{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# A Showcase of Components in `halomod`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this demo, we will showcase each and every one of the different models and components in `halomod`, to give a taste of its capabilities. Note that the plots generated in this notebook appear in THIS PAPER." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "import hmf\n", "import numpy as np\n", "\n", "import halomod\n", "from halomod.bias import make_colossus_bias\n", "from halomod.concentration import make_colossus_cm" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using halomod v2.0.2.dev51+geee0902 and hmf v3.5.0\n" ] } ], "source": [ "print(f\"Using halomod v{halomod.__version__} and hmf v{hmf.__version__}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setup Matplotlib" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt\n", "from matplotlib import rc, rcParams" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since these plots will be included in a paper, we define some preset configurations for different kinds of plots, to achieve some consistency." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "paper_font_size = 10 # elsarticle\n", "\n", "\n", "def single_column(height_ratio=1 / 1.5):\n", " linewidth = 3.49 # Get this in your tex using \\printinunitsof{in}\\prntlen{\\linewidth}\n", " paper_settings(linewidth, height_ratio)\n", "\n", "\n", "def two_column(height_ratio=1 / 1.5):\n", " textwidth = 7.22 # Get this in your tex using \\printinunitsof{in}\\prntlen{\\textwidth}\n", " paper_settings(textwidth, height_ratio)\n", "\n", "\n", "def paper_settings(width, height_ratio=1 / 1.5):\n", " plt.style.use(\"dark_background\")\n", "\n", " rc(\"figure\", figsize=(width, width * height_ratio), dpi=200)\n", " rc((\"xtick\", \"ytick\"), labelsize=paper_font_size - 2, direction=\"in\")\n", " rc(\"legend\", fontsize=paper_font_size - 1, frameon=False, columnspacing=1, handletextpad=0.4)\n", " rc(\"axes\", labelsize=paper_font_size - 1)\n", "\n", " rc(\"savefig\", dpi=600, bbox=\"tight\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setup default model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some of the components presented here can be calculated using lower-level frameworks, but all of them can be calculated from the `TracerHaloModel`, so we use this." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from halomod import TracerHaloModel" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "base_model = TracerHaloModel(\n", " dr_table=0.03,\n", " dlnk=0.05,\n", " dlog10m=0.05,\n", " transfer_params={\"kmax\": 1e2, \"extrapolate_with_eh\": True},\n", ")\n", "\n", "# Pre-compute many of the relevant quantities\n", "base_model.power_auto_tracer;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since most of the plots we make will be comparing all possible models of a particular component, we define a simple function to find all the models for a particular component:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For bias models:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "import importlib\n", "\n", "\n", "def get_models(module, component, ignore=()):\n", " cmp = getattr(importlib.import_module(module), component)\n", " models = cmp.get_models()\n", " return [m for name, m in models.items() if name not in ignore]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[halomod.bias.UnityBias,\n", " halomod.bias.Mo96,\n", " halomod.bias.Jing98,\n", " halomod.bias.ST99,\n", " halomod.bias.SMT01,\n", " halomod.bias.Seljak04,\n", " halomod.bias.Seljak04Cosmo,\n", " halomod.bias.Tinker05,\n", " halomod.bias.Mandelbaum05,\n", " halomod.bias.Pillepich10,\n", " halomod.bias.Manera10,\n", " halomod.bias.Tinker10,\n", " halomod.bias.Tinker10PBSplit]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_models(\"halomod.bias\", \"Bias\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, define a function that will do most of the plotting for us. It will grab all the models defined for a particular component, and plot a resulting quantity for all of them, with a lower panel showing the ratio to the fiducial model. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "import random\n", "\n", "\n", "def model_comparison_plot(\n", " module,\n", " component,\n", " attr_name,\n", " x,\n", " y,\n", " ignore=(),\n", " height_ratio=1 / 1.5,\n", " ylab=None,\n", " y_unit=None,\n", " yratio_lab=None,\n", " ylog=True,\n", " comparison_limits=(0.8, 1.2),\n", " xlim=None,\n", " ylim=None,\n", " must_include=(),\n", " ncol_legend=1,\n", " legend_size=None,\n", " max_models=10,\n", " extra_models=None,\n", " extra_params=None,\n", "):\n", " extra_params = extra_params or {}\n", " extra_models = extra_models or []\n", " # Get all the models for this component\n", " models = get_models(module, component, ignore)\n", " if extra_models:\n", " models += extra_models\n", "\n", " # Limit them to seven models (randomly)\n", " if len(models) > max_models:\n", " tmp_models = [m for m in models if m.__name__ in must_include or m in extra_models]\n", " for m in tmp_models:\n", " models.remove(m)\n", "\n", " models = random.sample(models, max_models - len(tmp_models))\n", " models.extend(tmp_models)\n", "\n", " # Most model comparison plots will be single column in the paper.\n", " single_column(height_ratio)\n", "\n", " subplot_kw = {\"xscale\": \"log\"}\n", " if xlim:\n", " subplot_kw[\"xlim\"] = xlim\n", "\n", " # Create a two-panel plot with the lower panel slightly smaller.\n", " _fig, ax = plt.subplots(\n", " 2, 1, sharex=True, gridspec_kw={\"hspace\": 0, \"height_ratios\": [3, 2]}, subplot_kw=subplot_kw\n", " )\n", "\n", " # Plot the different models.\n", " model = base_model.clone() # Make a new updateable model.\n", " for i, cmp_model in enumerate(models):\n", " if cmp_model.__name__ != getattr(base_model, attr_name).__name__:\n", " model.update(\n", " **{attr_name.replace(\"model\", \"params\"): extra_params.get(cmp_model.__name__, {})}\n", " )\n", "\n", " model.update(**{attr_name: cmp_model})\n", " ls = \":\" if cmp_model in extra_models else [\"-\", \"--\", \":\"][i // 10]\n", "\n", " xx = getattr(model, x)\n", " if x == \"nu\":\n", " xx = np.sqrt(xx)\n", " ax[0].plot(xx, getattr(model, y), label=cmp_model.__name__, lw=1, ls=ls)\n", " ax[1].plot(xx, getattr(model, y) / getattr(base_model, y), ls=ls)\n", "\n", " if ylog:\n", " ax[0].set_yscale(\"log\")\n", "\n", " ax[0].legend(ncol=ncol_legend, fontsize=legend_size or rcParams[\"legend.fontsize\"])\n", "\n", " ylab = ylab or y\n", "\n", " # Set axis labels and limits.\n", " ylabel = f\"{ylab} [{y_unit}]\" if y_unit else ylab\n", "\n", " ax[0].set_ylabel(ylabel)\n", " if x == \"k\":\n", " ax[1].set_xlabel(\"k [$h$ / Mpc]\")\n", " elif x == \"m\":\n", " ax[1].set_xlabel(r\"m [$h^{-1} M_\\odot$]\")\n", " elif x == \"nu\":\n", " ax[1].set_xlabel(r\"Peak-height, $\\nu$\")\n", "\n", " if yratio_lab is None:\n", " yratio_lab = ylab\n", "\n", " ax[1].set_ylabel(\n", " r\"{} / ${}_{{\\rm {}}}$\".format(\n", " yratio_lab, yratio_lab.replace(\"$\", \"\"), getattr(base_model, attr_name).__name__\n", " )\n", " )\n", " ax[1].set_ylim(comparison_limits)\n", "\n", " if ylim:\n", " ax[0].set_ylim(ylim)\n", "\n", " # Save the figure\n", " plt.savefig(f\"plots/{attr_name}s.pdf\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Transfer Function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, transfer functions. We omit the models that require user input (eg. `FromFile`).\n", "\n", "The transfer function determines the linear power spectrum, which in turn affects the halo mass function (more power on larger scales means more high-mass halos). " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/hmf/density_field/transfer_models.py:233: UserWarning: 'extrapolate_with_eh' was not set. Defaulting to True, which is different behaviour than versions <=3.4.4. This warning may be removed in v4.0. Silence it by setting extrapolate_with_eh explicitly.\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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ayspV69FrbAhq0oqgJq156cvncfGsVuj5tEY9vulx+KXF4Jcag196DPaG/4YqGP9N5vZHRHIg4hoHIq5xMT6x9J94BZCWrWNXeAS7wiNg537srZfyYHVvOtUM4oHm7bCu1ZQLrv6k2OYMnzJotFyzduSaDs6GWuNz3gGvyg15aVAN3h39CPtOhDF14g/s3XHSzM9MCCHKjyTB5Sx32EJaWlqhfVJTcwrj5477LSslGQ4h7i0+dWvTMKQtffr1oKl/Dewz7clMtseYrCWzgCGhWisdiUmX2LtvG8uXryY2KTUn6W3ciic//AkPb/9Cz2WjzyIgLYbq/ya9XhlxeUqQpWXr2Bpxjf0Rkey7Esmhq1EkW9AktftJpl7PjksR7LgUAVt24eHoQM/aQXRu2wn3B9oT5lnTVJJNp7XmstaZyxlw5oQV1Y87EVC9BetX1edq3BXeeeNrNm8s/lMiIYS410kSfI+6fPnyXQ9ViIqKsrjxOeL22DrYU7t1C1r36swj3ULwsnbBmGJPVqYtxuiC7vYqFPGcPnOItevWsWvPfqrXD6ZWcDsefmsW1QJrF3ouK4MO/7QbBKRGEZASjVdGPNqbphSkZevYfiWSneFX2HkpgqPXrqOXRR3MIi49g6UnT7P05GmstN/QNqA6D3XuRUCrzkRUrW0aMpFs48g/OPJPtML3chZ+9jX4du7nXJt8mueGT+PMGVm+WQhx/5IkuJylpKQAmKo8FMTZ2RlAKj6IArn7elO/YzseerQHbRs0xDnLgYwkB4wJWgqa6qS1yuJG7Hl27NzCzz+vROvkQq3gttTsMIh3XpyBjZ19gefRGPT4pt8gKPU6AanR+KTH5qnFm56tY19EJLvCc+5AHr0Wjc4gSa+lMRgVuy9dYfel79HM/57WgQE80nsAVVp25ZqrH2g0oNEQae9GJPDP8Qxq6Gqw/MeFHDy7kzdf+4SUFJlEJ4S4/0gSXM5yJ8NVr174LPrcbYVNnBMVi9baiqCmTWjcuT39H+lObddqaFPtyUi1h2i4dWCNRmNEZ7jB33/vZ9XqtRz/+zQ1HniQmsFtGf7pz7h4ehV8ImWkSmostdKvE5ASjV9aDDbqv4oMBqORA5HRbAkNZ2voZQ5FRknSe49RCg5cusyBrz5Ho/mckMYP0LvfUGwatSfZPmeoVqqNA3/ZOHDqupEgu3ZsXLKWX/ds4JMZX5k5eiGEKF1lmgTfWke3tCQlJfHmm2+WybHLWm5dYE9PTwIDAwtMdFu0aAHAsWPHyjM0YUGc3Fyp174N7R7qTM92rfFUTuiSHNBlWpMVnb+/1iqbmBvn2Lp1E0uXr8bFO4Bawe1o0H8U3cc0LLRWr11mCnXToqmRco3AlCgcDHnH7F5KSOLPi5fYEnqZHZeukJhZ8Npw4t6jFOz46yQ7/jqJnY01Q3r3p9lDg0j0qoXSaDFqtIQ6VSNUQUCzQWxe2ou1v6/lhyULMRjyL+suhBD3mjJNgkeMGIFSqlTLbCmluH79+j2bBEdGRnLo0CFatWrF0KFDmT59ep7t7dq1w9/fn8zMTDZu3GimKIU5VAn0p1HnDvR5rBctatTCIcMuZ5hDjLbASg5okjh37jCr1qxi3+Hj1AxuS53mHXnpqw04VnIp8BwavQ7flGjqpkcTlHINz8ykPCXLkjKz2HHpCn/+e7c3VKo3VAhZOj0L1q9kwfqV1AmsyZBhL+L0QAgZNjlDZW44uHIDV+r0/T9+6dKX7Ts2M/fnBWRlFbSMihBC3BvKfDhEZmYmK1asKLXjDR8+vNSOZS7Tp09n3bp1jBs3jk2bNpnuDru7u/P1118D8OWXX8qY4PucRqsloEkjmnbryIBHe1HTpSraVDsyUu0xXit4mEN65lUOHNzO4sU/k44tdVp0pHaPkbR75fNC7/Y6Jd+gQUYMNVKvUT017xAHgCOR0Wy+cIk/Ll7icGS0TGar4M6HhzJl6hisbWx4duRLNO42gDg7NwBSbJ04YlsTj0eeY1nnhzh7ZB/TfvyatLQUM0cthBC3r0xXjDMYDERHR+Pr62vRx7xTwcHBpqQVoGbNmlSpUoWIiIg8VRf69+9PdHTez7C/+OILXn/9dbKzs9m6dStpaWl07doVNzc39uzZQ/fu3cnMLP27LJa+esv9ztbBnjptWtGqVxce6doRL6tKGJIdyM6yKbC/1iqLa1Gn+ePP31izbhNedRrlJL7NOxRas1eTnUFAUiQNM64TmBJFZV3e+8hJmVn8eTGcTRfC+OPiJa6nykIJonAajYYRo9+gQ4c+RFh55t2mjNRJuUZG+CnemPEhiSmy0IkQ4j+WnnNIEnwXilvOOFdgYCCXL1/O9/jjjz/OK6+8QtOmTbGxsSE0NJTFixcza9YsdDpdAUe6e5Z+Qd6PnD3caBjSnpA+3enWshkuOgeyEh0wGAq+c6tI4PSZgyxfsZLToVeo3bwDtVt0ILBRC6xtbAvcxyH5Bo3So6mTcg3ftBisbnlZ/3M9lk0Xwth0Poz9Edfkbq+4bbYO9rw8ZRwPNmzPxWwPDNq812+t5Kt46WP4cOVPbNu43UxRCiEsiaXnHGWaBM+aNYukpCQmT55s0cesSCz9grxfVA0KoFGXjjzUrycta9bEId2ejCQHlMo/Pl6jMZKRFcn+/VtZuHg5Wpcq1G7egTotOuLpG1jwCfTZVEu4ygNZN6iZfBXX7LyDJ9KydWwPu8ymC5fYfOESV5JkaI0oHbYO9rz87ihCmnXjQroHGVZ2ebbXTI6kvlMSe+NPM2nMLJITZKiEEBWVpeccZZoEC8tj6RfkvUprZUVg08Y07tyBfv16UNetKtap9qSnFFyDV6vVE5dwgS1bN7Jy7a941w2mbqtO1GrWDntH5wL3sUpNoHbKNRpnRBOQEp1vbO/FuAQ2XQjj9/OX2HU5giy9ocDjCFFa2vdszzPPvUacVRDptyTDgSlRNK2UwP6E07z+wkdkZZXNp1tCCMtl6TmHJMEVjKVfkPcSWwcH6rZtRbPunXikR0d8rCuhkh3Iyih4yILWKpMrESf5ZcM6tu8/Tu3m7anbqhP+DYKxsso/R1UZDTjHRhCcdYN6aVF4ZibmqeRgNCr2R0Ty67lQfj0XyrnY+DJ6pkIUzdrWjtfeeQ/vpt1It3bIsy0gNZqmTrFMWfQ9a1fvME+AQgizsPScQ5LgCsbSL0hL5+TmSsOQ9rTt042eDzbHXe9AdqIDel0hhVY0SZw5e5Cfly8n/EYKdVt1om6rTlStXrPA7iojFe+4cFrr4wlKuZavbm9qVjZ/hobz69lQNl0IIzZdVvISlsPK2obBT79C04cGk27rmGdbreRIqujC6PvC62TppM6wEBWBpecckgRXMJZ+QVoiN28vGnXpSLf+PelQvz7OmfZkJDpgNGoL6K3QGWI4enQni5auwODkQb1WnajTMgRnV48Cj69JjKFu8lVaZMXgm3YD7S0vycjklJy7vWdD2RF+RYY5CIuntbJm0LCXaf7wENJsb1oiXinqJUdwZscapsz/ESV/fYS4r1l6zlHqSbBWq6V79+64ubmxa9curl27BkDnzp0ZOXIkbm5uHDhwgDlz5pCSIhMmypulX5CWolrNIBp3DeHhx3rRvHogdmn2pCfbQyET21LSLrFr95+sWLcRz6BG1G3ViRoPtMbGLv+YYGU04hB7heCM6zROj8IjK/+ktRNR1/n1XCgbzoZyPOp6mTxHIcqa1sqa514ZT+2QvqRb//da0BoN1Eu4xPpFX7F4+1YzRiiEKEuWnnOUahLs5OTEtm3baN68ORqNhoyMDB555BFcXV1ZuXIlmZmZ2NjYYGVlxZkzZ2jdujVpabcuCSDKkqVfkOai0Wio3rgBTbqF0K9fL+q7V8M61Z6M1MImtumIjjnN75s3sGXvcYKatqFuq0741WlcYH+VnYnHjUu0zo6lTuo1HA15lx/O1hvYEX6FX8+F8tu5UCKS5A2iuH9Y29ox48v5ZHvWIcvqvzHz1kY9ta+f5cs509h1+rQZIxRClAVLzzlKNQmeNGkSkyZNYuLEiYSHh/Phhx9iMBhITU1lxowZrFmzBmtra1588UVmzZrFBx98wAcffFBapxclYOkXZHnSWltRs0UzmnbvRP8+3Qh0cEOT4kBmesET2zTadMIuHWXNurWciYijTssQ6rbqhFu1gmtWq9QE/OMv86AujsDUKKxV3tq8cekZbDofxq/nQvkzNJyUrOwCjyPE/aJJm5ZMevcTLma5otP+N47eQZ+J3+VjjJ06jqsJieYLUAhRqiw95yjVJPivv/5i3759vPjiiwD07t2bDRs2MHPmTMaOHZun79q1awkICKBZs2aldXpRApZ+QZY1G3s76rZ9kOY9O/NIjxB8tM4YkwpfsQ1NIqf+2cfSFatJUg7Uf7ArtZu3x8G5csHdY69SPyWSVtmxeGXEcevgiQtxCWw4e5Ffz4WyPyISg1EGRYqKxdrOjk/nf0x1l2acza6cZ9EN98wkPCOP8Mw7Y8iQyXNC3PMsPecoZEr7nQkMDGTOnDmm70+ePAnAvn378vXduXOn3AUW5cKhcmUahLSj9UNd6N2+NVWMjugSHdDFWpN/YWqFwRjL0eM7+XnlerTuftR/sAvd3viiwNXajHod9tcv0TzzOsGZMbjo8g/vOXQ1il/OXuCXMxc5K2XMRAWnz8rijaFvULtxHT77+gOSYn24pHUFIN7ehfiaXfn6p02oawd5dswkmTwnhCgzpZoEG41GrKz+e1efkZFTvikpKf968qmpqVhbl+rphTCpXLUKjbt0pF2frnRp+gBu2fZkJTlguG5F+i19NRpFZvY19u/fwooNf+AW0IB6D3ah36Tv0WrzV4AwZKTiGn2Rdvo46mfEYG/MuwiAzmBgx6UIfjl7kQ1nL3ItJbUMn6kQ96YLf5+nX4fBBNYJ4INPPiLNEECMTSUArjhVg1p9WbaoKet+nsvPv202c7RCiPtRqWah165do3r16qbvU1NTefXVVzl79my+vgEBAdy4caM0Ty8quCqB/jTuGkKnPt1oV6cOzpl2ZCY6YIzS5k98tUZSU8PZsWszv247gE/95tRr3YXBUwYXeGxDcjzeNy4SYognKP0GVreMIkrNyuaPi+GsP3OBTRfCSMzMKvA4Qoi8ws9f5un+Q7FzcGDWl/PIcqlJso0DaDScreRP42en07fvUN545zWuF3BDRQgh7lSpjgletGgRPj4+dO3atdi+Bw4cIDo6mkcffbS0Ti9KwNLH59wuvwZ1adQ1hB6PdKeZT3Uc0u3ISHJAFVDKLHep4j/+/JWdR88RGNyWeq274FrFu8BjG2MjqZFwmU7GhALH995IS+fXc6GsP3OBbWFXyNTLGEYh7panpxefffE/oh298lSScM1K4drmJXz64zcYZYyEEPcES885SvVO8Pjx46lWrVqx/apUqcLp06dZvXp1aZ5eVABaKyuCgpvQqGsIvft2pb5rFVMNX3VNk++Or9Yqm6ioU/z6+68cD42hTssQ6rR/msG9XQs+QVQYjVIiaWuIxSMrf5mySwlJrD9zgV/OXmTflUj5YyxEKYuNjWbEU33o0bsPI555m4vWriiNlkS7Sjg+8iLfdezDz7PfY9uxI+YOVQhxj5MV4yoYS39XVhBrW1vqtGlFk24h9HmoE0F2lbEqsoZvBuFXjrP219+4nKinbqtO1Axug62dQ76+Rr0Ou6iLNM+8TsusGzjr8y9DfCLqOr+cvcgvZy7y13UZwiNEebGysmL+ksVkaP2ItnMxPa41GnAPO8K0D8cRFR9nxgiFEEWx9JxDkuAKxtIvyFz2zk7U79iOpt070btLW/w0jqhkB7IyCq7hiyaF8xcOsebXzSRpnKn3YGcCGjRHe9NEzVyGzHQqR12grT6WRgVMbDMYjey9Esn6MxfYcDaU8EQZhyiEOQ0c9ijPP/k6f6c6kmrz35tZJ106N7avZMbXM6WKhBAWyNJzjnJPgm1sbKhXrx7Z2dmcO3euyL5169bF1taWM2fOoJfxlqXCki/ISh7uNOzSkeY9OtOzTXOqGuwwFFHD10g8f5/ax7rNO1Eu3tRr3QWfmvUL7GtITaTK9ZyJbbUyYvItXJGp07MlNJx1Zy6y8Xwosen57wgLIczHvYobPyycC6k+nLF2y1Nf2Ds1mnkzxnHw5DEzRiiEuJUl5xxghiT4qaeeYsGCBfzwww+89NJLRfZduHAhQ4cO5amnnmLZsmXlFOH9zdIuSHdfbxp1DaFNry50eqAh7tl2ZCc5oNcVNFxdoTfEcPjoTn7dcYhKfnWo17oL7t7VC+gLhvjrBMSFEWJMoHpGbL6JbQkZmWw8H8ovZy7yR2g4adm6Ao8jhLAcTVs25tPpM7ga58AVB3fT41ZGA/Znd/PelLGkZ+avAC6EKH+WlnPcqtyT4LVr19K3b186dOjA/v37i+wbEhLCtm3bWLt2LQMHDiynCO9vlnBBVqsRSONunWjfuyvt6tSicqYtWYkOGAz5hy5oNEYyMq+y78B2/jx0mqp1mlK3ZSecXd0LODKo6HDqpVylgyEOz8ykfInv1aSUnPG9Zy+wK/wqeqOxwOMIISzbgCf68PyTb/CPzokUG0fT4y5ZyWz/38es/+NXM0YnhADLyDmKUu5J8IULF6hevTpOTk4YDIYi+1pbW5OWlkZ4eDh169Ytpwjvb+a6IP0a1KNxt0507tuNFr5+OKfbkp7kgDLmX4xCozWQnHyJHXu2svefCAKatKZWs/bYOTjm62s0GLC+dpHgjGge1N2gsu7W+hBwJiaOX85eYN2ZixyLipaxg0LcJzQaDZ/P+pzq1RpzxsETo+a/3yfOl//i8+ljiYy+ZsYIhajYJAm+RVpaGqmpqSUqpQYQExODvb09lStXLuPIKobyuiA1Wi2BTRvTuFsnevTtSmP3qtin2ZGe7ACF1PC9EXeWP3ds5eSVBGo170iNJq2wss4/HtiQlYnDtfM8mH2DZtk3cDBk5+tzIOLavxUdLnA+LqFMnqMQwjI0bfYAM6fO4mKKFdEObqbH7fRZhP36Ez8s+Aol736FKHeSBN8iISEBOzs7HB3z39UrSHp6OjqdDhcXl+I7i2KV5QVpZW1NrVbNadytE70f7kJtJ1dsU+1JTymklJlVFpHXTrFp21ZC4/TUa92Z6vWbFrhUsT4tGZdr5+hgiKdRViw2Ku+nCDqDge2XrrD+TM5SxdGpaaX2vIQQ94bv5n9Fdcc6/G3tSqa1nenxSsnRfP/hW5w9+7cZoxOi4rH0JLhUF8soiUuXLtGkSRMefPBBDhw4UGTftm3bYmdnx8WLF8spOnG7bOztqNv2QZp0D6FvzxD8bZzRpjiQmWyHPhluremh0aYTFn6M37buIFbvQL3WXajV73VqFXBsXeINqkZfoItKoFZWPNpb3q9l6HT8cTGcdacv8Nv5UFmqWIgK7oWRr9CpRwemvjOViOhELjjnfOKYUtmLJz9exI3d6/lq9jQMepkEK4QwQxL8559/8sADD/Dxxx/TtWvXQscFW1lZ8dFHH6GU4o8//ijnKEVRcmv4NuvZmd6d2+KDQ04N3zhb8g9MADTJnDl3kF+37SHLoSr123SlyaAxBR5bdyOS6rFhdCMBv6zEfBPbkjKz+O1cKOvOXOCPi+Gk6+SPmRDiPzv+2E2HPzrx8efT6GjbmlPKgXi7yhg1Wjw69ufj5h1Z9MlY/jp52NyhCiHMrNyHQ/j6+nL+/Hns7OzYvXs3b7zxBidOnMjTJzg4mFmzZtGhQwcyMzOpV68eERER5RnmfetOP5pwcnOlUecOtOzVhZ5tW1JFb4c+yRFddsHvo4wqjhN/7WHjrsPYVq1BvQe74FrFu8C++qhL1Ey4TDcSqZqdnG/79dQ0fjl7kfVnLrD90hV0BqnoIIQonq+fD/O/+YHMBMXJyn7/TZxTisSDv/Pl55PRZUlNcCHKiqUPhzDLinG5tYJzRUdHc/nyZQACAgLw8vJCo9GglGL48OEsWbKkvEO8b93OBelarWpODd/e3ega3Ai3bDuyEx3R6/OXMgNFtj6aw0d38cf+v3ENalhoKTNlNKIiL9IgJYIuKhEXXf7xu5cTk1l35jzrTl9gf8Q1jDKpRQhxh94cO5rHWvXmlN6W6zfVFrbPSGLlrEkcObjTjNEJcf+SJLgQvXv3Zu7cuQQGBha4PSwsjFGjRrF58+byDew+V9wF6RlQnSbdOtHx4W60r1eHShm2ZCU5YjAUUMpMYyQ9I4Ld+7ez4/hFfOo3p07Ljtg7Oufra9Tr0F49T3D6NToYE3DS5y9mfyYmjnVnzrP2zAVORMWU0jMWQgjwD/Djp+9+JON6Jscr+6HX/vcpVsqx7Xz52SQy01LMGKEQ9x9Jgoug1Wrp3Lkzbdu2xcvLC6UU0dHR7Nu3j+3bt0tJmzJQ0AXpXacWTbp1ousj3WlZ3R+nDDvSEx1QquAavklJoWzbvY1D564R2LQtNZu2wcYufwUIQ1YmtlfP0jorhtb6OOyN+cfvHomMZv2ZC6w/c4GzsfGl/4SFEOImH348hc4123JapyXSqYrpcdvMVNZ+OYVDu+XGixClRZJgYVFuviBHfPAuLTu1oLGHF/bp9qQn2UO+qWig1eqIiT3LH9u38s+1FGo170Bg45ZYWeUfD6xPT8U58iwd9LE8kB2Xr5SZ0ajYc+Uq685c4JczF7mSlH8MsBBClKX6Derw3RffkxWVwJFK/mRb/VePPO74Tr7/dILcFRaiFEgSXIwGDRrQokULqlatCuQsjnHkyBFOnz5tzrDuWzdfkMePnyEprqDxvTk1fCOunmTj1m1cTlbUe7AL/vWaFthXl5yAe9Q5OhviqJcdj9Utl1S23sDWsMusP3uBX8+GEpOWf1U3IYQobzNmfUJHv2aczzJyqdJ/E3etMpJZ8flE/jokY4WFuBuSBBfi4YcfZvr06TRs2LDA7f/88w+TJk1iw4YN5RzZ/e3mC3L/7jCysv6r5KvRpnEx7Ci/bd1FAk7Uf7ArXkEFL1eti7+O9/ULdCWRoKz4fPeP07J1bL5wiXVnzrPxfBjJWQUWTxNCCLNqGtyEr2Z8iT4imv2uNciysjVti9y7iQVzp5CdIW/chbgTkgQX4N133+X9999Ho8lJnfR6PXFxcQB4eHhgbZ3zMbtSiqlTpzJlypTyDvG+lS8Jzo7jnzMH+HX7PgyVvKn/YBc8fAIK3FcXE0FA7CW6k4B3dlK+xDchI5Nfz4Wy7vR5/gy9TKb+1qUyhBDC8mg0Gr7/39c0dfTntMGa8JvuCmtS4lk0YywX/jpkxgiFuDdJEnyLnj17snHjRgB27drFtGnT2L17N9nZOXcKbWxs6NixIxMmTKBTp04opejdu7csmFFKbr4gnxj5Imm27tR/sAuVPaoV2F9/LZQ6iZfpThLu2fnHyEWlpLL+TE4N353hEeiNUsNXCHFveujh7kx+9X0yrl5ln3ttdDeNFb64ZTU/f/cx+mxZmVKIkpIk+BabN2+mW7durFy5ksGDBxfZd9myZTz++OP8+eef9OrVq5wivL/dfEHO+uMMKZl579YaDQaIvEDj1Eg6qQQq6/J/DBgWn8i6MxdYd+YCB69eQ4p4CCHuF05OjixeugT/ZA0ntM5cda5q2maMj+bHj94m4vxfZoxQiHuHJMG3iIuLw8XFBX9/f65du1ZkX19fX65cuUJiYiIeHh7lFOH9raAk2KDLxvrqOZpnRNPOEI+jIf+djlPXb7Du31JmJ6NvlHfYQghRrl585TmefWg4ydGR7Peoi0H77yRiZeTEhsX88tMXGGTIlxBFkiT4FikpKWRlZeHp6Vmi/rGxsdja2lK5cuUyjqxiuPmC/PL7lTSKv0wLfRx2xvy/zA9GXDMlvhfjE8s5UiGEMC8/Xx9+WrAEt6uxHLHzIMrpv79bGZFh/O/D0cRGhpsvQCEsnKUnwflXQyhjYWFhODs7Y2NjU2xfW1tbnJ2dCQsLK4fIKp4X0s7RLvu6KQE2GI1sD7vC679tJWjmt3T431Jm7j0sCbAQokK6GnmNrt07s/nGOZo5QNuYf9CqnHkPDr41eG3Oato9XPSwPiGE5Sr3JHjp0qXY2Njw9NNPF9t32LBh2NjYsHTp0nKIrGLK0uv57Vwoz639Hb9Pv6HnTyv45tBxIpNTzR2aEEJYhPFjJ/HSR2/jGOTPI9dP4p6ZBICytqHH8xN4cep3OLm4mzlKIcTtKvfhENbW1mzdupUWLVrw0ksvsXDhwgL7DRs2jG+//ZbDhw/TtWtXDAZDgf3E7bn5o4kXu4awdO8BUqSGrxBCFMva2oYf5/9AE60HlzOzOOFZx7RNpSWz9PNxnD+yx4wRCmFZLH04RLknwe+++y62tra88sorVK5cmYiICHbs2GH6wfj6+hISEoK/vz9JSUl8/fXXpvJpt5o6dWp5hn5fsPQLUgghLN2QoU8wethorMLPsr1KQ9JtHEzbTv2xinU/zECXnWnGCIWwDJaec5R7EmwwGFD/1tTKXSxD3VJjq7DHb5W7qEZFMWDAAJ588kmaN2+Op6cnly5d4scff2TOnDnoSzhL2dIvSCGEuBdUrVqVhQt+xi/qBidsKhPq4mfalnE9ggUfvUX0pbNmjFAI87P0nKPcs8hdu3YVm9yKgr399tuEh4czduxYrl+/Ttu2bZk2bRpNmjRhxIgR5g5PCCEqjJiYGHr17soHH37Iw/XaEBh1nJ3VGqPXWuNQrTovzVzK1iVz2b1mgfzNE8JCmWXZZHFnPD09iY2NzfPYxIkTmTZtGtWqVSMmJqbYY1j6uzIhhLjXtGzZilkfzsEt9DR7XIOIdvyvrn3k3wdZ8uk7pCXFmzFCIczD0nOOcq8OIe7crQkwwNGjRwHw8fEp73CEEEIAhw8fotsjnfnb3YV2+iRax/xD7lKavo1b8+ZX66jxwINmjlIIcStJgu9SnTp1GDVqFPPnz+evv/5Cp9OhlGLixIkl2n/gwIFs376d+Ph4UlNTOXHiBGPGjCnxeOeOHTuSlZVFaGjo3TwNIYQQdyEzM4PBgwbw1cE/8ajqR/+r+3D6d9l560quDJ/yHb2Gj0ZrVbHmsghhySQJvksvvfQSc+fOZcSIETRu3Pi2JuvNmjWLlStX0q5dOw4dOsTvv/+Ov78/M2bMYNu2bdjb2xe5f/369Xn99df5/vvvSUlJudunIoQQ4i598+VXDHnrGeJqN6Ff7D/USP7341+NhjaPPcMrny7CtaqveYMUQgDlMDGuevXqpXKciIiIUjlOaTt16hSffvopx48f59ixY0yYMKFEC4H069eP0aNHk5KSQkhICMePHwfAw8ODbdu20aFDB6ZOncqYMWMK3N/Dw4N169Zx8eJFxo0bV6rPSQghxJ27ePEC3XqH8M1339NGq8f/2jF2eTfFqNHiWbMhr89dxcrZ73F635/mDlWICk+VZTMYDEqv199V0+l0ZRpjabb58+crpZSaOHFikf0OHjyolFJqwoQJ+ba1a9dOKaVURkaGqly5cr7tzs7O6tChQ+rSpUvK29v7tuLz9fVVuXx9fc3+85ImTZq0+7k9MXiQOvTrXnV2zldq9oq9asr6v0ztsVHvKxtbe7PHKE1aWTVLzznKZXBSbt1fkcPHx4dWrVoBFLgk9N69e7ly5Qr+/v707t2bZcuWmbbZ2tqyfv16AgMDad++PVFRUXcch7e3d7F9LG0mpxBC3EtWLFvOvj37WPDDUh6+co7jdh6cdgsC4IHuAwhs0IxFH73JjQiZ1yFEeSuXJFgpRXh4OAsWLGDXrl3lcUqLFhwcDEBcXBzh4eEF9jly5Aj+/v4EBwebkmCtVsuyZcto2bIlXbp04fz583cVx+HDh4vtI29ghBDi7ly9GkHPPp2ZPfdrOtjZ4H/1AFu9m6OzssHFN4hXZi1j7VcfcHL7BnOHKkSFUuZJ8KZNm+jRowdBQUFMnjyZsLAw5s+fz08//cS1a9fK+vQWKSgo5y7AlStXCu2TOwY6ty/AV199Rf/+/Zk0aRJWVla0bt3atO306dMyOU4IISyUwaBn1MvP89iAgYx55i2euLiPP6s1JsbBHY2NHY+N/pBajVuy/tsP0WdnmTtcISqEMq8O0adPH/z9/ZkwYQIXLlygZs2aTJ06lfDwcDZu3MjAgQOxsbEp6zAsSqVKlQBIS0srtE9qaioAlStXNj3Wq1cvAKZNm8aBAwfytGbNmt12HC1btsTPz6/IJoQQovSsWb2Kx557nNDaTemefJmmsf99otek66OM+nwZHj4BZoxQiIqjXEqkRUdH88knn1C/fn06dOjAggULyMjIoGfPnixbtoxr164xe/Zs0zABUbCgoCA0Gk2BbefOnbd9vKioKCIjI4tsQgghSldU1FV69+3MxuxMgpyc6R2xHxuDDgC36jV55YvlNGjb3cxRCnH/K/c6wfv27eO5557Dy8uLZ599lr179+Lu7s6oUaM4fPgwJ06c4NVXX8Xd3b28Qys3ucMWnJycCu3j7OwMQHJycrnEJIQQovwYDHpeG/UCU1bPxxDYmCci9uKRmQiAlZ0jg96ZSd8XJmBlXbE+KRWiPJltsYyMjAwWLFhASEgItWvX5qOPPiIyMpLGjRsza9Ys3nnnHXOFVuZyJ8MVVUM5d1thE+eEEELc+1avXM6AFwZxqU4zeiecp2F8mGlbi96DeenTRbhW9TFjhELcvyxixbiwsDB+/PFHli5dSnZ2trnDKXO5C2N4enoSGBhYYJ8WLVoAcOzYsfIKSwghhBlERkbwUN/O/A7Us9HS4+pBrIwGAKrUaMCrs1dSp0VH8wYpxH3IrEmwg4MDw4cPZ+fOnZw/f54xY8Zga2vLqVOn2Lp1qzlDK1ORkZEcOnQIgKFDh+bb3q5dO/z9/cnMzGTjxo3lHZ4QQohyptfrePnF55j++yqs/Oox6PIuXLNyhsNZO1biyXe/pMfwN9BalUtlUyEqBLMkwe3atWPevHlER0czb9482rdvT2JiIt988w0tW7akadOm/PHHH+YIrdxMnz4dgHHjxuWZEOju7s7XX38NwJdffiljgoUQogJZunghQ954hqt1W9Iv5hR1Ey+btrV7bCTPT/+RSu5VzBihEPcPDTlLx5U5b29vRowYwYgRI6hZsyYajQaj0ciWLVuYP38+a9euRafTlUcopSo4ONiUtALUrFmTKlWqEBERkae6Qv/+/YmOjs6z7xdffMHrr79OdnY2W7duJS0tja5du+Lm5saePXvo3r07mZmZpRqvr68vV69eBcDPz08qQAghhAWyt3fg++8X0lJpiEtLYrtPc4yanPtWWcnxLPnoLS6fPmrmKIUo2r2Qc5TpusyPP/642rhxo8rOzlZ6vV4ZDAZ1/vx5NWHCBItcR/p2W0hIiCqJgICAQn8+O3bsUImJiSotLU399ddfauzYscrGxqZM4rX0dbylSZMmTdp/7ZXX3lJH1+xQ576YrWat3K+mrP9LTVn/l5q89rh6sM+TZo9PmrSimqXnHGV+J9hgMKCUIj09nZUrVzJ//nz27NlTlqcURbgX3pUJIYT4T3Czlsye/iX+5w+z070W4ZX+qxZxevcm1sydjC4rw4wRClEwS885yi0Jjo2NLXKFtKIopahVq1YpR1YxWfoFKYQQIr/Kld1YsGA5jeNjuGTUsL9aY9O2hIhQFk57jfjoCDNGKER+lp5zlEsSfLeUUlhby4zY0mDpF6QQQoiCabVapkz9hEdqNkbFhLLJ70GyrXIW09BnpLH8s3c4f2SXmaMU4j+WnnOUeWY5ZcqUsj6FEEIIcd8zGo28O3EMe3r1YcorExgUupuN3s2Is3fF2sGJJ9/9kp3LvmX7sm9QqkzvbwlxXyi36hDCMlj6uzIhhBDF8/LyY9G8n6kd/g8HnH055xpg2hZ+fC/LPnuHjFQpsSnMy9JzDotYMU4IIYQQJRcdfZXej3bhd2t7mqpMOl07ikYZAQgMbserX6zEK6iumaMUwrJJEiyEEELcg3Q6HS++MIIZe7ZQqYo/A8J34aDPqS3vVMWbFz5dQpNOfcwcpRCWS5JgIYQQ4h724/++Y/gHb5FQpzlPXN2PV3osAFobWwa8MZ3ez41Fq7Uyc5RCWJ5ST4K1Wi09e/Zk8ODB+Pj8V8uwc+fOLFy4kA0bNjBx4kQqVapU2qcWQgghKqS//zpB70EPc6J6fbonXeKBuAumba37PsWzU7/HoZKLGSMUwvKU6sQ4Jycntm3bRvPmzdFoNGRkZPDII4/g6urKypUryczMxMbGBisrK86cOUPr1q3vuHawuDOWPkhdCCHEndNqtXz48Rc84hNISuJ1/vRraVpuOT02ivkfjCLm8oVijiJE6bD0nKNU7wS/8cYbPPDAA7zzzjs88cQTXL16lblz55q+d3Z2xsnJidGjR1OvXj3eeuut0jy9EEIIUaEZjUbGj32NiWuWYlW9LgMv78ZRl7OanKOnNy9/toT6D3Y1c5RCWIZSvRP8119/sW/fPl588UUAevfuzYYNG5g5cyZjx47N03ft2rUEBATQrFmz0jq9KAFLf1cmhBCidNSoUZd5X84nIPQ4f3o2INrRw7Rt1/Lv2Pbz11JPWJQpS885SvVOcGBgIEeOHDF9f/LkSQD27duXr+/OnTtlKWQhhBCijISFnaPPwB4cquJPl5QIGsSHmbZ1HPQCwyfNwdbB0YwRCmFepZoEG41GrKz+m4GakZHzEUxSUlK+vqmpqbIUshBCCFGG0tJTGTLkERZei6SenRWdrh0z1RMOahHCa58vw92rupmjFMI8SjUJvnbtGtWr//diSk1N5dVXX+Xs2bP5+gYEBHDjxo3SPL0QQgghbqGUYurk8YxZ/D2OPkH0v7IPe30WAJV8Anl19gpqBrc1c5RClL9STYKPHj1KmzZtTN9nZ2fz9ddfExUVla9v9+7dOX78eGmeXgghhBCF+H3jBvq/MpzYGo157NphPDITAdDaO/H0+1/Tvv8Is8YnRHkr1SR4/Pjx+SbAFaRKlSqcPn2aH374oTRPL4QQQogiXL0azkMDe3DQrRo9k8KolRSRs0GjpfuINxny9idY29iaN0ghykmpVocQls/SZ2oKIYQoH+9MeJ+nGwRzLS2VfV5NTI/Hh51m3pRXSE2MM2N04n5g6TmHLJsshBBCVECfTJ/C6EU/4FbVl75X9mNj0AHgXqMBb8xZhVdQXTNHKETZkiRYCCGEqKD+3Pwbj776DMlBDXgs8hCVsnNWcbV28fh3YY0uZo5QiLJTLkmwtbU1J0+epE+fPuVxOiGEEEKU0NWrl3jo8V6c8PTj4fiz+KTlVG5S1rYMHv8F3Qa/YOYIhSgb5ZIEa7VaGjVqhJubW3mcTgghhBC3ISMjjSFDH2Hp9Rge1CfTIOGSaVuHIa8w/J3PZMKcuO/IcAghhBBCoJRiynvvMGntz9So7Ez763+bttVo24PRM5fg5OJuxgiFKF2SBAshhBDCZP3aFQwaOwo7H396XztsmjBXKaAuY75eS7XAOmaOUIjSIUmwEEIIIfK4ePEMDw3pQ2RVP/rG/GWaMKdxdmPUzKU0bNPVzBEKcfckCRZCCCFEPikpSTz2eG82Z2TSPeWyacKc0dqWJ975nJ4yYU7c4yQJFkIIIUSBjEYDb7/xEjN2b6OVJoP6uRPmNBraDnmFZ8Z9hpW1jXmDFOIOSRIshBBCiCItmv89wz+dQqBrJdrFnDI9HtCmB29/vgSHSi5mjE6IOyNJsBBCCCGKdeLYYXqOeBxVpQoPRR3D2qgHwDGgHhO+WYu7t7+ZIxTi9kgSLIQQQogSSUiM46GBvfnb2preN07jpMsAwFjJk7fnrqJ2k5ZmjlCIkpMkWAghhBAlptfrePa5p/jpwj90TbtKlYwEAHQ29jw95XtCeg0wc4RClEy5JMHZ2dkEBQWxevXq8jidEEIIIcrYF59+xJilP9JKm0FgShQARq0VXV56n+EvjTNzdEIUr9zuBF+5coX09PTyOp0QQgghytiWzb/x2JhXqFnJhsY3LbVco9dQxn/yvVSOEBZNhkMIIYQQ4o5duRxKzyGPYOVkS9u4c6AUAPb1HuTD79fiVNnVvAEKUQhJgoUQQghxV9LSU+k/6GFOpSTQOeGiaanlLA9/Jv+wAb+AmmaOUIj8zJoEe3t7U7VqVXOGIIQQQohSYDQaeeP151l4aBchGdE46XKGQKbbuzBq1jJatGpv5giFyMssSfD48eNJTEwkIiKCa9eukZSUxO7du5kzZw4jRozggQcewMrKyhyhCSGEEOIu/O+b2Yz59jPaaFLwzEgEIMvKjn4T5jLwiafNG5wQN9EAqjxP+NJLL/Hll18WuE2p/0LR6XT8888/HDt2jGPHjvHtt9+WV4j3NV9fX65evQqAn58fkZGRZo5ICCHE/cjbpzo/f/MT4al6Ljt7mR5PPvALMz+aZMbIRHmx9Jyj3JPgEydO0LhxY3bv3s1bb71FXFwctWvXpmnTpjRr1oxmzZpRs2ZNNBqNaR+lFNbW1uUZ5n3L0i9IIYQQ9w97e0eW/rQMlaXllMt/K8rZR/zFhNEjMOj1ZoxOlDVLzznKPQlOSUnBwcGB6tWrExUVVWAfZ2dnU1LcvHlzmjZtygMPPFCeYd63LP2CFEIIcX/RaDR8MnMuTTyqc9AlEP69yeWWHMmkVwaTnJxk3gBFmbH0nKPcxwQnJSWRmJhYaAIMkJqayp49e5gzZw7Dhw+XBPgmNWvW5LfffiMlJYUbN27w1Vdf4ejoaO6whBBCiAIppRj75iiW7tpIx7QIrI05d38TKvsy9YcNBPkHmTlCUVGVexJ88OBBKlWqhK2tbXmf+p5XuXJltm3bhru7O48//jivv/46AwYMYOHCheYOTQghhCjSwnnfMXbuR7TTx+KgzwQg0d6VVz5fRkjrtmaOTlRE5Z4Ef/vtt1hbW/Poo4+W96nveS+88AJVqlThkUce4ffff2fp0qW89NJLDBgwgGbNmpk7PCGEEKJIhw/s5fFXniZYm4xrVioAaTYO9HxnLs8NecrM0YmKpkyT4E2bNvHhhx8yYMAAgoJyPu74888/Wbp0KTNnzsTHx6csT3/f6d27N9u2bePGjRumx3755RdSUlLo06ePGSMTQgghSuZGTDQPD3oYX2MsXhkJAOisbPAf9DYfTZpi5uhERVKmSXCPHj145513WL58ORcuXCAuLo4tW7YQFxeHnZ0dx48fp2/fvmUZQpmrU6cOo0aNYv78+fz111/odDqUUkycOLFE+w8cOJDt27cTHx9PamoqJ06cYMyYMQVWw2jQoAFnzpzJ85jBYOD8+fPUr1+/VJ6PEEIIUdays7N4fEg/UqNPE5geC4DSaMlu2Z95X87DWisL2oqyV6ZX2UcffcTmzZuJiYlBo9Hg6upK586dGTVqFO7u7nh4eLB27VoiIiL4+uuvGTly5D23UMZLL73E3LlzGTFiBI0bN76tUm6zZs1i5cqVtGvXjkOHDvH777/j7+/PjBkz2LZtG/b29nn6u7m5kZiYmO84CQkJuLu73+1TEUIIIcqNUoq3Rr/E7l3rqZfx3yecV6u3ZP781bg7OZkxOlERlGnx3UmT/iuG7e3tbaoDnNv8/PwA8PHx4fnnn+f5558HIDs7O89CGceOHePw4cNlGeodO3XqFJ9++inHjx/n2LFjTJgwgaefLn5FnH79+jF69GhSUlIICQnh+PHjAHh4eLBt2zY6dOjA1KlTGTNmTFk/BSGEEMJs/vfNbM6e+Ye3X5nISRt30GgIc63JZz+s5YsJ/8df4ZfNHaK4T5XbChRRUVH89ttv/Pbbb6bHPDw8CA4OzpMY16hRAzs7O5o1a0ZwcDDPPvssSilsbGzKK9TbMm/evDzfG43GEu03YcIEAD7++GNTAgwQFxfHyy+/zJ49exg1ahRTp04lOTkZyLnj6+rqmu9Ybm5uXLhw4bZj9/b2LraPpdX0E0IIcf/Zs2MLly+F8eWs+ZzSVEKvtSbCyYsXPlnItq8msHrXXnOHKO5DZl2GLXeM8JYtW0yPVapUKU9i3Lx5c+rUqWPGKEufj48PrVq1AmDp0qX5tu/du5crV67g7+9P7969WbZsGQBnzpzJN/ZXq9VSp04dfvnll9uOoyR3129euU8IIYQoKxGXwxg67GHm/7SWS0ZXMq3tiLV3o92rn1Gvxpd8uGCJuUMU9xmLG3mekpLCrl27+OKLL3j66adp2LAhlSpVMndYpSo4OBjIeRMQHh5eYJ8jR47k6QuwceNGOnfujKenp+mxvn37UqlSpTx32IV5abVaHn/8cX766SfOnTtHQkICWVlZXL9+nd27dzN9+nQaNmxY7HGWLVuGUgqlFNOmTSvRuXP7K6U4ffp0sf1btGiRZ5/58+fn6zN8+PA8fW5u6enpXLp0ieXLl9OrV68SxSjE3Xr//fcLvSbT0tI4f/48CxYsoE2bNgXuHxISUuj+mZmZREREsGHDBgYNGlRkHLn7vP/++4X2cXd358CBAyilyMrK4oknnsjXZ+DAgaxZs4bw8HDS09NJSUnh4sWL7N69m5kzZ/Loo4/ed38HC5OWlsrgJ3pRKTGUyroMAFJsnaj0yBvMe38Scl9GlDYlrfTa/PnzlVJKTZw4sdA+o0aNUkopdezYsUL7fPHFF0oppVasWGF6zMXFRUVERKi9e/eqXr16qSFDhqioqCi1du3aEsfn6+urcrVo0UL5+voW2cz987zXWuvWrdXZs2fVzbKyslRsbKzS6/V5Hl+1apWysbEp8Dju7u4qMzPT1DciIkJptdpiz3+rBx98sMj+X3/9dZ7+8+fPz9dn+PDhpu0xMTEqKipKRUVFqejoaJWdnZ1n/3nz5pn9/0Da/d/ef/990zWXez1GRUWp69evK51Ol+eafP/99/PtHxISYtoeFxeX5xg3v+6UUmrTpk3K1ta2wDiKOgegvL291alTp5RSSqWmpqoePXrk2e7i4qK2b9+e53zZ2dkqNjY232tr+PDhZv+5l3d7+91p6quV+9SU9X+pKev/UlPXnVDr58xVdtZWZo9NWsnazTmHJeYUFncnuCLIfUeflpZWaJ/U1Jwi4pUrVzY9lpSURJcuXUhOTmbVqlXMnTuXdevW8dRTd1ZgPCoqisjIyCKbKLk+ffqwY8cO6tatS2xsLOPGjaN27drY2dnh6emJra0tLVq04KOPPiIpKYkBAwYUuuT1U089hZ2dHb/99hsXL17Ez8+Pnj17ljiWS5cuATBy5MhC+9jZ2TF48GCMRmOhn0jcqmXLlnh7e+Pt7Y2Xlxd2dnY88MAD/PHHHwA888wzDB48uMRxCnG3cq9Hb29vqlWrhp2dHe3atTN9mjZ58uRC7wgDPPbYY3mOYW9vT61atViyJOej9169evHmm2/edlw1a9Zk7969NGzYkISEBLp37256neRauHAhnTp1Qq/X89lnn+X5feHg4ECTJk0YO3YsJ06cuO3z3w8+mzqJTcvm4KNLAcCo0XIiIIT13/5IFaeCf3cKcbvKLMPu27ev6t69u8UfszRbSe4Ejx8/Ximl1O7duwvtM23aNKWUUr///nupxmfp78ru1VarVi2VmJiolFLq1KlTxf5s3dzc1Nq1a5WLi0uB20+ePKmUUuqJJ55Q7733nlIq585xcXHkmjx5sjIYDCoxMVE5ODgU2HfIkCFKKaW2bdtmuhtV3J3ggICAAo/l6OioEhISlFJKLVu2zOz/H9Lu73bzneDC+tz8u+7jjz/Os+3mO8EhISEF7q/Vak2f6hw4cKDAPoXdCW7cuLG6du2aUkqpa9euqUaNGuXbt1atWqb933nnnWKfs729vdl/7uZq9Ro1VT+t2Wu6Izxl/V9qw/yVqrGfl9ljk1Z0s/Sco0zvBK9bt67AMYaWdszylpKS867WqYgaiM7OzgCmyhDCsk2bNg0XFxcyMjLo379/sXfRExIS6N+/P0lJSfm2tWjRgiZNmpCYmMj69etZuHAhRqORvn375hkPXpRLly6xc+dOXFxcGDBgQIF9nnnmGYBSeT2lp6dz8eJF4L9rVwhzioyMJDY2ZxGGO7kmjUYjf//9923v36ZNG3bu3Im3tzdhYWG0b9+eU6dO5evXtGlT09fr168v9riZmZkljuF+c/bUCUY/148gw3+/L4+512XS9B8Y2Ca4iD2FKFqZD4coi+oC93rFgtyPnqtXr15on9xtJf2YWphP1apVGThwIABLliy5o3J1N3v22WcBWLFiBVlZWYSHh7N7925sbW0ZNmxYiY+Tm9wWNCTC398/z9Cau+Xg4ECtWrUAOHfu3F0fT4i75ePjY3rTeCfXpEajoVGjRre1f48ePfjzzz9xc3Pj77//pl27doSFhRW7X27NfFG4hPhYnh3UBZ/MKDQqpxTpWZcA+rzyMZOf7G/m6MS9qsxLpDk4ONzWH+6KILcusKenJ4GBgQUmui1atADg2LFj5RmauAOdO3c2rXK4du3auzqWg4MDQ4YMAXLGC+b66aefCAkJ4ZlnnmHWrFklOtaqVav48ssv6dSpU77rbMSIEWi1WpYvX05GRsZdxdyoUSNmzJiBq6sr6enpfPXVV3d1PCHuhlarpVWrVsyePRuA69ev53ktlURQUBCTJ0+mXr166PX6Er3mBg4cyOLFi7Gzs2P//v307t27wBU+cx0+fBij0YhWq2XmzJkMHDjwrt9A3+90Oh3/N6gnH321EKNPY/RaKy5X8qZa39dZ7l+dQR/NMXeI4h5UZmMtDAaD0uv1pdoMBoOKjIw0+ziSwlpJxgQD6uDBg0oppSZMmJBvW7t27ZRSSmVkZKjKlSuXanyWPj7nXmwffPCB6Wfq7e19V8caNmyYUkqpCxcu5Hnc2dlZpaWlKaWUatWqVaH758qdSf7999+bxgjf3C8sLEwppVSbNm0UUOIxwTdXh4iKilJZWVlKKaXS09PVmjVrVOPGjc3+/yHt/m8lqQ6RmJioFi1apPz9/fPtX1R1iIyMDKWUUjqdTv3++++FjhmG/15vx44dM1V/+f3335Wjo2OJnsd3331nOobBYFBHjx5VX375pRo5cqRq2LCh2X/OltyeH/O++njtMdMY4S9W7FV7Z06VyhEW1iw95yjTO8FXrlxBKVXqx42JiSn1Y5a36dOns27dOsaNG8emTZtMd4fd3d35+uuvAfjyyy/vqTHBo5f9SCVPD3OHUWpSYuP4YvAzxfbz8PjvOcfHx9/VOXOHQixatCjP46mpqaxdu5Ynn3ySZ599lkOHDpXoeD/++CP/93//x/Dhw5k8eTKQc+c6KCiIs2fPsn///tuKr0qVKgU+bmdnh6urKz4+PqZxlKJs7X/+Kao5Fz6v4F5zPTWNNt8vvu39vLy8Cnzc0dERFxcXqlWrxpUrVwrd393dvcDHra2tcXd3x9fXt9gYcuu5Z2Rk8Nxzz5Genl6CyOHll18mOjqaN998E2dnZ9MiUbmuX7/OkiVL+OSTT+6Lv3ul6ftPp9Cl3xkeGjGWdK0tSXaV2BvYk0NfONF93CRiUkv2fyAqtjJNgoOCgsry8BYhODjYlLRCTlkcgBdeeIE+ffqYHu/fvz/R0dGm79evX8/s2bN5/fXXOXDgAFu3biUtLY2uXbvi5ubGnj17ePfdd8vviZSCSp4euFarau4w7lk1a9akQ4cOGI3GfEkw5AyJePLJJxk8eDCjR48u0TCGAwcOmFYa7Nq1K1u3br2rCXGBgYFcvnzZ9L2NjQ01atRg5MiRvP3223Ts2JFXX32Vb7755raPLW5PNWcn/FwqxgIKRbl1joidnR316tVj1KhRPPfcc3Tv3p3BgwcXOvmsU6dO7Ny50/S9lZUV1atX54knnmDy5MksWbKExo0bM378+EJjOHToEM2aNcPBwYHNmzfTuXPnEiWtBoOB999/n5kzZ9K3b19CQkJo2bIl9evXx87OjmrVqvHmm28ybNgwHn744RKt8lmRbFu/gqthobz0wXcka23JsLbnV99O/DHjU0Z8PJUTV6KLP4io0My6bPL9oHLlyjz44IP5Hq9evXqeiW92dnb5+owePZq9e/fyyiuv0LZtW2xsbAgNDeXjjz9m1qxZ6HS6Mo29tKXExpk7hFJV0ucTF/dfP3d3d6Kiou7ofM888wxarZbdu3eb6vzebMuWLVy9ehU/Pz8ef/zxEo9znD9/PjNmzGDkyJEcOnSIxx57DL1ef9vjJAui0+k4d+4c48aNw9ramrfeeovZs2ezefPmEk0IEnfuemrhdcbvRaX1fLKysjh58iT/93//h7u7O4899hgLFizA39/fVJmnKAaDgfDwcGbMmEF6ejpz5841fWK3a9euAvfZuHEjn332GUuWLKFBgwbs2LGDzp07c/369RLFnJyczJIlS0y1ie3s7Gjfvj2vvfYajzzyCFWqVGH16tXUrl2brKyskv8wKoDzfx9l6gt9ee+7dSRpHdBrrfnFpx3fjZvKzMVfsWLfCXOHKCyc2cdkSCu/Zunjc+7FNmjQINPPtHfv3nd0DK1Wq65evapKaufOnQUe59YxwYDy8vJSOp1OpaWlqTFjxiillNqwYUOe/e62TjCg6tWrZ+pXkrqn0qTdaStJnWBA9erVy9Rv0KBBpsdLUicYUA4ODspgMCillPrmm2/ybc+VWyd4wIABppXezpw5o7y87r6Obe48E6WU6tevn9l/9pbabGzt1cwVu/PUEt727UL1wdCHzR5bRW6WnnPIinFC3KXt27djMBiAnGEvd+Khhx4q0djDXB07djSVJCtOdHQ0v//+O46OjkydOhUondrAt7p5mERFGAolLN/dXpMZGRmmWsMl2X/16tUMGjSI7Oxs6tWrx44dO/D29r7t897s+++/N31dt27duzrW/UyXncnbgzqiiQ03PbbbuylNu45g3bgXzBeYsGiSBAtxl2JiYli9ejUAQ4cOpXbt2rd9jNwJcWvWrMHZ2bnIdvToUeC/xS5K4scffwRyPma9ceMGv/zyy23HWJyba50WtSS4EOXlbq9JOzs708TXku6/du1annjiCbKzs6lbty47duzAx8fnts+dKzU11fS1DIUomlKK9559hBv/7DU9dtyzLpn1+3Dik3HY/lvKUohckgQLUQomTZpESkoKjo6OrFmzptg/eq6urqxatQoXFxeqVq1qmkS5fPly0tLSimwrV64EYPjw4Wi1JXsJb9iwgRkzZvDZZ58xevRo9Hr93T3hAgwdOtT09ZEjR0r9+ELcrru9JgcPHmyqAX47+69fv56BAweSlZVFnTp12LFjR75PegIDA0v0hnn48OGmr6VufMl8OeEl/tq0GM2/1anOuQZwzK8rFz57j2qV7p+KKqJ0mH1MhrTya5Y+Pudebv369VOZmZlKqZx6umPHjlU1a9Y0bddqtapp06ZqypQpKj4+XimllIuLi3r77beVUkqlpaWVqL5oUFCQ6f+wT58+ebYVNCa4JO1uxgS7urqq119/3VQzOCwsTNnZ2Zn9/0Pa/duKGxNcrVo1NXXqVFOfffv25dle3JhgR0dH9fTTT6vExESlVE7N4apVq+brd+uY4Fvbww8/bPqdcOHCBeXn55dnm16vV7/++qsaNmxYnteWtbW1atq0qfrxxx9N5zhw4IDSaDRm/9nfS63NQwPVtHUnTGOEv1q2U12b9aFq6n/3Y7WllazdAzmH2QOQVo7tHrgg7+nWtm1bdf78eXWzzMxMFRsbayqmr1ROYfwlS5Yoa2trdfr0aaWUUitXrizxeY4cOaKUUmrNmjV5Hi/rJPjWxTJiY2NNE4eUUio8PFw1aNDA7P8P0u7vVthiGVFRUSohISHP6+/kyZP5FrEparGMGzdu5HmtxsbGFjp5rrgkGFC9e/c2LcBx8eJFVb16dQWoHj16qFvl/q64+TWllFJHjhy564V4Kmqr9UArNX3d8f8W1Vi5T139bLp6tFUjs8dWEZql5xxSIk2IUrRv3z7q1avH448/Tp8+fWjdujVVq1alUqVKxMfHc/bsWXbu3MmiRYs4f/48bdu2pX79+gCsWLGixOdZsWIFzZs3p0+fPlStWrXcCunfuliGTqcjLi6OU6dO8csvv/DDDz/IeGBRrm5dLCM7O5uoqChOnjzJqlWrWLhwYZHlJm9dLEOv15OUlMTZs2fZtGkT3377rWly3J3YuHEj/fv3Z+3atdSsWdNUPu2PP/6gVq1a9O7dm/bt29OoUSP8/PxMy49fu3aN48ePs2bNGlauXFkmC09VBBdPHuLzVx7jzbkr0VnZkmTrzM+BXfniCS31q2/lo9V/mjtEYUYacrJhUUH4+vpy9epVIGfSSGRkpJkjEkIIIcqWs5snY79bj7LLWWDG1pDNwEvbOXD5b4bNufua6aJglp5zyMQ4IYQQQtzXUhNimT6yF5nxOYsZZVvZsrxGN5rWaMH+qW+ivWXlQVExSBIshBBCiPteZloKn73QjxuXTgNg0FqxNrAjVq51CZ05ESdbGzNHKMqb2cYE165dmzZt2uDj40OVKlWwt7cnLi6OGzducObMGfbu3UtGRoa5whNCCCHEfUaXncnXbz3FkxM+p1aLTiiNlk3+bQi5ZsfljyfQ7MPZXIlLNHeYopyUaxL84IMP8vzzz9OzZ0+qVatWZF+9Xs+xY8dYsmQJixYtIjk5uZyiFEIIIcT9ymjQs3ja6/R5YQItHhoEwE6fZqTdsOfUuFfpNW8R+86GmzdIUS7KZWLck08+ydixY2nYsCGam8bdpKamEhcXR3x8PBkZGbi7u+Pu7o6np6dpEQClFBkZGfz888988MEHpgHW4s5Y+iB1IYQQorx0GPAs3Z5+3fR9w/hQekUd5pVt2/hpywEzRnZ/sPSco0zvBIeEhPDZZ58RHByMRqMhPj6e1atXs2vXLg4ePEhoaGiB+zk5OdGiRQtat27NI488Qps2bXj22Wd58sknmT17NtOnT8+zlKQQQgghxO3avXoeqYlxPPrqFNBo+Me9JhnWdsztpGgQ4MM789aYO0RRhsr0TrDBYABg8+bNfPvtt2zcuPGOlmsNDAxk2LBhvPrqq7i7uzN58mSmTZtW2uFWCJb+rkwIIYQob3VbdWLI+FlotDnLZPumxfB42DZ2ZCTQ78NvzBzdvcvSc44yrQ6xefNm2rRpQ+/evfnll1/uKAEGCA8PZ+rUqQQEBDB+/Hji4+NLOVIhhBBCVFTnDu1g/qTn0GdnAhDpVJXFtXrS3smTk5+Ox0orJdTuR+W+WIaNjU2Rq/eIsmXp78qEEEIIc/EKqsuIaf/DwdkFgMrZqQwO/ROjg5FGE2aQkCZVq26Hpecc5V4n+Jtv5GMFIYQQQlie6Evn+O6tISTdyFlUI9nWmUW1H0KfZcelae9Qx6dKMUcQ95JyT4JHjhzJs88+W96nFUIIIYQoVkL0Vb4f8yQxly8AkGFtz9JaPYkxOnN89At0bVrHzBGK0lLuSXBqaipz5swhODi4xPvMmDGjDCMSQgghhPhPakIs88aP4PI/RwHItrJhRY2uhNpW5dfHB/BSnw5mjlCUhnJPgp955hns7e1ZtWoVbm5uRfa1s7Nj1apVvPnmm+UUnRBCCCFEzjLLCye/yNmD24HcZZZD+LtyILNatWHOi4PMHKG4W+WeBK9evZq5c+cSGBjIkiVLCu3n6enJjh076N+/vyyfLIQQQohyp8/OYvnHb3J867qcBzQaNvm34VCV+rzoXZ1N740ya3zi7pR7Egzw1ltvcfDgQXr06MGUKVPyba9Xrx4HDx6kVatWXL9+nS5dupghSiGEEEJUdEajgXVz3mPv2p9Mj233ac4O72C6WNlz6rMJWGvNkk6Ju2SW/zWDwcATTzxBQkICEyZMoHfv3qZtnTt3Zu/evQQGBnLq1Clat27N4cOHzRGmEEIIIQQAfyyYyZZFc0zf76/WmM1+ramVpuPK5+/i7uRoxujEnTDbW5erV6/y1FNPodFoWLhwIUFBQYwYMYKNGzfi6urK5s2badeuHREREeYKUQghhBDCZPeq//Hrtx+ijEYAjnvW5ZeA9rglpRM6dQx1vD3NHKG4HWWaBG/atIlp06bRv39/AgIC8m3fvHkzH374IW5ubuzbt4///e9/2Nra8vXXX/Pwww+TmppaluEJIYQQFickJASlFEqV3VpWI0aMYN++fSQlJZnO9frrr5fZ+e4nhzctZ/WsCRgNOavgnnELYnVQZ2xTMzn2xkuENK5l5ghFSZVpEtyjRw/GjRvHypUrCQ0N5caNG2zevJmPPvqIgQMHEhQUxOTJk9myZQtVq1ZFKcXo0aN59dVXy/TFL0RZeP/9901/TErSbjZ//nyUUly6dKnY89z8BzIkJOSu4775eLe2zMxMIiIi2LBhA4MG3d5M6I8//th0nMWLF9/WvlqtlqFDh7JixQrCwsJITU0lOTmZCxcusHDhQh555JHbOp64vxT1WktLS+P8+fMsWLCANm3amDvUUlfU67WgVtDviDfffJP58+fTpk0bHBwcuH79OtHR0aSlpZnhGd2b/t61kZ+nj0aXlbPMcqiLH8trdsOYpWfTkMcZ2bOtmSMUJWFdlgf/6KOPCA4OJjg4mGrVquHu7k63bt3o2rWrqU9SUhIREREopVi6dCl//PFHWYYkRLmIjo42dwh3JD4+nuzsbNP3bm5u+Pn54efnR58+fRgxYgT9+vXL06cgVlZWPP3006bvH3vsMVxcXEhKSio2hqZNm7J06VLq169veiwlJQWtVkutWrWoVasWw4YN4+DBgwwaNIjLly/fwTMV94ubX2tarRZ3d3dq165N7dq1GT58OJMnTy5wAvb94NbXa0EK2j5mzBgAZs+ezdtvv41ery+T+O5354/sYtGUlxg6aS72js5EOFfj51o9GBS6hW/at6eOnxfj560xd5iiGKo8mre3t3r44YfVu+++q9auXasuX76sDAZDnqbX65Ver1cpKSlq37596uuvv1b/93//p1q2bFkuMVaE5uvrq3L5+vqaPZ77qb3//vumn+3t7jt//nyllFKXLl0qtm9ISIjpPCEhIXcdd3HHq1mzplq8eLGpz7hx44o95iOPPKKUUurvv/9WW7ZsUUop9dJLLxW7X4cOHVRKSopSSqm4uDj1xhtvqGrVqpm2+/v7q3fffVelpqYqpZSKjo5WdevWNfv/vbTybUW91rRarWrbtq06fPiwqU+bNm3MHvPttJtfk0Vtu5PXv6enp2n/hg0bmv253g/Nu2Z9NXbRTjVl/V9qyvq/1Nzlu1Xs9PdU1pS31eqJxf/eu5+bpecc5TYxLioqit9++42pU6eaxghXrVqVnj17Mn78eFauXElYWBgAjo6OtG7dmueff55vvvmGffv2lVeYQohbhIaG8vTTT3Pu3DkAHn300WL3yV0afdGiRSxcuDDPY4WpUqUKy5cvx9nZmYiICFq2bMmsWbO4fv26qc+VK1eYOnUqISEhJCQkUK1aNVatWoWdnd0dPjtxvzEajezbty/PddqvXz/zBWRhHB3/q2Ag825KR1ToGX4cP4Kk2JzfVfH2Liyq3Yt4u0r0tXXi8Gfj0WjMHKQokFkL28XFxbFlyxZmzJjB4MGDqVOnDm5ubnTu3Jm33nqLpUuXmv7wCiHMx2g08vfffwPg7OxcZF8vLy969+6NwWBg8eLFrF69mtTUVJo3b06TJk0K3e+dd97B29sbgGHDhpneFBfk6NGjvPbaawA0atSo2ARbVDyRkZHExsYChV+zNWrU4Ouvv+b8+fOkp6eTlJTE0aNHeffdd6lUqVKB+9w6aa1mzZrMmzePK1eumMbQf//99/j4+BQZX926dVm8eDFRUVFkZGQQGhrKnDlzqFq16l0868Llxn3z8KHw8HDTc7l1PsITTzzBxo0biY6OJjs7m4SEBM6fP8/69et5+eWX5Y3nLWKvXmLeuKeJu5bz8022dWZxrV5cd3DjgTQdl+Z8gIOtjZmjFAUx++3o4pq9vb3ZY7hfmqV/NHEvt/t1OASgNBqNOnPmjFJKqdWrVxd5vHfeeUcppdTmzZtNjy1YsEAppdTs2bML3Mfa2lolJiYqpZTatm1biWO/cOGCUkqpf/75x+z//9LKr5Xktebj42Pq8+qrr+bb/vjjj6uMjAxTn6SkpDzfX758WdWrVy/ffje/Xjp16qSSk5NN+2dnZ5u2Xb16Vfn4+BQYW8+ePfOcKzk5WaWnpyullIqMjFQjRowo9Pnd6eu/TZs2KioqSsXExJj2j4mJUVFRUSoqKkodOnTI1HfevHnqZsnJyaYhSLkCAgLMfh1YYnNycVcvzlphGhrx8ZojKvSzGSp7ytsqds4Hytu9stljLM9m6TnHPbHESWZmprlDEKLCCgoKYsGCBdSrVw+9Xs+sWbOK7P/MM88AmIZBAPz0U85KS08++SS2trb59mnRogUuLi5AztLqJbVu3ToAGjRoUGZ30MS9RavV8uCDD7J27VoArl+/nudaBAgODmbx4sXY29uzZ88eGjdujIuLC46OjvTt25dr167h7+/Phg0bcHJyKvRcq1evZtu2bdSrVw8XFxecnJx44oknSE5OxtfXl48++ijfPr6+vixfvhx7e3tOnjxJq1atqFy5Mk5OTvTq1QuDwcDnn39euj8UYP/+/Xh7e9OyZUvTYy1btsTb2xtvb29atWoFQLt27XjmmWcwGAyMHTsWd3d3KleujLOzMx4eHvTo0YMFCxYUOyGvokpLimfBpGe5cuY4AFlWtiyr2Y3QSj5UTkjm3KQ3Ca7pZ+YoRa4yrQ4hKpZDhz/Hy8vN3GGUmujoBFq1fPOO9o2Kiipy+/Llyxk9enS+x6tXr17svgUlkaVlzZo1ef64ubq6Ym9vj16vN5U33LNnT6H7d+jQgTp16pCcnMyaNf/Nit6+fTtXrlzB39+fRx99lBUrVuTZr2HDhqavjx8/XuJ4T5w4Yfq6UaNGbNu2rcT73uuen/kzzq73T2H+1MRYvn9ryG3vd/PrJbc6hLW1NUlJSSxevJiJEyfmq0ry4YcfYmtry4ULF+jRowcZGRkAKKX49ddfefjhhzl06BC1atXixRdfZObMmQWe+8SJE/Tv3980NEKn07Fy5UqqVavG3LlzGThwoCmhzDVhwgRcXFyIjY2le/fu3Lhxw3TuzZs389BDD3Hs2LESPfdbX6+3ioiIMCW3JdW2bU5pry1btvDpp5/m2RYfH8+ff/7Jn3/+eVvHrGgy01JY+P6LDB7/ObWC26HXWrMqqDN9r+ylQWI4e54fyVMbNrB2zwlzh1rhlWkS/Pbbb/Pll1+W6p3c5s2bU6VKFX7//fdSO6YoHV5ebvj53T9/lO+Gl5dXkdtz73reysrKqth9y5K7u3uBj1tbW+Pu7o6vr2+R++eOzV29erUpsci1aNEiJk6cyLPPPpsvCfbw8DB9HRcXV+J4c8d83nqMisDZ1RMXz2rmDsPsCnu9ODo64uLiQrVq1bhy5YrpcRcXF3r27AnAp59+mu86hZzkds2aNQwaNIghQ4YUmgRPnz69wJr269evZ+7cuTg6OlK7dm3Onj1r2pZbb/vbb781JcA3++eff1i1ahVDhw4t4lnnKOz1mutO/vYmJiYCORNVtVotxn9XRhO3R5eVwdJpr/HYG9Np1L4nRq0V6wM6kK21oWn8BZY+9BDvV/dixs+Sy5hTmSbBn3zyCW+++SYzZsxg/vz5JaoRWph27doxbtw4HnroIaZMmSJJsAWKjk4wdwil6m6ej+YOpwKHh4cTFBRUZJ+QkBB27NhxR8cvTqdOndi5c6fpeysrK6pXr84TTzzB5MmTWbJkCY0bN2b8+PH59q1UqRIDBw4EyPfxM+QMiZg4cSJdu3alevXqsiT6XUpNjC2+0z3kTp/Pra81Ozs76tWrx6hRo3juuefo3r07gwcPZv369QA0a9YMrTZnJOCWLVsKPe6ff/7JoEGDaNKkCdbW1gXW0j148GCB+167ds309c2JalBQkOnNWlGfWmzbtq1ESfCtr9fSsHXrVjIyMmjWrBm7d+9m3rx5bNu2jfDw8FI9T0Vg0OtYNfMdsjLSaN79MdBo2OTfhkxrWx6M+YcP6jeh1ptePP/5AnOHWmGVaRI8ffp03njjDT777DOmT5/Ob7/9xs8//8zu3bsLfAecJzBra5o2bcojjzzC0KFDCQwMRKPRcOjQIdM4QGFZ7nTogLBcBoOB8PBwZsyYQXp6OnPnzmXcuHFs2rSJXbt25ek7ePBgnJycuHz5coFJ+oULF9i/fz9t2rRh5MiRfPDBB6ZtN9/9vZ07up6e/33ycDt3kO8HdzJ0oCLIysri5MmT/N///R/u7u489thjLFiwAH9/f1JSUvKMHY+MjCz0OFevXgXAxsYGd3d3YmJi8vUprMTYzcMfbGz+qwhwu+c2h7CwMJ577jm+/fZb2rZtaxoeERMTw/bt21m6dCm//PKL2eK71yijkV++nExmajLt+o8AYLtPczKtbAmJOs4IF09qfPQW3cYX/GmDKFtlOjHu3XffpU6dOixevBhra2see+wxVqxYQVRUFJcuXWLdunX88MMPfPLJJ3zwwQfMnTuXJUuWsH//fpKTkzlw4AATJkwgKCiIsLAwhg4dSps2bUylmoQQ5WfevHmmj0aHDMmfgOUOhQgICCh0CdfcZWxHjhyZZ9/Tp0+bvm7WrFmJYwoODjZ9/c8//5T8yYgK4YcffgByxrb37t3bzNHcO5YuXUpAQAAvvPACy5Yt48qVK1StWpVBgwaxfv16du7cWWgJOVGwPxZ8zpZFc0zf76/WmD98W6GAjtkaTs95H2srK/MFWEGVeXWIa9euMWLECAICAvjggw+IjIxEo9Hg7+9P3759GTlyJG+99RYTJkzgpZdeYtCgQbRq1Qo7OzsMBgO//PILvXv3pk6dOixfvryswxVCFCIjI8M0BvfWIRsNGzakdevWJT5WYGAg3bp1M31/+PBhkpOTARgwYECJj5O7IMLp06fzLKohBJCnJm7uNXvzHV0/v8Jn6edu0+l0xMfHl0o8N5+7qPH1xY29Lw8JCQl8//33DBkyhICAAGrWrMlHH32E0WikY8eOTJ482dwh3nN2r/ofv34zzXQz4ViVevzm3xYjGmolpHF59mRcnR3MHGXFUq4rxk2ZMoWAgACaNGnCqFGjWLRoEdu2bePvv//mwoULHDhwgA0bNvDxxx/Tu3dvPDw8eOyxx9i8eXN5hWnRBgwYwJo1a7h8+TJpaWmcOnWKN998E2trKfIhyp6dnZ1pqEJaWlqebbl3gY8ePYqzs3ORLbd0VW4pNQC9Xs///vc/IGecY0hISLHxPPXUU9SsWROAr7/++u6foLjv3Jzk5l6zx44dMw1X6Nq1a6H75r5JO3nyZIHjge/EpUuXTMN2OnfuXGi/Ll26lMr5SlNYWBgTJkxg6dKlAHTv3t3MEd2bDv++grVfTMRgyLmm/navxdrAjhg0WqrEJRE2fTw1vCvWJF9zMkud4H/++YdvvvmGESNG0KNHD4KDg6lfvz7t27enf//+TJw4kc2bN8uSjrd4++23ycrKYuzYsTz88MMsXbqUadOmmZIHIcrS4MGDsfr347ojR46YHrexseGpp54CYMWKFaSlpRXZcj/R6d+/P25u/5XU++STT0x3cxctWkSNGjUKjaVZs2bMmZPz0eLp06eZN29e6T5ZcV+4eXJZ7jWblJRkurEyZswYHBzy33lr0qSJ6ROJn3/+uVRjyq2M8uKLLxY4/r1+/fqmCabmUFwJxtxqGlI14s79tfM3Vsx4G71OB8B51wBWBnVBp7HCOSGZk2+Pom2DoidIi9Jj9hU7pJWseXp65nts4sSJSimlqlatWqJjWPrqLfdyu19XjHN0dFRPP/20aUW3xMTEPNfbwIEDTfsHBgYWez5HR0eVlpamlFJq1KhR+WLJXZkqLi5OjR49Os+5/Pz81KRJk0x9YmJiVP369c3+fy+tfFtxr7Vq1aqpqVOnmvrs27cvz/bg4GCVlZWllFJq165dqlGjRgpyVkZ86KGH1NWrV5VSSl24cEE5OTnl2ffm10tRMRb2mqpevbpKSkpSSil17Ngx1bx5c9O27t27q/DwcBUfH1/oOe729R8QEGDav6BV377//nu1fPly9dhjj6kqVaqYHndyclIvvPCCyszMVEop9eGHH5r9OrjXW83gtmriioOm1eXmLd2qUqaOV9lT3lZpH09UQ7q2MnuMd9vugZzD7AFIu4vWq1cvpZRSTZs2LVH/e+CCvGfbzX+Yc5ciLaq1adPGtK+lJMFxcXF5Yrxx44bS6/Wm7bGxsfnOuWnTJqWUUocPHy7xOVetWmVKAm7d1rx5c3X27Fl1s6SkJJWSkpLnsUOHDqkaNWqY/f9dWvm3ol5rCQkJea6TkydPKm9v73zHeOKJJ0wJnVI5b+5yly5WqmTLJhcVY1Gv0d69e+dbsjn3jeHtLJt86+u1oPbWW2/l2b+4JDj3d1Gu5OTkPEm5UjlvHBwdHc1+HdwPzb9BMzX+532mRPjbZTtV0rQJKnvK2ypj2jj17lN9zR7j3TRLzznuiWWTy0udOnUYNWoU8+fP56+//kKn06GUYuLEiSXaf+DAgWzfvp34+HhSU1M5ceIEY8aMKdMxux07diQrK4vQ0NAyO4e4fV5eXsW2slz57U65u7vnidHV1ZWkpCT27dvHu+++S7169fLUJfXz8zONDbx1AYyi5PYNDg7OU+EBcsYVN2zYkGHDhrF69WrCw8NNr6HQ0FCWLFlC//79adWqFWFhYXf7lMU97tbXlaOjI1FRUfz+++8899xztGjRosBVGFesWEHDhg359ttvuXjxInZ2duj1eo4fP857771Ho0aN8ixyUZo2btxIs2bN+Pnnn7l+/Tq2trZcv36duXPnEhwczKVLl0p0nFtfrwU1Z2fn24pt6tSpvPrqq6xZs4YzZ86g1+txdnbm+vXr/PHHH4wcOZJOnTqRnp5+J09d3OLK6WP89O5zpCcnAnDdwY2FdR4m1doeK4OeSXXqMf/tZ4o+iLhjGnKyYYtSqVIlhgwZQq1atXB3d89XDF0pxXPPPVfq5501a1aBS9lOmjSJDz/8sET76nQ6tm3bRmpqKl26dMHNzY3du3fTo0ePUl05D3LGjh05coR58+bx2muvlWgfX19fUw1KPz+/ImtVCiGEEKLsVfWvxdNTvqOSexUAXHTpPHl+Ey66nAmde2yhy/jPzBniHbkXcg6z346+ubVv317FxcUpg8FQaNPr9WVy7meffVbNmDFDDRkyRNWtW1f99NNPSimlJk6cWOR+/fr1M31sFBwcbHrcw8NDnTx5Uiml1Keffppnn+HDh6uSGDBgQIHn9PDwUOfOnVMnT568rY+lLP2jCWnSpEmTJq0iNndvf/XGD7+bhkZ8tuawiv5oisqe8rbKnvK2Oj37PWWl1Zo9zttplp5zWNyd4MOHDxMYGMizzz7Lzp0772qp5bs1f/58RowYUeyd4IMHD9KqVSsmTpzI9OnT82xr164de/bsITMzk2rVqplqoVauXBlvb+9iY4iMjMxXJcPZ2Zlt27ZRpUoV2rZtW+BHfYW5F96VCSGEEBWRi6cXT3/wPZ6+gQDYG3U8eX4TVTMTAYjxcKHhOx+SlFa6nyyXFUvPOSyuwGzDhg2ZPHnyPbMso4+PD61atQIw1U+82d69e7ly5Qr+/v707t2bZcuWAZCcnGxKiG+Hra0t69evJzAwkPbt299WAnyrkibhQgghhCh7SbHRzJ8wkmFTvsMrsA6ZWhsW1u3NkAub8U2Po2pcEmEfTSR42udciUkwd7j3PIubGBcTE1PqY2fLUu6knri4OMLDwwvsk1uf8tYJQLdLq9WybNkyWrZsSe/evTl//vxdHe/w4cNcvXq1yCbuDW+99RZRUVG31d566y1zhy2EEOIWqYlxLJj4DFfP/w2ATmPNktq9CHfOuXFVKSGJU+NG07p+oBmjvD9YXBI8b948hgwZkm8ynKXKXYrzypUrhfaJiIjI0/dOffXVV/Tv359PPvkEKysrWrdubWqyjnvF5uzsXKKKFHcza1wIIUT5yEhN5qf3/o9Lfx8GwKCxYlnNLpx3DQTAPiWFbSOG8VhIczNGee+zuOEQe/bsoU+fPuzbt49vv/2Wy5cvm5a4vNnu3bvNEF1+ucnnrcvI3ix3TG/lypXv6ly9evUCYNq0aUybNi3Ptk6dOuUpXVUSLVu2vKvhFMJyTJkyhSlTppg7DCGEEKUkOyOdJR+8whPvzKROiw4ojRWrA9rTx9qOxrHnsMnMYEmPHrzrU5XPft5k7nDvSRaXBG/ZssX0datWrcipFf4fjUaDUqpMa+9aqru9k3yrqKgoGfMrhBBCWChddibLPnqdAW99QsO23UGjZYNvS7Ks7WgR/RdWeh3TGjQh6C0vXpk539zh3nMsLpMcOXKkuUO4LSkpKQA4OTkV2if3Y+c7mQgnhBBCiIrLoNez6tOxZI+aTHDXfmg0Wv70akqmjT3tIw6hNRp4rrInAdPfpM+Ez80d7j3F4pLghQsXmjuE25I7Ga569eqF9sndVtjEOSGEEEKIwhiNBtbPfY/szHRaPzwEgN0e9ci0tqPbpd1oUPTQaTk65z1avD4136foomAWNzHuXnP8+HEAPD09CQwMLLBPixYtADh27Fh5hSWEEEKI+4hSio3ff8TuVf8zPXbYJYgNdbqZFnxonJBO2NfTcLCzMU+Q9xiz3wnu0KED8N9Et9zvi2MpE+MiIyM5dOgQrVq1YujQoQUuluHv709mZiYbN240U5RCCCGEuB9sWTSHrPQ0uj39OgCnHH3IrP8QA85sQgv4xiRwedZkGk/6hOvxMgyzKGZPgnfs2IFSCgcHB3Q6nen7wljixLjp06ezbt06xo0bx6ZNm0x3h93d3fn6668B+PLLL2VMsBBCCCHu2u7V88jOTKf38+MBuGhXhcUN+jD0zCaslQHXGwmcmzyWNp9/xZlwqQJVGLMvmzx8+HCUUqaxwLnfF6csxg4HBwebklaAmjVrUqVKFSIiIvJUUejfvz/R0dF59v3iiy94/fXXyc7OZuvWraSlpdG1a1fc3NzYs2cP3bt3t4hFQCx9CUMhhBBClEzTrv3o98pktFZWALhnxTPi/B/YGbIByHJ2pv/ylWw59I9Z4rP0nMPsSbAlCQkJYceOHcX2CwwM5PLly/kef/zxx3nllVdo2rQpNjY2hIaGsnjxYmbNmoVOpyuDiG+fpV+QQgghhCi5Bm27M/Ctj7GyzhkH7JAey/PhO3HMzlm/QGdnz2v7djHvl13lHpul5xxmT4JLOgb4VpYyJvheY+kXpBBCCCFuT+3mHRg07nNsbO1yHkiKZlT0YSplJABgsLbh08vnee/71eUal6XnHGZPgg0Gw22V8rDEMcH3Eku/IIUQQghx+2o80JohE+Zga+8AQGZcJK8l/YNHcs7wTaNGy/LMJIZP/67cYrL0nMPsmeS9tjiGEEIIIYSlCTt5kEVTXuLJd7/E3tEZew9fZuoNvGZth1f8ZbTKyGC7Svh9OpauY2aYO1yLYPY7waJ8Wfq7MiGEEELcOd/ajRg2+VscnCsDkBB1mVc01wmIPmvqc9bDmaavfYDRaCzbWCw85yiXxTJ8fHyYP38+169fR6/Xk5iYyLZt2xg+fHh5nF6IcvH++++jlCpxu9n8+fNRSnHp0qVizxMSEmI6RkhIyF3HffPxlFL069evyP6XLl1CKcX7779/1+cuKo6bW2ZmJhEREWzYsIFBgwbd1nE//vhj03EWL158W/tqtVqGDh3KihUrCAsLIzU1leTkZC5cuMDChQt55JFHbut4QghR1iIvnGLBpGdJS4oHwM07gC+N1TgX0NTUp15cKuFfTcXJwc5MUVqGMk+CPTw8OHDgAMOGDcPT0xONRkOlSpXo2LEj8+bNY/PmzTg4OJR1GEKUq+jo6GKbpZo+fTparXkXk4yPj8/3s/Lz86NPnz4sW7aMTZs2YWtrW+xxrKysePrpp03fP/bYY7i4uJQohqZNm3Lq1CmWLFnC448/TlBQEEajEa1WS61atRg2bBjr16/nwIEDBAQE3NkTFUKIMhB96RzzJz5DSvwNANx9AvhfpgvHarY0ffzvFZNA+Gfv4eNZst+J96My/0s3btw4fH190Wg0nD59mgULFrB06VLCw8PRaDR07dqVb7/9tqzDEKJceXt7F9ssVYMGDcz+Kc1jjz2W52dlb29PrVq1WLJkCQC9evXizTffLPY4Dz/8MN7e3pw6dYqtW7fi4ODA0KFDi92vQ4cO7N69m/r16xMfH8+bb76Jl5cXlStXxtnZmYCAAN577z3S0tJo3bo1Bw8epG7dunf9vIUQorTciAjjxwkjSbyRs1iGu3cAy9IrsbtWa4yanLrCLrEJnH73bRrV8DFnqGZT5knwQw89hFKKb775hsaNG/Pss88ybNgwatWqxcsvv4xSiieffJLGjRuXdShCiGJs2LABgClTpmBnZ1kfk4WGhvL0009z7tw5AB599NFi93n22WcBWLRokWmBndzHClOlShWWL1+Os7MzERERtGzZklmzZnH9+nVTnytXrjB16lRCQkJISEigWrVqrFq1yuJ+ZkKIii0+6grzJ4wkPioCALdqfmzMqMyGgKborXI+TXNMTGL/y/9H95b1zRmqWZR5EhwYGAjAhAkT8m377rvvmD17NhqNhieffLKsQxFCFGPq1KmkpKRQvXp1Xn311Ts+TkhICCtWrODq1atkZmZy48YNtmzZwogRI+5qqIXRaOTvv/8GwNnZuci+Xl5e9O7dG4PBwOLFi1m9ejWpqak0b96cJk2aFLrfO++8Y7pTP2zYMMLCwgrte/ToUV577TUAGjVqVGyCLYQQ5S0x5ho/ThjJjas5c05cqnhzwFiFBR61yLJ1AsAuLY11AwbwTJ87W7vhXlXmSbCDgwNxcXEkJycXuH3evHkAtG7duqxDEUIUIyYmhpkzZwIwfvz4Eo+fvdnMmTPZsWMHjz/+ON7e3qSnp+Pq6krXrl2ZP38+f/zxR7EJbGE0Gg2NGjUCMN0RLszw4cOxtrZm69atXLt2jbS0NFavzikUX1iyam1tzXPPPQfA9u3b2blzZ7ExLV68mIsXLwLwyiuvlPi5CCFEeUmJj2H+hJFEh58HoLJ7VcKdajBT60a6gysANlmZfPVgO95/tr8ZIy1f5TL7Ra/XF7rtwoULABY9RlKIimTmzJnExMTg7u7OuHHjbmvfV155xTRW97vvvsPHxwd3d3dcXFwYPXo0Op2Orl278sMPP9x2XEFBQSxYsIB69eqh1+uZNWtWkf2feeYZANMwCICffvoJgCeffLLAiXUtWrQwJf65CXNJrFu3DsgZT121atUS7yeEEOUlLSmeBZOeJfLiPwA4ubiT6deCCXF6kitXA8DKoGd8QG1+HPd/5gy13Jh3Cjj/Jch3emdICEsUFRVVZPviiy8K3K969erF7rtmzZoyjT01NZVp06YB8Nprr5X4Daq9vT1TpkwBYOnSpbz44oumcbTp6enMnj3blCAPHjyYZs2aFXqsNWvW5HnOGRkZhIWFMXToUDZv3ky3bt3Ys2dPoft36NCBOnXqkJycnOfntX37dq5cuYKHh0eBY4obNmxo+vr48eMlet4AJ06cMH2de6daCCEsTUZKEj+9+39cOZPz+83BuTIuTXvwypmrxLtXB0CrjDzp4MLmT8aYM9RyUS4rxtna2tKwYUPOnj2LwWAosI9GoymPUEQZ+var1bi7eZo7jFITnxDLi68MuKN9vby8itxe2DADKyurYvctD99++y2jR4+mRo0aTJ48mRdeeKHYfbp3746HhwcAkydPLrDP119/zfjx4/Hx8WHo0KEcO3aswH7u7u4FPm5tbY27uzu+vr5FxpI73GH16tVkZGTk2bZo0SImTpzIs88+y4oVK/Jsy40fIC4urshz3Cw2NrbAYwghhKXJSk9l0eQXGTJxLjWatMLe0ZlaXYcybM23/NilNdWiL6IBOmcqjn85mWavTslX2/5+US5JsJubGydPnkSn03H69GlOnjzJyZMnOXHiBCdPniyPEEQ5cHfzpEoV8ydwluBO39SFh4cTFBRUZJ+QkBB27NhxR8cvKZ1Ox7vvvsuSJUt45plnmDlzJufPny9ynxYtWgA5lRNyhzndymg0sm3bNp566ilT/4J06tQpz3hcKysrqlevzhNPPMHkyZNZsmQJjRs3Zvz48fn2rVSpEgMHDgTyDoXI9dNPPzFx4kS6du1K9erViYiIKPJ5CSHE/SY7M4MlU19h8LhZ1G7eHlt7B1oPfJlBCz9jYf+e+EecBqBhXCqh33xIg9ffJzNLZ+aoS1+ZJ8ERERFUr55zi93W1pamTZvywAMP5OtXqVIl3njjDY4ePcqxY8dITU0t69BEKYtPiC2+0z3kfns+t2vp0qWMGTOGpk2bMn36dFNiWZjcsbDFLYuZu4Tm7YydNRgMhIeHM2PGDNLT05k7dy7jxo1j06ZN7Nq1K0/fwYMH4+TkxOXLlwt8s3DhwgX2799PmzZtGDlyJB988IFp2813f2/njq6n53+fgNzOHWQhhDAXfXYWP09/ncfHzKD+g12xsbWj6/CxDPnfdH4c+ih1L+XcpPS7Hk/4Fx/QaPyHxCbeX7lZmSfBgYGBuLu706xZM5o3b27699a7XY6Ojnz66acAKKUIDQ3lyJEjHD16lKNHj+b7Qycsz50OHRCWa/z48WzatIkBAwbQqlUrDh06ZO6QmDdvHrNnz0ar1TJkyJB8vxtyh0IEBAQU+xHerUnw6dOnTV83a9aMffv2lSim4OBg09f//PNPifYRQghzM+h1rJgxhsdGf0jjjg9hbWPDQ89PZPg3U/nq6QEEXzqJVincY+I4P3UCrWbM4mLEDXOHXWrKZWJcfHw8W7Zs4ZNPPmHQoEHUqlULd3d3unXrxtixY1m2bJmpxJBGo0Gr1VK7dm0GDx7Mp59+ytatW8sjTCHELX7//Xe2b98OwMcff1xk35iYGCBneeOi5G7P7X+7MjIyTGNwb30z3bBhw9sqtxgYGEi3bt1M3x8+fNhUznHAgJK/qcudZHf69Ok8i2oIIYSlMxr0rJ41nuNb1wFgZWVN35ff55WFa9hWvQEGbc79Uuf4eI6++Rptm9QyY7Sly2zVIZKSkti+fTszZ87kySefpF69eri6utKpUyfefPNNlixZwtmzZ1FKyaQ5Icwot0xa586d6dWrV6H9jhw5AuRUuKhdu3aBfbRaLZ07dwZyEs47YWdnZxqqkJaWlmdb7l3go0eP4uzsXGRbu3Yt8F8pNcipVvO///0PyBmXHBISUmw8Tz31FDVr1gRyJv4JIcS9RhmNrJ/7Poc2Lgdyflf3GzWZySs3s9K9OjrrnNUwHZKT+OOpJxnYrZU5wy01Zi+RdrPU1FR2797N7Nmzefrpp2nUqBGVK1emQ4eKtYKJEJbk0KFDppq5H330UaFvSv/880/THdrCqkO88MILpsoOP//88x3FM3jwYKyscta9z028AWxsbHjqqacAWLFiBWlpaUW25ctzftn3798fNzc303E++eQT093cRYsWUaNGjUJjadasGXPmzAFy7gLnLv4jhBD3GqUUv333IfvW/WR67OEXJvDdlsN8hSOZdjmlbG0z0vipaw9GD33IXKGWGotKgguSkZHB/v37zR2GEBXahAkT0Ov1NG3alICAgAL7ZGZmmpLfoUOH8s0335gmvzk4OPDqq6+a6iMvW7as0PJohXF0dOTpp59m9uzZQM6nSTcnnf369aNKlSoA+UqfFWTDhg2kp6djb2+fZ9n2mJgYBg0aRFpaGtWrV+fw4cOMHj06z0Q+Pz8/Jk2axK5du3Bzc+PGjRsMHDiQzMzM23pOQghhaTbPn8nO5d+Zvu8x4k02/hXBezHJpDnm3DCwyc7kowYP8Pnop8wVZqmw+CRYiHtRcQteREVF0aZNG3OHWWLnz5/nxx9/LLbfV199xeeffw7Aiy++SFRUFHFxcSQlJTFnzhxsbW3Ztm0b//d/Ra9GdOtiGTdu3CA5OZmffvoJFxcX4uLi6NevX55xxblDIY4cOUJ4eHixsaanp7Np0yYg75AIgJ07dxISEsK5c+dwd3dn1qxZXL9+naSkJFJSUoiIiGDq1Kk4OTlx+PBhHnzwQc6cOVPsOYUQ4l6wbelXbFk0x/R956Ev80+skRdOnsmzutzL7j6smPqaucK8a5IEC1EGvLy8im0FLdtrySZPnkx6enqx/d566y06d+7MqlWruH79Os7OzqSkpLBt2zZGjhxJ9+7diy2B6O7unudn5erqSlJSEvv27ePdd9+lXr16eeoI+/n50b17d6Bkd4Fz5fYNDg7OU+EBcsYVN2zYkGHDhrF69WrCw8Oxts6ZIBIaGsqSJUvo378/rVq1IiwsrMTnFEKIe8HuVf9j0/9mmL5vP+AZku18eOz3LcR7/Le6XD+jLbtmT7on529pgPtzGRBRIF9fX1OdVj8/v2JrugohhBCi4mrRcyB9X37P9P2hjcsJP/IHm55/Bq/oUNPjF7xcaTpqMjqd3vSYpecccidYCCGEEEIU6MjmVayd8y5GoxGAVr0HUbPNw7T9dBaX/Rua+tWOTiT0q2lUruRorlBvmyTBQgghhBCiUCe2rmfNFxMwGgwANO/+GC37DKf1+AmcqfHfKsBeUbFc/PQ9fKu5FXYoiyJJsBBCCCGEKNLfOzey8rOxGPQ6AJp27kuXp0bTdtSr/9/efcc3VfV/AP9kN2nTvTe0lD1K2WXI3jJFBJmiPir+ABVRRHGgoqggKujziIg+Dw5AAWXvLdACLXsUOulus5t9f3+kTXu7W9omTb/v1+u8knvuuTcnpyF8e3oGLkZEw8yxhJTu2Xm4tmIpOrUJsmV1a6XRt00mhDS+V199Fa+99lqdrvnss8/w+eefN1KNCCGEOJobZw/hN6MB017/HHyBAJ0HjAaPL8Bjzy7Azm+/xZDUm+CZjXAuKMDZF5/HM0eO2rrK1aIgmBAH4OLiAn9//zpfQwghhNTF7QvH8evHi/DkG2shEIrQoe8w8HgCTHzueWz68ktMyU+DwKiFk0KBH8eOt3V1q0WrQ7Qw9j5TkxBCCCH2r3XXPnjqrS8hFIkBAPcun8EvHy3G6lWr8JxZDSedCpC6QbBkBQD7jDloTDAhhBBCCKmT+wn/4H/vvwRdkWX9+MjoWMx8+xu8+fY7eF+ms+4uZ88oCCaEEEIIIXWWfC0O/33vBWg1lg2QWnfphadXbsD6L7/ES7eToZR627iG1aMgmBBCCCGE1Evqzcv4aeXzKFIpAADhHWMw+93v8Mcvv+KlsxdtXLvqURBMCCGEEELqLePOVWx551loFDIAQEi7rpj9/r8Rd+asbStWAwqCCSGEEELII8lMuokf314AtbwAABAU2RFTl66xca2qR0EwIYQQQgh5ZNnJd7D5rWegLMwDAPiGRti4RtWjIJgQQgghhDSI3LQkbH5rPhT52bauSo0oCCaEEEIIIQ0mPyMZPyyfB0WefQfCFAQTQgghhJAGVZiVjt8/fc3W1agWBcGEEEIIIaTByfOybF2FalEQTAghhBBCWhwKgpshHo+HhIQEMAyDJ598sk7XBgQEVPqcNKygoCAwDAOGYRAUFGTr6jgsauemQe3cNKidmwa1c9Ox95iDguBmaNGiRfDx8bF1NQghhBBCmi0KgpuZoKAgrFy5EsuWLbN1VQghhBBCmi0KgpuZdevWYffu3Th58qStq0IIIYQQ0mxREFwsKioKCxcuxObNm5GYmAiDwQCGYfDWW2/V6vqpU6fi2LFjKCgogEqlwpUrV7B06VLw+fwGq+PIkSMxYsQILF26tMHu2diuXbuGa9euNcn1tSlbXZmqzlWWX9u8pkLt3DSonZsGtXPTcNR2riy/pbRzbcrX93xtPr+2bOf6aLgIrZl74YUXsHjx4npdu3btWixevBgGgwFHjx6FSqXCkCFD8Omnn2L8+PEYMWIEtFrtI9VPJBLh66+/xnvvvYesrCyEhYU90v0IIYQQQloy6gkudu3aNaxZswYzZsxAu3bt8NNPP9XqugkTJmDx4sVQKpXo3bs3Ro0ahalTp6JNmzZITEzEgAED8MEHH7CumTNnjnVmanVpypQp1muWL18OvV6P9evXN+j7JoQQQghpiagnuNimTZtYx2azuVbXLV++HACwevVqXL582Zqfn5+PF198EadPn8bChQvxwQcfQKFQAAD+/PNP/PPPPzXeOyMjAwAQGhqK119/HTNnzoSzszMAwNXVFQAgkUjg6upqvTchhBBCCKkZBcGPIDAwEL169QIAbN26tcL5M2fOIDU1FaGhoRgzZgx+/fVXAIBCoahT0NqqVSs4OTlhx44dFc798MMPWL9+PaRSaa3uJRaLrc/79+8PX1/fasvn5OTUup6VcXJyAgD06NGj0a+vTdnqylR1rrL8mvLKtmvXrl0bfX1Eamdq59qeo3aue1lq50e/vinbubL8ltLOtSlf3/O1+UyXP+7YsaO1bNn4w15wADC2roQ92rx5M+bOnYsVK1bgww8/rLTM2LFj8ffffyM/Px/e3t6VltmxYwcmT56MTz/9tN7Lmrm5uaFbt26sPH9/f/z66694//33cejQIZw+fbpW9/q///s/fPnll/WqByGEEEJIfSxatMjuhnRST/AjaNWqFQAgNTW1yjJpaWmssvUhl8tx4sQJVl7JxLgbN27UOgAGgMLCwnrXgxBCCCGkPuwx/qAg+BGUDEFQq9VVllGpVABKx/Da2rlz56zPe/bsiczMTBvWhhBCCCGOKiAgABcvXgTAjj/sBQXBzVRKSgo4HE6drysqKrI+z8zMtE6+I4QQQghpLGXjD3tBS6Q9AqVSCQDWFRsq4+LiAgC0egMhhBBCiB2hIPgRJCcnAwBCQkKqLFNyrqQsIYQQQgixPQqCH0HJusDe3t4IDw+vtEzJMiGXLl1qqmoRQgghhJAaUBD8CDIyMnDhwgUAwIwZMyqcj42NRWhoKLRaLfbu3dvU1SOEEEIIIVWgIPgRffTRRwCAN954A9HR0dZ8T09PbNiwAQDw9ddf05hgQgghhBA7QptlFIuOjrYGrQAQEREBHx8fpKWlsVZQmDRpErKysljXrlu3DosWLYJer8eRI0egVqsxdOhQeHh44PTp0xg+fDi0Wm2TvZfqBAUFIT09HQAQHBxMq0MQQgghpFHYe8xBS6QVc3V1RZ8+fSrkh4SEsCa+iUSiCmUWL16MM2fO4KWXXkK/fv0gEAiQlJSE1atXY+3atTAYDI1ad0IIIYQQUjfUE9zC2PtvZYQQQghxDPYec9CYYEIIIYQQ0uJQEEwIIYQQQlocCoIbUFRUFBYuXIjNmzcjMTERBoMBDMPgrbfeqvO9OBwO+vbti/feew+nTp1CXl4e9Ho9cnNzcfDgwUqXZCOEEEIIIbVDE+Ma0AsvvIDFixc3yL1at26Ns2fPAgDy8/MRFxeHwsJCtG7dGsOHD8fw4cMxffp0TJkyhSbeEUIIIYTUEfUEN6Br165hzZo1mDFjBtq1a4effvqp3vdiGAZHjhzBqFGj4Ovri1GjRuGpp55C7969MWjQIKhUKowfPx5vvPFGA74DQgghhJCWgXqCG9CmTZtYx2azud73un//PoYNG1bpuZMnT2L16tVYtWoVZs+ejQ8++KDer0MIIYQQ0hJRT3AzdfnyZQBgrWFMCCGEEEJqh3qCm6k2bdoAADIzM+t9j4CAgBrL2NuafoQQQgghDYGC4GZILBbj//7v/wAAO3bsqPd9Ll68WGMZDodT7/sTQgghhNgrGg7RDG3YsAGtW7dGRkYGPvroI1tXhxBCCCGk2aGe4GZmxYoVmDt3LoqKijBt2jQUFBTU+149e/Z8pOEUhBBCCCHNFQXBzciSJUvwwQcfQKvVYtKkSdZ1hOsrMzOTxvwSQgghpEWi4RDNxMKFC/HFF19Ap9NhypQpOHDggK2rRAghhBDSbFEQ3Ay8+OKL+Oqrr6wB8N69e21dJUIIIYSQZo2CYDv3/PPP45tvvrEGwHv27LF1lQghhBBCmj0Kgm3spZdews2bN7Fly5YK5xYsWIANGzZQAEwIIYQQ0sBoYlwDio6OxoYNG6zHERERACy9uePGjbPmT5o0CVlZWQAAb29vtGvXznpcomvXrvjuu+/A5XJx//59TJ06FVOnTq30defNm9fQb4UQQgghxKE5ZBDcpUsXGAwG3Lx5EwAglUqxbNkyDB06FFKpFPHx8fjoo49w+/btBn1dV1dX9OnTp0J+SEgIa3tjkUhU473c3d3B5Vo66tu3b4/27dtXWZaCYEIIIYSQumMcJXl4eDDx8fGM0WhkjEYjc/r0acbd3Z25cOECYzKZWKmgoIBp06aNzevc1CkoKIgpERQUZPP6UKJEiRIlSpQcM9l7zOFQY4Jfe+01dO3aFRs3bsTKlSvRpk0bbN++HVFRUZg+fTo8PDzg6+uL559/HhKJBG+//batq0wIIYQQQmzE5pF4Q6UbN24w33//vfV46tSpjMlkYt5+++0KZTdu3Mikp6fbvM5Nnez9tzJKlChRokSJkmMke485HKonOCQkBOfPn7celzy/dOlShbLx8fHw9fVtsroRQgghhBD74VBBsEQigUqlsh6r1WoAgEajqVBWo9FYJ54RQgghhJCWhaJAQgghhBDS4jjcEmlDhgyBi4sLAMDZ2RkMw2DcuHGIjIxklevdu7ctqkcIIYQQQuwAB5bBwQ7BZDLVqTzDMODzHe73gGoFBQUhPT0dABAcHIyMjAwb14gQQgghjsjeYw6HigAHDx5s6yoQQgghhJBmwKGC4JMnT9q6CoQQQgghpBmgiXGEEEIIIaTFcaie4GeffbbO1/znP/9phJoQQgghhBB75lBB8LfffguGsczz43A4NZZnGIaCYEIIIYSQFsihgmAA0Gq12LVrF3777TfIZDJbV4cQQgghhNghhwqCp06dijlz5mDq1KmYOHEi/vrrL/z44484cOCAtYeYEEIIIYQQh5oY9+eff2LixIkICgrC8uXL0aZNG+zZswcZGRlYs2YNOnfubOsqEkIIIYQQO+BQQXCJvLw8fPnll4iJiUG3bt2wdetWzJw5E5cvX8alS5cwZMgQW1eREEIIIYTYkEMGwWVdvXoVr732Gnr06IGjR4+iS5cuiI2NtXW1CCGEEEKIDTnUmODyBAIBJkyYgDlz5mDEiBEwmUzYsWMHdu/ebeuqEUIIIYQQG3LIILhv376YPXs2pk2bBnd3d/zzzz94+eWX8dtvv0Eul9u6eoQQQgghxMYcKghesWIFZs2ahYiICKSmpuKbb77BTz/9hHv37tm6aoQQQgghxI5wADjM2mEmkwlFRUXYvXs3jh8/Xqtl0VraZhlBQUFIT08HAAQHByMjI8PGNSKEEEKII7L3mMPhguASDMPUuGscwzDg8x2qM7xG9v6BJIQQQohjsPeYw6EiwMGDB9u6CoQQQgghpBlwqCD45MmTtq4CIYQQQghpBhwqCK6LwYMHY+7cuZgzZ46tq0IIIYQAAPhCEbyDwuETEgGf4FZw8w2EROoOias7xFI3CJ0kloIMAwYMjHo9NIpCqOUFUMsLoMzPQW76A+Sk3kN+RjKMBr1t3xAhdqxFBcGtW7fGnDlzMGvWLISFhYFhGAqCCSGE2IxE6o6wjjFo1bknwjv1hE9oBLjcuu1j5ekfXGm+2WRC3sNkpFyLx4OrF5B8LQ5qeUFDVJsQh2DXQbBUKsVTTz2FyMhIeHp6VpjoxjAMFixYUO09XFxcMG3aNMydOxf9+vWD2WzG2bNn8eWXX+LPP/9szOoTQgghFbj5BKBjv+Ho2H8kgqM6N9rrcHk8+IZEwDckAj1HTwMAZD24jRtnD+Ha6QPIf5jSaK9NSHNgt0Fw//79sWvXLri7u1dZprogeOjQoZg7dy4mTpwIiUSCu3fvAgBmzZqF3377rTGqTAghhFRK7OKKLoPGovOgsQhp28Vm9fBv1Rb+rdpiyMyFyLx/E1dP7sPlwzuhUcpsVidCbMVug+C1a9fCbDZj0qRJOHHiRK12eouMjMTcuXMxa9YsBAcHIy0tDevXr8fPP/8Mg8GAO3fuQK+n8VGEEEIaH4fDQVinHogZPhnt+w6DQCiq9bWF2RnITbuP/IfJUMnyUaSQQ60shE6jtt6bw+FA4CSGs6sHnN084ezuCU//EPiERMDDL6jG1who3R4Brdtj8IyXcO3UPpz/+xdk3r9Z7/dLSHNjt0Fwx44d8e6772L37t21vubWrVtQKBTYsWMHfv75Z9ZqEa1bt26MahJCCCEsLu5eiB46EdHDJ8ErILTG8npdEVJvXEbytTgkX7uIrAd3YNAVPVIdhGIJfEMiEdYxBuGdeiCsY3eIxM6VlhUIRZb6Dp2IlBuXcPzXb3E/4Z9Hen1CmgO7DYJzcnKg1WrrdA2Hw4HBYIBGo4FarW6kmhFCCCEVBUV1Ru+xT6Fj7EjwBYJqy2qUctz85wiunzmI5KsXYDIaG7Qu+iIN0u8kIv1OIs78uRlcHh8hbbuiY/8R6NBvOKQe3pVeF9ahO+a8/28kX4/H0f99jZTr8Q1aL0Lsid3uGPf2229jzJgx6NevX622PwaADh06YO7cuZg5cyb8/Pxw9+5d/Pzzz/jvf/8LPp+Pu3fvYurUqS16Qpy9795CCCHNTdtej2HgE8/WOMnNaNDj5j9HcOXIbtxPPA+zqWED39ricLkI6xiD6KET0an/SPAFwirLJiX8g/3ff4qc1HtNWEPiKOw95rDbIHjw4MFYvXo1zGYzvv32W6SkpLC2RS5x6tSpCnlcLhejR4/G3LlzMW7cOAgEAly9ehWdO3fGjBkz8PvvvzfFW7BL9v6BJISQ5iIwsiOGzV6EiK59qi2Xk3oP8Qf/QOLxv+1uApqzmydiRkxBz9HT4OrlV2kZk8mIC3t+xfFfN0KrVjZxDUlzZu8xh90GweUD3vK9wRwOBwzDgM+vfkSHu7s7Zs6ciTlz5iAmJgZGoxGnT5/Gjh07sHPnTjx8+LDB627P7P0DSQgh9q5Vl94YOnMhQtp1rbKMQafFtdP7EXdgO9JvJzZh7eqHy+Oj25DHMWjac3D3Day0jEpWgEM/rcWVI7uauHakubL3mMNug+DZs2fXqtxPP/1U63t26NAB8+bNw4wZM+Dv7w+z2QxBDeO2HI29fyAJIcReiSQuGD5nMXqOmlZlGVnOQ1zc9xviD/2BImXNqxrZGx5fgO7DJmHAE8/CzbvynuG7l85g9zfvQpGX3cS1I82NvcccdhsEN6aS4RJz5szBtGlVf5k5Inv/QBJCiL1xcpaiz7iZ6PP40xC7uFZaRp6XhUM/rcP1UwdgNlccutfcCIRO6D9lPmInz6t0aTetWol9mz6lXmFSLXuPORwuCB45ciS0Wi1OnDhRZZlBgwZBJBLh4MGDTVgz+2DvH0hCCLEXApEY/afMQ59xM+HkLK20jDwvCxf2/ILze3595GXN7JGHXxBGzl+K9n2GVHr+9sUT2Ln+HWgUhU1cM9Ic2HvMYTdLpA0YMABA6US3kuOalJ0YN3ToUOzZswczZsyo9ho/Pz9s3boVQ4YMYa0lTAghhACAWOqGOe//GwGt21d6XlekweGf1iLuwA6brfLQFAqzM/Drx4vRJmYAHn/pnQqT59r2HIQX1v2O7Z+9gZQbtJwaaV7spifYZDKBYRiIxWIYDAbrcVUqmxi3detWREVFoUePHjW+3oULF3D79m3MmjWrQerfXNj7b2WEEGJLbj4BCO/UE8NnL4LU06fSMjfOHsbBHz9HYXbL+v50cpZi1DOvI3rohArnzCYTjv2yAae2f1/rZU2J47P3mMNueoLnz58PhmFgMBgAAPPmzavzPfr164fvv/++VmV37dqFBQsW1Pk1CCGEOB6ppy9GznsVnQeOrvS82WzGjbMHceL3/yAn5W4T184+aNVK7Fz/Nm6cPYTHX1rJ+iWBy+Nh6NMvI7RDd+z4fBmKVAob1pSQ2rGbIHjLli2s47qs+lDC398faWlptSqbnp6OgICAOr8GIYQQxxIZHYtpyz6rclthWW4m/vfBwhYb/JZ3J+4kNi5+ApOXfITI6H6sc226x+LZNf/D1g//D3npD2xUQ0Jqh2vrCjQkjUYDNze3WpV1c3NDUZHjTWIghJDGIBI5YcH8JXjvnfUYO/oJ8PmPtrykt0SMV2N7Yk50J/C4nAaqZd1JPX3xxNJPqwyAFfnZ2LJiAQXA5ajlBfjvey/gyH+/grncuv5egWF49tP/ok1MfxvVjpDasZsxwbWdCFde2Ylx586dQ05ODiZMqDheqbydO3fC398fffpUv9OPo7H38TmEEPu08MW3MGVS6frtWdkZ+OqbVTh77mid79XZzxt7Zz8BPxdL4PndxSt4+e/DDVbXqpSs9uDuE4gHVy/gxtlDeGLpGkT1GMgqZzIakHY7EWk3L+Pc7v9CLS9o9Lo1Z2EdY/DEa59WGENtNptxaMtanN25pYoriaOz95jDboLgmibClVfZxLjXX38dH374IcaMGYNDhw5Vee2wYcOwb98+vPXWW/j0008fqd7Njb1/IAkh9kckcsKf285CXK631GQy4um5I5GVlV7re3UP9MPeWVPhKRFb87QGI7w//gp6U9Xr6/YKDsDkDlG4kJ6JP27cqfubADBp0Sp0G/J4tWVoya/6cfXyw/Tl6xAU2bHCufN/b8W+TZ+CMZttUDNiS/Yec9jNmOD6TIQr7+uvv8Zzzz2HXbt24ZNPPsEPP/zAGiMcEhKC+fPn4/XXX0dqaiq++eabR35NQghxdP36DK4QAAMAj8dHbN8h2PFn7eZw8Lgc/DRlLCsABgAnAR8xgX44l1b5NvYdfLxwdN50CPk8AMBzu/bjx0vX6vQevINboctj46oto5Ll4891b9GkrnpQ5GfjhzfnYsLC99Bl0BjWud7jZsDF0wd/fPEmjAa9jWpISEV2EwTXZyJceRqNBqNHj8bff/+Nd955B2+//TbkcjmUSiWkUinc3NzA4XCQlJSE8ePHQ61WN0DNCSHEsQ0dMr7Kc1279Kp1ENwzKABR3p6VnusfFlxlELygR1drAAwA7w3pj18Sb0JnZPcci6VueGLpGgRFdsSNs4ew57uPrEHXgKkLwOVWPw1mz3cfUQD8CIx6HXZ88QZyUu5i2OxFrHMd+w2Hs5snfvnw/6BVK21UQ0LYHGpiHADcvXsX3bp1w5IlS3DmzBmYzWYEBATAbDbjzJkzeOWVV9CtWzfcvn3b1lUlhBC75+Liil49q56z0aVLD3A4tZvY1t7Hq8pzsWHBVZ6b2bUDgNKxewFSF2teWUNmvISIrn3g5CxF9+GTMXHRB+BwOPDwD65y6TPAssbt6T8248bZqofRkdo7tWMTtn32eoVe3/COMZj/8Ra4eHjbqGaEsNlNT3BDKioqwvr167F+/XpbV4UQQpq1gQNGQCAQVnnezdUDrcKjcP9BzR0LHXyrDoL7hQSCy+HAXG5uSKibK9zFTtgb0hc33cMRqMnFhORTeDW2F368dM1ansvloXu5P8N3HjAasuwMSFw9wOOV/nenK9Jg4+KpEIrEMBoNUMvyqXeygV07tR8qWT6eenMda8tpv7BIzP9oM7a8/SzkeVk2rCEhzaAnODAwEJs3b0Z2djaMRiNkMhmOHj2KOXPm2LpqhBDSZJycxJgyaTa+/WYHvln/G8aPmw6hUNTorzsgdjjr+OSpA8jISAHPVNrL161rr1rdq7qeYHexEzpWEiQPjwzHDfdWSPBqAz1PgGRpIP4OjUWklwcmtW9jLRfWqQf4zq4V6z91AWJGTGHleSddRFuBGdkpd5GfkUwBcCNJvnoRP7w5F4r8bFa+V2AY5n/8Izz8q+79J46Bx7PvMNOue4K9vLzwzz//IDAw0PrnNqlUioEDB2LgwIGYMWMGJk6cSOv9EkIcWp9eg7Bs6Wq4u5eOp+3Qvhvmzn4Z769agoTEC4322m2jOluf8w1ahKbFYxwnDeIUIMu/Pe636oeuXXvhj50/13ivskHwRe92OOPfBWKjDuNSzyBIk4fYsGBczc5jXTM8Ihx33djBUpJbMO66hmBqp7bYUbxSxNARNS+NCQA8swlzkY0X5k/Hgj/343+JN+AsFOCFXtGI8HQHl8NBjkqNbdduw2g2Y2qntvCWSKDQ6SDT6iDX6uApdkKouyvMDIN8TRFEPB48JWJwORwYzeZyiYGpzLHJbOm55nAADjjgcAAuh2N9zjCA3mSCzmSC1miEzmiC3lj83GSCrvi51mhEkcEIjcEATZnH6lbYsIXslLv4/vVZmPPBf+AVGGbNd/cNxPyPf8RP7zyH3LT7NqwhaWhOTkIMH94NEyf2wYSJj9m6OtWy6yD4jTfeQFBQEADgxo0buHDhAoRCIfr27YtWrVph6NCh+Pbbb6lXmBDisNq17Yz3Vn4NobDikARPD298+P5GPPuvCciswzJlteXt7QcPD0vg6qLMQYeb+9E73Aclo3MDsm4g3zMcXbv0tC5bWRWpSIgQN0tP7XmfDjga1AMAUMR3wr6Qvlhw+y/0Dw3GtxeuWK/hcTkY3DoUP0oDK9zvcHBPjAm1BMAcDgdhMQNRmwW4uuXfhYtRC3C52DRpNLoG+GJEZDg6+LLHqS4b2DzXkDeZzayguKhckGw5Ls0rH0irdHoodXoodHoo9WWe6/TQGo31qpM8Lws/LJ+HOe//G76hkdZ8V09fzF21CZvfmk+7yzVzISE+GDasK0aP6YFRo7rDxaVkBRgnm9arJnYdBI8ePRoMw+Dbb7/FwoULWeeef/55fP3115g5cyY+++wzXL161Ua1JISQxuHu7on33vmq0gC4hLOzC5a/sQaLXnkaZnPD9gJGtSld8zUs5QIERl2FMj55SZBHDkR4WBs8SK56/d6SXuDr7q2sAXCJXLEH5AJn9A5hB7s9Av1hdveBll9x2Idc6IKs1j0Q5OoCt1btYZawh0K4GDRQCSSsPA5jRu+c69ZjLpeDxf3YdWnueFwupCIhpKKqPzP1ZTCZrEGxSl8aHCuLA2aFTmc9Vuj0UBU/luQf/mQxhr32GXxbtbPe08XdC3M/+B6bVzyD/IzkBq8zaXgcDgeRkQHo1SsKsbHtMWRoV0RFBdm6WvVi10FweHg4AGD58uUVzn333Xdo06YNlixZgpkzZ+KNN95o4toRQkjjemPpJ/D1DWDlyWQFrGERANCpY3c8PeNf+Om/DbP2OYfDQe/eUXjxhZkAAK7JAFdl5ZOYPAuSwTH3R0REuxqDYD2Xj4PBlY8fTpH6o4tBDalICKXOMt44NiwYqS7+Vd7zrlsw+gQHImLMVFa+d1EhJiefwKa242Hili6t1qUgCW4GWhqzvgTFwz7Kr/NcF1rVZfyu9kSGs681T+rpg1c//y9CDn0PbX4WFDodFFpL8CzX6aDU6iHX6axBt1yrswTWej3qsMcWqQd3d2d06BCKDh1C0L59CDp1DkOPHm3g4eFSq+sZkxkcXs3lbMWug2CxWIy8vDwoFJWv27hp0yYsWbIEvXv3buKaEUJI4+rZoz9692Jv53sl4TxefX0eRCIn/GfjnwgKKh1jOX3aM/hj589QPeI6twEBnvh92zLExnbA1SuBKMgDXBVZ4FYRbQiMOrgqMhEeFlHtfdv7eOGhxLvSXl0ASHHxR5eCJLT19kRcRpb1muqC4IcSb/RqFQZuu+7QlMn3zrwNL50CgzIvW3udxUYtYrMSq60jAOy5nYSYQH/4Sy2bg+SqNTiVnA69yQQ3JxHcnURQ6Q1IkclhZhh4SyTQmYzI0xRBbzKDz+VAwOWBz+WAz+VWkizzW8wMAwaWMcAMGMsxYxkrLOTxIOLzIeLxIOLz4MTnQcTjQ8S3HIt4fIgFfEgEfPBqWPvY3jiZDHgy6TB+ixjGCoQNYlfkjXoeM+8dgLteVev7KbQ6a2+zojhAVurKBs264qBZby0rL+6ZVuh0kGv10BgMjfFWmwUOh4OAAA+0auWPVq38EB7ua3ls5Yd27YIREFD5ut5VYQwmMBlKmB8UQnb1IZyNYkheGdFItX90dh0EA4CxmjFId+/eBQAEBARUWYYQQpobDoeD5xa8xsrLy8/B+6uWwGw2oahIjVUfv4qvv/zVuvSXWOyMcWOm4dffv6/363K5XPz2uyUABgCV0jKez11u2epUwxMh3cUXBg4PEqMOoeps8BgzvPPvIzSk5iA4z8mtyvMpLv5gisuVDYLPu/hVeY2Zy0On3o8hzp1d5s/9uyHxEWEkAC+dHHlO7oiSpcLNoMb9Ahl6bNyCzn4++HTkY9YhGAmZORj/3x3IUqkh5PEwtHUYuBzg8P2UCpty2BMhjweJgA+JQGB9FFc4FkAirKkMH84CAaQiIVyEQriKhHAVicBvhNn9IrMR05KO4NeIYch09rHmK4TO+CViOGbd3Q8XY+0mvLs6ieDqJAIgrbFsVYwmszWILhtAK4p7nMsG2dZAulzwrdDp7O5zIhaLEBDggYAATwQGeiIgwAOBgZ7wLz4ODfVBWJgvRCJBne/NMAygMQD5RWCyVGCyVTCmy8HJLbIuO+YOAFL7/iXN7oPg6pQEyC4uteuWJ4SQ5mDo4HGIjGjPytu0eS0KZfnW41u3r+LEyQMYMnisNW/yxFnYtuNHmEz1m8C0ZMkE9O9vCYD1Oh70Ost/EW7yh0h28cdvEcNg5pT+pxaozsXTd/fDMz8Z4SF9q713R19v3HByr/K8UuiMQqEUHcqsIBEY3KrCuF6DRgWBpPQ7PzmqP+s832TEnpNHkennhZFtWiFSkYFIhSWIN5sZPPPnPqj0BpxLe4gB329F90A/eEvEOJyUYl1zWG8yYd/d5rFigd5kgt5kgkxbcbx2Q3Di8+FaPMZYKhJCWiZAdhEJKzkngotIAFeRCK7FAbWbkwhSoRBcbummKk5mA6bfP4xfIkYgS1L6M5eJpPgtYihm3jsAJ1PT9NDyedxHHuYBADqjkdUbXRokW3qclTod5CVjpIuHeGgMBmiNJmgNxSt+lFn5Q2s0WVf7EIkE8PSUwstLWsmjC7y8XOFZnOfr64aAAA+4u9c+NmIYBjCYAb0JMJgAvQmMxmAJdNUGMGq95blKD0amBQq1lrJl2PGohyrZfRAsFArRsWNH3Lp1C6Yqln6p7W5FhBBi77hcLubO+T9W3oMHd3Dw0M4KZbf/8SMrCPbx8ceggSNx9NieOr9u+/YhWPXhLOuxUmkZtsA3FMFFnY/fo8axAmAAeOjsg1vuYegoS0Y7NzH4fAGMxoqBi7NQgFB3V5yspicYAFJd/NGuOAgOcZMi35O9NJq6MBc3Tu5DzwmzrXl5Yg9WGXFeCpRFGpxI1uBCeiZ6BZf+pXDtuTicSc1glb/0kL2GLWErWY4tR62puXA1OBzAWWAJjt2cRJCKhHATieDhfgCRz70LkX+4tWyO2BPf+vVF+9Nb4S7gWsu7ikSNMuGvoYj4fPjw+fBxltRcuJYYAOBzweFzAQEX4Bcny9p6AAelz2UAFEZwUgoAbiFMAGBmwJgZoCQxZZ4bi4NevckSALdAdh8Ee3h4ICEhAQaDATdu3EBCQgISEhJw5coVJCQk2Lp6hBDSoPrHDkdQYCgr7z8/fAGzueJ/UjdvJeLa9Uvo1LG7NW/yxFn1CoJXfTiL9WdRpcISBLvJH0ImdEa2pPKxgfdcg9FRlgzXokIEBYYiJTWpQpk2npZANa9cTzCHYcCU6cRIkfqjc3EQ3MHHG7nlyusK86HKfVjt+3h485L1+fO7DmDPrKkIdHXB7pt38e7R09VeSxoPwwAqvQEqvQEPlWXH/CbD+fW5eGb1FtY6wkW+4dga3A+/fbyEteoJl8OxBtCuIqFlOERxj7TluQhuIiGkxefLBtyuxfluTkKIBXUfAmALHMASrBrNgLZ219h6rqDJbMaVzBycTEnHzSIDNi9ZYeMaVc2ug+C0tDSEhIQAsPQId+vWDV27dq1QTiqVYsmSJYiPj8elS5egUtV+UD0hhNiTJ5+Yzzq+dfsqzv1zrMry23b8yAqCO3aIhp9fELKzM6q8prx27YIxaRJ7OMOVSwXwcPeBu/wh7rqGVHntfdcgmMGBszofYWGRlQbBrTzcoOGJUMRnrxlqykwBNzDcepzm7Ivx7m6QCARo7+uFfCf2smfdojpiTPtO+EerBziVjzU8deqI9fn1nDxErP0O7k5OyNfQpkr2Si0vwE8r/4VnPtkCV8/SyXLtej2Gxxe+i11fvWNdg9rMMJAXb1ryKAQ8rnXIhptIBB93F4T6eiDQ2w2+blL4uDrDQyKGu9hSRiIQQMLlQQQuBGaAazSDozNZelRbML3RhDv5BbiSmYOErBxcyczBpcxs6wovJXs92Cu7DoLDw8Ph6emJ7t27IyYmxvrYqlUrVjmJRII1a9YAsIxrSUpKQlxcHOLj4xEfH4+TJ0/aovqEEFInnTp2R4f23Vh5v2//odprzpw9Arm8EG5upcMCBg8aXacJcq8vYy8xVlioglrtCQ93wEWVi7v+3Su/EICWL0KGsw881AUIC618clwrT/cKvcBmkxFJ8SfRpkwQrBQ6QycQIcrbA+19vFAgYg+fkHA5EPJ4cNJroRVV/JMzz6jHxcvs3fNMZoYC4GZAlpOBn999AfM/2gyxS+kvP9FDJ0CjKMTBH7+o8z2lUjH8/Nzh5+cBf39363M/P3f4+pUcW5Kzc903dWCY4iEFOhOgMwI6E5jiR+iMgLaSvPLHBnNpT68dBdRmMwO5TocclRo5ag3yNEWWR3UR0hQK3C+Q4X6BHOkKpXUsfXNk10EwABQUFODw4cM4fPiwNc/NzQ3du3e3ppiYGERGRoLD4YDD4aBNmzaIjIzE9OnTwTAMBM3kzx6EkJbtianzWMdZ2Rk4cfJAtdeYTEacOn0Q48Y+ac17rA5BcEiID2bOHMTK27hhP/r0WAYwZnD0GqRWs0IDYBkSMSjrClqFtqr0fLi7W4WhDaq8LFyLO42o8bNZf77Nc3JHBx8vtPXzwwkhe2KPpHhilY+zFGmVzMQ3Z9yFuZ6TAont5aTcxf8+WIg57/8bAlFpUBo7aS5Usnyc3bkFAMDjceHv74GgIC8EB3sXP3oh0HrsicBAL0gklS/H11A4HA4g4FmSi2Wscl1mKCkUGhQUKJGfr0RBgRIFeQooCtRQ5CuhLNRArdBAIy9CkaoIWpUOeo0ehiIDRDweeBwOeFwOeBwueLziR27ZR0s8VH4bb5OJsT7Xm0xQ6vVQ6w2WZDAUD1nRo8jQMv4d2X0QXBm5XI5jx47h2LHSPxG6uLggOjqa1Wvctm1bmjRHCGkWAgND0b/fMFbejj+21GoXuGMn9rGC4LZRnRAYEIKHmWk1Xvvaa5MgEJT+V6DR6PDnH9cQ25sHpyI5Hrj4gykz9IDPNSMmXIXz90t76+65BmNw5iV0Cqx8ucqOQQEVlkcreHgfycl3IOFwoC7Tk5Tj5IEOvt7wD2llmfBThrj4OEjAQ7JCBp6EvSzWwQO7any/xL6l3bqCA9+9gzELPwa3zEYnI+e9iteXDENMhAn+/u7g8exnLQK93oC8PAXy8y0BbV6eAoXFwa0lKVBQoLIGu/n5ShQWqmBw4EBTIBAgultfjB41wdZVqVazDIIro1KpcOrUKZw6dcqaJxaL0a1btyarQ1RUFEaMGIGYmBjExMSgffv24PP5WLFiBT788MN633fo0KF45ZVX0KtXLzg7OyMlJQU7duzAxx9/DLWadj8ixBFMnTwH3DIbH6jUSuzdv71W115JuIDCwnx4eJQuNTVo4Cj88tt/qr3O29sVzyxgL2S/6fuDcHezBLOSIhluu7JXaGjlo0WHQDUrCM4Tu0MmdEGUqzO4XC5rEl+XLuHo3TYM28sFwU9ObIuUk8EQmoxQlwl2csXuGBYRBq2rD6u8ExjwioNgIYeDGCchVq57Cx1iRyAgpDVuxp3E2X3bqn2/xD74+bkjPNwPYWE+CA+3bNAQVvIY5guJRISEtELsvuzNuu66ojNiJNng8fSNVreiIh1ycxXIz1dYA9uC4sA23/pY9rkSKhUNtwGAkJDWiOneFzHR/dA9ui8kEmeIRPYdZtp37R5RUVERzp0712Sv98ILL2Dx4sUNes/Fixdj7dq1MJvNOHXqFLKzszFgwAC89dZbmDJlCvr374/8/Pyab0QIsVuuUneMHjmFlff3nt+h0dTul1yz2YSTpw9iwvinrHmP1SIIXrTocdafjA0GIz777E+MGGbZLlmsKUSmMzsIbuNXhEAPPSRCEzT60uA1Q+IDd50Cfr6ByMxKBwD4+rrjwP73INh0rcJwiFBfDrZtfxNb9hQCrqXBTq6TO0YF+uNUuaBZXG5nNFcXV3hzgK2rXq72PRLbkEhEiIoKQtu2xaldMNq2DUZUVCBcXGpej7driBpqLQ9HbpaOdTeaufjtgi/mD8iEu6T2G1MolRpkZ8usKafM8/KJAtraEQiEaBPZAe3bdUWH9l3RuVMMfHyq3t3RXjl0ENzUrl27hjVr1uDy5cu4dOkSli9fjtmzZ9d8YRW6deuGzz//HEajEePHj8f+/fsBWHq4d+/ejWHDhuHbb7/FE0880VBvgRBiA+PHT4eTU2lgYDQa8MfOn+p0jxMn97OC4KioTvD09EFBQW6l5aVSMV58aSwr73//O4G0tFyEh7UBAPC1Csg82UMOAj104HKAQHcd7uWUTk7LEXsgSJOFsNAIaxD8w+ZF8JVIoOQIoRGwAx8fqQEeLi4I8ACUZeKZXLEHGAD5IvbKEJJKtgfu13cIDh/9q4oWIY2Nw+EgONjbGui2axeMqLZBaNs2GKGhPjXfoAZ9IxUo0PBxOaX0M6jW8fDreV/M7Z8FjlmPjIx8ZGTkIz09Dw8zCpCenmfNy8wsRHa2DEVFjbORSEsgFjsjMCAYgYGhCAuNRKvwNggPj0RIcCsIBPa7ZnNtURDcgDZt2sQ6rmxdz7p48803weVysWnTJmsADFh6uJ955hncv38fU6dORdu2bXH79u1Hei1CiG0IhSJMnjiLlXfs+D7k5mbV6T6JV+OgUivh4lwaMPTuORD7DuyotPzixRPg4VE68cxsNuPTTyzDL8LDIwEAGhP7O4wxGZF4Pg4BI7rCz82Aezml53LEHnDOvY7Q0Aj8c+EEXn55PMaM6QFzsgyFInYgzQEDD4llPGSnSCfcKfP1peMJoRRIkF++J7iS+R1t23Zm35fDwfRpC9ChfTccPb4Hx47vrfS9k7pxdnay9uqWBrpBiIoKqteqCrWh1xuQmpoLYU4CRPoY6ISlS23lKoV4+bMsbH77XzQR8hFwuTx4enrDx9sP3t5+8PLyhbeXHwL8gy0pIATu7pWvD14bZrMZt+5cRd8BrRuw1g2LgmA7JRAIMHaspZdm69atFc6npqbizJkzGDhwICZNmoTVq1fX+TUk7m5wruWfWwkhjWPsyKnw9GCPffz70HY4e7jX+V5XEi+gf9+h1uPY/sNw8sKRCuWCg7yw7A32smh/74lHWrYKHr5+CAwIBRgGci77vwhNTgb+c/QQRo7oCl9X9rjMHLEHBEYdottE4UZ0FFZ/MtdyorAIMiE7CHYWmFDSsevjpgMPLjCVu1dBhZ5gDhKvxaNLpxhrXmBACAJCw6BQygEA06c8g6effA4A0D92GIww41LCP5U3FmHhcDgIDvJEmzYBiGoTiDaRAWgT6Y82bQIQHORV8w3qSK83IjUtz5JSc5GSmofU1DykpeUhJS0XWVkymIuXDBOKnfH0ig3wDipdfSS0Yy9MePldHNzyWYPXrTni8/hwcXGFi7O0+NEVUhdXuLhI4eIshdTFzXrO3c0TXp4+cHf3BI/bsBMM8/JzcOXqBVxJvIDLiRfg7CLGvGfsd3IcBcF2KioqCs7OzgCAuLi4SsvExcVh4MCBiI6OrtdrvLb9Z6iMjTfBgBBSAwbomOsGlOlwVQgNmLNlXb1u56kRAorS4z59B+P9E/sqrNs0JlgBiaT0376ZAeTth+P9k6MhNvDAzedCpFUgp9w4Xs/W/oiN/RgFOhn8ygXBKoEEGp4Ig2O64qnl6yEWW7ZPNhdoISu33i+3zF9RnV30cOZyoCizRuo912AYywXgEi4HsWPDoEwzA+bSoRHv/7EDCpEBfDMHHXPdWdtlLVv5OW57Keq2bpWDE3DN8BCa4SEywlNkgofIBA+h5VFQ+f4j9cYwgMLARaGOh0IdDwV6nvW5ysgF4A94A/AGXLsDnWBJlTEbOCh6yIAxlf4wuw1+HL2mjITQ3UF6gxmAx3DAM3PAL3k0c0vzzBzwGK7l0cwBjynN4zFN/yFnwEDLN0EtMEItMEEtNEDrx4dnx34YMr0fhgBw4dv3kAkKgu1UyYYghYWFVe6Al5aWxipLCGlePLVCiMzsnpgsl6om5jCQCszwdTKCzwV0Jg4UBi4KdDyURHkKkYF1BY/hwEXPh0pUGiREuurQ1p0dwF4tcEKe1vLfgdhoqY9EU4hssQerHCMGAA4u5TlhSIAaPC4Dk7n0P98csQe8lIUIKTMkw5SvQ2G5nuAiLoMbhSJ08NBBLDZAUi4IvuUexirPByAAEOWvxl2ZMxTy0vHFEgMPCpEBfmqnCoGAs5EPqZ4PpchBgqRaY+AqMMNDZLIEusVBrqfIBBfBow3Tq4zOxLEEt3oeCnSlgW6hngdTAwVnXAEDJz8tijKdgDL31BcIwRUy4NdholyjYgAuA1awWhLQVszjljvPAcdOf2PTc83Q8U0o4pugLX4s4hvL/j7aLFEQbKekUst/GtUtgVYSHLu6ulZZhhBipxjAX8WeLKYSGKASsAM2Ec+Mbp5adPbUQlpJAKM2cpCqEuKuXIhklRAavhESY+lXu5teYA2CQ5z1GB2sZF2vNXJwtswEN6fiINhJU4hc9yhWWa7I8vo3ZU6I9dPAV6pHprx0dYkcsQdaqwqg17tDJLIEJaYCHWSu7E0vOAIzjjx0gZeTEX5iE9yFZmSVedvlt1cWczngcgGJsw5SVy0rCA7gcJBn4sBHXfnY1FZFIiQ6ZBDMQMJj4CY0wV1kgruQHfDyG6lXt2yQW9KzqzZy0RTd7TwnM5x8dNDmlP1Zc6DNEUESVASuoGF3LuMwsPbG8sv0xpb0zlqflwlq+WYOuHYayFbFDAYGrhkGniXpuWboeGbo+WboeCboeWbYoKO5Sdh1EDx48GAcP37cumc4IYQ4Cs8iIZxM5XqBnbVlYgkG3Ty1iPXTQMir+jvQmc+gvbsO7d110Js4SAQP6kx363lXnQAGHyU6eGjRxUMLXrng6EyOBFpTaWZJEGwwaGEqN16QJ7QEwUaGg/O5Evi5GSoEwZ2z06FRt4NIVNyjLSuCzJvdE8wVMDAyHPyV6ooZETL4uBhxS1P1f0ceXC4kzjpwuYDUVcs6J9IJ0E5gqjLw4GtFiOSpcM/EAdcM+GqcIDTxkCvRokhgJ72HVeByLD26bkKTJdgVmuAmLD4WmCBshP0iKuvVLdDxIGvAXt1HwXcxQWjQQ19Y5s/sZg60WU4QBxWBU13wXzzcgG/mQFAcsApMXPDNXAhKgt0yz20xxKAhmDgMTBwzjFzG8pzLFD8vzuMy0JcEvVxLXjOL2xuMXQfBhw8fRkFBAfbu3Yvdu3dj37590Gg0tq5Wk1AqLb01JeOCK+PiYuldUSgUVZapzmdTZ+Hhw4f1upYQUn98Hh/ffrkN8C3tIb1z7wZeWW7ZNtnb2xXffv0sBnfqVqf7CnkM2gQpcKVMECw28jE1RGntmS1r0+YjWPzqj+y8r/8EfAOhLBcAmJWFWDm4dIILh8PBxl82Auhgzctx8oBYp0ROIQcensDPPxzFEwYBlAIJ614bn3sBuWlJAIANkf74dv3XcOL4QltFrO/D58JFqsPpM7fgLPECULoznV7Ph7Cg6u9JAAhQmLFo1hysWPo5Alu1BwB4FfEhVx/A+g3/w4WL96q9vjG5SsVo1coX4eG+aB3ui1at/NAq3HIcEuwFXvnfWhqA2WxGckou7t7Lwt17mbh7NxN37j7E3XuZyM6WN/jrNYYJL72Ptj0fsx6bDVzc3nsLtw78Di9Pb3h7+cLL09cyAczNszh5NJtlvQxGA1QqBVQqBZQqBVRqpeVYrYRKXZynUhafU5SeUylgtKMVMwIDA/Hcteu2rkaV7DoITkxMRJcuXfD0009j5syZ0Ov1OHLkCHbv3o3du3cjOzvb1lVsNMnJyQAADw8PuLi4VDouOCQkhFW2rjQyOdSFsnrWkBBSX+PHTYe/byAr7/tNX0BdKMOwYd2w5aclCAiofGmi/HwFsrJk8PaWws/Po8J5V1cteHwTTMbSbsLCfGf4B7J/Wd627TSeX7CetZSjs8QFfr6BlpUheCJWeVnavQrfF19+/G+MX7LOepzn5A4TODA+LMKfieewadV2jHj+2QrbHz+8exP6IkuHxpWLMnz+2U8Y+8wypBgqBurOHA6cuVxs3LgVX32zDhwOBwf2XIFAwP6TeFl+AXJkZ5ZOxtOovPCfr34Gn+dV5goe/DyHY9f21hgz5k0UFKgwf/4wTJrcD3w+F2s+/QNff/03XFzE8PKSgsfjIj9fCbncMkRNKhXDaDRb16D19JTCyUkALpcLLpcDHo8LqVQMNzdnuLlJ4OkpRXCwN0JCvBEc4o3QUB+EhHjD3Z09VKQhyeVq3LqVjtu3M3Dndkbx83Tcu5cJnc5Q8w3shIe7F/z8AuHj4w9vLz/Lo8kIrq4IZlHp0JjgDjGI7doLYQL7CG3MZrMliFXKoVQpoFTKoFSWHMvLPbccK5QyqFQKaLWOsWmHRlL9L6i2Zh+flCpER0cjJCQEEyZMwMSJEzFgwACMGTMGo0ePxoYNGxAXF4edO3di165duHXrlq2r26Bu374NtVoNZ2dn9OjRA8ePH69QpkePHgCAS5cuNXHtCCH15eLiinmz/4+Vd/VaPK4knMOnn87Da0snV3rd1q0n8Plnf+Ly5SRrXuvW/hg1qjumTI3FoEGdwOVyweECHh4a5OWWDkEoLJBYg2CdzoD1X+7GihX/rbCWeevWbQEAfKMOeeWWKEtPulmhTtfj4jC+zLGJy0OBkxvU9/Mw4/k1eC66c4U1gvVqpTUALnHz1nXM5/EqDYJ9ige3njx1BgDAMAyuXruM7tF9K20nZ2cdItrkIidbCqZ41g7DcFkBcAmdToB7t0Oxd+9qKOTuMBm5cPfUwEWqw/qvnsf6r56vcE1KSg74fB6CipcNy8oqhLOzCFKppELZpqDTGfDgQTaSkjJx53YGbpcJdrOzZTapU11wOBx4efrA3z8Yfr6B8PcPgp9vIPz8guDvFwRf3wDWRjJlFZkZXNbqUbbfM8VggjOHA29+w44VUamVUChkUChkUCotj3LrsbzcsQwKpRxqtZKGc9o5uw6CAcsKCF9//TW+/vpruLm5YezYsZg4cSJGjhyJXr16oWfPnvjwww+RlJSEnTt3Yvfu3Thz5oytq/3IDAYD9uzZg2nTpmHGjBkVguDQ0FD069cPAPDnn3/aoIaEkPqYN+f/4OHBDsiOn/wNZ85+ih492lQon5VViDmz1+LQocsVzt2/n4UNG/Ziw4a98PNzx+TJ/TBmbA+0Du8DoEwQnC/B/fvZOHL4Mj76aBtSUnIq3AsAIoqDYLFWjrxym1XcvVPxT5pFKgXkeVlw8y7dLjXHyQMuMgV0OgN6hgRVWCNYlptZ4T43byXAWKSCC08ElZkdNPjwLMHMvaTSjo5r1y9VGQT7BihwJeE2Lsalokf3IZWWKUsukyD+fFtWnpNYj/DW+fD1V5bvxEZYmC/r2N+/Ym98QysoUCIpKQtJSZl4cD/L+vz+/WxkZOQ/8sZMjYnL5cHHxx/+foHw9wuyBrd+foHw8w2Er29AvYcoiLkctBcJcLVcr/ZtvRFiruUvCFVRq1UolOWhsDAfhbJ8y2NhyXEeCgsLoFAWFge1CpjsaIgBaTh2HwSXJZfLsXXrVmzduhUCgQBDhgzBpEmTMG7cOERGRuK1117Dq6++iry8PPz111/YvXs3Dh48CJ3OfrdMfOmll7Bw4UJcuHABc+bMYZ1bvXo1pk6dinnz5mHHjh04cOAAAMu2yZs2bQKfz8f27dtptzhCmomI1m0xYfwMVp5CeQ+/bZsHHq9iz9WePRcxf96XyM2teZxmdrYMGzfuxcaNe+HvH4xffi7dJMNg4GPUiM9xr5Le3LJatyruCS5SQOESyr5/SuXjZrMe3GYHwWIPhClS4ewsRZ+wENwTsv/cn5N2v8I9TCYj4uLPoGO/4bipLw02pFwOxFwOMjPToVaXrmqx++9fMfHxmXB1da9wr9y8a5jw+Afw9mpdaRAsEhnAgAO9rur//rRFQty6HoB7d3whddWCzzfB00sDL28VBMKGDzhNJhPS0vJw/34W7idZgtz790sC3SzIZPa7qRGXy4WXly8C/IPh7xcEf/9g+PsHwd8vGAH+QfDx8QeP13ihhgePi9YCHu6X+SuCCUC8TIHCfw4hP+ch8gtyUFiYD5ksHwXFwa5eb79xAWk6zSoILstgMODAgQPWwLBnz56YOHEiJkyYgPbt22P+/PmYN28eioqKcOjQIezatQu7du2CTCZrtDpFR0djw4YN1uOIiAgAwPPPP49x48ZZ8ydNmoSsLMuWqN7e3mjXrp31uKzLly/j1Vdfxdq1a7F3716cOHECOTk5GDBgAAIDA3Hr1i3861//arT3QwhpOAKBEG+8/gkr2OVwzBg+ilshANbpDFj2+masX/9XvV4rKysd6RnJCA4Kt+b16NG/5iC4uCdYbywXIJjNyH+YUuk12cl30LbnIOtxjtgDkqwr6NU5GqEuYlwsNxyiqvucv3ACgwaMhA+Pi1yTGQIAkULLf1FXr7E3DMrPz8HHny7Dx6u+Y+XfuZuAFxa+CLPZjKyseCQn30V4eGnvusjJgKCw63ju2e/wwrMfws2t+i1hjQYeCvMtYxpzs10BMHBzL4KHpwYiJwMkznpIXXUVeotLmEwmKBRFkMvVkMs1ePiwAOlpuUgr3iUtLS0PaWm5SEnJhcFgnz2NHA4Hnp4+lQS5QcVDGALA5wsavR5GowG5udnIy89Gbm4W8vKzkZeXbc3rPG4m2vUbXnqBkxgPhWL8/r8NVd+UtHjNNggu7+LFi7h48SLeeustREREWMcR9+3bFxMmTMDjjz+O0NBQfPDBB41WB1dXV/Tp06dCfkhIiHUSGwCIRKIKZaqybt06XL16Fa+++ip69eoFZ2dnpKam4qOPPsLHH39c5UYahBD78q/nXkdkRHtWXmirAjiJ2cHPzZtpmPHUGiQkPKjyXlwuDyHtusGgL8LDezcqLRMXf4YdBHfvh19/+0+V9+RwOGjdyrIusMbEHpLAUeTBaKh8d8ms5Dus4xyxB7iMGS/07Q0uh4GsXE9wQVZapfc5f+EkOBzLn7cjGAaC4joBwO87Nlco/8/54/jfL99i5lOlHQG//raZNTTg83Ur8fmnP0IoFCI3Lw0nz/wbP/30NxQKDa5efRJrVm+ybBFdaxzIZRLIZaXjfzVFSqSn30FaeiqSU+4jOfku7t+/hYLCfGi19r0jJ4fDgZubh3WymY+3P3x8/IofLcnPNwhCYeOvqKDX65CV/RDZ2enIzn6IrOyM4seHyMpOR0FBbrXDPm7duYb5voEIiuxozevYbzj6Pj4L53b/3Oj1J82TwwTBZSUlJeGLL77AF198AS8vLzz++ON4/PHHG315tRMnTli/tGvrvffew3vvvVdtmSNHjuDIkSPVliGE2K85s+di8sRZrDyJsw6hYYXWY41Gh9Ufb8Nnn/1ZbfDUJqY/Rsx7Fb4hlr805aQl4dzOn3DpMHtuQFzcGUx8fKb1uHOnHhCJnKDTsdfZLRHgHwyx2NLrqSq32KomJ73K+mQ/YA/HKtk+eaK7DgwAWbme4MKsjErvU1iYh6SkW4iIaAdhme/RU6cPISmp8onPmzavQ2FhAWK698X5Cydx7MQ+1vlr1+MxbcZABAeF4+atBFYQ9fBhKv710lRMmvA0pFI3nDp9EIlX4zBk8FgsfnklpFK38i9XKYlYiqg2MYhqE1Pu/eTj/oPbuP/gDjIz05BfkIv8/BzkF+RCrVZCo1E3yjhTgUAIF2cpXF3d4e7uBXd3T3i4exY/97I+9/b2g7eXX5MEuABQVKQuF9xmIDs7A1nZGcjKfgiZLP+RJpEZDXr8/smreP6L3yAp87MbPncJMu5dR+oNmkBOKnLIILis/Px8bN68GZs3V+xJIIS0PFwuD2InMcRiCZycJOBwODAYDTAY9DAYDFCrlQ0SnHTsGIoJE/pg7NgJ0BfFAGX+f+dyzejQORPc4k0wfv31JJa9/iPS0nKrveeIua8gdtJcVp5vSAQmvPweQtp3w66vVlrzLyf8A5PJaB2PKRQK0aVzT1yMO1XpvUuGQliWR2PvvpaTmlTJFRYFmWkw6LQQiEqvyRF7IFyVBaVAAiOX/d9MYXbVAfWZc0cQEdGOlffTf7+psjzDMNjx5xbs+HNLlWXk8kLI5YWVnlMq5RXuf/TYHiRejcPkibPg4iyFUqVASHAr9IiJhVhc+xUgPDy8EOPRDzHd+1VZRq/Xo6hIDY1GDa1WA4PRAJPRCJPZBKPRAKPRCKPJCJPRCLPZDD6fDz6fDx5PAB6PBz6fD5HICRKJC5wlLpBInG22Dq5WW2QJaLPSix8zkFnmuUJR+c+gIclyHmLHF29i5ttfg1s8KY7H42Pa0jX4dsk0qGT5jV4H0rw4fBBMCHFsAoEQbq7ukErd4erqBjc3T3h6eMHDwxse7sWPHpZeME8PL2tvZ1VMJhPy83OQnfMQOTkPkZr2ALfvXMXtO9cgkxVUeZ23tysGDeqEwYO7YNToGLRq5Y+Hae5IuuuD8nuORrbNhbOLHmfO3MBby3/GyZPXanyfUT0GVgiAy+o+bBLSbl6x9ghrNGpcv3EFXTr3sJbpGRNbdRBcPClOYChCvhN7ebQHSVVPvjWbTchJvYegNp2seSVBcKaEvQpGkUoBRX7V67sfOfY3Zkx/zjrG9PiJfTWOY24MeXnZ+Pf3n7HyRCInxHTvh149ByLAPxiBgSGs4Sb1IRQKIRQK4ebW+CtMPCq9XoesrJKeW0uAm10c5GZmpVf7b6Mp3bt0Gid//zcem146TEbq6YMnlq7Blrefhdls37sEkqZFQTAhxC4IhSK4St2Kg1lLQCuVusG1+NjyvMx5qeV8VWuI1hePx4OvbwB8fQMAsP/EnZ3zELdvX8XNW4lQqjLg68egZ89WiO3fAZ07hwMAGAaQFYqReNkTskp2MgsILkT85cP4cs4uHDmSUKs6icTOGPfCihrLjX7uDaTdTkBu8QoMcfFnWEFwj5jYKq9t364LAEBYJIdM6M46d+du9Ts+ZSXfqRAEA0CmxJtV7mFS5eOXS6Sm3scHH72KiY/PRHr6A2z47pNqyzclnU6Ls+eO4uy5o9Y8P99AdOvaC35+QQgICEZ4WBuEh0U2+GeysZlMJhQU5CI3Lwu5uVnIzSudfFYS+BYW5jWbNW+P//Ytgtt2RmR06ec9vFMPDJ31fzi0Za0Na0bsDQXBhBA4OQkhFPLLJEG5Y0sej8eF2WyG2cwUJzNMJrP1uV5vhF7PgMdzAp8vhoDvBGdnV0sA6+phDVxdpW7Fga279blI5FRzRW3Mz9eytunAASOLcxg4ORlh0huQeJmB2cSBWiWC0Vj5Qv2Z2fGYu2Bxlev0VmXY7EWsZcgA4NCWtTCbzRg571VrnlAkxuMvrcSmNyzLLcbFn8b8uYus51u1ioK3ly/y8tmvz+Vy0amTJeA36jVgBOxVE3LTq56kB1hWiCgrx8lyfaaY3RP88G7NPd4nTx3AyVMHaixnD7JzHuLAoZ2sPC6Xi4CAELRuFYVW4VEID4uEl5dl+14vL98mDZBVKgUKZfmQyQqsjzKZZV3cgoI85OZmIjc3CwWF+Q7VQ8qYzdjx+Zt4fu1vcPcp3WK7/+R5SLt1BbfOH7Nh7Yg9oSCYkGZMIODD1VUCNzcJ3Nyc4eoqLn605JU9Jy2XZ3m0XFPZGrWApVfTZOLAoOfDYODBoOfBYOBBX/xo0Jfk8WHQ86A38GA2Vb1AvePhQKsVQKuteYmobTs2Y+N3n9S5N83V2w8xI6ey8u5dPovTf1jmOXj4BaHXmOnWc6HtoxHWMQYp1+Nx+841KJVy1iSvmJhYHDjInkTXulVbuDhbJrBpjezx0Hy1rMIOb+VllZscl+fkBhOHi6xywyEyqljJwpGYzWZkZKQgIyMFp04fqnBeLHaGs8QZYrEzxBJniJ0kkEicIRZLwOPxwecVj/vlW57zio+5XJ5lnHDxGGHLeGGDdRy7Wq1CUZEaao0KGrUKKrUCBkPz2Rq5oWmUMvz+yauY//GP4JcZJz3x/z7AxsVPQF7Jpi2k5aEgmBAb4HA4cHFxqjJgLZvnWia4LR/EisW1X24PKAlquZaAtTiAzcniFQewfGuQWxrc8mA2N5+gVqdTo6hIBbVGDo1GDrVGAY1GDo1GAb1BBQ5HBz7fBJETB+7uTvD2kSDA3wN+/p4ICfGFQCCCXseHTsu3BLdFAqiUIiiVTvUO7vPyc/DJmjcQF1+/nSxjRkxhbTag1xXhrw2lSz0e+OEztIkZAA+/IGvegCnPIOV6PMxmM+Ivn8NjA0dZz/XuObBCEFx2yET5bRlMeQ9rrGP5nmATl4fbbqHQ8tmfz9r0BDu6oiI1iorsd/MLR5Jx9xr2f/8payiR2MUVT7z2KX5YPg9m2gWuxaMgmJAacDgciMVCSCQiiMUi63OJRASpVMxKrq4S63OXKvItqfazzKtTvqe2JLBlBbVle2/1PDCM/Qe1fL4JfIEJAoHZ8lj+WGACX2C2PPJLj9krFLoVp5DKX6RSJohEJkhd2ZtFMAygUQuhVDhBqXCCQu4EtUoEhql6ScTklHvYtft/OHBoV72DHh6fj5jhU1h5CUf/giyndJkxo0GPszu3YOzzy615bWL6w79VW2Q9uI24uNOsILhP70EVlkorGwQruOzVBQofJtdYT61aibyMZHiXmSh2ILAnq4xKVgB5XsVNgQhpTBf3/46wTjHoPGC0NS+kXVcMffplGh9MKAhuyUJCfCAQGK2BQ9k1jkuelz9XmzLlz3G5XHC5nDKPluc8Xm3zLY/V5fP5PAgEPAiFguJHPgQCfrlHSz6/kvyywa1YLGQFvSJR4++GxDCA2cyB0cCDwciF0cCzPDdwYTQWPxp4rOclww8Yu+2pZcDnmysGr/wqgllrsFs+mLU9DgcwGAtw+24yLl9KwrlztxAf/wB8vgcC/IPh7eUHLo8LxmxGZmY67t2/hezsytfDrYt2vYdA6unDyru477cK5S4f3olBT/4LLu6lY3ljJ83Dji/ewNlzR2EymaxDXsRiZ/TuNYg17rZLZ0vAyjGbUSBgT+ZLvV+7bdlvnjuMAVMXWI+1QvbY14f3qBeY2MZf37yPwMiO8CqzMUr/yfOQfO0i7saftmHNiK1RENyCnT23BkDlC+eT2mEYgDFzYDRxYTJyYTJxYSx+NBk55Y5LH43F+dZg18i142DWQq/XQy4vgKw4yWWFZZ4X58sKUaRVwmjUwGzWQywWwNnZCRKJCM7OIri5OcPdvWxygZt7+TxLvkRSt6EeDUWt1iIpKRO3b2cgMeEBEhIeIDExGampla3hm4E7dxovuOs5+knWccr1S8hOuVuhnEGvxfm//4ehT79szevQbxj2fCdFoSwfVxLOs9arHfzYGGsQHBLcCh4elrG7Aq0CheU2t7h+o3YrWFw/e4gVBJdX1c52hDQ2XZEa2z5digWf/swaHzxp8Yf4dvG0apftI46NgmDSqKxzgJjivQIYTvEjwIBTJr/8cdlyNVxX/Cdppvi5JVl6VhmGA6b40Wwuc97Mgbm4XOlzDswmDsxmS/BqNpccc2Eq89xs4sBU/Gg2cwDYWbdlLWm1RZDJ8iGTF7IDWXlhmeel+RpN045jFAr55YJml0qD5ZIg2sPDcl4iEVknn5V8/hiGgcFghFJZZE2FhSpkZRYiK8uS0tPzkZSUiaysxl/UvzZcvf3QqjN7SMGFSnqBS1zc9xsGPfm89T95vkCIzgNG4+L+33Hs+F5WENyn1yA4OUmg1WpYQyGMOjUYEbsH934Vu7WVl5l0EwVZ6fD0D670fAaNByY2lHn/Jg5u/hxjnnvTmufs6oEpr67GlhULHGp1DFJ7dh0ES6VSPPXUU4iMjISnp2eFLYkZhsGCBVX3PJDq/XO6FfS6yicGVJi/Xu2E9uYZBDoanU5b3BtbYF0KyXosL4Cs0HJcKCuAXF4ArbbI1lWull5vRG6uHLm5cltXxSY69BnGOi5SKXDz3OEqyxepFLh1/hg69R9pzes65HFc3P87Tp05jCWL3rVOsHNyEqNf38E4emwPRo2cbC2vNeqBMh3wInVhjStDlHXjzEH0nzK/Qr7ZbKYgmNjc+T2/ILxzT3ToW/pvK7xjDB6b/i8c3Vr1zoTEcdltENy/f3/s2rUL7u7uVZahIPgRFfd+EvtiNpuhViuhUMqhVMqhVMmhVJQ+VyjlUCkV1p5aS3BbSDPOHUz7vkNZx7cvHIfJWP2SV1eO7mYFwSFtu8A7KBx5GcmIv3QOvXoOsJ57cup85ORkoVPH7tY8dblfdpm8uo1rvn72UKVBcNz+bVDL7WNHMdKy7fpqJQJat2evpvLEs0i+Hof7CedtWDNiC3YbBK9da1kIftKkSThx4gTk8pbZG0SaF5PJhKIiNTQaNTRFahQVP6o1KutzjcayRBIr0FXKrc/VaiXMZrOt3wqxIWc3T4R26M7Ku1FNL3CJpMtnoSzMg9SjdKe2bkMex+Gf1+PI0b9YQXBUVCd8tW4r63oZ2OtFy2rYJKO8h/euI+PedQRFdgRg+YXu6H+/wqkdm+p0H0Iai1atxPbPlmH+x5vBK96em8vlYvKSj/Ht4iegkuXbuIakKdltENyxY0e8++672L17t62rQuyU2WwGw5iLHxkwDAOTyWRdUN5oKH40GmE06mE0Fi8ybzLCYDDAZDLAaDTCYDRYF5/XG3TQaYug0+ug02mh0+ug12nZz/Va6HQ6y6PWclwS2Nr7EAPSPLTvMwRcbulESV2RGkmXz9Z4ndlsQuLxPYidNMea13ngGEsQfGwPnnryWYSHt6n8YoZBgdCFlZX+oHYrQ5S17dPX8Nj0FyAUS/DPX/9DyvX4Ot+DkMaUficRh39ez9ptUerhjcmvfIyf3/0XGOqEaDHsNgjOycmBVksrFzSm15cvQFZm6bqdTPmBv+V2tip7WH7XK9a15c6ZGTMYM1P8aIaZYYofKztmwIApE+AyrEC3JL+57GFPSH2UHwpxJ+4kjAZ9ra5NOP4XKwh29w1EUFRnZNy5ii+//gBrP/up0us08jyoha6svBu1XBmirMLsDPz55YqaCxJiQ+d2/YRWnXsiqsdAa15E1z6InTjHuhsjcXx2GwRv2rQJTz31FL766isKeBrJgwd3kJHx6GuZEkIajlAsQavOvVh5N88dqfX12cl3kJv+AD7Brax5nWJHIOPOVVxJOI8jR//C0CHjK1yXcPk00HuM9ZhrNuHqbVrWjDgmhmHw57oV+Ne6bXDz9rPmD5m5EPcTL+Dhves2rB1pKna7MOnp06fB5XJx9uxZzJkzB4899hgGDBhQIRFCiCMJ79TTOlYRAIwGA+5eqtuC/tfPHGAdd4gdYV1d5+uNHyGpzAYYOp0WBw/tRE4hex1kZ3UBjDVMxCOkOdMoZdjx+Rswm0qXR+PxBZjyyscQOomruZI4CrvtCT58uHQSSK9evSr0BnM4HDAMAz7fbt8CIYTUWWS3vqzjtFuX67RMGQBcP30Qjz35L+uxu08AgqI6I/12ImSyArywcAoCA0Kh0+uQk/MQZrMZqz7aANZKqXVcGYKQ5ijlRjxObf8eg5583prnHRSO0QuWYdfX79quYqRJ2G0EOW/ePFtXgRBCmlxEdD/WcdLlc3W+R07qPeSkJcE3JMKa16n/SKTfTgQAGAwGpKQmsa4RBrVB2Wmd8vT7dX5dQpqj4799h9bd+iKkbRdrXvfhk3H30hncOHvIhjUjjc1ug+Cffqp88gYhhDgqd99AeAeFs/LuXal6VYiOvt54tkdXAMCN3DwcSUpBUoEMgKU32PepF6xlO/QbgQM/fFbpHAuRxAVFbr6svLtX4+r5LghpXswmI3Z88QZeWLcNIrGzNf/xl1Yi485VyPOyqrmaNGd2OyaYEEJamohyQyHU8gJk3a+4bTGHAyzp1wPnn5+FF3tH48Xe0fh63HBce3k+3hsSCwC4fuYg6xo3bz8Et+1a6evGdO9juWkxntmEc/H/POrbIaTZKMxKx9/ffsjKE7u4YvKSj8DhUqjkqOymJ7hkktupU6dYxzUpKU8IIc1dhaEQV/6ptOf2h0mjMbNrxwr5PC4Xbw7qC0+JGP+35zByUu/BNzTSer5T/5FIu3WlwnVdovuwjr1VuXiQl1fPd0FI85R4/G+06d4fXQaVrpIS3qkH+k+ej1Pbv7dhzUhjsZsg+Pjx42AYBmKxGAaDwXpcFZoYRwhxJFwuD6279GblJVUyFGJqx7aVBsBlPd+zG1R6Aw6cPgjfGaVBcIfY4di/6dMK360BUV3YN8ik8cCkZfr721UIadeVta3y4Bkv4n7ieWTcuWrDmpHGYDcR5Pz588EwDAwGy5I8NDGOENKSBEZ2hNiFvVlF0hX2kAQXoQBrRj1Wq/st6dsDR/aeYeW5evoipH00Um9csuZxuTxwA1uj7B5ZuffoP3vSMuk0Kuz44k3M/2gzuDzLNuI8Hh9TX1mNjUueqPNKLcS+2U0QvGXLFtYxTYwjhLQkkeWGQmQn34WyIIeV9/bgWAS5Sll5c7bvwS9Xb2Jyhyj8NGUshHzLf9xcLgdf9umADSl34RtWulVy5wGjWEGwb1gbmPlC1j2vXbnQIO+JkOYo7dYVnPj93xhcZmKpZ0AIxjz7Jnauf9uGNSMNjUZ7E0KIHYiIZk+KKz8Uwt/FGQt7R7PyDtx9gF+u3gQA/HHjDt4+wp4j0cbbE/6Z7Il1XQaNZW0E0DmaPQTDQ6dA3L279XsThDiIk7//G6k3L7PyoodOQKcBo2xUI9IY7KYnuL67v9HEOEJIc+fkLEVQVGdW3r0r7PWBZ0d3hKD4z7MAoDMasWQvezvlL8/FY1KHKPQJCbTmzRUXYZPZbJ3h7uQsRZdBYxF3YDsAoOuA0ax7+CqycL9Q9sjviZDmzGw2YccXy/HCut/h5Fz615dx/1qBtFsJkOdm2rB2pKHYTRBc00S48mhiHCHEUYR37gker/S7zKDXIfV66ZAFDgeY1509ee2XxJu4V7wmcAkzw+C5nfsR/+Ica8Dsx2ghSr8FfWgHa7leY55C3IHt8AmJgLR1B9Y9mPtXUYevYkIcliwnA39/9yGmvrLamid2ccWUJR9j84r5YMzmaq4mzYHdRJA0EY4Q0lKVHw+ceuMSDHqt9fix8FBEeLqzymyKT6z0XrfyCvCfuES8WGboxOP6DGxHabDrF94GYR1j0KHfMNa1zoYipFymv64RUuLqib1oEx2LroPHW/PCOnZH/0nzcGrHJhvWjDQEuwmCaSIcIaSlioyOZR3fu8weDzw/hj1U4np2Hs6nV/3n2I9PnsOc6E5wFgos91dlQqDIg8HV21pm+htrIXF1Z13XpeAeVt++V5+3QIjD2vPdRwhpHw1P/2Br3uAZL+Le5bPIvH/ThjUjj4omxhFCiA15+oew1iQFgKQyQbBUJMTE9m1Y5zddqrwXuES2SoP150q3PeYAGKh8wCpTPgAGwyDi4XWcSkmvfeUJaQF0RWr8sXY5zCaTNY/HF2DyKx+BLxTZsGbkUdl9EBwYGIjNmzcjOzsbRqMRMpkMR48exZw5c2xdNUIIeWTld4lTFuYhO6V0dYYREeEQlZn7oDea8L+EGzXe9/MzF5GvKbIed8+7DYksq8ryrZUPcfZaAgwmGudISHlpt67g9B8/sPJ8QyIwfPZi21SINAi7DoK9vLzwzz//YNasWfD29gaHw4FUKsXAgQOxadMmHDhwAGKxuOYbEUKInYroVn5pNPaqEOPaRbCOjz1IRWGRFjVR6PT49NR56zGfMWNuxhnoFYUVyvLMJsRmJeKvWzQUgpCqHP91Ix7eY/8C2mf8TLTu2qeKK4i9s+sg+I033kBQUBA4HA5u3LiBH3/8EVu3bkVycjI4HA6GDh2Kb7/91tbVJISQeuHy+GjVpRcr797l0l3eeFwORrVpzTq/505Sre+/8cIVpMkV1mM3gxpj7x6CTqOy5kXK0zD3zh74KbOw/+6Dym5DCAFgMhqxY+2bMOjYv4ROWvRBhd0eSfNg10Hw6NGjwTAMNm7ciM6dO+OZZ57BrFmzEBkZiRdffBEMw2DmzJno3LlzzTcjhBA7E9y2C5wkLqy8+2W2Su4bEgQvCfuvXXtu1z4I1hqN+OA4e5JdD54WEy//jiFJJzD/9l944sEx+GplOJGcBoVOX493QUjLkZf+AIe2rGXluXr5YdwLK2xUI/Io7DoIDg8PBwAsX768wrnvvvsOX375JTgcDmbOnNnENSOEkEcXWW4oROb9m1DLC6zH49qyh0IkZOYgTa6s02v8dPk6TiansfK6OfPRW5kCv6LCMuWu1em+hLRUF/b+yvqLDQB06j8KXQaNtVGNSH3ZdRAsFouRn58PhUJR6flNmyxr9PXu3bvS84QQYs/KT4pLulxuPHC5IPjvOvQClzAzDOb9sbfaccS7bt7Fr1dvVXmeEFKKYRjsXP8ONEo5K3/s88vh5u1vo1qR+rDrIBgAjEZjlefu3rXMoA4ICGiq6hBCSIOQSN0RGNmRlVd2q+RQN1dEeXuyztcnCAaANLkSL+w+WOm5FJkCz+06UK/7EtJSKQty8deG91l5Ts5STFq8ChwOx0a1InVl90FwdUoCZBcXlxpKEkKIfWndrQ+43NKvYL22CKk3SrdK7h/GXjs4X1OES5lVL3FWkz9u3MGoLb/jn7SHMJst+yJnKdWY/tvuWq02QQhhu3H2EK4c+4uV16pzL/SdMNtGNSJ1ZTc7xlVFKBSiY8eOuHXrFkxlFqoui37rIoQ0N+W3Sn5w9QJMRoP1uH9YMOv8mZR0MMyjvebR+6k4en8rPMVOCHV3RXKhHDKt7tFuSkgLtvffHyO8YwzcfQOteUOffhlJl8+y1vsm9snue4I9PDyQkJAAlUqF+Ph4/PDDD1i0aBEGDRoEd3d3W1ePEELqpeJ4YPYqDgPKBcENuZNbQZEWVzJzKAAm5BHpNCr8se4tmM2lm8zwBUJMfuVj8AVCG9aM1IZd9wSnpaUhJCQEgKVHuFu3bujatWuFclKpFEuWLEF8fDwuXboElUpVoQwhhNgLv7A2cPX0ZeXdKxME+zpL0NbHi3WetjMmxD6lXI/H2Z1b0H/yPGuef3gUhsx8GQd//NyGNSM1sesgODw8HJ6enujevTtiYmKsj61atWKVk0gkWLNmDQDLrM2kpCTExcUhPj4e8fHxOHnypC2qTwghlYrsHss6LszOQP7DFOtx+aEQSp0eCVk5TVI3QkjdHf3f14iM7gf/Vm2teX0nzMKd+JNIvnrRhjUj1bHrIBgACgoKcPjwYRw+fNia5+bmhu7du1tTTEwMIiMjweFwwOFw0KZNG0RGRmL69OlgGAYCgcCG74AQQtjKD4W4d4m95mj5IPhsagZM5kccEEwIaTQmowE71i7H85//Yh0GweVyMWnRKmxcNBVadd3W9yZNw+6D4MrI5XIcO3YMx44ds+a5uLggOjqa1Wvctm1bmjRHCLErApEYYR26s/LKL7xffjzwaRoKQYjdy0m5i8M/fYlRzyy15rn7BGDMc2/ij7UVN/0ittcsg+DKqFQqnDp1CqdOnbLmicVidOvWzXaVIoSQcsI79WBNmDEZDXiQeMF67O4kQmc/H9Y1NB6YkObhn7/+i6ieg9C6Sy9rXtfHxuH2xRO4fprW47Y3dr86xKMoKirCuXPnai5ICCFNJLI7eyhE2u1E6IrU1uN+oUHgckv/gqU1GBGXUf/1gQkhTYdhGPz55VsoUrF3uh33rxWQlpsMS2zPoYNgQgixN5HR7Elx5ccDlx8KcT49E/oq1kgnhNgfRV429nz3EStPInXDpEUf0BBNO0NBMCGENBF33yB4B4Wz8sqPBy4/KY7GAxPS/Fw9uRdXT+1j5UV064teY5+yUY1IZSgIJoSQJlJ+KIRKVoCs+7esx85CAboH+rHKnEpJa5K6EUIa1t8bV0Gel83KGz57MXxCWtuoRqQ8CoIJIaSJlB8KkXTlLJgyeyH3Dg6AgMezHhtMJvyTltlk9SOENBytWomd61ew8gQiJ0xe8jF4fIdZl6BZoyCYEEKaAF8gRES3vqy8exW2Sg5hHV96mA2NwdDodSOENI77Cedxbvd/WXmBEe3x2PQXbVQjUhYFwYQQ0gTCO/eC0ElsPTabTDVukkHjgQlp/g7//CVyUu+x8vpPnofQ9tE2qhEpQUEwIYQ0gXa9HmMdp91OgEZRaD0W8njoHRzAKkPrAxPS/Bn1Ouz4YjmMZf6qw+XxMGnxhxCJnW1YM0JBMCGENIGongNZx3cunmAd9wjyh5OgdJyg2czgbGpGk9SNENK4sh7cwrFfvmHlefoHY9SC121UIwJQEEwIIY3Ov1U7uHn7s/JulwuCy68PfDU7FzKtrtHrRghpGmf+/BEp1y+x8roPm4R2fYbYqEaEgmBCCGlk5YdCFGSmITftPiuv/HhgGgpBiGNhzGb8se4taDUqVv7jL74DF3cvG9WqZaMgmBBCGlm7PoNZx7cvHmcd87gc9AsNYuXRpDhCHI8sJwP7/rOalefs5okJL79noxq1bBQEE0JII/LwD0ZA6/asvFsXjrOOu/r7QioSsvIoCCbEMV05uhs3zh1m5UX1GIgeo56wUY1aLgqCCSGkEXXoO5x1rJIVIOV6PCuv/Hjg27n5yFFrGr1uhBDb+Oub96EszGPljZz3GrwCw2xUo5aJguAWJiAgoNLnpGEFBQWBYRgwDIOgoKCaLyD10hzauUO/YazjW/8cAWM2s/LKB8H2Nh64ObSzI6B2bhr20M4apQy7vnqHlSd0EmPyko/A5TnObnL2HnNQEEwIIY3EzScAwVGdWXnXzx5iHXM4QCxtkkFIi3M3/jQu7P2NlRcc1RkDn3jWRjVqeSgIJoSQRtKh71DWsUYhQ/K1OHYZH294ScSsPHvrCSaENI6DP36BvIxkVt7Aac8iqNwvz6RxUBDcCKZOnYpjx46hoKAAKpUKV65cwdKlS8Hn1/1PHBKJBG+88QYuXrwIuVwOvV6PzMxM/PXXXxg/fnwj1J4Q0lA6DRjNOr514RjMJiMrr/zSaMmFcqTJlY1eN0KI7Rl0Rfhj7XKYynwv8Hh8TF78IQQicTVXkoZAQXADW7t2LbZt24bY2FhcuHAB+/fvR2hoKD799FMcPXoUTk5Otb6Xp6cnLly4gI8//hht27bFuXPn8McffyAjIwPjxo3D7t27sW7dusZ7Mw3g2rVruHbtWpNcX5uy1ZWp6lxl+bXNayrUzk2jLq/tFRhWYSjEy09PrnB9+fHAJUMhqJ3p89zYHLWdK8u353bOuHsNJ377jpXnHRSOkfNfrdX1dX29+p6vzefXlu1cHxQEN6AJEyZg8eLFUCqV6N27N0aNGoWpU6eiTZs2SExMxIABA/DBBx/U+n7vvPMOOnbsiLi4OISFhWHUqFGYPn06evTogTFjxsBgMGDRokXo3bt3I74rQkh9dBk0lnWskuXDV1KxHG2SQQg5te17pN1OZOX1HDUNbWIG2KhGLQMFwQ1o+fLlAIDVq1fj8uXL1vz8/Hy8+OKLAICFCxfC1dW1VvcbMsSyleInn3yCwsJC1rl9+/bh2LFjAIC+ffs+ct0JIQ2r86AxrONrp/aDy+Gw8iI83RHo6sLKo0lxhLQ8ZrMJf6xdDr22iJU/4eX3oDMxNqqV46MguIEEBgaiV69eAICtW7dWOH/mzBmkpqbCyckJY8aMqXC+Mlqttlbl8vLyai5ECGkywVFd4BUQyspLOP53hXLle4GzlGrczS+sUI4Q4vgKMlOxf9OnrDyphzcu5VqWcyMNz3EWo7Ox6OhoAJZe3+Tk5ErLxMXFITQ0FNHR0fj1119rvOe+ffvQs2dPLFu2DEeOHGH1Bo8ePRqDBw9GZmYmdu/eXet68ng86/P27dtXU9IiMzOz1veuTMlkwPquxViX62tTtroyVZ2rLL+mvKZeG5Ha2b7aecikmZA6lX69Fmalg1Mkq3D9yO7dAKmbtVz8wzzrOWpn+jw3Nkdt58rym0s7Z13/B7m34tC6Wx9rntIEZOs4tf451fR69T1fm890+WNfX19r2bLxh73gAKBfLxrAwoUL8dVXX+Hy5cvo3r17pWXWrVuHRYsWYdu2bZg2bVqN95RIJNixYwdGjRoFpVKJM2fOQCaTITIyEj169MDp06fxzDPP4M6dO7Wu55gxY7Bnz55alyeEEEIIeVRjx47F3r17bV0NFuoJbiBSqRQAoFarqyyjUqkAoNZjgjUaDcaPH4+PPvoIr776KkaNGmU9l5eXh8OHDyMjI6NO9czJyalTeUIIIYSQR2WP8QcFwXbM398fu3btQpcuXbBixQr88ssvyMnJQYcOHbBq1Sq8++67mDhxIgYMGGANsGuSmJiInj17wtfXF3l5eTCX2761vEcdDkEIIYSQlonH41mHRCQmJtZQ2jYYSo+eFi5cyDAMw1y6dKnKMuvWrWMYhmF+//33Wt3zwIEDDMMwzGuvvVbhHJ/PZxISEhiGYZh3333X5u+fEiVKlChRokSpOSVaHaKBlEyGCwkJqbJMybmqJs6VFRgYiBEjRgAAfvnllwrnjUYjtm/fDgAYNmxYHWtLCCGEENKyURDcQErWBfb29kZ4eHilZXr06AEAuHTpUo33Cw0tXV5JoVBUWkYulwOw7CxHCCGEEEJqj4LgBpKRkYELFy4AAGbMmFHhfGxsLEJDQ6HVams1O7LshLeqdoTr08eyhMqDBw/qU2VCCCGEkBbN5mMyHCVNmDCBYRiGUSgUTHR0tDXf09PTOn53zZo1rGsmTpzI3Lx5kzl8+HCF+50/f55hGIa5fv06ExYWxjo3c+ZMxmQyMQzDMDNnzrT5e6dEiRIlSpQoUWpmyeYVcKhUMvlNp9Mxe/fuZbZt28YUFBQwDMMwp06dYpycnFjl58yZwzAMwzx48KDCvTp27Mjk5OQwDMMwGo2GOXr0KPP7778zV69eZUr89NNPNn/PlChRokSJEiVKzTDZvAIOl5544gnm+PHjjEwmY9RqNZOYmMi8/vrrjEAgqFC2uiAYAOPr68t8/PHHzJUrVxilUsno9XomOzub2bdvH/PEE0/Y/L1SokSJEiVKlCg1x0Q7xhFCCCGEkBaHJsYRQgghhJAWh4Jg8sh4PB4SEhLAMAyefPJJW1fH4UyaNAmnTp1Cbm4utFotkpKS8Pnnn8Pd3d3WVXMoU6ZMwR9//IGUlBSo1Wpcu3YNr7zyCvh82lizIUVERGDjxo2Ij4+HXq+n1W0aQEREBPbs2QOlUonc3Fx88803kEgktq6WQ6HPbdNo6u9h+nYnj2zRokXw8fGxdTUclqenJ44fP441a9ZALpejc+fOWLlyJbp27UobpTSg1157DcnJyXj99deRnZ2Nfv36YdWqVejSpQvmzp1r6+o5jI4dO2LcuHG4cOECOBwOPDw8bF2lZs3V1RVHjx7Fw4cP8cQTT8DT0xNffPEF/Pz8MHXqVFtXz2HQ57Zp2OJ72OYDkyk13xQUFMTI5XJm1qxZDMMwzJNPPmnzOrWEtGDBAoZhGCYkJMTmdXGU5O3tXSHvrbfeYhiGYXx9fW1eP0dJHA7H+nzjxo1VTgqmVLu0dOlSRqPRMD4+Pta8SZMmMQzDMN27d7d5/Rwl0ee2aVJTfw/TcAjySNatW4fdu3fj5MmTtq5Ki1JQUAAAEAgENq6J48jLy6uQFx8fD8CyjTlpGAzD2LoKDmXMmDE4evQocnNzrXm7d++GUqnEuHHjbFgzx0Kf26bR1N/DFATbqaioKCxcuBCbN29GYmIiDAYDGIbBW2+9Vavrp06dimPHjqGgoAAqlQpXrlzB0qVLG3RczciRIzFixAgsXbq0we5pC82hrQGAy+VCJBIhJiYGK1euxJ49e3D//v0GfY3G1FzauayBAwdCp9MhKSmp0V6joTXHdnY0Tfkz6NChA27evMnKM5lMuHPnDtq3b98g78de0We9adi6nRv7e9jm3d+UKqa1a9cylXnrrbdqfa1er2f279/PbN++3bphx8mTJyts2FGfJBKJmLt37zKvvPIKA4AJCwtrtsMh7L2tS1JhYaG1bvv372ckEonN284R27kktW/fnlGr1cz69ett3naO2s6O+mflpvwZ6PX6Su976NAh5sCBAzZvC0dp57LJUT+39tbOQJN8D9u+gSlVTM888wzz6aefMk899RTTtm1bZsuWLbX60FW1dbOXl1eVWzeXbNhRkylTplivee+995jr168zfD6fAZp3EGzvbV2SunbtyvTt25d57rnnmNTUVObIkSMMl8u1efs5WjuX3Pv27dtMQkJCs/tlozm1s6MGE035M2jJQXBTtnPZ5KifW3tr5yb6HrZ9A1OqOW3evLlWH7rz588zDMMwy5cvr3AuNjaWYRiGKSoqYlxdXa35rq6uTNu2bWtMLi4uDAAmNDSUKSoqYiZPnsy4ubkxbm5uTOfOnRmGYZh58+ax7t0ckz21dVWpV69e1QYXzSHZazu7uLgwFy5cYB48eMAEBATYvJ0ctZ2BlhNMNObPIDs7u9JAIi4ujvnll19s/t4dpZ3LppbyubVlOzfh97DtG5RSzak2H7rAwEBrz0t4eHilZVJSUhiGYZjp06fXuy6DBg1iqqNUKm3eXo7S1lUlPp/PmEwmZtmyZTZvL0dqZ6FQyBw5coTJyclhoqKibN5GjtrOJamlBBON+TM4fvw48/fff7PKcblcRqFQMO+8847N37ujtHPZ1FI+t7Zq56b8HqaJcQ4kOjoaAJCfn4/k5ORKy8TFxbHK1seVK1fw2GOPsdL06dMBAO+//z5Gjx5d73s3F03V1lWJjY0Fl8ttVhPj6qMp25nL5eLXX39Fz549MWbMGNy5c+eR7tec2PrzTOr/M9i7dy8GDx4Mb29va9748eMhlUqxZ8+exqtwM0Wf9aZR33Zu6u9hmgLpQFq1agUASE1NrbJMWloaq2x9yOVynDhxgpUXFhYGALhx4wZOnz5d73s3F03V1gCwf/9+HDlyBNevX4dOp0N0dDSWLl2KhIQE7Ny585Hube+asp2/+eYbTJo0CStWrACPx0Pv3r2t527cuAGlUvlI97dnTdnOYrEYY8aMAQC0bt0aEokEU6ZMAQBcvHix2jo4svr+DL777ju8/PLL2LVrFz744AN4eHjgiy++wM6dO61LS5FS9W1n+tzWTX3buam/hykIdiBSqRQAoFarqyyjUqkAWHYZIvXXlG194cIFPP3009YviuTkZGzYsAFffPEFDAbDI93b3jVlO48aNQoAsGrVKqxatYp17rHHHqvwi58jacp29vX1xfbt21l5Jcdz587Fli1bHun+zVV9fwZyuRxDhgzB+vXrsX37dmi1Wmzbtg2vvfZa41a4mapvO9Pntm7q285N/T1MQTBpECkpKeBwOLauhkN655138M4779i6Gg7vUXs4Se3Qd0XDu3v3bosYhmZL9LltGk39PUxjgh1IyZ8JnJ2dqyzj4uICAFAoFE1SJ0dFbd00qJ2bBrWz7dHPoGlQOzeN5tLOFAQ7kJLB5yEhIVWWKTlX1UB1UjvU1k2D2rlpUDvbHv0Mmga1c9NoLu1MQbADuXz5MgDA29sb4eHhlZbp0aMHAODSpUtNVS2HRG3dNKidmwa1s+3Rz6BpUDs3jebSzhQEO5CMjAxcuHABADBjxowK52NjYxEaGgqtVou9e/c2dfUcCrV106B2bhrUzrZHP4OmQe3cNJpLO1MQ7GA++ugjAMAbb7zBWnvP09MTGzZsAAB8/fXXNNapAVBbNw1q56ZB7Wx79DNoGtTOTaO5tLPNdx+hVDFFR0cz586ds6acnByGYRgmNTWVle/v71/h2nXr1jEMwzA6nY7Zu3cvs23bNqagoIBhGIY5deoU4+TkZPP3Z0+J2pra2ZEStbPtE/0MqJ0dKTl4O9u+gSlVTDVtTVwiLCys0uufeOIJ5vjx44xMJmPUajWTmJjIvP7664xAILD5e7O3RG1N7exIidrZ9ol+BtTOjpQcuZ05xU8IIYQQQghpMWhMMCGEEEIIaXEoCCaEEEIIIS0OBcGEEEIIIaTFoSCYEEIIIYS0OBQEE0IIIYSQFoeCYEIIIYQQ0uJQEEwIIYQQQlocCoIJIYQQQkiLQ0EwIYQQQghpcSgIJoQQQgghLQ4FwYQQQgghpMWhIJgQQgghhLQ4FAQTQgghhJAWh4JgQgghhBDS4lAQTAghhBBCWhwKggkhhBBCSItDQTAhhBBCCGlxKAgmhJBaOnbsGBiGwcqVKxv0vg8ePADDMKw0YcKEKsuvWrUKDMPgwIEDDVoPUmrt2rUVfiabN2+2dbUIIQ2IgmBCCLETcrkcWVlZyMrKglarrbJc9+7dAQCXLl1qtLpcvnwZDMNg6NChtb5m5cqVrKDxySefrPGav//+m3VNWFjYo1S7wSgUCuvPoqioyNbVIYQ0AgqCCSHETixatAgBAQEICAiotpc3OjoaQOMFwaGhoejWrRsKCwtx/Pjxet9n3rx51Z4PCAjAyJEj633/xrRy5Urrz+K3336zdXUIIY2AgmBCCGlGAgMD4e/vD6DxguCSoRh79+6FyWSq8/W5ublQqVQYNmwYgoKCqiw3e/Zs8Pl8PHjwoN51JYSQ+qIgmBBCmpGSoRAymQxJSUmN8holQfCuXbvqdb1arcb27dvB4/Ewd+7cKsuV9BT/+OOP9XodQgh5FBQEE0JIA5k9ezb0ej0YhsGqVasa5TVKguArV64AAIYPH44dO3YgIyMDKpUKCQkJePHFF8HhcOp1f3d3dwwcOBA6nQ779u2rdz1LJpFVFQTHxsaibdu2SEpKwsmTJ6u8T9nJiAKBAMuWLUNCQgJUKhUKCgpw8OBBjBo1qsb6BAcH45NPPsHly5chk8mg0Whw79497Ny5E7NmzYJIJKrX+ySENF98W1eAEEIcwbJly7B69WqYTCa89NJL2LBhQ6O8TkkQfPXqVfz88894+umnYTQaoVQq4ezsjC5duuCbb76Bh4cHPvzwwzrff+zYsRAIBNi3bx9UKlW963ny5Encu3cPkZGRGDBgAE6dOsU6X7YXmGGYGu8nFApx+PBhDBw4EAaDASqVCh4eHhg+fDiGDx+Od999F++9916l1z799NP497//DbFYDADQ6XRQKpUIDQ1FREQEJkyYgMTERCQkJNT7/RJCmh/qCSaEkEe0bt06rF69GlqtFk8++WSjBcBAaRD81FNPYciQIZgxYwakUik8PT0RHBxs7VVdtmxZve7/qEMhyioZ5jB//nxWvkQiwbRp02AymWo9FOLFF19Er1698Pzzz1vfb0hICLZt2wYAePfddzF+/PgK140ZMwZbtmyBWCzG6dOn0b9/f4jFYvj4+MDZ2Rn9+/fHv//9b+j1+kd6r4SQ5omhRIkSJUo1p2PHjjEMwzArV65kADACgYD59ddfGYZhmMLCQmbQoEH1uu+DBw8YhmGYOXPmVFvO29ubKZGbm8uEhIRUKNOjRw9rmaCgoDrVQygUMgqFgjGZTExAQECd38fKlSsZhmGYBw8eMACY4OBgxmg0MkqlknF2draWmzt3LsMwDHPgwAEGADNo0CBrncPCwiptc4ZhmHnz5lV4TQ6Hwxw/fpxhGIa5evUq6xyPx2OSkpIYhmGYkydPMgKBoF4/n82bNzMMwzCbN2+2+WeQEiVKDZeoJ5gQQupBKpVi//79ePLJJ/Hw4UMMHDgQJ06caNTXLFkaDQCeffZZpKWlVSiTn59vfV7XlR2GDBkCqVSKuLg4ZGZm1r+ixdLT03H48GG4uLhg2rRp1vySoRA//PBDre+Vmppa6WYVZcdfd+rUCZ06dbKeGzx4MFq3bg0AWLJkCQwGQ73eByHEMVEQTAghdRQQEIATJ05gyJAhuH37Nvr164erV682+uuWDIV4+PBhlcMV2rRpAwBQqVTIysqq0/0nTpwIoGGGQpQoCVxLhkRERERg4MCBKCgowM6dO2t9n+rWKz516pQ1wO3Ro4c1v1+/fgCAzMxMxMfH17HmhBBHRxPjCCGkjp5//nkAQFFREYYNG4b09PQmed2SIPivv/6qcjJZt27dAACJiYl1vn/JmNq6BKc1+fPPP1FQUID+/fsjMjLSulrEL7/8Ap1OV+v7ZGRkVHlOp9MhPz8f/v7+8PX1teaXrKeckpJSv8oTQhwadG5XdgAABMNJREFU9QQTQkgd/fXXX5DJZBCLxdi8ebN11YHGVhIEX7x4scYyly9frtO9e/XqhcDAQNy7dw83btyofyXL0ev1+OWXXwAACxYswOzZswGg0qENDa02q04QQlouCoIJIaSO4uPjMWzYMBQUFGDYsGHYs2cPJBJJo76mq6urdXxrdTvFlQTBdd1NriFXhSivJOBdvHgxQkJCcPXq1ToPT6hu5zmhUAgvLy8AQE5OjjW/ZDhIWFhYXatMCGkBKAgmhJB6iI+Px9ChQ5Gfn4/Bgwdj3759cHZ2brTXi46OBpfLhU6nw7Vr1yotI5VKERERAaDuPcGNMR64RHx8PBITE60bUtRlQlyJQYMGVXluwIABEAgEAIC4uDhr/tmzZwFYxnDHxMTU+TUJIY6NgmBCCKmnK1euYMiQIcjNzcXAgQOxf/9+uLi4NMprlfTwXr9+vcpVDrp16wYulwu9Xl9loFyZyMhIdOjQAbm5uThz5kyD1Le8ZcuW4bPPPsNnn32G//73v3W+PiwsDHPmzKmQz+FwsHz5cgCWtin7vo8dO2bdWnrt2rXWQJkQQgAKggkh5JEkJiZiyJAhyMnJQf/+/XHgwAFIpdIGf53aDHOoTaBcmZKhEH///TfMZvMj1LJq+/fvx9KlS7F06VLk5eXV+XqZTIaNGzdiwYIF1h7l4OBg/PLLLxgyZAgAYMWKFaxrzGYzFi5cCLPZjAEDBuDIkSOIjY21biktEAgwaNAg/Pzzz2jfvv0jvkNCSHNDQTAhhDyia9eu4bHHHkNWVhb69euHQ4cOwc3NrUFfoy5BsD2NB24oGzZsQFxcHP7zn/9AoVAgPz8faWlpePLJJwEAH3zwQaWrWuzfvx9z586FVqvFgAEDcPr0aWg0GuTm5kKtVuP48eN4+umnIRQKm/gdEUJsjYJgQghpADdv3sRjjz2Ghw8fonfv3jh8+DDc3d0b5N5isRht27YFUH2AW7KZRl3GA3t7e6Nfv37QaDQ4ePDgo1W0Een1egwdOhRvvvkmbt++DZFIBJlMhsOHD2PMmDF45513qrz2559/Rrt27bB27Vpcv34dRqMRYrEYKSkp+PPPP/H000/j5s2bTfhuCCH2wubb1lGiRIlSS0613Ta5MdK8efMYhmGYXbt22bwdKkvlt6q2RaJtkylRcsxEPcGEENKClQyFaMgNMgghpDmgIJgQQuzEjz/+CIZhwDCMNThtbGfOnMG7775r1+OBbWHt2rXWn0XJLneEEMdC2yYTQoiN5ebmwsnJiZWn1Wqb5LXXrFnTJK/T3CgUCutmGyXkcrmNakMIaQwUBBNCiI316tXL1lUg5axcuRIrV660dTUIIY2IA8vgYEIIIYQQQloMGhNMCCGEEEJaHAqCCSGEEEJIi0NBMCGEEEIIaXEoCCaEEEIIIS0OBcGEEEIIIaTFoSCYEEIIIYS0OBQEE0IIIYSQFoeCYEIIIYQQ0uJQEEwIIYQQQlocCoIJIYQQQkiLQ0EwIYQQQghpcSgIJoQQQgghLQ4FwYQQQgghpMWhIJgQQgghhLQ4FAQTQgghhJAWh4JgQgghhBDS4lAQTAghhBBCWhwKggkhhBBCSItDQTAhhBBCCGlxKAgmhBBCCCEtzv8D9UkMe5seRwUAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model_comparison_plot(\n", " module=\"hmf.density_field.transfer_models\",\n", " component=\"TransferComponent\",\n", " ignore=(\"FromFile\", \"FromArray\", \"EH\"),\n", " attr_name=\"transfer_model\",\n", " x=\"k\",\n", " y=\"power\",\n", " ylab=r\"$P_{\\rm lin}(k)$\",\n", " y_unit=r\"$h^{-3}{\\rm Mpc}^3$\",\n", " xlim=(1e-4, 1e2),\n", " yratio_lab=r\"$P^{\\rm lin}$\",\n", " height_ratio=1 / 1.2,\n", " ncol_legend=2,\n", " ylim=(1e-4, 1e5),\n", " comparison_limits=(0.8, 1.25),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First notice that the fiducial model is `CAMB` (this is only true if `camb` is installed, otherwise it is `EH_BAO`). Since `CAMB` has BAOs, all the models without BAOs show up in the ratio as having wiggles. Interestingly, `CAMB` has much higher power on small scales than the other models. `CAMB` is much slower to run than the other analytic models.\n", "\n", "The normalization difference on large scales is due to the difference in the integral of the power spectrum, which is normalized to be the same value via $\\sigma_8$. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mass Definitions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we plot the change in mass and concentration when moving from one mass definition to another. " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "from hmf.halos.mass_definitions import FOF, SOCritical, SOMean, SOVirial" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "single_column(height_ratio=1 / 1.5)\n", "\n", "\n", "fig, ax = plt.subplots(\n", " 2,\n", " 1,\n", " sharex=True,\n", " gridspec_kw={\"hspace\": 0, \"height_ratios\": [3, 2]},\n", " subplot_kw={\"xscale\": \"log\"},\n", ")\n", "\n", "for mdef in [SOMean(overdensity=300), SOCritical(overdensity=300), SOVirial(), FOF()]:\n", " m, r, c = base_model.mdef.change_definition(\n", " base_model.m, mdef=mdef, profile=base_model.halo_profile, cosmo=base_model.cosmo\n", " )\n", "\n", " ax[0].plot(base_model.m, m / base_model.m, label=mdef.colossus_name)\n", " ax[1].plot(base_model.m, c / base_model.cmz_relation)\n", "\n", "ax[0].grid(True)\n", "ax[1].grid(True)\n", "\n", "ax[0].legend(ncol=2, frameon=True)\n", "\n", "ax[0].set_ylabel(r\"$m_{\\rm new} / m_{\\rm old}$\")\n", "ax[1].set_ylabel(r\"$c_{\\rm new} / c_{\\rm old}$\")\n", "ax[1].set_xlabel(r\"m, [$h^{-1}M_{\\odot}$]\")\n", "\n", "plt.savefig(\"plots/mass_conversion.pdf\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that halos with a higher overdensity threshold move to lower masses and lower concentration. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Window Functions / Filters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The filter model, $W(x)$, is convolved with the power spectrum to produce the mass variance (which in turn is used to define the halo mass function). Optimally, the shape of the filter model is matched to the shape of primordial patches that become halos. However, typically a simplified model such as a top-hat is used." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model_comparison_plot(\n", " module=\"hmf.density_field.filters\",\n", " component=\"Filter\",\n", " attr_name=\"filter_model\",\n", " x=\"m\",\n", " y=\"sigma\",\n", " ylab=r\"$\\sigma(m)$\",\n", " yratio_lab=r\"$\\sigma$\",\n", " height_ratio=1 / 1.2,\n", " ncol_legend=1,\n", " ylim=(0, 10),\n", " ylog=False,\n", " xlim=(1e8, 1e16),\n", " comparison_limits=(0.7, 1.3),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that while any of these can be used to generate $\\sigma(m)$, the normalisation of the power spectrum, $\\sigma(R=8)$, is always calculated using the `TopHat`. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mass Function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are many fitting functions for the HMF included in `hmf`. Some are fitted against FOF-haloes, while others are fitted to SO halos of various definitions. Here we'll only plot a few, so that the plot is not too confusing." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/sgm/work/halos/halomod/src/halomod/halo_model.py:384: UserWarning: Requested mass definition 'FoF(l=0.2)' is not in native definitions for the 'Duffy08' CMRelation. No mass conversion will be performed, so results will be wrong. Using 'FoF(l=0.2)'.\n", " return self.halo_concentration_model(\n", "/home/sgm/work/halos/halomod/src/halomod/halo_model.py:384: UserWarning: Requested mass definition 'SOCritical(500.0)' is not in native definitions for the 'Duffy08' CMRelation. No mass conversion will be performed, so results will be wrong. Using 'SOCritical(500.0)'.\n", " return self.halo_concentration_model(\n" ] }, { "data": { "image/png": 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Ls9lNkcWFxerGbHZhtroxW9y+Mosbs8VVvO1bt1g92IpdMhTl+DmUWj0hv2ydU5UrioJKpUJROMlSQaVSTnN56vYMhiBCgqMIDo4kOCiCoKBIgkwRBJkiMJnC0Wj0pKZvZdOWHwNsSKwdd0qhK4QXl9vMXXf24/ob4lGrVajUKtRqDenZv4OwoxJejFodDRK0NI7XoaY+KtEEldCg8mpAqFG8GvCqwa0GjxpcClqnQO0WqN1etMKDGjca3GhwocaNVuXCIQwco5HfHkMtL63EeoyWTBSPB+UUvcCpLZuR2TECxQiKVqGOxk74B0dPcWcdR6tz4zIc/1wFSuUitguBR/i0a/FmxXgFeAUOpwebw4ZW8e3k0XgQKUVQ6Chz6NLbasDVTQOdGvjzNEU23J9vAJMWJUgLJi0E6VCCdWhr6dGF6qGWAbs+GFW4CnUEaFFjQku7CIFKCcflVXB6VTjdXixFR8nPNJCfrcFSBEOvHMSKlSvYtns7XuFlwBXXMnLE43g8bjZvWcvyFQtYvmLhKV1WJBLJuUOKXUmNIsigQa3RwGmOmA4yaAgyaIgPr3gke7l41GDRglMLBVrQavDqtL6eJp0atCrQqHy/8hpABYpKgMoLeAEPCHep5EGh8oOESmMyajAZNURHnrloFiigqEHRlJMqyi9VjipQJVcRXq+C3abBbtMSHmkNOOSBvVEkHy07mOtEmjVtyvA77wV8r8E9Ttix3YDN6kSr8YlLNW7Uwo3idqO4PAinB48TYrRNcBkb47aD267gcSh47aD3ONDiQlMqHd+2+JaKm+2iE17F9zhWFEHrhD2EJx+q4KTBFhpKdodmqEygmBTCI90EzXNDgbvii6b1oIQo/mvlLWeQVhlUCkKtIsPsRedw4vF48Xq8mFUaTLEhCEXBqygBS4+iwqsoeFGwoGHHPjMhFjPCC4oKtA4jQYkxPuVb7I4AoHgFiseL2utB7fGSqg1m+6EC1MKBQKDVCoY5vFTmLs/wKAjzb6jQoChaQiwRNMi3Q749QBifKJrDVQorhlxJ/bq+tzVqRaAqsoPVhTbCiE6vAa2HCKOLOjHHB8INuPpqDhbdQpFZg7vAgy3Vd/+p1Ro6dexBp449+N9jL7J5yxrmL5zJf8vmYysnWoVEIjk3SLErqVGYbW6Uq65FeDzgcoHLWZxcpZYucBavu0vluYuXnjMYaOb1gMMDJ4z8PhUBP6wqFWi1oNGCRgMaHUKrOS6WNcWCWa2AxufT6BPMgEoAHnyi2V2OaD59FMTxNs4CAcfFL+UJYvUpxPLxMoEat0uHza7DbtNis2mxW4uXNi0OhwaKz7R9mwMoXi8ep4LHAY68U/xpEALF40ZxubHmOlm+woDbAV5XsW8o+WiFA3AiioUqxWJVXSJeFRcanBxTNcDqjfY3HZ+QR5OU1eUdtcxF8sS50ai0qIIVVCaIiFYhkitzhd04mqgJLQ5h69WoUGoZEJFO0PruHaX4HhJaNR6tGrdGjUerZb0STx27G7XTDQ4PhRoX5ms6k6PW41CpcSoa7IoaO+ripQaHUOH0Khjz84j+dQFmhw2z3coKmxnNoJvRRMdVaPGhBf9waNE8PB4vHo8XjdHEgMlvV+Zk2fTpO1jTU/299pvadabRdcPQut3o3C50ruNLrduNzuVC53aRHhxB0aYuaIwaVFoFm7mQeG0uhgqma1d5BYW6VNKLNqBSjBiVcIr26TGtTPVVCNZBhBEl0ogSEwSxwSixQWiMWvYVqDBpFGrFaFBMVtRmJ658Aw67byyBSqWiY4fudOzQnTGPj2fZsgX8/ud37Nm7rVLXQiKRVB4pdiU1jlmz1mAxRuPUh5YazKMBjg9YK8nXOs2YzGn+MiGgKKwBikqNCoEa4XMZRPi2Ffz5CdZkYpzZaBWBFoFbrWdPaPPjr2hPYWOHwu0YhNO/naqN4rChzvEKbsCjwAna2eix0aHouD+gAHYENSFfG4EQxZJXKLhR8ArwCPAqIBSFWo5MopwpiOIBQGgU9gV3AJWCqrgDVqUGlUpBrQK1SkGlBrUK2gYfJEJzPBZrrjuEbZZGlMeJ590ndDOK4gF84Zn22xI55oxBoBS/xlaK1xWEWw8uA2gcRJgy6Ry8BwCrLZx1u4af4ooeZ95BI7HmTKLzrHhcGuwKKMF6zEYPuKyo3XZULjsatx2t24HB7UTvcmJwOciJrkVRZkP0Lt9Z6EO8tLevRO88xZ+Y4hPe0bQ2Yo8ArQuhdRHV0QOVnDXT0UlFeL3jky54c02omkX6/FANPv9TxaDBpdXg0mlxajQ4tTo2W4NRSrS8ENisXnZ3a8t+px6HR4Xdo+DwKDi8Klxe37UuzV2trsRWZPZvD3r0fgY+ct/x8zrJTbzrSCqPPPFaQN5jLXpTOzgMt9OJy+EoXjpxO5zH81wuNixcy6Y56/z7qbVaqP8tbqcTt8Ph28fpxON243G7ER4vHo8Hr9vDgfUbsRUevw+DF+0g6rfFeL0ehMeLEMIXuUGloKhUxZEcwOPxcHRroB9tw07tia1bh9jwCOJrhRIbEkxiSDCxei1RaoVwrxu98FJgjsBjaYtOV4heV0h2ajZ1S66j2QlmJ+JoQcCl8obqiYupQ2bXloRqFTTBbuKii4g32bGYdWRnhpCZEYLN6vvMDXojVw64lh59WvPrrBnM+nUmeTlyUguJ5Fwhxa6kxnH9dZO4efwzXDasa4V1t8xfzHdPBv5ovzD/T8JjK+6hmvThXNb8Psu/HdOgHk/PuqNSNq77czbh2Khl0lIrSEdR84bsj+tY4X7hrrwAsQuwN6gRR4x1TrLHcdoXbqOl45BPEXtAOGBBdOuyFUs6ij345w7IXpRLUI4HNCpUGgVLbAyH2zSv8JgAnTz70OrcaHRuUKtILqrHIXMjdB41ercKvUeN3qNC51GhFIuI1GArRWq1X+wa9IWl7BOovG60xYJV5baB14bKY0PttlFL2PD0FbQq3lcAjqVG1Ksq7qU2qNyE9ysixGPF7VUwRoahX6iGjIrPU48D+x3W4tBawRCsRmkdA0YNGLUoxUuh1+DUa3Foddi1Wo64DOTbgil9xx2Jrcu2bvWxuo8LVqfX96cA8HXiOwA1LJr0KWv/+oe87Hw8Hg+JzZvyyNcf4XI6cdmLRWfJ0uHwic5iQen1BPZ671mxBpvZXM5+xWK1WIzazWZO5ON7Hqn4IpWDx+Vi7gefndG+5tw8zLlnJgoPbtjMwQ2bK1VXZzASHleHyIR63NqyMb3rRFLHqCLK7SKonN5hVaEDXZgLmzKX9Bw7OmsCUXH18Sw5hilER93aodTtGILZEUxGWiiZ6SF4hcKAvh669h3OqIn34c1xcmRnOgsWreD7ad9gt1b+rZFEIglEil1JjSM8PAp9JWaRAggODqVp09aoi3uBVCrf7E2VoVmT1pj6ulGr1CgqFSGxUZW28aCjC8LiQlOgRqPWEhJWm+DGFe9ncZhYvLsnGpWCWvGlguAI32DyCkjLacTy7Ql4vWq8Qo0QaqhfOXvV3k7oXF6/+FUZVSetq/KC3qNG41Uo0rtZ89MV/v5EVcsolFoGGpau73GjcdvQuh1oXHa0bjsh2WaOudSkZdVGrXOj0bqJd24hfts2dC4n6gp8sre4G5TaUqMJT0RwpMLzNLkcmBIsRGl9I+aF1o2nSSTEh4BB4xesGH09rm69BpdOg0OnpSDbweDQJLxo8KBBEMbhy2uT7TTh9ILbC06vr8ddEQrCIXAWurDbzIi83axfvp/szHwyMvLISMtDhNcmJ7uQ/NxCrFYHNotPeHpcbtwuFx6XC4/LjbWgELfz+FuClN17eaHnwArPtTwOb9nG4S3yNfqJOO02Mg7vJePwXsavXBBQFhUWTtcWrejWuDHtEmJoUUtHgtdJocmBwxqExmjBGX6QnUUHid8Q5PfEFwroY0No2DCMhvXCsIZHo9MI0goVtuWpaROpJ75ea26/oTMj7nwEj8ggKWkhX345nZQjlfJxkUgkxShUbgytpBqRmJhIcrLvYVi7dm1SUir5LrUGoCgKC79dj9XgxaUtCb7J8bu8ZBBMcb7WCaai4nIhfG4MtYQv8oIoZ1+O1zUUCXQ24d/2qMASrpxwnPIJzvb6xqYV4zQqOIIr9q5VeSAoN7A3zhaq4NFVvK/WJtBbAo0yR55ctJbGUOhFU6oDy21QcIXrUOnUqLQaVDpfUqtBh6/XVe2wYs7KxWPToWg8CI0b4hNpmbYRvcPiF7Zqb/k9rptbhpKV6EZoPKB20yWkLuE/VTBoq5gdNwgIUqNCg0qoaG6rD5vSfaPuTVqU4iUmra/X1aQFowLevajE8ZmzhEoPujhfcFavC4SzeOkC4fb5Np9HrFYXNrsbm92N1eo+vm5zY7OdfN3ucGN3eI6v2z3Y7L48e3EbJeul6zkcnspFTJAEoCgK0fF1iKzbhLhGTWnRqSl9auu5YdfBk+4jVAre+BAORsexIbExzRP1WHZE+lRxMYYgB8HxZqyWfNb8t5kPPvya/bsOnI9TkkhOSnXQHFLs1kCqw41XVSiKwoKXF1Zc8RJCJTyo8KLCF+FBhbc41qq3eLuk/Pg6Kg9unYI7SIvaa8ZqBLfei0fvwWuMJtZci7D8FL9g9S89ga900+t62dLH5t8Os3eiw99H0NlsJ5pZhl2dHRxr7kLnBp1H0DqkDaG/pJYjVjUB28Kahz0zGZchCKc+GKcuiNC6MXhUGpxocap0uIUKd0k8VaHC7QUQqHCjxh2wPHHdZTNjNxfhtJvxOG0IlwNFuNCoPGjVAr1OIcioIThIS3Bw5d4SXMzYTyWK7T7hbHeUiGrPCWK61HpJvVLr5dfzteNw1KwZCRVFoXPL1lzZtj09GiTSPlRNjKPsNMMC+GNQM8KzPehpiSYoHLc78D4yBjmISCjEW8tFQaqVVfPX8/rbn5Kecop4xRJJFVEdNId0Y5DUKNRKyf+3Kgh3JUTxUCpvyZCqUunkeari9ePisiS/ZLukrjegbkl5eXVPtS3w4lGr8KrArQKXWsGmh0KTGrNRjdWgwq4HrXATn+dB71Wjd6nQu0DvFGidHrQuFxq7E8UOXhUsuNriv6RqRz7B/9UjJmtfhZfM6Ax8xBjDM9CFqX0D707sWS3V6+rVq7AvX0bMISfBOgjWqzB1MqO+rwXC5faN5PcquIQKFxocig6HyohNbcIZ1gBPfOeA42ZWMqiE1wsapx2Nw4LOaUHnMKN1WtA5zegcFrROC2qvG4fLg9nmwmx3+5d5dheWUttmuwuLw43D7cENeBF4FF+QWaFSUNSg0qrQaFSotQpqjQqjUYPR4EsmU/HSqMVYHM/Zt67BaFSXWq/ax7jBoMFg0ECt059o5Wwp3RNtsbrIL3SQm2cnL99BXr6D3Hw7efl2/3pWto30TCvpmRbM5otrRkIhBOt2bGPdjuNuIg1q1+WGHr24okk9OoaoiHQ4yAtXCIrejCvGi4st1HLF0XxzJJocNxlhTcgNr4vNoidlXzSmIAd1GgpqP9CdAXf3IfdALjN++Juvv/xR+vhKJKWQPbs1kOrwL6uqUBQ4NuGd0xKjla9z+niFwAm+ySm8AocQOLxenF6B3evF6fVi93hweLzY3B7sbp84srnd2N1ubC4Xdpcbq8uFzelLdo8bJVSHJtyELsxIh4hwwk06wgw6QrVqQlVqglAwecDgBp0DdE6Fjf3sZCce7y2L33IVbbf+V6nzWHibBU9xMAu1MNBmTQdi920Fih8gBi1KkMYnVo3Hheu/u1L4ZNNBctLyyErJoV2LaH7//jHQqsjPt5CZmU9GRj6ZmQVkZuSTmZmP2erELdTsPphDfO144uvE+VNCnXgMpjOPH6zYLWgcZvROK0b3CYLWYUbjtlfF36RKY7G7MNuKhbLdjdXhxub0YHe6sTk82JxurMXLkm27y4PL68ULeBWBl+IJUIoFtVAUFBWotWo0GqVYXKvQaX0Toxj0PsFs8K/7lga9ujhfg8FQXGYoWVej11/cfSUWi4u0DItf/B5NLuLQ0UIOHy3k0JFCDh8rvOim6G7brCUdOnYnqGtnWnQMISLsCCFBqfT504jR6qvjVanIC6tDdmRDciPqoTVB1x6HMXsUtuSEEqRVwOHi4MqdTHjlfXZu23thT0pS46kOmkOK3RpIdbjxqpKiF8eg1wT+EHu9wice3W5sLp+Q9CWPT1AWC82SshKxaXcV1/GLz5I8d0BeiUA9cX+Xp+KJIYJqBdGiSR1a1I2nbmw48REhxAQbiTDqqKVRE6KoMHkVDB5BdoKHA50DX31e8ZMJjbtiiba1p4O0hse7OOvuv4kWq/4tU8+t1uHW6fHqdQijDpvGxcdFqaTnWcnNLCInPZ85n96DUaXyiVqDBkWl4HZ7yMoq8IvXjIx8Pnh/Fhs27Pe3bTDoaNysDlpjENFx0cTXjSehThzxdeOJrx1LfJ14DMYz60G02xykJ6eTnpxBekpGmWVmahZOx/GBXGqVQohRS6hJS6hJR6hJW7ztWw8ut0xLiFFHkEFDsFFDsEFLsEFLkEFz2jPmXQx4vQKn24PT7cXp8vqWxdsOV3G+24vT5cFVsl687fZ6cQuBKJ5dsCSymVCKQ9spPrGtqH2z0anUCiqNgkqtQqX29WRrtCqfANeq0GrVaHQqtFoVOp0anc631OvV6HVq/7TeanXl/MwrQ1a2lUNHC9m1N5cdu3PZsTuHHbtzOJpcdMF9lY3BoTTq0JM+vXowKcRabtQHt1qLq3E8wT0jWaqKY0uekR4xXn/4Q43ixXw4m88//IGffpyJ23V2cbMlkvKoDppDit0aSHW48aqSppHhODylxasH55lMFHEGGHQ6GtdPpHH9eOonRJIYEUpsrSCiTHrCdBpCVSq0GoW1XRUMRg9arRO12kOb5XoSDlXcU5ZR18PmPsdfT0bYutPm74MY7GVDQQF4VFpcWj0enZ7l8fls03gpyndSkGtjeJfriLe40YSq0Yao0IUrGMLBEOxBrfY9FsxmG99/l8Rjj30a0O4991yB1erwi9rMzAJyc33xTyNiIkgo7oWNr3t8GV87jrjacWcuZq12Uo+lkZacQdrRNNKOpZN6LI3Uo+mkHUsjN+vCxiU16tV+8VsihH2iWEuwoXj7pPm+9aDi7ZL9jRd57+n5xusVWD0e7B4PduHFKQRu1XH3ELQKaoManVGNMVhLSKiO4JDT95s2m53sLBbAG7ZksGZDBlt3ZON0Xhg/Yp3OwM0DBnNH57Z0N5Qf7iw3NIQVjboQWysEJdxIaKKFluGF5Dp0ZNgM2Apd/PPd37z5xudYLRX7zEsklaU6aA4pdmsg1eHGqw6o1WoSoqJp2iCBBrWjqRMTRlxYMNHBBiIMOnbHq3FHqzEFKxiMXuplueiyouIpV72KYMEdVr8PrEpR0WlzOBFbT+1j51VUZCfoWNTOjc0CliIPTULa0fhYMIrw4tYacGkMxUs9Lq0enQmMRhd6o52WrboHtPfII0PofXkrsvyCNT+gVzYzMx+rNbAXWVEUImMiSKgbT3ydeBLqxvmWxW4GcbVj0RvOTMzaLDZSj/mEa9qxDNKOpfm2j6aReiyNvOz8M2q3OqMoYNCpMeo0GHVqjHrf0qQP3DbqNBj1agy6E/OL6+o16DSq4qT29Z4Wr+s0KvTa4+u60usaFTptJaYRvphRAJ0CehXoFRwqgUMlEDoFXZAGY4i2Ur3yDoebzduzWbsxnaUrUliyIpmc3PPvF2s0BXPrwKsY0bkVXbCiK3575NApLOwVS2hOT1RBEeh1Dlq1Tyck1PcdznVoybQZsJkFa2ct5ZkXp1CQW3De7ZfUPKqD5pBitwZSHW68C0FMeCR142JoXC+eenHhJESGYAvVkRWlIzTcQEgtDUFBCjetd6F3gc4p/JMclMeGfnayax/v6YnM0NB5fuWE3sJbrNgUHQ67BpdNz+V5XdCnZmJTjLg0xhOEqwGX1oBXpeG3v97i40++9rdz+/AbefThV9BorHi8hVitOeTmp5GRcYyjRw+TlpbtF67bth0pNaPcyQkNCyGhbgKJ9RNIrBtPQt14EuolkFgvgfjasej0ZxZhwGqxknbU1xubdiy9uGe2RMymk5+Tf0btSqoebSlBrNeq0KpVaDW+pU6rRqtWfCLan1e81KgC8jRl8tTl1isvT6dVE6T39Yj7lhqC9FpMhrPs/VYAowpMKhSjCmFU4dEraILUKMqpRfDWHdkkLT/G4mXJLPrv2Hn3AU6sXZ/Hr72eYQ3CsUYLDnX1EpwyHAWfq0d86jaC6qiI7aVFU+xzX+DUkGkzUGSFDf+s5MWX3iMzLeu82i2pWVQHzSHFbg2kOtx4VUVQaDCj33uIK5xqGtrA5BUYXAK9E1Tl3OnJjV3s6O4MyOv/swmtq+Kenm09HKQ28vnAeb0qLtO1JXxBhj+ygNegw6Ux4FQZsSkmbMKExRvM0dzDXHfr3Xi9xw1aumgnXu/Je9C8Xic2ew7fTf+IX379zZ+vUpVMh1qxb3AJeoOO+DrxpcRsAgl1j28HhwZXuq3SWMxWv3BNK3YvSE9OJ7U4T/YiSaoClUrBVOxCUitIR3iwjohgPeHBesKCdUSE6IkM0RMbZiQuwkR8hJH4cBPBRm0FDQMmFQSpUYLVEKxCMZ38O+pwuElansysfw8x+9+DJKeW71pUFag1Glp07UvXq2+gV+8E6njjMFqMdN7wEyrhwWYMhS51CO4VgaLxCeECp4Y0qxGrXWH5bwt58YX3KCooquBIEklZqoPmkGK3BlIdbryqwmDS8+v2e2m9QkfiwQp+zIDMOh429T3+KjLSEEn7maByelFMuuJUdiICs9fNzU99wb7DaWQlZ2MpsjPj5w9o0/oybFYdNqsWl6v8HqdC8wGuu2FIQN6MH+cTER5PVlYqx5IPcfDQfo4ePcSx5MMkpxwiPz+30tdApVIRkxBNYnHvbEJx72xivXgS6yUQdRozvZXGarGSeiStWLymleql9bkcFOQVVtyIRHKREGTQEB9honakiYZxITSMD/Ut40JoFB9KREg5b2nUQIgaJVQDtdQQpDpp7++mrZnM+GsfP/y6+7wK35h6Teh9wwjGta9NhyPbA8pcRiPaPrVRd4pDKR7otzc/GLNbC3Ynf3zyM2+9MxWX8+KKUiG5uKkOmkOK3RpIdbjxqpK/9v2PFptVNNipxaMGr1GFKJ7mVTHpUQfp0ATrwaTlp7XbmLl7Pzlp+WSl5tC1dX2++mJ0QHteL9jtWp+ItWixWnXYbBo6d+2Kp9TAt48//ISWza84pW0ej5uNm1cz7pn7AvJDQ8IoMhdUys0AICwyjMS6PvGaUM/XO1uyHVc7Fo329F/tul1u0pLTST2SRsrRNFKPppJyJNW/Ld0MJJcSYUE6mibWonW9MFrXj6B1/XDa1g8nulapubnVQKgaJUwD4RoUfdlIEV6vYOmKZL7/ZTe/z95PYZGzTJ2qoFZULM/c/SAj6oQSVZgRUOYJNqDtW5eC5vH8eTSCpmECU/Ejw5NXxJQJHzHjpzmVfh5JLm2qg+aQYrcGUh1uvKpkwK2X0bFRIrff1Iu2HRufsu71101i1qw1/u3+/Tvz3bfvUlSkpiBfhd2qw+s1oShlf8SG39mf9Izj1/bqq27mqbGTAMjKziA5+TDJyYc4lnK4eP0waenJuN0V95oYTAa/i0FJ72yJ/2xi/QRMQabKXo4AsjOySTmSSkpJD+3RNFIOp5JyNJWstOwA8S6RSMpSOyqIbs2i6do0mm7No+ncOOp41AyTCiI0KOEan+vDCdhsbn6dtY8PvtjMhs2Z58VeQ1AIr4wdz53ROiLzjgaUWYJNLG/WClNEHKGNfb3UQRoXFreGgoOpjH10Ils27DgvdkqqL9VBc0ixWwOpDjdeVdKwYRx79n6GWh34YyMEFBa6ST5qJzvbi7lIw88zfuOHH3/116lTux7fTZ1fqeOM/b8RbNq82r8dFhZBZGQMKSlHsdutp9xXrVETlxhb7F7g651NLPGdrZdARHT4aZzxccyFZlKKBWxqqd7ZlCNppB1Lw2E/P71KEsmlgkat0KVJNP3bx3NFuwS6N4/xRbDQKxClRYnWohjL/lletS6ND77YzO+z9+NyVd7n/kxp1LQ1Hz77Km0K9hNbkOrP3xbThLysxqijFML7KrRpbsbmUXPMbMLiUrPi94W88My70p9XclKqg+aQYrcGUh1uvKrm00+f4YbrB3HwoIWD+814PCbCw+MICa4VUO+Hnz7nq2/e9W+rVCrmzt6CTueLOGCzWUlJPUJy8mGf/2zyIZJTfNuFRfmntKEkRFdC3QRql/KdTagbT2xiDBrN6bsaOB1O0pIzit0LfIL2uLhNpTBf/iBJJBeSIIOGy1vHcVXn2tzQvT4JkSbf4LYoLURrUTSBPr5p6RY++noLH365haIqdnFQqzVExdfhjptu5+EGQUS78lkx2IlmV1vUe+rQ8S4n4fWOC+9su44UixFnoZ3XnnmXv34pOwmNRFIdNIcUuzWQ6nDjVTVvvf41nTv1qrDef8vmMX7i4wF5/foOIS8vh+TkQ2TnnPxVY1CwiYR6PhFb2+87e9x/9kymtfV6vWSlZ/tErN9f9rjvbFZ6tvSjk0iqCYoC3ZpFc2OP+tzYoz4NEkJ8vb1xWpSgwDdPOXl23vl4Ix9+uRmzueoHiEUm1ue6u0fRY0BHGogYnIZVhCdH0apWCsYgULrXQdGocHkVUixGch06di7dwBOPvUJORk6V2yepPlQHzSHFbg2kOtx4Vc2oR5/nphvuDshLz0jx+c4W+9AeSz7MkSP7ychMLbcNjVZDfJ24Yn/ZhFKDwXz+s2GRYWdkW0FeYSkxm1o8GMzXO5uWnC5HQkskNZRuzaK5d2BTbu3dkJA4A0qc1ufjWyqiQ06ujbc+2shHX22p8ri9CfF1+PLzWZiMvjEAirKWbiu3ohYCEWZAfXUTVI0iAF+osqPmIOxmJ6/+39vMlL28kmKqg+aQYrcGUh1uvKqmY4fLaNa0TbGwPUJK6hGczrKzgUXFRvomTAiIbOATtzEJ0ahUZX3tKsJucxTHmU0rNRjsuO+spchyrk5TIpFUQ4IMGob1rM/IgU3p3SkeJVEP0WVF7/g3VvP5tO243VXj06vV6nhi9ASuGnQTALEZu2l4YDmqUrJAaReLamAjFKMWt1fhmMVEnkPL2rnLGTdqMubC8xdWTXJxUh00hxS7NZDqcOOdL0JqhRQP/ioWs3UT/NvxdeLOaGpbj8dDZmpWKTGb6o9skHwkldzMXOlqIJFIKkWremE8dWMbbh/cBG09A0QFit59+/P437NLmbf4SJXZcP11dzDqkedQqzWYLLnUO7SciFLhyoRJi/qapqiaReHwqNiVF4oXBUtWHmPufZ5Nq7dWmW2Si5/qoDmk2K2BVIcbr6qoFR7K8++O8/vOhoaFnFE7edl5xwd/FfvLph5NJflIKhkpmbhd7nNsuUQiuZSpHRXEmOtb8dANLQhqHOQb0FaKWXMO8OjTS0ipogkqunTuxfgX3icoKBiEIDx9F42PrUbnLhWOsF0cqyJaE9zQgCgOtyY8Xr5+6xs+f/db+Sf/EqU6aA4pdmsg1eHGqyp0eh0rkxdXWM9msQWK2aPHJ09IPZKK1WI7D9ZKJBJJIGFBOh4d2oJxI9oT2jIEJeT4QDa7zc2zr6zg/S82UxW6smGDZrw26XNiYuIB8FjyqXt0GfXz0v11Ck0m1kd3IaaDDm9CEAoCAWz9byNPPPCSnBb8EqQ6aA4pdmsg1eHGq0rmbP2TiOhw0pMzfSI2ILJBGilHUsjLzr/QZkokEslJCQvS8dRNbXjygQ7omxhRtMfHD2zenMmw++dw4NC5F5aRkTG8MflLGjVqDkCRpQh39n4GZmxC5/ZQYAxiq6MHAg0hl9lpdrkKl1fFUbOJ/PQcHr7tKfbt2H/O7ZJcvFQHzSHFbg2kOtx4VUlkbCT52flyNjCJRFLtSYw08fZD3bj1zuYosTp/vsvp4dmXV/DOZ5vO+TGDgkJ49ZXPaNWyPS+89CjJ+Xk8MGYCd7j3cCTeiHd3KxSholF/J/V6+ly6rG41BwuDsFo9vPDYKyyclXTO7ZJcnFQHzSHFbg2kOtx4EolEIqk8XZtGM21CP5r3iUUxHO/lXbUylWtGzCYn135Oj6fXG2jVsj0bN/lmiTQEhXD94xNp3bMHTfXrCd/QgJhGalr0K0Jtc6DUDsXlVThYGIzFreHb977no1e/kH68lwDVQXOcflwliUQikUgk55W1e7NofeevPDV6CY7k48K2e48EjmwYyaB+dc/p8RwOu1/oAtgtRcx4fSxr//iVHeYeHOmUR2qajewf9+Cethnv+lQ0ipcmtYoI1zkZMeYu3vpyIlqd9hRHkUjOD1LsSiQSiURSDfB6Be/+to1G/b9n/exjCJcv/m5QqI65v1zPOy9WPGvk2XDTDXczatgItv/2Ffsy6qKLySUqLw/FK/DO2Yf3770oXi8NQi3EGW30va4vX/35IbXCQ6vULomkIqTYlUgkEomkGpGSY6XLPX/wf6OX4MrxzbKmqBTGjunExrm3EhR07ntTu3TuxWOPPIdWq+PB2x9mzdS3+bsgko0NGvvriE3peKdvRdhcJATZqR1ko1XXVkyf9yVxtWPPuU0SSWWRYlcikUgkkmrIOzO20aLPdJK35vnzOnSN49i6kTRpUOucHmvDxpUsWDgLAJ1Ox7jRE1j6xVt8kapnbruuuItnmxRHCvB8vQmRYyXG6CDG4CC+QSLfzf2ceo3PrauFRFJZpNiVSCQSiaSaciCtkIZXTuePb3Yh3L7BYOGxRnYsu5PrBtQ/Z8fxer288fazLF+xEACj0cTLL0xh+Tfv8N2yA/zatS9WffGMlLk2PN9swrwzm8J0JwARcVFMm/MZzdo2PWc2SSSVRYpdiUQikUiqMS63l5v+bz6PProQj9UXclFr1PDnj9fy/MMdz9lxPB43Eyc/wfoNKwAIDg7l1Ymfsvz7D/n51yR+vuwKskOL/XNtbrS/7ca1ehv64rjmIeGhfD3zI9p1a3vObJJIKoMUuxKJRCKR1AA++30nPQfPwJLlAEBRK7wyqRdfTux7zo7hcjl5ccJjbN+xEfBNQvH6q1+y7OfP+fHTn/ila3+ORUcDoMZD2BE9GQf2Y0zPRq14MQYb+XjGO1LwSs4rUuxKJBKJRFJDWLMji3rdppK8Jx8ARVG4/7F2zP/mmnN2DLvdxvMvPcrRY4cAqF+vMZNe/phVf3zLj69+yF8de7EvMZGUWrEc8LZCbGxNVuZBmpnyaBBiwRhk8Anerm3OmU0SyamQYlcikUgkkhpEToGD+r2/Y/PKdH/eldc1ZP3vN6NSKefkGIWFeTzz3P3k5mUD0LBBM2on1mftPzP4ZfIHzGzYg9WGDoAKBWjXtCkGo4owvYt6IRYMQQY++uVdKXgl5wUpdiUSiUQiqWF4PIIO18zg79/3+/M69U1gy8xb0WrOzU9/Wnoyz77wEIcP72PUmNs4dHgvAGtmz+DnlyeyOzqCrCgVoHAwSYc73Yp3TTIRehe1g2wYgwx8+PPbNGvT5JzYI5GcDCl2JRKJRCKpoVzz4D98+/V2/3brHrHs/Gc4eq36nLS/d+927nvoWo4ePRiQv3XpP/z+3vPsjq1FbpiKggwnjmlb8c47gPe/I8QYHcQa7ZhCgvj4lynUbVjnnNgjkZSHFLsSiUQikdRg7hm3iE8/3uzfbtw5im0zb0V3jnp4vV5vmbywsAi2L5vLzE9eZm+TWrgb5aN3+gbOeZccxrvqGIlBdiL1DsKiwvjk9ynEJsScE3skkhORYlcikUgklyxJSUkIIc6qjXr16iGEYOrUqefIqnPPoy8t5d131/u3m3SLZuOvN58zwVuCVqtl3FOv8ulHvxEaEsbmRTPZtWEe25o0Ynmb4/653gUH8a5PpW6wlWCti7jacXz067tyamFJlSDFrqRG061bN4QQzJ07t9zyKVOmIIRg165d5ZaPHj0aIQQTJ06sSjMlEsk5QAhxWqkmcfvtt7NmzRrMZjO5ubnMnj2bDh06BNR5cvIKPvzQFzIMbVtaXf0K5sJsLBYLu3fv5rPPPqNBgwZnZcejDz/LVYNuIi42keeeeQtFUfjhhWc5uHYXm5o0ZXWLlv663jn7EFvTaRhsRq/y0KBpfd769lW0unM/3bHk0kZzoQ2QSKqS9evXU1RURM+ePVGr1Xg8noDyfv364fV6ad68ObGxsWRkZJQpB1i8ePF5s1kikZwZEyZMKJM3ZswYwsLCyi0DuPvuuzGZTFVrWBXz3HPPMXnyZA4fPsxnn31GSEgIt912GytXruSKK65g5cqV/rqPT1hGv6v/R+vON4O3AI1nG6l7MjiUHsQDDzzA8OHD6dGjBzt27DgjW3748TP69B5MeHgk3bpezl13PMp30z/m0wcf4JlZf7CueXM0Hg+d9+4BwDtrDyqjlth4NUcdoXTs3p6X3n+WFx+RHQySc4uQqWalxMREUUJiYuIFt+dCp3/++UcIIcRll10WkB8RESE8Ho/47bffhBBC3HbbbQHliqKInJwcYbPZhF6vv+DnIZNMMp1+OnTokBC+btwqS/Xq1RNCCDF16tTzfn6NGzcWTqdT7N69W4SGhvrz27VrJ2w2m9ixY4dQFMWfHxsbK9xutzAXpguR+7QQOaOFN/Nx8f34fmLMmDFCCCG+/vrrs7KpY4fLxMJ/d4qkBXvEonm7ROdOPQUggiLCxaurl4h3tq4U66Z/KpwvPyWcLz8l7JP+T+z8+wWxIXWJWJ+1XKzPWi4efub+C37vyFS5VB00h3RjkNR4kpKSAOjbt29Afp8+fVCpVHzwwQfk5OT4e3FLaNeuHREREaxatQqv18uoUaP4999/OXr0KHa7nYyMDH7//Xfat29f5pgjRoxACMGIESMYOnQoy5cvp7CwkEOHDgEwdepUhBA0aNCAsWPHsmPHDux2e4DPX3R0NO+++y779u3DbreTlZXFb7/9RqtWrcoc79ChQxw6dIigoCDee+89UlJSsNvtbNmyhZtuuuksr6BEUnMpz2e39Pf3yiuvZMWKFVgsFrKzs5k2bRoRERGValur1TJjxgyEELzxxhsB+U888QQbNmzAbDZTWFjIf//9xzXXlJ34oaJnxciRI9FqtUyePJnCwkL/flu2bOGnn36iZcuW9OrVy59fv3591Go1f81ayH9L9gG+mdbueLg1TYOPAr5nz9mwcdNqpn77PgAqlYoXnn2HqKhYLLl5fPHwaLwC/mvbjr21a/vqeAR1t9kxbl8BxZ/F/U/ew9W3Dj4rOySSEqTYvQi56aab+OOPPzhy5AgWi4Xt27czduxYNBrpdXImlIjdE8Vsv379sFqtrF69mmXLlpVbXrJ/REQE7733Hnq9njlz5jBlyhSWLFnCkCFDWLlyJZ07dy732DfffDN//PEHmZmZfPLJJ2V8hz/88EOee+451q9fz3vvvce2bdsAaNiwIRs2bOCJJ57gwIEDfPjhh8yZM4fBgwezevVqunbtWuZYWq2W+fPnM3DgQH7//XemT59Oo0aN+OWXX7jyyivP7OJJJJcw1157LbNnzyY1NZVPPvmEAwcOMGLECGbOnFnhvsHBwcydO5dhw4YxduxYnn76aQB0Oh3z5s3j3XffRVEUvv76a6ZPn069evWYNWsWjz32WLntnexZUfInfv78+WX2mTdvHuD7Y1/Cvn37cDgc9OzZkxsfWMzeXbkAKDoVDz95BwCLFi2q5BU6OT/+/AUrV/ncv2rVCufZcW+iUqk4vHkLs9/6EBSFBZ06kxzlE9ZpSiIH6qZh2r0FX2ccPP/OOFp1bHmyQ0gkp8UF716WKTCtWrVK/PTTT+LWW28Vffv2Fc8995ywWq1i2rRpldq/OrxSOJ9JpVKJvLw8UVRUJDQajT9/69atYtGiRQLwv74rfb1mzpwphBCiV69eQqfTiYSEhDJtt2zZUhQWFor58+cH5I8YMUIIIYTb7RZXXHFFmf2mTp0qhBDi6NGjok6dOmXKly9fLlwulxg4cGBAfpMmTURBQYHYsmVLQH7Jq9o///xTaLVaf37//v2FEELMnTv3gn8OMsl0IVJFbgxJSUllyku+v06nU/To0cOfr1KpxOLFi4UQQnTr1s2ff6IbQ0xMjNiwYYNwOBzijjvuCGh70qRJQgghXn755YD84OBgsXbtWmG320V8fLw/v6JnRWZmpigsLCz33Dp27CiEEOLbb78NyB8zZozweDwiJSVFfP3158KSNVcIx04hvC7hyVsiereJL7e9003BwaHi5x+SRNKCPSJpwR4x/NYHjl/jd14X72xbJT7c+J9Y/tkPYuHEReLfb6eJpYfHCUvhn2JLzn9ifdZyMWfrnyIyJuKC30cynTxVB80huwovQq655hqys7P920uWLEFRFCZNmsS4cePIzMw8b7aM+fkbQqIiz9vxzoSi7Bzeu+3ek5Z7vV7+++8/rr32Wrp27crKlSuJioqiVatW/kErS5cuBXy9udOnT0dRFHr37o3VamXNmjW4XC5SU1PLtL1z506SkpIYNGgQGo0Gt9sdUD5z5sxT9pK89dZbHDt2LCCvffv29OzZk6+//rpMb82+ffv48ssvefLJJ2nVqlWZQSRPPPEELpfLv7148WIOHz5Mly5dTmqDRFLCxw99QkRw5V7RXyhyzbk89vmj5+VYP/74Y8DgLq/Xy7fffku/fv3o0qULa9asKbNPw4YNmTdvHvHx8Vx77bX+3lUARVF45JFH2L9/P+PHjw/Yz2w2M3HiRGbPns2NN97Ixx9/HFBe3rMCoFatWif9TShxa6hVq1ZAfomr01dffcW99z54vMB1AJVqM3O+uppWQ3/iaJblJFemcpjNhbz6+v8x5e3vUalU3HvPaDZtXs3uPdv46YUJxDSYSrS+MebseDQIYtQJtKkdjlqtopE1nz3WcGLio3njm0k8fMPjuF3uig8qkZSDFLsXIaWFbgkbNmwAICEh4byK3ZCoSMJiq3+g7yVLlnDttdfSr18/Vq5cSd++fVGpVCxZsgSAzZs3k5+f7xe77du3Jzw8nAULFvjFY7t27Rg3bhy9evUiLi4OnU4XcIyoqCjS09MD8tauXXtKu8orv+yyywCIjY0t84MI0Lx5c/+ytNjNy8vj8OHDZeonJyfTvXv3U9ohkQBEBEcQXevs/DVrEiXP3dIkJycDEBYWVqasefPmrFixAo1GQ//+/ct8v5s1a0ZERASpqanlfrdLfGVLvuOlqehZcjq8+OKLvPDCC7z00ktMnz6d/Px87h85iCnvTkEJGUVwi29Y+pWVNrf9gtl2dgJz67b1TP/xM+6+81G2bttAdrYv4o3TZuetG4fTb/ijGK8aSYvDhRSmqnAWqTCYCzGkFlG7mYZjrlDad2vLU5NH8/q4d87F6UsuQS5Jsdu0aVMGDhxIp06d6NSpEy1atECj0fDCCy8wefLkCvcfNmwYjz32GO3atUOn07F//35++OEHpkyZUqZn71xx+eWX43A4OHDgQJW0fzKKsnPO6/HOhMrYWHqQ2uTJk+nbty82m83fMyOEYPny5X4/3RNDjnXv3t2/Pn/+fPbt24fZbEYIwfXXX0/79u3R6/VljntiKLPKlJcMfhk6dChDhw496b5BQUEB2wUFBeXWc7vdqNXnZmpQSc0m15x7oU2okPNpY+kBXyWUPOPL+041bdqUiIgIVqxYwfbt28uUl3y3W7duTevWrU963BO/23DyZ0lBQUGZntsSQkND/XVKuOKKK5g4cSLvvvtuwKC59z/6g6gQMy9Mng2m66nXfTu/vXIlg58qP0b56fDd9I9JSz/G/AV/lZltbcnPnxJbvym16nQlIdtGyne51C/aDh5BZC09BdF6Cr16ho28gS1rtzH3t7K+yRJJRVySYveRRx5hzJgxZ7TvlClTGDNmDC6Xi8WLF2M2m+nfvz9vvvkm11xzDQMHDsRut59Te1u0aMHo0aP54osvKCoqOqdtV8Sp3AOqE1u2bCE3N5cePXqg1Wrp168fq1evxul0+ussWbKEoUOHUq9ePf+gjxKR/Pzzz2MwGOjVqxcrVqwIaLukJ7Y8KgpcX155yQ/sqFGjyrzKlEiqkvPlHlBTmTVrFocOHeLll19mzpw5DBkyBKvV6i8v+W7/9ttv3HzzzafV9smeJfv27aNHjx7lxglv0qSJv04JV111FXD82VaaF1+bz6gnjxIW2RhFrWfgrY0Yt64tb87Yelq2nojH4+bfeX+UWyaE4M/3nif27Z+gcTihZhfk+87V++du6o3QsVNXB49Q8ezbT7Fz826O7D96VvZILj0uyWgM27dv56233uL222+nefPmfPfdd5Xa77rrrmPMmDEUFRXRrVs3Bg8ezLBhw2jSpAlbt26ld+/evPLKKwH7lISwqSidLDxUZGQkf/31F/v37+eZZ54563O/VBFCsHTpUkwmE9deey0tW7b0uzCUUOK3O2DAAHr37k1RURHr1/um12zUqBE5OTllhK7RaKRjx47n1NaS3mbpeiCRVD8mTpzICy+8QJ8+fZg7d25AL+2uXbsoKCigc+fO5yy6Tslza+DAgWXKBg0aFFAH8LtfnSy8mNmmRwgv4EExqXl1Qk96t4o9J7aWxmAwEWQKBsBhs1Dk3ktWGw3LLmtJsjHBV8npQflrDw3c6YDAFGTi9a8mojfoTt6wRFIOl6TY/frrrxk3bhw//fQTe/bsKfNa5WQ899xzALz++uts2rTJn5+Tk8Ojj/p6REaNGuV/dQTw559/0rx58wpT6UEMJZSErtHpdAwePDigh0By+pT0ZJT4yp0odjdu3EhhYSGjR48mLCyMZcuW+WdcO3LkCOHh4bRseTwMjkql4u233yYm5tz6NK9bt47Vq1czfPhwbrnlljLliqJw+eWXn9NjSiSSc8fkyZN57rnnuPzyywMEr8fj4dNPP6V+/fq8/fbb5QreVq1anVac26lTp+JyuXj++ecDfnvatWvH8OHD2blzJ8uXL/fnl/xhHzt2bEB9gIceeojateuwYcNaHHYHAOoYHTM/uor4CGPlL0AFtGvbla+/mMX/HnvBn7fp3+LfQEVh7uWdsaqL/yRkWQlacZhoVz4ATVo15snJY86ZLZJLg0vSjeFMSEhI8Mc2/fHHH8uUr1ixgqNHj1K3bl2GDBnCzz//DPheW5Xn91UROp2OmTNnUr9+fXr16kVaWtoZ2R0fH19hnZSUlDNqu7pRInbbtGmDzWZj9erVAeVer5cVK1aU+5rvww8/ZNCgQSxfvpxffvkFu91O3759SUxMJCkpqUyM3rNl+PDhJCUlMWPGDMaMGcPGjRux2WzUrVuX7t27Ex0djdF47n58JBLJueW1117D6/Xy+uuv8++//zJ48GAsFgvjx4+nY8eOjB49mquvvpr//vuPzMxMEhMTadOmDe3bt+eyyy4jKyurUsfZt28fEyZMYPLkyWzZsoXff//dP10wwAMPPBDgAvHrr7/yyCOP0KdPH/bu3cusWbPIz8+nY8eOXHHFFVitVh599HEa1yngxy99z8KwVqH8+sqV9B41iwo8syrEZArilQkfERJSi4T4OixdNo9Vq5PYNHcBbQf2p+2AvtiDtMxv2Y1rdixF7fUgtmcSHx9EQcMgnGodN959LRuWb2TenwvPzhjJJcMl2bN7JnTo0AHw9eKWN+Id8L/yLql7pqhUKn7++We6dOnCkCFD2Lt37xm3tW7dOpKTk0+ZLhW2b9/u/wE50V+3hNKv+0qL3X/++YebbrqJgwcPcuedd3L77beze/duunbtypEjR865rYcPH6ZDhw688sorBAcHM3LkSB566CHat2/Pf//9x/Dhw8/5MSUSybnljTfe8EdwmTdvHsHBwTidTq666ioefPBB0tPTuemmmxgzZgyXX345aWlpPPzww/4JIyrLq6++yh133EFWVhaPPPIIt9xyC8uWLaNHjx4BodPA96d+4MCBPPPMM6SkpHD77bczZswYmjVrxvfff0+nTp1Yt24dP/2xl2k/+KK9KGqFHtfU5emb2571NbFaLXzy+ev+7bFjJvrdGf6Y9BbWAl/n0LEm4WwMa398x0WHiTp0fNDfM289SWxC9Y8UJDl/XPBgvxc6lQTtfv75509aZ9SoUUIIITZu3HjSOu+9954QQohffvnlrOz59NNP/fZ069YtIIWEhFS4f+kAz5XhQl9/mWSSSSaZLr5kMKjFwfX3CJEzWoic0cK16SHRuUnUOWn7tUmf+yebGP2/l/z5Ha66UryzbZV4Z9sq8f66leLgqx8J58tPCefLT4n8d8aKnWu+F+uzlov1WcvFJ7+/JxRFueDX6VJP1WFSCdmzW0lCQkIAsFhOHmTbbDYDlPGDOl0GD/bNBz5p0iRWr14dkE53MFSXLl2oXbv2KZNEIpFIJCdit3u4ceQ/eNy+cS3qOnp+f30gwcaz94Cc8v4EbDbf7+m1Q4fTokU7ADbNXcCOpGUAuA0Ky1q0ppBaABgsCrbCDWjMvvErXS/vzG0PDjtrWyQ1Hyl2L0IaNGiAoijlptKv2StDWloaKSkpp0wSiUQikZTH5m1ZvPjaKsA3OLbOZZF88OjZR4rJzEpj6rcfAD7XvSdHT0St9onoP197F6fNBkB2Ix2bQjtgJoT1LSJJbeTAkX185rpRLzxMw2YNztoeSc1Git1KUhLftrxg3yUEB/v8js5kQJpEIpFIJBcjb3ywgfUbfDF8FYOKe+5tzcCOiWfd7u9/fs++/TsBaNSoOcNuHAFAXlo68z752ldJUTjYNoyN9MS2rxMqi4nghnoicg8BoDfomfjJC6g1cuIcycmRYreSlAxKq1OnzknrlJSdbACbRCKRSCTVDa9XcMsDc7DbfbPHKXE6vh3fj1CT9izb9fDOlJf8IR7vuft/xMb6RPR/038mde9+Dq3fiXG/AoqCTqemZ1wvWkS0ILq+Fn2+b2a45m2bcfeo28/KFknNRordSlISVzcqKor69euXW6dz586AL16rRCKRSCQ1hUNHChn38vF4vbGdwnnvoZPPHllZ9uzdxl+zfgBApVLTqmV7ALxuDx/e+QAf33s/y7P24tSocFnBa9UhvALj2hxiD24FrwDggadGUq9x3bO2R1IzkWK3kqSkpLB27VoAbr+97D/Inj17UrduXex2O3PmzDnf5kkkEolEUqV8/NVWNmwudmcwqrjnnlYM7nT2g5y/mfYe8+b/ycgHrmZx0j/+fKfNjhCC3z+ZwL4YHaCwd64Gz7TNeBcfImxdLrX2+cKR6fQ6XnzvGRRFOWt7JDUPKXZPg1dffRWAZ555JiCWbkREBJ988gkAH330kfTZlUgkEkmNw+sV3PXofFyu4llHE3V89ezlmPRnF53BarXw+lvPkJp6tNzynNQj/DrnK7IjdOSatVg0vugMeAQJO1LQ5Pt+c9t3a8uwkTeclS2SmsklKXY7dOjAqlWr/Onqq68GfFMlls6Pi4sL2G/mzJm8//77hISEsHr1aubMmcOvv/7K/v37adu2LcuXL+fFF1+8EKckkUgkEkmVs2tPLq+87YuGoCgKCZ0jeOmO9lV6TJVajdAWcrS7wpFOOramN0cUT1+sTbcTvWOdv+6oFx8mNjG2Su2RVD8uSbEbGhrKZZdd5k8l85DXqVMnIF+v15fZd8yYMdxyyy2sWrWKHj16MGTIEJKTk3n66afp378/drv9fJ+ORCKRSCTnjdffX8++/XkAKCFqnnywA23qh5+z9nU6PXcMf4jQUF+bikrF5XffhlqnxhqlJjtCT3J0Gyj2WIjaZiZ4ly+qQ1CwiaffGHvObJHUDC5Jsbt06dKTxrEtnU42Deyvv/5K3759CQsLIygoiLZt2/Lmm2/icrnO85lIJBKJRHJ+cbm8PDB2kX9bXd/AF0/04ly4y7Zo3pZvv57D/feO5d4RjwPgcbmY/c6H/jopbXQcOBCBq61vQJriFcTtOoTa4pts4vJBPek9sOfZGyOpMVySYlcikUgkEsmZs3RFCjP+3AuAolXRbUBt7h/Y7KzbzchM8/foDr36FurU9k0YsX3xf+xbsx4AV5BCdkMtO7ObQLgBAFO6i1qbV/vbeXLyaPQG3VnbI6kZSLErkUgkEonktBn74n9YrcVvNGO1vPG/boQHn53AzM3N4udfvgJArdZw/71P+Mtmvvk+Xq9vcFxGMy25WToK2zb3l8fuKsB4LBmA2vUTuHvUHWdli6TmIMWuRCKRSCSS0yY1zcL4N3y9qYqiENY6lPG3d6hgr4r59fep5ORkAnB570G0bNEegLS9+9n49zwAvFqFjCZadm+JJVsfD4DWqWDatRGKBfE9o+8ksV7CWdsjqf5IsSuRSCQSyUXM+PHjEULQp0+fC21KGd7/fDP7DhwfrPbYiLa0qBN2Vm3a7Ta+/f4j//bDD47zr8/75EvcxeNjshprKLKr2OdogVOl4VBLF7s6F6FO97lX6A16npw8+qxskdQMpNiV1Gi6deuGEIK5c+eWWz5lyhSEEOzatavc8tGjRyOEYOLEiad13BEjRiCEYMSIEadt88VIyfmcLJXMMHgmHDp06JRtX3fddefwTCSXEh07duSrr75i7969mM1mrFYr+/fv57vvvmPAgAEX2jw/ffr0QQjB+PHjL7Qpp43L5WX0c//5t9X1DUx5sNtZt/vP3N84evQgAG1ad6Jn9ysAyE1JY/WvfxUfTCG9uQ6Xomedty/76obg0UKqaQtqqw3wDVbrccXZz/Qmqd6cXSRoieQiZ/369RQVFdGzZ0/UarV/DvYS+vXrh9frpXnz5sTGxpKRkVGmHGDx4sXnzeaLmYULF7J8+fIy+enp6WfVrtvtZtKkSeWW7d69+6zallx6KIrC22+/zdixY3G5XCxevJhZs2bhcrlo2LAhV199NXfddRcvvvjiSe+7i4mPPvqIn3/+maNHy5904UIzd+FhFv93jP6X10ExqLhySH2GzKzNnPXJZ9ym1+vhi6/fZtLLvgmbHrj/SVatWYLX62HBF1Ppcv1Q9CYjuXXUJGwHPFr0G7uRcPMugnXBpB/chNrUA4DREx5jzZJ1ZZ7/kksHKXYlNRqPx8OyZcsYMmQIXbp0YfXq46N1IyIiaNOmDX/++Sc33XQT/fr14+eff/aXK4pC7969sdvtrFq16kKYf9GxcOFC3njjjXPertvt5uWXXz7n7UouTSZNmsTYsWPZtGkTw4YN4+DBgwHlBoOBUaNGERkZeYEsPD1ycnLIycm50GackrEv/sfGpNtRqRSU2nrefeQy5j/4O26POOM2V6xcxPYdG2ndqiP16jZiQP+hzF84E3NOHou/+R5jSDCFRyw07XQ3Ro+bzkNV1IpsAUCqcRlBqWnYE+Jp1LwB190xlD++m3muTldSzZBuDJIaT1JSEgB9+/YNyO/Tpw8qlYoPPviAnJwcfy9uCe3atSMiIoJVq1bh9XoZNWoU//77L0ePHsVut5ORkcHvv/9O+/btA/abOnUq06ZNA2DatGkBr+RLiIuL47333mPv3r1YrVby8vLYuXMnn376KaGhoQHtRUZGMmXKFA4ePOg/7owZM2jVqlWZc506dSpCCOrXr8///vc/du3ahd1u5/Dhw7z00kvnbd74Hj168Pfff5OTk4PNZmPXrl1MmDABo9F4Xo4vuXRp1KgR48aNIzs7m8GDB5cRugB2u5233347wG3gdL5nSUlJAd/n0pR8B+vVq+fPK+3WNHToUJYvX05hYSGHDh1i/PjxLFmyBIAJEyYEPC9K2ijPZ7devXoIIZg6dSqNGjXijz/+IDc3F7PZzIIFC2jbtu0ZXb8zZcv2bL792ecOpmgUmnaN5r6BTc+63S+/fgcAh8NOWNjxPycLP5/K7Lc/ZNkf37FNZwYUMrarEW4v3mVH6PibIGzTen/9h56+j6Bg01nbI6meyJ5dSY2nROz269eP119/3Z/fr18/rFYrq1evZtmyZWXEbsl2UlISERERvPfeeyxbtow5c+aQl5dHw4YNufbaa7nqqqu4/PLLWb/e92D966+/CAsL4/rrr+evv/5i8+bNAe0ajUZWrFhB/fr1mT9/Pn/++Sc6nY4GDRpw11138fbbb1NY6JvrPSoqilWrVtG4cWOSkpL4+eefadCgAcOGDePqq69m0KBBrFixosw5v/XWW/Tp04e///6befPmcf311/Pyyy+j0+l44YUXztm1LY9hw4bx008/4XA4mDFjBpmZmQwcOJDx48czaNAg+vbti8PhqFIbJJcu99xzDxqNhs8//5zMzMxT1nU6ncCZf89Ol5tvvpmBAwfy999/88knnxAaGsqSJUuYNm0a99xzD0uWLPELX4D8/PwK26xfvz6rV69mx44dfPPNNzRq1Ijrr7+epKQkWrRoUeE1OJe8+Noqht/YFINBA3FaJtzbie8W78fmOHP3ga3b1vP+RxP5b9l8cnOzypR7PW6+/fltWtzyMqkbBXU7WNGsSkZxC2KOeLDs2k1Ri+ZExkQw4vE7+eTVL87mFCXVGCFTzUqJiYmihMTExAtuz4VOKpVK5OXliaKiIqHRaPz5W7duFYsWLRKAGDNmTJnrNXPmTCGEEL169RI6nU4kJCSUabtly5aisLBQzJ8/PyB/xIgRQgghRowYUWafoUOHCiGEePfdd8uUBQUFCZ1O59/++uuvhRBCTJ48OaDeVVddJYQQYu/evUJRFH/+1KlThRBCHDhwQMTFxfnzIyMjRW5urigoKBBarfa0r2HJ+SxYsECMHz++TIqNjRWACAkJEXl5ecJms4k2bdr491cURfz0009CCCFeeOGFgLYPHTokXC5Xue3eeuutF/z+kal6pcWLFwshhOjfv3+l9znd71lSUpIQvq7dMqnkO1ivXj1/Xsn3x+12iyuuuKLMPn369BFCCDF+/Phy2xw/frwQQog+ffr48+rVq+d/zo8bNy6g/sSJE4UQQjz99NPn/fq/8lx3IXJGC5EzWnh3PSLGDWt7Xo477rUfxL+vLxK7/vlXuNd8JpwvPyWcLz8lsj98SqxPWyLWZy0Xy48uErEJMRf8Hq1pqTpoDtmzKzkla9e9S1zcuZvzvCpIT8+ja5eTz4Xu9Xr577//uPbaa+natSsrV64kKiqKVq1aMWHCBMA3hTT4enOnT5/u99e1Wq2sWbMGl8tFampqmbZ37txJUlISgwYNQqPR4Ha7K223zWYrk2exWPzrWq2W4cOHk52dXWYQzdy5c5k/fz4DBw6kZ8+eZQaNvfLKKwGDxnJycpg5cyb33HMPzZo1Y/v27ZW2szQDBgwodxT7X3/9RUZGBtdddx1hYWF88sknbNu2zV8uhGDcuHHcdNNN3HPPPWXOR6PR+D+LE9udMWPGGdkqOX2+W/AVkTERF9qMU5KTmcvdV95/0vK4uDgAkpMrNzjqbL5np8vMmTNZtGhRxRVPg4MHD/LWW28F5H399de8+OKLdOnS5ZweqzK8/dEG/vdAO2qF6iFayzN3t+OLubvJtzir5Hj6IBN9R9xOrb6xHM43oN0gqPdIAproVMiyEpoL4Rs3kte1Kwajnkefe5Dxoy7+QYmSc4sUu5JTEhcXTu3aURfajLNmyZIlXHvttfTr14+VK1fSt29fVCqV/5Xh5s2byc/P94vd9u3bEx4ezoIFC3AVx3Rs164d48aNo1evXsTFxaHTBc4UFBUVVamoBP/99x+pqak888wztGvXjr///pulS5eWCX/WvHlzjEYjSUlJ5QrjpKQkBg4cSPv27cv8CG/YsKFM/ZIf/7CwsAptPBnPPPPMKQeodejgCyhf+lVsCceOHePgwYM0a9aM4OBgzGazv8xut0t/3ouAyJgIYhNiLrQZ55Wz+Z6dLmvXrj2r/ctj8+bNZfyHz8V3/UwpKHTy5ocbmPx8D99EE01DePrmtjw7bX3FO1cCozGIoVffwl8zp+NyuVBUKnrfeSuG4CDMRi8OvYpDK/Q0G9QY7/StAETtSqGwpRVPsImrbh7Idx/9wIHdh86JPZLqgRS7klOSnp53oU2okMrYWHqQ2uTJk+nbty82m401a9YAvp7H5cuX+/10Tww51r17d//6/Pnz2bdvH2azGSEE119/Pe3bt0ev11fK3sLCQi677DImTpzINddcw9VXXw3A0aNHef311/n0008B/APVTgyHVkJaWlpAvROPcSIlvc5qtbpSdp4JlbG5WbNmhIaGBohdycVBTmbuhTahQiqyMT09nRYtWpCYmMjevXsrbO9svmeny8mOcTaU910vCbFVld/1U/HBF5sZ+0gHIiOMEKXh8dta8+HsnaTmWM+q3d69ruTJJ16hVmg4ToeDmbN/xF5kZvlPv3LlgyNR1CqOttKh3+ilfq8IdA3DEQfzMFoUwjauI+dy36Dkh56+j3Ejq3bsguTiQopdySk5lXtAdWLLli3k5ubSo0cPtFot/fr1Y/Xq1f4BKuDrjRw6dCj16tXzR24oEcnPP/88BoOBXr16lRmoctllpx+w/NixY4wcORJFUWjbti0DBw7k8ccf55NPPiEvL4+ff/7Z/yMWGxtbbhslr2vL+7G7UFRHmyXHOZV7QHVhxYoV9OvXjyuuuML//T0VZ3LPeounoy0vdnetWrVOeqyTRXCoaZjNLl6dso53XrkcRVEwNjQx7qY2jPlizVm1m5GRSq1Qn1vdbbfcx99zfsHjcbPs+xlcfuet6E0miuIVnFqFw8u0NB/QEM8Xvrdc0XtzKWhbiDsslP5D+9K8bTN2b91z1ucqqR7I0GOSSwIhBEuXLsVkMnHttdfSsmXLMq/aS/x2BwwYQO/evSkqKvJHWGjUqBE5OTllhK7RaKRjx45ljlfZnhUhBFu2bOGtt95i+PDhAFx77bWAbzIFm81Gly5dyn3FXyLIT4z2cCEpmUntxDBvALVr16ZRo0YcOHBA9upKqoxp06bhdrt58MEHiYo6tQuWTqc7o+9ZXp7vbVJiYmJAXUVRaNeu3WnbfKF7YquCT6duIz3DNwZBidTy4LCWxIWfnavS3n07WL3W95yOi6tN/36+t2KW/AJWzvgTAJVGxZFWetK3qXEYQ6C1zy1H51SI2LDO39Yjzz1wVrZIqhdS7EouGUp6eUpia54odjdu3EhhYSGjR48mLCyMZcuW+X+Ejhw5Qnh4OC1btvTXV6lUvP3228TElPVxzM31vWqtU6dOmbKWLVuWu09Jz5LdbgfA5XLx008/ER0dzbPPPhtQd9CgQQwePJh9+/adk5BI54qZM2eSn5/PyJEjA64VwBtvvIFWq/XHIJZIqoIDBw7w5ptvEh0dzdy5c6lfv36ZOnq9nieeeIIJEyac0fds3TqfaLrnnnsC6o8dO5aGDRuets2nel5UV2w2N5PePe6jbKhv5P9uanPW7f740+f+9dtvfcAfO3zJtz/gsvtCGhbGC9wqhe2/61h3uCXeYqUTmlKAurAIgJ5XXEa7buc3FrHkwiHdGCSXDCVit02bNthstoDZ1MD3anLFihVcddVVAfUBPvzwQwYNGsTy5cv55ZdfsNvt9O3bl8TERJKSksrE6F21ahVWq5UxY8YQHh5OVpYvPuTkyZO58soreeutt1ixYgV79+4lJyfHH7PXZrPx8ccf+9t5+umn6dOnDy+++CI9evRgzZo11K9fn5tvvhmLxcLIkSMvqlejRUVFPPDAA/z000+sWbOGGTNmkJWVxYABA+jcuTNr1qwpM3JcIjnXvPDCCxgMBsaOHcuePXtYvHgx27dvx+Vy0aBBAwYMGEBUVBTPP/88cPrfs6lTpzJu3Dhefvll2rdvz4EDB+jcuTOtW7dmyZIl5b7ZOBW7d+8mJSWF2267DYfDQXJyMkIIPvzww2rt8vPV9zt48cmuxMYEQYSGh29qyZu/bSMjv+xAwMqybfsGtm3fQJvWnahfvwk9LuvPilWLMOfksX72XLrffD1qnYYjzUC9wwkYORzRAE+dPRxp7iLEuRMj3QB49LkHeOi6/52js5VczMieXcklw/bt2/2i80R/3RJKXBkgUOz+888/3HTTTRw8eJA777yT22+/nd27d9O1a1eOHDlSpp28vDyGDRvG3r17eeCBB5g0aZI/rNG8efP4+OOPCQ0N5cYbb+SJJ56gc+fOzJgxg06dOgVEUsjOzqZbt268//77NGrUiKeeeoorr7ySv/76i27dul1Uvbol/Pbbb/Tr14///vvPf34hISFMnDiR/v37ywklJFWOEIInn3ySzp078/3339OoUSMeffRRnnjiCbp168a8efMYMGAAr776KnD637PMzEz69evHwoULGThwIA888AD5+flcdtllHD58+LTt9Xq93HjjjaxevZrhw4fzyiuvMGnSJMLDL+6wjxXhcHh466ONgM/Fw9jAxNgbWp91uwG9u8Mf9K8v/e4n/3pOvAtRPGHkYXNLjjQMx6OFfP0BVEW+PxCdenSgW9/zH55Ncv5R8AXcldQgEhMT/aFnateuTUpKygW2SCKRSCSXIkFBWo5uuZeIcANCCCyrC2h4xwyyCuxn1e5Xn82kUaPmADzx1N1s3uIb/HbvB2/Sql9vAMK3uqh7wBc6UrRxkXD5NlLMyRitCRijegKwafUWHrjmsbOy5VKnOmgO2bMrkUgkEomkSrBYXLz3mW/gqqIoBDUwMeb6Vmfd7o8zjk/7W7p3d8m3P2LOzWPex1+yaoPPVS2ikYfLB7toEdGcBqENsHmOoEvzhYHrcFk7OnQ//UGFkuqFFLsSiUQikUiqjI++2oLZXOw2FqPlketaEGw8uyFDS5b+S0rqUQDatu5MVKRv0O/BDZt55crrmf/ZN/w87W3yTWrMGQpqDQibi7qrPPT+00jUho3+tu57YsRZ2SK5+JED1CSSS5B69eqVGUleHvn5+bz//vtVb5BEIqmx5OU7+PibrTz9eGcUlUJYkxDuH9SM9/7accZter0epn37AXFxtZn9z88UFByfXMhdPB6jKDeTJckbuT6iHenb1MS38qDsyEbtVYg8aicnJQ1HYjyX9etKy/bN2bl591mfq+TiRPrs1kCqg/+M5MLSp0+fcqf0PZHDhw/ToEGDqjdIIpHUaGJjTBzZfC96vRrhFhybl0Gjkb/g9lStBAmLSWTaUz8QG+Ki28N2vCuP4V14EICcOgZSrhkMwJI5//HUiOeq1JaaSnXQHNKNQSK5BFm6dCmKolSYpNCVSCTngoxMK9//sgsARaNQu2UYt11++jGJT4ew2Bguu/VqtiTkYclSkXtAhdI5AYK0AEQcs6FP8fnu9h1yOY1aVK09kgvHeXdjaNKkCd27dychIYHo6GgMBgM5OTlkZWWxa9cuVqxYgc125jH4JBKJRCKRXHxM+XQT99/lCz2mxOt48qY2TE86cM7aNxhMeDwuXC4XGr2ep/78AWNIMA6rDUuawrG1WiIaeVH1qIN3wUEUFKI2bSElcSAAI0ffxQsPv3zO7JFcPJwXsXvZZZfx4IMPMmjQoJPOP16C2+1m48aN/PDDD3z//ffVOqC2RCKRSCQSHzv35PLvosMMvqI+ikFF244xDOyYyPyNZ/faOzIyhmE33sPQITfz6edvMOff33A7HGyet5Duw65HbzKyIyqToP1BWLIVTJ0TYMUxsLqIOGYhIzMHd0wkV17fn8/e+IrkQxffa3jJ2VGlbgx33HEHW7ZsYfny5YwYMYK4uDgURcFisXD06FE2b97MqlWr2LNnD1lZWQgh0Gq1/uDeKSkpfPHFF9SuXbsqzZRIJBKJRHIeePeTTf51JV7Lkzee/RTC0VGx3HbLfQQHh3LTjXf781f89Lt/3RLrwaVSkbxWg6JVo+qW6LNBKERt2gyAWq1m+IM3n7U9kouPKhG7ffr0Yd26dXz77be0bt2avLw8vvzyS+666y6aNm1KrVq1aNiwIZ07d6Z37960atWK+Ph4wsLC6N+/P88++yyrV6/GZDJx3333sWfPHl599VWCg4OrwlyJRCKRSCTngQVLjrJ9Vw4ASqiGAb1q06pe2Fm1uXvPNrbv8IUSa9igGR07dAcgbe9+Dm3cAkBEnXj2RzlI26rBZQOlcwJC55NAkYcKUeUXAXDt8KsJqRVyVvZILj6qROwuXryYjh07Mn/+fG644Qbi4+N5+OGH+fHHHzlw4OT+ORaLhaVLl/Lmm2/Sq1cvGjVqxIQJE7BYLIwbN44xY8ZUhbkSiUQikUjOE1M+Ld27q+OxoS3Pus3f/vjWv37jDaV6d38+3rt70JSBx6VweLmWfWuCSE3wuVWqvQqRW3yi2Bhk5MYR1521PZKLiyoRu/PmzaN79+4MGTKEWbNm4Xa7z6idw4cP88orr1CvXj2effZZcnNzz7GlEolEIpFIzic//LabrGyrbyNSw12DGlMrSHdWbS5bvoDMzDQALuvah5joeAC2LlxCUY5PO8S3bkRqLcGx1VqSl2k4QBcswYJdXRzsapeN8HoBuPX+m9Bo5TQENYkqEbtDhgxh7dq156w9m83GW2+9xSeffHLO2pRIJBKJRHL+cTg8fDZtG+CbQthU18Q9A5qcVZter4e/5/wC+Hxvh159KwAel4vVv8/05Ws1bNEc9u9jzxJsuKwNR5u7caktiALfwLSY+GgGXn/FWdkjubiQcXYlEolEIpGcV774djsej68nVYnV8ujQFijK2bX5z9xf8Xh8b5KvvmoYGo0vnu7qX/7C6/EAENw8lkKD70AGqxt3Rhs0Tl8vbp52l7+tOx659eyMkVxUnHexGxQURKtWrWjXrh0mk+l8H14ikUgkEskFJjnVzOx5hwBQdCoat4pgcKezi7yUm5vF8hULAYiIiKZXjwEA5GdksvO/FQDoDHpWFfmmBTZGeGncIIf+ja4gSBOEU2Thzs8EoFmbpnTq2eGs7DkfJCUlIYScCLcizpvYffTRR1m/fj15eXls2bKFDRs2kJuby+zZs+nZs+f5MkMiqbYcOnSIQ4cOXWgzJJKLnnr16iGEKJPMZjNbtmzhpZdeIigo6EKbecEYP348Qgj69OlzyvKTpXr16pW738CBA1myZAmFhYUUFBSwePFi+vfvf1I7Zs4rgqAREDYJpduH/Dx7CQ8//PBZndusv3+i74Cm9B3QlKSlcxBCYLVaeWP4vfRTgjGu2c7q5X/gUitENfXQsL0DrUZNI2ccbbfG0a3xDXSK6knbiC7c9djwco/RvHlz/7U42TNZpVJxzz33MH/+fDIzM3E4HKSlpTFr1ixuvPHGszpHyelz3jywP/zwwzJ5Wq2WIUOGcNVVV/HFF1/w+OOPn/FgNomksnz99dfce++95OTkkJCQgNPpvNAmSSSSKmD//v1Mnz4d8PmGRkdHc9VVV/Hyyy8zePBgevXqhbd4UJKkLNOmTePw4cNl8vPz88vk3XHHHUyfPp3MzEymTZsGwK233sqCBQu45ZZb+P333wPqt2jRgikf/oVXG4TKtRnFW0hIcHM+/fRTWrZsyeOPP35GNm/ctBoAh8PF3DkL2bJ1LRqNhqioKDp06MDYJ55g7BNPsH3jQdKXHqZhPxdqDcQtsaCYfZJIeL1oVTquvnoob9V/j5TDqQHHuO+++/AUu0WUR3R0NDNnzqR79+6kpqYyc+ZMMjMzqV27NldffTXXXHMNs2bNYvjw4Vit1jM6T8npI85H2rJli7jnnntE48aNhVarFcHBwWLQoEHir7/+Eh6PR7jdbpGUlCSCgoLOiz01OSUmJooSEhMTL7g9F1MKDg4WRUVFwuPxCCGEuOWWWy64TZVNhw4dEocOHbrgdsgk08We6tWrJ4QQYu7cuWXKdDqd2LBhgxBCiH79+l1wWy9EGj9+vBBCiD59+pxR+YkpLCxM5ObmiszMzIDfnMTERJGZmSkyMzNFcHBwwD5LliwRQgjxxUePCZEzWoic0cK7fZQ4utv32Vx22WVnfH5CCLFr165yy1q1aiU2btwohBAidUuaSNk8R3jFbOHe/rVwvjdZCCGEI/WQcHlcIs+eLR4f/2jA/mq1WqSlpYl///1X2Gy2Ms9kjUYjVqxYIYQQ4ssvvxQGgyGgvFatWmL27NlCCCFmzJhx1p9lUlKSED4/hguWqonmuOAGiGuuuUakpaUJt9stVq5cKUJCQi64TdU5VZMb74Kk++67TwghxNtvvy3cbreYN2/eBbepskmKXZlkqlw6ldgFxNtvvy2EEOLmm28OyG/VqpWYMWOGyMjIEHa7XRw8eFBMmTJFRERElNtOdHS0ePvtt8Xu3buF1WoVOTk5YvXq1eLJJ58sU/e+++4T27ZtEzabTRw9elS88cYbQq/XCyGESEpKCqh7qu/6qcTNyJEjxfLly0VBQYGwWCxi3bp1YuTIkeXufyKlj3e6YveBBx4QQgjx4osvlil76aWXhBBC3HXXXf68Jk2aCCGEWLRokYgINwhrik/wejMeF9kLXhZCCPH111+f8fU+ldgFRFRUlMjIzBRCCLFj5mrhFbOFxz1T2L98QwghhGffLpGVd0R4vR6xdP8CoTfo/Pted911/o6S8sRuyW/M0qVLT3p8g8Eg9u7dW+YPV8l9O3XqVNGoUSPxxx9/iNzcXGE2m8WCBQtE27ZtK7wfSo7/f//3f+Ueu1+/fkIIIT777LNz9n2rDprjoojGMHv2bLp168b27dvp1q0b8+bNu6T9qSRVx3333YfL5eLNN98kKSmJK664grp165apV+IfGxQUxHvvvUdKSgp2u50tW7Zw0003ldt2vXr1+Pnnn8nJyaGoqIglS5bQu3fvcv3jRowYgRCCESNGlGmnT58+CCEYP358pc7JZDIxYcIEdu3ahc1mIycnh7///psePXpU8qpIJJcOWq2Wvn374vV62bx5sz+/Z8+erFmzhhtuuIFFixbx7rvvcuTIEcaMGcOaNWuIjIwMaKdp06Zs3ryZJ598kszMTD744AN+/PFHrFYrzz33XEDdF154ga+++oqoqCi+/PJLfv31V2699VZ+/fXXc3ZeP/zwA9988w3R0dH8+OOPfPXVVwQFBfHNN9/w1ltv+etNmzaNJUuW+NcnTJjAhAkTeO+998q0efnllzNu3DieeuoprrvuupP+Lvft2xeA+fPnlymbN28eQMDzr3T93Dw7P/+xFwBFoxAemorNainjT3w61/tU1GndksHjHme/2+c+EBQdR1G6gqJWoWkXX1xLwbM2CUVR0SCuEQOuO+53XOIC99dff5Xb/siRIwGYPHnySW2w2+288847/vZOpH79+qxevZqIiAi++eYbFixYwIABA0hKSiImJuaU5/fTTz9RUFDAfffdV275Aw88AMCXX355ynZqIhdccZckk8kkFi5cKDwej1i8eLHQ6XQX3KbqmKrDv6wLkVq0aCGEEOLvv/8WgLjrrruEEEKMHz++TN1Dhw6J5ORksWLFCrFz507xwQcfiK+++kqYzWbh8XjElVdeGVA/ISFBpKSkCCGEmDNnjpg8ebL47bffhN1uF3PmzCnTSzJixAghhBAjRowoc+w+ffqUa1d5vT16vV6sXr1aCCHE+vXrxWuvvSa++eYbYbFYhMvlEsOGDbvg110mmc53Kukh27dvnxg/frwYP368mDBhgvjoo4/Evn37hNVqDegNVBRF7Nu3TwghxMCBAwPaeuMNX2/fV199FZC/du1aIYQQ999/f5njl37uNmrUSDidTnHs2DERHR3tzw8JCRG7du0SQpx9z+7999/v7w3VaDT+fK1WK2bOnCmEEKJjx47+/Mq6MZxIbm5uQA/tideivB7wiIiIMj2db775phBCiBtvvFEAolvnuOOuDIceE4XpB4Xb7RZqtfq0rzcE9uxGRcWKQVde7y/rct0Q8c62VeKXgzuEEELkHMkTO//+19e7a/1XCCGEZ99uYX31KWF1Fgmryyym/fuFAERsbKxwOp3i/fffF0CZnl21Wi0cDodwOp1Cr9ef8h5t3LixEEKI/fv3l7lvhRBi3LhxAfUnTpwohBDi6aefrvB++Pjjj4UQQlx++eUB+eHh4cJms4mNGzee0+9bddAcF9UUIVarlaFDh/LPP//Qp08fpk+fzi233HKhzZLUEEr+6X7//fcA/PHHH3zyySeMHDmSiRMnlgnfkpiYyLp16+jbty8ulwuAH3/8kUWLFjF27FgWLFjgr/v666+TkJDAc889x2uvvebPHzlyJN98802VndO4cePo1q0b06dP56677vLnf/DBB6xevZovvviCf//9F7PZXGU2SGoO6xbdRlzMxR0SMj3TSpcrfq5U3caNGzNhwoQy+bNnz2bhwoX+7Z49e9K4cWPmzJlTpndy4sSJ3Hfffdx+++088sgjuFwuunTpQpcuXVi6dClfffVVmfZTUlL867fffjtarZZ3332XrKwsf35RURGTJk3yD6A7G0aNGoXZbOaxxx4LGOTtcrl4/vnnufbaaxk+fDgbN26sVHtbtmxh5MiRLFmyhLS0NOLi4hg6dCgTJ05k2rRp5OfnM3v2bH/9WrVqAVBQUFCmrcLCwoA65dVfsz6dnXtyaNksEiVUQ7DKg6JWExISQn5+/mld79KM/t9LXDt0OCqVim3bN5Cadowt8xdz/TNjMesMAHgNkLFDQ5OBLtTG45JI44KCfZuJatmLrt260qJdM64ZdB1arfakz/TIyEh0Oh1paWk4HI6TX2Dg2LFjAMTHx5cpO3jwYEBvPPgGVr/44ot06dLllO0CfPbZZzz66KPcf//9/Pfff/78u+66C4PBcEn26l4QsavX66lTpw61a9f2p9Lb9erVQ1EUGZ7jIuCzj38nIjzqQptxSnLzsnn4sfJdC0rQaDTcddddFBQU+F8/WSwW/vzzT+666y4GDBgQIF5LeOKJJ/xCF2Dx4sUcPnw44IGj0+m4+eabycjI8L+aKmHq1KmMGzeO5s2bn8UZnpwRI0bgdDp55plnAvI3b97Mt99+y4MPPsj1119/Tn5QJTWfuBgTtRNCLrQZ54x///2Xq666yr8dERFBz549ef/991mxYgX9+/dn7dq1dOjgi6da8nq/NBaLhfXr1zNo0CCaNWvG9u3b6dq1K1D+a/sTadeuHQDLli0rU1Ze3uliNBpp06YNqampPP3002XKtVrfxAqn8ww68RX9kSNH+Pjjj9m1axcLFixg0qRJAWL3XPDNDzt5e2Jv34Y2cHaJ07nepcnITEOl8nlrDhp4I1O/fR+nzc6mfxcQf/ttANg8dtwOhcxdauLbBu6vX5qEt0UPovSxDBt5A7cPGsHGjRvZsmXLGZxh5dm8eXOZzpfk5GQAwsLCKtx/27ZtrFq1imHDhvG///3P/6fivvvuw2Kx8MMPP5xzmy92zpvYnT17tl/MhoeHn7SecrZTqEjOKRHhUURHx11oM86a6667jpiYGL766quAf9zfffcdd911F/fdd18ZsZuXl1du2J3k5GS6d+/u327WrBkGg4FFixaVG8Zs5cqVVSJ2Q0JCaNSoETt37iy3ZyMpKYkHH3yQ9u3bS7ErqRTpmRd/GKSzsbEktrvVamXhwoVMmjSJgQMHEhoaCkBGRka5+6WlpQH465X0TJ6sR7E0JXUzMzPLlJ3seKdDeHg4KpWK2rVrl9uLXcK5GAezePFiDhw4QNu2bQkJCaGoqAg43kNbq1YtcnNzA/YpuWale31L1y/h+1928/pLPdFoVKAzIoQXi8UcUK8y17s08xf8xf0jx6BWaxg08Hq+/f5DvF4va//8m1tG3A2ADQ/pagfhmzV+sevV+wSyIasQc14KEWHx3DL8FprHNGfUqFEnPV5OTg5Op5OoqCj0ev0pe3fr1KkDHL+3SlPSG16aklBnarW6Uuf++eefM23aNO68804+/vhjunbtStu2bZk2bVq57dd0zpvYHTJkyEnLLBYLKSkpJCcnk5ycHLAuubDk5mVfaBMqpDI2lrgwfPfddwH5ixYtIjk5meuuu47w8HDy8vL8ZeW9kgNwu90BD5ySh3l5P2Zwbn7QyuN0f6AlkoqorHtAdWfNmjUA/jc0JT/+sbGx5daPi4sLqFcSZzYxMbHCY5U8R2JiYjh69GhA2cmO5/V60el05ZaVFoilbVq/fn2lXnGfLdnZ2TRp0gSTyeQXu/v27aNLly40adLEf21LaNKkib9OCSXrJWUAmVlW/p5/iOuHNEbRRCLsOVzZLo4565NP63qXJjc3i7XrltH9sn7ExiTQsUN31m9YwdGtO4go9vYo0MDC/f8R7xnAzpk6Wl0HNo0JA2AN9pJ3bD2hETfQNLIlTqfzlL2iHo+HdevW0bNnT/r06XPKnugrrrgCgFWrVp3WOVWWGTNmMGXKFO6//34+/vhj7r//fuDSHJgG51Hs/vvvv34Be6KgvRT/ZVQXKnIPqA7Url2bgQMHAgT4L53InXfeWe7kJxVRcv+ebJRseT9oJYHsNZqyX8ETf8wqOm5lf6AlEomPkreLJa+4N23aBPiiBJzoK2kymejcuTNWq5U9e/YAsHbtWsA3Y9irr756ymOVRHDp3bs369evDyjr3bt3ufvk5eXRpk0b1Gp1wOQFJpMpQCACmM1mdu7cSYsWLahVq9ZJ/6SX5nR7CUsfv1WrVpjNZrKzj3cyLF26lNtvv52BAweWEbuDBg3y1yldH3zX74033vDnf/PDDq6/diAoenDu596BTZmzPvm0rveJzJ33O90v6wfAVYNuYv2GFURFRdEx1jc18d6CXFLU6TjVCvlHfNfDqQ7lQFc3yU0dqNVrSfAMQafWcyzvcLkTapRm2rRp9OzZk2efffakYlev1zN27FjfOVfRmA673c53333H6NGj6du3L7feeis7d+5k5cqVVXK8i53zFnrs6quv5qGHHuKVV15h6tSpzJ8/n507d8ofYkmVc88996BWq1m2bBlfffVVmVQy28/JQrVUxJ49e7Db7XTq1Knc3pjSLg8llPQgl9dTUeI/WBFFRUUcOHCAxo0bk5CQUKa8JLxP6fBKEokEv9Ao+fO7YsUK9u/fz5AhQ/w9biW88MILREVF8dNPP/n999evX8/atWvp06ePv8esNKW/jz/++CNut5uxY8cSHR3tzw8JCeGFF14o175169ah0+m44447AvJfe+01goODy9T/4IMPCAoK4ssvv8RkKjvAsH79+gFT/Ja4GpS8Si9NcHBwGUEN+Ac2hYaG8ssvvwSI8F9++YX8/Hz+97//BTzTEhMTGTVqFFlZWfz555/+/L1797J06VL69+/P4MGD/fkLl6bi1PjEMWI1V3evS0SI/rSu94msWr2E/Hzf+fbqOYAuXboxf/58wkND2ZGXRYbdQtuB/dhRdPxNstvlxalqDAp4vAXsSP6P/YW7yFdl07ZL65MeC3xid/Xq1fTt25fPPvsMvV4fUB4aGsqMGTNo2rQpv/zyC0lJSads72z4/PPPAZg+fTqhoaGXbK9uCRc8JIRM5zZVhzAg5zMdOHBAeDwe0aBBg5PWKZnxplOnTgJOP/TP999/X264mLvvvtv/WZQO8xMfHy88Ho/YuXNnQIiaxo0bi9zcXCFE5UKPvfjii0IIIb799tuA/DZt2gibzSby8vLKzFwkk0w1PZUXemz8+PHi/fffF+vXr/eFnMrJES1btvTv07NnT2E2m4XD4RDTp08XkydPFosXL/a3ExUVFXCMxo0bi+TkZH9Yrddff1289957YsGCBSI7Ozugbsn3NC0tTbz//vvinXfeEYcPHxazZs0SQpQNPdaqVStht9uF0+kU33//vXj33XfFunXrxL59+8SmTZvKPH8AMXXqVCGEECkpKeLbb7/1hyFcuXKl8Hg84tZbb/XXbdGihfB4PCIlJUW8+eab4vnnnxePPfaY/9p5PB6xevVqMXXqVH87R48eFUIIsWXLlnJDjN1xxx1CCCEyMjLEBx98ID744AORkZEhPB5PuSEQW7ZsKfLy8oTdbhfffvuteP3118W2bdt8D0vbUiFyRgvP+ofEw1c1P+3rLYQQWVlZ/s99zpzFIvlYnijIt/qfx1988YV44qdvxDvbVol3tq0SA6+7XSx/3/c7kHEwR6xKWiuWHBgrZh98RCw89KZYn7VcrM9aLl6Ycjz0V3mTSgAiJibGHxIyOTlZfPHFF2LSpEli6tSpIisrSwghxKxZs4TJZCr3vp06dWq593V590pFM6gtXbrUd0lttpNOjnK2qZpojgtugEznOFWTG++8pP79+5f7gDgxlcSp/OSTTwScvtitXbu2SEtLE0II8c8//4hJkyaJX3/9VdhsNn+c3d69ewfsM336dCGEENu3bxdvv/22+O6770RRUZH49ddfKy12S8fZXbt2rXjttdfE119/Lcxms4yzK9Mlm0rHKy2NzWYT+/btEx9//LGoU6dOmf1at24tfvnlF5GZmSkcDoc4dOiQmDJlioiMjCz3ODExMWLKlCli//79wm63i+zsbLFq1SoxZsyYMnXvu+8+sX37dmG328XRo0fFm2++KQwGw0mfT3379hWrVq0SNptNZGVliW+//VZER0efUtzcfPPNYv78+SInJ0c4HA5x7NgxsXjxYvHEE0+UOYe7775bbNmyRdhsNiHE8RnUQkJCxIcffijWrFkjMjIyhNPpFAUFBWL16tXiqaeeKjP9bek0aNAgsXTpUlFUVCQKCwtFUlKSuOKKK05av2nTpuKXX34R2dnZwmaziS1btogJ4588HnP36Cix/O2hp329T8RutwuH3SXy86xi88Y9ok2bNgIQvW6/WbyzbZV46o/pomHnDmLux8uEEEI4zJnC450tMtOnitkHHxGLNv9PbNr6p1iftVwsPTRfGIOMAk4udsEXc/fee+8VCxcuFFlZWcLhcIj09HQxe/ZscdNNN53yvj2XYvfee+8VQgjx448/Vtn3rZpojgtugEznOFWTG++8pB9++EEIUf7kDaVTSEiIsFgsIi8vTxgMhjOarrN+/fpixowZIi8vT5jNZrF06VLRu3dv8cEHHwghhGjXrl1AfYPBIN577z2RlpYmbDab2Lx5sxg+fPhpTSoBvslYXn75ZbF7925ht9tFbm6u+Oeff0TPnj0v+PWXSSaZTp0q82f8UktrFtzqF7yeRfeLxgmhZ93mZx//LpIW7BFJC/aIOrV9b/mMoaEivmkjf50x900WiyYvFA7LbOEVs4Ur/zeR/vlY4Xz5KZHx5QR/7+41w4dc8GtU2fThhx8KIQKnJT7XqZpojnPfaEX//s4kderUSQwePPhCX6xqkarJjXfJpGXLlgm32y2CgoIuuC0yySTTxZWk2C2bHn+w/fHe3S0Piwl3dDjrNm+64W7xzpvfiiFXDRMmU/nP4tiYOmL+xEXi6Nq5vhnVPLOE5e1xwvnyU8Lx8lNiy8H5Yn3WcvHl7I8v+DWqTIqKihKFhYX+2eSqKlUHzVElA9TeeOMNDh48yJgxYyo9svxk9OzZk9mzZ7NmzZrzElZFIjlTSqIflOaOO+6gV69eLFy4EIvFcgGskkgkkurFjL/24vH4ItYQpeXOfo052xD8v//5HU+OG8Gcub9htZb/LM7IPMZRbyHp23xRGRSVgmj1/+ydd1QUVxuHn92ldxAsgKIRxY4Ne0FjL2maxBgTW4wxphhNTDHGllgSu4nGz1hjTGJJ0dgLdhSxYFdQLCC997b3+2NlYVxQEBDLfc655+zcNu/M7uz85s5736tb4UwF2Jy5BECTVp641TSc3Pe40KtXL77++mv27NmDtbX1feMvPyuUididPn06NjY2zJ49m7CwMDZs2MArr7yimIlaGEZGRjRv3pypU6cSFBTEgQMH6NWrFydOnDBY1UUieZw4f/48u3fvZsGCBcydO5d9+/axdu1aEhMT+fTTT8vbPIlEInkiiIhMZc8B3XK6KjM1NWrZ0bZewSEWS5PK7s+x7cR/JIaqSYvVqWuzNlURKgGA47U7oNV97juwd5nb87C8+uqrTJs2DUdHR7788kv+/PPP8jap3FGhG+ItdVxcXPjuu+8YOHAgGo1Gv/Td7du3CQgIICoqitjYWDIyMrC3t8fBwYHnnnsOT09PffgmlUrFtWvXmDhxovyyioGLi4t+QQ5XV9dirzojeTi+/fZb+vbtS7Vq1bC0tCQqKgofHx+mTZumj88pkUgkkgfz1ut1WLNYF4ZMhGfyvyVnee/HI2Wyr7od2tLro5E4e9Ri5Yef832XSXi0z6RGB93KE8m/HMfsTjoAQb1aklq9CtER0fT27KcIwfas8iRojjITu7lUqVKFd999l2HDhuHq6qrPzxW/CmPuvqfIzs5m69atLF26lJ07d5aleY81Go2GU6dO0ahRIwYMGFBkwf8k/PAkEolEIikMKytjIi6PwMLcGJGlJe5ALM6D/iAjq2TiUqVS4dmoBe3bduGnn2ei1eZQr2M7hv+oW0zkxL9baRznRofnqtPqfZ3ATfOPwHjbZQCi3OwI6+0NwCdvfs6hXWUjwJ8kngTNUSYrqF2+fJkDBw4wcuRIwsLCmDJlClOmTKF+/fp06NCBli1b4uzsjJOTE2ZmZsTExBAVFcXFixc5ePAgR44cITk5uSxMe6L4+OOPi+T6IZFIJBLJ00Rychabt19nwCseqIzV2LlY0KOZC/8eu/Xgxvdh7Jip9On1GgDH/A5wwv8wV339SE9OwczKkvqd2rN5zBya235O4h01Ns5azJo4kbHnMkaZ4BAST0RGJlpTE/oM6CHF7hNCmYjdWrVqYW1trchr2rQpFy9e5MKFCyxZsqQsdvtU4eLiwqRJk/jggw9Ys2ZNeZsjkUgkEskj5beNVxjwigcAKidjXmv/XInF7nG/A3qx26VzX074HyY7M5OLBw7TtHd3LGxsiDVNJFWjJfycBhtnLSqNmqzqthhdTUCTA5YXr5PUpA7turbB0tqSlCQ5+fhxp0wmqGVnZ+vXHM/lxIkTBAYGlsXunkrmz5/P5s2b9ctZSiQSiUTyLLFz301iYtN0G/ZG9GldFXNTTYn6PO53kOTkRADate2KqakZAAG79unrNOraGf/Q80ReMEKbA9ERxiTZV9OXVwi8AYCpmSnP9/UukT2SR0OZiN3o6GgqVKiAmZmZcmfqMtldsahduzYffPABK1eu5OzZs2RlZSGEYMKECUVq379/f3x8fIiNjSU5OZkzZ87w2WefYWRUeoPk3bt3p1u3bnz22Wel1qdEIpFIJE8SWVla1v+rGyRTaVRYVTGnV/OShfzKysrkwCHdXCALC0vatO4MwOUjx0m/Gx6yQecO/LX3VzJTVByZb87R38y5ltOYVCst0c7Z3KqXA3fnHfXo17VE9kgeDWWiPk+ePIlareaHH37QR1Z4XBg1ahSLFi1iyJAhNGzYsFgidd68eWzYsIG2bdvi5+fHjh07qFatGt9//z379u0zEPcPg6mpKT/++CNTpkwhPDy8xP1JJBKJRPKksv6fvDfCqgpGvNquRon73LN3i/6zd8eeAGRnZHDpgM7/1tLOlkwHIxLUWWSlqrBKySY+W01o1QqcfD6DULd4UlPiAWjerilOlR1LbJOkbCkTsfvjjz+iUqkYNWoUUVFR/PfffwCYmJhQu3btsthlkTl//jw//PADAwcOpE6dOkX2h33xxRcZM2YMSUlJtGzZkh49etC/f39q1arF2bNnad++PdOmTVO0GTx4MEKIB6Z+/frp23z11VdkZmaycOHCUj1uiUQikUieNA75hhIZlarbsDOid8uqWJqV7E3q2XMniI2LBqClVwfMzCwACNjto6/TqFsnjgT56bfTo1PJEo0xytRtZ6t1vsNqtZpuL3cpkT2SsqdMxO6uXbsYMmQIcXFxWFlZ0bNnT4QQ2Nvbc/HiRRITEzl8+DCLFi1i2LBhNG7cuFTdAO7H8uXLGT9+PL///jtXrlxBq9UWqd1XX30FwMyZMzl9+rQ+PyYmhvfffx+ADz74ABsbG33Z33//TZ06dR6YcsOrVatWjfHjxzNx4kQsLS2xtbXV92dhYaHoWyKRSCSSp52cHMFf/10DdK4MFpXN6O1VMlcGrVbLocO7ATA1NaNVi44AXD7sS0aqzke4YeeObNq1Wt/GLCaV7GqVqBZlB0C69qa+rGd/6crwuFNmCvPXX39l/fr1dOvWjQ4dOjB27Fh9maWlJa1bt6ZVq1b6vOzsbC5evMjp06c5deoUp0+fJiAg4LFYYtXZ2ZkWLVoAsG7dOoPyI0eOcOvWLapVq0avXr34448/AEhMTCQxMbHI+6lRowZmZmZs2rTJoGzFihUsXLjQIMrFg6hSpcoD6zyOMfEkEolEIgHYuCWQ94Y2BHSuDK+1r8H6Q8El6vPAwR282PcNADp27MH+g9vJSs/g0qGj1PduR/Dps8SkxxJFGtUrmtJmQBpmtsnEB9YnWHsEu/BULJPPktKsEXUaeVC9lhs3Am8+YK+S8qJMh1MzMjLYsmULW7ZsYezYsYSHh9OoUSOaNm1KkyZNaNKkCU2bNqVmzZoYGxvj6emJp6cngwcPBnRPX4+Dz2+TJk0A3SjujRs3Cqzj7+9PtWrVaNKkiV7sFpczZ87g7e2tyKtcuTJ//PEHU6dOZffu3cXu88SJEw+soyrpouMSiUQikZQR+w+HEB2ThmMFc7A3omcLV6zNjUlKy3roPgPOniA+PhY7O4e7rgzmpKenseWHhaz/ZjoZqTrXCZ+z+xnQtAfG5roJaVZVbWi32ByLZDU5RsFcbFQPYWxEz/7dWDJjWZH3L4Rg//79dOrU6aGPQVJ0Hll4hJCQEIQQxMTEsHv3br7//nveeOMNPDw8sLW1pUOHDnz88cesXr2ac+fOkZOT81hEbwDdiCvArVuFx/e7ffu2ou7DkJCQwIEDBxTp2LFjAFy8eJHDhw8/dN+S4hEcHExwcMlGDp5EntXjljxduLm5FTg/Ijk5mYCAAL755hssLS3L28xyY9KkSQgh6Nixo0GZkZERr7zyCqtWreLixYskJSWRmJjIsWPHeO+99+57Xx44cCDHjx8nOTmZ2NhYtmzZoh8sKojmzZuzdetW4uLiSE5OxtfXl1dffdWgXk6O4O+tea4MZhXN6Nvy4V0ZhBBcuHCeLVv/5O9/1/Ll1yPJzMwAID4ikspOTggh2L59O3/tWk1OtoroQF3IMyMzFVobUwA02QLr4DAAur8iXRkeZx6Noyy6Px9zc/MCy1JSUjhy5AhHjuStRGJsbEyDBg0elXn3Jdd14H4uFbkrvj1ufrVeXl6EhYWVtxnlipubW4Ej8ikpKVy7do1NmzYxZ86cR+oy4+Pjg7e3d4Gj6rn2rlq1iqFDhz4ymySSp42goCDWrl0L6N5gOTk50bNnT6ZMmUKPHj1o165dkedtPCvUrFmTTZs2kZSUxN69e9m8eTO2trb07duXJUuW0KtXL1544QWDdl999RXfffcdN27c4Oeff8ba2poBAwZw9OhRnn/+eY4ePaqo7+3tzc6dO0lPT+ePP/4gKSmJfv36sX79esaNG8fcuXMV9TduDmTE2zpNoKpgRP+2NVi3/3qJjnXFqvkPrBOdGEW4NpmKl8yoVF+3VLHGww3uBAFgfTmIxNpVca3uTCOvBpw9cb5ENknKhkcmdgHS0tKwtLSkevXqGBkZERgYSOrdVwX3kpWVpZgI9qxy8+bNErkZhIWFSZ/cu8gbn0TybBEUFMSUKVMUeSYmJvj6+tK6dWs6duyIj49PIa2fTZKSknj//fdZvXq14v48btw49u/fT9++fenfvz8bN27Ul7m7uzN58mSuXLlCixYt9HNVFi9ezLFjx1i2bBkNGjRA3I1Nq9FoWLZsGVqtlg4dOhAQEADA1KlT8fPzY/r06WzcuFHxNnXfoRBi49JxsDcDeyO6NnPB3FRDWkZOmZ0LlUpFBVcXDpzbj4tJb3IyQWMC5s2dyTwaiEmGCvs7CYTdXT6460vPS7H7mPLI/ATef/99/P39iYuLIyAggJMnT+pfc7Rt2/ZRmfFQJCUlAdz3tZeVlRVAsSakSR4tuTe+KVOmMHnyZEaPHk2dOnU4deqU/sYnkUiebjIzM/UC19FRGR+1fv36/Pnnn0RERJCens7169eZN28eDg4OBfbl5OTE7NmzuXz5MqmpqcTExHDs2DHGjRtnUHf48OGcO3eOtLQ0bt26xaxZszA1NUUIYSC47+dO5OPjoxeN9zJ06FAOHz5MQkICKSkpnDhxwuDtkI+PD5MnTwZg//79eheP3P3duXOHJUuWGAxEpaam6kdb7/2vHDp0KMbGxnz33XeKe2BAQAC///479erVo127dvr8zp074+7uzrp16/RCF3T3z+nTp2Nqaqqfu5NLVlYOGaajQGWLyuZtLPv8RExMPP/995/efbBOnTr8/fffxMTEkJiYyIYNG6hYsWKB5+p+5A4wubdsxrBF37Nl7+/U6VMfI5M+gB1G5ioynXSuDGotWAWFUMWiGrO/ms8bb7yh6Kuw770gcr9bU1NTpk2bRlBQEJmZmUyaNElfp02bNvz333/ExMSQlpbGpUuXmDx5cqFvziU6HpnYXbRoEU2aNEGj0aBSqVCpVBgbG9OrVy8OHDjA4sWLH1n4seKS+wq8atXCfYRyywqbwCZ5PLnfjQ90Dzjz588nNDSU9PR0AgICFHGRc6lVqxazZs3i5MmTREdHk5aWxpUrV5gxY4bBQ5IQQj8RMb8/4cqVKxk8eLD+NzRkyBBFee4NpkqVKkyePBlfX1/9TTk4OJiffvoJJyenAo/T2NiYMWPG4OfnR2JiIklJSVy4cIE5c+ZgZ2f3SI4b7v9n/uuvvyKEwMvLq8BjmDJlCkIIBgwYoM8bOnQo//zzD8HBwaSlpRETE8OOHTsMJnpKJLkYGxvj7e2NVqvlzJkz+vy2bdty/PhxXn75Zfbu3cvcuXO5efMmY8aM4fjx41SoUEHRT+3atTlz5gzjxo0jMjKShQsXsm7dOlJTU/WhKnP5+uuv+eWXX3B0dGTZsmVs2LCB119/nQ0bNpTacf3222+sWLECJycn1q1bxy+//IKlpSUrVqzghx9+0NdbtWoV+/fv13+ePHkykydPZv78+Q/cR1aWbkJYdna2Ij/3etu1a5dBm9zQmvkFcnHr55KWYQI2H4GmAiQdJ+pGAL1792b37t3Ur1+fo0ePYmVlxYoVK/D396d///78/vvvDzwuOzsH+vR6jQGvvQOQbwTaiMruz5FtbcTFk7kuE7p7vZFHdX1726s3cDStSLY2i6s3L+vzH/Z737RpE0OGDMHHx4cFCxboH0T69+/PgQMH8Pb25p9//mH+/PmkpqYyadIk9u3bV6iIljxCN4bz588zb948Dh8+zM2bNzE1NaVt27aMGjWKvn378u6771K3bl369OnzWIQby0+uO4WjoyPVq1cvUNA2b94cgFOnTj1K0yQlpLAbX27Zrl27sLe3Z9OmTVhYWDBgwADWr19Pjx49FNExXnnlFYYPH46Pjw/79+9HrVbTqlUrvvjiCzp27EiHDh30N4jJkyczZMgQqlevrh9hAV00jhs3bjB//nzGjBnDmTNn+Oeff/Tlub+7Dh06MG7cOPbu3cvx48fJysqiSZMmvP/++3Tv3p2mTZsqRlfMzMzYvXs37dq14+rVq6xcuZKMjAxq1arFyJEjWbNmDfHx8WV+3PnZtGkTnp6e7Nixg/j4eIKDg9m7dy+DBg3inXfeMYgiolarGTp0KNHR0fz111/6/J9++omAgAD27NlDVFQULi4uvPTSS+zZs4dXXnmFzZs3P/A3IFHS4e0BdHz7jQfWC714hRUfjVfkDVv4PS71PB7Y9sCa3zm4Ji9qjamFBeM3P1iU3NvuQbi7u+tHxVQqFY6OjnTv3h0XFxfGjx9PYGCgvmzVqlVYWlrSvXt3hQibNWsW48ePZ9asWbzzzjv6/LVr1+Ls7MyIESP45ZdfFPt1cXHRf65ZsybffPMNISEhNG3alKioKED3P+Dn50dp8M477zBw4EBWrFjByJEj9decsbExGzdu5NNPP+X333/n1KlTrF69murVq+Pt7c2qVas4cOBAkfczbNgwwFCk1qpVi6SkJCIiIgza5J7jWrVqKernL8tPREQESUlJivq5PFezLhmJezHN3gLZAvNz0Sw5eJZRo0Zx6NAhJk+erFiQ6b///qN37940adLEwC3S0dGRSZMmoVKpeP3V4ZiZmZOZmUm9BtUMQnzW927HX9v/pVXvRlg4OoPqImbNKpN+9DJmaWrsrZwx1pgSkXaHDj3acvLo6RJ9787OzjRq1Ii4uDh9nrW1NcuWLSM7O5vWrVtz7tw5QOcrvW7dOgYMGMBnn33Gt99+e9++n1Uemdj19PRUbGdlZbFz50527txJ3759+d///kf79u3ZvXs33bt317sOPA6Ehobi5+dHixYtGDhwINOnT1eUt23blmrVqpGens62bdvKycqywffdQVSyerxnLUckp9D6f2sfWK+oN75cXFxcOHHiBN7e3voRjXXr1rF3717Gjh2rEH2//vorc+fO1dfLZeLEiUydOpXXXntNH6N5ypQpeHt7U716dQN/QkAhdgsq37dvH5UrVzZ4KHzrrbdYs2YNH3zwgeI3Om3aNNq1a8eaNWsYOnSowi/ZxsaGnBylz1tZHXd+CvozB7hw4QIDBgzgk08+UbxG7dGjB1WrVmXevHlkZmbq8+vVq2fw8Fm5cmX8/f354YcfpNh9CMwsLbGr9OBXv/HhhsLG0sGuSG3N7h31V/Fw7R5Ari/pvWzZsoU9e/bot9u2bYu7uzvbtm0zEHJTp05l+PDhDBw4kFGjRpGVlYWXlxdeXl4cOHDAQOiCMnb5wIEDMTY2Zu7cuXrBAzr3uG+//VY/j6AkfPDBByQnJzN69GjFw2VWVhYTJkzghRde4I033ijRYMyIESPo1asXe/fuZfv27YoyW1tbIiMjC2yX++Bta2urqA+6CESFtclfP5ekpCR2/vUj/V9wQ2WkooKLJRd37IRRo4iJiTFYefSPP/6gd+/eeHp6Fih2C/ptTJw40SCvvnc7Nn8+i49ODsejR20EzhiZ3SbHyQxuZaJp0hKA6PRwnu/biXnf/Fii733SpEkG/40vvvgidnZ2LF68WC90QTcKPX78ePr168eQIUOk2C2Ex8JvYMuWLbRs2ZLNmzfTsmVLdu7cSdeuXR+rEd7p06fzzz//8MUXX7B9+3b9hePg4MDixYsB3TLJT5vPbiUrS1xti7eQxeNKUW98+fnkk08UQm7fvn3cuHHD4FX7nTt3Cmz/448/MnXqVLp06VKg6HsY8v9x5ufXX39l0aJFdOnSRS92NRoN7777LvHx8Xz88ccGE/AK+72W9XEX9GcOsHTpUhYuXMiAAQNYsWKFPj93RG3ZMmUcy4LesoSHh7Np0yY++ugjqlWrdt+QgRJD0lNSiI8oWLjkJyU2vsC8orRNv/e/XfBw7R7Ajh076Nmzp37bwcGBtm3bsmDBAo4cOULnzp3x8/PTh8fKfb2fn5SUFPz9/enevTseHh6cP39ev8hQQa/h7yV3oOfQoUMGZQXlFRdzc3MaNmzInTt3+Pzzzw3KjY2NAZ0/68PSu3dvfvzxR27cuMGgQYMeup+SEhgYyN9bL9H/BTcAVPZGNHXVyZizZ88a1M+NROTs7GxQdvnyZerWrQtAm9ad+W7qEgC2/PcHm/5ZwY0bN8hM062mVqOpJzGZCVwKuEGtLjVBVY2boXFYmFTE0jIeVa26ZIXdIt04jcqulajftF6JvveCRn7v9xu9ffs2169fx8PDAysrK310KEkej4XYBV0M2zZt2rB582Y6derEli1b6NGjh2IUpzRo0qSJXpyC7hUTwMiRI+nTp48+/+WXXyY8PFy//e+//7JgwQI+/vhjjh07xt69e0lJSeH555/H3t6ew4cPF/hE+KQTkfz4PHAURlFtLOqNL5e4uLgCxVRISAitW7c2yB86dChDhgyhQYMG2NraotFo9GUF/dmWhJdffpmRI0fStGlT7O3tFf7u+fdVp04dbGxs2L17t8JV4X48iuMu7DXemjVrmDlzJiNGjNCL3YoVK9KnTx+OHDnCpUuXFPVr1KjBl19+SefOnXFxccHMzExR7uzsLMVuMTm45o9iuQrk5163hqKSkZrKtC4vPlTb4pA7KTo1NZU9e/bw7bff0q1bN33IyIJew0OeaMqtlzvqWJRIN7l1Cxr5LGx/xcHe3h61Wo2rq2uBD/O5PGxc4Z49e7Jx40YiIiLo3Lmz4r6YS0JCQoEjsZB3zvKP4uZ+vl+bgh6GExMT2bb7BtnZWoyM1OBgRBfPyvqye8nvznE/Tp46SkZGOqamZrRu3Zm//l0JQPLdBzqNkRF127fiwNmDtLzQgCqezlw85YibqhZWrbUYazTczjgLxvYAPN/Xu0Tfe0HlRfmNenh4YGNjI8VuATw2Yhd0sz379OnD1q1b6dixI2vXruW1114r1X3Y2NgolinOpWrVqooJaAU5eo8ZM4YjR44wevRo2rRpg7GxMdeuXWPmzJnMmzfP4FXu00BR3AOeVAq78eVS2Cu27OxshaADWLhwIR9++CG3bt1i8+bNhIWFkZGhC1I+efLkUp04MHbsWObMmUNkZCS7du0iJCSEtLsjEGPGjFHsqzg35VwexXEX9oedkJDA+vXrGTJkCPXr1+fChQsMGTIEY2Njg1HdmjVr4ufnh42NDT4+PmzZsoXExES0Wi3e3t54e3vLCRuSAjl+/DiA/k1FrlCqVKlSgfUrV1YKqtwHx/y+uYWRez1VrFjR4MGrsP3db/XQewVirk3+/v6FTu58WHr16sWmTZuIjo6mU6dOhUaICAwMpE2bNlSqVMng2i7IPze/H++9rhWVKlXC2tq60Afi+IQMDvqG0rl9VVRmalxcLB76+HLJyEjH/9RR2rbujGOFijxXQ+d3nhwbCza6/7z63u3ZPGcVA59/iSqezni42RMSLqjdoBJZ2jSucIAKOX3RaDQ839ebhBvF/97vR3F/oxIl5SJ2TU1NqVq1Kq6urvqUf9vNzQ2VSsUrr7xS6vs+cOBAieLWbtiwoVRn0ErKn3tvfMXFycmJ0aNHExAQQOvWrfXCE3R/TPcbbSkuGo2GiRMncufOHRo3bmzg0jB+vHJkrTg35eJSVsf9888/M2TIEEaMGMGYMWMYPny4XgTn55NPPsHBwYFBgwbx22+/KcoqV64sIzJICsXeXjcCl7saWK5bmre3tyJyAYCFhQXNmzcnNTWVK1euAHlvJrp162Ywh+NeciOZtG/fHn9/f0VZ+/btC2wTFxdHw4YN0Wg0Cp96CwsLg4lbycnJXLx4kbp162Jra1vow2p+cvu89+E1P7lCNzY2lk6dOnHt2rVC6x44cIA2bdrQrVs3fv31V0VZ9+7d9XXy1//qq6/o1q0bf/755wPr38vm7dfp3P7u4JRt4cdQHI767qVt684ANGvaBoC0pGRStGBpZ0uddq1Z9+UUQkKjqRORRDWPioRlZGFiU5EbCQfJESmkpd3ByqoqLm7OHD1+EqBY3/v9yP8bvVeDuLq6UrNmTa5duyZHdQvhkYUe27JlC6dPnyYqKoqUlBQuX77Mnj17WLVqFd9++y0jR46kd+/eNG7cWP9HJJE8Cu698RWX5557DrVazZ49exSCDwr/U8u92RS0z/vdiBwdHbGzs8PX19dA6DZv3hwLC+Uox5UrV0hISMDLy6vAEGMl4WGOuygcP36cgIAABg0aRNeuXalduza//fabwT5yXZD+/fdfgz4e99jdkvJl7NixABw8eBCAI0eOEBQURK9evXj++ecVdb/++mscHR35/fff9W/v/P398fPzo2PHjooIDbnkd99Zt24d2dnZjB07VhEa0Nramq+//rpA+06cOIGJiQlvvvmmIn/GjBn6mO75WbhwIZaWlixbtszgPwCgevXquLm56bdjY2OBwsNp9ujRg02bNhEXF0enTp0ICgoqsF4uK1eu1E+Gy7+KqKenJ2+88YbBcvd79+7l2rVrDBw4UDF53cbGhq+++oqMjAzWrFlT6P4278hbOU1lWzpjdr6+Pvo5DbliVwjBpYO6ld/MrCyp6dUE38DjhJ68g4mFMc0a6b7nhBu6OtlGeW/QYjOji/29349///2X+Ph4hg4dSr169RRls2bNwtjYmFWrVhW732eFRzay26tXr0LLUlJSCA0NJSQkhJCQEMVniaSsuffGV1xu3rwJ6IJ9q1QqfYxGFxcXZsyYUWCb/Deb3Pa5xMXFodVqC7wRRUZGkpqaStOmTTE3N9cLQDs7OxYtWmRQPycnh6VLlzJ+/HgWLFhQaDSGh5kM+jDHXVSWLl3K4sWLWblS5zt3rwtD/v23a9eOHTt26PO/+OILGjZsWKL9S54O8kdggTw//WbNmhEbG6uf0CWEYMiQIezcuZNt27axYcMGbt68SevWrfVi74svvlD0/eabb7J//36WLVvGW2+9ha+vL2ZmZtSvX58mTZro43Zfu3aNqVOnMnXqVM6ePcv69evJzs6mX79+nD17tsCJYz/++CNDhw7ll19+oWvXrkRFRdG+fXvs7Ow4c+YMjRs3VtRfunQprVq1YsiQIbRt25Y9e/Zw584dKlWqRJ06dWjZsiUDBw7UXzM+PjphN336dOrXr09CQgLx8fH89NNPeHh48Pfff2NmZsb+/fsNFkkA3cTQ1atX67cDAwOZPHky3333HQEBAWzatEm/XDDoIjnkXwgjJyeHd955h507d3Lw4EHFcsHVq1dn3LhxBv+L+Qm+mci5i9E0rOeIyko3KGBlfn+/3AcRFx/DpcsB1K/XBLdqz+nzLxw4TPMXehITcgdTS0v+27+eXvW9qd29JhYWJgjisQtNJNJIhdPtUEztQ0mu6YJn2/rF/t7vR1JSEiNGjOD333/n+PHj/Pnnn0RFRdGlSxeaN2/O8ePHDd5KSJSIR5G2bt0qli5dKiZOnCiGDh0qunXrJurVqydsbGweyf6fpeTi4iJycXFxKXd7yju5ubkJIYQIDAwUkyZN0qcFCxYIf39/IYQQMTExol69evo2wcHBIjg4uMD+fHx8hND9c+vThg0bhBBCnDx5Unz//fdi9erVIiYmRqxfv14IIYSPj4+i/nvvvSeEEMLf319MmzZNTJgwQfTp00dffuzYMZGTkyPWrFkjJk6cKCZMmCCqVasmAPHDDz8IIYS4evWqmDNnjli2bJkICQkRR44cESEhIQZ2m5qaigMHDgghhLhy5YqYP3++mDVrltiwYYNISkoSnp6ej+y4C+qjoGRtbS2SkpKEEEKcOHGiwDqNGzcWGRkZIiUlRaxcuVLMnj1bHD58WKSmpootW7YIIYTo2LFjuf/+ZHr0Kfeav5e0tDQRGBgofvrpJ1G1alWDdg0aNBDr168XkZGRIiMjQwQHB4t58+aJChUqFLifihUrinnz5omgoCCRnp4uoqOjha+vrxgzZoxB3eHDh4vz58+L9PR0cevWLfH9998LMzOzAq8TQHh7ewtfX1+RlpYmoqKixOrVq4WTk9N9r6FXX31V7Nq1S8TExIiMjAxx+/ZtsW/fPvHJJ58YHMPbb78tAgICRFpamhBC6K/7jh07Fnju8lOQvYAYOHCg8PPzEykpKSIuLk78999/okmTJoV+T15eXmLbtm0iPj5epKSkiGPHjonXXnutwLr37vfbCa2FiPlYiLgpQgghfPf8ZdAm91gmTZpk0NelS5cM7R/wrvDZfUX4HromhBBi+/btwsTcTFR2f05fR6VSiS3TdomE0FAhhBBaESAS9v4kMqd8KjKnfCoif54s/KMOC/+ow8KjYa1ife9F+X9s166d2Lp1q4iNjRXp6eni8uXLYsqUKcLCwqLcrrcnRHOUuwEylXJ6Qn54jyw9zI2vuKLP0tJS/PDDD+L69esiLS1NXLlyRUyYMEEYGRkV+Kem0WjEzJkzxY0bN0RmZqYQQoiVK1fqy2vVqiX+++8/ERsbK3JycoQQecLNyMhIfPnll+LKlSsiLS1N3LhxQ/zwww/C0tKyULtNTEzE2LFjxalTp0RKSopITEwU58+fFz/88IOwtbV9ZMddVLELiDVr1gghhHj33XcLrdOxY0dx6NAhkZCQIGJjY/U310mTJinOmUwyPa7pfuJRpsKTV9NKOrEb87HQBo4W/03uWuI+3arVFHO+Xy36vTxYVHSqUmi96aMXiuSoJKEVWUIrtovUiL9Fwg9jReaUT0XG1E/F6Vt7hX/UYfHuZ8PK/Tw9ivQkaA7V3Q+SpwgXFxe9C4irq2uxZuJLJI8LZ8+epUaNGjg7Oz9Wi8xIJKWJEIL9+/fTqVOn8jbliUKlgtDz71ClsiVCK0g9HI/TgN9Iy8h5cOMS8tmo8Xy/eBaZqTcxttAt8BCz9AC2dwNRhHg3JrZedS6fvcKg54eXuT3lzZOgOR7ZBDWJRCIpKj169KBhw4b89ttvUuhKJBIDhIAtO3UT1VRqFeZOpnRqWKVM9/nee+8x6/vv+XTyOHKycgg/f0NfZuqctwKg5dVgAOo08qCS84NXBpSUPVLsSiSSx4b33nuP7777jtWrV5OWlsbMmTPL2ySJRPKYsn1v3iQ2lb0RvbwKji5RGrQf9Drfzf6eTz8dR1R0NLvXHSIsIC+2vqbRc2SY6Sb/2oYnoM7QLYjVvruMDPM4IMWuRCJ5bPj8888ZP348UVFRvPrqqwWu5CaRPE2oVCrpwvCQ7D14m6ysu24Ldkb0bO5aKv2qVCrq1W3MsCFj0Gh0Qauq1KrJquALzL/gxyvvDGXFymUkh6tIT9DF7Td1NSXdWtderQWbGzqfhg492pWKTZKSIcWuRCJ5bKhRowbGxsY0aNCArVu3lrc5EonkMSYpKZPDx+4AoDJTU93NhrpV7Urc79iPp/DTwj95681R1K/XGIDLR47py+u0a8WBM3sAFVFXdKHP1Bowq5C3RoBVoG7U2atdUyytSr7Km6RkSLErkUgkEonkiWTHvnzxeO2M6OVV8tHds+dP6j+38OoAQOCxE2jvLvjj0bYVkQmRROekEH01b/EfdYOaZJrq5vzbhsagysrG2MSYVp1alNgmScmQYlcikUgkEskTyfY9+fx27Yzo2bzkfrsn/A/pP7dsoRO7aYlJ3Dx7AYDKNWtgX6UyRy4cIv6WmuwMiI42IjHNilQrnd+uJkdgfSsSgA7dpStDeSPFrkQikUgkkieScxejCblzN2KLrYZ2DSphY1Gy1dTi42O5fEUXUsy9Zl0qVNBFVMjvyuDRtiV7jm9F5Kg4Mt+cfeusuBxeFU0WRFfJ5pJXJokVdO4Lbbu2LnD5d8mjQ4pdiUQikUgkTyw77kZlUKlVGDsY07WJS4n79DuRt3y8V3PdyOyVw/nFbiuuhFwmnWxyMlXYJ2URoTJBaCtyrl0Gt+pkkWIWB4Cdgy2NWjQosU2Sh0eKXYlEIpFIJE8sO/YqXRl6lUJUBr8T+VwZ7vrthly8THKsTsDWbuUFGhVn71wEQKMVpCekE+dQA8dQXQSHTHFH34d0ZShfpNiVSCQSiUTyxLLnwC2ys3W+stgZ0aUURnYvXQ4gMTEegGZN26BWaxBCcNXXDwAzK0uqezZk5+F/9W008emkVK1CxUhTADKy76DV6ia1dewpxW55IsWuRCKRSCSSJ5aExEyO+oUBoDJX4+piRR1X2xL1qdVq8T95BABra1vq1W0MwOW7rgzanByq1HbHP+gEAoFj7WxefiOORs8n4mDrjDoLbCOysT1xBoBqz1Wlei23EtkkeXik2JVIJBKJpJyYNGkSQgg6duxY3qY80WzfeyNvo5RGd/P77bbwag/ApUNHWfHReCa278GR3zeSkp5CWGY8WakqLOx0YcfwcKHlLjNa7jKnxsnbGCelAtD2+VYltknycEixK5E8Rsgbn0RSctzc3BBCKFJmZiYhISH8+eefNGvWrLxNLBLNmzdn69atxMXFkZycjK+vL6+++qpBvYKO996UnZ1dDkfw6LjXb7drE+cS9+nnf5jIyDC2bt/AmQDdiG5qQiIXfA6RnpSsr3fojA+JoWqy0nTbJtUs0OZTV9Y3dauptZFit9wwKm8DJJKyxs3NzWDZ2aysLCIjIzly5Ajff/89J0+eLLjxY0Tz5s2ZMmUKbdq0wdjYmHPnzjF37lw2bNhgUPfDDz+ke/fu1K9fHycnJ7Kysrh58yZ///03CxcuJC4urhyOQCJ5tAQFBbF27VoALC0tadasGa+99hovvfQSXbp04dChQw/oofzw9vZm586dpKen88cff5CUlES/fv1Yv34948aNY+7cufq68fHxTJ48ucB+mjdvTp8+fdi5c+cjsrx8CDgfRWRUKhWdLMBGQ8eGVTDSqMjOEQ/dZ1xcNK+/6f3AeofP7OP1Fq8Qe01DpQY5aEzAwtIaonUjulbXbhPboAZNWntiZmFGemr6Q9skeTik2JU8MzwrNz6A4cOHA3DgwAHCw8MxMzOjZcuWTJ48mWHDhtGiRQsiIiLK41AkkkdGUFAQU6ZMUeR9/vnnzJw5k2nTpuHt7V0+hj0AjUbDsmXL0Gq1dOjQgYCAAACmTp2Kn58f06dPZ+PGjdy6dQuAhIQEg+PMZfPmzQD88ssvj8b4ckII2HvwNm/080BlpMLayZRWdSpy+ELZ/89duXOFDHKICdKJXQC1RzUyIi5imq7GJjwOVVY2JqYmNGvbhCO7fcvcJokhQqanK7m4uIhcXFxcyt2e8k5ubm5CCCG2b99uUPb5558LIYTYv39/udsJiEmTJgkhhOjYsaM+T6PRiMDAQJGWliY8PT31+TY2NuLy5csiPT1dVKtWTdGPqalpgf1PnTpVCCHE999/X+7HKpNMZZXud807OjoKIYRISkpS5BsbG4tPPvlEnDx5UiQnJ4vExERx8OBB0bdv3wL3Udz6rq6uYt26dSImJkYkJSWJ/fv3i/bt2xd4zXft2lUIIcTy5csN+nn77beFEEJMnDjxgeehSpUqIisrS4SHhwsjI6Ny/17KOg0fVF+ImI+FiPlY5Jx+T0x+s0mZ7atJr27i9WkTxDtL5gpAzP1oiTgwe4/I0W4RWrFFpMf8IyJ/+kRkTvlUZE75VFz12yD8ow6Lz2aMKffzVNrpSdAc0mdX8kyzfPlyAAMfPmNjYz755BNOnjxJcnIyiYmJHDx4kL59+xbYT3Hru7q6sm7dOmJiYkhKSmL//v20b9++wLqdO3fG3d2ddevW6Ud4ABITE5k+fTqmpqYMHjxY0SYjI6PAvnJdHtzd3Qssl0ieFfL7sJqYmLBz507mzp2LSqVi+fLlrF27Fjc3NzZv3szo0aMVbYtbv3Llyvj6+vLGG2/g5+fHwoULiY2NZffu3bRqZejHmTvivGvXLoOyXHeEovj1DxkyBCMjI9asWfPU++yCLgRZLipbTalMUsvF2tqWtm2eR6VSAdBh0Ou0eKkPddu1xqqCPXuO/kdWqorEUJ2sMnHQYKTJW8nNOlgXLaJ155alZpOkeJS74papdNOT8JT1KFNRRnni4uL0eSYmJmLfvn1CCCFOnTolFixYIBYvXixu3rwphBBi9OjRij6KW79y5cri9u3bepu+++478ddff4n09HSxfft2g1Ge7777TgghxOuvv25gf6VKlYQQQuzZs6dI5+KLL74QQggxderUcv9eZJKprNL9rvnca2DLli36vG+//VYIIcSUKVMUda2srISfn59IT08XVapUeej6K1euFEII8dVXXynqjxgxQv9fnf+aX79+vRBCiKZNmxZ4fImJieLmzZsPPA+BgYFCCCFq165d7t/Jo0pB/oOFiPlYaKM+EplbhghbS5MS9zlq5Odi785Lwmf3FVHzOQ8BiF4fjxJzzvmKOed8ReMeXURF24piz9S9Ishnh9CKu6O7m2eLtG/Hicwpn4rkH74U/pGHhH/UYeFa4+m6Lz8JmkP67Eqead555x0ADh8+rM/75ptv6NSpE1OnTmXSpEn6fCsrK/bt28ecOXP466+/CAsLe6j6M2bMwNXVlQkTJjB9+nR9/REjRvC///3PwMZatWoBEBgYaFAWERFBUlKSvs69jBgxAmdnZ6ytrWnatCmdOnXi1KlTBj6+Ekkun3zyIp+MfemB9U6dusZLL36ryPvn369p2rTmA9vOm/sP8+blBeO3sjLn4qXFxW73INzd3fXXZK6ffufOnQkPD+ezzz4DQKVSMWrUKIKCghTXL0BycjJTp05ly5YtvPLKK/z000/Frm9sbMzrr79OREQEc+bMUdT/5Zdf+PTTT6ldu7Yi39bWFtD54hZEYmKivk5hdOzYEXd3dw4dOsTVq1cfcKaeHvYcuE3NGnao1Co0dsZ4N6zMv8duPbjhfQgPD0Wt1o3YNm3SmmvXrxDk58/z77wNgHvLZpzZsYfYnBRsrpnxnLeunbaOCyk3QrGN02CSmoV5VDxpFe1p07kl65f/VSKbJMVDil3JfXl3zu9Y2TmWtxn3JTk+mv+Ne+OB9Z7FG9+7775L8+bN9ds7d+7krbfeIj4+/gFnS/KsYmNjgavrg6/527ejDfKcnGyL1NbGxkKxrVLxUO0ehLu7u0GUgrCwMNq3b8+1a9cA8PDwwMHBgTt37hhcwwBOTk4A1KlT56Hrm5ubs2/fPgP3IiEER44cMbjmS4PcSaq5rlrPCnsP3mbkkIYAqGyN6NLYpcRi99TpvAllTZu2YcOmVQSfPkt2ZiZGJibUaqn7j/W77IuD0fNkpYHQqMhQmSucRa1vRZJW0Z7WUuw+cqTYldwXKztHbB0rlbcZpcKzeOPz8vICoEKFCrRu3ZqZM2dy6tQpevXqxblz50ptP5Knh8TEVEJCDIXsvURFGT58RUUlFKltYmKqYlsIHqrdg9ixYwc9e/YEwNHRkcGDBzNr1iw2b95MixYtSElJwcHBAYAGDRrQoEGDQvuytLQEKHb93AfRyMjIAusVFBUl98G2sIdYGxub+4YPtLGxoV+/fiQkJLB+/fpC6z2N+BwOyduw1dClFOLt3rx1jeiYSBwrVMSzYXOMjIzJSs/gRsB53L2a4ljVFXvnyhw8tZce9btwcqUZwSpzXFyMaZakJs1SS7RzDslOuoe15m2bYmJqQmZGZoltkxQNKXYl9yU5/sE3oPKmqDY+qzc+gJiYGP777z/OnDlDYGAgy5YtK3BijEQyb96/xXIVyM+9bg1FJTk5jWpVhz5U26ISHR3NnDlzsLW1ZeLEiXz77bd88sknJCYmArBx48YCF2y4l+LWz71+K1asWGB5pUqGgwm5Lku1atXi1KlTBvWtra3x8/MrdJ9vvvkmFhYW/Pzzz6SlpT3QxqeJ6Jg0Tp+NpEmjimCpprabHdWcLLkVlVKifk+d9qVblxcxN7ekbp1GnDt/ksDj/rh7NQWgVovmnN26hxwEqTFqbE2yCHOzQwhzTneMI6mCFluzTCwAc0tzGrdshN9B/1I4YklRkGJXcl+K4h7wJPIs3fjyExISwqVLl/Dy8sLc3PyZuxFKJNOnT2fYsGG8//77zJ8/n0uXLpGQkEDz5s0xMjJ6YNSC4ta/evUqaWlpNG/eHFNTU8UbHZVKRZs2bQzaHDhwgK+++opu3brx559/Ksq6d++ur1MYuS4MT3ts3cLYe/A2TRpVRKVSIWw0dGpUhdV7g0rU56lTR+nW5UVA57d77vxJgo6fhA905e4tm+H3z3/cSLpDTWsXzDK1hKVlk2BfjQphiSRV0JKRfQcLY51Pe+vOLaXYfYTI0GOSZ5rp06cTGhrK+++/j5ubm8GN7EEUt/69N7783O/GB9CtWzeDsqLc+O6lSpUqCCHIyckpchuJ5GkhPT2dWbNmYWJiwsSJE8nJyWHJkiVUr16d2bNnF3gd565ECBS7fmZmJuvXr6dSpUqMGzdOUe+dd97Bw8PDoP3evXu5du0aAwcOxNPTU59vY2PDV199RUZGBmvWrCnw+Dw9PWnWrBkBAQFPxMqQZcGeA7f1n1W2utXUSsrJfH67zZrq/qdvnb9AeopuxDjXb/eAf164OFVCBvEOLjiG634jGdnhaLVaQC4dXB6Ue0gImUo3PQlhQB5lul8YIkB8+OGHQgghfvnlFwGIGTNmCCGEmD9/foGB2OvXry+cnJz028Wtv2rVqmKFIdJoNCIoKOi+i0q4ubnp8ytXriycnZ0LPNbcAPY7d+4s9+9FJpnKKj3omjc1NRUhISEiMzNTPPfcc8LExETs3LlTCCFEYGCgWL58uZgxY4ZYs2aNOH36tBBCiJYtW+rbF7d+/nCD27ZtU4Qb3LFjh8E1Dwhvb2+RkZEhEhISxNKlS8Xs2bNFcHCwEEKIsWPHFnrsCxcuFEII8cEHH5T791BeycLCSGSEfaALQRb6obi2/NVS6Xf1ih3CZ/cVsXv7eWFubikAMfyn2foQZBVruIlaVWqJPVP3ipNrdonQ4O0iM+s/kbHuO7Ht6iix4+Ioce7Q/4R/1GHhH3VYVHKpVO7nqjTSE6I5yt0AmUo5PSE/vEeWnrUbX8eOHUVmZqY4ePCgWL58uZg+fbr43//+Jy5duiSEECIkJES4u7uX+/cik0xllR50zQNi9OjRQgghVq9eLQChVqvFiBEjxKFDh0R8fLxIS0sTN27cENu2bRMjR44UFhYWivbFrV+1alXx+++/i9jYWJGcnCwOHDhQ6ApqucnLy0ts27ZNxMfHi5SUFHHs2DHx2muvFXpMpqamIiYmRqSmpgo7O7ty/x7KMx3Y0j9vNbXdw4VbRasS9/nxh98In91XhM/uK6JVC9331ahrJ/H8iMGiWqP6Qq3RCLVKLbZO3SUC1u/Ux9tNO7FchC4bIzKm6GLung3aKfyjDosXBvYu9/NUGukJ0RzlboBMpZyekB/eI0vP2o2vUqVKYubMmcLX11dERESIzMxMkZCQIPz9/cWUKVOEvb19uX8nMskkk0xlmb75rGWe2D3+rhj8fMkf8Nu36yr27Lgoflr4p2jZokOh9eZ/vFTs/36PyMnJXTr4bxGxOG/p4GCfNcI/6rCYtuSbcj9PpZGeBM2huvtB8hTh4uJCSIgu/IqrqyuhoaHlbJFEIpFIJI+ODm1cOLClPwAiMotVS88xbP6hEvVpbGyCiYkpKSlJ963Xr21/RnUfRbNh6di66Hx0k346jHmMbp5EvFtFbvVuQ3REND0avFQimx4HngTNISeoSSQSiUQiearwOxVORsbdSbg2Gjo2rFziPrOyMh8odAFOBemi5sRdz5NY5lUcyDTVjS1a3YmGHC2OlRypUbt6ie2SPBgpdiUSiUQikTxVpKfncPxkOAAqMzXVq9rgVtGqTPal1mhwredBh7cG4N6iGTcig0kXWcRe1+jraD2qkGqlG+U1ytJiGRELQIsOzcrEJokSKXYlEolEIpE8dRz0zfc63VqDdymM7ubHysoGgOqNG/LJn6t4cfzHNOvbAyEEFyOukBCiJvvuImnqGrYKp1GrW7qFhbzaS7H7KJBiVyKRSCQSyVPHgaN5YldlUzrxdgE+G/sdf/zmw+JFuqWYb527SHamTtU+17QxAEdO+iC0KuJv6mSWkYUaS5O8kWWrW7pR52Ztm6BWSylW1sgzLJFIJBKJ5KnD90QY2dk614HS8tsFqFbtOSpVdKaqaw0cHJzIzszk1rmLADhWc8XGyZHT13R+u/ldGYyrOZBirbPHIjoRTVoG1rbW1GlUu1TskhSOFLsSiUQikUieOlJSsvA/EwGAykJDdZfS8dsNOJu3PLtnQ93KaddPntHnPdfUk1vRt0jRZhB/M0/s5rg4kGmm82VQAVYhUQB4dWheYpsk90eKXYlEIpFIJE8l+V0ZsNHQsUHJR3cDzvrrPzdq5AXA9VMB+rwazRoDcD7kPMkRKi7+a8KvWyoRdlyFUSZoVYJ4JxBGOiHcQvrtljlS7EokEolEInkqOWjgt1tysXv+wilycnRhzTwb6sTujTNn0d7Ne66pJwBHzhwAVISfNSIrXEu4rSuWiWr290vleI8Uol11o8yeLRthbGJcYrskhSPFrkQikUgkkqeSw8fuoNXeDYNQSpPU0tJSCAzS+ejWqFEbGxt7MlJSCb0SCEDlWjUxt7HW++0C2CVnctvSCYQK63id9MpGF5HBzNyURs0blNguSeFIsSuRSCQSieSpJDEpkzPndL6xWKip4WKNcwWLEveb32+3UUOdG0Ku365araZ640aExYWRlJMGgHVKFnE5kGRVAYcInftCZna4vg8vGW+3TJFiVyKRSCQSyVNLrt+uSqUCGw1t61YqcZ9nz+Xz273ryhCcf5JaM50rw9lbZwFwdMuhhXsUFgPq4BCuE7sZ2RFoUjMA8GrftMQ2SQpHil2JRCKRSCRPLfkXl1DZGNGmXsUS93n2nD9arS6MmGe+SWrx4RGc3raLmwEXAPANOASAq1c2jeumYO5shJ3GmgZHTOiwEdw3+gBQv0k9LCzNS2yXpGCMytsAiUQikUgkkrLikK8yIkObUhjZTU5OJDj4KjVr1sG5SlVMTExJiYtnWteXFPXO3tBFaYi7qcapjm4Cm6qaPdZXkzBNUwPpGCemgI0lTVp7cmTPsRLbJjFEjuxKJBJJGSOEwMfHp7zNeGZwc3NDCKFIGRkZ3Lp1i99++42GDRsq6tevX59Vq1YRHBxMeno68fHxBAYGsmnTJj766KNyOgpJaRETm875S9G6DUs1jd0dsDQr+VjfTz/P4L3R/XmxXysyMzMKrHMn9g6pIoO4G3nxdrU1ncg2zls72CpUZ1uT1o1LbJOkYKTYlTz1FHTjE0KQnJxMQEAA33zzDZaWluVtZrkxadIkhBB07NjxvuWFJTc3twLbdevWjf3795OYmEhCQgL79u2jc+fOhdpRq1Yt/vzzT6KiokhNTeXMmTO89957JT4+IQSXLl0qtDz397F9+/YS70vyeBEUFMTkyZOZPHkyCxcu5ObNmwwcOBA/Pz/atGkDQJcuXTh58iSDBg3iypUrLF68mMWLF3Pq1Cnatm3LggUL0Gg0D9iT5HHnqF8YoPPbNbI1pkVtpxL3efrMMa5cPYdWm3PfepfDA0mJVJGVqtvWVLXGOEOlL7cK1U2ga9LKs8Q2SQpGujFInhmCgoJYu3YtoPvDc3JyomfPnkyZMoUePXrQrl07vQ+WxJBVq1Zx48YNg/z4+HiDvDfffJO1a9cSGRnJqlWrAHj99dfZvXs3r732Gps2bVLUr1u3LkePHsXc3Jz169dz584devfuzZIlS6hXr54cXZM8FEFBQUyZMkWRN23aNL7++mu+++47OnXqxJIlS9BoNHTp0oX9+/cb9NGtWzd9TFXJk8vRE2G8O/juiL6Vhrb1KuFzNqzM9mdsZoqDizMR14I5fu4ITas0IO6Whop1ctCYqbEytyYnJQVNjgrLkEgQgnqN62BqbkpGWsGjxJKHR4pdyTNDQTc+ExMTfH19ad26NR07dpSvmu/DqlWrOHDgwAPr2dnZsWjRIqKiomjatCmhoTp/uVmzZnH69GmWLFnCzp07SU5O1rdZsmQJdnZ29OzZkx07dgAwceJE9uzZw4cffsi6des4dkz6sklKzqJFi/j666/x8vLCyckJd3d3zpw5U6DQBdi1a9ejNVBSJuSO7AKorDW0LYVJaoUxYsk8arVsTnpyMt906MnZa6cBiL+hpuJdv111dXuSMpOwidNgkpqJSUIK2FnRoGk9Th45XWa2PatINwbJM01mZqZe4Do6OirK6tevz59//klERATp6elcv36defPm4eDgUGBfTk5OzJ49m8uXL5OamkpMTAzHjh1j3LhxBnWHDx/OuXPnSEtL49atW8yaNQtTU9MCfTuDg4MJDg4ucJ8+Pj4IIQosGzp0KIcPHyYhIYGUlBROnDjB0KFDDdpPnjwZgP379+tdEwrbX1F49dVXsbe3Z9GiRXqhCxAaGsqPP/6Ik5MTL7/8sj6/Vq1adOzYkX379umFLkBWVhYTJ04EYMSIEQb7Kc75Li6//vorQgi8vLwKLJ8yZQpCCAYMGKDIL+x7LYjc787U1JRp06YRFBREZmYmkyZN0tdp06YN//33HzExMaSlpXHp0iUmT56MubmctV1ShBAkJCSQlZVFlSpVsLAoeexVyeNL4LV4omN0MW+x1tCqTkXUatX9GxUBZ+dqDHh9BDO+XYpnoxYA5GRnozE2wtLeDke3qlyLuEYmOcTdzOe3W6MCOfmGG3P9dptKv90yQY7sSp5pjI2N8fb2RqvVcubMGX1+27Zt2blzJyYmJmzcuJEbN27QunVrxowZQ58+fWjVqhUxMTH6+rVr18bHxwdnZ2cOHTrEP//8g6WlJfXr1+err75izpw5+rpff/0106ZNIzw8nGXLlpGVlcXrr79O3bp1S+24fvvtNwYOHMjVq1dZt24dmZmZdO3alRUrVlCvXj0+++wzAL2Lgbe3t8JNoSDXhA4dOtCyZUu0Wi2BgYHs2bOHlJQUg3re3t5AwSNiO3fuZMqUKXTs2JFff/31gfUPHz5McnKygT9xcc73w7B06VIGDRrEO++8w4kTJxRlarWaoUOHEh0dzV9//aXPf9jvddOmTXh6erJjxw7i4+P1Dxr9+/fn999/JyMjgz///JPIyEi6devGpEmT6N69O97e3mRkyNedxeX9998HwM/Pj8zMTDZv3ky/fv3w9fVl2bJlHD16lHPnzpGVlVXOlkpKm6N+YbzQ8zlUxipsHExp4GbP2eDYEvVZx6MhI9/5FICrgRcJOOvHzbPnqe/dDgC3Rg2Ivnmb4NibmFCDzFQwsQCNmy0m+S5fq9AoYutXp7H02y0TpNiVPDO4u7vrR81UKhWOjo50794dFxcXxo8fT2BgoL5s1apVWFpa0r17d4UImzVrFuPHj2fWrFm88847+vy1a9fi7OzMiBEj+OWXXxT7dXFx0X+uWbMm33zzDSEhITRt2pSoKN3EhMmTJ+Pn50dp8M477zBw4EBWrFjByJEjyc7OBnTCfuPGjXz66af8/vvvnDp1itWrV1O9enW92L2fm8LUqVMV23FxcXz88cd60ZpLrVq1APTnMz+5ebl1HlRfq9USHBxMvXr10Gg0et/Jop7vXBwdHRUjpvmxs7MzyDt8+DAXLlxgwIABfPLJJ6SmpurLevToQdWqVZk3bx6ZmZlAyb5XZ2dnGjVqRFxcnD7P2tqaZcuWkZ2dTevWrTl37hwAX331FevWrWPAgAF89tlnfPvtt/ft+2F4td8QXu039IH1rgZd5OtvRinyvp26hNru9R7YdsOmlWzYtEq/bW5uyerl24rd7kHkv+YtLS1p2bIlHTp0IC0tjQkTJgDw7rvvYmxszAsvvMCiRYsAyMjIwN/fnz///JNly5aRnp5e5H1KHl+OntCJXQCsdX67JRW758/nLQlcv15jAG4GnNfnVfdswMkt2/G/dByPts8Rf1NDxbo5qE3VWJhbk52aglG2CsvQKBACT68GGBkbkZ2VXSK7JEqk2H1Mee211xg3bhwNGjQgPT2d06dPM2jQIMLDwx/cuBQ5Pu8FKts/3q9Mw+PSaPnJ5gfWc3d317+yz8+WLVvYs2ePfrtt27a4u7uzbds2g9HGqVOnMnz4cAYOHMioUaPIysrCy8sLLy8vDhw4YCC8AMWr/IEDB2JsbMzcuXP1ggggKSmJb7/9Vj+BriR88MEHJCcnM3r0aL3QBZ1bwIQJE3jhhRd44403OHXq1H16ySMgIIChQ4eyf/9+wsLCqFy5Mn369GHq1KmsWrWK+Ph4tmzZoq9va2sLQEJCgkFfiYmJijoPqp/bRqPRYG1tTXx8fLHOdy6Ojo4Ffvf3Y+nSpSxcuJABAwawYsUKfX7uQ86yZcv0eSX5XidNmqQQugAvvvgidnZ2LF68WC90Qffqffz48fTr148hQ4aUidi1sLDCyanyA+tFRhlO7rGztS9SWwsLK8W2SsVDtXsQ+a/5zMxMIiIi+O2335g5cybnz+sESWxsLC+++CLu7u706NGDFi1a0KpVK9q2bUvbtm0ZMWIEHTt2NPiOJE8eR/3u6D+rrDW0rVuRJVsLj9RSFCKjwoiKCsfJqTJ163iiVmu4de4i2pwc1BoNbp4NADh91Z83275BxAUN0enGJGeZ0TQugxQbLbaxGlQ52RinpIOVOXUaeXD+5IUS2SVRIsXuY8jYsWOZMWMGs2fP5vPPP8fS0pIOHTpgZmb2yG2pbG+Oq+PTEZZrx44d9OzZU7/t4OCgDy105MgROnfujJ+fH02aNAEocMJKSkoK/v7+dO/eHQ8PD86fP0+LFjo/raJMZPH01L2iOnTokEFZQXnFxdzcnIYNG3Lnzh0+//xzg3JjY2MA6tSpU+Q+//nnH8X2zZs3+emnn7h06RK7d+/m22+/VYjdsqY45zuXy5cvF+pO4ObmVmCUiTVr1jBz5kxGjBihF7sVK1akT58+HDlyRBHOrCTfa0Ejv/f7Dd6+fZvr16/j4eGBlZWVYqJfaZCamkxU1IMfquMTDMVffEJckdqmpiptFoKHavcg7r3m70dQUBA//vijftvT05O1a9fSsGFDJk2axJgxY4q1b8njh/+ZSLKycjA21oC1hjb1Sr64BMCFi6fx7tgTCwtLatSoxbVrlwkLvIZLndpUqVUTE3NzLodcRosg6pIRqdc1hNe3p0GOmlRrwcVWaWRVrIGdhW5gqUmrRlLsljJS7D5m1KxZkxkzZvDxxx/z888/6/O3bt1aLvaEx6WVy36Lw8PaGBsby5YtW0hNTWXPnj18++23dOvWDRsbGwAiIiIKbBcWphvRyq2XOzJZ0IjiveTWjYyMNCgrbH/Fwd7eHrVajaur631HMksjrvC+ffu4du0ajRo1wtramqSkJCBvhNbW1pbYWOUrwtxzln8UN3/9grCxsUGr1er7L875LgkJCQmsX7+eIUOGUL9+fS5cuMCQIUMwNjZWjOrmt+lhvteCyovyG/Tw8MDGxqbUxe6GTauK5SqQn3vdGopKWloKrw0sOM5zeREQEMCHH36Ij4/PfeNDS54c0tKyOX0uihZNK6Oy0OBWxQpXR0tCog3nHhSH8xd0YhegQb2mXLt2mZtnL+BSpzZqjYaqDepy7cQpQlMiqGpZGYuMHJIzc0iyqYxl4g0SK2jRiLw3Qk1aN+bXn34vkU0SJVLsPmYMGzaMzMxMli9fXt6mABTJPeBJ5/jx4wD6mfe5r9orVSr4qb9y5cqKermTuQryFb2XXGFXsWJFbt26pSgrbH9arRYTE5MCy+4ViLk2+fv7FxpJoDSJjo6mVq1aWFhY6MVoYGAgXl5e1KpVS39ucynIP7cgP95c1Go1NWrUIDg4WO+vW5zzXVJ+/vlnhgwZwogRIxgzZgzDhw/Xi+D8PMz3ej+K+xuUlA2l/SAhKX+O+oXRouldl5m7Icj+PPjw0WcALlzM77fbhH+3rONmwHnavKaLOlPdsyHXTpziTOApqjbuBYBxciaRtlXxuHkLTSbkmCSSnZ2GkZE5jVs2QqVSFRppR1J8nrnQY7Vr1+aDDz5g5cqVnD17lqysLIQQ+skKD6J///74+PgQGxtLcnIyZ86c4bPPPsPIqHSeG9q0acPly5cZPHgwN27cICsrizNnztCjR49S6V9iiL29PaATVgCnT+tiHOZGCciPhYUFzZs3JzU1lStXrgB5r6G7dev2wH0FBOjWSW/fvr1BWUF5oJsIVrFiRYNVnCwsLAwEYnJyMhcvXqRu3bqFjpTeS66ILO4qURYWFtSvX5/k5GSio6P1+bmT3Ao6H927d1fUeVD9du3aYWVlpahfnPNdUo4fP05AQACDBg2ia9eu1K5dm99++420NOXbhIf5Xu/H/X6Drq6u1KxZk2vXrkkxVkIsLCz46quvqFChgkGZRqPRRy05fPjwozZNUkbcG2+3dZ2Sx9sNunaZjAzdJMb69XUuSDcC8nzt3RrVB+DExdxY4YIq6nSy69qjdrbBLlr335t1d3TXxs6amnWfK7FdEiXiWUrz5s0TBTFhwoQit83MzBQ7duwQGzduFLGxsUIIIQ4ePCjMzMxKbN+lS5dEYmKiCA0NFYMGDRJdu3YVmzdvFpmZmaJevXpF6sPFxUV/XC4uLuV+zss7ubm5CSGE2L59+32/1y1btghAqFQqERgYKIQQ4vnnn1fUnT59uhBCiF9++UWRf/z4cSGEEO+8845B/87OzvrPNWvWFFlZWeL27dvCyclJn29tbS0uXbokhBDCx8dH0X7JkiVCCCHefvttRf6CBQv033P+/JEjRwohhFi/fr2wsLAwsKd69erCzc1Nv/3+++8LIYQYPHiwQV0rKytRq1Ytg3wzMzPx22+/CSGEWL58uaLMzs5OxMXFicjISMXvz8XFRURGRorIyEhhZWWlaLN//34hhBA9evTQ5xkbG4sDBw4IIYRo3br1Q51vQAghxKVLlx769zFq1CghhBAhISFCCCEaN25sUOdhvlcfHx+D7y5/u7i4OJGammpw3eee96+//rrcr63HNT3oO81Ntra2+v/0AwcOiIULF4pvv/1WLFu2TNy6dUsIIcS1a9dEpUqVyv2YZCqd5OJsJUTMx0LEfCy010eLo3P6lkq/8+esFT67rwif3VeEg4PuP2DqoR1izjlf8cHqnwUgbC1sxZ6pe4X/6l1CK7YIrdgiMk8sFYF/fCQu/PuRCP9lgrh67E/hH3VYvDb8lXI/V0U+p0+G5ih3Ax5pGj58uPj+++/FG2+8ITw8PMTq1auLJHZffPFFIYQQiYmJokmTJvr8ChUqiICAACGEED/88IOizeDBg0VR6Nevn77NlStXhBBC9OzZU59nbGwsbt26JVavXv00/fAeWcq98QUGBopJkybp04IFC4S/v78QQoiYmBiFqGjbtq1ITk4WGRkZYu3ateK7774T+/bt0/fj6Oio2Ie7u7teDB04cEDMnDlTzJ8/X+zevVtER0cr6k6cOFEIIURYWJhYsGCBmDNnjrhx44bYvHlzgaKofv36Ij09XWRmZopff/1VzJ07V5w4cUIEBgaK06dPFyiYVq5cKYQQIjQ0VKxevVrMmDFDrFixQhw9elTk5OSI119/XV+3bt26IicnR4SGhorvv/9eTJgwQYwePVp/7nJycsSxY8fEypUr9f3kCoGAgADh4OBgsP8333xTCCFERESEWLhwoVi4cKGIiIgQOTk5on///gb169WrJ+Li4kR6erpYvXq1mDlzpjh37pwQQoiFCxca1C/O+RaiZGLX2tpaJCUlCSGEOHHiRKH9FPd7vZ/YBUT//v1FVlaWSEpKEr/88ouYMWOGOHHihBBCiGPHjglTU9Nyv7Ye11RUsatSqUSPHj3EvHnzxIkTJ0RYWJjIzMwU8fHxws/PT0ycOFHY2NiU+/HIVLrpZsAwndiN/Eik/j1YmBipS9zniOHj9GK3fbuuAhBV69cVFrbK388fX28SPjP3iOycu2I3aoOIXvCJyJzyqcic8qkI2/ij8I86LGb8MrXcz1NR0xOiOcrdgHJNuaLgQWI3dyTpq6++Mihr27atEEKItLQ0xR+jjY2N8PDweGDKP8p17NgxIYQwGCX+/fffhb+//9P0w3tkKffGdy9paWkiMDBQ/PTTT6Jq1aoG7Ro0aCDWr18vIiMjRUZGhggODhbz5s0TFSpUKHA/FStWFPPmzRNBQUEiPT1dREdHC19fXzFmzBiDusOHDxfnz58X6enp4tatW+L7778XZmZmBYoiQHh7ewtfX1+RlpYmoqKixOrVq4WTk9N9BdOrr74qdu3aJWJiYkRGRoa4ffu22Ldvn/jkk08MjuHtt98WAQEBIi0tTQghRHBwsACd0Fu0aJE4fvy4iIiIEJmZmSIhIUEcO3ZMfPrpp/d9m9G9e3dx4MABkZSUJBITE4WPj4/BSHn+VLt2bbF+/XoRHR0t0tLSREBAgBg1alSh9Yt6vksqdgGxZs0aIYQQ77777n1/a8X5Xh8kdgHRrl07sXXrVhEbGyvS09PF5cuXxZQpUwocsZdJJpmKln5f1kM/upuz7x3hVduxxH029mwpxo+bLnr17C8cK1QstN7Xb08Re6buFfGhW4VWbBE52s0i7YfxIn3qOJE55VORsGiy8I86LHZc+Lfcz1NR0xOiOcrdgHJNRRG7zs7O+i+yevXqBda5efOmEEKIAQMGlMie5cuXFyh2//jjD3H+/Pki9ZH/h9e8eXPh4uJy31Te34FMeakwsStT+aazZ8+KpKQkYW1tXe62yCSTTCVLH77rmSd2/UeK0X3qPrJ992jWU+yZulfcPLZd78qQ9dt0ETtvrH509/TtfcI/6rCo+pxruZ+roqQnQew+cxPUHobcmJcxMTEFxuME3ez3/HUfls2bddEPnn/+eX2eiYkJ7dq10++jOJw4cYKQkJD7JolEUjg9evSgYcOG/Pbbb/qIExKJ5MnF90ReTGeVlYaWHk6PbN8Xb+ri58bfzpNfqqo2ZJpp9dsW4bqQjU1bez4yu552pNgtAjVq1AAwCCmUn9u3byvqPiybN2/m6NGj/PLLLwwZMoQePXrw999/Y29vz/fff1+iviUSSdF57733+O6771i9ejVpaWnMnDmzvE2SSCSlwNkL0WRk6KLQYKWmRRmK3fre7eg/6XPGbliNibkZt2NukyGySMgndrVu9qhzVPpty7AYABo0q19mdj1ryDi7RcDa2hrQrZ5VGLkhgHKDwT8sQgj69OnD7NmzmTNnDubm5pw4cYLOnTtz8eLFYvfn5eWlXwRBIpEUnc8//xxXV1euXLnCsGHDCn2rI5FIniwyM3M4cz6Kls0qozLXUKuqLQ7WpsQmZZS4b0tLa+rV9SQtLZXzF05Rt2NbWvd/CYCq9etyzf80wXG3qKOqSVqcCnN7gcbZCouUvNCPFnd0oRwbNW9QYnskOqTYfQyJi4tj+PDhDB8+vMR9hYWFlflKU5LSQ6VSPbiS5JFQ0rc0Eonk8cXvVDgtm91dXMJKg1ctR3aeKtm90tWlOqtXbEetVnPw0E7OXzjFrbMXDcRuQNBp6rSoScJtNeb2OaiM1JhUsCYtPgHzFDUWUfGosnOo4VEdS2tLUpJKtsKbRLoxFIlcP737LbFqZWUFyBWNJBKJRCJ53DlxOt9S3JaaUnFlCL1zk9Q0nTCtX083f+f2hbw3sq716wAQcOUkcK/fri3pFgIAtVZgERmHWq2mQbN6JbZLIsVukch9fVm1atVC6+SWyVedEolEIpE83vidyhO7Kmt1qUxSE0Jw8eIZACpUqEjlyq5EXLtBVrrOPaJq/boAXA65DEDCbQ1ZmRASZUZOYga6wAE6LO767UpXhtJBit0ikLt0p6OjI9WrVy+wTvPmzQE4depUgeUSiUQikUgeD64GxZGQeNdH10qDV63SmaR24eJp/ecG9Zqgzckh9PJVAByruWJuY0NiWiIxWQmkRKk4+IM5fx6tROJNLWYpakLcs7jQFuJr6wbQGnpJsVsaSLFbBEJDQ/Hz8wNg4MCBBuVt27alWrVqpKens23btkdtnkQikUgkkmIgBPifiQRAZaLG0cmcmlWsS9zvpcsB+s8eHg0BuHU+z5Whan0PAK7cuQqoUGlVqNOyiLF1xSxVRaBnFiHPpZBmoZu/0bBZPTmXoxSQYreITJ8+HYAvvvhCEUvXwcGBxYsXA/Djjz9Kn12JRCKRSJ4A/E7lxdvFsnTi7V6+ck7/uc5dsRty4bI+z7WezpXh1CU/fZ51Sha3bFxQocI+UifLsrW6iAzWtta4uVcrsV3POs+c2G3SpAm+vr761Lt3bwBGjhypyK9cubKi3b///suCBQuwtrbm2LFjbNu2jQ0bNhAUFESjRo04fPgwEydOLI9DkkgkEolEUkwUfrtWarxql1zsJiUlEBJ6A4Ba7vXQaIy4feGSvrzq3UlqF4LzRLF1ajbh5nZgboR9lC4EWeZdsQvQSLoylJhnLvSYjY0NrVq1MsivWrWqYgKaqampQZ0xY8Zw5MgRRo8eTZs2bTA2NubatWvMnDmTefPmkZWVVaa2SyQSiUQiKR0UI7tWGlqUgtgFuHLlHK4u1TE1NaNG9VpcC75CekoKZpaWVG2gG9m9HnGdbJGDkVpNp16J2FRNQOXlid0mP4zTweZOODZGoSTWdKFh8/psXre1VGx7VnnmxO6BAwdK5P+yYcMGNmzYUIoWSSQSiUQiedTcCUvhTngyzpWtwEpDk5oVMDFSk5mtfXDj+3Dp8jme79wXgLp1GhF07RKH1q4nKz1DP8qbo83hdtIdathUxcJai5mJQFS0xDpRQ8dNFmi0GaTbXiSxpouMyFAKPHNuDBKJRCKRSCSQ58qgMlJham2E53MOJe7z8pWz5ORkExh0kYyMdAB2/Pg/9v6ymqu+eb665+66MiSG6qSYSq1CXdmGVGtdCDKzhBQ06Zn6xSUkD48UuxKJRCJ5qrCwsODLL7/k5MmTJCUlkZ6ezu3btzl48CDTp0/nueee09f18fFBCIEQQj+HoyCOHTumr9exY0cAgoOD9XlFSW5ubmV+7JLikd9vFysNzWo6lrjPS5fP0vvFZrw76mV27fm30Hqn705SSwzNWypY5WJDlmneyLJFhFxcojR45twYJM8ebm5u+sU+wsPDcXV1JScnx6BenTp1uHRJ94rpxo0bcrlYieQJxMrKisOHD+Pp6UlgYCBr164lJiYGR0dHWrRowZdffsm1a9e4fv26ol1WVhbDhg1j61ZD38h69erRsmVLsrKyMDY21ufPnz8fOzs7Rd0hQ4ZQvXp15s+fT3x8vKLs3m1J+ZPfb1dlpaGJe4US96nV5pCRYXiPuZdLIbr7TUJovnFHF2tUQXmulhYRsSS5VaJR8wYc33+ixLY9q0ixK3lmyMrKonLlyvTq1YstW7YYlA8fPrxAESyRSJ4cxowZg6enJ8uWLePdd981KK9evXqBE5C3b99Onz59cHR0JDo6WlGW+9+wc+dO+vTpo89fsGCBQT/e3t56sXvz5s1SOCJJWeJ/Wjmy27RmycVuYaiNNFRxr0mV2u74b95GdGI0STmpEGVOdiYYmQCutpin5Be7cQA0aF6/zOx6FpBuDJJnhqNHjxIfH8+wYcMMyjQaDYMGDWLPnj0yqoZE8gTTunVrAH766acCy2/cuMGVK1cM8lesWIGJiQlvvfWWIt/IyIhBgwaxa9cuQkJCSt9gSbmSkJjJlSCdoMRSTYPq9pgYla40Uqt1bgrDFv3A2A2reeO7idhU1EV+CIq6DkJF0h3dPjW2ppiqTcgw1fntmkfEghA0bFZfLi5RAqTYlTwzpKWl8ccff9C7d2+cnJQhZvr06UPlypVZsWKFQbsqVaowefJkfH19iYiIID09neDgYH766SeDfgBWrlyJEILq1avz4YcfcunSJdLT07lx4wbffPNNoX9YL7zwAnv27CE2Npa0tDTOnTvHuHHjUKuVl+ngwYMRQjB48GD69OnD4cOHSUxMJDg4GABjY2M++OADduzYwa1bt0hPTyciIoJNmzbRuHHjhzx7EsmTQUxMDAC1a9cuVrtjx45x4cIFhg4dqsjv27cvFStWLPC/QfJ0kOvKoFKrMLE1pmF1+xL3aWVlw9dfzmbtql18/eVsAEIvXdWX58bbDbh6CoDEO3n/82pXW9KsdH67RpnZmMYnY2MnF5coCVLsSp4pVqxYgbGxscHozbBhw4iJieGff/4xaNOhQwfGjRtHREQEv//+O4sWLeLatWu8//77+Pr6YmNjU+C+fvjhByZOnIivry8///wzAFOmTGHatGkGdadPn86///6Lh4cHf/31F4sXLyYtLY3Zs2fzxx9/FNj/q6++yl9//UVkZCSLFy9m+/btgG5Vv/nz52Nqasq2bduYN28e+/fvp1evXhw9epTmzZsX55RJJE8UuaEhf/nlF3744Qe6du2Kg0PRZtivWLGChg0bKq6R4cOHEx0dzb//Fj7RSPJk4386Mm/DUkPTUpiklpqaQpvWz+Pi4kYdj0YAhCgWl9DF2z13Tbe8cEJInhxTudiQoxH6bYuIWEAuLlESpM+u5JnixIkTnDt3jqFDhzJ37lwAKlWqRM+ePVmyZAmZmZkGbfbt20flypVJSUlR5L/11lusWbOGDz74QL+cdH6aNm1Ko0aNCA/XjRpMmzaNwMBAPvzwQ6ZMmaJ3l+jSpQtffvklO3bsoF+/fqSmpur7WLx4MaNGjeKVV17hr7/+UvTfo0cPunfvzt69exX5cXFxVKtWjTt37ijy69Wrx7Fjx5g+fTrdunUr6imTPGN83LoZH7d+8APRmbAIXvn9H0XeX2+8ROMqlR7YdoGvPwt8T+q3rUyMOfuBoXvRg9oVxJYtWxg7dixTpkzh008/5dNPPwUgKCiIHTt2sGDBAoKCggps++uvvzJjxgyGDRuGv78/VapUoXv37vz444/Svekp5tTZPLGrslTT1L0C7CxZn1ptDlcDL+DZyIsqVVyxs3Pgdr5lg3PFbtCdQCAv/BiAqGiJcZbSbzeujhv1m9SVi0s8JFLsSu7L3H/7Ye9oUd5m3Je46FTGvripyPVXrFjBvHnzaNGiBX5+fgwePBhjY+NCX1NGRUUVmP/rr7+yaNEiunTpUqDYnTZtml7ogu716r///suQIUPw8PDg/PnzAHzwwQcAvPvuuwqhC/DFF18wcuRI3njjDQOx+++//xoIXYDMzEwDoQtw8eJFfHx86N69O0ZGRmRnZxd4XJJnGxtTU1xtrR9YLyQxySDP0dKiSG1t7pkgplKpHqpdYcybN49ly5bRo0cP2rRpQ/PmzWnZsiUffPABw4cP5/XXXy9wkmpUVBRbt25lwIABfPLJJwwePBgjIyPpwvCUc+Z8vv94Sw1N3Us+sgu6eLuejbwAqFO7Icf8DpAUE4t1BQe9G0NKRgoxWQlUSLbl3F8m+NpU4KXTZ7DJVJOjESTbCTKsdffgek3qlopdzyJS7Erui72jBY5VrMrbjFJl7dq1zJo1i2HDhuHn58fQoUM5deoUAQEBhbZ5+eWXGTlyJE2bNsXe3h4jo7xLx9nZucA2J08ajkDlTnDJH66oVatWJCcnFzhxDnS+xnXq1DHI9/PzK6C2Dk9PT8aPH0+7du2oXLkyJiYminJHR0eFEJdIcknMyCAkwVDI3kt0SmqBeUVpm5iRodgWQjxUu/uRnJzMxo0b2bhxI6BbKn769OmMHj2a5cuX4+LiUuBo7YoVK3j55Zfp168fQ4cOxd/fn3PnzhV5v5Inj+TkLK4GxVHb3R4s1TSsYY+xkZqsEq6kduVK3u/Gw0MndkMuXqZu+zZY2tvh4FKF2NAwrkcFU8G5MVEXjEiurSbK3g2HOwkc7ZlGkqMWR4uKGAPudZ/DxNSEzAzDN5CS+yPFruS+xEUb3tAeN4prY3R0NFu2bGHAgAFs2LCBOnXq6EdXC2Ls2LHMmTOHyMhI/YzstLQ0QBfmqKAwRgCJiYkGebmjqRpNXhBxBwcHjI2NmTx5cqE2WFoarp4TERFRQE3dbPR9+/YBsGvXLgIDA0lOTkYIwUsvvUTjxo0LtVkiWeB78oGuAoVxr1tDUUnOzOK5uUsfqm1RSUxM5IMPPqB3795Ur16dhg0bcurUKYN627Zt486dO8yaNQtXV1dGjRpVpnZJHg9OnY2ktrs9KrUKUxtjGrjZc/paTIn6vJRP7Napo/PbvX1BJ3YBXOvVITY0jHNXT+Pl3BgAy9QsQq2d8eAstrFqkhy1ZGljMdbYYWxiTK16Nblw+pLBviT3R4pdyX0pjnvAk8Ty5cvp168fq1atIi0tjd9++63AehqNhokTJ3Lnzh0aN25s4NIwfvz4EtuSmJiIEKLAyA73QwhRYP6ECRMwMzOjXbt2HDlyRFHWqlWrh7ZTInkauNf3/l60Wi1r1qzhiy++IC0tjd9///0RWSYpT06djWLAKx66DUs1TWtWKLHYDQ8PIT4+Fjs7B+renaQWeikv7J2zRy3O7vbh/PWz4K3Ls0rLJtzBDgDbaDUhtSErJwaMdav+1W1cR4rdh0BGY5A8k+zcuZOQkBBcXV35559/Cl3ZyNHRETs7O3x9fQ2EbvPmzbGwKLk/8/Hjx3F0dMTd3b3EfQHUrFmTmJgYA6Frbm5O06ZNS2UfEsnjyrvvvltoxJEXX3yRunXrEhcXp/eZL4i5c+fy0ksv0b17dxISEsrKVMljhHKSmkY3Sa0UuHzlLAC2tvZUruxK6OW88GPOHrUACArLmzBZs3IadeulQp/a2EXr3gBm5cSgztC53NRrYujSJnkwcmRX8kyi1Wp56aWXcHV15cyZM4XWi4yMJDU1laZNm2Jubq53X7Czs2PRokWlYsvChQvp1asXK1as4KWXXiI2NlZRXqlSJezt7bl8+XIhPSi5efMmtWvXpl69ely8eBEAtVrN7NmzqVixYqnYLJE8rvTs2ZOlS5cSGBjIkSNHuHPnDpaWljRp0oQOHTqQk5PD+++/X2DklVyioqJkqLFnjNNn809SU5fiJLVztGrpDegmqe0/uJ20xCQyUlNJjtUtZpGakaqbpGZsS/026VhXTkNoK2O5M4gGR0xwiEjDSOzh0uAe1POUYvdhkGJX8sxy8uTJAieR5UcIweLFi/n0008JCAhgy5Yt2NjY0LNnT27evEloaGiJ7di5cydTp07lm2++0YdHunnzJhUqVMDd3Z327dvz9ddfF1nsLlq0iO7du3P48GHWr19Peno63t7euLi44OPjQ6dOnUpss0TyuPL5559z5MgRunbtSocOHahSpQoAoaGhrFq1ikWLFhXoqyt5tomNS+fm7UTcqtqApYZG1e0x0qjIzinYXayoXA28oP/s7l6X/Qe3M63bS2TcM8HzWuR1Krg0ITFUg3XlbFRqFWpna6zis+4uH5yBcXIaNTyqY2ZhRnpqeonsetaQYlcieQBffvklsbGxDBkyhPfff1+/uMTkyZPv+yq0OEyaNImDBw/y0Ucf8fzzz2NnZ0dMTAzBwcFMnjy5UJ/igti6dSv9+vXjq6++YtCgQaSmprJv3z5efvllvvnmm1KxVyJ5XLl69SqzZ89m9uzZRapfnIe/UaNGPXDCmnyYfHI5dTYSt6o2qDQqzGyMqVfNnrPBsQ9ueB8uXjrDgh+nEhh4kWvXdf669wpdgLNXz9DCpQmJoWpcmt3NdLYm+3re/i0i4shyd8GjYW0Cjp8tkV3PGiqgZI8tkscOFxcXfYgrV1fXUhl9lEgkEonkaebrcS2Y9lVrALRX03jnGx9W7g58JPtu6NaQecPnY1lRS8uRulFb7flIYg+cxy5G57sb5VmTsLYNmfv1QtYtXf9I7CoKT4LmkBPUJBKJRCKRPPOcPpfnt6uyVJfKssFFJSgsCIEgNUpFTm745yrWmCfnraRmHhUP6CIySIqHdGOQSCQSiUTyzJM/IgOlGJGhIF4cP4ZqjeqhVmtYMHA4aZlpxGQm4GhiR3KEGltXLeoK5phiTLp5FmZpasyjEkAIuZLaQyBHdiUSiUQikTzzhIWnEB5xNw6zpQbPGg5o1Kr7NyoCxsYmeDbyov8rg2nXtgsANZs3obpnQ1zreWB0d5Gfa1HXAUgKy5NmqirWpFvqvE01WdmYxifjVrMqVjZP18qmZY0UuxKJRCKRSCToFpcAUBmrMLc2ppazTYn7dHKsxPw5axk96it6dO8HQOgVXbxdtUZDlVo1ATh75TSgFLtUsSJHkze1Su/K4OlRYrueJaTYlUgkEolEIgFOn1O6Mng+51DiPu+E3SY5Wbd8fK2aOheE0Et5i0u41NEtLnEhWLe8cFK4cmRXk2Xot1tP+u0WCyl2JRKJRCKRSMgb2QVQWalpVKPkYhcg6Jpuid+KFatgZ+fAnSt5UR7yVlILRCBIiVIRdUvDyevWZJ2PxDwlT6qZR+lW9JMrqRUPKXYlEolEIpFIgFMB94zslpLYDQy8qP9cy72eQuy61KkNQHpmOtGZ8QitioA1pmw/a09UiMA0Q8WlZhn49kznWi/dUth15UpqxUKKXYlEIpFIJBLgxq1E4uLvrk5mWXoju1eD8sSue826pCenEBOii0dbpXZNVGqdHLseFQyAWoBFejZ3Kuj8edOtBYmOOWSqde4QztWqYFfBrlRsexaQYlcikUgkEonkLrnxdlUmalwqWVHBxrTEfQblE7u1a9UH8vx2TS0scKzmCsDZwDP6elZp2YRZVgLAJkYn17K0Mfpy6bdbdKTYlUgkEolEIrnL2QvReRsW6lJxZbh1O5j09DRA58YAEJrfleGu3+7Fa3nLAFumZZFmawFVrPLEbo4Uuw+DFLuSJwYXFxeEEAghcHFxKW9zJBJJCZDXs+RxRSF2S8mVQavN4dr1ywC4uLhhaWHFncv5Jqnd9du9HnH9bo7g5UHxDOgegfqVutjEaHAIU+McEE0lP91kt8dF7FapUqXAz48TcgU1iUQikUgkkrucvZgndlUWpTdJLSjoEvXrNQHA3b0u185fYMdPy7hz+Sq3zusEbEp6Cgk5KdhqLMlKUoGNQF3BAlOMaHjUFLNUyDEKIqJ5HWo3qFUqdj0LSLErkUgkEolEcpcLl2PIydGi0ajBovQmqV25ep4bN4MIDLxIWloqyTFx7P55hUG92/Eh2FbwIClMja2LFgBVZSvSUmIxSwVNdg6m8clUdq2Erb0NCXGJpWLf04wUuxKJRCKRSCR3SU/P4eq1eOrWdgALNfWq2mFspCYrW1uifrfv3MT2nZseWO/yrUs0uCt29VSxRhuc569rHhVHhoM1teq743/4VInsehaQPruSQjl//jznz58v83YPux9J4TxJ57S8bC3r/ZZm/yXt61FdyyXZl6RgnqTz+TRdy7l+uyq1ChMbYy767S2Vfoti6/krZwDlssGqKlYFrqTm0bB2qe67JPUfZ6TYlUgkEolEIslHfr9dLNSYZkYVXrkEqI00VKntTtPe3XiuWWMAgu7oJq6lRKnIydbVU1WxVqykZhEZD4BHA/cysetpQ7oxSCQSiUQikeQjf0QGlYUas4TSFbsmJqao1Woq1KjK2PWrATjx7zaunzxDeHw4GSILU60xSZFq7Jy1qBwtMBVGpFlkYZ6qxiw6AbRCTlIrInJkVyKRSCQSiSQfyli7mlIb2c1MVxEbZcS2zafp0rkvEddvos3JAaByref09cJSdcsWJ9/J77drRbqFAHInqSVRvbYbpmYmpWLb04wc2X0KMTc3139u0qTJQ8e9MzMzA6B58+Zl2q6o9StWrKj/7Onp+djG83sceNjvrjwoL1vLer+l2X9J+3pU13Jx2sjruWjIa7n89puUXglrCxOwFZiZa0ulf3MLM7TZGizMoaN3J8Ijr2OakIKDcxUqNGhIcy8vEIJ00zSsq1iTlZoN6HwZVLVrog6zAGMNALYpKjROtvR9uS83Am8+cN9ldW+uX79+3vHl0x+PEypAlLcRktLlrbfeYs2aNeVthkQikUgkkmeIjz/+mIULF5a3GQZINwaJRCKRSCQSSYmJi4srbxMKRLoxPIX4+vrqP3t5eREWFlaO1jxduLtX4d+f3sY6XPnK6I5DVfoO+x9RUQkP3ffGVb1p1ayyfjs1LZuOL2wkLDzlofuUSCSSZwkbexv+OLBakffp4K+4ePrSA9uqVLDju0HYWppR6VaePFp39iITdh8sdVsBWrSozaa/vtJva7Xgd7Q6CDVfTBjJtetKuwdOWEiVmnX1294e8TR2090jYmOT6ND+cxISUsvE1lzqtm/Nq5O+1G+bqVS87aFbGS6//nickGK3mBgZGdGhQwd69OiBt7c3tWrVwtLSkpiYGPz8/Fi6dCnbtm17qL6ff/55xo4dS4sWLbC0tOTmzZts2rSJGTNmkJJSdMGTlpam/xwWFkZoaOhD2SMxJDQ0lDb9wzi98EWMMtP1+c5x6fz+2/s83/Ub7tyJfai+R439m5P73kCt1sVStDCDT0fVZMA720vFdolEInna8WjiTpY2U7+dlpKGz879ZGdlP7Btq6rOYJ+GRXAWJOW9+D528VKZ3UddXJoAefeS1BQTMtK13Lh5lYOH9ijqqlQqjB1cSErPOxZr8xR9+28m/sLFi4FlYmd+OjVpSHJ23jm+fvYi3BW7+fXH44R0YygmHTt2ZO/evXz22We4urpy+PBh/vrrL6KionjhhRfYunUrP//8c7H7HTNmDHv27KFHjx5cuHCBLVu2YGtry4QJE/D396dChQplcDSSh+Hi5VA+WnxEmZmWRm2jVPYfmEHVqk4P1e+Zc1H8vOqcIu/1l2vTqb3rw5oqkUgkzxTN2zdTbJ/xO1skoQvQr35tEhxysExQKfLPhZdNjF2Axo1rKLaTk3STwnbu/segrn3lqpiaWyjyKtnoROfFi7dYunRH2RiZDyNTU+p2bKvIu3Tw8RzNzY8Uu8VEq9WyceNG2rdvj7OzM3379mXAgAE0atSI119/nezsbEaOHMlbb71V5D4bN27MnDlzyM7Opnfv3nh7e/P6669Ts2ZN9uzZQ506dR5KQEvKjqX/BHDk8j1/gNeuUtPZlv0HZlC9eqWH6nfidF9iYpVPxgtndMTISF6qEolE8iCat22i2PY/VLSldFUqeLl+bXKMBWqhFLvnI6MLaVVypk79g6mTd3Ez2IGYKEsS4s3Jyclhz55/DepWruGh2LY0ycHKTLeE8afjVpCTU7LljIuCR5sWmFla6re1Wi2Xj0ix+9Th4+PDq6++yuHDhw3K1q9fz6pVqwB4++23i9znl19+iVqtZuXKlezYkfdklpaWxvDhw8nJyaF///54eHjcpxfJo2bUokNk5/9z0Wrh4jlq1KjEgYMzcHcvfiil2Lh0Jnyn/ONoUNeR0cMbldRciUQieaqpUKkCz3koR0r9DxdN7LZwqYJ9NSsskpSy6HZiEgnpGaVm473cuhWFhZknN645cj7AhfA7tpw6fZTomEiDupWrK5cGrmSrG9Xdvv0kO3acLDMb89OoayfF9vWTZ0iJi38k+y4JUuyWMqdPnwagatWqRapvbGxM7969AVi3bp1B+a1btzhyRPfK/OWXXy4lK58NNEZl65J+4WY8i7feM+khIgwRFUnVqk7sPzCD+vWrFbvfZWvOcypA+Uc35YtWVHSyKKSFRCKRSJq3UY7qJicmc/ns1SK17Vffg3inHGxiNIr8s2GGorM0caxQkaZN2ijydu76p8C6le4Z2a1kk0l2dg6fjlteVuYp0BgbU79jO0XeuT0+qFSqQlo8PkixW8rUqqVbuq+oERBq166N5d1XAv7+/gXWyc1v0qRJgeX3o0qVKri4uNw3PY0YmZoyctlCuo8eUab7mfLbaaIS7nHIv3gWodXi7FyB/Qdm4OVVvOUctVrBB5/vV+TZ2pgyY2KbghtIJBKJhObtmyq2T/kGkHN3dbL7oVLBK/Vqk+CoxTZGKYv8Q8NL1cZ76dLlRTSaPIGdkpLM4aN7CqxbvU4DxXZFmyz+t3QHly7dLlMbc6nVqjnmNtaKvLN7DlDdqfoj2X9JkGK3FKlUqRJDhgwBYNOmTUVqU6OG7pVLXFwcycnJBda5ffu2om5xOHHiBCEhIfdNTxtqIw2D53xHzeZN6PbeMF7+cmyZPXnGp2QyYfU9r4+Sk+DGdQAqVLBhz95v8fZuWKx+fU+EseZP5ajxsDfr06p55UJaSCQSybNN83ZKset/qGiv9r1cqlDNzoZEhxxs7hG7x0PulJp9BdG960uK7f0Ht5ORkW5Qz9bBATMbR0WeOXFMmmT4Rris8OzaWbEdfPosiZFReNbwfGQ2PCxS7JYSGo2GtWvXYmdnx9mzZ1m6dGmR2llb656S7hdaLFcE29jYlNzQZ4A3vp1IvXyzRdsNfJUB301EbaS5T6uHZ+WeQPwD75nAEHgJcfcPy9ragm3bJ9O3b4ti9fv5lMMkJil9xX6e01lOVpNIJJJ7qORSiao1lJFr/I8UzV+3X30Pso0FqhwVGq1yYOREGY7sNmzQjOpu7oq8nbv+LrDu2K+UbynVKsH3U38hJiaxzOxT7M9IQ4POHRR5Z3f7AOBZo/EjsaEkyLtmKfHzzz/TpUsXoqOj6d+/P1lZWeVtEqBbVMLV1fW+6Wnjmv9ptFrlrNTmfXsyeO50jExMSn1/Wq1gzNJjyszsbLh8Qb9pZmbCpr++YuDAjkXuNzwilSnfH1fkeTZw4uORjUtirkQikTx1NG+ndPOLj00g8MK1IrV9pV5tEipoyTITXGuYSXSVbLKMBZejY8psclrFinZ8PeE9TEzztEJI6A3OnTccjfbwcKXLC90UeRbqJFYsL/tQY7nUatEcC1vlgNvZ3T5YmllS27l2Ia0eH6TYLQXmz5/PO++8Q2xsLF27diUwsOhBnZOSkgD0frsFYWVlBUBiYvGf4HIXlbhfeto4tvFffhv/DTn3xFZs0KkDI5bMxdSi9Cd6+V6O5Nd9QcrMkFuImLwRXyMjDWt+HcuoUb2K3O/C/wVw9oJy1HjK562o5mpdSAuJRCJ59vC6J77uqaOnEUI8sF2rqs642dkQ75hDmrUgqHEWJ7tk8HOdYLqs+LOszKXfKx15dUBlWrcPpkWbYGrWjuTfzQW7JCxeMoroFDNF3vkTJ4p0fKWF10u9Fdu3zl0kPjyCps81RaMum7empYkUuyVk9uzZfPzxx8TFxdGtWzfOnDlTrPY3btwAwN7eXi9q7yU3skNuXcmDObNzLys++ozMNKXvk3uLZry3fBGWdralvs8vVp4gMTVTkRd/+DAi3yizWq3mp8Wj+OKL/kXqMztby8ixe9Fq8/7ULC2NWTTTu1RslkgkkicdlUpFq05KN7Gihhwb3EQ36SvBUfk28MqZCCJTym7Z3Vdf66H/bG6RhbFxOtt3/mVQb9CgTnTq1IiIROVbycuni3Z8pYGFrQ0Nn1e+lTz5n25lT69axXPPKy+k2C0Bs2bNYty4ccTHx9OtWzdOnix+nLsrV67o/XWbN29eYJ3c/FOnHt2P+2ng8uFj/G/kx6QlKSf+VWtQj/dXLsam4sOtdFYY4XFpfL1G+RuwMxIcWWMYHHz6jMF8//3QIk2cO+Yfzv9Wn1fkvdDzOV7qXbNkBkskEslTQL3GdXCsqFxl9Oi+44XUzsPc2IhX63sgECQ4KqM2XAkou5BjxsbGNG3qpsg7fjyIlJQkRV7FinbMnfcOWi1EJRorysJvFC2kWmnQtHd3hQtgVkYGJ//bBYCXu9cjs6MkSLH7kMyYMYPx48cTHx9P165dCw0b9iCysrLYunUrAAMHDjQor1atGm3a6EJO/f13wY7rksIJPn2WJcNGkxQTq8iv7P4cH65ZimO10vVZXrLtssFktaY22cz79jeDup9+9gorV43BqAgT576cdoTwCOUkxkUzO2JlZVxIC4lEInk2aNdNGZbxRuBNQoIf7KL3ct1a2JiZkmYlyDRXll05HVGaJiro0+clbGyV4nrFqo0G9RYvGYWjow0xKUZka5VyLSL4SpnZdy8tX+mr2D6/9wBpiYnUqPQcTralO2hUVkix+xBMmzaNL774gri4uCIL3dGjR3Pp0iVWr15tUDZz5ky0Wi1Dhw6le/fu+nxzc3OWL1+OkZERGzdu5MqVR/fjfpoIvXyVHwe/R1yYclatg0sVPvz1f1RtUK/U9qXVCkb9eESxbKO5qRF1cmL5+KP/GdR/++3ObN4yEUtLM4Oy/MQnZPDJ1wcVea7O1kz9onXpGC6RSCRPKO3vEbsHdx4pUru3GhfswpAQk0b4rbKLcjB86OuK7awswbat+xV5b7zRkVde0R1X5D0uDIkxEaQmxZeZfflxrVcHZw9lrPjjf/8HgFetJ2NUF6TYLTZ9+/bl66+/BiAoKIjRo0ezcuVKg/TDDz8o2jk6OlKnTh2qVTNcUev06dOMGzcOIyMjtm3bxr59+/jjjz8ICgqiS5cuXL58mffee++RHN/TSvTN2/z41kgig28q8q0c7Bm1/EfqtGtVavs6dS3GYGW1Hs1duXPqHIPfnkt2tvKJvkePZuzzmY6T0/39iP/46yq7fJT2f/SuJ00aPRlP1hKJRFLaVKziRJ1GypXFDu8++sB21Wxt6FRDdz9OcMzBOF/QhasBZTeq61G7IQ0aKuOlnzsborgvVK5sz6IfR+q37/XXjbhR9EnwJeXeUd3Y0DCCjusG+Fo+If66AGW7nupTiIODg/6zl5cXXl4FP9ncuHGDzz77rMj9zp8/n3PnzjFu3DhatGiBpaUlt27dYvr06cyYMaPQBSckRSc+IpKfhozinSVzqVqvjj7f1MKcPmM/4KrvCbRFWG2nKHyz9hT92tbAuUJe5Id577ak/nt/ER2dyPoNXyhGc728anH4yPf06P4NwcGF/9G+/5kP5w8PwsxMd+lqNGr+N+95WnX7k5ycRzczVyKRSB4H2nVVjuomxicRcPzcA9sNalwPtVo3ZyK+gpb2f1uQYyyId9QSe8WUChbmxKSmPaCX4vPKS4OwtVP2u22bUpwv+fl9HBzyIu5EJNzrr/to3vIam5nSpJcy5NmJf/5DCIG9lT0N3Iq3WFJ5Ikd2i8nq1atRqVQPTPeudjZlyhRUKhWdOnUqtO+9e/fSq1cvHB0dMTc3x8PDgwkTJkihW4okx8axZOhorhzNm7yQEBnF8g8+LTWhC5CYmsUn/1PG3nWpYMnUhHox6QAA06RJREFUt5qyfftJnu88geho5WuyWrWcOXL0Bxo3fq7Qfq8FJ/DtXD9FXvPGlRj7ftNCWkgkEsnTS/vuSrF7dO+xBy4RrFLluTBo1QKtkcA4S4VZqprKt4x4w8odE03pyyMHByc6d+qBtY0yStChQ3kx2d9805sXX1S+abwRoRzICA9+NJPTGnXphLl1XpQorVaL3z+6OUYd6nV4IkKO5SLFruSZIyM1leWjP+XkfztIS0pm2aixxN0p/VVyNh65wQ5/5XLMo3vXxau2I35+V2nXdjw3bihHcStXtmf/gRk8/3zhyy/+sOgUF6/EKPKmftGK2u52pWa7RCKRPO6Ympvi1V4ZxehQEfx121ZzpaaDHQCJDlqsY5WiLSQxibCkwlc1fVhe6z+UCo5a1PmUV06OlmPHLgNQrZqTwn0B4GZIItkqZRz+iEc0stviHheGQF8/4sN19yzvhoUP3D2OSLEreSbJyc7m96+mMv+NYYRdDXpwg4fkgyW+pGXkLW6h0aj55eP2mBipuXo1lLZtxhMQEKxoY2NjwdZtkxgwoMO93QGQmZnD8I/2KGLvmpkZsXxBV4oQyUwikUieCrzaNcPM3FS/nZ2dXaSQY7mxdQFiK+dgF62UQsdv3yk9I+9iY2PPC30GGLgwBAQEk5SUhkajZu1vn2Jnp4y3/8303YrtrMwMYkKVczfKggpVXXH3Ur4xzJ2Y5mTjRMMnyIUBpNiVPMMIIYi+ebvQcrVGg5lV4SvbFYXgiCSm/n5GkdfAzZ4vX9ON3IaFxdKxwxf4+JxV1DExMWbd75/x2WevFNjvMf9w5v98WpHXrpUzo98pfERYIpFIniY6dG+r2A44fo6khKRCauuwNzfj1fp5E9oKFLshYaVn5F36vfw25uaW2Nwjdo8cvgjA11+/Trt2yshAa9f6EBSqXAk08lYQWm3pudwVRot7VkxLiYvn/D5dRKAODZQLTKSkl/4oeGkjxa5EUgj9v/mcD9cuw9658oMr34c5f53jZJAy9u6Xr3nSsLo9AImJqfTsMYn16w8btJ31/VB+/nk0mgL8x76e7su14HhF3syJbalezcagrkQikTxt3Btf99CuB0dhGNykARYmuglfOWpBop0Wq/iyHdm1tLDilZcGAQJbW6W/7uHDF2nXrh5fT1SGI7t+PZzR7y+hUnVlpIlHEV/XyMTEwIXh5H87ycnKAqBTA6ULw4kg5TySxxEpdiWSAug+egQtX+lL5Zo1+Hjd8hLF4s3RCkYsOExWdl4sR2MjNcs+aofm7mzgzMxsBr7xAz8u2mLQ/t2RPdjy3zdYWyujnqelZfPOmL2KPEtLY5bNf/6hbZVIJJInAY9GtalYRRl28dCu+/vrqlUq3vNqrN9OcNJiHa9GJfL8v7JycjgdVrqrp7304ptYWdlgZZ2BkbEypu/58zdY+9unaDR5fsNZWbr7QVJSGpWq11bUfxQrpzXt3R0bR+WKdMf/1t2bqthXoY5rHUWZ7xXfMreppEixK5HcQ4uX+tDtvWH6besKDry/4icadO54n1b3JyA4lu83Kl0VvGo7Meal+vptrVbLRx/9j/GfrTBo36NHMw4dnoWrq6Mif//hEJasVPbbpWM1hg+qj0QikTytdHtR+VB/OziEm0G37tumZ60aPHd3YhpATOUcKoQpJ6eduhNBenY2pYWZmTn9XxkCgIOj8nV/YOAdpkwdRLVqStE+6Zvf8PO7ipGJKRWruSvKIspY7KpUKjoOfkORd9XXj/DAawB0vMeFISElgfM3lcvZP45IsSuR3EPgcX/C7l7YuZiYmzF43nQ6vD3gofv99o8zXLodr8ib8mZT3J2VbgezZ//Nq/1nkJaWochv1KgGvsdmG4Qm+3zKEW6FKP3U5kxrj3OVkvkbSyQSyeOISqWi28tKsbt3y/4Htnu/pXLC1W2HdBzClWLXJ/j+grm49On1GnZ2uvj8aanGxMeZ6xeQCAuLpX9/pd/xvn0BfP/9XwC41GqAkXFejF1tTg5h15QLFpU2ddq1pnJNZejU/at/13/2vseF4eDFg+Q8Ah/ikiLFrkRyD3Fh4fz49kiu+ir9kNRqNS9+9jGvTPgUtab48QUzs7W8s+CQIoqCuakR//uwrUEUhU2bjvJ85wlERSUo8l1cKnDw0Ex69coLt5OUlMnIsUp3BlsbU36Z36XYNkokEsnjTsPm9alSVTmXYudfe+7bxsPRga7u1fXb2UaCHAcVtrFKGbTveulFOjAxMeW1V4frt6MibFi6+BpOjm8yefI62rSpq6gfHZ3I22/NRavVuTq41VOK8/DgK2Skle1ksHtHdcMCr3HliC5mfFXHqrhXUY407z+/v0ztKS2k2JVICiA9OYVl74/l+KbNBmVtB/Rj6MJZmFpYFNDy/hy7HMWiLRcVeR0bVmFkzzqGdY9doXWrT7l8WRmr18rKnH83f8377/fS5+3Ye5PVfyj77dmlOu8OboBEIpE8TXR/Rfkgf/1KMIEX7h9CclSLJortmzapVIgxVvjrpmdnc+x26UVieOXlt3FyrKTIW7vuZ8zNTRg5sgdGRspBk8Fvz+XOnVj9drV7xO6tS8oIPKWNS93a1GqpjFt8YE3+UV1vRVlMUgznbijd6B5XpNiVSApBm53D+skz2Dp/iUFZvQ5tGb1qCTYVnQpoeX8m/nqS4HCl28H3w7yoWcXaoO716+G0bfMZBw4ofaI0Gg0//jSKBQve1Udq+GTCQe6EK1fbmzutAzVr2BbbRolEInkc0Wg0dHmhsyJv1997C6mtw9rUhLcaK+cx+BpFGfjrHr0VWmr+ujbWdrw54F1F3qnTvly5epY/139OlSoOirKpU35n+/aT+m2VWk3VOspQkjcvnioV2wrDe/BAxXZiVDSntu7KK79nIYmDFw6gFcoJd48rUuxKJA9g3/I1/Prp12RlKH1oXerWZsy65bjW8yikZcGkpGczcpFy1rClmTErP+mgX6s9P3FxyXTvNpFff/UxKPvwo75s2z4ZOztL4uIzGP6R8lWepaUxq3/qVmC/EolE8qTRvF0TKlRUCsWdf9/fhWFwkwZYm5rot3O0WtKqaQz9da+Xnr/uoIHvYWWlnI+x9JfZzJo1hPbtlcJ7x46TTJ36hyKvklstzCyUC0zcKkOxa1e5Ep7dlX7Qh9dt1Icbq1HpOdyc3BTlT4oLA0ixK5EUiTM79/LzOx+REhevyLet5MToVT8b/Ek8iL0Bd1iyVTnRoG29Sox7uWC3g8zMbAa/PZepU343KOvatQnHjs+hdm0Xduy9aRCdoW1LZz77sFmx7JNIJJLHke6vdFVsXzxzmdvXQwqpDcYaNZ+0Ub6a33LrOs9Vc8A6QSmBSmtyWqVKLrz4wpuKvL37ttC6dSU+GfuSIv/GjQgGvTlH76eby73+ujF3bpIcr1wmvjRpP+g1NEZG+u2M1DSOrv9bv92zaU9F/cj4CC7eVrrOPc5IsSt56rC3d8TxHj+p0uDGmbMseHMEkcHKCQwm5ma8Pftb2rxe8GpnhTF+xQmC7iQq8qYMakoDN/tC20yevI63Bs0hPT1TkV+7tgvHjs+mW7cmfDbpMEHX4xXlU79oRaP6yrBlEolE8iRhbGJMp97KZdQf5MLwpmc9qtoqR1i3Z4ZgnaQm2yhvsnBCegYn74SXip3Dh4zBxCRvJFmlSuPM2f9Y+r/RinoZGVm82n8msbGGq75Vq6f0MS5Lf10zK0ta9XtRkef39xbSEnX3J1NjU7o17qYo33t2L0IInhSk2JU8VahUKiZ88QO//PwvrVp6l3r/MbdDWPTWuwSdUL5OSk1I5MrR4q0ik5qRzdB5BxXRGUyNNawe1wFjo8Ivzd9+208n768ID49T5NvZ/Z+9846Poujj8LN7PZfeIQUIEHqv0kR6FRAQBEFAVIoFC4qCXV4QFBQVAREEUamCSFGkIyC9QwIEEgIhvber+/5xgWS5S6GoBO/hs5+7nZmdnQt7e9+d+RVXNm56l6ef7sZT47dgsRTOFKjVCr7/uitq9e1HkXDixImT+4FWHVrg5iH3bfhjXfFiVxQEJrZpISvbEx2LurqWtEAr2wfl8le3PHZ7JjH3wFEs1rsXb9Wr1aZzp0dlZbXqXWDtLy+jVqtk5ePGzuXIEceOdbc6p8Wc+ftMGB5+agha18JQlVaLhd3LVtzcb1+3Pa66QpMKq9XKpiOb/rbx/B2Ue7HbqFEjPv74Y7Zt20ZERAQxMTFERESwbds2Pv74Yxo3blx6J04eGJ4Y9AxNGrfCw8OLaR/NZ/zYt1CpVKUfeBvkZmSy4NmX2L9qHQAWs5klr7xFSmzxS2nFse9cIp/8fEpW1jDMh7cHNyzxuAMHImne7BWOHpXHA1YoFHz2+bOMGN2fT7+SzwTUr+PLh2+2vO0xOnHixMn9wK1RGI7uP05CXPHZzgbUCae6j3yl7OM9B2jYOhgASbRlUZt37iTvbi85+1pZee6ZibJ9K2n4+WvtUr7P+nQtixc7tjX2CgjC3dtfVvZ3zey6envx8C3x409u3Unq1cKUyb2ayVMHH446zPW0exe14p+g3IpdURRZsGABhw4d4rXXXiM8PJz09HQuX75Meno64eHhvPbaaxw8eJCFCxciiuX2ozopI7VqNWDUiJdkZQMee4ovP19BcFDle3oui9nM6g8+5uf/fcraabO4ePBI6QcVw7vLjnIqOlVWNmlgfVrUKDnSw9WrybRr+warVv1pVzf6ma606NCD0xHyfl9/sSkdHw6547E6ceLEyb+Bh7cH7XvITRhKi637Rlv5w/3RuHhOmdMIrioXwCf23f5EhSMebteNJo1bycoqVLTve+PGQ7z++nfF9hNaW+5jkZ2eQkrcvYv/W5QOo4fLwmhaLRa2zF14c79aherUCpbHA95wyD6t/f1OuVWAkyZN4umnn2b27NmEhoYSEhJCy5Ytad++PS1btiQkJITQ0FA+++wzRo4cyaRJk/7tITv5m4mNvczeffZLWuHV67Dg65/p0qmPg6Pujr0/rWZ/ESP+WxFuzRbhAKPZylOf7sZoKsxCo1CILHm1Ha46ZQlHQm6ugcGDZvDeuz/Y1bVrVw/P4OYYjfLsNkvndsHXR1fquJw4ceLkfqHX491QF4moYDQY2brePkLNDXqEh1EvUD5h8PHuA7TsVFlWlpqYw8VTSXc9PhcXPePHviUrM5mzqFFLIytLS8tmyBMz7RzSilLpVnvds3/PrK5nYACtb/E1ObLhNxIuRd/c79W0l6w+MSORv87/9beM5++k3IrdkSNHsnDhQiZOnMi1a9cctrl27RqvvfYaixYtYtSoUf/wCJ3802RnZ/LuBy8y6/N3MRrlYcJ0Oj1vvjGDN1//GJ3un0uj+9iUiTw68cVSM66duJzKBz8dl5VVr+jB58+WbnYgSRIffLCcgQOmkZt7S3i00MrgIs94UzHQlW8/d2ZXc+LESfmh33C5Hey2X3eSkZrhuDEwqZ383hmRlMK6iAs0v0XsHtwWw73wsxr51Et2CSQaNs60y445efJSsrLySuzLzl73bwo51mXMKJRFHOnMJhO/F5nVddG40LG+PNLQpiObShTq9yvlVuwGBwfz119le7rYt28fFStW/JtH5OR+4dcNyxkzfgDRMfaG/10692X+3DVUr1b7bx9H68H9afV4Px4e/gTPzv8MvZdnie1nrD7JvnMJsrIRncMZ1K5KMUfIWbNmH23bvEFsrHyWQuUWhqTykZU92j2M8aPrl6lfJ06cOPk3adyqIZWry2O8rv3ePrvlDbpWq0LLEPlv/ow9B3Dz1FKriTzN8MFt0Xc9vmpVa9Gvz5OyMi+fHHz85Kl9TSYzPyzbWWJfLu5e+AXL7/lXzt17setXOZSmfXrIyv5atY60IhEpOtXvhE5TuAposVjYfGTzPR/LP0G5FbuxsbG0bt26TG3btm3L1av3xibHyf1Ph/od8Vd7M/b5AWzYtNKuPiS4Cl/NWUH/fk/9bWOo3qIpfd6YINt/ecViQurUKvYYi1Vi2Ce7yMyVhxWbO64VlfxdizlKzrFjUTRv9gp79pwpLBQE0NdGEtSytp+835Z6tZ3hyJw4cXJ/02+YfFY3+kIMR/cdd9hWEOCjTm1lZZfTMlh+KoJmHSrhk6Kk6R9aQs8pEZLMnNh7d9pAEARefuk9FEVW70TRSvUaiXazups3Hyl9VrdWQ9m+IS+X+EuRdzVGR3Qb/4xdXN2tC76TtbnVMW1f5D5SspLv+Vj+Ccqt2F24cCEjR47k888/JywszGGbsLAw5syZw/Dhw1m4cKHDNk4eLHzdfXmp10tMfXIqr/Z+lW8XzOKDjyaQnSOPY6hSqXl+3FvMmLYQHx//Ynq7c9x8vZFuWerxqhDI+CVf07xvr2KOguiEbMZ9tU9W5umq4fvXHkZRxixoCQnpdOo4hS+/KOJEIGpAL5/N1mqV/PRNN3Sl2AU7ceLEyb+Fh7cHHXu3l5WtXVr8rO7gurVoUEF+T/9o5z7MVistOlXGP1aJT7yCWoc1dPnNg0W9uxfTU9no1eNxat8iUEMrp6JzMdm1Xbpke6n93ZpM4mrkCaxWSzGt74ygmuE07CY3Zdvzw0qyUgodmmuH1CYsUK6tyqNj2g3KrdidOXMm8+bNY/z48Zw/f56EhASOHj3K/v37OXr0KAkJCZw/f55x48axYMECZs6c+W8P2ck/wIs9X0SvtdnkPlLvERa9sAhNpsSzY/py7twJu/bNmrbl2wXrade26z0dx9GNW/hqxFjSE+RhcVQaDYM+nEz/KRNlT9VF+WnXJb7fLjfBaF07gMmlhCMrislk5sUXFzDiqdnk5RXY8ap9kTShsnZ1avrw6YdtHfTgxIkTJ/8+jhzTNqxwvJSuUoi820G+4nsmIZkfTpxFrVHQqE0I/rFy/4kLKfJ45beDv18Fnr0l1JjOxUhIZfs+U1Oz2LCh9Fjs/4S97qOvy6MW5WZmsvM7uZNz72by2fRrKdc4eunvi/X7d1Nuxa4kSYwfP54GDRowffp0jh49ikKhwNfXF4VCwdGjR5k+fTqNGjVi3Lhx5SrTh5M7o2GVhrSqJb/Rubu481q/ibzSbQLTP5rITyu+sTvOw92L99+ZwxsTp+Hicu+c166cOsvsQSOIOmzvSdtq0GOMWzwXdz/HZgQvfL2fqOvy7GpTBjWgde3bywy3dOl22rR+g5iYAtHtUg1JIQ/KPnZkfR7vW/22+nXixImTfwKHjmlpmQ7bPtO0AWHenrKyt7ftwSpJNGgdjI9JjT5LLnvWRzhO6lAagiDwxsRpuOrl99PqNRIRRXu9sWL5HoxGc4l9qnUuVAirKSu715EYGvfqSrVmckG9Y9EP5GUWrn4GeAbQoV4HWZuNhzeUax1VbsXuDc6cOcOUKVPo3r07DRo0oHr16jRo0IDu3bszZcoUTp06VXonTh4Ijl8+zoyfZ5CZa38jbBTWiK+f+5rMyKu8PulpkpIT7Np06/IY385fT726Tezq7pTslDTmPfMCu75fbldXuWE9Xl75HVUa2TuKZeWZeHLmLsxFsqApFCLfv/YwXq5qu/YlcexYFE2bvMzWrcdBEMG1LtItX/1v53SmelXP2+rXiRMnTv5OmrVtYueY9vPSXxy2dVWreKvdQ7KyvTFX2RBpS7xzw4ShKLEZmRy7bv9bUBb69XmSxo3k5wuokIGXT67D9kuXlm7CUK1RaxTKwiRIZpOJq+fvnYbRurnS+9UXZGWp166z54cVsrJBbQbJbJDzjfn8duy3ezaOf4NyL3adOCnKluO/M3ruaLaftI+3q1FpGN35GZ5uPoxp77zMzl32S2GBgcF89ukynnn6VZTKe5N5zWq2sH7G5/ww6V2MefmyOndfH8Z++xVtnxxkd9zB80m8u0y+bFTJ35XFL7eza1saKSmZdO/2LjNnrAGFHvTy2QNXvYo/fh7otN914sTJfcOw54fI9qMvxHBsv705GsDLrZrh7+oiK5u8dQ9gc1pr3rGynQnDDSF8u4SEhPHs6NdkZRqNiWrhtkg4V6/KnbgiI69y4EDpTmY1mj0s248+fRCToWSHttuh2/hncPeVR+ZZN30WpvzCkJU+bj50ayy3Y954eIPDSaTyxH9C7LZp04a333773x6Gk3+IzhPHENtCx4frppKQbv/UXq1CNaYPnUbi4Ug++WSynfOaKIoMGfwsc79YSZXK4fdsXEc3buGLYc+SclUeF1qhUtL3jQk8Net/svzkADPWnGLHSXlaxt4tQnmlX93bPr/FYuWNN75j0OMfk23yQlJXkNVXCnbh0M7nUKmcgteJEyf/LtXrVKNVhxaysp/m20fXAajk6c5rbZrJyjZGRrHviu1eG94ggEC9Hs8Uudhdf+72TRhEUcGbr3+MRqOVldeoE49SZeWvvyJwdZUn7SmLY5ogilRv0kZWFnlw122PrziCaoXTenB/WdmZHXs4s1OegXNAq4GolUVspM1GVu5ddc/G8W/xnxC77dq149133/23h+HkH6BGqxY079uLht060fGzicw5/wNr9q22C4KtEBX0bzWAYfUGsnDGVE6csHccqF6tNvPnrmHokDEoFPdGAMZFXmD2oFFE7rWPEV2/8yM8MVX+UGa1Sgz7ZCeJ6fKn+2kjmtKq1p1FkVi16k+aN3uFszF6JIVcXNeppuTciSmEhpacqtiJEydO/k6GjRss209NSivWMW1m1/boVIUrcRarlbcLZnUBHupaBb+rcqGbkW9gd0zs7Y9r6Fhq1ZSbngWFpOHlncexY1HMn/cbnp6F91Wr1cqyUmLrAgSH10fv4S0rO394922PzxGCINB/8kRZciNTvoF1H8+WtXN3cadXM3m0oN+P/V5uw40V5T8hdp38N9C4uDDg3Tdu7uu9PHl82hQMPcOYtPptLsVfsjvG192XF7o9j/F0PMuXzMNkkse4VanUjB75MnPnrLhns7x5mZl8M+5Vu5iG+Tk5bJg916799dQ8npy5C6u10DlAqRD56Y1H8HXX2rUvCxERV2ne/DXWbc1FQv4jEBaQwYlj0+jRo+kd9e3EiRMnd0NAUABdHpOHxlqxcDWGfKNd285VK9O3tvzePO/QcU4n2gSaKAo8/Gh1OxOG3y5cwmS5vUxgjRs9xPAnx8vKdC5GqlRL5vjxS3Tp/A7Hj19i8aI/yMqy2e7u2HHKLtGPI2o0l5swJERfID0x7rbGVxzN+/WiUgP5auDWb74j9Zp81bD/Q/3RqeVJJFbssfc3KY+U2/XKb7/9tsxtGzRo8DeOxMn9QkDVymhcXOzK67RvQ1iThiz+5Esqn3JhWPvhqFVyJ6/GYY2pZ67H74u+p26ntlSuKr95hofXZf7cNSxdNpefVnyDxVKyV21pSFYrm7+Yz+VjJxgy7T30nh6sencaSdFXHLbfdiKOD5cf590hhTnTg331LH21HT3f23JH6S5zcw08NuAzvv68P2OeDL5ZLmDFQ4xiw4bJfPzxOt5+exlm872N8+jEiRMnxTHkuYEoi4RmzMvJY/XitXbt1AoFn/WQRw1IzM7l/e17b+7XbVGRAF9XfOLlYvfX24zC4OsbwHvvfIYoFpkjFCRq1onn1KkoOnWcQmpqFikpmTz99BxeeGE+ffu2JDGx+JTGRQlvKhe7kYfujQmDR4AfvV59XlaWFH2FHYvlocb0Wj19W/SVlW07uY349HgeBASgXMaSsFgsSJKEcGuKkmKQJEn25XmQCQoKupkxLjg4mGvXrpVyxIODq48Xj731Gg26dHBYf/6vQ+yetYhhTQfRvHpzh20S0hM4b4ylbc9eDmPhnj9/mukz3+Ry9Pl7MmbPwADqdWrPnmUrSmwnigKbP+hKp4byNJiTlxxm+qqTdzWGnxb2ZnA/eQBxSeUPrvX460AkQ4d8wuXLd+a17MSJEydlxc3DjY0n1uCiL5y4WP7NKj5563O7thPbNGdqZ7nD7jPrfmPJsdM391+a8QhDm9Wh4e7CVTCj2ULFGV+RabCfKXaEQqHkm3mrqFJZnpinSrUkUtIO07nT26SmZhVzdOl4+gfx8jdyE41vXn+Sq5F3d18XBIFnF3xOeEu5PfP8Z1/k/P5DsrIh7YYwqtPTN/etVitPfzmK2OTSTT3Kg+Yot2YMCQkJbNy4EZ1OV+r2wQcf3NNzh4eH8/zzz7N48WJOnjyJyWRCkiQmT558R/29++67SJJU4lajRo17+hkeVLJT0lj66mS+mzCJzOQUu/rwls0Y9t0sNlmO8v7y90h04MAW4BlAW/+mnFm3nasX7Z/+b8zyPjlk7D2x5U2PTyhR6CqUSuo80vam/e71VHlomw+ebEz7eoHFHF02nhq3iaMn5AkwBFMi5EfTsmVNjh2fw+DBtx8FwokTJ05uh4Gj+smErtls5oev7e+PoR7uvPWwPPTXgdg4lh4vFLoarZJW3cIIjJbfp3dGXymz0AX44L1pdkLXxzebpJS7F7pgb8KQnZ7KtQuni2lddtoMfdxO6B7Z8Jud0NWqtfR/aICsbM/ZPWUSuuWFcjvVefjwYRo3bozRWPoFazLZp+27G8aOHcuECRPuaZ8Ax48f5/jx4w7rMjLKthTixMapbbu4eOgYfV5/iWZ9esjqNC46+r35CpePnWTS1PfpEtqWAa0GorxFuNYJqo053syZi7up+chDKDSFDhAqlZqnR06gfbtufDJ7ChGRf188596vvUDboY9z+NfN/Dz1E4bO3MkfH3VDobA9qyoK7HebTVjP1eScOzqH0Wjhsac2cHTHELy9itgB50WBwg13d19+/Gkinbs04sUX5pOTk198Z06cOHFyB7i6uzJ0rNwxbdv6nVyPtV9K//rRLujVhfdkq1XipU3bZCZdLTpXxl2lxv8W57R15y6UeUyvvPw8rVrKE1todUbSs3fRu9fbZGTc2T23KLeGHLtwZLdduvnbJaBqFXpOGCsrS49P4Of/fWrXdnCbwXjoPWRlP+7+wa5deabczuweOXKEihUrEhhY+oxWRkYGV644toW8E06fPs3MmTMZMmQINWvWZOnSpfek33Xr1jFy5EiHW3z8g2E380+Sl5nJ8ikf8s3Yl0m7bv/3q9KoPs//tJC42irGLRzPsUv2mWqUCiU1PcLI2hdF0plLdhlkqlatyVdzVjJ+7FvodPcu+9oN6nfpQNuhjwPQtHd3Xlm5hEtWL979QT5Wf08dq9/qgEalcNRNmYiJzeKJZzZjKeK0IQDknAaLbTZ55MhOHDn6GY0aVb3j8zhx4sSJI4aNfwIPL3dZ2dIv7UXXyMb16Fytsqxs4ZETHI2Tr9S17xtOYIwS0Vpo7mgwm1l9uvSYtwCvT3yGPr3kDmmCaCUzZyfdur55T4SuRqenUh25M/DdhhxTKJUMnfYeKo1GVv7T5A/Jz8qWlfl7+DOw9eOysv2R+4mKv7MYxPcr5Vbszpw5kypVqpCcXHpIjK+++oqwsLBS25WVb7/9ltdff52ffvqJyMhIu7BWTu4vIv78i5n9hrJ3+Rq7OoVKScfRwxm8cDrfXlzN1FUfkZxpf025aV3xzlSTuvscllvMCERRZMBjT7F44QZa3rIcdTe4ensx6P23ZGW+ocG88P0C/nKty4aD8iWmZuF+zB0nX9a7XbbsuMJbH+2TlQmSGbJPgGRzygsPD2L/XzOZMKFPmW3mnThx4qQkvP28eOK5gbKyP37ZTuQp+SxssLsbM7u2l5XFZmTy1h/yMF2evjoatw3BNV0uczZGXiK9SBKF4pj60Rge7TUBq1V+fFbOX/Tu/TK5uYV9jB7dhQ8/fBI/P49buymVqo1aoVQVzZpmJOrE/tvupyhdxz9DUC25k/XOJT9y8eARu7ZPd3oajapQFFssFhZu+eauzn8/Um7Fbm5uLleuXEEQBNq2bUu1atX+7SE5uY8x5OTy89RP+GrkOJIcxFb0CQ7ima9nE/xUR1768TWW7/kJo9neRMZT7Q6RqWQdjUbKk5vHBPhXZNrUBbwzeTZeXr53Pebs1DRWvjdNlrMcbAK918vP83tob04lyccwonM4Y3rIs6PdLjPmHGHFWrnznWDJgewz3FgjVKtVzJo9mg0b38Xf3/OuzufEiRMnIycMl9nqWiwW5k1faNdu7qNdcNfKZyzHrf/Dzga3ba9qKJQiEc2N7O6by7naeVxMTWPZiTMljkOhEJk/bwKdO4zDZJSbtmVmn6Fvv6cxGguj8ahUSt559wkmTxlEdMy3fPHFcwQHl/3+X6N5e9l+9OlDGPMcpxwuU3+tWvDIqCdlZdcvRLF5zny7tjWDa9KxgTzE28YjG4hJirnj89+vlFuxewOLxcK2bdvo1q3bvz2Uu6Zx48ZMmzaN+fPnM2PGDJ544glcXV3vqs8KFSoQFBRU4vZf4tLhY3zSfxh/LFiM2YEtd8OuHXlh9SLO+aYz+qvR7DnjOKi3i0GJ6WgcpovJSCZ5WK5H2vdgybeb6NF9wF3PfJ74fRufDhxO9HF7m+CqLZqxodoQzonyTGifPduS1rUD7uq8o178gxOn5bEhBVMS5F+WlXXv3oRTp7+kT5+Wd3U+J06c/HcJDA6g/1N9ZGUblm8m5qLc/HB4w7p0q15FVrbk2Gl+vyi/LwE80q9wZjPPTWJJbAS1P/+WjeeLX553d3fh1w3v0qL5cHJy5II6LeMSjw14XGbmBTB06MM3xa1Op2H8870IDpan5C2Oe501zSc4iCdnfiALj2Y2mfhh0nuYHfg3je02TrafnZfNku1L7vj89zPlXuxarVauXbuGWq0uvfF9zqOPPsqkSZN49tlnmThxIj/++COxsbEMGzbsjvs8dOgQV69eLXF7kNAoFRwfP4IPO7YhxMPNYRuzwcBvXyzg0/7DiDpsb6erc3PlsbdeZeAXH7Do9EpeXfyqQ/slhahATMrHdPga1quZSEVugm5uHkx8ZSqfz/qBqmF3F0kjLS6er0aM5Y/5i+1MZnSenvwe0otdXi0xF3ydVUqRlW8+QkUf+5jDZSU310y/4RtITbvFES03CqtBbhfn5+fB2nWT+XbRS7i5ydNkOnHixElpPDtxFGpNkRS1BiMLZi6Wtanu42UXUzcuM5uJv+2w669SDW+q15NnmNxRsFpVXEzySpX82fPnDCoF9yAtRe5/kZEZz7CnHreLr65SKZn0ptz0Yteu0/z1V9lsgqs2eAi9u5es7E7j66p1WkZ8Ph0Xd7nN8+bP53H9vH1UofZ1H6FOaB1Z2Q+7l5GR+2A6w5d7sQvw/fffM3To0HIbRzcqKoo333yThg0b4uXlhZeXF61bt+bXX3/F09OTpUuXMmTIkH97mOWCgXVqUNvflzfateT8hGdYPbgPHcMq4WiCNfFyDHNHjmP52x+Rk5ZuVx9arzYv/riQGk9157Xlk5j9yyzSstPs2ikQkWIzMR+9jjUhW+bEVq9uE+bPXcvz4yajd7nzWXqrxcJvXy5g3ugXyEiwz8ZzzL0eyyv0JVllu3EGermw8s0OqJV3/hW/HJPJoNG3OKwJAsaU4yTF2z8kjRzZiRMnv6Bt2zp2dU6cOHHiiBr1qtNzkHxldvV360i4VvhQrVYoWDagF64a+aTW+F+3OLS/7TVMni0sNTGHE/uKn9hp3jyc/X99glbVjMR4uVjMzctkzPih5OTYhxd7+eU+hIfLV0dnfLy62PPcSsOO8igP1y6eISPpejGtS2bQB5OpGC435zyxZTs7l/xo11atVPNMl2fk5065xrq/1t3RucsDD4TY3b17N6IocvToUcaNG0fXrl1p27at3Xa/smzZMqZPn86JEydIT08nPT2dffv28eijjzJnzhwAZs+ejaqIEXtZadasGcHBwSVuDxJjmhdmGFOIIo/Wqs7mpwZy6vlRvNCyMR632HoBHFq3kY8fHczBdRvs6kRRpEX/R3n915/IqKFj5JcjWfnnCof2vKJZQrqUjvVEAlJq3k3Rq1Ao6N9vOEsX/0anW25ut0vUoaN8OmAYp3fYm1ckq334qUJfjrrVRQIequnP/Bda39X5tu68whvv75WV6bQKzKlH2LThT7v2lSsHsGPn/5gxYyRqdfl8+HTixMk/gyAIvD79FRSKwigyuTm5LP5MHuFoaue2NKooN81adOQkG8/bp4DXu6tp31funLVl+TmsFsdTusOGPcLOXdPIza5O3FVPWZ3RaGDiG88Q7+DhPjjYl7ffkYdJO3jwPJs32zuBOUKrd6NmC/lM9fFtv5Tp2FtpP2IoDbvJbW+vX4hi+ZSPHLYf1GYQAZ7yv+eCLfMxWe5tmNb7iXKbQa0oFovcZvLW8FCCIPytGdQWL17MiBEjmDJlClOnTr2nfXt5eZGYmIhSqaRt27b8+ae9wLiV8pDN5O+ghq83p14YVWKbHKOJn06eZf6h45yIt58hDWvaiAFvv05AWGWHx8edv8jaabPIuRjHyI6j6HSLcb8MNzViiAeCh1xgnzh5kM+++IDo6LLHenRE68H96f3aC3bhZQDapv5Fkyybne+b3x1mxuq7y8Sz+MvOjHhCHlT98PEE5v+UxCefPou7u73JxMmTlxn25CxOnYq+q3M7ceLkwaTX4O6894U8GdPc/y1g0exCsdu9ehi/PPmYrE1EUgot5y8j14HfRd+nGzB6UisECaxKMJssPN12GamJcqcvhUJk5sxRTHi5D1cue3E5yk9WbzabeOvtsRw6vMfh2FesfIOBAwvtba1WKy1bvMbhw2W7rzfrPoheYwo/u9lk5JMRHcjLzizT8Teo1a41o+Z8jFj0gSEzk88GP01KrL1IrxIQxtzn5qJSFk6enbh8nFcXv3pb5y1KedAcD8TUy8iRI//tIfxtpKWlkZiYSMWKFR+4Wdh7TWRyKvW/WMRzzRsyrEEdO49dAL1axeimDRjdtAH7rlxj3sFj/Hz2AsaCB6ZLh4/xaf9htBs2iM5jRqFxkYu4iuHVGL94Lsc2/8HXn37B6r2rGN1lNE2rNbM7F1lGrGeTwEODGOKO4GYbT4P6zVk4bx2rf17Cku+/Ii/vzmI17l2+hktHjzN0+vtUqF4Y99bNmEG97Iib+9NGNOX8tQzW7b9zD9vnXtlOWCUP2rUqXLJr2jCAmNgsGjZ4gcXfvczDD8uXDuvXr8Khw7N4/72fmDFjjZ1jhxMnTv67uHm48eI7cgepK5di+f6rn27uh3i4sbCf3MQh32Rm6KpfHQpdURToOawuFaKV1Dys5mp1E6tjo+2Erre3Gz8tn0inTo2IueRN9CV59ASLxcKH/3u1WKHbqVNDmdAFWPjNljILXYCGHeSrfBEHdty20K3coB7DP/lIJnStVis/vPGuQ6GrEBVM7DdRJnQtFgtfb/76ts5bHnkgxO69SupwPyKKIh4etth9WVl3l5Lwv0BEciovb9rO21v3MKRBbcY2a0SdAMdhYFqFBtEqNIiZ2TksPnqKbw6fIDYjC4vZzI7FP3Bk4xZ6vzKexj272h3bqHtnaj/chh2Ll/HOkveoW6E2z3R5luoVq9ufKMOANSMJPLU20euqRqFQMmjg03Tq0JtvFs1iyx/r7FYkysL181F8NngU3V94jnbDB4MksevTTxg5OATEQkPlpa+2o93rGzl+KfW2zwGFGdb++n0Q1cI8b5b3712NC5fS6dhhMi+/3IePpg5DUyTTnFqtYur/hvNY/1aMGvm5c5bXiRMnAIyZ9DTefnLnrE/e+hyT0SZitUolqwb3wU8vn3B4fctOTiU4jq/fpH0ogSHuhG5SojIKVDmj5hWpFjkPp/G/XX8BNvvcFSvfIDTUn8tRPsRG20dO+GT2FHbv+d3hOdRqJV98+ZysLCUlk7feKrsO8QupSnB4PVnZ8e23Z8IQULUKT3/1CWqdVlb+2xcLiPjzL4fHDGoziPCKchOPFXtXcDHe3oHtQeOBsNl9kHn00UfR6/VYrVYOHz78bw+n3JBtNLHg0Akazf2ODouWs+p0BKZbzF1uEOCqZ1KBQ9vaIf3oVaMqClEgMzGJHya9x5dPjSEu0v6JXeOio9v4Z5j060rEuoGMXzCO/62ayvW0YhwM0vOxnkrEEpGMlGOz+fXx8WfSxOl8/eVq6tZpckef1Ww08uunXzDv6ef59dMv+eHHrUz6Tp77XK9V8cs7nangfefRElJS8+n5xC+kpcsjNEx6qSnDB9fk00/X0qzpy5w4YR8GqEmTahw6PIu33x6MUnnnWd6cOHFS/qlRP5wBI/vJynZu2s2+bYUi7etHO9O4ojxD6i/nLjDv4PFi++01vC4eySIeqYX3GIUgcqrAZO3FF3uze890QkP9iTrv51DofvHVR/z2+8/FnmPixMeoUUO+yvrmpCWkppZ9MqpRx76y/czURKKOlT2RhGdgAM/O/wwXD7kz3aFfNrJtoePQYZX9KzOs/XBZWXRiNN/veHAnC4vywIhdHx8fpk+fzuHDh7ly5QqtWrW6WT516lRq165dSg9/L+PHj+fcuXMsWSK/EENCQhg6dCgaB3aXffr0YeFCW1DtH374gYSEBLs2Tkrnz5irDF21gaqzFvD+9r1cy3R8U1KIIj1rVOXnIf24+PKzvPtIa0I93Ll89ASzB43k56mfkJthv8zkEeDHE1Pf5qWfFhGjTWfUnJHM2TDHYSY2ANLysZ5MxHo+BSnXNotRI7wuX3z2I+9Mnk1AwJ3FPo46fIzd3y8H4NOfT7P4D3liCH1gBT5ZNhNPb8ch2crC+Yvp9B+xEdMtsYUXzOrAI22DOX06hhbNX+Hj6avtbOnVahXvfzCUg4dm0bDhvcto6MSJk/KDSq3i/S8my5zS8vMMfDplzs39Fx9qwtAG8qgu55NTGb3ut2L7DariSeN2oVSKkDtyX07LYE98PCtXTeKzz59FqVRx/lwA12K97Pr4bM77/Lzu+2LP0b59Pd57Xx4Z6cCBSL799o9ij7kVUaGkfvuesrKTOzZgtTqejLkVvacHz87/DM8AeWi1s7v2svK9aY7PKYr25gtWCzPXznigndKK8kCI3aCgII4ePcorr7yCTqejYsWKN8VjSkoKjz32GM8991wpvZSdRo0asX///ptbz562C/e5556TlQcGFj6V+vr6UrNmTUJDQ2V9eXt7s2zZMpKSkti1axc//vgja9euJTIyknXr1uHj48P27dsZO3bsPRv/f5X47Bym7tpP9dnfMHjFenZculJs2yB3Nya3f4jzE57hl6GP0bt6FQ6sXMv0Xo+zf9U6hymig2vXYNyirxg2eyr7E48x/LNhfL15rsNwZQBSSh7WEwlYIlOQsm0zvY+078HSRZt5euQEtNo7j5MLMParfew6ZZtlloCtPu2ID2nCe5tWUqN1izvud8eeq4x9TR7bUqVSsHZpL+rX8cVoNPPmm0to3ep1zp61/xs3bBjGwUOz+PDDJ50RG8oZoiiiVmvQaLSoVDZznKIB7J04KY1nXx9FtdpVZWWLP1vK9dh4ADpVrcTHXeRp1zPzDQz4aR0ZJaT57fVUXTS5AgEx8pWjX2JjOHBoFgMGtMZsFjh9Ioj4OHlaX6vVyoxP3uKXX+3DdN0gONiX5Stel4l0q9XK8+Pn3ZYJWrXGrXG7JcPmsW3rynSsq7cXY7790s6BOvr4KZa+Nhmr2bFgHtR6EDWC5Jk1V+1dReS1ssUDfhB4IH5ppk2bhqurK02aNCEuLo7ExERZ/fr16+nRo8c9O5+7uzstW9pnjAoJCSEkJOTmvqPZ2luJjY1l+vTpNGvWjGrVqtG4cWPUajXJycn8+uuv/Pjjj6xYseKO7DmdOMZstfLz2fP8fPY8tfx8eK5ZQ4Y2qO0wLJkoCnQPD6N7eBjXs7JZcuw0i+bMY+/y1fR+9QVqtLIXjXUeaUvNtg+xf+Vafvv6WzYe3sijLfowqPUgPPQOcqen5mFNzQNPDWKQO2p3DU8OGUv3rv35ZtEs/tj6i0NxXRoms5WB07az/9PeZIU/xDWtLdOaRe/Js/M+48Ca9az/ZA752bfvIPftsjPUqObFxBcKTS883DVsXtmHh7qu5MrVLA4ePE+TxhN4553BTHy9v8x8QalUMHnKIPr0bcmokZ/flmOHk7vH3d0LXx9/fHz88fXxJ+ZKFGfPHXfY9t23P6d507ao1WqUyuLDH1osFvLyc8nNySY3L4e83ByiLkfy6ey3Hba/ESXHyX+Huk3qMPx5+cxo5KnzLPniBwAaBPqx/PFHUdzyADXi501EJBfvb+Dl50Lnx2sREqFElAp9FQxWK88vfBqtpwsGg4LTx4PIzpLbuFosZqZ9/AbbdtiHnizKT8sn2qVG/+D9nzhy5PbsXRt1lGeKi404QfK16FKPc/P1YczCLwisKs8gF3/xEgvHv4apmAeBOqF1eKrDCFlZTFIMS3Z8dzvDLvc8EKHHEhISmDdvHu+++y7e3t4kJSXRqVMnduywzT6NGTOGadOm4eVlv2zxIFIewoDcb7ioVAyoU4PRTevTMqRiqe23XLzMoiOnOO/jQ/dXniewmuNl+bysbHYu+ZHdS5ejtAr0a9mPga0ex1VXQoIJNzVisDt4aBAEgaioCBZ8+ykHDzlOXVwadav6M271T+Qp7WeK0xMSWfX+dCL2lN1e7AaiKLDi2+4MeFTulHfufCpteqySZV9r3Lgqixa/RP36VW7tBovFwhdzNvDOOz+QnZ132+NwYo9WqyOoYihBFStRMajSzfeBAUH4+PjbZZxcteY75s5zvAT60Qdf0/qhDg7rSuPM2WM8/9Jgh3WP9nqCUSNf4urVaK5diyH2ajTXrkVzJfYSMVcuYTb/N5ZX/ytodBp+3L6YStUKVzdNRhPDOo/m4tkoQj3c2T16CBXd5ffG97fvZequku9Po6e0ot9TDWi3xgWNoVDsCk0qoOgZTnaWmtMngjDkyx/WDIZ8Ppz6Cnv3byt1/J06NeTHnybi62uzk92w4RB9Hv3wth7YXL18efmb31EWiZn/69wPOPx7yYkoPAP8GfPtl/hVCpGVp8Zd56vhY0hPSHR8nN6LeWPn4eteOJNssVqYsPAlzl09V+Zxl0Z50BwPxMyuu7s7V64UvyStVqvvKCGDk/8OuSYTS4+fZunx09QL8GVUk/oMrV8bz1s8XW/QpVoVulSrQnJOLsu/WcRRHx+qPf0Ubj7esnY6N1e6P/8sbZ4YwNYF37F81UrWHVhH/4cG0K9lP9x0Duxns4xYzyWDXoUY7E5YWA0+/t83HD32FwsWfkLk+VO39dlORyXy2+uvMHTq21zVye2BPQP8eWbuLA79spFfZnxOXjH2zI6wWiWeHPM7/r4uspBktcK9Wf9Dbzo99jP5+bZltaNHo2jW9BUmT36cN98aiEpVeOtRKBRMeLkPj/VvxQvPz+PXXw/e1udzYuPpkROoUaMelStVx883oPQDilBSe5PJPoFKWcktIaxecHBlPNy98KjtRZ3ajWR1JpORy9EXiIqK4PzFM5w9e5yLURFltmt0cv/x0nvjZUIXYMHMRVw8G4WnVsOvT/a3E7orT0Xwv90lC11PXx3dhtQhMFopE7oAYrMgEuPdiDwbgNUqny1OT0/lrXfGcO7ciTKNf+vW4zRtMoHVa97Ey8uV4cM+ve2ViYd6PykTuiZDPqf2FG+HDOAdVIExC7/AJ1h+7065eo2vn36+WKEriiKTB06WCV2A5Xt+uqdCt7zwQBhbRUdHU6dO8SlK27RpQ2Tkf8c2xcndcSohmZc3bafSp/N4+ufN7LtS/FOqr96F51s0YlG1UHquXIn2+x9ROAgR5+bjTb83X2HSryuo1eVhvt/1PUNnDWHhH98Ua9NLjglrZArW4wlY47NpVL85875azbtTPqNixVDHxxTD+j9OsPmtN+mYsge11V68NOvTk4lrf6BO+zYOji4eg8FCnyd/5fQ5uTNe6xYV+XFBN8Qi4c9MJjPvvfcjzZu9wtGjUXZ9hYb68cv6t1m1+k0qVvS2q/+vo9Pp8fQs/u/SvGlbmjVpc9tCF2xRQYrDaCzeTrI0cnOyi60LDqpUbJ1KpSa8eh26d+vPS8+/w/y5P7Nh3WE+nbGEUSMm0LjRQ3c8Jif/PF37deLxUfLEEKePnGXpFz/iolLx85B+1PKXR0bYdTmWUWs3U5qefOyZhmg0SiqfvWVCq4onlzIqce50BTuhe+1aDONfGlRmoXuDK1eSaNvmDbp0fpv09Nsz/9Lq3Wja/XFZ2cldGzHkFv8dCa1Xmxd/WGgndJOir/DViLGkxcUXe+yIDiNpFCZ/iDwadYQl2x1Ha3jQeSDMGN577z1eeeUVOnbsSFRUFElJSXTs2JGdO3cyatQoFixYwOuvv86sWbP+7aH+I5SHJYXyRh1/X0Y1qceTDergVcxs7w2MFgsnlGriWjQnNjAQyYEDT/zFS2z+YgGnt+9Co9LQvXEPHm/zOP4exYsOlCJCoB4h0BWLYGXDppUs/f4r0tJTyvw5pgxuyKtPtWWrTzuu6BwnKTmxZTtrp80iK7ns/QZXdGX/748TXFE+Uz3/u1OMeXW7/UdRKpg48THefmcwWq3arj4zM5cpk79n7txNd2SvXN5RKlVUq1qTmjXqUbNGfWrUqEdoSBhrf1nGl3MdZ2mcNHE6Xbv0c1jnCKvVSnp6CskpiZy/cKZY29qQ4Cq4uXlgNBowmYyYTEaskoQoioiCiCCKKEQRhVKJTqtHr9fjotOjc9GTlBTPocOOsz4uXfwbIcH2Zi1l4fr1qwwZ3vGOjnXyz1K5eiWW/vENLkXi5ebnGXiy4yjiL19j3dB+dAiTP/icTUym/bc/kV6CQxqAh4+Ob3cPJTRRS8Pd8vvylabtiFXXsDvm9JmjTHl3HBkZxUwy/E20HTCaTsNevLlvtVj4YnwfUq87XpWu16k9Q6e9h+oWX5L4i5eY98yLJd6fH6rxEB8OlacKTsxIZOzXY8jIzbiLT+GY8qA5Hgixq9Vq2bp1K82aNePYsWM0bdqUgwcP4uPjQ9WqVdm1axddunSxC4X0oFIeLrzyilappH/tcEY2qUe7yiGltk8XRKKqV+NcpUqkubnb1cecPMNvX87n/P5DqBQqOjXozOC2gwnyKSH8mACCnx6hoiv5GFmzdikrVy8mK6tsN7H5L7Tm6a41OONag91eLTGK9mIzLzOLDZ/N5cDqX8q8VFenpg9/bhqI5y3pkad9doi3Ptzn8JiqVSvw9bxxdOrU0GH9wYPnee7ZLx3G7n2Q0GpdqF2rAfXrNaVe3abUrtUArdY+JvLpM0d5YcITDvt4fMAoxj73hqwsMfE61+KucO1aNNfirhB3PZakpOskpySSmpqMxWL+Wz5PWahYIYSQkCoEB1UmOLgyQUGVCAmuQmAZQu9t2LSyWHHu6+NPekaa0+b3PkCn17Hk9wWE1ZA/1Lz/4v/4feXvrBrch+7hcn+HuMxs2i78gdiM0k2qRrzRkv7PNqLVBh1u6YWTCrl6T47VHwCC3Kxh/YblfPHVRyVeG1qtmmHDHmHhwi33zIFSpdYy4ZvfcC2yMnP6z99YNfN1h+3bjxhK71eftyuPi7zAvGdeJCctvdhzVfKrxOej58j8QkxmE68sevlvM18oD5rjgRC7AEqlkgkTJjB48GBq1qyJIAhcvHiRZcuWMXv2bMzmf++m/k9THi68B4EwLw+GN6rLkw3qEOppL2Rv5bq3NxGhoVwMCib/lkgd0cdP8fvchZzffxBRFGlfpz2PtxlEtQrVSu7UU4tYwZUcpZFVa75jzc9LyClhWQxAIQqse7sTPZqFkKXQs82nDdE6x2YRZ3ft5dvnXyv1s92gXasgtqzui0YjdweY9MFePv68+KQoQ4e2Z9bs0fj52UerMJstzP1qI++++yMZGXeWWvl+Q6fT07BBcxo2aE69uk0Jr14bhaJ0FwqDIZ+efZo4FKnVqtaiTetOXI6+QMyVKOLirtyVCcK/hV7vRrWqNalWtTbh1WtTs2YDQkPkYumDjyawY9dmh8dPn/oNdeo04s+9f7B9x0aOHN3vtPX9l/ho3rt0699ZVrZu2a98/NpMfhzYmz615M6tKbl5dF68gtOJxcQoL0KDJpX4aEVPAmJFu1ndiPCOpPgWimiTycgXX33ErxtXlNhn8+bhfLfkZWrWDGbe15sYN+7epNFt3mMQPZ+bLCv7esLjxF+OkJWptBr6T5lIsz7yOLwAkfsOsPTVySVGz/Fz9+PzZ+bYrRB+ufEL1h1Yd+cfoBTKg+Z4YMSuk0LKw4X3ICEKAo9UCeWpRnXpW6s6WlXJosUiCMQEBhIRGkp0YAUsReI2Rp84xZa53xK57wAAjcMaM6D1QJpXb17yILRKhEBXsrUmVq5dzM/rlpFXgnOQXqtk+7QeNK3uiwSc01dnt1dL8hXyH41VH3zMX6vWlXzuW+jXqyqrFvVAoZCbb4x9bTvzFhfvXOft7caMGSMY9XQXh/WJielMeuM7lizZXq5DVo186kWGDH62xDBexWE2mxj17KPExl76G0Z2/+LhYXNiq1unMQ3rN+fNt59zuAyt0+lZt/ovWbSJtLQUdu35jT+2ri82vJqTe8+zr4/i2YmjZGWRpy8wtvd4lvbpRo9bZnTT8/LpsmQlx687dri6gUIh8vLLfXji1cbE5cbZzermuHhxvEH/m7O6SUnxfDD1ZU6fOVpsn2q1knfffYLX3+gvi6M7c8Ya3njju7J+ZIeICiUvfv0rXkVWLC4c3cuy9+Wx830rhfDUrP9RMdx+gmP/6nX8PPWTYuPoArhqXZn99GdUCZA/GG4/uZ3/rXZs+nSvKA+a44EQu8899xzz588vtl4QBJYtW8bQoUP/wVH9e5SHC+9BxVOr4fF6NXmqYV2aBVcotb1BqeRiUDCRoaFc8/W9eYOOOXGa37/+lsi9tvSZlf0rM6DVADrW7yTLgmOHKCD4uZCtt/DjL4tYt/4HDIZ8h039PbX8ObMXVSvYZqVzRS17vFpyztU223L56Am+GjH2joTlU0/U4rsv5aLVapUYPu53flhVsrNou3Z1mTd/PDVrOrYp3r8/gheen+fQya080KP7ACa+UrYfn5grUUREnCTi/CkiI09xMSrirqIjPOi0a9uV99+ZU2x9dPQFNm5exZat68nM/GdtNv9L9BzUjfe/nCIry87M5rnuz/FFqxa0ryJfScoyGOm2ZCWHrhXvcAVQv35lFn77IuH1AtgT9yceSSItftMiUGiuUHRWd9/+7Xz8yVvF/l/r9VqeeaYrr7zal+BgX7v6vDwDDRu8yIULcWX63A7H/HBP+r8iD+u3ePIook8XrnQ16NqRx99/E61eb3f8hllfsmPxDyWeQ6VU8fHwGdSvXF9WfubKGV5fMhGD6e9d4SkPmuOBELsmk4knnniC1avtY9UJgsCPP/7IgAED/jPhx8rDhfdfoLafD8Mb1WVog9oEuNrfxG4lS6fjfEgIEaGVSHW3CdCYk2f4Y94izu2x2bx6u3rTp0VfejfrjbtLKaYT7hpyXC0s27SYXzetID/fPoZtlQA3ds/oSUWfQueRGG0Q67VNmT5iAvEX79xW9sVnG/L5NHkmJLPZSv8RG1m/ueSZSbVayRtvDGDSmwPQ6eyTfVitVr5Z8DuTJ39/Wznp/040Gi2NGrSgZYv21K7dkDHjBzhcPg8ICGL5MnunPbPZxPkLZzh56ginTh/m9OmjZGal/wMjf3AYMfwFnhpmb+t4K0ajkb37trJu/Q+cPFW8eY2T26dJ60Z8uXIWKnWR1LQWC++Mepu3g0JofsskQLbBSO9la9hbQtQbtVrJlCmDeGPSAJRKBX/FHyA135ZkQp8uUPWkhsAYBbkFs7oms4kFCz9h9c+OIw/UqRPKoEFtGTuuBz4+ju+jBw+eZ8RTs4mIuHq7f4KbCILA2M/XEFCpcLY2NuIEC98YZvtcOh29X32eVoMeszs2PyeH5VM+4tTWnSWeQxRE3n78bdrWaScrj0mK4eWFE8jMs09xf68pD5rjgRC7X3/9NSNGjKBXr15s21YYHFoQBJYvX07//v157rnn+Pbbb//FUf5zlIcL77+EUhTpWq0yQxrUpleNqujK8NCV5OFBZGgo54NDyNHpiDt/ke3ffs+J37dhtVjQqrR0btiZPi36Utm/csmdqRUY3ATWH1jHstXf2Nn01qnkyc7pPfF2KxSVErBgcwTjvnLsWNZ/ykQSLl1m34q1WEtw/Hz7teZ88KY8TJTBYKbXkF/ZurP42Ng3qFw5gE9nPU2/fo5DTaWkZDJl8vd8882WfyVqQ0BAEA+1eJgWzR+mUcOWaDSFZiAvTHii2KXT77/7HX+/ipw9d4xjxw9w6vQRzkWccPhA4uT28PXxp/3D3enwSC9q1axfavsLF8+yZu1Stu/Y6Jw1v0tq1A9n3s+f4+Yhj8ryzXtzeV7QUMNPHl4sLS+f3svWcPDq9WL7bNWqFgu+eZ7atW2zwdey4jmeLP9eqVMfwuNadZQWE6dSMpk24w3OXzhzs97d3YXmzcPp0qURffq2pHr14hMHGY0m3n/vJ2bMWIPFcnf3lMad+tHnhfdlZT9OfZHIgzup0rgBgz+agm+I/QrW9QtRLHnlLZKiS75HKkQFbzw2iQ715UlfkjOTefGbF0jMKNkk5F5RHjTHAyF2AVauXEnXrl3p2LEjhw8fRhRFli9fzmOPPcYzzzzD4sWL/+0h/mOUhwvvv4q7Rk3fWuEMaVCL9pVDZXFoHSEB13x9uRAcTFTFIK4mp7Lzux84uG4jZoNtaapB5Qb0adGX1rVaoxAVJfZncVWwP+oAc378hNS0pJvlLWr4seWjbrjq5EJ8+qoTTF5yRFZWtVljxi36CoBr587z89RPiD5RvC3uJx+05dXxjWVleXlmeg1Zz/bdsSWO9wZduzbm8znPEh7u2FP/+PFLvPbqt2zffrJM/d0pgiBQp3YjWj3UgYdatKdy5erFtv3hp3ksXDTbYV2l0KokJMY5xe3fTMWKoXRo35NuXfoRVEJcX4D4hGsMG9HVGcXhDqlaK4z5677A01vuZLp16XqejM/G31WewTExO5ee36/iRHwSjvDz82D6xyMYObITAJIESYlajmRuxaosnK0UTG64xD6FZBFZsepbFi+ZI3toeeSR+vyx9UNEByEgb2XXrtO89OJ8Tp6MLuvHLhaNiysvfv0rrp6FAj8h5iILXh9C9/HP0G74YIdjOrhuAz9P/aTY9L83UCqUTB44hba128rKc/Kzefnbl7mU8M/Z9ZcHzfHAiF2lUsmmTZto2LAhHTt25J133qFfv36MHj2a77777t8e3j9KebjwnECQuyuD6tViaP3a1Av0K7W9Fbjq78+F4GBOaF34Y8Va9q5YQ36WbabWz92PXs168WiLPrhpHWRmK4KkELiYHs3Xa+dw8uJxADo2qMiv73VGo5IL5re/P8L/VtiCr4tKBa+u/t4uP/vBtRvY+NlcslMd28Z981lHRg+rKyvLzTXR84n17PyzbMuEarWSl1/uy5S3B6HXO451/OuvB3l94mIiI+986fFWlEoVjRq2oE3rzrR+qEOJCRiKEhUVwegxfe7ZOJzcOYIg0KB+c3p2H0i7tl1Qq+1NYzb/toYZn771L4yu/FO5eiUW/PIl3n5esvKI3UfoefQSerX8IfpqRhbdl64iMjnVri9RFHnuuW58NHUYXl628Fk52Wounvcj0XoGo49ttUkpKHHXuONjaIFgFJn42hes//V3u/58fd1JTCrZ5vWXX/5ixsdr2L8/osR2t0OXEa/Sut9TsrIdqz7joSe64xtqP5tryM1j3bRZHFy3odS+VUoV7w56j5Y1WsrKjWYjb33/JscvH7+rsd8u5UFzPDBiF8DFxYUdO3bQsGFDBEFg9OjRLF269N8e1j9OebjwnMipF+DLkPq1GVSvFsEeJQtVsEV0iPUP4KyfHz/uPcSWH1beTBupUqhoV+dhnmg/hMq+Jc9mAaSaMvll/1p++fNnOjfyYcWkR+wiKbz53WFmrD5JrbatGD33U4f95GZmsnnOfPavWod0i0mBKAosm9eVJ/rLg7zn5proMfgXdu0t+zUaHOzLzE9GMWhQW4f1ZrOFeV9v4v33l5OScnf2aq9O+ID2D3fH1bX00HIAFouZ02eO8dfBXfx1YCfR0Rfu6vxO7j1ubh506dSXfn2GymZ7Rz/3KFGXnJk2b5cq4ZWZu+Yz/ALlDl5Jpy7wyL5ziLeYApyMT6TPDz9zLdM+RGKLFjX48qsxNGlis3E1GhXEXPIh7poHKpdkXMJ24+PihZfGE1e1PLXwiKdms3SpvS08wPkL86lWTW66cOVKEr+s+4v583/j7NnSTapuB5+gyoyfswZFEWfinJx4Auo5vrdfOnKc5W9PJSW29Id0rUrL+0M+oEnVJrLyfGM+7/z0DkejjhRz5N9HedAc5VLstm3r+EcOwM/Pj0WLFrFy5Uq+//57Wd2ePXv+7qHdF5SHC8+JY0RBoF3lYIbUr02/2uF4aO1noG7FLIrE+PvzR0oGc1f9QsSxwqX8sIAwnujwJG1qtkEllGziYJWsnLx6mvTMP3l3qBeiKP+Reu3bg8xee5qwJg15bPJrVKhe1WE/186dZ92Mz7h0+JisXKEQ+GF+Nwb1C5eV5+SY6D5oHXv2357H8yOP1Oezz5+hXr3KDuvT07P56MMVfPnlBozGO4uz/eF7X9GmdacS22RkpHHg0G7+OrCTQ4f/JDv773cIcXL3iKJIyxbt6d9vOIIg8srE4cW2e3LIWDZsWklqquMl9/8qdRrX5vOfZtqZLuRfvErT7ccQbwmV9cfFaAavXE+WQW4b7evrzv/+N5zRz3QFwGwWuHrFk7QUPT5+Ofj6ZeOit5mXWI/HI9TyRbgllveMj1czaZJjh7Sl37/CwIFtOHYsim1bT7B27f6/NZrL0Le/JLxpUYcxCZeQPESVXG6ZDAY2z5nP7mUr7CYIHOHr7suHQz6iekW5+VSuIZcpP0zmZPTfa8ZVHOVBc5RLsWuxWEoMhyQUhG+60UYQBCRJQqksPWj7g0B5uPCclI5GqaBrtSoMrFuDnuFVcdXYZzq7FZNCwTmtjlXHTjN/7UbSc202oWqlmr7t+jOwzeN4KUufpTRb86gUcIUA78u4u6TcTEQ0YcFffLH+LKJSQevBA+g2/hm0xUSaOLFlOxtmf0Xq1UIRq1AI/PRNdwb2kd+ss7ONdHv8F/YeuD3BK4oio0Z14sOPniQgwMthm6io60yZ/D0rV/5pd99wd/MkNLQqp884ng3p2rkvk17/2K788uXz7N2/jf1/7SQi8uR/MqXxg4RarSk2AUeXTn14840Z5OfnsfaXZfy04psyZyt8kGnRvhkzv5sqSwMMIFxNpPbmgyhM8gfMRUdO8vyGrZiLfFfUaiUvvtibyVMG4eGhx2wWSLjujtUq4OuXg85Fbj9tjUrF+sMpcFUjdqiC0CDg5u/9hg2HeLT3Bw7H6ufnQUZGzh0/9N4O1Zu04cl35srKVB5GND7yz3L52ElWvT+dhKiyRbypUbEG7w/5AF93+Qx6Tn42k75/k3OxZ+9u4HdBedAc5VLsDh/u+Am8NP4rJg3l4cJzcnvoVEp6VA9jYN2a9KhRFa2y5FlasJk6HMnJ4/s/D7Dm2GmSC4RvwxpNGNPvBaq6hyKYS//66zSZ+HvFEOAVg16XwfNf7+frjba0k26+Pjz62gs07tnV4bFmo5FdS5ezbeESDDm5ACiVIssXdqd/b3nw9KxsI72eWM/ufbd/vbq66pg0aQCvvNoXrdbxQ8GxY1G89eZS/vzzAm1ad+KRh3vQpPFD5ORk89jjrR2GCXNz82Dtqn0oFErOnjvOnr1b+fPPP7h6Lfq2x+ik/KFUqli66DcqVCi0sczOyWL5im9Ytea7cpmh7l7Qa3B3Jn/6uiy8GID2egpVN/6Fwlgo7MwWK6/9voO5B+QrPf37t+LjGSMJCwvEbBK5FuuB3s2Ij2/OrVl+AZCMFizzD0NaYdxwqZoXp2rqOXH8En/+eZbFi7fe2w96m6h1Lrw071dcPQt9MASFFZeQPIQCy7Ds1DQ2zP6Kw79sKnMM83Z12vHGY5PQqOQrfZm5mbyx5HUuXP93zaXKg+Yol2LXScmUhwvPyZ3jqlbRu0Y1hjRrSMfQiigd/TLcglWCAwlJrDh6kl/OXeBaZjb+fhUYP/gVWlZtjiLLXKY7gYs2HX+vK3y9aS2frt19s7xq00b0e+vVYk0bMpNT2PDplxzZ8BtgE7wrvu3OY73kgjc310S/4RvYsuPObOhCQ/2Y+r/hDB3aXlZuNoukJOlJTHAjJdkFAblN8sRJozh8ZK/DPtu07kRExEmSU/6ZMD5O7h/69B7ChBffdVgXH3+V+d98ws7djtMWP4goFApefHcsQ8cOtqtzi0mg0u8HZaYLSTm5PLHyV3ZHF0Zdadq0Op/Oepq2betgMopcjfXiWqwnFrOCug2u4ePnOPOj5beLSAflv2XjN27lm4PH782HuwtEhYKG3TvR45k3UeEtq9P4GVC5mbFarfy1+hc2fT6PvMyymTopRAUjOozgiXZD7OquJl9l8g+TuZZy75xx75TyoDmcYvcBpDxceE7uDR5aDQMa1WVUu4do4qKl9OA6Ng5evc7as+dZd+4CcXkm+vUcwsBHBuNmVENW2WKNZuRe4+f9v7Pz9C6upVxFVChoOaAP3cY/g97L06797199w5Z5i27uq1QiKxf1oG8PuUA2GMw8/vTmUhNPlETz5uF88umzhFdrSlKCKykpeiRr8X+dTZtXM3PW5GLrnfw38fUNYPjQcfToPgCFwrEZ3KnTR/jy6/9x/vzpf3h0/yxuHm5MXfAerTq0sKvzPB9L8PajiNZCOXHw6nWeWLme2Axb0pdKlfz54MMnGTbsEfLylMTFenL9micWS+H30tsnh3qN5L9XOaYc0iKjCfw5WVa+78o1OixajvVfTB2u1mlp+mgP2g0bjJdvZfIT5FFiRI0FXcV8IvbuZ+PsuVw/f7HMfQd6BvLWwMnUDqltV3fs0jE+WPE+WXn3R0Kd8qA5Hhix6+bmxhNPPEG1atXw9va+acdzA0mSGD169L80un+W8nDhObn3+LrpGdO3B/3r16Zmfh6KMtqRnk1MZkNkFJvOX0ZXpR6D+40mzD0UKSkHDMUnjChKVHwU+yL2se/cXq7mxNN5zCjaDB6AQmUTCOnxCUzvPcgudqRKZZvh7ddTPsNrNlsZNvZ3lv98vkznL+xPRYvmD9PxkV60bNEerVZX6jFWycyePzfz3gev3da5nPx3qFgxlJHDX6TDIz2Ljde6+bc1zPtm5gOZhrh+s7pMnf8eFUIC7ep8j1+kwr7TFP3F/XTvId7ZtgeTxUpAgCeTJz/OM892IzfHnaREN65f9QAcrUhJNG8VjagwsHXXcdzr5JKTk0mrX3W45BT+3XONJprNW8qFlH/nb+0Z4E/rIQNoOaAPLu7uWM0CuVd1YC3ymQSJjPwz/PrpLC4cuL0sfQ/XeZhX+ryCXutqV7fx8AbmbJiDxYHZ1b9FedAcD4TYbdOmDb/88guenp7FtnE6qDn5L1G7cQPGDHiUDn5eVE5IQF1ClrOiJGbnsvnCJU7nQcVWvWhSpy1CWj5SSh4Yy9hHRiL7I/ZzKvMCVQd1pPbDrVn2xrsc27TFYXulUuS7LzszdGBNWbnVKjH6pa0s/rFsjhfPj5tMl059cHPzKLWtIFjx9snFLzALH99swMzSJduYOnUlly8nlOl8Tv57VKtai/Fj36RhA/vZTYCMzDQWfPMJm39fU2Z7zPsZQRAY/sJQxr452u73U7BYCNp1Au+IQpOjpJxcnl67md8uXMbDQ8/EiY/x/At9yM70JynBlYrBGfgFZHPsUAiZGfIHUavVyu49v3Pk2C+cPn+KqT/1wt1bR60DakLPy22DX928nS/+cpyd8O9CEEVqtm5Jy4F9qN2uNaLC5jchSZAfr8WSJ/ejOLz1RzZ8+fFtXQceLh6M6TaWzg0729WZzCYWbFnA2r9+vrsP8jdQHjTHAyF2Dx06ROXKlXn66afZtWsXGRn/bU/Z8nDhOfln8Azwp+2APgxu34q62VlUuX4dralsGaIMZjP745JIcq+IX/MeKNU+uCZdIj9NgdHkUnoH2DyFj+RdYM/WjRy5eMRhnvber70AViu9qkTz7JBqdvUvTNrJl9+cKPVc7739OQ+361ZsvdlsIjnlIo2baqhS1YpSaT/zbTZbnKLXSam0bdOZMc++QcUKIQ7rT546zOw575XrOMvBVYJ4+7NJNGnVyK5OmZtPpd8Ooo8vTAqxIeIiY3/dQqbFwgsv9OKFF54kN7siSQmuVAjKILRKKgqFTW5kpGs5fjgEELBYLGzfsZEffppHzJUolCqRacv7UrNRAH6xChrvlJsG7ImOpdN3K/inniV8Q4Np0qsbzfr2xKuC/cy2MV2JMVXuOHZm3x+s/PjV2zpP5wadGdNtLB56+4f1aynXmLrqI87H3d5K1z9FedAcD4TYzc3N5b333mPGjBn/9lDuC8rDhefkn0VUKqjb4WHaDOxL+yqhVI27RtW4OFwMZfcmv5RjJMu/Kn5V1bgZoklMq0RSWihGc+mmAmCbuYm8FsHBCwc5dPEQ56+dxzs0iNfX/YhCqSQ3MxN97B5e6JSDUpAL0Xen/8UHMw+g0WgxGPId9t+6VUc+el8e8sdiMXP02H527NzMn/u2kpWVgaurjlde6cOrr/XDzc2xaHeKXieloVKp6f/YUwwbMhYXF/vwewsXzeKHn+b/CyO7O0RRZNAz/Rn/1nNoXewzFeqvJRO69TCqHNv3MDPfwKu/7WBV5AVefHEAw54cTk5WBXKyNXh651C9RuLNGLlFOXLQk8WLN7Hul2XEXS90YHv+fw/TdXBtXDIFWm7SoTIVmgbkGE00/XoJUanp9/6DF8HV24sGXTrQpFc3KjWoW2w7c46C/AQNRU0yMpIT+Pql/uSVMd52kHcQL/R6kabVmjqs33piK3M2fE6uIfe2PsM/SXnQHA+E2I2OjmbWrFnMmTPn3x7KfUF5uPCc/Hv4V6nEQwP70fTRblSxmAmLu07l+Ov4ltFDGMDka0BbKQdJEsjI8SU5PZjkjGDyDGXLNAa2sDkRDa1o6sgzG1lz0ugWdJ7aumhEQcJiUZKcUYVDJytitlbg8SEPYzLZO9GpVCpWL/8Td3dPTpw8yLbtG9j95xYyMhzb9fn6uvPGGwMYO64HLi6Ok3eYzRaWLdvJjI9XExHx73s9O7n/8PXxZ/zYt2j/cPebZdExF3lmTF/M5rKtotwv1Glcm9env0ydRrXsK60S/kciCTgcgVCgGjZGRjF591+MenEU7dv3IjvTC0kSUGtMVK2ejH+gYweqrEwDEyZ8w+LF8vS+j49rzLDXWiCaocVvWtzT5KYBz2/4gwWHSl/luRPcfH2o1/FhGnTpQFiThjfNFIojP8OIIdEVhaLQxMJqtbLknWeIPnWo1PO5u7jz5MPDeLT5oygdOD9m52Xz1aYv+ePEH7f/Yf5hyoPmeCDE7ttvv02PHj1o1arVA2EndbeUhwvPyb+PSquhUbfOtBjwKJUb1MM9J4fK169TJf46QUlJKEr5Lgk+BoRKhTExJQly892JzmxEYnoVyCn5h96oE4jookUSHQXVhApmI1VMZozZAVithT8oH059ke07f7c/BmjWtC1XrkSRkFj25BT+/p689lo/xo3vWazoBVi7dj8zPl7DgQPOlLJO7GnerB0vvfAOFSuE8NIrQzl56vackv5NfPy9GffWs/QZ2sthvSozh5DtR3GNSwEgPjuHBZcSqNG7P6GhDbFabGJNECSCQtKpFJaMUml//7BaJebN28SUyd+Tni4PMda+T3Vend0JJKi7X01QlNxO96eTZ3lqzaZ78XFtYxVFQurWolabh6jZ5iGC69Qs1vmwKFdOn+X45l007zACVy95goftP37FrhUlz+arlWr6tujLkHZDcdXZO6AB7Dq9i682fUlqdqrD+vuN8qA5Hgix+8gjjzB9+nSsVivz5s0jJiYGiwOHHGe6YCdOHBMQVplmfXvR9NHuuPl4ozaZCE1IoMr1OCrHxxdr5yt4GRCq2AeBN+S5cSnnYVKkCpiyrJBpsAX7vQWDXuB6bRUZwUqQQGdW4J2nxjtfg6q4UGGWs/R9fBAZmWULkVZWyip6d+w4ycfTV7Nly7Fi2zj5b6JWa2jZ/GF2/+nYGRPAy9OHtPSUf3BUxaN30zNs/BMMHTMInd6xOZLPyUsE/nUGhdmCRZI4ZNZiat4bUSfPWOjhmUu1mom4ujr+Xh44EMn4cV87TNNb/6Eg3lvcE5VaQUikktoH5d+/s4nJtFrwA7ll9DcoDr2XJzVat6BWm4eo0aqFwxCJjshKSeXY5j84vH4TyTFxPD19KQGV5P4Fx7evZ+3nU4rtQ6vW0qtpbwa2HoiPm4/DNokZiXyxYQ77I/eX+TPdD5QHzfFAiN1bhe2ts7vOdMH334Xn5P5EVCqo1bYVzfv1olbbViiUSgSrlQopKVSJv07l+Hi8s25ZmvQ0IlbJvpkh6AZSjgLrRTdyVd6kugeRog4iy+SKNdMEeUXSdqoVmEP04O+ChtK/o0pFPp6q2XR9fBVx1x0HoL8byip6jx2LYsbHa1i9ei8WizNdsJPSCQkJY/5Xa1izdgnfLf0Si+XvT1/rCL2rCwNG9mPY+Cfw9PF02EaTlkXQruM3Z3NT9b7EVGtHrl4u1NRqM1WqJRNY0bEZVGpqFm9OWsLChVscrrzWblaB9xb1RKdXoc0WaLtOhygVPj1nGYy0WrCMyOTbn+XUe3kS1rgBYU0aEdakIRVrVi/T7C2AITeXszv/5PCG3zi//yBWswWt3o0n3/2akBr1ZW0vnTzIsvfHYDHb/3+66dzo3aw3/R8a4ND5DMBoMvLzXz/z4+4f7mvb3OIoD5rjgRC7ZU0f7EwX7MRJ2XHz8aZJ7+4069ODwGphheW5OYTGJ1ApIYGQpETUZjO4mRCrZiHcYuYm5YtYL7iBsSBMDwJZrn4kulcmxTUUk4sewcVxel9ZP0hkqk2k6oyo9Ik85HkS/7xk5n0qsePAWc5cOc2V5DvLulYcvr7uvPBCb55/oRdeXo6XGwFiYhL56ssNLFy4xW5p1omTG4iiyJzZP1Knti26QUTkKaZOe+0fTT3t6ePJ46MeY/CzA3H3dHM8TqOJgMOR+JyMQrRK5Oo8ianUjFSvSty6hOPlnUOdBnE3oyzcyqJvtzBp0hKSkx0L4aJC9wYBMQrq7FKjKnh6fmLFetacLVsUAq+KgVRpVJ+wJo2o0rgBgVWrlOm4G+Rn53Bm5x5O/rGDiL0HMBdx4NV7eDPsvXlUCJOHSEy8cpFvJz1Ffo58EqBqYFX6tOhLx/od7dL8FmXria0s2votiRnlN0NjedAcD4TYdSKnPFx4TsoXFWtUp3HPrjTq0RnPAP+b5WLBrG+lhHiqpl/BO/A6gkp+S5GMAtaLbpBXOGt7oWo7EgNqlHreHKWZVJ2BNK0Rc5EfVAUWRgesR222cOq3ZqRd9SMzN5PIaxGcjztP5LVIIq+dJyUruYTey4arq45nn+3Ky6/0JSjI8fIjQE5OPkuXbGfOnF+JjHQ6szmRM3DASMY9N0lWlpeXy9x509iwaeXfeu6qtcJ44tmBdB/QBY22GOFllfCKvELggXOocvPJV7tyJbQJSX7VsFu2KcDTK5da9a6gVsvrjx+/xPhxX7N/f0SxY6rTrALv3iJ0Af7cFMW+T86yenBfvjpwlA927HN4vJuPNyF1axNSt5Ztq10TV28vh21LIv7iJSL+/IuIP/dz6egJLA5MJdy8/XnqgwX4hYTJyrPSkln4+pOkF/gIuGhcaFu7Ld0bd6dupXolnvdI1BG+/WPhfRtO7HYoD5rDKXYfQMrDheekfCIIAmFNGtK4Z1fqd3kEF3d59IWKWQn0TtmCTpCHB5PMAtYoV8i2/bCle1TkTJ2eDs+hNOahzMnGmAlJWomEyiL5HvIf0wYuF+joeQQAq1Ugcld94s5WsusrOTOZ83Hnbwrg89ciyci9szjcarWSJ598hImvP0aNGsEltt28+Qiff/aL067XyU0GPPYUz45+DZXKfiXjz71bmTlryj3Nvubm4UaXvh3oNbgH9ZrWKbGt+6U4Ag+cQ5uWhUmpJTa4EfGBtZBE+4gEetd8vH0z2LtvC9Omfccjj9Tnq7ljAcjMzOXtKcuYO3djiaY9zTpU4vU5ndG6yIXu/t8vMePFPzCbrAS5u3ItMxtBFPENDaZCeDUqhlejQnhVgmvXlD103w6G3DwuHDhExB6bwE27Hl9ie5+gyjz59ld43xJTOTMlgSVvP0Pa9VgahTWiU4POtKnVBq3aPlxbUfZF7OPH3T8QcbX4B4HyRnnQHOVS7LZt2xYodDi7sV8aTgc1J07uHQqVilptW9G4Zxdqt2uNqmDGSG/OoXvifszWigRbDqHE5rAiWUGK0SOlapAQONzkCYwaW3xShdmAb/Il/JIu4p4VfzNqpUVUkepWgTNBVbkQ6km+i4iAlVH+G/FQyk0GYo5V5eL+2kiS4DAR6Q2SM5O5lHCJS/GXuJRwicvxl4hNicVcRvtJURTp27clE19/jBYtSp6dPnv2CvO+3sz33+8gI8Np4vBfp3q12kx581NCQ8Ps6hITr/Ph/17h9Jk7zwwmiiLNH27Ko0/04OHubYufxS3A/VIc/kfO45KUjlGlI65CXeIr1MaiKCLIBQk/vyzcPfPR6JJZ8t16PvvsF+LibDa0CoXIkaOfceCvSN5++wcSE9NLPGf3oXV47r02KBTyB9i/tlzmm4/P4BMSin/lUAKrhVEhvCqBVcNu3lvuBENuLtHHT3HpyHEuHTlOzMkzDmdvHVGjeXsemzAVrV5u8pERf41Ti76iYcXaPFTjIdxdSg65aLaY2X1mFyv+XEFUvL2DXnmnPGiOcil2LRYLkiSh0+kwmUw394vD6aB2/114Th4s1DodTbt2oVefwdQNrYub1fZjGW7aSKD1tKztVUMw4lU1ee7VyNN54Zd0Ae+0WESp5HTEViAytBIJPv60CI3EPcTeo/3apSDWmVrhdcWCz2UzyjI6b5vMJq4kX+FS/CVikqK5khRLbPIV4lLjSsxB36JFDV58qTcDB7ZBqSw+LmduroEVy3czf/5vHDxY/pctndw5Go2Wsc++QZ9Hh9jVWSxmFi6azYpV35Y5jKZao6ZZ28Y83K0t7bq1xjfAt8T2gsWKx8Wr+B+7gDY1izytO9cq1ifRvzqSaPuNVCgsePnkUKFiJp7euQiCxKxZ6/jowxUOH9o0GhUGQ8lfNkGAp15vSf/nbDbLLhkC7mki8ZUtJKf7kCh1QKkuW4KakshJz+DysRNcOmwTt9ciz2M1ly3VeeFYBdo/MZb2g8bYCiQJrdGCV6YJl6R0vHItJdrh3iA5M5kNhzew6fDGchNG7E4oD5qjXIrdp556CkmSbjqc/dMOauHh4XTp0oUmTZrQpEkTatWqhVKpZMqUKUydOvWO++3YsSOvvPIKzZs3R6/XExMTw5o1a5g2bRo5OWWfFSoPF56TBwONRkurhzrQueOjNG/WFsUtwdHV0nVaGu2/d2f11dnj1oKKyakEJyYSkpSIV3b2bZxZQnzIiqKJfKn0YFZN/sxqCIBolvCKMeMXZUaTc2e3ObPFTFxqHLHJNvF7JSmW2JRY4lKuycwhgoJ8GDeuB88+1w0fn5JneY4di2L+vN/48cddZGfn3dG4nJR/WrZoz+uv/g8vL3s78P1/7WD6jElkZqU7PNbL15NWHVrycPc2tHykOS760tN3K3Pz8T4Tjc/py6jyDGS5+nEtqAEp3jbHMzd3A14+OXj7ZOPmbuDWoAVLl25nxFOzSz2PqFDgEeCHT3AQPsEV8Q6qSIWwQNq2y8fXy+ao5pYi0mSHBnWewMGWHhys2AEoOYmDI/Jzcrh6NpLY0+eIPXOO2NNnSb12/bb7KYqbtx99nn+fenVb4pFtwj3HhHu2Ca2pbBFXzBYzBy8c5I/jW9gXsa/Eh+UHhfKgOcql2P23mT17NhMmTLArvxuxO2HCBGbPno3VamXPnj0kJCTQtm1bKlSoQEREBG3atCElpWyxGcvDheek/CKKIg0bNKdTx0dp16Yren3xkQqsVitxR6YxpL79qkqspgIb/DpjUBSYP+TmEpSSTMXkZIKSk+1DnDlAqGVF0d6CoACTpODbhN7kWuU2c5JVQohKIzRGiVfWvVvdyTXkcj3tOtdTr9te066TmpNM83ahjBjTlrr1Q0o8Pjs7j1Wr9rLku23s2XPGmRDnP4iXly9T3vyExo0esqtLTLzOB1Nf5szZY3h4udOkdSOatmlMs7ZNqRJub5/uCMFixT36Ol4RV3CLTUSSBJJ9wogPrEW+jw/evrl4+eTi5Z2LWm0TZZIkIdwaOBvbimqtmmOJupSAm68PnoH+eFcIxDu4It7BFfEJDsI7qAJeFQJRFFlF1YpJVNDsRiXaJmz8YhXU36NBabGdwwpsad6cC8Elf18yk5K5fv4iceejuH7+IrFnzpEUfeWuvzeCIODv4U+VgDDatepN49ot8TCCynJ7/UZcjWDbyW3sOLWd9Jz0uxpTeaM8aI5yK3a3bdvG1KlT2b59+z9+7qeffpoaNWpw7Ngxjh49yltvvcXw4cPvWOw2bNiQI0eOYLVa6d27N7/99hsAOp2O9evX06lTJ1avXs3AgQPL1F95uPCclD+qhtWgU8c+dOzQCz/fgFLbp6Yls33HRlasXMigh3yY/UwLOzu9VKUH6/27kq6yjz+py8+nYopN+AYlJeOTmeHQFlcIsqLobiFKCmJ9Wsn2+5Yr17ny+1/kRaRQ2a8KYQFhBHiW/lluF6vVSq4pG42HRGCICzpP0LhJts29YHOTuJFp9PLlBJYu2cbSpdu5fDnhno/Hyf2LKIoMGzqO4U+Ot4sBa5Ws5GmvEVirZKenW9ElpuEVcQXPC1dRGkzkad1JrFADY40Q3AIteHrloXc12CWDKYmcfAs/n5VIEHxRqMry0GjFS3kOX/UxBME2Kxp6TknNI2oESX7i697erH64PQgCOekZJF6OISn6Ctcv2ITt9QtRZKfevfOej5svVQIqU8m/MlX8ba+V/Sqj09y++YTVauXUlVP8efZP9p77s1yHDrtbyoPmKLdi12Kx8OSTT/LTTz/920Nh8eLFjBgx4o7F7ooVK3j88cf55ptvePbZZ2V1oaGhXLp0CYVCQc2aNYmMLD1VaXm48P4umnYbSIWwWrRQGamhNGO2SpitVkxWa+GrxYrJasFssWCyWDFZLBgtFkwWCyazmQyjif0JaVgtFiwWM9abmwUvpYinWonJZMRgMmM0mzCaTBhMJowmIwazCaPRhMFofGCWrxo3asm4MW9RNaz0UGH5+Xn8uW8r27at5/DRfVhv2OFK0KNpMD++3h69Vu6BnWMV2ejTgTj3kmNiaoxGKhSI3+CkZHwz0hFvzOp4Sih7mUl08eJwTk3O54UgUXzweNecHCpEXiRh1172njxLgkGD2sWPyv5VCPUNIcQ3FG8371I/792i1Elo9BIqvYS6YItLSmD/4VPs3HuM60kJpOWkk56TRk6+08HtQUOn1xFWowrVaofxUMv2NK3RFQXyaA1q/1w0FUv5v5ckXK6n4B4dj8fl62gycrCKCrIrBGGuE4RLbT16N9NtidsbZBhFjqfoOJWmwVRcVsNbUAmZBGr2olMkASCaodZBNcG3pAAGOGW28NrZS0Rfukzi5Rhy0u8sWopKqcJL74WPuy+BngEEegbi7xlAoGcAAZ6BBHgGlMnOtiRSslI4dOEQhy8e5mjUETLzHMcP/q9RHjTHf8Nj6z5GpVLRs6ctBNOPP/5oV3/lyhX27t1Lu3bt6NevH9OnT/+nh1iueOyZ6lQOV9LomImql8H2PKfgduzBMt0EtnV1NJMiUfOMiVrnyiZiJcAqgiSAJEK+FrZ1tT1fFi69SYBEUKxAtQsCkiAVHiOAJEpYC463CiAJEpJwo18JqaDtqXpGEG48vUq2GVAB9FkC/okKeX9FxiSJ0s1ySSw8PyJYBYlsDwmFORC3hFuErmRFYTUjIWIVwOxyFbN7JGb9RVrWMdHymTqAfbijXQCSdHOGVij4M3hIu9FZdmGWRESFElEhFnyKgoEDkk4AD4G4MIFrBccqrBJKsxWV2Youw0JddQo9vfbT1u0Ex3LCOZUbhlGyD/WUrddzoXEDhEZ16ZJzhdCM87jlppCYncOVpH2cS95M3FUjebk63EQ/vNQB+GoD8NNVwFfvj0K8N7dOc56AOU8AWTjgYFr4BtOiT3dZW4vFQo4hh6y8LLLzs8nJzyY7P4fs/GyyC8pu7OcZcsk35ZNvMpBvzCffmGfbN+ZjMBmwSs6Mb/8UoigSGBxASJUgQsJCCKkSRJXwKlSrVRX/inJnMqspi/wYNyzZtmtW4WZEXcGx0BWNJlyvJuMefR336HiU+UYkwFjBD2OLymgbeuKtvXGd3n6a3as5So6n6LiYqUYqMb5JUSx4KSPwUR9HFGz3SX2GQIPdWtzS7YXy98fPMGb975gKwpQpFUr0Wj0apQatWour1hW9Vl/w6npz38PFHU+9F16uXnjpvfBy9USvLd6c6k5JyU7lxKXjnIo5ycnok8Qkxdzzczj5Z3CK3X+Z8PBw9Hpb+KXDhw87bHP48GHatWtHo0aN/smhlUu8vE246dPQKNSA/SxCWRCUZlx0jpMRqBUqoPSMX1Ags29oCgtYlVZ0OscOSW5WJd5pmoKjbg+rIBH1UNF89IV9+CcoaHD89pZAi7L98RxM+kSsqjREU2HAdo+M69Q9u8luHJKgQhJVN0V4UbFeVGAfe9hAnptE0dVMhUJAny1Qc78CqwhWhWTbbr7HtolF34OlSN2BbDPVFQrCNLk87HGclm6nOZ1blaPZ1ck3ajGLIlKRpWJJUHDdtQrXXatQRbcGlWjGv+BfY9mnywUuA5cxWgWEXB1Ctr5wy9IjZrsiZLsgGO78710SCoUCdxf3UsMclQWDyYDBZCDfmEeeKR+T2YTZYsZsMWGSvTous1gtSJIVq2R7cCt8X/gqSZJ9GRKSBKIggCAgCgICAoIgIggUvL+xibbHHdl70bZf9H1BH2JBuxuvtlOIduWiYHuIclRetE+x4H2p9QoRjbsaracajacGjYcatYcKrZcajbcatZcaUVm277WosqKrmoHxuh5TugZdpcybs7GSSYJ4A2KiEWWqEWWeGfQi+e7BWNuGovYWUbmLaNwlEs4oSVmjsD0A3zgeyLMINHjUgIu74wXd3ByBKxdVxFxUkZ0lIgHBGG/eUm5+XwWwWiWMeXkYsnMx5uSiFg0EBIhotEoEqRlYIDAnnerp11A6eLg6keOHtsqT/PTaaDRKDWqVGoWDuL7/FGaFQI5WSapoYtvO1WzfueY/bZrwoFGuxW7NmjXLHGMX7s84u1Wq2JZu09LSyC7GGz02NlbW9naoUKFCqW3uxyWHO6bgzi7cxcSVtYTfJfE+7Fcqod9bbeNuF2vB5KrJNQJN2kNYlZmYXSMxKs/YtRUloWA6WzaCYsbl+Hwqo0BA7J3flg52yeOsxkKGRaK+ToFGNNPENZKGwnmsi239WgQBs1KJSaHArFBgViqxKC0oVRYsSg0WBViUEhYlWAte40PN5HhKNz4okmsukmsukIQuS8CskjCqQFIARiVCjt4miGWbS+F70509iN0rNCoNGpXmngjnBw4BBC0IWgFBC2LBq92+TkDUCwguIIi38z2TUAi2zSoJmCX5jKcggKZiDqFBybgqTCiQUIgSSr2EMvDGLa641arCL1bqJcfCMTNaxKV+4epUXppAUoSCxHMKMq+JgIAKCS/KsoKlsW1iwYNwgbm5RsqjOqfxxn7SwIyCC9Qjw7UC995avnQsokCuVkGuVil7zRckjvzxM9uWzSEv22me8KBRrsXu5MmTmTx5cqnt7uc4u25utmDVJYUWuyGC3d1v/4fp0KFDpbZx5HlbXslOTYZQDWkBViTBhCCBaBUQrDaBJVhBlEAoUiZaKXhvK8tzLSFm812IR6kEc7e/rd+7XK2+0bfZ/QxW3TUs2qs2/ZqnAO58BrM407+7He+Nfq+ZrGRZJJrqlbiIAqJVuqnBFZKEwmRCYxdYvvhZpQwPgRxPo32FBG1/0d38/7OKEmYVmJVGLGoDZmU6ZpWtzOIiYfbAti+IWFCR7qIlT6GDfA1CvhYhX4Ng0CDkawrKNAjmf1cYl2sEEDQFQlVXgnAtKmA1t/ddVIlWlIIFpWgTsEpRQilYbQK1YF8hWFEK0s2yG7fcxDwNsVk6rBkSlhQJS6qEJUnCkmilykAjHpUdfyFyc1TEXfUkrHqSXYgwAL1f8V+klEsKRDWkXRJJvaQgL63gifZeIElU4ApViETpQCxn48Y5GpIn3HuTgxsYzUYS0xOJT48nR7CgCwrGrWp1TDo1BpWIUSUWTncXcP7wHrZ8N4uk2Acv4YMTG/ef+rsNFi9eXCYx5+S/w/I5WwkIduOGSawkSTcnO2zLrQUNJZttq62cQhvaGy+/ystuvJcosBUVRJSiAqVCiVJUoBKVKEQFKoUCpaBAqVCgFJUoBbHgvYgVkYvT8gs8rkVEhQJBFBEEkVClhjC1DiViQd+2V4UgoBQK39v2BRTYllWVgoBVEtm0xhdRFG39iQpEUYEgKKhlMqJX5aIURLSiCo2oRImAIFkLNkn2apHMiJKEIEmISJyLegyr7NfU9iNhTI2nMXee6el8TC9y1DZnkcrCFdqJf6EUzCgyFcCdB5a/mtKUNKMWQbAiYOWy0kCnipepaL6dGL72XLO0IyXPiJsyChcxHoXC9kOuMMsfVESrgNoAaoMApfqTSZxtnk52NccmMy02axHUYFKBSSFiVoiYRQUmUYlZUGJGhUlSY5I0mCQNZpMOzGoEowrMSgSzEsxKMCsoOadcOaGocL1VqOpsr2JR4aoVbO3L8DAvUESUigXCtIhwzTYryTA6Nl+q5p6NTnlnzqhSrJmM1UYcTaKa8h2P22QSOX08iLw8NdlZGurUj0OllotbXaBEXF0VFpVQsEIh2B5cJbiEBq4CahBqSAgWUJgkFCZQGiT0qVb0qXf21BnMZcJw7ER9nWCiqI1VKLupgslsKrBPL7BNv/k+i/ScdNKy02xbTtrN9zo/f+o/3JN67XrgFRCECSgunUNs5El2/PgVUcf33/6HdVKuuO/EbkREBLt27eK5554rte327dvvi2gMd0NWQSzRG3a7jnB1tT0FZ2be/tJKs2bNuH797oJslyeO7Lzybw/hvkGrdaFtm85kdOxN40atUChK/5GZOWsymzavLlqCIIqIogKFUmlzHhMVuKjVTHHTo1aqbJtKiUqpRK1UoVIqUClu7CtRKRS294qChwGFkl27vsYkiChEJaJSyVo/JTO6qamgFZAq5BYY+AJWgevZSi5maFEICjSigEoQUIkCakFCJdhuYiokVEhcifMjw8ULpVqDUmUTJ4sSmtLDay/1uXzHf0uTQk22tSLZxspYTQLmbAXmHBF9Xg6dWH/H/WZYvcnOERFFM6JoQiGaEBVGFIIZ91QRUWb7IgHmgs0eCQmTBowaiei6Jq5VMxceZhFvCmB9mogZJWZRiVVSgkWBYBULDKBtrzf3i5QXtim4jgq8Hs0mK6Z8CyaDFWPBq8lgsW1GK2ajhNloBclmQwu2h0dRLaDSq1DplbbNVYX65r4KtasKtUvBq16FykVVirnAjSdZx20CdPmoRUuBgL0xy2pFKUqUZoUg5FGs2DWXZJ9UCh5CBjXMtvuzBFjcdSh8dQi+Luh97B/6rFY4e7IieXm2sWSku3D4r1D0urPERl8hKS6TtHQDPkN6k1L9zn7ek/44RuLuIzK7aJVaQUhVL4IbheLprkJlNsn+3FLBEtnFbAMBlyT0Rf6gqflmFp5J5nBCFFZpBxaLGYPZgMFkxGDKx2A2YjQZyDcZMJoMGMwGjCYj+aZ8jGYHqykOqFC1FjW79KZmiw4EVg4vtX3U8f3sXr2Q6FPOybL/Cved2K1evfrNpf0bNG7cmLNnz5Kfn/8vjervIzo6GgAvLy9cXV0d2u2GhITI2t4O169ff7Bscp2UiEKhpEnjVnTu+CitW3VEpys9s1LMlSj+2Laebds3EB9/1a5eslqxWK1YzIXL/rlActlynJSJQ8CWdRp+euMROjaoWFghCAQJAhmxV3ly5i4uxGXedBACWxpeq9V+FkqhEPH0dEWpUqHSaFim1TKkT0NeGV4FvVIAc4HDj0kCM8Rne3MhNRjJJKAwW1BZzKgsFtQKE2rJTI62MGSRqJJQe5lRe4FbiuGuPveV1JZcMgfZlassBrpaV9xWXwKFs8oKs6wClFZQGpEw0uQ3Hdo8CTBhUkkYdRIGrYRBV/C+YDNqb7y3YtRACZHcCh44lLgKWkRRhyhoEAUtCkGHKGgRBQ2SRY1kVSMKGtRqHQqFY/OMGyYACkFCFArtW5WC4Wa5Taxai7y3lSfkabme63hlwEtjxOUOZ2BVJjOauAzUuXmoc3JQ5RlQ5BtQ5hrQtg6Aqp531K/STcC3lQJViDtCJU+MKhVJ+QqS8pUkSEAypBoU5JpF8i0iUq4K/3Sd7L/CaFSTllaNjz75igMHdyOIIp/073dH4wHYc3Abe7euQVQI1H8oiIcfrU6bHlXRuqRxJa8liVY/lEI2OjEBnSIRvSIOQ1Yqa785zq9LTjGoRg0W9OkGwHdHTzHx951k5N/d9+RWXL18qVKvOWH1m1O1USs8fANLPcZkyOf0n79zcNNy4i7a+xw4ebC578Su2Wy2C6x96NAh4uLiboq+B4nIyEhycnLQ6/U0bdqUnTt32rVp2rQpAEeP3vmysZP/BhUCg/n4f9+U2i4lJZHtOzbyx7b1XLh4ttT23t5uhIUF4uKiKdOmu2W/U8fJWCz2ovThh+vy0/LXUSoVKJUiSqUCi1qFQmkzybhBHeDYs0/ZHV+71lgiIuwFeq1aIZw89WWJn6nofFzFgu0Gqy+7E5tjP5OnUVgZFZ5WYAYDVkkiv1k7rAYLYr4ZIc+MmGeCfBOCwYxksIDRglSwZSZYMOZaUUhWFFYLotWKzpxPvkJN3ya2pwerJCBm58GpEodfIpFJHbggVUCpyKd2hVyUKhOCYETAiNpwnBvTciqTgMokoC9l0UgSwKgViK2vJ76uD6KgxVfrhkrUIIoqFIIaZb4ZtCrEApNIEakgwoJt5lQQbJGPRUEi1WAltRj9E+6RhVZ5Z8voiuI8HwHL3czAJibhts7xf4hYxw3J6gF5JsgzQ54JKc8MuSbINyPlmpDyTOSYrRjVIroKruiDPTF56riq9yC+nh/J+QqSYpRkmkpffUnzzqRqmhvqIobver0rUz+Yx5wvP2T9hp8w5OaicSn9QdcRvv4w9sN2tOoahqdv4YODJAkYLJ6EJCVQMSmZA3XqkGWpCkDilcvkanT4VzOy9NgZ2lUKYcmx0+yKjr2jMdyKVu9G5bpNCavfgir1m+MfWq3MxybFXuLIltUc377e6Xj2H+a+E7vJycn4+fmh1WplM7m3CuAHBZPJxMaNG3n88ccZMmSIndgNDQ2lVatWAKxdu/ZfGKGT8oSrm5mk5Bj8fO3TiVqtRnLzL2O2XEbjmspjj7vy5IiRNwWpJEGNcMfmQ48+2pxFiyfc8bh0Og3Z2fZh15RKBYGBXg6O+HdZ//FsLqZIBIRVIahWdSrWCEfn5ooIaBW3CCqVAC5KynI7zd+ajupMEtq8TDTGbAZG7wBs0lPV5+Gb7SSjBWlgbcg3Q54ZKd9c8N5UuJ9nsgkqg/1sZa7CBbPZtrWvkYNeIwJaJIMSi/X28wgJEmjyJHTqMNw1YQBU9chAo7AWjN6A+bsDkJ4Prmpw0yC4a8BNjeCmgVve5yqK/1tZ7sJZU5GfixCVhirXijrTjDbLiDonD01uDrrugVCz5EQhkiTd/JuTZ0LKLfh7xxdv82397SJsvHBzP9tsJs6UT767EreqfoQ0qYQmxBMPtVzI5hlFfonxvO3PmKeyEOmTge8FIxWKZP9TKBS8/NJ7BAYGcfy3bQiiQH52DoacXPKzc7CYTAU+AoLNNEkholApCAjxJqCyP75BPrj7eDPshRpoFP6yc6oM4BflStMLO/EtMKe7GBxMioct86F/WBX8w6rwyKgnSbkax+rfthJ5qvQESI4QFUr8Q6sRXKMeQdXrEhxeD9/gsNvSAJmpiZzevZmTuzZx/dK5OxqHkweL+07sHjlyhB49ejBz5kxeffVVjEbHNjtlsT+8nxg/fjzPP/88Bw8e5Kmn5DNU06dPZ8CAAYwcOZI1a9bw+++/A7Z0wd9++y1KpZLVq1eXKXuak/JBaKgf1apVwNPTFU9PPR4eLnh6uuLursPVVYfeVYurqw5XV23BZnuvVHgQd03P++8t4teN9svcPXs2o8VDLly68dsrSHh75xBQIQsfv2wUCgEIK9jkWCzFL/Hm5t7dMqSLi2OxazbfXZa54pyPCpN23BmTnw2lz6Cl/LX6l5tlOnc32vXrypjv7GeYy8qF4GqkqBqhtijQmK1o87PQ5meiy8+kepF2glqBUMuvTH1KFit5G6PIOpuFSVRiERXUSbtESG4iBlcXVEKRGeo8813lzTS7FJpzFO1CkiTINNgKs4yQZUSKy7JrdwNvjRJXFx0mvRaTXktqNV8ygt2wSvmYrSru9KfJokkhzr8wXrlgAU2egDZXIEiQcIvJgVwTYrYJMduCIsOMKtOMmGlCyCt4oCjj3yYtL5+ruTlkqiTw1qGv4kNo08r4VvVHMimIz1NxNVeJq6eBCmp7O2t3lRUXhZVcS9lEnCE3l6ToWJKvxJIUE0v0kRMMeORxOj7SS9buiUHPsH3HRqbPnITJJP/99K2gp1INH2o1DqR200DCGwag0eYBMQVbIaIZfOMUVIhW4h+rQLRagcKZ0QYXL7K9SRO7cfoEV6Tj6OF0HD2c6OOn2LdyLSe2bMdssL+HKFVqfIPDCKgcTmCVcIKq16VC1Vqo7yB9b0pcDBEHdhJxcAexEceRHJg3Ofnvct+J3S+//JKePXsyduxYhg8ffjM2rlqtJjw8nPPnz//LI4RGjRoxd+7cm/tVq9qWcp577jl69Sq88fTr14/4+HgAfH19qVmz5s39ohw7doxXX32V2bNns2nTJnbt2kViYiJt27alYsWKREREMGbMmL/5UzkpK25uOnx93W9ufn4e+Pq64+mptwnXAgEbfz2V5577ymEfY8f24I1JA8p0vvw8JYkJbsRfdSMn2xbuq/9jTzkUu1lZefgFZJGU4EpAhSz8ArJQq8smKBUKBWq1EqPR/of5XohdR5jNd/eDNKBNZT48Z79UepdalxrVPDm6fQivvbuH+d+dQpIgLzOLk1u2A3cudhN1BqJ8bO8FK2gsCjQWb7RWX6pzZ7b1gkLEEuCBRdRjdtdjdNejcXPBw00HooioTOeGghM8tSimtLOJuhwTZBuRcoy212zba9H3Uo5JZu5hcikSbq7o3zjPDJay/9FFgxmtIQttmk0Qx7teJtnbdo3luzfFA38sVgsWyQJrIrAiYdYrMLsKGPUCRhfId5HI11kxCmZMVhMmiwmDRX6dSgrId5XId5VIJ8YWA1pbsBVJXqYw2USxOk9AbRBQ59teDRkmMtPyyck2YTCDRanCJcCT0PqhhDeohJ9aRb5FICFXSVyekr25KuIjleQXEbA6pZUKLvbfqStXEjEmG8BLbrNtMZlJuBxNXOQFrkdeJO78ReIvXiIzyT5qx0f7D3D1ajRPDXteVt7hkZ5UCgvh94OzCKisJrS6N6HhXujdSk6XqzKAT5wC/6tK/K4qUJqLn2UPj4lmW3AIQoB/sW0qN6xH5Yb16PvGBNZNm0NWQhb+laoRUCmcgMrh+AZXRlHCLH9J5OdkEX36MJdPHiTqxH6SYi/dUT9O/hvcd2J3y5YtjBgxglmzZuHt7U337t2RJAkvLy/Onj1Lbm4uJ0+e5NixYxw7doyjR49y+vRpzGbHHsp/B+7u7rRs2dKuPCQkRGZXrNGUPQ/3Z599xqlTp3j11Vdp3rw5er2eK1eu8L///Y9p06YVm3DCyd/L2LE9eKx/K5m41WjKFvf0/PnixUt6eslxqYwGBUkJbiQmuJGZYT/LUSm0KlWr1iQqKkJWnp2dh1ZrpnHzO7OVc3HRFCt2HW15ebfsF9MuLc3x9Xv6dAydOk7GbLZiNltu2WxlFouV/q1CeeeJRug0Sm4azALv9Q2ntpeCMV/tIyOncBYrMvIqgQHDgBsh52xh52xZtQQUChFRFBBFEaVS5Jnh9Xjt+SaoVAUrRtZ89HoVX3/SgQGPVufpF/8gJjaLlJRM2rR+HVG09aFQiKh1Wqo0qEv15o0JrV0DlUaFKSeHn6d+giiAUimic9Xj6uXB0cgUrK4+9Hp5HCazifT0ZMwGA0q1kn3XdSiVCgRs9q4iAkpALYBapCCKAChECVEhIRaJIpBUM4ysqo6vyzyLAoVVQrgheAXbzDFqDYJXYcxXW7TVm8mmkYDEHDUpaSLKnHxUGbnkK9RYEnIxGiWyRDBoRCxWAUtCPndjjBKR0oELZyqgVuVyOTobhTIHhTIXlSKHIefTbP51xRxr0EgYXKzku0gYXCTyXVQ332d5WTHqShfhFhXkqiRyHWYWs6ljFaCUBPIkLaesAocv55NrcSXf6ubgmEJisq1Ud0vhSkwyp0/FcOzoZfb9eZbLlxJp3Kcf4Q+14lpEJAlRUSRcjCL5yhWsFrPt2tIqUGuU+AUoCK4UiEarRO+uwdVTg5unFjdPDW6epzmX8hM1vR9HKBLWq2ql+oypNou8CuuQVI5tVZUG8EpS4Jko4pWowDNZLFPM7/PJqcz56wjLps7Br1Y4tdq1okHnDvhXsTefAtC5udNnzP+Q7sJu2mTI58q5Y1w+eZBLJw9wPeocVuvdrQw5+e9wFwtafy8ajYYuXbrQrl07XnnlFbv6osuUZrOZs2fP3hS/x44d48SJEyUmaniQCQoK4upVm9NOcHDwfz4ag1arpmfPprRqVQsfX3dcXbVotWr0ei1BQd6cOhVD/8f+5/DYmTNH8eprd+bZnJiYflNw3cpzz3Xj63njZWUmk0hyoiuJCW6kp7pQWqD3n1Z8w4KFn8jKOnSoz6zZo8nJcSBMixGiRbddu05jMv1zD463Q81gD3584xEaVLG3u7wcn8WwT3axP+LO03s2rOfHjwu6USvcvv+sbCMT3/2T+d+V7DWm1mmp0bolLh7uHFjjOCRZi8d68/j7b9mVp129Rl5iPDrJSKCnluDQAAICfVCp/uY5CUlCzDejzDGgzDGgys5FnZWLJisbTWY2qpx8lLmGgmXsYroA8kQ1eSoNBlGFWVQgISBKEirJgsZiRGc2oLXemsjDxpLq3YnT25tt6Mz5TDi98o4/2rlmBq7UdHw9V4xSYlZJ5LsURqSQirGOSzPVJMccQr7VB2sZ04XfQEE+YS4rb81jcM9R5FZCG98TQZKPz6rIIT/wF6xa++9G1ZMqqp0o2+cxmM2sj7zEmiuJnDYp8fAPwtO/4s3NOzAEV183lK4WlK5mRGXhb7QpU4khueyTP2AzS7h6/hTXLpzm2vnTxF+OwGwqWygyJ/8s5UFz3LditygWi4X4+Hjq169P48aNadSoEY0aNaJx48ZUrVpVZrd3QwRbrVbU6tu7KT0olIcL75+iX7+HmPPFcwQF+RTb5vTpGOrXe95h3RtvDGDa9DtbtjYaTWg1jzmsGzCgNV9+NYbUVAOpyW7k5/kjEiCbmSmOjMxUtm79ld+2rOVi1H/L+UKjUjDz6WaM71Xbrs5isTJjzSne//EYpjs0j9DplHzyQVvGjarvsH7b7tibs7y3i0anoXL1SvSZ/AYBte3HL0fCVQmeGgkvtYS7CpR36KObm5NHUkIqyUlppKRkkJqSQVpqJmlpmaSlZZOZYZsUUKk1aNQaFAUJUSr6u1It1Jsaod5U9vcgxEePq1oFZuvNTbBYEawWBIvF9mq2IlhtTmtCwQy8QEEyF0nCZIKcfJH8fDCZBKwGKxgtnKoYTrLSnSyrhmyr+ubsckBuCqPOb7yzDw5sCG/IlUBXVMpc1KocVKocVMocVMpsHv3ZeEscY2yh2LQ28WvU2gSwUSuRpAgjTR1MnkZDrkZDtk6HuZSMnAohD62YjFZMwlt1FuFu0wOWAVW2L+5XHkGXJ6E2ZKPLy8AlL43TjUPIq/gHALlZRqIjUzh7+Dq6i1bmNHi42P6sEkRY1ZzU+nMxsDYKn9JDfNmQULhYULmbUegs5MbqkMyOL2BRZSXl2jWuR0WScPm8TeBePE1eVsbtfnwn/xLlQXOUC7EbExODQqEgODjYrk6v19OwYcOb4rdRo0bUrl3bdsO+D9MD/xOUhwvvn2DcuB58+dXYUttlZOTg5TnYYd3TT3fhm4UvOKwzGEwkJWWQnJxJcnImKSlZZGbkkJ5euM2bt7lYZymdTs/PK/ei1ZbujJGZmc7uPb+zbcdGTp465DC27H+JPi1DWfhSW7wd2CAev5TCiFm7ORWddsf9d24fysLPOxEabL9EnZVt5I339zJv8UmHtsF6Nz1VwisTVqMylatXIqxGZaqEV6ZCSCCCIHIiVSTDdLvTfBJ6JXipJarestRuNpmJv5rAtZg423blOtdi4ogr2M9Iu3fhlvz9PalTJ7Rwq1uJmjWD8fW9/VTmxWGVIMegICtPQU6qGeX5RKRMA2K2AVVuPpq8fPSGXFRS6UvY31XvwXW9r125izmXl06vdnBE2fi9WTPOh4Te3BewoBFT0IlJtDl0GUllwKo2FmQvk7AowKoAi1KyvSpsrze4YTmQ627F5GACVLRAQIwC0SKgMoLKKKAyCDdf1fk2JzyV0fF19ZlLJmczICvbFYvVA63eA52rO+56PdMzDqMoIgNMgoIYt0Auugdz3iOUHNWdZzQEEBRWpAIb5pyMVJKvRZMQfYGEmPMkXY1i6MzJqLQaNn02l8Pri79fOrl/KQ+ao1yIXbBFJsjLs/fmdoRKpaJu3bocO3bsbx7V/Ul5uPD+btq0qc3OXdPKHK7G02MQmZm5duW1aoXQtWvjm4I2OTnzpsDNybn7JCefzviOxo0ecliXl5fD3n3b2bZjA4eP7MVsdrwE/F8l2FfP9689TLu69rNNBpOFd5cd5dO1p7HeQagtAHc3NZ980JZnhtd1WH/wWCKfLorBovKjSo3KVKlemSo1KuNfofQoCgYLpBoEUg0Cacayh9uypCVzefN64q7EcTU6jrgr10mMS8JisaBzdyc/K+tfEQtubjqqVAmgSpVAqlQJICwsgMpVAgkLCyA42Bd39zuL+VocVquEMdtCTrKF/FQjpnQT1kwjQpYBZU4+6rx8XAx5LAzvRY5Oh6i23twUGiv+OWk8seP/7d13eFPV/wfwd5ImTfeie+/FKnuPsjeIOODLFpGlogIC/gQR2QiKDEVFUBRFEaogGylllV0K3XuPdLdZTe/vj9JAbLrTZvTzep7zpL335t6TcC995+Tccy41+/ghffoi1coCbJkQelXl4KIMHI4YPEaE1842///bB4NFyHWpHeLZIjZGHG9+6AxxGYAnlrVHYAGAGXFnwYCFdGMbpBvZINXYFpXs5jcUVUqlKMhOhSAjGfnPSs3P/22tHfbGbIx95/nN1ykRT/DHp9uQEa3+G9FJ42lD5tCasEsaTxtOvNakp8fBk6f74O3toLA8NDQS4bdjUVoqhFAohlhciezsQqSm5uHevfgWD4P1X0ZGJhjQbxi4XB7+PqO83+GEca/ivXc3yH+XSMS4HR6Ky1dO4+btKxCLdW/WQFXisFn4YGonrJ8eBB63dheQsCc5mLc7FAlZTe92UGPiOF8c2DEE9jb8WusYhoUceCOLCURVM+/3rWKAUikgqJAht7QSIo4+WGzl3VnO7j2ICwe+V7ruza93w61rJ2TGxCMrNh65SSnISUxGblIKirJzmlU3VTE01IednQXs7S1hZ2cOe3tLWFmZwMLCGOYW1aOXWFgYw8LCGEZGfBgY8MDnc2FgoN/oG0IBIKe4EnHFXAhEHBRKuSip4kOmpGuQdWEhBj96CGOhEIYiEThN/IBwxHsMMpT0MTaSVuDtJ81vMT7p2RdxFo7P7sFko6qKA4bRA6eqCisjjjZ7vzdsOuKqQzflK2vu3GyCsiIBinIzUZSbgaKczOqf8zIhyEhBUW5mo24cM7O1xqqQX6FvqBjiZZWV+PeHn3H+wPdKhysjmkcbMkf7/J6f6LTXXx9UK+hu/PQYPv64+X8sGqsm4A4ZPAbdu/UDl8tDviAXp/85rrTF7dr1C1i08EPcu38DV0PP4saty6ioaJ83VjaHrIrB1uMROHs3HYffH4ROboo3lw0ItMWDPZOx5vA97DsdVW8rL5fHhZu3K7z8PeDl7wmvAA94+nvAztEW2ZBCj3kEa1aSwnNYLAZ2iIUF0pHGBKEYDnXsvVpVVRUyU7OREp+C1MR0pCakITUhFSkJacjNzENVVRX0eDy4dg6EV+8e8O7VHc4d/aH37P6DlEd13yDn6OcDfUNDuAd1hnuQYp9jcUUFcpNTkZeUAkFGJgozslCYlY2CzGwUZeWgso7xzFWlokKMxMRsJCbWHnqxISwWCwYG+jC3sYKpjQ3M7GwQdzNcIQiJxVKIxVL49O2Jhd98+cKTle8zz8ICvw8ZWv0Lw0BfKoWhSISnv5+GLDUb9mZmsDE2QgdDPqz0ubDQY8OUVQUTRgr9qkqI6pjqmC9r2fsok+mjsrJ2K7iMxQZT98uppYKjjxKeIUq4xsjnmyHRtPZ5yUH1SGzMC0FXJqtEeZEAZYUClBbmoawwH2WF+SgtyENhTgaKcjNQnJcNqaTlH8LZbA4S7txHwOD+ivXS08OwN2ah8/Ah+HXdJiTdf9TiYxFCLbs6SBs+ZbWm+w++QNeuz7+yu3MnDn37fNBq/VzNzS3Rv+8wDBgwAt2D+oLLrX1j5NvLp+Nx5D2lz+fx9CGRUAtGS/H02Fg/oxtWTO0ENrt2LLgZnYs3vwxDVFox7J3tqkNtgCe8/D3g6e8JV09n6DUw8oEJcuDCug8+S/lQaoWMA9KYIAgreUhLTEdSbAqSYpORGJOM5LhkJMenQixs2r81h8uFU4AvXLt0xO0/QiAur93dxszWGh9fVD76Q2Oc2LQT139R3iLp1at79UxcFRWQCIUQVwghEQpR1YJvQlhsNowtzKFvbAS+kRH4xkYwNDeDsYU5jC0tnhcrC5hZW8PM1hrcF4Zy3P7S/5Adl1Brvxb2dvjofONmmqySyZCTmIz0p9HPSiwyY2IhEdYf5EyMTaBnYAx9Y1MYGJuBb2wKw2ePTuammGptADMeF8ZcDvhsNnhsFvRZAI/FgAcGXKYKeowMnBdaP2vO1hDXgYg3q31vCgDMij0DABBzuBBx9CHU04eIw4OQow+Rnj5KuIYo5RqhhGcIYaUMlRIxJCIhRGUlEJaXVD+WlUBUXgKpsAIzRk6CSCTEV9/vhiA3A2WF+agoLWrzyRj8BvbF5JXvwtrNpda6qqoqXPn+J5zbexCyNhxelDSNNmQOatklOsXPz0kh6ALApxt+UXnQtbVxwID+IzBwwAh0DOzW4Ix+QwaPqTPsUtBVDUllFdYcvovTd9JwaPlAeNqbopLDg9DQEkJDSzi698fxKXNRyjODHr92l4TGKIUtnjIjYYdo2CEa7P/cYW/ByoSBJA3b9tzDlt13IBS2/A+0TCpFyqNIpDyKrHMbe2/PFh2jrED5zXwsNhsLD36ptO97pUTyPPjKqsBUPSsMgyqZDGCx8Nu6TUrrbW5r0+hQqoyFna3SsFuUnQOpWKwQjIHqCUGy4xORFZ+I7LgEpD2NRlZsPKSipl97pWWlQFkpkJeldH3tqV4Usdhs8PQNwNXng62nBw5HDxw9Ljh6XLD1Tj7/mc0BAwZgGDBVDL6r+ZlhwDDV73OlRIxKiRhSiQiVYjGkEjEqpeJ6AyubzcGG9V/B3bF6TNwl/3sLq9cuRHlpUZPfC1WIvnYT22/dxbD5MzHszTnQ4z5vNWez2Rj2xiz49O2Jox+uR15yqlrqSLQfhV2iUwYODFT4PTNTgNOn79axddO4uHhg4ICRGNR/BHx8lN+09F8SiQR37l7D/fs3VVIHUjc7J1v4dvSGT0dvnDbwRS+fAOhb1B4ztzn/6UklUiTHpSA+KhHxUYlIjE4CS5KPde8GInigs8K2fH0OPv6gF+a+7o8V68Lw65+tf7NNdNgtrB8yDo7+PnDw9YGthxts3F1h4+EKvpFRg88vzFQe3IzMzeq8yVOPx4Mejwcjc7M698s3Nla6XNTCMdDN7WyVLmcYBo8vXYVMWons+ERkxycgOy4RRTnNH39Z1ZiqKoiF5RAL1dNd6e0lH6F/32D57wH+XfHFrqNYuXo+8vKa3s1EFWRSKc4f+B6PLlzBq5+sgWsXxf9fnQP98d5vh3His+24c+qMWupItBuFXaJTDh48h/PnH2DatP6Y9spA3LwRpZK707lcHg589QcMDBq+q1wiESP8zjXqg9tKOHocuPu4wbejN3w7VYdbn47eMDWvfyarxspMzXoWahOQ8LT6MSUhDZVKJtsY9m8M/veKH3ZuGAgba8Vzw9nRBMe+HYOlb3TBO2uu4v6j1g1cpYICRIfdQnTYLYXlpjbW8vDbwcUJlg52sLC3h4WjHQxNq4cMK8xUHnKMLVsyLxrq7BairCtGY8iklSjKya1u8azD0VXrmrXv9uLs+RMYMngMzMye/9u6uXphz+5fsOLD+UhT47S7OQlJ2DNrIQbPeh1j3l6o0MrLM+DjtY3/B7eunfHnll108xppEuqzq4O0of9MW+Fw2JDJVNOFYf3/fYHBg0YrXScUluN2eChCw87jdvhVCrgqYmRiBJ+OXvDp6P2s1dYLHr7u4Om3fMIYTqUYBhUFqCrMw6mz9/DLqdtIiEpEeVnTg5iFuT4++bAPFs3tDL06Zn/4+fcYfLTpBpJSVDfubUvpGxnCwsEeOfGJSj8UOncMwPyvtsPA1EQheDTWD8tX4/HFf5Wu2xx+BTwDPiqlUohKyyAsLUNZQeF/SgFKBYUozKq+ka5UUNDmfUp1kbOzB7Zv+Q62Noo3rhUXF+LDtQsQHVP/TIFtwdHPB9O3rIedp3utdSc+24Hrx/5QQ62IMtqQOSjs6iBtOPE0iYGBEXp2749+fYMhlUqwc/fHSrcbNnQ8PlqzU/57cUkhbty8jGthF3Dv/g3qe9tCtg42z1ppvapbbAO94eTu2OL9SiVSJMYkQZCWjj52bHgbisGvKARXWqFwd/vVx1lYduAmnqQUNftYgX5W+GLzYAwb5Kx0vUQiw4EfHmPjznDk5Tdu3HBNwdHTA8/QADwDPvQNDcEz4INnaAgev3qoNDaHDRaLXf34rOtD8sMIFOfkKd2fkbkZROUVkElp/Gh1sLa2w7bN38HN1UtheUVFOdb830I8irijppo9x+XrY+IHb6Pfq89nooy5fgsHF79PH3o0iDZkDgq7OkgbTjx1s7a2Q78+wejbZyiCuvaRTy0tFJZj0tQ+kCqZg93I0BjfHDiJ2+FXcS3sAh5F3GnUeJJEEUePAzcvF3n3g+pWWy+YW5m3eN8lRaWIjYxDbGQcYh7HISYyDslxKfIuCBw2C29PCsSGGd1gyK/9FXulrAp7/nqKT44+QKmw+SFs0lgP7NwwEJ7u5krXl5ZJsH3PPew68ABlZRT2iHqYmphj82dfI8C/q8JysViEdRuW4XZ4qHoq9h9BY0di2rpVEJaU4vNps1FeRFMJaxJtyBwaGXaHDh2Kf//9l6YNbCZtOPHUwcc7EH37DEW/vsHw8Q6sc7uVq9/AnbvX2rBmusvQyADegc+6ITzrX+vp5w59vpI5UZsoIyUTsZHxz8NtZByy0xs3eYK7rQm+WNgb43rVHu4IADIFFfjoyF0cuRyvdErgxtDX5+CdhV2x+t2eMDdT/nrzBULs2Hsfe797RKGXqAWfb4gN675Ezx4DFZZLpRJ8tmUFroaeVVPNFNl6uIHL5yP9abS6q0L+Qxsyh0aGXZlMhoKCApw5cwYhISH4559/UFHRvBsa2iNtOPHaApfLQ7egPujbJxj9+gyFtXXtaWWVORXyM3bv+aSVa6d7OthawbeTN3w7+ci7I7h4KP86vykqpZVIiEmSh9rYx/GIfRKP0uLmz4pWY3wvZ+x+sw/c7ZTf3HYvPh8ffBuO0Mjm36VuYa6PNct7YtmCLtDXV37DVr5AiO1f3cPe7yJQXk6hl7QtLpeLj1bvxKCBoxSWy2Qy7Nj1Ec6eO6GmmjWeSQcrSCqEEFNWaHPakDk0Muw+ePAAnTtXzwDEMAwkEgkuXbqEkJAQhISEICdHvVNfajptOPFak6mJOd5/71P07N4fBgYND7sEVLdiPIq4gxs3L+PGzcvIyc1s5VpqLzabDddn3RB8n9085tPRG5bWLbtzHwDKSsoQExmH2Mh4xDyORWxkHJJiUyCVtF4ANNDnYNXLnbHy5c7QVzLlMAD8eSMZqw7dadG0wy5OJvjkwz6Y9aq/0kkvACAvvwI79t7H/kOPUVraurOaEfIiNpuDle9/hlEjp9Rat2fvRpw4+aMaatU4+kaGWHr4AJgqBt8ueR8lefnqrlK7og2ZQyPDLgA4Oztj0qRJmDx5MgYOHAg9Pb1ng2kzuHv3Lk6ePIlTp04hOpq+0vgvbTjxWhObzcbvx8JgYWFV73YlJUW4HR6KGzcv487dayivUD4rVntmYGQAL3+PF0ZD8IaXvwf4hs2blOFFWWnZ8u4HNd0RMlOVj/faFjztTfDFwj4Y06OOm8ukMuw9HYXPjj1EYVnzg2hHfyt8uqYvJo+teyKIomIx9h+KwBdfP0ROLrVUkbbBYrHw9tL/w+SJMxSWZ+dkYN6CCRCqaWzg+nD09PDGvp3w6dsLAFCQmYVvF72HnMRk9VasHdGGzKGxYfdFZmZmGDduHCZPnoxRo0bB2NhY3p83ISEBJ0+eREhICK5fv67mmmoGbTjxWtvK9zdhzOiptZanZyTLW28fR96nG8xeYGVjqXDDmE9Hb7h4Otc5qUBjVVZWIikmWR5oYyLjEPckHsWFmjME14tGd3fC9vk9EeCivKW6qEyMHSci8WXIE5SLmj9DWlBna6xb2RuTxtQdesXiShw+FoUde+8jLqGo2ccipCnemPceZry+EABQUJCHt9+bgYyMFDXXSrlJK9/FoJmvKiyrKCnBt4vfr3fWQaI62pA5tCLsvojL5SI4OBhTpkzB+PHjYW9vD6C6u0N+fj7++usvhISE4Pz58xC300GnteHEa239+w3Dxk/2QSaT4cnTB7h56wqu37ys1gHTNQWbzYazh1N1S618UgYvdLCpvyW8McpKyxH35PlNY9GP45AUkwyJWLu+kuewWVgw2hfrZwTB2sxA6TY5hUJs+u0RvvknGpLK5g+D1K2LDdav7I0Joz3q3KaqisHJMwn44uuHCL3R/q5n0vamv/YmXpk2D8vfn4Wk5NafBbC5rJydsGD/57B2VfxGRlwhxA/vrkLsTfUPoabrtCFzaF3Y/a+ePXti8uTJmDRpEvz9/QFUB1+hUIgLFy7g1KlTOHXqFIqKitRb0TakDSdea+PzDTB44CjcCr+K4uJCdVdHbfiGfHj5eyr0rfUO8FRJN4SczFz5EF81LbaZKVk6NYqKmREPq1/pjLcnBtbZnzc5pxQbfn6An64kQFbV/NfeI8gWq9/tgcljPevs0wsAEU/y8dW3j3D092hUVDS/ZZmQhpiZWWjF/59GFuaYt2cb3Lp0UlheKZHgp5Uf4/Glq2qqWfugDZlD68Puizw9PeX9fPv27Qs2mw2GYfDJJ5/g008/VXf12ow2nHhE9VqrG4JMJkNybIpC39rYJ/EoEhSppuJawN3WBBtndcdrg+tufY1OK8Lm3x7hl6uJLQq9Pl7m+GBJd8x61a/O0RuA6n693x99gn3fRyAhicYdJW2LxWKBw9FDZaVmjB7C5etj1s7PEDCov8LyKpkMv368CXdDzqipZrpPGzKHToXdF1lZWWHixImYOHEiwsLCsHPnzoafpCO04cQjzdea3RAqyiuedUNIkI+GkBCdCLFIu7ohtJYu7pbYOKs7xvase0i1hKwSbD0egSOX4yFtQfcGO1tDvLMwCIvmdoKZaf3jEl+8morvjz7Fn6fjIRJRP3TS+pYsWgNXV098vH4pRCLNmA2Qo6eH1z/7PwSNHamwvKqqCr+t24Q7J0+rqWa6TRsyh86G3fZMG0480jit2Q0hNyvvWd/a+GettnFIT8rQqW4IraV/gC02zuqOQR3rHrs5NbcM2/54jO/Px0IsbX4ANTHhYe7rAVgyvzN8vOof3q2oWIyf/4jB90ef4N7D3GYfk5D6zJ39Nmb9bwkA4HHkPaz+aCHKy1s+7rUqsNhsvLTmfYUphoHqwHt83WaEn/xbTTXTXdqQOSjs6iBtOPFIbXZOtvAO8IJ3oCe8AjzhE+ilum4IcanPJ2V41g2hML9INRVvx0Z1c8TGWd3RzatDndtkFVRg18lIHDwbg5KK5n/ly2IBI4e6YukbXTB2hFu9/XqB6r69R36Nwm8n45CWoRlBhGi/qVNmY+niNQrLYuOeYOXq+RrVv3fc8sUInjdTYRkF3tahDZmDwq4O0oYTrz0zMDKAp58HvAM85cHWO8ATJmbKZ/FqippuCDGR8Yh9duMYdUNofeN7OWPta13Ry8e6zm1KK6T47nwM9vz1FMk5LRvT2dPdDIvmdsa8GQGwMG+4lT/sViaO/RmD30Piadxe0iK+Pp2wdfNBmJkqfsuQkpqAD1bOQb5Ac75RGPP2Wxi+YLbCMgq8qqcNmYPCrg7ShhOvPWCxWHB0c6gOtQFe1aE20BPO7k4q2T91Q9A8I4IcsPa1rhgYWHf3BpmsCn/eTMGuk5G4FZ3XouPp63Mweawn5s0IwPDBLg229spkVfj3egZ+/TMWIWcTKfiSZnFz88aOLd/DyspGYXlmVho+WDkHWdnpaqpZbWOWLcTwN+coLBOkZ2L7lOmQitrn8KSqpg2Zg8KuDtKGE0/XmJiZwCugurXWK8Cr+tHfAwZGysdobQrqhqB9BnW0w9pXu2B4kGO9292KzsWXIU9w4kZKi25mA6qnI579mj/mTg+Au6tZo55z624W/jqXhJB/EhEZJWjR8Un74uDggp1bD8HOTvHDe74gFx+snIOU1AQ11ay2FwNvQWYW9s9bgoIM9c3WqGu0IXNQ2NVB2nDiaSuOHgcuHs7VYTbQU95qa+dkq5L9lxSVIu5pPOKfJiDuSQJ1Q9ByvXys8d6Ujnipnys4nLr7XucUCnHoYiwOno1pcRcHFgsYMsAJ06f6YuoEr0Z1cwCApJRi/HUuCX+fS8K1Wxk0qgNpkLW1HXZs/QEuzu4Ky4uLC7Fy9XzExj1RU81qG73sTXQfPxr75y9FQXqmuqujU7Qhc2hc2J0wYQJEIhEuXLig7qpoLW048TQdi8WCg6s9vPw84OHnDk8/D3j6ucPN2xVcHrfF+6+srERKfFp1qH0aj7inCYh/koCcTM3p70ZUx9XGGMsmBmD+SB+YGvLq3K6qisG5++k4cCYa/9xNb9F4vQDA5bIxcqgrXnvJB5PGeMDEuO5jv0gkqsT18CxcvJqKi1fTcP9RLqpaWBeim8zNLbFt83fw9gpQWF5WXoo1Hy3E48h7aqpZbQamphCWaOY05dpMGzKHxoVdmUyGrKwsODk9/2rk0qVLEAgEeOWVV9RYM+2hDSeeJrGxt4anvwc8/Tzg4edW/ejjppIuCABQmF+I2CcJiH8WauOeJmjlFLqk5UwNuZg30gdvTwyEq41xvdtmCirw05V4HLkUj6i0ohYfm8/nYOwId7w62Rujh7nC1KT+sXtfVFgkwuVr6bgUmoawW5l4Ei2g8EvkjIxMsOWzb9AxsJvCcpFIiI8/WYo7d8PUVDPSFrQhc2hk2M3Ozoajo2O9y0jdtOHEUwdzK3N4+rnD61mw9fR3h4evu0pGQQAAqUSKxNhkxD9JeBZqq7sjCHILVLJ/ojs4bBZe6ueGt8b5YUgn+wa3vx2ThyMX43AsNBFF5S3/kMTlsjG4vxMmjnbHxNEecHU2bdLzi0vEuHU3G9dvZ+LGnSzcvpeNsjLNmEmLqAefb4iNn+xF9279FJZLpRJ8uuk9XAvT7G9rR7w1D8kPHyPu1h11V0XraEPm0LiwW1paCg6HA0NDQ/kyTQ27L7/8MpYsWYIuXbqAx+MhPj4eR48exa5du1BZ2fg562fPno0ffvih3m1Gjx6Nc+fONWp/2nDitSYjEyN41nQ98K/pguABS+v6B+RvitysvOpA+yQecc9abZPjUyGrpH6OpGn8nc2xcIwvZg3zhplR/d0MxFIZ/rmbjt+uJeLv8DSUixr//0x9Ogd2wITR7hg/0h09g2zr7V+sjExWhUeR+bjzIAf3HuXifkQuHj8VQCKh66E94XJ5+HjtLgzoP1xheUVFOV6fOQwlJZozDm8NFouFiSvewaCZr0JcIcQ3b76D5EeP1V0traINmUPjwu69e/fQpUsXrFixAgcOHIBQKNTIsLtr1y68++67kEqluHz5MsrKyhAcHAwLCwtcu3YNI0eOhEgkatS+asJufHw8wsKUf92zc+dOREZGNmp/2nDitZbj13+Cu4+byvZXVFCMhKhEJEQnIiE6CQnRiUiMTkJJEQ3ST1TLUF8Prw1yx5tj/NCznvF6a1SIKnH6ThqOhyXhzN00CMWqCZZmpjwMGeCEYYOcMXywC/x9LJu1H4lEhsgogTz83o/IxZPoApSXUwuwLuNw9PDhii0YPmwCgOqW3bUfL8adu9fUXLPaWGw2pq37EL1fmiBfJiwpxb55S5AZE6fGmmkXbcgcGhd2ly9fjh07diiMFcpisZo8dijDMOByW34jkTKTJk3CyZMnUVpaisGDB+PBgwcAACsrK1y+fBmdO3fGjh07sGLFikbtrybs/vDDD5g7d26L66cNJ15rOXzuGwR2C2h4w/8oKy1H4rMwmxCdhISoRCTGJFEXBKIWga7mmBXsjf8Fe8LOwrDB7cuEUpy5k4a/w9Pwz710FJSqbvxQRwdjDBvkjGGDnDGgtwM83Bo3rFldklKKERklQGS0oPoxSoCY+EKIVRTWifqxWCy8+/Z6jBszDRs2vovQsPPqrpJSLDYbM7asR9CYEQrLSwUF2Dd3MXKTUtRUM+2iDZlD48Iui8XCF198gTfffLNFYZVhGOjp6amwZs/dvn0bvXr1wtq1a7Fp0yaFdf3790dYWBhEIhFsbW1R0og7Pynsqs7HX67GxNfH1bleJBQjKTZZ3kKbEJ2I+Kgk5GTktGEtCWkcDpuFkd0cMXuYNyb2cYE+l9Pgc2SyKoQ9zcHf4Wn4OzwVsRmqvfvcztYQ/Xo5oH8ve/Tv7YBuna3BbUS96iOTVSEusQiRUQI8iS7A0xgBomILEZtAIVib+fh0RGxs476RVBe2Hgdzdm1B4JABCsuLcnLx1ayFKMzMVlPNtIc2ZA6NC7s1jIyM4OfnByMjI1y5cgUFBQWYOnVqk/YRGhqq8no5ODjI/yHd3d2RnJxca5uUlBS4uLjg9ddfx7FjxxrcJ4Vd1Zmx6DUs37AUldJKpMSnyltq45+11GYkZ6KqqmWD9xOiDuZGPEzp54ppA9wxrKsD9BrZrzY2oxgXHmTg0sNM/Ps4G8UquMHtRQYGeugZZIte3WzRvYsNunW2gY+XavrHy2RVSEwuwdPY6vAbFVuApzEFiI4roBviiMro6evjjb074N27h8Ly/LR0fDXrLZTm04Qr9dGGzKGxYfdFmtRnd9y4cfj7778hEAjQoUMHpdv88ccfeOmll7Bt2zasWrWqwX3WhN2wsDD8+++/sLGxQVlZGSIjIxESEgKBoGkXmjaceK3FytYKZuamSE1MQ6VUNTfvEKJprEz18VJfN7w80B1DO9k1+oYymawKd+LycelhJi49ysTNqFxIWjhzmzKmJjwEdbZGt8426N7FBt272sDbw7zJN77VJzW9VB5+X3wsKGzcvRJEvUYMn4RuQX2wfedHqKpSf+u9vqEhFh78Eq6dAxWWZ8UlYO+cxTQ+bz20IXO0zvf8KjZ37lwIhUJ1VwNAdWsuAKSmpta5TVpamsK2jTVgwAAMGKD4VYpQKMT69euxbdu2Jta0mr19w8MaaeKJ2VyCHAEEOfQpnOg2QYkYB8/F4OC5GNiY8zGhlwvG93LG8K6OMOTX/d86h8NGHz8b9PGzwdrXukIkqcTdOAFuRufgZlQubkTlIq+45WGxpFSCq9czcPX68/9b9PU58PO2QEd/K3T074BAX0t09Ldq9NTG/+XiZAIXJxOMCnZVWJ6TW1EdfmOrw29NEM7KLm/RayKqM6D/cKz6YBM4HD0YGhpj46b3IJWqt6VeXFGBg4vew+JDe+Hg4yVfbu/tiTf27sDXb74NiZA+SGkrrWjZ1SSrV6/Gpk2bEBYWhoEDByrdZuPGjVi7di3OnTuH0aNHN7jPUaNGYcCAAQgJCUFiYiLEYjF8fX2xbNkyzJw5E2w2G2vWrMHmzZsbVccXP2U1BovFavS2hBDNZaDPQXBnB0zo7YJxPZ3hYNXwzW3/FZdZjBtPcxEem4eHiQJEJBWiQtx635IYG3MR4GuJQF8rdAroAH8fCwT4WsHFSTXjX9coKhYjKrZAPkLE3Yc5NDyaGvTo3h+fbTgAHu/5MHv3H9zC/61fjIoK9X8gMbaywNLDX8Pa1Vlhecz1W/hu2UrI1BzKNZE2tOxS2G2i1gi79Vm+fDk+//xziEQiuLq6Ije34elkKewSQlgsoJunFYZ1dcSwrg4YEGADPq/pX+bJZFWIzSzBwwQBHiQK8DChABHJBSppAa6PsTEXft6W8PexgL+PJQJ8LeHvbQlPdzOVdYd4cXi0uw9zEH4/BxFP8ml2uFbUq+cgbFi3B/r6fIXlsXFP8OGaBSgsUv83cxYOdlh65GuY29ooLH947hJ+WvkxGLrvQwGFXR20dOlS7NmzBw8ePEC3bt2UbrN792688847OH78eIunOGaz2cjOzoa1tTVmzpyJn376qcHnvHji9ezZE1lZWfVur4knJiFEtfg8Dvr722JYVwcM6+qAbp5WYLOb/0FXUCJCdHoxYtKLEZ1e9OyxGEnZpZC1YljU1+fA28O8Ovz6WMqDsI+nOfT1W94zr7hEjBvhWQi9mYFrNzNx50EOtf6qWJfOPfHZhgMwMlKcMjsjIwUrV89HZlaammr2nK2HG5YcPgAjc8VuNjePn8TvG7aqqVaaSRvCrlb02dUkNaMvODs717lNzTplIzU0VVVVFeLi4mBtbQ0nJ6cmPz8rK0sjTzxCSNsSSWS49Kj6xjQcBsyMeOjja42+/jboF2CL3j7WMDZo/HCPVqZ89A/go3+ArcJyiVSGtPxyJOeWISWnDMm5pUjNLUdyTimSc8uQKahoURgWi2Xy8XlfxOGw4OFm9rwV+FkQ9ve2gLFx/TPTvcjMVB9jhrthzHA3AIBIVInw+zm4eiMd5y6n4tbdLMhk1EbUEo8i7mD5BzOxZdNBWFo8v9Hb0dEVe3b/glVrFiA+IUqNNQRyEpNxcNF7WPTdHui/MKNrr8njcePXEzTphJahlt0mevETjKqGHmtIdHQ0fH19sXTpUuzdu7dJddTUT1mEEM3CYbPQyc0C/QJs0cfXGl09rODnpLouAzVksirkFouQVVCBnCIhsgqEyCqoQFahENkFFcguFCK/RARBqRiFZWI0cT6hWlgswMnBpLpfsJ9l9QgRXW3g5928meGKisW4eDUVZy+l4OzlFGRklrWsgu2Yg4MLtm3+Do4OLgrLy8vL8NG6xXj46Laaavacd+8eeGPfTujxeJAIRTj8/hpEX7up7mppFG3IHBR2m0HVk0rUJygoCPfv3wcA9OrVC3fu3GnwOdpw4hFCNJ+BPgedXC0R5GmJrh5W6OpphU6uFjBQQXeBxpDJqlBQJkZ+iRiCEjEEJSJ5EM4vEUFQUv1YXcTIKxY1ehxhExMegjpZo3sXG/ToWj1OsJeHeZPrGH4/Gyf+TsCJv+MRl1DU5Oe3dxYWHbBt87fw8vRXWC6RSPDZlg8Qeu2cmmr2XKdhgzFt3Yc49M4qJD2IUHd1NI42ZA4Ku81Q13TBlpaWuHLlitLpgidPnozNmzcjIyMDw4cPly83MDDA3LlzceTIEZSVKbYQDBw4EIcPH4a7uzuuXbuGQYMGNap+2nDiEUK0E5vNgqu1MfyczeDrZAY/J/Nnj2awMTdQd/UgrayCoFSEvOLqAJxfXB2G8549Cp6F4txiIdLzy1FY9jwc29kaYkBvBwzq54iBfRzRObBDk/o1R0bl44+/EnD092gKvk1gZGiMTz/Zh6CuvRWWV1VVYd+BLfjjz8NqqtlzfGMjiMrUP1qEJtKGzEFht5lqbkKTSCS4dOkSysvLMWzYMFhYWCAsLAwjRoyASPT8buWaiSOSk5MVxt81MzNDUVERRCIRHjx4gNTUVOjp6cHHxwedOnUCAERERGDUqFHIzm7ctIXacOIRQnSPpYk+PO1N4GZjAldbY7jZGMP1WXGzNYYRv/lTwLcWobgS6YJypOdXICO/HOmCcqTllSMhqwTZpSK4eJhiYF9HjBrqiq6drBu939v3svHjb1E4diIWggIan7UhXC4PH63egUEDR9Va98efR7DvwGaa/VJDaUPmoLDbAtOmTcOSJUvQtWtXcLlcJCQk4KeffsKuXbtqDZBdV9jlcrn46KOP0KNHD/j5+aFDhw4wMDBAYWEhHj16hOPHj+OHH35o0oDb2nDiEULanw6mfDhaGcLe0hD2lgaws6h+tLcwhN2zR2szfpNulGttYqkMCVkliM8sQWaZEAbWfDh6mqBHDztYWvAbfL5UKsOZi8k4eOQJ/rmYTMOa1YPNZuOdZeswcfxrCsurqqrw9vLpePL0gZpqVr+AwQNQVliI1Ign6q6KWmhD5qCwq4O04cQjhJC68HkcWJnow8qUjw6m+uhgyoelSfVjB9Pny6sfq39u61bjKoZBZqUYEhMWbDxMYGqm3+BzklNL8M2RSHx/9AlycivaoJbaacb0t/DG3OXy3/fs3YgTJ39UY43q1n38aLz66VqIyyuwd84iZMcnqrtKbU4bMgeFXR2kDSceIYSokoE+51nw5cPa7HlI7mDKRwczPqxN+bAy1Ye1WfV6KxN+i8YZrsWYDcZKD1UWeuAacOrdVCqV4cTfCfjym4e4EV7/OOjt1fDgCVjx/iaE/P0L9u7f1PAT1GDA9GmYsvo9+e8lefnYO2cR8lMbP6mTLtCGzEFhVwdpw4lHCCHqxNVjw97CAE4djODUwQgOVoZw6mAE5w5GcLM1gbeDKcyMGj8+rxwLgBkHLGsuYKkHVgOB+kZ4JnbsvY9TZxKpi8N/eHr4Iik5TiP76rJYLMzftxP+A/oqLC/KzsHeOYtQkNF+PsRoQ+agsKuDtOHEI4QQTWdjzoe3gxm8HUzh5WAKbwdTBLiYw9exkeMPcwBYccGy5YJlXH9rb1xCET7ffx+Hj0VBKKxUzQvQcW6uXkhOiVfb8bl8fSz8+gu4d+uisLwgIwt75yxCUXaOmmrWtrQhc1DY1UHacOIRQoi24vM4CHQxR1cPK3TxsEQPb2sEeViCx60n0BqzwbLlAR3qb+3NzavAjr33se/7CJSXN/7G5Pame7d+2Lrp22fdHDZDJlPPBwS+sREWHvwSLh0DFJbnp6Zj79zFKMnNU0u92pI2ZA4KuzpIG048QgjRJXweB929OlRPv+xng4Ed7WBpouSmNQ4AGy5Y9jyw9OtuHc7Lr8DOfQ+w97tHKCuj0PsiR0dX7PvyN5iamgMA7j+4hU82vouSkkK11MfA1BSLvtsDRz8fheW5SSnYO3cRygTqqVdb0YbMQWFXB2nDiUcIIbqMzWahu5cVhnd1xPAgB/Tzs1Fs+WWhuk+vA6/eLg75AiF27ruPPQcfUUsvAD09Lg4eOAk3Vy+F5ZlZafjo48VISo5VS72MLMyx6LuvYO/tqbA8Ky4B++ctQXlRsVrq1Ra0IXNQ2NVB2nDiEUJIe2LE18Pwrg6Y0s8N43s5w8L4hVZfU0516LWoexrmnNwKfLrzNr45HAmpVPNu2GpLw4Mn4IP3NkJfX3GcY6GwHJu2rkTY9YtqqZeJlSUWH9oHG3dXheUZUbHY/8YyCEtK1FKv1qYNmYPCrg7ShhOPEELaKz0OC4M72mNKP1e81M8NthbPplk2YoPlpA+WZd2hNyGpCP+3+RaOnYgB047/evv6dMKnn+yFdQfbWusOHf4SP/28Xy2jOJjaWGPJoX3o4OKksDw18im+XvC2Tk45rA2Zg8KuDtKGE48QQgjAYbMwIsgRM4O9MKmPCwz09Z6FXh5YlnVPlPEoMg+rPrmOc5dT2rC2msXS0hob1u1BYEBQrXV37oVh05YVKCoqaPN6mdvZYskP+2HpaK+wPCXiCQ4uWg5hSWmb16k1aUPmaMTYKYRoBkdHRzAMA4Zh4OjoqO7qEEJagK7narIqBmfvpWPG9n/hMPMXLPjiGq6FZ4KJEaEqohxMofJRBrp0tMbZ45Nx8Y8pCPSzauNaa4aCgjws/2AW/jn3R611PbsPwMEDp9Clc882r1dRdg72v7G01tBjrp0D4dO3V5vXp7XZ29sr/VmTUNglhBBCNEBJhRTfX4jDkFVn0GXJn9j/2xOU3C9BVWQFmFKZ0ucMG+KCiGsz8OPekbDuYNDGNVY/qVSCbTvWYO/+TZDJFN+jDlY22LntMGa8vhAslgpny2uEgvRM7J+/FCV5+fJlJ7fswqNzl9q0HqQahV1CCCFEw0SmFGLp/ptwnn0MS7ZeQ+TpDFRFV4CpqB162WwW/veaP9Ifzcem1X2hr1//BBa66PcTh/HeilnIy1dsTeVwOHhj3nvY8tlBmJlZtGmd8lPTsW/eEhTl5OL07n24dvS3Nj0+eY7CLiGEEKKhSoVSHDgTjc5L/sTopadx4XAcquKFYCS1b77i8TlY/UEv5D5ZgEUzO6qhtuoV8fgu3lw0GXfuXqu1rnu3vnB2cm/zOuUlp2LHS//D5e9+bPNjk+co7JI6RUZGIjIystWf19zjkLpp03uqrrq29nFVuf+W7qutruWWHIso9+L7eeFBJkZ9dA49pv+BX7+MhCxVBEZW+x5zUwt97Ns9DFkP5mFCsJta6tqWXjxuUVEBVq1ZgG8P7VLo1vDtod2IfHK/xftvjhdvSFO2L76xUZvUpz3/baawSwghhGiRBwkCvL75CjxHHcWh7Q9RmS1Wup2diwlCjk9CzKUZ6N3Jpo1rqT4Mw+Dozwfw/srZyBfk4tbtf/Hrb9+qu1pKefYIwtpzJxA4dKC6q6LTKOwSQgghWigltwzzt4fCZeBh/PzVY8iKlM+w5tO1A25eeg3hx1+Gl5NpG9dSfR5F3MGCtyZh89ZVYOoYlJjL5YHNVk8Usvfxwtwvt8HQ1BRzdm1G31emqKUe7QGFXUIIIUSLZRUIMWPdZTj3PIS/fopFlbD2TWwsDgs9gx0REz4b/+wbB3vL9jFyQ1FRAUpKi+pc/+YbH+CLz4/CxcWj7SqF6sknFuz/HAYmxgAANoeDl/9vJaasfg9sTvu7wbC11T1NC9FanBculJaMeaenV316NHUMzKY+r7Hba8NYfpqiuf926qCuurb2cVW5/5buq62u5aY8h67nxmnqv8GibRFw+iEeuz8ahN6DHMDiKA65xeYDo1/rjrTxXXHyeCzWH7yHwlLl3SBau66q0tzj+vl2wuuvzgWbzcaRQ6fxx4kfcOqvY5DJFMc2bo1r2YxvgNxHT+E4ZoTC+tGzZsA7MAAnNm6HsLSs3n1oyt9mG5vnXWQ4GhrUaQY1HdSjRw/cuXNH3dUghBBCSDsybtw4nDlzRt3VqIW6MRBCCCGEkBbLzc1VdxWUopZdHcTj8dC5c2cA1Sfef2eVIYQQQghRBQ6HI+/KEBERAYlEouYa1UZhlxBCCCGE6CzqxkAIIYQQQnQWhV1CCCGEEKKzKOwSQgghhBCdRWGXEEIIIYToLAq7hBBCCCFEZ1HYJYQQQgghOovCLiGEEEII0VkUdkm75Onpif379+PevXuQSCRISkpSd5UIIQ3w9PTE6dOnUVpairy8POzduxeGhobqrhYhpIna+m+wXqvunRANFRgYiPHjxyM8PBwsFgsWFhbqrhIhpB6mpqa4fPkyMjMzMW3aNFhaWuLzzz+Hra0tXn75ZXVXjxDSBOr4G8xQodLeCovFkv+8f/9+JikpSe11okKFSt1lxYoVTEVFBWNtbS1fNmXKFIZhGKZbt25qrx8VKlQaX9r6bzB1YyDtEsMw6q4CIaQJxo4di8uXLyMvL0++LCQkBKWlpRg/frwaa0YIaaq2/htMYZe0Ch8fHyxduhSHDh1CREQEpFIpGIbB2rVrG/X8l19+GVeuXEFBQQHKysrw8OFDrFixAnp61POGEE3Rltd5QEAAoqKiFJbJZDLExsbC399fJa+HkPZM1/9uq705m4rulV27djHKrF27ttHPlUgkzNmzZ5nff/+dKSgoYBiGYUJDQxk+n6/SulI3BipUmlfa8jqXSCRK93vhwgXm3Llzan8vqFDR9qKuv9vUjYForcjISGzfvh3Tp0+Hn58fjhw50qjnTZo0Ce+++y5KS0vRu3dvjB49Gi+//DK8vb0RERGBgQMH4tNPP1V4zuzZs8EwTINl6tSprfFSCWm32vI6J4S0Ll2/ntX+aYKK7pdDhw416hPi7du3GYZhmDVr1tRa179/f4ZhGEYoFDKmpqby5aampoyvr2+DxdjYWOkxqWWXChXVlNa8znNycpjt27fX2v7u3bvML7/8ovbXToWKrpXWvJ5fLNSyS9oVBwcH9OrVCwDw888/11p//fp1pKamgs/nY+zYsfLlJSUliImJabCUlZW12WshhCjX3Os8KiqqVt9cNpsNHx+fWn15CSFto7nXc1ujsEs0RlBQEABAIBAgOTlZ6TZ3795V2JYQol2ae52fOXMGQ4cORYcOHeTLJkyYABMTE5w+fbr1KkwIqZO2/N3WjFvkCAHg7u4OAEhNTa1zm7S0NIVtm8vAwED+KdPDwwOGhobyPr137typtw6EkOZr7nX+9ddfY9myZTh16hQ+/fRTWFhY4PPPP8fJkydx79691q00IUSp5l7Pbf03mMIu0RgmJiYAgPLy8jq3qemKYGpq2qJj2djY4Pfff1dYVvP7nDlzcPjw4RbtnxCiXHOv8+LiYgQHB+PLL7/E77//DpFIhOPHj+ODDz5o3QoTQurU3Ou5rf8GU9gl7VJKSgpYLJa6q0EIaYK4uDiMGTNG3dUghLRQW/8Npj67RGOUlpYCAIyMjOrcxtjYGED1TWmEEO1D1zkhukNbrmcKu0Rj1HRud3Z2rnObmnV1dYQnhGg2us4J0R3acj1T2CUa48GDBwCADh06wM3NTek2PXr0AADcv3+/rapFCFEhus4J0R3acj1T2CUaIyMjA+Hh4QCA6dOn11rfv39/uLi4QCQS4cyZM21dPUKICtB1Toju0JbrmcIu0SibNm0CAHz44YcKY/JZWlpi3759AICvvvqK+vIRosXoOidEd2jD9cxC9VRqhKhUUFCQ/CQHAE9PT1hbWyMtLQ0ZGRny5VOmTEF2drbCc3fv3o133nkHEokEly5dQnl5OYYNGwYLCwuEhYVhxIgREIlEbfZaCCHK0XVOiO7Q9etZ7fMvU9G9MnjwYKYxXF1dlT5/2rRpzL///ssUFRUx5eXlTEREBLNy5UqGy+Wq/bVRoUKlutB1ToWK7hRdvp6pZZcQQgghhOgs6rNLCCGEEEJ0FoVdQgghhBCisyjsEkIIIYQQnUVhlxBCCCGE6CwKu4QQQgghRGdR2CWEEEIIITqLwi4hhBBCCNFZFHYJIYQQQojOorBLCCGEEEJ0FoVdQgghhBCisyjsEkIIIYQQnUVhlxBCCCGE6CwKu4QQQgghRGdR2CWEEEIIITqLwi4hhBBCCNFZFHYJIYQQQojOorBLCCGEEEJ0FoVdQgghhBCisyjsEkJIG7ly5QoYhsG6deu0cv/1OXToEBiGwaFDh1S+b3W+LkKI9qOwSwjRSuvWrQPDMLWKUChEWloaTp06hWnTpqm7mkQDzJ49G+vWrcPgwYPVXRVCiBpQ2CWEaL3s7Gx5YRgGTk5OmDhxIn777TecPn0aPB5P3VXUeVlZWYiOjkZWVpa6q1LLnDlzsH79egwZMkTdVSGEqAGFXUKI1rO3t5cXIyMjBAYG4vz58wCAsWPHYuPGjWquoe5bs2YN/P39sWbNGnVXhRBCFFDYJYToFIZh8PTpU0ycOBFxcXEAgIULF4LD4ai5ZoQQQtSBwi4hRCeJxWIcP34cAGBqago/P79a27i6umLXrl2IjIxEaWkpysvLERUVhd27d8PZ2Vnpfs3NzTFv3jz8+uuviIiIgEAggFAoRHJyMo4ePYrevXs3u86zZs2CRCIBwzAqaY1+4403cOvWLRQXF6OkpAQ3btzAjBkzGnxec96XxtygNmfOHNy4cQMlJSUoKirCrVu3sGDBgkY/v6mva/bs2WAYRt59Yf369bX6eLu6ujZ4vMY4ffo0GIbB6dOnla6PiIgAwzBYunSpSo5HCGkahgoVKlS0raxbt46pUdc2ixYtkm/Tt29fhXXTp09nhEKhfL1QKGTKy8vlvxcXFzMjRoyo97hSqZQRCAQK+5HJZMyyZcuU1ufKlSsMwzDMunXraq1btWoVwzAMU1lZySxevLhZ70nN/jds2MD8+eefDMMwjEQiYYqKipgXrV+/vs59NPd9OXToEMMwDHPo0KFa69hsNvPLL78ovEcCgYCprKxkGIZhjh49Wu/zm/u6XnnlFSYrK4sRi8UMwzBMaWkpk5WVpVCcnJxUcj5+8803DMMwzKNHj5Sunzt3LsMwDHP//n21XztUqLTDovYKUKFChUqTS2PC7tatW+Xb+Pr6ypcPHz6cqaysZCQSCbNlyxbG1dVVvs7Hx4f59ddfGYZhmKKiIsbZ2VlhnwsWLGDWrVvHdOvWjeFyufLlbm5uzK5duxiZTMZIpVKma9eutepTV9jdvXu3PFhOnTq12e9Jzf4FAgFTWFjIzJo1i+Hz+QwAxtHRkTl16pQ8UHt5edV6fkvel/rCak2QZxiG2bFjB2NpackAYExMTJgPP/xQHn4bCrvNfV31fchQVfn444/ldVS23tvbW15HExMTtV8/VKi0s6L2ClChQoVKk0tDYdfExIRJT09nGIZh8vPzGRaLxQBgWCwWExMTwzAMwyxYsKDO/Z88eZJhGIbZtWtXk+q1Z88ehmEY5uDBg7XW/Td0cblc5tixYwzDMExhYSEzePDgFr0nNftnGIYZMmRIrfU8Hk/+nqxZs0ZhXUvfl7rCrqGhobwFVtl78t9/y/rCbnNel7L3vTXKvHnz5HU0MDBQWscanTp1atVrgwoVKoqF+uwSQnSKmZkZgoODcfnyZTg6OgIAvvjiC1RnYmDQoEHw8fFBXl4evv322zr3c+TIEQDAqFGjmnT8mj6bAwYMqHc7ExMTnD17Fq+++ioyMzMxaNAgXL16tUnHqktYWBj+/fffWsslEgnOnTsHAOjcubPCutZ6X0aOHAkzMzMAwGeffaZ0m507d6K8vLzBfTXndbWVjIwM+c/K+jXr6+vLf9bT02uTOhFCqtEVRwjRejVBVpkff/xRIWT1798fQHUozszMrPN5NWPzKruByd3dHYsXL8bQoUPh6ekJExOTWqM9ODk51blve3t7XL16FUFBQYiJicGoUaOQkpJS5/ZNdfv27TrX1bxmS0tLheWqeF+U6datGwAgJSUFycnJSrcpKyvDvXv3MGjQoHr31ZzX1VbS09PlPzs5OSE2NlZhfc37K5VK5aOEEELaBoVdQojWy87Olv8sFouRn5+PBw8e4OjRo7VaAh0cHABUhzY7O7sG921oaKjw++TJk/HLL7+Az+fLlxUXF0MkEoFhGPB4PFhaWsLY2LjOfS5cuBAAIBQKMXz4cIWgpMwff/yBfv361VqelpaGXr161VpeWlpa574qKysBAFwuV2F5S9+XulhbWwNAvQEaUGwZrUtzXldb+W/Y/a+33noLAHDx4kWUlZW1Wb0IIRR2CSE6wN7evtHb1rTA3rp1C3379m3ScSwtLfHDDz+Az+fj0qVL2LBhA8LDwyESieTbBAcH49KlS/Xu56+//sLAgQNhbm6OQ4cOYeLEiRAKhfUeV1kAffG4LdWS96Ux6mt91wXFxcUoKyuDsbFxrbA7YcIETJo0CQCwZcsWdVSPkHaN+uwSQtqVmlbg5oyvOnbsWJiZmaGgoAATJkxAaGhorcDZmFbRe/fuYfjw4SgoKMDw4cNx+vTpeltKhw4dChaLVau4u7s3+TXUpSXvS33y8vIAPG85rktN/2ptVtM6/WKfXRcXFxw8eBAA8M033yA0NFQtdSOkPaOwSwhpV65fvw6gujW4e/fuTXpuTYiJiYmpsyV2+PDhjdrXvXv3MGzYMAgEAgwdOhT//PMPjIyMmlQfVWrJ+1Kf+/fvAwDc3NzqDNJGRkYqPeZ/VVVVAQBYLFarHQN43pWhpmXXyMgIISEhsLW1xbVr17Bs2bJWPT4hRDkKu4SQduXKlSvyG4R27drVYB9PCwsL+c/FxcUAAB8fH4W762t06dIF06dPb3RdHj58iODgYOTl5WHQoEE4e/ZsvX19W1NL3pf6nD9/Xv6+rVmzRuk2y5cvb9WgX1JSAqB69rvW9GLYNTAwwKlTp9ClSxeEh4dj3LhxkEgkrXp8QohyFHYJIe2KTCbDW2+9BalUioEDByI0NBTBwcEKw0G5u7tj4cKFCA8Px+LFi+XLz58/D5lMBisrKxw9elT+1TyXy8W0adNw/vz5em+iUiYiIgLBwcHIzc3FgAEDcO7cOZiYmKjmxTZBS96X+lRUVGDr1q0AgDfffBNbt26VB2VjY2OsXLkS69evR0FBgepf1DORkZEAqruh1NWdwtXVVT6F8Lp165p1nJpuDK6urjh9+jSGDRuG8PBwjBw5ssnnBSFEdSjsEkLancuXL2PatGkoKSlBnz59cOnSJZSXlyMvLw9CoRCJiYk4cOAAevbsqXBjVXx8PLZv3w4AmDp1KjIyMlBYWIiysjL89ttvKCsrw9tvv93k+kRGRmLIkCHIzs5Gv379cOHCBfnYtG2pue9LQ7Zt24bjx48DAFauXIm8vDwIBAIUFhZi69atOHr0KP766y8Aqr3prsbhw4chFArh7e2N1NRUZGVlISkpCUlJSSrtK1zTsmthYYGhQ4ciNDQUw4cPl7dsE0LUg8IuIaRdOnXqFLy8vLB+/Xrcvn0bZWVlMDc3h1gsxsOHD3Hw4EFMnjxZHm5rrF69GjNnzsTt27dRUVEBLpeL+Ph4fPbZZwgKCmpwiK26REVFYciQIcjMzETv3r1x8eLFVv/aXZnmvi/1kclkeOWVVzB//nzcvn0bQqEQenp6uHv3LubPn4/Zs2fLX2tRUZHKX1N8fDyGDh2KU6dOIS8vD1ZWVnBzc4Obm5u85frF0Hvr1q1mHefF4cdOnDiBUaNGUYsuIRpC7dO4UaFChQqV9l1SU1MZhmGY//3vf2o5/tq1axmGYZjQ0FC1vxdUqFBRbaGWXUIIIWo1c+ZMODs7QyqV4uLFi2qpQ3BwMIC6b6IjhGgvCruEEEJa3c8//4ypU6fCyspKvszGxgarVq2Sj0N75MgRhdnw2gqPx0Pfvn3xzz//ICwsrM2PTwhpXSxUN/ESQgghraawsFDeL7e8vBxSqVShT3JoaCjGjx9PfVwJISpHYZcQQkirmzlzJsaMGYOgoCDY2NjA2NgYRUVFePjwIY4dO4Yff/wRlZWV6q4mIUQHUdglhBBCCCE6i/rsEkIIIYQQnUVhlxBCCCGE6CwKu4QQQgghRGdR2CWEEEIIITqLwi4hhBBCCNFZFHYJIYQQQojOorBLCCGEEEJ0FoVdQgghhBCisyjsEkIIIYQQnUVhlxBCCCGE6CwKu4QQQgghRGdR2CWEEEIIITqLwi4hhBBCCNFZFHYJIYQQQojOorBLCCGEEEJ0FoVdQgghhBCisyjsEkIIIYQQnUVhlxBCCCGE6CwKu4QQQgghRGdR2CWEEEIIITrr/wFVuSBsf6o34QAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model_comparison_plot(\n", " module=\"hmf.mass_function.fitting_functions\",\n", " component=\"FittingFunction\",\n", " attr_name=\"hmf_model\",\n", " x=\"nu\",\n", " y=\"fsigma\",\n", " ylab=r\"$\\nu f(\\nu)$\",\n", " height_ratio=1 / 1.2,\n", " ncol_legend=2,\n", " ylim=(5e-8, 1),\n", " # ylog=False,\n", " xlim=(6e-2, 1e1),\n", " comparison_limits=(0.2, 2.1),\n", " must_include=(\"PS\", \"SMT\"),\n", " ignore=(\"ST\", \"Jenkins\"), # Jenkins gets in the way of the legend\n", " legend_size=7,\n", " max_models=14,\n", " yratio_lab=\"f\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bias" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The halo bias describes the clustering strength of halos of a given mass compared to the background matter. Many bias models are included in `halomod`, but even more can be accessed through the interface to `colossus`:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "comparat = make_colossus_bias(\"comparat17\")\n", "bhat11 = make_colossus_bias(\"bhattacharya11\")" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/colossus/cosmology/cosmology.py:3338: UserWarning: Astropy cosmology class contains massive neutrinos, which are not taken into account in Colossus.\n", " warnings.warn('Astropy cosmology class contains massive neutrinos, which are not taken into account in Colossus.')\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model_comparison_plot(\n", " module=\"halomod.bias\",\n", " component=\"Bias\",\n", " attr_name=\"bias_model\",\n", " x=\"nu\",\n", " y=\"halo_bias\",\n", " ylab=r\"b($\\nu$)\",\n", " height_ratio=1 / 1.2,\n", " ncol_legend=2,\n", " comparison_limits=(0.5, 1.6),\n", " must_include=(\"Tinker05\", \"Mandelbaum05\", \"ST99\", \"SMT01\", \"Mo96\", \"Jing98\"),\n", " ignore=(\"UnityBias\", \"Seljak04Cosmo\"),\n", " legend_size=7,\n", " max_models=11,\n", " xlim=(6e-2, 1e1),\n", " ylim=(3e-1, 2e3),\n", " extra_models=[comparat, bhat11],\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Concentration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The concentration-mass relation affects the shape of the halo profile at different masses. `halomod` includes physically-motivated forms (eg. Bullock and Ludlow) and power-law forms. Since the power-law forms are really only applicable to a single cosmology, we focus on the analytic forms in this plot:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/sgm/work/halos/halomod/src/halomod/halo_model.py:384: UserWarning: Requested mass definition 'SOMean(200)' is not in native definitions for the 'Bullock01' CMRelation. No mass conversion will be performed, so results will be wrong. Using 'SOMean(200)'.\n", " return self.halo_concentration_model(\n", "/home/sgm/work/halos/halomod/src/halomod/halo_model.py:384: UserWarning: Requested mass definition 'SOMean(200)' is not in native definitions for the 'Ludlow16' CMRelation. No mass conversion will be performed, so results will be wrong. Using 'SOMean(200)'.\n", " return self.halo_concentration_model(\n", "/home/sgm/work/halos/halomod/src/halomod/halo_model.py:384: UserWarning: Requested mass definition 'SOMean(200)' is not in native definitions for the 'Ludlow16Empirical' CMRelation. No mass conversion will be performed, so results will be wrong. Using 'SOMean(200)'.\n", " return self.halo_concentration_model(\n", "/home/sgm/work/halos/halomod/src/halomod/concentration.py:198: UserWarning: Requested mass definition 'SOMean(200)' is not in native definitions for the 'Diemer19' CMRelation. No mass conversion will be performed, so results will be wrong. Using 'SOMean(200)'.\n", " super().__init__(*args, **kwargs)\n", "/home/sgm/work/halos/halomod/src/halomod/concentration.py:198: UserWarning: Requested mass definition 'SOMean(200)' is not in native definitions for the 'Prada12' CMRelation. No mass conversion will be performed, so results will be wrong. Using 'SOMean(200)'.\n", " super().__init__(*args, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ERROR\n", "Requested overdensity 8.39e-12 cannot be evaluated for scale density 2.46e-11, out of range.\n", "ERROR\n", "Requested overdensity 7.56e-13 cannot be evaluated for scale density 2.46e-11, out of range.\n", "ERROR\n", "Requested overdensity 5.11e-14 cannot be evaluated for scale density 2.46e-11, out of range.\n", "ERROR\n", "Requested overdensity 2.51e-15 cannot be evaluated for scale density 2.46e-11, out of range.\n", "ERROR\n", "Requested overdensity 8.54e-17 cannot be evaluated for scale density 2.46e-11, out of range.\n", "ERROR\n", "Requested overdensity 1.93e-18 cannot be evaluated for scale density 2.46e-11, out of range.\n", "ERROR\n", "Requested overdensity 2.76e-20 cannot be evaluated for scale density 2.46e-11, out of range.\n", "ERROR\n", "Requested overdensity 2.34e-22 cannot be evaluated for scale density 2.46e-11, out of range.\n", "ERROR\n", "Requested overdensity 7.63e-12 cannot be evaluated for scale density 2.46e-11, out of range.\n", "ERROR\n", "Requested overdensity 6.80e-13 cannot be evaluated for scale density 2.46e-11, out of range.\n", "ERROR\n", "Requested overdensity 4.54e-14 cannot be evaluated for scale density 2.46e-11, out of range.\n", "ERROR\n", "Requested overdensity 2.20e-15 cannot be evaluated for scale density 2.46e-11, out of range.\n", "ERROR\n", "Requested overdensity 7.37e-17 cannot be evaluated for scale density 2.46e-11, out of range.\n", "ERROR\n", "Requested overdensity 1.64e-18 cannot be evaluated for scale density 2.46e-11, out of range.\n", "ERROR\n", "Requested overdensity 2.29e-20 cannot be evaluated for scale density 2.46e-11, out of range.\n", "ERROR\n", "Requested overdensity 1.90e-22 cannot be evaluated for scale density 2.46e-11, out of range.\n", "ERROR\n", "Requested overdensity 8.66e-25 cannot be evaluated for scale density 2.46e-11, out of range.\n", "ERROR\n", "Requested overdensity 2.02e-27 cannot be evaluated for scale density 2.46e-11, out of range.\n", "ERROR\n", "Requested overdensity 2.20e-30 cannot be evaluated for scale density 2.46e-11, out of range.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/colossus/halo/concentration.py:421: UserWarning: Could not find concentration for model prada12, mass 1.12e+17, mdef 200m.\n", " warnings.warn('Could not find concentration for model %s, mass %.2e, mdef %s.' \\\n", "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/colossus/halo/concentration.py:421: UserWarning: Could not find concentration for model prada12, mass 1.26e+17, mdef 200m.\n", " warnings.warn('Could not find concentration for model %s, mass %.2e, mdef %s.' \\\n", "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/colossus/halo/concentration.py:421: UserWarning: Could not find concentration for model prada12, mass 1.41e+17, mdef 200m.\n", " warnings.warn('Could not find concentration for model %s, mass %.2e, mdef %s.' \\\n", "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/colossus/halo/concentration.py:421: UserWarning: Could not find concentration for model prada12, mass 1.58e+17, mdef 200m.\n", " warnings.warn('Could not find concentration for model %s, mass %.2e, mdef %s.' \\\n", "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/colossus/halo/concentration.py:421: UserWarning: Could not find concentration for model prada12, mass 1.78e+17, mdef 200m.\n", " warnings.warn('Could not find concentration for model %s, mass %.2e, mdef %s.' \\\n", "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/colossus/halo/concentration.py:421: UserWarning: Could not find concentration for model prada12, mass 2.00e+17, mdef 200m.\n", " warnings.warn('Could not find concentration for model %s, mass %.2e, mdef %s.' \\\n", "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/colossus/halo/concentration.py:421: UserWarning: Could not find concentration for model prada12, mass 2.24e+17, mdef 200m.\n", " warnings.warn('Could not find concentration for model %s, mass %.2e, mdef %s.' \\\n", "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/colossus/halo/concentration.py:421: UserWarning: Could not find concentration for model prada12, mass 2.51e+17, mdef 200m.\n", " warnings.warn('Could not find concentration for model %s, mass %.2e, mdef %s.' \\\n", "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/colossus/halo/concentration.py:421: UserWarning: Could not find concentration for model prada12, mass 2.82e+17, mdef 200m.\n", " warnings.warn('Could not find concentration for model %s, mass %.2e, mdef %s.' \\\n", "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/colossus/halo/concentration.py:421: UserWarning: Could not find concentration for model prada12, mass 3.16e+17, mdef 200m.\n", " warnings.warn('Could not find concentration for model %s, mass %.2e, mdef %s.' \\\n", "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/colossus/halo/concentration.py:421: UserWarning: Could not find concentration for model prada12, mass 3.55e+17, mdef 200m.\n", " warnings.warn('Could not find concentration for model %s, mass %.2e, mdef %s.' \\\n", "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/colossus/halo/concentration.py:421: UserWarning: Could not find concentration for model prada12, mass 3.98e+17, mdef 200m.\n", " warnings.warn('Could not find concentration for model %s, mass %.2e, mdef %s.' \\\n", "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/colossus/halo/concentration.py:421: UserWarning: Could not find concentration for model prada12, mass 4.47e+17, mdef 200m.\n", " warnings.warn('Could not find concentration for model %s, mass %.2e, mdef %s.' \\\n", "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/colossus/halo/concentration.py:421: UserWarning: Could not find concentration for model prada12, mass 5.01e+17, mdef 200m.\n", " warnings.warn('Could not find concentration for model %s, mass %.2e, mdef %s.' \\\n", "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/colossus/halo/concentration.py:421: UserWarning: Could not find concentration for model prada12, mass 5.62e+17, mdef 200m.\n", " warnings.warn('Could not find concentration for model %s, mass %.2e, mdef %s.' \\\n", "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/colossus/halo/concentration.py:421: UserWarning: Could not find concentration for model prada12, mass 6.31e+17, mdef 200m.\n", " warnings.warn('Could not find concentration for model %s, mass %.2e, mdef %s.' \\\n", "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/colossus/halo/concentration.py:421: UserWarning: Could not find concentration for model prada12, mass 7.08e+17, mdef 200m.\n", " warnings.warn('Could not find concentration for model %s, mass %.2e, mdef %s.' \\\n", "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/colossus/halo/concentration.py:421: UserWarning: Could not find concentration for model prada12, mass 7.94e+17, mdef 200m.\n", " warnings.warn('Could not find concentration for model %s, mass %.2e, mdef %s.' \\\n", "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/colossus/halo/concentration.py:421: UserWarning: Could not find concentration for model prada12, mass 8.91e+17, mdef 200m.\n", " warnings.warn('Could not find concentration for model %s, mass %.2e, mdef %s.' \\\n", "/home/sgm/work/halos/halomod/src/halomod/concentration.py:198: UserWarning: Requested mass definition 'SOMean(200)' is not in native definitions for the 'Diemer15' CMRelation. No mass conversion will be performed, so results will be wrong. Using 'SOMean(200)'.\n", " super().__init__(*args, **kwargs)\n", "/home/sgm/work/halos/halomod/src/halomod/concentration.py:198: UserWarning: Requested mass definition 'SOMean(200)' is not in native definitions for the 'Diemer19' CMRelation. No mass conversion will be performed, so results will be wrong. Using 'SOMean(200)'.\n", " super().__init__(*args, **kwargs)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model_comparison_plot(\n", " module=\"halomod.concentration\",\n", " component=\"CMRelation\",\n", " attr_name=\"halo_concentration_model\",\n", " x=\"m\",\n", " y=\"cmz_relation\",\n", " ylab=r\"c(m)\",\n", " yratio_lab=\"c\",\n", " height_ratio=1 / 1.2,\n", " ncol_legend=2,\n", " comparison_limits=(0.3, 2.1),\n", " ignore=(\"Ludlow2016\", \"Ludlow2016Empirical\", \"Zehavi11\", \"Bullock01Power\"),\n", " legend_size=7,\n", " ylim=(2, 3e2),\n", " xlim=(7e7, 5e15),\n", " extra_models=[\n", " make_colossus_cm(\"prada12\"),\n", " make_colossus_cm(\"diemer15\"),\n", " make_colossus_cm(\"diemer19\"),\n", " # make_colossus_cm('ishiyama20'),\n", " ],\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that both of the physical forms have discontinuities, which arise when the predicted redshift of formation for a given halo mass is less than zero. This typically does not present a problem for the halo model, for which intermediate masses are the most important." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Halo Exclusion" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/sgm/work/halos/halomod/src/halomod/tools.py:507: UserWarning: to use a power-law, y must be all positive or negative. Switching to zero extrapolation.\n", " self.lfunc = self._get_extension_func(\n", "/home/sgm/work/halos/halomod/src/halomod/tools.py:507: UserWarning: to use a power-law, y must be all positive or negative. Switching to zero extrapolation.\n", " self.lfunc = self._get_extension_func(\n", "/home/sgm/work/halos/halomod/src/halomod/tools.py:507: UserWarning: to use a power-law, y must be all positive or negative. Switching to zero extrapolation.\n", " self.lfunc = self._get_extension_func(\n", "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/hmf/_internals/_cache.py:162: UserWarning: power_2h_auto_tracer_fnc not found in recalc cache.\n", " warnings.warn(f\"{name} not found in recalc cache.\")\n", "/home/sgm/work/halos/halomod/.venv/lib/python3.12/site-packages/hmf/_internals/_cache.py:167: UserWarning: power_2h_auto_tracer_fnc not found in recalc_prop_par cache\n", " warnings.warn(f\"{name} not found in recalc_prop_par cache\")\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model = base_model.clone()\n", "\n", "single_column(height_ratio=1 / 1.5)\n", "\n", "fig, ax = plt.subplots(\n", " 2,\n", " 1,\n", " sharex=True,\n", " gridspec_kw={\"hspace\": 0, \"height_ratios\": [3, 2]},\n", " subplot_kw={\"xscale\": \"log\"},\n", ")\n", "\n", "for i, excl in enumerate([\"NoExclusion\", \"Sphere\", \"DblSphere_\", \"DblEllipsoid_\", \"NgMatched_\"]):\n", " model.exclusion_model = excl\n", "\n", " ax[0].plot(model.r, model.corr_auto_tracer, label=excl.replace(\"_\", \"\"), color=f\"C{i}\")\n", " ax[0].plot(model.r, model.corr_2h_auto_tracer, ls=\"--\", color=f\"C{i}\", lw=1)\n", " ax[1].plot(model.r, model.corr_auto_tracer / base_model.corr_auto_tracer)\n", "\n", "model.exclusion_model = \"NoExclusion\"\n", "\n", "model.hc_spectrum = \"filtered-lin\"\n", "ax[0].plot(model.r, model.corr_auto_tracer, label=r\"Filt. $P_{\\rm lin}(k)$\", color=f\"C{i + 1}\")\n", "ax[0].plot(model.r, model.corr_2h_auto_tracer, ls=\"--\", color=f\"C{i + 1}\", lw=1)\n", "ax[1].plot(\n", " model.r,\n", " model.corr_auto_tracer / base_model.corr_auto_tracer,\n", ")\n", "\n", "model.hc_spectrum = \"filtered-nl\"\n", "ax[0].plot(model.r, model.corr_auto_tracer, label=r\"Filt. $P_{\\rm nl}(k)$\", color=f\"C{i + 2}\")\n", "ax[0].plot(model.r, model.corr_2h_auto_tracer, ls=\"--\", color=f\"C{i + 2}\", lw=1)\n", "ax[1].plot(\n", " model.r,\n", " model.corr_auto_tracer / base_model.corr_auto_tracer,\n", ")\n", "\n", "ax[0].legend(ncol=3, frameon=False, fontsize=7, bbox_to_anchor=(0.0, 1.02, 1.0, 0.102))\n", "ax[0].set_yscale(\"log\")\n", "\n", "ax[0].set_xlim(1e-1, 1e1)\n", "ax[0].set_ylim(1e-1, 1e4)\n", "ax[1].set_ylabel(r\"$\\xi / \\xi_{\\rm No Excl}$\")\n", "ax[0].set_ylabel(r\"$\\xi_{gg}(r)$\")\n", "ax[1].set_xlabel(\"r, [$h^{-1}$Mpc]\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## HOD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the HOD, we'll only be showing models of point-source-like tracers (i.e. galaxies). A whole set of HOD models for continuous tracers (eg. HI gas) are also available. Also note that these models look very similar to each other. This is by design. Most of the models are essentially nested (i.e. you can get back `Zehavi05` from setting some of the `Contreras13` parameters to zero or one). By default, `halomod` sets the parameters so that the model returns the same or a similar occupation function. However, the HOD is not fundamental in nature -- it depends on the actual galaxy sample being observed (and its depth/wavelength etc), so these models can vary widely for different parameters." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'N(m)')" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "single_column(height_ratio=1 / 1.5)\n", "\n", "model = base_model.clone()\n", "for hod in [\"Zehavi05\", \"Zheng05\", \"Tinker05\", \"Geach12\", \"Contreras13\"]:\n", " model.hod_model = hod\n", " plt.plot(model.m, model.total_occupation, label=hod)\n", "\n", "plt.xscale(\"log\")\n", "plt.yscale(\"log\")\n", "plt.ylim(1e-4, 1e4)\n", "plt.xlim(1e9, 1e16)\n", "plt.legend(fontsize=8)\n", "\n", "plt.xlabel(r\"m, [$h^{-1}M_\\odot$]\")\n", "plt.ylabel(\"N(m)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The key things to recognize are a low-mass cutoff, essentially corresponding to the depth of the survey, and a high-mass powerlaw with slope close to one (i.e. doubling halo mass doubles the occupancy). The differentiation between central and satellite halos causes the bump seen above at $m\\sim10^{12}$. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Profiles" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_35768/2928401422.py:26: RuntimeWarning: invalid value encountered in divide\n", " model.halo_profile.rho(model.r, np.array([1e12]))\n", "/tmp/ipykernel_35768/2928401422.py:32: RuntimeWarning: invalid value encountered in divide\n", " model.m, model.halo_profile.rho(0.03, model.m) / base_model.halo_profile.rho(0.03, model.m)\n", "/tmp/ipykernel_35768/2928401422.py:26: RuntimeWarning: divide by zero encountered in divide\n", " model.halo_profile.rho(model.r, np.array([1e12]))\n", "/tmp/ipykernel_35768/2928401422.py:32: RuntimeWarning: divide by zero encountered in divide\n", " model.m, model.halo_profile.rho(0.03, model.m) / base_model.halo_profile.rho(0.03, model.m)\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, '$\\\\rho/\\\\rho_{\\\\rm NFW}$')" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "two_column(height_ratio=1 / 2.3)\n", "\n", "fig, ax = plt.subplots(\n", " 2,\n", " 2,\n", " sharex=\"col\",\n", " gridspec_kw={\"hspace\": 0, \"height_ratios\": [3, 2]},\n", " subplot_kw={\"xscale\": \"log\"},\n", ")\n", "\n", "profiles = get_models(\n", " \"halomod.profiles\",\n", " \"Profile\",\n", " ignore=(\"ProfileInf\", \"Constant\", \"NFWInf\", \"HernquistInf\", \"MooreInf\", \"GeneralizedNFWInf\"),\n", ")\n", "\n", "model = base_model.clone()\n", "for profile in profiles:\n", " model.halo_profile_model = profile\n", " model.halo_profile_params = {\"alpha\": 1.5} if profile.__name__ == \"GeneralizedNFW\" else {}\n", " ax[0, 0].plot(\n", " model.r, model.halo_profile.rho(model.r, np.array([1e12])), label=profile.__name__\n", " )\n", " ax[1, 0].plot(\n", " model.r,\n", " model.halo_profile.rho(model.r, np.array([1e12]))\n", " / base_model.halo_profile.rho(model.r, np.array([1e12])),\n", " )\n", "\n", " ax[0, 1].plot(model.m, model.halo_profile.rho(0.03, model.m), label=profile.__name__)\n", " ax[1, 1].plot(\n", " model.m, model.halo_profile.rho(0.03, model.m) / base_model.halo_profile.rho(0.03, model.m)\n", " )\n", "\n", "ax[0, 0].set_yscale(\"log\")\n", "ax[0, 1].set_yscale(\"log\")\n", "\n", "ax[0, 0].set_ylim(1e9, 1e17)\n", "ax[0, 0].set_xlim(1e-2, 0.3)\n", "ax[0, 0].legend(ncol=2, fontsize=8)\n", "ax[1, 0].set_ylim(0.1, 2)\n", "\n", "ax[0, 1].set_yscale(\"log\")\n", "ax[0, 1].set_ylim(1e9, 1e17)\n", "ax[0, 1].set_xlim(1e9, 1e17)\n", "\n", "ax[1, 0].set_xlabel(r\"r, [$h^{-1}{\\rm Mpc}$]\")\n", "ax[0, 0].set_ylabel(r\"$\\rho(r|m)$\")\n", "\n", "ax[0, 0].set_title(r\"m = $10^{12} h^{-1}M_\\odot$\")\n", "ax[0, 1].set_title(\"r = $0.03 h^{-1}$Mpc\")\n", "\n", "ax[1, 1].set_xlabel(r\"m, [$h^{-1}M_\\odot$]\")\n", "ax[1, 0].set_ylabel(r\"$\\rho/\\rho_{\\rm NFW}$\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We show here the profile for six models, plotted against mass and radius. We omit the \"Inf\" versions of each profile, since they are the same but extend to infinity (and are less useful for the halo model itself since some of them contain infinite mass). " ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 4 }