{ "cells": [ { "cell_type": "markdown", "metadata": { "input_collapsed": false }, "source": [ "# FRETBursts - μs-ALEX smFRET burst analysis\n", "\n", "*This notebook is part of a [tutorial series](https://github.com/OpenSMFS/FRETBursts_notebooks) for the [FRETBursts](http://opensmfs.github.io/FRETBursts/) burst analysis software.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> In this notebook, we present a typical [FRETBursts](http://opensmfs.github.io/FRETBursts/) \n", "> workflow for **μs-ALEX smFRET burst analysis**. \n", "> Briefly, we show how to perform background estimation, burst search, burst selection, \n", "> compute FRET histograms and ALEX histograms, do sub-population selection and finally, FRET efficiency fit.\n", "\n", "\n", "
\n", "
\n", "If you are new to the notebook interface see \n", "First Steps\n", "before continuing.\n", "
\n", "\n", "Before running the notebook, you can click on menu *Cell* -> *All Output* -> *Clear* \n", "to clear all previous output. This will avoid mixing output from current execution and \n", "the previously saved one." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Loading the software" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start by loading **`FRETBursts`**:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Optimized (cython) burst search loaded.\n", " - Optimized (cython) photon counting loaded.\n", "--------------------------------------------------------------\n", " You are running FRETBursts (version 0.7+46.ge31fadb.dirty).\n", "\n", " If you use this software please cite the following paper:\n", "\n", " FRETBursts: An Open Source Toolkit for Analysis of Freely-Diffusing Single-Molecule FRET\n", " Ingargiola et al. (2016). http://dx.doi.org/10.1371/journal.pone.0160716 \n", "\n", "--------------------------------------------------------------\n" ] } ], "source": [ "from fretbursts import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Thanks in advance for remembering to cite FRETBursts in publications or presentations!\n", "
\n", "\n", "Note that FRETBursts **version string** tells you the exact FRETBursts version (and revision) in use.\n", "Storing the version in the notebook helps with reproducibility and \n", "tracking software regressions.\n", "\n", "Next, we initialize the default plot style for the notebook \n", "(under the hood it uses [seaborn](http://stanford.edu/~mwaskom/software/seaborn/)):" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "sns = init_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the previous command has no output. Finally, we print the version of some dependencies:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'1.0.3'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import lmfit; lmfit.__version__" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.9'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import phconvert; phconvert.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Downloading the data file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The full list of smFRET measurements used in the [FRETBursts tutorials](https://github.com/OpenSMFS/FRETBursts_notebooks) \n", "can be found on [Figshare](http://dx.doi.org/10.6084/m9.figshare.1456362).\n", "\n", "This is the file we will download:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "url = 'http://files.figshare.com/2182601/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "You can change the url variable above to download your own data file.\n", "This is useful if you are executing FRETBursts online and you want to use\n", "your own data file. See \n", "First Steps.\n", "
\n", "\n", "Here, we download the data file and put it in a folder named `data`, \n", "inside the notebook folder:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "URL: http://files.figshare.com/2182601/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\n", "File: 0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\n", " \n", "File already on disk: /home/paul/Disk/Python/OpenSMFS/FRETBursts_notebooks/notebooks/data/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5 \n", "Delete it to re-download.\n" ] } ], "source": [ "download_file(url, save_dir='./data')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> **NOTE**: If you modified the `url` variable providing an invalid URL\n", "> the previous command will fail. In this case, edit the cell containing \n", "> the `url` and re-try the download." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Selecting the data file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use one of the following 2 methods to select a data file." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Option 1: Paste the file-name" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we can directly define the file name to be loaded:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'./data/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5'" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "filename = \"./data/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\"\n", "filename" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now `filename` contains the path of the file you just selected. \n", "Run again the previous cell to select a new file. In a following cell\n", "we will check if the file actually exists." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "When running the notebook online and using your own data file,\n", "make sure to modify the previous cell. \n", "
\n", "See\n", "First Steps.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Option 2: Use an \"Open File\" dialog" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, you can select a data file with an \"Open File\" windows.\n", "Note that, since this only works in a local installation, the next commands\n", "are commented (so nothing will happen when running the cell). \n", "\n", "If you want to try the File Dialog, you need to remove the `#` signs:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# filename = OpenFileDialog()\n", "# filename" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Check that the data file exists" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check that the file exists:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Perfect, file found!\n" ] } ], "source": [ "import os\n", "if os.path.isfile(filename):\n", " print(\"Perfect, file found!\")\n", "else:\n", " print(\"Sorry, file:\\n%s not found\" % filename)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load the selected file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can finally load the data and store it in a variable called `d`:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "d = loader.photon_hdf5(filename)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you don't get any message, the file is loaded successfully.\n", "\n", "We can also set the 3 correction coefficients: \n", "\n", "* leakage or bleed-through: `leakage`\n", "* direct excitation: `dir_ex` (ALEX-only)\n", "* gamma-factor `gamma`" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "d.leakage = 0.11\n", "d.dir_ex = 0.04\n", "d.gamma = 1." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> **NOTE:** at any later moment, after burst search, a simple \n", "> reassignment of these coefficient will update the burst \n", "> data with the new correction values." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# μs-ALEX parameters\n", "\n", "At this point, timestamps and detectors numbers are contained in the `ph_times_t` and `det_t` attributes of `d`. Let's print them:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([array([ 146847, 188045, 294124, ..., 47999863658,\n", " 47999877783, 47999955353])],\n", " [array([0, 1, 1, ..., 1, 1, 0], dtype=uint32)])" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.ph_times_t, d.det_t" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need to define some ALEX parameters: " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "d.add(det_donor_accept = (0, 1), \n", " alex_period = 4000,\n", " offset = 700,\n", " D_ON = (2180, 3900), \n", " A_ON = (200, 1800))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here the parameters are:\n", "\n", "- `det_donor_accept`: donor and acceptor channels\n", "- `alex_period`: length of excitation period (in timestamps units)\n", "- `D_ON` and `A_ON`: donor and acceptor excitation windows\n", "- `offset`: the offset between the start of alternation and start of timestamping \n", " (see also [Definition of alternation periods](http://photon-hdf5.readthedocs.org/en/latest/phdata.html#definition-of-alternation-periods)).\n", "\n", "To check that the above parameters are correct, we need to plot the histogram of timestamps (modulo the alternation period) and superimpose the two excitation period definitions to it:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bpl.plot_alternation_hist(d)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the previous alternation histogram looks correct, \n", "the corresponding definitions of the excitation periods can be applied to the data using the following command:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# Total photons (after ALEX selection): 2,259,522\n", "# D photons in D+A excitation periods: 721,537\n", "# A photons in D+A excitation periods: 1,537,985\n", "# D+A photons in D excitation period: 1,434,842\n", "# D+A photons in A excitation period: 824,680\n", "\n" ] } ], "source": [ "loader.alex_apply_period(d)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the previous histogram does not look right, the parameters in the `d.add(...)` cell can be modified and checked by running the histogram plot cell until everything looks fine. Don't forget to apply the \n", "parameters with `loader.usalex_apply_period(d)` as a last step.\n", "\n", "> **NOTE:** After applying the ALEX parameters a new array of \n", "> timestamps containing only photons inside the excitation periods \n", "> is created (name `d.ph_times_m`). To save memory, by default, \n", "> the old timestamps array (`d.ph_times_t`) is deleted. Therefore, \n", "> in the following, when we talk about all-photon selection we always \n", "> refer to all photons inside both excitation periods." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Measurement infos" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The entire measurement data is now stored in the variable `d`. Printing it\n", "will give a compact representation containing the file-name and additional parameters:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "data_0023uLRpitc_NTP_20dT_0.5GndCl G1.000 Lk11.000 dir4.0" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To check the **measurement duration** (in seconds) run:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "599.9994331624999" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.time_max" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting basics\n", "\n", "In this section basic concepts of plotting with FRETBursts using the\n", "timetrace plot as an example.\n", "\n", "To plot a timetrace of the measurement we use:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(d, timetrace);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, `dplot` is a generic wrapper (the same for all plots)\n", "that takes care of setting up the figure, title and axis \n", "(in the multispot case `dplot` creates multi-panel plot).\n", "The second argument, `timetrace`, is the actual plot function. \n", "All the eventual additional arguments passed to `dplot` are, \n", "in turn, passed to the plot function (e.g. `timetrace`).\n", "\n", "If we look at the documentation for [`timetrace`](http://fretbursts.readthedocs.org/en/latest/plots.html#fretbursts.burst_plot.timetrace)\n", "function we notice that it accepts a long list of arguments.\n", "In python, when an argument is not specified, it will take the default\n", "value specified in the function definition (see previus link).\n", "\n", "As an example, to change the bin size (i.e. duration) of the timetrace histogram,\n", "we can look up in the [`timetrace` documentation](http://fretbursts.readthedocs.org/en/latest/plots.html#fretbursts.burst_plot.timetrace)\n", "and find that the argument we need to modify is `binwidth`\n", "(we can also see that the default value is `0.001` seconds).\n", "We can then re-plot the timetrace using a bin of 0.5 ms:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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NRrvlZ8+eBQC7blEqlcq2/PZtGzRo4NCqsHfvXsyYMQOdO3fGokWLXPqObdq0QVZWlq2wbz22Xq+32664wMoV4eHhiIuLQ8eOHfH444/bxhkVN3mA0Wh0+LzU1FQAxXe5K4t1fElKSorrCS/D2LFjERUVhQ8++MDlCSCKEx0djbi4OLRs2bLCQcxjjz2GpKQkLFu2rNgWHes4kdvzWmpqKjIyMmx50hpUlnXNVTZnrxlXSZJkF7T36NEDABze5+Lr64u4uDjExcWVK98Brp076zuVtm/fXq7PIqKKYSBDRFXO09MTbdq0wbZt22y1noDlJXI7d+60/W1tkShaqJckCatWrXI4plKpLLZ1xdonvmihR6vVYsOGDS6nu3///sjLy8O2bdvslv/0008IDQ21dXOTy+Xo06cPfv31V7uubNeuXcPBgwdx77332u2/b98+zJgxAx07dsTHH3/sUhAjSRIOHz4MX19fW0EtODgYHh4eDi8VrezC1dChQ9GlSxesWrWq2Br9jRs32v29adMmAJZa8pJYv/vtv2XDhg1Rv359rF271iFAqyilUolnnnkGJ06cwJYtWyr12OVlDWISExOxdOnSEqepvvvuu+Hh4eEwQ91PP/0EQRDQv39/AJbzFxISgk2bNtkFa8nJyQ5drSqTs9eMKxITE/HXX3/Z7RsXF4e77roLq1atwpEjRyqc7qJcOXf9+vVDs2bNsGTJkmIrMgBLpcXts/cRUeVg1zIiqhZPP/00Jk+ejMceewyPP/44TCYTPv/8c6jValtXlB49ekChUGDWrFmYPHky9Ho9Vq5ciezsbIfjNWvWDNu2bcN3332H1q1bQxAExMXFoVevXli2bBmee+45jBkzBpmZmVi6dKlLwYJVr1690LNnT7zxxhvQaDSoX78+fv75Z+zduxfvv/++XT/7mTNnYtSoUZg6dSqeeOIJ6PV6LFy4EAEBAXj88cdt2x05cgQzZsxAcHAwnnzySZw+fdruM5s0aWKbwnnatGlo3rw5WrRoAX9/f9y8eRM//fQTDh06hNdff902M5QgCBg6dCjWrl2L+vXro3nz5jh+/LgtkCjOgQMHig1GevXqVeo5+fe//434+Hh8/PHHdtMgKxQKLFu2DHl5eYiLi7PNWnbPPfegU6dOJR7P2pq1ceNGNG7cGJ6enggNDUVYWBhef/11TJs2DaNHj8ajjz6KevXq4fr169i7dy/mzZtXajrLMnjwYHz55ZdV/p4RZ2i1WkyaNAmnTp3Cyy+/DJPJZDcdcGBgoO1dL/7+/pg2bRo+/PBD+Pv7216IuWjRIsTHx9tmOBNFEU8//TReffVVzJgxA6NHj0Z2djYWL17s0hgxV7lyzbz88stYt24dfv31V0RGRgIAHn30UXTq1AnNmzeHl5cXzp49iy+++AKCIODpp5+2+6z3338fkyZNwqOPPooRI0bgrrvuQmBgIHJzc3HmzBn8/vvv8PLycvk7uHLuZDIZPvroIzz++OMYM2YMxo4di65du9peiLl161bs3LkThw8fLsfZJKKyMJAhomrRs2dPfPTRR1iwYAGeeeYZhISEYOzYsdDpdLYplBs3boxFixZhwYIFmDlzJvz9/TF48GA8+uijeOKJJ+yO98gjj+DcuXOYP38+cnJyIEkSzpw5g+7du+Odd97B559/jqlTpyIsLAyjR49GYGAgXnnlFZfTvWjRIsyfPx8LFy5EZmYmGjVqhP/7v//DoEGD7LZr3Lgxvv32W3zwwQd4+umnIZPJ0K1bN3z00Ud20/D+8ccf0Gq1SE5OxsSJEx0+75tvvrG9Ub1Dhw7YunUrVqxYAY1GAx8fH7Ru3RpLlixxmLXM+m6WL774Anl5eejatSs+/fTTEqenvf1N9VZlteK0adMGAwYMwLp16/Dkk0/aCtgKhQKffvop/vvf/+KTTz6BSqVCfHw8XnjhhVKPp1ar8c4772Dx4sWYNGkSDAYDnnrqKcycORN33303li9fjo8++gj//e9/odPpEB4eXq4pd28nCAKef/55uyCzpty6dQsnTpwAgGLfkTN8+HC8++67tr+nTZsGLy8vrFixAkuXLkVISAimTJmCqVOn2u0XHx8PwJInnnrqKURGRuLJJ5/E4cOHcejQoSr7Ps5eM2azGSaTya7Vo1mzZti8eTO+/PJL6HQ6BAYGolu3bpg+fbrDtN+BgYH44YcfsGrVKvzyyy/YvHkz8vLy4O3tjSZNmmDChAm2c+AqV85d/fr18dNPP+Hbb7/Fb7/9hpUrV8JgMCAkJASdOnXCd999Z5vWmYgqlyBVRgdhIiKqs2bPno2tW7dWaZclIiKi23GMDBERERERuZ07qmvZkiVLkJCQgISEBCQlJSEyMtJhRpOibt26hXnz5mH37t3IyclBTEwMJkyYgNGjRxe7/aZNm/Dll1/i/PnzUKvV6NmzJ5577jlb314icg9msxlms7nUbW5/MznVPrfPjHU7URSrdHpqZ9zedep2xb2wsTbiNUNEtdEd1bUsNjYW/v7+aNmyJRISEuDt7V1iIJOdnY1Ro0YhJSUFEydORFRUFLZv345du3Zh5syZeOqpp+y2X758Od566y106NABQ4cORUZGBr7++msolUqsWbOm0t91QERVZ9GiRbZxOSXZvn17iS9+pJqXlJSEfv36lbqNdaxNTerbt2+p72zp0qULvv3222pMUfnwmiGi2uiOCmQSExNtLw8bPHgw8vLySgxk5s2bh88++wyLFi3CfffdZ1s+depU7Nu3D5s3b7YdKyMjA3379kXDhg2xatUqW63TiRMnEB8fj5EjRxY7QJOIaqeUlBTcvHmz1G1iY2PLNdMZVQ+9Xu8w3fTtrLOf1aQzZ86UOn20l5eX3QsdayteM0RUG91R7cC3vwG5NBs3bkRUVJRdEAMAjz32GHbu3InNmzdjypQpACy1THl5eZgwYYJd03lcXBw6d+6MzZs34z//+Q9v4ERuIiwsrMYLuFQxSqWy3C86rU6xsbE1nYRKwWuGiGqjOjnYPzU1FdevX0e7du0c1rVv3x6CIOD48eO2ZdZ/t2/fvtjtc3NzcfHixSpLLxERERER2auTgUxKSgoAIDw83GGdUqlEQEAAbty4YVtmbU4vbntrDZX1mEREREREVPXqZCCj1WoBoMSuYB4eHrZtACA/P7/E7T08POy2cdUdNESJiIiIiKja3FFjZJylUqkAoMQBmFqtFsHBwba/1Wq1bXvrvlY6nc5uG1cJgoDs7HyYTKVPa0kkk4nw9VUzv1CZmFfIFcwv5CzmFXKFn5+6yqfAr5OBjLU7WNHuY1Y6nQ6ZmZno1KmTbVloaKht+5iYGLvtrV3KKjII0mQyw2jkDYGcw/xCzmJeIVcwv5CzmFfIGdXR6ahOdi0LCQlBeHg4jh496rDu6NGjkCTJbjYc67///vtvh+3//vtveHp6usX0mUREREREd4o6GcgAlvfMJCUlYdu2bXbLly1bBrlcjoEDB9qW9evXD2q1Gt9++63dm6RPnDiBw4cP44EHHuDUy0RERERE1eiO6lq2bt06XLt2DQCQnp4Og8GAjz/+GADg6+uLhx9+2LbtlClTsHXrVrzwwgtISEhAVFQUtm/fjp07d2L69Ol276QJDAzEs88+i3feeQcTJkzAsGHDkJGRga+++grBwcF4+umnq/eLEhERERHVcYJ0B02bNWHCBBw6dKjYdZGRkdixY4fdsps3b2L+/PnYtWsXNBoNGjRogPHjx2Ps2LHFHmPDhg1YtmwZLly4ALVajR49emDWrFkuvYizOBkZuexrSmWSy0UEBHgxv1CZmFfIFcwv5CzmFXJFYKAXZLKq7fx1RwUy7oo3BHIGHyDkLOYVcgXzCzmLeYVcUR2BTJ0dI0NERERERO6LgQwREREREbkdBjJEREREROR2GMgQEREREZHbYSBDRERERERuh4EMERERERG5HQYyRERERETkdhjIEBERERGR22EgQ0REREREboeBDBERERERuR0GMkRERERE5HYYyBARERERkdthIENERERERG6HgQwREREREbkdBjJEREREROR2GMgQEREREZHbYSBDRERERERuh4EMERERERG5HQYyRERERETkdhjIEBERERGR22EgQ0REREREboeBDBERERERuR0GMkRERERE5HYYyBARERERkdthIENERERERG6HgQwREREREbkdBjJEREREROR2GMgQEREREZHbYSBDRERERERuh4EMERERERG5HXlNJ6CmLFq0CIsXLy5xvVwuR0JCQpnbPvLII3jllVeqJI1ERERERFS8OhvI3Hvvvahfv77D8jNnzmDp0qXo06ePw7qXXnoJAQEBdssaN25cZWkkIiIiIqLi1dlApnnz5mjevLnD8tdffx0AMGrUKId1/fv3R1RUVJWnjYiIiIiISscxMkXk5+fj559/RlhYGO6+++5it9FoNDAYDNWcMiIiIiIiKqrOtsgUZ/PmzdBoNJgwYQJkMpnD+mHDhkGj0UAURbRo0QKTJ0/GwIEDK/y5MhnjSSqbNZ8wv1BZmFfIFcwv5CzmFXKFIFT9ZzCQKWLNmjUQBAEjR460W+7j44P4+Hh06NAB/v7+uHr1KlasWIFnn30Wly9fxvTp0yv0ub6+6grtT3UL8ws5i3mFXMH8Qs5iXqHaQpAkSarpRNQGFy9exAMPPIDu3bvjq6++KnN7rVaLUaNG4dKlS9i2bRsiIyPL/dnZ2fkwmczl3p/qBplMhK+vmvmFysS8Qq5gfiFnMa+QK/z81BDFqm29Y4tMgTVr1gAA4uPjndpepVJh0qRJmD17Nvbv34/Ro0eX+7NNJjOMRt4QyDnML+Qs5hVyBfMLOYt5hZxRHU0l7OQIwGg0Yv369fD398e9997r9H7WVpj09PSqShoRERERERWDgQyAnTt34tatWxg6dCiUSqXT+125cgUAEBwcXFVJIyIiIiKiYjCQQWG3suLeHWM0GpGRkeGwPDs7G0uWLIFCoShxqmYiIiIiIqoadX6MTEpKCvbu3Ys2bdogNjbWYX1eXh569eqFe++9F7GxsfD390diYiLWrl2LtLQ0vPzyywgLC6uBlBMRERER1V11PpD56aefYDKZShzkr1KpMGTIEBw/fhx79uxBXl4efH190bZtW0ycOBHdu3ev5hQTERERERGnX64FMjJyOfsHlUkuFxEQ4MX8QmViXiFXML+Qs5hXyBWBgV5V/vJUjpEhIiIiIiK3w0CGiIiIiIjcDgMZIiIiIiJyOwxkiIiIiIjI7TCQISIiIiIit8NAhoiIiIiI3A4DGSIiIiIicjsMZIiIiIiIyO0wkCEiIiIiIrfDQIaIiIiIiNwOAxkiIiIiInI7DGSIiIiIiMjtMJAhIiIiIiK3w0CGiIiIiIjcDgMZIiIiIiJyOwxkiIiIiIjI7TCQISIiIiIit8NAhoiIiIiI3A4DGSIiIiIicjsMZIiIiIiIyO0wkCEiIiIiIrfDQIaIiIiIiNwOAxkiIiIiInI7DGSIiIiIiMjtMJAhIiIiIiK3w0CGiIiIiIjcDgMZIiIiIiJyOwxkiIiIiIjI7TCQISIiIiIityOv6QTUpNjY2BLXHT58GL6+vra/b926hXnz5mH37t3IyclBTEwMJkyYgNGjR1dHUomIiIiIqIg6HcgAQKdOnYoNRtRqte3f2dnZGDduHFJSUjBx4kRERUVh+/bteO2113Dz5k089dRT1ZlkIiIiIqI6r84HMtHR0Rg2bFip23z++ee4cuUKFi1ahPvuuw8AMHr0aEydOhWffvophg0bhujo6OpILhERERERgWNkAAB6vR4ajabE9Rs3bkRUVJQtiLF67LHHYDAYsHnz5qpOIhERERERFVHnW2S2bt2KDRs2wGQywd/fH/3798czzzyDkJAQAEBqaiquX7+OwYMHO+zbvn17CIKA48ePVygNMhnjSSqbNZ8wv1BZmFfIFcwv5CzmFXKFIFT9Z9TpQCYuLg73338/YmJikJ+fj4MHD+LHH3/E/v37sWrVKoSGhiIlJQUAEB4e7rC/UqlEQEAAbty4UaF0+Pqqy96IqADzCzmLeYVcwfxCzmJeodqiTgcya9assft76NCh6Ny5M1588UUsWrQIb731FrRaLQBL0FIcDw8P2zbllZ2dD5PJXKFj0J1PJhPh66tmfqEyMa+QK5hfyFnMK+QKPz81RLFqW+/qdCBTnAcffBALFy7Erl27AAAqlQqAZRxNcbRaLYKDgyv0mSaTGUYjbwjkHOYXchbzCrmC+YWcxbxCzpCkqv8MdnIsRmRkJDIyMgAAYWFhAFBs9zGdTofMzMxiu50REREREVHVYSBzG0mScPXqVVsrS0hICMLDw3H06FGHbY8ePQpJkhAXF1fNqSQiIiIiqtvqbCBz69atYpd/++23uHHjBvr27WtbNnjwYCQlJWHbtm122y5btgxyuRwDBw6s0rQSEREREZG9OjtGZsmSJfjjjz/Qu3dvREREQKfT4eDBg9i5cydiYmLw1FNP2badMmUKtm7dihdeeAEJCQmIiorC9u3bsXPnTkyfPp0vwyQiIiIiqmZ1NpDp1q0bLl68iA0bNiAjIwOCIKB+/fqYOnUqJk+eDB8fH9u2fn5++O677zB//nysWrUKGo0GDRo0wBtvvIGxY8fW4LcgIiIiIqqbBEmqjjkFqDQZGbmc/YPKJJeLCAjwYn6hMjGvkCuYX8hZzCvkisBAryp/eWqdHSNDRERERETui4EMERERERG5HQYyRERERETkdhjIEBERERGR22EgQ0REREREboeBDBERERERuR0GMkRERERE5HYYyBARERERkdthIENERERERG6HgQwREREREbkdBjJEREREROR2GMgQEREREZHbYSBDRERERERuh4EMERERERG5HQYyRERERETkdhjIEBERERGR22EgQ0REREREboeBDBERERERuR0GMkRERERE5HYYyBARERERkdthIENERERERG6HgQwREREREbkdBjJEREREROR2GMgQEREREZHbYSBDRERERERuh4EMERERERG5HQYyRERERETkdhjIEBERERGR22EgQ0REREREbkde0wmoKZcuXcKGDRuwf/9+XL16FTqdDvXr18eAAQMwceJEeHp62rZdtGgRFi9eXOxxHnnkEbzyyivVlWwiIiIiIkIdDmTWrl2LFStWoE+fPhg8eDAUCgUOHjyIBQsWYPPmzVi1ahVUKpXdPi+99BICAgLsljVu3Lg6k01ERERERKjDgcz999+PKVOmwNfX17Zs7NixaNCgAT799FOsXbsW48ePt9unf//+iIqKqu6kEhERERHRbersGJm4uDi7IMbqgQceAACcOXOm2P00Gg0MBkOVpo2IiIiIiEpXZ1tkSpKSkgIACAoKclg3bNgwaDQaiKKIFi1aYPLkyRg4cGB1J5GIiIiIqM5jIFOEyWTCxx9/DLlcjiFDhtiW+/j4ID4+Hh06dIC/vz+uXr2KFStW4Nlnn8Xly5cxffr0Cn2uTFZnG8bIBdZ8wvxCZWFeIVcwv5CzmFfIFYJQDZ8hSZJU9R/jHt5880189913eOaZZzBt2rRSt9VqtRg1ahQuXbqEbdu2ITIysppSSUREREREbJEpMH/+fHz33XeIj4/H1KlTy9xepVJh0qRJmD17Nvbv34/Ro0eX+7Ozs/NhMpnLvT/VDTKZCF9fNfMLlYl5hVzB/ELOYl4hV/j5qSGKVdt6x0AGlvfEfPrpp3jwwQcxZ84cCE62hVlbYdLT0yv0+SaTGUYjbwjkHOYXchbzCrmC+YWcxbxCzqiOPl91vpPj4sWLsXjxYgwdOhRz5851KXK8cuUKACA4OLiqkkdERERERMWo04HM4sWLsWjRIgwZMgTvvvtusUGM0WhERkaGw/Ls7GwsWbIECoUCd999d3Ukl4iIiIiICtTZrmUrVqzAokWLEBERgZ49e2LTpk1264ODg9GzZ0/k5eWhV69euPfeexEbGwt/f38kJiZi7dq1SEtLw8svv4ywsLAa+hZERERERHVTnQ1kTpw4AQC4du0aZs+e7bC+S5cu6NmzJ1QqFYYMGYLjx49jz549yMvLg6+vL9q2bYuJEyeie/fu1Z10IiIiIqI6j9Mv1wIZGbkcNEdlkstFBAR4Mb9QmZhXyBXML+SsmsgrWpMWO6/9hr4R98JD5lEtn0mVIzDQq8rfOVSnx8gQERERUe317blleP/EO1h+/quaTgrVQgxkiIiIiKhWSs5LLPh/Ug2nhGojBjJEREREVEtZ3u3HkRBUHAYyRERERFQrCdZABgxkyBEDGSIiIiKqlUSBLTJUMgYyRERERFRLsUWGSsZAhlyy98ZuXMq5UNPJICIiuqMcTfsL+1P21nQyah12LaPS1NkXYpLrzJIZ//nrJQDAjoG/13BqiIiI7hyzDj4FgM/X2xV2LeM7jsgRW2TIaTqTtqaTQERERHWKtUWGyBEDGXKaloEMERERVSNBYNcyKhkDGXKazqSr6SQQERFRHWIdIwPOWkbFYCBDTmOLDBEREVUnayBjZosMFYOBDDlNa8qv6SQQERFRncRAhhwxkCGnsWsZERERVSeBL8SkUjCQIaexaxkRERFVJ75HhkpToffI5OfnIzk5GZmZmcVGyp07d67I4amW4fTLREREVJ04axmVplyBTH5+PubOnYsff/wRJpPJYb0kSRAEAadPn65wAqn20Jv1NZ0EIqojJEmC1qSFWq6u6aRQLaE36SAKMsjFO/td3tYyFFkUzlpWs+mg2qlcd4O3334ba9asQa9evdCtWzf4+/tXcrKoNjJJjkErEVFV+O7CN1h6dgmW3r0cDX0a1XRyqBYYsLUPGno3wtJ7ltd0UqqUGWbIIKvpZNQahbOWmWs4JVQblSuQ+e233zBo0CDMmzevstNDtZhRMtZ0Eoiojvjh4ncAgISM4wxkKlFCxgmEqsMRogqp6aSUyyXNxZpOQpUzS2bIBAYyVhwjQ6UpVyCj1WrRtWvXyk4L1XJGMwMZIqoeZlhagEUW6CqN0WzEzD+ehCjI8NsDe2s6OS6pSz0CzBJbHoqydbNjHEPFKNesZa1atcKVK1cqOy1Uy9WlBwkR1SyT2RrIcHLNymIwGwAAZje8l9elyWbc8fepSmyRqTwaQw7eO/423j32FjJ1GeU+zoXs8/jy7Ge1Ykrscj0hZs2ahbVr1+L48eOVnR6qxUxskSGiamLtD89ApvIYJUNNJ6HctHf4e8yKtsKw0vA2BS0ybKmquE9OL8KWpJ+xLXkzFiS8X+7jPLHvESw//xX+yar5Sb2c6lr20ksvOSwLDw/HQw89hHbt2iE6OhqiaP+wEQQB77zzTuWkkmoFjpEhoupiKii0cKxA5XHn7sFaU35NJ6FKFQ1e1l1Zi4ebPFpziakl/k77E3P+fg2tA+JqOil3jFyjxvbvyqgcqA1Bt1OBzE8//VTiur/++gt//fWXw3IGMpXPLJmRpkursUGaDGSIqLpYu9cwkKk87hzI3Oldy4oWCL88+5nbBTKZugx4yj2hlHlU2jEXnHwfWfpM7E+xjOdiGaQyFE7r7SFW3m9Vk5wKZP7555+qTgc5YcWFr7Hs7OdY0O1jtAlsV+2fb+2zTkRUXdidpPIY2LWs1nLn52u+MQ8jtg9C+6COmNd1UaUd10Omsvtbb+K77CqqaFddD5my4sdDzb/viJ2Pa7G/bh3BFc1l299bk34BAJxIP1Yj6TE5WRsiSRK2JW9GriG3ilNUOxxN+wuXcy7VdDKoDriUcwHH04/WdDKqFWthK4/R7L6BTNEWmdOZp3Ams+b75lemsrronM36B6czE6opNa7RGC3P+r/T/qzU46puD2TMd3YwWx2Khh3KSmiRMdeCCRgq/Hrc8+fP4+rVqxAEAdHR0WjSpEllpKvOM0tmPH/oXwCAHQN/B1Dk7bY1xFjkRlvam4d3XP8V7x57Cz3D7sFbHd+truTVmFkHnwJQ+DsRVZVJeycAqFt5zZ1rqmsboxufy6JjZGb8PhnAnXUdlFVROHX/4wBq53c2mKumpcTjtm5qBjcOxGsLoUj7haISWmRqQ+VIuVtkfv/9dwwYMABDhgzBjBkzMH36dAwZMgQDBw7EH3/8UZlprJOy9JkOy2p66sGi/atLe8PuzfwUAMC5rDNVnqaaVhumHqxLVpz/GtuTt9V0MmotSZKw5J+PcPDmnXMPZotM5eGsZbWXq10oNQYN3j76hu15W5OKtpYtPfNppR3XsUWmagKmP28dxqenF7vt89xkNuL/TvwPZ7PKHgZStALaXAkVG1UVxLqiXIHM77//jieeeAIpKSmIj4/HSy+9hNmzZyM+Ph43btzAE088wWCmgtJ1aTWdBAdFm741Bk0pW9YdteEivtNZp/3WmrRYenYJ3j72Rs0mqBYoqRtKlj4TP1xcgX8feLaaU1R1anstrDtNS1/bz2Vp6tJgf2f8cHE5tl/bhnePvVVFKXJe0SBzxYVvoK+koNNb7mP3d1WNkfn3oaex6tJ3yNSX/70qNenPtCPYlLgeM35/osxti/ajqYzA0FAL7n/lCmTmz5+P4OBgbNmyBXPmzMEjjzyCiRMnYs6cOfjll18QGBiIBQsWVHJS65ZUbart3wduVn5TclJuIvr+0gO/p+xzep+iD+x03a0St7O2HGmMOej7Sw/8eHl1+RNaDS5kn0ffX3rgz1uHXd43/w59uCbnJqHvLz2w58auGk3H/BPvYdC2/kjOTcLF7PM1mpaSXM+7hn6/9MT+lD3V9pklFRTe+PsVu79XX/wBfX/pgRxDtlPH/TBhHh7bM86hZlJv0uOBLX2w7OznACzfue8vPbDr+o4Sj5Wpy0D/X+7Cpqvr7JZP3P0Q3jn6plPpAWp3oHAh+zwGbuuHT04vrLRj/nXrCPr+0gMXss85vc+sg0/hmQPTy9yuaOvW9xdX4L7N9yDPWPljGW/mp2DItvuw98buSjnehyc/wP+O/7fE9R+d+hBDt91f7RNDLEr4P4z8bZBLNfl6kw6DtvbHV2e/sFu+t4R77c38FPT9pYfDcmtXb43RuUrFvTd2o98vPXEj77rTaXXW7VNj5xnzKnzM5w7OxNbkX+yWVWbF4YGb+9H3lx64qil8uXtFC/bPH/wX/n3o6YomzSlns86g7y89cCL9mK23jDPBsFBksL+uEsYc1YbK3HIFMmfOnMGYMWMQFhbmsC48PBxjxoy5I2c627RpE0aMGIE2bdqga9eumDVrFpKTkyvt+Om6dNwqCGAu5hQW2r48uwTpunRcy7N8lhlmnM8+69LN0ySZcCnnAgDgRt51rLuyBgDw6WnnZxgp+hBM05bcYqQtKNxbb2aLT813+jMAQGfS2d1cypKcm2SbWCBVm4oMXbpLn2ctaH1z7kuX9gNKriWUJAnH0v/G9bxrtmVXNJdtNaI5hmzcyHfugWI5H5ddTptVui6tzBa+TF0GUvNv2v7eXVBAvT1/3Mi7XimtcfrbvpPGkGN3rqw2Jq6D3qzHyYzj2HH9N9vyC9nncSH7vF3AX1N+T9kLCRLePVZyQcsqo8g1XhJJknA++ywAy/e0Fs6KTvyhNWkhSRJOpB9DepH8XnQigDPpZ7DopOXaO19QKC567OKsv7IWVzSXkVukcJuuS8fZ7DPQmXX49vwy5Blz8f3FFQCAj04tKPFYxzOOwQwz/u/ke7Z7gkkyITH3Kn67ttUhQLmedw0aQ44tnVYldS27qrlSaTW/VmnaW07fPyRJwuakjTCYDVh96ftKS8M35y33oU//WWw7H6W5kH0eR9P+cmoSiKLdgz/75yMYJSP23Sg+AE/Nv2l783emLgNH0/5CvhMF1FxDLuaffA+5Rg3+85fjO+hcYb0vrb/6Y7Hrrb//2ss/QGPMcShAZ+mznO56VfRay9Cl290P8435SNRctf1tlsy4kH0OP11Zgwx9BvJNjueluHu80WzEn7eOIN+UZ/udrc6U8GJB69TDVsm5STiffRbygmnJrfcFk9loe8Zbvs85u+to7rE3IUFyqWL0ljYVqfk3cSnnou2zbc/a/Js4lvY3LmZfQI7evqIkz5QHvUlfoUlwips4QG/WO5R7JElyCPqd+exPCp5tvyZvsS1zJQDL0mc5/L5/pR2xVYhKkoTj6UeLfa5VlCRJeOOvlwEAqy6tdKk1r+hY68q4f17MuQC9SY+k3MQam4iqXIGMr68vvLy8Slzv7e0NHx+fEte7o+XLl+O5556Dh4cHXnrpJUycOBH79+/HQw89hJSUyumjOnr7UIzeMQwAHPo6jto+2PbvVRdXYsq+R+0uwLIsPbMEk/ZOwOHUgxi3a2RhK0kJA/aLU/RiSSulRSZbn+X0MYvzztE38eiesUjOTSpz2zxjLibsHo0XDz8DABizYxhGFjlXVU1bJJApeoP98fIqPHtgBsbvGgWT2YizWWfw2J5xmH/yPQDA5L2PYNzOkU7VIM4/+R4e3TMOF7MvlLltcUZtH4JR24eUus3Du+MxZueDpQbHJrMR43aNxPT9k8qVjqL+d/xtPLpnnO0h/Nie8Ri/a1SJ5+N/x/+LHy+vsv39xL5H8MS+RzCm4HqpSd4Ky70u14ma0ZHbB9uu8ZKsvPAtpux7FO8cfQNP7HsE319cjovZF/DYnnG2bbQmLU5nJuDpA9Pw4qHiu5GN2jjK9m/r77opcT2m7HsUPyducNi+6CyDRVtcR20fjH/98aTt71f/fBEbr5b8bjErc5H7hbX7i7VgDACfnfnE9m+9SY/xu0bhmQMzCr5fYQ1vcYFMouYqHt0zFu8cm1NmOlwRv2Oo0/ePn66sqZLWZuu7Hf68dbjMriIn04/jiX2POH3s4rqWvXv8LYeKI0mSMGbng5iwezQAYMT2QZh18Cn8p6DwVJr5J9/DwdTCruUVaQEYu3MExux8sMT1r9+WntsDv4d3jcJDO4eX+Tn7U/ba3lQOWK7Top/770P/wsQ9D9laNlec/xpP7JtoW59TTMBpvccXvad+cnohXvnz38Wm4UwJ4xtuHxs7YfdoTNn3KHYXtOAYzHpk6TPx2ZlPMGnvBPyd9id+S96KJ/ZNxNoi90zrs8pT4VnCWXA0escwjNn5ICbtfRhH0/7ChN2jMW2fZaKFkb8OxbMHZ2DyvgmYc/R1u/3yjXl4++gbeHzveCTlJjr9eWWRIDm0mmy4+hOe2DcRmxM32ZZ9duYjPL53PE6mHy/xWNYC/abE9Xbpdtb4XSMxbudI299FKwlMZiPWX/kRzxyYjvG7RlV6l86fE9fbgqhwdT27fH8s7e9S9y36jM2vhJfMfnt+GV458m88snsMnj4wDVuSfq7wMV1VrlnLBgwYgJ9//hnjx4+HXG5/CIPBgJ9//hkDBgyolATWBhkZGZg3bx5atWqFb7/91vad7777bsTHx2PhwoV4++23K/w51gH0ay79UGqXHmuB6ePTH+K3a1uRpc9Cl5BuiG84FpuTNsFf6Y8rmstIyb+OZ1u/AG+FD3YW1GYfTL2tNqbgJptjyMYviZZ9m/g2Q3JeEnZc+xXPtrbcdLclbca25M223W7mp+Cbc18i1q8FuoZ2BwD8lrwVV3OvlFjjsyXpZ/x56zCebf1veMq98NetI1h3ZS2mtngKEZ6R2JL0M3QmHfamWL77O8feRIgqBEazEZNjp0EQhIIa6DTkm/JxPuss6ns3AACcykzAvw8WNukuSvg/jIgZjUivKFv6c425GB4zyiFdpQVz+cY8fHt+GZJzk3FPvd4I8ghGQ5/G2Jr0M0bGjLZrkfn0n8UIU4dDISrsHiCv//UyUgpuOluTfsELbV5BqtZS2/fsgRkY1mAENAYNzJIZPcLuQqja0tJpMBvw4+XVtvP+6K7xGNt8LJp6toDZLOGK5jK6hfZEC/+WAIBsfTZ+vLwKSlGJEHUoEnOvomtId1s6vjr7BbqEdMNNbQruCuuFxafmQxRkiPaqb6uJSs5Lwr4bu6E1W76X9WZ/MuMELhTU5CflJWJ/yl74KfyQa8zFn7cOoX/k/fgr7U+MaBCPg6l/IMgjCC0DWuNo2l/48fJqPNl8hu23MEkmW358++h/0DfiPltg/OetQ8gz5uF6/nWMaVhYcC/N+itr4aPwxWXNJXQP7YkW/q3wd9qfllpVbSraBbbH1+e/hFqmQo+wuxHsEYK2Qe2hMWiwKXE9RsaMhkJUALDUMm5KXA9vhQ8eiBqMTYnrMaLBKOxN2Y10XTpGxYyxDZbMN+Zj/ZW1dhNf/HXrCDL1Gdh5fTtCVKEYEDUIjX0a48fLq3Ff1AO27X5L3opb2lQMj4nHodQD2Hj1J9T3jkGYOhwbE9dZtrlmmdTgizOf4vsLK+y+85y/X8Og6KEAgAs55/DXrSOILrgWivPFmU+xOOgznCiotZ934l3IBBnaB3XEHyn7MazBCCw69X+27fen7EVybjKO3DrocKyjafYvQD6W/jfyjXnoFtoTF7Mv4ELOOTT3a4kPTsy1bbPnxk7sub4T4Z71bMtWX1qJ+IYP4WZ+Cr4+txSApSV62dnPbdc1AKy8sBwPNhiJVRe/Q9eQHjidmQA/D3/bcb848ylEQcTlnEto6NMInYK7wGA24Gj6X2jgFYNUXSpGNIiHTBCx5vIq5BvzUN+7ATzlXghQBuB6/nX0rtfXruLkr1tH8PvNvWjo0xgn0o+hVUAchtR/EEdSDyHbkIU07S0cSj1gdx7Sdem4nHMR666sxbQWM3Ei4xia+jaDXFDg8zOfYGTMaCRknsDx9GOY2fJZaE35uJxzCaIgYm/KbkR6RuHBBiNxuMg5T8y9im1JmwHB0mLgKffE+MYTYZZMmH/yfYeuN99d+AaDox/E6kvfob53DIxmI4JVwdh0dQMmNp2ElRe+LTZ/fJywEA8ah2Hj2Z/xaNMn4Cm3FHZzjbl4+o9ptu2O3DqE/x37L1r4t0KoOgzH0/+GWu6JcY0fwfmss/jy7Gd26QeADxM+gARgeot/2X7XAzf3Qy33RNvA9rbttl/bhgbeMWji2wyApYWurK4vh1L/sKuNX5DwAXIM2egc3BUBHoG2lkWtSQuZIMOK818jwjMSu27sQIRnJAI9AjG64Thbr4Gvzn2Blv6tbcc7k3kaX579DKcKpj2ee3QOnmn9b4dKxA9OzEWUV33IBTnC1OEYERNvu8f/nLgeSpkHjqQetF3TVruu70CYOhzrrqxBYu5Vu3WfnF6EVO1NHEtzfOE4ACQV2T5VexM7rv0KANh4dZ1tso+PT3+IXde32z0HbuanYOmZT5Fv0iJcXQ8jY0bbDQDfnLgJh28dhJ/S3+7zrLNzXs655DCToPm2FoEcQ47tOf6/4//F+MaPINAjGMm5iegT0R9myYwfL69G34j+CPQIsu1nNBux9vIqDIgaVOx3BoB9N3bjWl4yQtVh+OPmPvxRUN54/8Q70Jt1GFJ/uK2C4V8HpuKVdm+goXdjXMg5h3sjB2B/yl6su7wGV3MtwXvRiZXyTfm4pU3FooT5qO/dAGeyTqNvxL0O6ZEkyfbM/DlxA/wUfnYVLqN3DENGkfE2P1/dAF+lL7L12Wjk2xi5hlx0D+sJwNLlL8AjEL+n7MHfaX+iuV9LSLAcv3NIV0R71Ue2IRtKUQlREJGqvYn/K6gQBSytkdbnFwD89+h/0DmkK4Y3GIULOefRPqgjPj61EL3q9cFVzRX8dm0rAMBL7oW/0/7E8fSj0Jm0OJWZgJExo7EpcQNGNBhl92LTLH0WtiX9ghEx8TBJZvx4xb4C58+0wm7525I3I0ufhWBVMII9QtDTvzPUMnWJv2dlEKRyTNNw/vx5vPDCC1AqlZg4cSIaNWoEQRBw/vx5fP311zAajXjvvfegVtsnPiIiotISXp3WrFmDV155Be+++y6GD7ev3ZkwYQISEhJw4MABKJXlm8ouIyMXOr0e9265p9j10V71HW5yxfGSe9l1CQGAfhH34ZV2b2DczpG4kX8d94T3wZ4bO23rQ1Vh+L7vT5jz92vYdX27wzG7hHSHCAEHbguA6ns1sN0Idgz8HRm69FJrMtffuwXDfrUEt4Ojh2FW3Iu2fr+hqjB8ec9yDN52b6nfTyEqXKrZGFp/OJ5p/W9oTVoM3NoXAPBdn7UIV9ez2+7DhHlYf2UtWge0wcLu9jOubEn6Ge8dtw9Se4Tehd9v7sOs1i+igXcMnj4wDc4SIeK3gfuK7fMMAA29G2HpPcsBAKsvrsQn/5Td9c86Hecbf73s9JiWJ2Kn4fMiNeJWRX9XwFLb812ftSWmN9AjyK7b2iNNHrd1mdgx8HfbfgHKAKztb6mp+TV5C+Y6UZP+ac8vbVOOuqLo55a2zbvH3sK25M2YEjsdDzV+GADwxN6JuJBjKRh5yb2Ra9Tg4SaP2mpqv7pnpa0wtvjUArtWouJ0DemOu8N744MTc9ElpJtD4fehRg/j+4vLXf6OgOP1MLHpJHx9bili/VoU203lw26fYOf17bZupYBlViCtSYtnW79gay0EgFYBcUjIOFFmGoI8gm1B6G8P7EP/zXcBALqF9HC4ZwDAi21etRvr0NyvJf7JOlXm5zTxbVZql7iyPNbsCQR5BNsFV0X9fN9vGP7bQFttb5RXfbuCIgCs6ru+1Na0Sc2exNKzSwAASlFpO5Za5unQ9ShAGWBX0LFqF9gBR9OLL7ha/a/z/+FExnFbnrxdSb+/K97sMNelbmHzu32EZwta00qiFJXYMmAXzJLZlk+s965sfTYe/G2A3bIl/3yEHy6uKP5gLvq21ypc1lzCa3++6LBucrOp+OKs8zNtjYoZg/0pe3E9v+QuQ66ev4qa22kePjgxt9SeElYhqlBbkAUA3/T6AVFe0QDsf4fSbHxwI4asK7mVf2TMGKy9/EOx6zbcuw1/3jqEN/9+FW0C22FBt49t61Zf+h6fnF6ITsFdcOTWoTLTUZynWz2PDxM+KHbdmn6b7Hq33O7NDnPx/cXlDu/r+fm+36CWF7ZkXctLxsO74suVPqtfH9gLk9mEAVt7V+g4ZbHe428XF9AWJzLsu4LV84zA9bxreKTJ43i02WTb8leOvIA/bu7D83EvIU13yzZW0hnbRv6Ket7h5f8CTihXINO8eXMIglDsu0SshyvuHSOnT7vnC6xef/11/PDDD9i6dStiYmLs1v3f//0flixZgvXr16N58+YuHzvnZjZ+nrkOIkwwyHMAsz9kZiBPDIBZKGztCsVOyCQzcsxtkCfzhRkeEIQcqExayCQg3SsdSm1TlNRb0Ntk6ZevEYPgIaRBggQdguBjygAgQSMLAQB4IBUmeMAIX7v9DDIgTZ2PVK9cNEhrAqWUb9vGQ8qETvAv+CQzABGhxvPwN12DXjTB6LUXGv1o5CMIZigBSQmDoIZSSodeCLRLZ3Pdr0hUxiIPERDETKhMJrTS7oav+Qb+9ByE9nnbcEnZFpeVloKqXNJCLumgFf1sx/BAKvLkEjzMAozmECikPJhkGgSbTyJfagrJbJnSUSMLgdKcC71o303SQ8qAwmxErhgEhZgGvRQEtZQGWUHFu/VcySVtwfcVECbtR765KfSCJzSyEAhCNpSSFpnqNIRqgpAjC4UgmSAJMsgkPQAJanM20lVm+BhEGKGACf526ZBLWoiSEXrRGzIhAyYpAL7mq1DI/8FVRUf46DxghjcAQIl0GEUjPA0CNLIQyCUdPKRs5AmBUArp0EuBkAQZ5NBAhnzopCD4mNOglwGiWYZ8MRAeSIUOIbbPFyQT1FI6zCKgRQg8zBroRG8I0MPLlAWTCOQLhduLkgFmQYFwwylIkEMreiNLFgEPpEJuAoyCCiZBCcAIo2A55ypzJuQFU8LmKySYzMEARKjM2dCKvpAJt2CSggvzb8G5t64HDAAUCDOcgUYWgDwhGF7mNJgFGfLEQNs5V0j5MAhqSIIOauEStObCa9XTnIo8MQSe5gzoFFmAMRwmKAFBhEJMhMEcDbV0CwrlAWQbij4EjQDkUEupkADIi+QPD3MOFJIWOtEbBsFSoeNlToNRNMMoSJBLAvQIgAg9PIULuBh2BI2TByJbZmmNuxm2Aq1vqZFruAtauQm+hjwY4ItspQSZBHgV/M6CZIKXOR06mQwGBBb8DkYIMEGJLMjMgu2cAUCA6TIyZDGQIQ8meMKgSAUgwV8nIFcMAWACIINc0kFlzoZJUCBftORLtZRq+b0lM3zNNxAs24or0kMwCY61bWpzJnSiJzxNWXa/myjpYBY8oDbfgiDmQWUUkC6PdshDVnkeqfDUhaA4Cikf/TWLcN7HC5elR2AQfGzfXyVlI0+0nA9vUyok0QCFWQed4I18sfB4tu8EQJDMkAQRkqCFAtkwmkMAQYDSnAe9WFiI8TRnIE8MgIc5B6HGC8gI/BWKrIeQIbN8Dw8pDTohCB5IhUGy3MclIR8ySYAZKiiE61jW8zPEpesx+NhoJCra2tKihy9MQmFNqCjp4WkuPIce5mzoRN/bzkM2DELhMpmkL7jOAAlmqKU0W97MFQPhZU53uHYFyQwvs6VCwvp88TalWu6RSIfCLCFXDIIo6WEWlLZ1xf0mPtJFKM163JC3h1F+E3JjaMG6XBgEL4iSEWZBDi9zGkyiGfKCyvxcWQAkyCFCDw9zPvJFP9t1W8gAUZJgFpQIMCZCKT+DFPS3nD9zKvLFEHiZ0iDAjHw5YJJCbOdWZrY8xxQFn6eXCdAjGAAQjm1IVLSFv06EBDnyxAB4m25BIwt2+I6230bIgdqkLbhu7FnvV1rRB0ahcAphUTLC02wJYCUB0Avedt8v0HsFTFl9kSUrUtkm5EFt0iNf9He4D1qOaX/NACi4V6uhRAr8jFqkyhvZ1smQC7UpDwYZ7O73QUhAttQICkkDhWSAXNIjTR5TcG4zoRV8IBWMy7H9/pIZnlI6TKJkO69W+XIJaqO1HCjYzqVCykd90w7sr38D6sz7Ea7Ph8EYCSM8HZ5BACDJbkImAYIEyEze0IueUJszbfelonnR9twouAbqGU7juqKF7RxZ869Cykek8TDU8mO4ZRqIttqf8V0TX4TeeLTwvApZMEt+UJmz4YFsZIlRACSYPNLhYTBDkiz5Sy7lwyiobemw3h+s5MJNBBkyoREDkS/42f1W1t8zXy7BIAO89XLkiYFQCDehMAkwwwNGQQFJzIFJslxH1nNkFvOhNpqgE73hb7oMk0wPlVFCnhiIXMHyfJcAGAUltKIfRCENZslyX1KYAK1ShNFU2Bpmz1KOs6bR8mwOta1VmzMBAL7mm0iRN3PYWybehNpg+e0HLhoF31DnuzOWR7kCmUWLFpX4MsTSPPXUUy7vUxtMnToVO3fuxLFjx6BS2c9rvmLFCsyZMwefffYZevXq5fKxNTezsfFfG5ArWjKUTNJDhBEGwf6HlyEfcrMRRsHD9pACLA9VreDtcCO7nbcp1a5QZS2UAoDKnGUXCBSlNmcV3BQKCzSu6qv5CDu8Z0CEDma4/ibZUOM5yCU9rilaIdB4Feny+qVur5KyIDfbp9n68AQs31cAkF/Cdy6OQsqDhzkXRW/IxSlaiIBkBoTSh6EV92AqL29TKsyC3HYTLfobF2UtUFj3sX62TNLZFaKs602C0uFcWdJd+rmwkkMDpdlgd3N3PFbp50Am6aCSNLbrpDSOhZ8yOPE7lcbTnA6xoGuF9aEBoNjCnvW76kQvu2s82HgJt+QNbX+HGC9AL6iRJdazdX20BhcAbIFaSZ9T+HmlF8as+5f0G5f2m9hXYBTPcq1J5b53lKWN9mdoRG9cVJZ87y167TubN4ruU5Yued/jkOdDziW4gC7kZwy8dBHbvWeWua1CyoNMMhYE7q67/Vr1MGtgEDwcnhmiZICnObNIRY0ORqH4+7Xdfa7UtJd+vlW4BblJgk7wgkGsWGHHWmkBOObdoteo1e152xrMuXIv9jSn267DorxNt1C0grAomaSH2mwf4DtLZc6GCFOJ91JneZtSIUFErqzs+2lxbg+erN+3JMV9zwjDKVxTtLRbJsAACfb5suixiztOcYGcs6yBToQhAdcUrZzap6TnlVzS2gWtzrBWRFlZj6k050EOrS1vFQ3cFFIWDIJzZZfi7uFyKR8qs8YhyC6JtQzo2nWRAVGylFeHLhxS5YFMucbIzJxZ9s33TpKfbxkQVVzXMQ8PD7ttXOUV4oO7c5dhi8/zAIAow0l4m1ORoLrfbjsT1DCJQLT+byQqC/sV98j7BgfU48rMZL3zPscFRRecVvVHQIQSjS9sxhF1PETJgM75a7DXyzKAO6C+NzKuFg5a7py/Cr7mVOQL3tju/a9yfccd3pYuB80GNMU/W8ruIne7m/Kmtn+XFcQAQI/2t+C59wfkC77Y7v0UBMmMUON53FBYauG75v8AQTJjl/fUYvcPNCYiWxZid5HH6vYixvAnJAA/+5Q84LWe8R8kKdoAADylLOQJJT9w/E3JuCvvawDAHs/HkS1zbH5VmPNgED1LLVQAgAJa9M77HDrBE796PwPAUsg77DnGbjulUkLrjh746w/Aw5yD3nmf43f1eKTLG6BlnBEnTtp/Ru+8z5EthmCP1xO2GmvrcgDYVMq5sGr7cAcEfTIN23wcB6X7ma7j7rxlAIC9no8iS2bf/dT6cGiu240Ghr/wi8/sMj+vof4w0mXRdoFBaZrp9+GsR/HdOp1xT+5SyGFpVcoUw7HP63GozNnonfe53fkJNZ5Dl3xL3+IrsWNx4lph+m5Pa44YAq3oiwBTEjJklrFF9Q1/oaXO0i3UBDk2+7wAwPJb/NH8P0hLtu926WlOR6+8z0rNrxGGBHTQrodGCHS4HnrnfY69no/Zaocb6P/CFWUH2/qyghgA6JK/CnJJb7sHWKnNWU5VJFgLGiU5riq5L71VM/0e/ONh6VraRLcfp1X9y9zHy5yGHJnjrJzF0d9WUA9XJOGGIQp+4i1kmYsPIj1SB2G7Yx1DsZrq9sPXfBMHPMc7t8Nteud9bnffaq3bgnzBH6duOw/hxjPooN1gy7Oxut1IUN2HIONlKCSt7f5pXXdKVXpXYABortuJE6qBxa4LNZ7D3UsmQffIAFxWdMBJVcXG1cbq9+Afjz6IMJxCB+06/OL9gi0Y7ZX7OWQwQWjaEtI5S1fGv7xG4poYa9vf35SMnvnfYr96AjLk0WUWTD3MObgndym2+DgO3u+d9xmA4u+PEcbTaKv9ucT1pWmr3QRfcyp+9S7/FL8ySWfJE2pP/IxnnNrH13TD7vkUq9uD06p+tr9765YCppJnzjqmGmRrebS6PYgBgKgO4Uj8y36GzV55n9nm2drs/TxMgtLueVjfcBSXlZ2d+h6304o+BWlxDGJKCpCsz77jHg/gapGyWHPdLpxUDbC7Z5elmX4vmuoLu+AeVD+EVHkjtNT9hnrGf2z3+O55y7HD29IQ0H1KO+z5vOzZ4HxMKeiVtxS7PKdAIwu25edWYVcQfeFHXFG0xwnVA2Uex1oGdCWv3pW7DEpokS6LAlD6REOVoVyBTF1jHeuj1+sdWmR0Op3dNq4SBAGqWa8An1uO08DwJ1TmHOSL/tDWa4HwVn6QlGpkG/1h3rsNDfQHEHNXPfyT0gDh0gWoEnKhL6jZlUOHRp39kXktH/KQIHjnXIa3hxYe9QIhNv4v6ksqGP9IR0S/xvD870U01e1FkOkqfEOViE3fjWwxBM3HjkdmkgbZybnwNt6EX+QjQPJVqG8kofXJLUiRN4WXOQNRYTnI7j8Z5n9O4OQJ+2i7+T3+uLDvJgxm+8BPHeiBDg83g/7sOZgvnYNn3z448oPjjCb1ArLga7gGX9MNHM7vU+K5a6C+BO+Mc5DBgHRFDJQh/vDp0x3eLZtC8jTAU6VGu8D68P/rJ0gqL3gqPaAO8YX3pWYQdHloG6pDoDINWVdzgPAoGHUmmLQGRN7bGdnzPkCaLAahfdsg5aoREacsfWaLa4cs2qLl06YJUNCD0kPSIA/2gYyn2oi8fMtlFycvvIF1zl+Nq4r2yBGDETyiP05utAw87pn3NdLl9RFqPI9/PHoj6baHgY1MXvCZeWgXmgC/No3gfasJmh7cC7U5C3nN7wb0etR/7F6oPAU0TdqOEOkycBroqF2Ha10mI2ZMd8gOvwUBEq7LW6Cx3jJg1NecijjPwwi+eQSZsnrwlmsgzngF5o/eRre876DzCICu6yAENQvA3u+KmeZZAFSvzUWb/deQdN6EiAYC1EnHkOTTHa0ayIDDUcCNJLTR/oJr8lYQYEaE8RTSZA0QaTiJxIbDENMgHMIuMzrmr8G16AFo1kWN3b/ICvOC/k/4m64jt2VvxETEICYnC0nnjyIwNhja8BbwStiOZHkrnL9Y2I2wff46aAUfNDQchpc5HUmKOKTKGwMAmnifw3lNU4evUlQ9n1TUu7nPFsQAQMAzMxD39Q4Ep1tmjukV9Qcyz6XBIKgQZTwBof8wQBQQ1eVu5B41I+tyOtKuFPZf7hZ6CAdudrHVvocZz6GR/iAyZJFoqD9S+HPDiA75P9q6HXV8sh1OfPo7Qq/vQ6bOB/miPzrN6A3Zrp7o1tgDWLMMGbIIJCra2Gr5WkZfR/Qpy6BlbykdbSMvIvtSKjRiMJo3yoD44P+hy/V0nPjuFOobjiLQlAhliC9MqbdghgxChx7IyVOi8ckvIJd0yGvcBXnKEKBJK6iunYL+6DH4mFMhAGibvxF5EXEIj5Jw6/BFRBuO4eqA1wGDAYG7Pode8IQJcniZM5Ami4a6b18ot/8AX+N1+JuuQSnlQYQJGjEYaikLWWI4rig72v0ebfM3IrPHeODaFdQPTEGKMRry0BA0atgXqjN65Jy6gmjNCfjm3cRBT8tEEk11eyGDAap6gUg1RiI5u6ALHEzo6bkZunb9oM3Ix8nThUFXp7tNOLK3MO9Zg9BInEH9tr7wu78PEs8YEB0ehLOrjuLmLVWFWlz9uzRHYGBTtN6xC4H553Be2RNqcyZ8zLegi26F0EHdcW3HaZxLtNSuhxv+AVQq+OQlIdR4HuLrH0K68A9QMFGdv+kGwqTzkCBAJeVAgogcMRj1DZb+8r2fjkXmu+8h0pgACQKiJw2GoFLhykc/Ish0BbmNuyEyJgrSmTMwegbgXLKly4mPKRXtml7HdUVz5F7Phm9qAuobjgLd+kIneSKqfRCyDp6ESpOEDGUM6vfqAKPRDPHlDxB9KxP518NxYZdl3ImXOQ0N9UeQIYtEsqJw8H3P3K/wZ/BEaPPt78SeQR5oMmEchHeXo77hKIRJs9Dl5DVcuOCBaPVVyLQywGCCJAHirP8Cooi2BgFYnwS92QM+DQIQsd8y5XxH9R5cjxuLqPObcCS9k617VbjhDBoaDiHHIxK6Zl0RdexbyGFAh7ATyNF6widIjmtZQYjpFQ1Y6qdwT+7nuC5vgXMed9nS2lRX8O62Np3RO+AKEi8CWskLyVklt5y2zd8Io6BEsOkyxPtHoN2ZYziaVsKzoBRt8jcheNxQCPmPQew9COHzf8eNFMdgzUNpgk5vyeMRhgS00G23VWQ21+1AQ8MhSIIAneCNYOMlQCaH8NAU4LwlSJQybkFoGAtosgFRRMu9v8IEedmtHnIZOj8eC9OubbiW5osG17fYPXPvzv0SmcOeR0ioBy7/nABFw/qo5x+Dy+V8XZFOKL6lIFx1Ha2aZyMtzw/ZuSrkqcNghArNjheOWW2p2w6vYA8EX/8DOWIIIo0nIYVGIXJoZ+Sp6yF3935o5f5Q5KTgeGIMAKBFFyUCdJeRn5gCLXwQc8UyMYZw34OAIKK9CUi6cQNRDVpDbD8J7b7fA1NsR3jJh6DbjatAu25QhgcBKD6QUZpz0Tl/NVLkTVGvQxiEkLHouul7pMibIMJwGokR9yLSz/KMjjYchREKqDu0xV+nClphZSYEBAM+QibkUZFQpV2EryYQQpOeuMvLgJRfj8JHmwSt4G1XkdGyhQZibGsk7rqAmJx9UMLyTAt67il4eJWvtcwVDGScEBpquVHfuHHDYYyMderl4t6p4yxZu64ALHP5+5pTIYyehJarlkIY0Alil5627cwmD0i/ZEBs1wg9WnUA0BnmXX4w/Wj5GVv1C0bM0KI3N/uaTBWAlgXPBBNMiNXvhTBkLISe/dF09iQIne6CGOEF3whrYa+wX6104R/E/D0LMQbLQFShxxMIuqsecFc96DZexrnfCmf8aTa8FUI61MfeBfZTH3r4KhHWIgDoHAqgJ/LStQAcA5n2L9wPhacc0sUzUM6/7DCGxarR6M7wWrwSANBg0gCIXQq7lwhjLAPVGgDA3ZbaK3/b2lcBADEFfxXXYUOJawjWX4Vs9GwEAzDNOwQk2A/C9fY2QaORoW/uJzjS6R3cPJON4Pu7AaePI8R4Hh5SHjJk0VB6mKHXiWjcOwKN+0Ri238OI9R4DgGL5sM8eTDg4wd1ThZi9ZY8IPR+HCc3JsHbdAveUga8pRxAMqKFbmeJgUxUu0Bgl+Xf0a28IA65F8C9iN07EJArIJv1rt32LZ+3zHhl/kqCx56taDygCQRfX0SFZAPXExFpPAVh+ARIP1lmOYrpEQ7ppwx4GTMgTJwFoWNPoNNdCD6yD+KrL0MIt9RARf66Gcmp9lOv+4R7QogKRcOGzVDY7tAX1rYXaeBAmKeNgJ/5Jvz0hYNQfaP9gCtaNB3dAWjWGuZdm1BPdQNRr1lqbpud3oSzl/zROe8HhJkuAEGhkD1TWKtrF4YMaAt/AIon38RpVT8IkgmRrX2Bo5bB95HGU4g0nrLVOkXEqnDe8TUGdt2I/Lu1RsTvm4EbhevF1h0R0z0B0qZMiM/OgV/rjvCZVNhqII6zTGOsBBDXCJCyA/H3i8uRqGwHAAh9+Vngmf227cOM5+BjvoWIvi0A5UBImwoH0EYYC6ZrFUWo/TzQ5cU+MG9OQ/TqLyGf8TKCe8Uho81rCDOaYfrhPwg2XUakIcHWOtL0+XiYFpwEjh8GOvZA/bb1IP1jeR+KOGk5BP9AeDYGOn1ZMDi/Y0+0nPEoTO/NBv45DnHsJAjevjA9bnmoBr80pciZagbT45/Z/opuqYLsGcuECn7ps4F/tGg2IAaCrz9M++YCusJgLmDUIIgD7oHULxbmFx5D4zgZkJINJBdOQnFLlmkXyASJ1xFtPIEG41tAKGgRLdrhp0FBha1pYSJCjh5AI/0BXFR2Q5DpKoJNVyBO/RzeGm8kL7RMcCDChKBZMyGEhCPtQhZw2rJcpTQisH93YG/hLD3WFtjwwd0Qeq+loNYk0rKu9euxME8bgQTT3bik7ApXBMT4IONyDvzHx0OmkqOhaRmkX35HB+FXQJ8LdOwB2QzLFMD+HZpBWvQbzp9XIaaFDKE9GsH80XcQRkyEENMUQkxTKH79A4Z8E1RSNgQAjQ1FZhfzCwD0GRBatoNfoxD4PjUa5gX/QeP7G0PsYjl5jeVzAEMuggp+Z2vPePMPp3Hh9zS0CruAwKeft5136+/f6LHClh+f9pYWkKJFdqFJSyibAK0BBDbyxeEv/0G04ThiDH+invG0XSAT+NhDaC42xdHv7V+O23p4I8gaBlm+kyBC7NkfYT0B61NZOtwJ5k/mQmjfDUJrS6uiEkDntoX3U9OtYOB0MjxfewdN/AIg6bqg27SR+NnnJajNmeikXWtJe9c2ECfcD/PmHEirv0TUva0hdL4bAGAd7WVaFwBkZcDXnApffSpC+7XB/n2+aKA/As8IfyA5C2LfwfBr0xnWELnZ5u3YuaWwRTy2vQxn/ra0ckT73QDSUiHO+RhCVAwaALj0/t/ISnLtZab1jcch9pprGxrQbHxX3Pg/x3d/eEX6Q3fJMqVvC90OqKXCXhoN9H9DhITYB1tCatUR5v/MgND9Poj9hgD9iq99Vxw/gg5Z65Ev+tm1VgQbLyHYdMnWYhrSzB8RbUOAtuMRDcD8aQKkQ4WFdu9WDeE3tB0AoGU3S740G83A7pLfjdNubFMcXXkOIcYLtooqq+K6BTbpG4lWwyyB5+2NpualzSHtt5R15K3j0GzWFEhH28Jv4ZsQHnwYTYZaKkjUAIJaWyYD0Kbn4fiblrJDs/FdAHQBAEhmM8yTVwEBwRAfmmLbr+hzq8HL1hbDDra8bNJb8oRvhCeyr9lPItJW+zMCzNcQoL8G8YmfIQgCPG/dQMwflpb8po/cDfOvlqnzRUhobDgE2ZNv4OQrB6HXGNB8WFM07lW0V0QnAJYp2IMABPgbIC37FdL4GThVUDHSPM6IppMtz93GfaIgnfaH+f39QGwcxOZtIFfJUNXKNUamrlm9ejVeffXVEmctO3nyJA4ePFihWcs0aVpIOZlQeYmAfxCQeBGIbmQ3Fkkym4BrVyFEFRYHzbu3YNNaT0iCiA4PN0N059DiPsKBlHYTuHkdiG0NQZRBupEEBARD8Ci+KV1Kuwnzvx8FAIhvLLJLm2SWkHUtF555N2AIioJXkOUY2Tfy8PuiY9BpLBfePbPaIqCBfSFXczMfMqUIc2oK8o0qqEN84BVsad2Ski5B+5/n8Yd6nF03D4WUj7tmd4ePkAHzK5aCoexL+2lIK0rKyQIMBgiBlkeupNMCGbcAsxk6dTAkQQZRIcJ46hQ8G4TC7B+KvAwdfMI8obmZDw99GiRPX6QfT0RAp6bQZRvgHeYJUSYg53IqVB4mKOqFW34HDzXM/7J0ARP/z1KAzE3TQpGfDgV0lvxgNEI8cQjr1jj2R+kSH4aw7o0hPTkUMJshDB0H8UFLoVHKuGWpLfP1L/57GvRA6g0IEZYue1KeBuanLDcuYfQkSKuWAqII8bMNloKk2QzUt/z2ksEA3LwOIbKwu9/fb2/E1ZuFrVB9X+oAn/Cy+8dKV87D/KZ910Xx+XcAXz9bfpdupQBqTwheljxk0huhOXISvrERlmnEPb0geJbeX+fi1nM48UsKBBEY8r/OQGY6oFAAmhxA6QGt3Be4fBamyCbYPtcSiAfWVyH9qqWg3W1CfRz41tI9ssUDkWjaKwzIyQLkCkCugODr53CdSumpQJ4G8A2E4GvfnUrS65A9bZKtW9ewD+/C+qf32dYPuDcVykYNgeZxgFmCecrQwp1btIU46TlAoYDgYzmuJElA0mUoGjZGQIAXMjJyYTSaIWVlwPzmv2DI1GCrz3O2zzJ/9h6kA7uANp0hDn8E5jct3YbFJesgKAoGjGdlANcTgYbNIHioIOXnAdmZEMIsDzwpOwswGSAE2NcoS5nplnOTpwFimtruLZJOC6TfglDPUqCRNNkw/8sSHIqvLbBsa723XE8EAkMAk9HyG8lkgCAi9Uw6/vi+MOiNah+IDgMDIITaz0h4O8mgh7RjE0w/LIVGDIav2dLfXZy/HIJfIHa8vg85WUCg8SrumjsQgq8/0i9l2ypl1AFK3PdGF2hu5uNGQjoS1hUWsjqNjkBkz0aOn5mSDKMmH5mmYCjybkHhq8a+D09AC294mdLQLf8721iZ3rlLoPzgC0AC5GoZ9BojvIILzpvRCKQkw7xqKXDiCIRufSBOKezWZNYbkHP4BHw7toCgUkO6esHuPq3TGGC6fg0ecy2zLIr/+g9QvxGQfAXyBg3hq5YhW/SESVbwuyddAiLqQxBlBb9TDqDLhxBk/4wxmyTknLoM32b17J4fUkYaIIoQ/Fwbz5GVnAuv10ZDKBgXkf7M5/h9qeU8D13QE1cPpDgEMsM+tBQ8pfRUQKG0XQ92v0PiJSAqpsTxvbfnSwCQbl5HXrYJsndmQgEdxGfeBFq2hyCXW661Yp7TwG15+tX5QExTZE15FF7mdMimvgAhItruOQ4A0tGDyFq8GHJJB0DA9eFzcOpXS/4c+kI0IAi2+zQAGLRGZCXlwreeJ8wmy7kSZQKyr+fhwq5k3DiRjqCGXmg7NhYKtRxSTjZUatieaVbZN/Kwc659JV1UpxAkHUmF2leOe5+PBQQRG16zBPPDX28KH6MGmnqNYTIXXKPBYbb7RbHnVpMN6LQwpGdh8+LC9+6FN1ai8yPNkH09B4JvAPwi7e/fpjlPA5eLvOyybRfInn7D4fj7FhxF2iUNAup7osOEFtj+tqUWqtl90Wg+sD6yk3Phk38FWf97D/s9JzqMMy465mjI//WEKCshjxgMtlYnNG4OQWkJPKWrF4HohsXmLcksYcOzlsopaz61rbuV4tRz63a5t7RQesvxy4v2s2B2Gh6CiDZBgGS2XaeSQQ9cT7KUAyLrw/TRf4E/CwK/kHDI/vcltrxyEDqNAXEjG6HRPSXPLlw0z28oqHBr2d6Mpo/eY7/NuQQgPAqCrz8CA70gk5V/DKozqvbod4h+/fpBrVbj22+/hdFYOFf4iRMncPjwYTzwwAPlDmKsVH5KqKNCIQQEQxAECPUbO1wUgihzuPkJcZ3QRmspxIfE+jv9eUJQKIQWbW0PKSE8qsQgBgDgFwgEhUIYPMYhbYIowD/KG8pmTWxBDAD4hntCLPKeIYWnYwOgd6gaan8PeDWtj+AWobYgxvKF6kGpMEMdZv9Qkosm+EZ4A0GhlsJjQaG9Mgk+fnY3fMFDZTlHEfWhCvCE2t8DHl4KeHVuCyG0HmRKGXzCPG3fSREVBWWgL8J7t4KHtxK+EV62m6NPTAgU9Sz9jYWgUAjePkBsHNC6IwR/Sw2RV5AKyqgICFENIXj7QvAPhNizHxSwn0ZRJukR0j4KokyE+NRrlmN27V2Y7oDgEoMYABAUSruHo+DpDWFgPOChhtDFcnMSHnsGgihCiG4IoUHhby8oFHZBDACIEfZ9g50JYgAA9RsD9aIh9Bti6aIAADFN7PK7EBxmC2IAQKaUw69HO8s5DA5z6mEg8ytofxMECEoPCKH1LOcouiGEsAiog7yh7tgB6qDCY8WNKRwbENCiSEFZJoOg9rQcIzDYFqTcfp0KgSGW39HXsXAFhRKeUmaJ6VXEtYHQsp3lmHI5hG6FXS3F0ZMsn1uk0CYIAoRox7FBgl8AxMefgRw6KFQiGllr3aznMysDiGwABIdZCmZFCiWCXwCE5m1s9wdB7WkLYgBA8PVzCGIAQPAPtJzX2Di7e4vgobIrLArevhB6PwD4BUJo2Mz+3lIv2rK9p7flPAeFQggMhn/bRhBEIKJdEAQRaHpfgzKDGKAgv/fsDxES/MYWeaeUypJP/etbWn/NgggUFFIE0f5eBxTet4oSVcXfP4WwSCgaN0FIM3/4t2sCr0aRCPCxjKn0MadCLeXA35SMMMNZeDcJh9rfA+oADyhUclsQA8Dy+0c2gDiooKLhvgftP1+pgF/PDhBUlnvo7fdpD28F1KFFKpLadrHkzbhOEAJDII+Itv+dohrang8AIHj7OAQxgKXw7BfX0OH5IQQEuRzEAIBfpBfECdMtf4RHIbBFGBSSFk2i0iAIAkJbWI4Z09NxTKEQGFJsEAPAkhdLmaTo9nwJAEJoPXjGhFsqlACgeRsIBc+0kp7TQNE8HQChUSwEUYTvw2Mhwmy5lqIcr1F4esPHnAa1pIHn8BGQ+xfpKxAaYXefBgCFSo7gJn5Qeimg8lVC5auE0kuB4CZ+iL3fsm3zwY3gE+YJla8S6shghyAGsDynb9e0n+U8tJ/Q3HL9+/ohqnMIPINUEMPqQdm6HQTRUnwU6kWXGsTYzkdQKJRNm9r1z1YE+kP094d/i2iHIAYAxOETLJOdRBdUEMiK70TUemQTAECrBxvDO1QNUW75EM8gFQRBgF+UN8SmreAXPwxxOvt3AIUE2b+rqKQgBih45rVoa/lPWXj9C/Udg1nbOlGAj5iJCJ+bjuucfG7dzitYBYVKjuYD60OUCYgbaTk/wR0bWp4JRa5TQaG0pK/gWS3eX/gST3GCZdyNdf/w1o4tVHbpLSbPC3KZ4zbNWpda7qhs7FrmhMDAQDz77LN45513MGHCBAwbNgwZGRn46quvEBwcjKefLv/Au4oSAoMR89m7tm5SVfY5cjlk739VoWMoiwlkSv1MDxVkn/4E+bJ/gFuF8+MrRcuNR1B6QPbZ+pJ2dyuyF/9X5jaC0gO9nu2O3+YXvrn3Ac0HkHlZAlmhXddKaZkSRz0GjHrMki4Xjyf6+gIo6O7gwsSGgiBA9vaSwgW3FdIqS2kPqaJkCtGh9gwAlF4K+JhuIkcWCpmi4k3mgiBALPJCTYf1ytsKy1P+DRSphXfps1p3hPzLX2A39Dqy4MWTeh0EuRziu0vLdeyKEh+ZCTzi/CQySk85hs53/H2cIXj72vK1aUXBu5QKzrPcUwUgFxJkQEHlVNFARq4qvIep/OwLb7c/0EtjLvjJxcAgCP2fwl3fLAbUXpDNXl36jgCEZq3Lf52rCgut5Zl5tLqIfQYBfQq7ZA5cWNg9Te3vgWEf3oXMRA0u779R3O6VSihSGXf79Via2/O02PsBoHcpg6u9Cgu04uAxkB8uLPgKCtfGGfhHexd7/3KWb4SXw/4dH44tYWsXFekDJCpKr0sX4jpBtvRnmD//AFLiRVuQfruSvu/tk1GK949Ag/tHQJWQjgOfWVpWlB07Ar8lu/YdXNR3fsnvrqmI2Pvr24LW0lpSihKatHC4f0R2CEFkh/KN4yt6fdSUmk+Bm5g4cSICAgKwbNkyvPPOO1Cr1ejRowdmzZpVofExdYlCXb7sFjeyEQRRQHPFEfyzLwexPhcAlPxiujuZKLe/MwvlLNRWlaLpU1RD39jq0nJIDNSBlkJMp/y1OOfREw16dC9jL+cIoyehdYoJ8mbFFBRcLMC4/Nk9+wOXzkIo6NturWWtK8QZr0JKvmwr1Ms8Lb+xGbLC1uoip6TL44WtcxUJZCSpoFVTlCzdIgFArPrAQvBQQXggHkJTxxmj3I1fpBca3l2v3AUwVwjDHwFCqvalfgiLhNClFxAVAwCQKavvWmw3tikyruTgyu9VHxj2fKo19i8+CcD5ui5hzGTAbLKNfS17BwGlTQctFjm3Si8Fuk1thQOfJqDjBMd3olDpBFnNP+cZyLhg6NChGDp0aNkbUqEidyqhnA9qla8SnSbGwrznEtprV0CoX/JMZnc62W2BjNitdp0LoUiLR1Bj59/TU9s17V/Y5cRLykA77SbIlNMr5djigJFoXNJKeRUHMgolhMeeqdLPqM2Ejj0gdOxh+1vmYXkkmlGkS1WRlouiXV9VvvaBjOhCC523Ihc3EQxvDy1gLviNK/AuI1eI8Y9Vy+dUNUEU0GZUiVdOpRKHuPaeoPIQ5HIIU1+0/S33qL4CYoNuYQhu6lctgUxwU39EdQ5B0uFUKLycK4IKvv4Qnnyx7A2tyhj6XbQ1XeEpR1iLgAq1YNVpVTz+xRnlCmQ0Gg2mT5+O2bNno2VL96/ZoSpUcD8pq++lM4S77gNkCgidepa98R3q9haZ2kYsclPr+EgldUWoZcQ3FgF6fZUdv3u9I/jjeifLH1XcIkP2rH3rpSJBhVBCd0SZQoSPjwk5OZZCkejCAz3W/yx8bpxAVFgoYC7o7iXWfM0m1R7VGcgAzne7rQwtB8fAL8IL0V1qpjeLrEiXtvL2FCGL2tBDtVylIoPBgEOHDiErq+DttBoNHnnkEZw6dapSE0fur343y6CzojXa5SWIIsSe/UqflOAOJyujT3FNK/owrO4HsTP8oiyDuRsWM1DYWUL9xhCalPySxooK8Mi0/N+UWOUtMmTPmn9LapG5XVi9wpcACi4EMvLOPRFtPA5Zuy4QGlvyknDPfa4ml+5gMmX13j+tBfrgplXfkq7290CTvlHw8K6i+1sZpWsGMpWnmhqSS+X0Lzhy5Eh07NgRnTp1QsOG9jNu3B7YEFnF3l8fDXqEQ+3n/CBJKpm1xri2qu3p863nhfvndIGyqh6glUCEGfdqFkAu6QHF6JpOTp1ibfE0+xS2IJfUImNZV/gUd6VGW7jrXgitOthmkRLnfWt5lwtRAblH9ZYQ5R4yDHi7a62sgHKZtWtZCT3Mio4/qs6xSHei2vDEdzqQadasGXbv3o1vvvnGMr2aIOD7779Hbm4uYmPvzC4kVHGCKDCIqUS3j5GpbVypla4ptw/SrnUkCR6S5UVnArsbVSvrOD7JXFgCKq1yt2hXT1fGAAqCABSd3j0gyIVUUl1Q3S0yAKquhaSadZrYHMd+OI+wVsV3aS/aIlPbeznUdkJIzU925XQgM3fuXABAWloa9u7di9mzZ+Ovv/7C1q1bIYoiBEHA+vXrYTKZ0L59e3h5Ff82diIqv9o/RqY21M+4uYLaROEudjWqbtYWResLBoHSAxRBXr4WGaKy3BEtIzWkXpsg1GtTcuVA0SCxtj9TaztRWfPBr8u/YFBQEHr16gUAeO+997Bnzx68+uqrkCQJ27dvx+TJk9G1a1eMHs0uEUSVrbbXHlkLc7W9i1ntVlCI5imsdtYB+2ajc4GMWGTK5dK6oBG5qrbf691Z0ecTz3MFVcO08WVxukVmzJgx6NChg90YGUEQEBoaigceeABz5szBwoULERUVhUOHDuHIkSNVlmiiukqsBTeN0lgLgDXRLeKOYe3fXRtGUdYxXsGWiUSCmhS+Vb3sFhnLgP/afm2Seynv6wqobEUn8OCzqmJqw4t1nQ5koqKisHXrVixbtsw2RmblypXIy8tDs2aWlwgJgoDo6GhER0dj5MiRVZZoojqrlj/cjHpLoU7Oh0P5WRsDasEDoq4JbOiL7tNbI6B+kbesl9kiYwDAFhmqfL2ebwelJ2fVqkrsPVAxtaG+zekrZN68eQCA1NRU7Nu3Dy+99BKOHDmCrVu3QiaTQRAEbNiwAZIkoX379lCp6u4UuURVRVnLp4o0FQQysmqecefOYm2R4QO2JoTG+tsvKCUrC0W6lnGMDFU2/2jvsjeiCpG58CJbclQbWg5dLm2EhISgd+/eAIAPPvgAO3bswAsvvABJkrBlyxY89thj6NSpE8aOHVvZaSWq8+RKGe55tOLv5KkqRp0ZAFtkKkRiIFOblNoioyisWHCHGfuIyB4rICqmNnQtq/CdNyIiAkOHDgUAfPTRR9iyZQtef/11REXV3sIWkTurzX16m/SNhH8Db7Qf17Smk+K2xIenA/UbQxg8pqaTQihjjEyR2tza0MWCiKg61Yb7Xrn6qXh4eGD48OEIDQ11WBcTE4OYmBjOWkZUVWpBU25JVL5K9JrVrqaT4daEiPqQvbGoppNBBUqftaxIi0wtqJkkIqpOtaFrWbkCGU9PT9t7ZYDSAxsiqlzswkJUjUp5Ttu1yNT885yInNRjRmvoc401nQz3VwtufJUycvj2wIaIqpCs9nYtI7rTlNbSIhQZI1ObW0qJyF5IM/+aTsIdoTZ0LasFSSAiVwgiAxmi2qBoIMOuZURU19SG+x4DGSI3w65lRLWDIGPXMiKqu2rDGBmWiIjcDQMZolpBUCgK/10LHuhERNWpNlTg1O636xGRA7bIEFWvRr0i4BOmdlzBa5GIqEYxkCFyNxwjQ1St4kY0KnZ5aS/LJCKiqsfqJCI3wxYZotqB3cmIiGoWS0REboaBDFHtUBv6hxMR1WUsERG5mdow3SERsUWGiOo2SarpFDCQIXI7jGOIaglei0RENYqBDJG7YSRDVCuwdZSIqGYxkCFyMyw7EdUO7FpGRFSzGMgQuRuWnYhqBVYqEFFdpPb3AAAo1DX/Ogi+R4bIzbA7C1HtwBYZIqqL7n62DdIuZMO3nldNJ4UtMkTuhnEMUS3Ba5GI6iC1vweiOobUdDIAMJAhcj+MZIhqBbbIEBHVrDrZtSwlJQXr1q3D3r17cfnyZWg0GkRGRuKee+7BlClTEBAQYLf9jz/+iJdeeqnYY/Xr1w8ff/xxdSSbCAAgsPqBqFZgN08ioppVJwOZHTt2YNGiRbj77rvx+OOPw9vbG8ePH8c333yDzZs3Y/Xq1QgJcWwymzp1Kho1amS3rF69etWVbCIALDwR1RasVCAiqll1MpDp1KkTduzYgdDQUNuy0aNHo23btnj11Vfx5Zdf4sUXX3TYr0ePHujatWt1JpXIEeMYotqBlQpERDWqTtYnNW3a1C6IsXrggQcAAGfPni1x39zcXOj1+ipLG1FZBEYyRLUC4xgioppVJ1tkSpKSkgIACAoKKnb99OnTodFoAACNGzfG+PHjMW7cuAp39ZHJ6mQ8SS6y5hOZojC/yOXMO+TIlld4b6lSCmXhOxTc+VpkfiFnMa+QK6qjsoeBTBEffvghAGD48OF2y1UqFQYNGoTu3bsjODgY169fx+rVqzFnzhycOnUKb7/9doU+19dXXaH9qW4pml8CAmp+DneqvXhvqVoeKAxk7oRrkfmFnMW8QrWFWwcyer0eS5YscXr74cOHIyoqqth1X3zxBbZu3Yr4+Hh0797dbt3AgQMxcOBAu2UPPfQQJk+ejDVr1mDkyJHo0KGD61+gQHZ2Pkwmc7n3p7pBJhPh66tGjkZrW5aRkVuDKaLayppXeG+pWtqcwm7G7nwtMr+Qs5hXyBV+fmqIYtW23rl1IGMwGLB48WKnt+/SpUuxgcyqVavwwQcf4J577sHrr7/u1LFEUcTUqVOxf/9+7N69u0KBjMlkhtHIGwI5x2yWbP9mvqHS8N5StUymO+taZH4hZzGvkDMkqextKsqtAxkvLy+cOXOmQsdYs2YNXn/9dXTv3h2LFy+GUql0et/IyEgAQHp6eoXSQOQKDjAmqh34QkwioppVp0drrV27Fq+99hq6du2KTz75BB4eHi7tf+XKFQBAcHBwVSSPqHgsOxHVCqxUICKqWXU2kPnxxx/x6quvokuXLliyZAlUKlWJ26ampjos0+l0WLhwIQCgT58+VZZOottZZ8krOnsZEVU/tsgQEdUst+5aVl7bt2/HK6+8Am9vbwwaNAhbt261W+/l5YX+/fvb/h48eDA6deqE1q1bIzg4GDdu3MD69euRmJiIRx99FG3atKnur0B1XO8X2kHl63w3SCKqAoxjiIhqVJ0MZE6dOgWz2Yzs7Gy89tprDusjIyPtApnhw4fj0KFDOHLkCDQaDby8vNCyZUs899xztpdoElUnv0jvmk4CUZ3HFhkioppVJwOZmTNnYubMmU5vP3v27CpMDRERuaOKvgyZiIgqhp3siYiIyoFxDBFRzWIgQ0REVA7sWkZEVLMYyBARERERkdthIENERERERG6HgQwREREREbmdOjlrGRERUWVQeskR1jKwppNBRFQnMZAhIiIqpwFvd+U0zERENYRdy4iIiMqJQQwRUc1hIENERERERG6HgQwREREREbkdBjJEREREROR2GMgQEREREZHbYSBDRERERERuh4EMERERERG5HQYyRERERETkdhjIEBERERGR22EgQ0REREREboeBDBERERERuR0GMkRERERE5HYYyBARERERkdthIENERERERG6HgQwREREREbkdBjJEREREROR2GMgQEREREZHbYSBDRERERERuh4EMERERERG5HQYyRERERETkdhjIEBERERGR22EgQ0REREREbkde0wmoKX379kVycnKx69atW4cWLVrYLdNoNFi0aBG2bNmCtLQ0REZGYuTIkXj88cchl9fZ00hEREREVCPqdAm8UaNGmDp1qsPyiIgIu78NBgMmTZqEEydOYNy4cYiNjcXhw4cxb948XLp0CXPnzq2uJBMREREREep4IBMcHIxhw4aVud3atWtx9OhRzJ49G4899hgAID4+Hj4+Pli+fDlGjhyJTp06VXVyiYiIiIioQJ0fI2M0GqHRaCBJUonbbNy4ESqVCmPHjrVbbg1qNmzYUKVpJCIiIiIie3W6RebYsWNo164dDAYDvLy8cM899+CZZ55BTEyMbRuz2YyEhAS0aNECKpXKbv+oqCiEhITgxIkT1ZxyIiIiIqK6rc4GMk2aNMHIkSPRqFEjSJKEo0ePYuXKldi3bx9WrlyJpk2bAgCysrKQn5+P8PDwYo8THh5e4qQBzpLJ6nzDGDnBmk+YX6gszCvkCuYXchbzCrlCEKr+M9w6kNHr9ViyZInT2w8fPhxRUVEAgM8++8xu3cCBA9G/f39MnDgRc+fOxZdffgkA0Gq1AAClUlnsMT08PGzblJevr7pC+1PdwvxCzmJeIVcwv5CzmFeotnDrQMZgMGDx4sVOb9+lSxdbIFPS+k6dOuHAgQPQarVQqVS27mR6vb7YfazbVUR2dj5MJnOFjkF3PplMhK+vmvmFysS8Qq5gfiFnMa+QK/z81BDFqm29c+tAxsvLC2fOnKnUY0ZFReHQoUPIysqCSqWCn58fVCoVbty4Uez2KSkpJXY7c5bJZIbRyBsCOYf5hZzFvEKuYH4hZzGvkDNKmUer0rCT420uX74MhUKBgIAAAIAoimjVqhVOnz7t0IUsKSkJqampiIuLq4mkEhERERHVWXUykElPT4fZ7FiTsH37dvz111/o2bOn3ZiYwYMHQ6vVYuXKlXbbf/XVVwCAoUOHVml6iYiIiIjInlt3LSuvDRs24JtvvsF9992HqKgo26xlv/zyC4KCgvDyyy/bbR8fH4+ffvoJ77//PpKTkxEbG4sjR45g3bp1GDZsGF+GSURERERUzepkIBMXF4fY2Fhs3brV1jpTr149jB8/HlOmTEFoaKjd9gqFAl9++SUWLlyILVu24Pvvv0dERASeffZZTJ48uYa+BRERERFR3SVIpb3SnqpFRkYuB81RmeRyEQEBXswvVCbmFXIF8ws5i3mFXBEY6FXl7xyqk2NkiIiIiIjIvTGQISIiIiIit8NAhoiIiIiI3A4DGSIiIiIicjsMZIiIiIiIyO0wkCEiIiIiIrfDQIaIiIiIiNwOAxkiIiIiInI7DGSIiIiIiMjtMJAhIiIiIiK3w0CGiIiIiIjcDgMZIiIiIiJyOwxkiIiIiIjI7TCQISIiIiIit8NAhoiIiIiI3A4DGSIiIiIicjsMZIiIiIiIyO0wkCEiIiIiIrfDQIaIiIiIiNwOAxkiIiIiInI7DGSIiIiIiMjtMJAhIiIiIiK3w0CGiIiIiIjcDgMZIiIiIiJyOwxkiIiIiIjI7TCQISIiIiIit8NAhoiIiIiI3A4DGSIiIiIicjsMZIiIiIiIyO0wkCEiIiIiIrcjr+kE1IQff/wRL730Uqnb7NmzB2FhYWVu369fP3z88ceVnkYiIiIiIipZnQxkOnfujPfee89heWpqKt5//320aNHCFsQUNXXqVDRq1MhuWb169aosnUREREREVLw6GchER0cjOjraYfmSJUsAAPHx8cXu16NHD3Tt2rVK00ZERERERGXjGJkCkiRh7dq1UKlUGDJkSInb5ebmQq/XV2PKiIiIiIjodnWyRaY4hw4dwpUrVzB06FD4+voWu8306dOh0WgAAI0bN8b48eMxbtw4CIJQoc+WyRhPUtms+YT5hcrCvEKuYH4hZzGvkCsqWDx2CgOZAmvWrAFQfLcylUqFQYMGoXv37ggODsb169exevVqzJkzB6dOncLbb79doc/29VVXaH+qW5hfyFnMK+QK5hdyFvMK1RaCJElSTSeivPR6vW1cizOGDx+OqKgoh+XZ2dm4++67ERYWhq1btzrVwmI2mzF58mTs378fK1euRIcOHVxKu/3n58NkMpd7f6obZDIRvr5q5hcqE/MKuYL5hZzFvEKu8PNTQxSrtvXOrVtkDAYDFi9e7PT2Xbp0KTaQ2bhxI7RaLUaNGuV0NzFRFDF16lTs378fu3fvrlAgYzKZYTTyhkDOYX4hZzGvkCuYX8hZzCvkjOpoKnHrQMbLywtnzpyp8HHWrl0LuVyO4cOHu7RfZGQkACA9Pb3CaSAiIiIiIufV+dFap0+fRkJCAnr16oWQkBCX9r1y5QoAIDg4uCqSRkREREREJajzgczq1asBAKNGjSpxm9TUVIdlOp0OCxcuBAD06dOnahJHRERERETFcuuuZRWl0+mwadMmhIaGolevXiVuN3jwYHTq1AmtW7dGcHAwbty4gfXr1yMxMRGPPvoo2rRpU42pJiIiIiKiOh3IbNu2DVlZWZg6dSpkMlmJ2w0fPhyHDh3CkSNHoNFo4OXlhZYtW+K5557DAw88UI0pJiIiIiIiwM2nX75TZGTkcvYPKpNcLiIgwIv5hcrEvEKuYH4hZzGvkCsCA72q/OWpdX6MDBERERERuR8GMkRERERE5HYYyBARERERkdthIENERERERG6HgQwREREREbkdBjJEREREROR2GMgQEREREZHbYSBDRERERERuh4EMERERERG5HQYyRERERETkdhjIEBERERGR22EgQ0REREREboeBDBERERERuR0GMkRERERE5HYYyBARERERkdthIENERERERG6HgQwREREREbkdBjJEREREROR2GMgQEREREZHbYSBDRERERERuh4EMERERERG5HQYyRERERETkdhjIEBERERGR22EgQ0REREREboeBDBERERERuR0GMkRERERE5HYYyBARERERkdthIENERERERG6HgQwREREREbkdeU0noDJ9//33OHz4MBISEnD58mVIkoQzZ86UuL1Go8GiRYuwZcsWpKWlITIyEiNHjsTjjz8Oudzx1Ozbtw8ff/wxTp8+DZlMho4dO2LWrFmIjY2tyq9FRERERES3uaMCmc8++wwZGRlo2bIl8vPzcePGjRK3NRgMmDRpEk6cOIFx48YhNjYWhw8fxrx583Dp0iXMnTvXbvvt27fjqaeeQpMmTTBr1izo9XosX74cY8eOxcqVKxnMEBERERFVozsqkPnmm28QEREBURTx5JNPlhrIrF27FkePHsXs2bPx2GOPAQDi4+Ph4+OD5cuXY+TIkejUqRMAwGg04q233kJoaChWrlwJb29vAMADDzyAQYMGYe7cufjqq6+q/PsREREREZHFHTVGJioqCqLo3FfauHEjVCoVxo4da7fcGtRs2LDBtuzw4cO4fv064uPjbUEMAEREROD+++/HgQMHkJKSUgnfgIiIiIiInHFHtcg4y2w2IyEhAS1atIBKpbJbFxUVhZCQEJw4ccK2zPrv9u3bOxyrffv2+Omnn3Dy5EmEhYWVKz1+fmpIUrl2pTpEECz/Z36hsjCvkCuYX8hZzCvkClEUqvwz6mQgk5WVhfz8fISHhxe7Pjw8HMnJyba/ra0txW1vXVZaN7ayONuKRAQwv5DzmFfIFcwv5CzmFaotal0go9frsWTJEqe3Hz58OKKiolz6DK1WCwBQKpXFrvfw8LBtAwD5+fklbm9dVnR7IiIiIiKqWrUukDEYDFi8eLHT23fp0sXlQMbanUyv1xe7XqvV2nU5U6vVJW6v0+nsjklERERERFWv1gUyXl5epb77pTL4+flBpVKV2B0sJSXFrhuZdezLjRs30LhxY4dtgeK7nRERERERUdWok50cRVFEq1atcPr0aYcuYUlJSUhNTUVcXJxtmfXff//9t8Ox/v77bwiCgNatW1dtoomIiIiIyKZOBjIAMHjwYGi1WqxcudJuufV9MEOHDrUt69y5M8LCwrB69WpoNBrb8mvXrmHr1q3o2rVruWcsIyIiIiIi1wmSdOdMoLdjxw78888/ACzvgbl06RKefvpp2/rp06fb/m0wGDBu3DgkJCRg3LhxiI2NxZEjR7Bu3ToMGzYM7733nt2xf/31V8ycORNNmzbFmDFjoNfrsXz5cmRkZGDlypVo3rx59XxJIiIiIiK6swKZ2bNn46effipx/e1jb3JycrBw4UJs2bIFGRkZiIiIwIgRIzB58mTI5Y7Dh/bu3YuPPvoI//zzD2QyGTp27IhZs2YxiCEiIiIiqmZ3VCBDRERERER1Q50dI0NERERERO6LgQwREREREbkdBjJEREREROR2GMgQEREREZHbYSBDRERERERuh4EMERERERG5HceXpVCFbdq0CV9++SXOnz8PtVqNnj174rnnnkNkZKRT+588eRLz58/H0aNHYTab0bp1a/zrX/9C586dqzjlVBPKm1+ysrKwbt067N69GxcuXEBGRgbq1auHLl26YPr06ahXr141fQOqLhW9txT19NNPY8uWLWjYsCG2bNlSBamlmlbR/GIymbBq1Sr8+OOPOH/+PAAgKioKAwYMwIwZM6oy6VTNKpJXJEnC+vXrsXLlSly+fBkGgwGRkZEYNGgQJkyYAC8vr2r4BlRdlixZgoSEBCQkJCApKQmRkZHYsWOHy8eprLIu3yNTyZYvX4633noLHTp0wNChQ5GRkYGvv/4aSqUSa9asQVhYWKn7Hz9+HBMmTEBQUBDGjx8PpVKJVatW4eLFi/j888/Ro0ePavomVB0qkl/27NmDJ598Et26dUP37t0REBCAc+fO4YcffoBCocD333+PJk2aVOO3oapU0XtLUbt27cK0adOgVCpRr149BjJ3oIrmF4PBgJkzZ2Lv3r0YOHAgOnToAFEUkZycjPT0dPz3v/+tpm9CVa2ieWXevHn47LPP0K1bN9x7770QRRG///47fv31V3Tu3BnLly+vpm9C1SE2Nhb+/v5o2bIlEhIS4O3t7XIgU6llXYkqTXp6utSuXTtp+PDhksFgsC0/fvy4FBsbK7388stlHmP06NFSu3btpOTkZNuy7Oxs6e6775buu+8+yWw2V0naqfpVNL8kJiZKly9fdli+f/9+qVmzZtLMmTMrPc1UMyrj3mKl0Wik3r17S3PmzJH69Okj3X///VWRZKpBlZFfPvzwQ6l58+bSnj17qjKpVMMqmlcMBoPUtm1bafjw4ZLJZLJbN23aNKlZs2bS+fPnqyTtVDOuXr1q+/egQYOkPn36uHyMyizrcoxMJdq+fTvy8vIwYcIEyOWFvfbi4uLQuXNnbN68GXq9vsT9ExMTcfToUQwYMAARERG25T4+PoiPj8fly5dx7NixKv0OVH0qml+ioqLQoEEDh+U9evSAv78/zp49WyXppupX0bxS1IIFC2AwGPDss89WVXKphlU0v+Tl5eHrr79Gnz59cPfdd0OSJGg0mupIOlWziuYVo9EIrVaL4OBgiKJ9kTI0NBQAoFarqybxVCOio6MrtH9ll3UZyFSi48ePAwDat2/vsK59+/bIzc3FxYsXy71/0W3I/VU0v5QkJycHubm5CAoKqnAaqXaorLxy/PhxLF++HC+//DK8vb0rPZ1UO1Q0v/z555/QaDRo06YN/ve//6FTp07o2LEjunTpgrfeegv5+flVlnaqXhXNKyqVCu3bt8fevXvx+eef48qVK0hKSrKNrYqPj7crrBJVdlmXg/0r0c2bNwEA4eHhDuusfUxTUlLQvHnzYvdPSUmx27Yo6zFv3LhRKWmlmlfR/FKSjz/+GAaDAQ8++GCF00i1Q2XkFaPx/9u796Coyj+O458VQfECSQpOOGCGIxn3LjSWXSBG2EkxHKdMqImamkEuCkxAU/2JNSMVEsRYcRNqaAKLIaOkJhT/wJrRRKsZByu1TALsIqS5sr8/HDb3t6joLgsL79fM/rHnec6z3we+7J4vzzlnTXrppZe0bNkyGY3G0QkU44K9+TJ04FpdXS03Nzdt3LhRvr6+am1tVW1trbq6ulRZWSmDwTBKM4CzOOK9paioSHl5edqyZYu2bNkiSZoyZYrS09O5KQRsOPpYl0LGgYb+S+Xh4WHTNm3aNKs+17v/2bNn7Y4T44O9+TKcnTt3qrKyUvfcc4/WrFljf5AYFxyRKxUVFfrxxx9VUlLi+AAxrtibL/39/ZIu3hmxqanJctOQFStWSJKamprU3t6u5cuXOzRuOJ8j3lumT5+um2++WTfddJOWL1+uKVOmqLW1VVu3btXg4KAyMjIcHzhclqOPdTm1zIGGzgMd7nzSc+fOWfW51v2HfqnTp0+3O06MD/bmy/9ra2vT888/r6VLl6q4uNjmfGW4Lntz5dixYyotLdVzzz2ngICA0QkS44a9+TL0ORMWFmZz58Ohf5B0dHQ4JFaMLXtz5Z9//tG6det05swZvfrqq3r44YdlNBr12muvKSkpSaWlpfr+++9HJ3i4JEcf63Kk40BDF7YNtyR2paW0IZcu415u/+GWf+Ga7M2XS+3evVvp6elatGiR3n33Xc2ePdtxgWLM2Zsrr7zyiry8vGQ0GnXixAnLw2QyyWQy6cSJE+rp6Rmd4OF09ubL0OfM0DiXmjdvnqSLqzVwffbmymeffaaffvpJ8fHxNm1Go1Fms1n79u1zULSYCBx9rEsh40ChoaGSpP3799u07d+/XzNmzNCiRYuue/9L+8D12ZsvQ/bs2aP09HQtXLhQVVVVmjNnjsNjxdiyN1d++eUXdXd3Kz4+XrGxsZbHqVOndPz4ccXGxiovL2/U4odz2ZsvYWFhkqSTJ0/atA1t42YiE4O9uTJ04GkymWzahrZduHDBEaFignD0sS6FjAPFxsbK09NT27dvt/qj7uzs1Ndff62EhATLOYHd3d3q6uqyOvc0ICBAYWFhamlpsfoAOXPmjD788EMFBAQoIiLCafPB6LI3XySpvb1dGzZsUGBgoKqrq+Xj4+PUOcA57M2VgoIClZaW2jx8fHzk5+en0tJSpaenO31eGB325suCBQt05513qrOzUwcOHLBsN5vNqqurkyTdf//9zpkMRpW9uXLLLbdIknbs2GEzdkNDg6T/CmNMPs441jWYzWazI4Oe7Kqrq1VYWKioqCglJibq9OnTqqqqkru7uxoaGixLavn5+dqxY4dqamoUHR1t2f/bb79VSkqK5s6dq5SUFLm7u6u+vl5dXV3atm2b7r333rGaGkaBPfnS2dmp9evXy2w2KycnZ9iVmMTERKfOB6PH3veW4cTExMjDw0MtLS3OmAKcyN58+eGHH/T444/LYDAoOTlZvr6++vLLL9Xe3q41a9aosLBwrKYGB7MnVy5cuKDHHntMBw8e1B133KG4uDgZDAa1trZq3759evDBB1VeXj6W04ODffTRR/r1118lSbW1tTp//ryeeuopSZKXl5eSk5MtfZ1xrMtdyxzsySef1Jw5c1RZWanCwkJ5enpq2bJlys7OHtH1DuHh4aqtrdUbb7yhkpISDQ4OKiQkRJWVlVc9KIHrsSdfjhw5YrkYc/PmzcP2oZCZOOx9b8HkYm++BAcHq76+XsXFxXr//fc1MDCgwMBAFRQU6IknnnDCDOAs9uSKm5ubampqVFtbq08++URvvvmmzp07p8DAQG3atEmpqalOmgWcpaGhwea6p+LiYkmSv7+/VSFzOY481mVFBgAAAIDL4RoZAAAAAC6HQgYAAACAy6GQAQAAAOByKGQAAAAAuBwKGQAAAAAuh0IGAAAAgMuhkAEAAADgcihkAAAAALgcChkAAAAALodCBgAwLuTn52vJkiVjHcYV9fb26vbbb1d9ff017Wc2m7Vy5Uq9+OKLoxQZAEw+U8c6AADAxHQtRckXX3wxipE4TnFxsby9vZWUlHRN+xkMBmVkZCgrK0vJyckKDg4epQgBYPIwmM1m81gHAQCYeD7++GOr50ePHlV5ebni4uIUFxdn1RYXFyd3d3cNDg5q2rRpzgxzxE6dOqWYmBhlZ2fr6aefvub9zWazYmNjFRISoq1bt45ChAAwubAiAwAYFYmJiVbPOzo6VF5eriVLlti0uYL6+nrLKWLXw2AwaNWqVXr77bfV3d0tX19fB0cIAJML18gAAMaF4a6RGdrW19en/Px8RUdHKzIyUmlpafr9998lXSwwEhISFBoaqhUrVmjXrl3Djr9z506tW7dOkZGRCg8P19q1a9XS0jLi+D799FMFBwfbFCBms1lVVVVauXKlIiMjFRkZqYceekj5+fk6e/asVd8HHnhAJpPpsjECAEaOQgYAMO4988wz6u/vV2Zmph599FG1tbUpLS1N77zzjioqKvTII48oJydHJpNJGzdu1PHjx632f/3117Vp0ybNnDlTWVlZys3Nlaenp7KyslRXV3fV1+/t7dXRo0cVHh5u01ZWVqbNmzfL399fubm5ysvLk9Fo1OHDhzUwMGDVd+nSpfLw8FBHR4d9PxAAAKeWAQDGv6ioKKs7fhkMBlVUVKinp0fNzc2aOXOmJOnuu+9WYmKi6uvrlZubK0k6dOiQysvL9eyzzyonJ8cyRkpKitLS0lRUVKTExETNmjXrsq9/5MgRSVJAQIBNW2trq4KCglReXm61PTs726avh4eH5s+fbxkPAHD9WJEBAIx7KSkpVs+joqIkXbwOZ6iIkaTg4GDNmjVLx44ds2xrbm6WJK1evVp9fX1Wj5iYGPX39+vAgQNXfP2+vj5Jkre3t03b7Nmz9dtvv+mbb74Z0VxuuOEGy3gAgOvHigwAYNxbsGCB1XMvLy9Jkr+/v01fb29vnT592vK8q6tLkmQ0Gi87fk9PzxVf32AwSLp4Pcz/y8nJ0YYNG7R+/XrNmzdP0dHRuu+++5SQkCAPDw+b/twsFAAcg0IGADDuubm5XdP2Sw0VDtu2bZO7u/uwfYKCgq44ho+PjyTpr7/+smkLDw/X559/rr1796qjo0MdHR1qbm5WWVmZ6urqNHfuXKv+f/75p2U8AMD1o5ABAExoCxcu1J49ezR//vxr+pLOSy1evFgGg0E///zzsO0zZsyw+n6cxsZGFRQU6L333lNmZqal37///quTJ08qJibmuuIAAPyHa2QAABPaqlWrJF28c5nJZLJp7+3tveoYPj4+CgoK0sGDB23ahrve5bbbbpN0cfXlUt99953Onz+vu+66a0SxAwAujxUZAMCEFhYWpoyMDJWUlGj16tWKj4+Xn5+furu7dfjwYe3evVuHDh266jjx8fEqKyuz+TJLo9GoiIgIhYaGys/PT729vfrggw80depUmy/P/OqrrzR16lTLyg0A4PpRyAAAJrz09HSFhIRo+/btqqmp0cDAgG688UYtXrxYL7zwwojGWLt2rd566y01NzcrNTXVsj01NVVtbW2qra3V33//LR8fH4WFhamoqEgRERGWfmazWU1NTYqNjZWfn5+jpwgAk47BzO1TAAAYkZdffll79+5VS0vLZW8ccDm7du1SZmamGhsbdeutt45ShAAweXCNDAAAI5SVlaU//vhDjY2N17Sf2WxWSUmJkpKSKGIAwEFYkQEAAADgcliRAQAAAOByKGQAAAAAuBwKGQAAAAAuh0IGAAAAgMuhkAEAAADgcihkAAAAALgcChkAAAAALodCBgAAAIDLoZABAAAA4HIoZAAAAAC4nP8Bz2VaS77EgmEAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(d, timetrace, binwidth=0.5e-3);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The timetrace is **computed** between `tmin` and `tmax` (by default 0 and 200s),\n", "but as you can see is displayed only between 0 an 1 second, just because these\n", "are the default x-axis limits. The axis limits can be changes by using the\n", "standard matplotlib command `plt.xlim()`.\n", "On the other hand, to change the range where the timetrace is **computed**,\n", "we pass the additional arguments `tmin` and `tmax` as follows:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(d, timetrace, binwidth=0.5e-3, tmin=50, tmax=150)\n", "plt.xlim(51, 52);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When using FRETBursts in a notebook, all plots are static by default.\n", "This is because we use the so called `inline` backend of matplotlib.\n", "If you want to manipulate figures interactively, you can switch\n", "to the interactive `notebook` backend with:\n", "\n", "```\n", "%matplotlib notebook\n", "```\n", "\n", "to go back to inline use:\n", "\n", "\n", "```\n", "%matplotlib inline\n", "```\n", "\n", "**NOTE**: Currently, the `notebook` backend is incompatible with the QT backend. \n", "If in a session you activate the `notebook` backend, then switching to the QT backend requires \n", "restarting the notebook. Conversely, you can switch between `inline` and `notebook` \n", "or between `inline` and `qt4` backends in the same session wihtou issues.\n", "\n", "> ### See also:\n", ">\n", "> - [bpl.timetrace](http://fretbursts.readthedocs.org/en/latest/plots.html#fretbursts.burst_plot.timetrace)\n", "> function documentation\n", "> - [bpl.ratetrace](http://fretbursts.readthedocs.org/en/latest/plots.html#fretbursts.burst_plot.ratetrace)\n", "> function documentation\n", "> - [Intensity timetrace and Rate-timetrace](#Intensity-timetrace-and-Rate-timetrace), a later section in this tutorial." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Background estimation\n", "\n", "As a first step of the analysis, we need to estimate the background. \n", "Here we will compute the background using the recommended approach of using\n", "the auto-threshold.\n", "\n", "For more details see [Background estimation](Example - Background estimation.ipynb).\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Automatic threshold\n", "\n", "It is a good practice to monitor background rates as a function of time.\n", "Here, we compute background in adjacent 30s windows (called *background periods*)\n", "and plot the estimated rates as a function of time." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Calculating BG rates ... Channel 0\n", "[DONE]\n" ] } ], "source": [ "d.calc_bg(bg.exp_fit, time_s=30, tail_min_us='auto')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(d, timetrace_bg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> **NOTE**: All background data is stored in `d.bg`. For details on how to\n", "> to export it see the [Background estimation](Example - Background estimation.ipynb) notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Burst analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first step of burst analysis is the burst search. \n", "\n", "We will use the sliding-window algorithm on all photons. Note \n", "that \"all photons\", as mentioned before, means all photons selected in the \n", "alternation histogram.\n", "An important variation compared to the classical sliding-windows \n", "is that the threshold-rate for burst start is computed as \n", "a function of the background and changes when the background\n", "changes during the measurement.\n", "\n", "To perform a burst search evaluating the photon rate with \n", "10 photons (`m=10`), and selecting a minimum rate 6 times larger than \n", "the background rate (F=6) calculated with all photons (default):" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Performing burst search (verbose=False) ...[DONE]\n", " - Calculating burst periods ...[DONE]\n", " - Counting D and A ph and calculating FRET ... \n", " - Applying background correction.\n", " - Applying leakage correction.\n", " - Applying direct excitation correction.\n", " [DONE Counting D/A]\n" ] } ], "source": [ "d.burst_search(L=10, m=10, F=6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The previous command performs the burst search, corrects \n", "the bursts sizes for background, spectral leakage and direct excitation,\n", "and computes $\\gamma$-corrected FRET and Stoichiometry. \n", "\n", "See the \n", "[`burst_search` documentation](http://fretbursts.readthedocs.org/en/latest/data_class.html#fretbursts.burstlib.Data.burst_search) for more details." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot the resulting FRET histogram using the following command:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(d, hist_fret);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All pre-defined plots follow this pattern: \n", "call the generic `dplot()` function, passing 2 parameters:\n", "\n", "- the measurement data (`d` in this case) \n", "- the plot function (`hist_fret`)\n", "\n", "In some case we can add other optional parameters to tweak the plot.\n", "\n", "All plot functions start with `hist_` for histograms, \n", "`scatter_` for scatter-plots or `timetrace_` for plots as a function \n", "of measurement time. You can use autocompletion to find all \n", "plot function or you can look in `bursts_plot.py` where \n", "all plot functions are defined." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of `hist_fret` we can use `hist_fret_kde` to add a [KDE](http://en.wikipedia.org/wiki/Kernel_density_estimation) overlay. Also, we can plot a **weighted histogram** by passing an additional parameter `weights`:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Overwriting the old E_fitter object with the new weights.\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(d, hist_fret, show_kde=True);\n", "dplot(d, hist_fret, show_kde=True, weights='size');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can experiment with different weighting schema (for all \n", "supported weights see `get_weigths()` function in `fret_fit.py`)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Burst selection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When we performed the burst search, we specified `L=10` without \n", "explaining what this parameter means. *L* is traditionally the minimum size \n", "(number of photons) for a burst: smaller bursts will be rejected. \n", "By setting L=m (10 in this case) we are deciding to not discard \n", "any burst (because the smallest detected burst has at least *m* counts). \n", "\n", "Selecting the bursts in a second step, by applying a minimum burst size criterion, \n", "results in a more accurate and unbiased selection.\n", "\n", "For example, we can select bursts with more than 30 photons (after \n", "background, gamma, leakage and direct excitation corrections)\n", "and store the result in a new\n", "`Data()` variable `ds`:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "ds = d.select_bursts(select_bursts.size, th1=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By defaults the burst size includes donor and acceptor photons \n", "during donor excitation. To add acceptor photons during \n", "acceptor excitation (`naa`), we add the parameter `add_naa=True`:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "ds = d.select_bursts(select_bursts.size, add_naa=True, th1=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to plot functions, all selection functions \n", "are defined in `select_bursts.py` and you can access them by typing \n", "`select_bursts.` and using the TAB key for autocompletion. \n", "\n", "> **See also:** \n", "> * [Burst selection](http://fretbursts.readthedocs.org/en/latest/burst_selection.html) in the documentation. \n", "> In particular the function [`select_bursts.size`](http://fretbursts.readthedocs.org/en/latest/burst_selection.html#fretbursts.select_bursts.size) and [`Data.select_bursts`](http://fretbursts.readthedocs.org/en/latest/data_class.html#fretbursts.burstlib.Data.select_bursts).\n", "\n", "To replot the FRET histogram after selection (note that now \n", "we are passing `ds` to the plot function):" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(ds, hist_fret);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note how the histogram exhibits much more clearly defined peaks after burst selection. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Histogram fitting and plotting style\n", "\n", "Under the hood the previous `hist_fret` plot creates a `MultiFitter` \n", "object for $E$ values. This object, stored as `ds.E_fitter`, operates\n", "on multi-channel data and computes the histogram, KDE and can fit \n", "the histogram with a model ([lmfit.Model](http://lmfit.github.io/lmfit-py/model.html)).\n", "\n", "Now, just for illustration purposes, we fit the previous histogram with 3 Gaussians, using the already created `ds.E_fitter` object:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "ds.E_fitter.fit_histogram(mfit.factory_three_gaussians(), verbose=False)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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fpF69etjb23Pt2jUWLFhAv379+P3334377MGDBwDGmwOpFEVBr9cb/87owtjOzo758+cbp3t4eNCnTx8OHDhAly5dsvXdpT5VerwDBHPw6aefZqkxdePGjVm2bFmG7+n1ejZs2EClSpXSHb+Wlpb07duX5s2b4+7uzoMHD1i+fDmjR482tmeAlJsMarWaU6dOpTlu7969S0hICMAzz40ZCQ8Px9/fn08//TTNE6UXX3wxy+t40ttvv83gwYOJjIxk8ODBfPPNN9SqVYt9+/Yxb948Vq5ciVqtzrDzgdq1a/Ptt98a/65SpQoDBgxgxYoVjBo1KtuxpDakz8zkyZONTwOyuj8gpfOCzz//PNNzYOqxmlEbFGdnZ+ONJEj5zGfOnMFgMBgTa51OZ3zCmNlxL0xDEgdhluLi4jh//jyvvPJKmos/e3t72rZtm+7H7dKlS8ycOZPTp0+nO9ncvn3b2GDtWf755x/mz5/P+fPniYmJSfNeaGgobm5uWY7/WUnGk+9lZ95U+/fv58svv6RDhw5PfWQ8YcIEoqKiCAkJYfPmzbz33ntMmTIlXSO4vDZ16tQ0jYLt7OxYunTpUxsJPtnwtWvXrvz0008cO3Ys2z1r+Pv7c/fuXcaNG5ftu5HPMmLECFatWsXUqVNZtGhRnqzzvffeS/N3mTJlmDlzZo4Tk4iICEaMGIGiKEyfPj3d04GsJL7+/v4EBwczdOjQNPN7eXnh6+ubr9W1cnIcpHruued47rnnjH83atSI1q1b061bN2bMmMHcuXOfufzu3bsZM2aM8W9bW1tOnz6dZp42bdqkSSZS91Pqd2LK7y6vvPXWW7z66quZzvdkzziPO3jwIEFBQXz00Ufp3vPw8EjXEL9jx4707duXqVOn0rNnT7RaLc7OznTr1o1NmzZRp04dOnbsyMOHD5k4cSIajQa9Xp/tp1/Ozs6UK1eOX375BYPBQJMmTahevXqunqKVLl2a0qVLs2vXLiwsLOjSpQs2NjasXr0aHx+fZ17MP3neq1+/Pl5eXhw7dixHicPatWuzNN/j5+Gs7g+AH3/8EQsLizTHybM87Zh9fPrAgQP57LPPmDRpEqNGjcJgMDB79mxjYp1fTzhF7kjiIMxSVFQUBoMhw4v1J6cFBgby6quvUrFiRT799FO8vLywsrLi3LlzTJo0iYSEhEy3d+7cOYYPH07jxo356quvKFmyJBYWFuzatYt58+ZlaR2pnJ2dM7xTEhkZCfx3Jyb1SUN4eHi6eSMiIlCpVBk+sj548CBjx46lRYsWTJ069akn6AoVKhhft2/fntdff51JkybRuXPnfD0hv/baa3Tv3p2kpCTOnj3L9OnTGT16NJs2bUpXJ1+r1aabltp1Zk7uNoWFhQFkqVei7LC3t2fUqFF8++23xqpAufXBBx/QtGlTY1uF3HQxGRkZybBhwwgKCmLJkiXp7mQ7OzuTmJhIfHx8unrzkZGRxnYoqWXxacddfl38ZvWYyY4yZcrQoEGDNO0jUp80BAYGpul9qXHjxsYLrzlz5qSrL58a4+NSq1MkJiYC2fvuUuO4d+9elrvfLQilS5c2Vvl7lmclcmvXrsXCwoKXXnopS9u0sLCgU6dO/Pjjj9y5c8f4fXzxxRcoisKXX37J//73P9RqNT169KBEiRIcOnToqb2cPSvm3377jTlz5rBo0SKmTJliTFDefffdbLfFeLxa1/Hjx6lVqxYWFhbodDpOnDhB+/btjdWHnqyCB08vJzm9y57V3uWeVcUMMt4f586dY+XKlcyePZvExERjmU99ahoVFYW1tTWWlpbG/RIREZHuM0ZERKTZby+//DJhYWHMnTuX33//HUhpxzJs2DAWLlwo1ZTMlCQOwiw5OjqiUqnSNaiF9I1sd+3aRVxcnLEuaaorV65keXt//vknWq2W+fPnp7lT/WSj0azw9vZm69at6HS6ND8Y165dA0hTzcba2to4/XHXrl2jfPny6e6aHzx4kDFjxtCoUSNmzZqVYf3Qp/Hx8eHgwYOEhYXh5uZmXHdSUlKa+TJKZLKjZMmSxkaBDRo0wM3NjQ8//JBZs2YxceLENPPqdDrCw8PTJA+pVRGye2EA/7UPCAoKymH0TzdgwACWLl3K1KlTGTBgQK7XV7Zs2Tzpxz0yMpKhQ4dy//59fvvttwyfWKTW87927Vqap28hISGEh4cby2TqfsjKcZeXsnrMZJeiKGmS5ObNmzNt2jT27NmTZlwRR0dH477ISbmD7H13LVu2ZNWqVezevdusEofcVlUKDQ1l3759tGvXLsN2V5l5PCGxtbXlhx9+4PPPP+fBgwd4eHjg6upKx44d8fX1TXcx/nhVM0h5av0kLy8vY/Ugf39/tm/fbmyDMmnSpGzFOmfOnHRt5R5/wnDt2jXjk66Mxhx6WjkpV66c8W9LS8t052cg3TnzyW0/y+NVlTKTuj9u3LiBoigZPm148OABjRo1Yvz48QwZMiTNuebxdlY6nY5bt26le+I9cuRIhgwZwu3bt7Gzs8PLy4uJEydia2trvKEhzIskDsIs2dra4uPjw86dO/noo4+MF7kxMTHs3bs3zbypJ7fHL6IVRWH16tXp1mtpaZnh04PUOs2PX2QkJCSwefPmbMf+/PPPs3r1anbu3Ennzp2N0zds2ICHh4fxwk2r1dK2bVv+/vtvPvzwQ+Mdr8DAQI4dO5auTcChQ4cYM2YMDRo04Oeff85W0qAoCn5+fjg6OhovjFKThyd/1Hbv3p3tz/ws3bt3Z82aNaxevZrhw4enSe4gZVC+xwdE27p1K5BycfI0qZ/9yX1ZsWJFypUrx7p16xg6dGi2vqPMWFpa8u677/LBBx9k2JuRKaQmDffu3ePXX3+lZs2aGc7XqlUrrKysWL9+fZrEYcOGDahUKp5//nkg5ftzd3dn69ataarcBAQEcPr06Xy7A5jVYyY77t27x6lTp2jevLlxWp06dWjZsiWrV6+mc+fONGzYME/ih+x9d+3bt8fb25v58+fTpk2bDHtWOnjwIA0bNizQnpVyW1Vp48aNJCcnZ6s9UXJyMtu2bcPFxSXDsQOcnJyMT5x2796Nv79/hp08XLlyJc2+Pnny5DO3W7FiRUaPHs3OnTu5dOlSluNN1bdvX9q0aUNERASvv/463377Ld7e3uzfv59ff/2V33777ZlPZrZs2UKHDh2Mf586dYqAgIA0Dcq9vLzSnZ/9/f3x9/dPdw7KSVWljGS0P1q1asXSpUvTzTtu3DjKlCnDuHHjjPPWrVsXd3d31q9fn+ZY/uuvv4iLi8twXA9LS0vjMRAYGMi2bdvo06dPmnFohPmQxEGYrXfeeYfXX3+doUOHMmzYMPR6PQsXLsTGxibN49zmzZtjYWHBuHHjeP3110lKSuL333/PsKcMb29vdu7cycqVK6lduzYqlYo6derQunVrFi9ezPvvv0+/fv2IiIjgl19+ydGFZ+vWrWnRogVffPEFMTExlCtXjj///JODBw/yww8/pHlUPHbsWF5++WXefPNNRowYQVJSEjNnzsTFxYVhw4YZ5ztx4gRjxozBzc2NN954I133gVWqVDEmHqNGjaJ69erUqFEDZ2dngoOD2bBhA8ePH2fixInGO3UqlYru3buzbt06ypUrR/Xq1Tl37pzxwj0jR48ezbC6SmYjUqcOBvTzzz+n6RbVwsKCxYsXExcXR506dYy9Kj333HPPvKhLfVqzZcsWKleujK2tLR4eHnh6ejJx4kRGjRpF3759GTJkCKVKleLBgwccPHiQH3/88ZlxZqZr1678+uuvHDhwIFfryQsJCQkMHz6cS5cu8emnn6LX69N0D+rq6mq8e+ns7MyoUaOYMWMGzs7OxgHgZs2aRZ8+fYx3BtVqNe+88w6ff/45Y8aMoW/fvkRFRTF79uxstfHJruwcM59++ikbN27k77//NiahQ4YMoWHDhlSvXh07OzuuXbvGokWLUKlUvPPOO2m29cMPPzB8+HCGDBlCr169aNmyJa6ursTGxnL16lWOHDnyzDr8T5Od706j0TBnzhyGDRtGv379GDBgAE2aNDEOAPfXX3+xd+9e/Pz8nrq9Y8eO8dprr/HWW28xduzYbMebkTJlyuRqwLK1a9dSqlQpWrVqleH7kydPRqfTUb9+fdzc3IyNcS9fvszkyZPT7Oe//vqL4OBgKleuTGJiIsePH2fp0qX079/fmOg+bv78+VhaWlKlShWuXLliHM3Yz8/PmFB/9dVXdOzYkfLly2NhYcHRo0e5evVqmpHhU3vGyuzOvKenJ56enmzcuBFHR0d69OiBVqtlyZIltGzZ0tgt8tNcuHCBzz77zNh+46effsLT05NXXnnFOE+PHj348MMP+eKLL+jQoQMBAQEsWrQowxsXOXl6mdX94e7unm70dQArKyucnZ3TDCao0Wj48MMP+eijj5g4cSJdunThzp07/PDDD7Ro0SJNW6Rr166xc+dOateujaWlJVeuXGHBggWUL18+3XErzIckDsJstWjRgjlz5jB9+nTeffdd3N3dGTBgAImJiWkeEVeuXJlZs2Yxffp0xo4di7OzM127dmXIkCGMGDEizTpfe+01rl+/zk8//UR0dDSKonD16lWaNWvGt99+y8KFC3nzzTfx9PSkb9++uLq68tlnn2U79lmzZvHTTz8xc+ZMIiIiqFSpEtOmTaNLly5p5qtcuTLLli1j6tSpvPPOO2g0Gpo2bcqcOXPSdMv5zz//kJCQQEBAAIMHD063vaVLlxpP3vXr1+evv/5ixYoVxMTE4ODgQO3atY13Nx+X2kf4okWLiIuLo0mTJsybN++p3VU+ORJyqsyeUvj4+NCxY0c2btzIG2+8YbygtbCwYN68eXz99dfMnTsXa2tr+vTpk2HDysfZ2Njw7bffMnv2bIYPH05ycrLxAqpVq1YsX76cOXPm8PXXX5OYmEjJkiVz1AXnk1QqFR988EGapM5UHj16xPnz5wEyHKOiZ8+eTJkyxfj3qFGjsLOzY8WKFfzyyy+4u7szcuRI3nzzzTTLpfaksmjRIt566y28vLx444038PPz4/jx4/n2ebJ6zBgMBvR6fZrxVby9vdm+fTu//voriYmJuLq60rRpU0aPHp2uG2BXV1dWrVrF6tWr2bZtG9u3bycuLg57e3uqVKnCoEGD0vQmkx3Z+e7KlSvHhg0bWLZsGbt27eL3338nOTkZd3d3GjZsyMqVK585anRqVZyMLuhM4dSpU9y6dYsxY8Y8tQ1V1apVWbVqFVu3biUmJgY7Ozvq1KnDL7/8kqbqGKRcgK5bt447d+5gMBioUqUKX3755VOfZrzxxhusW7eO69ev4+XlxeTJk1m/fj3bt2/Hx8eHF198kXLlyrFy5UrjGCdly5bl448/TtPBRHa/1927d/Pcc8+h1WrR6/UcPHgwTS9/T/PNN9+wadMmxo0bR1JSEk2aNOGzzz5LU1WuW7duBAcH88cff7B+/XqqVq3KF198wZw5c7IUW2aysz+yo0ePHmg0GhYsWMD69etxdnamR48e6TqESE3eli1bRmxsLKVLl6Z///6MHDkywx7ghHlQKdkd3UoIIfLAJ598wl9//ZWu9xohROa+//57/vzzT3bu3JmnPYgVNqlPXh6/eZIb77zzDvfv32fdunV5EJ0QRY/0dSWEEEIUMseOHWP06NHFOmnIa4qicPz48XR3xoUQ/5GqSkJkUVZGVc2o2z1hXjIbYVWtVpu8//Anq+I8KbORe82FHDP5R+6I5z2VSsU///xj6jCEMGtSVUmILJo1a1a67veetHv37lw1LhT56/79+xmOPP64vGxsmlPt2rV75pgJzxq515zIMSOEEEWLJA5CZFFQUBDBwcHPnKdatWp52gWoyFtJSUkZ9qn+uNTemUzp6tWrGfbfnsrOzi7NAGbmSo4ZIYQoWiRxEEIIIYQQQmRKGkcLIYQQQgghMiWJgxBCCCGEECJT0p1FNimKgsEgtbtMRa1WyfefXxQF5VEQACo3T1CpsrSY7BPzU6D7JIflpriR48T85Mk+kfKfp+Q4MR21WoUqC+VXEodsMhgUwsJiTR1GsaTVqnFxsSMqKg6d7tldPIrsUxITMIzqB4B67npUVtaZLiP7xPwU9D7JSbkpbuQ4MT95tU+k/OcdOU5My9XVDo0m88RBqioJIYQQQgghMiVPHIQQKdRq8Gn032shskLKjSjOpPyLYkYSByEEACoLSzTvfmnqMEQhI+VGFGdS/kVxI+mxEEIIIYQQIlOSOAghhBBCCCEyJYmDEAJI6R1E/2ZP9G/2RElMMHU4opCQciOKMyn/oriRNg5CiP8kJZo6AlEYSbkRxZmUf1GMmF3iMH/+fC5evMjFixe5f/8+Xl5e7NmzJ9vr0ev1rF69mvXr13Pjxg0AypQpQ8eOHRkzZkxehy2EEEIIIUSRZnaJw7Rp03B2dqZmzZpER0fnaB3JycmMHTuWgwcP0rlzZ3r16oVarSYgIIAHDx7kccRCCCGEEEIUfWaXOOzatYuyZcsC0LVrV+Li4rK9jrlz57J//34WLFhAq1at8jpEIYQQQgghih2zaxydmjTkVFxcHEuWLKFt27a0atUKRVGIiYnJo+iEEEIIIYQonszuiUNunTx5kpiYGHx8fPjuu+9YvXo1MTExODk50a1bNz744ANsbGxytQ2t1uzyrWJBo1Gn+V/kLUWvJunf11qtGlUWyrnsE/NT0PskJ+WmuJHjxPzk1T6R8p935DgpHIpc4nDr1i0AlixZgkaj4d1338XDw4Ndu3axfPlybt68yeLFi1GpVDlav1qtwsXFLi9DFtnk6Ji7xE9kTEnUEla7HgAuLvaorKyyvKzsE/NTUPskN+WmuJHjxPzkdp9I+c97cpyYtyKXOMTGxgIQGRnJ5s2bqVKlCgAdOnQAYPPmzRw6dCjHbR8MBoWoqOy3uxC5p9GocXS0ISoqHr3eYOpwiiT1R1MAiIjTQZwu0/mL8j4xGAyEhATneHl3dw/U6oK/c2aKfZLdclPcFOXjpLDKy30i5T9vyHFiWo6ONll62lPkEgdra2sAfHx8jElDqt69e7N582aOHTuWq0bTOp0UaFPS6w2yD8xMUdwnQUFBTNtxGhtHl2wvGx8VzriOvnh6euZDZFlTFPdJYSf7xPzIPjE/sk/MW5FLHEqWLAmAh4dHuvfc3d2BlKcRQgiRGRtHF2yd3UwdhhBCCGEWilwLFB8fH4AMx2tInVaiRIkCjUmIwkBJTED/dn/0b/dHSUwwdTiikJByI4ozKf+iuCnUiUNwcDA3b94kPj7eOK1MmTI0atSI8+fPc+bMGeN0RVFYsWIFAK1bty7oUIUoHGKiUv4JkR1SbkRxJuVfFCNmV1Vp48aNBAYGAhAWFkZycjI///wzAI6OjgwcONA477Rp09iwYQNLly6lSZMmxumff/45r7zyCsOHD2fgwIF4eHiwZ88eDh06RO/evfH19S3YDyWEEEIIIUQhZ3aJw7p16zh+/HiaaTNmzADAy8srTeLwNNWrV2fVqlXMmDGD33//nbi4OMqXL8/48eN57bXX8iVuIYQQQgghijKzSxyWLVuW5XmnTJnClClTMnyvatWqzJ49O6/CEkIIIYQQolgr1G0chBBCCCGEEAVDEgchhBBCCCFEpsyuqpIQwkRUKqhQ9b/XQmSFlBtRnEn5F8WMJA5CCABUllZoJs4wdRiikJFyI4ozKf+iuJGqSkIIIYQQQohMSeIghBBCCCGEyJQkDkIIAJTEBPQfDkH/4RCUxARThyMKCSk3ojiT8i+KG2njIIT4T2iwqSMQhZGUG1GcSfkXxYg8cRBCCCGEEEJkShIHIYQQQgghRKYkcRBCCCGEEEJkShIHIYQQQgghRKYkcRBCCCGEEEJkSnpVEkL8p3Q5U0cgCiMpN6I4k/IvihFJHIQQAKisrNF8Pc/UYYhCRsqNKM6k/IviRqoqCSGEEEIIITIlTxyEECKPKYqBR49CcrUOd3d31Gq5tyOEEMJ8SOIghABASUzA8NW7AKgnTEdlZW3agAqxhOgIlp6IxMYxNkfLx0eFM66jL56ennkcWd6TciOKMyn/oriRxEEI8Z/Au6aOoMiwcXTB1tnN1GEUDCk3ojiT8i+KEXkOLoQQQgghhMiUJA5CCCGEEEKITEniIIQQQgghhMiUJA5CCCGEEEKITEniIIQQQgghhMiU9KokhPhPCQ9TRyAKIyk3ojiT8i+KEUkchBAAqKys0fzwm6nDEIWMlBtRnEn5F8WNJA5CCFGEGAwGHjx4QGRkHDqdku3lZcRqIYQQT2N2icP8+fO5ePEiFy9e5P79+3h5ebFnz55crfOdd95hx44dVKxYkR07duRRpEIIYX5CQoL5fuspbBxdsr1sYRqxWgghRMEzu8Rh2rRpODs7U7NmTaKjo3O9vn379rFz506srWUYeCGeRUlKxDDlIwDUn3yPytLKxBGJnCrIUaul3IjiTMq/KG7MLnHYtWsXZcuWBaBr167ExcXleF2xsbF8+eWXvPLKK+zduzevQhSiaFIUuH39v9dCZIWUG1GcSfkXxYzZVWRNTRrywvTp00lOTua9997Ls3UKIYQQQghRHJndE4e8cu7cOZYvX86PP/6Ivb29qcMRQgghhBCiUCuSiYNOp2PChAk0b96czp075/n6tVqze1BTLGg06jT/i7yl6NUk/ftaq1WjykI5L8r7RKtVmXz7OTnX5HZfZHe7OSk3xU1RPk4Kq7zaJ1L+844cJ4VDkUwcfv31V/z9/Zk1a1aer1utVuHiYpfn6xVZ5+hoY+oQiiRDgprgf187O9uits7691wU90lCgq1Jt+/kZJujc01CQu46gsjudnNTboqbonicFHa53SdS/vOeHCfmrcglDnfv3mXOnDm88cYblCtXLs/XbzAoREXlvMG2yDmNRo2jow1RUfHo9QZTh1PkKIkJxtcREXGorDL/jovyPomMNO1xHhkZh7V1bLaXi4lJyHymPNxuTspNcVOUj5PCKq/2iZT/vCPHiWk5Otpk6WlPkUscpkyZgqOjI507d+b+/fvG6TqdDrVazf3797G2tsbNLeddFep0UqBNSa83yD7IB4rOAPaOQEoZV2my/h0XxX2Sk8HT8nr7OflOc/uDm93t5qbcFDdF8Tgp7HK7T6T85z05TsxbkUscAgICCA4OpmPHjhm+3759e1q2bMkvv/xSwJEJYd5UVtZoZv5h6jDylMFgICQkJEfLPnqUs+WKm6JYboTIKin/orgp1IlDcHAw0dHRlC5dGhublDpx48ePJyYmJt28EyZMwMLCgokTJ1KiRImCDlUIYQIhISFM23E6R6Mohwf641K6Yj5EJYQQQhROZpc4bNy4kcDAQADCwsJITk7m559/BsDR0ZGBAwca5502bRobNmxg6dKlNGnSBICmTZtmuN5vv/0WS0tLnn/++Xz+BEIIc5LTUZTjo8LyIRohhBCi8DK7xGHdunUcP348zbQZM2YA4OXllSZxEELkHSUpEcNPEwFQvzcJlaWViSMShYGUG1GcSfkXxY3ZJQ7Lli3L8rxTpkxhypQpWZp3z549OQ1JiOJBUeDq+f9eC5EVUm5EcSblXxQzZpc4CCFEcacohhw3zg4Pf5TH0QghhBApJHEQQggzkxAdwdITkdg4Zn8cB2nULYQQIr9I4iCEEGZIGnULIYQwN5kPESeEEEIIIYQo9iRxEEIIIYQQQmRKqioJIf4jXQnmOUVRSIqLJib0IfFRYSTERJIYHUF8dAS6xDh0iQnokhMx6JIBFSq1muTEOCxt7LFxcMHCxg5LW3tsnUpg6+SGrYs7dq6eaLQWpv5o/5FyI4ozKf+iGJHEQQgBgMrKGs28DaYOo1BTFIX4yFBC/C+RGBNJQkwkMY8ekJwQl6316JIS0CXEkxAVnuH7Ko0GB7dSOHmWw6lUBdwqVMfa3ikvPkK2SbkRxZmUf1HcSOIghBC5EBfxiBD/y4TevUpE4G2S4qLRJSWg1mhRa/49xarVKU8MnN2wtnfG2t4JKwdnLG3s0FhYobW0Rq39d15FITzgFlpLazQWliQnxJIQE0V85CPiIkKJDQsiOSGOqKD7RAXd5965IwDYu5XCrUINrB2csXZwMdG3IYQQoiiTxEEIIbJBr0sm9O41Hvlf5tHty8RFpB03QaXRYu9WGtcylSlRvhoObqWxc/XIVtWi5IQ4bBxdM+xVSVEUEqLCiQy+R+SDO4Teu05U0D1iHj0g5tEDdEkJ2Lq4U7ZOM0rXbISdi0euP7MQQggBkjgIIf6lJCdhmPMNAOoxn6GysDRxROZDr0sm9M5VHl47TfDNC+gSE4zvqdRqnEtXxK1CDVzLVsHRowwRgf5PvfDPLZVKhY2TKzZOrpSsWheApPgYQu9cI/jmeQIu+ZEQFc7Nozu5eXQnbhVrUL7ec7hVqI5Knff9YUi5EcWZlH9R3EjiIIRIYTDAOb//XhdzimIgItCfG//sIOjGOfRJicb3rOyd8KhcG7cKNShRtipaK2sTRgqWNvaUql4/5V+NBsSGhRB69yqPbl9JeTLifxlbF3cqN3mRUjUaoFZr8m7jUm5EcSblXxQzkjgIIcRj4qPCCLjkh7/fbpLjY43tFKwcnClZtS4lvevhXKpCvty9zwsarSWeVepQsWFb4iIecefMQQIuHCMuPITzO1Zw89hOKjftQOnqDcz2MwghhDBPkjgIIYo9g0FPyM0L3D17mNC710BR0CUlYGFtS5naTSldqzHOJcsXugttW2c3arTpSdXmnbh79jD+frtTEojty7l9Yg812vbGtWwVU4cphBCikJDEQQhRbCXFx3L//D/cPXsoTdenrmWr4uhZBq9ajXFwK23CCPOG1tKaSo3aU65uC+6eOYi/3x6iQwI5vnoWJav5Uu257tg4upo6TCGEEGZOEgchRLETHRLI7VP7eHDlJAadDgALGzvK1GlG2TrNsHV2I/TuNTTaotXQUWtpTaXGL1CmTnOuH/6Te+f/4eHV04Tcuoh3q+64Vahm6hCFEEKYMUkchBDFgvLv+Ai3ju/ikf8l43QHjzKU921FqeoNzGs05nxkaWNHref7UtanBZf3riP8/k0u71mLg4cXId5v4enpaeoQhRBCmCFJHIQQRZqiGAi+eYFbx3cREeifMlGtpmQVH8rXb41z6YqoVCrTBmkijh5eNO7zFvfOHebqgS1EPrjD5MmTGD58JG3bPl9svxchhBAZk8RBCAGAysoaza/bTB1GnjEYDBw/fhS/tWuN7RdUGi1lajWmQsN22Lm4mzhC86BSqylXrxVuFWtyZstikqICWbRoHhcvXuD119/Exsbm2csXsXIjRHZI+RfFjSQOQogixWAwcPToYdatW83du3eJi0nE0taesj4tKF+/Ndb2TqYO0SzZOpWgbpfXqBp3je3bt/LPP4fw97/FO++Mo3z5iqYOTwghhBmQxEEIUSQYDAb8/I6xdu0qAgLuAWBra0vFGi2p0rwTFlbPvnMuQKVS88ILHWncuCkzZ07j4cNAJk78lDfffItmzVqYOjwhhBAmJomDEAIAJTkJw8KpAKhHfIDKonD0KKQoCidOHGfdulXcvXsHAFtbO7p27YGvbwMWnwqSpCGbvL2rMXnyVH7+eQZnz55m1qxpBATco1evvqifGMuisJYbIfKClH9R3EjiIIRIYTDAiUMpr4ePM20sWXTp0gVWrlzGrVs3ALCxsaFTp2506tQFOzt7goKCTBxh4eXg4MCHH37KypXL2LZtM+vXr+HevXuMHv02VlZW/81YCMuNEHlGyr8oZiRxEEIUOvfu3eX335dz5sxJAKysrOnYsQtdunTH3t7exNEVHWq1moEDB1O2bFl++WU+fn5H+fbbcD788FP5noUQohiSxEEIUWiEhYWyZs0fHDiwD0UxoFZraN/+RXr1ehknJ2dTh1dktW7dDk/PUkydOpnr16/y5ZefM378BFxdS5g6NCGEEAVInfksQghhWvHxcaxatZL33nuL/fv3oCgGGjduxg8/TGfo0NclaSgA1avX4H//+xoXF1cCAu4xceKnBATcN3VYQgghCpA8cRBCmC2DwcCBA/v444/lREVFAlCtWg1eeWUQVatWM3F0xU/ZsuX44otvmDLlKx48CGTSpIlM+Gg8pUwdmBBCiAIhiYMQwixdu3aVpUt/NTZ8LlmyNK+8MogGDRrJiMYm5O7uwf/+l5I83L59i++++4bppg5KCCFEgZDEQQhhVsLCQvnjjxUcOrQfSOkpqVevvrz4YicsLCxMHJ0AcHR05NNP/8eUKV8RcOs6WJs6IiGEEAXB7BKH+fPnc/HiRS5evMj9+/fx8vJiz549WV4+MjKSjRs3sn//fm7evEl4eDilSpWicePGjB49mlKl5KG6EBmytEI9d73xdUFLTk7izz+3sGnTehITEwAVbdq0o1+/V6QNgxmyt7dn/PgJTP52Eq/738DW1p6PHz6kXPkKpg5NiIJj4vOmEAXN7BpHT5s2jWPHjlGuXDmcnJyyvfzZs2eZMmUKiqLw6quvMmHCBFq3bs3mzZvp1q0bN27cyIeohSj8VCoVKivrlH8FXBXo9OlTfPjhu6xevZLExASqVq3GV19NYeTI0ZI0mDE7O3s+/ex/lKnsTXhcLJOnfCVjZ4hixZTnTSFMweyeOOzatYuyZcsC0LVrV+Li4rK1fKVKldixYwfly5dPM71NmzYMHTqUmTNnMnPmzDyLVxReBoOBkJCQHC/v7u6ebhRdkT1hYaEsXbqY48f/AcDFxZUBAwbRokUr+REuJGxt7fj448/56quJ3Lt3h2+//YL//e8bXF1dTR2aEEKIPGZ2iUNq0pBTZcqUyXB68+bNcXZ25tq1a7lavyg6QkJCmLbjNDaOLtleNj4qnHEdffH09MyHyExDSU5GWToLANVrY1HlY3sCvV7PX39tY+3aVSQkxKNSqenUqSu9e/fFxsYm37Yr8p6SnIztqgV8Ud6dzxMSeBASxOTJk/jf/76WQeJEkVeQ500hzIHZJQ75JTo6mtjYWKpUqZLrdWm1cpfZFDQadZr/c0urVWHj6IKts1uOly9KZUHRKyQd3gWAxZC3UGXhs+Vkn9y4cZ0FC+Zy+/ZtALy9q/H6629QoULF7AedCa1WnlpkV3bLdWq5sQQ++2YBE7/5koCA+/zwwzdMmPAl1tbScjqvz10i9/Jqn+TkvCkyJsdJ4VBsEoeff/6Z5ORkXnrppVytR61W4eJilzdBiRxxdMybO9IJCba5Wt7JybZIlQVDgprgf187O9uits7695yVfRITE8Nvv/3Gtm3bUBQFJycHhg0bRseOHfOtyldu93FxlN1y/Xi5qepdge+//44PPvgAf/+bzJ8/i4kTJ0qVvn/l1blL5J3c7pPcnDdFxuQ4MW/FInHYtm0bixcvpkWLFvTu3TtX6zIYFKKistfuQuQNjUaNo6MNUVHx6PWGXK8vMjJ3+zEyMg5r69hcx2EulMQE4+uIiDhUVpl/x1ndJ35+x1m0aD7h4eEAPPdcawYNGoyTkzORkfG5D/4pcruPi6Pslusny42joxvvv/8Jkyb9j8OH/2HmzDkMHjwsP0ItNPL63CVyL6/2SU7OmyJjcpyYlqOjTZae9hT5xGH//v189NFH1KxZkxkzZuTJnS+dTgq0Ken1hjzZBzqdkuvli1JZUB77LDqdAZUm65/tafskKiqS3377haNHDwMpg7gNHz6SWrXqGLeTn3K7j4uj7JbrjMpN5crevPnmW8yaNY0//9yCm5snHTp0yo9wC5W8OneJvJPbfZKb86bImBwn5q1IJw4HDhzgrbfeolKlSvzyyy84ODiYOiQhigVFUfjnn0MsWfIr0dFRqFRqunbtTu/e/bC0tDR1eKIANGvWguDgIFatWsHSpb/i7u5O/foNTR2WEEKIXCiyicPBgwd56623qFChAr/99hsuLtnvOUcIkX1hYaH88ssCTp8+AUC5cuUZOXIMlSpVNnFkoqB1796ToKCH7Nu3m1mzfuKLL76mfPm8bwQvhBCiYBTqxCE4OJjo6GhKly6dpgvHQ4cOMWbMGMqXL8+SJUukP3EhCoCiKOzdu5sVK34jPj4ejUZLz54v063bS1hIF4XFkkqlYtiwkYSEhHDx4jmmTfuer7/+Xp7+CiFEIWV2icPGjRsJDAwEICwsjOTkZH7++WcAHB0dGThwoHHeadOmsWHDBpYuXUqTJk0AOH/+PKNHj0ZRFHr37s3BgwfTbaNHjx4F8EmEKGQsrVBP/934OjvCw8P4+efZnD17GoBKlarw5ptvUaZM7sZlEYVAJuVGq9Xyzjvv8/nnHxEcHMTMmdP45JPP0Wg0BRyoEPkgF+dNIQojs0sc1q1bx/Hjx9NMmzFjBgBeXl5pEoeMXL9+ncTERAAmT56c4TySOAiRnkqlAkenbC934MABfvppBjEx0Wi1FvTr9wqdOnWVLjiLiayUG3t7e8aN+5iJE8dz8eI5/vhjBa+++loBRShE/snpeVOIwsrsEodly5Zled4pU6YwZcqUNNN69epFr1698josIcQTYmJiWLo0pccknc5A+fIVGTPmHXnKIDJUrlx53nhjzL89LW2iYsWKNG/eytRhCSGEyAazSxyEEKahJCej/LEAAFX/kaie0S7h/PmzzJs3h/DwMCwttfTu3Zvu3XtJW4ZiKDvlplmzFty548/mzRuYP/9nvLzKSGNpUahlp/wLURRIXQIhRAqDHmXvnyh7/wSDPsNZkpKSWLx4EZMnTyI8PJRSpUrx448/0q/fAEkaiqsslJvH9e37CnXr+pKcnMSMGdOIj5dB+kQhls3yL0RhJ4mDECJL7t+/x+eff8zff28H4IUXOvHddz9SvXp1E0cmChO1Ws3o0e/g6urGw4eBLFw4D0WRgfqEEKIwkMRBCPFMiqKwe/dOPvvsI+7fv4ujoxMfffQZQ4e+jrW1tanDE4WQg4MDb789DrVaw9Gjh9m9e6epQxJCCJEF0sZBCPFUMTExLFw4Fz+/owD4+NRj1KixODk5F1gMBoOBkJCQHC376FHOlhP5z9u7GgMGDGTFiiUsXbqYKlWqUqFCJVOHJYQQ4hkkcRBCZOjKlcvMnj2dsLBHaDRa+vd/1STdrIaEhDBtx2lsHLM/+nt4oD8upaXxrbnq3Lkbly9f5NSpE0yf/iPffvs9trZ2pg5LCCHEU0jiIIRIZ/Om9azetAFFMeDpWYq33nqXypWrmCweG0cXbJ3dsr1cfFRYPkQj8opKpeLNN8fy6acfEBz8kEWL5jN27HspfeMLIYQwO9LGQQiRzsaNa1EUAy1btubbb38wadIgijZ7e/t/kwU1R48e5tChA6YOSQghxFPIEwdRqEn997xz8+5tllqXIiIyDMXCkjeGjaR163amDkuYOwtL1N8vNr7OiapVq9G7d1/Wrv2DxYsXUq1adTw8PPMwSCHySR6UfyEKE0kcRKEm9d9zT1EUdu7czvLlS9DrdZQsWYYv33mf8uUrmDo0UcAUxZCrhNodyGklox49enHu3BmuXbvCnDkzmDjxKzQaTY5jEaIgqNRqcJMkVxQfkjiIQk/qv+dcfHw8CxfO5ejRwwA0atSUN98cg42NrYkjE6aQEB3B0hOR2DjGZnvZ+KhwxnX0xdMzZxdRGo2G0aPfZvz497l+/SobN66jd+++OVqXEEKI/CGJgxDF1P3795g+/QcCAwNQqzW82v8VXox9hGrL7yi9XkOllZGgi6PsJuJqvY6WZ7aSnBgHujq52raHhydDh47k559nsH79GurUqYu3d7VcrVOI/KToklHWLwVAJedNUQxI42ghiqETJ44zceJ4AgMDcHFxZcKESXR8oSP8tR5lxzrQ600doigk1AY9jS7tpvnNf8CQ+3LTsuVzNG/eCkUxMGfOdOLj4/IgSiHyiV6PsmOdnDdFsSGJgxDFiMFgYN261Uyb9h0JCfHUqFGLb7/9gWrVqps6NCGMhg59HTc3d0JCglm+fKmpwxFCCPEvSRyEKCbi4+OZMeNH1q1bBcALL3Ri/PiJBToKtBBZYWdnz6hRYwHYu/dvzpw5ZeKIhBBCgCQOQhQLQUFBfPHFZ/j5HUWj0TJixGiGDn0drVaaOQnzVKNGLTp06AzAwoXziI2NMXFEQgghJHEQoog7f/4cn3/+Effu3cHJyZkJEybRtm17U4clRKb69x+Ip2cpwsNDWbp0sanDEUKIYk8SByGKsJ07dzBlylfExsZQqVIVvvnme+mlRhQaVlZWvPnmW4CKgwf3cfKkn4kjEkKI4k0SByGKIIPBwNKlv/LbbwtRFAMtW7bmf//7ClfXEqYOTYhsqVatOl26dAdg0aJ5xMRIlSUhhDAVqeAsRBETHx/PnDnTOXXqBAD9+r1K9+49UakyGdPXwhL1V3ONr4XICp3Wgt+6fUpCdDgv51Mf9n379uf06RMEBgbw22+LeOutd/NlO0Jkm5w3RTEjTxyEKELCwkKZNGkCp06dQKu14O2336dHj16ZJw2ASq1G5VU+5Z9aTg0ii1RqQp1LEeLgAflUbiwsLHnzzbGoVGqOHDnI8eNH82U7QmSXnDdFcSOlXIgi4s4dfyZMGM+dO/44OjoxYcKXNG3a3NRhCZEnqlSpSvfuPQH49dcFUmVJCCFMQBIHIYqA06dP8cUXnxMeHkrp0mWYNGkyVatmrxG0okvGsHE5ho3LUXTJ+RSpKGrUeh3Nzm7juav7QKfL12316vUyXl5liYqKZMWKJfm6LSGyQs6boriRxEGIQm7fvj1MnTqZxMQEatXy4csvv8HDwzP7K9LrUTavRNm8EvT6vA9UFElqg57m57bT+tp+MORvubGwsGTEiFGAiv3793D+/Ll83Z4QmZLzpihmpHG0EDmgKAYePQrJ8fLu7u6oc1kfVlEUNm1az+rVKwFo1aoNI0aMkkHdRKFjMBgICcna8eTk5Ezz5i3Zv38vc+ZM59NPv6BMmTK5Pp6EEEJkTq4whMiBhOgIlp6IxMYxNtvLxkeFM66jL56eOXgq8C+DwcCSJb/y99/bAejevSf9+r2apUbQQpibkJAQpu04jY2jS5bm13nUJ4p/CLkTyIc//szMT9/L1fEkhBAiayRxECKHbBxdsHV2K/DtJicn8fPPszh27Aig4rXXhtKxY5cCj0OIvJTd48mn00BOrp9P0PWz3LlzWxIHIYQoAGb3bHf+/Pm8/fbbtG/fnmrVqtGuXbscrefChQsMHz6cBg0a4Ovry6BBg/Dzk1FHReEWFxfLlClfc+zYEbRaLW+99a4kDaJYcq9Yk1I1GoKisHLlEnT53DBbCCGEGT5xmDZtGs7OztSsWZPo6OgcrePcuXMMGjSIEiVKMHr0aCwtLVm9ejVDhgxh4cKFNG8uXVSKwicyMoLJk7/i7t3bWFvbMG7cx9SuXcfUYWVJduqwPyk3bUlEwQoNfQSWVtleLqf7uEablwi6cY6AgAC2bt3ESy/1ztF6hBBCZI3ZJQ67du2ibNmyAHTt2pW4uLhsr+Obb75BrVazfPlySpcuDcBLL71Ely5d+PLLL9mxY4fUBReFSlhYKN988wUPHgTi6OjEJ598ToUKlUwdVpZltw7748ID/XEpXTEfohJ5beWpALQu2e+SMqf72NLWgarNOvLI70/Wr19No0ZN8PIqk+31CCGEyBqzSxxSk4acunfvHmfOnKFXr17GpAHAwcGBPn36MHv2bM6ePUu9evVyGakQBSMo6CHffvslISHBuLq68dln/6NUqdKZL5hdFhaoJ0w3vs5rOW0TEh8VluexiLyj11iwvNMHRD68i4WzGzYFvI89qvjgEXub69evsmjRPCZMmCQ9LImCk8/nTSHMTZE7u547l9Kvt6+vb7r3UqelziOEubt//x5ffvk5ISHBeHqW4osvvs6fpAFQqTWoKnqn/FNr8mUbouhR1GqC3MoT4OiJoir4nxSVSkX//gOxsrLm6tXL7N+/t8BjEMWXnDdFcWN2TxxyKygoCCDDHjZKliwJwMOHD3O1Da22yOVbhYJGo07zP4BWWzirnGm1qkzL0c2bN/j220lER8dQtmw5Jkz4Amfn7Ff1yU8Z7ZOMFNb9JAoHDw83+vUbwNKlv/H778to3LgRTk7Opg7LKKvHiSg4sk/Mj+yTwqHIJQ7x8fEAWFpapnvPyiql0V5CQkKO169Wq3Bxscvx8iL3HB1tjK8TEmxNGEnOOTnZPrMcXbhwgcmTJxEfH0eNGtX45ptvcHBwyNeYlORk4rasAcC2Wx9U2Xjs/vg+yUhh3U8ic2q9jvpX9hEX8YhTNdqaJAYnJ1teeaUvR48e4tatW6xZs5IPP/zQJLE8S2bHiSh4ud0nuTlviozJcWLeilziYGOTUuCSkpLSvZeaMFhbW+d4/QaDQlRU9htsi9zTaNQ4OtoQFRWPXm8AIDKycO6LyMg4rK0zHjzu3LmzfP/9ZJKSkqhZsyYfffQpOp2a8PDsDzaXHUpiAkmL5wKQ2LwDKqvMj5OM9klGCut+EplTG/S0PrUJgLPVnjNJDCnHUwJDhozgs88+ZufOXTRp0pI6dXxMEs+TsnqciIKTV/skJ+dNkTE5TkzL0dEmS097ilzikFpFKbXK0uNSp6VWWcopnU4KtCnp9QbjPtDpFBNHkzM6nZJhOTp37gxTp05Bp0umbl1f3n33QywtrQqkzCmPbUOnM6DSZH2bj++TjBTW/SQKh9TjqUKFyjz/fAf+/nsHCxfO57vvfsTCIv3TZ1PJ7DgRBS+3+yQ3502RMTlOzFuRq0hWp05Kv/anT59O917qtNR5hDAnZ8+eNiYN9es3ZNy4j4zV64QQWdOv3ys4OTnz8GEgmzZtMHU4QghRpBTqxCE4OJibN28a2zUAlCtXDh8fH3bs2MGDBw+M02NiYli7di3lypWTrliF2Tl79jQ//vgdOl0yDRo04p13PjCrO6VCFBa2tna89towADZvXs+DB4EmjkgIIYoOs6uqtHHjRgIDU070YWFhJCcn8/PPPwPg6OjIwIEDjfNOmzaNDRs2sHTpUpo0aWKc/vnnnzNo0CBeffVVBg0ahIWFBatWrSIkJIQFCxbI4G/CrJw5c4pp0743Jg1vv/0+FvncwC42NobDhw8RFvaI6OgYEhLi0cXF8va/7+/8axsduvcCQFEUtm3biouLMyVLlqZUqdLGtkRCmKOmTZtz4MBezp49za+/LuDTT/8n530hhMgDZpc4rFu3juPHj6eZNmPGDAC8vLzSJA5PU7duXZYvX8706dOZNWsWBoOB2rVrs3jx4jQJhhCm9njS0LBhY8aOHZdnSYPBYODevTtcunSRmzdvUL16DZ5/vgMAiYlJ/PbbwjTzW6HAv+36AgLuG6fHx8exYsVvaeZ1cSlBxYoV8fauRsuWTfHwkNF6hflQqVQMGTKCDz98h4sXz3Po0AFatWpt6rCEEKLQM7vEYdmyZVmed8qUKUyZMiXD93x8fPj111/zKiwh8lx+JA1RUZGcOnWSU6f8uHz5ErGxMcb3kpKSjImDs7MzDRs2wdW1BI6OjlhbW2OntYA/ZgLQsuV/F1k6nZ7mzVsRGhrKgwcBREVFEh4eSnh4KKdOnSQmJoLXXnsdSElWAgMD8PIqI3d4hUl5enrSq1cfVq9eyfLlS/D1bYC9vb2pwxJCiELN7BIHIYqDS5cusHjxwn+ThiaMHftelpIGg8FASEhIhu8lJSXx8cfvkZycbJxmZWVF5cpVqFy5CpUqVcFgMKBWq1Gr1Ywb91Ga5RWDHsqljEpd1buWcbqjoyNvvfWu8e/Y2BgCAgK4ceMat27doH79+sb37ty5zWeffUjp0l40a9aS5s1b5ttI18I86DUWrHrhbaKC76HTaDGnXuy7dOnO4cMHCQi4x++/L2fEiDdNHZIoaiwsUH80xfhaiKJOEgchCljEg9ssWL0alYpsJQ0AISEhTNtxGmsHZ8IDbhIVdI8KDf4bdCvBvhRJ8TG4la+Oa9kqOLiVRqVWcwu4eDOcqlVDMhxVHUCl1kD1p/d7/3jS4uTkTIMGjWnSpAlOTrYEBT1Ep1O4dOkiigJ37tzhzp07/PHHCipWrETdur4YrCpn/UsShYaiVnO/ZFVCkxRsVObV34aFhQXDh7/BpEmfs3fv3zz3XBuqVatu6rBEEZLZeVOIokYSByEKUETgbc7vWIGrlYpGjbKXNAAkJSUSHnCTB1dPERuaMi5JhQZtsXV2A6BRnzFotPlz1ys1abFxdHnGXB5UfukdHt2+TNCN84QH3CTk/GWOnDqDtYMLzQa8h4O7PIEQBad69Rq0adOefft288sv8/n22x/QauWnTwghckLOnkIUkKjgAE5smIc+OQnvOj68994HWU4a4uPj2LFjGxs3ruNOcDhqjRaNpRVeNRuj0miM8+UmaVB0OpT92wFQte6EKoOLKxtHF2OS8iyOHl5Uavw8ibFR3L9wlJvHdqJWq7Fz/e9ph16XnG9Jjig4aoMen+uHiQ0L5rx9K1OHk6EBAwZx8qQf9+/fZdu2LXTv3tPUIYkiIivnTSGKEinhQhSAmNCH+K2dgy4hHkfPsowcOSbL4zTcuHGN7777htjYGJKTdVg7OFOpyQuUqdUUrZV1lmNQFAOPHmXcPgKApETcVswFIMS7LlimHXzumcs+hZWdI5WbvIiTZzlQqVD/m+QYDHoOL/0O51LlqdK8M7ZOJbK9bmEe1Hod7Y+vAeBS1eYmjiZjDg4OvPrqYObNm8W6datp2rQ5Hh4ZV9kTIlv0OpR/z5uqli+AJA6iiJMSLkQ+i4t4hN/aOSTHx+LoWYbaLw7A2jrrF/xlypRDo9FQqlRp2rV7keOJbti5eGQ7joToCJaeiMTGMTbD9y10SXzy7+tFR++QrE2b2IQH+uNSumK2twugUquxcXT9b133bxEXHkJceAgPrp6hXL2WVG7yIpY2djlavxCZadWqNfv37+Hy5Yv89tsvfPjheOn5Swghssm8WrIJUcTER4dzfM0cEmOisC9Rkoa9R6G1fHbScPbsaX7+eSYGgwEAa2trJk78ih9+mEHDho1R5aIBampVo4z+2Tx219/GqUS6963tnXK83SeVKFeVZq++j2s5bxS9jjsn93Hgl6/w99uDQa/Ps+0IkUqlUjFs2Eg0Gi1nzpzEz++YqUMSQohCRxIHIfJJYmw0fmvmkBAVhq2LO436jMHS5un9yAcFPWTq1Ml8993XHDq0n8OHDxrfK13aC7W6aB2uTiXL0ejl0TTo/SYOHl7oEuO5emATR5Z9T2JstKnDE0WQl1cZY/uGJUt+IT4+3sQRCSFE4SJVlYTIB7rEBE6sn0dceAjWjq406jMGKztHIH1bA71ez549f/Pnn5vR6XSo1Wpat25LmTLlCAoKSrPenLQzMGcqlQr3CjVwK1eNgEt+XD2wCUtbByxtZaAukT969OjF4cMHCQ5+yJo1v/Paa8NMHZIQQhQakjgIkcf0umRObVpEdPB9LG0daPTyKGwc/uvC9PG2BjGhD7lyYBMxIYEAuHhVokqLzgQ7u7PkTHC6deemnYE5U6nVlKndBM8qddAlJRjrnuuSEgi9d50ytZqYOEJRVFhaWjJs2AimTPmKv/7aTqtWbahYsZKpwxJm6lmDbgIpnUr8+zI4ODhdpxLu7u5F7mmxKN4kcRAiDykGA+e2LSPs3nU0llY06PVGhg2ZbRxdsHEqwZmtvxEXFoylnQPVW7+EV60mz2ywGR8Vlp/hm5yFtS0W1rbGv6/u34T/iT1EPbyLT+fXpPG0yBM+PvVo2rQFR48e5pdf5jNp0mS5uBMZymz8mmd1KhEfFc64jr5PHXRTiMJIEgch8oiiKFzavYag62dRabTU7/E6Tp5lnzq/SqWi1vN98ffbTfW2vfK08XFO6DVa1rd9w/ja1BRFSanepVITfPMCh36bTO0X++NRubapQxOPSS030SEB6NRaCsvIHK+9NpSzZ09z69YN/v77Lzp06GTqkISZetb4NSqD3njetHT1xEKtyXA+IYqKbN9iCQwMJCEhIT9iEaJQu3FkO/fOHQGVirpdXqNEOe807yuKQsDF4zy4eso4zalkOep1G2rypAFAUWvwL1Mb/zK1Uczgx0+lUlGleSfqdBiArYs7SXHRnNq4kMt716HXJZs6PPGv1HJztURFlEJ0197Z2YX+/V8FYNWqFYSFFe2neSJ/mNt5U4j8lu2zfPv27fn777+Nf8fHxzN58mTu3LmTp4EJUZjcOX2Am0f/AqDW830oWbVumvd1SQmc3baU8ztWcOfUfmLD07dfEBmzL1GShr3epELDtgDcOXWAY39MJy4y1MSRicKuffsXqVSpCgkJ8SxfvtjU4QghhNnLduKgKEqavxMSEli6dCmBgYF5FpQQhcmDK6e4vHc9AFVadKasT4s078eEPuSfldN4eOUUKrWasj7Nn/rY25TUBj21bh6l1s2jqA3mNZaCWqOleuuXaNDzDSxs7IiPCkctd/fMQmq5qf/wstmVm8yo1WpGjHgTlUrN0aNHOHPmVOYLCfEYcz5vCpEf8qQi85PJhBDFxaM7Vzi3YzkoCuXqtaJykxfTvP/w2hnO/7USfVIiVvZO1Os2FIMuOVeDuOUXtV5HxyMrALhazheDGV6Yu1eqSYtBHxEfFYa1g7NxuqIoMgqwiTxebqZUamTiaLKvfPmKdOzYhe3bt7B48UK+/346VlZWmS8oBIXjvClEXjK/qxchConoRw84vflXFL2ektXrU6NtrzQXr1cPbObMlsXokxJxLVuF5gM/LJJdqRY0awdnXLz+6z4z+OYFTqz7maT4WBNGJQqzl1/uh4tLCUJCgtm4cZ2pwxFCCLNl+q5ThCiEEmOjuLR7bUpSUM6bOh1eQfVEw1BLOwcAKjZqT9WWXaRqTT7Q65K5uGsViTFR/LNiKr49XsfR3cvUYYlCxGAwEBUVRY8evVi4cC4bNqylWrUalCpVOkvLSz/9QojiJEeJw9mzZ9FoUi6CYmNT7vL5+fkRHh6e4fydO3fOYXhCmJ/khDgu711PUlw0jp5l8e0+DI02pRPKx6vMVKjfBudSFeQpQz7SaC1o2Hs0pzYtJD4ilGO/T6dOx1cp6V3P1KGJQuLxfvoNJSoQcucq/5sxj3rdhmZa/U366RdCFDc5ShxWrFjBihUpdfpS2zf8/PPP6U6yqRdRkjiIosKg13F686/ER4Zi7ehCg15vYGFlA0DYvRvc+Gc79XuMQGtljUqlkqShADi4laL5qx9wZutvhN65ypkti/F+rjsVG7YzdWiikEjtp9+n40AOLZlMdEgA4QE3KVO7qalDE0IIs5LtxGHy5Mn5EYcQZk9RFC7s/D1lVGgLS3w6DsTGIWU00fsXjnFx1yoUvZ6bx3ZS7bnuJo62eLGwtqVBrze4un8jd04d4NqBzcRHhuJZ1cfUoRUZisFAbFgQUSEBxEWGUrFhO+OTtlTnd6wABxes7ByxdXLD1sUNR48yWDu4FIrG6zZOrlRp1omrBzZx9cBmPCrXxtLG3tRhCSGE2ch24tCzZ8/8iEMIs3f98J8EXjoBajXezbpgX6IkiqJw458d3PxnBwAlq/lSpbmMQGsKarWGGm17Y+NUgiv7Nv471fwvVs2VoijEhgUR4n+JR7cvE/HgDvqkROP7parVx87FPc0yEQ9ukxR0P926mgx41/j0zdx7wCpfvzWBl/2IDgnk6oHN1OnwiqlDEkIIsyGNo4XIgnvnjnDrWMrAh7Wf74uNUwkUxcClXatTRosGKjV5garNO6drJF1Y6DVatjw3zPi6sKpQvw2OHmVxLl2B8Ps3TR1OoXXt4Bb8/XanmaaxsMTBwws7Fw9jOddrtKyp35vwgFtUrl4OlaUNCdHhxEWGEhsWTGxYEI4eZdKsN+LBbbxqNaGkdz20lubV9alao6Hm83059scMAi4cw6tmY1zLVjF1WMIEYmNjuHr1MvfOn8GgSyIxNhp9chIAGksrrOwcsXNw4vdanbFxci3U500hsipXpfz06dPs27cPf39/YmNjsbOzo1KlSrRt25a6detmvgIhCoEQ/0tc3L0GgMpNO1CmTrOUaX+vJuzedVCrqdX+5XQDvxU2ilrDtfK+pg4jT7iWqWx8bTDoubR7DRUatDXLgffMRXigP4mxUdg4ugLgXrEGt0/tx7VsFdwr1qBEWW/sS5RMlxgrag13a7Uh1KE07o6u6b5jvS45TZWm4JvniQ0LJvz+TS7vXYdXzcY4lSpv3K45cCldkbJ1mnHv3BEu7l5Ni0EfoZaLwkLLYDAQEhKSZppWqyIhwZbIyDh0uv/Gonr0KITjx49y6dIF7tzxJzk5mfAEwzP3/yVApdHgWuYEHpXrUKp6Ayxt7PLr4whhUjk6E8bExPDBBx+wf//+DAd/mz9/Pu3ateOHH37A1tY210EKYSpRwQGc2fIbGAyUrtnIWA0pOTGeqJD7qDRa6nZ5jZJVJVE2V/5+uwm4cIygG+do2Hs0Dm6lTB2SWQm9e43rh7cREeiPW4XqOJeqAICLV2Xaj/oGrZV1rtb/ZDuIhi+PJvDSCQIuHCUu4hF3zxxE57ebUtV8qd7mJexcPHK1vbzi3aobQTfOExsahP+JPekGdxSFx+M9Z2VEMRgIvnWRwMt+RD64k+Y9jYUlbhWr4ORZFis7R7SWViiAPimRxNgoYsKCiAq+T2J0BKF3rhF65xpXD2zCs2o9SlevD1TI988nREHKUeLw7rvvcujQIerVq0ffvn2pXr069vb2xMTEcOnSJdauXcvu3bsZN24c8+bNy+uYRRGS0Z2gp8noDtGjR1lbNicSYiI5uXEB+uRESpT3pvaL/Y11s61sHfDpNAithSWuZavmWwwFSWXQU/XeOQCul/VBKSLjTpSp04zIoHvEhARyfNVMGvR6w3hxXJxFBd/n6sEthN6+AoBKo4XH2h6o1OosJQ2p5Sb6USC37DMfOdrGwYXKTV6gUqP2hN67jr/fboKunyXo+lk0llbU6zI45x8qD1lY21K9zUuc27aMm0f/olS1+vLEqhBL7TnrcQa9nsDLftw6vou48JTfErXWghLlq1HKux5uFWoQGx6MTQZP0lKllv+EmEgOxuu5f/kU0cH3eXA5JTn+JegMw4e/IV32iiIj24nDkSNHOHToEAMHDuTzzz9P937NmjV5+eWX+eqrr1i5ciX//PMPzZo1y5NgRdGT2Z2gzIQH+udLl6f65CRObVpEYnQEdq6e1Os6lKS4GGLCgnArXw0Ae1fPInUhodHr6HbgVwBm9J+KrogkDla2DjTpO5aTGxYQEeiP35qf8e0x3Lgfi5vkxHiuH/qTu2cPgaKg0mgo69OCSo2fJzYsKNvre7zcTMlGVTeVWo1b+Wq4la/GndMHeXjtDFWb/9d1ty4pAY3W0qRthkpVb0DAxWOE3rnGxV2raNh7tFk37BZZ9+j2FS7vXW8s8xY2dpT3fQ6v2k2MveUBxIYHP3M9j5f/wP5TKd+wPZEP73LLbxcPLp/k9OmTfPjhO3Tv/hI9evTCwsIy/z6UEAUg24nD1q1bKVmyJOPHj3/mfOPHj2f37t1s3bpVEgfxTBndCcqq+KiwPI4m5bH1uR3LiXp4FwsbOxr0HIkuMYHja2eTGBNJg55v5vk2Rf6ysLalYe9RnN7yK6G3r3BywwLqdR2CZ5U6pg6twN08+hd3zxwEoGT1+ni36GI8/nKSOOQF+xKe1OkwIM154PKe9USHPqD2C/3SNK4uSCqViprt+3J46XeE3rlGwIWjlKkjv2eFWXx0OJf3rCP4xnkALG3tqdiwPWXrNkdrmbtqeamcSpbDt9swvGo1wdr/MLdu3WD9+jWcOHGcUaPepnz5CnmyHSFMIdu3ci5cuMDzzz9vHDn6abRaLc8//zznz5/PdlBbt26lV69e+Pj40KRJE8aNG0dAQECWllUUhY0bN9KvXz+aNGlC/fr16datG/PmzTOOci3Es1w/so2ga2dRaTT4dh8OwLHVM4mPCMXK3glbpxImjlDkhNbSivo9XsfTuy6KXsf5HStITogzdVgFrnKTF3H2qkjDl0dTr8tgs3xqlhgbTdDNc0Q9vMs/K37k5rGdKAaDSWKxc3GnaouUJyFX9m8iISbSJHGI3FEUhfsXjnF4yRSCb5xHpVZTvkEbWg39jIqN2uVZ0vA4e1dP3nrrPd5++30cHJy4e/cOEyZ8zJ49f+f5toQoKNlOHIKCgqhUqVKW5q1UqRIPHz7M1vqXL1/O+++/j5WVFePHj2fw4MEcPnyY/v37ExSU+d2wadOm8fHHH2Ntbc3YsWP54IMPKF++PD/99BNvvPFGtmIRxU/AJb//ul19oT9Wtg4cWzWThKhwbF3cadL3bWyczKf3F5E9Gq0FdbsMxqtOU3y7D8PCuuh33hB27waXdq8xdmRhYW1L0/7vmnVVLSs7B1oN+RTPqnVRDAauH/qT42tmEx+Z908Ys6JC/TY4lSyPLjGei7tWZ9gpiDBfsbExXNj5Oxf+WokuMQHn0hVoMegjarTpme/nAJVKRdOmzfn++2nUr98QnU7HokXz+OWX+SQnJ+frtoXID9lOHGJiYrC3z9pImnZ2dsTFZf2OXnh4OD/++CO1atVi2bJlDBgwgNGjR7No0SJCQkKYOXPmM5fX6XQsW7aMWrVqsXjxYgYOHMgrr7zC7Nmzad++PX5+fty8Kf26i4yFB9zkws4/gJQxGRw9y3Js1UwSYyKxL1GSJv3extrB2bRBilxTqzXUeXEAJcp5G6fpHhvYrKhQDAauH97G8TWzuXvmEIGXT5g6pGyxsnOkXreh1On4KhpLK8Lv3+Twsu8JunGuwGNRqdXU6TAAlUZDyM0LPLx6usBjEDlz48Z1pkz5mtA7V1FptHi36kaTfu9gn0e9q8VHhhpfP7pzhajggAyfZDo5OfP++5/Qt+8rgIrdu3fy7bdfEhMTkydxCFFQsp046PX6LDcOU6lU6PX6LK979+7dxMXFMWjQILTa/5pf1KlTh0aNGrF9+3aSkpKeurxOpyMhIQE3NzfUTzSo8/BI6eLPxsYmy/GI4iMu4hGnNv2CotfhWbUuXrWa4LdmNklx0Th4eNG431is7BxNHabIBzGPHnBw8dc8uHLK1KHkmeTEeE5uXMjNo3+BouBVp2mhbM+hUqnwqtWYFoM+wrl0RXSJ8VzY+Qe6xIQCj8XerZSxS9ZLe9aSFBdd4DGIrFMUhZ07d/Dll58THh6GjZMrzV4ZR6XGz+e4wX1yQhz3LxzDYPjvuibwsp/x9ZlNv3Bk2ffsnjOeA79+zZV9GwgI+G8kdZVKxUsv9ebDDz/FxsaWq1cv89VXE4mICM/5BxWigOWoO9azZ89m2sYhdb7sOHcu5U6Sr2/6njl8fX05fvw4t27donr16hkub21tja+vLwcPHmThwoW8+OKLaDQajhw5wvr16+nTpw+lS5fOVkwZ0WoL58jA5kirNX0PJSkXWQtIjo/F0bMsdTq+ilqrpUQ5b2LDg2n08phiUaWluLp/4SiJMVGc3b4MRTFQukZDU4eUK3ERj7jxzw4SYyJRa7XUfnFAof9Mts5uNO47lqsHN+NesUa6bmK1WlWOz8vZOQdVavw8D6+fJSYkkMt711O1RZcsbVujUaf5X+Sv5ORkFi6cx759ewHw9a1PXOU2OHp45Wh9USEBXDu0laAb51D0eqztnXCrkHIdYufqCbdT5rP3KI0+Oork+FjiwkOIefQAtbqPsXwoioJKpaJRo4Z89dW3fP31l9y7d5dJkz7n88+/wMOjeHfZKsdJ4ZCjxGHFihWsWLHCeBA8TWbvPyk4OKXbs5IlS6Z7L7UP5KCgoKcmDgA//vgjH3/8MVOnTmXq1KkAqNVq3nrrLcaMGZPlWJ5GrVbh4iIjQuaVhATTXpArBgNntv5GbGgQVg7O1H9pBFpLKwB8Og1Cl5yIhVXxeEpl0GjZ0fxV4+viotpzPUhOSiDg/FHO7ViBWmtRaAf0e3T7Chd2/o5iMGDr4kH9HsPzvUei1HITExqEXq3BIvNFckSt0VCjTc8008IDbmIwGHByqpXj83J2zkFqjZY6Lw7gn99/4sGVU7iUqZytbTs6Fo9ziSlFR0czefK3nD9/HktLLcOGDaNZs2Z8s/VS9tcVEsjlveuICrpvHDna3r10micOHjUasePfPLZxxUYY1BqSE+KIeHCbR7evUKuWt7F8zJ49m+TkZAYPHkzdujWZOXM648ePJygoiG+++YKpU6caa0cUZ3KcmLdsXx1Mnjw5P+IAID4+HgBLy/T9HFtZWaWZ52msra2pWLEipUuXplWrVqjVanbt2sXMmTMxGAyMHTs2VzEaDApRUcWvJ5b8Ehlp2u/yxj/bCb19BY2FJTXb9+HumYNUbd4ZlVqNSq0uNkkDgEGt4WLlpqYOo8Cp1GpqP98PFIWAC8c4++cSNN1fR60thMmTCgx6HS6lK9Hw5VFY2mStPVpupJabUItr2BTg2B/Rjx5wcsMCFEVhv5eKevWyPobE47I6AGUqp5LlqNigLf5+u7l2aCsPX26NtfWzqzFqNGocHW2IiopHrzdN71DFwcOHD5k8+SsePHiAjY017777Ab6+9QkKyl4nLbqkRK4d3Mzdc0fQJcShsbCkdM1GVGjQNt1Ti4zOmxbWtrhXrImdiwdRUfHY2MQSGxvDtm07SE5OZs+evbz8cj+6du3OhAlfMWnSRAIDA3n//Q+ZNOkbnJ1zNq5RYSfHiWk5Otpk6WlPtn8Ze/ZMueMTFhbGvXv3cHFxoVy5ctmPMAOp7Q+SkpKwtk77KDoxMTHNPBmJj49nwIAB1KpVi2nTphmnd+7cGSsrK+bMmcPzzz9PjRo1chWnTicFOq+kjgBtCkHXzxFw8ThqrQXV2/Tkyt51xl5bvFt2NVlcouCp1Gpqv9AfvS6Zh1dOcXrLL1Rp1gkbx8LVg5Zb+erUbN8H94o1CyRpMCULKxtsHF0JD7jFVz/OoE7HVyiRg1HcczKIZJXmnQi6cY6YRw9YtWoV77//cZaW0+sN8vuRT/z9bzFlytdER0fi6urGhx+Op3z5Cuh0hmz/zqjUasLu3QCDAddy3lRr1S1NZwpZpSgGHj4MNm5/1KixrFu3mtu3/Vm8+Bf27dvLoEFDGTFiND/99D337t3j008/4d13P8DOzh53d/d07TWLAzlOzFu2S6TBYGDixIm0bNmS/v3706FDB/r165ftuzYZSX1El1EXrqldsT5r2Pa//vqL27dv07Fjx3Tvde7cGUVROH78eK7jFIVfeMBN/E/sAaBCw3b4n9hDfGQYts5ulKvb0sTRmYbKoKfi/QtUvH8BlSHrnRoUFSq1Gp+OA3GvXBuDTkfAxWNm3+2mYjBw9cBmYsP+G93W0aOMsVpFQUgtN9VC/VEV4FgL1g7ONOn3Dk4ly4Ni4OKu1UQ8uI2ts1u2/lnbO2V72xqtBbVfHAAqFUePHuHkSb/MFxL55sqVS3z99USioyOpUKESX301JduDrCmKYjzeNVoLfDoPouHLo6nWqtszbyA867yZEB3B0hP3mXvkNnOP3GbHAw22zfrjWr8jYYkKx89f5t3PPmfmn0dxataHSIMl5677895X3zH1T788ua4SIq9lO3FYvnw5q1evxs3NjRdeeAFvb2/Onj3LhAkTch1MnTopvX6cPp2+q7vTp09ja2v7zDEkUpMLnU6X7r3Uadnp5UkUTQnREZzevBjFoKdEuWqE3r5CXHgI1o6uNOozpth2uarR6+i1dz699s5Ho09/DBUHao2Gel2HULHx83g/1z1bbbQKmmIwcGHXKvz9dnNyw3z0OtP0CZ9abgZf2IrWULDlRmtlTfU2PfGsWhcMBs5tX879C0cLZNuuZSpTtk5zABYunEtUlAwMZwpnzpzi228nER8fT/XqNZkw4UtcXLJX1UeXlMjZbUu5fXKvcZqjR5ksjXWS2XnTxtElTaJq5+JO5aYv8tzwCZQoXw3FYODawc3YlyhF0/7vYGnrQHRIIHdO7zf7GxeieMp24rBx40YqV67Mtm3bmDlzJps2beLll1/mwIEDREbm7sTZvn17bGxsWLZsWZqL//Pnz+Pn50enTp2M7R+Cg4O5efNmmjYPlStXBmDDhg3p1r1u3ToAfHx8chWjKNz0umRObf6FpLhobJxKkJwQS3RIAJa2DjR6eXShq5oi8p5Ga0G1Vt3QWlgZp5nbCNMGg57zf60g4PxRUKup3KwjGm1+NUs2b2qNhuptXqKsT3NQFC789TvBNy8UyLYrNmpHqVKliYqKZNGi+XKhV8COHDnE1KlT0OmSqVevAZ98MgEbm+x1uJEUH8PxNbN5eOUU1w//WWAjg9s4utLo5TFUaNCGWi/0w8rOAXu3UtTrNhSVWk3wjfNs376lQGIRIjuynTj4+/vTs2fPNIPADRw4EIPBwO3bt3MVjKurK++99x4XL15k0KBB/PHHH8ydO5fXX38dNzc33nnnHeO806ZNo3PnzsYuXAHatm2Lj48PBw4c4NVXX+W3335jyZIlDBo0iL///pu2bdvSsGHh7pZQ5JyiKFzctZqoh3fRWtlgYW1LVPB9tFY2NOw9CjsXd1OHKMzQreN/c2jJZOIeG+jJlAx6Pee2Lyfw0glQq6nbaRBeNRuZOiyTUqnU1Hy+L+Xrt6ZEheqUKKBRsdUaLYMHD0ej0XLixDEOHtxfINsVsHfvbmbPno7BoKdp0xaMG/dRhh2rPEtCdATHVs0k6uFdLGzsaPTy6BxVXcuplKS3Z5rukm0cXaj+b+9h27Zt5ejRIwUWjxBZke2KsPHx8em6C0v9O7Mej7Ji8ODBuLi4sHjxYr799ltsbGxo3rw548aNe2b7BgCNRsPSpUtZvnw5f/75J7NnzyYxMZHy5cvz3nvvMWzYsFzHJwqvu2cOEnjxOKjV1Os2NKWdg98eGvQckeP+vUXRptclE3jlFIkxUZxYN5cm/d7Bys7BZPEYDHrObVvKw2tnUGk01OsyOKWajkClUlG9TU8Ug77A2ngoigFrazteeKEDW7ZsYuHCubi7e+DqWiLNfFqtioQEWyIj49I01C2ujV9za8+eXSxaNBeAdu1eYNiwkdn+HuMiHnF8zRwSosKwcnCmUe9R2JdI3xV8QYqPCuP46tnYOrvhVasJSXfOMH/+HMqWLYeXV/52qyxEVuXo7Ppkvd/Uv/PqMW337t3p3r37M+eZMmUKU6ZMSTfdxsaGESNGMGLEiDyJRRQNYfeuc3lfShW2as91x618NVQqFZ5V6krSIJ5Ko7WgYa83OfbHdOLCQzi5YT6N+76F1tI684Xzwc2jO/9NGrT4dhuKR+XaJonDXKlUKlT/Jg2KonDt0FbsXT3xqtU4X7aX0vg1Emv7GiTa/UNI0D3GT51F3S6voVI9+0I2PiqccR19M70hJtLat2+PMWno2LELgwYNzXZbpIToCPzWpiQNti7uNOo9Ghsn01dTTYqLQZ+cSPj9mzh6lqVapSrcu3ebadO+4+uvv8t2NSwh8kOOEod9+/al6fkoISEBlUrFtm3buHAhbd1SlUrF66+/nrsohciF+MgwTm9ZDP8OiuVRuY7xvdTB3oR4Gmt7Jxr2HsXR36cTFXSP05t/of5LI03SpqC8bytC71yhYsN2kjRkIujGOfyP7wK1Go3WgpLVcjbOQ2ZSG7/6dh/OkWXfExV0j+CbF6jYsF2+bK+4MhgMbN68kZUrl6Ao0Lp1W158sbNx4NhnefQobe9EQTfOpfSi5+JOk35vY2X37HE4CopTyXI07DUKv3U/ExHoj8q9Nk5OLjx4EMi8eXN4990PzLrDBlE85Chx+PPPP/nzzz/TTV+zZk26aZI4CFPSJydxavMvJMfHorGwJDY8iOOrZtJy8CemDk0UInYuHjTs9SbHV88m9M41zv+1krqdBqEq4Gomljb2NOn3ToFvtzDyrFwHrzpNCTh/lLPblqLWWuRrsmXn4k71Ni9x8e/VXDu0FdcyVXAqmTdjHAnYsmUT0+bORa3W4FWrMSGlmzLvnztZWvbJsTrK+z4HqPCoVMtskoZUzqUr0KDnGxxfPYubN6/j41OX6Ogo/PyOsmfP37Rv/6KpQxTFXLYTh6VLl+ZHHELkOUVRuPD3H0QH30dRFJIT41GrNZT1aY6FtTzyfZJBo2V34z7G1yItp5Ll8O0xjJMbFvDwyim8ajbCvWLNfN+u/8m9aLSWlKvbAsDskobUchMbFoxercFc+nZKHRHcoEvmweWTnNn6G436jMn2YG/ZUaZOcx7dvkrQ9bOc+fM3Wgz8CK2Vaaq1FSUHD+5nxYrfUKs1lK/fmprt+2Trznt8VBiKwYBBrzO2fynv2ypPYsuP86ZrmcrUfnEAQYfWcPnyRapU8ebGjWssXbqYatVqUKZM2TzZjhA5ke1S3rhx/tQVFSKv3T65lweXT6LTJaFWqVFrtJSr14rKTTuYOjSzZFBrOFPtOVOHYdbcylfHp+NAkhPjCyRpCLxykqv7NgLg6O6Fc+kK+b7N7EotN6F3r2Gj1pg6nDRUajV1OryKLjGBkFsXObVxIU37v4udq0fmC+dkeyoVtV/sT2TQPeIjQrm4axU+nV+T6iW5cPDgfubOnYWiQOkaDanZ7uUcfZ83/tlBYmwkvt2H5+mNo/w6b7qWqUy7AYNYvXoFCQkJ1KxZm0uXLjB79nS++moyFhbZ60FKiLxiXreuhMgjj+5c4erBLSmDYikp3SZ6VKlDjba95Edc5Eqp6vWNd/8h7zqFeFLEg9uc37ESgPIN2phl0lAYqDUa6nYZjGPJciTHx3Ji/dx8HSzPwtqWul1eA7WaB1dOEXDxWL5tq6g7fPgg8+bNBhRatGhF1ZZdcvTE7eHV0wRcPEbYvRuEB/rnfaD5pFmzFowa9TZffPE1b731Lg4OTty9e5s//lhh6tBEMSaJgyhy4iIecXbrEgzJyRj0yWgtLHEuXZG6XQabXTUPc6IyGCjz8DplHl5HZTCYOpxCISk+huOrZxHifylP1xsX8YgLO39H0evwrFqX6s/1yNP156XUclMx4j4qxTzLjdbSigYvjcSuhCdVmnXK94btLqUr4t2iMwCX96wjJvRhJkuIJx05coiff56Johho2/Z5+vV7NdOeqjISHnCL26f2AeDdqhselWrlaZz5dd5UFAOPHoXg7V2d6OgYEhOT6NOnP0lJyWzevJF9+/YQFBT01H8GOYeLfCIVmUWRoktKSGkMnRCHo2dZVCoVel0S9V96vdiOrJtVGn0y/f6eCcCM/lPRqaXHqczcPrmP8Ps3ORN0nyb938bRI/d9rSfERHJl3wZ0iQm4lq2KT+eCb4SdHY+Xmymlq5s4mqezsnOgxaCPUWsKpjpVxYbtCb17jdA71zi9+VeavTrOZN34Fjb//HOYOXNmoCgGWrdux/DhbxASEpL5gk9IjI3mzNbfUAwGPL3rUrFR+zyPNb/Om6ld/do4xgIpTzbvnbvAo7hkFIOByXPm0+jlMRn2DChd/Yr8ZL6/RkJkk6IonP9rJTEhgVjaOtCw1xs06f82jV4ejaWNfeYrECKbqjTrSIny3uiTEzm5YT7xUWG5Wp9el8ypjQtIjI3CxqkE9V8aIQlvHno8aUiMjebO6QP5ti2VWo1Pp9ewcnAmNiyI8ztW5lu1tqLk+PGjzJ49HUUx8NxzbRkxYlSOBslTDAbObltKYkwkNk4l8H6uW6Grppra1a+tsxsaC0vuX/gHlUqNohhIjo/l3tlDxvcf/2fj6GLq0EURJomDKDJuHd/Fw6tn0OuT8e0+DGsHZ7SW1tg4mn5gH1E0qTVa6nUbhr1bKRJjoji5fj7JCXG5Wp9nFR8srG3x6TQQSxu7PIxWpNIlJXL092lc3rOOoOvn8m07VnYO+HYbikqjJej6Wfz9dufbtooCP7+jzJw5DUUx0LJla0aOHJ3jkbVv/LODsLvX0FhY4d2qG1qLwv0E1dreibqPNbRPTojj3rkjPLpz1cSRieJGEgdRJIT4X+L64T9JjI1Cn5RIeMAtU4ckigkLKxsa9HoDK3tHYkIfcnrLYgx6fY7WpVKpqNy0A/W6DZWENx9pLa0oU6cZAP4ndudrg1nnUhWo2a4XANcO/8mjO1fybVuF2cmTfsyYMQ2DQU+LFs/x5ptv5ThpACjpXQ9bF3dqv9gfW6cSeRip6bhXrEnFRu3RWlihKCndy17Y+Tu6pARThyaKEUkcRKEXFxnK2T+XkhQXjWIwYGljj4XcqRUFyMbBhQY930BjaUXY3WvcOb0/W8uHB/qjT04y/i114fNfpcYvUKpGAxSDgYt/ryI2PPMRiHOqTJ3meNVpCgYDZ7cuIS4y1Nj49VkNXItL49fTp08yffpUDAY9TZu2yHXSAODgXpoWr31Mqer18yhK81C1RWccS5bDwtqOpIRY4iPDuHpgs6nDEsWINI4WhZo+OYlLe9aSEB1OckIcti7uVG7agbL/3k0UoqA4epShXtchXNm3gZLevlleLio4gBNrf8bWxYNGvd/E0tYhH6MUqVLGXBhAeMAt4sJDUsZ4GPBevgwOqVKpqNnuZaJDAol6eJdTmxZRtUXnNI1fs6MoNX49c+YUP/30PXq9jiZNmjNmzDtoctiAXVEU4iNDsXV2AyiS7YPUGi31ugzm8LLv0ScnkRgXxb2zhylds1G+Dm4oRCp54iAKLcVg4MY/24l59ICEfxvAlaregCrNO5k6NFFMuVesSYvXPsly48TE2GhObVqIPjkJSxs7tDKieYHSaC2o9lwPrOwciQ0L5uy2pSj5dCdfo7XAt/swLO0ciQkJ5PqhP7G2d8qwcWtm/4pK49dz584wbdr36HQ6GjVqmqukASDg4nEO/vYt/if35mGU5sfW2Y2a7ftgYWNLibLeAFzctTrHVSSFyA554iAKrZvHdhJ65xoJsZHYOJbApXQl6nR4pdD1nGEuDGoN++v3ML4WOfN4zz0hty+jVmsoUc473XwGvZ4zWxeTEBWOrYs79boOQV0Iv/fUchMX8Qi9WkNhu8draWNH7Q6vcPbP34iLeERiXDTW9k75si0bBxcavDSCY6tmEhHoz/Uj21LGlynAc5bBYMhR16ap3N3dc12NCODUqRNMnz4VnS6Zhg0bM3bse2i1Ob8kiYt4xOW961D0egw6Xa7jyypTnTe9ajbCxasSWksrDv76DTEhgdw5vZ+KDdsVWAyieJLEQRRKwTcvcOPIdnTJiVha22Hn6oFvj+FF8tF0QTFotJyo9bypwygywgNucX7n72gtrWg64D3sXdNWK7l2cDPh92+i+XdwsvyoIlMQUstN6N1r2BTCxAfAwa0UDXq+gaNnWSysbPJ1W04ly1G3y2v4rf2ZwEt+OJUqT8UGbfN1m48LCQlh2o7TOXpqkVdVpI4ePcLs2dMxGPT/Jg3jcpU0KAYD5/9aiT4pERevSlTKh/EansaU583URt/VWvfg/I6V3Diyg5Le9UwSiyg+JHEQhU5M6EPOblsKQNk6zXApUwX3ijXz7S6hEDnhVLIcziXLExHoz6kNC2j6yjhj96oPr57m9sl9APh0fBU7Vw8TRiqAdE+FDAZ9vj0B8qziQ3nf1tw7e4ir+zZiZetA6RoN82VbGUkdH8AUDhzYx/z5c1AUA82atWTUqLG5ShoA7p07kpKEW1hRp9NAsx4wMT/Yu5YkOT4WvS6Jy3vXU731S6YOSRRhxevoEoVeckIcpzYtQpeYgEuZypRv0IZS1Xxx9PAydWiFnspgwPPRHTwf3UFVhHpsMRW1Rotv9+HYOLkSF/GI05t/waDXYdDruXowpReUio3a41m1rokjzZ3UcuMVFYRKKfzlRlEUbp/ax9GV09AlJebbdkpVr49X7SYAnNuxguCbF/JtW+Zi9+6dzJs3C0Ux0KZNe8aMeSfXSUN8VJjxePJu1bXAu141h/Pm3bOH0FhakRAVTtD1c9Llr8hXkjiIQiNlJNBlRD28R2JsJDXb9ymUdcLNlUafzMDtUxm4fSoafbKpwykSrOwcaPDSSDSWVoTfv8nFXatRqdU07juW8vVbU7VlF1OHmGup5WbM6dVo9QVXtzy/6BLjuXV8N1FB97n49x/5NtqzSqWiSrOOlK7ZCAwGzmxdTOjd6/myLVNTFIUtWzayaNF8kpN1NG/eim7dehISkvXuaB89St8uQ1EULu5ajT4pEWevipSr27LAP5s5nDdrtO2FjVMJtFbWJMZEcv3IdpKSkjJfUIgckKpKotC4fmQbQdfPEhcVip2LO4GX/HCrUN3UYQnxTPZupajXdQgnNy4k4MIx7Fw9qdSoPTXa9jJ1aCIDFta2+HYbwvHVs3lw5RTOpStS3ve5fNmWSqWmdocB6JISCL5xnlObFtKw96hMu9VMHQMiJ3K6XE4ZDAaWLl3Mzp3b0Ol0aLxqElK6KfOP3s3WesID/dN/L4qCa9mqRDy4Te0XBxS7KkqpLKxtqf1CP05uWEBM6EPiwkPYtesvhg593dShiSJIEgdRKDy8doYb/+wgLuIR1g7OuJWvTpXmnYjIxxFfhcgr7hVr4l6xJoGX/IgNC0JRFOn9y4y5eFWmWuseXNm7gSv7N+JcqgJOJcvly7bUag11uwzm1MYFhN65xom1c2nQcwSuZas+dZmE6IgcjwGR4QV4PklKSmLOnBn4+R0FoFevPly1rpqj9hXxUWHppqnUaio1ak+5ui2K/aCJHpVrU9K7LvcvxJMYE8nOndvp1q0Hbm7upg5NFDHFMz0XhUp0SCDntq8gPjIUCysbnDzL4tt9mPSgJAqN8EB/QvwvoVKp8KrdVJKGQqC8b2s8q9ZF+bfb3OSEuHzbVsoYD69Tonw19MmJnFg/jxD/S89cJrWBc3b/FVQnEtHR0Xz77Zf4+R1Fq9Uyduw42rV7Ic/W//h4G8U9aUhVo21vrB1cQAUREeGsXLnM1CGJIkgSB2HWkhPiOLlpIbFhDwGwK+FJg5dGyui6otBITojj7NbfwGCgjE9z491exWAgKT77d4xFwUgZWbo/Nk6uxEeGcWFn/rV3ANBaWlH/pRG4V66NQafj1KZFPLx+Nt+2l5/u3r3DhAkfc+3aFWxt7Rg/fiLNmrXIs/WHB9zk8LLvCbt3I8/WWRRYOzhTtUVnrOycSEhI4OjRw1y+fNHUYYkiRhIHYbYMBj1ntv5G5IM76JISjINk2buVMnVoQmSJoiic/2slCdER2Lq4U/uFfqhUKnRJCZzatAi/tT/na889IncsrG2p13UoGgtLnEtVyPftabQW+HYbRknveilPOrYs5vbJffmasOS1Y8f+4X//+5Tg4CDc3T344otvqFGjVp6t36DXc3HXGmIePSDw8ok8W29RUb7ec/h0Gkj37j0BWLLkVwzSS57IQ5I4CLN1/dCfhN65ipWtAyXKVaNG2164V6xp6rCEyLI7pw8QfOM8Ko2Wul0GG6tUJMXHEvHgNtHB9zm3fVmaahfCvDiVLEfr1ydSsVG7AqliptZo8OnyGmV9moOicGXfBi7tXoPBoM/3beeGXq/njz+WM2PGVBITE6hVy4evv/6eMmXK5ul27pzeT8yjB1jY2OHdqluerrsoUKnVuFesSffuPbG1tePu3dvs3bvL1GGJIkQaRwuzFHjlJP5+uwGo23UI7hVrorGwNHFURZtBreGITyfja5E70SGBXD2Q0r989dY9cPL87wLK1qkE9Xu8zvE1cwi+cZ5rh7ZS7bnupgo1V1LLTXxkKHq1hqLY8ujxqpG6pARQQGuVf/Xq1WoNNZ/vi62rB1f3b+Le2cPEhD6kbpfBZjnQZVDQQ+bMmcGNG9cA6NKlB/37v4pGk7fnkcTYKG4c2QFAtee6GwdUNCVzPW/a2zvQvftLzJ07m99/X07Tps2xs7M3dViiCJDEQZidqOAAzm1bji4pgaotu1Kqmq+pQyoWDBot/9TtbOowiozQe9dQ9Do8qtShXL1W6d538apEnQ4DOLdtGf5+u7Fz9aTMvwOCFSap5Sb07jVszOjCKT/EPHrA6S2LsXcrSb2uQ/N1WyqViooN2mLrVIJz25cTfv8mR5b9QN0ur+XrdrNDURQOHtzPb78tIiEhHhsbW4YPf4PmzfNnPIUbR7ajT04Zs8GrZuN82UZ2met5U1EUDh8+RExMDIGBAWzevIEBAwaZOixRBEhVJWFWkuJjOLlxATGhD0iMi8He1dPUIQmRIxXqt8G3+zDqdHjlqVVcStdoSOWmLwJwcdcqwu7fLMgQRTbpkpOIi3xE0LWz3Dt7qEC26VnFh+avfoC9e2mS4qLxW/szt0/tQ68z7QBfjx6F8OOPU5g3bxYJCfFUq1aTKVN+zLekIeLhnZSeptRqarbvU2zHbMgqlUpF585dcXUtQUREOFu2bCIkJNjUYYkiwCyPvK1bt9KrVy98fHxo0qQJ48aNIyAgIMvL6/V6fv/9d/r06YOvry++vr5069aNOXPm5GPUIrcMBj2nNy8m/P5NFMWAo4cXzqUrmDqs4kMxUCLiASUiHoAide7zgmfVulhY2z5znirNOuHpndLt57ntyzAUttGX/y03HrGhUIga8eaEc6nyVGuVUqXsyv6NxEU8KpDt2rl60OyVcZSp0wwUhQeXT+K3di6hd68VyPYfp9Pp+PPPzXz44bucOnUCjUZLnz4DmDDhS9zdPfJtu6F3rgJQvl4rHN298m072WbG581WrdpQp44PlpZWBAcHsWbNH6YOSRQBZldVafny5Xz11VfUr1+f8ePHEx4ezpIlS/Dz82Pt2rV4ej77DnRycjJjx47l4MGDdO7cmV69eqFWqwkICODBgwcF9ClETlw9sJmHV0+hS4zHvkRJfLsPx84l/36IRFpaXTJDtnwLwIz+U9FZWJk4osIn5tEDrh7cQumajbBxdM3SMiq1Gp+OAzmj11OlaQfUGrM7LT/T4+VmSqfxJo4m/5Wv35pHd67wyP8y1w//iXMBDaam0VpQ+8X+eFb14fTmX0mICsNvzRw8qtShWqvu2Lnm77lSMRh4eP0sX/01n6ioSACqVavB8OFv5HkD6IxUavwCHpXr4FWzUb5vKzvM+bypVqsZMuR1Ll++SEDAfXbt+ouOHbtQqVJlU4cmCjGz+oUKDw/nxx9/pFatWixbtgytNiW8Vq1a0adPH2bOnMk333zzzHXMnTuX/fv3s2DBAlq1Sl+vWJingIvHuXF4Gwkxkdg6u1Gn4yu4la9m6rCEyDK9Lpmz25YSHRJIcmIcPh0HZnlZjYUlDV4akY/RibyiUqmo0+FVDi/9jriIEG4d+7tA2x24V6xJ3a6DeXD5FA+vnyH4xnmCb13Eq2YjKjRoi0Med1et1yUTeMmP26f2ER0cgLu9Fe7u7vTt+wrPPdcGdQFVGVKpVHhUqpXpEzyRVpUqVXnxxU6sWfMHoaGPWL78NyZMmCSDUIocM6uqSrt37yYuLo5BgwYZkwaAOnXq0KhRI7Zv305S0tPrdcbFxbFkyRLatm1Lq1atUBSFmJiYgghd5EJUSABnty0lPioMK3tHqjTrQFmfvBssSIiCcP3wNqJDArG0tad8/da5WldM6ENun9yXN4GJPGdl50Cdjq8AEHDxGMG3CnaQLa2FFd4tu9DytY9xr1wbDAYCLhzj8JIp+K39mcDLJ1J6f8ohRVGIeHCby/s2sG/B/7j49ypiQ4PQWFrTvXtPfvppDm3atCuQpCHoxnmSE+PzfTtFWf/+r1KqVGmSkpLw8zvK6dMnTR2SKMTM6onDuXPnAPD1Td+Ljq+vL8ePH+fWrVtUr149w+VPnjxJTEwMPj4+fPfdd6xevZqYmBicnJzo1q0bH3zwATY2Nvn6GUT2REVFcXHnHyTFRqOxtKZMrSZUa/2SqcMSIltC717j9sm9ANR+cUCuug5OiInk4q7VoCg4uJeSJNpMuVesSanqDUiMjTJZnXv7EiVp8NIIIgJvc/vkXh7eOEfonauE3rmKWqulRPnquHhVwqV0BRzcvYzjiDxJr0smPiqMiMDbhAfcJPTudRKiwozvWzu6Ur7+c5QoW5UX21THyqpgquPEhD7k9JZfsbS2pUb7l7Nc/U+k5eTkzIABA9m6dROPHoWwcuUy6tb1zfPuckXxYFaJQ3BwSov/kiVLpnsvtW1DUFDQUxOHW7duAbBkyRI0Gg3vvvsuHh4e7Nq1i+XLl3Pz5k0WL16c60d0Wq1ZPagptJKTk/n113kkxkbhWs6bcnVb4lW7Meoi3qWjKFqSE+I4t2MFKAplfZrjUbl2rhqtWts74VWrMQEXjnFx91psnd0pUc47DyMWeaVcvVbYOpfA2sHZpHE4l65AvdJDiYsM5f75f3h47Qxx4SGE3LxAyM0Lxvksbe0BFZa29mitrNEnJ5MUH0NiTGS6hu0aCys8KteiVPUGuFWsgVqtIS7iEVqtKse/gVpt9n57r+zfCAYDTqUqYGlt+jEbCpMn91O3bt15/vnnGTt2FIGBARw4sIcXXuhgwgjT02jUaf4X5smsEof4+JTHkZaW6e/Wpd7hSJ0nI7GxsQBERkayefNmqlSpAkCHDikHx+bNmzl06FCu2j6o1SpcXOQE9jiDwUBQUFC2l1u8eDHXrl1BY2lFg5dG5HvjPiHymqIoXNy1msToCGxd3PPsaZlXrSYkJ8TzyP8Sp7f8SrNXxklHAWZIrdGgUv13kRMXGYqtUwmTxWPrVALvll2p2qIL0SGBPLpzhcgHtwkPvE1SbBRJcTHokhJIiA5P1whfY2GFg3vplCcUZSpTomzVDJ+cOTnZ5vg3MCEh6+0TQm5d4pH/ZVQaDdVb9yAhOiJH2yyuMt5P9gwe/Brz5s1j/frVdOvWySxrYTg6ml9M4j9mlTikFuCkpCSsrdM+Uk1MTEwzT0ZSl/Hx8TEmDal69+7N5s2bOXbsWK4SB4NBISoqLsfLF0VBQQ/5fuspbBxdsrzMgyunOLf9d3RJiTR8ebQkDaJQSk6IIyr4Piq1mrqdX0NrmTdVOFQqFdVb9+BCYhwRgbc5uWEBzV4ZJw1DzZRBr+fy3nXcv3CMZq+8h6NHGZPGo1KpcPTwwtHjvypUyQlxxEeFEXL7MlpLa6zsHNFoLbCwtsXWqQQWNvZZehofGRmHtXVsjuKKjMzab6dBr+PK/g0AlPdtjZ2LhyQO2fS0/VS5cg0iIiIJCAhk6dKV9O3b3wTRZUyjUePoaENUVDx6vXl1bVscODraZOlpj1klDh4eKRePDx8+pEKFCmneS72j/azuWFOrOKWu53Hu7u5AytOI3NLppEA/TqdTsHF0wdbZLUvzhwf6c2nvOpLiY7GwtkUtvTuYBYNag1/N9sbXInOWNnY0H/gh4QE3cSpZLk/XrdZo8e3+Ov+s/JG48BBOb1lMw15vojazesmp5SY+Kgy9WoPF/9u77/go6vyP46/Zlmx6JyGQQGiB0HsVEVGKgoLYEbtnV7yznOd5d57I/c5e7jwbVREbiIoggnSkBkIvoYT03rPZNr8/QtZEQk2Z3eTzfDyiYXdm9r2Z2dn5zHzn+9U6kAYUnY7KsmJUh53dP8xlyG1/bLAisqEYvX0wevtgs5RjDgi54P3179nt6iV/B9rtFzbOR8quDZTlZ2Py8XMNkOiu3HW/ebb1ZLFYUBSFsrJSvvjic0aPvorAwKCmD3gODodTjrPcmFs1JOvRowcAiYmJZzyXmJiIj48PcXFxZ52/Z8+eAHWO11D9WGiodpeRBVhKCtn6xbtUFOZi9DYT23ck4XEJWscSgFNvYF2/61jX7zqcHjaWgJYMJi/C23drlGV7+frT97r70Ju80BtNbjk4XPV2s7zDcLc6cGpKiqLQ/aqb8fILpCw/23W2XFw8m6Wc5F9XANBp2ASMXu7dbMXT9puxse0ZN+4avLy8yMxMZ/Hir7SOJDyMWxUOo0ePxmw2M3/+fOz2374g9+zZw7Zt2xg3bpzr/ofs7GySk5Nr3fPQpk0bBgwYwJ49e9i1a5frcVVV+fTTTwEYObJ+3SSKS+ew29j61X8oyjyJTm8gptdwYvvIWBvC8xzbtorjO35BdTb+WbGA8GgG3/IkfSfe43ZnscVvTGY/eo67HRSF1KTNZB3ZrXUkj6Q6HUR06IFfeGuiuw/SOk6zdOONt9KqVSQWi4Vvv/2G7OyLv0dRtFxuVTiEhITw5JNPsm/fPqZNm8bnn3/Of//7X+69917CwsJ4/PHHXdO+/vrrjB8/3tWFa7W//OUv+Pj4cM899/DGG2/w6aefcu+997J69WqmTJlSZ1evovGpqsqe5Z+SffrLNKJDd3pfe1etGwuFxlQnAaV5BJTmgSqXic+mKDOFIxu+59CaJeSePNgkr+kfFoVyus98VVUpL8xtkte9IKe3myBL8Rk987Q0oTGdad//CgD2/vQ5ltL6N41taUw+VWNkDLl1hmf0sOeG+01VdZKbm0NWVladPzabzXXVITs7m08++fCMaZxNcFJEeCa3u642ffp0goODmT17NjNnzsRsNjN06FBmzJhxzvsbqsXHx7No0SLeeustFi5cSHl5ObGxsTz33HPccUfTje4paju5cy3Htv6Mw2EjKDKWAVMfPmuf4kIbBruN+xb/DYC3bn4Vu1HObv+e3Wph97J5qE4nkfF9CWvXtUlf32G3sW/lIrKT9zD45ifwa+BRgi9Fze1m1rjntA3jBjoNG09eyiGKs1LZs/xT+k95UEbpvQR6g2fcLeOO+01LSSHzthdhDjj7Tex23y7oAyIozTzJ0uUryA3viV9I1TFWRXEBM8b2uaBjLtHyuF3hADBx4kQmTpx4zmlmzZrFrFmz6nyuU6dOvPvuu40RTVyC3JOHOLjuW7x8/DEHhjLopsdlIB/hkQ6t/Zbyghy8/INIGD21yQ8IFUWhojgfe6WFHUs+YMhtT2Ey+zVpBnFuOr2BnuPvYPtX/yGm1zApGi5QcXYayVtW0Hn4NdL1cAO4kA5Luo+5ia1fvoe9soKU3Rvpf/39TZROeDJpJyIaVXlhLru/nwNOJ217D+eqx18jqHU7rWMJcdGyju7hVNImUBR6jr1dk65Rq3pauhtzUCgVRfkkLv0Eh93W5DnEufmFtOKye16gVadeWkfxGIfXLyXr8G6ObvpR6ygtRnTCILpfdQu+YZHkHttHQdoxrSMJD+CWVxxE82C3Wvh14ZtYSgoJaduJhCtvRG+QTU54nsqyYvb+tBCAdv1GERrTSbMsJrMf/Sbdx6+fv0lBajL7f/6S7lffIme23UzNAdYspUUYvX08pvnN2VS3nb9UZ5s39+RBck8cRNHr6TRswiUvX1wcRaej8/AJWCtKSE3azOH13zHwpse0jiXcnBzFiUahOp3sXPIhuScPoig6+k35g8d/aYqWqyD9OHarBf+IaDoNG691HPzCouh1zZ3sWPwBafu24BvairgBo7WOJeqQc2w/ScsXEBXfj25XTNE6Tr1cSNv5cylIP05w6/a1HlOdTg6tWwpATK/hlzy+hLh0HQePJW3fVnKOV43WLQOyinORwkE0isMbvufkrvWoqkpEhwTCm/gmUiEaUmSnXphveRK93uA2BXB4u650vXwyB1Z/xZGNy4iK74vZ/8JHbxdNRAFbRRkpiesIb9+10cb8aCoXM9jn71UU55/xWPrBHZRkp2Hw8nb7wd6aK6PZF6fDQVlBDvt+XsSAqQ9rHUm4MbnHQTS4zMO72fvT5zjtdgIiohl8yxPojSatYwlRL4Gt2rpFL0Y1xfQeTvsBo+l3/f1SNLip8PbdiOlzGQB7ln9GZVmJxonch8Nu48jGHwCIG3il3OivEb3BSGSnnig6HXkpR8hO3qt1JOHGpHAQDao0N4Mti97CbrXg7RfI0Nv/hLdfoNaxxAVQdTp2dR7Brs4jUHWya3A67Oxf9SXF2alaRzkrRVHoctlEwmK7aJaherv5tXUPnDIuS526XDYRv9BIrOUl7F35OWoLH++iWuqezViKC/DyDyK27+Vax7kkzWW/2eWySXj5BWK3Wji0/rtag/AKUZPnbuXC7dgs5WyY9y8sJYUYTF4MvOlxAlu11TqWuEAOvZFVg25k1aAbcejdozmOlk4lbSI7eS87Fn/gMT0XleZncWTjMpyOpvvSr95ulna6HIdeWr/WRW8w0nPCHSh6AznJe6t65xK06T6YTsOvocuIa92mCeDFai77TZ+gMDoMugpFp6ckO40NG9ZqHUm4KSkcRINQnU4Sv5tNeUEOOr2enuNuJ6pLb61jCXFJ8lKOkH5gOwDdRk/1iIMap9PBjsX/I/fEAQ6uWSJntd1MQHg0XUZcC8DBNYupKDqzvX9Lozea6DBoDK279tc6igA6DxuPT2AoToeNL79cSEVFhdaRhBuSwkE0iKObfyQ/5TB+YVH0ve5+Og7VvucZcZFUFbOlBLOlBFrwQafNUk7S8gWgqkTF96NVxx5aR7ogOp2e7mNuQdHpyE7ew7EtPzXNC5/ebnytFS16u7kQsX0uI7RdPNHdBmDybbnt+e2VFlSnU+sYDaMZ7TdNPv50GTkJRWcgIyODZcu+0zqScENSOIh6W7VqBal7twDQa8IddBg0RvqU90AGu5WHvvwzD335Zwx2q9ZxNKGqKvtWfUllSSHe/sF0GHK11pEuSmhMJ9qf7pb1yMZlZB5KbPTXrN5unt/8EUaHZzTp0oqi09HvuvtIGHMTekPL7TBi/+ov2fTpqxRmnNA6Sr01t/1m+/5X4Bscjk6n49tvv6akRG7mF7VJ4SDqJTFxJ++//x6W0kI6DBlHq449tY4kxCVLP7CdzIM7Qaej09BxGIxeWke6aK069qRNjyEAJC3/lKLMFI0TiZpqDgynqs46uyhtzkrzMkk/UNUFq+LBNxM3VwaTF4NveYK+fftjt9tZunSx1pGEm5FPrbhk6elp/PnPf6Sy0oJOb6R1135aRxKiXrKPJgHQachYt+t69WJ0GHwVYe274bTb2PntR1hKCrWOJH7Haikjadl8fv38LWyWcq3jNJnkLT+dbgbYl8BWMVrHEXUwB4QwaVLVYIUrViwjPz9P40TCnUjhIC5JaWkpM2Y8SkFBPl5e3vSf/AC+weFaxxKiXnpfcxc9xt1O+4FXah2lXhRFR+8J0/ELjcQnKAydXq91JPE7er0RS2kRlSWF7Fu5qEXczF6YeZKC1GQUvZ5Ow6/ROo44h27dEujYsTPZ2Vl8+uk8reMINyKFg7hodrudP//5j5w4cQyDwcD99z9MaExnrWMJUW+KTkd0twHodJ5/oG3w8qb/DQ/Rf8qDmHz8tY4jfkdvNNH1iikoOh2Zh3eRvn+b1pEalep0kpK4HoCYXsPxCQzVOJE4F0VRsFqtFBYW8N13S0hPT9M6knATUjiIi/bmm/9m27YtKIqOG2+8lTFjPOsGUiFqKspMYd/PX2C3VmodpcF5+wXW6kq2KOuUhmnE7wWER9Nx6DgA9q/+ivLCXI0TNZ7Mw7soy89ydcEq3N/06Xfj4+NLcXExs2d/pHUc4SakcBAX5YcfvmPJkq9RVZVhw0bwyCNPaB1JiEtmt1rYvWwep3Zv5MimZVrHaTSqqnJw7RI2L3jVNT6FcA9xA64kuE0HHNZKkn6cj9Pp0DpSo8hK3gNA217D5QqYh+jaNYFhw0YAKqtXryQ5+ajWkYQbkMJBXLA9e3bz2WfzCA+PoHv3nrz00ix00itGs6HqdOyNG8jeuIGoLWS9Hly7hPKCHLz8g+g4uPleOVMUBUWpWqd7f1pIQfrxBlt29Xazo1U8TqVlbDcNSdHp6Dn2dgxeZgrTT3Ds1yYaf6OJ9Rp/B50vm0jb0z1+NRfNfb95771/wN/fn7KyUj744D9axxFuoPlt5aJRpKen8eabr6KqTsaMGcsHH8zBbDZrHUs0IIfeyIph01gxbBoOvfuPlFxfWUeTSE3aDIpCz7G3Y/T20TpSo+o8/BoiOvbAabeT+O3HDTZycfV283X8GBw1uhoVF84cGEK3K6fiGxJBeIfuWsdpFIqiENq2E3pj8xq/ornvN2Nj23H11RNQFIUtWzaTlLRb60hCY1I4iPMqKirk8ccfpKiokE6dunDffX+QKw3Co1lKi9j70+dA1YBHoTGdNE7U+BSdjp7jbsc/IhpreQk7lnyA3WrROpY4rXV8P4ZOe5rAVm21jtKgck8ewl4p25knu/POewgKCsZiqeD9999tET2AibOToz9xTlarlccff5BTp1LIzc3lwQcfxdjMzhiJ01QVg60Sg60SmvEXg+p0smfFZ9gqyvCPaOO6ObUlMJi86XvdfZh8/CnNzWDXd7NxOurZpv70dmN02Jr1dtMUat7I3lBXhLRkKS0i8duPWPvxP5rvjd8tYL8ZFhbODTfcRFBQMLm5WWzbtkXrSEJDUjiIs3I6nfz5z3/i4MED6HQ6HnroUSIjPXdQLHFuBruVxz//I49//kcMdqvWcRpNeVEexZkp6AwGeo2fVutgrSUw+wfT7/r70RtN5J44SN6pw/VaXvV28/cN71cVD6LeTuxYw7rZ/yTj4E6to9RL8q8rcNis+ASFYW6m3a+2lP3m3Xffzz33PIDBYOSLLz7DUd8TDsJjSeEgzurNN//Nxo3rUBSFG264iRtvvFXrSELUm29wOMOmP0vva+7CLzRS6ziaCIyModeE6fSaMJ3wdl21jiN+x2YpQ3U42LfqCypKCrSOc0nKCrI5tWczAF1GTERRFI0TifpQFIUJE67Fz8+f9PQ01q1bo3UkoREpHESdvvxyIV99teh0t6uX8cQTf9I6khANxtsvkIhmehPqhYro0J2o+L6uf6tOp4ZpRE0dBo8lMDIWu6WCpGXzPXLdHF7/PTidhMclENK2o9ZxRAPw8fFl5MgryMrK5D//eRubrfleYRFnJ4WDOMPGjet4663XcTqddOnSlVde+bfcDC083tFNP5J1NEnrGG7JUlLI5s9epzDjhNZRBKDT6+k5fhp6oxcFqckc375a60gXpTD9BFlHdoOi0HnEtVrHEQ2odevWWCyVpKWd4ttvl2gdR2hAjgZFLSdPnuCDD/6LwWAgMjKKd955X26GFh4v98RBjm5eTuK3H1OSk651HLdzfMcvFGed4vD67yjNy9Q6jqCqSV3XKyYDcGTTMoqyUjROdGFUVeXQ+qUARHcbiH+Y3BfXnIwceQVdusTjdDqZO/djKirKtY4kmpgUDsIlPz+f//u/mdhsVi6//Ar+979PCAgI1DqWEPVitZSxZ8WnAMT0Ho5/eGuNE7mfzsOvIaRtRxw2K0nLF3hsu/rmJjphEK069UJ1OEhaNh+HBzQNcTrsmANC0BtNdBzWcnosayl0Oh2PPfYURqOJ3NxsFi5coHUk0cSkcBAAlJeX8/zzf6KgII+oqNb88Y/P0aqVnCkSnk1VVQ6vW0plaTG+Ia3octkkrSO5Jb3BSJ+J92AODMVaVsKOr9/HZpEziVpTFIWEMTdhDgyhTY8h6DxggD29wUjPcbcz8t6/YvYP1jqOaAS9e/ehX78BqKrKokWfUVRUqHUk0YTcfy8kGp3NZuORR+5n//69REZG8fTTf8HPz0/rWKKJqTodh2J6u35vDrIO7yL3xEH0Jm96Tbij2Y1a25CM3j50HTWZ/au/ojQvk8Sln9Bv8gPn7a62eruxlpfiVJrHduNOTGZfht/5Z4/rNtjk4691hCbRHPebquokNzfnnNPcfvud7NixjcLCAt5++w3uv/8h13Ph4eFyX2Qz5paFw/fff88nn3zC0aNHMZvNDBs2jKeeeoro6OiLXtbjjz/O8uXLad++PcuXL2+EtJ7N6XTyzDMz2L9/L4qi48Ybb6VVq1ZaxxIacOiNfD/yHq1jNJji7DROJq4DoMtl1xIQ0UbjRO7PyzeAnmNvZ/eyeeSfOsLh9d/RddTkc85Tvd3kpRzG7AFnxD1RzaLBYbNis1RgDtAwUB0cdhsH1yymXb9R+AaHax2nyTS3/SZUdZYwb3sR5oCyc04X0rE3qXt/5fsVKyiNHYLZP5iK4gJmjO0jxxHNmNuVhAsWLOCpp57Cy8uL5557junTp7Nx40ZuvvlmsrKyLmpZa9as4aeffsLb27uR0nq+V155iU2b1gMKN998G7feOk3rSEI0iNwT+3E67ITGdCa2z0it43gMv9BI+ky8G/+IaNr3v0LrOKKG4pw0Ni34N0c3L0NV3auL1hM71nBq90a2f/Nfj+w+VtRmDgjGJyjsnD99r7+f0Nh4fAJDSNu7pWqgvwBpntbcuVXhUFBQwGuvvUZCQgLz58/nlltu4aGHHuKjjz4iJyeHt99++4KXVVZWxt///nduvfVWQkOb54iV9fXBB//h+++XAHDVVWN57LEZ2gYSogHFDRxDl5HX0eXy62TwqYsUFhvP0Nv+iLd/kNZRRA06RUdFcT6F6SdI27dV6zgulWUlHNu6EoCOQ8ahSDOVFsHsH8yAKQ+iKDrSD2yXHutaCLf6dK9atYry8nKmTZuGwfDbJe8ePXowYMAAfvzxR6zWC+tV4s0338Rms/Hkk082VlyPtnjxV8yZ8xGqqtK//0D+9reX5eCqhTPYKnlq/qM8Nf9RDLZKreM0iJA2HTB5+2odwyPVPPjLOLiTU0kb65yueruZufYdjHb37/XHk/mFRdHlsusAOLZlJSW5GdoGOu3o5h9xWCsJaNWW1vH9tI7TpJrjfvNiBEbGENm5N6rTyd6fF2kdRzQBt2qQmpRUNThTnz59zniuT58+bN26lWPHjhEfH3/e5SxYsIDXXnutUW7yNRjcqt66aHv27GbOnA9xOp106tSFt99+D5Pp0jcFg0EKDuEeygtzObBmMQmjp8rZ8gZSmHGC3cvmAWD09iWyc29tA7VwMb2HcyppI8VZp9i9bB5Dbp2h6Y3TpbkZnNqzGYD4kdfJ1YYWqG3v4Rz9dQWluRm07tofw2XtL+k4Sa/X1fq/cE9uVThkZ2cDEBkZecZz1TfaZGVlnbNwsNvtvPDCCwwdOpTx48c3eEadTiE42HPPYB49epQ333yVwMBA+vbtyyuvvIK/f/16v7BYfBoonRCXzumws+uHuRRnprBfUeg76V6tIzULgZGxtO0xhFNJm9i9bD4GLzNhsV20jtViKYpChyFXs3fFQkpz0jm84Xu6Xn69ZnkOrlsKTicRHXsQ0rajZjmEdoKi2uEdEExZXhb7Vi7C/+HJ9TpOCggwN2A60dDcqnCoqKgAwGQ6s8tELy+vWtOczSeffMLx48d55513Gj4g4HSqFBd7Zv/myclH+ec//05ZWRkJCQn8+c8vYLfrKCg4d88J51NU5Jl/D9G8HNm4jOLMFFe3oqJhKIpCt9FTsVaUkXVkN4lLP2bg1EcIjIzROlqLZfL2JX7kdexbuYiTO9YQ3q4rYe3OfSW+MeSlHCb3+H4UnY4ul01s8tcX7kFvMNJr3B1s/uw1SnLT+eabb7n99ukXvxy9joAAM8XFFTgccoN9UwsIMF/Q1R63KhzM5qoq02q1ntETUmVlZa1p6pKSksJ7773HAw88QExM432p2e2et0FnZKRz//13U1FRTv/+g3jyyadRFEODvBe7XW2AhEJcupwTBzi+bRUA3a+6GXNAiMaJmhdFp6Pn+GnsWFxBfsphtn/zPoNveQLf4Aito7VYoTGdiek9grKCLPzDL76r8oYQFNWOTsMn4LBZZVto4dp0H0Rw6/bkpx5l3ry5TJp0wzmP187F4XB65HFWS+FWDckiIqp2PJmZmWc8V90V67n6Bp41axYBAQGMHz+e1NRU14/dbsdut5Oamkpubm7jhHdjeXm53HffdIqKCtHp9Nxzz334+HhucysharKUFJK0bD5Q1f67VadeGidqnvQGI30n3kNAqzbYKsrY9tV/sFaUah2rResychL9Jz+Il682g63pjSY6DLqKzsOv0eT1hftQdDr6TLoXRacnLy+X+fNnax1JNBK3Khx69OgBQGJi4hnPJSYm4uPjQ1xc3FnnT0tLIzs7m7FjxzJ69GjXT1ZWFqdOnWL06NE888wzjZbfHZWUFHPvvdPJzc3BZDLxf//3OgkJPbWOJUSDcDoc7Pp+DraKMgJataHLyOu0jtSsGby86Xf9H/AJDieyc2+M0mOVpvQGY62bkYuz05rkdR12m4zVIM4QFtuFVh17AiqLFn1GXl6e1pFEI3CrpkqjR4/m5ZdfZv78+Vx77bWuLln37NnDtm3bmDx5suv+h+zsbEpKSmjdurXrcthzzz1HaemZZ8BeeOEFjEYjf/3rX1vUmA4VFRXcd9+dZGSkYTAY+PvfX2HgwCFaxxJuStXpOBbdzfW7J7CWl2CvrMDgZab3NXdp2rtMS+Hl68+QW2dg8DKjKIpru7FWlOFUPGO7aW5Up5P9q7/i1O6N9L3uPiI6dG/U1zu+9WeykvfQddQUQtp0aNTXcneeuN9sTAlX3cyW1EM4HHYWLpzPI488oXUk0cDcqnAICQnhySefZObMmUybNo1JkyZRUFDAnDlzCAsL4/HHH3dN+/rrr7N48WLmzZvHoEGDABg8eHCdy505cyYmk4krr7yySd6HO7BarTz44N2cOHEMnU7Hs8++wKhRo7WOJdyYQ29k8RUPah3jonj7BzH41hmU5mXiExSmdZwWw+j9W09qVhVmGaIJ6tIef71bfaW0GIpOh+703z5p+QKG3v4nfAIb5yRZZVkxx7evxmGzUllW3Civ4Uk8cb/ZmHwCQpgx4xk+/3w+mzZt4NprryM2tp3WsUQDcrvyePr06fz73//GYrEwc+ZM5syZw9ChQ1m4cOE5728Qv3E6nbz11mscPXoERVF49NEZXHPNJK1jCdFgnE6H63eDyYugqFgN07Rse1d8xvFtqzi4ZjEOmwwAp5Uul00kMDIWu6WC3d/PxemwN8rrHNv6Mw6blaDW7WVMD1GnwYOHMmTIMEDls8/maR1HNDC3KxwAJk6cyOLFi0lKSmLLli288cYbtG3bttY0s2bN4tChQ66rDeeyevVqli9f3lhx3YrT6eTjj/9HYuJ22rSJ4cEHH+WWW27XOpYQDcZht/Hrwjc5tm2VtLN2A+0HXInB20xJThp7f1qIw27TOlKLpNMb6H3NnRi9fSjKPMmhdUsb/DVKctLJOrIbFIWuoyajKDL4p6jbTTfdjk6nsHbtL2zYsE7rOKIBuWXhIC6Nqqq8884b/PLLzyiKjiee+CN33HG31rGEhzDYKnnss6d47LOnMNgqtY5zVgd/+YbizBSOb1uFtaJ+Y5CI+gsJDuPboEqWRZuoSD/Gru9mN9rZbnFu5sAQeoy9DYCTO9eSeXhXgy1bdTo5vn01ANEJA2Ucj9M8Zb/Z1Fq1aoXJ5E1hYQFvvPF/2GxyQqG5kMKhmVBVlWeffYqFCxdQVlbGH/7wCIMHD9U6lvAwRocVo8N9m5ukH9jOqaRNoCj0Gn+HZt1QitpMTjtmBXR6PTnH9rH7h3k4HY7zzygaXESH7rQfUHU/254Vn2GzNMwAnWn7tlCWn4Xe5EXn4dc2yDKbC3ffb2rlscdmoNfrSUtL47PP5msdRzQQKRyaAVVVef75p1m7djWgMmTIMEaMGKl1LCEaVHF2Gnt/+hyADoOv1mSkXHFu3a64EUVvIOvIbvb9vEjrOC1Wp+ETaNWpF73G31HrRvb6yDl+AIB2fS+Xgl1ckN69+zJ4cNW9DvPnf0JBQb7WkUQDkMLBw6mqyosvPsfq1SsBmDBhEs8++4LGqYRoWDZLOYlLP8JptxHWvisdB1+tdSRRh+A2cfS59i6MZl/a9pArnlrR6fT0mXh3g3bL2vvau+h82USiEwY22DJF8/f0089jNpspLS3ltdf+pXUc0QCkcPBgqqry0kt/5aefqm78Hjt2An/5y9+0DSVEA1NVJ/tXfUlFUT7moFB6jb+j1qBXwr1EdOjOyHv/SlDrdlpHEadVFOWTumdzvZahKAqhbTu5un0V4kK0atWKm26quu/ml19WsW/fHo0TifqSb18PVVU0vMiyZd8BMGbMWF588Z/Sy4VohhTC2nXF4G2m78R7G6zphWg8BpO36/eirBT2rPhM7nnQSGVZMZs+fZW9P31OdvLei5pXVVVOJW3EXmlppHSiJbjnnvuJjIzC4bAzc+bfcUpveB5NCgcPpKpVw7lv2LAGgCuuuJJ//OMVKRpEs6QoCtEJAxl5z1/xD2+tdRxxERw2KzsWf0ja3i3s/mGuFA8a8PINIKpLHwCSfpxPRXHBBc+bdXgX+1Z+wYZ5s6SbXXHJjEYTTz31LEFBwdhsNtavX6NxIlEfUjh4GFVVWbBgDkuXfkNoaBi33noHL7/8bykaRP0pCqdadeRUq47gBttTWUF2rR5h5EqDmzq93RwLjEb93XajN5rocdUtrhumd/8wR7pq1UD85dcTFN0ee6WFQ+u+xX4B3YbaKy0cWLMYgDYJg9AbjI0d0zO52X7TXY0YMZJHHnkCg8HAwoULKC+XrrQ9lRQOHsThcPC3vz3vap50993389hjM6RoEA3CbjDxxVWP88VVj2M3mDTNYq0oY/s377P5s9cv6gypaHrV281HvSdj1595cBke142+k+45XTwksfPbj2SE6SZWNTjcXXj5BVBRlMfBXxafd/DEI5uWUVlahE9wOO0HXtlEST2PO+033d3VV48nKqo1xcVFzJs3W+s44hJJ4eAhHA4HTzzxECtWLCM7O5v77nuIMWPGah1LiAbndNhJXPoxFYV5qE4HBi/v888k3Fp4+270u/4+9EYTuccPsP2b97Fbpd18U/L2C6T3tXej6PXknjjAkU3LzjptcXYqJ3etB6DbFTfI1QZxwVTVSW5uDllZWWf85Ofnc9VV48nIyGDevE9Yv37d76bJlPsfPIB0j+AB7HY7Dz98P7t37wQUrrlmEqNGjW7Q13A6neTk5FzSvLm5lzafEL+nqir7Vn1JQWoyepMXfa+7H2t5idaxRAMIi42n/5Q/sGPxBxSkJnN08wriR07SOlaLEty6PR0GjuHY1p/JPXmIDoOvPqMoUJ1O9q38ApxOIuP7yngp4qJYSgqZt70Ic0DdTZGcjgBsOhOVtlL+8vLLXH7f31y95FUUF/DybT54ewc0ZWRxkaRwcHMWSwUPPngvBw7sAxSmTbuThx9+vMFfJycnh9eXJ2IOCL7oeQvSjxPcun2DZxJNy2Cr5L7FfwPgw+v/ht3o1eQZTuxcQ9qeX0Gno/eEO/EPiyIvRQoHd1a93ahOO+9c+eQ5pw2O7sCAqQ9zbMvPdBo6rokSiprC4xLw9g+ibc9hdV5JSN27maLMkxi8vIkfeV3TB/Qw7rDfdDfmgGB8gsLO+vyAGx5m/ZyZlOZlcnLXOrpdcUMTphP1JYWDGysuLubee+8gJeUEiqJw771/4J57Hmi01zvfh/1sKoplNMjmwqeyVLPXzk7ey6G13wIQf9kkwuO6aZZFXJyL2W4CW8XQZ+Ldrn+rqirdfTaxiA490Bt/a4/vsNtcRUREh54UpB0jMLId3n6BWkX0KFruNz1RVHxfouL7kr5/OwdWf027vqPwCQrVOpa4QHKPg5sqLi7mzjtvISXlBDqdniee+GOjFg1CaEl1OqvaXKsqbXsOJbbvSK0jiSZyZOMPJP04n/LCXK2jtDhVn7sf+fWz1133nHj5+tNz3DRieg/XOJ1ozgbe8AhGsy92ayVbFr2ldRxxEaRwcEO5uTn84x9/QVVVTCYvXnzxn66RF4VojhSdjgFTHqRd/yvoesUN0lNYC2G3Wsg8vIvKsmJ2Lv2YwowTWkdqUawVZZxK2kRJTjo7l3xUa5wN+QyKxuTlF0CPsbeBAjnH9pFy+mZ84f6kcHAzp06l8OKLz5Oenkbr1m2YM+czrr5a2gKL5klVVdfvJh9/4kdOQqfXa5hINCWDyZtBNz2OX2gkdks5W794l+xj+7SO1WJ4+frTd9K9KDodJxPXsuo/z1FZLs1uRNPoOPhqQtp0RNHpOLT+uwsaX0RoTwoHN7JhwzqmT7+FrKwMWreO5h//mElcXAetYwnRKJxOB4lLP+bUns1aRxEa8vL1p9voqYS07YTTbmPntx+RuvdXrWO1GEFRsQRGxuJ0OChMP8Gp3XLmVzQNRVEYevvThLXvisNaybEtP2sdSVwAKRzcxNdff8Gzz86gvLwMm83OX//6T0JDL/5GZSE8gaqq7F/1JdlH93Bg9ddYSgq1jiQ0pDea6H71LbROGAhOJ3tXLOTY1pVax2oR8lIOU5h+HG//IMwBwRzdtJy0/du0jiVaCN/gMHpcXdUUO33/Vg4cOKBxInE+Uji4gTfeeJVXX30Fu91OVFQ0H388j4AA6cdYNDFFITM0hszQGGjk9s3Jv64gNWkz6HT0mjAdb/+gRn090YhObzep/hGo9dhudDo9Pa6+lbhBYwDw8gtqoIDibOzWSvb+tBCAjkPG0nHoeAD2/rSQiiLpLe+CNOF+s7kKi+1Cmx5DsFrKeP7556moqNA6kjgH6Y5VQw6Hg2eemcGGDWsB6NatO++99yFms1njZKIlshtMfDr+T43+Oql7f+Xoph8B6DZqCq069mj01xSNp3q7yUs5jFlvxHT+Wc5KURQ6D7+GVp16EdiqbYNlFHU7smkZFUX5ePsH0WXERPRGE9byEkJjOmMODNE6nkdoqv1mcxfTewQHfvma7IoSZs78By+++LLWkcRZyBUHjZSXl3HXXbe5ioYrrhjDhx/OlaJBNGvZx/axd+UiAOIGjZEuH0WdahYNltIidiz+QMaLaWD5p45wcmfV90/CmJsweHmj6HT0HHc70QkDNU4nWpqAiGjaD7gSgBUrfuTXXzdpnEicjRQOGigqKmTmzH+QknISRVG44467mTnz3+ilNxnRjFUU57Pru0/A6aR1twF0GjZB60jCA+xbuYicY/vY/OnrFGac1DpOs6HoDXj7B9OmxxDC29c92GJlWQmJSz/GUlrUxOlES9R11PXExMTgdDp56aW/Ul5ernUkUQcpHJrYyZPHeeGFZzl27ChxcXE8//zfeOihx7SOJQQGu5V7v3mRe795EYPd2uDL9/YPpsOgqwjv0J3uV90i/cQ3E9XbzZ9+nYPBbmvw5Xe74gb8wltjLS9h6xdvk3EoscFfoyUKbt2e4Xc8Q/zl1511mj3LF5B1JIntX/8Xa0VZ04XzII2932xJFEXHP//5T4xGE3l5ufzjHy9oHUnUQQqHJvTZZ/N56KH7yM3NoVWrKF566V9cc80krWMJUUVVCSzLJ7AsH2qMr9BQFEWhw+Cr6TvxHhmroTk5vd0EV5ag0PDbjTkwhME3P054XAJOu53d388h+dcVtcYAEReu5iBvBi9vDCbvs07bbfRUvPwCKM3NYPs370s/+3Vp5P1mSxMXF8edd94NwNq1q1m5crnGicTvSeHQBBwOB3/963O8/fZr5OXlEhERyUsvzSI6uo3W0YRoVOWFuexeNh+H7bczcYpOdjvi4hhM3vSddC+x/S4H4MjGZexeNg+7VQ5kL4altIhd331C+oHtF1R4+QSFMWDKQxjNvhRnpnBozRIcclZdNLL77vsDnTvHo6rw4YfvU1RUqHUkUYN8gzey4uJi7rrrNn76qaoXmf79BzJr1mv4+flpnEyIxlVRnM+2r94j48B2ju/4Res4wsMpOh1dL7+ehDE3ouh0lOZmQCNc4WiuVKeTvT8tpLKsuKpwcDovaD6/sCj6T/kDBi9virNT2bfyC5wOeyOnFS2ZTqfj//7vDfr06YvBoOf999+TK4xuRAqHRrRv315uvvl6Dh8+iKIo3Hzz7bzzzv/w9j77pWEhmoOK4ny2fvkuFUX5+ASFEdNLek8SDaNtz2EMmPoIfSbec85mNqK2EzvWkHv8ADq9ga6jJl9Uc8HAVjH0u/5+dHoD+aeOcHDNksYLKgQQGRnFc8/9FYPByO7dO1m5coXWkcRpbjmOw/fff88nn3zC0aNHMZvNDBs2jKeeeoro6OhzzldUVMSSJUtYu3YtycnJFBQUEBUVxcCBA3nooYeIiopqoncAixZ9yrvvvonNZsNk8uK5515g3Lhrmuz1hdCKq2gozKtq6nDjI5QX5GgdSzQjIW061Pp3yu4NGL19iBs4Rm66r0NB+nEObfgOgHb9RuEbHHHRywiO7kCXkddxKmkj7QeObuiIQpwhJiaWm2++jU8++YB//eufREe3ISGhu9axWjy3u+KwYMECnnrqKby8vHjuueeYPn06Gzdu5OabbyYrK+uc8+7evZtZs2ahqiq33XYbL7zwAiNHjmTp0qVce+21HD16tNHzOxwOPvtsHgsXLsBmsxEeHsHHH8+TokG0CHUVDWb/YK1jiWasvDCXY1t/5siGH0hc+jE2i3ThWJPNUs7uH+aC00lkfF8i6jHgYlBULAOmPFTrMy1NSERjuvrq8TgcDsrKSnn66ScoK5PevbTmVlccCgoKeO2110hISGD+/PkYDFXxRowYwdSpU3n77bd5+eWzjyYYFxfH8uXLiY2NrfX45Zdfzl133cXbb7/N22+/3Yj583n33Tc5cGAfPj4+TJo0mSee+JMM6iY8g6KQGxjp+v1iqarKru/mSNHQ0pzebhw2KypNf7bfJyiMzsOvIXnLSrKP7mFTzr/pNeFOgqJizz9zM6eqKknLP8VSXIBPcDjdr7yJoqyUei2zZucGmYcSSTuwnd7X3IneYKxvXM9Uz/2mODe9Xs8rr7zKfffdSV5eLs8++xRvv/1fubKoIbcqHFatWkV5eTnTpk1zFQ0APXr0YMCAAfz444+8+OKLmEymOudv06buXoqGDh1KUFAQhw8fbpTcAD/++D2vvTaL4OAQ/P0DeOCBhxk0aEijvZ4QDc1uMDF34vOXPL+iKCSMuYl9Py+i97V3SdHQQlRvN3kphzEbjNS9d25crbv2J7x9N3Z9P5uKony2LHqLLiMmEtt3ZMs+wFBVAiPakHfyEL2vuRODV8PdE2KzlLN35efYKy0kLv2YPhPvaZHFQ333m+I3quokOzsbL69y7PbfrmQFB4dyyy3TmDv3Y7Zu/ZW3336dm2++/Yz5w8PD0UmvfY3OrQqHpKQkAPr06XPGc3369GHr1q0cO3aM+Pj4i1puSUkJZWVldOzYsUFy1lRZWcmLL/6ZNWtWAyp+fgH885//onXrc9+PIURz4bDbXAcMARHRDL7lyZZ9sCY0ERgZw9Db/8Tenz4n68huDq5ZTGHGCXpNmN5it0dFp6Pj0HG07TUcL1//Bl220duHPhPvZcfi/5F7/ADbv/4vfa+7D6OXXGEXl8ZSUshbK4swB5x50kmNHEBI3K9kH93D/M8WcNgZSni7rq7nK4oLmDG2D61atWrKyC2SWxUO2dnZAERGRp7xXPXGkJWVddGFw3/+8x9sNhvXXXddvTMCGAxVFe3Bg/t56qnHXfde9OjRkzfeeIegIM8702owtMwvVlE/BenH2fXdbHpfM53g6KobVlvqQZrQntHbh97X3kXKrg0cXLuEkLadWuT2WFlWgt5owmDyAmjwoqFaaEwn+k95kJ1LPqAgNZmtX7xD/8kPNtrriebPHBCMT1BYnc+NuOsvLH/tMcrys9m55EPG//EdvPwCXc8bDIrr+Ew0HrcqHCoqKgDqbIrk5eVVa5oLtWzZMmbPns2wYcOYMmVKvTPqdArBwb68++67vPfee9hsNoxGIw899BCPPfZYvZevFYvFR+sIQmMGu5Xblv0bgE/H/wm74dyNTnJPHiTx249x2Kwkb/mZ/pM7nHN60TxVbzcOm5VPRv5B6zgoikJsnxGEt++KOTDU9XhZQQ7mgGB0erf62mtwDruNHUs+QHXY6TPpXnxq/A0aQ0ibDgy88TG2f/1fSrLT2LLoLfpPebDRX9ddXOx+U1w6g9HEZXe/wMq3/4jTZiPx+9kMvPFRdLqqroUDA30IDvbVOGXz51Z70OqbiK1W6xljHVRWVtaa5kKsXbuWp59+mm7duvHWW281SNs3p1Plj3/8E0uXLgYgPLwVr732Jt26JVBQ4Ll3+xcVSU8kLZ6qElaU6fr9XDIP72L3svmoDjth7eLpfc2djZ9PuKca243iRgOy1TxraausYNtX/8Ho7UOvcbfjF9Z0XXM3JVVV2b/qS4ozUzB6+5z3c9xQAiKiGXTzY2z76r+UF+SQfmA7HQdf3SSvrbmL2G+K+guIiGboHc+w58dPKUw7zsE1S+h2RdVJ4aKicry9Pfc4TGsBAWb0+vMfJ7tV4RARUdW3dGZmJu3atav1XHVzoAttv7Zu3ToeeeQR4uLi+Pjjj/H3b7hLpykpJ/Hy8mbIkKH8/e+v4OXlhd1+YaNwuquaNyIJcTaqqnJ8+2oOrVsKqkpk5970HD+t2Z/FFZ6tLD8Lh9WCpTifTZ++SpfLJhHTa3itHoKag5OJa0nbuwV0Onpdc+dZm3w0Bt/gCAbf/DipezbTYdBVTfa6ouWJ6twbnaKQuPQTUhLX4eXnT1Tnvtjtqscfi3kCt9pr9uhR1b90YmLiGc8lJibi4+NDXFzceZezfv16HnnkEdq1a8ecOXMIDm7Yew5eemkWCxZ8waxZr7uaUAnR3KmqkyMbl3Fo7begqsT0HkGvCdOlaBBuLyiqHcOmP0tYu3icdjsHVn/N9m/+S3lRntbRGkx28l7XiM5dRlxLWGyXJs/g7R9Ex6HjXPeVOOw2spP3NnkO0fy16tSLjsPGYykpZMc3H5Bx6MzjRtE43KpwGD16NGazmfnz52O3212P79mzh23btjFu3DjX/Q/Z2dkkJyefcc/Dhg0bePjhh4mNjWXu3LmEhIQ0eM7w8Ajato1p8OUK4e5sljJQFOIvv56uV0xpdmdsRfPl7RdIv8l/oOsVN6AzGMg7eZiNc/9FxqFEjx/ErCgrpWqQN1WlTc8htOs3SutIqE4nST/OZ+eSDzmy6UeP/xsL99Ou3yhMvv6oTieJSz/ixIljWkdqEdzqVGFISAhPPvkkM2fOZNq0aUyaNImCggLmzJlDWFgYjz/+uGva119/ncWLFzNv3jwGDRoEVBUYDz30EKqqMmXKFNavX3/Ga0yaNKnJ3o8QzYmi6Ii//Hoqy4o1OZspRH1V3zgd1q4Le3/6nILUZIqzUz265yVVVdn385c4bFZC28XT7YqpbvN+fILCAUjevJzywhxad+2vcSLRnBiMJkb94SWWv/4E1rJiXnjhGT799CvCwyO0jtasuVXhADB9+nSCg4OZPXs2M2fOxGw2M3ToUGbMmHHe+xuOHDniuon6lVdeqXOa5lw4OJ1OcnJyLmne3NxLm080bwVpyaTv30630VMB0BuMUjQIj+cbHMHAqY+QunczBu/fepSzV1rQGYzo9HoN010cRVHoO/EeDq37loQrb3Kb7IpOR5cR1+IbFMa+n78g48AOCtOP03PctCa990I0b2b/YC67+wV++e/zFBUVcf/9dzF//iL8/Py0jtZsuV3hADBx4kQmTpx4zmlmzZrFrFmzaj02efJkJk+e3JjR3FpOTg6vL0+sc/CU8ylIP05w6/aNkEp4DEWhyLeqaZ8KpOxaz4FfvkF1OvGPaINvcLi2+YR7Or3dOO02VNzjTPeFUHQ62vYcRl7KYddje1d+TmluBt1GTyWkbcMPGNqQajb98fYPoteE6RqmObs2PYbgHRDCru9mU5KTzo7F/6Pf9Q8QHH3++xU9Qo39Jm5ypaelCW3bkb7X3UfStx+QkZHGH/5wN7Nnf4rR2PJGMm8K0kC5makePOVif7xrDKIiWia7wcRHk//O/yb+hV2rv2b/qq9QnU4i4/tKEwNxVtXbzb8H34nd4Llf1JbSIvJSDlOal8nWL94h6cf5VJYVax2rTk6HnT0rPvOYG0LDYrsw5LYZmANDsZaXsuuHuTjsNq1jNYjq7f+jyX+XMRw0FNm5Nw8++Cg6nY6jRw8za9ZLOJ3Sw1JjkMJBCOFSUZTP1kXvuLp07HzZRHqNv8M1Aq0QzZW3XyCX3f0X2vYaBopC+v7trJ/9MicT1+F0OrSO56I6q3o3y085zL6Vn2Ot8Ix+632DI+hx9a1EdOxBr3HT0HtwkSnc01VXjeO++x6kVatIDhzYx8cffyDFQyOQwkEIAUDO8f1sXPB/FGWexOjtQ//JDxA3YLTb3GgpRGMzevuQcOWNDLl1BgGRMdgrLRxY/TWbFrxKWYH294E5nQ6Sli8g/9QRFL2e3tfejcnsOSPl6o0mul1xQ61mYNnJeynNzdAwlWhO7rrrPp555i8oio5fflnJxx//T3r0amBueY+DEKLp+Zi8eNOnHH2AkS8nPI4pJFLrSMIDGOxWbvrpLexWC/NH3Kt1nAYRGBnDkFue5NSezRzZ8D02S7nmzTmdTgdJPy4g8+BOFJ2ObqOnenxHBWUF2ez+YR6q6qTrqMm06THE405UVG//AIuuelyaK7mBoUOHY7fbeffdN5k37xOSk4/yyiuvety25a7kioMQLZjdanH9HhjRhi4GlY5Y8fFv2EETRTOmqkTmpdCmJBulGZ3ZU3Q6YnoNY8Tdf6HPtXejN1YdEKpOJ8m/rqCyrKTJsjgdDpKWza8qGvR6Oo+4lvB2XZvs9RuLwWQmKLo9TruNfSsXsev72dgs5VrHujint//IvBRoRtu/p7vssssZMmQoNpuNNWtW8eyzM6TZUgORKw5CtECq08nJXes4unk5A6c+SkBEtNaRhHBLJrNvreZAafu3cmTjMo5tW0V4+27EDRzT6BkyDyeSeSgRRa+vVcR4Oi9ff/pf/wAndqzh8IbvyDq8m6LMFHpcfRuhMZ20jic8iKo6z+hW/tZbp5OTk8uqVStYs2Y1f/jD3fztbzPR19FlcXh4ODoZ0PSCSOEgRAtTXpjLnhWfUZCaDMCp3RtIGHOTxqmE8Ay+Ia0IaNWW4qxTpO7ZTHbyXjoOGUtM7xGN1olAVHw/CtNPENYunogO3Wt1IevpFJ2O9gOuIKRtR3b/MJfywly2ffkuMX0uo+uoydK8RFwQS0kh87YXYQ6o3VmAacAUovMrObnjF3Yk7mTaHx5k6LQ/oq/RpKyiuIAZY/ucd6wwUUUKByFaCFV1krZvCyd2rMFhs6I3etFl5CTa9hyqdTQhPEZw6/YMuXUGWUd2s+/nL6gsK+bw+u84sWMNcYPGENt7BEoDnLmsLCvBYPJCbzShKArdRt/QAOndV2BkDEOn/YlD65ZyavdGDCYvKRrERanujv73Bt/0GD6BoRz45RsKM06wYc4rXPHgy3j5BmiQ0vNJ4SBEC1Cam8H+n7+kNC8Tnd5ASNuOdL/6VnwCQ7WOJoTHUXQ6Irv0weBtpjgrlVNJG6koyifr8C5i+1xW7+WX5mWyY8kH+IVE0mfSPeh07jEadGMzmLxJuPJGouL7ERgZ43q8rCAbe6XlHHMKcW49x96Gl48/u5fNozQ/iy2L3mbADQ9hDgjROprHkcJBiBYgPzWZ4uxUDF5muo6aQkyvYQ1yVlSIlkxRdER27k27fqNI2/crfmGtXWfJreUlpOzaQEyfyy6qy9Sc4/vZ/cNc14GytbxU8x6dmlpImw6u31Wnk90/zKUkJ52OQ8dXdREt+y5xCbpcNhFv/yCObPyB8oIcNn/2Bv2uvw+jl4/W0TyKFA5CNEOqqmKrKMXk4w9A255DyT15kHZ9L6/Vh/rvlXv5NVVE0YyUe/mhOu1ax9CMTq+nbc9htR47mbiO5F9/4vj2X2jTcwixfS475xU+VVU5uXMtB9d9C04nwW060Ofau1yf4ZaqsqwYh92GzVLOobVLyDm+j26jpxIQ7j4dOsh+03PE9rmMiA7d2bH4A0pzM1j38T+J6T2C3M6X3hSwpd1YLYWDEM1McU4ah9Ytpbwgm+HTn6tqI63TEdvnMrz9g846n93oxX9vfKXpgopmoXq7yUs5jNlgQsYDrhIYGYt/RBtKslM5uWMNJxPXERGXQLu+IwluU7t4t1st7F/1Jen7twMQ3WMwCaOnotPLV7S3fxDDpj3N3pWLyDiwncK042xa8CoxPYfRccjVmhdWst/0POaAEAbd/DhbPn+LtH1bOfDL18w4cYCBNz2KXn9xe7CWeGO17JWEaCYsJYUc2bSMtH1bQVVR9HoK0o4R1i5e62hCtDgRHboTHpdA7okDnNi5lrwTB8k+uofso3sIat2OjkPHuabd/cM8co7tA52O+MsmEdt3pNwYXINObyC62wDadB/MycS1ZB3eTcqu9aQf2MbgW2fgF9JyDtpEwzB6mRl8y5NsnDeLjEOJ5J44wNoP/8Fl97xAQHhrreO5NSkchPBwtsoKTmz/hePbV+O02wCI7NKHzsOvqbOHCSFE01AUhfD23Qhv343S3AxO7lpP+v5t+Ie1RlGqmjaoqkrrhAGU5mXQY+zttdr3i9q8/QLpc+3d5J48xKF1S1F0OnyDI7SOJTyUweTFyHtfZNvX/+H4tlWU5Wfx05sz6DXhDjoNHa91PLclhYMQHsxaUcr6T152jbYa1Lo9XUZOIrh1+4telsFuZfLq/wLwzRUPYjc0j0GmROOq3m5slgoWDZuudRy35RcWRcKVN9J5+DVYSgrJPLyL6ISBFGWmsPu7OQRGxVJemENARDQGk7fWcd1aWGwXQm97CmtFmevKjK2ygh3fvE/bXsOJiu/bZD1RyX7T88UNuJJWHXuyc8mHVJaVsHPJR6Tv386wO55ptLFZPJkUDkJ4GKfjt5tQTWY/gqLjqCjMpeOw8bTq2PPSmzioKm2zjrp+F+KC1NhuFNluzivv1BH2rVyEpbSQoKhYKorzUXQ6ijJOUpRxkgO/fENUl7607tqf4Og46UHoLBSdDi/f3+5vOLV7A4XpJyhMP0Hy5uXEDRpD664D0NUxSnCDkv1msxAWG8/4p//DpgX/JutIEkUZJ9m04N8kXHmTjGL+O1I4COEhKoryObFzDfmnjjL8zucw+wcDVf1TG0zecoAhhBurKCng4C+LyTqyG8DVf3xM7xG06tSLtP3bSN2zmfKCHFL3bCZ1z2a8/IMYdHrwKnFuMb1GAHB8+y+UF+ayd8VCkn9dQbt+o6SvfnFBTGZfLr/vb5zYsYZj21dTXpDDti/fJTwugW6jp2IOCNY6oluQwkEIN1eYcZITO9eQeXgXdks5Or2BtD2/um6uNHpLH9RCuCunw8HJnWs5unk5Dlsl6HTEDRhNcHScq32+l28AcQNG077/FRSkJpO2fytZR5IAXCcIoGqMB7N/MKqc2T6DwcubuIFjiOk9glO7N3F8+2oqivI5sPprUBSGTXta64jCQ7TrdznR3QdxeP13pCSu59jWlRzf8QvxI6+j2xU3NP5VLDcnhYObcTqd5OTkXNK8ubmXNp9wPw67jcxDiZxK2kRh+nHX44GRsbTrP4o2CYM0TCeEuBCqqrL1i3dcn+Gg1u3pdmXVGAR5KYfPmF5RFELadiSkbUe6jZ5KeWGu60qi0+lgz/LPsJaXYPA206pjT9r0GEJQZKxcbazBYPKm/YAriOk9nLR9Wzmxcw0msy9642/3HhRmnCSwVVv5u4mzMnqZSbjyRgIjY9n65TvYKsrZt3IRx7f+TO+Jd9O2xxCtI2pGCgc3k5OTw+vLEy/pklhB+vFLuilWuB/V6WT/6q9wWCtR9HqiuvSlXb9R2CxlmANC5AtPCA+gKAoRHRIoK8imy4hriU4YdMGfXb3BiH9YlOvftooyAlq1JS/lMJbiAk7t3kja3i2YfPyJ6Nid1vH9zzm4Y0ujN5qI6T2ctj2Hkn1sn+vx0twMfv3sdcxBobTpPpjohEEtbmRuceHadB9ERIfubP/m/aqmhEV5bJr/b4Kj4+g78R58gsPrtfz6nCwGbQafk8LBDZkDgi+pG82K4vxGSCMam6WkkIyDOynMOE7va+9GURQMJi/iBowGRUd0wkDXF1tdZymFEO6hIP04x7aspE2PIbTq2AOA2L6X07bnsHo3KfTyDaD/5AewWy0c27KS4pw0CtNPYC0vITVpMyazn6twcNislOZnEhDepsWfZFB0ulo945QWZGPwMlNRmMeRDT9wZNOPhLfrSlR8XyI6dJcercQZTGZfht72FEWZKWz96j3yU45QkHaMVe//hdg+l5HV4Z5LHgCuPieLtRp8TgoHITRgs5RzKmkj6Qd2UJB2zNUbR3HWKQIjYwDoMPjqps+ll64ExcWz6U2oqlPrGJpQVZW8lCMc2/oTeSerCntrRamrcNAbjOgNDTeetsHkTWhsF9r0GIK3fxD5qUfJPrqXiA49XNPkpRxm55IPMZp9CYvtQkjbToS06Vjvs6PNQWSnXoS360rm4V2k7tlMQdoxco7tI+fYPnQGA4Nuety1D75Qst9sGQIjYxjzyL9I27+NpGXzKC/KIz/lMP/854uMGDGSYcNG0Ldv/4te7qWeLNaKFA5CNKH8U0fY9/MXlOZl1upnPLhNB6K69NV052E3evH2ra9p9vrCM1VvN3kphzEbTDTcIbJ7s1stZB1JIufEfioK84Cqs9utEwYSN+DKJsmg0xsIi40nLLb26PCVZUXoTV7YKsrIOLiTjIM7ATD5+OPtH0SnYeM96kCloemNJqITBhKdMJDS/KzTf6MdWCtK8avRPCxt31ZKctOJ6tL3rMuS/WbLE91tANHdBlCYcYJD65ai5p1g/fpf+PTTeURGRjJlyo3cfPPtGI3Nc28ohYMQjcRht1GYfgJv/0BX7ymqWnVVQac34B8RTVR8P6K69JHuAoXwMLu+n0PmoUR0egMGLzNtug+iff/RmAO1/yy37TmM6ITBFKYfJy/lEPmpyRRlnsRaXkJ5YQ5KjZMWmYd3UZydSmBkDIGRsS2uvb9fSCs6DR1HxyFjsZQWuq4OqapK8q8rKM5O5djWnwlt24nwuATC2nfFPzSqxTcBExAU1Y4eV9/KNW11fPXV55w6dYrMzAzee+8tPvnkQwYPHsptt91B9+49tY7aoKRwaATSM1LLpDqdFGenkpdyiLyUwxSkHcNptxPb9zK6jpoCQHB0HO36X0FUlz6ExnTWOLEQ4kJUFOeTcXAHrbsOwNs/CIDobgMpTD9B217DiBsw2u26Rdbp9a4emqDqREZxVgqpe7fWOlGRcWgnWYd3u/7t5Rd4uoiIwT+sNWHturaI7icVRanV9a3qdBDZpQ92WyWW4gIK0o5RkHaMw+u/w2j2JbrbAOIvv17DxMIdqKoTs9mXJ598msmTp7JgwVx27txOeXkZq1evZPXqlYSHRzBlyk2MGHE5/v7+teb3xGM+KRwagfSM1LI47DZ2LvmQosyT2CsttZ4z+Qag0/92uVKn17vtFQa9w8bEtR8BsHTkvTj0zfMyq2hY1duNtaKMbwbfrnWcBqGqKiW56eQc20f20b0UZZ6sekKpGoMBILJzb4xmH3wCw9yuaKiL3mAkOLoDToej1ujykZ37YPTyoSjzJCV5mVSWFpF9dA/ZR/eg6A2MefT/XNPmHN+PweRNWGw8fqGRGLya743EOr2BzsOvITSmM4pOR2luBtnH9lGQmoytogyH3QZUbf/XrvmQkpx05nS4HL/oDgREtGnQ+1qE+7KUFDJvexHmgDJAIWTUnYwcehPHtq4kbe8WygqyycjKZs6iL5j75dcERcbiFxpJRMeeBEREe+QxnxQOjUR6RmpebJZySnLSKM5Jozg7jcqyYhJGTwWqvpDLCrKxV1oweJkJaduR0JjOhLbthG9oZK0vaXemOJ3Epe13/U7zP8koGkDN7Ubn4TdI2yzlHNm4jOxj+7D8bl8c3KYDvjVuLlZ0OhTF85urRHXpQ1SXPgDYrZWU5KRSmJlCcdYpVIej1tWGjIM7qCjK5+imH4GqEyO+weH4hkTgFxpFu74jNXkPjc3bL4iQNh2J6T0Cp8NOUeZJjF5VxaLidNIh/QAAyeuWYkFB0evxD4/G5O3jFvevicZV1/Fen2vvps+1d1cN4LrjF8oLcyjOSqU4O5X0A9s5sGYxXr4B+IW2Iiq+Hx2GjMXbN0Cjd3BxpHC4SA6Hg6ysrHNO44mXnsSZTuxYQ96pI5TkpGEpLqj9pEKt0Vu7j7kZk48/fmGRtW56FkK4H1VVqSjOpzgzheLsVNqcHsxJZzCSunczTrsdncFAaGw8EXEJhMcltIi2/waTF8HRHQiO7lDn80Gt4/D2D8FSkk9laTHWsqqfgtRkfEMiahUOO7/9CIetEu+AEHwCQvAOCMFaXoKi03v0WDQ6veGsf5/wDglkZZzCWl5CcWYKdquF7OS96A0m2vW7HICKonwyDu3ANyQS3+BwzIGhcnWiGQuKiqX3NXcCUF6UR/rBHez/+UsqivKoLCvGUlpIXsph9q1chDkwlLB28cQNGE1Q6/Z4uWkh4ZaFw/fff88nn3zC0aNHMZvNDBs2jKeeeoro6OgLmn/v3r288cYb7Nq1C6fTSffu3XnssccYMGBAvbMVW2z8d9OJc07jiZeeWgpVVbGWl2IpKSAv5TCq04G90lJ1xcBqYejtf3JNm3N8n6t7RQBzYAj+4dH4h0dTdQ3ht8IhrF3tXk2EEO6jrCCbkpx0irJOUXz6x2YpB8Bo9nUVDnqDkc4jrsUnMIzQmM61RhsWENNrGOaAEHyCwrBVVlBekENZQTZl+dnoa4yVAFQ16Tn9N65mt1rQ6Q0EtGrL8OnPuh4/tvVnUBS8fAPw9gvEyzcAL98ADF5mj7liC9Brwp3YDCYqivMpyjhJ+oHtVJYVExjZ1jVNQfoxDq///reZdDrMAcH4BkfgGxxBdMIgAiKqjnVqnpwSns8nMJSOg66i46CrKM3L4mTiWk4lbaI0PwuHtZLywlwyDyVSlFHVNNI7IJjKsmICwqMJio4jvH0CIdFx6AzaHrq7XeGwYMECXnrpJfr27ctzzz1HQUEBc+fOZdu2bXz11VfnHegiKSmJadOmERoaykMPPYTJZOKLL77gzjvv5MMPP2To0KH1yqfo9Oe95CjNjbThsFmpLC+h8vRZsMqyEmyV5XQYdJVrmh2L/0fu8arLytVfYjr9bx8Du9XiGgAoOmEQER164B/WGv/w1rXaMeelHG4WzRSEaA6cDjvlhblUFOdTUZyP3VpZ6+z3ru9mU5KTXmseRa/HPywKk9mv1hgU7fpe3lSxPZrRy+y6ifr3VFWlz8R7qtZHSQEVRXlUFBdQlJmCvbL8jKs3x7etOqPIgKorQKExnel3/f2ux5K3/ARUDcplNPth8vY9/bsvBi+z5mfvFUXBJzAUn8BQTD5+rkKrmpdvIFHxfSk7XXQ5rJVUFOZRUZhH7vEDhMZ2cRUO2UeTSN6yEnNAMN7+wZgDgvHyC8LL1x+Tjz9BUbGYzH5avVVRD36hrUi48kYiO/fGyy+IiuI80vZuwWYpp7K8hNLcDMrysijNz6Iw/QQpuzcCVU0kvfwCMQeEENCqLZuVkXTp0oXw8AiCgoIxNEFR4VaFQ0FBAa+99hoJCQnMnz/f9QcYMWIEU6dO5e233+bll18+5zJefvlldDodCxYsoHXr1gBcd911TJgwgb///e8sX77co85gtFSVZSXYKkqxVVZgs5RX/VSWY7dUYLNaiB95nWs9Hlz7LXkph3BYK+tcVrt+o1xfJl6+Aa4zW2Z9CL7BEQS0aotvSCt8gyNq3cjcuuvFD+QihGgYqqpit1qwlpdiLS/BbrUQ3r6b6/kjG5eRl3KIoqxUHLbKWk0EdQYjsb1HuJrDBLRqi6LTExDRhsDItgS0aotfaBR6g1FOAjQCRVFcvTnVlJdyGG//IEw+v/Uso6oqbXoMobKsCEtpMZVlRVSWFWO3VOC023A67LWWcWL7L3UWGQABkTEMve0p1793LPkQh82KvbICb79AzIEhGExmDF7emANDiezUyzVtcXYqoKA3GtEbTOiNpka54hQa04nQmE6u915ZVvzblZuCbALCf2tZYSktwl5ZQUlOxRmFL0C/yQ+4PhMZB3dydPNyTD5+2K2VVe3uA0Mxevtg8PIhokOCq1MOu9WC3VqJweiF3mjy2GZjzYVOpyO8XVfC23V1PWavtJCVvJe0fb9SnHWKsoIcKsuKUZ1OLMUFWIoLKMvPZm7WEQwGI1arlezsTLy9zfj6+hIQEECvXn255ZZpeHl51fm64eHh6C5h3btV4bBq1SrKy8uZNm1araqpR48eDBgwgB9//JEXX3wRk6nuD/OpU6fYtWsXkydPdhUNAP7+/kydOpV3332X3bt307t378Z+K25LdTpRVRVVdaI6HVWXQn93OdRSWoTDZq06C+d04lSdqE6na7qaZ5jyTx0l98RBDF5mTGYfHHY7Tocd1WFHBTrWGP34+I5fKMo4id1aicNWicNmpbwor6rZj6JwxYMvu4qB/au+IOtI0lnfR+dhE2rs1FVX0aAzGFyXuU0+/nj5+ON02F2FQ/zl19Nt9FTXAcPvzwYJIWpTnU5U1FoH5jZLOU6HA9XpwGD7rSex0oJs9E7VdcYUIPfkISpLi3A6bDhsNpwOG067HYfdhup01OrScs9PC8k7eQh7pQW7rRKcv10JUPQGrnr8Vdc+ojQvg8L0E79dOTQYMJ9uS+8TGIrDbnVdPexx9a2N9vcRF0dRdBi9zDX+rdDlsolnTOew26gsLap1Nai6yLBWlGKtKMNWUYbNUlb1u6Uc4+96eSpMO4bNUl7n1eWAyJhahcPObz8+44b4qhxWAiLaMOKu512PJX73CZWlxej0esw1Drz2/LQQnX9IrfeTfmA7ik6HTmdA0evRGwwoig5Fp0dv8iKyUy+8/QIJaduRgvTjlOSmU5qfRXF2Kn7hrek5bhqV5SVYK0pRFIXK0mIqy4upKMoHnQ5LaRGKoquaLy8D8qpuctcbjK73q6JiDgzByzcQRVHIOLCDfT9/4cqoMxjQG73QG70wGE207jbAVWQUpB8ndc/m058xIzqdvur/pz9zEXEJrnGKLCWF5KcmY/bPx1JSUFWQKDp0Oj2KToc5IMR15d5hs2ItL63qZOD083Zr1efeYbe55mmpDF7eRHfrT3S3305g2u1W8lOOkJdymOLsVOyWcuxOJxWWckpKi7DaHVhLSykuLSUjK4uTGTmc8mpzxgCRABXFBcwY2+e8rXjqoqhu1Ijur3/9K4sWLWLFihW0a9eu1nOvv/46//vf//j222+Jj6+7PfkPP/zAjBkzeOmll7jxxhtrPbdhwwbuuecenn/+ee64445LzuhwOikotVBRlM/Z/nCKToe3b4Bro68ozq9xbF57Lp1O7+oXHKC8KP+MaVzLVXS1unitKC6otVN1zaac7pO6RpefFcUFVQf/dS8Yb7+A0zsz3XmmrWqn51puSSGqw171RB18gn6b1lJSiNPh+N0Uv4U2B4a4DgospUU1zjQpp4sL13/w9g9CURScDjt2a+XpaRXquphk8vF3Lbe6aIHq9qO15zGZ/Vzrrea0v6eqKkZvX/SnC1y7zYrDaqlzWgCjt6+rdxJbZQUOm5U6wwImbx/XDt9hs2GrrKjxws7T8ymnl+vjyuCw27BZKn6/OBe90YTh9Nklp92O9Xdn7RSgla5qvecbfdCdLsycDgfWirIzXruawcsbw++n/b3T8xpM3hhOt4V2Op1Yy0vPmtdg8sJg8nJtB9aKus8yAhiMJlfXkFVn8UpqvW7NzHqj0XXgoqpVo+zWSVXRGYyYzL6uhyylZ5mWqrPcptNfik6Hve6/Q/W0ekOt5VaWFdduz3x620Spa9qS2p/7msvV6TF4ebs+y5XlJWf9LCs6HV41zvxWlpfitNtAqfq8/bbLUqv2aTWal1SWl+C0V60XRYFIfdXfN9OugqLD2z/wzOXWGULB7B+E02FHUXS/fTZqTaKAokPRKZjM/q6PjdNud50EqToovLROCapf+1IOUmRe93ptVa29W3XY7aA6Xd8P1Ru2qqooOqVWAeP6XKlq1bbv+jyqKDoD3n6/3ahqKS1GdVZ9l9Xa/h0qKHrXtFX7gXLXtL93rs9V1SfwtzejKEqtYwVreamrS9gafwHX38HoZT79flXsv78af/pz81sOfY2nnFXfuDrd6dnVWvlrT6ue7l1Mcf1brXGFqO5pT68/13qpOe3p96yqVa9fa9qaGWq/Jopy+t9VK7jmcnU6vWujUJ1OFEVx5VJVFafjt7+hTm/4bbmn95u1p62xXL0eRVFcJ1/V6teqmrpq2/vdtK6/kfrbiRj1d++talqd67ma0wK11nn1e6nKUXUyWFF0p79LVHR6w1lvsFadTgJ9vNDX2G/qdAoX0iLHra44ZGdnAxAZGXnGc9VVUVZW1lkLh+rejuqqoKqXmZmZWa+Mep2OsAAfCLiIfrtl2sad9qJczHLdYVqAi+nN5WKmPXuPDRG/fyDYv67J6nYx0wZdRPvc4IvoYSLQ9/zTuKZtpO3yYvK6w+eoAaZtU9/lIu21hUYaa/t3h/2AEA3Ira4DVVRUnS2tqylSdRut6mkudX6L5exnhYUQQgghhBB1c6vCwWyuumxotVrPeK6ysrLWNBc7f3XB4O3dfEe6FEIIIYQQorG4VeEQEVHVQKKu5kTnaoZUrWZzprPNX1czKCGEEEIIIcS5uVXh0KNHDwASExPPeC4xMREfHx/i4uIuef6a0wghhBBCCCEunFsVDqNHj8ZsNjN//nzsNe5I37NnD9u2bWPcuHGu+xeys7NJTk6udc9DTEwMPXv2ZPny5WRkZLgeLy0t5auvviImJqZFd8UqhBBCCCHEpXKr7lgB5s6dy8yZM+nbty+TJk2ioKCAOXPmYDQa+frrr13NkZ599lkWL17MvHnzGDRokGv+3bt3M23aNMLCwpg2bRpGo5FFixaRnJzMBx98wPDhw7V6a0IIIYQQQngst+qOFWD69OkEBwcze/ZsZs6cidlsZujQocyYMeOCBqro1asXCxYs4M033+Sdd97B6XTSvXt3Zs+eXavAEEIIIYQQQlw4t7viIIQQQgghhHA/bnWPgxBCCCGEEMI9SeEghBBCCCGEOC8pHIQQQgghhBDnJYWDEEIIIYQQ4rykcBBCCCGEEEKclxQOQgghhBBCiPNyu3EcRMvy/fff88knn3D06FHMZjPDhg3jqaeeIjo6+oLm37t3L2+88Qa7du1yjdnx2GOPMWDAgEZO3nxd6jopKipiyZIlrF27luTkZAoKCoiKimLgwIE89NBDREVFNdE7aJ7q+1mp6fHHH2f58uW0b9+e5cuXN0LalqG+68ThcPDFF1/wzTffcPToUQDatGnD2LFjefjhhxszerNVn3WiqirffvstCxcu5MSJE9hsNqKjo5kwYQLTpk3D19e3Cd5B8/K///2Pffv2sW/fPlJTU4mOjmb16tUXvRz5rncfMo6D0MyCBQt46aWX6Nu3LxMnTqSgoIC5c+diMpn46quvzjvgX1JSEtOmTSM0NJTbbrsNk8nEF198wbFjx/jwww8ZOnRoE72T5qM+62TdunU88MADDB48mCFDhhAcHMyRI0dYtGgRRqORzz//nI4dOzbhu2k+6vtZqWnNmjU8+OCDmEwmoqKipHC4RPVdJzabjUcffZT169czfvx4+vbti06nIy0tjfz8fP75z3820TtpPuq7Tl577TU++OADBg8ezJgxY9DpdGzatImVK1cyYMAAFixY0ETvpPno0qULQUFBdOvWjX379uHn53fRhYN817sZVQgN5Ofnq71791avv/561WazuR5PSkpSu3Tpov75z38+7zJuvPFGtXfv3mpaWprrseLiYnXEiBHqVVddpTqdzkbJ3lzVd52cOnVKPXHixBmPb9y4Ue3cubP66KOPNnjmlqAhPivVSktL1csvv1z9xz/+oY4aNUq9+uqrGyNys9cQ6+Stt95S4+Pj1XXr1jVm1BajvuvEZrOpvXr1Uq+//nrV4XDUeu7BBx9UO3furB49erRRsjdnKSkprt8nTJigjho16qKXId/17kXucRCaWLVqFeXl5UybNg2D4bcWcz169GDAgAH8+OOPWK3Ws85/6tQpdu3axdixY2ndurXrcX9/f6ZOncqJEyfYvXt3o76H5qa+66RNmzbExsae8fjQoUMJCgri8OHDjZK7uavveqnpzTffxGaz8eSTTzZW3BahvuukvLycuXPnMmrUKEaMGIGqqpSWljZF9GarvuvEbrdjsVgICwtDp6t9aBQREQGA2WxunPDNWNu2bes1v3zXux8pHIQmkpKSAOjTp88Zz/Xp04eysjKOHTt2yfPXnEZcmPquk7MpKSmhrKyM0NDQemdsiRpqvSQlJbFgwQL+/Oc/4+fn1+A5W5L6rpMdO3ZQWlpKz549+de//kX//v3p168fAwcO5KWXXqKioqLRsjdX9V0n3t7e9OnTh/Xr1/Phhx9y8uRJUlNTXfegTJ06tdaBq2ga8l3vfuTmaKGJ7OxsACIjI894rrodalZWFvHx8XXOn5WVVWvamqqXmZmZ2SBZW4r6rpOz+c9//oPNZuO6666rd8aWqCHWi91u54UXXmDo0KGMHz++cYK2IPVdJ9UHsHPnzkWv1/PEE08QERHBzz//zIIFC0hOTmb27NkoitJI76D5aYjPyWuvvcYzzzzDq6++yquvvgqATqfjkUcekZvVNSLf9e5HCgehieozaiaT6YznvLy8ak1zqfNbLJZ652xJ6rtO6rJs2TJmz57NsGHDmDJlSv1DtkANsV4++eQTjh8/zjvvvNPwAVug+q6TsrIyoKonsqVLl7o6Dbj66qsBWLp0KRs2bGDEiBENmrs5a4jPibe3N+3bt6d169aMGDECnU7Hzz//zNtvv43T6eTRRx9t+ODinOS73v1IUyWhieq2onW1Oa2srKw1zcXOX70T8fb2rnfOlqS+6+T31q5dy9NPP023bt146623zmg3LC5MfddLSkoK7733Hg888AAxMTGNE7KFqe86qd439ezZ84yexqoL7C1btjRI1paivuukoqKCW265hdLSUv71r39xzTXXMH78eF5//XUmT57Me++9x4EDBxonvDgr+a53P/JNLjRRfbNZXZcYz3VpslrNS89nm7+uS9bi7Oq7Tmpat24djzzyCHFxcXz88cf4+/s3XNAWpr7rZdasWQQEBDB+/HhSU1NdP3a7HbvdTmpqKrm5uY0Tvpmq7zqp3jdVL6em8PBwoOpqhLhw9V0nK1as4MSJE4wdO/aM58aPH4+qqmzdurWB0ooLJd/17kcKB6GJHj16AJCYmHjGc4mJifj4+BAXF3fJ89ecRlyY+q6TauvXr+eRRx6hXbt2zJkzh+Dg4AbP2pLUd72kpaWRnZ3N2LFjGT16tOsnKyuLU6dOMXr0aJ555plGy98c1Xed9OzZE4CMjIwznqt+TDoTuDj1XSfVB6F2u/2M56ofczgcDRFVXAT5rnc/UjgITYwePRqz2cz8+fNr7aj37NnDtm3bGDdunKtNY3Z2NsnJybXap8bExNCzZ0+WL19e68u3tLSUr776ipiYGHr37t1k76c5qO86AdiwYQMPP/wwsbGxzJ07l5CQkCZ9D81RfdfLc889x3vvvXfGT0hICK1ateK9997jkUceafL35cnqu07atGnDgAED2LNnD7t27XI9rqoqn376KQAjR45smjfTTNR3nXTo0AGAxYsXn7Hsr7/+Gvit4BONQ77rPYOMHC00M3fuXGbOnEnfvn2ZNGkSBQUFzJkzB6PRyNdff+26RPnss8+yePFi5s2bx6BBg1zz7969m2nTphEWFsa0adMwGo0sWrSI5ORkPvjgA4YPH67VW/NY9Vkne/bs4bbbbkNVVZ566qk6rzRMmjSpSd9Pc1Hfz0pdrrjiCkwmk4wcfYnqu04OHjzIrbfeiqIo3H777URERLB69Wo2bNjAlClTmDlzplZvzWPVZ504HA5uvvlmkpKS6N+/P2PGjEFRFH7++We2bt3KqFGjeP/997V8ex5pyZIlpKenA1Uje9tsNu666y4AAgICuP32213Tyne9Z5BelYRmpk+fTnBwMLNnz2bmzJmYzWaGDh3KjBkzLqgtfa9evViwYAFvvvkm77zzDk6nk+7duzN79uzzHjSJutVnnRw5csR1E+Irr7xS5zRSOFya+n5WRMOr7zqJj49n0aJFvPXWWyxcuJDy8nJiY2N57rnnuOOOO5rgHTQ/9Vkner2eefPmsWDBAn744QfeffddKisriY2N5cknn+Tuu+9uonfRvHz99ddn3Bvy1ltvARAdHV2rcDgb+a53L3LFQQghhBBCCHFeco+DEEIIIYQQ4rykcBBCCCGEEEKclxQOQgghhBBCiPOSwkEIIYQQQghxXlI4CCGEEEIIIc5LCgchhBBCCCHEeUnhIIQQQgghhDgvKRyEEEIIIYQQ5yWFgxBCCCGEEOK8pHAQQgghhBBCnJdB6wBCCCEEwJYtW7jjjjvOOc2hQ4eaKI0QQojfk8JBCCGEWxk/fjyXX3651jGEEEL8jhQOQggh3ErXrl2ZNGmS1jGEEEL8jtzjIIQQQgghhDgvueIghBDCrVRUVJCfn3/G4yaTCT8/Pw0SCSGEAFBUVVW1DiGEEEKc7+boIUOGMGfOnKYLJIQQoha54iCEEMKt3HDDDUyYMOGMx4OCgpo+jBBCCBcpHIQQQriV2NhYhg4dqnUMIYQQvyM3RwshhBBCCCHOSwoHIYQQQgghxHlJ4SCEEEIIIYQ4L7nHQQghhFs5cOAA3377bZ3PjR49WrpkFUIIjUjhIIQQwq0sW7aMZcuWnfU5KRyEEEIbMo6DEEIIIYQQ4rzkHgchhBBCCCHEeUnhIIQQQgghhDgvKRyEEEIIIYQQ5yWFgxBCCCGEEOK8pHAQQgghhBBCnJcUDkIIIYQQQojzksJBCCGEEEIIcV5SOAghhBBCCCHOSwoHIYQQQgghxHlJ4SCEEEIIIYQ4LykchBBCCCGEEOclhYMQQgghhBDivP4f2hhav5c7ZWkAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(ds, hist_fret, show_model=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The bin width can be changed with `binwidth` argument. Alternatively,\n", "an arbitrary array of bin edges can be passed in `bins` \n", "(overriding `binwidth`).\n", "\n", "We can customize the appearance of this plot (type \n", "`hist_fret?` for the complete set of arguments). \n", "\n", "For example to change from a bar plot to a line-plot \n", "we use the `hist_style` argument:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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2Nt+7d29uuummGvsSr+gxcyXNmzfnscceo0ePHri6uhIZGcmyZcuYMGEC33//va3OEhMTAWw3B4qoqorFYrH9XtaFsYuLC0uXLrU97uvry7hx4/j7778ZPXp0pT67ol6l4hMg1AevvPJKhQZT9+vXj5UrV5b5nMViYePGjYSGhpY6fvV6PePHj2fgwIH4+PiQmJjIqlWrmDp1qm08A1hvMsiyzKFDh0oct+fPnyc1NRXgqufGsmRkZBATE8Mrr7xSokfpxhtvrPA+/uvpp5/mgQceICsriwceeID333+fzp07s2PHDj777DO+++47ZFkuc/KBLl26MHPmTNvvbdu25e677+bbb7/l8ccfr3RZigbSl2fWrFm23oCK1gdYJy947bXXyj0HFh2rZY1B8fT0tN1IAut7PnLkCIqi2AJrs9ls62Es77gX6oYIHIR6KT8/n4iICO65554SF3+urq4MGzas1JfbiRMn+OSTTzh8+HCpk825c+dsA9au5t9//2Xp0qVERESQm5tb4rm0tDSaN29e4fJfLcj473OV2bbIX3/9xdtvv81NN910xS7j119/nezsbFJTU9m8eTPPPfccs2fPLjUIzt7mzJlTYlCwi4sLK1asuOIgwf8OfB0zZgzz5s1j7969lZ5ZIyYmhvPnzzNt2rRK3428mkcffZTVq1czZ84cvvjiC7vs87nnnivxe3BwMJ988kmVA5PMzEweffRRVFVl/vz5pXoHKhL4xsTEkJKSwoMPPlhi+6CgIHr27Fmj6VpVOQ6KXHvttVx77bW23/v27cvQoUO55ZZbWLBgAZ9++ulV/37btm088cQTtt+dnZ05fPhwiW2uu+66EsFEUT0VfSZ1+dnZy5NPPsm9995b7nb/nRmnuJ07d5KcnMyMGTNKPefr61tqIP7IkSMZP348c+bM4fbbb0er1eLp6cktt9zCjz/+SNeuXRk5ciRJSUm88cYbaDQaLBZLpXu/PD09admyJV9++SWKotC/f386dOhQrV60wMBAAgMD2bp1KzqdjtGjR+Pk5MSaNWvo1q3bVS/m/3ve69WrF0FBQezdu7dKgcO6desqtF3x83BF6wPg448/RqfTlThOruZKx2zxx++77z5effVV3nnnHR5//HEURWHRokW2wLqmejiF6hGBg1AvZWdnoyhKmRfr/30sISGBe++9l5CQEF555RWCgoJwcHAgPDycd955B4PBUO7rhYeH8/DDD9OvXz/effdd/P390el0bN26lc8++6xC+yji6elZ5p2SrKws4PKdmKKehoyMjFLbZmZmIklSmV3WO3fu5KmnnmLQoEHMmTPniifo1q1b234eMWIEjzzyCO+88w4333xzjZ6Q77//fv7v//4Po9HI0aNHmT9/PlOnTuXHH38slZOv1WpLPVY0dWZV7jalp6cDVGhWospwdXXl8ccfZ+bMmbZUoOqaPn06AwYMsI1VqM4Uk1lZWTz00EMkJyfzzTfflLqT7enpSWFhIQUFBaXy5rOysmzjUIra4pWOu5q6+K3oMVMZwcHB9O7du8T4iKKehoSEhBKzL/Xr18924bV48eJS+fJFZSyuKJ2isLAQqNxnV1SOuLi4Ck+/WxsCAwNtKX9Xc7VAbt26deh0Om677bYKvaZOp2PUqFF8/PHHxMbG2j6Pt956C1VVefvtt3nzzTeRZZlbb72VZs2asWvXrivOcna1Mn/99dcsXryYL774gtmzZ9sClGeffbbSYzGKp3Xt27ePzp07o9PpMJvNHDhwgBEjRtjSh/6bggdXbidVvcte0dnlrpZiBmXXR3h4ON999x2LFi2isLDQ1uaLek2zs7NxdHREr9fb6iUzM7PUe8zMzCxRb3feeSfp6el8+umnfP/994B1HMtDDz3E559/LtKU6ikROAj1kru7O5IklRpQC6UH2W7dupX8/HxbLmmRU6dOVfj1/ve//6HValm6dGmJO9X/HTRaEWFhYfz888+YzeYSXxiRkZEAJdJsHB0dbY8XFxkZSatWrUrdNd+5cydPPPEEffv2ZeHChWXmh15Jt27d2LlzJ+np6TRv3ty2b6PRWGK7sgKZyvD397cNCuzduzfNmzfnhRdeYOHChbzxxhsltjWbzWRkZJQIHopSESp7YQCXxwckJydXsfRXdvfdd7NixQrmzJnD3XffXe39tWjRwi7zuGdlZfHggw8SHx/P119/XWaPRVGef2RkZInet9TUVDIyMmxtsqgeKnLc2VNFj5nKUlW1RJA8cOBA5s6dy/bt20usK+Lu7m6ri6q0O6jcZzd48GBWr17Ntm3b6lXgUN1UpbS0NHbs2MHw4cPLHHdVnuIBibOzMx999BGvvfYaiYmJ+Pr64u3tzciRI+nZs2epi/HiqWZg7bX+r6CgIFt6UExMDFu2bLGNQXnnnXcqVdbFixeXGitXvIchMjLS1tNV1ppDV2onLVu2tP2u1+tLnZ+BUufM/7721RRPVSpPUX2cOXMGVVXL7G1ITEykb9++vPzyy0yaNKnEuab4OCuz2Ux0dHSpHu/JkyczadIkzp07h4uLC0FBQbzxxhs4OzvbbmgI9YsIHIR6ydnZmW7duvH7778zY8YM20Vubm4uf/75Z4lti05uxS+iVVVlzZo1pfar1+vL7D0oymkufpFhMBjYvHlzpct+/fXXs2bNGn7//Xduvvlm2+MbN27E19fXduGm1WoZNmwYf/zxBy+88ILtjldCQgJ79+4tNSZg165dPPHEE/Tu3ZslS5ZUKmhQVZX9+/fj7u5uuzAqCh7++6W2bdu2Sr/nq/m///s/1q5dy5o1a3j44YdLBHdgXZSv+IJoP//8M2C9OLmSovf+37oMCQmhZcuWrF+/ngcffLBSn1F59Ho9zz77LNOnTy9zNqO6UBQ0xMXFsXz5cjp16lTmdkOGDMHBwYENGzaUCBw2btyIJElcf/31gPXz8/Hx4eeffy6RcnPhwgUOHz5cY3cAK3rMVEZcXByHDh1i4MCBtse6du3K4MGDWbNmDTfffDN9+vSxS/mhcp/diBEjCAsLY+nSpVx33XVlzqy0c+dO+vTpU6szK1U3VWnTpk2YTKZKjScymUz88ssveHl5lbl2gIeHh63Hadu2bcTExJQ5ycOpU6dK1PXBgwev+rohISFMnTqV33//nRMnTlS4vEXGjx/PddddR2ZmJo888ggzZ84kLCyMv/76i+XLl/P1119ftWfmp59+4qabbrL9fujQIS5cuFBiQHlQUFCp83NMTAwxMTGlzkFVSVUqS1n1MWTIEFasWFFq22nTphEcHMy0adNs23bv3h0fHx82bNhQ4lj+7bffyM/PL3NdD71ebzsGEhIS+OWXXxg3blyJdWiE+kMEDkK99cwzz/DII4/w4IMP8tBDD2GxWPj8889xcnIq0Z07cOBAdDod06ZN45FHHsFoNPL999+XOVNGWFgYv//+O9999x1dunRBkiS6du3K0KFD+eqrr3j++eeZMGECmZmZfPnll1W68Bw6dCiDBg3irbfeIjc3l5YtW/K///2PnTt38tFHH5XoKn7qqae48847eeyxx3j00UcxGo188skneHl58dBDD9m2O3DgAE888QTNmzdnypQppaYPbNu2rS3wePzxx+nQoQMdO3bE09OTlJQUNm7cyL59+3jjjTdsd+okSeL//u//WL9+PS1btqRDhw6Eh4fbLtzLsmfPnjLTVcpbkbpoMaAlS5aUmBZVp9Px1VdfkZ+fT9euXW2zKl177bVXvagr6q356aefaNOmDc7Ozvj6+uLn58cbb7zB448/zvjx45k0aRIBAQEkJiayc+dOPv7446uWszxjxoxh+fLl/P3339Xajz0YDAYefvhhTpw4wSuvvILFYikxPai3t7ft7qWnpyePP/44CxYswNPT07YA3MKFCxk3bpztzqAsyzzzzDO89tprPPHEE4wfP57s7GwWLVpUqTE+lVWZY+aVV15h06ZN/PHHH7YgdNKkSfTp04cOHTrg4uJCZGQkX3zxBZIk8cwzz5R4rY8++oiHH36YSZMmMXbsWAYPHoy3tzd5eXmcPn2af/7556o5/FdSmc9Oo9GwePFiHnroISZMmMDdd99N//79bQvA/fbbb/z555/s37//iq+3d+9e7r//fp588kmeeuqpSpe3LMHBwdVasGzdunUEBAQwZMiQMp+fNWsWZrOZXr160bx5c9tg3JMnTzJr1qwS9fzbb7+RkpJCmzZtKCwsZN++faxYsYK77rrLFugWt3TpUvR6PW3btuXUqVO21Yz3799vC6jfffddRo4cSatWrdDpdOzZs4fTp0+XWBm+aGas8u7M+/n54efnx6ZNm3B3d+fWW29Fq9XyzTffMHjwYNu0yFdy7NgxXn31Vdv4jXnz5uHn58c999xj2+bWW2/lhRde4K233uKmm27iwoULfPHFF2XeuKhK72VF68PHx6fU6usADg4OeHp6llhMUKPR8MILLzBjxgzeeOMNRo8eTWxsLB999BGDBg0qMRYpMjKS33//nS5duqDX6zl16hTLli2jVatWpY5bof4QgYNQbw0aNIjFixczf/58nn32WXx8fLj77rspLCws0UXcpk0bFi5cyPz583nqqafw9PRkzJgxTJo0iUcffbTEPu+//36ioqKYN28eOTk5qKrK6dOnueaaa5g5cyaff/45jz32GH5+fowfPx5vb29effXVSpd94cKFzJs3j08++YTMzExCQ0OZO3cuo0ePLrFdmzZtWLlyJXPmzOGZZ55Bo9EwYMAAFi9eXGJazn///ReDwcCFCxd44IEHSr3eihUrbCfvXr168dtvv/Htt9+Sm5uLm5sbXbp0sd3dLK5ojvAvvviC/Px8+vfvz2effXbF6Sr/uxJykfJ6Kbp168bIkSPZtGkTU6ZMsV3Q6nQ6PvvsM9577z0+/fRTHB0dGTduXJkDK4tzcnJi5syZLFq0iIcffhiTyWS7gBoyZAirVq1i8eLFvPfeexQWFuLv71+lKTj/S5Ikpk+fXiKoqysXL14kIiICoMw1Km6//XZmz55t+/3xxx/HxcWFb7/9li+//BIfHx8mT57MY489VuLvimZS+eKLL3jyyScJCgpiypQp7N+/n3379tXY+6noMaMoChaLpcT6KmFhYWzZsoXly5dTWFiIt7c3AwYMYOrUqaWmAfb29mb16tWsWbOGX375hS1btpCfn4+rqytt27Zl4sSJJWaTqYzKfHYtW7Zk48aNrFy5kq1bt/L9999jMpnw8fGhT58+fPfdd1ddNbooFaesC7q6cOjQIaKjo3niiSeuOIaqXbt2rF69mp9//pnc3FxcXFzo2rUrX375ZYnUMbBegK5fv57Y2FgURaFt27a8/fbbV+zNmDJlCuvXrycqKoqgoCBmzZrFhg0b2LJlC926dePGG2+kZcuWfPfdd7Y1Tlq0aMGLL75YYoKJyn6u27Zt49prr0Wr1WKxWNi5c2eJWf6u5P333+fHH39k2rRpGI1G+vfvz6uvvloiVe6WW24hJSWFH374gQ0bNtCuXTveeustFi9eXKGylacy9VEZt956KxqNhmXLlrFhwwY8PT259dZbS00IURS8rVy5kry8PAIDA7nrrruYPHlymTPACfWDpFZ2dStBEAQ7eOmll/jtt99KzV4jCEL5PvzwQ/73v//x+++/23UGsYamqOel+M2T6njmmWeIj49n/fr1diidIDQ+Yq4rQRAEQWhg9u7dy9SpU5t00GBvqqqyb9++UnfGBUG4TKQqCUIFVWRV1bKm3RPql/JWWJVluc7nD/9vKs5/lbdyb30hjpmaI+6I258kSfz77791XQxBqNdEqpIgVNDChQtLTb/3X9u2bavW4EKhZsXHx5e58nhx9hxsWlXDhw+/6poJV1u5tz4Rx4wgCELjIgIHQaig5ORkUlJSrrpN+/bt7ToFqGBfRqOxzDnViyuanakunT59usz524u4uLiUWMCsvhLHjCAIQuMiAgdBEARBEARBEMolBkcLgiAIgiAIglAuETgIgiAIgiAIglAuMZ1FJamqiqKI7K66IsuS+PxriqqiXkwGQGruB5JUoT8TdVL/1GqdVLHdNDXiOKl/7FInov3blThO6o4sS0gVaL8icKgkRVFJT8+r62I0SVqtjJeXC9nZ+ZjNV5/iUag8tdCA8vgEAORPNyA5OJb7N6JO6p/arpOqtJumRhwn9Y+96kS0f/sRx0nd8vZ2QaMpP3AQqUqCIAiCIAiCIJRL9DgIgmAly9Ct7+WfBaEiRLsRmjLR/oUmRgQOgiAAIOn0aJ59u66LITQwot0ITZlo/0JTI8JjQRAEQRAEQRDKJQIHQRAEQRAEQRDKJQIHQRAA6+wglsdux/LY7aiFhroujtBAiHYjNGWi/QtNTb0b47B06VKOHz/O8ePHiY+PJygoiO3bt1d6PxaLhTVr1rBhwwbOnDkDQHBwMCNHjuSJJ56wd7EFoXEwFtZ1CYSGSLQboSkT7V9oQupd4DB37lw8PT3p1KkTOTk5VdqHyWTiqaeeYufOndx8882MHTsWWZa5cOECiYmJdi6xIAiCIAiCIDR+9S5w2Lp1Ky1atABgzJgx5OfnV3ofn376KX/99RfLli1jyJAh9i6iIAhNnKKoxKSayTYouDvKhPhokWWxYqwgCILQuNW7wKEoaKiq/Px8vvnmG4YNG8aQIUNQVZW8vDxcXV3tVEJBEJqyiDgjq/fmEploxmBWcdRKhAVomdDfla4t9HVdPEEQBEGoMY1ucPTBgwfJzc2lW7dufPDBB/Tp04fevXvTr18/3n33XQoKCuq6iIIgNFARcUbm/JLF0Vgjni4yoT5aPF1kjsZaH4+IM9Z1EQVBEAShxtS7Hofqio6OBuCbb75Bo9Hw7LPP4uvry9atW1m1ahVnz57lq6++QpKqnlag1Ta6eKtB0GjkEv8L9qVaZIoue7VaGakC7bwp1YmiqKzdn0dGvkL7QJ3tHOKhlXB30hGZZGbd/jy6t3Ko07Sl2q6TqrSbpqYpHScNhb3qRLR/+xHHScPQ6AKHvLw8ALKysti8eTNt27YF4KabbgJg8+bN7Nq1q8pjH2RZwsvLxT6FFarE3d2provQKKmFWtK79ADAy8sVycGhwn/bFOokMqGQ6FSF1r4OqLLE6QQjLo4Sbfz0SJJEa18NZ1MtpBXqCAus+GdXU2qrTqrTbpqapnCcNDTVrRPR/u1PHCf1W6MLHBwdHQHo1q2bLWgocscdd7B582b27t1b5cBBUVSysys/YFuoPo1Gxt3diezsAiwWpa6L0yjJM2YDkJlvhnxzuds3pTqJSy4kp8CMrxtEJZjJyLWQkQuyqhDkrUUrqeQUmIlLzsPHqfzPrqbURZ1Utt00NU3pOGko7Fknov3bhzhO6pa7u1OFensaXeDg7+8PgK+vb6nnfHx8AGtvRHWYzaJB1yWLRRF1UM80hTpx0YGDRiIrTyE914KqWh8/n2bG01nGrFifd9HVj3NEU6iThkbUSf0j6qT+EXVSvzW6RLJu3boBlLleQ9FjzZo1q9UyCYLQ8IX4aAkL0HImxYyiqLbHVRWikkwkZJhpH6AlxKfR3Y8RBEEQBKCBBw4pKSmcPXu2xExJwcHB9O3bl4iICI4cOWJ7XFVVvv32WwCGDh1a20UVhHpPLTRgefouLE/fhVpoqOvi1DuyLDGhvysWRSW7QMVkVtFqwGRWScy0oCgwvr9rk1vPQbQboSkT7V9oaurdrbFNmzaRkJAAQHp6OiaTiSVLlgDg7u7OfffdZ9t27ty5bNy4kRUrVtC/f3/b46+99hr33HMPDz/8MPfddx++vr5s376dXbt2cccdd9CzZ8/afVOC0FDkZtd1Ceo1Pw8N7fx0nE0xYzCpOOpksvIteLtqCPDS0My1Qd+LqTrRboSmTLR/oQmpd4HD+vXr2bdvX4nHFixYAEBQUFCJwOFKOnTowOrVq1mwYAHff/89+fn5tGrVipdffpn777+/RsotCELjdzCmEG9XDV4uMn1DHegQqOPwOSPH4o1IksQPe/J4+kZ3tJqm1esgCIIgNA31LnBYuXJlhbedPXs2s2fPLvO5du3asWjRInsVSxCEJk5VVQ6ds87YLssSY3o44+Yk0zVYz7xfs0nKsnAhw8K2EwXc1NW5jksrCIIgCPbXRPvVBUEQKicm1Ux6nnWmjw4BOtycrKdPrUbirgEuFA1t2HrMwIUMMSWjIAiC0PiIwEEQBKEC9scU2n7uHaIv8VyLZlpGdLauIaOo8P2/eZgtKoIgCILQmIjAQRAEoRwmi0r4eWuakqMOOgfpS21zfWcnAr00ACRmWvjjWEGpbQRBEAShIROBgyAIVpIErdtZ/0licG9xx+KNGEzWn7u11KPXlv58/puytP2Egbi0JpCyJNqN0JSJ9i80MfVucLQgCHVD0jugeWNBXRejXjoYY7T93Ke1wxW3C/LSckMXJ36LKLCmLO3JZdpIj0Y9y5JoN0JTJtq/0NSIHgdBEISryClQOJ1o7W7wcpEJ9b36/ZYRnR0JupSylJyl8FuESFkSBEEQGgcROAiCIFzFoVgjyqVxzr1b65HKSUfQyBJ3X+OC5tLZ9c+TBs43hZQlQRAEodETgYMgCACohQYsL0zC8sIk1EJDXRen3jhYYjalK6cpFRfgqeWmrk4AqCp8/28upkY6y5JoN0JTJtq/0NSIwEEQhMvSUqz/BAASM81cyLAA0LKZBl93TYX/dlhHR1p4W7dPyVb4NbwRpyyJdiM0ZaL9C02ICBwEQRCu4EDxQdEV7G0oIssSd1/jivZSrPHXKQMxqSZ7Fk8QBEEQapUIHARBEMqgKCqHzlnTlDQydG9Zeu2G8vh5aEqkLK3ek4fR3DhTlgRBEITGTwQOgiAIZYhKNpNdYL3I7xCow9WxaqfL6zo40qq5tdshNUfhl6P5nE02cTi2kLPJJhRFBBKCIAhCwyDWcRAEQShD8UHRfSuZplScLEtM6O/K3F+zSMmyMPfXbNwdJWRZwlErERagZUJ/V7q2qHyPhiAIgiDUJtHjIAiC8B8Gk0pEvHV8g7NeomOgrlr78/PQ0CFAS3ickfQcC1n5Cq2bafB0kTkaa2TOL1lExBnL35EgCIIg1CHR4yAIwmWBLeu6BPVCRJwR46WlF3q00ld75WdFUTmTbN2hu5OEosKFTAutm+tw9dcRlWRizd5cOgd5IcsNcJVp0W6Epky0f6EJEYGDIAgASA6OaN77rK6LUS8cPFf5tRuuJibVTFSSmS7BOqJTzCgqJGVaaOaiwc1JJsBLy+lEMzGpZtr4Va93o7aJdiM0ZaL9C02NSFUSBEEoJjNfsfUO+LjJtGpW8bUbriTboGAwq3i5aGjZ7PL9mrOpJhRVxVkvYTCrZBuUar+WIAiCINQUETgIgiAUcyimEPXSREe9QxyQpOqnDrk7yjhqJfKNKv6eGtsMTQajSkKGhXyjiqNWwr2KMzcJgiAIQm0Q31KCIACgFhqwvPYYltceQy001HVx6oSqqhwolqbUq7V9ZjoK8dESFqAlMcOMqkKor5aieCQ+3UTsRRPtA7SE+DS87FHRboSmTLR/oalpeN9SgiDUnITzdV2COhWfbiE5y5ouFOqrpZlr9dOU4PKUrHFpWUQlmQjw0uLnriEuzUy+UUWWVcb1c2mYA6OhybcboYkT7V9oQkSPgyAIwiUlBkXbqbehSNcWeqbf7EH3Vnoy8xSMFhUV8HbV0NZXR45BLAQnCIIg1G+ix0EQBAGwKCqHzlnXUtBqoHtL+y/I1rWFns5BXsSkmsk2KGTmKfx0OB9JkvjlaD5dgvV4ONfM/RxFUW2v6+4oE+Kjbbg9HIIgCEKdEIGDIAgCcCrRRF6h9a5/l2A9TvqauYCXZanElKspORb2nTViMMGGA3k8eK2b3V8zIs7I6r25RCaaMZhVsWK1IAiCUCUiVUkQBAE4GHN55WZ7pyldzS09nXFztN75PxZvsvsK0hFx1pWpj8Ya8XSRCfXRihWrBUEQhCoRgYMgCE1evlHh+AXrBbSro0T7gNpbhM1ZL3Nbb2fb7xsO5JFvtM96DoqisnpvLum5Ftr563BxkDCaVdwcJdr560jPtbBmby6KIsZXCIIgCOUTgYMgCJc187X+a2LCzxsxW6w/92qlR1PLuf/dW+rpFGgNVrILVH45UmCX/cakmolMNBPgpaXAqHI41sjR80aSsixIklRixepqaaLtRhAA0f6FJqXejXFYunQpx48f5/jx48THxxMUFMT27durtc9nnnmGX3/9lZCQEH799Vc7lVQQGhfJwRHNR1/XdTHqxP7iaUohDrX++pIkMbavM2f/l0WhGf49U0iv1npCfavX81G0YrXZonIq2YTlUkdGaraCvwc46yWSsqq3YnVTbjeCINq/0NTUux6HuXPnsnfvXlq2bImHh0e197djxw5+//13HB0d7VA6QRAam4s5Fs5duuPu76EhyMs+azdUlpeLhlHdL6csrd2Xh9lSvRQid0cZk1nlWLzRFjQA5BkVLIoqVqwWBEEQKqXefVts3bqVvXv38tVXX+HrW72uv7y8PN5++23uuecemjVrZqcSCoLQmBRNwQrQO0SPJNXdFKWD2jnQspk1cEnJVth2onopS8nZZvKMKvmFKqqqoik646uQXWAhMcPcYFesFgRBEGpfvQscWrRoYbd9zZ8/H5PJxHPPPWe3fQpCY6UaC7G88wyWd55BNRaW/weNgKqqHIixvldJgl6taz9NqThZlqwrSF+KXbYdN5CcZan0flRV5Y+IfNbvL6CNjxYHnYSiSvh7aFBUFZNZ5XSiGW83DeP7u1ZrPYem2G4EoYho/0JT02hvM4WHh7Nq1So+/vhjXF1d7bpvrbbexVtNgubS7VKNRnz+NUG1SBjPRQGg1UhIFWjnDblOFEXl79MGopJN6DQSvUP0NHev+1NiSx8913d1YuuxAlRg/YF8nrrRvcI9IbIs8cPubH4PL0CWobm7hkeGuZGQYeHEBRM5BhWtLOHvqeHFMZ50a1m9YKkq7aapacjHSWNlrzoR7d9+xHHSMNT9t2QNMJvNvP766wwcOJCbb77ZrvuWZQkvLxe77lOoHHd3p7ouQqOkGGRSLv3s6emM7Fjxz7mh1cnhmAK++SuTbRF5XMyxoJXBQa/lXKZMz5C6fy8ThjhzOjmFlGwLCdlwLEni2k7ln3fMFpWv/szgQLQBvd56er+jvzs3dndFUVTOJBn58MeL5BgUvF1lrunsib6aFzrVaTdNTUM7TpqC6taJaP/2J46T+q1RBg7Lly8nJiaGhQsX2n3fiqKSnZ1v9/0K5dNoZNzdncjOLsBisc8898JlaqHB9nNmZj6SQ/mfcUOsk/DzhXz4cyZpuRYKChVcHVQURSIm2cBr3yUyww534e3hlu4OLNmaBcC3f6fR0sOCh/OVB24bTApf/ZVDVLIZvV6L2WRmwgAX+raUyMjIA8DHCfq01rLnjIECg8KRqGza+Vdv5qaqtJumpiEeJ42dvepEtH/7EcdJ3XJ3d6pQb0+jCxzOnz/P4sWLmTJlCi1btqyR1zCbRYOuSxaLIuqgBqjFPlOzWUHSVPwzbih1oigq3/2TQ1qOhWauMum5CmDN/Q/11RKVZOL7f3Lo4K+tVt6/PYQ019AnRM++s0YKClXW7s1l0hC3MrfNNSh8sSOHuHQLsgw6jcT9A90I89OWqpdWzTT8E2n9OSrRSEjz6s0iVZ1209Q0lOOkKalunYj2b3/iOKnfGl0i2ezZs3F3d+fmm28mPj7e9s9sNmM2m4mPj+fixYt1XUxBEOpA8QXRLuZe/mJq7q6x74JodjKmhzOujtYAJiLOREScsdQ26bkWFv2RTVy6dRC1k17mudHN6BSkL3OfocVmUIpONdVAqQVBEITGqtH1OFy4cIGUlBRGjhxZ5vMjRoxg8ODBfPnll7VcMkEQ6lrRgmiOWsjKtwYOOo2Eh5P14tweC6LZk4uDzG29nVm125pqtOFALrLkgtFiXaPBUQdf/JVLdoF1vQcPZ4nHr3enjb+ejIyygwJvVw1eLjIZeQrnUs2YLSpaTd32rgiCIAgNQ4MOHFJSUsjJySEwMBAnJ+tgmpdffpnc3NxS277++uvodDreeOMNsaaDIFyJq3tdl6BGuTvKOGolkrMtKJfWVvNylQHrhXN9XBCtR0s9B2OM7I40sD/azPYThXg4yyiXFnBr1UyLt6sGX3eZycPc8PEo/7Qe6qPlYJ4RkwXiMyy0bl7Nr4JG3m4E4apE+xeakHoXOGzatImEhAQA0tPTMZlMLFmyBAB3d3fuu+8+27Zz585l48aNrFixgv79+wMwYMCAMvc7c+ZM9Ho9119/fQ2/A0FomCQHRzSf/FDXxahRIT5awgK0bD1uQEZFkiS8XaxBgqqqJGaY6dFKX68WRJMkiQ4BWpZuN1JgVHHWS/i6yZzPtJBXqJKVr3BTVyeeuN4d1woGPKG+Wg5eWvguOsVUrcChKbQbQbgS0f6Fpqb+fDtesn79evbt21fisQULFgAQFBRUInAQBEGoDFmWGNfXhd8jDOQWqrg6gouDRI5BITHDPgui2ZuiqPwaUYCTXkanUZAkiYRMC1qNhLsTmC6tD+esr3iZQ30vz6QUk2KGTvYutSAIgtAY1bvAYeXKlRXedvbs2cyePbtC227fvr2qRRIEoRFxc5LpHKTjbIoZRVU5d9GCo1aiRys94/u70rVF2YOK60rRgO4OgVpiL1rILTb+wsddi6+7zJlk64DuNn4Vm1rVx03G1VEi16ASc9GMoqj1KlgSBEEQ6qd6FzgIglA3VGMhyrw3AJCfewdJX/drGdSEY/Em2wDhoR0cadlci7ujTIhP3U/BWpaiAd3Oeg2hPhLHLhhRFAjw1NCquRaLAsnZ5koN6JYkiVAfLeFxJgqMKolZFoK8qvZ10FTajSCURbR/oakRgYMgCFaqCqcjLv/cCKmqyvEL1tx+jSxxfRcnXBzqz0DoshQN6M43qrg5ynRvocesYCt3vlGp0oDuUF8d4XHWmZeiU8xVDhyaQrsRhCsS7V9oYur3N6YgCIIdJWdZuJhjvTMf6qut90EDXB7QnZhhRlVVHHSyrdxFA7rbB2grPaA71LfYeg4pYj0HQRAEoXyix0EQhCbjWPzlC+QuwXU/lkFVVUwmE0ajEaOxEFVV0Wg0aDRatFotjo6OyLLEhP6uxKVlEZVkIsBLi7Pe2gNRnQHdAR4anPQSBUaV6FRrUCJJ9S9VSxAEQag/ROAgCEKTUZSmBNA5qGIDiavDZDKSmJhIYmICiYkJJCUlkpWVSUZGBllZmWRnZ6OqVx6boNXqcHNzx83NjQAHb0x5nsRd8EFx8sXNuzU9WrlXeUC3LEuENNdyIsFErkElNUfB111TnbcrCIIgNHIicBAEoUnIylc4n2aduzTQS4O3q30vkk0mE7GxMZw9e5bo6DNER58lIeHCVQOD4mRZgyxLmM0WwJorbTabyMhIIyMjDTiHqoKzWcWigCpDbnwgO1PCSO3Qie7de9CsWfNKlTnE1xo4gDVdSQQOgiAIwtWIwEEQhCaheG9Dl+Dq9zYoisK5czEcPx7B8eMRnDp1EqOxsNR2Tk7OBAQEEhgYREBAIF5e3nh6euLp6Ym7uydOTk7o9Xo0Gk2JfRcWFpKbm0NOTg7Z2VmkpqaQlJRIcnIScXHnSU1NITk5keTkRHbt+guAwMBgevfuw8iR19O8eWC578G6nkMBYB0gPaBttT8WQRAEoRETgYMgCJc14qkEj9thfENBQT5Hjhzm4MH9HD16mLy83BLPu7q60aZNW0JD2xIa2oaQkDZ4eXlVeuyALMs4OTnh5OSEj49vmdtkZ2cRHX2WqKhIIiKOcvbsGRIS4klIuMCWLT/RvLkv11wzmKFDh+Hr61fmPoK9NOg01kXkolPNlSpjCY243QhCuUT7F5oQSVXF/GGVYbEopKfn1XUxmiStVsbLy4WMjDzM5orPWS/UnIZSJwVGhTc3ZGJRwMtF5tX/86jwxXx2djb79v3LgQP7OH78GBbL5QtsJycnOnbsTOfOXencuSvBwS2Q5bqZqSk3N5djx8I5cGAvR44cJD/fgDXlSaJXr97cdNPNdOnSrdT7/mx7NlFJ1vf06v952D2FS2g4x0lTIuqk/hF1Ure8vV3QaMr//hI9DoIgNHqnE01YLn0PdQ7SlRs0FBYWcvDgfnbv3snRo4dRFIvtOX//QPr06Uvv3v1o27ZdiRSjuuTq6sqAAQMZPHgwjo4yW7fuYNu2bRw/Hs6hQwc4dOgAQUEtuP32OxkwYKAtwAn10dkCh+hUswgcBEEQhCsSgYMgCI1eRaZhVVWVkyeP89dff7J//14MhgLbc61bhzJgwEB69+5LUFBwjZe3upycnBg8+FoGDBjMhQvx/PHHb/z9959cuBDHokXz2LBhLWPHjmPAgIEl1nOISTXTJ0SkXQiCIAhlE4GDIAgAqCYjyuL3AZCfeBVJV/frHNiD2aJyMsE6MNpZL5W4UAbIycnh7793sH377yQmJtge9/HxZeDAIQwefG2DCBauJCgomEmTHmbcuAn8+usvbNnyMwkJ8SxaNI9ffvmJu+6ZhEb2w6LA2SosBNdY240gVIRo/0JTIwIHQRCsFAXC91/+uZGITjVjuHQ93DFQh0aWUFWV06dPsW3b7+zd+y9ms3UDR0cnrrlmMNdeex1hYe0b1YJoLi6u3HHHeEaNGs1vv23hp582ER19hpnvvYbOvy9uHe8kFW9yChTcnCoxTqORthtBqBDR/oUmRgQOgiA0asfiL0/D2t5fYufOv9iy5WfOnYu2Pd6qVQjXX38jAwcOwcnJqS6KWWucnV24/fY7GT78etas+YE//9xKavReYiMPE9xrHGeTx9CjtWNdF1MQBEGoh0TgIAhCo6WqKsfjTZgL80g78yef79xJdlY6YF2VefDgaxkx4kZCQ9s0qt6FivDw8OTRRx/jxhtvYt7iZRw8epLYvatYkHGAma88TUBA+etACIIgCE2LCBwEQWi0jp5O4Mj2tVw8uxu9ZEZxl/H09OLGG0cxfPgNuLu713UR61yrViG8/867PDZzI+cPrSM2+hQvvjiN++9/kBEjbmxyAZUgCIJwZSJwEASh0YmPj2Pz5o38svUvsvKsU6m2atuaB+66nQEDBqLTVX/l6MbExVFLz2tuxCO4O+f+/RpjwWmWL19GREQ4jz76OK6urnVdREEQBKEeEIGDIAiNxrlz0WzcuJ79+/cCKvmFFjyCuhDQeRQfPTYATxexRsGVtPHVciGjOWHXT6ODupOdv/3A/v17OHv2DE8/PY2wsPZ1XURBEAShjonAQRCEBi8y8jQbN67j6NFDtse6dO+Hu/MNuDRrTctmGhE0lCPUV8ffpwuRJJnAzjfx9sBuLFw4j+TkRN599w0efPBRhg+/vq6LKQiCINQhETgIggCA5OCIZvkvdV2MSomJiWbNmu84evQwAJIkc801g7j11rHE5Pny46F84MqLvgmXhfhc/jqITjEzpkcbZs78iKVLF7Nv37988cWnnDsXzcSJD5ZI9WqI7UYQ7EW0f6GpEYGDIAgNTnx8HGvXWlNpwBowXHvtddx661j8/QMA+Glrtm17ETiUz9VRxs9DJjlLIS7NTKFJxcnJiWeeeZ4ff9zAmjXfs3Xrb8TFxfH88y+KcQ+CIAhNkAgcBEFoMJKTk1m/fjW7dv0NqIDEoEFDuOOO8baAASCvUCE61QyAj5uMr3slFjRrwkJ9dCRnFaKocD7NTDt/HZIkcdttd9CqVWsWLZrH6dMnePPNl3nxxdfw9fWr6yILgiAItUgEDoIgAKCajCifzwFAfnQ6kq7+3KVPT09nw4Y17NixHUWxzpLUp09/xo27ixYtWpba/mSCCVW1/tw5WC+mFK2gEB8t/54pBCA61UQ7/8spST179ubtt2cxe/Z7JCYm8MYbLzNjxquEtGhRb9uNINS0+nzeFISaIG7DCYJgpShwYJf1n6LUdWkAKCgoYO3aH3juuSfYvv0PFMVCt249ePfdD5g2bUaZQQOUXC26c5CYerWi2vhd/qzOJptLPR8c3IJ33plFy5atyc7O4t133+B4RHi9azeCUGvq4XlTEGqS6HEQhP9QFJWYVDPZBgV3R5kQHy2yLO5Y1yaLxcKOHdtYu/YHsrOzAGjXrj133XUvHTt2vurfmiwqpxNNALg6SrRuLk5zFeXpLOPtIpOep3A+zYzZoqLVlGz73t7evPnmu8yd+xHHj4czf/5HLBUfsSAIQpMgTveCUExEnJHVe3OJTDRjMKs4aiXCArRM6O9K1xaiC7qmqarKkSOH+e67FVy4EAeAr68/99wzkb59+1co5SgyyYTx0s3yTkE6EfRVUqivlvQYIyYLxKWbCfEp3WPj5OTMjBkvs3DhfCIO7BHfJIIgCE1EvTvdL126lOPHj3P8+HHi4+MJCgpi+/btFf77rKwsNm3axF9//cXZs2fJyMggICCAfv36MXXqVAICAsrfidAkRcQZmfNLFum5FgK8tDjrJfKNKkdjjcSlZTH9Zg8RPNSg2NgYVq1awfHj4QC4uLhyxx3jGTHixkqt9Hw83mT7uXOQqK/KCvXVcSDGmuoVk1J24ACg0+l55pnn+XzRPDhqPUfv3vU3g0fcWGtlFQRBEGpXvQsc5s6di6enJ506dSInJ6fSf3/06FFmz57NgAEDuPfee/Hy8iIqKorVq1ezZcsWfvjhB9q2bVsDJRcaMkVRWb03l/RcC+38deQaVBIzLfh7aGjnryMqycSavbl0DvISd7DtLDs7mzVrvmP79q2AilarZeTI0dx661hcXCo35aeiqBy/YL3o1WkgzF+Mb6isUN9i6zmkmhl+lW01Gg2PTp4KT1gDhy+/XIrs5MTAgUNquJSCIAhCXah3gcPWrVtp0aIFAGPGjCE/P79Sfx8aGsqvv/5Kq1atSjx+3XXX8eCDD/LJJ5/wySef2K28QuMQk2omMtFMgJeWXIPKiQQjqgq5hQodAvQEeGk5nWgmJtVcYgCpUHUWi4WtW39n7drvyc/PA2DAgEHcdde9VZ7mMzbNTK7BOp1SWIAOvVYEeZXV3FXGzVEix6ASk2pCUdSrBsuyLHN5SKjK4sWfoNPp6Nt3QG0UVxAEQahF9S5wKAoaqio4OLjMxwcOHIinpyeRkZHV2r/QOGUbFAxmFa0MJy5cnsozM0+hwKjgrJdIylLJNohZM+zh5MnjfP31l8TFxQLQsmVrJk16hA4dOlZrv8cvXE5TEou+VY0kSYT66jh63ojBBAmZFoK9K/ZVcc01g9nx724++WQezz//Ij169Krh0gqCIAi1qd4FDjUlJyeHvLw8u6QpabViFtu6oNHIJf63Jy9XLQ5aiRMXTJgVleJjcJOyFHzdZZz0El6u2kZb/6rGCT7fZP1F71ChgciVrZO0tDRWrvyaf/7ZDYCrqxt33XUP119/I7Jc/c/1RIIJWQZJgm4tHRptXV2NPY6TdgE6Ii5NaRubZqG175WDsOLtZrJGSyEq//77L/PmfcRLL71K167dqlyOxqImz11C1dirTqpy3hTKJo6ThqHJBA5LlizBZDJx2223VWs/sizh5eVin0IJVeLu7mT3ffZyV9DpMkjLM+HpIuOk12C2qJgVlbQ8C2ZVYkA7Z3qHeTTyMQ6VG1NQpLw6MZvNrF+/nu+//57CwkL0ei2jRo3i/vvvx93dvUqv+V9JmSayC2UcHGTa+etpEeBml/02VNU5Tnq10/O/cGvgkJQrV+Ccd7ndvPHGa7z33nvs3buXefM+5MMPP6Rdu3ZVLktjUhPnLqF67FMnVTtvCmUTx0n91iQCh19++YWvvvqKQYMGcccdd1RrX4qikp1duXEXgn1oNDLu7k5kZxdgsdg3ZeivkwU4alX0WsjMsxDSXEteoUpcmoX8QhVnvcRtPR3IyhJ1X1xF6uT06VMsW/YpcXHW6VU7dOjAgw8+QkhIKBYLZGTk2aUsu44XUFhoTVVq01xvt/02NPY4TpwlFVm1UGBUiDhnIT29cqtvT536DNnZM4mICOfll1/l/fdnV3ncSmNQk+cuoWpEndQ/ok7qlru7U4V6exp94PDXX38xY8YMOnXqxIIFC+ySDmE2iwZdlywWxa51EJVkYtOBPLycNXQL1qPXSmTkKRQYVYxm8HbV0Lq5lra+2kZd96rJhLpiIQDS/U8hVWIK1LLqJDc3lx9+WMX27X8A4Obmzr33PsCQIUORJMnun+XR2ELbwq0d/Bt3XVVEdY+TVs00nLigkFOgkJBuxs9DU+Z2ZbUbSdLy7LPTefvt1zl//hzvvfcOb731vt16lxoqe5+7hOqrbp1U57wplE0cJ/Vbo04k+/vvv3nyyScJDQ3lyy+/xM2taacuCKWl5VpYsTsX5dJg6HH9Xfh0UjNmjffi/XFeTBriSp8QPc56mYMxhXVb2JqmWFB3b0XdvRUUS5V3o6oqu3fvZPr0p21Bw9Chw5kz5xOuvfa6GskBzimwrnQM4O+hoblb2Re5QsWVmJY1xXTlDa/QbqyLxL1Ks2bNSUpK4OOPZ1NY2MiPIaHpsdN5UxAaikYbOOzcuZMnn3yS1q1b8/XXX+Pl5VXXRRLqmUKTytc7c8kvtEYNHQN1jOzqhCxLtPHT0bOVA3f2c7Fd6P512oBaNN2SUKakpERmznyHxYvnk52dRWBgMK+//g5TpjxRo4H78QtG20xYXYLFHT97aON7+XOMTjVXaR/e3t689NLruLi4EhV1mkWL5qEo4k6iIAhCQ9WgA4eUlBTOnj1LQUFBicd37drFE088QatWrfjmm2/w9vauoxIK9ZWqqqzZl0dChvUOkY+bzD0DXUoNfA721tLm0p3X1GyFEwlXufPahCmKwk8/bWLGjOc4fjwcrVbH+PH3MGvWHDp27Fzjr19itWgxDatdBHlpcLjU6XA2xVTloDkoKJjnn38JrVbHwYP7+eGHVXYspSAIglCb6t0Yh02bNpGQkABAeno6JpOJJUuWAODu7s59991n23bu3Lls3LiRFStW0L9/fwAiIiKYOnUqqqpyxx13sHPnzlKvceutt9bCOxHqsz9PGjgSa501xlEHD17rhrO+7Dh6aEdHzqbkAvDXSQOdg8SFaXGxsbHMnv0hZ85EAdC5czcefngy/v4BtfL6hSaVyGRr4ODhLNHCW6Qp2YNGlmjVXEtkkpmsfJX0PIVmrlX7bDt06Mhjjz3JokXz+PnnHwkObsm1115n3wILgiAINa7eBQ7r169n3759JR5bsGABAEFBQSUCh7JERUXZ8mhnzZpV5jYicGjaTiUY+eXo5V6qu69xveLAT4BOgTp83GVSsxXOppiJTzdXeEGsxsxsNrN582Y2bVqHwWDEycmZiRMfZOjQYbU6l/npRBPmS6nFnYMqN/uPcHWhvjoik6xpStEp5ioHDgADBw4mPj6OTZvW8cUXn+LvH0BYWHt7FVUQBEGoBfXu6mflypUV3nb27NnMnj27xGNjx45l7Nix9i6W0Eik5lj49p88Wz78TV2dyl1hWJIkhrZ3ZN1+61Ssf58ycM/Apj1vd2zsOZYuXcy5czFotTK9evXmoYcm4+3drNbKoCgqMalmfjmaT3aBgpujROcgMb7BnkJ9ig2QTjXRN9ShWvu7884JxMfHceDAXubO/YD33vuA5s19qltMQRAEoZY06DEOglAZBpPKV3/nkG+0Rg1dgnXc0MWxQn/bO8QBZwfrnezDsUYy85vmAE+TycS6dat59dUZnDsXjaurK9OnT+fFF1+p1aAhIs7IGxsyeGlNOt/9m8u+6EKOxBopMIrB6/bUsrkW7aVOhpiUqg2QLk6WZaZOfZqWLVuTnZ3FnDmzMRgM1d6vIAiCUDtE4CA0Caqq8v2/uSRnWS/4/Txk7r7GtcJpLXqtxKB21rutigq7IhvhxY7eAXn+98jzvwd96TvL8fFxvP76S2zYsAZFsdCnTz/mzl3AiBEjajU9KCLOyJxfsjgaa0SnkXBxkHDQQF6hyvzfsomIM9ZaWRo7nUaixaW0vNQcheyCMgLmctrNfzk6OjJ9+ku4u3tw/vw5li9fJmYrExquSrZ/QWjoROAgNAl/HDNw7NLMO856iQevdcNRV7mL3UHtHG13X/ecKcRgalwXO5IkIbl7WP8VCwQUReGXX37ilVde4Pz5c7i6uvHkk8/x3HMz8PSs3WmOFUVl9d5c0nMttPPXYTSryJKETivRIVBLeq6FNXtzUZTGVTd1qbz1HK7Ubq6meXMfnnnmeSRJZteuv/j991/tVl5BqE1Vaf+C0JCJwEFolBRF5WyyicOxhWw5ms+v4dbxCZIE9w50wacKC4S5Ocn0am0dD1FgVNkf3fgXs0pPT2PWrHdZteprzGYT3bv35IMP5jFw4OA6+ZKMSTUTmWgmwEuLRYWLOdY74JIEni4aAry0nE40E1PFdQeE0kqOc7Df59qxY2fuuWciAKtWfU1U1Gm77VsQBEGoGfVucLQgVFdEnJHVe3OJTDSTY1BIyrLg5ijTxlfLxMGudAis+nSqQ9s7su+sNRVm52kDg9o5lFr7oaFSTSbUH5YBIN01mX/372X58mXk5+eh0+m5774HuP76m+r0rlq2QcFgVnHWS5xLNWOyWHsWvFxktLKEsx6SslSyDU1zDEpNaO2jA1SyC1R2Rxro3kJPiI/W1u7/224kXcUHqN988y1ERUWyb9+/zJ//MTNnfoiHh2cNvAtBqBnVaf+C0BCJwEFoVIry39NzLfh6aEjNUdDJkJ5rQStDc9fqdbL5e2rpEKDjVKKJtFyFY/EmurVsJOs6KBbUP/8HwLL0Av7e+y8AoaFtmTr1aQIDg+qydAC4O8o4aiUSM82k5ljnYNVoJFo3t35Z5xtVHLUS7o6iM9VeopJMnEowEZ9hwaKonEs10zFIx4T+rnRtoS/RbqTxDwMVv3CSJIkpU54gLi6WxMQEFi2az0svvY5GI9biEBqIarR/QWiIxLer0GiUzH/XkpxlwWgGnVbC31ODk15i7b68aue/D+14eSamHaca4SBpYO/ef5AkmbFjx/HWW+/Xi6ABIMRHS4iPhpMJl1cybt1ci14roaoqiRlm2gdoCfER90TsoSgQz8hXcNCAm6OEVgNHY62P22MgupOTE889NwMHB0eOH49g7drv7VByQRAEoSaIwEFoNIrnv+caICPPmq6i1Uh0CNAR5G2f/Pd2floCPK13RGMvmjl3seHn0yuKwpZffrL97uPjy1tvvcedd96FVlt/LsJlWcLbVYNOI5FdoOKkl/B2kcgxKEQlmfB20zC+v2ujSR+rS8UD8TB/LTqthCxJKIpEO3+dXQeiBwe34NFHHwdg8+aNHD16uNr7FARBEOxPBA5Co1E8/734Ogstm2lx0Mk46yUM5urnv0uSxLUdLvc6/HWy4Cpb139ZWZl8+OH7Je70vvXW+7RrV/9W9Y2IM5KSrdCthR5fDw3uTjLRqRYy8xR6tNIzfZSHNX1GqLbigbiH0+XUoYu5FswKtoHosXYKnAcOHMwNN4wCYMmShWRkZNhlv4IgCIL91J9biYJQTUX57/lGtUTg4OVijY/tmf/eq5WeX47kk2NQiYg3kZZroZlrw8vLjogIZ8mSBWRlZeKi0wPW1CsnZ5e6LVgZcg0K6/bnAeDtqmHq9W54u2jINii4O8olBuwK1Vc8ENfIEh7OMln5CkazyulEE+0DtHYJxIu77777OX36BOfPx7JkySe8/PLryLK4vyUIglBfiDOy0GiE+GgJC9ASn24mt9A6cNbZQUansX/+u1YjMTjM2uugqrDrdMMa62CxWFiz5ntmzXqHrKxMgoJa8Nab79V1sa5q48F8cg3WtJjOwTr6hDjQxk9Hz1bW/0XQYF/FA3GANr469FrrZ5xrUDiZYMJBi10Hout0ep56ahp6vQPHj4ezefNGu+1bEARBqD4ROAiNhixLTOjvil4D2fkqJrOKu2PN5b9f084B3aVOhr1nC8k3NowpQLOyMpk16x02bVoHqAwbdgPvvfcBgUHBdV20KzoSW8iRWOtAXGcHiXF9XcRiSzWsKBBPzDCjqip6rXWskEbmUiBuQa+RaNXcvh3XQUHBTJr0CABr1/5AZKRY30EQBKG+EKlKQqPStYWewe0dSc8rIKtAIdugopGt+e/ji6aPtBMXB5m+oQ78E1VIodm6mvTwTk52239NiIw8zYIFH5ORkYajoxOPPPIYAwcOBkBVFOQPv7JuqKs/4wRyDQobDuTbfh/bxxk3J3HPo6YVBeJxaVlEJZkI8NLirJcI9NJwLM6Eg05Cr5XYG6dyjZ3bzdChw4iIOMq//+5i0aJ5zJw5B1dXV7vsWxDsSqevl+dNQagpInAQGhVVVck3qvQJ0VNgVHloqCveLpoay38f0t6Rf88UWtOVIg0M7eCIph6mzKiqyu+//8qqVV9jsZgJDAziuedmEFSsl0GSZWjuV4elLE1VVdbvzyOv0Jou062Fjh6NZd2MBqBrCz3Tb/awLaiYlGUdJzSgrQMWxTrWZMNBA15DvehYjYUV/0uSJB55ZApnz0aRkpLMl18u5emnp4leJqHeqY/nTUGoSSJwEBqVlGyFrHwVSZLo1VpP31DH8v+oGnzdNXQK0nE83kRWvsqRWCO9Qxxq9DUry2Aw8OWXS9m9+28A+vcfyOTJU3Fyqt+9IwBHzhsJjzMB4OIgcYdIUap1XVvo6RzkRUyqucRA9F/CC/jzhAFVhZW7cnniBneCvOz3leLk5MxTT03jzTdfYe/ef9i1qw9Dhgy12/4FQRCEyhP9/UKjcjrRZPs5LKB2VvAc2v5ycPL3aYNtYbL6IDExgTfeeJndu/9GkmTuvXcSTz89rcygQTWbUNZ8ibLmS1SzqYy91a6cgpIpSnf0dcFVrAhdJ2RZKjUQfXR3J7q31KNRzFx/8jtiliwlM7vQrq/bpk1b7rhjPABff/05qakpdt2/IFRXfTtvCkJNE9/CQqNSPHBo7187HWqhvlpaeFtHScenW4hOqR8Lwh05cojXXptBfPx53N09eO21txg9+pYr37G3WFB/XY/663qwWGq3sP+hqipr9+eRfylFqUcrPd1FilK9IkkSd1/jQmtvGBr7C9ec/R/f/JWJwWTfwPn//u922rVrT0FBAZ9+uhBFaRiTEAhNRD06bwpCbRCBg9BomCwqZ1OsgYOHs4SfR+2sqyBJEkM7Xu512HGqbqdmVVWVn3/+kQ8/nElBQQFhYR2YOXMOHTt2rtNyVcahc0aOx1vr0tVR4vbeznVcIqEsOo3E/YMuD1pOzLSwcpd9VpMuotFomDr1aRwcHDl16gS/FFvhXBAEQahdInAQGo1zqWZMl274hPnrajUXvlsLPZ7OMqqqsudMIduOF3A22WTXC6iKMJmMfPbZIr77bgXWqVav59VX38Lb27tWy1EdWfkKmw5eTlG6U6Qo1Wsu/6mbU4kmNhzIt1vKnqKo5NKMwSPvo9Cksnr1d8TGnrPLvgVBEITKEYOjhUbjdFKxNKVaGt9QRCNLBHnL/HHMOg3s8Xgjwd7WefAn2Hka2CvJzMxg7twPOXMmEkmSmThxEjfddHODGkysqirr9ufZFh3r1VpfK5+dYB8aCUzAv2cKaeYmM6xj9QbgR8QZbTM6FZh6kqPvwsWL4cycM59Fcz9EJ6a/FARBqFXiNp7QaBSNb5AkaOdXu4FDRJyR7ccNZORZcNCAJKm4OUocjTUy55csIuKMNfr6MTHRvPrqi5w5E4mzswsvvfQaI0eOblBBA8CBGCMnLljr0c1R4jaRotSg3NnXxfbzz4cLCD9f9XYfEWc9do7GGvF0kWnjqyN00CQMqgvhp2JYsGyVPYosCIIgVIIIHIRGIadAISHDmqcU7KWp1dQWRVFZvTeXrHyFMH8tOq0ESOQZVdr560jPtbBmr33zvovbs+cf3nrrVTIy0ggICOTdd2fTtWv3Gnkte1MUlbPJJg7HFnI4tpBNB/Nsz93ZzwUXB3GKakh6tHbgpq6Xexm++zeXcxfNJeq5Iil8iqLyw55ckrLMuDlKpGRbSM9T8PL0pNN1D2G2qPz082aOHz9W029JEARBKEakKgmNQmRS7U/DWiQm1UxkopkALy16DSRlG0G1DhT1ddcQ4KXldKKZmFQzbezYE6KqKps3b2T16m8B6N69J08++SwuLg1jhd3iaSgGs8LFbAWtRqKNr5YbuzrRJVikoTREN3RxJC3XwoEYIyYLfPi/TJx1EufTLBjM1gXkykrhUxSVxCwLZ5LN7DlrYMvRArQy5BqsQUZqjgVXBwnvlj3xDbuWi2d2Mn/RYhbOm4ejY82u1yIIgiBYicBBaBRKTsNau4FDtkHBYFZx1ktoZAkfNw2p2RbMFpVzF82E+mhJylLJNthvGkmLxcJXX33O9u1/ADBy5Gjuu28SslyNO/Q6PfK7n9p+rklFaSjpuRYCvLTkGSDJYiG7QKHQrPL49W41+vqCHf2n3UiSxLh+LmTkKeyPLiQ8zoiiqPQKcSDQUUO+UeVorJHzaZlMHOSGXitxJtlETKqZgktjWy7mWDBaVBx0xVLtVEjPUwjSy4T0m0BaXASpKcmsXv0tDzzwcB28cUGgVs+bglAfiDwAocFTVdXW4+CghVbNazcedneUcdRKtgG9rZpp0WqsFzxpORYSM804aiXc7ZQ+VVBQwJw5sy4FDRL33/8Q99//UPWCBkCSZaSgVtZ/1dzX1RSldqXnWmjnr8NBC3HpZnRaCXcnCVcHiZ8O5df6jFRC1ZTVbrQaifsHu5CQaabQpOKkl0jIsFBgVMkxKCiqyuFYI+9uyuTHg3mcuGCyBQ0Aeq2EXivh6ijTstnl4zk91xp8G3HCp+cDaGT47bdfOHnyeO2+aUG4pLbOm4JQX9S7Vr506VKefvppRowYQfv27Rk+fHiV9nPs2DEefvhhevfuTc+ePZk4cSL79++3c2mF+iAx00LOpXSGNn4620V7bQnxsc6elJhhRlVVtBqJ1peCF1VVOZVooo2flhCf6gc06enpvP32axw9ehidTs9zz73AyJGjq73f2lQ8tUsFziSbsVzqjPH10NLGT2dL7RIaruQsBWe9jLuTjCRJZBcoHIs3cv6imcx8FSetRFaBYjt2XRwkurXQcXsfZ9663YNR3Zxw1EoEeGpsY13yChUKTQqJGWZ69OjBTTdcD8DSpUswGOp2/RRBEISmoN6lKs2dOxdPT086depETk5OlfYRHh7OxIkTadasGVOnTkWv17NmzRomTZrE559/zsCBA+1caqEunUqsu2lYAWRZYkJ/V+LSsohKMhHgpcXLRcJRJ5GcpeCgk/D30CDL1Qtozp+P5YMP3icjIw13dw+mT3+Ztm3b2eldgGo2of68GgBpzAQkbc18lkWpXXotnEwwkVNgjRr0WolWzbVIYPfULqHmXKndZBsULCp0CtJxOtHEfzuQHPUSshkGtXNgZDcn/Dw0JWYBu2uAK/Hp1mPKUQc5BhWLBSLiTbT20TK+vyttmj3A0aNHSElJEilLQp2orfOmINQX9a7HYevWrezdu5evvvoKX1/fKu3j/fffR5ZlVq1axcMPP8zEiRP57rvvaNasGW+//bbdFiYS6ocSA6NreXxDka4t9Ey/2YPurfRk5ilEp1pwd5LxcdfQrYWeuHQLsRerfgc9IiKct9++PHPS22/PsmvQAIDFgrr5O9TN34HFYt99F+PuKKOVITzuctCgka1T6Gpla8qXPVO7hBp2hXZTlMInyxLtA/S4Oso0c9MQ4qOle0s9HQJ1tGymZUh7R/w9taWmDi5+TCFZA4dCC3g5S0wf5UHXFnqcnV2YPPlxQKQsCXWkls6bglBf1LsehxYtWlTr7+Pi4jhy5Ahjx44lMDDQ9ribmxvjxo1j0aJFHD16lB49elSzpEJ9YDSrtpQWbxcZH7e6u9js2kJP5yAvYlLNZBsU3B1lzqWZ+OWIAVWFtfvyeG6kO5pK9jz8++9uliz5BIvFTIcOnZg27UVcXRvGzEllcXWUyDUopOdYcHeS0GllOgbqcHGwrrydmGGmRyu9XVK7hLpTlMJ3NNZIO39diVmyVFUlKqn8ei46pqJTTCz4PQeDScXTWaKt3+W/6d69J8OGXc+ff25l6dIlzJ79sZhlSRAEoYY0ult64eHhAPTs2bPUc0WPFW0jNHzRKSbMl27yhAXo6nzBM1mWaOOno2crB9r46RjWwYkgLw1gHYux42Tl8rD/+ONXFi6ch8Vipn//gbz88usNOmiISzOzZFsOQV5aHHTW3oXWzTU46iRyDApRSSa83TSM7+9a7dQuoW4VpfB5u2qISjKRY1CwKGql61mWJdr66xnR2RF3JxlFlUqkJwLcd98DeHs3t6UsCYIgCDWj0d3SS05OBsDPz6/Uc/7+/gAkJSVV6zW02kYXbzUIGo1c4n+AqBQLRRNZdArW18u6uXugG/N+zURVYetxAz1DHPF111z1b1RVZf36NaxZY82dveGGm3j44cnVnjnpqq9pkSla51erlZEq8FmWVSdXEplkZPmOHArNKs3dNYzo7IQkwbmLZmIumnHUSfQKcWDCAFe6tXSozltp0ipTJ/ZwtXbTM8SRF2+R+GFPLqcTTSRnq1Wu526tHNgdVQjAyUQzfdtcXmjOzc2Vxx6bysyZ7/Lbb1u45pqBdOrU2S7vzx5qu06E8tmrTqpy3hTKJo6ThqHRBQ4FBQUA6PWl51N2cLB+SVVn9g1ZlvDycqny3wvV5+5++YLhfEYeDg46JKBfB0+c6+FKw15eMLoP/BFuXRX553Aj08Y0u2LviKIoLF26lM2bN6PVytxzzz3cd999Nd6bohhkUi797OnpjOzodNXtiyteJ2U5GF3Ait0FoNHioIG2/nqeuMkbR53EmSQjWfkKHs4ybf31oqfBTsqrE3spr90M9XJhSFevatdzHw9nvPYayDeqRF9UcXN3LjGD2rBhgzl6dBS//fYbX375GUuWLKl3KUu1VSdCxVW3Tqpz3hTKJo6T+q3RBQ5OTtYGZzQaSz1XFDBU58tEUVSys/Or/PdC1Wk0Mu7uTmRnF2CxKGTmWTiXbA0UWzfXUZhfQGE9rZrBoRr+OaGQnmch4pyJXw9IDGhbuh2azWaWLFnIrl07AXjwwYcZNWo0mZk1/8bUwssBdWZmPpJD+bMa/bdOyrLrdAEbDuRRNCdBl2A99w90tNYX4ONk/QcKWVliCtbqqkid2FNF24096jm0ucTBGCOFhbD/VCYdAkveIBo37l727NlLXNwFli1bzsSJD1TpdeyttutEKJ+96qQq502hbOI4qVvu7k4V6u1pdIFDUYpSUcpScUWPFaUsVZXZLBp0XbJYFMxmhePxRpRLVdHWT1Ov60Ujwe29nfh8Ry4APx7Io72fFjenywepwWBgwYI5HD16GFnW8PjjTzFo0JBae19qsdcxmxUkTcVft6hOSuxPVfn9WAG/R1z+Yu3XRs+4vi5IqorZLGY3q0ll1UlNqE67qaxOATr2n7WmK4WfL6Stb8mvML3ekYcemsJHH83k558306/fNbRp07bGylNZtVUnQsVVt05qs/03FeI4qd/qX15HNXXt2hWAw4cPl3qu6LGibYSGrT5Mw1oZHQL19G5tvUOab1TZdOhyL0JBQT6zZ79rW9ht+vSXGDRoSKX2rygqZ5NNHI4t5GyyqfIrL+t0yK/PR359Puiq93kqisr6/fklgobhnRwZ389FpCI1NnZsN+UJC9ChvTQ86Fi8scyptXv27M3AgUNQVYVly5ZgMplKbSMIdlOL7V8Q6oMG3eOQkpJCTk4OgYGBthSlli1b0q1bN3799VeefvppAgICAMjNzWXdunW0bNlSTMXaCCiKagscnPQSrZo1jKb8f72cOZloIr9Q5Uiskd6tjbT0MDJ79rtER5/B2dmFGTNeJSysfaX2GxFnZPXeXCITzRjM1nUQwgK0TOjvStcWpcf7gHU8kMVisc3SZDJb2J+QjCRJaFPT0Wg0ODs74+7ugZubO66urmUOzlYUlTPJJjJyzbg7ygR7a/hhTx7hcZcv2G7t5cy1HepXvrlgH5KsgZCwWnktR51EOz8dJxNMZOWrxKdbaFHGsX///Q8SEXGUuLhYfv75R26//c5aKZ/Q9NRm+xeE+qDeXW1t2rSJhIQEANLT0zGZTCxZsgQAd3d37rvvPtu2c+fOZePGjaxYsYL+/fvbHn/ttdeYOHEi9957LxMnTkSn07F69WpSU1NZtmxZnU/ZKVRffIaF/ELr3ca2ftoGcxfb1VHm1l7OfP+vdaD0938nUXhkAfFx53B1deOVV96gdevQSu0zIs7InF+ySM+1EOClxVlvneb0aKyRuLQsHh1oxsFwnvj4OOLiznPhQjxpaRfJz8/jxhtvZtIk62q7RqORxYvnX/F1evTozYwZr9h+379/LwW6AP6O8yTivIECo4peg3XWJFcN3q4aZAnuGuBC7xAxS5JgH12CrYEDWHsdygoc3N09uP/+h1i8eD4bN66lX78BBAUF13ZRBUEQGp16FzisX7+effv2lXhswYIFAAQFBZUIHK6ke/furFq1ivnz57Nw4UIURaFLly589dVXJQIMoeGKLDaPe/sGkKZUXO/Weg7GFHI8Jo29v3+E1pBIywAvXn31LVq0aFmpfSmKyuq9uaTnWmjrpyXHADkFJtyddLTz13EqOpFXZ7xGoKeGsuLl7Ows288OGpkHA5ujqgp7XJtjtCjk5+eTnZ1Ffn4evr6XpzjOy8tl5gcfkJRlQdU64+nbBreATiRKYWQqfiRkWOjVWs/zozxKDWAVGhfVbEL940cApBtuRdLW7PHYKUgPWNP8jl8wMap72dsNHDiYXbv+5ujRQyxbtoQ333yvRqczFpqm2m7/glDX6l3gsHLlygpvO3v2bGbPnl3mc926dWP58uX2KpZQz5wuPr4hoGGdqCVJYnhbAxs+m01BVjJ6Z08efurNSgcNADGpZk4nmpDy49n750EKU8KRnfxw6PoILg4yOqdmGGRPvHy96NI+hBYtWhIc3BJfX1+8vb1xcnIGrAFI3EULw9PjABjx3idonC5PiWc2mzGbL8+Ek5mZhdklBEvWOZwoIDcpgtTz4agq6PUemIJG4hw2skGMPRGqyWJBXWs910rDx0ANXzi5O8m0aq4h9qKFxEwLabkWmrmWXhdFkiQeeWQKL7zwLFFRp/njj9+46aZRNVo2oQmq5fYvCHWt3gUOglAeg0nhXKr1ItbHTS7zoqE+S0lJZtHHb6EzpaB38abDTTP4K9aTXh1VNJVIuUpJvcjSlVuJ2v4XUv4Fiv7SYkhDURRyDaCoKnld3qKgjQvm1g7IvlqcfLU089HhqLP+RdH4iNj4PL6+tI/3fsxg7CCNbXyEVqtFq9VSYFRIzlY4lOhJTth03NpbUPKTMCSfREo/gZoRiWTKIsTXkcRMCzGpZvxdC7l48SKtWrW222coNG1dgvTEXrROxXws3sTQDmWfA5o1a85dd93H119/zg8/rKJXr974+PjWZlEFQRAaFRE4CA3OmSQzRRMGNbTehqSkRN577y3S0y/StlUgPgOfJ93sSWKmhR0nDYzoXP7CNyaLyvvzlvLX9t8oNCuohSqSrEFu1gX3Fj1xDehKnqLBYFSxWECj1aHVSMReNBN70cz2EyBL0KKZBo0sse14AYUmlRCPy2kcR86bOJaawW29nXF1kEnKspCcbSEr3/rBX8yxcDHXgruThNY5GF3LQLQtRuCoMROsicbNJ5Tz2SrZBoWow3+xYsVyQkPbMmLEjQwaNKTMBRoFoaI6B+v531Fr4HA83sjQqwy8v/76G/n3312cPn2S5cuXMWPGq2KcmyAIQhWJwEFocE4nXl7cryGlwiQnJ/Huu2+SkZFGYGAQr7zyFnmqOwt+z0ZV4fdjBXRrqcfHrfTdU5PJhILM/hgT208UcPqiM2aLiodfO1TXvpi8etKrrRdujpf/1mhWOBZvItRdQxtfDak5l6euVFQ4l2rmQIyR9FwLHs4S54ulImXlWUhJN5GclUufEH2pCy29VkIjS5gt4KiXcNDJuDrKBHo6oNV0I8eg4KhVcHeUOZWRjixriI4+Q3T0GX744VtuumkUN9wwEjc3txr4pIXGztddxsdNJjVHITrVTK5BwdWx7PELsizz6KOP89JLz3P06GF27fqbIUOG1nKJBUEQGgcROAgNzqlLA6NlCdr6NYzAISUluVjQEMzrr7+Nh4cn3sC17R3565QBswXW7M3lpi5O5BSq1qlNPRW2/7mdlavX493tbhz8egLg2/46PFv0oG/XEFp4a1m1O5fEDAt4SbZZlRIzzLRsrmX6KA+6ttCTU6BwNsVEdKqZM8kmopLMZBUoOOslQCLPcHnBHUmy7ierQCHHoOLuZP3dz0ODv4cGH3cZvdY6xqJHiCMmk8W2GJ+qWl+7Rys9IT5a2tw9kZtvvoW//97B779vIS3tIuvW/cDmzRsZNmwEEyc+KAatCpUiSRKdg/XsOGlAVeFkgom+oVeeuSswMIixY8exZs13rFixnG7duuPh4Vl7BRYEQWgkROAgNCgXs81czLEA0NpHa8vTr89SUpJ57703SU+/SGBgEK+99laJi5abujoREWfkTLKJ/dGFbD5UgF5jwRj3N/nRv6EYMpAliWx5B+0vBQ7d23hxY5dAgr2th7C/h8a2jkNSlnUdhx6t9Iwvto6Dm5NMj1YO9GhlvcDaHWkgOsWEu6NETiGol9dqw9VJxk2vITNf5ZaeTgzr6ISro1Si58HbRcPHW7I4lWDE11XCUXc5YPF20zC+v6ttmlwPD09uueU2Ro0aw969//LTT5s4f/4caWkXRdAgVEmXYB07Tlob7fELxqsGDgBjxtzKnj3/cP78Ob75ZjlPPz2tNoopNGKKonIuxUSrYr83rBF3glB5InAQGpQT8YW2nxvCNKwXL6by/vtvcfFiKv7+gbz66tt4enqV2MZBJ9GlhY4NB/IoNCo454Wjj9tIflYKFgUkR09adx9NSNfr6NpCxw1dnAjyKnnodm2hp3OQFzGpZrIN1hShEJ+rr2/h76GhmasGTxeZUEcZ2WSB89bnOgbqSDdp0WsVOgfpcXMqfXHftYWeGWM82Xi4kPBz+RQYyw5YitNqtQwaNISBAwdz7Fg4zZo1tz2XlnaRnTv/YuTI0Tg6isXihKtr1UyLq6NErkHldKIJk0VFp7lye9dqtUyZ8gSvvfYie/bsZtCgIfTu3bcWSyw0JhWZVEIQGiMROAgNSvHAob4PjE5Lu8h7771JamoKfn4BvPbaW3h5eZXaTlFU9kcXopUl5PPfYk78BzOA3g2H1qPJ97wGTZAzz9/sTXCzK79nWZZoU4nUrRAfLWEBWo7GGnH116FqHfisl3WBN5OkK5FudCXdWjowpKsXByOzbCtHlxewgDXVpGvXkhPwb9iwlj//3MrWrb8zceIk+vUbIAaxNgQ6HfKM2bafa4ssS3QK0rHvrBGjGSKTTHQOuvoFW0hIKKNH38LPP//I8uXL6NixE87OLrVUYqGxKL7oZqCnA0t6voLBpHIoHqJ/yWL6zR4ieBAaLZEjIDQYiqJyKsEaODg7SAR71d9O4fT0NN59901SUpLx9fXn9dffxtu7WZnbxqSaiUw00yVYh96vJ8hatK1G4TjgXfw6DKdnqAsaWaLQXOafV5ksS0zo74q3q4aoJBPZhRDl2ZGjzh2ITLaUSje62n7a+uno2cqBNn66Kq/i3blzV5o39yE9/SILFsxh5sx3uHAhvkr7EmqPJGuQOnSz/pNr95jsEnz54uxYvPEqW15255134ecXQEZGOt99V/F1gwQBSi66GeytIT0fjrt2IMm/M20CHEjPtbBmby6Kopa/M0FogETgIDQYsWlmCozWk3GYf9UvUGtaRkYG7733FikpSfj4+F4xaFBVlT17/mHX7r8xmFXcnGQ6dOmF13Wz8O8xlh6h7oT562nmqsFgtk5tam9dW+iZfrMH3VvpycyzzlCTmafQo5XeNqi6tgwcOJiPPlrA2LHj0Gp1HD8ezosvTmP16u8wmSp2USg0LWH+OvSXOsROXDBV6GJNr9czefLjAGzf/gcnThyrySIKjUzRjR43J5njF0wkZJg5mWDCbFGRJIkALy2nE83EpNr5To8g1BMiVUloME4nFFstup6Ob8jJyWHmzLdJSkrAx8eX1157u0Qef5G0tIt88cVSjh49BBpHdN3eJN/ojaezhh5tfUpsm39p7ID7FaabrC7b+IgkA7rdv+Kok2h282g0+tr/jB0cHLjzzrsYMmQYK1cu59ChA/z443pkWWbcuLtqvTxC+VSzGfWvLQBIQ0chaWvva0WnkQjz13Es3kSuQSU2zUyIT/nttmPHzgwffgPbt//BsmWf8sEHc3FwuPrgakEAyDYopOVZKDAqSEhoVDO3ZPyNa4HM2Q7X46zXkJRVMzd6BKE+ED0OQoNxOvFy4NC+Ho5vKCjI54MP3uPChTi8vLx59dW3Sq1Sq6oqO3f+xYwZz3H06CG0Wi23/9//0b6lB4kZZlRVLbV9YoaZ9gHaq441qC5ZlghtJhG05XOabV6GrFpq7LUqws/Pj+nTX+a552YQGtqW0aNvqdPyCFdhMaN++ynqt5+CpfbvspZMVzJdZcuS7rlnIl5ezUhJSWLt2h9qomhCIxSdYuJijkLRsjc61cJz6d/xaMIqCvJNNX6jRxDqmmjZQoOQb1SITbNeFPh5aPB0rl9Nt7CwkI8+mkV09Bnc3Nx55ZU38fX1K7FNdnY28+fP4dNPP6GgIJ+2bcOYNetjxo2bwN0DvWxjDXIMChZFJcegEJVkqvBYg8aob9/+vPvubNsAVlVVWbFiOefORddxyYT6omOgjqIx9MfjjaWC7ytxdnbhkUemALBly8+cORNV4nlFUTmbbOJwbCFnkyuWBiU0XqqqsvVYAbsjC/Fwksk3qjR3lWnZ7PINnZiL1tSlmr7RIwh1SbRsoUE4k2Sm6HqgfUD9mq3CZDIxf/5HnDp1AicnZ15++XWCgoJLbJObm8uLLz5HVlYmsqzhzjsncMstt6HRWAeTFo01KG8thqao+MxKf/65lV9//R9//PEbd911H6NGjRbrQDRxrpdm8opOMZOao5CSreDnUbFB2j179mbQoGvZvftvli5dzMyZH6HT6WxTbUYmmjGYrcdiWICWCU38WGyqVFVl08F8dkUWIkkSbXy1OOklFBVcHC+fn1KyLPj50mRv9AhNgwgchAbhdNLlFIQOgfUnTclisbBo0XyOHj2MXu/AjBmv0rp1aKntXF1dGTJkKIcPH+KJJ54uc5uqrMXQ1PTtO4AjRw5x4MA+vv32a8LDD/P440+VWhtDaFq6BOuJTrHmjhyPN+Ln4VThv5048UHCw49y4UIcP/64gfb9b7dNtRngpbWtxH401khcmphqs6kxW1R+2JPH4djLEzTcP8SV5q6aS+s4XP5u8nLREOSloVVzcWklNF7iVp1Q76mqSuSl8Q1aGdr41o/AQVEUPv/8U/bv34NWq+X551+kffsOtufT09NJS7to+338+HuYOfPDMoOGIkVrMVR3atPGys3Njeeem8HDD09Bp9MTEXGUl156npMnj9d10YQ61CX48jnh2IWKj3MAcHd354EHHgJg06b1LN9yivRcC+38dbg5SmhkcHOUaeevE1NtNjEGk8qXf+XYggZZgrsGuDCsoxNdW+h5Z6wXb9/hadu+Z2sdro4afjqcX0clFoSaJwIHod5LzVFIz7POUNHWX49eW/cX09Zc+6/4++8/kSSZp556rsSCZuHhR3j55eksWPAxJtOloEerRacTdyqrS5IkRoy4kZkzPyI4uCXZ2Vm8995bbN/+R10XTagjzVw1+F9KT4q9aCa7oHIz2lxzzSB69+5LQaGZA79/ib+HRKFZ5UiskQMxRnINiphqs4nJNSh8ti2byCRrXes0MOlaV/qGXp59S5YlQordyHJxsF5SHTpn5Exy5QJYQWgoROAg1HuRxdKUOgU71mFJLluz5nt+//0XAB577En69h0AXMqF3bSe2bPfIycnC6PRSG5ubl0WtdEKCgrmnXdmMWjQtUiSRFBQi7ouklCHivc6nLhQuXU/JEniwQcno3VwpjDjHBmRv3MywYTBpGK2qERdGhztrJdqbE0Vof5Iz7Ww6I9s4tKts8s56yWmDHcrd2XykV0vp8htOJCHRfRMCY2QSMQT6r3i07B2buEA1O1iYFu2/MyPP64HYNKkRxkyZCgABoOBpUsXs3fvPwAMH34DDzzwUMPpZdDqkJ95y/ZzQ+Do6MjUqU8zZsyttGrV2va4yWRsOJ97Q1dP2k2XYD1bjxsA67SsA9pW7iaDt7c3t995P/MWLib6wEYc+nVBdrbOjFZoUjmfZqaZm0ZMtdnIJWaaWfZnDtkF1ot+D2eJyde54e95hculYu2/T5gr/8blcT7NQnKWwt+nDQzrWPHxNoLQEFQ6cEhISMDb2xtHx/px51do3MwW65SIYM0zDvLWkplZd4HDP//sYuXKrwAYN+5ubrxxJACpqSl8/PEHnD9/DlnW8OCDjzBixI11Vs6qkDQa6N6vrotRaZIklQgazp+P5cMPZzJlytQS6WOCfZhMRlJSUkhJSSEvL5eCgnyMRiMajYZW+lN07NjZtq3ZbEZbSwvCBXtr8HCWyMq39hAYTCqOusqlNf7fyBEs/G47hqQTGE+twr3fNMwW6+w5iZnWFKgBbR3EVJuNhKKonEk2kZFrxt1RRkXlm5155ButQYOPu8yUYW54uVx5lq7i500JGNvHhQW/Z6Oq8EdEAT1bOdS76cMFoToqffYbMWIEH374IbfcYl2QqaCggPnz53PPPffQqlUruxdQaLoURWXnaQMXMizotRK9Q/UlpuasbRERR/n004UA3HDDKG677Q7bc0uXLub8+XO4uXnw3HPT6dChU10Vs8n78ccNpKdfZPbs93jggYdtwZ1QeaqqYjKZ0OutvTdnz57h9ddfvOL2119/ky1wKCjIZ8qUBwkObknr1iF06NCJLl264e3tXSNllSSJzkF6/okqxGyByEQT3VpWvNfJbFFZ8U8eIdc8wLGfXsecHoV75m6cWg4lOsVMvlFFUVVu6+0iJi1oBMLPF7LxcDbh5/IpMFpT0vKNKiHNtXi7amjZTMPDQ91wrWTvUotmWga2c2B3ZCGFZth8KJ/7B7vW0LsQhNpX6cDhv4vrGAwGVqxYwXXXXScCB8FuiuZR3x1VSGq2BY0sIctwbZcCWnvWfnnOnj3DvHkfYbGYGTBgIA888FCJIObRRx/niy+WMmXKVJo396n9AtqBajaj7vkTAGnAMKRaulNsb4899gQajYZdu/7i668/58KFeO6//0HbmhnC1amqyunTp/jnn50cOnSQ/v2vYeLESQC0aNESWdag1+vx9fXDzc0dVydHOuemoVgUHFqH2PaTlpaG2Wzm3Llozp2LZseObQAEB7ekf/9rGDz4Wvz8/O1a9i7B1sAB4Fi8scKBg6KorPonl6gkM35+fhT2u5Okw9+TcnQd3p6dkTVeeLvKtPHVcu6imd4hDuXvVKi3IuKMfLwli+xC8HWV0ckKkUlm8gtVcgoU/q+nM48Nd8dBJ1FQUEBiYgLJyUmXetgKkGUZnU6Pp6cnPt7NCI4/g0artZ03R3Zz4uh5I7kGlaPnjZxONNE+oGGkfwpCeexyZVDRlToFoSIi4oy2edQVBdwcJSwWiEsz8866VJ690ZVOtbiWQ2JiAh9+OBODoYDOnbvx+ONPIUkS0dFnCQ1tA4Cfnz+vvvpmrZWpRljMqMvnASD1HQINNHDQ6fQ8/vhTBAYGsWbNd/zxxxaSkxN55pnncXJyruvi1VvZ2Vls2/YHf/31JykpSbbHjx+PsP2s1+v57LPluLi42AJntdCA8vhYAORB79m2DQoKZt68JcTGxnD2bBTHjx8jOvos8fHniY8/jyzL3H77nXZ9D218tTjqwGCCkwkmLIqKppzeAVVVWbs/j4g4a0qkXgsfTBvL14vCOX7yFCF565jw0AzWH8jHZJH4J6qQri30hPmLC8GGSFFUVu/NJT1PoWsrJ84lF3Iu1YxOI+HuBGazhaSYw/zw3TlOnjzO+fOxwJWvcRxQ+cLRgAqsjYmjZ/9BtG3bjtE9nFm9Jw+AjQfymH6zB1qN6KkSGr6GeWUgNFq2k3quhRAfLQdjjciShKuLTKcgHdEXzazek8ubt3nWSrpARkYGs2e/S05OFq1bhzJt2gtIkswXX3zGjh3bef75F+nVq0+Nl0OoHEmSuO22OwgMDGLx4gWEhx/h7bdf55VX3sDd3aOui1fvrFz5NX/88Stms/Xi2dHRif79r6Ffv2vo3LlLiW1dXSuWdiFJEn5+fvj5+dGvn3XWsZycHA4fPsDu3TsZOHCwbduIiHCiok4zcuTNODu7VPl9aDUSHQL1HIk1km9UiU4x0+4qF/iqqvLz4QL2nbWOm9LIMGmIG6G+OqZMmcrLL08nISacggt7uaXnADYcsM7Pv2av9UKwsmMohLoXk2omMtFMoKeG1GwLsRetbV7JPodTxr+Ykg9yyJBHipcGh0v16+7ugb9/AO7uHrbxnQaDgfT0NLJSksFsHZT/65af+XHL//Dx8WX48BsIcOlHYp4zqTkKO04auL6LGCgtNHwicBDqlaKTeoCXlqwC1Xajx9NZRpIkgr11nEo0EpNqpo1fzd7xy8/P44MP3iM1NQVfX39efPFVQGLOnFmEhx9BkmQyMtJrtAxC9fTrN4DmzX348MP3cXNzFz0OV2A2mzCbTYSGtuXGG0fRr9+AGpkAw83NjWuvHca11w4r8fj//vcj4eFH2LLlZ26++RZGjhyNk1PVLrK6BOs4cmnBruMXjFcNHLafMLDjlPWiT5LgvoGutpSSoKBgxo4dx5o137Fy5Vd8+GE3jvpqOZtiJiNP4afD+YzrV/UgR6gb2QYFg1nFrKhEJRuwpB3DdO53NLlRmDTWrxzJwYMeAwZw/cDudOzY6aor0yuGAtSp1vFu/fsPZH/4EVJTU1i9+luQ12L2G4p/55FsPQ69WuvxdhUpk0LDVqXA4ejRo7Z84bw8a1fc/v37ycjIKHP7m2++uYrFE5qaopO6s14iKdNie7xoVgpnBxmDqebnUTeZjLZZktzdPXj55dcBeOed14mNjUGvd+Cpp56jd+++NVoOofpCQ9vwzjuzcHNzQ6cT6SUFBQX8+OMGrrlmkG02qjFjbmXAgIF06NCpTiYguPbaYVy8eJGEhHjWrv2erVt/4+67JzJo0JBKl6dDgA6NDBbFOi3rrb3UMvfxb5SBX44W2H6/s69zqTERY8bcyt69/xIbG8NXX33O/Y8+z9wt2RSaYc+ZQrq10Ivc9QbG3VFGBiKOn0KJXoclMwatRsJBr8G7dT+cWwzE5BrGPROaVejmlCRJtkSmKY89yUOSzJ49u/ntty3ExJwl98xvhJ/eQVDP29ngdxOPXOdZk29PEGpclQKHb7/9lm+//Ra4PL5hyZIlpU7Oqmo9YYvAQagod0cZR61EbqFCZr41cNBqJNydrG0rv1DBUVez86grisKiRQs4efI4jo5OvPTSa2g0Gt5++3WSkhJwd/fghRdeoU2btjVWBsG+fH39bD+rqsoPP6yiQ4dO9OzZuw5LVfsOHtzP8uWfk5GRxvnzscyY8QoAPj6++Pj41lm5Bg4czIABA9mzZzdr1nxPSkoyS5YsYOvW35g06WFatw6t8L6c9NZBzJFJ1p6BhEwLQV4lv+oOxxay/lLaEcCYnk5lrvug1Wp57LEneO21lzhwYB99+uzilp4DWLe/eMqSO056Md1mQ6ExpZOy7zMMFw6i0YBW70Crztfh3+kmdM5eRCWZ6BGor/KUu3q9nmuvHcaQIddx5Mhhflj9HXuPnuH8vu9Ze2Y3bVyfZVifirdnQahvKn1kzJo1qybKUcLPP//M8uXLOXPmDE5OTgwaNIjnn3+eoKCgcv9WVVV+/PFHvv/+e86dO4fJZCIoKIjRo0czceJEXFxE13J9FuKjJSxAy79RhZgt1sDTy0UGJFRVJT7dRNcgXY3Oo75q1dfs378HrVbLtGkv4uXlzSuvzCAjI41mzZrzyitvEhAQWGOvL9SsPXv+4aefNvHzz5uZOvVpBg0aUtdFqnHp6el8882X7N+/B7AGCsOGjajjUpUkyzIDBw6hb9/+/O9/P7Fp03oiI09x6tTJSgUOYJ1dKTLJDMDxeFOJwOFkgpHv/smjaE6PYZ0cr7pIV6tWIdxxx3jWrPmOb775gg8+6EyYvwORSWYy8xU2H85nQn8x3WZ9pygKv//xO/M++xo1twBJlsBvEJ2H3IGHhyf5RpVzSSa83TSM7+9a7TF0kiTRs2cvunfvwRc/bOH7H74lP/087739IgVTH2TUyFF1Or24IFRVpa++br/99pooh82qVat499136dWrFy+//DIZGRl888037N+/n3Xr1uHn53fVv587dy7Lli1jwIABPPXUU8iyzD///MO8efPYtWsXq1atqtHyC9UjyxIT+rvy75lCsgtUnPXg4SSRY1BIyrLg76VnwoDqn9Sv5JdffuLXX/8HwGOPPUWXLl1RVZXevftw4sQxXnnlTby9m9XIawu1o2/f/gwePJRdu/5i8eIFFBYaGD78hrouVo3Zt28Pn3/+KXl5uUiSzJgx/8fYseNxcKifU4rqdHpuu+0OhgwZyp9/buPGG0fZnqvognKdg/W2gczH4o3c2NUaGESnmPhmZy7KpaBhQFsHRncvfyzFLbfcxqFDBzhzJpKlS5cw5alXmPdbDgYT7DtrpFsLIx0DxUrl9dXFi6ksWfIJu/Yfo8Co4unfli59JxLQog2nEwpISzXjqJXo0UrP+P6udG1hv7qUZZlH776ZXJeubP9xGVkXjrF42eecOhnB448/XeWxPIJQVyS1Hs2lmpGRwfDhwwkJCWHNmjW2L4iIiAjGjRvHHXfcwfvvv3/FvzebzfTp04fQ0FDWrVuHLF/uPp46dSrbtm3jl19+oU2bNlUuo8WikJ6eV+W/F8qnKCpPrEjjeLyJHINCsLcGJ51MxyAdj97oQ2tPBbPZ/mMc9u3bw/z5cwCVu++eyC233FasTAr5+fkVnlGmIVItFjj0j/WXXgOtK6KWQ6uV8fJyISMjr0bqpKYoisLXX3/B1q2/AXDffZO4+eZb6rhU9lG8Tnbv3s2CBXMACAlpw+TJU0ussm0PVWk3VWEwGHj99ZcYPvx6Ro4cXe7d2vm/ZnE+zUyOQeW+gS7otRI/H8nHYJ1Eh+4t9dw3sOKLuSUmJvDSS89jMhl54IFH8GgzjLX7rMGJh7PE9Js9cL5CylJDPU4ag/3797B06RISLuaQZ9bToucdtOgynGdGedM5xJ2DkVm2laNDfLQVbg8FBfnExsaSfjEFp1NHkZDo/uBUW/svStUukpRpZs4vmSSd3E7cwdX4uUFoSCuef/6lOk0TrE/EcVK3vL1d0GjKT7usVr7H4cOH2bFjBzExMeTl5eHi4kJoaCjDhg2je/fuld7ftm3byM/PZ+LEiSXuKnXt2pW+ffuyZcsW3nzzTdsqpv9lNpsxGAw0b968RNAA4OtrPTBFdF//RaeacdbL9AnRE+SlZXhnR9wdZdoF6GnWzImMDPsHbpGRp1m0aD6gcsMNIwkObsn8+XN48sln0Wq1yLLcqIMGwPqF17fxp+2A9S7ggw8+iqOjIz///COrVn1NYWEht912R6NKH+jVqzchIW3o2rUbd9wxoUYGh9dWu9m9+28uXIhj5cqvOHXqJFOmTL3q1K0uDhIHYoxkFSicuGCkwKTi6mAd/3BNOwfuuaZyK0AHBARyzz0T+eabL/n++5XMnNmNDgHunEo0kZWvsvlgPndd07jPEQ2JyWRk1aoV/PHHFnINKopLa7pc+xhO7j5MHOxKsLc1SGjrp8PcrPxgV1VVTp06wYED+zl69BAJCRdKPO/h4cmnj1zez8KF87h4MZWuXbszcOBggoKCGdrRmR1cj3Oz1iT8s5jIs+d4ZvoMHp36IkP7dhArkgsNQpUCh9zcXKZPn85ff/1V5uJvS5cuZfjw4Xz00Uc4O1d8+sPw8HAAevbsWeq5nj17sm/fPqKjo+nQoUOZf+/o6EjPnj3ZuXMnn3/+OTfeeCMajYZ//vmHDRs2MG7cOAIDq5+brtWKgXA16XiCCWvcJ3FDN2d6tbamVBRFwhWJiCsjMTGBjz+edanHqi89evRk/vwPMZnMbNv2G6NHN4470TWhpuqktkyc+ADOzs6sWfMD69b9QN++fWldbPXjhujUqRP0798bjUbGycmR996biU7X8NNobrzxJhTFwsqVX7N//17i4mKZNu2FMusr/Hwh204YSM+14OwgoaKilSE914IKPDPSE0eHyveMjBp1MwcP7ufYsQiWLVvCtBff4cNfsik0qRyMNdIzxEzn4NKfdUM/ThqatLQ05syZzdmzZzGYVJxDb6Jdr9uRZS139HWhWyvHSteJqqqsWLGc2NjYS49INGvmjb9/AK6ubjRr1sx2baAoCseOhZObm8uZM1Fs3LiONm3acNOoW/B06kSGawhZ7WdgjliCJT6eV958k763TOOx23vTrWX9TCGsDeI4aRiqlKr0yCOPsGvXLnr06MH48ePp0KEDrq6u5ObmcuLECdatW8eRI0e47rrr/p+9+w6PouoCOPyb2ZJsei8QOoQaepcOShNQULEhgqLSpDeRKk26NAGVjgoqINIEpQlI7zWhhZYG6cn2me+PhQgfLUCS3STzPk8eDdmdOcnc3Z0zc+85zJ8/P9Pb/eyzz9ixYwcnTpx4qIb4ypUrGTt2LAsXLqRhw4aP3catW7cYMmQIBw8ezPg3URTp1asXPXv2fNZf9SH/f/tRkbVkWWbYj7EkpFlRizDtgyCcs7FiSWJiIgMGDODWrVuUKlWKDh06MGXKFKxWKy+99BJDhw7N1JzqvEC2WjD++w8ATnXqI6jyx+8NsHbtWpycnHJ1BThJkli2bBmrVq2iY8eOfPjhhzmy35weN+fPn2fChAnExcXh5OTE4MGDqVu3bsbPJUmm/7JoDl/Wk6qXMFr++4hz0Qo4a0RqltQx7YOg57rCGxsbS/fu3UlPT6dLly6EVHqVpbsSAfDQiYx+MwDXbKz6pniyc+fOMW7cOOLj49E4ueJe5WPcgisC0CzMlTfrZK4BpNlsZvPmzbRo0SJjlsPWrVs5deoUNWvWpFKlSnh4eDx2/EdHR3Py5En27t3LkSNHsFptVQKtTv5c0LbG6FkJb2czHlcXknjzLGZZTfFGvZnyeVOqFFNmRigc1zO/w+/bt489e/bw/vvv8+WXXz7083LlyvHGG2/w1Vdf8eOPP/Lvv/9Sp06dTG1br7fV1H7UVKR7C/nuPeZxnJ2dKVasGAUKFKB+/fqIoshff/3FrFmzkCSJ3r17ZyqWx5EkmeTk9Kc/UPFcrt02Ex1va8hUvIAWfZoe/d2ZSSqViIeHjuRkPVbri89/NJlMjB07kmvXbhAQEEDjxi8zadLXWCxW6tSpw6ef9iYlxQgYX3hfuYFsNGD6eiQA2u/WITg9vQFYVh8Te2nU6BWAjGlw6elp6HQuueYigdFoZNas6Rw6dAhBsH2flJSOJGX/ErbnGTcvIjCwEOPGTWbWrOmcOHGC0aPH0KNHbxo2tDWVuxhj5uTVdALdRNQIRN3tB+OsESkdpMFoljhxNZ0j4UmUfI4mkhqNK++//yHz5s1hyZKljB9fjuK+vpy7ZSLOCIv+iuX9l9wfeE5eeZ04ul27drBw4beYzRaCCoTgUrkHRrUfRqOZioW0NAlVZbzGn3RMTp06yQ8/LOTWrVukphpo2bI1ADVqvESNGi8BYLXa3i8eN/6dnNwzHp+UlMi2bX+yadNGLly/ieQXiUdgJSRBi0vlnojiQhJuHOfS9m/42hXm9muUL6ctKa8T+/Lw0GXPGocNGzYQFBTEsGHDnvi4YcOG8ffff7Nhw4ZMJw731h+YTKaH7jgYjcYHHvMoer2ed955h/LlyzN9+vSMf2/VqhVOTk7MnTuXZs2aUbZs2UzF8zjKop3sc+yqEenun7dcAfUj/9ZW64svjpYkiZkzpxMefgFXVzdeeaUl8+fPQ5Ks1K79Ej169AHEfHWs5ft+V4tFQlBl/nfPimPiKJKSEhk3bjRhYRXp1KmLwycPSUmJTJkykcuXL6JWa+jevSdt27bKsQWGLzJunpdO58rAgV+wbNkiDh8+SNmyFTJ+14RUC3qTTLCnQJCnivg0KypBIDRIjVoEQSOgN8kkpFoyNbf9UV56qSH79//L0aOHmT37GwZ9MYErsWbSTTKHLhkpX0DzyMo8eel14khkWWbNml/47bdVAFSpWgu5VGdi0jQgQWFfFR1ruSJJ8kPJ9P3HxGw2sXLlcrZu3QSAh4cn7u6eTzxmmRn/rq4evPbam4RWaU6/qWspXLoxVxIEZBluxKYRXKEb3uJibl89zKGNs/mzujcvv1Txhf8uuZXyOnFsz3w/9fTp0zRr1iyjc/TjqNVqmjVrxqlTpzK97XsLmKOjox/6WUxMDMATy7H++eefXL16lRYtWjz0s1atWiHL8gNTmBSORZZlTt0wASAItlrs2WXlyqUcPnwAtVpNjx6fs2bNL0iSlbp169OzZ5+njm9F3nX27Blu3rzOli0bWbFiySPXcTmKqKhbjBr1BZcvX8TV1Y3hw0dTv/7jp3LmJSqVii5dujFx4tQHSiS7acFZLZBuktGqBSoXdiKskAYnje3jLt0k46x+sSaSgiDQrVt3PDw8uX49kj/WrKBdtf/W8/1yMJWT140cizRyKcacI3d+8iur1coPPyzISBratHkd72qf2pIGwMdVpGsDd7TqJ18AuHnzBiNGDM1IGpo1a860abOoXbvuE5/3LIw44VS8Bb5erhT0ViPLVkwn5xL5zzzSC3XEs0BFJKuZ7+ZO4vLlS1m2X4UiKz3zO2dMTAzFi2euGU/x4sUfmQQ8TlhYGGCr1vT/jh07houLyxP3fS+5sFgsD/3s3r/dm2eocDyxyRJxybarDMX81bhl0zzhzZs3sHnzBsDWq6FKlWoMGDCExo1fpkePz5WkIZ+rU+clPv74M8A2VlasWOqQyYPRaOSrr0YSGxuDv38AY8ZMoHTpRxeOyMs8PP6bs75//z5WLhhLMR8jUQmW+46b7aRRlmWiEiyUDla/cBNJT08vune3TX3dtm0z3DlB+RAN8alWdp4z0mPJHUatSWTY6gS+/DWeY1eePM1W8eyMRiPTp09m859bSTdBi9e6oC35GueibJ/zOq3Ax43ccdc9+bPk5MnjjBgxlGvXInF392TQoOF07foJrq5ZWyXLw1nMSGpDfFQEa2KQUq8j3TlNwr6vuePbErV3KFazga+/Hp9xTqNQOJJnPjNLTU3NdFlKV1dX0tMzvx6gadOm6HQ6li9f/sDJ/6lTpzh06BAtW7bMWP8QGxvLpUuXHljzcK8/w9q1ax/a9m+//QZAxYr59/afozt13ZTx/2HZdLfhyJFDLF++BIA333yHunXrAVC2bHm6dfvsoTK+ivypSZOX+eijTwHYvPkPVq5c5nDJg5OTE507f0SJEqUYO3YiBQoUtHdIdmUwGFiy5HvCw8+T+O9U3MVkIqJtvWCskkyKQSIiCzsDA1SqVIWWLW1V1xYunEch1xTO3DQTn2rFZJbx0gl4uYocjzQx9tc4Tl7LH+ulckJKSgqDho9iw/YD3EwSSC/+McsvV+ebP1OIT7UiCtC5nhuBnk+/EOTm5o4kSZQtW56vv55GlSpVsyXmYv5qQoPVd5NaKFq0OBVaD0fl4ousj8N4dDoUaIyLTxGSk5OYMmU8aWmp2RKLQvG8nvksyWq1ZnrOryAIz3SF38fHh379+nHmzBk6derEzz//zLfffsvHH3+Mn58fffr0yXjs9OnTadWqVUYJV4DGjRtTsWJFdu/ezXvvvceSJUtYunQpnTp1Ytu2bTRu3Jjq1atn/pdV5KjTN/5LHCqEZH29+cjIKxm9GsqVq8D27duIjLya5ftR5A1Nm75C166fALBp03p++mm5QyQP97+n1qpVhzFjJuDp6WW/gByEs7Mzw4ePxtvbh5T4Gzifn0EZv1QS0yQux1lITJOoXETLwJaeWdoZ+O2336VIkWKkpKQwZ95sXLQyHjoBjVog8o4Vnca2vuJ2ioVV+1OVaUtZICEhgQFDh3PoxDkMko4STQcSVKIaSXor8alWTl43UbWollJBmfscKV68BCNHfsXQoSPw8vLOtrhFUaBjLTd83FQZSa1PYFHKtR4BXqURJBNc+B45oA7JkgfXrt9k5sxpj5xFoVDYy3Pdqz1x4kSmpnOcOHHimbfduXNnvL29Wbx4MRMmTECn01G3bl369+//xPUNYJvzumzZMlasWMHGjRuZM2cORqORIkWK0K9fP7p27frM8ShyRnyqlevxthOiEB8VPm5ZO10oMTGBKVMmYTQaKFAghPDwC1gsZrZs2cinn754mV5F3tSsWXNkWWbx4u/Yv38fbdu2t2sjwOPHj7JixRKGDh2Bn58/gHKX7D6FChVm1KhxjB8/mri4WMzHZjDksy8RdT7P3Bk4szQaLb1796P/oIFER56lgM/fWIJfIT5VwmKVOX3DROkCWkJ8NJyPMnElzkKJ56jmpLC5fTuO8eNHc+HyTWSNF1VbD0ByKcDZGyY0KgEPne2i5dmbJiRJfuTxlmWZlSuX0aLFy/j6BgO25CEnhBXSMrCVJ6sOpBIeZSE6ScZZ7UaLdwZx+8gizp/cT+ShHykQ9ipx57dx6NgJli79IeMOqEJhb8/cx6FMmTIZdxye1tPg3s/PnTv3YlE6EKtVIj4+6zsX53e7zxv4/ahtWlvLijqaVXi4etbztqM3mUx89dVILl2KwM3NA6PRgNlsolKlqvTvPzhbuunmRrLFgrx/BwBC7cYImehf8bzHJLfZuXM7YWEV8fX1s1sMx48fZfr0r7FYLLz8cku6dPn4kY/L6WPyPOMmu92+Hce4caOIjY0hICCQESPGZvux+2H1FhYs+BYnjYrQ5sO4lB6C2Wr7eBVFgeKBWhJTLYxu70WVIvm3ydeLiImJYfz4UdyMiiXa6EWpZoNw9fTnzA1zxt/az11FoKdIYprMxLe8H0rSJEli0aKFbN/+Fz4+XkybNgsnp8w3qv1/zzv+JUnmSpyFZIOUkdSCzDfzvmPLjj0UbzwQY9odInbMws1JYGDf3jRt3OS548wN8svniaPy8XHNnnKsEydOfK6AFIonOXXfNKWsnEYgyzILFszl0qUIVCoVBoMei8VM+fJh9Os3SEka7iOo1Qj1XrZ3GA6pUaMHP7Dj4+Px8fHJsf2fPn2K6dMnY7FYqFGjNu+/3znH9v00jjhu/Pz8GTFibMbi8R07/uaNNzpm6z4bNmjCig2HMEYf5uo/31KmxUiuJDqTapCQZZkLUSbUgoxGqb3wXG7dusn48aNJSIjH0zcIQ+HeuHj4c+7Wf0mDu06kRIAaSYboJNtJ+f1s3Z8Xs337NgRB4OOPP8bV1e2FTlKfd/yLovCIO08CfXt+wrtvv8XWCxqORxaiYKV23Dz+O5NmfIt3QGGqli/5yKQjP/Z9UNjHMycOr7/+OmD74Lx+/Tre3t4ULlw4ywNT5B+pBokrcbY5nP4eIgEeWTf1Ys2aX/j33z1YLBYEQUSWzZQqVZr+/Yc8stGgQvE0+/fvY968WXz2Wa+MxfXZ6cKF80ybNgmLxUzVqtXp1auvkvBmgq+vHyNGjGXHjr9p3/7NbN9f8QANtVp0YddPkZjS4rix/3vKNenD9XiRqEQzaQYZH1eRdYfT8dCpKOxr/zszucW1a5FMmDCG5OQkChYsxLvdvmDcZlv57nt9f3RaW4M/QRBIN0qPLLm7bt1vd8utCvTs+Tkvv/xyRkM4RyEIAoF+3rzvK1MyQM3S2NLcvhKIISmGoaMn8UGvcZyP0xIeZcFgsZUWDg1W07GWW5ZedFMoHueZz9AkSWLkyJHUq1ePt99+m+bNm9OxY0fi4uKyIz5FPnDmppl7E+bCQrRZ1nBr3749GbW9CxYshCxLFCtWgiFDhj+xkWB+JVutyCcO2r6UssWPde7cGSwWM/PmzeLo0cPZuq9Lly4yefI4jEYDFSpUok+fAQ6XNDjyuPH19eONNzpmrAOxWq3o9Zmv9PcsRFHgvfoBFKnXA6OkJv7GKW6e3ICPm4izVsTNWaREoJqEdJnZW5PZdd7gEIvtHd2VK5f56quRJCcnUbhwUUaMGEPpIn4YzDIJqba7OU4agbIFNKhVwmNL7v7991Z++eUnADp37kqDBo2yJL7sGv+CIBDiHEvy4dlI6XGotDpSEuOYNvMbtp1Ox8NFoLi/Gi9XkRORJqZuSnqgMqFCkV2eOXFYsWIFq1evxs/Pj5dffpnQ0FBOnDjBiBEjsiM+RT7wQBnWLLpicvFiBPPnzwGgZcs2TJgwhSZNXmbo0BG4uLhmyT7yHIsZ6ZvRSN+MBovZ3tE4rM6dP+KllxogSVZmzpzK6dOZb3L5LGRZZsmS79Hr9ZQpU44BA4ag0TjgFcVcMm7MZhOzZk1n0qRxGAyGbNlHWCEtw9+tQKXGnbFKcPXIOqKunqZeqDPff1aAakWdAZBkWH80nUW7U0kzKnO5Hyci4gLjxo0iLS2V4sVL8uWXY3Bx9WDZ3lQCPFQ4aQRSjTKFfFSoRB5bcvfUqZMsWvQdAK+//ibNm7fKuiCzcfwXLBhC1coVCXAX0KnMGE0S0p0zyDe2E3nbiski4+4sUirI1j9k9QGlapci+z1z4rBu3TpKlCjBpk2bmDVrFr///jtvvPEGu3fvJikpKTtiVORhBrNMRIztzdbTRaCQz4tPAL59O46pUydiNpuoUqU67733ATqdjo8//gx3d/cX3r4ifxNFkU8/7Um1ajWwWMxMmzaJiIgLWb4fQRAYOHAoTZq8zKBBX+DkpCyofRG3b9/mzJlTRERcYPr0yZjN2XN1NqyQlgVD29C+9csU8FLhdW0xfRvLNCrvRq9XPGhczjnjsWdvmpm+OZkrcY6bcNnLuXNnmDjxK/T6dEqXLsvw4aNwcXFlxb5UIqIt+LipqFnciablndGbeGLJ3eLFi1OxYiUaNWqa7WtdspIoivTq1Y+SJUqi00iIKhUCViyX15F6O5LTN80YzRKCIBDsreZClCVj2q9CkV2eOXG4cuUKr7/++gMlCd9//30kSeLq1atZGZsiHzh3y4Tl7t3drJimpNfrmTp1EomJCaSkpFCkSNEsm/qkUNyjVqv5/PP+VKhQCaPRwOTJE7h580aWbFuS/rsC7enpxccff6ZMrcsCwcEFGDx4OFqtE6dPn2DevNkP/K2zkigK9Ov5CWVKFcNqSmX69K8xGAyoRIFXK7vwcSM3XJ1s70uJ6RLz/kph+1k9siwjSTKXYswcizRyKcacL68gnzp14u6dIT3ly1dkyJAvcXbWsfpgGqeu25IsrRqGtPFi2ju+THzLmzHtve7+1/uhO9eurm4MGvQFXbp0y3WfB87OzgwcOBR3Lz8EQUKnBUEyYzr7AxaTkVuJtg9QF62AwSI/tCBcochqz5w46PV6AgICHvi3e9/f38VZociM0zf+u9JW4QW7RUuSxNy5M4mMvEJiYiI6nQt//rmJhIT4Fw1ToXiIRqOlf//BlChRirS0VHbu3P7C2zSbTUyYMCZLtqV4WGhoaQYMGIJKpebAgX38+OPybNuXVmsbH25u7ly6dIkZM2ZkrGkoW0DLgJaeFA+wzcGXZNh4XM/YtYkMWx3PsNUJjFqTyLDVCYxck5Cv5q4fPXqYKVMmZJTMHjRoGE5OTvxxTM+hy7a/g0qED+u7U9RPnVGdqEoRJ0oEajKmJ1mtVg4e3J/xNxdF0eHWB2WWl5c33boPQaV2QkBEK5qQ06MxX/yV2GTblKV0k/zIBeEKRVZ7rhH2/xn7/X0dFIrMMltlzt20fRC4OAmUCHixKiM//7yCI0cOcefOHVxcXNDpdAwaNAwfH9+sCFeheIizszODBw/nnXc68c4777/QtiRJYs6cbzh79jTLly8mOVmZ+pkdwsIq8dlnvQBbR/A//9ycbfsKCAikX79BqFQiu3fvZu3a3zJ+5uki0r2JO83KOyMItiaY64+ls+WUHo2KfLnwdf/+fRllh6tXr0X//oPRarVsP2tg13nbuhRBgPfrulE6+MlJwM8/r2TmzCksX744J0LPdnUrF6dSk66YJQH3gFKoRbDe3I0l7gS3EsyPXBCuUGSH5xphO3fuJDo6OuN7g8GAIAhs2rSJ06dPP/DYe7WSFYr/Fx5txnh3Omb5gpoXqkO9Y8ff/PHHOuLj43F2dkanc6FPnwGUKVMui6JVKB7N3d2dNm1ey/hekiQsFsszlfuVZZmlSxdx6NB+1Go1AwYMwcPDMxuiVQC89FJ94uJiWb36R376aTm1a9fB09MrW/ZVtmx5unbtxuLF3/Hzzz8SHFyAGjVqA7YpTS0ruVAsQE3PpXcwmmU8dAJX71iwylDQW4VbkIaIaDOrD6RSvqB3ttbrt2d/gH/+2cX8+XOQZYm6devTvXtvVCoV+yIMbDrx32yGN2q4ULHwk19bR44cYuPG3wHyzGeAKAr0ercpYww6DK6hBFxdy63Tf2I8t5JwbXEqlfB+YEG4QpFdnitx2LhxIxs3bnzo33/55ZeH/k1JHBSPc/q+pm8vMk3p3Lkz/PDDApKSkhBFATc3t4zFqwpFTjKbTcyZ8w0mk4kBA4agzmQX2S1bNrJt22ZAoHv3zylXrkL2BqqgXbv2pKenUb16rWxLGu55+eXm3LkTw5o165g7dxZjxgRSpEixjJ9rRAFPnYgsgdEigwzX71i4kyoR4q0i2FuVsfD14aZhWePUdROrDqTapT/A9u3b+P77BYBMw4ZN6NatO6IocizSyJrD/5XPfbWKjtolnR+/IWzFMf6rqPcqNWvWzs7Qc1RYIS2jutZl1YFULqhfQ7h8AmtqFLqbv1K3RW+lj4MiRzxz4rBs2bLsiEORz0iSnLG+wUnNU287P050dBTTp09Gr0/HaDQSEBDIe+99mGU1uvMVlRrhve4Z/694drdu3eT48aOYzSYWLpzHZ5/1yugh8DjHjh1lxYqlALz7bifq1HkpJ0LNOrl03AiCwLvvfpBj+/vkk0+IiLjMqVMnmDx5AqNHj8ff37Y+MNkgYZGgYmENUYkSNxIsIEO6USI8WsJJIyAASXorkPWJw6nrtulQ8alWgr3VuGgF0k0yJyJNXL+TxMBWntl2Urply0aWLVsEwMsvt6Rz566Iosi5WyZ+3JeW0eOnSTlnGpd9cpEAi8XC7NkzMsq3vv32i00fzJQcHv9hhbSUL+jN+etq5t0M4sC/53CKP8jJ44dIq98YVydljYMiez3zKK9Zs2Z2xKHIZ67EWUg32j4RSgdr0Kie/fZqamoqU6ZMIC0tlbJly1O/fkMSExNp3bpNVoebLwhqNUJT5W/3IooUKUbfvgOZOnUSe/bswsvL64knp3FxscyePR1ZlmjUqCmtW7fNwWizRl4ZN5GRV/j555V8/nl/dDqXLN++SqWiX7+BjBjxBTdvXufrr8cxatR43N3d8XAWcVYLpJsgxEeNp04k8o6F1LsVclL1EkYrrD6QhigIVCykzbIpKZIks+pAKrdTrPi5i9xOseLuLOLnnv3TpH7/fQ2rVq1ElqF2w1ep1PgdrsRZkbGw9J9U7hWUql3SiVaVnl5ZbPXqH4mIuIBO58Lnn/fPkcXQ9hj/oihA2jXib55BpxExm9IJ37OUvxtUpG1N/xyNRZH/KKmpwi5O3TdN6WnzVR/FYrHwzTfTiIq6hbe3LwMGDKV581Z07PhuVoapUDyzKlWq8emnPQDYsOF3Nm5c/9jH+vn506bNa5QrVyFXlorMK6xWK998M50TJ44xd+432Vam1c3NjWHDRuDt7cutWzeZOnUiRqORYv5qQoPVRCVYkGUZd51IhRANZQpocHWyXf331ImYLLB8bxpTNydxLNL4wqVaDWaZDcfT2XHWwO0UKxdjLMQkWbkYYybFkH39AWRZ5uefV7Jq1Ur0Jhl10dbsMbVi9Nok+v14h09+uENMkq3MaOUiWjpUd3nqayMmJpqNG/8A4NNPexIQEJhl8TqicuUq8Oqr7Qj098FiSMGYFs/yZT9gMCtFahTZS0kcFDlOluWMWtwqEco84zQl20LSHzh+/AhxcXH06NEbb2/v7Ag1X5ElK/L5k7YvyWrvcHK1Bg0a8847nQBYuXIp//yz65GPEwSB119/g2HDRubaUpF5YdyoVCp69PgctVrD0aOHWb36p2zbl4+PL8OG2TrYR0RcYPbs6UiSlY613PBxUxERbTtpt0qgEgWc1AKlgzXUK+2UcfIckySxYm8aUzYlceTKgwnE0/pAGMwyR64YWbQ7hVFrEvjtUDpJeon/n1EXedsCyFneH8BqtbJw4TzWr1+D3iRjKfQaiX6t8HZTUcBL5HayRGyylZPXTXg4C7xT2zVTdzoCA4MYNmwk7du/maPrGuw5/t988x1Kh4bi4eWDKfU2UeH/8uOmgzkagyL/URIHRY67EW8lMd32IVQqUINO+2zDcPPmjWzdupno6ChcXFz4+++t2RFm/mM2I00eijR5KJiVTrYv6tVX29GypW0Kw+LF35GamgrYEt8//9yMwWDIeKxK9eId0+0mj4ybkiVL8ckntjtF69evYd++f7JtXyEhhRg4cFhGojJnzkzKFVAxsJUnlYpoSUyTHuiEPLq9N+Pf8ObTJu4PlNuMTZb48d80Jt9NIE5EGhm5JuGhPhAHLxs4fMXID7tsycKP/6Zx5oYZixW0agGVKCAgEOipwllrO0lPNUjEp0pZ2h/AaDQyY8Zkdu3ajiCI+FbpBCGvUCpIg5NaIDzagiCAh84Wg9Ei8yyzoypUCOONN95+4TifiR3Hv0ajoWfPPgT5eSGqNVgMyaxe+T2p6YanP1mheE65ZyWbIs+4f5pSWKFnu8p66NAhliz5gZiYaNzdPShatBgffNA1q0NUKF6YIAi8994HWCxm6tatj5ubGwCbN29gxYol7NmzizFjJjx18bQi59Sr14Dr1yP54491zJ8/l8DAYEqUKJkt+ypTpiz9+g1mxoyvOXjwX+bOFenZsw9j23s/tiRqaJCGUoFqLsZY2Hpaz+VY2/ShuGSJOduSOR9lxkkjEBqkRqsWiU608udJPZtP6qkYosXH7cEE1d1ZoE4pZ5w1tnVnRf3UJKZLXIiynQBH3jbj4iRSpYj2hfsDpKamMnXqRMLDz6NWa3ij0+esOF+SYFcRSYZzt0wY706zcXVWUdZXxcWYp1eSOnPmFH5+AQQG5u2pSY8THFyAj7p0YdL0OcTH3SQl/hbffP8zwz//0N6hKfIo5RNLkePuNTISBChfMPPrG65fv8aECROIiYlBo9FSsGAIgwcPx8tLmaakcEyiKNKlSzdKly4D2E5yVq60VaZ76aX6StLggDp2fI/KlathsZiZPn0yCQkJ2bavKlWq0qfPQFQqNfv372XBgrmA/MhOyPcIgkCpIA09mrrTvak7JQLUyLLMpVgLKXoJk1kiItrC8UgTUYlWNCowmmw/l2Vbn4h6oU70bObOyNe8eKOGG5809sD37jQptQrcnATMFpnYZNud4RftDxAXF8uYMV8SHn4eFxdXvvhiJIVCq2Gw2KZCXbtjQW+yJQ3OGoGyBTS4O4tPnSKVmJjAN99MY9iwAVy6dPG548vtGjduRs3qVdF5hSBLFv76cz1Xrl61d1iKPEr51FLkqJgka8aHUTF/Ne66zA3B5OQkvv56AtevX0eSrAQFBTFgwBAKFgzJznAViiwTFxfL11+P59atm9SqVZfmzVvZOyTFI4iiSO/efSlQIIRChQqh1Wbv2pNq1Wrw+ef9EASRPXt2MWfODMzmp3eJFgSBkoEaejTzoE0VF8xW20m4IAiYLHJGGVNBEPB0EREFaFvVhZGvefF6dVeKB/yXlIQV0t43TUoGQcBoBR83FYV91ZQMfP67DRcunOfLL4dy8+Z1vL19GDVqHGXKlMuoJBWXYs1YCK0SoUwBW5W9zEyRWrToO1JTUwgICKRw4SLPHWNuJwgCA/p8zjt95+FXoi4Wi8SUb77NtkX+ivxNmaqkyFHP0/TNbDYxffpkLl6MIC0tjQIFCtK9++d5piOoIu8zmWxj+MqVy4iiQEJCPBaLGY1GadjkiHQ6F778cjQeHp45cleoRo3a9OkzgNmzZ7B//z5SUlLp338wOt3TS5ACeLmK+Huo8HcTiUqykpQuoVUL+LqJ+LipcNHC5Tgrni7iY6sT3esPcG+a1I6zBm7EWxAEgR3nDLSq9Owlanft2s733y/AarVQuHBRBg0ahq+vH2C7cFQyUM3mk+noNLaEp5CPGmeNiCzLRCVYqPyEKVIHD+7n8OEDiKKK7t175driAlnF29ub1jXcOXvjPZKjznLuwgX+/nsbL7/c3N6hKfIY5Y6DIkfdm6YEEBby9Dd6WZb57rv5hIefx9vbh8qVK9Op04fUrVsvO8NUKLKMLMt8//18IiOvUKxYcQoXLkp4+Hnmz5+rXBF0YF5e3g8kDVFRt7J1fzVr1mbQoGE4OTlz5sxJxo8fTXJycqaee+/qvUolULaAltolnahaVEsRP9uUn3QTmVrgLIpCxjSpzvXdUN/tr7P7vCGjoEVmSJLEypXLWLBgLlarhRo1ajN69PiMpOHevor6qxEFgWS9jEYl4O8hkmKQiIg24+OueuwUqdTUVBYtWghAmzavPdCFOz8r4qemQnF/PAtWJDUxhu8WLyMpKdHeYSnyGCVxUOSYhDQr1+Ntt6QLeqseWqj3KL//voY9e3YhCCLDhn3JokWLaNv2tWyOVKHIOgkJ8Zw4cRxBEBkyZDiDB3+BKKr49989rFq10t7hKZ7CbDazcOE8hgzpz9Wrl7N1XxUrVmb48NG4ublz+fJFRo36gps3bzz1ef/fBwKEu19kXL0vHax+pgXOvm4q6oU6A2C2wpaT6Zl6XmJiAhMmjGHjxt8BeP31N+nTZwDOzs4PPC4mycqlWAsVC2nxdVfh4SJwOc6aUUlqYMvHd6teuXIpyclJFChQkPbt38j075QfvFTMQtLNU8iSlZu3bvHTTyvsHZIij1ESB0WOOX3jv1J1j/tAuN/Bg/tZuXIJ6enpfPjhR1SsWAmdTqc0ycouKhXCm10R3uwKubk8qIPx8fFlwoTJ9OzZh/LlwwgLq8Qnn3QH4I8/1rF16xY7R/iC8vi4UalUJCYmYrGYmTFjSkZZ3exSsmQpRo0ah5+fPzExUYwYMZQjRw498TmiKDyiD4Scqav3T9K0vDMud8uzHr5i4lbCk5vAnTp1kqFDB3D27GmcnJzp1asfb7759kPTvWRZ5peDaVjurqMY2MqDGe/6Mqa9FxPf8mZMe+/HfkacPXuaXbu2AwLduvWw/3Q/Bxv/YcV9qdbkHbSuPhjSEtmwZSsXL0bYOyxFHqIkDooc8yzTlC5fvnS3M3Q0er1eqZyUAwS1BrHlG4gt30BQ5+/5wlnN19fvgel1DRo05s033wFg6dIfOHXqhL1Ce2F5fdyIokiPHp8TEBBIXFwsc+fOzPYpZgULhjBu3NeUKVMOg0HPtGlf88svP2O1Pr7B2IMLnB/sA/Gkq/dP4uok0qS87U6BLMPG4/pHPs5sNrFq1Y9MnDiW5OQkQkIKM27c14+dUrr/ojGjE7Wfu0iLii5PrCR1v1KlQmnXrgMtW7bOqFZmT444/j96qzmeBSqg0roQFxfHokULlWmRiiyjLI5W5IhUg+2DDMDfXSTQ8/FXZuLj7zBlygRu3LiGRqOhdOkyhIaWzqlQFYoXJssy3347mxo1alKjxqO72L72Wgdu347j9u04SpYMzeEIFc/Czc2Nfv0GMWLEME6cOMaaNb/wxhsds3WfHh6efPHFKJYvX8y2bVtYu/YXTp8+Sc+efQgIeHTPgv9f4Pz/fSCeR71QZ/aFG4lPkzgfZSY82kxo0H8nyJcuXWT+/DncvHkdsJUG/eCDrjg5OT1ye0npEhuO/zft6Y0armhUmY9Po9HSseO7d6dkKR6lbEEn6rboytZlEaTHX+Po8ZPs3LmdJk2a2Ts0RR6g3HFQ5IgzN80Z5QErFNI+drqRwWBgypSJXLhwHkmSKVasOEOHjsDT0yvngs2nZMmKfCXc9iU9/sqm4uk2bfqDPXt2MXv2TOLj4x/5GEEQ6Nr1EwYN+iLT1XMcUX4ZN0WKFOPjjz8DYM2aXzh+/Gi271OtVtOlSzd69eqHTqcjIuICw4YN4O+/tz72CvL9C5yfdvU+MzQqgRYV/xufG46lI8syBoOBn35azsiRw7h58zru7p706TOQbt26PzZpAFh3JA3D3VmrNYprKRWUuav0yclJD/zOjjJl1RHHvyAIvN6wJAUqvorGxYs7d26zcuXSbJ9mp8gfHDJx2LBhA+3bt6dixYrUqlWL/v37c/PmzUw/32q18tNPP/Hmm29SpUoVqlSpQps2bZg7d242Rq14kvvLsIY9pgyrJEnMmzeLI0cOYTQaKFSoEIMHD6dAgYI5FWb+ZjYjfdUX6au+YDY/9eGKR7t4MTxjQeIHH3TBx8fnsY9VqVSo1bYbv7Is89dff5KcnJQjcWaZfDRuGjRoRNOmrwAy8+bNQq/P3ILhF1W3bj0mTpxGqVKl0ev1/PDDAsaOHcH169dyZP9Vi2oJ8bHdJb4Rb2bxb38zYEBv/vhjHbIsUbv2S0yZMpNateo8cTunb5g4ed02RtycBdpUyVyJV1mWmTFjKiNGDOXGjesv9stkNQcd/+ULaqhS7zXc/EsiI3IzKppffvnZ3mEp8gCHm6q0YsUKvvrqK6pWrcqwYcNISEhg6dKlHDp0iF9//fWpbeXNZjO9e/fmn3/+oVWrVrRv3x5RFLl58yZRUVE59Fso7mcwy4RH295QPV0ECvs+eprSL7/8zF9//UlKSjLBwQX5/PMBlClTNidDVSheSGpqKrNmTUeSrNSqVffuSWbmrFnzC7/9tordu3fy5Zdj0GqVHg+O6IMPunDnzh2aN2+JTvfsvQ2eV0BAICNHfsXWrZv55ZefCQ8/z9ChA2jQoBHt27+Jv39Atu1bEARaVXTm62V7uHVyPUcTIgn2UhEQEECnTl2oXr3mU7dhMMusOZyW8f1r1Vxwdcrctct//tnFhQtn0WqdHqrOpHg0QRBoXtmDy5c/IjXuIrEnf+Wvv/6kSZOmSvlaxQtxqMQhISGBadOmUb58eZYvX55xJa5+/fq8+eabzJo1i/Hjxz9xG99++y27du1i4cKF1K9fPyfCVjyBJMn8dTqd6EQrWrVAnVLOj7zFvHv3Ttat+xWz2Yyfnz8fffQptWvXtUPECsXzkWWZhQvncft2HAEBgXTr9tkzTaeoXbsuW7Zs5OLFcObMmUnfvgNzpPmY4tloNFoGD/7CLvtWqVS0bPkqNWvWZtmyxRw6tJ9du7azd+9uGjRozCuvtMzyDspGo5H9+/eyefMGrp+5gsEko9I4UalBewZ8/HqmqxptOpFOUrptvmqZYA2VC2fueampqaxcuQyA9u3fxM/P//l+kXyoUiEtxUuWIS4wlLQ7VzHEH2Xp0kWMGDHWYaZ6KXIfh0oc/v77b9LT0+nUqVNG0gAQFhZGjRo12Lx5M6NGjXrslbj09HSWLl1K48aNqV+/PrIsk5aWhpubW079Cor7nLpuYtWBVHaeszUPUokCTmooHaR9oMLH+fPn+P77bzPmfJctW45KlarYMXKF4tlt3bqZw4cPoFKp6d27Py4urs/0/IIFQxgwYAgTJozh8OEDrFixhA8+6JpN0SqySkxMDHFxsVSoEJZj+/T19aNfv0FERFxg1aofOXv2NNu3b2P79m2UKVOOevUaUq1a9edeG2axWDh//hyHDu1nz57dGVOyAr1dMAc2IrDsy6S4e2C0qslMw+arty3sizACoFVDhxoumT5xXb36R1JSkihQIISWLV99rt8nvxJFgSbldazan0ahah25sP4wx44d5tChA9Ss+eiiDQrF0zhU4nDy5EkAqlR5+KSxSpUqHDx4kMuXL1OmzKNLsB05coTU1FQqVqzI119/zerVq0lNTcXT05M2bdowcODAXL0IMTc5dd3E1E1J3Em1YrHKuDvbGhJdvW1h6qYkBraylQeMjY1h8uTxmM1matasQ8eO7ypXWRW5UmxsLADvvtuJEiVKPtc2ypQpx2ef9WbOnBls2bIRPz9/WrVqk5VhKrJQZOQVxo4diSAITJgw5bHVjrJLqVKlGT58NOfPn+XPPzdz6NABzp8/y/nzZ/nhB5FSpUIJDS1NyZKhhIQUwsfH96GpPhaLheTkJG7dusWVK5e4eDGC06dPPrB+w98/gMaNm9GsWXM2noGDl0wYzPD3GT3tqj05QbZYZX45kJZRHKNFRZdMNf8EW8Wmv/7aCkDXrt3QZCZLUTygWlEt207puXY7iZSUZFLNSSxbtogqVaravweGIldyqMTh3gdvUFDQQz+7t7YhJibmsYnD5cu2rp5Lly5FpVLRt29fAgIC+Ouvv1ixYgWXLl1i8eLFL3yLTq1WTmyfRJJkfjmURkK6RKCnisR0WyUMfw8VJQLUhEdb+PVQGqX8LUycOJbw8Av4+/vTrdunaLWPH5IqlfjAfxVZS7aK3FvCrlaLCJkY58ox+U+XLl2pU6c2pUuXfaH3mAYNGpCQcIeVK5ezcuVSAgMDnrro9H45fUyeZ9zkFUWKFKFQoUKEh4czZ84MxowZ/8iT2+w+JmFhYYSFhXHnzh127drBwYP7uXz5MuHhFwgPv/DAY11dXTNilCQrKSkpPKqyqYeHJ1WrVqNevQZUqBCWcUHn1SpWTlwzY7bK/HvJRMNyLvi5Pz4R2H4undgUK6IIhXzUNC6ny1SlJ0mSWLLkOwDq129IxYoVM/vnyJSsOiaOPv7VQLMwF1anFcYjsBSJ1w4THn6Bbdu20Lbta/YO7wHK50nu4FCJg15vay7zqKlI98q73XvMo6Sl2RZeJSUlsX79ekqWtF31a968OQDr169nz549L7T2QRQFvL2fbQpCfhN+y8jlOImiAU7EJFkQ774JBHk74eysomiAiosxJsZPnsWxY0cQBChSpDDe3q54eT39b+vhodw1yg6SQST27v97ebkgOmf+75xfj4ksy8iynHFSVadOjSzZbufO75GenszGjRuRJNNzvefk1DF5kXGTF4wc+SW9evXi6tXLrF27ik8//fSxj83uY+Lt7UrJkp356KPOxMTEcOLECc6fP8+FCxeIiopCr9djNNq+7lGpRFQqFf7+/pQqVYpSpUpRvnx5ypQp88i7v97e8GoN2HTMVtpzZ7iFbs08HhlPdKKZ3eFJODlpEAX4pLk/vr6Zu2sQHx+Pk5MGDw83evXqnm2fuy96THLD+G9ezYXdEWaMDbpw9LdLJCffYdWqlbRr1xovLy97h/eQ/Pp5kls4VOJwbxqRyWR66Haq0Wh84DGPcu85FStWzEga7unQoQPr16/nwIEDL5Q4SJJMcnLOlODLra7HGEnRWwhwhzvJFiSrBAjo1BJGo4RakLlxaDnXL/2J2WSiVKlSDB8+GlnWkJCQ9tjtqlQiHh46kpP1WK1KF8ysJlvMqF57D4DEFCOC/ul/4/x+TLZt+5N9+/bQu3e/J5ZdfR4dO3aiatValC5d5omvi/+X08fkecZNXqLVuvHJJz2ZPHkiv/66hmLFQqlR48EqQ/Z4nWi1btSo8RI1aryU8W/p6enEx9/BYrE14xRFEU9PT9zdPR5KEpKSHn+RrmYRgW3HraQaJPaeM1OjiEgRvwcTAlmWWbgtmTS9raJek3I63FQmEhJMj9rkQwTBiZEjxxEdHYUgOD3TayAzsuqY5JbxX6e4mtiEUPxDGxJ18g8uXYlk4vSFDO7T44V7fWSV/P55Ym8eHrpM3e1xqMQhIMBWTi46OpqiRYs+8LOYmBiAJ5ZjvTfF6d527ufvb6vEkJT04jXSLRZlQD+JqwacVAIJqVb0Jtvfyl0nIACSBFdPbCP1/FrU1nRCQkL48sux+PsHZfrvarVKyjHIFipoa/sAtAI8w984Px6TyMirLF78AxaLmT17/smWtQglSoRm/F1TU1OxWi2ZXvCac8fk+cdNXlG5cjVatWrDpk3rmTt31mPXO9j7daLVOhMU9HBfHEnisQ3lHkUtQLNyzqw5bLuItvZQGj2buT8wRW//RQMX75bh9nUTaVrO+bl+94CA4Gz9m734Mckd479GUS0/7k3hjn97jJr9mNNu8PMvv3HTuR5dW5R+oGCJvdn7daJ4MoeaSBYWZqtKcezYsYd+duzYMVxcXChevPhjn39vDuSj+jXc+zdfX9+sCFXxBMX81YQGq7ly24p8d/Ksp8421BJvnCRy7wIwp+Lr68uQIV8SGlranuEqFM9Mr9cze/Z0LBYzlSpVoUWL1tm6v9jYGEaNGsaUKRMxGAzZui/F83n77fcoWTKU9PQ0fv99jb3DyXa1Szrh72F7X78SZ+HMzf+anyXrJTYc/++OxRs1XdGqM3dVOyYmmtWrf3ritGTFswuPNnP1toVEiyfq4u0RNC5IhngObl3G1E1JnLqeuTtBCoVDJQ5NmzZFp9OxfPnyjFupAKdOneLQoUO0bNkyY/1DbGwsly5deuDNJSQkhBo1anDq1CmOHz+e8e+yLLNy5UoAGjZsmDO/TD4migIda7khCpCslzFbZNycBOKir3Nq6yxkYyLu7u706tVXKQnnQGRJQr4Zaft6hquP+dGSJd9z69ZNvL196N7982yvBGa1WklOTuby5YvMmTPjma4OZzdl3Nio1Wp69+7Hq6+248MPP7J3ONlOJQq0rvRfA7w/jqURHm3iWKSRhduTSTfaxkKNYlpCgzJfDenHH5ezbt2v/PDDgiyPOTvkhvEvSTKrDqQiAN5uIk5FmyF4lUbj7IGQdJ6oyydYfSAVSXrEKnmF4v84VOLg4+NDv379OHPmDJ06deLnn3/m22+/5eOPP8bPz48+ffpkPHb69Om0atUqo4TrPV9++SUuLi589NFHzJgxg5UrV/Lxxx+zfft2OnTo8MhSr4qsVyFEQ9kCGnzcVJgliLqdwKUd36DTSFSrWY/un3ZXykw6GrMJaUR3pBHdwaxcfXqc3bt38M8/OxEEkV69+uLh8eiFoVkpOLgAAwcOQ63WcPToYZYuXZRxN8/ulHGTwd8/gHff/SDflLmsEKKhqL+a+FQrm08Y6LU0nkE/xbN8XxqHr5jQmyRerZL57tpnz57m0KH9CILIa691yMbIs1AuGP9X4iyER1ko6KOmgJcaQdTgVOcrXMu8gSCoMF/6lfM3DVyJszx9Y4p8z6ESB4DOnTszZcoUDAYDEyZMYMmSJdStW5effvrpiesb7ilTpgyrVq2iTp06/PTTT0ycOJHo6GiGDRvGuHHjcuA3UADEJks4a0SqF9PyRjUtxeK+J8g5kaplCjJ90gQ6dnzX3iEqFM/s5s0bLFpkKxH5xhsdKVu2fI7tu3TpMvTq1RcQ2LZtMxs3rs+xfSuendVqZe3aX7l9O87eoWQbQRAIDdJw8rqJ+FTbYmmzVcZJBfGpVm4mWDJ9MipJEsuWLQagWbNXCAkplJ2h5yvJBgmDRcZFKxDkqUIlgiCoMAa1QNS6Ykq+RfzlXSQbHPOOicKxONTi6Hvatm1L27Ztn/iYSZMmMWnSpEf+rFSpUsyZMyc7QlNkUkTMf/NdYw/O5/SRXYSEFGbQoC9wd3e3Y2QKxfOTZRk/P3+8vX1o1659ju+/Zs3avP9+Z1asWMKPPy7D19ePOnVeevoTFTlu2bLFbNu2mePHjzJmTN68aCVJMv9c0KMSwUMnIAhgsYJGLVDYXUSSYPWBVMoX9H5q5Z5du3Zw7dpVXFxc6dChYw79BvmDh7OIs1og3STj7ixSwFvN9TsWULsgBNTEcGYlltM/o5FaAk72Dlfh4BzujoMibwi/W03jxrHfOLJnA0ajCQ8PD4KCgu0cmULx/EJCCjFu3Nf07t3Pbh3OW7Vqk7EY+7ffVj2wHkzhOFq3boNO50JExAVWr/7J3uFki3tTYMoW0DyQGIgiFA/QEOyt5kLU0+866PXprFplW4fYvv2bOTL9Lz+5V7AkKsGCLMsEearQqGzHK9VgK5kupd3i2J519g1UkSsoiYMiy0mSzKUYM7cv/8vVfYuxmI0UKlSY0aPH2+1kS6F4Eenp/9WQd3Z2tvuJzfvvf0i7dh0YMWIsarVD3jjO9wICAvnkkx4ArFu3lsOHD9s5oqx3bwqMt6uKQI//ukcX8lHjpBFx0QoYLPJTp8D8/vtakpOTCAoqwMsvt8jusPOdewVLfNxURESbSTfJBHmKmC0yhuBXEV2DEWQzv/76E7GxMfYOV+HglLM4RZa7Hm8l7uZFzv/5NZJFj4+PLxMnTiEwMMjeoSkUzyw6Ooo+fXrwxx/rHKaakSiKdOz47gM9HRwlNsV/atWqk3EiPHXqVOLj4+0cUda6fwpMYT81BbzVFPZVE+xlSyLSTTLOagEP5yefajRr9gp16tTj/fc7o9FkvgKTIvPCCmkZ2MqTSkW0JKZJpJlkrDL4eHkQUv1dnJ113L59m+XLF9s7VIWDUxIHRZY7ev4Wp/8YiVmfjIvOlTFjJlKyZKi9w1IonpnZbOKbb6aRlpbK0aNHHKeS0f/ZvXsnY8Z8qfR4cEDvv9+ZokWLkpSUxOzZjlVK90XdPwVGAAr72pIHEJBlmagEC6WD1RTzf/JdMT8/f3r37kfVqtVzJO78KqyQlrHtvZn4ljdjO3gzvJ0X1YtpKV65Ke6BoVitVrZu3UJ4+AV7h6pwYErioMhS6elpLJwxFENSNKJaQ88+g6hRo6a9w1JkhkqF0KIDQosOoFI9/fH5wMqVy4mMvIKbmzu9e/dF5YB/l7S0VFauXEZExAVmz56B1WrN2QCUcfNEGo2Wfv0G4uzsTEREBJGRV+0dUpb5/ykwKQYJqySTYpCIiDbj467irVpuj10YbTQaczjibJDLxr8oCpQI1FCliBOvVXUhwFOFKKoJqt4FnYs7yclJfPfdPIe9SKKwP0FWRsczsVol4uPTnv7AfMhsNjPp6/Fs/ecoJn0ypWq0Y8W0flm2fbVaxNvblYSENKUdvYPIy8fk4MH9zJw5BYBBg4ZTpUpVO0f0eOHhFxg3bhQWi5lXXmnBwIH9SExMz3PHJLdSq0UuXDiFi4snwcEh9g4ny526bmLVgVTCoywYLLbpSaWD1bxVy42wQo/uaSFJEsOHDyY4uACdOnXB29s7R2POy+9dz+J4pJHle9OQZZlrO77m5pm/8PDwYPTo8TlesU05Jvbl4+OKSvX0+wnKqjpFlpBlmR9+WMCxEycRNToqtx5F4xql7B2WQvFcYmNjWLBgLgCvvtrOoZMGgNDQ0vTu3ZcZM6aydeufFCkSwssvt7Z3WIr71K5dO8+eEIUV0lK+oDdX4iwkGyQ8nEWK+aufWIJ19+6dREZeITY2Ol902nZUlQpr2X7WwM0EKwFVO1HEX8etq6f4+ecVVK9eI980M1RknjJVSZElli9fzPr1azGYoWSD7rj5FaN0AaUedG4iSxLy7RjbVx6ah/2sLBYLs2ZNR69Pp2TJUN56K3c0K6xRozYffNAFgMWLF7N37z85sl9l3Dy7CxfOs2DB3Dy13uH+KTAlAjVPTBr0ej0//7wCgPbt38LDwzOnwsxyuX38C4JAy0o6AHReBfGu2R1vb1/i4mLZsmWTnaNTOCIlcVC8sK1bt/D99/OJj7+De2AZvEIqAlAqUKmOkauYTUiDuyAN7gJmk72jsRuVSkW9eg3w8PCkV6++uarcaYsWrWnd+lUA5s2bzY0b17N/p8q4eSZpaal8/fU4du3azoYNv9s7HLtYv95WfjUwMJhXXmlp73BeTB4Y/2WCNRkL2BP0Wio3eANJkvjppxUkJyfbOTqFo1ESB8ULOXnyGBMnjsVkMhEYVICA6rYrnsFeKtyeUoJPoXBEgiDQokVrZs6cR0BAoL3DeWadOn1IvXr1aNeuPQUL5r359Lmdq6sbnTrZ3idXrfox31WwiY2NYePG9QC8994HSvlVByAIAq3u3nUAuJxekNu3bxMZeSXjzpBCcY9yZqd4btevX2Pw4P7o9el4enrRY/AMtK6+AJQKzD1XaRUKgMTEBPT69IzvnZ2d7RjN8xNFkWHDhvHWW28jCI+fLqKwn0aNmlC3bn1kWWLWrOmkpqbaO6Qc8/PPK7BYzJQvH0a1ajXsHY7iruIBGsoWsCVxRk0AXgFFsFqtrF37K7du3bRzdApHoiQOiueSlJRI3749SUxMwNlZx8SJU0nT/nd1s2SQchVJkXtYrVa++WYaX3wxmGvXIu0dzgu7v0O70Wjkxx+Xodfr7RiR4n6CIPDRR58SGBhMfPxt5s+fnS/KX6ampnLhwgUEQeT99z9UElsHc2+tg6hSE1TjI3QuriQmJvD99/PtHJnCkSiJg+KZGQwG+vXrxc2b19FoNAwd+iVVq1YnPNoMgChAiQAlcVDkHr/+uooLF86RlJSIk1PeWtQ/e/Z0Nmz4nVmzpuV8jwfFY+l0Ovr06Y9arebo0cNs3rzB3iFlOzc3N6ZNm0X//oMpUqSovcNR/J+C3moqF7FVUdIGVKRY2drIMuzatZ2zZ0/bOTqFo1ASB8UzkSSJuXNnEhcXi0ql4qOPPqVFi9YkpUvEJdsqShT2U+OsUa4kKXKHkyeP8/vvawDo1q07gYFBdo4oa732Wgc0Gi0nThxj0aLv8sWV7dyiaNHivPfehwBcvBiRL46Ns7OzMkXJgTUP0yEKtrtinpU+xMPDg7S0NObOnZWnqoApnp+SOCgyTZZlli5dxJEjh/D29mH8+Cl07myrvx0RY854nLK+QZFbJCQkMHfuLECmadNXcrzhUU4oWTKU3r37IQgiO3Zsy0iSFI7hlVdaMGjQF3ePUd684KLX69mzZ7dy4pkLBHioqF7cdtdBdCtIudptEUWR06dPsHv3TvsGp3AISuKgyLTFi79j8+Y/AOjevTeNGjXJ+KCLiL4/cVCmKeVKogqhcWuExq1BVNk7mmx37+5ZSkoShQsXyah0kxdVr16TDz7oCsDq1T+ye/eOrNt4Phs3WU0QBKpUqZbxXirLcp6787B+/VrmzfuGOXNm2DuUrJcHx3/zMBfUd38VVfEO+PkFolar+fnnlRiNRvsGp7A7JXFQZMrvv6/hhx8WcOvWLdq1a//AlVlZljPuOGjVUMRPueOQGwkaDWKnnoideiLkgxKJGzeu5+zZ0zg5OfP55wPQavN2h9TmzVvy6qvtAFiwYB5Hjx7Oku3mt3GTnfT6dGbPnsHff2+1dyhZJi4uNqP8al68o5cXx7+Xi0jdknfXemk96PD5fMqXDyM5OTHjWCryLyVxUDzVnj27mTp1ElarlZCQQhknH/fEJkskpduukBX316BW5c3b7Yq8pUGDRoSFVaJr108oUKCgvcPJEW+//T716zfCzc0NT08ve4ej+D/79u1h//69LFu2mMjIK/YOJ0v89JOt/GrZsuWpXr2WvcNRZFLT8jqc7l4DPB3nTqt27wDwxx/rSEhIsGNkCntTEgfFE505c4oRI4ZiNpsICAhi7tyFuLq6PfCYi/etbygZpNxtyK1kWUZOTrJ95bGpEo/i6enF0KEjqF+/ob1DyTGiKNKtW3e++moSJUqUzJJt5rdxk52aNHmZKlWqY7GY+eab6bm+hO6FC+fZv38vIPDBB13y5BqOvDr+3ZxFGpSx9bKRZIjXVSUkpDA3blxj6dIf7Bydwp6UxEHxWNevX6Nfv153G7x5Mm/ed/j6+j30uAcXRueNW7X5ksmI1PcdpL7vgClvzmOVJImTJ49nfJ8XT2SeRq1WP9AR+9Kli8TGxjz/BvPBuMkpgiDw2We98Pb2JTr6FosX594qWJIksXz5YgAaN25KkSLF7BxRNsnD479hGWdcnGzvkUcjzZisAikpKWzY8Hue6HejeD5K4qB4pPj4O/To8THJyUnodC7MmDGXkJBCDz1OkmQuxVgAcHESKOidNxaHKfKmdet+Y9Kkr5QrZnedO3eGceNGMXHiVyQlJdo7HAXg7u6eUQVrz55dWbuQPQft2bOby5cv4uys46233rF3OIrnoNOKNClnu+sgy1C4TldcXd1ITU1h7tyZ9g1OYTdK4qB4iF6fzoQJY0hMTECj0TJhwmTKlavwyMfeSLCSbrJdESsZoM6XV3AVucOZM6f47bfVABQrVtzO0TiGwMBg3N3diYmJ4uuvx6PXp9s7JAVQpkxZ3nzzbQAWL/6eGzeu2zmiZxccHEzx4iVp1669sp4mF3uplDMeOtvn+g1jMBXrtEKSBfbu28eRI1lTYEGRuyiJg+IBZrOZ6dOncOvWTUqXLsuYMeOpU6feYx9/8b4yrKFByjQlhWNKSkpkzpyZyLJEgwaNadCgsb1Dcgg+Pj4MGzYSd3dPrl69zLRpX2M2m+wdlgJo2/Z1KlSohIuLC+npuS+hK1WqNGPHTqR167b2DkXxArRqgVcq6IhPtXL4iol/pdexarxI0xsYOHoyJ67m7nU4imenJA6KDJIkMXXqJM6cOYmTkzNffDGKJk1efuJzIh5YGK0kDgrHI0kSc+Z8Q1JSIgULFqJLl272DsmhBAcXYMiQ4Tg76zh79jRz5nyjNOpyAKIo0rPn50yaNI3Q0NL2DifT7l+TIYoiarVSMCO3c9YInIsyE59qRVJ7UKDaOwiCisToi3w5Zx2nrisXG/ITJXFQALY3+5Ejh/H772tITU2jb9+BFC9e4onPMVtlrsTZ1jd4uYj4uSnDSeF41q79lTNnTqLVOtGnzwCcnJzsHZLDKV68BP37D0GtVnPo0H4WLVqYaxfl5iWenl54eHhmfJ8b7gZ9++1sfvnlZwwGg71DUWQBSZL57XAazhoBD52ARi1gDGqJq08Igmwl6tBSfvwnDklS3i/yC+VMTwHA5Mnj+euvrYBMtWrVqVSpylOfczXOgtlq+/9SQcr6BoXjiY2NYc2aXwDo2vWTRy7wV9hUqBBGr179AIHExAQsFou9Q1Lc559/dtGnTw+iom7ZO5THOnfuDHv27GLdut9erFKXwmFcibMQHmUhNEiNi5Ot+EmaWUVAzU9x8Q5Bo9Vw5J8NGRcRFXmfQyYOGzZsoH379lSsWJFatWrRv39/bt68+Vzb6tOnD6VLl6ZFixZZHGXeMW/eLNat+w2QadCgESNGjM3U85QyrHmMqEJ4qRnCS81AzBvVsQICAhk4cBitWrWlQYNG9g7H4dWsWZthw0bSt+8gNJntgpsHx42jkSSJHTv+IjExgVmzpjvknQdJkli6dBEATZo0o3DhInaOKIfk8fGfbJAwWGRctCKFff/7/eJ1VSnRuC8qUSTx4lauR8fZMUpFTnK4xGHFihUMGGCbTjBs2DA6d+7M3r17efvtt4mJebYrGDt37mTr1q04OztnU7S534oVS1i+fAmyLFOtWk0mTpyGKGZuWNzf+K2Usr4h1xM0GsSP+iN+1B8hsyeNuUCVKlV5//3O9g4j1wgLq5gxL12WZc6fP/vEx+fVceNIRFGkV6++uLt7EBl5hZUrl9s7pIfs3Lmda9euotO5ZFSEyg/y+vj3cBZxVgukm2S8XUU8XWznByaLTKIuDJ1fKEhmdvyxzM6RKnKKQyUOCQkJTJs2jfLly7N8+XLeeecdevTowffff09cXByzZs3K9LbS0tIYM2YM7777Lr6+vtkYde61bt1vzJs3G1mWKFeuAjNnzkGlytwVk3STxLU7tnlKgZ4iHjqHGkqKfG7nzu3KVIkXJEkSixYtZOzYEWzf/pe9w8n3fHx86d69NwBbt27i0KH9do7oP+npaaxa9SMAHTq89cC6DEXuVsxfTWiwmqgEC7IMJQI0qO5+3MclWzH4NUBOj2HntnVcvBhh32AVOcKhzvb+/vtv0tPT6dSp0wOVGMLCwqhRowabN2/GZMrcLdqZM2diNpvp169fdoWbqx07doSFC+chSVaKFy/B3LnfodFoM/38y7G2NxFQyrDmFbIsIxsNtq9cvDD2xIljLFw4j+HDBxMfH2/vcHItQRDQ6XQAfP/9fPbt++eRj8sr4yY3qFy5Kq++2g6ABQvmOUxyvHbtb6SkJBEUVICXX85f04Lz+vgXRYGOtdzwcVMREW3GaJEJ8VFjtsgk62WMLiVwc3HGaDQwY8bkPPk3UDzIoeqknTx5EoAqVR5emFulShUOHjzI5cuXKVOmzFO3s2LFCqZNm4abm1uWx6lWO1S+9czOnj3DzJlT8fT0oly58nz11QTc3V2faRuX4izcm9FUpoBTjvxNVHcvc9z7ryJryUYDpu7tAdB+tw7B6elT/BztmMTGxjB37jcA1K5dl4AAPztHlPOy8ph06tQZk8nI1q1/Mm/eLHQ6HTVq1HzgMc8zbvKbrDwm7777PuHh5wkPD2fu3JmMGTPeriVP09PT2bFjGyDw4Ydd0OlyR9WyrDom+WH8VynmzJA2Aj/vT+VClBmDSUajFvB1EikR6I+X67v8u3E+J04c5+DBf3nppcf3fnoSR/s8UTyaQyUOsbGxAAQFBT30s8DAQABiYmKemDhYLBZGjBhB3bp1adWqVZbHKIoC3t7PdpLtSA4dOsTUqRORZSt169Zm5MiRz/WhcyMxDScnDQJQvYwnOm3OvdA9PHQ5tq/8RDKIxN79fy8vF0TnzP+dHeGYmEwm5syZgcGQTtmypenf/3O02szfRctrsuqYDBjQF7Cyfft2Zs+ezpgxY6hatWrGz19k3OQ3WXVMRo78kl69elG9elW8vV3tmjh4e7uycOECdu7cSZMmDXJddb0XPSb5Zfw39Halfpg3F6NNJKVLCAIs352AwQxWzw74H9lAXPQNZs+eTvPmTTJfXOERHOHzRPF4DpU46PW2DoSP+rC/V3v93mMeZ9GiRVy5coXZs2dnfYDYahonJ+e+Lp4Ax48fo1evzxAEgUaNGtOzZz9SUoyA8Zm2k6yXuBpjOw5F/NQY0vQY0rIh4P+jUol4eOhITtZjtSoNqrKabPyv7npiYjqC09P/xo50TBYsmMf58+G4u7vRq1c/0tLMpKWZn/7EPCY7jkmXLp+SlJTKgQP7GTlyFMOHj6RMmXLA842b/Carj4lW68a0abNxd3d/rvfwrKbVuvHKK6+SmJh7Phuz6pjkt/Hvr7N9AbSu6MSP+1IBkQI1P+b2hrFcunSZH35YQseO7z7zth3p8yQ/8vDQZepuj0MlDvfm05pMpocqIRmNxgce8yjXrl1j7ty5fPrppxQuXDjb4rRYct+APn36FL17f4bBoMfT04uPP+6BKKqf63c5d8PIvcayJfyfbxsvwmqVcuUxcHTyfX9Ti0VCUGX+b2zvY7J9+1/8/bdtukSvXv3w9vbL92Mka4+JQI8efTAYDJw8eYLbt+Mztv0i4ya/ycpjotO5ZmzLbDaRkJBAQEBglmw7M8xmM1euXM5VXa0f5UWPSX4e/5ULaTgarOHsTTMuhevhF1Ke2MiTfPfdApo3f/W5p4rb+/NE8WQONZEsICAAgOjo6Id+dq8U670pS48yadIkPDw8aNWqFTdu3Mj4slgsWCwWbty4we3bt7MneAd2/vxZPv/8M/R6Pe7uHixcuJiCBQs+9/YilDKsCgciSRK7d+8A4K233iEsrJKdI8qbNBoNffsOYujQEdSuXdfe4Sjuio+PZ8yYEUyc+BVpaak5tt8tWzYyevQXLF++OMf2qXAsgiDwRg1XXLQCgiBQoF5fVGoten06q1f/aO/wFNnEoRKHsLAwAI4dO/bQz44dO4aLiwvFixd/7PNv3rxJbGwsLVq0oGnTphlfMTExXL9+naZNmzJkyJBsi98RRURcoGfPT0hPT8Pd3Z358xdRpEix596eLMtERNs6RGpUtqlKCoU9iaLI8OGj6Nz5Y9q2fd3e4eRpTk5OhIVVzPg+Pv4OVy5fsmNECrVaTVJSIjExUcydOwtJyv4rtfHxdzI6shcpUjTb96dwXJ4uIq9VcwHA1bcooU36EBhUkO3b/+LGjet2jk6RHRzqrK9p06aMHz+e5cuX06ZNm4wFX6dOneLQoUO0b98+Y/1DbGwsKSkpFChQIGP60rBhw0hNffiKy4gRI9BoNIwcOTJf9XS4dOki3bt/TFpaKq6ubsyb9wMlSpR8oW3eTpVITLd9MBXzV6NR5a6FcIq8SaPR0rx5S3uHka/Ex99h7NgRGJOTmGPvYPIxDw8P+vUbzOjRwzl+/Ahr1vzCG290zNZ9rlixBKPRQKlSpalXr2G27kvh+KoW1XLyuonTN8z4lGmJmHoZffRxliz5nuHDR+e6BfOKJ3OoOw4+Pj7069ePM2fO0KlTJ37++We+/fZbPv74Y/z8/OjTp0/GY6dPn06rVq0ySrgC1K5dm2bNmj30pdPpcHFxoVmzZo8s9ZoXxcbGMH78GNLT03BxcWXu3IWUKhX6wtuNiL5vmlKgMk0pTxFFqF7P9pXJ7uH29MsvP/PLLz/nyBVWxcNcXFzx8fEl3aDnCFrSylTOFeMmLypevAQff/wpAGvWrObo0cPZtq9Tp06yf/8+BEGka9duiPn9mOey983skDFlycmWIOhKv4XRLLJ37262bt1s5+gUWc3hRnnnzp2ZMmUKBoOBCRMmsGTJEurWrctPP/30xPUNiv/YkobRGAzpVKxYmTlzFmRUQHlRDyQOyvqGPEXQaFH1+AJVjy8QnqEZoD3s37+PtWt/Ye3aXzhz5pS9w8mXnJ2dGTToC4qXLs9Mg4p+F65z+do1e4eVbzVo0Dij+drcud8QFXUry/dhNptZuvQHAJo1a/5C017zitz0vpmd3HUiHarbpiw5ufuTLLkRn5DA7NkznloNU5G7OFziANC2bVvWrl3LyZMnOXDgADNmzKBQoUIPPGbSpElcuHCBWrVqPXV727dvZ8uWLdkVrkO5eDGCoUMHEBcXS2BgMBMmTKVcuQpZsm1ZlrkYa1vf4KIVKOitypLtKhTPIjLyCvPn2ybHtGz5qrIY2o50Oh2DB39B6dJl0evTmThxLJcuXbR3WPnW++9/SKlSpdHr01m48Nss7+K7ZctGbt26gbu7J2+99XaWbluR+1UqrKViIdsFxWL1u4Og4fbtOL79NnvK4yvswyETB8XzOX/+LJ9+2oXz58/i7u7BiBFj8fHxybLt30ywkm60fRCVCFQjisq8RUXOSkpKZOrUSZhMRsLCKvHuux/YO6R8z5Y8DCc0tAzp6WlMmDCaixcj7B1WvqTRaOjTZyAVK1bms896Zvnccj8/fzw9vXjnnfdxdX2+UpuKvEsQBDrUcMXVScA9oCS+oU2QZFi37jciI6/aOzxFFlEShzzi9OmT9OjRjbS0VHQ6F/r3H5ylSQNAuLK+IU+TjQasXVth7drqgaZGjsJsNjNz5jTu3LlNUFABevfuj0ql3PWyN9loQNuzAyOuHSMstDTe3j74+/vbO6x8y8fHh6FDRxAYGJTl265T5yWmT59NgwaNsnzbuZWjv2/mNDdnkQ41XAEo1agXopMHRpOR8eNHZfkdMIV9KIlDHnDixDF69/4so+TqggWLKF26bJbv56LSv0FhR0uX/sCFC2dxdtYxYMCQ524upMg+/fsPYfjwMXh6etk7FMVdx44d5cCBf19oG/ef8Ol0LsqCaMUTVSqspXIRLWonV4rV/RirJHDq1Cm2bNlo79AUWUB59edyR48eok+fHuj16Xh4eLJw4TJKlnzx6kn/z2KVuXx3fYOni4C/uzJ0FDmrdOmyaLVO9O7dj4IFQ+wdjuIRtE5OeHt7Z3y/c+d2Dh3ab8eI8rdz584wZcoE5s795rnXnhiNRkaN+oK9e/9RrhgrMu31ai64OQsEh7XG1b8UVklizpyZykLpPEA5+8vFDh78l759e2Ew6PHy8uaHH5ZTrFj2VLmIvG3BbLX9f6lAjVKXWZHj6tdvyDffzKNKlWr2DkWRCefPn2XhwnnMnDmNvXv/sXc4+VLp0mWpUqUaFouZadMmER9/55m3sWbNai5eDOfHH5djNBqzIUpFXuTmLPJGDVcEQaBsi2Godb4Iah3ffLeCSzFmJElJQnMrJXHIpU6dOsGcOd+gUon4+PiyaNFyChUqnC37kiSZ3ecN3E6xkqyXKBHoUH0DFXlYTEwM8fHxGd8rU2Byj9DQMtSv3xBZlpg79xt27txu75DyHVEU6dWrDwULFiIxMYFp075+ppP/yMgrbNiwHoCuXbvh7OycXaEq8qCwQlqqFtVidAqBKl9wK0lgze8b6b/gGCPXJHDqusneISqeg5I45EIHD+5n8uQJWCxmmjR5maVLf6JAgeyZunHquomRaxJYsCOFI1eNHLxs5JcDacoLXpHtUlJS+PrrcYwYMZQbN67bOxzFMxJFkU8/7UmzZs0BmYUL57Jp0x/2Divf0elcGDRoGG5u7ly5cokFC+ZkasqRJEl89918ZFmiRo3aVKtWIweiVeQ1pQLVnL1lJtmpNATURBRkEo8t5PiVdKZuSlLOJXIhJXHIZb7/fj4jRw7DYjFTq1Zdhg79En//gGzZ16nrJqZuSuLYVROSLOPuLOChEzh/y6y84BXZymw2MX36ZKKjb6FSicpC6FxKFEW6dOlGq1ZtAVixYgk//bRcmSufwwICAunXbxAqlZr9+/fx22+rnvqcbdv+5PLlizg76+jcuWsORKnIayRJZv2xdFydbOcOTqU6YExPIuX6YTSRq4lPtbL6QKoybSmXURKHXGTatEl8//0CEhMTKFkylN69+6HJpk6VkiSz6kAq8alWAjxENCoBURAIcFdRKkijvODzIlGEijVsX3asmiLLMgsWzOPChbMZPQK8vLyf/kSFfTxl3AiCwHvvfcDbb78PwB9/rOPYsSM5HWW+V7Zsebp2/QSAlJTUJyZv8fF3WLVqJQAdO76Hj49vjsSYKznI+6YjuhJnITzKQslADQEeakQnT0SfcsiyzI0jq/ARY7kQZeFKnMXeoSqegTJZPReQZZlRo75g69bNAFSrVoNRo8Zla0m8ey/4YG81d1KsGf/u4SIiCALB3uqMF3wJpadDniBotKj6jrF3GPz66yr27fsHUVTRt+9gQkIKPf1JCrvJzLgRBIG2bV/Hw8OT69cjlQXudtK4cVOCgoIoU6bcEwtcHD9+FINBT8mSobz8cvMcjDD3cZT3TUeUbJAwWGRctAJF/NUk6SWkSn0w3D6JxZzC1b8n4tFkBskGyd6hKp6Bkjg4OJPJRL9+vThy5CAADRs2YeLEqdleR/veC16jgri7iYMggIfOtl8XrUB0kqy84BVZavfuHaxd+wsAH330KWFhFe0ckSIrNWrU5IHv9Xo9VqtVmYqWg8qWLZ/x/xaLhTt37hAYGPjAY5o0eZmAgCA8PT2Vng2K5+bhLOKsFkg3ybg7i5QM1HD2ljuaCt0wHZtBcvQ5nC5twMO5s71DVTwD5R3BgSUnJ/Phh+/cTRoE2rVrz6RJ03LkjfzeC/5KrAXr3dwgwEOFWrRdpUo3yTirBTyclSGkyBqSJLF5s61BUNu27WncuKmdI1JkJ7PZzIwZUxg7dsRzlQlVvBi9Pp0pUyYwduyX3Llz+6GfV6gQlm2V+hT5QzF/NaHBaqISLMiyjIdOpLCPGnWhZoi+YUiSTOKxH/BUJdo7VMUzUM76HFRCQgJDhw7g8uXLd6uT9GDYsJE51j+hmL+aEB8V1+7YXvAqEUJ8bDeoZFkmKsFC6WA1xfyVm1Z5hWw0YP3sdayfvY5sNOT4/kVRZMSIMbzzTifeeuudHN+/4vk877iJj4/nxo1r3LhxjREjhhEZeSUbo1T8P0mSiI+PJyEhnkmTxpGamsK6db8RGxtj79ByFXu/bzoyURToWMsNHzcVEdFmUgwSgZ4iOq2IqdxgBLUOq1nPl18OUwom5CJK4uCAbt68wahRw0hMjKdQocKMGPEVXbp0y9EYRFHA203ESSOQrJfxdhURBUgxSEREm/FxV/FWLTdEUWkEl6eYjLavHHR/XXkXF1fatHlNmR6R2zzHuAkMDGT06PEUKFCQhIQ7jBkzguPHj2ZTgIr/5+rqxpAhw/H29uHmzesMGzaQVatWMnz4YNLT0+wdXu5ih/fN3CKskJaBrTypVERLYprE5TgrXi4iwcF+FKrbDQQVF69c499/99g7VEUmKZ/ODubvv7fyxReDuH07jsDAYObMWUDLlq1zPI7LsWYS02QqFtIS5KVCoxK4HGchMU2ichEtA1t6ElYoeyo6KfKPhIQEhgzpp9T3z6cCAgIZPXoC5cpVwGDQM2XKRP7+e6u9w8o3/Pz8GTz4C9RqDUeOHCY2NpZXXmmBi4urvUNT5CFhhbSMbe/NxLe8GdPei8lv+zD/Q19K13yNEvU/wYgLc+cvJDExwd6hKjJBmWfiQJYu/YEFC+ahUonUq9eQYcNG4OHhmeNxyLLMH8fSAfBxU/FJE3cC3FUkGyQ8nEWK+auVOw2KF5aWlsrXX48jNjaGrVu30LhxM3Q6nb3DUuQwNzc3hgz5ku+/n88//+zkhx8WkJaWRtu2r9s7tHyhcOGihIQUJiLiAmazmbi4OGRZzrFpsYr8QRSFhyowtq7iwnrpdZJuneFG3DVmzp7DzGkT7RShIrOUxMEBWK1WRo8ezrZtWwAICQlh8ODhdkkaAE5cM3Htjq2SUpCnilrFnZREQZGlTCYT06Z9zbVrV/Hw8GTYsJFK0pCPaTQaPvusF4GBQWzc+DuVKlWxd0j5xu7dO7h69RKBgcGo1WqOHDlITEw0QUHB9g5Nkcc1KuPM5VgLhnofc+K3Qfy+bg1VK5ejbZsO9g5N8QRK4mBnKSkp9OzZjfDw8wDUrFmbqVNnodXaZxqQxSqz6YQ+4/tXq+iUpEGRpSwWC3PmzOD8eVuDt2HDRjxUDlKR/wiCQPv2b9K06ct4enpl/LvZbMq2Rpf5XUxMNEuXLgKgS5eP8fX1o2DBECVpUOQIQRB4u7Yr0YmFueAZjCE5hvETJlOtam0CA5Ux6KiUNQ52dPnyJd5++3XCw8/bXkBvv8esWfPtljQA7IswcifVVn+1VJCaMsFKczdF1pEkiXnzZnH48EHUag0DBw6jSJFi9g5L4UDuTxrOnz9H//69CQ+/YL+A8rDff1+DwaCndOlytGnzGvXqNaBYseIZP09LS7VjdIr8wNVJ5P2X3KjYdhQaZzcMBj09evdGkpQeUY5KSRzsJCLiAr16fcKdO7fRaLR8+eUY+vYdZNeY0k0S2878d7ehdSUXZZ5rfiIIUDrM9pVNx/3YsSPs37/3blfogQ80o1LkUtk4bn77bTV37txm3LiR7Ny5PUu3rbDdZWjXrgPdu/d6qJJZePgF+vbtyZ49u+0UXS6RA++beV0RPzXt6wRTpvkgEASuXrnIlOnT7R2W4jEEWSme+0ysVon4+BcrVbd79w6+/34BBoMevV7PpEnTKF8+LIsifH4bjqez46ytDnW1olreretY3VzVahFvb1cSEtKwWJSrEY7geY7Jxo1/4O/vT82atbM5uvwpL71O9Ho98+fP4dCh/QC88kor3n+/M2p17pplmxuPyYoVS9m0aT2CINKzZx/q1q1n75CyVG48JnmZLMus2JfGqu/GcOv0NlQqFQu+/Y6qVavaO7R8w8fHFZXq6fcTlDsOOUivT2fs2BHMnz8Hi8VM7dp1Wb36d4dIGhLSrPxzwZY0qFXQoqKyUFWRNWRZxmw2ZXzfunUbJWlQZIpOp6NPnwG88cbbAGzduolJk74iOTnZzpHlXnp9Ohs3/oHVan3i4959txMNGzZBliXmzv2Gf//dm0MRKvIjQRB4u44bjToOx9kzEKvVyoAhg0hLU3qKOBolccghV65cpmPH19m06Q9SU1Np3/4t+vYd5DCVZLac1GO5+zlSL9QZHzeVfQNS5AmyLPPTT8sZN2600lRK8VxEUaR9+zfp128wzs46zp49zfDhg5Sa789BlmUWLvyWlSuXMHfuzCc+VhRFunXrToMGjZFliTlzZnLgwL85E6giX9JpRXq2CqRyu7GIKjXpehOTZy+0d1iK/6MkDjlg48Y/+PDDd4mNjUGt1vDOO514442ODtMd92aChSNXbVeEXbQCTcs72zkihT3IRgPWz9/G+vnbyEbDi29Pllm+fDEbNvxORMQFTp48kQVRKhxNVo+bx6lRoxZjx04kMDCYUqVCH1hErcicrVu3cODAPlQqNa1atXnq40VR5JNPelCvXkNkWWLWrOkcPLg/ByLNPXJq/OcXhf20dH61CuXbfIWTmx87d+1i49Yd9g5LcZ/cNVE0l7FarUyaNI4NG9YhyzJeXt5MnjyTihUr2Tu0B2w4ls69lS7NKuhw0TpGQqOwg9SsmQIiSRJLlnzPX3/9CUDXrp9Qu3bdLNm2wgFl0bh5mpCQQkyYMBkQMgo36PW2ZpU6nUuOxJBbXbp0kRUrlgDwzjvvU7JkaKaeJ4oin33WC4A9e3axc+d2atSopRTOuF8Ojf/8om4pJ8Ib12djchQ3T6xnxpx5FAkJQudbUmlE6wAcMnHYsGEDixYt4uLFi+h0Ol566SUGDBhAwYIFn/i8pKQk1q1bx65du7h06RIJCQkEBwdTs2ZNevToQXBwztUFjoq6Sb9+vbh69QoAZcqU45tv5jncVbLzt0yER1sA8HEVeamUk50jUuR2kiTx3XffsmvXdkDgk0960KhRE3uHpcgj7k8QZFlm/vy5XL9+jT59BlCkSFH7BebA0tJSmTVrGlarherVa9Gy5avP9Px7yUORIkV55ZUWStKgyFaCIPBmTVdu3H6NpKizxEb8Q5dPe1D49cWYBR3OaoHQYDUda7kRVkjp8ZLTHO7S8ooVKxgwYABOTk4MGzaMzp07s3fvXt5++21iYmKe+NwTJ04wadIkZFnmvffeY8SIETRs2JD169fTpk0bLl68mCO/w5kzpxg0qB9Xr15BFEXeeKMjixatcLikQZJkNhz/r/xqq8o61CrlA0Hx/KxWK/Pnz2HXru0Igkj37r2VpEGRbRITE7l06SLR0bcYMWIoO3b8jVIo8EGyLLNgwTzi4mLx9w/g0097PNeJvyiKtG7dNqMZnyzLnDt3JqvDVSgAcNYIdG7ggXe517FarZjS4onaPopifiq8XEVORJqYuimJU9dNT9+YIks51B2HhIQEpk2bRvny5Vm+fHlGyb369evz5ptvMmvWLMaPH//Y5xcvXpwtW7ZQpEiRB/69UaNGdOnShVmzZjFr1qxsi99qtbJ27S+sWfMrIFO8eEl69uzDSy/Vz7Z9vojDV01EJdpWRBfyUVG5sJK5K15MUlIip06dQBBEevXqS506L9k7JEUe5u3tzcSJU5k37xtOnDjGd9/N4+TJ43z00ae4uTlWOWl7uXXrJqdPn0StVvP55wNwdc2av8uqVStZv34tb731Lq+91iFLtqlQ3C/IU4XOPxRryc6own8gPeo4l/f+QGiDbrgFaYiINrP6QCrlC3or05ZykEPdcfj7779JT0+nU6dOD9TpDgsLo0aNGmzevBmT6fHZZUhIyENJA0DdunXx8vIiPDw8W+IGuHQpgrffbs/q1T8CMg0bNmHRohUOmzSYLDJbTqZnfN+mitLsTfHifHx8GTr0S/r1G6QkDYoc4e7uzqBBX/D22+8jiioOHNjHkCH9OXv2tL1DcwgFC4YwduxEPvusNyVKlMySbcqyjFqtAWD16h/5+ecVyp0eRZa7EmchWS9RoMqbqIJsJbyvH/6Z6Ii9CIJAsLeaC1EWrsRZ7Bxp/uJQicPJkycBqFKlykM/q1KlCmlpaVy+fPmZt5uSkkJaWhq+vr4vHOP/u1fe7sMP3+X69UgSEhLo2bMvn37aE2dnx61O9M8FA0nptjf6cgU1lAjU2DkiRW4VHx/PqVP/VUwqUqQY1avXtGNEivxGFEXatn2dMWMmEBRUgISEOyxYMBez2Wzv0Ozm/hP5kJBCWdrATRAE3nijI++91xmA9evXsnDhPCwW5QROkXWSDRJGC5QOUuNZ9wsE1xCQJc5uGkdSXCQuWgGDRSbZoDTwy0kONVUpNjYWgKCgoId+FhgYCEBMTAxlypR5pu3OmzcPs9nMa6+99sIxgq3jJEBU1C0GDOhDePgFAPz8/Jk4cQpVqjh2p8MUg8SO8wZEEQQB2lV3zfidHNm9joaZ6WyoeHaypMJcrBQAao0KIRNjIiYmmkmTviIu7jYjRoyhdOlne20qsl5Ov06eZ9xkl9KlQ/n666ksW7aE+vUboNM5RrGHnD4mqampTJo0nvfe60TZsuWybT/t2r2Gm5sr3303n127dpCUlEC/fo7Tn+hJsuqYONL4z+3+/5h4u6nRaQVMVqhQ2JWTjSaRtPUzZHMqR38bQqV3fkCndcLbTZ0rzmHyCodKHPR620JdrfbhufZOTk4PPCazNm3axOLFi3nppZfo0OHF52GKooC3tyvLli1j8uTJGAwGRFGkVatWTJ48OSNOR/bn3iQQ1Tg5Qf0yLpQt6mnvkJ6Jh4fjfyjlTq4wa1GmH33+/HlGjx5NUlISwcHBFClSAG9v12yMT/Escu518mzjJrt5e7sydOjAB/5t8+bNpKam0qFDB7v2z8mJY2K1Wpk6dQKXL0ewaNECFixYgEqVfQ0933jjNQoVCmbixImcPn2SyZPHMX36dIfpU/Q0L35MHGv85wX3jkk1T5mKRfUcuaynbEEt1SsU5rB+LEn/jEBGxfFtC2jTaRDVQj2VNQ45yKESh3tXKUwm00PTfIxG4wOPyYxdu3YxePBgypUrxzfffJMlb2SSJDNs2DB+++0XADw8PBk5cgyNGjUhPd1Cerpj36qNS7ay9VgSkizjpBaoX1JFQkLu6OirUol4eOhITtZjtSq3Ju1p3769zJ07C4vFTGhoKQYPHo6zs0euGUt5mfI6edCdO3eYN+9bDAYjO3fupnv3XhQsGJKjMeTUMZFlme++m8/Bg4dxctLSs2dfkpOzvylZaGgFvvxyDJMmjadx45dJSnq2C3z2oLxOHM+jjsnrVZyIuKnnVKSeAl4qyleoxFF5MumHpyPcOcn5vauIbNUNL9fsS47zCw8PXabuwDlU4hAQEABAdHQ0RYsWfeBn90qx3puy9DS7d++mV69eFC9enB9++AF3d/csizMiIgKt1onKlasyYcJk3NzcsVgc+41HkmSuxFn46d9U4lOtuDsL1C/vjIsGh4/9/1mtUq6LOa+QZZm1a3/l119/BqBatRqMGvUlBoNyTByN8jqx8fDw4oMPPmL58kWEh19g0KD+vPnm27Ru3TbHr4pn9zFZt+43/vprKyDQo0cfQkKK5NgYKFKkONOnz0anc8nYp8lkeuQMAkeivE4cz/3HpFwBDQNaerLqQCrhURYMFpmgkFIkWDpjPLOIG0d+o/twPbPH9sbLJXfc5crtHCpxCAsLY9WqVRw7duyhxOHYsWO4uLhQvHjxp27nn3/+oVevXhQtWpQlS5bg7e2dpXF+9dUk0tPTKFasRJZuN7ucum5i1YFUTlwzcSXOgkoU8HcXea+uUq5Q8R/ZaED68jMAxHHzEZweXtz/7797MpKGli3b0Lnzh+h0OgwG5U5DfpWZcWNPgiDQqFETKlasxHfffcuJE8f46aflHDjwL926fUaRIsXsHWKW2LNn992qftC580fUqFErx2O4vzlfUlIiI0cOo3nzVrRs+Wqerdrn6OM/LwgrpKV8QW9blaW7naO9XV+lx7AzhP+7mrO7ljB4mj+TB7ytJA85wKH+wk2bNkWn07F8+fIHqjOcOnWKQ4cO0bJly4yrF7GxsVy6dOmhNQ979uyhZ8+eFClShKVLl+Lj45PlcQYGBuWqpGHqpiRORJpINci4Ows4qcBshVlbk5XmKYoH3Ym1fT1G7dovUbNmHT766FM6dfow18xjVmSzp4wbR+Dj48vgwcP55JOe6HQ6Ll++yIgRw0hOTrJ3aC/s0qWLLFgwF4BWrdrSvHlLO0cEu3fvJC4ulhUrltytcJWHP2tywfjP7URRoESghipFnCgRqMHHTcWccQPwCiyOLMsc3TCdkfP/IiHNau9Q8zyHuuPg4+NDv379mDBhAp06daJdu3YkJCSwZMkS/Pz86NOnT8Zjp0+fztq1a1m2bBm1atmurJw6dYoePXogyzIdOnTgn3/+eWgf7dq1y7Hfx94kSWbVAdvUJF93kfg0C6Ig4OoiULGQhohoi9I8RfFUFy+GU7hwUbRaLaIo0qfPgDx79VCRt/1396Eyy5cvJjAwEA+P3FUc4lEKFy5CtWo1EASBd9/tZO9wAHj11Xao1WpWrFjK7t07iIq6Rb9+g/DyytoZAIr8y8/TieWLF/P2u2+SlhjLv7+MYIKrJ8Peq46Pm7LmIbs4VOIA0LlzZ7y9vVm8eDETJkxAp9NRt25d+vfv/9T1DRERERmLqCdOnPjIx+SnxOFKnIXwKAsBHiou39cgpbCvGkEQH2ieovRxUPw/WZbZvHkDK1cuo169Bnz2WS8EQVCSBkWu5+PjQ58+A5Ck/+a2R0ZeYc2aX3nvvQ8ICMjcWjpHodFo6N27H5JkdZi7gIIg0LLlqxQsGMKsWdOJiLjAsGED+fzz/pQtW97e4SnyiIIBniz+fgmdPngbY3oyu5b1RxTnMOSdikrykE0cLnEAaNu2LW3btn3iYyZNmsSkSZMe+Lf27dvTvn377AwtV0k2SOjNEol6GZPF1gzI00XE29X2weKiFYhOUpqnKB5m0Ov5bsE89u/fC9hKPFqt1gc6uisUud39J9lLlvzAhQvnOHbsCK++2o62bV936CaeUVG3+OefXbzxRkdEUUSlUmVr2dXnVbFiZb76ahLTp0/m5s3rjBs3mn79BilNIhVZpmTRAnw79zs+7d4FsyGNnUs/R1TPZ9CbZZTkIRs4xqUJRbbwcBZJ1sskptoSA61aoGSgBrBdMU43yTirBTyclWGgeNDYr0awf/9eRFFF584f0bNnHyVpUORpXbt+QrlyFbBYzKxb9ysDBnzOnj27H+jA7Ciio6MYN24069b9yrp1v9k7nKcKDi7AV19Nol69hgQGBlG+fJi9Q1LkMZXDSjNn9gI0Ts7Issyhjd8wY/117qRakSSZSzFmjkUauRRjRpIc7zWdmyhnAnlYTLIFWbYlCJ5qCA3WolHZkgZZlolKsFC5iJZi/sowUPDAtI3oqFt4e/vy+ecDlG7QinyhUKHCDB8+mkOHDrBy5VLi4mKZN+8btm3bwgcfdKVEiZL2DhGAW7duMn78aBIS4ilQoCBNm75s75AyxdnZme7de5OWlpbRj0mSJK5du0rRok+vlqhQPE2NKmEsmL+YYV9NITUplgO/f82XKQNxdffi2h0rBovtYmlosJqOtdwIK+TYpYIdlXKpOY+6etvC70f1lAhQ46QR0KhFZBmskkyKQSIi2oyPu4q3arkpC6MVAKSlpRElqLkhCVSqXJWJE6cpSYMicwoUtn3lcoIgULNmbaZO/Ya33noXJydnIiIucO1apL1DA+DGjeuMHTuChIR4ChYsxIgRY/H09LJ3WJkmCAJubv+VAf/zz0188cVgfvxxWe6uupRHxn9eUDmsLHOnjMfN05vkOzf5d0Vvth0IR6eF4v5qvFxFTkTaqk0qVSWfjyA74n1YB2a1SsTHO3bN+qR0iZl/JpGstx3awr4q4lKsGc1TnNUCpYPVvJXLMm61WsTb25WEhDSlYU82OX78KHFxsTRr1jxTi6CVY+J4lGOSdeLj49m6dRNvvvlOxvqB8PAL+Pn54ePjm+ntZMUxiYy8woQJX5GSkkThwkX54ouRub4i1OLF37Ft2xbAVhmqR48+FC5cJEf2rbxOHE9WHpOLV2/R8YMuWFKjETSuuDeYTMUKZXDWiMiyTES0mcpFtIxpr1SVvMfHxzVTnaOVxOEZOXriYLHKzPs7hcjbtipKJQLUfNrEHQEeaJ5SzF+d614syht91kpJSWH58sVUrFiZevUaPNc2lGPieJRjkn3MZhP9+/cmOTmZFi1a0bp1Ozw8PJ76vBc9Jnq9nr59e5CSkkzRosX54otRD1y5z80OHdrP998vICUlGbVazVtvvUurVm2yvTqU8jpxPFl5TC7FmOk9ey9R24YhW9JBrcO51mh8ClfG101EqxJIMchMfMtbqSp5V2YTB2WqUh4iyzK/HU7LSBq8XUU+qOeGShQeap6S25IGRdY6eHA/gwb1Yc+eXSxfviSjjLFCoXi85ORkfH39MJtN/PHHOvr06c5PPy3P9iZyOp2OLl26Ub58GMOH552kAaBGjdp8/fV0qlSpjsVi4ccflzFq1BfcvHnD3qEpcrFkg4TatyyV3pqJqHEHix7Dv19y+8JfXI61cC7KxJXbZvaGG0h9QmVJZWH1w5Q7Ds/Ike847A03sOZwOgAaFfR+xYOC3nln4bNyhejFJSYmsHTpIg4c2AdAgQIhfPZZT0qWDEU2GpC+6guAOGImgtPTS1Eqx8Tx5PQxeZ5xk5vJsszRo4f59ddVREZeAUCrdaJZs+a0adPukWsOnueYyLJMUlLiAw3TZFnOs31UZFlmx46/WLlyKUajifHjJ1OkSNFs219WvU7y2/jPTll9x2HY6gS8XEVIj+Loqr5Y0m8DIpoy7yGUeAejFWoWd8LTRaREgJpKhbWEhWhx19muqZ+6bmLVgdQHpnnn5YXVmb3jkHfOKvO5y7Fm1h1Jz/j+rVqueSppULwYq9XK1q2b+fXXn9Hr9QiCSNu2r9O+/RtoNPe9Ad66Zr8gFblXPho3giBQrVoNqlatzrFjR1iz5hcuX77Ipk3rqVWrdpYsVjabTSxa9B0nThxj3LjJ+Pj4ZOw7rxIEgSZNXqZy5aqcP3/2gaQhNjbGsZvy5aPxn1sU81cTGqzmRKSJUkEFqNtlEcdW9yHt9hUsF35ElrV4lO2Au7OALMPFGAsXYyysOZxOcX817s4CW07qSdZLBHurcdEKpJtkTkSauH4niYGtPPNk8pAZypllHpCYLrF0Tyr37qA1KutM1aJO9g1K4VAiI6+yfPliAIoXL8lHH31KsWJKCUSF4nkJgkDVqtWpUqUaJ04c4/TpU5QqVTrj59u3byMkpDChoaWfsJWHJSUlMmPGFMLDzyMIIufPn6Vu3XpZHb7D8vHxpW7d+hnfR0ZeYfjwIVSvXpN33+3k2AmEwmGIokDHWm5cv5NERLSZYG9XqrzzLSfWDif1znW0cX9TpXAS9Ut250KsirgU2x0OWxJh5vAVE/GpVgr6qEgzSug0KtydRdyCNEREm1l9IJXyBfPnwmolccjlzFaZxbtTSDXYsobSwWpaV9LZOSqFI9Dr9Rn10osXL0Hr1u0ICgqiceNm2b7wUKHILwRBoHLlqlSuXDXj35KTk1iy5AcsFjOlSpWmbdt2vPJKk6du6+LFcGbOnEZ8/G10Ohc+/7w/lSpVyc7wHd7Zs2eQZZmDB//l6NHDtG7dlrZtX894b1MoHieskJaBrTzvm24kEth0EqEp+0k4uZLb146z+YeB9O7dH5+Qcpy8ZuLEdROXYiwk6SVctAKpBplUg4XrdyyUDtbioRMJ9lZzIcrClThLvlxYrSQOuZgsy/xyII0b8VYAfN1E3qur9GXI71JTU1m/fg1//bWV8eMnExxcAID33vvAzpEpFPmDxWLlpZfqs3fvbiIiLjBt2hR++mk5DRs2pUGDxg9NZ5JlmU2b/uCnn1YgSVaCggowcOBQChQoaJ9fwIG0bPkq5cpVYPnyxZw9e5rff/+N3bt30LHju9Sr11C5CKJ4orBCWsoX9P6/qpJtuHKlHBMnfsXp06fo0eMjunXrzgcfdKVFRR3bTus5d8uERg0ms207VgnO3TJRKlCDp4tIdJJM8hMWVedlyisuF9t9wciRq7YGJk5q6NLADVcn5ZDmV2aziY0b19OvX082bPgdg0HP3r3/2DsshSLf8fHx4dNPezJr1nzateuAm5sbsbGx/PTTSnr1+pRDh/Y/8PjNmzewcuVSJMlK7dp1GT/+ayVpuE+RIkUZPnw0/foNwt8/gISEeObPn8P48aPtHZoiF3hUVckSJUoybNiX+Pr6YjabmTdvFt27f0RKSgolAjQU8FJTKlBDpcJavF1t51WyDOExZq7dMeOsFvBwzp/nW/nzt84DwqPN/HHsv8XQb9d2I9hLuYGUH5nNJv78czP9+vVm5cqlpKWlUrBgIQYN+oIOHd6yd3gKRb7l5eVNx47vMn/+9/Tr149SpUoBEBr6X0f2GzeuU61aDQoXLkrXrp/Qu3d/dDoXe4XssARBoEYNW1fvd97phKurG9Wr18z4uSzLKEUiFc+iRIlS/PLL73f7GAkcO3aEN99sy63wfYQGq4lKsOKsESgdrCHAw9YAUpZkwqMsOGmgqJ/Kvr+AnShnmrmEJMkZt9qs7dqQBgAAM0JJREFUksy6I+nce49sVt6ZioXz5+r+/E6WZYYPH8KNG7aqHt7evrz55ts0aNDo+W7h+wZkcYSKfEEZN0+k1Wp55ZVXqFHjJaKiotFoNPzxxzpat27LokULuXDhPBUrVsbNzR2LxfxgpTPFAzQaLW3avEbTpi+j0fw3v/zAgX/ZuHE97dq1p2rV6jk7hUkZ/7mWs7OOqVNnsXbtL8ycOY2kpEQGD+5L5RqN8Cw9gIhoCPZWU8RPhcVqOw9z0gioRYG1R/S0r+6S76aHK30cnpE9+jjcX0tYb5KISZZw1giUCFBTr7QzXRu45ekyffcoPQNsUlNTcXFxyfhg/O231ezY8Tdt2rxGkyZNc/SkQzkmjkc5Jo7n3jGJj0/l33//ZenSRSQk3OG99z7gwIH9XLwYnvFYnc6FOnVeol69BoSGllHm8GeCLMt88cWgjL4aBQqE0Lbta9StWx+1+tHXR5XXieOx9zG5ceMGQ4b049KlCDw8PClcogK68u8TI5fI6OPg6mQ71/Jxs91tqFhIw7t13dCosvYc7P6LxbZ1GepsT1Ay28dBSRyeUU4nDqeum5i6KYn4VCvB3ipuJViJTbKSbpJx14nM6uRDjeL5o+GMvd9U7O3mzRts2bKR3bt38vnn/alWrQYARqMRURQfuPqWU/L7MXFEyjFxPGq1iF6fxIwZszh+/CgAAQGBfPZZL8qUKcfNmzfYs2c3//yzi/j42xnPq1evIT16fG6vsHOVpKRENm/eyLZtm9Hr9QD4+PjRvHlLGjVqiru7+wOPV14njscRjoksy6xYsZQ9e3aRkpKMLEOpctWp17wjJYoUopi/muPXTPz0b1pGCfwSAWq6NnTHWZM1J/b2ajynJA7ZJCcTB0mSGbkmgRORJor5q7mVaCUq0VZBSRRkXJxU1CyuZUz7/FFL2BHeVHKa1WrlxIljbNu2hRMnjmX8e5MmL/Pxx5/ZMTKb/HhMHJ1yTBxLWloqmzatZ8uWjej1RlQqFW3avEa7du1xcnqw344kSZw7d4bdu3dy+PABOnf+iAYNGgMQFxfLhg2/U7NmbUqXLvvYK+n5XXp6Gn/9tZVNm/4gOTkJgEqVqjJkyPAHHqe8ThyPIx2TtLRUfvxxOdu3byMq6hZWq5U2bV7j888H4OzszPlbJpbtScVosT2+oLeKbo3cM7pOP68HLxb/13guKsGCj5sqWxvPKYlDNsnJxOFitIl+P8ZjtkCqUcpY04AApYM0qFUCiWkSE9/yzhe1hB3pTSW7Wa1WfvttNbt27SAh4c7dfxWoWrUarVq1oWzZ8lk+PU02GZEmDQZAHDoZQfv0JoL56ZjkFjl9TJ5n3OQn06dP5vDhg6jVImXLVqBz548yVTHJbLZVzLs39XDjxvWsXLkUsE1nqlSpMlWqVKdSpcp4eHhm3y+QS5nNJvbu3cPWrZvp0OGtjDu0t2/HceLEMerVq0dISOALv06U8Z91HPHz5NixI3zxxSASEuIBcHNz46233qVr10+4lQTf7Uwh3Wg7OfN1E/mksTt+7s+3aPr+i8UlA9UkG2QsVtt2ASKizVQukn0XizObOCiXLByQySJz9KqR3w6lcSXOgruzgHjvJFGAIr5qvF1VWCU5X9cSzmvMZlPGSYJKpeLkyeMkJNzBzc2d+vUb8vLLLQgKCs6+AGQZrkb89/8KRWYo4+YBZrMJs9mMi4srAO3atScmJopPPvmY0NAKWK2Z+xv9/1qlUqVK07BhE44ePUxKSjL79+9j//59gEDJkqXo0ePz7H1/yGU0Gi2NGjWhYcPGD/z7rl07+O23VSxbtpgGDepRu3Z9ypat8PxrSZTxn6dVqVKN33/fwpw5M1m37jdSU1NZtGgha9b8wgcfdKF7i7dZ9E86CWkSd1Il5mxLpltjdwp6P/vpdUSMmaNXTUgyHI00Y7n7XnEzwVZO1lEazymJQw562mKX2GQr/0YYOHTFhN4kk6yXUYkCVitonQT83VUEeoo4a2xvcOkmOV/XEs4LjEYjx44dYd++PZw+fZJZs+bj5uYGQIcOHTEY9FSvXkOpsqJQODi9Xs/27X+xadN6atasTefOHwFQokRJpkyZga+vOwkJacDznVyGhpYmNLQ0kiRx8WIEx44d4dixI1y7dpWrV6/g5eWd8djdu3eQnp5O+fJhhIQUyhfFMx7n/393Pz8/ChYsxM2bN9i1axd//70DT09PatasQ+3adShduqyyIF3xAK1WS//+g+natRvTp09m+/a/SExMYNas6ezY8Tevv/kBJ6lEXJpIikFm3l/JdG3gTjF/9VMXOFusMheizZy8ZmLHOQPX7vzfxWJAb5I5fcNEkIcKk9X+F4uVxCGHPG6xy5s1XBFFgb0RBiKiLQ88x91ZIMRbRZpJpnJhDar73sxk2TbnrXIRLcX8lcOYm6SmpnL8+FGOHj3M8eNHMRj0GT87efIYdevWB6BKlar2ClGhUGRSbGwM27dv4++/t5GWlgrAiRPHsVqtqFS2KQtZeSIqimJGEtGx47vEx98hMvIqzs7/FcnYtGkD165dBcDDw5Ny5SpQunRZQkNLU7hwkYy48qOGDZvQoEFjrl27wsGDe9m27W+SkhLZtm0ze/bsZP78RYii7UKNLMv5OulSPMjLy5uxYyfSs2cfpk6dyOHDh0hNTWHFknm4uXth8QpDV6wFeAQwcUMialEgPlV6aIFzmQIaLkTZkoUzN00Y7nanlmUyLhZrtODtqkJvkkkzSiDD9TsWZAGS9fa9s6WccT4jWYZLMeZnKpH1qMUuSekSO88Z2HbaQLkCmozSXgAaFVQuoqVuKWeS0iWmbkriUozl4YUy7irequWWLxZG5xVHjhxi+vTJyPJ/Vwz8/PypU+cl6tatR+HCRe0XnEKhyLRTp06yadN6Tpw4zr27CEFBBXj11XbUr98gx07OfXx88fHxzfhelmXq1WvAqVOenD9/juTkJPbv38v+/XsBKFiwEFOmzMx4vMFgeCDpyA8EwdY5uHr1SrzxxrucOHGCAwf+Rat1yri7K8syw4YNIDAwmEqVqlC5cpUH/s6K/CswMIgpU74hJSWZnTu3s2XLJuLj47h2egWmncvQ+pQkPehVzP4NKV3QieL+GlKNEvsijOyLMFIqUI2b88PvD/7uAqUC1cSnSVQsZLtYLCMTlWDl2h0z6SYZHzcV64+mkZwu0aKSLsvLwGaGkjg8o4R0K8NWJ2S6RJYkyaw6kMqdVCuFfFQYzDKXE63Ep1mRJJk0g8ylWAveriIBHirqlHKmejEtrk53r1D5wsBWnhl3K6KTbPutXETLW9lcmkvx/O7cuc2ZM6c4ffoUZcqUpUmTlwEoXrwksiwRElKYqlWrU61adUqWDFWuaikUDu5eZ+J7dw/OnDmVUemsQoVKvPy/9u48PKrybPz498yamewb2YBAwhIghEWIAlJAXDCoWHCpYtzqWvfl1drXvvbVirU/N4q0igsgeKm8Wq21SOvKYi1QlhDSACEJWcm+kH228/tjkkOGJASYkITk/lzXXGTm3Gd4zjxnu895nudccinnnZfc581cFEXhiisWccUVi7DbbRw+nEVm5n/IyjrIoUMHiY0docW6XC4eeOBurFYrI0bEMXJkHCNGjGTkyDgCA4P6bBl6k9FoZPLkqUye7HmHt6iokPz8PPLz89i5818ADBsWy8SJkxg3bjwJCePw9fXriyKLfsLfP4Arr7yaBQsWsnHjX/nTn1ZQU1NNY9lBXKUHMRjf5EjEVGoSFmEPGI/D6W6C7nDCtJE6FEXBYlKYEGMkabiJsZFGMovtHS4W+1t0+PnoUBSV+CEGQOH7A81kFNu4/nxfRob3bn8HSRxOk80OQb467cp/Wp6NgspabYgsh1Olos5J6TEXJbUO9hfY+Xt6EwpQ3eDZLk1RFKxmcLpULp9k5eIJPp2eQE4cZmJCTHCvPwxEnBpVVSksLCAr6xBZWQc5cCCT0tKj2vTa2hotcQgODub1198iJCSkr4orhDhFbf0Jdu/+N9u3/8iNN97E9OkXAHDRRRfjcDiYP/8SoqKi+7iknTMaTYwbN4Fx4yYA7uVp3zSytLSEhoZ6GhrqKS8v006QAYKDQ5g372KuueZ6wL2fG0xPtY6OjuG5515k797dpKXt4fDhLAoK8igoyGPjxs+5/PIrSU29ta+LKfoBo9HIokWLufLKq/noL1/xh7feo7k8E9VRj7NoC5VFW1AC4zGOSMESPJm6pkhGhBm4ONHCmNYRMttMHGbq9GJxcpyZa6b7Utng4u/pTTicUH7Mxcqv65g9xsyCJCvmHnqORHckcThNRgP4++hQVRW9DkL8dGSX2fnNn6tJjjdRUadqDwUBqKhz0mRT8ffxrFCjXmFIgJ4wf4XCahdh/rqTXnXW6ZRBMeRqf6eqKuXlZdTV1REfPwpwH4z/53+eoqWlWYtTFB1xcfFMmDCRpKRJHt/Rr5MGv4C+LoE4Fw2g9aauro6MjHR27/43aWl7qKs7pk378cd/aonDkCER3HTTLX1VzDOi0+m00Z4AoqKiWbVqLXl5uRw5kktubg5HjuRQXFxMdXUVTqdTi62uruaBB+5myJAIhg4dSkzMMGJihhIZGUlERCT+/gED6s6pTqcjPn4U8fGjWLLkOurq6khP30tGRgaZmRmMHz9Bi3VYrDQ2NvLsI/czbNRo4uJGER8/mri4OLkrMYjodDoSps4l/JLJDLXWc3D7BqoOb0VtKEZxNELeXzEU/BUFIzuKAwi/9CKiL7+CoKAgj+/p7mLxhBgTH21vIK/CgarCloMt/KfYzvXn+xI3xHjWnzotz3E4TWW1dq584Qg1jcefq2B3qLQ4ITnOTMAJD/841uRiZ04LAVYdQVYdFqP7keVBVneiUNfsGlTPYvBGb4/x3NjYQHFxMQUF+eTlHSE//wh5eUdoamokMjKaV15ZocW+9NILNDc3M3r0WEaPHkNCwjiPA/RA1R/H3R7spE5OT/thkOvr67nrrltpP/KR1erLpElTOO+8aUyZMg2LxXLa/8e5VidNTU3k5+cRGBioDfGanr6PF1743y7nufrqa7juuhsA9+/473/vICIigpCQMEJCQvrkyfYn422dtO84/dVXm1iz5h2PvmttwsLCueuu+0hMnAi4+5To9bpBc+fmdJxr20lnskvtPLWhmiBfHf4+OhpbXDTUluKqOURN/i6qizNpPlaCwdmAorgvMoaHhzN69BimTz+fuXPnn9Kwyi6XypaDzWza14T9eH7P8FA9JTVOsstO/6nT5/RzHL744gveffddDh8+jMViYdasWTz22GPExHT/0ByA/fv38+qrr7J3715cLheJiYk8+OCDTJ8+3euyudSOTY70enDaVZyqSnSwnogAPZGBeiIC9YT761jx1TH25dsYNcTgcUVGRkbqe01NTVRWVlBaWuLRpAhg2bJnyck53GEenU6PyWTyGDXl8cef6rUyCyHOTE1NNbm5ueTmZre+comKiuK///s3gPvhTjExQwH3qGZTppzHmDEJg24UIovFwtixCR6fJSZO5I9/fJvCwkKKigooKMinpOQoJSUlVFVVEB4+RIstKMhj1aqV7eZWCAwMJDQ0jNDQMObOna+NGtfS0kJtbQ1BQcGYTOfOyXT7Y/kllyzgwgvnkJeXS3Z2NtnZWeTkHKasrJSKinL8/Y/fdfj++29Yt24NERGRREZGaXds2l5DhkQMuvVtIBkZbmBMlIG0PBt+kUasZh3WIVEwJIoho3/CwcJ6Qmq/xa/6Bw4dOkBDQz1lZaWUlZXyww9bee21l7ngghmMHj2W2NgR+Pv7M2bMWKKiPM9/dTqFueMsjG+9+3Ck3EFVvZPvM5twulTGx5iICzZ02qTeW/3ubHX9+vU899xzTJ06laeeeorq6mrWrl3Lzp07+fjjj4mIiDjp/Pv27SM1NZXQ0FB+8YtfYDKZ2LBhA7feeitvvfUWM2fO9Kp8OgXC/N1DZFlMClaTgktVabHDU1cEMjqyY6X87AI/CqtqySqxy8hIvURVVZqbmzl27JjHOrNp09/IyEinvLycysoKbfhEcCcEP/nJPAwG92YRHR1DVVUlMTFDGT48ltjYEcTGjiA6emi/u3omhHCz223U1dV5jICzYsWr7N+fTl1dbYf4hoZ6HA6Htt0///zvz6kT2N6iKApBQcEEBQVrV8/b2Gw22jde0OsNTJw4ibKyMiorK3A47NTW1lBbW0NOzmGP5ptZWYdYtuw3APj4WAgKCiYwMJDAwCACA4OYMWMmCQnjAfeFnvLyMvz8/PD39+9XV+0tFgsJCeO1soL7zkthYYHHk8JLSkpQVRclJcWUlBR3+J7f/vb3xMXFA+5R+A4cyCQkJITQ0DBtBK3AwEBJLvopnU7h+vP9KKjs/JwvLNjK4zcuZeKw21BVlYyM/Wze/C1paXvIzc2hubmpXSKxheLiYpqbm7BYrISFhREREcnw4SOIjx/FuHGJJCQkcN98f7YcbOY3n9bQYlcJsCjkVThotqvEhhkYHWkkq8TOhu31TIjx/qnT/aqpUnV1NRdddBEjR45kw4YN2o48PT2da6+9liVLlvD888+f9Duuv/56Dh06xN/+9jeio90d1urq6li4cCEWi4VNmzZ51Q6zrNbO42uOb+yqqp7SY8A7e47D2CiDjIx0ClRVxWaz0dzciF7vpKSkglGjjl8N27p1M4cOHaC2tlY7ONXU1GCztQAK69Z9pO1kV6x4lR9/3Obx/VarL2Fh4URHx3D77XdpD2BzuVx9PkJKb1JtLbhe/R8AdI88i2IydzvPQLi1PND0dp2cyXpzJk7cHtPT91FcXEhFRQWVleXaxYCamhr8/f15883VWuyLL/6WtLQ9KIqO6OgYbfSguLh4YmNHnlHzo9MxmLcTVVWpqztGZWUlFRXlVFVVkpiYpN3Z2blzOytWvIrDYe90/jvuuEe7E3xicymj0YSfnz9+fn74+vpy+eULtT4olZUV/Otf/8THxweLxYrFYsHHxwer1YqPj4WQkGCio8O8rpPTXf9VVaWmpobCwgLKykooLS2hpMT9b2lpCStXrtL6RaxZ8w7/+MfGTr/H19ePZ599QeuYv2fPbrKzD+HvH4i/v/s3sVqtWCxWfH19CQgI7PfHs4G0nZzpOV95eTkFBXnk5bmbRn/55RfU1tZ0GmswGBg5Mt7dFNASwg/phTgwo1rC0Vkj0YUmMmzkBIaHGU6pWfw52VTpm2++obGxkdTUVC1pAJg4cSLTp0/nyy+/5JlnnunyalBBQQF79+5l8eLFWtIA4O/vz7XXXsvrr79OWloakydPPuMy2h1Q1+w67bsGA3VkJLvdRkuLDYfDjt1ux+FwYLe7/3Y6nYwZM1aLzczMoLy8DLvdTnNzM01NTdhsLTQ3N2Oz2bjnnvu12LVr32HPnl00NzfT2NiAw+EAFAwGHQ6Hi/fe+1BbR9LS9vDPf27ttHxms5n6+jptaMHZs+cwduw4wsLCCAsLJzw8HIvF2um8/X0n2+NUFQ6mH/9biFPRzXrT1NRES4t7G3fvG2zYbHZsNhsul5OkpMla7LfffkVe3hEaGxtpamqksbGR+vp6jh2rxW63884767TYjRv/Slra7k6L1LbfaOtndN11N3LddTcSFRU96J5Z0NcURSEgIJCAgEBGjozrMH369PNZu/YDmpoaqa2tpaamWrsIVFNTow1CAeBwOPD3D6S+vg5VdWG326iurqS6uhKACy+co8UWFxfx/vtruyxXauqt3HzzjQBkZx/m5Zd/h8lkwmg0YTabW/81YTKZuPDCOSQnuxOS6upqvvnm7xiN7mkmVOa2rv/bf/yBmLhRDBs2HHA3w8rNzcFgMGA0GtDrDRgMBvR6PUOHDmPUqNFa0qqqaofkeOLEJPR6HVVVVVRWVlBZWUlNTTWq6qKhoR5f3+P96Pbu3c1XX33Z5fK+/PIKLcn48ssv+OGHrVgsFsxmMyaTud2/JlJSrtSeRJ6fn0dxcRFmsxmDwYjRaGhdHiN6vYGIiAjtzo/dbsPpdGE0GtHpTj7gy0B3pud84eHu85KpU6cB8PDDj1NRUcGuXTs5eDCTvLxcjh4tpqKiAqfTidPpoLy8jMaWUprL8lBUByrgUEExh9Ds/xsIm4jVpFBS2zNPne5XicO+ffsAmDJlSodpU6ZMYceOHeTk5JCQkNBh+qnM3xbjTeJgMkJNg4v0T/8bneLCz6ygC9bz1v7jG3tsbCyPPfZL7f1jjz2ojbjjHgu8bYpKdHQMTz/9vx6xDQ312m3f9jeEwsPDef75/6e9f/zxh6ipqda+S1WPxwcFBXt03v2v/3qYsrJSXC5Xa5wLVXXhcqn4+vp6HJAfeOAeCgvztR0Z0Dqfislk4tNPN3rE5uRkd/pb6fV6vvzyW+39n/70OgcO/KfL3/a22+7EbHZfrdm/P53//CfDY7qiKFgsPhgMRmprawgNDQPAYrESGRmFj4+l9eWjXV0yGNw7tzY2m42iogKKigo6LcPixddqScauXTu1cdo7c9VVPyUsLBxw77R37drZZezChVdpHZ7270/XHsbUmQULFjJ06DAADhzIZNu2zV3Gzp9/qXYwPnw4i++++6bL2Llz5zF6tDuRy8vL5R//2OQx3eB0cHPr3wcPZJIwyb3NFBYWsHHjXzv9Tp1O4dJL5xMX594mS0tL+OyzT7osw7RpyZx3nruvUWVlBR9//FGXsZMnT+X882cA7iFtP/hgfZexiYlJXHjhTwB305P33lvdZey4cROYO/ciwL0+vP32G13Gjho1hksvXQC4t4E33ni9y9gRI0aSknKl9v6NN17Xtp8TxcQMZdGixdr7t99+g5aWlk5jIyIitSExAVavftujiV17oaGhpKYeH+ln3bo17fYRnoKCgkhNvU17//7771FWVorT6cDpdO8fnE4XTqcDPz9/Hn30CS32j3/8A7m5ObhcTvQOBy+0fv7Qg/egs/jy2mvH27e/9NILZGZ6bsttDAYj7733ofZ+165/s2fPvzuNBXd9tV04GjduPGazmdDQUEJDwwgPDyc0NJywsHD8/f09Tlo6O2EV/YeiKFitvlitvicd2nbKlKm8+ea7rU1Rm6irq6OhoYH6+rrWke5Ga7EBAQHMmvUTmpoatQtVTU1NNDc30dzc7HGXqbGxscvtBGDMmOPnHJWVFfz5z/+nvTejMrc1F33zzddZuPh6LXEoLy/j2Wef7vJ7Fy5cxNKlN2uxDz/8i9bfQ6edeBsM7r6R8+dfwo033ozL5eLo0WKeeeZXPP30k+j17pPR6upq7eJdUFAwERERWuKdk5PNypXLMZlMKIrCoUMHKCwsBMDHx4fgYHeSoKpQWnqUgwcP4Ofnj6LAoUMHyc7OAhRMJpMWC1BWVsacOfMIDg7RvjcjY7/7dzGbCQ0N0xKl0tISZs2arTUhzM3N5cCBDBRFwWz2Yfjw4ej1enx8TBw6lEVi4iRCQ92xR48Wk5V1CEVxN2cbPXpM6++kkJV1iPj4Udr5QFlZGYcPHwLAZDJpQxG3xcbEDCM83H3crqqqJCvLHWs0Glub0CkoCmRlHSQ8fIjWd6e2tkaL1el0TJ58nraPOXz4EEFBQURERAJQV3eMAwcyW38lhfPOcycB24CcnGz8/PyIiopBURQaGhr4z3/2a7/p5MlTtav+R47kYjKZtfMBq9UXl0slIiKKiIgoEhMn4nA4aGhoIONgNkWVTegVFdXRiNPWhNEvkNih7jI12tx3PQJ8vL8g2q8Sh7KyMgAiIyM7TGtrp15aWtpl4lBaWuoR217bd5aUlHhVxhBfPb+/MZTr39+FS3VRq0DtCeegRUWFPPnk8crZseNf2O22Tr+vsDAfg+F47O7dO2lqauo0Njg42CP2xKEC2/Pz8/OIzcjYR1VVVaex7hPs47H5+UcoLe38dzIYDB6xlZWVHDvmbjesKIrHS6fTodcr2sZlt7vvTLRNO/6vDp1OQVFc2neHhYVqB3+dTodOp0ev16HX63A6Xfj6WrVYRVFPWq+LFy/RYrOyDvDVV3/vMnbhwiswGNzDpebmHubrr//RZezFF1+CweBe1woK8vjmm6+6jJ0zZw4Gg7uda3FxAd9++3WXsRdcMIMRI2IBKC0tPmnslClTGD3afUWusrKM777rOnbChPGMGzcOgOrqqg5JhhmVm1sPgKWlR0k0nAdAXV0N33//LZ1RFBg7dhSjR7vb9dbXH2Pz5u+6LENkZCTnn38+AM3NjSeNDQ4OYtasWQDYbC1s2fJ9l7FWq5W5c+cC4HI52Lq162TLaDRw8cUXt36vi23btnQZ63I5SUlJAcDpVE8a29zcyFVXLdLe//jjNux2R6exEycmsWTJNdr7HTv+RX1958nAmDFj+NnPbtDe7969g8rKzrfl4cOHc+ut7mRAr9exd+8ujh492mlsZGQEt932c+19RsY+jhw50mlsUFCQx3ZfXl5GUZH7xMOMCq3rTV1dHYrd7hFrNptRFEW7mmsyGY9frTWZ0OmO392bNWsW8fHxWCyW1pcVPz+/1jbvgfj4mLTYxYuXdFrW/qjtROBUmgGIU2M0+nl0Oj5RfHw8Dz30SJfT29dJQsJYfv/7V2hpacFma8Fms3m8Ro8eo63TwcGBXHbZ5dhsNlpaWlBsNtjv3t+MH59IdHSUFmsw6IiMjMLpdOJwOHA43Hfi7Xb33yaTod1xDMB9rFRVVRsK1323ndZ+ODpAR0CAH42N7jtynr+JexubOXMW997rvoPf2NjILbcsJTv7sHYsttlsBAQEoqouxowZy6WXLqClxX33/+233+TAgUytee+xY7XahQT3CW906/LYyc/PIy1tr5bMV1dXUV9fB4DT6SAwMEgrf0VFBdu3/0u741dTU0NVVQUAZrOP9hvo9Tpyc3Oor6/XWgMcO1ZLRUU54E4G6urqtGUuKMjn6NGj2t2Xuro6ystLW39/IzU1NVpsUVEBubnZ+Pn5A+6LTG3nOnq9nsrKCi22uLgIf39//P0DtN+xrU+KTqejvLxciy0pKcZisWoXHZuamjh6tEib3lZ2cF9cM5vN2h2dlpYWjwuZpaVHURT3OlFeXopeb9CSLZvNRmFhvhZ79GgROp2+9f8oQ+8ElykYs68Zl08AEWNmYQkIR1VVSmqdTIk1MTrK5HVLl36VOLSdMHfWFKntSnRXJ9WnOn9zc3OHaadDp1OYnhDEpZfM97ia2LZBKopCbGwswcHHbyGmpFxOc3Nzh9t2iqIQHR3tEXvVVVfR0NDQ4XvBfcehfeySJYu1jaL9/w8QGBjoEXvDDTdQUVHhcVLf9q/VavWIvfvuuygtLe3kBF/BaDR6xD7xxOOUlJR02qxHp9MREnJ8x37fffeSn5/fIa5NZGSotrNatOhKkpISu4wNDw/UdkBz5lxIdHTXneajokK1ncqsWRcQFhbcZezQoREEBrpjZ8xIxt+/82ZMACNHDtV+i+TkqZjNXXdWi48/vk5MmzYZRel6/PexY+O02MmTE7n99lu7jJ0wYawWO3HiOH7+89u6jE1KGq/Fjh8/ukOszmGHj1Zp/29b7Jgxcdxxx+0nKcMEAgLcV+9GjYo9aWxiYmK79SeaO+/8eZex48aN02INhgjuuuuOLmNHjRqlxfr46E4aO2LECC3W19fI3Xff2WXssGHDtFiXy8U999zVZWxUVJTHtnHnnXfQVReyE7fl22+/VTvAnigkJMQj9pZbbu5yPxYQEKDVRUCAhdTUpR77k/ZO3O5TU5dSV1fXmvDrPf41m80esQ8+eB9NTU3u6Q47/PpBAJYvfw2fE/Y9v/vd86fcbGHRooXdxpzL2upG9B8BARYCAixER4edUnxwcDwJCccTEldzE2XXuhOH3724DJ2PpV1sAuvWdd1cqv2QroGBcXzyyf/hdDq1u/3upiju9+23Vz8/EytXrsDpdOJyuTxeDoeDsLAwLdbf38wzz/zaoxVD+9eQIUNITHQfa10uF6NGjegQ0zYtIiLCY3TKzz//XEtw3A8IdDdVdrlcBAcHk5ycrN0F2bRpE1arFaPR2NrvpY5jx46hqir+/v4kJydry7p582aCg4OxWq2oqkp1dTUlJSW4XC6sVivTpk3TyrZz507Cw8MJCHCf4FdVVVFQUICqqpjNZqZNm6aVb/fu3a373mAtNicnB3BfFE1OTta+Nz09nZCQEO3uRE1NDQcPHgTc5zbJycna75CZmdk6dLH7AnVtbS2ZmZna9BkzZmh/Hzx4EKvVqjWnr6+vJyPj+B3Z5ORk7TwoKysLk8nEsGHuOw5NTU2kpaVpsdOmTdMGasnOzqayXiWtPISGFhcBJgdBUXG0OHUUVtmJDDZx56XhhIZ6vw/qV52j77nnHr777jvS0tI6tEN9//33efbZZ1m1ahVz5szpdP53332XF198sdOYrKwsrrjiCn7+85/zxBNPdDr/qXA6XRw71nXyIs4evV5HQICFY8eacDrP7Y5T/ZHa0oztzqsBML31GYq5+7bgUif9T2/XyZmsN4ONbCf9T0/Viaz/PUe2E+/ty2/hw3/Vc/ConWa7io9RISHKyPUX+JE0/OQd9wMCLOde5+ghQ9xtyUpKShgxYoTHtJM1Q2rTvjnTido+66wZ1Ok613v7n+ucTpfUwVmgtvtNHQ4Xiv7Uf2Opk/6nt+rEm/VmsJHtpP/xtk5k/e95sp2cufHRRn5zdVCnnbJ76jftVw0uJ050jw29Z0/HDql79uzBarUSF9d1J7fu5m8fI4TohMnsfglxOmS9EYOZrP+iH9HpFOIjjEyJNRMfYezx0Tv7VeIwf/58LBYL69at82jvm56ezs6dO7n88su1/gtlZWVkZ2d79HkYPnw4SUlJbNq0yaNDYH19PR9//DHDhw/3akQlIQYyxeyD/o1P0b/xqdxuF6dM1hsxmMn6LwabfpU4hISE8Mgjj5CRkUFqaioffvghf/rTn7jjjjsICwvjoYce0mJfeeUVUlJStCFY2zz99NM4nU6WLl3K6tWrWb9+PTfccAPl5eU888wzg3pcYSGEEEIIIc5Uv+rjAHDLLbcQHBzM6tWrWbZsGRaLhZkzZ/Loo4+etH9Dm0mTJrF+/Xpee+01VqxYgcvlIjExkdWrV2vDQAohhBBCCCFOT78aVelc4HS6qKrqfHhDcXYNpMfR90eq3YZr5fMA6O77bxRj509ob0/qpP/p7To5k/VmsJHtpP/pqTqR9b/nyHbSt0JCfM+9UZWEEH3I5YJ9O4//LcSpkPVGDGay/otBpl/1cRBCCCGEEEL0T5I4CCGEEEIIIboliYMQQgghhBCiW5I4CCGEEEIIIboliYMQQgghhBCiWzIc62lSVRWXS36yvqLX63A6ZeSKs0JVUStKAVDCIuAUH5YoddL/9GqdnOF6M9jIdtL/9EidyPrfo2Q76Ts6nXJKD0mWxEEIIYQQQgjRLWmqJIQQQgghhOiWJA5CCCGEEEKIbkniIIQQQgghhOiWJA5CCCGEEEKIbkniIIQQQgghhOiWJA5CCCGEEEKIbkniIIQQQgghhOiWJA5CCCGEEEKIbkniIIQQQgghhOiWJA5CCCGEEEKIbkniIIQQQgghhOiWJA5CCCGEEEKIbkniIIQQQgghhOiWJA5CCCGEEEKIbhn6ugBicPviiy949913OXz4MBaLhVmzZvHYY48RExNzSvPv37+fV199lb179+JyuUhMTOTBBx9k+vTpZ7nkA9eZ1kltbS2fffYZmzdvJjs7m+rqaqKiokhOTuYXv/gFUVFRvbQEA5O320p7Dz30EJs2bWLkyJFs2rTpLJR2cPC2TpxOJxs2bODPf/4zhw8fBmDo0KEsWLCA++6772wWfcDypk5UVeUvf/kLH3zwAUeOHMFutxMTE8PChQtJTU3F19e3F5ZgYHnzzTfJyMggIyODwsJCYmJi+Pbbb0/7e+RY338oqqqqfV0IMTitX7+e5557jqlTp3LVVVdRXV3N2rVrMZlMfPzxx0RERJx0/n379pGamkpoaChLly7FZDKxYcMGcnJyeOutt5g5c2YvLcnA4U2dbNmyhbvvvpsLLriAGTNmEBwcTFZWFh999BFGo5EPP/yQUaNG9eLSDBzebivtff/999x7772YTCaioqIkcThD3taJ3W7ngQceYOvWraSkpDB16lR0Oh1FRUVUVVXx29/+tpeWZODwtk5efvllVq1axQUXXMAll1yCTqfjn//8J1999RXTp09n/fr1vbQkA8fYsWMJCgpi/PjxZGRk4Ofnd9qJgxzr+xlViD5QVVWlTp48Wf3pT3+q2u127fN9+/apY8eOVX/1q191+x3XXXedOnnyZLWoqEj77NixY+rs2bPVSy+9VHW5XGel7AOVt3VSUFCgHjlypMPnP/zwgzpmzBj1gQce6PEyDwY9sa20qa+vV+fOnas+++yz6rx589TLLrvsbBR5wOuJOlm+fLmakJCgbtmy5WwWddDwtk7sdrs6adIk9ac//anqdDo9pt17773qmDFj1MOHD5+Vsg9k+fn52t8LFy5U582bd9rfIcf6/kX6OIg+8c0339DY2EhqaioGw/EWcxMnTmT69Ol8+eWX2Gy2LucvKChg7969LFiwgOjoaO1zf39/rr32Wo4cOUJaWtpZXYaBxts6GTp0KLGxsR0+nzlzJkFBQRw6dOislHug87Ze2nvttdew2+088sgjZ6u4g4K3ddLY2MjatWuZN28es2fPRlVV6uvre6PoA5a3deJwOGhubiYsLAydzvPUaMiQIQBYLJazU/gBbNiwYV7NL8f6/kcSB9En9u3bB8CUKVM6TJsyZQoNDQ3k5OSc8fztY8Sp8bZOulJXV0dDQwOhoaFel3Ew6ql62bdvH+vXr+dXv/oVfn5+PV7OwcTbOtm1axf19fUkJSXx4osvMm3aNM477zySk5N57rnnaGpqOmtlH6i8rRMfHx+mTJnC1q1beeutt8jLy6OwsFDrg3Lttdd6nLiK3iHH+v5HOkeLPlFWVgZAZGRkh2lt7VBLS0tJSEjodP7S0lKP2PbavrOkpKRHyjpYeFsnXfnjH/+I3W7n6quv9rqMg1FP1IvD4eDXv/41M2fOJCUl5ewUdBDxtk7aTmDXrl2LXq/n4YcfZsiQIXz99desX7+e7OxsVq9ejaIoZ2kJBp6e2E5efvllnnzySV566SVeeuklAHQ6Hffff790Vu8jcqzvfyRxEH2i7YqayWTqMM1sNnvEnOn8zc3NXpdzMPG2TjqzceNGVq9ezaxZs1iyZIn3hRyEeqJe3n33XXJzc1mxYkXPF3AQ8rZOGhoaAPdIZJ9//rk2aMBll10GwOeff862bduYPXt2j5Z7IOuJ7cTHx4eRI0cSHR3N7Nmz0el0fP311/zhD3/A5XLxwAMP9HzBxUnJsb7/kaZKok+0tRXtrM1pS0uLR8zpzt+2E/Hx8fG6nIOJt3Vyos2bN/PEE08wfvx4li9f3qHdsDg13tZLfn4+K1eu5O6772b48OFnp5CDjLd10rZvSkpK6jDSWFuCvX379h4p62DhbZ00NTVxww03UF9fz4svvsgVV1xBSkoKr7zyCosXL2blypVkZmaencKLLsmxvv+RI7noE22dzTq7xXiyW5Nt2t967mr+zm5Zi655Wyftbdmyhfvvv5+4uDjeeecd/P39e66gg4y39fK73/2OgIAAUlJSKCws1F4OhwOHw0FhYSEVFRVnp/ADlLd10rZvavue9sLDwwH33Qhx6rytk7///e8cOXKEBQsWdJiWkpKCqqrs2LGjh0orTpUc6/sfSRxEn5g4cSIAe/bs6TBtz549WK1W4uLiznj+9jHi1HhbJ222bt3K/fffz4gRI1izZg3BwcE9XtbBxNt6KSoqoqysjAULFjB//nztVVpaSkFBAfPnz+fJJ588a+UfiLytk6SkJACOHj3aYVrbZzKYwOnxtk7aTkIdDkeHaW2fOZ3OniiqOA1yrO9/JHEQfWL+/PlYLBbWrVvnsaNOT09n586dXH755VqbxrKyMrKzsz3apw4fPpykpCQ2bdrkcfCtr6/n448/Zvjw4UyePLnXlmcg8LZOALZt28Z9991HbGwsa9euJSQkpFeXYSDytl6eeuopVq5c2eEVEhJCREQEK1eu5P777+/15TqXeVsnQ4cOZfr06aSnp7N3717tc1VVef/99wGYM2dO7yzMAOFtncTHxwPw6aefdvjuTz75BDie8ImzQ4715wZ5crToM2vXrmXZsmVMnTqVRYsWUV1dzZo1azAajXzyySfaLcpf/vKXfPrpp7z33nucf/752vxpaWmkpqYSFhZGamoqRqORjz76iOzsbFatWsWFF17YV4t2zvKmTtLT01m6dCmqqvLYY491eqdh0aJFvbo8A4W320pnLrroIkwmkzw5+gx5WycHDhzgxhtvRFEUbrrpJoYMGcK3337Ltm3bWLJkCcuWLeurRTtneVMnTqeTn/3sZ+zbt49p06ZxySWXoCgKX3/9NTt27GDevHm88cYbfbl456TPPvuM4uJiwP1kb7vdzm233QZAQEAAN910kxYrx/pzg4yqJPrMLbfcQnBwMKtXr2bZsmVYLBZmzpzJo48+ekpt6SdNmsT69et57bXXWLFiBS6Xi8TERFavXt3tSZPonDd1kpWVpXVCfOGFFzqNkcThzHi7rYie522dJCQk8NFHH7F8+XI++OADGhsbiY2N5amnnuLmm2/uhSUYeLypE71ez3vvvcf69ev529/+xuuvv05LSwuxsbE88sgj3H777b20FAPLJ5980qFvyPLlywGIiYnxSBy6Isf6/kXuOAghhBBCCCG6JX0chBBCCCGEEN2SxEEIIYQQQgjRLUkchBBCCCGEEN2SxEEIIYQQQgjRLUkchBBCCCGEEN2SxEEIIYQQQgjRLUkchBBCCCGEEN2SxEEIIYQQQgjRLUkchBBCCCGEEN2SxEEIIYQQQgjRLUNfF0AIIYQA2L59OzfffPNJYw4ePNhLpRFCCHEiSRyEEEL0KykpKcydO7eviyGEEOIEkjgIIYToV8aNG8eiRYv6uhhCCCFOIH0chBBCCCGEEN2SOw5CCCH6laamJqqqqjp8bjKZ8PPz64MSCSGEAFBUVVX7uhBCCCFEd52jZ8yYwZo1a3qvQEIIITzIHQchhBD9yjXXXMPChQs7fB4UFNT7hRFCCKGRxEEIIUS/Ehsby8yZM/u6GEIIIU4gnaOFEEIIIYQQ3ZLEQQghhBBCCNEtSRyEEEIIIYQQ3ZI+DkIIIfqVzMxM/vKXv3Q6bf78+TIkqxBC9BFJHIQQQvQrGzduZOPGjV1Ok8RBCCH6hjzHQQghhBBCCNEt6eMghBBCCCGE6JYkDkIIIYQQQohuSeIghBBCCCGE6JYkDkIIIYQQQohuSeIghBBCCCGE6JYkDkIIIYQQQohuSeIghBBCCCGE6JYkDkIIIYQQQohuSeIghBBCCCGE6JYkDkIIIYQQQohuSeIghBBCCCGE6JYkDkIIIYQQQohu/X+2DiMKP1S3BwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(ds, hist_fret, show_model=True, hist_style='line')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can customize the line-plot, bar-plot, the model \n", "plot and the KDE plot by passing dictionaries with matplotlib \n", "style. The name of the arguments are:\n", "\n", "- `hist_plot_style`: style for the histogram line-plot\n", "- `hist_bar_style`: style for the histogram bar-plot\n", "- `model_plot_style`: style for the model plot\n", "- `kde_plot_style`: style for the KDE plot\n", "\n", "As an example:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(ds, hist_fret, show_model=True, hist_style='bar', show_kde=True,\n", " kde_plot_style = dict(linewidth=5, color='orange', alpha=0.6),\n", " hist_plot_style = dict(linewidth=3, markersize=8, color='b', alpha=0.6))\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Other plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, we can plot the burst size using all photons \n", "(type `hist_size?` to learn about all plot options):" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(ds, hist_size, add_naa=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or plot the burst size histogram for the different components:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(ds, hist_size_all);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> **NOTE:** The previous plot may generate a benign warning \n", "> due to the presence of zeroes when switching to log scale. Just ignore it." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A scatterplot of Size *vs* FRET is created by:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-1.0, 2.0)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(ds, scatter_fret_nd_na)\n", "xlim(-1, 2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Study of different populations\n", "\n", "## Removing multi-mers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can further select only bursts smaller than 300 photons \n", "to get rid of multi-molecule events:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "ds2 = ds.select_bursts(select_bursts.size, th2=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and superimpose the two histograms before and after selection to see the difference:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = dplot(ds2, hist_fret, hist_style='bar', show_kde=True, \n", " hist_bar_style = dict(facecolor='r', alpha=0.5, \n", " label='Hist. no large bursts'),\n", " kde_plot_style = dict(lw=3, color='m', \n", " label='KDE no large bursts'))\n", "dplot(ds, hist_fret, ax=ax, hist_style='bar', show_kde=True,\n", " hist_bar_style = dict(label='Hist. with large bursts'),\n", " kde_plot_style = dict(lw=3, label='KDE with large bursts'))\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> **NOTE:** It is not necessarily true that bursts with more that 300 photons \n", "> represents multiple molecules. \n", "> To asses the valididty of this assumption it can be useful to \n", "> plot the peak count rates in each burst. See `hist_burst_phrate` \n", "> for this kind of plot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fit and plot peak positions\n", "\n", "We can find the KDE peak position in a range (let say 0.2 ... 0.6):" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "ds.E_fitter.find_kde_max(np.r_[0:1:0.0002], xmin=0.2, xmax=0.6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and plot it with `show_kde_peak=True`, we also use `show_fit_value=True` to show a box with the fitted value:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(ds, hist_fret, hist_style='line', \n", " show_fit_value=True, \n", " show_kde=True, show_kde_peak=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of using the KDE, we can use the peak position as fitted from a gaussian model. " ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "ds.E_fitter.fit_histogram(mfit.factory_three_gaussians(), verbose=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To select which peak to show we use `fit_from='p1_center'`:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(ds, hist_fret, hist_style='line', \n", " show_fit_value=True, fit_from='p2_center', \n", " show_model=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The string `'p2_center'` is the name of the parameter of the \n", "gaussian fit that we want to show in the text box. To see all \n", "the parameters of the model we look in:" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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p1_amplitudep1_centerp1_fwhmp1_heightp1_sigmap2_amplitudep2_centerp2_fwhmp2_heightp2_sigmap3_amplitudep3_centerp3_fwhmp3_heightp3_sigma
00.4857320.1772780.4709270.9689710.1999840.3210840.4577070.3514190.8583440.1492340.2188390.8386220.2544920.8078270.108073
\n", "
" ], "text/plain": [ " p1_amplitude p1_center p1_fwhm p1_height p1_sigma p2_amplitude \\\n", "0 0.485732 0.177278 0.470927 0.968971 0.199984 0.321084 \n", "\n", " p2_center p2_fwhm p2_height p2_sigma p3_amplitude p3_center \\\n", "0 0.457707 0.351419 0.858344 0.149234 0.218839 0.838622 \n", "\n", " p3_fwhm p3_height p3_sigma \n", "0 0.254492 0.807827 0.108073 " ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds.E_fitter.params # <-- pandas DataFrame, one row per channel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ALEX plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can create a simple E-S scatter plot with `scatter_alex`:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(ds, scatter_alex, figsize=(4,4), mew=1, ms=4, mec='black', color='purple');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the ALEX histogram with a scatterplot overlay using `hist2d_alex`:" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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p6WmpkymXyxx33HF1weR+++1HIBDg0ksv5W9/+1tLkVA8HmeHHXYAYM6cOWOu5Xnnncf06dP55S9/2XAz+q//+q91Op6enh6OOeYYrr/+eo4//nh22mmnddpOM/R5qlQq/POf/+T/+//+P/x+Px/96EfXeZupVIqLL76YXXfdlQMPPLA+fWRkhFAoRDQaHbNOW1tb/bdYq9W49NJL2WWXXbj66qvrv/k99tiDD3/4w+v8x18bJvufGQ/d3d2cfPLJvOtd7yIej/PKK69w/fXXc+SRR/Lzn/+8fs1WrVoFUH+g0LBtm2q1Wv/eypjGYjGuu+66+vTe3l4OP/xwfv/733PIIYdM6dxp75VbBL4p4Otf//qkBKV77703t912W8t51WqVe++9l2233XbM/zcUCnHEEUew77770tPTw6pVq7j99ts59dRT6/oMkAcTwzD4+9//3vC/Xbp0KWvWrAGY8N7YCsPDw7zxxht8/etfb/BcfehDH5r0Nprx+c9/nmOOOYbR0VGOOeYYvv/977PLLrvwxBNPcO211/Kzn/0MwzBaCrB33XVXfvCDH9S/b7/99hx11FH89Kc/5ZRTTpnyWLSYeG04//zz616HyV4PEAH3N7/5zbXeA/V/tZWmpr29vf7wCXLMzz33HLVarU7GK5VK3ZO5tv/9RJg02cjn87zwwgt8+tOfbjAY8XicAw88cMwf4l//+hdXXHEFzz777JgBvvnmm3XRzkT485//zHXXXccLL7xANpttmDc4OEh3d/dkhz8hMWmeN5VlNX73u9/xne98hw9/+MPjurO+9a1vkU6nWbNmDffffz9f/OIXueCCC8YIgTY0LrroogZhZCwW49Zbbx1XKNUs/jv00EO59NJLeeqpp6asSH7jjTdYunQpZ5111pSfeibCiSeeyB133MFFF13EjTfeuEG2+cUvfrHh+6xZs7jiiivWmcyMjIxw4oknYts2l1122RgvxGTI8htvvEF/fz/HHXdcw/IzZ85k991336ihpHX5H2i8973v5b3vfW/9+1577cX73vc+Pvaxj3H55ZdzzTXXTLj+Y489xmmnnVb/Ho1GefbZZxuWef/7399AQPR10ufk7Tx3Gwqnn346Rx999FqXa84ocOPJJ58klUpx9tlnj5nX29s7Roz8kY98hCOOOIKLLrqIT3ziEwQCAdrb2/nYxz7Gr371KxYsWMBHPvIRVq9ezbe//W38fj/VanXKXrb29nbmzJnDj3/8Y2q1Gvvssw877bTTennrZsyYwYwZM3j00UcJBoMccsghmKbJnXfeyW677TYhAWi+77373e9m5syZPPXUU+tENu66665JLee+D0/2egBcfPHFBIPBhv/JRBjvP+ue/pnPfIZvfOMbnHfeeZxyyinUajWuuuqqOhlfn2szabKRTqep1WotDXzztJUrV3L00UezzTbb8PWvf52ZM2cSDod5/vnnOe+88ygUCmvd3/PPP8/nPvc59t57b7773e8ybdo0gsEgjz76KNdee+2ktqHR3t7ekpGNjo4CDuPTHo3h4eExy46MjODz+Vq605588knOOOMM9ttvPy666KJxL+q8efPqnw866CBOOOEEzjvvPA4++OCN5g4H+OxnP8vHP/5xSqUS//jHP7jssss49dRT+dWvfjVGYxAIBMZM02mK68Jqh4aGACaVzTEVxONxTjnlFH7wgx/UwxTriy9/+cu85z3vqWsv1iedb3R0lOOPP55UKsUtt9wy5om5vb2dYrGIZVljdACjo6N1XY3+LY73v9tYBnOy/5mpYNasWeyxxx4Neg/t0Vi5cmVD1sree+9dv1lfffXVY+L/eoxuaFdvsVgEpnbu9DiWLVs26VTntwIzZsyohyMnwkTk76677iIYDPKf//mfk9pnMBjkox/9KBdffDFLliypn49zzz0X27b5zne+w//8z/9gGAaHHXYYXV1d/OEPfxg3O2yiMf/kJz/h6quv5sYbb+SCCy6ok5ovfOELU9aWuENOTz/9NLvssgvBYJBKpcJf//pXDjrooHpoozk8COP/Ttb1aX6yWXkThb+g9fV4/vnn+dnPfsZVV11FsVis/+a1dzadThOJRAiFQvXrMjIyMuYYR0ZGGq7bf//3fzM0NMQ111zDz3/+c0B0Occffzw33HDDenlSJ002kskkPp9vjKgQxgoNH330UfL5fD02pvHSSy9NemC//vWvCQQCXHfddQ1PxM3Cuclg/vz5PPjgg1QqlYYf2SuvvALQEAKIRCL16W688sorzJ07d8zT+ZNPPslpp53GXnvtxZVXXtky3jUedtttN5588kmGhobo7u6ub7tUKjUs14r8TAXTpk2rC6P22GMPuru7+cpXvsKVV17Jt7/97YZlK5UKw8PDDYRDu0mnejMBR++QSqXWcfTj46ijjuLWW2/loosu4qijjlrv7c2ePXuD5NmPjo5y3HHHsXz5cn7yk5+09Ixo3cIrr7zS4OVbs2YNw8PD9d+kvg6T+d9tSEz2PzNV2LbdQKz33XdfLrnkEv7v//6voe5LMpmsX4t1+d3B1M7d/vvvzx133MFjjz22SZGN9Q2jDA4O8sQTT/CBD3ygpY5sbXCTmGg0yoUXXsg3v/lNVq1aRW9vL52dnXzkIx9h9913H2PA3WEwEO94M2bOnFkPXbzxxhs89NBDdU3NeeedN6WxXn311WO0f25PxiuvvFL3qLWqCTXe72TOnDn176FQaMz9GRhzz2ze90Rwh1HWBn09Xn31VWzbbunVWLVqFXvttRdf+9rXOPbYYxvuNW7dWKVS4fXXXx/jWV+0aBHHHnssb775JrFYjJkzZ/Ltb3+baDRafwhaF0yabESjUXbbbTceeeQRzj777LphzGazPP744w3L6hPiNry2bXPnnXeO2W4oFGrppdAxWveNqVAocP/99092yHV88IMf5M477+SRRx7h4IMPrk+/99576e3trd/sA4EABx54IL/97W/5yle+UmfWK1eu5KmnnhqjcfjDH/7Aaaedxh577MGPfvSjKREN27Z55plnSCaT9ZupJhzNf4THHntsysc8ET7+8Y/zy1/+kjvvvJPPfe5zDYQQpNCau8jVgw8+CMgNbTzoY2++lttssw1z5szh7rvv5rjjjpvSOVobQqEQX/jCF/jyl7/cMgvk7YAmGsuWLeOmm25i5513brncAQccQDgc5p577mkgG/feey8+n48PfvCDgJy/np4eHnzwwYZwwIoVK3j22Wc3mmZjsv+ZqWDZsmX8/e9/Z999961PW7BgAfvvvz933nknBx98MHvuuecGGT9M7dwddNBBzJ8/n+uuu473v//9LTNSnnzySfbcc8+3NCNlfcMo9913H+VyeUr6qHK5zG9+8xs6Ojpa1nZoa2ure7Yee+wx3njjjZZC95deeqnhWv/tb3+bcL/bbLMNp556Ko888gj/+te/Jj1ejSOOOIL3v//9jIyMcMIJJ/CDH/yA+fPn87vf/Y6bbrqJn/zkJxN6gB544AE+/OEP17///e9/Z8WKFQ2i2pkzZ465P7/xxhu88cYbY+5B6xJGaYVW1+OAAw7g1ltvHbPsWWedxaxZszjrrLPqy77zne+kp6eHe+65p+G//PDDD5PP51vWXQmFQvX/wMqVK/nNb37D4Ycf3lAnaKqYkkD0zDPP5IQTTuC4447j+OOPp1qtcsMNN2CaZoOrad999yUYDHLWWWdxwgknUCqV+PnPf95SYTx//nweeeQRfvazn7Hrrrvi8/lYsGAB73vf+7j55pv50pe+xJFHHsnIyAg//vGP18lYve9972O//fbj3HPPJZvNMmfOHH7961/z5JNPcuGFFza4sc444wz++7//m5NPPpkTTzyRUqnEFVdcQUdHB8cff3x9ub/+9a+cdtppdHd3c9JJJ41J1dp+++3rZOWUU05hp5124h3veAft7e309/dz77338vTTT/Ptb3+7/kTg8/n4+Mc/zt13382cOXPYaaedeP755+vGvhX+8pe/tHSlr60yqS7w8qMf/aghBTUYDHLzzTeTz+dZsGBBPRvlve9974SGQHuFHnjgAbbbbjui0Si9vb309fXx7W9/m1NOOYUjjjiCY489lunTp7Nq1SqefPJJLr744gnHuTYceuih3HTTTfz+979fr+1sCBQKBT73uc/xr3/9i69//etUq9WGVMzOzs76U1J7ezunnHIKl19+Oe3t7fWiXldeeSWHH354/QnEMAzOPPNMvvnNb3LaaadxxBFHkE6nueqqq6akWZoqpvKf+frXv859993Hb3/72zpxPfbYY9lzzz3ZaaediMVivPLKK9x44434fD7OPPPMhn1deOGFfO5zn+PYY4/lk5/8JPvvvz+dnZ3kcjlefvll/vSnP02oSRgPUzl3fr+fq6++muOPP54jjzySo446in322ade1Ovhhx/m8ccf55lnnhl3f0899RSf/exnOf300znjjDOmPN5WmDVr1noVobrrrruYPn06BxxwQMv5559/PpVKhXe/+910d3fXBYn//ve/Of/88xuu88MPP0x/fz/bbbcdxWKRp59+mltvvZVPfepTdXLsxnXXXUcoFGL77bfnpZdeqle1fOaZZ+ok/Lvf/S4f+chHmDt3LsFgkL/85S+8/PLLDRWCdUbR2jwAfX199PX1cd9995FMJjnssMMIBALccsst7L///vUU9PHwz3/+k2984xt1Pcqll15KX18fn/70p+vLHHbYYXzlK1/h3HPP5cMf/jArVqzgxhtvbPmwsy5e0slej56enjFVeAHC4TDt7e0NBeL8fj9f+cpXOPvss/n2t7/NIYccwpIlS7jwwgvZb7/9GrRVr7zyCo888gi77roroVCIl156ieuvv565c+eO+d9OFVMiG/vttx9XX301l112GV/4whfo6enhqKOOolgsNrivtttuO6688kouu+wyzjjjDNrb2zn00EM59thjOfHEExu2+dnPfpbFixdz6aWXkslksG2bl19+mf/4j//gBz/4ATfccAMnn3wyfX19HHHEEXR2dvKNb3xjygd65ZVXcumll3LFFVcwMjLCtttu27L863bbbcdtt93GRRddxJlnnlkvV3711Vc3pED++c9/plAosGLFCo455pgx+7v11lvrF/zd7343Dz/8MD/96U/JZrMkEgl23XXX+lOUGzqH+8YbbySfz7PPPvtw7bXXjpsa2FwRU2Nt3pDddtuNj3zkI9x3332cdNJJdSMYDAa59tpr+d73vsc111xDJBLh8MMPbykuc8M0TX7wgx9w1VVX8bnPfY5yuVy/6R5wwAHcfvvtXH311Xzve9+jWCwybdq0dUp3bIbP5+PLX/5yAxF8uzAwMMALL7wA0LKGSHMJ6lNOOYVYLMZPf/pTfvzjH9PT08OiRYs4+eSTG9bTCvQbb7yR008/nZkzZ3LSSSfxzDPP8PTTT2+045nsf6ZWq1GtVhvq38yfP5+HHnqIm266iWKxSGdnJ+95z3s49dRTx6Rcd3Z2cscdd3DnnXfym9/8hoceeoh8Pk88Hmf77bdn4cKFDSr8qWAq527OnDnce++93HbbbTz66KP8/Oc/p1wu09PTw5577snPfvazCauH6jBBKyPwduDvf/87r7/+Oqeddtq4mrAddtiBO+64gwcffJBsNkssFmPBggX8+Mc/HtPOwO/3c/fdd7NkyRJqtRrbb7893/nOd8b1mpx00kncfffdLF68mJkzZ3L++edzzz338NBDD7HbbrvxoQ99iDlz5vCzn/2sXoNm9uzZfPWrX20Q2U/1vD722GO8973vJRAIUK1WefLJJ8ctne/G97//fX71q19x1llnUSqV2GefffjGN77REMb72Mc+Rn9/P7/4xS+455572GGHHTj33HO5+uqrJzW2tWEq12MqOOyww/D7/Vx//fXcc889tLe3c9hhh40RxWvCd9ttt5HL5ZgxYwaf+tSnWLRoUcvMuanAZ0+1QpaHLRbnnHMODz/88BjVvwcPHtaOH/7wh/z617/mkUce2aCZV5sbtIfH/cC1PjjzzDNZvnw5d9999wYYnYe3C17XVw8ePHjYAHjqqac49dRTt2qisaFh2zZPP/30mCdwD5sf3vZGbOuDtVXXu+GGG/j3v//Niy++yPLly1tWjZsIo6Oj3Hffffzud7/jtddeY3h4mOnTp7P33ntz6qmnbrKdDjc3rK3SnmEYGzU1eDJoDhM0Y20VHDcVTKYiZau0QA9rh/fkveHh8/n485///HYPw8MGwGYdRtGt7SdCIpFgwYIFvPjii8Tj8SmRjd///vecdNJJvOc97+E//uM/6mWk77jjDoLBIL/4xS8aUok8TB1ra4cNbFDB3briAx/4wIQ1LSaq4LgpYTL/mam2TffgwYOHtWGzJhupVGrCxjCpVIr3vve9hEIhDj30UPL5/JTIxvLly6lWq2PSv/70pz9x3HHH8eEPf5grrrhincfvQWqKtMp5d0NntbydePnll1vm12vEYrExrdQ3RaztPwPSQ2FDpih78ODBw2ZNNqaCdSEbE2Gfffaho6OD//3f/90g2/PgwYMHDx62VHgC0XVAJpMhl8utU0U+Dx48ePDgYWuDRzbWAT/60Y8ol8uT7jXgwYMHDx48bM3wZOdTxG9+8xtuvvlm9ttvv3Vuka5h2/aEOgAPHjx48LDuCIVCk+qu7GHjwyMbU8Dvfvc7zj77bHbeeWcuv/zyDZKO2dysaHNCoVBg2bJlzJ49e71q5m9u8I7bO+6tAVvCcdu2vYmRDRtYn3u+H9iUjmfy8MjGJPH73/+e008/nW233ZYf//jHE5Ytnix8Pt96l4DdFBCJRLaI45gqvOPeuuAdt4f1hw1MXFdoYhhsrmTD02xMAk8++SSnn3468+bN4yc/+ckm02HUgwcPHjx42BzgeTYU+vv7yWQyzJgxo6GFtG4jP3fuXG655ZaGZmwePHjw4MHD1LA+no3Nt/7NFk027rvvPlauXAnA0NAQ5XKZH/3oRwAkk0k+85nP1Je95JJLuPfeexuaB73wwguceuqp2LbNf/3Xf/Hkk0+O2cdhhx32FhyJBw8ePHjY/LG+YZTNtyzWFk027r777jFtpC+//HIAZs6c2UA2WmHx4sUUi0UAzj///JbLeGTDgwcPHjx4mBhbTQVRDxse+XyexYsXs8MOO2xVAjLvuL3j3hqwtR73xkUVGF6P9TuQjJTND1u0Z8ODBw8ePHjYdOCFUTx48ODBgwcPGx3rQzY2X3iprx48ePDgwYOHjQrPs+HBgwcPHjy8JfDCKB48ePDgwYOHjY7Nt0XF+sAjGx48ePDgwcNbgq3Xs+FpNjx48ODBgwcPGxWeZ8ODBw8ePHh4y7B1ZqN4ZMODBw8ePHh4S7D1hlE8suHBgwcPHjy8Zdg6PRueZsODBw8ePHjwsFHheTY8ePDgwYOHtwReGMWDBw8ePHjwsNGxdYZRPLLhwYMHDx48vCXYej0bnmbDgwcPHjx48LBR4Xk2PHjw4MGDh7cMW2cYxfNseFhn7LfHHvX3mM9Hcj1esaaXBw8ePGx50GGUdX1tvmEUz7PhYVxoo+9X3zUz9avX9jvtJMsBCddyNC3fCrWm79Wmeb0+X31a1TXd/T1nb75/PA8ePGyt2Do9Gx7Z8AAIsXCTCj9CItwEQ0/Xy8XVewLocq0LY4lHM5rJhXtatWmam2y4P3cpMtS8PHhExIMHDx42JXhkYyuF22thABHX5yAOqTBafNbzO9S22gGLsURjMp6NVkSi6vru/txqWjPR0NO7lGfEPc8jIB48eHh7sfVmo3hkYyuCm2C4yYWbQBhAiEbSMd67Jhs9gI+xYRYYSzjc4ZNWXgv9XqaRTLi/lxlLQko0EpBW22xXx6+/e+TDgwcPbz28MIqHLRQ6RBLEIRLN5CHYND/UYnrz9x61/WlIyKXZAwKtvRvN4ZBWJKLsmlZyTSs1zXMTDTfhaEVAWpEPz/PhwYMHDxsfHtnYQqEJhjtEEmRiIhFxTYu43kNAWL27l+lU+5qNGP5W4RdwCEezV6PZi+F+dxOLgmuae3qr79UWn6dKPjzi4cGDh40DL4ziYQuB24sx3nszmdDv473C40xPqH1uO86+WolFWxl5NzHQxKIEFNV7YYLPkyUjbrLRTESavSkGkHRlw3jEw4MHDxsGHtnwsJljIpLRHAZpJhhR9R5zfW/+HG2xbBDIAtsDSbUPf7PYAxy20awAVda9WhtLHjSpyLm+F4B803e9XIGxBGUyBMT92aC1GFUTD490ePDgYf3haTY8bKZI+nwNIYxW4ZJWHgw3qUjQSCyS6j2hXjHX9xgQCkI+DouBxEwwfa4NNzMeN5pdGiXwF8EsgelmDjmoFh2ykZdJY97HIyDNXg83+XB7T3T4p6re3V4PHQpq9nasyeUmeWU8ePDgwQN4ZGOzhluX0SqDpFlrocMhmji43xMtXu2uz0nAH6eRhcxXA9kJmEkj2dCv8ciG29XQ7LpQbMKfg2QGknkgA6UyZNTsDK0JiOIpDR6PZvIRwfGEuMmHJmtV13sr0vHePfbgx7/4xYTXxoMHDx5ao7r2RbZAeGRjM8V4RGMib0YzyXATiyTQhhAM/WoDzHDThHYcJjJXDWZXhEDoGIvesTv1BVp6NdyejDpr0EwiA6SBUfkcSkNXBrpGwSo3LtbK6+H2eGgCoomG9mLozzr8ovmPX33X7zrMApLmC0I6/v3SS154xYMHD5OEp9nwsDmgNAqVDNO7Z4/RZbjDJhOFTNwkoxXB6FQvM9o0oUu9t7vep6lx7QqYaqN6Z3owbqUojFWDNsdIMuo14nofQQjHiPMyM2COgJ11Fp2IeERoJB5u0lFwnUf92VCvshq29mqAI0XxqWV1/RKPdHjw4GFieGTDw6aO0ihkX2W/PfZkhz54MwUFyzGK4xENt6BT6zLacZwT7YzlE75upIhGl3rvUTN6GEs8KsA7gK6QmtCNFDLXapBI43EECmqlHCIvzQIjYA81Eg39Gpr43TcCHSPQnnVW1aQjqt71KDTxCKrP2gOknS8F9bnomqZfJfchqHc30ashpGMM4VAEkUACQm148ODBw9YIj2xsLqhkADFwPqDNhJLVuuBWc4pqsyajHScqonlDD5AMqw/TcEhGX9N398tWClFzL2B3hGh0qa3HnRGUclApQCAIoRBi1rNQGoDKAAQywCgEVkHPIMzsh2xeCMUQMKje17i+t6t3dVC+UUiOQCwvhMNNNDI4epUwrYlGDoe4QaMzxg23oybAWElKg5dDEURBCuLbe4TDg4etHm9vNsqOO+447rxnnnmGZDJZ/z4wMMDFF1/M7373OzKZDPPmzWPhwoUcccQRU96vRzY2FwQS7LfH7PqTdt5qLKAVpDXh0KET/dKEow3oNaHHFLIR02GQDoRcaJIxo+n7NIBuqMyF8l4ESqvw9feA3we+TgjPg+h2ULahXIOyJe8RJfAId0I0CeQg+29gBMqrgFEIzgaGIJ6D+EqIL4dp/UIy1iBxn3Ya9SNtwIA60A7wF6BrDUTTEDbBNCFsQcRqjOy4Xzq3xD2tMM5lKOGEUdzkpBkxn49cblnjxEpm3cnGlu4h2dKPz4MHYFMJo+y5554tCYNpmvXP6XSaT3/606RSKY455hhmzZrFY489xre+9S36+/s5/fTTp7RPj2xsLgi1sSQFSVOIRsEaazg7TOg0xahGASwIWg7p6Dahy4SopSIkc6EzAbE2RJzQhjz6T0dIhiYYferVbQLzIdsD5V58QzXaR3+DUR6E3FIItENsJQSeF8NRyauxx8GcCYYJ4Q7IdUGtCuUslEtg5SFgQLQLAhGo2RDohEpCttmzCiIZh1XpFJsojgMlisQyisAcMJdCoKo8GkkIpcCwJteVtup6tYIWiBpAuyI0aQtGLJleU9uf3j2bVcv/6qwYSLBO2NI9JFv68Xnw0IC3v87G7NmzOeywwyZc5oYbbmDJkiVceeWVfOhDHwLgiCOO4OSTT+baa6/lsMMOY/bs2ZPep0c2NhPo7JOsNVZ7GURIyJw+6IjAjE7IDEKgCNmUEI6kCX19ShiahA4D2qZBrBMhGRZiuDuBXvVqU9P8gN0B2flQmwP5GBSTGPkapvUvfMVRqI6Cf0QIBBWwq4ps2BDqgOwyCMTA7IVKDnwBKKyCwogs7wtAdCaYSQiUwc6B7YNYL0TDYK+E+KBzQnzqwPUv2K2SzQI9EFwCiZRMrirCHjIhYKnjdSFsSmhq2IJq07zmMuvas9EWrhLtk/k9SXgt1Ug40hZMn7UnqwaWrd8TuwqhNXzfkozxln58HjxsgiiVSpRKJeLxeMv5DzzwALNmzaoTDY3jjjuOxx9/nIceeohFixZNen8e2djM0PxErr8nTDGqZlhlSISlKFabCTVL5ut6GzEgngSzGycsUVDvbslFDDHqtSQMdULABNuAYhWqBexygEBlFJ+RUQbDB9UU+Hzg80OhH3xKPmn1Q7ANiv1gV8AIQ3EECqsh1A6BKBSHZRkrL+TFLkK2AEYRzLisVx2VX20Ex/VQQbyL+j/TBaySZfxALKVqZ/Sp2iM9EM7AwLAQC7MTYrMhU4RIQQ5h0BLCoF86a1dzGoBYqEbadS2SJmSaiEraglhs9vplqgQSQKrp+xaELf34PHioY9MIozz88MPcf//9VKtV2tvb+eAHP8gXvvAFenp6AFizZg2rVq3i0EMPHbPu7rvvjs/n4/nnn5/SPj2ysRnD73ovWOBPQrkI/hhYRZVFoTwhPguiPUJCzCKEixDUuZs2EoZoQ1wfYRy3iS8M6bCIO6tZKBcgMA3I4sOkGJ5NxBgEXwXsGgTjwnLsKhhB8Idl+1VL5usYRM2C4kpZtlAUkuGPCkEpDkC1ANZyMKoQ8osnwjCEpFSLclCaZJRoLIJRQ7SqBXn3LxfeZAO1MAS7gAjYISAN4VlADEIxqA4JMctYTu0x7T3Sxb70roolo34NaojXyQ0DISCmiYQK1vVpPdQmoYUtVdOwpR+fBw8NWL8wysqVK1m4cOG48x977LEJ11+wYAEf/vCHmTdvHpZl8dRTT3HPPffwxz/+kTvvvJPe3l5SKSH/06ZNG7N+KBSio6OD1atXT2ncWzTZuO6663jxxRd58cUXWb58OTNnzuT//u//prydf/7zn1x66aU899xz1Go1dt11Vz7/+c+z1157bYRRTw7NwsScBatSUDIh069KXVjyiqGe6CMQjYv3I1zGKagVRMInusGJgRjtAFBVwoiSH2o+KBYg+xJE+rDDM6j6TAglIb8ECYf4wR8STUakTzZUGpbt+WpQGhKDUkhJOIWgEBVsCLdDtQR+nS5ryCBsn7CpcBCMCPiKTjtbGyFI+oHBUsfjQ2p/VIF24StmRI7PAoKKr7S3C9fxx8EMQVc3rO6XTZTU6dDeDT+Nxb3yRT+rUxKCSVuipXFfl5gJ8/rk8347tvPHl0fWj3BsyUZ4Sz8+Dx6ATcGzcddddzV8//jHP85ee+3FV7/6Va688kq++93vUiiIRD4UCrXcRjgcri8zWWzRZOOSSy6hvb2dnXfemUwms/YVWuD5559n4cKFdHV1ceqppxIKhbjzzjs59thjueGGG9h333038Kgnh1rTdwMhHFhiewOmiBcjCOFIdEAsBsEgRLohkkY8GVqAoL0ZOre2BtgRIRKBPkhXoeqHcgZKI1AexSgN47dnYgd9EIxBOQ1l1dQkGJdBVKvisdBEhBrUilDNQcUCiuKxqJYguxQCcdF2BNtlG0ZQDkqPLeSHggqt6LhGQI0f9dnS40eYVicQh5CK1BhDYBRUGuwIkBSnTbgPBoehMyleirLllCtvLlmuz3nWEqLRSkwaN+VU6tvDDtPbWTy4+Rbl8eDBw9uPGTNmrNV7MVX853/+J1dccQVPPPEEAJGIPPCVSqWWyxcKBbq7u6e0jy2abDz66KN1teyhhx5KPp+f8ja+//3vYxgGt99+OzNmzADkwhxyyCF85zvf4X//93/x+Xxr2cp6QKUE5oojJMPtdVc+iIHTGShVC2zlxjdNmNanUl2TQEoutIGQDX8QfB3IY7uu+ukWI/jUvJJfhJs1nxj/allc3eVRsP34ylkivlEMu436M38tJ/Ecn1/Eoj6feDQqlng7bFtCLLY2wyXZfnlENBnmdAgmwS5DqE+IR20QIj4Il8BaIQdgFOWgNBsI0OiKqCKejQpCOGZJWmwkCIV/yueKFoNGRJeaHYHCqBx+1BSxpzvbx115Hdf3muu7G3kL8RYpNIdZ1nbNvZCCBw9bIt7+bJRWmDlzJs8++ywAfX3ikm0VKikWi4yMjLDnnntOaftbNNmYSlpOKyxbtoznnnuOT37yk3WiAZBIJDj88MO56qqr+Mc//sG73vWu9RzpOGhKCYyZYLkMVsKEuUr0GErCUAqwlEYAl4E0paaWXYZaHnwhxBCbON3aYjhVqoKItwG/aCRqSJzBl4ZKVjZECWo1QlSwyzUhCnYJqhWoroFSWohGTXUasUtCXLTUslpD/nTKV1Atg1ERr0dxAGol2WZhNUTaZPn0CJSKMl17YkpqM36ENFVwdCFFpG6I1qb4wV+CcK/oVc0IVDogMA9sE5KzhLusWiNeDTfBqDtWTJjVVSBUeI1oWPwZBq09GxkL3kgJcdEekKlecy8N1IOHLQlvfxil5VZtm6VLl9a9FT09PUybNo3nnntuzLLPPfcctm2zYMGCKe1jiyYb6wuttt19993HzNPTnn/++XUmG7ZtY1njWyCf1S8aCYXddt2OwUyQAHLhZiTK9MSq9dIT7T1+rEyQRLhKe0e5XsgrkDNIxmrUgjXsaIWSr4a/u4SvvYYvBrWQAcEqhr8KoSr4qlAMQrQN207iK1Sh8Aq+wgDUdHxCG1oRepbrQQbt4SgKq7ErOEpOW0auM1TqJrommSe2CcVRKGbEe1EtCbGppCU0Ui2AXRDyUAlhhwNQquHzVZ19BBCvihGAsI9qIIKvYuMzKlD1YXf48fcEiRb8+CoGplmhGq5R9dtU/TVmxQ3yr8Wp9gSJlwxGiv56B1l/uMqM3iJztksQLfybPd/ZToUdyBT9VGjMXqk1HWEcKbq6+zvewR//9rdJX3PsfmwzOO7ybyV0jHaqsdrNHd5xb77HHYlEMIzxSu+9XXj7PBsDAwMtwx+33XYbq1ev5uijj65PO/TQQ7nxxht55JFHGtJfb775ZgKBAAcffPCU9u2RjQmgFbnapeSGVulOVZHrRqlUYvHixePON6oZwiWnCuVF1/6Emj8x7vxiaDY1fwKjmiFYXoONTSXYi7+WJ1AZJFAZwCgtI1urkadMlQB+KlSMGGbhdYLllRiVYYxqmUqgA7uQoGb5CJVW4a+OEKhk8GEDBr6GZ/nmElhVwKZql/DXza5m5GVXCKV+JNQwqJSr+GolfJQwimVqhMAwqPqi+GoBfDUfRg1sX5BqJUq52ks1kCTie5mgbxAjWKZKiFokRi3ZTjnYRW1ekqoRwaiVsY0wVcOkGujENsIYvjDh0nJC5ZQMiRCF8BymGxEKkR2pGdH6OQUIllNECq/gr44C8F8nHsMhkR0oB/swqhn8tTxVI9pwjVphKte8GLKp+ace/tuYWLZs2doX2gLhHffmh5122olwOLz2BbcSXHfddfz5z3/m/e9/PzNmzKBYLPLUU0/x+OOPM2/evIaqoIsWLeLhhx/m7LPP5sUXX6xXEH388cc59dRTpxw58MjGBNBeh1aKXP0DXh/WHwqF2GGHHSZeqLwdvkoWOxCHYBv77bEHARxdZEe4Sluohl0yqBT9dIerzOko1+tp+HIG7aEa09oq9HSWCCdLxEI1/DUD2whhB4LQYePrKWIkiviCFeyYj3BsCNvXiV0K4/floewD268cFH6pt1F/nm/l2vPjJ6DmNZ8jGyfnVsiL4YsQCrdJSqwRgVoYwx+CYBcBfw07GIDKEL5SFvwV/L5R/KE1GGU/PtvCZxeh7MNfq2KUy9iFLKHySqjUwKhhp/1g+bGHA5RrYBX8VCI1KuEq2SqEu0vkcn5GM0EyBT+DmSDDuQCDOT/9mSBGuEosXqatvUzf7E7e/6kjufuGW3j6HyOUgRkd5frZWDYcJFP0N3g2bNfniTwbra75poJCocCyZcuYPXt2XUC2NcA77s33uIPBTcMr6ODtDaO85z3v4fXXX+f+++9neHgYn8/HnDlzOPnkkznhhBNIJJwHpba2Nn72s59x6aWXcuedd5LNZpk7dy7nnnsuRx111JT37ZGNCaDrxLdS5GqSsT5/Qp/PRzQaXctSjfNfeemluqzC3eFVt5A3OiE6qtYKQ3cESmtEAlFRERufRBikQxlIjCChNqCFotWaVO4Md0C5AlVbhJu+sFTFqqYpFwaplXMYPj9Bn630GRXZQCAm5cmrGdFx1D0coGIdzsuIQHJ7CEYhtwyMkIgjY3Ohaw8whoGVUF4B+TLUhoWU2Dg94EHEp8UK5CrSL6WA00s+jEwbkM1U01BMQqVdIjSVLBQqkB8FqwyZISEHA8tFa9HeB8OjkB2AobyfvSPv4K//uIUX/rGYnk6ojDpH2J+GFUON/h438ZjqNd/UEIlEJnEMWx684/awYfD2hVEOOuggDjrooEkv39vby/nnn79B9u2RjQmgwyc6nOLGREVPNiZytk1SZb+40zC1MctaUE3K90BYakhEgHwGkiEo9YPdC3UhQhGpGGrhWMMgQj7MiKS7+pSYM5iUHiexuWCEqBVHyIwMkPQPiAC0NCojsktKhVpBrLxPUmApUScXhiHCx2CnvCd3ln2Xc0I2jBCYsyAxXVJijRJEA6LF0DXDR10noYAQjwrSGTavPhdxUkiCwkcIgC8uUpCqyrLNDsKaflktq7JaSkVoSyInUCFbBF/JwPY7JX6zllrO9d2N5jRlDx6mDC9DycNmDo9sTACttn322WfHdMjTKUJTVeRuCGj76k6B1dLMjAUrUtLNNVCCOT2ybKkAw28IV4jbOIW7YmojBepcgCAQLYoYszAsVTwDQfDFpLR4MAn+MDYmpXAMwgkRePr7paZGeVgqgRoRlaYalHKllZKqMhqCYAfEtpWiH3ZNxKDlIVnfWgmhTsi+DKVXxcNiDEuWSrAkaa8lhEhor2QVIRujanoQJy1Wez+qUOkFX1Tar8R8kM05s4uqOnqmBKWQnJKq2oVOcDEj0BatEagMMq2jzGuqn0pFFfcateTVnJ2iv69X2XIPWye8DKUtCJtmNspbAY9sKPT395PJZJgxY0Y9fDJnzhx22203/vd//5fPf/7zTJ8+HYBsNstdd93FnDlzNl7a6wRwezda9e/IWuKIn56U+ldmGAppmVYuS++zaBGC85CCV+1ICqzb21EEjDRUDfEm1Crgy0jlz0AUKnl8to9wcQhfIAbhpFQENfxQCcoytk/ybgNRwC+uhHJaSpgH2iA5HwprpCx5YZUqc16TmE+hJM3YKmEp9OUbBUYgXIBESVrOa8Kk/7959dKprlVUjATpI+8DuxN8XfLDrxTBV4b8sHgzSiUYTEnTtkS3DMcqSqGvAhIV8pfALDvqdlORjRFLIjvNMlnPq+FhveE1qtvCsGnW2djY2KLJxn333cfKlSsBGBoaolwu86Mf/QiAZDLJZz7zmfqyl1xyCffeey+33nor++yzT336N7/5TRYuXMjRRx/NwoULCQaD3HHHHaxZs4brr79+4xb0Wgu0h6Pa4hUwlf1VYZTpM8EMqmxUxDEQ1AzFLTuxcCQD8SwYCSjYgKrYaS0Vr4VdxvBFCVTDkqpaCQkpKY5KdVC/KbUzamWJU+j0M8MvHo/YbBFKVLNSlbRiSWVSX0AVAitDqQKBpNKQWhJKKYw6roYSwgIKCJnIqc8601YTjSGZZwPlMFTD4umpBtTfPiT8Jjsih2gmhesEIzCyRrxFBaBoQdAEXXFFEztNMDS5aJWbkzSR7q/r0yPFw9YJr1HdFgS3VHxd1988sUWTjbvvvpunn366Ydrll18OSLU0N9kYD+985zu5/fbbueyyy7jyyivrvVFuvvnmBlLyVkMTDd0gDBxDV0ZKl1eSSjWRACMO2FAsQTEMkQQScuhQK+jsSgMJrWSQTI7YiAqTRKAcgHxOQia+gIRHfCbVyHSCfkMyJ3JLRX1pG1JPI9wpwk+fX8Sl1VGpveHzCTkp58UjUiupvioB5QkpQTAsBKNWEbKRGwF/WUiF7oNSUu9510nRYRQtIB2SeUUTygNQaRPiMJKCkRxU45DLSmG0SEQ2XSjIq0yj56hgwcrhIJVAF8uGg/VS5a08GHqdpAmrlv9VvEKeG9zDVOE1qvOwBWCLJhu33XbbpJe94IILuOCCC1rO22233bjppps21LA2KLSRc+s2qsjT+MoUzOqQ7IqKLZELXxmMKJQGoOCHyDIk5BB1bSCCU/47mAOfDUYMfEEhGkZEFfeqUfNF8EWmQSAAhg+qXU71T9uGSK+EQXJvQmQaBLqgMCRejEAMotOlZnjAlIEEArLvQFW0GaTByMPokEqpwcmatRDikUfFOXDErSPqxKyR46jGJUxiDUC5G3JlGHhdVq9asomyeukSYRWEtDV7jbJFP+VgH/miv+Gcu70a7uyTVQPLFNFQ8NzgHqYKr1HdFgQvjOJhM0PN9d6s2ygjKZtZE0ZGwV8UCUR3AtJ5kT0EgYh62GZbYBiYhpQxD7g2Gs9DuCYzYiGoBaDmx47MpFDeBrP93dCxHYz8S8IoZh+gtB6RPiEWwU5I/xvJRglCWIkiIr3Qu594Q2r9YOfB9EN1WBSu1RqUcvJZZ5joEuWW67NWy5qoCqPAKhm/HZOCqNWgZJhUbMinwd8j5KsWknLuJWBoWHZTU71RRi2HhNRc79DoEG0mGho521ZZOpNwg3sZBx48bOHwBKIeNjNokWizbkN1LaknY2QsKCUly8JXgNIgzN1ORRpKkB6GpNY9zFQb68Dpoqp30FEQb0OkDUo2RDqomTMoDW2HHSlCoACVIfFoZF8Dc66qtRECc5qEV8p55RkJQ6hDBmOUIBSAaBIKefGqtBlSsrs6CtE8ZDPCAHQvlBryPYfT4TXomoaaPiKvQhysIZldikB2SGQo/i4wlJbD9sFwSs5XDmmiprNR9KtEI5lo9mA0z8sVRyC/XMjD2tzgXsaBBw9bCTzPhofNGG6j6NZupC1YnoJeU76HkjDcD74EFN6UbNMgYA4hGSmdiFVO4hhynfHRVobuATDawZ/A9lWwB6pgvwzpF8U7UV4OlRHI5iGwMwRnQ2lIPBaUVR2vMtijEOmEcF5+hSMvg2lAISuptv4s+EclxqFqY9SLlVpAFidrxs0EMghbWCPzrGGwqmCFoRSG0X4ohKQWiZK94o9JxCekjrns8ma4vRrN/U6awyfua5ErjowlD9FZ419AL+PAgwcPWzA8srEZo7nehjaG2rOhkzXSqv18bAYYbZApSsXLaMHJXPH7IZQBBhGykUYpJWkMXRhA5wh0j8CwicF8fJWXpO18Nic5tpUchKJQeVOKgsU7xMKXbCEbhh8SQYgVIFKD3CrpKGtXoZqXVJFAUQSsOXWgBRySkXO9/GpaxvXqB4ahXJJFsmmozpaCXKUQWAYEIqJlKSNDyqrSHQFTRKAldchaw6G5jK674T7fzSQvZ9vi0XBjbeTByzjw4GErgBdG8bCZo9nouZ/KC0DchGBC6nL5Y+JssFKiTYj1qT4rQHA54t0IIKQjot61JyGPhCcyQGgI24gAr0E4C4EaGGUI27KCbYto1A5DoiD9VWo1iNjQm5PMEl8BamkoKZWnHrTWZOj0VZ11klXv5ab5o4g3Q/WM0kQjZ4GlmsnmgVobJHqFaCTapU7YcEbIRgXRabjPnfYQRU1pLz9sNXo2ms9/HVMlD17GgQcPWwm8MIqHzRDayLWZ0G5KuYqK5Xg3dJKGz4R0EYxBaA9LxKNiSaHOUdf2Ehkw/4T0EZmOMJAOJB22gBQAywJpsJO27GS4CMEB6aPuB9I+qBkQLkOb8r/YRejzSZ+VQBUiayBSgKLteEyyOExJkwhdhlwTEE18QmpZTTRU0S5yUB2CnKrmmdbai6S8hxJybiLdkiRj2pDKSFGv1cOyfLMg1DRhep/sKpGESrjacO7dJKNeIXRdyMOmkHHgiVQ9eNiI8DwbHjZDaJFozIS5yjsRTsJIWvSdVaU/0IVBg0kpyd2fhsqw2Os1lmgVbFTNLgs6LEg+BbwDmIuEVDqAbpzU2Cz4cjVK23Rjp5Ad6nRZnw3RKgQscS2AI+zU7gILp7qYJhc659RdxVSnfNRwCIiFeFbSNHo3KpJ5m7acYqI5RPRppaBsQuV16NpVynlUEGlJCcgUZD13+ESHTiJmI7GIhiZZF3RjkYeNRQimIlL1SIkHDx6mAI9sbOaoIiESUEkZEdg+Cem0kIj+lJAKMwm5EiQiMLRGiEgUeScFHaZUw4xbys6HIVGBiC7/XUaM+0ycdrOFKqE5A/jWqIGEkZ0ZCAEIIxoQLSrRlT31YCuulxZG6M9VnIYkfhzPxiDi2cgiqbplNb8CVRU6Kc+WQqOVpJCMnCWEI68yTYaAvvlgB2E0JyGUEavRidJcP6NdaV2yBciWnHLlY7QaGwvauNs1KK5REzdw1spkRarlUSis3Dhj8OBhi4bn2fCwGSNtwbSk2PhIWJ7StS0PmRCPCNkoFsUIF3Ge2gHQVTBVxkrBgqoqdx7PQjQLfl3GPI1oOirAPMUihtWTfgAx/LqDfI1GBasmD9o62zguFds1TWe/4PpeQ4hGAQnxaHKyHMhCtRdyRck6yRedKuZFU0iG9nLkgTUrYekwRDqEE61pET6pezFM6EhCriD94F7vh0jEXz8MN2I+38YhHG6PQyElopug6jq7IbNWJqkz8VWyzrXc0GPw8NbB8069TfA0Gx42Q+hQyqvKO7EmLQ3Ygmp+EdEZxOJin0YHReToRtAE+lQaaBJKKbElgS5HNhF4HZIW+DuRmXHANPDVCvjyZbG8MZw4RE69o6brX5o7h7SEQ1CCapofJ93WwNFzDOB4Nipq+aJssjQK2VERgmYRj0YeFW2xnJYp7lfRgpTlfHeLQd1ZKDqEki8KmXFTCTePgvXreDAh3B4Hf0x6z2iysSGzViapM7EDcRH9aHiZM5sfvLoubxM8z4aHzRhVJAyQs8T4WZaIRS0LukzxdCwfgmQYBjIwZEkkRD+9x02VqYH8DXzKwPqGIBGGUFF+KBkLEkMQMyGUBvvlMOVAN/aorYQPCAkZQWIVGcQid+H0KqnQKAA1kKqfYfXSxGQEp+29ZgSa0ARlGTsHhQoUTEgPyfEXTSncZQHDw3Je3F4NrV/Rm9beDDfBcFdmzVnQlnTOdc6S4Y6HjeLdcHscgnGIbyN9ZzbGE+lkdCbBNjCj3lPx5gyvrouHtxge2diCoJ+sR5RGIYiy9UkhHFZBQgYNIRRg0IJY0jG0BUtsur8ghTwjAJZkZVT7xFCHAV+5iu2PQ95wKniWEO/DIEI4IjgrJHHqZYzgeDZiOALTLhx150o1LaGW91NvLV9ug3JCNpcvqfRWoNbnEIccDrEo4qQB+00hWGl1nvRxN1cDBdGxLEnJsaeV7kMrNpo9G+71Nig2xbTYTSFzxsO6w6vr8jbCC6N42EyRs21irlb3bgM4bMHqNExvh6ERx6uhUQVqSiTa2yGGuog8wRdSklIbtOTV1inrhFC92uJVjFqeQtXGVwXDhKDOEhmg3m2VPoRoVNS8Ek7dji6EAfgQgpFCyEgQ0YhEELIRgupyya6pALUoFH1Q7ZTyHcZMKUxaVN1ai4gGpYYKE1lCovwmtKuQUUgJSAtWYwprM2GwLEmjHS8HpZlw6GuxQT0cnnH3sCGxKRLYrQJeGMXDZg434XAby4QpYYBSDZJJRSKsxmWqSGggmIBwGOLd0h01OyzGvc2Up/iyBSTFCWEBwZKPrtIyChjYFRGRFirSZ40AGP0yzT8IRgf42hDLHEI8H6gdR9QGfQjJqEo9sFoFagmgXQqRVv1QGZSK5tVhqCaAGPi7ZZOVvLzSq4VwWEC0D6phiIWlknoRJymmhghoaxMQCQ03oXB7NowWy2psNMGoBw8bAh6BfZvgeTY8bCFwEwnTbPxp+01FGpqWj3RArAvaYtDTBf3LIJ+UYqB2EQJJyKagnFKpthb0blPDrlUpUKM4AuEI1IbAb0NxUJbxI14RvwVGAQKzwJcDIuArgZEEn486CbEDQBjKw+ALgxEHXwhqVagkoJgX4mSHpFtrZJZk2YBUCc3mpEBXKiUZNYEwxLskhNI7G15fVucz1JAwSUQVRMtYEoLSiJsyL6eKg9XPoXpPhKvM7hy7nhse4fDgwYMHj2xsUXB7N/STetqCnqRDOEYsp3eZRg2Z5gtBskv6hpjtUCpBpQhlVcq7ooSYGQs6OyHYVyRgWxT8YI2Cbw2Eg2CXwBqRbQdN6Tfis+THFkyLsTbC0qfFzkJ4G+m6ig3VEVnfDgsxMpR6s1qRNvCFMhRLUFHKzvwy8EVVJqwPRjKQWuWQg0TYCZHki3KsI2mItUtYqQbM6BNPRzKphK/qnLQn5b0rCW+mhJiASpSpZpjbUcY3Kuf39ZRDOPxN59cjHB48eBB4YRQPWwia9RuDFlRVWqyldQst1ls1DHNzEMtIRfHRnEoEKUIwLOQgl3aElsl2yFcMyoEusrkA6WHxaCT6VA2wHqhEINAtngdfEfKqsqmBeBwoynb1r9AIQCWKaDUUgaAomZ7WgJCNSkm8GsUSlDKyT2s5+OJgVaRwmS4+WrCguBx6VBO2vGo8F09CpSYpwQGXgMVUBdEG0xJ6ypdEVAsSjsq7yIS/lkc7ZPT8nNWiR4rCRtFxePDgYTOEF0bxsIVAE45W2SnNREN/H7bgn68JuQj55IeRUiGHbZSxDiZVFU4LBkagF7CNCJmCn6E0RBPiqQgAdhJC3arRa1y0FiUgkxKdBGkprW52Sz+28qhoPfwxqJWlfxs2VMvi1UgPSkGyUA+UslCxIZ+BUlo8JIGyVARNTINyEDJLhdRUgSXLhCBlLPGy6MyTZkTCQkgASkWIRYRsGDSSNAOoGlHpOaPOYWkcEudGlbfYy+EVbfLgwcMmAo9sbKHQBs3t5WiGgRhhjWVDQiaSSjRZsaCvEwZH5YcSQHQQNiK+XL4qzOzQPJYuMRlZBTNCEIipbBHAykIkJvuphYXQ2Eq/AaINrWUla6RSgmgb1GwJ34RMIRnVigprxKVxWjYtYR2dxkoIgkEIdoi3o6pCMNEOMENO/a/lKgwSRKqpagwOq3YvJgwoj4YBWEVYuUaVIbcavRoGUPMnWD0cZDjtzG8znRTZ0XE0HPqabHTC4RVt8uBhE4QXRvGwhaI5rLI26OJgQSRJJKOKWrmLfnb0qR9OEIrhuQxkQuQtKC+BtrQiJQWlgShCKAzp5Y53wI+QiUgSRkagYItmo6y8HUQhMyo6kEBItBuVoGhKsIUI6H5tPoR8+EviGSmVZH4ZpwBpDQgrApWxROQaMoV85FVmjq63kbdk2bxaFmR60oSuDvmrh1XX10LRz9CQbL/NhFl9EIlIWfN/L5NCarpiu4YukrrRCYdXtMmDh00UG63W8CYNj2xsBRiPcBhNn5s9HX7E0AdMqBZFeJkwHQNeQrQLJaRERlkRFQNJRc3pQmDKo6GLYPmRmhyW2me1CKEIZIagaoMRgkJeNB7BhIhWK2XxfgwPQSbtkIR4n4hY86sgX5YwSK4ARgTMMNSKslzWle6riUTzX96vxpxT8wx1nEkTdpgLParOSC1WxKhmGop6JU3pQTO9U9Z5xyzZpxaNusM2+vNGJRxe0SYPHjZBeJ4ND5szJhGbb1X4q9zis3t+Wye8Yyf5HA3J9OyIU/izgmgXtGi0ikMmaoiOQZdQbyAaiJfBSArJMDuldkY4DkPDsp9CBmo10VGEy7Kv4UEhPJblkB0rJWm75ZKsW0WKdlWAmk9CK2uGJUzSO120JmuGxp4fN7HQno20IkhxU8ahlzFDNfy1fJ2s6RLxsbBD4ApF2Zb2jrSqx1HXcBRHNry2wiva5MGDh00IHtnY3DGF2Hyrwl8xVWOiaAk50NkUJSTjpALEY9DbBfhgWU2yNYJAeVjavUUTZbKmEybRdSzcJKOZbBQsqVDaOR3KgxIKCRXFgzG6SsbRPRd8McjmwcpB/xohAO627lUgEpJwSkefZJDokE+lIJ4O04T5O8my06bB8y9Bv4tw6FTVmAkz+2RaNSmnU5coLxUBpT8pl4y6QFSTCMuC15bBdrOEaBSLsp7e9nji0ZgJ++3Yzh//9te1Xr8pwyva5MHDJggvG8XD5ogpxuY14TCQkMgcpb8wkrAiJYRDE4M1I7DDHOjsEg+EEZBU0XIahoYgOhvCpWVEYlXa+2AwJaEUt4fDQNq0h00nVFNR4tOyBeVVQhJACMeI8vwHTEljtbNivLUo1N0sTROECpJKGwhDOQtVFaeoISSge3rjOehod8iGgXg9wqakvmr41bh1WGXxEhhOKzFpT5iaX8ISSVX4K2/BwJATOkpbTl2OibJU2kx532+PPYVwbE7aCi/bxYOHKcILo3jYXLEOsXndlj5qOp1eA4hxtZRAss2UjIqXl0qFz0hAvAtGWAxrGQiExKpX1Tb8ptOozE0G2vqkumjvNMlQKWSgf6l4U8oWFJVgUxOdjj5Z3w5Jym256HRg1WRDE46cBfEeaOtS5KIEq/qdeZYlItTp0+TYQyocFDUdMeh0RXZCESmTbhXluzsDRZMOgJlJoQ/xcJWoWreWhGUpRxCqydbakLegV2XH7LfHnryeglX5TfyGUh6FkTehuEa1uveyXTx4mDw8z4aHzRHrGJuvIk/f05Shq6nvpsqqCCAlyvtHwFeDeFgElyuWi+gxBORKEkTQglEt2tTbi5rQPl2ySCIJiLSBT2WVhDKSuhpS4ZfRITHOyU4gIj1aykVIuxw3ui28FlhWEYKSyYA/Ih4QXYRreMgZy+gQ/Osl6O0Df1COZ1afpMOGTQnB2Mi6xZIITPOWjEvDXRVUh04ioRoFHILR0+GQGV11dKIUWBAC82bK6UKbs8amK29KhcCMagZfLguMQlG5t4Lxzcsj48GDh7ccHtnYErAOsXkdTnlVVRfVxnVOp6N50K+lKQm5lJQnwo8SZxb9FEOzSef89RCMW//Q1SfpqIlOMAyZXlBiz0gbJLpFCxEpSgimYEmFUVNlfQRiEroIKgPe2Qf9rlANanxDw+APOSSkoEhT0BUGGR4SQpFw1dgwlScn0iPkplCElSmnEujaUCg1yj5tHK8O6hyMWkIkoopMuHuo6LWbM2CaMV7q8gYhIVMMhfhreaT7XQwYkvKuwbiX7eLBw6TghVE8bKXQdTW0sFP3UtFGM6NIiK694Q4NVJHiVvmSQVhpD0rKmIZ0imwRBgaFbIxmHGMaikMoKBkow4NgKzJTQpYPhYWI+CJQdln+gEqldXs3qpY0XguajjeiV4Vi4klYlRL9RMFqJBt6rPhcrwnQ0wld7RBOlADIF/0MpYRI6KwTLTA1ECKj629Uge6mHipucjGRiHQ8tCIhUyIg61D4q2pE5UMwLl6NSA+YMz2vhgcPk4YXRvGwlUFrN7ShqyKG8I2UZKiULNFVuLNJwDGQNcSt3t1RZmhUin/1Kw9HxhJDD5KCmhmVtu8gha/aktChPBj+sJCBMvJuFqVpGkitjbiLIFhNREOPQxOiiAl90yEQlOmBMBRKDtlY01TQq71TxlUoyDODaTraDDd6OmG3neRz1wyLQGmVnEOXVwJEtxE1HXHo3OlgBkV7oouDZVpsfyI0N3YbDzqVVmOtxGMdCn/V/AnsWC8Eq55Ow4OHKcPzbHjYSlF1vWtvxqgyxCHEmwGNBq/mevfX8lSRv0AV0UBYKhNjVQraO1Qjt5DU6hhIybYDIagMiQdjxXKnS2vZkgqfEVM+FxRxiZiOJyLRKdPdHg6QZbadLyQmbEIuLxVFiyUYHnYIhrugl2VBR7Lxeyt0tTd+D1YG659jpuPd0ESlrwPaEkK0+jph5SBkijIGtwdDVxTd0GgmHtCCfKxr4a9gG0Sj6zU+Dx48bF3wyMZWjmbvhk757FC1N4qW09AsYcpLk4Aa4lbXRMOPGFMtmMxa4kUIh5z9+U3RT2hCUVAZI9rg1nAqkWpUtXDShB4VpoglxUuhwyZVYOZ0mDtPiE8sAZUKrF4NRVVrQ3sboqbzPWuJTiOsvrfyaoAIZWdOc76XA10YyJhmqTG1J2EoDZ1JaGuDZExIRmoIimURpOoMF3cflcl4OtxakKmiXlOlRdglaYqmJGspgeomJEb18BbAS19+a2HDepcrn3z3iU0KHtnwUPdqVBEjOK9PtYFXeoeiEjnO6INEWHp/LFuuBKT+BKnhILbIGOrEQyNnSY8U93ddPjyrhJxtnUI4LLUfTUJKTUY4aDoGV9fHcGeMRMLO50IBymUhGuAQGtOEPqWhSKjaIhll8Ccy5muG4NmXxMORKpu8NyTFO6Kms4yBzLdrIjZti0lV0YE0LEk5Y4ibUt8EHB2HJhzjeTr0NUq4yIE708Wt+XBrQVptz3190pbjVYK3uCuth7cXXrO+twfr+tQArRXkmwk8suEBcIySrr1hIMRBF6yKmJKx0d0l8+bMhrTLbAVCMn1aH6xOORkhpgkjaVlGEwoN0xQhJ4jhH1VdV32ITmMg1bh8XulA9FO+WysBohfR6a3lMix+xanHYbj2GQmLlsMqyvfxPAvNzx9rhuQ1O+S4avKWeDI0RkbkGIoF8WgMpGFg2PFogHgTdLqtX33PjzMGcK5NQhFBgL4kvJYaO/YqordJqEwYN5HQ97jxyIzGBiMc3lPzpg2vWd/bg/VxbHhkw8PmDB1KiZnSTCwSlkwQP2KsdA2NcFi1e0ee3EMJMV+hUK2ht0pIkYzZs2U7xYIQkGY9RMhUOg+1T51N4nfNd1fhzFlCKLR+Q3s1Ii5vyPPPQ1s7DI/I927lxejrEy8NQFeX0jTEpY382jDRvcFSYRhNynLKwMdMyKScsBI0prrO6RG9Sr7oeDyaM1Ka63okzEaPRZvp1DZxL7ONIiQ9Lq9Jc1pt88PVZEWok4b31Lzpw2vW5+EthEc2PABiHLfpU8bOJ6XCh9QTeRB5Sn5lOew0W/p+lAtghMV85UsGfiTLxAyLKLOnGxIxIAaDQ0qw2UQ28hb09kKXykqxbXkVCw65AMcIdncKkciMOOm6EZd3JK6yYYaHxJjqbBcNU5GbwSHxbARDMG+OLJty9UqZqpdTZ6S463yAGH4QwqHDQ3o52weGT6qzuhu6uY+32QNRsADlRTForHCq10uajufHQAhJxhq77VbEw0041tu74T01b/rwmvW99WiOM08VATzNxqaKBx98kJtuuolXX30V0zTZb7/9+NKXvsTMmTPXuq5t2/zqV7/i5z//OW+++SblcpmZM2dyyCGHsHDhQmKx2FtwBG8N4qaTVJXVKaqmY9T8wMoheQrXBb66I2LCckU/5bQIJK0CdPVAzXb+U/EEhNNON1Ut0LQsKdoVCCkCU5Q01ULBaQwHqoR5J+ywkwrVTIPFLwmpCKmwTziianOoRmwRs/E/beN4SQCSCdlOagBiUag2NWdrBZ11YobH3i30vLwiE7P65L0zKaGUzqR870rKMRYLTrVTrcGARo1F3HQqi2pdybKU7Cunvrs9He0mJCOiqdGpw9kmojGe58RNOGJqv5RG190AeU/Nmwe8Zn1vPdZHs7EZY4smG7fffjvf/e53efe7383XvvY1hoeHueWWW3jmmWe466676Ovrm3D9Sy65hOuvv573vOc9nHHGGRiGwZ/+9CcuvfRS/vCHP3D77be/RUey8ZFVT81VIBpR5clDIhJdpkSi4DQYCwGdSJ2NtkSZTFq6wWrPSDIhGRihkBi+UEj0HFqXAfI+mhaiEVbiztUpp78KOMYx2S7v+ok90S5P+pEIJNpA8z6diaL7mwwrvYjukxIxoWqDGZVlNcHqbJ+YbLizTvo6yhjVTMt5nYpMgGPEe9qd5nBaC+Oe7w4v6ePu7YQdZ6swS0FKmmddpMN9btzC3hrg90m678phOW69n1aek2bCkTRhrv5bZF9d9/CH99TswUNrbNB45eaDLZZsDA8Pc/HFF7PLLrtw2223EQjIoR5wwAEcfvjhXHHFFXz/+98fd/1KpcJtt93GLrvsws0334xhiBn49Kc/zamnnspjjz3Ga6+9xnbbbfeWHM/Gxqq8zfSojw5TvAOxkPw4ashTrnbZuyteRsJVwqVlJGJVSCgjV3A0HT61frHokPlkO9RczD4UoaGCZ6v/YQ0RXs5wpZ4WC6LHACngVSpDJi0ejqASf+ptDQw5nyOmjG1VSrwroaA0bxsYkfkx09FfpF1G3Z11AhAsr6E7UWZUeTSadVvuUEa+ADN6IFeUvitDwzIeXUCs2fsQN2GnWZLN0h4Tj5L2fujlomajhyNmOvu1Ck5/F00oWmWnuIu5acSbjnO9wh/eU7MHDx4UNmNt68R47LHHyOfzLFy4sE40ABYsWMBee+3FQw89RKlUGnf9SqVCoVCgu7u7TjQ0ent7ATDN5jvz5o20BcuHYMWwfK/hNGhzF/LSXVdDqutrDTHug2mpMzGUFsNqI0/YwbCzreGRsfvNF2BUVRiNjXNKLQsGh6FcgdffdKqRAmQzqnhXUcZRdBENt05EZ7DUkP29+ia8sRxeeEkISdSU9N6OpJQdd49F1xuJhaGvvUSwtJy2WLVentyN4WGpqTGSllc0JAQgGpLvWeVlWTM0tsiXTo21ig4H60pALOIQgbgJ2/ZJRsrcPglrFdT49C+12Tvkrv7a7DXSGTHzZ8C0djnGOrzwhwcPGw5aYb+ur804K32L9Ww8//zzAOy+++5j5u2+++48/fTTvP766+y0004t149EIuy+++48+eST3HDDDXzoQx/C7/fzpz/9iXvuuYfDDz+cGTNmbNRjeLuQtuDVlLjmi5YjxmwWFeZVIzJNPgaGxYj2dcJ288RQ+hGjXizIPJ2xETOd8IHbYLvrZmiYJsyZAx0dMoZkEvoLDgGyirBaZZUUUjKWjo7GsuY6YyVniVcjbEqDOXen2nAT0Ym6RK05pS/pmA02NoFaGjNUrRvy1SlHs6HXKVjQ2Slj1kRIG/uJ6mlYliy/ahA6E9K8LhqSMInuEKuhicKKIanlob0dzZ6o5n24dRoJE3aeAzO75F42mINHnnrR63niwcPGgBdG2bLQ398PwLRp08bM01qNVCo1LtkAuPjii/nqV7/KRRddxEUXXQSAYRicfvrpnHbaaes9Rtu2scarj/02YM3ISj7x/w6gUDIoFv2ijQB6EeMUxCEQASAxfR7F0GwCnfOoDAdJRvx0AF2JMoGOAkmzSt7yEy9HqGaCJABtugxE9wFQC1elXXvJIBnxk8QRXPuBtkSZvt4iUbMqxcY6/NQSYYolg3CoRrFkEFRiVQMJ73R1SDJuH5DJGcRjtfp/PDUcJF/00049uUNEpuEqfR3luhG2h4OEex1K0JkoE4pViXd24K+OMmtuF8WSX5YrynJhoEMtX0XEpL1qLDbAcJBIr7/+oKL3HQ1XCYdqWCWDbNEP4Sr+UA0rVCUSh5lqo7EeP7mSwcwOV7LxcJCoa5wJoKfp2tYmeO9KlNmmt0ibWcUGwpYfqxLErgShkq9vo6DcSQW3W2krgHfcm+9xRyKRMZ5pD28PtliyoY14yFWASSOs1IhrM/SRSIRtttmGGTNmcMABB2AYBo8++ihXXHEFtVqNM844Y73GWCqVWLx48XptY0PBqGYIl5Zx5RXfBaAYmk3Nv3YXeg044tuXNUwLlFYRz/+t/j0b3YOKqrg5mXH4a3mqRrS+f6OawSy8TLC8GoBScBqFyI7jji9YThFw9S7BroHPueFUAl2Ug63Fwa32756nx2HXCrz/M59mb3NB/djGG3ug3I8PH+VgT8sx63Ov4T73482baJxTRavz++qSFDV/vuXyy5Ytazl9S4d33Jsfdtppp/r9fpOB59nYsqD1FKVSiUgk0jCvWCw2LNMKlmVx1FFHscsuu3DJJZfUpx988MGEw2GuvvpqPvjBD/KOd7xjnccYCoXYYYcd1nn9DQmftQKKPj539GcwgOGcn8FMsO72d7+0Z2PWvHmcfsEF3PytL5Fd/SbFkkGh6Kc7UWZaexkzVKNcMhgYCTKakZZubs2A+92PeCS0F8BAPBLgo6TCNcl4WQqNZYMUio1BCPf/Nxyu0u3yUKRzBtGYfLMRz4ZVHOtdaPXejBldBXbYsYv3f+4UHrz6x4ysugofPoolH6Ggs9zqYfmiPSU1NS2nxu0Ow3YlyiRj1fr0kZyfNep8aa9HNFQjUzLIF8cGX/T8fNP85vCurqaqt2uq9bIlQ9J042U5P9kg2aKfP/7tbw3rFwoFli1bxuzZs8f8p7ZkeMe9+R53MBhc+0JvJbRmY33W30yxxZINLeJcvXo18+bNa5iXSkn+/0Sprw8//DBvvvkmX/rSl8bMO/jgg7nnnnt4+umn14ts+Hw+om9X98zmUtKBXvCl+dndd7HfHnuyJOWIF90t5nX4o04UqhnIvEZuzZsYSHO0IaDQ56yzKuUIGBOqxoauAOoWKXZ2gn9UUm8TCQm5DK4BMyKZJm++Mn5XVjfZqAH9ptTg0N/1/1t3fq251nEb4eZtNWPUhEgQbCNKbWQZbfZyiiXojsPK1U5p9nRaryDVUcNhqA7AypWN+6wCw6ajW6nhpLm6NScgWo2Y6aQf62lz+0D7INakGuuJuM+J3pZuqjenD3LI/eu1FPytaZ/j/TYjkcjb97t9G+Edt4cNgk3Is2FZFoceeijLly/nyCOP5LzzzmuYPzAwwMUXX8zvfvc7MpkM8+bNY+HChRxxxBFT3tcWSzYWLFjAHXfcwbPPPjuGbDz77LNEo1G23XbbcdfXhKRSqYyZp6dVq5vQr2YqGK+UtKqL8HrKqc/QCm4j7a/lG8h6xJQKnYNp6G6XlFJdfKq7E7adLcW7SgVIqfodmnAULQj3wvRpUinUykOlJJVIoyGp+5FKjU843LCU8HNan/MwsELVmOrqdESU4xW2irgKj7kzWgoWrBkOUgl0UamAXRJ9SbkkLeVH085yANN7oKdLpcEqIcrAsJNWa6hlVyhxZ8Zq7IKrEXfV8uhOUieDSbNx2aRLeBs3obtDjr9f7VMv25z1oyuNwvo9eHnw4GHzwRVXXMHQUOsCQ+l0mk9/+tOkUimOOeYYZs2axWOPPca3vvUt+vv7Of3006e0ry1WOXPQQQdhmia33XZbA2F44YUXeOaZZ/joRz9a13P09/fz2muvNWg4dP2Me++9d8y27777bgB22223jXkIGw+tSkmDEI7orIbmXfpJuNb0XkVV3jWiDSGBeifXpBSy6kiKYYuZsM0sIQ49ndKCfcb0sfUrYhEp0GXlZJ4uZa4iX8TMxlRODfd3/aPWWRtabDpjOuy8A0zrge3mwqwZso/mtNCoCbP7xKjPVqml7n0Wi37KwT76h0P16ZUSvP6GeDQ0iSpakpabzUE+J3UzZnYLaUia4iHS3qKSJSTNshrDVXq+7ouiX5osuIlQNOykyPZ1wr67wF7zYbd58I65sk8Nd6qsQWtviId1QGkU8svlfVPalodNB9X1eG1A/Otf/+KWW24ZV3t4ww03sGTJEi688ELOOussjjjiCK677joOPPBArr322ilrebZYstHZ2ckXv/hFXnzxRRYuXMgvfvELrrnmGk444QS6u7s588wz68tecsklHHzwwfV0WYADDzyQ3Xbbjd///vccffTR/OQnP+GWW25h4cKF/Pa3v+XAAw9kzz33fDsObf3RXDthnFoK7tTI6Z1Orw834aj5EywbDtKfFvf/qKrS6SYgYZ12qmpvhEIwvRfCQfE8dHWK4Z87B4JBCAaka2tmVGpWjAyKN0R7ATT8NJKAuCneE1MZZreHIBIWD0NbHGZNlwJh05ThbyYTcdOpcWGGYc50mebWmwCMZkK88JKET158SUIkI0OOt8YPjA7LcRiIG7FYdNJVdYaPm3Q0f9eko7mOhg5BWZbU9CiVxHMSC8Euc+Fd20FfB/S0CcmZ1Q29Hc72MpZcr4E0vJEa2z3Wj/RH2SjYUo2o9hgWUvK+Pse3IbflYdPBJlJno1qt8s1vfpP999+fD33oQy2XeeCBB5g1a9aY+ccddxzlcpmHHnpoSvvcYsMoAMcccwwdHR3cfPPN/OAHP8A0Tfbdd1/OOuustZYq9/v93Hrrrdx+++38+te/5qqrrqJYLDJ37ly++MUvcvzxx79FR7ERMIVS0klVQMoAUO775nbouaKflUOOgc1Y0gNEhyZ0I7BCEdYMQl+3PMUXivI03jFb1c+IiRdgZBRqZegfgBVLZR+606suruVGDSEDuiFbW1K8C1lLGrOFTaioSqWRTgiHpHeLgXhe/AYMjojhzqh9+JNSjKynS7WV75Puru5iWQbSn2V0yPnejIIlOopySZrXVYvypytbQix0vQ1NAtxhHff3vAq1RFW4wz2OvAWWCYWQ8syEhSiVylIhdUYXFFZDb0K0LDqcklfHW2sx9o0WStmSu8FuyOZzXiO7LRebQPT9lltu4bXXXuPyyy9vOX/NmjWsWrWKQw89dMy83XffHZ/P1/BwPhls0WQD4OMf/zgf//jHJ1zmggsu4IILLhgz3TRNTjzxRE488cSNNby3D5MsJa1DEdogxceJ7bs/py3ppxI3xdgWLGkSZpWkb0hqjUNGwmFpQw9CNnw2rF4NuTRkVCXTqNpOKy2DLtYVijQazJgiJ/pVNCESEnJQKgO2eDlCIQnrhINCflYoQpFKQd90GBoSkqDPRbGJbDRX42yFogUpCzJKtGopQtPu+u42+uORjrxL3NrcUC2nCB44fWHSiEdnNAurBqTPStJsFJ+2gnvb6939tRlbshHdkM3nvEZ2HsbBypUrWbhw4bjzH3vssQnXX7FiBVdeeSWnnnoqs2fPZvny5WOW0ZrFVnWqQqEQHR0drF69ekrj3uLJhof1g27Q1vC9Ca2I+qjKmDAQAzddeUfiYcggZcyjEVg9APGQPIkPDkE2DWlViTRuSpgFpKNsf6oxg6W9E2bMcshK1SfCUwOouMIONaBqwUBKiMmyJdDWAT09Eq4JBmVcJWWMNUFaswr6+mSc4bCMzU0wouEqvZ0OedDQ802XyFQvo5drU8dWQ87vipQjpF0b6XBPj5pO5VLt+RhJw8wewIalq6VUel6FobTGY6L4qft66nDKBiMcb4cRbc682ljYkM3nvEZ2Wy7eZgX2ueeey4wZMyb0zutCbq3qVIHUqppqsTePbHiYEGkLXk+JrkG73bWhctdsmMgzGFMajpgKS3QmxZMwMgi+mvRSCSDhBrfeQYtHDdd2yspYRk2YNRuiMQh2Qj4rXgsrLeMsW6J9cBvniuVkgWQRT0coIpqRogpvlFxkpmiJh2Vat4xhRo/MN5CU32kdZYKj4EtKuXK358VUZMIHoMI6bjFnu+n8+WwckuNunDYe6dDnPaaErJqwLEtJj5fuTvFuaA9HriT9Z9yZLs2EYjxoL0rM52NNLjfBkpOEMqI7TG8n67oeGhvUiwJvfdhmQzaf8xrZbXmwWb8wig0zZsxYq/diPDzwwAP8/ve/5/bbb5+wBomuqzJe/zDdN2wq8MiGhwa0EgXqtubNrvtmtJqmNRydSQiFG2tehFwhlIEhMbidnU7oo2CJRwNEqFmLQEkZ5agJlSKEO1SL+ai0m/cjRMNtnPU49Bg18bDSotdY8qY0dsupfWotBYhXI6rIfaRLPCGhRJlAuZ9wqEp7m4hX46ZsUyNhNv65kqZ4V/S4KhaEkxCIyHnIpSFCo/i2zMSkQ2eouPeZVcdgqPNWQ7rMjrYQgGqsjXjETXl9eN93cdUtv2yxxOTg/m35m95bLQMbgHxsyWEbD5sn3ibNRqlU4vzzz+fAAw9k+vTp9fCJDofkcjmWL19OW1tbXdPYKlRSLBYZGRmZcoKERzY8jIuppCppD0Kr6VrDUSrJy48INQtF8Sx0GNDVDtGgkA9/UkIelhJ4dnZApE3IRFsSViwRQlEuSIpsPCbt7bu75GnfDEmoRGdwhEwRieaVIY6ZEO+AZEKe/mMhCd1UmkSb2sOgzV8oBL1dUItVCZVX0NdZZigLxGCovzGjpWxBwBV+0tsO4pCdfBqmJyX005V0mt65017LjO/pKLtIBTRmqKxQIaO85RRn09uZ6Ho160ESphQNA5jdUcaoZthvjz149t//bv1DaEIrggFjf1tJRWjSTd4Ovf46kw5P++DBAyDeiMHBQR5//HEef/zxMfMffPBBHnzwQb70pS+xaNEipk2bxnPPPTdmueeeew7btlmwYMGU9u+RDQ/rjFrT+3iE3Y8YkIIlT9ntJvT3S02Imd3Q1gntMRFupoeV5qIkosqCBXRIuMQAfDHxAgyuhOEUUBID3tkroYtiXkSRCVPCKN3TIdkleotCUSqRxpIQawMzBsODQjgSSlCqx6sNc3YYhpOi2aiUIZ+ROiA+DIoFAysrng0/Mg69fsWS8UWUJ6ZqOfMTStQajEAxLecvhJyXqgUlGolFqWlMel7BkuqsOkPFHcbJKeLiXqcV4YCJSWWb6WzThxRxa06LbSYCkyEYzYRmW0VoepKSipt2CWGTJuzQ5SNrwar8FEnHW6192JD6kLdKa+LhrcXbpNkwTZOrr756zPTBwUG+/e1vs//++3PUUUex/fbbA3DooYdy44038sgjjzSkv958880EAgEOPvjgKe3fIxsexmCiGD60TpVstYw7dGHgZE3oUMX0TidtvFSG9nboapO6FJUCpJXx1aLMUEjEnKYrXDJgiRHs7pVlOrsgPyI/7N450DMHIlHIxkTwGe8DI+SMLxIWsqDJgIGQlmSHjHdkGFYuEXIA4lkxgKoRwcoFyKdlekUZ+pjpZM+UXZ4KTTQiJnQrwxoKAz4J4dTUMj2dTpt6N+nQIZWEymDJKo9FkLH1RiZCXBGdXAu9RFwJWnMWjKh5eQv6ks44qkYUH9CljjNrQdLnGzcUMx7BcH9vMxsJUZvp6FtmdsJOs0Tgmi7C9Khv3QjHW2GsN6Q+ZEtOEd6asQE0G+uKYDDIBz/4wTHTdThl5syZDfMXLVrEww8/zNlnn82LL75YryD6+OOP1zNZpgKPbHjYIKgbI/W9lajR3/SetcTbQNwh+yVX5/T2DqiaUCxALguxPtlWVxdYIyp9tAPibTCaAsN29meqDBLKsr9QCJJJEYKaMfnPZnMwOiCEoqQMd8yE6XMl0wVgOAHLlkJ6SB2fBZEeP4XIjvT3h8mllUbEEiLQ1+fUJBluyp7RmTkhhGgEw3Jc5bScqy5l1GtJqelRA/ym46UImtCjBKEdSSkJ356UY+lMSnGvZgIBQi60SLdT7aMrCUvV8lXEwM/qU/eypIiCRywhG0tTQkJ8w0Fq/gTJcJVEn6zXpzwRI679NhNR/zifNbKWeDTcdUNAPD27zpaU6M44LB+UcW7wdNwNBa/OhofJYBOoszEZtLW18bOf/YxLL72UO++8k2w2y9y5czn33HM56qijprw9j2x4mBISKrbeXNhrIrhd+O73vAUr1ohIMx4Wo98Wk3nxhFTErKpCVfkspMPQ0Q6Jdtj2HVDIQCwOwZAQiEIOqiUoZUTYGVHrlvJABYpZISjVIhhhyAzAyEoZTxDxGEyfB73TpOhXuSSej6grxFK1oFYy8NfyBIDckBNCiStRqB/xtsRMwBWaCZuQVLqTqCZYJTHUYUVCbMSL0dcBvpBDLFalZHwBnIeb3nYpCa/Pp+6LUsPxsFRxRLZtSciXJBVWX0udyqx7rOj7YNJ0RME5JRBO9ApViIdquPNS3J6IVphIq4Ha/pKUnL+s5ey3zZSqs+0xJ5tJ6082ScLh1dnwsBli1qxZvPzyyy3n9fb2cv7552+Q/Xhkw8OkkTBhGxUCMJLgCzdS9InCK+5Qil4mYoohtCzppBoLi7fBAKyMpMXqH2ixIAW/4m0QCEA5BvmQCoGUIFcGnw+yQ2LoQ0EoZFUGTBlGBkREGlZhk0oRcsPyxK67w7b3QmcfTJsp661ZLem5br1FzITejjKByiBzZ1q0l2AwJftFZZgEI0JSKmnHeJsmdKhzZ4bBLssxUpBmaYEIJLogkwGfK31dn1OdehxQngwfUvU0kXQ8R9qLEjOlrgmIN0cTjFJRdDJFtX2318WyGqu+5q3GrBy/67qVSgbxsFQqzRVhiTVxCGciT4eGTqt2L5+1JMS0Ykh+G/9e7pCjTZJweHU2PKwNXot5Dx7WDl1NVCMaGv9f4w6njDffVNsLhSERF1JQtWHFcjHwuqAXSI+RdkU0qhV5BydbJDMIo/1qexEpSQ5QyoJtizcDwDbEk5IbkbH19IE/AsluWS4SlKwX1PgKmUayEVcegEBlgFkzCiQq0NMBS1+SUEtRhTaqBfEkoEIsMVMMfTAMlCAQkiyYWli2G46JlsRvw/J+Mb7tfVBR56cSEe/KaMoJraQtmaY1HDrjJak8IFWEWEUVwSgWYeUauV9pQak27LrHiu4866434hal6u9+n3ieAr6xPWNaYTJ6ErfGB+QY16Sh14Al/bB6qHE88PYRjnFTdL06Gx7Whs0kjLKh4ZEND5OGjq1r5EutTUxCaQQsFfPXRqRZt5GzpLNqJCzTRjIiDNV6jn6VaVFVYsvsKAysFv1FtQT9SyX91Q/kh52CYBUTwoqolIqA6oMSjKjwSFE8ApEIhCOQ6JTmb6GYfLcroqVID0A8AiNq/FqzEQT8lRH586hU3vZ2KA5BGKimlXcFJ7QRRmqIgBCNQk48Mf6Qs+1aCYyS/Cl9FmRSEO2QMUVDoqlYlZLQTRWpy1G2xEPhJgNFSwqN+RFNzOo1To8arelwC3h1+KSoCIjb++QOreibRSxUIz/qhGPapxBWa/WLGY+yJkz5vdk1ec9YjdqQDiVoXSfR6NrgzgSpU83xm9Otd4quBw9bODyysbWjRXpdqxoMCaUBWKOyL7IWTI/4MaoZehJl+tXTtq7L4EcM3vKUGLBWyFlSD0LX36gUnDoRer5+wg4iVTBzOTHUVgYGV4mx1WPV5cGLlogzTRPSKuwdMiWdNhBqfEKPJySVtVyGgWXiFWnvkZbwdkmEqDrjAxQJGA5SDG1DMevHVqm35REx/j4LQi6xY9kSb0hbO1SyilSEwChDZRSIQDghuhMjKIQjHhHCZFlQM4GQTDPCcgxaP+I+Dnf6cdmSOiUh0yEhusaIrqo6EZpTZaEx26VUMurfqzjZRev6wOYevxvNnrSE8rpUEYIzTxHKanIDE47mTBD/DAD222OPhsWaPTGwCYZ2PGx6eJtSX99ueGRja0ar9DoXtKGa1ilZAbmixNB1S/Ltw1XCpWV0xKrM65OshViTgdAejmZoQpNRRjAzLMtWLcd4ucWkQVO8Edm0aB4G+hv7kURdmoioygTJDrkO1YJ4p4RLykV5lQriIQHReJhhWPYqrHwVYu0SarGGGsmGAfiKfqzYAla+FsM3CIURMCyYNkN5VtJOam4YaOsTkhONQ35Q9CL4xPAbQC2rxKBlCSeVkiJuXZOS8xHthahKE66qlOC8JULSmAkBV1hF1+bQZd37+uQc6mwVrYtoFuyOZ/BpWgagWPSzRpG5rMt75SYnra53M7QHTJtmLQ7F9V03l4PGeW4i4lffN5ihb8oE8VWyDd/HS+EFOU7Py+FhXLyNqa9vNzyysTWjRXpdzraJqboJOsNhj+1gRod0bX1ztdP5tVmzETNVES6XgZgoS8ENTTq0F6OG85+s4jylF4qivwhHwN8pOoWy1fgUD5Ld4S6xHjKlmFe1JOuOrFHGsaiISFIEqG2KqAwoouImGlokqVsTVTMhcq+rPi07QLJPQiOFYRh+TbwcZqdavgCVIfCXIbNK1o90iGDVFxatRqUkuhEzLKQiYUq/l0oaKiHV66Qo16RsyX61rqM9CbG0EBBNPLR2QxMJ3YVXn1s9XWeuZCxZt16DxHQ0HFnLuVkEcJrL6UyeVr1bNJo9ZVXk2Ob1iZ5kWiesHJRaGq+5CNGoJcQ2bsrnZiLSk3TuvZrQbhBD35QJ8qGDDqmXaZ9Ie5I0YVqHhNCWD09c+MzDVgxPs+Fhq8Mk0uv6OiT1MGaKgRjJQXaJzHNrNgzEUOUtp7183mrdFl6jubpl87v7ybtgSf0JAH9Ywh0+pfcYWCb7iSUdQ6eNj96GzjipFORlRiDaBn3bAD7wB4SI6KJeFavRm+EmHG6jmzChdx70zFbpq3HIBSBYhGGLeoYKAAUopCBggc8UzYgBUIRYLwR6ZfzlNxRBsSQ0UxwWnYoPMc6GIeN3G3h/GNpmw/CopMouTwkhCSZluRpjj0kTjRl9YrS7Ve0NgI4O2U6uINOXpJzj1kXKWlUnbYZbG+IOyWgPWEcC2uMiNh3ISNO4jOVcx2adht5G2kVEdIlz937Wq8eKKxNkevdsps3dqT5ujWbtSdKEXefAzC7nXL6wxKljMp7WYypY6zF4FUc9bMLwyMbWjHHS69zejWhEOrRm8mLsVgw6T5i5op9iaDbDOT8DaTEgfsa61g3XeytETaeRWaFJj+DOTEgpwWhF1aro6BQjHI3D0n+LTsE0xVOhwwjaCFaR8Eq5KNPNNvEKxJJQ80Fh1CESNau1R6PZs5EIV4n0Sa0P05T01QASOrGKcj6KQ1BNSQZJ1RKiETQh2ifi0FCnlEGPdcn6NaDaJ7VCwojXomZBPiWekFhSyrvXkDThvGofHw3Le0it025CasjRbuhOuM3hKV1fQ5/raR1yTtuTEI9D/5AQDl3lE3WOdLVV3eJeez/GIx7N03MWzO2VuipdSXkFg5Kmu3LY+Y1N9BDo7qPi9qi0IrdTJR+xcHv987Smea1+x3FTrgGoGithObdZa+IQ1WSxVgLlVRzdfOBpNjxslRgnvS5n20yP+oiGoFAGMygu7ldXNS5X8yfIlwy6lSjSn4Q3U5PPTjBNmNmn+m4khVCUm4yWaTq9S4aGoGxCZ48Y61gb5EahezaseAVGhsTDEFMhlqIlxrl3tmwrEBFxaSAC2JKhUilI+MPKSgZI1RLjETad6qCaZBgICQBIxMuEbckgKQ+AHYJaEIrLIVBUHgwAS0IqPiQ0EZ0u3M4GajkIJWS+EQEjAO0zxJth1MBISWjErzwBQZy01qjKyrFKMLhc6oRE2oToDKScbJWi5ZRDd+svIqYUGYtHhFAEkH0FkDTZtrgYzVJBthHVxx2usu0M8a6EQpKV0qO8H1lrLEFopQnJWDCQFm1KqQSJmPKaFeTcj1hjt6Ghm7Y1t6hvH2d6K0zW0+AWxsL45dfzlpwzIy7fC0WHcCfU73d0EuOaLDT5qBMOr+Lo5gFPs+HBw1jETUgX4NXV8tS2bKBRYFhfLlTDDivDpDQFut6DDq2Mhy7VIr5cVOENs9G7YZrSSySIFBIbSMk2Vy4Tj0J6VAxuoShCSRCPhaGWz6Wha5aktYZUyinI/gyk8FfJguHlUBxxamJ0zRE9RbUII0sBl6cmBBjVDNFYlYhKq60MQ2EN2AVXWXNEV1JVhCViQqQPfHGIz1Ne7xLkV0pIJxAQUmENq4qjSI8WXUkUVf8jiOoTE5LOsfGQaDz8NgRtqNhqGZxrVUWOK6yMsY1T+jxgSxbMmmFZ3uwTEWulJNc0VXKygoxqhm36Cvhi0m23WIYlqx3vR95q3KdGqzL2/cNCNrJFmImEUUCMcvN6GknTKSznbtrWbjrN3HS59Yw1NUM/Xn8XDd848/zIcf9rqZyPaBiW6VopKrxihmX9pQOwerhRfzLeGMaDOzRV16gUR/Aqjm4m8DQbHjw0YvGqEfbbsZ10QYzJ6uHWy0VDVebNkfTRQgmGM9CrPB09SUlvzba4ucZMidknY2DERJSZTTVqN0JmY9G9kIrRDw4B/4YZs4UQVApyc4+ajU/Q8XZ54kx0ihckEJLCWyP9QlKSXVDMQK3geDASHdDeJcbBiEMt47Sr154Ffy2PUfJTGZKiW/YaqK10Qi0BRSx0n5RiCjBl3QBgj4KvDPYg2COQfx3CHU76bxARsgZNqQ1SLAihKKShMADBNqjUwFcUUtLRLgShoMJEbcorY+BkrXQrctGelOukS5/r8xdENWJLSwXSWX0SqtlpntQz0cfdHq3is2XdaFBKzRcLjam1491P3ddm1BIvmGnCG2ucaROFUJrTYXWp9ISabrim+2kkJpqAjDeuVgRDF43T8I/zuV7YrOY0r8tbEpaa1SWkqqdNiEgs5GR0tdqfe0zN0CnoWUu8P3UiGW4XwuFpNjxsovDIhofxEWrjdSXCs6zGUtEaRjVDX3uFYg7MEKSGxS3vc90po2Zjca+Ycnf3tov3IK0yC4fTcgN214LIW6oSJ/Jjzbvc9GuGxNBovUdZPbGb7myYEUmZzWchEJQqo1q30f+6ZIZElJ5CCyh9OO86fFJ1fY6GqxjVHJFQlWoBKIBvuO54IGhCZLpUBK0VJDwSmge1otpAEXwlYAiMouOpKKcg2CUajUSvNJYrZmSaMSRaDFuVHq8CwYQQDX8Eyj4Rp2Yy4tmoqlodWjiZUERHZ+xUcJEN9XmOMszBCEyfBuEAhNtEdNrbDhnAtmskI1UJQQUhNQi5jBRgK1lrryTqNqAGjgDUXSfE/d4Md2E5nToN8rswks5285Z4Qdy1SNyeFzfcab0Twd/0rrer4da1gHg1dK+caNDxjAXUvMIExEfvxy0CjimvTg0gCa+mWhAOL+tl04en2fDgYSxW5UUs6s5icMNfy1MsGaAKcwGsGXE8G/rGrxEz5Yk5Foa502VauQRrBmFQeU7chiZjASklDLUay2iDU6xKexSqavmIWl7rNsolCZlUleegosZUcoU4kp1gWxISsZKqBXwRysPK02BCvANivUUMu4Bh+zAMMArOeQmaEOwDfxCCnVDNQaBD5tklKZ9eHYCiqupZs2QdX1ERnIoU+aoUgF7xqlQHIWSIcTdngD8OmdXisagZ4q1JxCXcEgxBsSTZOskkLF2iUlQtKTZWQ4hGbljpOJRnwFSGMdYG06ZJGrD2LkWCMDoCoV7w+QwGhkIYefGQ5DKiLdGi0YmyUpp/P620Hc3Tm+/L7iwU3U9Fkw53MzdNbg0X8cxPggyBE3rJWI3p0+6sJHeF1YbtuwhPQf02+5NQLYsQOJOW81RSpDru0pno8FEzydDnIGk2TmtTZHKibCAPmxg8zYYHDxOjVVVRgKoRxSobZAbFRfzqcgmHFJRru9Ck2dDu7khYhI2VshCB0Uzjjd2NjOUYimCL+W5ETAlhFJSB9SNkY9CSkuami4ToJ82IKQXBDKTRWS4F6SWybM0S8WbYhI65EO+GYFcJX2UAI1bG3wm1ATD6JOskoNz3/iIwKN99OakOSgh8CSgNSM0N7UGx9XFZENDhm4hoOCoJyA1IumukA/wx8EVFWJpeIyREG/pqSa5BNAbRkuyzWoIlr8u5GFXjsywhVTbqs7q+nbNhzjzxAAGsXCXzXnsDMkMwrVeud6Xkp5IR71U+4+hzCpYQIA1jnM+TfbAbbzl3qqvb+GdcvzWdiq0LzWnt0ER1MsCpgAsSCnkj1fo4WpFvnfats1C05+LVJbDKFf7JKQLc4dqX1plMlNFjWY3kyf1/0et4FUw3A3ieDQ8epo6aP8FozqBYhuVrJLShBXNF141f3xTzllSzLBQhGZd+KFbBESfCxP9FtzEzTaf9e1l5J7r7nKyYoZTjwQC5WWuS4TYSEdPxwhgIsSgNyXb103q8AxLTVP+UzgIUXqUWr+KLS5jcVwRDdW8NdooXww9U+sVABKYBbeAbBTsBtiI92oXvt4E01IbEg1BRfUeMChhpCM8Bs0OIWSAo4thKGkbXyPdgXHl2SlIzxGyTbXd3wcgqJ/VVXxNdOE1fm4olTdUCPsiPitCxkIOXXpbzprUqNX+C4eEg5TWqZklRplfUk3rUlPOpNQXN19QdslifB7xWoYzm66p/h3nXMeuCYrpYWbNuwh16AfE6uEMxOiSlPStuQSw4mhy3QLfoOu962QjQaTbegDvUb7mq9msqz4XO8NHkSRc5a973VmrDPGwm8MiGh7VC191ohoFoNtpjNVavkVoJurKke5mGbVlScCpuwoo1jkEoNN2MYWKRoekiFjpLJaLEoSHV4j1RUoW1xoHbOEXblGfDFj1FpNNppuazRMdgdquMkZBNmQCV4SChEgTCaltt4O+AQLvSRbwhIQ5K4DNEFGqvEq9HwJTt+gFfh3SDrRSFbNSCQlZqZSAtxbpCM2XbwYoYeTsLIZ+k1xaWCuGpIHU32reV7ZbLMj2hPDT6abmM44rX3xOmHLvfhlhU+rasXqrCL+oc6ZtFpehnzUopmx4yHRIXN6U8eg0pCEaqUY+hr51+b77OUw0FaMOvm93lmoxvKy+G23PRo9K03dkvY5oNWqClloZaX2e9GEnxZOhaGm1q2/o3ucI1r9V4Sq7Qlv6uvUSz1D56lcdDZ9LkXASpFWnzvBubAbbSeJdHNjysF/y1fMN33QslbjphlOZMlFwTIXEbh2YBoft/qYt/lVVYQ88Lh6FvOmRHxLPQ1qkMVwEyahyJdkltzQ817tM0pVAWtvQwKYxA5zwJU0Q7gLLU0TB8sm0DqJV81AJt2Lkgdk6IBKZk1ATbJAQCEsbwJcE/DSEcbWAPSWjCF5F6ISCGyR8X70Q1C9XlkoFiF8XQh3vBMEUIahSEiBgZCKiS5tkhOSclhCDlAGaL98goCCGJ4Bhz/V6TYYnnxpTCZivfBDMOqVXSXTbiugb6ZqGf2nU4Spcsd4tQwSlrr9HKq6GLgo1ajUZfX//m34P72iVM2K7PyfhZmqJeqEzrNvQ4tC4iajYa/WTTGAsu74Hehtuz0W42euqSpuO1cJeH1+RDdyJuVZ+jZMHqlJNdUlRkY3qHkIyaOn6rNPY/1Jw9o7NUbIR0Uhr1MlI2RXiaDQ8epoa60TCi9Wl+5GadNCWzQT/hLUuNbcZWo9HwuA1hKwMTVk/NASDWAyXVtCwcknDMwGohDeWStIevFMVYd08XwaOBGP3lL0lVz5C6OeuS4QZQzonA0m9LT5Nol3gyqEhoQu7iUE2HKIS2IeirEYiLGNQIQaATjIBKlazIfcGfUMcQAiwhInZJEYweEYBSEBJCGBiA6rCQC9uCwHTJVDEisl27Av6yeG4oiLGPmRKWKSkSV7OgtEaWLw+D0YJs+E3ZR90TZUlp89IoWKPSH0brY+riV30tcCqI4tpuzRLNSyAsnpqRtLOOW/NTVp+jJsxWnpDuJCxOjU17HU/QqQmS+3cyo0PSSsEpMubH8WT0JqWQmLtehmWN7YSbc3lJ6imt6t2yJESnt2G5yERJHb/h+q7Pe6tjCaK0NIqwRRDvXG8SpndCRxsMjIrgd3AYhlr8h8Dx1kTCMKMLVgzBfju288eXRzzCsSliK413eWRja8MG7p9Q8ydYORxkJO0YrumdjTfWhNm68+tEhAPkxqubh5nKsITCUgMjYEB7m6j8ayXxBIDoP3w1R0waCguBCAUlLJFsl5t7pyJDkYgqalUEIw7lLARisl1NMIyApLDaJamNUYsFqAR7iLZVJPRgynK+ihTsskeEFPgMsH3g6wT08S9TxqhTnYMg1LJSDIyCvIcV0fAhGSi+EvgCYsSrq4RskAFSYvijymBXkhBMC5GpIUa9iBqf6Yh1TVPErr6w1CBZuUSmZ1MS3slbTsl2GEs2tCYhpvQZ2jhXLSkyNl15VbpVrYlmj4V+Ytel0muIsHX76VKh1p3O2YxW2R/auOuHPi281dtvNvLLUzL2tNU6Q8W9b7cIVYf8lqYcQaz2RhjI59XKK1K0GsvDjxdK0R4mrSdpN6WmST4nRDqbkxomCeX9KLU4J1pnEg+r/jlhKcbnVRH1sCnBIxtbE9axf0KzXqP5hpkr+lk95NyYc01x75x6+ta9U2zkpq07jLYiHLpBGEj8fzStbsqKPCSi4nUIB6ESgEQChoowOix2OG7KE2vEhLZusMtyI04VHOJiICSiUAIK4g0IR4CMjCNQg3gPVPJAXlJiA0AxFMFfs/BHaqLz6AE7A7V+qOXBHxJiEpwv2/UFZHotBYyC0QM+VcjMXgG+NPgKYEcgPEs8MhRlG/p8G4CdA8MGexj8IxC0INzpFD0zgEAfEJJKrkYB2jukjHoVISPDKUnF7exUBrUD/D5Y9aYT3tLZMdoAajGpm2wkTKdIWFtSysznlHHNjTrbSJpObRRNLHQ4pWRJmCkehmnqiXy7PimLrwmH+3ehU1L1bydjieZCh+sMINHnrKd1QO7fYsFq1BWNl53iJiD6169rZpQsGLCccIqBU8q+pMiVgaqBgiNItaxGoaj73IZNedXUftJpIciZDPU0Wnf4xo2spfRSRSkxny/K9Onds1mV34z97lsqPM2Ghy0eG6B/QqubXfO0rCWhk6jLCMzuk14afZ1SU8MqyhOmJhw65qzFomEVf/bhPP0tSwkxiIRlm7FuNb8MVZ/coLXBCyLei0BQGb+K6DVKBfEa6CdikD4kPgswpdW8UVNehBzkyyp9doUY76IFzA0RVM/RdkWlkfqgNiKpqXYejC5Hu6GbjhhpYFhIRXCBzArOhfIK8FtgzAa7Q4hIbQRqq8AIy3K+gtqOsny2Oq+2BShPRiAiB250AFGw0pBbCeWa7JMwUg9FXbNgSC5/JQe+OVIzY3RYZZ+Y4hHRT++68Jc+nITpkJEaQu5KloR1gknxqvhw6qK0SlnOW/IbmDNdmsZZql6JW0fhJhrb9jn6jCUph3S466xor4U75XppyiEp49XamEic6g6DBF3TtPFvJhxB1/S4Kb1//AixWp2S9U3TEbVGTSkdX1HncjAt5y+1xmnONx7RqKrzuET9395cI9PcTeo8bELwNBsetgpMoqX8eGjljp4IWctR4veqkIGpDGckLGQjajpejxnKkHQmxWDklRHVhEOTkOWWEIZtZkkRsWQM1vRLumYN8WQkTIgpQ18rgpUTPUZxVKXCqpBBvMN5WkWtq48zGFYZHWvU/7vgFP+yw1UqwV5qBR+1MlQDMp8wlF8TsafPp5qtqRRWRsSz4QeMGSIQ1doO2mR9H+DvVqGYDiUSXS3nwahAraLSTNdA2HJVAC2psElJ6ngEgqIrMHzicakgXpQKIpoNlKV8ti8ozi5K0NklXp1QCLJpiGiBovKG5K1GgWjREn2CT43B3Sm3VpJpg8NOKAGc8Inby2FZsHSVGGT9+7IsRxyqm6vFI43aifGqgWYtZ31wdBlr82SMh7gJfYkyRjVT/600kwz9WYdTNOloN2HGdGiPy3mqFIEOCY8AkISVKSHWettltZ0BpSuanhTCMb0HXl4Gq4ZaZ/TocJUuFa+X8TJTNkF4mg0PWzzGaSm/oXUczdDEwSoKOdBuXm0soiqsoZ/goqZ0d9VPpAX1BKhvrP1DYux6OiTEUik4P+TePvkcjUhTslIRMoPSsr2oKoFGO0WrkexRdRF6ILdM9UZxaQB8IbnRB8IQbhfhaG0UfB1lLKCwwiQYB0zAFuNtJMFOS2pqOSvCUbJQWybhC18PGLPAmEZdx6FtDwlEI1KR91pMTVsJFKCmurxG1LmqmoB6IrYjUiPD3wd2UIy/kZPqnxVD1itnJJ7fMVeImhECa0TOUwAJ3wSBtnao1oQwGGEIToeBVY2ejZoF6ZR4QHTYq6NDip7li067e7dA1O3dcN9vLUuudVTpKPS1TphOb5NoGPBJaq+BQ2RbGX030ZgKQW4mInFTPHKdsSrh0jLi4WqdUEEjsdBkQ89PKo9GewK2mycNA8sloAx2zTkHullhIOk8tOqaJUlTfsfdnXKNd5gly+p07uZKq62OteVD9Eb+v3vw0Aoe2dja0NxSfh11HGuDW+ipwyoxE1b0y7Scy6joQl8aOsavMwJ01VF3LY6sy3UeQDqI6nLOIN6PUkme5NOWGMe4KR1hIxHomy1P/hETyqNicEcXQ0F5PHw+IRfh6SIUNYBAFIpvqmOr5amV/KLjiCox5wywO4HVUF0N1RVCAnwFCS34usE3V4SoRhEJeWRVn5R2IAt0AnnABr92AxSBnKS+BuJQmynHZbQD08EoATERk9YQjUYlD0YUQt2QXyVekgrK21KSdSolIUWFUQiUJEwUQFKII0nwhyUjJzMkJK4SFtMVDVehU0IkNUvOaSAsnXLLZaleOjDo9NSp4RT8Cpiix6i6DKbWOrirZ0Jjr5F8UVJArYIsp3874xGKiUSZk4Uu6KXXj4dqDWGUVt4MTbB6O6C7TXW1HRXNUHZIrltIsctQRLxAFUtl/6jwkRadViwp66979FSK8l/Q4RG3pmUiUtXg3dhI/3cPU4Cn2fCwVWID6DgmA/3E2gxNKpanHM2GdnnHmuLd6bSj+vcjBjCII+ArKA9KfZ/DYtSCOGmFBqp1fBnMdhFcBoPiAQmbUB0SzYPZAaF2KeRVHYHqqBhKuxOKtjQkC3eUsVcBJTC6pYy4LwB2t/JOhET86e9BPB8dQhCMuOhCfAXkQEzZBnlgiRpsECEfFSRE0yUvXw38VfDvDHYUaqa8qgXReVRLImT1GRCYI6vHuiG7UrJYCm9AZJ7zxy+moDAEqHRb7cYvp2WshSER0QYAf6hGoLSKGbMscnJI5DJQq0loLABE24ER8UQEga5OMaBlpCR8BenZogt+gRLzKkPrTu/U2Sb6qX3N8NjCXRp+hJz0dciyQ8MOIXUv0/zbm4iIlC0nlRWgXDLGeFKCLd6TJnQmxIsXDsn00QEJ6RWHhTt2qvCKYQshWZkSMlLB8QAVLFi2DGbNglxRMoe0BgocrUxYEZARa3w7Viccb9H/3cM40Gru9Vl/M4VHNrZ2rE3HURplRmdj19dmuGPEGu4booHcFLVgtBXpaK5tAHITBak30N0pbujlK4R41JpyAE1Tbtb9KvSiK192dMrTd82Sp2eSUC3K031mhbSgt1ISQtBVNoMRMGdBbDoYQbDboLRCxKCUoFIy8PlklEZRGfeweA+MiBAOI4roMMKyjG+2iEYDRZmPCpUwgng1cogVqgKrETEnwCgQB2bK2AkjN5yiEAq/JWM0yuKpMBCdhs8ABiCgypZHQmCtUtqBCFTDkElJxdIgYlhrSIgllABC4tHAdl9fG7P4KvFEmc4dVMG2YRgZUuGvKOTzYmBLWejtlTBMBciXhKTllIZFF/yKmDCtT7bfpUiIzuYoujxibrLqTkXVRr/NhHfMhWkq7bo/Aa8ubQy/NWNtmSiWJVk28R4/xdBsSkV/QyprqOldFztLmPJ7Sqt+QVYW8iNy7mP6N52QaxLqgmxWrtfqVXKcpvIAZdRvNpcVz1E67dQFKeFUGi0jacavp8bW4tCooghHcYR11W158LA+8MjG1o7xdBxQd7n2JkVw+GaqNVEYD/rJMWrC/DkiELWKjhFoXq4ZeQs6ZsMO8+QmXa5ANiNpsO51AzjeEN2ATadmxsLy1D28XJqfZVKidSj0i93OorwjFhjKyPmQHiiBMFATLwgVKC4WD4fR42soZkZZvB8+Vb6xlgZjWDQRgS7Zib+qkkkKiAcjhOToFhHthk09W4QO1wnJI6GVmlpep02MAjOQfis2+FNgrJYaDcFhqU7q65Dx+oJQfkMZwz6o1Kg3mKuns5oQmwfxWSrSFofYGhhcJlkt+WGI9/ioGSaRSJVoQCqN1kowvFp17n1ThmYVxXsU65BzEGuTzIoyknWSKTjCUd2GXbe81/Uk3L8Bd+osrnd3iCNmyu9LXz8z7KRaa4+Z4fo83u+42RNSsCCTCVLzJxp6njQLQ5Om7K9iqWJsSbm2xSKMpGS5nj41VvUXCyDnJ9onIb++PqmTElXZPF09ohkylbi3UpOxD1uOpkWPo6rGMDLOcaGWmfD/7uGtgRdG8bDVolnHodHkco2baycbcdMRvWkBaHcH9HXJ52RcOrxOhrTkLLkJ5/KiBWhPQk+XkI2hYbm597RL+3P9xKcRNqWgV+d0qcURDcMqRUQKlvO0rh0IOvbu///Z+/Mg27Krvh/8nPmcO2XezHyZb6wqlVSoMEg/JAwSYAUmhAELEG0mt8GywpYbaNsEFtgOqwMMBCFZdFvYBtN2YEAIyWBhMIMJC2MLQRj/MAi11FJLCKlUquFNOWfe6czn9B9rr7tP5nuvSqVSaaiXK+JG5r33DPsM9+zv/q7v+m6QypN9qAdALeChvCFzm7hAXbg03pDmMIBCKk6cFtwVU65aIMAA2YFbgnvdpHv6ZifXEFCRYRteISyHYVAIgftNQxMEmJiUBwVWDGEqYZwKguvmGFIoPyzbq4/AOYCw48kRIKxCnYKTCAiJ+jBYB4wLqmoFWuNU2hYujdujyl3cCPIZxD3Z3/QIkqGpCAplIjctr3WQ9E5eSJXQ9o4FG0UqehY9/KKTJgDbkWp1CtyqxVhWnOQw7stneS5/dY6RK5tAK8BzZQhXb8D+0Ung0QUa3X10hbHqCLqsWsKWt/bNnDw7j8sMu13w0V+z22lz8AxzNFyXdJ+KnNdXpVQZBDAlQwEZIH4kyvI0eq5GdruLDutxp1imU85Axmcmzkpfn73x27/92/z8z/88Dz30EEmS8BVf8RX8wA/8AJcuXfqE1q/rml/5lV/hP//n/8xDD4mw6vLly3zd130df//v//1nsumf+fCHUH6Mcyvy8H5k+4kXHxha10Mo8avbMkrV8kjVVpxOudyJzh4l0oGAGBxVlXRiR4bZWB3JxlZGZo6ODoCpUugNYbBiGIUShmNLq8eJ0NURZoRpmI0AaA5h8VHpvH0fikeh+JgZNafgxNLiNvdoMxmdekZ42RYCToIY3GPwMnAn4K0Cu6ZxKSa3YN7n2IaAAAsf0Wlglm0x+QHkYbXC0gKdEukFE3A2wZ2KBoJVKI/AO5BFy1RKWX0kvVHGslyQmHlfHOn0oqEwJNVcdAbLSdxySSfM9iOafWlSWcj2VkaiPzi3JaXItCbVVULjSyccD+D6Tbk3ZqmkS7IUbmzL9ThK7Qyzmn7r3iu3u0+005+lMpX7dCLtOji0wmIXAzL6cPGcaHSedwXe+yFJTVwzjN1pEKNzqgyNMDY0r775vDJpjpVEgMbGGiQhrA3gsT+TuWUUkHS9XaoMjnfk2I53IDLXxItFBOtHotGoclhMhdlogTK3eiVtZ1HI7bB9aEt+P2HAcRafmTgrfX32xdve9jZ+7Md+jBe/+MW87nWv4/DwkLe85S28+93v5ld/9VfZ2tp6wvXLsuR7v/d7+Z//83/yile8gm/+5m/GdV2uXbvGjRs3Pk1H8VkQLScQtQLzbr1/jS1h1UgMJb57KNUmcSSgpTud/OnQB76KQ5vGMBuVlMMeG3Yh6ezL6+xL32cpHB+IQDEvjOW32X6QyKRrUQSjdUmv+EjJqpsZs6rHITXzi3BoOrVEWACM74KHTHLmnQNvDbEgd5BJ16ayMzcDTxmJApgAW8CmWbY0B9FDAEOB6DgG5nM1BmvMNgw9L/7kWBBSm23GRh8yFIDm9oAPQP2wgKlmG9wLkhZLAEIpje1fkc2FMaQHkM/h+DE4viEgTkfzjTfkeDumyIweIxcBqRsad9W5ZQM8R9gPNxAdR92KNbyDNdkCo0tILePicbKzPA06bne/eNiJ07qd8YZhTbIczo/NqTYeJ+fXBGyou2c3PTM0wNkFzo2tz8ao87k7khRTEosGIwlhtCJzy9x3P+zHkn5SdmO2LeBO57BRdi1PITYz/9JIJVRViAFYgVRHKaBQRqhvtC4q/dF0jsYnAjiAZwZ0nJXWnsVt4lkLNg4PD3nTm97EF3zBF/DWt74V35dDfdnLXsa3fdu38ZM/+ZO8/vWvf8Jt/Nt/+2/5gz/4A37mZ36Gl73sZZ+OZn92RTWFYMDuhKUb4iS9dYTZj2rOr538rMHS0zXiiuggRk+nqwTAjha1A7rvghEaZrC9J+Wq02PZxnLyq07lSXEbKnzvhkzMlURmqngEaERmJN9fBy8QViIMxEwrHIAzF7BQPmrARCJOn/4QvD6UvZx68T6C9QxvB1zX6DX2ZXsMTLnrOniH8n6p0yjMK0eAQgicQ5gN7TmNAJQYASEJIiA9MiczQdI0vvl+avahw2hPzL10JB2+UKpVyIyN+BDaPnhj4FD8Oygh3gDXF1OwAgERzalOGKDJPY4fM9Urqfwdn+ukO3IBlosJy3RLUYr/hxq6VemtrqJl5xTp5GgKNDSdcrvotk+1EypE1iqnfFuAxZe/COpK7qcgkHtjW++nzra07LUXw2q/wi93lpoSndm1F8HGFSkdbgupYKKUtF0wEE+VLJSyVp0h10VSe34E+9vSzt4Y4hUoGpYW+rVxq22A3VTOjU5gp/oMD2tvrrPUduP0BHOnYyka/VQCjrPS2iePM83Gsyve+c53slgseNWrXrUEGgAveMEL+JIv+RLe8Y538MM//MOEWvR+KhaLBW95y1v4qq/6Kl72spfRti3z+ZzBYHDb5Z+VcapS5Xb2x2495dK4xDmW97sTcXvUh3YvsTPA3i48pHPQ0eKlc0Ln08rIc/cAsgx2TAqiO/nVzU5e/HadlwfMJ8atMxT9QH8LKMTYyw/kIV9XUlIaRPJe3Zm8iXHGHMscJN6qsBdunJIXjzL4/CmtMe5yzFT0Tl+2H0TguYhGo0IAhVqOq9bCRUCCvp9ihv3mAIwWA8z3Y2DPvFYQhsQx+zjsbDuX5R0fXM9oU54DzjUBIFUo+hJlo2bXoTXi1qAvKZTeiqSCtHM7rWfQEXZvDPFQOkcvgr1HZOKwEghN2Wo8gHQqn6nepr7N9cI0v28A4TSVl7pi3in03holYsLlwtKdU+3MwbjVxnDvBWG7skLmHlHxqLI3gwRGsfhkDPswTGqC+pBhVHOUivjTR8BGm5uHaA7FHLyeaFaKUkBXGMG5C3BkiNALD8Dmc+Q4N67A9NDca2b+mu0bAsbKjv5CQYUyiCFyTGMDtuvO9dC4HTtUcmt8ygHHWWntk8dZGuXZFe9///sBeNGLXnTLdy960Yv4kz/5Ex5++GEefPDB267/nve8h9lsxgtf+EJ+/Md/nF/5lV9hNpuxsrLCN37jN/KP/tE/Iuly+Z9EtG1LervpUD9rIgDvIoNzz2VRuJyPveWMmi5w5b778JoF5y5eAKTf2ywhMU+95yIPXX3vAv1zHvvTgEFUE4cNReEShw3jvnQnq32Zx30292mDhpXIITsIiWIP7bvdzksH9755BeZvP6rZHJfi5tivoHQE2PRqAhqcwqdyzNwnPXBbl7Bf4V1McZ0WcpcqGuCMerCewZUMVkrcUUkTx8TZwzjnezgvcqh3Ixy/pa1c6ha8sUPhODgXUmhdCGva1pVhLi5O1NDi4vQL2sqHxsXplzD2aFsHMk+yI+MUJy5woppmEkLi0vZ9uOTCKMONKxwP8CoYOjQ7Mc7AoX6kB7MK/+KUNnNoLjoUbUIdhDS9Cm8tp8IRkeHUx9l0qUoHNy7I6wJ31aXKPPwLPZIwXj4b/fvuw62nrP6F88TDgrjfEPYrkmFJmnnkC48kCimngXijRDWEDcdlC0OHqnBh5LEykmtWdV61+RtENRvjEoN9uH4YMM8F6miHe7twgbVhyVrfwpLeOY+0cOmHDWnhUuQeTVSTBSUEEPdhJXQZX3IoCpc89+hFNVvmvjm3WgAt9C7TuD3OP/cS5B6euXdrWoZrjZTeruY4ONSlQxW0uKst/SBguFIyn/isPE/atLJWEA1qI05uSTZd5plPCxQVJE5IehAyiD3izvkppSXL/xsgGRYMBzUHM4/NOFwWLWmGrft/fZvvaqxe8UWf//n8r/e858Q5zbLsxN9PKEoPp7N863lSD/0ZijiOcd07DXU+A3EmEH32xc6OWFWeP3/+lu9Uq7G9vX1HsPHwww8D8Ja3vAXP8/iH//Afsrm5yf/4H/+Dt73tbXzsYx/jzW9+M86pGVGfShRFwUc/+tFPev1PV/w///2v3fG7up7y6u/93uX7xolxW/uwqZ0Ir82X7/PwCgBR8fjys9IbE9Qi5HCbhUhETGlpHl6h8e7sBeDWU7xmQe32TiwXlNv41f5ym151iFcfE1T71F6fxokpovto3J7sA6gWH6SdvAunmdI6PtXwK5gNvhyAweyPCKpdnDrDrw5x2wXZl72Eyl8hix9kkXwhQbmH06ZU3hpus6CXvh+vnhKVj1P6a7TukDw4T+2PcZsMp0lp3YQyvIxf7eFUcxxKyvAifnVAmD+OX27jtzMKbxOnraBtaYMRbrmPX08pg3W8JmURPUAdXaJxk+X+g/IabpPTuBGt26NxE4LyJg0BQb1HEV6h9jeovTGe49JWU+L0fThtTuJEeMkXseUPl+fWradExePc84+/C786oHFjnHpBL/szam9A7a0w630xVXjhE7pGt4sw+xhReYPajWndHpW/Thk8sbaqu5873Vfde0nb07bNLd97zeLEfeM2GbUb41UH/OV//A9oO+dD9+mXO4TlNfxalMtlcJ48uERQ7eOY30JY3qRxQvxyh6A+pHVCKrdPFZzDbcvlemn8/FvO0e3O3+ljfbLfyScSd3oWPf7447f9/E7h1m2nvTuIqvkzEw8++CBRFD35gmfxjMezFmwoY3C7NInefE/EKszncwCOj4/5rd/6LZ73PBmafO3Xfi0Av/Vbv8Uf/uEfPi0tRxiGPPDAA5/0+p+u+Iov/mJAGA2FVh5w73338f944xv58Tf8HJObj7AoXGE8xiUO0AsajhYuReHi4ODKeJ4krIkDS39P5h554ZIYpgOgFzZkZrQJJ9kMffWjmvNmXz5wdBgI0xE2BLSM+o11dnQaNtYLIh+oHNwKquOQ+iDEyT1CILmQwr1z3GGFB6zu/TGDh34GpgH+sMDbLKB0aJ47Yv7NL2f42/+N4fE+ze47aI9CvIv5snFt4eD0W1gtcIc1beVA7dE0Do4PTtSCB808gDqAsMQZZLh+S5PJFGtOVEPp4kQ5bSNn3vFa2rkPWUBTt5AGtMc+Q/ePaXMHogrHr2kXHo4D7VEAqUsxd2kGNXXQUBYeTSjbLg5CGSmHDW1Yk6+WhMOSGigyj8WR/FamhwHJcy9x6R9/Fzs/9VO0e1dxAxlmhcOKMnPJ5z6HRwHzabAcQbtRzWBcLlMhu4cBi9w7MWLX/4Oo5vxmzmhFmI39ic+j2zHz3FuOxLvMxu2M5JKoJjFMRj9s2BwX9IKWrHTYPQw5mgbL+259WLLar5fC4dncoyzcJSPmA1UJ9z1/jRe9+q9z85d/kJ2HZrSlS75wyWYBTe4xHJb0+zVBWBMGLfMjn3QW0B+UxP0aP2gJk5rFcQBOixc0lKXD0WFIXnhEAzk/k1lAnnvLc1IDXlSzMi6Xx79zGDDLPVaGJUlfGJIWOJgLY9hgmY/bsRvdz7qvLsuhDEeWZTz++ONcuXKFOFal8udWBMHtknWf4TjTbDy7QlMcRVHc8kPJTRH+E6VBdJ0XvvCFS6Ch8S3f8i381m/9Fn/8x3/8tMCG4zj0er0nX/AzHO/9sz+j7zh3nOTqzz96jY9/+GPLvPdjCVwYSwVKbibOOpzAOSNYJILcsd9d3bbThHOHfWg+Xb/3kOnqD46tcZc/A6+xwsKdj5myV5PPdu6B8bqZd+IAciMAVe8EdqRywr8Ing9eCf5sG/dRqeTwEnml8/so/q+XCa4dE+/viePnOUQ3oYq9DNFOFKYxMzlucqy/Rmn+qqGXHmgPEYTOzPray9ZIY12k13gU8euIzHoDJKGvRNKO2f5NCK/Lv7UhCUqkMiVIILoMxQSaCMKeHGuYAAtYGKMwZ7KcN476+g3yRx4nMyW+/lDs3gHm5lpqpze6KCWxWS5ahGIiVUIFtlPU/4drsHMMB5FoXm7uwcPX7aFjlo8Ta851WkfU1ZacW4MLD8rpcIDtj4kGaFkum0C5ZQWfu6btR0ZkWqfiEVNtFITFddzFHiP2KEuZU6Y9lgqTKdC7F9pIjnO+A/0RNMdQRDAvRYxa5dL+w23r9aKXVm1TSvOZ/u2tgXfcAQmFXNPDHShGdv3Ht0Xfcrtt6P/d/ejf7q2l/5/ri1nJrhlwxXH8OfGc+pyIM7vyZ19sbm4CcPPmTe67774T321vi+jxiUpfNf2i2+nGuXPnAGE97rZQ/4MnilkK00SEcvrw31hl+SPLc/EHWGTy0P1EgAad7xV4pCnE52R6dA+pLMimouZXBmZ6IMLBOIHZLjRTU016aCpNOturDqB8XMytmsh8fhm8FtydTnuGNU6T4qyWMiOrlgavYz0z9rEeGEeIoBMEEKiwpMXOLR5hpw2tsHW6iVlOE/hayTI33ytzruuqgjAx61wD7jPC1o9BvS3ftebY4+dCuyrTzmczsWSvUmgWItQNIvGFqFOjP3VimlJARZVClchuWsS6vFu9EicwGIlANBxAs2/nS5kboKAVFiDb80fSKZc5HB3eWpXST+DilnnmjsQj406AwwN29wWIZrm9d/Q6LlKxI++bctTStL1IjRFXIvO4DIcVbjMj8Bo8RwBZNZdKm9qAEqeV+6RupXzYxc4YXExh/4YAuDyV5bUNyZrM0TM5gsMDW8WcGGCrx+4i240iU0aM+M3UmLln0pPVJ+6pv3D7ap87RY0wmr/wH//jEyx1Fp9UnDEbz654wQtewNvf/nbe+9733gI23vve99Lr9bj//vvvuP4LX/hCgNv6aehn6+vrt3x3FhKzVJgMjb2jU+8PbQnracZC/4eTHYf6H/TNQ7tIpZpgEEvn5LfiedDVs527KI6RTm4G/aaTjDH9fCKjex3N+31kxtVYPDIoxbPCDcGZAZvgnM+IypuSCjmP9KBjBFxoCfB95v0MGfqmwGUEHEQsZ3ZdOkWp8laZDNd8ptUlCkoWZnuV2Y7uf95Zx8E6i8YsK1P8FtrrMpeLm8ostX4f6BmypJCJ17y+2e0c8l3IjM/IYFzithlRr2HlglSbDC9BU8LkJqSHJzu3MJEqlfmBVKq0JQxH0vRkBGyfnMG0SGHPeFGU2PLOaXprySfmvXpkwMkBo4sBsrm8PE5alg8MwMg6IKPrIuuZe63JJIVU++sc74fkR7CyCqur0PQh2zVz+OQConX93goMt8Q5tcqEHWqwIBjEVfTCg3Icq+eh+bB4yYzXYOOyMEFpLhU8FRAU4IeWifGReWn8RCq35qZ6h85xlJ2/AwO6j1N5PVl4iDbESa+Bv3lWVXIWTyuetWDj5S9/Oa9//et561vfyjd+4zcuy18/8IEP8O53v5tv/uZvXuo5dnZ2mE6nXLx4cZlauXz5Ml/yJV/Cn/7pn/K+972PL/qiLwKkguQ//If/AMBXfuVXfvoP7HMkZik8ui2dQ5bKgz5L5YGnbEa3Y7oT0Oh+trkG91yRkW+eCe09ORQvDR8zZciurUxZH4nJ0rAP9QyGQ3A3YfIQYB7SyZZ4LsRDeQUJuFrd7NtRpeMiQKIHTtLYVhXAhtn5ENtjgXHNMp+tIKU0I2xP4WIBR4WACg9r1KX8/xDpqXReFR3mh9gDjxAGxTHrXTf77dvv3U1hK8LQMBwgduvHsq3yJmQ3ZE6VEgEZeWqIlTVzLpoFg/WClT6sXJFJ28qFfJ/PoHzYXtMqhdGmpFnUK6PBmGpF4j6qZanLUbfp+NcNezEeicPo1NwvAbC+IlPO04oLap6cNPPSyFIpj9YJAF3g3oviPFtkUga8sy3HqNe567dRprJMOg9I489j70aMeyBzloQJZBO5dypTKlzlkjLyXGHHvEBevRHEIwuGtj8GkwMzQ24n+qvSzs0rUikTDYB9watpClFs5xfCtG+QyBxAp89ViYCgIDFmaTEMhuJMuj4SN+DDDuC4XWlsP6qJisd5zbe+il/6tV8988z4VMUZs/HsirW1NV772tfyhje8gVe96lV80zd9E4eHh/zCL/wCGxsbfN/3fd9y2Z/4iZ/g13/91/nFX/xFXvKSlyw//8Ef/EG+4zu+g9e85jX8zb/5N9nc3OT3fu/3+MM//EO+5Vu+5bZltXdLDBM4Z5w0bxcu8oDUuS50ZKl2y6dHkGropSkVHX2m5rNhAvdcFstppy+Ucz+R/P+e6VBqQ1GHCFUPwngEY1i7H0arAjp6PTh6v+zHj8VDI1qVvz5mVtYjaHfAPTRuoM9BWIIBNKlH7Q1oc0/ARobMaTLAAowWyywkCGDoYQ/eMcuX2JpdZSUCrFrPwYolVN9xYNZR5kOXXUMmaAOrCDxCTshAvByavhhQBS60R9AcQB3JeapuyL7UTMpB6HynS+c3KVFc4fuyPccFx5NUyWADZjcsgADjbbIqQsuiMB1f3+gIMpgk1mZeAUcvsZblDlaf0UtEB1RnsD6ErATPEW+Whx+HvYNb78Osc/9c3JIOeTgQBqHIzAR/p9JpeolcRCPhOg2VN6YqXDbWZKZgXaa3IqZoVSb2+FUp6Y54YJidEtbuhWwhwEMzblkqM8GunLcZs/mRrOMCvb6UjYeRHMemyfj2YmEnJhNT9t05V3EEVy7IvC8tcOleAdhxH47mohu5vg/T/OSEd13Q302TDsJm+f1XfPFf5H998PEzsPF040yz8eyMV7/61YzHY9785jfzhje8gSRJ+PIv/3K+//u//0mtykHKpt7+9rfzr//1v+aXf/mXWSwW3Hvvvbzuda/jb/2tv/VpOILPzhglcP8WrPVl5NOPnhpUPw00rphLsTaSHDpYky/M6DNJpGMZDsSQKYpsGibt5MFVe56nsm6dQTaHwUBG3j5i3NXfgvwRybtrNJkx+Iqh2QXvOrgTZHbVGGEJCnAKn3n8AtZ3E/E828QmwbexE6t19RNdhAWW2QixgKFb7qPMxQJbtqGaDB8Z7vpm25n523S2uYoIV+dmnQIYStqk6YP/MTk/6Q5LS3TttEC0CMkYvJHRbAD13KVyV2kqh7YyE6zlZk6YSjqz8b1w+Kh0poHpOOu5BSuVmWo+z4UJ6JmUmEaJ0Yd0mAA1bBuajrXOBSD1IljtC6BZHcAH/gx2bgM41KjLRUCVOxCGQF069dIMEgtaA6SDTyJYWy/x60PWNwvChRxrY9q1vHdyqCJhjqoO81AVxrF0dLKfCBLRE137MMSrMpHd4kAYoqQvoMUP4WhPAMbI9PHDsUx+t3lOfgvXrhqsGsHqugCuy1tyQFtrAjTinoCespXJ3NL8zqZq3ciKk+qsCxtXuLH4HO7tPlvijNl4dsYrX/lKXvnKVz7hMm984xt54xvfeNvvHnjgAf7Nv/k3z0TTPmei3/ES0YdyN3rhE0P1bj87MoxFbkacWhCkkgXddi8SQFHmBmgg6ZCigDiAh3ct5d7dT5xIp1SndubNYiJzo1x+QISKtXH9BJg9DuFlEUd6W9KRtLsQHEgnyhXgHkT8WQILaOMar81o88CKPLWTz7BCTmUsVKfhIA8aZTG0CkXLAZbDaSzocLBzoKiyb9V8V2KrXY6xoEZVgAmiJakQdsQFZwT+RBxDG2QUXocmVbJl5k5BzoU7ko45OxAWosWhCjfJdmKyQ0i3oXFMNsikfwZrkl4oDfgLQ+k0m8IAD5P+qI2+oTl1DUGu3f62dMiL1HaMKiCtkQ49iUSEvLICR8fwnMtyXy1SbgkXSR/kORzvy8zDR4eWeRskMteIi9mHsd8MI3M+mgyXljiRcxH4kB4ZwKRVVqZdVQbTbWEy0qlcw2wKw005X1Uh5wdgdiDsXCcxx3RfhKWqAUmGMOgL2xH2zeSApbT3aE+qWzYuyLbazBQnRUbnUpoS3gIOp7A3Eb1UkZ6cJbmrjVLn0dRMvHc493h0+/YOwmdxFp9oPOvBxll86mNmWAONzPhrdCno7v8ao8Ral3smv5yn0gHqsmkqAGFj3fS3A9gzE6JNZ7A6lNGrikC7ZMHqGly+IqPM1jzwpwcycN9OIXRgNIbyADgWcWhxIIP/4ZbMkBoiAkkacO5DWI0uSFgBb70gyj6Cs5UtrcGX1SUr2NRFH+nsIzmO5UGemM/ehNKrdWd/ynQozx5jUycOwnrkCMDJzHa1yjtGLFwjOVZqs+yxSaeMINi9VbSYJJ3cfS7T0rsbkO1BVbjUbg+n8Kh2RTyaboM3huF9VsTpI+mAeCTiUdeBYiGfr66LdfzRgcx1o8JMjaVG1qTgms7pUhASJrCfiibhwc+H2bGAgyaXe0wZBz2FvUTEyZWZ4v6xx6WD794//cRiPcV7HtL2OK5pWzlT+1cF4ASRgFE/lPLUtpQ2TPYs2AC5x3T+GBzDiOTcMYrUzO6a2/NR5zDfl+2PHAhGckzFQo6nTCA7kt+UOtYfbYPbSDuPD2R+od1DEYYWnXPeN7qOWSoaDsWzipUbb8j+NFjOZ3Q2Y+ynIJ5OGuVzOM7Axlk85XCRqbCzUpwL1U76dtEFH71EqkWGZtQ2SCR3vr19Up8xSmA+lyqS2dR2hisDGZEPBrf21b0Ezl+W0V88hnIunYGOxooUDh8DvwE3t+smF2WKbzcENwBMp+FcAOcytq5TO/YetK2L38xx+pX1S9eKktK8d7CiUK04ibDMQ7fx3R5OHZ3AAgvM58qGaInBEJMXwjIqmL8ZAgjVoCFGepgpMIOggjYRrUrZstR6NKrXGNmmOblUsmjnkx8GtBNpSjKWbdcz0/wc8kNhmKLYlBHnQv87gXS+bgDJCrQPSwpkd9sKPG83CZte6xo7rbsCiZ0bsLYGk6lhFVILcPVvLzGjezNny7lVux29P6uU5cR1LjA/BBJYGcHRQci9jsP8yKecyHUMIxG4+iYNl6ya+6aF4+vyPj0StgEEGM12rYlWkNjJA8NEzkuWym/geFvEy3qcq1tybJNchKXP+XwzZ4oj09qPBuJzsrsry6epVKaUqWx3kQrI0EycRj+RVFGFsD61YS90PhY9f8Oo5uKafNcVlZ7FJxFnduVncRZPHNo3ql7DBXp3SPrejtXQ9+dNVcOoD9vGxViFoy6SAhmvwrmxpEyGfbv+/oFQ5+WpkaGmTyozEh+sQBVAPpFRX5vKA314TujlMIL8mpRfBiPwB6Ir0I7A6YO/Ba66fR0jbMUhklI53+C0xa1pjwrpKVssy6AC0QDrpQGWsQDrkaG6DQUW2suGSBrEpCBOgJAEARDqw9EFGVME+ESY3hZhWLZlveAeAQBOBc2fg/OIeI+0QLsNXIDmprBEfgz9tYKqnuLkHqTQu0dmtm2RMtmFKZNtTScZaAoiFDYjHEJZShrAQ9JkVWZLmeGk/0OcSKernWcXdGhH2TSSAlsYnfLlC3B4JCBWozLsWRSL0dfBvugatBJFK0/2twWYlKmALhKZQj5a+GKbXngsJjC6AulMgC2lCGM932hLAli5LGC3LuHq+0WL0XTYQE0fgbkvt4yB1wgOtuV49Xw0mJSMAR9hAjceknPbG8J4DIu5XNfFVKqzVhKDKw2gqhD9xmAV9o9g25ybUXKyA1hJ7IzMCvLcesrlcUl9DBsj+Og2Z/F040yzcRZncWs8mV7DaxZ3TJvoOt1B/HwmD3yltMvEajg8JA+9YoyqykJGrCoCLTJ59SJZt+6MDstURnfZXCZ+OzTag/EFqZBYuQBr9xja3gGvhPpIRt0MpP8uDqCagGvEeW5i6PQCeKxzgA00+DSVJ86h3XJVLUPtY421Ik5WoihQUJ91MzoWf29O/ioV0ISIUViGAI8KqT6pOutrza85JnJkhljHtENzA620zYmNiDNDZpDNwc+gOJTRrZNBGwrocteg8Fu84nGqqMYfy5T0BDKi9wEvsxqMOoX54zB6rknb5FB50DqSEmiBJJTS1Wrbpko0hTNaE6+JIhdB406H/VBQqimDOhOvlS3x4ePSefjzD0vFUpIIaEknELow2bd6kYHZRtfUSz09VCPidtKFZeFaw7KhlLk6obAXq5tQLYQlCxM5xwEw2hKwUaYw2ZbznXVYlSg5+ZuJTzEeynBkB53yYZNmiSPweiIULQoYxtDbErbFjeDmVXFMXV+D+x6UW+XCeYgfgWlm7VuWx5femtLS37ferqd//2dxFp9onIGNs3hKcVqvUbu3tzE+DTL0/cYajFdMn+pAcUlSJVkmAMRDOpiykKqTKrcjve1tWDe0fRjKyHZvWx6SWSr/Uwij4SHOoosD2LhXtALxCiRGIFrNgUxG1um+OGgGGfiH8lnbg3aOgIZ9cxBb8qctAhp/iLO2kO/BemSE0j565jxFWOGmvpzO/woCMuxwsu1sq8ty9JEqlMZsV7/zEdCjQCYw+y/Ntm5imQ+lYTOW6RzPkW07ny8aC+8QwokwSE0LtQv1Pjihi1ftsfbARLQoAbg9yI6hNaP3LjNRHsAihnDDuIICjStNTNakLUF7670SJHDBeE20A2EihokVVap+o1uxEkQnH2brq/L+kgEseS4unapriCIIViHalOuNYRVOl8GWhVSG5OEVqtwjimHzPmlDlMDex+T+cRuj2zCaGy8A15d2DdZku3lqy4q1A2866ZsGK4aNE1gx9xsjubcLw7hMt2XfR4UIR/1A2uojrN1w3QCTK7LO6qo9v2EIDzwHHrtmsOjEmNymtrpLGT6Q37fefpqiOYunGWeajbM4iyePeQoPb8OlsWg2Toc+pDVGiXQU6r0wm8uI1gE2N2T26TgQ2ntqZPB5JiV88wkcGqdRFY9midg168M67nRCuu5BJg/YyQGQiT6gKuRBH8Wi+yimwmL4xtlxdE7SKd4Qqscg/zA4q6YjTLCGXQ4yzXixhzcqpNP2sGZbPSyboWmUbspEK1A0rZIjT/vuudThuwoXNEKswVeJZTwirDW6moCp1qRERK4HWP2Gj6RS1JsjBW8go+HKF1+NEnB2BSQ4rpwXbzXHXfx/8S/kOAPIdqDcFUfSwswfc2KUvgbRirAZdW7Yo0I8T/DlOmTYeUiW6yUyenf7ovlIBlLVMcWO7rXayDesWJjIPCYadQb3XjGpjoEwaoErgCOKhRlLBqL/OToQwDFMLLPRS8QsywWiznB/sCKlrC0w25e0XLULs5tShdNksP5cGF0SpmN4TlIrRSGajfSwU25rtBrFxHpvqI18/1SKY3UsLGCRWudTfw0mNwTQgKQYo75lfJpcjik9As+wPoM+MIdzG1KdcowIrlUGpBplzK3UeEOuHQbsTkSvcVaR8jTjTLNxFnd1FMdQTcXq8TamPaflnx7i2hkHLH02VhIBFmlqRz+jRDw0XGT0NptIyWEciKhtvpAcPshI8/FDob3Hq7Czc7JiQCNLxZip+95FOqiNLTvtyPxIRr4BMkJvM+ms+kN5uIcDWFyV1Mn4Ivim+sUbQDuF6rqZb+IC4qMRIUxFBm3r4FXHMizX2as0HaJgQ8te9QBcrGGX6jrm2Kd71+xHEZv+OlUTohUuDdJLFGZ/NbYKJe2cMO111Ksj67TxCjJvyg3z/qKkBAIHXJl/S0a0I2giKV1tBxUFPo5JJ/gBlDMoH5H96n1SItqZ8QuhDaQJxVSuyepl0WxEK3IMUSTAQdd1kQ63yYQpGK/D0T5cvk8AxOGBxWBlaoHmPIVHPwzDVfGsAAE4nvHhGG7B9UKYjaKQbXmtlPb2I5hlNrWhGqBudYrXLIiimqCVslcHYTzSfTk3k+1OOWsMbS4alf6GpOQ8X8BNvgFHVwVwDLfsJT/aluNeep2kYgfvRlL6WpbCIDGCxUQcQYPYsFI5DNbl9+KUAu4WU7nnGwNMHvswXHyeAPXBEIYpDI5he9fat+jfrqgbpAR2++BWh9GzOIunEmdg426P4hhmD5k32ycsibt6jW5o3la/PTco8bdMZz2SWVzzVEaHGtr/fexRcT8cxqKtcJER2WNX5fvVEbSNVAEU6UnaVvPvk4lp+qncdzcaRPDXT2QEHANcgJuFPHADRPSYA8QyiqY0nSrQJOBtQbOGVJUESEdeA21L6wY4TmvnOckRINB9UmvKRG0j9emtJ87DTrrmdZbRIaaqIQOs+YGCGqMLWE7f6Uv7SRExaw9JrWgNY262tUCYD+2xHzbfHbJ0K/WOwL0hWo0mgiaAZhVKv4E2x6ldmEGzB/VVaZ63ZsSI5noNtiRtpVgqikxTc2lTcSzHPrlqO1mtykiNvmFlUxiNtpRrdv4e6dD1nvATqXIB8cxYHAhwWd4LmaTLRkNhudrM4j/VPsz2YT6V6hNlFTRN4446ZbdujyhsKHZh/+OSqnBaCAPB6PWhTY/khwJw/LBzKQNhOZK+pDqOr1mneT+C9QvCUiwNzlIoJzC+IunGuC9Y0w1h45Jcey8UEWo2F02Hmxk/FPNjKyYCNhTfrq6IziMewDyDdG6n3Onecvr3LJ6h+AwKRB9++GF++qd/mg996EPs7OxQ1zUXLlzgK7/yK3nNa16znGRUY29vjze96U38wR/8AdPplPvuu49XvepVfPu3f/tT3vcZ2Ljbo5re+v5JLIlnKWx12IXTzJ5WFyyMvkOBxiK15a3qCKnivEUqwtFuqOFX3/wdjexDcG/b0tFgHUPB/pZ1ls3WPMCPbkBvIGWJlMJ8kMmIvinl4V0dSscRJNLROgNoY6naIMekS1pab0BbesY4AZYuoHqwXSZDwYSWwcIpu04sYOjiO2U3ys7/rdmfAhVdxzdt033miL5Dq2FWAQPSlmmdFkmjRJ39HAC74MzFl6SeQPNcaK+AE9bM3SHtnk/xfqhvGDHllinEGcmU66Qysu8yUj6SvvCAbF9G7AdXIT8w20jsSH9gWLA2g9AXIWqDAIKL90p6Lctg9RysrNt749BM7a5RFlKyO7khHWwSS2d8fCjfr5qKp+zQaCfoaHhTOZY4gfZQIEoc1rixdOJVJACgN5B7pJ4a/wqTEsq3xUjOKQVohIbRcRMpyS5iAdVRBL11EZkGW6LHUIYkBJpjuQ9H9wj4AtGClMb+PF8AhWGCkPPaOpBmsL4ppm3zTMTRLsb9tJLjnE9OToZYdv7qLXwWz0B8BjUb29vb7O3t8Vf+yl9ha2sL3/f5yEc+wtvf/nZ++7d/m9/4jd9gY2MDgMlkwnd8x3ewvb3Nq1/9ai5fvsw73/lOfuiHfoidnR3+wT/4B09p32dg424Pf4gk8LvvnzimKXx8G4bnxGHwYBaceDDNlU5O4fFtK+7TlIfOe5KnopbXh3yWQjs62d+e35K/KyMjGDVmXqtjKDpVBPMUphMzG2cmnY6PSd9sW01ANDKW3QsRP4arRgIxB+bQ7IKTGi1lZICUMhozZOKyWUhLK2pHM1JfVpuABR1dIWiCdQtVLOdyci4VnfG1wWo5ug8mLV9V8ShYX4+Gk54gUac9yoKUCOsRYLUmI/Oqzcv4bWhaxvMlFVEDFS2O4+AuApyHZbvBfVIqnE8lbRGb68oRVPuSRslnUrkRheA40llPH5Nrp8yBpi00Bqsi9N39uMyImi5k++M1ETniiBZC75UkgnZVOvAgkldVyjbAaEBKYUwaw34k5hwmW1K91BWHajoHYDgoSbI/JwqM3qeAYl/SgfoAjUwliIucz8W2pOIWh8LWuBWs3Cv3XYAAqnwCvgvVgYiTPXOtKkQ3g7mMLmIk5iBsXAv0NqGYyTFWU2gm8tuIVuUn7Edynw/Wwe9JyjLpweJY/n/443DtMcukLKtzEjhIbUXMWXyK4zOs2fiyL/syvuzLvuyWz7/4i7+Y1772tfzqr/4q3/M93wPAv//3/55HH32Un/qpn+JrvuZrAPj2b/92vud7vod/9+/+Hd/0Td/ElStXPuF9n4GNuz3CFYjOQbYtftWf4ERL0xR2pwGNN2See+xvW82GVp0UBgQoyAgRluLSlnQOfZM+OTyw22TbdlhJYnPIWS4j02NT+prEkIcCJrTMtW9SMOcuST4+n8oIezAWA6vBqowK21Y6gHAE5T70r0hHRCEjXx8BJ9UetOdldOkpcxCD26sofIOCFnS4dk6WGijYWDOfzc3fipPGX2AZkhzpYWZIaqPpbFO9OGqzvm5LUyKqBVlgH0oBFtAMzDaPzPIZlmNXsKH+IJoSipDUSgZ+4uDXh/hBA2vgb4KzBe0KeMcyY2ydyv7ckQC3JpLqH6cxmgCTylDWStmpOrUzozaIkDMeSSrhIIfaERbARc5R7ZgUhp6+XFw0V8/ByLAd6Ry8xmh2cgEaTiqHtzYWm/Mil2veT+wU9F3dxngLVlYrgvImUdDIdPWZsCGJEee25jMzibRkzwzAVi2Ln8l9FPXkHAdAvycgt8msbMcFInNr1Rh90SrkVwVgeOaAsxvmuOdy+WaHhtQ6J/d7uCqW5jXg+CateB0WJVx9TLw2FG/qAGBty0xFP5JqpPUnmGjxLJ5dcfnyZQCOj4+Xn/2X//JfuHz58hJoaPztv/23ede73sU73vEOvuu7vusT3scZ2LjbozgW32nHlb/Byic1s+PMpEJWEmtJ7o7EkjxL5WE+TESrEURwznQIV67Y1IqHAI7u3BYrI+O0ncPOrmy3iOVBr316kMhkVQNTUpv0ZdQbhjL6awvxi+ibksA8lZlfy9Lk2w3VnR+cVOO3GdSPYatHhsAmOMMCv13QpL5lITTNoTWMKuo0OghDDZzUa4yweg6wYAOs0lXTIrpcyMnRjbqG1p33CmRU3ahgZYAAH61+UYCUd9pZIgBoZNq4ao4/hJaWRfyFDOf/E38V6kg8NtqF0SeUYgrmrhkBZW4YBWPr3SIjcy8STUNkxI4VBphus3TS1DLPpddJLDOs1obNaDPY2xGRJEiKpUjl3ihjARhlJqmU0og/u9qQ0RD6fXllxm3WMSkQBRyjsdxTAS1Ok7G6kZMdSYqnTCF/VEBsm1qQsGTlOim+MBGw0d4EZwPcQFIsIKC4mIqnSZMKu9DVS3iYdFUj93C4LmkovxQjNS+XVFEAhGMxBguME26SiCW860uasMrh6kfFTTQ2Kczj9OQcRSADgedeAe+TnGjxLJ4kPoNpFI08z5nP5xRFwcMPP8y/+Bf/AoCv/MqvBGB3d5cbN27wDd/wDbes+6IXvQjHcXj/+9//lPZ5Bjbu9ngCzca8be8oEtX+VP/Xx1E/OblcbN5f3JKbbRAb23FMFWkuD7rbTZ41TwWs9BI7Xb3uY3ivzJPiYgyNhgIy+gMRee7vGM1lKSPHABECBqGMiOdHMkpsSimLdQszJYnpJNoEmtgc57EIIKWsQtrgNDlO0FhTLdVsKDug/5ed/1tsKkTFmqaaABC9hIudRK2bRnGxmg04aSKWYatZtNS2wdqkt9jJ4FSVeIiwFyp8TRHmxUGAxsB83zP/N4Dr0LgJzqgk2JD0ietD0wOOhepvzYhezbD8SI6nmJhDKUzVCwIg4pFoB3ojqcjomldVqblntgSgrG5BUYHrwPbHID2QZmuEQHkoxzoaikfH9sNybP3EzPmRSgouiaCaiZZjdU0s2atQUm6V6YzHG2LWFY4LvPqYKKrx+sLoLFJT6ttNvRgWoj6SfWqBkJuaypIM3D1wIplQDcDNoTmEILWXNezoTlwDuhyz7eohub8x4K6ayL6HYwHO/VVwezA/hqMdOdcHO3LL7ZgqmNjoYwrk/Gfb8vtKzH7DCGa5tZDRiRaV/DqLpxlP8yRev36dV73qVXf8/p3vfOeTbuM//af/xI/92I8t31+4cIEf//Ef56UvfSkg2g6A8+fP37JuGIaMx2Nu3rz5lNr9jIGNyWTCH/zBH7C9vc3znvc8/vJf/svP1K7O4unEU9BsjBJhLk6zD/2o5vyaqSJI4cqmpEjyXHLXQwM4GqTEMCsEKHgIy9EFK9p/aiGGZia6qc4Gyf+vrgo7ceGSAImDfcNWtDI5l4N0ckt2JIODG1AZd804kjLAfGYkDaaywr8IwVA6AloZ9XIVmdjMg7Z0qN0BzTS01R5dAy7tfVQnoQemCEtZhBZbJVJgGRLVbniddbriUWUztEpFq000BaMpmaizrm7LRdiKFpvCAXjctEk9QgzzxDmWjqVt5RJmH8e9mOIkENTiOdFU5nsEOLoHUG5DMBZxbRxCfE40N8WxvZ5OBFUr6a8st6PrJLFslzpsDkbCbAQLSBuI45NVvmCsv8dm2bGwLueviJahyIGROImORgJKvVDSGsVCAMfsQFxpcwNIBgPp0OO4oSGgnQV4hXHuTKwBl4doHcIRuI0ArTKVlI1e+sCA1Nr81DxTReNk0m4HoxFJwdk2LAsCDOrEzFWTCWvkTs1kbuZ+UCakyYUdSrYkPVNM5ZzPMtg/tFqqbuVWbd4fHgjo8BO4OZFromBjUbifDYPxZ0d8lvhsfPVXfzX3338/i8WCD33oQ7zrXe86kULJzEyXoeYGT0UURctlPtF4WmDjv//3/86v/dqv8aM/+qNsbW0tP//gBz/I93zP97C3t0fbiqjspS99KT/zMz9DEARPsMWz+LRHuCLlrk/gs1ED4wSesyUPtnMjeNQ8NN16yqVxiXMsZa8HEykJVNq/QcDJWme09ugNODiC+y8L3T0cyTJ5enK/vcQKRFdHcNOkZMJENj+d2z48iGQ0V+4KNe8jI9Q6lQd/P7E0ur8lHUY4kDkuQmSqeT+VUXR0TtwlvUMBGvUUGfVnwATadY8q2MRxGmEBVOip3hraA3YRlHb6mmppESaj+xRXFkQBhopBnc6r7Xym4KRbrdJ0tgGW8dA2RObzQafNIMZf2l41XKgRu/N1WdfxHYJqBwbNMuXjNeAaYOT6kO+YU5BKJ9mG4K1A8AAkFRRHcPQRAQB1Acl90rxgIJ1jNJJNxyMpWS5TCDfFHjwIxEhOD7X7JIkScdzsjQRwVIWkKvoDyA2oaxAfjjYTBqW/AfmxiFc9RAuUpdYmxQcooJr5NP6KfBYKW6aXQzUPSWIviwfEFwy+ywTUaNTm3GBSRJ65v90RNNtYlgmsY+1I2Iw6EzFpVEpqBWQbVWou8ZYwHdMc8lLSNW0jbF43ohi2LoupV34sx9wgA4gsldvJT8E3AvDpE0y0eBaf/rh48eInxF48UZw/f37JWnz1V381X/M1X8O3fuu3kmUZ3/3d300cCy9XFMVt18+ybFm18onG0wIb73jHO3jkkUdOAA2A173udezu7vL1X//1vOhFL+L3fu/3+KM/+iN+6Zd+iVe/+tVPZ5dn8UxE+OQ6jdNzIuh7r1kAts9cX5WH3SK3VQZ7BwJO1Ek0TQVIHE46D+fbpFKi5GRfHJplFqkIBHsDycnP5mJiVBY2d6+6RxfZX5Xa7MbhNpy7ICNZ14BzHeG5sVRfuCsyyZhz0+TXtXPfB8774Lg4bsty3pHaLKNUjJ4UpWhU4OlhG6JMhaZI9Jmu6ZLO6PWE25ICkQCrA1GNh7IaCjaUWdFtlaa9rvmr4tAecJmT2o+J2e5Ctt2WDo03hLC2k8vtyvkJPNG+NMiov0w6k9euCZjIZ3Kb9Vfg6LqM0ps5uENJY6xsWoExkQCG+aEwVU0mDEpbwmJfnDhVWwHWcdN3IO4J8F3syXLk9kGXHQmQCSNxBi2nIiT2I5hfleXiNdFYVAeSvmmmPoW/hVu1eCW0UwHIGPYiBLwUgpHcP8663EPMwO1DuyNtcIaSZvK25dx7K3K9XE2jjcHpIcZxRjfTGN1LHQtwKTMpq01SczlTiw2bbfGHWaSWDVHZTpIIszFag0v3yfXc3ITru7f+7mqM/b8RgJ/Fpzg+C2miBx98kL/wF/4Cv/RLv8R3f/d3L/v026VK8jzn6OiIv/gX/+JT2sfTAhsf/OAH+aqv+qpbPvvIRz7Cy1/+ct70pjcB8J3f+Z1867d+K+94xzvOwMbnYHjc6q0xS403lNs78dvZPRLmAyyrUSPpFZ1RUoWg45G1i5ilJwsvdB+rp/apfWGewXQmTqR+AHUjug0H6RtLs2ySCLBxTO5bH6SHN+DcVmcQn0pGwo2MoNQs6ymj0Y1KqIm28OzTXFMa2vvVnf/1ZHQHCTEWeCgzsY504pn5zKRxSLGCT7DgQoGHshnd3JO+FADpgboIsMBsXwGLIjNN4bSdNlamXcMKr5lD7UobD8w2xrKel0h6o+pc13KC6EO2jM8E0rmGptlxH1ofknWYXDeaB4T1qM350lOcHUnp7HxXrmU/sb4WdQrxpog6A9+wD6UwVlUqy5UGdBLDeFPAkT8QF9npY7Kv9S27v3pHdDv+JYew3sMfNPhzOWa3BXds2IlUXu5EvFtcUwHkGm2F84WcTHc9gC1PDrCT5elMvZFoLTBsibcPwaEsGx6a22ZN2Ieu6V1mjk/JrKDz21G902BV/paFvOKY20aSwMZZNcozE5+lwpcsy5aplHPnznH+/Hne97733bLc+973Ptq25QUveMFT2v7TAhv7+/vcc889Jz770z/9UxzH4a/9tb+2/MxxHL72a7+Wn/3Zn306uzuLz2BMUpm06cIqbB8JWLgAy7kT0kJuJgUVXety1WF0owEWhTw49w5teWw3pqm4kSaJNf5yMbNqdrYzNvn54UBMjJJQ3EMDpJzPRzqB6TbLqb3LVGj6gdm2n5qpSnbNZG07AmLIgQ2kw5wg2oS9iCy8HypH0isqoBwgvaiabSmIAJsC0f8DJCleY1MrPWx+QPUXbWdbShV0BaeaU9ATfBpsdEFH09k2WLZD96l+IZqeycx3Zn4RPAGXbRHI+WjNdylLoapzAfyZHa23yFwzXJJUQZuCcyQskrMKzGTEXx3L/hsE8M0PJG3gIyyEg3yfHkjTVtZg9YqM+qsM0m2oJ1CvQ7FnwMrcpFpMJ+wg99LKpunEQ0lP9CJhHMLYTNAWGcEownCEhl3y/YbevcC6aC24Bv5Ulnd3pQyYtc41vWDuHT1PtbmHHKzBmlYJHZn3qv/RHJFes7HcA94l6JUCtt0RIrdKT1YuF8h9nm6LF80stWBjdgQrHc3fwdGtv81+AltbsHpWjfKpj8+wZmN3d/cWl1CA//2//zcf/ehH+dIv/dLlZ9/wDd/Az/7sz/K7v/u7J8pf3/zmN+P7Pq94xSue0r6fFthomlv5oA984AMAfNEXfdGJzzc2NlgsFk9nd2fxaY5uJcoogY0RNI0wF6ep157JC9+7JUZe1w9O0txdwDFIpDqlK204/ftTYmCa2smxPIzINBXau0UEcB4yf0TTihCwwZpEaT+rIKVFHqZOaq2v1Y/LS0wHNBNXyPZA/np9ZJQ/Bypw1lPi/GOSyymR+UUibCeTdA5AUykdHcuyykSZkKH5a0bdyw5eT8QKMuJdYCtY9KSCZS3A0kNa3up1vlOwoh1a3Glf1llOL9rY7COSv44DtT+EoLECUgfxBJkjHe1NcM6DtyPH46YihmzmcrxNKcZT3giaUM5vPjXnGXBDEY26rTQzPZTUwcoVI/I0AGT1srAi9EV/QWLcX4fAusko5QIiQUBGOBZNSBDIRGnlzGDAubQ1XoFkLGkhbwCLXVPKW7g4TUa0WgguTMCZStmqNzHn6wFz3QfmvO9jWaMIq5VxsYyVWs0r66Hps9jcExnWnRaWWg6nhLgQvUyTWBZOL3uSyL08S6WcW4WmUSKzuz78YbkGu0cyCd3pOF1RptUoZ/G5Hz/yIz/C7u4uL33pS7l48SJ5nvPBD36Q//pf/yv9fp9/+k//6XLZ7/qu7+K//bf/xj/5J/+ED37wg0sH0Xe96138vb/3956SoRc8TbBx6dIlPvzhD5/47D3veQ9bW1u3iEem0ymrq6tPZ3dn8RkI7XdGnQeQy0kNRy9sln5VIA+7mXkw3g7Ex8nJlEls8smnMw93ilkKH78Kz7kiaY7hUCjxKhebZh8BQwEsLcxBRq4bl2XU6uSS+3Y7oClIBMQEfelI3HUZobs64t8CBuCspQzm74a4ks4fpLNVWlxBh3pZdFMeOjLRlIYyGBUn7cxbrCHXaR/p08DAw7qEqrZEkZ52alrlom3Sjq07JM47n8XY6hplQiKfxl2hnYXSBgc7wywI6DL22TTgHZjzOxYGoUE6+naEOIxm0BzI8tkexPeLjqEohZlYfExG6E0qrpaBYaF6Y/FQ8UNZN4pMn55AsQtMjZ7hUPafJOLuGYxEO9KUUFwTYNOUHewVWnfS+kBSDAHgHPlU3jnc0sVrwfFMcZBqdVQgPDD3iU56t4udqVevQ2HulRTr0dIz32s6a2Su18Bs5zzWg8Wwa8TiOhql9vIF5hwk90IRQZgbLxBgtCW7DEbCFqqpl95CemuB0XZ0fjeLwnKOZ1LRT0F8BrHb13/91/Mbv/Eb/OZv/iYHBwc4jsPFixf563/9r/Oa17yGixcvLpddWVnhl37pl/iX//Jf8iu/8ivMZjPuvfdefuRHfoS/8Tf+xlPe99MCGy972cv45V/+ZV7+8pfzpV/6pbz97W/nxo0bfOd3fucty37wgx/kwoULT2d3Z/FpjC6r4SId/PnbaDbg5MOowQIHXbfbL6qOY72zrWl6+99fP5GXlkHqNgD2DZ3+4HNl/oyqgSIzU3lnAmACJC/dIt/d91wpl3VKmN+QUaFaV+ukcX5k9+9NpUNyQ2QkvyEH5PQroMQJG9txR0hHkZr/Syxw0BOhwEOpFh3F+tgy1MI1qRHHAJZaKHb1wFCwovS6Z7ah9MyUTm0ptgJF9SKqDThNKy3M3xJbPotZ1viCNL7LIv582knP7r82bTsy6yiI2UdEkYF0ihVG/LgQIBfGyERpGbTb4I8FTODL9SwOLQgokPNapFKamYwEFHgIKCl3pVRT8VVmUgsucm3jC0ZHkYtGo0buAa0qSfrgFTJnTjiS7/BNJU0Bzrjk2F/D2Y8kA7aCsDm7WN+UFXOPuOZcqj3nIZYV0+s3M6/GnL+0cz02ENCpIHOMneFXQcyhWe8Y4tRupgScsQhvfYSRW0xknTCWip4CmBeWLbxdZKmwk1qNkube8tyecRxPMz7DaZRXvOIVTyn9sbm5yT//5//86e3UxNMCG3/37/5dfvM3f3PppQ4wHA55zWtec2K5PM/5/d//fb7lW77l6ezuLD7N0X0YzVN4eFt8NmaprdkHmOceO9tSbTJPT6ZYlL3o/r4mKTyyLUAiM8uffvD1Eyl79RAh6fVtCzg0akT3EQQn1x+NoB+LZfp0X+j0MBbaPeqZAf8MssdMyeS9YvIU5GJR7qpGIAfvcUkLLDvgTQCH1knEQbTFlr+qoVaJtQjvClF0tKqddIgViQJ4LvQ8aD0YhTBvYDeHRSucOY2tSNGKEo+TKRGwaZbu36DzvvudMh4906YCy8KUWKbCA8KAuPg4TlLBI9hUjwKUXSyrchkRPqbSAfqlSFzaCrwcmgl4mRFspgI23PJkhshVjQ6W9YoT0UtUB7LPbFfeRyPRTrS5nPs6lbRZtCVgMVyT+UyafSllbmLDchjWJkzEXEsn5HNdKX925uCMKpkLZz8iODbXcBcLJFbNcafmnGi66tjcG1fN+VnjpEB3Yf6POtcywVrFr5hlRgjIUD3N1GzbASeCOLdgQzGlni+99OvnhTUqEU+TaSbLajrR7TRBya/u7aLhIgORefspMny4G+MuRWxPC2ysra3xa7/2a/zsz/4sjzzyCFeuXOHv/J2/c4KKAVGvvvjFL+av/tW/+rQaexafnug7zgmthf6vZadu5zuNeQeAeNgZXdNUwImW340MIFEhKdx+hKWpFv0+SawfQHcdpb7rQkzENMLI/s1y+VsVMhFVHIrQsEmhdxEG52WSqsCB+mFgIiWPQStVBlzHelLsQ+NFHK78VYaz/23BgrIYEdI5RNgUh9t5+Vh6vOp8nvng+NAPpIG4Zua5AOpaKkC8Ruikfg2ZMTHpIZ2Yz3LuluUoWNkNl5MeHhrKgKhuQwGVJv/VaCyT43P6Jb30/TjnFtLZzjmZajGMAPeY/W8C14AanEaqUUikveUOcAD+GgwuiOCxOWDpSVFcEy2CAo1lIU4qYl8nYznKjxIYnTeC3hImO+AkkFwwqRJTOeOXUNwAUmG16OiGql0xHnND0Wy4Lri+JWpab4C7E0knf2TO0UrnejYIW5GZFfT6KtOlAHOBFQerS2sfi8hV7KtiYWXM1hGQoT/Ih835XhWmKJjaTFo1s5c6QozVqrnsNyvFEO+eK7B7LCxRvS2/BQUZq4lUaq0ZgegwqpeshoKYM8BxFk81nraD6Pnz5/nBH/zBJ1zmJS95CS95yUue7q7O4tMQtwMa3fdwKzg4XUUyTEQoCsBIKFmQz3qRuIt+5Kr4b9wpFik0nVTLaU1HlAiDcTyR/R/uw/YNeS5f3DJiwj7Uuawz2YawhdaAj8UNM1KOobchttU+MvJ2HpHRtx8hNuU50vEeAMfQViOy/v8hyXtlKELkya4W4B4nwUbX8Es7f93uwKgDp47UgdauGDb4Hrgm71HXgqoCF9JK8kVOLT1ND+NYhTUumXJyDpTuRdMkvwpVtU3ad7jY9Elplo/AiUvcOsWJKun8Kk6kWZYAw/hHMDPnwwE2pLn+obQtAliD6EHTnFC0GrSS3kiGUkmho+5l81NxJw31uxSisbUp8QJYuYelmDJaExakyWQ9T1m0FJxtEXs2qYCYOjXedrG5pwdmn8cBZXAOx0fO9RipNJmbY22xouAaCzqUfUrNespiKH2g1UtGJ7KsGFJwotdSEY+KfYfmvBaIjsgXdqPJxAMkdaSCpmkFWLgGaFfzzmZya8vSTwT8Kx4aJvaWABiGzQnmQ2+hs/gk4y49eU8bbJzFszO6QON2IKP7MDodp9Xs6q6YRHDBVDF83hUBEOkptkL/n6QiZBsk1tkwOLVNEOCwsyvza6QGkGhKZ7JjCAdD1TupdGB+Kp1OjBglYVwpyYQ2D4ZGgAiykI5Aa2RE78qZaF3XCvtOMxnd9Ej3Se0inZF29I0L+w5ErgCNyodwKFRMUUHdSAlQhWxwUotfd2OASOnBvIW4hNicvSFy4Admfzra1s7K46Ruo5vn0uoIsDy6ESe2tQs0OHElqYMC0Wb4SMcbmHO1brYTI6mUMcvRvLMw7EEpYsW2L+CiDWS+kMrsO4yE3fJgae2dHQogcM211IrhCNFWeIiewh8j7ZtJuswvoNo2Aso1AReavnERW3VnDO2hpHaiDQGbXiHVJmXk4zULnBUjozyPgAut1smxguAJAvTM5SJGmK4t09AYW1GkpmrdSpQujaNlz3rfKM1z3ax/r3kVoocJr0F7LPv1HBE2FwaEpFNId+WnMDFls+p1orbrSmoVqQB5/b3nhXtCfqS3yRm78UnEZ1iz8ZmMM7BxFstQVuM00DjNbMBJEHJ64DxPpUy2+95FwIYy+/PcVq10QcZpwKHrdj93MWZGnX2o86SLjHhLTHWC6ZhihJYvUit58DB0/AIxUDKmSt5UAIdTIymB52C9J1ygXxOU27KRiWmYemuoOZaenBjbqQRIh5OZdVxH2BHXfOmF0PgyI1iyIQgqyCV90tZQuqYuNDSfNWIwlnuQeRBUEFUQNbZ6QdmJrmC02z7t5NzOdzrS7naAKVD6tAQ4fi3LrJlrsGvOjYoetezzAAEf3aqNe6QjDzdNVacvWg23tCLSNpC0WBJDck5mOm0Qyj99VDpHPzF+Kyl4h+CMwL8gulp6BnAcQH0kc964sLQGb0YCPmoguAc8A4DdS+ANEMMuA6R8wOk3+NW+pK80FTTkpLFFhPUtUYqghzAfKwhYbTvraKqqNtvT89+lDprO55oX0UqWVYRFUnFwJexQ05e2tfvgrEAxFxHu9FDufc3uOIiB2tGRTVcpzsxSmRogNALR7JRAVNMp8CSAozh+wmkQ7to402ycxd0cTwQ0bsdsDJM7OwxOU7En7xt9xtRQ2n9+FZ5/RazMdQ6frbVbGY6VRBiNLL1VFAos53G4sS0akDK1FuVJAhtjWBuKWDAciZmXY8DIYA3WVqE9AvfA9BWPGXofCHblfw+kI93EgoQKWAVnpcSv9nGGpRVHKpugKRMPO6lZlybPzeeFK68oEO7fiU1vgfw/aeC4BM+IMOoaPB88Q0uEJu/RDyT3c1SJ70fsQ1jY6gf1cliKHjjpy9H9TEfYYDtG9RhJoS1dGq9H23iynKZvtKpG0zaqGVHaoYdNLaWyrBuJYVa5LRqJZi6dXrsBzqroK3rnBHhoE8PIaC2A2OgtlnOKTCB8LgQb4CWyryaQ6+7cxiXTNdtZioFD8DeFcXF94Fi+86ZQxzV+dSAgrpsyAQFYYKuP9AejWg1ljRS8KcjQm13vjy6oUKEunWugYKZBmKMVrOmbltTuCwCrJ+DNpRzcnYkmw09teWw/EVapaKQqbJFax10FHVkKR8aufBTVXFwTj46D02kt7gA4imOYPWTebMv8S2eA466OM7BxFss4DTRWEzufSbdUbpDAfVuwcUpABvYZrGZc3bh2IEyGenSorfnGSMBJar671OlIrnWqUE5rRfQhqQ/RgalgGa/ASh9m++Kn0TeAZHUNrjxo0uTnYfFhU/GQC8ngR0KjhykiBFxBHBpj7AO/B8QNbrOAXmU72j42J99lM7RSRIWYLVD7MIgFEPiaP0B6x9aRDmyxEL67qqF0wAmhbABH5k93TeolcMRgpClk42kDhQ9lZUfDWqaqHZ5qLPRzTbF03U91BK76ghG4/oLGCcWmXQFKgxVJugirUSHgy/hBsDDbycz5WQWnBbeSzrzdA3cCziY0BiD5puS4aW3znBwCw2p0pTDOGKJLwkb5CThDc6ieVJc0MzPSD0SrAAJsQFgWZw3cFWR2X+Ob4lbgXhXpjLOV45c3cVdLEbzumePTlNjAvNfz5nXOu352hE2rKbBTEaheJwUbmpZbYMWmdWfb/VPLToCb0g4HZDbeUjQa3rGtxNZNaKWUrj40qUojzSFK5Lffi2rcesrFcUlzLL/Tj2wL4OjGbbMC1fTW92dgQ+JMs3EWd2t0RaFdoHG/6fS9kZSqaknrKLEDdYB+x2FQZQGnQ6tT5incPIDza/b5GkVw3wV4/IZhJVYk15xltjx22VbDepQGaPQMIKpS6xpa5eD2ZWbXMpfPRmsyK2gYSrGHV0B/VSognIlUOLiZUPWeih6PkVTBAnnAl0APnGFGlD+CE9bWxyLBgos+NqVyOrVS+qJAdGJwG9FpNAYc5IUwF9lMJvg4mBhwUtlynCCUIWYUiHFCg7AevR4sMjn41hdgUpjrokyLtifFokrl1PV7Fa5qR9mpRW39Fqc1Q+6689KOVYWlOZYBUNCRIR1ijGgdKgEcfmU6eaAOpYrE3RLQV5dQXIdqH+pM9DVJYv3O9F5VDOUhchoHOQ63FtCgc7c0gOfKSN9TJm0XYbAqYTScueA694aQSs5loHZx25ymcOw19rGskTJYPla/EZ06N6ppWcei4251kJ5nBa+t2Y8BR8v8BViQ19X/rALn5P9gLtU1QSbi5+A54H0cOBTWp4xlZuMCucX2UltQFSWwca+wOtFWRlDuLrUx+lzQQUTTadot7IY/RJB69/1ZnGk2zuKujtPaDA+rSPeQ5+AosVPAp6kAEGXmF4WLSAft+t3fU7c6RVmMmdF19CIRjW4fwAP3wiAUVsLtw86BMBsa/UQqTXxk/7OJsCM+AhYWE9v51KX02cVEfDoSYDCQEskA6eSOP2L7DW/SySIMkYe8diwttqojBMKatm1pfdeCjRj7xNZGYP5vkVGsG4nZR92D1AevhKIW7UVuNBhJZKj2QkCJpk/qVjQdGFFq2cC8EsDiumK44BkxadBCbrarFzHipAdE02kjnf+bzo3QLc1tgTwkD+8TZmaOdT9V9kN9IWqsSVnVWV/P6w27P2cknaL3IFTeSauQ5lgkK82REYRudU5pYcDAkQAH/5yARGdmmlwKE0Jizn1sdL0teFeg3gJvG+pY0jg6ARoD8Gbgnje6jTUgEp8NJ2wFqA2QTl6pFbhVVKv+K3pTmRQcCSc9UXIseFCA4XW2k2PnU9FlNBU3Nf/XWGbJ3K9xCHUEvecYm5RV8K5KCtM7D3VgrEGKjvsoMBxLarMCeqMKr9xh3K84jOA4t9ooleB09awnAEe4IqmT22k2zrQcd2WcgY27PG7HaoAMor2RPOMGsVRa6qROaSqVIj0jIMtz2UIXcHRjawzrK1I5Mjdsxe6BsCXPuQA3DsBr4cKGeGXc3Jfy2IOJMCHaPnX51Biv2h1qnzidwNoIson0vf0YerH04WEklQitIxSz9gPaWUWREYXuYatQdFjnsLSkdqKKMP84bpJZyrtb7trtoHXkO4xhuCrTmx77MgNW1coJoRShqOMK+HBdyR/UDYQ9EYc6jplNy4WmFtOKeSbUjYOcwLY25bJGddnUAj60E0uwdtfdUEaiwI7GFWBpCmQCbZJQ+2Nap7WdoopHG3MeLiNARFM0yt93h8FNZ/kGnHNGZzGWlEdj/Cn8QogaPzWMh9mEF4O7IWDADYDHwNs1ol5N1ahgVa3A10SPQQDeRXCPgS3RNhAYYWUJrrn2LkbrMQInrgnzmywH7lNzrvS87pvPh+ZcHJlrnmApwAirz+iCOdWTaM+tYE8rUZQtUaABJw3EVHyrGpFEzr/jQnQFykCqfZoARlcM65GI30YztxqOhWF6BjGsDMQsL/Ib/GZKWTr0Ynh8106s2BWLatTcBnCcBhNnWo4zgehZ3L1xmtVwEar0sW24MJZBcz+E/pZ8NkvllRUuXrOgd5tZIbUfGiYi1lw15kU3D4TZADPHyQ34gnvg/DqEASQBHE8NvXt4a1tXR9IB1TlMjkTgpoPAMoWVsZT96YeDFTh3Wfrefh+aBZRzWxyyzHY4ppIhOPVaw1Lk5jMnqInzhwWl6Dp6ErVaQUV+LlJFUkTQDmERw7SQ1EmWSkPbVgCC54MXCchwPAg86U1XNgRETA9gdiCmIB4CNPwY8oUMWUMfshpWfUFmVSvi0bCVstge0ilpp9UdmXdvBAVJemzHcixt5OG2RtnbNbIadbaraYA5Jysq5ua7I/O/6RQZmVci180Fmqn0Sd4Cml2DSYyo1M1Fk+GtmuKZEtyppMAcF0nX5KbttXlfYl05V5FUmBmSexW0u7LtZTWNI/tQkNk2Dq3j4ASNtYUvzLk74uQcNsj2l14Y3R+WCkb9zmfdvyoeLTufmeqa5fnTyqE17P25j5TDbpvvSuCSiGybWFKM4dBc9liIqWLf7CIX1kg1T4mpBOr3IfBrGieiKjymxxZDK9DoshoqJ3nSDMGZluNMs3EWd2fcjtXQAfoshXkiQAPzvYrJBglcHEtVxsVxyd4ayxlZJ6c0FoscbuwLu7A3OSk2XaSwPxUGQqcPz0thTro25qNE0iGlKYm8tguTAwEYo0QEfwEyKVuvbzSXc5mNti0h6kO9EPrd1U4hM5mPRCojHAfpjDaQztPHTrOuOg4AB7x6huu1J9kMNfbSDltPaGrED2kOSSpeGZUjikUHARl+bGYYG0A6EWrGD0S12tsAt4XFTIBGFIv4pMwgn0tdY1lCVYnWY1FC4ouuw/EgrGBYQtxalKUjZe05FEw52JlGW052wFGFXx2Lz4aeC+3QY7Os9jqr5nwcYtmNqdl+ijAsWva5xrKjdWYiW4kTme/Gv2KfzS1mGzPDTphT7KxiK2A2zT4r0x7V0OgxzbCiTVM14mgHv23a4wGPmW0V4FQurTegXfgCvBRQaWpE7xNNH8VYAamWd6gmpuu9op8rs6R6F2U0FKhF2DRNadqo7VTB6AgRryYIu5SIFsndFTDRLqA1LE82gXQfJsdy69TmdxYlAuSzGWysQF65+M2EJBQBeJaeBBpdduO0QPyOcbdrORTIP531P0fjDGzcxdFNoWi4nf/1AYPRZySRpCQGyUnjrjho+LwrYn+8ZsSkxwZwqOfGIpfXzm3Yip1D0Wrovq9uW7q2n0gp7NDQzVkmvgE6wipS2VcMrKyZZ3hhBtXG1MjpS9bB8cXkyWuBKcQjoehJIdgELmHz8XtYMdcpp8zWgcpfocU9idC0KkOrOrTUtWwlLdIYJ1BCecI7nliYxqsw3BJNRlVCNhdUVdXgBQI2mhJ6c0mLRD3xV08GcHhNhKXzQ2FIWnMV81a2P/DFRnKzhGQuaRGTvjgxW57LSdc0kzqRPJo5F1GDV+3hxrV0ri429aIj7ww7kVi3zFbZJjU40fO1ipmOFOsH4oFTiVlqu2ZSJTPT9+4iZakpMrGbySwtZ8zNELC4gy3HVbYDrAHZCmL5fWD+P8SCpAgx4QI5Xy7Ubh8WoQVfntmP6lC0+kjvB02rqeanK2jq9s7KVlRYgKrgVnUauq6CkK5Xitd5Dczfzrl0AW6AsyW/gRaop5A9Yk3wumLbjQ0Ybspt58UNjRNQlS43zG9ylAg430/h0PzGNQOkh/eE3htPpOU4i2d1nIGNuzGMQEvnKTnN5oJ9Zs6MPmPTVIlcigVQXN2xy8ZhQ5rb94PEgo07eW50IzXLjBL5X4HGyAhLXUTD4Tsye6uuo9Ft/9q6zYBMD0QU2pbStzdHIkh1TefjYsyhDowYUMtbtbpghnRmIdZPoQ9N7VN4G/Rcxz6ltQPQh72K/FpPjLdwRI/hI+KRXgi9AII+DDbFOOL4mpRdeIkwGq4HXk+qS1yECVm5IDmA4YbkneZHMDC5paaUFEwNy1qf2oMV9eooxGlUOy11pOwyHMpoqFYlsMs5QUPpr9GUgTUm0xG3z7JaZ9lZditzNDSF0j1vmPOcYdkPcy6dRnS0LYj32Qo4p5YhZTkjL65cW1bM58aobXksM7P/a6Z9W1iTrALLtGi65BjauU8aPQCTQEBJH6n82DD3SsatIKLu/K8MR/c+UbDXpQL03CvoUPaoxJa6lp3lNTUzxeYEF+a9yWm4E/ByqG5CPTfYd1eYwG76NE4EfDuOFDxFMbi9mrC4xvHMY57ayRELYGUED21LGewnnELRuJ2W426KszTKszN++7d/m5//+Z/noYceIkkSvuIrvoIf+IEf4NKlS095W9/3fd/H7/zO7/Cc5zyH3/md33kGWvtpiI5A6/4t62/RjdNsxyyFey/APVuQFTKQPpjA9cOAyl/nkZ2QWWaXn5za3mnPje4zWCNNpdqlu29lT1yEoZgWwmpUqTAucWcbmrk4PhBgUiFAoynklRWmb+/JDKGtsaJ2zEPXcbAiyhG2c9JSUJ/l5Fmu7+BT0Brb8ltGoDrKzYDWlbx+WkpCHEfKXP2+vMKhpFBmO+KvXqQCCrwE+msQxDC5IdqLMhOxSn8F9q6ZKVA9ERzEA5Ovz0QoSisHvqjh+gJyB1YCmYBEqfluDal2ftqpaQVN2Dk+v6Lxx7R1ZKtOtGw2wpp8qWbFNZ8p4OgjHaGOzgNzjpRtUYCiWo4MYZh64Oio3QWumPUzbNXHvt4oyLwlYD0oNF2jgLLA6jjAsh50jld70BW5ORzXoy3N3TbATrLmY51sF1hBcBdMdG/0bgWQMmddjYyeF702Wl6ruiDVAR2YbWgv72IZqGMseLsuGBWg3pVFy0O7KmbVJDGndAL1pmXrGyckCZtlhZouDzKoOEhP4qy7VPv41OIMbDz74m1vexs/9mM/xotf/GJe97rXcXh4yFve8hbe/e5386u/+qtsbW09+UZM/P7v/z6/+7u/Sxzfxo7wcylOCbQGya1g4/TzsZfAhTVZdpDA3rE8jBa5RxlssT0N2d2W5SYdYNH9Td0pXdOVPHS/0xSOax7kDnB0KBoNJQ90Ftk2FeaiTKWvTTOIV2Sw75kKmGEC7lhkEG0hDorNVaHjAel8dNRbYWl+bXiIUOYeOG5F63TKCrqMsVanaOe400Btemud68RDhJ49V75zejJT3OJA0ihVCdFAnK2CxIxoM5uGObwBQQCzQ5bIoGlEIZn0pe63KUT0UFdi9HXsSB7JdSFp7MXRtuuxdo9bS38VbOBS+Odp68DSR03nfK1y0nxKNSwK5CbYJ05XaLltttE32+wyEQnCJqh3xaizTS23HZj/r2MBkgJGsKme0z4oYNNBDXbyOg8BiEZ30QYBjdvDGZTik6H10jm2ykSPSVNoHnYWXO2FXXu5luk5BRo+lmHqMhl6LAruFPxqWm8Fy4LoMR4hgE3LkzGpxcxg2VSwbJwAsWigpqawqsjh+MiYnFYhz/VX0Vik0De/Rxc7a3M3uimVs7hNnGk2nn1xeHjIm970Jr7gC76At771rfi+HOrLXvYyvu3bvo2f/Mmf5PWvf/0ntK35fM6P/uiP8h3f8R28613veiab/czHKYHW6QfGMLHpjNxQpJtj8yw27opHc9FZrI3sehMjDD3NDGt0WWUN79RnCjr08zQVS3J1MS1Su8wwgfvvERajzmHnMVlm36RjyglcOGd0GbkQOsFl6W8DH+qdzv7WsCPpGdYKWo28tERRae3WxWlL2sYMGXWkrg+SKbYaI29E5FEDbQ7HxxDVULtwcFXyOFUDi33IppDPBGCECXgxDLagOILZTesUGsSi6agzARO+L9y348p3Qw9mx2aE7oBvnlBNK8LScSYduI7gMf/r06CbRtEOEmjdkKA5whnmlonQqhs4WdZqykxPpJQw5ybGpltys8w2lilYMdsOEJHmCKuRgOXU8oTYKpih2ccKAghqBNzMzN8rZn0fW5a6g5h66Ta1imVurr8KRkcdKKwd+wFWj6LpkRE2zaFaDT233XPdLS9WHYvePypk1R9B93/9TlkLFeX2O/vqMnE9SR3WQHUov58KARrRFgQrcO4+EYomBTz6CMwy2JlAfxPGzw0ogvMcz+Q+n6eQbcuteZzeOq/RWZzFE8WzFmy8853vZLFY8KpXvWoJNABe8IIX8CVf8iW84x3v4Id/+IcJw/BJt/Wv/tW/oixLXvva137ug42OQOvhbXmAqC6wl4gNuQt4Iylz9ZD8bBxKlcjxDN73sDxsNOvamnV1ququw6B7avenAQdYgNEFGl12owsydP3VMayvG5ZjAPlU2lSlMgLzjUAxjORVlZDtyEO2LlQAB1wE5/OwU4C7SEc2ws7pMUAe8A4iVIx8JoO/RG//Q3aUqnS2UulaheAYBOKaM9HUMJ8aVNaAu4A8EwOuMjXsRSkvgDCGaBPSI8iPDUtiymVbV4BJPhN9R2B6LDeAtXMiWikWcsCRbzrOGo4LyBqbTlCaXjUDOlIvsNUpJl0SFo/jhJUdwqrZGdhOVYWxOsLXC+9zsiRUQVyNaCBumvXmZplLWKdOD+uWuei8QuxMszkyC6oCoY8jVSUB4iKqJal6k5n5RLhu2ngeeB62usQx+6ClJrTAQEFlhmVzfKzFvWp/FFToXz1nyqRoCkrBmH6mFVCq0VBtjaZUFBQVWHGqguJF5/2xXPryUH4Xy4GASYcEphzWDQTD+jEcXjdYLoXFMCKLnw/Axpp8tp+KgW1XOnIWTzHuUurnWQs23v/+9wPwohe96JbvXvSiF/Enf/InPPzwwzz44INPup23ve1tvOlNb2IwGDwjbf20hxFoTVLbR3pIiqQLEHQOkzSTeU2SSEpOtw/MhGdmIrY4qrl3S9ZdNdUoTwQ4bgcqbvfZ7b7v/nU62z4NYkKTg/YCo4Vcg3oGi8dgMET8GUIIPg/cTWxJ4QI7P0iCpfb7LEWibZlQhZs4dWWpa+1UciwboDR55EDWimYjCmFh1vM8qTipJwZ4eCIY9QMoZtbMK5+Zzqgx1SihrB/1RSza1pJy8RwRiealmJX4jjiVeQHEjozQ6wrmvi3Z0Q5QUx1wEnDo6LsCogK3Ohb7VV1Pc1pwkuFR7UX3Jhhh/Sh037n5P8UCPU2PaKZKO2MXO6NsY9p4hACJBmFBhlg2QOeqGXfapDeLMicRAjKGwH0IcEkQ4KNaj6ill38YerWwJGrodYWTrESOBQddAWtXj6H7VwBCZ/0WO6naMVaINDefGWaR9U4b5lghs74MSGlT0Tg1Bmg0QJuAE0Mby7Tzg3Wpmm4R3xolpuYpeFO5sOfGJeUx9EbCbBylJ0mas3iKcZeetGct2NjZkXKJ8+fP3/KdajW2t7efEGxUVcUP/dAP8eVf/uW84hWv+JS3sW1b0tOCiU9jvPj/eIBh2LAoXLLcYyWquTwubZHAYYADnB/bcUxIwIPnxGPj3MVNouJxPv/5WxztlEs6NTnnsWseVAoGupV6OqDTz7qMfT+q6YcNReGSm6mtT78CIIhqmkGGH7S0pYN3LmZj5En2I6pZHZSsnisI/Vb6wIWHt+ZQzT2KsMHrNbSXoL64oB6X1IhxUzv1pXPuFTjDDDdoxf4bl7ofQBNRhSuE5U3KYEzryVE7bYlDjdPUYoBVg+PW4LS0jkcbeXhVQNNfhb5PW7a4+QKnPJb0RuuIT4bvQ+vTBus07pB20UDh4C4qyEvcYkbrDGjjFRrXw3E9nCgxzIgACPdwVxiSqqCNe9DrUYerOAceLQPcqYMzn+BkFa3n0joBrWfEq14LsYtTQes7UDu0bYNLRUWfqLhKEyYUdUMTBLSuj0MAjQfMcWjk/9inSYy4oQLaOX4wA+RY6zSinUc4kQOOQxv4tH4MkYcTZjhJAWGJ2ytpnZb2yKfNAxg4MA/gggt+LdcmaHDXM9q4whukcgy5R73So71/CD44qznOMKeNG5j5EPu0tQfP93AGFaxkOGGLQwsetGFAexDRZj7lBcnflOc35c5twVmpYCXHHZa0LlCFtK1L28vxkhLHg9ZpaVojXHFbERQ7PjInjguNC22F0+bQ1jhtQ+MkEEa0YSAeH21DW7Q4UQNhg9Nb4HiiuWkraI99nMaFYQu5S1uw/L75vJr8eky6nZDlHlVU44/ld+oGDcXCZWfS4PZrJmVAeCXgnuc2HBcu09yjd999eM2ClYsXlhjIPedxcxosJSNKjGmGR6Uoi4Uio89sxHGMq6ziZ0OcaTaefaGd+O3SJFEUnVjmTvHzP//zfPzjH+enfuqnPvUNBIqi4KMf/egzsu0nC7ee8nP/7keX7/PwCo03xK2neM2C2u3ReMPlst3PgnIbv9pfrvu3v/+1eG1+y7Y+mTZFxePL96U3xnHcE205vfzt2hpnf47XZDj1XDoyN8arJxTBeRlg1gvaZkJZH1O0LbNqQljvUfqblMFFGi+m9tcIsocYzN4Djofb5iyiB6jDTfxyD7/c4fji19K6MZU3IiquQpPjOFC3ATgtQT0hKK4SVAdU/hCnLsjLK6S9F1IGmwybPyZu/n8E1aHpcBrqOqRqN6iaNdrUoXYmAASlj1/5eLVHVm2Qll9I7fQIy+s4TY7XpDSOT1w8QlBl0BS4jUuTe5TZJvn0CvPBS3Aclyj9c5LsAwTVAW0dkEf3kHr3EXCE4zm0bkTl9mmdkLZticvH8ZopDTFuO2cxerEAFCegdhJaJ6AML+DVM7z6EMdxKIItsvB5eFS0bcNw+oeE+UN4zYzaX6UI7mM6+DL8agcHhyo8z7wnLGSS/Tlh/gh+uYtbT2m8IXVwjjy6jzy4RFRew21SGjehdFeJimuE+UP41QH9xZ9SOwGtN+b4JS8nS16IVx8Qpx8mrLapvFVKb4M8eg6tNyDKHyLOP45bHhBVVyn9LRonZNZ/CVnyIFF5Da86wKsnbH/b/x0QAOBVh8TFI3jlTbwmYxE/iNcsiIpHcZsUaKi8dfLoudTBGKfJcJuMxhWBuVcf4zSFaH8cH6ctcduSxh2wSP4CefJ8ysAK2P3iBkn2EfzyJmG5jVdPaB2fMtik9Nfxmxl5eAUHF7faJ6j28Zo5lb9GFj+fPH4+XrPAr/aXpNWKEy8dYZ/TLIQ8c3snfsN1PeVrv/d7n/Jv+zP1XDsdDz744PJ5fxaf2XjWgo0kkRxAURS3VJDkeX5imdvFY489xk//9E/z3d/93dxzzz3PSBvDMOSBBx54Rrb9ZOGk1yB3+L9959+USo+5x/40OMEg0PnbjX5Uc2Fccu7iBV79vd/L/+v1/2+uPfYYsWFJ5rlNapxmJZTZ0Eq+LquxOSwZ92tcxCgsCRtmcx8H2DsMKHJvub4aXvqdVwRsrWdcuJAvv8v2A0Ic4qDBLzx6/UpKZkuHsFcJS9I6+KsV7TwQbUWvFW+LuIaVUv4GLXHzYQga2vWY6eUvZXDz3Xj1nDbwccIcx2to48hMK+9A0kKR4pYlseOBE5J41xhd2genh7PawBF4+zPhux2fwHehl9FyldYBx3GhKnFKIywIPcLoYwyTI5wig7gSVoQGxw8hm+Ckx6KarXLwfcKkptfbYXXtIdq+i3vzcYgX0tEVLVH15wydQEb1tQOFK2xM6+O0LVQVblVSuX3y8POI0w/iNTOctqVxAxwHGsejdQJhdhyXtvWh9XDaGqcpoclwG6OwrR8hLj/CSv0/cKhoK5d24dFOEli4OH4l5hpOg1M4NPsRTuXQzlwoXBiUOI1D27ZQujh+C+MC1nLcpBZJy/Qq8d5HaR8e4vRL2MpwfMS5NfNo9yLawsW5MsddL3DCmjZoiNIPwXHEaP6H0tZRRbl+nt1v+juce/u/Jzq+AVGDu57SuuAkNXgw9P5PcB1aH2FcXAeakMb5I0lneS6OYz4HHGchLFCL2KFXPi4tbQlrlUc9GcI0NlqMGscvoW1wwhyCCsdtIHNpFwHtwpVrt/BoFw4kJayU1F5LfhziTn2qrb1ILQAAt4pJREFUnYi0cMnHJTmS8VmUUAVmrrx+RQEczX0K4HDuUa8/wP/ljW/kP7zh5zi8+QiTwuU490543KlURNMvqhn+X+95zyf2IHqGIwiCJ1/o0x1naZRnV2xubgJw8+ZN7rvvvhPfbW9LNcYTlb6+8Y1vZDQa8YpXvIKrV68uP6+qCtd1uXr1KnEcs7GxccdtPFk4jkOv1/uk139a4W+CM+HjjzyCh+gs1OCrq4u4U9xYgy9yWkpvzIc/eo2HPvzRW35D3Tp+Te2f/uti/Y6mxsTLQ6zJM8dUOOYw34Gjg9tva5iIy+giNROxtfbhN3sEOIR1I3xtIiA2oCcHdkSDGa6ZxqofQw/RGKgzZR/REaxBUYzwmzledkjcHlvlnf6aui6PYyTP7yIbihooHpUdpaaVcSDTwTuOuFi5heg28oWAhsURVIURmSZQH0sJQVMhc6p4kn6JVqT01ctEAEolHV07E+q+TmU/yRSZJKY8WZKpKPC00NMcS+N4zKLPp5e/h7BRmjy1y7ad9TT0Qug5MlUZQV1Y0aTqKdrOdmpEtzBHdBopdgbZCvHf0Laq0HWKrUSpgI8B+zdlWb2mpdwP7Jn2TRHtRYKIPY+xLqcj2ZYzbWm9HtHRNZLpVdF17Jp9TTvXPOIkolbhrepUVIOhKBustkfbrNUm83057hlWezLHCpVbbPXO1Hy2Le2qL0B5GZwE2j2obkC1a9zQH5fVpqlsLtwyMo9YTGenuQhEH9uG+F7pqB/96DUe+fDHyLCaVD3lqhFusPrVGuS5dja76+3jLi3fedaCjRe84AW8/e1v573vfe8tYOO9730vvV6P+++//47rX7t2jZ2dHb7u677utt+//OUv5y/9pb/Ez/3cz30qm/3pC1OVsjORElMtY9M4DRyGxmNjZsRhayOoW4egPiSJ6juWvN6u+uR232vlyfVt2U9dwPPuM/1cH3Z3bi8S7SewtWU8pc6BU4q2skZASn4IninZC8ZScUoETigqfHawrpAjpLMpkSfnAAEYWgGg5ZF1i0OB69W2UkPLP1Ukqh4TEVJpkSMbSkupOmlb8CKZYC0y/heOB3UrwKHKBHhkMwEVXT+NqjCizVyARumIdTmt+HE4rWy39sFtpSy2LGDhynDWawWE6Hwe2skF2AocDZdlL9J4Q5poC0edU7V6RUU43XJOzS13c8xa/ul1vtPKnRRbRdEVUs6xokwFcCNE1FkgnXGGdP4DrKhT5y1ZNds6Mn8PzLW4aN73zT6G5tqr+FRLcxNw/Ao/v2YNvJJOGxXwqNg1xE7SpuJWFcN2z6meK+149PyrUZle8sC0TZ1cM+BG5xyrENYIbFsfymPxy6iHUM4g3QVnZE1eUzOwyIDZtswCe7RtbtFENrUyhuF6hlsLmqo7zezGHfvNs9ldbx8KpJ/O+p+j8awFGy9/+ct5/etfz1vf+la+8Ru/cVn++oEPfIB3v/vdfPM3f/NSz7Gzs8N0OuXixYvL1MrrXvc6ZrPZLdv9oR/6IYIg4J/9s3/G+vr6p++AnokIV7h+cJLFuN3vYJiIeygIyJgXpwwzw2apdtfQYgWNbtWLfs+p/11sqau/Bvv7UgFT5ieX6QKUXmLYkQhW12VG1yKXAo/KAI0QiMaw8hyTeglMNUsB/nMNw7GBPLTHCPiIkNLLFeQHvs0SULSlh1vNaUvHlh7qyVMmQDubPjICdoDjSmgUkA9qpBolTMCtxdqU1hh/JWJ00hvBohEzL983Rl+hAI62lfVX1mS+lEZdRs3EGE4rpiKeA74rAlSnhryyDqLasenw1Ou0vfveCF4Lf4vW805WUqiiWAGH3ggKPPRiaShI0e+VXamx9tsF1qtkgfSMK1iFcHd7WqWiRlahuY6nGfQZ1qJcQZUSNBNsyayua6ph2iXT00q7IqxHSI49l3oeIyxg0aoZZTO6P5Qui9OtClKgoR4khTl+rZ4xtwkrZp0BwtQ00MyhNQZ0DQIsuimOBnATqVApETYwS+0pboCte2C4DqtXMgazP2JlWNxxMKFxy3dns7uexal41oKNtbU1Xvva1/KGN7yBV73qVXzTN30Th4eH/MIv/AIbGxt83/d933LZn/iJn+DXf/3X+cVf/EVe8pKXAPDSl770ttt9wxveQBiGfPVXf/Wn5Tg+XaHPvy4o0M96yUkgoc9L/WxWuCfm9dJ13VPrPFFa5nTKpUgFNFS5vFcrc331EwFBCpTCyPZ5YWQenAZoxGuw8YXimBgY80uvAucIeeKuYUesF8x7kzJZjjg3WJYWNkHE8fArSYqP2FLDCDsqr7Cj3AW2jHYF4arnBRQO9HpiyVh7MM+h9SAzM38VmbAdQSj1iU4jXutJX2oW60CARNKDtS2pRqlLMUTZncn7wJcDcBxhRNxGymLbWtI52tkqtd+96Fquqe6bDThUNG6PJohOThwGJ0dsCiaeKLoMiN50NcJQtFifC8x1uI4AihXs3B/aketyIdbfQ6vUuyh1HQs2NHzgqvn+2Gx/HwGJmSzf+p4IPM+l0g5N2ax2tqM/CGVGuu2Dk6BKj1/PWdP5XpmaQyz4Sjrnozb71RyiAppVaVc9groPzjloF+BtQr1jT69iymjNmPYZT5qhASAkUi0dhDAaVATVHpc2Cz6U2JLX0wOL28bdPrvrE8WZZuPZF69+9asZj8e8+c1v5g1veANJkvDlX/7lfP/3f/9Tsiq/m0KBRvf3cJzC+khmfI0juPE4XD2E+JxHHl5hknsnlr+TdgMkRXJpbAZsmWHpU2tDrpGlsLMNG2PbJn1Or6/BlcsiZ2hymZHdKcTOYtQ3YCIDEmE2klXTDgNOHEc8CADawvbbywm49CGeYP0fNJWyAKKAvP9C6qM++PvWgMn07UvkpTS/piJCxGTroIS+K7O7OoGo9JpSzL2yuTAWjemteyuCkNxAgEVtuovSFcOQwQqMVuVktJVMQx/4kjZRQSaY/2txE60b2UcPYQLUfEtZDMwxGIJkyVbUBXH6IdlWlxWBk6ZUcCu1pdvsqgi9znKeObfH2DSE8YsA7MR4qo1RlkO9KVxs+qvCslPalrH5fmQ+D832Zkhq5QABlHtYZOzIcu5aQT/9IASN3BNH2NTOGDsRWzcNpOez7by6rAVYHYeep4W5HnvIvTbAGox5SMpvhoAlZZ/mZrupYNVmAN5l45Qeg7uAZgcW25CbFElyDoJInHXzXbHuTwFvBHsTmZ15HJjL5YTkhUucCDC5XdwWeJzN7nrnONNsPDvjla98Ja985SufcJk3vvGNvPGNb/yEtvd7v/d7n4pmfVZFl8m4XR9xlML2BD5/JPOMrI9kAqYb04DGG/K/3vOeW4SufceqBPXZPUzgwXvh8pqdUv7GTeljd7YFdIAFHUkCW+ckjdIPYW9bvrtyBYZ98AYw3Td+R4fQrEATwGIqo7PN50P6mEm3rBnGP4b8o+DugROBswftLrSbpp9U+lxH/KqEO8J2yqEvZbmYZZWu1xPXpb99pGPS5WatYRhy+bI4gnBgUjBzOdimBceF3lA8PxxfWJCqhpUNSYkc78kJ7PVke6tjk0KZw3hFTkJai2bDdyAz86rELfgNBLXVICiroS81p1KGwgxn3bail38EL8ts53n6ZtGO9PQDVU2oKqy+RZfvpkq62+uZfWgH3iAd8Q0s8MixrqCYz7vb7yMgou78VSBVYLUieq3XzPVSfU4BzoVWylP9xs6vEpn90vmrQlAFm1Ms86CAVc9bl+ZrzPErYzLFpkxUU6Naji6tmJo23pTtNcfQDkXs6fXlVvBW5PgcBNAHY4jXzeUYwIorOqyms9lHHoNpCff1A8pgkyBsTmh+NZ50gH63z+56uzjTbJzFWUicTn9o1MicCfo7ubH3OAvW7lhPP2/bJeBQINNLhBkBiIxuIoqkj+wl1pYcDDB5LqyNRZ6we1NSJ1om2+8LGZBEMrhb3bJayHAIG5egOoaVVUmZZPuSgVg8Du5UdBpNDu0h0knsYkemaj39OLbTcFnqN9ookJJUp7EjUH0aZ9iUinbcOuLXioXCMBeLFNYH4qWeZgImfF/+ur4ADmqI+zIDLLUwGH4EgSc5poMbsu1pBIMY2lLSLE0hLIbTyonykPamJfQbyxy0WBdMDzvvRlfDYfj31m1x2tL2Sk/24Ks7y3VFA12Lcw/rjqnum0NsmZJ25OriWiIshAoMwLq/KsjTFEoPOxOqunIOEdZjBSuudBCQUiGgsjbXfiTXrM09ardnqoXMddwy66tbqAIvZS9Uu6E6DQVammYZYNkTsOyXAq7ErLNqltGKGk196TYfx9q8b4AzFoKrnkN9CMUORBtQTET+k7onZTVlfjL7NTdi8cOHoV1PcHDIC5fxSAYdh3dgN7oxbz+He8SzeMbiDGzcxdFlH7pxO5ZPUyn/6z1/Kh/4Q0uhP0koczJLIcuBvkgHXCDNzcDu1ENsbSyAop9ICV82hxuPCigZ9K084fpep0LF9KujEWTHUkEajc2UITPId8CdQXnVaAFTCEyeejmdvI4s95COJ8bO5WEqT531KV5xUzwfWgTtxJwcUevotisG1M5l2ELZyKQzgQt5LaDAc4yGAwEbvRVZfnROBCeLiaQ/9m8IKKGEdC6gY+5AFtncklNbNiWvJc/UmAbl2GngtbPXlEXXNEF7IUP9u00tZlJ15765XZlCd/R2OoXQFft0Rag6T0pk3kfYCcVabKXJqvm8b7ap1UMzBEBcwlasaGh56BzpmFexlvQZdj4RBRz7WHFCC81mQhHeSzML5LsRJ2e01e3rjK+aclNWRpkiBTUJtrpGK05804bA/FUwtcJJLUjOyZxigdyrBqi1oYikm03Q6uQqt6eizmB+AFUEsxx2bxhpyvjk7St3ikPlr4PTsroC64XMjXIWTzPONBtncTdHt1Kk+5nGjUV7a9189cSWxPO2ZdQBNNMUPvQoHE2MfCEz82wZzYZmI/Q5WhYySWocwOG+LDdMYHIgjMhxbud+SM7BaN0UCUwFqAShmaH92GyzhPwq+Ad2P8uB903wGmSkexOh0u9BSixV5GmqHNyoop99kLZwZTkV8mne/nRFhnYgHtJpNsBGKCLR2QIaTyia1jiO9HoyDI0HMv9J3Bd6pyngeEfEn/lUqJxyIcxIDaQVhI5YeJclpIWwGVEjk691Uxl72DLNLlOhegp9r2YKQINL6Y1piCyt36040b/asareous9oakPNVfpai50QKwgRAWf2jlvIAzURU6WtB5h5zgJseBRnacibMqkwk5spmmPAgERYNM8ykodQrvbY9H/YtrDxJ6funNd56btB51rr3oNZYxq832EBQ5GE7IUknpImbQr+wUEnDhmnTXgz7CMh4KvMbAjTAYhtBHQh2oumiQ6zUoPYXYo5a7TVESibSK/lRrY2JIKliyFrHBxmgVro4pqJpMFDxJJoZ7F04gzzcZZ3E1xO1bjdoD7BCX6SeRgu1UoNULF+sDYpE3y1MokunFwCHtDmUK+MiOwOIHE5J8Xx7KdKhWwkU+hiEUK4WbADMYXIN+HZt/0dTMzKDTCTyeR/5dH2CCdaB/p0O5HdpJiKyFicDyx4Ha82lYOmO+WB9plNLQMQDvRpBHdRFaIQLRGGA7HaCsWR5JbqgrwXJMC2IeD6yyH25Hh54MA5jOhdTyTV6IUd6a6gHkLw1rapiPsLqPRvQ1OaTRO8u3gBC4eJZTtSebmNHtDZztaGtwFJgpivM42VKjqY8tXNaWjaZ4pdpp506bl7LwOlu3oI53wkVlfnagG5qVA6djs49Ds83Z12d2oHbvuKkth5vI8KXDTp6oyLpqempnPAgR4DM06MRaQ+Z39H5j/+6bdIVJR070uAXCZJaPSFOCsykyv5bHJ6BQnL2mZmlOdmCrdU9VmsalMSXOP2ltjmnps7wsL2T8DG2fxScYZ2LgL407pk9Pxqcy9dkWi92zJc9MfwY2OMLQbeQqPPgYjo4J3gfNbpoo0kuf+8bY8OGNEINoPjX4vgjCUQX1/A5wVaCaoqzfhOQhKcENwTEVMXYCnZZ59ZJTsYCsaVrAdhdsSFjfBL6XT8bGj8wV2tKr6D+1cc6zgb6UC14PGgaoVftqPpFLEC6WqpK4kX1RXkgLJ52Li1YsFgYWmtw7N9QwcGDmi+cgrSd5rmqALBLqpj65uQHUVVWeZ0q7T0FB45xjUue2dVLyorEmC9ZlQwzPVf+j2tLOcYcWR6pEBFv2l5rXOrR2xghI9n5rW0DJlBY1Ts70N852mzXaxAEFDr70yHkZ34Yxzeov/D85aZl08tdJIK1si8+p3jrvGpkPUnEwFpjHWaEz3qW1QXcYCKbXdwlY7fR4nKlC0NLl9DjhTcNak3f7YYKdjaDKpNAkjWN9AXEVDU2g1gt3JrZVgGmVwjsncJzWpmPmp3+owgSiRNOuR+a7vOGe6jTvFmUD0LO6aKI65uCb6ickdRiif6geFssogIyP9LIrgngtw44aAhluamsooKgTOrUk/E8ci9Mxb0WY4qbzqFLIJxKuikSQ2g0UfggGQiEq/CY3XhiNkgHMAdSuq/XbDGHyNsSNx7YzmSGeyD43rU/kruGFl7cxrLOWtaZdulUo3R+8gH1S+VIxkiIajMpCsrkVAWqQiQvE9Mf6KAplePvQkBVPOxWG0rqTu12shbMDPIDAN19E2WPDUHRmDTZ90UwRd1sK8nNYDx8WpXMtstEj7M6T3ijrnD5ZeFUs78hxrUJViUy4KeCosOFIgM0FAnYpZj8y+jxFWYgObntK0hjInPXNdVAeRcxJgBFiL8xHCZtWmbROzjagiKG/gJqXsS6tVuoJPF/FowRzrAbasNsf6Z6xh9UFa5bTR+T5H7CmOsEyTalhcrOB1YT5PEIYkR1JjPjh9OUZvANXj0iQvgmRdFlsfwcEuSwABsLsNyViaoNEAjTfk5mHAwUQAhToNN9iBQ2O2+dC2BRxn8QRxlkY5i2d9FMd8xfNX2RzB5gge3r4VcDzTI5J5CoygF8H5dTg4gMtbJ0tfu6FauDIVRmK8Ln1umhsd4FjSIQEwGAGNeAg4iNlmi4jiPB/CTaAnI7vmEOhDM4SgD20Pmh543TJIFcBqJYB2JqlP5Y3E9VPz9qot0EoEZUlUMKjgRUe7QQWHc8h9MUhwVbTQCLvheIKa3EByQ2EoJ2NlICmYshYjMLeFppIKl8gxI+DM+k6A7biVXlLkp9UTOsLXFEvDSUBiWIqWmEXyAsbFb9hlNEWRIx3gFFs1oftXAaR2sDmWCVAWSJdXXcWis96h2e4I0TT4WCGnAokIC/buwTqDKvBArvctx6rHdw54vvmL2dY1WcbpZ4TlDYhqa/alKTfdRx8LMFUPsm3aOMHqMsad83NszuFNbIn0VSyAWeOkcZiea9W/aErHgWZV8KlTQTuXDFy5bzBhKr8JvZz5VEg0DNjIze/OD430ZUvs/TXS3GPnwJ5GjVFy8v0gOQMbTxpnzMZZ3A3xwAUBGmD6reTO7MYzFdNUJn174ALcPJAb8MI5acvHH7k9w5EksHkBNjYs6+8izt9eJOmQwQrLkWGbywP1cArtBRhsiNq+NaPRpoTmWIy/fNf2wU0gGg5ngHQSLdJhqHAU2Ufba2n8VdrctToBFZ10NQvawSuboeWN+nlVS26nbqFyIfHkc98Tbtp3oedDNJDE+3AAIx+mxyJaaQpwSylx9WthOLLWDj0VTMw67dH2aRtOg4yu4Rad7WSA45AlD9JOBpAZlW3XyExH53NsKkJTCynWSyPG+nsMsXqJRPeD1SFoekrZgdjsq3ufLLDzoKwirECIlIUCbGLLmvtm+V7nmJWRSbApET02kzZz6ylt3co6MfammWK1Ok5nm4dmf6oLKc0+jdkcmH1plQxYsHWEsB0JFigemm1PsKWv23L+2lrwZpOKbUvTQD2VwqQW8MaiF25KmE1hkcHBxGDDVNImw4swHEmFSp7Lb+7JYp7CqnmeuAjrcRZncac4Axt3UcxSYTS8zvuugeGnK886S+GRG/CF98K952FzRSYxdRt47DEBHOqnMUjg3nvk1etBegzTQynAKDPoGXOwNpe0jJb5pYeynfoGuC+Q+VCaiZS+1jfBmchDNgTce6Hpm0F+DF6NfKGagCOkAzIjWWcdwKXNA1lJOymwxlhabaEdppZIup3PQaavrzwBGK4rC7nmCrWlHJjrw9AX6mfvWA6yKSCdQVEKEHFb2eYONuffZSh0WNpNlyiQUFdLTXNoWkA/S2W5NpCJ99rUFzCmx6naCk2naCe5ggU0NdJhLpARu/pTqAB3ge1IB9hSYq0mOTbtV+2MdvDd0M+UaaFzzvUm72EBoo4yY7Nv1ZboOdFyXKeldQzlpd/lCFCosHOVaLtm5lgPsICvNJ9dxKZ4rpr2Dc1+97EMiW5Pz6UDPGzOiS6zI7dIdVHKXNtCjqOOoHXlvb8JwZqsNplBPoHjQ/kNzs3pjhMBGoOB4NpiXyZnvB3e0FPpIkDlsW3BxZNUwIdi2TPdxhPEWenrWTybQ0WhD28Li6CjkK0n0W88UzFL4XAC5TocHItAM45kRNV02rI6hrUNefaGAQSrUtK3e0Nu3tV7TQFGDodXjXGn0XFolMeQ70l5XzGH+shO1lmlUO6AOwQ3YjlruzNiqdFYjki1JLKQntgpXNspaccKLKeY146+2+FqB64pAr+VdaNA3EWLWkpb20oqUZoCqkYadTQRlKW5gKaW5WgtA6CCy4aTTqD66oKP7ud02ppjGYtuuWrt4zQLnKaWzlmPVY2ojpGOs4815VIRowIard7pdba/h7UM16oLHyuc3MYyNLquHmO3DSkipuxre7HMwcC0TcGhAr4WO/W8Vn/kLFMoGC+vxvFxvdbahGtaCPP3PNY4TEFVjaTedrE6i4dYzm3S7ku7GhUS75rO2kHObyBpES6abQ5lmdYAteb50BxBfR2asWiJmxBaoyPy16FtbfEQpkl+YrC0pk8ScfEtDsCJYDIV35vTYMNFfp+hAReHqQCO4/TWFMtZPEGcaTbO4m6IuRmBjBJ4wb3CBqQ5vP/RZ26fpysJBwmsJmJ9fnMfLq4Zf4z8pG4jScT3KgxgtCI+VumC5SywHqKJdFt5qDapLaVVbaaXCJ2c3oAmgnomc0E4iBK/2TZ97K6kY7wLRtCaYGcCBdtRJtAuPBbJC2iPQ+mY1rB6DdV8aOgoWP0W9LsY6eQioGcWWDhysJUj6ZUogNjkfRYGYDiVvGrzis2TS1MhqotQzYYyKKeFn12woRdIdQiqOdERtS5b1YTlTQE5CSfMpJiadTc6x6ppEmU1YvO+REb1HifFpQoglCXqmfO1b773EdDQR9gEZQ4UZIyxLq2qk1AwoyyGClFVd6EATY3FjrG6GzX7qhxKf4sm9WWfCiTU0n7DbMMABhZYn4yc5b3TppI5q/dErIwj9yND8C5BMwDXpO9UQ9zOwb+GnO+YpR6lTeSzJhamrkV0R86qVFM7C1nf6wvAbgqp4IqHUonCSKaXx/xmopEBHJkwH3Dyd+shv8cLRhA6Nr8dLYM9XegEZ+zGbeNMs3EWd1tcGMOlNQOy+/Df/uiDz+j+NLswTODz74UVk/K4tgNTY/I1OTSunmbZvhlx7dwUGwq/gZnReQyMBqM0Gg0fMfDqaj5qBLwkIwEchalE8MJOP5vIPt2ROI5WM/PgzMCbYzs47SxzIPNovAHtUSydD7CcQjw1y6mbpIoZtRwSrBhSHxwOcqCJC1kt6RTfF1fRpjDKvxp6rQhDq0rmNulWvmgH2S1bPQ0wlGFQBkMrQfQCKRvQ1XdEWJbGrai9kfiLBIgW4hgBGqpvOMZ6XWjli6K/NQQkzMxy29iOWwGQMklgO3MFAzHW0bU2+59gNSkuduI8h6UpFxPTxi1s+mbbbGNNtt32oZnLum4FjqZWtqG9GFGGF2n3wpPaiQlwH9aNVcWbqTleU6LaTuSSFYemECaRNIdzEbxVOaYGYAWyj8t9HT7XnPZMPteod8DbFHAN0AbQnJP3+b4AjdYXMFIXsNiB0oGjPYNBBzbtGCamiiuFfFuE1kfprW6+CiQ2xrA2konajnMZNBynJwfq3RLauzRbcBZ3iDOwcRfE7Xw1Tlc/3nampU9BnHYlvWhAjo+MuiYTuHrd9kdhZ53MgIAyg53r4qMxGsj3gQPFVCpBW6Ol6AKNBskle4nMChsgqZUwgd5FQzJMZVTnp8A2OAVQSLql6gMH4k/AEXYUngO5i9csLIvQ5ai77pPa6WlnqQKZEqsHWcN27HkjPUSDScs4kLsCNupWwIeh9gHLWih7oiBCAYN24Jou0DJYLSntpnU0tL2aCnKxbpy1g9NkkuYJzba17FJZEe34e1idhaYwtBKlQjpkZU26+hGwgGXaOafqDHqOk8BJr8sxNpXkm/d7iE/Fwux/DVu5YipeakeEwU0gHbdTmtLpqaTs3D1odwMW/b9I8+f/EbZ3rcdHVwzsmOMskTTJTJYpPiYut3kq92cJMIbei6U0lVVoZlA/KmCnig1uCuzlqK6B2xeAQCGGXVpC6/TFyLc1kp3mCKoj8C5Ke1yE1XMDCAxQ6w9gYXQZGpkBHd3S1270EwEa44H8Bpt9+PgpVuO2652xG7fGXYrCzsDGXRKjREYiqdFn3DyEtaGUoP7G7/4+JJc+5fvsO86yj1Vd5Ol+7TRVq+9dhJXYMRqT6bbMlxI4hmzoi9yBXMr80kMBEwECMAZjoYxdk3KpJ1KREp0zo7tQctwYOrpMob0OzSE0iTyYmxjCPVMO20c6ERcIKpx6JmyDoqQM6cRUNKglnUMsRZ9ip61XEeARlgFQHYDS8cq5Kv2vo3btqFtsqWm38qWrvag6nynToidbNR2aclHBp7IfAadMr1oqdyRDZXX8BOvKSec8XEd0DLo/PS8rpu26voINFeVe6BzjAcJ0xAiLMWapd1hWbqiwU9MbnllnBwsSNX2j52IOdd/IYabCjjlr0q62L+u5AVQTKQct9gLy+H7YC+FRbA7vIlaMOu4cXyX3VtlAZrQQiktrINiE0jdFP6kwEUoq5Udyv2kGy0Pm9GkyiK8YoiuD+uMQXjKSmgKKmbz8dXA3hZnxYsGnJXJNKiA9kHTibCrPgq5kpxu9BMbDEreeLt/nGWwfSNlsWsozpeHO5a5dsSicTdC2jDPNxlk8W2OUwP1b8r83EpHoYQofeEwACOMvekamglbw0GU39g5hZwiDSB7ye4d20K/RBSClEaAFSL8yCEW/AbI+uTAfpaksidZg/bL4CkRKjRdy3H4EvUtAKQ/tdgjeZaG5vRFUJoftJOCdE6BSNsAReDnL8kgnKfHrQ5xhZtME2pmDNYPawOT8Owek21GxpnayyoIEnDSe6rIMaWdbqnDVXqrubK9bzlpxcv9gO3l99jdYz4tu2kcvnhFTenFOXDxGMw1tSaeyBOoZMTKfH2NTHdNOmxXgLMx2V816BwgbMmSZEmnnwK5UWrCGABFfqpaowdk321YtzARbXZIAz+vspwXWJX1RZebUDKE8gDqD9gDKiXTk3qpULzkmPVeek86yrKBdIJPxarqkezwO1AE0F2Uf1cBO5Fp2Xt4O+M8zpzqHxaNQH8r+K1PZ04ykrLvNhcnwx5ZAapBjLHYl9ecMxXA2uwHJmhjMEgv4cIfgDQVcFI5MLlxkkrLsRnew3Uvg0j2wsZmTZH9OEtXspXJtF5n5GQRi5LVmniefiL/GGctxG0b5KYY+Jj4X4wxs3AUx6MjKa0TodWgYjknKMwI0uqwGcILhOJrCdApHh8JenK4apbMsnfdVCvOJmY6+FbARYNMnbgKrV8DvSwlfPIIyMAPhI6GcnRiiLTE8ckMpBXQjZPKqwlRaXpZS2LoP3oFMzx2m8j/nwXFagvwaTlLJCiqCVGMmsD4Q2tErjdOlcxQcKLugbIOmMvS5rMxG1vlMUwhdjUaJdbbU7SrgUKpft1dj2QgXqzNRzxD9Tp+MAeBVxNmHcZJCmBftaCNsCadWZuyZdZV5GGEtvivEtTPAltuOOhe6gXZkRvGhccGcS8fq5qZJNbipvHeUmVFg4SPgJELATCPApWmgdgU0NKHoFKocigKKbdPRI9uNtuym6kIuWB7VpGvCoHkpeBOR1zQGBTSFeF7UqQCE/KY1TFVMWCLVI9n/CcllSQUW2yJaBvC2xFCrelSqROrUiDOHkkqhD9WBaDGiTTGkaxqoAqjGkE6lfclY7vX5LsznsPOYMHbhKkyORJfhG7ZTdRt6G62OYWMdhklNUN5kY1Dy4RQe35Yy2agQjzmNvtF6DBN5tszMAKHmpF2LxxnLcTfHGdi4C2KWwv2bUiKa5jIS0XgmfvQKNLopERd5GN27JX3MKJa/R7Cc+0TjtM5Dv4sSmYG9SKUKpSxkThQVlfbGAiBcIwAtU5gfit9ANBJNRjo1ncEE2hmEa2Z/Rq/RYKpdBrLPNpIqAoDwCnhrQFwT1PviAqrMhc9JsWbfNFqBg1YldP0hdD0tndHerXvgynYoiOiGgoousFiWqWIrLlSroSWjYN0+DVuzvEi6zz52KG7a4oQ1TpPh9HNhLB5BLqCLdO6YfeQI8ND9N9j5PAqs5fYQWzEyYDlpWV1IZVETQDuGdiAdrDcDb0WuYzuREboLeA14uwI2GRpMFUJrwFg1EkajqaTMuV4gTu8TI18xmorl6D6VDj9IBFQ0sYdbT6nHJdmx6IjabfBjcYVv9816vjAlbSCpk0Umnbpisu5lWlyHo+vmlF0UsNHkAn6qRDzTXHPfJRehiCCfGTJrIumQMjaztRrxcwlkORQ7khZKZ7CYixV5jvx2nADGl8FfFRv/eQ5hLsApR0pZ7zRynpvBSZSI669KkNJUqsuubMnlPDeCj28L4LhdjBJ4YN1hlsKNoyNOzCR9F8TTkWw8kT7msz3OwMZdEq0RAn46BxQeJ9mKUWJGNzGcX4NhCKPwpFX5nYAGyENOo8okfZIaoOEn0DsH8dg8kBcwmwiocIDFnjiJ5jNhPZwSeqtQ12JhkR2CY0bzRQ7sSyqGq8azIwEnRBxKJy6Vvw6VOZkOFmDU2OoEsPqMI6z50/+/vT8Pkuyq7jzwT+75MrOyKmvt6l27EAhLCIGRxjO2GWMWIWF5hAPjNsa/MINBxmOI4GfPDLbHDKD4zWAMwgTLGElIZjMaZIMReCwzLJowi5CQEGhrqffqrC0rKzPr5fry98e5N9/NV5m1dHd1V1Xfb0RFZb58633v3fu953zPOZokmOmtzSlgsAFqgeXaBWJGl2ihqtYQ6JFN/x5SxzOXQ7emw7SuaMuGJhxRaEcitEMRwomWEIW9at05tZ+dxn7Ad+3UETdJA3FtgO+GCOOTj0UV0bugRJtpYFDIAUNCFigKSfSKoqlpq11FXAgfUW1/AkIXiF6hHVUCzKbSRhRF49Os+/yt7ELLEfdZy1XkV1kvdGRU3FvqrB9FjhNF9kNdnievDo2y0uvOio6o6vp8T98izQlBCFI7C6GMCEYbc7KNNlxF1O9k1HM9p0JTHaX/qAs5biHJ7lqItaLxnDzH5ZIKhHIkh4YzIs/x6IWwsKCSttZhYEy0r+kszC3C7DyEcxHqsR0UyrHOLXMcsW7MLaqgHFfab2zYf1xR51ByfYuGRtaBCybkvqXH4Fd/bohvPPhDIA+Zi7c94ThdN4ppoNxqsGTjPEDGkRlMpeZ/X3Q33qphCkMjyCwvnJWy8SCzMH0+xR7WjSDxqLkQG1NVX2s+QfGARA7iabF2JNLiwy4eU2kUXPmrFKSjjCWls22FIK7M1+24CopQAlGG1IQLZc525HsoDR4hvLBDO5/0BZV6Rq9HIy3ejOMPthX82hv6zdNps/WopkmAF/ivG1Mn2arjazi0XqRJx0LTIRhaeOoa22sNg9abaGuLq28UfuSItmy0gGiUZmRE0rRr104acalUEFHoTrUPnbSrrPYxjZAtfR1KC9Ox+CQkqshDwjsbVQg/D9pFIR6AJL+qGqGdA3KvGsrVEFZ6BxzJWxFuIjnQ6mLJICMF/GrKouEqy1gLSE7I/3BW3Ctt19fNxoFIONXhdvr2RoF4RQZvrwHV46L/0J4rTTBMcWgw8CbmiGXFm4f4gHLz4Mtqko7SWShh5lJJFbRV59tuw1LdJzY4EG8jJXPiso+SK/+dhJIIxSRfTTIllg4HoAjRRcl10waeOwyNgQTV5GW4NXkT047UTfGARBKmF6UfCSOkP5z1uabrLn9/QcTe2iKSSsgzdP01LwbgwcePbnuyAedtMIolG9sd6VCIrEOnJgqoYIDKUagXz+jLPZkKsWdYSIXOTmhqMFxX0hs360rUqTQXveL6HcOf3HJVSuWcEIW2uoioA+mcIiZJ32IfikonGs1K4iJPdYgtVwhKelg6bWcHRFV4YGsJXJU8KblHDSY7gDkxbbcXu6UW7XCSVjHqh2RqjUUSf6DW+g3t2tAajQzdCbM0WYnhj3ANui0TCfwEY3Vjf9qqoZdpq0SU7lTXTfwcFtpdo1lgHF+8uYivatTRHcq60go7NGKT/vmkkbwT2s0zh5COUaS2yQASpXEIcbNMqGXg1zp5Uq6hPSlREq2a6B1aLtR/BuE9igSMixWgqS6nVpB1yQnx0HqL+CRE9gPjYgkJZ0Q4WS9LhEizJiS3gQziFVdcY/rWANRMAqOaOBkZoFiIEa9LTZ7YmBzfQywozZLSgVRFbOwBoSw08rKvOnL+EXWuWmfUdoXwNhES0PAgOiE6jqgjn8NxqBaFjJULsh8duezVxF1Tcn09VrkKS/MiMC2UhBA0AO8YjO6BVkVcjtEQhENwcloEsYmEmpQoa0WhFMOL6BsmWikQAerYsISdO3G/oOPhvBASnbocfGKh23HJBbKqP6hBKOSvMzm6h6klq+XYrrBk4zzAoisdQsaRjnosiyrreOZMl5OpEBdOqPwZWel4wogvV8fwg3Q2h11YVGSiqQiAKVtwHBhX+4pmJU/GcBYGByGZhsqczKwuulZyXzUqkiWxHZK/SlHMxx5iPq67Hd2hdHyqY64vid891BQ/u3MZMiq0JQeI11CaDT2oqFDIdixJMzpKK96mdUIEpqEYInrUUSQFfLu5tgA46nc9iOt03nrkSOCTFr3MxU++lcBPCJbEj1LRycbC+OnA9bqO2p9Dt8ukjgz8Ubqn4NpqEqYTxqkZYyjeJBQK066H6VQeHcEvuV5HrDnaLTKGLw7V11VWxywjibVUvhHviFiPNLn0EJ2Gp1wclCA8IgNvKCaE1UsokhmH0Jg8K5GdEB6D0KC4T9rIb9WTQghabZ+XVVw57QhSMbhdU9Ehru/ZCgPRRItYI0853pIsswPq+ahItAdtdT5Ae0jSpWjy0lbPX9iBmHIfDO0RC1w5L9qMZh4yk+ApYguQmISBHfI5EpfnuTylLBNJaCVFs+IhxEDLY2quZN1tVSWyZq7ge9Vm50UYns7BUFv2m8xIenIPKc42U/DJf0Jdt5MQGrbkSuG1ZA/L5KIrv5eMiYMmGEMOTOTk88mC9A0pw82it190z4+IldNxo2xlWLKxlVEvrllcpV/mncPw4EM/9H9ols4I2cg4vhUjjCTvSsd98nE8321arbhiUp2chNICLM77vwUrTmaGoOVJ55ZOw8AojE5KcqIQ0BiAagmKeVnHa6iokkFJGtZAZomOsoLUCjB9VHIptEOiBQmpY0YcCbVsNoRY6M4fV4iREwdvWGwc9XKEekhmZ7EKRIrIjF4TiAW1rY662IE/zUvim0q0rkPrOcr4hEDb3rXuo4lfNTWG/wabxCRMp7ZGl8C0js/qtL7DwScpZfwCZrHAfqMAbdqhEKG451tTtGVnFCEeS4g1Yw8SCVJDXEhtxPLRUttM00k33k4oooG4RdrIzL+l/7tiAYh4ykyflBwYoATBCYiPynGbMYgoV5QXB68lz0Y7A8WjMvA3FQGuuUIGollxqYSTUJxR7j51+WkHYrkG0eYcifG6eKEyEE4pl1pIxJ2tmAhXlw7JOWl3SVVZFWLquqKDMLhfiG4yBzNPSFbc1hRkJuggmvAtLW3kHFsLYgXxkGisSl0sHa5qq5Ajz/m80lNUXX9A77hwlKuFRVkeK0nOjBNT0j/odVMOjKvrnsg1OKTIwdE85OowWJVMoiBkRxMLbaXQ/wcduGKfaLQARgbg8SOSr0M/Xrouk96mi3Cso4/bCjAtaKe6/engueee4x/+4R948MEHOXLkCLVajb179/LKV76SN73pTaRSqa71Z2dn+eAHP8i3vvUtSqUS+/fv58CBA7z+9a9f97Et2diqqBeh/Iz60ttC0Stz6LIy0NGBZeusF9dfcw2uK2ZjU6ehO+wQKvW40alMDMNVlysXyA544gkhHKCSDWV9t8jSgsyoalUJ4xsaUWQgAZGIuE1qyldeK0GjAamMmMljaj+ZcRgcVh6FURGMnnwWSvMwuk983BHUmF8RcV1rFiIq4iGhZmbVRWhXItTie2jUI9TaEGuL5iMKhAsy8yWPDK7aRZHFj/7QeTV0BAvIQK/vzQK+K2QAcX3oQWIOP8fFCL7+ooCvkagb/7X1JKXWW8DXbUTxU41rXQVq3Si+9aSqjhmL0g4naVfChh0fsWQM4ltLwE9znlDLjqj9F9Wyadm+vQO8MWWdSEvbRxIQOiHn2lZko4VEqYBoKgBiORl8QxkhGUQlR0arCc2irNMsq4G3LILSTtoRR1kilGvGU/c5OiTHrCpi3HIUf/OWiGTqZHIy9kUGoHwcWiWI1+Vamw0l1MzTSYOvo1zarpDudEYZlxpqsB8C5oVUlZXrpOYKOUlPSGhrzBEN0ujzJMKkUhT3iVuVgbqFCmOd8N+ZQt4nIaZOxENIQ0KTlhqcyAv5N7Uk8QDh15aIRVfCXB1H/hbd7kykJiLIe+8kfDKSSXSLR/V6rR6f19LHbUWcS83Gvffey9/+7d/yS7/0S9xwww3EYjG+973v8Vd/9Vfcf//9fPGLXySZFBHX4uIiv/mbv0k+n+dNb3oTu3fv5oEHHuA973kP09PT3Hrrres6tiUbWxXN0vLvxovYi2iAmkVkLj4js4Xrr7mGOz//eSIIiTmcl5lMTc10BiZ8oafuvLVMYGRIrAROTMhBbkjIhod0fPm8hMpqnUXdlQ6vWZcOMroXmi35q5WhVpcZpTMCSyehaGgs4kOixG8i+QFSE2LRaBRhfgrcBUkERk0ZIUrQKoi7xXEgc6nkNAiFoF2AGm28yACNuEdTdfyRLHgDEImB58lMNKSFkwPILH8Q32JQw7cOaNeG/ptGBvwMfgSJni5qV8wsQijAL/qVxHfjaBJxTO1Lu0pq+PkodIpKT53nIr7mIqPWiavPeWjHo7Qig7TnknJsvX0EEXiOy2dPDVRhQ/MRGqK7t9mpBKED4O1TEcJJFeFRlRwUSwdVaOmMtC8Jaet21Rf2egllyZqHaFkG7bbSZnghiA2qzj0D4So4Y5AcFytYuAbVhtyTUAiSw1Cek0G+qLQWFRdyMY9E7RDeeI2wKxEntbw8t/WSkJ1wW4Ss7QHRnDTnfRKQUJaUcl4sZ/Ehf8CpLvhNUnXpEE4PETRnEpJILJaRZekJ0Wig2isxbFh7MNKuOH7uDJNEaItHLQ/ZnC/5CQpYywYZ6GgtDOhK0ebAGbRu6Gtya5BToeBLte4Jj2kJwdg+HQqJrszEGbLCns/41V/9Vd7ylreQzfoivje84Q3s27ePj3/849x777288Y1vBOBTn/oUhw8f5vbbb+cVr3gFAK9//et561vfysc//nFuuukm9uzZs+ZjW7KxVRHV02fzu6Af0ej8nhg6bb9oOhTieZdfDvhjzpIxI4whJtesIzOfmtsdYVKvQm7Q//5UtXv/rutrOdKOmt2pTmpoDMpLUi9laUE6fVDC05p0xjrpUBgoLsBwXKJUQjGoNcTdEkqAMym1I/JPC7GI4ue2CiGul9gEkJUOX5KE1Qm3SjTq4U5x1ARIuXDlv2/WZGG8AuELIbRDNcoQvstCuztcYBe+c91VJ7GEb51oqv8JRP+RRKI/6oi1Qx2vI/QM0123BHVcTWBc4KT6HkGFLajzSqjtdCp2bfKphqjHdkE+LhEoyjrSioG3x7+53jGlmVBm9vCcnEM4h29FGQJvRp1aRq4vlAOvJJaqJhDdJZEpiWGJMvbqEE5DPOQLQr2SkMxmFRptsWC0qnJvSYKnwotbiLsmOSFWh8xuiC6BV1Cm6YRYDbQOIeT4Lpx6E8mzQYiYI89BcQHmnxWLSL0B8YwiOMo11XBVOPaEnEs6AeVZOe/FoxAbgPlDki+jF2IOLBWFWA/tEZdftSLRM15Y2iORhZH9UCqL9qIVgrlZOY+y200gEuodqrryWwiVowOYmBA3p+lyqbpwshCjGR3hZCHWEaCuFyUXfnpYQmU9IG9oQjQ5MdG1bIU+bivjXGo2rrzyyp7LX/WqV/Hxj3+cJ598srPsK1/5Crt37+4QDY03v/nNfPOb3+T+++/nLW95y5qPbcnGVkV8sNtCAbB0jMnRtTPNU4EmMlofqD8Hw11BJTQyLBpmaOtSFZ4+JIWdSmqGPjRMJ5uh6TMfmZDvo+Oi/HerIm6rHJOMovEk0JaOOQIU1Ew/oawsTWXqXVyEZBKScYi0xR3jzoMzAW4ecGFoQnXEKpKglRTxaDiDzKyjUF+SQmz1WgTyYs6nDuF5iI9Lw3j7Jfqh4UJsh+g/wnGZTYcW8KuHFvFDVCPG/4b6TYeexoEL1G+DiN4hg1hBmghR0MauCTqlyDvV7dQMXtcG6Wg/FvATkXlqm3lEX6LJAXJ9oXibNm3ahZjkxIiLZaJZhtZBiOxTCdAK4B2GiDqmLioWVvk6GFT/hyQKKNQU0tAsKfFnEUIj8hsIeQunhGx4CKHUHXarKrVDQJ4d8EXBiZxYGzyEkEYGRJgZc+Q48SGksm9MCEM0I/enUVNkVzV3tR6mHY7TqIfxakJoZo9A4YT8XnfFhaHfh6or55CaVMZDNavPZcGdkdDb2qJYaGJKS9RGLBkNNeA3XLHe1KtQWRByUm9IW8YS8vw2kbDbkd1iUas1Rcdx7KC4OjRxiDuQm1DBUlnRhkcd3woST8DYJDSm/KiWFlCpRWjEJqjUuoNYM45Eh5Xc3om7MsrFUnFlHf3Xb5Dtcp0YSCeGqNQWrGYjsP1GIJ8XUjcyMgLAzMwMU1NT3HDDDcvWvfrqqwmFQjz66KPrOoYlG1sZ8UH5U77N6695MRdO+KFoK2G9qm+TZIBPLPRnk2iYFoxIYF39fcmFQhFKRfHpDmahHpdY/dm8n0Mj7vidVDgh5urKIlRnJM10s+r78DW50NYVba51HPHNV6qS0yAKDAxBex6oGkmakiLg0/VWwjnREjRBClm1oLGkOuNwSv67KlpC6VXaTXAukv1GBqD5DJ3iWZ3S5UuSQCxckGOFVcOEG4jVQid0qIh5nwpCIBbwC5WNIlaIKjL501ElSeBCuR7G8VOPxxALiA6n1eLTIXxhak2tW8HXk2h9xwCQaBBrFfAa4npityRN8xBXR/Wguj4gVFC5KhyI5oxn5jJJgKWTczEgLqu2A948NA6pGflBIKOIRUjIiIeKFplSxzDcbBoegHYfOBKeGULI6cKUjFmhCqTGZfBO5oTMLM6JZaDeEL2Duc9yOUYjOgqRNktlGfyLC0aSLldCVdM5dSwHMmOQGBDLRrMiepNGSXRGHdExMLJP6pl4SOHAuSNCNBouLOaFMLmLYnEZ2i3nGFXvxOIiRKKyrAWUKyq33JCQAO0KSTl+IFILITiLriTwiidgeASm52F0QoiITkSmB0VTYJpy/EyhuaxkCjXdIhkH9k/IuqNZca2upW4K9NFu6D7OooMTJ05w4MCBvr8/8MAD69pfq9XiYx/7GNFolNe+9rWATz527NixbP14PE4ul+PkyZPrOo4lG9sBzVInMQ74oWSrYaU6BaYrJuvAnmHpVHTHYlowgkRj0PHdJ1o8ZhIOkFlPcRFGh6SDb3iQSQrxaNZhyvXX0+5Ft6ZyGqj9zRXoKitvht3phEhDOQlrjAC5YTWo1GSwIOtLKBrAwIBUho3HwJ2WQldRxDVSLSrh4ALU4mHCkYHOzNDD951HdgtBEcczeE1xBbTmlOZjSVk3gOZR0YWEHGBadA3RtH8NzbKQq1BChLDhNoTK+ELRqoRrMgSRRSAlg3u4jlQxHcMnGfoiZ9RJa13IqPGb1mwk8a0qLcRKEgbSLUKtJdGqAJ4mGgloJqFZEALXRSxdiYAIOZIzol2GyKC0SUjlGWkrYWc4KufafEoG+5YiiVpkqV0b4FsvtDWjY+nAj8oIJ6FWEdLnloQgLU1JmGlJnXs8C622DOZtfGGlCbcWoZa4hOkTDo1jBdySn3RL6w0iAIrYDO0Sa0a7Ln+ExILWrIrAWOeKiSXFShGNi8WiVRfCbD7TzqA8E21EgBpLy/96U8TS8/OSETeRVoQlLSHaI4o4aOtC2hBc6+is2UUYGoKpebEWghxf1zXpZYlIOd3L047fJ3h012ECeQcJtOd6ZvbbMRT2XApEe+G///f/ziOPPMJ/+k//iQsvvBCAalUeiLhZBMdAIpHorLNWWLKxDTA5uqdT1RV6RJysgpU0HjnHrxg7oWYqIIRiQMXfm5aNQUfSEUcQK8WxHp03SCc1lIW2J7OrdBKyadlPrSqdVNVVIrS8rN/Iq6hRNdDo3B0RtUxvU3UV0ZiAgSxkMuLSaCLWkVpNOtyTar+eK/81eZAZlUz+B0eh0QRcEZS26uDWY6Txo0QdJPdHNAEUYGAc5XaA6nMiYIyGRR/QmFa5PRKSk0FHKoSUNSYaV3qDCiK6dOVA0QqEjkt0DA0VhFLET+SFr/mMj0B4CBFF1iEcgVALvx6KJh85VCl7/PwfbdlOHPfiQvJK0BqBZhQSjaNUacs5K9FmaETlxJiQexRyITIs5Km5AKF55bpIKjfJgpAhryHajshOOgN1ZLcIa1uKpGi3QhNFLBxVJE0R08WjslwXLYs6kN4thDKUFDGoBySj0DoqxKUxJRYHD7GQlY1QUdcVa5q2ktW1WyM2RnEhTrMkya/MmX/UEe1POC4WLA8hD426kJ3ySSkdr0lEWpHnSEL0Hxk1eQzHoHhC2iozKX+xtEr61RCt0dKS0nNUYGEWjh6RZzmdg9Qg1D0hTk1kPZ0Bd3bRJxBD6vhtYGbBJ/NthJx03gEFM5JlyRWLhiYcen2Nsvpdb6eTe/UiLv3cKr20HNsJp3ttO3fuXLf1oh8+9KEP8dnPfpZbbrmFt771rZ3lOiKlXq/33K5arTI6Otrzt36wZGOLQxMFnbSr7KqsiMY662XS5rY6EZheviMnZd7DwO5cg3Cr1OU60fVPOufn9CYbKcc367o1CKsQznpN/uKOLySrGBYSnc9DzyxBOtNBRYgSWXGrRBR5WKqBk/HzVJVrfidYd1WYodrPaEKiWlqqdkZiFJYWVed+QqwIS8fAG4+QxsiR5UKoBs0QhCuiV4hFlYulAdGdqrMeFGEfMTHrt3PQUANULQ+4kKiKBSM5CYRkIK4dExeDtyjrxpIy2Lar4o6JZ1WuiYS4KEJVyUkRrsiATgXCxyH8jLhuQmHELRNCiEUFXzei9uslxA3RTAApyVPRjDdpREdpEpJry0NkEphXbqKEZAJtVyG5Xwbf6EVQe1xym4QS/nPU1voRoNWSHBXtpj/7Rj0bYUf+PGXFiOcgMSZC0VYdsheJ/qFRk+XRLETS0r5NpXHQYaZh5eKpupJIK6wIhRl5ofUNHqJvKOTVvYsMUKmESSWFrMaySpuB6DXCMUgNS+ZOd1HOLYy4TEpTvgUmM9z9HiTTYuGJJsCdg9H9MHyh3FMdnuohhLdShOkpJdGpwrwSWzYQV0W0IBYNTZobwNiE35bH8r5LRaOplifU+6YtouZ9MAfHorrvOuw1OLHRUWk6k2hQq5Fy/H5K6z369U/9tBxbGZtJs3H77bfz8Y9/nNe97nX8xV/8BSFj0jkxIQ9OL1dJrVZjYWGBF7/4xct+WwmWbGxl1IvsHPbD0BYDJENjNeLRaxtT5BnJ+stMsWcIiHhLXS6Ssiup0fU6Wuxpikj1fjtlxZFY/5Gs/3vZmDF5aruMI50pyKy6rqwmGUcGuoSyWkQc6XwTWensm3NQKflVQltqxhzzD0/FhaljSDKqmmRJbCurQb0mg/jSlAx6yXHZRsseIi60F8VdU5mDRBtKFdFqxAYgGZLPzYboD2plOtVpGwkxr9cdqX8RyUN6PxBXvvkYNEdg4cfQmvfvl9mmcSC1R2bz0YyEfiaaYkVot+SvdhgiBRURMghRrdNoIaYZpSVpITlD2hlop0UPQFSIgheBSKvEEu1OLbhwVcSJJMSi0pwXouSlxF0SSgoJcv8fuEchsVu5DXTDL/g8B6C1IO3hofQe+2Tf4RowLZqLWE5IRXMJ3KLSYSTEkhRKSDI3TRbcolgXtP5VP1N1108cFlduF9eVQdccHOMOxFUmzXDcozzj34OII4LjRFbafnFOiE1tQTLchoF6QZ6ZuLK8tfHJe3JART21RXuRGhGXiYe4lEJRISPVikRdLcxKefj5eT+jvLZCNNQ75eblWIvqmC38AU4vH8j67aBzZ5ght7DcjWJ+1n1Nr76kpfa54C7fLqWsniDv+nP5btenxdnDRz/6UT760Y9y44038oEPfIBwONz1+9jYGDt27OCRRx5Ztu0jjzxCu93uG9nSD5ZsbFXUi1x/2RDjWRncn837JkuNrDGLMLP0rbRO2Fg+6Ehn8GxePutMgRepDiOMCCVNoajrykxpwPEtEmGWo+JKuJ1O9rWk/jKOHyobxveJt/AV9CBkYHQSpqYgkoTd+8Qq0ajDfEke7LlFOjVZzNBbnT4iiIIazIeGxKIxMCADVrMGxSlxD8QdCA+IRaedaMGwH4YZqcvAWi/IzBZPQnCdIfDKQAzmj8jySAKSI+p6BqXyZmtYzrVRFHdCC6AhCZ2qSWiraB1dJEyHGLcAr6hM5m0ZxNpzEGshB3ChfTG09tGp+ttGEmiFlK6gHVeZPIuSg6RdgVYFwrshlJLljaTk2agRou5ISHALISReSMiSpzKVDl7gWxiIQuJl4D4MraeFLESySnuagMZTQBLCI+KyiWTVNeYgsUNuVrgulqOmKxV6B5V7JBESTU1LWS9aTWg2Vf6y40BIhMT1mhQr04OoHijjjuSDaSOVTxsNIU864sUDsiqTppNusZSQ39StYSArBC+egaU5IQWD4/IcUJNnIeaI9SOeUBaMWXlmI8rSUi8JQQpFITkk+9f3qTKnyIQy49Vd/xpMDYYmHVWDRMWAVNYnG5pY1JWFQ1slRoa7rRrgHyPcKpEbaDDj9I48MScEK6GFr+fQ62acbvFo2vEtqS1UfZZtSEbOtYvoox/9KLfffjuvfe1rue2225YRDY0bbriB//W//hf/9E//1BX+escddxCNRnn1q1+9ruNasrFVEUjqlXG6yUbW8bUWmowERaPmOhNqprHoyvKLA8t1euEIcEiRiVjBL9QUtG4s9bGyaCsFyPlWjIEzaEIPQivoUwkJW52bF5KRzUi66VhMLArDoyI+BdFlaOKiB5le5wUyq82MKdFeRszbdYCQdOgRB+ITEE23SFafJDleo1ZELDRhSO+RQQ+gvoDUp6hDaUYGsIUTUta74coAFClBelQG9/h+qe8SASozSMLECZkpu3VoDagspWPQKhkzZpQWIKtyU9Sg/iQ4O8UCE0mJ+yCSkcHMK0NLJwSrSKN4yEDfrKnEUEWIjCnBawMhK1GoVaM0ozncepi2498nrypup3hcSJQXg/I0DFwg5CA2IJE4iedD+SGonRCTf9QRUuG5SuPh+fc/7KjzHvSFnPUlIC4De6upSF5MuSuaymLQFqLXaIgFqTgt2+sopZiyYmhtj86UGUvA4CSSw6IGs1NQmJKCZYl0k0hjlnCsTbUhRLTuiqWiVoXivFjVyiXR46SG1TOdFkGoVxWSkZKoQuJZsWToz/WSJPyKZyCWkjZstSS8diEvETMoQqdJRfBPvzumpUO7ixLKwhFzxIilLQ9pRyJLQHQcjXy3WySZaJGoH2Uo3WLXhLhPdB+ykisgSED090VXLBoaJnkZcGDfhIjEdw7DsTkpCvd0fvuJRM+la+hv//Zvuf3229m5cyfXX389X/3qV7t+Hx0d5frrrwfgLW95C9/4xjd497vfzeOPP97JIPrNb36Tt73tbetK6AWWbGxdtD3GsqJJqNSW6yKCqvBeESp6nVBgnUG1XJOCnTkoK4tDSRGEqgsD45Gu7WG53iOjfMG9dBt64PeQjm+X6vhCWXGraMKiX86ysobsnBRzfbUqxdmaSJlt6kBCIg20BWQgJwOKqwcb/E4woUzbOrfHWA7SIxIuOTgkJGHxuHIZqTbRUaMRr0oo7kkWxwFJqlRtSBRCqy4Dbjglg14rCuUFWeaiXEiuDEr1RUgOikslnhaTfyIGC/NQbkjbNmoQ9mRmnBiBdlJcBvW8qk6qBpVUTlk6CpL8KTUPAxf7KdvDTUU4YjLA1Y+o++xAS7kH2kmIjEop9tAA1OYlyoQ4VNNRwqrkeBuZNbeUm6lSUAE46t6E52V2nt4l19qsKiI2BI15aXNtEQo74m6JJJVlBPktOqQ0JzpBW1wGY6LgNYWcxVSkRqMshKpalloo4YSESJfn/UE4rKwYHn4eFdeVAT+Zheyo775IZNTzNQYjY1VS7o/JDDQpxHyCHFXaGbcq17dY8LNy6vfCU9cSTvjPeywlA3+tKFaOZhOSERWh4oh1rl4SHUgoLpaZhXkhNjFH6VdYbtXQSWL1Mk04HGD3hC8OPaxIRTLgMkoF+ggnLr/qddI9+hATLYQ06BwcZiIwD/n+XF76hKLb7UIZUO+Xk1DnkpB+ba2RdVsF51qz8dhjjwESPvvHf/zHy35/yUte0iEbg4ODfPazn+VDH/oQX/ziFymXy+zbt48///M/5w1veMO6j23JxlZEvQi1Gdy6lHs+NCPmRnOg19oJ83sQS66KKDC+R5BOYEItzyRktpGOA1kpEa87CfN45metr7h0r2ROdGvwzJFu4arueJOOdDSppP8SJhNw4X7JwzFX8KNOWqjU5VOwUxGTck1KagMMDkCxogYfxJ+eSkimxExWUqBXXalCOZyTSrJeVfz/hbwK6oirwT8pM123LGGvNcQP76nzbIWTNGkTH1appJUpv60STxVLQFtpAQ6p0MWaBHxU1HV2KnTWJNFYRWcLjUMkJJaa8rx899oy460jBNMDGo4MZI4D5MDLii4lOiGC0+aUEIZMSkSl9YJYLZonJCIDZABuKOsCDiT3ICG7iLUiNi56lUYDioU4g5EBGolWp3hZNCmkTLvLGlN+mvrFabnG1Ch4C9I2DSB6oWgzGvNy/Ng+pQkBmosiJgVxwbQaQgxqi9JOeNAqK/1LE0rHjJl9RfKjNGr+QB9xurUZ2gIQTkJ2UqwXhbxarwHZISGhbeCCK313StirU2u2qdaE1MVV9EyrLe67QsEnT5kBcAZU2LRq46WysmLUVA2dmLhOakWonBALyHBKnWtLSNPSgjx/jbYQDQ+/Iq1JMjTp8ALL9P+kcd2o71rcmTPe/2AfUal3m9f76Sv0frV1wkMsGIfyy3NsLLjdywbU+6/3oVObm0XeLM4cbrvtNm677bY1rz8+Ps4HPvCBM3JsSza2ItzjUM3TbsNMsTfbNcvKm5oNjbBaR880zPLQS8byWlJqmGjBZ9pZXidBI+P4+TXGc7BDmY2zGRl8zTA4HcKqrRlOEiLqQnZPSkc+nBPdxLNHfMIBcj1aQe/mZdlwTrQDblX2Va7LXzLuE5yoIzP/kQnpZIcyIr6LIgPGXAF2VCThVzQpZvjkMMzNyCwexJVBvEk9tovCQoxoWZJEJVX+A5CZqc5bsDQjs2bw/eZKzgEuVNR1zC1KmG0sLgLKBjLYxkYlzbVbglAJMjpBGNKecQciExJmHM34uommutZaDSILck7tJSj+VHJhhB0JIW0AZIWchB0kzFZZC9ppyUrpKTdSW810UXk2dBnzBn5Jloaysjg5oCoCzfoi6LosmR1yjZGLoHJQhX9qi1ZcrrPhilulrSJ3QkmIR8W9FEYsF15J/i8pHUbEkWekjYShOllJa45hAWqhxJwhlZdiTqKYZvMwdUjOOTsGLU+sDa22kAK3GsWLZGg0I10DeQvwar6eCOQcZmdgh8qlMbxfknol00KE0sNyzqW8EJKFE1I6Pj0BM08J4WmHxBJWnIPCtFx/DSE0WjhtWjWCxMPDf8b0MzeU9Qd0TVh0ZEna8d/N0WH5XHZhqSYFBxcqEY7klw/8OlOoJi7pgKXEcfxMpvr5N6HJicbsIswswqFpX7OxnawaGudas3GusO3Jxle/+lU+/elP88wzz+A4Dtdffz3vete72LVr14rbFYtF7rvvPr71rW9x8OBBCoUCk5OTvOQlL+Ftb3sbk5OTZ+kKAqgXJTlAbZ5/uv9uXvGqA51OIKhHWOzzsoZ7rGMmYgLfXbLk+IJQWC5C1ciojiMMpMZUPZO4DHLJOAwNQrrgWzfMGRfI4Fyrw/AgEJKBpo34wrVZ1kTRpaOg1/7oqDK3l6ryt+QKmdFkbNGV82wiJtqRYRjNyOwxVYViAY4dh8l9QFR86O2iJDCsuXIusYyEbcZaBZbqYdqLQoyWauLLLxWEAKSHVKbJeYi7MhjpUNuuzlddhwfMFMTtM7ZLzPHpYSiclIRh09NSoXawKrPv2oKQuqFh39qRGIboCFRn5dpjqv2qddXmZWglVemVwMDQUOeXrEKsAfFhEVSG6oYOQPnLlurhzj0EP/wy5shf3VXht3HpYEqLEq2THBKyFh4Vl8nAINSmIDSqNDUNiA1DZUosLQM7IX2RaB+aVUgUYOZhsd40XD/Zl4e4ZRooV0kGiAlRbMyLCyyEWBZqdciokGa3Jhafsf2SyXb2pIg7nYyQjWJBLBupeBTXeR7TM/ejEisyoqw3ERVt04wLwSnl5XzcKuRGJSIoGhb3TCyt3occFI9AqSYEpIkqDLcI+WOyz4baRzyriCd+9FPD+BxVA37B9e+DSTRa6rk/nJf3SBMJDZ2oL+PAXvWejygLJoAXGWCuFOtJNPZNyP6HlRWj4spnc98rIeV0f28DJ+bVcVfedEvjXGo2ziW2Ndm45557eO9738uLXvQi/uRP/oRCocBdd93FD37wA770pS91Yol74cc//jG33XYbP//zP88b3/hGcrkcTz/9NF/4whe4//77+fznP8/FF198eifY9sA9sb68/82SjHipPdCqMFtariLvJ4CE3pEhK4W+llzpSEzrR6/1HdVxJBNi0airWX4oLB1H25OB/2je128suWL61+LNUhWyA+IyGB6E+aIMoisVgTJD+AYC4rOKK355fe46DXMuKx39QhnKIfHtR0IwNCkD2dRJEfB5Tdl/pSbnmEhIZx6iTbQ5D3GPk3kZuOt5RUgc8fNHEmJObyahXBCfu3m+5vXojrXqAg5MpkXY2UJcFcU5lW/LUS4FT1w/nrofA+NIOvG0hIN6SQmLdF1oH5W8Dck0hIeBhmgwmq5vrSEpLpOaK4LW4SFVqC4FbkXcP/UalJMxxlA1M/Iy0DVcOY7jSKKsMDJAenWJKmnVgJqsE0pCdFS0GJGI5I5oIuQkEpUoHLckbdBygZS8GuGkPJCxATWQzy93F+BI24eTylWR8dPM11yxfLRQYcazyrqShMEdMsilcqKNOPqc/OYB+eNiTZhIJKikrmZ6LumXYlcWqZQi0yHkvQg58oykRgDlKimdUEnClJutUpDImmhMcrlEBiRNeXXeJxMNhDyGoFPNVbuEtMsk6khOkKZq81q+O9W42T5Fd3lkh9kXpAMDf/C7Xt/r83vGgePz0lfoSBczx0bw/dWWi7F1kJPtgHOt2TiX2LZko1Ao8MEPfpDnP//53H333USjcqm/8Au/wC233MJHPvIR3ve+9/Xd/sILL+TrX/86+/bt61r+i7/4i7z5zW/mIx/5CB/5yEdO7yS9huQUJi9F1dZCOHQlxFgGYhl+9NwC6cRQ1yqrEQ4Ta1lPi716B0gJtEYkmZDv8yUoLErHo8tMg98RaeHnkkp+NFuQ3yo1ODwl2otiGZ460t+aYs5+FhSx0CZhvU3QclNwAbXewqLM4jJJsXIszIk4s1iC6ElIxsTEfnJKhdDWYTgE4zs9Iq0FoimPBkpXoa4nk1P5EuIiOHRyEtngHvFLfoNYAMxaLhpjQ9ImjQWZ+ddDoktZdKV9VPZrIXBq+3pbwnVTY9CoiADRLcHCs9Cah8iQ1Cdp15HaKznRCdTyEoYaT0ArLu6YkCNpsNuIW6MZgvlZIUzhfdKKTRRRNO+L46eRTyRVwa+6FMkrzyi3TFxcQrEh0cHQFEtD9ZhE67RKQk6qyhJUW4BaCRJh0W7Uq90DadhRhAdFcECIU1vuZSQBM8fkeYvi54tpVKWuyNC4EvC2/efJQ9wgLYRoVFwolCQjS2qgQU0l5aq6YmlKOzA+0R1hlXaEXCYT0m6NEswel2rFsbiQJuqS8VPn3VhqQOnZbrLRdMU9psmGruSqrRdpR4mGE/KMxBzfXRTUbfSCdmfq8zbz3FRdeVQAUokWE8q9oic2FVdqn2hootCvOJsJMzpFu2u3q8vEwse2JRsPPPAAS0tLHDhwoEM0QErsXnvttdx///382Z/9Wd/c77t37+65/LrrrmNoaIinnnrqzJ5ws7Q2shGs9hofpNJuL0s5vh7CobHe9XWn4SRaZByYXpQB2a2LoA3gyIw/ewnTXRxtl9FJa9/ycFYIR2VGdBn9iEarx+dFt3/RJ7M9Cqpji6nz2TcJhbKEP4IINRePyKBUKaiZt9p/HXB2R2jEdrDUCNNyukmEDopJpiE15EevzJbk3FqIOTurjGqJLCzlfcIxswC5HWJubxThxBRM51U7JSUXRqMmg9SiK35vF4l8cYYkmqZalLTWblXElqUqJCp+IrZGEjw1eMSq4gLQM6ZaTeUiicujVlSRKJpIQHddEFDho0mIDQpZcwYkP0S9qghCUs4tpCJ2amUVjbIk67lT/n50lEoUiM5B5KCE8dYWoPicr9EIO1Ktt4nUD6lXxaIRbkv4aqko99BD3CmuCzN5333kZGVZckiut1aHxRLMqKgcnfelBUR1COhQg6HLJamWU4W5vLK6qdm8Tq8OkKnKOxBFwlpbapa/9/lKj7Rf1gtHxY2XHAFvStZJONIGZVeejYgjmo2IQ6fKrCYdOZWrxcmIULzj8lL3JuX4USSa5PeCjvRKKZdTyhGSEW6V2JVrQBF2j4u2aLoghOJwHkZyvWfbq1kiNfq5ercztrOLaCVsW7Khy99effXVy367+uqr+f73v8+zzz7L5Zdfvq79lkolKpXK6btQgHa73Slm045EZIRYE2JINimkxwZmKhWuv+aarrV6dSyhwPdgFMlaP4eB3fv3E26VuOr5o8zkGoSA44UYZWBgwGOpHsZJRvASLdJxD7ceJpeMMAKMDDQYSrc655MYi1AoxfASLZJxj2o9zFAywlCfFvACn1OJFk7co1IPs1Tr3aWGA39Rdf3pkSqXXLBECEgnPY5PJViqxFgoxIhlIyQwcoEkWrQGR/HCKRI7J4kXYqTHI51OtJloUctUieSqRAfrxCMRRofCFEIplrIpSRI10CCTbnU66YmxCMVSrDOznmrUGci0qJQjFONxBi5tMZpriKg23qLZCNGsh0kNxggD2d0uoVyVVqIqFVIzEZx9MQZSSTKNEK1GiHqqRYQQtCGSCZGsR0jHW7QaISJRaDbkzpYLMaqNFoO5GktN8CbCZHa3ae+KUhvYD0By//5OaHE00ZKkVzGPHbuWiCdaeK0QqX1hFqeTtBphwqE28ZjH6GQNrwlewqPSjFMjTnUkRj0u19HEfx6bQDnRolFsEHY9GvUwNWK090WEiAw0iKjnpx1vkYy1CdfDJAcblBajDExEoBImkfYkpTywUIhRq0VwBhqk0y08oBLzCIc8So0olWQMxiWsN47WvLTY/YIRwt4S2T2jtBYbhHIRypUo4bEIi6VY552IAwm13ZJ65mv1MCQjJIH0pEtrsE4i2aKVbhKPt2i2wnhEaA6lGH5RWAqyIV6xuUKMpVqEUKLFjlyDJlI3zynEKNcipAcaNDN1orE21UaI8YvihMdjnWypKbWdxgm1v4x6V2rGu6KXQZuhtEcy3mJyd5Z49TlGd06SjLcYzjYpuREWKlFOFOR53ZFr0AYuBo4WYpRqka7IF/MzLCcbadVOlXq4U8q+3WP9pTX3jd1IJpN9k1adC1g3yjbE9PQ00LtErtZq5PP5dZONj33sYzQaDV73uted9jk2WvDciQqtcAovMo2U4jx13Pn5z5/2Oa0XkUaeN/7BH3S+N6MjNHR4wQoIt0o41ScJey5e2MFNXtZJELZehFslEvWjne+1+J417yvcKpFeeoRoI0+sMUszmuEF8X00oyN9ryXcKtH0lnjhu/5/vKDHccKtEo77MxK1pwgRxgvF2ZN6EbXkhX3PFyDiLalnoXufsUaeaHNO1mnMEm0t0IjvxAunqMX3EG6VSbk/IV47QtRboBVKMRQZYCI8QJgGLeU/qEd34EXSRNo1Qt4S8cZJWpFB2rRph5LU4nvYEckQ8ZZotz3ijePEGycBaMR2yD0CXmCEzulzi9WPkXIfI+TVCbVbNKIjNOK7qcb3EQpHiTbniTZOQtsjFAqTiE3QjI70vVfhVqmrPUyJQLQ+RaJ+lFC7SisqxaAakRyx5hyhdpV2OCUrtj1VCEbQjI7QCqeINqaJtQp4ar2VziFRP0rIWyLWOMmL3/QbxJpzNCIjtCNp3MRFNOOTy7brdf76vDNLDxHyqsSac9SiE0TbFerxPYyEU9I27SohwrTCSRrxPTRiE133X19HIzax6jvUa7tWONXz2dPLos152nhEW5IVz2ue5Ja3/3+IeFUirQUasR144RTN6Ihaf/l59UOwTdby3uptDj7xo1PqHy6//HISicS6t9tIWMvGNoOrVIi93CT64XN7ZZpaAV/72te44447uP766/n1X//10z7HWDzB/iv+zWnvJ4iVLBxrtWys9l1bNv6/7/svfP72Pyd/QmzhJ/VsbJVjZBItLpiokoi1aTRCPJdPdlkkgsfuZbnQL21uoEFOzVQBFioR8qUYQei9a6tGGBgdaLBzqMHYYAMn6pGItjmRT9JshClXwkQIUauHaRjXNLx/P6+97Ta+9sd/zPyhQ13H0LOWZKLFzvEacTWDPDH9BarqvFvqd23BaQNjxgx0phCjWouQNGabg2mPeLzFrvEarWaIZjPMYjFGaSFGqRQjN1BnNFfvWG1GhhvEom3S6RZuJUyjGqXuRliYjuOkPVLpJgmnRW0pQiLVouZGqNfDEGrTrMvsnpBHIiXn32yE8Yb3c/mf/hU/+uM/pqyuO5JoMZRrMDBUZ2KiSizuEY97LJUj5I+lqCzEiMfASTcYzDUoF2J4jTC1SoR6OYZXi3RZm0BqkaRzDSIxj3i6gVuMUZlPUK9FSA7UGdnnUgJC0Tbz+TjlchSPEE3aJNNep0BeuRLGSXud2bX+3gLi8RblSoRyOdZ5nvSsM5FoqetoEYnB4M5J/u1b38Cjn/skCyfmyQ40mS3EKFdizBViNGoRUup+Nuphoup+RpD3rVSI0VLPz+BAHSfTolkP0ahHgDbRuEcy3SIa8xiZrFEui6XsRD7B7HxCqg/nGiJwRd6xUi1CJNFi50SVeKzNUiPEM/kkZWVZaKl3ZpfxXJ0sxEjFPYbT8pSGgMWKXLu2MibjLcayDdqEGBod5RcO/CGf/fCdTB8/xmDKY0lZwI4blo1EzCMZ9zg4HSdfive0bKQTLXYa53K0ECNtnAvAfOC9TRvn/zd/ew/t9Lj46taBWGx5P2BxbrBtyYajwiPq9XqnXK5GrVbrWmct+Na3vsW73/1urrjiCj784Q+fEdNcKBQilUqd9n6CePhnP+vScKxEKIIOh+D3ldb3kNC4hx6fZfroIRHNud3rhftsu3MYvKL/u1uHpapoF3qF2e2Z8JNhTauwvLQjx5tGMiSCdLKH8/39wNodElGf5xyoTsBMQhKAzc6Krz0M7BkT8V27BieOiBgT/OykU4cOkX/iiZ7H8YDjjl/2Xvv/e2FoGFpF//vCougJJickCgVg+qDKapqHwbRKKNWAwnGJsHCrcHxGXuhWHYpZyVEyMqZ0yBURspam4aQrQtaBAdGpNDKwOC+JqryQVBcF0THoyIxYAmjITLN46BAF47oXHAnZXRiFwREJHS4vQKhSYPpn0pa7LpLEXl5dapa0qqJxaLr+/dD3JzMsWpKBSUi2JaNnvQqVIxCfBDfmix+bS1L4zq1Jzo8TB+W3imrzqONXEI46fnl3D0lpvzDv62i0niOelWieZgJQKcJDoTBHnlmkkj9BKSNp8UtF2UfdlZwlVXX+tTrMFuV5SiYkFLlwQq5xlu73oAVkh0VDkh4Uga/WXdRUErYTeTiMCEC1Lqmhnpt60ReQzixK6Kh+zjzgOUdy3+gQ10HHL4YWRnQaYznYeaEIo08W4ak6TI7CQDHGvwFmjx/jxz86BPjhs7oQ2/QwXLoHTtSgUpV3s+h2n0MLed+bxjM+syjno88F4GDgvTW3cZJJKfazAf3l2YYNfd1mGB+X0pwnT55k//79Xb/lVbD8SqGvJr797W9z6623cuGFF/I3f/M3DAycmrn/jKBe7BKH9oMpGjXFkaYCPYgBR0rIR4CThe7QNVPICd0dZqkW4eS8/91MMa4RDmyr6yR4SPZQJyHJw3SW0q4aDU636XFcZXAEycB5OO8nMNNCuJVeaHNfBRe8vHTCVdcXg+7bKfVXIgAZGCj5REonsNJCyZQjgledzl2j7tLJBWIe11x/yZXOO2so+yuu/G7OEOvAkSnY5YmIMzsgIamhOIyPCsFoVP1tylVF3lTNErckA7yLRJzMFWChIKQjXVcCy7bUg9E+/4LK5JnOSUhpIibm9nCiRdSIptFiyoUCTDb8uh8tJDkaSL6JVltSsmd3qQRdWSFPOpwzrO41SUhNSupz2mrASQCOVD11dqjnOA5RlZMllZaEZo1FyW2ic01UXV+cGUMEuYmkkMj5RZXh3oHhCVknm5VooHpVZXytQ30ggpu4iKVGmKWaiDHdmh+Vk1SROG2kQ20ikTDZESGFyTqgMuFG8MWbGouuRMq0axCuSwhuKC4RJg2EJM3NSzuZKcmLrpAUfc81ATCfb00ywsb3I3m/UGLWgSv2S9K0veNwcgYOnZCcLy8cCEt+kpjk1Dich9n55e/WnJFYMO30jkbR4m/zvBZdIRj9olGKqo948KEfyoLoOex3zxCsZmMb4sorr+QLX/gCDz/88DKy8fDDD5NKpbjwwgtX3c93vvMdbr31Vvbv38+dd95JLpfboDNeA+pFKD+jvuRXDZftFaUShCYiO4fhRRfBUFoGqOEB+OkRf/A0OzBNHIIiTfM3kLTgaTWoavKgfy+7EvaWdiCrjjeUlfwOaaebbOiwPH0c00QLMjCfnO8ue63/Dzh+OKzO1xFMmV40OuQ4/sxSV2APo+pMqPW1ZaOOREUMK86aG4OFEswXemdZbSFEY3RCZryDAzAzD8empCNPOf7AXcefhWtyVnMlT0nagcyikLMQEr3jJFWqciSMOKKOdVJFsqRUJEMmK9vEslLkq3hCkmVp4gDLP7eQWatut1SmQUhdczIrURl1dd6LRSEwptAzhP+85Eak2F0LCYn1HH8QTjowuA8yI5DdLZEaYVXLpVqTe1hzofaERJF4SIbP1Ih8DiUUYcTPoqlLu3dyxCzCZFaIWCor9z7mqAypqi1jSSFmbWTQrWVjNOOT5AsxFmfgmIpY0URrAHl29TNXqoqVwm1ApSTXlpuEuSk5P5PsaytMVUXKHJ2WcOFkVmqzNBFLRpXusNiG2q6W90vHF43JgTmg6QRsJuHQz+cFSnKiKyY7ihxWXHDrkY6uBborxWLsyyyuZkaPmf2DWRdFEwtNkPpZIXUWZJIT68tFZLEpsW3Jxstf/nLe9773cffdd/Pa1762E/762GOP8YMf/ICbb765o+eYnp6mVCqxc+fOLtfKd7/7Xd7+9rezb98+7rrrLoaHh8/JtXQQqPS65nBZpPPJOf7LbnYaaQcu2wOTORmcp4tiaUg53aGkpnUk+F8P3HrZoONXlAwr68OS63d6LfxBnmGZXQGQgaMz3R3VoivJgsy0yqbbBGD/TtlmuuCfc9rpzop4KN+/voNGXV1HviADSDohA12+oOqtODCgSsw3kYGqiZCH3IjM5KNxMU8vuSqEUA12DTULTiRg16RYJPbsFnfG40/BtGEd0inZ9bad+jBq0Bxw/NDhSg2mZnzXUFiRhcV530VRcmF4WGb3ncHO8aufRtzuYycdyZIJqlx6qJvINf3VSedk9p1IKldAQ5KxNWpiQYkgZe/HJqXKLS3Y/Xw48rjkMdHkLpuD1A6pSRNOQmlW3ZMWzM+o5FXD0h5z83LM7AS0yrL/2Rm5Th2WG3dgSFksEllVLwbJ/6KvJerINjqlfKUGxRmfEC+5oIfbcsCCBz5ZbamBNKKeNZ3qPDUA4+NQWpDn4tjh7rwquj2rLp0Cay2kKm5MvatF45rMPBseYplrGRaN9c6a5xbggh3+MzG34P9WDdRG0QQlmKZcE+VFd+X3yyQWq4kkzXB2Ur3TEGxVWIHoNsPw8DB/9Ed/xPvf/34OHDjATTfdRKFQ4M4772R0dJQ//MM/7Kz7l3/5l3z5y1/mM5/5DC996UsBISVve9vbaLfb/Pqv/zrf+c53lh3jpptuOmvXA/gJvbq+rwxt3ehVcr5sdB5uTXQTaUfM5W5tecfRryMLzqb0rFoTCw9fXxGcZeltjs8LwanXeh9DE6TOgJf3s5buGocJxQOPD8BPlEVGuyI0dK2GftCmdpD1fnZY1YdxfZPzxASk05J3IZZoMeNK5tJogk620SYy0DWR9UHWOZ6XznNPApw0pFVl0YsugLkSPPls9/mUAp232XYLLiQWYWQI5hdEezDgiM4jghTYm1UWB91m2uyO2kfR9a01pmk/rNpKL2vUxLQ/OAJeKIlbD3faNZ4QgjU4Brv3i44hDMzNyQA7oAyBMzMwMCbJtgCiUWiF/AqqEaTibGJQBuqIo1wvdSjOQmocQm0hftGsWALKrqRBHxmU40Xifo2UBt2uKA9f82DWqimre9vMw2DOJ8Ge0QZBUt0LmpiMq4j0ShXiFSGTMQeGopK4rLC4fCav96sJQwOfnGqCYRKNVmCbINEIWjVMa14Q+Xl44pDk0Dgx3U14dW2UYiXC0byf1nyXInA5NYkoun7SuR3Dfgn7flgr0QC2VWl5DavZ2IZ405veRC6X44477uD9738/juNw3XXX8c53vnNVvcbTTz/dEZL2q3p31slGj4Rea0Gl3ebqXSGGs+LvN0s360Rb5So8cxIKFTg6Bwen+ps3e1k4gm6UoisZBp2kEl5KJF2XBcTMXuhW/eJl2nqRMVwgQR1GUc34xofFUgBi9k4mZLsFd7mJV1/PSi97xpFBu+76yb/09epslZGYR7Q5RzbT4Ak1qy3VIWcUYFtQna/WIoC4JGbm4ZljMDoC2aroVWpNGBuWzKmmGTo4SJhWoQFHXCJ1T/5XXBlotXYARJuhzfYRdU7RRSU0XZDvJtEwj7XoSlGyZEI9M4uQi0G4XSWZ9jh2UF1TUtW+GVWahRgsVYR8DY2J7iWM6CimTwhhCSFF604c89vHQyVAa0hdksqiuIXKs1LHxBkUstGsqXZwlMZjSBHlqrIIODJIxx1JRx5RBLaFDIKuK6QvodpGu9aiiAYklYTJXUKu5orKlZVoddp/tYGy7IqOSD/jhQWIqV42HPMJg3mP9b41aTBrm5gEI/jfY2Wi0Q96nTDyvCfjMLsg/03rIbCsNkqwnonjyHuoRdwe8s4dzHdrN9Y6wG73gdhqNrYxbrzxRm688cYV1+lVdvfmm2/m5ptv3shTOzXEB9fvu6wXGc/CcAbIwNScb9XwkEFHC7V+fNgflLNOt481aI0wX5rgC1RyIb8Iz8/KLG802+0rNqGzEZrEYtBwgegZlFlwTp972ZXZblvlVl6q+Z1c0e32E6/mQsk44p4JI64f7Qoxz3NyDEYGG0RaRTLpFnHHL5s9XfDdHrqGhlltU6v0T87Dgz+Gl10lxyxVJL17wllO8IKEQ3+PO/7nJjLINhE3Rq0mA7V2KYAxsCiCkshCVA2+ev8N5B4M5YREhJMy8DVDMnCb991DpeR2YGxCIhmGRqT+h6fuw0DG71wjCSkm5/4AhsehOC3kQxOhmCOiyHoTkimYOw7HDxr1bmrgtX3xahOVhTUmGVfjFTmHcl7aJqcGPi8kFru5gjwDHsqN4XbrjqKOaCWGhmEgrUJna2J5iqlqtx5yvVrcq+uQmDolnYkz44gOIh6H8pIQrHxezsN8fs32NK0UmnD0quzaz2XSaxDr9/xo9LJAmmQj3CoxMtBgTj2bS27vsvSZAAnJOKunLV/t3LejVeN8xrYnGxZAs8Q3Hvwhv3r9i3ESkC8tH9SCQq1ebpd+lg5TjDngdJern170cyjo8vS9rBtBHUkwAkWLRoMdddGFnx6W43jAiUAUjSYCJkyBqImU070s6fgDVFi10UwJim6EemwHS/UISYMgBNtQV9s067XoY+fn4f89AhfuFrLk1vxjrQUl1elrAWYsCTtHpS5IPC4m8aLri0MzDqST/vqgioa5vnXBcWB8L4yNQDot2ouTJ/3KpGbbl1xVeVRZdhYWxVXiJCVipOpCdK9EboCQD9eFwjxMnfDvgx44dQGzal2uodn22yzpqBJC+ILV1JBYCloqeiYUF/dLAz+E1UOEoEtVv23NwVrvL6HWjyaEZGjCFEsIUW4o7UIi0WLSIMAn8v7AbBIODyEumSwUSrLPRkP2qy0vGOua56TPR2s19G9Jx38eC+7KpKMfzPdNoxSw/plFD5MqTftguiWuk7yvTzE1GyD/e5GQtSB4/lkHpmaPiiB+G4pCrWbD4txjjWGt64bSenzjwR9y/TUvZqqwegflBAZeXcZaQ9IR+Ug7Eh4XAcj6uS50XRSP/nVOeiFY6Kni9p/JLbgwb1g9ghqSIEwzsj43kPMdzfq/96o2my9AoRKlHU51Bt0WMphrq4bZ0a6ktp+al9+CxeNWg4dfxGpAzSgv2SPhnyFEv6BFhAPK8hBGXCLhkMzWw+rcYw7kVH2LMGKBaCA1TGJx+b5UFatNuxCjGR1huhDruJc8ZPAMnnsEOHxErA1hpMaKdumYZDPliDDUSYrIs6qKyyyWhIAszndbpGqIcDUch6Ed0A4JyZidFcKmiUZ6UAhOrdotGtXt10IG9YkJ/zk+MQMTShcCQhTmCpBNCkWMx72OpaiNn3PCfJ5Sap+5LAxmpI6KB+zbLyRsOAc/fUIErkFLkXk+6awIWhddefd2KEvNYFYKDgatBqu9z7rNM44M5jqfTdmVCKeUsUzDiXcPiynHF3WbkV/gC0WTTnfhRr0H00pqkv+eROPYD9dfoHILYbu7ivrBko3NgnWGta4LhtbjwSeXV4nthbILTz/9Q3+BOh8zd4d+adr4vlzdqaUcmb1rN4ZrDEj9xGrB45tWgRYiPgvG4/dz5fT7HNRAmMtKrkSs6JL0potBo+hK9sRmdIRjhRgF1xfNgQwyWkwXhDn71QhWpe2FXp1TWs10tb+8VBNrBMgMXVcI1dEyIUTo2VC6kro6v937RPcCUu21pVwVbl3CPqdnJH+G60KmFqERm6Bci3Td/14iRA+xegTveZBojO+FkRH5rdmQ41ZKos2ouMtzUiQcf5k+fjQuYazNkuTZyGSFIKUHJE9G0JphWgu0m6eNWDF+8rQcY8k4d8153Xq4YxWKsNwlqAkDiCvLy0BmAHbtgmRS8oPMzkF2SIhmp52Ma2vjW5ESjkSoaCuf/ks6Qq7XO0POqAkBKLFuScKkTRKm9xlW1ws+GevlAjVz6mhhaPC8BpSVtIVMPoLJu0xMzR71zViwroi7rQBdp+d0tt+qsGRjs+A0wlrXBEPrUaktdCwo6cRQf99oD0uLue7Vz3seIJ2ILjGvcyro2WjR9aNQ+iUTy6hZjykYLRt/jtFJDmeFEJgzO/PlDb7IvawhwcHRXMfMudEPZTXo6jTX6YDLR5MAE2ZYsIbWUfSyiKyEjAM7VXsMZSWLZaUqWpBkAg4d88Wfi66fMEyH9C6p6xsdFleBvv5mG6ZngVk12FR9TUgDP9xVawiCieLMNnUUGWoo0maa8PV6EUcsJ10anAqUSmIJaQTaowXgSkRNIiFWkHJFNCbhuHIhJX0Ckc5IpEw4DgcPy3OYMtwUZdU2ev2SIhgtZW0aVmG2iUSLWCOPh+QtCYYjm8/Kkiv3ZKkmxCIUhvgMXH6J/D4yAo88vpz4aGtVOut/127Dkrs86dupQOsqUgnYMSJi2OGsCG/dmrhTNFH2kOe8Ft/DgopGWasGI6jt0ta3jEret1TvrQubWmpLn7POiDuLrQFLNjYLgmGtbQ+Wjp15l0rAglKpLfRfdxUx6oMPPcTTTz8NiItFZ/E0Z4VDymyrs2sOqu86nbSebaUSsGtEZnxu1ReEahcF+KxeK+BXs2Ss5EYJDpS99mMOoL32pWeCWj+hYWpGsk638BXj2Kk1WkSCGM7JgObW5K+FbwWqun44aQsZOA/nfS2N+duiK5FJKWURKddgseqf41BWaW2yIm7UFgUt0kwqoqRLDGkLVtqBPXvEHVGrio/fdZe3u867kkhDLCbZS5fqQg50EjWNpONf37E8DNUhXRUhq1uHmTllTVDXNpyFgUHJPjo8LNFQdXw3RSYr+zmWF/JRMp5ZxyBzk2Owb/cSztKjXHlBmcJRiSgy7yP417bkipYj48AJRfjicTh6XNr56HEhhkEXiiYVjby4tUwtx6JaHtRJmOj3jJrnWHZVhFhCvldqkkcGne4dXxeiEYxGWemY/bRQS66ELk9qC1oVptQ7rScR41l8jcYpRNxtJVg3isW5hfmStT2oqTSFZ9qlsgEWlAcfeoixdLoTKqoH7yFHah+EAbKSHnpcDWCjanDVREJ3gE5CyIaZRbRXlsKgUDT4eS3oZd0IzspM6HWTaqabTLQ6A0JF5TCfVlEP2j+uk4/l1OBmilyDItheFpEgBh1pi4GM/J2ck0FKu5eC7hg9YzZ/09ddcuHJwzIQhxAtx1BWEY1BIQrVmnyPGufqqe9jeqAYB5TWYedumb2H2yp8dF50FGYkkRn9slSX+7l7RAjJQE6sAqaQ0nH8LK2pLEzl4cgJWZ7NwYA6zxbiFmgjx0wUxfqhSWoq4DbRocgt178uvZ7GUBZ2j9VI1p5l12iD518EP3J7a1Q0dBZYvey5o5JSvVqTv6DQOfisJVU9mj0Tvvapl04iiJVccRFkH4fyEiXj1uX+AkTaPunu926tNkCa+ozg+ZRcmFuElErBvlRbHr0C+H3RqUTcbSFYsmFx7qFfsqVj3cvPpEvlFBKDrRe649LmU/19fIiuHknn+hhRs3RP1ZyA7o5VpzbX6wdTqJvmWlM70qvewkrna+7TdLWYboKMI5Uuo805duQaTA+rWVkAWhNg+sD1zFQjGAmwFvN40pGcKK15IWYFI7Kolyak33V2ZtZGG+0Y9jUDSzW/CF0TaUud8GxgoM6Oy2QALRUhnBByEUMISCIuuSWKRXHTLLrL3S4gxGmpKseqNkVfkgEWK7B42K9Bk3G6tRuaiDRcsagND4sOorjgX8vThyTEN56QAX6mIMfNGG4THRkVHFRLyhXSDyllqUo7fjr+YFZQE7Pzcqxg/RyTaJiiVW0xSyRh9yQ8N9VfA+TR36qhEbRuHHTFnZZ1oKK6AtPaGEQvEq/FsGnHT5UePJaHygej7rPOtQO+VWs8a5z7eeAysZoNi82FjSQEG2Sm7FWHpeTChNFpTy9I56IHPe03P6yIxNEZf1098+n4j40OrYVPLLQmJK2sKE4Cdo7AsXkZlJ/L+3UYgu6SXtqN4GeTcIBUyBxKNwl7Uo91bAhaRu+hXTzQHVGjLQzmMfRMM+hmWQnaZaOToJ0sLD9Hk3SsNhCZ7bLg+tqAUhWOT8tn7ZoZBKL1KS7Z51KZlcydzxxSBLEtbV9rSJinDvc8fNQnUcF70ECiRiJx2a6gKnyenFseQpwKuKl0AbyxnOTiqKpaJ0PqOK4LzxzxxZ7amtDM+8v0c0GgjSquX4NmfhGyY0lakQzFcoSFkmybVS6wEHI/Tub9gdpMUa9rzJjh4LotgkRDE+ShrETnjA1LTpy9E/KcrPR86GdK65+CoeQaZqi5a/zuurLd2HB3LaPg/vU5Zxw5L4/uTKKese6AsQ5I3h3tdtRt/6xyD5VdVtaPWWx5WLKxGXGmCEG/UNoNNFOag2nJhWfyagbr+p3+gONnb9QiRjM5kPbjjmSFLHSlKcfvxEB88zohmYcMePp/uepnE4XeeQY0gtYNU6+hZ3ARdbyM0yLWOEki5pFfEEKhaZbZSRddX8didu5BQepahXfaFH4kQFC01URrGoJF78ztg8TDJCnBaBwzL4gWisaac7QQ98RsUUJPnzys2iYn5nmQ9j98VNwoenvz2lOOaEGqVakqeuyEmPfrNTg61W3JaLhCEsxKuQlHQmAHlUtpdl65HrKSEjyr3HR6ubZgmOXRPfyonmDosfn9yeMO5fTLeOLo3/HsYVm+Y5iuyBQdOppyusW7J/LLrQUevlBVn4953MN5sWjk53xL33jOtyJoN12L7uc55cB+dezRbDdBWUnwDNK2+p1Cufw0zG0HHRjNwfAgeJ5/frqMvb6+iFoWfKem5rv7iEV3dffQdsP5dK0mLNnYrDhdQrCRobRrhDZJ6+gHrRMwBzENPeBlnG5ToZmJ0ByogttoXYdbk/wGpjtmvedsuk5SAfJTrUN+MUorMsTCUpiT837NiF6zyX4zTI21hAGb5wZGATuFVGCgOJ7vTkYW3N48brDjWynfRwtoREc6pmC3LtYDTXhKrrgrtFDU1C2Yeoi0A7khIQm1GhyfVTqCqr+duY2+Zv0cjAzD/r3ixnGrkMpIVEsEP205+GJH01WiLQgg56GJwXC2O0utSbIAvEiaQjnWeXaXXNlG/67dKClHIoKSCXHfaAuHhiYaOybkOR/KioDWtLJUXDgy5YuHnYSEzibj3QQ8eA+zjk+A9PdebhHzujTSjv85HPiukXHg0r0SyZLNSA2lg8dgptg7TNx1JRNv13fjnM1nQ5OndCi07a0blmxYbC9sdCjtKWAlN4XGourE9TrBeibapaLX0d8XXOm0Uw48OyMdea+EWkHdQj9txpAyR2eSxiBQkyycbj1CMzrMTDlGC38g7EUc+vlnVxKi9kMw+kEv06G3ep9mRIHOHqqtSv1CbXuRj2C4rgc045M8ftihOScF4Gbmu61Amlz1ur4BR6JBkknYtcNfXi5LEbrZ+d7XbZLM3ZNw4V75PqTcOCfnJHmYWxVLR2e/KxANPeib0CXUdVukHZjIwf6JKtHmHDtzDWaUNcJ1/TDYqts9qO8YUcfLwEnDNajPY0hFE1VrIpjUFVPNazWTbSWT4MT9/ZhWBPDP13UhEhjcB53V3XQZB7KqhtGSIukVF9LGOjpMO52QcxlwxE2Wy8DTR7uJhH6nltQ1aK1Sr0lGENudcFjNhsX2w1kQggZh6jaCs+q1uCkqru960N/NbIP6JTWJhZmRMJiafD0vtT6XtAM7c8qKURVyoSMJlmpwZAb2xSX/QKUWWbaPlaAjVFbyqWOsA93aFpNgmKi4vYWmujhWGPl9ftEnaWZOheC563bQ90DXANHtOVuKc+LZ5ecdJHLBc9UJxtIDotNoNCTktRkS4WbR7T8TTzlS0XbXTiEZhaLSeITEuqK30xk3dRK5oCZDu020hsIUgpqWGJ0RN5eF0WyTkNLomKG+Zq4Nfa1hhIAlEmK1cZKSz0STu5Qj+9TRRK05OBK4ZpNw6DwzHcsV/Qdt1xX3h75vWQcu2e2TGtNyo2HWICIkEUTThW49h76nVVeuKRlXz+US5GfFmhIkGmabajHoSkTDdAmdrzP/7Q5LNrYrzkG8elAgqtHLomG6Kfaozm5UmbJXIg2mKyGYa8PESkSjl3UDZLZ2wYScx0hGyt5XqiqrpaqvUXEhNR7Diwz0DFuE/p2qea1aVBcsDjeg/O5OEnYqgeBSTfzvekANtqfWcQwYM1hN4kyMDElUtXk+vQjP6DBctEf0E25VSEklcD/6tXuQZJj3YdGVMNlUWgb8SEyScs2XhITEnf76lbgiKm5NtA5OA+YW4Kkj3ds03O421blA9LLdE3JO2m1y1BiczQFWR1LV1Uw/4lUJ45MLTSz0uprguK6Q1GpVXCmDWYnOGcz61WbdqhCSWEKyeJqkqBd66XRMhAOfdSTYJXsgmwZUiLTOd2NCu0vCyDlXqv46YWOfWUf2eXJGKvPuGJZzr9WkzSN0Ew3dPv0Eyr1CZU3CsZ2tG+crmbJkYztjk8WrBy0a2pStl3vI4ECPztc0fweXBT97LK9Y2+9c9Lbm4KzDcFMJCdk7UVjud18J/TqTXnk1gkXi0spsvmMU4lEJ3TTzEmgTumnuB/m+ZAyEIN91bRqQwXnY+N7LipBx4OLdapBKS8p5LaDU525aOfT3oACxVxvUXSmYF4mLUDAZB0J+IrFetWg0Si5MjAlByc9LavMnDknW1H5IO6J78JDBfqnefQ1pB6bne2tUllwhnW4N5osxarFJZgq+ZsMkGmYCsIWSFKVrI4QxZrg/9LM+NCjWhkJRQlD7tZl2eek8KquJPQcNMjuclWNp+p9KdLs6NExdhUmmNGkByCRaZCb878em4PiU745zXQl71m0bJBgm6ViJgMDGEI7nnn2WCy688LT3c6ZwOm6UrQxLNiw2FKYuQusggmGAo4PSqVeq3dk3gx3SeojGWivWmiipwblSgxNzMFsSk7J5rsE8Ah5+LoGyu9xSEdz/njHfN25eq+limhgWojEy6Ie2gh9pMKJm5cFZasbpjkjRPnNTo6EzfJbc3laNlCP3IquqtSYTfo6I3ECDcEu0QKc6O5suSEZNjYIamM2ss72w6MJcSdKRn5wX60CpuvJ5mDkrTJhCzF6IqN+OKWvRsekE9eRFuLVIF9GIIO0SRtppdEQIRqEoUSiuKxoVE0PKPZdIwNHp5VYNU5+yx7jfwdBX8znUpCSV9Je5yoUzMy/n9uwx2WZyuPvel12xuOhnxBRza6TiHlW6CdbMfLeVR8O0WETobcFYDV16pNMkHM8928Pfdw6hc7yczvZbFZZsWPTHGahCm3VkxgUykOtsos/l5fNwVkJUUwl4dnr5TL+fhSP42Vw3mJ1QJwMLImjdKLlCTAYcP4pGw1zPPCft9gA/3LAf4WgBXsj/c5zeiZ6OzYkQ7+Q8zJV9E3rwmkyykVW+d92+OiLFDLk1U6fr6IFgGy65MlDl5yQK4qDKL7dnAgbTUnJcZ04NXttaUHcl9fZq9WCCrqgWMBUgKjriJoi042cLNX/XVoSVquzq4+pZftWFkT0Qa+RJJ1rL1qu7QFbIg0YuK1FLx04I6dDuKl2kzVUaipUQdIEN9HCBgNzTS/cJoQihInpq4t6YmvGJHIgGxWO5Xico6jXbINwqkYy3iCT9Wjk110/wBn4bZx0/h0kLvwJs8N3LOL5odKWwb63zOFXCkQ6F+MnBg+vezmJjYMmGRW+sM3S2l14j64gGAmDHoLgkKjVf2Q4qmkR1vr1mobB8IOs1sJnblV24YNy3IJTzfU+7J+HoZckIWiD0MifgGnF6uEY0dCbFpaoM5M/bI7kqNPkqqc53qeZHBcwvSqetC9xFkAEkOEgHyUivyAo9U941LhaFmUJ3emrojoLQg9D4sFyj7u4TcW/d4lsTBVf+gghajaC7vRfd7krAvciCGc4KftZKc/2VLBrBY2YdmFQZY8dzDRaHVZE6VwbdJVfSp9fqQAgGVAiHWxcLhian2oViDpnmc9aL9Jmi36DLS5/jWE4sYfp7Ublxgu2jK/t2XCNO/yqu+n86IeTSiYHXlorBWjwaCWyTVO3eBpxxaLXlXR/NClnWZQx0PaAmfhjvaoQD1k840qFQ5xx7K8nOHaxmw8LCxBkInTUtDOWazNYrilR0ciYYHepKgk9YnWR0oS1/rbYf8thPuLlSFIX5XbtLHGOGW3a7dRFdRawCx1k0BhDHaAvozoaqk5RFkM5an9vcoh+dshTo8IMRKcGBRJMRJymDUzIuf1r8GSQc5mw0OPDp0uMa6xHpBtddjWAE0Suc2URQF9NCdBkmzPBf01qgLSLaogEq+VbMI9qcI5tqsn+PpGjPZaU4nXY9mO2tc7zsUZEgoyPidqhUhTzqsNBeLhR9bpr0jeaWD5a9BKH6c63anUgt7UiytVRShKqu0scEn48geQgDTtzr7NetKeGr25uU6ecVxMrSbou4Np6AfZNweErum67urAeeYBhvP6wnJHYzEw2wmg0Li26sFDqr3SuNCOFWiZB7nGwPV8WiMRCXq3Bo2p+V61mX6bZYSSBoYrWXNePAYk3+Ot/dtRMOWL6uTu4VBnbnRLugSZMmBytpNlqIxeMZdb35xW6SYhItTTp0lUx9bm0kQsbUDWiYESlas9F1/km4YJd0vrGYEA0n4VsJgm0R3PehPCTGJOS3XIusqKfR19vrcxDBkFu9rNd9Cub96IWy61fgTSUhWe+OuskGtBBH876ORRfNC2fFWqHbZXiwQaRVZGK4zvxx/1iO4/93XZgvyIDuAYPKkpdU7pVYAtpqoJ+Z790+OlTZQ65hftHPr7FnYnlV4AhincoNiBWvWpNCdB2BpQMX7YUJlfejWPEtWr2ScOn20YSrZpDKEGLJMfO2mISl6kJItXujJiTfScDYiLgD907I81l1pX31Mx1M9NUL5u/agtqLdOjfIuo6sg6EQ2KVsTj3sGRjK+MMaCr6ol/orOFeCZVncarHoBbiwonlQsxFNRDr2UuvGWkwzDWIUxGXFQMz8bXMnPrtywyL1efjARGVd2GlbXstM6+36HZHzAQTjGmrie5sg+0XHJS1PsMkImlHZpaX7JXvI4NQb4rZf2IEjs8sF9j2uo6yC3MlP+TXwxek6vwova59JRICyy0bYSSscmIIZhb6J/rqh6IrOVjGcqKjSMTFbK81LMHieJqI9HJDabIxrzLG5guxZQq9SUVQhhRBOZYX8jG3KMvaSIbTmiK+/eqjtPBdLRq9QpWDFomKCweP+ATBtNSkHCEhIfzT1taJXsgqwqV1PwC1+B5KlQgn8opoG0TNTMVec8XSk3CARSkilx2U+1ev+q7T/Lzci7iaYGjSo/UZvWBGqOjv/cLsNdG4SJ1nPEpX7aJzDSsQtdh6OBvpyHuFzhrulVBzibDn91y9hJirmb3PBIIv76LbXZNkrccPWjfMfetIlc7ycKrjizfTmT+bX27d6Of+0cQjGIKr/xddv9qtTlJlijpXS5rmqJnyvkkhGXNFScTUaEplVbfWnxj0slyYv2fUwOQkYXgAjs7Boanlos3VLBxBwrRjGK69XAbIfTvgh0/IANXLqhG8fg2d2CsR99dLGm6qXFYywyYTYj0Aadthg9jpe7jkQk1ljF2sxMjPyjUXF1Qp+yRkldFvSYlC9bY6idfxGTk/nao/KDI2CV3OeMamF+SZ0udkEg1TWxHMEaKXL7li7chmxJJVa3TXcwlalUxRahhIxj28yADVeljch0k/FXujJm1snpP+rCNwwsqNGfxd14Mx26CfdcO0dunIln6hs3rdrLqObAKiYejDS84ZrGbDYmvhXKUjN9wr7WgKL+z3UGY2ytXSEq+G030hT5Xk9CIcIKRAu3xCBZnhg2/x0NAuIVh5hh88Zi9owqEL1pk5SkzoZcHQVz1TLpZhclRqWdQaYkafVRVWg3VIVnOPACQTLfZMivl+PCehy6NDMrj/7HBvK8daJ5fDQ2rmGodkTMjSiYB1Q1+/mXk2mAl1MTBw6zDjRVesDsNZ0VAMZf3BTyf40haCiFp/qhCjGR1hoRImHgfPk0qztTpM7pC8GSDmeg9pXx3ebYY3Jx0YHvbdiMHnQ+s0ksY16VL2JqHQRFK7zIJuMN0+VReePgJVlYRrsSRt0ktcq3UkZhkAtx4m3CoxkWtAUYjP2LBcdySQil3DMd6HalUI2FLVz0Srn2GN4Pfgs+0Zy4OEoxe0pmlHVtw4IPqRzYRNZGg5q7BkY6viHKQjB7rcK+3ITtzZNCTGl7lQ1ko4zI5mtURcp4P1kJ+VCMeCC+lxf29Bi0dQ5LqaGyF4fvrY/YSqvWbzmmiYJnDtNhjJCrH46SEVjqm0CGa0SfC8+lkmPCQUckeuQaEqRCAelRl+tSFuC8fpboOVrCVBhIH8AlyxF3KDcl2xuP9MmG2hrxf8bKzmtZgVd4Ml0z0kSkW3ZdLxyakehE3LQbkWoRGboE2IeFKus1GTE16siAYGRIhZbUjSshN5XwDaQgjD5IRK6qXOVz/jJtELVgE275E+JzMNfTgr99QNrKNRdSWZW9Ad0+v9WnRlX9olM5qMEPGWuq1GFUlpXq11m/RTzvLILIA5lacm7QhRKbnL3aYrJfnq9Xu/3B2mu/HZvEQENb3NRzbOV1iysdmwVh3GOUhH3nXs+CAsLeFFBmg7u5haai/zo67HOnGqibiC++hFVvoRjbWQm17rmH52LfrstR9Pbb8jJ5+nCv2PY5ILk+wEScaAms1H1TKdqyJpaEq02yA/L4NaylleFyNY1nslUuCoNkgkWkS8JdpIJM1zeakj00SITLXWXb5dI2W0YTDM0bTWeEhm0cePwMWTsFCWBFmaGJnn5TjLv+t962NrAhEkjr2sHitF1PhkoN0JIQ2l4elDUChBNCYhr7WGhCwnk7BzUiIwtAVDJxjT+9QEJ2hR6jfrNdtJ32u9vlmvJUjy9X4nR5XrrtTbzae3MQnXMOIuBDr3vKpCekP49yTl+AX2kgnJ7+FWuy0zF+wVd5MHPPas3Oe1wCQWQ47/LKz0vg4q6+LBE6JPCm8iN4rVbFhsDqxXh7EJ0pHraBSi412F2NaLtSbi6od+ZGUlorEauTHzhIxlZXDtNyPsVV0268CVe2FyxN/Ho4dhaqm/kt5Er4iYvROQScAupfKvVv08BqM93AbBmbI+t+BxNByDGGhXjC7UtTPXoK2myC2ktPgTRyXqw0OSZgUzwOp6Mx5+XoWgSDJIOJ6dEleFJgmmDsRcNpL1O99eA3ewHXWBuyU18806vfUOwe18khDixJwf+bFYlQyvs4uiZ9AakfFhWCzDFZdIUrT8vJxv1nBR6GtaiwVI6ynSilQsueBl/fbQhc566R7SDly0G/bthlgUnjzcv42Cx/QALzLAiUKMhUURgWYcyA2JZkWT11wOxscU4arDjjY89rRv2cnlYNekWKsA2iF5BgqBNlgJQ46vjWr1eRf1+xpB3rXDebFqtDbZCG3dKBbnHpuwLPyKaBRJ1I9CLQShRchc3AlJWy/pKLsy6Jvfe6GfNaIXWVkp/fVK5Ca8hnX6ISiiNDNLfuOBf4ShF/bcThM1c4ALDh76fJIJGWSTCdEdjOXk/7QSO5pug9U6cu2SGM8pAaDKxTCsCJhpQWgBoVCYo4UYeZU4KkgczP3C8giLlOOb0Xu5jrRO5ZChn9CaFfMYiy7MLMLYkLhegoQqeN0DTncRvKN5ODa/PGumeS6DaiYdV3lVyvUw1GSGjzrPivEcph0ZVKNlGFTp3vfvkfUWXT9zqlnN1Uwd30tMG0HWM11kx/Jy/po4mREdQSvOaA4u2K0iW5CEbsM5OZ+U0z+Tq2mdKtUinJxX717W16xoMrpnl/w5SZiZE4tU0LITV64mndVV10BaCTqvjc7PoaGJY6/MpJHA980Ga9mw2BzopcPYyPDW00SoWe5eYJCj9ZKOtUSQrGSNCJKVfrNVjeD6uiZEcJ1+Cbt6IThj0dlAhzPw6Xvuhkh6RW1NkHDAchP3WFb2OZSRQS+ZgHRS0nhH8Gto9EuMZSaNKqtO/NJ9Ktw0B7ThqeMwXfRN/Vo02EbM6nrw6XXNvUSPY1lj4HK71+1HOLS4sldyNfBLtTc9sXBoIa15bBMJR9rKSai6IU5vgqL1AYMOvOASEcHGB13CrRKLtQhzxiCvdST63BZcaEzBCy8R1xKoe+TI96ThStKak1RSEl89dXS5EFafkyZ8qYSyqtTh0Inl97lXxI4HEPIHKQ8VjuvAxXv99njySPfznXH8WjjalRQLEMfBHOwag0xaFZ2LgpMSEWylLhqVY3nJOnpkWjKM1utS5VdbwFr4xEa344AjBDqXFXHpSFaIpYle2U/LLp2QXVg5M6nF2YclG5sJQR0GbHx462mgHc10L+gxkAaT76xEPjRx0DOSXjOXzuek+PWfmfLdGCZZWcmqofetTekmuQlaTp7Lr0yAoLdZtKWO8dgR+KfvPS49fCzjW6/63EfTFRW0bpSM8zmiIgEGkn7iJ1gu0DQx4EjOCZCO/Nm85DuIJ8QF4DiQiMLuJpRqUMr79WIyDrQL3Xk2zGvt1yYl109kFkwFr7ft5eoKko/gsXReDM/43i/Xh/4+MSJag8EMHJrxB7pgfhMQC8VlF8j6ubEqieohmojpv6ukfeD8Flx48hi84CLZ1msL0dDtPpgVC4fjSC4KnQr+4t2ybS9Cu+jC7jEYH1E1W1TacD3grhTRkS/AM8fkHELA08ckWmYk5yf7ymakyJ1+vnVK8YxRC6eO3Lthgzi2kOdkIq4sN00JrV6oSJE8kOdreh4efgoOz/jROlrb00vfs3dCXIKDGUliV1b7CiYADApHK+7ydTYjTjfSbqvCko3NBlOHsXQMGmVoVWRWfIbcKn2z8K3XihIbpBbfA4lxyIyvaZuVLB6r6Si0NSKThF3DUrCsVzKxtUSe6BA5s3Pvp9HoRzKChb40zM6ko89Ypx4nOPjpjlVrMDQJGXL8QnAey4WfJhKOP+MG36VRqsFeFRY7W4STC3ByEebVdc+7sl5SReGs5GfvZekIdvwDztoGhLRar+Iut3KYFheP5SLPXjP8Y/Myk6/WZF1NFExig1oWT3Qy3uMBobZLA6gb62j0IhyzJbGktEIy6/d1H2LhaAE7RsS94NbFWtXL2gKybLYk+6nWJCW5tpJomMQseG+Ozog1oaw0JmVXdBRmG9XVnxagNvGtITFVC2fBBS/vR6sAROOijdg9rqJiakDIf86KrrRP1V2u0TCJhiYemkSWa0I2kgk5b52ddy3Pi15vwIFImE2XQdRqNiw2H9oeLB1VX+Yhc8Ep76rX4J4Ohcg6MDV7VI5V04Hza7ei6GgU4ql1nU8vMelKlgvwrREXTwrR0L5zvZ0mKpE+gk9Yue7GWjUaK/VdXTMtk8ytQ49jto1Ou2zmZggOkBU1Ap4srNwZFwMz04LqlB87DKU67BmRQW2pCscLyzUE5oC5WofZj4wMGIRyTJnHNfEruf41aRIVVusFq+maFpey6+tA+llciq7MtvWMWwtKexEND7HG7J0Qi0+rHKEe30MTGTiDxwkeK+5AsSp/sJyMeMh9mC/DvnEhQaXaykTxpEqFHkEsFPpZyDjdKepNZJSFwkPcTSeNaKipgugudI2ekwW/PXS0jiYMpXqYhmqnQoB8N/NyD5842l1hNuX4WhSTUOj/vZaBbDOiXIXH56DSEDK2GsyJwnBWRLsTWQiHV37nzzasZsNicyIUhtQe37IROrXXxhzUzU4vrTr+65+/hwcf/Ec5Rky5Rs6CODVIONZiuVh0hYDoAUtvZxIF3QmvNZpFu06CdKyXSbvfIBvsQJZZjU4hL0o6MDA/l5eOc8DpLhtunttKlpZ5V0z4A44vWgSYc2HuWXh6amWXkTnQnkqHqcMkNWFKJ2Bsj0S16OvT7i+zKnAY0ZPo5Fba32/mbOhFMsxz7BWi3EsPovdzZB7+z6MwPgSpkTSviE92kQ09+JrQ+1swrC4gA7u+Jv2sthBdTKUG5frq1U8XXGgpt5+OSBl0fOFoOOvnVtFIOiple8LXqRQUSam78PhhWRbCz5Gho0SaeXBULZxSLdKxemQcP4pH60+0RUKTQe3SWim5W/Ae6eULrl9ryEOeCycuz3krQDjN+xucKIwPsanSlFtYsrG5ER2QwV8TgLYnrpV1iEUnUyF2DksHteh2axLMF/RXX/4aiZbQxzpbScIMrGS5WHS7B/DJVGjZwKgFn+kE1JP0LA4XhDkjApkR6WJxvcJZTaQTLXYOdw/c0LtI1HrzolTabS4Z8cWibSRfh6Nmt2Rlxhf0dy/06Yz1+c+7vnskuM6cK38mTHKqr0qbvM2cBisVoDNhim71rFrDjCAqun4or06TnYjLrFdbOdY6gGkE6/Do33uFjEYQwnFkHi6JiyjGJBsEtjX3N6+IgSZHS8Y1ofYxqK6tVPVT3K9G4MxssjpKxdxGp2QHacvhIdgzKRqPbAaem+m2KmgXx35l/RhSbVtR7TSlauE08fN56ERq2ay4TyKI8BNgfBxoi1Uim4WqQX56RdqsZIUqulKI0FxHu0h6tVNQzD290B0KvplgNRsWmw/mAHUqbo56scu14NZh76h0BpWamD+1j7dcBQZfINaTsxj5ErRu9LJcPD21sOx8zFwV6VCoQ1R25MQyEo/31nMEEZwRtekdFRAcuMKtEntyDZpFvyZKkBAtwzrzojw9tcD1lw11EQ7oHlSDnXS/gXZVy8sK0PdH76ONtJtptn5OGW1WE9OaotuZxeXRPtqSUXJl4Ms48tyaItiMs9yi0Y9orKVjD0a6mNuD704wNRsaZqZRk7zMu/0tFTq76UTOP35QKLkWLCqXg+mC8PAjXXT4rdsQzYa2fJnPjQ5N1sd2erSth1x33PHbQuf+AH/ZYAJo+9WWHaeb2PYjF8HfUso1FGyPfsJn3RZm9eVFbXXxrGZjs8CSjc2OTrbOY93L1+DmuGRyiPGsMlkn4bJdkuQmlxF/6DR+LoWyC6T3btRVrIigaHRqqb0usaomLDoeP6UGpl7uFG0G1h3SauGtHr1zewTTOE/NHoXU7uUndzqhy/HBLl1ChG4SdlKZ53tlVeyrHTkF6O2XlpZ4+umnO+GY5l7Hc1LPBGD/mGg/TI2ACVN0q4V8JXd5OOOC6/++37juYKbQlbQA5vmfKq5+3vOA5ZYNk2CYhCUo7u3l/Gzhl6PfNyEEbKXqx73gIbVH2khpeR3urTOMLtXk90pdJhO9IkCKrlg0NMzkaIlEi1gjTyLRooGvp9BZPQvqeNpKs1gD2j75WHB7u9xWIsKmpqcF5FewNAb3FRRzF1zRqmwmWM2GxebHKfj8zZlxKiGCtFxafksl/Be4sM5ObqPQNSis0wqgt51MhbryZ5izy13DcMUeZdmpysy5X3ir7qOCETJP51WHHfYFsQ8+9MPe9+MMVOYNpoHvlYtkoceM73QH2JXw4EMPcdFompZqZy1abCMurJ0jfoKwoGUpOPBqQqH3A8tDfk0/vhaS9rNomJ97tkGQ/K2BDD740EM8/fTTPPjQQ6RSy4XQvZKx6e/9ELQopJzlLqyVoJOUmZV+O9ftSoBYPAHzFQmTni74lgFz3aLbOzR5wJGMsdHmHDtzDZ5xfPeQeR9AdEAZB8oB69ZqidZ6LdOaHg1taezHGYITgV7HuODCC/tsff7hE5/4BI8//jiPP/44x44dY9euXfzLv/xL3/VnZ2f54Ac/yLe+9S1KpRL79+/nwIEDvP71r1/3sbc92fjqV7/Kpz/9aZ555hkcx+H666/nXe96F7t27VrT9j/5yU/40Ic+xCOPPILnebzgBS/gHe94B9dee+0Gn3kAp1ILxZgZzy/6CaFSCfjpse6X84wNTuc4CZm2ilwyOdQ1IOccuGK3kK1cWuL3tcYh6Ms30Ut4ChKF87/u+3+kYq3+13qGMsKalp/CCuRwIwlGEMF2BiFlOmPqUkBvo2EOGiahMC0Cej2TmJgDYVoNMHow05adhdWe5yD5S4ydUgRWEOax1ko8ispKgPq96K7PvG4WPdNVYE19hNcWK6Zb86OUTKJhkrVez7+Z+bWJ/670cg8FxaDzPUhGkBT0u9Zg2v2V1k07vkDadGXC2X0X1otzaWz5y7/8S4aGhrjiiisolUorrru4uMhv/uZvks/nedOb3sTu3bt54IEHeM973sP09DS33nrruo69rcnGPffcw3vf+15e9KIX8Sd/8icUCgXuuusufvCDH/ClL32JiYmJFbd/9NFHOXDgACMjI7ztbW8jHo/zxS9+kd/5nd/hU5/6FNddd91ZuhKFU6iFYs6MS+7qs4DTwhmYyZ8RxAd5eq7bIuA4El6YU35sbdlZDeagALLNj9VMl9gg9JjpdnCGK/P2y1FyzjpW1c4ak6kQS3XRWOhETEE/e1AXEcYfiHRZ9mBqcpN0pA2tyN4xVWejKgPUs3khYn3bI0j+qvnuCK8zEIG11sy5ZnSMaf5f6zups8ma300dRkXpsnSkiOnSMIlGP43Pouub7Nt038deGpde521aB7UbLJddWUdVcMV6uJbqz+ZE4MGHfgjJid6uzE2GcykQ/ed//mf27NkDwA033MDS0lLfdT/1qU9x+PBhbr/9dl7xilcA8PrXv563vvWtfPzjH+emm27q7Gst2LZko1Ao8MEPfpDnP//53H333USjcqm/8Au/wC233MJHPvIR3ve+9624j/e9732Ew2Huuecedu7cCcDrXvc6XvOa1/Df/tt/4+tf/zqhUyw8djahNQ29ZsVndKBay0z+LFo+zI6/7Erne2TOt+wU3N6mbrMzMDOTaqHqSi9oFzaoMu9mnbV1JTAzrtkceIPEI6MGohCAinDo5VbRMENinQR4IT93hg7t7Isg+UtOGJYNzmgE1lpIh7Yo9NWXqHacHN3TCdUNhojqUNiK0WZmVVsP3zoQdDX107iAtOPhQoxmdITDhVhPy99KM3Rzfzpq5sGHfigLzhQp6JrccE4i6NaLc63ZWA85+MpXvsLu3bs7REPjzW9+M9/85je5//77ectb3rLm/W1bsvHAAw+wtLTEgQMHOkQD4Morr+Taa6/l/vvv58/+7M+Ix+M9tz969CiPPPIIN998c4doAAwMDHDLLbfw0Y9+lB//+MdcddVVG30pZwTBzm9DBqzVZvLnyPLRudYe7pW1vPi9qrSuGZugMu9ZR+Ca+6Ws10JTkE40hJ8MSv8eJIO62itIlsmQUfejvJJVQ59XkPzFBjeU/K7V0tEzm696V6aO/RAyF5NODHXlBtF6lzDLM5jq0FvtfjItGMEopn6uJy0I/sb/e4SxdHpN17vatQBrJwWrTUw2iMxbwMzMDFNTU9xwww3Lfrv66qsJhUI8+uij69rntiUbuiGuvvrqZb9dffXVfP/73+fZZ5/l8ssvP6Xt9TpbhWxobOiseLWX/1xXtQ2Y/fsNAJvVcrBdEMyX0sr6ob26+mkw4ZaGHki1TkOHegZznfRFkPydJTK47meqx7tihokH66EEYeoo+hGNLlHpKud3Wu/EqZCCtU5MtiCZP13NxokTJzhw4EDf3x944IHTPALk8zJp3LFjx7Lf4vE4uVyOkydPrmuf25ZsTE9PA70bS2s18vl8X7KhG7uXrkPvc72NHUS73cZdrTzpJka1Wu36L4gBw6IqawbcDY0IIWPddiQCa3VJbABmKpWey1dzk/S+7u2Pjbjug7MVfvW6q3DiHtV6mPFkBPONW8nNlca3ajjAwYceWruLax04J/e7z7syU6lw/TXXdCKAdPuEWTkttxn50qLbnP9gn3Y7s9e9Qr/QAyF3WorAaLSnaTuxdR81mUwSDm+mhOVbI6mXvuf9LP+JRGLdz8W2JRt6EO/VWAklmV9poF/L9qf7EtbrdREabnEcPXp09ZUUwq02EW+JVjiFF5lGsn1sLoRbJeMc+5t813Pd2wln+ro/etffnZH9bPS7dLbvd7935c7Pf34N267tGYbV2+1cPOfhVolE3T9uLd7Gi6yfSF5++eWd/nq7YOfOnWfEerESkskkIGNUL1SrVUZHR9e1z21LNhzlDK7X652G06jVal3rrLZ9EJpkBPe7XsTjcS655JLT2se5RLVa5ejRo+zZs+e022LToFEkVCkj82Zop8fFr29gW173GrDR1339NdcA/mw9nWiRiXtU6mEqtW4bRzCb6oMPPXTGz0djM95vs62CFo50osXunJ9+7EghRqUW6coAu5Z2O+fX3biIULNMO5pZ9g6uFbHY+q0hG4lzLRBdK7RFv5f1vlarsbCwwItf/OJ17XPbko3x8XFAGmv//v1dv63kItEwXS1BrOTPWg9CoVDPJEFbDclkcvXrOMf5N9aMpXkwO9ZYq29465quextio6774Z/9rKva7SUToJUL+jXsFyp6Nu7Dht3vU3g3dFuZJANUrZJhaBX9dWcW4ahKwW+6Utaqwzh3z/n2fLc2WVLTnhgbG2PHjh088sgjy3575JFHaLfbXHnlleva5+ZyZp1B6IZ4+OGHl/328MMPk0qluHCFzHKrbW+uY7EKtNirmpf/9eLq25wrBJXyWyCcbjtBD4C6MqrGeE5CZEezkjws66xd3LipcRrvRqXd7lkLRufEaBnfg+tYnDu0TuPvbOKGG27g2LFj/NM//VPX8jvuuINoNMqrX/3qde1v21o2Xv7yl/O+972Pu+++m9e+9rWd8NfHHnuMH/zgB9x8880dPcb09DSlUomdO3d23Cd79+7lhS98IV//+td5xzveweTkJADlcpkvfelL7N27d8tFopwznOsolPXAhtOdc1Ta7U7aeR2ZYsYN6ZDZFRN4mdjMVrXTfDd0hIqZg2PRlerF40NS/XSlLJwW5xfuu+8+Tpw4AcD8/DyNRoOPfexjAGSzWX7rt36rs+5b3vIWvvGNb/Dud7+bxx9/vJNB9Jvf/CZve9vb1pWzA7Yx2RgeHuaP/uiPeP/738+BAwe46aabKBQK3HnnnYyOjvKHf/iHnXX/8i//ki9/+ct85jOf4aUvfWln+X/9r/+VAwcO8MY3vpEDBw4Qi8X4whe+wMzMDJ/85CfPbEKvzdwhni7OcCbNM4KV2nsLhtNtN0wtCeHQmSShuwjdqjk1NDZLVtt+OAPvhhkSqxOljWSl4ulItjss+JSsQY2iuBe3Y990ltHm9Ijf6drw7r33Xr7//e93Lfvwhz8MwK5du7rIxuDgIJ/97Gf50Ic+xBe/+EXK5TL79u3jz//8z3nDG96w7mNvW7IB8KY3vYlcLscdd9zB+9//fhzH4brrruOd73znqqnKAX7u536Oe+65h7/6q7/i9ttv79RGueOOO7pIyWljs3eIp4vNZi3YDu29HnJ6KkR2E5BfnUxND6RmEbo1J1rb7Fa1M/RuaMJhJkrTyKyWWXUFhFslEUwnk2zZd2WT4Vy6se6+++51rT8+Ps4HPvCBM3LsbU02AG688UZuvPHGFde57bbbuO2223r+9sIXvpBPf/rTG3FqPjZ7h7he9BqoNpO1YKu393rI0qkQq01Gxk5Lk7EZrWpBnKF3QxOOskunIi8sL5yWdYClY2siNxFvCR2ZBWy9d2UT4nzVzGxbgeiWwnYSJW4FMehWb+9eZOlMrHs625xp1IsyIJ7u86MtB8mJc06azgYq7TZTCwu4dViqLy96lnWUO2qN72crHIgI2WrvisWmwba3bGwJbDY3w+lgK1gNtnp7r2e2bq7bKEPYgWhx5Ws+19aAM21Z2UxWtY2GarsfPaaKnqm2066oTMDFstr76UUGVK6Z1tZ8VzYZzrVm41zCWjY2C+KDUglxq7/MW8VqsBnbe62z+fXM1vW6EV0u1V19RnuurQGbwbKyVdGn7SrtNpV2WyoXA9dfoxIyreX9jG3Cd2ULY6uEvp5pWMuGxZnFVrcanCusdza/ntl6XFU2bRn29NUsTqdqDVivsLTX+ufasrKVsVrbxQd58MkFLpkcYnL3i1lca1SPxRnBVskguhGwZMPizON8MlufKWy0++lsDODrJUzB9RNjEArLuZmEFdYsaDzvsRayHx/kxLz/NR0KWcJhseGwZMPCYjNgo8nA2bA4rZcwmes3yiJaTE7QISqp3ZsuMmZLYDWyXy+yc1hCiLV41BKOs4fzNcGa1WxYWGwGnA2dxEbrVNar1zF/b1UgEgixNP8Hl1ucGhR5GzfSvmcdeNGF8MorQlA5cq7P8MyhXgSvCe3NNbxbzYaFhcW5xVZ3P63XemKunxiD2oz/myYiG2nx2ejEZZsgMdoyBMjaZA72jcFV+9WCE1+Hna+E9N6zfmqnhH5trC1igy+Adgsim6fM/OaiPmcPlmxYWFicOayXMJnrxwZ7J4PbCPfPRrtnNqv7R5G3Bx/6Iddf82LawLDJ31pVcWdtBbKxUhtbC9imgyUbFhYWmwP9iMpGWHw2WpC7WfPNGOTtWWUwmi/B3hH4s/f+BUSSSjezBbBSGwctYpsENhrFwsLC4nzCRgtyN3P4riJvur7MZCrEl//5X6G5BAMXbQ2rBqzcxppUhSIS4bSJsNW1F6cKSzYsLCzOP2x0dM4Wyjez5qJ2mw2rtfEmbPPzOYOoJRsWFhbnJzZakLtR+9+MwtNzha0uqj6PYMmGhYWFxWbBakRiswpPLdYM60axsLCwsDh3WAuR2KzCU4s143wlG5tLOWNhYWFxvmItCcy2SqFDC4sArGXDwsLCYjNgLREsW0h4arEcViBqYWFhYXFusVYiYUWRWxrnqxvFkg0LCwuLzYLTJRI2UmXTw6Yrt7CwsLDYurCRKhabGJZsWFhYWGwH2EiVTQ+brtzCwsLCYmtjM6dIt+jAajYsLCwsLLYubKTKloDVbFhYWFhYbG3YSBWLTQpLNiwsLCwsLM4CrGbDwsLCwsLCYsNhNRsWFhYWFhYWG4rzVbNha6NYWFhYWFhYbCisZcPCwsLCwuIswGo2LCwsLCwsLDYc56sbxZINCwsLCwuLs4TzVSBqNRsWFhYWFhYWGwpr2bCwsLCwsDgLsJoNCwsLCwsLiw2H1WxYWFhYWFhYbCisZsPCwsLCwsLCYgOwrS0b3/3ud/nYxz7Gz372MyKRCNdccw3vfOc7ueyyy1bdtlar8fd///d885vf5Mknn2R2dpaxsTF+7ud+jre//e1cdNFFZ+EKLCwsLCy2C85nzca2tWw88MAD/N7v/R6lUol3vvOd/P7v/z5PPfUUb3jDG3jyySdX3f7YsWO85z3voVAocPPNN/Oe97yHG264ge9+97vcdNNN/Ou//utZuAoLCwsLi+0E7zT+tjK2pWWj2Wzy3ve+l/HxcT73uc+RyWQAeNWrXsVrXvMaPvCBD3DnnXeuuI/h4WG+/OUvc8UVV3Qtf+1rX8vrXvc6/sf/+B/ce++9G3UJFhYWFhYW2wbb0rLxgx/8gKmpKW655ZYO0QDYuXMnv/qrv8q//uu/ks/nV9xHLpdbRjQALr74Yi655BKeeuqpM37eFhYWFhbbF9qNcqp/W9mNsi0tG4899hgAV1999bLfrr76ar785S/zk5/8hImJiXXv2/M8ZmZmGBkZOe3zbLfbtNtb9/FJJBJcfvnlRKNRPG+rG/nWDnvd9rrPB2yH6w6FQoRCoXN9Gh3s2buXHx88eFrbb1VsS7KhrRY7duxY9ptedvLkyVPa9+c+9zlmZmb4/d///VM/QYXN9iKcCiKRyLk+hXMCe93nF+x1W5wJRKNRLrjwwnN9GucEm5ps1Ot1PvGJT6x5/V/7tV9j9+7duK4LQDweX7aOXlatVtd9Pj/84Q+57bbbuPTSS3nrW9+67u0tLCwsLCzOR2xqstFoNPjoRz+65vVf8pKXsHv3bhzHAYSsBFGr1QBIJpPrOpef/OQnvPWtb2VsbIxPfvKT697ewsLCwsLifMWmJhvpdHpNYapBaC3GyZMnl+XDWMnF0g+PP/44v/u7v0smk+Guu+5icnJy3edkYWFhYWFxvmJbRqNceeWVADz88MPLfnv44YcJhUK84AUvWNO+fvrTn/K7v/u7OI7DZz7zGfbs2XNGz9XCwsLCwmK7Y1uSjWuvvZaJiQn+7u/+jnK53Fl+4sQJvvGNb/DSl760KxJlfn6egwcPUiqVuvbz05/+lDe/+c0kk0nuvvtu9m5hJbCFhYWFhcW5Qqi9lWMvV8D/+T//hz/4gz/gkksu4Td+4zeo1+vcc889FAoFPve5z3H55Zd31r399tv56Ec/ygc+8AFuvvlmAI4fP87NN99MsVjk1ltv7WnR+JVf+RVSqdRZuyYLCwsLC4utiE2t2Tgd/Mqv/Aqf+tSn+Ou//mv+5//8n121UUyi0Q/Hjh1jYWEBEDLSCw888IAlGxYWFhYWFqtg21o2LCwsLCwsLDYHtqVmw8LCwsLCwmLzwJINCwsLCwsLiw2FJRsWFhYWFhYWGwpLNiwsLCwsLCw2FJZsWFhYWFhYWGwoLNmwsLCwsLCw2FBs2zwbFqvjq1/9Kp/+9Kd55plncByH66+/nne9613s2rVrTdv/5Cc/4UMf+hCPPPIInufxghe8gHe84x1ce+21y9at1+t88pOf5L777uPkyZOMjY3x6le/mltvvbVTOO9s4VSvu1gsct999/Gtb32LgwcPUigUmJyc5CUveQlve9vbltXM+d73vsdv//Zv99zX5Zdfzt///d+fsWtaC07nfh84cIDvf//7PX/767/+a/79v//3Xcu2w/1e6f5pfPazn+Waa65Zdf2zeb8/8YlP8Pjjj/P4449z7Ngxdu3axb/8y7+sez9b9f222JyweTbOU9xzzz28973v5UUvehE33ngjhUKBu+66i3g8zpe+9KWudO698Oijj3LgwAFGRkZ44xvfSDwe54tf/CLPPvssn/rUp7juuuu61n/HO97BN77xDW666SauvfZannjiCT73uc9x7bXXcscddxAOnx0j2+lc97e//W3+43/8j/z8z/88L3vZy8jlcjz99NN84QtfIBaL8fnPf56LL764s74efH7jN36jMyBpDA0N8e/+3b/bsOsM4nTv94EDB3j66af5kz/5k2W/vfSlL11W2HA73O/Z2VkefPDBZcvr9Tp/+qd/Si6X41vf+haxWAzYPPf7sssuY2hoiCuuuILHH3+cTCazbrKxVd9vi02MtsV5h/n5+fZVV13V/rVf+7V2o9HoLH/00Ufbl112Wfs//+f/vOo+Xv/617evuuqq9vHjxzvLFhcX27/wC7/QfsUrXtH2PK+z/Nvf/nb70ksvbb/3ve/t2sff/M3ftC+99NL2fffddwauanWc7nUfPXq0fejQoWXLH3zwwfall17a/oM/+IOu5f/6r//avvTSS9v33nvvmbmAU8SZuN+/9Vu/1f6lX/qlNR1vu9zvfvjKV77SvvTSS9u33XZb1/LNcr+PHDnS+fya17xmzffNxFZ8vy02NyzdPA/xwAMPsLS0xIEDB4hGfU/alVdeybXXXsv9999PvV7vu/3Ro0d55JFHeOUrX8nOnTs7ywcGBrjllls4dOgQP/7xjzvLv/KVrwDw5je/uWs/v/mbv0kymeQf/uEfztSlrYjTve7du3ezb9++Zcuvu+46hoaGeOqpp/pu67outVrt9C7gFHG6123C8zzK5TKe5/VdZ7vc7374u7/7OwBuueWWvuucy/t9upWpt+r7bbG5YcnGeYhHH30UgKuvvnrZb1dffTWVSoVnn332lLc319Gfx8fHl/nIk8kkz3ve83jsscfWfxGngNO97n4olUpUKhVGRkZ6/v6+972Pq666ihe+8IX88i//Mn/9139No9FY93FOFWfquvP5PFdffTXXXHMNV111Fb/3e7/X895t5/t99OhRvve973HNNddw4YUX9lznXN/v08VWfb8tNjesQPQ8xPT0NMAyPzvQ8WHn8/m+Bevy+XzXuib0Pk+ePNm1vqllCB7v4YcfxnXdDReSne5198PHPvYxGo0Gr3vd67qWR6NRfumXfol/+2//LTt27GB2dpZ//Md/5CMf+Qg/+tGP+OQnP0kkEjm1i1kHzsR179q1i6uvvppLL72UeDzOT3/6U+6++27e8IY38KlPfYqXvexlnXW38/2+9957abfbPa0am+V+ny626vttsblhycZ5CNd1AYjH48t+SyQSXeuc6vbVarWzrFqt9lw3eLyN7oxO97p74Wtf+xp33HEH119/Pb/+67/e9ds111yzTCj4+te/nv/yX/4LX/rSl/ja177Ga1/72nUd71RwJq77tttu6/r+ile8ghtvvJGbb76ZP//zP+cb3/hG57fter9brRZf/vKXyWQyvPKVr1z2+2a536eLrfp+W2xuWDfKeQj90vfyV2s/80odw0rb604omUx2liWTyb6+cb3+2eiITve6g/jWt77Fu9/9bq644go+/OEPr1lx/7a3vQ2A//t//++aj3U6ONPXrXHhhRfyqle9ikOHDnHo0KHO8u16v7/73e9y8uRJXvOa16xru7N9v08XW/X9ttjcsGTjPMT4+DjQbQrVWMmEqmGaoPttb5quJyYmeh4LxNQ9ODh4Vjqj071uE9/+9re59dZbufDCC/mbv/kbBgYG1nwek5OTRCIRCoXCmrc5HZzJ6w5C++nn5+c7y7bj/Qb40pe+BKwsDO2Fs32/Txdb9f222NywZOM8xJVXXgnAww8/vOy3hx9+mFQq1Vf8tpbtzXX05+npaY4fP961brVa5Wc/+1nXuhuJ071uje985zvceuut7N+/nzvvvJNcLreu8zh69CitVovR0dF1bXeqOFPX3QvaojE2NtZ1vO10vwHm5ub45je/yWWXXbbu8z/b9/t0sVXfb4vNDUs2zkO8/OUvx3Ec7r77bprNZmf5Y489xg9+8ANe9apXdXyw09PTHDx4sMu3vXfvXl74whfy9a9/nampqc7ycrnMl770Jfbu3ctVV13VWX7DDTcAcMcdd3Sdx+c+9zmq1epZ82Of7nWDmNLf/va3s2/fPu666y6Gh4f7Hm9mZmbZslarxQc/+EEAfvmXf/lMXNaqON3rLhaLPc3kjz32GF//+te55JJLusItt9P91rjvvvtoNBorWjU2y/1eD7bT+22xuWEziJ6nuOuuu3j/+9/Pi170Im666SYKhQJ33nknsViMe++9t2NK/eM//mO+/OUv85nPfIaXvvSlne1//OMfc+DAAUZHRzlw4ACxWIwvfOELHDx4kE9+8pP8m3/zb7qO9/a3v51//ud/5nWvex0vfvGLefLJJzupnu+6666zlmHwdK77scce441vfCPtdpt3vetdPS0aN910U+fzr/3arzE0NMQ111zDxMQEs7OzfP3rX+eJJ57gFa94BR/5yEcIhUKb/rr/+Z//mT/90z/lla98JXv37iUej/PEE0/wv//3/yYajXLHHXcsC5PcDvfbxKtf/WqOHTvGd77zHQYHB3sea7Pc7/vuu48TJ04AkkG10Wh0cmBks1l+67d+q7Pudnu/LTYvbDTKeYo3velN5HI57rjjDt7//vfjOA7XXXcd73znO9fkx/65n/s57rnnHv7qr/6K22+/vVM74Y477ujZWX/oQx/iE5/4BPfddx//+I//yOjoKL/zO7/DrbfeelY7otO57qeffrojLPzABz7Qcx2TbLzqVa/iX/7lX/jbv/1bFhcXSSaTXHLJJfzFX/wFt9xyy1kjGnB6133BBRdw7bXX8p3vfIfZ2VkajQbj4+PceOONvOUtb2H//v3LttkO91vjRz/6EQcPHuSGG27oSzRg89zve++9d1kdmw9/+MOAaGxMstEPW/X9tti8sJYNCwsLCwsLiw2FpZwWFhYWFhYWGwpLNiwsLCwsLCw2FJZsWFhYWFhYWGwoLNmwsLCwsLCw2FBYsmFhYWFhYWGxobBkw8LCwsLCwmJDYcmGhYWFhYWFxYbCkg0LCwsLCwuLDYUlGxYWFhYWFhYbCks2LCwsLCwsLDYUtjaKhYVFX3zve9/jt3/7t1dc58knnzxLZ2NhYbFVYcmGhYXFqnj1q1/NL/7iL57r07CwsNiisGTDwsJiVTzvec/rqmhrYWFhsR5YzYaFhYWFhYXFhsJaNiwsLFaF67rMz88vWx6Px8lkMufgjCwsLLYSQu12u32uT8LCwmJzYjWB6Mte9jLuvPPOs3dCFhYWWxLWsmFhYbEq/sN/+A+85jWvWbZ8aGjo7J+MhYXFloMlGxYWFqti3759XHfddef6NCwsLLYorEDUwsLCwsLCYkNhyYaFhYWFhYXFhsKSDQsLCwsLC4sNhdVsWFhYrIqf/exn/P3f/33P317+8pfb8FcLC4sVYcmGhYXFqvja177G1772tb6/WbJhYWGxEmyeDQsLCwsLC4sNhdVsWFhYWFhYWGwoLNmwsLCwsLCw2FBYsmFhYWFhYWGxobBkw8LCwsLCwmJDYcmGhYWFhYWFxYbCkg0LCwsLCwuLDYUlGxYWFhYWFhYbCks2LCwsLCwsLDYUlmxYWFhYWFhYbCgs2bCwsLCwsLDYUFiyYWFhYWFhYbGhsGTDwsLCwsLCYkPx/wddhr2vIl6qzgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(ds, hist2d_alex);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally we can also plot an ALEX histogram and marginals \n", "(joint plots) as follow (for more options see: \n", "[Example - usALEX histogram](Example - usALEX histogram.ipynb)):" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "alex_jointplot(ds);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get rid of the large donor-only population, we can simply \n", "select bursts with at least 10 photons in the acceptor channel \n", "(during acceptor excitation). At the same time,\n", "with a burst size selection using Dex photons we get rid\n", "of the A-only population:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds = d.select_bursts(select_bursts.size, th1=20)\n", "ds2 = ds.select_bursts(select_bursts.naa, th1=10)\n", "alex_jointplot(ds2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, we remained with only the FRET sub-populations.\n", "\n", "See next sections show how to select a region on the E/S \n", "histogram to isolate a subpopulation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Graphical selection of an E-S region\n", "
\n", "
\n", "The graphical selection of E-S regions requires a local FRETBursts installation.\n", "Therefore the commands below are commented by default.\n", "

\n", "If you have a local installation and you want to try commands below,\n", "please uncomment (i.e. remove the inital #) from the lines\n", "containing the %matplotlib command.\n", "
\n", "\n", "\n", "To select bursts graphically, we need to open the ALEX histogram \n", "in a new (QT) window, drag the mouse to define a selection and \n", "have it printed here in the notebook.\n", "\n", "Here we describe how to do it in 3 steps.\n", "\n", "**Step 1** Switch the plot modality to QT (i.e. opens graphs in a separate window):" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "# Switches to open plot in external window\n", "#%matplotlib qt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Step 2** Plot the E-S histogram in an external windows. There you can\n", "use the mouse to select a region:" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ALEX histogram with GUI selection enabled\n", "dplot(ds, hist2d_alex, gui_sel=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The region selection is printed above.\n", "\n", "**Step 3** Restore the normal inline plotting (no more external windows)." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "# Switch back to show plots inline in the notebook\n", "#%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Selection bursts by E-S values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To apply a selection based on E-S values, \n", "we can paste the values obtained from the previous plot\n", "(or we can type them in manually).\n", "\n", "The selection function used here is `select_bursts.ES`.\n", "The same *E* and *S* boundaries can define either a rectangular \n", "or an elliptical selection by using \n", "respectively `rect=True` or `rect=False`. \n", "Here we use the elliptical selection:" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "roi = dict(E1=-0.07, E2=1.17, S1=0.18, S2=0.70, rect=False)\n", "d_fret_mix = ds.select_bursts(select_bursts.ES, **roi)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By plotting the FRET histogram we can double check that \n", "the selection has been applied:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = alex_jointplot(d_fret_mix)\n", "bpl.plot_ES_selection(g.axes[0], **roi);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can further separate high- and low FRET sub-populations. " ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "roi_high_fret = dict(E1=0.65, E2=1.09, S1=-0.13, S2=0.96)\n", "d_high_fret = d_fret_mix.select_bursts(select_bursts.ES, **roi_high_fret)\n", "roi_low_fret = dict(E1=-0.19, E2=0.64, S1=-0.05, S2=0.92)\n", "d_low_fret = d_fret_mix.select_bursts(select_bursts.ES, **roi_low_fret)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "alex_jointplot(d_high_fret);\n", "alex_jointplot(d_low_fret);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can for example compute the ratio of high- and low-fret bursts:" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([2.70819672])" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d_low_fret.num_bursts / d_high_fret.num_bursts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Burst Width analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To plot a burst-width histogram, we use `hist_width` instead of `hist_fret`:" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(d_low_fret, hist_width)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To use a larger bin size, plots two sub-populations (in different color) and add a legend:" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = dplot(d_high_fret, hist_width, bins=(0, 10, 0.2))\n", "dplot(d_low_fret, hist_width, bins=(0, 10, 0.2), ax=ax)\n", "plt.legend(['High-FRET population', 'Low-FRET population']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we compute the mean burst width for each subpopulation:" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean burst width: 2.7 ms (high-fret), 3.5 (low-fret)\n" ] } ], "source": [ "millisec = d.clk_p * 1e3\n", "mean_b_width_low_fret = d_low_fret.mburst[0].width.mean() * millisec\n", "mean_b_width_high_fret = d_high_fret.mburst[0].width.mean() * millisec\n", "\n", "print('Mean burst width: %.1f ms (high-fret), %.1f (low-fret)' % \n", " (mean_b_width_high_fret, mean_b_width_low_fret))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# FRET fit: in-depth example\n", "\n", "We can fit a FRET distribution to any model. For example, \n", "we will fit the FRET selection (2 FRET sub-populations) with 2 Gaussians. \n", "The fitting model is a [`Model` object](http://lmfit.github.io/lmfit-py/model.html) \n", "from the [`lmfit` library](http://lmfit.github.io/lmfit-py/).\n", "\n", "The first step, previously performed implicitely by the `hist_fret()`\n", "plot function, is to create a [MultiFitter](http://fretbursts.readthedocs.org/en/latest/mfit.html#the-multifitter-class) \n", "object for $E$ and/or $S$, by calling [bext.bursts_fitter()](http://fretbursts.readthedocs.org/en/latest/plugins.html?highlight=bursts_fitter#fretbursts.burstlib_ext.bursts_fitter). \n", "With `MultiFitter` objects, we can compute histograms, \n", "KDEs and fit the histogram in one single step, as in the following example:" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "E_fitter = bext.bursts_fitter(d_fret_mix, 'E', binwidth=0.03, bandwidth=0.03, \n", " model=mfit.factory_two_gaussians())\n", "S_fitter = bext.bursts_fitter(d_fret_mix, 'S', binwidth=0.03, bandwidth=0.03, \n", " model=mfit.factory_gaussian())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However if we want to modify the model (for example to add a \n", "constrain) we need to perform the fit in a second step. \n", "To skip the fitting, we simply avoid passing a `model`:" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "E_fitter = bext.bursts_fitter(d_fret_mix, 'E', binwidth=0.03, bandwidth=0.03)\n", "S_fitter = bext.bursts_fitter(d_fret_mix, 'S', binwidth=0.03, bandwidth=0.03) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we create a model and initialize the parameters \n", "using [`mfit.factory_two_gaussians()`](http://fretbursts.readthedocs.org/en/latest/mfit.html#fretbursts.mfit.factory_two_gaussians) \n", "(see [Model factory functions](http://fretbursts.readthedocs.org/en/latest/mfit.html#model-factory-functions) \n", "for a list of pre-defined models in FRETBursts):" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "model = mfit.factory_two_gaussians(add_bridge=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see the list of parameters, initial values and constraints:" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Name Value Min Max Vary Expr \n", "br_amplitude 0.0001 0 inf True \n", "br_center1 nan 0 inf True p1_center\n", "br_center2 nan 0 inf True p2_center\n", "br_sigma1 nan 0 inf True p1_sigma\n", "br_sigma2 nan 0 inf True p2_sigma\n", "p1_amplitude 1 0.01 inf True \n", "p1_center 0.1 -1 2 True \n", "p1_fwhm nan -inf inf True 2.3548200*p1_sigma\n", "p1_height nan -inf inf True 0.3989423*p1_amplitude/max(1e-15, p1_sigma)\n", "p1_sigma 0.03 0.01 0.2 True \n", "p2_amplitude 1 0.01 inf True \n", "p2_center 0.9 -1 2 True \n", "p2_fwhm nan -inf inf True 2.3548200*p2_sigma\n", "p2_height nan -inf inf True 0.3989423*p2_amplitude/max(1e-15, p2_sigma)\n", "p2_sigma 0.03 0.01 0.2 True \n" ] } ], "source": [ "model.print_param_hints()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can change initial values and/or constrains (bounds):" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Name Value Min Max Vary Expr \n", "br_amplitude 0.0001 0 inf True \n", "br_center1 nan 0 inf True p1_center\n", "br_center2 nan 0 inf True p2_center\n", "br_sigma1 nan 0 inf True p1_sigma\n", "br_sigma2 nan 0 inf True p2_sigma\n", "p1_amplitude 1 0.01 inf True \n", "p1_center 0.3 -0.1 0.6 True \n", "p1_fwhm nan -inf inf True 2.3548200*p1_sigma\n", "p1_height nan -inf inf True 0.3989423*p1_amplitude/max(1e-15, p1_sigma)\n", "p1_sigma 0.03 0.01 0.2 True \n", "p2_amplitude 1 0.01 inf True \n", "p2_center 0.85 0.5 1.1 True \n", "p2_fwhm nan -inf inf True 2.3548200*p2_sigma\n", "p2_height nan -inf inf True 0.3989423*p2_amplitude/max(1e-15, p2_sigma)\n", "p2_sigma 0.03 0.01 0.2 True \n" ] } ], "source": [ "model.set_param_hint('p1_center', value=0.3, min=-0.1, max=0.6)\n", "model.set_param_hint('p2_center', value=0.85, min=0.5, max=1.1)\n", "model.print_param_hints()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we fit the histogram with one \n", "of the [supported minimization methods](http://lmfit.github.io/lmfit-py/fitting.html#fit-engines-label) \n", "(the default is least-squares):" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "E_fitter.fit_histogram(model=model, verbose=False) # default method is 'leastsq'\n", "#E_fitter.fit_histogram(model=model, method='nelder') # example using simplex method" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To plot the model with the fitted parameters on top of the FRET \n", "histogram, we add `show_model=True` as seen before:" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dplot(d_fret_mix, hist_fret, show_model=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fitting results of `lmfit` models are stored in [lmfit.ModelResult](https://lmfit.github.io/lmfit-py/model.html#the-modelresult-class) objects. In FRETBursts, these objects are available in `MultiFitter.fit_res`:" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/html": [ "

Model

((Model(gaussian, prefix='p1_') + Model(gaussian, prefix='p2_')) + Model(bridge_function, prefix='br_'))

Fit Statistics

fitting methodleastsq
# function evals106
# data points46
# variables7
chi-square 0.38773981
reduced chi-square 0.00994205
Akaike info crit.-205.698859
Bayesian info crit.-192.898369

Variables

name value standard error relative error initial value min max vary expression
p1_amplitude 0.61479421 0.02047496 (3.33%) 1 0.01000000 inf True
p1_center 0.35144517 0.00434333 (1.24%) 0.3 -0.10000000 0.60000000 True
p1_sigma 0.11196388 0.00427400 (3.82%) 0.03 0.01000000 0.20000000 True
p2_amplitude 0.19882567 0.02129342 (10.71%) 1 0.01000000 inf True
p2_center 0.83950345 0.00912688 (1.09%) 0.85 0.50000000 1.10000000 True
p2_sigma 0.07096411 0.00815099 (11.49%) 0.03 0.01000000 0.20000000 True
br_center1 0.35144517 0.00434333 (1.24%) 0.3 0.00000000 inf False p1_center
br_center2 0.83950345 0.00912688 (1.09%) 0.85 0.00000000 inf False p2_center
br_sigma1 0.11196388 0.00427400 (3.82%) 0.03 0.00000000 inf False p1_sigma
br_sigma2 0.07096411 0.00815099 (11.49%) 0.03 0.00000000 inf False p2_sigma
br_amplitude 0.66980918 0.06383628 (9.53%) 0.0001 0.00000000 inf True
p1_fwhm 0.26365478 0.01006451 (3.82%) 0.0706446 -inf inf False 2.3548200*p1_sigma
p1_height 2.19059412 0.04737637 (2.16%) 13.298076666666669 -inf inf False 0.3989423*p1_amplitude/max(1e-15, p1_sigma)
p2_fwhm 0.16710769 0.01919412 (11.49%) 0.0706446 -inf inf False 2.3548200*p2_sigma
p2_height 1.11774778 0.05769748 (5.16%) 13.298076666666669 -inf inf False 0.3989423*p2_amplitude/max(1e-15, p2_sigma)

Correlations (unreported correlations are < 0.100)

p2_amplitudep2_sigma0.8941
p1_amplitudep1_sigma0.8254
p2_amplitudep2_center-0.7606
p2_centerp2_sigma-0.7223
p1_amplitudebr_amplitude-0.6419
p1_sigmabr_amplitude-0.6097
p1_centerbr_amplitude-0.6089
p1_amplitudep1_center0.5778
p1_centerp1_sigma0.5587
p2_amplitudebr_amplitude-0.5581
p2_centerbr_amplitude0.5345
p2_sigmabr_amplitude-0.4969
p1_amplitudep2_amplitude0.3311
p1_centerp2_amplitude0.3183
p1_amplitudep2_center-0.3179
p1_sigmap2_amplitude0.3059
p1_centerp2_center-0.3055
p1_sigmap2_center-0.2940
p1_amplitudep2_sigma0.2920
p1_centerp2_sigma0.2811
p1_sigmap2_sigma0.2691
" ], "text/plain": [ "" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "E_fitter.fit_res[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here the `[0]` indicates CH=0. This index is used in multispot measurements, in which \n", "there are several channels.\n", "\n", "The values of the fitted parameters are available in the `best_values` \n", "dictionary:" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "results = E_fitter.fit_res[0]" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Name Value\n", "br_amplitude 0.6698\n", "br_center1 0.3514\n", "br_center2 0.8395\n", "br_sigma1 0.112\n", "br_sigma2 0.07096\n", "p1_amplitude 0.6148\n", "p1_center 0.3514\n", "p1_fwhm 0.2637\n", "p1_height 2.191\n", "p1_sigma 0.112\n", "p2_amplitude 0.1988\n", "p2_center 0.8395\n", "p2_fwhm 0.1671\n", "p2_height 1.118\n", "p2_sigma 0.07096\n" ] } ], "source": [ "results.params.pretty_print(columns=['value'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also print a complete report of fitted parameters \n", "including reduced $\\chi^2$, error ranges \n", "($\\pm 1 \\sigma$) and correlations:" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[Model]]\n", " ((Model(gaussian, prefix='p1_') + Model(gaussian, prefix='p2_')) + Model(bridge_function, prefix='br_'))\n", "[[Fit Statistics]]\n", " # fitting method = leastsq\n", " # function evals = 106\n", " # data points = 46\n", " # variables = 7\n", " chi-square = 0.38773981\n", " reduced chi-square = 0.00994205\n", " Akaike info crit = -205.698859\n", " Bayesian info crit = -192.898369\n", "[[Variables]]\n", " p1_amplitude: 0.61479421 +/- 0.02047496 (3.33%) (init = 1)\n", " p1_center: 0.35144517 +/- 0.00434333 (1.24%) (init = 0.3)\n", " p1_sigma: 0.11196388 +/- 0.00427400 (3.82%) (init = 0.03)\n", " p2_amplitude: 0.19882567 +/- 0.02129342 (10.71%) (init = 1)\n", " p2_center: 0.83950345 +/- 0.00912688 (1.09%) (init = 0.85)\n", " p2_sigma: 0.07096411 +/- 0.00815099 (11.49%) (init = 0.03)\n", " br_center1: 0.35144517 +/- 0.00434333 (1.24%) == 'p1_center'\n", " br_center2: 0.83950345 +/- 0.00912688 (1.09%) == 'p2_center'\n", " br_sigma1: 0.11196388 +/- 0.00427400 (3.82%) == 'p1_sigma'\n", " br_sigma2: 0.07096411 +/- 0.00815099 (11.49%) == 'p2_sigma'\n", " br_amplitude: 0.66980918 +/- 0.06383628 (9.53%) (init = 0.0001)\n", " p1_fwhm: 0.26365478 +/- 0.01006451 (3.82%) == '2.3548200*p1_sigma'\n", " p1_height: 2.19059412 +/- 0.04737637 (2.16%) == '0.3989423*p1_amplitude/max(1e-15, p1_sigma)'\n", " p2_fwhm: 0.16710769 +/- 0.01919412 (11.49%) == '2.3548200*p2_sigma'\n", " p2_height: 1.11774778 +/- 0.05769748 (5.16%) == '0.3989423*p2_amplitude/max(1e-15, p2_sigma)'\n", "[[Correlations]] (unreported correlations are < 0.500)\n", " C(p2_amplitude, p2_sigma) = 0.894\n", " C(p1_amplitude, p1_sigma) = 0.825\n", " C(p2_amplitude, p2_center) = -0.761\n", " C(p2_center, p2_sigma) = -0.722\n", " C(p1_amplitude, br_amplitude) = -0.642\n", " C(p1_sigma, br_amplitude) = -0.610\n", " C(p1_center, br_amplitude) = -0.609\n", " C(p1_amplitude, p1_center) = 0.578\n", " C(p1_center, p1_sigma) = 0.559\n", " C(p2_amplitude, br_amplitude) = -0.558\n", " C(p2_center, br_amplitude) = 0.535\n" ] } ], "source": [ "print(results.fit_report(min_correl=0.5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To customize the printed report, see [lmfit.fit_report()](https://lmfit.github.io/lmfit-py/fitting.html?highlight=fit_report#getting-and-printing-fit-reports) docs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also take a look at the initial parameters:" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Name Value Min Max Stderr Vary Expr Brute_Step\n", "br_amplitude 0.0001 0 inf None True None None\n", "br_center1 0.3 0 inf None False p1_center None\n", "br_center2 0.85 0 inf None False p2_center None\n", "br_sigma1 0.03 0 inf None False p1_sigma None\n", "br_sigma2 0.03 0 inf None False p2_sigma None\n", "p1_amplitude 1 0.01 inf None True None None\n", "p1_center 0.3 -0.1 0.6 None True None None\n", "p1_fwhm 0.07064 -inf inf None False 2.3548200*p1_sigma None\n", "p1_height 13.3 -inf inf None False 0.3989423*p1_amplitude/max(1e-15, p1_sigma) None\n", "p1_sigma 0.03 0.01 0.2 None True None None\n", "p2_amplitude 1 0.01 inf None True None None\n", "p2_center 0.85 0.5 1.1 None True None None\n", "p2_fwhm 0.07064 -inf inf None False 2.3548200*p2_sigma None\n", "p2_height 13.3 -inf inf None False 0.3989423*p2_amplitude/max(1e-15, p2_sigma) None\n", "p2_sigma 0.03 0.01 0.2 None True None None\n" ] } ], "source": [ "results.init_params.pretty_print()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can compute more accurate confidence-intervals (note that \n", "it can take several seconds, \n", "see [lmfit docs](https://lmfit.github.io/lmfit-py/confidence.html) \n", "for the method details):" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 99.73% 95.45% 68.27% _BEST_ 68.27% 95.45% 99.73%\n", " p1_amplitude: -0.06526 -0.04276 -0.02132 0.61479 +0.02218 +0.04639 +0.07413\n", " p1_center : -0.01320 -0.00860 -0.00427 0.35145 +0.00441 +0.00919 +0.01465\n", " p1_sigma : -0.01385 -0.00916 -0.00461 0.11196 +0.00487 +0.01027 +0.01653\n", " p2_amplitude: -0.06152 -0.03973 -0.01977 0.19883 +0.02082 +0.04376 +0.07133\n", " p2_center : -0.03011 -0.01845 -0.00887 0.83950 +0.00869 +0.01785 +0.02857\n", " p2_sigma : -0.02165 -0.01454 -0.00747 0.07096 +0.00833 +0.01798 +0.03016\n", " br_amplitude: -0.26887 -0.15099 -0.06769 0.66981 +0.05953 +0.11580 +0.17213\n" ] } ], "source": [ "ci = results.conf_interval()\n", "lmfit.report_ci(ci)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, FRETBursts's \n", "[MultiFitter object](http://fretbursts.readthedocs.org/en/latest/mfit.html#the-multifitter-class) \n", "(e.g. `E_fitter`) stores the fitted parameters in `E_fitter.params` as pandas DataFrame:" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " br_amplitude br_center1 br_center2 br_sigma1 br_sigma2 p1_amplitude \\\n", "0 0.669809 0.351445 0.839503 0.111964 0.070964 0.614794 \n", "\n", " p1_center p1_fwhm p1_height p1_sigma p2_amplitude p2_center \\\n", "0 0.351445 0.263655 2.190594 0.111964 0.198826 0.839503 \n", "\n", " p2_fwhm p2_height p2_sigma \n", "0 0.167108 1.117748 0.070964 " ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "E_fitter.params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For more information on fitting see:\n", "\n", "- [FRETBursts: Fit Framework](http://fretbursts.readthedocs.org/en/latest/fit.html)\n", "- [lmfit Documentation](http://cars9.uchicago.edu/software/python/lmfit/index.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exporting Data\n", "\n", "To export data computed by FRETBursts, you need to find first where \n", "the data is stored or, for data computed on fly, which function/method \n", "is used to computed it. \n", "\n", "Most data computed by FRETBursts is stored in the `Data` object\n", "(see the [Data docs](http://fretbursts.readthedocs.org/en/latest/data_class.html) for the list of attributes).\n", "For example:\n", "\n", "- corrected burst counts are stored in `Data.nd`, `Data.na`, `Data.naa`\n", "- timestamps are stored in `Data.ph_times_m`\n", "\n", "All these attributes are list of arrays, one per excitation spot. \n", "This means that, even for single-spot data, we need to use indexing (`[0]`)\n", "to obtain the array. For example:" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([29.99522069, 5.6423473 , 7.56005931, ..., 8.57505512,\n", " 7.49520504, 2.47597537])" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.nd[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Any numpy array can be saved to disk with the method `.tofile()`. For example:" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "d.nd[0].tofile('n_dd.csv', sep=',')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The background data is stored in `Data.bg` (and `Data.bg_mean`) attribute (see [Getting the background rates](#Getting-the-background-rates) in this notebook). This attribute is dict containing lists containing arrays (scalars) and ca be saved to disk similarly.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exporting burst data\n", "\n", "Part of burst data is stored in `Data` attributes (`mburst`, `nd`, `na`, `naa`)\n", "and part is computed on fly (duration, raw counts, etc.).\n", "\n", "To put all burst data in a single \"table\" (a `pandas.DataFrame`), one row\n", "per burst, we can use `bext.burst_data`:" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " size_raw t_start t_stop width_ms E S \\\n", "0 37 0.062756 0.064491 1.734962 -0.075550 0.931906 \n", "1 53 0.203880 0.204703 0.823350 0.974436 0.409229 \n", "2 43 0.375110 0.377019 1.908562 0.868662 0.580282 \n", "3 93 0.528828 0.530547 1.719013 0.725235 0.338042 \n", "4 35 0.739682 0.741413 1.730937 0.153470 0.859937 \n", "... ... ... ... ... ... ... \n", "4250 104 599.544345 599.548232 3.887150 0.919265 0.371930 \n", "4251 139 599.547832 599.551430 3.597612 0.731258 0.408432 \n", "4252 127 599.570555 599.573195 2.639850 0.584503 0.257582 \n", "4253 118 599.726445 599.729008 2.562925 0.798192 0.342427 \n", "4254 41 599.767195 599.769260 2.064862 0.680829 0.691640 \n", "\n", " nd na nt nda naa spot \n", "0 29.995221 -2.106952 29.926057 -0.135784 2.037789 0 \n", "1 0.523168 19.941636 50.008174 -0.064438 29.543370 0 \n", "2 2.894683 19.145258 37.981451 -0.149371 15.941510 0 \n", "3 8.004458 21.127545 86.178638 -0.134536 57.046635 0 \n", "4 20.997552 3.806706 28.844279 -0.135469 4.040021 0 \n", "... ... ... ... ... ... ... \n", "4250 2.771193 31.553294 92.287514 0.705163 57.963027 0 \n", "4251 13.937208 37.923749 126.975709 -0.272876 75.114752 0 \n", "4252 12.486368 17.565309 116.668323 -0.200231 86.616646 0 \n", "4253 7.530475 29.784508 108.971939 -0.194396 71.656957 0 \n", "4254 7.816053 16.672542 35.406551 -0.156618 10.917955 0 \n", "\n", "[4255 rows x 12 columns]" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bursts = bext.burst_data(ds)\n", "bursts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> **NOTE**: For multi-spot data use the `ich` argument to get burst data\n", "> for the different spots.\n", "\n", "This table (as any `pandas.DataFrame`) can be saved in a CSV text file with:" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [], "source": [ "bursts.to_csv('bursts.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Intensity timetrace and Rate timetrace\n", "\n", "For an initial inspection of a data file, it is common to compute an intensity *timetrace* plot (or timetrace for short). \n", "We also can compute a similar plot called *ratetrace*, which does not bin counts \n", "but shows the instantaneous count rate. In both cases, it is convenient to scroll \n", "along the plot interactively.\n", "\n", "In FRETBursts, the two *timetrace* and *ratetrace* plots support \n", "interactive scrolling. We just need to switch from the inline backend \n", "to QT, as we did before. \n", "\n", "
\n", "
\n", "The graphical scrolling of timetraces requires a local FRETBursts installation.\n", "Therefore the commands below are commented by default.\n", "

\n", "If you have a local installation and you want to try commands below,\n", "please uncomment them by removing the inital #.\n", "
\n", "\n", "\n", "Here are the corresponding commands:" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [], "source": [ "#%matplotlib qt" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [], "source": [ "#dplot(ds, ratetrace, scroll=True, bursts=True)" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [], "source": [ "#dplot(ds, timetrace, tmax=600, scroll=True, bursts=True)" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "#%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that, to save memory, the previous plots stops will show the first 200 s\n", "of measurement.\n", "For both `timetrace` and `ratetrace`, you can extent (or reduce) the plotted \n", "region passing the `tmin` and `tmax` arguments (values in seconds).\n", "\n", "> ### Related documentation:\n", ">\n", "> - [bpl.timetrace](http://fretbursts.readthedocs.org/en/latest/plots.html#fretbursts.burst_plot.timetrace)\n", "> - [bpl.ratetrace](http://fretbursts.readthedocs.org/en/latest/plots.html#fretbursts.burst_plot.ratetrace)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
\n", "This ends of the tutorial.\n", "
\n", "\n", "----\n", "\n", "*Please send feedback and/or question by opening a new [GitHub Issue](https://github.com/OpenSMFS/FRETBursts/issues).*" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.13" } }, "nbformat": 4, "nbformat_minor": 1 }