKs58v/sDMQBy1VhWP0a5H3qVIURVEUpcqRgEtaMYhnX6zSZgo++wPI21W6YyuSsu6+riiKoihVnMQRPD6CJ/dgIVSBk3/Xkyqub0VRFEVRIpJAS1oxLDxeK0dw9BVYjsRXTq6YYVUFvA7YjQ+p3HEoiqIoSgWROBaew8bCur9gwCUxGjoFj60H67cCWlXUyCqfus3hgm+gZf/KHomiKIqiVAiJI3hqN4GLfyzZMYlk8Wg/vLJHoCiKoigVRgItaUXAlRz4PtySlpfjHoamPSt+TIqiKIqilCuJY+GJxBlvwcz/QrPedkEUp+VBV1sPRVEURVEOKlTwpLeBYx/0v9cQbUVRFEWpduiSVggqeBRFURSluqGCJxi18CiKoihKtSNxl7ROe93aRFRRFEVRlGpP4gqe3meHL1cLj6IoiqJUO3RJS1EURVGUao8KHkVRFEVRqj2Ju6R1oLhmFiTXqOxRKIqiKEpCo4KnomnUqbJHoCiKoigJjy5pKYqiKIpS7VELTzia9YSBV1X2KBRFURRFKSdU8ITjysmVPQJFURRFUcoRXdJSFEVRFKXao4JHURRFUZRqjwoeRVEURVGqPSp4FEVRFEWp9qjgURRFURSl2lMmwSMiZ4rIYhHxiMgAR3lbEdkvIvPsx6uOuv4islBEVorI8yK6W6eiKIqiKBVLWS08i4DRwJ9h6lYZY/rYjysd5a8AY4FO9mNUGcegKIqiKIoSlTIJHmPMUmPM3/G2F5HmQF1jzFRjjAHeA04tyxgURVEURVFiUZE+PO1EZK6ITBSRIXZZSyDT0SbTLguLiIwVkVkiMmv79u0VOFRFURRFUaozMTMti8jvQLMwVXcaY76JcNhmoLUxJktE+gNfi0h3IJy/jol0bmPM68DrAAMGDIjYTlEURVEUJRoxBY8x5uiSdmqMyQfy7dezRWQV0BnLopPhaJoBbCpp/4qiKIqiKCWhQpa0RKSxiLjt1+2xnJNXG2M2A7tF5HA7OusCIJKVSFEURVEUpVwoa1j6aSKSCQwCfhCRX+yqocACEZkPfA5caYzJtuuuAt4AVgKrgJ/KMgZFURRFUZRYiBUsVfUZMGCAmTVrVmUPQ1EURakiiMhsY8yA2C0VRTMtK4qiKIqSAKjgURRFURSl2qOCR1EURVGUao8KHkVRFEVRqj0qeBRFURRFqfao4FEURVEUpdqjgkdRFEVRlGqPCh5FURRFUao9KngURVEURan2qOBRFEVRFKXao4JHURRFUZRqjwoeRVEURVGqPSp4FEVRFEWp9qjgURRFURSl2iPGmMoeQ1yIyHZgXRm7aQTsKIfhVEf03kRG70109P5ERu9NZMrj3rQxxjQuj8Eo1Z+DRvCUByIyyxgzoLLHURXRexMZvTfR0fsTGb03kdF7oxxodElLURRFUZRqjwoeRVEURVGqPYkmeF6v7AFUYfTeREbvTXT0/kRG701k9N4oB5SE8uFRFEVRFCUxSTQLj6IoiqIoCYgKHkVRFEVRqj3VWvCIyFoRWSgi80Rkll3WQER+E5EV9nN6ZY+zMhCR+iLyuYgsE5GlIjJI7w2ISBf78+J95IrI9XpvLETkBhFZLCKLROQjEUnTe2MhItfZ92WxiFxvlyXkvRGRt0Rkm4gscpRFvBcicruIrBSRv0XkuMoZtVLdqdaCx2aEMaaPI9/DbcA4Y0wnYJz9PhF5DvjZGHMI0BtYit4bjDF/25+XPkB/YB/wFXpvEJGWwLXAAGNMD8ANnIPeG0SkB3A5cBjW/6eTRKQTiXtv3gFGBZWFvRci0g3rc9TdPuZlEXEfuKEqiUIiCJ5gTgHetV+/C5xaeUOpHESkLjAUeBPAGFNgjNmF3ptgjgJWGWPWoffGSxJQQ0SSgJrAJvTeAHQFphlj9hljioCJwGkk6L0xxvwJZAcVR7oXpwAfG2PyjTFrgJVYwlFRypXqLngM8KuIzBaRsXZZU2PMZgD7uUmlja7yaA9sB94Wkbki8oaI1ELvTTDnAB/ZrxP+3hhjNgJPAuuBzUCOMeZX9N4ALAKGikhDEakJnAC0Qu+Nk0j3oiWwwdEu0y5TlHKlugueI40x/YDjgatFZGhlD6iKkAT0A14xxvQF9pI4pva4EJEU4B/AZ5U9lqqC7XNxCtAOaAHUEpH/q9xRVQ2MMUuBx4DfgJ+B+UBRpQ7q4EHClGm+FKXcqdaCxxizyX7ehuWHcRiwVUSaA9jP2ypvhJVGJpBpjJluv/8cSwDpvfFzPDDHGLPVfq/3Bo4G1hhjthtjCoEvgSPQewOAMeZNY0w/Y8xQrOWcFei9cRLpXmRiWcO8ZGAtlSpKuVJtBY+I1BKROt7XwLFYZudvgQvtZhcC31TOCCsPY8wWYIOIdLGLjgKWoPfGyRj8y1mg9waspazDRaSmiAjW52Ypem8AEJEm9nNrYDTW50fvjZ9I9+Jb4BwRSRWRdkAnYEYljE+p5lTbTMsi0h7LqgPWEs6HxpiHRKQh8CnQGusL/ExjTLBzXbVHRPoAbwApwGrgYiwBrPfG8sHYALQ3xuTYZfq5AUTkPuBsrOWaucBlQG303iAik4CGQCFwozFmXKJ+bkTkI2A40AjYCtwDfE2EeyEidwKXYH2urjfG/HTgR61Ud6qt4FEURVEURfFSbZe0FEVRFEVRvKjgURRFURSl2qOCR1EURVGUao8KHkVRFEVRqj0qeBRFURRFqfao4FEURVEUpdqjgkdRFEVRlGrP/wODKBS1AH4ZUQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "day_step.plot_resids()" ] }, { "cell_type": "markdown", "id": "russian-scanning", "metadata": {}, "source": [ "You can look at the underlying structure more closely by plotting at a lower frequency resolution:" ] }, { "cell_type": "code", "execution_count": 113, "id": "affiliated-polymer", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:06:02.819741Z", "start_time": "2021-03-25T22:06:02.281819Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/data4/smurray/Projects/radio/EOR/Edges/edges-analysis/src/edges_analysis/analysis/tools.py:843: RuntimeWarning: Mean of empty slice\n", " params_out[i] = np.nanmean(these_params, axis=0)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 113, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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nwAqbgyfnpXHv55sOy11593q+pGwOFze9t7bDTSW55bUkR1hJCA0g6yADzz9/3IG/xcS1J/VsmJYSYSWnrBZHk+NftqeYYD+jyetgRwtV2By8u3wfP6cVtPr+/7A1H7eG80Y0/06rb95pqx9Prqczd3yoP72ig9hbXI3d6SbNE3gSwwKICfZj9b5Sskpr6eFp4mxNcoSVqQNi2Jxdzsl9o/jj6f05Z3gCv+4spMzzOessp8tNlddnZ3NWOYt3FXHXtL6MSA7j5V92symrHF+zidSoA4FsRHIY5bUOJveP5j9XjiY2xE8CTwsqbY5mn9/fmv8u2cuW7Ar+dt7gVr/H6tXfKHPB8dusNRhY184yJ3s3uwDn1s9QSiUDcVrrVRhBYabXvE+aNNfU/7uqhX1cB8xtYXoiXoHD83Oi17xMAK21EygHGlc9e/E0CU0Fvm0y62NgllIqCXAB3ldMzwELlFJzlVK/92oO69/KsW2oX+YgzMQr8Hj28wNQAFRihLqDcsQCj1LqaaVUmqdd8ivvg1dK3e9pb9yhlDrjSJWhPRW1xhd6W3cB7hcXzM6CShbtLOT6k3s1u4vumNRw9pfUNNw3xe3WbMwsa+jPADTUTng/N6mk2nhkReuBx0puha1RX5TSajt//Gwjl/13Ja8s3NPQ56OpJbuKcLk1RVV2/rt4b6vH1lH1NU3/mjmSnQWV3PfF5narpus75iaE+pMU3nITVHvW7y9lzuY8bpjUi+jgA1eNKZGBuPWBpqF6y/YUMb5XBCOSw9h4kIHnmw052BzGieh/rYyum7cll17RgfSNCWo2LzUqEF+zqZ3AY8NiUkQF+dErKhC7082S3YXUOd0MSghBKcXIlDAWbM/H6dbtBh6AP5zWn3OHJ/DCrJGYTYpzhyfgcGnmbslrWMbt1p5mvwpWpBe3Glx35lcy48UlnPjEzw03OXz11z0E+1m4YkIP7pral+yyWj5atZ8+MUGNbulw0egkLhyZyIuzR2IxmzipTxTLdhcd03sFHW155Tb+vXB3ix22t+aU84dPNzDq0fk88u3WFtY+8tZmlLB4V2Gnm5cW7ijg2R938MPWPNbsK+G5+Ts5Y3AsZ3pGKbYlKdzKgLhgfj5Mtc5HmlLqZU+/Ee+q3sX1zS6ephfvwDCLAzUiH+PVrKW1num9nte/d5vs8wpgDPB0S0VqYZruwDxvAZ6gVgxEAPObzJ8HnOYp+yeNNqb1W8BA4DNgMrBCKeWntd7RyrGN0FqXtVCGNimlxgM1WustTfZ/BkYtkx9GbdxBOZI1PPOBIZ52yZ3A/QBKqUEYH47BGG2Q/z6UTkiHov4+NyEBrT9ho39sMFpDaIAPV0xo3pdsbGoEcKAfz97iaipsTkYkhzYsU/9oivpQBFBSbey7rcCj9YHOvgWVNk7/1yK+Wp/NhSONYN/0Lr31fkkrIMTfwumDYnlt0R6Kqg7teWD7iqqJDPTl7GHx3HNaP77bmMOqvW2PuCiptlPndBMfGkBKhLXT9+LRWvPE3DSigny54eRejebVD033HsWWVVpDRnENJ/aOYkRyKHsKqw/qPkafrN7PwPgQRiSH8f2m5k1CpdV2VqSXMH1wXIv9anzMJnrHBLV5L57cchuxIf6YTYrentD0/UYjXA1KODDiqdru8hxv201a9eu9MHsk4Z7P0+CEEHpFB/KN58nymSU1THv2V8Y89hPT/7WYWa+t4KQnF/D8T7soq7HjcmvKa4zarXNeXEJhZR3RwX5c/eYqnp2/kzlbcrnihB6E+PswuX80w5JCsTnczW7YOSwpjGdnjiDYcxFxct8oSmscrYbzg7UgLb/R39PxwuisvY5/zNvByvTGT7Z/+oc0zn5hCfO25JEcbuXbDTlt9vWqZ3O42JFXSUm1vVMhpbzWwS9pBY3C5pp9Jcx+fSVXvrGKWa+t6NBtBGwOF498s4Vr3lrNCwt2c9N7a7n41eX4Wkw8et6QNh+v423KgBhW7yulvPa4vL/YVmBU/Qut9W0YtSDRHVx/NnCNUmofRhAarpTqCx2r4VFKTQMeAM7VWrf0hZ1F46auJA7UwGQByZ7tWIBQjD46TdV6gloPjKYh7z48aK3twFqMZrkvmq6stc7RWr+ptT4PcAJDjkANzyya1O547d+G8d6edxDbBY5g4NFa/+ipXoPG7ZLnAR9rreu01nuB3bTToelIqfD84QW3UcNTfwK65sRUgvyaB6PBCSFYfc2s9gSA+jvNjvB6VIW/j5kwq0+jB5G2V8NTf5Lb7xmpNWdTLoWVdXxy4wSeuGgoJmX0b2lKa83CnYWc3C+aP585AJvTzUsLWn+8RUfsLapuaLaob9LbnN32IwRyPf1UEsL8SYmwkl9R16Ev93oL0gpYtbeEu6b2bRj2Xa+le/Es222cXE7qE9Vwc8KOPInc25bscrZkVzBrbDIzhsWzNaeioTmv3vzt+bjcmjOHxLe6nQFxwe02acV7QnAvz/v647Z8fM0mekcbAWikVw1hR2p4mlJKcd7wRFbuLWH1vhJmvbaCoqo6HpoxiJcvG8XrV41hdI9wnvtpJ6Mf+4ne/zeH4X/7kYe/2coJvSOZd/ckvr7tJE7qE8ULP+/Cx2zid55mRaUUd07pC8AgT4fl1pzU26jdPJzNWt9tzOF3b6/hufk7D9s22/Pe8n08++OOdpd79dc9rMkoRSn4Oe1A802d08W7yzKYMiCG5X+eyqPnD6GqzsmCtPabeO7/cjNn/GsRox6dT/8H5/HAV+13n6i0ObjyjZVc+/ZqbnxvLeW1DvYWVXPDu2tIDAvgoRmD2F1QxQX/XsYZzy3i7o/X859f95DdpNZ0U1YZ57+8lHeWZ3DdxJ5sfOR0vrjlBB6eMYj/XjWGmJCWnzPYkqkDY3G5NYt2dm7ww1GyAPBXSt3iNa1Df3hKqf5AoNY6UWudqrVOBZ7AOHm3W8OjlBoJ/Acj7LT4gfD0galUSk3w9M+5CvjGM/tb4GrPzxcDC3QbyVhrXQ7cCfxRKdX05PcMcJ/WulFaV0pNr19WKRWH0WSWfThreJRSJowOyR97TQvy9F+qD3NnAWmd2a63o/Xw0N9xoIosESMA1fNuizyqKm31TVqtvw39YoN5/7rxjOsZ0eJ8i9nEqJRwvliXjcmkyC6tJdDXTJ8mzR1xIf7ktVDDExnYvIMfHDjJ1ddi/LS9gN7RgYzx1CglR1jZ00IHwK05FRRW1nFq/xh6RQcxc2wyH6zM4JoTUxv1teiMfcXVTOxjXOhEBfkRFeTX7r1m6pub4kMDGpqIskpr6BMT3NZqgNFk9H9fbaFnVGCjPlP1YoL98LWYGo3+WbaniKggX/rFBhHn+RLekFnGSV6dnVtS53Q1dEL/aNV+/Cwmzh+RSI3DyWP/286czbncdmofr7LlkRQewJDE1k/0/eOC+Wp9NuU1DkKtzcN0brmNYUlhgBF4w6w+lNU4GJIY0tA8NDQpFLNJYTaphuPprHNHJPDcTzuZ9doKgv0tfHjDBIYkHqh5PG1QLGl5FXyzIQcfs4nQAB+SwwM4bVBsw1X7G1eP4cUFu4kK9mvUrDh1YAzPzxrB5P5tP8Q0JsSffrFBLNlVxM2n9Ka4qo6r3lzFeSMSuHFS704f0+6CSu77wnjW2MIdhe0+wPdwKKux88TcNGrsLs4YEsfghNAWl9uUVcZz83cyY1g8lTYjzDw0YxBg9C+rrHNyxYQUQq0+TOgVSXSwH99syOasoa2H5205FXy1PpsLRiYyLCmUNftK+WDlfk4bFNvqe29zuLjh3TVszang8vEpfLI6k3NfMm4PoJTirWvGkhoVyMyxyby7fB9r9pWyam8JX2/I4Z8/7uCiUUmcMzyB95ZnMG9rHpGBvrx1zdiGfjije0QwukfL34dtGZEcRkSgLwvSCjhneEKn1z+StNZaKXU+8JxS6l6gEKgG7uvA6rOBr5pM+wLjxP1o88WbeRoIAj7zfJb3a63PBVBKbfDUygDcArwNBGD086nv6/MG8J5SajdGzc6s9naotV6vlNroWXax1/StNB6dVe904HmlVP1J7E9a67wWlmtGKfUP4DLAqpTKAv6rtf6LUupcjNFpD3sWnQRkaa3TvVYPBL5VSvkBZoxg+ioH6ZACj1LqJ6ClBtwHtNbfeJZ5AKP664P61VpYvsU0qpS6EWMYHikpzU98h+pAk1bbT/Ke2Lftk+ZfzxvMsz/u5IMV+7G73JzQK7LZE9JjQ/ybNGnV4e9javXJ0pGBvgT6mskorqG81sGK9GKu92ra6RUV2GKT1q+eq6dT+hkB5e6pffl2Qw7Xvr2aj26Y0OqT31tTY3eSX1FHz6gDFzsD4oLbfXxCbsNIJH+cnir1zJLaNgNPZkkNT/+wg2835jAkMYR/zRzZ4iM/TCZFsle/IK01S/cUc0LvKJRShFp96BUV2GY/HqfLzZNz03hr2T5OHxTLlSf04NsNOZw9NJ5Qqw+h+DCmRzjfbcxpCDyVNgdLdhVx1Qk92jzJ9vd0XE7Lq2B8k2Hr9X2bzhhs/B6UUvSKCmTd/rJGtSVWXwsD44OptbuajQTrqJ5RgYxKCWNvUTUfXD+hobbS24C4EAZMbz28Wcwmfn9av2bTlVItdtpuycQ+0by/MoOqOie3fbiOrTkV7MyvZOrA2IYarY6oqnNy03trsfqaueWU3jwzfydpeZUMbKeW6VC9uzyDGruLQF8zz83fyX+vHttsGZvDxd2fbCA62I+/nz+UbzZm8/A3W0kvrKJXdBA/bs0j0NfMiZ4aL7NJcc6wBN5fkUF5raPhlgtZpTUkhgU0fL6e+XEHIf4W/nLOYEKtPlw2PoVtuRX89bttnNA7siGse5fj9g/XsXJvCf+aOYLzRiRywchEbvtwHWU1Dj68YULDhU+Qn4VbJx8I81mlNby2yLhL8serMwnys/D7af343cTUNmvBO8psUpw2MJZvNmbzpzP6kxAWcMjbPJw8tSgthgWt9UJgYZNp13h+bNaJVmu9CRjUwf1Oa2PeCK+f12AMzW66jI0ODNXWWgc1eX2O18uWtvs2RsBCa/0H4A/t7aOV/d4L3NvC9G/x6gfleY8nNFkmH2j+B3eQDqlJS2s9TWs9pIV/9WHnaoyx/Zd7VbE1tDd6eLdFNt3+a1rrMVrrMdHRHW1K7bgDTVqHVtHVOzqIly8fxaoHpvLkhUN54OyBzZaJC/FvGI4MRg1Pa7U7YJxQekQGklFcza87C3G6NacNOnBF1ys6iL1FVc06g/6SVsDQxNCGq/GYEH/evnYsBRU2Zr++olEZOmJfkREqekYd+FsZEGc8cqO1UWJg3IPHx6yICvRr83EQGzPLuOOj9ZzwxM+c/I9fmLM5lz+c1o+vbj2pWS2ZN++h6bsLqiisrOOk3gfCxfDksFaHppdW27n6rVX8d8leJvWNYunuIi57fSWVdU5mjj3w0Tx7WDxpeZXs9jz8dEFaAXaXu+FREq1pGKnVwnPYSqrt2J3uhiYtoOGk37R56OEZg/nLuYPb3Fd73rh6LD/fM7nFsHO0TOwbid3p5uo3V7EivYQHzhqIv4+Zh77e0qk+KQ9+tZm9RdW8MHtkw+/plx1HdtRPrd3F28v2MWVADLee2oefthe02O9lzuZc0gurefyCoYRafTjVU/uyIK0Al1vz49Z8Th0Q02jQw3kjErC73Pyw1bhQfvXXPUx86hfu+WwjdU4Xa/aV8HNaATdP7t1QU+hnMfPIOYPYW1TNm0v2NSrDyvRiznp+MT9tL+Bv5w1pCKRjUiP48e5T+OHuSYzuEU5rksKt/O28ISy591SevXQ4i+89lbum9T0sYafe7VP6oDU8OfegWyWEOGhHrElLKTUdozrwFK97DICR6D5USj0LJGDcQGnVkSpHWyoamrQOzx90mNW3xSYYgNhQf4qq6nC63FjMJkqq6wgPbHu/PSKt7MivZP62fCIDfRv1C+oVHYjN4Sa3wkai50qpvMbBuv2l3O7VBAPGF967143j6jdXM+u15Xx+y4lEtXCvjJbUj9BK9a7hiQ+hzulmX3FNq6Ekt8xGXKg/JpMiKsiXAB9zo8Djcmte/XUPz83fSWiADyf2iWJMj3Am9YumZwea3lIirKzZV0pxVR3/9PSt8G6+Gp4Uylfrs8krtzWq1Vqyq4g/f7mJgoo6/nHxMC4dk0x1nZNP12SSV2Fr1HR51tB4/vb9Np6cm8Z5IxL4Yl02McF+jEpp/aQBRrgN8bewLqOU+NAA1mSUcErfaE7sE3Wg5surTL3qA0+TppLWmlE7I7yd4cJHw/iekVhMirUZpVw3sSc3TOqFv4+Jh77ZyrcbczpUU7RkVxFfb8jh7ml9G2pJhiSGsDCtsFEtRUe53JqHv9nCtIGxDU01LflsbSYl1XZumdybQfEhvLFkL8/O38l7141vtNxX67NJCg9oqFlNjrDSPzaYn7cbFyDF1fZmQXlYUig9Io3OywojBAyMD+HLddnsL67BrTXRwX5ce2LPRutN7h/DaYNieXHBLvrGBFFQWceafSV8uT6b5IgA3rtuHCf3bXyBGGr1abF5tSUxIf5c2OQO4odLcoSVmyb14oUFu7nyhB4Ngz6EOBqOZB+elzCGkM33VM+u0FrfrLXeqpT6FNiG0dR1m9b6yD4HoBUVNge+FlOzoeZHQlyIP24NhVV1xIcGUFJtJ6KNGh4wHjHx8/YCCivrOHNIXKNmsl6eGpf0wqqGwLNoVyFuDae00LY/ukcE7/xuHLNeW84Tc9J45tLhHSp3fafd1MgDIWSAV5NNq4GnvJaEUKNcSimSIwIa+tyU1zq46b01rEgvYcaweP5+wdCGKv2OSo6wUlnn5NR/LqTG7uIPp/UjOeJAKKvvuLwhs4zpoXHkldt47H/b+H5TLqmRVj65aQIjPcEl0M/S6D4/9WJD/LlifA8+WrWfn7Ybw2mvnNCj3SYmpRQD4kL4ekMOX28wKi/nb83n53tO8Qo8B6rzpw+JY0deBcOSWu4b8lsX6Gdh6sAY7E439585AIDLxvfgs7VZPPr9dib3j2n0+1+6u4jXF6fz5IXDiAv1x+508/C3W+gRaeXmUw70+zm1fwz/Xrin1b5SYDTJPjk3DZdb8/cLhjZM/2FrHh+s3M8X67L49KYTGvpUeXO63Ly2KJ3RPcIbTsy3Tu7NY//bzor04oZnoeVX2Fi6u4jbTu3T6LMxZWAMry9K57O1WfhaTM363BgdyxN46ZfdLE8vZmKfKN68Ziw/bsvjnk83Uud08+h5g1ts9n54xiCmPfsr17+7BgB/HxPXT+zJH07v13D/r+PVzZN7k1tuI7qDF11CHC5H7C9DG7e5bm3e34G/H6l9d1RFrfOw1e60Jy7U+OPOK7cZgafG3m5NRo+IQOwuN3aXm2kDYxvN6x1trJteWN1wNffLjgLCPE+tbsnoHuFcf3IvXlm4h8vGJ3eo4+Heompigv0ajZTqExOE2aTYkVfJjGEtr5dT1ri2JDn8QBPUP3/Ywep9pTx98TAuHp10UJ1O6/vJDIgL4bELhjQ896zewHjjMQcv/bKLF37eRVpeBRaziT+c1o8bJzW/n1JrHj1/CA/OGMiegmr2FFa12wm63h/P6M+qvcWMSY1gb1E193+5meV7ig/cdDDsQA1Pz6hA/jVrZIe2+1v16hWjARp+12aT4u/nD+Wcl5bw3vJ93O4Z9QXw/M+7WLW3hJmvLeejGybw7cYc0gureeuasY1+b5P7x/Digt0s3l3IjGHNO8HuyKvktg/XNTRJnj44jlP6RaO15pWFe+gRacXp0tzw7hq+uW1io5pArTWvLU4nq7SWR8450Kx4xYQevL44ncfnbOerW0/CbFJ8syEbt4YLRjauqZo6IIZXFu7h87VZTB0Q0+Ioz3NHJPLCgt0MTQjh1StH42sxMWNYAikRVn7cms/MsS3XGCdHWPnilhMpr3WQGhVIfIj/Qff1OtqsvhaevqRjF1xCHE7d+k7LbT0p/XCLDWl8L56SqvZreOpHavlZTM06TkcH+xHkZ2kYmu72DPec1De6WYdpb7ef2of4UH8e+nprw43R8itsbMoqa7E/xT6vIen1/H3M9IoKZHsrz6tyuTX5FbZGzTbJEVYyS2rYmlPOByszuHJCDy4Zk3zQI2wm9onix99P4uMbJzQLO/VlnNArkj0F1YRZfbh9Sl9++v0p3Dm1b6dr9PwsZgYlhHDO8IR27yhbb1zPCG6f0pcJvSK5YGQiYVYfPli5n9xyW0Pfpu5EKdXsdz00KZSJfaL4aFVmw2dxb1E1q/aWcM7wBEqq7Mx8bTkv/LyrxaanEclhhFl9+CWt8TBnrTWfrN7PuS8toazGwVvXjCUlwsoTc7bjcmuW7i5mc3Y5t5zSmzeuGUOVzckN765hbUYJtXYXueW1XPPWav4xbwen9ItueEQGGJ+rB84exKasct5bvg+AL9dlMzw5rKFpst7IlPCGh76e0Uq/rz4xQXx+8wm8f/34RoFoWFIYfzyjP76W1r+ihySGclKfKBLDAn4zYUeIY+n4rvs8wiptToI72ZRysOoDT165DZvDRbXdRUQH+vCAcfO2ptXUSil6RQc2PJtmc3Y5RVV2prTRHwGM5oUHzh7I7R+u5+VfdlNaY+eDlfuxO90MTgjhxkm9OHtoPBbP6Kh9xdVMHRDbbDv944JbfXxDUVUdTrcm3msURkqElWq7iz9+tokwqy+/n9Z85E9nKKVaDDre3rl2HG6tG47lWPH3MXPJ6CTeWrqP8b0iiP0NXY0faZePT+GWD9bxS1oB0wbF8vnaTEwKHjx7INdN7MlVb6zE5dY8ck7zAS9mk+KUftH8utO4uZ7JpKixO3nw6y18uS6biX2ieG7mCKKD/ai2O7n9w/V8uS6LbzbkEBPsxwWjEvGzmHlh9khuem8tF72yHJMybh5pUoq/nju4xSbMc4bF8/naLP754056RAWSllfJX1voXG42KU7tH8O3G3Oa1dB6GyP9WIQ4Krp14DGelH503oIIqy8+ZkVeRR2lDc/RavsqPz40gGkDY7jqhNQW5/eKCmS15zleC9IKUAom9Wt/NNvZQ+P5sPd+np2/E7NJcdGoRIYmhfHW0r3c9fEGvl6fzVvXjqPS5qCoyt7i/XsGxofw/aZcTy1Z4+BWfw+ehCY1PADbcyt48sKhHe5AeShMJoWpxbsgHH2Xje/B64v3snR3MWNT2+703J1MGxRLTLAf76/M4NQBMXy+NovJ/WOIDfEnNsSfb26fSGmNvVH/LG+n9o/hmw053Pz+WoL8LWzKKmdPYRV3Te3LnVP7NtR2nj00nteT9/LY/7ZTXuvg/jMHNAzpnjowlmX3T2FjZjmbs8oorLJz06Rerd63SinFY+cN4bTnfuWW99diMalW7ytz7/T+XDgqscM1g0KII6d7Bx6bg8Two3MvCJNJERNs3IunpLo+8LR90jebVIv3/KjXKzqIrzfkUGt3sXBHASM9N/Zqj1KKpy4axoer9jNzTHLDF/vl41J4/uddDX0oAnzqnwrf/GRT33F5Z15lsyvUljrm1g9NH5YUyqVjkuluekYFMrFPFEt2FzV6X7o7H7OJWeNSeHHBLj5cmUF+RR1/PffACKGeUYH0pPW+bqcOiGFkShg78itxuTVWXzPvXDuuWfBXSvF/Zw5gpucmjJeNb9w3JibYn9MG+XPaoNZrYrylRFq5c2pfnv5hB9MGxrT6dxcfGiC/byGOE9078NQ6j1oNDxjP1Mor9w48h9aPo5en4/KajBI2ZpVzTws3iGtNcoSV+6YPaDTNZFLcfEpvPli5nxd+3sWlnnudtHSlO8Bzz5i0FgJPQw1PmPe9ZgKZPS6Zq09M7bbNOZePT/EEnoO7c3JXNWtsMi8t2MXfvt9GRKAvU1poQm1NaIAPX916UoeWHd8rklsm96ZHhPWw3FvmhpN7kVVayyVjjswQbiHE4dWtA09lC80xR1JciD/bcyu8As+hVXPXD01/a+k+gDbvJ9JRAb5mbprUi7/P2Y7FbASTHi08vDIh1J9gfwtpec0fCplTZiPAx9xoqLHFbOKJC1sZ0tVNTBsUy4xh8Uxtoz9Hd5QQFsDUgbHM35bP+SMS2+yoe6iahvxD4Wsx8cSFQ9tfUAhxXOi2o7RsDhd1Tne7j5U4nGI9z9M6XIGnflj7grQCooP92n2QY0ddPiGFiEBfFu4oJD7Uv8X7gBj3mgkmrYWRWrnltcSH+R/xZxz91viYTbx02ajDckPBruaGk3t5mpq6X3OnEOLo6LaBpyMPDj3c4kL9qLG7yCiuwaTo9M32mgrwNTfcdPDU/tGHranI6mvhBs9zu7xvONjUgLgQ0vIqGz3eYld+JUt2FdG3jcdCCNHUuJ4RbP7LGR16uKwQQhyMbhx46p+jdXRreAC25VYQZvVt8345HVXfj+fUdp5a3VlXntCDqCBfBrfxDKaxPSOoqnNyx8frsTlcFFfV8bt3VuPnY+bhcw7tGVBCCCHE4dRt+/A0PEcr4CjW8HgCz/bciobwc6j6xgSzIr2Yk9p5ontnBflZmP/7U1p9mjsY9yPJLavlyXlpZJfWYjYp8ivq+OTGCQ01T0IIIcTxoPsGHs+T0o9qp2XP6JxKm5OBcYfnvhy3ndqbGcPjj8hxtPfgSaUUN53Sm9SoQO7+eAO1Dhcvzh7Z8IwqIYQQ4njRfQOPp0nraHdarne4bkQWGeRH5DF+CN8Zg+P45vaTyCypkRFIQgghjkvdNvDUd1oOPoqdlv19zIRZfSircbRbe/Jb0y82uN1HPQghhBDHSrfttHwsmrTgQD+eyC4WeIQQQojjWfcNPDYHZpPC2kan3CMhxhN45Nk6QgghxNHTfQOP57ESR/vmeHEhRn8bCTxCCCHE0dNtA0+lzXFU78FTL05qeIQQQoijrtsGngqb86jeg6debKgEHiGEEOJo67ajtCpqj+6DQ+tNHRDLtvEVMqJJCCGEOIq6TQ2Py61Zm1HS8NynSpvzmASeuFB//n7B0CP6RGghhBBCNNZtzrr/25zLRa8sZ2NWGWCM0jqa9+ARQgghxLHTbQLPpL5RmE2Kn7cXAJ4mraN4l2UhhBBCHDvdJvCEWX0Z3SOcn7bn43S5qba7jkmTlhBCCCGOvm4TeACmDYwhLa+StLxK4Og+KV0IIYQQx063Cjz1D7b8en02wDG5D48QQgghjr5uFXh6RwfRMyqQbzbmABAinZaFEEKIbqFbBR6AqQNiKKysA5BOy0IIIUQ30f0Cj6dZC47+k9KFEEIIcWx0u8AzJjW8oSlL7sMjhBBCdA/dLvD4mE1M7h8DSJOWEEII0V10yyqOGyf1IjLIVzotCyGEEN1EtzzjD0kMZUhi6LEuhhBCCCGOkm7XpCWEEEKI7kcCjxBCCCG6PAk8R0vhDnDaj3UphBBCiG5JAs/hsPYdWPD31ucvfxleHgf/GgK/PAEVuUevbEIIIYSQwHPIKnJh7n2w+J9QkdN8/oYP4Yf/gz6nQfxw+PUpeGkMlGYc/bIKIYQQ3ZQEnkO18AlwO0C7YeNHjedt/x6+uR16nQqzPoDLP4ObF4O9CjZ9evD7tFXAho9A60Mre1dXkQs1Jce6FEIIIY4DEngOReEOWP8ejL0BUk6E9R8cCCGlGfDF9ZAwEma+DxY/Y3rcUOhxEmz+9OADy8pX4eubYd+Sw3McXZHbBW9Nh49mH719ag3OuubTc9ZD1tq2f98uB+Rvg02fGf9cjiNXTiFEM0qpWKXUh0qpdKXUWqXUcqXUBZ55k5VS3zdZ/m2l1MVer6OVUg6l1E2d3O/NSqnNSqkNSqklSqlBrSw32rPcbqXUC0op5Znup5T6xDN9pVIqtZX1XZ59bFFKfaeUCvNMT1VKaaXUo17LRnmO5SXP6/5KqYWe9bcrpV7rxPG1WO4my/gopd7xLLddKXW/17x5SqmNSqmtSqlXlVLmju67qW55H56D5rDBli8gaSxE94Of/gq+QTDpT7BzLnxzG2SuhJQJMP8hY51L3wG/oMbbGXoxfP97yNtkNHN11rZvjf+3fgU9Tz60Y+qqdv0IpfuMf/tXGL+TI0lr+O5O2PwFTL4PJtwKbifMfwRW/cdYJjwVhlxs/M6DYsEnwAitu36AjGXg8urUvvAJmPYXGHgOKAVutxGcdsyB9IVgjYT4YRA3zNheWIqxnMsJRTvA7AtRfRuX0e02/jfJdY44jNxuKEyDrFWQu9H4W/AJAP9Q6D0FEscc9585z0n4a+AdrfVlnmk9gHM7sZlLgBXAbOA/nVjvQ631q559ngs8C0xvYblXgBs9+5jjWWYucB1QqrXuo5SaBTwFzGxh/Vqt9QjPft4BbgPqO5+mAzOAh7yOZavXui8Az2mtv/GsP7QTx9daub1dAvhprYcqpazANqXUR1rrfcClWusKz+/oc8+yH3di/w0k8HTG2rdh3n3Gz+E9oXQvTHkIAiNh0Pkw515Y/75xdb7tGzj1AQhNar6dQefDnD/B5s9aDjz2auOEZW7h0Rcl6ZC/GSwBxj7O/AeY5dfYzKrXITgenDZY+sKRDzzLXoR170L0AJj/sNHkqBQUbIPxt0DcENj8OSx51mj+9BbV36glTBgBsYOhbL8RlD69EvxCjNoqV50RoJQZksZAeSbs/gm0y9hGQDiEJEHxLuOYUTDxbpj8f8bnaMOH8OODxudqyEXGv/rPpnZBVb7RBFhbagR0vxCj/NVFUF0ItnKjKdZeAz0nwaDzjPmi66opgUxPiKm/eHDaILwHhPUARw3kboL8LcZnA4yQY/YDR60xbeETEBQHg86F0dcYn+/j0xTAXh88ALTWGcCLndjGbOAe4EOlVKLWOrsjK2mtK7xeBgLNqoKVUvFAiNZ6uef1u8D5GMHhPOAvnkU/B15SSimt22xCWA4M83pdC2xXSo3RWq/BCEyfAgme+fFAlleZN3fk2NoptzcNBCqlLEAAYAcqPPuqf38sgC8tvD8dJWfKztj6lXFCG3s97JgLgVHGlTwYJ4nB5xvLZK+F0BQ48Y6Wt2ONMDoxb/4Cpv3twNWP1sZJcc49RhC64qvmYaa+dmfqQ0Zn6Iwl0GvykTja367iPbDnZ+Nk73bAon9C0a7mNR6HS9ocI+QMvgAuehN2zjM6sjttcPkX0HeasdzIK4yTSHkWVBdAbZkRXsJTG28vdrDx+dj0sXGyMfsa/6IHQN/TjM8PGCeV/G2Qu8FYriIbep1ifHb2LYYlz8GeX4yT0N5fIXk8WKNg1Wuw4uXOH6clwAhPa96ApHFwxt8hedwhvHHiuKK18Tna9rXx/VaYdmBeSKLxOQ0IM0LO9u+NZvq4oTB8NiSONj4LEb0OBGFbOez8EbZ/a4xkXfUapJwAp9wHvU89BgfYpsHAunaWOVkptcHrdQrwPYBSKhmI01qvUkp9ihEYnvXM+wTo38L2ntVav+tZ5jbgDxgn9CktLJuIV+Dw/JzoNS8TQGvtVEqVA5FAUUsH4WkSmgq80WTWx8AspVQe4AJyOBB4ngMWKKWWAT8Cb2mty5RS/YFPWtoPMLmdcnv7HCO45QJW4Pda64YOmEqpH4BxGEHp81b21y4JPK2pKjSumusDR3k2ZK6AKQ/CuBuMf02NuBw2fGBc1V/yjlGt25qhFxvNYBlLjWap6iL43z3Gl01kH9i7CH590tift23fGP2CxvwOfnncCFgSeBpb/QaYLDD6alAmo4Zn+Usw41+w7h1Y+CSccDuccFvLtRRutxEids4zalESRsIZT4DF15ifNge+udXYdnC8UeuWMALO+7cRXgecZQQTt7P5Z8AacSCwtMVsMQLSyCtaX8YnAJJGG/+aGnapEZq+u9No5jr7GRj9O6N8taWw6yeoqwC0cRyBMRCSYHzm7dXGPO2GwGjjn38omMxGbdOGD2DBY/DGaTDuRjj9sQN91MRvU/42+OwaozlUmY3vpKGXGDWjCaPA19p4+Y40j/qHwrBLjH81JcbnZuVr8MkVcM+O5k39xxGl1MvARIxan7GeyYu11jO8lnnba5VZGDUiYASHN/AEHq11S81LjWitXwZeVkpdBjwIXN20SC2t1oF53gI8gS0VWAvMbzJ/HvAokE+TEKO1fssTOqZjBJOblFLDtdY7gBEtH1VDU2FHyjYOI2QlAOHAYqXUT1rrdM/+z1BK+QMfYATCpmXvEAk83sqzjavqbd8aJ7xxN8FZ/zDmbfvG+H/QBa2v3+NEo3kiOM6o8m9L/7PAJ9BoCtnwIWz90jiZTH0ETrrLOFEt+qdxRdRnqrFOWSbkrDOW8QmA/mcaZT3rny03f3VH9hrY8D4MPNf4PQAMn2U0MZVlGjU/wQnw4wNQvNvz3nn+DBw24/e/7CWjaUiZjCvY1f81aohmvme839/daUxPGGU0BYWnGtvxPimYfY7972TQuZA60bhyD4w8MD0g3DgJHQyTGUZdBYMvNELPylcgaw1c8rbR1CGOf7mboLYEUk82fp97F8PHlxvfKee8AANmNP68tKSzfXKsEUaNd/J4Iyhv+cK4IDl+bAUuqn+htb5NKRUFrOng+rOBWKXU5Z7XCUqpvlrrXR2p4fHyMUafl6ayAO/+EUkYNTD185KBLE+TUCjQ0vDUWq31CKVUKEbN1G0YfXMA0FrblVJrMZrlBgPneK+stc4B3gTeVEptAYYopapou4anrXJ7uwyYp7V2AAVKqaXAGIy+RfX7tymlvsUIXBJ4DklFLrw22WhqSBxjfBms/q9RkxPV16hJiRsKUX1a34ZScP18o/mhvf4NvlYYOAM2fWJ0fB5xGYy/GaI9fxdnPg3Z6+DLG+D6nyGiJ2z/zphXH6YGX2D0A9q76EAo6iitoWinUe1cV2lc3ccM7Nw2jjW3GypzoSzDuAeSrdx4z2zljWvgTrjdqNnJWGa8r2OvgwWPGk0+BduNE3VtmREmqwuNjsDnvQz9zjS++Dd+bHRI//cJRrNR7ylw6XvH9RVqg47UJh0MvyA480kj5H9zG7x6Moy83KhZih/R+PNfU2LcssHkY4RP/xBjutsN5fshNNk48XZnWh/oLxUzsPn3R9l+2PkD7P7ZGDAx9ZH237PKfNi/zPi8+oca7/fSfxmffe02aif7nmZ8vsN7whVfQFjyETtEwBjwETMI1r51vAWeBcDjSqlbtNb1gcPa1gr1PM06gVrrRK9pf8Wo9Xm0vRqe+mDkeXk2sKvpMlrrXKVUpVJqArASuIoD/Yu+xagRWg5cDCxoq/+O1rpcKXUn8I1Sqmm4egb4VWtd7F05o5SaDvystXYopeIwmsyytdZ5tFHDA5S1UW5v+4EpSqn3Md73CcC/lFJBQLDn+C3AWcDiNvbXJgk8YFT5f/47o5PdTYuN0S9VhfDCSPjpLzD9SWMEwtSH29+Wfyeewj7tr0azQ//p4BfceJ6vFS59F16fYpxoT7rLaF6JGQyRvY1lek81Opdu/sz4IrH4G7UK7YWt8myjSSZ94YFpPla4e7PRL+lYWfeuMaLq3Bcbf5nXlBiddF1O43eUucrok5K12tNBt4mUE42asXrR/eDKr4yamIhexrRpfzF+/uUJqMwB/zCj+n7sDUanXO/3cPgso7bo06uMav7z/n2geau7G3Su0SH7x4eMC4QV/zbe54SREDsEKvOMpgxHjbH8z3+DEbON/ke7fjRqyGKHwumPGv06HLVGvyNbuRGeunoQyt9q9PfK3ehpYsSoOTz9MSNM7ppvBPP9y4x5IYlGU3hFLpz/SusDFvYuhs+vNQJU/QVVeTbs+J9ROzfoXKPWc/0HRq3LrA+OXDj2ppTReXnuvZCzwWgKPg5orbVS6nzgOaXUvUAhUA3c14HVZwNfNZn2BUZtzaPNF2/mdqXUNMABlOLVnKWU2lA/sgq4BXgbo1PvXA50/H0DeE8ptRujZmdWezvUWq9XSm30LLvYa/pWGo/Oqnc68LxSqv4L90+esNMRLZbbMyJtjNb6YeBl4C1gC0YT3Vta601KqVjgW6WUH2DGCKavNttDB6m2O3IfP8aMGaPXrOlo7WInzX8Ylj4PF/63cVX/oqeNavuB5xi1K3esOxA2jpay/Ub5tnr+nib/nzHsud6XNxnNMPV6T4HLPj3QnOKwwS+PGWEhdpDRbPbTI8ZIslP/D6IHgrMWPrkSTr7H6Ax9LNSUwPPDjS/96U/BhJuN6UW74PWpUFfeePm4odBjolHjFp5qjFAKCDMCp8X/yIwgcjmOfTPV8ay21Gj63fmjMZKwbL9R2zn0Es8wfQeseNVozvCxQp8pRm3QmjeMZeOGGc2M9eFo0HlwwWvg439MD+uIcLuNcPjzX43P7KDzje8WZTZqYSqyjXBTkW18tsfdYDQ1RfY2Rvr9/DdjpN3Zz3j6XFUaYdFpM251sPAJiOhtBPu07433XLuNIDX+5gN/H7Wl4Bt8dEd61pbClzfC5PshcdQhbUoptVZrPeYwlUx0cd038GhtjObZ/o3x5THmOpjxbONl7DXw4mijBiB+ONy06PDtv7Mylhs3OZz68IG+KWBUW6d9Z3zZlWcbfSpOvNO4YtYavrrZCEQ+1gMnkqSxcMF/Goe3T66E9F/h95tbrqVK/9W4GutMDVZnLPg7LPqH8T4X7YJblxudZV+fajQznv2McQxmX+PE2F4fA3Hs1ZYB2ugz5K2uyujk7B3KV70GWz43PpsDZhhDnX980LhJ5/mvGCf+gm1QVWCc4B21RlNk8gTjc9lap2lbuTFCSLvghDuO/S0cXE6jhmbZi8Y9u/qfDee+0Lhm1VFrhKH0X2HYTCMwNq1RXPIv48KlNYMvNLZbX3NcVWjc5ym0pQEyv10SeERndM/Ak7XWGJFQvt94nXqy0X7d0pfm+veNPgrT/gITf3949n8kff8H44p59idGx9sfHzTuB3TyH6Fsn9HEkDSu+Rd/znqjD9PUR+DkPzSet/I/RhV09EDjfTrcX5q1pfCvYcZoszMeh39PMIa5BsUYw/Sv/Op4HMYqjrTNnxuB3d3krtM+gUYAqC01XpssRhg2mY3/owcYzdLOOlj3HtgrjeV6TjJuGxAU3fo+XQ7jfjMRvTrWnOZ2Gf3Gds83/u95sjFMOyjGmK+10b8se43RBLvlK6jIMvotnXIvjLzy4Gsj0+YYIwT9go0+VT5Wo3YzINy4cOgG90mSwCM6o3sGns+uNfqvTHnAaAKq79fRErfbuPIccDb4Bh6e/R9JDhu8Mc14tIW9ymiOu+Sdjn35vXeh0Zfg7s0HRhztmg8fXmpcSed5an+u/BKi+hnhSanGNU4H45cnjCH4Ny81+oOs/q8xRB+MYfmT/nRo2xe/XVlrjf4r0QOMzq7B8QdGCFUVGP25ctYZtSJup/GcufytULjdCBtDLjQ6redvMT5T1kjj8xTew2gyqg9KdZXGAIL17xv9iqyR0GeaMYggf5txV3SnDSL7GoMY7NXGo2UK04xmWGUymlZL0o0AljwBbGWev0NP4DL7Gv1yxt5gjLDs6v2TjgIJPKIzul/gcTngH71h8HlG59iuqHgP/OcU4wv4uh86HtT2LYW3zzKaxAZfYFSBv3+xMULsd/OM/hXvX2wEKa2Nvj/KZHSuHugZwai1UR2/8wejw2RNidH5dNpfWx7KWlvmqd2ZZDxzDIyQ+emVxsnogv8c97elF8chZ50RggLCDkzL3Wh0PC/d1/I6ygR9TzeCTtYao9amptiojYkbZlwEFO0y/g4s/sZoquj+Rgf53lOMTr+FO2H9u0an4eB445Efkb2NGsu4oXK/osNMAo/ojO4XePYuhndmwMwPjGHhXVV5tlEb05mh01rDexdA+i8HpgXFwQ0LDjRjlaTD4mfAL9QIQps+Me7rceVXxiinOX8ymtTihhlf9i6H8ayokVcY9/iov6ot3mP0SdrwoXFFffMS44QgxJHkchr9gSqyjb8RZ63RLKVMRtDxbq51u4yanPph9OK4I4FHdEb3G5a+c55RtdzV7058MP1slDJGeBVsM04IlbnG0HfvbUX0Mu5RU2/IRfDmGcZTyXucYLy/J91t9HlSyghRC580mqzqKo2RI7t+NJoYlAn6ngHjb5KwI44Os8VozurITRJNZgk7QnQh3TDw/GB0Uv4t3DTuWLD4GqNeOnp/DGsEXPElvHG6EXZOexROuvPAfKXg1PuNZrX5DxnDblNOMJYberFxw0MhhBDiCOtegad4jzFyadyNx7okXUtYstFXqHSfMRKmJSfdaTQhBkQ07lchhBBCHAXdK/Ds/MH4v9/px7YcXVFYivGvLW2NhhNCCCGOoO41/GXnPONeMuGpx7okQgghhDiKuk/gsVVAxlLod8axLokQQgghjrLuE3j2LDBuTNZv+rEuiRBCCCGOsu4TePqdAZd5niouhBBCiG6l+3Ra9gmQzspCCCFEN9V9aniEEEII0W1J4BFCCCFElyeBRwghhBBdngQeIYQQQnR5EniEEEII0eVJ4BFCCCFElyeBRwghhBBdngQeIYQQQnR5EniEEEII0eVJ4BFCCCFElyeBRwghhBBdngQeIYQQQnR5EniEEEII0eVJ4BFCCCFElyeBRwghhBBdngQeIYQQQnR5EniEEEII0eVJ4BFCCCFElyeBRwghhBBdngQeIYQQQnR5EniEEEII0eVJ4BFCCCFElyeBRwghhBBdngQeIYQQQnR5EniEEEII0eVJ4BFCCCFElyeBRwghhBBdngQeIX5jNhZu5KO0j3h69dP8ZdlfyK7KPtZFEuI3TykVq5T6UCmVrpRaq5RarpS6wDNvslLq+ybLv62UutjrdbRSyqGUuukg93+xUkorpca0Mn+0UmqzUmq3UuoFpZTyTPdTSn3imb5SKZXayvoupdQGpdQWpdR3Sqkwz/RUz34f9Vo2ynMsL3le91dKLfSsv10p9VonjqvFcjdZJlUpVevZ/gal1Kte82Z71t+klJqnlIrq6L6bksBzkBbsX8Cffv0T1Y7qNpcrtZXyzJpnOOWTU/jTr38irSTtKJVQ/BY53A6KaotanOfWbp5b+xxXzLmCx1c+zic7PuH79O+58ccbW11HCNE+z0n4a2CR1rqX1no0MAtI6sRmLgFWALMPYv/BwJ3AyjYWewW4Eejr+TfdM/06oFRr3Qd4DniqlfVrtdYjtNZDgBLgNq956cAMr9eXAFu9Xr8APOdZfyDwYocOrO1yN7XHs/0RWuubAZRSFuB54FSt9TBgE3B7J/bdiASeg7CjZAf3LbqPefvm8efFf8at3c2WqXHU8MrGVzjzyzN5d9u7DIocxOLsxVzy3SXc/NPNrMxdidb6GJReHK/sLju3/nQrUz+byh9//SPbirc1zKtx1HD3L3fz5pY3ubTfpfx8yc+svnw1/z39vxTWFnLrT7dSaa+k1FbKJ2mf8P6293G4HK3uS2tNqa2UnaU72VS4qcXPsBDdyBTArrVuqFnQWmdorTtzYp8N3AMkKaUSO7n/R4F/ALaWZiql4oEQrfVybZw43gXO98w+D3jH8/PnwNSWalGaWA54l7EW2O5VuzQT+NRrfjyQVf9Ca725vQPqQLk7tAnPv0DPMYUAOZ1YvxHLwa7YXZXXlXP3L3cT4hvCtf2u5ZWNr/DCuhe4e/TdALjcLr7d8y0vrn+RwtpCpqZM5Y6Rd9A7rDcV9grjZLT9fa7/8XoGRgzkrJ5n4XA7qLRXMjhqMGekntGp8pTaStlTtocxcS3WgoqjwO6yk16ezs7SnVTUVdA/oj8DIwYS5BvUbNmtxVtJL0snrzqPCnsF03tOZ3DkYFxuF39e/GdW5K7grJ5nsShrET/s+4G4wDicbifVjmrqXHXcP+5+Zg+YTf332YiYETw7+Vnu+PkOLvz2QopqinBqJwBz987lH6f8g/jAeH7Y9wP/3fxfsiqzcLqdOLWzUcgZEjmE/xv/fwyNHtrmsRbUFBDuH46PyecwvoOiK7O77JTYSogLjDvWRWnLYGBdO8ucrJTa4PU6BfgeQCmVDMRprVcppT7FCAzPeuZ9AvRvYXvPaq3fVUqNBJK11t8rpf7Yyr4T8Qocnp8TveZlAmitnUqpciASaLHaVyllBqYCbzSZ9TEwSymVB7gwgkWCZ95zwAKl1DLgR+AtrXWZUqo/8EkrZZ7cTrmb6qmUWg9UAA9qrRdrrR1KqVuAzUA1sIvGNVOdcsQDj+cX+DQQrbUu8ky7H6MazgXcqbX+4UiX43Bwazd/Xvxn8mryeOuMtxgePZyi2iLe2PIGZXVlFNuK2Va0jYLaAoZFD+PZyc8yImZEw/ohviHcMOwGrhp8Fd/v+Z53tr3DM2ufAcCiLDi1kxJbCbMHHKgRzavOw2KyEOkfSdPQ7nQ7uf3n29lUtIkzUs/ggfEPEO4fflTei66soKYAhSLaGt3usu9ve59n1z6Lw928NmVgxEDO63MeM3rNYHfZbl7e8DKr81Y3zLcoC29vfZtpKdPws/gxP2M+9469lysHXUmlvZLPd37O7rLd+Jh88DX7clqP0xgbN7bZfiYmTuSJSU/wn43/4czBZ3J2z7PZX7mfh5c+zCXfXUKsNZbdZbvpE9aHi/pdhMVkwcfkQ7hfOFHWKKrsVfx7w7+5bM5lTEqaRJ2zjpzqHNzazZCoIQyLGkZZXRkL9i9gT/ke+oX348UpL5IQlNCsLOK3qdpRzbKcZZTaSrE5bTi1kzC/MCL9IwmwBFBYW0hBTQEBlgCm9ZhGVMCBbhRaa6ocVRTVFlFeV05qSCph/mForVmQuYB/rv4nWVVZjIkdw9WDryYhKIEvd33J9UOvb7Sd44lS6mVgIkatT/0f3WKt9QyvZd72WmUWB2pEPsYIE88CaK1ntrEfE0aYuKa9IrUwTXdgnrcAT2BLBdYC85vMn4dR05RPkxCjtX5LKfUDRnPUecBNSqnhWusdwIhWC91yTVNLZcsFUrTWxUqp0cDXSqnBGDVPtwAjMZrdXgTuBx5rbZ9tUUeyWcWTev8LDABGa62LlFKDgI+AcRjp8Segn9ba1da2xowZo9esWXPEytqe/Op8Hlz6ICtyV/Dg+AeZOcD4DDvcDu5YcAfLspeRGprKwIiBTE2Zymk9TmsWUJpyazfldeUE+gSilOKehffwS+YvPHLCI5yYcCIvrn+R79ONfnLBvsH0DevLPWPuYVj0MAD+s/E/vLThJc7seSbzM+YT6hvKYxMfY2LixCP7ZhwHimqLeH/b+1w9+OrDEvJKbaV8u+db5mfMZ2PhRiwmC1cMvIKbht1EkG8QmRWZLMtZRnJwMuPix6FQPL3maT7Y/gGTkiZxTq9z6BfRjxDfENJK0thatJWf9//M9pLtDWE20j+S64Zex8mJJxMbGIvT7eT9be/zzrZ3qHZUc+OwG7lj5B2H4d0xZFZkct/i+6i0V3LL8Fs4I/UMzCZzi8tWO6r5z8b/8GPGj0QFRJEQmIBLu9hStIWc6hxMysTo2NGMiR3D+9vex8fsw3OTn2NU7Ci01lQ7qimrK6O8rpwASwC9wnodtuMQR0aZrYw1+Wv4Yd8PLMxciM3VYmtKMyZlYnzceGIDY9lTtof08vRmfRl7h/Ym0CeQTUWb6B3am9NST+Pr3V+TV50HgI/Jh2dOeYZTU049pGNQSq3VWh9y9bZSairwsNb6FK9pUcAarXWqUmoy8McWAs/3WuvPlVLrgFig/sonARistd7VVg0P8A2wB6jyTIvD6F9zrta64YTnaRr6RWs9wPN6NjBZa32TJ4j8RWu93NPnJQ+jgqHRyV0pVaW1DlJKhWLUTH2mtX7B08n5e631EKXUm8BZGDVe5wBjtNbN+swopbYAV3vK3VYNT0Br5W5lnfrtLwT+iBHmntRaT/VMnwT8WWt9Vlvrt7rdIxx4PsdIjN9gvHFFntodtNZPeJZp+GW1ta1jFXi01vy0/yf+uvyv1DnruHfcvVzc9+JGYUZrjd1tx8/sd0j7srvs3PXLXSzNXorFZMGkTFw28DJirbGkl6WzKHsRpbZSnjr5KeIC47hizhWcnno6T016ih0lO/i/Jf/HvvJ9vDn9TYZHDz/UQz+uPbjkQb7Z8w3Do4fz39P/i7/F/6C2U+Oo4b1t7/HW1reodlQzIGIA01KmkVOdw1e7viLcP5wI/wh2l+1uWCfCP4LEoEQ2F23mykFXcs/oe1oNEmklacxJn0O0NZqL+11MgCWg2TJltjK2Fm/lxIQT2w3JnVX/930o2y2qLcLH5EOoXygAe8v3cseCO8iuzCbIN4hKeyWuJtcr1w+9nttH3N7q+yJa5nK7Dvt7VlBTwIL9C9hRugO7y47NaSO9PL3hMx3mF8YZqWdwZs8zSQ5Oxt/ij0VZjFrr2mJqnDVEB0QTY40hvyaf/6X/j3n75lHjqKFPWB96hfUiMSiRyIBIgn2C2VW2i3X568iuymbWgFlc0u8SLCYLDreDnzN+prSulOmp0w/LhcphDDwKo8Px21rrVzzTUjA6MbcZeDCaW77VWvf3mvdXwKm1bhj51MFyLPTsp9nJTim1GrgDo2PzHOBFrfUcpdRtwFCt9c1KqVnAhVrrS1tYv0prHeT5eSTGebk3RhNTfeAZjHGufkcpdY3n59uVUtOBnz1NTHHAemCk1jqvA8fUYrmbLBMNlGitXUqpXsBiYCjgj1EbNUxrXegZSWbVWt/T3n5bLMuRCjxKqXOBqVrru5RS+zgQeF4CVmit3/cs9wYwV2v9eVvbO5yBp8pexe6y3Y2am1qyOm81L294mbX5axkUOYgnT36SnqE9D0sZWmNz2nh42cP4m/25dcStjdq9i2uLuXPBnWwu2kyEfwRmk5kvz/2y4URUZitj9v9mU+us5eMZHx/vbeYHbWfpTi7+9mJGxoxkfcF6pqZM5Z+n/LPZiWJ36W72VewjMiCScL9wfMw+uLUbm9PG1uKtrC9Yz8LMhZTYSpiSPIXbR95O3/C+DetvLdrK8+uex+F2MCVlCicnnsyesj3M3TeXDQUbuHbItVw+8PKjfPTHh/K6cl7b9Bp1rjpCfEMI9QslxDeEML8wfs36lS92fcGE+An8fvTv2Vm6kw0FG0gJSeHKgVfiYz7Q/8fpdmIxSVfCvOo8Xlj3At+nf8+4+HFcM/gaTog/ga3FW/kl8xe2FW9rqEHzN/vTL7wffcP74mv2payujIq6CvwsfoT4hhBgCaC8rpxiWzG7y3azqXATAOF+4Vh9rPiafYkPjGdM7BhGxY5iWPSw32yfrMMVeDzbisdoXhoPFGL0GXlVa/1JO4FnCOCvtf6z17xhwMda60GdLMNCvAKPUmqD1nqE5+cxwNsYtSZzgTu01lop5Q+8h9HsUwLM0lqnt7DthsDjef0dRjPcYjyBp8ny13Ag8DwLnM2BTtVP15/DO3BMrZX7XM/2H1ZKXQT8DXBidHV5RGv9nWf9m4G7MGrPMoBrtNbFHdl3s7IcSuBRSv2EUQXX1APA/wGna63LmwSel4HlTQLPHK31Fy1s/0aM4WykpKSMzsjIOOiy1quwV3DDjzewrXgbvxvyO+4adRcm1XiwWp2rjnsW3sOvWb8SHRDNdUOv49J+lzb6oj5WbE4b9y++nwWZC3h12quckHBCo/l7yvZw+ZzLSQlO4e3pb2P1sXZ4227t5oV1L1BiK+HaIdce1nC3o2QHz659llpnLVYfKxF+EVw/9PoWmz6cbid/W/43NhdtJikoiaTgJM7pfQ6DIo3vjtt/vp11+euYc+Ecvkv/jn+s/gcz+8/k3rH34mv2BeCrXV/xtxV/w+l2tlqmEN8QRseO5ndDftdu+BWd88XOL3h85ePY3XYAgnyCqHJU0Te8L3878W/UOmt5b9t7LMxcyLQe03howkONrviLaotYm7+WtflrCfIJ4vqh1zd8lm1OG1/s+oIR0SMYHDX4WBzeIbG77MzPmE92VTZu7abUVsqXu77Erd1M7zmdFTkrKKg1+svUOmsxKzP9wvsRGRBJmF8YVfYqdpbuJKfaGKxiURaCfYOxuWzUOmsBMCsz4f7hJAQmMClpEtN6TKNXaK/DXoN4rB3OwCO6viNSw6OUGgr8DNR4JiVh9PgeB1wLx6ZJq9pRzY3zb2Rb8TYmJkxkYdZCzup5Fo+e9GjDiVJrzUNLH+KbPd9w96i7uXzg5QfdXHKkuLWbEltJqx3+FmUt4vafbyc5OJkL+17IjF4zyKzM5Kf9P7G9eDs3DbuJExNPbLSOw+XggSUPMHffXHxMPjjdTqanTueu0XeRGNTxEZabCjfxzJpnqHXWMrP/TM7qdRZf7vqSZ9Y8Q4hvCH3C+lDtqCajIgO7287vR/+e2QNmN4ROrTV/Xf5Xvtj1BePjx1NiKyGrMguH28EfRv+BARED+N0Pv+PuUXdz3dDrAHh69dO8u+1d4gPjuXHYjWRUZPD21rc5If4E7hx1JxV1FRTbinFpFyZlwqzM9A/vT6+wXs3Crjh8dpXuYkvRFoZFD6NnaE8WZS3i0RWPUlBTABhNKScnnszcfXMJ9Q3lrlF3kVmZya9Zv7KzdCcAAZYAbE4biUGJPDbxMRxuB48uf5T9lfuxmCz8YfQfuGLgFSilcLgc7CrbRZ2rDqfb6DPVNFDvKdtDrbOWQZGDWv3da60POhi4tZu1+WtZlbcKp9uJ1ho/sx/xQfEkBiWypWgL7297n4LagoZ1FIrTU0/n96N/T2JQIg6Xg3n75rE2fy2jY0czKWlSQy2utyp7FRpNkE9QQ3kdbge1zlqCfIK6xWdbAo/ojCPah6dhJ41reAYDH3Kg0/LPQN8j3Wm51lnLLT/dwoaCDTxzyjNMSZnCG1ve4Pl1zzMsehgPjH+AQZGD+HD7hzyx6gluHn4zt4046NFvx9zCzIW8teUt1hUcGGnpa/IlzD+M4tpiHpzwIBf3M24SWu2o5o+//pEl2Uu4e9TdXND3At7d+i4fpn1IfGA8H8/4uFnfE601v2T+wsLMhUQFRJEUnMT6gvV8vftrYgJiCPUPZVfpLnxNvtjddiYlTeLRkx4lwj8CgMKaQh5Z9giLsxczJnYMswfMZlLSJN7a8hb/3vhvbhh6A3eOuhMwmk8eWvoQv2T+QoAlgGDfYP53wf8agqjWmuU5y3lpw0tsLjJuDzGr/yzuG3efNJccZyrtlby//X2iAqKY0WsGAZYAdpTs4P4l97OrdBdmZWZEzAgmJU1ibOxYBkQOYGPBRh5c+iA5VTloNCnBKdwz5h6+3v01v2T+wkkJJ2E2mVmdt7qhhgOMIHHjsBu5ZfgtmJSJd7e9y3Nrn8OlXcRaY5mSMoUJ8RMYHj2ccP9wluUs46O0j1iavZQASwBhfmHEWGMYGjWUodFDsSgLawvWsj5/PSZloldYL3qG9sTX5Eudq45iWzHzM+Y3dMy1KAsomtUyjo8fz7WDr2Vs3FhMytTwT3SeBB7RGUc98HhePwD8DqO97m6t9dz2tnGogeeHfT9w76J7eerkp5je88CNHuftncfjKx+nrK6MqSlTWZi5kImJE3l+yvNd4ktob/lefsr4ieTgZE5OOhmAe369h6XZSzkz9UyKbEVsKNiAS7t4aMJDDSEIYFnOMm6afxMz+8/kwQkPNkyvr8VZV7COYJ9gqp3VuLUbi8nCVYOu4sZhN2K1WFmTv4bv9nzHkKghXNLvkmZXzVprPtv5Ga9sfIWi2iKsFis1zhrO7X0uj530WLOO4R+mfci/1v6LR058hBm9ZtCU1prF2YupcdYwPbW1m3mK45HdZWdDwQb6R/RvsTajxlHDyxteJsgniGuHXIu/xR+tNe9te4/n1z1PfFA8J8SfwOi40YT4hGAxWfgu/Tu+3v014+PGE+Efwdx9czmtx2lMTp7Mzxk/szRnKXWuOsAYBVlpryTSP5Ize56JW7spqysjuyqb7cXbG5rmfE2+DI0eikmZSC9Lp9h2oCuBWZk5MeFEZvSaweTkyQ1NcHaXndzqXLIrs4kMiKR/REsDdsTBkMAjOuOoBJ7D4XA0ae0t39tiv5RKeyWvb3qd97a/R1JQEh+e/SHBvsGHtK/jmdPt5MlVT/L5zs/pF96P8fHjmdZjWosju55Z8wxvb32b5099nsGRg3l27bPM2TuHSP9Ibh1xKxf2vRCNpqCmAD+z30HdV8PldrEqbxVz9s7BpEw8OOHBVjtRSidX0VRbI5u+2vUVf1/5d+wuO3eOupPrhlzXEKRtThvbS7azoWADu8t2c2LCiZze4/RmffUcLgc7SnfgdDsZFDmoofkbjO8Ot3bjZ/bD1+zbJS6Sfksk8IjO6FaBpz2FNYUNIx26g46EB4fLweVzLjfu0KuduNwurhlyDdcNua5THaKFOFb2le+j0l7Z7l2kxW+PBB7RGXKp7KUjd9btSjpSU+Jj9uGpSU9x1dyrGBc7jj+O+SNJwZ15np4Qx1ZqaOqxLoIQ4jgggUe0q2doTxbNXNTlhrQKIYToPqTBWXSIhB0hhBC/ZRJ4hBBCCNHlSeARQgghRJcngUcIIYQQXZ4EHiGEEEJ0eRJ4hBBCCNHlSeARQgghRJcngUcIIYQQXZ4EHiGEEEJ0eRJ4hBBCCNHlSeARQgghRJcngUcIIYQQXZ4EHiGEEEJ0eRJ4hBBCCNHlSeARQgghRJcngUcIIYQQXZ4EHiGEEEJ0eRJ4hBBCCNHlSeARQgghRJcngUcIIYQQXZ4EHiGEEEJ0eRJ4hBBCCNHlSeARQgghRJcngUcIIYQQXZ4EHiGEEEJ0eRJ4hBBCCNHlSeARQgghRJcngUcIIYQQXZ4EHiGEEEJ0eRJ4hBBCCNHlSeARQgghRJcngUcIIYQQXZ4EHiGEEEJ0eRJ4hBBCCNHlSeARQgghRJcngecwc9vtaJfrWBdDCCFEJyilYpVSHyql0pVSa5VSy5VSF3jmTVZKfd9k+beVUhd7vY5WSjmUUjd1cr/XKKUKlVIbPP+ub2W50UqpzUqp3UqpF5RSyjPdTyn1iWf6SqVUaivruzzb36KU+k4pFeaZnqqU0kqpR72WjfIcy0ue1/2VUgs9629XSr3WieNrsdxNlhnndfwbvd73YK/pG5RSRUqpf3V0301J4DmM7JmZpE8/k4wrrsRdXX2siyOEEKIDPCfhr4FFWuteWuvRwCwgqRObuQRYAcw+iCJ8orUe4fn331aWeQW4Eejr+TfdM/06oFRr3Qd4DniqlfVrPdsfApQAt3nNSwdmNDmWrV6vXwCe86w/EHixE8fWWrm9bQHGaK1HeOb/Ryll0VpXer0vI4AM4MtO7LsRCTydYNu2jfTzzmf/9TeQ9/fHKfvyK1xVRrCxZ2WRcfXVuCorqd20iczbb8ddV3eMSyy6CldlJc7CQrTWDdO0w4GrrOzYFUqIrmMKYNdav1o/QWudobXuzIl9NnAPkKSUSjychVNKxQMhWuvl2vgSeBc43zP7POAdz8+fA1NbqkVpYjngXcZaYLtSaozn9UzgU6/58UBW/Qut9ebDUO4GWusarbXT89If0E2XUUr1BWKAxR3Zd0ssB7tid1Twz3/iyMkBs4madevQNTXk//3vhJx7DtW/LsJdXUOPd97GtnMnuX++n+w/3EPSv55D+fgc8r611tTt2IFvaiomf/+G6e7qalxVVfjExh7yPsSRZdu5k+L/vIYpOAjr6NEEjBiBJSYGk58f2u3GsX8/tu3b0U4nwaefjsnPD4Dyb78l769/w11djfL3xyc+Hnd1Nc7CQtCawIkTibrtVqwjRzban3Y4KHz5ZRw5OYSeex6BJ0wApbBt3UrN2rVYx4wlYMjgY/FWCHG8GQysa2eZk5VSG7xepwDfAyilkoE4rfUqpdSnGIHhWc+8T4D+LWzvWa31u56fL1JKTQJ2Ar/XWmc2WTYRr8Dh+TnRa14mgNbaqZQqByKBopYOQillBqYCbzSZ9TEwSymVB7iAHCDBM+85YIFSahnwI/CW1rpMKdUf+KSl/QCT2yl303KNB94EegBXegWgerMxasKahaGOksDTQTWrV1O9bDkx991H5LXXoLWmdsMGyj7+mPLPv0BZraS8+Qb+gwbhP2gQ7qpq8h97jP3XXU/CE4/jk3jwgd+Rl0fuAw9SvXQp5tBQQs8/H+uE8VTO/4mKefPA5SL5tdcIHD/uMB6xaIt2uVBmc4eWdZWXU/jiS5R+9BEmqxW0puzjA98RytcXzGZ0bW3DNPM//kHk1Vdj27mTim+/I2DUKELOPBNHdjaOnBxMwUH4xMYBmtKPPiZj9mUEnngikTfegHX8eNwVFWTdfTc1y1dgCgqi4tvvsMTFoe12XCUlDfsJPPlkwi+bjSMrm5pVK3EWlxDz+7uxjh172N4r8dujnU602w1ag1IoiwVlMuEqL6d2yxZsW7dh8vcn8OSJ+Kam0n6Fwm+LUuplYCJGrU/9H8NirfUMr2Xe9lplFgdqRD7GCBPPAmitZ7azu++Aj7TWdUqpmzFqa6Y0LVIL6+kOzPMW4AlsqcBaYH6T+fOAR4F8moQYrfVbSqkfMJqbzgNuUkoN11rvAEa0fFgNTYUdKRta65XAYKXUQOAdpdRcrbXNa5FZwJWt7asj1CGEpaNqzJgxes2aNcdk31pr9l91NXX79tLnxx8xBQQ0mu8sLQWnE0t0dKPpZV9+Rf5jj4FSxN7/Z6zjx6P8/DBZAzEFWtv9ktAOB+XffU/+k0+iHQ6ibroR244dVM7/CZxOTFYrwWedSe2GDThzckl5600Chg8/7Md/pLUUHrTTaXzRthAqnMXFVM6fj23bdsJnzcR/0KBDLoO7rg5XWTmmwEBM1gCUqfXW3pL3P6Dgqafw7dWLkLPOwjp2DDVr1lL16684CwsJmnwKIdOnA4qyL7+gcs5c3DYbYTMvJfrOOzGHhFC3axe1mzbhKivHXVmBtjvw69cX/4EDcZWXU/z661QvWw4mE1G33krUzTehLC1fn7irqyn9+GOK33wLV3GxEbhrarBnZxP/178ScvZZVC1YQPl332MKDCRo0skEjBxJxf/mUPL227hKSwHwSUpCu104c/OIuOpKwi+7jKpfF1E5fz7K15ewiy8iaOpUTL6+h/x+i+ODdjqpWbeOqp9/pmrxElzFxbhqasDhaL6wyQRud7PJPikpBE2cSODJEwn0fMe5q6pw19ZisloxBQU1+3ty19QY4f8QKaXWaq3HtL9ku9uZCjystT7Fa1oUsEZrnaqUmgz8sYXA873W+nOl1DogFqh/4xKAwVrrXR2s4anfphko0VqHNpkeD/yitR7geT0bmKy1vskTRP6itV6ulLIAeUB005oQpVSV1jpIKRWKUTP1mdb6BU8n5++11kOUUm8CZ2HUeJ2D0a/m9hbery3A1UAVbdfwBLRW7lbWqd/+L8CftNZrPK+He8rbr6312iOBpwOqV6xg/zXXEvvAA0RceUWn1rVnZZF7//9Rs3p1o+nK1xdzZCS+iYkETpxI0CmT8O3ZE1d5Oc6iIirnz6f8iy9xFhYSMHIkCU8+gW+PHgA4CwuxbduGdexYTFYrjvwCMq68EldZGbH33YuzsBB7xn78+vcjfObMZgHteKFdLvL//jjlX39N5I03EHHttShfXyrnzSP/qX9gslpJeOpJAoYOBaB2wwYKX3yJ6uXLwe1G+figXS7CZ88m+i4jSLSkZt06cu6/H11nx7dnKr4pPcDtwlVVhausDEfGfhy5ucbVLIBS+CQlEXTKKQRNnox11EhMViva6ST/8Sco/fBDrCdMQNvqqF2/vmE/foMG4hMdQ/Xy5Wi73diU1UrImdOJuPJK/AcM6NT7Y0tLQ/n44Ne7d4eWd9fVUf7NN5S89TausjKSXni+3Zoad00N1atW4denL75Jibirqyl45hlKP/zowHH17YO7ugZHTg7m8HD8Bw5ABVgxWa1YoqKwxMZgDgvDWVCIIysLV2kp5rBQzGHh+PXrS8j06Q3NutrtpmbFCpSvL/6DBx+3n80jybZzJ8Wv/gdXRQU+8fH4JMRjCg7BFBCAKcAflAKtUX5++PUfgE9iArqujoo5cyn75BPcNTUEnnQSgSdPxBIVhbu6GndVlfH5NZlAmYyftRFOlL8/poAAnEVF1KxYQfWKlThyctB2u/E51Rrl64v1hAn4JiZhCgxEBfijTOaGsmiXE+1wYAoMJGDIEPwHD8ZVXk7V4sVUL1pM9cqVRg1lS6FIKSwxMQSfcTqh55yDfe9e8h9/gqR//xvrqJEtvEMddxgDj8LocPy21voVz7QUjE7MbQYeYDPwrda6v9e8vwJOrXXDyKc29h2vtc71/HwBcJ/WekILy60G7gBWAnOAF7XWc5RStwFDtdY3K6VmARdqrS9tYf0qrXWQ5+eRwDdAb4wmpvrAMxgj5LyjlLrG8/PtSqnpwM9aa4dSKg5YD4zUWud14PhaLHeTZXoCmZ4muR4YfYyGaa2LPPOfBOq01o+0t782yyKB5wB3XR3uqiqUnx/KxwdXWTnOgnzyHnsMZ34BvX+Y19CvojO02031kiU4i0vQdTbc1TU4S4pxFZdQt3Mntm3bmq+kFEGTJhE2cyZBp0xqt/nEkZ3NviuuxJmbC4A5MhJXcTHm6CiibrgBS1QU9uxsXGVlhEyf3hAiHAUFFD77HI78PJL//e/DcgKq+vVXsFgIOumkhmm2tDQyb7mVwHFjibrjTiwx0eTcex+V8+bhP2gQtm3b8ElOxicujprVq/EbMABXWRnOwkIib7geR1Y2Fd9/jzk6irCLLyZk+nR84uIofP4FSj/+GOXvj1/v3sa/Af2xjh2Lf//+lLz3PgX//Cc+iYlYR46gbu8+HJmZKB8fozYnJBjf5BR8U1ONk0dNDe6qSmzb04zgYjNqVC0xMZgCArBnZBBx3e+I+cMfUGYzjuxsajdvIWDkSHxiYwBwVVVRtfBXtNNB8LTTMAcFHvJ72hna7UY7nYdUE1O9chW2bdsIOmUSfr16oV0uqpctp/yrr3Dk5OCurTX6ERUVNbxHAOaICMzh4bgrKnCWlYHDgU9iIpE33ghaU/LWW9gzMjwLm/Hr0wdzWBjKzxdzWBjRt96Kb2pqw/Yc+QXY96Ybv5/Y2IZaUa11oxpSe1YWZV98Qe2GDYSefTah555rNBUeAldFBbUbNhjNO04n5tAw/AcPwhwU1Gg5bbdT/v3/qPjf/7BEReHXrx+W2Fjs6XuwbU/DVVmBf7/++A0cQO269ZR/8w2mwEB8e/TAkZuLq7i4zXKYw8LQWuMuL8e3d28sMdHUrlmLbqkWph3Kzw/r6FH49uqN8vM1gmf/AQSdPBFT4MF/Tt11ddSuXUv16tUokxlzSDDKP8D4e6qspG7XTuNvwlPmgJEjSXji8Ua/64NxuAKPZ1vxGH1VxgOFQDXwqtb6k3YCzxDAX2v9Z695w4CPtdbtVj8rpZ4AzgWcGKOnbtFap3nmbfCMTsLTofhtjFqTucAdWmutlPIH3gNGetafpbVOb2E/DYHH8/o7jGa4xXgCT5Plr+FA4HkWOBuo/2N/Wmv9fnvH1k65z/Vs/2Gl1JXAnzFqyNzA37TWX3ttIx04q/59OVjdJvDYs7Ip+/gjAkaPxjpyJOawsIZ5jtxcSt5/n7JPP8NdWdni+vGPPUrYxRe3OO9QOQsLqVq8BGdBAebwcMxhYQQMHYJPQkL7K3txVVXhyMzENyUFU2AgNatXU/jCi41rl8xmcLmwnjCBgBEjKH3nXbTDgXY6CbvkEuL/9lfAaCbJfeQv+MTHEXXLLR2qftZuN4X/ep7i114Dk4n4x/9O2Pnn48jJYd+s2WiHA3dNDbjd+Kb2oG7XbmLuvZfI311L9bJl5D3+OM7CImLuvouwSy/FXV1N3qOPUfHddyg/PyKuvYbI629oFiBqt26l/KuvqduzG/uedJwFBYBxZattNoKmTSXhiScwBwd36v1019ZSvXIldWk7sGdk4MjNJfTccwm78IJObacrqz8RO0tLsUTHNPrdaK2pXrSIwpf/jW3TJgD8Bw8m4tprMVmt1G7aiG3bNtzVNei6Ouz79oHbTdxfHiFk+nSK336HoldeaejbpKxGrZKuqTGaS4KDscREY/IPwLZlC5hM+CQk4MjKwhIfT/jMmfj164tPYhKWiHBP7YfCHBzcUOPkLCmh9P0PqPjxBwLHjSfi6qvwSUqi7LPPKXz++YbmPm++PXsaASw6GlNgIBVz5uDMz8enRwq61tbw+cNkwrdXT8zBIdTt2IG7pgbl60v4FVcQecP1WMLDgQMXWu7a2gP9uJTCXV2Nbft2ardsAYeT0IsuxDp2LEop3DU11KxZg7vW5mmGtaLMpsb9bpRCuzXaXofbZsMcGIj/sGEHddF2OLjKy6mcPx9MZkLPO7fDfeDacjgDj+j6uk3gqVywgKy77m5om/ZJTGzoE2HPygKtCT79dKxjx6DtDnRdHebQECyxsfgkJeHf75CaDo8ZrTV1aWlgMuOTaASosk8+peTtt43+JqeeSuz9f6bss88pfv11Ep97lsCTTybzppuN5hq3G0tCPHEPPUTgiScaJwq3G3tmJvZ0I1yYQ0MxR0RQ8u57VC1YQNglF2PPyqJm+Qpi7r2Xsi+/wJmXT48PPsAcGkLRyy9T8b85xD70EGEXnN/uMVSvWoVvUlKHA6AjP5+aVaupWbcW/379CJs1q8t1qvwt0VpTs3o1ymIhYOTIVn8Xjtxcsv/0J2rXrG2ooQw+bRphl16KIzubuvR0tK3OOLkH+OOuqMRZkI+rtAzrCRMIu/BCLHFxVC9ZQtGr/6F27dqWC+Tjg29KCj4JCdSsWoWuqyNgxAhqt241+uLFxeHMzcU6dixRt9yMKTQUZTbjLCzCtmUztVu24sjKwllYiKusDOvYsURefz2BE09CKYWztBRnQSG+PVIaRlTWj8IzBQVhiYo6Um91tyOBR3RGtwk8YFyx127eTO3atdTtSW/os+GTEE/YzFn4Jh3WWycc19x2O868PHxTUgCjg3TGFVdSt2cPvqmp2NLSSPzn01iio8l95BHsu/ccWNnTrt+M2Uzsn/9M+BWXo+vqyLrrLqp/XQQ+PqS8/jqBE8Y3LNq0SUIIMDrRFr3yKlULFxJ9150ETZp00NtylpbiyMrCkZmJq7zcuIeRW+MsKKBuzx4c+zMIGDGCiGuvxa9XLxwFBZR+9BG1a9cRftllBJ9xevsDC9zuNju4iyNLAo/ojG4VeETb7FnZ7L3gAtw2G0nPPUvwtGnAgT4KzsJCTydHNz5Jyfj16Y0lNg53RTnO4hIs0VGNOti67XYK//U81jGjCZ7SdJSlEEIcGgk8ojMk8IhGjBvfuQgYOqT9hYUQ4hiSwCM6Q248KBrxHzjwWBdBCCGEOOyk8VkIIYQQXZ4EHiGEEEJ0eRJ4hBBCCNHlSeARQgghRJcngUcIIYQQXZ4EHiGEEEJ0eRJ4hBBCCNHlSeARQgghRJcngUcIIYQQXZ4EHiGEEEJ0eRJ4hBBCCNHlSeARQgghRJcngUcIIYQQXZ4EHiGEEEJ0eRJ4hBBCCNHlSeARQgghRJcngUcIIYQQXZ4EHiGEEEJ0eRJ4hBBCCNHlSeARQgghRJcngUcIIYQQXZ4EHiGEEEJ0eRJ4hBBCCNHlSeARQgghRJcngUcIIYQQXZ4EHiGEEEJ0eRJ4hBBCCNHlSeARQgghRJcngUcIIYQQXZ4EHiGEEEJ0eRJ4hBBCCNHlSeARQgghRJcngUcIIYQQXZ4EHiGEEEJ0eRJ4hBBCCNHlSeARQgghRJcngUcIIUS3p5SKVUp9qJRKV0qtVUotV0pd4Jk3WSn1fZPl31ZKXez1Olop5VBK3XQQ+75UKbVNKbVVKfVhK8uMVkptVkrtVkq9oJRSnul+SqlPPNNXKqVSW1nfpZTaoJTaopT6TikV5pmeqpTSSqlHvZaN8hzLS57X/ZVSCz3rb1dKvdaJY2ux3E2WGefZ9gal1Mb6990zb55n2lal1KtKKXNH992UBB4hhBDdmuck/DWwSGvdS2s9GpgFJHViM5cAK4DZndx3X+B+4CSt9WDg7lYWfQW4Eejr+TfdM/06oFRr3Qd4DniqlfVrtdYjtNZDgBLgNq956cCMJsey1ev1C8BznvUHAi928PDaKre3LcAYrfUIz/z/KKUsnnmXaq2HA0OAaE/ZDooEnlYU7q/EXus81sUQQghx5E0B7FrrV+snaK0ztNadObHPBu4BkpRSiZ1Y7wbgZa11qWe/BU0XUErFAyFa6+Vaaw28C5zvmX0e8I7n58+BqS3VojSxHPAuYy2wXSk1xvN6JvCp1/x4IKv+hdZ6cweOq71yN9Ba12it60+4/oD2mlfh+dEC+HrP6ywJPC3I2VXGp0+s5ofXt2D8jppz2l1UltgaTXO53Pz43y0seG87dlvLYcntcrc6T3RNjjoXLqe7Q8u63Zq6GscRLpEQoonBwLp2ljnZq9llA3Bu/QylVDIQp7VehREUZnrN+8R7Pa9/V3kW6Qf0U0otVUqtUEq1VAOSiFfg8Pyc6DUvE8ATGsqByNYOwtMkNBX4tsmsj4FZSqkkwAXkeM17DliglJqrlPq9V3NY/1aObYNnmbbK3bRc45VSW4HNwM1eAQil1A9AAVCJEeoOiqX9RQ6eUuoO4HbACfxPa32vZ/r9GNVwLuBOrfUPR7IcnVFX6+Snt7ZhtpjYv62E9PWF9B4V0zC/psLOll+z2LIom7pqJ6ffMJjeI435Sz7dxa41BaAgd3c5Z9wwhKBwPzI2F5GxtYTi7CrKCmrQLs3oM1MZe3YqJrNkzuNNbaWduhonYbHWQ9pOWX4NG37aT9qKPHz9zQybkszQUxKx+Jkpy6uhvLCWmB4hBIX7AZC5vYTFn+ykNK+G6JRgegyJpPeoaKKSgju8T+3WOOwuzBYTZot8tkTHuVxuzPJ9BIBS6mVgIkatz1jP5MVa6xley7zttcosDtSIfAy8ATwLoLWeSdssGE09kzGa0BYrpYZorcu8i9TCeroD87wFeIJaKrAWmN9k/jzgUSAf+KTRxrR+yxM6pmPUKN2klBqutd4BjGjluOqbCjtSNrTWK4HBSqmBwDtKqblaa5tn3hlKKX/gA4zauKZl75AjFniUUqdivDHDtNZ1SqkYz/RBGB+OwUAC8JNSqp/W2nWkytIZiz/ZSVVZHef/YSSLPt7J4k93kTwoAh8/M5sXZrPsy924HG5Sh0VRW2nnh9e3ctrvNHU1Trb8ms3I01LoMTSSH9/YymdPrka7jZOQNdSXmJRgegyOpKqsjjVz9pG5vYTTfjeY0OiAFsuitaa20oFfoKXhi0hrTVl+DZUlNpIHRKBMBz5P25bm4LC5GDYlifZrNH97tNYU7q/E199CaHRAo2PvqH2bi1g3L4OY1BCGTk5q9t4X51Tx3QsbqS6rI2lAOMNOTSIs1kpZvhFQ/IN8iIgPJDw+EB/fxn3nyvJryN5ZSlFmFYWZleTvq8BsNtFvfCzVZXZWfpPO2rn7cLs1bueBv/mYHsH4B/mwf2sJIVH+jD6zBzm7ylg7dx9r5uwjsV8Yw6el4ONrIiutlNw95QSF+xHfJ4zIhEDy0ivI2FpM/t5ynHajJsnHz8yAE+MZNtkov9vlprbKgZ/VgsXnoPv8iWPIbnOyfWkuPn5mBp4Uf9B/4y6XG6fdjcXHhFKwb3Mx25bkkLG1mB5DIjlldn+CI/yx1zpZ92MG+XsrGD41mR5DIlvcp9a6K3zfbAUuqn+htb5NKRUFrOng+rOBWKXU5Z7XCUqpvlrrXUqpT4D+LazzrNb6XYxajxVaawewVym1AyMArfZaNovG/YmSOFADkwUkA1mefi+hGH10mqrVWo9QSoUC32P04XnB65jtSqm1GM1yg4FzvFfWWucAbwJvKqW2AEOUUlU0CUdeJrdT7hZprbcrpaox+uys8ZpuU0p9i5ErDirwqNaabA6VUupT4DWt9U9Npt8PoLV+wvP6B+AvWuvlbW1vzJgxes2ajn72Ds7utQX88PoWxp6dyrhzepGXXs4X/1jL0FOTsNc62bEijx5DIznpoj6ExwVitzn5/qWN5O0pRylF8qAIzrp1GCaToqbCzqrv9+JntdBreDQxPYIbnaB3rcln4Qc7cLs148/pybBTkzCZTVSX1bF5YRY5u8soyammrsaJ2cdEdHIw4XFWcnaXUV5QC0DfsbFMvWogZh8Ta+ftY8XX6QCMmt6DCef16gpfQg2qy+pY+OEO9m0qAsDiayIiPhBrqB/WEF9CovzpOTyaiPjAhnXcbo3b5cZkNmGvdbLks13sWJFHUIQfNWV23FqTOjSK/uPj6DE0kuKsKr5/aSNmHxODTkogbXkuVaV1LRdIQViMlaikIAKCfcncXkJZfg0Avv5mopKDSegXxtBTkrCG+AJQlFXJ1kU5+PiZiUoOIjgygJxdpezdWERZQQ0jpqUwYlpyQyCxVTvYvjSXTb9kNpRDmRTRyUFUldZRU2FvKE5EQiCJ/cPxt1qw+Jkpya5m15p83C5NQIgvtko7WoPJrIhOCSamRwj2WidlBTVUl9UREOxLULgfgaF+KJNCKeM9tob4YQ31BQ3V5XVUl9tx2Jy4XMZ76+Nnwc9qISDIh/g+YUSnBGNqJ4h2kRPkYVNbZSd3dzm5e8opzq4iMMSX0BgrwZH++PiZMfuYKNhXwcYFmdRVG7X8vUfFMOXKAVj8zOxanc/2pTlEJgUxdHISYTFW8vdWsGbuPrJ3lhLTI4Sk/mH4BviQub2E7B2lOOo815cK0GAN9aXHkEh2rc5HKcXAE+PZtSaf2koH1lBfasrtJA0Ip9+4OEpzqynKqqSypA5btYO6GiexqcEMnZxE71ExR7VmUSm1Vms9pv0l292Owuhw/LbW+hXPtBSMTsypSqnJwB9bqOH5HqMJ5lutdX+veX8FnFrrhpFPbex7OjBba321J2StB0ZorYubLLcauANYCcwBXtRaz1FK3QYM1VrfrJSaBVyotb60hf1Uaa2DPD+PBL4BemM0MX2vtR6ilBqM0Xn4HaXUNZ6fb/eU8WettUMpFecp40itdV4Hjq/FcjdZpieQqbV2KqV6YPQxGgbYgGCtda4nzH2AUdP2Unv7bbEsRzDwbMB4Q6djFPqPWuvVyhjmtkJr/b5nuTeAuVrrNtvljnTg2be5iHmvbSEqKYgL/jiqoUZlwXvb2b40F4CxM3oy9qzURsHFUedi7n82U1Nh54J7RuEX0PFKs8oSG79+uIOMLcVEJQcRlRTEzlX5aLcmtmcIkYlBhMcFUlliI39vBaV51cSmhpA6LApbtYNV3+0lsV8Ycb1DWTs3g75jY/HxN7NtcQ6jz+zB+HMPb+hx1LnYuSqPrLRSBp2cQPKAiGbLuN2a3WvyKc6uMk6cJoXZbDSvmMyKiuJayvJqqC6vIyY1hJRBkSQNCMc/0KdhGwUZFSz6eCfVZXVEJQcTFhPA9mW5OB1uxs3oSUCwD8VZ1ZTkVVNTbqem0k6t5+QfkRBIeFwgZfnVlObXNKpJUSbF6Ok9GHNWKrWVDrYsymLb0lxqK+xY/MxotyYo3I9z7xxBSFQAbpebfZuLcdichMZaCY0OoLbSQWluNcU51RRnVVGUVUlVWR2JfcNIHRZNyuAIo/bpML7vLpebjM3FmMyKhL5h+Ppb0FpTUVRLcXY10SnBBEf4N1uvuryO7UtzqCy2NQTDyhIbeenlFO6vxD/Qh9CYAILC/bFVOagssVFTYTf6rWnj9+12Nf5+MFtM+AaYMVtMKJPCUeeirsaJdhvL+QVaSOoXTmyvUGJ7huBntVCcXUVRZhWludWUFdRSUVRLYJgfif3DSeoXRkxqCKEx1naD0uHmdutO7dNhd1FdWkdVWR0mE0YYDPHFx8/crLZRuzUF+yvZt6mIktxqo4nRx0RwhD9JA8KJ7RlCcVYVG37KZM/aAqMsFkVEfCC1FXaqy+3N9p86LIrR043avxXfpBMS5Y9SirL8GkKi/KkqqcPt1oTHB1KaW41foIWew6IozKyiOKsKgJAof5IHRRIWE4DT7sbpcBHTI4TUoZGYzCYqimpZ+OEOMreVkNgvjBMv6kNkYhBbFmWz+n97qat2YrIoIhOCCIkKwD/IBx9fE3s3FlFeWEtAiC+pQyNJ6h9OVFIwxdlV5O4px1btYOAJ8SQNDD+sfxuHK/B4thWP0VdlPFAIVAOvaq0/aSfwDAH8tdZ/9po3DPhYaz2oA/tVwDMY50oX8Het9ceeeRs8I5fwdCh+GwgA5gJ3aK21p6nnPWAkRs3OLK11egv7aQg8ntffYTTDLcYTeJosfw0HAs+zwNkY53KAp+vP4R04vtbKfa5n+w8rpa4E/gw4ADfwN63110qpWIz32A8wAwuA33v37+mMQwo8SqmfgLgWZj0A/N1TuLuAsRjVXr2Al4DlTQLPHK31Fy1s/0aM4WykpKSMzsjIOOiytmXXmnx+enMbkUlBnHPHcAKCfRvm1VbZ+fWDHQw4IZ7UYVGtbkO79UE1sWit2bOukMWf7sRe42TgifEMn5bSajOXtx0r81jw7nbcLk3/8XFMuXogClj4QRrblubSb3wsY85MJTwuEO3W5OwqI2tHKcOnJOMfdCBgZO0oJWNLMcNOTWrxxOlyuFn1/V62Ls6mrsaJxc+Ms87FoJPiOfGiPvhZjW1lbi9h6Re7Kc6qwmRSaM/74s3iayI8LpCAIB/y9lZgr3WiTMaJvNeIaCoKa9n0SyYBIb4k9guncH8lZQU1xPcOZcqVA1vtV1NdXseedYXsWVdAVVkdEXFWwuMC8Qu04HZp3G5Nr+HRRKc07g/j9rwvu9fkY7e5mHhJ34YamY7qqjUWWmvqqp1Ul9eBgsBQP/yslmbHqrWmpsJO9o5SowZhZxmVxY079JssirAYK+GxVkKiAigvrCV7Zyl1Ncb3lsXHRKjnd+t2ulEmRXiclfD4QMLjrIRGGYHTL/DA/u02J9k7SsnZXY5/oIWQqACCI40QoN0as8UIGH6BFupqnKSvL2T32nzK8mux1Thw2Fz4B/kY24+xYrGYGneKUOCsc1FeWEtZQQ21la13Jq8PNGYfExYfE067i9pKB0pBaIwV7dY4HW5qyuvQGsw+JlwON77+ZgZOTKD3iGiiewQ31O456lxUldpwOty4HG78A30affazd5by4xtbCQjyZeyMVHoNj6am0s7WxTlkbium14gYBk9KwNffuACrrbLjsLka3p/2fu81FXasIb6NlrXXOqkstREWa23W10e7Nfu3lbBtSQ5ZO0objXC1+JmxWEzYqh1EJAQybkbPRv0iD8XhDDyi6zuSNTzzgCe11gs9r/cAE4Dr4dg0abV0Ytq8MItFn+wkvncoZ982vFM1NIeTy+HG7db4+HWuf0XOrjLy9pYzYlpKw9WqdmtWfJPOxgWZuJxuUgZF/j979x0m11ne//99T2/bu7Ra9S7Zau4VTDHNYEyxaaYFQgiBbyopvySEkJCEQAIhOBVTArYxxWCwjbsNlotkybJk9b7a3mZ3ejn3748zGq9Wu9LKkguj+3Vde3nnPKc8Z2Z2zufczzMyI71JRgfci9Cccxp54ydWIiIkR7J8//NPlO/cll86kzWvn12eSJtO5Ljrpmfp3hNn/ppmznl1O80dVTx5534233sIj8+D1ys4jlLIOVQ1hLjobfNZsLYZ8QiqilNUigUHp6gEw75yMHSKDr37RzmwdZD9m/sZ7nGHhFZcPpMLr51ffi2KeQev3yZT/iZJjeboPeAG2sb2GLWtx18kHUcZ6krQf8itQIz0pxARvD4PxYLDcE+S0f404z+ivH4P4So/wYif4Z4kTkHxeOW4StR4/pDX/fsqKjVNYVrn1RCM+giEfaTiOYZ7ksT70zhFZfzHgzru8WqawtQ0h6luCBOrDxKrDaLqnmMqniOfLVAsOKWKiRtQxAPtS+qZvbzhmJuLTDJP164RjuwaproxzNKL2wi8wM8cx3H7+0oL246jDBweY6grScPMGA0zo6gDuzf2svneQwx1JXnL761i1tLjK8SnygKPORUvZuD5bWBGqVy1CLgf6ACWAd8DzsedtHw/sPBkk5ZPN/AM9yS557+2sfYNs1mwphlHlUdv3c22R44wZ2UDr/utFcdNQv1NlxrN8exDnTz36y7qWqMsvbiNxHCGx3+yjyves5jll87gZ//2DN27R3jj75zDno19bH/MHb7rWF7P/NVNbLjrIMnhLFd9cCkL17Ucs/++g6PseqIXAPEK1Q0hll7S9oInxQ73JFHlmHk45uxWyBWJD6QZ7U8T70+THMmSTuTJJPLUtkaYs6KBtgW1FAsOowNpEkPPz3Uq5IuMDWYYHcjgD3pYsLaFxlmxV1xAOJvkMgV++I8bSY3meNefnTdpRflUWOAxp+LFDDwB3Bndq4Ac7vjnA6W2Pwc+jPt19c+o6l0n29/pBp7uPSM8+N0dDPekqGuLEor46N4bZ/XrOrjwbfNf8vkDLxd1tBxyll02gy0PdHLFDYtYcYU7kT7en+a5X3exc303yXiOcJWfN37iHFrn1bzMPTfGVIKR3hR3/OsmrrpxGe2L605rXxZ4zKl40QLPmXYmhrQcR9n7dB9P/fwAo/1pXvX+JSy+YLIpSJUtGc9yy+efJJPIM3tFA2/65DnH3fU6jtKzL05tc+SU57QYY8yJFAvOGfk2lwUecyrOqsBzlDpKLlt82ebrvBIcem6QTb88xGs+tIxoTfDl7o4xxpwyCzzmVJyVV3zxyFkddgA6ljXQsWzKf33cGGOMqSj21RdjjDHGVDwLPMYYY4ypeBZ4jDHGGFPxLPAYY4wxpuJZ4DHGGGNMxbPAY4wxxpiKZ4HHGGOMMRXPAo8xxhhjKp4FHmOMMcZUPAs8xhhjjKl4FniMMcYYU/Es8BhjjDGm4lngMcYYY0zFs8BjjDHGmIpngccYY4wxFc8CjzHGGGMqngUeY4wxxlQ8CzzGGGOMqXgWeIwxxhhT8SzwGGOMMabiWeAxxhhjTMWzwGOMMcaYimeBxxhjjDEVzwKPMcYYYyqeBR5jjDHGVDwLPMYYY4ypeBZ4jDHGGFPxLPAYY4wxpuJZ4DHGGGNMxbPAY4wxxpiKZ4HHGGOMMRXPAo8xxhhjKp4FHmOMMcZUPAs8xhhjjKl4FniMMcYYU/Es8BhjjDGm4lngMcYYc9YTkRYR+Z6I7BORjSKyXkSuLbVdKSJ3Tlj/ZhF5x7jHTSKSF5GPn+JxvyIim0s/u0RkZIr11orIsyKyR0S+KiJSWh4UkVtLy58QkTlTbF8sHWOriPxMRGpLy+eIiIrI58et21g6l38rPV4sIg+Vtt8uIv95Cuc3ab8nrPPa0nP+bOm/r55knZ+KyNbpHncyFniMMcac1UoX4Z8Aj6jqPFVdC1wPtJ/Cbt4JPA7ccCrHVtX/p6qrVHUV8DXgR1Os+g3gY8DC0s/VpeUfAYZVdQHwFeAfptg+XTrOCmAI+OS4tn3Amyecy7Zxj78KfKW0/dJSP6drqn6PNwC8RVVXAjcC3xnfKCJvBxKncMxJWeAxxhhztns1kFPVm44uUNWDqnoqF/YbgD8A2kVk5gvsxw3A9ycuFJE2oFpV16uqAt8G3lZqfivwrdLvtwNXTVZFmWA9ML6PaWC7iKwrPX43cNu49jag8+gDVX12Oidzkn6XqeomVe0qPdwGhEQkWNpHDPh94G+nc8wT8Z3uDs5WTrFIemyUaG3dSddVVbLJJKFY7CXomTHGmFO0HHj6JOtcJiKbxz3uAO4EEJFZQKuqPikit+EGhi+X2m4FFk+yvy+r6rePPhCR2cBc4IFJ1p3JuMBR+n3muLbDAKpaEJE40IBbNTmOiHiBq4D/mdB0C3C9iPQARaALmFFq+wrwgIg8BvwS+KaqjojIYuDWyY4DXHmSfk/lOmCTqmZLjz8P/DOQOsl2J2WB5wXo2bOLe/7jqwwcOkBDewcLzruQRRdeSvOceeV18pkMO9c/ysFnN9O5fSuJoUFmLlnORdfdQMfKczmyfRvP3HcXyZFhLnn3+5m5eOkJj1ks5Bk60knDrA48Hu+LfYpmmvY9/RSPfu9mFl5wMee85g3E6uoBN+QCjL/RymcyHNq2Ba/PR01zC1WNzfj8/nJ7emyUw9u2MNLbQ6SmllhtHfXts6hubC6vo6rEe3sIhMOEq2s4+Y3c89ulx0YJRqJ4ffZnb8yJiMjXgUtxqz7nlRY/qqpvHrfOzeM2uZ7nKyK34IaJLwOo6runedjrgdtVtThZlyZZptNoGy9cCmxzgI3AvRPa78YNF71MCDGq+k0RuQd3OOqtwMdF5FxV3QmsmuxkoDxUOJ2+HV1/Oe6Q3OtKj1cBC1T1/001N+lUnJWffKpKPpMmEI6cdL2BQwfY9/RTIEIwHGGoq5PN9/ycaG0tF73jPXRu38qTd9zOEz++jaY581hx5WtJDA/y7H13k0kmiNbV075kOXVtM9j60H3c/oW/IFxVXb74+INBbvmrP+bc17yBC9/+boKRKL5AgFwmzdjgAPG+HvY89QS7n/w12WSS9mUreOPv/iFVDY0v0bP10ijk89z3X1/n8HPPMnfVGhacdxHtS1fgCwSOWa9YyOP1PR8SxgYHeOInP+DglqcJV1UTra2jee581rzhGoKRqLvvXI49T60nVFXt7nNcyDiR4Z4ufvW9b1HV2MSlN9x43Hbdu3fys698kUA4zPrbv88TP/4BbQsXkRodZWywH6/PR+v8RbTMW8BITzf7Nj1FIZs9Zh9H+yweD/2HDoAe/1lQ1zaTjpWryKWSHNr6DMmRYQD8oTC1zS0EYzECoTC+YAiPx4N4PDjFItlUkmwyQWo0TmJwgGKhQCAcZtbyc5lzzmraFi6mob3juOcYnv8bScXjpEZHqGpomvI9N9x9hL4D+5m/9vxj9jVw6ACjA/3MW3PepNudbYqFPMV8/rjPHVVl4PBB9j39FF27thOuqqamqYXa1jZmLFpKdVMzIsLoQD8HnnmacFUVC8676Jiwm02l8AX8x/xt5LMZMokEkZqaY5Yfd+xDBzi4ZRNdu3YQqa2jec48altaGTh8iJ69u0jFR5i35jwWXXAJsfoG0okxBjsPEY5VUT9z1rRD9yvcNtzKAgCq+kkRaQQ2THP7G4AWEXlv6fEMEVmoqrunW+HBDTyfnGQ9cCsj4+cTteNWYI62zQI6RcQH1ODO0ZkoraqrRKQGtzL1Sdy5OQCoak5ENuIOyy0H3jJ+49KQ0/8C/1uaPLxCRBKcuMJzon4fQ0TagR8DH1DVvaXFFwFrReQAbl5pFpGHVPXKKY55QqKTfMC+Eq1bt043bJjue+/EHvvB//HEj3/A5e/9IGvecA3iOXYq0+hAH889/ADbf/0wQ0cOH7f9Oa+5msvf+6HyBTU1Gmfn+kfZ+sC99B3Yi4iHBedfyJo3XMPMJcvLHwiFfJ5tD93HgWeeZv7a81l88WWoKr++9btsuutnqDqT9jcQDrNg3YXUt3fwxI9uxev3c+UHPkq0rp58Ok02lSQ9NloOUR0rz6Vl3oIXpRKUToxxeOsztC1c8oJC18ChA2x75AG6dm5nySWXs/Kqq3EKee740hc4tPUZOlacQ9funW4wECFW30BNUwv5bIbRgX4yY6PEGhppnbeQYCTKjl8/hCrMWbWGQi5HcniIwc5DhKqqufDad6GOw4af/4TksPv37w+GmLlkGYVcjnh/b3m5x+MlGIsxe8W5zF29joHDh9jwsx8iHi+FXJaWeQt482c+S21LK+CGoe//xR8SiER4z+e/RDadYvM9P6dnzy5idfVUNTaSz2Tp2bub/kP7CVdVs/D8i1l4wcV4vT7i/b2M9veRHBkiMTxMIZdl5uJldKxcReOs2aRH4yRGhujbt4cDWzZx+LlnCYTCdKw4l/alKygW8oz0dBPv7yWXSpHLpMlns6hTRFXxeDwEI1GC0RjhqmqqGhqJ1tYz1HWYA89sYrS/FwDxeKhtacPj9eI4Dk4hTzaVIpdO4RSfv9EUj4clF1/OeddcR7SunsHDB+nZt4dd6x+lZ+9uAGYtW8lb/+gvCEaiHNyymTu+9LfksxnOf+s7uPT6Dxz3d/ZKl06MMdrf54ZCvx+nWGTvhifYcv/dZNMpappaqGluQVXJpVPks1lqmltoaO+gYeYsonX1BCNREkODbP7lz9ly/z3u+7eunvqZ7YjH64bRoUHSo3EA6ma0k0+nSAw/f72KNTQSDEcY7DxUXta2aAmv+sBvUcjn2HTXz9jz1OMoSqy+gWhNHYnhwfJ7G9xgHaurJ1bfQKy+gUI+z0h3F0PdnWSTSQBqWlpJj8bJpdPl7aK1dQQjUYa6OkGEcKyK9Nhoub22tY356y4kFI2RGh0hl0oxb+35LDzvopfk9RaRjaq67uRrnnQ/gjvh+GZV/UZpWQfuJOY5InIl8IeTVHjuBJ4Ffqqqi8e1fQ4oqGr5m08nOf5i4B5grk5xURaRp4BPAU8AvwC+pqq/EJFPAitV9bdF5Hrg7ar6rkm2T6hqrPT7auAOYD7uENOdqrqiVGFZp6rfEpEPln7/XRG5GrhfVfMi0gpsAlaras80zm3Sfk9YpxZ4GPgbVf3hFPuZc7SfJzvmlH052wLP6EA/3/zMx/GHQqTHRpm7ai2XXP8BUvERRnq72bvhCQ4+uxlUaV+6giWXXM7CCy7BHwqRS7lDiCeatzPYeQh/KHTMMMR09B3YR+f2bRRyWQq5LIFQmFhDI1X1jTTPm48/EARgqOsIP//qP9K3f+9x+/D6fBQLBQBC0RiLLrqUdW95O3WtM45bV1Up5HPl/Z6I4xQZ7u5i8z0/Z+tD95arFDMWL6Nj+UqS8RHivT14vF4WnHcRCy+4GFTZ/eRj7H5yPanSh3k+k2akpxuP10ttSxtDXZ1UNTQRjEYZ7DzE63/70yy/4iryuSwHt2ym/8A+Rnq7iff14g+FqGlqJlJTx3D3EXr37WZ0oJ/ll1/FBde+i+qm55/v3n17ePT73+Lglk0AdKw4l/OuuQ6nWGTfpg0c2b6VYDRKdVMLsfoGRAR1HMYGBziwZROZ0gf6sstexWXv/RA9e3Zx9ze+Agozly53X6/9eynk87zn8/9EXduJh6QL+Twer+e0AqjjFBHxnJG7aVUl3tdL3/499B3Yz3BXJ4oiHi9en49AOEIwEiEUjRGpqSVcXc2hZ59hy/33kM+kj9lX05x5LL30SgKhEA988z9omDWbVa99Iw988ybqZrTTOn8hWx+8l8UXXcbaN72NA1ue5uCWTRRyOfyhEIFQmGhdPVX1jeW/q6PVqeHSBbmQy1Hb3EpNSyv5TIbBzkMMdx+hdcFiLrj2nbQtOPbmWR2Hoa4jjPb34gsE8AdDZNMpBjsPuaFBoarRrVjlMmkSgwOkRuNEqmuoaWnF4/Wx+4lfc+CZTTjFAl6fj6Y580gODzM22E9VYxO1LW3E+3oZG+xHRAhEovh8vmOCCoDPH6BYLIDC/HXn0zp/EcPdRxg64k5rCFdXE6mppW3hEuatXkesvgFwq5JDXZ0c2fkcR7ZvI5tK0rFyFXPPXUPP3t386pZvlyt9oVgVK171WvzBIKP9fSSGh4jVNVDb0kq4uobU6AjJ4SHGhtwQlBgaxOP1UdfWRm3rDNoWLKZj5SqqG5tQx2Gkr4d4bw8N7R3lv4/BzsPsevxXjA32Uz+jnfr2WYwNDLBnw+McevYZnGKBYCSKx+slPTZK3Yx2znn160iMDNO3bw+ZZIK5q9ex6IJLyCQSPPaD/+MNn/x9alvbTuu9fKYCT2lfbbhzVS4A+oEkcJOq3nqSwLMCCKnqZ8e1nQPcoqrLpnnsv564j9LyzaVvb1GaUHwzEAbuAj6lqioiIdxvNa3Grexcr6r7JjlGOfCUHv8MdxjuUSYJEhMCz5eBNwGZUvM/qep3p3luU/X7mtL+/1JE/gL4U2D3uE1fp6p94/YzZ7J+noqzLvDc/e9fYcevH+ZDX/kP9m/awEPf+W+K+Xy5vbqpmeVXvIblV1xFTXPLaR/vxVAs5OnauR2P14c/FCIYiRCursEfDJEejXNw6zMc2LSBnesfxSk6LLzwElrnLcAXCKAK3bt3lOcV1c9oZ8bipcxYvJSO5edS09xCsZBn39NPsf3Rh+g/uJ/RgX6cYgGP18fSS69g6WWvonv3Tnatf5T+QweI1NRS09RCJjnGcHeXe2enoOpQN6Od+hluIBARZi0/hyUXX064uoaDz27msVu/S//hA7zlM5895aEPVT1hAOjatQOvz0fLvAXT3qfjFOnZsxtfIHDMnKx4Xw8PfPM/SAy5FzRfMMiV7/8IbQsnq1RXpkwiwbaH7weUhlmzaSxdEI/av3kjP/3y31HIZpmxeBnX/vFfEoxGeeqnP+TR793sriRC67wFRGpqyaXTZNMpksNDpOIjxx0vWldPfdtMfMEg8b5eRvt68fr9NLR3UNPcwv5NG8gkE7QvW0FVfSP5bJb02Cj9B/cdU6UYLxSrQjyeckUFwOP1Ea6uJj0aL1e1YvUNLL74clrmLaBv/1569uzCFwxy7mvewLy155XDqzoOiJTfh/lMhqGuToa6OkkOD5GMj+Dz+1nxqtdS09x6+i9CSS6dYst9dxOMxVhyyRXTunF5seRzWUQ8bhXMKbL7icd44se30X9wP16/n6bZc/EHQ3Ru3+o+X7iB8w2f/H1mLVt5Wsc+k4HHVL6zKvD0HdjHdz77ada9+VqueN+HARjq6qR3726qmpqpaW4hVlv/G1d6n0pieIin7/opz/zyF+TSz09wj9bW0b5sJXVtM+nbv4euXTvIJMYAt6ydS6XK30BrX7qCmuYWappbmbfmvGMucHDsnBpVpf/gfnY/8WsQYdGFl9I4a/YJQ4mqUsznJ51HYn7z9OzdzZ6nHueCa9+JPxgqLz/83LMkBgeYfe4aItU1x21XyOfdECLu8KI/GJx0rgs8PxE8l07xzH138+z99+A4RfzBEIFwhKbZc2mdv5C6tpkU83ny2Qy+QIDGWbOJ1NQiIuSzGRLDQwRCYSLVNe68J6dIYnCQbCrpvm8r5HPg5aCqjPb3EatvKE+ST4+NsmfD46jjsOyyV5+Rv3kLPOZUnFWB5/Yv/H/07t3NR77632fVV8TVccjnshRyOZxi0Z0kOy6EqCqDhw9yaNsWDm3dgs/vZ9kVr2bOOWvweO0bYcaYVyYLPOZUnDXf0jrwjDt34MoPfPSsCjvgTjgNhMIEQuHJ20Vo7JhDY8cc1rzhmpe4d8YYY8yL76yp2TbM6mDtm6/l3Ne96eXuijHGGGNeYmdNhaeqvpEr3/+Rl7sbxhhjjHkZnDUVHmOMMcacvSzwGGOMMabiWeAxxhhjTMWzwGOMMcaYimeBxxhjjDEVzwKPMcYYYyqeBR5jjDHGVDwLPMYYY4ypeBZ4jDHGGFPxLPAYY4wxpuJZ4DHGGGNMxbPAY4wxxpiKZ4HHGGOMMRXPAo8xxhhjKp4FHmOMMcZUPAs8xhhjjKl4FniMMcYYU/Es8BhjjDGm4lngMcYYY0zFs8BjjDHGmIpngccYY4wxFc8CjzHGGGMqngUeY4wxxlQ8CzzGGGOMqXgWeIwxxhhT8SzwGGOMMabiWeAxxhhjTMWzwGOMMcaYimeBxxhjjDEVzwKPMcYYYyqeBR5jjDHGVDwLPMYYY4ypeBZ4jDHGGFPxLPAYY4wxpuJZ4DHGGGNMxbPAY4wxxpiKZ4HHGGPMWU9EWkTkeyKyT0Q2ish6Ebm21HaliNw5Yf2bReQd4x43iUheRD5+isftEJEHRWSTiGwRkTdOsd5aEXlWRPaIyFdFRErLgyJya2n5EyIyZ4rtiyKyWUS2isjPRKS2tHyOiKiIfH7cuo2lc/m30uPFIvJQafvtIvKfp3B+k/Z7wjqvLT3nz5b+++pxbQ+JyM7SsTeLSPN0jz2RBR5jjDFntdJF+CfAI6o6T1XXAtcD7aewm3cCjwM3nOLh/wK4TVVXl47571Os9w3gY8DC0s/VpeUfAYZVdQHwFeAfptg+raqrVHUFMAR8clzbPuDNE85l27jHXwW+Utp+KfC16Z7cCfo93gDwFlVdCdwIfGdC+3tLx16lqn2ncOxjWOA5A3KdY6S3DaCqL3dXjDHGnLpXAzlVvenoAlU9qKqncmG/AfgDoF1EZp7CdgpUl36vAbomriAibUC1qq5X90LzbeBtpea3At8q/X47cNVkVZQJ1gPj+5gGtovIutLjdwO3jWtvAzrLHVZ99iT7n06/y1R1k6oePe9tQEhEgtM5xqnwnekdnm0yu4YZ+PZzUHAILqqj7toF+OpCL3e3jDHGTN9y4OmTrHOZiGwe97gDuBNARGYBrar6pIjchhsYvlxquxVYPMn+vqyq3wb+GviliHwKiAKvmWTdmYwLHKXfZ45rOwygqgURiQMNuFWT44iIF7gK+J8JTbcA14tID1DEDV4zSm1fAR4QkceAXwLfVNUREVkM3DrZcYArT9LvqVwHbFLV7Lhl3xSRIvBD4G/1BVYXXrTAIyKrgJuAEFAAfkdVnyy1/SluGa4I/J6q3vNi9ePFlH5ukMH/246/OUJkdTOj9x2k9ysbCS1rwBPwIgEvkXObCMyqOqPH1aJDcTiLrzF8RvdrXj6qyslvyk6wvaOginitaGvM6RKRrwOX4lZ9zistflRV3zxunZvHbXI9z1dEbsENE18GUNV3n+RwNwA3q+o/i8hFwHdEZIWqOuO7NMl2Oo228cKlwDYH2AjcO6H9buDzQC8TQoyqflNE7sEdjnor8HEROVdVdwKrpjqxKSpNU4YVEVmOOyT3unGL36uqR0SkCjfwvB+3UnTKXswKzz8Cn1PVu0qTsP4RuFJEluG+OZbjpsf7RGSRqhZfxL5My+j9h8jsHsYT9CJBL4GZVYSW1eNvigCgeYfCYJrc4TFyh8ZIbuzFPyNK04dX4In4Ca9sJH7nPnKHxtB8ESddJPHYEape1UH1q2cdczHSgsPo/YfIHhil5uo5BGdXT9WtMidTIPlkD4lfd1GMZ6m6qoPq13Sc1oXybKBFh+z+OE6q4C4QwdcQwt8cQXwenFyRfHcSikpgbvUxz2dmzwiekJdA+/GhVR0ldyBOritJdE0znojfXX70td0fR/weJOBFfB7EK4jXgyfmx1cXwhPxkT00SnbXMPmBNKEFdYTPbSI4uxonmac4mqUwlKHQn6YwkMbJFUEEKR1D8w5OrohmimiuCD4huqaF2OXt+CeE4aN9LQxn0UzB3a6g4Ch4hOC8GoJzahCvvZcqhaqiOQdP0Hvi9Up/H9m9cfwtEUJL6vGEzrri/zbcygIAqvpJEWkENkxz+xuAFhF5b+nxDBFZqKq7p1Hh+QileS2qul5EQkAjMH6uSifHzidq5/mhr05gFtApIj7cYbGhSY6XVtVVIlKDW5n6JO7cnKPnnBORjbjDcsuBt4zfuDTk9L/A/4rIVmCFiCQ4cYXnRP0+hoi0Az8GPqCqe8cd90jpv2Mi8j3gfF6BgWeqccm3AreUylX7RWQP7gmsfxH7clKZ3cOM3nsQf2uUYsHBGUiT3jJA/K79eGuDaNHBGcuX15eQj/CKBurevrD84eCrC9Hw/mXldZx0gZGf7WXs/kNkdgwRPa+V4NxqtKAM/2AX+Z4kEvbRf9MzRM9vJby8kcyeEbJ7Rwh0VFH7pnmIzw1J6R1DDN2yA80UCc6rITC7irH7D1EcTFP3jkXl9V5K6ihOMo8Eve6FfYrg5WQLpLcNktk5TGBWFdG1LXjCU7/11FEKfSk3WB4eI3ckgZPIowX3Iu2tCeJvDuNrjhCYGcPfXoW3OlA+vhaV4kiGwkCa9I4h0lv6cZKF4w/kFbxVAYrxbPmeI7S4jtq3LkACHkZ+to/0M/0ARFY3U331HLwRH7nDCTJ7R0ht6qM4lAFg7OFO6q5dgL81yuD3d5A/PEagowrNFCmO5qDgoEV130eJ/PP3OF4hOKea6OxqMjuGyOw4/nPKE/Hhawzjjfo5Wsj1eMUNUn4PnpAPCXopxrMkn+4l+VQPwfm1+JrC+OpDFIYypJ8dcI87UeklG7sfJOwjOK/G3Z9P8ET8+Fsj+NtiiFcoDGYoDKbdcFXa2BP1460J4K0N4msIIx4LTCeiquS7kqS3DuCk8u5NkFdA3eAB4I25z6cn4sMZc4NvMZ4r/9dT5Se6poXQ8gaKwxkSv+4itbkPX3OEyKpmQgtqSe8YIrWhl8JAmsDsasIrGwm0x3CSBYqJHM5YjmIiT3E0R3Z/HE2P+/sovSd9jWG8VQEk4KU4kqUwnHn+pgHw1QUJLa0ntLAOLSq5IwkKfSl8LRGCc2vwBE4ctF5hHgD+TkQ+oarfKC2LTGfD0rBOVFVnjlv2Odwb+89Po8JzCHeI6WYRWYo7KtI/fgVV7RaRMRG5EHgC+ADPTxz+Ke5E3/XAO4AHTjTko6pxEfk94A4R+caE5n8GHlbVwfGf5yJyNXC/quZFpBV3yOyIqvZwggoPMHKCfo/ffy3wc+BPVfXX45b7gFpVHRARP+7E6vtOcLwTkhdrom3phbsH9yPVA1ysqgdLX3N7XFW/W1rvf4C7VPX2E+1v3bp1umHDdMP2qdG8Q++/bAQRWj6zphweCiMZMtuHyO6LI0EvvroQ3voQgfbYKX24p7cOMPKzfe6FtcQT81N33UKC82oY/eVBEo91uRdBr+Bvi5LvTBCcX0PD+5aR2tLPyE/24J8Ro+7tCwnMjKGqjD3Uyeg9B/DWBJGg171bB8Qn4PMQWlBH1ZXtZ/RuzckUSPzqCNmDo24lK1u6+HnA3xKl9toFBDvcnFuMZ4n/8iDpLf1o3kHCPjRdQPwewisb8daF3A9Fj+Ck8zipgltBG7dfCfkIzIrhrQ66ocojFIZLVY+hNJSKvlLaD+BekEvPBT4P4WX1RM5txtfozq3Sohuo8t1JCiPu0GBgRozCUIbRew+Agvg9ONki1a+ahRaVsUc7AQFVKCoIBOfXElnbgq8uyMhP9pLvSYLPg/iEuusWEVnZOOlzqEWHYjyHk8zja4mULwzqKLlDo+T7Uu5FryaItzaIN+qf9utTHMuReKyLzI4hCkMZ93n0eQgvrSd8TiOBGTEk5HPv+r2CiOBki2R3D5N+brBUnXTcYJYqPP88ToOEfARnVxHoqMbXGMJXH0YCHoqjuXKo9ET9eGJ+t4rq84DXA0UHLbgvpK8+jPhPHt5VFc0WcZJ5nEwRT8iLpyrgvm6pAsV4Fs0V8daF3Iv2Cf5WNV8kdzjhVtBKr6+TKeCkiziJHIWBNIXBDPg9hBbWElpcj7cmgGaKOGn3WIXBDMV4FifrVtuOno/7xIh7fK+Q7066IdkDnojfrbIVHRC3HTg2fJR4Yn73/VAVIN+XojiUQfweNO+4r++KBvc93ZUsbxOYU01wTjWZncNuBXPiPiM+PDE/gfYqwssbCC6oI9+TJP3cINndw+X3KLh/X776IJ6o3+2rKvmepHsjIRw/SOETgh3V+Joj+OpD+FoihObXnvEbMxHZqKrrTr7mtPbVhjtX5QLcwJEEblLVW0XkSuAPJxnSuhNYAYRU9bPj2s7BvbF//g546uMuA/4LiOE+k3+sqr8stW1W1VWl39cBNwNh4C7gU6qqpYrQd4DVuJWd61V13yTHSahqbNzjn+EOwz0K3Fn69tb49T8IrFPV3xWRLwNvAjKl5n86eg2fxvlN1e9rSvv/SxH5C+BPgd3jNn0d7mvwCOAHvLhh5/df6IjQaQUeEbkPaJ2k6c9xE+vDqvpDEXkX8DFVfU1pbHT9hMDzC1X94ST7/xju19no6OhYe/DgwRfc16O06BC/6wDp7YPUvH4O4ZWNjN1/iNH7DtH4kRWEFtad9jEmPa4qxaEM2QOjFONZohe0HXMhy/e4F9/g3Bo8QS/Jp3sZ/uFuPGEfTiJPaHEd9e9Zelx5Or11gOTTfYgH9+KhihYUzRTI7ovjifqofs1s/G1RnGwRilq+iz+ZYjLvVhBKF+TCQJqBb2+j0J/G3xol0FGFvzmCFtwLROrpPoqjWaqumIUn7GX0/kOoo0TXthBZ3Uygo5p8d5LE+i7SWwfQzLj3rIAn7MNbEyTQ4V40Ax1V+BrDU1aONF8k150k35mgMJguf+hK0IuvIYSvIYy/LXpKga8wkiX+s70UU3nq3upWbAAKQxnGHu1EAl6Cs6sJzK4+5vXTgsPYw53kDo9Re818fPUv/8R1VcVJFY55DU9p+4JDvhQMcRRfY9gN+qHSvhScRI5iPEdhyA2q2QNxCn3pF95pD/iaIvhqgxSTeZyxHE6mWHptFXVwQ4mjk88E8MjxIc0r7kW3IYyvIeQOPQrgKNlDY2T3xWF8QJliWyddIHdodMoZCJ6Y362O+T3HhDZV91gUHTzVQSIrGwkta5gyyGq+SCGew0nl8VYF3MA2LigcHZ5MPdOPtzZI9PznP0vyvUmy++ME59eWh+IB8gNpCoNpvFE/nqoA3qh/WuHj6NCphLzH/R2qo+QOj5HZNewO+86swtccJt+VJLNrmOz+uBu6SwFOwj4iKxvdYdszNHx6JgOPqXwvZoUnjluK0tLEpbiqVpcmLKOqf19a7x7gr1X1hENaZ6LCU4hnGfreDnIHR/HWBimOZAkuqiO7b4TwsgYa3rP0tPZ/pmX2jjD0/R2ElzdQe82CU/6AyHWOMfLz/eT2x49tKN0Rhpc1oAWnXKb2N0fwt0TI96VIrO8ms33QrcYsbyQwp5r43QcQgfr3LiU0v/a44zmZAiM/20dqYy8AoaX11L55Hr6GySdXq6PuHWrRQUI+Gw6pEE6uSHEo417sckW3MlEdcCt5yTzFRP75KkhB3UqT3wOOugGrK0lxNIsn5l7sPSGvW1WAclUKD3hCPjwRP56QFydTpJjIoemCe0GvCeIJeCiMuPOgioNpCgOlIbn88+HG1xQmtKiO4MI6PBGfu2+vuPsOu0OF49+XTipPZs8ImikiIS+ekM8d0jtarTTHcVJ5sofGSG3uI7NtEM07eCI+6q9fQmjR6d1gWuAxp+LFDDzbgU+o6kMichXwj6q6tjQL++jEoxnA/cDCk5WoTjfwZA/EGfzOdjTvUHfdQsIrGkn8+gij9x4Ej9D6B2vxVp/xr/2fttP+9o4quYOjaM69S6OgpJ7tJ7W5f9LS+VGeqJ/ouhacdIHUln40U8TXHKHxxmVTBpijMnuGQXnRqmXGvFCqWhoGdStEL8fct7OZky2S2TVEetsgNa+dfdLPkpOxwGNOxYsZeC4F/hV3YnQG92vpG0ttfw58GPfr6p9R1btOtr/TDTz5gTTDt+2k7h2L8Dc/X+otlMb6x5d/zwaad8j3JpGQD2/EhzpKvjdFoTeFJ+IjvKKxfDHQvEOucwz/jNhJv/FhjDEvFQs85lS8aIHnTDsTQ1qnWy0xxhjzymGBx5yKs6qea2HHGGOMOTudVYHHGGOMMWcnCzzGGGOMqXgWeIwxxhhT8SzwGGOMMabiWeAxxhhjTMWzwGOMMcaYimeBxxhjjDEVzwKPMcYYYyqeBR5jjDHGVDwLPMYYY4ypeBZ4jDHGGFPxLPAYY4wxpuJZ4DHGGGNMxbPAY4wxxpiKZ4HHGGOMMRXPAo8xxhhjKp4FHmOMMcZUPAs8xhhjjKl4FniMMcYYU/Es8BhjjDGm4lngMcYYY0zFs8BjjDHGmIpngccYY4wxFc8CjzHGGGMqngUeY4wxxlQ8CzzGGGOMqXgWeIwxxhhT8SzwGGOMMabiWeAxxhhjTMWzwGOMMcaYimeBxxhjjDEVzwKPMcYYYyqeBR5jjDHGVDwLPMYYY4ypeBZ4jDHGGFPxLPAYY4wxpuJZ4DHGGGNMxbPAY4wx5qwnIi0i8j0R2SciG0VkvYhcW2q7UkTunLD+zSLyjnGPm0QkLyIfP8XjzhaR+0Vki4g8JCLtU6y3VkSeFZE9IvJVEZHS8qCI3Fpa/oSIzJli+6KIbBaRrSLyMxGpLS2fIyIqIp8ft25j6Vz+rfR4calvm0Vku4j85ymc36T9nrDOa0vP+bOl/756XFtARP5TRHaJyA4RuW66x57IAo8xxpizWuki/BPgEVWdp6prgeuBScPHFN4JPA7ccIqH/xLwbVU9B/gb4O+nWO8bwMeAhaWfq0vLPwIMq+oC4CvAP0yxfVpVV6nqCmAI+OS4tn3Amyecy7Zxj78KfKW0/VLga9M9uRP0e7wB4C2quhK4EfjOuLY/B/pUdRGwDHj4FI59DAs8Z1B/fz8PPvggu3bterm7YowxZvpeDeRU9aajC1T1oKqeyoX9BuAPgHYRmXkK2y0D7i/9/iDw1okriEgbUK2q61VVgW8Dbys1vxX4Vun324GrJquiTLAeGN/HNLBdRNaVHr8buG1cexvQefSBqj57kv1Pp99lqrpJVbtKD7cBIREJlh5/mFIIVFVHVQemc+zJ+F7ohsaVz+fZvHkzGzdupKenBwC/38/HPvYxmpqajlk3l8vxyCOPsGPHDlatWsUFF1yA3+9/ObptjDHmecuBp0+yzmUisnnc4w7gTgARmQW0quqTInIbbmD4cqntVmDxJPv7sqp+G3gGuA74V+BaoEpEGlR1cNy6MxkXOEq/zxzXdhhAVQsiEgcacKsmxxERL3AV8D8Tmm4BrheRHqAIdAEzSm1fAR4QkceAXwLfVNUREVkM3DrZcYArT9LvqVwHbFLV7NFhN+DzInIlsBf4XVXtPck+JmWBZwrxeByfz0c0Gi0vGxkZoaenB4/Hg8/no7e3l8cee4yxsTFaW1u5+uqrmT17Nt/5zne4/fbb+ehHP4rf70dV2bFjB3fffTfxeJyWlhbuu+8+nnzySV71qlexcuVKfD57KabiOA4iwslvWl5ZHMdhaGiIvr4+vF4vTU1N1NbW4vG4hVVVpbu7m+3bt9Pd3U1DQwOtra20tbXR1NSE1+uddL+qytjYGIODg4yMjBAIBIhGo8RiMerr68v7BzdkAwQCgRf/hM1pU9WX7X3+ch77lUZEvg5cilv1Oa+0+FFVffO4dW4et8n1PF8RuQU3THwZQFXffZLD/SHwbyLyQeAR4AhQmNilSbbTabSNFy4FtjnARuDeCe13A58HepkQYlT1myJyD+5w1FuBj4vIuaq6E1g12UlBeahwOn07uv5y3CG515UW+XCHFX+tqr8vIr+POwT4/qn2cSJ2lZ3E4OAgN910E/l8npqaGpqbm+nr6yMejx+37pw5c7j22muZO3du+cPibW97G9/73ve49957Wb58Offffz+HDh2iubmZD3/4w3R0dLB//35++ctfcscdd3DvvfeyZs0aFi5ciN/vx+PxMDIyQldXF/39/axdu5YFCxa81E/Dy25sbIz169ezYcMGAoEA8+fPL/+MD6IA6XSaI0eO0NnZSS6Xo7W1ldbWVhoaGsrBIZVK8cwzz7Bt2zYymQzFYhGfz8eFF17I6tWr8Xg8FAoFtm3bxtDQELW1tdTV1ZX7MjY2hsfjIRQKEQqFCIfDhMNhfD4fw8PDDA0NMTQ0xPDwMCMjIwwODpLP54/pp9frJRQK4fV6KRaLJJNJRISmpiYOHjxYXt/n89HS0kIoFGJ0dJR4PE6h8PxnoOM4kz5nwWCQmTNnEolE6OnpYWBgAI/HQ3t7O3PmzCEQCJTPpVgsAuDxeGhubqa9vZ3GxkZyuRzpdLq8PBQKnZkX1EwpnU7z8MMPs3HjRqqrq5kxYwaNjY04jkM+n6dYLKKqqCpNTU2sWrXqmBCbyWTw+/3l93oul2Pv3r2MjIxw7rnnEolEysuffPJJ8vk8q1atoq6ujlQqxa9+9SuefPJJampqWLBgAR0dHaRSKUZGRigWiyxbtoxZs2ZVciDahltZAEBVPykijcCGaW5/A9AiIu8tPZ4hIgtVdffJKjyloZy3A4hIDLhOVSdebDo5dj5RO24F5mjbLKBTRHxADe4cnYnSqrpKRGpwK1OfxJ2bc/SccyKyEXdYbjnwlvEbl/r5v8D/ishWYIWIJDhxhedE/T5GabL2j4EPqOre0uJBIFVaDvAD3DlLL4i4w2qvfOvWrdMNG6b73nvhHMfhm9/8Jv39/Vx66aV0d3fT19dHY2Mjs2fPpr3dfe0KhQKhUIjW1tZJ93P33Xfz+OOPAxCLxbjiiitYs2bNMXftjuOwf/9+nnrqKXbu3MnE10JECIVC5HI5brjhhmmFnol3aclkkq6uLlpaWqiurj7l52OisbExnnnmmfJzcaofgKrKhg0beOyxx1i5ciUXXXQR4XAYcD/0u7q66O7upquri507d+I4DsuWLQNg3759pNNpAGbMmMGsWbMYGRmhr6+P4eHh8jGOhglwn8Oamhqqqqro6uqiWCwyY8YMamtr8Xq9DA4O0tXVRVNTE4sWLeKZZ54hkUi84OfH5/OVg1JDQwMtLS20tLRQLBbp7+9nYGCAXC5XDi+zZ89m8eLFRCKRckVo/HOQy+WoqamhpqaGQCBQvujV1NTQ0NBAXV0duVyOVCpFPB4vh750Ol0OfYVCgf3799Pd3Y2qEgwGicVi5apioVBgcHBwynOqra2lpqYGn8+Hz+fD7/cTCATw+/3k83nS6TS5XI5gMEgoFCIWizFz5kxmzZpVvtCerErnOA6ZTKa8/itVoVCgr6+P0dFR0ul0+SeVSpHJZAD3PefxeMrPB8Do6Gh5m3w+T6FQIBKJ0NzcTCwW4+mnnyadTrN8+XIKhQLd3d2Mjo4C7nvK6/WWn790Ok0kEuHCCy9ERNi5cyednZ14vV7q6+uJxWIcPny4/B4LBoNcfPHF1NTUcP/99zM2NoaIoKrMnj2bnp4estksy5cvJ5vNcuDAgfK2R49bKBRoaGhg1qxZ5XDvOA6xWIxYLEZNTU35fT979uzyZ43jOHR1dTE6OsqiRYvOeCVbRDaq6rqTr3nS/QjuhOObVfUbpWUduJOY55SGU/5wkgrPncCzwE9VdfG4ts8BBVUtf/PpBMduBIZU1RGRLwBFVf3LSdZ7CvgU8ATwC+BrqvoLEfkksFJVf1tErgferqrvmmT7hKrGSr+vBu4A5uMOMd2pqitKFZZ1qvqtUsVpnar+rohcDdyvqnkRaQU2AatVtWca5zdpvyesU4s7GflvVPWHE9puAf5TVR8o9elNqvrOkx130r6czYHn0KFDPProoxQKBd7whjfQ3NzM+vXrueeee3jb297GqlWrXvC+C4UCd955J42NjZx//vknHVKIx+P09fXhOA6FQoGqqipaW1spFot861vfYmBggPe+973MnTu3fAfu9Xrx+XzE43GeffZZtm7dSiKRKF+g4vE4AwPuMK6IsHDhQlauXEkikaCnp4dUKsW5557L0qVLpxw+Ge/w4cPcdtttjI2NAdDa2lr+gE6lUqTTaTKZDNlsltraWlavXs2cOXPKQyzJZJI77riDXbt20dDQwODgIKFQiCVLltDT01OeAwWU7zQvvvhiGhoaAPfDs7u7mz179rBnzx66urqoq6srh4r29nZmzJiB3+9ncHCQ7u5uBgcHyxWXtrY21qxZc0xIVVW2b9/Ovffey/DwMAsWLODCCy9kzpw5xONxhoeH8Xg8VFVVEYvFUFUymQyZTKZ8scvn89TW1lJfX09VVdUxQ0qvJNlsFnAvgJO1dXV1MTQ0VK5eFQoFent76enpIZFIUCgUKBQK5PN5crkc+Xwev99POBzG7/eTy+XIZDIkk8lyeA+Hw+ULfCwWK1foAAYGBso/g4OD5TB67rnnMnfuXOLxOIODg/T399PX10d/fz9VVVWsXbuWc889txyUJzoaHNPpNDNmzCi/t4++f3K5HNXV1VRVVZHP50kkEqTT6fLfDUBfXx/btm2ju7u7HGDGxsbo6ekph+mjRKRc7TsaJIrFItlsthyCqqqqqK6uJhKJ4Pf78fl8jI2N0dfXRyKRYM6cObz+9a+nra2tvN98Po/X6z3u/XTw4EEeffRR9uzZA7jhf+HChRQKBfr7+xkdHaWjo6McpB9++GF27NgBQFtbG1dffTW1tbVs2rSJrVu30tjYyKte9SpaWlrKx+3v7ycajZafo23btrFp0yaGhoaor6+nvr4er9dLIpEgkUgwMjJCKpUq97GlpYXW1lb2799fDm51dXVceeWVrFy58oz9jZypwFPaVxvuXJULgH4gCdykqreeJPCsAEKq+tlxbecAt6jqsmkc9x24k3IVd0jrk6qaLbVtVtVVpd/XATcDYeAu4FOqqiISwv1W02rcys71qrpvkuOUA0/p8c9wh+EepRR4Jqz/QZ4PPF8G3gRkSs3/pKrfPdm5naTf15T2/5ci8hfAnwK7x236OlXtE5HZpfOrxX1dPqSqh6Zz7OP6cjYGngMHDvDwww+zf//+8h1lNpvlkksu4bHHHmPu3Lm85z3vecWUb5PJJDfffDNDQ0P4/f7yh+h4IsK8efNoamoiHo8zMjJCNBplzpw5tLW1sX//fjZt2kQymQTcqpPX6yUej1NTU8OqVatobGykrq6u/OE+OjqKquL3+0kkEjz44INUV1fz9re/nb6+Pp588kn6+voAyh/4oVCIQCBAT08PmUymfBE5WoEoFou89rWv5fzzz6evr48HH3yQAwcOMGPGDGbPns2sWbNoa2t7ye/0i8Ui6XSaWCx28pXNCeVyObq6ujh06BBjY2P4/f5yCN27d2+5Sici1NbW0tTURGNjI8FgkOeee47e3mPnI4ZCIVpaWmhqaqK7u5sjR47g8/kIh8Pl4BWJRKiqqsLv99Pb21sOd6FQiIULFxIIBNi5c+dJq3dHqzLxeLw81OjxeFBVQqEQM2fOZMaMGdTX15ff78FgcMoL+NGK3Iku8EeD46kaGBjA7/eXQ9qJHDlyhEQiwcKFC1+0QJ7L5cqv8Z49e+jp6WH27NksW7aMYDDIQw89RE9PD6FQiEgkwpvf/GbmzZt3Wsc8k4HHVL6zJvCoKgcOHOChhx7i4MGDxGIxLr74YtatW0cul+OOO+5g9+7dhEIhfud3fueMDP+cSWNjYzz00EN4PJ7ynWKxWKRQKBAMBlm8ePFJL9bFYpHu7u7yEI/jOOzatYv169dz8ODBk/Zh/vz5XHfddeUwoqqk02mCweBxFaJ8Ps/27dvZsmVL+YIUi8VYt25d+U7SnH0cx6Gnpwefz0d9ff2kQxxHq31HhwWj0egxNx/d3d1s3ryZXC5HIBDA5/ORTqcZGxsjk8nQ3NzMzJkzCQQC7N69m127dlEoFFiwYAFLliyhqqqK0dFRxsbGCAQCxGIxQqFQeYJ5IpFg3rx5LF261ALwGeQ4Dtu3b2f//v1kMhkuueSSYypaL4QFHnMqzprA8+yzz/LDH/6QWCzGpZdeytq1a4+5q1JVtm7dSnV1NbNnzz4TXf6NksvlGBkZYWhoCFWlqqqKqqoqvF5vedLkxG8AGfObwHEcVHVaw7bmN4sFHnMqzprAk8vleOaZZ1i1apX92zfGGFMBLPCYU3HWfC09EAhw3nnnnXxFY4wxxlQcG58wxhhjTMWzwGOMMcaYimeBxxhjjDEVzwKPMcYYYyqeBR5jjDHGVDwLPMYYY4ypeBZ4jDHGGFPxLPAYY4wxpuJZ4DHGGGNMxbPAY4wxxpiKZ4HHGGOMMRXPAo8xxhhjKp4FHmOMMcZUPAs8xhhjjKl4FniMMcYYU/Es8BhjjDGm4lngMcYYY0zFs8BjjDHGmIpngccYY4wxFc8CjzHGGGMqngUeY4wxxlQ8CzzGGGOMqXgWeIwxxhhT8SzwGGOMMabiWeAxxhhjTMWzwGOMMcaYimeBxxhjjDEVzwKPMcYYYyqeBR5jjDHGVDwLPMYYY4ypeBZ4jDHGGFPxLPAYY4wxpuJZ4DHGGGNMxbPAY4wxxpiKZ4HHGGOMMRXPAo8xxhhjKp4FHmOMMcZUPAs8xhhjznoi0iIi3xORfSKyUUTWi8i1pbYrReTOCevfLCLvGPe4SUTyIvLxUzzu5SLytIgUxu+v1HajiOwu/dw4xfZBEblVRPaIyBMiMucUt79ZRPaLyGYReUZErhrX9pCIHBIRGbfsJyKSKP3uEZGvishWEXlWRJ4SkbnTPO8p+z1unYiI/FxEdojINhH54ri2D4pIf6nfm0Xkoyc7pgUeY4wxZ7XSBf0nwCOqOk9V1wLXA+2nsJt3Ao8DN5zi4Q8BHwS+N6FP9cBfARcA5wN/JSJ1k2z/EWBYVRcAXwH+4RS3B/gjVV0FfAa4aULbCHBJaZ+1QNu4tncDM4BzVHUlcG1p/emYtN+T+JKqLgFWA5eIyBvGtd2qqqtKP/99sgNa4DHGGHO2ezWQU9XyxV5VD6rq105hHzcAfwC0i8jM6W6kqgdUdQvgTGh6PXCvqg6p6jBwL3D1JLt4K/Ct0u+3A1eVAtx0tx9vPTCx77fghj+AtwM/GtfWBnSrqlM6l87SsaZjqn6XqWpKVR8s/Z4DnubUQugxLPCcRLGYpbfvFxQKiWmtn0jsIpnce8wyVSWXG0RVX4wuGmOMOT3LcS+mJ3LZuOGTzcA1RxtEZBbQqqpPArfhVj6Ott06frtxPx84yfFmAofHPe7k+DByzHqqWgDiQMMpbD/e1biVrvHuBy4XES9u8Ll1XNttwFtK5/PPIrL6aMM0znuqfk+qVF16S6k/R10nIltE5PbSa3BCvpOtcCIi8k7gr4GlwPmqumFc25/ilqyKwO+p6j2l5WuBm4Ew8Avg0/oKTAKqSl//3ezZ80UymU6qq85h1ar/xe+fvCKYyfawd88/0dP7EwBqatYxo+2dpDOH6e29k3T6AC0t17B0yd/h9YbLx1At4vGc1stgKkg+H6dYTBEKtZ18ZWPMi0JEvg5cilv1Oa+0+FFVffO4dW4et8n1uBd/cCsi/wN8GUBV380LI5Msm+xaOdV6090e4J9E5B+BZuDCCW1F4Fe4IS6sqgeOFmJUtVNEFuNWyF4N3C8i71TV+6dx3tPun4j4gO8DX1XVfaXFPwO+r6pZEflt3GrRq090wNO90m7FLXH9x4TOLcN9AyzHHd+7T0QWqWoR+AbwMdyxzl/gJsq7TrMfZ1Q+P8zWrZ9maPjXxKKLWTD/j9m3/1/Y+PR7WL3q2wSDTQA4Tp6RkacYGLifru7bUC0we/Yn8PuqOdJ1C9t3/Akg1NVdSEP9ZXQe+S6p5F6WLfsSIyNP0Xnku+RyA6xa9U2qq1Yc1w/HKZDN9hIMNuPx+F/iZ+GVr1BI4vNFj1mWSO6mWBijuno1E6qjpFL76ez8Ln19dxEKt1Nbez51tedRXb0Kv7/muP1ncwMkxrYRH93C6OhmRkefxesNEwrNJBzuoLnpddTXX35MYFV1GB5eT3fPjygWM7S2XkNjw6vweAIUCmMkU/vweasIh9vLyxKJncTjTzMw+BDx+AZUHVpb38q8uZ8hHJ5FsZghmdxFoZBAPH484qVQTFEojOIUM9TUrCESmQNALjdId8+PSacPUlOzlrq6Cwn468lme8lkjpBI7mJsbBvJxC48niCBYBPBYAs11aupq7uAQKARVYdcbgCAYLD5DL9qZiLVIonETkbiG0iMbcfnqyIYbCEc7qCh4Qo8nsBL0AclldpHKNSO1xt80Y/3CrQNuO7oA1X9pIg0Ahum3uQYNwAtIvLe0uMZIrJQVXeLyK3A4km2+bKqfvsE++wErhz3uB14aIr1ZgGdpWBQAwydwvYAf4Q7VPV7uMFh7YT2W4Af4xY4jqGqWdxr+F0i0gu8DTf4nOy8p+r3ZP4T2K2q/zLuuIPj2v+LqecAlZ1W4FHV7cBxFxbcsblbSk/EfhHZA5wvIgeAalVdX9ru27hPzism8KTTh9n8zIfJZDpZvOhzzJhxPR6Pj6qqFTyz5eM89dRbCYZm4BRTpDNHKBYTeDwBGhtfw4L5f0Q43AFAR8dHGRvbSjDYWr5oNDRcwdZtn+GJJ905V1Wx5Xg9ITZtej+rzv0mNTWrSCb3cfDgTcRHnyadPoxqgUCgiba2dzCj7Z1EIrNftudmuorFLI6TxeMJ4vEEjnl/5PPDDA4+Sip9gPaZ7yUQOL6C6Tg5+vt/CUBj41XlithRIyMb2LfvKwyPPE5t7QXMmnUj0chC9h/4Gr29PwOU2toLWLDgTwgF2+gfuI++vrsYHn4MET+NDVeSzQ1w6NB/cfDgNwCIROYSiczHKWYoFpNkMl1kc72lIwrR6AIaG65EtUA600l//710d/+AYLCV5qarcTRPLjfI2OgWMtkufL5qPJ4g/f134/fX4/VGyWTGV5c9BAIN5HL95SWx2BJmd3wMR/N0dn6H3t6fE4nMIZXah3uvMLVIZAGRyGwGBx9BNY/XG+XIkaNzIIXxN05+fz2x2JLShXYHAwMPcvjwNwEIBJrJ54dRzQMQDndQV3shHm+IRGInyeQuvN4o0eh8otGF1NVdRH3dRXg8Z+VFEoBiMUU6fZhMpguPJ4jfX4PXG0PEnTGQzw8zOrqF0dFnKBbThMIzCQVnkM31Mzr6DKOjWygW3SFzv7+eYjGJ42QBCAZaaG//ADU1axgaeoSBwYcAobnpdTQ3v4FiMcXg0KPERzYQCLZQXX0O0cj8UrjdSS43QCQ8h2h0IX5/LdlsH9lsN35/HfX1lxIKzWB0dAu793yRkZEnCAbbmDf3M7S1XUuhkGRk5AkymSPU1V1ENLoIgJH4Bnq6f4THG6R95vuIRhcA7g3F0NBjpXXnveSvw2l6APg7EfmEqn6jtCwynQ1LFY6oqs4ct+xzuDf9nz+NCs89pT4dHVZ4HfCnk6z3U+BG3Pk37wAeUFUVkeluD4CqOiLyr8CNIvL6o6MyJY8Cf49bZSkTkTVAj6p2ifuGPwfYUtrfyc570n5PXElE/hY3DH10wvI2Ve0uPbwG2H6S4yFnYjRJRB4C/vDokJaI/BvwuKp+t/T4f3BDzQHgi6r6mtLyy4A/GV8mnMq6det0w4bphu2TKxSS5HL95HIDFIvJ0rIEu3b/DY6T55xz/oO62vOO2SYef5p9+/4VAK83TCDYREP95dTXX4LXO62/DVKp/fT03klD/WVUV59LJtPFps3vI5cboqHhcvr67sbjCdLQcDnRyDyCwTYGhx5mYOBBwKGmZi2tLdfQ3PyGY8JCOn2Egwe/wejYFhwnh+PkaW56HfPm/cEpD5mpKonkToaHfo1qgWCwDb+/jrGxbQwN/5pkchcz2t7J7NmfwOeLks+PcPjwzQwMPkQm00U+P3jM/rzeGH5/LR5PiFRqH0fn5kUi81i96luEQjMAyOWGOHLke6XKV39p2yhNTa8lGGghnx8mldrPSPwpAoFGWprfTP/AvWQyRwDweMLMmnUjwUAT+w98nXx+iKMX+3C4g9bWtzNzxvXlCl2xmCIe38zo6DPERzeTSR/G443g80YJBBupii2nqmoZVVXL8fmqjjknx8kzMPAAXV23MDT8a3y+avz+BiLhDlpar6Gp8XWIeBkaepSe3p+iWiAWW0IsupBCIUEqfZBspptwuIOqquVUVS0/ppqSyfZw4MA3yGQ63fbYcvz+WlQLOKVA4/dVg3gYHvo1AwMPkEztpbn5DcyY8W6ikXkkEjsYHn6CQjFBKNhGMNRGNDKfYLD1mBDqOAXGxrYyPPw4qdReAsFmQsE2HCfL8MiTjIw85fY/uohobBHFYopkcg+p1F4cJ4fXG6Wu7iJ8vioED8jzUwMD/nrq6y+htnYdIgGy2W6Syd14PGHC4VkEgy2A4DgZVIv4fLEp35P5/BDFYrocpL3e6BkZDk6lDjI49DDR6EJqa9bi8QTIZHvo77ub0bGtiHgR8aJOgUJxjEJ+lEIxQaEwRqEwVnqfnZzf34DfX00mcwTHySHiIxZbTHX1udTUrKW25jzC4ZmoKoXCGPH4Rg4fvpmh4V8BIOKlpmYdqnni8WOnm0SjC8nlBsjnn58v6vEE8PvryWZ7puxTKDSLTOYwfn89s9pvZGDgfkbHthAINJLLDTF+Hm0o1I6Ij3T6AF5vDNUcjpOjru5i8vlhEomj1xsPLS1von3m+0hnOonHN5LPj9De/oHjPlNPl4hsVNV1Z2hfbbjfFroA6AeSwE2qequIXIl7jZs4pHUnsAIIqepnx7Wdg3vTv2waxz0Pt3pSB2RwA8TyUtuHgT8rrfoFVf1mafnfABtU9aciEgK+g/stpiHg+qPDPlNtP+H4NwN3qurtpcfXAb+jqldNvLaP2yahqjERuRr4AnD0jufJ0raZaZz3ifq9WVVXiUg77jyfHUC2tOm/qep/i8jf4wadQmn7T6jqjhMe82SBR0TuA1onafpzVb2jtM5DHBt4vg6snxB4foH79bu/nxB4/lhV3zLFsT+GO/xFR0fH2oMHD56wr9Ohquzd+48cPPSfk7aHgjNYteqb5buWl0Im28OmTe8nkzlC+8z3MXv2xwgEGo9bp6f7x/T03kEyuRsQqqqWUVd7IYViku7uHwJCfd2FeLxhnGKawaFHaKi/nBUrvnrcBfuofH6YAwdvYnj4cUT8eDwBUqn95HJ9k64fiy0hGGxlcPAhgoEWGpteS0/PTygWE9TWXkAkModQcAZeb6QUvDIUigny+WEKhQRVsWU0NFyB42R5ZsvH8PmqWLrk7+gfuJfu7h/iOFka6i9n1qwP4vGE6en5MX39d1EsZgn46/AHGmhtvYb2me/D6w3jOAUGBu4nldpLW9s7y2GmUEhw5Mj/4Tg5mppeRzS6aLJK5Bmhqi/avl8Jjn5GTDzHYjHL8PBjDAzcz/DIkzhOtlSJev4zxZ2sn8fjCZeG8OLH7EPEd8w24VBHaYhuLrn8ELlcP5nMEVKp/RQKo8f1zeuN4fdV4/VF8Xoj+H017hByw5WEwx2MxDcyPLyefG6IUGgmoXA7Xk+IYjFNvjBCf/8vGRl5ctz+ooTDs0kkngMgGGwtPQdFRLz4fNX4fFXH/ISCbYTDHYRCM3CcHPlCnGIhWT4nrzdGVdUKQqEZiIg7ZJgfwueN4fWGTvr8JxI7SaUPUFd7YXnoNZPtYWDgAXzeGPX1F5eGIrX0XO0lFGonHJ6Nx+MrBdS9FAqjBIMtBIMtZDLdDA09yvDw48SqljG746P4fFWoKv3999DT+1Ni0cXU1V1EKDSDoaFfMTD4IE4xTWvrW0vVpTRHum6hu+t2AoEGmlveRH3dxfT03EHnke9QLKbK5+/x+Mnnh6mrvZD58/+QmprVJzrlaTuTgcdUvherwvOnAKr696XH9+CO/R0AHix9px4RuQG4UlVP+g81nYkKz/iw09ryNurrLyEQaCzdVbof5tHowinvMl9MxWIKx8lPOpdkorHEDvr7f8nw8OOMjm5CVZkx413Mmf2JYya7Hum6lZ07/5JweA5trdfi9YbxeiPuMJMnQDK5h0OH/ptiMUld7QWI+HA0RyBQqlw1XIrPGyOb7XVL49H5BEtBLB5/ml27Ps/o2Baam9/I3Dm/Syw22XDtCc5jbBubNn+IfH4QkQBtrW+jo+Mjx4VN9xuPUtGholIVCkmGRx5naOhR1HGrXNHoQhwnRzpzmEzmCCJevJ4I4DA69izx+CZyuX683hjBYDPBYKs75Bieg89XVQrSWbfKko+7AaOYolhMkc32kkzuKh3dre6J+PD5ao6rPAKEw3OY0XYdTU1Xk0rtZXDoUZLJ3dTXXUJz8xt/E4dmXhFyuSGGhn5FNLqQWGwRjpPjyJHvc/DQf5LPx1l17v9QX3/xaR/HAo85FS9W4FmO+48onY87afl+YKGqFkXkKeBTwBO4VZ+vqeovTnaM0w08qsq+fV/mwMF/Z+bM97J40ecq4gJ6dL6M3189afvw8ONs3faZY+aKjNfU+Frmzft9YrFFp3xsVYdiMTll9Wg6UqmDDAzcT0vLW8rVGXN2U9XSUNkLmxeUyfYwOPAQmUwnNbXrqK05D58vSrGYIZM5gmoBjyeE1xshEGisiM+B3xT5/Agbn76BTOYIa1Z/l+rqc05rfxZ4zKk4rcAj7j+7/TWgCfdfV9ysqq8vtf058GHc8bXPqOpdpeXreP5r6XcBn5rO19JPN/D09PyUbc/9P2bMeDdLFv9teULh2eDoBaRYTFIspstj7x5P6DdiErQxpnJks71s3fYZliz+/GlPHbDAY07FGanwvBRON/A4To6urtuYOfM9Z1XYMcaYV5ozNe/NAo85FWfNv3jn8QRob3/fy90NY4w569kwonk5WKnDGGOMMRXPAo8xxhhjKp4FHmOMMcZUPAs8xhhjjKl4FniMMcYYU/Es8BhjjDGm4lngMcYYY0zFs8BjjDHGmIpngccYY4wxFc8CjzHGGGMqngUeY4wxxlQ8CzzGGGOMqXgWeIwxxhhT8SzwGGOMMabiWeAxxhhjTMWzwGOMMcaYimeBxxhjjDEVzwKPMcYYYyqeBR5jjDHGVDwLPMYYY4ypeBZ4jDHGGFPxLPAYY4wxpuJZ4DHGGGNMxbPAY4wxxpiKZ4HHGGOMMRXPAo8xxhhjKp4FHmOMMcZUPAs8xhhjjKl4FniMMcYYU/Es8BhjjDGm4lngMcYYY0zFs8BjjDHGmIpngccYY4wxFc8CjzHGGGMqngUeY4wxxlQ8CzzGGGOMqXgWeIwxxhhT8SzwGGOMOeuJSIuIfE9E9onIRhFZLyLXltquFJE7J6x/s4i8Y9zjJhHJi8jHT/G4l4vI0yJSGL+/UtvdIjIy8dgT1gmKyK0iskdEnhCROePabhSR3aWfG6fY/mYR2S8im0XkGRG5alzbQyJySERk3LKfiEii9LtHRL4qIltF5FkReUpE5k7zvKfs97h1IiLycxHZISLbROSL03nepmKBxxhjzFmtdEH/CfCIqs5T1bXA9UD7KezmncDjwA2nePhDwAeB703S9k/A+0+y/UeAYVVdAHwF+AcAEakH/gq4ADgf+CsRqZtiH3+kqquAzwA3TWgbAS4p7bMWaBvX9m5gBnCOqq4Eri2tPx2T9nsSX1LVJcBq4BIReUNp+Ymet0lZ4HmJOKo8M5biS/t7+ORzBxnMFV7uLhljjHG9Gsipavlir6oHVfVrp7CPG4A/ANpFZOZ0N1LVA6q6BXAmabsfGDvJLt4KfKv0++3AVaUA93rgXlUdUtVh4F7g6pPsaz0wse+34IY/gLcDPxrX1gZ0q6pT6m9n6VjTMVW/y1Q1paoPln7PAU9TCqEnet6m4pvuiuaF+2nfCH+95whd2TwCeAT6cnm+f858fB456fbGGPNi25PKMCcUPFs/k5bjXkxP5DIR2TzucQdwJ4CIzAJaVfVJEbkNt/Lx5VLbrcDiSfb3ZVX99ul2HDegHAZQ1YKIxIGG8ctLOjk+zEx0NW6la7z7gf8SES9u8PkY8P+V2m4DfiUil5XW+66qboJpnfdU/R6YrGOl6tJbgH89yTlMyQLPKSiq8uxYGhEIeTw0BXzU+6d+Cvtzef50Vyd39sc5pyrMZ+e18er6au4bjPOZHYf5/L4uPrdg2jcC5jdMslDkSDZPdzZPg9/L0lgYr0z/YpIoFBGBqNf7IvbSGPhu1yB/uPMwb2uu5d+XzcZzCu/TSiQiXwcuxa36nFda/KiqvnncOjeP2+R63Is/uBWR/6EUeFT13S92dydZpidYPpl/EpF/BJqBCye0FYFf4Ya4sKoeOFqIUdVOEVmMWyF7NXC/iLxTVe+fxnlPu38i4gO+D3xVVfedZL9TssAzicFcgT/b3Ul7KMBHZjYyIxRg82iKP9l1mGfG0uX1PMDVjTV8uL2RS2pjiAhFVdaPJLi9Z5g7+0fIOcqfz2vjE7Oay3dO17c18OxYmv843M/SaIh3t9YjJ/mAiecL3HS4n1XVEa6sryLoOfXRyIKjPB5PcEFNDP8Ud3E/7BniUCbH+2Y00BTwT2u/OcdhayJN1OtlcTR0yv2aTKJQBCDmm/xiny46HM7kWBgJnvC525fKcmf/CHcPxOnPFSioUlBFS39WIhAQIejxUO/3cl5NlItqY1xUG6NqkmNnig67Uhl2JzOkHIecoyhQ6/NS5/eRLDo8OjzGI0NjHMzkjtm2yuvhvJooq6ojLI+FmRcO0pnJsT2Z4WA6S8DjIeQRxgoOG0aT7ExmCHs9vKu1no+2NzJaKHJL9xA/6xsh7TgES+s3Bnw0B/zU+30EPIJfhIBHCHk8hDweZocDXFFXRXPw+dfTUeVwJseeVJbDmRxVXg+NAT8zgn4WTHhOU0WHdNGh1u89pcB2thrJFziUyTE7FKCmdEM0lC+weTRFXy6PIHgEgh4PMa/7GnVn3dfiYCZHURUB/B6hye+nJehDFbYnM2xPpGkO+vnM7BbW1UTLxxzOFzicydGVydOfzxMQDxGvh9agn3XVkRP+jdzVP8If7zxMRyjAT/pGmBsO8ifz2qZcv0JtA647+kBVPykijcCGaW5/A9AiIu8tPZ4hIgtVdfdLUOHpBGYBnaVgUAMMlZZfOW69duChKfbxR7hDVb+HO8y0dkL7LcCPgb+euKGqZoG7gLtEpBd4G27wOdl5T9XvyfwnsFtV/2WK9mk5qwNPwVF6cnkCIuWLwb5Ulvdu2cuRTJ6CKv9xuI/za2KsH0nQFPDxT4vbaQ74SRcdnk2k+X73IL8YiBPyCEWFfOlKGvN6eFNTLb/T0TxpCPjrBTN5LpnmMzsO888HenlNQzWLoyFSRYdkschFtTEurasCYKxQ5D1b9rFxNAVAjc/LG5tquK6ljotrY9O6G+vN5vnEcwd5bCTBW5tr+frS2ceVru8diPO72w+hwFcO9HJdax2X1VVR5fVQ5fOSLDoM5wsM5Qv05Qr05vIcTOfYMpYi4yhega8u6eC61vpj9quqPBlP8pO+EQqqRL3uh3HI4yEggs8jZB0l6zh0ZfJsHE2yI5lBgbbSBXhmMEBL0E+V18OT8SSPDo+RdpSLa2N8YeFMlsbCJAtFHhgaY0M8yZ5Ulj2pTDl0rKmOcEFNFJ8Ifo+Uby0UyJWO3Z3N8z+dA3zjcD8hj/DmplpuaKvHJ8J9g6M8ODTG9mSa4lT3SCUxr4dL6mK8b0YDM0MB2oJ+ujI5nogneXwkyUNDvccNOjf6fRRVyZSCzOrqCG9uquVwJsf3uga5+Yhb5Q15hDc01tAWDJBTh1TRYSDnvh57U1nyquQdJacOmaKS0+c7uzwWIub10p3N05PNH9M2XnPAxxX1VTQH/DwxkmDzWIqCurdjdX4vLQE/M0MBZgT9RL0egh4PHoF4vshwoUim6FDj91Lv91Hr8xLzeYl5PfhFcHDDVqB0sa/2eZkZ8tMS8L+iqgrxfIFfjSToyea5uDbGkmgIEWF/KsvDw2McSGcZzBcYyhVL4cXt+3OJDPvS2fJ+WgI+Qh7PceF3Ml6BmcEAAY/gKGQdh/5cofw6NQV8LImGeHo0yZuf3s2r6qtoCvjYEE8dc8yJzq0K8wdzWlldHeFHvcPc3jNMTpUr66pYEA3yF7uPsKo6wg9Wzecvdx/hKwd7aQn6afD7uGcgzoF0llc3VPOWplragn4eG0nw6LA7rWRdTZR11VGyjrI7leFQOsf5tVHOiYVPehP3CvMA8Hci8glV/UZpWWQ6G5YqHFFVnTlu2edwqz6ffwkqPD8FbsSdf/MO4AFVVRG5B/ecjk5Ufh3wp1PtRFUdEflX4EYReb2q3jOu+VHg73GrLGUisgboUdUuEfEA5wBbSvs72XlP2u+JK4nI3+KGoY+eZH8nJZPs/xVp3bp1umHDdMP21LYn0nzzyAD3D47Snc2XLzznxMJcVl/F97sHAfj2ynk0B3z8d+cAP+8f4Y1NNfzR3DaqJ9z1Z4oOP+sf4blEGn/p4r04GuJ1DTWEvSeuwiQLRW7vHeb+wVEeHU6Qdo69DL6rtY4/ntvGJ587yMbRJP++bA5Rr4ef9A3zi/44yaLDzKCft7fU8c7WehaVgpWqsjedJZ53h0S6s3k+u6uTRMHhTU013N47zDta6vjXpR3lO/ZdyQxv3LiLeeEgX14yi+90DXJbzxBpZ/L3h1+E5oCPmaEAq6sirKmJ8O0jgzw2kuCfFs/ifTMaOJDO8ov+ON/vHmR3KkvE6yHq9ZAsuhfqydT6vKyujrCmOkLQ42F3KsOeZJburHvnWlSYFQrw2oZq2oJ+/v1QH/FCkfNromwuBa+wR5gXCTI/EmJddYQ3NdUyMxQ44WtxVLrosHE0yc/6RvhR7zBjpX76BM6riXJ+TYxlsRBLomGqfR784kGAeKHIUL6AB1hZFZmyggZuxWRnMsO+VIZZoQBLYuHj3lfj9efy3NYzTI3PyzXNtSdcd6KiKs8l0jw0NMYjw2MU1Q2RbUE/88JB5keCdIQDJAoOg/kC+9JZHh5yK1RjxSLnVkW4qDZGS8DPUL7AYN4NukcyebqyOdJFh6yjOEC1z0Odz0fI6yGed5+PqULVRGGPMDccZFV1hLXVbhVsbjhIxOsh5zg8NpLg7oFRfAKX11VxUW2MnmyeR4bdgOvgDjNX+TwsjoZYHg1T7ffyZDzJ4yMJOjPu/Lnxr4oCyaLDWKFIsugQ8Xqo9XvLQ9fj36GtAT9Bj5SDS9gj1Pt9NJQqOBlHKaqyOBpidXWEOeEgB9NZdqeyJErP45rqCLNK70NHIeM45b+F1qCfOeEAgQmVW1VlpFCkqNAYcI+VLBT53yMDfONwHwDnl0LH/EiQtmCA5oCPvCqposOm0RT/erD3mMC1uipClc/D4yNJcqosjAS5Y81C6v0+8o7y3i17eWQ4AUCdz0tHOFCubHtwZ4iGS+/vqT4fFkdDvLGxhpFCkQPpLB6EP5vfxvJYeFrvh+kSkY2quu4M7asN99tCFwD9QBK4SVVvFZErgT+cZEjrTmAFEFLVz45rOwe4RVWXTeO45+FWT+qADG6AWF5qexRYAsSAQeAjqnqPiPwNsEFVfyoiIeA7uN9iGgKuPzrsIyIfBv6sdKgvqOo3Jzn+zcCdqnp76fF1wO+o6lUi8lDpvDdM2CahqjERuRr4AhAsNT1Z2jYzjfM+Ub83q+oqEWnHneezAzia6v9NVf/7RM/blMc8WwLP0/Ekn9vbxRPxJCGP8NqGGrdyEAownC9w7+AoG+JJ5oSD/N8585gbCZ58p2dQpugQLxSJej14RPjXg73826He8tDLTcvncE1zbXn9VNHhlwNxftAzzEPDoxQVzqkKMzMY4Il4gqF88Zj9L4wE+a8Vc1gSDfOvB3r5+/3dXNNcy+sbqqn3+/iz3Z2MFRzuWbeoHA6ShSLduTyjhSKJgkO0dEGo8/uo83mPu4NLFx0+uvUA9w+NMi8cLN91rqmO8P4ZDVzTXFuej+KoknPcCkRBlaBHCIrnhBMmi6qMFYrUjDv2cL7AP+7v4dfDCS6vj/GGxhouqImdkYmXR59jrwhX1FedUtD4TVcsVYpCJwntRzmqx1VoVJW0oySL7vunoIpHwIOUL/bxQpHDmRz701l2JzNsGk0xXHj+vdsW9JMsFhktuIHk6D7HmxH0E/Z4yDgOI6XwMl6938vCSOlmgGNDT6RUZToaxEfyRfKqXFAT5cr6KtqCfn41nOCh4TFyjsPldVVcWV/N3HDgZa9gHP3sPlk/8o7yo95hDmayXNNcy5KoGzqSxSIb4imWxULHDF+PFop8t2uQ1dURzquO4vMI3dkcP++PM5grcEldjPNqongQtibSPD2aJOr1sCgSojXo577BUW7rGWLDaIoqr4c54SBd2TzxQoFPdbTwmTktL2hIfjJnMvCYynfWBJ5tiTQf2bqfG2c08u62+kknG48WikQ8J77ovpS2JdJ8cV8372it463NU/3zCW4F4MelUvVo0a12XFgTozXox8H9gL+wNnrM5Nd/3t/Dlw70lGeI+UX40eoFnDduXsALkXMc/mL3Efans7y2oZrXN9YwO/zShkfzm0tV2V8aJt2fzrI/ncUvwusba7isrgqPwIZ4kvUjSVqDfi6rix3z/lJVDmVyPJdIM5wvsq4metJ5XubFkSo6hD2CiDCUL/CXu49we+8wS6Ih/m1pByuqpjVidEIWeMypOGsCD0x+F3o2Gy0U6c3m6c8VaA36mfcSV7WMMWeXewfi/OHOwwzli/z3ijm8vrHmtPZngcecirNq0rKFnWNV+7xU+7wsPL2ijjHGTMtrG2t4sCbKP+zr5oLTrCYbc6rOqsBjjDHm5VXv9/EPi2e93N0wZyH7X0sYY4wxpuJZ4DHGGGNMxbPAY4wxxpiKZ4HHGGOMMRXPAo8xxhhjKp4FHmOMMcZUPAs8xhhjjKl4FniMMcYYU/Es8BhjjDGm4lngMcYYY0zFs8BjjDHGmIpngccYY4wxFc8CjzHGGGMqngUeY4wxxlQ8CzzGGGOMqXgWeIwxxhhT8SzwGGOMMabiWeAxxhhjTMWzwGOMMcaYimeBxxhjjDEVzwKPMcYYYyqeBR5jjDHGVDwLPMYYY4ypeBZ4jDHGGFPxLPAYY4wxpuJZ4DHGGGNMxbPAY4wxxpiKZ4HHGGOMMRXPAo8xxhhjKp4FHmOMMcZUPAs8xhhjjKl4FniMMcYYU/Es8BhjjDGm4lngMcYYY0zFs8BjjDHGmIpngccYY4wxFc8CjzHGGGMqngUeY4wxZz0RaRGR74nIPhHZKCLrReTaUtuVInLnhPVvFpF3jHvcJCJ5Efn4KR73chF5WkQKE/a3qtSHbSKyRUTePcX2QRG5VUT2iMgTIjJnXNuNIrK79HPjFNvfLCL7RWSziDwjIleNa3tIRA6JiIxb9hMRSZR+94jIV0Vkq4g8KyJPicjcaZ73lP0et05ERH4uIjtKz8MXJ7S/S0SeK7V972THtMBzBhWKDn/3i+38YMPhl7srxhhjpql0Qf8J8IiqzlPVtcD1QPsp7OadwOPADad4+EPAB4GJF+wU8AFVXQ5cDfyLiNROsv1HgGFVXQB8BfgHABGpB/4KuAA4H/grEambog9/pKqrgM8AN01oGwEuKe2zFmgb1/ZuYAZwjqquBK4trT8dk/Z7El9S1SXAauASEXlDqS8LgT8FLik9R5852QEt8JwhhaLDp2/dzH8+so+/+uk2BhPZk26TyBbY2TP2EvTOGGPMCbwayKlq+WKvqgdV9WunsI8bgD8A2kVk5nQ3UtUDqroFcCYs36Wqu0u/dwF9QNMku3gr8K3S77cDV5UC3OuBe1V1SFWHgXtxg9OJrAcm9v0W3PAH8HbgR+Pa2oBuVXVK/ewsHWs6pup3maqmVPXB0u854GmeD6G/BXz96PFUte9kB7TAcwYcDTs/39LNBy+eQyZf5KaH955wm1zB4cb/fZI3/OsjPHVg6CXqqTHGmEksx72YnshlpWGfzSKyGbjmaIOIzAJaVfVJ4DbcysfRtlvHbzfu5wPT7ZyInA8EgMkuLDOBwwCqWgDiQMP45SWdHB9mJroat9I13v3A5SLixQ0+t45ruw14S+l8/llEVo/r88nOe6p+T6pUXXpLqT8Ai4BFIvJrEXlcRE4W5vCdbIUTEZF3An8NLAXOV9UNpeWvBb6I+wLlcMtlD5Ta1gI3A2HgF8CnVVVPpx8vh1zBYUvnCA/u7OOX23rZ3Zfgz964hI9dPp+xTIFvrz/IRy+bR0t1aNLtP/ezbWw8OEx9NMCnv7+Juz59OTUR/0t8FpXtmcMj1IT9zGmMvuB9OI6igNcjk7anc0Ue3z/IZQsa8XlP//6hUHRI5orUhI99L/SPZRlMZvGI4PUIcxuieMb1KZ0rsvHgMM3VQTrqI4T83tPuizFnKxH5OnApbtXnvNLiR1X1zePWuXncJtfjXvzBrYj8D/BlAFWddO7NKfSlDfgOcOPRSsrEVSZZpidYPpl/EpF/BJqBCye0FYFf4Ya4sKoeOFqIUdVOEVmMWyF7NXC/iLxTVe+fxnlPu38i4gO+D3xVVfeVFvuAhcCVuFWfR0VkhaqOTHXA0wo8wFbcEtd/TFg+ALxFVbtEZAVwD88ny28AH8Md6/wFbqK86zT78ZI4PJTiK/fuYlvXKHv7ExQcxesR1s6u4yvvPpdrV7uVtk9ftZA7Nh/h6w/u4W/euoLDQynu2dbD3MYo58+t5+dbuvm/Jw7x8Svm8cYVbVz3jcf47I+28O/vXcP4it7BwSRf+uUurlszkysXNx/Tl0S2QCx4ui9fZdrbn+CLd+3g3ud6qQ75+PZHLmDVrNpT2oeq8sOnj/CFnz9H2O/l069ZyHVr2o8JNUdG0vzWtzbwXPco57TX8MW3n8OyGdWkcgUe2tlPIlPgvLn1zGmI4Cg81zXKhoNDDCVzpHJFio5y6YJGrljchM8j3Le9j7/7xXYODCa5YG49b1s1E5/Xw483dfLY3kHG3xasmlXL3799JUvbqtl4cJg/uG0zBwZT5fb5TVHetmom166ZSdDn5e5tPfxyWw9VIR9XLGri8kVN1IT95IvKaDrPxoPDrN87yN7+BI2xIK01IWbWhpnfHGVBUxXtdeFjApZ5cRSKDo6CCHhFXrLn/MEdfXzplzt559p2brx4zjGfQ2eJbcB1Rx+o6idFpBHYMM3tbwBaROS9pcczRGShqu4WkVuBxZNs82VV/faJdioi1cDPgb9Q1cenWK0TmAV0loJBDTBUWn7luPXagYem2Mcf4Q5V/R7uMNPaCe23AD/GLXAcQ1WzuNfwu0SkF3gbbvA52XlP1e/J/CewW1X/ZdyyTuBxVc0D+0VkJ24AemqKfSBnorgiIg8Bf3i0wjOhTXAD0AygHniwNAEJEbkBuFJVTzqrfd26dbphw3Tfe6cvlSsQ8nnLHzhdI2ne9R/rGU7muHBeA4tbq1gxs4ZL5jdOWpn5sx8/yw82HOaKRc08sKMXp/Q0H60UXDy/gZs/dD5ej/CNh/byD3fv4DOvWci1q2fSUR/h+08e5m9//hypXJGw38ttH7+Ile01OI7ylz/dyvefPMyfv3EpH7rk5ftwOjKS5p6tPSxojnHurFqqQz4GEjkODiYZyxQA94P7nPZa6qOB8nbpXJFHd/cjIoT9XhpiARa3VE364b6tK86Pnj5CNODlgnkNrO6oJRKYPOilcgX++Ze7uPmxA4T9Xj58yRx+srmLoWSOmz90Huvm1JPJF9nbn6ClOkRjLAi4F5l9A0kOD6XIF5V80eH7Tx7isb2DrOmopahutWheU5S3njuTc2bV4BHhD27bTDbv8FuXz+Pb6w8wkspz4bwGNhwcIpN//kasuSpIOldkLPv8cxLxe3EU0vkiDdEA7fURnjk8wvymKK9d1so923rYP5AEoKM+wttWz2RJaxWq0D+W4WsP7CGeznPlYvf91VYT5s/euJSC43BgIMX6fQM8vs/97PAIOArzmqIkswV6RyefX1Yd8rGktZrhVI6e0Uz5NQQIeD2014eZXR+hMRakJuynOuynqSpIa3WI+miA0UyeoWSO/rEsPfEM3aMZqkM+brx4Dktaq487Xq7gEE/n8XqEoM9DyO+dspI20d7+BM1VQapCL29VNJktEPZ7X3AwyRcdDg6meHhXP/c+18NTB4Yplj4sgj4Ply9q4urlrbTXhfnVngEe2dVPvqism1PH2tl1VIf8jGULjGXyxNN54qk8I6k8I+kc8XQejwhvOXcGbzl3BhG/l8f3DfKDjZ3kCg6XLGhkzexa/vvR/dy+sZPqkI/RTIFrV8/k765dyd7+BP/16D6e2DdEW22I2fURokEfvaMZekezFBylOuSjOuxnRk2IuY1R5jXFOKe9htpI4CRnfmaIyEZVXXcG9iO4N+E3q+o3Sss6cCcxzxGRK3GvcRMrPHcCzwI/VdXF49o+BxRU9fOn0IebgTtV9fbS4wBukPjZhAv9xO0+CaxU1d8WkeuBt6vqu0qTljcCa0qrPg2sVdWhCduXj1t6Hp4GPquq9xy9tpf28wel52dARBKqGhORNUBPqbjhwR292aKqX5rG+U7a70nW+1vcUaR3jq9wlYawblDVG0vhdBOwSlUHpzzmSxB43gH8tqq+RkTWAV9U1deU2i4D/mT8m2jCth/DrQbR0dGx9uDBg6fd13SuyP6BJI4qK2bWHNO2+fAIv3i2m1/vGeC57lEWNMX41FULOW9OHTf85+MMJnL8329dwDnttSc9Tnc8zau/9DAhv4f3XNDBu9bNomskw/q9AxweTvOXb15GXSkEOI7y4W89xUM7+wGIBrwkc0UuWdDAn1y9hE9892lyRYcf/vbF/PO9O7ljcxcLm2Ps7ktww/mz+Nw1Kwj4nq88PLKrn8/f+RzzmqL83bUraShd2Md7rmuUh3b1sbS1mjUddceENlUllSsylMzRNZLm4FCK3niGVy1pLj9nz3bG+dDNTzEwbnJ2JOAllSsed6yQ38MN53fw/gtn88COPm56eC8Didwx67RWh3jNsmbOmVlLOl8kkS1w//Zenj40QsDnKd/5egRiQR/hgJeasJ9LFjTy+uWt5IsOf/bjZzk8lOY9F3Tw+69dRGMsSE88w3v+63F6RjPMa4qyo3uMQumCUh8N0FIdYv9A4piAAlAV8vHZNyzhhvM6EIFfPtfLvz2wh61d8XKlZW5jlP/6wDoWNMcYTub4u19s58kDQ1yxqIk3rmyjMRbgif1DPLl/iEjAy4XzGrhgbgMt1UFEhHzR4eGd/fxoUyc7usf44CVzuOH8DvxeD6rKtq5R8kWHVbNqjwu1R4/3g42dvGtdO//fm5cdd/E/PJTip890kS86vHFlG4taqlBVdvaOsX7vINmCg88jhANezm2vZWlb9TGBI57Ks6d/jN29CfYPJjk0mOLQUIqhpHsxney1Hv+at9WE6R3NkMoVuWJRE8tmVLOnL8He/gT9o9lyABy/zaevWsTHLp83ZfApFB2+ev9uvvbgHmJBHzdeNIcPXTJn0vf4dBWKDvsHkrTXRQgHjh8KjKfzPLKrn3g6z8LmGAuaYzzTOcL3njjEAzv6aKsJ8/Y1M7l6RSvdIxmePjTMzp4xxrIFUrkCgjCrPsys+ggBr4cjI2m6RtJ0Drv/PXoztKglxqsWN1MVcgN931iWe5/rpTueAdz3/pqOOkJ+L5sODZOc4m+tJuynNhygJuxnKJVjT1+CaMBLbSTAkZE01SEf0aCvvF+vR/jEFfP53Vcv4L8e2ceX79tFXSTAUDJHLOjjysVNDCZyHBpKkcwVaK0O0VoTwufxMJrJM5rO0zmcJjHu9VzUEmNpWzX9Y1kODqbweoR/fte5nDen/gW/TpM5U4GntK823G8LXQD0A0ngJlW99SSBZwUQUtXPjms7B7hFVZdN47jn4VZP6oAMboBYLiLvA76JW3066oOqullE/gbYoKo/FZEQ7pDXatwKyfVHh31E5MPAn5W2/YKqfnOS49/MsUHrOuB3VPWqqa7t4wLP1cAXgKN/gE+Wts1M47xP1O/NqrpKRNpx5/nsAI5ebP5NVf+7FM7+GXeUqFg6v1tOeMyTBR4RuQ9onaTpz1X1jtI6DzH5k7Ic+CnwOlXdW3ph/35C4PljVX3LCTvB6Vd4Ht3dz2d/+CxHRtLlZa9e0sxfvnkZ1WE/f1+6eAS8HlZ31LJ2dh33PufOzfF7hYDXw7c/cgFrZ0/1rb7j9Y1mqA77pzWfougoO3pG2Xx4hGc746xsr+GG8zrweIRdvWNc943HyBUcsgWHP756Mb99+Xz++d6dfP3BvSxpreKSBY0sbavmwR19/PzZbtrrwvSNZqmJ+Pnyu87lsoXu5P7DQym+fO8ufrL5yDFDJC3VQRx9fg5JrjDZUDG85dwZXLawkb/+6TbqIgH+/b1rSGQLbDo0zGAyx+z6CLMbo9SW5qBk8g63b+zkJ5uPlO9cL13QyMevmEddJEAqV+TQUIr7nuvl4V39pPPPf4jPa4ry3gtm84417Xg8sPHgME8fGmE0nSedK9IzmmH9vsFyX+c2Rvni21dywbxj5731jWX449u3kC86nNtey5LSB/GevjG64xnmNcZYPqOaeU1RAj4Pfq+H1poQ1ZNUD8YyeZ49EufwUIqrl7e97POuxjL5l63KkSs49Cfcas5wMkd12E99NEBTLEh12IeIMJLK8d3HD3LzYwcZSeWY0xhlflOUtpow9dEAtRE/qpAtFHly/zD3be9lTUctn37NIp7aP8Q923oYzeS5bGETly1s5P8eP8STB4Z4++qZZApF7trag9/joSEWKFeJWqpDzKgNEQv6GEzmGEjkCPs9XDC3gYvmNxDye9k/kGBPX4In9w/xxL4hxrIFfB5hxcwaVpZCfbZQ5OBgig0Hn6+6jNcYC/LWVTPY3ZfgV7v7y8HF5xEWNMeoCfuJBX0UHOXwUIrDwymKjtJaHaKtNkx7XZiO+giz6iJcMK+e2Q3HzzVTVbZ0xukby3L+3Pry3K5C0WFn7xjZgkN1yEdVyE/NJJ81qsqmwyPc8uQh+seyvG31TF6/vJWgz8Pe/gRP7B/i3PbaY27+HtzRx9ce2M3VK1q5/vyOSf8OJutnfyLLnt4ETx8a5qkDw+zuHaOlJsSchiibDg3TOZzmr65Zzvsu6DhjVekzGXhM5XvRKjylZPYA8CFV/XVpWRsv05DWzp4x/v2hPcxvijGvKUrncJqv3b+bfFEJB7wkswU+ctlcPvXqheW5MY6j3LW1hx9sPMzvXLmA8+ee2buTU/Gr3QN8+pZNfOY1C3n/RXPKy3/6TBf/86v97OgeJVtwCPo8/O6rFvCxK+axrz/J731/E7v7EsdUSYI+Dx+6ZC4fvHgO+weSbDw4xKGhFF6PB59HiAS81EUD1EX8tNWEmd0QoSrk539/tZ//+dV+0vkiy9qq+eaHzptyUvZEh4dS/GxLF+fNqZ/yLi+TL9I3miUS9BIL+gj6PCf9YExmCzyyq5/+RJZ3rZtlk3VfoYqO4qjiP8HEblXljs1d/OUdWxnNFPB6hAvm1lMXDfDorn5GMwUiAS9fuHZFeb7cnr4Et204zEgqR7bgkMwW6R3N0B1PM5Yp0BAN0FgVZDiV4/BQ+rhjzm6IcPH8RlZ31LJ/IMlT+4fY2TOGzysEfe5w6xWLmrhqaTOtNWF2946xpy9Be12Eq5Y2l8+nJ57h0d39zG6IsnJmzaSVoqKjqOoZmdz+myaezvOZWzbx4M5+lrVVM5bN86V3nHvczcmpssBjTsWLEnhKXx97GPgbVf3hhHWfAj4FPIE7aflrqvqLkx3jxZjD0zea4R/v2UnvaIa/eNMyFrdWndH9n2mqOmUAKBQdDgwmqQ77aa56PoRk8kW+9dgBhlI5/B4PkaCXa1fPpK0m/IL60Dea4Z7nennbqhkv+/wJU5l6RzNsOjTMBXMbysO+haLDM51xZtSGXvB7t3M4xZP7hyg6yrymKHMaoqc1FGZOjeMo//7QHn61Z4DmqhC/ddk8VrbXnHzDE7DAY07FaQUecf/Z7a/h/mNII8BmVX29iPwF7r+AuHvc6q9T1b7SPJ6bcb+Wfhfwqel8Lf2lnrRsjDHmlc0CjzkVZ6TC81KwwPP/t3ffYVJUaRuHfy8gIEGQKEERFFAxIAJKEFEMYMIsmDC7hjWvYf1WXXfNaY2Y8yoIKooZEAQVFFBUUFCQnNOQBpjA+f54a7Z7mhmmBwYGa577uuaamerq6tOnq/s8dc6pahERSabAI8VR9gaTRUREpMxR4BEREZHYU+ARERGR2FPgERERkdhT4BEREZHYU+ARERGR2FPgERERkdhT4BEREZHYU+ARERGR2FPgERERkdhT4BEREZHYU+ARERGR2FPgERERkdhT4BEREZHYU+ARERGR2FPgERERkdhT4BEREZHYU+ARERGR2FPgERERkdhT4BEREZHYU+ARERGR2FPgERERkdhT4BEREZHYU+ARERGR2FPgERERkdhT4BEREZHYU+ARERGR2FPgERERkdhT4BEREZHYU+ARERGR2FPgKQm/DoYxz5R2KURERKQQCjwlYdQj8OV9EEJpl0REREQKoMCzpbLXwoKfYO1yWLOk6PUzZsEHf4WsNVu/bCIiIgIo8Gy5eRNgQ47/vWRK0etPGgTfvwY/vb01SyUiIiJJFHi21Jyxib8XpxF45v/ov8e/slWKIyIiIhtT4CmOEGDhL/mXzfkOau4GFaulH3jKV4T5E7x3SERERLY6BZ7i+GUQ9O0AM7/x/0OA2WNh14OhTvOih7TWr4KlU6H9pVChMnz/6lYvsoiIiCjwFM/UYf57fBRUVsyG1QugcXuouxcs/m3T918wEQjQtAu0Ohl+GgDrV2/VIouIiIgCT/HMGOW/f3kf1q1IzN/ZtR3UaQGr5sG6lb4sBBj1cBRyInnzdxocAAedD1mrYNJ7W1amEHQ6vOSXmwNrlpZ2KUT+VMysvpm9aWZ/mNl4MxttZidHt3U1sw9T1n/FzE5L+r+umWWb2WXFfNwuZva9meWkbK9JVI4JZjbJzP5SyP0rmVl/M5tqZt+a2e5Jt/Uxs9+jnz6F3P8VM5sePc6PZtYt6bYRZjbLzCxp2SAzWx39Xc7MHjeziWb2s5mNNbOmaT7vQsudsl5FM3vOzH4zs8lmdmq0/NGozBOi2zKKekwFnnRlzILlM2D/MyFnLUx8x4ezKuwI9feFui19vSVRL8+S32HYXTDygcQ25v8I1epD9V18GKzuXjD+5S0r14h74fEDYUPulm1HNs+kQfDK8bB6cWmXxG3YAG+eAU+0UegRSVPUoA8CRoYQmoUQDgJ6AY2LsZnTgTFA72I+/CzgfODNlOXzgY4hhNbAwcAtZtawgPtfBCwPIewJPArcD2BmtYA7ovu2B+4ws50LKcPfose5Fki9im4G0CnaZk2gQdJtZwINgf1DCPsBJ0frp6PAchfgNmBRCKEFsA/wJUAI4boQQuuo3E8A7xb1gAo86Zoe9e50vBrqtYLvX/cJyw0PhPI7QJ0o8ORNXP7tk+j354lhq/k/eu8OgJmHp7njYdXCzStTxmz46j+wfLpPgi4J61bA2oyS2VZpmzo08bptDWNfgAHne8/fmKc3fzurFnhw2rBhy8s05mmYNgzWZcBXj2z+dr5/Hd4+D3KytrxMItu/I4CsEML/GvsQwswQwhPF2EZv4AagsZk1SvdOIYQZIYSfgA0py7NCCOujfytReHvdE8ibEDoQ6BYFuGOAISGEZSGE5cAQoHsRxRkNpJa9Hx7+AE4hf7BoAMwPIWyIyjwneqx0FFbuVBcC90bb3xBCKOiCd72Bt4p6QAWedM0YBVVqQ719oM25MO97mPeDD2cB7Ly7n32VN3H5t8+gYnXvDfrtU79A4eLJicADPpcHYNbo/I819E4YnUYDOvyexN/Thm/uM0sIAV7rCY+3LpntpePXD6FvZ1gxd/O3MWc8jLjfh3LyLJ0Gb/WGV0+ALx8s2WG/3BwYcR98dAO0OAZaHgtjX0wMZ4Lf9tTB8Pk/YNYYD7XLZ3ggXr3Iw03WGi/3421gQB8Y9s/0y5Ax2wPX+1d6qA7BA/XQO2Gv46H12fDd875ecWVlwpDbfej2y8IOumSb+X2o7ydLpm7dxwnBT6zImL15+0261mbAxzfBoslb7zGKrxXwfRHrHJo0hDIBODHvBjPbFdglhPAd8Dbe85F3W//k+yX9nFdUocxsVzP7CZgN3B9CmFfAao2i2wkh5AArgNrJyyNz2DjMpOqO93QlGwZ0MbPyePDpn3Tb28AJ0fN52MwOTCp7Uc+7sHInP/+a0Z//iob9BphZ/ZR1mgBNgS+KeG5UKGoFwT8Ipo+C3TtDuXLeMzPkdsjN8gnLAOUrQO09vUHLXOaNXKdrYMKbPk9n56YQcvMHngYHwA5V/KyvVif5ssxl8PVjEDZA5Z3gwHMKLtOCifDjW9Dxr/DHCA8oXW7csuf5x3APcZVrwhunwNH/hkOu8N6odISQ/rp56w+7y0Pie5fBee9DufKJ21cthJlfwdzvofnR0OywAsr8JbzVC7IzIXc9dLvdt/vRDX4mXMtjYfi//WrYJ/WFStXSL1/mMg8UmUt9O3t2g+kj/XvTVsyCA86CE5+AhT/DlK4+PNnpGu+tGfsC1N3be1y+eXzjbZev6D9Zq2Gfnr4ffP0fv8RBu4sgN9sDR7nysM9JiXpd8DN8cLUHbvAh1R/egAatYf1KqFrXy5S1Bn4e4F950vOp9J8z+H61dhk0bue9RC2OgV3bw8p5/nqVKw8tesAeh/t+unymr7/rIVChYvEeq6zLzfF9pGkXaNg6/21ZmfD5bTDuJf9/xD2+XpeboOmhJVeG7HXwbV/46lHv4c1z6I1wxP8l9r0Vc2DNYt/Xkt/nS6fBTg1hhx3Te7xZo+G7Z2GfE4tet5SY2VNAZ7zXJzqqZVQI4fikdV5JuksvvPEH7xF5EXgEIIRwJpsphDAb2D8ayhpkZgNDCKlDAgV96IZNLC/Ig2b2AFAPOCTltlzgKzzE7RhCmJHXERNCmGNmLfEesiOAYWZ2eghhWBrPO53yVcCHFb8OIVxvZtcDDwHnJq3TCxgYQihyXkfZCjwLfoZd9iv+/ZZPh5VzYPdr/f8qtWCv4zzING6XWK9OCz/KnjrUw81ex3lDPO5lbzAgf+Apv4Pff9Y3iWV/jPBGpHZzGHyNN4B5PUHJht7pgajzdf7hM/ppHzorToOe6uvHfI7RFWNg8NXw2d9hxtdw7INQIzowWDEXpn3hjV2NaHh7ye/w4XU+jHLJCA9/6Zg6zMNOix4+BPjVI9Dlb769wdd62AHAYExfOO4haHth4v6/D4H+53iYrN/KJ4nveohPBv9jOPR4ENpfAqOf9IA6uCKc9mJ6ZVs+E9441edu1W0JQ+/wH4AmnaD7vf76mvmwZrOuMPopP/vuw+t8gLOxTgAAE8NJREFU2UVD/PWfOswDQYUdoUIlD1Ir5/rXkbQ+G3Y72Bu+zGXw8Y2+v01630MVwG4d4fhHPWx9/n+w485w1L+gRXfvWfypvz/3jJkeGqvU8p92l3hD1vHqxByzVJnLvCeo3UVQtY7PBRv9FDRsA+e8C307eRg97Gb45GbIWe9B7Yc3wMr7fp6nWn1/zLYX+LZKQt4Q685NSmZ7RZnxNQy/2w809jtj4305c5m/DrX3hF323bLHCsHf4xPegHI7eLjoeLUfSE352OfnLfnND2raX+av87iX/WDk7IH5DwCWTvPAW24Hf41mjPT9bvlMaNkd9u8FtZv5AcIfw71eqzeAyjX8tVwxG5of4wd1lWt4KBn1EKxeCD3u98+XUQ9Bzjqff9jlJiB4mJ8+EvY8Es4a4AeERZk+CspXgkZtt6z+StYk4NS8f0IIV5pZHWBcmvfvDdQ3s7Oj/xuaWfMQwu9m1h8o6A34SAjhtXQ2HkKYZ2aTgEPx4Z9kc4BdgTlmVgGoASyLlndNWq8xMKKQh/gbPlR1NT7MdFDK7f2A94A7CyjbeuAT4BMzWwichAefop53YeVOthTIjB4bYAA+9ydZL+DKQp5XPmUn8Pw8EN65CM59D/Y4onj3nT7SfycHjyP/6b0O1ZN61+q2hF8/8CP8qnW90diQA98+A9884Q1VjV3zb7tJJ/9gW5sBO9b0sFS5Jlz0Obzcwxv0i4f5dX7yTB0KU4fAUXd5w7bHER5WZn7tR+ObY94ED1tH3unbPP01DwrD74Gn2nuwWjwFJr3rz8nKw94nQO094JsnfRu562Hyh4neqqKMftI/dM94DQZdDsPv9e8jG/eyHy12u92DRK094N1LPEgs+d2D1vToA73e3nDuIKhYxcv33qXeIDdo7Y24mTcY61d7b8eB53hYS5W9FqZ84r+zM2Hkg95wnPc+NOngXfx/DPcJ6o3abHz/TtfC6yfBC0f5/U9+1gNt+Rqw7ylF10X5CnDaS/DKcb6vNG4Pxz7g9fH5/8HTB/t6zY/2nqrkQNHmXDigtzdONZJ6rA+93r/G5PWTPXDXa+Vlqb2H356zHvqd5Y3b5MHQZ7A3+MumwWkve6A+ua9Pyn7vMmh0EJz8nIePmd/A9C+hUnUPXeUq+Os2/N/eU3Dcw9C6mHM3c7Ly9xCtWwkv9YBFk7xBPfhy39fTaVTXZniorN8q/cdfOs3rIzvT30sjH/K6zcnywDpvgs/bCxsA82B3xD+8DuaOh4UTPYTmHQgUZeidHnY6Xu3DnUPv8M+pjFmwfgXU2M337bz9tcuNvk+/fKyXs89gqNUMhvzDX+dU9ffzUDb+VfjuucTySjWgWl0fCs1eA7vs772AyQGqzXn+PEY+6Ad2Wau9p3G3Q/z9/t8oG1RvCPud7r2Jo5/wHs5Us7/zg6TO13ngnzHS98cdKqdXT9vGF8A9ZnZ5CKFvtKxKOneMejiqhhAaJS37J94Q/2tze3jMrDGwNISwNpps3Imo1yjFB0AffP7NacAXIYRgZp9FzylvovLRwK2FPV4IYYOZPQb0MbNjQgifJd08Cp9Hk2+ejJm1ARZEgawcsD/wU7S9op53geVOKVMws8F4cPsC6Ab87+q/Ud3vHG2jSBb+JKc0t23bNowbl27YLkD2WnjmUP+Qv2J0oidk0nveiHa+vvCeiYEX+RyeG6Zseshm4jsw8ELA/Mj9pKd8rsajrfyU9WZdvQFNNn2kzzM5awA0PwoebglNOsLpr/iH4PPdPAhdPMx/r1oIz3T2vy8b6cEgex3cvzsc1MePxsAbn3p7+wdUOgZe6B+A10/yI7w8y2f48NDUoX416TbneS/Gr4P9wonrVvgHYfd7PaBVq+9hrSgLJ0HfjtDtDm+Y163w1ydjps9BOe6R/GEyNwc+uQnGRT00tZp543fEP7wuwBusZw/zD+dLvsgfTLLX+UUjMbj8m40/bN+5BH5O+n6zGrvB2QOg3l7p1V8I8FxXnzx+zL3Q4Yr07pdq3QpY9kf+YYPViz2s1WnhF60szrDhb5/5vrDoF6/bHarCCY/Bfqd5iPmpP3S4Cr59Nup9DD5s8dcfEu+HcS95uTpc5SFuUxb96vvLzK+9V+G4hzwQFGX0094L1/Vm6HyDh4p+vT3UtrvIh/dWL/TA2e0Of68UVA+5Ob5ffvFv70E74T9+CYiirM2AF4704ctLhvkV1Ufc6yEGPCTUahoNrXb1YP/ts/6e2JDjwQG856LthR6yrZwHpcVTfCL5tBG+Xv19fT7gL4N83eOiNuyHN/zApXFbHzZv2iX/EG+elfPhpaN92LLcDv56dbjCD55yswDzQFF9F19/3Qr45QNYNd+32aht4rXNWuPDqYXtU2Nf9GH5w2/10AkeACe96yF37xN9nxjQByZ/BBd8mpjXCH7fwdd4uZofDSc8Do/sDYf/HQ67qejXpQhmNj6EUCJdRWbWAD9b6GBgMbAGeCaE0N/MugI3FjCk9SGwL1A5hHBL0m37A/1CCPuk8bjt8B6MnYF1eIBoZWZHAQ+TGJ56MoTwXHSfu4BxIYQPzKwy8DpwIN5D0iuE8Ee03oXA36OHujuEsNFpwXnPI4QwMPr/VOCKEEI3MxsRPe9xKfdZHUKoZmbdgbvxSdUA30X3XZfG895UuSdEZ1/lzdF5HaiJvy4XhBBmRbfdSUrdb/Ixy0zgAZ9X81J3H+Y49kF/Mw66AgjeeJ7+Sv7GHrwhe7gl7H5o0cMhCybCM5387zPf8B4QgE//DmOe8qOfo+7Kf5+sTLhvN+hwJex7Kjx7KPR8Gg6MekZnjvZA1LQL9O7nR1azx3qDXj/pvZQ3/HLVWP9we/tc/4A6552i62X5DD+1vcNVcPS/Nr49BJ8DU7NJIlyAf1iunJfofRrTFz69BS7+Ahqn9oimGHSFh83rJnmPEsCy6T6c0+zwgj+AQ/A5RtXqFX4UPetb757f77SNb5v2hfd2dL0Vuia9Pxb87GHr4L/AIX/xRqRq3eLPR5k3wSeod7kpvV6IbW3FXO/lnDXae2vmjvdhlC5/8wD7dh8foup+Hxxy+eY/zoZc7xn48n5/PzXp5EMlu3Xwxj71wGLsi/DR9R4yV8zyoZWdGvqcqOMf9VCQ18iOuM/3kSadvPGss2diO8tnQL+zPaQ06eyv37QvoPv9/rquWuhBJWOmB+CcdT7Pq1J1D2hzxvkBye7RezgED02Vdir4YGjhLz6UuOPO/v6s1cyHECe8lX+oD7wemh7m+/qCiX4Cw94neM9KQaGmKEun+QFG1XrQ8wkfQi1NazP8syvgYaZSdd/PRj/pddOiO3x2m79vV8z2YNSkwxY/bEkGHom/shV4wOchfPuMN+6jo27cvU/w5bX2gLP6+5Fcnt8+8+uanPC496BsSvY6uKeBH/ncND3RizT3e3j+cOj1ps/7SPVCdLTaorufqXPDlMTRGfgXjQ6+xs8QW/QLnPikd7Un++ZJn+B40VD472k+n6ZyTbh5Rv7wkDqxePEUePdS73G59idvaDbX+lXwyD5+JHfai77Nt6Ou8W63eyO7Idfn3rx9LrTp4z0A29LAi3zY8ZLhiTkY/z0DZo+Ba370xivOcnMSw04H9Pbhsbz9YeK7fhBw+svp9coUZdYYH06Z+bWHDPAepsZtfYJuvX18Tsxnt/q+f8br3jvz6a2wIRsOuRK635N/mzlZvs7wu72X5NIRXtbcbHjpGD+TqecT3vOQmw0DL/CQ0+AAmP8TELwXZofKHnZy1vl+W66Ch6vCThIojiVTYcpH3vtTpZYHuQYH5A9NxZ3gX5DsdT58u72E6znj/OAsOzOx7KDz4diHvBdowpt+EkCFynDzzBKZ4K7AI8VR9gJP1hp4uoN/ADftAr37+/yP6aO8Ea6wI1z4ic9LWDnfe2yq7eLd3OmchfDUwT7R+OwB+ZcvneZHgAV9yA25w8PXLvv5B/1fvtp4nY9uhLHP+zDByc9svJ2Fv/iQTeUa3qi1v9i7x68anzgKXvybH4XV29vPOipX3k93rVgVTnw80SO1JT67zQPlcQ/73xWresjJXOI9Tosm+wTw6g0T9bwtrVoIz3bx+UbnvOMN6Mvdfe5S5+u2bVlKU8Ys2KnxtmssV8zxADRrjIfLRZN9Xwfv0evdLzHMOHc8zPjKD0oK6/2YPgpeO9F7RU953oewRj3kvbStTk6sl5vtE+Dn/eD7d6uTfP9PFoKvpzPMttz6VT7Etn6Vz/Or3yr/Z9XvQ7w3aP/TS+ThFHikOMpe4AHvcfl5gHfnV6yaWL5wkk8IrFwDLvjYJ9LOGedHkYWd5ZJq+UzfZnHOUsnrRQJvdI+8c+N1crP9zI09j/KAlioEeHgv/26vE5/0o+inD4GTnklMHh31iPcgNTrI64AALY/zI9vk+TJbYvlMv45P2OBHtb37+RH46Kc9sO2ynx/1tehReg3Msul+vaHMpd77tDYDrv6h4HqVrSM32w8CVs714anNmcD65QPe09P2Qp+nlDdvTsoMBR4pjrIZeDZl7nh4taf/nbWq4OGjkrY2wycdE+D8jxNzCIrrmye9ATnmHg8c9zWBA8703hbw7ubM5XD5V97TsXKOn0m2pV3rqYbe6RNtj30gf6Dcnqyc5/N5Fk/2SaPtUs90lO3ehlx/Dad/6b2nl43asssyyJ+OAo8UR9k5LT1djQ6Cs9/2ScD7nVEyY/pF2bGmT+ZcPiNxvZ7N0fGqxN9W3s9SyvuC06xMH044OPpeu+r1S65XJ1VBPVTbm50awgWf+Kno+2/2dcGkNJUr78NZn94Cna9V2BGRTVLgKUiTjnD9r352Rkn3fhTmiNt8iKWo036Lo3E7n5yalenXTcnN8vkS4qrUSpwNJ39O1ev7JGsRkSIo8BQm+fTrbaFlj5LfZuO2fnrs/B/9onnlK3mYExERKWO2k/MZZavIu3T7nLF+PZImHdL/vhsREZEYUeCJs2p1/WKBkz/06/doOEtERMooBZ64a9wOZn/rfxf0HVIiIiJlgAJP3OV9m3uVOv5lgiIiImWQAk/cNY7m8TTruv1cgl5ERGQbUwsYd7vs71+hsS2uJyQiIrKd0mnpcVehIvQZXNqlEBERKVXq4REREZHYU+ARERGR2FPgERERkdhT4BEREZHYU+ARERGR2FPgERERkdhT4BEREZHYU+ARERGR2FPgERERkdhT4BEREZHYU+ARERGR2FPgERERkdhT4BEREZHYU+ARERGR2FPgERERkdhT4BEREZHYU+ARERGR2FPgERERkdhT4BEREZHYU+ARERGR2FPgERERkdhT4BEREZHYU+ARERGR2FPgERERkdhT4BEREZHYU+ARERGR2FPgERERkdhT4BEREZHYsxBCaZchLWa2GJi5BZuoAywpoeLEjepm01Q/hVPdFE51s2klUT9NQgh1S6IwEn9/msCzpcxsXAihbWmXY3ukutk01U/hVDeFU91smupHtjUNaYmIiEjsKfCIiIhI7JWlwPNcaRdgO6a62TTVT+FUN4VT3Wya6ke2qTIzh0dERETKrrLUwyMiIiJllAKPiIiIxF4sA4+ZzTCzn81sgpmNi5bVMrMhZvZ79Hvn0i5naTGzmmY20Mwmm9mvZtZB9QNm1jLaZ/J+VprZtaobZ2bXmdkkM5toZm+ZWWXVTYKZXRPVzSQzuzZaVibrx8xeMrNFZjYxaVmhdWFmt5rZVDObYmbHlE6pJe5iGXgih4cQWidd5+EWYFgIoTkwLPq/rHoM+DSEsBdwAPArqh9CCFOifaY1cBCQCbyH6gYzawRcDbQNIewLlAd6oboBwMz2BS4B2uPvqePNrDllt35eAbqnLCuwLsxsH3xfahXd52kzK7/tiiplRZwDT6qewKvR368CJ5VeUUqPme0EdAFeBAghZIUQMlD9pOoGTAshzER1k6cCsKOZVQCqAPNQ3eTZGxgTQsgMIeQAXwInU0brJ4QwEliWsriwuugJ9AshrA8hTAem4sFRpETFNfAE4HMzG29ml0bL6ocQ5gNEv+uVWulKVzNgMfCymf1gZi+YWVVUP6l6AW9Ff5f5ugkhzAUeAmYB84EVIYTPUd3kmQh0MbPaZlYFOBbYFdVPssLqohEwO2m9OdEykRIV18DTKYTQBugBXGlmXUq7QNuRCkAboG8I4UBgDWWnmz0tZlYROBEYUNpl2V5E8y16Ak2BhkBVMzundEu1/Qgh/ArcDwwBPgV+BHJKtVB/HlbAMl0vRUpcLANPCGFe9HsRPgejPbDQzBoARL8XlV4JS9UcYE4I4dvo/4F4AFL9JPQAvg8hLIz+V93AkcD0EMLiEEI28C7QEdXN/4QQXgwhtAkhdMGHc35H9ZOssLqYg/eG5WmMD5eKlKjYBR4zq2pm1fP+Bo7Gu5s/APpEq/UB3i+dEpauEMICYLaZtYwWdQN+QfWTrDeJ4SxQ3YAPZR1iZlXMzPD95ldUN/9jZvWi37sBp+D7kOonobC6+ADoZWaVzKwp0Bz4rhTKJzEXuystm1kzvFcHfPjmzRDC3WZWG3gb2A3/8D49hJA6qa5MMLPWwAtAReAP4AI8/Jb5+onmX8wGmoUQVkTLtO8AZvZP4Ex8qOYH4GKgGqobAMxsFFAbyAauDyEMK6v7jpm9BXQF6gALgTuAQRRSF2Z2G3Ahvm9dG0L4ZNuXWuIudoFHREREJFXshrREREREUinwiIiISOwp8IiIiEjsKfCIiIhI7CnwiIiISOwp8IiIiEjsKfCIiIhI7P0/mUK2bCtOqjcAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "day_step.plot_resids(freq_resolution=0.4)" ] }, { "cell_type": "markdown", "id": "saving-injury", "metadata": {}, "source": [ "You can even change the GHA bin size:" ] }, { "cell_type": "code", "execution_count": 115, "id": "vanilla-packaging", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:07:28.964319Z", "start_time": "2021-03-25T22:07:28.481741Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/data4/smurray/Projects/radio/EOR/Edges/edges-analysis/src/edges_analysis/analysis/tools.py:843: RuntimeWarning: Mean of empty slice\n", " params_out[i] = np.nanmean(these_params, axis=0)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 115, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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SFbCllMHrt0klmwMk17msZmqEmAV58J9a7h72JGhVACkl6DJsWuS0wmJiCA3SCbrHF0GB3aIKH3kJACVOGyoK7KqL0+0Lo6LQjiJHsgNU6rbhp5csRHNfAJWFdtjMJrVyrEs6QIFoUqK9Rymzb/ck52X8Z10Tnt/apr6Wxi4/+pT37OnNrWjs8g31LSImIPLkzhvKPGLl58/twKfvX5dWwNHSH4TdYsKZ8yoBACumlOLs+dWIcw7OkTGnkiBGExJAGQhG4vCFY6oAypwDJNYbOUAFNq0KTIqbUkUAGTlAqZVinHN8eKA3yQFKFTnycV12C43CyIInGEWh3YLKQvsICCDZmFDO5hJhU6fNDIfVnFYG3+uPYFNTv/rd6PGHUea2ob7UBSBFACkOUCAShz8cQ7c3jIoCG4qcFgwEY6q75LSacf0J0/De/5yFl792GmpLHGjtF8JGJk5H4omkfZF9hqRTBAinMhRNqGfw3b4IvOEY+oNCPH3zP5tw3+oD6vbbWjxJjRqJowf5/Rww6C0l2dvpQ7cvjD0dQhS/sLUNl9z5LvZ1+TGp1ImLl9Thrk+swHHTy3DTydOx7cfnwW0zo2NgeMPQBHE40CywDASjojeL/OePxozdFX+ODlBYdYBEw7pcHKC39nThxvs+xFfPmq0uS6sCU267bWYqg8/CQCiKIqcVZS7bsA9EjcSSHSA1LGqzwGE1qS7NG7s78avnd2G3ktB8ydI63HHdMejxRVBeYMP5C2vQ2h/ECTMq1McudllRUSAqvDq9YXT7IqgssAMc2BXyqo/ttAoB7rSZ4bSZUVfsRGt/EJxzdPnCKLRb4A3H4AlG4bSJbWWn6bZ+TQBJEdek5HDIsnyP0phRX57POcfN/1iHGZUF+NdnVg3fG0qMC+TJnVFzTUCEdpt6hVBe3dCNuTWF+KCxB1uaPWAMOHlWBaxmE85fVKPex2JmqC5yoMNL1WDE2EMOUAZkbkWX7uzZCPkj4bIZOEB2M/yROBJKt14AKFWmxNtyyAHa2iy6AjcpZ+NA5kaITpuFqsCyMBBUBFCBDX2ByLC26I+k5ADpvxN2i1l1aX7/8h54Q1F8+/x5uGhJLZ7f2oZOb0hJbLaj1G3DN8+dK0SMImhKnDZUFgoBtLNtAJF4AvWlTl0OkPz8k79/dSVCAHnDYqr8DMVV0ucBSQeoTVeaLEVcrz8CfziG/d3izJ5z4ICSiC2n029q6kerJ4ROOpgdlciTt0whsIM9AUhD+r19IuG+fUCKY6iOZipVRXYqhyfGBSSAMhBMKSHOFF7yR2KwWUxJIS2JHIgaiMa1EJgrcwgs1QHapYQWunS9X4zK4C0mpswTIwcoE55gFMVOC8rdNkTjPKli60iJpjhAsvu3y2aB02ZGOJpAKBrHzrYBXHbMJHzh9Jn45jlzEEtwPLK2Cb3+CCoKbEmPWeQU350Sl1Vdt0EpIa4vc6HIIRwd6TY5rMkCaFKJAx0DIXQobo1s1KkXQFKwtfWH8Oc3GvDL53cmrW/uC6JRVwItR2nIg5zME6IRB0cnahJ0BgdI5oItrS/GmsZexOIJtHtCagf0+lKn4f2qixwUAiPGBSSAMpDaQyVTgnIgHIfbwP0BkDQRPhJPwGY2oUDp8ZJLCGxnm0gU7FR+LGTHaD2RWEIIMBMjBygLQgBZ1ST04Txoa1VgQoyoDpDdDIfVhFA0ju2tA4glOJZOLgEgRqecMrsC//zgIHr9EXW/JEUOESotcVpVB2j9ISGAppS5UOS0gnMtwdlpTXeAEhzY1ipcxFlGDlBQS4L+z7omvLS9PUUABbBfNz9MHvC6fWFE4wk8v7UdgHgvByulJyYe/kGSoPcp34ePr5oKbziG7a0DaPOEcP6iGly4uAanz600vJ8QQCEalEqMOSSADIjGE6qbIu39bA6QUf4PoDW084VjCEeFUJF9MYwaIeqfIxiJY78ScpD7UGC3pDtA8QSsZhMsZkYOUBYGgjEUO62qsPANpwMkk6ClAxTW5QBZzAhG42re0TJFAAHAt86bi0AkjliCo1zJ85EUOcV+FrtE3hJjwPYWIYgnlTjV19GhnHHrBTUA1JaIs+/NTYoAqkwWQOGYVuG4u8OLgz0B9PgiSSXPzX2iGagUYI2KGOIceLehGy39QcyvLUKCa2KKOHoI6EJgRmJlX5cfdcUOrJxWCgDY1T6ALl8YMyrc+L+Pr8DCumLDx60qtCv5lcP3P0gQhwMJIAP007s71RCYsbgIhOOqqEnFbdM7QHHYLCYUKaJIf8ZuVAW2p8ML+ZvTp+RquO3mNJcnGk+oITjqA5QZTzCKIodVzdWSZ7fDQWoOkBQZxU6rUgUWx+bmftQUOdSZXQCwpL4ED352FeZWF2LZ5OSDhfyelLhssJhNKHfbEIknUFPkgMNqVkNkHQPhNPcHECEwAFirzF+ameIAyctCu0W97g3HksKtB3r8ONgTwPIpJQC0M34AeGNXJwDg7Pmiz8twN5ckxh6/IpDjCY5ARITxb7h3LW55cAMGQlE0dvkwo7IAk8tcsJgYPmjsBedATbFx6Esi/wcoD4gYa6gKzAB9597BkqD9kRhcBiXwgBYC8ymJqHaLCZcsm4Qytz3pjN9ukAQtw192i0kVRm6bJU2IhWMitGYxMeoDlIFILIFgNI5ipxUu5TMJDtKdeShofYCEqJLJxaUuKxxWE3r9CWxu6sfSyelnxEvqS/DS109NWy4doBLlUvQCimBKmUgsVR0gbwgOgxBsrXIQ2tE2gGOmlGBauRuM6QSQso/zagvx4QFtPIGs+ppS5sKrOzsQiSewYmopXtregYM9WjL+m7u7YDObsGKqOPvv8UUwqyqHN4uYMEgnExAu0N/eacTbe7pgNjFsOtSPbl8Y1x47GVazCVPLXVjdIBKhZUfzTEgB1DEQxuzqwpF7AQQxCOQAGaB3gAbNAYrEVacnlQI1B0iU1NssJhQ7rbhoSW3SdjazOe05drV74bKZMbdG+4FwG/T6kcLKYqYk6EzIcu9il1XN1xpOByi1E3R/QDxfkeIAtQ+EcKAnoOb/5EKRwwqrmamOlQxD1Zc5k2439wUNHSC33YISlxWMAT+9ZBHMJoZCu0XbR+Vyfm1R0v32d/vhsJowo9KNpt4gqgrtuObYKWBMCHT5/h3qDWBWVYF6MBvu7trE2BPQnSR8eKAX97y7HzecMBUPffZ4TC13gXPg2OllAEROm3TL9S6nEXJwbwc5QMQYQw6QAXoBJDvwZswBCsfUkQepyOaIfsUBshlUigHGVWBtniDqS50oUavGGKxmZlgFZjWblHUUAjNi06F+ACIRWJaLB8LD6AApPaK8OgfIaRVNEB1Ws5pwffKsioyPkcrVKydjZqVbnS0newFJB2hWVQFqix1o84QMBRAAnLugGlWFDixWRmwUu6yqAyRdqnk1QgDNrirA3k4f9nf7UeSwqhU837toPoqdVhQ7regPRDG90o097T5E4gnMqy1Uv/skgI4+fDoHaL1SgfiJ46diTnUhHvzs8eCcq9/PmZUFeAUdAAZ3gKoKFQeI2icQYww5QAbowyMyqpRJAAUicTXUlUpBSggsNVFVogkg7XmD0QRcNosaArFbzLCaTYim5ABFlBwgi8lEIbAMvLG7CwV2C1ZOLVPdukCKA7SrfeCwOxqrOUAhzV0pcYnPzWEVn21FgR2LMiSFGrG4vhg3njRdvS0dn8lKbxXGGM5dUC2eI0MV4m+uXIpbz5ur3i52WtNygJbUF6PQbsEVy+sBAG2eEIqdVlx77BR845w5uGRpHQAtFFfutqNKOYOfV1Oodjbv9ZEAOtrQ/4/IkHxdiZbfox/8PENps2C3mNTvfiacNjOKHBa1upUgxgoSQAYY5YdE4zypEqLPH8Evn9+Jbl/YsAkikF4Gbx9MACVVgcXgtJpR7NQ6R1vNpjQhJpOgRRUYOUCpcM7x5u5OnDyrAjaLSXWA/Cmf8Xee2IqfPLP9sJ5DOneBSBzReAL9gaj6uTks4vnOmFsJk4llfIzBkL2AppRrzeXOWyg67Dqtuf0b6wWQDNNNLnNh4w/PwcePn5K03aJJxfjKWbPVg5x0IsvcNtQoIY55NUWwmkVYt0dJgv7zGw249u73D/t1EuMHv67AY1e7F8VOa8aCD9lnqqbYkSSMMiFL4QliLBkxAcQY+y1jbBdjbAtj7EnGWEmG7Q4wxrYyxjYxxtaN1P4MhWCG6d36HJt3Grrx17cbEYrGMS8lj0LispnBmBBAsgzeCFkSrw+BBaNxuGxm9WzKblESnQ1CYDazCVaTiUZhGLC7w4s2TwhnKEMZ7RYTzCaW5gAd6ParYaGhohee3lAMnmBEbXgpGxSeNf/IMoSX1pegpsiBOVVaTthx08tQ4rJmbMOQSrnbjqbeAOIJDk8wCsZEFZjFbEKh3aJ+D2UCtp5S5XtY5rahulgKoELlcW1qCOy1nR1Yd6CP+gIdBfjDMdQon7UnGMWkkszVXTMqRJVhzSD5P5IpZS5sbupHNJ5AlzdMPYGIMWEkHaBXACzinC8BsAfAd7JsewbnfBnnfOUI7k/OZBJAeodGipU3bz0D1x8/1XB7xhjcNgt84TjC8QRsFmOnyKgRYjASh8M2uAMkQ2sWMzVCNOKdPaIy5bQ5QoAwJhKL9QmeA6Eo+gLRpJyHoaD/TAaUmVlSuE4qdaLYacVJQ8j/MWLVjHJ88N2zUKwLL1jMJvzx2mPwpTNn5fQY5y2sQac3jLf3dKkulXSlGGMod4vQVrGBANI7QEsmFWNmpVsNy5UX2NDriyAWT6gNH/sCFBKb6Pgj8aR8nkkZOjsDYshzZaE94/iLVK47bgpaPSHct3o/LvvzavzyhV1HvL8EMVRGLAmac/6y7uYHAK4cqecabmQIzGYxJYmSaCwBKNXr8qCXydWRuO1mNQk6UwiMMQab2YRwSiNEfQjMbhGJzkZl8CIJmqrAjOj2hWG3mNQzWUA4c/okaDnQ8fAFEEepy4q+QFQVU1IAXbNyMj6ytC5j6OBIOW2OcbddI85ZUI2KAhv+veYQnDazmtcjKS+woX0gpPYg0lOic4CuO24Kbj51hhrqKHPbcKA7gL2dPrVlQ8dAOK25IzGxCERiKHMXqL872RwgALjvxmNRXmBcEJLKmfOqMLuqAL94fhdcNrOaa0YQo8lo5QB9GsALGdZxAC8zxtYzxm7O9ACMsZsZY+sYY+u6urpGZCclcgxGZcoPuP5MX17Xd3Q2wm23wBeJIRyLZxVLqWJLC4HZ1PUWg2aHUSW3SITHyAFKJRiNpw0KddssSWXwTb1i8vnhdoeOxBPqwd4TjMITjKDYKT43k4mNmPgZKjaLCVevnIzXd3VgZ9sAil3JBys5jsPQAXLakrbR53mUue3o8YfV4b0AaEDqUYA/LAo8CpWeU4MJoEWTitX+U4NhMjF89ezZsFlMuOPaY7BoUu4FAgQxXByRAGKMvcoY22bwd6lum+8BiAH4d4aHOYlzvhzABQBuYYyld4UDwDm/m3O+knO+srIy97Pew0GGwGTiqRzuZxQCsw7iABXYLfCFFAcoQxk8YCyAkh0gszgTS8mtUKvAzKa0dYTmpOlx2c1Jie7SAYrEEwjHhl4eH40n1HLwdk8I0TgftBJmrLj+hKlw2y1o6PSlOUCy1N4wB8gtq8DSz/ArCmzoC0SxqbkfUhdRhc/Exx+Owa1UbAHZQ2CHw8VL6rDlR+fibKWakSBGmyMSQJzzsznniwz+ngIAxtgnAVwM4OM8Q5Yb57xVuewE8CSA445kn4YDmR8iDwhShCSFw5RwU6bePhK3zaKFwLJU69jMmgBKJDhC0QQcVi0J2mbOkgNEfYAyIoWkHpc12QE61Kt1OPZn6A/07t5ufPLetQhF4whG4nivoRtv7u5EPMERjSXU74oUU6XjVADVFjvx2yuXAkCaSJPixkgATa9ww2pmhjkeZW4b4gmOV3d0YPkU0RmaHKCJTTzBFRc6dwfocHBk6GFFEKPBiHnzjLHzAXwbwGmc80CGbdwATJxzr3L9XAA/Hal9ypVgVISrCtV5TFb0+CNJOTZaCGywHCALmvsC6jT4TNgsmrgJKS6EPk9D7fVjkANkt4p1CS7E05GUWx9thAxCYC67OWkafFOf9vX0hWJpk9nbPSF8+aEN6AtEsbfDh4c+PIQH1xwCADz02eMRjXM1IXhvp5iXJUNg45HzF9Xg91cvVSfES8oKMofATp5VgbXfPVvt+5O6bmq5Cwd7Arh65WQ0dPrQQQ7QhEa64AV2izp3brgdIIIYa0YyOeFOiJThV5R8gQ84559njNUB+Dvn/EIA1QCeVNZbADzIOX9xBPcpJ0JK2ET28ZEHhNQcIBMDzIOIjQK7Gf5I9jJ4QAgl2UlYhmdcNrN6Nq4lQWv7wDmHNxRDgd0Ci5KLFE0kYDcd2VnVi9vasXJaqepqTGQCBiEwt82C5r6gevtQb0ANQXrDWil8IsHx4NpD+Ns7jeqcr8ZuH7a3eFDmtqHXH4EnGEEknkCx04pp5S68t68HQLq7Mt6QjQ/1VChVYHLOmB7GmKH4AYDZ1YV445unY3NzP+ZUF+LlHe3U42WCI+eAuexmFNqtsFtMGTveE8REZcSSoDnnszjnk5Xy9mWc888ry1sV8QPOeSPnfKnyt5Bz/vOR2p+hIMMmUgDJROSkHKB4YlD3BxDiqc8fVXN1MlFTZEe7ctCQITiHOk7BZFgGH4zGEU9wFCpzowAkOUSv7exQQzK5MhCK4vP/Wo+HFIdjomOUBO20mRFQfuATCY7m3iDmKkMZ9YnQO9sH8P3/boPbZsHfblgBEwMaOn3Y2+nDEmW8hBRGNosJSyeXqI0Gx7sAMmJebSEcVhOmVeRWyqzHZGI4Zkop3HYLqosc6lyoVHp8Ydx439qkqfPE+EMKILfNghVTS3HG3KqcGhwSxESCOkEbEIwm4LSZ1bEJJUY5QDE+aP4PAMyqLoQvHEM8wWHP0AcIAGqKnWj3CAEkq9Ckc1FRYEehQ7g8MswFaLOnCh0WWExiX/QC6EsPbsQ/PziY24tWkPtwtMx2CkbiaXkGbptZ7QTd6Q0jEk9gfq0igHSl8PIg/bPLFuHMedWYXObCO3u7EYjEsaS+BIA2ANVqZliqLAO0qqmJxJL6Euz62QU5V/JkorLQjs4MDtDm5n68ubsL6w70HtFzECOLPAlz2y347KkzcNf1K8Z4jwhi+CEBZEBQDYGJA6dsPpcaAhusAgwAFtRqnXuzOUC1xQ70+CMIx+Jq/F2O2LjrEyvwlbNmq46TnAfmVWZPFTq0Lr5ynUxiTO14PBgydHG0CKCQ0k5Aj8tuUcOMjd0iZ2exUoarF0AyT0jmBM2sLMCmpn4AwBJleylCrWZT0rT3iegADRfVRQ50+cKG3aB7/eI729IfTFsHaOKfGFt8qgNEScrE0QsJIAOC0RicNrPav0WezacJoEF6AAHA3JoitTQ4m2MkG/V1DoTVsy/pAMn+GqrIUVweGX4pclhhMSc7QPJAonet9Kzd35uUCCyRDlDfUSKAjKvAzIjEE4jEEmjs8gOA6uh4Q5kF0IwKt7pOC4FJB8iEhXVFsJgYHFZTXle3VBXaEY0bd4OWM8ha+9Mdom0tHiz60Us40O0f8X0c7zR0evGL53eO2UgReeLkGic9rAhiJCABZIB0gFx2rQoMACIx7cco1xygArsFU8tETkW2Mng5Q6fNE1IdoNQp31qYSzpAigByWtReRVKkyccIGwggzjk+8fc1+Of76eEx6QAZiaOJSMAgBCY/12AkjsYuP5xWs1oRleoAWUxM7YMyU9mmstCOykI7GAMGgkoOkFmInnm1hRMy/DWcVCvfZaM8IPm9avOkO0C7272IJTgO9JAAenFbO+5+u1HNCxxJ4orI6vKGcdEd72BPh1dtB1Fgz18hzxirZow9yBhrVBr1vs8Yu1xZdzpj7NmU7e9njF2pu13JGIsyxj43xOf9BmNshzJH8zXGmOGsJcbYCmWOZgNj7A6mJGkxxuyMsUeU5WsYY9My3D+uzODcxhh7Rs7rZIxNY4xxxtjPdNtWKK/lTuX2XMbYm8r9dzLG7h7C6zPc75RtrIyxB5TtdjLGvqNbd43y3mxnjP0m1+c1ggSQAUGlB8/sqgIUOSyYWSkOfJF4ch+gXHKAAGC+Miw12/Zy5k6bJ4hQJDkEJkl1gLQQmFUVYzHlx0yGeIwcoHAsgUg8AV84ffhn+1EmgIzK4N3qRPgYGrt9mF7hhstmhoklJ0H3+iModdvU5E/pAM2pLgBjDE6rWXOALGKba46dgouX1I746xrPVBeJajKjg3ef6gClC6AunxBMMpE8n+lTBvO2eUZWAO3p8OL4X76GB947gHUHerG9dQBPbmzRqsByHLR7tKEclP8L4G3O+QzO+QoA1wJIL5/MzFUQY6CuG+LTbwSwUpmj+RiATAf5vwC4GcBs5e98ZflNAPo457MA3A7g1xnuH1QKlBYB6AVwi25dI0QPP/1r2a67fQeA25X7zwfwp1xfXJb91nMVADvnfDGAFQA+pwizcgC/BXAW53whgGrG2FlDeO4kSAAZIA+a82uLsOXH52FymUgKjabMBcvFAQJ0AihbFZgigNo9obQQmETNAUpxgGSCtH5dNgdIiiOjde0ecRDqDUQmzITml7a34/w/vJ3WxTkaTyAa53BZ06vAAOEO7evyYWaVEDQFdkuaA6Qv/ZUO0GxlIrvTatYlQYvP5vrjp+L7Fy8Y5lc4sZBJ1G0GYa4+JQeo1eDALpPO+wMkgKRQNHLK9DyxoRn3rd5/WM/R7gnhE39fgy5vGO/t68aeDpEP98auTnzQ2INChyXn2V5HIWcCiHDO75ILOOcHOedDOdBfB+CbAOoZY5NyvRPn/A1d77wPYCC6GGO1AIo45+8rTYb/AeAyZfWlAB5Qrj8G4CwjlyWF9wHo9zEIYCdjTA4ovwbAf3TrawE06/Z562CvK4f91sMBuBljFgBOABEAAwBmANjDOZfzsF4F8NFcntsIEkAGiBCY9tZI4ZKeBJ1bWegCRQBlGoYKCBenwG5B+4AWAksVQKl5PvLgW+iwquExVQCpIic9qVQ2WjRyh2QILBJLqJVS4wXOOX7yzHZsb/UkLd/c1I9d7V5sOtSftFytpjOYBQaIg0xzX1B1dgod1rQcoFLdvKxytw23njsH1x43GYBoU6CWwecohvOBqkI7zCZm6PL0Kgf2Lm847btJAkhDvgftgzhAf3q9AX9/5/AE0Ou7OtHpDWNudSF2tA1gb6cXALCr3Yvntrbh8mMmZa1cPcpZCGDDINucooSANjHGNgG4RK5gjE0GUMM5XwshHK7RrXtEfz/d3w0Gz3ETjOdoToJOgCjXJ+nWNQEA5zwGwAOgPNOLYIyZAZwF4OmUVQ8DuJYxVg8gDqBVt+52AK8zxl5gjH1dFz6bm+G1bVK2ybbfeh4D4AfQBuAQgNs4570AGgDMU9wgC4R4mpzptQ1GfvqbgyBbwEtSnRcg9xwgADhhZjmuXlmPldPKsm5XU+xAuyektpxPPXCnVnp5QzGYmAjppPYBCmZJgg5FxTJDB2ggJMZyxBPo80fGzSBPAPCGY7hv9QEUOqxYWKcNT+xXhOAHjb1YNUP7Pw/q+inpkaHFnW0D4ByYUSkEkHCAtINvbyCiuneAaAb4pTNnq7edNp0DlENFYL5gMZtQU+QwFED65PoOTxhTyrWeQ6oACh4d4dcjQXOAMgug1v4g9nf7YVYGIVuGKMLlc5y3qAZ3vLYXiYQI8zZ2+xGNc1xz7GEfV446GGN/BnAyhCt0rLL4Hc75xbpt7tfd5VpojsnDAO4B8HsA4JxfgxxgjH0CwEoApxmtNljGc1inx6kIt2kA1gN4JWX9iwB+BqADwCNJD8b5fYyxlyDCV5dChKiWcs53A1hm8Fxix4ydKKN9Ow5CdNUBKAXwDmPsVc55I2PsC8r+JAC8B+EKHRb0q21Aau8YKXQiKaMwchVAbrsFv7ly6aCdlWuKHGjThcBSD9ypvX68oSgK7BYwxjR3KJHqAGULgSWfgcfiCXT7wphTI0I94y0PSDo6vf7k5FpPQAqgnqTlmZw0mQQtp5fLHK8CR3oIrMyVOQSgD4GRA5RMXYkDzUYCKBDFVEX0pJbCd8scIHKAVAcoWwhsdUM3AJHE3HEYjSX7AxE4rWYco7RvaOkP4tyFNZhW7sLS+uKkk4w8ZDuA5fIG5/wWCJck10nc1wG4kTF2AMJZWcoYmw3k5gAxxs4G8D0Al3DOjT7cZiSHxuqhOTTNUFwRxSUphsjxSSXIOV8GYCoAG5JzgMA5j0AIo28CeDz1zkpT43s555dCDDxflIMDlG2/9XwMwIuc86gyJ3Q1hBgE5/wZzvkqzvkJAHYD2Gtw/5ygX+0UYnGRIKw/aMqDW+ow1OE+6NUUO9ChhMCsZpYmsKwpeT7eUEwdVGg1JSdIZ3WAMoTAunxhcA7MrxGux7gTQBGxvzKPRCKTZjcc6kvqIxPMGAITt7e2CAE0vULnACkhrVg8AU8wmjYXTI/TaoY3rPUBIjQmlTjTHCDOOfoDESysE9+v1PUyCbqfkqB11XKZHSA5dgUAWvqy5woZ0ReIosRlxYI6zeWcU12A+z91HDU+BF4H4FDcBklOLdIZY3MBuDnnkzjn0zjn0wD8EsIVAuf8Gt2EBP3fP5T7HwPgrxDip9PoOTjnbQC8jLHjFVflBgBPKaufBvBJ5fqVAF7PNIxceSwPgK8AuJUxltrA7HcAvs05Tzq7ZIydL7dljNVAhNhaOOe7M7y2ZZzz/kH2W88hAGcygRvA8QB2Kc9XpVyWAvgigL9nem2DQb/aKYQUUeC0aW9NqvCQ13PpAzQUahUB5AvF0lwLsR/JobiBUEwd2JqaH5TNAQplSJCW+QYy7DPWAohzjnf3dqu9UKRw60lxgPqDEdgtJoRjCWxWGhUC2ntgNAoDELkOs6oK1JEnBQ6LKmj6g1FwjqwCSN+mYLi/CxOduhLR2fyVHR047bdvoMsbhjccQyzB1Zw4vbsRjsVV16PfoH9QPhFPcLW6MFMOEOcc7+3rVsVkS//QRt4AwmUqcdlQVWhXk/3nVBdiWoX7iLuBT3QUwXAZgNMYY/sZY2shEou/ncPdrwPwZMqyx5F7NdhvARQAeFRxTtTcHCVkJfkCxMG/AcA+aLlC9wAoZ4w1APgGgP8Z7Ak55xsBbIYi0nTLt3POHzC4y7kAtjHGNgN4CcC3OOftub084/1mjF3CGJPD0P8M8R5sA/AhgPs451uUdX9kjO2AcIV+xTnfk+PzpjF+EjzGCbIBmF6AWMwmmFhKDtAQqsBypbbYiQQHDvYG0g7aYj+UPJ+EFgKTgystKflBahWYQWddVQBFkwWQTICWZ4RGjexGk20tA/jEPWvwwKePw2lzKlVB0+ePKgeAHpw4sxz9gShOnlWB13d3JuUBZQqBuXX5XecsqFavFyoO0Dce2YQ5NaLSK6sAsuhFMp1L6KkrcSKW4Lj/vf042BPAHa/txWdOmQ5AjH0pd9vQoqsS6/Fp37V8L4P3KOK70GFBx0AoKb/nrrf2YVq5G1PLXegYCOMLp83E9tYdgzpA3lAUTqs5KU+oPxBBidMKxhgW1BXh3YZuNRxMqC7LtRnWvQngzZRlNypXHzPYfguAnMpDOednZ1m3THd9HYBFBtuEIMrIB3uegpTbH9HdNHrc+wHcr1z/BoS4GjJZ9vtpKInYnHMfMrwGzvlQ2wpkhH61U9AmsSdrQ6uSGPzkxmZ4Q9GcR2EMhboSUQrf0OHN7gDF9CEwsZ9Wk7EDpO9d9MLWNry+q0NLgo4bO0CzqgpgNbMxH4fR6RX7I3/cpXDr8UfwQWMvPv73NfjwQB88gSimlLuwoLYoKQ8omKGdgEvX3E0vgArsFnR6w3hiYwv+/EYDgOwCSC9Ss7U4yEdkIv97+3rAGPDQ2kPYcKgPAFDmtmJSqRPNfZprIROgq4vseS+A5InH/NoiJLgWGgSAv7y5D794fide3NYOxoCLltShosCG5iwCiHOO8//wDn7x/K605yl1ixOojyytw6VL6wxPvAjiaIV+tVMIZGhCaDObsK/Th68/shkvbGsfkRyg+lJx0Gj1hAxHKWhVYIoDFI7qQmCyCizVAdJEzv+9uQ93v92ohcdS3KH2gTCsZoYylw2lLtuYj8OQIREphORr6gtE1G7BB7r98IZjKHHacPyM8qQ8oEw5QDazCWYTQ2WhHct0A0wLHJroleXwg+UAScgBSmaS8l3mHPji6TNhYgx3vi5EZanLhillLhzs0QSQTICeXVWI/kB0wvSgGglkCFALFSrf/0gcnmAUh3oDuPfd/Th2ahkqC+2YVOLMOFsNEN3KW/qDeGjtoaTwoicYRbHStfzqlZPxh2uPGamXRBDjEvrVTiHTDByrxaTOLwqEYyOSA1RXosXdUwUYYDwKo0iZVJ8qjowaIfojMQQi8aQk6FA0ju8+uRW9/gg6BkKoKnTAZGIoc9vG3AGSybDSHZDCJp7g2N0uepbs7hCXJS4rjp9RnpQHlMkBYoyhutCOixbXwmTSPkNZ8j9J9zmUZwuBWSkHKBOyszkAXLS4DqtmlGGfMnet1GXD1HIXWvqDalhZfsazqgoQS/Bx14NqNJFJ/qoAUn539J21veEYzl0o3MtJpc6sIbBmJT8oGI3jL2/uwys7OhCJJdAfiKI0j4f2EgQJoBSyOUCaE5EYUhl8rrhsFvUHyciK1idBc86TQ2Ap4TF9CEyeTQfCcfjCsaQ+QNtbPXhwzSG8ubsT7Z6QOsagzD24A3Q4Z+kHe/z4/D/X5zT126OcrXaqAkgTc9uUCi4phIqdVhw3rQyMiX5AYntjBwgA/nvLSfifC+YlLZPv5XcvnK8Nws1WBk8hsIwUOqwoclhQ5LBgXk0hzppXpa4rddswtcyNeIKrB3cpgGS37cNJhP7x09vx7t7uYdj7sUUfAgO0ZHF5KasWz1tYAwCqA5Tp/1GGx6qL7Pjr24347D/W4dH1TYgluDrnkCDyEfrVTkEOAUybw2Vh6FYSNUPR+IgkQQNa6MA4B0grdQ9G44gnuFoGX1mYPH8pqDuDli5QIBKDPxxLqgILKqXlTb1BdHhD6kiOUrdN7dprxK72Acz7wYs4OMTBlWv39+LF7e1o6h28akU6QFIABXWiaUfbgLIfigByWVHssmJBbRHeb+xO2t7ovawqcqSFGc+cV41vnDMH5y6sxsmzKlDismYVNkatEgiNeTVFOG1uFUwmhjPnCbfCrAyXlQ0QD/aK70+XL4xipxVVyvd4qN2gI7EE7n/vAF7anmshyvgjFI3jz280qOGsqRUuFDos6v+KLFL47ZVLcN+Nx2KyMmS5vtSFcCyh/j6lIgXQXz6xAj+5ZCFMDFh/UORjZRP4BHG0Q1VgKQSjxkMA9WInFI2LHKAROOuvK3ZiW8sAnAZDCPXNDvVzwOT+VhfZsb/br7wOTSxE4gnYLSYEInFwrjkjkVhc3a6pL4AOTwinzRF9vtw2MwLhzC7N3g4fwrEEdrQOYGq5O+fXJ5OyQ9H08vxUZDJsl/LDr3eNpFMnc0dKlFDgybMqcO/q/fCFYxkbSmaistCOr5wlOj1//+L5aOrNXllDOUDZuefGlWrYdkq5C7OqCtAfiIAxhinKwftgTwCnzAZa+0OoKrSrn+NQE6Fla4Sxrlw8Ev67sQW/fWk3yt02WEwMhXaLyJVSBFCbrk2FWxeil6Hz1v6geiKkp7kvALdNNDxcPqUUd7/dqIaJS0kAEXkM/WqnIB0gt0EITBKMxkckBwjQO0DpH43qAMV40iR4ybRyNw4YCKBwVDR3FLkVsaQeQTLnaVf7APyROGqKHMrzm9VcISPkASpb8qURMkSX7bEl0gUQDRp50mtKRZ7Jnj63CtE4x+qGbgSjcdgsIuF5qNSXunDCzIzjcwAADt1nRAIonUKHNSlM+MXTZ6rjFWqKHLBZTDjUGwDnHBsO9WHp5BL1cxyqA9TtFcJnIgugpzaJhrg9/ghKXFZVKB6SDpAnhEKHJUn8AJr72+0zahgsqijrS12QUwimVbjUfCwKgRH5DP1qp5CpeZ7e7QlE4ogl+MiEwEoyh8DUjtTxhDqEs1BXuTS9wq1WR+ndknAsrro5CS46wIrlCfX17mgVISUZAnNYzVnzdGSjtmzlt0ZIByi1B5ERMgQWjXP0B6JprlGR7rVL52DltFIU2C14c3cnQpG4YTL5cEFJ0EPjiuX1+NZ5Iu/KZGKYXOrEwR4/Gjp96PVHcNz0MvWAPNR5YF0+4Y6kdgmfKLR7Qvhgf4/6/yydmSnlLjT3BpFIcLQPhJKSyyUVysT2rgzjMJr7guqJFQBMKdMcW0qCJvIZEkAKr+/qwI7WAfgjg4fApPsyogLIIAQmy7QHQlE1BKYXAdMq3Oj2RTAQiiblAInJ7tqMK30nZfk4SvEYqhUHyG41IxRNZEyslA6Q0cDLbMjxG7kmQUvR1+kNIxSNw2k1q87LMVNK1W21ajgTTpldgTd2dSEQiRsKyeFCimSrmaln10TuTC1342BPAGv2i6T1VdPLUKx8jv2BKN7f14PvPrlVndmWjYnuAD2zuRWcA9+/aD4AnQAqcyEST6B9IKQUKRgJoOwOUHNfQG2xAQDTdANoZRk8QeQjJIAUfvjUdtz11j4EI3HYDcIm+jN8KRpGIvE1WxK002qGzWJCfyCqVsnIAwYgQmCA6I0TSEmC1gsifdfd1DNtGQKTIsNolAYAdQjoUENgcqBsTiGwYFSd1N7pDSEUjcNhNakDSo+ZUgJAiED953XG3Cq0D4Swqal/ZAWQVQog+jc6HGR4Z3VDN6qL7JhS5oJDEbh/fqMB1/3tAzy45hCuvft9vK+be2WEbBaYy/iWdQd6x12fodX7ujG3uhAfXV6PUpcV5QWaAAKAQ70BtA+E1P9PPQ6rGYV2i2EStCcYxUAoliSApuoEEIXAiHyGfrkVQtE4+oNR+COxtBg7kHyQG1AdoOE/6xexeqDImb4PjDGUuqzoD0TUEvUyt5b0KMXC/m4/QtG4mscUjiWS+qr06M4UU3Mt5BmmwyLum8mpOdwcIOkADRYCSyQ4PMEoZleLkRSdA2EEFUenrEAKIOEApVayyNydvZ2+nBOgDwcSQEfG8TPKEYjE8cK2dhw3vVx10SaXumC3mPCzyxbhrW+djqoiB37yzPasjyXdj1Sxn8qmpn5cedf7eGcclctzzrG12YOlk4thMZtwz43H4tbz5gIApirhqsYuP7q8YcMQGABUFNqTOkZLZH+g+lJN9MiihQK7hb67RF5D336FcCyBgWA0Y9hE7/YMBJUJ4CNQBVbmtuHfn1mFK1fUG64vddnQF4iiNxAFY8kO0JQyIZ4OdAcQjMZVYRCJJRAIayGwbr/eAdIEUJHDooZ15GWmai0pgPoDUfh1jz0YkRyToL2hGDgH5ih9Ybp8YQSjcTisZpS57XBYTZhfK8RR6llsfalT7Wc0ojlANhJAR8L5i2rwp+uOQaHDggsW1ajLH7r5eLz9/87A9cdPxdRyNz6ytA57Orxqwr4RevcjW/uGxi4fAKi5ciMB5xwPrjmU8/9FqyeEHn8Ei5Wu5MunlKozuWpLHDCbGNYf7EOCA9WZBFCBDd3eMN7e04VbHtygnqQ1KeNG9M09patE7g+R79Avt0JECqCwceKsPgl6JHOAAODEmRVJ1V16ShQHqNcfRonTmhT6cVjNqCt24kCPH8FoXBVH4Vg8yQGK6MJankAUxU4rrGamJkCLxxKvLZMDJEUgMLQ8oEg8rjxudgdIhubqSpxw2czoHAgjFE3AYTVjTlUBFtUVo8Jth9nEkkQgIJyyldPKABg3QRwupFC2UxPEw+YjS+uw5Ufn4sLFteqyigJ70vd/8aRiJDiwU+n9ZES3LgFYuqP3vLsfD689lLSdTNofbHjokbCvy4fvPrkVz21ty2n7rc39AMTrTMVqNmFSiROrG4RjldEBKrCj2xfGs1ta8dyWNnz6vg8RiMSw/mAfbGYT5irDfQHAbbegosBOAojIe+iXG+KMLRJPwBOMIhCNp43BAFJDYCOXAzQY0gHq80cN51RNq3Bhv5IDJH/gIrpy91T6gxEU2C2YVOJETbF2lihDYJlKzz3BKCaXie2bhyCAojElB2iQJGgZmitxieZ4MgfIaTPjOxfOx4OfPR4mE0NdiUNNAtVz7FQRHhudEBglQB8JgyWQS2GwJUsydLcvrFZDyUToRz48hCc3tiRtJwewDuU7O1Tkd7dNN+0+G1uaPbCYGObpRIqeKWUutA+EMK3chRVTygy3EQIogn1dflQU2LHuYB/+8f5BrG7oxvKpJWn/B8smF9PkdyLvoUaIEGXWnIuDeiAcgyvLJHabxaQ6KGMR+tAcoIixACp34+nNrYjEEqoACscSan8jidNqRjAaR38gCqfNjJ9esjBpGKj8wcyWA7RqehmaeoNDdIC0MRzZkKG5YqdVjOUIRBCOJuCwigR16Xz95eMrDM9kVQdoBAWQg3KARoXqIjsqCuzY2pJZAHX5wphfU4RuX4+aCN0fiMJsSv5sRsMBkuGn9oHcnmNriwdzawozivUbTpiKhXVF+PJZs9URLalUFNjhCUaxp8OLjyytw+52L/695iCa+4L4+tlz0ra/82PLYaLKRSLPoV9uaAflWIKjxx+B224UAhM/FvpY+lic+Ze4bOgPRNHrjxh2cZ1e4Var1PQhsFQHSK7zBKJwWs04cVYFlugmo9vVEFi6UEkkOAZCUcyqKoDFxIZ0MNGSoAdzgMRBrMRlVSbTRxGMpudnLZpUnJTgKZlfW4RChyUtPDacUBL06MAYw+JJRer8t1SicTHYc061cDRkCMwTjKrVihKZEzPU9g1DQYaHZedmI/7w6h7ct3q/SIBu8RiGvyTnLqzBd3Tz6YyoKBS/Bd5QDDMrC3DF8klo6g2Cc+BEg4aeDqWilCDyGfoPQHJOTJsnaNiDR4a76kq0GPxIJEEPRqnLiliCo6kvkNEBksgeHyIEliw4pDDwhmOGLonqABkkK3vDIkG5zG1DZaE9YwM2I8I59gHyqA6QDSUu4QCFonHYc3R0zCaGhz57PL505qyc922oOGzi8x+L70G+sbi+BA2dviQhv63Fg1g8obZ1mFlVAMZEo89QNC4KG0KaAIrFE2jrD8FqZuj0hhHOoRXD4SCfM1sI7OlNrXhsfTM6vWH0B6Lq4NPDRR8GnlnpxsWL62Azm+CymbF0cskRPTZBHK3QLzeSBVAomkgbgwFoZ/l1ujyZscgBkpVdgUg8Qw6QW7etLgQWicFuMalnfXpnxChRWIoiI6dGnlUXOcWoA5kn9N+NLYPOcIrmOAtM5lGIEJhVEUCJIYW0Fk0qNmwcN1zYzCaYGGCjHKARZ2m9SITepMywemFrGy7+07t4dkubWgJfXeRAsVN8V+T3xxuKIa50+ezwhhFLcNXpzDVHZ6hIB1ZObzeiLxBBY5fogg0As6qOLB8nWQAVoNhlxQ0nTMXVKyeTQ0kQGaD/DCDtTNBIEMiz/NqkENjYJEFLjATQlDIXZGGYHA8RjibU6jYp7or0AiibA2QgVDy6/BynMjKj3RPC1x7ZhOe2ZK98UUNgg5x99weicNuETV/isiEUTaA/EEmavzXWMMbgtJrpADMKHDe9DBYTw7t7u9EfiOAHT4m+QNtbPWr/m4oCu1okoBfiPkWQNCsztVZNF/lhQ+1hlSvyBGEgFDMshZc9roLRuFrddaQJyZWKALJbTGqY/vsXL8CPL1l4RI9LEEcz9MuNZAcIANwGIbCz5lXhMydPT3JOxiYHSHt+oxwgm8Wk5sSoVWBx4QC5bNogxcEcICk0jKrAVAfIYVWTqX3KD70vnN0BynUafI8/jFJF4MnX6R/h0RaHg9NGAmg0KHRYsXxKKd7Z243bX9mDvkAEFQV27O7wqcKmttiBUpcVff6ImkMGpM+tWzVD5MTkKoB+/twO3PyPdTnvqz7s1j6Q7jINhKLq6JmXd3TAbTOrfasOF5kDNL3CDdNhDP8liHyEfrmRXpFkJAhWTivD9y9ekHQAHhsHSBMuRg4QoIXBihzSARLDUN12s5pIOagAytIJOskBspkRjMTV7rupuUap5NoIUUywFmey+tc8kmXth4ODHKBR45TZFdja4sFDa5tw1Yp6nDK7Ans7vNh4qB+VhXZFANnQ648kOUDyuhRAK6aWgrHcK8HWH+zDW3u6EIsPPsAXSO6R1W6QCK0f19HQ6VNyl45MtLhsFrhtZsw8wlAaQeQT9MsNzZWQGOUASfQhmLGooigZJAQGANOVWT9Omxl2iwnheEL0N7JZ1CaPxcMRAnNZ4bCaEYxqfYYGE0DRHKfBN/cFdU6W9jrHmwCqK3Ye8dk7kRunzqkEAMQ5xxdPn4XZ1QVo84TwbkM3jplcIkbFuG3oD0SSOpxLR6ax24eaIgcK7BZUFzpydoA6BsIIxxI5d48eCEVRrvxvGlWb9aWMn5mhy9s7En74kQX4zMnTh+WxCCIfoD5ASD8Yp06C1zPWDlCJM3cHyKnk0IgcoBjcdrPa+6NYN2vMSADJ7sZGDpA8oBQ5LGoOkAyVZRtXAOTmAIVjcXR4Q6oDpH+d400A/f3GlbCa6DxiNFg0qRi1xQ6cPrcSU8pdmCvnxHnD6ly4SmUmVp/OZZGOzLoDfVg+tQSACBXt7fAO+pyJBEenV7g421sHMKuqEJGYaJpaWWgsfAdCMcyqKkDP/l5DB0iG52RPseFqSHjNsVOG5XEIIl+gX26kO0Augz5AEkeSABr9WLvFbEKh0rCwNIMAOndhDa5YPgnTK9ywW8zqMFRhkyshMFf2EJjJxGC3mAyFiicYhdnEUGAXAmgoITCtDD6zA9TWHwLn2gBHfQhsvOUAFTmsIzpug9Awmxhe/Nqp+OmliwAAc6q1zsnLp5QAEHPgonGOPR0+dd1AKIrmvgBa+oM4TmmQubi+GDvbvaoj+eTGZtz20u605+wLRBCNi4SdnW1CMN3/3n6cedubGWd9eRVxVO62oc0gB0iGwJYovX8obEUQYwMJIKQnQWcboKkXQGNRBg+IpGCbxZQxVDepxInfX70MdosIgclRGC6bWU2CLnIMLiocVjNCBoLGE4yiyGERVVA2MwKRmOoAZZvEDeg6QWfpA9SsTrAWDlByCIy+svmMmFsnvgOTlDlxZhPD4nohJqRo3t7qUf8/B4JRfHigFwBw3HSRAL2wrgiRWAJ7FaH07OY2PJQyNwxITmLeocwia+j0wRuO4YPGHsN9HAhFUeS0oqbYgUM9gbT1skR/xTThWtFICoIYG+hoAk0AyR/MrCEw29iGwABR3VXmsuWUOGm3mMQw1LDiACnullPXCTaTg+GwmlSnZluLBz/47zZwzuEJxtQyeofVjFBUa7SYcw5QllEYcl6TFEB6sTfeHCBi7DAp87MW1Bap/7PyO7O304faEgcYEyGptft7UeiwqENBZedl2V26xx9Bjz+SdjLUOSBK7GdUutVhrLLD89t7upK2fXpzKxo6vRgIxVDosODUOZVYva8be5RQWygaR48vjL5ABBYTwydWTcUtZ8w84h5ABEEcHiSAoPWkkTH97A6Q9paNVQfgqkJHzom3Ms8gGInBrXOA7FazmueT1QFS3puXd3Tgnx8cxEBQ9DaR1WROqxmReEItgx/UAcqhE3RzXxBmE0ONromhDPeNtxwgYmy57aql+MO1y9TbsgdOPMFR6rKhwG7BQDCKNft7cey0MnWG3LRyNwrsFnW+mBygKpsqSqQDdMbcKnR5w+jyhtGhLHtLJ4A8wSi+9vBG/OHVvYjEEihyWHHzKTPgtllw+yt7AAA/fXYHPvKnd9EXiKDEZcPkMhe+dd48dZ8IghhdSABBOyhXqAIo1yTosfnh+tFHFuB3Vy/NaVu7xYRgNK5OudcLFymAMokKh8WsChWZVBqIxhCIxNRcIqcyDkKu9+eaBJ1VAAVQW+yAReewyV5AJIAIPTMqC5JCSA6rGVXK/3GJy4oihxXNfQE0dvmxYmqpup3JxLCgrkgVQL3KOI3OlLEuUuycMrsCALCnw4t2TwgumxkHegI4qFSGfdDYgwQHNh7qByAajZa6bbjp5Ol4YVs71u7vxVMbW9DqCWFXuxdl7pGbUUcQRG6QAIKWlyK7qeaaAzRW1T+Ty1yYVVU4+IYA7BYzBoJRcC7K++Vrc1hNsCu9fjK9Xn0ITCZu+sNxBCJxNWwmBaFcn80BSiQ4YkoHuFDWEJjWA0gimzpSDhAxGPK7U+y0oshpxbqDfQCABSnzthZPKsbOtgEEI3F4FQezMyVpuWMghIoCmxo629E6gIFQDBcvqQUAPPJhEwCoHZ1laX2RUqhw0ymieern/rkOfuV/Y0uzJymvjSCIsYGOJtDK4GUIzKgTtEQKIIuJTYiOq3arSe074rJbMKuqAAV2CyoK7VoILKMA0hwgvcAJROJqLpEjRQBlywGSQtNpNSOe4BkbyzX3BTE5ZcK7dICo4ooYDLV/lNOKYqdFTTqeV5t80jCnugDhWAI72rQp853eMN7b142GTpG30zEQRnWRA9WFDjitZryvJD4fP6Mcly2rw9/eacS+Lh/e3dsNfUqeLDIocljxudNmoC8QVcPWIjxHDhBBjDUkgKAdmGdVFaDQYRmkDF6ZAD5Buv/azCY1POWymnHK7Eps/fG5KHJYtSTobDlAKQLIH4khGInDaZUhMEUABaQASg6B/euDgzjn928B0N7nIqUHkZELFIsn0OENoa4k2QGSBwzZoZogMpHkAKlCxJKUUwZA/Y5taxlQl3UOhPDlBzfitpdE3k67J4TqIgdMJoZpFW6s3S+qyWqKHPjeRQvgsJrxyXvXorHbjzPnVqmPU6Trs3XjidMwvcKNz506E7XFYh8y9fAiCGL0mBhH8RFGViTdcMJUvP7N07OKGzkBfKzyf4aK3WpS7f0a5cdXVo8N7gDpQmABzQHyKyX1gEEILCW3Z2fbAPZ2+hCIxNT8n0LloGSUB9QbiIBzoKIg+QAhk6DJASIGQzpAxS6bWq04r7YorWqytlgKIM0B2tY6gB5/RO363OkVAggAple41GT/6mIHKgvtuOsTK1Bgt8BsYvjMKTPUx9G3mXDZLHjj1tPx6ZOnq6E0CoERxNhDnaAhEnNtZhOsZlPG7q4SOQF8LMZgHA4yz6eiwK5OwU5dN1gVGOdcS4JWQmAue4oAUpJIo3GOaDyhisgBZRJ3tzcCq0UcgGR+hFEpvBRSZe7kz2FeTSFKXdakER4EYcTksnQHaH5Nes5cXYkQNttahQPksJrw/j4R4jrYE0A4Fke3L6KGrqbrRlZIN+mkWRV44aunoD8QVZKuLRgIaW0iUplXU4Q3d3dRCIwgxgET4yg+woRj8SEJmok0AFP2NrpkaV1SVRWAwUNgShXYQCimJi8PhKKIxBJwKSEwh+LIeHVdcfV5QHJuWJcvnJsD5JMCKPkM+byFNdjwg3OoCowYlEV1xVhYV4Rlk4vVUNTcmqK07Vw2C0pcVnUkxtzqQq2hZzSO9QdE8rTMR5teIarNCh0WtZ0EAHUGGWNM7ekju7WnMl/JQyolB4ggxpyJcRQfYSKxhBoOyoWJJIDsSs7SFcsnpa/LMQSmn14tr7vtmd0jfR7QgCKAunUCSJ4dGwmgHuXxy1NCYIyxI56YTeQHpW4bnvvKKZhVVag6QKkJ0JLaYidiCQ7GgNnVyds8t7UNgJhBBmgOUGoukZ5ZVQWwmFjGk4rlU0rhsJqSxngQBDE2UAgMSghsSAJoYogfADhtTiWi8QQW1qWfAdutJjCGjOLPYTMjGI0nCaAupU9Kahm8Hr0DpBdAskmdPDs2mgemhcDoDJk4ck6cVY7zF9aklcBLJpU4sLNtACVOq5qgPL3Cjf3dfry4rR12iwkzK4XwkVPbZS6dEZ85ZQZWTivLKNYnl7mw4yfnT4gKUoI42iEBBFGdNBQB5LSZEVMGJI53zppfjbPmVxuus5lNcFrNGX+sHRYzIrEEenTdcWWnXDUJWuceuWxmBHSDUQFtcny3N6KOwShUc4CMHSDGKERADA/zaopw1/UrMq6XidBlbhuqFGfnrHlVuO+9A+jxR7BscokaOi5121BZaMeUMlfGx5tTXTiou0PihyDGBySAIPoADWWwqdNqRphlbuQ3UXDaLFm7Xst8Gzn7CAB6lBwdeT99Tk6Z24ZAJKg6QJxzDARFOKzHrwuBKWGJsKEDFEaJ00rjAYhRQZbCl7ltagfpxfXFmFTixKHeQJpz+uBnVpE7SRBHCRMnljOCROIJNVcmF6aWu9Ma9U1EPnvKdNx21ZKM62Wor9UjutsW2C3pDpBOAJUrnbRlDlAomlB7/3T7wro+QFmSoP0ROsAQo4asBCtz23DstDJcuLgGp8yuxNRy8f8t838ks6sL1e85QRATG3KAoJXB58qvP5pZNEwkZlQWYEZl5knU0t1p7Q/BYTWhvMCWJoCsZgaziSGe4KhQhIsMgcnwFyBCYJoDJBshGoTAfBGUu+kAQ4wO+hBYmduG//u4CJdNLXfhnb2ioowgiKMTcoAw9CRos4nlRYhGdYD6gyhz2eC0mrWxGkoITPZFArTKLRkCkyXwFhNDty+cngOUIQmaHCBitNA7QHpWTS/H1HIX5tRkPkEgCGJiQw4QRDIudWZNx6k6QEGUF9jUxolA8gBVh9UMXziWFgKTFWBTylzo8oXVxodF2foA+SM4djp9FsToUFPkwIkzy7FqennS8o8srcNHltaN0V4RBDEakACC6Eg8UTo7jyZ2RQC1D4TUBm8SffK00ybeu3J3sgMkQ2AzKgvQ2O1XxwioOUApnaATCY6+QER9HIIYaSxmEx787PFjvRsEQYwBdNTH0Mvg8wU5doJzkROhT3jWO0ByeZnbOAQm+6i09YtqMq0PkNhuX5cP21s96PaFkeDUA4ggCIIYecgBgtIJeoJ0dh5Njplcggc+fRxKnFYsqCvC/3tsi7pOL4bkdbfdAofVpI4TkCXwMxQBJKvJ7BYzbGYTgpE4Gjq9OPv3bwPQOu2SACIIgiBGGhJAECGwoZTB5wuMMZw2p1K9re/+rG/mJqvFnFYzXDZLWg6QrDRr7RcCyGYxYVqFC3s6vFinzFv66PJ6PL6hGQCoCowgCIIYceioj6GXwecrbkUAuVJmhzl1y51Wc1IIzGUzq83mmnoVAWQ2YWl9CbY0e7C52YNChwU/v3yROnWbHCCCIAhipKGjPoZeBp+vOJXE59ThqTIE5rCa4bKZk/oAFTmsqClywGpmaFEcIKuZYenkEvT4I3h1ZweW1BfDYTXjK2fNht1iUmeGEQRBEMRIQUd9UBJ0rkgHyJ0yPkMKIJdNCCC/zgEqVsZa1Cuds21mExhjWDa5BIAYrrp4krj+8VVTse77Z6PYZR2FV0MQBEHkM3l/1I/FE4gneFKPG8IYowGogJgaL9Zb4LSZEVRzgGIocgqxNFkZICmF5tyaQvX6knqt226hg8QPQRAEMfLkvQCS86nIARocGQJz241DYE6rGeVuOzoGxLgMGQIDgCllIqwl32er2aQOmlw8icYNEARBEKNL3h/15XwqSoIeHLdaBWYcAnPazFhQV4RDvQF4glE1BAaIbtBA8vt8yqwKTC13ob6Ucn4IgiCI0SXvy+DleAZygAbHmaEK7LyFNYhzDquZqa7OxkN96PKG1flgUgBZLVr5/FfPnoMvnjELjB39c9UIgiCI8UXeCyDpANlJAA2K224cAltcX4zFSh6PDGfdu/oAwrEETpgpZixNNnCAxFBZyr0iCIIgRp+8P+qTA5Q7Wq5PZt1cXmBHXbEDb+/pgs1iwgkzKgDok6BJ8BAEQRBjT94f9ckByp1MDlAqCxUX6PgZ5WrYrMhhRanLSkKTIAiCGBfk/dEoHBM9a0a0DD6RADb+G4iFR+45RoFMZfCpyDDY6boxGgAwpdwNJ40cIQiCIMYBlAM0GiGwA+8AT30RcJYA8y4auecZYUpcVkyvcGN+TVHW7U6dU4l/vH8Q5y6sTlr+s0sXjuTuEQRBEETOkAAajT5ArRvFZcgzcs8xCtgtZrxx6+mDbrdscgnWff/stOVL6kuGf6cIjS3/AaaeBBRPGus9IQiCGPfkfTwiHBUCyDGSIbC2TcqTeUfuOYj8JtALPPFZYM1fxnpPCIIgJgQjJoAYYz9mjLUwxjYpfxdm2O58xthuxlgDY+x/Rmp/MhGSOUAjmZvSuklchgdG7jmI/OSJzwGv/BDo2Sdud2wf2/0hCIKYIIy0A3Q753yZ8vd86krGmBnAnwFcAGABgOsYYwtGeJ+SkA7QEVeBxaPiQORtT14e7Af69itP5juy5yCIVPa+BOx+EeglAUQQBDEUxjoEdhyABs55I+c8AuBhAJeO5g7IPkAO6xGGwFo2AKv/CKy9O3l522bdk1EIjBhGAr1AsA/oaQA6d4hlvg7A1zW2+0UQBDEBGGkB9CXG2BbG2L2MsVKD9ZMANOluNyvL0mCM3cwYW8cYW9fVNXw/8KGoLIM/wreip0Fcbn8S4FxbLvN/HMUkgIjhpbdRXPK4cIEkneQCEQRBDMYRHfUZY68yxrYZ/F0K4C8AZgJYBqANwO+MHsJgGTdYBs753ZzzlZzzlZWVlUabHBZhtRHiETpAUgD1NgLtW7TlHTuAwjqgeAoJIOLw6DsA9B9KXy6/cwDQvRuoXSquUxiMIAhiUI6oDJ5znl7rbABj7G8AnjVY1Qxgsu52PYDWI9mnoaI1QjxMLXjoA6B0usjBKKgG/N3A9v9qB6PeRqB8JpCIAxHKASIOg/98EnCVAdc/mby8Zx/ATAAzA4koMHmVyEEjAUQQBDEoI1kFVqu7eTmAbQabfQhgNmNsOmPMBuBaAE+P1D4ZEYomYDObYDId5kTyf18NvPpjcTCqOwaYtAJoWqut720EymYA9kKqAiOGTsQPtG81doB69wElU4CK2eJ22UygeqHYniAIgsjKSOYA/YYxtpUxtgXAGQC+DgCMsTrG2PMAwDmPAfgSgJcA7ATwH875qJ6+hmPxw3d/YhEg7AH2vS4EUNlMcaYuhU7IAwS6dQJoGENgibh4XuLopm2zyPHxdqSv62kQ37kqpXCyfCZQsxjo3Dnhx64QBEGMNCPWCZpzfn2G5a0ALtTdfh5AWon8aBGOJWA/3AowKXR8Sul7+UzA36kJnV6l/L1shiiF15fBhwYAmxswHeZz734BeOTjwBfeE2f9xNFJ8zpxGfEKN8jmFrc5B3oaRdirsEb4q+UzRZg1ERVVYXXHjNluEwRBjHfGugx+zAlFj8ABSh1tUT4r2emRVTpl05OXRwLAH5cA6+/X7utpFmXNudJ/UFz6qeT5qKZlnXZd32PK3yVEUfksYPmNwCV/ErlotcvEejl+hSAIgjAk7wWQcIAOVwD1J99OFUCyAWLpdMBeBMSComFi22bRv6Vzp3bfh64DXv5+7s89oOSKT/D5YgSEWInHjNc1rwdcFeK6TxcG2/GUuKxZDLjLgeU3AIwBpdMAR4nWfTyVeAzY9Xzm5yMIgsgT8lIAcc7hC8cQjMQRjsYPfw6YFB81SwBnKVBYKwRQPCxyMHobRWWYvQCwFYhtw17trN6nO6PvPyRcoFwZaFH2YUC+KOCDu4SwIsYPvY3A2r9lXt+1B7j7dODVH6Wv83YAA83A3POV28r3JewD3vq1GHw65YTk+zAG1C3L7AA1vgk8fF3y83HDzhMEQRBHNXkpgLzhGBb96CX8e83BI3SAFAF00e+Bz74BmEyAvVgsC/tEDlDZDHHbXiguIz4tr0MmtsZjwk0KDiEEluoA9ewDXvw2sPFfh/daiJFh47+B52/N7NQ1vCouP/iL6BmlR463mH66uJQO0Nq/ihDYOT8VgieV2mXCXYyG0tf1HxCX798J7HxG7Nfv5gJbHxPLyRkiCCJPyEsB5FKSnn3hGMLRxOHnAAX7xWVRncjzATShEx7QSuCTlns1ASQdICl8AkNwb6QAUivOlH3JFPogxgYpWjKNp9j3umiS6ShOd4E8istXuwQwWTUHaNsTwv2pX2n8mHXHiERoo35AnmbAZBFh2XX3AS3rxT6++mNg3b3Ab2ZQ/hBBEHlBXgogi9kEh9WEQCSOUCx++HPA5Fm9o1hbJoVOsBfwtgHFk5OXd+8VYQ1bgXCAOAcCPcp9chRAibh4bP0+SAHUtglo3wbcfzENXx0P+DrFpb8zfV0sDBxcLUJcyz4GNL4FRIPaeo8yJaa4XlR6+TpEqLRjGzD3gszPKYVR84dAw2vAfReK3DNAiKqiOmD6qUL8tKzXnuvZr4u2Dq/97MheM0EQxAQgLwUQALhtliN3gEIe0YVXliYDmtCRjevcFcnLG98Ul7POFrlCoX7RPRoAov7c+rf4OoFETNsHQMsF6mkQQ1kPvKOFUIixQ3WADPr4NK0BogFgxhnA9NPE9+HQB9p6T7PILbO5RS6Zt12b+TUniwAqrgeKJonH3/gvIbLk2IyBFqCoXoikUD+w9XHhBk0/VTRVPOlrwL7XgIPvDcerJwiCGLfkrwCyWxAIxxA+UgfIWZKchyGFjuwB5CpPXn7gHSGaZp8rbnvbNQcIyM0FGtBNCwnpmi5Ktj6avI4YO6QDZBQCa3xTfBemnQxMPVGEpva/pa33NAsxA2gO0O7ngfLZQMWs7M87eZUQU1Jwd+1WHrMJKJ4E1B+rLN8JTFoOfOxR4Ja1wGnfFrPrHvkE0PTh4b5qgiCIcU9eCyBfOI7QkTpA+vAXIMrdATHAEkh3gHoagMq5QOlUcdvbLrpFS3LpBSQrwGyFOgdIn2TLDZYRo04ioYW+jEJgB98XM+McRaJSsP5YTbAAmlsDCAeot1EI6HkXpj9WKpNXAd5WLb+se4/Yn4E2Iaoq5ojvDyByhqwOwOoEbC7gxmfF9/jBq0RS9M5ngB2jOqGGIAhixMlfAWQzIxCJKaMwjsABShNAykGlL8UBkmXwgDjoFdSI676OZNGTSyWYdICq5oucDUAkQzOzOHuX0OyxsSXYp4UqfSkCKBYW+TdTT9SWzThdJLHL74OnKdkBioVESOykrw3+3FNWadcdJUIA+TtFcnTRJNGBfJLSKTq1Y3T5TOCM74r9794tEqTf+nVOL5kgBqXxLRrVQowL8lcA2S3wh2MIxxJwHEkZfEYBdEBculIcIED0DSqsFte97VoOEJBjCKwFMNtF0zu9A+QoBpZeCyy5VllGAmhY2PoYsOelod9Pn/eTKoBaNoicH30fn1lnA+DA3pfFZxfyaAKoRHEML7xNzJsbjOpFgNUFVC8WA3q7dmt9puRjTjlRfI9ql6bfX3aU3veGcC1lQjZBHAndDcA/LtHaLhDEGDJis8DGO267Gc19MWUUxhE4QEW1ycusTuHEyIONPFiZzIDVLRKda5cIQWQrUBygbsDiEGf4OYXAWkUlj7MkOQfIUQSc/SMRttjyMIXAhou3fwu4K4E55+W2va9L9GSad5G4bXWlh8AOKUnGegFUt1y4Mzue1kSJFCsLLxd5P5NW5LYPZitw1o/E/Q+uFknNMjFfPuZJXxWPqxfnkvJZ4vu57l5xO+QR3zVHUW7PTxydtG8FnGUij+xw6NolLuWYIIIYQ/LXAbJZ4AnGkOAY3hwgxsQBhSfEOrNVW2dXwmA1i8WlrOwJ9IgDDpCbA+TvAgqqRJ5GeECU0ocGtH0xW4TYohDY8ODvTnbpBmPPi8C2x4H1D4jbVQvSk6APfQBUzBVjLCQmEzDvYlGFJQ8UUqxYbLmLH8nxnwfmXyzyfWJBURUGCJEFiHyfqnnG9zWZhAjTVxLK3LOG14AXv6u0cOil7uP5QsOrwN1nAP/6qGjFIeFcOJq5dBSX3ydyFIlxQP4KILsFfYEIAAytCqxts9ZTxUgAAVoitKs8ZXmhKDmW9ymsUUJgPeJAZ7bnlgMU7BO5II5iIbQiPrEvdt3ZuaOIHKDhIJEQn8lQhs62bRaXB94VlzWLhAMkDxCeZmD/O6L6K5UFlwgncM3d4rYUQEdC5Vxxufdl4UY5S3O7nwyDmRSjWLqa6+4FPvizeLy/nQk8dtOR7yMxdPa9Pnq9vvoOAI9cLxztrp3AO78HnrsV6NwF7HoO+NsZQvQPRo8igPpJABFjTx4LIDPiCXFAynkUhqcF+OtpYhBlLCzOqg0FkBJSkPk/kkkrgLm6Cp7CGnEmFOgW27rKcguBhfpFYqsMR4Q8wu3R74ujmBygI6F1o+ihE+oXIjPQk3zWm422TeKSxwGLEyibKUTNy98H/n2VaDgILkJQqUw5QbiBh94ToVSZLH8kVM4Tj9XbKBKcjcZnGFG3TFzOOF1cyrN2KfAe/ZRI9j+4mpJaRxtvB/DPy4Etj4zM4zetBe69ANj5rBDu2/8relbd9LL4HXvjf4EP/wa8cxuw61lxnzd/Nfj/iCqADo3MfhPEEMjjHCDtpeccAus/BICLHByZe+MoSd9OFUApDtAVdyffnnKCdtbkLhdn5rmEE4JK/yEpeGTCrH5f7EeZA7TreeC5bwBf2SjyrEaaN34J7H9blJMDAJRwT0Gl8faJOPDojcDKT4tO3FaXOGAUVIk/AHj/z1BbFJz+Ha0Vgh6TGbj5LWDrf8Rt8zD8i7rKgM++Lpysyvm5369+JcBMwKKPivJ8T7MIBXqaxIiX3kYxANjbJkIgU08Y9CGJYUKO0dH3EBtONvxDiPBD7wHn/UK4fdWLReHFJX8S6wdahPtjsYuO9z17RXLzkqvFAODZ52gjgiQyBOZtFU66PkWAIEaZ/HWAbNqBJecQmDq7q894DIZECiB3efo6PQsuFQcYQIglZ5kmgDhXDjYpE+ITcVH6LkNggJKg6klOUHUUHV1VYO1bxYF2pH7w9cSjiqsR1BpaAtnDYJ4mYOfTwJOfE/dbep1YXlCtCSBw4KP3iANKtlJ2e4EQUis/faSvRKNuGTDzzPSk/WyUzRDNEZdcK5LuPc3arLnzfwWc8CXg40rTzYPvGj9GoJcqfkYCmVM2Eic5nIvqv7kXCvfv7dtEztocpXlr9ULggl8Dq74gRH6wDzj3Z0IE7X5ehMte+Bbw97NF9WTEL+4X9on/4dJpwlXVN3QliDEgfwXQ4ThAcnp7qD83AZTqAKVSUCVGEAAiBOYsUXqv7AXuOQf47Uzg9oXa8FRA97wl2uT5YK/IAzqaQ2AyN2o0ch5aNoj3EwA6tmrLswmgvoPiUpa+r7gRMNvEZ+xWBFD5bOGmnHCLaDw4EaiYLRKiiycLAdSmDEqdcjxw3s9FQn/VQuDAauP7b3gAePwmOtgNN/4RFEA9DWJe4exzgNP+R/zv8TgwO6UKcsoJolGn2SZaOJTNEK6QDJVGg8CDVwO/myfaMMjKLxlSpTAYMcbkrwCyaa5PzmXwSQ5Qv7huJIAcGZKgjVh4hbJDSg5Q/yHg7tPFj9BZPxI/Ltuf1LaXDpE+BCZdoqShrEdZCEzmRkWOUAB17gL+cnL2XCv9OIr2bdp1IwHkaRZJ7P2KALI4RAVe9ULgrB8Cyz8pSobNNmDlp3LPvxlvFNeLxNXWTSKnSf9dm3aSqDCTxQG9+4FfTRW5Qt3KDDJKeh1eRlIA7XtDXM44Q4Q1p54kTtDkkF2JyQSc8xPgjO+Jkz4pkuXv0adfAK57WDQDffd2LfwlBVD7VhEqi8eG/zUQRA7krwDSO0C5JkFLByjYrwmRrDlAFenrUllyNXD2j4UT5CwVB3izDfjc28Ap3wCmnSJsZVlBFOzXnlcKLXkmlVYFdjQ6QN4je5zWDcLV6dyZeZvGt0Q4EgA6tmvLjUrh/32VyE3qOygSjT9yB3Da/xO5PCd+WYQNnKXAl9eLkMFEpbhenN03rdGSoyX1x4lQSPdecXv/W+IE4cC72hBWKnseXoZbAB1YDbz/f+J6w6uiWlXm71x1P/CpF8R3OpXFVwInf01cL64XVa0ybFwxF5h7gTgJ2PoosOlBsXz6aeLytZ8Cz9+qzS4cZzDGqhljDzLGGhlj6xlj7zPGLlfWnc4YezZl+/sZY1fqblcyxqKMsc8d5vNfyRjjjLGVGdavYIxtZYw1MMbuYEycXTHG7IyxR5Tlaxhj0zLcP84Y28QY28YYe4YxVqIsn6Y8789021Yor+VO5fZcxtibyv13MsbuNnqOoex3hm2nMMZ8jLFbdcuuYYxtYYxtZ4z9JtfnNYIEEBQHqLdRnMlnw9smLoN92sHQbZAUm6kM3girEzj56+JSVvxceqeYzA2IuU+9jeJs2tcFhKQDVKo9jzy4pDpA8fDRU50zmAMUCwNv/VYLRWVCHjCkm5cK50Dzh6IcHRCJnWa7EDepDlDEL4RU8zrhABVPApZeox0Q9JRMEWfME5XiehEGiQZFeE9P+UxxKc/wW9aLy44d2jLZQ4gYHoZTAAV6gf/cALz0HeC9O0XC88LLtfUFVUDlnMEfp7geAAea14qwrwzznnCLuNz7ijgpcJWJ37pYEAATlWS5VliOEspB+b8A3uacz+CcrwBwLYCh9KW4CsAHAK47jOcvBPAVAGuybPYXADcDmK38na8svwlAH+d8FoDbAWSaYxPknC/jnC8C0AvgFt26RgAX625fBUB3Nog7ANyu3H8+gD/l9MKy77cRtwN4Qd5gjJUD+C2AszjnCwFUM8bOGsJzJzGBf5GPDLddHwIzAQ9eC7z+syz3gJbfEeoX15nZuKeKmgSdgwOkZ/n1wKde1DoIA1rZ/N/OBP60Qkt+dJaIHxizXXOAUnOAgInlAvm6gPf+ZNxQTTpAMqFSTyIOPHGzKM3d/HD255Dvh3Tz0tb3C+FYMUfrs+SuFJ9lqgDq2g1RFdgsyubluIqjkfmXiKTnL6zW8tYkUgBJt6dlg7g89L72nqUm8xNHhnxfc83ze+VHyYN29bz6Y3FSV1ANvPw9Zd6cQYuGwZDdoZvXJXeKLpkMfOJx4HNvAef+r1hWOk08z8W3i+/Njv8O/flGljMBRDjnd8kFnPODnPOhHOivA/BNAPWMsaG2zv4ZgN8ACBmtZIzVAijinL/POecA/gHgMmX1pQCULqx4DMBZ2VwWhfcB6PcxCGCnzn26BsB/dOtrAaj/1JxzXbJkZgbZ79RtL4MQYnrhNQPAHs65/DF+FcBHc3luI/JXAKVWgfk6Bm9C6JU5QP2isZ270visvqAKABMlwkPBXpheSlxUB6y8SXQTDnuADiUnRYbeiuq0cE5SFZiuQmy8svdV4JUfare3Pyl65RglRwYU58soBLbp3+IH1GQRwzuzMZgDJAWmu0r7/Fxl4rNODYF17tCu9zQYl7UfLbgrRNJz6bT0dY5i8f707FNcsR3is9B3kfaQA3TY7H4B+PDvycuG4gCFfcDqPxiHmgK9wMZ/Asd+RlR2AcBp3xYnWEOleLK4jPjSG3jOOD155twFvwY+/rgIj9UsGY8CeSGADYNsc4oSAtrEGNsE4BK5gjE2GUAN53wthHC4RrfuEf39dH83KOuPATCZc/4sMjMJOgGiXJ+kW9cEAJzzGAAPgIzhCMaYGcBZAJ5OWfUwgGsZY/UA4gD0lQy3A3idMfYCY+zruvDZ3AyvbZOyTbb91u+TG8C3AfwkZVUDgHlKmM4CIZ4mZ3ptg0F9gADYzUwcWKOGYlsQiwiBZLKKHx1vh668OYX5lwI3zzz8eTmpXPx70Tn4gYu1JnTyB2rRR4WFDKSHwABtWvx4ZMd/hWNz9k9EcnBAERipP+rxmPY6jEJg3UqYasZpiiuTBfk4mRwgeWBxVwgB1LVLCWVyIXpf/YkIZy37uAjxmKxiwjoAlEwb5AUfxZTN1EK1PCGcS9kgr2SKcMmIw+Ot34jw+7Gf0Zb5df8rnGdPru9RcrMG2rRlB98TLTg8zeLzWnK1SHKuXqw5ekOlSPd7VzzIMUmfR3bzm8b5ReMIxtifAZwM4Qodqyx+h3N+sW6b+3V3uRaaY/IwgHsA/B4AOOfXIAOMMROEuLhxsF0yWMZzWKfHqQi3aQDWA3glZf2LEE5UB4Ckjpuc8/sYYy9BhK8uBfA5xthSzvluAMsy7rSxE2W0bz+BCLH59HfhnPcxxr6g7E8CwHsQrtBhkccCSBcCY2GR3xDLIoBk+Kt8lmgF39OQ+YfCbElPFD1SpLvQtkU02bPYxe1lH9MEkN3IARrHIbBgnxAPIaWxoz+DAJIVd4BxGXygV4iUynkigTkey9xAcDAHSA4tLdA7QOXiALP/HZEfBIhGcPYCoHqByB0baD66HaDBKJ8lkmdl/s8x1ysCiIlE/j0vjunuTVjCXuWkh2vfa86FUDdZRIVVNADY3JkfQyan61sRPP1l8dsw7WSR8F93jFheMevw99XmEv8rgZ6hjXAZn+JnO3ShFc75LYyxCgDrMt8liesg8lM+rtyuY4zN5pzvZYw9AmCuwX1+D+ApAIsAvKkc+GsAPM0Yu4Rzrn/uZiTnI9VDc2iaIVyRZsUlKYbI8UklyDlfxhgrBvAsRA7QHbrXHGGMrYcI4y0E8BH9nTnnrQDuBXAvY2wbgEWMMR9SxJKO0wfZbz2rAFypJDmXAEgwxkKc8zs5588AeAYAGGM3Q7hTh0XehsDsFjOsZqEsnYmAWJgtYVgKIDlXqf+g1t9lNCisEzlH4ZSOz+UzgSkniuupVWDA+A6ByUo6KXxkk8PUfdaXrEsHKBYG3v2DuAz0iKaTlfNE/o4sSTciNQfI2wH8aSXwzNfEdX1ye6GSlO6uELd5XFxeeJuoJtv/tuiBU7tEbHc05wANRvkMISq3PSH6wUw/BQAT7k/ZdPEZbfw38PZvx3pPJwaRgMgra1orvnc8octB9ADxiKjUkrez0b1HXHqV44yvS5zA+TuB7U+IBpnDJUKk8BmOGXZjy+sAHIrbIHHlckfG2FwAbs75JM75NM75NAC/hHCFwDm/RkkeTv37B+fcwzmv0N3vAwCp4gec8zYAXsbY8YqrcgOEeAJEKOuTyvUrAbyu5NsYwjn3QCRc38oYS23N/TsA3+acJ1UIMcbOl9syxmogQmwtnPPdGV7bMs55/yD7rd+nU3TvwR8A/IJzLivQqpTLUgBfBPD31PvnSt4KIABwKXlA9riSWBsLZt5Y5v9UKaMEeCLzWISRwGzRQmqpiddn/RA4+RvJrocaAhvnDhCghb6kAErdZ31ulnSAGt8CXv2RECGBbs0BArRJ6kakOkDbHhchgo3/EmfFvk4ATDxeUZ3YxlWuJbSvvEmEIuSg0OoFIocBMM6PyRfKFDe0dYNwf2xuIc4r5mjhkOe+Cbz7x9ymhuc7a+4S/cDeu0NbJh0cKdKlAy1F/du/FUUE0ZTfMRkWDnlEjlaTUlgkf0dmnzN8+y0/6wkugBTBcBmA0xhj+xljayESi7+dw92vA/BkyrLHcRjVYKkoISvJFyAO/g0A9kGrlroHQDljrAHANwD8z2CPyznfCGAzFJGmW76dc/6AwV3OBbCNMbYZwEsAvsU5z2Crp2G434yxSxhjP83h/n9kjO0AsBrArzjne3J83jTyNgQGAAV2CwZCUVhjUgBlcYBkCXylzrkcTQcIEA5D/6H0BMWpJ6QnT0+EEJh0dmTeTU4OkJIELc9m5XiMkqmiazEgksInH288ikSKq2Cf+Ly3PS4ETPUiUSVTVCcEj8msOUCuMnG2XTxZjKdgDDj7R8A/rxA9cCpmC2FcWH1Eb8eEplwJnZiswDGfENevvE8IIXnglicYvs78fq9yQTbjbHxTnMyEB7TvvAzTyvc85BH9ql5XKqzWPyDyauwF4nb3XpHvwxMiD+jQ+yJn7pI7Ren7rOEUQNIBOuy81HGD4lZcm2HdmwDeTFl2o3I1bfYL53wLgAWHsQ+np9xepru+DiJclnqfEETZ+mCPXZByWx/iMnrc+wHcr1z/BoS4GjJZ9vtppCdig3P+45TbRywkJXnuAJlht5jAZGVR6pmTHn8XACbGGUgKRvlHXIZYjJovpmIrAMDEj2M0BDz//zIn/o4FnOtCYKkCKIMD5KrQHCDpyHk7RA6Oq1yE/Yomia6zt80yTogOecSPPyDCCy3rRCJ52QxxgOk/pCW3yx/zgmpg1lnA17dpB+6ZZwL/rxGYskoIpIWXHdHbMeEpmyEOsvM/or1/tUuESyGdSzn3TiblEul4O0RH7aa14j0FxHsK6Bwg5f9FL4DW/BWwOIHL7hLv77u3i3XxmKjGk46lt1VpZnkMMP9i4GtbB59ZOBRmnwPMuSC3JrAEMcbktQBy2y2iCaIUQNkcoLBXiAp9c8PRDIEBWnPEXEpUTSYRtpE/eGv/Cux9aUR3b0hEgyJfBxAChvPBHaCSKVoOkHTkPE0iL0p+LlULxDY8kd7tmXMhrqRT9P6fxeXCy7Wut83rtHBX7TLg6n8CczL06XKVDeklH9XYXMB1j4ghqakU1YtEW9kJW/YLIgSeZlFl2rYZ+N0c0ZcnGhCh7QtvA07/jhDtmQRQ3wFgy39EJdey64Al14jQWfdekQ8Xj2jjJ3obxTiTKcePzGuZdTbwsYcndtNPIm/I62+p2y4cIE0AZXGAIn7xI68XH6MeApMCyKD5ohGV88TsK5kTM556bUj3BxA/6CGPqGgB0gVQsE9UvBTWag6QLOmVvXjkWexFtwHXK+H31NcbDYqqMymA9rwgKpRKp2r5FGGP9rkyJjpCm1PzAglD5pxrHNqy2IBv7hJN8Mx2IYAeug5400As5UI8Nr5Du0MhGgL+vAp4/0/C9QGA9+8Ul1NPAo77rGgkWFQrBJC/G1hzt3CBpUO09VHx27XyU+L22T8Rocd/XAa8pfT2kQJo2xPif2DqiaP0Agli/JLfAshmEU0QMzlAvY3AX08TDkXEL35UrE4x8BLI3AdopCgdQggMEG5I1y5NJIwrAaTL6wl0a+4PkN67KNirjP4o0OUASQGkuDzSASqdJoY42grSX68UVhW6PK7jblbuN11bZjTehDgyLHbhCpTPFHktu58HtqakSmz8F/CHxdosqUy8dwdw57G6+Xh9wOo7gERiRHZ9ROltFI7lgXeB9i1C6AMieVz/+1I0SXzn/3ODCNNe+6D2nW9ZLwbwymT8olrghqeBqF+Io2M/I4S+o1jkFpnt4jZB5Dn5mQQdGgDuPg1fmvoprJ5yERBWepfEQslNxVo2AG2bRHfhaED8yADiYOzr1AZmjhZlMyA6TOeYe1Q1X/y4NrwmbnuaxQ/u6juAC387ts6G6gAx4QDpBZBRCMxZJkSNHIUhBZAMielzDhgT+TupAzhlAnT5TJGPUlinjRpxlmg9TEY7tJlPlM8Edj4jrvfsFf9H6+4TA2rl8j0vAcd/XlxvXg/ULBYukqRtk6jik8nU258EXvmB6GkzafmovpwjRpaot6wX372pJ4kTnaqUfNnCWtFLKeIDzvkZMO0ksdxsF6HkumXJpey1S4DPvSPCX9LdLKwT/1vTTxFuNkHkOfnpAFmdQG8jlhQH8YXTZyaXXetdIHmQDvs0BwgQDkymMRgjSWEN8JlXgcVX57a9/BGVQsDTLKqe1t+Xnocx2qXJ8r0tnSpsfSmA3JUGSdB9It/GXiA+i3hUiCame/9TB88W12d2gJylwOKrgDO/n9w6QJZykwM0csi8FemivvVr4M1fiLyU5TeI6qGD74p1/YeAv58FbH4w+TGkQ9R3IPmyZx/GBYm4SELWh3kzIRPCQx6RA1S7BLjkT8DxX0jerqhOE/uLrtCWy35fRsKvZHJys1bZ1mH2ebm9DoI4yslPAWS2im7KUvjo50vpu0HLH7CIT8sBAsQBdKxcgvqV2pTlwdCX7NsKxETuDiUcJh0UyT8vB17IpcXFYRANAi99L7kTrUxsrpiTLIDKZmR3gOJhTdhUzte2yUkAKZ+3oxi44m6RMKpH5lSMdm5XPiGrKFd8SoigD/8uPtsvrRMH/mknizENnIuu5+DJyeycpwufPqXx5XipLmvdJBKZd6T1d0unu0G0DpDIMFYqUrzUH5vcY0e2u6jLwfkqUjqbzzl38G0JIg/ITwEEiN4a8kCbUQD1i8uIL7nd/KnfBM743qjs5hHhLNHm88w4Xby2g6vFbf1coL6DQOMbygFnBFj/gEjs3KsbNSPFZcUcIX58Sm+T0unpjRD9XaIyy6a0rZDulX7cSGpFVnG9yC3StzaQIzX0HbP1qAKIHKARo36lKNdeeq04mANinIsU9VNPEt8Hfe6a3q0M9mnfDymAZOfv8VJd1qc4VLkMgO3ZKyqy5HeyZrHxdlIALbg0ebkUQJNWDP5ci68GTvxKfjfsJAgd+SuAHEXGDlA0ALz4HWGnJ4XAfFoO0KyzgbkXjO7+Hi6yc/Wss8SlbKevd4Bk7oUsr80E5+KMfaAt+3Z6YmFg9R/Fdf1Mr2CfcACK60Wr/959Ip+hqFYb8AiIxNZAtxAlamM3JW9Czi9yFKfnM8lGbD0NQPs2cT2sc4CMmLJKiKyy6cbriSOnci7w3VYhXqcp4zJWfEpbL3NbDrwLdCifW7fO2dEnSEvh05dFALVtBt74hQhLjRa9jeLS0yzcy/fu1J4/EgDW/k0s51y8tsq54rtscST3GdMz9SRg4RXA0hTX0lEs3E9ZIZqNGacB5/7s8F8XQRxl5GcSNJDZAerdD3zwf6L5XVIIbJCBg+OV6aeKM1EpFiSykSAA7FSab8qRFID4cd77irDxz/u5cJPat4pxBsE+4NRv5fb8Wx7ROthKRw0Qj+Es1dyWrt3C5XEUJw94DPYpY0eqNAdIHhDlazJquibDBI9+SpxlzzpbG5XhyOAAzTgd+E5z9snaxJEjc+dOuEV8LvoBnKXTRd+ghtc0QdN/SAhpi11zV5xlwgEKe0WVoMkiTlr0RQyHPgD+daWoHJx3EVC7dHRenxRpA82i0u3l74nnrl0CPHiN6MS8/n7gir8JUV4xR+xf1+7MQ3zdFcBV96UvP/az4v+WvrMEMWTy2AEq1nJCwgMAlB8QOWfH16lzgLzJOUATiZO+CtzyQXJrerNNc4C87aJRor1YvN54VCx/5zbgwauATf8SZ+MAsPdlcdl/KPfn3/GUSC52lScnhQb7xEFMNh3s2i3CWKkjPGTbf3cFYC8U13uUvAmZ5J2a/wNoAqhnLzBppSi9XvNXcaC0Zvkc6UAyetgLgPqU0A1jwKLLgYZXhCtYNhMA11wVKS6mnyIEkHR/Jh8vTlT0wv7Zr2vVYzL3bbh54mZRmq5HdYBaNLey4VXg5e8DzR+KuX09DcC9SoPN8lmis3hq4nMuzLtQJI8TBDFk8lgApYTAZA6JDAP5OrSQTXhANBqTDsRExFUuLHZmFrkX8kCx/x1xuVDJLZDJyPve0EZvSLHU8Kq4zFUARYNCPM0+V7g9qSEwZ6lm3YcHhOsmcyGkOyc/D3el9v53bBdlwTaXUpFn4AAV1gFg4vVeeY84w05ExeOTyBnfLLlWuIA8IRpRApob1HcAKKgR4negVRMYs85M3i7QK3KIjvucEPydIyCAAr2iqnLvq8khNulSDbSIFhqACDNvfUzkO539I+CTzwhXlZm0MDVBEKNK/goge5HOAfJqlT96AaTOqlJcoWzOwXhH9sYpnyWEjRRATWtEbpPsFCtff0+DqMgxWcQPebBP61SbTQB5WrTk1IOrReL1rLOFUAn2ixCFR3k8Z4lIPP7SOjE484LfaE0epTiVydHuKi0HKNirHfAWXaHlN+mx2ERoYem1IulTniVnyv8hxg81i8RwWgCYrwighlfFPLvmD0WOVuk0ABw4oAj4WWeLS1kJduh9cTn9FNH4snOnECnS4ZQk4sATn9O+25JoKL2svmMH8OQXtOquHU8p4Vq/JsTCPvHbUVAtvvstG4QI790nwrrLPym2m3wc8IXVYmipTHAmCGJUyd8coFQHqGoB0AUtD0YvgGTi8EQMgek55nrhAvk6RCO5REIIoPqVwlEBhNgLDYhtKmaL5QNtwhHicWDKCWJeViJh3Afp2a8JofOZV8SZscUhEludJcJd2vMS8NA1AJhWuVIxWxtPkToPTIpPd2Vyddgx14vLi2/P/Ho/+5o2+HTGGSIMmMscNWLsOf4LwPv/J3JnCqpFzoxk6ce0SqaG14QzWL1YXLZuFMsPviecn7rlQPUC4US++B2x/Avvao/Vsh7Y8rAQ+pOP05av/auYrv6NncJh3P8O8I9LhCvV+IaYD7ftcSWU7hFCp2q+Jv6nnQJse0yE5RZeLpo1Vs5PrtayF45eXhJBEGnksQNULM7Qwl7RLVW2nZcH3P4msRzQpqhP5BAYAJz8NdFht7BWnLn27ReVNpNXaYnE/m4tjFA+S5ydelvFgcVsE5UoiagQUEZ079EaL+57TbhIVqfmAMmQAGPG1VZqDpAuBMbMyigMJQeocl5uZb/2Qi0HxGQGPnoPcO7PB78fMfYc8wngi++Jz61ijhCyH3tUDFs98cvCISqZIirBSqYKMT7nPGDns8LlOfS++I5YHUKYDLQAGx4QHaf1RQ8yrHvw3eTnb14n/v9lF/W3fyuE2EfvESHhp78iRNWqLwC2QqB1g9iuT5ejJFlwqeg4ftr/o/ArQYwj8tsBArReHbIaSYaA9INRpQM0kUNgemRDtF3PiTPaKau0PBp9KXy54gB1bBNhsvJZWq+c/kPp1n08JoQjIA5CPfuA+R8Rt52lwlHzdoj38aubjcNRaQKoU+ybySTWFdQId+BwDiRTVg39PsTYc8FvRBHC5GOTl39+tei4LLsdL/qocGV2Py/K30/8ilhetVBcyh5fXXu05GspgPoOiN+CYqVvlizBb3gFqJwjZmid81PxHKv/KFyjSSvEd/HgauEAAVoCtH7WVsVc4LqHhuWtIAhi+MhfASSTbQeUbsGpAkjCzKL7MDAxy+CNkOGubY8BYCIp2lYowgByMjsUh6ZokiiH5xyoXqglLfcfEg3c9Aw0izAZIHIueFwTSc4S8bjeNnEmnWmQrPxcNv1bCCV/t5afZbaKkMRojyAhxpbqBcbLHUUioVgy62zx/Xn8M8LhnKOMfJBJxgXV4mSma5cQQP4eIVzmXgTsfk6Ex5ZcJfJ4eveLBOWGV8V97EXAihuF8L7o9+J/58wfiLy0umOANXcJkbbpIVG5VjZDhH9jYe2kgSCIcUX+HkkyOkDdydvJTsrAUSSAasRl22ZRoeUoFqLCVS5yoHr2CqFjURoTRv3izLZijpgvBGhN6PTI/AdADKwElGosKMnNXDy2fH4jrE5xlt27H3jmq8JR0ld5kfghMmGxi3ATTwBX/F0T6MX1Ipn64j+IUFrXLrF866MAuAgN24u0MFjnTrF84eXCtdz/NnDeLzR3cvKxwAW/1pLyp54kwmV3nw507QTO/V8hlIomif+jXEfXEAQxquTv0UT+mA2kCKBoIHk7/dydo0UAFVQLt6dirpiJJXFXajlAcmilGubiQgBZneL+RpVgfTpR1LpJub/iNsnk4+694v6ZYAy48l7g8ruE89axNbNbRBCpXPAb4CsbhZMjYQy45p+iZ07FbCGAdj0PvPRdEaqatFIk9ze+JZxOGf468StCxJz+XWD59Zmfc855YkJ7T0Nyl/gZp2suFEEQ4w4KgXVsF5d6m9ps0xKgSyYD8lh/tOQAma3AJx4XVSn6qih3hbD7e/aJxnKA5uAAWqVWyRRNAL35a1G2PO+iZAdIVuPI+ztLxWUslN0Bkkw9UYi0RIxmcxG5Y3MBtixjISrniuTl/35BdGa+7iHhKs69ANj7EtC+RQggm1Kh9bVtg7uOjAEnfUU8RmGtlp928e+H73URBDHs5LEDpAig1o0i1l82QxxwgeRhgfoOyhO9CkzPjNOBwhQnxlUh3o+ITysJ1ic6610hOdl9zV3AZiXBUzapA4SwNFk08SL7+wDZHSCJvVCr9DJqdEgQh0PlPK3J6Ufu0CoL518ivq/bnhDuZfVCIWSGEnKtmK2FxQiCGPfkrwBSk6BblHwXm5hSDYgRDc5S8YOoP1hP9D5Ag+GuFPkTRfXa1GmZMF1Yq4lGR7EoJeZcXEox1HdAJJzaCkX4qqBGO4DonaZcHCBAzDEDtCRogjhS5Dy4BZcJB0jiLhcnBWvuAlrWAXPOHYu9IwhiFCEBBCjzhiCSKAFxFldQrfSe0Z3RHS0hsExIp+WEW7Tp6habcIZk+AsQ713YKypcElEtkbzvgHDPZM6OzP8Bhu4AAcCsc8Rl6dQhvhCCyMC0k4HZ5wFn/TB93aKPihDt/EuAk74++vtGEMSokr85QGaL6G0T9Wt9RKyKA2QvFAfxRFwLe1mcoinb0cz004CZ76UPVzzhi8lhQXuhCJPJ2V6+DjEXKdgrtuvaLVr/F+oEkMwBAnJ3gKasAm75MFl8EcSR4CoDPv4f43WLrxYnOXPOo2pDgsgD8lcAASKkE/WnO0C2AvFjGOzVHKCjPfwFiPLe659IX37KN5Nvy7wJGfrSz2Qqn6nlFunzh6xOLbm8IEcBBIgmdAQxGpgtwMLLxnovCIIYJfJbANmLRGM+6QDJHCB7kSiZBYCmD8Xl0VICPxyo+VOt2rJ9r4vLynlaiEvvADGmjMPoE2fhBEEQBDGG5LcAkkm9sgRenwMkkcLHSgJIJc0BAtDwOmCyAqXTdTlAKaMynCXCBaJ5SARBEMQYk+cCqFhUepUoSbYWpWOrvtxdDYGRAFJRBVCztsxzSPQVMlu0EJfeAQJEp2mj+V8EQRAEMcrktwAqniz6fZiVt0G2rJcHeEATQ/mQA5QrUsTI6i9J5VxxOf0UUWlTuzR5/Tk/G/l9IwiCIIgcyG8BdN7PRSm3xJJNAFGDM5XUEJizTCSMSwFUMsW40iZ1mjdBEARBjBH5Xetpcycn5BoJIItN5K0c7T2AhkJqCEw2l5MCiCAIgiDGOfktgFIxygEClM7QJaO+O+MWtQqsTSQ+lytJ5FIIEQRBEMQ4J79DYKmoOUApAuiaf6VXNOUzNjcAJrpAu8rFVHlbodZPiSAIgiDGOSSA9BiFwADKXUmFMWUchke8V6s+J8YISAFJEARBEOMcCoHpUTtBF2bfjtB6KNkLxftWPGls94cgCIIghgAJID2OEpHTkuoAEenI90g/VJYgCIIgJggUAtOz4pPA5FUUyskFVQCRWCQIgiAmHuQA6XEUiwnkxODYdSEwgiAIgphgkAAiDg9ygAiCIIgJDAkg4vAgAUQQBEFMYEgAEYcHCSCCIAhiAkMCiDg85EBUO013JwiCICYeJICIw4McIIIgCGICQwKIODxIABEEQRATmBHrA8QYewSAHA9eAqCfc77MYLsDALwA4gBinPOVI7VPxDBCZfAEQRDEBGbEBBDn/Bp5nTH2OwCeLJufwTnvHql9IUaAmsVA5XyaAE8QBEFMSEa8EzRjjAG4GsCZI/1cxChSNh245YOx3guCIAiCOCxGIwfoFAAdnPO9GdZzAC8zxtYzxm7O9CCMsZsZY+sYY+u6urpGZEcJgiAIgsgPjsgBYoy9CqDGYNX3OOdPKdevA/BQloc5iXPeyhirAvAKY2wX5/zt1I0453cDuBsAVq5cyY9kvwmCIAiCyG+OSABxzs/Otp4xZgFwBYAVWR6jVbnsZIw9CeA4AGkCiCAIgiAIYrgY6RDY2QB2cc6bjVYyxtyMsUJ5HcC5ALaN8D4RBEEQBJHnjLQAuhYp4S/GWB1j7HnlZjWAdxljmwGsBfAc5/zFEd4ngiAIgiDynBGtAuOc32iwrBXAhcr1RgBLR3IfCIIgCIIgUqFO0ARBEARB5B0kgAiCIAiCyDtIABEEQRAEkXeQACIIgiAIIu8gAUQQBEEQRN5BAoggCIIgiLyDBBBBEARBEHkHCSCCIAiCIPIOEkAEQRAEQeQdJIAIgiAIgsg7SAARBEEQBJF3kAAiCIIgCCLvIAFEEARBEETeQQKIIAiCIIi8gwQQQRAEQRB5BwkggiAIgiDyDhJABEEQBEHkHSSAhpEP2z9ELBEb690gCIIgCGIQSAANEwc8B/Dplz6NF/a/MNa7QhAEQRDEIJAAGiba/G0AgJ29O8d4TwiCIAiCGAwSQMNEb6gXALC3b+8Y7wlBEARBEINBAigH4ok4EjyRdZueYA+AdAEUS8QQjAVHbN8IgiAIghg6JIBy4LrnrsNfN/816zbSAeoJ9ahiCAD+vOnPuPbZa0d0/wiCIAiCGBokgHLgwMAB7OjdkXWbnpAmevb2ay7Qh+0fotHTiEA0oC5L8ATu3HgnhcsIgiAIYowgATQICZ5AMBZEh78j63a9oV5UuaoAaGGweCKOPX17AAAtvhZ12+can8Nft/w1rWKsaaAJ92y9B5zz4XwJxATnw/YPsalz01jvBkEQxFEFCaBBkPk7HYHsAqgn2IPZJbNR5ihTRU+Tt0m9f7O3WX28P274IwAtbCb5y+a/4A8b/pDkJhH5QzQRxeqW1cnL4lHc+tat+PXaX4/RXhEEQRydkAAaBH/UD0CIlXA8nHG73lAvyp3lmFY0DYcGDgEAdvXtUtc3eZsAAE/sfQIdgQ44LU70h/vV9YFoAK8eehXA4GKLODp5cf+L+Pyrn8f27u3qsteaXkNvqBf7PPsGTcQnCIIgcscy1jsw3tHn7nQGOjG5cHLaNpxz9AR7UO4ohz/qxwHPAQDA7t7dsDALbGYbmn3CAXq+8XnMLZ2LInsR+kJ98EV8+O2636LAWqC6RZ3+TiwsXzjyL44YV8geUpu6NmFhhfj8H9v9GADhHLb529Dqa8WM4hkod5YP+nixRAwMDGaTeeR2miAIYoJCDtAg+GN+9Xq7v914m6gfkUQEZY4ylNhL4Il4AAC7endhRskMTCmagmZvM5q8TdjSvQUXzrgQpfZS9IZ6saFzA57Y+wT+seMfKLQVAhBCi8gPOgOduPCJC7G2ba0aOt3WvQ2A+L6taV+DkyedDADY0LEBn335s3hgxwM5PfZNL92Eb739rZHZcYIgiAkOCaBB0DtAmUJTMmen3FmOYnsx+sP94Jxjd+9uzCubh8mFk9Hsa1aTni+YdgFKHaXoC/epYueK2VfgB8f/AGZmphDYUUYgGsDVz1yN91reS1v3wPYH0ORtwksHXlKT56UA2tkjHKGPz/84AOChXQ8hzuNqPlk2EjyB7T3b8crBV/B289vD9VIIgiCOGkgADUKSAMpQCSaTmcscZSi2FyOWiKEv3IeuYBemFk1FfUE9WrwteGLvE1hetRy1BbUodZTCE/agzd8GBobvH/99XDD9ApQ7y8kBOsrY0LkBO3t34uHdD6PV14pvv/1t9IX60B/qx6N7HgUAvHroVVFJ6KzCgYED8IQ92OfZBwBYVrkMlc5KbO3eCgA5CaDOQKeas/brtb+mIb0TjL5QH1488GLG9eF4GJ9+6dOjXh3Y6mtFX6hvVJ+TIEYKEkCDEIjl4AAFNQeoxF4CAGjsbwQAVDgrUF9Yj0gighZfCz635HMAgFJ7KQBgT98elDvLYTVZAQA1rhoSQOMczjniiXjG9du6t+Hbb39b/V6sa18HAFjdshq/X/97PL//edyz9R7cvfVuBGNBfHT2R1URfemsSwEA27u3o7G/EdWuahTYCjCzZKb6+K3+VvX6zz/4OW5961bs9+xP2geZiH/VnKtwyHsIa9rWDMMrJ0aLR/c8im+99S10B7sN1zcNNOHD9g/xVvNbo7pfn3/18xRWJY4aSAANgqwCK7QWotHTiB+/92P14CJRBZBDhMAAoNGjE0AF9QCAUyadghMnnQhAuEWASJSW/YMAoMpVRSGwYYBzjk++8Encu+3erNv5Ij7c9NJNWZtSvt38Nta2rVVv37HxDnz8+Y8bbru6ZTVufPFGPL//eTy2RyQwr+tYh0JbISKJCF468BIcZgce2vUQ/rXjX7hqzlW4dp7WKfzyWZeDgWFz92bs8+xThc+sklkAgFp3LTxhD3wRHzZ1bsLDux/GKwdfwRVPX4GHdz2s9pA65BXf0esXXI9CWyGea3xusLeMGEfI349WX6vhejl8OVX4ZiIajx5xFWEgGsB+z36saVujnuARxESGBNAgyBDYjJIZWNO2Bo/vfRzvtryLaDyKd5rfAedcPXsvcZSg2CYE0L5+Eb4od5RjadVSXDDtAnznuO+oj1vqEA5Qm78tTQBlcoCiiSi++853cd+2+1RhRhjT0N+ADZ0b8G7Lu1m329i5EWvb1+L1Q69n3OYXa36BX6z5hXp7fcd6bO/Zjv5Qf9q2D2x/ABXOCiypWIKn9j2FQDSA7d3bceXsK1HlrIKJmfDHM/+IOI9jUsEk3LryVswpnYNiezEqnZWYXDQZC8sX4o1Db2C/Z78qgBaULwADw0dnfxSAaKx5x8Y7UO4ox3OXP4cT607Ez9f8XA2pHfIegtVkxZTCKTh36rl47dBr6ne5sb8RD+58EB977mO44PELEIlHhvTeEiOPrCRt87chHA+n/b+3B9qTthuMy566bNCTAT3burfhB6t/kCR05G8aAPxnz39yfiyCGK+QABoEWQU2vXi6uqw31IvXml7DF1/7IjZ3bcZ+z35UuapgNVnVEJjM3yh3lsNtdeM3p/0Gk4u0EnopgACg2lWtXq9yVcEX9SXlHkka+hrwTOMz+P363+MTz38CoVhoWF/r0YQUNHv69mTtrL2rV/RqkiXoqQSiAbT4WrDPsw8tvhZwztUDwY6e9PEoe/r24NiaY3HNvGvQ5G3CXZvvQozHcGzNsfjK8q/gK8d8BSfWnYi/nvNX/O3cv8FldcHETLhm7jW4eMbFAIBzpp2Dnb07EYwFMbNYCKALp1+IJy99EidNOgkA8PLBl/Fh+4f4zOLPoL6wHn86809YWL4Qj+x+BIAIkdQX1sNsMuOiGRchEAvgrea3sKFjAy5/+nL8cu0v0eHvQLOvGes61h3OW0yMEJxz1dlp87Xhl2t+iZteuilpG1mRetB7cND8Ln/Uj0PeQ4bfVyNafC245bVb8N+G/+Kjz3wU7zS/A0CcVADAksoleKrhKRLOxISHBNAgBKNB2M12rKhegWlF01BoLURPqAftPvED9GH7h1jfuR4rqlYAEC4QAOzvFz9gMtSVin55qgMEGOcbyR+gry7/Khr6G/CLNb/A/dvuR0OfWN7h78jLMRoJnoA34k1a9kbTGwAAT9iDrmBXxvtK4SMrrlKR7zkAvNv8LrqD3RiIDAAAtvdsT9q2J9iDnpDoCH72lLPhsrhw3/b7YDPZcEzVMbh01qW4abE4kK2qXYX6wnr1vl8+5sv4xspvAADOmXqOulw6QGaTGTNLZmJSwSQAwGN7HoOJmfCRmR8BAJiYCZfNugx7+vZgV+8uHPIewpTCKQCAFdUrUOGswCsHX8GLB16EzWTDc5c/h2eveBY2k009wEnu2HBHxsoxfXI1MTJ0BbvU3MNWfys2d23Gjp4dSSdFUgDFErGMYTKJ/C3JJXk+HA/jq69/FdFEFA+c/wDK7GV4suFJAELcO8wOfHLBJ+GL+tSTh6MVxlg1Y+xBxlgjY2w9Y+x9xtjlyrrTGWPPpmx/P2PsSt3tSsZYlDH2ucN47qsZYzsYY9sZYw9m2GYFY2wrY6yBMXYHY4wpy+2MsUeU5WsYY9My3D/OGNvEGNvGGHuGMVaiLJ/GGOOMsZ/ptq1QXsudyu25jLE3lfvvZIzdPYTXZrjfKduco7znW5XLM3XrrlOWb2GMvcgYq8j1uVMhATQI/qgfbqsbl826DM9c/gyq3dXoDfaqyYlP73sanYFOrKgWAkiGwDqDnSiyFcFmthk+rswVApIFkHSDjMJgjZ5GWJgFn1zwSVw791o82fAkfrf+d7hv+33oDHTi/MfPTwvlROKRo/6A9dCuh3DeY+epjSTb/e3Y3rNd7Z8j++sYIX/EW/2thiEtmRtUYC3A2y1vq84ekC6A5BDcOWVz4LK68H9n/x9+dcqv8Nglj6HAVpDz65lcOBnzy+YDEKFXPSX2EjgtTvSGerG0cmnS9+iC6RfAarLiqYan0ORtUpt2mpgJZ0w+A++2vIs3m97EqtpVmFI0BU6LE8fWHot3WjQB5Al78PetfzcMlwSiAVz21GX404Y/Zdz3UCxEVUJHiD6s1eRtwoGBA+Dg2N23W13e4e+AzSR+WwbLA5LVq/p5hJm47cPbsLtvN351yq+wvHo5Tq4/GR+0fYBYIoaG/gbMLJmJJZVLAECtSozGo3hk1yN4cf+L8IQ9Q3qt4xXloPxfAG9zzmdwzlcAuBZAfdY7JnMVgA8AXDfE554N4DsATuKcLwTwtQyb/gXAzQBmK3/nK8tvAtDHOZ8F4HYAmeboBDnnyzjniwD0ArhFt64RwMUpr0X/g3cHgNuV+88HkPlHIff91tMN4COc88UAPgngnwDAGLMA+COAMzjnSwBsAfClITx3EiSABiEQC8Bpcaq3y53l6A31ojskBNCBgQMAgOXVywEAVrMVLotL3TYTVpNVbXxo5ADdv/1+NXH1sT2PYW3bWuzr34epRVNhNVvxrWO/hdtOuw1zSuegw9+BgwMHEeMx7B8QP4bxRBxffv3LWPXvVbjiqSuG460YUdZ3rE8aAaGnxdeSVg1zcOAgznr0LDT0NeC1Q6/BG/WqB44Htj8AEzPhi0u/CAAZE5y9ES+avE04ruY4AMZhsL39e+G0OHHxjIuxtm2t2qPnuJrj1OvqtsrzzC6ZDUA4LxfNuCgpfJorn1r0KVww7QIU2YqSljPGVBfolEmnJK0rthfjzCln4uFdDyMYC2JK0RR13VlTzlK7SZ9af6q6/NRJp+LgwEE83/g82nxt2NS5CRwcmzs3wxfxJT3+281vwxvx4tVDr2Z0Gm9bdxvOevQsPLD9gbx0I4cD+Zsyt3QuNnRsUENcepeyPdCu/ubI7QERnpdVhxJ5MjUQGUhySiPxSNK2zzU+h4d3P4wbFtygfkdOqD0B3ogX23u2o6G/AbNLZ6PGXYMqZ5UqgF479Br+d83/4ltvfwu3r799mN6FMedMABHO+V1yAef8IOd8KAf66wB8E0A9Y2zSEO73WQB/5pz3Kc+bdjbMGKsFUMQ5f5+Lf7R/ALhMWX0pANkt9TEAZxm5LCm8D0C/j0EAOxljK5Xb1wDQJ37VAlAtRc751hxe12D7rcI538g5l9bmdgAOxpgdAFP+3MprKgKQ3QLNQt4LoO5gNz7z8mfSBpNKpAMkKXOUoSfUk3RALrYXJ5Upyzygckf2cQUyDKbPAaotqEWZowzvtryL3637HTjn+O2Hv8Xv1/8e+/r3qY6AzWzDedPOw/Ti6WgPtKtVIfLH7oUDL+DNpjdRX1iPQ95DiCaiOb4jo0+CJ3DrW7fi9g3pP57ReBQ3PH8DfvL+TxBLxPCtt76F9R3rsa59HToDnfjXzn9hY+dGACLvar9nPx7e9TCumH0FFlcuRpWrKqMDtLtXnFFfNusyABkEUN9ezCqZhQumX4BQPIQHtj+AIlsRTq0/FR2BDvV7EI1HsadvD8ocZTmNqRiMC6ZfgN+c9hvDdVIA6YWM5Purvo8T6k4AAMwpnaMuP67mOBRYC9Lud2r9qTAxE779zrdx08s3qflAMR7DmnZROv/KwVfwxN4n8Pz+5wEIQWrkOnDO8UbTG7CarLht3W3qbDtiaOz37IfT4sSyqmVJbTjk95NzjnZ/O+aUzkGZoyzps7hn6z246eWbklw4fThdHy67c+Od+NRLn8KWri3Y2rUVP1z9Q6yoXoGvLf+aus2q2lVgYHiu8Tl0B7vVasRFFYvUE4CNnRvhtDixsHwhDg4cHN43Y+xYCGDDINucooSANjHGNgG4RK5gjE0GUMM5XwshHK7RrXtEfz/d3w3KJnMAzGGMrWaMfcAYM3JIJkEnQJTrk3TrmgCAcx4D4AGQ8UeJMWYGcBaAp1NWPQzgWsZYPYA4koXG7QBeZ4y9wBj7ui58NjfDa9ukbJNtvzPxUQAbOedhznkUwBcAbFX2ZwGAewa5f0byXgDt6NmBNW1r1IOh5L8N/8W92+5FIBZQHR1AiJreUC+6A91YXiXOwJZXLYeJaW+lDEtUOLOHJmUvIL0DZDfb8dpVr+Gry7+KrmAXDg4cRCAWwPae7WjyNqk/QJIaVw3a/e1o82kCKJaI4a7Nd2Fu6Vy1i7BReGe8sKlzE7qD3Yahk5cOvoTOYCc2dGzArt5dePHAi3hh/wtqKOqJvU+oZ8j7+vfh7i13w26x45Zlws2dXTo7owMkk0KPrz0ede46PLjzQfxg9Q/UihvOOfb27cXs0tk4puoYLCxfiP5wP2aWzFRnte3s2Yln9j2Dkx8+GatbVieJjpFiaeVSzCmdY/hcJY4S3HnWnXjq0qfUsCwgnMkLpl+A5VXLUeOuUZfXF9bjPxf/B19d/lU0eZvw6J5HsaB8AdxWN1a3rEaCJ/CLNb/Aj977Ed5selPNTzLqP7Ovfx86A5249dhbUe4oVzufE0PjwMABTC2airqCOgAAA8PyquVquLY/3I9wPIwadw2mFU1LylPb3bsbCZ7A6tbVuGfrPfj71r8nNXCVYbA2Xxv+vfPfAMRv3f+u+V+UOctw++m3w2q2qtuXOkqxoHwBHtr1EACo4a/FlYtxcOAgPGEPNnZuxOKKxZhWPE09ETvaYIz9mTG2mTH2oW7xO0oIaBnnfBmSBcS10ByTh6ELg3HOr9HfT/f3D2UTC0Ro6HTlfn+XAkO/Swa7yXNYp8epCLceAGUAXklZ/yKAc5R9eCTpwTi/D8B8AI8q+/kBY8zOOd+d4bUt45z3D2HfxAthbCFECO9zym0rhAA6BkAdRAjsO5nuPxh5L4DkwU7mj0ge3/M4Htr1EALRQJIDVO4UA09b/a2YXTobX1z2RVy/4Pqk+0oBNJgTUOoohdPiVM/MJRaTBdOKpgFIPtBw8LSckBp3DcLxsPrj2BXowjvN7+DgwEF8YekXVJcpk8M1mvxh/R/wh/V/SFv+ykHxf9cf7k9azjnHv3eIH+mByAAe3/s4ACE6GvsbYWZmcHA4zA5MLpyMhr4GrG5ZjbOmnKWKzzklc7DPsy+tUma/Zz/+uuWvmFs6F5WuSnxiwSdQ7arGUw1P4Y4NdwAQI076wn2YXTIbjDH1c55ZMlN1/PZ79uP/s3fXYXKV1wPHv+/ozu6su2Ql7gKBEDQ4FHcoRVpKgR9199KWUqq0hQqFUqCGu0uIkUCAuNtK1t3H5/39cWduZlayG5c9n+fJk925987c2Z2de+a85z3v6qbV9AZ7afI0MS593P75Ye3GrdNv5ZmLnmGwrLZFWfq9TgB+eMIP+ed5/+x3+4SMCdw4+UYyEjLoCfQwJ28Ox+cdz5KaJaxuWk2zp5lRyaPQaG6Zegvj08fHvS79IT/L65bzfu37gDE0d1bJWSyuXjzgbEYxuA/rPuTDug+ZlDGJgiQjACpKLmJmzky2tW/DH/KbBdB5SXnMyZ/DmqY11HXXGcvvROqEXt7+Mn9Z9Rf+teFf1PfWm1nmmu4aguEg9y6/FzAyPM9tfY4NLRu4Y8YdcbNToz4/7fNcPOZiHjzrQWblzAJgepYRCC2vN9awm5kzk4KkAup76gmEAvxxxR+P9GzQeuCY6Dda6zsxsiTZwzz+OuBmpVQFRmA0I1LbM5wMUDXwotY6oLUuBzZjBESxqomvRypiV4amGhgVeSwbkIpR49OXJxK4lQAO4muA0Fr7gU8whvGe7Xuw1rpWa/2I1voSIAhMHUYGaHfnHSeSeXoeuFFrHS2+nBl57O2RIbSngBMHOn44JACKBECxqWYw3igaehro8HWQaN+VAYoGFJ6ghyxXFnfMuIPj8o6LO3a4Q2DH5x3PvKJ5A17ISlJKgF0BUPS+otOio6Kf5qPDQI2eRnPI58TCE803tDbfoS9Mfa38NebvjC/S1lrzbtW7gJGliq0b2dK2hXUt67h2gtEo8MVtL5q3b23byhnFZ5BsT2Z23mwmZkxkWd0y2nxtZk0PQGlqKcFwkLqeOu5dfi/nPHMOX3vva3zmtc9gs9j4w+l/AIyGgf+54D9cN/E6/rfpf6xsXMnzW43ZL9FMyjml53D6qNM5q/gs0hPSSXOmUd5ZTnlHOWPTxnLB6As4v/T8A/PD62PoIf3+LMoSl6mM5bA6uGzsZYBRz3bB6Auo66njrqV3YVM2/vOp//DipS8yJWsK55ScwycNn/B+jRHw3L/yfm556xb+vOrPjE4dTV5SHueWnos35GVRza7ZZFprqQvajbruOr48/8uUpJTwjdnfMP+2x6SNYVLmJILhINe9eh0Pr30YMLK/0c7hL2x/gWZPM+2+dhwWB0trl+IP+2n1trK2aS0TMiaQaEuksrOSry34GvN3zufLx3yZL0z7AiEdoiCpwJxR2NdZJWfxi5N/YTZxBZiSNQWXzcXvPv4dIR1iZvZMCtwFhHSIpbVLeXjtw/x82c+p6KjgrqV3xQXCG1s27raT+mFiPkbdyR0xtyUOtnMspdQEIElrXai1LtValwK/xMgKDScD9AJweuS+sjCGxOI6T2qt64AupdQJkVqYG4EXI5tfwigcBrgSmK9384ente4Avgx8M5JhifU74Dta65Y+z/G86L5KqTyMIbaaoTJAQ5x37P2nAa8C39Navx+zqQaYrJSKBqJnAwNP4R0GCYAGyAB5g16aPE1oNNXd1XFDYLHT17NdA38YGG4G6DOTPzNonUdxSjEKxYqGFTgsDm6ecjPpznQzMxQV/WQXXZC1ubeZ8s5ychNzcdlc5vkeqJk5a5rW8JdVf+Gx9btfobzb301dT535STVqS9sW6nrqKEstwx/2x/0eVjetBuDGKTeS4kghEA6QbE/GG/LS6GlkcuZkHjz7QX4w5weMSRtjznabkz/HvI/oVPCqzioWVy/GF/KxrmUdJxeezEPnPBQ3FR2MFgMF7gK+9t7X+Oe6fzJv1DwmZRozsuwWO386409mL57SlFIqOirY0bGDqVlTufeUe5mWPW1vf5SH3I1TbuTz0z7P3IK5nF1yNpMzJ7OjYwez82aTnpDO6FQjq3Tz1JsZnTqaH7//Y9Y3r+eJTU9QnFyMJ+gxZ94dk3MMmQmZcbMSowXSb5THr3G1pGZJvzYGRzutNWub1vLslmfNDs1vVb5Fb7CXP5z+B1KdqeYQ2Ni0sZxaeCqfnfpZEmwJvFX5FmB8+Cl0FzInfw4vbnvRzP5Ea9qiGaQ2Xxu5ibkUuAt4fuvzLNi5gO8e/11umnITs/Nmc17peXz7+G+by/EMR5I9ia8c8xVzSG1Gzgzz8aItKD6s/5DPvP4Znt36LB/VGyNHO7t2cvUrV/Nq+eHdmTwSMFwKnKaUKldKLccoLP7OMA6/DiNzEetZhj8b7E2gRSm1AXgP+FY0AIkMWUXdATwMbAO2A9Ex538AmUqpbcDXge8O9YBa65XAaiJBWszt67XWA725nwOsU0qtjpzvt7TW9cN8fgOet1LqYqXUzyL7fBEYC/woJoOUEymM/imwSCm1BiMjdE/fBxgu294eeLSIZn48gV0X3thCwbAO9yuCjhqsxieaARqqBmh3nFYnBe4CarprKEst48YpN3L1hKvjxueBuHoOp9WJL+RjdeNqM1CKZoAOxBCY1povzf+Sed9Xjb8qLlsWK1qn4A15afW2msFhNMg5q/gsHlr7EO2+dnoCPaQlpLGhZQOpzlSK3EVMz57OkpolXD7uch7bYPw9jkkdYwYc0cxYaUpp3M8kmknb2raV6u5qbpt+G/838/8GfU6J9kT+cuZfuOH1G+gOdPPFmYPPsCxLLeOtyrfoCfTs1Uyvw01GQgZfOeYr5vdfP/brfP6tz8f1JQLjdXbPyfdw0xs3ce2r12JVVv521t/o9HeaPwerxcq0rGlm/ZXWmtfLX6fN28a3Fn2LAncB07Ons6N9B3e8cwdnl5zN7+f9/uA92f2kxdPC25Vv09jbyK3Tb42bMToYrTXfXPhNM5Dp9Hfy2amfZWH1QsamjTVfs9mubL45+5ucWXwmifZEvn7s19Fa8/iGx9nQssH8G7p83OV8e9G3zczQZ6d+li1tW/jyMV/m9rdvxx/2k5uYS5G7iG3t2zit6DSzNtCiLPzmtN/s1XO/buJ1LKpeRLe/mxRHCvnufMDIWjssDvLd+TT2NmJRFta3rOe0UaeZr4d1zeu4eMzFu7v7Qy6Srbh2kG0LgAV9brs58uUzA+y/BqNgdziPqzECl68PsG1mzNcfA1MH2MeLMW19qMdx9/k+NgU40P0+Cjwa+XrA8xuO3Zz3S0TqqLTWdwN3D3L834C/DbRtT0kAFEnNxg6BVXfHNwyLvajHZnUGC3DMDNAQQ2BDKUkpoaa7htKUUizKMmBwkenKxGaxEQwHmZI5hRWNK6jurubEAiNdnepIRaEOSAaoxdtCq7eVSRmT2Ni6kWZPM8X24gH3jfbIAaO9f2wAlJGQwZQso6i42dPM7W/fznWTrmNDywYmZ0xGKcWsnFksqVnCVROu4onNT+AL+eIKwqM1ObHDX2D8jlw2F4tqFhHWYTOLsTuj00bzyLmPUNFZwYSMCYPuV5ZaZmYQh3O/R5o5+XN45qJn4mY4Rk3JmsLzlzzPAysfYGza2Lgu51FlqWUsrV1KKBxiW/s2mjxNfHHmF3lg1QOsb1nP9OzpZhDwduXbLKpeNODMtsPJtrZtZLgyzA9CX5r/JXM6eKu3lbtOvCtuf0/Qw472HebrG+DNijd5q/ItPjvls1R1VfGnFX9iTNoYVjSs4LNTP2vup5Tipik3xd3fQLedXXI2pSmlfNLwCTmuHIqSi/jXp/4FwKTMSaxuWk1uUi49wR6W1S3jO8cPJ4kxNIuy8MCZD5gZrPwkIwBq9jQzKWMS959xv9FY8b2vmDPGolP2d9ebS4iDRYbABhgC69swLDYDFJ25BYMHQJMyJpmrwO+LaBYn+olwIBZlMYfBojM0ALMHjNViJc2ZdkACoOiSECcUnABgdlyu76nnrqV3xf1Mo92qIT7DtrZ5LdOzpps/1y1tW+gKdPHithfZ2rbVvHBcP+l6Hjz7QUpSShifPt7MkEWVpZZx0eiLuHK82YgVMC4YxcnFrGgwZrQOVBw8kAkZEzi39Nzd7hM7HHk0ZIAGMiFjAjbLwJ+TRiWP4len/opbp9864PbS1FL8YT+1PbVmgfSlYy8lyZ5krjH1TuU7TM+azujU0cPqIfOr5b/incr9N70+GA7ypflf4sO6D4fcNxQOcfObN/Pbj34LGI0w1zav5Zuzv8ktU2/h2a3P8tX3vsrX3vsaF79wMb9a/itueO0Grn31Wra3b2dp7VK+Mv8r/HL5L5mUMYmvHPMVfnbSz8h35/PFd79ISIc4rei0PX4ONouNO2dFZj1mxNfKTssyMqS5ibncNv02nrv4ObNB5v5gt9hxWp0AJNgSzA9949LHkZuUS3FKMVMyp7C+ZX3cEh9DLVEjxMEgAdBAAVBXDU6r0/xEE5vWTrQnmt9nuAZe5mJ23mzeu/q9uC69eyMa+JSmlu52v4ECoNiLc3pC+gEpgo4Oa52QHx8APbX5KZ7d+mxcY8Nt7dvMICEaAHX4OijvKGda9jRzCZFos7eG3gaCOsjkTCNrnGRPMrNaF4y+gIvHXIzVYjXv32axcc8p95j1OrGKU4oJ6RAWZelXQ7Uvos/HbrGbvXnELtGfT0VHBe/XvG9eFEenjqa8o5zKzko2t23mvLLzuHL8lWxr39ZvuYYVDSvM2q4ufxf/3vhv7vvkvn1e2TxqW/s2FuxcYC4iO9S+Hb4OPmn4BDBmiiZYE7hs3GXcOetOLh5zMVvbtrKlbQu5ibn8b9P/2Nm1E4CP6z/m0XWPsqxuGXlJefz0xJ9itVhJcaTwyLmPUOguJMeVYwYse+qcknM4v/R8PlX2qbjbT8g/AZsyZpUm2ZPimmMeCNG/g9gWDVOyptDqbaWht8FsVtrl7zJnswlxqMgQWGQIrG8GqMBdQJYri7qeurgMEBhDWz2Bnj0qGtwbU7OmolDmsgiDida8TM009tfouKxRekL6AakB2ta+jRRHinl+zb3NaK15s+JNwFheInbf00edTnNvs3l7NECanj3drJvqu75QtN9OrGj9wnBFfxbFycWDLk2yNwqTC7FZbJSklAyaJRnJosHm2ua1rGhcwQ2TjDYCZallLKtdZmZyzio+C3/Yz68/+jWLaxZz3USjVnRb2zZueuMmvjX7W9w45UbztVHVVcUHdR+YAfG+WNO0BoBltcsIhUNxQXVfqxpXAcbruryjnFd3vMo5peeY3bp/cfIv4vav667DarFy3SvX8UHdB6xsXMmV46/sNwSVl5TH0xc9TXege7ePvzsWZRlwQsVpo07j3avfHXRNwv0t353PmuY18QFQ5G94ffN6KjorGJs2lm3t29jStsWsGxLiUBjxGaBo7U/sNM2a7hoK3YXmrIbYWWBgZH6yEve+wHm4pmdPZ+E1C3dbhwLGLJE0Zxq5SblkJGRgVVYKk3dlJDISMg7YEFj0sW0WG02eJja2bqSqqwrYlelp7G2k1dvK2LSx5Lvzqe2uZWnNUh5c8yAKxdTMqaQ4UlAocybLKYWnkO3KNrNw+yI6E2x/D1PZLXYmZUwaMEgTmK0C/rfpfwTDQc4qOQsw6qWaPE28Wv4qkzImke/OpySlhOLk4rhFWBdULwCMXjOwq3Flsj2ZJzc9yf4QLcLv9HeyrsWoU/EEPQNO017RuAKrMgKUe5ffS2+wl6vGD15rmu/OJycxh1m5s5i/cz7ekDduhmIst8MdV7y/Px2s4Acwh6Vj+2GNTx+PTdl4b+d7tPvaOafkHEDqgMShN+IDoIGGwKq7qyl0F5rp3L4ZoGsnXMv1E/csC7G3BmpM1tdNU27i+Uuex6Is5CTmUOgujMtOpTvT93sApLVmW/s2xqaNRSlFliuLZk8zb1a8iU3ZSLYnmwHQS9uNBqknFpxIgbuAtc1ruePdOyjvKOfmqTfjdrixWWykOFPwhXykOdP45Sm/5NHzHt2rfjd9RTNAAxXz7qsHz36QH5zwg/1+v0eL0pRS2n3tFLoLzeGdaMH41rat/ZblWF633FyDbMHOBYCxTlwoHGJDywZyE3O5esLVLKheQFNv0z6f35qmNczKmYVC8X7N+3T6O7n0hUu58907+w2zrWpcxWlFp+GyuVhau5SxaWOZkT1jyMeYlTOLsA5jVVZm584ecv8j2ZXjruQHc34QVx+ZYEvg1KJTeXG70e5lStYUitxFAy49I8TBJAFQnwCoy99Fl7+LIneR+Wmm7+yri8ZcxBXjrzi4J7obDqvDfMO5YPQFXD4ufvHT9IR02n3tcZ9qa7trCYT2fn2wJk8TXf4uM6jIdmXT1NvE8rrlzMyZSVlaGbU9tYTCIZ7e/DTH5x3P6LTRFCQV0OptxW6x89wlz/H1Y3fNpIwOg+Un5ZPqTN1v9QrRBRyjtUr7U7IjeVhTn0eqaNbtvNLzzGA2thB93qh55tfnlp6LP+znypev5KXtL7GmaQ1jUsfQHehmU+smY1Zg5mQuHXspYR3m5R0v79G5+EK+uNXKO3wdVHRWcGrRqUzLmsZL21/iB4t/YBZtf2fRdzjv2fN4aftLNPQ0UNtTy3F5xzE1y5jBe+X4K4cVoEe7J0/JmoLb4R5i7yNbcUox107sP3P8S7O+hIqsglCWUsaJBScyv2r+oAsgC3EwjPgAqO80eLPNvDuPkwpP4uIxFzMhffdDUIeTm6bcxC3Tbom7LT0hHY2mw2+8+ftDfi5/6XJ+/dHATRiH8vzW57nmFWNtv+hYf5Yri/reera0bWFK5hQKkgqo7a5lSc0SantquWaCsX80qLxi3BX9ZtFFA6D9PRSQ7Ejm7SvfHnT4QRw40QD5/LJdHbKjGcrMhEyzyB1gZs5MHjn3ERKsCfxgyQ/QaL4+2wiQF1QvoLKzksmZkylNLWVWzixe2PaCOZModgi72dPMta9cy5a2LaxvXs/tb99Ol7+Lu5bexaUvXmpmmKL1P9OzpvPFWV/EE/SwoHoBt067lXmj5vFGxRt0+jr5+bKf853FRt3O8fnHc0L+CSTZk7hw9IXD+hmMTx9PXlIeZxefPfTOR6mx6WO5eMzFJNuTKXAX8JVjv0KmK5PvLfneYb1OoTi6jfjKzZ5gfAYounJybmIuWa6sfoWNR6LYbtDR1aN7Aj08t/U5bptx24DT+QPhAP6Qv9/wH8ArO17BZrFx90l3c0yusVxOtivb7AA7KXMSVouVd6re4dXyV0l3pnN68emAsazE2LSxcf1OomIzQOLocMW4KxidOjqujs1msTG3YC5j08b2W5rjuLzjePqip/n3xn9T0VnBKYWnUJpSymPrH0OjzYDpkjGXcNeyu1hUvYhNrZv486o/c0bxGXz7uG+zuHox61vW8+qOV+nyd/F+7fvcu/xeXit/jbAO8491/+DWabfyp5V/ItmezNSsqSTaE3n1sldZWruU04tPJxgOsrl1M4XuQq58+UpWNq7kZyf+jPHp4ylLLeOKcVcMe5anzWLj9ctfN+uHRqofz/0xd8y8w5z9ds/J93DHO3dw/WvXc/+Z9x+VvbTE4W1EB0Ba636zwBp7G4H4FdqPdLHdoMcwxiw09of9/Hfjf/nyMV+O298T9HDrW7fiDXp55uJ+TU2p7a5lVvYscx0iIK4ofFLGJLr93QTDQRbsXMC8UfPMmqSpWVN5/pK+XeINEgAdfdwON6cUndLv9j+f+edBj7Fb7XEB8p2z7uTV7a9it9rNGprzy87n8Q2P89X3vkpQB5mVM4ultUv55Ye/JKSNod7YJTZe2v4SNmUEXo+vf5x3Kt+hqquKB854wBzidjvcnFNqFOjaLXZm5swE4B/n/INOf6cZ7Nst9iGXuelLZgkaQ/Wx7SLm5M/hkXMf4SvvfYWnNz+93xo0CjFcI/qv0hP0oIlPoUczQDmuoycAigZzH9R9wHF5x7GldQsOi4O5BXN5butzxvh8pJZBa833Fn+P1U2rsSorgXAgrqA6rMPU99ZzjvucuMeIrovmsrnMDtZg/Izn5s8d1nlGA7U894GZDSOOTOeVnsd5pefF3ZZoT+Rfn/oXP1jyAxwWB/eeei8Prn6Qv6/5OzaLDbfdbc4yun7S9fx343/51OhP8aVZX+K7i7+LzWLjthm3DRic9TU2feyQ+4i9MzNnJk9d+NRBnakmRNSIDoCidT9uu3vXEFhPAxkJGf3W3DqSlaWU8amyT/HQmoc4NvdYNrdtZmz6WOYWzGVh9UKaPc1kJxoBzOqm1bxb9S6TMyezoWUDNV01cY0Ymz3NBMNBs0VAVDQAGpc+DqvFGteleW7B8AKg6JCCZIDEcKQ4Urj/jPvN76+ZcA3/WPsPAuEAXznmK/z2Y6Nj842Tb+T8svMpSy0jxZHCo+c9eojOWAwkNyn3UJ+CGKFGdBF0dAZYliuLQDhAMByksbfR7Kx8tFBK8ZO5P6EstYyfLfsZm1s3Mz59vFnAHNuP4+ktT5srPQNUdlbG3Vd0anvfBmbRIbBoU8RoEFOWWjbsouaylDISrAmUJA++9IcQg8lOzOb8svNJdaZy3cTryHJlMTp1NAXuAmZkzzAbFgohBIzwDFBsAFTRWYEn6KGxt/GozEAk2hP52rFf40vzvwTAhPQJcQHQSYUn0eHr4I3yN7hs3GVmINM3AIrOkuv7MypyF5FgTWB23mzz8UpTSjmr+Kxhn+MZxWfw7tXvyoVK7LUfnvBDOnwdOKwOfnriT6VFgRBiUBIAsWtR095ALw29DcNqbnYkOq3oNHPl9gkZE0h1ppKbmGsWRT+79Vn8YT9Xjb+KNGcaKY6U/hmgyDIWfQOgVGcq86+ej9u+q8/JMxc/g00N/yWmlJLgR+yTRHuiWdR8uK8sL4Q4tEb0EFi07icaALX72mn3tR9VM8BiKaX4+uyvMyljkjmdeELGBLa0bcET9PDY+seYmz+XCRkTUEpRklJCZdeuAEhrTV13HcmO5AEbuiU7kuMawzmtzr1e20gIIYQ4kEZ0ABTNAEWntEazHUdzUd4J+Sfw1EVPmf19xqePp7y9nP9s/A+t3lZun3G7uW9xSjFVnca6Xo+vf5yLX7iYzW2b+xVACyGEEEcaCYDYlQGKBkBHawZoIBPSJxDUQf644o/MyZ9j9joBYw2tup46Fu5cyO8++R0VnRWsbFx5VNZICSGEGFmkBohdAVBFZwXAUTcLbHdm581mfPp4Ti06lc9N/VzctuhsrC/O/yKjU0eTl5TH0tql/WaACSGEEEeaER0ARZsfZiYYQ2DlHeXAyMoAZbmyePbiZwfcdmzusUzOnMyc/DncOPlG6nvqWVq7lOLk/bNIqRBCCHGojOwAKNhLgjXBLOjd2LqR3MRckh3Jh/jMDg+5Sbk8eeGT5vdZriz+df6/zOnzQgghxJFqRAdAPYEeEu2JZq+QYDjItKxph/isDm/R9ZGEEEKII9mILoJu8bSQZE8i0ZZo3jYla8ohPCMhhBBCHAwjNgCq76lnUc0iTio4iQRbgnm7ZICEEEKIo9+IDYD+veHfaK25acpNWJTFHAaLNggUQgghxNFrRNYAdfg6eHrL05xTeg5FyUUAuGwuKYAWQgghRogRGQBZlZXPTf0c80bNM2/LT8pnatbUQ3dSQgghhDholNZ67w9W6irgLmAScLzW+uOYbd8DbgFCwJe11m8OcHwG8CRQClQAV2ut24Z63NmzZ+uPP/54qN32SE+gB7vFjsPq2K/3K4QQ4uBQSn2itZ59qM9DHBn2tQZoHXA5sCj2RqXUZOBaYApwHvAXpdRAq2J+F3hXaz0OeDfy/SGRZE+S4EcIIYQYIfYpANJab9Rabx5g0yXAE1prn9a6HNgGHD/Ifo9Fvn4MuHRfzkcIIYQQYjgO1CywQmBnzPfVkdv6ytVa1wFE/h85a1AIIYQQ4pAZsghaKfUOkDfAph9orV8c7LABbtv7YiPjPL4AfAGguFjWohJCCCHE3hsyANJan7UX91sNjIr5vgioHWC/BqVUvta6TimVDzTu5jz+DvwdjCLovTgnIYQQQgjgwA2BvQRcq5RyKqXKgHHA8kH2uyny9U3AYBklIYQQQoj9Zp8CIKXUZUqpamAu8KpS6k0ArfV64ClgA/AGcKfWOhQ55mGlVHSa4r3A2UqprcDZke+FEEIIIQ6ofeoDdKgciD5AQgghjmzSB0jsiRG7FpgQQgghRi4JgIQQQggx4kgAJIQQQogRRwIgIYQQQow4EgAJIYQQYsSRAEgIIYQQI44EQEIIIYQYcSQAEkIIIcSIIwGQEEIIIUYcCYCEEEIIMeJIACSEEEKIEUcCICGEEEKMOBIACSGEEGLEkQBICCGEECOOBEBCCCGEGHEkABJCCCHEiCMBkBBCCCFGHAmAhBBCCDHiSAAkhBBCiBFHAiAhhBBCjDgSAAkhhBBixJEASAghhBAjjgRAQgghhBhxJAASQgghxIgjAZAQQgghRhwJgIQQQggx4kgAJIQQQogRRwIgIYQQQow4EgAJIYQQYsSRAGgYmh74M92LFg17/3BvL13vvIPW+gCelRBCCCH2lgRAw9D6r3/R+cabw96/8403qf7il/CuW3cAz0oIIYQQe0sCoGHQXi/a6xn2/qHWFgB63n//QJ2SEEIIIfaBBEBD0FqjfT7CHu+wjwm1twPQs0QCICGEEOJwJAHQELTPB0DYswcZoI4OAHpXrybU3XNAzksIIYQQe08CoCFEAyC9JwFQewcoBYEAvR8tP1CnJoQQQoi9JAHQEMLevcsAJUybhnI46P3o4wN1akIIIYTYS7ZDfQKHO+0zan/C3j2oAerowF5UhPZ68e/YcaBOTQghhBB7STJAQ4gGPmFP77CPCbW3Y01NxTF6NL5yCYCEEEKIw40EQEPYVQO0Zxkga1oaztFlBHZWE47cx1DHhHuHH2QJIYQQYu9JADQE7d2zIbCw14v2eo0MUNloCIfxV1YOeVzVF75Awy/v3adzFUIIIcTwSAA0hGgRNMEg2u8fcv9QRycA1tRUnGNGA+DfUT7kcYGKymEFSkIIIYTYdxIADSFaBA3DywKFOtoBsKal4igtBcA/RB2QDgYJdXQQjHSQFkIIIcSBJQHQEMwMEMObCh/tAm1NTcWSmIitIB/f9t0HQNFjQs0SAAkhhBAHgwRAQ4jNAA2nGWK0C7Q1NRUAZ9noIafCB1tbjWPb29HB4N6eqhBCCCGGSQKgIcTO4BpOBigcDYDS0gBwjh2Db8cOdCg06DGhtnbz62gwJEY2HQwS6u4e1r6hjg4633gDrfUBPitxuNB+P9Vf/RreDRsO9akIccSSAGgIOm4IbOAaIO3349u2jUBNTdwQGIBz0iSjIWL54IXQobZdQU9IAiABNN53H9vPP39Yhfftzz9PzVe/JovvjiC+8gq63niD7veH9zv37Sgn1NV1gM9KiCOLBEBDiBsC8w6cAWr4zW/ZceFFbDvzLNqfeRbsdlRiIgAJkycDxH1S01rT9MCf8W7eDMRnfYJSBzTiab+fjmefI9TUTM/yj4bc319eAUDz3/62z48tvagOD2GvF8+69YNuD+ysAuKzx7tT+elP0/L3h/bHqQlx1JAAaAhDFUGHe3roeO45kk45BXtJMf6KCqypqSilAHCOHo1KSMC7flcAFGxspPmBB2j5xz8ACLW2mdtCMhNsRPBXVhLq7jG/D/f2Eu4xvu9evNjMJHa9+87Q91VVCUrh+eQTuua/B4B3yxaa/nQ/PR8OfzHe7sWL2TznBPwVFcN/IuKAaH/qaSquuYZgW9uA2/2VkQBoGBnjcE8PofZ2AjU1+/UchTjSSQA0BB0z9T3U1UX9z36Gf+dO87aOV18l3NND1h13kPGZG4Bdw18AymYjYcIEvBs20PPBh3jWr8e3aRMAPYsWo0Mh403Mbgcg2CJDYAdL+7PPUXnjTehw+IA/VqC2lsbf/Z7mv/0N344d7Lj4Euq+911ze83Xv0HVbbcB0PHCC1izsnCfcQbd77w75PkFKqtIPussHGVlVN95J9s/dQHlF19C81/+QsuDDw77HNv++z8IBOhduWqvnqPYf/xVVRAKEaiqGnw7EGwb+v0immEOtsiHKyFiSQA0hHDMEJhv40ba/vs/Ol540byt/amncY4fj2vWTFIvuxRLYmJcAASQMGUynnXr2HnbbdT/7Gd4N28BjFlfnjVrCLa14igoQNnthFqaD84TO4J5Vq+m86239vl+Ol54gd7ly/GuW7dHx3W//z6t//r3gNsafvMbqm75fNxtoa4udlx2OS0PPUTTH/5IxXWfRvt8dL07n0BtLToQoOfDD/F8/Am9K1fStWAhqRdeSMp55xJsasKzanW/x/Fu2ULNt7+Nv7qaQF0dzvHjKX36adKvuw5bZia5P/wh7tNOG3Y2J9jURPeiRQD4Nm3co5+H2P8C9XUA+HdWD7jdX2U0TR3OEFiw2XhPCcp7ixBxJAAagvb6zHqe6JuRZ80awEgte9etI/ncc1BKYXW7yb/nF2TeGn8BTJg8Ge3xoH0+vOvW41mxAmtGBlitdC9cSKi1DWtGBtasrLgMULinh5Z/PDKsQtiRpP4X91D77e+YQ0Z7I+zx4Fm1CoCud+fv0bGNv/ktjb/97YAtC3qWLaP3o4/iZv35y8sJd3RQeN/vSf/0dYQ7Osj+xtcBaHvqKbybNpktFmq+8Q0IBEi/9hrcp5+OJTWV5r/8Be+GDTT88peEvV56li2j4trr6HzpZZof+DNojaOkGKs7ibwf/4iSfz1OxmeuJ2HaNAJ1dcNq4Nnx4osQCmHLzcW7cdMe/TzE/hesqwd21fr0FagystB9h8B6V66k8Xe/j7stuk9oD7LLvq1bqfvJXYTlvUccxSQAGkLY58WaZmR0ApGhL++aNWit8UWWuHCOG2fun3LeeSSffnrcfbiOOQYsFlIuvghCIboXLcI1YwauWTPpXrSIUGsr1owMbBkZcZ/SWv75KI2/+Q29H398oJ/mESNQU2P8/L1eut5bsNf307tiBToQwJKURPf8dwFjOnnXe+/tdjq5b0c5vk2b0D6fOQwRpUMh/Nt3oP1+ArW15u3+yMXKOXYsuT/6EWPffYesW2/FPW8e7U89TU9kJo+9uJhgbR1JJ52Eo7QUa3IyWXfcTs+SJVR85gZaH3ucjpdeouGee7BnZ+MoKaHztdcAcJSU9DtXR2kpaB13nqHOThr/8AcCDQ3mbT0ffEjT/Q+QOGcO7tPnGQGZTKk/pAL1RgDk31mNDoXigu2w30+gzsgQhfrUCHW+8iotDz0UN+MrOrFiT/qMtfzzUdqffNIIjGPUfOvbNP9t+MOqQhzOJAAagvb6sKakglL4q40MUKijg0BlJb5t2wDjwrY7ztGjGb/0ffJ/+lOj1iccxjlhPO7TTsO3YSP+nTuxZaRjzcwwP6WFe3tp+7cxzBJoaDyAz/DI0vn22wBYUlLofP31vb6f3g8+BJuNzM/fgm/rNtqefpqKa6+j+o7/o+f9pYM//uuvmV9Ha7miAjt3oiN9o2KbX0Y/xduLilBKYS8sBCDzszcTam2l+W8PYi8qIv266wBIv/7T5rHpn/409pJirElJOMrKaPzt7/Bt3Ubm7bfjPuMMMztoLy7ud67mUiwVFWZA0/qvf9HytwepuO46ut9/n/Znn2Xn7bfjKB5F4X2/J2HiJMKdnQRqavvdnzg4wn4/oUi9TqCqivq776by5pvN7YHqGgiHcZSWEu7picvSBBoigVNM0Gt+qNJ6WH3GtN9P17vGh4KWhx82s5na76frjTfofPPNuP0DDQ3svO32o67GSCmVq5T6r1Jqh1LqE6XUMqXUZZFt85RSr/TZ/1Gl1JUx32crpQJKqdv28HGLlVLvKaVWKqXWKKU+Nch+xyql1iqltiml/qQiM2+UUk6l1JOR2z9USpUOcnxIKbVKKbVOKfWyUiotcnupUkorpX4es29W5Lk8EPl+glJqQeT4jUqpv+/B8xvwvPvsc3bkZ7428v8ZkduTI48Z/deslPrDcB+7LwmAImq//4MB6zq0z4vF6US5XHGdoD1r1uDfvg3sdhwDXHz6sqalYXG5cE2fDkDCxIm4TzvNeAyvF2t6BrbMLIItLehgkOa/PWjOBArGfFof6brefAvnpEmkXXYpPYsW7XVvk54PP8Q1fTqpl1yCSkig/kc/JtjaiiU1lbYn/oe/spKe5fEzqLTWdL7+Oq4ZM8Bmw7tpc9x279at5te+mL5P/p3V2LKzsbhccfsnHnccSSeeiPZ6STz2GNKvu5bCP9yHOyaDaHE4KH3iCUa/8jKZn7+FcGcn1qwsUi74FEknnmjsk5JiNt6MFQ2AvGvWsP3sc2j++0NGzdrkSehAgJ23fJ66H/wQ1/TpFP/zn9gyMkiYNNE4f6kDOmSif+/KbsdfVUXXm2/hWb3GzN5EA2rXjBlA/DBYsN44NrZ4OnboKzSMIKXngw8Id3SQeumlBCqraP7zn9GBAL7ycuP/rVvjgq7u9xbQvXAhXfP3bCj5cBa5KL8ALNJaj9ZaHwtcCxTtwd1cBXwAXLeHD/9D4Cmt9azIY/5lkP3+CnwBGBf5d17k9luANq31WOA+4FeDHO/RWs/UWk8FWoE7Y7btAC7s81xi+zL8Cbgvcvwk4P7hPrndnHesZuAirfU04CbgXwBa667IY87UWs8EKoHn9uCx40gAFNG9eBE9S5b0uz3s86MSEsyLly0nB5WYiGf1Gnxbt+EsLUXZbMN+nKQ5xwPgHD8B57hx2PLzAbBmpGPLzCDY1MT2886n5e9/x33WmVhSUwk2Hn0BUO8nn5jFmcPVvXgxnpUrSTn/fFIuuhgdCNDyyCODP8aKlXFDUR0vv0Lb008T9vnwbthA4uzZ2AsKGP/+Ekqffooxr71K+tVX0z3/PSquvoadt34h7o3et2UL/m3bSbnkYpyjR+PdHJ8B8kcygpakJPw7yml+8O90vfsugaqqATM0ANlf+TIoReIJc7EkJJBy3nn0/UBkS0/HmppKyoUX4igtJesLt2JxOEicfSzK4cBRUtLvGACrOwlbdjZt//0fgepqmn7/e4INDWT/3/8x5vU3KPrLnyn4zW8o/ucj2LKyAHCOHw8Wi9m3yrdtGzoYxLt5Mztvu52Ol1/ZbVdzsefanngyLmMTHd5KmDGdYGOjEeAEAubs02jg7Zo1E4gfBosGT9FhV4if/dW3z1i0zjCazQbofONNLG43eXf9hOSzz6b5L39l5+134N0QCYqDQXxbdgX73vXGdbF3D1ouHAHOAPxaa7O5lta6Umu9Jxf664BvAEVKqcI9OE4DKZGvU4F+6VilVD6QorVepo307uPApZHNlwCPRb5+BjhzoCxLH8uA2HP0ABuVUrMj318DPBWzPR8wK/S11muHuP/hnLdJa71Sax193uuBBKWUs899jQNygMXDeeyBDP/KfZTTHi+Bpv5DTdrrxZKViSUhgRBgy83FMXo03UsWQyCIa+aMPXqc9BtuwJafj6OsFKUU7tNOpf2JJ7FlZGBNToZQCHteHrnf/x7u00+n/OJLzCGwYEsLPUuX4j79dKxu9/542oeEDgap+uznSL/hM+R+61vDOibQ0EDtt7+Dc8IEMm68wQgWLrqI1of/Qdoll5jZjqhQZydVn/scicfMojgSJDU9cD/a48U1ZQoEg2a2w5KUhGvaNADSrrmGlocfJtzbiw4E8K5bT+IxswCjvgKrlZTzzsOzahW9H3xI05//jKOklNQLL8C3dRv2wkJsOTn0fPgBgaqdJEyeTLC5maS5cwd8Xq4ZMxjz1pvYCwqG/BlYnE7GvLFr2M/icpH+mc9gy84e9BhHaSm9H32EY8wYlEUR7vXgnjcPZbORfMYZ/R/D5cI1bRpd77xL0imnUHndp0m75hp8mzfjWbWK7oUL8e+sIvv//m+35xrq6jJez2K3AnV11N91F6mXXUbBL+8BIBip/0k6/ng8H39i7usvLwcNzQ8+SOJxx+EcM8bYP5IB0oGA+aEiOksMjKyPLTubYFNTXJ8xX3k5VZ/9HMH6ejpeeomyZ5+BcJiud94h+cwzsSQkUPinP9J8//00/+WvKKcTlAKt8W5Yj2vqFAA8641ZlL0ffojWesBgPEoHgzQ98AAZ11+/29ftYWAKsGKIfU5RSq2K+b4YeAVAKTUKyNNaL1dKPYURQPw+su1JYMIA9/d7rfXjwF3AW0qpLwFJwFkD7FtITAAS+bowZttOAK11UCnVAWRiZFX6UUpZgTOBf/TZ9ARwrVKqHghhBGLRN6r7gPlKqaXAW8A/tdbtSqkJwJMDPQ4wb4jzHswVwEqtta/P7dcBT+p9KFiUDBDG0EbY4yHY2NRvW9jnxeJMQLkSALBlZpJ+7TUEKqsI1NbiiLwJDZctPZ30q64y3ySiFyFbXh6pl17KuKXvU/Lvf5F8xhkopbDl5BBsaKB74UK2njaP2m99m/Ynn9rdQxz2AvX1aL+fYNOun3ewuXnQpm8AHc89R6itjcL77sOSYPwucr/9LZTTSc13vtNvplPHyy+jvV56li7DX1lJsKmJQGUVwcZGuhcbmT7nhIn9HsdRVEjxP/9JyRP/A8Cz0ngP1FrT+eqrJJ14ojFUNGGi0dDy/geo/8lPCLa14du6Fee4cThGlxGorDIuFOvXE2xowD5q8My5Y9QolNU6zJ9evNxvf4vMz948+H2XlQGQdsUVlD71FKVPPzVkxjL1skvxbdlC/U9/BkD7k0/iWbWKvJ//DNcxx9D1zu6bM3o3b2bLCXP7DSGK/nojAU73woVmZi0QmQGWeNxxgFE7BkZdWd33vofF6aTgt78xZpJiNFL1bd1q/D1FrgWBPhkg5wTjehubAWp/5hmCLS1k3Xknvs2baXvqKXqWLSPc2UnyeecCoJQi9bLLjHOcP5+EadOwJCfTs3gx5VddTecbb+Lbug1rdhbBpqYh2y54N26k5W8PmrV8Rwql1J+VUquVUrGt2Rf3GY55KWbbtezKmDxBzDCY1vqa2ONi/j0e2eU64FGtdRHwKeBfSqm+1+qBokw9jG2xXJEArgXIAPr+Ut4Azo6cT1xQo7X+JzAJeBojsPlAKeXUWm8e5LnN1Fq378G5GU9EqSkYQ3gD1VFdC/xvsGOHQwIgjE9OhEKEWlqMr2O3eX2oBCcWlzEV3padRfLZZ5sXFufYcf3ub08knXIKJf/9D4nHHYeyWrFF3tSibLm5BBsa6Hz9DaxuN7acHLzr96xvzYEWqKuj45VXh79/VbSL7a6AZ+cXbqPuBz8c9Bjvho04Skpwji4zb7NlZ5P/y3vwrllL7Xe+i9aa1v/8h9rvfZ/2J54wZkbZbLQ99RS9n+z6MNf+7LOohAQcJQMPSyWdMAfXlCnYS4rpXbESAM/KVQRqa0m5wKhHTJg8ydj3xBMJ9/ZS96Mf4auowDluLM7IayM6vAkMq07sQEiYOgWVmEjqRRdicbn6vb4GknL++SiHA9+mTaR/+tMkzJiO65hjSLviCpJOPgnfxk1msNr+7HM03Psrej74wDy+e/58Y7bjwoVoreM6Xot4vZ8YMzxDra1me41AfR3W1FRjOBJIPvtsbNnZdC9egmf1ajJvvRV7bq4ZALU/9RQ7LrrY7AJuzczEv3Mnvu3bjcCopQVH8SiU0xk3HNaz5H0SZ80i64t3kjj3BJp+fx8tjz6KJTmZpJNOMvdzjBqFc5Lxek+YNImEyZPpevsdvGvXUvfjH0MgQMb1nzGezxDDYL5t2wHiPvwcptYDx0S/0VrfiZElGW7a6jrgZqVUBUZgNCMyZEOkQHnVAP9ujBx7C5HgSWu9DEgAsvrcfzXx9UhF7BoqqwZGRR7LhjGMNlD1uycSuJUADuJrgNBa+4FPMIbxnu17sNa6Vmv9iNb6EiAITI0URw/03FZFiqx3d95xlFJFwPPAjVrr7X22zQBsWutPBjp2uCQAAnR0/SOt+81kiGaAolkHa2Ymymol6847wWYjYcqUfXpspRSJxxwzaNrYlptDsKUF74YNJEyZgmvGjLhlNQC63nuP6i9/xehLtGULvu3bB7yvA6X1scep/eY38VdWDr0zu/opBSPp+EBDA94NG/Bt2TLoMd6NG8034VgpZ59N9le/Stebb9L11ts0/e73dDz/PL6t28i4+SaSzziDjmeepfu9+aiEBLBaCVRV4Rw/fsisS+Ixx+JZscLM/iink+SzjGx04pw5FP7xjxT99S+kXHQh3e+8i70gn9TLLzezgtlf/jLWSG2NY9SoYf1s9re0K65g3Px392i4wZqaajxPpcj47M2U/uc/lDz2KMpiMYbytKb3ww/xbt5M3Y9/TOujj1J182fpXrgQwFygs/fjj2l/6mm2nXqqLMQ5iN6PPzaL6lsf+Sf1P/sZnk9WYMvLw5aZSeF9vyfz1s/jGD2a3g8/BCD5DKNI3pqSAkrR+5GRlOh81fgQkjh7NsH6eqpu+TxVt91GuKMDa2YmtsxMs9FqoKER3+bNJJ1yMkop8n9+N1it9C77wBj+cjjizjP5bON1nzBpIgmRv0PXzJmEOzsBSLngU9iLi2n87W9pfeyxQX/f/u1GrdEREADNx6g7uSPmtsThHBgZBkrSWhdqrUu11qXALzEyFsPJAFVhBFsopSZhBEBxPzCtdR3QpZQ6IVLfcyMQ7VnwEkbhMMCVwPzdDRNprTuALwPfVErZ+2z+HfAdrXXchVEpdV50X6VUHsYQW81QGaAhzjv2/tOAV4Hvaa0HWvH3OvYx+wMSAAHxa3wFG+PrgLTXh3I6UYmRIugs40KSeuEFjF/6Po6iPalt23P23FwIh/Ft2YJz4gQSpkyOrCPVbe7T8dxzdL31FpWf+xwVV1zJzv/7v4Pax8UXmf3U+YYxPTbU0UHTX/7SL5sWFaiONnEzsgjRVcwDtbUDNn0MdXYSqK4233j7yvjszdhycqj99rcJ9/ZS8NvfknXnnaReeilZd9xOqLubjhdfwjVjhtmyIGHCQEPw8VzHzCLU1oZ/2zY633gD97x5Zu2VslhIOfccLE4neT/4AYX3/Z4xL7+Ms6wM9ymnUPC735J68UW4Tz4ZGHia+sGgrNYBZ4gNJee732HUww8Zw3M2GyqyVItr2jQsSUl0vfMu9T+5C2tKCmMXvIejrIz6u39BsLkZz6rVKJcL77r1tD76KOHe3j1eXyzQ2GhOxT5S6GBw2H93Lf94hKY/3Y9/23bcp59O4rHH0vX227Q98SS+LVuwR7KHKeefjy0jA+eY0YBR0xWtd+v7u/WsNLKV0aGzYH09wVqjoNqWmYU1M9McAov2noq+Ph1FhRT+5tdYkpNJu+LyfuebevHFOCdPIumkk0i78goyb/28UTyfnY0lNRV7URHFDz+Ea/p0Gn55L1tPPoW2J57As3Yd9Xf/wswCmhmgxsO7tUckYLgUOE0pVa6UWo5RWPydYRx+HUbmItazDH822DeAW5VSqzEu8jdHA5g+NUd3AA8D24DtQLRA8B9AplJqG/B14LsMQWu9ElhNJEiLuX291vqxAQ45B1gXOcc3gW9preuH+fwGPG+l1MVKqZ9F9vkiMBb4UUwGKSfmPq5mPwRAUgQNhD276kf6B0BeLAlOLAnRACjT3GZNSeFAs+Xkml8nTJxoLrPh27iRxOOOQ2tN74qV2LKz8a5egzU9nUBlFb6NG82V6A+0aMap8/XXybrtC7Q//TTNf7qfxJkzzanasfwxXWy11uabMeEw/poacwhJBwIoux1vpN9OdNipL4vDQebnb6Hhnl+SePzxpF54gbktYdIkMm+5hZa//53EY48l0NiAb/NmnBOHDoCS5s4Fq5Xqr32NUEuLOfzVlzU1lZTzzze/VzYbqRcY55B56+dxjBmNNT19yMc7nNhzcrDn5PS7XdlsJB53HJ2vGC1QCn7za+x5eeT9+EdUffZzVN54EwSDZNxyCy0PPmgU7mL0pYkWmg9H81//SvsTTzL+o4+wupP2z5M6gMJeLzsuuJDUyy8j+8476V25Eu3xEPZ68VdU4lm9mtTLLiV53jxa//MfGn/zG/PYxNnH4j59Hp41a0g57zy6FyzEOT5+aN1RZgRA7nnz4m63pqcTamvD4nYT7u5GOZ24pk0FIGH6dHxbt6I9HqyZGdgyM/FXVND80EN0vvQS1qwsszYIwH3qqYxftnTAGjFHURGjn9s12zjnG98AIP/unxNsaUUphaO4mFH/eBjv2rU03f8A9Xf9FKzWSIfxHLJuvdV8rxio3vJwE8lWXDvItgXAgj633Rz58pkB9l8DDOsNWWu9AThpkG0zY77+GJg6wD5ejGnrQz2Ou8/3F8V8O9D9Pgo8Gvn66xjB1R7bzXm/RKSOSmt9N3D3bu5j9N48dl8SAAFhT6/5dWxqVodCxkXYGTMNPqvvUOyBZcvddRFyTphg1nC0PfU0rf/5Lxk33kiopYW8n/4U5/hx2AsK2HbGmXS+/oYZAGmt6Vm8mKQTTkDFpLY733gD77p15Hzzm3t9fqGuLoL19dgK8vFt2oRvR/muFck3bR4wAIp21NZ+P+GuLnqWLsVRWoq/ooJAVRWOkhJqvv4N/Nu3U/bC82bDwYSJ/YuWo9KuuoqeD5eTecvn+m3LuvP/0KEgqZdfTs+SJXQ88+xu7yvKUVREzte+SuNvf4fF7Tb7Nu0J55gx5mydo0XmbV/AUVpKykUXGjPqMILF3B/8gMbf/AZLUhKZn72ZlocfRlmtRmfsnTsJ+3xon29YHxx6ly4DrQnsrMI6SObvcNL+7LMEamroeutt3PPmUXndp+O2K5eL7sWLybjhBloefhj36aeTesnF9Cxdhmv6dJTDYWYlUy+6sN/9u6ZPA6VIPvecuNutGelQYSH9M9fT8rcHseXl4pwwAfe8eWTdeSetjz9O58svGxmgrEz8CxbQ9LvfYy8qIvPzt6As8YMAe9LSA+j3N6GUwjV9OqP++hcafvVrQm1tBOrraH38cdKvvppApJns4Z4BEiODBEAQ1+AwEPOHGe3qqxKc5iwwa2YmB5M918gAKbsdZ1kZym7HlpND58svA+DdaNQDJR4zy1ySI2nuXDrfeIPsr38NpRS9yz9i5xduI/dHPyTj+uuN56Y1jb+/j1Br6z4FQNH+IVlfuI36u++m6Q9/MNfY8vXpkxPlr67GkpREuKeH3uXLCbW3k3n7bTTe+yv8lZV4N2yg6403AOheuAjvho1Ys7N2W8dicbkY9ecHBt7mdJrT7W0XXwQ6jGvWrGE9v4zPfY5AbS32wkIsTufQB4wAibNmkTjAzy/jhs/gPvUUQl3dWNPSSD7zTGw5OXS9+Sb+qp003P0LepYtY8wbr+/2QhuoqTHryfyVlYMOfR4K9T/7Of6KChKmTyP7zjtRdjs6EKD1H4+AxWLMpvrvf8FqZdTfH8SanIy9oAAdClF++RW0PPgg7jPOMIabkpJIOW+gHnD9uWbMYNySxdj6vP8kHX889oIC3KecQsvfHsSek4slIYFRf/srYPxOfJs24RwzmpRzziHc2UXW7bcd8OywstnI+8H3AehZupSqz91C429/C1rjHD8e35YtaL8/7gOZEAebBEAMXgMUjgRAFmdCzCywg9u7wpqRYXSbHjfWrMNInD0bz6pV2IuL6f3gAywpKXHT8VM+9Snqvv99Ol99jdQLL6ArMuW06823zADI8/HH5mys6FDT3vBHUtpJJ51IxvXX0/qYMVxsy8uLW1Qz3NODJSmJUEcH4c5OEueeQO+yD8zZWUlz5mBxu+n9ZIXRh+T88/B8ssIYRqmpIWHK/nnDtiQmmktODIeyWMj78Y/3y2OPBLFrkhX96Y+AUcAeqKoiUF9PoLqa7gULCHs82AsLSTzmmH73ETujzF8xvML6g8G7cSNt//0v9lGj6Fm6FP+OcnK/912a7n+AQG0tWV/6Is33P0DHc8+TNPcE3CfFj2IU/+NhvOs3kHrZpf0yL8PRN/gBo9AeIu9hNhu23Ny47a7p0xn9sjE7233qqbhPPXWPH3dfJc6dS+KcObQ/bYwMJc09Ad+WLQRbWsxaJyEOBSmCBsK9RgCknE5zbNq7eTO9y5YZtyc4cU2fTuKcOViSDm49grJYcI4ZQ+Ixx5q3Fdz7S0a/+oo5Du+aNTPuDTX1ogtxzZxJ/U9+gr+y0igmtVjo/fhjc5Zb+7O7xvNDkZkce8O3dRsqIQF7YSFZd/6fsahrTg6pF12Eb8cOY+HGhka2zD2Rrvnzzfof13SjgaRnhREAOYqLcRQX0/XWWxAKkf3FL5J25ZV4Vq9GBwLkfO1re32O4tByFBfj3bDBHP6ov+cear/1baq//JW4Yv6onqXLzIzfYDMLA/X1tL/wAuGe4U2xD3V0oMPhvX8SQNv/nkAlJFD2zNPkfPc7dL31FttOP4OO554j6//uIOuOO4xaL61JPvvsfscnTJxI2hWX71XwMxSLy0XeD75P+qc/PfTOB5lSiqI//RHnuHFGjdJso7mwDIOJQ00yQID2GgGQo3iU+UfZcO+99H5k9Ogwlig4l5RIc7CDreTf/0Y5dmVolMOBAlzTppL99a+b64uZ2+12Cn77W8ovv5yK6z5NqLWVjJtuovWxx+h6513cp5xM5xtvYM3IINTaSqijo9+ny5Z/PIJn3VqK7rtvt+fm27YN5+jRKIsFa0oKo/72111NDoNB/Nu2Geub+f10v/ceiccbS4FE1zHybNiALScHS1IS9hLjQumcPAnnmDGkX/9p/BXlZHzulmHV7IjDk6N4FOFIq4mk006lZ+EiHGPG4N++nZYH/07ON3bVUnpWr6Zr/nxSzjnHHAoL+3wQDmNxuQh7vTT84hdmNsG3cRPJZ59F431/YNTf/mp2nw77/eZUbu33s/2cc0m//nqyv/ylYZ1z2O/HX15u1uWEurroePllUi74FNbUVDJvvpnEY4/Fs3IVjrIy3KcYs6mS5p5A5+tv4D7zzP3zw9sDe5LZPNisqamU/Otx/Dt3mu0nAo2NuIY4TogDSQIgdg2B2YtLzIyEv7wCIosPKsehrf3Y3SyYrC/cOuDtjqJCih9+iKpbPg9WK5m330b3ggW0PPywuYp69pe/TP1ddxFq7+h3fO/y5XhWrx7y3Hw7dpB43Gzz+2gwFl0M1Ltxk3nx61m+nLDPhzU11QyECATMYZPo/6kXGpMRbJmZFP7+90Oegzi82UcZLQCU3U7B3XfT8s9HybjpJpp+/3taHnkE7fcZi2xu34F3/Xps2dlkf+PrNP3pT3QvWEj1l75EuLuHkv/8m6rP3YJnxQoybrqJQF0dbf/7H51vvUWwro6eDz4g5eyz8axeTeUNN5J29dXkfvc7+LZvJ9TRQet//kPmrZ/vtyjtQBruuYf2J5407uP736P1X/9CezykxxQ3u6ZN6zezLeuLX8Q9b96AM+hGOmtaGq60NHO5DskAiUNNAiB2DYE5Skvofvddgq2t5no8YAyBHYlc06dT+uQTBKqrsaWnk//LX1J9xx307txJzre+adbVhDra+x0bbGsj1NmJDoVQViu+rVvpePkVsr/2VbNpo/b7CdbX4yjq3+TPUVyMSkzEu3Hjrvb8lVUEG5tIOfdcrO4klMuF9nhwlBqBj2vmTCwpKaRccEG/+xNHLkex8fpImDIFW3Y2ud82CtJzf/RDsNtofexxlMtFwsSJJM09gZzvfAd7Tg6OkhJCzc30LDLWOux87TU8K1aQ+/3vkXHjjfira+h67z3jb9Vup/ejj0g+6ywa7vklWCy0/fvf6GAA14yZAIQ7Ouh4+WXSr77aPLewx0PDPb8k1N5G8tlnk3rxxfirqmh/5lmc48bS/vTT+MvL8a5fT/LZZ5vrXw3GOXo0ztH7ZYbuUcuakQFW6xExFV4c3SQAYtc0+OiwTNebRkM/LBYj9R7pAn0kin1DTjxmFqVPPkHXu/PJuPEGc9XpUEf/DFCopQXCYUKdndjS02l76mna/vUv0q//tDkzLdDQAFpjL+zfDFJZrSRMnoR37VosyclYEhONBUY9HtxnRtY/S08n4PGYmZ/kefMY/8GyA1IjIQ6d6DIgfWfeWd1uCu6+m+w778SaltYvM+MojhRU22wQDFL/s5+j7HZSL73U2F5USP5PfowOhel8/XV6P/qYrtdfx7N6Nfm/uJuepcvoeuNNlN1hLH1SWkrrPx4h9YILsCQlobWm7kc/pvPVV7Hl5tL13gIS55xA0/0PoGw2Rv3jH/QsXUrd974PFgvZUoe2XyiLBVtW1pHQDVoc5Ub0labtiSeov+cetMeDcjjM4ZvoulbRZQ/UUTT92VFaSuYtn0PZ7WZTxXAkANKBAN7NxnIU0bWeQu3tAHjXrgV29fABY7oygL1w4JXMXdOm4924Ed/27SSdcgqW5GSU02nOjomuZWSPmTkkwc/Rx5qWZizp8LnPDrjdnp8/4LBUNDOYcu65JMyYTrijw+jGHdNHKO3KK0m/5moSZ8/Gt2kTDb/+Dc5Jk0i99FJjSn57O52vvYZz/Hhyv/Nt/Dt3Uvvd76L9fpru+wOdr7xC9le+Qsnjj0EoRN2Pf0Tnyy+TceON2HNySLv0Ugr/+Afyf3F33Dp0Yt/YcnLw79hxUDvWC9HXiL7adC9cROfrrxP2eFEuF7bcXKyZmXg+MdZXy/7qV0g++2yc48Yf4jM9MCzJyaCUmQFquv8Byi+/nEBdnbk+Wqi93QiMNm4Edq3jBRCoMdawGygDBOCaMd0YJqurwzG6jNTLLiXtqquwJBotBayZRgDkjLT2F0evlPPP3+MWEkYh/PVk3XknKeca/XJSLr5owH0TjzvOWMuvvp7c73wbZbWSeMJcwMhmGsNrc8n59rfoevsdtpwwl5a//520q64yGjsWF+M+7TR6Fi7CVpBP1u27Fp9OOecc0iJZJ7F/pJx7Dp5Vq2j89W/oeOVVPJEPWEIcTCN6CCzU1UmorZ1wby8WlwulFAlTJtOzaDG2/Hyco0dTdP+fDvVpHjDRmVuh9g5C7e20/fvfEArhWbPrzSjU3o5v+3azKWRgp9HPJdzba2SALBZzSKyv2AJRR0lJv4uILT0DlDpk62SJw5uy2cj70Q8BsOflYklKIvmMMwbc1zVjOsrlImnuXJJOOME4JjfHnG2WMMmYRZhx0004x4yh4/nncY4bR+btt5s1bRmf/SzdixeT98MfmUG6ODAybrkF39ZttP7znwCk33jDHi2VIsT+sE8BkFLqKuAuYBJwfGSND5RSZwP3Ag7Aj7FQ2vwBjr8LuJVdK91+X2v92r6c054Id3VDMEiwsdFMwSdMmULPosU4y0oP1mkcUta0NGOGzL//Y87W8q5fb24PtXeYszaUw4F/ZzV1P/kJ/m3bSZw9G1tOzqDdXG0FBVizsgg1Nw+Y5XGffjrKbpcOy2JIlsRE0q+5evDtCQmUPvFEv+HYpLlz8W/fjjPSRkEphfuUU3Cfckq/+0iaczzjP1hmTqUXB45Sivx7fkHatddgdbuxFww8jC7EgbSvGaB1wOXAg31ubwYu0lrXKqWmYqwWO9iy6fdprX+7j+exV8JdXQAEIkszAObaRo4RMixjSUsl1NFB58svkzBtGt61a+MDoLY2/BUVWJKTSZg0CX9VJf7tOwh3d9Ojw4MOf0FkXaBp0+h+7724Op+olHPPIaXP2kZC7K2ECf2HqtOuuJxAfd2wl36Q4OfgUVbrgEuqCHGw7FMNkNZ6o9Z68wC3r9Ra10a+XQ8kKKUOu4/50S60gdpaVGIkAzRtOlitOMcPvVr40cCamkqwoR5/VRXuU09FuVx4160zt4fa2/GuW0fC1CnYi0fhXbuOcOTnFqytG/KTW8qFF5B02qnYjrDV0MXRIWHSJEY98IBkGYUQ/RyMIugrgJVaa98g27+olFqjlHpEKXXQrpI6HDYzQDoQMNf6sufmMPrFF0i7/LKDdSqHlDU1Dd+27cYihePGYs/PN4uilctFqK0NX3k5CePHG/1+IssJqEhrgMFmgEWlXnABxQ/2TRAKIYQQh9aQAZBS6h2l1LoB/l0yjGOnAL8Cbhtkl78CY4CZQB3wu93c1xeUUh8rpT5u2g/9I8K9vWaDPiCu149z7NgRs0qxNTXV/Dk4x441FydUDgf2ggJj1WaPB3tJCfZRRcYxGRlmMeruhsCEEEKIw9WQNUBa67P25o6VUkXA88CNWuvtg9x3Q8z+DwGv7OY8/g78HWD27Nn73Dwimv2JsiSOzFVpor2AsNtxlJRgLzACIGtmJtb0NLyr1wDGVHWL2w0YDe0S58yh87XXpHhRCCHEEemATINXSqUBrwLf01q/v5v98rXWdZFvL8Moqj4oQn0CIDWM9YGORtEAyFlagrLbseXlAUaXZmtaGjoQAIxp7JakJLDbSTr+OFIuuIBgc5PRf0UIIYQ4wuxTDZBS6jKlVDUwF3hVKRVZQ4IvAmOBHymlVkX+5USOeVgpFV0989dKqbVKqTXA6cBB6zUfLeSNitYAjTTW9DQAHGPHAmDPNzI61sxMrGnGNuVwYMvPx5qWxugXXyT905/G6k4i+847zRW3hRBCiCPJPmWAtNbPYwxz9b39buDuQY75fMzXN+zL4++LUGen8UVknaHhrBB9NDIzQOPGAZhDYLaMdGyRAMhRUmwuUSHLAQghhDgajNilMMJdRgbIESniHak1QLZIF+eESZMAzCJoa3oG1sjU9ZHSE0kIIcTIMWKXwgh3GzVA9pJi/JWVqISRGQAlTJhA6RP/I2HGDABjqCs1FefYMRBZIkACICGEEEebEZsBCkUzQMVGh+KROgQG4Jo501wPyeJwMHb+u6RefrlZA+QYoIuzEEIIcSQbuRmgrk6w280hn5E6BDaQ6LIgzjFjUC4Xrkh2SAghhDhajNgAKNTVhdXtxpqRAYzcafC74ygtZeLKFYf6NIQQQoj9bsQOgYW7urEkJ2PLygLAGmnyJ4QQQoij34gNgELdRgYoae4J5P3sp7hkVWIhhBBixBixQ2Dhzi4sKSkom430q68+1KcjhBBCiINoxGaAwt1dWJNl2EsIIYQYiUZsABTq6sbiTj7UpyGEEEKIQ2DEBkDhri4skgESQgghRqQRGQDpUIhwTw9WyQAJIYQQI9KIDIDCPT0AWFIkABJCCCFGohE5C8yaksLEDeshFDrUpyKEEEKIQ2BEBkAAymIBy4hMgAkhhBAjnkQAQgghhBhxJAASQgghxIgjAZAQQgghRhwJgIQQQggx4kgAJIQQQogRRwIgIYQQQow4EgAJIYQQYsSRAEgIIYQQI44EQEIIIYQYcSQAEkIIIcSIIwGQEEIIIUYcCYCEEEIIMeJIACSEEEKIEUcCICGEEEKMOBIACSGEEGLEkQBICCGEECOOBEBCCCGEGHEkABJCCCHEiCMBkBBCCCFGHAmAhBBCCDHiSAAkhBBCiBFHAiAhhBBCjDgSAAkhhBBixJEASAghhBAjjgRAQgghhBhxJAASQgghxIgjAZAQQgghRhwJgIQQQggx4kgAJIQQQogRRwIgIYQQQow4EgAJIYQQYsSRAEgIIYQQI44EQEIIIYQYcSQAEkIIIcSIIwGQEEIIIUYcCYCEEEIIMeJIACSEEEKIEUcCICGEEEKMOBIACSGEEGLEkQBICCGEECOOBEBCCHGECfhD/OuHS6na0HKoT0WII5YEQIeA1ppV71SxbmE13W2+Q306QogjTE+bj85mL807uw/1qQhxxLId6hM4Gqyev5Pqja1ccOeMYe3f3ebj/We2AbDwf1vILUvh/NunkZTqPJCnKYQ4Snh7AgD4PMFDfCZCHLkkA7SPGso7ef+ZbVSsbSEUDA/rmKbKLgDOunkSs84ppqG8k4YdnQfyNIUQRyi/J0hvpz/uNm93wNwmhNg7EgDtge42H4v+t5mKNc1orQF479+b0GHj675vUgC+3gBbP25g7YJqgv4QAA2VnVgsijHH5jDzrGIAejpkKEwI0d/ip7fyygOr426LZoAkABJi78kQ2DA1VXXx0h9X4e0JsHZhDTPOGsVJV4ylta6HzMIkWmp66O3wk5yREHfcshd2sH5Rjfn9tHlFNFZ0klGYhM1uxWq1oCyKnnYJgIQQ/bXX99DR5Im7bbAAyNPtp62+l4KxaQfr9IQ4YkkGaJi2ftSA3xvk2h8dT/7YVKo3tRH0h9FhTXpeEjBwFqd5Zxd5o1NJz0tk+8pGtNY0VXWRU5ICgLIoklId9HT6aanpZslTW82MkjjwwmHNyrerzAuKEIeb7jYffk+QUGDXELune+AaoDXzq3nxDysJy3uIEEOSAGiYfJ4gCUl2MgvdpGS68HuC5qevtLxEoP8QmA5rWmt7yC5JZvSsbGq3tNNQ3omvN0hOSbK5X2KKg952H1uWN7B6/k66Wr0H74mNcHXb2ln67DY2Lq071KciRD/hsKa3w3hf8XTven8ZLAPU2+UnHNQyNCbEMEgANEy+3iAOlzFi6HDZ8HuC5qevtJxEUP0zQF2tXgK+EJkFSYyZlYPWsOC/mwHIKU0x90tKc9LT4aOjqRegX7pbHDh12zoAqN3afsAeQ2vNtk8aJcskhq2lpptFT2yht8NnZnNiP2D5BskA+SKvsWiR9L7QWrNuUQ2dzfJ+JI5OEgANk98bxJloBEDORFtcBighyY7LbTc/qUW11vYAkFHgJmuUm9QcFy013Uw8MZ/MQre5X1Kqk552vxn4SAB08NRtNwKgum3tB2zosamqizcfWsf6xTWEQ2Eq1hpF9OVrmnnrH+sHPS7gD/Hu4xtpqRl+r5eVb1Xxxt/X7o/TFofQpg/qWbugmpot7eZtnq5dQc2uDFAo7jhvj/Ge5O2ND4BeeWA1mz/Ysyzn5g/qWfjfzZIdFUctCYB2o7m6iwe/spCuVm98BijBhtaYTQwdCVYSU539hsBaao0LV0ZBEkopLvnqLG74+VzOvHESFosy90tMdeDtCdDeIBmggykc1tTv6CDBbcfXG6QlErDub1s/bgSgqaqbbSsaefXPa9j2SSPLX97B1o8a8MVcrLTWLHpiC5XrWqjd0s6mpXW8fP9qutsGHxZtre3hvf9sIhQKs31lI+WrmwmH+rdk2PpxA6vf3bn/n6DY71qqjVYZsZ2ePV0DDIF5g3GBe/S15OsJxu1bua6F6k1tw378ng4fS57eCgw8u1WIo4EEQLvR3uAh6AvR3tCL3xPE6dqVAQLMWh2Hy0ZSqoPePkNgrbU9uNOd5nHJGQmkZLn6PU5SmtEAMeg3Llodjb0H5gmJOK21Pfg9QWacUQTs3TCY3xtk0f8289Q9H5ltDmLpsGbbxw2AURBfHxlyW/rcNrOLb2zN186NraxdUM2a+Tup39GBUsZjvPLA6kGb3m1YUsuGxbU07OigubqbcEjT1eozH9/bEyAUCrPkqa188kaFeXu0lUNUKBhmx6omKcI/DDTXGMH4zg2t5m2xgYg5xKXB79v1uosGRrHDrW31xvtJzx4EMps/qMfXG8SV4pAASBy1JADajegFzdsTwOcJ4kjcVQME0B0TACWmOunp6JsB6iGjwM1QYjtA2xwWGXM/SHZuNC4u44/Pw53h3OOLv9aaV+5fzdqFNTRVddFU1dVvn/ryTrrbfKTnJdLR5KFqYysWi6K7dVew3BXz9Yo3KwGo3dZO7dZ2MovcnP+FabTV9fLGg2sHnN1Ts9X4ZL9hSZ05U6i9sZfm6i6e+dXHPPrd9/no5XJ6O/14ugJ4ewI886uPWfb89rj72bK8ntf/tpaNy4Y/5BEOhSVg2s96O/14IkGHpyuAxaaw2i1mBkhrjbfHmJQB8YXQ0cxPfABkBFN9P6DtTmNFJylZCWQVueMyT0IcTSQA2g0zAOoOGBmghEgGyBWfAXK6bCSlOPB0+s2LQSgYpq2+h8yCpCEfJzHVYX5dNCGdjiZPv0/nYv9av7iGZc9vJ6c0heTMBGaeWUzN5jYW/GdTv2JlX28Av7d/9qV+Ryd12zs49vwSABoq+nfzLl/VhMWqmP2pUgA6Gj1Mm1dEQpKdUZMzAOhqMV5HjZWd1Gxup3B8GkF/mNqt7eSVpTJqcganXDue6k1tVK6LX/zS2xOgudrIJG2NZJqMx+nl9b+tpavNhzPRxidvVJrbmiq7aKzsomJt/H1VRbINH760g0BMVsHT7R/0IvjaX9fy7mMbB9wmhmfdohpzAgRAS+T3Gc00u9OcJCY7zBqgoD9MKBgmJcvoORYNgEKhsPl78w2UAeoYfiDTGGnVkZjs6FfbOFIopXKVUv9VSu1QSn2ilFqmlLossm2eUuqVPvs/qpS6Mub7bKVUQCl12x4+7qlKqRVKqWDs/UW23aSU2hr5d9MgxzuVUk8qpbYppT5USpXu4fGPKqXKlVKrlFKrlVJnxmxboJSqUkqpmNteUEp1R762KKX+pJRap5Raq5T6SClVNsznPeh5x+yTqJR6VSm1SSm1Xil17wD7XKmU0kqp2UM9pgRAuxGIDEn1tPsIBcK7MkCR/7vbfKDA7rSSmOogHNZmf47m6m7CQR0322sw0QyQsiiKJmYQ9Icl7byH9iQLEQqFWfzUVgrGpXHJV2eilGLGmaM45twSNrxfxz+/vYRlL2w3sy0v/XEVr/+tf2Hx2gXVOBKsHHNuCckZCdQPsJxJ1cZW8sekUjAu3bytaFI61/zweM77wlSsdosZSEdrNE6/YRLRt5e80cbrZ9JJ+SSmONiwuCbu/uu2tYOGtNxEwiGNzWHBnmBl58Y2Opu9zD6/hHNvnYrFoph0Yj4A21caNUltdT1msBcOa3ZubCWzyE1vh5///OQD3vj7WrTWvP63tbz0p1X9gnJvT4Cq9S00VsoyLnursbKThf/dzOp3q83bogHtmFnZgDFE7kpx0NsVPx0+JdsYTvf1GgFQfN3Prq/bIxkgb3dgWMv1eLr9dLV4yS5JNh93f34g62r1HvZZw8gF/gVgkdZ6tNb6WOBaoGgP7uYq4APguj18+CrgZuC/fc4pA/gJMAc4HviJUiq939FwC9CmtR4L3Af8ag+PB/iW1nom8FXgb322tQMnRe4zDciP2XYNUABM11pPAy6L7D8cA573AH6rtZ4IzAJOUkqdH92glEoGvgx8OJwHlABoN6IZoI7IkJRZAxTNALV4cSTYUBZFYooRxPR2GmnmhnKj1iN6Adsdl9uOxaJIznCSHukp1NEYPwzWWttjDo8cLD5PkPf+vSmuSPdQCvhCfPRqeb8hwk0f1PHod98fsBFlMBDqF0y2N/QSCoSZdGI+joRdzdDnXjaGK787m3Gzc1nxRiVvPbyOjiYPjZVdVG9qM4vawRim2L6ikYlzjfvIHZ1CQ0VH3OP0dvppqe6maFIGSWkOXMnGkEXe6FTc6U4cCTaSMxJiMkBdJGcmkJrtIjvSKDN3dCoAVquFSSflU7muhYo1zSx6cguPfe99lj2/HavNwowzRwGQVZRMWk6imSnKH5tGwdg0bv71SZz26Qkoi2LHqibzHBvKO+lo6jX6U/UEOeacYuZdP8Fo3Lmiie0rmqjb1kHzzm4aK+OH+Ko3taE1dLZ4JWO5lzYsqQV2vV8EAyGadnaRlOqgYFwaAO70BBKT7WYWLhropEbqCaMZoNi/0341QJGAejjDWdG1CqMZoFAgTMBrvBfqsO4XvPh6Ayx+csuweg91t/n49w+XUb6mech9D7EzAL/W2rz4a60rtdb378F9XAd8AyhSShUO9yCtdYXWeg3QN1o9F3hba92qtW4D3gbOG+AuLgEei3z9DHBmJKAb7vGxlgF9z/0JjGAQ4HLguZht+UCd1joceS7VkccajsHO26S17tVavxf52g+sID4o/Tnwa2BYzfQkANqNaFFyZ2RWVmwfIDDeZBwJVgCSIsNY0TRz/Y5OktKcuNPjl8YYiLIoElMdpOYkkppjvKnFpsQB1i6sZtnz2w9qg7OazW1sWFJLzeb2PTqup8PH/Mc3DjhstLc83X6e/90Klr9czvrFtXHbdm5spbfTz4cv7Yi7fceqJv7z4w/4710fEAoawwbBQMgcYsgq6l+flVuawlmfncxxF5SyfUUTS5/dBoDFqli3cFf2ZcvyesIhzZRTC83jult9LHlmK/P/tZGgP2TWGBVPzkApRW5pChkFSWbtBoA73WnO8Gra2UVOsdEgc9zsHDKL3KRm7yqan3xSARp49S9rWL+whpQsF231veSNSaFoovFBLrs4mbQcFzqscSRYzXYLLrcDq81CSlYCni7jdassilXvVPHvH3/AS39cCUDRxAymnFLI+bdNw2q3sPB/m83nv+H9+J97dIZSKCAZy8E0lHfy0h9X9vu7ffPhdbxw3wq2LG9AWRTN1d00Vnby0FcXsfWjBrJGJZv1g0lpTlzJDrMuKFoAbWaAPNG6n5haoEgwFAyE6Gz2mK/14QyDRQPd7OJkElOM12r09/vCfStZ/NTWuP13bmxjzXvVcUOwg+lo6iUc1kdCneMUjIvr7pwSGSZapZRaBVwc3aCUGgXkaa2XA09hZEai256MPS7m341DPF4hEDuNs5r+wUncflrrINABZO7B8bHOw8iExXoXOFUpZcUIhJ6M2fYUcFHk+fxOKTUrumEYz3uw8x5QJPt0UeR8iDzWKK31K4Md09c+rQWmlLoKuAuYBByvtf44cnspsBHYHNn1A6317QMcn4HxwysFKoCr9yBaPODMDFDTwBkg2BUMpeUmoiyK6k1tlEzJpKG8g7yyobM/UXMvG0NiqhN3RgLKouhsNi6KPR0+klKdNO803pR6O/04XDa83QGqNrQwelY2Nrt135/sAKJDM127mYI9kJ0bW9m4tI7S6VmMnpk95P5aa/oE+v2sW1hD084unIm2fm0Cmnd2oxRsXFrHtHlFZI9KJhgI8fYj67FYLfg9Qdobevn49Qo8nX5yy1KwWJXZwXsgs84tYe3CGnasaiKzyE12kZtNH9Qz9pgcCsansWlZHTmlKWTkGzVeuWVGpmb1O8b7S1tdD1abBWeSjaxRRlBz+g2TCAbiZ4olZyZQubYFX2+AziaPOUw186xic6HcqJQsFxfeOYNQMEze6FQSUxw07ewiIcmOO93JnItHUzYzi22fGENceWPS4totAKTnJtLR6CFrVDIBX4jqTW0kpTrQQPYoF4kpRiDvcNkom27cV3p+EjklyWz9qIGTrxyH3WnF7w2yc0MrzkQbvt4gXS3euGL+gTTt7KKn3UfptKzd7ne00Fqz+KktNJR3UrmuhXHH5QJGe4xtHzcaWRkNM88uZtXbVSyJBBYnXTmWkqmZkVmjCeSNTqGxsgtPV8Cc1QcDZIAitzuTjPeHHauaqFzXgtZGbWHzzu5+hdA97T62fNRA2fQs0nKNv4fGyk5Sc1w4XbaYzLaxzmHd9g46mz2ccs048282+j6xY1UzU07Z/fU02jrkSGsKqpT6M3AyRlbouMjNi7XWF8bs82jMIddiBANgZEz+AfweQGt9DXtnoDfJgVKvg+033OMBfqOU+jWQA5zQZ1sIWIIR1Lm01hXR14LWulopNQEjg3YG8K5S6iqt9bvDeN7DPj+llA34H/AnrfUOpZQFY9js5iEeI86+Loa6DiMF9uAA27ZHxhB357vAu1rre5VS3418/519PKf9JhoARcfYo7U/VrsFq91CKBA2gyFXsoPRM7PZ+H4t0+YV0tnsNft3pQAAYEZJREFUZeqpwx8uHn98nvl1UpqDrhYv9Ts6ePbXn3D5t4416wJ6O/20N/TyzqMb8PUGSc9P4vzbpprrke1P0Te27j1cmiNaNFm3vYOyGVnosMZi7Z9s1FqzbmENH760g0knFTDn4rJBg7mG8k7S85JIznDGfXoM+EO01fUwdV4RaxdUU766mexRydRubSfoDzP3sjKWPb+dltpuaja3mbOg0vOTsA5wTlF2h5Xppxex/OVyRs/MZsKcXOq2d/DCfSsZNzuHlpoeTrtuvLl/drGb7OJkSqZmklnoZv6/NhLwhhh3XK4ZhESDi1jJGQn0dvqpL++M3E9yv31ilUyN/0CUPWrX/tFC6+j0+oJxqf2OT81NhLUtZkagqaqL0z49gVGTMwiH4t9rxs/JY9snjYyemUXx5Aw2f1DP9hWN9Hb5WfacMYNsxlmjWP3OTjqbPaTlJLL5w3osVsW0ef1f+x+8sJ3Gii4+99uThwx4jwblq5ppiPxeK9Y2mwHQ+kW1WGyKq793HF2tXrKKkln1dpX59xIb+N5w94kAdLcaHaF9nqAZPPTNAEWzPqnZiXh7Aix/eQctken0oyZlsOqdnXEZoJ0bW3nlgdWEQ5r67R2cf/s0wHhN5EcWU3VFXrO9nX5a63vQYU13m4+uFq/Z0iP6/lC9uRW/N2gOK698q4qeDh8nXzXOfMzoos+x2arD1Hrgiug3Wus7lVJZwMfDPP46IFcpdX3k+wKl1Dit9Val1JPAhAGO+b3W+vHd3Gc1MC/m+yJgwSD7jQKqI4FCKtC6B8cDfAtjaOvLGMNSx/bZ/gTwPEYCJI7W2ge8DryulGoALsUIhIZ63oOd90D+DmzVWv8h8n0yMBVYEHlvyQNeUkpdHE3MDGSfAiCt9UZgX97MLmHXL+QxjF/GYRMARYugo/pmfjwBv5kBAph+eiHbVzTy5kNGd9/cYdT/DCQl00Vni8ecVr3yrUpzOK6308/aBdU4E22cdOU4lj67jcVPbeXiL880j2+o6OSth9dx1XePI8FtH+ghhiX6xhb91Bars9nDa39di7fbzzHnlTL5pHxef3AtJ1wyxkyX12/v4JPXK9i4tM58I4/1yesVfPhSOen5SayKLEh65o2T+u2ntaahvJPSGVnY7Rbqd3SaWaOWmm7jE+74dCrWNJvNJKvWtWK1WZhySgEfvriDqnWt5iyalpoeJpyQ1+9x+pp+ehFdLV4mn1SAO93JNT88nmXPbWPtwhosNsXY2bnmvja7lau/f5z5fdnMLNrqekjO7N/3KVZypjFEWr7aqImIDWj2Vt7oFFzJ9gEzLemRT/mZRW5GTcogpzSFshmRLF2fl0rJlAzmXDKayScV4Eq2k5rjYs171bQ39lI4Po3JJxdQMjWT1e/spK2hl2XPbzdfK6MmZZgZBTB+h42VXXh7AvR2+ofMFh3pQsEwy17YTlpuItnFyVSuayEcChPwh9n8QR1jj8khs9BtDlEmpTnpafeZQVJfrshQ1PYVjax6pwpnoo3EVGNYs3pjK2vm7zQ/RKXluChf3UN3IMzkkwsYNzuH/HFpoOKnwn/8WgWJkVqjbR834u0OEI4EONG1CqNBu6fLTygme1m7td0MgLpavVisinBQU7W+lbHH5gCwblE1nc1eppxSYH5A644GQPthqY4DbD5wj1LqDq31XyO3DZ4yjhHJgCRprQtjbvspRlbo5/uQAXozck7RwuVzgO8NsN9LwE0Y9TtXAvO11lopNdzjAdBah5VSfwRuUkqdq7V+M2bzYuCXGFkYk1LqGKBea10bycpMB9ZE7m+o5z3geffdSSl1N0Zw9PmYc+0AsmL2WQB8c3fBDxzYGqAypdRKpdRCpdQpg+yTq7WuA4j8nzPYnSmlvqCU+lgp9XFTU9Ngu+2TqvUtvPSnVeZMib6N7WKDHWefeiAwCk6zi5Nprupiwgl55O7BEFis5EyjMLY90hAxenEEo8i6u81Lblkqk07MZ9q8QnZubI1rplez2ZgBFFu0uzeixbkDdSGu295BS003wUCYbR830FDeSdX6Vqo2tJgBUGNVJ6vnG2+CsdOqwbhArHmvmpKpmVz34+MZPSubukEaEXY2e/D2BMgtTSE1JxG/J4i3O0D1plYaI1PPs0a5Sc9LNHueVK5voXB8Gs5EO6m5iebMJ5vdeMnHLkUyGGeinTNunIQ73bhY251WTr1uApd+fRbn3To1rpanL6vVQlZRclzQPJDkSI3Y9hWNuNOdA2aJ9lRqdiKf+80pAz7HvDGpOJNsFIxLIzkjgQlzBg8ELVYLs88vJTHFgVKKyScV0FTVRcAb4uSrxzH++DyciXZcyXa2fFhPd5uPk64ci8WqWLuwOu6+ulq85kWv9QB13D5UwqEwWz6qZ/W7O1n05BaWPLOVj14tp72hl5OuHMvomdn4eoPUbGnnnX9uIOAPm0XrUXmjU7A5rZROH3h4MDXLuPYu+M9mAv4wF31pJlarBYfLSs2WdjxdAbavMIbVUrJcBHwhwmFN0YR0iiZmYLVacLntZjPEpp1d1G5tZ/q8Ucw6u5hwSLP14wZzRl80E5ngtqOU8cGruSYyrJtooybmb7Wr1UvRhHScSTaq1ht1YT3tPnMYf9XbVea+PZEA+XCZWDGYyIX3UuC0yJTw5Rgf0ofzAf06jOxIrGcZ5mwwpdRxSqlqjFlkDyql1kfOqRWjyPejyL+fRW5DKfUzpVS0BukfQKZSahvwdYyRld0eP5jIz+Fu4Nt9b9da/1Zr3beaPQd4WSm1DiPwCQIPDOd5D3bekee3KvJ/EfADYDKwIlJD9PkB7mtYhswAKaXewUgn9fUDrfWLgxxWBxRrrVuUUscCLyilpmit93q+rNb67xhpL2bPnn1AppzsWN3Mzg2t7NzQSun0LIKB3WeAALMIGoxM2MVfmYkOa1zJe38hS85MoKfdF3ehsNgUOmwUMXa3+Rh7rHHhnDg3n49erWDTsjqOu8BotxDtJL2nQ1d9de0mAxQNisbMymbL8gbqI7NYulp9xkw4BeGgNi96ni4/dueubMiOVU14ugJMm1eEUorMgiTKVzUR9IewOYyfaTisqd3abj6P3LIU81xWvl3FyreqsDmtOBNtJGcmkJ6bRO3WdjqaPLQ39DI1UqCcWZhEW10PyqKYclohq9/ZOWAB9HAVjh9s5uieS8tLxGJRhAJhjrugdL/d72AyC9x8/nen7tWxE07I48MXdzBqcgZZRbsyVSlZLhrKO7HYFFNOKaSpqouNS+uYc9Fo8+8kdgZZa20PoyZlmN+31HSTlpOI1X5kzslY8WYlH75UDhhBcigYJhzSFE/JpHRaFn5PEKvNwkt/XAXAKdeMJ6ck/sPRiZePZeZZfuyOgYeAc8tS+PRdc+hq9ZI9Ktl8f3G4bGZmszvS8yk2MI8NghNTnObw9Nr3qrE5jJmFCUl2MovcbFpm1O2hdmUiLRZFQrLRDbqr1Ut6fiLJGQnsWNlE1boWTrtuAt2tPnLLUgn4Q+aHtugaezklyWz6sJ4TLh2DK9mxKwN0BNQART6UXzvItgX0GT7SWt8c+fKZAfZfg3HRHs7jfsQg0+211o8Ajwxw+49jvvZiBE/DPr7PPjf3+f5ZjAAOrfW8QY5xR/5/A3hjd/e/m8fd3XnPjPxfzcC1Qn33H/A8+xoyANJanzWcO+pzjA/wRb7+RCm1HRhP//HTBqVUvta6TimVDzTu6WPtT211RsCxZXm9EQDFZIBUpN9PlDOxfwYI2G1WYLhSMhPQ2hhCyihIorW2h8wCNz3tPloiSx0kZxhZiZQsF0UT0+MCoPbIFPqufQiAgv4Qnq4AVpuFnnYf7Q29bP24gWPOKcFqt5hvtgXj09nwfh2bltUDRtDV2+Enf0yqsdJ6pNCzt9MftwzI+sW1JGckmM0A0/OT0NroYJxVlIwOa9779yY2La3D5rRic1jILEjCajMukhuW1IKCoC9E7oQ0lDKKmoP+MBuWGLO1ovUymQVJbAMy8hOZeWYxQX+Y/DH962MOhaRUJ9f/7AQSUxxm4He4Skp1cvFXZ8YNbYHxem0o76RwXBp2p5UZZ45iy0cNvP7gWj51x3TsTiuNlZ1YrAp7gjUuM7ntk0befGgdJ181rl9W5HCitWb7iiZWvlXJhBPymH66ca5+b5BV7+6kZGomZ908GWeijfbGXta+V83Ms41aHofLxmXfOIadm1pJTHGYhe6xUrJcAy6TEys9L6lfrV/0Q5nFZgxBOZPs5rC31WYhLXfXfUaX69FaU7G2mdEzs833q8knFbD4yS14ugOk5ybGva8lRgKglppuiidlkD82jYo1zQQDis3L6/H2BEjOcBLyh9gZ6WVVt70dm93C3MvG8OIfVtFQ0UnptCx6Ih+cjoAhMDECHJCPXMrogGmNfD0aGAfsGGDX6Jgfkf8HyygdFNHhk/LVzfi9QbPuBow3MRUzoyZa6Nc3ANofonUjwUCYsulZZBYmUTg+jcRUh9ltOHZ6fdHE9LhhpmgGKLrEQjisWT1/56BrSQ0kGjzllCajNSx+aivLXy7nrUfWEw6F6W7z4U5PIDfS6DFae9Pd5qW3009WoZvJJxcwM3JRi+0/0t7QS83mNiafXGAWCEdnU7VGgtCVb1exaWkdoyZnEPSFyC5OxmI1pnGjjML0scfkcPxFZcw807jQRHsorV9cS0pWgtlSIDqdOLs4GXe6k3mfnnBYBRspWa7D6nx2p3B8er/6nejrtWSqMXyTU5LCmTdNomZzG688sBq/N0hjZRdZRW6yCt1mZrO5uot3H90AcFg1UwwGQv36Gi1/uZw3H1pHU1WX2Q5h56ZWFv5vM76eILMvKDWGiyyK9LwkTr1uQlxAk1uWwuzzS5l8UsF+LQB3uGxYrMbwJEBCos38cJZRkBQ3+SAxxUFPh5+2ul48XQEKJ+zKZE6cm4cz0WY2QIyVmGKnpaab3g4/GYVuJp2Uz61/PI3SaVlURrqJJ2ckkJLtoqfdR9Afom5bB7llKWamsK2ul3BoV7uEIyEDJI5++xQAKaUui4xVzgVejRRZAZwKrFFKrcZIB94eM1b5cEyL6nuBs5VSW4GzI98fEka7/wBjZmUTDISpXNtC0B8yP031DXSibzJD1XjsjZTMXcFNak4iV33vOOZePpbEFIf5ycmdsWuf6GKqPR0+Ar6QOdMjOnRUs6mNJU9t3aOVwKNrVUVng+zc0IIrxcGOlU1sXFpHd5sXd4aT1GyX+bOx2BQdzV58vUESUx2c/pmJTD/DCIBi+8RsWFJrdCY+adcn4bScRJQy3igBara0kVno5qIvzeBTd0wzZ5LY7FbckedbOi2T4y4oM+smop+Ofb1BSqZkmhearCI3KKMBodj/MgqSUCp+htrEE/I5+5Yp1G3v4Olffkz9jg6yS1LIKDACIB3WLPzvZuwuG3mjU2iu7o4USncSGmAl+4MlHNY8/cuPefn+1YQj57Hpgzo+fq2CSSflc9KV42ir72XD+7W89IdVbPmwgQkn5JFXdmheW2OOyWHWOcXmkGJCkt3M6mT2GebNiGSR10e6iccO5ToSbEw5xQiicorjh+eSs1xmPWBuaQpKKewOK3mjU816SXfMQs8ttT00V3eTNyaVBLcdV4qD1voeejv9aG0ES0F/uF9LCCEOtn2dBfY8/Yu94sYMB9gWW7ndApw50H4HW/TCO+74XLavbKKr1UvQH8ad7sTbHegXAPVtirg/JaU7UQq0NmZ0RId9Ygtko4W5sGspjd4OnzlsZ7GpXUssbDbS0puW1nHcp0rNTFZPu4/lr5RTs7mNC784I25oI3psdKhIa5h9fikfv1ZOQ3knXa1GIbayKHJKkqne1EbxpAxzfalo/5Bo92NPl9G3qK2ul43L6iidkRWXSbDaLaTmJJoZoPZGDznFySilds1SikjNdtHd7mPU5Pgp4a5ku9mXpjjmYpyS5eKq787ud0EQ+8e42TnklCT3GxobNzsXm93CijcrSUpNYeIJeTRXdxPwhfjgxR3U7+jk9Bsm0tXi5ZM3Ktn6UQNvP7IBd4aTk64YZ84mOpgqVjfTWttDa20PH7ywgxOvGMv6RbVkFro57dMT6GnzseTprSx+YgsJbjuf+dkJOBP3fdh7b0Xr3KLTy51JdrM+KKtPEfz4Obl88MJ21iyoxp3uNNcSi5p+xiiaqrr6FWKfePlYxs/OJcFtJyNmbcPYYeTkjAQzm7v14wZ0WJsfnjLyE2mr6zHr9zKL3HS1evH1BLGlHRmZT3F0OjKrDg+A6IXXGGpR+HqDBAMhkiOZlr6ZnoFmge0vVquFpEiAk5qz66ISDYDskcLfqGgg0dPup73BqP/JH51qrLmjNTVb2rDajDWnqrfs6jP54cs72LCk1ljuoSp+CKKr1YvqkzUpnpxBZqGb+h0d+HqCZhCWNyYVq91CWUzTw+i52uzWSKGmn2XPb2fJ01vxdgeYcnJBv+ednme8UYZCYbpavOYQVl+jZ2UzaW5+vxlTSinSchOx2ixx6X0whmV21/dH7D2L1TJoH6qyGdlc8e3ZXPr1Y8gbnUre6BSUMgqHMwvdTJybT9YoNzqs+ejVCpxJNlxuB28+tK5fxrJvMb7WmlXvGMXw+2spjtXzd5KckcDEE/NZ+U5VZPZTNwXj07BaLaRkucgoSCIYCDPttMJDGvzESkpzkjXKTWZhEqnZLs767OS4DCsY7xNlM7NAQ8H4tH5DcUmpTi7+yqy47uNgvNcVTkgns9Add0x2cTJWmwVlUSSlOswM0NblDXEZ14y8JFpjAqDoBAQZBhOH2v6/eh+h2up7sDmtJGckGFkET5CAP2wOt8QGHDDwLLD9KSXThb83aGZQYFdWxZ3ujHsjSkqLLsPhM1PSRRPTqdnSTleLl8bKLmacUcTGpXVsXlbPqIlGury9oTcydbwXb3d8fVBni4ekNCcJSXYcLqOuIDXHRVaR21y0MzkSAB1zbgnjj8uNa24Wu8K9K9luNnAcc0wOY4/NMYufY2XkJ1GxtoX2hl50WJOWM3DbjWgB6kAmn1xAd5tv0Nk04tDKKkrmpntPoqmqi8xCNxaLMutE2ht6mXRiPqdeN563H9nAkqe3klOSTP7YNMrXNPPaX9Yw55LRzD6/FIBPXq80lz/x9viZe9lYare1s+KNSrrbfZz+mYlmjVosrTWergBOlw2r3ULFmmZySlPoavFSu7WdEy8fS25ZMpuW1rH1owaCvlDcrMExx+TQ1Vo1YLPHQ+nq7x9nvi8M1t5gyqmFbF/RRNGEfZ/JaLVZyClNjvQBsuBKtmNzWunt9JNZmGR+SEzPTyLgDZn1i9GZaVIILQ61ER8A+XoDvP/MNmq3tpORl4hSCmeiHV9vgKA/hDPJ+KMerAboQGSAAMpmZJGenxQX6EQzHskZ8alrh8uGzW7M1vL1BklMcZCRb7zJbFlejw5rSqZm0t3uo2brrgxQZ7OXwglpRgDU59NYe4PHzD6VTsskPc84l9gLQbQQ2+6wkp6XFNcvKLYNQGKKg+bqboL+MIXj0wYd2sgsMjIB0aUcUgcJgHYnWgwqDl9JqU6Spu0a/kzJTMCRYMXvDTF6prG0y1k3T+a/FR+w8H9buPr7s83FXT98cQeJKQ5ySlL48KUdjD8+F5vTyoo3qxhzTA6fvFZBfbkx42z+4xu5+MszaarqInd0Ci63g+42L8/++hO623yMnpXNcReU8upf1pBdnIxSRufjKacUoKwKi0WxbpFRLxP7uj/2/BKmnlq4T60uDoThFFePmpjBpV+ftd9mQZ54+VgzkFFKkZrloqWmm/wxaeY+0WGzzR/UmR+kQDJA4tAb8QFQzZZ2Ni6tAzAXtnS4bEa/DA02h4Xppxf1W9erdFomcy4ZPayGenuj7zpQsKstvbtPAKSUIjHNSU+H3xw6ckemya9bVIvVZiFvdCrN1cYaRMZ6YlZ62n2k5RhTXmPfjLTWtDf0Mv54oyvt2Z+bYm7LiulUHH2MqMRUJ8qi0GFNYnJsBshhTImHfnUisaJFmdEVstMGGQITRxdlUWQWuWna2U3RJOM1YHdaOfmqcbzx93Vs+qCe2i1tjJqcgd8TZOVbVZTNyMJiUZx89TgUio3v17H5w3qqt7Qx7bQiiiak8+pf1vDY995HR1ZBOvfzUwkFQnS3+SgYl8aOVU3osEZZlNl1/azPTjY/1GQWuWmq6kJZlDlLEYwh6v3RsPJQ2Z99rPpOLEjJSqClxiiAjor+7DxdAU6/YSKuyMQSCYDEoTbiA6Boa/grvzubzMgnlYREGx2R9aZsdivHnlfa7zhnot1MxR8s0Tfd2ALoqKRU49Ntc003k07MN7NEPe0+jr+oDJvDajZfa6zoND+FpWS5SIgsnhjV2+nH7wkOGKyk5SWaPUfcafGBmMWiSEpzEPCF4praxX5S3l0AlJjiILPITUt1t9HQbR+W8RBHluMuLMPT6Y9bC270rGwyCpJY8WYlHY0eJs7Nx5XsYP7jG1m7oJqiSRm43MZrq2BcKusW1BAOa0qmZTJqYgazzi6mt9PPuONzWfDvTWxZXk9yRgI2p5Uzb57Ev3/0AeWrmxlzTA7Zxe64oB+Mi3tTVRdpuYlHTJuCQy26Pln+2F0BkCvZQXJGAplFbiadmE8o0mBWAiBxqI34AKinw49SkD3KbfbMcCTazFkVNsfhUzibkpVA/tjUuC66UUlpTspXNRMKhskelUyC226sRF7o5thIoBZN8zdUdJq9NI0AyI6vJ0DAF6KpqpNoPWn6AMGK1WohIz+Jng7/gJ17kzMS+o3tJ0bqmKx2i1lTNZhRE9Npqe4mNds1IhbMFIZoXVospRRTTilg8ZPGKukF49PIyE9i8ZNbCPhCjDtu11Bq2Yxsaja3Y0+wUhCZfXTiFWPN7UUT06lY24Kny0/2KDcpmS7KZmSxY2UTk07M77fILBjLU6xdwD51DR9pJp9YQGIk4Il11fdn40iwoZTC5rBitVuOhAVRxVFOAqAOH65kR1zDMKfLZjZBPJw++dnsVi7/Zt9FeQ1JqU6zADo7Mn38yu/MJinNaU5PtTutZBS4aazoNLMyKVkJJLjteLsDbFxax+IntzAj0rsnLW/gbM2EOXlmX5C+jj2vtN+6X9HHSstxxTWTHEhRZNXqvan/EUefCXPyWPrcdpRFGbOOrBbGHZ/Llg/r49ojlM3IYslTWxk1KcNsGxErf2wam5bVU98TYPrpRvHynItHk5LlGrAgH3YN70TXxRJDyyhIipsqHxXN1EUlJNklAyQOOQmA2v1mI8Go2KmtR8psouhUeKvNQnq+ETwMNIsqtzSZ7SubSM9PwmY3ahkSkuy01ffS2WQM+61fUoPNbjEX6uxroPqkqIE+SUeH7gab1RWrYGwaDpdtv6yKLo58zkQ7x55Xgt8bMtsYnHTFWGadVRzXmiIl08Wp146PG3qJZRb9asyh4Iz8JE6KyRL1lZLl4tKvzSJngJlkYt9Es85CHEojPgDq7fQNEADt+rEcTkNguxOdCp9ZmLTbfje5o1PZ8H4d21c0kpxlDDNFP41FZ3EF/WGj58cQ2ZrhimaAUndT/xNld1r5zM9OwJE44l+aIiK6xl2UI8FmLkUTa3fT0tNyE83X+Z5kdPr2kxL7R2q2i4o1zSz472amnFxA1ii3DHmLg+7IuLrvZ77eAEue2UrN5jZ6Ovz91jaKD4COkAxQJIjLGuLNffxxuSRnJNDd5iM10gk2wW0n4A2Zhd+wa12t/SE6WyyzcOBmeX25kh3StFDsV0op8semYndad1uILw6O0z49gcknF7Dx/Vqeuucjljy19VCfkhiBRuTHbJvdytoF1YCxSGds0z6I7+1zpGSAokWHuSW7T9fbHFbmXj6Gtx5eT3Kkc2t07aDWuh6KJqZTvamN9PzhBSvDkZLp4urvHydLUYhDau5lY+hu9Zk1ceLQSUxxcNqnJzDn4tFsX9m4X99vhBiuERkAWe0WMgvcVK1rAc1RkQFKyXJx2TePIbds6HqFscfm0NHooXS6Ua8TDYDCQU3+mFSOPb90v898kUJScail5yUNumSHODQS3HamnFJ4qE9DjFAjMgACyClJZv1io+FeUp8MUGwR9JGSAQLM6b9DUUox+1Ol5vfRAAiMJov7o02+EEIIcTg7cq7u+1lOzFBRYt8MUMwQ2JEyC2xfxDYcHKjJohBCCHG0GbEBUHbJriGZo2EIbF84k3Y9374NzIQQQoij0YgNgDIKkoyGaQoSU+KXXIidgm0boNvx0SZuCGyQ3j9CCCHE0WTE1gBZrRYyi9x0tXrjukBHt9mcVnOhxKOd3WnFYlPYHVbszqM/4yWEEEKM2AAIYNpphXQ0eQbclpBoI+APDbjtaBNthti3Xb0QQghxtBrRAdDEufmDbovtBTQSuNMTSM6QAmghhBAjw8i6yu8BZ6KNcEgf6tM4aM69dQo2uwx/CSGEGBkkABrESCsGTsl0HepTEEIIIQ4aCYAGceo14wmFwof6NIQQQghxAEgANIjY5oBCCCGEOLoc/U1uhBBCCCH6kABICCGEECOOBEBCCCGEGHEkABJCCCHEiCMBkBBCCCFGHAmAhBBCCDHiSAAkhBBCiBFHAiAhhBBCjDgSAAkhhBBixJEASAghhBAjjgRAQgghhBhxJAASQgghxIgjAZAQQgghRhwJgIQQQggx4kgAJIQQQogRRwIgIYQQQow4EgAJIYQQYsSRAEgIIYQQI44EQEIIIYQYcSQAEkIIIcSIIwGQEEIIIUYcCYCEEEIIMeJIACSEEEKIEUcCICGEEEKMOBIACSGEEGLEkQBICCGEECOOBEBCCCGEGHEkABJCCCHEiCMB0GHE093F9k8+PNSnIYQQQhz1JAA6jKyb/xYv/OZu/J7eQ30qQgghxFFNAqDDSE9HO2hN0O8/1KcihBBCHNUkADqMeLu6AAgGJAASQgghDiQJgA4jnu5OAEKBwCE+EyGEEOLoJgHQYcTTZQRAQQmAhBBCiANKAqDDSHQITDJAQgghxIElAdBhxNMtNUBCCCHEwSAB0GEiHA7h7ZYMkBBCCHEwSAB0mPD19IDWgARAQgghxIEmAdBhwhOp/wEJgMQuTZXl6HD4UJ+GEEIcdSQAOkxEZ4CB1AAJQ0djA49/+0vsWPnxoT4VIYQ46kgAdJjwdu8KgCQDJAB62tsA6O1oP7QnIoQQRyEJgPazBY8/xMt/+BUBr3ePjosdApM+QALA7/UAEPDt2WtJCCHE0GyH+gSOJlprNix6D09XJ92tLVz1w7uxORzDOjZ2CEwyQAIwF8Xd02BaCCHE0CQDtB91t7bg6eqkdOax1G7ewAfPPUnFmpVsXPzekMd6pQZI9OH3RDNAvkN8JkIIcfSRDNA+aqzYQXJmFq7kFBortgMw57KrSUpNY/mLT/PhC09hcziYePI8lFKD3o+nuwtXSiqezg7JAAlgVwYo6JcMkBBC7G+SAdpHz/ziRyx/8RnACIZQipySMk674RZSsnNIzsgi6PPh7ene7f14OjtJTEnFYrURkgyQICYD5JUMkBBC7G8SAO0DrTXe7i66WpoBaCzfQXpePg5XIq7kFG7540PMu/EWALqam3Z7X97uLlzJKdgcdkJByQCJmBogKYIWQoj9TgKgfRAOBdHhsFnA3Fixg+zSMeZ2pRTJmdmAUR+0O56uThLcyVhtdoJ+CYCEBEBCCHEgSQC0D4J+Y6jK09mBt6ebzqYGckrK4vZxZ2YC0NUyRAaopxtXcjJWh0MyQAKQImghhDiQ9ikAUkpdpZRar5QKK6Vmx9x+vVJqVcy/sFJq5gDH36WUqonZ71P7cj4HW2wA1F5XC0BmUXHcPklp6VisVnOYbDC+7m6cSW5sNrt5v+LAiG05sL9VrVvN+oXv7pf78sk0eCGEOGD2NQO0DrgcWBR7o9b6P1rrmVrrmcANQIXWetUg93FfdF+t9Wv7eD4HVdBvfDLv7eykq80Y4nJnZMbtY7FYSUrPGLAGSIfD6HCYgN9HMOA3hsDsUgN0IFWuXcVfv/CZIQPSvfXJqy+w6D//3C/3FfBII0QhhDhQ9ikA0lpv1FpvHmK364D/7cvjHK6imZpwKEhrTTXQPwACSM7MpmuAGqAFjz/MEz/5Dr5uY4ZYQpLbCIBkGvwB01SxAx0OD1mTtbe621rp7Wg363f2hW83NUBaa7Z8sIRQMLjPjyOOTOsXvntAs5lCHO0ORg3QNew+APqiUmqNUuoRpVT6YDsppb6glPpYKfVxU9Pu62kOltihqqaKHSiLhcTU1H77JWdk9qsBCvi8rH3vbZp3VuDtNpbBSHAnY7M7ZCmMA6gzkok7UFmV6Ppd7Q31+3xfu4qg+9cA1WzewMv33cum9xf229bR2MDfbruBpqqKfT4HcXjqbm3hjb/cx8Yl/X//QojhGTIAUkq9o5RaN8C/S4Zx7BygV2u9bpBd/gqMAWYCdcDvBrsvrfXftdaztdazs7Ozh3rogyLg33VhaqosN+p9LNZ++yVnZdPd0oLW2rxt20cfEPB68Hs8dLe1ArEZIKkBOlA6mxuBAxMAhcMhetvbAWivr93n+9vVB6j/uTZXVgCwc/3aftuaqiroaW9j89LF+3wO4vDU29kBxC+iDPx/e+cd31Z19//3kYemJe+94ixn7wEhg70LtKXQQgt08NBfS0v7lJY+LU8XdPdpSyctBVpWKVBWWYGwssnew4ljxyveS7ZlW9b5/XGHJdmyncTBSXTer5dflq+kq6Nj6d7P/XzHoWTjOp69/96xGJJCccYxrACSUl4kpZw+yM+LI9j/jQzh/kgpa6WUfVLKAPBXYOHIhz72BDtAzTXVg4a/ABJSUvH39oTY1XuDlsdorqkCwOZyEatCYKeEyn276fP30lavC6ATSCyWUvLe4w9TW3po0Ps7W1vRPsojc4ACfX349PDnwY1r2bfm3ZD7e4JygILFM0BD5VEAKvcNFEDG6vFHtm2mvbGBXe+sHPB8xZmN4RqHN1it3Leb8p3bQi7OACr27qK96dTkvSkUZyqnLAQmhLAA1wP/HOIxWUF/XoeWVH3GECyApAzgSkoe9HEJyalAfzPEXp+P8h3bzIqxpup+ARQTF3dCIbBAXx9r//W4GYI5E+n1+Ti0eeOo77etvo6nv38Pu1atDHKAjr+0vKutlc0v/5v9694f9P4O3cmDkTlAW159kYe/9l8EAn1sevFZ1j/7pHlfoK8Pf083MXFxyEBgQK5PY2U5oIW7dr2zkmfvv9f83HTp7kBd2WFe+PmPWPnnB9gfJq4UZzZd7ZoAMvIHDbo7OwZsl1Ly/E9/wOaXn//wBqhQnAGcbBn8dUKISuAc4BUhxBtBdy8DKqWUpWHPeSioZP7nQohdQoidwPnA105mPB82/rCrrKEcIMBMhG6qqULKAIWz52l/V2sJ1FoVWPwJOUC1Rw6x4bl/cvgUCIgPi13vrOTFX/xo1K9Um/UWBWU7t9LdoZ0gTiQEZrg6nRFEpiE+Y+PiaTlWM+hjpJQ0VlYAUHfkMF1trXibmmitr6Pl2DFTxBjujzNRE9X+MMHWWHGUzPETAVj54O8o37mNpiptv4YDBJoIsjqdvPf4w+bJEeDA+jURnSyAPr/fDLOAFnJZ98wTKun6NMF0gIL+p9DvCBn3g5ZL1tvtCxHoo4kMBCjftV25jIozjpOtAnteSpkrpbRKKTOklJcG3feulHLxIM/5vJRys37701LKGVLKmVLKj0gpBz9rnKaEn5RcSYMLIKfuDBkHIEPw5E6ZDkBzdRVCWIi32YmNizuh1eAbK7SQSFfQgW8sKNm0/oT74NSVaVq5q210K1ta62sBKNu+xdx2IiGw1jpNAHUECYxgjFyuzImTIobA9q97n0f/+4vUlx8xw3ENFWV0tWnhMyMc2uPTEqCdSVpdQLBg62xtoau9jcnnLsPmdIF+4jGEXmdbK4kZWbjTMkgfN56P/c8P6WhpNv8vPq+X137/S1Y/9feI7/WDF5/hka/dYQqyXaveYP2zT1G574wyac8KOlqaaQ5zFA2B0x0WAjNCqsGhsQ49Ly1Y0I4m5bu28+x936WmZLiCYIXi9EJ1gj4JjBBYTFwcENkBcngSQQg6WnQBVFWJEBayJxUDWpdoq8uFsFhOuAy+Ub/6942xANr22susffrxE3pug1615PMOvXDs8dKmC6Bg9yI4BFZbeohAoG/Y/bTqoiZSmNH4/+ZMnkZ7Y/2APAyAXW+9DmhizxBmlXv7RYXh4vR06gLIM1AANehiNzW/kKWfupWLPv8loD/s1tnajMOTyA3f+wkf+58fkjVhMjany2zVcHDjWvr8fqr2743Yc6py7y583naOHT4IQPnObdr2fXsiTY/iFPHOo3/hhZ/9MGSbkU8Y/l0xXL7g7Z2t2ue16zgEUJe3nY0vPMM7f/+rKcojYbidxudZoThTUALoJDBCYEaIK5IDFBMbiz3BbZ44m6oq8GRkaIufxsUDYHM6AS18ckICqELLCRlt8XC8aIvD1h+3ExUI9JkuVvhV7cnSWjfwwGwIipbaYzz+7btGFDpsqRtGADU3Y0twk5Kbp71umAvUcqyGir1a0nJdWanpCFbs2Wk+xgiPdZshMF0A+YIFkPa/Ts3NZ+ZFlzHr4stxJSWbJ6rO1lYcHg/utHQcbq0tgycjk5Za7US1f+17CIsFf0/3oFftMhCgtvQwAJV7dtHr81F1YB8AVWEO0IH1qyn5YN2g86EYHRoqymmuqQ4Rq6YDFCkEFvQdMpyf43GAdq16gzVP/Z2tr77I3tXvDvlYI69upL216o+WjeiCQ6E41SgBdBIYDpA7VSvLdyUPngQN2onMFEDVlSRn5yKEwK73DbK5EgBO2AEyqoLG2gEyDrwNx9mDpuVYjRn6C69sOVla62tJ1xepjYmLw+FJNAWQGdZq7hc1gUDfoPkMhqDpamsdNBfG29yEKzHJTG6vLwtJf2P7ylcQwoLDk0jZjq3mdkNsxNvtppPXq/cAMgWQPl4pJUe2bcKW4DZDqwCJWdkhITCHOzHktT0ZWbTWHqO9qYGKvbuYc+lVIARHd+8knOZjNeaJtWLvTir27SLQ5yctv5CakgMhSfprnvoHqx7+87AntEDf4HOqGBoZCNBSW4OUgRAhbzpAYd8VI8ct+DhgtGboamtDBgIjet26slLcaelYnc6QCxIp5YD/o9Fbq6N5eAHUVl/HP755JyUb149oHArFqUQJoJPA39uDsFhw6s5PpBAY6AKouYlAoI/mmiqSczSXwLhCtzldAMTExePv7Qk5yJTt3GY6A4PR09VpVpiNuQDSHaj68iPH9bxgwXQ8AujA+jXD5h601dWSPq6IpKwc3KnpxNvspqNiiFLjNaWUPPzV29n2+n8G7Kel7hhacSN0trUMuL+jpQlnUjKp+QXE2+1UHdhr3rfxhWfY8soLTFm6gqyJxWaoK9ZqRcoAMXFx5BRPM7ebDpCeA9Te2MAHLz7LBy88Q9mOrSy+7gaEEOb+kzKzaT5WTSDQR1db24CGnIkZmbQ11FG+YxtIyfTzLyZj3Hgq9vYLICklDRXl1JaWAJA3bSbVB/ZTsnEdsXHxLLj2evy9PdQe1u7v9floqTtGR3MTVfv3Egl/by8PfvEWdr/zZsTHBNPZ2hL165/5e3upLz9Ce2ODeUFkCFzoz/Xzd3ebzlCf30+vT/vcBIsWI2dNysCIndn6slLSCoqwuRJCvo9Pf/8e3nn0LyGPNRyg9qbhk6ybaqpASrxnQEm+ECJDCPGkEKJUCLFFCLFeCHGdft8KIcR/wh7/qBDi40F/pwkheoUQ/3Wcr7tMCLFVCOEP299sfQx79ObBN0R4vlUI8bQQ4pAQYqMQojDovluEECX6zy0Rnv+oEOKIvj7nDiHEhUH3vSuEOCqCDj5CiBeEEF79tkUI8YDeK3CXEGKTEGLcYK9zPOMOe9zr+rj2CCH+LISIGWrehkIJoJPA39NNbLwVT3oGDk8i8XZHxMe6kpLpaGmhrb6evt5ekrNzgSABpDtAsXo+UaBPcxiklLzym5/x/hMP09vTzQu/uG9A9Y7hGsTExY2pAAo+AB+vAKo/WoYQFoSwHFcI7O1H/szml/8d8f7enm46WprxpGUw/+rrmH3plcRZrWYOkGHbG45Hb7eP1rpaM/fFwN/Tg7epkbQC7btsXFV7m5vM0EJHczOupGQslhiyJ00xRUF7UwNrnvo7k85ZyiX/9RWSc3LN/eYWTwM0FzElN5/m6koCfX39SdC6A7Rr1RusfvJR1vzzH2RNnMycy68KGV9SVg5dba201h5DygD2MAcoMSOLQF8fJR+sI85mJyUvn/wZs6nav5f1zz5Fn99Pyca1/P0bX2L9s08SGxfP7EuuwN/bw+533mT8/EUUzJgNwOb/PE9nWyuNlUfNBOwDemuAfWve5a2H/hDy2q11x+hsbeHIts0R/0/BPP39e1jz9GMjeuzZytZXX+Sxe75qhkyBkMrC4FC3cTs4HNY1SA4QjKzAoLfbR3NNNemF47A5XeYxpa2hnqr9eziwfnWIk9ReP/IQmJH4P9ou72ijn+BfAN6XUhZJKeeh9bXLHfKJoVwPbEBbDup4OArcCjwZtr0T+IyUchpwGfAbIUTiIM//HNAspZwA/Br4GYAQIhn4HrAIrefe94ZYfeFufS3Pu4A/h93XAizR95kIBLezuQHIBmZKKWegtbdpifxWhx/3IHxCSjkLmA6koc0zRJ63iCgBdBL4e3qIjY9n4TUf56Yf/zrkijwchx4CM67wTQfIkwiA1XSA4vR9a1d13uZGfB1eakoOULV/L4c3b+BIUDUT9FeAZY6fNKYCKFi4HLcAKi8jKSsbq8s1ZB6TDAQo2bSeI9s209vt0yqihnjPxgHXk57BzAsvY+7lHyHWZjNDSoYDZIy9s7U15HnmfhrqQEqyJxebzwv09fHUvd/gb1/5PGv++RgdLc2mYMmZPJWGyqP4vF7qjmihsLmXf4SY2FhT/MbExZE1UdufOy2DlJw8+vx+mqor6ekMLYOvLz9CnNXGFXd+g6u//u0BHccTs7IBzFydwRwggLIdW8ksmoDFEsPCj3ycSYuWsO6ZJ9j+xn/MPKjmmmrSxhVRMHMu+dNnsfRTt3L5l7+Ow+1h0XWf4PCWjTz5na9Tp/+PM4omcHDDWgJ9fexf+x47V70Rkq9inLirS/YPGwYLBPpoPlY9Kp20z2SO7t6BDATYqSfNW2JiaD5WzdqnH+PA+jX42tvMCy5fh5em6sqQ719ICCyoajHcufT39PDCL+4L6b/VUFGOlAHSCsZhdbpMsWJUUXa2tpjLrPT5e/Hq36HjEkBj7FSPgAuAHimlefKXUpZLKX93HPv4JPDfQK4QImekT5JSlkkpdwKBsO0HpZQl+u1qoA5NAIRzDWCUeD4LXKgLukuBN6WUTVLKZuBNNCE1FOuB8LH/E00MgrYYevAVaBZQozc3RkpZqb/WSIg07hCklIaKjwXiAalvH3TehkIJoBHQVF056KKDhgCKs9rMPKBIuBKTCPT5zSs6wwWw6w6Q3RUqgIwTSONRLeG1q72NXW+vBPotZ3N8NVVYYmLJHD9hTJOgjQOlMymZxoqjBPpGnujYXF1Jck4eNqcz4tVhY1UFT977DV765f28/qff0FY/fNivTc+bcKdlmNvirP0CyChdN3InjEqZ8CUzjPyf7MlTAU0AlW7dRFt9HQkpaWx8/mkAU9DkFE8FKaku2WeG91LzCgBMAeROTScxM0sfXzoFM+eAEJR8sG6AA+Tr8JKYlc2U81aYjTWDSc7SjlGG6+TUhbWBJ0N7nUBfH5kTJgFa482r7voWWRMms/vdtziyYysFM+eQkJJGwYzZWB0Orr/3fhZe83FiYrXP5Xk3fobLvniX1oDx7TeIjYtn7hXX0NXeRv3RMpqqKpGB0HwVQwB1NDcNWBMvHCNP5VSVbJ8J9Pn9Zvi0+uA+4qw20gqKqNq3mw3P/4vtK/+Dz+s1PzsH16/hka/dERKGDA+BGRdahsA3WP/cUxzevCEkPFlfpgnb9MIibE6X2VTxyPbN2BPcAGYOW3tjI0iJ3e2ho7lxWIFrfK/GulhjBEwDtg7zmKV6mGi7EGI78BHjDiFEHpAppfwA+BeaM2Lc93Tw84J+PjPSwQkhFqKd/A8PcncOUAEgpfQDrUBK8HadSgaKm3AuQ3PCglkFLNNDTzcCTwfd9y/gav39/EoIMSdozMO970jjHuz9v4EmANvRxNIJoQTQCHjmvu+y7pmBrlpvTw+x8dYR7cNIWD28eQOJGVnY9ZCXEQIzHCCjKsxIsDaSmwEOblgD9HeUNvA2NeJKTsbuTsTf2zNo+fXxsvbpx3jmR985rucYQiRv6gz8vT1m75Iubzt/+8oXTHciHCklbQ31eNLTtQNuh5dd76zkjT8/YD7m2OESHv/2XbTUHmPc7Hn6VegR/XUjH0xbgxwggzirDb+RA6QLIKOhnHGF7G1qpKm6kt/fdiMv/vJ+3n/yUWJiY8mdooWsOlqa2fnWa7iSkvnMz3/Hlx95mrse/zcTFmitrzInTMISE0PVvj3Ulx/Bk56B1aFdsRsCyJOegUcXZp60DBJSUsktnsb+te/TUlNNrNVqPgcgKSPYaQ7Fk5FFTGwsZdu1MJMjTAC5kpOJiY01xxbMlKUraDiq9SKauuwCPvfAXzj3+psivtb4+YuxxMRy7NBBknPzyBg3AdDaCRjCx+huDtBS2+/mVB/cH3G/0C9IOyP0WooGaktL8Hd3mw5PYlY2SVnZWvWflNSUHEDKAImZmut3dM8OQBNLAHE2Oz5vO+ueeYL3Hn+YrtZWUvO0xPzgUvj6o2Vseuk5YmJjqdq/xwxr1ZWVEm934E7LwObSHKA+fy/lu3YwafES0vILKdu+Rfve6t+v7ElT6PP76WpvI9DXx8oHH2DHm68OKBYwWlKMdqXnqUYI8Qc972RT0ObVUsrZxg/wUtB9N6KJAdAcEzMMJqW8Ifh5QT//GOFYsoDHgNsMpyX8IYNsk0NsH4xfCCFKgceBH4fd1wesQRN1dillmbkzKSuBycC30ZyYVUYO0Qje94jHp/cczAKsaG7dCRGVAkhKSY+va0SJln1+P97GhkGvXLUcoPgRvaZxJd9cUx1yAjJOVMFVYNrrag5QQ0U5drcHq8Np5lu0DSaAklKwJ2j7GA17uebQQbMx4UgxnBujv1GzfhKsLyulpbaGQ5sGr/zoam/D39ONOy3DtNwPbdrAgfX9i3mW79yGv7ubT//0t8y46DJzG0CXviDk0d07efnXP2Xtv7Q+RIFAH3vfX4U9wW3OPxCSA9QR5gAZzoMMBDiwfjWBPj+Ht2zE29TItXffS0JyKlank+qD+ziyYyszLrwUS0wMVocTYbEEvYaN7MlTOLR5I/XlR0jN788DtLlcJGXlkF5YREpePu60dHJ0Z2nyuctoqqpg7+p3mL7iYmKt/QLbuOIfjNi4OCYuWmIKCMNZNLBYYnCna2GwzPGhAmjyucuwxMSAEBTOmktMbNyQ4Vyrw0H+jFkApOUXkpSVTUxcHIc2rTfXQmuuruTZ++/lzb/8npZjNaTlFxIbbx02Yd3opaStqzayqrFen4/9a987a6rMKvS+UHOv0NabTsrKMcUOYCZFG2HNY3pSuvF9TUzPwNfhZd+ad9m+8hW8LU0k52gCKDgEpv2/JOd98hZ83nYaKsqpOXSAw1s2kl5YhBBCzwHyUlt6iF5fFwUz51A4ex4Ve3fxwC0fZ/PLzwH933lvUyNNVRXsenslbz30R/7zm9A0jn7X9rQXQHuAucYfUsovARcyeMhpMD4J3CqEKEMTRrOEEBPh5BwgIYQbeAX4rpRyQ4SHVQJ5+uNjAQ/QFLxdJxeIFGu+G5gAfJf+sFQw/wR+R7/IM5FSdkspX5NS3o0mnq7VxzLc+4407kGRUvrQ5nbYhdkjEZUCqLujg9/dcj07V70e8TEbn/8Xbz/6oHnAGMyS93cfvwCC0BOQ3a1ZyjbTAdIFkO4ANVaUk5ZfaIqm5Jw82hrqQg723uYmXEnJpojytZ+8API2ablHIy2bhf6DmjFWoy+NUb2iXbnKEHcAgsJUqf0OUHt9Hb2+LtPN8nV4iY234k5NIzlLc1DKdAHk7+7G29zEM/d9h4Mb1ph5E1teeZGakgOcf+vtoeLEZqPH14WUEq9+wu3uDM0BAji8+QNi4+L53G//ym3/9ydz6RKnJ4kj2zYTExPDzAsjh9AnL15KU1UFTdWVpBUUhtx3809+zbmfuAmb08UXfv8wuVO1ruCTFi9BWCwkZ+ey7KZbsVhiTFEcfBIcjFkXXw6AEBbTYQwmKTMLZ2KS2bfKwOH2MHHREvKnzTQdyeGYMH8RACl5BVhiYkjJyad853bz/ppDBzi6awcHNqzW2j7k5JFRNIGju7YPaL5YtmMr3XrjR69eSeTv6R7xciUHN67llQd+QdX+M7tJY29PN+8/8Qi73n6DlNx8is9dCmgVfkl6jtd4fd5BS2yH/o70RqjVk5FJR0sLrbW1+Lu78Xd340pOweZKoDMoCbq29BDJWTlMXHguAOuffYqn7r0bhOC8T2oFQlani0Cf36xCTcrKYf5V17H0U7eSkpNn5iNmTZwMaBcURhf0nOKplG7dZP4f+/x+M0/odE+CBt4GbEKILwZti1zlEoQQYjLglFLmSCkLpZSFwE/Q82ZO1AESQsQDzwP/kFI+M8RDXwKMCq+PA29L7YTxBnCJECJJT36+RN82KLq79FvAIoS4NOzu1fp7ClnsXAgxVwiRrd+2ADOB8hG+70jjDt6/S3fADJF0BTC0rTwEUSmArA4HwmIJETUbn/8XJUEOxYENayjZuK6/h0brIAKop4e4kQqgoJ4twQ5Q1oTJjJsz3zyA9DtAfmQgQEPlUVLy8imYMZt4u53iJcvwd3eHuDwdzY3aAc45eg6Qt0mL7fs6O9j+xiuUbt007HMMAeRJz8Tu9pghMKMBX23pIXasfJVHvn6H2X8H+vMC3GnpmuXu9Zoul2HZ+7zt2HSHKzEzEyEseBv7S2nry0pBSjKKJtLZ2kJPVyebXnyWcbPnUbxkecg4tRygbnq6usyTR3gOkDbeElLyCswqPwNDzE5bcdGQrQ8mLjrXLJs3qscM4u0OM68mGIfbw7XfvJePfvv7xFlt5ni19x3ZAQLIKZ5GSm4+drc7RPAZLP3UrVz11W8N6u5cced/87H/+eGA7ZGYuGgJWZOKGaeLwrSCQrNyMa1gHIc3f4CUAbo7OmirryMxM5uZF11GQ0U5L/3qx2ZopK2hnud+/L/mxUjwelXh+SqRME6qpSOsMjtVVB/cH3ENuKGoKyulx9fFoY3r2PTSc8iAZPYlV5Kck8eKz3yeGRdcQt7UGeROnc7ymz9r/m8NB8jAmFNPeia9vi6CoyNOTyJ2t4euoNBibekhMoom4EnPICE1jZIP1pGUlcOtv/wDOZOnAJpbCf3NN13JKTg8iSy85uNccefdxMTF4UxKNkPM7U2N5vd91kWXE+jzm66ft6kBKQPExltPewGkn3ivBZbrJeEfoDkh3xrB0z+JJlSCeY4RVoMJIRYIbY3N64EHhRCGsv8E2hqbtwa5J7P15/xQCGHkIP0NSBFCHAK+Dtyjv6cm4EfAJv3nh/q2iOjzcB/wzfDtUspfSinD+xmkAy8LIXYDOwE/8PuRvO9I49bf33b9phN4SWjrh+5AywP6s/6YSPMWkdgRDuysQlgs2BPcISe7La++SN7UGUxccA5SSpprqujr6aVdP8kO6gD19JgHiOGIt9mJs9nx93STPq7I3G5PcPPRe75v/h0TlAPUVF2Fv7ub1LwCpq+4mGnLLzQTHdsa6rEnuOnp6qSnqwtnUrI5lkj2cm9PN0JYTJcpEr0+X1BL/XY2Pv80iZnZFM1dMOTzDOFlc7q0vjRhDpC/p5u1zzwBer8Zjx6SMfIItMZrLq2qSxf+na2tuFPT6Wpvx25UysXG4UnPMA+00H+AzimeSm1pCdUH99PV3kbh7HkDTvhGErRXb9zmTkvH26QlcHa2teLwJJo5KOHCBTQxKywWFl4zdKsJZ2ISedNmcHT3DtLyC4d8bDBFc0LnOc5qw+dtH1YACSG4+AtfHpAkb2AkYQ9GeFXZcDjcHj71o1/271t/f66kZDKKJlBffkTrat6nCfnEzCymLj2f7g4vbz/yIAfWr2bq0vPNnkLGMh1GCAy08u3wk/xgdOhl3ke2bmLZp249rvcxWgQCfTxz33dAwvm3fmFQZ7Cx8ihNVZVMXHSuua2+/AiP33MXsy+9kq72NuxuD59/4K+myJl35bXmY2/43k8BSMnNp+FoGc6kFGLjrSGLMsfExoaIcmdSMh3NTTgSE3G4PXS2a8cxb3MT3qZGMoq0BXXzp8/iwNr3uequb2nhdh3DVW6oKNdz0vrvS87O4eIvfJnOtlbzosDb1EhnawtWp5OieYsQwkLF3l3kT59lfs/T8gs5VlqClHLIUOtYo69NeWOE+94F3g3bdqt+c0BSrl6dNHWEr7uJQcrtpZSPo+XkDPac/w267aO/NDz8cQ8DDw/z+reG/f0cmoBDSrkiwnNc+u/XgcihlaFfd6hxz9Z/1wKDnogizdtQRKUDBNoB3LCDZSCAr72dni7Dhm/E392NlAHqyrQk+56uzpAOuKDnAMWNzAECcCYmkpY/jrghEqdjdVdg2+sv89i37kRYLGRPLMYSE4PDk0iCXm1mtp/Xr5gNixsiL4j6ws9+yBt/+s2w42wPKmftamujs62VurLDIeGwztYW1j3zpJmsDVpiY7zdgSUmhqSsHFP4tByrNoWET6+mC27q1lpfR7zdgc3pClncE/pzFnzedvP9ASRla8ULxnw06sniRpLy4S0fAJCi5z4EE2e1gpSmC5Wck0egrw9/dzddba3aEhK645NeOFAALfjIx7jqq980BdxQLLj6oxTNW4hnBCfySMRZrcTGW3ElRu40bpBTPJUp56044dc6UdL0HKek7FyS9Iq0nCnTzNwQQ7zNvuRK3Gnp7FvzLgC1R7SeVkbZu7e5yTz5j9QBMhb7bKgojyj+TjUtx47h7+7G5nLx5l9+z9bXXg65X0rJa3/4NS//+qdmoriUknf/8RBSBtj7/tuUbd/CuNnzBnXvgkkv1C6g7AkJ5hI6hri1Ol3m98QSE8vMC7XIhcOdiMPjMefU6CWWUaR1SF/+6c9x809/O0CoG6H5xopyEpJTBgiWacsvZMHVHyUmVuuw3t5YT0ttDYkZWVgdDjKKxlOxR6t8NQoS0grHIQMBs2eYQjFWRK0Asrs9/e3kOzs0u14XQMZq7dCfYAhaeKRk03qzd4y/tyckSXU4Fn/0RhZ/fNALCpOYeE0AHVi/muScPG7+yW/Mq2voX3bDqAQz7H9XUoqZ92E4Me89/jDlu7ZrY29v4+ienSNasDC4pX1rbY3WmK+ry3Rcert9PP/zH7L+2SepOXSAvavf4eGv3UFnW6t58E3KyqajuYnuzk5aamsomDkHhycRS0wscTZ7yAKLbQ11eNLSgf5qOAOjcVu4AErWBVDGOO0A3u8AaQKodKsmgJJzB14QxNm0kJIRrkjRWxL4Or3aOlpujznPgzlA6YVFTFp83pBzaFA4ex7XffN/j9thCR9vYkbmsCfGsSQ1v7/E36hyy5s2k6K5CxHCYpbpC4uFKeetoHzHNjpams3vlyGAOpqbzOcP1m17MDqD+i+NtNniydBUXcWON18N2dZYqX3+rv7aPUxYcA7vPPoglUHrppXv3EZtaQlSBtj66ouAlvt0dPcOJp2zlO7ODnwd3mFdVoCJC88lp3gaNqfL/L4Y+WlW4yIC7Ts46+IrWPCRj5FWMA6H20NHSxOBvj5NAAlBuv79sbsSzDXsgjH239HSHHGtQ4OMoglUH9hHa+0xs+1C7tQZHDt0gN6ebs0BEsIUy6d7GExx9nP6HlFPMXa3pz+/RBdCxgrczUFJusECqHL/Hl765f3845t3Urlvt9kHaKRMW34hExecM+RjgvNCJi0+z7zaCx53bFy8mSPT7wAlE2u1EhMbi6/DS2+3j80v/5uSjdpClWU7tSUQjPc4FMENzYLFYO0RzQ17/4lHOXZI65Ts87ZTW3qI5upKqvbvDTn4grbQZ19vL0mZ2cy86HLmX30dqXn5IY3u2uvrSNAFUHhI0QhF+Tq8Zg6Qtn9DAGkl2I2VFdhcCTjcHuxuD226qzTYQdvIqTEEkFEh093RQWd7K3a3B3eqNp7BBNCHzcSF5zJ12QlXen4oOBOTWPyxG5m+4iJyiqeSP2M2xecuZd6V13DTj/8vJIdqynkrkDLA/rXva58pIfA2N9Hr8+FtbhrQbTuc3e+8yT+/9y3TkexobSGneBqu5BSzggq03JrGoDYSx0P1wf2sfPCBQYsAtr76Am899Ecqg5KujWakqfmFXP6lr5nrrPV2+9jx5qu89/jDuJJTmHzOUna9vRKf18v+Ne9icyVwxZe/TlJWNsJi0XpBDcOEBYu58Qc/Q1gsWJ0uYuPiTefT5nCa36GUvAKciUksu+k2YmJjKZg5h+6ODvateZeKvTtJyckj3mYf8rWCk+mHyncDTfA2VVfSWldrhi5ziqfR5/dTV3qY5poq3Knp/b2tTv9KMMVZTlTmAAE43P05QIYT1KOvv9RUU4klJpZAnz8kT8jIv+nt7ua9x/5mLoUxmgQLKmOZhGCEECSkpg1oP+9KStbKVhPc+NrbTJvdcIOMLq7GexyK4BCYscwGQN2Rw0xatIT9694np3gaVfv30NXebr5Ge2O9KXwMgWJckSdmZjFTL19/7fe/CjlRtdbXkTNFq4KyBfVDkmg5OVJKfO1tIQ5Q5vhJIAS502YAWjjSSMRMzMikq62VlNy8QXMM4nTXrqm6UmtiqVdF+Tq8dLW24HB7SJs+i5i4uJCch7Fi0XWfGOshjIgln7jZvH39d+8zb2cUTQh5XEpuPlmTiln3zBP0dHWSN20mFXt20lRTRUdLs5YL5nDSfKyax799F8tv/ix502aaz9/x1mscO3SQ+qNlpBcWaQ7QzDlkTywOKbN//U+/wd/Tw23/96fjzjXZ8ear7H3/beZdea25uK1BjS7+N/77aSomTcHqdNJQeRR3WoYpKJIys6kvP8Ked1ex6uE/EW93cPEXvkRyTh4H1q9m+8pXKN22maK5C4iJjeP8W26nsarC/PyPlISUVAJ9frMizOrqD4Glho17woJzSC8cz1t//QP+3h6W3/zZYfcf7MgOJ4Dy9f+RlAFzPGm6M9hYpeU/JefkmvtUAkgx1kSvA5Tg0Rt8+YMEUL8DlJpXYDoFLv0EaTQaK5ozn5a62uN2gEaC4QDFxMYOaFhn4MnIpHzXdna8+Sre5kbi7XazaZrRt8MoRTVK2Y3OrcZ7lIOs6mzgbW4037uRnBpntVF75DBV+/fga29jxgWXaPv3todUnRkHcCPn49DmDfrf/SXcSVk5tDfWm92Ue7o6B4TAElLTcLgT6Wpr1Rd89IecHDKKJvDFBx8jZ/JUs8GfcYA2Xiv8xGVghMDqykpJ1JffAG3B0T6/H4fbw5Sl53PFnd8Y9PmKk+fiL3yZvl4tf6z43GUA1BzcjwwEcCUl4/B4KPlgPbWlh9j+5mvm8zpamk33sXzXdnp7uunu7MCZmETWxMm01dfS0dKMlJKWYzWaM7kvtBjE2zxk4QtSSjNvJbxvkb+nh4ajZdjdHsp2bGXdM0/w/hOPUFNywGw2CJBWWER9eSmV+3bjSk7hy488TfGS5aQXFpE/YzYbnnsKn7fdLGsfN2c+86+67rjn8cLP3sE13/gubuP743DiycikYOackJJ50C6ezv3ETfh7e5iy9HzmjeD14u12M/Q6nABKKxyHVc9JMhwgd2o6sVYrDRXlWjuE7FzToTrTmiEqzj6iVgAZ/U583nYzz6S7qxMZCNBUXUVSdo7ZLyVNTzBsKC/D5kogrbAIn97xdLQFkLG/jPGTIu57xac/R2p+IW899Ef2vf+OuRo9oPf6aDWXbvB522mqqaKztQVXSqr5Hh+683NmvxzQQmSv/v5XvPLAL2itPUZCitbwz0hWzp8xi7rSQ+xb+x6xcfFMXHSuGW4LXibEuPqMs9oo1Ds22xLcJAQdPI11q5750Xd4/mc/ALTkWegXUFoisidkrS9bWG8bhydRc7307Ya1blx9GuuthWOIu662VpKycrA6tNc0Qp/hTQQVo09afiHLbv4s7rR0JizUwsJGzowrKQW7O9FMki3d+oHZS8ZIbrc6nRzdtd0MkzkSE81lSGpKDtDV3mY+P7jfV8PRMh684zMc3b0j4thaa4+ZjU9rDoUKoLqyUgJ9fSy76TaK5i1k0XU30NfbS1t9LSlBVXbpBeNoraulfPcOcoqnhThQ86+6jj6/n5i4OApnzeVksCe4cSUlE2e1kZydS1JmFnHxVj7+nR8NCJ8DjJ+3kJt/8hsuveOrI3LFhBDmRclwAshiiSF3iubIGjlAwmIhJSefsu1b8Pd0k5KTZwqgka5Mr1CcKqI2BGY0IOxsa+0/gUtJl7edtoY6pi2/QBMP1ZUkZedSvmsHgT4/SZnZplsBnIIQmLa/3OLIFZMpufnc8L2f8Ng9X6W+/AhpQQe6lJw8DmxYbTbe83nb6WjWkrbT8gvxNjbQ0dpCW30dNYcOMOviy/H39PCfX/8UhJYHI4SFvGkzCPT10d1RA0Iw/fxLOLzlA3ateoOieQuJt9mxuRIGOEDWoByej337B2Zr/OAE3iTdoWmsPMrcK65h8jnnkTVB64NkHBzdqWl6r6Y2c//2hFABZGBzJWgLkeq9lgz3abCkTugXQADJWdlmJY2RlxS+jITi1DD38o8w57KrEULgTEwy+/i409LNtcw8GZm01h7jyPYtTFq0hMNbNuJOy2D8/IXsWrXSrPpyJiaRXjQeS0wMNSX7cemfBU9GJgc3rmXxx24kOTvXXKT3yPYt5E+fNei4ju7ZqY8jw3SApJT4vO1mTmDBjNlMX3GRtq9tm6krOxwSckor7K96DA9lF86aS/q48XjSM4bNwTkebvrJrwftLRVOeEhyOOwuF772tmGToAGmr7iIXl9XyAVPal4+e95bBWhJ8sZFjnKAFGNN1DpA9gTtKr+rrTXkSqSpuhKkxJ2abjpAzsQkHLpgSszKNu1mYNQdIKvDwZVfuXtYe1pYLGbPk+Ars8wJk+ju6DBDXj6v16ymMYSBsR5Pu37yKN22ie7ODq766rfIKJqIlAG9rF47UNldCUyYv4iPffsHJGXlMOsireOwzZWAr72drvZ2U3yE5zCEL0MB/QnSruQUzrvx02RPmmIKpHi7A09GJlmTivVWBS39/YUG6W4cvN046Y2bM585l19N3tQZgz7eCIFpc5JNvJ7nY1SmjbQbsuLkMVyIxMwsen1dzLrkStLHjTdXs19y/U3YE9wcXL+GQF8fR3fvoGjufApmzMHf020m+Ts9ScTFW0kvLKKm5IBZ7Xj+LbcTb3fw/E9/QGdbK8164nulvijxYFTs2YkzMYmpS1fQcLScLm87b/7ld/zx859i00vP4kxKDvnOzbxIKzUPvhBJL+i/nRN2MSOE4MYf/Iwr7rz7hOdtMOJtdjMcPJr0O0DDt2GYsGAx1997f8gFT3AoOjknlzibHUtMjKoCU4w5USuAHMEOUFB7eCN0ZHd7cCX3CyAjLJKUmR2ysvhoCyCA4iXLR3QSLpg1l8UfvYFpyy40txl5Q0aFU3dnh9ldNzFDEx5GQzKjL8e+1e/i8CSSP30WC6/VmvsF9xUyHJHCWXP57G8eNEt1bS4XXe1tWvnunPnExMaGLDoaiXi7gzmXX80lt98Z4saAdnL4/AMPMeP8S3B4EulqbaWrfWgBZDhDTr1Pjt2VwAW3/teAfRsEb0/KyiE2Lo7YeCt1ZUcQFkuIwFV8OEw//xLmXnENF9x2O0II3GkZxMbFM27OAormLuDo7h00VJTj7+4me9IU8qbNIDYunr2r3wa0EBhA1sRiag4fNMOZeVOnc+3d99JaX8vWV1+i1ehKfuQw3Z1aOHjVw3/m2OESZCDA+uee4sD61RTOmkvWxGKkDPD3b3yJXW+vJKNoIt6mRjLHTwwJH8288DI+dd+vQnroOJOSsSe4sTqcgzagjLPahm1Ierpgc7pACPP7dbyk6LlRNlcCdrfHDKuNRsd6heJkiOIQWJADFJTDYvS6cbg9oQ6QLgISM7NwehKJiYujr7d31ENgx4MQgiU3fDpkW0puntnp2PjdXFOFEBY86dqJ3Sihb29ooMvbzpFtm5h1yZVYYmKYsGAx8666jsnnLDWFUqSQkM3l1hrZSUlqXgFf+MMjI3ZPLrj1v4Z9jD3Bjb+3x8zHiNR1O9wBGo5gB8hoqGh1OulobmLCgsXYE9wj2o9i9DDCSQZzLr+aSYuWYHO5yCmexp73VpnNEzMnTCLeZqdg1lwO60n2DncioDXC3Pb6yxz8YB22BDfxdgfZk4pJzS+ktrSE7q5O83tRfWAvtoQEtr/xH2oPlzB1+YWs+9cTFC9Zzvm33k6gr484qw2b08Ult9/JuNnzNCE0fmLIWIXFYi5lY24TgvHzFyMs4rTu3zQS7Alu7Zh3gu5Sam5/jyhDONqcLnz68jMKxVgRvQJIP8l1tbfR1d5mChrDObG7PWRPKiYhNY3UvALz8UmZWr8Od2oazTXVp8QBOhkslhgyxk+gcu9u0seNp2r/HpqqKrG73WZJtyFsAn1+Dq5fTZ/fb/YnslhiWPHpzwEMcIDCsblc5npcNlfCgFDXyWK8rtGLaLgQmHOkAkgvg7cluM0+J1aHJoCGWtxU8eERF281Q7ZGCGnnW69jc7rMJPdJi87l8OYN2BPc5snZaIRZX1ZqLvMAWsNMI4F6/PxFHNywloq9u8ylZ2oOHaCuvJS8qTO44s5vmCfq2//0KFa7wxQxRiuHkXDpHV854fd/OrHw2uuZuvT8E35+QmoaVmeoE6at+accIMXYcmZfmpwElpgYc3VkX3sbHj2sZYbAEtyk5hVw+x8eMRcAhP4SayMMNtSyFmOFkVCcOV5LdmyqrsThSTRL5YOXCzi4cR1CWAZNjDRCS0Y+RjjBgsQWIUH5ZDBet6mqkth4a8S5TszI0psejkwAxcZbQQgzFwm0/3dCahoFs4ZvRKf4cEnKyjHXvcucMMkUJ0XzFmKJiR2wUK3RSTo4HJs+brzm9ra1klYwjrxpM9jz3ioOfbCOzPETSUhNI+Dv4/xbbw8Jb9mcrjPewTlZUvMKzE7TJ4IQgk/8709YckN/n6jEjCwaK8ojtuJQKD4MotYBgv5u0F3tbWROmERTdSUttTXExMYSbw+tziheskyzw139ZdpwanKATpZxc+aza9Ub5E6dyZZXXqSjpZmU3HysDl0A1fcLoIo9O/XExIH5MqYDpIcXwgnuEmt3jX7YyBCltaWHhlx0dsYFlzBx0bkj/l8IIYiz2sxqNIALbtNCciezZIXi1CCEIKd4Koc2bQjpjWVzuphy3nJiwnJpcqdMp6m6MlQAFY43bydmZJI7ZRpP3Xs3na0tnHfjZ8ifMYu2+vrTovP32Uh4SX7ulOnsW/MuzTXV5rI2CsWHTVQLIIfbTWdrCz6v11zYsqu9Ddcgi/5lTZhsOiuAuVTCWOYARSJv6gy+9PA/Q9bbsrs9/Q5QfR1CWJAygAwEyAzLaTAYPgR2ah0go2NwzcH92F2RV0K3xMQcd+XWhZ+9I+SgPFjPFMXpQ85kXQCND20Oetn/+9qAx+ZOnc7OVa+HCqCCcSAESEliZjbphUWMn7+Yw5s3MG7OfNILi0K+34pTS+5UrfN75b5drH36McbPW3jaL/eiOPuIam/X4U6koaIcKQMhvX1G0gjPuGqJlJdyOhA8NofHY7pavd0+7G63+T7Txw3eF8R+HALoVDhAAPOvvHbAa40G05ZfqK72zyCKlyxn+vmXmMstDEXh7HnkT59F/ozZ5rY4m80MjRldii/63Be56PNfUp+DMSApKweHJ5FNLz7HwQ1r6PH5xnpIiigkqgXQlKUrzEQ8Z2KSubL7SNyECQvP4cYf/Nw8mJ6OGG3pQRN7MbFxxOpJnzany3SxjFyhcLImFjP53GXkTJ4y6P1GWEoIixleG20mLDyHpKzQ1gOK6MOVnMKld3xl0FBtOHZXAtffe39IiBM0F9eVkmo6oa7kFGZdfPlxrxOmOHmEEOQWT6OltgZPegYzLrh4rIekiEKiOgQ2YcE5jJ+/iMObN5o9O/zd3SMqg7ZYYgY0ODvdsFhisDqddHd0mAnF8Q4H/tYerC4XCUkp1B05HPEK2OZycdVXvxlx/4YrY3WdukRRiyWGT933f6ekwZsiulh2821qAc7TiNxpMzi4cS3nXn/TiDpYKxSjTVSfVYQQXPi5L2JzJZA5cTLxdgcdzU3mMhlnAzZXgiaA9ETmeLtdW5/L6WLq8gtIys6J2DBwOIwqMfspDgMOlQCtUIwUh9ujunyfRkxffhE2h5PiJcvHeiiKKCWqBRBAQnIql33xLgCseo6MI+HsOUjanAm0cqzfAbLpq8a7Ehg/bxHj5y0a6ulD71sXPqciAVqhUJzdxNlsTDmJ/kIKxckS1TlA4Ri5AWfTauCGe2I6QA5N5IWv2XUixFltWGJiT7kDpFAoFArFaKMEUBBGp+SzySbvL2XXHSBd5FlHQQAZq3iPdgdohUKhUChONVEfAgum3wE6e3KA7AlurYuyTXN+rMZ7HKW8mmu+8Z2IZfIKhUKhUJyuKAEUhBEesp9FOUDzrriGgplzzFLf0XSAgEGX0FAoFAqF4nRHCaAgrGehA5SYmWUuKglaGTyoyiqFQqFQRDdKAAVRMGMOzTXVZ3VSryHybM6z9z0qFAqFQjEcSgAFkTt1urlGzdmKsRyGcoAUCoVCEc2oKrAoI3vSFHKnTsedrpaWUCgUCkX0IqSUYz2G42b+/Ply8+bNYz0MhUKhUJxGCCG2SCnnj/U4FGcGygFSKBQKhUIRdSgBpFAoFAqFIupQAkihUCgUCkXUoQSQQqFQKBSKqEMJIIVCoVAoFFGHEkAKhUKhUCiiDiWAFAqFQqFQRB1KACkUCoVCoYg6lABSKBQKhUIRdSgBpFAoFAqFIupQAkihUCgUCkXUoQSQQqFQKBSKqEMJIIVCoVAoFFGHEkAKhUKhUCiiDiWAFAqFQqFQRB1KACkUCoVCoYg6lABSKBQKhUIRdSgBpFAoFAqFIupQAkihUCgUCkXUoQSQQqFQKBSKqEMJIIVCoVAoFFGHEkAKhUKhUCiiDiWAFAqFQqFQRB1KACkUCoVCoYg6lABSKBQKhUIRdSgBpFAoFAqFIupQAkihUCgUCkXUoQSQQqFQKBSKqENIKcd6DMeNEKIeKD/J3aQCDaMwnLMRNTdDo+YnMmpuIqPmJjKjNTcFUsq0UdiPIgo4IwXQaCCE2CylnD/W4zgdUXMzNGp+IqPmJjJqbiKj5kYxFqgQmEKhUCgUiqhDCSCFQqFQKBRRRzQLoL+M9QBOY9TcDI2an8iouYmMmpvIqLlRfOhEbQ6QQqFQKBSK6CWaHSCFQqFQKBRRihJACoVCoVAooo6oEEBCiDIhxC4hxHYhxGZ9W7IQ4k0hRIn+O2msxzlWCCEShRDPCiH2CyH2CSHOUfMDQojJ+mfG+GkTQtyl5kZDCPE1IcQeIcRuIcRTQgibmhsNIcRX9XnZI4S4S98WtXMjhHhYCFEnhNgdtC3ifAghvi2EOCSEOCCEuHRsRq0424kKAaRzvpRydlCviXuAVVLKicAq/e9o5bfA61LKYmAWsA81P0gpD+ifmdnAPKATeB41NwghcoCvAPOllNOBGOBG1NwghJgOfAFYiPZ9ukoIMZHonptHgcvCtg06H0KIqWifpWn6c/4ohIj58IaqiBaiSQCFcw3wd/3234Frx24oY4cQwg0sA/4GIKXskVK2oOYnnAuBw1LKctTcGMQCdiFELOAAqlFzAzAF2CCl7JRS+oH3gOuI4rmRUr4PNIVtjjQf1wD/lFJ2SymPAIfQxKRCMapEiwCSwEohxBYhxO36tgwpZQ2A/jt9zEY3thQB9cAjQohtQoiHhBBO1PyEcyPwlH476udGSlkF/BI4CtQArVLKlai5AdgNLBNCpAghHMAVQB5qbsKJNB85QEXQ4yr1bQrFqBItAmiJlHIucDnwJSHEsrEe0GlELDAX+JOUcg7QQXRZ88MihIgHPgI8M9ZjOV3Q8zWuAcYB2YBTCHHz2I7q9EBKuQ/4GfAm8DqwA/CP6aDOLMQg21S/FsWoExUCSEpZrf+uQ8vhWAjUCiGyAPTfdWM3wjGlEqiUUm7U/34WTRCp+enncmCrlLJW/1vNDVwEHJFS1kspe4F/A+ei5gYAKeXfpJRzpZTL0EI/Jai5CSfSfFSiOWYGuWjhVYViVDnrBZAQwimESDBuA5egWdQvAbfoD7sFeHFsRji2SCmPARVCiMn6pguBvaj5CeaT9Ie/QM0NaKGvxUIIhxBCoH1u9qHmBgAhRLr+Ox/4KNrnR81NKJHm4yXgRiGEVQgxDpgIfDAG41Oc5Zz1naCFEEVorg9o4Z4npZT3CyFSgH8B+WgH8+ullOFJelGBEGI28BAQD5QCt6GJ46ifHz2HowIoklK26tvUZwcQQvwAuAEtvLMN+DzgQs0NQojVQArQC3xdSrkqmj83QoingBVAKlALfA94gQjzIYT4DvBZtM/WXVLK1z78USvOds56AaRQKBQKhUIRzlkfAlMoFAqFQqEIRwkghUKhUCgUUYcSQAqFQqFQKKIOJYAUCoVCoVBEHUoAKRQKhUKhiDqUAFIoFAqFQhF1KAGkUCgUCoUi6vj/b0uYB9wueM8AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "day_step.plot_resids(freq_resolution=0.2, gha_bin_size=2, separation=3)" ] }, { "cell_type": "markdown", "id": "quality-scott", "metadata": {}, "source": [ "Here, one can see some likely RFI above 90 MHz. We can attempt to remove that in the final step: binning. Essentially, binning does the same thing as we just did to make this plot, but it makes a standalone object out of it (and allows for extra flagging)." ] }, { "cell_type": "markdown", "id": "documented-remark", "metadata": {}, "source": [ "### Binning" ] }, { "cell_type": "markdown", "id": "unlikely-voltage", "metadata": {}, "source": [ "We're going to do three rounds of binning, so that we can catch extra RFI. First, we'll bin into one-hour blocks with frequency resolution of 0.1, then we'll move to four-hour blocks with resolution 0.4, then finally, a single spectrum. \n", "\n", "We'll do the first binning at the command-line:" ] }, { "cell_type": "code", "execution_count": 118, "id": "considerable-mixture", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:14:09.150333Z", "start_time": "2021-03-25T22:14:08.824089Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "freq_resolution: 0.1\r\n", "gha_bin_size: 1.0\r\n", "\r\n", "xrfi_on_resids: true\r\n", "xrfi_pipe:\r\n", " xrfi_model_sweep:\r\n", " max_iter: 10\r\n", " threshold: 3.5\r\n", " which_bin: all\r\n", " watershed: 1\r\n", " window_width: 100\r\n", " \r\n", "n_threads: 32\r\n", "\r\n", "\r\n" ] } ], "source": [ "!cat config/binning_1.yml" ] }, { "cell_type": "markdown", "id": "editorial-clone", "metadata": {}, "source": [ "In this case, we use a different filter -- `xrfi_model_sweep`, which passes a polynomial over the residuals in a sliding window, iteratively flagging in much the same way as the overall `xrfi_model`. This is a bit slower, but now that our data is averaged down, it should be reasonably quick." ] }, { "cell_type": "code", "execution_count": 124, "id": "protective-power", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:19:21.710984Z", "start_time": "2021-03-25T22:19:16.308720Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001B[1m╔══════════════════════════════════════════════════════════════════════════════╗\u001B[0m\n", "\u001B[1m║\u001B[0m\u001B[1m \u001B[0m\u001B[1m edges-analysis \u001B[0m\u001B[1;34mbin\u001B[0m\u001B[1m \u001B[0m\u001B[1m \u001B[0m\u001B[1m║\u001B[0m\n", "\u001B[1m╚══════════════════════════════════════════════════════════════════════════════╝\u001B[0m\n", "\u001B[92m────────────────────────────────── \u001B[0mSetting Up\u001B[92m ──────────────────────────────────\u001B[0m\n", "\n", "\u001B[3m Settings \u001B[0m\n", "┏━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n", "┃ freq_resolution ┃ 0.1 ┃\n", "│ gha_bin_size │ 1.0 │\n", "│ xrfi_on_resids │ True │\n", "│ xrfi_pipe │ {'xrfi_model_sweep': {'max_iter': 10, 'threshold': 3.5, │\n", "│ │ 'which_bin': 'all', 'watershed': 1, 'window_width': 100}} │\n", "│ n_threads │ 32 │\n", "└─────────────────┴────────────────────────────────────────────────────────────┘\n", "\n", "\u001B[1mInput Files:\u001B[0m\n", " \u001B[35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp\u001B[0m\n", "\u001B[35m-xrfi-model/linlog5-res0/3min-bins-xrfi-model/all-days/\u001B[0m\u001B[95mall-files.h5\u001B[0m\n", "\n", "\u001B[1mOutput Directory: \u001B[0m\u001B[1;2;35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-pape\u001B[0m\n", "\u001B[1;2;35mr-subset/aux-tp-xrfi-model/linlog5-res0/3min-bins-xrfi-model/all-days/\u001B[0m\u001B[1;2;95m1hour-100k\u001B[0m\n", "\u001B[1;2;95mHz\u001B[0m\n", "\n", "\u001B[92m───────────────────────────── \u001B[0mBeginning Processing\u001B[92m ─────────────────────────────\u001B[0m\n", "\u001B[34mINFO \u001B[0m Averaging in frequency bins\u001B[33m...\u001B[0m \n", "\u001B[34mINFO \u001B[0m \u001B[33m...\u001B[0m. produced \u001B[1;34m512\u001B[0m frequency bins. \n", "\u001B[34mINFO \u001B[0m Averaging into \u001B[1;34m24\u001B[0m GHA bins. \n", "/data4/smurray/Projects/radio/EOR/Edges/edges-analysis/src/edges_analysis/analysis/tools.py:843: RuntimeWarning: Mean of empty slice\n", " params_out[i] = np.nanmean(these_params, axis=0)\n", "\u001B[34mINFO \u001B[0m Running xRFI\u001B[33m...\u001B[0m \n", "bool\n", "\u001B[34mINFO \u001B[0m After xrfi_model_sweep, \u001B[33mnflags\u001B[0m=\u001B[1;34m6360\u001B[0m/\u001B[1;34m12288\u001B[0m \u001B[1m(\u001B[0m\u001B[1;34m51.8\u001B[0m%\u001B[1m)\u001B[0m \n", "\u001B[92m─────────────────────────────── \u001B[0mDone Processing\u001B[92m ────────────────────────────────\u001B[0m\n", "\n", "\u001B[1mOutput Files:\u001B[0m\n", " \u001B[1;35m/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/a\u001B[0m\n", "\u001B[1;35mux-tp-xrfi-model/linlog5-res0/3min-bins-xrfi-model/all-days/1hour-100kHz/\u001B[0m\u001B[1;95mall-fil\u001B[0m\n", "\u001B[1;95mes.h5\u001B[0m\n" ] } ], "source": [ "!edges-analysis process bin config/binning_1.yml \\\n", " -i :nature-paper-subset/aux-tp-xrfi-model/linlog5-res0/3min-bins-xrfi-model/all-days \\\n", " -l 1hour-100kHz" ] }, { "cell_type": "code", "execution_count": 134, "id": "chubby-wrestling", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:26:27.233793Z", "start_time": "2021-03-25T22:26:25.115954Z" } }, "outputs": [], "source": [ "bin_data = read_step(\"/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp-xrfi-model/linlog5-res0/3min-bins-xrfi-model/all-days/1hour-100kHz/all-files.h5\")" ] }, { "cell_type": "code", "execution_count": 138, "id": "thorough-invite", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:27:13.435358Z", "start_time": "2021-03-25T22:27:13.121340Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "bin_data.plot_resids(separation=5);" ] }, { "cell_type": "markdown", "id": "visible-regular", "metadata": {}, "source": [ "Things look fairly reasonable and flat. Let's average down again, but this time, we'll just do it dynamically:" ] }, { "cell_type": "code", "execution_count": 129, "id": "entitled-india", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:23:27.631396Z", "start_time": "2021-03-25T22:23:27.599545Z" } }, "outputs": [], "source": [ "import yaml\n", "with open(\"config/binning_1.yml\") as fl:\n", " settings = yaml.load(fl, Loader=yaml.FullLoader)" ] }, { "cell_type": "code", "execution_count": 131, "id": "million-rebecca", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:23:56.297489Z", "start_time": "2021-03-25T22:23:56.268497Z" } }, "outputs": [], "source": [ "settings['freq_resolution'] = 0.2\n", "settings['gha_bin_size'] = 2.0" ] }, { "cell_type": "code", "execution_count": 150, "id": "tired-florist", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:38:54.394916Z", "start_time": "2021-03-25T22:38:50.613372Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/data4/smurray/Projects/radio/EOR/Edges/edges-analysis/src/edges_analysis/analysis/tools.py:843: RuntimeWarning: Mean of empty slice\n", " params_out[i] = np.nanmean(these_params, axis=0)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "bool\n" ] } ], "source": [ "bin_data_2 = bin_data.promote(bin_data, **settings)" ] }, { "cell_type": "code", "execution_count": 139, "id": "mighty-button", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:27:22.195558Z", "start_time": "2021-03-25T22:27:21.951498Z" } }, "outputs": [ { "data": { "image/png": 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A088cBwBkLSOw9ePOihkfUkdlo77C8XwU5Gbxbq5aMyJIQoFRaYb5ltPSeanHnBfVJl0K1gq0l4biW6gJYjmoyiWjDx+dBQAco1Z9YhWxLsTLe777BD5/d3Kbabxs9BNnjaMgz4JF2SjZedG7jQzGwDlSZ3QQaw/H58hL8dLVeUnZBj3bDFukVceRflvb9YP7VpmXTmUjyrwQywXnPBDfD0nxcoLEC7GKWBfixXH91LKOKhttGsgDAJ53/sbguk6Zl/h6AKC3llpibeB6PvKZaMdZGnrZSGe24QT3kZZ5UfetMi/JZSPKvBDLS9MJhfWDR2cAADXbQ0UT5ASxkqwP8eL7qWUd5bycubGMz7zlWrz+aTuD6yyTBeKmrWxkJIgXcl76Br1sNF/npdJ0sWEgB9NgKZkXP3j9qcxLovNCZSNiHnDO8Tv/dV9qybwTlVYoUpTzAoCmPBOrhnUhXlyPpzov6sw3Yxq45oyxiCjJmgaclMBuongh56VvcL2wbNQt8xIXL8ptmW06KGRMjBQzwZRd5aLkLAO2p3Ubdcq8ODSkjpg7LdfH5+46jB/snZjz11a1vNapSjio7jiFdolVQt+LFzVBN80VUeLFMlnbdXrmpeN6AEbipd9wfL/nzEszVjYaLojOtUrTRc4yMVLMBpmXpuMhnzGQz5iyVVoGdmPdRk9N1MLBdjTnhZgH6r1rPuVGPWwOhIKcnBditdC34uVDP3gKf/2NR4PMStrxR12fNdt/FBmTdVgPEJ3zAgA97O8j1gjCeZFzXnp0Xgake6LC30K8GBguZjDdUN1GLopZC1nLQMv1wrJRLsy83L7vNJ7ztzfh3kPT4v6pVZqYB+q9q1tmKwnVaaS4cOsQAFC7NLFqWBTxwhh7EWPsMcbYXsbYOxbjPhfKD544hZseOxmc2aaVjdQYeMvo4rx0CuzK/1LmpX+ItEp3C+xK8bJhMAcgnBlUbbnIZQwUshYasuTTsMX95ixDZF5Ut5EW2P32wycAhAeKtCF1P9w7gV//xF3U5UYk4i6C87JxQLymd44WMVzMULs0sWpYsHhhjJkA3g/gxQAuAPAGxtgFC73fheL6XI5fT3ZOFCqQq7ZI6+hzXjo5L5R56T8cjwct893nvIjXyIayFC+lTHBdzjJRzJiBe9JwXBSyJrKWIcpGqttIa5W+6bGTAIBqS4iWtN1Gt+87jW88eDwyOyaJ3//c/Xj7Z+/t/A0TfYd6b7MX4LzsHi8BADYO5rB5MI8Ts03UYq4MQawEi+G8XA1gL+d8H+fcBvBpADcswv0uCNfjcLTdMd26jdQiRp1Iq7Q8gKlSQmTOiyob0Rlw3+B6PnJWj5kX5bzIs9RhbVpzzjJQyJqR3UaFjImsmey83H1gCk+eqgEAqrItNW23kRIz8YPJdx8+gSdPVYPPHzo2gydPVkGsL9R7m+3O/X1JtUTvGZPiZSCPzUN53LF/Cpe+89v4/qMnF++JEsQ8WAzxsg3AIe3zw/KyCIyxtzDG7mSM3Xnq1KlFeNjOuL4Px+XBH3DXbiMrqWzUvphRhTgpsNvfONp6gK6ZF9uDaTCMlYRoGSnqzosQL0rg1KV4yQXOS5h5ef75G/G1B44FX6vOfsMhddEzaPV5PJ/we5+/Hx/6wVPB5zMNh/Iy6xBVMu/kvPxo7wS+dG/7AE/VbaScl03SeZlpOHB9jiPTjSV4xgTRO4shXtqP+kDbuz3n/AOc86s451dt2LBhER62M67fm/PiyAOTleK8qD985arkZHmJhtT1N44vFjNaBoPXJYndcIQgGcgL0aK6jQAhdouZ0HlpOh4KWRM5K9ptZJkM//SGK3DdGWO4aNsgsqbRtWyknJhaK+rINGwPM41wTsdM3YmsMCDWB8pxsTt0qanGhjjVlgibbx0Wwzs3DuRx3ZljuHDrIIBw3xZBrBSLIV4OA9ihfb4dwNFFuN8F4Xoq86LER/Lt1ByXpG6jrNm+20iFOCnz0r94PgfnQtCaPWwMbzge8hkT5Xy02wgInZeG44FzHjgv8W6jjCFu96lfuQb//es/gVLORFUOCmtqgV09nKvmvsSdF9vzgzNnz+eYbbqB8HnfjU/grgNzH1pGrD2UMHY6bEWfbjg4Mdts60iqtFwM5DO4/pwN+OVn7MGlO4Zww2Xb8OW3PQNAu2AmiOVmMcTLHQDOZoztYYxlAbwewJcX4X4XhOMJS14deFK7jbQz3zgZ04DjRr8+sWxEE3b7Cn32j2WwQGCk0bQ9FLIGBqR40TeU5zImClkTnAvnpOF4KKrArjakTr2GGGPIWgbKeSs4QOiBXN19Scq8uJ4Y664yC+qjEkDv/d5efOW+sDRF9C+9zHmZrtvweTi/Zabu4K4Dk6g0XQzkLQwXs/jjl10Q5L9Mg6GQMcl5IVacBYsXzrkL4G0AvgXgEQCf5Zw/tND7XShevGyU2m0ky0ZJ4sVqz7zkEpwXJWTiAsl2fcw0HGplXWOo33nWNGCZRk/rAQoZExvlfqzNQ/ngupxloChfM3XbQ8P2kM9qmRdfTXiOvv5KWStoV41sotbOkJUgqWkHEnW9+lpVPmrJJZC250fEzkS1FQzQI/oLJwjsposX9fo4KjMsn/zxAbz2327D0ekGynL2UJxSzkStS4cbQSw1izLnhXP+dc75OZzzMznnf7kY97lQXF+4LuoPN73bKL1spGde1Ml3IaHbKM15uWP/JC5957dx2z6y6dcSriZoLYMFAgMQb/bv//5evPZfb8UX7jkMICwbPe+8jfjK256BszaWg9urshEgcgINx0Mxo7dKR50XxUDeCkRG0/GQlVkrfUVAUmA3XkrSxUuS2PmNT96NP/zCA/P4KRGrnaDbKCWwyznHdF28PlQAd6pmw/M57j88HTiJcYpZK3UZKUEsF8mvzj5AHXDUH1n6kDp1oOqceVGhzaSykZHSbXRantGOlbMg1g5OUEoUmRf1e/3xU5N466fuxqlKC1nTQD5r4pWXbxduSsaEYTBcvH0o8lrLWSYKsg26bnth2SjWKp2Jvf7KOQsTVVvmZFyMl3M4WWlF2qXDwK4mXtyo86IOTp7PA0GjylGcczx8dBbnbxlYjB8bscroVjaq2V7w+lPOi3JUHI+nOi/FrEmzXogVp2/XAyhRotpM05yXYEhdQtnIiqwHEJepbqOkwG68KWWyKhaaqRZaYm0QroyIZl7e9/29YAC+8rZn4BWXbcXDR2fAORcdRFLUAmLuj3o95TJh2ehUpQXOgYF8BrlMdEhd3Hkp5YTz0nJ9+DzM0SRlXqpaeNLW3BjP55GuIyVkVF7hVLWFastN3YpNrG0C8ZLivEzXw3Khcl50UVJOdV7MroMRCWKp6Vvxog5A6o8sLbbQbUid54uN1KpVupDgvKjVAm5MvUzWbDAWHVpGrH7ClREGTDPsNjo528SlO4Zx8fYhXLBlEBNVG6cqLTQdPyJeAAQBx7xlBmUjNe5/sGAha6pW6eTM1UDeQqXlBqWeIdnBpJ9FqxJR1HkJDyrVlhsTL7a8vbjNPjkMr0nbqvuSbpkXJWYB4PBUu3gZSM28WJHSI0GsBH0rXlSZR51ldhpSZxosmJKro6x8xw+zCfmkwG7KhN3TNRsjxWzbWTWxunG0zEvGMELxUmkFu17UvIuHjs2KwG42Kl5URkXsNlLiRThxA/mMbJUOnZe4eC5lhfOixPdwQYiXqPOSXjYCEsSL/L868Dw1IcQL5Rf6k7BVOlm8qNfGaCkblo00F0/NLYpTzJqoU6s0scL0b+Yl5rykdYw4vp+4lBEIQ7yOx4OyU2LZKMi8RL9+smZjlEpGa46wA0hlXkTX2mTNDlYAnC/Fy8NHZ4PAro567eQsA0UpXk5WhPMykLdEt5G2e8uMOS/lvIW67QXCJCgbOe1t09WWi+89cgLVlovtI8Xg+krTaRtWB4QHKCVeaIBdf9Kr83Lh1kHcsX8SnHPUbFeG1Hlq2aiUtVB3yHkhVpa+dV6cwHlRZaMU8eLyxE4jIMzBOK4P3+cwWHhGHQnsyi9PCuySeFl7qNk+Sry4HseEzC+pdujBfAY7Rgt4+NismPMSLxtllHgxg+uCspF0XoAwkxV3XlRY8pR8XDX4TndWgu6hlosP3LwP/3LTk5EDVaXpBoIFAKYbomyk3Mh9cv8RZV76k26BXfV6uGDrIJqOj6m6g2rLxaU7hmEaDJvklvQ4BXJeiFVA3zovSkg0ujgvru8nzngBwk3TjhwmZhlG0JWU5LzEBdJkzcbZWtsssTZwtMGFlim6jU7OKvESvqFfsGUQjwTOS1R86M5Le9nIChw8VcKJlxYD8VIRX5OYeQmG1HmYqLbAEcu8NKNlI/X/uu3B9zn2ac4L5xyMUXmzn3C7BHbV6+GCLcJFPDLVQL3l4apdJfzNqy7BrrFi4tdR5oVYDfSl88I5Twjspmde4m2qCnW57fnwOYdhhJfpx5q09QBUNlqb6CFu0zDg+DwQERs08XL5zhHsm6jB9Xmb86JnXoqyVTosG2UC8aLOYOPdbsqyV4/budvIxalKCw3bi1w/23SCs2sgGtCcbTo4eLqOjMng887L+4i1ia3NeUkalDlTd5DPGNg+UgAATNZt1FouSjkLZ20sp74vFrMmmo5P61CIFaUvxYv+N9WQtdnU3UYeT/0jjWRefA6TMWTlQSZaNmofUuf5HFN1m9qk1yD6eoCMzLyclCJio2alv+6qHUGeJTWwGykbhc6Lur4uN1LHXY9SzHkJA7tC7Kg1AICYkluRLc9tZaOGG7wGpzUX5vETVbg+x1kbxYyXpk3ipd9QzgvnyZvRp+sOhgtZDMlFotN1GzXbRSnb2ZAvBXOLyH0hVo6+FC96ur5rYNfzE2e8AFq3kTxQmAYLLtNtfhX49bQdONN1G5yDnJc1iBIAOSvMvCjXZLwcipeRUhY/e81OAGgL7CpnJZ8R96Em6mYtA3k5YRcQB4CkbrSBlLKRclZ0h0UJq6YTdV4qTRezDSdwi2Y18bJflox2y9JAs8PmYWJtoguWpI6j6YaN4WImyFMdn2nC56FwTqOYE6916lIjVpK+FC/6H63qrEjNvHg8cbouEFr5tttZvAQTdjXnZVJO1x0tJ4feiNWLcjfyGTPIvJyqtDBayra5dL/yzDNw1sYyztscnVKblXNe1LwX5dAMynJQ1hSf12wPmQTxog4gJwPnRYhgOyZelAhSl+mdQ9WW6DbaNChCxnrZ6NBUHQCwbViUDOhA1H/oLpz6/2zTCV4j03UHQ4UMhqSrpwbVlXMmOqGcF9pvRKwkfSledAdE/aGmZV7sTpkXLbDrcS4T+HkUMmbk7CScsBs+RrAagJyXNUcr4ryIOS/6jBedjYN5fPft1+Oq3aORy/XALhAON1SzM8LMS7LzogK7av6GcvCUsFIf468vFcI0GILuEdU1oudfDk0K8bJViRfqOOo79KGZtityL6/65x/hVz52JzgX05eHixlkTAPlnBW81opdykaqREorAoiVpC+7jRxfLxuJP7B05yW9bBTJvHhCvLz4os249ozRyN6PpMWMgfNC4mXNoQRvLmMGixlPVVqRsG439FZpIHzDV8vuskG3kZcontXra99EDXvGS8F+LDVVV30cLWVxbKYZfJ0+eOyInJqa7LyI60i89C+udhJnez4eODKDJ05W8cTJKr7z8AlM1x1cul28roYKGRyZFq+jbmWjkrariyBWir50XvQ/2m7rAToFdiOZFy4Cu4bBMBYrBSUtZiTnZe3SSsi8zFm8mGG3EaCXjYTz0i3zoh9AnnHWOCyDgbHwuamMSlwcq7kuY6UcHj42CwDYIQfXqWWNgHBeSlkzyDvQoLr+Q+8gs10fX7v/GCyD4YzxEt75lYcxWbOD3/9QIYMjspRY6lI2UpkXapcmVpL+FC9+e2C3U6t02oTdYEidJ4fUpdwuKBvpzktViJcREi9rDuVq5DMmMnK30alKKxhQ1wtKnCj3LiwbCVESzHlpJTsvWcsI7uOZZ4+DMRZM5dWfY1wcTzdsmAbDUDEThH2fdc6Gtvs/WWlhtJwNgsYkXvoP/SSu5fr46v3H8Myzx/Hu11yKuu3C9nwMyrzLcDGDWSlue3VeKCdFrCT9KV4SnJdO3UZ66FEno5WNxJC6ZPESLGb09LJRC0OFTKqrQ/ROy/Xw7m89igePzCzb4wFh5uV0tQXb8+fmvFgGsqYRCN6CfMNX4kUt65yq26lDEgdyFkyD4dozx+R9msF6AOXAxMXxTMNBzjKCYPBF2waxaTAXzCUa1Ea+j5ZygahqUKt036F3GN1/eBpHpht46SVbceWuEXzn7dfjN597Fm64bCuAcIIzgK6t0kXKvBCrgL48surdRo0uixk7iZJ42SjNeUlazDhVdyjvskgcnmrg/d9/Eo+fqCzL4zUdHwYTotQyGKZkKUYN8+qFS3cM4zopOgCgmImWjbaPFOTeJJ66uHMgb+GyHcPB1+TkMkegPbCrDigzDRdZywgyM888e4N0bcT1eslztJgJxAs5L/2Ho51Mqa3RZ2woARAt/29/wbnBLiw16wXooWwkX2uUeSFWkr4M7EbKRvJN2UstG3XKvETLRmbK+PSkxYwt1wtKA8TCOCg7Y3aOJo8rX2zE784EYywiLOby+D99xXb89BXbg8/DwK4QIhlTTDY9cLrettdI8X9fcSFGi+FBJauLF1U2kmJk52gRjx6vYFY6L+pxnnn2OAAxb6bheCjnrGDmzGgph3w2umOJ6B/090GVwRtIKQnpzku5W9kop1qlyXkhVo6+PLrq5RulWToPqeuyHsAVu43SzpCDxYyaQBLzY2hXzGJwWIqXHcsmXvxgV5E1T/ESJ95tBAC7xsRZcNrr6jnnbsSlO4aDz3NSdKjnCISBXfXcpus2cpaJnaNFjJezuHLXiPxa2fWUMVHKKheGMi/9jF42mpLiJW1TtJrgDHRvlc5ZBgwGWs5IrCj9KV4ShEqK8dK5VdoKMy9+B/ESLGbUHleInb788S47ByfryFkGNizTwL+W4wcHeyVAx8vZrkHGThQz7eJlj5xum/b6i5OzzLY5L9uGCyjnLFy+U4iUmu0haxn4xWfswU2/+5zg+what7VdSyPFrJZ5oQNRv+F47aMb0lwV5bxkTSM1A6hgjKGUtahsRKwofXl0dRNGYXcqG6VP2G0fUpdE0mJG1/cTJ6cSc+fQZAM7RoupmSNAvDmrN+iF0nS94GBvSQG6UNdHOS+D2hnu7vHOzkucXMZoWw8wXs7hzj9+Pl4hg5dA2OKtH6jymvOiLh+TE4Mtg9F6gD7E8UIHUf1tpIVxVeal2CXvoijmTNptRKwofSle9DMOxfzKRmHmpVOwMimw61DZaNE4OFnHji5h2d/+7L14x+fvX5THazl+cLBXv/OF5m2SykZKvKSJ5zg5ywiyLsEgPbkrqajtVko6c1ZiLJ8xgwOUKjnlM2bQbXS62sITyxSMJpYW1+OBWJms2SjnrNQTAOW8dOs0UhSzFq0HIFaUvhQvaUIlqeOol8WMthIvKYHdoFVad148PzhrJ+YP5xyHJutdxcOxmeaiOS+tiPOyOOIl3m0EALtl5qXXslHWMtHyos6Lep76VuukoHg+knmRZSNdvEgx9A/ffQJv+vAdPX5XxGrG8fxAqE7V7Y5B3EC89Oq8ZE3UqVWaWEH68uiqrwfQSSodub1M2HU5vA5D6pIm7Ho+OS+LwUzDQaXldi3bzDacyETRhdBy/UAALJbzooSC3j6v2qV7zUYJ50VmXqQDE9+hBIRLISNfGzgvRnCAUm3WhawRODmHp+qYqi+OCCRWFsfzA6Hq8/SwLhAu/uw111XKWqiQeCFWkL5slfYSykaAEBSZ2Pv6u19zSTDrII44sDDRKs15qpOStJjR8dJvT/TOwR47jSpNN5InWQhNxwtCraqks1Dx8uKLtmDLrxaCXUKAEMc7R4uBAOnGSDGDuw+Iqbkt1xNzaOTXMsaQzxhoOn6i86KCu3nNeRmV+5IKGTMQLxNVG3Xb6zhRmlgbuD4PZrIAnVuglfPSrU1asWusiBsfPQnOOViKI00QS0lfHl3dFOclKbP7oou24KJtQ6n3lTEZHF+0Sqc5KcGcFx4L7JLzsmAOTYrhWp3Eg+9zVG030hq6EJJapXeOLUy8ZC0DV+8Zbbv8L195EX7zeWf1dB/nbh7E6ZqNk5VmxB1SqM6hXjIvGZMFMz/0spFaKUBzX9Y+tutHnJSBDs5LPmMiZxkRsdOJS3YM43TNxuGpRmKDBEEsNX3pvCQFdoH0jqNOZEwDjitapY2UMwwjwXnpNBeG6J1DU92dl0rLBedY5LKReBN/2u5RvOTizdg0h71Gc+HpZ473fNvztwwAAB45VpG5nOiBppAxMQWnY+YlnzHxysu3YcdIMThjFoFd4bacrgnxUrPdBbWGEyvPXJwXQHSujRR7mwp+2fZhAMA9h6bxix95Aj91+Ta89Tm9iXCCWAz68t0pLbCbdnknsqbRtVUaEKWj+JA62mu0cCpNp63tN+k2gMgmLQb6dOTrzhyLjPlfSS7YMggAeOTYrOyIir6+8vJAlVg2UsHejIErd43iyl2hC1TImJhuOJhpOIHwr7c8YGBJvg1imXA9H/mMCYPJzEsX8fJvP38lxsq9iZdzNw8gaxn491v24YmTVWwb7n11BkEsBn0pXlT5IKtNJAXS9xt1wjJF5sX1uogXxiLrAdwO26qJ3nG99N1TiorchrtYZaOm47e5GquB4WIWW4byeOTYLHyOROcFCPMtOkrQ5BO+r3zGQHPGw6lqK7iMRr+vfVTuLmuJLFSnwC6AjuXzOFnLwIVbB3HPwWkM5C286KLNC326BDEn+tIaUC3L8frtfMtGtgzsprVKA9J50bI2nTIyRO90WpypmG0I50UXqguh5azevVTnbxmUzkv7cwzFS0LZKGNGPsa/ruF4mKiE4oWmp6591BgIFQhP22s0Xy6VpaNXXr4t8XVFEEvJ6nyHXiBKvBRif1DzcV5E2Yh3HFIHKPESfQ7UbbRwXM/vOsRNOS+LmnnJrM7f3flbBvDkqRpmm+3ZlnynwG4H56WQFeIl4rxQG+yaRw3gVK+Hbs7LXLn2jDGYBsPrn7ZzUe+XIHphdb5DLxCVfi/EnJd5aBcZ2O08YReArCvrrdI+OS+LgOvzrl1blZbMvCyCeOGcRwK7q40LtgzB8zkeOjrb9hzzPTkvyW3UTccLOo0Acl76AbUcVjkv5dzijBJQvPDCTfjRO56LC7YOLur9EkQv9KV48WLOi6r2zKtsZLHeA7vxIXWUeVkw3bJGADDbEC6Bz5P3Ws0FNbk26SC/Grj2jFGYBkOl6ba5Q0qsd3Je4m6k+romOS99h+P7kUWLi+28MMawaXBpuvAIohur8x16gaiOiXgGYD5loyDz4iO1VRpI7jbqdWcNkY7jd1+zoLqNgPQ2+V4Jxu6vUudlrJzD02X3U3vmRU3bTQrlds68OB7H8Zlm8DdDzsvaR+1XyyxR5oUgVpK+PLrGy0bqzXw+rdIZ2Srt+p27hwzGohN2aav0otDLmgWVeQEWnntpueHCw9XKyy8VG6TjIqXjkLpOmRd52aHJOnbJYXzUbbS28X0uJ4ovnfNCECvJ6n2HXgDxwK56455P2SgM7KLjuHS9bOT5HJyj5501RDq9tErPas5LWsfR3pMV/MF/P9C1rKR2Bq3m7okXXrAZGZO1PcdOc16ecfY43vT03ThjQ6ntOlUiOzhZx/aRAgwm57wQaxa13y1jGoHz0uvof4JYC/Tlq9n1fZgGC844VDZgfmUjhtmmbJXuoEV08aLWE1Bgd+GojolOzGrOS1po94M3P4XP3HkIv379mTg+28REtYWXXLwluL5he/jk7QeCCaOr2XkZKmbwD6+7PHBJFGqKbpLzsnEgjz99xYWJ93fuZhG4nKja2DCQQylrkfOyxnFl+dTS3gdJvBD9xOp9h14A6mw9Y0YzAPPuNvK4HDqX/uPSMy/qjYN2Gy2cbl1eQLRslCReHM/HNx86DgCYbtj49I8P4i+/9kjkNowBf/G1R/C9R08AWN3iBQBeekn7Tq54mbRXrt4zin98/WXImAw7Roso5kxyXtY44XuQEbyWO+02Ioi1Rl++mtVgMyUegrLRfJwXy5BbpbsEdpnmvMg3DiobLRzH7x58VkPqgOSy0Q/3TmBG3ma67mCqbmOkFG0bzWdMDOQtHJ4SiyBX44TdbnQaUteNGy7bhmv2jGG0lMXn7jxMzssaR2W/Mlpgl3ZVEf1EX76a1WCz0HmRZaN5Z17UnJf02+UyJpoyL+H64RsHsTBcr3vwudJ0xPZvjycGdr9wz5Hg/9MNB5N1J3EB3caBHA5NikWQ8b1Ba4FOgd1e2Dwk2l6LOZO6jdY4rpZ5yZoG8hmDdq0RfUVfvprVYLN42Wh+3UZMG1KX/uMq58xgNoYKDNOE3YXTy3buStPFaEmIEb1VmnOO//f1R/Cle4/ihstEh85M3cZ03U4ULxsGcpiqC4dmLTovnQK7c6GYtWjOyxpHLSm1ZLfRYg+oI4iVpi+PrmqwWTZoD51/t1HGNNBy1ZC69NsVtZCjyl3QkLqF4/YU2HUwVsoBiJaNnjxVxb/dvA+vvWo7/uZVlwCQZaOajZFi+5v5hoFw4NZqz7wksWeshKxlYMvQwjb8lrKdnZfFWoBJLB2O5v4+46xxvPRiWpxI9Bdr7x26B9RgszDzIgO783BeRopZTDcc4bx0yLyUc+HZqnJ4FtptdNeBqcjI9vVItwWXjuej6fgYK2eDzxXT0kV52SVbkc+YKGVNnK7ZmG26GE4pGylWc6t0GhdvH8Kjf/aioPwzX4q59G6jfaeqOP9Pvom9JysLegxiadEDu6992g6884aLVvgZEcTi0pfiRQ02U2WboFV6Ht1Go6VsIEY6zXkp5UzUZIeGKl0sdMLumz/8Y3z4h08t6D7WOt3mvKhOo/GydF408dJwxO9DCZHhYhYHTtcAICgz6WzQxMtadF6Azq/RXill07uNDk014Poc+yfqC34cYukg95fod9bmO3QX1AEvmPOygG4jdUYPdH4j0MtGQVhugW8cDccLDsDrFbfLegDVaaTEiF42UgFqFWQdKmSw/7Q46A4nlI029oF4WQyKHea8NOXrkbqRVjdKvGTW8euY6G/68pWtBpu1lY3mkXlRWQqg81mtKhtxzrVW6fmLF845HI/Pq9TVT6jNuGmoFmjlmuhlo2bgvIiX+XAxg4OymygtsKtYi4HdxaIku414wt+L+pnqs3WI1YdyfzPUNED0KX35ylaDzeKt0gt1XjplXko5Cz4XZ/uq22ghrYnhtN51Ll66bOcOxEu5Xby0l40ywc+1W9loLbZKLxbFrAXP58GSSh21PoG6kVY3rkfjGoj+pi/fodVgs0C8LKDbaEw7yHVyUko5cYCs2W7wxrGQwK4SLfNxi/oJNbMnjemY86KXjVox8TJUCH+XyWUjEXQ1DbauN4KXsumbpZtycWU1RbxM1+2le2JEzzj+4uTuCGK10pevbE9udFZnHfmFdBv1Kl6yYt5freUGwmMhZSM3Nq13veLImT1pzMiDZSBetJ9XM1iyGJaNFEllo+FCBpbB1nXeBRDdRkCyu6LKRkni5f7D07j8z7+DpyZqS/sE1wC26wcDD1cCR4r4LIkXok/py1e248XKRgvoNsqYBoYK4qDX2XkRb/jVlhtpU5wvyr1Jc4s+duv+ddGu2m23kWqHDjIvboeykfw9Zi0DxWx7psUwGDYM5Na9eFEL/BKdFykIqwmZlyNTDXAOnJhtLu0TXAN84Z7DeP7f/8+KlddoOSzR7/Tlu7QbBHYXPmEXCHMvvZSN6rYXDIhaSJuicl6SnjPnHP/3yw/hi/ccnff9rxWcLgsxpxsOilkzcL7sWGBXX9CpnJeRYgYsJb+0YSC3Jme8LCZK2CV1FHXqNlJip7nOO+QA4FSlhZbrB5ms5cD3Of7zxwfRdLzAgaTMC9Gv9OVuo7TA7nzzI2OlLPadqnUN7AJR52Uh6wHUfSSJF8/n4Hx95GFcr0vZqOFguJAJbuPEWqV1IaIyL0klI8WGci6y6HE9ol7LSbNeVIi3mnBdXYqWpKDveqO5AsHm+w5P4w/++wGUc5YW2O3L81OC6E/nxZEHvDM2lDBezmHHaBHA/J2XHfkWPpP9M5Sb6U6HOvOvtzx4i2DZqq6ZpOcchnnnffdrhm47pabrDoaKWZgGA2Pt3UYq7wLozku6ePnV68/E77zw3EV45msXNRen3sF5qTbbBV5D3p7EC9BylUO19C7Uv9+yD48dr+B0VeS/Dk7WwxMoEi9En9KXr2w12OycTQO484+fH4xLn69TcYFxANcYj2J89pHU2wTdRi03nLGwAPHidSgbeeuoE8nx/S7Oi43hgigDZU0DLS/abaQ7L4F4KaUvqbt6zyhedsnWRXjmaxflVCZt6A4dhQTnRR6oW1Q2Wjbn5Z6DU/iLrz2Cz955CFMyvH7wdD343S10UCZBrFb6VLxwmNoBT5V75uu8bDFnAQAW0t+IynrZSDovnRyDbqj7SBIogfPSJ9ZLy/USOzN8WR7rmHmpO0GgOmsawTZdQLT1RstG4nZJe42IEJURUzNddDq1SjdsKhspOnVlLSYf/dF+AMBkzQ7C6wcn6zg63YBlMHqtE31Lf4oXj0fOOFTQdr7H+g1sWtwPT89CFFXZyNYzLwspG6UPqVP17D7RLvjsHYfwgvfcHBz8FE4P5bfphhM4KhnLiJaN7FjZSGZeRukNvSOqOy95SF0H8UKZlwD1M+jmvHzp3iOBAJkrJ2eb+NoDxwAAE9UWJqXzcmiqjkePV3DWxnKwIoUg+o2+fGV7ckidQo31n69TMcJnAAAWT38jyloGsqaBastb1Am766FsNFG10XA8HJ1pRC7vJgI555hpOBgqhs5LfLdRQXNeClkTf/3TF+N1T9ux2N/C4nDPJ4Dpgyv9LIKyUVLXUNAqLVdh6ARlI5fKRkFXVhfx8onbDuATtx2Y12Pc/MQEHI9j+0hBOi9CvBydbuCBIzM4b/PAvO6XINYCfSleRHtteMBT/53PhF0AGPKmAHR2XgC1EyacsLuQIXW9BXbXnnj54j1HcDI2B0SdpR6bjl7ebdhf0/Fhu37gqGQsFt1tFCsbAcDrr94ZBLhXFXYN+NJbgbs/vtLPJCwbJTgo6qCctD6gEbRKk/PS7NCVpXN0ujnvPVEqUH3OpgGcrtqYrAnx4nPRqn3elsF53S9BrAX6Ury4fnSZ30IzL8N8GgCwudT5x1XMWjLzsvDAbqc5L2vVeWnYHn7rM/fi83cfiVyuztSPTsedl87tntMN8WatsiwZ04iETBu2FxyIVz2NafGxdmpFnwaAoNSQ5KA0tcviB9160G1EzkurB+fF9Xwcn23OOxejMklbh/M4XWthquZEJuqeu46dF8bYJsbYpxhj+xhjdzHGbmWMvVJe92zG2Fdjt/8IY+zV2ucbGGMOY+xX5/i4b2eMPcwYu58x9j3G2K6U213JGHuAMbaXMfZeJgdPMcZyjLHPyMtvZ4ztTvl6jzF2L2PsQcbYVxhjw/Ly3Ywxzhj7c+224/J7eZ/8/FzG2E3y6x9hjH1gDt9f4vOO3SbDGPuovN0jjLE/0K67iTH2mHzsexljG3t97Dj9KV5ig82CstE8D/bZ5gQAYDTf+XZqs/RitCl2mvMSujLzvvsVQWVYGrEWXHUG31Y2CvazJItAFVAcTikbtVwfhYRJuquKVhWw60BzWnxen1jRpwNAzkhiKc5LeFn8wBx2G62xF+YSEDov6cLkRKUFz+eottx5lbSVSNw6XIDjcRycrOP8raHbcv7m9em8yAPqFwHczDk/g3N+JYDXA9g+h7t5DYDbALxhjg9/D4CrOOeXAPgcgHel3O5fALwFwNny34vk5b8EYIpzfhaA9wD4m5Svb3DOL+OcXwRgEsBbtev2AXhZ7Ht5SPv8vQDeI7/+fAD/1Os31+F567wGQI5zfjGAKwH8akyE/ax87Ms45yfn8NgR+lO8xDYRL9R5QVWeDXudy0bFnLmIE3bT1wOo7yOeOVjtKEHWjB0U1cEurWyU9nMMxIs29t+JTdhd9duhP/OzwNd+W3NeTq/o01HkLDO528jxMKB11sWvAyiwC/TmvOhOY9LE4m40HR8GAzYPirOq47NNnL95AFnTwHAxg02DuS730Lc8F4DNOf9XdQHn/ADnfC4H6TcA+G0A2xlj23r9Is759znnqnXyNiQIJsbYFgCDnPNbuXgT/xiAn5JX3wDgo/L/nwPwvCR3I8atAPTn2ADwCGPsKvn56wB8Vrt+C4DD2nN+oNv31cPz1uEASowxC0ABgA1gtpfHmAt9OWHX9VICu/M51vs+UJPi0Ou8MbecE2UjbxG6jTo5L2s18+IGzku0rBCUjdoCu0oEJguQGVU2KqaUjZz2zMuqY3LfqnNeABHaTSwbOT7GyllUWm6beKHAbogScEn7oRRHpsLXe7XlYiCfPn8o+TFEWXSsHIqU0VIWO8eK2FDOpa7AWAdcCODuLrd5JmPsXu3znQC+CgCMsR0ANnPOf8wY+yzEwf/v5XWfAZA0xfLvOecfi132SwC+kXDbbdDEg/z/Nu26QwDAOXcZYzMAxgAkvjEwxkwAzwPwodhVnwbwesbYcQAegKMA1ACr9wC4kTH2IwDfBvBhzvk0Y+xcAJ9JehwAz+7yvHU+ByHCjgEoAvg/nPNJ7foPM8Y8AJ8H8Bd8nmfh/Sle/Ghg1+y122j6EDC0HdD/6JvTgC/fpN1Wxy8vZS2cnG0F6+gXY6t0ongJhM28735FUN9LvIslCOzORJ0Xx+tcNlJ7Y1LnvDje6i8bNWYAI6M5L6tJvCS3Su8eK2L/6Xp62Yicl57mvBzRnJdq0wWG5voYPvIZA2OlsPV/tJTFu199STC6gQAYY+8H8AwIN+Zp8uJbOOcv027zEe1LXo/Qqfg0hDD4ewDgnL+ux8f8OQBXAbg+6eqEy3gP1+kUpPjaDeAuAN+JXf9NAH8O4ARigoRz/mHG2LcgSj43QJR1LuWcPwbgsoTHEk8sWQ0nPberIQTTVgAjAG5hjH2Xc74PomR0hDE2ACFefh7CwZkzq9xTnzu+z+Hz6AGvp26j6UPAP14CPP7N6OVVrSTXQ9lI7DYS4mkhZz5ux24jcV3flI2CbqNG5HvygrJRSmA3yLyobqPQeeGcizf31Vw28j2gNQPUT4fOS2NKXL7C5DJmcubF9YJFpfEDczDnhTIvPbVK62Wj2Xl0HCnnZVxzXoaLWVy+c2Rdh3Uh8h1XqE8452+FcCc29Pj1bwDwJsbYfgBfBnApY+xsQDgvWthU//dG9cWMsecD+CMAr+CcJ53xHka0nLQdwhlR1+2Q92NBSNpJtNPgnF8GYBeALKKZF3DObQhR89sQIgGx649yzv+Dc34DABfARTLIm/S93SsDwZ2et87PAPgm59yRmZYfQgg5cM6PyI8VAJ+CEDrzYhW/s8+PpBkrRi+Zl9kjAPeBo/dGL6/p4qV72ahmu23dTvPB6aHbaL6t3yuF+t20lY2CTcVe5E1c5VdSA7sNB5bBUJLuStZkQWBXHXhzq7ls1JyRH6c1x4UD9aT3quUlZxltY/49n8PxeHCwbC8bUbeRotVDYPfIdCMweefTcdRyhfOir7sY7bD6Yh1xI4A8Y+zXtct6mo8gSyclzvk2zvluzvluAP8Pwo0B5/x1WthU//cx+fWXA/g3COGSGEblnB8DUGGMXSvdjDcC+JK8+ssAfkH+/9UAbuxUVuGczwD4TQC/wxiL//L/DsDvc84jQTrG2IvUbRljmyHKUkc454+lfG+Xcc6nuzxvnYMAnssEJQDXAniUMWYxxsbl42YgQsUPpn1v3ehD8dI+Y6WnspGy7U8/Eb282rt4KeUs1FuenPC7sB+tWu7YT4sZ1fcUP7jpZ/jHtNxLt5bzq3aN4C3POiNwuPTArjrzLaxq8TId/n/qqfD/qyD3ospGtutj/0QNQPgzVRmLqiY0fZ8HnUjr3XkRrp8S5J2dl11y5lB1Hs5L0xHOS84yMZAXZSJaBwDIg/1PAbieMfYUY+zHECHY3+/hy98A4Auxyz6P3ruO3g2gDOC/pGPxZXVFLGPz6wD+HcBeAE8izMZ8CMAYY2wvgLcDeEe3B+Sc3wPgPkiBpV3+EOf8owlf8gIADzLG7gPwLQC/yzk/3tu3l/y8GWOvYIz9mbzN+yF+Bg8CuAMiU3M/gByAbzHG7gdwL4AjAD7Y4+O20XeFUSchLBt0G3VyKtSBZCJFvOQGu4uXrAnb89Fw3IU7L166u6LKL2stsKu+p6TMy3g5h4lqC0enGzhPtnh6XXZEPe/8TXje+ZuCzzOmLl7Ex1Ud2FWCGQBOPxn+v77yHUc5y0TL9fCle4/gD/77Afzg958bzH8ZLWbAWLQkos9/We/Oi+Px4MQiaYElIATOkakGnnH2OPafrqPa6lySTqLl+sEqh/FyDpWmS6svJNIleH3KdTcBuCl22Zvkfz+XcPv7AVzQ4+M+v8N1l2n/vxPARQm3aUK0Gnd7nHLs85drnybd70cAfET+/+0QwmjOdHjeX4ZwjcA5ryLhe+Cc1yBapxeFvnNevIT22p66jQLn5UlAFwW1k4BhAaUNPZWNAJHFWMhSRqBbt5HcbbTKrZdTlRZe+J6bcfC06BxU30ujTbx42DMuzkCPau3SwXbuHoPPGW3Oi3oMfbfRqkN3Xib3AabMLqyC0G4uI5yXk5UWXJ/jtn2nQzcra6KctVDRxIveVbPeA7tKvJkGSy0HzTZc1GwP524S2ZT5TNkVowCEOFeh3RESL8Q6YRW/s8+PoL02NiDONFjng706kDg1YFbLINUmgOI4YOW7BnbLstVxuu4saLou0LlstFYm7D41UcNjJyp4+Jho8XeDbqP2OS87RoowDRYtG81x2F/WMmB7HP/43Sdw2z7hXqzqspHuvNhVYPQM8f9VUTYSc15UjuX2p0LxkrNMlORARkWDxEuAen2PlrKwXT8ye+iWJ07hiRMV7D8tSnEXyKFy8xEvuvMyWsrCNFhQPiKIfqfvxIvqNsnGDngG61I20g8kE4+H/2/OAIVhwMr24LyIA+VU3V68stEazryog13DEW/MbiyPolCTcDcP5iOD6pLyS53ImgZmGw7e893H8fFbxbK7VVM28hMO6LrzAoTiZRUMqhPOixeUPW7fN6mV4gwM5K3IAVc5L6Ws2Rb0XW8E2SDphugi7x2ffwDv/tZjgXg5Y0MZpazZNbB7fKbZ9nfTdPxg/cWO0SK2DucDl5kg+p2+Ey9uymwQg3VxXhpTgFUQ/z+9N7y8OQPkhwAz23XOSzkXOi9p7b294iY4Ly3Xg+36YeYl9v184rYDOO9PvoFTlc7Pc7lQZ+DqABg6L+1lo5xlYstQPjKoTn2fvbpYGZMF4nXvqSoABGemK8qHXgh88lXtl+uCGQBK4+K1tiqcF1E2Us7LvokaDk2J8l8uYyaIF/H/4WJ23Tsv6vtPaimfbTp4/EQFT03UwBiwc7SIct7qGti94f0/wHu++3jkspbrBa/v33r+2fj0W65bzG+DIFY1q+CdfXFRB/2kslFqqzTn4ix47CwgW46GdpvToXjpWjaSmZeGvaDpuoA2pE5zi37zP+/BO/77/jDzEnOSai0XTcdHcZUMZlO1f1VS8NLKRtL+3jJciAyqC36XPQrBrDbTRWVfVkXZyMqKKbpxmtPidZWV2bvCsChRrobMiyXmvNRsL5iTdPPjYk1G3jIxWMhgthn+Pajf8Ugp0yZO1xuh8yIyTMqV4pyj1nJxYLKOh4/OYutQAfmMGUzmTsPzOU7MtnDn/qnI5S3HDzIvA/kMtg0XluLbIYhVSd+Jl7SQp8lYe9mIc+A9FwE3/oU4Cy4MC+t+cl94m+YMkB8GzEzPgd2m4y9oKSOgBXa98DkfnW7i6HRDy7xEv0bZ06vigI2wZVa9ecfbmAHxhm67PnKWga1DeRybaQaD6rotZoyTtH16VZSNMiXArrVf3pgWr63imPg8Pyzcl9XivDgeGraHczYNIGMy3HVAHDzzGQOD+QxmG5p4kb/TEXJeAtEed15arg+fi7edW56YwJ7xEgAhPCodxIv6+oePzgalV/U4q8JZJIgVoO9e+eoAGT+QGQZDW+SFMfFv+oA4Cy4Mi5ZoRztLDspGua7iRQ/LLYXz4ng+HI+n7jaq2R5KWXPV1L2D/S4y86JEl+vz4PcUDJOTZSPb9XG6Jn7O7hx3RK1a8ZItiSB4HPWaU+IlcF5WS+bFR63lYrCQwfaRIvadEt9DPmNisGBFBgoqgTpczML1eeQgu95Qoj2eeYkEnB0Pu2WH3UDeQrWZ7upW5HUNx8OTp8LXke68EMR6ow/FS/LZemrZaHiXWA2gzoItLdvi+5p4yXQvG+U08bLAwK5683f9qHhxPT91zkvddlHMrZ5uA3UGWo9lXgBtA7GjxIsoGwHh2PQ0IZpGTpaN9F0vq8KFyhbn4LyMAbVTy/jkkgnLRi5KWRM7RotBniifMTGYz6DSdAKXLCgbySWZ9joWL2rmzagsG4XiJVpO2z0mnJdyzurYbaSXlB44MhN5HHJeiPVK373y3TTnJa3baGgHMHNIngWPyGyLdFjsqlgZUBiWl3cOwhazZjDue6ETdgN3RTvguz6H7fGgjTrewFJteREBtdLEN+u6ni5eotN2cxkDW4eUeBG5FyU2e+02Ur/zZ5+7MbhsVcx5yZbTMy9x56W8SZSNVni/kRKC03UHxZyFnaNhniKfMTBYyMDxwqm6emAXWN9TdtXPJCwbJU/bVWWjbpkXXdg8cHgaLdcLVjXkVvPuLoJYQvrulR/kJIweu42Gd4i5Lm5TEylSvKjdMz0GdhljgXjoesD1HODB/0Z7LUt+H14096Euczw/saQEAPWWu2rCukB4AAtapTW1FTgvWtlo63AeQLgiwJln5uVZ54wHP/9VUTbKFEXZKP67Vs5LaVx8nh8GShuFYF7h/UbqoDhVs1HKmtg5Gq6GyWvj6FVoty5/n8Nyw/d6zr0oQT5eTi4bqct3K/HSpdtIXVfImPj83Udw3p98E7c8IcPTq+H1TRArQN+JF6fDkLrEstHQDgRbvfPDMfEyLS8f6mnOCwAMSPHS9YC797vA594MnHgo8Wr9QK9El+35snQkPo/v66q2XJSyq8d5UfZ5PdZtBOjiRQ0+MzBayiJnGUHHkadctB5drJKcs3Pe5sGg82JVnJlmi0KQuM3o5YHzMio+LwwDZbn4tnpiGZ9gO2qhZc32UMxaUfEiy0YAgtBu0/bAGDAUiJf123EUOC+l6ALLmvw7+MkLNmHTYA47RmTmJWeharupoxxUmPc5521AzXbBOYLBj6vi9U0QK0DfvfJV5qV9SF1CtxEgnBdF4LxIhyVwXoajoqYDql26a06jIdsek7IQCL8PIHRYVN4lbUhd3faCA/hqIN5tlFQ2amqZF8aYmPUiMy/q+zR7dF5+8oJN+OefvQLnbh7AztEi8hkjWNq4oqhWaL105PtAc1a8trZfDWy8EBjYIspGQHSb+QqgHxRLORM7R0uR6walSAmcF9tDIWOiIJ2/eDv8ekIJ88FCBlnLCH5Gynl543W7cfsfPj9o7S/nLXAeuldxVGD3D158Pm75vecAAE7OihI2OS/EeqXvxEu4HqA9sJtYoRnSxEs8sBsvG7lSvHAOfPMPgaP3tN1dz2Wjlhiilpaj8TTnRTkWjsdhe37q6oDaag3s2qpsFD7fRrxsJN+EtwyFs17CtvfeXqbFrIWXXLwFAHDWxnJw5rviZKRrYVfDy1ozALgQzHueCfzGj4BMQZSNgOg28xVAFy/FrIUdMvOStQwYBsOgKhs1xO+27ngoZs3g69ar8zJdt4PXtGgpt4KfkRIv8VzagHSxKikdR6psNFrKYttwAabBgkGU5LwQ65W+e+WrnER8Kmt62Wh7+P945kVNQA26jdTlU8Bt7wce+wbiqP1GXafC2hXx0U12c3SXIhQvfiTzEi8b1VouyquobNQW2E3MvIRlIwDYNlLA4Sm1yHFu6wF03v6Cc/CpX7lmns98kclK10JvwQ9eW8PR25ZXi3gJz+iLWRMD+QxGS1nk5e8p7rw0bA+FrBl83XrMvDx6fBZX/Pl3cLvcq5WzRHkt7rzEc2lKzKTlXipNFwZTDQEMQ4VMIF7IeSHWK30nXgLnJXa2ztK6jawcUN4s/h+Uh2Jlo8KwmPPiO8J1qRwXl+sln+/8X+Cujwb7jbpOhVVfm+K8OLEuI/XR9Xg4wK4tsOuhuJrKRmrDc2LZKB7YFT+vnaNFnJhtoel4ofMyj7bzwXwGu8ZK3W+4HCjxor9elDhRnUaK3IBYArrSZSOtS0vlqHaMFoODZTzzUmmKvJX6uvXYbXTfoWn4HLjzwBQyJhOLEguZoFtIZV5KMedFtfPXbQ/Vlou9JyuR66stF+WcFZRAB/MWTlaEO0nOC7Fe6btXfjAbJPZHbXbabaRyL0GrdKxslBsUzgsghE01Qbw89AXgiW8HZ1FdB6upslHKviQvFtj1fQ7PF2WjsI06vD3nXM7kWEXOi5Me2K22XHzitgPBDBh1xq6CoYenGnB9H6bBVkduZSEkiZdDt4mPWy+P3pYxUTpacedFKxtJQXzupjJG5QydsNtIHJhPVprYNJhf12WjvSfF33Sl6QbD40TZKHReTIO1CQ5V4nZ9Hx/90X7c8L4fRt6rZptOUFoChOsVlo1Wz8kKQSwnfSheUtYDdNptNLxTfMwPCSfGd2WgcloIF8MUogYQwkY5L3oZwG0CbjNYzti120jlH1JCwHpg1/U5HKlU1KA6IDqkrumI0ePxs7qVJCwbiQOco6mt7z16En/8xQfxP4+Lg7Q6Y1fZikOTdbg+n1fJaFnxXOBbfwRMH0y/jcq86K+X/T8Exs4GBja1377cQbxMHwI++LzOj7cI6AdFJYj/6KUX4MNvfhoAUa7Qw6jHZprYMpRfUNnoB09M4MRss/sNVylKvABhhksN8wNkoF6WfnRUuN/xOGYbDmq2h2lt9UK16Uamdw/mM4GLsyrmGBHECtB3r3w3pVXaYKxtIm3AzuvEGbBhag6LHe41AjTx4iSXjZwG4LaCbqOuu41aKvOS7Lzo49V9zrX26HB6qf79qAFYq6rbyFU7jcR8Gn1Pkxo1f0R2Fqmz0R3SeTk4WYfr8TYRuuz4PuB0OKCeegS49X3Anf+Rfpu48+J7wMFbgd0/kXz78sb0KbvH7weO3Anc84nuz30BRAO74jU1VMhgy1A4rE7sN3Jhuz4mqi1sHsoHB9O5Oi+cc/zyx+7Ah3+4f+FPfoVQm8yB8Oenr1GottzEkwvl0qrBcwBwuhq+L1SabiTkO1gI/0/OC7Fe6T/xkjLYzDRYW2txwNW/ArzlJnlDJVLscDUAILqQ1OVqBkebeGkGc166HnS7OC9uLPPiaGJGZUj070eFAVdT2Uhvl63bXuR7OnBa/OzUNF31JryhnEM+Y0jxsvAFlwvm3k8C77lQOCxJKAdk7/fS7yMuXo4/ALRmgV3PSL59eWP6nBdVbnzgv1IHHC4G+hl9mpsnDswOTsw2wTkizstcW6Vbro+m46Pa6jwIcrXSsD0cnmoEQkT9/Aa0BZZ1O0W8BM6LH4TaJ6rh+0K11e68KMh5IdYrfffKT2uvNVh7a3Eipmyv9Rw5AVWKF13UxJ0X3xNhXqcZOC9mr4HdVOclfK6+dkYGhG3GEeelpcKAq+dMTC8dNGwPru8H6xNUDkbNdFFlI8YYdowUg7LRQhdcLpipp8S4fr3NWWf6kPh4/P70Uk/QKi1/5wd+KD7uenry7Usbgfrp5BUBLTGcDJP7gKN3i9fPR14GPPr17t/LHIh3GyWhNksfl6WezUOFMPOSMrMkDSW+1etirfHkqSo4B67eIwYOhsFmCy3XR8v1UG2JslEcFUgXE7TF3/RkLSpeyppgUYMAAXJeiPVLH4oXtdsoth7A6FA20gnKRq2o86KXjdRZscowOOIALDIvakjdwua86G3FcedFderooT6VKymuIudFLx3UbBeuz5ExjcgAwXi3ESBCu6pstNAFlwvGjv2O4+jZkye/n3wbNaRObZY+dh8wuA0Y2pZ8+7JcEVCbSHg+8nVjWCIkPnUA2H8L8PlfAo7d3/l7mQPRIXVpzksGs003mMuzdSgfdhvNMfOixHdzjqJntfCkLBk99zzR6q5+fuEMFxf11LKRuK3rh3m20zW9bOREnZcCOS8E0Tev/BsfPYF7Dk4Ff/zxoKfJOgR2dSzlvMiyUWFY3oF8w3Bb7c6LLl6CzEvng65dF2fQM5XkCbt6icXzecSJCZ2X8PZqBPmqCuw6fjDMrGF78GSGJWkTri5odowK58Xx/e4t50uNEhx62FZn5iAwdhZQHAeeTCkdWVkhNtTrZXIfMHZm+mOqWS9J7dKtKsAMYPxc4PSToZD2HODLb+v+/fRIb86LhUrDwTHpnm0eyge/R1EG8vDvt+wL2no7UV3jzsvek1UYLFwKGjgvMp9SabqottzEkwt1ouNo07P1slGl6QblaADB3xRAzguxfukb8fL/fekhfPzWA3B8jozZ3l5rdOo20lEOi2uLbqPAeVGiptWeeXFD8TKQ67VsJAK7jp38xh4fUqd36oSZF915WZ1loxHZWqsyL6bBgrkWCrUaQLFjtIia7eFUpbWKnJcU8TJ9EBjZDey4WmRZ0siUwvuafAoY2ZN+W7UiICn30qqIWTADm4HKsVDgXPp64ehMPtXx2+kVXWCmuXkDcgDbsRnhOA7kM7BMA5bBcLrawhv/48f4i689gr/62iNdH08FzteqeDlwuo5tIwXsHisiY7LEeTh12wvmQOmozIvr+4HDqgK7tuuj5fqxwK5WNiLnhVin9M0rP2cZaLnCdk06Wzc7dRtFbqiVjexqaPkrUVOfFAcyZmhlo2bwMdht1CWrYbpC+GR4ckBRLxN58cCuDEP6sbkpwOoK7LZcDyNFJV5cuL6PjGm0TQWNz73YMSI6Wp6aqK185kX9ju008XJItNoP7xT/T3uNZUtC7LYqIkMz2kG8DMihiZXjIvdS1TqP7CqQVeLlRJizedoviY+PfrX3760DykHJWUZqu/pgQYy+Pz7TxOahfHB5PmPiY7cdwN0HpnD1nlF8+b6j2HcqJTMkUa/ftVo2OlVpYeNAHpZp4MwNZQwXxfuIKhvNNh3UWsnrO9Rr3NEGUJ6Wzov6uaQFdmlIHbFe6ZtXfs4y0XJ9OB5PzJt07DaK3FA6LKqVOSNbQ5WomZEBzeGd4mDEeXiA0zIvHbtkXBumL0RLhid3G3k+Dw4geqs0oGVetO+nvhrLRq6PEfkmXrc9eNJ5CTox5HPNxcTMVrkR+thMs/uCy6XG7lA2alWBxqTYjzW0Q7hpahN5nGxRlKCUM9LJeRkQ+5kwe0y0RL/3slA8tSpArizcmeoJ4b4YGWDzpcDmi4FHFke8GAZD1jI6vp6GC1nYno8Hj85giyZecpYBzoH/+4oL8f6fuQJZy8C/3PRkx8dTo/G7OS9Nx8Nfff2R1D1AK8VEtYUNZfHe8aE3PQ1/9JLzAUTLRjXbbdtrBIRzXsTS1WjmRX2f5ciQOnEfWWuVLB4liBWgb8RL1jLQcj04np94wGM9dxvJNwk1XTcQL9J5Ud0lo2cA4EGLNADAdzCYM4I9JKlonStmXLx8+meBT74Wrs+DsypXTtZVJJWN1NCqjo+7jHDOYbu+5ryIcf+WEVrq528ZBNB+9rhpUBwIvdUwpM7pUDbShazakTVzOPl+srJsNLlPfN7JebFyQGEUqBwFTjwoXi9q7oteNuIecPIRkZExDOC8lwOHbgem9s/520wiZxkdX08vu2QLsqaBw1ONiHg5a2MZr7tqB37ump3YMJDD9edswD2Hpjs+luo2anQRL/cemsYHbt6HHz15uvdvZBk4VW1hfEC81rcNFzAmhYxySabqNpqOn/jzNIM5L74250W8L6jVArrzorqN8uS6EOuYvnn1h2Wj5A4Vs9duIxXYjYsXNedFdZeMysClXYt0ogxaHj7xy9fgp69I6SQBIuLFipeNZFnK8fygnp0e2NVbpV1YCaPHVwrVbTIsxUvDduH5HJZWNrpga7J4GStlA/dsxee8dOo2Uq+F4V3higklbuNkZNloqgfnBQAGt4qykXqMxpR8PrKUqUpLxx8AShvE/y97gxBJX/yN5DbrOZKzzI5lyB2jRfzSM8X3sVkbXvfpt1yLv3n1JYErsHEgj4lqcledQpVHGl3KRsqhUWJnNWC7PqbrDjaU823XKdFxQnZkJf08o4FdNedFOS9SvOTay0Zxx5Ig1hOr40i3COQyJmzXT+1Q6bnbSDksSrxYMedFnVmPniE+OlHxAreFp585HtlF0kYrFC+GH3Ne3CZgZuH5POgkEOJFz7wklI1sL9g6uxpQi/lGS2HZSM1taRcv0Tdhw2DYOCAOBCs+YTfIvCR0hQXiZQcwJFdMzKSIl2wpLBsVx4H8YOfHHdgCzB4NxVBjUnxsVWXZSOVijoUB3+GdwIvfJebI3Pr+3r6/DuQso+uiz7c+5yw8+9wNeNbZ48Fl8dfgeDmH6boDu0P7tGqVVi3/aVTkELvqKhIvqsSjnBedUtaCwYCjSrx0GFLnas7LbFNMLg4zL9HdRgC1SRPrm7559WdNo2Pmpfduo3jZSJ5NKfEye0RkDAZlLsGuhd1GQPo8EB3NeWFuTLx4NmDl4Xg84rzoZSN1ENCdF7V5drWgZrwMaWUj1xOLFvOWgULGxJ5xMXk2qWNCBUBXT9ko4fc6c0i8LkobgdK42AadKl6KofPSqWSkUN1EceelVRH7tvSdSKq1GgAu+xng7BcAt/ytGLK4AHIZo2sAvJyz8JE3X42rdo+m3mbDgHAz9dklcVS3UdPx0xeoInRelCOxFHg+x19/49GubpFioiL+hlXmRccwGAbyGRwPxEtCt1EksBv+nU/WbEzKn5kKAANCVGZNg9qkiXVN34iXXMaA7YoDZFLmpfduo3jZSE5HVaJm9qiw6VUXkl2P7r5xu8+0CMLAQPuQOrcFWFm4vh9zXtqfuy7G6nZyJ8NKocpGhYyJQsaU3UaibLR1uIBzNg9gTLZRJ5W6Nsvcy8oHdpV4SXBeZo8Kh8QwRKhqaHuXslG9e5u0YnCrCOTKlnrUpfNiV8RrTzkvQFS8MAY890/E6/fW93V/nA5sGcpj23Ch+w27MF4Wv2d1kE9CFyPNDnuR9D1BS8W+U1X86/88iZseS9kvFeNUVfzNjw+0ixdAlI6OzQjxm1w20gO74d/0RLWFI9NNMIZINxdjDIMFi5wXYl2zeo52CySnOS9JOYneu42kw6LGsFvKeZFvTL4DlDdo+2qq7duluyGdl1mUMBhzXmqNOk7PiIFu6qDu8WirtELXYrWU0eMrhXJeVOhTdRtZBsMfvOQ8OB4PFjUmnUGq0O6KznnhXBtSl+C8zB4Tk3IVQzs6l41qp4SztuGc7o89sDn6eWNKPB9VNsrkxQyi5kxYNlJsuQQ4/xXA7f8GPOePgHmWEj/w81ctivOlDuqdnAw9wyJKoBb+96fvwXAhg3fecFFwnRI51SV0XpTw7jVX08l5AURG5akJ8TpKKhuZBgNjYdlotJTFZM3G6ZqNo9MNbBrIt4n4wUKGnBdiXdM30j2XkYFd308sGzGGjnZ0gBXLvMS7jQDhvChHxqlHBUtP4kW8kc2ywTbnxW428NhEC47vh+LF9+EkPPd4YHc1tUmrxXwqN9GwRSeYaTDkLBPlnIXBgpUaMt48JA4EKzrnxW2JMf1A8pyX2SPCIVEM7+jQbVSUv2sOnPX87o89sDX6eWNKCCjuha6faqlWgV2dHdcIAd6cAb7yv4EvvbX7Y8Yo5ay2mTzzQR3UT/UoXlTH0eMnqnjiZHQ+THUZMi+qRFvrkr9RqO9rQ4rzMliw0HA8bBsu4LIdw4m3yRhGUDZSruPJ2SaOTjewdbg9CDxWyq6qMjFBLDd98+rPWSKw63rJy/xMg8HrqWyUJl60AG6nspHTS9lIvCFXjMG2xYxZOKh6FlyPB90Eno9ILVzhxYbU7SgVuz/2MhHsLMqYKGaswHnRhSVjDKOlLLIJ4iVwXlZyPYDuqMXLRpyLstH5LwsvG9ohSj1OM8xKKXTBseWy7o+tMlWAyLjUJ8OsVG5AfCxvAk492u68ANqKgVPAoR+L9QQrxHi5u/OiixEVSG+5Hmw3Kp4qy5B5UWHzXp2XU5UWBjoIPRW2/ctXXoRCijtqmQyu58P1Oc7aWMTjJyp4aqKGo9MNXLRtqO32f/nKi2GsknA+QawEfeO8qDkvdofMy/y6jWKBXUCKF7UpeD5lI5FjqJqDooygkeEOqq4ZmfPiaWPDdXQtdmK2iU2DyWd+i8nekxW8/gO3du0K0ctG+YyBphuuB9D5nReei5+9Zlfb12+RrbcrWjbSO4ziZaPGlHBS4mUjINl9UU7dOS/srYyjXJVsWawfaEyFWSklXlRpKUm8KDemekK0XOs5q2WmkBVOW6fMS812oV4aalBdy/HbFjxWg8zL0g2pC5yXVm/t5mLGS/rf3muu3I7ffeG5wd6jJCyDBQtYVZj98RMVHJ1pJuaOztk0gLM2lnt6fovO6ScBP71zjCCWg74RLznLkM5LsngxDNZb2SgQLzLzEsx50d6cSlrmZT5lo1YVHgy0zHKb82JxBxU3HM0OCOfFSQrsSvXSdDxM1Z3ggL+U3HdoBrftm8TR6c7fpzro5DMmcpaJpuMlrm547VU7cN2ZY21fvzlwXlZQvOiiNN4qPXtEfNTLRqp9Xs1y0VGvl3Ne3NtjF8dFV9vwTqA4KlqllQBRLo4SLeWEspG6buaw+Fq72n6bZWS8nO1SNvKCwW5KGLdcv629uhLMeVm6NQLqMXstTU1UWql5FwB4wYWb8dbnnNXxPizTkFulxZyqczYN4MdPTcJ2/WDi9Kpg9hjwvqcBj31tpZ8Jsc7pG/GSNQ34XOz9SRxSxxZYNjJMsc8IEJZ8RgV243NeegvsNlgBvpGLOi+eCwMemr4cm6+6jThPLBupzItqw1QH/KVEuVdJTpBOywmdl1zGQNPx5ZC63sTIRukiLcqQugc+Bzz+7bl/XSfnZfaY+KhnU9Sm6NN72+/rzOcCV78FOPM5vT22YQj3ZWiHmLbbmGovG136ehHIzSXMjFFlI7UscgWdF0CUjiYq6eKl0nQDAdDUy0ax19lscxkyL3MM7OrTdeeLZbBgPYBlGjh7UznorFpV4qVyTOSuZo+u9DMh1jn9k3mRbYNi0mz7H7vRc7dRbM6Lpd2XmRXipDQOmJb4PBAvDABvc1ISsWuoowBuZqO3l+FdG2rnj142an/ynIsx/EdlG6Y+on2pUAIwqXVbJ8i8WGKi7kTVhsF6d1LyGRMbB3KLE0r8wT+I39k5L5jb1wXOC2tfD5DkvBTHRAdQkngZ2QW85N1ze/yX/q143vd+SmRegrKRdF42XSj+JVEYBZgJHL9ffO42xaZ0a2EH2fkyXs7hyQ7LGWstF+NbB4FjWtnI9QMRrFCiZSkzL7bnRR4rif95/BSKWRNP2z0qnJezxlNv2wsZUwR2HY8jYwjnRZEU2F0x1O4u1Y1JECtE3zgvyqWotdzkIXW9dhsxJkSJ7wBg0XKRcmVUnkBtCnYb4qAF9DakrlVBTYkX3XmRQqYFOf5bLxul1Jh9rjkvyyBe1ByKtOejUKHHXMZEPmOi5XhwvbntKvroL17d1W7vCbfRmyOmaM4C3/j9cJ9QcTRBvBwVTpyeN2FMrI043XkJYc+c80Jg25VAYUQcNFQpMzvQ8csACOemtCF0XoAVLR1tGMilBnY9n6PheIHzUre9YDdW3HmpLEPmRb12Oy2JfPe3HsV7v/cEbNfHbNMNSl7zxTKZLBtJ50XLsyzGrJ1FQw0+XGEnjyD6RryojpWa7SYHdnvtNgLCmS6ZQjRcGYgXaclnSuKg5jTFAQbozXlx6mggK4RRxHkRQsYOxIvqNvLhuMnP3eccx6R4WY7MixKATodR70A0sJuzDJF5kZZ4r5y/ZTC1/XROOM3kxYpp7L8FuP1fgSe+Kz4vbWhvla4cFcLFjDlDY2ctnnhRFEZFy7Zye3I9iBdAZGHUZF5gRQ844+UcpupOYrlRtSSrUmHT8QLnTg/scs5RbYlgb9NJDrEvBmFgN915qdsepusOphvib3ZEm4A7H1TZyJGl1d3jJWRMhmLWDBYxLgpf+23gxx+c/9cr56VJzguxsvSNeFEuRTMl82L02m0EhKUjK+ZkBOJFWsTZkjibdRtAYVhc5vbgvLgtNHhWiCSvFbYNudGyUT4TOi+u7yc2qfic4/hME8PFTGob5mKinBe3y88yWjYy0HT9YEjdsuPUe3PEFNWT4qMq/5Q2JGRejkZLRoqxM8Wgul5a5ntFCWO1KiDXY5dJvAtJiZfpQ8C+mxblqfWKyoSobckAMFWzwTkPRMK45rwkiZeGI9rtlaBdquWMvQR2W46P6YaNmbpwgNQC0vkiykay4cAwkDEN7BkvYetwYfH2lZ14GLjj38W/+ULOC7FK6Bvxos8KySQtZuy12wgIRUom5mSYGXEgUeImW5RzXlTZiPXmvLgtNHwLTJWkVOlIfmzxBOfF48gYYqeJju8Dx2aayxLWVc8F6CGwG4gXE3nZbeTMsWy0aLjNuYkXVS5S4qU41j7nRa0GiDN2FgCe3HE0X4pyb5ASLyos3g3lECrUAedH7wU++RohsKYPheHjJUQt2jxZEaJu/0QNV//Vd3HT46eC9me1RqBhe4FzZ7s+uBT3qmSkHMalyr30MmG36SjnRYmXBTovJoPt+fB5uM/rl595Bt709N0Lut8IP/6A+HjqUaA2EV4+cxi4+d3pqy10gswLiRdiZekb8aKPyk7sNppL2chKEy/Z6DTTbDksG2WKwqnp4SDJ3SYaPAOmHkcJHpnLaM+8iPkPGZMFeR51MuZzjuOzjQWHdastF//xg6fw2PHOb0pKsyQFiHVajgeDARmTBdOPPZ8nCsslhXPxO5lL2Ug5L3X5Bh93XpyG2FGUtGCxU8fRfNGdl+yAyLP0gmqhVl1yKvMye1QI5eMPAJ9+A/CV31y855qCym0cmRI/x+88fAKOx7F/oqZtThb7ehqOF+ROgPC1FooX8Vpfqo6jsNsoPfPScn1Umi5OyxzPcGGh3UZG0GWl/sZfe9UO/Ny17TOQ5kVjGrj/M8AmuWrhwA9FXo9z4Oi9wI1/EYr2bvcDkHghVpw+Ei+a85I054X12G0EhM6LFRMvVi4qXjLFsGxk5dszLClwp4kWMmCZmPPixjIvsmzk+jwI8qnMiPoeVdlo8wLzLrWWiz/76sO488Bkx9sp5yWpdVun5YrFkowx5C0Tns/RdD2Yyz10zrMB8Dk6LyejnxfHhLD05cHs4K2i3Lfn+vavHV0K8aI5L72WjICwbDS8U3xUHSLqIPXoV4WAmdy3OM+zA9tGxOvzsBQvNz4qfsZTNTsQCeVcBsWshbrtBs4LEGZQKrJNWjkvSyZe5OPZXvucGYUSGgcnhSheqPOSMVmwUmNRxgPEOXyHEPAv+HPxvnbnh4F3ny062ZRL2Mu2c+o2IlYJfdMqHSkbLaTbCNACuzE344IbQgsfkJkXWTZSzksPmRfuCvFiqvtXgke2ShtWFrBDN8nnHLbHI6IsZ4qhfE3Hx0TVXrDzorIo3Vqgw26jzrdrOl4gvtTYdNHGvsziRTkuTl2cZfaSH6hqZ6BWIRwwd+Ih8fHJ74sBcrue3v61+UEhFuJD7RZCSQ7x81pCSPX8dbJsNHY2MLU/PFtWztIdHxIfZ470/rOZJ0OFDAbzFg5N1THbdHDHfiGSJ+t2IEJKObGBvGH7wYEcEC5eOWcFzotqHV6q5Yy661O3XWRj7eVqjD8APDUhXl9DCxQvpsGC729R/kbcFnDqMbGkExBOIQBsvBDYcTWw7/vi88N3iN97YSR0+DoROC8kXoiVpW/Ei+68JJ25bBku4MKEHSGJqExLvGx0/e9FPy+OifHrhiWETibfc+bF5hmYgfPSCi4HgEyuIMVL1HnJmAzqbS1rGUALOCZnvCy0TVr9zLplWXrvNgoXS6rgsePx5dtVtPd7YqfPlW8KL3Ob7b/TJKonwv9ni+EqiC/+hhABpTGx+DCbkj353/cvrhAojACv/ZiYPbT96t6/TpWNxs8G9n4n2KkViBe5pgJuQ3Ql6cJ8Cdg+UsThqQZueXwiWBUxVXOCwXODeRE6bzhuJKirnBAlctRrvdKj89KwRaeb2jHUDTXnRT1mPIzb1J7bgdM1mAbDwALnEWVMI9jplOQcz5l7Pwl89f8Ar/4P4KJXiddtpiiGF57xbOCpm0XjwcTj4v1OTYfuBmVeiFVCH4mXMPOSSThz+flrd+Hne60fp5WN4oyfHZ6BZArSeemhy8RtoYUMjMB5sYPLASCbFY+rHAvf53BlC6Vaxqbe4FT3xlhpod0O0nnp4qiE3UadxUtF23LdLY+0JNz7KeDxbwGXvi68zGn0Jl702n+mFO4lOvEgAC4O+pf/XPrXL4WDccENc/8aVTZSB6ZWRQ5VrAlXpnZStvvXRBv2kouXAvafruEHeycwkLdw5oYypuo2TlXCrcyFjCm7jbSykZtSNurRefnTLz+E/adr+MyvXtfT7fVSUVLupakNzjtwuo7hQmbBHUGWwYJt2ovyN6La9b/0NuG2TO0XO7IYA679DeC8lwI/+ifgsW8Icd6rKNYzL0vs1hFEJ/om85Lt4rzMCSulbBRn/Gzta6R46aFFlsXLRl60bJTNizfnrOa8qIWTylJW16k3+YWerSlHpFuWRYWeuwV2q003ONNV5SPxOMv0ZjdzWC7N1IO2HUK7rg3842XA/Z8VglQd8LPFULyAA5svFv89e47TeleCDecBL/hLceadLYsDjnJdznup+HjRK8XHmSNL/nSU83L3gSlcsXMEGwZymKwJ8SLCuqZwXrRWaSDs/mkP7PY2qO7IdAP7Jnov4+niJSlXoz+3ozONBZeMAPGeFTgvi+FOTh8Qqys4B+76SCheAPG+tuFc8a8+IbqM5uq8+O7ccmQEscj0jXjpFtidE0HZqNj5duPnhP/P5HtzXjgH8220kIGVlSLJjQZ2c1K8ZEwGJrM6+vwHIBQvthQRCxUFynnpJko8r7fdRpWmE1jpykECllm8gEeHtHV6s21MiuDi3R8Tn2+5VHzMFKPloZ/8M+Dtj4TXr2YYA57+NuGoZMvCMVKu0nkvBV73CeBZshQ6uxzipYC67eGxExVcuWsEo8Uspuo2Tlaa2ChntxSzZlu3kR0TLxsHcmCsd+elZruYqtk9Z970qb5J7dK688I5MLwIQ+REYHcRnZfpQ8CmC4Ctl4tciy5eFOPnyv/w3sSL74vhdEU554pKR8QK0qfiZYF//CqwGx9SF2dgayhwMkWZeekiXnwXjPto8Swy2WTnJV9Q4sUIFko6HkfGYoFoUfNeVPZkofNTGGMwDda1HBSUjbqInErTxUBelY3C3425HJkXzxETcIFoCaiT86Imhh74kfi45TLxMVuKlpo2XpA8nG61kxuQzovM85Q3Aue/HBjaLjJbaeKF87DLaoFsHwl/jlfsHMFwKYOpmoOTs61g8FxS2Uh3XkpZE5ZpoJy1es681FouXJ8H2ZputBw/+HtSG651mrF9SwsdUAcI51OdOCxKt9H0QbHUc/tVwNG7RWkwLl42aCdfvXQatWYAcGB4h/ycxAuxcvSReFnEs/u0wG4cw5BDySBbpTXx4ntifsJj3wgn6AKRWS5WLtZtJK8rFovB9yEEhZjzYmnOS8aKBmwX42xNjSjvhNpk3W23UbXlBksVI87LcmReKsfEOH0AqJ8OL+/kvKjsEpcHJt15UQK1MNo+tXatEIgXWTZSnUiGKYbtpW0JfvSrwLvOWJTuqe0j4ufIGHDpjiGMFrOwPR/7T9eCIXbJZSPxO5lpOBiULkc5b/XuvMjcyuma3eWWAtvzg3H/1cTMS/S1v9A2aSD6d5GU2ZsTrapwEod3AtufFv4txMXL0M4w15fkvNz0N8DXfxeYOiA+V3mXISVeqOOIWDn6R7zouYpFy7z0EO5UpaOMlnnhHPjMzwMfuB74z9eLuSAKbfliJicPirE5L4WCKFNYhhFMBnY9jozJwsxLUOZRzsvCf5Vqs20nglbplF1LioqWeVn2spE+KbSmi5dOzstM9POxs0SYVc+8bLxg7QYUlXhRTpRacQEAg9tkmS2Bk4+KnIM+kXWeqFkv524awEA+gxEZMp+o2u1lI7e9bHRitolNcpK03jrdDeWe6KsJOtFyfYxINyWpbBTfdD2vAXW+J/YMTTwBIJpzWfD714x8/SvxooiLF8MQub1MKTq/StGcFvNg3n+NEDAq7xKfG0QQK0DfiBd9bP7Cy0Y9dhsB7eLFbQL3/Sfw2NeAK35BXDfxeHh7zXnJxp0XWTYqKefFjDovGdMIy0ZBYFc6L4sgCtRm2074PXQb+b5YoKfKRvmMXjZahoO/fiCuawfdXpwXRWkDcPZPAtuuClulN12weM9xuckNiDPy6knhIJmaWzC4Nb1spA5Yi7CReqiQwabBHK49Q8yqGdXKLWopYylnodpyIwJBiZdjM+Ek6dFSFqdrPYwlAFCTXTyTPd7edv1AWHUK7CodOy/nZfao2DG0Vyz/1J2XBbuT05p4GdwixCkADCd0W575HGDPs5JF+Yv+H/BL3xat9PtvCZ2XQLxQ2YhYOfpGvBhGODp/8QK7PcxOGVdlo4K4fWMa+OY7gJ1PB176d0II6RNM1fJFnkE2J8VRzHkZKAvnJWuFzovYNqsFdoO5LEJMLIYo0OvuaSjnxe4Q2K3a4bh3INbGvtDfTX0S+PYfi1xLGjO686JnXjqIF5V5sQpAbkj8Ll/7URl4HRO7q3Y/Y2HPfSXRMy/l2M6joW3iYKrKm7UJ4APPEYPNFnkc/Bd+4yfwey8SQdGRUnjQV2WjgZwFW47eV7TkfqNjM81gxsv4QA4TPTgpjjYlt5fbA0K8DOYtmAbrGNjdIBdJzku8KDEoX5P6yceCu42mZZlHlXd2XiuES9L72U/+GfAzn06/ry2XAblB4MhdoZAdoswLsfL0jXgBwgP6gm1Xcw5lo93PFP82Xyycl9aMKEE894+ECBreFU63BKLOi+wqijgvzMQLLtqGP335BThjvCRyKEG3UVg2ysSGyi2G85I1WfdW6R4Cu+rAsyTOy5M3ivkUJx9Ov01EvOjOS0LZqHpSHKCV83LW84CxWP0/WwJ+d9/8Zq2sFnID4nusnWoXL4PbxeuyLldDHLtXhDz1A1Zr4c4LAGwdLqCYFa+LEd15kWUjVWrUXRXb9VFpuajbXuC8bCjnMFHp7qTU7dDBUWWjHz81iT/+4gPBwsc4LddD1jJQypqRr1c0ZQZHlbCG5tNtpH6e8v1Af89auPNyUJw0qXzWi/4G+Ln/nt99GYboWDpyl+a8SPFy/AHgC78upowTxDLTV+IlJ7MVCw68Keell7JReSPwpq8Ke1ZlZUobgJ1yINboGTHxEmZecqpspE/YtXIo5yy86Sf2gDEmdzKFZaNMrGxkL1K3ESDeQLu1QIfipYPzIsVLOSczL4sZplYuVac3zJnDcss3ugd2//P1wLf+UDovDHjlvya/0ZtrfJ5jbkCc7VdPtm+bVvkXVWJTod7aRHjAshf/LHu01F42UoJ3ohK6JLbn4/iMOMirHV7j5SwqLTdwQT76o/34g/9+oO0x9G4hVTb63qMn8InbDmKmkeze2Z6PrGmgLEtYcVRgV4mXkfl0G6mfp3Je9MDuQsXLzCHZRSbf3ssbQod4Pmy7UqzGqBwXnyvn5a6PAvd9KuzQI4hlpL/Ei7VIzkuvQ+ravk6KnfNeJro4ACle9oWWvCobRTIv2oRd9djqLmUHkOuJCbvZtrKRcl4W/qu0TNZ1Z5EXlI06OS/ioBCUjRYzTK1cqk7dLzOHxYA2oLvzMrVfiMvWrLDHcwNLPml2RciWxWCxmUPAwObodflh8VEJFXWQqp9e0nHwg/kMlJbdMBAGcQFgohq6Ki3HwzEpXraqspEs2ajb3bbvNG56LLZQE9EJuROy26guL1NLIuPYri+cl5zVsWy0eWgBZaOY8xIJ7M7nb/neTwFf+DXx/8mnwlzKYrD9KvHaufdT4m8kPySbE+Tf4OEfL95jEUSP9JV4UW7EogV2uw2pi6OExwWvCC8bPUP8kauzWflmxc08mJojo9qrvVZYspIYhpjzos4G1fcWDqmTzssitCBnDGMOZaP026n5G2VVNloK58XpJF6OhEHq+mmxRBFod158Twyxq50Szkt+cGHPbTWTGxAfjQxw1S9GrysMi49KqKhZMPXT4ZC/RSob6RgGw3Axi5xlYFC+VsKykY1iVrxuhPMS3eEVihfxemg4XmKJJ+K8yNsqQXJoMtm9s+VG9GKK86ICu5uk4JpXt1E887LQwO7t/yYaBU4/KdZYbL1i7veRxrYrxceZg8AL/0qEe9XrCRBD8AhimVnjXniUXCBeFimw221IXZwzrgdOvlZkYBRqfsLkPmBgU+gcWLlQqOiB3dgGW8tg8PzQebHiE3YXu9uox8Bupx1IKvOiDkiGIRwj2/PTy1ucA/d8HDjnRe2ZjMgTUM5LStnI94UlrwbJcU+6Dk6789KcETMwaqek8zLQfn/9gtoY/Lw/AcbOjF4Xd14i4kVetkThzJFiBqWcGewGCstGYmVA3fZguz6OzTTBWBjsHZcZGZV7aTpe4kA55bwMFTJBjqYmb9fNedk9VsStT54G5zyyu0g5Ly++eDOOTDeCLddzIu68RLol5/j+VT0lckoAcPPfCpdkMcPlA5tFy/W2q4Arfl5clhsUfzfDu4DDd4m/u+VaukoQ6Cfn5f3X4Leb7wOwGEPq5hDY1dl2JfCqD0bbUNXkyvv+Uwx9km9WzMqJP3bDig6pS3JefA7X92GZRlAuigd2u2Veqi0Xd+4XgczP3nEI7//+3rbbWKbRQ9lIPF6nbiNVNlKZFyAsHaW6Yk/dDHz5fwEP/FfHxw/yQWmtu648IGVLYn4FIDd+F9qdF1VSak6LA3Wuj52Xc18MvOpDwDW/1n5d3HmpSPFSOR46XEuQeQGEk7J9OHQ4lXjRF3u2XJF5GS/nAtE+XlYzYsTroeH4cDwe2UsEhM7LjtECJlXZSDo0h6ZSnBdPiJerdo/iZKWFQ5PR103TES7oWRsH8NevumR+pdB45kX7+53z+9eTN4qPzADu/7R4T9lxzdyfUyd++bvAi/86/Dw3ADATuO5toklh4rHFfTyC6EL/iJdWBRZbpPHaQdlojuIlieGd4o/87o8CN/1VaMOr+zZzofPi2W1ujykDu7abXDZyetxt9Jk7DuH1H7gNTcfDdx85ga/c1z5RNWP00G2kojtJt/Mc4Nj9QWBXHYiAsF06dZjeHR8UH/WAbRIqH5Q2cE45MvpOokxBfB4XL/pjTe7r77JRtgRc/Oowi6Wjws1x52XyyfA2S1A2AoC//ulL8K5XXxJ8rspGgCg35iwjcF5UpxHQnnlRc2EasdKRmvGyc7SISbnfqJpSNvrlj96J/7rzEByPI2saeNpu4VbdIUW/aOF20HS8SI5rXnToNkp0Xn74XuDwncn3tfe7Yt/QOS8STuLWK4BceWHPrxtD24FdTxdzYgAqHRHLTv+IF88Gl6JjwZkXVbrppduoG2ZG/JGrZWbybJ+pMLCVCw+qbqutbGSqwK7PYRla2cicW7fRTMOB63O0HF/cV8LPqJeykXJeEm/30BeBD1wPt3IKBkOQWQDCdulEkTVzBHj06+L/3cSL16VspERNphCKF6sgnZfY1+iPVT3R385LJ8yMKK3FMy/6jJwlKhvtGC1ix2jovKjALiDcuqxlBM7L5sFQvOQzJgZyVpB5UaWcuhMtHdWlUNkxUoTPgemGkxjYVaL+lifE32fWMnDOxgEM5C3ceUCIl3/47uO44X0/RMv1IlOj50WQeVFlow6ZF86B770TuC9hHgvnwnk587nAGc8Wly3HPKKf+hex2HPsLFGSPP7g0j8mQWj0j3hxbfgymLngzMvIblFyKCeMzJ4Pv/AV4EXScq2J4O7zLpLthsM7xTZjQDgvsbKRaWit0lbSVuneuo3Umanj+8GepDgZ0+i6s8jTh9SdfjIUHYBoteU+vPoMyjkrkhNQb/aJYcRHviyyKfnhcNZIGsp5SSsbKSGYKYgDMpBeNtKn7wL97bx0Iz8s591Uxc/WjIVQF2HCbi9kLSPIruXk/1uuH5muqxgfyOFUUDYSr+9aK9l5UQJpotoKnJfDU41g1svRafHaODHbDB7bMBiu2jWCO/YLt/SuA1PYf7qGuu1Flo12pXIcmIiVaQPnRTyuGSkbxe7broocS1KHXX1SvI63Xg6c/QIhJM57We/Pbb7kB0W5kTHgrXcAL/6bpX9MgtDoH/GymM7LnuuBdxwMQ44LhbHwwCjPZt/0LLmOfuMFwMlHxP8TnBc1pM7xODIGC3YaZdp2G3X+ntWZqWq7TvoZ9bKYMTKk7vZ/Bb6oZSikOGg06xH7HwjD1InPU5XSNpwX/j/1CUjnJa1sFDgvpZjzUuzsvADr13kBxIGoORO6LuPnhtdZ+WWdpqpeOznLRM4yUWk6mG262DgYEy/lrBbYFX8H8bKRcl7URuupmo267cI0GBqOFyxrPCLFyyl5f+r1etXuUew9WcVkzcbjJyrwuRA4c3JevvVHwH/9QvSyIPPS3ird9repBH1S7mh6v/g4skvk635/P7D9yt6f22JQ3rDqdn4xxjYxxj7FGNvHGLuLMXYrY+yV8rpnM8a+Grv9Rxhjr9Y+38AYcxhjvzrPx381Y4wzxq5Kuf5KxtgDjLG9jLH3MnmmxxjLMcY+Iy+/nTG2O+XrPcbYvYyxBxljX2GMDcvLd8vH/XPttuPye3mf/PxcxthN8usfYYx9YA7fV+LzTrntTsZYlTH2O/LzAfmY6t8EY+wfen3sOH0kXlqAIQ78C555wtjiDyVTB8aqtOJVtmXj+WILcn1S1L9jmRfDYGFHUcJ6gF67jdSZqeP5Ivyb8DPqZUidq+82suvRs0EpXpxWI5J3ATTnJel34zSEwCiO9eC8dCsb6c6LnnmRzotdD2fu1CdFHil4kutYvOSHRdlIiRd9j9PQ9mUVL4PBWglRNlID6sZKUWE/Xs5pgV3pvMQ6jmq2mJY7VhKO5kzDQc32cMa4eG2o3MsRWUI6Lp0X5Ww+bbeY+fOth45jqi6C6MdmmpGp0V2Zeqp9saX6u3GTWqVj960EfZLzMrVffEzaW7ROkQfULwK4mXN+Buf8SgCvB7B9DnfzGgC3AXjDPB5/AMBvAri9w83+BcBbAJwt/71IXv5LAKY452cBeA+ANEurwTm/jHN+EYBJAG/VrtsHQLffXgPgIe3z9wJ4j/z68wH8U0/fWOfnncR7AHxDfcI5r8jHvIxzfhmAAwDmOfq5X8SL74mgmnReFjxeeylQbbi1k6IrwJAH943yIHHqUVk2andelGuSMQ2tVVocdB3PB2NC5HRCnZk6nujKSPoZZUzWsQUaCBcz2h4XYst3wz1D8o3YbjUTxIsaIJjwPN2mKO0UR4BGr+IlrWzUIbDbmAbecwHwxd8QrZ21CdFSrQTjendeGtPhgLqNMfGyTGUjIJwPlMuYyJpGMKBuJFG8iBCuEvFtzovtopQ1gxH+p2s2bNfHuZvF3+NBJV6k86I6kZR4uWT7ELKmgU/dfjC4z2PTzcjsoq7MHm3/+bWimZfIeoD433LSrJ27PiqGxk3JPUYjJF40ngvA5pz/q7qAc36Acz6Xg/QbAPw2gO2MsW1zfPw/B/AuAM2kKxljWwAMcs5v5aJu+TEAPyWvvgHAR+X/PwfgeZ3cDcmtAPTn2ADwiOb6vA7AZ7XrtwAIttdyzttHU8/9ecdv+1MQIuqhlOvPBrARwC29PHYS/SFeZLcOlyWX7EIzL0uBXjay8qHNuvF88fHEQ4kTdg3GAuGRMcOyUZh54T21VgZlI7mhOulnZPUwpM7Vh9Sp4XrK7ZBvxI7diAQvgXBQXeJzderCeSmMCjckZecMgDmUjbTMiyUzL6f3igPBfZ8CbvwzUTYqjol1DkDYdbMeCZwXOUwxLl6WtWwUOi+5jBHkUJKcl5mGEwxFBBKcl5aHYtbCkJyCe0yKlIu2DaGYNXGnzLMcic18yZri9ZrPmLh4+xAeODITXGd7fu9lI88RgtCuCcEc3Ek086KvNGnL7ClBrzsvt/8rcMvfiSWMxbH+nlE0dy4EcHeX2zxTL2EACCaLMsZ2ANjMOf8xxEH/ddp1n4mVPtS/N8rrLwewg3P+VaSzDZp4kP/fpl13CAA45y6AGQBjaXfEGDMBPA/Al2NXfRrA6xlj2wF4APT20vcAuJEx9g3G2P/RSk7npnxv98rbdHre+nMqAfh9AO/s8DN4A4DP8LQFYz2woNoIY+zdAF4OwAbwJIA3c86nF3Kf80KejbPAeVmF4kWd1Temolmawa1ii/HJRxIDu5bJgkVwlsGCN03lZNhuh8FvGpGyUYrzYpms61bpSOZFFy/5wUDEuK1We+Yl0yHz4ijnZVSIE6ceuiZxgsBul7JRVnde8gAYAPm97foJ4LZ/AcbOFoMDGRNj88l5AarHhSuoduFky0LYLFGrdBJK+OYsMddICebRmHgZlVuplbgB0DZlt267KOVEZxJjwJFp6eIUM7jujDHc/IQo4x6ejokXLZB71e4R3HVgCqacuaSeW09UjiN43Tn1sIW5g/PS9icSlI2038HsUSE2c4NUMuoCY+z9AJ4B4cY8TV58C+f8ZdptPqJ9yesROhWfBvAhAH8PAJzz1yEFxpgBIQze1O0pJVzGe7hOpyBF124AdwH4Tuz6b0I4QCcAfCZyZ5x/mDH2LYiSzw0AfpUxdinn/DEAl6U+6WQHKOm5vROiLFXtYBq9HsDPp13ZCws9yn8HwEWc80sAPA7gDxZ4f/NDlS2ka7Gqy0ZANNfCmHBfTj4iMy/RN2iDMbSU82IZePHFW/CPr78MW4dFADGtcyiOug/X43DkwLs44kDRW7eR4/lhCUe5HfIs0nWagfWvUM5LYieY2xRlnYLcKdQp9xK0SmtnoYfvbJ//opeNVGAXEO7KNb8qHvPEAzHnZR2Ll/ywGEg3uQ8Y2Br+TAoj4gDpNgCvfYLtUqAHdnURERcvaoidvl26HhvnX225KGYtGAbDYD4TdBUVsxaedc4GHDhdx/6JGo5MNSLCWn/cq2Xu5eJtoTPXs/Myq53w6q9ZFb51GwAPTyYyJkPbG349Jl6cRtjWfvRuKhm18xCAYD8C5/ytEO5Er+2jbwDwJsbYfghH41JZ5ujmvAwAuAjATfJrrwXw5YTQ7mFE8zfbETojhwHskI9lARiCyLTEacjcyC4AWUQzL+Cc2xCi5rcBfD7+xZzzo5zz/+Cc3wDABXBRD85Lp+etcw2Ad8mfwW8B+EPG2NvUlYyxSwFYnPO7Er62ZxYkXjjn35bWFiDCTXMJRC0e8oBmqG6j1Tim2jC1MkbUXRHi5SG5HiAa2I1kXgyx6faGy7bBZGG3US/Oi3JvXF84L0mbt3ub8yLFi59eNvKcVlvmRW38Dp6r7wH3/qf46DTE960WInbKvQQiRR4IJp4A/v15wBfeImz5xFbpQjgUcMulwM6nh/dXHA8P1OvdeQGA/T8UYd1sWbiA+eHQLbj1n4Cv/+6SPxV9oafepTYYc/OCJY61cAN13fHwlo/dGUyQrtseSjnx2hsuZnBM7kgq5Uxcf474vd/46Ekcn23i7I3hYDfdWblyl3BKL9o2GLpCvQZ2Z4+E/9edk1ZVZN8AwG0F71mJJyLxwO5s7HhBzkucGwHkGWO/rl3W06I6xti5AEqc822c892c890A/h+EUwDO+ev00Kn272Oc8xnO+bj2dbcBeAXnPDJdkHN+DECFMXatdDPeCOBL8uovA1Ctaa8GcGOn0grnfAYiHPw7jLH4htC/A/D7nPNIWyVj7EXqtoyxzRBlqSOc88dSvrfLOOfTXZ63/pyeqf0M/gHAX3HO36fd5A0A/jPte+qVxTzK/yK0ZPGyIjMvW8cGcfnO4bnNYFhOlPsSKw1hy6WiTdWutAV2TV28WKHgMKR4sV1/TpkXx+NwvWTnxTLau40+dftBvOgfbg4+93hK2QgInBfDs1HKxsSL2jul3pwP/Ei0WR+8VXx9pjA/5+WEzIM99AXg5nfHJuzK96uM5rxsuVS0do6dLT4vjgIlOUBwvTsvgJgZsvli4QgWx4SoUa/bH39Q/JyXmAG9bCRfNyPFbFsovZzovHi4/alJ3HtoGoBYwliUr8WhQgZHZfi3lLWwe7yEnaNFfPL2A/B8jgu3hs6K7rwMF7N47xsux68884zA/enqvDx5I/DB50anFAc5l5bYtaUGV7qNwHlJdI2VeHGbwv2qHIteT85LBHmw/ykA1zPGnmKM/RgiBPv7PXz5GwDEX+Sfxzy6juLIMo/i1wH8O4C9EJELdez8EIAxxtheAG8H8I5u98s5vwfAfZACS7v8Ic75RxO+5AUAHmSM3QfgWwB+l3N+vMdvI/F5M8ZewRj7sx7v47VYBPHSNfPCGPsugM0JV/0R5/xL8jZ/BGE9fbLD/bwFosUKO3cu4rp2ICgbXbhzA77wkp9Y3PteTHKD4o0n7rxsf1r4/9h1psHQDNqhwzdU5Sz36rzomRfHT57zkknIvOw9WcWjxyvwfQ5DmwPjeH7gtAT7hKSIyTIHhdibu3qzD7ZfN2UAsjkrvr44PjfnRYmUiSfExy2XAnu/I5ZiGpacGqvKRvmwu2vLZeLjzmuB00+IA3RxTNxGiaf1iHJeAGDTReLjhnPFwEblYM0eEVupOV/SuR7RspF43cTDukDYlaTapQFgtulgpuFgtiHeE+q2h5Kc9DxUyARdSark9GvXn4k//IJotrhw6yA+L2Oe8UD7Ky4Viz5HS1kcnKx3P0F66hbgyF3RwYhKcKu8S2mD6D50mrCMHG4wfoBJY0f7fel/D3YVmJXiZesVomxEzksb0iV4fcp1NwG4KXbZm+R/P5dw+/sBXBC/vIfn8OzY55dp/78TosQU/5omRGtzt/suxz5/ufZp0v1+BMBH5P/fDiGM5kyH5/1ltIeGwTn/04TLzpjPY8fpKl4458/vdD1j7Bcgesqf18Xe+gCADwDAVVddNe+EcSIqexGfCrraUGf28W3VG88XQ9WcWqLzoko1GwZykcsBsbRuINf11xh0LLmenNab5LwkZF5sT4iepiu6NsLMC9cyLzHxAhf5bFy8xNYDqDdypy4Du3N0XpyaOIhOPA4M7QRG9gAnH5YujhQtkbKRdF62Xi4+7nq62GJdkjthznzO0u+DWc0o5wUQzgsA/MxnRWlj303hdWo7d1qgehGIdBsp56UUd8S1zIsmXlSmZVbu16rbLorydoOFTNvX/sw1O9FwPPzDdx7HNWeE4jVNnIz16ryo0s7Jh8PLlGhReRfl+Dl1WMzCuzIfhO1ngFPPBzacE36dPrjRrgIVed8X/pQQL/Et4QSxDlhot9GLIKy46znnKe0fy4AK7K528aLs97jzYpjAtiuA/be0L2bU3JZzNoWhX0PPvPQQUG7Gu42S1gMYwnnhnAehwZY2ubSYtbSykZ55UYFdOVodNvKxN/9cvFVaWeh2VXx9phB2YXWasqsEE5ePP/E4MH62COI2psP7AqLOy0WvAga3hW/0574YuPg1wM7rhEszsjv9MdcDynnJloUQBMLweFzUNaaWVLyUtcyLKt+oIXOR2wXiJcy8qH1FynmptbzgdsO6eNHE9S89Yw/e/PTd8LVzr2yKeAnKRt3mvOhZl/ImMfxPveZ15wUA3CbKMyeRYw4ycIFPv0GM3Fd/o40pISK5L0T/7FHxe7r2N4DtV9Nrl1iXLDQc8j6IhPV3ZCL5X7t9wZLgrRHnJZfivADAjqvldbGykTzWj5ezkW4LIygbJQuROPE5L4nrAaQb42mD6tTuJNWCGnVe4oFd8TEHF4WY87JnvISRYiY44w2cF7seTha2skB2QDgvqhwUxwsPVLBr4nbj54Tj7ZPES6YoDsBnayZiYQR41b+HZ7/rHeW8bLwgPGgqsnHxMr2kTyVSNpKvyXinERCKl9PSecmYLBQvTQeez9FwvGBB6JAmXooxt9KQS0/DvE2yOBktK+ely9+cLl7GpYuiC3ZAc16aKE2K7NanMj8t5hGd0BYd1ieBgS3i/62qEC8DW+TS1+s6Pw+C6FMW2m10Fud8h5ZI/rXuX7UEqAPaahcvQdmo/SwyyL3EvgcVUrxgvP3NFhBiolvmxZO7kQC1HiB9zguAyJRd5bwo8ZPcbSSdFy3zEj8zfeGFm3D3n/xkaLcH4qUWlo0AMWX3vk8B77sq3Pmk47bCbd+n94rykXJevJZ4o1clIr1sRHRGOS+b28rZ7QPQVJvuEpFcNmr/2y5mTTAWOi8jxWywdLHacoOBdSUtsBt8bUrZZ1iWp1Kdl2I2eG6pcC4Exo5rxOeBeIlnXsLAbvH0g6jyPL6SfYm4TJXqOBfOy5DMwthVkZsb3JL++ASxDlilbTlzJDbnZdXSyXnZeZ0Ik6q8gcQyGDZhEv9x4jWiQ0diaIHJbt1GSngAojvJ89PKRuIyveNIOS+NmHgB90PRGAR35V6YBOeFsdj8Cv0s1G2EAqMwGoZ5KwkBeM8Oy0tH7xEfx88JnYPKca0t+jLghX8FnPW89vshopgZ4KV/L0oRcZR42Xih+NhteeYCOXO8jIu2DeKCrYOBSEgK7DLGUM5awWZp3Z3hPJyaq8SQEi/FrJm6TmNEipOuZaNOmRe1p+z8l4vS5MVy319b5kWWjZwm8hMP4mG+CzOZjWIpphIvrVmxcX1YEy+zx8QsHoJYx/SHeAkCu+2hvlVFJ/FSGAZ+9X9E9kXDNBh2spOwuCMGiEn0995uzktDEy9KyCS9OQfOi9Zx1JLzYVTZSAV6c3DCL4w7L3C62+rBWWhFCBLlphTD0GTiSHq3pYmXe8XH8XPC0f6Vo2GLtGEA1711SfMZfcXTfkm4WHFyg8DomcAlsgliictGQ8UMvvq/nokzN5SD12lS2QgQwVvVQTRWjt7myVNCLIyXxUnNsFwRUOoQcB9W4iVlSvdYuYN4mToA/M0e4IlvyTvbJUqTu54uxiOkZV7sKjKnHsRD/m7xN3jGs8WJitsKhaJyXloVMQWZnBdindMf4qUfykYpmAbDKJMHce1gPl/nRQmZpK9RmRdH6zgKFt7Jr/N9kS2Iihc5fdUXl2Xhdu/GUOKlLrftZqSgu/JNwNVyC318mZ3vy/kYUuAcuVOIlvLGsOzRmArLRsTiYFrAb94NXPVL4vMlLhvpZDs4LwCCAXQAMBoL9e47JV5jSnCobqNSNv21OSIFTlImDAA2lMXrtJh0HycfEW3NP/6g+HxQW/uSLSVkXqR4OfEgDLeBB/09whE949nCjTx0eyhelPMytV8sQyXnhVjn9Il4WePdRh0wGcNIIF7Cg7lue3dzXlSbNAA0bDkzJuHMUk3djTov0W29ru8jb5nt4kXNeoFyXnoVL7ItWjkvF9wAXP978sFjzosSqUqonN4LbL5EzBzRW30p47I05AYAZooD6omHgZkj3b9moQ8ps1NJmRcAKMtwr5jAG3VUnpoQrzHlvIRlo3TnZaSYRc4y2kf0Sy7aNoi/f+2luP5cKTx8H/jwS4FHvy6WrgKifRkQe8uCb6QcvuYnnhDvVSrzIsufj/KdQjTteaYIrt/9sfDvY0jOxjr1aPt9E8Q6ZEGt0quGNddt1Lt42TFaBMo20IKof0t0vdKt2yjJeenUbaSLF1sTL5xz+FyM+s/ZWtePmtUiyTK3bUhdG+rss6acF01wKJGnfb8Awt+zvthyy6XiY0S8kPOyJDAWLnD89M8A268SZZElZNdYEQM5C9tGkgVpWTovecsIykGlrIma7WGfLBup+UiqJBTfeK7zs9fsxAVb0yctM8bw01doW1Bas8CBHwBbLgmdFEAMRSxvDD/PloUYb84A939GtO6r9wPZWXeIj+NCwxCv/yt/QSwPVYJHLco8IefGjO5JfY4EsR7oE+dFHkhXe2A3bUhdB375mWfgly6XX6eVUUw2F+elPfOSGNiVgkYvG7W0spEK6+YzBvJdnJfu4kW+KauzVV28WDkhROObjNV0XX0S7uZLxEeVeQFIvCwl+WExs2Rqv8h4xJk+2P0+Tj0O3Pupnh7u2eduxH3/9wVte40USogUsmbwmts1JjJO+07VUM5ZgQsYOC+59Nfm2ZsG8NqrEqbcpqHKOpVjoRAHRCuzoT1OVjov93xC/B1f86vh+8D0QfBMCbMohV2A1/66EIuPfR141u+JWS6ZkpgKDdBUXWLd0x/iRR3UVn1gd+5lIwBgTfkGqZVRdFu72xZtvWxUl+2jSV+T6eK8uIF4MZGD5ry4jcgY9NxcMi9q9Hlc0KkzVZ1E5yVJvFDZaMkoDAPH7gPA2xcEPvA54B8uBo4/mPSVIXd9BPjS20RLECBKLycfTb15WmcQEIZvc5YZ5F/2jAvxUmm5kRBvKWvCNFjHwO6cCcTLCSHE1WtTz7sAYebl7o+LFuqtl2uvUw4MbQfAwsnXQ9uB638fuPotwLP/ILwP7guHZz1PgyYI9It4WSuB3Zw8wM7BeQEA1OVSUD3zModuI915UV1DSd0UKsSrt0rrzouaQJrPGO2ZFyfqvHTd/aLEC5ePFRccuYH2wK4bEy9WIVywaGVDx4Wcl6WjMALMHBL/rxwTW8EBIUBufrf4v3IH0mhOi/Zf9Rp47GvAP18LTB+a89NRzks+Y6Agsyw7x4rB6iWVdwGE4B8tZVNdnHmhxEv1uBAvY2fJsQeXRG+XK4vbTjwG7LleXGaYYlcUIMVLLEh//e8BL3l3ODRQdc3RRF2CWKOZF7sGfPaNwBVvFAHPILC7ystG5Q3iwBo/K+uGCu3ZVSES9v8A5rbrg6u7dRsltUp3dF70IXVaq3TgvFgmckwKRmbIslGYeckzt+PZcvC9RB48Ll4G0wO7Kji66ULRCRM88HB0wi6x+OjZIu4B1ZOiU+yBz4Vh0m5B3mAp54w4qM8eA8DFjJ7hOZRsEC0bqS6iMSlQZhoOxmPt0+//mSuwZWiOJw+dUJ1XleOirDO8A3jtx8XfhU62LEYdcF8IHEWmALQcsKFtsAyWuHMsQLktJF4IYq06LwzY+91w7onXEpcZXUoVK01+CHj7I8B5L5vb1wXOyyzw4OeBT74aRuVYcPVcnJdGh8xLOOelvVW66XjwpXjJ6c6LEgxy1ovDssgbbvfvSZ11Bw8eO6DkEspGynmxciIMqW/jBsLSETkvS4e+fRoQTsJ7LgK+/jtiuFqmGI7G5xy4/d+iWRAgFC8qkN1SYmZ6zk9HlYDylhm0L4+WshgsiMvHytETmqv3jIoQ/GKhnBenLnJApXEhqJNWLCiXURcv6nU/tAOWyTqXgLMkXghCsTbFi8qMqKyLZ4uSUUp746qiMNz+xtYNvWwkRYvlhJ04XbuNXL1VukO3UTBhV4gUznmkVVo5L4WM1ipdGJFlI+G8NMwycqyLePGcUHAqkspGac6LmQPe/HXgOX8YvT5YLkjiZclQJTvlcj7+beGiveAvgF/+rnAVlXiZ2g984/eAh74QvY/AeZmNfpzH5F7deVEt0HppaLy8xG5sZONzBSim7MrSByXqW6DVfKPBbcgYRue/ZRIvBBGwNsWLYYqygQpwuvbq7zSaL56rnalWghKS4STPfEmiKQVLzjKCzEvinBczmnlxtOBuXes2ymVM5FVgtzAizjplt1HNGECeaXmYJJTrUhzTHrwH8RI4L1lg9Iywe0sROC9UNloyVNlILRJV02QvepX4fQxtC8tGSnTHRYleNgJCB2Yek3vLWmD36j2jePtPnoNrzxgLxMuG8jxycM1Z4APPBk481P228eest0vrqJJPaUPUvVIu4dB2WCZLHY4HgDIvBKGxNsULIMSKOph59oI7jRzPwTtvfSdO1E4swpNbRJrTALiwl+1qcEAw1Eh+yMzLbf8iSkpJdyFLRQN5K5zz0mHCrloBoPIugHBeAvFiGcgx3XlpBs5LjZWQRRfnRYmX8ibtwWOCo1O3UVq2SR1YqWy0dKgD77Yrhdt5eq9oXVdbjwe3hV1IqlwUP8DHRcsCnJeSFtjNZ0z85vPORj5jBmWjeTkvk/vE4Lgjd3e/bfw5p4kX5ZqogLkiKBttx/PP34Sr94wiFcq8EETA2hUvZjYsI3j2gsO6+2b24XOPfw43H7l5EZ7cIqLCusO7hMNRFeKKaeLFNBjwg38A7vt04l00XQ+WwZDPmGHZKGm3UdBtJESKyrsMoI7fPvJbME6KAVl5vWxUHJVlI/F8hHjp0Xkpa2/0mXjmpUO3kZVyNk3Oy9KjykZjZ4aCZfNFYcl2cJvovPHccPWDfoDnXBMtcREzPeeno5YuxucKKeclnnnpCd3p7EZjKpx+C4RTc+ME4uXM6OXqtTq4Fe9+zaXRAXhx8sNC7KifO0GsY9aueFlk56XpCefgZP3kQp/Z4qKs9xE5lEoOBjOcMPBa5A1xwNDalXWajo98xkTGNDruNorPeVF5l6uNR3C+/QDM4/cCEOHI9rKR+PlVUEKmq3hRu120CaRx5yU3KO7X01wct4vzolwBcl6WjtEzRcl2y2Vh19wmbRP64FYRTK0cC1+7uiixq2FwNZ59mUfZKHReouJFDaSLdxv1hHq+cfGcRGNK/G0qByXVeZElHz2sC4ivK473Jriveyvwc59f/Y0JBLEMrM1WaUAcwLxYYHcBNN1VLl7URE05Y0M4L2Lo3SbnsLhOc2N0Go6HfMaAZbCghJTUkhl0G8mykXJeLjf2AgC4/BnlMwYsvdvId4Kz1GleQob36rxI8cLMdvGpBvrZ1VCUdJukTN1GS8/G84B3HBQlDLVfZ/NF4fVyXglmj2plI815UYIF0LqNFhLYFQfyQjZFvAwsxHmZ7Xw7QAiu8bNECXT6QIfMi3w9x7d2j+xqb6tOY3Ar7TQiCMkaFi+Z8GC2CIHdhgycnqivssyLmkCrnBdfOBG687IxEC9NJNF0POQzJizTCEpCiXNeYt1Gynm50pBDx2R3Vz5jwmQ2fGbBUHX4xhTATFR5rgfnJSZeMoX2TjF1v61KKF70VukkVIYm3s5LLC7qdzMoyxebNPGi3JjZw2HJU3dUdPES7zaaR9monBMiJR8rg776qu3YMlyY30C6QLz06LwURoCBzUK86CF0nZ3XAde9TWyM1nnJ34VOFEEQPUNlI4lyXlZdYDfuvCjsWjBld9zu7Ly0VNnIAJ5t3IONmOppzovt+jDg41JDzNPRnZccHHhmLrS765NApoCGZwrnhfO2+w+fuzwoKLGRNHE4WM6o5Q70VukkLrgBePM3w7N/YmnZ/Uxg6xXAhvPCy5QzMHMkOfMSES/xbqME56UxBdz7n6lPQWVeirGR/1uGCnj1lfN8HajnZVfFBOFTj7c/J0C8xnXxUhiNDk3UyZWBF/5ltGUaELdPy3ARBJHK2hUvixzYVc7L6isbTYo8iN6ZAwB2FYZ0K8Zbcqx6SuZFlY1GjBo+kn03Xm7emrJVWi1mlIFdz8M57DCKkI6Oo8SLyLx4Ri4s0TSEeKn78s3b6+C+KOdFWexJ9X4lXg78EPjen4vsS7fArpkBdl2X/rjE4nLOC4G3fD/6+8gPiXDq7JGwbKQ7KkoYMEOIFt8LxWxS5uW77wS++GupCx9LOQv//LNXzF+oJKEHdh/9KvDP14SrCw7dAbzrTODhL4m/N68lxMuVbxLj/AmCWBbWbtloiQK7s/Ysmm4T+bnuH1oqdj1dHNzji9jsmpjv4nOMNVPEi+cAT3wHtj2EQsbENuc4AOAg35iYeckGgV3ZKu34uEKVjIAglJu3TDA48Ixs1HmxCqh7ppDEXitdZMRbpZPES1aKl1v+HqgcFa6S6uRY7Wsg1jOMiVbeyX2ha+g2xWszUwiFweA2US5SrouZbS8bzR4D7v2k+H/tFDC8E0m85OJF7r7Ry0Yzh0VZZ+JxMfr/5neJtQi3/J1oFweEeDnzueIfQRDLQh85LwuzXpXzAqwy9+XcF4tJstkE8cIAgGO0Kc9K9bIR58BXfgv49Buwu/4A8hkTW7j4vg7xjYmZFyvebeT5OI8dRJ2VMMsL8KV4yWXEnBfX0JYh1ifBM3nUPBmcVNOPk4hnXjqVjSpHxe/2tn8GHvuGuGy1L+Bc72w4T+w5qp8Of7fKVVH5lqEdQiTonyuRo7j1feHfuMrPLAd6OUuViKYPiG3aT3xbdFcduw94+MviOn3LOUEQy8LaFS9x56VDYHfv1F5MNju/+TW1xYJ6aPd47TjuPXnvgp7qoqAO5oDYRGvXYDCGUVSQ9yqi3u47Ybnmzg8B935CfKkzg5xlYpMvnJdDfEMQztUJ5rz4ofOyg53EZG4rWsjCs6NlI9fQMi+NSXCrgJYy89RAuSTsqhAgwVC5DmUjAHj6/xLf8+E7xMe5rlcglpcN54kyT2tWtFYDoauihMHwDnG9cl5UIF0vHe39XtharFycxeb7/w/41h9FL9MzL4F4OQjc9VGxfPHn/1u0+ast2iReCGLZWbtHAb1V2u1cNnrr996KD9z/gY53p4sX3Xn5wP0fwG99/7cW9FQXBf1gPrwDsGswGcMuJoXWpgvFR3Xmuu+moLxiuXUUsiY2ecdxmg+ghkLnrdJqSJ3nYwc7hUp+K1rIwNcyLzk4cJnmvNhV+GYeNpe/B7eTeKmJ4KKVFWIk0XnRnKad1wHj54j/9+saiH5iw7nh/8el+FAioDktXjPFsajzokpCemh39mhYmokvd1wsHvpv4PFvRi/Ty0bq+UwdAI4/AGy9TDiGz/v/wk5AEi8EseysXfFi9V42qjgVTDY6Oy8Nt4GsIe5DFy+n6qcw3ZoG79Q9sxyY6iDPRF7AroExYBOTb67qDFWJsMZ00HXz8vMH8Yard2CDexyHuAjJJmVeTIOBMS3zYrvYzk6hUdyOFs+EzotcD+CwXKQ11DdzsAPnpUvZSJXBssXkuSxZTaxtuzIUZ1QyWv3o3UfqdRmUjWbEAML8UNTZUOJFOTStqtg2veE8MQdoKZwXzxHZnGqsTKyea6uiiZf9wMlHgI0XiM8v/7mw7bnQYaQ/QRBLwtoN7JrZWGA3/Yzc9V3U3Frq9YAQL6OFUcy2ZiNlo8nmJDzuoeE2UNQOsrP2LEpWCeZyTrvMlkWJJT8ETD4Fw2DYzKQoGz1DfFS5FyVeJp/EReMmcOY4TrrH8WO+A0CyeAHErBfVbWQ0TiHPHDiDO2Ajg5z8eWcsAwZsOGwQztAufPriD+Osie+Dbb0O9l7ZVtrJeRnZHYqbbLl9NQAgWkgzRdGCWhwV4uUBkPOyFhjdIxw139HEi3JeZsTrNyeXaqoN1MOxspHcno6h7UIgL4V4mdwn5ia1ZgG7Hm4jV86L2wgdn+P3i9sqEc0Y8MoPAI99jQbHEcQKsLbFS8R5SS8bOZ6DesoMFEXTa6JgFVCwChHn5XRTvGlW7EogXupOHS/6/IvwW1f8Fl577msX+I3MgdyAGA2eLQN2FSZj2MSm4DELppptospGzWn5RsuCeRWjzgkc5FeCMbkPKQHLZIHzkp0VXUx8eBdayCAvXR3LYMgyBzbL4aGjs/iTO3IAXoTyUQtXqZdUJ/Hy7N8P//+0X2pfVqcojQM7rhX/J+dl7WBmhGg59UgoXvTMS34o3AguJ0aH4kWKHCVqBrYsnXiZ0Oa31E4C2d3CjXFqohTUmBLdRkAwHDJ4HQLAwCbgql9c/OdFEERX1nDZqLfALuccLndRczo7L023ibyZx2h+NBLunWqKN9OKHQ5Lu/vk3ajYFRyvHV/gNzFHcmXxRp4tybKREC+N3MZw+JXuvBRHpdCpAbNHYcFNDesqLIMFE3YLdfHGbYwK8aJ+3gZjKDAXdd/CqYq47Jlnj6PacmFDishOgV2dZ/42cMErkq/7mf8CXvDn4v/qoEHOy9pgoywdjewBwIRQ+O6fClGSHwpXOShxEC8bzUrnZXBrZ/HiOcAHnwc8/q3uz6lVBT75GuDOD4vPTz0WXqdKRyqDMyhPBhqT0bLQxvO7Pw5BEEvO2hUvPQZ2XXnGVHe7OC+ucF5KmVLQNt1wG8HXVZ1wVPiPj/8YANCKHaDvOH4Hfv27vw7P9+b+/fTCZT8HXPoGYW/bNZgGsBmTaOQ3hh07TkO8odsV0c2TK4va/bRY6HgwpU1a8X/Yf+Il+/8aAFCsiQNLbmw3WjwD5rWwnZ3C9h+8A8OsiqpnBuLlBReImS0278F56ZWN54WzXQa2iO9nDc54+eb+b+LGgzeu9NNYXrY/TRz0i6NiXcPdHwN+8B7g9N5o2Wj6kHDTShvE4DrVEq2cl8GtQEmKl6n9wIEfRR9n5hBw5E5g/y3Ryw/cCnzuFwHZOQfPBT73ZtHq/MB/ict050Vuaw/Ekz6lecul4uPwrmhwniCIFWPtihcrnnlJLic4vmgd7ua8NNwG8lYeBasQlJiU6wKIjIvijmN3AIh2KAHAjQdvxA+O/AAz9gyWhGt/DbjqzcJNcRuw4AvnpbAxDL06jbBmXxgOXBpM7QcgZ7yklIwA4DI8ih21BwEApcZRTPBBFMuDaCELw2vhOuMhDD/yKQzxWcw6FiaqUrxcuBkANOelQ2B3PjAmOj3W4N6i9979Xnz4wQ+v9NNYXq7+VeA37xZlzvywGPQ2skdcVxjRykaHhZAxDBFEV2Wk2aPidplC6Lx8953Af705+jhyyzpmjkQvf+LbwIOfD0XQ498Ul43sBo7eI8TMxONhADcQL/JvZ2hbeF9bLxMf9ZIRQRArytoVL2ZOzjVxxcTLlDPynsWL10DBKqBoFQO3RS8fqbJRxa7g4cmHAYRTeRVPTj8JAF3zNQtGloiKzMYmNoVWfmPYbuw0wtxAYSQUL9KGP85HU8O6AFBGA1lfOE+DzSM4go0o5iy0YMHwbRQROiozjnBehosZbBrMY/dYMRQvi+G8xLnhn4Gf+ufFv99FgnOO041oeaPu1HGocgjTremVeVIrhWmFLcTq40veDfzs58XcnsFtwmmpHg+FzNhZoRtSORYueSyOidf0sXvFpF298086ioFIUai9Sup6NSPomb8jSqunHgEmnhBt+GBa2UiJF815GT9HlJF2/cRCfiIEQSwia1e8qNHzKouSUjZS4qXhNuB32N6qVgIUM8WgbKSLl6rcv3L3ibuD+4k7L0/OSPHSpUS1YKR42cCmUGZNtAqbomUj1bGRHxYtx7IltWUIcdFJvAyghowvvq+h5lEcY5tQyppoIQPLbwXi5eDQVfiBfSaOzTSxoSyE4xW7RkQ2Blh85wUQZ8MpI+JXA7cduw3P/6/n41j1WHDZ41PiYDzTWiI3bi0wsFlM0D3zucDZzxcD6cobgWf/gbhelZDGzxGCgnMhRlQXT3FMODeT+8SJir7cUTkvs0ejj1k7Hb3+yF3A5ovFug0AuPvj4u9i80WiNNnmvOwI76swCvzmPcC1v7HwnwVBEIvC2hUvymlRo+ZTgpwq8wJEVwDEUYHdolVEw2m0nUVXHCGSHj79MBgY9gztiWReKnYl6FJaeudFzEjZxcUbtl3cpJWN6mHdPigbSfFiiYNEp8xLmdcD56XkTmHKGEExa6HFM7C4jSJrgoPhf679EL7uXYPHTsxiw4D42T/jrHFwOStnSZyXVc7+2f1wuYuDlXCJYCBe7JmO4rmvefG7gDd+SZSQdJ7528BZPxlmSsbPFq/VyjEhRgbkziJtlhCAcDgcoDkvR8WSR4VyXqb2i9zL0XuBbVeIkQKFEeDH/yb+ji74KbFjK3BepsXHQa1sVBiRAxXX7tslQfQba/evUWVcWtXo5zEcbbtxp9JRw5Vlo0wRLnfh+A6mWqL8YjAjKBvtm9mHreWtGM4NR5yXfTP7gv8vV9loBxdn+E4x7rxoZaNcOZgU2soI8ZLqvPg+iqgjy1uA7yPjN9EyishaBlyWQ4aLshHPFLFhQJSpDk02MC6dl1devg2fe9uzxX312m3UR6iM1KnGqeAyJV587kc61tYVwzuAsTPbLzdM4Gf/C3jFe8XnaoryiYdEeUgvG+nUtSm8ats096LD5mpa2ej0E8Kh3XalyE6pqb1X/4oIFJc3ds680ARdglh1rF3xospGrS5lI96beFHdRgVLiIC6U8dkYxIFq4Dh3HBw4Hlq5imcMXQG8mYeTa8Jx3PwyUc+iQdOPRDc13KVjXZyUed3ipujzkukbCQzL40ptDKiPTU1sGtXYIDDAAcakzDAYZvifn0ziyx3UEATPFvCxsHQ6VLOC2MM48OyG6PTYsY+RZUZdcfuscmwHVcPgBMSpr0WlXjZd5P4qJeNdHTnZeqA2DMERHMvSrxMHRAlIyAULXueJTqernub+Ly8ORQ+jWkx0be8ObyvNRgSJ4h+Z+2Kl6BsVIl+HkN3XtIcEcd34HJXZF4scbBuuA1MNicxmh/FQHYAVbsKz/ewf3Y/9gztQc7Koek2cd+p+/DXP/5r/OPd/xjcX7dw8ILJSPHiizdrt7xJiDdmxpyX4UjmxVbiJc15aYYdVepM1JHiBWYOWTgosRaQKQY5FyAUL+p2ANal86JCuafqwnnxuY/Hpx7HzoGdwfW/d/Pv4ZbDt6TdRQTbs4PM1rpgYLMo5dz1UfH5tivERyVeSmK1RTDzxa6L4XIqx6LEi2uL1QKAcF6O3CX+DtQwxOveBvzWg2EbvnJeOAeO3i12M1nZ8LWsFogSBLFqWLvixYqXjTrPeQHSRYUq/+TNPAqy/FJ364F4KWfKmHVmcbR2FC2vhTOGzkDBLKDltYL7bHpNbCxuDL52SVHOi38Ys7wIli2LM9hMUbZKT4uDgJkJnZf6aThZIV4yaZkXPQgpz0QdU/w8uJWDyTgGUQMypYhg0YVMkD2640PAD9+7ON/vKqbu1PHL3/plPHL6kbay0bHaMdTdOp62+WkAgEOVQ/jGU9/Arcdu7em+f+Xbv4K/vO0vl+aJr0YYk7mXCnDuS8PWZCVe9jxLfFSzYFTJSIkX1S6txM3AVpGfefjLwO6fCDMrhhl2OAEi8+LZQOW4mA9zxnPE5bkB8XdkJZekCYJYOdaueFFnRUHZqPOcFyBdvKggr+681J16xHmp2BU8NfMUAOCM4TOQs3KRIXaj+VE8fevTg69dUqR4GeYzuM0/PywDZQpiH0tjOjxbzJUBcKA+AScrLkvNvLQ056UmDsCuJSf3yv1DI6wKZEvIZ0wM5sVAunHdeTFM4CV/K57L/7wr2tbah9xz8h7cfvx23HbstqBsNNEQJQvlwJw/KqayPnxatNj36swdrBzEjQdvXF9BX1U6uv73wsuyReAFfyECvswIy0YqrLv1cjEqQDkvKqyrnJvaSeCKN6Y/5oAsEd3x78IxPFOJlzLlXQhilbJ2xYs6w5ctzGndRrp4SXNElPOi5ryo255uno6UjZR42TO4B3kzH3FePvGST+CdT38nDGYsfdlIbWQG8J/ec8M9RZl8WDZSb7pqbQAAN9cl8xJxXkTZyJMlKibnyIygEiyw2zgoLos4L4AIQl7xRnEGrd/nGoVzjo8//PFAjOjcf+p+AMJlUc6LEi+qPXr30G4AoXjpNbhbsSuYak3h0clHF/T81xTXvRV4+T+Gg+EUT/9fwonJD4fOy0nx88TIbhHuVeJF5V1UxqW8GTj7hemPefYLhPtyy9+KWTDKyckOUN6FIFYpa1e8mD0GdufgvBSsQlg2cuqYak5hJD8SOC/7ZvZhND+K4fww8lYeTbcZuCxDuSEYzBCt1h1ashcFKUhOGeP4H/9SzXkphq3S6k03G44z93LislTnJZJ5EWUjT2ZejIwQKCOsCqbmzEjREsm8KNScDDUxdQ1zpHoE77rjXfji3i+2XXf/hBQv1WNh5kWWjdTnW8tbYRlWIELUzKBOtLxW0Ip/69Heykx9wZZLgSvflH59cUw4L74vsjHbrxaZlcGt4awXVTbacY1waq54oxial0auDDzv/wu/Rgn+kV3AaEKXFEEQK87aFS9Wb2UjPfOSVs5Rk3L1stGpxik4viOcl8wAqk4VT04/iT1DYsR5zsyh6TVRc4UgUl9XzBSXPvNi5YDB7fha4RXwYWjOSyF0XtTiO815UeIldc5LQtnIl19vSFE3yOqBeNk4mIPBgNFSws8+EC+H5/ENri7UAs79s/sjl3PO8cCE6DJ7fOpxeNzDSG4EFbuCptsMxMtwbhjDueHEPVlp6O5MrxmZdUFxVIiTJ74NTD0lVmYAYnihGkgnX7vYeD7wy98DnvW73e/30p8BLnmdcA0Vr/p34JX/urjPnyCIRWHtihfltKj6dsrCtIjz4nbJvJiheDlaFWdxw7lhlLNlNNwGHjr9EC4Zv0TcVpZRppvTyJk5WIY4sytaxaXPvDAG/O/78KXiqwAAlgoiqsBuYzosG+XCEpMvczBW2rAtNaALgDsrykZclo2sbD58eClerj1jDM86Z0MonnTUePU+EC8n6uJnsX92P/ZO7cUNX7wBJ2oncLByEDOtGRStIo7WxOvl7BHR0XK6eRrTrWlYzEI5U8awFI5Ab+JlVgrJjcWNuPvE3W1LQNcthVEx5+WOD4pA7vlyI/nYWWLVQHNWlI2Y3Km07YreAreGAfz0B4ALfyq8LFMI5ycRBLGqWMPiRTovVXmWldLO2EvZKMi8ZMSQOiAUL6psBAgX5+otV4uHM8XBfLI5GQgeQDgvS555AQDTgiFFSNR5iZeNQvHC80LQZK20zEvovPiV4/LrhVAxNfGiLnvD1TvxkTdfnXxfpQ3id6Q6QtYwgfMysx83Hb4J+2b24UdHfxTkXZ6949nBbc8ZEYHTU/VTmG5NYyg3BMZYVLxoZSPOOXhCqFktAr12y7VwfAf7Z/Yv8ne1RimOCpHy1C3Aha8MT2JU0Pf0E+KEpjhKE3ETeMct78C/3kduErH2+f/ZO+/4OMo7/7+f7btaaaVVl+XeG8Wm2PRAQkloIRAghHSSS7tLSEj9pZGE3OWSkEtIvTSSIwQChAAJoVcDBoONC7ZxtyVZXVppe3t+f8w8s7vaXWlly5Jlzfv18surnZmd2dVq5jOfb5u8f90qbKQ6YxZJrCulz4shXqyZJnXqTrrSWWmIF5uwsaJOq2BQzktvtNcQPABl9rIjHzbSseoNvowwkN2t5aoko5ny0qywUVr/jIo7LwHSFu1iIJT1rosfmyPrDjTrNYtisWhdSieh83Jg8ACffOKTRrM55bwMxAeMHi2vdb7Guo51eO1ezph2hrGtcl66I930R/sN0VLlylStZDsvn37y03ziiU/k9XNRYaMT6k4AMJLFpzzuKi0slIrBzNWZ55V46d6hOS+emok5Pp1EKsG+gX0TegyFeKntJZ7Y/8REH4aJyWEzecWLynEJdmpJeY7CYSOV82K32IuKl+xSaZvFhsPioDWoVS5UOasot2uvvbx2uSFUnLrz0xvtNQQPjFPYSEc1J7VmJ+yqBNmG5dr/Wc6LcPmB4XNeknqvGmu0l7i00uDXe8O4MgKNLLE2LL7phyVeosloTs7SWNEf7efAQPFE4ltfvZVnW57l5faXgYzzAppoAXi141WePvA0ZzafSXN5ZgKx4bxEMs4LYPzvtrmJJCMk0gkiyQhrWtfwfOvz/Ofa/8w5BuW8LK9ZjkVYjKGfU57sbrszssRL1SwtVNT9ppYTUzax4uVvO//GFX+/Ynxc2BKRUtIf62dn/86cmzoTk8nI5BUvynkJdWrJqUXcBHVHW+msJJQM8cCuB/JKVbPFC2ihH1XuWunKOC+nNGRCJEqw9EZ7KbNnnAiPbRwSdnUsynnJDhspmvQeF8olsbmwOLXl9qLOywDCW0daCiwyRRgX0/36NqN1XkAXL4debXTtP67l5xt+Puw6kWSETz/56VHd5f50/U/52OMfK7hsU9cmHtv3GAA7+3cCmniZVTHLWKexrJEDgwfojfZy7oxzaSxrNJbN8c3BIixG2MhwXpya8zLXp1WvhOIhNndvJimTnFB7Ane/eXdO5131Ha1x1zDNO43d/ZnZWVMajybAqZ6fK1BsDvDP1sRLoHXCxcvB0EHi6XjOZPqJZjAxSEqmSKaTObPYTEwmI5NXvCjnJZ0ctn23Ei8+p4917ev46vNf5fF9j+esY1Qb6XksKodFJVvO9s1mtm82588639hGOS/9sf68nJfxcl6U42I4L8oB8s/JnOSV8+KuMjrrFnVeogGsnirCaO8thIvpft1pch+KeGnWupYewpyjcCLMzv6dI55kd/fv5ukDT7P24NqSX7s93M7B4MGCzd/u3HYnFY4KpnmnsbNPEy8d4Q5OrDvRSMq+bvF1gObmndF0BjXuGqzCagz2bPA00BZqIxALGOEi5bws8GvOTDAR5NWOVxEIfvyWHzOzYibff+X7xh2xEi8Vjgrm+uaaFxuFW/9ez1iVv6xmAex8EgL7Yc4543pYQ1E9f5SDdjTQn5WQP6V6B5kck0xe8ZLdlE6VBRdAhR18Tp/hiAx1RozxAFnOC2iuixCCanc1D1z+gBESyF43LdM5OS8jlUo/feBpo3nZ4aLCRplqI11gqOZcoM9ocYC7ylhvuA67FlcFUaF9tmGZJV5cWeKl1LBR5XRA5g7MK5GWoBZuGmmYYU+0J+f/UuiP9ZOUyYK/h85wJ3N8c1havZSd/TuJp7S75yZvEzPKZ2ATNq6YfwUOi4NTGk/B6/Bis9io89QZ7srMipnsDeylL9ZniJb5lfNx29wsr9HCecFEkPWd65lXNY9qdzVfOPkL7B3YywO7HgC0i57L6sJhdTC7cjZ7B/bmhNBS6RQ/eOUHXP/P60mlUyW/90mPclQKipf5kNDGV7DsXeN7XENQZfIDsYkRL2mZznMj+2KZvyVTvJhMdiaveMkexDhMF0zDeXFkBE4kGSEQC/Cr139FKp0ikozgsrqwCO3jUCGh7AqRoSiXBsgPGyXCBStIusJdfPrJT3PDozeMyR1ZnvOiREW2eAHNfXFXGaJl2NlGrgriQnv/UYubCpeWwOvMznnJyqMZlsMol1Y5Kdkn3EKopNrsSc4joURLoW16Y71UuaqYVzmPA4MHjAtAvaee42qPY0X9Csod5fzwnB9y00mZ/iFN3iaq3Vo+xizfLHb07SCZThrfodVNq1lz7Rqml083jmFD5wYjAfzMaWfid/nZ0LUB0JwXFa6c65tLMp2kZVD7HHf27eSTT36S29+4nQ1dG+gMd5b83ic9zafABbfA0ivyl6mk3eXvKto6YbyYaOfld5t/x8V/u5gn9z9pPKecF5fVZYoXk0nP5BUvFiugX4RLDBsposkoz7c+z20bbuONnjfoiWhjABQqDJT93FCU8wLkJuzaPUhkwS67yh3Y2ruVrz7/1eLvrUSK5rwUFS8qbDRMh12Xj6Q+jDFty4gytzsrVOQo0XmpWQAn35CbZFki+we1Eutsq7sQKqdgNLkF6q64O9qdvyzar4mXqnlIJC+0vQBAQ1kDX1/9dX7x1l8AWnn03MpM99UvnvxFvnLqVwDNeYmntVCZEi9CCOwWO15d+G3o3EA4GTaqiYQQzKucx65+LTF3ID5giJc5vjkA7A7sZmffTq588ErWd6zn7bPfDmRcqimB1aaNECj0HZy+ShsFcErhfKbxxHBeJkC8pGWae9+8F4CvrfkaB4MHgczfyMr6lWzv3V7wBsvEZLIwecWLEJnQ0XDOSyqBRViMCwFo4kWFdtrD7XSEO6gvqzeWqxEBpTovOaXS+gW/UOhIndBOrDuRZ1ueHfHCPBJKs1iVkzJjFcx7q9ZiPZuzPg8nfcgQLfZCTeWScW2oo9NHSokxZ0awuNzZzkuJOS8VTfCOH0D9ktLWz0I5Hv2x/mHDIuqEXKrzkkqnDCtfJWUrpJT0xfqocmrOC8Ca1jUA1JfVY7fYcRTp5Ly4ejHLapYB5CT3ZotmAK9dEy9qzpFK4AWYWzmXXf27kFIyEB+gwqFNPp5TmREvG7s3kpIp/vyOP/OpEz8FYDgyU56aefD57dCwbKKPZELDRq92vEpLsIWPH/9xgokgf9v5t5xjWlm/ksHE4FGVTGxiMlomr3iBTOhoGOclKZPYLXZW1q/kjGlnUOmsJJqKEklozkh7qJ32UDv1nox4Uc5Ldm+OoTizcm6GJuwCxutno04eVy64krRM83TL08O+vZHIc16aT4L33ps/pHLl+2HeecZ6BZ0XdZJ1VSD192B1ZQRfmSdLsNhLFC+HwYFBLWwkkQTixXOElJtV6ol4ID6ARLvjHCp4gokgyXSSKlcV08unY7fYeengSwgEDZ6Gko9dDWKE/O+QEi/Kts8us55XOY9wMszB0MGcsFGZvYxqVzX7B/bTMtiCTdiYWTGThrIGLMIytZyXSUBapkt2Xrb1buO1jtfGdP/377wfr93LB5d9kDpPndH2oS/Wh91iZ2bFTCBfvJuYTCYmt3hRbb9HcF5sFhvnzjiXX7z1F8bgRBXWaQ/pzku2eFEJu8M5L7biOS9QeBRBQJ+wvLpxNQ1lDTy+73Ee2PXAITcgU+KlYHv+Aqicl4LVRhE9t8RdZbT/d3gqjMUet4uU1LcrNWx0GOwf3G+4W8M5VL2R0Tkv6qJSaBuVp1DlqsJmsXHNomt468y38uO3/DjHXRuJBk8DDov23RzqvChB0hZqw+f05TiCKgy1s38nA7EBKpyZz39mxUz2D+7nwOABGr2N2Cw27BY7jWWNec7Lvz3+b9y57c6Sj9dkbBmMDxqVbCOJl9vW38Yta28Zs31Hk1Ee3/c45886H7fNTVNZk9EtvD/aT5WzilpPLZAZIGpiMhmZ3OLFcF6KVxsl0gnslszEaZfNRSQZMcI62/u2E0vFcsNGethkOOclJ2yU5bxkT6Ueiko+rXRWcu70c3mm5Rm++vxX+dMbfyKeivO5pz83qjbwqsioaMfcISjRUrDPiyFe/Fj0cJG7LEu8OGzE0T/HUsNGJbK9dzs/ee0nRgw+mozSHmpnSbUWbhrOVVHLBhODxFMjl2RnVxgNvfNUr6Wqhr5w8hf40Tk/4twZ547i3YDVYmVGxQwgXwA7rA5D2Ez3Ts9ZpkJVu/p3MZgYNJojAsyomGE4L83ejFvT7G027qxBq657se1FXmp7qeCxfeOFb/D0gadH9X5MRke2QB6IDXD7ltv55gvfLLiu3+UfsaJuNKxpW0M4GeaCWRcAMM07zRAvfbE+qlxV1Li1iq2usCleTCYvk1u8KOdluLBROpknXqLJqOG8bO7eDFAwbDSc82K32I3qpKHjAaBwzksgFsBr92K32rl83uXMKJ+Bx+YhGA9yYPAAj+57lFc6XhnmDeeinJcSjRd8bjunzPazvLmA2AvrAsFTRVVlJQA1/kzCssUiMuJlDMNGUkq+u/a7/O+m/zXuUtXF+PhaLXcn+2IwlJ5oDzah9V8pJXSkLhR2iz2vvFrtZ7hE7VJReS8qbyUblbSbHTICzaWpcdews39nTtgIYEb5DLoiXewO7M7Zrrm8Ocd56Y50k5ZpY7xFNgPxAe7bcZ/RhM/kyJAtRgbiAzzT8gxPHXiq4LpVrip6Y71jljz76N5HqXRWGg01G72NdIQ7SKaT2rgKVyW1bs15yf7+B2IBM4HXZFIxucWLtYSE3XTCaC4GmmMSTWXEi2rfne28KDGi7sALIYQwGtUVDBsVaAue3S5+cfVi/nHFP5hZMZNgImisP5oGdxYhsFkEQpQeNrr7Y6tZNadA9Y8efsFdRUW53sremyty4sJBAptW8TFGvNL+Cus71wMZV2RH/w4gM9enmChJyzR90T4jx6SU0JESKLN8s/KcF3XRqRxGDJfK6qbVrKhbkfPdU6i8l6HiBbTQ0YbODaRlOifkpJyccDJslFur1+iJ9hjfG1U23TqY31tHuXoqn6gQm7s3G5UqJodGtggeiA/QFmwrmnjud/lJppMlTRofiWgyytMHnua8GecZ37tp3mmkZIrOcCf9MS1s5LK5KLeXG87Llu4tnPGXMzj/3vPzGniamBytTG7xUoLzMjRs5La5c5wXRUHnZYSLmAovDS2VBq0yRJ0cdvfv1gb1ZbWLV5TZywglQsbJq1CJdTEsovR8lxFRzovbn8lpGRIeSggHEeFmLPnd5t8Zj1VYbV37Ojw2D6satUZkxWz1gdgAKZkyhiEO16iuPdTOzzf83NjHPN+8fPGiLxtOtJbKuxe+m9svur3gMsN58eaLl9ObTjfKxIc6L4oc50V/DeVWqSGSg4nBvCZ8KrdquOqkP275I9988Zs5owpMRof6vs6smEkgFqAj1JGTxJuNcvnGovLnmZZnCCfDOZ3Am7xNgPb96I32GuefGk+NkfOibha6w908uu/Rwz4OE5PxYHKLF+vICbtDw0ZqMF62SLAIixEHBu0uVyW7DYdyXgqVSv98w8/59JOfBuBTT36KW1+9NWfKsLG+PoVa3TmPZi6SxSIylUaHS6RXG2zn8mVEy5BmdEnhICZcBTaGLzzzBb639nsFlz2691FeaS8cDtvWu83oXKwuti+3v8zK+pV47B7K7GVFw0ZKrKjth3NeHtz1IL94/Re83P4yNmFjRsUM+mP9Rn5NMB6kL9qHy+oaVXLuoaByWQo5L9ctvs6oBskOOSnnBXJFj3qN/934vzzb8mxOwzqV66BQ4qUr0lVUJLeGNBH0rRe/RTB++G7AVER9X2eUz6At2EZSap2RC4lrlVd3KHkvrcFWvrf2e0Yvq/t33k+9p55TG0411lHnsAODBxiIDxhiqcZdY4h3dZM1s2LmUTVI0sRkOCa5eBm5VDqRSmC3Fs95Ae0POdveX92odUMdyXkxxglkJexWuir53MrPsax6mTGNuDvSza7+XZrzMuQ1PXZPjvMy2rDRmDov7iqtf469sHhJWx3ELYXFy9r2tcYgw2xUTstvNv0GgId2P2ScLNXd6GzfbEA76XeGO9kT2GPE7KucVUXvStXz8ytHdl72DuwFNFdH5ZakZZpL77+Ut93zNs7763nsH9g/JiGjkVBhxkLixWF18NVTv4rdYs8JD6ly6aHbzaqYRbmjnIf3Pswta2+hI9RhLFNuTCgRIhgP5lS1FQorARwMHmS2bzYd4Q6eb3v+MN7l1KUv1ofD4qChrMEoy4fC4lqJl0NxXu7bcR9/3vZntvVsoyPUwQttL3DZvMuwWqzGOg1lDQgEW3u2Ahk3ucZdY/wddoQ7qHBUUO2uNgWryaRhcosXI2w0TLWRTBgJnZCpNookIkaoaGgPD9UNdSRUxVHZkATWDyz7AKc2nkogHiCeihNJRtg3sK9g2Mhr9xJKhIw7ntGGjYp2yx0tkd6sYY6Fw0YNfh/V/vxk1oH4AL3RXmPAZTYd4Q56o710RboIxAJ8+bkvc+8OLadiMK5NuTXES7Sfl9tfBuCURl28uKpGdF6avE14bJ5hLwDqwh1LxfIqLq5fcj3hZJjnW58fk5DRSHgdXmzClhOqzGZ102rWvmctC/0Lc56fWTGTSmdlTjjJ6/DyzNXP8KkTPkVrsJVdgV1GrowSL1969kvc8OgN7A7sps5TBxTuyhtLxeiKdHHejPMARlX5ZpJBJcYOTdYu9P1UgvRQxMu69nWAVlr/0O6HSMs0l8+9PGcdh9VBrafWaIqovt+17lq6I91IKekKd1HnqaPMXjYmuTdHA0KIeiHEn4UQu4UQrwohXhRCvFNfdo4Q4qEh6/9BCHFl1s+1QoiEEGLU7ZqFEO8WQrwhhNgihPhzkXVWCiE2CSF2CiF+IvTERSGEUwhxl/78WiHErCLbp4QQG4QQm4UQDwohKvXnZwkhpBDi21nr1ujv5Tb954VCiKf17bcKIX49ivdW8LiHrPM2/TPfpP9/rv58ub5P9a9bCPHjUvc9lMktXqxOcFboowJyUc2fkqlkrvOSlbCrLprZybqjoZDzoqhwVpBMJ4074WAiSDARzOv7UWYvI5wIH1LCrtNmxWkbo19huDczsVeFTYY4L666ubjq5uVtun9Ay9GIJWN5y9QdX1e4y3Ci1B2oEiXTy6djFVb6Y/280v4KFY4KFlZpF+4qV1VRS129jt/lx+/y0xZsM6YxZyOlzLkQ+5w+w9W48aQb+ezKz+KxeYin42NSaTQS5844l/csfk/BZF5F9ndW8Y457+Cd89+Zv67FzuLqxQC8fPBl5vrmUm4vN8TLtr5tbO7ZzN6BvZw57UygcN6LaiM/xzeHxrJGw60yGR0qMTa7Tw8M77wU+o63h9rzQn+KaDLKpu5NgJaz8tLBl1jkX8T0iul56zaVNRnrTvNOAzTxEk1FCSaCdIY7qfPUGTdSkx39gno/8KyUco6UciVwDZBvdRbnKuAl4NpR7ns+8GXgdCnlUuAzRVb9BfBRYL7+70L9+Q8DfVLKecCtwH8V2T4ipTxBSrkM6AU+mbVsN3DxkPeyJevnnwC36tsvBn5a4tsb7riz6QYukVIuB94P/AlASjmo7/MEKeUJwD7gvlHsO4fJLV5sjqIho59t+Bm3rL1l2ITdOk8dte7anHbuo0HlvGQn7CrUXdfQyo6hzovH7iGaihr5HqPJefnoWXP48dUnjOKIhyHSl3FeZqyGJZdB3aLcdS7/JbwzX6Sri1wslS9e3ujV7vj6Y/1GIqq6y1QnbL/Lj8/poz/Wz97AXhZULTCs7+HCRj2RHgSCSmcl9WX1PLH/Cc656xxDJBnrRXu0vim6Y1HprGShfyGPXfkY1y+5HrvFzskNJ2vLxiFsdN6M87jp5JtGXnEI7174bm5ceWPBZUrsRVNR6svqafJqzclUTo9iRf0KyuxlBSuO1IWyydvErIpZpvNyiCiHVZ0DfE4fNoutYFjTaXUWdQ2/8OwX+MrzXym4j41dG0mkE1iFlTd732Rj10ajtcBQ5lTOwSIsfOmULxkjLNQQ0a5IF52RTmrdtceS83IuEJdS/lI9IaXcJ6UczUX6WuBzQLMQYtootrsB+JmUsk/fb97UVCFEI1AhpXxRavXpfwQu1xdfBqhM/3uA8wq5G0N4Ecg+xgiwVQhxkv7z1cDdWcsbAePuRUq5qYT3NdJxG0gp10splereAriEEDlt33WRVwcccmXA5BYvJ30IzvlSwUXl9nKj3XtOqbTNRUqmGIgP4La5ueviu/jocR89pN27rC5cVldOjFmhHJah9vzQsIRK8FXx53AizAutL/DuB99tTFYuxnS/h1MLlT0fCpG+jPPimwbv/mNe2OhA+CAHwgfzNlVziAqFjZTzApmeOuokrpyXKmeVIV7aQm1GhQRknJehPSiklDx14CmWVi/FarHy9dVf56aTbiKejuc1YVMho/NnalUYSkA2lGXChaubVhvHMhmp89QZ76veU8807zRag62Gw6KSfOf45tDsbS4YNlLJutO805jlm8Xegb1m749REkvF2BPYQ31ZvSFemsqa8Lv8RUW43+XPm54+GB/k9a7Xizov6zrWYREWzm4+m3Ud63KGfA7lxpU38uDlD3Ld4uuMtgqqy25nuJOeSA91njrKHeUE48Fj4Xe+FBhp5sKZ2SEM4FK1QAgxHWiQUr6MdtG/OmvZXUNCH+rf+/RVFgALhBBrhBAvCSEKORPTyBIP+uNpWcsOAEgpk0AAKHqSF0JYgfOAB4Ys+gtwjRCiGUgB2V+kW4EnhRAPCyE+mxVyWljkvW3Q1xnuuIvxLmC9lHLone21wF3yML5sk1u8zDkHTryu4CJ1F1HIeQEtjOO2uan11Oa0+h8NLlvxypRizkuhsBFAZ0QT6OFkmPZwO1t7txYURUeMcC94hr9wf+vFb3HzizfnPa/ES6Gw0Rs9bxihGCVehjovla5KKp2V9ER66Ax35ogKn9NHPB3Pc3U2dm9kZ/9O3rXgXYB2Ub5+yfVML5/Oc625Yl6Jl3fMeYfxmkNR4kXdkU42hBBGjky9p55p5Zp4Ua7Y11Z/jS+f8mWWVC/Ja2wnpSQYD9IWbMMmbIYbGUqEzPk3o+TRvY/SH+vn4jkXG2GjJm8T1a7qotVwfpffGHOheK3jNdIybeSlZCOl5LmW51hYtZAT604kJbX+McWcF5/TlxdOUo3qtvduJyVTRs5LSqYIJUJ89fmvsrMvPwF/MiKE+JkQ4nUhRHbJ43NDQhjZF/9ryDgVfyErdCSlvDp7u6x/f9RXsaGFU87Rt/uNEgfZh1TgMGUJy7Jx66KrB/ADQztP/gt4m34Md+W8mJS/BxYDf9WP8yUhhFNKub3IeztBStk/imPT3ogQS9HCXoXyhq4BDmuGyeQWL8Og7iLiqXheh11FoXDPaFhWs4yV9SsLLlMXSCVeVIgpr1RadzdUiWs4ETYm0Ra6yB4REhFtorR7ePHSGe4sGJsv5rx0hbvoinRxVvNZAGzp0cKu6iSe3VfF5/Sxo38HaZmmsazReA0lAgfiA3SFu4yL7r1v3ovb5uai2RcZ6wohOHPambx88GWiycyx7B3Yi9vmZmX9Sq5ddK2RkJrN7IrZ3HzazVwy55JhP4OjGRU6qi+rZ2n1UiLJiNFNd2n1Ut6z+D1YhIXZvtnsH9hv5Ac9uu9Rzr7rbNa0rqGhrAGrxWqEUs28l9Fx57Y7mVUxi1WNq4zvbmNZI363v2g1XJWrKs95Wdu+FtD6VA3t1/PSwZfY3LOZK+ZfwbwqLQet2lVdsG9QMVTi9rqOdcbPqnni9r7tPLDrASOxfhKyBVihfpBSfhLNnagtcftrgQ8IIfaiiZrj9TBHKc5LC/B3KWVCSrkH2I4mZrJpITf/ppmMM9ICTNf3ZQN8aDktQ4noomsm4CA35wUpZRx4FS30lfeLlFK2SSl/J6W8DEgCy0pwXoY77hx0x+dvwPuklLuGLDsesEkpXy20bakcs+LF6/CSkikGE4O54sU6duLl/Uvfz4/O+VHBZerEpS62ak5PnnixDREvyTAD8QGswlowEfiIkN2gbhj6on15MXEpZcZ5ScVy7hLVhe+0ptOATNfhgfgAiVSC/mg/TqsTt81NlbPKuJgWFC+xAW5+6WYuuf8S/v3Jf+f+nfdz8ZyL8yq9zmo+i2gqavSVCcaDbOjcwKyKWViEha+c+hWOqz0u770JIXjn/HcecvL20cAiv5aj1FjWaIjqx/c9js/pyxHCZzWfRVImeb5VK4Ve07qGeDrO1t6tRkKn6lpsipfS2dG3g03dm7hm0TUIIfC7/FQ5q1hes5xqVzW90V7+d+P/8uje3EZwhUJKLx98GavQnNds90tKyS9f/yX1nnpNvOjzsI6vPb7kTtug3dwtrV5qNCOs99QbN1Lqhmtdxzq6I9389yv/XdLcsKOIJ9HyLD6e9VxJJ1MhxEKgTEo5TUo5S0o5C/gemlNQivNyP/AW/bVq0MJIu7P3IaU8CAwKIVbp+SzvA/6uL34ALckV4ErgyeFCK1LKAPDvwOeFEEOz/H8IfFFKmaOahRAXqnWFEA1oYanWkZyXEY47+/UrgX8AX5ZSrilw2NdymK4LHMviRb+L6I/25+S8ZAuWwxUvwzE0bKQS5YqFjVRYJJKMEIgFqHBUjOpkdFgoy9pTXLyk0ikCsUCeeOmJ9hBKhKh2VZOWaZLpZGaZ7rDMq5yXV1nTF+ujL9ZHpbMSIUSOqGv0FnZeOkIdWLDw1IGnuHrh1Xz+pM/nHedJDSfhtrl5bN9jtIfaufhvF7Ope1OOQ3OscuGsC/n+Wd9nafVSGsoaaPY2E0/HmVk+M2e942qOw+/y89R+bd7O+s71RjsBlW/UUNaAy+rKSdoNxAJFczBMMPocqR5FDquDp979FBfNvohqdzVd4S5+uv6nfOOFb+QIkiqXlpSurlG90V62921nVZPWYTp7+vObfW/yWudrfHDZB3FYHdR76jmr+SwunptdXFIab5n+FiPkVOupNZonqnPW9t7t/HT9T/njG380Qr6xVIz/ePI/2B3YXfhFjwL0i/3lwNlCiD1CiJfRkmC/WMLm16I5BtncS+lVR48APUKIN4CngJuUeNDDPIqPA78BdgK7gIf1538LVAshdgI3AoWTOrOQUq4HXkcXWFnPb5FSFmrzfT6wWQjxun68N0kp2wusV4iCxy2EuFQIoXIKPgXMA76W5dzUZb3GuxkD8TJ2Q2qOMpR4iafjeU3qFEdSvJTZy7AKK+FkmHJ7Odctvo55lfPycmSGOgeRZIRAPJBXZnkk6QvsZ9BmY8YwzstAfACJJBQPIaU0hJUqx51XOY+e9h6iqajxeSubvNZdS527jrZQm5FI2hPpoT/ab5SKZou67L476nMYiA/QH+vnwtkX8oWTv1A0pOa0Onn77Lfzzz3/RAhBIBbgTxf9qWgy47GE3WrPEWknNZxEy86WvHwHq8XKOdPP4dG9j9IeamfvwF5uWH4DD+1+yHClLMJCc3lzTs7WD9b9gMf3Pc5fL/lrwQZ7Ux31WWV/NipvrdpVTUqmsAgL0VSU/3ntf/j26Vorjuz5RuWOctIyzQeXfZDjao5jTeuaHKGj+iCp0KcQgp+d97NDOt63zHgLt224DYuwUO2qNs5F6n1IJPft0CpZ1d/yvoF9PHngSVY1rWKOb84h7Xc80F2Ca4osexp4eshzH9Af3lNg/Y3AkhL3K9FER15ZoB7mUY/XAcsKrBNFK20eaT/eIT9nx7sLve4fgD/ojwseXykMc9wPoOcNSSm/A3xnmNcYky/Oseu8ZPUoOVJho+EQQhiuQYWzgmneaVwx/4q89Qol/HaEOgpOIz4S/OCVH3Du2q9y1bQGUsOMWVAx+aRM5iTPdoe1E6s6Yecsi3RjEzYqnBVGdYMKn/VGew3nBcj5P/szUZ/DYHzQGGw5Ui7QlQuuJJKMcN+O+7hg9gVTQrgU4qR6rVIyey6S4tzp5xJMBPnBuh8AWijpkXc9wpULjD5d+F3+nHyL3YHdBBNBvvjcF42W9Il0gs889Rk2dG44gu/k6ENKyc82/Ix33PcO+qP9gBYirnHXFDyvqKT1M6adwfWLr+cfu/9h9IBSy1Q+WY27hhtX3miEW7Odl3Xt62j2NucktR8q8yvn0+xtpsZVg9ViNc6ZKtTtsDiMdZWAUt+HQxlnYGIylhy74sWeES85YSP7+ISNIOMmDCdEso9THU97uH3cxMt9O+8jKVOELRaiw8z0USdoICd0pE6sSrxkJ8r2RHrwu/xYhMVIEMwRL9E+ozRZ9VfJzneBzHDC7kg3kWQkL2eoEEurlxr5H+9f8v4R1j52WdW4CrfNzfKa5XnLTms6jaXVS3lk7yM4rU6WVC/JC1P6nL4c8dIWbKPaVc3Gro2GWNk/sJ8n9j/BX9/86xF9L0cbt756K798/ZfsH9TeP2iORfZIh2zU81cvvJqPHf8x7rn0HiO/SgmRoflFHrsHt82dM07j1c5XOanhJMYCIQSfPPGTvHfJewFynBe3zc2qplVGrpgKAatigrEYJGlicjgcu+KliPPito6feMl2XoqRHTZS5Ytd4a5xES/JdJLB+CDVuhsVcRQvGc+uhsief9IZ7sQiLIboiKfi9EZ7SaQTdEe6jdJj9d4W+7VOsD2RHvpifUbYSImSYuJFWdmliBchBDeddBOfWfEZo/PsVKS+rJ7nrnmOM5vPzFtmt9q59ZxbqXJWcXzt8Tisjrx1KhwVBOKaeIkmo3RHujm1URv6py5m6oK7pnUNaZk+Qu/kyLFvYB+ffeqznPmXM40Q6EgkUgnu2n4XF8y6gOnl041JzMOJl+Nrj+fvl/2ds5rPosxelhNyWVazDJuw8VpHfmsS1cYftJyaQCxgOGpjwcVzLuaDyz4IZAaGqg7Bt5xxC3+48A9UOauMYxiIa+LFdF5MJppjV7zYi4SNsnNe7EdWvJQ7tZOBz1E8zOGwOgxnSIVWUjI1Ljkv6q660a25ImE9ea8Q2c5Ldgvx7kg31a5qQwhGkhEu+dsl3PHGHfREezLiRX9vcyvn4rQ66Qh3MBgfNBwXQ7x4c8WLzWKjzF5mdOcttXz8lMZT+PDyD5e07rGMKtEvRKO3kbsuvovvnVl4GrhyXqSURqKucs7Ud0dVmvVEe3iz782xPPRx4eYXb+bFgy/SH+vn4T0Pj7wBsKFrA+FkmItmXcT5M89n7cG1dIQ66Ax3Fs0FEkIwp7JwqN9tc7OkegmvdeaLlxp3jeFuqllGY+W8DCX7RqrKpbUvqHZXU+OuMcSq+r2bzovJRHPsihdH4bDReCXsQka0jCRE1Emjzp1JyB4P50WdiJqqtRDLcEMhc5yXIWGjWk+tkUvUG+1lID7A5p7NhrABuGTOJXzplC9R76nH7/IbjeNU2KjaVY1AFLxzrXBUGN2GS3FeTEqn0dtohPSG4nP6SKQTRJIRw5VQ4kV1R943sM8o6Vel10czLYMthnsgpWRrz1YunnMxx9Uel1fCDFqV3fbe7TnPvdD2AlZh5ZTGU7hg1gWkZIrb37gdiRxVr5VsVtavZHP35rxmjLWejPMSiAeY45tjlLOPNXarPdOPKmtMRo27JucYwHReTCaeY1a8qP4pUDxh90j3UTHCRiMIEeUS1Xhq8rY9kihBospjhxMvRXNewl3Uumtx2rSTnroj2x3YTW+015jeXF9Wb7Qnr3ZVsyug9S0ynBdXJb+/8PcFk5rLHeUcDGljCUzxMn4o8T0QHzDEy6yKWXhsHuMitjewl0X+RSzyL+KFthdGfE0p5Zi3n++N9uaU6A/Hhx/5MLetvw3QBh8OJgZZULWA82eez9berewf2E8qneL1rtdJpBP8cuMvufLBK42hlaCFyI6vPZ5yRzmL/ItYULWAO7dplZ/FwkYjsaJ+BYl0gk1duWNmssNGHz/+49x/2f2H9Pqlom6k/M5M5WG1u9qoNjISdmOmeDGZWI5Z8WK1ZJq8HakOuyOhQhwjhTpUdU228zIe3XWVIFF5Jmqi9e7Abq596NqcZM2+WB8WoX1dsnNeuiJd1LhrDFGoTnK7+neRTCcLttv3u/3GsMAaV0awraxfWXTIpdS7UI9b12ET47MOxAK0BltxWBxUu6tzEnn3Dexjlm8Wy2qWldRO/t0PvZvfbv7tmB1jNBnl7fe93SjpHY54Kk5bqM0IQW7v0xwVJV4APvP0Z7j875fz3n++l/948j/4w+Y/ANqMsgd3Pcil91/K1t6tRiWQEIIPLP2AIZ4OVbycWHciQF7oqMZdQygRMv42j3TvJ5VjpnLRQBMvakyB+r33x/onZY6TybHDMSteIBM6yu7zYhEW40I7bgm7I7goyiUab+dFWf9DnZcX215kc89mI7Sj1lX9V5Tzkkwn6Yv2UeepM+xmFRtXJzYVNsrm3OnncmrDqdx82s3GSXs4sj8L03kZP4aKlyZvExZhodJZSX+sn8H4ID3RHmZWzKTZ20xfrC9H2A4lmU6yvXc7L7a9OGbH2BnuJJQI5YV2CqFyR1Q3a5WjM79qPo3eRr50ypcos5VR4azg6oVX81zrc8bIi45wB08feJrOcCerG1cbc7IALpx9IfWeejw2j1H2PFp8Th+rG1cbNwgKlSs2XjOmlPOSLV5qXDUk0gkG4gOG45aW6byxBSYm48kx26QOtOz5TjqN7qEKl82VN7DxSFCq86JOGKoiB0bOkxkLlPVrOC9J7e5OiZbsxNy+aB/TyqfRFmoznu+J9CCR1Lhr8sJGChU2yuZdC95lDFQsBfVZuKyuQx6iaTJ6lGgMxDXxonItlPOyf0BzMGZWzDSch9ZgqzEgcih90T4kkm2923IaHR4OSpCUUimkREu2eGn2Nht/f9ctvo7rFmcGvS6pXkJapvnWi9+iM9xJe6id5TXL+fX5v855XbvFztdWfY09gT2H9Z6Gvi7AsuplfOqETxUdADvWqBB2tghTf8M9kR6jVBq032e2yDExGU+OaedFzerIdl5AEy9um/uIW7ClOi/qxKTuskrZZiwIxAK4rC7jRKWcF9USPju3pS/ap+W2WJ3G8+rCUevOJOwOnZw7FlOalZVthozGl2znpS3YlideVJn0rIpZRpVN9rTqcCLMtQ9da/SEUSHFgfiAETY8XFQPlFLES0e4w3g/0WSUN/veZEHVgqLrXzH/Cq5ccCVeu5eOUAdtoba8Un7F2dPP5gPLPjD6NzACcyrn8LHjP1bwJuBIYDgvziznRYmXaA+BWMAIb5sVRyYTyTEtXlTfgqEOi8vqOuIhI4CTG07m+iXXFx1Vr1B3O9WuasM2HpeE3WgfPqcvp8wZYM9AvvPSH9Na+ZfZy4zQgLpw1HryE3YVY3HSVZ+FGTIaX5R4aQ220h/rZ1q5Jl4qnZWG8yIQNJc3G1U2LcGMeNkd2M3mns3GkMxsYbutd9uYHKMS0G3BthFzMDpDncbjA4MH2DewjwX+4uJFUeepoyXYQnekO6+U/1hDnYuG5ryAFroKxAPG0E4zaddkIjmmxYvKeRk6FNBtc4+LePE6vHzh5C+MGOpQdzseu8dIMh6PsJESJOqzCCfDhBNhw1ZXU54TqQTBRJAqZxXljvLhnRf97nq2bzY2i21MRJgpXiYGl9WFw+IwnJPZFbOBTPO6/YP7qS+rx2l14nP6tJL2rFlI6rGqFFPfDYBtfWMkXnQBHU/HR8wLUd9r0PK60jLNwqrCIa5s6jx1RhVQMeflWEGdM3NyXvQbkPZQO6FEiFkVswCzXNpkYjm2xYt+F5HnvNjGx3kplWU1y1hRtwK7xY7H5sEqrEe8jBs08VLprMRqseK0OokkIjktypXzohJ7lfOinm8LtiEQVLursVvsCIRxQjut6TRm+2aPSWhOCTkzbDS+CCHwOX1s6dkCaIIUNBGZlmm29mzN6WvSXN6c47wo8aJCRMp5qXPXlZRgWwrZc39GmnitukFDpifNcGEjRb2nPtNWoKzpUA91UlDIealwVGCz2IxcuJkV2pRyM2xkMpEc0wm7xcTLzIqZw/Y0GW/eMecdRvWCx+4hkU4c8Xwc0ESJupN029yEk2Ej3wUyOS/qItRQ1oDX7iUYD/I/r/0Pv9v8O5ZULzGcLafVSTQVxWFx8LmVnzOG9x0upvMycficProiXdgstkzYSO/Nszuwm8trLzfWbfY253TZNcRLOCNeXFYXJ9afyObuzWNyfF0RbZTGQHyAlmALJ9SdYPSRGfo31BHuYF7lPN7se5N1Hetw29wlTcfObuJ3rIeNzmw+k95orxFyB+1znFE+g1c7XgW0MFK5vdx0XkwmlGPbeXEUFi/fOu1bfP+s70/EIY2I2+Yel5ARaLavEgRum5tIUnNeBIJKZ6XhsGzt3QrAwqqFlNnLaA228ptNv+GtM9/Kb87/jfF6Ku/F6/Bit9rHrEJCiRfTeRl/1Gc/o3yG8XekmtdJZE5fk+byZlqDraTS2pgJlbxrOC/6uIiFVQtpDbbm5FQdKl3hLo6rPQ7IOC/X/fM6vv9K/t93Z7iTuZVzcVm1asP5lfPzSpMLUe/RBigKhNEu4FjlxLoT+eZp38wTfifWnZgzoqPKVWWKF5MJ5dgWL/bCOS8WYSnppDUReB3ecblIq6GMyh722DyaeAnsZZp3Gn6X38h52d67Hb/LT52njnJHuVG1ce2ia3PGMKheL2Md8jKdl4lDfRdVyCj7OSDHuWgubyaRThihHOW8DMYHCSVC9ER6qHZVM79qPqANGjxcuiJdNHubqXZV0xpsZU9gD5u6N/Hg7gdzuu5KKekMd1LvqTeclFKSdSHjvNS6a/MqF6cKK+tXGo99Dh9+lz8nZGdiMt4cnVfwMaJQk7qjnc+u+CxfOPkLR3w/A/EBJNK4EKmwUXu4nUZvI16717gz3ta7jYVVCxFCGMnFFmFhafXSnNdUSbvZgmYsaPI2cWLdiayoXzGmr2syMur7kT0FOVu8ZDsvi6q0GVm/2/w7YqkYneFOQ/S0h9rpifbgd/uZVzkPoKSOvMMRTUYZjA9S56ljmncarYOtPHPgGUArh36141WebXmWcCJMIBYgno5T56nLiJcS8l1AG20B0OA9tl2X4cgRL04fS2uWsrFro9H518RkvDmmxYu6Y3dYHRN8JKWzvHb5iKXVY4GRhKv3c3Db3UQSEXqjvVS7qrWS6ESQRDrBzv6dLPJrFyblZi2oWpAXFlJho+zptGOBy+bijxf9kWU1y8b0dU1GRoWIsp2XbAcsW7wsr13O9Uuu585td/KLDb9AIjm5/mRAFy+689LkbcJtcx+286Lu/GvcNczyzWJT9ybu33k/s32zcVldfOOFb/DJJz7Jrzf+2nALD0W8qPWP9WTd4WjyNhn5cT6nj/NmnEc8HS9pnpWJyZHgmBYvZ0w7g6+v/jqL/Ysn+lDGFCklNz59o3GXeSjs6dcqB1TypQob9US0vASvw0soHmJ3/24S6YQhXpQwKSSwlPMy1uLFZOIoFDZSNwXl9vK8UvgbV97IyQ0nG/OLTm7QxEtrsJW+WB/Vbq2X0bzKeezo31F0v0OnKwM8feBpfvH6L4yfVWl0naeOT5zwCexWO7sCuzh/5vmcPu10WoOtWISFR/c9agilhrIGw0lR4auR8Lv8lDvKcz6DqciK+hUIBF67lxPrTsTn9PHk/icn+rBMpijHdLWRw+rgqgVXTfRhjDmRZITH9j2GVVg5e/rZo97+njfv4eYXb8bv8ht9Ltw2N4FYgGAiiN/lJ5wIM5gYNJqJKfGiut2qJMlsVM6LKV6OHRZXL6bZ25wTNrJarJQ7ymn2NucldtosNr57+ne54oErCCaCxgVve+920jJtzLqaVzmPZ1ueLbjPtmAbF//tYn5z/m9IyRTffunb3PH2O7hj6x280v4K1y++Hq/Da/RtqXHXMM07je+f9X2++vxXuWj2RYQSIcrsZSzyL+L7r3yfH637ETPKZ7C0eil17jqWVi8tuQeRRVi4++K7x6Rb9GTmQ8s+xPG1x2O1WAE4u/lsnjrw1LiMWjExGcox7bwcq6hmX5u6Nx3S9k/uf5Lm8mYeuPwB44TssXuMkla/y2/0c9nRtwOHxWH0dmj2NuOwODip/qS81z1SYSOTieOMaWfw8LsezgsRNpQ1MLdybsFtGr2N3HLGLbx99tupdddS66k1esWo79u8ynn0RHvojfaSSCd4pf0Vo8R5W+82EukEW3q2sK59HXsCe3i141W29GwhJVPG5OV9A/uATDXQaU2n8dS7n2Ju5VyOqz2O757xXS6eczFWYaUz0smHl38Ym8VGo7eRC2ZdMKrPobm8+ajqDTURLKhawLWLrjV+vmDWBQzGB3lo10MTeFQmUxVTvExCVIlia7D1kBpFhRIhGssacxIv3TZ3ziRor0NL2G0JttDkbTLutlY3rebpq582JlFnYyTs2sc2Ydfk6OMnb/kJN518U9Hlb5nxFv7rrP9CCEFDWYPRlM5wXqoySbu3b7mdDz3yIf7z5f9ESmlUKbUGW42md3/f+Xej+u3lgy8jpeQfu//BCbUnGKHPQlS5qljdtJqmsiYumXPJYb9vkwxnTjuT42qO47b1tx1VfbNMpgameJmEZPdXKNbsKxALcDB4sOCyYCKY545k31X63X5DgOzq35UjVIQQRuhoKGbYaOrQXN6cM3l4OK6YdwXzq+az2L/YyDNZ4l+Cw+Lg/p33c8+b91BmL+PP2/7M3dvvNvrDtAZbjYGLTx7Qcitq3DW83P4ym7o3aU3y5l0+4v7/88z/5I533DGpqg4nA0IIbjzpRjojndyx9Y6JPhyTKYYpXiYh2W5LsdDRV57/Cp944hMFl4USoTx3JLs3S7Wr2li+f3B/QZelEGqGkyleTLJ514J3cfcld3P3JXcbbl+lq5L3LH4PD+5+kNZgK99c/U1mVcxiTdsaDgQzzosSL2mZxmV1ccX8K9jWu42fb/g5LqurpPCPz+kbt6nMU42V9St535L3HXNFESZHP6Z4mYSoOSvTvNMKipfWYCvPtTxnlIcOZUTnxeWnzKEtT8t0ySWiDotWkm6GjUxK4SPLP0K5vRy/y895M85jSfUStvZuNZyXlsEWOkIdRlL5Iv8izmo+C4lkTdsarll0zZj3FDIZPTedfBOnTzt9og/DZIpxTFcbHav0RftwWp2c3HAya1rX5C2/9817kUiC8SBpmc7pJiylJBQP5Z30lXhx29x47J6c2SalznMxnReT0eBz+vjhOT9ECIHdamdJ9RL+ueefWITFGFcBcPGci9n+6naW1Szj+NrjuffSe/G7/KabYmIyhTHFyySkN9pLlauKWnctvdHeHIGSlmnu33k/AoFEMhgfzEnMjaViJGUyT2CoahKVx5C9fJp3WknHZea8mIyW1U2rjccq9JCWaVbWrzQmPy+tWcpt597G0hqto3OpzeVMTEyOXcyw0SSkL9pHlbMKv8tPSqaMKgyA/QP76Yp0Ge28B+IDOduqSdFDQzvKeVHVINnLVWfNkTCdF5PDYVH1IuPxqsZVxuNmbzNnTz/bdFpMTEwMTPEyiegIdbCrfxd90T78Lr8xVDE7gXd7n1aSekrDKUC+eFGzSIrlvCjnRYWVbMJGrbu2pOMznReTw6HCUWGMG1DixWaxGe35TUxMTBRm2GgS8aknP0Wls5K+WB+zfLMM8dIX7TNal2/v3Y5VWDmh7gQABmKlOS+q2kg1EVPLG8oajB4vI6G2GY+p2CbHJov9izkYPMi8ynmUO8qpdFaW/P0zMTGZOpjiZRJxfO3xPLT7IVLpFH6X33BJhjovs32zDYt9qPOiJkWP5LyoHJhSy6RB67hZ7a4275RNDpkPLP0AJzecjNViZbZvds4QSBMTExOFKV4mEcfXHs9d2+8CtM6haiJ0jnjp3c7K+pXG3Ja8nJe45ryoUmjF0IRdi7DgtXtHJV48dg9nNZ81mrdkYpLD8trlLK9dDsAPzvoBNot5ijIxMcnHPDNMIk6oPcF4nJ3zojruBmIBOsIdLPQvNLrglho2aixr5D9W/EdO069vnfatovNrTEyONKWW6JuYmEw9TPEyiVAt2XujvVQ5q3BYHXjtXqNpnZofs7BqIW6bG5vFVnLYSAjBR5Z/JOe582edf6TeiomJiYmJySFjVhtNIoQQhvuiXJcqV5URNtrauxWAhf6FCCGocFSUXCptYmJiYmIyWTDFywik43GSXV0TfRgGqopIVQVVuaqMsNHrXa/TVNZkJOtWOCrywkahRAibsBllzSYmJiYmJpMNM2w0Au0330zomWeZ/9yzE30oAFy14Cpq3DVGPwy/08/BkDY9+vWu11lZt9JYt8JZwHmJBylzlCGEGL+DNjExMTExGUNM52UEbNU1JHt7ken0RB8KoDWPu2TuJcbPynlpD7XTGe7k+LrjjWWFwkaFJkqbmJiYmJhMJkzxMgK2aj+kUqQCgYk+lIJUuarojfWyoXMDoJVTKyocFcbogLZgG3dtu4vBxKDZAXcckIkEqYGBkVcEIps2c+Bj/0Y6FjvCR2ViYmJybGCKlxGwVmu5Janu7gk+ksL4XX6S6SRr2tbgtDpZWLXQWJbtvPzy9V/ynbXfYUffDtN5GQe6f/Vrdl96GVLKEdcNv7yW4DPPEN20aRyOzMTExGTyY4oXHZlKFXzeVq0lvyZ7egsun2hUU7mnDjzF0uql2K12Y1mFU3Neoskoj+97HIDWYKvpvIwDkfXrSba3k+rpGXHd1IDmjkVef/1IH5aJiYnJMYEpXoDe229n29JlbF95EgP/eiRnma1aEwfJnqPTeVEl04PxQW447oacZRWOCtIyzSN7H2EwkZk8bTovR57Yzp0AxPftG3Hd9KDmjkU2bDiSh2RiYmJyzGCKFyC4Zg22+np877oCx4zpOcusNZrzkn0HLdNp9n/kBoLPTnwF0syKmdgsNr5yylc4Y9oZOcvUiIA/b/szfpefE+tOBPJHA5iMLamBAZIdHQDE9+0fef2AJl7CGzaUFGYyMTExmeqY4gWIbdtO2apTafjKV3AtWZKzzOrzgdWaEzZKBQKEnn+e4DMTL16ml0/npfe8xNWLrs5bVuHUxMsbPW9w1YKrDPFiOi9HltjOXcbjUpyXlO68pLq6Sba1HfJ+k93dHPzGN0lHo4f8GiYmJiaTgSkvXpJ9fSQ7O3EuXFRwubBYsPn9OWGjVK8mZOItB8blGEeiWMO5Bk8DAO9Z9B4+ccInOK72OCB/NIDJ2BLbuQMA4fGUFjYKDGCt0sJ/YT10JJNJev/8Z8KvvVbyfgcff4L+u+4i+sYboz9oExMTk0nElBcvsW3bAHAtWlh0HWt1NanuTNhIiZdES+uRPbjDZEn1Ev75zn/ypVO+hEVYOL72eGwWG7Xu2ok+tDFBptPIeHz89ysl+2/4KL3/d4fx3ODTTzPw2GOAlu8i3G48K1YQ31+K8zKI56SVWGtq6P3d70m0t7Pv/R+g4+Zv0/OrX5d8XLEdmmhKlpAkbGJiYjKZmfLiJbpNG2boXFTYeQGwVVeT7OlBJhLIVIpkr9aOP9HSclTnKAghmF4x3eimW+Ou4e+X/Z1L5146wUc2NvT+/g/sevs7xu130H/PPXT/+n+J795N6LnnGHz8cWNZ9y9+QdetPwYgvnMnzrlzccyaRWLvvhGPLzUwgLXKT8PXvkZ0yxZ2XXgR0TfewN7cTKK9veTjU+IldZRWxpmYmJiMFVNevMS2bcNWW4vN7y+6jq2mmlRPD/s/cgMHv/ENUn3axUHGYkfV3KNSmFExI6ecejIT3bKFREuL4YSNBTIeL5ozEn5tPd2/+AWBv/1N2//WrYYwSXZ0Ej9wAJlMEt2xA+e8eThmziQdDo/YIyg9MIC1opyKC86n4pJLsFZWMuuO/8N71pk54qXrZz+j5bOfLXzcUhJ7803tWHpN58XExOTYZsqLl+j27TgXF3ddAKzVNSQ6OgivXUvsja0ksy6WiZaWI32IJkVIHNRmOpVS0ZNNsq+vaC5Kx/f/m/0f+UjBZf73XY+MROj53e8BSAcCJA8e1Ny4ri5IJIhs3EiqqxvnwoU4Zs7Qjm9//vHJRIL+e+4h1d+PjMexlGvJ1U3f/y/mPf4YriVLsDU0kg4ESIdCAIReeJHBxx4v2Ik31d1Nqr9fe2w6LyYmJsc4U168xPfuxTln7rDrqBEBAIn2dlJ62AhM8XIodP7gB+x73/sP+3UM8VJCXknO/v/7B+z/6EcLLovv3kV8z96Cy1yLFuFZtQrSacrOPBOA6LZtJLt7jO/HwD/+qa27eDEO/XsV3bot77V6//R/HPx/XyPwwIMAWH2aeBFCIGzavFR7o5ZwrdyXRGsrJJNGnlY2KmQEpvNiYmJy7DOlxUs6EkFGo1iri4eMIDMiALRk3UT7QWwN2oUlfuDoqDiaTIRfWUd4/XpkInHIryETCZKdnQAkCjgbwxHbvp1k28GCuSjJvn5SgUDRPJXqj3wE4XBQ++//DkIQ3bqVZGeHsXzgEa3JoWvRQuzTmrA1NhJ+5RWklEYibbKvj+5f/ALAqAyylJfn7cuuf8cSB9uR8bjROyayMX+MQFQPGTlmzzadl6OA8GvrOfDxTyCTyQnZv0ylSHR0jLyiickkZUqLl1Sf5qBYKyuHXU+NCLD6fIB2wbE3NGCrqxu24ijR1sa+69+XE2Yy0dwuEgnih+FaJTs7QZ/0PZqwkZSS2J49yESCdDCYtzzV3w/JJOlQuOD23jNOZ8G6V3AvX4Zj1ixi27YZogK08I29qQlrZSVCCMpOOYXwyy/Tf/df2XHOW0i0t9P7h9tJh0IIp5Oo7qJYK3x5+7I1Nmrvtf2g5r7ogiqyaWPeurE3d2D1+3HOn286L0cBoZdeJPjUUznfjfEk8MCD7Hrb+SSP0plsJiaHy9QWL3qOwEjixTF7NtjtVF13HQDJtoNY/X7s06cPGzYafPIpwq+8Qmz79rE65ElPsq/PmNBdLDxTCipkJByOgjklRfff0YEMa8KkUKKvErTpQH/R17A4HAC4Fi8i+sZWEu3aBcoxaxYAzsWLjXU9p55Kqq+Prh/9SMuJeX0j4XXrcB93HI65c4jt0hraWSsKOC91dSAEiYPtxvfMWllJdNPmnPXS0SjBJ5/Es3IF1mq/6bwcBaT17/hEJfRHt2xBxuN5IyeCzz5LZMuWCTkmE5OxxBQvgE1vEFYMR/M0Fq57Bd/llxnPWf1VOJqbh3UPovodcjpc+C5+KpItWOJ7dh/y6yjx4l6xwhAv6ViM4HPPj7D/PcbjoY6YCiMChsAaDtfSpSRaW4lu2wo2G+6VK7Tns8RL2amn5LxedPMmolu34lq2DMe0aaCHziwVFXmvLxwOrDXVJNoPEm/VHL7yt72N+J49pAYGjPUCf3+AVH8/Vddfj81frSUBT1C4wkQj1a/9vhN6aHO8Ud/zocM+2791sxGyNDGZzJjihZGdFwCL02nkuQDYqvxUf+yjTP9l8ROByk0wxUuG+N692gOrldjuwxAvbZp4KTv1FNKBAKn+frp/+lMO3HCDMRSxENn7HOq8KNcFShMv7hM1sRJ87HFsdbVG4rcrq3rNPm0a9uZmrDU1OObMYeCfDyPDYVxLl2JvajLWsxYQLwD2hkaSB9u1ZF2rlYq3XwRgJPrKdJre22/HtXQpnpNP1vK3pDS+2yYTQyrLeQmuWUP/fX8b1/1nxEsmxKjyrlJdZijJZPIzpcVLssScF4XF4TCSd61+P845c3AtLNyZNxUIGCeQYvkTU5H43r2aS3HccYcXNmprw1pVhVP//MPr1hkdb4drj5+9z6HOS/YFvyTnZdlShMNBKhDAXldP2emn4Vy0CPeKFTnrNX77Zqb94Ae4jz9eEyGAe9lS7NOmGetYCyTsgpa0m2hvJ9Hahr2hAc+qVZSdtpquH/+YRGcn/X+9h/ju3VR/+EMIIYx+RUkzdDShZIuX3t/9nq7bfjpu+05Ho5ozabUS3bwZqVfCyXAYGY3mdWCO7d7Nm2eeSfwo7xhuYpLNlBYvhvPiy0+WLIZdT6K0jVChFNmcyUswnZcM8b17cUyfjnP+fOKH47wcbMPe2IhzzhwAWv7jM8hkEmG3FyxNNva/ezfO+fMBckreISNmIWP7D4fF4cC1fDkAtvp6XIsWMef+v+WFIctWr6Zs1am4li4FQLjdOObMMcSLcLsReh7NUGyNunhpacE+bRpCCBq+/nVkPM7+D36Izh/+EM8pp1B+kebIWHXxkjKTdieUbPES37+fdAnfp7Eivm8fSIn3zDNJh8PGoFD1/R4qXqJvbCXV1U30DTMXxmTyMMXFSwBLeTnCXnrHWdV7w1o1vHiJbsqUs6omYya6eJk1C8ec2aT6+3MEw2hIHjyIrakRx6xZTP/Nb6h4x9up+9zncC5aZHS+lXo1UjaxPXtwLl6ExePJu8Cn+vozj0twXgA8ustib6gfcV01sdy1eDHCajXCRsVcFwDn3HnIcJjIpk2G2HHMmkXzz25DxmLIaJSGb37DGAFh051B03mZWFROUvJgO4m2NtLh8LjN4VKOr8rRC7/8snZMumiRkUjODVWyW0sqTo5iFIWJyUQzxcVLf8khI4WtQXNerP7iSb6Jjg767r4b54IFCLfbdF50ZCpFfN8+HLNmGY5J7M0dI2xVmMTBduz678J7xulM+/73qf7gB3AtWkRs61a6fvhD9rzzipxt0uEwyYMHcc6ejdXvN2ZUKUab8wLgXnEiALa6EsTLooVayEx3a5QYUQ3qClH5rivwvvU8SCZzcmS8Z57JnH/+g7mPPWp8lmA6L0cDUkrj+xPZuNFoYFjqd+pwUeLFe9ZZuJYto+unPyXe0pojaLPdFyVqVB6ZiclkYGqLl76+UYsXdQGxZTWuy3nNQIADH7mBdGCAxu/dgsXjMcWLTvjVV5GxGO7ly3AffzxYLITXri15+/jevcR27iQdj5MOBrHV5P8OnIsXkQoE6Ln9j8S2b8+5243pJ3XHnLl6SfEQ50WFEWtqSA1TKp2N5+STca9ciefUU0dc1+LxMPOPt1P9bx/T9lNRgcXrNUYDFELYbEz70Y+o+cTH8V1yce7rORzY63NFk9XnA6s1z3lJDQ7Se/vtpCORkt6XSenIZDKnqaEMh40qsuxeQkq8DD79NG1f/OKYJVWn4/Gc/cf27MHW2IjF42Haj34I6TTtX/9ajqDN7v+S7NbFi+m8mEwipqR4Cb30EoNPPnlIzovv8sto/O53je6neUiJ1e+n+We34V669JgVLx3f/29Ca18e1TYDDz+McLvxnnMOVp8P9/LlhNasKbp+109vY/DJp4yf22/+Nm1f/apRJVQodOdapJcp6xeP7D4bKsfGOXcOtip/Xsgq1deHxefD5veXfJds9XqZdcf/4V62tKT1PStW5OTEOObOGTHkZNE7+qo+MsMhLBZstbUkDrYhpaTvL3eRGhig/+676fjef9LyqU+THqfwxVRAJpPsfMu59N/9V+M59d2xDRGWSqwE7v87wefXYPF6D3v/8ZZWdp59Dr2/+13muT17cc6eBYBjxgwqr7yS8LpXcwRLdqVdskd7PnGw7bCPx8RkvJiS4qXnN7+l639+oomXqspRbWurqqLyXVcUXW6trGTGH35P2apVAFjKyo458SLTaXp//3uCTz5R+jbJJIOPPEr5W87B4vEAUHb66UQ2bSooFNLxON2/+hV9f7nTeC7R2kqyvSMjXgqE7lwLF4AQxoUh0ZHpsxHbtQusVhwzZmD1+7VRDx2dxv5T/X3YKiux+nzjlmDZ/JOfUv+1r43pazrnzSO2cyfRLW/Q/s1v0vvHPxF68SUsXi+hNWtyLnQmh0eyu5tkV1dOPxX1fXLOm5ezbkofshl8+mkqLjjfmGF1qMh4nNYbbyTV18fg49rfopSS+J49OGbNNtZzzJ6NjMeJZjWnU26Leg+g5eeYmEwWpqR4cR9/PLEdO0h2dY3aeSkFlTwJWqhAJeymgkG6fvJTEm2T+w4nHQqBlKQj0ZK3Ca1dS6q316iKASg743RIpwm9lB86iu/erQ8h1LoTSylJdHSQ7Okx4vWFQneWsjKavv9fNH7nOwDG/CPtNffgmD4d4XBg81eR7O1l33XXcfDr39DW7evDWlWFtdI3bvkJ9vq6EZskjhbn/PnEd+4iullLGh/45z8Jv/oqvssvxz5jBjF9DpLJ4aPa/2fP1xoqXtTcqlR/P4NPP42MRqnI+js4VAYeeZToxo24li3TppkPDpLq7iYdDGpdwXUcM2cC2rwl1atKuS0AKV3IJLu6RkwqTvX3s/3UVYReHp3ramIy1kxN8XLC8ZBOI2OxIyJeslFho0RHB/uuvZbun/+cgUcePaL7PNKk9UoKGStdvES3aL1XvKedZjznXr4ci9dL8Nln8tZXIxWSnZ0k+/pIDwxo3W+TSSP8Yy1y0fddcgkevbNt9tDE2O5dOOZqjeSs/mpIJEi0tBB+6SVkOk2qP4C1shKLb/zEy5HAOX8+Mh5n4F/akMj47t3ISISy1auwNzWNmJiZ6Ohk14UXHVYTwamCGg2RPaBVldk752vixb18mfH8wMMPY6urw71y5WHvO75nN1gs1N34WUiltFEkKq8rW7zM0sRLqqcHe309looKUt099N97H4nOTpK9vVr/KilJdA4/ziDe0ko6EDisNgfjgRCiXgjxZyHEbiHEq0KIF4UQ79SXnSOEeGjI+n8QQlyZ9XOtECIhhPjYKPc7QwjxlBBivRBioxDi7UXWWymE2CSE2CmE+InQ73iFEE4hxF3682uFELOKbJ8SQmwQQmwWQjwohKjUn58lhJBCiG9nrVujv5fb9J8XCiGe1rffKoT49SjeX8HjHrLO2/TPfJP+/7n68x4hxD+EENuEEFuEEP9Z6n4LMTXFi17tAaU3qDtUNPESov/uv2r9FqzWSV8JktKTEEfjvKR6erB4PFjKyoznhN1O+VvfyuDD/8orJ49muQOxbduMi0T2MtWQrRDWykqEw2FM1pXJJPF9+3HO0U7q2SGnlH4yTinn5RgQLwDhtWszFzGLBc/JJ+viZXjnL7plM/G9e4ms33CEj3Tyk+xo1//vID1ktIRyXpyLFoPNRqq/n8gr6/CefRbCcvin3kRrK7aGetwnnYRwuwmtecFowqhyXgBsdXUIlwsAa3U1tupqQi+9xMGvflUbFZBM4tJztpLtwwtblbeTDh+9id/6BfV+4Fkp5Rwp5UrgGqB5FC9zFfAScO0od///gLullCfq+/x5kfV+AXwUmK//u1B//sNAn5RyHnAr8F9Fto9IKU+QUi4DeoFPZi3bDWRn918FZDfx+Qlwq779YmA0HRSLHXc23cAlUsrlwPuBP2Ut+4GUchFwInC6EOKQLcgpKV6slZXGSX2sLfuhqJyXZHc31qoqbDU1OfHmyYhyXtLRzAms9fM30f6d7xbdxri7G0Llu68iHQ4z8PDDxnNSSmLb3zSmKke3bTcuEgCx7W+CzVZwHpBCCIGtro6knvMSP3AAEgkcegt/JXzKzjoTgPC6MjdY4gAAuKhJREFUV7PESyUyFjMuRpMN59w5IITWqOycc3CvXIn7xBOxVlRgb2wcMTygJqUnOswciJHIFtVqeKYhXubPp/z88yl/63lYfT7iLQdIBQJ5ideRTZvYfsqpxryuUom3tuJomobF4cBz0kmE1qwhvmcPwuUy/nZAS+JWoSObLl6UcxJ8WnM93cu0G7qRjiEjXo7qPL5zgbiU8pfqCSnlPinlaC7S1wKfA5qFENNGWjkLCagTkw/Iu1MQQjQCFVLKF6VWJvZH4HJ98WXA7frje4DzCrkbQ3gRyD7GCLBVCHGS/vPVwN1ZyxsBYyiflHITJTDCcRtIKddLKdX73gK4hBBOKWVYSvmUvk4ceI3RCcocpqR4AS3vBcbHeZGhMKneXqz+KmzV1Tnx5qOB1MBA3gC3YdcfHARARmPGc+FXXslJCMzbpqenoFPiPvFEHHPn0vdXrVqj/ZZb2Pee64hu20bZqadiq63VnJeOrPDPzp3YqqoY6W/aVl9v5CRkVxqB1jDOdfxx1H/py1hraui/915kLIatutrouDxZ3ReLx4N9+nRAe5/Tf3YbzXp7entTkxYe0D+XwN//Tvcvf0UqmHG+1AgDM4FzZLIbu8X3a6GjVKAf4XRiKSuj+Sf/g2fFCm0a+Gbt70P9bhTB554jPTCQN5NLJhJIvWquEImWVuzN2rnf+5ZziO/dy+Djj+OYOTPP2VHixVrtz7mJSOpiRTkviRF+55NEvCxFuzAOx5l62GSDEGIDcKlaIISYDjRIKV9Gu+hfnbXsruztsv69T1/lm8B7hRAtwD+BTxfY9zSyxIP+eFrWsgMAUsokEAAK9+XQjscKnAc8MGTRX4BrhBDNQIpcEXUr8KQQ4mEhxGezQk4Li7y3Dfo6wx13Md4FrJdSxrKf1F/vEqD0qo8hjIl4EUJ8Xo+z1YzF640H7hN08TJM6GEssHg8pMJhkn292Kr8WGuqjQS5o4W+O+5g73uvL/mElNbFi3Im0vE4yc5OUoMDRbcp5rwIIah85+VEX99IoqOT4NPPEFm/nlR3N86FC7WOudu2kcy6w5XRaEm/N3t9HQk950XlbxiOW00Ns++6C+ec2XhWriS6aRO2hgZ8l1+WES/j2NJ9rFGhI9eSxVgrKw2H0T5N61OUaG1DplJ0fO8/6frxj9l98cWGKE206c5LezvJnh767r67wB5MQGtIqXJbEge0pN1UIJA3csTq85HQ82IcM2bkLIvqA1yTQ/JNWj/3eVr+/T8K7lfG4yQ7OoxGhxUXXghWK4mWlpx8F4XhvPirjUR3W1PGnXHMmIHF5yO2Y/imkYZ4iRzV4iUHIcTPhBCvCyFeyXr6OT1scoKU8gRyL/7XkHEq/kJW6EhKeXX2dln//qivci3wByllM/B24E9CiKHX2UJ3XbKEZdm4ddHVA/iBx4Ys/xfwNv147sp5MSl/DywG/gqcA7ykOyPbi7y3E6SU/aM4Nu2NCLEULez1sSHP24A7gZ9IKQ85eeqwxYuuUt8G7B9p3aMJ32WX0XjLLTgXLDii+7GUlUEiQbK9Q4831+TNFhl86iltNk+BdvbjQaKzExIJbSZKCaQGlPOiiZdkW5tWfaQ/X3Cbnp6i86A8J2nuZuj550js32+Eg1wLF+BavJjYrl3E9+zBWlODcLuBkWdLgdb1NtnRqZWP7tqNra6uYCt+75lnIFwumn/6E815qVTOS/+I+zha8axcia2+Pi9EoWZzJQ4eJLplC6n+fnyXXUayvd3ouRNXzkv7Qfruuov2r38jp1+OSYZkRwfOhYuweL1Et79J3513kmhpLSheFPbmjPMipSSijxLJ/ozT0SjBp58m/NprOQ3oFImDB0FKw3mx+f2Una4lwzuy8l0UKmnXWq3dQAHUfOzfjOW26mp8F1/MwIMPEny+eO8lJV7k0e28bAGM6ahSyk+iuRO1JW5/LfABIcReNFFzvBBiPpTkvHwYXfhIKV8EXMDQm/oWcsMlzWSckRZgur4vG1roqdCsj4guumYCDnJzXlRY5lW00Ne9QzeWUrZJKX8npbwMSALLSnBehjvuHHTH52/A+6SUu4Ys/jWwQ0r540LblspYOC+3Al9gGAV2NGJxu6m84p0jhh4Oez96T5PEwYPY/FXYaqpJ9vbmnJCCTz/D4COPEF67loPf+Cbt373liB7TUNQJSbUVH4l0MNd5URc7Nc9lKDKd1sqQ/YXdT+eSJQi7nb47/gxA43e+TcM3vo7nlFMoO201JJMMPvkk9vp6bDXaeWCk2VKghY1kNKpZ8rt348hqo5+N713vYsGa541EbvdxxzHnn/80QouTEf8H3s/cRx9BWK05z6tciERbK8HnnwchqPv857CUl2s/o7kyoOVzqDvxYr/bqYxMpzX3o7EB+4zpBO67j/Zv3Uz4pZfyxYsenrb6/Vi9maT1ZFub0ek5u6w//OqryHicdCCQ1wkaMqE95aSBVmUH4CzgvLiWLQMhcMyahe/ii6n97Ge12Ud2O9jtWHw+6m76PM7582i76SYiGzYUfM+TJGz0JFqexceznvOUsqEQYiFQJqWcJqWcJaWcBXwPzY0pxXnZjyaUEEIsRhMvOcpfSnkQGBRCrNLzWd4H/F1f/ABakivAlcCTspB6zbxWAPh34PNCiKFD+n4IfFFKmfMFEkJcqNYVQjSghaVaR3JeRjju7NevBP4BfFlKuWbIsu+gCbLPFHtPpXJY4kUIcSnamx4xYUII8VEhxDohxLquKXQXZynT/2ZSKaxVerw5kTCSXiHTK6LzR7fSf9ddDD7x+LgeoxpIGNudES/DXawM50VvNa8SPGU0WrB7ayoQgGSyqFticThwLllM9A2tnLrslFOouvZahM2GZ8UKLF4vMhrF1tCQES8lho1As/bju3fnzADKRgiRUwVl8XhwzpmNxekccR9HK8JiKXj8FodD78B7kNBzz+NatgxbbS1lq1cTen4NqcFB0oEA1qoq0oODRDZof9qmeMklun07kddeQyYS2OobcMzQnA3f5ZeDEHll/ErMOIbku0Q2btQe2O05zktozQvGYzUVOht1w+CYlkk5qLjgAupuuony887LW9+1cCHzX1iDe+lSHDNmUPOxj2JxOnEtXIitulr7G3C5mPaTn2Dxetl3/fsIrX0ZmUwSfiUTbTHES+joFS/6xf5y4GwhxB4hxMtoSbBfLGHza9Ecg2zupfSqo88BNwghXkcLjXxAiQ89zKP4OPAbYCewC1AVC78FqoUQO4EbgS+NtEMp5XrgdXSBlfX8Finl7QU2OR/YrB/jI8BNUspSE9wKHrcQ4lIhxM36Op8C5gFfy3Ju6nQ35qvAEuA1/fmPlLjfPEZs8SiEeBwo1Av/q8BX0D6IEZFS/hrNLuKkk06aVC7N4aCcF9DKc60V2kks2dNjnNBUXoaaRJ1sO0g6EsGih0iONEOdl9Dal9n/oQ8x79FHjJh6zvp6bks6puVgqbtA0CqRLDW5LmmmI27RvDM8J5xA9PWN2KdPz0miFg4HZaefzuAjj2CvrzMSEW3DDMZUqPbskddf1xp3zS0sXqYatqZGohs3Edu5k+qPfRTQGgYOPvoowWefBcBz0koGH3vcSOhUeU6lMvjUU/TdeSfTf/WrI+5ujjcymeTADR/NGgNQR83HPkr5W9+K7+J3UPGOd2Cry41QqO+0fUi+S2TjJoTDgeu45UPEyxocs2cT37OH2K6dlK3KnZ2VaGkFmy1nBIFwOKj+8IeKHnehysqq915n/I5Bc21m3X0Xe6+8is7//m+8Z51F989/zqy7/oL7+OOzcl6O3lJpMNyNa4osexp4eshzH9Af3lNg/Y1oF9xS9vsGcHqRZSdkPV4HLCuwThSttHmk/XiH/HxJ1o+FXvcPwB/0xzeiCaNRM8xxP4CeNySl/A7wnSIvMWYngxGdFynlW6WUy4b+Q6slnw28rscGm9HUVJGhP1OT7Dt6W3W1MUwwZzBaRyeuJdrfhvq/1PyTsUBNU1biJbp5M6RSxLO6hmaTHtT6vBjOS5Z4SRXIe8l0xC3ulqgQjavAjCDvOedo29c3YKtVzktxIaRwLlyEcDrp+6PWZqCY8zLVsDc1EXvzTSxlZfgu0YosvKdr59veP2rut3tFbhO1Qr/X4Qg++yyhZ587qu/Qs5FSsufKq+j90/8VXB7fv98Q68HnnyfZ2YnUf7Y3NOBavBjfxe8AtBwq18KFOdurPKqhzkts505cixdjb2oyxEuyq4vY9u343vlOLF4v8V35zkuipQV7Q8NhjxiovPxyaj7+8ZznbFVV1Hz834hu3qz1gQEjjDRJwkYmU4BDDhtJKTdJKeuy4oItwIpR2E9TghznpSpTpqji2DIeJ9XTg/fcc5l17z00fFtz3krNPzlcpJQZ52XvXi25Va+aGDqZWJHWnReZSCBTKa2/he6IpAfyK3RKcV7cJ54IQuA+Lj/PxHvO2dibm3GfcAJWI2w0svNi9ZbhPessI29D9XiZ6nhOPBF7czMz7/g/o2mffdo0vOecQ/R1LYzhOSlXvKSHqSQrhGqEN9rtJopEaxvRzZsJv/oqoPVeCa9fz+Djj9PyH59h1/kX0PnDHwIQuPc+rH4//g99COx2I2l2OJTLOrRMevqvfknzL3+BrbZW678jJVit1H7mPyh/63k4587NCRulgiH2f+xjDPzzn0YF0ZHAd9ll2JubsZSVYa2qIrJps7Z/U7yYHCUcnmw3GZFs8WLzVxm5Gsme3pxmYbb6OtxLlxp2bKwE8ZKOx7URBwUqaEpFRiJaf5OmRpJtB0l2dpJQ/Sp6C4uXlO68gJbnEm9r1SzuXbuMctv+e+4hsnETjTd/K+O81BQXL/bGRmb95U6cQ+5YQbsTnPe4VgkY37dXe67EEveKt1/E4GOPYfF686z8qYr/fe+j6vrr88I5Dd/6JrsvuRSZSGjOgRCaKE2lRu28JHXxkhoYMCqcjmaiG7XcnkRrK/F9+9h71buNZcLjwTFzJgMPPkT1hz7E4FNP4X/ve6m76fP433d9SY0uHTNngsWCa8ninOeFxYKtqgpbba2RoGvz+6n5N60SyDFvrtFIDiDwt78ReuZZqj/2MareM9rmr6Uj7HZm/O63pCNRum/7KZFNG5GJBGmju/bRHTYyOfYZsyZ1ugNzdHVfOwrIcV6qq7XYt8VC/11/YcdZZxN8QUvMs+uxa4vbja2p0WjzrYhs2ZJXSt1164/Z957rDuv41J2U50StsjC+e7cRLkoWGWOQnWycCgRIdXXjWrRI+3lgAJlO0/2LX9J/772ko1FSPb1aEuMIDQHdxx+PRW9jXgzPihW4lizJm9hbDO/ZZ2sXnzlzjrnci8Oh0Gdhr69n2q0/ou6zn0E4HFhrqnHOmYNwOEbloEgpjYqlydLoL6I7Tom2NsOpq//qV5n55z+z4MUXqPviF0j19XHgBi1HqOqaqxFCYG8oLUruWrKEBS+syQsnKWy1mrAeWpLunDuPVE8Pyb4+ZDpN3x134Dr+OOo++xnjnHGkcMyYobUrWH4ciX37jfOCcLlM58VkwpmyHXbHCyPnRQisPh/CasXq9xPbsROkZOAf/wTISbxzzpqdEzaK7drF3nddyeDjuVVIkddey+k8eygk9XwXFSaIbtlitAhPFQkbpQYHEQ6Hdmx6hZJrsSZe0gMDRNav1/JgUiliO3aS7O3BWlWVV7Z7KDjnzWP2fffmlaIWw+LxUP/lL1H9oeKJjCYZvKefjv99WssK7xln4j3vXG2Q38Ag/ffeR/stI5fxpwMB4+I22kTfiUJ1mE719BDVh4L6LrsUz4oTsTideM84A6vexM3/3vfm9c8pheHEe1HxsmABjrlzSfX2EnrxReJ79+K/7vBuWEaLGiwZ0kvp7Y2NyHB4wvpSmZiAKV6OOMp5sVZWGhdvW1anWVWGaKurM55TVQaqvF/dCcbezHS/lFIS27HDSBo8VJTz4pw/H8fMmfTf9zdIpQBI9uWLFykl6cFB42SrurGqrp6pgUECDz4I+nuNbttKqqe3pKZyR4qqq66i4sILJmz/k5Wm791C3Wc+g7W8nNTgAIOPPkr/nX8ZtmU95M7HSQWOrpyX/R/6MLsuuJCun95m/H3JeJzoG28Y3+nQiy9qM66yZmcJhwPf5Zdjq62l5hMfL/jah0Mx8eI943Tm/uMhnHPnMvj441j9fsovLDQL78jhWqaJl+AzWiWavUnrLSMn6ewvk2MDU7wcYVRH2Oy+JLa6Oiw+H55TToFUSrPos+7KHLNnkw6FjKZV8b379P/3GuskWttIh8PIWKxgB85SUT1erFVVeE5bbcwAEm53QedFxmJabwtdbKmW5rbaWoTDQaq/n8GH/0XFBedjKSsjtnWbNhqghOogk6MTS0U56YFBEp2dyEQipx9QIbKnVqcKJHBPFKnBQUIvvEAqHKL7Zz8jsm4dANHtbyLjccov0kRBZMPrBZ2Vups+z9x/PZwjasYKW63ekyirUd1QGr7+dWbdfRcW3fUcL6zl5biOO47Qiy8CYNfHCpihI5OJxBQvRxhhsSA8npwE07rP3cj0X/wcz6mnAPrI+qwcBPeJJwAZm1bFmrPFS2zHm8bjke6Eh0M5L9bKSspWr84cw7JlBXNeVLMy405RP9laKyqw+CqIbd9GKhDAs2oVzkWLtIGNW7ce0coIkyOL1VtOanDQ+F3Htm0ltntP0ZEBKt8FcvOjJpqYHg5q+H9fw1pVRc/vfg9A31/uRNjt+C69TFsxmSz4fRU2W07rg7HE6i1DeDzDjmEQQuAoobLpSFB1zTWg3yQp58UULyYTiSlexgFLmSfHeXEtWoRnxQqjLNg2JPHOtWQJ9uZmBv71CJDp+aJKmWFICOkw7FtDvPh8lJ16KgiBcLtxLliQ47yE169HJpNGtcFQ8WLx+bCWVxiJj85583AtWqSFtsLhI1oZYXJksVSUk+rtNcr7I5s2s+/66zn4zW8VXD/R1oZwubB4vaOuUjqSRLduA7Sbg6r3vIfgU0/R+393EPjb/VS95z1a3pbeN0XNAhpPqq66EvfS/D5HRwMVb78oU+5tiheTowBTvIwD/uvfh++yy/KeV4lwqo29QghBxYUXEHrxRVL9/Zp4sdlIB4PGBSR7+uvh5L2k+vqwVFQgbDasPh+u5ctxzJiBraaadDBIOh4n0drKvmvfw8DD/zLupI2cF707sLW8HGtFBelQCNAawjkXaZUVntWrjGokk8mHtbwipxFh4L77SPX0EH7pJWQymbd+oq0Ne2MjVp/vqAobRbdt1Yaj1tZSdd17sDU10vGd72DxeKj+t48hrFajrPtQEnIPl/ovf7ngeeJowOJyaZ9ZXZ0RAk6HzXJpk4nDFC/jQM1Hb6D83LfkPW+trMR3xRV4z82fRVJ+wYWQTBL4+99JdXfjWaGXMuuho9ibmbBROpY/T6hUUv39WKsqjZ+bvncLTd+7xThBpXp7DSs7vn+f0ePFyHnp6MRSVqZZ6hVavxlrTQ3Wyko8K09C2O3UfPSjh3x8JhOPtaLcCBnY6uszlUShENEtW/LWT7S1YW9qwuKrIF0kYTeyZQsHPvHJEfNnFMmensMKjwLEtm7DtWgRQghsfj9z//Uvpv34Vpp//jOjV4tyFcwwZz41n/oUcx/5lzGvzXReTCYSU7xMME23fNdoK56Na9lSHLNn0/2LXwJavxLQxEs6EiG2Z48xd0jGD895yU4Wds6di2vJEqM6KNnTY+S5JNvbjTtp5bykenqw+LQERjW3SbXhd86ZzcLXXs3JpTGZfFjKMwmq3rPOAqD8Aq16K/TiSznrpgYHie3ahWPWLKwVPqNpYTaDTzzBvmuuJfjkkwQefIBUIEDvH/9YtPRWplLsevs76L290Iy50pCJBLEdO4ySftCGVFZceCFlp5xiPGeIlyEziEz0YZ9ut1FBmQ6HJviITKYypng5ShFC4P/QB42clLLVqxB2O/G9e7Xy6kQC79naheRwc15slfkdQlWOTqq3zyh3TRxsN4a4ZecEWMuVeNGcF+e8TBt+YR86pd1ksqF+rwAVF1+shVluuAHnwoWE1uaKl8B99yEjEXzvfKdWYj0kbJQaHOTgN76JY/48HPPmEln3Kn1//jMdt3wvx03M2aa/n3QgQHjdqyUfczoSIZr1erHde5CJBM5Fi4fZCioufgf+97/viCXmHgso8SLNLrsmE4gpXo5ifJddZjgcjlmzsM+cQXTbdoLPPY9wuSjTh+mlDyfnpb+/YPMsmyFeeowp0on2g8T37cfq92PLmhytSkct+v/mDKFjC8N5sVrxnHwSC15dh3vZUspWrSLyqtYoUUpJsq+P3v+7A/eJJ+JettQIG3X853/R9pWvAtD105+S6umh8eZv4z39dCIbNzLwqDb6IdGujUVL9vay591XE1FT1vU8r0IhqmL0/P737LnscqP5XERv/68GnxbDe/rp1H/5yyXvZyqipt2bYSOTicQUL0cxFoeDups+T8Wll2DxeCg/762Enn+egYcewnPqKVj0mUbycHJeBgcN0ZGNGiCZ7Ok1knSTB9uJ79+PY8YMhNOZOU4VNtIvctnOi8nkRzkvttparfRfL+uvvOZqsFpp/eyN7L36GnasPo3EgQP4r3+vvp0WNhp8/HGCzzyDTKXo/+s9+C69FPeypbhXrkTGYsS2bgW0sCRozdCiGzfS8Z3vaoNDe7Uu0MmurmH7oGQTXvsySMnBr38DmUgQfvkVrDU1OGbPGsuPZkqSCRuZ4sVk4jDFy1GO79JLmfb97wNQ/aEPYikvJ9XXh/eMM7HoAkLGDi1sJKUkHQxi8eZb5BavF+x2zXnRw0bpUIjotm04Zs7QLmL6/lWui2PObCweT8HhiiaTFyWSbUOq4pyzZ9Pw//6fNqZi3z5qb7yRabf+yOgAa62oQEajJFpatLb727YhIxHcK7Xkc8/K3MnVynkJv6SFoiKvv87gI4+Qyuo3FH3jjRGPV8bjRF5/HeeCBcS2b6fvr38l/MoreE4+yZxvNQaoxpvpkCleTCYOU7xMIqw+H9U33AAWC96zz0LoQwxLCRsFHnyQPe++OqdiQ4bDICVWb/5UaiEEtupqkt09OXkL6UAAu57MqIYoqrCR95xzmP/iCyVN2TWZPKjfr72uLm+Z74p30vyLnzP7wQeo+egNVFx0EcKinVYsFbnfq+ATTwIYQzVt1dU4Zs/G1tSIraGBZLsWfgq9/DLlb3urNq7i7r+SzOo3NFS8pONx9n3gg+z7wAfpv+ceYx0ZjVLzyU/iPv54um/7Gcn2djwnnzxGn8jURjXeNCdLm0wktok+AJPRUf2RD1Nx4QU4Zswgpg9vLCVslOrrJ7pxI6lg0BAXKb3hnMXrLbiNrbaWZFcXFo8753nHDC1ZV7hcEAhg1cNGQoiccJLJsYHhvNTmixchBOVvyW8DABlHTjH4xBNAphoNoOEb3wCZput/fkKivZ3E/v0kDx6k7KM3gM1G7I2tWqdniwX79GaiW3LFS/CZZwi/9BLWyko6tmzB9653EX71NQA8K1dAOkXrZ28EoMwUL2OGxe02w0YmE4rpvEwyhMVilHEaYaMSSqXVXXD2lN+0IV4KV1bYampIdneTCgwYJaQAjpm5zkuhnBmTYwerz4dwu0fddVaJWmtlJVitxLZvN3oAKcpWnUrZ6tXYGhtItrcTWrsWAM+pp2JvaiJx8CCp7h6slZW4lx9H5PXXkfrgUICBBx7AWlNDzb9/mvTgIImWFsKvvopj5kxsNTWUv+1t2BobsVZV4dAdH5PDx+LxmOLFZEIxxcskRrkc6RJKpa363XOqgHhRy4ainJfUwACO+fNADwco8WQMnRxyh21ybGFxOpnzwN+pvOaaUW2nvleupUuNmTzZrks29voGEh0dhF9ai622Fsfs2dibmpDxOLGdO7FV+yk/71xS3d2E9JyYVH8/g08/g+8db8e9/DgAops2EV63DvdJWj6NsNmY9v3/ovG73zXzXcYQi8dDOmKKF5OJwxQvkxjh1JyPUsJGyvpP6x1yAaNb7nBhIzXTxlblx1Zbq80w0u+cLUbCbmHxY3Ls4Jg+fdTTjC26qHUtWYxj9mygeCWavbEBGYkQfPZZPKtWIYTA3qi5fdGtW7FW+fGeey6WigoC9/8dgMCDD0EiQcWll+JcMB9sNvruupv0wADeM84wXttz8skFO1ybHDoWt9sYBWJiMhGY4mUSY3FqFxMVNkr192sn9AJknJdMu3YjbFRWXLyAVqJq9VVgnzYtJ3SgnBczbGRSCHtTI+4TT6T8vPMM8VKsB5CtvgHQvpNl+rR1+zRNvMhoFGu1H4vTScXbL2LwscdI9vbS89vf4l6xAteSJVicTpzz5hFeuxYsFrOr8xHGPn060Te2HlaPKROTw8EUL5MZmw0sFuME0vt/d9B2001GU69sCjkv6ZAKGxURL3W1me0rKmj4xjdovPnbmeeU8+Izw0Ym+VhcLmbd+WfcJ5xg9FcZznlReFat0p9rNJ6z6bO2Kq+8ChmNsvuyy0i2t1PzyU8Y4SDXYq17rnv58oKNF03Gjsp3XUE6EGDw0Ucn+lBMpiimeJnEqOoeGdXEi+ommi4wT8ZqiJeM86LyX4qGjXK66PpwLVyAa+GCzP6NnBfTeTEZnvK3vQ3/Bz6A+8QTCy63NWjixT5tmpEfY62oML6bVr9WIedetpRp//M/pIMh3CtWUHbaacZrqO65ZVkhI5Mjg+eUU7DPnEHvn/6P3jvuILT25Yk+JJMphlkqPcmxOJ3IWAyZThviJRXMj0Wri0Aq23nR1ys2x0WFjSBTOZLzmkP6vJiYFMNWVUX9l75YfHlNDcJux3PqqTnP25uaiL35Jja94zNAxQXn4z7hBCwuZ04SbtmqU7GUlVF+/vlj/wZMchAWC1Xvfjed//0Dohs3UvW+641wn4nJeGCKl0mOcDpJx2PatOmBTCfcvPWsVixlZaQHB0gNDiLjca27rseDsFoLvnb2BaNQXotwuxBuN2KUiZwmJkMRVivNP/85zvm55cz2xkZib75pDAo1nq/P7znjnD+fha+uO6LHaZKh6vrrsU+fjmvxYuy6W2ZiMl6Y4mWSI5xOZCxOZMPrxnMql2UolvJyUoNBOr7zXWK7d+NcuKBoyAhAOBxYq6pI9fUVLIeuuuoq3EuXHv6bMDEBvGfmh3tU0q5tiHgxmXgsDgcVpstlMkGY4mWSY3E6kNGoETKCTBXRUKzl5aQHB0h0dhLftQt7U9Ow4gX0cum+voLl0K4lS0ac0mticjio5ohWf/UIa5qYmEwlzITdQ0CmJQ//chNrH9hNKpme0GMRThfpeIzoli04F2jJtMX6LyjnJdnRSTocJnHwIJYilUYKlbRrlkObTATe887D964rcEw3wxImJiYZTPECREMJulvyK3SGW3/3hi7W/XMvj/zv5iN4ZCOjwkbJ7m5j4F1qGOclFQiQ7OoCILZzJ9YiPV4UKmnXLIc2mQics2fT9N3vIuz2iT4UExOTowhTvABr7t3J32/dUPL64QGto63TY6N9z8AIax9ZLE4HMhYj1denlZtarcM6L4l9+0CfDSPD4RHDRs7587DV1xs9XUxMTExMTCaaKS9eUqk0ezZ0EQ0lkGlZ0jbhgCZefLVuErHUCGsfWYTDSaq/HxmLYa2q1CqKCpRKg9bGf+gwtZHCRv73v585Dz04ZsdrYmJiYmJyuEx58dK2o59YOAlAMlFa/kp4QGsK56vzkIynShY9RwLhcpHo6AC0XhoWb1lx58Wbn3RrHcF5EXZ70cGNJiYmJiYmE8GUFy+713cZj0t1UUIDGecFWbroORJYnA6k7qZYq6qwlpUVrzbKqhhSE6mLzTUyMTExMTE5WplS4kVKyYGtvcSjSeO5vZu6sVi0Lp2lipfwQBybw4KnwjGq7Y4EwpHJRbFWVmIp8xbv86KcFyGMOTAW01UxMTExMZlkTCnxsuOVDh74nw3869ebSac0tyQymMDr1wRAMp4vQjr3DfDQba/z+y88T3eLJgrCgTieCgd2l9aZNhFL5m03XoisRFprVRWWsjJSRcJGynmx1lRjnzEdAIu38GgAExMTExOTo5UpI16ioQTP/3UHHp+DA2/0svbBPUgpSSXTuMq0MsxCDsqmZ1o5sLWX8ECcgzv7Ac158VQ4sTuVeJnAsJFriPPi9RZN2FUui722DnuDNrHXzGcxMTExMZlsTBnxsuW5ViKDCS759PE0za+kZWsv6bQECc5hxEs0mKCqsQy700p/h5ZbEh6I4/E5ssTLURA2EkKbwltWPGFXCRVbfT32Jk28mDkvJiYmJiaTjSkjXqKhJDa7hZrmcpweG6mkJJ3UqoRcHm1KQmHxEsfttVNZ76G/U4mXmBY2cuSGjWRakigQejqSqLCRtaICYbNp1UZFEnaV82Krq8Mxe47x2MTExMTEZDIxZcRLKpnGatfertVmIZVMG639lfNSKOclEkzg9trx1bnp7wiTSqSJhZJDcl607Xas6+D2L60hmRg/ASOcWtKwtbISwHBepMwv31YJu7a6WjynnMycBx/AtXDBuB3rkSAZT/GvX28m0BUeeWUTExMTk2OCKSVeLLbC4mW4nJdoMIHL66CyzsNgT5RgfxRAEy962CipbxfoihALJ4kGE0f8/SgsLhegJeuC3rdFSqN8OhtbbQ2VV11F+VvfihAC5/z543acR4ru1iC7Xutk/5beiT4UExMTE5NxYspMlU4n0lhtWkm01SY08aL3Z3EWCRulU2li4SQurx1frRspoX1XAACPz4ndmbud+j8WTuKtOvLvCTI5L9nOC0AqGDIeG+taLDR+++bxObBxItSvNQwM9sUm+EhMTExMTMaLKeW8WIc4L+mUnvNSJGwUDWm5LG6vnco6D6B15AXNebE5tNeL66JFOTCxyPiVThthI915UQm4xZJ2jzUM8aI7YiYmJiYmxz5TSLxIQ7xY7BZSSWmEjWwOKxaryCt5VuEfl57zArBvcw/AkITdfOdlvFADEzPiRXNbijWqO9ZQ4iV0hJ2XaLD02VcmJt0tQZ7583bzO2NicoSYQuIl13lJJzI5L1a7BbvTmhc2ioa0MQAurx1XmR13uZ1QIM78k+vxVjkRFoHNaTUcF1VpFA+PX86LcOo5Lyps5FXiZWo4L0FdvAweQfESDSW4/Str2PFqxxHbh8mxxZ7Xu9j8bKsxgd7ExGRsmbriJS1JxnXxYhOaeBkSNorozovbq4WVZh9Xw8JTGzjvA4sRQsufsTss+c7LhISNKoEs56VIufSxhnJcQn2xghVWY0FvW4hkPE1/e24SdMv2Pp65c3vR7aSUbH62dVTfh7UP7ub+W1875GM1OTpQ545oaPxuZExMphJTS7zYMwm7gDHjyGq1YHNkHBRFZFAPG5VpAuEt1y/mrR9cgtWa+diyHZsJCRt5NLFiq64GMlOip5rzkkqmj9iFoq9d+ywjgwkGe6M8dNvrREMJtr94kM3PtJJKFe6w3H1ACx1seGx/yfvq2jdI94GpITyPZaKDmuMSGcfKQxOTqcTUES+JNFablqOiHBglNoqGjYycl+JFWXanzdhOOTnjKV5cSxbT+L3v4T3jDCC72ujYvwBKKQn1xyj3a6GzYO+RCR2pzsqRwTitb/axb3MPLdv66GnTRE0imvu9ad3eR7AvZuTjbF3TZszSKkQykeKgXsUWHogTiyQL5kqEB+JmP5tJguG8mOLFxOSIMHXES1JmlUrrVUK6nW+1FRcvdqcVm91a9HULOi/jGTayWKh85+UIh+YOWQzn5di/yMUjSZLxNPWzK4CMCzPW9KmxEINxQ5B07AnQezBkHIcimUjxwE838Noj+wgF9JBWIG4kehdi24vt3PeDVwkFYkQG4yDJmXyueObO7Tz8q81j9r5MjhwR3Xkxw0YmJkeGKSResjrs6v/H9Ttmi01oYaOhOS+hOO5y+7Cva3fm57zEx9F5GYpwOmn+2W1UXHjBhB3DeKHEihIvob5DK5fubhnkhXt3Fs2ZUbkukcEEoYB2Udr5WqfRJyie5bx0HwiSTkoGeiLGup4KB1uebyu6/0BnGCQM9kYJ6xe9Qu5d594BwgGzn81kQIWco0EzYdfE5EgwtcRLVsIu5Oa8ZIsQRTSYMHrAFCM7bJRxXibubksIQfl55+GYMWPCjmG8UC5I7YxyLBZxSBVHCX28wPrH9huvl00qkWagOwJod9Nh1VcmK0SV7ZJ07BkAYLAnSigQw11uZ/Hpjezf3MNgb2FxpURY38GQMW9rqHiJhhIE+2LEQsmiIiuVTLPjlY4jlrhsUhpSSiNcFA1O3I2MicmxzNQRL4l88aJyFYbLeXF5HcO+rt2pOTZSykyTugl0XqYSSmyU+114Kh2H1Otl7d93E+jUxIlySrIJdEWQEqoaPMTCyYICJDts1LFXEy/B3ijh/hhllU6WnN6ERMt9KYQSQl37Bo3nonq5/ZuvtHPv9181XjedliRiKV57ZB97N3XnvM7uDV08+tsttGzrK/XtmxwBYuGkNrEezb01MTEZe6aOeMlxXoZUG9ks2B2FS6VVmXQxbLroSSelccIyxcv4oEYClPmcVFS76W4Jjsp1kFKyfW07lfVa9+RCIZm+Di2vpXF+JQA9bSGqGrWkaIv+PcpO2O3YoyXexqMpetvD2rHVuJmxxM8baw4WTNwN6uGurgMZ8RILJeltC/HUH7fRvjvA+kf2ZZaFk7z26D62vnAw53WUQ9T6pileJpLsJF0zYdfE5MgwxcTL0IRd3XmxqWZz+R12XSOIF7vTSiKaMoSPELl34iZHhlQyzbYXD1Iz3YvVbmH+SXX0tAaNsE0phPpjRIMJ5pxQo/1cwHlRlUZNc33afhNpZiz2Y7EJ6mZoU7qVCI4MxhnojlI3U3t+oCtCmU9z7hac0kCoP0ZPa24Jezotjf12t2QqxGLhBM/cuR27y4qzzEbrm/3GsshgnFgomRfmGuzRRFDr9n5K5cAbvbTtMMXOWKKSdS1WMaHiJZ1Kc+/317Hn9a4JOwYTkyPFFBIvskDYSLvoWPRqI23ekSZgErEUiViqhIRdK8lE2hAs7gpH0VJXk7Fj09MtDHRHWX35XAAWnNqAw21j45MHSn4N1U9lxhKtR04h52WgJ4q73E5Frcd4rrzaxbnvXcQqfd9KBHfqYZ+5K+qMdT2V2vgGJWh6WnNL2MOBmPFdUaX2oLkrPa1B5q6oM15PzdIywlxFxEvn3oGCE9IL8fw9O3j5ob0lrWtSmIM7+3OqilSZtK/WPaHVRoGuCO27B2gfhaA3MZksTAnxkk5LZFoWrTZSpdIACf0Cospcy/SLTzHUdqq6wFvp1EpdS7x4mBwaGx7bT/OiKmYs1YSHw2Vj8WmN7Hqti52vduasu3djNy3b892FrgODIKB2Zrk2+qFAK/dgT5RyvytHxJZVOlm4qpGmeZUgMs6LyodpXpQZKV7m074/vjoPNrslx12BTOjL4dZ7CQmwWATB/pg+ndzJ/JWaeGmcVwlklW4H4jkiebA3irPMRjotjennANvXtueFmEALmw30RE2n8DCIRZL87Ufr2fR0i/Gccl78jWUT6rz0tuWX8puYHCtMCfFizDAqUG0kLAKLRSuVhsxk6LBu5ZdVlCZeVImrt0prmBYz+zscMVLJNKFAnCY9D0Wx4oKZ1Mwo55H/3ZxzMXn+nh28+Lddea/TfSBIZZ0Hh8uGp8Jp/M6zGeiJUl7twlORSdxWoSBhETic1pywEUB1k9fIh1HrWiwCf1NZUfGiyr3dXjvOMhu9ukPjrXLRtKCK497SzHFvaQYyoax0Whp3+UqIzFtRh7AInvjjVp7+sza6YP2j+3j14b157y0aTJCMpca1L9GxRk9rEJmWBLMSudXvpLLBQzyaMs4/435sSrwU6BlkYjLZmRriJZErXixZCbsqD8ZwXnTxopwXj2/kaiPIhBzKqjSxY14QRsdoEm2jQ2ZOKTwVDq74/AqmL67ipb/vJhKMk0qlGeyO0tMazEuW7TowSE2z1tSvzOfICxtJKRnsjVJe7cbutBqOXbYb53DbDAcvPBDHWWbDardQrovY7HWrm730DEkqVsm6hngpd+D02I3cGG+lE4tFcObVCwyxpsQLZEJHkcEEqUQaf1MZZ12zgDKfgy3PthINJQh0Rgh0R/JCSQPd2r7NO/NDp0cXo9muXWQwjt1l1VxYJq5RXcZ5GVsXePf6rrziBhOT8WZqiJdkZgCj9n+mVFo9HipeDOel5LCR7rzo6w9tVJdOS2LjOG0atItvx56Bo6rvRzyS36fkzZfbuf1La0o+IUaCatp3vrC02iyccdUCErEUr/xjL4M9UdJpSSqRpr8jYqwXCycY7IlSM10TLx6fIy9hVwmCcr8LIYQROlKhIAC7y0ZCv/hHBuJ4yrVj8uojC7LXrWn2Eg0lCAfitO8OcNd3X2bXa13YnFb8egWTp8KB02MzLnjZ3z+704rFKgqKF5XvUl7tZtlZ0zj54tkAHNjaSzKRBonREVgx0KN9HoV+JyaloXKYsl27yGBCd9C078tEhY5627RjK0Wcqkq1UtZ7+Feb2L3eTAI2mVimlHix5IWNUsZzdofKedGdl/4YVpsFp6f4XCPIcl4Gci82Q52XN55r5f++9tKwM27Gms69g9zzX+tGVYFzJBnoifCHL63Jy7/oOhAkFIhzcGd/3japVNpwJxQqv6hYMrW/qYyFp9az9fk2+rImQWeXIquLTk2zlkjr8TmJDOTmkKiLe0W1JkQ85Q5cZXbDgQFwuDJho/Bg3AgvlVe7ECL3GJXLs/GpFh78yQa6DwRp3x2gvMpphBuV86JQTh5oDQidHluOgxLsj9G1f5D+znDOsVY1aGJo78ZML5ihycJK8KRT0nAnTUaHCgOGsly7aDCOu9xhOIPjLV56WoP0HgzRryd2Z4eNosFEXhipfU+AP/2/F+naP8hIKFFdakK4icmRYkqIF9W1dGjOi0xn5h3ZnLk5L6GBGB6fAyHEsK+tOvAO6hc65bwM7fXS2x4mGkrkVJQcacID2gm1UC7HSBwJl+iVh/aQiKUY6Mq9y4volvvQ5mrptOThX27izm+tzREVynlxD9NAcPoSP8lEmj0btDtEIaA7R7xoLkT1NO0iX+ZzkE5LetpChrORcTM0QeD1u6ioceXsZ2jYyK2Ll8WrGzn54tlYsiaQ+5s08fLaI/twee28/RPHYbEJyv0uvLpI8ZQ7DMHsLLMZolqhvm9Ojw2EVuly9/de4bm73tSOVXd8yqtd2OyWzEwlkS9eBnoyotAMcxYmlUiz/438uVSbnm7hjefbjLySyECcYF+Mu777Mq07+nF77YYzON5hoydu38pfb3nFKFLIdl4e/OkG1vx1R876qkni0HysQmSG0JrixWRiGd5WOEbIS9jNunMeGjYyLkSBuJFsORzqwqYuhkbOy5CLvworJeKpTGXJEUa9l3hsdBemtp39/P1H67nu5lVU1LjH5Fh620Jsf6kdyL9Qqs9mqHhZ+8Bu9m3qMbZRF+6RnBeA+llaDsmu9V3YXVYq6zw5J+fethAOt81wyjx6YvYDP9mATEmu/+7qjHjRBcGZ715AKpl70na4rEayZnbYqGl+ZV5CsavMzlnXLMDusjJvZR02u5VLP30CDo8Nj8+Bx+egutlLWr8D9lbmCiXAEDaeCgdWm4Vdr3WB1MSys8xmfLcsFkFlg4fuA0Gsdgv+xrK8HjODWaGCeCSZE+Iy0XhjTRvP/uVNrvvWKqOZIcC6h/caNwU10710Hwiye0MX3QeCzF1Ry/KzmzPf13F2XsKBmBYqRCvRzw4X9nWEjXOeQjkxpUwsVw0ZJyoJ2cREMSWcF0O8qFJpW8ZNUX/I6s5XxX5D/TE8JZzMnR7tgqHKZNUFIHtYH2SJl3G0W9UdVyI6un2qPJG+jrGbTL13UzdSgstrz3OlVKVW14FB4y5VSsnmp1uMi3VkMM76x/bz8oO7NRteYOQUFKKixo2rzE48ksRX66Z2upeuA4NGbkfvwRD+xjLDWVNCNTIQJxpKsPGpFgZ7osbvF7TviC+r3wtoJdrxaIpkIkU8msJdPrzgXX5OM4tWNRqTyqctrKJ2ejlWq4UPfO90Fq1uMN6ztyr/+6fes7vcQVmlk1QyTUWNC39TGX49VKRQoSNfrZuaZq+RA6EY6IkajuNYJ3UeK6huxdl5RuGBeI6bqfoEtW7vAwHnfWAJ0xZW4fLasLuspFPjl08kpSQaStK8qIqlZ02jYbaPREQbXxKPJklEU0aFm0KdH1T/oOHIOC9Ht3gRQtQLIf4shNgthHhVCPGiEOKd+rJzhBAPDVn/D0KIK7N+rhVCJIQQHxvlfs8SQrwmhEhmv56+7P1CiB36v/cX2d4phLhLCLFTCLFWCDFrlNv/QQixRwixQQjxuhDivKxlTwsh9ouscIIQ4n4hRFB/bBFC/EQIsVkIsUkI8YoQYnaJ77vocWet4xFC/EMIsU0IsUUI8Z9Zy24UQrwhhNgohHhCCDFzpH1ODfGSGJKwa813Xlxldsr9LiMvIjwQL+lOVAhhhBKE0BqJ2ZzWvCQ5lROj7FaZlkY1wJFC3VGNtlTSqLgqMKjwUAkFYtidViqqXXmfTWQgrt3VyszFIhZKEo+mjCqcaDDBrtc62friQSKDcdxeOxZL8ZCeEII63X2prPNQN6uCWChJy9Y+pNQ+e39T5mKvHJiySifTl/jZ8Nh+OvcNGM5aMTTxkiQ8kJkgfagIizDyWrKPKRu1zF1uN5bPXFrNFZ9fwUX/tjxnXX+jJrQq6zxUT/MSGUwYxynTksGeKNX6Z1BKUmd3SzAThpoCSClp29EPaA3fFN0t2jni1EtnM3dFLTOW+gHtu1vudxmhPpvdykd/fLZR4j5atjzXygv37hw2Hymdlmx+ttW46UrG06SSaZoXVXHOexYafX+SibQhuEL9sZwwbMZ5GVm8qHWTR3GOlH5xvh94Vko5R0q5ErgGGM0v4irgJeDaUe5+P/AB4M9DjskPfAM4FTgF+IYQoipva/gw0CelnAfcCvzXKLcHuElKeQLwGeCXQ5b1A6frr1kJNGYtuxpoAo6TUi4H3qmvXwoFj7sAP5BSLgJOBE4XQlykP78eOElKeRxwD/D9kXY4NcTLkLCRsAgsVlV5lLkAKvs3GU8RCydHLJNWqNCK3WnVLj56Emd4IM6/fr2JaChhOC/qjmXNvTu58+a1bHsxv3nYWGGEjUbpvCTjpYsXmZa0bOsd0UYOB+J4fA4cbluO8yKlJDKYYPoS7QKg7v5UsmzdTE2ARILahTfYFyPYFxtxYCZA/SwtGddX52bhqQ1U1nt46v+2EeiKEA0l8sRLud/FqZfO5rQr5pJOSTr3DRoho2LY3dp4CHVhcB+GeFGohN2Czou+zO11GPlVM5ZW4/TY81wfw3mpcxu5PT0tQUL9MdY9vJdUMk3N9NwRB8Px2iP7ePqObYf4riYf/R1hI0QZyAqxqc7My85u5sKPLje+I7Fw0vjMx4LNz7ay/rH93H/rekN0ZpNKpXnsd1t45s/bWf/YfiCTX2PkRumuYTySNHLgsvsDQeb8EOgMj1h1pm5sjvIE73OBuJTSuHBLKfdJKX86ite4Fvgc0CyEmFbqRlLKvVLKjcDQD+gC4DEpZa+Usg94DLiwwEtcBtyuP74HOE8XY6Vun82LwNBj/wuakAO4Argva1kjcFBKmdbfS4u+r1IodtwGUsqwlPIp/XEceA1dUEopn5JSKnvzJUoQmlNEvOgJuwVyXbLjv7UzyunvDBuVG6XmACjxoix4h9tGPJKkfXeAXa910fpmX06W/o51Hbz+xAHsTivP/3XHmDoc2SQOMWw0Gudly/Nt/P3HG3jh3p3DrqecLKfHlpPzoibwVlS7sNiEkSukepAo9yQaTGiJvVKrjhhpYGb2tr5aDzaHlXPft5jBviiP/O9mgBzxYrVZuP67q1l8WhM1zeVc/53VnHrZHE5824xh9+Fw2fTj1S5unhHCRqUwnPPi0pe5yu34m8pwemw0Lags+DrV07QEYX9jmfG4py3Iyw/u5uUH91BR42L2cdpcJ/U7ad8dKDoLJxZKEBlMTJmyauW6OD22nCTz7pYgXr/TEAjZNzlVjblhxUKkkukRw8dSSga6ItTOKCfYFyVRIG/ttX/tY+e6Tuwuq+HiGuJF//twZImX7FYA2RV8GYc2ZYg1gGf/8iYP/2pTzj6NsFHiqA4zLkW7MA7HmXpoZYMQYgNwqVoghJgONEgpXwbuRnMk1LK7srfL+ve+EfY3DcieXdJCvrDIWU9KmQQCQPUots/mQjQHKpsngLOEEFY0EXNX1rK7gUv09/NDIcSJakEJ77vYcRdEd30u0Y9nKB8GHh7hvU2RhN0hTerU40QsUyoNUDu9HCTs39ILUFLCLoBPDxvZs8VLNGVciDv3DoB+vk/EUmx78SC+WjcXfXw5d9/yCq89uo8z370g5zUT8VRepcloyTgvowsbZTsvsXCCwd6oUVKcTSgQ48W/7cJmt7Dx6RbmrqzTWuYXIBSIUTujHIfTmpPMrBwpT4UDl8dONKQdqxIDxpDD7ohhVcdCyRFnTgFMX+Rn5UUzmX28doFunOvj+HOn8/oT2jmgWq/+UWTfKLjLHZx00awR9+Fwab8jVZbqrhj5uEZC3clX1uVfCLOdl6VnTWPhqQ2GgBpKZb2HKz6/grrZFVitFtwVDnpag3TuG2TG0mou+fTxxu8iHkmyfW07T96+FYtVcMOPz8qplAKIhpOkkmmS8bTxXT+WObgzgLvCQeMcH33tmRBvd0sw5+/BZrdqojyczMs7ymagJ0JFtZstz7Xy6r/28e4vn2wI1PBAPCfkqMKmC09tYNlZ03JuvEAbBfHav/Yxb2UdDpeV3a9rJfFDnRf13YhHUjl5OsG+GHV6VkEi62Yi0BUxjqN9d4C+gyHSqbTxXVDnlKPceclBCPEz4Aw0N+Zk/ennpJQXZ63zh6xNrkG7kIPmVPwW+BGAlPJqDo1CMe5CdwHF1it1e4D/FkJ8H6gDVg1ZlgKeRxNkbinlXnXek1K2CCEWojlX5wJPCCGuklI+UcL7Lvn4hBA24E7gJ1LK3UOWvRc4CTh7hP1NFeelkHgRec8pC13NxiklYRegPCtsBHrvj0jSCI+07870WUnGU8QjScqrXVQ3eambUZHXX6Flex+/vfG5glbxaFCipZDzMtgb5e5bXuG3n3uO1584QCqR5p+/2Eh3yyAJfbp2sD/Gun/u5W8/XF/w9Tc8foBkPMUVN62krMLB+kf2FT2WcCBOWYUTh8ee08BPiRd3hQNnmd0YqzDQHcFVZqfM58TmsOQ1WBuuTFphtVtYddlc40QOcOplc/DVunGX20sSQCOh7mwDult3ODkvitoZ5Vz9/06hcZ4vb5mrLJPzYrGIESvXGudVGjle1U1ltO8eoPdgyMglsusXt2gwwVN/2obdrQ0aLZSsrfJiVKn6sYyUkpbtfTTNq6Si1s1AdxSZliTjKfrbQ0bPHoU6V1Q1FHZe9m7q5o6vvcSOdR2s++dequo9hmNzcGc/f/ji8zlJwSpMVVHjyhMuAC8/tAcJrL5iLv4mL1E9rKp6yhjiJcd5yTip2a5qPJoyRLj6Hqt1kol0zt9exnk5qsXLFmCF+kFK+UngPKC2xO2vBT4ghNgLPAAcL4SYD4flvLQA07N+bgbahltPv8j7gN5RbA9wEzAP+H9kQjnZ/AX4KRmBZiCljEkpH5ZS3gTcAlyuH8tI77vYcRfi18AOKeWPs58UQrwV+CpwqZRyRNt/6oqXApVHZZUO3OV2uvYPUjujvOiJaCi+oeJFDxsp8dKZJU6S8bR+stBOKtXTyuhtC+VY8f3tIVLJ/OZso2W4hN2u/YN07R8kGk7QtqOfQFeEPa930/pmf6ZRXyBO575B4pFkweZ6nXsHqJ1RTu2McqqbvXkdarOPIxFL4fE5cLptJBNp485NJTJrDeBsRFXYqCdqJEK7vHajn4bCdYjCw+6wcsm/n8BFH1s+Yg+fUlC/x/7OCA6X1agiOlxqmr0Fj09VGx1KeKp6mle7QEpo0MWLxSKwO630tAZJJdMsOb0JgO4CDcuUSzORwwbHi/6OMKH+GNMXV+GrdWt/j/0x2ncHkFITmNko0Vos52Xagiqqm708+pstRAYTrHrnXOP329cRRkqMcDVknMdirQradwWYtbyaimq30Z2592DIEP954iWaJByI461yYrGKnIqjeDRJ9TQvwiKMpN1UKm1UAXbuzXwXEvq55Ch3Xp4EXEKIj2c9V9LJXHceyqSU06SUs6SUs4DvoeeJSCmvllKeUODfH0d46UeA84UQVXqi7fn6c0N5AFCVRFcCT0rt4lDq9ujHmQb+B7AIIS4Ysvg5/T3dOeS9rxBCNOmPLcBxwL4S33ex42bIPr6DJmw+M+T5E4FfoQmXzqHbFeKYEi871nXwj59vzGugVNh5yc95EUKw+LRG5p9cz+U3npjXD6EY5X4XiEyX3qHiJZkV307EUsSjSeNOp3qal1g4Sag/c+FX+QejTbQdiip/LRRfVyehcr+L8EDMSOZLRJPG5xcZjBuN3YbeaUkp6WkNGnegrjJ70WZcxqgFX6YBm3qPhvOid6+NBjNho/Jq7cTt9jqMk7n63EpxXorhq3UbE5oPl+w71pHKpMeC6Yv9nHXNgoKuzEiovBfI5AOB9n1VPXBmLK3GZrfQtT+3rFpKafzOjmXxosKkqudQ8yK/cXMy0BVh+9p27C6rkWCuKK924fE5jFyTodidVt7+8eXalPCT62mYnfn9qc8z22kdTryoSjG1TOVu9baFjLBrJmykfT9juvNSVumkzOfMc15cXjtllQ6jt1E4EDdM/459Ged4MuS86BfNy4Gz9bLhl9EciC+WsPm1wN+GPHcvJVYdCSFOFkK0oFUr/UoIsUU/pl7g28Ar+r+b9ecQQtwshFA5N78FqoUQO4EbgS+NtH0x9M/hO8AXhj4vpfyBlLJ7yCZ1wINCiM3ARiAJ3FbK+y523Pr726D/34zmrCwBXtOdm4/oq/034AX+qj//wEg7PKZyXnpag+zb1J0nOjJ9XjJ3shZjSGPuuqvfOW/U+7XaLXgrndhdKmyUm/OSTSKeIhFNGXa9OvH0tAWN6pKYfgI63IF5hvNS4HWUMKqsc9PfGTFck3g0lRFbMrNeIpbKya0I9sWIhZPGBXFY8TKghlw6EZZMuebGJw9o1VdCc1ecZXZi+we1k3NvlDknaC6vy2s3TqQNc33s39I7JiGfsUDd2cbCyTETRMNhtVlYfs6hld6qiqPKek9OKM3httGnhwYq69zU6D1xskkl0kan6vFuunakCQ/EWfvgboK9UVq39yOENhG6osaFrzYjHrpbg+x8rYv5J9Xl5aOdesmcEUuivVUurrt5VV4ukXI4sgeDDnRFcFc4CuYWhQfiWn8fNbZCvynoPRjCZtdaNShneWjCblW9B4tFEOzPuLqJaBKHy4ar7P+3d95xjl312X+OblOXRlN3Z7Z327te94oN2NjYBAymGULHkBAIJYUQXpIQXhLghYQESEgIOCZ0h24MBmNsbANu64bLetfbZ6c39XIlnfePc8/RuSozmp2Z1Wj2fD8ffzwrXUlXV9K9z3l+zRAClYsbj05Yzp5Du+S8UEqHUamqqb7vbgB3V932FufP79bZ/gmwC24zr/sQGlTKUEpvAnBTndv/Vvo7ByZ8mn581TZvqfr398DEFyilz2/wmKDz/9sB3D7b88/yurPt927n/4OonxsDSumV833NFeW85NJFWAEDpKr/R8l2jweQ/27WXZmLF75pB869dj0AdsKw8yXXxdyjERDCXBhbijGLKhCpdTsXPfYCR9nLwqP2PvbckR6/q+lWIVeqOyCxuikVX6kL5yVowM6V6pZMc2HkD5viZHrgkTHsuf0Inrr3uOjZ4nUGEqbjeZSLVKws+YWWEKBvI1uxngyXoxkCEQu6pWHDmV244k07Wr07s8Ka8lW6D3MsH/suenSCQMRC95oQa+gn9QKRy9tXmvPy3J5RPH3vENLxAnZcsoo5UcdSGNjG2miEYuwzvv9HB1HMl7D9olU1zxHsYMdtLnRDq+lPlHMqfOSE2vhEThQCVJOQhnACzDGOrQpgaiiFXNoWeVGAHDYqIRNnI08CUQszo1nccdNTGDuSQCFbguHV2KKrSrwMbIth6nhaOC1tkvOiOAVYUc5LPm27VpSc2RN2F573ADA7n8OFSXIqD0IAStnFtpArIpe2US5T4dKwpFTT1bCOXygWGjayZwk/2bkSiIcg3OljE5edeLudK8LOl+EPmy4buzoUN+mIl04pbASwagdeYk4pxfCBuDgRBiKW2JdxKRwVdla3VsBAsVDG9LAzZNA5efOyaG/QQO+GMAipDCBsNd6ggbd/+lJohmdRcmiWEt3UcMVbThMVXBx+gQvFvCAegq61Idi/Po74eFa0xHeJlyqHLZsswArM3jRwOTNyMIFA1MINHzkfALDprG7c+vnHseFM5vx5NA/+4N278NBthwFQrNo0/5DdbPAE6HRV2KjR6/A5anIDxdjqAJ7bMyYcFA7PacomC8hn2AgIzfAgPZPHvgdHEen2OWFsnZWEOy0KUs5vdv3OThx9ahLTIxl0rwm1S86L4hRgRYmX6lUHR0yV1ionV91YXOdFhl8MkpNZdKxiCbm+kAFapkIQyCGYzv6g23kRouPEnZdSqYyiXQYhTJBQSl0X10KeuT+84oHnthRyJRQLJUR6fFXipdZ5CXd5xfuoJ14OPjaO2//zSQSiFjw6gRXQRdMsucKKuyj8OcaOMps67KwseR6BP2xi7WmdePMnL1lWc3j0BZa0n0y2XdBXcxv/vvLcDp6PcfCxcZx9NaunlXvzyGGj1HQOX//b+/H812+r60gsN4b2zyDU6XU1Hxw5GEffxoobNbA9hhv/+TLoZuXc0L+1A/1bGzU0XRhZ4bwwwVAqlZGayiFc57MCZOel8h6614bw1L1DGDuaFF2TOaZXE5VMzHkxxfkvMZlDuURh+jRYPrfz4tGICDVyd6hdxgMoVj4rLGzU2HnRdPfKeLHDRjL8gl4slIWV7A+Z0E2PJF4qF7yOVQHMjFQqDRbDeeHl0f6wCUrZSftXX3tGVA3ZuSIMqyJe+NA+26kMCnV64dGIEA41zsvxlCsBlB/3vLQqf+wO1k8lPZOHP2y6Wt9nkzaivX5Yfl10iuX3jR9NAqTS74Q7L1zkLCfhshIQzouUALpmRwce++VREUKU87fksNHe+0dczt1y5tDj4/jhPz+CB39ySNyWjueRnMyJcCSHd8s+GXDnhZ8bUlM5UFqbrEspRWo6h+RkDr6Q4cq7EZ2oE4Wac6Dp08XiKBC1sP2iVXjbZ56HaJ9f5DqZXjbDS855CUQseAPuydhCvKjBjIoWs7LES2o28eI+EVXEy+KfoCyp94Y/YiLc7UOo0wvD0kRc25CcF2/AYOXDzglB5LwsIGGXr6ACHUwA7P3tMJ75zTAOPsYSzHnSMC/x5K/NnRfD0nHx9ZtxzovZylvOg7HzJcyMZVy9LrjI4dVCIwfjGDkYF5OVueAw/ZX3HVsVwCv+/Gxc+PJN4jgATLwEo5ZIOuSjABajh4qiFsv5LsqhuHOv3YBs0sbT97JWEvz75AsZyKWd+UiUivEWyz2Jd3okjV98+SlQCsSlfiqjTg+m3g2LGwqaD9zVSMcLoJQi2OHFaz9yHtbvcjcovffb+/C/n3gYM6MZke/Cia0OwOOcy+qJl2zShunVsGpTBISwUFIwaol+PoZXg+lnc7pomTLxErUqv+u07Qx3dBJ26+TFKRQnk5UlXtI2rDqliqUirWn01KjaaDEwfJUVkeXXcd37duPCl2+Cbmp1nRdeUcBXNfWcl+EDcZTLNWXzDeGP5a4G75Py+7sHnftZuXYgbFU9jjkvhunBmVesEbk8sk08NZQGKFxdRuWTHAA8+8AIdEvDNX/MZr+IEQqGR4Tvwl1edPYHRZUVP+kmJnIuS9wnhY0Uiw93XuSV/uotUfRtDOOZ3zJxwr+TkW6/cF5GDibELKrsAhsqLjVP3DUISoF1OztFL5NymeLY3il4NILutcE5nmFpsPMlFO0yfGETJZv1gNJ0D7oGQjXtANbt7EImUcDQ/pmanC9N96Crv5I8L8M/3+puzIGoJRxa0+uEdCkLKacc8WI5Yfhc2kapWGZJ3EQl7Cpaz4oRL0W7hGKhPGvYSEZbwpwX2Xmx/AbCXT54AwYMSxMOh+y8yOKFlmlNzsvUUBrf//QeHHikqd49rsfy9uO8S+bQ/hlMDKZEV00roLtygQrZIoqFspjTxPM55LARn6rbOVAbNuLiJZMoIBTzwhsw8Mq/OgeXv46NP5BDR9W2uCXlK0Wk+/jJeDGGHipqMR2xHa6qbtl0dg8mj6eQmMhK4sUnXJaDj47Bo7Pp3fJMnFYzcjDuCmPZ+RL2PTCCTed0o29jBJlEAel4Hv/z4d/iyV8fR9/GyKI1F5wvvM8Rz1ORy6WrWXtaTCS315t2zkNHNc6Lc645/XL3KBx5dpbp1aSyfxvpmTxzPzUPTJ+OXMoWQscXNFAu0XktphSKxWbFiBcerqgrXuxyjcOypDkvLvFS+VtO7GzkvBRyRdHTREx7HWcn4omq3huzwW1+7mqU7DLWO0P4jj49ydwVrw5CiHA0TK8mVtU8ns6TFmXxMjmYgmFprtWfbnqg6R7x+HzGFkME2UBGd18RAOJEzJE/u5AkXsJdbCryqk3Rpt+/onlWb+nAujM6RadWDp8JdejxCeSzReiGB4GohVyKhRCO75vBqo0RJmiSy8N5oZTip198And9rTL9ev/DoyjkSjj9ef2ib8u+B0eRnsnjoldswrXv2tmq3RWijy8EMg26VAMA8RDsdARIvWq7bqeKzKoqWti4uwu7XjBQM8vLJV58ujhXpaZyKBbK4n5vQEc2ZQtnmIdxVcWRopWsGPHC80TqiZdyPedlkUulZWRrVhYvhlS9YNZxXoqFkqsklZclJqfYaown1TYDXyXJJ6iedSFohgfZpM3CRs7rcvES7fWDN3TmQouLGFsKG004ybpyPx1CCGvvn+bipeh67zJWVXULx7AqPTBkF8CwNNzwNxcseomqgtE1EMQfvOfMmqqpSLcfsdUBHHxsHIWMDdPPynDLJdbhdfxYEv3bOuALGawUN1vEA7cebGkfmNR0HtkkG3mRcEqKDz8xgXCXF6s2RYR4ee7hUQDA6Zf1u4T1yYYn63JhkU7MPtJlxyWrseW8Xqw9vXZgb//WKHTDUyNCt57fh+e9dmvN9vK5wbAqzgtv2xDoqFQB5tO2WEzxMK4SL4pWsmLES2UgWf1S6cYJu+5DULRtFAsLW0Xqpkdc2OUToy51yzTqOS+5injRDI84WfAZR5ND7pbtALPIf/jZR0U7cU512AhgqzVf0EAuWXB1+eVD5SLSFGPDco6P5LxQSkHLFJPHawfTASy84xYv9S8Kll93VRNxCCFi1RiuSkhUtIaNu7sx/NwMEpM5WD5dhPAOPjYOUDDxEjRRyJVw6LFxPHzbYfz4c4817La81Mgl+PsfYgIlkygg0u0DIUSEKseOJFm12xyDLZca7rx0NeG8AEz4X/X20+uODYh0+/HOf71chI/mIljtvHDx4vRZ4vfz3zVfTPHu1st5RIBi5bNyxAsfSFYnYbdo13Ne6ouXWz/7CXz/kx91DUqcL4QQERaST46itJHA1fabCxk7XxkpEIp5RegnNeU0jprKu/ptHH1qEj/450dw/NnpmnbufK6RfIIKdfrgC5nIJG3XJFnhvPRUToh8Fa5pLMG2WCjhzq8+g2997AEUskVXvgtHHhGQzxRdlUWu7YImQh31p+Vy56w6/0LRGtbs6GCl9vtmYPl1sep+5rfD0E0PeteHxcVs+GAcABPZd39jb8PnXErGjyZBCOt78uwDTLxkkwVXLyHuCPasn7sj7lLDnZdIjw+a7plTvMxFdXfx2ZBbDvAmdQAwNVwpqwYqv2seNuLHUiXtKlrJyhMvzSbsNqg2mh46jmNPPYHBp3+/oP3hFqwcf+aCwKzqISHnvHDnJdhhoeCcLJJTeXFSkjvx7ntoVMybKVaNACjkigCB6OMCsCQ/X8hAajoHKnX5DXd5oRueKufF7QzZhTImj6cw7fSjqeu8BAzkUqyDcCHbOGx0wcs24up3nFH3PstviDb1itbTsz4MzfCgXKaw/AY6B4IIRC1MDaWxanMUmu4RF7ORA3EEOyycfdU6HHhkXCR2z0bRLi3qCn7sSBIdqwLYfG4PpofTyKVtZJO2q3KHuxY9a5tzKJaSXNKGZnhgWBr6NoVF8vTJwAroTv8r5habVc4L/w3y37UKGymWE6eIeKktlW7U5yWTmAEA3P/97yxof3hOi8t5cUIxcqURUBE1sngJdXpRzJdQLrPGVDzfQ+7EW8gWhdNkV3W85C2/DUsDCGsTHoiY8IVMJMb5hGa2H7tesAav/uvzXMdOboClGx6Wj5MuYvWWKC5+5WbXVGKO5djL3DHyNggbRbp96N1Q/8LhD5uIdPnmtYJULB26oaHP+axMn45QzIs3fvwiXPPHO3GZk0fBnbupoTQi3T6cecUamD4dD956yPVc9apTfvKFx3Hr5x5flH2llGL8aAI9a0MiJJmYyMLOl+ALV76LPO+l3nf4ZJNNFuALGiCE4OUfOBvnXrvhpL02IQSBqCkS97l4ySYKsAK6OC95g4Zr0KxyXhTLgZUjXlI2m6hap1V7/VJpnrDrkbazkU+nEeiI4eiTj2Ny8NgJ74/p02B4NdcEWeG8eN37KDsvOSlsBFTKFldtjsCwtJoZSHx1VD18kYeFCCEwLQ3BmAWP5oEvaIiTDndeDEtDbHXAtV9yfo5uaigWyshnbHQNBHHWi9bWnWPDEvuK4iTXyHmZjYuu34Srbjx93o9TLB2rnbb4/PPUdA827u4Wc4/kCd+RHjaxetcLBnDo8QnR12jkYBz/9YF7XOJ77EgCx5+dwdD+GQwfiIvby6UypobS8w7dpmcKyCZtdK8Lid8FHyAqOy+x1QHopgdda1rT20Umm7JbOmQ0ELXE717TPOJ3L4eb+aImNc2Sib3CeVE5L4rWsXLES9qum+8CNKo2qs15ycTZCXTnC14EADj46EMnvD9y6SGHi5Rq58VVKp0pgngqYZPpkQwoZWKmY1UA0yMV8VLIFRGIOqugqo6X+bQtXt/w6qIvhHyiNKv3w1snPwdMvNi5Igq50qyCxBswUC5TUR11IuIl2uN3Nb9TtJ5+p0tyo+RW+TvFXQ1eZn3smSkALBelmC/h0TuOim2fuGsQhsV6DT3m3H7wsXHc/KHf4FsfewAHHhlvav8G906hkC1ixMm56VkXFr8LIV4kgbX7RWtxw9+c7/qOt4or3rzDFUItFgpITk6ctNfvXhtCR18lXGw5QkZO9OfnVV69pZwXxXJgxQxmzKWLsOqEjADHeTHmrjbKxGcAAD0bN6Nr7XocevRhFDJpDO59Cq/9u0/Oa3/W7+xCR5+7ZLGR86LpHnh0wsRLtgjLp9eULYZiXlc7b4CFjWKrWFvwGvEiVfsMbO9AzGmCJZ/Ejar9cDsvsmPkQdpJJGx0jIFK+IDPSzkR8aJYfvRuDCPS40PXmvqi0rA0aLoHpWIZUSdvqntNCN6ggWNPT2HbBX2iYm7/Q6O46OWboBke7H94FKdf2g/Tp2HP7UeQnsnjuT1joJTlYxx6fBybz+mpeb3xo0k8+8AI+rdG0bcpgh/962M484VrYBeY29i9LoRyibk2k0K8VASWYWqIdPtrnrcV+EImfNJhffTnP8GDP/ou3v3lb56U17/0VVsA6dRo+g2k4wW3eHF+8zMjGTZg1VeZ3aZQtIoVc3XJN5goDbDEsmrnhYsDOUEuk2ArN384ig1nnYs9P/kBju99Gpox/z4QZ1zWX3ObIcRL7X4aliaqjSy/LoQFFy/BmBf+iInj+6fFY/IZJnQMU4OdL6NcpsgmCwhELOQztkhMvPItp4nHuJwXy70f9XrP8L+53e+dRZCEYo5V72zbyv4ZisVDNzS84WMXNbyfEOIkgucRcSrWiIdgzY4Yjj4zBeq4caZPh50r4ql7j2P11g6UixQbdnXBoxHs+dkRTA2lkZjIomsgiEDEwpEnJ1EuU1eIcnIohVv+kTmio4fiuOC6TQBlfVs8mgcD22PQNA80jYnnes7LciYTn0EumaiZAr9UVOeWWb46zguf9n4kiYHtHSJ/UCXsKlrJygobNXAFYqsDNX0R1u/sxMs/cJZrBcadl0Akio1nnYtyqYRyqQg7lwUtL/yHqouE3Vq7mgmQomjuxoXElNPbJdhhwR82kU8XUbLLYkia6dOdaqAS9j80iq9/5HfIZ4vIpYt1j4cc+6/eD/nfelXYiPejmE2QBJ08nYljXLysGG2smAMuiuWuyWt2xJBNFDA5lEJqOoeugSBi/UGMHk5ixgl/dqzyiyq3+HgGiYkswt0+rDujE7m0jXu/sw9f+5vf4ZnfDoNSKpLNezeEMTGYEs5KOl5AciqHNafFxOv7w2ZloGSwdXkl86FcKjn/P/GhrAvB9LHfd7BO2Ahg4UDdES8qbKRoJSvm6tK3MSJCI9W87H1n1dzm0Tzo39bhuk04L5EIwt09iPatAigwMzqMQi4Hy78wq1mf03kpiwQ+HsIZO5qEL2zC9OoiDyaTLMDy66BlCtPPqgKK+RKSUzkU7TLS03mW81JPvEgr0HrhK033oFQqixMU2+/K37MJkmDUAiHAlHJeTjl8IROBqOXKI1mzg/2+ju+bQWo6j76NEQRjFob2zSDa44NhaWyFT1lF2/ixFLJJG5EuH9acFgMhwJO/Pg7Lr+NX//MMyqXKxXL9zk6MHkrg4GPjMH06ysUyinZZDBIFmHswPZKBpnvqLhiWI6ViUfxf00/+74f/vus5LwCwfleXcLFVwq6ilawY5+WFb9qB3VeuXdBzZOIz0A0ThtcHj6bhbf/yJZz70usBAIVcZo5Hzw0/sdd1XpywUTZZgD9kiLCWnSthgzOTiOeUpON5saK0JOeF38ZFTL0w2mwJuwALo+mmuw+N7MLMlvPi0djsm6JdhsdDXKJHsbI5++q1uPTVW1y3BaIWfCEDE4MppGfyCMUsdK4OIjWdx8jBODr6/CCEgHgIIj0+HH16EgDEINMNZ3ajf1sH3vSPF8MbMDB+NCmql9bsYO3xh/bPoGsgiE1n9yC2OiAShoFKnxJfyDgpIZjFgDsu5WJrhAE/78jihc8t6xwIItzpqwxrVc6LooWsGOdlMcjEZ+CLRMSJjvU+YCfDQjY720ObgueRVDseABM0dr6ITLIAX9h05ZzwpEXecC4TL1Sey6dDNz0o5kuiidSMk9Rbz/kwLI31bbHLrteo7IcOwG1ZG0ZzzgvA+tOkpvOwAnrbXDAUC6d/a0fNbYQQdPYHMfjMFMolimCHV1S9jR1JYusFvWLbSLefjRxApbvyi995hsjJCHRYSM/k4fGwqeRda4LwaATlEkXn6gAuftVmkaTL4RVHrSxFni9ctLQqbMSTceWwESEEWy/oFVVnKmykWA4o8SKRScThD0ddt3HxYi+CeOGrmnq5KIalY2oohXKRwh+uhI18IQP9W9k++cNO2ChRaXfOnZdcqtIcjpdTN8oB8oVMZNN23UZwplcDqvpryM5Lo8ZznFDMi2HEVchIAYBNSx7cy5LMgx0WOvsrvVU6eith3kiPe4o44E4mDUYtpGby0HQP/GETmu5BbHUAE8dSiPUHoRsaUPWV4zO7fA1aKCxHuGgptUi8DOzoQHw8U9N24oVv3CH+9mgEICphV9FalHiRyMRnEIi6V5Cm13FecgsXL/6wiZe8exdWOysYGcPSRH8UX8hkDeXCJjaf0yMa3fnCBkCATDyPYAc7MZtOtVGykBfDGIXz0qD6yhcyUCrWP/GYXr1mBcsbV+mGp+48IhneXE8l6yoAoEsSK8EOL4IdFkyfjkK26OovwsM9ljO5uppA1MLYkQQMUxPh0641ISZeGuS6VcJG7eO8lHjCbovCRmu2x7Bme2zWbQghwr1VKFqFSkqQyCTi8EeirttMHzvBLkbYCGD9X+om7JoeUKd9ut852b76Q+fi4ldsEttoTofcdKIghIrp06FbLGG34rww8dLIJfGFTOECVdO5OlBzMeC5K80IEh4WUOJFAcA1wDPYYbFQkvP9ikrihfeHqTctGWDiJZu0kZzOCfEysDUK06u5BFL1YwDA2yZl0gBQlhJ2lzOa4VHOi6KlqCuMA6UU2fhMHfGyeM7LbBhSzxU+h4W7GDL+sIVMvCCmRlt+p89LoZLzwpMaGwmIs65aK0qfq7nsddtq980JG82WrMsRzksDcaQ4tYj1BeDxEBCNiFBEZ38Qo4cSiEptCnjYqNE0cZ6DkZrKw7ebiZetF/Rh49k9DTvlBpwcMX8bOS8iYbdFYaNm0Q1tUQdqKhTzRV1hHArZDErFIvzhiOv2xXZeGiFXIM1mc/sjJjLxvJgfVM954TTKeamXXDkbJ+a8tM9qV7F0aIYH0T4/SnZZJHCf/eJ1WLez0xWCDERYH6NGXXzl6hfuvBBCZm3xH4p5sfvKNdi4u3sx3spJgTsuvN/LckU5L4pWo8SLA29QVyNeeM5LduGl0rMhKn/I7AmGgbCJ6eE0CtkSK0c2PDBMFn+WxQvxkEXrbcETdpsRJMGYFyBoOGdKceqx6wUDrsGhoZi3xlUkHoLXf/QC10BQGZ7jBVTEy1wQD8Elr9oy94bLCNGkbpmHjVTOi6LVKPHiwJ0VK1CV72FZIMQDe8nDRs74+YDhmkRdjT9iIpMoIJ8twvSzcmR+ws9nKic87yKWKvPV7WyjAeRtr/3jnehZF16U11a0P6c/r3ZURj1mE8ey89JOCbjzpVJttLydF93wqNlGipaiEnYdeE6LYbkTBgkhMLxe5E+S8zLXqtIftlAuUSTGMyLp1jUB2mreJWmWStiouefccGa362LTTjx+x89w11f/q9W7oajC8usizMSriFYire7z0iya4UE+Y4NWtVVQKE4WSrw42Dk29db01iYMmj7fkue88NDMXAPkOlaxHJzhgwmRFCs3m+Mlp42GVC5k3xqVXp9MZkZH8N1/+JslS6A+9Nge7HvgN0vy3IoThxAiBPFKdl54f5flXm20ZkcMo4cSeOKuwVbviuIURYkXB+G8eGtLNU2vb1Ga1M0Gz0+ZqzJi1aYoPBpBMV8SzovcRC7aw/tlLKbzsvhuzoky9OzTOPLEo5gZGV6S57fzOeTT6SV5bsXC4BVHvBpvJdLqwYzNcu4167HhzC7c97/78fBPD4s2DwrFyUKJFwfuvBiNnJc6K/342AiG9u1dlNfn7slcq0rD0tC3kSUVz+a8LKZLEoiY0AyPq6lYq+Dhu6WqxrDzOdi57LKv9jgVCXZY8AYNaLPkhLU7otqoRU3qmoV4CF709tOx5dxePPDjg7j3lv2t3iXFKUbr4wDLBJ6Qa9ZzXhqEje755lcxenA/bvzclxf8+kK8NFFJMbC9A0P7Z2D6uXipnMwjTu+Mudr4zwdfyMSN//Q8l8PTKgoZLl6WZmXKRWw+k4YvpJKOlxPnXLMeW8/va/VuLCnt0ucFYLl2L3rbaVi9JYrVm6Ot3h3FKcbKXcLMEy5ODG9tMqDh9dd1XiaOHkY+sziJvGIUfRPJiAPbWJ8Wy1sbNuLNvha7VHk5CBegUrK+VCtTO8/ESy6dWpLn5ySnJvDv7/hDjB0+WPd+lQhZS2xVAOvO6Gz1biwp/Hu93KuNOIQQnHFZf8MRDQrFUqHEi0Mhn4Om69D02ot+PeelVLQxMzKEYj6/KK8f7vTh2j/ZhS3n9cy5bc+GMEIxrzhhyGGjYIcXV7x5B7ZftGpR9mu5kXc+h6UaXCeclyXOe5k6PohsIo6R5/bV3DczMozPvfGVGD96eEn3QbH8EM7LMk/YVShajQobOdi5bN1kXYCFkqqdl+mh4yiXSiiXSqCULkpPlQ27upraTtM8eOM/XCReU3ZFTJ+2YoULABQyTFQsWc7LSRIv2WQCAHNgqpkZG0HRLmDkwD50r12/pPuhWF5wx2W5VxspFK1GOS8Odi5XN1kXAEy/H3ZVn5eJwaPi76JdWNJ9q4csluQ+L/WGPq4kKgm7i39yp+WyCBvlM0sbNhLiZaJWvHA3Lz46uqT7oFh+lNtkPIBC0WqUeHEo5LJ1k3UB5ryUikUU7coww8nBY+LvxQodnSi6k7CrGR5o+sr+SJcy56VYqIjQpc55ySWTAIDk5HjNfXbBES9jI0u6D4rlR6NS6R9++v/imXvvasUuKRTLkpV9pZsHdi7XWLz4aucbTQ4eqTy2xeJF0z0gBDAXaZbRcqaQWbqcFzk0ePLCRpM19wnnRYmXU45SkS2Q5JwXSikO7nkIQ/sXpy2DQrESUOLFoTBb2MgRNfJ8o8ljR0EIO3zFQmvFC59vxJvWrUSmhgZRLpcqzssJ2Oq0XMaX33sjnr7nV3Xvl0VoPjM/8XLft782r7ECQrxMjtdUFtlCvIxi8vgx/OaWr4OW1RyZlQ6lVHzOcrVRsZAHpWUUC3ajhyoUpxxKvDjMmrArnBcmXsqlEqZHhhDrH2CPbbHzArC8l5Wa75KJz+DmP/8TPPvbeys5LyeQ0JjPZhAfHcHk8WN175fFaa4J5+XwY3vw089/BgBw9KnHcfT3jzW9L1y8FPN55NIpkSgMVMRwJj6DB39wC+7/3rcxduRQ08+taE/kUJH8/ebnnVILcusUiuWKEi8OLGw0u/PCTyK5dAq0XEa0j1X1LEbOS7lUwq+/fhNSdcIIzcCcl9aGjWi5jMREbQ7HQknHZ0DLZcyMDi+o2oiHgnhSbjXy7fkmcl4OP/EInrnvbpSKNgqZDLKppOv+bCqJL7/3RowefK7msdlkAnCSrh/4wS344jvfIFwlWQzvu5/NWTryxKNz7o+ivZHzuGQhw3tJyTlZCsWpjhIvDoVctmHYyPD5xTYAkHMuUsEYK222FyFsNDU0iIdv/T4OPbbnhB4finkR7qzvHJ0s9j3wG9z0vnfUXMQXCg/hJMbHRAnpieS88Oexc/U/r0JufuKFX1TymQzy2QxyyYQrBDQzMoT46AjG67gm2WQCHX2rAQCP3/FT2PkcUtPTANxhSF7JduSJR+bcH0V7I3+n5bARdwRbUdWoUCxXlHhxKMza54WJGrtKvIRirNvnYqyIRBjhBE9Q175rJy67YeuC92MhzIwMo1QsIp9a3Eod7khMDx8Xt51ItZEQL3M4L75QGLkmcl748+UzaRQyGZSKRbd74xyHet2Zc8kkutdvBFBx7rhgsvN5eLSKi7bx7PNwfO/TrtBSfGwUuXkc51LRxsFHHmp6e8XJR3YT5bARF8kqbKRQVFDiBUC5XEIxn28YNuKihtv5WafMNdTJnJdig4vhfOCls6UTFEKmV295C/9MIg5g8VeI/OQ9PTwkbjuRPi/8eRqKF0ccBGOdDauNcukU7v3mzSgV7YrzkkpVXLlkxXXiAqi6O3OxUICdz6FrzVoQT+UnyMuzi/k8AtEYDK8Pwc4unPXil6JULOLYM78X297ysQ/j3m/e3PC9JibGcWDPg+Lfz/7uPvzgU3/vKvFXLC94pRHgFjL8u2UvUdgoMTGOb/7NXyATn1mS51colgIlXlBZ+TZyXgyLzRviF7elCBtlU9x5aW1FQWJ8zOVwzIesI15Ki/weeJ6LfHI9sZwXLg5mFy+hzq6G1Ub7H/wtHvzRdzHy3H6xX8npScAJF8khM/561c4L/6z94SiCHZ1CwHDxYhfyMCwLG846F2c8/0qs3rodADBx9IjYLjE+iqnhwYbv9dHbb8WPPvNxcUGcGWHCLzGuGt8tV2Q3URYy3HksLVG10dihAxjetxcTx47MvbFCsUxQ4gWVXIfGzovX2Y6HjdhFJtTphI0WIWE3m2AXtFZbw7+6+Uv42b/98wk9thL6WtyTbL3hlyfSPn2unBceFgzGOhuGvioCIin2KyklKbucl3R954V/1r5wGKdd9gKc85KXs/1LVcSVbll46fv/Cpe85g0wvD54NF3s/5RTLZWcrO3Oy0lNTYKWy0hNTQEAEuNsH+uNI1AsLcf3Po19998353auaiPZeeEJu0t0buDiSM75UiiWO0q8oHLRaui8mI7z4oiUXDoJQjwIdMRcty8EvmJfKmu4WfKZVN3Gac2QEc7LYoeNal2QEwsbzZXzwj7HYKwTRbtQN5dpwhmWmEulxPPJIoK7KoCUw1I1WoKLPF8ojEtveBMuveGN7DmlnBfu9gGsj4/l94tQFi/1Tk5MNOz/kolPO/vGRAt3XJKTJ/bZKk6ch3/yA/z66/8953aNcl74ommpqo14+wG7Tm6WQrFcUeIFlRVHo2oj4vFAtyxx0csmk7CCQSFqFqNJXS65PJyXUsFGNhGvaZzWDNxRWKqcFxnZeRl85smmnJi5SqULuSw0w4AvFHFet1Y0cWs9l0qKFXGiofNSP2zEw46+YAgAoOkGdMty5bzopuV6jBUISM4LCxeVS0WkG+QppGfY7VxYJSbGAAAp5bycdHLpZFPVa/J3WK42EmGjefyu4mOjuOvmLzWV48S/x7ZyXhRthBIvqKw4TKtxqbFheUWuRC6VhC8YZKLGMBfHeeEhlxZ30SzaBZRsuybU0Qz8PSx2bL6QrRUvfJUaHxvBdz76IRyUklMbUUnYbRA2yudheH2wAgFne7d4ySTiIu8mPTMtRFrSEQZAtfMyV9goIm7zBoIVp6bgdl4AwPJX7p+SmuwlG/TVSc9w52UC5XJJiJjZQk2KpSGfSiGfzczZJdnlvJRqm9TNZ1Gw74Hf4JGf/Rhf/ct34/Djs5fZV8JGynlRtA9KvKCy4mjkvABMvBSkhF2vs2rWLWtRnBceNmq188LzVXjybbPYuZw4DsXiYue8pKEbpvi3blri5M4rv3JNTIHmk6IbrTDtXBaGZcHrZ+KluhSZh4wAtrLlNM55aZCw64g8/h0CmHjJpWZ3Xnj10uTxY4itZt2d6zUFLBVt4e4kJ8eRmpoSF8bqJoj3fftruP/736l5DsXikU2nAErrOogysvNSruO8zCdslInPQNN10HIZQ/uemXXbvCOOmnVeioXCCTmzCsViosQLpIRd32zOiyVVG6WqxMvCBUdOOC8tDhs54iUzT/Eib3+i5d6NKGQy6FjFGrp5NA2mzycqM7hrVrKbCBtx56WQr3vytfNsOKc/EgUApJ28EQ4PGVmBgEu8pByXQ9N1IRqAxs5LJjED0+eHplfGOVhzOC9efwD5dBrFQgHxsVGsP/NsAG7XRzx/vPJZJCcnRMgotnqgxnl57qHfYe9vfl3zHIrFgydizzWpXHZbSnX7vNhNi4ZsIg5/pAOars+ZQD8f5yWTiOPf3v46HP39403th0KxVCjxAils1CBhl99ni7BRQogXw7QWKWzELnqt7qLJnZ9scn7ihbsJwFJUG6UR6u6BpuswfX54dF10I+XHvhnHSvRuobSuW2bncjAsC0Gn+WC1SzF+5DB8oTBiqwYQl0uOnQtKuLunqVLp4888hZ4NG123eYNBd85LddgoEEAhk2Zl7JRi1dbtMLw+JCZrnRceMvJoGpITE0iMM/GyettpKGQzLgcgm0xgenjohErPFXMjNy6cK+/FNR6gWMS937wZd970H67vT7NtCDKJOHzhMDTDnHMxUZhHwm5qahLFQh7xcTXxXNFalHhB5eIya9jIWxEpzHkJAlicsFG5XBIXrtaHjdjry6v3ZpDDTIvd5yWfycDyB+CPdjDHQtPExVZUYkiveeixPXVLgvNSaKme4LTzORheH/zhCDyajpTkUuQzaex/4DdYc/oueEMh4ZQJCEGoq6dukzpbcl4SE2MYP3oYG88+3/VwbyDorjaqChuZfhY2mhljF42OvtUId3UjOVH7Prl46VqzHonJcSFe+rftAFBJ2qXlMrLJBMqlIuJjs1+MDux5YN5unMItWJp1XjTDQLlUwuDep3Ho0YdcOV/NLm4y8Tj8kSh003Q9ZuzwQZdrCFQSdpsplRZl22rCtaLFKPECOeelsfOiW17YuSzKpRLymTR8wTB7TBPOSyGXdTWdqiaXSonVe6tPCjzZdiFho/m4R5ODR+ccRlnIpGH5/QhGY7B8rOcJLyXlq1oumCil+NFnPo7Hbv9JzfPkMxlohsEeV+dEXXCcF+LxINDR4dqvR2//CfKZNM6/7lWuXBUeYrJ8fvhCYZGwSymtOC/ZrLD7Dz36MADW8l+Gh41KxSLKpWKN8+L1B1DM50V+TSDagVBXtyiFluHipW/TFuSSCUwdPwZ/JIqoE3rjoaN8ppJEOjXUuOGdncvhh5/+OB6/46cNt1HURxYsczkvvMLIsLwolYqwc1kkJydc3Z6bDStnEjPwhyPQDMO1mLj1s5/APV+/ybXtfEql+baznc8UipOBEi9g4sKjaa4chGoMyws7nxMnI5fzMod4+c5HP4R7v/U/De+X8yRamfNCKRXCY74Ju3LYaD7u0Y//6R/xm1u+Pus+5bPMedl28WXYetHz4JGcFy5C+GuWS0WUbLsm2ZaJiTSCojdPrXgpOs4LAIRiXUhNM/FStG3s+emPsPHs89C7cbP47AEg3NUNADB9fniDIeG8FLJZ0HIZvlAYlJaFO3fwkYcQ7V0lEm453kAQhWy24gLWSdgFnDJpQuCPRBHu7HYl7GZTSdzzjf8WLkrvps0AgMNPPIpITy9CTkdo7krJoUFefl2PbCoJUIpUkz1i9t1/H0YPHWhq25XK+NHD+OVXvijCwUDzzotheVEulmDncyiXSoiPjYhZV838tiilyCYSzHkxTHFOKRWLiI+OYnp02LX9fJrU8a7Si53XplDMFyVeANZwLhoDIaThNqbXCzufF0JDJOya5pzjAaaHjmPy2BGUyyXc/bWvYGbUbdHz0lnT52tpzoucJDhv8ZKIw6Pp8Gj6vMJGmfhMwzlCAMv/oOUyTJ8f57zkOlx4/WvdOS9cvDgrQe6C5avKq4t2AeVSUeSz1BMvzHlhocNgrBNJpzttcnIcuWQCWy64BADgDVScl3BXDwDA8vvhC4WQy6RRLpdEiCrkiBs7l0O5XMLRJ5/A+t3n1HzXrAATRGnH7dEtb937p44fc8JaGmL9A8gm4jj8xKMAgIN7HsRDP/4efn/nz+ENBBHtZU5LNhHH+de9GsEYE24zzowoWXBy5+XwY3vwwA9ucb02LxnnYm4ufvXf/4lHf3ZrU9uuVPbd/xs8/ovbXBPFZ/ueA5XGdLploVy0xXe5XCqJsvpmnFk7zyr/fKGwEzZij0lOToDScs2IiIKoNmrGeakN0yoUrUCJFwCX3vBGvPPfZ++AaVhe2LlcjXgxzNmdF7uQh53PITU9hZmRYez5yQ9wcM8Drm2y0qykVua8yK+dqc7pmINMIgFfOAzdNJo+sXFXZbacIX7htJzyZQCunBcuQopOtRH/LKp7w/ALR6DDES/OiIDje58WJdB2LidGRARjnUhNTjirWCbk/BF2AZHDRqEu5maYPj9rOuc4PJUREt3O/mSRmppCsZBH15p1Ne+Tuzk8VFXb58VxXoYGEYh2AAB2XflixPrX4PZ/+2dkEnHhuGSTCfijHaxCixCc85LrsPm8C6HpBtbtOgt7fvojDD/3rBAvps+HqSE2z+rp++7GQ7d+r+rYsffCw1FzUchmF2XeVzvD84rGjxwUt83lvPDFg2FaKJVKrtCmX4iXuY8rz1fjzgv/XcedRVM+nXbty3ya1ImybTXhWtFilHhpEsPLxAu3gX1SqfRsJ2oeRkhNT4nkyurSWZ78GersaumKRg5ZzXfCbDaZgD/kVDc0eWIrFpirMtt75pUxlt8vbnPlvOTcOS/8PdSIF0cEhWLusNFtn/80/vfjH0F6ZppVG0nixc7nUMhmkHGcMb/TedfHQ4amJbrxmn6W8wKw/B/+ejysVMhlkXASJSM9vTXv0+s4K0nH3ajp8+K8//TMtBAvhuXFtX/6F0jPTOOZe+92JWIGIlGEOrvwtn/5T1z+hreL26/9079AIBrDTz/3GeH4rd66QzgvuVQS+TRzjzh8RlNqeqpmv6uh5TLsQn5RJq23MzyviDsvxONBPp3CxLEjDY8jF+S6xfoYucSLk1tV77ey9ze/diVc89+uPxKBZhpCaMgVQjyJu1S0xf3NlErz73WrCwsUCiVemsSwvKC0jPQMO/EI52WOPi98dZtLJjAzyuz66pAG3ybY0dnSWLII9xAiLmzNkk0m4A2FWYx9DgH2u+9+C3fe9B9CmDTjvJiyeNHlaiN3zgsXkoXMHM5LPodsMoHkxDgy8Rnc8rEPg9KyCBuFpHJp7rxw655/9pbfL/bL8vkR7ukDwFa4fGXLw0aFbEaUV9cTLzws1NB5CVTybALRmPi7d8Mm+MIRTA4eQXxsROyj3xE4HX2rxdRqgK3gd191LWZGhzHj5D70bzsNuWQCmURcOItyiIM7L5mZGZeoqUexUAAoXZT2Ae0MT6zmgzxDnd3IpdP4/ic+ivuq8t8opZgZHZFyXlhPKUorHXm581ItGpJTE7jtc5/Goz+/TdzGc5n8Ycd5cUJNcSlczb+LYiFFSHM5L1lVbaRYHijx0iR8Rc5XLN4Qz3mZPWwk5xUM798HoNYVyKWS8GgafOFwSxN2+QosGO2Y93yjfDoFbyAI3TRmzXl59Oc/wW//9xvY/+BvJQu68fZ8G8tXCRt5NDnnhTepc5wXkfPiXkVyESTnvPBV8WnPewEKmTTW7ToLm84537VdcnJCVFL5q8SL6Q+IcI7p9yO2uh8Ay0vJi7ARCysVclm2OnZKqqvxziVepLBZIBp13dc5sAaTg8cQHxvFxrPOxYazzsXaM3bVvAYn2rcKADC0by90w0SHkzycnpkW4S5XlYxz7Cgtz1lCL8J4p7B4oZQK58XOszwqfziMxMQYkpPjNWX8g888ia+890ZMHDsKgH321fkxPGRZfX449AirXpO7PIuwUTgCzaiUSsfHRsV3NzHGzmP89+UPR5rKeSmIhnnKeVG0lsblNSuIbCoJw7Sgm+bcGzeAr8inR4ahG6a4mBhOnxdaLrtWuOK1XeJlL4DasFEhl4Pp84ueDJTSWZOHlwp+Ygx1diM1PSU6zjZDIZuF6fdD042GAmz00AHcdfOX4NF012DD2dymemEjTdOQL1blvFQl7DYKG4lqo1xeiJfL3vA2EYrhBJ3KHO686KYlBCzPT7H8frFflj8AXygMXziCqaFBdA6sBSCFjbJZxMdGEYx1QnfKtWWqc15qSqUDknjpiLnu6+xfi2fuuwuFXA7h7l68+E8+UPP8Mh19LJF35MB+eMNh+MMs3JWVnBe5Ak6u3EpPT4ljWA++ej+Vc17y6bQrIdwbDMEKBDH4zJMAakOyYnim44boplWTU+ILRwHU5poccPLn5JJ5/vy+cBi6UclBi4+NoGfDJgzvf1aEkPjvK9ARQyY+g1KxOGvVZf4E5iwpFEvBKeG8fPtvP4j7v//tBT0HXwnPjAwh0NEhxAXPTWj0Y65X0VF9YeW5Fnx+TzMTkudieP+zePZ3987rMdy94G6BvMo++MhDc+SmpGH5/CznpWjDzuVcJ+lyuYQ7vvQF+EJhnPOS61CybdF+f7YTYSVsJDkvui4s9pqcF7siXgrZDG79l09hcvAoJgfZqpaLCe68+CPRGuECVEQOFy8+5wIPyGGjgHCE+GiJ2OoBTA0NMueCEOHgcPES6a4NGQGVsBB39qpLpQ2vD4Swn2v1/nYOrGGCmNK6IalqIr0svGXnskJwAeyixx0XWbDIAyrnqjjiq/dT2XnhzgpfzHgDAXgDwcrojSrxwo8vD9XKzTL558mdF1no2/mcaNOflHoSZZNxGF4fDMsL3ZQSdsdGEe3pQ6S7R3zP+LkoNEsVnowolV7m1UaEkF5CyDcJIQcJIXsIIb8jhLzCue/5hJCfVG1/MyHkVdK/uwkhNiHkj+b5upcRQh4hhBSrnm+3sw9PEUKeIIS8tsHjLULIdwghzxFCHiCErJfuezMhZL/z35sbPP5mQsghQshjhJDHCSFXSPfdTQg5SqSVMSHkh4SQlPO3hxDyOULIk4SQ3xNCHiKEbGjyfTfcb2kbPyHkNkLIXuc4fFK6bx0h5E7n2NxNCBmofnw1p4R4SU6ML3iaLu//ER8dEfkEQEW8NIrx18sdqXZe7FwWptcnnKHFsGT3/PRHuOcbs1dQVSPCRo544YnEMyPD+MGn/h77GoghWi6jkGPOCwsbFfCbW76OWz72YbHNvt/dh9GD+/H8N78DEZ4b4ljXs4XKCnWqjTx1qo2qw0blUglD+/Zi3+/uxa2f/ST2/OSH2HzehQh39wKEoJjPYezIIXSvq//b1E0T3lAYyakJZJIJETICnJ4rhMD0+Vw5LwDQ2b8GU8cHMXnsKIKxTpjO7XYui/j4aENxoRsGIr19mBxkE6OrS6UJIaLXS614WSv+5sJkNgzLK0SVLxQWicbxsVHRtM7dXC0Nj8ZW4+np2SuO+OdxKjsv3AXpWb8JAGAFg+KzA9g5Qc4d4g4kX+jIwrXTqUzzO86LLf1Wjj39exTtAlZt3oa0NHyTdddl31fNYE5oIZtBNplAuKcX4Z5ekTzOk3QDwpHMwS7k8fW/fj+eqTPzKt9EqLfVOBfnHwK4h1K6kVJ6DoAbAMx5QZR4NYD7Abxuni9/FMBbAHyz6vYMgDdRSk8H8GIA/0IIidZ5/NsBTFNKNwP4LIBPAQAhJAbg7wBcAOB8AH9HCKlddTH+klK6G8D7AfxH1X0zAC5xnjMKYJV032sBrAawi1K6E8ArnO2boe5+1+EzlNLtAM4CcAkh5Bp+O4D/oZTuAvAxAJ+Y6wVXvHihlDrVDws7mfKwUT6TRlBKmOSOTKOk02wyASsQECd/oDZht5BnzovmOC+Lkfdi57Lzfh6+quMXR34B4zkf9SYYA84Fi1LmvOgGigUbyckJpKWqCi4eN59zgQiR8IGBs+1nanoSHk0XJcyAU23kOC+FKudFFpEzIywhdXLwKMrlEi5/440ghMAwLeTSaUwNHkXPeveMIZloTy9mRkcc56UiXjweDd5gCN5A0AkDmYj0snNArH8A2WQCBx95EJvOPl+E3bLJJFJTk7M6I91rN4gkzeqcF6ASOqsJG8nipQnnBajkvfjDESFepoePi/tzqSQmjh7GjJN8HO1bBRAyp/MiwkZNTiheifCqQj6OwRsIipwmgOUOyc4Wdz+4eJHD2zsufT7Oecl16N3IGg7KCxv+/d54zvmgtCyqmDKJuKiM403qeCVatLcPke5ezIyNYuS5fSK3hjuNhVwWqalJjB58Drf/22cx+PSTrvfG93WZ57y8EECBUiou3JTSI5TSz8/jOV4H4M8BDBBC+pt9EKX0MKX0CQDlqtv3UUr3O38PARgD0F3nKa4D8FXn7+8CuMIRY1cDuINSOkUpnQZwB5gImo3fAaje92+DCTkAuB7A96X7VgEYps5JiFI66LxWMzTabwGlNEMpvcv5uwDgEVQE5WkA7nT+vst5vllZ8eKlWMiz6ocFrgQNb+Vi4nJerDmcF2fVzhuEAfXCRlmYXq/IhVgM8VI4AfHCV1N8Vc7FS6XPR/0STx43Z84LCxvlM2nX6/O/NdMQTd54jJ+fCIuFAn7+H5/DL7/yRfG4Q4/uwZrTd7ryiTRNQ6lBzossInk1zfnXvQpX/9F7EXVcCcPrxeih51AqFhs6L0AlBMQuBmHXfde++89w7ktfCX84gj/6z/8R7f5559xSsYgt518Mj6ZBN0xMDh5xwjqNnRF5X6pLpQHA8rMLYLXz4o9E4Q0EoRmGS1jPBm9g5wuF4dGYGJNHBORSSdz2+c/grpv/E/lMCv5wBP5wpGnnZb7zvuaqYmonkpMTIMSDvs1bAVRyXgCI0J8cOuJ5JPkMc7g8Us5JpKcXz3/TO0RYUnY8sok4CPGI701qagLZZAJjhw4g2Ml+w5oTNuILkECkA11r18POZfGN//NnoiEhr2CzczkhaGi5jF9/wz1KgLvGy7za6HSwC+NsPM8JrTxGCHkMwMv4HYSQNQD6KKUPArgFzJHg931Hfpz035ua3TlCyPkATAD12lD3AzgGAJTSIoA4gE75dodB1AqTal4M5kDJ3AngMkKIBiZiviPddwuAlzrv558IIWdJ+zzX+26033VxXJ+XoiJYHgfwSufvVwAIEUIaPh5YhIRdQsifAngPgCKA2yilH1zoc85FuVTCxLEjCEQ76uYryHBRsVjOC8CqccTtPOdlFvHiDYVBQJAYH4MvFK6bsBvu6hYrrsVIhrNzuXmvjvjr8mPKRQsXMamp+uKFizHT53fZ1EW7IBKZi3aBnZg9WsV5Eb0miiiXS/j+Jz+KY089gajjYkwPH8fU0CB2X/0S1+vNlvPicl4c8XLxa/4Qml5JkjUsC6MH9gMAejduaXg8OlYP4Ol774JH013OCwBsOOtc8be8qo71D4jbBk47g72ez4dxpxFeo5wXAC4XqF5yuRUIwPD6apKoCSGIDaxFNpmomzReD+68cNfFF45gekh2XlKYGR1GqViEbhgId/cg0BFrIueFfR7lUmnO5E/OsaeewPc/9fe48XNfnvP33A4kJ8cRiMWEC2ZJzkv3+g0YO3SAiRcnJCQvZjy6JkYBAJVJ97pwZSvf70wiDm8oJPK4kpMT2POTHyKfyeDC629wHmegVCyK0JTh82HnC6/C6q3bces/f0LkgvHFFR9rAbDvcryqG3g79nkhhPwbgEvB3Bg+VOxeSukfSNvcLD3kBrALOcCciq8A+GcAoJTWzVWZx76sAvA1AG+mci28tEmd2+gst9fj04SQ/wegB8CFVfeVANwHJsh8lNLD3CChlA4SQraBOVcvBHAnIeTVlNI7m3jfTe8fIUQH8C0An6OU8i6OfwHgC4SQtwC4B8BxME3RkAU5L4SQF4DZO7ucWN5nFvJ8zVIs5PG1v3ovnr73robb7Lnth7jnG/8tRMVCnRf5glHXeWnw/LlkEr5gSNiynWvW1nVeDMsLTeS8LHxVU8jlhChoFv66fF+ry2bncl4sn9/p6GlLKzRnropdgG4yAcHFS9wRLwAr3Tz21BPwaJqYxnxgz4MAgE3nXOB6vfo5LxX3hjMzMgwrEHAJF8CZHVMqwRsIsi60DeBCpFwq1oiXRoS6umH6fNh07oXiwm36fIiPjoB4POhY3XixxFfQHk2ve9H3hyMisbKay/7wrXjhW5vPLeyoFi+hsCvPZWZkCMV8HonxUeRSKVj+AILRjoYCliOHi5p1X6aH2WtNHDvS9P4vV5JTE5g6fgyhzi7R48cbCArnZWAHE7Sy8yKfDzRnxAaHL5o8GhM1JZfzwlxd3sV572/uwb4HfoOLX/16IYR5KJoPDDW9XhBC0LVmHTad6/yunFlZAGDns2K0RdeadcgmE+LcVrRtKTF+WYuXpwCczf9BKX03gCtQP0xTj9cBeAsh5DCAHwM4kxCyBViY80IICQO4DcBHKKX3N9hsEMAaZ3sdQATAlHy7wwCAoQbP8ZcANgP4CCqhHJlvA/g8KgJNQCnNU0p/Rin9SwD/CODlzr7M9b4b7Xc9vgRgP6X0X6TXHaKUXk8pPQvA/3Fum7Uvw0LDRu8C8ElKad55sbE5tl8URIXPLCfHg488iOcefkCysRf2Y5NLV+VSUeG8NHj+bDIBXyiCgLOy6RxYh5Jtu+xf1pbeV3d1daLYIjbdvBDi21r+AHTDlMJGlQ6rRdvGcw+7xxsUpIogzTBQLNqVSbX8xFcoiBMpr9bJSZVYPN4f6Ighn06BUooDex5A99r1CHe7+6LwDrvlUknsc6XDbuXYxUdHXIm2HH5BWLVl26wl6fLwxHrPUw+PR8NrP/opXP6mSldbLnwvfvUfzuoshLt7YPkDdfNdAOB5r38zXvK++sZm/7YdWL/rrLr31YMngvILrF+qpvJHohhzyshLto3k1AS8gSC61m3AxLHDIlcJYOGen33hn8QgRrlXSLON6vh2cpfYdmTi2BF86U/eipED+9HZvwbBjk5c/Oo/xLaLLkXE+Q5vOJNdU11hI6may6O7hat83tGkIYsAc158oTBz5Cwvnnv4fuiGibOueWnl8Vy8iEqmyiJsw+5zALDvJ08sL+RyoqNy19r1AIDUJO8MXhFZyzlhF8CvAHgJIe+SbvM32ljGcR4ClNJ+Sul6Sul6sOTRGwDmvFBKd9f5r/HkXfa8JoAfgCWl/u8sm/4YAK8kehWAX1HWcOvnAK4ihHQ4ibpXObfVxXF1/hWAhxByddXd9zrv6VtV+3g2IWS187cHwC4AR5p83432u/o4fBxM2Ly/6vYuwmOqwF8DuAlzsFDxshUsdvgAIeTXhJDzGm1ICHknIeRhQsjD4+P1Ez+bha1CdFeoZvL4MdfslWwqBTubESvBBYeNpIRR+QLUs2Ej3vrZ/xDJedVkk2zmz8D209G7cTNizkpfPhEURKk0z3lZHOcFYCeZXCrVVAIlX01ppgkrGKx1Xqan8fQ9d+JHn/6/ruROHrO3fD5WKl0oCJuaH/diwRYnUlMq++XwlWEo1sVazDulzKu3n16zn5qusdkvUllnkY8LkD7nol0Q/TFkeP7Sqi3bZz0e0b7VYj+bdV4AFv7xSfOPOgfWYt2us3D+y181y6NY+Kdr7fqaHi+cSE/frAnG86Gzfw3e9P8+j41O+Et+f5HePnHBAsCSsQMB7L7qWlBK8chPfyTuSk1O4ul778Lhx/YAcE8mbvY3xz/H6hBFuzF+9DBAKV7yvg/iirf/CQghuOhVr0PHqn70bd6Kd/zbTVi36ywQj0fkoABAIVMRfJpzbuPIjq9uuHso8XMLIYRVCFKK9bvPcT/GcTvFHCvpPLZ622miYo4/xs5lhZji4iUpxIsz8dzyLuup0s5F8+UALnfKhh8EcyD+qomHvw5MZMh8D01WHRFCziOEDIJVK/0nIeQp567XALgMzNHhrsVu5zEfI4TwnJuvAOgkhDwH4M8AfMh5T1MA/i+Ah5z/Pubc1hDnOHwcwAerb6eUfoZSWl2C2wPgVkLIkwCeAAvbfKGZ991ov53395jz/wEwV+U0AI84x+BGZ7PnA3iWELIPQC+Af5jrBecMSBNCfgmgXpbh/3Ee3wEWVzsPwC2EkI31FBel9EtgdhHOPffc5lu3NkA33auQH//TP2Jg++l40TvfA4AlHBZy2UUr3dQNEyAEoBR+qcOpYXldK3QZebrr1gsvxdYLL8VTv2b5SYVsFv5wRFyoDa9POEoLjSdTSiuirZDHrf/0CfRs2Igrb3z3rI/jx1PXDXgDQZHzwv9fLhVx9MknALBBjB2r+p33IiXsGgar7nKeS+Qc2QWRx0E8HiaOZOfFWRnyMu1sIoF8Ou1yBDi82oiXeRpen6tUmng8Im5f7/G65LzMhm4YiPT0YmZ0uGnnpR7X/ulfAJQ2lY9y+vOvcE0iXkrkBGH+/nTLqpv0a/mDCHf1YPvFl+GJO3+BC69/HbzBoFgwcIErC8pmf3P8MTPSbKZW8MQvb0fP+o0i0bZZhp97FrHVlfyQTeecX7cRIZ9A7o9EkZ6ZEbe7c150aDrLeSHEA016Hs00XeGabCIOf5iFoUKdXZgeGsS2iy51vaYIG/EybCl3T9N1bD73QsTHx0RCME/YJcSDTidsysULFzX+aHTOTsuthlI6jEpVTfV9dwO4u+q2tzh/frfO9k+AXXCbed2HUKckm1L6dQBfb/CYv5X+zoEJn3rb3YQ5HAnpffB/fw9MfIFS+vwGjwk6/78dwO2zPf8srzvbfu92/j+I+rkxoJR+F3WO/WzMKV4opVc2us+x5b7viJUHCSFlAF0AFmatNIFRNRAxl0qKXAmAXXALuVzFgVig80IIgen1opDLiZ4Lc8FPGD6pUoWfJCozQtgsGNPrFSeqhcaTWZdedvEuFZjtL1dLNYILAM0wYAWCNWEjADj6+8ec22pLPS0eNpLdD+czKtkF1wndGwhUiRd2MuQ5HTyE4A02EC/FytRdXygkOtMWC3l2cXDKRut9VvwE3sxFKtY/sGDxQghhwrcJdr7gqhN+nYXAB0x6A0GRk6TpumiYyG8780XX4pn77saxp5/AlvMvRtoJf/ALm+zwNVsuzcVLooVhI0op7rr5S/CGw3jLZ/7d1dF5NrLJBL71N3+JC17xGiQnJxDoiLkEQj384QgyiRnxb7l1gkdyXgyv5QprGqYpfqPlcgnZVFI4ZpHuHuiGiY3OeAsOXzBkkwkYlrdGQL/onX8KWi6Lc08hx3JeLL9f5NLw0QPyKAFeDq5QtIqFho1+CJaVDELIVrDyr5Pyra52XoqFPMpOuWypWBQdR/lFcTHySAzLC18o3FQFBVBxE9zixYktOycC4R443TDZvi5MvLiSJu0Civm8a6XXCFYRxBIDvYFApdtqOiVOqGLQZJ3ZN3KXYLEvcs6LVEHD816qn5eXafNKIV+oEn7heDQNlJaFje0NhlAulcREY142DNQP9/RvPw1bL7zUVSXUCO4uzSds1I7wDsLeYEh8NrzCCKg0Cexetx4AMHWclVVnnC7JfJaTK5TXrPOSY9u10nkp5vMo2gWkJidw77fq5TgCowefw5N3/9J127GnngAtlzF26ADiYyOzlsJz/JEospJz4XJeNF1UGxlVVWUs54Udq1wqBVAqROeFr7wBr/rIx2sq0So5L3FX6Fvcb5owvF5R0s+dFysQgG6a8IUjUtgoI/a/XJpfMYBCsdgsVLzcBGCjEyP7Nlj514JDQs1QPRCxWCiIVYnsCnBbu+QkeC4Ew/K6yqRnw87n8OCPvweg0m4fkJ0XduHlQkO+8DdyXh669ft47Bc/nfO15VLsYqEAu5CvaUlej5LtTqqVS6Wrq3Kqm2wZXh88Hs1lcwNSzosUNuLPD1TannPxwo/VjGPBy7kjHC4euSPExWGxaKOYz0M3LSES+fPLnHX1H+ClH/hQze312HXlNbj8DW9reiXervA+Nt5gpTIm1NktSrt5h1jT50eoq1uU2NaEjWTnpUm3U1yQkwlX8urJRBbPT9zxM1HGL/PAD27BHV/6vGtxwcOo40cOIz46imgTTQL9kahwrOQKHoDlvPDvd3XitjynKCuGhbLPLdzVg/7ttZEN7nZmk4k555QZjrOcz6RFT6FQZ5foGMyrCisTrpd10q5ihbMg8UIpLVBK30ApPYNSejal9FeLtWNzoZuWOOmVSyXRVwJwuwJ8fg6wcPfFCgSEMzAXt372k9h3/3249IY3oWfDJnE7v6jmq5wX13iABgm7T9zxM+x/4L45X9td8ZFDybaRTSVd4q2QzeDBH33XNUeJJdU65cyBSsJuPp1CZ79cpecWiPlMFpaP96NwixfuvJSkhF3+/EAlrJNNskGAwQ4nbOR0D/WG6oWN2MqUf878uUoFG3YhD8OyRLv+hTomsdX9OPel1y/oOdoBfpy8gZAQjKGu7kqvEmk8Q+fAWjHGIFMdNnLyt4B5OC+SWxNvkfvCxcv5170KIMBjv7jNdT+lFEP796JcKrlyko4+xcQLnxbdzHgGOWzE3QwuwD16pUlddfhJNy2RKMsTfrnz0ghNDhv5ZhcvlhPKzWfSQqyGOrsrzkum4rwAy77iSLHCadsOu3LOi8ircMJG8kTcjBQuaXYl2IgXveM9uPxNN869IYALr78B13/oo7jgFa9xxa35RZWfCGTnRZvFeSmXS0hMjKNozz20Ua74EMeCUteQyMd+8VPc+82bMXJgPwrZDMaPHkbRroR2rEAQhWwG5XIJ+XQagVhMnNCIx+MSiIVMWgxO1KrCRpVqo7zrPp5DwZOfGzovdcNGjvPi9KPgAqcknBez4rys8HDPYiHESzAkPptwV7e4GPPbAKCzfwBTx4+hXC6J3xf/PhRyOeF2NV0qncuJCqtWVRzx71/P+k3Yct5F+P2dP3eJKnncxchB1uAwOTWB6aFBrOMl6nN0UOb4I1HmiOZy4jzA80vcOS/VYaNKtRF3Xnx1EtJl+IKhkM26Ko3qEe5iQiWfTguxypwXJ2E3W+W8LOOKI8XKp23Fi5zzIhqhceclVRs2ApjLkZgYP+Gckt6Nm2sciEas3rpd9FGQ4YP8uONiSxUzvKyR798937xZ2NKpqSkWZy7OvdqRnRfuaACVY0EpxZN3/cJ5rTwe+8VP8c0P/xkK2UzFeXEuVrlUCvlMGt5AEIFoDP5IFMGOTrfzks0IUVbdGbZSbWS7w0aOWxJwVnHZZAIgRORY8JyXugm7TjUG/5y5wCnZNoqFAgsb+dmJX4mX5qjkvEhho65ubDz7PGw853zRPh4AYv1rUbQLSIyPC2dT5LzksuKYz6dUusuZzzRzEpJ2C9kMJpyOxxyRXB8OY/fVL0EuncIhp/wbAEaee5b9QYjozjz41O8BAGdfIzrLN+W8nH3tdfjAN38Iw+sVgiDUxUS7phvQeM5LddhIqjbKOPl0c32/5TButRiqJtTZjcTkOHIu56UL+UyaTWl3xhfw74dyXhStpI3FiyWt6nkX11rnRRYvMyPD+K93v3XWzrxLjWF5AUIqCbvO6s70euHRdBDiQckugFKKh2/9Pg48zBox8imwcpinEXY95wUVi3/wmScxPcyaM5ZsG7lUEkW7gOTEuFipcXEhqn4CQfRu3Iy1Z5zpSuYF2MWAi7KanBcuMO2CO2wkcl6iAJyEQtOCpuswvD4Ushl4NE3kCMlownlxcl6c5yralbBRJeclOufxUrBmi5e89o3Yfsnl6BxYi3B3L1Zv2Y5Vm7fhFR/8W1eSOh8EOXX8mBQ2yoiyf+7iNF8qnUegoxNWIFA312Sx2fPTH+HrH/6AWEAAFZHvDYZqmrMBwND+Z6EZBtaecSZGHPEyeXwQxOPBul1nCfcv2oTzohsGPB4mUPh5gDuOLuelOmxkmJWcl2STzou0YDDnqIIKdXUjPTWFXDIJLxcv0uiBXCoFbzBYCW8v7y67ihVOG4uXivMi8irq5bxI4oXPZZEt8JMNK7n21Qkb+UAIgWaypDw7nwMtl8VKKy6GGM692pFPyvXEy9P3VMRbUerJEh8fE6EdvrriNr4VCOLa9/w5rv3Tv3A1sAOYJc2dl1rxwkulbeEsyc/PxUUulRLVEHzV5w2G6nbA5Tkv3P3hQqjkVFbpUs6Lt07Cr6I+F17/WvRu2IRgRwzv+MJXXNOqZbj7ODl4FOmZaRDiYdVfuSzsXE64AY1KpZ/69Z34zt9XEqaLeSY4A9FYwxEU86WQy2KYuyVVxMdGUbJtjB58TtzGnT9vkM0hYo3kKmHW4f3PomfDJvRv24Gp44Mo5LKYGRlCpLsXmq6je+166IY579lMXLwEY454kTrsVod5dGfIIsAqGS1/7eiLauQFw1w5L6HOblBaRrGQrwwBdX6fmUQcuVQS3mCoEt5WYSNFC2lb8eLOeeFho1rnRS5D5L1AmimRXUpMv79Owi47UfER9rySRggLxwEplZrJeZldvEwcPSQSMYu2LQRSNhGvzB8SzgsTTZWpuMTVwA5gDgh3XmpKpaWcl3rVRvzkSGlZiBevE2/31UnWBSASGnNOMy0udkq2DTufh2FaCHTEEOzsarqsXdE83mAQgY4Yhp97FoVsFpFe9l3KpVKw8zlpQGd95+Xw449g8OknXY3tDK8XwY4YUtMV8fLAD27BIz+79YT28ZHbfoRv/+0H6wqojLOgGd5fETfZZALeQBAejwbi8cAXCiOTmMH08HF87a/eh6Fnn8bAjjPQu3ELKC1j7OABzIyOiDDR6ZdfgZ1XXN30YEwOX8Tw4YoeTRNh0erSZjnnJZOIz+m68Mdw5qo24vsAVBYQ/DeYTSaQSzPxIjqBq7CRooW0rXiRq43q5bzILbY5XLxYLRYvls8Pu06pNFBpAc7FAT9BxE8wbOTKeYnPgFKK6ZEhMdumWCi4VlDV84cqYaNKtYncwA5wwkY858U5sRmWF7olf0a2K2G3Z/0GdA6sRe+mSqM4bmvLzks9RLVRKulOdC7ynBcTF15/A2746KdmPU6KE2dgxxk46AzO5B2mc05jSNPrhWFaKGQzuOvmL4nkaw5383iIyM7nYFheBDpiSE9XnNK9v/k1nvjlz05o/8aOHES5VKo7BZv3PBrevxfJyQnEx0aRSyZcYtkfYV1kDz/+CMYOH8DzXv8WXPTKG9C3iU0hHzmwDzMjQ4j2sRYCp19+xbwGY3LyGXfYSB7MqFeFeQzLQiGbZQ3qEjNNVdLJC4Z6fV5kQrJ4cRYQ3hCfQ5ZENpmEN1jpoaRKpRWtpH3Fi2W5KlkAKeclnXKVNPMfG1/VyRfiVmB6fZXBhbksQIgYDaCbFkp2QZzUuE3MT/TNnDDsWZyXXCqJfDqNbieuXywUXFUD1Qm7cs4LxyuJF1pmzeLMqrCR6ffDMC3Y+TzK5RLKpaLLlQl39eAt//TvYroxUEkotITzUl+88JyXTHyGrQQd69zO5djrWBYsv1+4S4rFZ/O5FwghHXPCSOmZKYBSlnxuWRg9dACP/OzHePa397geO+0kYycmxp1RFixsFOyIIT09Cd4qKp/JYGpo8ITCExPHWB8a2cnh8CTjoX17ccvf/zV+8q+fYs6L9H3zhyPIJuJITU3Co+k476XXM4EV7UCwswuHn3gU+Uza9f09EUTCrqvaiInz6rDRqi07UCzkceTxRzG0/1l0r1k/5/PLC4Y5nZdO2Xlhv3dfUHJeUin4gmHxO1Y5L4pW0r7ixTBZ47lySZzcysJ5ScIXComLIV9R8VLHVjsvpt+P1NQkyuWSWKny3A7NMFC0CyIZtRI2Ys5LuQnnhQ16ZO+dixfdMJFJxEWibpfjvJTsgqs0W6/KeZkZdcJGQbd4KebzKBVtEaKyRMKuM3zR5xdJ1bxvTXU+DMDKrkVTLh42cl67XqURUKk2ysRnWDddJ9TFBRWf9K1YOjacda5wCHgXYt4y3rAsGJaFSUdA8O8cwEKMfCxEYnwMJdtmIUPLi0A0hlKxWBlLkUmDlsuYPH5sXvtWLBQw47xmukq88PJubyiMTHwGM6PDGD9yCJn4jMt58Tm9WJJTkwjGOl3hoL6NW3D0948DAKILFC88MZ3nysg5L9UJuxvOOge6YeLOm76IYj6P7ZdePufzy2HTuZwXw+sVbicP3eqmCcPyOuLF7bwsdIyJQrEQ2la88DJCFvaoSthNJWEFgqJShdurqalJgBCRzNkqtl5wCSYHj+Ker/837FzWVcKoO/NLeNioZNsoFdl8IqC5sBFLoPVBMwxkHfES7u5BZmZGlCBz8VK0q8JGjs2sGwZ00xLdNb3+inixpDJqnkdTCRs54sfnE2EjfpLTG4gKfrshwkbOqq+B88IvmplEHN5gJWmRl+tW2+2KxcfyB7Dm9J0A2PwnAEg531E+ZJT3SZkaHhSPm3GaDwJAYmJMbGNYFoIxVo6dnppkjp4jjOc7qHJqaFDM9qp2XrKJBCgtY5MzA8gbCKJk25gcPFYVNoogE2fOS3Vjyr5NW8TzR3vdnafnCw+56qYJzREujZrUmV4f1u8+B/GxUQRjnRioM3G9GkKIa5r7XPDQkSW5075wGKmpSdj5HHM6+RgTFTZStJC2FS/yHKCaUul0Gt5gSPxYefVDOj4Dy++fd1LdYrPryhfjrBe/FHtu+yEGn3nKZQ/z+SU54bzk2YqWUgQ7YuI97rnth5g4dqTu83NBpBumWOVGevuQiU+zVTAhiK7qh0fTanJe5A65Z13zUoBChAE43Bm55+s34ab3/5FzG1+pOWEjnxM2comX+pURfCVXr9qo7vbOyZ2Wy7CkOUbcraruNaNYGs688hp0r9sgqo+Skyy/hOc7caaHjou/uXj2aBoS46MioVt3QjIAkJqZZsLFCR9NHK2Il0x8Bl/70Ptq8mhk5N9FtXjh1Ycbdp+L57/pRjbxGyxh3CVewlEUshnMjA6LYaGcXifvBYQsODRZyFTyxVi5eBD+cASmz4eO1f0122+94GIAwLaLL2v6PMadybn6vACVpF1ZvHiDIUyPMCfLFwpVwkaq2kjRQtq2FIOfHIv5vHBeKC2jXC6xsFFQcl74SYnSllcacS54xWvw6O23Ynr4OHrWS+MDvF7kUklRhVC0bXFRDjjVGKViEXf/z5dx3nWvwmWvfwsANmPlkZ/9GOmZKZheL0yfD/lMWjw20tOLI088iunh4wh3dTvOilkTNpJj5Je9/i3Y9cKrkUunXCXL/Bg+e/99iK0ewBkvvArrnYZ83AUxfX5WyZSvlGJXVyJxuNjgIs6aq9rIyQkA4Kp+EGEjS4WNTgZbLrgYWy64GLRcBiEe4Q6aXq/LNcilksgk4vCHI8J56du0FYnx8Yrz4vWK0RDp6SnXjKPxI4crfx89jLFDB3B871OINmgIN3nsCDyajkC0oyZsxCuNgh0xbLvoUhQLBRCPB7RcLV7Ygic5MY7gBZe4nqN342YAQCjWtWChzBo8svPUq//mH1iTQH8A7/nvW+q2Cdh83kU44wVX4ewXv7Tp19BNC/l0es4Ou0Al98aSnFZfKIyhfXsBwCmVVtVGitbTvuLFCTXYUp8SgM23EWEjZ6XhDYYAQgBKW57vwglEO9CxegDTQ4OuWHQg2oHJwWPiQlyyC+IEz/ed2+lc4ADAL7/8BSQmxlk/FcNE35atrjDNqi3b8djPb8OBh+7HameAG3N5bLfzUnUyrhfT5/tRsm1sveh5OE+a/SPGC/j9sPM5FHJZsUJrdKLnokYk7AbclQ7VyJVkbII0e7zI71E5LycV4mHl6skJllRuWF4hIE2fH4VsBtPDQ0y8jI7AH4mia8067H/odyLpnlUbOc7L9JRoFWAFAhg/cgiUUhBChKjhlYP1mDh2BLH+AVh+f414STnihXdy1k0THav6MXX8mMvp80kDPavDRr5gCNG+VQh39czzSNWy+6qXiN+zLMbqCReAibyr//i983oNvcrZnI11O3dj4uhhl9DxhcKiCMAbqISNVMKuopW0bdiIJ2XKK3sAyKYSoOUyvMGQaMpkOKWbQOt7vMgM7GAxa7NKvKRnpiul0gVbnOB5El3BOYHLSb0zIyM44wVXsX/bBTbo0TlpeTQd2y+5DL0bt6BoF0SFBO8pI5+E5mp6Bbib/K05bafrPv6aPI5fzOfFCq167pF4TedkyC94PL+m3kRpto8V8SKHjXjjPOW8nHysQADTw0PQdB2xgTVCQK7buRsAMD3E8l5mRocQ7V2FcHcPsom4GDBomBYMywvLH3A5L/3bT0c2mRAJ61zU8FyseowdOYSuNesQiMaEWOHwsFFA6rzMO+rKfVP4wFDAPRWe85L3fhAveMs7Zz0mzbD+zLOxtcrZWWzkJPq52HzehXjtRz/pCknJjhRL2FVN6hStp23FizvnpdIMi/c1Mb0+4bwYliXCTFaLy6Rl1uw4A4A7Fh2IdqBcKooS5aJdEM34+L7zMmregG96+DgoLWNgx+kiBm9YXpco8Hg0XPn2d4EQD7qcEkvdNETCLnc/qqdC14MLQE3XsWrrNtd9mmGAeDxOG/GqhN05wkb8OKzbtRsXXv9arNqyre72rrBRIChKpbngUzkvJx/+ndh64aXwhyNCQK4940x4NB1TwyzvZWZ0BNHePoS7mWsx5VQSGV62PQ/18O/46Ze9ECAET/36TgCV0GBSat0vkxgfQ2pyAqu3bhel1wALcTz7u/uQmpqE6fO5XIhuJ3ldFst+ScjwcJZM36YtIul9uVNxNk8skd3lSIXCYvFQamLOmkKxVLSveLEqYSNbWgHwlRmbb8PFS8XGXlbOi+NauMJGjp09dZytVIuFgnBeRNiId+d1Gt1NDrKS1M6Btehzmr6xig9HkDjvvW/zVrz1s1/EziuYQ6MblZwXfjHRmrjw8/1YtWV7TVmyx6Ph5R/8G5z5omudLsiVhOA5w0ZOnoTp8+OS176xoQvkChtJpZs5IV6U83Ky4d+J3Ve/BEDlM+hY1Y9obx+mh46jXC4hPTWFUFePCLnw7y7/7IMxltfF3cWuteux/syz8eTdd4gJ5wDLRanH8b1PAWCOTaAjhkI2i0Iuiwd+8B385F8+iad+fadryCQArN25G95gSJR8A+6ZWPWcl3aCJ+w2U21UD9mR8gaDbIyJYaicF0VLaVvxIsJGVdUy+Qwvl60M5zMsb03/kuVAqLMLWy64GAOOAwOgUnHhxOpLkvPiFeKFiRZurU8ePwZCPOhY1S/cCtPnq4gC6WLesapfiALNmQ9VLBSEY9OM86LpOvo2bcG2iy+re//Gs85DINpR6fNizyVe+Mm1uZUh7/MCsBi8R2Mt3XlZuAobnXy6167HwI4zsGrLdgCVzyDS24foqtWYGR0WZcqBaFR83yaOHnG2Z589n2/EnRfLH8DOF16F1OQEDj/+iPh9JxvkvAzufQqmz4+utesQdBYCI8/tw8O3/gAAq8Srnj+0eut2vPsr33Ldbvr8QiTzXJx2ZaHOC3ekPJom3FHdMFW1kaKltH3CbjGfc4WN+MpMN826YaPl5LwAwMv+7MOuf3PnhVMulYRY4VU4XLRwB2Zq8BiifX3QDQN9mx3x4vUKUaA3uJhXcl5sdK5Zh5nRERH/n4s//MfPzrmN4XRBLs7SpA6o7fMyF1qV88KfOzU5AeLxILQIiZSK+fH8N93oVB2xRNNwdy984QjCXd0Ixbow9OwzlXyTjhgCHTEYlhfjRw8DqFxYAx0xpKYmxXfc9Pux6Zzz4dF0DD7zlPh951JJMVYgPjaCYIzNsTq+92ms3rYDHo8mHJY7vvQFUFrGFW97F+686YvwNzE8kRACfySCcqnUVB7YckY3DICQE27e6Aux5GV5UCpvpqlQtIq2dV7q9XkBKhd2w6wfNlpOzks96k2l5bkcvDkcFy15HjY6fgyxfjYBuGfDRgQ6YuhYPSCJgkbN4Uzx3L5QGG/7l/+sScBdCLppsZwdp1qqUTinus/LXMg5L/zz5HkvsdUDTblHisVHTvLcdeXVuPHzX4ZH0xCMdSKXSorJ6IFIBwghiK5aLRYe/Dsa6uxGqVjEzOgwPJoO3TCh6YbTNG7GVUKdnJxAIZfFzX/+bjzysx8jm0xgcvCoaN7Gm97NjA7jsj98K8686lqcfvkV2HzuBU29H384WlNp1I5oBuuSe6L9rXjVn5z7wptpKhStom2dF0PKeZHFS044L3LYyBIXzlbPNZoL0+uD4fXBzmVFwms2lQIIEU4Sd2IKmQxKxSKmh4dEx1DDtPBH/34ziMeDQ48+zG5rIF40w6wcryW44HOBKRJp53JemozJe3R3qTRQEUDd6zac2M4qFhWPRxPfVy4Axg4+B6DiLnas6sf44YMAKu5gqJNtO3HsCGso6az02aDEGeQzGWi6jlKxiOTEBEq2jWIhj2NPPSHK+vu3sVYA4a4eWP4AznzRNTj7mpcBAF78Jx9o+j2cedU1IKRt13cC5kKfeNdpXm0kixfNcW0VilbRtuKlUbWRO+fFic96vZJ4Wd7OCwAEOzowPZxFIBoVE28N05I6yTLnpVwqYnLwKMqlohiOB1RWwPKwx3rohrGkSa5cNPHXaJQMzDvvNpurIpwXQmpmKinxsvzg4mWUi5doFAAQW8Va62uGAY+Hfaa8Sdrk4DFXOTOf8lws5BHrX4PxI4eQnJpAIc+E/PC+vQh390K3LFEBZ3i9eNd/ff2Ewz67rnjxCT1uubH2jDMX5DjzMR3yuA5dJewqWkzbLiv0qj4v/ILNG7fppomeDZvQvW4DYqsH2iZsBAD+SIfz/ygAdvHXLUuERnjYCKi0Qq/XppyLgkazfnTTEs2nGuWjLAS+mubl640SdrV5zF4BKjkvXn9AfO7KeVm+hGKsWmfk4HNsbITzfeTVPXKuE6/ssXNZmP5KX5IAd17SKVGinJwcR9wZE5BLp7D3vrsxsOMMl1hp93yVxWDnC6/ClW9/1wk/3rDY4s8bkMWLqZrUKVpK2zovHk2Dpuusj0ihAMsfQC6VFGEQw7QQjHXiTf/v8wAqYqcdxAu31Xn+Sy6VZL1anHCJLF74xF4ueGS0OtVGMvKsoSVxXpznFJ1vG1xIDHN+1RC82kiedK07x0aJl+UHd16yiTg6Vg+I26N9zHmRxYs/HIFH01EuFUWCOsCdl2kQTYM/EoU/EkVycoL1HHG6Z+czaaw948yT9K5OLc596SuweusO8W/NNFTYSNFS2tZ5ARznoMBmG/HwgQgbVV2MRZ+X4PIXL0FHtPBqiVwqCd20RHMoOWlx2mn+xa14GaOqz0s1csfbRkMTFwJ3fHKpJDRdb5gwWMl5aTZh13FeJCGqGQZ8oXDdhGdFa7H8fpHPJH9P+eBBOVxIPB4hdizJefGHIygViyjm87ACAUR7V2Hy2FHER0fQvW6D+C7wjr6KxeWS17wBG5z5ZQDLg+ET5RWKVtDe4sWyWM6LXRCDxESpdNUFW3TY9S/vhF2gnvOSgmFVcl7czstx6IZZt/W3cF4alkpLzoux+M4LDxPlUqmGowEAYMfzno8XvfM9TYeNCCFOF9+KjR3u6sGa03Y2nAmjaC1ckMgN4nzBELyhcI1o5aEjl/MiiVJvIIj+7adh5MB+TAweRUfvKqzetgO+cATdTZb6KxZGqLMbyckJUGfyt0JxsmnbsBGAyuycQgFhJ9Evn0kDhLjm3wDA1gsugW4YNbcvR0LOiZ6f8POZdJXzkhXbzowMwR+N1r1oiz4vDcNGldu1JXBeeNgom4zP2rI/3NUz7+RITdNdIcBr3/uXANSJdLkSisUwPTRY44x1Daytybfi4kXOeZE73lqBICI9fXjox99DcmIc2y++DGe+6Bpkk8kTLgdWzI9QrBN2Pod8Jt0WRRCKlcfyv5LPgmFaotpIzP1Jp6GbZs3FvG/TFvRt2tKK3Zw3Wy68FC8zLYS6usVtummK5MNCthI2KmSz6HR6vFQzV58X+aJxog2sZoOXribGx8T4gcXCo+uusvd2EKWnMkEnabdavLz4T95fs21d5yVcmfJs+QNYvW2HyHWJ9PSJ/xQnh6DzGaUmJ5R4UbSEtl6m6KYp+ryI7rPZzJJciE8mumFgywUXu8I6ctiIl0pz/HXyXYCKmzJbkzqx7RJUGwWiHaL0dbaw0YnwvNe/BTtfePWiPqdi6aiEjdzipZ7o4ELHkkKh8uOsQADeQFAkZ0d6lWg52fDfdaMxDQrFUtPe4sWyYOdyKNl2ZZVG6YoZzCe/D92Uq42yruZZgTqVRvLjG44HMM2abReb3o2bal5rMdh91bVt46QpJPFSNf6iHqEuHjaqOC++UJg5LWAl8gAwsIN10o32rlrUfVXMDW8mmJwcx8iB/a48PIXiZNDe4sW0RBmuJYUQGl2s2w05D8WwKjkvxUIehrcybLKR88Kdm4al0q5qo8UVF5zejVtc+6I4NelZvwmariMmlUo3ItLNehbJoSKPpokBgTzX6cwrr8U5L3k5IoscklTMTSAaAwhBYnwMt3zsw7jnm19t9S4pTjHaOlHAkMWLtEpbqgvxycYlLizL1XBLN03ANFGMFxo7LwYvla5fguwqlV7ksA6nb+PmJX1+RXvQv20H3nPz/zYlYnvWb8T1H/oo1u06y3W7PxJFNpkQORadA2vw/DfduCT7q5gdTdcRiHbg4J4HYeeyGNh+Wqt3SXGK0dbOS7i7W0yqNbxeEUpp95wXjnzBN0zLNZBQMwwx/qCR88Jtd2+D8nB32GhpxEUPFy8rRFAqTpz5uG8bzjrX9X0HWI8Yj6atGGe13Ql1domp4P1OCE+hOFm0tXhZv+ts8bcuzf5ZKRdKOYlWtywQqQRc7u0il5HKrN66Hdf9xUfQ32BVJIujpUjYBZj1H+1d5cpfUChOBF84CtMfUL18lgl87EOkp1f8rVCcLNo6bDRw2k4xeZmVErNxAStlZebRNHg0DeVSSbhJmmGgVCxCNwxRjdGoqywhBJvPu7Dh8/OcGt2oLS1fTK77y4803YBOoWjE7qtfgrVn7Gr1bigcgk7Sbv925booTj5t7bzopok1p+8Uf2tzNGVrR3TTnbficfJeNNMUTbwCDZyXuRCCaAka1Ml0rVm36H1eFKceA9tPXzGTnlcC3G1R4kXRCtpavADA+jPZvA3dqJQSr5ScF6C2xb8cNrJ8fuiWJebGzP+5V57YUygUJ4fudRug6TrW7VTDMBUnn7YOGwHAjksvx+SxI+jbtFlMLV4pOS+AVDHEXRLuvBgGNp17Abyh8AmHfMRzqzJmhUIxT9btOgvv+q9vtMW8OMXKo+3Fiy8Uxove+R4AEM7LSsl5ASrTnqudF80wsPXCS7H1wktP+LlFzotyXhQKxTwhhCjhomgZbR82ktFE2GjlOC9ajfNSCRstFF1KAlYoFAqFol1YWeJlBeZw8BCYcF74e1wEwTHX1GmFQqFQKJYjK0u8cFdiBV2MK11y2XvioTFtEdwllfOiUCgUinZkhYmX2acotyNa1XyixQwbEY8Hmq6vqARnhUKhUKx8Vph44c7LyrkYV/q81FYbLQaaYaq5QwqFQqFoK1aWeOE5HCvKeWnQ52WRBJpumitK7CkUCoVi5dP2pdIynhXY54VXTlX3eVkst+S0y16IXmd4okKhUCgU7cCKEi/6iuywa8Cjaa7+LvL/F8rlb3jbojyPQqFQKBQnixUVNqo4LytHvPgjUdfU6MVM2FUoFAqFoh1ZUc6LtgI77J73sldi5wuuEv+ulEqr8maFQqFQnJqsLPFirLycF9PrgykNXlzsnBeFQqFQKNqNFRU20lZgzks1KmykUCgUilOdlSVeToF299WJuwqFQqFQnGqsKPFi+vzwaPqKynmpZrGrjRQKhUKhaDdWVM7LriuuRv+201b0rB6V86JQKBSKU50V5bxY/gBWb93e6t1YUjwrcASCQqFQKBTzYUWJl1OBxZ5tpFAoFApFu6HES5uhqo0UCoVCcaqjxEubsWrLNqw5bScCsVird0WhUCgUipawohJ2TwV61m/Ea/7uE63eDYVCoVAoWoZyXhQKhUKhULQVSrwoFAqFQqFoK5R4USgUCoVC0VYo8aJQKBQKhaKtUOJFoVAoFApFW6HEi0KhUCgUirZCiReFQqFQKBRthRIvCoVCoVAo2golXhQKhUKhULQVSrwoFAqFQqFoK5R4USgUCoVC0VYo8aJQKBQKhaKtUOJFoVAoFApFW6HEi0KhUCgUirZCiReFQqFQKBRthRIvCoVCoVAo2golXhQKhUKhULQVSrwoFAqFQqFoK5R4USgUCoVC0VYo8aJQKBQKhaKtUOJFoVAoFApFW6HEi0KhUCgUirZCiReFQqFQKBRthRIvCoVCoVAo2golXhQKhUKhULQVSrwoFAqFQqFoK5R4USgUCoVC0VYo8aJQKBQKhaKtIJTSk/+ihIwDOLLAp+kCMLEIu7MSUcdmdtTxaYw6No1Rx6Yxi3Vs1lFKuxfheRQrnJaIl8WAEPIwpfTcVu/HckQdm9lRx6cx6tg0Rh2bxqhjozjZqLCRQqFQKBSKtkKJF4VCoVAoFG1FO4uXL7V6B5Yx6tjMjjo+jVHHpjHq2DRGHRvFSaVtc14UCoVCoVCcmrSz86JQKBQKheIURIkXhUKhUCgUbUVbiBdCyGFCyO8JIY8RQh52bosRQu4ghOx3/t/R6v1sFYSQKCHku4SQvYSQZwghF6njAxBCtjnfGf5fghDyfnVsGISQDxBCniKEPEkI+RYhxKuODYMQ8j7nuDxFCHm/c9spe2wIITcRQsYIIU9KtzU8HoSQvyaEPEcIeZYQcnVr9lqxkmkL8eLwAkrpbqmXwIcA3Ekp3QLgTuffpyr/CuB2Sul2AGcCeAbq+IBS+qzzndkN4BwAGQA/gDo2IIT0A3gvgHMppWcA0ADcAHVsQAg5A8A7AJwP9nv6A0LIFpzax+ZmAC+uuq3u8SCEnAb2XTrdecy/E0K0k7erilOBdhIv1VwH4KvO318F8PLW7UrrIISEAVwG4CsAQCktUEpnoI5PNVcAOEApPQJ1bDg6AB8hRAfgBzAEdWwAYAeA+ymlGUppEcCvAbwCp/CxoZTeA2Cq6uZGx+M6AN+mlOYppYcAPAcmBBWKRaNdxAsF8AtCyB5CyDud23oppcMA4Py/p2V711o2AhgH8N+EkEcJIV8mhASgjk81NwD4lvP3KX9sKKXHAXwGwFEAwwDilNJfQB0bAHgSwGWEkE5CiB/AtQDWQB2bahodj34Ax6TtBp3bFIpFo13EyyWU0rMBXAPg3YSQy1q9Q8sIHcDZAL5IKT0LQBqnlp09J4QQE8DLAPxvq/dlueDkJ1wHYAOA1QAChJA3tHavlgeU0mcAfArAHQBuB/A4gGJLd6q9IHVuUz05FItKW4gXSumQ8/8xsJyF8wGMEkJWAYDz/7HW7WFLGQQwSCl9wPn3d8HEjDo+Fa4B8AildNT5tzo2wJUADlFKxymlNoDvA7gY6tgAACilX6GUnk0pvQwsXLIf6thU0+h4DII5VZwBsJCkQrFoLHvxQggJEEJC/G8AV4HZuj8G8GZnszcD+FFr9rC1UEpHABwjhGxzbroCwNNQx0fmdaiEjAB1bAAWLrqQEOInhBCw780zUMcGAEAI6XH+vxbA9WDfH3Vs3DQ6Hj8GcAMhxCKEbACwBcCDLdg/xQpm2XfYJYRsBHNbABYi+Sal9B8IIZ0AbgGwFuxE/GpKaXVC2SkBIWQ3gC8DMAEcBPBWMGF6yh8fJ2fhGICNlNK4c5v67gAghPw9gNeChUQeBXAjgCDUsQEh5F4AnQBsAH9GKb3zVP7eEEK+BeD5ALoAjAL4OwA/RIPjQQj5PwDeBvbdej+l9Gcnf68VK5llL14UCoVCoVAoZJZ92EihUCgUCoVCRokXhUKhUCgUbYUSLwqFQqFQKNoKJV4UCoVCoVC0FUq8KBQKhUKhaCuUeFEoFAqFQtFWKPGiUCgUCoWirfj/c84bX7AP8L8AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "bin_data_2.plot_resids(separation=1);" ] }, { "cell_type": "markdown", "id": "solid-massachusetts", "metadata": {}, "source": [ "And again:" ] }, { "cell_type": "code", "execution_count": 141, "id": "intermediate-peace", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:28:10.060723Z", "start_time": "2021-03-25T22:28:10.031169Z" } }, "outputs": [], "source": [ "new_settings = deepcopy(settings)" ] }, { "cell_type": "code", "execution_count": 142, "id": "hawaiian-acting", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:28:52.697624Z", "start_time": "2021-03-25T22:28:52.669011Z" } }, "outputs": [], "source": [ "new_settings['freq_resolution'] = 0.4\n", "new_settings['gha_bin_size'] = 24" ] }, { "cell_type": "code", "execution_count": 151, "id": "communist-airport", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:39:00.454716Z", "start_time": "2021-03-25T22:39:00.338045Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bool\n" ] } ], "source": [ "bin_data_3 = bin_data.promote(bin_data_2, **new_settings)" ] }, { "cell_type": "code", "execution_count": 152, "id": "reported-phoenix", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:39:03.668241Z", "start_time": "2021-03-25T22:39:03.453085Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 5))\n", "bin_data_3.plot_resids(ax=plt.gca());" ] }, { "cell_type": "markdown", "id": "forward-provider", "metadata": {}, "source": [ "These residuals are just the averaged residuals from our initial model -- what happens if we refit them?" ] }, { "cell_type": "code", "execution_count": 153, "id": "comic-choice", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:39:06.612537Z", "start_time": "2021-03-25T22:39:06.344121Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from edges_cal.modelling import LinLog\n", "\n", "plt.figure(figsize=(10, 5))\n", "linlog5 = LinLog(n_terms=5, default_x=bin_data_3.raw_frequencies)\n", "\n", "bin_data_3.plot_resids(ax=plt.gca(), refit_model=linlog5);" ] }, { "cell_type": "markdown", "id": "ceramic-venice", "metadata": {}, "source": [ "## Round Up" ] }, { "cell_type": "markdown", "id": "automatic-exhibition", "metadata": {}, "source": [ "We've now gone through the whole process. Having gone through it, you'll notice that some steps are more useful than others for initial viewing. The calibration step is useful to look at to ensure nothing went completely bonkers with the calibration. But after that, you likely want to take it all the way through to the combination step, have a look for outliers there, and track it _back_ into its parents using the `get_day()` method. After that, it's really useful to have a look after the day average, and try different binning schemes dynamically, looking at the residuals. " ] }, { "cell_type": "markdown", "id": "dynamic-bullet", "metadata": {}, "source": [ "Recall also that even right from the end, we can get back to the initial steps:" ] }, { "cell_type": "code", "execution_count": 155, "id": "acute-tonight", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:43:57.480034Z", "start_time": "2021-03-25T22:43:57.450017Z" } }, "outputs": [ { "data": { "text/plain": [ "CombinedData(filename=PosixPath('/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/aux-tp-xrfi-model/linlog5-res0/3min-bins-xrfi-model/all-files.h5'), group_path='', require_no_extra=False)" ] }, "execution_count": 155, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bin_data_3.combination_step" ] }, { "cell_type": "code", "execution_count": 156, "id": "abstract-industry", "metadata": { "ExecuteTime": { "end_time": "2021-03-25T22:44:10.121014Z", "start_time": "2021-03-25T22:44:10.070862Z" } }, "outputs": [ { "data": { "text/plain": [ "CalibratedData(filename=PosixPath('/home/smurray/edges/Steven/edges-cache/level-cache/nature-paper-subset/2016-295-00.h5'), group_path='', require_no_extra=False)" ] }, "execution_count": 156, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bin_data_3.get_day(295).calibration_step" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:edges]", "language": "python", "name": "conda-env-edges-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 5 }