{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ThickBrick tutorial for PyHEP 2020\n", "> Konstantin T. Matchev, Alexander Roman, Prasanth Shyamsundar
\n", "> University of Florida\n", "\n", "Package repository: https://gitlab.com/prasanthcakewalk/thickbrick/
\n", "Package website: https://prasanthcakewalk.gitlab.io/thickbrick/\n", "\n", "**Based on:** Konstantin K. Matchev, Prasanth Shyamsundar, _\"Optimal event selection and categorization in high energy physics, Part 1: Signal discovery\"_, [arXiv:1911.12299 [physics.data-an]](https://arxiv.org/abs/1911.12299).\n", "\n", "### Requirements to run the tutorial\n", "* Analysis:\n", " 1. thickbrick (==0.1.1)\n", " 2. numpy\n", "* Plotting and visualization:\n", " 1. matplotlib\n", " 2. ipywidgets (can make the notebook work without this)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as mpatches\n", "import matplotlib.lines as mlines\n", "from matplotlib.ticker import AutoMinorLocator, MultipleLocator\n", "import IPython.display\n", "\n", "plt.rcParams.update({'font.size': 20})\n", "\n", "import ipywidgets\n", "\n", "orange = '#FA4616' #Gator orange\n", "blue = '#0021A5' #Gator blue\n", "\n", "logit = lambda p: np.log(p) - np.log1p(-p)\n", "inv_logit = lambda alpha: np.exp(alpha)/(1+np.exp(alpha))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What is ThickBrick?\n", "Event selection and categorization\n", "* technique\n", "* python package\n", "\n", "Three part series of papers for event selection and categorization in\n", "1. Signal discovery — _\"ThickBrick: Optimal event selection and categorization in high energy physics, Part 1: Signal discovery\"_, arXiv:1911.12299 [physics.data-an]\n", "2. Parameter measurement — future\n", "3. Reducing systematic uncertainties (in signal discovery and param measurement) — future\n", "\n", "### What does part 1 do?\n", "Sets thresholds on ML classifier outputs.\n", "1. Train a BDT or a neural network based classifier.\n", "2. Use ThickBrick to set selection or categorization cuts.
\n", "(_\"What's the big deal about that?\"_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "## The physics example\n", "### Background: $pp \\rightarrow ZZ \\rightarrow \\mu^+\\mu^-b\\bar{b}$\n", "MadGraph process: p p > Z Z, Z > mu+ mu-, Z > b b~\n", "### Signal: $pp \\rightarrow ZH \\rightarrow (\\mu^+\\mu^-)(b\\bar{b})$\n", "Madgraph process: p p > Z H, Z > mu+ mu-, H > b b~\n", "\n", "Let's make it harder!\n", "* $m_\\mathrm{Higgs} = 100~\\mathrm{GeV}$, to move the Higgs peak closer to the Z peak\n", "* Jet pT resolution = 25%\n", "* Scale down the signal cross-section — 3 signal events per 100 background events\n", "(used as a familiar proxy)\n", "\n", "### 100000 background and 100000 signal events (scaled down by a factor of 0.03)\n", "### $b$ jets manually smeared with $p_T$ resolution = 25%" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Data import\n", "jetres_str = '25'\n", "\n", "load_dir = 'data_files/3_thickbrick_input'\n", "\n", "tmp = np.loadtxt(f'{load_dir}/background_mjj_p_jetres_{jetres_str}.txt')\n", "bg_mjj, bg_p = tmp[:,0], tmp[:,1]\n", "\n", "tmp = np.loadtxt(f'{load_dir}/signal_mjj_p_jetres_{jetres_str}.txt')\n", "sig_mjj, sig_p = tmp[:,0], tmp[:,1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "### Analysis goal: Look for the Higgs in the data (can be replaced with a BSM search analysis)\n", "### Discovery variable: Invariant mass of the $b$-jets, $m_{jj}$\n", "#### Signal scaled down by a factor of 0.03 (3 signal events/100 background events)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 6))\n", "fig.tight_layout(pad=3)\n", "\n", "signal_scale = 0.03\n", "ax1.hist([bg_mjj, sig_mjj], color=[blue, orange], label=['Background', 'Signal'],\n", " weights=[np.ones_like(bg_mjj), signal_scale*np.ones_like(sig_mjj)],\n", " histtype='bar', alpha=.7, stacked=True, bins=50, range=(50, 175))\n", "ax1.set_xlabel(r'$m_{jj}$ (GeV)')\n", "ax1.set_ylabel('Histogram')\n", "ax1.xaxis.set_minor_locator(MultipleLocator(5))\n", "ax1.yaxis.set_minor_locator(AutoMinorLocator())\n", "ax1.set_xlim(50, 175)\n", "ax1.legend()\n", "\n", "ax2.hist([bg_mjj, sig_mjj], color=[blue, orange], label=['Background', r'Signal $\\times 100\\,/\\,3$'],\n", " histtype='step', bins=50, density=True, range=(50, 175))\n", "ax2.set_xlabel(r'$m_{jj}$ (GeV)')\n", "ax2.set_ylabel('Normalized distribution')\n", "ax2.xaxis.set_minor_locator(MultipleLocator(5))\n", "ax2.yaxis.set_minor_locator(AutoMinorLocator())\n", "ax2.set_xlim(50, 175)\n", "ax2.legend(fontsize=16)\n", "\n", "None" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Event selection cuts:\n", "\n", "How to make the data signal rich? Placing a cut on $m_{jj}$ will not improve the analysis... Why not?\n", "### Counting experiment $\\rightarrow~~\\frac{S^2}{B}$ vs $\\sum\\limits_{i} \\frac{s_i^2}{b_i}~~\\leftarrow$ Shape analysis\n", "Former can improve with a cut on $m_{jj}$. Latter cannot.\n", "\n", "> #### Cuts need to be based on information complementary to $m_{jj}$.\n", "\n", "## Machine Learning based classifiers!\n", "We trained a neural network in NN_classifier.ipynb and stored the output. Let's call the output $p$ (for probability of an event being a signal event)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(9, 6))\n", "\n", "ax.hist([bg_p, sig_p], color=[blue, orange], label=['Background', 'Signal'], histtype='step', bins=20, density=True, range=(0,1))\n", "ax.set_xlabel(r'$p$')\n", "ax.set_ylabel('Normalized distribution')\n", "ax.xaxis.set_minor_locator(AutoMinorLocator())\n", "ax.yaxis.set_minor_locator(AutoMinorLocator())\n", "ax.set_xlim(0, 1)\n", "ax.legend(loc=9)\n", "ax.set_title('Neural network classifier output', fontsize=26)\n", "None" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Placing selection cuts on the NN classifier output:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(15, 6))\n", "fig.tight_layout(pad=3)\n", "\n", "for (ax, threshold) in [(axes[0], 0.5), (axes[1], 0.9)]:#, (axes[1][2], .95)]:\n", " bg_mjj_survive = bg_mjj[np.nonzero(bg_p > threshold)]\n", " sig_mjj_survive = sig_mjj[np.nonzero(sig_p > threshold)]\n", " \n", " ax.hist([bg_mjj_survive, sig_mjj_survive], color=[blue, orange], label=['Background', 'Signal'],\n", " weights=[np.ones_like(bg_mjj_survive), signal_scale*np.ones_like(sig_mjj_survive)],\n", " histtype='bar', alpha=.7, stacked=True, bins=50, range=(50, 175))\n", " ax.set_xlabel(r'$m_{jj} (GeV)$')\n", " ax.set_ylabel('Histogram')\n", " ax.xaxis.set_minor_locator(MultipleLocator(5))\n", " ax.yaxis.set_minor_locator(AutoMinorLocator())\n", " ax.set_xlim(50, 175)\n", " ax.legend(loc=2, fontsize=14)\n", "\n", "threshold = 0.5\n", "bg_mjj_survive = bg_mjj[np.nonzero(bg_p > threshold)]\n", "sig_mjj_survive = sig_mjj[np.nonzero(sig_p > threshold)]\n", "axes[0].set_title(f\"$p \\geq {threshold}$\")\n", "axes[0].text(147, 1800, f\"Bg. eff. $= {len(bg_mjj_survive)/len(bg_mjj):.2f}$\", ha='center')\n", "axes[0].text(147, 1600, f\"Sig. eff. $= {len(sig_mjj_survive)/len(sig_mjj):.2f}$\", ha='center')\n", "\n", "threshold = 0.9\n", "bg_mjj_survive = bg_mjj[np.nonzero(bg_p > threshold)]\n", "sig_mjj_survive = sig_mjj[np.nonzero(sig_p > threshold)]\n", "axes[1].set_title(f\"$p \\geq {threshold}$\")\n", "axes[1].text(147, 190, f\"Bg. eff. $= {len(bg_mjj_survive)/len(bg_mjj):.2f}$\", ha='center')\n", "axes[1].text(147, 170, f\"Sig. eff. $= {len(sig_mjj_survive)/len(sig_mjj):.2f}$\", ha='center')\n", "\n", "None" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### $m_{jj}$ is highly correlated with $p$!" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(15, 6))\n", "fig.tight_layout(pad=3)\n", "\n", "for (ax, threshold) in [(axes[0], 0.5), (axes[1], 0.9)]:#, (axes[0][2], .95)]:\n", " bg_mjj_survive = bg_mjj[np.nonzero(bg_p > threshold)]\n", " sig_mjj_survive = sig_mjj[np.nonzero(sig_p > threshold)]\n", " \n", " ax.hist([bg_mjj_survive, sig_mjj_survive], color=[blue, orange], label=['Background', 'Signal'], histtype='step', bins=50, density=True, range=(50, 175))\n", " ax.set_xlabel(r'$m_{jj} (GeV)$')\n", " ax.set_ylabel('Normalized distribution')\n", " ax.xaxis.set_minor_locator(MultipleLocator(5))\n", " ax.yaxis.set_minor_locator(AutoMinorLocator())\n", " ax.set_xlim(50, 175)\n", " ax.set_ylim(0, .04)\n", " ax.legend(loc=2)\n", " ax.set_title(f\"$p \\geq {threshold}$\")\n", " ax.text(147, .034, f\"Bg. eff. $= {len(bg_mjj_survive)/len(bg_mjj):.2f}$\", ha='center')\n", " ax.text(147, .031, f\"Sig. eff. $= {len(sig_mjj_survive)/len(sig_mjj):.2f}$\", ha='center')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We said cutting based on $m_{jj}$ is bad. But the NN learns from $m_{jj}$ as well!
\n", "**Can we do better?**" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 7))\n", "\n", "plot_batch_size = 100\n", "plot_batch_count = 100\n", "\n", "for i in range(plot_batch_count):\n", " start, end = i*plot_batch_size, (i+1)*plot_batch_size\n", " ax.scatter(sig_mjj[start:end], logit(sig_p[start:end]), color=orange, s=.1)\n", " ax.scatter(bg_mjj[start:end], logit(bg_p[start:end]), color=blue, s=.1)\n", "\n", "ax.set_xlabel(r'$m_{jj}$ (GeV)')\n", "ax.set_ylabel(r'$\\mathrm{logit}(p)$')\n", "\n", "sig_patch = mpatches.Patch(color=orange, label='Signal')\n", "bg_patch = mpatches.Patch(color=blue, label='Background')\n", "ax.legend(handles=[sig_patch, bg_patch], fontsize=14)\n", "\n", "ax.xaxis.set_minor_locator(MultipleLocator(5))\n", "ax.yaxis.set_minor_locator(AutoMinorLocator())\n", "\n", "ax.text(160, -2, r'$\\mathrm{logit}(p) = \\log\\left(\\frac{p}{1-p}\\right)$', ha='center')\n", "ax.text(160, -3, r'$(0,1) \\rightarrow (-\\infty, \\infty)$', ha='center')\n", "ax.set_title(\"Event variable vs NN output\")\n", "\n", "None" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A nominal 'horizontal cut' in $p$ will be too strict for bins on the left and too lenient for bins on the right.\n", "\n", "> **Idea:** Make the best out of each bin\n", "\n", "Choose a different cut at different values of $m_{jj}$ to maximize $s^2/b$ at each $m_{jj}$ value/bin to maximize $\\sum\\limits_i \\frac{s_i^2}{b_i}$
\n", "> **Note:** In the paper we prove that the setting the best bin dependent thresholds $\\equiv$ finding the optimal event selector\n", "\n", "The task changes from finding one threshold $\\longrightarrow$ finding a threshold_func($m_{jj}$)
\n", "Great, more work! Enter ThickBrick" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "import thickbrick as taab\n", "import thickbrick.KernelRegression as kerreg" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train - test data prep\n", "\n", "ThickBrick's inputs are $m_{jj}$-s and the corresponding $p$-s.
\n", "$m_{jj}$ is the event variable relevant to the analysis at hand. It can be something else for other analyses." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "mjj = np.concatenate([bg_mjj, sig_mjj])\n", "p = np.concatenate([bg_p, sig_p])\n", "\n", "np.random.seed(5)\n", "shuffle_index = np.random.permutation(len(mjj))\n", "mjj_train = mjj[shuffle_index]\n", "p_train = p[shuffle_index]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Step 0: ThickBrick Choices" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e2c2c92b0ce14b19ad7ec09479818f1e", "version_major": 2, "version_minor": 0 }, "text/plain": [ "IntText(value=1, description='`category_count` (Number of selected categories):', layout=Layout(width='50%'), …" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "cab019d90625439f899ae853defac319", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Checkbox(value=True, description='`allow_rejection` (Check to allow event rejection)', indent=False, layout=La…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1d68abe5c0744ea3b505bde7d573404d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "RadioButtons(description='`initialization_mode`:', layout=Layout(width='50%'), options=('all_in_one_category',…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "bf236b1b644b42f7af6b37dfb50c6a8f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "RadioButtons(description='`statistical_distance` (to maximize):', index=1, layout=Layout(width='50%'), options…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "style_kwargs = {'style': {'description_width': 'initial'}, 'layout': ipywidgets.Layout(width='50%')}\n", "\n", "category_count_widget = ipywidgets.IntText(value=1, \n", " description='`category_count` (Number of selected categories):', **style_kwargs)\n", "allow_rejection_widget = ipywidgets.Checkbox(value=True,\n", " description='`allow_rejection` (Check to allow event rejection)', indent=False, **style_kwargs)\n", "statistical_distance_widget = ipywidgets.RadioButtons(options=['Neyman_chisq', 'Pearson_chisq','Kullback_Leibler',\n", " 'rev_Kullback_Leibler', 'Jeffreys', 'Bhattacharyya'], value='Pearson_chisq',\n", " description='`statistical_distance` (to maximize):', **style_kwargs)\n", "initialization_mode_widget = ipywidgets.RadioButtons(description='`initialization_mode`:', options=['all_in_one_category', 'random_assignment'], **style_kwargs)\n", "\n", "\n", "display(category_count_widget)\n", "display(allow_rejection_widget)\n", "display(initialization_mode_widget)\n", "display(statistical_distance_widget)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$\\texttt{Neyman_chisq} = \\displaystyle\\sum\\limits_c \\displaystyle\\int dx~\\frac{s_c(x)^2}{n_c(x)}$
\n", "$\\texttt{Pearson_chisq} = \\displaystyle\\sum\\limits_c \\displaystyle\\int dx~\\frac{s_c(x)^2}{b_c(x)}$
\n", "$\\texttt{Kullback_Leibler} = \\displaystyle\\sum\\limits_c\\displaystyle\\int dx~\\left[-s_c(x) - n_c(x)\\ln\\left(1 - \\frac{s_c(x)}{n_c(x)}\\right)\\right]$
\n", "$\\texttt{rev_Kullback_Leibler} = \\displaystyle\\sum\\limits_c\\displaystyle\\int dx~\\left[s_c(x) + b_c(x)\\ln\\left(1 - \\frac{s_c(x)}{n_c(x)}\\right)\\right]$
\n", "$\\texttt{Jeffreys} = \\displaystyle\\sum\\limits_c\\displaystyle\\int dx~\\left[-s_c(x)\\ln\\left(1 - \\frac{s_c(x)}{n_c(x)}\\right)\\right]$
\n", "$\\texttt{Bhattacharyya} = \\displaystyle\\sum\\limits_c\\displaystyle\\int dx~\\left[n_c(x) - \\frac{s_c(x)}{2} - n_c(x)\\sqrt{1 - \\frac{s_c(x)}{n_c(x)}}\\right]$" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "category_count = 1\n", "allow_rejection = True\n", "statistical_distance = 'Pearson_chisq'\n", "initialization_mode = 'all_in_one_category'\n" ] } ], "source": [ "category_count = category_count_widget.value\n", "allow_rejection = allow_rejection_widget.value\n", "statistical_distance = statistical_distance_widget.value\n", "initialization_mode = initialization_mode_widget.value\n", "\n", "print(f'category_count = {repr(category_count)}')\n", "print(f'allow_rejection = {repr(allow_rejection)}')\n", "print(f'statistical_distance = {repr(statistical_distance)}')\n", "print(f'initialization_mode = {repr(initialization_mode)}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Step 1: Initialize an Autocategorizer object" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "autocat = taab.Autocategorizer(category_count=category_count,\n", " allow_rejection=allow_rejection,\n", " statistical_distance=statistical_distance,\n", " regression_method=kerreg.NW_kerreg_1d,\n", " default_regression_options={\n", " 'kernel':'rectangular', 'bandwidth': 5})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Step 2: Set the training data" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "autocat.set_data(x=mjj_train, p=p_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Step 3: Initialize the categorizer" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "np.random.seed(0)\n", "autocat.initialize_categorizer(mode=initialization_mode)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Step 4: Train the categorizer iteratively" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training step 1: {'category_reassignment_count': 47188}\n", "Training step 2: {'category_reassignment_count': 24880}\n", "Training step 3: {'category_reassignment_count': 14604}\n", "Training step 4: {'category_reassignment_count': 9286}\n", "Training step 5: {'category_reassignment_count': 6204}\n", "Training step 6: {'category_reassignment_count': 4239}\n", "Training step 7: {'category_reassignment_count': 2891}\n", "Training step 8: {'category_reassignment_count': 1965}\n", "Training step 9: {'category_reassignment_count': 1394}\n", "Training step 10: {'category_reassignment_count': 1006}\n", "Training step 11: {'category_reassignment_count': 731}\n", "Training step 12: {'category_reassignment_count': 530}\n", "Training step 13: {'category_reassignment_count': 373}\n", "Training step 14: {'category_reassignment_count': 247}\n", "Training step 15: {'category_reassignment_count': 182}\n", "Training step 16: {'category_reassignment_count': 144}\n", "Training step 17: {'category_reassignment_count': 120}\n", "Training step 18: {'category_reassignment_count': 76}\n", "Training step 19: {'category_reassignment_count': 44}\n", "Training step 20: {'category_reassignment_count': 31}\n", "Training step 21: {'category_reassignment_count': 26}\n", "Training step 22: {'category_reassignment_count': 19}\n", "Training step 23: {'category_reassignment_count': 16}\n", "Training step 24: {'category_reassignment_count': 12}\n", "Training step 25: {'category_reassignment_count': 7}\n", "Training step 26: {'category_reassignment_count': 4}\n", "Training step 27: {'category_reassignment_count': 2}\n", "Training step 28: {'category_reassignment_count': 2}\n", "Training step 29: {'category_reassignment_count': 2}\n", "Training step 30: {'category_reassignment_count': 1}\n" ] } ], "source": [ "for i in range(30):\n", " print(f\"Training step {i+1:2}: {autocat.training_step()}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Step 5: Get a snapshot the trained categorizer\n", "Unaffected by future training steps or modifications" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "cat = autocat.get_current_categorizer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using the trained categorizer\n", "\n", "#### 1. Categorizing:\n", "`cat.categorize(event_variable, p)` returns the category to place the event in. `cat(event_variable, p)` also works.\n", "> `-1` is the rejected category
\n", "> `0, 1, ..., category_count-1` are the selected categories (increasing order of signal purity)." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n", "-1\n", "[ 0 0 -1 -1]\n" ] } ], "source": [ "print(cat.categorize(100, .9))\n", "print(cat.categorize(100, .6))\n", "\n", "print(cat.categorize(np.array([80, 90, 100, 110]), np.array([.6, .6, .6, .6])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2. Getting the boundaries" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.72825948]\n", "[[0.3343835 0.47135451 0.72825948 0.81549588]]\n" ] } ], "source": [ "print(cat.boundaries(100))\n", "\n", "print(cat.boundaries(np.array([80, 90, 100, 110])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's plot the boundary/boundaries!" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(50, 175, 100)\n", "p_boundaries = cat.boundaries(x)\n", "\n", "fig, ax = plt.subplots(figsize=(9,6))\n", "\n", "plot_batch_size = 100\n", "plot_batch_count = 100\n", "\n", "for i in range(plot_batch_count):\n", " start, end = i*plot_batch_size, (i+1)*plot_batch_size\n", " ax.scatter(sig_mjj[start:end], logit(sig_p[start:end]), color=orange, s=.1)\n", " ax.scatter(bg_mjj[start:end], logit(bg_p[start:end]), color=blue, s=.1)\n", "\n", "ax.set_xlabel(r'$m_{jj}$ (GeV)')\n", "ax.set_ylabel(r'$\\mathrm{logit}(p)$')\n", "\n", "sig_patch = mpatches.Patch(color=orange, label='Signal')\n", "bg_patch = mpatches.Patch(color=blue, label='Background')\n", "ax.legend(handles=[sig_patch, bg_patch], fontsize=14)\n", "\n", "ax.xaxis.set_minor_locator(MultipleLocator(5))\n", "ax.yaxis.set_minor_locator(AutoMinorLocator())\n", "\n", "x = np.linspace(50, 175, 100)\n", "for i in range(len(p_boundaries)):\n", " plt.plot(x, logit(p_boundaries[i]), color='black', linewidth=2)\n", "\n", "None" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training step 1: {'category_reassignment_count': 153512}\n", "Training step 2: {'category_reassignment_count': 57119}\n", "Training step 3: {'category_reassignment_count': 24147}\n", "Training step 4: {'category_reassignment_count': 15786}\n", "Training step 5: {'category_reassignment_count': 13079}\n", "Training step 6: {'category_reassignment_count': 12109}\n", "Training step 7: {'category_reassignment_count': 10632}\n", "Training step 8: {'category_reassignment_count': 9327}\n", "Training step 9: {'category_reassignment_count': 7985}\n", "Training step 10: {'category_reassignment_count': 6788}\n", "Training step 11: {'category_reassignment_count': 5625}\n", "Training step 12: {'category_reassignment_count': 4816}\n", "Training step 13: {'category_reassignment_count': 4040}\n", "Training step 14: {'category_reassignment_count': 3422}\n", "Training step 15: {'category_reassignment_count': 2831}\n", "Training step 16: {'category_reassignment_count': 2338}\n", "Training step 17: {'category_reassignment_count': 2033}\n", "Training step 18: {'category_reassignment_count': 1656}\n", "Training step 19: {'category_reassignment_count': 1397}\n", "Training step 20: {'category_reassignment_count': 1196}\n", "Training step 21: {'category_reassignment_count': 1036}\n", "Training step 22: {'category_reassignment_count': 882}\n", "Training step 23: {'category_reassignment_count': 739}\n", "Training step 24: {'category_reassignment_count': 577}\n", "Training step 25: {'category_reassignment_count': 540}\n", "Training step 26: {'category_reassignment_count': 443}\n", "Training step 27: {'category_reassignment_count': 389}\n", "Training step 28: {'category_reassignment_count': 304}\n", "Training step 29: {'category_reassignment_count': 244}\n", "Training step 30: {'category_reassignment_count': 209}\n", "Training step 31: {'category_reassignment_count': 169}\n", "Training step 32: {'category_reassignment_count': 150}\n", "Training step 33: {'category_reassignment_count': 129}\n", "Training step 34: {'category_reassignment_count': 117}\n", "Training step 35: {'category_reassignment_count': 97}\n", "Training step 36: {'category_reassignment_count': 83}\n", "Training step 37: {'category_reassignment_count': 67}\n", "Training step 38: {'category_reassignment_count': 56}\n", "Training step 39: {'category_reassignment_count': 46}\n", "Training step 40: {'category_reassignment_count': 36}\n", "Training step 41: {'category_reassignment_count': 35}\n", "Training step 42: {'category_reassignment_count': 23}\n", "Training step 43: {'category_reassignment_count': 10}\n", "Training step 44: {'category_reassignment_count': 9}\n", "Training step 45: {'category_reassignment_count': 5}\n", "Training step 46: {'category_reassignment_count': 4}\n", "Training step 47: {'category_reassignment_count': 4}\n", "Training step 48: {'category_reassignment_count': 3}\n", "Training step 49: {'category_reassignment_count': 1}\n", "Training step 50: {'category_reassignment_count': 3}\n" ] } ], "source": [ "category_count = 3\n", "autocat_2 = taab.Autocategorizer(category_count=category_count,\n", " allow_rejection=allow_rejection,\n", " statistical_distance=statistical_distance,\n", " regression_method=kerreg.NW_kerreg_1d,\n", " default_regression_options={\n", " 'kernel':'rectangular', 'bandwidth': 5})\n", "\n", "autocat_2.set_data(x=mjj_train, p=p_train)\n", "\n", "autocat_2.initialize_categorizer(mode=initialization_mode)\n", "cat_2_step = [autocat_2.get_current_categorizer()]\n", "\n", "for i in range(6):\n", " print(f\"Training step {i+1:2}: {autocat_2.training_step()}\")\n", " cat_2_step.append(autocat_2.get_current_categorizer())\n", "\n", "for i in range(6, 50):\n", " print(f\"Training step {i+1:2}: {autocat_2.training_step()}\")\n", "\n", "cat_2 = autocat_2.get_current_categorizer()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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pTpw4If773/+KTp06iZiYGFFeXn69RftN4mZZF78UzhtdnUPUlXByJxLjqq3DdfYNS5sOQAihkhUltN6ZsDnLmpNX4XYjV8iPQlS0ofDa8HdXY7jqqy7kwTk831lmlfS52LAvl66grtC2dUWMXBEb5/QGrkiGuzQIrlDX9eNu7hViV71rm7oWauuntnHrSozqS6R0XF3o5Mg9SUoAqoCfLtdWJ0dCfPjhh6J169bC19dXhIeHi4ceekgcO3bseov1m8WNvC6UfEEKruTLXZtzpy45cbTttXmCtJuZO21LTl6FeObZ9x3yHSmkRUsynMfTEqueA3eI08mDa90UFRm1G78r+S43Jwos+3a51MjUpqlxPu88prNmS/sMtPNSm4wKUXQlgyt5LqeFqXFvfW5xeC7mib0cjv2i8Woh1Uq/ln27fjXSohOj6wedHNVOkPbaTWzhtbXTyZGO+uJGWRfajSYnr8ItwXD3JV/bRuWsbVE0A+oxF4kLFVj27ZLN1xN6yb/2H2qokiVFa+NKG1E+/lGRe+xkDflcyaZAK0POd3vrpeWy7NtVQ3PkTC5rXOdEWtwlnFTmwZUWRqu1cnVvruZWm2jSnflQOV8++Sl1HTgns6zLfWmPu4Mr2bXHLrum6jneL2mn4/cLnRzVTo5y7eQopLZ2OjnSUV/cCOtCu9Eom2HusZOifMKjlzUtOF/v7OPjrDFwt7E7m6q07bUaEYU8OG/yzvKUT3hU3dTdmlc0PklamRTzW11MTrLfT1dh7t1SWPbtUk12p17oJ3oO3FFjfK22x1munO/2uh1Da8Jz9ovSzonyX/GncfcstP3Upm1SSN65Y9k1fLic78nd+7rC1Ty5Iniu1lRd+71SGXX8/nBTkyOgBRDt4rgBSLMTo68u149OjnTUF1eyLmrTLFwN1GcDcNYcac0vdb3e1TV10di4Ik/K67poq1zBsm+Xag5ytZmaJ/SqQVC0592VDFGg9fGx7NslE6SJvVQzYPWUfuLcsWyHNsrr/M8+UcmXIte5Y9mix92vqQ7l2jG12ijnOVJMcVoTkVK2xJ0ZzllL5TwHir+XcvzcsWzRc8gX6v246utKHY6dSY8rJ/e6kiF3/dZ2zPkaHTcObnZyNAqoRq6tthKYBWQAJ+zE6BzQ6nL96ORIR33xS9dFTl6F6Dnki2tGkJQNIPfYyavyS762Y/U97y66y9X19d0IFfOPljA4OytbMw8Ic++WonrXNrdjOm/4ivZG8Vsy2516nQmL9r4UWPbtUn1o8r77Xox8Zo0oH9VDJVWKWe6H3ccd+nGeE1daH2Us7Tnttc6121zNu3aOrJkHhHl0V1UDZv73WlH90jPi3H/+U6POmoPmrxYfH+dad87zo+1X+wycn4m7c+5QG5ly1//liNPl+rnSdu6u1QnbL8fNTo5aA0uAfUABck2188D/kGurhdalH50c6agvfsuao9xjJ8Uzz76vhoJfKeryi7su9+RKg+HsP1LXDUHbV/nkp2TiMfkplbi42pBtRbnCPPIBYe7dUpz7z38c7in32MkaIfqKNsU89L5LUXS7tjk4KGvlOHcsW9VMKeOaJ/ZSNUrl4x+VycfEXsLcq7kw/3utKO3ZSvR/dLU4NewRYZ7QS5avR5KqccrbvlnWTo3pqprXHLRHIx+Q/z/SUg3Pt2YekPufII9t7t1SmMd0FXnffa/el+IrJRentff/SHNhHvmAONP/fmF+IFaY335FvrZnU4e+tfOjDYtX5kFZDz2HfCHO7tmnRqVpnbsV4ugq7YF2HSgaNWcy7bwOtO/dmQ1dyemuMLG79eY8Rm2orV2drnWRDuNGw7W8t5uaHF2tP50c6agvfuvrwp3PjXJOiPppg9z9GlfIibMTd10ijrTaLXWzdZGjyJUMzpXj1ciqCb1q+j9p3lszD4izw3qKngN3iB92HxfWzAMi99hJsafrvaKy9y0O5EMIoZKL6l3bHPIMOWtSTicPFj36bhanuv9RdSLXEkCFjKjkRXE0f6S5ODOouzD/vYk4vX2rMA+6S85tNuw+cXZQV5H/13hR2b2xMD931yVN2BRZs2Pu0VSY74+SX4/pqo5ZvWub6gulEMKcQQ+Lb7rdL8pH9RCFG95UHdwVAqcQvzPDeon+f3lRlHZvLsyjuwrzpmWqRknrp6Ulj8qzzvvuewcfqXPHslUiqJjynM2SroiseWIvYR7dVZQNf1iMuHuSyPlur3pfzjK4ylvlTHwUMuZKm6gdX1l/tREuV2vR1Vq/nPaqruTqWpKH8+fPi/nz54vly5dfszFqQ321dfVFXcnRDZ8h+5dAkqSukiStPH/+/PUWRYeOq4qoCB+XGXWV6vV5x7NdZu/VZpnWnndXjwrAd9wrzHr5r0RF+MhlPtKHYZ3UB3eZpm1ZB8kvvMjR8cPJL7xU508KiVRriCmFVLXFW7VjK5milZplURE+SMHhmKttGAakONQxEwJESYGc7Tg4nPAAiZmDGjFv6V4uTHiM0JwfiE2MwiNluZwhWXOtIb4ZNEzCENdYLQ8iBYerddSU8hrRjz3BkrGNiWqeiNS1P2JJCnTqSb5fgly/7e1XsC5KxjqpD6K0CEO/UfDReqQX5hLRozcXL1YzZU0xp7wbUfbsbEwz1xHe41G8fDwwhkfD6eOI0iL5Ps4XQUYa+d3HQPO2GGIS5Pvcvhqp+wD4dDOGlJUYb+so34uPH6H+Ek2f6AtVF8hau5bSofMx3tYRKTj8Utbx7auJCIBZMztRNXopWKvh3YVgrUYKDEVoslGrZUYGpGBdlUbB55+SmTqZ4h7jMA5MwbpiKlFhXnLW8LhExKZl6vwrGacV+bR10qwrpkK1GSQJL4OFWX88TESIp5w9/KP1CHPVpZpv2UdVmXLzK11mLxclBVgnPoJt5rPQqafL+m4O69xF+RNXGbLVkjazh2FNdlzrzlnjtcfd9ecOV5IV22q1cuLECXbs2MG3337LmTNnsFgsZGZmMnr0aBo0aMCoUaNcFiP/NXC9M/wr0MmRCwghtgkhBgUFBV1vUX6XaNSoEXPnui/a+XvFww8/TP/+/a+3GNcEURE+LE1tT2RSfI0vaIU45eZXut0QnCvbWxclk1tYRVSEDyB/4RU/9xrGWRtqlO8Ae+mKyX0JN5bT7JXFRIR519hMVCK2Kk3e7EEtryFKCmRCVFokd2g2q8VX8wsvcuh4MUXZOQ4blqH3UJVI2bKPgtlMi6ZBvJzyJ7xj4xBbXifcdAFDfDNVPqWciCgpQPINuCR/9lH5haUK64Hd2NbMxbr/S2yzhhC+7kUM/UZh6vgwPD2BvI3rGPb0Os4tSoeTR5B6DsIwaTm29fOxvf0KojAXsX017HwX72atGD+4Fa8UdWL+e/kc3vczvDEDb6NA6j8JWrZHlJVgy0gDDw/y/RoyfOV58nslY3trjjoXhvhmchmM+GbqHBr6jgIkAta9jGfuz0RFeBN6Z0d1vpVabJi84J4eBOx8k3krf6SAYKSRc8DbDyk4XC1TIkoKEEKeCyk4HCxVBP17Ka0TfbAIg/xsfj586byPn0MBXGVc57IpAJKHF8bh6RiHz4KAULyfHiPXoLMX5zUOSUVszYBOPRFbMzAOTCG3sEom/JYAhxItoqRALt2SshLim2G8pUON+m5SSKRa304KiVTldFuuxGmtmiYuxZi+waHsiLtCzc4/Nlwdd/icXKb0iBCCnJwcdu/ezaZNm3jttdd44YUX6NGjB7feeiu+vr4kJSXRpUsX7rjjDho0aICXlxdJSUnMnz+fsrIy7r77bpYtW4bRaHQ7zrXE9SZGAKbrLcCNhOgOm8ktuHj5hlcJUeHe5OzuWa9r+vfvz1tvvaW+DwsL44477mDu3Lm0aNHiaouo4zqjRs2wWqAlMsq11kXJRI5IZ2lq+xrntZuYbc1cJM0GU9DvJZ5PP8zSWeFERfjIBOvVk3I/LsY2JLaCl9djSGxFhH1c44h0178g7XXPxIAUddOzpA+DzJ+wrZuPcUiqXA/MXoE+rPsAfD3y8Qn2xJYor3Hra6MR5iqwVIMQ2N5+BbIOytqmsHAs3n5gMcvn7fKJ5CWydmj2MKi4gGFgCgcKvGhRbcb28hBsz0yCiguI18bAoGkYAkOh/yTMO97Dc+MyRFkJrHyJiIZNWNLyM8ILj0FknKwpsm++VJsh7zRl9z5BwP6dGHoPpen62czxKcEz7ydeXVbJyJA4vIrPIAUEIz01HlvaIEqfnklQkCcR88exMOwfRBQEwdlMpOHpsmalpAApOBzromSZyNo1IYanxmN7+xVKOvXnxTk/Mmv/QcK/eFvVfNmyDmLoPRRb2iA8Hx3Ji8cWYzQ1xhDXmApMGO1Ew7r/S7nYb9v/w5b+PNLL69Wacuf3fM/wMR+zsO33RPUeLhf1tdfD02qMQC5CLLZmIHUfgCgtwrZmrrwO7FpDAEkhY/HNHMgMT47DuipNrrUHhK+bxpKxL9nXray91K5VQ3wzbD4BKllS1rwUEikTW/t9SMHhlwoIm7xUMqiFM/FxIPP2teyquG6NHxtCUFBQQFbWz5xLuofcjf8kJyeH3Nxcck9lk7P/fxR6+OG1+X4CAgIIDAzEZDJx/vx5zp8/T0lJCefOnaOqqsrt5xygQYMGNGnShPLyck6fPk1eXh4eHh707duXF154gbZt29Z6/c0AnRxdRfyaxOhKxvvrX//KmjVrADh79izjx4+nR48eHDp06GqKd1VhNpvx9PS83mL8riCK82QSIHD5he7uGucK5VJIZA1Co2gfjANTMCS2UomRci4qzIuFEe8RaboNUVxGVESkA8HS9qNAW8xUqzXQypRnCSDCvukqG6cUEokpeSm27KMYnDZMyW5C8WraAikwFOPgVFXboJjJpOBwrAd2I2YNQZQWyeeHpMqb86whajt1Uy8twfrzYQ4tWkq3H7qyPX0qzc1HICMNQiKgshxWTseKRKnwJjVgFJO6ehC2eSVUVcCDTxC+810oNoK3L4YB8hxiv6/KeRPIWruWRoOGERrfDJvZjHfPZ2DFNJ4J3YOXnz/S03NVEnGxWvDzisW0aBGJ16i5RK2bD/+Yj/TCXEwdHybXtwGhK6ZiHJx6ifR06YstbRA0bAomD8JaNWdRu7V4/fsH6NpfLvDbfYBMEJ5PA5sNvv4A08h0jLd0IM8SwMun7mXCyoVEP/YEtllDICwaNi6G/pMumRiLc4k4eYTFw2cR8WWRbI5r2BSouSYt6cPg5GGk4emyJiznFIbJy12uW1vWQQcNpC3roEy07KTPlpGGYUAK0YkN1fMKkVe0nKI4D+PAFJUsgb347+NjqN78BtLYBdBAltU2YjY2mw2bzcZFkw/WkhIsFgtWq5Xy8nJKSkooKSmh+PRJymwSpaWllJWVYbVa8aEhvu9swMfHB4PBgMFgQJIkqqqqZNKTm0tOTg5ZWVkcP36cq+HOERYWRnx8PA0bNiQhIYGEhATi4+NJTEykefPmBAQEOLQ3m82yrD4+bnq8+aCTo5sQXl5eREdHAxAdHc3o0aPp2rUrlZWV+Pj4kJyczJYtW8jOziYqKoo+ffqQmpqKt7e32se//vUvUlNT+eGHH/D19eXOO+9k48aNDm0UrF27lmHDhrF27Vq6devGhQsXGDp0KJs3b8bPz49Ro0bx1VdfER4ezurVqwHZNNe/f3+ys7PZvHkznTt3ZuPGjfz444+MHj2ar776Ch8fH7p168aCBQtQTKD9+/enoKCA7du3q+NPnz6dTZs28dNPPzm06dy5M3PmzKGiooK///3vLFmyBF9fXwAqKioYNmwYmzZtws/PjxdeeOGaPItrCaU6vfL6cnD+latc5+wjofYvycRC27+2j9gJ9mr09vdREY59iOI8eQO1/yJXiJYozsOWkSZrdiS7SWXMPPIsAUya/DGLIjfhO+4Vh6r0gGxWGZHu4PsBMok6/+AwglZMlRN5WMwY7RuwQhxNHR/GMmk5hvhmalV608SlMGn5JVNdZRkAZu9AjhkTiX3yOT7dvJqGO94jv9KTiIZJSD0GAWCIa0x+sZlJi44zsVcgYcufRUpeSpHVj8i770X8qbPsG7NpmToXyubtPTCZFqvS8Xx7KpaLw+HUUfhsC9IT6TedAAAgAElEQVTY+YRvXy1rreIag53o+E5/nYZ+8fiGyZ89i48f2GQZco6fYvKi4yw8fxCv+WPB2w+GpFK1OQPPBkkYh89Sn6HP06OxrZ8va7IeGSr7Htk1J7YX38C2br5s7rulAxHlWcysXoLPQy+T75dAxKTlSIGhWI/shc+2wJ86Y+g9VNbwdXqEmE73Y/lmg2zKAgezmWKSMyUvVYmoNfeUTLgDQ2uYkCwzn4UzmYhJyzHe1lE1eRqSl2AYkCJrDTV+UMrc0qkn5tdncKq0gmPt/8ax9a+TFdeKE2dzyH6vMyUlJZwvKaF0+mo5Win1La4HAgMDadKkCbGxsURHRxMVFaX+RUdHEx4eTnV1NaWlpZSWllJdXU1QUJD6Fx0djb+/f73G1P7wdPd5v9mgk6ObHGVlZbz77rvceuut6q8GPz8/MjIyiIuL4+DBgwwZMgQvLy9mzJgBwIcffkj37t1JTk7mzTffxGKxsGPHDmw2W43+Fy5cyLRp09i+fTt33XUXAGPHjuXzzz9ny5YtxMbGMmPGDHbt2kWPHj0crn3ttdeYMmUKe/bsQQhBRUUFDzzwALfffju7d++mqKiI5557jgEDBvDee+/V67537dpFTEwMH3/8MadOnaJPnz40a9aMSZMmATBu3Dh27tzJe++9R1xcHC+99BJffPEFPXvWz4x5vVEfbZGz75ByzpkwKdCaOrR9OLd151yp+LUAqglM0UAppE7bNgqY9fJf8Slvcslk8dpoVfOiONoqG691VRqmsfMo6jedtJe/4OUIE15dn0Aslp1zFT8SkDULfLoZEdcYqs0UWPyIKimQ/XaOfA8xCVBajCgtwvfF5cQWXiQizJvw+IkUFlcx5bVDpHYTRM0fB0mtkSYuJYICZs15iEhTGdbgpeT7NGT4G6UsbVVJ+NmjGG/riBWwrpiKoe8o2eRjJ2zeA5MRZSWIxcmYIxLw7jtKbh8QjC1tENbFk8DHH9F7KGJrBhF2oiiFRELnPhibt0UKDifs1dHMGjEer3eS7MSwmsLiKrJPlJIwZjLhdtOZdcVUmaDatVfWVWlyf4GhWF8bLT+PfqMQm5bJPkOBoXjHxpGzdhUjD9zJ4j/uJcJ0AU4eAcDy7U6k3Z9Al77kzk8jyi8AzmTKz9qu8VJMVYa+o7ClP4/RblYVxXkYZ21AlBZhndQHYhvLTNzkgXFIKpg8of8kLm54Hd/4ZqrJ07ZxGVZh49yDAzl5axdOjhvK2db/x5nCEk4dOEbm0qc4XlLBxaoq4H37k//O5WfCZLq0NQohVI2P8mc0GjGZTBiNRvz9/QkODiY4OJggX2+CwiMJDAwkICAAg8FAZWWl+mez2RBCYLPZ8PDwUAlPVFQUAYHRLNtQxhtz7iM60telXNcatX3ebzbo5OgmxIcffqj+srhw4QINGzbkgw8+UM+/+OKL6utGjRoxefJk5s6dq5KjGTNm8MgjjzBz5ky1XZs2bWqMM3XqVFasWMGnn36q2rDLy8vJyMjg7bffpnPnzgCsWrWKBg0a1Lj+7rvvZsKECer7119/nfLyctasWaOqhVeuXMm9997L8ePHSUpKqvMcBAYGsmzZMkwmEy1btqR379588sknTJo0ifLyclatWkVGRgZdunQB4M0333Qp4+8d2i9DwIGgQO1OpMo1l/OrECUFbr9onU1gl9NYSefzsa27ZAYR1VWcXfwKcVNmq/Ibnhwna0Psmp5wYzkvx+ykvFcyvomxiFkb5LZO2inpkaEAmIWJlNJepFv9iXjxDSzf7oTVs2BAiuw0fU8Pwpu3xTJ7DFRcIFiCBRUn8V5vAYOE9HB/ORpqUh8MT86g4vN38aw6T3jOKRZPeIfws99hm9wX24h02LkBsg5hSxuEcfYmlbDZMtIQzdpyfuhClizfzbh1i/GNb4YUGIo0cg7GWzpQ8PVXhGzNUB3SbRlpiL/8DeaPxTblDQzInCIyMRYxPF3W6vxnC6HGC5TFRhD88Sps8dFYFycDkmx2S2yF5cvtUJwrm90iYsE/WO5/3Xykrv3l4zEJUFlBVMlJpo0fgbFBZ0yJsfJ9H9kLb85Cmryc/GILL5qGsHjXDryGy5FotsBQ1SRm27hMNnfaiZGDH9v6+RgmLSe3xErE1ldV/68L1RaOb1zLjFOtuWPFO+Sc+5kjP/3IkaNHyT57DtvL/7i0YDZ/UWPNxcTE0LxJIkmNG5MUE0nS7XeSmJhISEgIQUFBBAYGYiwrwrooWY4o3LgMSXL8MeCMuvj2OZsCtdcq17W/vbKG6bm29lcD7kzpNzt0cnQT4q677mLlSlm9XVRUxNKlS7n//vv59ttvadiwIZs2bWL+/PkcP36c8vJyrFYrVqtVvX7v3r2XjdpasGABZWVl/O9//6Np06bq8RMnTlBdXU2HDh3UY35+frRu3bpGH+3bt3d4f+jQIdq0aeNgL7/zzjsxGAwcPHiwXuSoVatWDr8OY2Nj+fbbb1UZzWYzf/7zn9Xz/v7+3HrrrXXu/5ciN//yX47u8Eu+NJ2/DF19MdbF+dTdF6pi8sBuntG2qe1eXf2CVZy6l42dTqT9WEHvF3lhWR5LCquITmqoEiNb9lE4k4nl083k7dmH9MAARiw4w8LY5cQMGunguKvKmpGGzVyFp6eB2SOaELJuOrbuA/B44HFszWVyb10xFfbuwpp0K5g84FwWxCbiO20lBacLCG8Qjm3jMhiYQmFQIpnLl7EloDvToz/Bs89wYtrdJpt5klrL5ieTB4ZpGUiBoaoMhgEpiNPHYffH+EQmMrS4EEIaY8s+iu2lAWAyUfDQ8xxe8w9ajB5DuOIkXlZCoXccYc3bIgUEY10+VU4NAFjnj4Wj+6FxK869vYpx5/uw5NnGRJYWwanjVEU3xhe7Q/TLQ8DLC54YD+vnQ9dn5AlSwtIbJslEpSiX3D4vkrL+AsNLF9B2xktEJsbCzg3kR7QgsqyEsFeGkBZ7G959JiG2ZmANCJbNn0+OkzVID/SVCXn3Aar5q/DhkXjnnObw93vZ4/ERi9/6hlY+RzlbXs6Jt+8iv6DQ/sQ+5P2dNddOTHQUCY0SiY+OJC7vBPH3dSVm78c0GjiOpN3bCHluskMggbHT/zmGz5cVqVpU25q5NdaJq7VqeXV0rQRK+znQEiTndV4XYnQ1NTv1NaXfTNDJ0U0IJZRTQbt27QgKCmLlypU89NBDPPbYY0ybNo158+YRHBzM+++/z7hx42rpsSY6duzIhx9+yPr165k6dap6XNidASRXiUOc4Ofn5/BeCOH2OuW4wWBQx1BQXV1do72Hh0eN6xWzoPP1vxaUkHlXjsuXw5V8aWrb1/XayxEoBUoUmhIppcin3OuSsY2ICpPz6WjP51kCiNT4FIniPNWpO8JUph6L+OccFg+dQPi6adjsOY5U9B5O7usLGeSRwkrzahZGQMyg8TUcd/MqPYhJmaP6qwBEhERiNQ7ANmsI0qwNavQbzdvCPT0w2X2GAGzr5lN0Oh+WTKLo+VmYL3oSA4T5GwiIsdJ0yJ14rtoCGTOxJrXGeFtHTNPfIr/wItbzxUTHx8j3b4+gs53JBN8A8PLBe9xcLpRU4/nBkkv31XUAwe8volnDBoR8swlrkAeUlWDNOszLL35A8rPdiVg5HXJOYXtrjqplw9sXw6DpxAaGsnBBGuEbqjhXbsC790RmbLOStjwVv+SF2AZOgXXzkKIaIKwWyEjDNnIOxCQgtq/G8NQE2dw2dyRRX61lZWQIgeE2vDa/gvWBvlhPHmOJ12BeiG5DSIMmRBSeQAoMpeDhkYRtXYjUfQAnSqCyQ3eyVywkO7opJ/v25FSjP3Air5gf0u/jYqXdz2unrJ0+rFlTnp6exDeIIyGxMY0aNaJZs2Y0DfalWWQICevS8UlZhvG2juoakbVZ2zDedivS3fc6aCmdAwkcSE5w+KUoOvuzMSUvrbHetebhy30OnDVHrkzZteGXanbc+g1eRjN8MxMknRy5gCRJXYGu9dFE/J4hSRIGg4GKigq++uor4uLiHExrJ0+edGjftm1bPvnkE5577jm3fbZr144xY8bQuXNnJElS+0tKSsLDw4Pdu3eTmJgIyM7PP/30E02aNKlVzlatWpGRkUFZWZmqPfr666+x2Wy0bNkSgIiICPbt2+dwnfP7y0GR8ZtvvqFx48aAbH6si4xXAiXX0C/RHLn70rwSTdTVgrIhaOWLivBhydhGhL+VjMXuFK0lTgMmfsuqyU0IXzft0i/4EelEmnA06QmQgkIvOWebvDD0HsrFdxbj26knhvCWVL9uwTQ0lagwL3V8xU+psMc4piw6QXrhRULfSnP45W+Ib4YtQQ79t8x8Fjw8KemTQsQf26o5jEqenEGwBMG73qH80efx/PqfTCzsyugCL1qUl+B5+jheFWcQAE1uVR2M8ywBLJnyFvvPSCxps5uYQSNljVFpEbaZg7hYVYW3ZEAKDCWMImzKbwKjAfZ8AhYboaF+0KUvYsE4CI3CGJvABA4SsX4NGAwQ2wiqKmSHch8/aNxKNssFhxPlD7ltejBy1iEWnppPcsPGeEmSTAC//velrIeJrZB6DkJseR2MHlBtxrZuvqyROpcNNguR4xZivKWD6mBuCAxmsP9nZO+S2JVfTXaxB0dnzuP9Tw8T6pHLmVnvUHxRm1zQrv45dEkN5OnpQdNGCTQ3VdP0jx1odu8DNI4MpXFoIHHNWyGWTHZwyLe+NhpD5xRE4jLE1gwH050hsRW4yDnkCgrJAUeybhiQIpst7T5tzp+12kiEmgvMPr4zEbFlpCHVYrJzxi8hRrWRnctphm9W6OTIBYQQ24Bt7du3d7/7/45RVVVFTk4OAMXFxSxevJjy8nK6du1KWVkZZ86c4Z133uHPf/4zH330EevXr3e4PiUlha5du5KUlES/fv0QQrBjxw4GDx6sRnsB3H777ezYsYP7778fSZKYMmUK/v7+DBgwgIkTJxIeHk5MTAwzZ87EZrNdVpv0+OOPM23aNJ566ilSU1MpLi5m8ODB9OzZU9WEderUiTlz5pCRkcFdd93F5s2b+eqrr+rlL+Tv78/AgQOZOHEiERERxMbGkpqa6mBavFa4EiLjihj9Uk3UtYCzfFFhXqCJplOyIUMAkiSQgsIv+THZ/4viPIcv7sL+6fZ8Sh2JNJVhGitHtS3MvZuRlgCMrTrg6fmtwxgg+ybZOvUk+MP1LAqpxMfYCqtdYajdwNQIquyjFIY25fmlBSx54jPCPlxMVWgcma+vpMno8QS9Px//f69AGp7OuKOFTJn3AwsrK4hqaP+B9fNheGwU1rkjyTVFEfXg30gpW0jRs5MJ3/K9nKk5vhnG4ekUPTwcw7pXwccTnzOZsgN5VEM5TcGczeRZA4g0lqnzaLVYIO80YCBq8DDYYYC//A0+3wrHf8CWkYZx1Kty21VpGHoPxTgwhajlU1k8+e9EfPMjxuEzLmnHfPyRRs2VCZGnJ6L8PJw+gWHycmzHf4L/fYzFJ4ATnsEcO3ac45PHczz+No5//TnZ1RKnz+VQYRXAPy897M/kSNGz9rfe3t5yeHlMNA1KzxL/f/cTn/kdjfoOpsHn75I4bg7SW+lIjwzFtn4+xnvvkLWCWYeR0jdgUJzvFTNkRRnWFVMxTVyKsJNpNKRaCg6vQRKcfee0r50JgiGxlUpglPQQrsiDK/JjeXW0SrpckZT6KKqvhum8rtfUBzeiGU4nRzchPv74Y2JiZFV+QEAALVq0YOPGjdxzzz0AjB8/nlGjRlFZWcn9999Pamoqw4YNU6//29/+xpYtW3jppZd45ZVXCAgI4M4772To0KE1xurQoYNKkACmTJnC3LlzuXDhAt26dcPf35/Ro0eTm5vrMg2AFr6+vnz00UeMGjWKDh064O3tTffu3VmwYIHapkuXLkybNo2UlBQqKip4/PHHGTZsGO+//34tPdeEImOPHj3w9fVlxIgRXLhwoV59XG9ciSbqasHVL3XlmPNGpZg0pKdn8cakJDV5n3K9K0dwJZ+SdNCEZecbGAemEEEBL5YvwLP8bgyJrXjj+RDV7GbLkLVDdOopl/J4egKeX35AgdWfiLFy7iPFH8nBuTu+GWGWahb19CRsyVBomITv+Hk0yc4h/O5O5MUlEXYhG9vSKTT9+RALG9xOVK+BsPtjpIBgRKMWsHkF1ooy5lxoQ/LFDUQktSbyD7die98IA1+Ene9iXZSM78/HueDth/eQibJGRsmenX2Ugth2PG83R4avmyZnCm/cCvLPQfl52LISw7A0bG+/gtTnecTGJWCplkuTxDeDynJsMwchvTAHjv9AxMULFFz0ILK0SC5DsjUDQ2/5c2zJPk72Q89yPD2FE+0e5MTEyRz77luOWUxkvboVi8Vif6LFOBq+IMDLg/jYGOJNNhI6/IX4c0eIly7SyHKBRre2IealVRhCo2qUoQGwHNiJ0WjEKkACyJR9nUwTl2I9sFs1faqJGUGOYLNDCg5X8zlJTsTHXSSlQrqd16UWqvmtpMClH52yPpWx1eukS9e70jjVJwfZ1TCdX23cqGY46Xr5V/we0L59e7Fnzx6X5w4dOqSachT8HjJk/xZRVVVFQkIC48ePZ+zYsddbnCuCq3VxI8BdpE1tcJWE0pngSCGRagI/gPzCiyTP3q/mMtJC6yiqRDUZR6STl3WWn1Mn0TreiGdgENIDfREvD0aavELO5Lw8FZ9+w2U/GbvmJOcfa4l66GHE9tWU9ElhyOvlLBubQMjqSWCpwjRRTioptmZQ0O8l2PsZYe/NRhqejti2GkO/UXJ/k/tSMn41Q14vZ+lzAYRufgXim1HY7G7Clg+HqIbg44dxcCrW77+AVTMo7DaKsI9XYXjxDXlu7WRFbHmdgk4DSFl/gbS+foTvkHMHGQakyBFlpzMxTF5Ovl8CUWFeqnwiOgE2L4P7+sAnG+BvT8OHayGpDdzdHVbNAG8/jK/KmpyzC9KIeWYothnPUhCUyN6jRdgoouBCCSdu+ytHd33C4ZJKjpabuVjlvrZWfIA3TVu1JqngBE3/1osmZw/S+NkJNIyJJigw4FKGbXsGbSX6zThuoWpi0q4Fd7CkD1OTfNpmDYFGLeQcVE7rQkkCql1zStoBwK0jNIDl1dEOeba0a835P8ifhzxrAOHrpjmQAu261JKmq0UaXMnirs2vid+T5kiSpO+EEO0v204nR+5RX3Kko27Yu3cvhw4dokOHDpSVlTF79my2bdvGkSNHfvfh8r+3dVGXLzVb1kGsk/q4rYumhbOPkzvNkXYzsSb3gUR5w1N8jiLKsy5lWbZrB5TzDtmO7fLkf7+X8MQ4tUyGZfrT4O3HxUozs35owuQ/nsTbzwfpkaHkrFnFyPxHWPKMH2FLh2FIWUlBbDsiTWXk2/MXKcQj/6EXeDb9BIPyl3Pn3/9MSOkpObJqawbGEelYD+zGeEsHDu/7maafLoAufbk4L5mRgdNJ7x9GqPECYvtqjINTyZk/k4gHH5Kj1E78hGHKG3ISyC595eSKR/aDJFEQ0oRw72rZFDdiNpJ/EMZbOmD5dDPs3SWnKBDIBWAffEJOM+AfhOmVLeS8+zbh/1kNAcHgFyBHlZ3JgrhEGD2P77PPMzptJx0bnebo6ZN8/+MBTp3Lcfs8Y2OiaWK00DTImyaigiaPDaJF+z+R+M8F+Jw6ijR5hawZ27QMcaFMVpOcOgaJrTAOSXXQvlkP7EZ8uN6BKCuwvDpazizu469q7bRaHUANrddmQdeSZevkvhjt2hxRUoDtTCZi1hDw8oWmbTAlL3W5DpVCsUqyUS2JV/zdtH5vzgEF0UkNHebsWhOF2jQ1N6oW52pCJ0dXATo5ujbYu3cvzz33HEeOHMFkMvGHP/yBuXPn0q5du+st2hXj97Qu6vpFqmweCjlxh9p8nNxtGGoRV7t5Qnmv3VQVU5fit6H9la+9DyXxozb0+uz8NIxPTSC6sWxGzss6S+jmVyj4cx/Cd62ByguqZqdyWSojih9n1tCGhM5+guJhi4hocwv7U2cQ84eWhG6YhTRpGcZbOpD/wwHCgj2wzRpCflgLMk9V0LihL5F9+yMWTqD0oWH4fPcRHjknoEESBfcN5Pi8uTSdMoOo21pdygRtn3/rkb2w4125vEjOKYhuCHc8IDtfH/5eDqt/dyEMnyWTq+J8OHUcWraTs3J/tJ6iNl0YsqSQxeMSqdy6mJ/OFnDg5Gl+MntwsPgCR4ovcNFaM1Grr8lI02BfkvxMJJksNG33J1r8uSMt8o5xrsd0Xl/2DS97rcHT0yA7dpeVwNmfqQqKwrthIzVhp/IctWVcbFkHsS6fKtvHBBQ+OFy9f8XEqbbTlKNxtV6UtaHmSHLS0ihaKlVjaa5C6tofKSDYgVC5W+PgmsS709Zcz2CH35rm6PeEupIj3edIx6+Otm3b4o506vj1UJujpnNiuMsRI3Dv4+TKEdbZxKa+t5tEDL2HqhufIbHVpWKjxXlIErJ/jFNWbgAsVViXT0Xy9KKwx3hG7vsjS0fIZpX8wov8/NJExBNPEPLmJEhoSsn9gwj+4h0APA0W0ifeBoA5rhnJa8sZM9aDGWXdWHprBPzwRwAqUp7k1NFibE2iiJi0nJj4Zph+OEDIv5fAR+vhr4/iv2E2Rw3xxD01gaBmSURszUA8+Tjhn7yOSEiRtRqbV8LJI1hfGQknL2mJqt6eR3F2IVF5byC9MBexfj6GNndgAzweeByLf5DsS5TYEuugVA6fyGI/0eyfMIx8/wRufeI0RedLXT6jWD9vWrZswS2WYtrGx9K+/zCSPliJsThPdsIuPw8ZaRi79ya/2My0BUdIeyQSz9VZSKNfk8+/MYOLwsjRIi8SnhlImL1vh+SNGrMXEhj6jqJyVTpn5k5HNIkh3Kcaqs2qY7MUHO4QKaYc164VJbGmsJd5UZyxFTjU5rNHlxniGsvO2Zcx3bkygWn/uyIcvyTdxtUiLbX1oxOjqwOdHOnQcRPDHTFylRjuclByEbkaw1WEkDM5k0Ica8EJF7/2pZBIOYJp1hBsCS0cTCX5hReJ0GzKkcDSVX2INJZxdk4a0Y89gY/pNNJ/1pJ1MQCPe4aS8/oimsR5y4V1TV5IpYUMWVrAsuT5zAqKINJUxpLkFoStm4b4w/8hXhuDJ4IWDSLxLDomh+aXFBDy7yWyX9GRvbBqBoYR6cT4xBCwcCi2Bo3hwSeIWD0LERaNde5IOH6A3KjWRMU1pqDLEMJ3LIedG6jMPMro/F6ci7iVFbHvExvXmAvCA8+pT3CquJwD+w5xYMc2fiqp5KeLBg6vvJ1q1TEaQHZeDg8KpE2wF4kBAfzp2edpYSulyaH/EihZ8QoOxjhELsBr+XYnnM2kIKoVER+tx/DIULnA6plMQrevZlHpz0Rs94OKC4j18yHvLNKoufjFNSa+uIqgDWlY3pdr1anFgn8+LPv62DV+VJuRAkPx8jDQ3KsAnwFy7iLbuvlyBNrgVJXoKAkhbenPI5KXyA7iGtMWcY3lJJu9h6pRXpcrbyPVwcSkNd05O1TX11TlTuulm7t+XzBcbwF06NBxdeBcoPOXXutMWurSry3rINZFyW7bOhAgN6QrN78SgDxLgMM5ZWNR+jbEN8M4a4NKjHKOn+Jc2gSOjhtKfuGlgAjromQijWVUvjGbF3P+SkFsO3ynrqCEQBK9S2ncOp7mU2cSHiCHExkHphC8IY1Fwe8QEeZNRHkWZ+dMJSrMC9HhPlg/T/bziYjF08sEkQ2wncmUnaWP/4R150ZYPgXKziP5BxFUeU72o8k6JBeOHZ5OlVHWNlzExIs/3cqRYm+en3OcgvuHYBw+i4sJTek1qAV/63yBlV4x9Bg8hoS39xK8PZumuwr5+2sZpPyUz/rT5fxYUIrFaiXJ34OH77uPlk27cUujJ9m5ah15xSWseWsjRZ6P81CwLx12rqL0TBGZx/MxFxer5sqLb75Cfp8pDLe+QMF9z8nOywnNER+uxzg4lajp88EvCBq3ROo7CuKTMMQ1xpDYilDjBaiuhsyDWBcnY10xVTaPDk/HtnGZTHh6D0XyDZATKg5Px2eqrPURWzPg3h5g8pK1gAI16aLxto4YkpdgvK2jqjlU/pumyBGJYtMy1QTnTDgU/yMlSWddiJF1kb3enp2IOa/j+hAjV5+DXxJOfzkonxcd1wa6z5ELaJJAPnfs2DGXbQ4dOkTz5s0xGHR+qUOGzWbjyJEj18Xn6Ep+mV6pg6e7EOb6IDe/kkkT/sXI4M9lM9asjjUcuxW/kso3ZquRbHmWANUx1oAgIsy7RjScknQx0lQmt5/0JYue9CT27rtVfyoleWRexhKiRr2IFBzOmemjZcftsY2J+OccxOnj5BdVEREdJPv7eHrLDsixjeBCGZz7GRsgPH0pCm9GxIVT8NdHYevrSJOWk+/TkNGjPmD+xBZUbF7At4n3cO7jd9nv14if9+ziiPAmVy2NURPREeE08wbh05i+nke5dcAoWuccwL/rU/Jc/GM1heUSrectUZ/V2c8/J/LztxAd7uO8Twze76ThVXQG4yubyfdPZNLoLcyI3omoKCeq4IDqSK1EDwLy/JjN9ph0IZOdR4ZiS38enp4AGWkwIAU+2yJrz+wRgQDG2zpeCtG3z7NxYIqsYXtrDtLzafDpZoe14yqKTeuYLUoKsC6fWsPBWgvr/i9Vp/n6anuc0wvU93P1a/j8/NZymP2eoDtkXwXU5pCdnZ2NJElERUXh4eFRp3IYOm5MCCGorq4mNzcXIQTx8fHXR44r+FJ2lbyuPqHIzponqJvDqtanpGLueHyenUi+f6LL60RxHhWzRjK54GGmDL+FkO2LMI5IpyDrDBF/bOv2XpRjyiaXW1jlEIKthIFXvvUaB05cIGH0JCITIrFOfITc8FuIDvOELn3Je3U6w6XRLJ1zF2HHv0DyD0LMGys7TwcEc3UY1hAAACAASURBVCG6Bdk7PmGj5wPsOXGe5xN3c+4vf6f4/RWcavonjuz6nG/yJawXz1FRbXG+PQB8fHxoGuRD06ZJJOZnsc/ajoGj+vDOf4NZOaox1rfnEOxtxavDPXIm68oLsrPzz4fB0wuMHhhf2exAUi1fbkd8uF6OcrtYASYPTNPfUqOuIk1liJICRGmRnDpAE2bv7BRvHJiiOs8rKRisB3bL0XYCpK795eSRCDiTqUY4KnmsDL3lpI6cOIj0whxMHR+u1fnauioNSZIzmqt5jQQgoYbzu1unl8uG7Q61+cj9lkxiv4Xs979H6OToKqA2cmSz2SgoKOD8+fOaZGg6blaYTCaCgoIIDw//XWgTLxft8kt+LWvzyygandp+2brbhNwh73g2oW9NorjHOEK2L1J9XFylGXC34braSLXRTYebd6PFv9Mxztl0KXEidm3F/LHkE0L4A3+jYOUssh8Zxc//WEF2STnZUU3J+vozsi4Kfr5oo7KydpNHhJeRFmGBtPC00qJLN1qUnqFFeCAJ05bD6eNUzByG92PDuLhuMb5Tl/PTSTPh/93A+MyOvDrhVsI3zoCjPwACElsi9RiEFBCslgdR7s26/0tZw/PIUPj6Azh5FBLkTNyAqiGSQ+nLyL3oTey46RgSW5H/ry0E/3eTQ+i9Ei2mEI8zKc8TFWivl/iwHKlHwyQK+s0gKtRDbato7qSQSFmm9fNVJ39Xz0VZG9rQfVcmW+dcRc5pAq5Em+pMtHSfoRsDdSVHCCH0Pzd/7dq1Ezp03GiwFeWK6peeEbai3Frb1PbeXRvtsZy8Cpd9WzMPqO1qk0GLHw8ViZ5DvhC5x046XGcryhXmCb1E3nffq+M7358rOZzHtxXlirN79okRd08SlT2bizM7PxTHRj0idm7ZKJbMnS1GtEsSDzYMFS1D/ISvURLI+gu3f4GeHuLWQC/RpX1bMfzpx8X0AU+Ld/8YKr7t2VbkjOwqLPt2CWvmAWH+91ph7nOLqN61TdiKckXusZMi77vvxX+7dRb5n30izGO6itIRXUX/duPEwVWrxVcPdxa5x04Ka+YBYdm3S5jHdFXns/qlZ+Q+U/o5zIN50zJhfqyNsOzbdWncMV2FuXdLYR56n7BmHhDWzAPi1LBHRP+2o8Spkf1E7oa3RO4DzUTZiIfUObLs26X2Y57YSxx8f4fo0XaKOPPZZ6oM5om9xNk9+0TPIV+InLwKYSvKFaeTB4ueA3eo780p/YQ188Cl5+ckrzKeNfNAndepMrZzP8o4l7u+LufqulZ1/LYB7BF12P/1aDUdOm4g1EX1Xxfn0Mv9aq5LRJsrjZGSUJLYxphefKPWvDIKcvMrmbbgJ156oTWRSSE1wq1LHk0hM3UyvjE2vMLDMY6Zp1Y6d+WbYcs6iC0jjcrHRnN86UyOtLyLwwWlHDp0iIP5B2n4Yz4Fmx+QB5+/yeX8BAf4E2uwkdThDhLCQ4mPjSL+63/SqMfTxHyxmWJLMJL5Ao08i7h475/J3LKdW/7UHu9+IyhY/yZgL39RWQ7RDRHbV1PgG8epl8bTJN6fpCceJ/jztRR3eoawVs1J65VPxPuvUuV5Fu+cH7B9tB669AWTp6opMio1vyTUPEpS9wGwNQMpeQlSYKgcDfbkOPAJgI5d4aN3sM4diWnmOqL7Ps3CzOfxvmsSbHqVkuHpnIpoTQv7nImtGRjs/Vw8cYTlZ08x947jRAV3UaPJTBOXEhMSyZKgU2r5l9gJqSy1BBAV4YMtK0suEaPxaXIur6FAKf9R57B1k1eNfmxr5rrtw926dvY1cjmWjhseulmtFtRmVtOh47eGa6n6v5yZyt1xV4THuv9LuXr7ANeJHF1VPVf8K5x9YZQ2hf/aTOCaqRjsOXCsi5KxDk7l+x+Oc2LvbsoCAjh58iRZ//uarIM/8nNpJfkVVW7v1wB4+YRwa6gHTf58Dz+eDGRs51Bu+8ufaPif9Vw0ezJyTxuWLHxAdtYuLZIvtCdJNAsTtrOZeP/tcfh0I+eHLiQk2JOCRTMRpzMRzdsR3iSequMH8Rk4EdtGOfqq9LXJnP45nySf85R0epqfN23m1jYxePUcgPhwPaV/7kXgf9+DsiJyTxYQ1SQWw1PjVcfnc2kTiHryWdmv5/hPkNQa4+BUADVM3nhbR6rfWw5vvgz394Wv/6XOm2X605imv4UoKeBgVQwjBrzD5j99gb+fh0OCRlFSQH6xmbCK0/DpZjlr+KZlaioGxcRlyz7q4JTtynFfW5rmSsLmL7fu6nK9s5kXqFEC51qiPn5NQggqKiqoqKjAw8MDDw8PTCYT586d48iRIxw5coRTp05hNBrx8vLCy8sLq9VKSUkJ58+fp6ysjKCgIGJiYoiOjiYkJASr1YrFYqG6uprAwED69OlzTe/3ekA3q+lmNR03Ieqj+ndn9rqSsbQmDa2px9k84uqY1kRiK8oVOXkVLs0iZ/fsE+aJvYQ5pZ+wFJwTx/+1Qfyr771i/sQXxPDhw0Xnzp1FYkK8MBgMtZq+PD09RdMQP9E5MU5MGDxQrOp6h9jV/36R/fWn4tTHH4uD3x4V1VNkE9C5//xHVL/0jGqWshXlinPHsoUQQlTv2ibMj8qmMWvmAWGe2EvkbN8iznZr8//sXXlcVGUbfQZwl9wA9zWXXNIWszQ/La1EEBRQEQwENRdUFFTApUXLpdKsLO2rLMul3FMpzWJJ/FKJZRTBBcVYh2FzAUUuzJzvjzvvy72XGQS1tLzn95sfMHPve1fmPfc8z3MeCMGu0AW4i+8HOuLWyDb4xH0B8jeuRuawLvB7ch5y4rTIidMiN+8mKrQx0KemQzi0FZluA5AT/oM4/oS+yI+OgP/UAyjc+bUYuvINR3Z0NA915cUnIMZlJA+7KUNu5TEHUb7Um48n7N4IIdSDvy8NybHrULhgIg/5Sa9bhTZGDMuN64kKbUyV8JgQ6iGGDJ3biz9NoTQW6rIUAlXeB7e7/6T7a+4eVL6vDP2aG9Pce39HSE2537du3cKZM2ewe/durF69GjNmzICjoyN69uwJBwcH1KlT57bh3bt59ezZ8y8/5vsBUsNqKlQ8fKjpU2fuxUyatfbPOy4FtvSErzR8lHZHlz7JM08bc/urLywj26+X0srLg2jhra+ozdqvSdOpJ2VlZVH00Vha/cFBanstkXJtbCh1TSe6VcYUoCjZOFZWVtS+XTvq1rIFdX6iP3VsaUcdrMqpU58nqEnPgdSn0S0qDfOmufXCKPhtN7IvuUxEYrhLuFlKbxT703uvTqEmnyyiFlmXCONni726Oj1G1tOXU6uupsTkyL2kmb2aKHIvkc8CKoMNBW0X6Gq+L62d9x9a8PUVeregLvWwqUNW7buSX9NMajDCnwxWt+jtlAuEkqs0dXEctW19kj7QfELN566k3MM/0bRsd/q6dUei8I/JKuxTqmjUkT6p8xrV2aQl2x5P0qevfy42oA37lIzffUhNiahpGzuysy4RVbWGlX5RrLUKFRcRHf6ONLNE92jDzk9IY9uUjKYAgtSlWtPMgR4ZPYGwPoyMiz8jK9O54a1blnzOq9uIRJ8oVsVG5YLY5mT2KqJjPxGVllDup++JqtbKGUTtHiVq0Jhs5q8zew/VVEEyVyRsLmzMk+7Ly4hs6llUgWr63r1ERUUF6XQ6OnPmDCWUt6LE1wLo9OnTlJaWRgaDodp169evT40aNaLy8nL+sre3px49elCPHj2oU6dOBIDKysqorKyMrK2tqWnTptSkSRNq3LgxXb16lXQ6HeXm5tLVq1e5+mRjY0Nt27b9S4/7QYcaVqsGalhNxYOK2pTXWyprL/BeVqVp5p3sg7l9MZw6RsbtH1IZ2VCjsI8r3zcTOpOGL4omraLXVp+jcd3OUkHEFjqXV0ApDVvTmXPn6cqVK2b3o6VdC+rRpTN1M1ynx0Z702NPPk3dunWjBo1aUrvyHDJuWUNXRs2hZvvWEEB0xW8VzVybThuW9yf7ksuUl55HLfv1quzPZupzdm30PGr66ybCjWLSuIv9yzRjRf8e7P+Knz9pTy+GvApbwrUCssq+SDP+e4XKbBrRfPqe/tO6mKy855Fx+4dii5PnxlHzmK2kP3uZGrZpTbZWt4hsm5L+qoGmnR5Mm9a/RC2b16H8xp0p4I04Wj/BSA7WxWTVtgsRVYbKjNs/pMKRsyng8yu0vuPP1CZkOe9RZz1nNe9Ob9i0gq68PJWa/7aF5yhZde5F+QmJvAJQ1sdudQDRrRtEts3FhrCmfmhEVTvZGz4IEv2Pdm0Uc6ls6pBNmFhun194i2auPk8bVg2mFucjyLr3ACKyXIZv6T3l+7UNmzHca8JjNBqpuLiYioqKKCsri7KysigzM5MKCgqouLiYiouLqaSkhARB4GGrkpISys7OJr1eT0Zj1Z53VlZW1KVLF3rssceoW7du1LlzZ+rUqRN17NiR7O3tqVmzZlS/fv17ehwPA9RS/rtATUwgVai4X6jJU3XexQxqtnkRaTSVbRSUY9SEXN1uPXP7wpKu8+0eo6U3JtCK2d3I/sePZHlC0okq/90g+qX1E3Ro0waKu2VDFy5eInPfSy2aN6d+TzxBfXt0oy6dulP/S1HUc/E6atqxa5WJT59fSgGLjtHHTbdTPRcfmv59Hdo4vyMREdm3qE95pgTh3OhoarHGhzRhG0Ul5cP5RKmnieo35CXy9PN3os/Of98ga1Ori/PP+NMbh+rRhtdsqfHW5dTw9c+ISF46bjh1jIxLvKisSz+Kf3EJvbnsN1q/7Bnq3bc1Gb9aQVdfmkKX1r1Pnd5YRaT7k1buKaGVduFUf+Jswu6NlPfSNKKDX5NDg3KyDl5HuWk6slvtSVZLvyTjro1iYvPYmWTc/iFRhUBUpy7py22pzeyFshweY8YFMi6eQFYrv6f8Rh1p1to/aeP8juTQtQMvs1+0+FdaHdqP7KxLOAHC1QJ+zOy65V3M4OtVvBtARJV+QxXvBhCBuImktEkskZg3ZpcTT8ZVM2TWC7UxEbVk/2DO86em6hMAKigooMzMTMrMzKSsrCxOaq5fv07FxcV069Yt/iotLeWvmzdvcvJzp3OpRqMhBwcH6tGjBz355JP01FNP0RNPPEHdu3dXyc9fALXx7F0AwEEiOti/f//X7ve+qFChxO2qzfT5pRSwNp02zl9F9i3q31GogJn2ScMPliYb5d9WnXsRrdpJrZva0UqT4aJm9GRe0VTeqCmdPHGS9q9cTifKrej4H3FkNG7n69vY2FD3rt3omWcHUN++falPnz7Up31rst/5AVmNmUL6LV9Sq3GOpGn6qmy/NKMnc1dkBxuit6Z3IYfdxUQHPqINry0jNLGnRYt/pfUOu8lhwfukzyea9fUN+qRVH7L/+TvR5dm2OVHge2TVuiMZv1ohttGYYmpuamp1kZdXQmveP0bLFw6mxlvX0c3kU3TzcjY1t74hOxfW/QZT4cJvya5DSxrS1I6Wa4ge++MT0sXUpdazllBzIqrfwYbq5SUTfbuKFodupYadXyFNMwfKvVJBNm0708yrE2njjB7k0MyB7EtjCTdKCMVX5U1a69Yjjfc80jzSnNpKyKemmYNYvfZIc6IGjYmIqFXX9rRxPjjBMawPI3ufBbS++TZqYP2oeI1MzVwNm1aI94ppTHZfbVhuTy3tHcjKa56oEpnuJ80oP1FdM1WiGTatIJKYRjrYFFPFro1EbbvIq9VMYT9pZZkl8q4M2xrWh1GR91um/ZKHiKXLlpaWUnp6OmWkJFHmleuUmZlJFy9epPPnz9OFCxfo+nXzjXprA1tbW2ratCm1bduW2rdvT+3atSN7e3t65JFHyNbWlho3bkz16tXjydMNGzakNm3aUKtWrahOnTpmx3zQjCcfJqjKUTVQw2oqHgTciRPu3brnsjCJUnWqrrrH0jgA6HzqRfpp1/f08w976X+6K3TzZqVJoo2NDT33zAB6ydGVfjvdgjZ/OJbaNxKqjGm8nEKl65fSmdRiat/FnlrNW8pDQMaMC7xJqaapHeW+NZdm35hMG31sqNmnsyi/9RPU+q0PKa/CljTX8smhawcyXk6hM6vfpZ7NbpCV1zyy7jdYLPPfsoZomDthfRhp5qymwobtqEX4xyLB++5DonOJdIvqUP1Hu5OVbwjlffUp2Y0cRfRJGGnCNnLXZ6bIfNTgCyqu25zmXJ1Ib3o1p2XfFYnNbL8IIjqfQLc09al+h450Zc5/CU3syZhxgRZP30rrh6TRzYB1fF+NW9YQeg8gTXIsV1mMl8VGs8xJmoW8GFk0rppBVotEVUvaxFUZ0qxYG0SFfqupZYvKcnhzYdkz565Q75blfBsyB+3FXqSZtYIfP1OSNHXr8fuIVbppFCSO3SsMNVJ8JPunzy+lJrYaSk1N5a+LFy/yV1ZWlsVxiIiaNGlCHTt2pHbt2lH79u3JwcGBkxpbW1tq0KAB1a9fn+rXr0/16tWjhg0bUsOGDalBgwZ8GWtr62q3UVuoxpN/DR7aajUiakFEU4loHxFdJKJSIrpGRMeIaAoRWdV0LLVaTcX9Rm7eTW6o93ejJhU6lpYxGo343+FwzH6mOzq3b1elEqZXr17wnzwdu7/5Ctlz3eE39G3oUjNkRoHSCim2LSHUA/roSLFSTRuD8qWmn6aqOLa84NmbG0PmxifCfcoRPr7/1APIi09A1nw/+A1+E8nb98i2lxefAGGJWNWVHeglVoBFR8JYpEeFNgZpzk9CmDIIQqgHN2MsX+oNIWB45X6Z9ic7OhrCWLGiKyk2FSULPZEdHQ1ArHK77t4bgV6fIeXkBTj5R8F5ciRy824iOzpaXiFmOk7p+MyUkZk4Ss9TXnxCpdmjpIqMfa6sDtOlZvBzZK56zJCWLN6LU44gc663rPKLja+8DsrqMOny0usmM3JU7CuDtGqxoqIC5yJ+wh6vYXh7SRjGjx+Pxx57rNrqRBsbG3Tp0gUvDB4EHx8fLAqei02bNuHYsWPIy8uD0Wis8T3/d+JB259/A+ghrlYbR0QbiUhHYvlKBhG1JCJ3IvqSiEZqNJpxppOkQsUDjZb2De5Lc8mayvnKxNjU1FTatGkTff/995Sens6Xa9G8OTkOf5FGjnajYU/3o9aP9eHrkYszrSos48nhuFLMq5BYh3VaaQrX2NQj+769ydh0ptjZfYQX9whi+SosrNf8ehEZ1oeRw5zV9GlYC7L7JowK3RbS+mbbqO7OCrLymUdrbqymZf8VaNVTpWR9tYDyKmxp5SfJtLJpKTVo24Xs6wtk7WCkZoc+JcOv9SjuqZnkfmkmfWvcR0OHPieG3kC85xhLgi4Y4kt2X60ge6GMqEM3ym/UkVati6O5BXnUNXU2FdBH1OSX76j+a4toSdf/kH2L+vRuiB01158mB5tiMvz2DVHf1WLO0FcrCEIZWT3SXMwzeqQ5WTFzwrBPxf5mrBJr+nIq3biccs7lUsPHWtHNicuoRbN6VfK8Kt4N4LlChvVhZDfMnT62D6eWLZYTSYwPcSVPTMpOP0f2q3bSep+6ZP9pIs8nMl5O4dfKut9gMjKjSXPVYiYVxGb+On6emFknV5RMBpbsWt64cYO0h/dT/KqFpO3yHCWmptHZs2epjFcoRvJtWFlZUbdu3aq8unbtSh06dCAbGxv5vriNeuBbhDwo+/FQoiYM6p/0IqJhRORCCoWIiFqRSJRARB41GUtVjlTcD9zvp8WatBdhyM27CUNhLn7yeQVOL78ke1pv27YtggJm4Pjx46ioqKgytnI75rxuALlqwFpsMOWkfKk3V3CkMKQlc/8ftq0zUz3h77dLVHNCPHgbDH10pEyNKQly460oKrQxEDx7V7bdWOKNczNeFT2CnNpBOLQVFdoYmbKnS82A+4yj0KVmyNQTXWoGzh38Gb+PehnTvL9FyRxn0Sso0BHFQW5YMfE93HJqz/2S2JjSNhgynyGT1xPfzxAPvmzJQk/ui1Sy2JerT+xzYWwPPqb0GPk1WipX7nh7kCXeEIJdq/hYKe8f5TWs7m+2b+mBbtj34SosGdoPo50c0aVLF4tKUPu2bTFixAgEBwdj8+bNiI+Px82b1aur0mtkUfFUW4b860E1VI7uO5n5O19EtNj0z7W+Jsur5EjF343aEJO/ej9uh5Oxyej1zBQ8+mg3PmnVq1cP/v7++O2332AwGKodW2n2aOm4mdkiUBlm1Kem8/UtrSs1QMwL3wv9iK4onOGE3GmjIAQ6iuQi0BFCsCsPVwlLvLmJIwBuqMi2Y0hL5tsWAh0hBDriuntvTJ/whcy0koUHAZNJZIgH305ufGLlMbPPAh2RG58o/r3EG5kB4+DuG17Zn2y+nzxsGOoBIdSDk7/ypd4QAh1l50RY4i07T+xvQ1oyhHE9ZeGvkiC3GvU7MxeSMwflNVEuV1ZWhhMnTmDN28vg3qsj2rV0MEuC6tSpg759+8Lf3x8fv7sSx44dw7Vr18yOWd09eyfh6erIu4p/LlRyZJ4cLTT9062ryfIqOVJxP/AgfQkr90UQBHz99dd47rnnqqhEK1euRH5+vmxdqeohHY9NPPrUdJm6oYQuNQNuQz+Q5SOxn8ompQzmVJfyZf7QR0eiIHwP9I7dUDLzFZEMBbnIlCfmhn10+GCkHDiCmDEuyI1PFAmMRw9kB3rB2ecwJzdCsCt0Ux0R7eIk5kKN64nc+ES+f+UxByGMbCvmI4V4QBcVxfeL5d6UxxyE4N4DQrBrZUPZsT2RGTAOhrRkJEX8gZED1yAz2K+S+JiUL3YOmGN1ecxBmarG1CBAzKVixFJ6vnLzbiLQfwtKFvuaJQK3a96qBDs2fk4Lc5E8xx1b/vspAgMDMXDgQNSvX78KEbJt3BjDhg1DyNzZ+HbMICROc0KZPkt2vyjvH0t/m4P0nqjNsdR0fBX/DKjkqCoxsiGiJNM/4ohqlptGRHFEFNehQ4c7vgAqVDxoMJfoervl2YRw8+ZNfPLJJ+jQoQOfzBo1agivvl3w447tEASh6rpLvSHMceQhG2VITZ+aDgBc3ZCuK33Cz46O5snAWWHTZQRJuZ/lMQeR4Poi3H3DefhNGtoqX+aPgvA9lQnBSyvbWkhDa7nxiTCkJSMvPqFSbQn1QH50BJwmHKgkR6EeEEI8+PLX3Xsh0GcTks4WVRIZjx58zJjRTkiK+IMTKB6uCnaFEOTCw1kV2hgIwS7InOsN18HvY8zY76FLzYAuNYOrW9LzZizS8/XZcbG2JmwbJYt9kRefUCUUJj2fbFkGS21epERDSah055JwYMJQvBm6EI6OjmjevLnF9hSTX/XGpk2bcOb3ozKl0dy9qlSv7iQEVluSY0kxU/HPhUqOqpKeNaZ/yh9ruo6qHKn4t4CTFTO9qJTLSXEh7gQWLVqEli1byia1r7/+GiUlJdVOGiyXhKkZ0sm3ZLEv/KcegD41HSUhnrJJKCtsOtynHKkkIKaKLKlyxBQQ6bYMacnIdB8At3E7kHS2iL+vPD6pmsTJSYgHBM/eYh+wCX1FYjG2J27MGYU/XIfLqr9yRj8hq8ySVVJpY1AwbzyviJMqZ4a0ZGinesPp2VX4eegQpBw4IhuDEUgetjOpL0w1Y8edE6cVFbeJ2/iy0oo1FlJj/dyMRWK+k7/fLiSdLZIRHnZfcCLn2ZvnLimrz5TXJy8+AbcWe+EP/+F4f/4suHRtjbatW5slQq1atcLo0aPxzjvv4MiRIygqKrojNUZ5HyuVSSkshdBqQ4ws9QZU8c+FSo7kxCjQ9E96loia13Q9lRyp+Dfhdk+/bDKoKNBh165dePHFF2UT3JNPPondu3ejokBXZR1LeRnSp3ylcqRLzYA+NR1xrsM50VGqSkBl7pB0bKkqxH5n5IXlKDGCwdZThuOUCgkLQfFGqoGOlQnaLCcp2BWCezfZPinVKWGJN/LC90Jw7w4h2EVGQoQgF2R6v4Abr7TCinHLxOWCXbnCVhC+BzFjXKqoQgys1L485iCuO3YAy3sSxvaAEOiIzEBvroax3CJmfXApUCSkUtVNSqSk51qZ0M7OHwBcPhWHtStWY1zvTrBr1qRqeMzWFkMGDURQUBB27NiB9PR0Xipv7p6rLWSKW4iHLH9Kep7u1AJDqZLd6X6qeDChkqNKYjTL9E+bTEStarOuSo5UPEwwGo04tOt7PPnkk3yia9CgAXx9fXH06FEYjUazT/vmwluWcjWU71doY1Cy0JOTJeWTuoxYKDrGMxVJqtKwKjOgUrliBIqpUdIx+CRrqvySVYNJQlLs/fKYgxAChsuOkRERtu8sJCaMaAUh0JFP3PrUdFM+UQ8IPk+j1K07BLeuEEY/CiHQkStsefEJAFAlUZ0dhy41QxzHrVtlQnfAcBQHucN/4jbkxify/coJnMD9i6ThMymxU/oNMbBjv77UB9u/3IxH+3iga9fuVchQuzZt4OsxGptGPIFzsb+jokBndrw7JRiW7h1O4iTXXPq5NJG/Ntu61yrR/SJW98Mb7Z8AlRyJxGie6R84iYgcaru+So5UPCxISkrCCy+8UJlg/UhDrH9vFa5evVpl2dupT5YqlZTrScM2LGR0OvYiAHmlmVI5UpKwkoWeXC1hBKpK2CzYFdnzJ/ExymMOioTIo4dISpZWqidsGWkyM9snIdgFglNbCIe2VimpZ5VmQqiHGJ4zjS0s8caZiFi4zzgqGkyaKuXKYw5WKj8hHrLj1KVmwN03HFlh0ytDkSGe+NFpDJwnHED2/ElgITNp8nX2/En8WKTnVnp9hCXeyJrvV0XV48sYjTjz+1GsW7cOjo6OVZKnbRs1hEvLBvg4eAYuXLgAo9HIiahUgZKetzsNoUmPoya2D9W9V5vt1ub92411P0Jy99M89kHHQ0+OiCjU9M+cSER2dzKGSo5U/NthNBrx2Wef8QmwWbNmeO+993Aj+0/5crchRNLf2YQufc+cgqTMuTeuaQAAIABJREFUZ0k6W8QJBFs2Nz5RRoSkyod0fKlHDyNJ7D1DWjKE8b1lYTPBqZ3oVeTRgxMTKcy5N3OFyESs9Du/4WRI6l7NXKlZSKo4yB0T/vMOUiJPigqYqdJMGtKq0MYgK2x6pZ1AsCsyg/04sWDHrU9NR06clismUvIgPdfmrpmMeElUtPJl/ii6fAE7d+6E/0Qvs3lDffs+gR5P+eCHA79AEATkhu+r4lclJbuyKjpTzlhtiRGr5rNEuGoyxr3C3ZAcVTl6sPBQkyMiet30Tx1Xmxwj5UslRyr+zbh69SrGjRvHJ8DJkyfjypUrZidVSxOD8oleOvEq17UUZpF+iSfFpvIJlpElln+TEDCNqynSsaRJ2zwEJ2mbwZaRbpflAlVoY2Q5SoBJVTLl2/B2JqEeYg6RiQjljOoDtyeXIif8B16pJlWvpNvLi0/AcM+fEPW7TpYwzcgNI5Ru43Ygcd5sTr5y4rRcMQr03yLmVsUchDC+Nw+nSQmP9Bwry9bZMWQHenGydeXKFWzcuBH/GfgcrK2tZWSopV0L+HiOwzcbP0HWwgl8HX6NFQnx5lRCKWkyd90tkTjpcubUQinhsoR/cnjsbrdzv8jYPwUPLTkiokmmf/AKIlpHRG+ZefnVZCyVHKn4t+LcuXPcgbhx48bYtm0bAMuTiqXQBVOJpKGTnDjtbddlkFaesd9Zorb7lCO86kyXmgG3IWtwOvZilVBQbt5NWeIwU3nMTb5KhaUkyA3+fru4QsUm3vKYg7J+Y8xHiCs+43oie+cWZAb7wW3we8gMlCtV0m1khU3HQJcDaNl/J07PnipTt9iyFdoYJM6aBj/PzSgO8eR+SjlxWgghHigJckP2LDH5+OqUFyEEu6AkyA3GIj1Ox16E25A1yJ7lgfKl3jKHbikxzQ70wpjnV2PnunV49dVXZeEya2trDHzmWfTuPxkR+39C2RKvKhVhUsKjJJSWrrc5IiRVl3LitGbJs6VxLREuc6gtSXgQSMXdkrr7Fcb7J+FhJkdvmSslVbyiazKWSo5U/BNxuy/G2NhY2NnZgYjwROvmOP/H8WrXtyTPM++h7OhoWQNUc0nZ1UGfms4Tp3moZ6m3LEcIEAmSMoE65eQF0URyoaes5Yeyko0TEoniwEnOLI8qFVuMvGTOFRPBc+K0KI85KFOX2LHlxGm5UiVN6GYkQJ+aDiefwzh25EyVthycKJgcrhMCpvF1pnl/y80xWfPc+C+24YWB66Gb7opA/y1cXUs5cEQWglKSl/TTCVg2ayo6tmol+y4cNmQwtmzZgiLtCZQs9q1iDQCYGvFKSvyV+68kn+YS9s3lC0lJnCV7AXO4G+JQ3We3IxU1uZ/vBSlRlaO/Fg8tOboXLxJ7s33etWvXOzn3KlTcMe7FF2N1ys/PP/+MRo0aiRPj8FdQnJlW7Xi3S+xk6oT0SV76hC9NkjZ3bDxspfBfMhciYuSGJVAzx+eks0X8vfzoCL4Mq2Q7H3ECQGW1mHKCV/ZAk+67IS0Z2dHRojrk+hSEaUNkYR1p+47kyFgA4EnajCBlR0fzUKCl61IecxDFIZ7w8t7BzwkjRlyt2fktBM/euLT5CwhLvDkBkloZsDGFJd4oPZeI3bt3w3H4MGik1WWN6+OZDs/j5IFwvl5W2HT4++2CPjqS50WVL/XmDub50RGcNEnvM2W40lyvNelxWrr+5vbf0v1wJ7hb8qNUvKpbpqb7qZKY+wOVHN2Dl6ocqfg7UZsv1+rCGeYm4PJl/tj+xWewsbEBEWHsOG+MeS3ytkmbTM253XYtvS91oVYem5R4WSIN0lAbIK9wY/vGyAprtFoQvocvUzR3LE6MdkTqgUM4MdpR9CwyTfwV2hiuvDDnaaZYsBfrYZYVvh/ClOchjGiJ8piDyArfLyZkmyrXUiJPos2ze5EUmyq2ChkrhuCyo6PhN2QZDzUqK+LYe8KEvsgL3wvvSXvNhqwqtDFi8vhrQyB49ubKlfT8s+UvJcYiuP+jsG9YjxOiutZWGD9iGA7v3gEh9TSKTcab0v3JjU+s0qzXWKRHcZBbpeO2RHmTEkzl/XInIS1LYTWWfH47A1NzY1b3t7nPqvsfvFPl6G6IlEqg7j1UcqSSIxX/QNSUGN0udKHEt599CisrKxAR5s+fD4PBUCNiVJP+VZbelxoJKo+NTYbmiJc0DwWArGJNWq3Gw1gmoqNPTUfJPDdZrzRjkR750REoDvHkXkiMtP3p9iwPTbH3CsL3yPaHNYUVQjx4iX5OnBa+T81H3LCnccO5EwS3bhBCPZAU8YdIIJzaQfjvW3zd6+69K/2PTK1UlEnb7L3iIHdZ9RzbXxYCLI85KAsbsnNfnngUv/o5YozzSH6diQh9+vTBh6vewelpci8gppaZC4spr5EQ5CJvrSK5ZspQJVPrpH3abgfpcZi9t0xKljliaW4svl4tHjSqMzK93bZqM7alfa3tuiruHCo5UsmRin8xavqECgCbN2+GRqMBEWH58uU1Ho+9fzvlqLr9MZc4y4iNufybnDgt3IZ+wCu1lH49UqVJWh3GG9gGufEGrmz94jnOmDN0kcwIMTfvJtx9wzkxEoJdUTq6C0peacNDSErlS0rocuK0KNi8HtfHPAbmpM09jnZvFHN0TKSK5Soxh2zRL8nVrHs3C8mVzHPjxybrt7bEG0mxqZwo3Mj+E1+sfht9W1X2L6tbty58Rjnit+GPouLSGehSMzDy+Q+4IpV0tkhMQlfYIih/N2eGqQyzStUnBqXRZHWQbsfSskq38Or8ju6E5NR2WXPbutOxbzeOSozuPVRypJIjFf8g/FVfgps2beLEaMWKFRa3bekL+k7N5DgZsBAKMTcRS5OJWQ4RU1ikJIL9VCoJvBfbHEceDhOCXSB49IA+OhJ58Qmyvm3SliXMZbogfA8nS0KgoyzJuTzmILLnTxIr2KKicH18P8wZt547Ugu7N3IVS9q8Vun2bUhLhhDigezoaBiLJL5DJoUsPzoCJ0cN4w1vpYpZ4bxxeOm5dYjyG4/Qya+ihSR05lDPBm8EBkCn0yE37yYC/bcgN+8mks4W8VwmZi550W0g92ySJYVbaCWivCdud9+wc2ousVr5d3Wl+axqUZkXZmn7SkKmXN4clMtXt6/VLXunUAnQ3wuVHKnkSMU/BDWR3u8Ee/bs4cRo9erVfLzabkfpmVNTKLdVXS6KdAKr0MZAcG7HFRfl+eGhm4WesvF4lZkpJ0efmi7m0YR4IC8+Ab+5jsL5iBOVISXJxF2hjcH1sX1QHnNQHMOtGwT37lWNIwMdxTFNjtismk04tFVsF/LftyCM64mcaS6IGe0kC+Wx4xOCXZEZMBZ+Q5aJYbRgF2QHevFwoD41HQcdXUQzTFOSufuMo8i98CcOfvU1Xnr0UWg0laGzvi1boP+QEKQfPyk7n4wA+vvtQuGCiZyo6aKiKsN8zu15/hJ7jyfSm8iN0sBRec7N3RvScKf0XlASYel1M3dPlC/1Fs8NC2uGeMjOpTkypKx6k1YRKkm29D4wpzzVJKys4p8FlRyp5EjFPwiWCMudfhmnpaWhySOPyBSj26k5t9u/2vgfKZ/WWdm/0sBRCmkZvBDkwlULc4ROWv7P1hVMSdkV2hiULPbFWK89cDJ5BeXm3YSH1x7MeHUzLgVN5ZM/U4+SzhYh0OszXB/fr7KtR5ALb2cCgOc1sfNYoY3hbtfGIr0YTlviLSZkh3rwxHBpjhAzcdRHR/ISdt56xGRFwMJgWeH7kTltDK579MJnC4PQ16EydGat0cDl5Vdw7FA4ykLcZYaM0vwgIdQD2fMnVVa9xRzkjVoZEeXnb4m8aS0/Rklor0rJvZnebLL32RgmYqMs21fmLJm7J6QKlpLIWLIOMHcvSvOipOFZZc8+5b1c3d8q/nlQyZFKjlT8C3AnX8ZlZWUY8JTYPHaM80hZR3RLylFNoGzkaSmsIYR4IHOud5VJU+nibG4sqXJhSBPbfgihHlUquKTECRAnvPzoCN7RXp+ajqkTt+BygCdv5aFPTceloKlw9w2HLjVDNICcegBRR1LgP/UAks4WccIjhHogcu8JtBmwC6d+jePbYF3tGZlgRIhN/tnR0RCCXXi4Snk8mR7PIS98r2hBEJsKoFJlkaoiidv3Icn5KTzW3hGNGjTlpKhZXWvMnjgRsdPGwX3KEeijIzmpMhaJFWfXxz4u9n4zjZkXn1C5DVOYkZEx7hu1RJ5XJf1bSqSkx6JUmpT3mCEtGUKQi7jNYFdkB3rBzWtvlZwkZfK57J5QkHkpCbRkRGmOKJlTH6Wf1TRsrJKjfz5UcqSSIxUPKP7qL9gFCxaAiNChXTsUFhbe0T4oP7eUe2RuYioOcoff4DeRNd/PrC+OpSd9NvEpQy7SdhU85BPqASHIhXvxuM84ipw4rWyMkoWeYtjr0FZZe5Gk2FQe3kqJPAm/oW8jZYYPjEV6rkjlhu+Dv98uHJowCcL43pwMsCosqQrDcowy53rDzWsvMsf0hxDoyJPI2fJJZ4vg7hsu5gHFpsJt6AfQ7o/g54Cdh5+3fo+OrQagft26nBR1f7Qr1s4PQuYMF5GgxSeK4T3P3hCCXbhattB7PU6OHIqSeW48tBjovwWFCyZWejJJmu4KwS4yRYYrTEsrKwG5smWqPGSVc4JHD2QGelchRlJ/K9ZklxGpTI/n+BjKnDJlkj67jjL10XQPVnc/Sn21LKlCUrJU07y6O1FyVTL14EElR3fxUk0gVfxVuNNQmaUvbuU44eHhvB3E//73vzvaB0uf16RqjX3GVCIpzOWnGIv03JlZSYDMbZtPekEufNI1pCWLLtUSEsPMF1kvNpZXkxufiJgxLjh74GceXjodexHuvuHcbbsgfA8Ez95ImjoBboNW88Rp2UTOcmACHcVtm4iALjVDJGOevXH2wM+8kW5W2HQ4+Rzm7VAAUR3ye3oBsqOjUVZWhq2fb8DAZ/rLHKwHPfE0nnl5FbIjIrhR47EjZ7gqJT3e1K83oWiGE3QB7iIpMRG3wgUTMW3Cl7zVCwsrspAZO6csMVo4tJWff2acqTT6NKQlIyt8v6hemUKNShIirfRj7/MQm0nNy4+OqJKwLr03lORGeg8q1R9+70pCb0xVM3fPSv+uzgXe0jpKmBv/XlS0qbi3UMnRPXipypGKvwJ3QowsPSVLv3yLi4thb28vS8C2tF1z+6AkP7UlT9XBIuGKT+ShKqkTtjQnxdxYzIG6QhsDYXxvPumydVlYS1oxxn6mRJ6Ev98uJE334ceZPX8SMud6i1YAJqWkQhuDzGC/SqVIMulmBoxFhTYGWfP9KluomDyMypf5Iyf8B/gNfRtnImJFq4HoSDj5R8kq5LRTvXHW5wUser43WraozCdqYmuLwAE9cOaL9yGM742c8B8gePZG5o6t3LTyzP5fZLk6KQeOYMLjQfj9xWd5wnVO4ASuvDlPFnOcon7XoeOAHdzCgF0Prsbt3gjBuR2EIBfoUjO4Z5E0N4mTnPG9oYuKMtvoV6ogAXLzTiHUA7qoKJQEueHEaEfkxSeYvWcMacnInGs+WVq6DXM5T/xzC8nW0uUsQRpGvR0sjV/d/1F166r466CSI5UcqfgXoSbK0Zo1a0BEePbZZ2EwGKosV90XsDn/mtupSzV58pZCSXSYUsFK4ZXjSx2bpdCnposkJkhsvioEOlaZ6JWTpjKvpXDBRO71o0vNEBvbeu3lHkIsxKNsiwKIJpVuT72OnDgtJx9MwZE2wS0O8awkHaEeYn7QEm8YCnPxxfL3Ub/xE7CWGDb2tK2Pfu2ccDHmeKUlgcmzKXPSCL7NlJMX4OW7j7tus2O6NHMCcsP3Aaj0MmJhQF65NvUAon7XVTk3LMxmSEvmdgbsukoJpzCuJ1ft2HmXmloyRUp6vljSNTsv2YFecPcNR+Zcb06MlMTGkJaM4hBP+A1ZVm2TWynxVV4nS7/z0GEN2omwFi63G9tcRd/t2o0ot6Xi74FKjlRypOIhQmlpKVq3bg0iQnh4OH+/pqEw5bLVLa98Ek86W8S9gyytq3yKZ38riY90Unb2OSwqE4pEWufJkZg07hvoZnlgxcT3ZCX95iZZZXiGfc6IkduQNcgN34eLbgPhP3Ebf58RiKTYVFmlmiEtGbqoKK5gCUEuEMb2QF58Aty89iLbrT/y4hNkywuhHrjkNxQrBvdEt06dOCGysdJgVPdOiPr+GxTs+ApTJ27hveIEp7YQvn2fGzFmhe8Xc4tCPPG7y4jKyjnT+WGl/8wbiKlDPLk91AMlCz1laptUfRGCRfsAltQuvVaMMGbPqgxlStvC8G24d4fg1LbKdZXlni31FpW2JZXmllIiIf1pLjyrvFeUJEUaplN+LvVUMjeukvRL90V6rqW/W6q4M7d9FfcfKjlSyZGKhwgbN24EEaFfv368Ou1ODRyrg3KCYCX6ifNmVwmpKMmI1G+GTbbKSYytp09Nx37nsdwIUTrxJJ0twksTf8XUiVu4f49yG4A8lCPNfVGqSDkB7rw1SFbYdFk4KSXyJHo//SVSX+qN487DcNTHR1RPgl1ForLQU2wpMuZJsZfa/Em4MWcUvCfthZfvPmQGeWLNO6sx5OknZLlEDRs0RcDsMIwe8xmcfQ6Lvduc2iF5/xH4Tz2A4hBPCFMGQXBqiyv+L/A8INazjfknsePIi0/gDuGGtGRkzferVHWYW7fEOVwIdpWtbywSDSbZuefEL9gFJaY+bDlxWhkJTjl5ocr1Y5V61YWvpPcAIytKtUmpApol22ZIkDQvTNnTT0oEpcctG9OM1YU5wgXIqzfNhX9VPJhQyZFKjlQ8JCgvL0cnkxqxY8cO2Wf3ghiZm5iU2zA3ASqXt6TqSJ/MpcSF5QsJoR6yFhZsm9Lt8vJ6UwhLOemy0A8jC1JnaCHUAzfmjJIRK2mV2aWgqcgL34sD3/6GNv13IGX7bu4fFOizCZeCpvIS9QptDEqyLuO/X2yBo+Mo1DE1+iUi1K9XF+PHuOLbD9ahaP44Xv2WE6cVe8KZwlTsWCq0MTi1Zi0i/vMcCsY8jvKYgyj1eKwyqVmSkC549kZ+dAT3NGL+SzwcZmplwpWOEA9ZODPpbBH6PrcZ5yNOABBDh0KoB0pmOyPQf4uoSi3zl7UgadN/BxLnza6iCimJrzIfSKYeKhK9lfeZueR86edsGaWxp1QttHQvmiNC0n0zd88y3MmDh6ogPRhQyZFKjlQ8JPj222/Fcu/u3VFRUXFXY1X3hF6bMcyFH9hn5sISJSGevAKMl3lLHJpZZRbLoWH5PYDcYLI85iAnAVKFoHypNxKmi9YCQrCYM5MXnwBdagb0qelYMfE90VFb0paErZty8gIm+PwA18HvI8pnksw1milbWTnXsf2TDZjYqSkaNWzICZGVRgOHVv0wYNAc5MyfgNz4RJQEuUEX4A5jkR66KDFJW5qYbCzSgzWsPe76MiI/2iIry9enpvOmtpyMBLvwcFpufKJIhpZUtjK57t6r0qwy1APFc5xxYrQj91oCgPMRJyBM6AtdVBTchqwRQ1+m88Qq3RgMaclInDdbTEqXGHtyYmIiemxZflyKliK3u69qosgwqwd27ZT7Up37vKX3a5IvVFtipCZdPxhQyZFKjlQ8BDAYDOjZsyeICF999dVdjWXpC/xOvtClio4y7KIMp7GqoPzoCNlnUvIhLPFGcYgnAv234PQPv6LArR/vF8bUFhbWEkI9ZMqQsUiP07EX0ab/DpyOvYgKbQxuzBmFqRO3YMSgdcjcsRW3nNrjzP5f4O4bjl9GOvH1WC+2pLNFyInTysJz5349jtipjpjbvyscTFWC7PVE33748MMPkXM2iatcutQMvOT5E/yfX4zfnB1xZv8vcHvqDZzZ/4usis2QlozScaK6df7gYZwcNQylHj05AeLhMhP5MaQloyTIjR+nEOoBYVxPkSgGuyAz0Bt+z78OfXSkrKovKTa1ivrBCBTzqJLmMMl60ZlUNmnvM/aZsv2LlExKz19195eU2FiqWJSuJ21GbE4Nqi1qSt7uZEwV9xcqOVLJkYqHAHv27BENHzt0gCAItV5fGRKz9AUuJTK1Gdt9xlE+cbLwjzK/BEAVfyNGeLx89/GqL2ORHlFHzmLkoA8w5rl38JLnT2KTWtN6WWHTRffrnd9WtgEJrvRD+mXKLDEcNs0VwphHkbT/F0wYtw1ZYdOh3/kN3GccxZ5D6WjTXyx1Z+dG6k2UF5+AtLQ0BAXMR4dGjWWEqEunzlj8fG/EbN1qtrQ85eQFOPkcxunYizxkeGb/LzhuUo2YL1BefAJXiJix45nteyCEeCDlwBExr0fSluPSNA9oXYYg5eQFOE+OxOnYiyKxYdVlh7ZCN22UmCw9ppss90hqoSAlx9LSfXbc0jCVNJ+HNcxlJJZtm79nMutU5iIptyl9T7YtC59bIlq3IyEqSXm4UVNyZEUqqkCj0bhoNJrPr127dr93RYWKavHR2jVERDQ/YDrVqVOnVuvq80tp0eJf6eaahYQreUREpGnmUGU5XMkjw/owyr2YSQFvxJE+v7RG4zvYFNMnUx8hu+1vEq7kkVXnXmS9aidZdehOuJJHuhUhfLsOXTuQ9ZzVZNW5F+niT5FhfRhpruXTNcGaMq7XIU1TO8qrsKX1e/Pp3Q9daeMWX9q6/gVysC4mK58F4thTltD6yY2pYscGml4xj84LLYkyLhAVX6WUyzdpY/lIOv9KGOVlFtCtUoF6/LqWvuh8gKxHTKDmZ6Npw2u29PzT9vTzlpfJvkV9mhJ2gpL1dejNj85Q1NGz9PaSN+nFl16kLl260LoNaynjRgk1a1CfZk1wp/+9NoqO795Nbi1a0ZOnD5KVzwLZudMnaKlw5Txa3WQ3OVgXU/Otb9CNBeOpe1099W0DarrtTTIun0oo0lPTvWtoyeIhhCb21GBqKIU5HKU1n52htHzQmjd/pPI/U0kzdiZpHmlOZTfK6MOULmTbrg21aF6PbpUZadFnGZR/RSB8HEJk34Yoah+1aGxF1LI9UZeepHF7jQybVpDhgyCyyjwnu6bWc1ZT3uUcMq6eRYZTx8i4ZQ0ZL6dQs31riCrKCFcLyLBpBWnGzhTP+ZzV5NC5DVnPWU2apnZEFWVk2LSCrHsPqHyvbl3C806EVTPJkBzLzwuD9ZzVVe47jYYIVwv4NqSfa5o5kM38dWQ1eQnfP+ln5u5h5b2MK3myfbhb3MuxVDwgqAmDelhfqnKk4kFGSkoKiAiNGjXE9evX72gMc8nU5nA75chcUitTOJR5IOXL/JEXn4BoFyeeFMw+Px17EW5DP+AeQqem+SLGZSTPB5KG0Qxplb3XWHgnK2w6dFFRGO75E7y8d0A3bRQKRvfG8VEv4dQUL1RoY1Dq8Riv/mLO3NnR0UicNxtOEw5wT6BXXv0Jn675EM8PHgbSVPoRNWrUEF5eXvjm253wnfANkiNj+f5LS/iL5o7l5yIpNhXnI07wqrLC2WOgdRqMKy7dILh3lyVNs/1y8o/ix3tm/y/QR0fiqvvjXIERlojmiyVBblzpyc27idz4RPHzIBeesM0q2KQ931jCNrclWOJdmb8Tn8jPA1Nw+HUN9YAlc0VzCc08L0rSSkRpA6CEJcWoJsvV5F6+lzlAaj7RPwukhtVUcqTi341p02eDiPCqj/9dj3U3VW0sN0c66bCqsAptDJJiU2WTB0umnub9LUoWevIJjuXAnI69KLbhWOINIVSsqmLO0KdjL4rNY015QMoKNrYP2fMnoTjEU3Tg9tuF8wcP8yo1VsnFyt2zo6NRstgXXuO3YOiz72PT8uXw7NMZDRs0qPQjqlMHrTsMxOcfb0DanwUAxPycgjF9cHz4czxMVrLYFxN8fsCxI2ewfYgTTuwTG8wO7bcSP410QkmQG/LiE5AdHY24bQdw9MVBuDJ1OA+R5cRpkRwZi6K5YzHWaw/y4hOQG5+I/w0bCC/vHTh38Gd+3lmFFqskk5bGl8ccrBL6cp6wH5eCpprCja5iftahrSLBPLSVt9pgJNR5ciS8fPeJlXSKNhxKwlRdErT0urOwW3VhM+l9Jf29JsvV9r69V1CJ0T8HKjlSyZGKfzFKS0vRrFkzEBHi4uLuaqy79UNi1WLShF1AnAyTzhahzbN7eVWUdJJjTV6NRXquWLBcH/cZR3Hq1zg+WbvPOIqoIylwnhyJCT4/IOp3ndnWDtLJWqrmAIA+OhLly/yRv3Oz2CR28HvIjo7GzfGP48cNazB2nDcaNmgoyyMa0LYF1i8KRv7Fs2JJf3wC75fGyuSZ8pIZMA45cVo4T45E1O86PO+0h3s1Je3/BSmRJyGEeOD6a8Mxp/8sXJrphT+2HuRl+QnT/TDcYz8G93kH/xs5DKGj30Hp+MdRoY1BcZAbzh38mRs0snN+bOuhyv1hbTx2b5T5/TDS5jp2JxZ6r0dJkBtyXPvCacz3yA70ghAw3NSE1lWm4jDlSAj14BWADEy1Kw5yl5EzqSGkOZhLdK4psajJcjXtQaji4YVKjlRypOJfjC1btoCIcLf36O3CZebeN5f0yhKqzU1C0oRm6TalvzMSxHA69iL8hr6NnDgtJ0/ly/xl5fasrJ+tzy0AJNVKOXFa3qLEfcZRnP1uN44PH4ji2U746bPPEBgYCIcWLWSE6MmWzbA6NBgXZrnybvRntu9BoP8WlCz25WSgcOfXKF/qjaTpPsgK3w+3x8OQFb4fSWeL4OQfhVEeu3H0Z5EoXB8vVtdlR0dDGN8bidv3wdnnMLx890GXmoGk2FTevqRg3nikHjiE31xHIS98L4BK1YWFIXWpGTg11QvHhz6NlANHAJi8nDx6QBjbA0Kgo0yh0aemY4HXJ8iZ64XymIPIHv0kRnrsQdZ8P3G9kMoKP6UrNbveyvdz4rTwnrSX94wzFum5YqWsGPs7UNMehCoebqjkSCUUYJtcAAAgAElEQVRHKu4T7uWTsCUMHjwYRITPP//8jsewNGlICZNyspFWCllar6bbZj+lYTlpjktxkDuvdFKGcKRl+iyvhZW2szFOx17kChQAZEdHIy14HOb6TJa18CAiNHqkHRZMn4lTM8YgKeIP6KKi+ASfFb5fLLmPiOWKSOHOr5E7sgf++GI7Xui3EimRJ5G4fR8/nyknL2D3SA94+e4Tw4IRf8DJP4r3YQPEprslIZ7Qp6bDbez3uOg2kJfSG4v0vAqMkRIWBmTWB2f2/4LrY3rKzgMPrbGqsaWV4au0UU9jse8GMWQZ6sFbpLB1ypd6QxcVxXO3pNdTl5oBv6FvozjInXtDsXuE2Sgws042ZnXX/V66tkuhKkcqbgeVHKnkSMV9QE2fUu/maTY5ORlEhMaNG6O4uPhOd5XvR3X7xVQfpZLASEhNx5eWi0vJDU8CnnIESbGpOD7aESVBbrz0m5WsK035WOiGfc7+LlnsixUT30PhvHGYM3QRIveewJjXIvDft97CiNa20Gg0nBC1aN4CgYGBOHwkBp5eO1Cy2BdJEX+g1ZPfYfNgF5z+4VeZAiXLp5rQF4U7v4YhLRmXX3NHSYinGOaLT+Tq1suePyEp4g9kejwHp7F7RA8ik/pjLBIbsBYHuSHl5AV0enoLUrbv5maL5cv8xRJ8dm4k/euMRabGuabtcWdwU+iLtRaRKnzZ0dFwe3IJkvcfkZOocT3FEv8gF+5BpVSI2DZz4rTIDPaD84QDPFwIyBvLGtKSRT+oalp+SE0bawuV5Ki4W6jkSCVHKu4TaqMcVTdBWBpn7ty5ICJMnz79jvbvdttTKkfKkJkhLRkF7v1w3PVlHuaxZNTHJ0OTUaDS5JEpG2wCZqaP+dERssa0yvAZS9YW5jiKE3xopSt26Xixoit5iiMWDuqFZk2bcUJU19oKri+8gC3b9nBfKEZU2OSeOGsaTk3xgpvXXlye86rsOvFmrabEbiHYBUKgI4RDW0VfohBPHB/tKHoamSrfdFFRGDn4Q+TEaZET4I7fXJwQtfc4Rg76AF7jtyA3PhF/jhmAzICxcPcNR27eTTFBekRLMT8qWFSMGFGVehSxViCsd1p+dAT0jt2RF75XRiSz509C5vQxKAlyQ+bcSvdxdhysOlBKjNj1YOFENhbLRZKiPOYgAFFhYtWG5sKvd6McqeExFfcCKjlSyZGKBxzVJUJbmghu3rzJE7ETEhLu2b5Y2p7U+ZhBn5oOf79dSI6MreywruhKrlSKMoP9ZGEe6Xal28+J0yJ7/iSccH0FJTNfQck8N9mEai6kJq1YMxTm4sjnH8LNzQ1WVpXl9z17PIYP31gEfXS4rCs7JxgePbhhZIU2BrnxiUif5oZYl2E4duQM/KcegD46EqUePXHe3w1CsKtISAKGQxjzKO9EzwhFhTYGmR7PcXLHQlElIZ6Y5P45nCdHInLvCSQETJOFwpJiU/kxlcx4BYH+W1Ac5MbVlpw4LR+XhceEQEdIbQBKZr7CQ4zGIj1KFvuKFXsRJzDVcxOcfQ7LSJAuKkq0F1gwEYt9N6BksW8l6Qr1QInEhNPcPcKUI3b9pX3O7nXukUqMVNwtVHJ0Fy8iciGiz7t27Xon516FihqjtsrR6tWrxSqqAQNqtR1lqMTcNqRdxtlnytwTNkGyvJ7MYD+4TznClQJ2TNJKMmORHsWm3BqlOqXcR0YA8uITcGX2aMS5DudhKufJkbwNh1J1+zOjCOtWrcHj9k04IdJorOHmMgbhP0ahPPEohAl9cT7iBFdJWChMl5rBy/uFEJEMrJj4Hq6O7okw91Xw9t6BwtljkB3ohfED3kCT7psRO8VXJFOm9Sq0MTL1iyVslyz25SFI5h+UNN0HUUfOwst7ByY8v4wrQ3nxCZjg8wOKTX3mmN8R8wZi3kP+E7eJYTW/XaIKFFTpAm4sEv2lWCiSEcik2FQIoR64PrYPcuK0/LyxhHNdVBTO7P+FEyNGbsz1KjMHJTFWhvXuBrUdQyVQKqqDSo7uwUtVjlQ8SMjNzYVtY7FlxZEjR2q8ni41A25D1vBJmEGqBJhTsVi5eHXl8izMYiySt3yQVpLl5t3EWK898qomCwZ/LPSWcvICVzvYGE7+UUg5eQHuU47g1DRf+E/chnPxSQgNewN16zflpKilXQu8GboQp3/+RZbjlHrgEHo+sxkve/6E07On8qaqbBl2HLqoKOhmeeBXx5dxZaYTcgIncEUpdcdOOHrsQX50hEy9YiaUifNmw8nnMH78NgrRrqOwcPw6XB/bB0Kwq1jSH/EHfhv2POZP+BRF88ahOMgN5TEHefsTZ5/Dsh5uOXFaUR0KcoHg2Vt2vvlPUw4TDzmO68lzsNjxuM84Cl1UlCzhm5toHtqKhOl+aN3rS2j3R8iusbl7RXkvyO5RSRNgc9e3tqhtKE0Nvam4HVRypJIjFf8yTPPzBRHB+ZWXar2uufJs6U/AvIplrgyfEaEqTskK00HpuE7+UTjw7VFOmixNvMYiPUqC3ODvtwunZ0+VheGYIqOPjkS2y6NY0L0FHqlrw0nR4/ZNscm5P27ERlTmJC2RV7oVLpgoVrFNOSLzBtKnpmOa97dIik2F63/WwnvcFrzk8QMPB7IeYYJTW5T4/0fMc2Jqk6l6Ly8+AadjL+I/44+g5TN78PsXO0QDzBjRy+hMRKyYXL3/F05seFI0U4dM18CQlix6MQ1Zg5w4razKTRnijBnjgvzoCJ7MzZyxhSXeYrjNuR1yNm+A4NnblJvkUmnGKHGs1u6PqLYbvbRCTUo6ldfTXL8+lsh+J6gt0bFUKadCBfCQkyMiGktE64kohoium748t9Z2HJUcqagN/srqm9OnT8PKygrW1tY4e/Zsrbej3GZNnq6loSzpekrFREm0cuK0VVSoqCNn0bLnJniM+66KNYDyJ2sHIlV0GE7s/RmhoaEy9+oXO9pjh9uLKE8Uw1aMJBiL9DgTESsjWMr8JX10JATP3sgJ/wG/DXseufGJyInTVmlVAogEk1XQlccc5FVZSRF/cLUs0H8Lks4W4fQPv+K6Y0fMGbwQ12c6omS2M06MegmnpvvKGqZWaGNQMsdZNqFzVWeJWFrPVL2ks0VVrl1u3k3kxSdUNt015SFJc7HKYw6KBC7mIEqC3HjITkpqpD/NkRt2TaN+18mUIWkYsbr7iVX4VUdcbqdK1QSqcqTidnjYyZHW9MVZTERnVXKk4q9GTV2mqwtVWPpCNxqNePnll0FEmD179j3Z3+omD3YMTPGRHpNUVcjNuwl/v12yEIqxSEwAZvlLbEI3FukRdeSsrMpJ6qgsDdVJw3/svJ5PzcHMybPQwNqak6KR3drh2O5tokIU7IKs+X5w9jmM4Z4/cWPFjgN24NKMCWa7t5cs9uXl8Maiyoo1tk8sx4cRE/cZR7mCkxU2He5TjiBq73G0GbALUb/rOEHSp6aLXeyDXZAT/gNvW5IT4I6cOC33FKrQxqB0XG8kugyRhfdYIrS04oyV8kvJqLSaUJ+aztVB7nEkqVYrX+qN5MhYMbHcNAZL2q4SSjXdx3x/Qj0gePTAqV/jZCRNuQ+3w+2IkfJ/4U5Jzr+ZGJWXl+Py5cvYsWMH5s6di2eeeQadOnXC+PHj8dFHH+GPP/7A4cOH8frrr2PYsGFwcHBAixYt+MvOzg4tW7ZEmzZt0LlzZ0yZMgUnTpyA0Wi834f2t+FhJ0cvElE3ItIQ0QsqOVLxd6AmxMhSrk11k8GPP/4IIkLTpk1RUFBw223cKZhaIiV50klSuQ1GBpTJuCwZO+p3Hdr03wHtrNdE4jLhALLCpvPGqYwgSENgLHeHh50qKvD+O6vRonlzTope6NQWJ389LDt3LCE86WwRnHwOIzPQG5lzvXEmIhbFs0eZrZpSqiSMUFRoY5A9ywNHTUqSVDmShgV1qRkQgl3wy5RZvAT/2L7/wdnnMA45uSJu2wE+boU2Bplj+sPNay8yg/0gBDrKbAuEEA8Uh3hW9lib7oKY0U7QR0fyfc2eP0mmOgFiaxSmWEnL7dk6jATpoyPhNvQDnI69yD8Tpg1BpvsAvu+szYq0KlAa+pOG/aT3gbn7vjYPCZbe+zeTnJrg2rVr2LVrF/z8/NC/f3+0bt1aVoF5L1+PP/44li1bhvfff5+/Nm3adL9PwV+Ch5ocyQ5QJUcqHiBU94Vv7rOysjL06NEDRIQPPvjgtmPXRIkyB2kITUoY2ORqrgTfUkd1NoaTz2H8OiOI++c4+UchN3wfBOd2PNQjVYykk60hLRnHXhuF/o/35l/gQwYNxP7v98BtyBp5KbrJW4cRmaTYVGTO9Ybf4DdxdN//8LvLCFkOFCA3t5QqYZwMhHgge5aHbL+YhQHbti4qSszj2b0RWWHTcerXOLTu9SVith5C3lRHHH1xEFJOXuDmj8UzR3Dl6KpbH0yduIX3l8sMGItAr894dVv5UpHQKEOCjMBJTSlZVRtLtmZhRQAy+wRpNWKFNgaCUzsIh7ZyYpQ7sgcnSMr7x5zyZi7fiF2/6lTUByX0db+3bw4XL17ERx99hJdffhl16tQxS2RatmwJR0dHLF++HL/++itOnz6Nzz//HJMmTUKPHj3w7LPPIjg4GHv27EF6ejry8/P5S6/XIycnB5mZmdBqtVi4cCHs7e3Nbuexxx6736fjL0FNyZFGXPbfC41G8wIRRRHRNgCv1mbd/v37Iy4u7i/ZLxX/fujzS6mlfYO7GmPt2rW0YMEC6t69OyUlJVHdunWrXR5X8kjTzIFwJY8q1gaRzfx1pGnmcNvt5F7MpCkrL9FX7z5LDjbFZFgfRtZzVvOx8gtvkUPXDnwbDJbG1ueX0pSwE/RFQHNq/XQ/0ueXEq4VUMsW9ajinalks/RLi+tfS79EIWOd6fO480RE1LplK/pg6UIa5zSCrLv0ptyLmeRgXUzGr1aQ1eQlpGlqR2e16dTx8Fqapvcko9GK3vBvTS33rqI5xb5kXVxE73/mTQ42xZRXYUv5hbdohF80/bz5BerzWDMyXk6hlLLW9OZHZ2jDa7bU/P1JZBX2KWkeaU55Bluy2/4maUZPJuNXKyifmpF9fYHyb9Wli5evUXefCdRiz7tUOOMTatmvF2kXhVKrerfIjq6S7lIuXQ36kkYuvkzb5jxCe7+MppXPptGfz0+lFTuuUIGhMW15pw85WBdT6fqldM1Qn6zcppFVuy5kZ11CeQZbarE5rMo11MWfolcDf6OP3h5EvTo3JE1TO6p4N4Do8jkqCNlGSz5JpfVtDlL98a8Rdm8kq8lLyKpzL9m9oWnmQIZTx8i632B+PQsuZ5Nd57Y1ul+IiIyXU8SfW9ZQgfcyatW1vez6V3fvs324X8CVPNk9/rdtF6CrV69SdnY25eTkkE6nI51OR5mZmRQZGUnnzp3jy1pZWdHAgQPJxcWFBg8eTO3bt6dWrVrd9jugthAEgfbv30+xsbEk5QMODg4UEhJyT7f1IECj0cQD6H/bBWvCoP7JL1KVIxX3AezpWekdVBvk5OTA1tYWRIRDhw7Val2WK1KTp2P2JC/dV+l6efEJ8PfbxRUdc+Z+5hSE07EX+bjS3KTq9ik8PBzt2rUDEaFOnTqYE7gALmO3iX4+43tXevmY8oyEUA8kBEyDv98ulCz0RG58Ii7PeRVuXnuRPX8SUiJP4n8uI3A+4gRKFvtigs8PSDpbxPNm8uITcCloKtzGfi9zoGYhQ5aTVDLzFQgj2yIvfC8MaclIiTwJL999SDlwBMVBbgj02YSks0XIi0+A+5QjOHbkDB59ZivORMQicdY0CKEeYrK4qU/bqe37xGMytesI9N+CwhnOmDZ4MaKdHXF5zqsI9N/Cr4lUuUmKTUXrJ7dhxHPvIzNgLD+nvGeb5DplBnrLFCfpT36fmJRBS1VqFu8Z031gLgG/Juvfb9zLfTAajbh69SrS09ORnZ2N/Px8XLt2DVqtFhs2bMCrr76K7t27o0GDBtWGt5o0aYLx48fjm2++QX5+/j3bPxWVIFU5ElFb5Uij0UwjomlERB06dHg6PT39r91BFf9a5F7MJLvtb97x06mfnx9988035OrqSvv376/VutUpR+ae2i09yRsvp5AhdCxllTWk9gvfIorcS1Y+C0jT1I4vz7al0RBZB68jIiJ9YRktfldLK0OfICsCNfwihBp4zybrfoOrbFOfX0olJcX05uvBtG3bNiIiGjBgAL335js0uG0D0r29kFq//j4REVc6KtYG0VX3BWR4xI4WvxVDwUtHUq96Oq6i5Fc0ppY+U6nI0Ihsvl1Js6960wzvHvTxN2eptH5z+nJRV6J18yj2T6IPyJNuZGbSB2tG0uBn7AhXC8i4ZQ1Z+Syg/Mad6VrSaSr+aAk1c/eiJRF2tKrpbsrKKCLNKD9au/EMLZ/citpH/Zfeq+dPi9odp5uvvUdoYk/5f2ZTjz1hZOU1j4zffUhWXvMI+7+ilG6u1PPUVqJygTRu08i69wDKL7xFzTYvogK3ELJu0owo+xI1OrKZGi54ny4e+Y06/fAOWa/8joiIDJ+9QedHhFHT3e9Sy4Jksn53N1l17lXl2uVezKRZq8/RZwF21Cx8PVn5LCCrzr3IeDmFH59V516kiz9Frbq0lqlKNb3HiIhfw5qopGydv1O1qa2CazAYSKfTUXp6OmVkZFBWVhZdvXqViouLq7yuX79ORUVFVFBQQOXl5TUav3HjxtS2bVtq06YNtW7dmv986qmn6Pnnn6c6derc6aGqqAFqqhyp5KgaqGE1FTWFclJRhjBqi+PHj9OgQYOoXr16lJycTF2a25odp7ovfkskiE1MeRW2VdY1t44+QUtT3j5P/330MLWetdDsRCwNtRk+CCIIZVRGNlTy2vs0a/U5+qTRV2TXoJxsQjfIliuatIrGzT9C8dFv043rGdTAWkOhgUE0bfpsyggNoD7dm1D9ibMpv1FHHmIiIsovvEVh756i915tRPU+mUcNl26gvK83UKs3PyRcLRD3e83rlJp5i1rNe4MCviqhZrhKnznsJMOs98nOuoQMi8bTtZkfU3njFnSxsA7t/j6BVtiHU7061mQ9RQxF5V3MoAsLZlInhzrUsJ6G5hR50dplA0lzvZBahH9MSW2H03vf/ElrQh8nzZHvyb6BQFemfkAz16bT3ME3aeCB+WS1+DMyfvMeUd26VDDudVrySSqtsvmKDFZ1yL7wPFHLdmS94GNOOPUJWpoZHEUb3nqSrugKaeGqRFq3pB91fWWoGD5LSyHrd3eTpqlI5KREVXkd9QlaahH+MeU7zyWrDt359TZeTqHSL9+lEo8gcVtfjpWFxWpyP9X2Hpfee0QkI9d/FUnS55fStEVHyWekgUqK86h+/frUoEEDql+/PhUWFlJGRgZlZmZSVlYW5eTkUE5ODuXm5pLRaKz1tho3bkxNmzYlg8FAgiBQWVkZ2dvb06BBg2jQoEE0cOBA6tq1K9na2v4FR6qipqgpObL5O3ZGhYp/M5T5C+byGWrz9GowGGjOnDlERLRgwQLq0tzW7JO2Pr+UAt6Iow3L+1NL+wZVJhlzE46mmQNZ+SygvApb2brS42CKAl/nkeY0TdhJmvJ6VGBoTA5UdWLUF5ZRq67tCVfyuHpkQ0SNmznQxjCQnfXrZNi0gowZF3geDED0e9QBSjg8n24IAnXv0oU29e9I6wqHkbW1NT0ydxk16NSYCgyNadbqc/Rx07pklaYj+x8/IjufBbS++Taqe+AmUeu2tP8U0bxfXqAN/8kmx+T1pBk9mZrln6cDjQJo4eN9aX1gFi34pILKrBuQDRHhehFZr9pJzYnIsNiL7GetoKda/0I3PUKpYbN6/PgdunYgWrORcL2ILr8VTEvaHqSWLV4gTdcnyNhsAVmvfpcCGmdT3dZO1KC+kaynLyeHzh1ojvsNmjD3dzq0+mNq3agDNTOU/5+96w5rImu/J4CABRCQooKKi72trr0XLICAFAVBEBQbKooo2MW1Y2/Y194VFLGhFMV1BUFQmhLK0kloStUAeX9/xJkNERRdv12/35fzPPOIyZ1772Rucs+85bwA5KGl1ggLGt1BNLcSd1RGYZNmOZCSBMUDKyC7YAvobQGqL+yFj9d0qPvvgnpWMnYs9kAH68miz9TTBwVp2dAQuz+Sa495TcZ+KUuMnA8Wg8N5huMr9KGtr4v8ZnpYwbfCFt1O8Dmu3iBiVNcal7FfCuHZHQ2yAnFUNT9p9z1jf4RCITIzM8HlcpGUlITExEQ8ffoUL1++hP+Jmq/qS1NTE23btkXbtm3Rpk0bqKqqQklJCUpKSmjWrBmUlZXZ/6upqaFFixZQVFT8W/OX4gdDQ3xv/80HpDFHUvwDqC8NmcmC+hoNpMOHDxMA0tHRobKysjr7ZyAp0Fhf3JD4a+LZWZIQr8klDka7h9G0YeNXVouECplssbqkCphsKTZeycOSqgtyaa3HUjbWYlInHSqaNYIEFh0pbqY1ZbtOFRWfXWwuytz6qOPDxHEx/Qk8LKlkoQk5jthAJ05GkZH9PVZzh0k9r0mNpzI3c0oITyJ+1AtytT9BlYY6lB8aRHn8CsoODWVVvY3s79UZGyUs4lHZYnNWoJJIlCVnM2QDhRkZUEJwODk5XmX1injcdDo3zpoS/e+T5eSLVGLVg61cLyzi0Ztb96jEqgflhwaRk915ehP0TFTE13UqmQ/1ppcPI4kpKCuevi8ulSAuQSBZlkX8Pea82AhurXv/taKln1vjfwdfc35VVRVxuVy6desWeXt7k7OzMxkYGJC+vj7Jy8vXGccjKytLffv2pWnTptGUKVPIxMSEDAwMaPLkyeTu7k579uyh69ev07Nnzyg9PZ0+fPjwt65Hih8bkKbyS8mRFP8MGpKy3FANpKz4l6SsrEwA6MqVK/W2rWtshjxI6tQ0VD9GnPRIggnWZYgBq6HjISohwqSWM+eKp8pLpuyXZKSS+USjj8VhObR161ZRYVirLlQ2bzw5OV5lhQ0ZspHHr2AJElM0lukvLypaVNA16DkZDt1DudwMtkBtLjeDcl0sKG+8Ps21OUbZ7tMpPzSIKs07krPdWTKfep2MZwRTdmgoK2fAVpWX+CyqY8JENd/EiurGBj2nvKhoEiwxobzZE0lg2YnKFpuTsIhH+aFB9KdZH9L55QJxL1+ptRZqUuNJsMSEhEU8ehIYx5JOYRFPJLboEECZFv2pKuwWm9rPkK6ylQ4sEa1JjaeUeTb0h9kE9vy6ynuIizXGJhZ9Iu75NfgngqmFQiHl5uZSSEgIHThwgJydnalv376koKDw2YBmbW1tGjZsGM2YMYO2bt1KQUFB7AOGFFIQScmRlBxJ8Y+gIZou4m0/B2ERjywsLAgAjRtvRDWFeXW2YRWc6ykWK962Lk2ZujY3Rg1bXIFZvD2jvyPeL0OGxImSwNOSYiO41GqAb63sL2YeKdER1KNTRwJA8o0ak5/1GHZMph1zDUzdsDdBz2iqgx89Mp5AOa42VLbQmIIMRdpFudwMshm6kQoXTCLHERtEZOWjxtLowXvJyMafsl2nUn5oEKspxIzF46ZTqYc1ZYeGsqUtxD8/cStaVdgtKpnSi1ztT1DR4slUHRNWq65ZtmkvEriMoeIZI8nV/gTl8StY8cSUS5dYbaLYCC5ZzAykzCWOlLnIlvKioummsRUlhCfVur85kTGsFpTA05Ji5kxnyW9CeBJrQWOKCscFRbD3UbK8B9NvHr+CJUYGdg/rFHSsax2Jv/+f0igqKiqimzdvkpubGw0YMIB9QKjr0NHRobFjx9LChQvpwIEDdOfOHUpISKDy8vLvOicp/n/if5ocAZgE4NTH497HL1WK2Gs7GtKPlBxJ0RDURXq+RRjvt5MXCQA1bdqMJtucqFXZXrydZAmPL0FSzI9xv4m/nsvNYK0mkmn6TCp+tvv0vwqaelqyViPWxeVpyRYyrctyFHrpDKt03bGZPIXajBe5o5z9P7lWZmPnR71gXV7Z7tOpKuwWZbpMJtNBWyhziSPlcjPIwPoOxUZwaxVnzQ4NpZzIGNZdJU7omPvBzE2yqCtrefuo4J0TGUOZlgNJcPcc8bjpJFhiQtnmfakmNZ4KAq7T9Wuv6KcuByjWfhLxJ/xE8XOnUU7ADYqZP0tUi229E2WHhrLK2bERXHr5MJKM7O/Rq4hkMrbxr+UOZdyFzPixEVxq1f8qxSYW1VIuF78/4ve5vsKvsRFctvyHJDGSrNcmWULkW8RFP9cuPz+frl+/Tq6urtSrezficDifkKDmzZvTwIEDycnJifbu3UuPHj2i4uLiBo0thRT14X+dHHl9zvQK4M+G9CMlR1J8DvX9+Nf3dC1Z4V68fYyLAyk2ERGH/fv3f7LBifcrXoeLeb2++CJxMMQoOzSUjOzvUfTiBbU2P1Z1WUKVmSEnZR7WbCkMcZcWY2ER/1vcFVa12pZO79pKjT6WPhg/ZAAVPL5D2a5TaYzlDYqN4Nay5giLRPXVmFgb5j2GNAg8Ldm55vEraKzZFTKwe0hZATepckoPEtw9RwLD1lQ6azRFmoyi/NAgERESI24WMwNZywtDBBiXFVN/TDBvDJV6WNPUKWdpjNk11hrzJDCOnOzOEz/Al0oM29HUQWvplpWojAo/6gXlhoTQ+aGGNLzHJooLimBrsTGfYV5UNBkO3UMGZtfoxRxHthgtQ1jFiZl4bbW67q94zBlTfqWutcDjprPEqL41KI4vuWa/BNbCWZhHaWlpdP36dVq7di2ZmZmRnp7eJ7/J8vLyNGzYMFq9ejUFBgYSj8f7n6r3JcU/h/9pcvS9Dik5+t/BtwSnShKgL7kp6nOB5fErqFPnCQSABg4cSNXV1fWOy496QWFmRqxFhbHk1Ffeg8dNZ+NvqtY7UW5ICGUtn0MG1nfIxvYKOwdxa5RkP0wfrk5nRVXdrbqwJUEch66jEqsexJIZfGEAACAASURBVAsNFgkxfnS/MW66MbYPyGWWK7sJOttMpcopokDkl85TSavzMXrhMpuyQ0Op0qorRZqOoYTwJDKyvycKSvawFLmXbHqKrDAStcWeBMbRyaGmNMPsAJWbd6ZNNhtFxOZjMHOpeRfKdp1KVWG3qNJS9LeFQ4BImPGj1Ygpn8G4rHjcdNGYxjokOLOd/jTrR7aTz9Lj+/H02O936tLvFOXNF9WC4wf40oJJu+i9YWsS3D1HRCJLTraLJQVPsWEDuBkRTXFS+WDmfDIdvI1sbK9QbASXptpeZgmYOFEUvw/M38IiHlv8lmlX5mFdq8aaJOpb459b+19DioRCIaWkpNCVK1do+fLlNHbkCFITq4knfigqKtKoUaPIy8uLgv19qaLiL5InhRT/SUjJ0d84AJgAOKqvr/8tn70U/yK+9ONaX5FMpq7Yt44lTn4asgmJt3/48KFIEVpWhl49Ca13nsIiUX2sVwuc2c1SPPZHEjxuOhnPCKYxdg/JeEYwvYpIrhWrUupmUacrixlffANmVKUZ9xm7Qbs7UlXYLcrlZlDW8jm1rB0vXvFIs60BASAZGRnauGkHmzHm5OxP5Qsn0qs5DqzCck5kDBt0bTDtAXlZb6VKi04k8LRk3VPiVit+1Asysr9HI019KTboOQmsOlG261SWWPCjXlBeVLSIDC1eQM7WJygnMoaNVcrlZpCTs7+o8Kt1N3oT9IyMbW5SiquDyHV49xwJVtnSs2nWZDrpPI34xZvG9/KiEcZXahW6nT7lFJXPHk2CKd3Yawk5d59G9dpEafNE1raCxVNqWelyuRlkMTOQXkUkU2xiESWEJ1GwiTHxQoNFhW/dp1OYiSHlRUVTTWo8FS6eTH+YTRDNVSzAnQmiZ0nXx2BvyftZ3/oVD9T+FpSVldHxExfIzs6uXiLUokULGj9+PC1fvpwuXLhA8fHxJBAI6pzPt1qqpJCioZCSo+9wSC1H/134UrBofXE/jJWjPpeDZNu6/mb+39C0fSKRm+3t27fUurWoXMb6FZ71zpMhKkb298jI/h7rGmKKjEqWhBCfE2P5EZ9zTWo8W46DAdNPXlS0yAXz0d3FBvFOe/CJu49xGYm7qWpS46miooIMxoqsYY0VG5PvsHaUePEa3RwlKuXB46aTwMOSDYJmrDfCIlFg9+tb9+nPSf1J4DJGRGg+bvpZ7o4k8LCkGGdbEkzuQpmzzChzkYgsxAdHiFxXKx1ojt1pemQ6kb32kMBEMrK/R9mzTKlycje2NEepmyg9X+A6gfhRLyhgginZWZxgC7DG3Ayill2O0zXrWRRibEgJF66xLr+E8CSysb9BE4fsYEmMsIjHpszHBUWwViLHERvYz0acyIgT2EXmO6l4vikJrLtRVsBNynadSgIPS8pydyQnx6uUEBxOVattqczN/BOXmnjBYIZE1mVRFF9PzHdFnGBJruu6zi0vL6fLly+Tubk5KSoqShAhTdLSHUBuSzzJz8+PMjIyvso9VleMkxRSfE9IyZGUHP1P4ku1zOojLbGJRV8kNZLWIfGgVfG+G0KMmPNNJ00lANS9Wy+qqqr6bB/imyDTRtxyJF47SzJmqK6NJjckpFbfzKZatd6JQnz/IPMRuygnMob9fBjrWl3kK5ebQTmRMTRp8GbKnD2Bhg8eRABIVVWN7tx7xGZeRZ73/2vz9rRkLSgJweGUO6GTKI7HqgfNtjlOxlbX6cUcRzKy8a9FCEMCE6lV/6v02O93mjvtFBUtsqLYoOek3f86jbF7KLIY8SsoJDCBJXda/a7TE7/fSWDdjQ2sZohYdUwYlS2zptyQEMqbY0oD++6lxAVOFH/hOlWtd6Kgc4FU6mFNCRevEZHItcnjppON/Q16fD+eJZGSri6i2oSTH/WCjYkSv1c8bjrlhwZRstkAmjrlLL2+eJUsZgay1ilxIsTjppOTsz/FJhaRq9NZ1mVqbH+PTc8XXwvM+XW5fyWthpJrXHwtVVZW0o0bN8jW1paaNm1aixD98kt/2rZtGyUlJVF1StzfqicoOR8ppPjekJIjKTn6n0NDrDbf+p5kG8kndSbgtS5rUn1gstMUFBTIoN9y1u1VXxp1XajLFSHZvq6NkcdNZy0rku2YIOXYoOe1LFKSGy+TMm873ZeK5hpRzPxZpNn1AHVTFhXXbN26NT2+84AsZgZStvt0Kl84kZyc/Ykf9YJK3Swoe74la3nK5WbQPJMdbAp82TJryomMIYGbCWW6TGYLqDIbL+PmG2N9h+ZOO0VlKx3o5cNI4nHTKcXNmV5FJFOr/lcpevECyuVm0LApgZTHrxC5yjwt/8q8+1gQ1tVqL9kPWUvB052pw89HadD4y9RC/yiFnL1PxjOCycb0KIWOHkZvbt2jsEkmFH8zkMYP3E7j+otihrJnmbLuPMkgacaNZ2B9h9yn7KYSqx6fyCJUrbal7PmWNMfKhyotO1P2x5imuu4p8xmVW3VnNZAylzh+ci/Fs+6Yvupap3WtWWERj8rWOND1w/vI1taWLYDMHAMGDKDdu3dTVlYWe15NaryIfHo0rOCxFFL8G5CSIyk5+q/Ht4jUfS4bpz531ddAUl9IMk5HHJ8jazwejzQ0NAgA7du3j7XQ1EWMmI2tvniphsZZMdYxZgOf6uD3iRVB0lLBqFoz1qmUhQ6sy6Y6Joyyls+hJ+fu0h9jBtH9Y+epWTNtAkD6ujr0POQJSxxfPoxkg5MZZWnDgd6Uy80QxdiEhpJpjxX06sZDNri4JjWeBC5jSOBmQmVu5rUsGbGJReTk7E8pbs6suypr+Rx6FZFMbftfZskTcy1GTiEiy41lZ8p1sSBjm5t042oMCZaYUOY8Kyox60QFpl2p8MpJyrfsTbFBz0WZdIlFFPI0l4ZbBFDczQckLBKJOwo8LCllhhllTupLsTt2kGCcJpXPG0euTqLAbebzKnWzoJUOPlSweApZD91MsTcfsFlzkpYbJtZIsMTkk6xASWtg2UoH2mTnXe8alLQAiffDuAzrWqM1NTX06NEjmjVrFjVXUalFiPr06UNbtmyh1NTUWvMWh+R1SSHFjwYpOZKSo/9qfE3sTl3nSBKgunSBvja2oSY1vpZYYEPOr2v+RUVFNGDAAAJAo0ePpuqC3Hoz35gn//qe+BtiBWBSuJk4ImYsSeFBVsNoiWmtjZghQikLHWhUr42U6H+fBEtMSLDKlg1AvnXqCrVq1ZoAUK+O+hTyOFFExEKDWTfYC5fZrBXq5cNIynJ3pOqYMMq0HEj8AF+KGf0zzbU5xrqM+AG+JDBqTfwAX7Kd7ks8brpIfDE0mHUtibsambgnSYLMxAHlcjNo4YgV9NjvdxpnepmUOp2hqKmTaJrxfnptb0L2Q9aSjf0NKgi4TkREryKSydn6BA23CKATQ0yoeIGZKFvPw5LK3MxppYMPxd58QI4jNlD2lbNUkxpP961saUSvzfTEfhplutpSposVpcy2ouqYMIq5GURV651qiTsy86+OCWMz/RjCKLDuViv4XRzVMWGU4ub8yZoRXw91rVFJtyuRiDRnZ2fTxo0bP0mzV1HvQKtWbyBuVPgn60saGyTFfyOk5EhKjv7r8S2Wo/qCouv7Af8Wy9HfOT/uWRT16tWLAFDbtm0pI6O2gB/Rp5ucpFWgLhKVx6+oM25KnBCKn8+oOzNWJKbP2IvXSTClG+v2Ya65ar0TJQSH0zzLg1S2zJoNYK5Jjae7vrdIXVWUqdRdTZWePYwUpcUHh1PmpL5kPtSbrp1+wpKCVxHJ5OTsz6bRm0++TDxuOnEvX6ZSD2sRURALlM4PDaKpDn5U5mZOleYdSGDYiornGrLX5uTsTwnhSRR78wGVulmw5DU7NFQUdO1hTfOHLafYoOd068wjspgZSCmuDhR97ByVT9Ahh56udGe8EcUFRVD8zUAS2PQUkZMlJlRppEuvNm2g4gVmxI96QTb2NyghOJxqUuMpbeE01jrE46ZTQnA4PRg2mG6vO0ChJkbkOMmHRhhfocV9ZlOikyUtHLGC8gL8KMXNmXWH5XIzyMIhgJLNB9FK2z2U4uYsyphzc6bckBDWEiPuMqtJjafoxQvIwiGgQW5ccWIk/n+hUEjXfO9Sy3ZDSVZWliVEurq6tHz5cnr1JLQWwRLXhJLsWwop/lvQUHLEEbWVoi707duXIiMj/+1pSPEN4OVXstXmvwaSle2/15hUzMer+D9hZjgG6WVl6KiujAchoWjTo/dX9VVXFfO418Xw9H4JDoewZW4bdNdXqlU5XXbhVvCrlT7pj5+cAVLRgMvaSPj82hfvYl/h9cZ1aD97NjonBUDGfik4zVuAX60E/p852H00ATuaX4aymQ2q9y3HLvnp6J62D3bPc1FWVYNhg4bjzJGjaNOsBvnN9KApV4r01a74c9AMHDn0DNs1b6FKsx2WvnfEdvUb+GDjgY4KPMSvWYn27VQQny5AG51maKHEgeBdKUqcvaEpVwrh1vlImnUcb2ua4MrFaFgbqCP0Thxm7l4AjbI0vNvnhZTXOXhfWYXLpX3g1v8ttmYPQErqWyh26IJ1Vs0gOLcbx4v7Y0rjcMhOXYxuCZfQatEqCLNTEX/uGrRnL4aQOJjvHox1S3qhl+loUDEf3JMnoXznMCpbdkQTt22w986Fx9t9aOM0E/zzv6Gj+zJU+x7D0oJJmDe9O7w9LmD/kGS8/2UCWgbsxHFMhEvlWZxRsYW1ahzeNlKHwbMJuHHGCN20qsBR1YTvvQxM6lSGhA8tgdJCuO37E03eF6OmsTKOal6EirAEsamVaL/jCFrIluHVvkPYUDQB61cMRvfOqp9dk8x6FqYloGblVMhuvghq0wm+vr7w9vYG8/smJycHU1NTzJ49GwYGBpApKay1zph+vvV7JYUUPwo4HE4UEfX9YsOGMCjmAMABMBaAN4BnAHIACAC8A8AFcBXAPACtv6bfH/WQWo5+HHyLFelr8bVugs9ZeyTbvV5kSXpt2xAA6tmzJ+W+jq03jqiuvr80bmxiEb2KSP4kfVtcEVrSgsRY2Rj3VNV6J3p96z4RERtXlOXuSAbWd8hg2gNW54iJj9nmMptkOYz7ZSCNtrlLeVHRVGLRjR1Xp+8lMrW6QsHGhpTof591hyWEJ1HPgaco2tGanOzOiwrNhgazMT2xBr3J2OYmxSYWUU5kDBnYPaTB/fbS9bvpZGR1ndLHdSHB3XNUtMiK8kODKNpwMFWY6FGOcXcS3D1HJVN6Uc4pH0pbOI3CJ46h2aa7qWWfS3TR5wEZDtlFo/vtoCx3R/ZamCy9mJtBZGx/j80Cm2B2kV7bGdKMwSupcKkdpfjsIf44PSqZ1JniHMxIsMSU8pzGUKiJESWEJ1FCcDilzJtKjsPXU8msMZS2cBqttNhERYus2Lip63f/EnN84veEFDtfpFvXXpCRUwgZzwimkKe5ZOQUwgpSMpYjYRGPytzMycnxKoU8za13fYgHezOZckRE1SlxdP36derQocNfqffq6rRqWC+Kffr8s2vwn4bUIiXFfwr4nm41AE0ALAeQBqAGgPDjUQEgC0ChxOsCANcBDG5I/z/aAakI5A+FhsYffY8f1M8RFsl2n1PIFkd0dDRpaYqCr/v160cFKa/ZoFrxCu+1gqDFYqSYchb1QdyVGB8cUSt9u/SjajITnyJOpsQFIsUz0ZiK70xdMYNpD2iM3UORyvZqW6pcakGLe7djN9ieP0+hoCfZFJtYRLkhIfR09ACKDxYVQmXqeDHuO/HK8beuvSD/EQZ069qLWvFcRKJ0+ZCnuaL7HhVNz/weU974DvQm6BmNsXtIOQE36NUCZ7o7ahQ98fud5g/1oLs206nHL0coNrGIDWauSY2n9HmTqdTDmvzPPGIJyUBDX8rlZoiCqyd1IIFVJxLcPUdlHtZ0z9CY4oIi6MHM+aTw02m6uvksvTPvRgWn9pPASIeKZ4yiZ8cu0U99z1DaTBMSGLWm5weOscTPyfEqxdwMYmOybKf7UsKFa+Tk7E+P/X4XFeUNei6K25rSjZ6dD2AD15nPix/1glLm2ZCr01mWTDHaVFz/u2zaPrM+GJJbHRNGAmNdliDlRUVT2CQTunvtJg0bNoy9Zz+pKdHW9ZsoLb2Qpjr4fVYE9Z8mKtJYJin+k/hu5AiAE4Dsj6QnAcBaAGMAKEu04wDoDMARwMWPxKkGwGUAbRoymR/tkFqOfhw0hBh9zQ9qff19NsNMgqDUNZbka6GhoWyF8TEjhtG79JRPFI2ZcZmMKvH0+YTwJFGMj+en6dGS/08IT6KwSSaflBaRLDIbm1jExvuISxLk8StYOQGmYCtT3JWZ5+uoWJo4ZqRI0VuGQye8N7L1wmzsb1D4HGeabnaYjGcEs4HRDDGysb9BZcusRdYPZ3+KjeDSzuHTyfijhlFeVDTFRnApLyq6FtnLtBxITnbnqXiBGauezVzTk8A4EhbxKHr+bDK0vE4P57qJFKUXTKLSBRMpITicLGYG0mO/32lojy0UOd2GHk4YT4O6bKTbZ0IozrA/vZ+kL6qj5mZBVWG3KMXVgSwcAij7ylk6P2UemQ/aTGlGvcl16mFKuHiNptpeJsMhuyjE0ZlqUuMp+8pZCjMzojRnUbyTZF24koUmJDDSoYJT+ynTciC9uvFQFJA9ewRbaoUhRkZOIWQ73ZcSZ1mT+c+rKMRuGil3Pkv+10TWn6qwW1S2zJpsp/v+lXK/0kFUnHaAL0uQGHC5XDIzNqmlVn3w4EHKSEiplbxQn3Xy3yIqdUkYSCHF98D3JEdCAL4A+jWkQ7HzlAEs/Eis1n7NuT/KISVH/x2oK1D5S+0/5wKTtOQQUa0A5voguZHcuHGDFBQUCABNNjOlsjUOdWYeMWPZTvelspUOFBf0l9Wl1QBfig+OqKV5Ix4ky0gAMOMz85Os1M6ACSo2HbaTbcPjplP04gVkZH+Pdesw5IVxx+XxK+ia32NqqizKSFNt3px8Dx8RZbN5WtKLmXY01NSPDAd401X7xRQb9JwNlA6bZEIJweFkPCNYpF30kbDFJhZRyz4X6frddDKwvkOmk87TkB6byX/EaOKFBlNeVDRr/WFcf7ncDBpu6kdZy+dQbNBzUamOp7mUExlDRvb3KC8qml5FJFOnLnvIpfdcCjMcQ3FBIuXsWxNMqHShMT3ze0wtfr5Mf5y/TUVjdegPKzOKuRlEK0YsplI3C6qOCaOXzlPpvZEObbLZSLFOliSYOYQKJ3UngaclvYpIpjeXrpLA05L4Ab6iYOUrZyjD7BeWEDFq30QfXZR3z1G2+3Qyn+r7l97SOC3iB/iSkVMIDTD/S/mckSmIDXpOCeFJ5H8tmiW9DFEWX4fM37ERXPa13NxcmjdvHsnJybFaWp6envT27dtaa66+74CkdMD3RkP6lFqQpPhP4HuSoz4N6egz5ysC6Px3+vi3Dik5+vHxrdpFdREqyZR/yX7FN58vZb8dPnyYZD5WoZ87dy5VV1d/0fKTx6+guKAI1gJA9JdukzgxYuaVExlD5iN2sVYUcXHGusgf47p6E/SMJR6MxcrY/h6FPM1lY23KVjqwpCSPX0EDhy4kGVkR0fu5pRo9PHaaIk3HENf/Lr0Jekanh5nQoDHn6bHTTOr+y1EKcnahsoXGbAyRYJVtrRga5toMpj2gN0HP6NAoOypaYEZ/+IbRjEkHKWmGOQkmdyHBEhPKDQlh9ZkKF0wim95L6Y99J8hwyC66sPMGKxPwao4DlXpYU2wEl0aY+lGsvQVFGQ9nM9/4Ab5UNM+IeNx0CglMpLwAPwoYPZZ+6rKfJk08SYXO40jgYUnXTj8hC4cACj8XQKG+TynDuCeVTOpCK613UEhgAtlOOUs3RhhQ+rQxxJ/wEyWeOEl58y3pwcjhbNZcmJkRZbtPFxGjKd2ofOHET0hNVdgtIiI6cZlLLftcpPPTltQqp8JYg5jPLY8vKv77JujZX2tSTLuqar0TVSRG05YtW1gVaxkZGXJycqL09E9J/eekIBpKXr4FX0N6pMRIiu+NhpIjabbaZyDNVvvvgHgGTV3ZXPWhrrbi2Wri/fLyK9msLk250nrHEBbxsG73AWzcuBEA4OXlhbVr14LD4dQ7NgA2IyjHey2KLZaiez/9Oq9P8v95yZnQ1tcVjZ2WAOHZHZBduBXxvEbo3lkVwrQEcJq3YOdZeNsXCy7L4rj2RSgoyKJo+haQigYSk99hx/FEbJnbBl5HUrHPvBL5Dx/A6+0ENBdcxukLZwEAjrY2WDd/EfK2rUUXpKPqfTVS5p3C+eNPEJcpxIEN/bH8zFsoCCtxkuONxmsPQ3jGG2UCGczm2cC+4joG7tkJAJi3Mx0bpyig9OopTA7ugXCDIBRZemL5yiA4KwSh87w50Is4C2SloHDeAbyu0kI/38WoyU5FOacJHLKnwqVZMDQXe6GqqSq2/5aM6spKVCqoQuZdPlppNcGa+d3QSaMKNYfXoqygGI/eCHFTbQre8QtwsvkJ5HHUIY8PaCpXA1UFwqNha2CyvwZHf/4DmzMGQFhdjWYfinFlmRqqon7Hsqxx2NvSH0XFleisWoGUlCKsKLNBVx1ZzFF7jg/DrbDMOxZrlvXDIMNfwK9Wgkzma3geysJWz17Q1G/DrjEq5iOe1wgGDiHQbC6DvIIP8O0bgt/IGJs9f0aLC+vA7T0VHaIvosjWCxrqinjj6Yq3/Hdov+MIm2m4flF3aKgrIur2GSxe6gFuYQkAwMzMDJs83dFt0LDPfnc05UrZTDRmjX8pI+1L350v4e9khUohxd9BQ7PVZP6JyUghxX8S4j/kHFXNBhGj+tqK/y3er5ZGY3bT4KhqitLcJcbITEyF05ih2LhxI2RlZXHs2DGsW7fuE2IkPjYA1OxfDirmg1+tBNd8S2i0a8224ydnYIZnOPKSM2udn/8iGgBQUN2MfU1Gryubtu/p/RKJtx6gZsUUVG9zARXzIUxLQNPTa9G8Kh+ls7ejaPoWzNuZDt6rBOw4noj35e+hfnkD9iocA+eYF1ZwuyI1chVOXzgL+UaN4DO+N/a1FqJtl/Zov/M4msxbC9mfOiPo2jPM5gRAsU071LRsj1N6NyHfWBElOj1BpW9Rk5GC1TnjwOOoof26LRCCA7ULXvCZpYQOYYehY22NNs2rUWTpCY+jedi0bzI6rNuEjtZWKJ63H5yFW/HkzB0Yzo/GmXhllFbLo4W2KpZ3ScIJJXtUkQwcV8VgQlUYotKBnkVPsKr8AOaba0JNTwdUUoTCvmZ4lSOLg0ozYTF9EJ5WdUR8kx7QalQOHSqEAAqA8xqMLLiDSwsaw6ZzCW5u7YLQ4cHooyuEanwILud3wtayrZAtL0ZObhm8skdBG8XYt6gNvNo9g9B4OnYdjESGsAWW35RFPK8RZniGg5TVsWWzATTUFcFPzkD1NhcI0xJQs385umlV4eES4Eb32+ilK4tDgvFYNqsztPV1IWO/FMpPr6N44kLM25mOuORSLInrh2auG6Cp34Zdk4L3BegzYDyMneaCW1iCzp0748GDB/A7eRSdHpwEFfPr/Q4wRJ+K+bXW+Jcg+d1hyNLnxpI8XwopfmR8EznicDg6HA7Hm8PhBHA4nPscDucYh8Ox4nA48t97glJI8bX4mh/ehraVtE4Jz+6otRHExqWh9xhznIlJRpMmTXDz5k04Ozuz59Y3NkdVEwW268FR1YSWRmOsX/rX5iRMS0DTk2ug8oGPmhObQMV88PIrsc7tKoSrrPH7jd8xfnoQ4l4Xf3I9gopKvDl0FMXz9qPYeRf41UooqGkGWd32WKMZDC11BWjqt8FB6xrU7FsG94lNsMdrIFqu8kbL2a6ILcrH82A3xMa9hG4TORiPXIYhbXtgUf5k8KuV0EK2DPhtE5rhA+ZoROKA4jR4tPwdXkdSIZizBTvXD0LugKnA/YsodNyCWLkOogkqqWP+1td4MmgZtPr8jMKJrmg1YgSuHBwO/tsaTM46hhb8OOgH7UVScDj2briNDN+bOFk5DB1by+G3wr5wzZ6I2A/acIofg2eZ8lA54YnDnYOxK7Ub7DXisEPmKLTky1HOz8fSeRdQ5mmHZB8fzMm1glerYBjGbMf52QooLiyHB81BsuMBzG32K36X/QX5JUI0CjyLpNGLodymFTK7m8K64hb4wx1g6W6Jdp11oLNkFTqs2wSnRWPQpJkC2rVqjJIaRfhcycL+FtdwvNVVaMqWAQCalOWhiY8bWuREIW7tKjitiMSruHwAgOzCrRBmJKHTucVQGWMIKDfHapfuUPbbCSrmI7+ZHmZnm0Oo2xk+v/aFhqo8ICMDjeZyAIDq6mqcP3sIw4f2Rk5aGJo1a4bt27cjJvQBDAwMGvSgINnmazSMJB8qGvpQIoUU/w2Q+9oTOBzOSAC3IYolEn8kngEgk8PhLCKim99nelJI8Z9FXeZ9ydck3Q3iGwEvvxKpyTGwsrJCYW4OWrVqBT8/P7TV61HnuZLg5Vdi/s4/4fNrCwDAur1xWL+oO7ppVUF4dgcaO3tiV40StNRHiggUgF+9RqLpvisY1EsVtwdfQjet4bX61NJojF3uHbHlgB30tX7G5g2PkF+jBBXhOxyesxga/nvBK/wALfBR4X8exhkzIdiQia4d3uHM9r7Yd9oXe55kg4gwfMBAHOzZEpvfdUH75ilYYvUzNOVKwatRgrquPtBIHsJhNuBcKkG/ZnlwHKIBAOBvdkdOEh/v2uiiU6UfUG0FyMkDOSlYIryEJav7YXv5W5zcE4Rt64vBu+GLKY+HoZ2qHcbePYsqmQ/4sHsJVim8RemUTZj3XgfC414IadISFs1eopXjFtxv0hqJme/R/bkG5AbZYDT3PlwUH0N2sjsqZbui4shuhL+bgsdqHSE7fiqGRFZDR+4d3g20wy8BR/Ga3qIg7y2ahDxB88rxsFn5AVdWuWJHeDhkfHIgmxOGxqiCx/xVKABA7AAAIABJREFUUGmlhVl7U3BYTQX47RCUG8ljTrY5jrr6oOT2RchMdYOzsBnkL95A+2m/4qBuJ9C7ApRnZSOlNAcax/YgJbkGArkPcObZ4eyHluiGKsj2GgpsuoBchW5QkI9BjXILuOZbwqdaCQDAaSTP3lNo6OLkvlFQD9iHqBJbzFy8FC9fvgQAmOuoYO8VP+h07iay4Hxcn+ICjsK0BMjoda13rX+tq0uyvZQYSfH/Cd9iOdoGoDGAAwB6AdABMPTj600B+HI4nGXfbYb/AjgcjgmHwzn67t27f3sqUnwFhGkJX9W+LldAXa/V5W7gqGoiO7cU48yXY8SIEcjJycHw4cMRFRWFtno94LI2krU21UWMGGuS+PtaGo2x0KED1u2IFFl6bNeD07wFWlxYV2t+QnCgoKKC+AIFaM/3qBUjxXwOXe5uwq41v6CrQi6O6fhho5U8lpQfRdpvx8FLycHMNTHgVytBb80mBF40wtHN/VH5jouxo/pj9+7dkAGg180WTfXXQH3OOmxs/QilU1Zg3ZE0pHm6wGXFU7y22Y3iX0zR/Mwa7FS9hrxSGdiuioPNwidoUZyKPu0b4TjHBCVTVkK+sSKUBQVYvOoJCjPzcL/lfgwK+RXrOkZD9c5BtDYYjfZtlFFdlI/m2XFoNMIY8jrtkTPRHdM3JmPBlgS0VxZgi0YAerSRg2ZbTWhdXY8NW//ArX5rcelKHLao+GK/jBUEsZHQbVQEVU4FhqlkY5hsIoKu/oEV5T6Y+XtPxB44gk3vjKGu0wLEkYPdi2HwFh7E7jYPoKbcCHLaOtjt2R079pqhvE1PtNNpApWt06D2nodk49VwzJ6Ct0YumF16FkVNWsMxzQzWm7Owa3MgeEIlaOq1gkZZGrT1deGx3hhm+QsRNWo1fJo5QklZAXeGhKLLh3jkeK8FFfNR0OoXrNsbh+1zdNC9syp8tgxl18OJrQORX/ieXY8tevXAtiptDBxriJcvX0JXRxeDujvD5+wNyOsPrNfdVfPyCWqWT6n1HRFf61/rFvva9lJI8d+GbyFHPQE8IKJFRBRLRDlE9JSIVgLoCOABgK0cDmfMd53pPwgiukVEs1VUVP7tqUjRQDDlERpKkHj5lfXGHEluLkBtdwMRwc/PDwaj++PV7/tQVVWFRXNn4+HDh9DW1oamXGktQlQXMWLIk2TQ9/ZDL7FGyR/0rgDzd/4JXuEHdj7CtATkeK8VuaWGr8G4BS8xzSuJ7cdlbST4yRkQnt0BGful0FJXQM2JTSizdMOGW9UodNiKyYkm4E4/ADRWYq+3iWINlrh7IDLQFcmpKejYtg0ejWoLkx7DcEDtMuQ4Qux9OwKFTdtgn3klWmU9Q7OUZ1jg9QKuWxJR5LARim7b0N7bB/e2tseFxrugMc0ZxU1aQllYgmqODC54dcCBVjexZ5YajrZ0RfaMvchvpIWV78zxvrQczU+vwk4roIzTFO9btEXCyQuY8Gw0Vh1JxxH1c9hoIYvkd4r4TdYEv/PVUFj8AcKJM7C16TkE/nYPQxVTUT3TC8v14/ChtAxr9iZCYOiIUcLnWFpgjlKZpogs1UJjRQ7atVfFDBNttKv8E8daXcHaaZpI+aCORrxUpG5ajV1lG6FycgU0ZUvRQl4AxYBj8MQc/Alt7PSJwcv4QgiV1KC+yIuND3MuOobVJXugWpELYUYSuxZH9FXDlf5P8Mz/Dxxu5QufX/tBa9Fq5F06B9ccE8TzGkFTrhSH3Nuiw70toGI+NOVK2bWSX/gedo5+KN68BCnRERg+fDhWb9yC6upqLFy4EK/fvIav31pwug1g11Rd61mmTUdAr3OtdSi+1r/WLSZ1o0nx/x3fQo4+AIiu6w0iKgZgCSAXgMffmJcUUjQIjLVERq8rZDdf/MRtUN85LiuefLKRMGBeY8gIQ5CICIGBgRg8eDAsLCzw+vVrtG/fHtdO/4Y9h46gMD2PDbQV3+AAsE/nwF/WIgDshsZC7qM1SKUFDrq3Q4sL60BvC5CXnAnh2R0oGjgZPluGosvPbfHg9Cic3z2YJVc+v/YFqWiINq3mIjedoKoGHGU1EHHQXw8IHhqMkSP18Nu2AdDSaIy7d+9i5LDeSE+4DA4ILjNnY8CoXfi5V2+sXjYAuk3K0eTsBqxscgPHvG/jQ9AteCi4I113BA549cGxofGQadkWlce3gd4WoEN3HWjotkDazTtY+6oLFrw9hl1Lz4MbnoC8xDT8dHUV5vZ5B8+bskgavxzllUKkCrVQoNwWzcIuoUsbRWTZbEbXn5rieq9A9NOqBE/QFEvPlmEnfxB6l73AbcUxkL24E7lvCbN4U/E8tQbTwvvB4bISkofOwYnMDlircBWBfxRAW1sJzWQ+YEfre4jTGIodWgF4O9QG7gczEKc+APNlPOBwrhFUPLZD0W077mhaQdi2G44U9kez67sxx74TeJPXIU25GzbZNsNp/dsY3VkOFdw3mLImCfmF77Fqph5Ovx+FBRx3kKomZNp0ZNciR1UTfZctwEqtR9BtUg4tdQXI6HVFK49fsdhOD7t2PkHFjmXQUFdEge16AKIAfWFaAnj5leimVYXTg6JxRbUbfh4+Bk+fPkWrltq4f/8+9u3bhyZNmkBbX/cTC6W4RYclP3N+rRUr93fdYpIPEFJI8f8KDcn3Fz8APAbg94U2BwG8+9q+f7RDqnP0Y6OhZUWYtgyERTzKWj7nsxoqbHkPx6uUkfWW9h84Tj179mSVhjU1NWnfts304cMHIhKJLpoP30GZi2xZdWtxzRjJmmfM+4x+jfhr4tdVkxpPWcvnkMXMQArx/YMG9fSmx/fja123eEkQcc0bHjedLS3BlASpSY2nvKhoSk1NpcmTJ7PXo6z6E92594idDyMoyeOm01QHP1EJjI96O1Md/Ch83jyqjgmjbPfpZGN7hRytT1LhUjuaY3ea0u3HUezIrnRx03nq392bjh98RGPsHtJPPY+S07htpNnlBPU38aepxj50d9hQshq3j4LHG1DguLEUZjiaJk++SC9m2pH1QC/KH9eOrHstpVMWcyl5ujHZDFpHtw4HkKPlMbrqtIxu7r5Cl0YZ0+nBhhQ+fgg9HjeCCsfoUOq4rvRg3Fj6ud9Run46jKrCblHszQdk+LMXDTW6SgbWdyjE9w/KDg2l6MULKC8qmnjcdCpb6UC80GAKNTGiJ36/k0bfazTUIoAe348nw2F76PG5e2RsdZ0yx3ch7uUr7Gd/4mQUaf18kRXwFBfY5EeJyqMw64LoLzXzhPAkEhbx2Pp3OZExVJMaz5aWSUsvpGnWtux9sjI1IZ6n7RfXbn06Qt9b+bqh/XzuOyrVMpLinwS+Z221WicANhDVThv0mTa7ALz92r5/tENKjn58NJQYfU4osr4+yrP/pI2bd1KrVq3ZzUlbW5s2b95Mb19FfLIpMOrPkjXMmPE+KRg7M5CiFy8gi5mBdYo9ihePZcQZDazvfKJsLP5/5jxxgsaQs5rUeHp9fD9Z6baiRh+Vkxs3kqMdK5dRVk4J8bjpdNPYiiVFYZNM6ElgHEuKGHIVG8ElYxt/ylo+h7JDQylxgRMNswighPAkMrW6SgP77qehvb0pOzSUEubak5OzP+06nkDy+udpgPldeuL3hP7wDaNQ04nku3wPdep9lC6NMKKoKcZUuGASzbY9QznzrSjyvD8lGPenMAcHMp98mVIn9aPpxvsodNRgOjjAjBQ7nKXdo6bTyF+2k1n/DTRjkg9ZTr5I1zafoezQUDIfuJGunX5CAg9LEkzuQtmuUyn4qC/ZDNlAVw/fozZdj1Cy2QDiB/jSI9OJNMfuNCWEJ4lqyrlYUC43g4ZZ3KahA/ZTfHAEDTe+QoZD99DrW/dFddhWihTPGYXvjl32UMHiKaKxR+yiuKAICp84mvLG6VOOiwUJPC1FJO0jiX0SGMfeVydnf0qZZ0OCKd1Yle0n94JYQq6goECHDh0ioVDIEq/PfRfE15EkvrfydUOI0ecU6aUq2FL8k/hPkqM9ENVYKwZgW8f7TQAkA7j9tX3/aIeUHP3/QUNrqeXxK6i0tJR27dpF2traLCnq0LEznThxgt6/f19LjVockgSI2QTrGlu8ppmkxYfZHJm/2X9X29aqcyY5/5rUeJEis5iVitl8s1zNyWumHSnLcQgAcQCa2q0tTbbyqVVbjalIT0T0JDCOtPtcotPj7UQWpahoeuEym0o9rMnG/gaFBCaS8YxgMjS7SOq9r9Izv8dUttKBzh0MonZdfChlng0VBFynkKe5ZGzjT17DZlPKpUuUuciWzId60/NjF4g/To+Chg8mt96OlDnmJ+JevkLXr72kkQP30Is5jlS8wIytP5YbIqo9lzbLghwtj9Gu/eGUF+BHmS6TKTckhEo9rOmFnQW17HyUbh0OoJadj9JQiwDK5WbQvT0XyMb2Chnb+NOj8SNJ4GlJoefuEy9UVAOOH/WCCpfa0SabjVQyqTMJrDpRXoAfxSYW0VTby5Q315QeGBpR2qHdVDm5G+W42pCrxS56EhhHWv1E1/gqIllk6XN3ZMu6JASHU5DhBJFKuOsEUUkSO28KeZrLKpNnLZ9DudwM1rpUU1NDG1atI0U5WdHa69CBoqOjP7Eq1rWOGZJd19pm1qgkGWlIjcC/C6nlSIofBQ0lR1+tkM3hcITiXjkAmQDuA/gTQHMAVh/fG0dEKV/V+Q8GqUL2/wZ4+ZWgmne4cNEX2/eex1veC7x//x4A0Lt3b6xZswZmZmaQkfkrRE8yXqM+ZW5JdWsAiHtdjHV742rFiDDthGkJEP62CfmTPKDdviWbig0A1TvdUOwoEm6UPFcm8zWab7UDAMisOgqZNh3Br1aC3aL7SHl1FdlJN1BVVQEAGDV4MJS1rHHUexL41UroqpDLKmvzq5Vq6SxFbj8ANUNTvO8wAG5ez5CdmgufTYMhS0L4nOPCZVoHKN09hJXJA7AaZ9DCbQNWHc/GCrmL6NSsBOWpKdiu5oZhjV5jyaufEdTmMBS1tZFTo4I25hYoO7oFMSM9INu0CTqqVKLJUz+siemE9R2ioK4ki/XpgzCjdSJqzOfhyK9+WNcjEZVCObyuUINDeD/c1T0OdcUqNFp3AnK5qZA7vhoOqWY4OToFiSMWY7NvKVx+eYuaq4fQu7MSXkzYiEVb47FnURucOPwMwppqhH9oj2s+wzEk5wZqLu2HbKs2KOpjgjdnLqLjmg14XaUN301n4No2FjqVafgVTrA1b4/VWyKwsk8GPEptcfnwaGhpNEZeaChmrI7Gib2jIauiCg11RcQnl6B7P32R0OfTp2j21A+NnT2R30wPgEiIMT65BJ391yHTyg3Ws93wPOIJAKBNxwkIvncalR8asWsG+DTIn1Hbrm9dSbaVzGarK8NNGnAtxf9HNFQh+1vI0SAAfcSOrgAafXybINI+igHwB0SB29EAYolI8FUD/QCQkqPvh4ZoqNT1Q/53+6zzPCIkJSUhLCwMT58+xdOnT/HmzZtabYYOHQpPT08YGxvXqXD9tfNhro3JKlu/qDu6d1ats49sLze4xvSBz4kpbGkQKuYj91UiZLv2B/DX5sgIQHp6v8Tp6UKotdGGjF5X5OTkYOfOnTh0+DAqK0SkaNiwUVg8Zy7Gv/RF+Wxv8KuVsG5HJNYo+aOHozU4ymqQ0esqCh5/WwDe3o3YljsQPYrCcVt+JNboPoW2XBmWFE9BLjcL8jKEtvqaWGKthQ2XirG/chOemh+Aw848aMiWYefinzA6whsvR6/A9sv5KKhqhCOal7A03xxlaWmYr/4UB2Um41mqEGrNZPC07zXoqgHPB7jh2tVXGGXYHXM2v4amfAV0O+hgu9pV7MgfhneN1LHPswueR2ZjxH0PzBMuQiMFecypvAhtVRnMjRuChYuHo59uDXiXTkGXF4XFZdMw36k7tvpXwVwYjMuKxpAtLcIks07w2JcKM50cHKzZCdmFmyHTsi3eXziAzX/2haFKMnZ/MMHCSerYf7sU7qOrse6OPHYtaofDXtfAb66PYk5zXPDqAPXyDFRtdsHmGmss0Y5ASmY59NooYf07E6zcORX5he+xbkckfFw0oB6wjy0JEs9rhHEODzFH6QB2hEehrLwcjRSa4+ieHTC0tAWAL64ZhswwZWO+tB6/tG7/bnkPaXkQKX5U/MfIUR0DyQPogb/I0i8AukMkEgmICFMNgEQi6vW3BvuHISVH3wcNeRL9mrpODe1THHw+H0+fPsW9e/dw7949pKen13q/cePGGDNmDExNTTFx4kS0bNmyYRf3mfmJ6w+JX1vc6+JPNjlx8kTvCgAAHJUW0NJoDCrmo3zDPMx61AElHYfgt30GbD8GDiHoqKuIFgrvcVbvJhLHzsaJy+fw24nfIKgSPY8YGRnBZf4y7L5Qg6YfiuH54ThUV+/H0sPZWDarM/YfjsIW+TPQK42HzIrDEF49hMxSOUx6Mhhq2s1RksNHq+o8HB6SANlZXgiJKMDGk1lY5aiLSa93QT6bi2LXw+C/q8GoX9+htQqhQiiP3u9fwF0vHuvS+oPTuj28N44GlRYhMzELW7f/jtNtr0Nh2S4kyXeCfFo0+vkvQ6b5Gmy5VQV+fBI022rA7N1NVH4gPFEZgU2tHqIsKxtcmXZo1EoXq2J7YnjrEtjrpkGjmo/Yoa7oFbgRCX+Ww5lvj181bsNfZRImVATDr0gfExonYslbaygIK3F4ZVcUnz+CK5r2WGquApVTK9FymhMK2g1Cu2urUfJeBinGq+GwIgqX+z5Gb9ViRA1YjA+ntmGHjC02tghA++yn4Dl6Q7nPAKieWgEOB0jtbo7WL64BVQKUjXFAzc2TUCpOQ5bLcfx6MhebWgRAb80m5Be+x6bNj7G55QOUGFjBbtNhhATdAQCY6rfCxpED0FlNBnLLfUTrV8yiV99641crwWVtJA66txPJOHyl9edrH04+Nxep5UmKHxX/GDmqZ3BZAN1QmzD1JCKl7z7YfwAcDscEgIm+vv4sLpf7b0/n/wX+CcsRESEnJwepqalITU3Fy1eJSOYm4MWLF8jOzq51rrq6OkaPHo0hQ4Zg8ODB6NWrF+Tlv0/1m7o2B0nLEUOUmDR+l7WR2OikjWVHskDEwTaPXrXcKJpypchLzRXp1eAvy1Hs8xSo+W4H33gm9vrsw5nLF0HCGgAcGHdog1+PnUDvnj3Ar1bC5AVhUJCXwb6FbaGmp4Npbk9xbvdgJCa/g6PLPZxbqo2hdhNAxXzkpeZiyrxQnB70AtnGnvA/chvTl5tj/fZIuOTtRfr4JVjlz8H9bpfQKfcp0LEXBAoqmJUwAq/TyhAvaIXbLX1wobQfBjXPwzUVS6zwHAaX+f5Yo34f18t+hs+Stij7IwxNp83H8iUBmGfVEvTgCvLsvfFTdQq8fAXg/clDTRMVKJXzsF3TH2VCBZyWN4WcLLC1YjeK5NTQbPJMJJ48C9u3LtirdAanKodhtdo9tOXw0Kh9V+T3t0JNyE1sjmuPmyVdsLzVH3D+zUt0r1REit4zXB+iVKiAlOQi9GkvB2FjJWxdqI/Fi29jl2d36D85ipUFEzHWuBv2+BVBplqA3WaVKL5yCpoLV6FDbz0kxqRj7IosXPfUwMVbf2K6XDAq8vKgPssNrlc4AHFw1qsjtPV1QcV8VOxYhqucVvDYsR35H2qgoqKC/ds2w26yJfCuEMLfNoFjNQ908zeRIOhHsvw55CVnosWFdbUKGjcEX/tw8iVILUdS/Kj4V8lRnQNxOBz6pwb7TpBajn58FBQU4MGDB7h37x7u378PHo9XZ7umTZuiT58+GDt2LCZMmIA+ffpAVlYWwPd7YhbH17jYfH7tC867fKhd8EKRrRdIRaMWcVqx8iG2bDaAplwpax3w+bUvNOVKUVBYiC1bt+HQ+ct4//49OBwOFNWG48hWd0yzHAAAqN7gjEKXg3Dekoylzl0wcpA28pIz4fbrC+xd2xsBLwRwXhGBn1WLcfrQBPTo9xN4+ZWY4f4Ys021MehnVbx2n4/OOw+CXyxA2Tpn6LVRQqKlN7rqNQW9eQHNwYNBbwtQsX81SnuNRcSDVxjbNAlmGY7o2yQbc4V+iB3hjvdXj0G3jTLajBgE3pt0TAobhLs+/aB51gNLY3phcuNwLC+YhLC2+1Ci/hPW8QxgrxwBDV4sWts7I1+3P4p2rsQ5eRO8q5JDPr8c1FwdH7Kz4TG7M9SaAQpP/NClOBIf1HVRLqcMp2d9QHrdML93PqacU0EXvSa45/MLtPV1Efe6GH8+j0W/Cf3wLvYV5AKOo5nLGvCLBeimr4zYF5lYf60C+22EULjhg2Vl0+Awox+OHArH3rW98TYjF/z9m9BpzXo0vrwNaYNnocvL83htuBLLdyViu1tnqOnpYIZnOJbN6oyRg7TBy6+EvNx7zJ5mj2t3bgMARo8ejR1em9B72EB2/dDbAgjP7kDSsHnwOFeG9x+EOL97MDTlSj9LPBpKTCTXveT/v7WfHwFSciZFffhu5IjD4TQmororZzZ8Mn+7j38DUnL0Y4CI8PbtW/B4PPB4PMTGxiIiIgIRERGfxAqpq6tDv11baFeWIE6mL5YumIBRIweiQ4cOtQKqGdT3xCzpFvvWH/8v/UiLlxFhAq8lA72LNy9Bc5eVtYKmFfPi8Ouc2TgSGYfyqmoAwNjxpiAVK6xaPBYjB2kDAIqunkLFiW1oue0YEhW6Yfn2GBxfoQ/1U8shqKhEfnVTHHs3GI1/0kdoQjUUONX4bZ8BAOD3qHzYuT1F4N6eaNG8EdT0dFCUloW0N9nIObIH57RmQVVeALeK36Cxahc6aVShfIkVGskIkfxBDS3UFJFQoIBurYEPMo0xKMIS/TTLsFb2HLrWJEN2mjviX6RDe74HtNQVEB+dAX5uMabtzMfZ7g+x8FV/LGl6By2bVeFluTaWtHoO2RkrUHN4HSAjgzT13niQJAuvIhNsbXwOQ1vwMTfLApqKlbBRiUG4xniMHNkO8eevI0utB7YLdmP1e2tcK+6GqDEP8XLwQjiueQlv5St4Z+yCXs+PQd3WCcp9BiJ16Rz0aN8Y8k0aI3HUEnTxXw0oNkWR9Wrk1zRDu4seUJCXgZynj6i8R0kRNi25gs0DUlFuvRwcZTU8W+yODms3o0v/DmwQ/vpF3TFnyTGkRu5AXn4+FBUVsW3bNkyZYIpkT1d03H4AGuqKrOUxv/A95u1Mx0KHDthxPBHHV+izlqEvbf6fW3t1JQVIntsQ15j49+dLpO2fgtStJ8Xn0FBy1JDU/TwAi4D/Y++sw6rKvj7+uTRISIuOWNg4dne3Y3d3EDYIdoKtGKNid8fo2DmO3SiooAgoHYJKw3r/wHsHHFSc0Rnn/fF9nvPce87eZ59971nn7LXXXuu70M5J+NsH55YHDgNTvvTcv7uRkfNtAxBMBqv3CzJoCIxz2kZuKP+/g/T0dLl//77MmzdP6tatK9ra2qqQ+g83bW1tadKkiSxcuFAePnwo6enpGW28D03PCT6slznc+WOh0zkJP84Jh8uHofhKniRlWWh4vIrIMT06TBITE2XJ3Flioquj+g8aFrKSnV07qmgBlH0Nv31HzjeoJW3ablG11aT3aQkNj5fgW/ckzDdAGrXbJ09aVZVj9RvK/R0HJahTDQm+dU9aDTgvoeHxcvXAb/LWpa/06HtQ2nXaI9vqtpKazXdLs+oLxWvHATl/JUQenbshnXrsl/3HA6RHz93yas9WCR/QSC40qCXnlm2R7nVni8/OfbKhTjvxOntTwm/fkeSRjeWB3WAJPXpQBgw+Ig/P3pDmNRdJtxrT5fSgURKyZ4t41moj/ao5y9V1u2T9xttyee0e8R/SUZI7lpDggS3k0rq9crVhVTm55pAEDu0gDn3Wy/bFhySsfXnp+9NquTRgkNiWWSym5XfJ/n335dHKlVK7zCwxK7tV9m2+LHWqLxfN4jukSr1N0r7bQQkd0ETuN64g4bfvqLieHp69IT07bpS4FtaSfHyb+I/sJoUqb5Nnw7tLslMnFX1DyowBEnr7roT4BkrrgeckNDxevK8/Vf2PIiJXbryQgQMHqu5brcoV5OnTpypZCPMNyFa+MtNMfA3Zyy7s/2Nt5ARK2fye+Iq+l37k4vsDOQzl18iBonWKDFLHaQqFYjewB7gmH7EEKRSKokBzoC9QjYxQ/wU5uM5Xg0KhKAZcASzIUM4ev++LI9BCoVDUFpGof7JPufg0RISbN2+ya9cu9u3bR1BQUJZyQ0NDLC0tsbCwwMbGhmrVqlGtWjV+/PHHbH2FlBnsc4IPZ86Z80ZZQrZWJeXMVFk/O2SXf+rD2bwy7YOFxhtS18+B1CQg64x83twmWJjpsG/fUZydnXn+/DkA1arVxGXyTIrmK8L0FY+xDdPEaf59SE1iw6J6iKEZS5J/Ypz9H5MkLU0Nwl8EM23CORxcW3L/peBcYDhvzUzZ2qQZ5jVKEJ5mgEIRDUFPqOK1AbXBTrgkWcGbKKY5PEY9OoSZffNSdKsj9lFjGVvqGb1ePWGCc1cKFDIjfccCtNNiyatrhrX/LygKdia0UG2OmCdQNX8xzEsZ4/PKif4zn3P85XQWm1mgedKEkgVq4ZxymPBaY9G6tJ+6ev6UM1Hwbtsl9kU0IFZ0eU09FgzrwurdgSR6PcM8qTYJx6KZNXk+XV8n0c7Jh3JmY9G0KIBxMwsuv57K5XpTUGyYhqPuANTyG+LBAc6c/ok182rwOMkSE/V4Fmzw5eDr0hRJfYBmqj5pqQY4z71Br7D1dCGJdzpG6Oobkf7iCYUKdCew4zSKVDHJcp8tgEdhmhikxAFgUuQHFIqXAOzafYSBgwaT8C4CFJoU/7Eve48uJX8+fdW9sbCxVn0PTzVQye+HOfpyEln2qdxnH0uGnJ38ZofsZBh0vytLzffSj1z8d5EjnyOFQlEFmAsok8knIHHmAAAgAElEQVSmAT5k5FCLISMyzRQoCZiREc4fBiwDlohI0lfv+af7exJoBjiIiEem44uBMcAaERn+uXZyl9W+PRISEpg5cya7d+/G399fdTxfvnw0bNSM55HF2bpqMMWL5ftL7efE9+evnKtcAvsct9GnOGWy8/GAP17soX5B5LMpyK/HLzJ1ykRu374BQNEixRhqYUL/rXshrwWTXM4w2eAIRabMISwqibT1c8g/cSYKYwuObrnE6gvpKBSC24QKmJvqZPDx+AURmarPBOeTjLe6QdlxY1SOwsHzp6LWeQTmx5ah1mc8UTFJOK1+yYAuxTBMDGXsPC+0CxRkTcpMogct5se6tvy8w49pG0P4eXZVaqfd4cXa1TBgMpXNYrmeUIQV6+7j/zySIiWtsOtSAH1PZ66o2XI6rSJacZEsW9aS6Nhklntc5YCPPk3KaTOpdz4iDuxGy/8exbSieZJswduerpy6/pqRWid4VGs4cmwrw/0aU7ZwHubn3UPbW80hKZ6FjsUodGw+6kZGzPGvyvQSd3kpprjHNCGvVjp6mulsyLeTkeFdCHv2ig75A9nw5Af217hEaq9JTNocyXS7UijIeD+WMUsmyvsJbxZNZJT6eO5GG7PLrRx1ri5QKcnB86fiENyWBaaHKDJlDuGpBsTGvmaB+1Q8PT0BqFipCjr5R7J2Qftsw/KV8pNT5+gvWf7KjUTLRS6+4rJa5g0oDrgBt4AUIP2DLQzYS0aKEc0vaftrbUBRMszW/oDaB2UGwFvgHZDnc23lLqt9e6Snp4u1tbUAYmVlJY6OjnL16lVJS0sTkZylB/lo2zlYWviQbfpz537Igv1hKofM7X6KjfhTy3UhvoEZnxN7SM8u3VXLMGamZuLWtKa0H3BcvG74ZrmmcglQ+T09Oky8bvhK/Qpucunkoyxs3ZnZsHc27iA9um6V/cczlnS8fKJlQP+94uUTLenRYRJ++47EdS4nvn1bS8Pyc+SZfV/xOntTvHyixaHPerkzqJecP+Uj+asfkA2LjknHvkclaGx/8dm5Twb02i6RLYrKtoY/yeOWlWVQBXu53LePlK28VmqXnSNLqnaUqhWXidfZmxlLip1LS/TgZtKj+mR5cMNPQsPjpWmbndKu0lSZVbu/hLYqJWF7NkvU6C7Sr8tmMa+0Rxq22iH7992Xbh03SWTH8nJx7T4526yJdPlpvaxr1F2adDok1dsekUotD0v1SkukREVPOX8lRHyPHJe3E7rJsS3npXyl1XK4WRs536KpPN21R35r21IutGgiDwb1kLodj0qrAedVS1ARezZJpF17udCiqXTse1S1FJb5fw3xDZQQ30Cp3myWWFpYCCBaWlri5uYmKSkpH01j86Ec5RRfmr7jS5+pv7Kk/K2Qu1yWi78LvlX6EPlD0dB7ryzVIMO3yOqvtvU1N2Dw+8FkzUfKT74vb/y5tnKVo38G+/fvlwsXLkhKRPBXb/tz/j6Zv38q/5py/8PUHB9L5fAl18/sSxI0tr+0rztfFs5xFxNjYwFEU1NT7B3GS2zAM0l27SkPbvhl21brgeek1YDzWRLPKpUoZSLZEN9ASZkxQIJv3ZMj++5KI9sZMr39NNEusUP2H89IVBvs2EMGDD4iXj7R0r3PIRnefZ1Eje4iD8/ekAc3/KRd5z3i5RMtJ7ack4t1q0mvjuvl93V7JLn1D/Ksbyt50bupJHcrK6G378rV5etFp8R2Od+jl7xuX1pS7/0m3tefyrVeXaVl07ViVmG33D9zKyPRr30budOnk1xv01jCLpyT0Nt3ZV/dptKx3DjZOHmTNCo9VTqWd5LgoW0l4sJZWddtnNT/cY48G9JZbresI+3bbpS6XU9K7SpL5EKrZuLTu61cOHBF6nY9JU0rz5aYdqXkSosG8uSXExLYvLSM+cldfmn5k/gNbC/ht+9IxIWz8tJ5mFzedlzqtd4jG5v2EKtKO2X/8QDVfX5ww0+69zkk98/cUimjXjd8pePwS/Lw7A0JDY+Xlp03S4sShVVKbc2qVeTRo0d/uu+f89P5MIfe30FmJS6nyZr/Sv1viZz6NeUqULn4FL6ZckSGL9GPn6ljC/T90ra/xkaGf5MA4z5SvuJ9+YjPtZWrHH0ZvpWV559CTvqfXQLZv4MP86+FPPaSBnXrqwbWxo0bi/e1y6r6D274qZxpP7y2l0+0ysIR5huQ1YI1uacEje0vHQedknMHrkmjGkslaGRniW1fSkL2bJG6XU5msTxdOHAlQ2Fx6SsPbviplKUW7XfLnlpNpEmLLdKvy2a51LyBtG+7UaLG95L7Hj/L6eYtpLWti/huWC+ht+9KdMcf5fLaPfLo3A3p2WWrKkfbxUa1ZVj75dKs9XaJ61xOwi6ck+GdVollKU/51c1TkruVldR7v8nFg1fE+8gp8b7+VK63qCsxAxrIG7s2Em33k7Ruv0POn/KW3w9clkONW0m9jkfl6rZj4uUTLb5HjktAs1JytkVz8ZyyWS42rCU3PdZK9zqz5cENP4m4cFbujraTBq13S+mqm8T7+lN569JX2rTZIl1qzpLilTfJob335PyVEBERObIvw9m6fY3ZUrfjMWnc64x4+URLq+5HpGXdpXJx2wlpV3GyLBg/Xgy1tQQQA21NWTFjsqSlpUnqvd9U8pL5fn8oT5nvZasB51XO3X8HHz5bf9dy9G8iJ4rRv/0eycX3jZwqR381t9p0EZn5iTquwEwRUf+ixr8CFArFWmAIMEREPLMpnwO4AC4iMi+b8qHAUABra+vKHzIp5yJ7fA0Suf8yN0lOfDqUPkRKZA7vti1lzMmTJ+nbpzfhEZGY6mnjsWwZDeq3xHzndFUI/8ipt7DvW5w5Kx9hpvaWpYuaqdiyR8++g462GutHGWNZqYKqTxITTsSDR4SmGqJpYIj98kDu+0RxYMoPnNh7E+fUjcQ7bYKCJQGIOnOcJtMjOLGqCrZFdbkUaoKZsTYxgSGsXnOD0DdqjOAw1vl0mBXagGsRRlQqpCA45B19OhWjvXUYCdcvMvJZU/Re3MOz0BHuJBbAIaobSyvco9SIoZi9e8nr/VtYFlKVhRaHQEOTJNHE/kYZBpncorC5BqKrx/D7Ndla5QozYtsyV2c78UmCU0Q76iZeweFVW1xH2bJt43WKpQVQ1zoeh9Q9JLpsIa1MTcba7aeZ3GDVQytWW+5lbYHRtGhelK1XBPu+xamXL5qQtcuJazaQ0g2r8ejcTbpNesTpqscIbOKA675kdLTVGNLSBPfpvzJ6VBW0d88npMt0jt5JxnOSDWnr5xBZsyuJ+Sxp37YLoeE+ADRt2BjPZQuwLleRtPuXSXftSdT4LeRr0CCLrIT7Bar4rQDMTXUITzVgkPM13IYXxLxwAVWI/JfwDn0YVv93Uon81/D/4Tfk4tshpz5HfyZ++TpQB75Xwkdloqxs+ycia0WkiohUMTc3/we79d9GTiNgPoX/6gtNqRgqOYuyw8ObfowcvI9QvyDVOU7z7zPD0RaTvJo4OTnRokULwiMiaVi3NvduXKfRT32xWxyQwY5sbKH6j0vbGGGm9pZpRoex0HjDw8cxOM2/jwKY1FYbkwX9iLhzV6UYhU4eQeLcEQx1PI329tnsmF6cvW7lqHl7JY4zOqgUo4FO1xnkcBrD/QvYO94Ei0IWHJi1ieb9z2M37jROYw/j/HopVopwKudPJDj0DQmhoWy1Pc0Sh8JMKnidqWtfcPfQOZz865FfP5V6vZqQPGwOz1NMmdhKnZH3q9BoxH1uRRlhH9KOiJcRPHpjhO+LN6R3tsejmje6ZibYPa2P7qsn7Mq3gcTEZN4mpHLdX/B9/pq2rw9jbqKFoQ54rLuHh9FWVpa9jKNtMJE9phGqZ034i2AmzWhNxWH9CNAuTKKDB3aOtdjieZ1eTYzoMfoKv/uC1VAHCp5YTLq/NyUvr2bXijpYjptBiYseGKfH4jahAj91Lo/74p+o37kOK/QHMX1zGAO7FMPSVJv09kPoPWYpDepVITTcB1Ndbea7zmGyrho6uqYAqJevQ9T4LQzeKjx8HJMlKeyAuc+5XnMco2fdwW/cUOLnOaCIjcAgJY4ih2Zh/tafNA9n0v29SfNwVjntK5F5X2LCCYtIYJLLGeIXTshSllPFKLtr/NfwX32P5OL7Qk5C+f8KSpARxfZvIPb9p9FHyg0/qJeLr4RvzZKbE0LFf4qpN/O1PqcYhkUkMG1DCDMXtCWfTUGVEqVQCO/evaFp8+6EBl5FXV2diY5jsZswVRXi/WG7SiuRq0s9XBfqMeN9+L77xPJExiSxeIsvs4euY/K6t8xwjKGsJZjppBJZsAjbtQ9QaOBifGKSWbA1EBtzLdRjY7DzfMMMx0TcRhTEonB+CLJm+uIo5OJTkhMaYFsC+vYpwWT3dH5vOJ3b2/xRaARzQG84iWZ6rE0sQdTPMfj512dw96KsPvuaIXq7qJ03iXobWnE0vyH3XzWmwoHnrHWsgHlRaxQrxlGHygww2s98/7b0K6ZBegEbhkb14dqTZApZapNobYuidTf8V69BtNTYYtoP59QtGL17y0pFbQZ3KMDBXXc4n1iSxJgwYtr1ImTTz8wIfs3rNG0Kly3EJONT7J/Wk5r1iwOwvMpDNIs0pnJB4c2SSVwdNhHP67bMG2KApb0btsYWXD/0G2nP4sDgj/lT3WZlMpitLfKxyq4o2/c9QW+7B65eATx8/gCAjh27MdNpEqMXB3PmVTKLYpKR93KiKFudxKQrOC+4x3q3Gqp7mpycxtydEbhPqo+FRiX0THXIY2zB0kXm6GnURGFsgeJ9ZJgiG1qIzJQSaR7OWNi7MW9uE/Q0qn9xlOanwv//l5FrifrfRI4sRwqFYoNye3+ofeZjmbbNCoXiPBnRale+Wa8/DSVlcomPlBd///n0H+hLLr4SPjarVe7nxHrztZDdtT5Mw5AZSuXJtqqN6lyAGXYFGDqwLaGBVzHOm5ej3RvjH1Gboa43s7SR+bsy2ax6XCSr5tXB3FSH5OQ0ABZ6+jDD0ZbSDasxw9GWMXNuExGVCLr6WLouosiyTfgk5yN6liOK+Ldo9nLE/NgyBlaIZfT0a0wdvQeJjSRCrxBJKWlMHlUWLV1t8mgJZ449ZMeKBpRuXIMCJQsyMY8TWsnv2KyYwzLj3QxuqIVNYQOevHjDsOHVcYnrQnAvd+aOLo1lcggrK99Fp8APrLuuC+9eU76QBk7ah8njMJfmfRqS9jqSqOgk5owuxxqXUuQxMWRybHuiitXjF8O2LC92lhHtzImMisec1wyJ30Hy6f0cLX+E7vq3sQvthMueRALf6ZBmmp9CBsn8VEOPvr+XJ2DFYuLnOQDwpkFPTI8uZ3IvS/TUU5i/PZi6/VupljufnrtO9LJpqA90ZZRdbaYte8iFq6FITDgWGm/Y4F6dRqWT0U/YRZvtR7lz/wHWhnoc272D/ft3UbZaebbOtmXRut6YFy6gkhNLc122L6mVRTGy0HjDtiW12OBeHdtSxljYWBOeaqCSGeWA/LEltczKTBZurkzn5kR2P2wzF3/g/4s1LRdfjpxajvpn+i5AhfdbdhDgOhl8Qv8Gzr//bKZQKNREJF1ZoFAoDIDaQAJw7d/o3H8F31u+pI8RKipnzpbmFl8taaay7Y8NFJ+yFCmXNebNbfIni4/EhGNpbsEMR1uCAh7RpnUrwsIjKFasOMWqzaD8mDK45rFWcRGFRSQw3OEEKXp5cZtQAdtSxpib6vBjUV20d83H3H4MEfpFQCGox0WSmJSe4bPiFwgY4PUkDu8ILeqPW0J4qgE+frEsWH2fyWYWGKWr8TRSC+1indBZO5e8uj1IQpPIwDCGLL2H78skzIy12T7WlLTN89FRSyVMvSxd7H9nxdIWlNQKQzHLnTV5+lCpbl1+dvudkWVf8avUo533Ogq5OjB3ZwTJ8YmomReieo9K7J13l6ENC9PF9TF7Xe0oWtKKJ9HauK44ybHqOsxZfpUe0dsw1VBj6sBpGJ3YSumk/MzKd5q47tNwcPIlJeQnJpicJc3UCt94I2YH1aRrtx+pcl0bR4eauMxWJ0/ES9QllRU7AjCxMGJjfF3q1y9KwL0Abi1cyethw5hzNIWR7Uby2+oEjs99groIPZ8tpkBcLHG6qRhoJDBz3WM6tfiB/vZnOVfrFAUMkjmoVpApi5cTGZ8ECjWG9h+Iu0UciZXqqOTGbMc01HpOx8JclxmOtlhovAF0syUStXgv0xITzqMwzSzJhjNzZX2MWyjz/odl2T3DX2P5+38Juda0/13k1OeoyPutKBk+O0szHcu8WQOGIlJLRJ5//e5+HiLyjAxW78LAqA+KZwB5gC0i8u4f7tp/Bv+kFeZL8DkW4L/zws/8Wz82W/yYpSgzLDTe4GGx7/2A+AeUWdjD/QIZNs6TenXrERYeQaN6dbh58zqbZ9bB8MBiFi+6/Mfvi41gTPwGhrUyZtqyhypH28XTazA7pjmhK+cjsZEUTQ8h745pWGrEEe3/kqcT7LDQeMOuZbXw2OLLo7uBdLG7TBf734l6C8tT29O9bREmTzzCrIOJJPWaRKKxNbOdKqG3bxG88KasVTqxQcHob5uJoXoii6Ib8izoLT9b7ET9+X3UjYzxTzOnec/6tO1Tj4Wz69G9ZAwjuvyAdko81a4tZl4vA7pp/IZ3YCqv9u3CUedXdOJjWFHhNnNWPMLB3YfZm18xbUIVfljgSZsO5RgV1ZOofm7s33qNCVeL8mDpCrQCvQl+EsjgN9tYWfw8EyI7MOJJU1pYvyYyNQ8eu1+yyHgvpbVDMbY0YfXKVjgMtsXDcj8VUx6xyL4wFpudMTy8lJWa3VG//Avl396m0RlnDkwtSLmSeZmw6gW+jUejpadD6R80yb95HHpvQ7mw7woltMK5VKQWlfbeZsTsBUTGJ1HzBzNOHTjCmo2eJA5ZxKhFLwiLSEBhbEF0z+mMWBSQ4Qs29wbB86dmJJJ9L09KxVs9k2IUv3ACixddZoajLUCW5y9z3Zw+k596hv8pxej/i7UlVzH638RfiVabBpwXkUvfpkt/H9mkD/EBqgMNyVhOqyU5SB/yv8yQ/W/57/zT11Ze78NIuw8tR9kl2MyujqW5Lun+3kToF/nTb5rkcoYfywUzfuwo0tLS6NKhEwtnu1PQykDVnnJZBTIGMZ8bvrgvuoLTuFoYm+ioko5GRCVisnkSagNdeeGxhNkxzRnr1BjbUsaE+wWq2jELvU/e1Q7Ya06kZe961K5srmr78L77rD0SynqDtaQGB0L+wkSk6eMc0IhohRFRIVGstNhDVZcJpBz0pPPV2iwveJSuXq3YPLU4nkfCGPhuF6WWrkGMzIn2f0lvh4ucrXQQ/3QLJrzuyr3HcbjZ3ufAu/I0qmiA6/bXVLHRwd1gJ6Wt1BjwrDWpkRE4T6yF2uZ5aPSdSNWiEDhxGE1DR1OkiAkbCx3Ar81kuo25wfJ8B7Go34DEF/48STBmcOIenhnaYqCdjpa+Aeo9R/MkWguX8UepbZ2Es40X0n4YyQc8OVtyCIOWhlCrtB4bCh+koHoMGlM8eeQXx+hlASydXAnL+Bek7FiGZZ/BPE2yRG3rJBwfxnLywhkArA31cB09nsGOI4lIM8ziXJ05Quzh4wyXS+cF95g33BpbGwPSPJxR6zM+SwLhzPKWeV8Z2Zg5MfGXRoT+3efo7/ja5DJp5+J7xTeLVhORGd+zYgQq61EVYBMZStE4oBiwHKiZE8Xofx3/pGKUeYb78HFMlv1/wnqV3VLDhy/0LDnQ3Eb+KXpI+TtC/YJI8HRnksuZLL/BXD0OS/PbjHEcTlpaGoOHjmGZ+2JGjzjEq9lOWRSjQc7XGOh0HZ8bvrx4/IqBoatQ85zMqFkPiOw5g0dhmljYWKPoPIII/SLk6T2KMSMrqtJRhKca0KjPOep1P03Yvh1ouqzCcXJrNux9hsRGqpy6VxyKxL1lPGYmOqiNXkj/sD5M9q9N77Sj9E3YS6JosCm2BiF6hVDYuSNmVkRHvsU9/wm0L+1lUV8DimhGInHRdBl+jrDYVPZXu0g0hsxO6EzPjsVRVwiFfyxMuv9jdv/ygqLWBhimx5EUHMz9fI14FxLOJIOj/LzzGWYD7ah8ezUABae4c6r+ZTbZHEW733iWr7pNdKIm44Ka88MlT8q3qEo7oyfEDnLDPqYnNW90on9AB35fuR2P3S8Z3T0/s/T2QJNu/Oa+mh4vujJ2QzSlihnhMKIS8b2noDHFk7CoJIwPLGRaXyucF9yjo1sE/Z+14W5cXjrbzaei56+cvHAGHTU1JlQrzYU9Byjz4C5P/OLoNeaK6h4ro8qUEWPOC+7hNP8+4weXZvqGYMJTDVC3d0OtSJkstAwZS6CofIXgj6W5cL/AjAhC52sqRedTitGHlpq/qxj9HV8b5e/NVYxy8V/FF1uO/pfwv2w5+lrIyexVWUepYCh5f74Gd1JO+vMllqt0f2/SnDqj7r4PRV6zbC1HEhNORFQiFjbWGSH7zifRuufMujtPAAWTJrvxJLImq2ZWIeLFK8raGHLxcToLPX1wm5DhyhcbFEzEkunYh3dkQeHzNLDrSdrJXbxoZE8n1yfsnmRF1W2DGas1hrtP4ymqG8fUWc0o3bAaYREJHDv/iknzbnK08gkKOs8mIiaZqYu82FbsIO8GzKLX5Ee8ePySw+YrKD5uIk+1SrBk8gE6qP/Om47jWH9di+ltFeTbO52JRlOwH16ZqQtvs1BjHWOfNSAg3YKdVS5x6U1BitWrjsvSRyTpmeI+1IobN0Oo37Ueqzzvkv7sEVstthDYZSaRxiXYeeApPZKPMdG3NqbqcZCUjE2eWJ6nW7Gt0iVMJZb4iEiiBi4gNV9RzIy1sVB/Q/LELuxutJLVx99QiFDCFOboBtxnRoWnTPKpRLxlCYb0Ls2URfeYNaIoLvPvsc81P3krV2ee2wWGDKvJ2+AQ5u+OwPtZHBZqb1i1vCVzlt3lTXwq+oZ6TB5VljkLr2LzcAZHgn0JfhsPQLPGLVHElGNV9UCKzFlGRFQi4akGNO13np1La1G/lJrKKqRWpIxKFuAPi0928qTkOMpOiVBabTK38yl8C0vNX7UcfYvnNhe5+FrIqeXos8rR+wg1IYM0MSxTxNrnICIyKId1vysoFIq2QFsbG5shvr6+/3Z3/rP4Ky/JL1FUvvTlnV1/wiISGOh0nQ3u1bE01yXcL5ARiwL+1OfMik+q20g0nFd9MimtcqBK0jWkc5ceHDt6CC0tLVau3kjbth1UdZWkjiMdT2KUz4TkdHVMjLUwU7xjql0Zrnq/YZ/nRRRFy+DcuyBuu8IJjUjAWjMKl9SN+LSczPwV9zlR7SSBUYLYL2KSZzBammrERr/Dhc0ckHq8iFFDp7ANi4ZYYFHIgtCV8xn0qCFmGu9YbXOGNy9eULCQCWeK9mXddR2SEpLZYXMIq76D+C3clJkrvPELjGeXkQfT806ke88KHD3khWvcUlIVWujoa5Ogoc/8R8UYVz6EuYkdCH0ayPM4Hbb+eI7laR2YkvQzhU3SyRv5hIPV56B3/Rf26LRmWcHjTA5tyqCEPayMqsnvr/Ohp55KuFY+KpY0ZNtEK/S3zWRIVF9eJuqRmpCIjQSQmioY5M1Dh/Cd7DDuzgt1a0Y1UKNh0xJ0GncHHV1tREOLyaPKsmvlKXq+2Yu562I0X9zD5OZhklsPpuPEBzxNyUdlaxjaOY0ZC9zx8roPgG3psjiVKUSPKZMIWL+OXdG2DFpip5KLC1dD8djiy6qZVTB/669SjD4ng5nlKtwvEAsb6yyyk3l57UvwPYWcf28BHbnIhRJfUzlKJ0M5Ki0iT9/v5wTybzBkf03kWo7+Pr7VS/KvzpSzU74GOV9jvVsNLDTekObhTHTP6VjYWKsGGyWTtVJhUg5gEVGJ2WZWVy5FxCq0aNW6HVev/IahoRFHjhymVJlqKoWoQc18hEUkILGRaC+z59rb/HS8Uoe1jlZ08PMguI0TDV2C2e5kBfkK47HFF/u+xXGadZWfNT3QGuTC7H3vGKN3FKM2XXDdEs3LRH2eBSexZnZV1u95zvRKfvxweB6j1CfiMK4+M6eeQrdwEUbUiGfVRh/sLa5R1XUicQc2k96kB+1mhTA2zwkuJpVkSrHbGIyeS7eRF3n3LokZnfVpfGMuj3qtZtpZfdwnlqdU5O9cD9Bg6rJHrKt4FeP0OIxclvL4xTtMjTS5cyuIkvd2suyBJTNNj9M3vB+aBgZcCDejYiENlrg3pqxlClsOBdGyrjlpsTEErV/Dqxo9sSlthenuWRiqJ6Lb0w4f7bKox0Xi7TKWZmp3GBTei0INa7P/2As2VPidKc9qMj3PPvJYF8TaVI37cXlZnNCWLRPyY3hgMfGdRmOi/o50lx7EtLXn7VNf5oXXp0IVXbbPG87V8EgAClhZ4eQyk85demA38QJTTE5QsElD8myZjpbbLpUSpJQDRWzERy1AH8peZuU8s+wp5Sp4/lQcIjqxal6dfyTy8luem4tcfI/4mj5Hyii155n2c7IV/fJu5+L/G77GCz47v6O/GmL7YRSZpbmuanBStqlUjNI8nAn1C8J5wT1mONr+kfIh1YBeY67QtN95leOtEun+3sQvnEBwSCi1a9fj6pXf0NY1pUzdBZQqUw1Lc116/VSIXmOuqs4d5faYd1rGNJ9qx645ZSl3fCoa/g8pcmoBe5wtqHp1KVvW/hHJdNcvkdf95yElKhMpeUhpMYAIz2XUfXeZPBHPcOlfkI4trFnvUozSQWcI+8mJPmpniI1NwjfJlLEaBzE4sgL7VvpUUvjxNFobh/BOpJ7ag5mJNmfji9OjXWEm3CvHpUv+JFkW4Z2aPro3jzJRczRux5KJiklEK/gpyUudCN60mvtxxix9VRHd2GBOHH5A4uwRaK52Imj3Tvr7tea6SSOm6dYd0/AAACAASURBVIxkzMwOTC10hbJpz9BJj0c9LpKthwOZ43aJ479FkK+oFaHl22C3KoKo18koeozBIbwzXpt2M23eFdIMzdig240rlCPIvCJbf0+je48KbDHqw6wVPYjqMZ3uvh25Vm8SE7wqEh2XQsL2FegOdsK8UkUUhiYkFShB0sGNuD4tQUzyaRzGdeVqeCQamro4jZnAoz51aVC9IVaWebAfXpnJUW3ou9+EN06bUStSRhV5lubhjCI2ghGLAojuOT1bWfzQZ0cZpq8qF4Xqu8LYgvwTZ6oUo6/hb/d3fIdyOX5y8b+MzypHIhLwfkv9YP+z27fvfi7+v+NTIcmfm6V/COXMXOk0q0TmJbbMxHtqfcajMDJDRIG5qU6W+tuml+D05oZZLEcSE06CpzvjvItQs2U7vL29MDAswNLVRzC1tFFdY/vhAGaNLYdtKeMMJ9t5dSgw2R21ImVoW1kTG60Y1K2L8bzOUNYfiyYpIYnZpkcpa5kCb2PQ19PAP8UUp/n3SYpPZu6RZB5UHorV6yfEaeXF2eM5F66GEhGTTK9L5ZlwuSBb1Fsxb0cINgX1CGhsx0qjoaTduUSQuhXuO4KJS1ZnZGBrvINhgNZ5bGwL4NCnGNO2RpKaKoQlapPUbSLJ+hZMNTzCy8DXTFj4gOEyjt3m/djkakNn9WtcrOzIqJ+jSEmDZwlGuL2sQafX+9FIiKP+m9/Irx6LuXYKRfJrERkay3WXKZw84oVHwV85eeYZJx1dWbvydxybCDFLJiM7lzBmZEV+dBiBR97tPH0UxI0QXdJ7O7O9zAkWjCzI/SBhUNeimGm8Zd0VBatGWVKnvBGTjX4lPCSWcSGtiNAvkuEvtn4OYf3m0DSoHHtOTmX/3i0oRLAp0ZJa7bbg2KsXUW/UaWt3W7Vs5uZSjQ3u1TGvVFGlMAAqRXqGo22WKMPM8pDZSXvk1FtERCWq5FlJKpk5z5rSMVtpVcpOjr8kWOHv8PTkcvzk4n8Z3yq3Wi5y8beQ2RH1c6k5PlR2PqZQhaca4BDRiUdhmn8qD/ULYuTUWyprjsSEk751YZYBTFlfYsJJWz8nQ1nJBIWxBb+Xac7+U+4EBQZQNb8pF7rW5PRv73CbUEFltbLvW5wpi72yWJ2UzrcR+kV457qN6H7zmLTwEX27Fmd84kCiuk0hIioRtRUTKWqaisvCBwxqbcIai11M6JGPy35C6tA5LJ1cheoVTDDTeMvY5f7cTC6KXef8tHx3msDnkdjHr2ec+0Nqtq7CL6ZdSBrzM6m6hkw1Po6eWgrbyp/nnHk7LE6sovLvi1mSZzMDCjxB0tIgJoTFhc9gOXQ0q/uoMSBuBwYkMn1qQ9r0qYflEHvKXV2NQtJoF+XIgWKjCBNjTqZXZHHRC1i3asaQhYG0v1IHn2ABE0s2xlUnAU1K5HlNk9qWrE1tRdcS0Sz8JZGRoV04U6w/09c8JyImGfUXj1g8/xLWVnosPhLLoN/LMH7ZMyLCYgldNAVXh708ufuC5A1zuH72IbPC6rO01GXWzKqMhcYbktfNYsWN59Tq2J4nPntJT02kYd3G1G67loOHt7PbrTrmh+ajpalg0+wfaVAzH6tmVsFM463q/isVhvBUA9U9GzPnNk36nufC1dA/yUNm1upVM6tgW8pYFfWY5uGskolwv0CeTrBTRa9BVqtSZtke6HQ9S1Tn55Skv6Pc5CpGufhfRa5ylIu/jU+9nD9X9rGZcWblRemPkV29SS5niJk7Nkvo/KcUqlXz6mQZoJTKldmOaUwfmF9Ftph5YFPWU/ZJqWSFRSVl+Y1rl62n9YDBRMYnYlGwGnv2HKGCywxWzatDWcsU7s+cxchJlzEz1ubkpgaqiLwudpd5eNOPQc7XGOV4nEErY6BgSVZ5dqZ+FRPGjqvDpJ8DESNzHjR14dVbbeaPtGbB5kBaXazG9BWP6RS6iSqmMciqSawZnpdSx+eydVpJdqyoj5pCWBRSnTxGetQfPZD1Sxpw9mIgTpaXqFXFnAl9ClFWO4Sf0xdQ593v1OtQnYHR/Vim1o1VOr2p77eVveV+penV2bz6sS1jl/uTemovq/P0ZYRzM2xLGfPwcQzjDmoyN7UbS8wPkIdENu55yrQ+ZqjnK8TByGLIvpU88Y0kn7EaeYsVZtHwAmyscpPVk23xN6mI3fJXdEk9zfq39UlOSGRwCwP2rztLn+RfCE8zoEmIAxMm1GXz1OLY5znD49SC2JilopNHF0/dbrRrW4Kk5HTi6vZk0z0D3J0qYZnwEoDTN+9R5eADxp6+Rnh4GGXNTfi1cx1+qWFGAX1DzE11yGdTEO8GYxkW05cFO0N5+DgGiY1k5OB9XDj9WHX/H4VpMtDpusp/bdvi2qyaWQWPLb5/kufMykXmXHwfhrpb2FhTYsEKlXO2pbluFqtSljYVgrmpjmqJ7nsgbM1desvF/zuIyBdtZPgefW7zA+4A24FOX3qN72WrXLmy5OLTCA2Pl47DL0loePwXl7UacF5aDzwnoeHxf6qTeT89OkxSZgyQ9OiwbNtJjw7L9hrZXc/LJ1rV5kvnYdJx0ClVG5mvm7neW5e+f7pGiG+gpMwYICG+gdJx+CVxHOkiahmBC9KrVy8JeuQrya49Jdmpk4T5BkhoeLy07nNCzl8JkY7DL4mXT7SEhsfL/uMBol9yq/w2ZJg8PHtDno0ZLGG+ASIiEnzrnqRM7ikhvoHSqs8J2b/vvuiW3CGeC38VH7sBUqzSRqnabJ9cWrtXfJuWkbdjOkjYhXOq/p2/EiKt+5yQS83ry6E6DcS6hIeEtS8vkUf3S4ce+yXMN0C8fKLFvPI+adztV3nyywlp036HmFfaI23abJXYloXl4eHT8myTp4T5BkjYhXNyoV0beXTuhjw6fEqC2leR5JGNJfjWPek4/JJ4X38qAUM7Ss8aU+Tglt/kaqc24tuqkpQps0Rmzbsslcu4SYU6W8Snia0Mar9SljfqJx1rzhbPlRclxDdQtm+6LtfbNJb2VaeLdQkPqVFxsZxt3kR69Nwtv+y7I+27HRQfuwHSotN+sSi/Qyo02ivb67YSD48rUqryOqlT3UMOLNkrv7VvK79v+1W8fKLl0Ny5Ur92XeH9vdHWM5e5bqslxc9LwnwDJPXeb/LSeZiE+AaK19mb0qHeQnlww0+8fKJVsut19qZ0HHRKzl8JUclRk15nVPKglPMHN/z+JHdKucosu2G+AR99Lj4872Oy/Kn9T+FL6uYUn3o+c5GL7w3ALcnB+P9XGLJfkJGTLf/7Q6lAFGDKH7naggFDQP/9S+lXoL2IpH2p8vZvIjdaLWf4VETa58qUUEbxQPZO3B8Lcc5pNFxYRAK9x1xBS0tdNSP/WJsPH8fQvP8FTm5qQGRMEgfXncHFvdOfcmMBvHwaxMTlP7NrhycAUyaMY7rbfCKikjB/60/ssmmMe9eXMUPL4Lw6iA3u1YmISsRp7g2S0zUQoF5Vc367+grR0EJbLRV3l2qYhD3AbuotppR+SL4howndsArjlEievDHA4F0oS3T68zZFDYeETVTXCUAn/w9oD5uCHN7A4zojGbkmhqf+b1hnb06F/WNI6TCCUQf12TZEkzwbJ/MgyYrCSzYC0G6CN4u6QJ6bx3ANbYadxhEqTpsKL5/hsDyIhe/mMTWvE/1HN2ft0jNMzH+dWdEtcE7xpGzMLWKLVmNvkZGUK6aPg7sPlobpJGoa4fR6GdOiW5NsWZRSeRNxs/gF++ju6Ke/Y9SEpkxdeJuIyEQeByVQpagmea1MWTnAgIj1S5ke9xPL1FZgNnYWtwLUSN00jycNRnPBT0FodBoBr96ypvQFqum9ZPq7DkzS+4Wx0Z1Zt7YDQYcP8evKn1nhH0FErA8AhgaGOI5x4uaLymycUgb9dRMY/6oVc61OEdrKkYkboxkZ9TNFC2hjMnG+iqNKYiMx2+xMYKwGy942xcW9k0oGMnMYhfoFYbZjGpE9Z6iS2Cp93KyGOqhYsQHSPJyJaWOPeaWK2cqqsq2v7e/zLfmHvkZUW25kXC7+CXwzhmzgR+AV8BtQB9AREStAB6j7/vhLoABQEjgBtAIc/8K1cvEfwKdetJ8rU26fWiJQKjFKBmolviQHnKW5LksmV8qyVJGZlVjZRrhfIGUtUzi5qQEAvUZfpoXiZpYoN+Wgd+vkOSo37cKuHZ6oqWlSo/YYnHiJ9+3njJx6C+8kK5ViVPr4HNxGFMTSXJcy2iGss9jJtJYpxMQms3TjE5LS1Zk8qizu9sWYOfUkfu6zmdI3HxNed6XPkkhcn9fiok8yHrENMJ7swbSZzVk8qSKVimgyIbQ1bwa7E52Wh8cVehK9bAZFCcbTqQi7zkYSmGiI+yktthf/hSR9U3zMqqM/1g3Td4ForHHhbWAQM92u4PKiDhO6miNBz/B9GERkuj4SFkRwv4U8FysWrL5PD53rqLXpj33vorT27krj8HHUuduVcateMXHKBfrW0aJP4mG6NzDi56RmjLW6gZ3iIL8/SeJly7Gk6hgRqmGJ+ptoQIF5PgMqFFRjpfbPFEh+xb0ncbwNesmAzkUpMcGZcL2CrPG8zfNagzi45y51reMxyauN66DCrHthw/iQ1pzw1sDRqwrXAjU5dvAUIyc7M+3eJSJifdDV1mZg78E893/OKLsxLJhUDUtTbeLSdPBLNWeA/09M2PoON5dqFJk2n1nJ3Rgw97lKHkYtesHjdjMoPMYJx7wXMX/rj6W57p+WWvPZFCSy5wxVjjX4w8ctQr+IStFROvobH/XIdinq4eMYRi16QWTPGV9FUch8jW+ZdDYnff3U0ltuZFwuvjf8FcuRB9AUsJX3EWwflGsBD4BTIuKgUCj0gMdAhIhU/gp9/ubIJYH86/icJedLyzPzGYVFJf1pRv0llqPMs2Zl7qrMZbMH5CN2rgPlShqh57wchbFFRsTSeq8svDMvH/vTqr87fl5bSYiPR1snL4uWbaVLox/Js24i9tG9aNOpPB1bWPPwcQzmpjpIbCSjFr1g5bjCmHqOISImhae+0YyM6U1YqgHrFtRh+74nzNHdSfNLdYhK0OBQ0W0sMbZnwkAbZk05xTt9S+JCwlg1uzoLjyYQGZOE+bsgIl9GMMuxDMa757Aw6Sdm2pck//WdaOnpEtN0MLorHEmctJlUUaO3w0W8EixpVSSOKbIRA8c5nPTXZ+OSU7jXeE7hYXb0c33A09A0SulEMdLwAnrjF7JwVyjDGmjwbNVydqfWZ67tA7o9aMKkAYWZtT4A09QIhvyUj8UHXmNpZUhIVCp7862njP1IIvR+IHTHJhrOn8bG03HsOuDLsNfr8IypjpNDRV5s3sI57ep4pxXEItYft8IXmJfSjaFvN7NKpzeJ6rqkG5jRtlgMm3f4kFygFAGR6dTN/47uCQdZF1cDHaME4tJu8duFXwFQU9OkY5f+jLIbx5q1jxnWpwQLdoaRnJzGksmVKGuZwuWbkbjvDsNtQgWV/xeQhb/q4eMY5rldYJJzAxa7n8Uj/y/oDnbKNj9advL4sX2lEvBhMtnMDPF/FznlAvuWhI1Ka1BO+pJrOcrFP4GvRgKZTcMvgR0iMvETdRYAPUTkh/f7G4HOIvLneNfvGLnLal+GjzFQZ/7+KbP+x17SmV+aH3uBflGakjv3GDH2PDMWtKNc1WJZBqdo/5eUKm70p0FL2fat86cZ1rsHd4Iz0vP91L4zo8fOwmNHBKtmVuHpXX/SFAp6TXnM9iU1WbD6PgpNLdwmVCAyJon6pdRIXTSGp41GY5ZXk9/91Vm7+CyLZ9fGrKAlUdFJTF3qxTjNg1Q2i8Ov20JKFTcieI4T12uOYfgcH3ZWv05A9d5M9nhKcbVgxvYqiFH1uvSzO8P83vq0CdqCFqkZg3eaARbqb4jQL0JEVCJmGm+JjElCb6c7w/2bk66dB508OgxrZUyNIoLG1nl4PY5hWFgXXBwqsnbPC3RMTHDtVwAfz42MvVueuU4VefH7bTr0qILpkUWMCWnDCO1TjPOrz9QRNuQ10CB17QxaF34NRuaMC2qCnxSgZwtLRsx7iuvIMty99oyomCTmWl/AObAh3mFqiMCR6QUwPLqSGdEtSX0ViL3xJXTGLsZS4w0lGlXn4blbkL8YY2bfoUe7QthN3ItOwmFiwq8DGUpR+059adFuKFOWv6SklRqK0BfoaQgTp7dkzpaXiCjwcLDm3hRXrMbPoEHT0llS12Qm/Az3C8Rn3CjKTJtJesFSRPu/pHS14lnSe2SOZPyc4p85eXGahzORPWcwaO4zFAphvVsNgCwJbP8uPqdwhPoFMWrRi2+21JZZIcpVfnLxPeBbKkcJwBoRGf2JOkuBYSKi+35/HjBauf9fQa5y9OX4cLDInJojc3l25/1Vf4gPz/3US1iZz+pp3RFM2ZOoGgxnONrivOAeIgqVX1DmfXXFO1xdXVm3bh0igq6+JVOmLeTWs0IZOdKiEomMSaLlgPMcbXgT9Y5DKVUkD2nr5xDbbBDTPAO58AQurfqRNIWCNnZ32DrLFrdd4bi000Jz/VSsCxnhktSf/q3NqHxlGW9aDWfUbnVWzayiIhvs29iQRTtf8jQoibGdzbA+6oatfhRz9B3xitLBNXU9xfO8Qf+H/BgPd2bEmLM4TG7NnM2vCHj8ko3zqmBToSgn911jy8VEhuudp9SIocxbeocwhSlabyPornGRTS9LEqn3Az4vUyhdzIA8uprcexiFTVFDzq74kTwbpxD2YysCtm5Gy3EBe7Zex7RyFX49G8DTF/F4lrtADbNYLLr05IX7TNbRhsfh6tx/Z0GcZl6WDTVj0+rLpGtoYpfvFm+7TGLD0VAm/GTAkkWXWFLVm6gEdQxiAlig1Y+FiYsIHr6GPKVsMTfV4cYtLzasW8jhQ/sQEbTU1LAs2or8eapgVao8Uel6zBn8AwWOuRP/kz3meTWgYEkiXrzC+ecgxnfPx6Rxv6BfphxLptdQ8Vhlp+hE3LmL8VEPtljbMeXnAFWk4cPHMTgvuMf4waVZsO4xyclpbFtS65P51DIfzy5/Wrq/t8oq9aEMf8kEICdQKi+Z/aS+NnIVolx8b/iWytEjMpyty4jIm2zKDYFHwBsRKfP+2CagqYgU+KKL/cvIVY7+GjLPwp0X3FMxUOfkvE8NLDk598PZ6ocJQEdOvcXqcYVUDrdKKDPVKwfJQc7XcJtQAZO8mhw5tA1XV1eio6PR0NDA0dGRxi1HsHeXN2PH1cHcVEelnPn4xVJSK4y+SyPQ0tRgXT8FFmfWEhirwYjgjmwofhyroQ68WOJOXvUEBod1Z+Zga2ZNPYl6oeKM6GfLwlm/UvgHfab9cJnkYfPIZ1NQlcw21N0Ft+TONGlty7HzIUyqE4vt/vFEmRSnwd2OzHAoS/78BvR1uc/0USWoem0Z01N7Y9+tIGtn7KG1zn12qbfghK825a01ePlOkz2uP1Bx5wh+azybHsvfokhOYOlwC1Zs8MFP8mNtbcjyqVWIjk2mRGEDylqmEH3lMuFLZzA4egCzhhXC6og7dZ8OwUg9Hv8kI8pba2BulofhgyviOXEd880PEpVuiK6FBX1822Jc+AdC/F6SoJaHBcPysedqEsned/GXfMSkaLNumi0j3R5TIr8GWgaGjKiTynDPtyS8CUMn4TBRL8+ApKOpqUWXbv1xHjEYhaYxgdMnkDZwGgPm+rF+UnEUnlPx0B/IGuujrI+qhMsP13gzYDaWptpcdJqO6ZBxOK8OQqGQLMtrIyddZqVzKZXScOH0Y1o63GPljCoM7Gqj4ht68zaZAjoJdOlZkfV7nuM+sTxAFutTZvn8FJSyq0xgmzlgICeTh78ywfhWyktubrVcfK/IqXL0V0L5HYF0wBvoBRQGdN9/9gZ8gDTA8X19BfACOPal1/q3t9xQ/r+OzGHOX3re58KcP3YtJdKeP1IdbzXgvDTpfTpLfzJvrQaczwjXzhS6rTx+4dgpqVGjhioMvHHjxuLt7Z3Rx0Gn5PqIEarw5RDfQBH5gyKgdfcj8uCGn6TMGCARF86qqACU9b1u+MrgXlulSbdf5aXzMAm7cE5Vfm/UEDl/ylsGDD4iXj7RKjqBSwd/FyubVbJswRnpOPyS7D8eIGG+AdK36yZp22mPlCy/Vup2PSlePtFSseUh0S2xXa4PG6yiEvjl51/EqvQ6OdOtp/RsvUKixveS86e8pfXAc3LDc6ccb9JMdIqsF/Vi22X9xtvSvaqL2NQ7IJrFd0ilNr9Kk15npFWfE/JqZCd5NqK7/FhhpdRvvk0O1m8mnZuvkGrtj4vD6F9EvcgW0Si6VWbXHybht+/IzUF9pfCP6+WnluvkXKsW0rWdpxxdc1SadPtVfu03QlrWXiyb5+yWthWmyM7Fh6Tx+zB57+tPZbGnt5y/EiI9e2+XRo16CQpNAURNTV3yFW0lFZtvVd3D9OgwFT2BScW9UqnNr1Kk4gap2+WkhN6+K29d+kr47Tuqe9yx71HVvVfef+X/fWfkUEmZ3FPSo8NU9+z8lZAs4eqh4fES4hsoz8YMVoX6N+51RloPPJeFCiKnMp1ZPpT3fMDgI3+il1CW5+RZ+DfwV57hXOTinwI5DOX/4mg1EVkG/AyUArYAz4C37z83kxGhtu59PQALYCew6EuvlYvvHx+LLvmrs8YvjahRMltnZq9O37qQdH9vLM11cZ9YHm2trPmPBzpdZ5DzNSKiElEohIioRNXSmqW5LkYGCkrqHqBpuxZcu3YNKysr9u7dy+nTpyldujSW5rrMGF8F9+QOhKcaqEgk0/29eRSmiVrnEawpfAxbGwNi2tjzeOlSIqISM6xTfm8ylmM8njHJ4iJLxhXnXdMBpJzYjYXGG8JTDXCJ68TCXaGUq2HDtHlXeOQXh314Z9DLi5X2W47s96JOWW1cJ58ietl0fBNMGNDOihKKlxSWUGIf+/BL+eNsc7Wm6rw5iJE53f+PvSuPi6rq31/cc1dE3NJMzSVzQQUrUAssARd2FARFMe3VUsrKzEqrtyzNXNJKwTU1hMElYxnJ8WdIQa4sM+XgApkDqPSahinC8/tjOIczlzvDgJiY9/l87oeZufeec+69hznPPN8tPJHKvt1C/w1qTbcKDDQp7Clqs3AF9R30CN26cpnWbzpFLUv/pKhQon69WtHWHVnk1SCN/vrzBi2a/Tg91uYWfbbIgZaHtSG7S1o6f70JGerZ0cvzXOhW4Kt06HIHmji2G+1KvUUvjXmIPu2wjwZPm0RlZEPXAxdQk8b1aF6EMzXq0JGm3IilL9ccoU8n3KTBi96kv1p3oS++OU/N7dtRTGw2LZrSmWyuXqKGkW/Rhx+qKXTyHPp21xQ6eHA7EUqoUSsn+u9wD7LvMYNyC5uQ75gu1L7BNSpe/hrZ2TYhO9smpFrrTG2bEfXu3preixhA9g6D6K+w9yls7f9o9oxYsrl6id5um0j1fvuF3l2VRfX/vEzzvG3p3VVZlF3QkBZd86HLU5ZS/lkDLznTx66E19tjc9WmVTvq/vZ/ad1HztS3Zytq0rgeV6B4BNbVy1XOaTaP2XyyadOems5fRh996MaVI5agVIzskv7/1QW15m5GxSlQ8E+h2mY1fqKNjTMRTSWiQUTUioj+JKITRLQVwOHaGuC9hGJWs4yqIlBq6kdkrSRvzmei7JyWbkR+TE3nLzNxmmVtM4gmvIJLN8i2TUPa/OlSem9dJP2WZywNOGvWLHpl/rvUq0eHSmMTX5ed01LG6i9o9GEXGtSvLX328iP0eM+WVHDlJtUjUBnZUOqpP+g/bx+lzo/YUlvbZrT6pW708uo8Oq79g4Y81oxWvNqL+g/rSVm//EHpGVco4t0faU/XLdS2exf60+d1emxwd9KlnCJq3pr8Xs+gsht/0aq53WjWZxdpyKD29PrYJkTNWlDZ2jfJLnwuLf0im/67wovO512jotVLyD58Lq0+cItu605S/W49afPSYXSl6CaNfzGFvh+6nxo/5UoX42Lp2TMzqOXtP+jhzs3plddG0brIExTZKZZ+H7eAVsQV0avP1aN3o/+kOX6dKPrbc+Rb+DV9ZBNCzR5qQLY3fqfi/12n4MmDKfqH6+R/YQOpOwXQi43V9Ng7H1DYezpqd0lLz/0vgfr2aEkPv/IW/b5tI10bOYnadbKj/Pfm0kf1p1H91i2oZ5PvaeP2SCr+y1hmpXXLx+iR/tMot/hRWjWjHb0SdYlat2hE12+U0c6VT9HWjT/TK68604JlJ+mjWV2pzTcf0MW/GtDHtwO4iezQ7p/ozUUH6aMPnqU1e67QMts9dHtsOF1e9S4RiNosWkNtu3eh6Qt+ovkTO9In7yeRTedHafqUgbR9by4tntaJFm+8SEvm9jcxp4pzQnSoZg7PchFoIrFh89jetrHZ/ympvxI7Ty5qToECBfK4a2a1B2lTzGpVo6qsuLVhVqsqe7ZcG0FT4iq1IZrORJSUlODrr79Gr0e6cRNa7z798MMPP5hk1mZjYyY01j8znRj0eXALToYqIRcTg3YhOXw2xjsvw8G4n+D/1PvoMvQbrFz2PeyGxEKTagBgNNWM94uBKvYUfvAahz0xJ7lpJmrTMXj5fQPbQdGwHRwDf+/NGO/yKTLT9XANToZGrcXFoyfh6rQCaz/YjccdN8EtOBnbP90DjVoLv6f+Cxf3XbAbEovtm9NQVlQATaoBDu570HfoRhTN9UPazHC0HfgNQvy34Mr8YFzer0L4hM9hGNsffo7vQhWbgS591+NoiB/6DtsMVUIu3CYfQIfBO6GbE4YUdRa8/L6Bi89+xIyegMvj+8HH6X1MCopGRnoODu8+gpTdR7B31HPQpp1Gpq4Ih+JSEfrcJ/jLtx+C/LdhdGA8HL0SkKkrwuaoH9Gy+xy0btuBP4tBgx2RvGE1DidlY9zwpfD22oZrrwdCFfoy7Ifugiohlz/f/MJipMZOZgAAIABJREFUfv8y0nPgM13NzZvs+t189/Ls5C+HbUOKOgvatNPc/AiAz5WM9BxoUg3o5BRn8sxEE6wIuWzRGek5leZdWVEBShYF4dZbQdwcaGlOmwM7VzFjKVBgHehuZciWYWEtyagcXQXw5x01VsegKEf3BlJ1ZvqCn7hTtzk1SnqOGCXH2gBs6OPXB/Jf8AUFBbRhwwb66quv6MIFYw2unt26UsQbi8nL2586dWhuzKz9yhEiIvp6xdN06fzv1CfhQ57t+PanEXSzpJRmFgTSimVjqPD8RXr3s1N0/VwuofOjdPXPEurYimj+jUiqF/42PZK2jaacm0Db14wiIqI5cxNo1tUo2mgXTgFjH6XwpTn0VHfQB68PprZxy6jI5zWyadGW6NoVst3+Dv3xbBjZPulMl678Tf0aG+j8yo/pvbNDqPB8Ia0cdIIKx7xE3ovzyKZZS1o2txe9tvY8PdyxKT3RtJBWdD1A0y/4Uuqvt+iLD58k555EM98+RoabD9ELE3vSqcSf6J1W39L0HwfQgI6l1P3Sz+Sx+n36Ne8GfRFXSOevN6GPXuxK1//8mxZGXqTebf+m0uIb9GGXg3TLazbZ7VtO7eh/9LPTyzTg1Ba6fKMhjfnRjeJdUsgwYio91rUpfbT8JzqeVUS/2HSnyFe70Cp1CQ3u14ZWbTlN7Zv9Svm/bKLbN4yqXbdmzalNv/9Q/PbZ1HLz29TY3Z/yP11CxdM/oF5PDyb87zJpb3YkIqI3PjllEg7PchVl/fIHN3FlFzSk56ceou2fPUn29a/RxLmpFNM7jn4+c5v2PDyd3o0YQO9uNPC5JTrzs3bEYANzuYikqSdufxpBV6YuJXvbxiYKD1N/WIJTaxVWafulaxZQUdBiXpdNgQIF5nFXlSMiqk9EC8hYQ61U2HLKP29Qk3brykZE44hofc+ePWtOT/+F+Cd+mcqpRMzhVnqMtLZVVWpTfmExbt++DbVajYkTJ6Jhw4ZcnejRoxccRi3AhYt/VmovU1fEnWx9Zh02+ZVv0OehQJ8Lv6BYFOhzcX1hKCaG7EFmuh6qhFw0emwHnLwSoE07jfzCYu4wzNr1CNMgRZ3FlQ+/oFhcmR+MwmPH4TFxH+83U1eEQcO+QuwYX3hPUsFz4l6cmP0CvJ0/gUatxZDnYvG44yZkpOfg+PRgnJj9Aq8RlqLOwsGxntDujEXm9z8jcYw78o+dgCohF8O9EzF83D7YDYmFKjYD2rTTaDcoGlFrD8GuTyRSdh/B9YWh0KadxrPjY9C/3wq87xiMxr22Y8nSI+jQNxLuntvgGZKIlN1HcOYFX3RzjEZmuh63T/6AMxHhyD92AgtD1+Evn764MN0TPuM3wnHY53hi9G48MWY/Gj6yEj0ee4o/i+bNbPHS/M/w7Kgv0bDXDqgSchEevA3XXwvExZnj4P70CmTvVRsd2fW58AjT8Lpn4nyQUwqZw3XJkjBjvbaJcWg/cAc0ah1vj7VhTmlkz09OOZKCKUSFx45XcrCWm59y51dqT6JMKTXNjGCBGAoUWAJZqRzVhDg0IqKD5WToNhkj0X4s/3u7/PNDRNSoum3XtU0xq1Xgn4hAMdeHOWLEFkDpMVKUlJQgPT0dixYtwsMPP8wX4Xr16sHdfRycx65AhvaKRXKlTTtt8rloZtOmncaRcc+jQJ9rUqDWoM9D8qwIZKTnGAvPTjsI1+BkuAUn84VXLETL/pb88C1KFgUhY044MtJzuFlPk2pA4bHjOJyUjQsLZuLi0ZO4ePSksTBtOUEAjGYcjVqHTk5xUCUYyUPwhK8QO+I5jPXagY4Dt8JhbDwa9NyO9gO3Y2fgixjvvh7uLiuxL/YEeg3ZjIuz/TBmwk64Bidjgtd2qBJy4eKfhNZPfIN1nx+BKiEXniGJ2OozCyETvkT81BfhOGwt/vB6HHu2HuZRe7dP/oCyogKkTQvFVK91cHFaDU2qAUuWHgE9shGtHvaDTT0jSW3WsAGedvDDaY+B8PbeBof+y+HgvoeT06zv05GRngM33z3Y8nwwPCfuhSbVACfvRB7hxrZMXRG/73Jzg5miNKkGuE0+YLz/5UWIGWllxFRsQ5x3YuFkSwSF9SWa7USYi2gzV9BVWiTZ3Jx9kFB6Nhu3Jg5QCJKCKnE3ydECMoby7yOiXpJ9PYhoTzlBWlDdtuvappAjU9wL5Ui6jy1gAMz+sr958yZSUlLwwQcf4LnnnkPz5s05ISIiNG3REa+9vgi5ubm8HRY2L7eYFuhz8YPXOK4qZOqK0Mkpjh9fVlSAgpnjTRYxTn7UOu6nxBQgpoSxftginqkrwokdu3Fr4gAYNBr4hO5HijoLLgFquAQkwS0wHtsnvwIHpw3YE3MSLj77cXzmVNx6KwjZB9NRVlSAb2OPo4OjCl4T4/Bt7HFOADJ1RfDw+gaqhFzYDo6BKiEXjuP2YdXqn9Ct7xcYM3wZDsWlIix8H2K3pOD3V6fAoM/DvtgT2OQyHn2HbsTmjUfRZtAu9BgUhRWRWnj6xiJh5Chse8odh4Mm4dDU6ZjsG4nOg7ZBFZsB70lxuLBgJn7ftQ3uA9/BqSl+0E/zRsYRLVo+8iIaNGrDn8mokePg6RWJFZFafn3Pjo/h9zgzXY+9nn7wDElEpq6I+y85+yeh9YBdPIWBR5gGbsHJ8Pbaho59I/n9F8PgxfnEiIlIqqSkyHPaQRP1UpoWwpqq9ObmtXiuNcqR2J4495XweUU5UmAdrCVHNUkCmVH+chCAMpn99YjoJBkj4Z6oVuN1DIrP0b2BXEQYiwK6+Mk71On197jPRdYvf1DvHs0pSZ1Cp06m0qFDh+jIkSN044ZpMdrmrbqQ1/jR5O0TSE8+6Uwd7ZuZRAude/8teumyH90qa0CNGtU3yepNRKRL11Nfx158TJeu/E12tk3I3u4h0qXrKXfBLOq29Evq69iL+zjND+9LWzf+TBEv9KO2ccvo5Uu+tO4jZ5Nx4eplmjkthm7ZdafSmzcoS3+N4hfbU4dhQ+jn9z+h5lfO0CcNp1IRtaTbJWV0s9BAMf0TacG1AEo6VULD2xTS6nmP0PUd66h72zI69RvoT/8FNPrX9fQXNaL9vf5Dqh/+pM9esKOSVa/T/6Z+RB9uN9BbM/vQ++8k0QbH43RyxKv0WNem1L5NI7q+5m2alTaQGnR5hMLDh9LGmDM006MNde/anLrHLKJtrSbS1m9+oVM3O9OODwfQL2f/pOXbcsm5+W+0ddiPlP90CGWs/pIOlA6k152uUFd/f8pd/gG9ZPCihT1Pke//taaHGh2k3HOniYiod1tbGtt1MB3vNJ2OX6hHzRqU0tLpHegJfRw9d9iFdn0+gpZH6mjpa4N4qoP2Da7Rgo9PUei0YfTOykzK1l+lZQsGkecznfk9/d+qd+mW12yyH9CPp2pgxY1Fn5/SNQtI5/4Wj0B745NTdO36LYpZ61IpwtFSWQ9rkilaUx6nOqiqjpsCBQoq425myC4mojUA3rBwzMdE9BKAptVqvI5BIUfVx51+QYsO10RUqd5V+wbXCK3aUWZmJsXtjqcvN+6ha1ey6UbxXybttGjzCHk8/yydu9yVNnwWQvb2Rsdd5qhddO4C9dy3mGxsiC5PqXCWJTIurmJqAObg/doke+o76BGa9kYaLZ/VmeZ/+TsnUUcOZNPTox83OX7znFbUVLWSms5fRkTEF/bC2y0oOCKVmjSuR1FLh5PuZC59tj6Limxa0vuTWlK7vr0p/M00+l/uBXqkawsqbtSGbt0GNW/agDyf6UQ/H/6VXpg1nOj6H9S2XjE9ql5G7x2xowmNjtL1iW/S8oMN6ZE/s+hcIej4H22oc5Pr1KVvN/qrpB79kvc3rW63i763HUuZxe2pY9PbZLj1EDVv2oBulZTRV7Na0c8ffUa3mrejRb+NoI4tbahT5xa0fM6j9OvCCIr43YO2d91FkU0C6D92afTMD250o7Q+fTqrA404F032AUF08oSBbu3ZSL3f/YDa9n+C3ozYTW5PNaAV/51Pxy4acwQ1b2FPq59+mIaEvEHnvlxHC64Fkq19K/qgfRKtzu1P817oT2u++4tmv/QUfbA225g/aNbDtGK9jpY330ZX/m5Ii2/40YyZT1LR1Vs0a9HPNLBvK/rsLWNt67FTDtDmlSNozVY9rXtvKOHqZbJp1c6ktplNm/aVQu2zfvmD3vjkFG1a+KiJg3NVaSuYw7Y189pSFng5oiR+dr8SIKWMiIK6AmvJUbWTQBLRLSJqXsUxzYiopAZtK7iPwRYAMZdQTbDuvaHUplV9uvrHb+Q78gqlHIqm7s0T6d23I8hr6gzq2LEjDRo0iN5bspAKf0unG8V/UbNWXSkgMIwc3RZTZtY50v+qpW92RtG+Ha/TgP6P8gXFxgaky7lKbi9nUc74xXR5ylKa/el5HkVkd/0ctdvxLpWeSjEZ07Wrf1Hg3B9JdzKXbG7fpJs7V9OtP6/SpSt/U8GlG7QirogKLt2gwpw8srd7iDYtfJTa7F9DD4W/QdkFDcmmTXuyuXqJStcsIJurl3iyQFy9TBu26yj0+jdUv7SE6jdrSREfHKfL5y/SqvZx9NZ/nqD3ZjxMtq0bk+cznejjr3R09tpDtGrVT9Q1YQW9ueUynfP7L3m8O5vWdoygxt17UZPzJ2nRzQ30Xs90ins6lTr07U5vvPoUrft4JPXu1ZaimgVTYPPj9GiLYgqZ6kA556+R5zOd6PS5a6S72YE2N/KmZpfP0tT+/6Oo0v/SzBs7Kf/3InrL4EYhtqeo3UtvUugCH1pn40dbVo2kZW8Opg+++YOeSxlJAS+l0gfqRvRFq3Aq7diL8n45Sw1zVtLkl4Lp2MXf6KGmLamv42xKiYmlkY/1o09ir9HHfzxHdvYtSVtQn1bdGEMREU9So5iV9HnLLfT5mlRauciBNr7Zg/okfEivvNCX5hQF0ew/JlNecTNaHqmjxx5pQQP7tqK3/mMk0Xa2TWj/ltE06skOtGRuf7qUmU35az8hXL1MS+b250Vf83N+ow49H6Z17w3lZWP692lDmxY+Sm13LDZRFm3atLdIjJ6feoiyfvnD7JwWEyOa+z8RkzvKfVZb/1//NOSuS4GCuo6aKEeHyZgFuz+ASzL72xFRFhGdBjCiVkZ5j6AoR5VR1S/Xmvyy3bp1K507d450v+TQ94ezqRFdpvz836msrJLVlqNz587k7PIM/WroSm07ONCqxc/yUGtL/bNf+OIvfWldNnrWh7D2Lar/4U6q170fP6bw/EV6YlgPKrh0g0q16RS28AQ17dqNvlw9hoiIbK5eotOvzaHHln1O7Xt2rRQ+vmarnj4I60Btu3chIjKpzP5H0d+08LMsiijeSH+Gvkef7LpErcr+pL/rN6OXrm8kTF1E/1l+ltYsHkJtWzWi5ZE6+mhWV4r49DTZNGxIjRvVp/nhfWnNVj3Nfb4Ble5cQ583CabFc/qQTYu2PAM4EdG8xT/RVvtt1LJJGf3m+z6NeuFncunXhIJCh9L22F/pnSYxdOtyIXkec6fB7a/TjWu36KFHe9Jft2yorEFjatbqIQJsaNHsx6mf3S2a9tEZmh/el4qu3qK9X8TT3vNtqfejLenKb0fofNYGKr1ZYLzebqOpz7AZVHKzCa3skkDv/TGGrpY2oXqlJbRk/hD6YNUJmtYwmZ59dx5dycunst3r6ZmU0XRo52h63N74W8umTXuTGnhE5aH2P+fQ4z1bcvWPkZAX5ybQ7xk5dKWRLXXq1ZVaNGtIGz92Ily9zKvRM7PbF692I7Syq7J4sRRSM6sUcsqPohwpUHBvcDdrqwWQ0SH7HBFNJ6JHyVhbrTsRhZGxjEgpEQVUt+26tikO2aa4W06fHTp0MHGYpvJIsm7dusHZZRS69fFExCsL8PnnnyM2NhZarRZlZWV8TFU5cUvHLxfhxl4zp05zzp35hcUoPZuNkiVhyPz+Zx7pxM4Xw/wZxNB95tzLQsoN+jwTp9oUdRY8px2EKvYUv7bCY8f5+RePnjTuT8iFQZ+HCwtmcodudoyLfxJa9N6KFZFa/rzEqDiPMA1PQbAn5iRi3MahaJ4/Lh49yZNZGvR5cHDfA7fAeCRMmYUxPnFw8U+Ci38Svo09Dhf/JMwM3oLz/wnEON9dyNQVIWhKHH6eHoqujy9D337O/Fl2f7QPRkxYY4y4U2vRdnAM/CapKpyty/9GRevR9LGv4TA2Hh5hGqxbloS2g2OQma5HyZIwFB47bpKAkaFAn4vvPLxw/fVAGPR5/DrZ5hYYz53Spc9cjDi8sGCmicN/deeUXGJIqcN1XXKarivjUKDgnwTdrWg1Y9v0YTlBKpXZyohoaU3arWubQo4q4258ob7zzjtYuHAh1q9fD7VajdSfMnDz5k2LfVozDrnFSAyZdxPCv1motaXIofzCYoSF78P1haEoPZuN/MJiuAUnw903Fh4hibJh5KxP9pfnz5muRvKsCHiEJJoUv3UJUMPZfRePtCrQ5+LCgpkoPZuN0rPZ+DNgIHzHR8JuaCycvBN59mUxGitTVwRVQi7CwvdxUiAWQ2XjcBj7HTr3/gpxLm44smEXnn1qtUk2Z0YuMtJz4BmSCI1aB1//nUj28MBzntvxU0gQ+g3+CvYDt0OTasCoifHo1m8ybOo1BhGhfv0mCAh5E+2HRPOirRcWzITTuIrIQFXsKWN6g8kH4BmSiO2TX4FHSCK2bkrH8H4f4hmPncjUFaHw2HHEufuh86CtJjmN2HNxC4znRFOTaoBbcDLsh1UQsPzCikznIsRnLS0OLDfXxDllLnpN+jykxWrrAu6UqCm5lRTcr7ir5MjYPg0nog1EdJSI9OV/NxDRkzVts65spCSBvGuoaW4WcwtUdcqXiItYpq6IL55ABYGR/sKX9iF9n5mux6FxHjg5e4axfMjkA7AftBN2fSIR5L8NqoRcdHKKQ1S0Hh0cVXxhz9QVYVJQNCcgjGi1HRwDF5/9UMWegue0gxjrFwMPPxVOzJuD0rPZuH3yB1yZH4y4LT/w8WfqiuA2+UBFjp4QI2k683IoPCbug5N3Ipz9k3jf47yMZMZ2cAxWRGrh578T8VNfRJch2zmZytQV8ZxMTuP2QR0yDQenhuPE7Bfg6bUDXQZtRZr7SDi67sTqUZOx+YsN6NylG1eLOnR6El+4uKPzkJ1wGPsdV9RUsRmwH6bCikgtho/7Fo0f3YJnx8fw8h3s/mfqitDTYSNUCRWlMQ7vPgKnJz7B4d1HOKFkuYMY+RPzE0kJo1twMrwCd5uQIUY82bM16PNMCLJcaQ6RBElVItaXtcSjqmPuJgm5E2JUVeoCBQrqKu46OXoQtgdFOfqnvuSqm5vF0nFy+WWk7UhJjbQNlrVa+mtfzH3DlKKqkvyJC2OmrggH437CmYhw+ExXGxMmTjsIR68EuAUn86zY/zd+LLRpp01qtx1OysaJeXNQVlSAFHUWDo3zgGbGi/CeFIe0F19EgT4XLwRtxfWFochM15sQvahoPSaG7MEop5XwmLgPv80NwoHps9F6wE44jI2H/TAVtq9LRsxTrvj4vXjYDo7hpi7vEcuhij0Fl4AkuAYnwyUgCS4+3yEqWo9mvbZg41Nj0bn3l1DFnjISjfExGO++AbZ9V8C+VU9Oipq06IZm3d/GhuA3MSkoGqqEXIzw2Y/fX52CH7/+Dp2c4vDaf4+hY+/1cPJORNSmY0bFTqgzJt5L8e/hpGxM9tuK+GkvwzMkEdq009jr6WeSdVw004nP3nPaQWjUOox3+ZTXxssvLIbnxL24sGAmNGqt0eQZksgVKJ/p6kpZs+XmJ2A0w4rzpKbKpoh/moRUt6abAgX3IxRypJAjq/BPfQFLTRDSz+WOlxIpuePZuKW/8OWuS2rqEH1MtGmnjQSp3L9FXKDFBVvW3HbshMmYmXIg+hOJJjWmcGgPpiG/sBguAWpOkDzCNDzRoUeYBtq007xgajdHo3nKc9pB3jbL0KxKyIX9MKMydSr5KCdsmd//zAvdMlVo+zqjycnB8zukqLP4dTM1KSpaD7fAeDg7Gc1sTt6JeMZlHVr2j4ZrcDIy0/WIfnYMmtmPR4MGDUBEaNioGcKnvYFWT+xA/R7b4eKzn2f1ftxxE3KnuiN0yKtYuywJnr6x2Pj0OGzZ9LNJhukCfS4uHj3JSSC/p9PV0Ki1cBnwEVav+RGdHGP49bB7xZ6jQZ8Hz2kHuZImmtTyC43JJFm77PPDSdno5BSHVat/woUFM02etTVqUFlRAa4vDMXLYduqrcbcS+VI2o+iBil4EFBr5IiINtZwi7JmALW5EVFDIppLRJvImIjyVvkv2vCatPcgkCPgzr+ArTFtWWNmsESc+K95mXbYF7vUGboq5Uj0MSlZEobMdD0nNQBMSM6FBTO5s69obss/dgKHXZ1NCBIbr7RvZiJSJeTCLTDepDaYqJIwIiUSB0as2DFlRQWcQHHTWnAyTiUfhfeI5TjzcmiF43i6Hhq1Dm7BybAdbCQWKyK1GB0Yj72efjzbtIt/EtoM2gVnn/3QpBrg7LMf2rTT2Lruezj0+RCTRn+Gg0cu4quVn8OuSWOuFgX5B2LE2C34dNRUjPDZj6hoPTdJeYRpoErIRdCUOLh7bkObQbvgMDYeQ933cF8jdm0TQ/Zg+JBVaNJrG5z9k/i1p734IlSxGeg5ZBNcAtSc5LHyKPnHTnDzGFOBXIOTuSonkiSxZIvoNxQVrUeTPjuhUWvNzl+RXMvNQfGZy8GcL5u0r38Ccv+zCjFS8CCgNslRWQ23UmsGUJsbEbUWIp7yiShPIUd3F9b+4jSn/Ij7zREogz4P3iNXcDOSuXFUNU45vxGxD5GAiAsiUy9MFtlykwsjSGKbGek5FfvKPxN9j+yHqeASkIRTyUdNFlXm5+MSYCQGmlQDDPo8nIkI5wVLWamTK/OD4T3JqBS5BKjhGpyMjPQc/PZyEDZ/up8fX1ZUgIz0HHTsF4UlS4/AdnAMHMbGo3HvHYiK1qNAnwvtwTQ4+yfBbfIBrFiTBneXldCodWjvsAufPxOCMc+tR4tHI7F06AjY2/flpGjgIAfEJ/6fscxI6By06L0FUdF6o9lw9xGciQiH3yQVHzdTphy9EuA2+QD3gWKkU5NqwAif/XDyTuDPISM9Bx0ddqLNoF2IitYblavyfVHReozz3YX/Gz8W+cdOGJWgEGOdNb9JKlyZH4ygKXH8ObNCvCIZFdUhVptObi6J81ckzQyMiJqbh0xdkis8a858LBf5WBtQVCIFDzJqkxx1q+lmzQBqcyNjUVx3IupY/n6xQo7uPqz9krXWx0gOTNWpidlCzjdJDKln712Dk7laI54LVJjFpPvE9x5hGrgEJMFuSCxcA+N5lBhTSFQJuZz0ZKTnwHvEcvw21+hrw5y5nbwSYDcklpvJhnsnwqPcdCQqHxq1lh/XziEaw70TcSr5KJ554j106fU5Nq07ZDJeVWwGJ2f5hcVYEak1EpS4H3FglAt6D96AqGi9UY2JzTASuthTmPzU21g7YhwathkNIhsQERo1aYVlHyzFxfzr8Jx2EL6TVLg8LwDfbj2ETF0RRo7fjXZ9ojByfBwnM2J4vZRgMFWO3UNGXJhzdNSmY2hXbhr0m6TiapTdkFjYOsQgRZ1l8hzYJvoiMYKoUevgWh7aLyW5gHniIJrhPKcdREZ6Dj+OnVNVbS855Uj8n5COXaznx46tLSjESMGDCmvJUbWTQN5PsLGxWUxE7xLRDACR1T1fSQJpGTVJ7GZtEju546qbAE8s2SCti8US94k1txjE2lsXP3mH6k9/i0KW/EqADS/5wcDKkbDEfkREupyr1LdnK2NywvKsyf959yg1bmRDKCmhJs2aUNTS4YSrl+nyHzfp8Z4tKbugIS1YdpKWvjaIrv52kZ4e/TgdOqCjZRtz6ON3nXmCS13OVXpnZSYRgQhEuz7sS9mffkYf/TGagnx60ZEdSRR0Yw+t/2sU/dZ2ANVv0pjejxhA7do0ptPnr9H2vbn0Umgv8pudQjalJdSzR1v63/k8avXIw7T3q5Gky7lKyyN19PfNMmpWcpl6531CX2aepmt/Xad69eqRe8cu1OSJCFo16Bfq9Pp7lHr0Ei3ekk+tbl2igrzL1KVrW/pvFw39Pe4FKmzyML8PunQ9LdqUzxNR9u/ThuIS86htq0a07ItTtPHTESb3v6JkSwdati2XXntxII3sU4+Kl79GeRMW0fwvf6fXZvShdm0ak51tE15mhiX2ZGVAbGxAUUuHk73dQ3TogI76dG9O/pP3kr7UnpK3uZGdbRNe0kV87jZt2pskbJy+4CeT584SRbLz2Gtx/lRnnhIR/efNFFoyfyifkzZXL/ESJtLyI3UZSsJHBXUZdy0J5P20kaIc3TXcTWneWh8la9uydj/z5RHf+0xXy1ZqZ0qIqDRJx55faIx2Y6YcjVqH5FkRuHj0JACjGYc5UbP2mGJQeOw4br3hi98mDEXp2WzexpgJ3xj9gvyTTBQWR68ENOq1g4fFH07KRvfBm9Fj4Aa0HrgLrQZEw6U8nN+gz4NrYDzSXnyRm5pYHiIAuJh/Hcs+jUSTZhXJOe1bPYqufd/DxAkbcGV+MErPZqNAn8t9ljRqLVzG7+YpB1QJuTx1QYE+F9cXhkKbdhrO/kno4GiMrGvYawfaDNplNKOlG01mLDQ/v7AYfkFGBe7Zp1ZzExZTX9h9Z5tGrTO576JJVPpcNGpdJf8hqZlM+hzlciRJj2FqpDgua1FWVMCjFKVzUm6u1lUoJjsFdR2kRKsp5Ohu45/MwXInfVmzqGTqijBg+GZcmR9skutIJCBie5Z8qESfkSvzg7l5x23yAdgN/gYn5s1BRnoO3CYfgEuAqS9TfqExcg4ACo8dx/UIbx6Jt31zGpI9PDDebxf3j2H9adNOY+UzU3Dupcnc1PN7iCt+GOOK7ZvTYDvlpKTlAAAgAElEQVQ4Bk5eCfAK3I0zEeEw6PNw8ehJbqYbNOwr6OdNx661n6F///6cFPXo0RvbN2zC5bl+8C3Pai2aJ0cHxiMzXY+Y53xgP2gHNGotN3kN9vwObsHJcA1OhvckFQ4nZRtD6ssdql0CkrAiUguPkEQkz4rAw0N24IcZxghCgz4PV+YHI//YCWjUWhj0eSZ+Qsw0FzQlDq6B8XB3WYmM9ByLz5yZNJkjt0g8mHlPvDY5PyM5s5j0HDHfkrUkSfRrY2BO51JSVtehECMFdRkKOaohOSKiF8iY0PJo165da3r/FdQixMR8crD0ZSz9dc8+kztPuvCLeY/ExIByTrVy/TJ/HLZIsogwRoy8AnebLPie0w7CLyiWqxRukw/A3TeWO3TbD1NhvF8Mj3qT+iFNCt3NQ9UNGg3+z8UR4U++ztUhVUIu3CYf4Nmkua/P6fN40+Ep9H6ke0X5lka2eOX1T1BSUoLSs9lIUWeZhNezHFHMsbrXkI1wGPsdhnsnopfDRjh6JZgklBzpsx97Pf2Qma6HKqEiiq2TUxz2xJzk6QqY0pZfWIywqTH4YcZMdBvyNYYN+Rz2Q3fxa9ekGuAzXY0zEeEo0Oea5C6q6plERethOzgGtg4xpmqg4HQvVaHE+SCde6LvkVS1YqqTtQRJ+v5+U44UKKjruG/JERGdJzKts1XF9rWFthTl6B7jTr/Q5UweIqyR8UUSwRQAsVSI2Bbr0zU4mZcEEfcxE5GlEhMp6iz+mUjKxEgpj5BEnIkIN2mHtc1MS87+Sdzp2mfWYURF6xEVbXRMZ3XTGPlghIHVTcvUFaHP4PWI2nSM72PkwqXcJOcWGI+du5Lx1NMj+P+TXVs7rF27FkmHzhtJ2ZYfcMDdA516r4d+hj9S1FkY77sLu0c+hxR1VgWRC06GJtWAsb6xSPbwwLexx7mD+6/f/8TzCa2I1KJx7x0Y7m28t0fiUvDjhDFcLWMElRGDsPB9RjIVksgj4dh1iseKc0Vq5hRfs/Ocy+vEiaZRqTooN3/YsxGfr+iULRcVKTW9WgPptVgyNSth+QoUWI/7mRx9T0S/VGP7xEJbCjm6h6gt36Gqzr9T5YgtcOLi5hoYjxPz5lSKFvII0/BCsGJ7bAH8NvY4Ypzd8G3scZNxiASGLbZihBQDK/rK8hiJuZFsB8eg0WM7sGTlKTTpsxMrIrW8XxZ9xUxUF4+eNEa6lZMJgz4PIx1XYl/sCbQbEosly75D89bDOClq2bINHn0iHMP6fYB9sSfgEaaBg+d3sHl0O5YsVuOJ0XvQy2EjHnOIwjOeOzHeL8aE/BUeO87vT+LWg+WRe2r8tPswbk0cgKzv0+Hin4TGvY3jZtd/660g/DFnAsLC9yEjPQdh4ftw5uVQ7uvFyAhT0py8E00IDSNKcmZO9lykpEdMscDzTKXreYZuc/OHmUmZuiX6GLFnJzcfazr/5eapFHI/DhS/HwUKzOO+JUe1uSnk6N7jTheG2h6DpcVPGuqvUWsr/XpnyRtZJmaeX6dckWC+QXK/+jWpBrgGJ6ODY0VNNFZYlpmpPEISEej8Ic68HAq3wHjTBJHlWayZmc0jTMPNWsw3RZNqQOfB26GbE4YxvirepyohF48NWo+BrqvQpuOTFeazeg0xafIcjA76FlHRenQfGIkR5dmtM3VF6P/8t2jvsAurXcMQv0WDvBe8sX/MWG6+y9QVwSd0P37zHY6LR0/i1+9/wm53P6Sos+ASkASPMA2OxKXwY1k6A7aVns1GZrqem07zj53ArbeCjKkbys1mjIw4eSfwbN+MMHVwVPG8UHLP3SMkUTZUn2UQL1kShhR1FsLC9+Ha64FmQ/jZazYWuX1M4axNYiJHdKTXKrdPIUYKFMhDIUcKObrnuBNiVFPFSW7hEBcMczls2H4GMTePeBwjRAX6XMzyXYcbAU+g9Gx2JeVCXDiZCsTaZSSmg6MKzv5JeHLcPh61lqkr4uqRSIzEhVx09BXbZe/bDYnFvtgT6OCowr7YE2g7cAe6PzEPPVq046SoUb168HX3RfTuo3ANToaTdyKcvBPw6MANcHZazfMOMXXmcFI23CYfgK//TrgO/wwGfR6PstOkGvD7oUPwDEmEbk4YBg1bz8ucRG06hk5OcdCotUYyV+6g7eKfxFWuTo4xJv5eYs07UeVhfkpMVWL3UXzmYskWdl+kpi6x1Ax7LY1UZM+QmdLk5pc186g2UFWmd3P7FB8lBQoqQyFHCjmqVVT3C9/cl3h1EkZWF9KIorIi0/ppzDdEirKiAhMfJNFHSApt2mmULArC7y9PwnjnZcjae8BkzOK5PrMOQ5t2mo9BTAkgmtjYos+K0ppb3H79/idjdm0hJF8MHWevU9RZKCsqwLffxONlp35o2KgFJ0VNmzZH0w5eWLcqHpNCd/OIOSevBIzw2Q/f4e8j8/ufuerCzFlugfFwLfcrYj5NLOrLZ7oaujlhmBiyh5ciyS80Zgp3d1kJTdyPuL4wFBePnuSExm3yAZMyKOIzZKRRLnTeoM/DiXlz4BoYb0y2GZzMSWHm9z/D3Xkl9xVjc1Au0kyOxErvOSNPcoSaZby2piRIVaiJP1JV+2rLpK1Awb8NDyw5IqIFRLS5fDtZvigcET6zmig9qORIjtDUxFRQW+1Y25dU6WF9Sn2KpPtZWQfm3yKtvyXtg5lkMtJzKuW5ETNC8zbKTW8igZHbpEqR2C8bZ4o6C5pUA7oM2YHkWRFwDYyv8MkJTkba98fwxsDHMbRDW5PAhWate6Cnw0sYFbAHTt6JmBiyB1fmB3My4xGmQYo6C0fGPQ9t2mkY9HkY/aSxZIv3JBV+mDHTJEu5NNu17yQV949i90WTauAEKzx4G67MD4a7byxXj6Tzg71n5MklQG0S9SVm1RZVo0xdEToM3YUtzwdDu69yOLw5AiQlEGL7Ul8jubEyE5u5EH9R/apq3lpDYmqTRClQ8KDiQSZHh6qIbttsbVsPIjmqieJTHRn/TomRNeMwB2nEm6gwieeK5iJzC7jce9FRmH3OfFDE+mlswRbzHEnHw5yDRbIWNCUOjl4JOJyUjU2jg5GxxxhRd+yIFkPd3kf7riPQuHFFQdgGDZtinNs4LBvihH0xx7hzNhuDNu10JWf1FHUWj4zr4bDJWIDWPwmdHXZyQiLmCmKRc3ZDYuHsnwSNWoeSJWGcILFr9Zx2EKrYU0bzoVpbyQQlzrv8QqNPld1QY5usdhxT3ZiaJSpEmboi/Pr9T1zN4Y71wckImhJnEuovzm/2OXvmYlkQkbTKRZxJFUbxOXpOOwi3yQcwKXS3bHSjpTll7hhFCVKg4M7xwJKj2tiIaBwRre/Zs2dN7v19j6oIgXSfOdNFbfXPcCfKk1RZMrfYiGTE3KJoaYxShYKZl1jfLgFq2A9T8ZD6dkNiZdWukkVBvNAuI11R0Xo0emwnnLwT4DJOhdgAd0x+oidsH6ogRDY2NnBoZ4sPFy/D2VNGopJ9MB0AoErINdZ5Yz4/5UqVSBxYP3ZDYtFqQDQnI8yk1nfYZrgFJ/OUAqya/YpILTcLiv5KohrkM+sw9sWe4GTBoM8zIQ7seNaOmCyS3QtGVtzKowmZYzx7XkFT4rgpzKDPQ9CUOFyc7WdCNqV+XKeSjxr9oiSFZ82Z3szNKzH/lbXKUXWgECMFCu4cCjmqhe1BVI6ksOYXa3WUo5r2Z07lqU67UgJnacGTLqTS/ZZy14iLuEuA2qTArUeYBntiTlYqxCodT2a6HvbDVDwajSVu3Lzj/xAUMgeNm7Y3UUT79++Pjz/+GAcOZpiU4GALc6auCHYOu+DklcAj3RgxcndZyR2s3SYf4D5QoqrF/IMuzp3EzWvs3qgSKpJDyuWUEs2MTMlhhG9iyJ5KhJIRI9av/dBdvLQG+yy/sJiTMFbYlylbQAXBYYklNWpdBbESTHqlZ7NxfWGoSXZtNg45M605oizngyR9nuagkB4FCv45KORIIUe1hn/6y1vOR0QuY7E17cidXxXEcG9pX8x525zjtOiHJCZ9ZIs2UzVYBBQjDsxEJTXTaVINGB2wC1N6D8IQiR9RW9uOeMh+Apw81iO/sNikVhsjDKy9jPQcOA5bg+HjvjXWMhP8hVwD43m2aqbWiNfITG2aVANeDttmQoKYqiSau0Q/H5HkcPNaOZkSFSYR0txFqoTcSvdLrEfHIuPYNYhjY/dWTHUgEjKm+EjJkdiX3DwyN2/klNTMdD1GDlqKw0nZ/Fhr27SEu/F/qRA1Bf92KORIIUd3FZYWCGuOlUaOmSND7FjpfktjAOQXtupALvEe8wUqWRRUabFmSob3yBWVanxpUg1o0mcnJwVSPxtVQi7sh5rWSysuLsZXG7ahQ7en0KBBQ8GPqBl8/UKwcm0cPMKSeVLEAn0uLzeSqTOWKWHKD4tqGz7uWziM/Q6NHtuJqGg9PKcd5D49TK3JLyzm2bsL9LnQpp3G3meex77YEzzvEAvrdw1OhkuAGraDY+DolQCXADVaDYjmBEk0ITKyw4jK4aRsEwLKyBVTlFj2apbyQM7RnZEiNnbRT4yZRKWpDkYHxvPM5KxvjVpXqTab3Lxj7UhhTuUUlbvDSdlcsZLO76rmpjm1qiaZt6vqR/FrUvBvh0KOFHJUa5D78jfntC2XsE5Ofbn1VhBPuid3jEiMzOUmqirfizlThtz1MBJR1bEiqVMl5JoswABw8ehJWTWE+ejI9W3Q5+HZJ1fhN91ZqNVqTJkyBS1aVITf16tXD08Nd8EXX27GmNAEE0XFI0wDbdppXJkfjElB0dDNMRIOlruIOYRr1Dp4TDQqJGJ9Muavw5IzalINGF4ezcb6EcuhpKizjOkEhEgydh9UCbmwHRTNi7p6hCRWJKsUyA3rXywZ4hqcDNvBMXD2T8K+2BPcN4qZ+ERTp/hcxHst/UxKZDJ1RbAbGgtt2mluBmNFgV0D4/mzzC+UD+E3N08tlfVgbWTqimA/TCUbPWcJ5tpnBLC2iYxCjBT826GQo38xOfons99a+nKWe2+tcmTQ51VyYDUHc9dr6Rxz+WnkfrUzB19355UmzsmWSJsm1YDGvY3O0eK1X1gwE54hiSYLl+h7wz4T+8nOzsaMqdNhb29vYjZradsbzbqEwXHcTpOFm7XJVBnmxyMWbmUmtkxdkdFHKHQ/jo8bhVuv+5rkFlIl5MLZPwmNHtsBh7HxsB0cg7aDY7Bk5alK90skU+z+MAWDZbke5bQSY3zi4BGSyP2E5AiMaHJk74d7J+LJcfuw19OPpxhgihArlFt6tsI0ZW6uyQUIsDE4+ydxc15Y+L5K5jlG5DzCNCbJHxmk84PNNXOQJhatiTpj7liFyChQUH0o5OhfSo7uRd0ka2T/msjxd+vL3RJRk+tXqhyJ12NOJWBkQTyGqUpSJ2vR3OM57SAy0nMw3uVjfLhkOWw7DDAhRN27PYK3Rw3CL+mpXP3QqHV8sRdrjY0OjOd+Pswkp0rIxQtBW03MVEytKT2bbaLUqRJyMWD4Zh6ez9pdEalFvUe3Iyq6okQII2NO3gnITNdz9SdTV8TD1Qv0udCotVxFEs2H0nuSX1gMv0kqHgWXX1jhWM1LqZSbxtj+SUHRvB9L/wdySpKYd4mVE5GSVvE5WVKCmD8Wq9vGxmFpvskRbAUKFPzzUMjRv5QcAXWzblJd+cJni5ylX/PWtCFnThPVEqmDuJjPSOovpU07zX1mRgftw5sLF8OunR0nRM2bN8cLL7yA+MT/g/fM/zMxB2rUOnTsF4WM9BwU6HNxfWEogqbEYVLobpyJCEdmut7E/NR3yAaoR7rA138nDidlmzgkM58noDwnU3m5D7nQdYex35lk887UGeuiPTluH0Y4rkTz3ttMotSYzxMjRqIJyS0wHu2GxHJfJKbKnIkIx0if/bAbGms2WaPYf9CUOKSoszApdDePnhPHbQmiUiWqT2KflhI6ivNAHBv7TErWpMqkpTxJNfnfqSv/bwoU3G9QyNG/mBw9aKjuQmDOpAZUTSxFs4xoAhPLkLA+GMRFUhxvWVEBfntlKs68HIqOA9ZicugsPNS0GSdFjz/+BL766iv8+eeffJGW1g5jDsPi+NmxojOzJtUAt+BkPDHmWzgOWY3hHnHcPMV8ihhBEqPR2HUU6HNNFnBx8Wdtu/jsR7shsdiy6WdoUg2V8hOJKQtYpJxBn4fkWRHITNebRKzlFxZz9Wa8365KpEhqiisrKsCV+cEI8d8CtbsH/IJiTcx60nPknqtbcHKlwrByZlapn5GYbFI6T8wRJzmTnghpmoPqmtnuVlZtBQr+7VDI0R1sD3oSSIa68OUrkpXqQI4EickBLYGZqpgvjVhSAoDJAiu3ELL+8wuLMSbwa4RNnoKGjSoSNY4c6YqvIlXwnvl/nEB4hGkwwmc/ugz9BvHTXoZHud+S6JPD2pcSGLbwu/sa1RmNWosT8+Yg/9gJnqSREaS2g2PQechOHo3GyMD1haGYFLq7korCar55TYxD2osvQhWbUV5IVsfvpVgSRXxumTpjSRMWicfMVuKzLNDn4tD4sSbmQrfJB0wSQbL2DPo8uAUnw9M3Fi7+SZVIGUsCKTcnGRkUSZ34vMV5I5Ingz4P7s4roVHrzPqfiZBTgywRI3PtWOqjqnPEY5ToMwUKTKGQo1rYHmTlyJov1n/qy7emv66l7z3CNCb1wcydw44Vw80ZmNlMNH1JfVu0aafx+2sTMXvGNDRsWBGGP/r58dilOsTVDrZQsyzWFxbMxOGkbJ49WiRGLAeRW3CyMWN0ecg7IwasVhqLvvKZrkZUtB6dnOJMfIfcgpO5PxBrg41DJCIs+3UHRxUcvRK4vw5XtwTCyCLX2LmiuZEpYIBRgeoy9BseucbAiBFzhnYWwvjZdYtmTHYdrA1GdguPHec+SeJzYff429jj3NwnPjvpfBDJc36haYbzquZYVdFsUmWytuquWWpDgQIFFVDIkUKO7hh1QTmS66eqPsVFRVyUmPnFXK4acSESHaDZfrbIatRa2fYBIO1wJvoNC0fzZs15OQ8vz/GI25uC0YHxXL1gmagzdUWccLFaZ5npelxYMJOTETYeY+6gJNgNia3kOMxMZew6mBltRaSWm+B4PqBys51LgBoOY7+DncMurIjUciKSX1gRmaZKyOW+Qoy0MAWI9dt2cAxcfL7jIf3MpCZ9ZmVFBUh78UVZsiESH0bYWPvi/WXHsVprTMUrPWsksvnHTsiaq7Rpp40Zy8sVJ7Ffc2RJbh6Zmy/S65B+JndMWPi+Kuuu1YZiqkCBggoo5EghR/8KWPvrXAq5sGnpgidCGnIutiueI5bOEFUAxwnxWL96HTq3bMqVIg8PDxz6To0fvMbhl2+TsNfTDynqLARNiYMq9pRJJmjWHiMlGek53ETG9ov+ReKiLZIF8RqiovXoMHQXvCbG4fSsIIz1i4FBn4cT8+YgIz0HdkNj4eC+By89GQE7h2ieGNJt8gG4TT7AyRCrt9bBUWXSP8s/5OKzH47D1qCdQzRPLSCOQ4xsY35brA1G6ER/J6YYicRIk2owyVgukilGCOScocXnx+qziXOEmU/Nzafqmryqo/bUtnJ0tyJZrW1PUakU3A9QyJFCjuo8qoo2MkeELJktgIpFzxLZkY5DWi7E0q99qdLw1dYfQU0Hc1I0ePBgxKriK445doKrGgX6XBzyeA7jBy3CM+NjuXmIZ6v22V8R2TY+Bs5PfIQxvqpKeY6khEksy8HG6hGSiORZEUjZnYJkd3f0HbaRK0f5hcVcFXIat49n02bkh7XJotREFYqRJebLlF9YjINxP8HF5zuT85gJT8wOLhIjbdpplCwJ49F8Yl00kRi5BKjRvPc2nuBSfM5iuRBLz1rOETtoShy/19JnXRWqS5qqi+pE4smdV1uwlnBJCa4CBXUVCjmq4+ToQf8SsVS/TERVREjuGLfg5ErV7i39CmdmJ/bakrokmkFKSkqwcuVKNG9ujECrV/8hvP3up7iYf72S2UhcXMR8QKJfkVtgPJ59chUy0nOQX2hMWDjW1zTMXSRvIqEQ/XOYuY4pUB5hGvgFxZr4FLG2pIkdXQKSKpJHlhMct8kHuP9SijqLq13sHIM+D+Odl2Gs00fcD4nlRWKO4OwaRf8pdi88wjQY7p0I+2EqTpikEWPML0r6TMToONExXGpak6o0LPpNLANT1Tyx5pjagEhI7jYJs3Y8VSG/8O5k7FagoLahkKM6TI7u9pfr/YKa/Dq2lkSZ8yuSgpEIZgoSP2fnsM9Z8kEA+PHHHzFo0CCuFvmMGY3UGZN4Dh3R9AXAJNrN3HjyC4t5fS/2S5wREOlYVAm5sBsaa1JhXgyVl6pMYlJGaf+sUK027TRXe1hfrIZafmExtGmnucMzu8fcjytdD+9Jqkp98kSOah0nReI1idclTYkgKkjsOHPJOaVlXOQUNuk5LEN7pq4IdgKZZsdJs1ubU6mqA2vPE/3HzBF6cwS+NlGd9h707zMF9wcUclSHyRGgfJHUJswtmuJ+S+cxR2KRZDDlgYWUa9NO4wevcdCln8SMGTM4KerWrRv27t2LsqIC7hQs5h8CgIz0HLg7r4RHSKLsAi6+l5YdESPSGAFgC7VIYsRNSgYOJ2WjSe8dSJ4VUSmSi6lF7QZF44cZMzHed1cl/yWRNDCzoltwMlz8kzhxytQVmfgaMcLJHM7PRIQb67sJ5TmkUWEiDPo8nJw9A50cYyrdM/H6mLpiLj2DqJCZmxeZuiKeiJJ9zp6lSA4YqZMm+bQWVSmfcnmSqqMc1bbP0b3Ixq9Awd2GQo7qODn6N6IqM0B1UN125BywWTuWVDrRDCUez9pj+8rKyrDu01WwszNmtm7YsCEWLlyIv/76y2QhZQuJ2B4zb7FFnalIchFbUqdqkfSwYqzMD4jtZ4TDNTgZniGJPA0AIw8lS8KwJ+akCWkTw+xdg5Ph4PkdnpsQDddy5UjufrD7xXy6GPlhY2B+S+z6GZnTpBrQzTHaRHWxlCsqU1eEsPB9uPZ6IA4nGZU40WGejYfVsvMJ3Y8LC2ai8NhxWcWQmQ4tRX6ZmC6nq3kdN/E5SE10NSEPcsRIzLBeU18jhnupHNWlthUoMAeFHN3BpiSBrD6YP45YTLamqK7Z8U6Uo4khe0xMUyIZYe/PnTuHMWPGCEkcR0Kn05mQD7EkhUgMGKlh7YmLoFThEfuWu36WAkDqF8T6KdDn4sKrU/H7q1PgGhjPiRTPzSQcm6krMqld5uJvTBEQFa2HXXmpD6bGMAKpSTWYlAGRmq7EJJKi2c0jTMNzLYnXJJJpKQnJ1BXx1AbatNM8Q7nUrMXaKDx2HIc9n0d/p00mJEh0dpc+Z3EeyJEfKTEU+zRXT83SnBVNpnLnPEhkQVGlFNwrKOSoFjZFOaoe7qVyJLfgmFMKRJ+W6wtDTRYtE0fe0+fx1WfL0bS85Efr1q0RGRmJsrIyk8VUWm/LtdzkJJrD5EiBdLOUNVk0DzGSo0k1oIOjykTBYQkkXQKS4OKfxKP2GBli2afZZ8zMxtSmTF15PqN0Pc+AzcL7mTlNzHLNx52ux5X5wTyZJE99IES7iakLxHNF8534ml0vC/kXczRJybA27TSuvxYIjVrL2xbvKbt+UemSHiMSWAY5fyVxDsk9I7m5m5Geg479okxyZFmL2vqfqmtQiJGCewGFHCnk6IFFfqFp1JUI6S9WacZsdnzWT8cw7rHOXC0aN94HBoOhUj/sL4u6EjNYy6kU7L3oSyQSCWkeH3FMjFy4BCSZRJmxz0XS4zb5AHeIZucX6HMrPkvX8ySEpWezuaM1y3HErkk6Fk2qAU7lkWXsGjPSc+AWnIyJIXugSTXwKDVGSJy8EhAVrTcxG7LrEs10doIqJfoJMd+qsPB9OBMRzlU3kTB2corDnpiTslFq7LkzoiUqe+ya2PEGfR68R67AxaMnKz1nc3NNfC0+c+nib045soTqqqgKFCiwDIUcKeTogQRboMQsy1KITslStcZn1mFs2boL7du3N/oWNWqGj5dvMGlfGmYeNCWOkws5pYgdJx2jlHiwfYwsMILDyEZY+D5jlNqQWO44LRIJZvpiZiR2D5jycmV+MPoO24w9MSe5KsT8apijNcuXxJUmwck6v9CYXsDWIYYTFrfAeGwIfhOugfFcoXERMmlHRevRsNcO9Bqy0YQwZuqKYOsQg7aDY7j5T7qfnd+kz04cTsqWNXeJpE0kVFKl7sS8OSZmOZEoSX2/Lh49aXVuHzn/NHY/LWW/VqLAFCi4N1DIkUKO6hT+Cb8KqZlG7FfuGOn+CxcuwHOsF1eLRo0ahaPHfzU5lhEh0ZQmVrevqk/xNSMgzLlabI+V9nANTjbWLkvX837FkHpGKrjZqZwgSO8BU0WGeyfCIySRpyWQ5tPhfkXl5jORgDHS5jA2no+/1YBoNOy1HQ5j4/n1sFprrM3DSdnc5MbAzI/SVAUimGP2vtgTlcgK60uqsJmLBhOJkajasf2iGgVYP09N7k15FJ5Y0FcOcv425giQQowUKKhdKORIIUd1BowQFOhzrXbClFsUrFlApKTAUug0+1tSUoI1a9agRYsWICI0b94cK1euxMX868bFrzyjtBwRsjQuc30yQuM57SAcxn6HRo/t5EoMO4b5EzGzk1hqAwAnRh0cVXh2fAwOjvPEpNDdJpFZom8Tr1xfnjWbkQF2jHgsMwtm6oy13NiYASN5Emu7ufgnISpaz01xjFBJo+6kRCAsfJ+Jsic1L7JrZIRQJKNcHSxPjWCO7FozR9jYTsybA/uhuyrlu7IGYt9sjlsiy3L3wyypU0xqChTUKhRypJCjOoXq/CKXWxSkJjBzx0pVGnNO2fmFxfCeeQgborajV6/eXC2aMGEC8vLyuMIwMWQP93MRr6Oq65Q7lrXpEpDEfWs0qQY4eH5nQigYxLGza5H61K+Zl8sAACAASURBVDAyxMxOTN2ZFLobF+dO4iRELLrrM11tWvF+upqbnVhEHCstYjs4plItNxf/JEwM2cP7YiqOaNoTTU3SpI8sOzWLbBSfbaauIoM2I4TS+8cI6oUFM2Uj3lgf7DNLKo44L0Xl6E4gLUNTVRoBwHyB2er8SFCgQEHVUMiRQo7uO1giFkBFWLY5JUh8zxZmc/WeEhMTMWBARYbrzl26wen5D2QVBrmitOIxYm4jqclMzlTkEpCE4d6J/HrEaDN2jDkVgS2i0nB1qf8M81ESHbfFaxLbEM1KrsHJvJTHikitSZJH3l+5iY85obP+PMI0cBgbz5NDiikCmLLEII1slF6P9LnKKUfSJJJi9GDJkjBcPHoSHmEaeIQk4sS8ObJh91XVA6spEREJm1jaxNyx1pbeUNQkBQruDAo5UsjRfQVrvvRF8xB7X1Wb0mN0Oh3c3d05KerYsSM+/mQVbt68aXHxYoqFlDyFhe/D9dcDYdDnVQoVd5Mx0TCzVdvBMSah6wyZOmNNMum54nHsXknrwbHXIknKLyzmqpRI3qTkhL2XFpsVo85E0qlNOw2gIsEi851qNyQWTl4JGOmz30RFkqpgYp9VPXupjw4jHFJiI74uPHacO52LxXal97Mq0iKnVpo71tK+qvZbupbq9KVAgQLLUMjRHWxKEsh7A2u+9OVMS1a1nZ+PuXPnokGDBiAitGjREh9//DGKi607X6rmsIW9QJ+LW28FwaDPM1FHpAuilACZS0go15cceWDRZynqrEpmReZMLY5DqhIxs1amrojnNGI5kqTjcClPoCi+Z8RHJGH5hcU4nJTNTV7atNO8D6lDukGfZ5I0tCoCIao+IhGVA+uj8Nhx/lqu6K6UVMrBmnlWG2pOVc9bgQIFtQOFHNXCpihHdQvShayqxeP69evYvn07nnl2NOrXrw8igo2NDUJCpsFjyl6Lv9QtLVa8bEW5GiFVXaTjk1tgpekDLF2LVGFiOXv6Dt0Iu6GxJqVEMnXGOmFilJlYO45tzOTm4l+eDypdLxu9xpQsVUIub9Nt8gHZsisTQ/ZgvMunMOjzUFZUwAmc1C+IncMST5q7R3LPo6yogJNRqZlMHEuBPhcli4JM8htJfafMPd/qzrOqiF1NcC+JkULKFPyboZAjhRz9q1AVieCLZ1kZDh8+jImTQtC8eXNuPmvQoAHGjBmLZ/02yi6OYtkTucVS2q+0YjxQEV7OfHxEU5bUrCSX7FEOzEGZOUgb9HmcmKkSjEkduZJWTtZEB2iWlJFFoIk+UcysJEaNiUSPjY2Zxlj0nHh94rkGfR5Xnti9CJoSZ6JeiSY+5g9k7h5J7xdPP7AoqFJhWKkjt0Gfx0mUSIyqcnyW1p+TezZyYzNX+PZu4W4RGEW1UvBvxwNJjoioFxG9QUQHieg3IrpFRAVEtJeInqluew8iObqbX4rWtF0TX4sLF//EyAlrMWPmq+jRowcnRESE4cOH46Oln+HSpUtmiQgrIyJ1+mWv5RYLMbxeHBsjASwRo6iUSK/F2gWYRZDZDYnl4fcVOYWS+GcXFsw0WdxFgiQSMTmzknRcLAotaEocV4hElYcli+zkFMf7lxaSFRUv5njOEkQCRjJ1Yt4ck0K54r2VmhGl9cykypHUdMb2y2Wmlrvn0jB8c89F6qckLRpbE1ijTomv7yaBUYiRgn8zHlRy9E35ophNRF8R0UdEFEdEt8s/f7k67T1o5OhufulaalskJdb0X1ZWhl9++QVffvkl/P390bp1axNC1LlzZ8yd9xp+/dU0gWNVTr/mjpMjED7T1Sb1x+TMZlInaGkb5kK8pcoN+4yRHGZSYrmQRLIBVHaSFktyyJmKRNLkGZII1+BkuE0+gBR1Fq4vDOUFYMXjxJptDNLoMel9lfO18ghJhFt5f2I5Fbn7Yi5sX47wieVA3J1Xmo1sk34mzWFl6dmIn8kRI2vJkjWqaFVzUoECBdbhQSVHU4losMznI8tVpJtE1NHa9h40cgT888qRXCSSFH///Td+/PFHfPbZZwgICECHDh1MyBARoVevXgif8R+o1Wrcvn2bt2WJEJh7LV3YpeNlKo3owCznayT+FVUR9pm5SCmmCkkdmT3CNHALjIf70ytwYvYL0Ki1JuqM1HzEsl23GbRL1slb7MstOJmb7DLT9TwPEotKE/tYEamtpCZJSQMjJuw+iX1pUg2VVDq5+ydC7hr5Z+XmRHPpANwC42XJqbk+LEFKWM0RGzn/raravZP9ChQosA4PJDmyeKFE6vKF1Nfacx5EcnS3YOnLXSQhTBXasmULZs+eDUdHRzRq1KgSGWrfvj0CAgKwdu1a5OTkVKtfcypDfmGF75EcaRM/k5qPWMV7c/4zrC4aM0NJxyZVuJiJSNpOfqGx0KuLz3407r2T+xwxciDtW5WQC2f/JBMSJZIUsS5bpq6Iq2CMXEkJw4pILer12I4lK0/BNTiZK1esDdY+M6N5hCSa3GdVQi76Dt1oUk5EjmDIZZAWs4Wz6ykrKsCZiPBKiRelpNIa4mNJtapq3pgj/lWpQgoUKPhnoZCjyuTou/KFdYK15yjkqHZgaYEoLS3FqVOnsGbNGvj5+fGCr+JmY2OD/v37Y/r06diwYQOys7NRVlZ2x2OSvpb6Hsnl4ZFLJAiYJqiUmrDE0HkxskxsQzSjsba0aacrqTFif3LkRapssNpsrJAt8/sRw/GlxIoRHXaOS4Da5D6siNRykyA7njlri0RGbmyZuiK0GxKLFHWWWfWOkdDSs9l8H1OypEpZpq6IE1pz6pPcM5E7xpLjtpyyKSW05giQQowUKKg7UMiRKTHqRkR/E9FfRNTG2vMUclR7MLdA3Lp1C82aNTMhQ/b29vDx8cHSpUtx8OBBXL169R8bp7maV9VNBCg18TAfIV7jTDCpMRIjmtMmhe7GlfnBvF4aU0BEPybRvCQ35gJ9rklSR3YdLGeRNLpOGk2WX1gMVUKuMdRfULvYeNlrt+Bk7nwOoFL+I+m9USXkwi04GZNCd1cicwylZ7NxJiLcxJ9L+gykpFEuUad4T6TXIKpa4udy5Nacw7Xc2OsC6tp4FCioK1DIUQUxakxEKeUL72tWHP8CER0loqNdu3at8QOoLTwIX3JTp05FcHAw1q9fj19//ZWrQnfr2s05Qct9JlWOrIG4GIsh5sy3R1SZ2PGMkIjqU1lRgYkpThyPnMIhtsdUsAJ9LjSpBjTuvbNStmt2rFhnTXQSF9UU6fWJShczJ4r3ihWglTqDM5LnFxSLK/ODkZmuNzFNispYN8foSr5SVd13cyYusV2fWYehUevg7rwSGek5leqgyRExc8ToTsL479b8Vkx5ChSYx31LjojovNSsUsX2tYW26hPRrvLjviEim+qM5V4rR7X9JXc/fVnW9NqrOp6RFXN5h8TjLCUGrAri+dIQczm1RLqPEQYWMi+OlSkkUdF603Omq03C7cXs08zvSFR0xMgskdzI3U/pfqljuZQAMUWJRbVJ1a38wmIT/yaRmACV80hZo9yxtuXMYlLi5jPrMDLScyo9CzF5pjgWcxAjFquDu01g7qf/dQUK/kncz+ToeyL6pRrbJ2baqU9EO8uJUTQRNajuWO41OQJq70uuLv+aNDcmcwu1CHNmMEuoSjmytMCay7BsbvzSc6Tv2Wsx5J6dK5q5pMRNlZCLxr13wtErAW6TD6BAn4sT8+ZwgmRJVcovNIbs7/X0Q2a6XvbeSVWqDo4qjPGtnExS3KSO5nIkUHpv5I6VmrHkCK0lyGXvFkP75Z4N+0yaQqEqk5rPrMNc/boTIn8v/y/r4neCAgV3C/ctOaqNjYgaCIrRdiKqX5N26gI5qk3UxS9BS4RGjrCIn8ktXHdDZZNTPaRFZi0pS+ZIEtunSTWg6WNb0WpAtInSIvYhHi8qUqIpjjmQm1OBpGNSxZ6CZ7nfjTh21rdbcLLRNBacDI1ai7QXX4T90F0m7YsmMaZySQmk9NlJSZ+5ZyuOVWrak3s27L3ntINwCUiSTS0gjUCsLgE31/+dzLt7+cOlpn3Xxe8SBQqswQNLjoioERHtKSdGW4ioXk3b+reRo7oKc4TCmsR3cnlkqiIFVe2rSkXKLzSajFi0l6VF3lz7IoHQqLUY/eQKaNRafoxBn2c2+s3cXwAm/kNSJ2QRmboidBi6C6tdjRmh5VQyqY+SXMkUkfCwvpnzt0hOpGY4sTiu3Pikao6co7VcBBo7R0p8WDtituw7TaxoiUhVRU6taeufQk2uu66q0AoUVIUHkhyVO1+zkP3IOyFGUMjRPYc1X75S8iIlHtJjzeW8YefJRYDJfSZGe8mZr6q6HjYG1+Bk2A6OgUat5Z8zRcygzzO5PmmGaClhEqPYxHHL+T+xa2DESDRbiY7k5hyizSlDe2JOVnKwliN35oiN+JzEMh7S46qqlSbXpot/Eo+yY9cp7q+J071U7WLPjSlp4jVbmxDyfsC/5ToUPHh4UMnRpnJidImIlhDRYpltlLXtKeTo7qC2v1jlFl9zygALW5dbCM356kjJifiZXCkJc6/lCBbLYs1IiNgXO4YtrBcWzOTh52wfa5uV39CkGjjhEa+F9dWkz05ZE5V4XCenOERF682qSaJyJp5n0OdhvMunJn5MIuk0p/BIkV9YjNCAzTzaTm6sTB2zFoyIugkpCP4p5Si/0JgE9ExEOM/mXdtQyIoCBdbhQSVHh6yIbltsbXsKOTJFbXwB3y1J3twiK4UcAbKmHRYaL0aAsfbE40SFRmoKkhIjpsxInbDl0gDkFxp9ZlwC1CZEip3jOe0goqL1mBS6G7FjfOE7yTQ3ESNxYnJGaaJG9jcqWl+JRGXqiuDolcCzcv9/e+ceJ1dV5fvf4ulrBIUM8YVcRfA1V0kgwUeLkugMiXgThfhIeHRkRObq1bk6Hx3nhXPVOzM+xlHmIRplvCoiaUFQOi/TiBonGVCHAK1plCSi3WkkiiIiCuv+cc6urFq19zmn3l3dv+/nU5+qOufsffbetav2r9Zee20fYTuEAPijV400iJ6d4/t1aNXGBqtdzPqlmm0U+4qhD+otX90RPR9r99Rn5z/Hqla+VPpm6YXliNNchFRnToqjTj8ojg7QyR/gqlMhnpjjdTsDVlWCGAnTXDafmPVh5/h+nbdwvS5eMVpomfBBEq3YCULCbiI7tm1S5528vrbc3IqpEA9pZHSPnvbKLzesfLPCZPnarbp45agedsLletLyr9QFlgxpvIhaNjymQ6s2NUT4DmUdOntjXaRs74A9f9FI1BfJ1z+Uw/oGpdo65O2nDj2hHsGC02qfabb/91K0pO5BwURIPRRHbTwAnAng0uOPP76Vtp+19NNy5Dfy9ANibLCtWp6ia3eO79djThnRoVWbktGXY9NPi1aM1u1AHxu8vWixZffBGG0+QZBYy004F/K0juIhDzstuHN8v667YqIugKOdJpyazqbqFq/coMecMqLrrphoCNJo2yicCwLI1yesYhvbNtkQmdq2h32OfVb+fcrp3OYV/H8mJ/bWbQ+TyjdFK/2/1T8CrZBqHwokQg5AcdSBBy1HcYqWNleh1R/rlOXIi6UiK4IvR9ggtUwgpUSUd1y21hnrj+P9f/x13nfJL4n3K7uWrtncsHTenrciKQijO995YS0OUqh3WDXmnainpsO+bBt13RUTDeX3Pj9BtB1zykhdVGwbGXxs26QOX3CNbr/oorptQdohZSmK+aCpNvbdKgKiiuBO9Y1mnMbbIVUPCiNC6qE4ojjqCkVB8fpJFctRagDzwqTo+hjWmuODCMaE0fxFI3VTY0HI2GuOOSWbnhrbNlmbAvMCKTX4hnuPbZvMxEp+L7/aLZaHrfPO8f0NjtcBv3+a9ZPydR/bNlkTTDvH99ecksvaN1Uv/zpGFZFQJnpSVspYPjGBmlr92C0ohAgph+KI4qhrdEMYtfrD3syUSFFMnKrXx+5tB9DYAOmFR4gf5P1y7KquYGmZv2hEF68c1UXOfyl8BnbbCu+oHY7ZAbrKdJYXUEVWM+snFRNqoUx+Q9ui9gzxlHx4AVuHlKBN5ZsSL0XCKPwJsCEFiu6ROkZrDiEzB4ojiqOBoVXfCJ8utuw7XGefffqYhcILgjJ/jpR4iE2tpeIwhSCK3vpirTyqWov0/OAPb9U733lhwwa1sRV01h8pJiy8hcQ+p8SFr4MXS76uRXUP99g3sacmSqwvlbe+pfy/yoSXfV3W3x7av690+5BmSfW5dvIkhFSH4ojiaKAom9Yq+xe+b2KPfn3FmXUCKQyWRcLLT3vEBESR1SmFnz4rcxy26VL52cjXtQCRr9/UEJk6Fb9najrbbDbV1tYxO7SNDeRoy7JseKy21UksH1t3X4aYQLDCJjadZfNJCVofSTtVz5iwil0XKNpXrcjylCI1RVcmnAgh7UNxRHE0kNggetbKUMXvww78Pn2MqpajVB5lA6xfqu/zatZiViSuxrZN1rVdLM3wBdfo3W9fHXVKDg7aYVVeWO3mN5rdOZ7ti+ZXw9mVcKE8XtCkrExF4tNvWZKyOvlzNn/vyF82JVf1cykSRrFVcVXSVl1MQAhpDYojiqOBIgxifmNQe94fs+di4qnKAFNFOMXCBVQZQFu1btjri6xM9vjw+Vfqne+8sE4gxvx2YnF+wn1iIQKsg/nUdL7dyYIr66bvghh47blX1RyvU/VM1SdWN7vCLtbmZceCE7qfFiuzzBQJ6ioEIdpqHrQcEdI9KI4ojjpKN//J2gEutly/Spk6JYhi72PWK+/b49N4YWLPV7FChemfou0uAkGc3LZ1uy5ds7lw/zCf3vsWpaxmNr8X5gEfrfgJPkLW6Tom7oqseam62ToEPySfl28jm5fvU6lpx9T5KuVs5ZpUOlqOCOkeFEdtPBgEsvkBo5P3Uy2fXmi1TEVTOFUtQdbnJub87IVJbDrMvrfCy98vZX3xx/ZN7Mmmxc7eWFu67/PywsGukFu+dmtdfCJrTbJWoKnpbAPXpWs2190n1GFs22TU0mPvmRIoQ6sa9x2z13rB6esRa5cYZX27LG23/YLaFWaEkDQURx14zFXLUbMDRifva+9fZfqjk+eKplNiwifEACpqJ+9Iba0c1velLGaRfW+FmbX6BLESu5dfeWbjFIWHj9YdHNO971SYeotNY05O7K2toAvHQt5BaO0c39/gHza2bVIPP/FzDbGcfBsUhUuIiaWitiw7nqJffkG0KhHSPhRHFEdt0e8f/nbuX2QdKhNNsX2/7Hn/XGVJtp9mCoN5cGwO+VQddIPImJrOtuUIgqO2Mi6Pgu3FU2Bs02214yFQpC1jqr3Cazul5uu5bHisFnvJhg8Iwm3J6i26/JwNuv2ii3T4gmvq6hz2bQtpYyv8YoLMt2tKZKZWDLZCvwQKhREh7UFxRHHUN1r9Ae/kD39M2PjpoVgaez4lsOzy9ipTdDZNeD81fZ8uXrlBjzrpSl28YlTnLVxfs6hUqVsQP/NOXq+LVozWBNO+iT165zsv1Jt33N5gIVJV3bljQlee9iHduWOiVq4FL7+uoT5+ispaf6zYsaLF+kjZKTC/cs0KONsefvWadQy3wue27btq94xNY6b6kc+nqmVpJjEIZSRkJkNxRHHUEcp+jMuEwUzBDvhFZfSCIGYt8rvYxyxN/rVfPj41fZ++9NXX6dCqjbXtNWwARH9PWx7rH2R9jML1N++4Pbq3W00c7JiolWNkdE9tqxI7zbZ09ZaaZWvJ6i26dM3mmk9QKEsQmykn9fA+7LdW1D7+mC97qF9oo30Te+q2NZmc2NswTek/1yLL0dR08QqzTvTndsXYTP1uETJIUBxRHLVN2Y9xkXWlF1S9j7fclKUNAmTo7I11g78XWDErR8jXr5Dy1qqH9u/TH/zpBQ1bU9j3YTAPZQnTX9aKE7P4hJhF1goVNqiNOZDbFWAh/eKVozq0apMOrdpY28rE77EWa4vYJr7WchRr69hqudRKtBDPaWr6vpqVKiz5X3bOhgarlb9XiqLYRJ0QJTFrYqsLCgghrUNxRHHUEZq1HJURC0DYSpmqWH/s+6LAf7HjMQFiB3IrNPwmrCG2Ti2KdSIGU7BUxAJf2nLZMtjy+VVltj7WCmWdwr1Ii4m2IIS8IIr589gy7xzPImP789bCFGt7OyVn29x/bsE/KtTDToHaTXVDWVOkxHxR3+yEr1K//kQQQg5AcURx1BE6+QMeC/LY7L9nb1UoOh/e2+ey6/05O7jbe1qhECwaNq/Jib11oiFWFiukbIRpL15i/kr2tV1VZpm+6dt15Q0iZHluYfEi0wZdtIIotRLMHgvY1WaB1Aq6mNXIT6NZUTU1fZ8uXjGqrz33qobrfZulqGrB8f2syFeJEDI4UBy18WCco4xOTCd4Yv/OOzG1EAseWSakAmVWhiIhFtLHHJmtj1DRYBysOykLU0jvnZ5tOXaO76/59QTL0ZeWn1UnhF75xhv0G5tuqUXSttGvA5MTe+vEyNI1m3XewvW6dM3m2vRYSjD4uoY8fEgA+96uvAvctn1XnbC0+b/uvC/q+JsOWMS8RcpPb6Y+09hz6roq1xJCBgOKow48aDnqzmDgB512IxLHtojw1pWipf0py0Mz4tCmsVtwBNHip5p8Wu/7E/PtCdfELEnB8dmKA7/JbDh32/ZdOrZtUl977lUNU3WxTXeD5WfewvV6dL6qzt7bPqzPUUjrRWM4HgSSj7QdHK5jbRuCTIb01tHbTh9W+by6HcyREDLzoDiiOJqRpMRITDAUXe+xU3Ux60Fq9ZK/d8oKFCPlvLt0zWZdvnZrbaptyeotUZ8nv99XuO/YtslCh2IvxKxlKdY+1gITVsY98eTP639deJ6+5pyrG8RXqq2DSPJtaK1eQ6s21vJbvHJDXQwlv+ze+hdVadcwvRniIcU+nyrCyNanbMEBIWR2QXFEcdR1Wh08UpaTlCCqammams62oAgWlLI0Xkx4fxcvnmz6mLUqXBObDooJAJveT1dZK1JRuxUJuHDO+ySF6ayw/N06lvuNZss+F28NCg7ZwXn6mvXfaSi/rWMz4qRIOMbKl8qrTGiX5dUpWsmbgo2Q9qA4ojjqKq0MHkXX+kG+6NqiZeFhSit1bz9Ae1+f2JRRyhnXxyPyU0QpMWbTxwb8mBjx909ZPWxaL3R8vVXrV9r5bUliwsuWMXZ/u63INzbdUjjdadvZ36Oof8UcwIuEohe6zU6VNnuuCq1+f+gQTkh7UBxRHHWd1MCcuradmEkp60VZmYruUfQcs/oUDbxBXAydfWBayS4vj8XesVad1HSQF2j+fap+Ie+U+Ajpl7jNY4tES6r97PmhVRvrnKS971BRKIAgAkM7lYnlsW2T+rCnX64jo3uSU5ex9O2KHl/mVmklLX2kCGkPiiOKo55S5V9t2WCQGoxjK7jaKWeV897KUDQQWgEULC/DF1yjd799tQ6ff2Xd+dR9isoTREOVQdket2m8+Ap5hmkw37ZFlikvNOx03fxFI3XWHP+5+anLnTsmGurmBUCRb9DI6J6alaxd4dCsVanXlpxOfMcImetQHFEc9Zxu/DCXWW06UZ4iq1QYBJev3VqLwJzKe+f4/rqtPB784a0NO9Sn7mMFivVDWjY8pqeu3FC6J5x/b/15ihy8bXym1BSjr6Odrluyektd4MdUTCcrcIKIPONV63XBs96vS199XWHdUmUpEotVLUX+mmb7cDN5d4IyYcRpN0KKoTiiOJrVpISMarnPir0+ZR3y6SYn9tbiA6XuvXT1Fl20YrRuesdvB2LvEx7BeXno7I06ObG3Fl37lW+8oW7vs1Qd/NL7IFhsGutjZMsblt77eqeEivVLCsdigigW28kKqOVrt+q6KyZ06auvS66y859TqkwxYZRyrC8SYN0S9722LhFC0lActfFgEMjO0O0fajv4hkFoZHRPJZ8VO4DGBtHYgLZvYk9yoJ2azpbwe+HgnbztkvoQp2fJ6i06MrqnZh0K246E/Mv8kfx+ZnbJvW2j4KMTrEVh37RY28REUjgesyxZQRREVKz9Q5usu2KiLiZRzELkxZZ1tk8JL9sG/rOykc5jbVn0PtYWVaFgIWTmQHHUgUcvLEez9YezV/+Y7X2s8LCkfFZs0EPvd5OyNPhBOSYeUvcOaewKMT9NFQZxG+3a3sdOuYU8bLTpIEzCMe+zZfdX88EpQx18+tC2ftd7ey7kZ8/b9rLHQrsXfU6+3qHsQVDZczYEgc/Pf2ZF1in7OvbZtrLireg+rVJk3SOEFENxNADiqNcm915TVq9O1buqhSiV1u/7FVZbFVka7L2aOe+FV0pQxUIChM1kgwXLio0lq7fovDx6tc03FR7A38Pf369gWzY8potXjjaUO0TOHts2WbNgxUTZzvH9dQEhUyvLvJjybRTzbVq+dmtDZG5bzyrTqzHH8aKytSqM2v2+N1MvQkgjc1IcAXgSgH8BsB3AFIDfAPgJgK8DGAZwaDP50XLUPfw/8W7fq6wct23flbTkNDOwpo7HxElsQ9twTXg/ObG3dmz52q01H6bYNJIXCEX5+2nHkMfO8f06tGpTg3CyIijs7xYE0VEnXVmz3gTRFRNlQ6s2NQiQWLuF5+DftHT1lgaxWBSMsih4Zwr7WfstVDpFs2WKpY89E0KqM1fF0YsB3ANgE4B/A/A+AB8DsBeAAhgDcEjV/OiQ3V3KpijKjlVNU8a+iT36nbe+SY85+Qt1q81Cfq0uny4azMOzb4MwOE9NZ75HK0/7UM0HyQqdmADw/jpWgITpvGDtsX5Z4bqjF67XU1du0KMXrq9t0WHzs5ahEFfITueFR0xY2PKrHlj27wVdTPRYS1aszVMCqxl8m3ZDGLUzLdcJqxMhZO6Ko8MAHBQ5fmgujBTAqqr5DZo4GsQfztRAFBsMygaYlAipQtjlPZZ3s8IoVqeysniLT7AYWctR3L1W7AAAHpZJREFUzPqTskJZp++d4/trq96CVSgIpZAuhCEY2zbZ4NMTawdbnqI4VPZ1zNpV1k5llpxmp5eKBHW3vz9lwr6Z9ISQ1piT4qiwosBbcnH0F1XTDJI46uc/SxsJuhlSZS76917VclSlPYqCBlapT+wezfgqpc7dvOP2um03UpYiv1+aFyzL127VF569URcs/0rdRrhT0/fV5R3SWEfx1H1igqlqHKIiwVn2WRQJaO8fVZRPmaDuNRQ8hPQWiqN6YXQwgI25ODqzarpBEkeqvf+hDYPsve86V1977lUd+TdcZinwUy7N5G3ZOd64nUfqPkX5+4HW7zQfq1+RIAzCKliM/HkrNmyMIuuka0XQyOgePeyEy/XqK79byyvEbPJ7noW01gIVAjaGevkgkVUESaxN/Wqzos+iCCuky0SpL0/RsaLjnaLfwoyQucicFkcAjgZwMYB35w7aE7kw+iwAqZrPoImjXmJ/2PdN7Km8r1Xsfez6MktBaiBs5l5Fwii2IsgP9H7LinDMDthVt+CoEojSltney147tm2y5ssTfHVOf8WVeu+7zq1Z+Jav3apL8qjUtjxWZNg29qvXQjli+5lVEa02HyvKWhXX3fAV8p+dFZKdhMKIkN4y18XR03MxFB4PAXh/ldVqAN4A4EYANx577LHtfAaznipWnNh0StkqtaLjdnAus8p4AVGEH/xSS+DtIBwsKjFxEJsG83nFYivZusXy8NNIsTYa2zZZWzUWVnsFp+6Qv3Wm9kLTXhcetiyp/cyCNcsKxCqkhKTPo8zK12nC/R7av69umpMQMrgMrDgCsNsJm7LHZwryOhjAsbm/0T0AvgXgsVXLQstROX7ATl3j3xdZVcqOF01H+ME1FanZ4ge/ooHanosJtFQ5vJUlTFeFY3ZKzK8ks/WOWbO86LFTez6dD8ToA2D6tgvL6MM1i1eO6kFP+WxNIPk0drWfF0llYtq32dI1m/WFZ2/UneP76wJAdoIyQdUryxEhpLcMsjj6KoDvNfH4h4r5viYXU5dULQvFUTVaDUgXEy2xgdMPrv51M/cI5fSDnX+fSqdab9nxlpNUGWJWFis6vHDx9bZBG63wsWIo5BH8hr6x6Za68o+M7mmwPKUcqb2wsuf8Mn/bJraMtlzW2dv7lMWsQ1PTWVyko066UodWbdRlw2N1W6z4sqbqkPo8qvTXKn2sW1YrQkh3GFhx1K0HgCNycXRL1TQUR9VpZpDw18Ycfe21nXRa3Tm+v3CapMwS5C1HsdexfFLWs5go9PkFy5MNvOh9m2wey4bHdOnyy/Wq016mt23fVau3FSlFU1lWvMQsQL78fj+7mNhLrSrz7RmiaNt2sCLNi6qY874VjVUse63S6b5JCOk+FEeN4uiZuTj6btU0FEfVSAmC1LUxH6TUQFo136rlDBaclDCqErU7JhKC8Ah1KBuYvcN37diOiYbprlDukdE9unT1Fl28YjRp/Qk+QktWb9FXnHVltKxlbevFi7dMhSnBpau36OKVozp/0UjDNJu3PhXdx95r6eottSjgsTazG89WybsVqn72ZdcSQmYec1IcAVgM4BGR448CsDkXR++tmh/FUTmxgb5KmqL3ZVaYdsq6ZPWWug1SUxadorqkpoPsSrrYPbx4aMhjx4T+9t3Detv2XQ3lCAEdF68crdtDbWjVRp2XR7S2lpeYCIpZhXx5iuprYyctXbO5Nn0XVpp58TK0alPhijYbIiCcD/vHxcSrbeNubvFR5M/WjX5JCOkdc1UcXQ3g5wC+BOCjAP4ewOcA/CwXRt8E8Kiq+c1mcdTJH/aiwb/Ve6UsS1Uomi6zUzOpaaWiMnsxGItpZIVHbDrL3yu8Dn5C3gHb3tMvq1+6ZrOetPwrOn/RiI5tm6yJMh/Q0TuReytZbNCPtbld6RauDXmGKNyhjMecMtKwRD/ca2R0T80a5jeOtY7xqc/Fi79OUmR18v2SAomQwWKuiqPleSyjXfnqtN8CmAawJV+iX3lfNZ3F4qjbP+xFA28rxKxSqfxi/kS+PDGLSjNltdNnZcvgvTOyva/3nwkrw8IWHtbqElveb4M9WovNbdt36eMXf7HOATtWvyIfICt0Yp+HfT1/0UhmTVq9RYfO3liXf6wtg49SKF+wisVEVJGI7VYfrmohojAiZPCYk+Ko04/ZKo5Uu//D3q7lqCy/ooHRR5dWrV9N5UWJ30Q1dd+Qj3c+9uJqZHRPLRCj95EJ7JuIr7zaOZ7tcfbYk67UoVWbosvisymrjXrYCZfXBFKwvARxGByxvfAI13gLmC1HmLZavGK0of4xUefbouhzCsd8uwQ/oyLLWtH5donVM1UHQsjgQnHUxgPAmQAuPf7441tp+zlDr2K/xAamon/zRSveYgN42HcsJpy8o3V4tvfxq9ZCft7hOoih4FcTfIssIb+hPL6PT2uvW/Dy62r3nL/ogJUnfC7WRygsv3/wh7fq3W9fXbcfnn22Vp+Ur5DdXqQsSnkqVIB9PXzBNXrvu87VfRN7Sn29qsS3KjrWbL7N5EMImflQHHXg0UvL0aD9AFeNGtxuvVIDcBExh+4i/5TYdWHwt1NAfv8vO61mhUzYusPmbUXT8rVb9bbtuxqco4NVKlzjl917P5+U83W4JlixFrz8Oj38xMv1G5tu0d1/8mp9waKPNlyfmiK05bcCMJz3/kfeyhUTWLH2j/kZFX1Wsbo2Y12M5TFo30FCSPNQHA2QOBpU031ZnKBO1Cs2wKau88/WuuGDMMbKG1txZldjpdLbKbuwzN1Hww75BEuOLZ+3QoU0tsxWONlrbRvHBNmy4TEdOnujrrtiQneO79dnLfqUnrpyQ3KqywsdO/UWluvHInZb8ZeyLFX5LGPTZ1WIiZtm8hjU7yAhpDkojgZIHKkOnuVItXHKJPUPvl2qCCO7xNsO2mHQtIN2rLw2j3DOPpaa1VSxPPwqOHvtsuExXbxyw4EYQZG8bPmCCIlNpYVn71gdptZi1qbg6G2FnCesdFu6ZnND24Xz3tdqidkqJLz3gs5Pb9pVaUVt2axQ6ZQQJ4TMbiiOBkwcVaHVH+9u/OjbaZ1u36sKdhrHWjPCubBPWJF1ITX15qewUkEqY8v6VTNhMW/hen3h2RvrRJBdzRaEyborJvSgp362FrfI18+X1ZbHi5WYWPP1CnksWjFai0uUqoefUpy3cL0OrdpYd61ti3kL19eJIW85KmrLVvoRxQ0hpAyKo1kmjlr9Z+zTdcqS460pzaSNve/UwObziw3cMWJxiGyeNl6PnzoK1/h9zrxAWrxytC7ytZ2GOjW3LE1N31ebAvPO3EFYeOuQn+IKr4s23bWWoLFtk3r4iZfXBFlsCX2sXcJeZ346L7y2vlexMpS1u01D4VMP24OQ1qA4mmXiSLV9y1EVgVV1CquVAcunDe/LBsh26l0WeFG13p/Hp5+aPrA7fBA2wQqVEimxthnbNqnzF43ouismankH8TK2bbIWMHHZ8JgOrdrY4CNlBVAo69R0ttIrVo6yFXuvfOMNtbKE8sXayPs1+fysD1TVKdWY1SuFFZ0zQRDMlDLQP4qQ1qA4moXiqBOUCaMq0air/CgXCR374+6nwFJl8oKjTJzFLEZT0/fpsnM21FljrECKlXHn+H4dWrWp5osTzgdfHj/VFrPUWTFiRZi9xjtie7HiBYtq5hB/99tX6/AF1xROwfk2UdXo6jvfVmVCOGWlS90zlN3et0wQp8RmP4TBTBIlM6EMhAwiFEcURy0RWwbfLM1aqMru4UVHsOZ4597Y/W19Jif26hkv/LDevOP2mkUi5VQe7hmsObGl79bnym/XEcsrTGHF/KGsZahoSs1j4xWl2j4mLMLqufDeWmhiDtlln1Osv6T6QRXx7Z3cY+er9s1WhUQVsUcIGSwojtp4zMUgkLFBsJ1/yu0OInXWnoh/z1K3gWwsfcwSdvOO26PCyaazjtKx6baAnx6KrYgLYsj7+FjxEUTa0KqNdY7fvky+bfzr1PmYJSu2v5y9T8wqVOST5afWysR1mdCy4RHaESmt9uGZZCUihHQOiqMOPOaK5ahs4OvG/YrO+QE7ZT2oUrayOsUsPVYkpJa+x6whvqzhfYhOHZuCs3Wx1/p7pZykq/h/xepXRQzH3qfy93VpJ9K19TGq+jkX0UnLESFksKE4ojhqil4NBFUsEEXTOWXlbEY0+YHYHo8JkFQdisq9eMVoQ8iDVL5F8X18+cryKqp3lXaxZSq7PnbvKvepUgZacAghnYTiiOJoxlLFypE6V2aRqLKyyYuZMstQFctR6hrr21OWR+pYrNzNpGuGMmGYStNNKIwIIZ2iqjiS7FoS4+STT9Ybb7yx38Ughn13/RrHzHt44XkAhddUyadTdPo+vSi3vUev2okQQnqBiNykqieXXXdILwpDSKcoG6irDuS9GvA7fZ9elNveg8KIEDIXOajfBSCEEEIImUlQHBFCCCGEGCiOCCGEEEIMFEcRRORMEbn0nnvu6XdRCCGEENJjKI4iqOq1qvqGI444ot9FIYQQQkiPoTgihBBCCDFQHBFCCCGEGCiOCCGEEEIMFEeEEEIIIQaKI0IIIYQQA8URIYQQQoiB4ogQQgghxMCNZyOIyJkAzgTwCxGZiFxyBIBWIkQeC2BvC+lavV+r6fpxz163TTtpB6Vt2rnnIPU5fq/S8HuVht+rYmbr9+rJla5SVT6afAC4tMV0d/X4fi2l68c9e902fapjT9tmkOrYj/YZsDoORNv0qY78Xs2g9hmkOhY9OK3WGte2mO7nPb5fq+n6cc9et007aQelbdq55yD1OX6v0vB7lYbfq2LmwvcqieSqi/QAEblRVU/udzlmImybNGybYtg+adg2adg2xcz19qHlqLdc2u8CzGDYNmnYNsWwfdKwbdKwbYqZ0+1DyxEhhBBCiIGWI0IIIYQQA8URIYQQQoiB4ogQQgghxEBx1CYicpSIXCAiV4nI7SLyaxG5R0S+ISKvF5GD3PXHiYgWPD7fr7p0AxHZXVDXqUSa54vIdSKyX0TuE5GbReStInJwr8vfLUTk/JJ+oCLyoLl+VvYbETlLRD4qIl8XkV/kdflMSZqm+4eIvFxErs+/m/eKyHYROa/zNeoczbSNiDxNRN4hIltF5Eci8oCI7BORL4nISxJpyvrgG7tbw9Zpsm1a/u6IyHkisiPvM/fkfejl3atZZ2iyfS6r8Fv0VZdmYPtOVRghu33OBvCvACYBjCGLKHoMgFcC+ASAM0TkbG30fP8vAFdH8ruli2XtF/cA+HDk+L3+gIj8DwAjAO4HcAWA/ciilf8jgBcga+/ZwHcBvDtxbgjA6QBGI+dmW7/5SwDPQdYX7gTw9KKLW+kfIvImAB8FcDeAzwB4AMBZAC4TkT9Q1bd3qjIdppm2+T8AXg3gNgDXIWuXEwG8AsArROQtqvqRRNovIeuPnhtbLHcvaKrf5DT13RGRDwB4W57/xwEcBuA1AK4VkTer6iUtlLtXNNM+VwPYnTh3DoCnIP5bBAxm36lGp6NKzrUHskHsTAAHuePzkQklBfAqc/y4/Nhl/S57j9pnN4DdFa99NIBpAL8BcLI5/jAA2/J2e02/69SDNvtWXtdXzPZ+A+AlAJ4GQAC8OK/jZzrVP/J2ux+ZMDrOHH8MgNvzNM/rdzt0oG3OB3BS5PhpyMTgbwA8LpJGAZzf77p2uW2a/u4AeH6e5nYAj3F53Z33qePaqcNMaZ+CPI4EcF/ed46eLX2n6oPTam2iqltV9VpVfcgdnwLwb/nbF/e8YIPJWQDmAfi8qtb+eajq/cj+CQHARf0oWK8QkWcDOBXAjwF8pc/F6TqqOqaqE5r/4pbQSv9YC+BwAJeo6m6T5mcA3pe/nZFTAM20japepqrfiRz/GoDrkVk9nt/5UvaHJvtNK4Q+8d68r4T77gbwz8j61HCX7t02HWqfcwA8HMAXVfWnHSrawMBpte7y2/z5d5FzjxeRCwEcheyfyLdU9eaelay3HC4ia5BtZPgrADcDuEFVH3TXnZ4/b4jkcQOyfzHPF5HDVfU3XSttf7kwf14XaR9gbvUbTyv9oyjNqLtmtlL0OwQAzxWRtyKzwP0YwJiq3tmTkvWWZr47Zf3mr/Jr/qbjpZw5/HH+XBQMctb2HYqjLiEihwA4N38b+4K9NH/YNNcDOE9VW90peqYyH8D/c8fuEJHh/J9t4MT8eZfPQFV/JyJ3AHgWsjnw8a6UtI+IyMMBrAHwEDJ/tRhzqd94WukfRWkmReRXAJ4oIo9Q1fu6UOa+IiJPBrAEmXC8IXHZW9z7B0XkEwDemlvlZguVvjsi8kgATwBwr6pORvKZyJ9P6FI5+46IPA/AHwDYpapjBZfO2r7DabXu8XcAng3gOlXdaI7fh8x5ciEyv4fHIPMLGEM2/fbV/Ms5W/gUsh/n+QAeiewL9zFkc/ejIvIcc+0R+fM9ibzC8SM7X8wZwSpkdRtV1R+5c3Ot38RopX9UTXNE4vzAIiKHA/gssimgi+30UM4dAN6MTEA+EsDjkfXB3cgsmJ/sWWG7S7Pfnbn+OwQAb8ifP544P/v7Tr+dnmbjA8D/QuasNg7gsRXTHALgP/J0b+l3HXrQRh/I63qVObYrP3Z8Ik1wuj213+XvUpt8M6/fmU2kmTX9BuWOtU33D2TOyArgkESan+Tn5/e7/u20TeT6gwF8IU/zeeRbRVVM+yRkq90UwHP6XfdOt41JF/3uIBvoFcCdiXSH5ufv73fdu9R3jkDm/tDgiD3b+k7Rg5ajDiMi/xPAPyFbUvsSVd1fJZ2q/g4HplJe1KXizSSCs7qta9m/+Ee762YNIvJMZA6zdyJbil2JOdZvWukfVdP8oo1yzSjyeE+fQRbW4AsA1mg+clVBM6tl6IOztk8VfHfK+kyZZWnQWQPgEWjBEXs29R2Kow6SO6Zdgixuxks0W7HWDHflz7N9egTIlmQD9XX9fv7cMJef+3D9N2ROpT/sbtH6QpkjdhFzpd+00j+K0jwOWZvdqbPE3yhvh8uRxeP5HIDX5SKgWeZKn2qop6r+Cplz8aPyPuJ5Wv7c4Mc2SwiO2B9rMf2s6DsURx1CRN6BLBDdd5EJo+mSJDFOzZ9n4+DveV7+bOu6NX/+o8j1L0L2b2abzrKVaiLyMGTLZh8CsK6FLOZKv2mlfxSlOcNdM9CIyGEA1iOzGH0awDktCO3A4vx5tvep1HdnzvQbi4gsRhY8cpeqXt9iNrOj7/R7Xm82PJAt61RkUUELfYyQdZzDIsdPRxZYTAE8v9916lC7PCvWHgCejGzFhwJ4lzn+aGT/OuZUEEhkwkgBXDuX+w2qBYFsqn8gsyYNZBDIJtvmcGRxsRTZVNFBFfIcihwTAH+e53MXgEf3u+4daJumvzsY8CCQzbSPu3Zdfu3b5kLfKXpIXinSIvn+TJcBeBDZFgWxeejdqnpZfv31yETD9cj8SwDgv+NAXI2/UtX3dK3APURELgbwTmSrQu4A8EsATwWwHNmAdh2Alar6gEmzAtm/3/uROZLuR7YFwon58VU6yzqtiHwdwAuRRcS+NnHN9ZiF/Sb/vFfkb+cD+ENk/zi/nh/7qZrtPVrpHyLyZgAfQTaoXYED24c8EcAHdYZuH9JM24jIp5BFLf4pgH9BNkB5rldjDRARRTY19J/IppGOQLYFy7ORrfBaqaqbOlqpDtFk21yPFr47IvJBAP87T7MeWSDNVyOLkzSjtw9p9nuVp3k0sgUKhwJ4ghb4Gw1y36lMv9XZoD8AXIzsh6jocb25/vUAvoxsyeO9yP4F70X2o92gxgf5gWy57OUAvgfg58iC0d0FYDOyGFDRFTTIvmTXAfgZgF8D2AngTwEc3O86daGNnpH3kR8V1W+29psK35/dnegfyLb4+Roygf4rZD/q5/W7/p1qG2QDf9nv0MUu//fnbfITZGLzvvy7egmAp/S7/h1sm5a/OwDOy/vKr/K+8zUAL+93/TvZPibNRfm5yyvkP7B9p+qDliNCCCGEEAMdsgkhhBBCDBRHhBBCCCEGiiNCCCGEEAPFESGEEEKIgeKIEEIIIcRAcUQIIYQQYqA4IoQQQggxUBwRQgghhBgojgghcwIR+bSITIvIQO0WLiILRURF5PX9LgshcwWKI0LIrEdETgawBsDfqeqvIudPEJEPici3RWS/iPw2f94uIh8QkYVt3v9zucC5qMK1m/NrVwCAqt4E4GoA7xGRR7VTDkJINbh9CCFk1iMimwAsAvA4Vf21OS4A/jp/HATg2wB2INvQ9veQbVD6PGSbjr5JVf+5xfu/GNkGzN9R1QUF1x2HbIPQKQDHqurv8uOLAGwH8Beq+r5WykAIqc4h/S4AIYR0ExE5AcBSAJ+wwijnr5Ft0vkjAK9V1W9G0v8+gLci23m8JVT1ehHZBeAkEVmgqt9OXPp6AALgU0EY5el3iMj3AFwoIn+vqg+2WhZCSDmcViOEdAUReUk+PfQBEVkgIlfnU1X3iMhVIjI/v+6Z+bTTdH7uyyJybAeLshaZ4LjCle8pAP4SwAMAzogJIwBQ1WlVfReAf0jUc7GIrBeRKRF5QER+JCIfE5HHu0s/nj//cSKfgwEMI9sZ/RORSz4P4FhkQo8Q0kUojggh3SJMH50A4BsAHgSwDsBeACsAfFJEzkQ2jfUoAP8OYBeA5QA+3cFyLM3v/R/u+DAy6/l6Vb21LBNryQmIyDCAbwI4A9m02YcB3AjgAgA3OpH378iE2OtE5BGRW5wB4AkAtqjqHZHzQby9tKyshJD24LQaIaRbBHG0CMCpqnozAIjI3yITSC8DcBKAl6rqt/JzhwG4HcCLRORhqnp/OwXIV6Y9F8B4xBH7Bfnz1hbzPgHAxwDsBnCaqv7YnDsdwGYA/wRgJQCo6l0icjWAVfnjMpdlsChdmrjlf+bPL2qlvISQ6lAcEUK6RRBH5wdhBACq+ksR2Y1MtPxZEEb5uQdE5PsAngTgkQDuBwAReS+AU1T1ZbH3BTwBwMEAJiPn5ufPP/Yncsfo893hn6vqh837iwAcCuAtVhjl9dgqItcAOFNEfk9Vf5mfuhSZMLoARhyJyOMALAOwD8CXYhVR1XtE5H5kU2uEkC5CcUQI6Ti5xeYEAHeo6obIJU9GtiLsisS5X6rq3ebY+5FNjaXepzgqf/5ZrJj5c2zJ7nEA/sYd24Ns2izwvPz5NBE5JZLH7yMTZicAuCk/thXADwC8QESeoarj+fEwxXeZqv42XhUAWZsdU3CeENIBKI4IId3gOch8Gjf7E7lV5jEAvuiFQB7H56k44F8DAFDVnxe9LyCsTntY5NwkgKcjsy7VoarXIxdPInIIgJhgCcLrz0rKUItNpKoqIp8A8H+RWY/elocTWIu0I7bl4ThQJ0JIl6BDNiGkG4QptRsj5xYWnDsJB+INAQBE5Mh81dvC2PsSpvPnoyLnggBbUiGfGPfkz0eoqhQ8vubSfQqZ2Do397E6HZkgHFPV21M3E5GDABxp6kQI6RIUR4SQbhDE0U2RcwsLzp2UP9s4QM8F8DsAtybeFzEJ4C4AJ0bOXZbnc5aIPKNCXp6w+m2omUSqug/ANQCORrZq74L8VMoRO3AiMmvWd5u5HyGkeSiOCCHdYAGyZeu3RM4FcRQLhLggcu65AL5vVq7590k02wLgBgBHi8jx7twPALwHWfTrURF5fiKbIxPHL0FmAfrHfOVaHSJymIikhFOIefQ2ZKvZfgrgqqK6ADg1fx4ruY4Q0ib0OSKEdBQRORzAMwHcrKoPRC5ZAGCPqv40ce7XAMbNseei3lri35cxAuBVAP4QWZgAy98is8b8FYBvishNOLB9yJHIHLND0MUbbEJV/Z6IrAXwSQC3isgGZHGaDkW2omwImdXq6ZEybQJwB7IwBwBwSaKtLC9D5oQeXc1GCOkctBwRQjrNs5EJhIZpMxF5MrLppNi5wwE8A5mosivRnoN6MeTflzGCbIn8uf6EZlyMTMx9GNkfxtcBeEf+fAyAfwWwUFVj6T+DzBL2WWT7sL0J2Qa3xwNYD+BPYgXKLVrrzKGPx64LiMgRyKbgvqyqPyq6lhDSPtx4lhAyYxGRQwHcC2C5qm7x75vI588BvA/AAlX9TndK2z1E5M0APgLgRar69X6Xh5DZDsURIWTGIiLBSjRPVX/q3zeRz8MAfB+ZVerM7pS2O4jIw5HFRtqmqmf1uzyEzAU4rUYImck8F8BPjBDy7yuRO2+fg2y/s0d2uIzd5jhkK9ne3udyEDJnoOWIEDJjEZFLADxeVV8Ze08IId2AliNCyIxDRB4uIguQrTIb9e/7WzpCyGyH4ogQMhN5G4BrkQVLvCzynhBCugan1QghhBBCDLQcEUIIIYQYKI4IIYQQQgwUR4QQQgghBoojQgghhBADxREhhBBCiIHiiBBCCCHEQHFECCGEEGKgOCKEEEIIMVAcEUIIIYQY/j/bneqjTzH3rQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(50, 175, 100)\n", "p_boundaries = cat_2.boundaries(x)\n", "\n", "fig, ax = plt.subplots(figsize=(9,6))\n", "\n", "plot_batch_size = 100\n", "plot_batch_count = 100\n", "\n", "for i in range(plot_batch_count):\n", " start, end = i*plot_batch_size, (i+1)*plot_batch_size\n", " ax.scatter(sig_mjj[start:end], logit(sig_p[start:end]), color=orange, s=.1)\n", " ax.scatter(bg_mjj[start:end], logit(bg_p[start:end]), color=blue, s=.1)\n", "\n", "ax.set_xlabel(r'$m_{jj}$ (GeV)')\n", "ax.set_ylabel(r'$\\mathrm{logit}(p)$')\n", "\n", "sig_patch = mpatches.Patch(color=orange, label='Signal')\n", "bg_patch = mpatches.Patch(color=blue, label='Background')\n", "ax.legend(handles=[sig_patch, bg_patch], fontsize=14)\n", "\n", "x = np.linspace(50, 175, 100)\n", "for i in range(len(p_boundaries)):\n", " plt.plot(x, logit(p_boundaries[i]), color='black', linewidth=2)\n", "\n", "ax.xaxis.set_minor_locator(MultipleLocator(5))\n", "ax.yaxis.set_minor_locator(AutoMinorLocator())\n", "None" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-1\n", "0\n", "1\n", "2\n" ] } ], "source": [ "print(cat_2.categorize(120, inv_logit(-2)))\n", "print(cat_2.categorize(120, inv_logit(1)))\n", "print(cat_2.categorize(120, inv_logit(2)))\n", "print(cat_2.categorize(120, inv_logit(3)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Under the hood" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### K-means clustering\n", "\n", "Inside each \"bin\", we perform a 1-dimensional K-means clustering based on the $p$-s in that \"bin\".\n", "\n", "Initialize the data points to some categories. In each step,\n", "1. Compute the mean $p$ within each category\n", "2. Calculate new boundaries, based on these means.
\n", " The boundaries depend on the chosen distance measure.\n", "3. Re-categorize\n", "\n", "Except, we do this without binning — hence the kernelregression (revisit that part of the notebook)\n", "\n", "Proof of correctness of this procedure is in the paper." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(50, 175, 100)\n", "\n", "fig, axes = plt.subplots(2, 2, figsize=(17,12))\n", "fig.tight_layout(pad=3)\n", "\n", "ax.set_xlabel(r'$m_{jj}$')\n", "ax.set_ylabel(r'$p$')\n", "\n", "rej_patch = mpatches.Patch(color='gray', label='Rejected')\n", "cat_0_patch = mpatches.Patch(color='magenta', label='Category 0')\n", "cat_1_patch = mpatches.Patch(color='green', label='Category 1')\n", "cat_2_patch = mpatches.Patch(color='purple', label='Category 2')\n", "\n", "rej_index = np.nonzero(cat_2_step[2].categorize(mjj_train, p_train) == -1)\n", "cat_0_index = np.nonzero(cat_2_step[2].categorize(mjj_train, p_train) == 0)\n", "cat_1_index = np.nonzero(cat_2_step[2].categorize(mjj_train, p_train) == 1)\n", "cat_2_index = np.nonzero(cat_2_step[2].categorize(mjj_train, p_train) == 2)\n", "\n", "ax = axes[0][0]\n", "ax.scatter(mjj_train[rej_index], logit(p_train[rej_index]), color='gray', s=.01)\n", "ax.scatter(mjj_train[cat_0_index], logit(p_train[cat_0_index]), color='magenta', s=.01)\n", "ax.scatter(mjj_train[cat_1_index], logit(p_train[cat_1_index]), color='green', s=.01)\n", "ax.scatter(mjj_train[cat_2_index], logit(p_train[cat_2_index]), color='purple', s=.01)\n", "\n", "ax = axes[0][1]\n", "ax.scatter(mjj_train[rej_index], logit(p_train[rej_index]), color='gray', s=.01)\n", "ax.scatter(mjj_train[cat_0_index], logit(p_train[cat_0_index]), color='magenta', s=.01)\n", "ax.scatter(mjj_train[cat_1_index], logit(p_train[cat_1_index]), color='green', s=.01)\n", "ax.scatter(mjj_train[cat_2_index], logit(p_train[cat_2_index]), color='purple', s=.01)\n", "\n", "for func in cat_2_step[3].prev_category_means_oracle:\n", " ax.plot(x, logit(func(x)), color='black', linewidth=2, linestyle = 'dashed')\n", "\n", "ax = axes[1][0]\n", "ax.scatter(mjj_train[rej_index], logit(p_train[rej_index]), color='gray', s=.01)\n", "ax.scatter(mjj_train[cat_0_index], logit(p_train[cat_0_index]), color='magenta', s=.01)\n", "ax.scatter(mjj_train[cat_1_index], logit(p_train[cat_1_index]), color='green', s=.01)\n", "ax.scatter(mjj_train[cat_2_index], logit(p_train[cat_2_index]), color='purple', s=.01)\n", "\n", "for func in cat_2_step[3].prev_category_means_oracle:\n", " ax.plot(x, logit(func(x)), color='black', linewidth=2, linestyle = 'dashed')\n", "\n", "for boundary in cat_2_step[3].boundaries(x):\n", " ax.plot(x, logit(boundary), color='black', linewidth=2)\n", "\n", "rej_index = np.nonzero(cat_2_step[3].categorize(mjj_train, p_train) == -1)\n", "cat_0_index = np.nonzero(cat_2_step[3].categorize(mjj_train, p_train) == 0)\n", "cat_1_index = np.nonzero(cat_2_step[3].categorize(mjj_train, p_train) == 1)\n", "cat_2_index = np.nonzero(cat_2_step[3].categorize(mjj_train, p_train) == 2)\n", "\n", "ax = axes[1][1]\n", "ax.scatter(mjj_train[rej_index], logit(p_train[rej_index]), color='gray', s=.01)\n", "ax.scatter(mjj_train[cat_0_index], logit(p_train[cat_0_index]), color='magenta', s=.01)\n", "ax.scatter(mjj_train[cat_1_index], logit(p_train[cat_1_index]), color='green', s=.01)\n", "ax.scatter(mjj_train[cat_2_index], logit(p_train[cat_2_index]), color='purple', s=.01)\n", "\n", "for i in range(2):\n", " for j in range(2):\n", " ax = axes[i][j]\n", " ax.xaxis.set_minor_locator(MultipleLocator(5))\n", " ax.yaxis.set_minor_locator(AutoMinorLocator())\n", " ax.legend(handles=[rej_patch, cat_0_patch, cat_1_patch, cat_2_patch], fontsize=14, loc=4)\n", " ax.set_xlabel(r'$m_{jj}$ (GeV)')\n", " ax.set_ylabel(r'$\\mathrm{logit}(p)$')\n", "\n", "axes[0][0].text(40, 2.5, 'iter start', ha='center')\n", "axes[0][1].text(40, 2.5, 'compute\\nmeans', ha='center')\n", "axes[1][0].text(40, 2.5, 'next\\nboundaries', ha='center')\n", "axes[1][1].text(40, 2.5, 'next\\niter start', ha='center')\n", "\n", "None" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The converged categorizer\n", "\n", "Like with any ML technique, the practitioner's role is important (to avoid overfitting and such)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(50, 175, 100)\n", "\n", "fig, ax = plt.subplots(figsize=(9,6))\n", "\n", "plot_batch_size = 100\n", "plot_batch_count = 100\n", "\n", "for i in range(plot_batch_count):\n", " start, end = i*plot_batch_size, (i+1)*plot_batch_size\n", " ax.scatter(sig_mjj[start:end], logit(sig_p[start:end]), color=orange, s=.1)\n", " ax.scatter(bg_mjj[start:end], logit(bg_p[start:end]), color=blue, s=.1)\n", "\n", "ax.set_xlabel(r'$m_{jj} (GeV)$')\n", "ax.set_ylabel(r'$p$')\n", "\n", "sig_patch = mpatches.Patch(color=orange, label='Signal')\n", "bg_patch = mpatches.Patch(color=blue, label='Background')\n", "None\n", "\n", "\n", "for boundary in cat_2.boundaries(x):\n", " plt.plot(x, logit(boundary), color='black', linewidth=2)\n", "\n", "for func in cat_2.prev_category_means_oracle:\n", " plt.plot(x, logit(func(x)), color='black', linewidth=2, linestyle='dashed')\n", "\n", "boundary_label = mlines.Line2D([], [], color='black', label='boundaries')\n", "mean_label = mlines.Line2D([], [], color='black', linestyle='dashed', label='previous means')\n", "\n", "ax.legend(handles=[boundary_label, mean_label, sig_patch, bg_patch], fontsize=14)\n", "None" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Back to the event selector we trained earlier" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(50, 175, 100)\n", "p_boundaries = cat.boundaries(x)\n", "\n", "fig, ax = plt.subplots(figsize=(9,6))\n", "\n", "plot_batch_size = 100\n", "plot_batch_count = 100\n", "\n", "for i in range(plot_batch_count):\n", " start, end = i*plot_batch_size, (i+1)*plot_batch_size\n", " ax.scatter(sig_mjj[start:end], logit(sig_p[start:end]), color=orange, s=.1)\n", " ax.scatter(bg_mjj[start:end], logit(bg_p[start:end]), color=blue, s=.1)\n", "\n", "ax.set_xlabel(r'$m_{jj}$ (GeV)')\n", "ax.set_ylabel(r'$\\mathrm{logit}(p)$')\n", "\n", "sig_patch = mpatches.Patch(color=orange, label='Signal')\n", "bg_patch = mpatches.Patch(color=blue, label='Background')\n", "ax.legend(handles=[sig_patch, bg_patch], fontsize=14)\n", "\n", "ax.xaxis.set_minor_locator(MultipleLocator(5))\n", "ax.yaxis.set_minor_locator(AutoMinorLocator())\n", "\n", "x = np.linspace(50, 175, 100)\n", "for i in range(len(p_boundaries)):\n", " plt.plot(x, logit(p_boundaries[i]), color='black', linewidth=2)\n", "\n", "None" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(2.1048250641402135, 0.8327454909819639)\n", "Best flat cut is p >= 0.8327454909819639\n" ] } ], "source": [ "# Best flat cut\n", "\n", "evaluator = taab.Evaluator(statistical_distance='Pearson_chisq',\n", " regression_method=kerreg.NW_kerreg_1d,\n", " default_regression_options={\n", " 'kernel':'rectangular', 'bandwidth': 5})\n", "scores = []\n", "\n", "evaluator.set_data(mjj_train, p_train)\n", "for cut in np.linspace(.8, .99, 500):\n", " flat_cut_categorizer = taab.FunctionalCategorizer(lambda x, p: np.where(p > cut, 0, -1))\n", " score = evaluator.evaluate(flat_cut_categorizer, category_count=1)\n", " scores.append((score, cut))\n", "\n", "print(max(scores))\n", "\n", "print(f\"Best flat cut is p >= {max(scores)[1]}\")" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n", "fig.tight_layout(pad=3)\n", "\n", "threshold=.833\n", "bg_mjj_survive = bg_mjj[np.nonzero(bg_p > threshold)]\n", "sig_mjj_survive = sig_mjj[np.nonzero(sig_p > threshold)]\n", "\n", "ax = axes[1][0]\n", "ax.hist([bg_mjj_survive, sig_mjj_survive], color=[blue, orange], label=['Background', 'Signal'], histtype='step', bins=50, density=True, range=(50, 175))\n", "ax.text(142, .037, f\"$p \\geq {threshold}$\", ha='center')\n", "ax.text(142, .033, f\"Bg. eff. $= {len(bg_mjj_survive)/len(bg_mjj):.2f}$\", ha='center')\n", "ax.text(142, .029, f\"Sig. eff. $= {len(sig_mjj_survive)/len(sig_mjj):.2f}$\", ha='center')\n", "\n", "ax = axes[0][0]\n", "ax.hist([bg_mjj_survive, sig_mjj_survive], color=[blue, orange], label=['Background', 'Signal'],\n", " weights=[np.ones_like(bg_mjj_survive), signal_scale*np.ones_like(sig_mjj_survive)],\n", " histtype='bar', alpha=.7, stacked=True, bins=50, range=(50, 175))\n", "ax.text(110, 2100, f\"Best flat threshold\", ha='center', fontsize=32)\n", "\n", "\n", "bg_mjj_survive = bg_mjj[np.nonzero(cat(bg_mjj, bg_p)==0)[0]]\n", "sig_mjj_survive = sig_mjj[np.nonzero(cat(sig_mjj, sig_p)==0)[0]]\n", "ax = axes[1][1]\n", "ax.hist([bg_mjj_survive, sig_mjj_survive], color=[blue, orange], label=['Background', 'Signal'],\n", " histtype='step', bins=50, density=True, range=(50, 175))\n", "\n", "ax.text(142, .033, f\"Bg. eff. $= {len(bg_mjj_survive)/len(bg_mjj):.2f}$\", ha='center')\n", "ax.text(142, .029, f\"Sig. eff. $= {len(sig_mjj_survive)/len(sig_mjj):.2f}$\", ha='center')\n", "\n", "ax = axes[0][1]\n", "ax.hist([bg_mjj_survive, sig_mjj_survive], color=[blue, orange], label=['Background', 'Signal'],\n", " weights=[np.ones_like(bg_mjj_survive), signal_scale*np.ones_like(sig_mjj_survive)],\n", " histtype='bar', alpha=.7, stacked=True, bins=50, range=(50, 175))\n", "ax.text(110, 2100, f\"ThickBrick selector\", ha='center', fontsize=32)\n", "\n", "for ax in axes[1]:\n", " ax.set_xlabel(r'$m_{jj} (GeV)$')\n", " ax.set_ylabel('Normalized distribution')\n", " ax.xaxis.set_minor_locator(MultipleLocator(5))\n", " ax.yaxis.set_minor_locator(AutoMinorLocator())\n", " ax.set_xlim(50, 175)\n", " ax.set_ylim(0, .04)\n", " ax.legend(loc=2, fontsize=14)\n", "\n", "for ax in axes[0]:\n", " ax.set_xlabel(r'$m_{jj}$ (GeV)')\n", " ax.set_ylabel('Histogram')\n", " ax.xaxis.set_minor_locator(MultipleLocator(5))\n", " ax.yaxis.set_minor_locator(AutoMinorLocator())\n", " ax.set_xlim(50, 175)\n", " ax.set_ylim(0, 2000)\n", " ax.legend(loc=1, fontsize=14)\n", " \n", "None" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3/dist-packages/ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in true_divide\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(9, 6))\n", "\n", "bg_mjj_survive = bg_mjj[np.nonzero(cat(bg_mjj, bg_p)==0)[0]]\n", "sig_mjj_survive = sig_mjj[np.nonzero(cat(sig_mjj, sig_p)==0)[0]]\n", "\n", "bg_hist_thickbrick = np.histogram(bg_mjj_survive, bins=50, range=(50, 175))\n", "sig_hist_thickbrick = np.histogram(sig_mjj_survive, bins=50, range=(50, 175))\n", "sigsqoverb_thickbrick = (0.03*sig_hist_thickbrick[0])**2/bg_hist_thickbrick[0]\n", "sigsqoverb_thickbrick = np.append(sigsqoverb_thickbrick, sigsqoverb_thickbrick[-1])\n", "ax.plot(np.linspace(50, 175, 51), sigsqoverb_thickbrick, drawstyle='steps-post',\n", " color='magenta', label='ThickBrick')\n", "\n", "threshold = .833\n", "bg_mjj_survive = bg_mjj[np.nonzero(bg_p > threshold)]\n", "sig_mjj_survive = sig_mjj[np.nonzero(sig_p > threshold)]\n", "\n", "bg_hist_flatcut = np.histogram(bg_mjj_survive, bins=50, range=(50, 175))\n", "sig_hist_flatcut = np.histogram(sig_mjj_survive, bins=50, range=(50, 175))\n", "sigsqoverb_flatcut = ((0.03*sig_hist_flatcut[0])**2/bg_hist_flatcut[0])\n", "sigsqoverb_flatcut = np.append(sigsqoverb_flatcut, sigsqoverb_flatcut[-1])\n", "ax.plot(np.linspace(50, 175, 51), sigsqoverb_flatcut, drawstyle='steps-post',\n", " color='black', label='Best Flat Cut')\n", "\n", "ax.set_xlabel(r'$m_{jj}$ (GeV)')\n", "ax.set_ylabel(r'$s_i^2 / b_i$')\n", "ax.xaxis.set_minor_locator(MultipleLocator(5))\n", "ax.set_xlim(50, 175)\n", "ax.set_yscale('log')\n", "\n", "ax.legend(fontsize=14)\n", "None" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Other features...\n", "1. There is an evaluator class `taab.Evaluator`.
\n", "Similar to `taab.AutoCategorizer`. One is for training, the other is for testing/validating.\n", "2. Adjusting signal scale...
\n", "The selector that maximizes $\\sum s^2/b$ doesn't change by the transformatiuon $s \\rightarrow \\lambda s$.
\n", "But other distances don't share this property...
\n", "`autocat.training_step(signal_scale=0.03)` let's use set the signal scale." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Moving forward\n", "* Write part 2 (optimal selection for parameter measurement)
\n", "and part 3 (reducing systematics using event selection).\n", "* Incorporate the functionality from parts 2 and 3 into the ThickBrick package.\n", "* We would be happy to help out with\n", " - Adoption of the technique in a real analysis or test study\n", " - Incorporating the ThickBrick implementation in a larger package" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Questions?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###
Other remarks...
" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 4 }