{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# Local exceedance intensities, local exceedance impacts, and return periods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial presents methods available for `Hazard` and `Impact` objects, to compute local exceedance values and local return periods. In particular, the available methods compute local exceedance intensities (`Hazard.local_exceedance_intensity`) and local exceedance impacts (`Impact.local_exceedance_impact`) for user-defined return periods, and local return periods for user-defined threshold values (`Hazard.local_return_period` or `Impact.local_return_period`).\n", "\n", "We first explain the methods functionality and options using a mock Hazard object such that the computation can be easily followed. Further below, we apply the methods to realistic Hazard and Impact objects. If you are already familiar with local exceedance values and return values, you can directly jump to the section about [Method comparison for a realistic Hazard object](#method-comparison-for-a-realistic-hazard-object)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Demonstration using a mock Hazard object" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define a mock Hazard object\n", "\n", "We define a simple mock TC Hazard object with which we will demonstrate the methods and their different parameter choices. The Hazard object consists of two events and has a spatial extent of four centroids, A, B, C and D. The first event has a (estimated) frequency of 9 times every 100years, and the second even has a (estimated) frequency of once every 100years. The two events have the following spatial intensity pattern (in unit m/s)\n", "| event_id | centroid A | centroid B | centroid C | centroid D |\n", "| ---: | ---: | ---: | ---: | ---: |\n", "| 1 | 0 | 0 | 10 | 50 |\n", "| 2 | 0 | 100 | 100 | 100 |\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# import packages\n", "import numpy as np\n", "from scipy import sparse\n", "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "from climada.hazard.base import Hazard\n", "from climada.hazard.centroids.centr import Centroids\n", "from climada.util.plot import plot_from_gdf\n", "\n", "# hazard intensity\n", "intensity = sparse.csr_matrix([[0, 0, 10, 50], [0, 100, 100, 100]])\n", "\n", "# hazard centroids\n", "centroids = Centroids(lat=np.array([2, 2, 1, 1]), lon=np.array([1, 2, 1, 2]))\n", "\n", "# define hazard\n", "hazard = Hazard(\n", " haz_type=\"TC\",\n", " intensity=intensity,\n", " fraction=np.full_like(intensity, 1),\n", " centroids=centroids,\n", " event_id=np.array([1, 2]),\n", " event_name=[\"ev1\", \"ev2\"],\n", " date=np.array([1, 2]),\n", " orig=np.array([True, True]),\n", " frequency=np.array([9.0 / 100, 1.0 / 100]),\n", " frequency_unit=\"1/year\",\n", " units=\"m/s\",\n", ")\n", "\n", "# plot first event of Hazard object\n", "hazard.plot_intensity(event=1, smooth=False, figsize=(4, 4));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute local exceedance intensities\n", "\n", "Given the information of the Hazard object, which hazard intensity do we expect at each centroid to reoccur at a given return period? For instance, we could ask which intensity to expect every 5, 30, and 150 years. This question is addressed by the method `Hazard.local_exceedance_intensity()` which we will explain in the following, including different parameter settings one can choose from.\n", "\n", "To compute which intensity to expect at a centroid for a given return period, we have to infer from the Hazard object how often different intensities are exceeded. To do so, we sort the events according to their intensity at the centroid, and then, for each intensity, sum the frequencies of the events that exceed this intensity. This resulting cumulative frequency for each intensity then yields the intensity's return period as one over the cumulative frequency. Finally, as we see below, the return periods for new intensities have to be inter- and extrapolated from the Hazard objects data.\n", "\n", "**Examplary calculation for centroid D**\n", "\n", "We demonstrate this computation for centroid D. First, we sort the centroid's intensities in descending order. Centroid D has the two intensities\n", "`intensities_descending = [100, 50]`. Then, the corresponding frequencies will be accumulated in this order, giving the cumulative frequencies\n", "`cumulative_frequencies = [0.01, 0.1]` (note that 9/100 + 1/100 = 1/10). The return periods of the different intensities are then given by `1/cummulative_frequencies`. This means that our data for centroid D suggests that, e.g., we expect an event with an intensity that exceeds 100m/s on average every 100 years. The information for centroid D is summarized as\n", "| intensity (m/s) | return period (years) |\n", "| ---: | ---: | \n", "| 100 | 100 | \n", "| 50 | 10 | \n", "\n", "Now, the question is how to estimate the exceedance intensity for new return periods, e.g., 5, 30, and 150 years. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Option 1 (default setting): interpolation without extrapolation\n", "\n", "For the return periods inside the range of observed return periods (here, 30 years), one can simply interpolate between the data points. For return periods outside the range of observed return periods (here, 5 and 150 years), the cautious answer is \"we don't know\" and one returns NaN. This behaviour is given using `method='interpolate'` which is the default setting. \n", "\n", "Note that, by default, the linear interpolation between data points is done after converting the data to logarithmic scale. We do this because, when extrapolating, logarithmic scales avoid negative numbers. The scale choice can be controlled by changing the boolean parameters `log_frequency` and `log_intensity`. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "local_exceedance_intensity, title, column_label = hazard.local_exceedance_intensity(\n", " return_periods=[5, 30, 150], method=\"interpolate\"\n", ")\n", "plot_from_gdf(\n", " local_exceedance_intensity, title, column_label, smooth=False, figsize=(10, 6)\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Option 2: extrapolation\n", "\n", "If the user wants to estimate the return periods outside the range of observed return periods (here, 5 and 150 years), they can use `method='extrapolate'`. This just extends the last interpolation piece inside the data range beyond the data borders. If there is only a single (nonzero) data point, this setting returns the given intensity (e.g., 100m/s for centroid B) for return periods above the observed return period (e.g., 100 years for centroid B), and zero intensity for return periods below. Centroids where all events have zero intensity will be assigned zero exceedance intensity for any return period." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "local_exceedance_intensity, title, column_label = hazard.local_exceedance_intensity(\n", " return_periods=[5, 30, 150], method=\"extrapolate\"\n", ")\n", "plot_from_gdf(\n", " local_exceedance_intensity, title, column_label, smooth=False, figsize=(10, 6)\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Option 3: extrapolation with constant values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Users who want to extrapolate in a more cautious way can use `method='extrapolate_constant'`. Here, return periods above the largest obsvered return period are assigned the largest intensity, and return periods below the smallest observed return periods are assigned 0." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "local_exceedance_intensity, title, column_label = hazard.local_exceedance_intensity(\n", " return_periods=[5, 30, 150], method=\"extrapolate_constant\"\n", ")\n", "plot_from_gdf(\n", " local_exceedance_intensity, title, column_label, smooth=False, figsize=(10, 6)\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Option 4: stepfunction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, instead of interpolating between the data points, one can use `method='stepfunction'`. Here, a user-provided return period will be assigned an exceedance intensity equal to the intensity corresponding to the closest observed return period that is below the given the user-provided return period. The extrapolation behaviour is the same as for `method='extrapolate_constant'`. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "local_exceedance_intensity, title, column_label = hazard.local_exceedance_intensity(\n", " return_periods=[5, 30, 150], method=\"stepfunction\"\n", ")\n", "plot_from_gdf(\n", " local_exceedance_intensity, title, column_label, smooth=False, figsize=(10, 6)\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute local return periods\n", "\n", "Using `Hazard.local_return_period()`, you can locally compute the return period of events exceeding different (user-specified) threshold intensities. For instance, you could ask every how many years (on average) do we expect intensities exceeding 5m/s, 30m/s, and 150m/s.\n", "\n", "The different settings of `Hazard.local_return_period()` are similar to the ones available in `Hazard.local_exceedance_intensity()`, see Options 1-4 above. For instance, if we use `method='extrapolate_constant'`, we obtain the local return periods shown below. Note that the main difference to the local exceedance intensities described above is that, for a threshold intensity above all observed intensities, the method assigns NaN, and for a threshold intensity below all observed intensities, the method assigns the smallest observed return period." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# method: extrapolation\n", "local_return_period, title, column_label = hazard.local_return_period(\n", " threshold_intensities=[5, 30, 150], method=\"extrapolate_constant\"\n", ")\n", "plot_from_gdf(local_return_period, title, column_label, smooth=False, figsize=(10, 6));" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# method: extrapolation\n", "local_return_period, title, column_label = hazard.local_return_period(\n", " threshold_intensities=[5, 30, 150], method=\"extrapolate\"\n", ")\n", "plot_from_gdf(local_return_period, title, column_label, smooth=False, figsize=(10, 6));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Method comparison for a realistic Hazard object\n", "\n", "We now showcase the different settings for `Hazard.local_exceedance_intensity()` with a real example (historic tropical cyclones in Florida from 1990 to 2004). First, we read in the hazard object.\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2025-03-31 17:21:06,957 - climada.hazard.io - INFO - Reading /Users/vgebhart/climada/data/hazard/template/HAZ_DEMO_FL_15/v1/HAZ_DEMO_FL_15.h5\n" ] } ], "source": [ "# load example hazard object\n", "from climada.hazard import Hazard, Centroids\n", "from climada.test import get_test_file\n", "\n", "haz_tc_fl = Hazard.from_hdf5(\n", " get_test_file(\"HAZ_DEMO_FL_15\")\n", ") # Historic tropical cyclones in Florida from 1990 to 2004\n", "haz_tc_fl.check() # Use always the check() method to see if the hazard has been loaded correctly" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we plot the hazards local exceedance intensities for user-specified return periods of 10, 100 and 200 years. We use the setting `\"method=extrapolate\"`. Furthermore, we indicate a specific centroid (red circle) that we will analyse in more detail below. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import cartopy.crs as ccrs\n", "\n", "# choose centroid index for analysis below\n", "i_centroid = 1363\n", "coordinates_centroid = haz_tc_fl.centroids.coord[i_centroid]\n", "\n", "local_exceedance_intensity, title, column_label = haz_tc_fl.local_exceedance_intensity(\n", " return_periods=[1, 10, 20], method=\"extrapolate\"\n", ")\n", "axes = plot_from_gdf(local_exceedance_intensity, title, column_label, figsize=(12, 8))\n", "for axis in axes:\n", " axis.plot(\n", " coordinates_centroid[1],\n", " coordinates_centroid[0],\n", " marker=\"o\",\n", " markersize=10,\n", " markerfacecolor=\"none\",\n", " markeredgecolor=\"red\",\n", " transform=ccrs.PlateCarree(),\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we calculate the local exceedance frequencies for return periods ranging from 5 to 250 years, using the four different options explained above." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "test_return_periods = np.arange(0.5, 25, 0.1)\n", "interpolated = haz_tc_fl.local_exceedance_intensity(return_periods=test_return_periods)[\n", " 0\n", "]\n", "extrapolated = haz_tc_fl.local_exceedance_intensity(\n", " return_periods=test_return_periods, method=\"extrapolate\"\n", ")[0]\n", "extrapolated_constant = haz_tc_fl.local_exceedance_intensity(\n", " return_periods=test_return_periods, method=\"extrapolate_constant\"\n", ")[0]\n", "stepfunction = haz_tc_fl.local_exceedance_intensity(\n", " return_periods=test_return_periods, method=\"stepfunction\"\n", ")[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we focus on a specific centroid (red circle in above plots) and show how the different options of `Hazard.local_exceedance_intensity()` can lead to different results. The user-specified return periods from above are indicated as dotted lines. Note in particular that the return periods 5 years and 200 years that we considered above, lie outside the range of observed values for this centroid (blue scatter points). Thus, depending on the extrapolation choice, `Hazard.local_exceedance_intensity()` either returns NaN (`\"method=interpolate\"`, default option) or different extrapolated estimates." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot different extrapolation methods at at centroid\n", "import matplotlib.pyplot as plt\n", "\n", "fig, axes = plt.subplots(2, 2, figsize=(9, 9))\n", "plt.subplots_adjust(wspace=0.4, hspace=0.4)\n", "\n", "for axis, local_exceedance_intensity, color, title in zip(\n", " axes.flatten(),\n", " [interpolated, extrapolated, extrapolated_constant, stepfunction],\n", " [\"teal\", \"g\", \"r\", \"orange\"],\n", " [\"interpolate\", \"extrapolate\", \"extrapolate_constant\", \"stepfunction\"],\n", "):\n", " axis.plot(\n", " test_return_periods,\n", " local_exceedance_intensity.values[i_centroid, 1:],\n", " color=color,\n", " )\n", " axis.set_ylabel(\"Local exceedance internsity (m/s)\")\n", " axis.set_xlabel(\"Return period (years)\")\n", " axis.scatter(\n", " 1\n", " / (\n", " haz_tc_fl.frequency[0] * np.arange(11, 0, -1)\n", " ), # sorted return periods of intensity values at centroid\n", " np.sort(np.unique(haz_tc_fl.intensity[:, i_centroid].toarray()))[\n", " 1:\n", " ], # sorted intensity values at centroid\n", " s=10,\n", " color=\"k\",\n", " )\n", " axis.vlines([1, 10, 20], ymin=-1, ymax=70, linestyles=\":\", colors=\"gray\")\n", " axis.set_title(f'method = \"{title}\"')\n", " axis.set_xlim([-1, 25])\n", " axis.set_ylim([-1, 68])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute local exceedance impacts and local return periods of impact objects\n", "\n", "Completely analogous to the above explained methods `Hazard.local_exceedance_intensity()` and `Hazard.local_return_period()` of a `Hazard` object, an `Impact` object has the methods `Impact.local_exceedance_impact()` and `Impact.local_return_period()` (to be added soon).\n", "\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2025-03-31 17:21:31,356 - climada.hazard.io - INFO - Reading /Users/vgebhart/climada/data/hazard/tropical_cyclone/tropical_cyclone_10synth_tracks_150arcsec_HTI_1980_2020/v2/tropical_cyclone_10synth_tracks_150arcsec_HTI_1980_2020.hdf5\n" ] } ], "source": [ "# prepare hazard object\n", "\n", "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "from climada.entity import ImpactFuncSet, ImpfTropCyclone\n", "from climada.engine import ImpactCalc\n", "from climada.util.api_client import Client\n", "from climada.util.constants import CMAP_IMPACT\n", "from climada.util.plot import plot_from_gdf\n", "\n", "client = Client()\n", "haz_tc_haiti = client.get_hazard(\n", " \"tropical_cyclone\",\n", " properties={\n", " \"country_name\": \"Haiti\",\n", " \"climate_scenario\": \"historical\",\n", " \"nb_synth_tracks\": \"10\",\n", " },\n", ")\n", "haz_tc_haiti.check()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2025-03-31 17:21:32,751 - climada.entity.exposures.base - INFO - Reading /Users/vgebhart/climada/data/exposures/litpop/LitPop_150arcsec_HTI/v3/LitPop_150arcsec_HTI.hdf5\n", "2025-03-31 17:21:32,768 - climada.entity.exposures.base - INFO - Hazard type not set in impf_\n", "2025-03-31 17:21:32,769 - climada.entity.exposures.base - INFO - category_id not set.\n", "2025-03-31 17:21:32,769 - climada.entity.exposures.base - INFO - cover not set.\n", "2025-03-31 17:21:32,769 - climada.entity.exposures.base - INFO - deductible not set.\n", "2025-03-31 17:21:32,770 - climada.entity.exposures.base - INFO - centr_ not set.\n" ] } ], "source": [ "# prepare exposure\n", "\n", "exposure = client.get_litpop(country=\"Haiti\")\n", "exposure.check()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# prepare impact function\n", "\n", "impf_tc = ImpfTropCyclone.from_emanuel_usa()\n", "impf_set = ImpactFuncSet([impf_tc])\n", "impf_set.check()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2025-03-31 17:21:32,824 - climada.entity.exposures.base - INFO - No specific impact function column found for hazard TC. Using the anonymous 'impf_' column.\n", "2025-03-31 17:21:32,825 - climada.entity.exposures.base - INFO - Matching 1329 exposures with 1332 centroids.\n", "2025-03-31 17:21:32,827 - climada.util.coordinates - INFO - No exact centroid match found. Reprojecting coordinates to nearest neighbor closer than the threshold = 100\n", "2025-03-31 17:21:32,830 - climada.engine.impact_calc - INFO - Calculating impact for 3987 assets (>0) and 43560 events.\n" ] } ], "source": [ "# compute impact\n", "\n", "impact = ImpactCalc(exposure, impf_set, haz_tc_haiti).impact(save_mat=True)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2025-03-31 17:21:32,861 - climada.engine.impact - INFO - Computing exceedance impact map for return periods: [10, 50, 100, 200]\n" ] } ], "source": [ "# compute local exceedance impacts\n", "\n", "return_periods = [10, 50, 100, 200]\n", "loacl_exceedance_impacts, title, column_label = impact.local_exceedance_impact(\n", " return_periods=return_periods\n", ")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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lbNmypc0JKRaLkZOTc9zOF3B6Ecx1AQEBx5Jgnju+dAmRd8899/D000+zbt06cnJymDZtGj//+c8ZNmyYt49Sih//+Mf87//+L4cOHWLKlCn87ne/Y9SoUd4+69ev57Of/Szbtm3ji1/8Iv/v//0/b1v//v3Ztm0b7777LmeddZa3/vbbb2fFihXMnz+/1f4lEgn27t3Ljh07KCws7NzBHweUUtTW1lJUVIQQ4kR356g4FcYALcdRU1PD73//e/bt20e/fv0YP348vXv37vAYGxoa2LdvH0uWLGHv3r0UFhYyceJEJk+eTHl5eaeO4WSlK42jrq6OPn36kEgk2pyMOtPCUl1dfdjzBXQuwVx37OhKf88d4VQYR7YxPPONj/G2GkJEJRkX28CwxHbyzCaQCiUlyDYSvUuFlhcBTSCEhlLSPo/Q2aGXsuvsW1m1ahWWZTF06FAmTZrEmDFjCIfDnT6Ok42uNIZgnjv+dAmR9+abb3LbbbcxefJkTNPke9/7HrNmzeLDDz8kLy8PgF/84hfce++9PPTQQwwdOpS77rqLmTNnsn79egoKCgC47bbbuOGGG5g8eTJf/vKXueiiizj77LO980SjUf7jP/6DN99886j6WVhYeNJNfGD/kSulKCwsPOF/5EfLqTAGSI1j37593jg++9nPsn79et577z1eeuklotEoAwcOpLKyku7du1NfX8+GDRuoqqoiJyeH8ePHM3DgQPLz81s9T0FBARUVFYwZMwbDMHjvvfdYunQp77zzDv379+fKK69Me7A8mjGcKvfiZB2H4Oj7rAgq55wIgrnu2HGy/z27nArj8I9h89eHglSckyMYLepYEqtkZeE4loszKE/up29sF6Xxg4RVgp3hMrbm9KFez2Ng83ZGNWygNHYATUk0aaJFIghNAzRbGKIYyV5GLfoJ50mNulufZNGiRTzxxBO88MILnH322Vx66aVHbRU61e7FyTiGYJ7rGF1C5L388stprx988EF69uzJsmXLOO+881BKcd999/G9732PuXPnAvDwww9TVlbG3//+d770pS8BUFNTw4QJExg7diyVlZXU1tamtfulL32J3//+97z44otceumlx2dwAQEZ7Ny5M+1bJU3TGDFiBMOHD2fPnj1s3LiRzZs3s3btWtwyluXl5YwcOZIDBw7w2muvAZCfn09FRQXl5eVUVlZSWVmJpqXnUhJCYFkWkyZNYvz48TQ3N/PGG2/wq1/9ijPOOIOrr76a4uLi4zf4gM6jI/N1MPedEIK5LuB0YtNXhyJQoNkfVt1EjBnmSqY2vM+WcCWbjF6szB1GrMCeD8MywYCmHfSxdrM+byAf5g9Fkxal8QOUm/upELX04SD5KpZ2HiUlUQ2i/zOXy02L4l+v5d1332XevHksWbKEq666ijPPPPOkFDmnPcE81yG6hMjLxJ2wSkpKANiyZQvV1dXMmjXL2ycSiXD++eezcOFCb+L7yU9+wsyZM2lubuayyy7j4osvTmu3f//+fPnLX+Y73/kOl1xySYsH4oCAY8mmTZs80ZYNIQTl5eWUl5dzzjnnkEwmqampIS8vj9zcXG+/hoYGqqqqqKqqorq6mkWLFpFMJsnPz2fEiBGMGjWK7t27t2jfMAwKCgq48sorWbt2LW+++SY//vGP+djHPsaMGTOCCTAg4DgTzHUBpxqbbh2IQhAr7EUUPIGHptmulppGVCUYEd/K8NoNSFPSIHJIYlCYrEN3nsyn7FvKvkgPqvQe7M0pZWteLz4Ij0QoSV9zDyPiWxic2IWBBYCy7J8IjZo7RjMC6GWFWZAzjocfruPtt9/m05/+NGVlZcf9mgQEnCi6nMhTSnHHHXdwzjnnMHr0aMD2qQVa/HGWlZWxbds27/Wll17Kvn37qKuro7S0NGv73//+93nwwQd55JFHuOGGG9rdt7Ye0rsqbr9Pxr67nOxj2LRpE9C+cRiGQY8ePbzjXPLy8hg8eDCDBw8GQEpJdXU1a9euZdWqVSxZsoQePXpQUlJCt27dKCoqoqCggG7dulFQUICu64wYMYKBAwfyj3/8g2eeeYZp06alCcm2ONnvhUtXGkd7+6ChddiNRSKP+viAjhPMdZ1LV/p77ggn8zg23TYYECgESugoMgQeONvs9UoIlII8qwknzA7pHCOkomfTPro37wPWIgyI50TZVjqItdFBvJw/jbBMUJ48QKFspMhqoFA2UEQTRSSIqBjG1n1cOnAxW8ztPL8Jnv/Op/j8n14/4vGczPfCpSuNIZjnjj9dTuR95StfYeXKlbz99tsttmVaGpRSLdZFIpFWJz2A0tJSvvnNb/L//t//45Of/GS7+lZbW9sl/lDai1KKhoYGoOU1PFk4Wcewc+fOtNdKKS+ouDPHUVJSwtlnn81ZZ53Fzp072b17Nw0NDezYsYN169al7Zubm0tBQQG9evUikUgwZswYtmzZ4m3v3bt3m+c6We9FJl1pHHV1de07QNAxNxYIXFlOMMFc17l0pb/njnAyjmPnL+eCaUJhL8AWcom8UtBsyYewRR6A1JuQRrO9XyyJTFi2wMt4vynT+ZkvUBK0kELTYXAozmC1lvpkHtsiFdREC6kzytmt5WJqIe94Q5nklzWSX1tPxIxTWFDAMC3JylvPAKXo97P5hx3XyXgvMulKYwjmueNPlxJ5X/3qV3n++edZsGBB2oOmmw2wurqaiooKb/3evXuPyvR+xx13cP/993P//fe367iioqKTLhgdUt+edIXsSkfLyTYG13KXmdHJHUc0Gj1m4xg2bFhaUhXLsqivr6e2tpa6ujpqa2s5cOAAb731FpZlMWPGjLR+7t+/H4BBgwZlbf9kuxet0ZXG0d7zC+dfwMlJMNd1Pl3p77kjnGzj2PT1YUQTSXBdgjXNtuAJjWjjboSTEdN125R19ciGRvv3pgQyZqJMe8zKSrXrijwrZrerGQoRVhhNOmiC7kB3VqcO0ARxPUJdtIi6UBH1Rj61Io8ddKcmt5T+m9eQ++EKjN5JjO757LllEEoqhj12oNWxnWz3IhtdaQzBPHf86RIiTynFV7/6VZ555hnmz5/PgAED0rYPGDCA8vJyXnvtNSZMmADYKVbffPNNfv7zn7f7fPn5+fzgBz/gRz/6EZdffvkRHyeEOOF/JEeL2/eTtf9wcozBFXdt9fF4j8MwDIqLi1skWGlqaqKuro6ePXtmPW7z5s3e75mC72S4F0dCVxlHe8+vCa1DfVYoLP8TVcBxIZjrji1d5e+5o5wM49h060CQjnOlpgHK/uloPaEpW+ChsI14ylkvEI7wEEohBKAUMuk07HjXqYQzduenbc1WqLjltOdDEwhDI0fFyIklqJCHENK26kkpqU6UUBJtRBXGadyUS2K1TihiESluZuPNFai47V2jpGLY/x1Ka/pkuBeHo6uMIZjnjj9dQuTddttt/P3vf+e5556joKDAi0soKioiJycHIQS33347d999N0OGDGHIkCHcfffd5Obm8qlPfeqozvnFL36R//7v/+bRRx9lypQpnTmcgNMQV9ydTOTm5h5xHJ47vtasewHHF62DE/Zp7sFywgjmuoCTmc3fGAmAamxKrWwtqY+jxFw3zVb38+MKPAlKOuLO+Yn3U6Vi/fynkqksnkqm9hBAhXXQ/n1wN5RZi5KCRHOEZDxMojZOtLvtPpozvBvrrykGqRj2ZM3h+xtwTAnmuY7TJUTe73//ewCmT5+etv7BBx/k5ptvBuBb3/oWzc3N3HrrrV6B2FdffdWrG9ReQqEQd95551FPnAEBLidC4CWTSerr69E0jXA4TDgcxjCO/Z+zmyE0FotRVFR0zM8XkJ3AjeXkJJjrAk5WNv/bCFRzc+s7aI5LpqaRFkjlrTs8bvIVZQqUFCigMZxDQgsT1uPkECdiJdDcx3ctJfzQhC3upPIKrIuM8yopyR1ehFxdbwu9WISmulzMmG31S9Q2ESmNE+1viz2loPyBLQScGIJ5ruMIdbJFV58A6urqKCoqora29qSLUwDbzaG2trZL+GQfLV1hDPv37yeRSFBZWQkcnbhzBVJ7YvIaGxvZsWMHO3fupKqqirq6OmKxWIv9ioqKqKiooLKykoqKCkpLS9F1vd19PBytjeFks/J1hfeUy5F+xrj75Ro5HfuGUymazOaT9jMt4NhwMs91XenvuSOc6HFIKVm3bh1Dhw7FMAw2fW2I587Yoj++ODy/mFMIYvmV5DTvQWSIPFVbh1VjJ+CQTQk78UpCkkwK9oV7sDuvgt155dREu9EYyUVq6XOYIU1Km/ZRHttHeWwvZc17yRcx22XTcdvE0NDCBiIUcoqmt8Q61EjTVp14XQ6JhC3yTMtAE4pQKEkokiBUkECb2I/cxB5I2P6kSkqGP93OBCInkBP9fvITzHPHny5hyQsI6OrU19dz77330tzczCc+8YlOrbXT0NDA+vXraWhooLm5mYqKCgYMGMC2bdtYtWoVVVVVABQXF9OrVy+GDh1KQUEBBQUFXrbOWCzGvn37qKqq4qOPPkJKiWEYlJWVpQm//Pz8Tut3JoFL5/FD74RYhYCAgIBMXn31VZ5//nkmT57MuUt/Cmay7QMyBJ5LmpumUyphs1lMNT1pyBUYSAaZm9FJ8GHxENYXDiKhRzCsJGX1e+m/fxsFsUZym5oImwlkRMOMGjTm5bIntycfFQ1ieY+xABQk6ymP7aUisZ/y5D5KqUM4LpuuNS9T7OnFeURjdUhTQypnH6VhWjpWPIJpGiQSEbTNIVRDE/kj7NAGYVmsm1sIUjH82foOXu2AtgjmuY4TiLyAgMMgpeTBBx8kkUjQrVs3HnvsMSorK4nFYjQ0NGBZFt26daN///4MGzaMHj16pH0wNTY2snv3bi99cF5eHv379yccDvPWW2+xYsUKAAoKCgiFQnz44YdeRqz+/ftz6aWX0rdvX/Ly8o6ov6ZpsnfvXqqqqti9ezfr169n6dKl3jlGjRrFmWeeSSgUOkxLR4ffwhkIvmOD6GD9oCBaISAgIJP169fzwgsv0F8/yJIlS9isppKjJWggSiMRckjQkzqGqioGafsJk0pqIZVgjyrgAPk0qQhR2Y0y1UiZaqRa5vNa8yD2ynzyRIxco5kmLcLynnYW6NxkI6MOrGVA3XZ6NO5HM8FKOMIr6WTXNC10SyLioPbbcXiNkVyqc3pSnVvGnmgpm/L7I4WOrkwqkvuZlviQXupQy4E6hCoKicbrUNInUBNgWjoJ00BTOlpTBLW3ELPO9p6JFDeTN7Y7Vn1TIPaOMcE813ECkRcQ0AbJZJInnniCdevW8fGPf5yysjI++OADqqurveLimqZx4MABPvjgA9577z0KCwspLi5G0zRqamo4dMieZAzDQAhBTk4OL7/8Mv369WPz5s2cddZZTJo0iUgkAthZL7dv305lZeVRuRgYhkFlZSWVlZVMnDgRsC2RVVVV7NixgyVLlrB69WrOO+88hg0bhnaE8RJHQ2DdOzYEAekBAQGdyebNm3nwwQfpIw5yVXIRO1QJa0UvTDTKqSGPBE0izE5KeFGbgIFFDxrIVQkSlsEeVUDSeaSMkCRilVAXK6Gn1kAcgzAW1+avoVfdNqz6BhSw0yoikRT0adyFhrITrhi2/UVzLG+u/U0zlF13z/HeVBLy4k0Mim9lcOM2hAaWprM/2p3q3DLW5w3i//IvZHhyG2fH11CAXbbBn6AFINK/EGXaIk3tc2IBlUBaOgnLQDNDyFjEE51mLESitoFoaYzo0O7IxmbWzbHjZQOx17kE81zHCUReQEArbN++nQceeICamhpmzpxJv379AFrNUGdZFtu2bWP79u1eMeF+/foxbdo0evXq5blKHjhwgDVr1rB06VIGDBjA2WefndZObm4uw4cP79SxuO6dQ4cOZeLEibz55pu8+OKLLFy4kAkTJjBkyJCjTuxwJATWvewopdizZ09auYojQRMaWgcmPxlMfwEBAdieH4/cfjmLrf6UUcNsczECi77aAfoqu4ac96DtfGzUijw2iHL2k08zYfJFnAHaQfpoNfTUG9GFoinaiz1mgn/FBlIro3y6cDUVRiNS0xBhAwH0pRFygPxCVDKJMiUqYSJjJsJwyiwknJIJGmghEIawxZ5Uqbp6TsZNHYvyxH7KzQOMi33EuoIhvJMzlo/y+jAkuYPRiS1Ush/ddd10xF50cIHzExpX1RGrycVIhIibYUwgYRnETftx2UhE0Jty0Q9KjE0m4ahGOF+R01ey4QY7jMNqbA4sfBnEYjE++uijdh0TzHMdJxB5AQEZxGIx3njjDV566SV69OjBpz/9aXr06HHY43RdZ+DAgQwcOLDVfZRS5OXlcd5559G/f3+6d+/e6r6h+nch5nzDaMYxK468zlVbdOvWjSuvvJLq6mqWLl3K/PnzmTdvHqWlpV7/y8vLj5mFLxB8Kf7617+yaNEiEolEu46zax4d/f0RZE9GEBAQcPqwdetWHvzFDzig+jFNrmOy3JTKXJkNZ04ooplJYltaLJ73eSQECoGmaQwwari+cA3VZh4Vhm1J00qK0bqlMjMrKVENjajmZlTCRIUMlGxGSFvBCenW18Orh4dUtonP/QiUyteeXZ9Pk5JRzZsYJnezJtSf98NDWB/uR1gl6Jfcw4Dkbvonq8lV8TTLXk5/gdwYgwawlIbUFKCwHLfBpNIxpYYhJZbUsCydZDxMsilOuMier3OHRBAhw3bnNCXDn284mttzyrBz507+67/+i/r69oneYJ7rOIHICwhwOHDgAM8++yyrV68mkUgwZcoUzjrrrGOSoRLwLIMnivLyci677DKam5vZunUrW7Zs8VxOc3JyGDZsGNOnTz9m44fT252ztraWRYsWcdlllzFy5Ej+9Kc/HfGxmhOtcPScvNkHAwICjh7Lsvjggw946cH/YpdVRHel+FRyAaVWjb1DWyUPPAuYlr5O01BKpj+QO/vmkmCgkSClyFrBy9Qp0HLDIONOOxbKst00bSuenUVTmRLhCFJ/3TzhbHf3C8kk4+MbGBffwF6tG1tCFWwxKng1bwooRbl1kHOaP6C3ud8+d0EOOb3rUdsFUmlIzcTSJMKyz2EKDUtpKARSClvoSQ3TNEjGwwAk6+NEiuvJn1iOVdtgu3NKddqKvQULFpCXl8ctt9wSzHPHmUDkBZzWKKXYsGED8+bNY+XKlUQiEcaOHcv48eO7VsrdDnybdThycnIYMWIEI0aMQEpJVVUVmzZtYtmyZUgpmTFjxjFPvXw6ij23BEU4HKakpKRdx4oOxioEtYcCAk4vGhsbeeedd3jzzTc5dOgQvbG43FzCwOQuNDOVQEVpAhHWPPEG9jyZ9fPGjW/zCz1a+VLQ116rGDrCBEIGIpqy5KWseY4lz39+92dGrF0mQirK5CHKZA1nxdfSqMJsDVWwMjKY5/PO4dr6NyiR9aAJjNICIs11SKWRNCRCt7CcDJxIQDhWPqWjoZCWQHcsewBmUrdj9/51iEj3GLljy5G19ay7IpXd+nQSfLm5uSQSiWCeOwEEIi/gtCSZTLJ06VLmzZvHzp076d69OxdddBEjR448Zlkn24sQGirspm0+TBrrTkLTNHr16kWvXr0oKSnhlVdeobi4mEmTJh2X82erPXiqCr9IJMKwYcN4/fXXmTx5cruO1YWG1iE3loCAgNOBqqoq5s2bx3vvvYdMxhkud3FpYiM9kwdRpgXKiVwSKUsagDAcsdaa0HNFW4bQ84SXkqAUyhNoWutCTxOIUAih6yjDAtNCd/bTwgYyYXqlEETIsPssld1/8BVATy+SrqRCCF9/AJW0X+dpFqMSWxmc2Mn/FV7Is/nncm39G+Q6FsRI30LC/QTU1iP3NZJscqx0yRDCssWdpTQsNJJKR1MpMapbofTYvS1JQmGdSCFEe9t93vCZSmRjMyqWREnFiH80tuu+nkyMGTOGV199lSVLlrTruGCe6ziByAs4raitrWXBggW89dZbNDQ0MHDgQK6++mr69et3wguFZpLIz57g5XgxevRoDh06xJtvvolSiokTJx7TTJytcapZ+WKxGKtWrWL58uWsW7eOCy+8sN3vPU2IDgWkB9NfQMCpi5SSNWvWMG/ePNatW0cecc7UdzImuZGcRCPKtFCWlRJFgNAcV0wrlZVQhNtw2/SLNp/QU5rPfVJK0LWWx2YgIhGUlgTT8j6Z3Lp2IhRC03Vb5LmupKYtBIUr5kyJktITWa2hXIuf+7umiGiSKxve5rGCGTyTfx6zGxfZFj2pQBdE+uVh7YrhVotQSnjXyV4BoCHtqnzePgrRInbPTBokGuz468juWnIG6+jF+cjGGGsvs0sknSpiTynFzp07Wb16NQsWLKCoqKjdc3gwz3WcQOQFnFIopWhsbKSxsZFoNEpOTg6JRII9e/awYMEC3n//fQzDYOTIkUyYMIHi4uIT3eUuzTnnnINlWSxYsID169czc+ZMevbs6W1PJpNeaYhjzaZNm056oTdv3jyee+45EokElZWV3HjjjUyZMqXdAema8y8gIOD0JJlMUltbC9i1V4UQNDU1sXLlSubPn8/evXsp1xu4VNvCkPg29KRCNsVsceeIIqTyLHZ+K5gQjhjKiMFz67e2adHz1jvbULYrp2WBl6UzQ4xpmu25ojltKV+/TAtBSuAJTaCcmDtXaNnJWIRjzZNpiVhcC54fbx+nzQKzjiutebxUdDaPFM5icmwtk2Lr0J12ooMiWMkkupIoqSGlQFcCJEgEurKzwJjOZ7JEIBFoSnlizx+7B2AmQyQaEkSKa8k/owdaLIHV2Mzay/JOeqF36NAh/vjHP7JlyxYikQjjxo3jiiuuwDDaJzmCea7jBCIv4JRAKcXixYt54oknaGpqyrpP9+7dueqqqygvL/dq0gW0jRCC6dOnM2zYMF599VX+9re/UV5ezvDhw6mpqWHFihVUVlYyderU42INPZmtem+//TZPPPEE559/PjNnzmx3fIKfwI0lIOD0pLa2lkceeYTVq1dn3a5pGhMmTGBGw+uUN1dDIo6KJVCAiidtF0fXtTHDvRFwBJVEOaJJaGR3s/SvS3PVtIPWlJIpoagdQTyeJkBpoCmElCgvEYvTpiPw0Jx9NJXKAyoVQrPdToUdJeet97tupvffcfHU7PWl5n4+FXuBxYVjWZw3ivcjQxmc3E2FbrCsZASNZ0cZV/chQ9esJ3wgCQkAA2UJTKEhlMJwzmtiu3FKlCcCFcKL3QNswZd0MnO+WUekOE7e5N5Yh2rtrJyASlgnneBramriN7/5DfF4nFtuuYWRI0d6ydvq6ura1VYwz3WcQOQFnBK8/PLLvPDCC1m33XjjjSQSCSoqKk6Iu+GpQEVFBZ/+9KfZsGED69evZ8WKFTQ2NjJlyhS2bdvGU089RWFhISNHjmT48OGUlJQcU8F3ssTuLVmyhNdee41YLMb+/fs577zzuOaaazp8bYKA9ICA04+Ghga+853vZN02ePBgLr74Ysw/30D+shdR8bhdcy6eQCVMwBYNrrhTElscmRIR1r2EJsotXSBsd0xl4rlFuihNa/n547lhOnOsJVHJJLYlT3jWurR2HCubu95vzUtvXfeVanC2aMLn2qlsF07XOunE7LUgw9JnWzRT+2nAWbGlDA9vYH3BIDbkDWBnTm8KGzcyUO5mRdEo3p82hr51O+i/dQc9dxxAb5bolk5S6l5yFoFyRJ6wY/awY/h0JdFca6hUTuyepLk5in5QUrOtiVAYwvn2Pjm9LTZ+oQ+yvhHZlECZkhEvZv8S+0TS0NDA448/zvbt22lqakIpxb//+79TVlbWoXaDea7jBCIv4JRg0KBBjB49mrKyMpRSrFq1in379gEQDocpLS09wT08+dF1neHDhzNs2DDq6+sJh8NEo1HOPvtsdu3axYcffsj777/PokWLyM/Pp3fv3kSjUWpra5k9ezY5OTnHtH9dzcq3cOFC/va3vzF27FjKysqorKxk8uTJnSJ+RQdTS6sTNPn993//N3/84x9RSjFjxgx+9atfdblY2ICArkokEuGCCy6gqamJ/Px8ampqWLZsmb1tx3vk/PmPqOaYJ/BUMmn/TNjCzRY12GLHjSnTgEQqu6aXvdK1xGlOAhMOY81zX9utOMc77ppo4Ni1su2v/M06ljpSLaUnfXEFoK6n3EeltIWkZ6V0XE6zuGq6pInADEHYLVbDlMT7nFmzghpzBMWHPkITMFF8wIa8gazNG8D8ceegjbEoOVRD8f4a6vPyKd29n34bd4LScO2Mjox1YvY0r0C3hkIpWwTqUraI3QNINiWIVB8kZ6CGUVqEVd/EuivyUabdalcQfI2Njfz617+mpqaGs846i3A4zJlnnpkW1nG0BPNcx2m3WWPBggVcfvnlVFZWIoTg2WefTdu+Z88ebr75ZiorK8nNzeWSSy5hw4YNbbY5ffp0T7H7l4997GPePj/60Y9abC8vL09rp7q6mtmzZ1NZWcmtt96K9AX4uud47LHH0o6577776N+/f3svQ0AXY+jQoXz2s5+lpKTEE3iVlZVcccUVFBUVHb6BgHYRCoU8l1chBL1792bWrFl8+ctfZs6cOZ4755YtW9i2bRtr1qw5bn3btGlTVkvf8WTlypU88sgjnHvuuXzpS1/iqquuYsqUKZ1mSdaF1uHleLNv3z5++9vfsmzZMlatWsWyZctYtGjRce/HkRDMcwFdkVAoxCc+8QnOP/98amtrWb58OWFhMtHYwblivece6QkYodmxbW4MmyZSRcX9lQ7SYulsa5dyrV6OhUx5ljJ7UZZliyzfOvt4mX1xBVhjU2ppjqGaY5BIeslU7MW023eWIyHlhuqIUy8Dp7RFUbZ4PWe8LdpyhDBSkWs2e9k7c6w445o+4tqDr3DjoX9w9p73yEs0sqtPBbXFhawfOwR00IVER6KhvAXAdCx77uK6dZpKJ6l04tIgngwRi0eIxSM0N+bSsK+Q2pUhGlYcRMuJoHcvRMuPoOVHWHtZHh9ecmy/PG0Ly7K4//77qamp4fbbb2fu3LlcdtllnSLwIJjnOoN2W/IaGxsZN24cn/nMZ7j66qvTtimlmDNnDqFQiOeee47CwkLuvfdeZsyYwYcffkheXl7WNp9++mkSiYT3+sCBA4wbN45PfOITafuNGjWK119/3XudWaT5+9//PpMnT+ZnP/sZ3/nOd3j00Ue5/vrrve3RaJTvf//7XH311V0mTX5Ax9m+fTuPPfYY1dXVJBIJzjjjDGbOnElFRcWJ7tppRygUYtCgQWnWtBdffJFFixZRVlZGnz59jritPXv2sHPnTizLom/fvi0edg+HX+gdT+teXV0df/vb3xgzZgyf/OQnj8k3eB0tEnuivuE0TZNYLAbYiSM662GgswnmuYCuhlKKJ554gg8//JC9e/fSo0cPpkc2MVrsJmwlQNnuj8qf1MSpK+dZ56Ry4tbshCACO+bO746p3Lp0rlunnV0EoWkp8SitVHxcRh/Btt0p5b62Y+wAJ+mLI+T8SAm+BF7KslKi0VnvWfPctjKTt2QReN46Z3tmchh3PG0Y/FLXxM0ZIyWyKUmRtp8zcuuYGNlF/eIYe6wy/nHBTD6YOppx765Gt6SXedO252nYFj2nO85nuKkJ9vYvxYoYGKZJn027CDsus1I5xdYtjWQ8TKI2TrR7M/nnDATA2n/Qy8ypTMnIl5vbHkgn89JLL7Ft2za+8Y1vUFlZ2entB/Ncx2m3yJs9ezazZ8/Oum3Dhg0sWrSI1atXM2rUKADuv/9+evbsyaOPPsrnP//5rMdlJiB47LHHyM3NbTH5GYbR5oNeTU0NM2fOZMyYMQwYMMDLPOVy3XXX8cILL/DAAw9w6623HnasAV0fpRRPPfUUjY2NnHHGGYwePZqCgoIT3a0AHxdddBGNjY089dRTXHLJJQwfPvywx2zdupVnn33Ws2a88847zJgxgzFjxhxVHzIte8dS9K1atYqGhgbOOecc9u3bR7du3To90c+JiFVYsGAB//mf/8myZcuoqqrimWeeYc6cOWn73H///fznf/4nVVVVjBo1ivvuu49zzz0XgNLSUr75zW/St29fDMPgy1/+cpdxrc0kmOcCuhobNmxg/vz5nHnmmUxrepuBsbfRMMFSXmybK4CEJlBOYXElFVrUFvtSEwjXsmXayUDQRFoSFqE5WSpdIaYJuz3pe2TWBAotPUFKWmkEx13TNMFxXFSuldG0UEknRtCtcxfXESEDEU59KeFm1xTCieeT0hN6nsCT6ePGyRwKvgyavpIJmbGF9vrs11tJQKQS1EjL3lHWJpEJu6ygFmtGy02SN1xncPggl9Yu4JU+55AsMDj7nSWIJkiYBqZjrXNj9MAWeaYmWDN9NDXlxehJC8vQ2TWwF+Pnf0A4nvRq7+lWCC2h0JtyCNUUULOtBoBQ2CKcbxGttIgO781H15cim+OomOkJ2BEvHTuXzoULFzJy5EgikQgHDx7sUDKxbATzXMfpVFtmPG4XkYxGo946XdcJh8O8/fbbR9zOn/70J6699toW34hu2LCByspKBgwYwLXXXsvmzZvTtn/729/ma1/7GpFIhOXLl3PjjTembS8sLOS73/0uP/nJT2hsPLkyFgVkZ/HixWzYsIFzzjmHqVOnBgKvCxKJRJg7dy7Dhg3jn//8J0uWLEEpRSKRYO3atRw8eDBt/0QiwUsvvUSfPn247bbbuO2226ioqOhUl4dj6c45ePBghBDcf//9/PjHP+bnP/95p5/D/YazI0t7ca1bv/3tb7Nuf/zxx7n99tv53ve+x/Llyzn33HOZPXs227dvB+y02v/4xz/YunUru3btYuHChSxYsKBD1+FEEMxzAcebZDLJY489RkWoifM2/Y7B2j40y7TFWIZK8USRz0XT25bNdTOru6IrjFw3x9TrNJfHTFfNVta51jtlWmBZKfEllS02HeGnEsmWdfQ0zVuyCjyvzzL9d0fMKn+R9KPBKegum6W9JECZApkQyDjIJhMVM5GxJEOs3cyt/Rc13brxrwvPxuouiISSNPXI42CfEoSm0JHeUjWsFzVlxYz61yrOenIho+avoq5HIXsre2R150wqnYRpEE+EiSfCNDfl0HQon/qNedTOr8aqbSLUswS9KBctaqBFDT68NLtnQWcwdOhQVq9ezV133cX3v/99li5d2qntB/Ncx+nUxCvDhw+nX79+fOc73+EPf/gDeXl53HvvvVRXV1NVVXVEbSxevJjVq1fzpz/9KW39lClT+Mtf/sLQoUPZs2cPd911F9OmTWPNmjV0794dgEmTJrFr1y7279/f6jeht956K7/61a+49957+cEPftCxAQecUGpra3niiScYMWIEAwcOPNHdCWgDXde55JJLKCgoYMGCBdTV1dG7d29efPFFAIYMGUJJSQlKKTZt2kQ8HmfmzJkYhoGUkkOHDh2RBbA9bNq0iVgs1ukxm2VlZfz0pz+lrq6Op59++og/+9qDLgR6JxSJzUxpHYlEWrU6tmXdArj33nv53Oc+51my7rvvPl555RV+//vfc8899/D6668zePBg79vej33sYyxatIjzzjuvA+M4/gTzXMDx5sUXX2Tfvn3c2G0rwjKdWDhH4GXGmTl15pAyVWvO2SSwwNA9t0W/9Mlm5TosrgBz8RKxtHTlbBO/6HOSvaS16fxszYKnfNY6JaWdaCajTIQI+9ye/cJXy27NE5pz3YRbfy+1TUm3CDtITSEMiTA0lGlRYe7hGvEvns0/l1fOm86Fi95m6fhxNBTkk9vQROnOfYTjSeq6FbCvVw8qN+6mpPoQTZpBLD8HpKJo9yFMR6TYDrPKS9Ti1t0DvGQtpmnYpRia4oR37SVveC5GaTd7HA1NbP23cwhVb2ZUJ1v1rr/+embNmkVTUxP33nuv56LYWQTzXMfpVJEXCoV46qmn+NznPkdJSQm6rjNjxow2L1gmf/rTnxg9ejRnnnlm2np/G2PGjGHq1KkMGjSIhx9+mDvuuMPbdjhXl0gkwk9+8hO+8pWvcMstt7RjdLZrYAs/8JMAt98nY99dMseglPKSC0yfPv2kGdupeC/aw549ewBYsWJF2odsQ0MD1dXVWJZFv379uPDCCykoKEApxZ49e2hqaiKRSBCLxYhEIsTjcQ4cOMCBAweoqamhoKCAUaNGtSsGyR3Dxo0bPZeQznKrKCoqoqioiEGDBrFjxw6am5vTLD/Z+tIeNOhgrIJNZozkD3/4Q370ox+1u71EIsGyZcv49re/nbZ+1qxZLFy40DvXwoULicVihEIh5s+fzxe/+MWj6f4J5VSf5+DknOtOhc9WaDmO7du389prrzEtupPuognpxpp5FrFMy5fu1H9zRE1YB5LeNqUSqJAOwnZm89wbM0WeEAhdR7numkKkipl7Qk5Pd6fTNbvvCJTQUUYIpOVkz3Tr54HSU2NFSbtdIQCFsiTCq7kH6I7IshWX2zknwYzz0tmuhEAmJSqZyiLqDcdSaLpmn0fZffXiGJ1m/Xk6FKB0zRmLM35ACZBuOlAlERYIZbfpXosmEaZOzwcd/nHuxfTaX0VDQT5FdfUcqOxOPBwmpynGwA+3UbluF416iEZNZ1/vHhgJk0S3HHL3JkBAc14OjUW5NHbLwzIMeu7cR8mBGnvYaOhKYlm2tc+UOolEhERDnEjxfgDyLxyOloiiNeew9soCZMJi5IudY+E3DIOKigqSySSGYVBXV9fm318wzx1/Or2EwsSJE1mxYgW1tbUkEglKS0uZMmUKkyZNOuyxTU1NPPbYY/zkJz857L55eXmMGTPmsBnNsvHpT3+aX/7yl9x1113tyjhWW1t7Uk4gSikaGhoAjkkSiONB5hg+/PBDtmzZwgUXXIAQotO/QTpWuG6KcHLfi6MdQ8+ePTl48CC6rtPQ0EBhoV309ZJLLmlRYsG9pwUFBUybNo0PP/yQv/71rxiGgWma3n55eXk0NTWxfv16ZsyY0Wrii7bGIaXENE2WL1+OrutesovevXu3a3yZjB07loULF/LOO++0+RnY3iKxnRWrsGPHDu8eAEcdO7h//34sy2pRF6msrIzq6moAzjrrLC699FImTJiApmlcdNFFXHHFFUc5ghPLqTzPwck5150K8xykj0NKyaP/cy99CjTG5CVppgeIBMo0QZi0dou8JCEKhK6l1Itl182zRZFrOXPi2NzGfNdOaJqTL0TYmTp1t0C5sGPoDMMWS5ljQJDMKUXoGkJajounRFn2gunG5EmwnPIHznmFpoGhI0JOTF7ISDe3CQ0s037pxSIqlGkiGxNIYaEigEy30AkDtKiGFtFTxyjaGLtAKkgWVQAKFXOKmMc0VEJDSYEWlmghiRZWiLBAc6yFuZE8uhXkIYVOfrye5r4DKTRC9K3ZTd8N6wFIJENYUqOqT28aNR1TQI8ak7qKHDbNPd8W764YBYykibAsDk0dzYCPttJ/y06no85wsOuzJ4AmQLPsMR2YZyF6dSdS15tojzhiXH/ev30aKpZAi8dtoZ+0GPi7d7O8k46cqVOnsmzZMs4880wMI7u0COa5488xq5PnukBt2LCBpUuXcueddx72mP/7v/8jHo/z6U9/+rD7xuNx1q5d6wU7tgdN07jnnnuYO3duu77lLCoqSnujnCy4k3VRUdFJO/n5x9DQ0MBTTz1Fnz59GDZs2AnuWftwxxGNRk/6e3E0Yxg9ejSLFy9m1qxZlJaWeqUVotFom5aus846i5EjR7Jz506am5vJzc2le/fuFBcXEwqFOHjwIM888wxPP/00Z511Vlpb+fn5lJeXt+ir+225m9DALxzLy8vp378/Bw4coKKigiFDhrRrnC5FRUUMHTqU+fPnM3369BaZEl3aex11BEaHMofZxxYWFnbqZ1q2a+xf99Of/pSf/vSnnXa+E82pOM/ByTnXnQrzHKSP45F/u4Kdyd5cn7uS3Abb1U7F7JIDdqFxB781zxe/BoBhpNwTNQ2cmFK3/IGKJeysl8nU51+qLduKZ2cZEali5oaOCIcQkTBCT3+MVEp6WQ2jDVW2yLN8ZRhMC+l8uWa/lt653J9a2ADns1KLhLPW51N+K6ZUWA1NyKYkMq5QplsGQXhCTwsrtAhouYadbdTnzumP2fO7rUo7OSiR/Vux6uyGtJiOjDt9MyRaxEKLKrSIQAvb/YzmhqmIl7DT6MHHVj3FE8PnUJfbDXP/XnL2bwRAb46wvbkHDXoTjZrAQqCjyF+zFatnAYn8KLoG3Woa6FW7n56h/Shg1dBRfDBkBI1mLb32VYGyM6RqUlJat59oMu6Mw7HQCoFZ0Ez8wD7+1XMqVfsdgaJDTjRGP2sffZI7sG4cTG68kZEvH51L5wUXXMDbb7/NunXrOPvss7PuE8xzx592i7yGhgY2btzovd6yZQsrVqygpKSEvn378sQTT1BaWkrfvn1ZtWoVX//615kzZw6zZs3yjrnxxhvp1asX99xzT1rbf/rTn5gzZ44Xe+Dnm9/8Jpdffjl9+/Zl79693HXXXdTV1XHTTTe1dwiA7Sc7ZcoU/vCHP7RQ5a3R0W8VTiT+uksnK27/P/zwQ5qbmzn//PNPyvGcSveivWMoLi5m0KBBvPXWW963aR//+MfJzc097LGuC2Q2unfvzic/+UleeuklXnvttRbbhw4dymWXXZZK0a0Ua9euZfPmzXz00UeMHTuWfv36oZQiFouxfft2VqxYwaJFi4hEIvTq1Yvi4mIKCws5//zzKS4u5l//+heNjY2UlZXRr18/Kioqsoq4mTNnsmTJEpYvX87kyZOz9r+911HQwW84Vee+93r06IGu6963mS579+494s/XrsTpPM/ByTvXnQqfreCb68xSRhh7KRN1dsVwKUFa9kIWV03AcTS0H281zX7tiCQRcixvbjyfaaGkhUooL84sS2/s/0J4sXLC8Xp0SzSk7S3ts2ua7pRncCPLlB23Ji2vXqgSvjg7yylvoADXZRPs2MK06EG3zEMqFlHGExA3ISltz1TTcUX1ZwS1FJhA0kLowrbeWTJVMgJ7PFipLKNC2eUmvHYBYQJuBQhh/y4sBQkFwmknnmRC+CPW5gzg1UEXUpPbjbLaPYzZugbl+KqGw3FEk21F1JTdpIZCV4podQ15QFgpotJCUya5AxsQmmJazbsUbq9lWcU4NvYekHZdDJnkyp0vU5HY592X2mgRG3oP4YPEJEJYXCw/IBw1UJEo+2UeWxLdWRfqA0XQI3mI0htnURCvZ+y372fcuHFs376dZcuWkZeXR9++fenXrx/5+fkt3iXl5eWMHTuWN954g2nTpmWtCRvMc8efdou8pUuXcsEFF3iv3TiBm266iYceeoiqqiruuOMO9uzZQ0VFBTfeeGOLwO/t27e3eAN89NFHvP3227z66qtZz7tz506uu+469u/fT2lpKWeddRaLFi2iX79+7R2Cx89//nOmTZt21McHnBjcSaG+vv6k+7Y5AGbMmMG//vUvtmzZAtDCTfNoKSgo4JprriGZTGI5BXTdRC6vvPIKf/3rX5kxYwaVlZUsWbKEt956i4EDB3L55ZczdOjQtLbGjRuHlJI9e/awdetWdu/ezebNmzl06BDz5s3z3E6Li4vZv38/Sil0XScUCmEYBpqm0dzczIABAxgxYgQ9e/Zk1apVrYq89tLR+kEdOTYb4XCYiRMn8tprr3HVVVd561977TWuvPLKTj3X8SCY5wJONJv+bQSlYgwNMuxLaJLBkazzW+DcRClSIqQjnTTbSkdrXgbudjdjp68doestj/Pi9UDohi3wNA1harabZphUrJySKOmLv/POKdJEXovEKJmFzZ2i5zJpW/Dsxe6rZqTa9hc5V/5jfbF9AMJwykp4dftAmk7pA1NDmjpCkygpUEkNZdjCWrpiVLMojR/gwkPvsio6GICCeAOappCaKyIVg0t2EzvUB1MYICCkFDlSenlnIkqSr5L0HbgT4R0HYw6sYfSBNSRDYVtoapAMh3ml14U823s24+rXclb9ByS0ME+XziIa7c6QpnWcq39EpKEWnTy03GIIaZwbgSZTY2uykK0qjwM5JWzN7cPiP/6RnrF9HMgrp6CggGQy6WXrjUQi6LruzXVNTU1MmTKFHj168MEHH7Bv375OET3BPNdxhDrZHO9PAHV1dRQVFVFbW3tSigqlFLW1tSe1G4s7hv379xOPx/nd736X9eG8q+Naik52d83OGIPrLpntG7/OZufOnbz55pvs2bOHPn36sGPHDs4880wmTpx4xOOQUrJgwQKWLVuGruuMHj2aGTNmkEwm0XWd3bt3Y5ompmmSTCZ58cUXCYVCaJpGPB6nrKyMH/7wh1nbPtLPGHe/s4qHYWjZH8qOBFNaLDq0vl2faX7r1oQJE7j33nu54IILPOvW448/zg033MD//M//MHXqVP73f/+XBx54gDVr1nRIpAQcP07mue5UmOfAHsea715AtHE38+QwtqtiPhNeYgstqWw3TdO0XSBdfJ+hbgkFb72hI5yEVCIU8kSektKuK1ff4J03DddK6Lp++jNpuqIvGkVEomnZKrEsFILmaE9ymqptS5h7vmQSFU94rqYqkfTcRV3hJjTNtjh6FyRD4Tnxecpfy8+UWA1JrGaQTrwcgB6WCFfkOaGJImS7VdrHK1QyQ2DqpMajC+I9+hPatQXzoP15a8YMrITdP82Q6GHTdtk07Ng8AC1HoOcanjtoslEim0CZGlg+d1DT7uuWqt4c1MMUWsm0vhSIOL36VoGu0Ay3BiLgCj4DtBCORVWQCEX4oGgUSwtGkyebMbBoIsLVsRUU71+PnhdGL8pHhEKISCQ1Tjc7qZOttUbl8CfrHELKJCkMvnDoGaKN9dTIHIwfvkh9fT2WZWGaJkuXLqWqqsr73AD47Gc/mzU+OZjnjj/HLCYvIKAzcdPdR6NR71uk9gbxBnQtjqdbVe/evbnuuutYsWIFW7duZerUqUyePJlkMtnqMTt37uT555/3hGg8HseyLKZMmUJDQwPr16+nvLycvn37UlhY6CVpcTN0LlmyhIMHD3LPPfcwf/78Ns/VXjqaWlodxbGHs2598pOf5MCBA/zkJz+hqqqK0aNH8+KLL3bJiS8goKuy6bbBUNgLpCKPGA0qgpQS7QjKGqd9nmq+ODpXnLkJMdzi4oDIyUEpabs/uvjr4Pkteb6YPHQdYfgKmHvb7CyaIhJBqBzHvVQiLCt1fvdchoSwAaaw6+eZ2KUd/AK2BVYLS54yJcrCicETYAlESNpiyNWlmYmXPYteluuIU2Ki1ULpjrupVN75lFtU3mnbH+9nRMBMKDAs8LnFClOikhoDe+0gtKuSqEifI8r67gFdpVnxsiEM2202qltMaVrFoPotvJ8/koQW5oJ9K8npXoAI63Z8o5cEx8RJe8pzyTHsVMWOW60gRoh8mpmtVvIEZ/JW0ZmMLdhKac1O9DsvIC9mMvJVOzHakCFDuPfee5kwYQLjx4/nnXfeaTPzb3sI5rmOE4i8gJMOIQSVlZXs2LHjiLLZBQSAnYjijDPO4IwzzgDsb67bEl75+fkkEgmKi4sZOnQoUkqSySTSqddUVFTEK6+8AtjunTNmzABShdYnTpzIyy+/zLZt27j00ks7dywnwI3lSEqV3Hrrrdx6661H262AgACf2KoUtcQJsUcVUEErae/9SVac12mWPF/mSjeBClKBrjmZLA3bjdJfg84tgq6kIxKFvZ+bAdMwQHcEXiicattD2OtlFKEs2/KomXa78XhG/zSE5ogiLSWS2sITeK3tpys0w0lI4oo7t/i7I8aUtN0w7fO5+/jakApE9hp66X1xhGWrMY1Ol/IcS6wT86cktvumc9q+fXYBeIIuE+/yair1uzMGN6ZQNiVRpqIoGWf63rfs4yKCpCh0xm3HYdodUIgcO0FZlCQxQkxgGzkkiCmDMCbrKGcw1WwRpawzehHpnuSTDa/TzTjA2ktzkQnJqNftUgErV67kmmuu6VTvqmCe6zjH3k8qIKCDuA/NfgYMGMDWrVt577330rIiBgR0Ft26deOMM85g//79vPvuuyxatIhly5axfv16z7L8iU98gj59+mR9j06ZMgWAlStXdnrfRCcsAQEBXYuNX3KsAY7QqpSHiJDkDXMYe5ud7+QNPSXkMl0p/a7vvvg54SyuRc7+6cTh6XYpBKHrqRi7NCtgSuAJwymb4LavO+UNdD3VpotbA89PMomKx1FJOzuoSiTt5C+mlar757ad2Z5vvfCPIWM/odmujcKws2mmjsHLFiqc18L1BLQLsqWvawPNsNAMC6Epb8m+o5Od1H9+3T6HFnLOpynbWheStvVRV2mL176zpNXyc+MPTYVVb2LWK6xGgdWkYcV0rJjuiFmFSlioeBLZHEc2NqOa7CytJJKcY2wmTJLl9ONdBvG+GMAyMYAdogcbRQVj2MnVcjFxEaIqUo4wdISheX0pLS31XDU7k2Ce6ziBJS+gS5Pt4RlsX+mmpibeeecdli9fzsc+9rEWBS8DAjrKOeecQ9++famrqyMUCtG3b1/y8vKora3lueee48knn0Qpxbhx41oc6wae7927t9P7ZQiB0RFX15M4Zikg4FRk4xfs+csrSi4luqaY0/g2r0Un8hf9XEYkq7jEWI8e0aA1LwS/uHMFmyPMRMhXjsCX2ATLtGvvge1WKaX9WtnJR0Q4DKFQi3IJ6AaEQ16cnG2FtN01vbaxxZ5qbIR4wi7/EHPKOCTMFuJO+N0e/ePJGKNwir7b51G2cIramTK1EAinnEEqWUxKcKWQaCjPoucKPGWliz2/VjWiJmCmZSMVIelZDv0ITYChIRy3TeH01W5TISyJpik0N12nbN1yKNxygSYoU6T6JSHZZCeAcWP87MVNFGMiSxSyybQzizoZUUXYiZMEcvMtbspdRpUspFkZlFFLmahHoFgm+7LAGsxSMRChFP0Tu+0aib7r2LNnT3bv3p294x0gmOc6TiDyAk5KDMPg/PPPZ8yYMbz++us888wzXHPNNZ3iC15bW8tLL73E0KFDmTBhwkkdxB/QMTRNy1pIuqioiE996lMsXbqU/fv3c9ZZZ7XYxy1g3Vb9v6NFOP86cnxAQEAXwo1/k9LznFSWRSWH+HTsDdYWDOMNORxlCi7V16Q9ZLfAb9FzCpkDjkXOtoIpobG4ppitjVFmd99NYciOsVKaCaZllyAwTcc1U7cFYijU8jyu8HP9Dl13U9+8qeJx24qXTKaLOiXTEq54XfaNTWW4ZKaJQH9tvajuxcEJQ2shDj2LmmGrN2U6Rdg1WpRoSMO5GXpOyzhBN4unZiiEoRDuE7VfULrndd1L3X6ZEi2S6r/dJyeOz2p5HvcWKp8QVFIgzUyBlxJ6ACR0VEJHJkEIn0usZqXOG4tTGKqjKCfhS7hjD2ZSfCt99AMsTvald3IP+SpmXy2hgaGxbGQB8Vvubv36dYBgnus4gcgL6LK0ZsXzU1JSwlVXXcUTTzzBk08+yfjx4ykpKaF3795HlR1u//79PPnkk1iWxbx589i9ezfnnntuq/XZAk5fDMPIKu5c4k7R4Ww1hTqK6GCsQjD5BQR0HTZ8ptIWBVKCL5ugdaAWvSgPAxir7SJKkn/IscSUQT/tIOWinnJRhyHcouCpUgtuwhXPtRGcB3MdpRn8a393lh3IJ0e3+GtVf6YX72VEXh2apqGwi5ULSLmB6gbktvJZ5qoO6ezvfr5oGqqxAdXcnMoKalqeBUm5CVQOQ6agdV+7Yk+EjTQhpaRKs+C5P/3XwiuI3pbAc9AiAhHOzD5qizFbWGKLxZDbdmZ/NdB8sYTO+UVYT++jKe0kMmbqmiiZcjuUcdcKKLyfrsCTpp4m7lKWPFAJDRkT6IZTqF4quwi95pQaSpioeByRl2sLereOoSPIy6jjMmsZykzaGU2d+20LZpPm5uasNWI7SjDPdZxA5AV0SY5E4LmEQiHmzp3L/PnzWb16tVfLJRQKEQ6HCYfD3u+hUChtvaZp1NfXU1dXR11dHY2NjZSWlnL11Vezbds23nzzTf785z8zevRoxo0bR8+ePb3zrl69mmXLlhEOhykrK6OyspLi4mJKS0uPS1mAgK6Nm/21oKCg09vWEegdmMBkMPkFBJxwNtzkeJ5oWkqYSNtUk6zaj54bQbh1RKViKHu4UlvB23Iw71iDMNHRkIQxCWMRxiSERUhY9uukJBSXhJsVCaVTV5NLrRWmzgpjKsHMbrsZGj3Eq4d68c/9lbx3qJhJOXsYlpsgEg6BiNAoIrxyoILaAyG6aXF6RRopC8XoUSDI65aXGoybsMUVeUJHNdSj6mqRh2pRCdN22zRlqvSBT5ApzclomXGNXMub/SJ9XhWaIxZN6dXKI9PKl9meZls2lWPJ0qI6KmH3xxVRYLtsKgEqAVajwsj1dUGzI740Q3PGo9DC6aLNs0xqwnabBTuDqJcR1PLG7/ZL+ev34avrp9llH7SwPVar2R03EJZYCQ0tKdPEnptNRjMspOZaGh1XTcfS6beeehY8pVLZTU3TW68SScx9dchEqpSDCOsITRCLxY6JyAvmuY4TiLyALkd7BJ5LNBrlkksuAaC5uZmdO3dSW1tLMpkkkUik/YzFYtTX15NIJLAsi4KCAkpKSujfvz9FRUUMHjyYSCTCyJEjGTJkCO+//z7Lly9n5cqVlJaW0rdvXxobG1m3bh0DBw4kHA6zZcsWli9fDkBeXh7Dhg1j+PDhlJeXB+6epylu5s5jMflly0nQ3uMDAgJOHBtuKEv9ITriSDkP9LIpnvoj99WrAxjEPgZp+5AK9lFANUXEMEgqgwQaSQwSyiApDGpViKRlkJAGISyKjCQDwnUUGkl6RZqp0OrAUswp2EBVJIeFzb14uaEf/2rsw4BwLd30BOvixSSVztC8eg4mI7xdV4apNMR+Rd9oEyO6JxnWXRI1NJTm+hIKiMVQzc12cg+pUEnTs2T5LVW2NS1LkozWPqQyaru1Rpo1z4/IsOb52hJSptXNs5OWCJQpkHG7z3peKtZPaAIR1lGatAVPOP2ROtOaKJRPxLpZTn0xev7zpvXLEWfucTopUapMhY70iqwDSDN9znG1sV/gZb2+PktwJlZtIzJmIZ1QUDtrqQUYmKZ5TJ5zgnmu4wQiL+CUIycnhyFDhnRKW6FQiClTpjB58mQ2b97M+vXr2bBhA5FIhAsuuCAtZq+pqYmDBw+yYcMG1q9fz/vvv0+3bt0YPnw4gwcPZt++feTl5XkJOQJObdz40C1btnR6204yuA4dHxAQcILJYnVSCRMr3pwWP2bvmy72NAFlspYysmQ1TLMiOclRwC6GrvuyYzpJVpCScmqZm1NLbSTCmmQZ26xu7ErmU240cUHBToqjEnQDS0GtjLAzWcDahgJe3lXEa7thYFGSEd3i5CPZHw/Th0bCyaRdHN3tuym9uDlvvE5CkjShl2llElqL9UpanjBKq5nnCqOM6+q/zkLT0MJGy3g/aRdH92LekgJpCaSpoemuRUuiRVPZRIWhgyHtGnQt7oMrJnWf1c5qsU+m6E3rk2t9Cxt27CI+caqZqIQt8DTNf00F7qe80BTKycrZQuD5f/oT8fj6Yh2ssX9tSiLjdtIXYThxg84h4Q9XES8txzRNDKPzZEUwz3WcQOQFdCmOxop3PNA0jcGDBzN48OBW98nNzSU3N5fevXtz/vnns2PHDtatW8fy5ctZtGiRt98ZZ5zBOeecQygziD3glMIwDMLhMNu3b+/0toOA9ICAk5ePri9NFzHgWVFkLI7IscWMLQ7SxZ0/QUvasVmxrWteoXMpsSuOYxfCNh3rmq8uWJGIMS28jWliuxNLZtcWUAnNFjNAiWZSEo0zNq+GesKsbyxkbUMBz28tAGz39J6FlVyQ2EUvs94TeirTigdpljxF6/F3/pg6z90zkwyB5GW0dI73fhq2m6Gb7dLtkTAlIqRQcYUyQZoCTM0udu5ktJRxhQgrNNfl0dDQQpFWLr9w4iKdZDFSIpQvXlFzEsX4hJ7noumO2bG+iZBh91dJT5xqmkAZFiJh2UlbkHYiGCmQzm3WDInSZVo5Cfu6at619e5z5uVsaMBqiHvjVqbwMnrabyO7GHz5vr3s7lnB8uXLmTx5cvZrcRQE81zHCUReQJehqwq8o0HTNPr160e/fv246KKL2LVrF927d/dq+1VVVXHFFVcck6QcAV2H/v3789FHH7Fp0yYGDRrUae0aCIwOTGAqmPwCAk4IH13XA7cwtSf0nId280AtMikR+Y57nt8q4hd7GbVhM4s3izQBKLwC2Mo93nWt8yx5WVwfNYHyP/wLgUg6VjSf+Ms3dCaF6pjUw+CQUUQDUbqFLV7b14snmMxFOesYY2xBJJKoWAIZT9hJP/BZ3TL98vyvhSN2fYIJnJg2n9ZzE5Z4ro5OjF+ae6d3vvR6gn5hKTTQc4QtmnSJFrHs+nV+HLdaz6qYTLawCgJOCQu738q0bJdVfzyiz7KppC8m0D8GadllIXIizlh0O0umiylRmrBLLBh2jUAsYf8EtFyJKATdCCN0Lf1957OQAqjmWFr/leNqC4749CyCoBKCxKEQVsJgyLaNvD9yLC+++GKnirxgnus4gTUz4ISzadOmU0rgZWIYBv369SM/P59Ro0Yxa9Ys6uvr+dvf/samTZtaTNABpw4XXXQRAE888USntis6YQkICDi+fHRdj7TXtnXLfhiX8QRWvZkSJk4sr1IqfY7wCbgW23zrvX2lQimJcuvYuZY7pWzx59vuX3AsT17yDSchh7Isu4aeaYJl2qURTBOVTFAsmugTbiCfGLN61zM25yCvyZG8po+jychFRMNoORFE2LAXQ0svNeDgWpnSyxC4+2a3OtnXE0/Mub97yUxauIn6RLNdldyLsbOtZwItAkJXvhIJWa61X6i5hd3d62pZthXTdK+blepfhsBLJWTxFznHi4FrC8/a5wzFFaYiJO3agSGfe6mWLuy8a+Dea//iu34idZkAMBsNzFgIaWqETEXF3j3sqa6mqqrq8B0+QoJ5ruMEIi8g4DjTo0cPrr/+ekpKSnj22Wd58MEHeeONN9iwYUMg+E4xcnNzqaioYPv27Rw6dKjT2tU6YQkICDhBZLoVJpNYNc1pBbhFRiZJ/9yQVfj5FzKFnvQEn1+4tRB/vkUpmapp5xd7ruBzC6abttDDib8jmYBkAk1ZzOzbwMW5m1lHOX80LuL58BSW5QynLlqEiISceDbbUueVN8gi+DIFXouEKn7xZtlLmnjyZ630l23ItOKFDSeBSkroiTCIsHIsZaRq4eET6W6bPjHpCT6pvHqA4Lc4+gSeNw6nXdNxD5WtyBRPsAnn+rkunXapBy2s0KPSXvJ0z3CbTVC77xFlWt77yhPzUqYSzISEN3mYDTpWQkeaOmYyhGXpTFzxAQCPPfZY9j4fBcE813ECd82AE8qpbMFri7y8PD7xiU+wa9cuVq9ezdatW1mxYgVlZWVceOGFVFZWnuguBnQSF110EX/72994/PHH+fKXv9wpbeoddGMJUksHBBxfPrq2xP7FFW++wtgylsRqVnY9Nk3Y7pRuPJ7PatXiS8DWYvHcbJ1KeXFngBOf57aXEoTZM1U6YlEDLFd0ZtTj0zRH3DgugJ4bqQDTNkGNK2liiLaElU3d2UIJ72ojWBgayaTER0ySH2JYCa8PrSdb8Qk8XbfFZSv4RZNAeS57QkuP0fPi0DQNEbWTpghD96xuAMJSCF2gRURKF7n9SbMKplwwW/THtHzXyS/MfQLPXwC9NWHnI5V8RnkJZJRpoUV1tLBKd1v1HyM0r+xEZh+FQQs3YK+wPE68ogZWk8BqNrASBpalIy0NKQW59TEKa+vZuHEjTU1N5ObmHnYchyOY5zpOpwvdBQsWcPnll1NZWYkQgmeffTZt+549e7j55puprKwkNzeXSy65hA0bNrTZ5kMPPYQQosUSi6X8hxsaGrj22mupqKjg2muv9WqlAdx8880IIfjZz36W1u6zzz4bpLc/gZyuAs9FCEHv3r255JJL+NznPse1116LUopHH32Ul156iYaGhhPdxYBOoKysjO7du7N69WoSiUSntBm4sZx4grku4EhZf01xypLkPH0ry8KqbcKqbSKxJ5FyhdMEIqSnMmtmsbL5LXZtbpeuNc7/2kxZ6Ux3MbMsVtqiLNOOPUsmbStPMmmXR3CsePa6hGfJI5GAeBwiEXJLuzOl8ADXRD7gFvUGk6yNLA0P5S9Fs9mQ2z8twYhXWsDxWVSmZRfrTiTtJR63a+5Z7noTqyFJ8oAkeUhgNuiYDTrJOp1krYZZC2atnRXTRSVNkntqSe46SGLHfqxD9ViH6p0kNE4dOMOx5oX0FsXN7dvocwH1WQu9xa3Z5wgwf6Fzt7aehyZsK66GHffmcw+13xcpV0u/xVMYulO8XKCFDfT8CFp+BC0/jJ5roOca6Rk1XTdgV0ArSQs1aBjeIqJhMDTPWmh/CZHaVdctNF2iO8sZq1ahlOq08IRgnus4nS7yGhsbGTduHL/97W9bbFNKMWfOHDZv3sxzzz3H8uXL6devHzNmzEibqLJRWFhIVVVV2hKNRr3t9913H/n5+bz66qvk5uZy3333pR0fjUb5+c9/3qkuUwFHz+ku8LLRq1cvrr/+embOnMmWLVv485//zOLFi716awEnL2eddRZSSv7xj390SnuBG8uJJ5jrAo6EdXMLW65UEpUwMWvtxf/g7BbrThNy2Whle8otMZsQzObCmXLvTHMDbSEY/YImi0unEI6gMW1Lm1JO3J5jFcvLQ4RChA3B2WIjN8kF9FS1vJg7lScLLmSv3i01/myFwV2x6S0SlbDsJekmLtG9RSU1VFJzCoRryLj/2tn7W80Kq1FiNSSxGpLIxlh6iQdNIESGm2NG+Yfs98ZXzqGFAHTr7+FYL0m//wZoYXsRBmkuvG6fWvyu694idN1zg/UW4bhcthLLmDke4bbjE5YpEa4QmkIPm2iGha5bCGddxf69RJtjLFu2rM3zHCnBPNdxOt1dc/bs2cyePTvrtg0bNrBo0SJWr17NqFGjALj//vvp2bMnjz76KJ///OdbbVcI4dWdykZNTQ1Dhw5lzJgxDB8+nP3796dtnzFjBhs3buSee+7hF7/4xVGMLCDg2KNpGmPHjmXo0KEsXLiQt99+myVLljB27FjGjRtHYWGWB4aALs/w4cN5+eWXWb9+fae0pyHQOvA9ZUeODbAJ5rqAI8H/YO0W6JYJExkzUQnHldBQjiXHsdDovsfTbCUUfGQTGmmFwKX0krjYx7YS6+dP6OKcSwjRitD0uXxiu3RqhuHEnjmuhJZlvzaVbRnSDUROjpPsRVJMnCuTS9maLGZeaCx/L7qE3sm9jI9/xMDELjS3bLhUuEUObJdHQElkLIlMpMoOKClQ0q5pB3jCQzjXRyYkssm04+28a2nHv0kv62YSzS+iRCp+zcvq6V5f8MSoVyIhE6c8hPt7evHz1KX0LLiasuPq3MvrixlMWfDS758XI+gmT5HKdjvVkt5pvbp6bSGVfVvd94uhQ1LzjlXSnjWEZqFFUmlN3ZINAFLT6LWrik2DB3Do0CGKi4sPf942COa5jnNchW48bn+V4v9WUtd1wuEwb7/9dpvHNjQ00K9fP3r37s1ll13G8uXL07Z/5Stf4Q9/+AOhUIgHH3yQr3/962nbdV3n7rvv5je/+Q07d+7spBEFHA2BFe/wRKNRLrzwQj772c8yatQoVqxYwR//+EdeeOEFdu3aFSRoOQnJzc3tNOuK3glLwLEjmOsC1n+8G+s/3q3FeiUVmBKzVmKn+Vfek1iriTEgq+WuVUtSxrasFjpnfVaLoGepa8uy57fu+TN3Si/RiG3Rk16sl4jmQCRsF2cPhxC6Tn9xgBtibzC76V0sofGP/HN4qOhjLIsOJ6ZFUklLfIuMJW1LXtIpXm6mRJ6SGtLUnUVLW6xmULH0uDNpCmTCXqxmhWxItBBkfpdHT+ylCbaUIE3L6Omuc/ZxLXi2FS+9Jp7QQMvR0MIaWtSwl9wQWm4YLd+pw+eKbzcZiuOyKcIh32LYdQBDIUQohBYO278bobT3Vdp7J9v7yIl/FJEwIhJGi4QRYQMtAnrUFnp62PIsepphoQlJj0MHAVi3bl22t2W7COa5jnNcE68MHz6cfv368Z3vfIc//OEP5OXlce+991J9mLSrw4cP56GHHmLMmDHU1dXxq1/9irPPPpsPPviAIUOGAHY9qg0bNrB3717Kysqyxh9cddVVjB8/nh/+8If86U9/OmbjDGidQOC1j27dujF9+nSmTZvGmjVrWL58OY899hhlZWVMnTq1U2uvBRxbiouLO+2hu6OuKIEby7ElmOtOb9bNLUx3jXOSrCjTQsVMkgfsotVuSn7XkuPFWQnNeQj3WeRoRdS14dKp0BBI32tS7xcp0xJt+NtOswJqWsoa5Y7JslJWPk2zBYsT+2ePW4C0vCLo9rjsx02toADl/K6EnfjE0JIMT1QxrHEn1XoxK8JDeCdnLItyRjMyvoWpzauIJFNxqbEdpu2SKe12bBFnC7s9tSU0Z3m0LQvVU9TzEDJhYuQ3EyrNwSQGSK/QuTKxY+XcayHwRJvIEHQtMnxCyuoHntBzk7TYJQ4U0rsfKaudKyJT2TJteZJyvdRT8ZGa8FkBs2QadXHb0Oy4Qvu1bd1U0rJr+Pn7nSXBDQX5aFFbYKrGJlQsQajMQG+MYdYmkbH0957QFJWH7M+3LVu2MHXq1Ox9O0KCea7jHFeRFwqFeOqpp/jc5z5HSUkJuq4zY8aMVl1eXM466yzOOuss7/XZZ5/NGWecwW9+8xt+/etfe+s1TWvTzQXg5z//ORdeeCHf+MY32t3/1mrSdHVa+Nqf4L4c7XFdZQwd4WjHEQqFGD9+POPGjWPr1q0sW7aMZ599llGjRjF9+nQikcgx6nFLTvd7cbSUl5ezfft2mpqayMnJadGX9nC6TH7r16/n0Ucf5a233mLr1q00NTVRWlrKhAkTuPjii7n66quP63v/SAnmuuNPV/pcUkJ4/fDEngKZlMi4xLI0NEN5pgYlQOgCdA0MA4XwskKm58XwPdB74q4NlzRpZ5cUrkzTBO7lEcI+R0rc+cWks8Yfg6Zpab977UiV2ubG0pESObYLoHAyOBq26IvYFm4vk6VUYCiQUCZruDi2hHNiK1kVHsSKyGA2hntzUf179Ivt8q5vMh5GSfcaCaSpU9NQQIMWIen4O/ov3T6zkLxkg31vhAnhOHpeCGkmfUMXKGfIQhMoIZDK/unWIVBOjJ5yrqd7ndIEuAD0lHunc8HtdSH3tQLDFnXKbUMTtrhyRDC6jnKyrCql7Aynae8H//31l2Twvyec95Kb4ROB0tNnACE0Zx/d/t0V6poOujOCUNhOJoNAFOaiWY1IZSEsiVB2e3rIJL+pCSEEVVVVLf4Wg3mudY7VXHfcSyhMnDiRFStWUFtbSyKRoLS0lClTpjBp0qQjbkPTNCZPnnzYTGXZOO+887j44ov57ne/y80339yuY2tra7vEBNJelFJepsYTmWGtI1YMpZSXmfBkzhLXGeOoqKjgYx/7GJs3b2bJkiW88sorXHTRRej68XFOCO7F0ZGXl0dhYSFr1qzxrDIudXV17WpLR6B3IN6gI8ceD5YvX863vvUt3nrrLaZNm8aZZ57JnDlzyMnJ4eDBg6xevZrvfe97fPWrX+Vb3/oWt99+e5cTe8Fcd3zpKvPc1m+eB8X9vNdeuvukiYxITBQqR6DpCuE8QIswTvZCHZETIZFfCp7My0JmRkQXv9BwLTxC88V4pWf5UEmf62Ja7YEMEZD5tOwKV2eDMOzi5jiWOQXEo8Ve3JrdF1+WR7efkVKINNhZMpMJW0Q4iVoMYAKNDFMfsig6kvlFl3Fu7TJ6JfeSiFskcyNYSbdgvIZlatSXFJAUBpbIEFhAXEmqVE9KSw6ghyzMHAujSEMVOJkw/cOLGm4eGZLdKuwkMpaTdTNL4hP37Zb2J5Npdc3YVyalbd0TzjbhJEbR8ESea/3EslCWbOHGK9yYQd89bvHW0ASJ/DLbOieddrIhNETIsONBDcM+t6bZBe8BckHGYvZ7RklUoZMdtiF1TqUEsjFEcTRKc3MztbW1aacI5rmWHOu57oTVySsqKgLsAPWlS5dy5513HvGxSilWrFjBmDFjjurcP/vZzxg/fjxDhw5t13FFRUUnZeILd7IuKio6YZPfpk2b0uJT2os7hmg0etILC+iccYwaNYpu3brx5JNP8vbbb3PxxRd3RhcPS3Avjo7evXszb948du7c2eJBv73nP9W/4ZwzZw7//u//zuOPP05JSUmr+7377rv893//N//1X//Fd7/73ePYwyMnmOuOD11hnls3t4gIZI2pUzETq9GCOh3NsGuOibDdZy0EIqzZMVhmHug60ZodWYp+Z3lAbyMuz+uHG8tlpH8RqJwkKK0fn/qkyO6e6LSbE0UkQt465SSwjzRV24lM3Jp0Qku/NlKBZaJiTajmZrs8g2mljSkKXFK7mX9EpvCqMZBP1Kwnd/chVG0UFbfr20lL42BzN5q1GM1Cw/REXupclpIgTSLbG+ne8wB61EQvMAlX5CCbUqVtlFSIRkeYCwESIge3IjK/9Egr2O6L08uGY+XMdL31EqK4WSwNzcuQCaTX7csaNyds616WhCzeeZxrEK3fbVv8WrvfrptmKOTF9KHrnuj2ymjEE2CaKKmQiSasWCyt3l98fwhzzx72JpPeZ593nYJ5rgXHeq7rdJHX0NDAxo0bvddbtmxhxYoVlJSU0LdvX5544glKS0vp27cvq1at4utf/zpz5sxh1qxZ3jE33ngjvXr14p577gHgxz/+MWeddRZDhgyhrq6OX//616xYsYLf/e53R9XHMWPGcP311/Ob3/ymXce5NYtORvw1l44nbgxeZ5z3RI2hs+nMcfTu3ZsZM2bwyiuvMHDgwHY/zB0twb1oPz169ABsi3bm+dp7fud78aOmq9+1DRs2EA6HD7vf1KlTmTp1aqfVH2wPwVzX9TiRn0vr5hSk/q4slRIBpkQmLKx6iVlvoIUkQimEUCljmxBoukDTNce5zlnaKeqUb3+R5l7pWJGklX5AG0XF7XP5rEeSlpkd8cWnWaZTMF0BAmElEZZp+zdK10ql2ak4/aZBTSAK8lAaqGaB0pItxKcOzG5+j7/nXcQbxdMYN+8DDqhoWrFrSxPEhYYpQCKc7JzKt48tiA7KHLo1h9B1CxUHWR9DL/R9AS2VV7hcCYGmg6YL+576x+5/iymVVmjdbScNS9nXwh22odmmP815vwoQiPSMpgk7mY2wLK/guX29fdZYVzxmCmi3n5oOSRMSCVtEGkZLoee1p+z3iAQhnXvpnFMpiZASIexzIiV6bgTN0L3i8cq00CMmhY311BUWYlkWhpGSGcE815JjPdd1ushbunQpF1xwgff6jjvuAOCmm27ioYceoqqqijvuuIM9e/ZQUVHBjTfeyA9+8IO0NrZv347mexPX1NTwxS9+kerqaoqKipgwYQILFizgzDPPPOp+3nnnnfzf//3fUR8fENBVGDVqFJs3b+aFF17wrHuRSIRIJEI4HKagoICePXuelA9tpxKaphEOhzlw4ECH2+po5rCunnXsSCa9juzfGQRzXUAaUrW0UgEyYaEStsBzaVEbTUtlTPRndcx6jgxUK5YZd71wU+vjJGLJZmXM0kaqzIBvXP79NM2zXAk3QYuSjjjAt38qHsw7s7uL7yKISARlWXZbUqLcnZxzhjXFrMb3eLLwQt69dAoF2w9imgo9aSESFlrSwjjUgHRdL1X6OKUAy1lnWXbmTe+6u6EObpIUJe2xKew4SU0gVMpa511D77qkZ9JseX1TCViyZk5N7WjHGbZSjsH9qfxi3bOUKq+PaU0qN4uqLRIPVyvPzpKq2fcCW9yl1stURla3T272UwcR1ilpOMROerFz50769+/f9vna4FSf5+DYz3VCnWyO9yeAuro6ioqKqK2tPelcWMD+A6+trT3ubiydmUlTKUUsFjslXASPxTiklCxdupTVq1cTi8VIJBJYVmoi6N+/P1deeWXat2pHS3Avjp7f/va3FBYW8uMf/zht/ZF+xrj7fbXHGUS0o5/C4tLiN/vf7/KfaVJKHnroIZ5++mm2bt2KEIIBAwbw8Y9/nBtuuOGkfv91RU7mue5EzXMA667It3/xu+MlXOuGxKxXmPUhREgiNIVmKLs2nvNxrOU4afNzImAYxLr1cdw1aUM4tOFm6cOrrwYtLHEqkTyy412yWYoMHZGXm9a+QhAv6E20qcq29nnumj6Lnr8/rgiNx50lkbVvqjnGfiuXecYk9oVLMEMGMuwTzwmTkiWbydldY7v6+S6djiJHSgqlSd/oAcLRODmljYRLNYzuBanxaZrtmiglSkGsqDeRg9tsaxiAKyIzroUyZYt7lem+6ZXIwFeWgdQ9atPt07Xk+coz+MVmmiuuv2+6RqxbX6L1u9CEsF0xM9x28X0RIHTdfm3oCN1AuTF5jnVVWVbK0iqV7WKbJkAl79SPYtmQCXzjG99IywAezHOtc6zmuhMWkxdwahOUSji+aJrGmWeemfaNv2maxONxdu3axT/+8Q9WrlzJGWeccQJ7GWBnSOsE12U65opyMkgjpRRXXHEFL774IuPGjWPMmDEopVi7di0333wzTz/9NM8+++yJ7mbAac6aGVH0XOdRyiuVIL1kHjLuCDzNfTD3WT0ynl+FoaclCzkqgZfhomlb0FyhJlsIq6znSYsdk+lWvSz7eBYqmWpfuRYezXeuTIues85FhEK2mNAtMFIWJE9E6DrdzQaujv+LVS/25qAeRgloCoVpjobZf0Y/Dp3Rn9CeVWiWxBCp/uq+rksnG6fZGCJcJn3lBkRK4EiJNKWdVCZkeFlVVLbrhS/jprO9RR26jKLqftx71Frb7j72z5SlV7mxfjjxlT7XWuG/D0rZyVs0DWE6DrV+oed7LyjluJ1KhcL0WRBbWvFatSJ7yUE7Zks7HeY5OLZzXSDyAjqdQOCdeKqqqnj55Zfp378/w4YNY9SoUSxatIjRo0efENe2ABspJebh4mCOgNMhIP2hhx5iwYIFvPHGG2lukQD/+te/mDNnDn/5y1+48cYbT1APA0531l6WhxbNSGaSsJAJiWy2H44Th8ItBZ5bAN1n1RGGbluPMr4EOiJB19a2Fi6kPlc7//H+tIwyw+JHyz54wtG1Ankxe46LppK2wLCc1P9ITwT6C6x7lj13nJGwLUCa7bp4KplMxSZKJ/umCd30JhqlwdZJg6gvySd3xwGKP9hO9cxRNA7uSdH6KjSV/UFf0xSaYWHkJdEL8tPq0mHYxcSREs2UiGjEFp9eSQxHxLclkslIxpLp3un8nhZb517DNgS3v9h62rqMQu2QElpu8hglFUJZtsCTAmW2kkwHfClASVlZHYFni0xn/JblZPZ03YHt94VebB/fUc+h02Geg2M7150s1yAgIKAdmKbJwYMHef/993n00UexLIvm5mbee++9E9210xqlVFoM1tFiKNXhpavz6KOP8t3vfrfFpAdw4YUX8u1vf5tHHnnkBPQsICAd5bOsKFOikgorpmHFWv6tu2Foblye99rwPfArhVKydYHXVtye3ZG0fZX0tZV5nJIt8+5nrstyPq/NzM8z/76eQJDp69xFuUlOMs6v29kdRSiUch+EtAydhd3qMFAc7NeD5h4FHBjblwNnDcJoiFM/tg+aoRNCEVGSiJKEXJGGwjBMQrkJwmWHsTRpdokD4Wa/9J2/hRurI7I8l0yf5U74BZi3b6bA81+37Pe3hRtnhthTfgHY2nvkcO8dUoKuxX3J9h7KUs5DOuIuFAq12NYeTod5Do7tXBeIvIBOJbDidQ26desGwFVXXcW0adP46KOPAFi9evUJ7NXpzfbt27Esq800yUeK6ISlq7Ny5UouueSSVrfPnj2bDz744Dj2KCDAZu1leay9LK/FepWwUKZCJsBqNrCafZYMn79gZt05LzvikXA4cecVLWvbAqhkFnHXVnvuuTNEQlo2yDTrFmnrDiv0yLBahkP2YuhOPTjb2umKqW6TFCEl6bFjP7n76+n/yiqEVJiFOQAkK4sIqZTIy5G20NOUwogmCRf7shS61sQ04eYrTeD97rOY+YVfBi3EXhZLm32OjNeZAiyruFYtBKEn7o5AwHnX2bHK+YWh8t0f+4sGZcfgWVlKbWRaFEnFHG6K9gWlKC4uPmxf2uJ0mOfg2M51gbtmQMApgpTSsxK5NQnr6uqYOnUqY8eO5cCBAxQUFJzILp7WvPbaawghmDFjRofbOh3cWA4ePEhZWVmr28vKyjh06NBx7FFAQOvYLnwgk2DFdDtLIraLpj8Oz0XoZHfja43WHt7bEmpK2uLRfYhHZhUl2RJ9pAkSt52M/ghDT8UZu1Y9N6Om22c3Js+ffTMzW6cTq5c6n09EhkK2q6Fpgq6jnNIQQpNEMMmJx9mf151IQzOVr63B6JaDoUH+vjpb0DmRcrqS3udeKDeB5taTziK8hNBSWSWFhnDPi30/3ZIBXjZOTWvp0urPwulrO/OeZ1rxWggnWse7Ld79ddxJs51bKpTwxYH6XXd9mVLTBLvfjdZrR6a+IJDKO6fLTqOUGr2Afge2dzg05HSY5+DYznWByAvoFAIL3oll7969PPLII5x//vlMmDABwzAoKSlh27ZtjB8/nry8PPLyWn7zHHB8WLBgATU1NQwZMoScnBw2bdqUlnWsvegKjA54opgngRdLZo2lTHRd75T4xoCAI2XNjChauGW2Sc+CFwez3sCMGWiGW8LAb8FTafF47sOxlwRD+oLIpEoTO2kcxgKX9pCfIdD8bputFu8mXWwITbRyTjt2zRNAniBw9vcLPkdQKA1wNJIXq+eSzZVd0xA5UVQ8DqbFy7lT2CcKubrhTXrk19LYtIctOf2xCnLoeaiekWyyw/+KNKSpY1n2tTVCJqHcOJHu8fSn/ywukErLGKtrRcS5frqOEMqOO3SOsWMLSe2TJTGNP9OpG9vnkuZm6UO5V7CVLwL8t0XgE11uO8KxxknpWEQlSM2pIOgm1LE8q2V6vF9GXUUp7QQvluXFJXoJYwBL03muaDoCxczEuyzq352zth59yaDTYZ6DYzvXBSIvIOAUYO3atUgpmTdvHqtXr0bXdQ4ePMiYMWNOdNdOe6SULF++nGg0ymWXXdYpbZ4OWceUUtx8881EIpGs2+Px+HHuUcDpTprAg5SrnKmQSVCmwIwZ2S13aWLPbbAVS97RWO1IF2Zpafa9WmfZC2ZnPV9ahk1fW9n28SVU8bIHt7AIqawZOO26ej6rUbbsn9gWvZils17vDcDDBZdQcel+qozuhJvi5DbGGFZYhR62H4Y1Q9jZMRN230O5ccLFcbScbON3rXbONtMZmyQlVn1xgUJzatU5SUdaE8tehkvXgprNZdPbV7Qpukm7t751rdxPb2+RIRodKyjoGbUUfZY9Z5x2Wz4h6gq8VjJrLo6OxBQGF9QvJs+QmEbHZprTYZ6DYzvXBSIvoMMEVrwTT01NDQMGDGDChAl8+OGHSCmZMmUKgwcPPtFdO+1Zs2YNpmkyefLkTkm6AqChfN+fHt3xXZ2bbrrpsPsEmTUDjhcfXpKTPf29qVAWKBPMxlYeqXRXJGUmXnGsOkeSar4VgdemMCDDqgcpsZBRxLoFWbJztrDupe2fEnoqbZ3ILvQg3YUzm9DLoE7PAxOuMt+jShWxRxQxJrmVvH9Wk5NIkNOnIX3sSQvNsK1RoYIEoeKM65xpNVPKl8kT0mSCJ4icUgmOtcwveForNN6qwHOFZAaZojqtmHobKJlhzXPbcrNyCmVb7zIKs6eVycgYb+q1L7On66Kasc/K6GAMZTIuuRmlCe/aHy2nwzwHx3auC0ReQMApQHNzMwUFBQwYMIABAwac6O4EODQ1NbFgwQKEEGk1DDvKyRqrsGXLFj772c+yZ88edF1n0aJFrboRP/jgg8e5dwEBbZMpmNxMmsoEmdAwYyEvnXxbePF4fpdKaBn31g7L3TEji9jzyGZ986x0pK/LFHq+bVmFXlof7NcxJ5CuWGtmQLLatiwBG5J59B2/s8XlEppEj9n7hHu1Eh/muZU6LzUt3e3USUKSNvpWxVmWlW3UxzscSirPVfOw9zrTqufur/viI3WfaNRp+95mtKNMq80vBpZGhxPTooyKb/bW6eGOirxTf56DYzvXBSIv4KgIrHddi5ycHJqamk50NwIcpJT861//YuXKlSilOPPMMztcM8iPrtKL+x7N8SeCm2++mbvuuotzzz2XgwcPtuqe0hbbtm2jsbGR4cOHd5plNCCgNVadHUEv8Me02e6ZACrpZNKM6STr09/LmbXxssXjpRWkthvHi2fLIvCOSNRl7uMTCH4B2prLXSZZC6E77abOmbLMeXF4yimejc86ljrY32G7Pxq20PPFh6W1DeSIJACNei7dVKMnvIZc2QiyW/YBtCZOfW27YhHNdmWUjphXCJRpgmn6Yhmlz5KVXcR418y13rWSOdVNguKeX+CLwWvRpv8+psbmvU0OJyJ9249YcEqVujaqpVuq0DR2G915tXAatXo+ERnn3KYVdswiFjmDO1YM/XSe56Bz5rpghgwIOAUoKyujqqqKvXv3nuiunPZs2LCB3/zmN3zwwQfk5OQwd+5czj333Bb7deSLEteNpSPL8WbNmjWEQiHvWpSUlLQpfB9++GHuu+++tHVf/OIXGThwIGPGjGH06NHs2LHjWHY5ICBN4AH2g2/SWaQdh+eWShCazJpNM1uMXlp6/SPgsPFabdVF6wBpNfb8OEojPVFHdgucv/i59zOz5pqUqYyWUqXv49BdNWJgsUZVYiHS68K11t9s1ybz/N5iJxZRiSQqYdq/W06yEWfxRA+kxLpTSsErqeAvmSDSyy9429xyELru/e4ekzaujHIMmaUZhJG+tLW/0DS7HqNIidA2339tvEcl8ES3i3iieBa1ej5DEtv5Qs1zRHEShAg7Wc2SoUWtt38YTod5Do7tXBeIvIB2E1jxuh6jR4+mW7du/PWvf+V3v/sdf/nLX1izZk1qcg04brzwwgsopbjooou45ZZbjon7rNYJS3tZsGABl19+OZWVlQghePbZZ1vsc//99zNgwACi0SgTJ07krbfe8rZt2LCB/Px8rrjiCs444wzuvvvuNs/3P//zPxQVpR4QXn75ZR588EH+8pe/sGTJErp168aPf/zjoxhJQMCRsebCSMu4LVN5hjaVEMi4jpU4vJXeX/zcjcdLK5Kdhcw6Zi04wrpo/vbSjs1spw2x6IqnbIKvhdBLE1mtCD3/760KvfR+aEJxnr6JNVTyW+1i/hiZxUuhidSJnLYHnjlO32v/uGyBZzrZI936cE52ykyB55JFxHn31Vc4XRh66qdX78957Qi9TMuu5x6cIdi0sO4twtDSl8w+aAJEhsDLEG4pYaqlL5njtG8CaIJ5BZPZHS6j0tzH5w4+y6X1CzGQ3rjsQ4SXZfZoOB3mOTi2c13grhnQLgKB1zXJz8/nU5/6FB999BH19fVUV1fz8ssvEw6HGTJkyInu3mmFpmkUFhYyfvz4Y3YOHYXeAQGvH8U3nI2NjYwbN47PfOYzXH311S22P/7449x+++3cf//9nH322fzhD39g9uzZfPjhh/Tt25dkMslbb73FihUr6NmzJ5dccgmTJ09m5syZWc/30UcfMWnSJO/1c889xxVXXMH1118PwN13381nPvOZdo8jIOBI+HBW1LaMgCcMZNyOv1Omvd5sNEg0RNrOpqmnW/b88XjZxJsSOAXCVfbsgEcg6vxCLJU5kZbnPMJsju6xLV6n1bnLyMDpij1f4hVX6LV034TUI7m0a855ZRnSH9XPMHbRy9rHTtWNBivEGqMvByJTub7pjbTr1WYyFNdVVao0t1i3LICHrqOSSbAs0pwo3Tg73FIEGW6JmkgTTi3ccr1+2C6QwtARpoVsjqcSpTjt2Ns1tLABblih3/3T70aZ7X7qGiKkIyKhVObTTNx+Ztxjhea9d5W00lxGQ8q22J3f+D4FIm5nJvX3SxMgNcLdExwtp8M8B8d2rgsseQEBpwiGYTBy5EimTJnClVdeSb9+/Xj77beRRxB3EdB5dOvWjZqaGurq6o7ZOQQd+3bTncrr6urSlrZSNc+ePZu77rqLuXPnZt1+77338rnPfY7Pf/7zjBgxgvvuu48+ffrw+9//HoDevXszefJk+vTpQyQS4dJLL2XFihWtnq+5uZnCwkLv9cKFCznvvPO81wMHDqS6urr1ixQQ0In4LXjSFEhTYCX0w5ZL8HDj8SBlYWkPR2C1y2Zpay3ursX6tlw+3e2t9i0z1i+LC6d/H6Wyu3D6z+OIRJUlNrEn9UxQWznH/JDLE4vZp3djvdEna9fSLHV+a6Qj8LJaS71MkhJkFlfZbNciwy3ysLR3XhYa6Lod72b4llAIETJsa2DI8Cx6mS6johW30dYEnn3KjP1IWaBHJ+wEK4tys5dpcq9BuCK3feP0t8GpP8/BsZ3r2i3yDmfK3LNnDzfffDOVlZXk5uZyySWXsGHDhjbbfOCBBzj33HMpLi6muLiYGTNmsHjx4rR9fvSjHyGESFvKy8vT9qmurmb27NlUVlZy6623pj3cTp8+HSEEjz32WNox9913H/3792/vZTgtCax4XZvm5maWLVvGP//5Tx599FG2bdvGwYMHWbt27Ynu2mnFhRdeiFKKRx999JgJbE2pDi8Affr0oaioyFvuueeeo+pPIpFg2bJlzJo1K239rFmzWLhwIQCTJ09mz549HDp0CCklCxYsYMSIEa222a9fP5YtWwbA/v37WbNmDeecc463vbq6Os3FpTMJ5rnTlw9nRflwVjRtnZIgk9gP/E4MntVseG6awknYcUTxeO0SAocRXl7/Womby9Zea+c43Lps69uIx0vTZlmEHrQSq5elXb/Qk1KynRLeFCN4OjyVN0OjAXgp50xf6YYs7qeZS6YFzG/dyzZ2T+GnjvH29wSQlpZ0JQ3XHdRdXGGZJfbQ73rpxvx57p1ahljzCT40YQtBodmiz/ndL+ayLcKf6CYTbx8tzVLXXdbTwzzEllAla8P9WyaX8YvMo+R0mOfg2M517RZ5rinzt7/9bYttSinmzJnD5s2bee6551i+fDn9+vVjxowZNDY2ttrm/Pnzue6665g3bx7vvvsuffv2ZdasWezatSttv1GjRlFVVeUtq1atStv+/e9/n8mTJ/PSSy+xdetWHn300bTt0WiU73//+ySTyfYO+7QnEHhdm+rqah544AHeeust6urq6NatG2PHjqWsrKzN1L0BnU/fvn2ZOHEiDQ0NPPfcc8fkHDqqwwvAjh07qK2t9ZbvfOc7R9Wf/fv3Y1kWZWVlaevLysq8byANw+Duu+/mvPPOY+zYsQwZMqTN4vA33ngjt912G3feeSef+MQnGD58OBMnTvS2L1y4kNGjRx9Vfw9HMM+dnqw6O5I1saVKKk/gSVPDShhHFIfnkl4bz1l5uIffI3TLPBJxl7afX8Qc7hxtCMysWTdbCL22LXpwGKGXEasnpeSf1iie4Ew+EuUYWPSQdfS19jA8uQ038+VhyRB4rV5Hn5BrNTayNfHlF02ZcYjuYlot+mtnXdXSLXKQ0X66QBOGnib20hZdt900vbjAlPBKxe25wvQIJIEvsPQT9fMwsHgt70wOaAXp7+kswrC9nA7zHBzbua7dMXmzZ89m9uzZWbdt2LCBRYsWsXr1akaNGgXYAYo9e/bk0Ucf5fOf/3zW4x555JG01w888ABPPvkkb7zxRloBQMMwWnyr6aempoaZM2cyZswYBgwYQG1tbdr26667jhdeeIEHHniAW2+99YjGGxAIvK6OlJKXXnqJkpIS5s6dS27u0btHBHQO06dPZ9euXWzevJlnn32WOXPmZN1v06ZNDBo0qN3t+zy/jgrXuFBYWJjmJtJRMmM+lFJp69qaPzL5j//4D5qamnj66acpLy/niSeeSNv+zjvvcN1113W801kI5rnTj9XnR9ByUu9VJQGpkEm8ODwZ10k0RFDyCKwTeubDeyoeTxha62JEQLYabHafjtAzwN92a2KyRVZKX9xgCytUKkbM/ZlWQNu/3VdCwd+u8Mfw+WlHrN56WcZ6Wc4lrGSEuc0WSeCJO28ER1I4XrqxZhnCUPriIXXhxEdKhK55bSuZIeyccbh410/T08/rO1dazKAjJl13yzRcS5wj0FqcS9dTgipbwhsEWk4ELRn27kGLun++/bPWKQTcjKD+92AEizkNb/Fk/nQeKZzFtU3zKJO1ae8TNMGqcyOMeat1F8nWOB3mOTi2c12nxuS5fq7RaMrVQdd1wuEwb7/99hG309TURDKZpKSkJG39hg0bqKysZMCAAVx77bVs3rw5bfu3v/1tvva1rxGJRFi+fHmLCvGFhYV897vf5Sc/+Umb37gGBJxMbNy4kYMHD3LRRRcFAq8Lcd1111FeXs6mTZt48sknO7XtrpZaukePHui63iJuYO/evS2+9TxSNE3jzjvvZPny5bz00kstXF6eeOIJPve5zx11n4+WYJ47NRGhLGniHRdNpGvB05FmKolG1ti7jPVp9fE4yng8jlDgteZ66WvDb7VqLXtnmxk92+pTi3Onx+qlrW8lVi9znSdWLMV7cgADxH5GsbvVhCot+9hKzN2R9P9wZIiutGyp2USf32qYRewJQ/fi7tLi78KhlMWt1UVAOASOVY9wKLXoBhhGyvrnuIK3Pq4jlwa95X6uanobheCx3AupMnyfZ474jPQuOOL20rpxGsxzcGznuk4VecOHD6dfv3585zvf4dChQyQSCX72s59RXV1NVVXVEbfz7W9/m169ejFjxgxv3ZQpU/jLX/7CK6+8wgMPPEB1dTXTpk3jwIED3j6TJk1i165d7Nixg4ULF5Kfn9+i7VtvvZVoNMq9997b7vG5wcKn07Jx48YT3odgaX2JxWIsXLiQvn37Ul5efsL7EyypRQjBtddeS+/evdm2bRuPP/44lmW1un976Egwurt0JuFwmIkTJ/Laa6+lrX/ttdeYNm1aJ5/txHKqz3Nw+s11q2fmoIRIW6QJSgmkEliWhjR1zGSoxX7opP3uf91i0TVnP731fYRThFsIpFLe0ub+Cntpz/a29nevgRu+1mLMmm8fZfe3tUWmtktJ9m3+fRSpdb7tq+nFfgo4U9vi7euKFq89X7/8fSXLeu+aZoyv5Xi19Pul6aDpTr847LhdPeuNJcs9cK9h5n1G01Hu+Nxz+haE1vr5O7L4+p4SyWR9H6Lp9JP7uLrpLRTwePR8dhg9U/dG0+z7EsxzJ4ROLaEQCoV46qmn+NznPkdJSQm6rjNjxox2mS1/8Ytf8OijjzJ//vy0b0r9bYwZM4apU6cyaNAgHn74Ye644w5v2+FcXSKRCD/5yU/4yle+wi233NKu8dXW1rb7TdoVUErR0NAAtDQzH45YLHYsutRulFIkEnYq3vaOoSvR2eN49dVXAZg6depxu1fBvWgfV1xxBa+//jrV1dX85S9/YejQoYwfPx7N+ba0tra23Zk4dSXRsydYP+Lj20tDQwMbN270Xm/ZsoUVK1ZQUlJC3759ueOOO7jhhhuYNGkSU6dO5X//93/Zvn07X/7yl4+qj5rzjXMmhYWFDBs2jG9961utZkA7lpzq8xycnHNdR+a5ePd+dgp4uyH7R8Lx+lMCmdQwmw3MWMh2uxSu9cVJtCLsn8L9qQFOfTAhFEJXaCHAEGgR3U6H39o4BMTzy1BKIg53D9p7j/zXxZLtP1x3YrnChm1pSmva5+qKIFFgWzaEa03xxWa1CNNyLUf+fXxdrdKKWcQoxrOX7iKPmMpBWRIsO42/shx3TeWzZLYIrHSthO5m6VunWuwmBChdI1FUYcfHuf0Rmu26qYm0pCvZxud1QWXpX9r4fYP1J3IRTvIS3bHWZVw4IZxrp2ds85eFQJDILXV+c/uSce8zr5Vn6fVtk1lEmlTetegBXC028lrkDF5lNiWqnslyI92TNShLBvNcGxzLua7T6+RNnDiRFStWUFtbSyKRoLS0lClTpqTVgGiNX/7yl9x99928/vrrjB07ts198/LyGDNmzGEzmmXj05/+NL/85S+566672pVxrKioqFP9eo8X7h9mUVHREU1+/hg8/wPIicQdQzQaPemFBXTOOHbs2MHGjRs555xz6NWrV2d074gI7kX7ueyyy1i0aBFLly5l0aJFLF68mGHDhnHBBRewf/9+SktL29VeR7+lPJpjly5dygUXXOC9dkXHTTfdxEMPPcQnP/lJDhw4wE9+8hOqqqoYPXo0L774Iv369TuqPj7zzDNZ19fU1LB48WI+/elP8/DDD/OJT3ziqNrvCKfyPAcn51zX3nkOYOXZOeg5EHHbsOz4O7Bj8JQEGdeRTWGIhQg5WTRdXJHnz6wpNIUISc9lUzMUwlBoERBhDS1qeMk60vrvPlgLgbIUkZpt2UXekboUZsbRubjixMvu2EZ7GceKsC3stEi49X0c6xJAtGZH64LO3T8jWUfmPhLBu1o/GjnEBeJNu2UpnULlzjXzJTBJK6buFzvZsmJ6r31xg75xKd12oYzW7/JEXqoUQZbYtUw3R+kXSBmZQ93XWbJSirTC46mC6S3wu2q2cm7vXtTvtgW3V5qilYQ5PlfetBhCf2bRVvrb29CZo+3g1dAEtopitjKIItXIufFV6FeX02AenSXvaDkZ5jk4tnPdMSuG7qb73LBhA0uXLuXOO+9sc////M//5K677uKVV145ookyHo+zdu1azj333Hb3TdM07rnnHubOnduubzkP68fchfGn5D6Sfbsi7RlDV6azxrFt2zYARo8efdyvSXAv2s/UqVOZOnUqK1euZOHChaxdu5a1a9fSr18/rrnmmna2plLfkB8V7T92+vTph7Xu3HrrrZ2W7OPKK69sddtNN93EyJEj+eUvf3lCRJ7LqTjPwck717X379mIqrQ/BeXG4AFYoEwNlbQTrgilUosbc6dIX68UmrAtRJpr7VOONc/dV2Cbiywrve9pv6fa82ivuHOxVLoQs5yHdksiDtemlS4U3f6k9SuzfWWBECnnP5mxXVrpgkQqX8yas823j4nOXgrowwE0aV8zpey2U/FsArAFqxDCZ6VLJYAhzcqnvNdpReet1LiE0MA5j21Qc2Pt3OuhaPE56vQvNb6Mc/qvt3sNlWULPSWdn8467GLraKlr2RJ/HzK3+8Yila8NRcu+p8dCpq6Jbz/3mmXpghDu8RYl1HNd8i0atCiv6+PYInryj5yp5AyZwJiG1cCSLONojVN/noNjO9e1W+g2NDSwYsUKr7ifa8rcvn07YAcIzp8/30svPXPmTObMmZNWV+LGG29MS2H6i1/8gu9///v8+c9/pn///lRXV1NdXe25XgB885vf5M0332TLli289957fPzjH6euro6bbrqp3YMG+NjHPsaUKVP4wx/+cFTHn6oEmTRPHkaOHAnA1q1bT2xHAtrF2LFj+fKXv8zcuXMpKSlh27Zt/PSnP21XG4ZSHV5OdmbNmsVHH310TNoO5rlTn9XnR9Jey6SjB6QAKVBSoJIaZizUajbNw9bEg1SKv6OpGeav63ak+7fVztGSeWwL976Wbau2BGpGbbhWSy1ISQSTwaqaWnKwEI7LY0ZtOTNdMKeRVreCVEkEU6JMmX6NfUtqG2BZ6QlTstS2a1FK4kjLOdidsuPeLMsW/86iTAuVSNpLlljSVpEZ48rsV2uv8Vs8W+m/W2OkDVdIZVrkmc3MSb7Hbf+fvTePs6Oq8/7f51TdpfdOd5JOp7PvIfsCCTvIGhbBBTcUcFfGcUbGcQZHZ3x0lMd5fBx1/OmDI4oOCorIJkLYCYEESCBkX0lIZ0866f1uVef8/qjl1t1676z383pVcruWU6eWe0996vv9fj7Wk8y0dpIUIZZHu85cyEZxnHPQn7Gu15G87kKZ+/fv54477uDgwYPU19dzyy238M1vfjOjjd27d/v1KODITyeTST74wQ9mrPdv//ZvfOtb3wJgz549fPSjH/VTmxYvXszKlSv7FSL9/ve/f9IWSxZRRHeora1lypQpvPzyy0yaNIlIJNL9RkWcNBg/fjzjx4/n8OHD/OEPf+jVtv1VDhto1bETgVgsNmjp5MVx7vSHCGS/aRtfRdMP/KQkypK+mmZhJc1cE/RC6/ZKVbO/xG6gt4HMFFMv8hRsM+v4tFbpqGqe5SjlR710MKKXtc4iuZ37xIW8qcewUL3jr++RO62UH/XKtHPoiggVSFf1opbgEEHbdiNbXrv528r4P3AcntWEkBJNHuIkpJt6qtPH5fdFI7SzZ2FZ6flmDx7dffIm/Do8v09504BzUza9/vvH1pMaN58cKrSCkNRcKddyWeItXtSTuKf7FnwUxzkH/RnrhD7VqqtPAFpbW6mqqqKlpeWUq1MA5wvd0tLSZa3CyR7B09pRkjwd6sAG8jhaW1v59a9/zZw5c7jkkkv638EeoHgtBh73338/3/zmN7v9jfF+i35TMZlSkadGo4fo1Da3tm07ZX/TAP72b/+WHTt28Ne//vVEd+W0wak81vVknHv7bOdBySh10w4NMnzwvOgdgBU3SXVGUFoihfJr7yBN4rqqx5Omu46pESbIiHDq8bJ90Dx4D/lCkKgZS+RogZq8wLr9gbYUPbFJ8I2zTekIrrifs1bKbFsI4jVjiTbvTqd4BgliPjKXz3IggOeNWWwwRvPJ5POUqRg6mfJTXrXSrl+cawyeL7Jo2Q5hc+v3dNJ2o3kFSJ50hVfqJhBt2Y10ffIcL7uuf3szPASz5mfX5HlEM8evzzsXpuHs0z/3hn+uPI+8jLo8y86I0GkE8coGoq17nRRXX2ym+yhehsVEPpLn1Sf6f2ZFTIPzpeBoEhY/cLA4zvUS/RnrBq0mr4giihh8VFZWsnjxYl599VVmzZpFbW3tie5SEX1AtqF1dzgT3nAG1SSDaGlpYdWqVezYsYOXX375OPeqiFMZHrnz4AutuOmY2vXDA7CTpk/weoog+cuY75qg5ygy9pas9WL9Ls3NewFflKTrlXIFRLL6WtA83V8/f1TPEwA5N7meLWUjWWacxZLk61lpiBqkAiV7do6y+xbI9vQido5FQSB907sPbDuvcE42Mo43X1QxEMHLFoLx4Z0fT/Sku+sYT+Sks2oE2rLQqZTjnwe5qaZBFEpDLRTFyxfBzSKsGifS2kKu3UtXOBPGORjcsa5I8oo46aN4RXSNBQsWsH79epYuXcqHPvQhzJ6kchRxUsGzcugpDPopLU3PH1xPFN5666288ysrK7n66qu5/fbb+5XGWMSZhbXnRpDhzHkewXNKjJwonp10fj+DpudB9MQAHQjU4nnLs2Tye4peEsF80bls9cieRPCCSBt8p7fPIY6FiF5QkyU7wpUjypJJ9Px5ShNRCS6IreOZsrOZwk4mmod9JVSkK6AiFVoJP3Lk7yPjWJy0Sc/7TduZ/MX7LEOuJ5xbnyd0WooEyLCQ8CJ7eQ3rA+dO4KZsetthoLFz5ndVW6ktO31vgSMO4563xK6D6cikFxk2JMmhFYgjTURGVCKi4fR57Q45RL1ASm3GOlknU0h/fisl3e8zgDNhnIPBHeuKT4NFFHGKwzRNlixZwh//+EeeeOIJLrvssrwGyUWcvOgtyXOkpfvzhvPkxwsvvHCiu1DEaYQcgqeCk0PwMiJ5tlE4MufP72E9Xl8iaUrnVzPsAr0lbzn7g8J9zYnWdP/A77ebp0at0PKg7YC3vvf5rMQOdoTqebLsXC5vWcEUeRCBS5a82jmhnciRNDL7LYWjmJqTogj5uIC2cSJ52jUD9ywULIdQaVwFTCnSxLIHyEhpRKVr7pBO33pQS+h1WFvOPail9FNXLT8pxCWlAuwo6JTG7ohhmEa36aYZqZo6+3wVvu556/e0G2GVglZZ2vV+s3AmjHMwuGNdkeSd4ShG8U4PjBw5kmuvvZann36aX/3qV5x11lnMmDGD+vr6E921InoA1ZO3qgEIodOy1X1A/2Spiyji1MK6CyOZXtF+DZ6bopkwUJYk1RnBSrm1T4XEU7qC4ZG/dFDL+5xTx5YPXuSrB2StL4QuuE1Bj7wCQiRdtSeCaYXOnPxt+pHArHqtjH5l1aZplbGfK5teZmn1BTw55CJWxw4zvWULU+LvUhJWyGgIbdsO6bPs/GQmILiiUxqCQpEqSEY1aNC2RlvaMVwHt6bSStf/5Tkmn6B6ZNNP20yvIqRw6uc8vz3bdqLKlt3NOVc+KRVSp3/JpUBbGmVJrI4QWrk7MzSq2kDFBao9CVYrsiyKLI0E2ixwH+isuk3/uLqJTAfrDXHSlYWUdPYyklcc5/qPU4XoFjEIKBK80wuTJ0/m05/+NPPnz2fHjh38/ve/5y9/+QudnZ0numtFdIHW1lZsuwsJ8DwwUJj9mE72NJYvfOELNDY29mjdP/zhD/zud78b5B4Vcapi3YXOw2xm5C43gmcnTWw7kxQE6/GCJui9QUY9XiEUIlwF0K+Inbe/vqxboJ95+5OvhivvtllKjl4UyJ18MuqSs1AqyXUHn+OGvU8RtRMsqzuP+0a9n62MxG6Np7f3tvOESYJ991I1PYLn2mZkdF0JhwBa2eunzdNz0jO9fQQtBgIEVbjEUJgGmKZPEoVMvxXIGxHMEjjx+2mlrR10lo2Eowwr0cq5v7UCldCopI2KJdBJK+NYCl2TjGPrBfK1u8/onWbA6T7OweCPdcVI3hmIIrk7fRGNRrngggs477zz2LJlC88//zxLly7lfe9734nuWhEF0JeC6tP9DeewYcOYOXMm5513Hu9973tZuHAhI0eOJBqNcuzYMTZu3Mjy5ct54IEHaGho4Be/+MWJ7nIRJyHWLCjBCGSIeTVcvpKmO3lWCYX88Dx0Fd3LSO2UOjdqkw8D8ODcJbpLwewpcqwP8oltFKjTyxfVyyfU4S3LEz1KL8cne6Nj+2ho3ku7WcrLI87lqZGXUbHzEerajzn9cEmVLHMUVUXYdNtW7jKXV0nw42Eqrazp1L0JhHBTNzN8/2z/OJTSyChpQ3PvXBjpdFHhKV9CphG897dyxVy0UwOYU0/okdbgOcyD0NBS7I4O1/7D2b80bQgrZFQ7Lxx8wqwQZEU6g/56PbFLyLNOUC1USOlHsDtlhMNGdfdtBnC6j3Mw+GNdkeQVUcRpCCkl06dPJxaLsWzZMhKJRNFH7yTE7t272bx5c69VUaXQyH4Mfie76th3vvMd/vZv/5Z77rmH//f//h/r16/PWF5RUcHll1/OL3/5ywwD8iKKCMIoDabQkaGiqZUAW+RE8bpL08xXn9flNtkP7N3VXGWhT1G77G0Gguz1h+gVUt4MnpssS4H05gECGEy1dGeXW51cuet5fnPWR9leMp6hh5uQIWeZMAUi6tbOKQMRCiEB5YmpGE47Xo+DZE9I0NLhdlqBW4KHVhoZ8moLnX7psJleAQIkM2gb4UbqAvYeOkjwkC7B047nH2SIsRT2q8skamaVRCVtDNdXT4YVImojUw5hDZ734LXKF53s7t7LWe4Jw3j9DKfVRf8UvRBt9e7+O93HORj8sa5I8s4wFKN4ZxYikQi2bdPW1lYkeScZli9fzmuvvYaUkr/5m7/hP/7jP3q87ZnwhnP48OHceeed3HnnnTQ3N/Puu+8Si8UYOnQoEydOPOHehkWc3PDSNIEMHzxIp2kqS2LFQ6QS4ULN5CVw2X55wXX9GrxgTV6wHq8n9Xbaqwnr4fe0p0TQJWbZRKkrCLObNFPIElZxRUqCffd2lE32Aj53ZJOMPJErlbTRSZcMBlQxlYKInaQ5VIndKVFSI0yNUaLR8ZSzDiAjYWRZSVrxUdqu9YLbfspbMRCJ9VI2dfpv23KvtQlSpomNXwMopO9nJ6RwUjML/F452xiZapdearB/vwZ+77MinQIbDMNRDVUaozxCNGyRPOiIeRnVgmS5gaFDvtef08Wgp50GL+UzXzQ1G1lpnt7xayt9LkXYORctspSHyt9Dq1HOpM7thdvMd27OgHEOBnesK5K8Mwg7duwoPhidxrBtm0QiQSKRoL29nR07drBhwwYmT57M0KFDT3T3inDR2trKgw8+SHNzM6Wlpbz//e+nurq6V20YQmHkKd3o8fa9FHo50aiuru71OSrizMW68yMZD+kEUjMBP4KnLMNJ09Qi52Gy1/V4Rhbh8wIsvYieBVUce4SBiPINBPJE9cAjJxkzctIave1zyF1GNC89T9mQkiESRpiEGeZQ6TC2Vk+kNVLBZdtedGosDY0hlSOa4m1r2WjpeMWJsIlwPeqE0n4arwzpTEuFAqIs4Eb93PRRlHZq7YJKnh7Bk9J57spTa+dHED1CbDqGAV5/cu67YI2iB997MXNVs8r9EDYQYQMZDSE9e6WcqKwqfF90V7PnRkX9z0r7LzVeK53Ba2Wz0AhmxrZxdvsb+fdRAGfaOAcDP9YVSV4RRZzCaGpqYsOGDWzatIn29vaMZaWlpUyZMoXzzz//BPWuiGxs3bqVv/zlL2itmTFjBldeeSWyh9LbQQih6M/7GtELg+ciijgloXDqrSyBCkTxAFeQIr/YSl+QY7XQy6/0gKRkDiLS/npeBDPPAXZF9ILzg1GiQtG7LIJnIdkRGc2m2snsLa1HZUilaurbD/Ked16itv0Y4Kilug2hlZu2GLJQZhJkjHBDDcIw0NJyiZjbDwSCzAinvyvv2nrRNUsAGpXQIC1kaVq8RQg3MoZ0OK3nZRc8L1ojhEgTvHzIOM78v9lO/V+uWIoXSfPTRg3DIZE+EZUZqZVB0Zvs65O5v+7HDgvJQ0OXcCg8lKhKcEPz89Qb7bSHevddK45z/UeR5J0h2LNnD9Fo9ER3o4gBgNaaTZs28fbbb7Nv3z6i0SjTpk2jrq6OSCRCNBqlpKSEmpqaPhGIIgYHb731Fs8//zymafKBD3yAUaNG9bktKTWyLxLv3vanSBpLEUX0FusuLElHSKzMZ2Od8oyZ0wRPB0JnPRFW6Xa+T/Ry656ycbKTu0LI8brz0A3R6ym589ZrNcp4c8hMtpaOJ2FEqO88wOL9r1OaihGxE4RTSSqTbZQkEw6RR2AnjbSoTkohXSKj3FRaGVVutMlRudSWyqmb9LiVx7+EJF1yJ3U69dcChQYUwrTT50Qq18KBTC+77POSce6UQwx7En3KJ8yCkRaWIZ0irIXwXzoECV5GP7ogeF32x73e/ksAwEby24b30yFLmRBv5NrWlxFKIcpKek3YiuNc/1EkeWcAinV4pxfi8ThPPvkk9fX1XHfddUycOBHTLH6VT2YcPnyY559/nnA4zCc/+cl+m9VLQ+XL/un59sU3nEWcZlh3YQnJ4ePwqusyInh2WkUTwE6apBJhrJSBlIXrfvLX3Km8JunZ9XjpCJDIJTk9RR8JXaH9iAA5SKchdi0a053xdQ7ZU9r1+sta31Lp7fLU2+XzY3ur+iw2lk1iTstGph/dQmVnq5/KmG15oJXA6ghhJ020kn6qo4x7/VSYUQsZtdDJlFMPKEWWf6HyI8Dg8HVhgDDxcytV3L2PbIE2NFjOsWllYbjHKEtDCFOnSa/Mb4HgrJynXjMPict7TbO86nzyGjbTdYfCqwmUaTsJF9450sF99ITcBfumtOsdCEJpHq29gg5ZyoKO9ZzfuqbrNrpBcZzrP4pPhqc5igTv9IMXqRs3bhxTp0490d0pohtYlsUf/vAHhBB85CMf6TfBA2fw6p9QXnHwK+L0wdpFUQil/w764HnwUjTBIXnKlj2KEvSlHi8fTjTBy7usm31k66Tkb7NAVM9rX3cvqJIvPVArTXWyBS0E5xx+E5my8f3r/HUCTSUMv8bSWWYgpEZ59Xamp6pKhkpnBpGVjlSHn7IpBRgO0VMJb5/plwZeTxQSkVQoT5DHjeppXGN2lK+YmeckFZifPsiMOrxCP/xaOcfhirDgG8ELhGk6fwcJnsgjSxKsjXT/7tFA4/ZtVfkM9oXrGJU44BC8fkadi+Nc/3HS5HItW7aM66+/npEjRyKE4JFHHslYfvDgQW677TZGjhxJaWkpV199Ndu2bctYZ8uWLZx//vmMGjWKb3/72xnLxo0bhxCClStXZsz/+7//ey655JLBOKQiihgUCCEYNmwYu3fvRp2ChcVnGv70pz+RSCS4+OKLGTZs2IC06cm292c6VfCe97yH5ubmnPmtra285z3vOf4d6geK49zgQJiZ93NQSRNbZNbguWmaqoAnnvNg2fPf1bxRvZ4YoBdCtrBGD+CZWvfbJL0QurF96C7q40fvsqaMPgcInzdvWOIoShjsLR2R1V4WwbM8w+98qaKOIXjGPFd0JSeqGIBPcIVwfPIy2sy3H0/FFXTSzkiB9PaVbyKLwBUkzAXgE1Q3fOwRPJExybTyJwEbBzeyJzKie72kBe59fjhcw6sV84ioBO89+nzG9RVh0znensi5ZhzbmTPOweCMdScNyevo6GDOnDn89Kc/zVmmtebGG2/knXfe4dFHH+Wtt95i7NixXH755XR0dPjr/c3f/A2f+MQnePTRR3n88cd55ZVXMtqJRqP80z/906Afy8mCYhTv9MX8+fPZt28fTz/9dNeF20WcULz66qvs3buXMWPGsGDBggFrV5oKadr9mE6dlwMvvvgiyWQyZ348Hu+TkfyJRHGcG3isPTfTGiZodO5FXJxJZqhp9ga9qscL1D91VY+Xg36Qu+OGLvqYj+hlEBlve7L6nZEimNn28MRh6loOsnTEpRyKul6inkhKlmKq97/3cJ/9m5c+BkfyX1s2WMpJtfQmn3zmO/aAsEoonbKL0TWZyDnOHKIbtE6QPtETXoqn8FQ60y8NvHsrg+C5y7Vb25d3cr3z/GcGL33TNBxhloC/n8iTYppNAB1FUUnCjPBQzRUINB88vBRT2RnHnZkS23OcSeMcDM5Yd9Kkay5ZsoQlS5bkXbZt2zZWrlzJ+vXrmTFjBgA/+9nPGD58OPfffz+f+cxnAGhubmbevHnMnj2bkSNH0tLSktHO5z//eX7+85/z17/+lWuuuWZwD+gEo0jwTm9MnDiRJUuW8OSTTyKl5IorrijaY5xkWL16NStWrKC0tJQPfOADA9u4W//Td5z8LwbWrl3rf964cSMHDhzw/7Ztm6eeeoqGhoYT0bU+ozjODSw8gqcVKFugUk4dHinnt1BZ0o3ySJKxCFYqV93Pq8fLV3+X/bdXj9fVuo4vXg+ieIOQjtkjeCQmqx0vWiWyT1G+4yiQOugRFi2EHy3DzrVLyNwmeO6c9uL7Id5UBsBlJct45uxLeHzM1bx315PUth/Fc2EIRmsBjLDltpNZK+n9L6Rz7DrpRfIKkDpvXrbfHyBNjff7mWH/F/TWy0ZgBznHq2QgnVO5xMtdbuEYogdqDHN++KXwPfkAxyrCSpNajUDbCp20QLqlhVk1/EIKCIcC1zXg06ey73W3/i7sRA6T0uB/yq8hKUJc0vIaNclm/xj9Y+3rYHUGjHMwuGPdSUPyukIi4SRDB9UhDcMgHA6zfPlyf/D79re/zRVXXEEsFuO6667jqquuymhn3LhxfOELX+DOO+/k6quvPi2VB4vk7szB9OnTUUrx1FNPIaXksssuKxK9kwTr1q3jxRdfJBKJ8MlPfrLL35qJEyfS2traq/aFUL2LEmRvfwpEf+fOnYsQAiFE3lSVkpIS/uu//usE9GxwUBzneoc1C0qQnsqKF9XR6VqpYATPq8ELoj+qfRkwPBLRw2fZ403ugtvlU77MTkUsRPYKtZ0l/uFsTEZKZvby7GMJ1sQlD9okjpX51hZmIsXlq17i6bMv5fFxV3PDjr8ypCPzxYZWwo/a5CN4ABgaaSrnGmUTvAKEN/iELMLB48j6HzeY5tWFuumtHnkrdOU8+4Ns+GqVUrjbK0fd07vBAufcN103HUN1bRoIK+uYlHZSJS33XgV0HrE2YRpuJNAlclJlKYC625uOJYNtGvxP9Co6ZZTFHWuZ3b61YHR5yu8OO+Pcg1UFzkae83AGjHMwuGPdKUHypk2bxtixY7nzzju5++67KSsr44c//CEHDhxg//79/nrXXHMNhw87N1Kh2pdvfOMb/PrXv+Z3v/sdn/jEJ47XIRRRxKBgxowZ2LbNM888g2EYXHLJJUWiNwiornLfRmsbrW1a2wrbkWzdupWnn36acDjMpz71qUGxLhH9fMN5Kgx+O3fuRGvNhAkTeP311zN+08PhMMOHD8cw+u9xdrKgOM71DjIcjI64UR0/RTMzna+rGryMNrNq8XokupIFvx4vGycicteN0Eo2wctAsKawKwEOb1kwUueuqpV2PmYJquQ8uLt/p5os4k1lJOMRP8KqLINQ3Oaq1c/z1MLLeGziEt675UmqrPSLMSE1IpR7rYIkT5oaEdbIiMgheIXOg7YB21XYlIF53m+vwid6wkwfR4/SE73z5tkf5IN0o3uK/ATPr6nzFDwlwrLQgeuhtXLSM73r4tXJ5aujdEklEp/s+SRUO4RPuCmkWkruK7mCNlHKvI6NnNO+Lm+Npe/X1wecCeMcDO5Yd0qQvFAoxEMPPcSnP/1pampqMAyDyy+/PG/aSyQS6VLcYNiwYXz1q1/lX//1X/nwhz/cq35orU/q+qdCUTyv3ydz37vD6XAMMDjHMWvWLJRSPPfcc0gpufDCCweV6J2Z18IzuTURwiy4zc6dO3n88ccxTZNbbrmFkpKSbtvvy7mUpkIafb/GsoBk/MmEsWPHApwx4kInyzgHJ/9Yt/b8EhAOqVOWQKekkyKoJUpLtFuLZ6dcqwTLedQJmiP7ZXnCeZjUCEdunvR8hHCIgnTS3hACYQTS8qSTmigMjTYAQ6ANgTBkdpYfPTUJU9otodIgdM+38zfuwT61cI6vy9JEITKnYNPZJM3OjNBpQNlupmPwGFy1yoztpUB1pujYFSHeVkUqFXJ375I8JBID2aa48s0XWLrwMh6fsoRrNz5FVUe7sz8t3KhPZhTPT6MERBhkRPoKmhgChHauue+dnnv+tJl1X3hkTmknuuZtGxJOCiOA4dyPGecv5/yScW4dw3QBBIiSlCAN9z5zI5UB1pOOywlwUzS1Szy976/GfekhhDuMicCU7ozflifQkqWGqrUC23aurSF5oPQyjskKZsa2c0HLm2ic6+3d917dq1kSdr+bxXGuEAZzrDslSB7AggULWLNmDS0tLSSTSYYNG8aiRYtYuHBhr9u64447+NnPfsbPfvazXm3X0tJy0g58e/bsKbhMa+0Xc56qUZ7T4Rhg8I5j6tSpaK1ZtWoV4XCYuXPnDljb2TgTr0W7q3vhDbDxePrHWCnF7t272bp1K4cOHaK6upprr72WcDhMPB7vth8tLS29T9c8Q95wAtx1113U1dXxqU99KmP+r371Kw4fPnxaiYycDOMcnNxj3bbbFsPwcQAOmbOlQ/a0wKqpd0if5TAYK2Fi2ybKSz8L5NdpGajH8wiFUBnfK484COkwLuF66qXrvABTOfMM7aTrmQIZ6v2X0ydIQpCqqnfIZ0+uQR+uk1budl1F8kyBMLo4lizFTb8bSucegxfhEoFtvRla09kqSA6JYlWY2LZTOOY9oGthIyQYhkW4LMGVRzbz8qTzeGnxh7lw6wrKkp1OU4Fr4f8ttBNhA0TIOZ7ck5GnJs8/GEFqSIMzPuQ7z4F5wiX33vEJw30pEKixy4DnxycEvnAK7liUN61W5Y5TblQtc0VXzdNnW5CsGOGce+G2bxiZ0Ual3HtC4Qi9pJvyTo62Fe06xPbQaLZFxmAJkxmdezjPOEB8iENStKXQduZ5squdTJbiONc9BmOsO2VInoeqKiefd9u2baxatYrvfOc7vW6jvLycb37zm3zrW9/i+uuv79W+Kysre72/wcaOHTu6TAnzvuzRaPSUfSg/HY4BBvc45s6di2VZLFu2DIDFixcPaPsezsRrUVHhvN0UQiKEwdatm9mwYQN79+6lvb3dX2/48OG8973v7dXvRFVVVe/Po6ELZvj0DKfO4Hf33Xfz+9//Pmf+jBkz+MhHPnJakTwPJ3Kc8/Z/Mo51b82tIFzmKgRaAVNqlY62GHsb0SlHcEUkwmCZ7rN0+kneq8fLFl2ROdGgNMnL/JzeToSUkwpoOoRCRrINtrtHMCVTu5GdyNFd3T+k9iGVs7sURQ8iJBCmQHaTbpfX4847huZ3ETqQnpllKyGkpGOzhW4uRSUiKNtRPpXCC2PikmubUDRJuDJGGLho/x7+OvtKlg6fxrVrn6Ys1unU24UUwQieMNN1cgXFcDJSSbOOTQi0FISPpK9FkHQE1xdmpt+eMNNKmQX3m08hk8xoXZco0K7WaUVTJ4oGkZbdbuAwbbGQ3ibTbN1L/4wpydtiHO8Y9TTJCiwMSAqMRBuL29cy99AaZGnIEbLBJXlZNY4hHAGd4jjXPQZjrDtpSF57ezvbt2/3/965cydr1qyhpqaGMWPG8OCDDzJs2DDGjBnDunXr+Lu/+ztuvPFGrrzyyj7t73Of+xz/+Z//yf3338+iRYt6tI1XGHmyoSd98vp+Mva/pxjMY9Bas2/fPt59911aWlro7OykrKyM8vJyxo8f7/taDQQG8zjOPvtsbNvmlVdewTAMzjnnnAHfB5we9xP0/DiOHXNG89bWZv785z/T1NQEOPnyDQ0NTJo0iZkzZ/ap/q4v5/FMSWMBOHDgAPX19Tnzhw0bllGrdirgVBjn4OQd68yo5UeftI2jPqhwzauFs8yd7KSJskT64TzwwJc9L/h3+mFegXaW5Zu8dYLzpHTPXQ8iCBkP1VnLvH4UbKcfdXpxEWZH5TiawkNoC5Uj0JQlOxiSaGZy8ztEVNIRkdHeVHhfOTV3PmFxswwFmQSPzEhV5+YkyZZSUgkT25JYSiLR6ECGo/NZI4XtX/uyWIwla57hiblX8tdZV3DtW0sptzod9UjhRlsNkCbp6J3W+Z/5Rbr//j4DQpZSaKTQ6ftHB48l0GCAl6JB2MrpvNaIfOoqbn/STWgn7VWKjGLJLn3r8twHWinnmgSjjN795PdZZ3wfnIPy7mnn+rwmJ/GqOQUtJEJrKnQHo1KHOCuxk9GiGbulAzul3OP0czT91F1wia/3XSmOc91iMMa6k4bkrVq1iksvvdT/+4477gDg1ltv5d5772X//v3ccccdHDx4kPr6em655Ra++c1v9nl/oVCI73znO3zsYx/rd99PJIpqmv2D1poNGzbw2muv0dzcTElJCUOGDKG0tJSjR4+yc+dOXnvtNWpra5k9ezbTp0+npKTkRHe7SyxevBjbtnn55ZcxDGNA/dnOdNx3333EYjGmTJnCZZddxsGDB9m0aRNNTU2sWLGCBQsWHJcISI+V/AptfwqNfaNHj+aVV15h/PjxGfNfeeUVRo4ceYJ61TcUx7m+Ye2i9MsTrciM4PniKibKMhCWgZUIYaUMlDIyH8TzIBjFK7Qse16OgqMnn9+NN96Aiqj0AlpBm1nGiqEL2VExDo2gOtFCRbIdLQT7yuvZWDudV+sXMbFlJzNatzAydQghhd/n4Ge/P9lCI16kTggwJCJs+sTJE+yIv9NO7HApAInOKpKpEJZtYAVyGqVOC1eGpMIwFNJUznV3UWrFuXr1czy58AqenHsF129+knLRkRO9yxb+yL4+nghLBgJRMO/8ZXCibHVQL4oX8LHLaMeyEVLmegkq0tYHQanOQB+zr3q3apOuv0Qw/RfPPd4TXYFcfz7P/kLBenM0r4SmEdFJrki9xSjVxJtiAq1E2RIZx9H4IaZ3bkIlQJhWuq8qg59ilJv5hXZ6iDNpnIPBGetOGpJ3ySWXdFkD8OUvf5kvf/nLfW5/165dOfM++tGP8tGPfrTPbZ5oFAle/xCLxfjLX/7C7t27mTJlCldccQWjR4/OeNuktWb37t2sXbuWl156iZdffpkpU6Ywa9YsGhoaTsq33QDnnXceSilefPFFpJTMmzfvRHfptIBhGEgpaW5u5he/+AW2nZnztGbNGm666SZGjRo1uB0RurAnU09wPA2U+4nPfOYz/P3f/z2pVMqXl37uuef42te+xj/8wz+c4N71DsVxrvd4++xoVoqc8AlecJ43KctA2bJHBC8bhUld9/54XWFA7A/6AC8itaViIi/VnUdIpTj38CqmtGynJBnPSDfsNKNsqZ7CxpqpbB0ymZrEMWa0b2Va7B2iKplJhnzT7Nw0TOGEM9PpigI/FTGxu5V4UynJmONvaFmmT/A8oQ7vshpkEWlAq8wfvYp4B1evfpYnF17BE9Ou4r3v/pVyI+GkZuIQopzU2SzLBxGY5xNaf8eZ6+aDt6/uoLOETLy+5DORJ2tWMJqXcy/lEKg8ebjaJXd+pNJR7BTZBNMl7hGcWvUyneAFczYdRDPPRWQiW8yxXL/1SbSl0+fAt8jI7Fuf7/8zaJyDwRnrThqSV0QRxxPJZJKHHnqI1tZWPvCBDzBu3Li86wkhGDt2LGPHjqWjo4MNGzawbt06Nm7cSE1NDbNnz+ass8466aJ7QgguuOACbNvm+eefZ+vWrZxzzjmMGTPmtJKdP94YOXIkW7du5ciRI5SXlzN16lTOPvtsQqEQjY2NPPzwwzz11FO+p9lgod9vOE8h67Svfe1rHD16lNtvv90XyolGo/zTP/0Td9555wnuXRGDjeC9qqw0mYMguZNd2iV49XhBb7zeEsCu+hecvMhFv6J2Wvc7cudha8UEnh1xEVNbt3Ph4ZVELOc7lN16qRVn3pG1zD2yln1V9WwcMo1XahbyKguZ1LmLGe1baUgdThOg7DRMKdPEz1WNFIbhiH1ISXJ/C/GDURIdUV9BM+USPFs7F1miHbLnpkiCl6qpMki9sz+HdFcl2rhm7dP8dc6V3D/lg8xp38zM2HYqlCvIEi7wmOv62AUFZLw9+FmXXuphoWsRjNx1Fa3Kt30vrq9Wdsb+MttJf8yb2incdZSbBivTnnvaJ3eBbZVmrHUAEdYcFeWEsRhrH2R+ajujk/tJpCSPll3A3tJ6dpc1MDax1w9Gaju7TrF/zxpn0jgHgzPWCX2ySmidRGhtbaWqqoqWlpaTphi9N1E8rTXxePyUFsoY6GNYuXIlr732Gh/5yEeoq6vrdV8aGxt5++232b59O0IIpkyZwuzZs7uN7h3va6G1ZseOHaxcuZKDBw8SDoeZMWMG5513Xp/9206H+wn6fhxKqYIG048//jhbt27l/e9/f07KRSF4Zug9+Y3x1ltxXojyHr5Bzod2S3Puq6mT6jetO7S3t7Np0yZKSkqYPHkykUjkRHfptMPJNtZ5aZreg2O+NE0vemelQlijRsOu/dgpTyjJIwqFSV626ErQG6+Q6IrnySakzhFd6fJhvwfQGhJDxxEJiH30avvAQ7YlDH418WOMb3+Xyw8s8+vnvJS6HFVJFzLkRKhi4VI2V0xiffkUWkKVDEm1MLNzG9M6d1AiUmli4JM716JACOLVYyhp24uQAutwCx3bDeJtpaSSIZKupYWtHYJnI/0aMYnGEIqQdDoZMlNEokmyPQulqZCms44RtomVh1k3ahYbaqZhSZPh9jHOi69jnHUw9wCVTqc0Kp0ZTfNTLBXK1sSrxxI5tDPjWmjXO88RWBE5JC8jPTGfWXx/0NX9lW+ZYZAYMpbIsXczlU6zlTmzyLon/unDPU+qI05HJ/xq4s2UJ9r5+JYHkSXuS5dUWqlUhsCsKfHbnfrHY8VxrocYyLGuGMk7BVFM0+w/9u/fz8iRI3tN8MCJko0ZM4YxY8bQ2dnJhg0bWLt2LZs2bTrpontCCCZNmsTEiRM5dOgQ27dvZ/Xq1WzevJn3vOc9TJs27UR38ZRDPoJnHngCa8S1XHHFFWzbto2nnnqKz3/+8wXJYH8hDMhXy9/j7U/BV3vl5eWcffbZJ7obRRwneATPi94B6JTzfQqSO60EdtIkmQqhUiZYZpaoRPcYiHq8giboXSHfQ38vXjgVImkejoarSckQM1u3ONEWKdLS/dnG6F5bClTKIVsldDK/bQPzE5vZWzKS9dGJvFI5j1cr5zE52cjM5Ds0qCbnd85VZBSmgUYgS6JIVUrb8gPEjpaRTIZIWSFSyvAjdzYSVybEUUDFEU2R7v+QJubBVE2P8PnXwtCU2zEual/F+SXvsMuoY21oAo+UXcSk1B4uS7xFqU6mjxXX6Fu6Bt8BOuNFt0TYcC5txECEZQbJ866QMKWTDuqZgPvpimkyRaHIblbaZnb9o99ONnJUMLNIZE7NofIntHbNzvMozPh9t/22NUCgJEErjYpbhGOK8Ud38U7NeDZVTmZ6+7ZAH9wmw+nIYF9ffJyJ4xwM7FhXJHmnEIrkbuBQV1fH6tWr6ejooKysrM/tlJaWcvbZZ7Nw4UIaGxtZu3Yty5YtY9myZYwZM8YnWOXl5QPY+95DCEFdXR11dXXMmTOHF154gSeeeII9e/Zw6aWXFlM4+wutMN+5j3Jg4cKFvPHGG/z2t7/l4x//OKZZ+Gd24sSJfdtfd+lB3W7f9037i87OTqZPn85NN93ED37wgx5t88Ybb/Dggw+ye/duP43Fw5///OfB6GYRJxBvzStFul8brwbPQ74onm0baC3RyPQDeA+e8LqrqQtG9rqtv+vN93EAIjrdETyAmmQzprLYWT6GkclDaVJgKTTCJ8PaJqcOTNs45NWtWxtjH2JM5xE6Y2vYFBnHuvAENkfGUak6mKgOMImDNIhmpOHQNRE2aX3uAInmUp/g2SoduQNQCJ/kQboOT2SlawZTNYPR1SBEWGPWVWOimGrvZYq9ly3GKF6MzOZ3xmVcF1tJvTqW3kCKDKLndEhnpjwKx+9OmDInqiqkgAyvuQIkLkjwurjuXab3FiBKvrppVupsT5AhiOL64wUWgpL+ejl9V3DRO6+wu2o0L467kNC7FpNadvrjilZk1EJO/WPgvPcGZ9g4BwM/1p1iGatFFDEwmDdvHoZh8OSTT6LyFT73El5077rrruPzn/88F198MUopnnvuOe6++25+97vf8dprr9HU1HTCTYbLy8u57rrruPzyy1m/fj1/+tOfSCQSJ7RPpxPeM2wLZ511Fk1NTfz3f/83nZ2dA74PYYp+TycK3/3ud3sl5//AAw9w/vnns3HjRh5++GFSqRQbN27k+eef9/3kiji9IE1P6U/kpGd68706PNs2sG1HuMMT7wiip/V4XZG4fIIrmRG9XtT/DICYSk8IHkBI2CxoXsuaqhnsKa33xVCcyBH+52B7js9ZwE/PUmC5JtmmQZlhsZCdfFK9yE3Wq4znMNuMkTxonsf/M67gSWMu28KjaF1/hMSxElLJEJZtYiuJ5UbuvMkOKmoG0jWBtBVCD8RthNSYVYGXadIh+9PsPXw89jwVOsYfSy9hq9ngri+ztg+kXGZNwjUOF2EjazIRUmbWIvrnM0uFNCvKF5xyj6XAb3OwncDU29pPR3QlzzbeTeCbn9to2w7sR/nbagUhy+bGN/+CqSyeGXspq4bNSd83XR1HL3AmjXMwOGNdkeSdIihG8QYWJSUlXHvttTQ2NvLnP/+Ztra2AWu7tLSU+fPnc9NNN/HFL36RJUuWUFlZyWuvvcZvfvMbHn/8cTZs2JCjzHg8IYRgzpw53HTTTRw6dIiHHnqIVCp1wvpzykNlXsslS5Zw7rnn0tnZyS9/+csBJ3pCCP/BpE/TCaql3LZtG5s3b+aaa67p8Tbf+973+M///E/+8pe/EA6H+fGPf8ymTZv40Ic+xJgxYwaxt0WcCLx9tleHl1t7l54v/f+VLdFaorRA5SF5Aw6jH+Sun2IqPSV3gE/iFrSuY1TiAH8ZfhkbKyaBl2LoEb2AImKOGbjtzdfolJWhqikNgzGlMa4o28Xny97g46VrmBc5yIH2MI8nZ/D4lCUsP2sxTZFqX0HTi+IFI3g6EMnziV4WCVdaonTuifbItlGqCNVVZ9XCSZCSch3npvgypth7+Gt0EVtDAeXjrLq0fL+VGE5UUrgG4jJsIsNmFmHONDz3Ui+zCVgO+cv3uRvkJYjBaFu+Seu8919OOx7BK9QfpTPukarOdj785p8osWK8Ub+AV+odX15h0u/aVDizxjkYnLGuSPJOARQJ3uBg7NixvP/97+fIkSP85je/yTApHiiUlJRw1llncf3113P77bdz4403UllZydKlS7nnnnt46623Tii5amho4KabbuLw4cO88sorJ6wfpzy0cnyGlPOkZK76P1xU8SZXX301qVSKhx56aGD3V+Ctc6+mXmLZsmVcf/31jBw5EiEEjzzySM46P/vZzxg/fjzRaJQFCxbw8ssvZyz/6le/yl133dWr/e7YsYNrr70WgEgkQkdHB0IIvvKVr/CLX/yi18dRxMmLDIKXks6UJz1TWRI7aTpRIsuJEslAil9vEKzHK2SVkF6eFmvpth4v+0G7l/BIV1/InRPFkMiwgRk1uK75JSYndvNs1Xk8XnMpqVDYJyl+qqYS/uRF81QSVEKjOi1UZxKdcCfLjfIkU+hUCqwUI+xjnB95l1uSz3Fr25NMeXcn+4YN55klF/P6eXM5VlVFCgMbScqd0vV4OqcezzBsDMPOIPjO8TnXyIxahGtThGtTlEwb7pO6DIIGICWGFFyVepPJid08E5rHga2K+PY2Z3qnnURjB4nGDlKHMqfk/g7stkRum0IiQiFkJIwImc4UNtNRPpdIZ0ez8kW3ssmatpQ/+VE0S2G12bRtjdC6udSfWjaW0LI+SvPaCMn9qcIqntnRP8vOmFTSythv9nJt2U4012/DibBb8RDRDouPvvkg5ckO1g6byeFwjS9AlNceojc4g8Y5GJyxrkjyTnIUCd7gYuzYsdx6662MGjWKJ554giNHjgzavkzTZMKECVxyySV84hOfoKGhgRdeeIFf/vKXvPHGGzn518cLI0aM4Pzzz2f16tXs2bPnhPThtEIq4TyVWRYzZsxg+PDhHD58eEDSgj34DxH9mHqLjo4O5syZw09/+tO8y//whz/w93//9/zLv/wLb731FhdeeCFLlixh9+7dADz66KNMmTKFKVOm9Gq/NTU1fqS9oaGB9evXA9Dc3DwoqbBFnBi8OdOpWy4UwQN8oRXATdM08kbvBqoer8frS5EbTekjekvqgvCid74/nPs9DymLK469ynVNL7A3XMeL1YuciJ4UBYUttOUSPsuL6AUISNJKEz3LmbRWvkhHte5gbulmrnnqeWas2kzz0CpWXLuIty+eRXNtpsphPpEc6aVqCp03BVeaNkaJTWhYCaFhJRBMv5SZkTn/eJpaOX/LS4SsFC+Nu4BYUwlWh+lMnQZWp4HdIbBj+JO28D3mMqJegRo4L8In3IheTvpmcP3Mg8z8O8894+1TJbRzHZQgGY/kTE5kmwzxl4x2dCBqVzDtMyDQUiAtNEhI7aThvnSRGEpzzYanAFg7YlZWeV/fx70zaZyDwRnrisIrRZzx8FI3f//73/P444/z8Y9/nFAoNKj7HDZsGNdeey3nnXcer7/+OsuXL+f1119n3rx5zJ07l9LS0kHdfzbmz5/P9u3beeqpp7jlllsIh8PHdf+nBVJuXaOdAssCITHX/ZQpU87m0KFD7Ny5s+9CK9kYoIL01tbWjNmRSKSgXPOSJUtYsmRJwSZ/+MMf8ulPf9r3CPzRj37E0qVL+fnPf85dd93FypUreeCBB3jwwQdpb28nlUpRWVnJv/7rv3bZ1QsvvJBnnnmGWbNm8aEPfYi/+7u/4/nnn+eZZ57hsssu68VBF3EywyixgMJm597/vqpmgRq8IESWamYh8lc4cpcb2cslf4E/+knunAZ7v63fhyDB834fAg/+ExJ7uLTlNZ4ecgGjkgeYbm1z18sWDUnX6QmETw60lfZrE5YNpuGqUzrbYLk1XO6ua+uOMOUdqN++n73j6nl3xhjeuno+1fuPMWrjbmoONOcei3uN8tZXSo00FUbYxqgAc2i1u652yJ1HKHzPN4V10NlHqklhdJicv2ElT8+/jE0jpjJ931akaSMsV2QkpZCRdOq9iOS5nsIlcq4HnK+KqVTGpdOWTcaZDb4I6AI5KZ5JhUo6pFsrgVICpdLMXAhNCDcbSGnneuQbG9zrkmP4XgiBGsJs2EnpRtQNhNSohKIiESOkUuwvHwEtA5QmeQaNczA4Y10xkncSoxjFO34IhUJcd911tLa28sgjj+T8KAwWhgwZwlVXXcWnP/1ppk+fzhtvvMEvfvELnnjiCRobG4+bSIuUkquvvpqOjg6WLVt2XPZ5WiGVAMudbMt5YrMtsCxq298AGNCok/fGuD8TwOjRo6mqqvKnvqSYACSTSVavXs2VV16ZMf/KK6/k1VdfBeCuu+6isbGRXbt28YMf/IDPfvazPRr4fvrTn/KRj3wEgDvvvJOvfvWrHDx4kPe///3cc889fepvEScP3ppXylvznJda2QQv/b9E+2p/sssoXj7IHoh39AZB83Pv7/6gr5E7H4FauUIEz/t7WmwnZ3Vs58XKc9hYPtkhIVnCis7kRVLxBTUy0vlSKYf0eWnqSjvRvADCQy3KyzuIkqJ+5wHmP7GKqS9vJBUxWX/ZHN64/mx2TxuNFTFxtFHToiv5IKTCCFtuFC+tWO3XXrkpmx6SjU0kDyuSh5UTsYuHqNt3lEk732H1WbNpkjXYSTMwGdgx008Tztx3prhK+m+JCIcc42/DndwIn1f/GCRdGWmfdC1Qoi2NSjgET1np74CtJLaSpGzDvWbeteomPThPZK5QhC9v3Z9y+qMSTsq00tJPn1aWJGRZWNIYENEV59ycOeMcDM5YV4zknaQoErzjj9raWm644QaWLl3Kvffey6JFi5gyZQrV1dWDXsBbWVnJe97zHhYvXszGjRtZu3Ytf/zjHxkyZAizZs1ixowZgx7dq66u5uKLL+a5555j0qRJjBs3blD3dzrBGv/RgsvEjh2w5hEsyxq4HQ7QG87GxsYMk9i+mq4eOXIE27ZzfCfr6uo4cOBAn7sJTgqLByklX/va1/ja177WrzaLODmwZkGJT5CUlVmDB2mRFWWlCV4qGcK2DSzbSHupCZ0h4NFTZNfjdQUhNRi59Xq99fHqN6EL7tsMEDvI/E3II/wh3GjSxc2voYTguZrz2FQ2kbNb1zHSOkxIW6i4hYopVNJLP+2ChMSTTjTPIzVSYrfF0EKgyixUwjmvcR0ihaOuWbnnGDMbm2gdXsXRiXXsmDuBHXMnMKLxEOO376au6TBCKJS7X+lGUkORJGY0RagqScmUIciK8nTkDhDuZ9URI7G7GatdYnWEsZPOY65ntaFsyay3NrN/WB0r5i7gkhdXYLjG61I6KaKWZVJW1Y4pktgdGqut07cvFBKMyijGkAqH4AmX6JVEnfpEQEvpEGBXnVIrhXDTXf3+eh+kcFNg08vsWJ6TbQuaWquwtJFpO6EUlmWSagujVcrto020wSWAmpyonJACFbdzyaAnxlMIUmCUCUJWyv9uBr83Qiu0CCHCRkHbh17hDBrnYHDGuiLJOwlRJHgnDuPGjeO2227jlVde4dVXX2X58uWUl5f75uejR4/O+LEYaJSWlrJw4UIWLFjA3r17efvtt3nllVdYvnw5kydP5rzzzsv4IRhozJkzh23btrF06VJuu+22Pv8YFpGGdw4HUmBHGBJh9D184D0QVVZWDuj9nP0yRGud9wXJbbfd1qt2bdvm4YcfZtOmTQghmD59OjfccEOXHoRFnNxYfVYFRklghp1172SpaIJTh6eUwFaF730hdE72Yc463QirdDvf+9uzIeghBoPgFXoQ9qMzwbo05XijhbTNFYdeZmp4Gy8NO5dHh12O1DYjEkcYndjPqMQBhrcfRMQst518x+J41emUcqJXSjspjF5aoJ9i6AispITEFhIFWMIgeridsYdambx6G4fHD2fPpAZevfwcytvambR9J5N3vIMAX4RFmjYyYmNWSWRVhXts6bRMpMQ6cozk/k6sdici50XoANdL0bHcMLRi/mvrePmyxWydNIHJ23YCIJVGaef+MtpLKCuxHJGfWFrxU3pDYpYNA9IRY/HPjXeesBFINCqd2ulv477MsDQuP0NbYMe9VFCNNDPvvQSmfzkkELPCmIaFnTT9+9QsS/lte0HRYJ9UUqESWddVei8yKHhPe/WTRpnGSFooK/MNh9QKJTJfNPSHpJ1p4xwM/FhXHCGLKCILkUiE97znPZx//vns3buX3bt3s3v3bjZu3Ag4KZajR4/2iV9JSUk3LfYeQghGjRrFqFGjiMVibNy4kTfffJM//elPfOxjHxs0c3UhBFdddRW/+c1veOGFF7j66qsHZT9nEjySF4/HB67Rfr/hHNjI9NChQzEMI+dt5qFDh3LeevYW69ev54YbbuDAgQNMnToVgK1btzJs2DAee+wxZs2a1a/2izgx8GvwUl6ULldoJXuesiVKOQ/rPRFX6QkKCaz0pB6vpxgQchd4YA4SvLyKjZ4SYtZ2Tl+c+SqpGG3t4+Z3H+JYpJo9JSPZU1LPmvLpvFY1F3OoxcjkIRo69tHQtpfhyaasfdhueqRAYPskQiuNl0WrrMC1Q2AhMgKDcWFA0mbk5n1M2LKL1uGV7J48mjXzZmGHDWZs2eoTPCNsY5bahMeOcAlWJkNJ7TlI6nASq83EijvkzoveAa6XopPmqLWg5tAxJmzexYY5Uxm6r4mK1g6/nwqBTIYRx8oJN0gnXdLj9ZHAdXCjeH49oEv8RDiUrlUkQPRkkPy5/ydtdEr7KbF23Eh/J3CESzzfSA8pN9wmgYQ2iVohwlYKO6mdGkMZuOaa3AhvyhFy8S+GdAmf9HzRNcJwBHc8eAqy3r1sltqohJXxnTC0jcoOBfajTvVMGudgcMa6Isk7yVCM4p08iEQiTJgwgQkTJgBOTdWePXt80rd27VpCoRDnn38+8+bNQ2a/2RsglJSUsGDBAqZMmcLvf/97HnnkET784Q8PmjhMZWUll1xyCU8//TSzZs2ioaFhUPZzpqC2thZgQNI5PAiRrjfo2/YD1hUAwuEwCxYs4JlnnuF973ufP/+ZZ57hhhtu6Ffbn/nMZ5gxYwarVq1iyJAhABw7dozbbruNz33uc6xYsaJf7Rdx/PHmzHJkBHJTMzPTNL3/0w/qPa/DyzZBHzhSmFmLVyi9bcCInQePWEhyCV5Q9TFQU5V3OWkS6FGOIbFmahLNzG7eiEJwJFrL3tJ6GqP1rBoyhxW1C2mI7efSltepsVoC6X+2+yAuEaarRukLfEB2XZsSji9e8NTEpUPalRIMPXyM+qNHqOhoY92Ms6joaGfioXcDUTwDWVrq1P4FhFaSu/aTarKwO3IJnm27hClA8JQr2jP17W0cHDmMdQumc84LbzrLHDMHpNLIRBjRGSKUMDDCmen2OZGbQH+EYYCpcohehpceXo2jq5xpCeykk7JsJ9MRMunWqWacRzziDCkknXaYqJ1AWA7J6wq+UqcVJH5OmqZW4NmCpE3N06sF72lhuhHDwDpDks00l1STxCRM/8sTzqRxDgZnrOv12evOQ6K9vZ0vfelLjBo1ipKSEqZPn87Pf/7zLtu85JJLHNPDrMnziwD41re+lbN8xIgRGe0cOHCAJUuWMHLkSG6//fYMyXJvHw888EDGNj/60Y9OitqjHTt2FAneSY7S0lKmTJnC5Zdfzqc+9Sk+97nPMWPGDF588UXuu+8+9u3bN6j7r6io4MYbb+To0aP89a9/HVRRlpkzZzJkyBBWr149aPs4UyClJBqN0tSU+Sa8X0qbptH/qZdob29nzZo1rFmzBoCdO3eyZs0aXzr6jjvu4Je//CW/+tWv2LRpE1/5ylfYvXs3X/jCF/p+nMDbb7/NXXfd5Q964ETTv/vd7/p9GWgUx7nBw1uzy5ARu6APXtALTyuJlTKxLNP3w8tWXeyLN56zXe/r8XLmZ32N+uJrlwOl0+bVGUIfIMMy7cNWIIKnkrZf+5UtnqEthYrbTs1dwn3gTzmTSjiTsBTD2g8z98g6rt/zNJ9553dcu+8Z2s0yfl93Ha+UzyUZJB2e/L7lHHjisCRxWJJqC5Nqi5BMhjLqJQWakE5PAo2FICEkHSpCKJRizraNjN+7i5ULFnBsRAXhqgTRBoPIjAluSqgivv5d2lc00r6ikc53JPHDpcSbS0l0lDjWAskQqVQIyzbdyfAFS2zt1AdiwYS1OzlSP5TWqoq0T18g31crgZ00iDeVEm8qpXNPlPb1Fq2vHnam5QfZ/3A7+x7qYN/DMfY9HOPgY+20rWqifXUL7W+3k9zX5lss+Nc0YKaeKXwj/AiykDr98sPQ1A0/TClJItomom1MNCEUpUbSX1dZTqqq1ZTAako4kUKXTDq1lqCSIoeAp69nWmwnX5puEDKqMUq1k75Zphkb3wtC8E4kbTg/7ZG2rhvpCmfQOAeDM9b1muR15yHxla98haeeeor77rvPPwF/+7d/y6OPPlqwzT//+c/s37/fn9avX49hGNx0000Z682YMSNjvXXr1mUs/8Y3vsHZZ5/Nk08+ya5du7j//vszlkejUb7xjW+cUPPpfCiSu1MTFRUVXHbZZdx8881IKbn//vt5+umnicXyVU0PDOrq6rj22mvZvn17zv0/kBBCsHDhQrZt2+Z7tRTRd9TU1BCLxQbOKy+g7taXqS9pLKtWrWLevHnMmzcPcAa7efPm+cphH/7wh/nRj37Et7/9bebOncuyZcv461//ytixY/t1qFOnTuXgwYM58w8dOsSkSZP61XYhFMe5wcEbU6oQIZWX2AWVNL3/tRJump3okWVCf9CTVMygAXo+Rcp+IVsVMSNyR6ZqZhZ8lcTsNM2s5WkzbDJVM4OT7abpuetKy2ZceyMf2fUwC4+tZU3lWfx+xA3sDI/M6Ke3Hw92womoaZ0+UabWmFoT0sqfwu7fEjBQmCGLUCjFBRtfY2hrEy/MvABRCuGzJjrCLkeOEl+/m9QxgdURcqZ4yKm/c4VVnNpNw4/YedE7cKJgtnaIno2kdvcRou0x1i6egRUxfaJnCIVppqNRnmVAqjNCqjNMsj1Csj1C++FKYrEo8UTEnxwhFGe5Fc9MmPOVH31vPc/f0EsT1o5FRNhGmiqD8AmpqYh0EsEmgk1IK6IiRUlJuhTA865TcYGKC+wOG2170V38FM3MNORAB7O+B725tyd07gKt2RUd2b80Tb8vZ844B4Mz1vU6XbM7D4kVK1Zw6623cskllwDwuc99jrvvvptVq1YVDGdmC0k88MADlJaW5gx+pmnmvNUMorm5mSuuuIJZs2Yxfvx4WlpaMpZ/9KMf5fHHH+e///u/uf3227s6zCKK6DFGjBjBxz72MdauXcvy5cvZvn07F110ETNmzBgUVc6JEycybtw4Nm3axOzZswe8fQ+zZs1i//79LF26lK1bt3LxxRf7qYdF9A7Dhw9n3759tLW1UVVV1f8Gs6TCe7997ze55JJLuo0e33777QP+2/q9732PL3/5y3zrW99i8eLFAKxcuZJvf/vbfP/738+wOxmo4vriODc4CFUkM2wSsqMJ6RRN4RI8A61lTopmvtRLzzy7K/TFAL07E/QBT8sEP8/MJ3fuvvIhwwA7ux0vGuilV1raIXFuql4+TVK/VkwF0lLRmFicc/QtprTt4KVh5/L40MuYENvNxa1vUCkSeftmpZzoq0JgBvbmWSUYOCI5UmuXN2tCpQn/nC/auZrH5y/hYP1oKqQktbOR5L42Uq1pYRXASc/Uzr2jCkSovFRMj9z5tXdaM3fZWlZfNp8XrruQaeu20bBtL0aB6K5lmYhAnV8iFSalnZTTkLD9dZIxpxY7YgZe+gZTbIVES8uJylq2S/Y0ImL7x+9/R2zhz4uWxilLOT62cRWiqqQjp4/KMrCTbt2ecCO1KRBZhK0rJc3g9QeH+Af/9qLYXq0eQCkpJIqjoerCDfcGZ9A4B4Mz1g14Td4FF1zAY489xqc+9SlGjhzJiy++yNatW/nxj3/c4zbuuecePvKRj1BWVpYxf9u2bYwcOZJIJMKiRYv43ve+59dLAfzzP/8z1157LR//+Mc5++yz+f73v5+xfWVlJV//+tf59re/za233prT/olAMYp3ekBKydy5c5k8eTIvvfQSS5cuZf369Vx++eUMHTp0wPc3bdo0nnrqKTo6OgbtPhZCcOWVVzJhwgReeuklfvvb3zJr1iyi0SiJRILa2lrmzJkz6PYSpwOSySTAwF2rEzD4nShcd911AHzoQx/y7zVvEL7++uv9v4UQ2HbX9SgDheI413usmlaJWUZBo/Pg31o5Hly2LfOmaHaHntbj5SNwXupmIUEW53OvupMfhSIdwQieUTh6F2xH+zVyefqnNNpyl9uko3juetkkNbi3IOGTIef/qkQr7923lO0V41leu4j/GfZeFrWvY158C9nJcV4UzUARFOk03JbDWmHgTkIREjaR2oT/+9TAPiqTrewcOYcxW58luT+G1Wm4Pm1G4ZTDwP49JVYLJ3qnXXLnET2JpvxYB4v/spJ35kxg3YLp7Jo0mjGNe0mWhQmNGMpZsQOUdKQj45blPDonUiFS2iCFkZHmaSiJlTIwQ0HlEplBiLxonrYUwhSQ0hjRbGKpXYVSrwk3mlfmEDsjVuLfl1KojHvUE2+xhUYlhB+17c29m7N+AbXMDDKIIKzT5uz9whk0zsHgjHUDTvJ+8pOf8NnPfpZRo0ZhmiZSSn75y19ywQUX9Gj7119/nfXr1+cY/y1atIjf/va3TJkyhYMHD/Lv//7vnHfeeWzYsMGPLixcuJC9e/dy5MiRgm9Cb7/9dn784x/zwx/+kG9+85v9O9h+okjwTj+UlZVxzTXXMHPmTJ599ln+53/+h4kTJ9LQ0EBDQ8OARcLq6+sBaGpqGtSHOCEEkydPZvz48axevZrVq1djmia1tbWsWbOGnTt3cvXVVw+KwujphGPHjiGEGDDJf2EY/ZOWNk4dYv7CCy+c6C7koDjO9Q5vzizHKFHolHRr7fKlZwqf4Nm2gZUysGwnElSo7u541OMBfj2enzrZ+1Kf7h94M8id633Xxdc0mJ6ZTdSCf+tUerknuOH5DkqC5yFrW5lmZULiRII80mzApJadjG3fw2vDFvBqxVw2lExkbPNuhlUfYXjbEZSbpmlIRa3RjmHYxBIRYipMwn30FGhC2JSFEkSjcUpqOiiZOcJ5wI06kbAGneRwu8BujXcbNbWsdO2dhfNywHaf9L3InUfynMxF4WYnSsy4zfTXtjBm6x62LpjE1qkTicTiRKuHsnXetSx4Yy0New74NX0HRTkJKQPtaJ9TGFozPNGJkVSYHaWUd3QydEhHBkEyKkodU3lLpcmUd28FBHOU1GB5dhSZL0ii0YR/LzsE0FHilKadXi8l0LZEJYXTbG8VYoN+DVkQhqP06vW3M1yKRlBh5UYX+4IzaZyDwRnrBoXkrVy5kscee4yxY8eybNkybr/9durr67n88su73f6ee+5h5syZnHPOORnzg6kzs2bN4txzz2XixIn85je/4Y477vCXdZfqEolE+Pa3v82XvvQlvvjFL/bq2LTWAyp2MZjCGdn7Gei+H2+cascwevRoPvGJT7BmzRp27NjByy+/7L95qampIZVKUVlZyYgRIxgxYgT19fVUVFT0OCpWWVmJEILm5mZGjx49mIcCgGEYnHPOOZxzzjlorYnH4+zdu5enn36ahx56iJtuuolwODzo/RhIHM976siRI1RUVGTsq9DnHuEMesN58cUXn+gu5OB0Hudg4Mc6whrt1daJwKTSREZpR+Leib4Y2NpEId11002JgPF5RoBPkG43e3nW/9p3tgaEkwqnEf7f6WUgDI0Wwv8fI9huDx8ile563QDB04bz3dZCFCR5WuPUWWknWkXwWmXJ5Sst/JCc4xOXec791MBAE0KScXKd6AHp86ecwzGVxQWHX2Naxw7WVM5gR8U43h7myLxXlpeTmNZEOJGkuqWNoc1HqT12lNq2JqxOZ6zoSEVQSJLKJOJeOwwTLaW/s2ojwW5Z498HGfePe05TdsgX5klpAyWEcz8J4QisQA658+cJjXIPXgAVzR2c/8IbrjiLQWriGDbUV/Pa+QuY++o66t89gEKihKDDcNi+FxH0UKYUcR120k+xKdVx7ITt1IqFDX/f2tPYsUhHqy0nauqcZ28d57p5x+QdtxA6/Vvu1Yp696l3GxsabZD+HgW/Sz0YB/ySSgEYge+Gd595LySA9RVTQQimxnb6fSyOcz3HYIx1A0ryYrEYX//613n44Yd9xbDZs2ezZs0afvCDH3Q7+HV2dvLAAw/w7W9/u9t9lZWVMWvWLLZt29brfn784x/nBz/4Af/+7//eK8WxlpaWARv49uzZMyDt9ARaaz9d7FRNrTtVj2HmzJnMnDkT27Y5evQora2tpFIp4vE4ra2t7Nu3z7+Ho9EotbW11NbWMnToUGpra7s0I6+pqSGRSAys/1oP4F2LhoYGbrzxRp5++mmee+45Lr744kGzkRgMHK97av/+/ZSUlDBp0qSMaxWspQrm2vcIJ5l/0GAjHo+zdu1aDh06lCNe8973vve49uV0H+dg4Ma6LR9xI5sjxqUjEToQjQh8VraBVqCUK32vpF9fpQMRu0xil07H1AhU3XCX0Dgv1LwH1Ox6PeVHP5zUzozaO69NqZGG8kUxhKEQhkaYIEI9+P705vwJR4ADIcCQpKrqHYJZaDdKo20nApR3P8Ihfo6lQTo6p20nquP7o5m5obHs1FanX9qPNHnN49dkCSqE4ILELqzWRjpFCcfKqomnxtDR2kkiFKKtYQQ7p01mh+EoY1Z2tlPd3sKQ9hbKmjqwjikS4QRmTTvxmuGIAPsoMaoIhYaSGDoOu0SjkgZWzMSKh7BSziOspUyUEigktnZIvpeO6cFPphQC4b0EwKkDTN/rGoVGiySeuo45tJaZjUcorarinSvOJfLGFiqOtSNFmJBhYAlwWtS+AKvQGltZKDQhbWFHq4hXVzkKqVGnz7K8BCU7seNpnzxnQeZ1Vyn3uqUMrISBShkZYjbOIaXvYWWojGsoTI01pN4RlBE6fS2DyDdsZ0XwhADMrNrYrJTixqELqDJKGNYZJlHmCJEUx7neYaDHugElealUilQqlfOgZxhGj1Tl/vjHP5JIJPj4xz/e7bqJRIJNmzZx4YUX9rqfUkruuusu3v/+9/fqLWdVVdWAFPbv2LGDaDTa73Z6Cu8HLBqNnlIEKYjT4RjKysr8KFjwODo6Ojhw4AAHDx5k//79vPPOOyQSTiF7NBolEolQUVHBvHnzmDx5MuB815qamigtLT2u9xJkXouRI0dy8cUX88gjj5BIJFiyZEmXxPRkwvG6p5YvX05rayuLFi3KuFZBAZbe7l9Iw/Fi6iOEPD61awOBp556iltuuYUjR47kLDuedXgeTvdxDgZmrHtj2hBCro8Wtsibphn8W7ppmiplIJSBUBKhRU5KZvABVgZJnhu9MPbsRrjfbSnT5C5YrxSsXwqannufvfX9KeSuYzokT0a6+L72pg4pEMHzRDm0cCJvkaO78pM8X0nTVUy086ePqhRpgueeYzspM2oiRSiYrpmvPjGdpooMkINg2qqrEJk4LAnZggpLUi4EHZUtqHcOOB5sQoEBrVUVHKutoqlmCHuqalk/bDQMFxjKIpxMErWTjG6Lc2H0XaKuiEl7RwW6AyJHdpFsEiSOlWDHItiW6fsnKjc9UwVq7oKpmYAfwcv26QP8WjqhHYEZIZPuGwIDkIh39zNm9wGOXTqbVZPrmL7iGMb+oySkSVykDd4jXkRQKcLKUb9UOoVR2kIochQZERilzmO3YZVjN7djd1qomFN7551j4T6ZawU6mfbPE8n8tYjZ92/GSwvDmUKH3nXve4f4edcx3Ub6cz5xlsx6Qu8+SKtYHgoNYX+JxdjYFkqadvkCM8VxrucYjLGu1ySvvb2d7du3+397HhI1NTWMGTOGiy++mH/8x3+kpKSEsWPH+oINP/zhD/1tbrnlFhoaGrjrrrsy2r7nnnu48cYb89YtffWrX+X6669nzJgxHDp0iH//93+ntbWVW2+9tbeHAMC1117LokWLuPvuu3vsVO/5FvUHO3bsOCEkJei7dKridDgGyD2O8vJyJk2a5Evkaq1pbm7mwIEDtLW1kUgkOHDgAI8//jjXX389U6ZM4dixY0A6bfNEHsOECRN43/vexxNPPMH999/Pueeey5AhQzAMg0gkQnl5+Ul7zQb7ntq4cSOHDx9m7NixlJaW5uw73+ce4Qx6w/mlL32Jm266iX/913/t8W91f3Emj3PQ/7Fu1bRKQqUWOpmut/N9t7wHVE/C360PU1pip1xvPNfAWmR5lnnzwCV4OnOe0NqfpHSWB5cF2xDaeShGZ27nref/LZXTnhsNFMIP9qXRW4EJlxhlPGQL/Kic378soQvfIkGB8AgekO077UXwcM+78oyvU5k1XZmX2Eu/C0RNXVVHIbQTHPXPDWB7iouaVLskcaSUSGXMWU+451sJ5zjQSKWpbT3GsLYm5B7nYVWVwNGaapqrqkiVhkiUV7CpfTw7D5Zy/lOvITTsutikpKyDY+ur/DpNyzZ8pUwgQy0zOy1TB0gebsDMT3fUGkjX0imtMbARWqPde0dr7eiNKMWsF9ex6dxprL9oJtVb9lO59yjaUlgKdCyJdAVuEghMBIa7rZ0ysI6aiJDCNp0XH2bbUcerMOm8ALE6QhkvGCBdp6osAzOawgxZKKEyXpQEiV1wW+/lhnaj1YahwHbvYe8Se5xBOp89IR7hnTCZvteFc6rcVF6ce9i7Z23NX+ovA+Dioyuc82prJz21OM71GIMx1vWa5K1atYpLL73U/9urE7j11lu59957eeCBB7jzzju5+eabOXr0KGPHjuW73/1uhlHg7t27c96Cbt26leXLl/P000/n3e+ePXv46Ec/ypEjRxg2bBiLFy9m5cqV/fKm+P73v895553X5+2LKGIwIIRgyJAhGYaYWmseeeQRli9fzqRJk1i+fDmVlZW+AMuJxvjx4/nYxz7GU089xRNPPJGxLBqNMmvWLObPn095efkJ6uHxx7Zt21i6dCmGYQx8SmG/axVOjdpWcDyC7rjjjuNG8KA4zvUXRomVETHKb5cgfNEVAGU7NXm26sd93Q2Cgis9QfaDM2RFzfqiHugTvN49gGaIrLgEL+96geid81mAnb4O3v+eeTZkRfGCRueG9tsUEp+ga9yonsORsTpCjt2FJ54jRE5KoYcgIQnZNiNbDjI6uRejVBOSpejVHay7ah47xo0m2h7n0KhhLN7wBslE2DczDyplAhlqmd4Vzo7aeRE9j+ApQArhEDjvxQFgCOXXx2UbTJiWzVkvb2TXzDE0njWG5qmB8VdrQkfaKdm6H7mvGVNKSrQEjdPneAiRdIRRHKSc6HZKkuoMk0qEMQw7QwjIi3Y758wxPJdmkORleugFr1tQJEcGhIPSbQeuiTfPOzFdIFtx00Ly8Iir6DRLmduynirVEVi3n+PMGTTOweCMdb0med15SIwYMYJf//rXXbbx4osv5sybMmVKl+0+8MADPe5jT/d57rnnHlchj6KaZhF9hRCC8847j/vuu4/77ruPw4cPc8MNNwyYWuNAoKamho997GO0t7fT0dGBbdvEYjEaGxt5++23efPNNznrrLNYuHBhjmfY6YR4PM4TTzzBrl27MAyD97///QMvSmMYztTn7QeuK4OND37wg7z44otMnDjxuO2zOM71HavPqkCa2Qbn6ciD97f3AOupMCrlyN1ne+IFUcgfrz8o5IOXM98TtoC+S8P3heAFPPCCBC+fXYJncB4kePmug/c5GDEKwj9224mDOoQwsC8lfKKnk8Ktj+ve0qArCAN00sI8GqNqz1F2zp+IUIqSo+1M3LmLTlVGShnYWmaQOsgVVQlG7zLq8kRuqqa3HjhkT9L1tRXAyA17OLTjKKHyCBEpMQ1BrCJKx/hhtJ4/hY6WGNVb9hPadYhytw7VijuROiPshF2F1ChLYicdTz3blihb5tzPWgvC0bQPoQgphJ1J1oOkzl/P+9vECcNJnRGt87wS3QN3UkXJuq8UGWdDEIgsK83WsrE8P+wCUiLEmM49nH9s1cBGz86gcQ4GZ6w7eZ4QT2MUyV0RA4G6ujquvvpqNm7cyBVXXHFcH3p7g/Ly8oyI3cSJE1m8eLFP9NatW8eMGTO49NJLT5n6vZ5ixYoVrFy5EqUUw4cP5wMf+EBOmibQ72snpET04w1nd6bQJxN++tOfctNNN/Hyyy8za9YsQqFQxvIvf/nLJ6hnRWTjrdllSJMe2SR4Zuee55gXpQmiNxYJQqTjONn+eF153nl/Z6e9ZS7zPve4O5noa/QuYHTuG5nns0tQwc9ZBM+1rXCWB1LnApG8riCM4HrBlFeH6MUOl5KMR7BsM31thcjxNsxL0P0oFCAFW16op9M0GLpqJ2r+OIStGLphD9oV4klq07FGCJA6yFLLJDdqB5mETwkvyKORrkiNc0xOOmOw74rcc7QxUkKHVoTa4iSAMFDS1E7FzsMkastpmTaSpnMm0DyzgZZVu5jSuJ9QMoVhpKNwypKkEmHf9sF7ueGlBYNjP2GaaVKI4UTyhPfOMFDD59fMZUV5lXbuPSfNUrsWGiLnXshIH84m9VloluX8teFyjoaHIFFcePR15rZt8nbo3+fT/9I/K4UzaZyDwRnriiRvkFEkeEUMJGbMmMGMGTNOdDd6jWg0yqJFi1iwYAHr16/n5ZdfRinFNddcc6K7NiCwLItf//rXtLa2EolEuOqqq3yRnEHBGZTG8vvf/56lS5dSUlLCiy++mFPjUSR5JwfemFKFGc2NHmUjGMHzzLIB/3NPInN99cfrNQL1af0meL2EVk5NXl5vOLdeyvus02wng+B5KbOZEbzAhi6yH4az0zjzpXdqBXZHCDtp+mqo3rq6D/WcQkKbiGAJIGkxfKVTExvSGhVKn8BCVgjeESlERkqmhyDB8//XAtB4j9LdRfEALCGI45VBancfzj5tgKMd1L6yjc6qKLFZo9l74RRK/9pJe2sIkUy332SG0mRUpg3iIS3gMoPD7rlJR+s8ERzvnPkIvEAIphQL5RFAJ6Dnp9oGEHyR0R3WVk7l5Ton/Xt8526uOPgikezxpIBpeq9xBo1zMDhjXZHknQC88847rFq1iiNHjmDbNuFwOGeqrq5mxIgR1NXVUVVVddIKVxRRRG9gmiZz586ls7OTlStXcvXVV59Stgv5oJTi3nvvpbW1ldmzZ3PZZZcN/jGdQYPfN77xDb797W/zz//8z6f8vXI6w4xaGYQiZZismjiPvbX1xMMRpFaELItQysJMWc7neIqqY61UH22hoqkdowfqpH1Fdj1edyboedUme5P+la1E2At4ETwvPRNIR/HSRWbuuqRr5XpM8LL3VyBdE5waPTeal036rHjan86xxsjfvhdZDRp3Z66gsdogJgzsrMhZCO3aI6Tr7/KKqpCf4AUjcb5zhxuH9I/Xr8nr/nfRRpBEYzuJrI6QC9rpV2Df0dY4csV2kjfM5/DYYcgNewFIuuu0yPQxSbdHHoa5KortySjVZrt/zqSpc1ROu6uhEyEBRlowRQCYOkOsJ0gcKfByBmBrxQRerjuPsEryvr1/ZZjV7LXQdSf6ijNonIPBGeuKJG8Q8frrr7Nv3z6OHj1KaWkpI0eOJBwO8/jjjzN8+HDmzZtHKBQimUxmTIlEgi1btrBq1SrAiYJMmjSJefPmMXz48BN8VEUU0T80Nzfz9ttvM3r06NPiof3ZZ5+lpaWFOXPm9MgIe0AgZf9qFU6hwS+ZTPLhD3/4tLhXTkckk0meuHQOzaNmEjOiDG05yrDmJt4eO4N3Ro5n8p4dlMY6UUhSRpikGSJphkjJMG0V5TSOGokyDVCaqmOtjNvRyKhd+zADcuH9rbsrhJ6kcwmpM+vxeoI+RO8cEQ2PhbjpcoHUuwyCR3CeSPvg5SF42QI3aUKXZgjdRfKCRM+brxIGVtwVXNEiJ60xO13TQw65dqOldtwgJQRW9mYaX8TF24ctvL/JmB+sucuO3DlNZTauhMN3ZCBdszvYQpLCd2IMtKkz9qkQpGY0gCExDrcRc69tq9v3WEZJnPBvr4jW2C4RjBMinogQKYv792GGX6Gj6+LfKxnIiOwJRMiNxto4BM8MkFwZiAYX+E4kpclz9RdhaouP7nyICuJdR+v6K7oCZ9Q4B4Mz1hVJ3gAjFovx5ptv8vzzz7N//37A8Qnp6OjAspxXJ6WlpXzgAx/oVoyhs7OTgwcPsm/fPtavX8/69etpaGhg7ty5TJ48GaM/N38RRZwgvPTSS5im6RtJn8o4duwY69ato7Ky8vgRPBiAN5ynDmG69dZb+cMf/sDXv/71E92VIlxorWlsbOSVV17htReeIznnUkJWkkgqyfrR6XTyBZvfYuauLTlCK54Uvq0kNpK2qnKaayo5OGo4by+cwca5Uxn7TiPjt++mvL2zYD/8mjuhch7g89XjFfKCy+svlrNtD05MH1MzPWjlSPZrW6NTWQqagbRMIXHN5bOUSwOCHI70vkRZRtY+chU186XW5qhvBlQ3NRBvLiWZDGHZBillZOxXZ6SZFQ41+ZFBS7DznTHEQpJUVtaSRvgkMliHZyG6rLnztg0i2BPpRvOETlsoGG5flbvP4OZJ98JaCBJoLJfUSTQWkCKt85ECElWlMLWe0LpGdFM7zVKSABIukQxeWomzqzCCEALL3XG7DGHZZaSOGIwatsepvfP8CcG53/KQu4x70BAgBDIsHeEVpdFG5r2VVk+lIJ4cfTlKSK7a8xzlKu7GMZ20TE9FUwy0ZcEZNM7B4Ix1RZI3QDhy5AhPPvkkq1evJplMMm7cOK6//nrGjx9PKBTCtm0OHz5MW1sbI0aM6JHaXmlpKePHj2f8+PGce+657Nixg7feeosnnniCsrIy5syZw+zZsykrKzsOR5iG1pq9e/eyevVqDh8+TElJCdFolKqqKubPn39aKycW0T+0tbWxfft2rrrqqryCJKcaHn74YQBuvPHG47rf/heknzqDn23b/Md//AdLly5l9uzZOcXoQW+6IgYXSilee+01nn/+efbu3UtpvJPph7Yzaf9OKjva0JZBLBzlSEUNhm1Td+Sw85CepaQJTl2dFo6xd1VzG9UtrYzbuYfOshJ2TR7Nrgmj2T51PHX7DjNx+y7qDhzuUVKY54/XbxiahBFmy4jJbBk6GQFEVZyoHWds+x6mtWzLTO/rJ8EDnBTN7AhYMC2T9Occgucvyx/B85Zlfk4v7yp9NZiqCY5lgpUyUcoRDMlQsHSFV3oKITV2zKRdhLDzGJWDIx6SLzLYVc1ddiqnv54QfuROBuwTwPkc3E+QJHpppAfMEBqNDSjXY09mmhAAAjFxOKI9jtp2kFYhaEKh/Bo+sNGB7aAUQQpICogZznWpsZ3+prSBHTcIVdpuRC5wQFJk3BueiI1PuIRAmNKZp91YpXQIWiEbjmzsKatnb9lI6uKHmNDRWDCClxGNHgCcSeMcDM5YVyR5/URHRwdPPfUUL774IuXl5Vx11VWMGDGCysrKjPUMw2DEiBGMGDGiT/uRUjI99TzTZ8KB99zKW2+9xeuvv87KlSuZMmUK8+bNo76+/rjU7j366KPs2LGDmpoaJk+eTCKRIBaLsWPHDtauXcusWbO48MILiUajg96XIk4teCbuDQ0NJ7gn/cezzz7LsWPHmDp1KsOGDTu+OzdMZ+rz9gPXlcHGunXrmDdvHgDr16/PWFasVT5+2LhxI3/+85/Zt28fs2fP5qwn/4dRx/YhbI9YOBL60XiChs4DgPvAD2mhFZcsGIZCa+mai2cysvLOTmat3czMjVvYPaaBHZPG8erF51De1s6k7bsYt6sRw7Ly9LAweluPB7C/so6l0y7HFpJJzTuJkiBuROgwS3mh/kLeqpnF+YdeZ1wXD7056EqQwqvB047UvZOCl6um6ayb1UZWBC/f5+4QJISZXm1p0RWP6DliK44aqu0K6Aihs0hkZqVWZlQ086CUJYlJA0vkDyYVSv30t+8FwfP/19r/GUz75OV/O6ARfopomxRYLmGTPin141r+FqHyKPpoB5bWvKtT2CiMAKlWgbVDSISQJNCYCCJ5XmcIqdMEz6/39FRkgudWOITO9HI6nc/ClM69Fajx7AnazFKeHHsFAs21jU+n93c8jMbPoHEOBmesK5K8fmDt2rX89re/xbZtrrnmGi677DIaGxsHfb8jmh7liis+zYUXXsiGDRtYs2YN999/P3V1dcydO5dp06YNqn/awYMHmTVrFldccUXGjWdZFmvWrOGVV16hvLycc889d9D6UMSpCc+v62R4OFdKsWfPHnbt2sWBAwdobm4GoKKigqFDh9LQ0MDEiRMzXthYlsXbb7/N+vXrOXLkCNXV1SdGIfQMSmN54YUXTnQXzmgkk0l++ctfsn79eiZNmsTXvvY1Dl85x10qUFn2CM7nTMn+IMHzYBi2I9ZRoN7OVDYT393FpMadHKmpYdvECbw95yzWz5rGuN27mbxjJ9Xtrf76Wjh1Y0LoHtVWdeeP1xKtJGWE+PjaB6gQHUj3pbq24UhpDS/XncuTDZfxue3/g+E96nchO98lgh54SjiK/l0QvHwCK87+gwQv1zYhM7LXlbqmREg78Ldz7eyk89RspUIZUTyFyFCH9NsVWUZr2ctd8mgnTVLC8b3Lt7q3nyB5y0jVzJOemW2vkA/SjcR5e822T/BgBSKMSbzUUGeP2UTPgyPcqdmPRZtKodCEhPSjd8onlk5aaBIyxFcKwSds4Fsm5JA8UyJMl+EIQTxUysay6TSG6mgyq4kZUaJ2gqpEC8NjhxnVto/6jgOYUvknrik6hNXD57Craiy2MLh8z4uUqGS3/RtQnEHjHAzOWFckeX1Ec3Mz99xzD9OmTePmm2+msrJy8O0SfLMeA/Od+4hO+DgLFixg/vz57Ny5kzVr1rB06VJeeuklZs2aRV1dHaZpYpomUkqi0ShlZWX9TpMrKSlBSpnzoG6aJgsXLmTt2rUkk8f5x6CIUwJeHalt9/A14iChqamJP/7xj5imSWtrK1JKSktLEULQ3NxMU1MTW7Zs4fnnn0cIQTQaJRwO09LSAjgktaGhgQ9+8IMnRhDENz7qx/ZFFNEDPProo2zZsoXPfvazzJ07l9cn1qJV+tEhn6iHl5aZ7cXlRdSUlKDANC2E7dZzaW9b4XqFKQzDqZUb2X6QkW8fJL49xNYxE9k6ahLbJ0yg/ugBJhzYRSSVIISNMTSKqcKErBQV8Xa/xirYh2xkzAtYJpTYcWeWcCU2bKcWShgwLHWMmS2b2V86AiUkRl421gPk8cDTAp/giZxUzO7JHYCyjC5TNgsJrXjI9tDz/o63Oc8OqWSIlO0Yk9vaqas0UH5abqF0zXw+hKm2CI1NdW49nmNRAJmaGVoHCF5GHV5mamU+YpfvysjAJHpggJ4S0u9Xh6usaaNxuTgSp8bOO9NOaq8iJjUHrRhx7XrdITDc315PbCUUkGyNCK86Lz/8VMyo88ZBhEznHtIqnSppGIhwCBlxSoKe19PYUTmHVtEGWhNWKcpT7cSMEvaV1bOvfCRrhs0BrTGVRanVScwsIeW+1YjYCS7Z9zJT2t7pUWRsQFM2i+Ncv1EkeX1EMpkklUpx3nnn5aRmDhas6Z/NO18IwYQJE5gwYQLHjh1jzZo1rF27lkQi4a9TWVlJa6vz1vOKK65g9uzZfe5HVVUVmzdvprq6mrlz5/pRQ8uyeOutt2hraxvUSGIRpy68++JEkrx4PM5vfvMbtNYsXLiQ2bNnM2TIkJx1du/eze7duzl48CAtLS10dHRQV1fHnDlzmDFjxolVe3RTcvq1/UmO97///T1a789//vMg9+TMRnt7O3V1dX4aUVBEJYhgvZ1POlziFkzJFFIjlcJ2nxjTwhzS/ze4fjDVsjQRZ/7Otczbs5Z3h49mw8hpvHLWYn95ZWUlrQ2O8EtNx1Gu3fgUJSo9DuYanXs7yfUdqxLOePn8+ItZtOcNalqa/WUtw6tYXzUNQ1k9ihrmRRceeGlbhKA4SibBS8/PtknIrcnLl67pLCtgaZCzrhNtU7bTnmeZYGuZI26SD12poypLOvV4BVI1IZCO2cW+ekLwgtYJwevWFclTbqqmd5x2cF/utul+paNzSdtGSUhoG0trbK0csRf3fg4JSUgYbp2ediljJlJCIoFOHSJxrASzvAOJjZYpZz9lJWDZDnEXTgqlR/BEWSmPJ6azRdVRp+JceOxFxrQ1YiRT/ksFBRyNDOHdslEcLKvjaKSaTrOUkLKY2LyTeYfeptpq805SgROUm7o5YETvDBjnYHDHuuKTeB8xbNgwRo0axcsvv8ycOXNOGtPzIUOGcOmll3LxxReTSqWwLItkMkksFkNrzbp163jmmWd45513sCyLs846i2nTpvXqgfXyyy/n1VdfZdmyZbz++utEo1GEEMTjcWKxGHPmzGHhwoU526VSKRobG9m9ezdHjx7FMAwaGhoYNWoUw4cPL0qknwE4GSJ54XAYKSWGYbBw4cK8ke1oNMqUKVOYMmXKCehhD2CaztTn7QeuK4OFqqqqE92FIoD58+dz9913s3PnTg5cfA7aVVLMF63z4Efl3GWGUSCCptIZVUoF6/QUMqB2mZ2GKG2bCQffZeLhXVhCYodMUmaIRP141JH9dIZKWDblfP4050ZqO45SkWxnzv51VCbSnmMZUAJcg2+P6A3tPMpVO59l5Yiz+dPUG6nsaHMe5bWmtbyCqkQr1xx4DjOruEkDzaFKdpeO4mB0GJ1GCbXJY9THDjAyfpBSnejSA09ndS3HHoH8fwfPj/O5K4KXGc3LjtrlW88zPXdOQabYim9h4NVedkP80m0aaCVJSOn6zaUJVPbTQL79ZSPoU+cfQ7a1A2nyLLRG6tz03mD7XqpmWtXTIWR+hqRIk0Rvu7i2HQsQKUhpRVyl0FojhEB66aDSxBAShcbWnlqn057XdMKNICaFQFkGKi7QlsYzuTMsZx/CpZrZqJAJUDA1tZsJyb2g7IwjFQpqY8eojR2DI+uyTqb7fxePZV2lJ+uBsFA4A8Y5GNyx7hQ5BScfhBBccMEF/PGPf6Szs7DE84mClJJIJEIkEqG0tJRoNEo0GqW2tpZt27axZ88ehg0bxpNPPsnKlSs555xzmDp1ao6aTz6UlZVxxRVXMH/+fDZt2uRbQ0gpmTFjBjU1NezZs4djx44RCoVobW3l3XffZd++fdi2TUVFBcOHDycej/PKK69gWRaRSISbb745J6JSxOmFk4HkSSlZvHgxr7zyCkuXLuWGG2449exIhOhnGsvJ/4bz17/+9YnuQhHArFmzqKys5M0332R4yvRFNjwUEsVQQUKinQiK0hLZheG5R+4KQSuJcjVXPNsDQ2pMnSRiJ4kk2gm1NyG0pmn/Jt4cPRcr3squIWPYPHwKkw9vZ/aBjdQmjrrtBb5GHpH0HoOVYHTjPka88wSba6bSXFbpf2/mRNYxtWkrdnmYLVWT/If7A5HhNJY10BYqR2qb4fEjlNoxdpaN4e1qJ8I4q3kjFx1a6RC9LA88rXCy9bSrmJjvVGSZnHdF/vIRPKVljhBNV/CIo20b2CodyUtbGogeRfPyQVkGtm2QEtJV1ixQk5eVlunMI2deV/ODkFlMOhjJy44aKrdWsMkVANEundJuXFC5pXiS9L3TqlOU2TZGKExK21jKRqGQWvrpmrZWWNp20jZFOgU0SCgTQmAAIe1FU53vjyxxj0+pgMNelpqk0lwkdvC2rmdNZDJDzA2MYU+uEicFaj+7sVQ4LuIrZ8A4B4M71hVJXj8wadIklFK88cYbjBo16kR3p0eIRqN88YtfREqJlJKDBw+yYsUKli5dyrPPPktpaalfx2eapm/iPmPGjByrhtraWi644IKMeVprnnvuOd5++21/nmmajBkzhosuuohx48YxZMgQv57Ptm127drFI488QktLS5HknUBorens7CQUChEKhfoljmLbdl7i5EVrT3RN3uLFizlw4ACHDx/m97//PTfffPNxiSRPnDhxYBoS/SxIL9YqFNFDSCmZOHEi6x+4nwtToUDNXDcpfkEpek+y3shTI+fOMkPOB4+ACD+F0qt6cuDUm8ksbzsFBtgpiWE5JGb+u28zZ986TGVjSYPNI6awpn4WW4dPoSQVw7RTmMrGVBamsqiOtzD2QCN1B44gwPeYSyZDjDx8kBH6EACRUJLq0Udpjlbz6PhrSJhpFekhyWYmdL7L6M59NHTuJ6TTKqDtRinPD7+Aw+FaxwMvU/8/naIp8pibQ04NXiGRlex02mAarb87n2znKmqm1TSlPy/RESWVcjzxACzStXg20veV8wR2gjV5HmmXQvnXzPPus5Mm+9triIUkliCvuqYS6chhT6lpun4vd5mhNW0XvcsAAQAASURBVMqQYEhEIo6pNSGv7jLrhYWFxEJgC0GTS2iSKEfrxN2TBGwNnVrR5gqTJLTNUGUjBXRYcSzltG8I6dSjAihHfMUSmlK3/i2BTUgIlJvKnBCCiHbVPW0DlTDc74x7JmzbiZhJ4RC8gHWC1goh4Kb4cp6ovI5Hay7j2uSzjIvvzlHWzDBDD6Knw4QXtQuQvrOeivVw4y5QHOf6jSLJ6yM6Ozt58sknAYhEIgCYq/5P+oYUBoTCEIpAtBwAa+yHT0hfsxGsl6urq+PGG2+kpaWFHTt2EIvF/DRPy7Job29nxYoVrFy5kquvvrrb9LU33niDt99+m4svvpiqqir27dtHLBbDNE1s2yYWi2EYBseOHaOmpgYpJRs3bgTokXdgEQOLRCLBm2++yf79+9m/fz/xuCM24BH80tJSSkpK/M/BqHB5eTllZWWUlJRk3FOvvfYay5cvZ/z48Vx99dUZ6ZBe+yeDvcYNN9zAM888w7p16/jtb3/LLbfccuqkDPdbWnogjMSKOBOwbt06tm7dypCk5fuVBelBPrJXKLqnlfDFG6RQKC19MueQAJ3X3iBNQNLrB2vK7GQYDI2dMLHiIZ9QEAdbCswSi5n7NjF9z1b2VI+kqbwGyzSwpYllGKRkiL1lI9k0exoj6w5wwerXMFM2ypZYtumbfXtoN0p5aurllKZiLNn5DIeq62iLVJIUJqayiBsRUkaI/ZE6olac6mQL+yJ1HI7UMizelG7IJ3OkI4kBgociwx7B+z8fwUuf41xPwuxrkK8Gz2tHSJVB9IJ2CX5apiuE0lWNXFdQlveyz6BdZtbjpWvretBOF+tkL2uvq6RjdC2JmjISlaUOIdGaUCJFNJEgEk8SjicJJVKE40nMeAoSGmNIOYnmVpKWgpST7qjREDYYdflcpGlw+K0dHHt3PwmXPaW0wgibJBIJbK2wtY0Q0jdfd/rn1OmZSFLaxhACG01Ka1rdFx3DRDpVNJEMk11Y4NS+KVBeZaBL9rVGWE5fhlstXN3yKn9iBk+MuJyr7eeY0PJuzvkqSPSC+7MDRux5T/oAR/eK41y/MeAkb9myZfyf//N/WL16Nfv37+fhhx/OMApub2/nn//5n3nkkUdoampi3LhxfPnLX+aLX/xiwTbvvfdePvnJT+bMj8Vi/sNie3s7n/nMZ3jppZe4+OKLueeee/zI02233cZvfvMb7rrrLv75n//Z3/6RRx7hfe97n/+WsTe4++67aWxs5JprrmHYsGGYb3zfWWC7+R+G4XxjlAI71ev2jzc8I/N8iMViPPvsszz++OMsXryYxYsXs337djZv3kxVVRWzZ88mGo3y/PPPs2XLFgBeeuklwEntrKiowLZtNm7cSCqVey5KSkq45pprqK+vH7wDLCIHtm3z2GOPsW/fPkaPHs28efMYNmwYlmXR2dlJLBajs7OTzs5Ojh49yt69e+ns7CSZTGYI+YBD0D1CeODAAerr69m7dy8PPvggH/rQhygpcfJL2tqcIu7y8vITcszZuPDCC7Esi02bNnHvvfdy2223nRpE7wyTlj4ZcSaMdVu3buXnP/85M2bMYML9f84gb8r9bHQR0fMIoGHYSENhGG7ExH0C94hebxEkKp1tzrFrIVDxKFZ7iVNr5S43TYuScIfTDxRjj+1hTNPeNNExNNiCWHMpjUMbWDF/IU9e+B7OW/EG4ZjF2lnTSJohhh5oouHd/eypH8mbs2cSDzu/aY9Mvh5DWVRa7UTsBHujI2g3y/Kmik1o2cmFB1ZkpmdCBsHTLpHWSiCyIi6FUjFz1DV1NvErTLq7E12xbSPH9FyR+bm38COPWpAQ6Xq8Qj1RWemYvTFbV0BnXRX7L5xKuC1OyZFWhm49QDSehIiJjhhQIklEwiSiYdoqy0lGwyQjIbSUzlg3fbjbb8WQhEVlIoUwJUY0RPxIK3WLptIhbFp2OBZaKW0TKYnSdLgJuwvm5NkpSARaa5TwRFgcWO6yDmn4J0fINJHSSQtMA6R2jM69iJrS4JbRaK2ostr4yOHHeKD+vTzVcBmX6xeZ0vpOj8/hCUNxnOs3BpzkdXR0MGfOHD75yU/ygQ98IGf5V77yFV544QXuu+8+xo0bx9NPP83tt9/OyJEjueGGGwq2W1lZ6RMID8FowI9+9CPKy8t5+umn+c///E9+9KMf8S//8i8Z637/+9/n85//fL9TAjs7O9m+fTtXXHEFs9ofgzceS4fPvZtK26DcVyO9NG492VBSUsJ1113H66+/zvLly3njjTewbZu6ujr27dvH6tWrASeiec0119Da2sry5csBOOeccxgzZgy1tbUA7Nu3j+3bt1NRUcGQIUNob29n4sSJ/bZ1KKJ30Frz7LPPsmfPHj74wQ8yevToHm+bSqVoaWnBsqwMIugRw1GjRrF48WLa2tp44IEHePjhh/ngBz9IOBxmw4YNDBky5KS63kuWLME0TdatW8evf/1rbr311pNfHbY4+J1wnAlj3bp16xgyZAizv/cdUokwNumHc6MbQ3EhtE/qPILnRImC0TjRo/qwfDYNAKlEmETKrSOXoC0DKxX2feu8fRcSHwG3BE4JUIL6fYe47OjLvHL+OSy98j0IpTBTNqWtHaw7dybrzp0JwJimRua9u5ZH518LwNi2Rqa3bqU+dpCIStFJlJ0VY9hfWsdZzVtpC5VTkozR0LKvYB1UZvqmcCN42aIz2VE9mUX2clVPCxE8rzbPPw95bBW0Elgpw4/geiTfi+LliJpk7UtKncPctBK+gItSjqiIV49XqAzR32cvSwgUkKws4eC5kyg90Myo5VsxtcbUmohWhLSiVKcok44CazotVJDSBseiZSQmj6GlqZnt0TAiahKPGOiwiQgZtL/1DscONFE7dzzjz55OZzLB4d0HiFaVUllTxZb1mzPPBwIp0sROCGfyPPO0xqnL8zJ0EVhC+2I8TqQbdMpdP+l8v4RpuGmbHslLW61ry4aIZojVxkd3/ZkHxr2PZ0ddgr1XMr1le0b/ehLNy0afvSF7guI4128M+JPMkiVLWLJkScHlK1as4NZbb+WSSy4B4HOf+xx33303q1at6nLgE0IwYsSIgsubm5uZMmUKs2bNYtq0aRw5ciRj+eWXX8727du56667+I//+I/eHVQWtm/fjtaa8cf+CiGXwHnfDCUdNSCFI11kp06LvGAhBIsWLWL8+PE0NjZSUVHB5MmTsW2bHTt2kEqlmDBhgv/wPmHCBFasWMFLL72EUopLL72U+fPn09DQQENDQ8H9aK2JxWK0tbXR2tpKZ2cn4XCYSCRCOBz20wMjkchJYah9quLNN99k/fr1XH311b0ieOCkcpaVlfmqqoVQW1vLBz7wAR588EF+85vfEAqFaGpq4qqrrjrprt2VV16JYRisWbOGX//613zyk588qYmeEBLRj9+V/mxbhIMzYazbunUrQ9a+hZ1K52h5NXldQUobw1CEIk6NkhG2AgQknXoZRL5UzXwebx46OkqJWWES7mOMVIAOI1UYoRUSTdRwMke89MBsBJU7lXbERcItSS566lX2jh5BLBJl+LuHMWMpOitLaB9ewZBYK5PUDgTwyZfvY0vDJNY2zOSdqvFErRi3brifiIozLbaVaWwFoI6Dzj6S6X7YQtIRLaUtXE57pBytBRErQTiVIhSuoMQsJRJP+B58XZrNuzVuvrplocidK5rTkwgeQDIewbJNLNsgpQ2f5HsETyGwhMAMRIi9VM7gT0xwX3bSxHLvp4OJahJZ9Xj5OEY+AZXsCKISHkkUaZIUMth/wVSMziR1K7fj3baevIuhVcYLAf/YtCCOiU4pzI4kiaOdJHCUWVuxiWsbpaFdp4ipFIff2IBtCmacP5djU45SOaSS9tZ29uxszGpb+1ZzwTFQ46hreobyHkVLiTRv875zyhKQdOtVDRthKYRpI8LuPUBmUEFr0BHHR68q2cbH3vkT94//AC80XIQSBjOaM18o9Yro5UvPHMCUzeI4138c96eYCy64gMcee4xPfepTjBw5khdffJGtW7fy4x//uMvt2tvbGTt2LLZtM3fuXL7zne/4vj0AX/rSl7jsssv4l3/5FyZNmsSzzz6bsb1hGHzve9/jYx/7GF/+8pf7JZSydetWKiOa6ogKJJBnaEGDIZ1oHmbvX42cxBg+fDjDhw/3/zZNk6lTp+asN2zYMN773veSSqX47//+b5qamnLWCaK9vZ3ly5ezZcsWX60zG8EUQc+gOhqNUlJSkvF/8HNlZaWTTnsSP7Afb8TjcV599VXmzp3LjBkzBnVfI0aM4GMf+xivv/46hmFw3nnnMXny5EHdZ19x2WWXYRgGq1ev5p577uGTn/zkyVsnWqxVOOlxqo91HR0d7Nmzh0WHHRKptPBTNLsTXTEMhRmyMMLp3/KggEowetSdEXc+JJMhkrbpC3+AEwESCBTSNbq2nQhUHquB7vZjKEX9roMZ4iKlrTFq2lopNZNQ49AEaStm7NvCzKaNrKs/ixWjFhOjhFKVKzrhVG8IdlaPY9XYebSUFpZNr6yspHWkUz5hWikiVoJIKkkk6f6fShJOun8nU0QSSapbW4h0JHOK0bLrI4PqqF5aZ3Y0VSvhK18GlTQ9KPILoRSqxYSAbYJtoN39dkqzS3+8IHrikZc9r2XKCOyoScNTm5CWK+yjNVLj18YV8sizXVVNJQQdQmB5tXTu6p3aIqkcDzwLxfpX13D0cBND64ezde0Wdu/c3aP0aK11QRXInPPr3cseuU95Ru6uWJGZS2q0rdFKoy2HKldYnQ7Rm/BBXhp5PrY0mH10Y8Y2fYnoZXZ8gMaX4jjXbxz3J9+f/OQnfPazn2XUqFGYpomUkl/+8pc5Ko1BTJs2jXvvvZdZs2bR2trKj3/8Y84//3zefvtt/4Fx3LhxbNu2jUOHDlFXV5c3UvC+972PuXPn8m//9m/cc889feq/bdts3ryZMZU22FY6TdNDMLzsVaiewW8TQqEQEydOZPPmzUSjUUaMGEFLSwvNzc0YhsHs2bPZvn07r732GoZhsGjRImpra6moqKCyspKSkhK/Rqy9vZ1UKkUikfA9+eLxuP/56NGj/t/xeDyt6CYlo0aN8lNHT7Yo0vHGmjVrsG2bRYsWHZf91dbWdhnxOJlwySWXYBgGr7/+uk/0TgaRmBxICbIftg/yxKqbngk41ce6zZs3o7Vm2MEmlDL8B/jsKJ5n7uw9uIs86ZfZXnfOA39m6mYwiuet76V3Zs83DEVI2qRsA8dOWvgUQKJzHtwLRa2C80ORJMqWGN7+lEsAvAy4PCTDf+i2JOOONvLayHN4esKlnHVoM0pIWqKVdITLaGjdR1VnKyvHnM2ByhGMbmpkTuN6yhIdlMc7KE+1I7UmGQkRM0qI1U8k2XSEuIyQCEVIhMLEzQgJM0oiFKG1tJJEKEwiFMYy07ZHJbEYE959l6k7dhBOdK0F0F00z7JM3/Q8u/4uGFkL+s51B2UZGWmfCeGoV3r1eB5dKeSR1xuxF2VKWiaNoOKdw4Q6k0gyDdBx9yOE9lOPtRYIrXGMDXTGekEIBIabaokGE4kUgn3bGtm3rRFL2VjaxpQGtnbvTyGIyBBh6Tx2G0IiERhCYiAxA8eVrtUL7LObFysFIb0XKoAWoDTldoybdzzI7yd+kOUjFmMLybym9ZnHmEX0BjUtsxCK41y/cUJI3sqVK3nssccYO3Ysy5Yt4/bbb6e+vp7LL7887zae2IeH888/n/nz5/Nf//Vf/OQnP/HnSym7THMB+P73v8973vMe/uEf/qHXfT948CAPP/ww+/ft5bypKbRlpb8Fhpn5DfDInpD+/L4IvAwEtNb+dCJw0UUXEQ6HWbNmDclkEtM0qa6upqOjgzfffBMpJfPmzWPRokV5H6hN06SiooJQKNRtiqAHrTWJRILm5mYOHDjAhg0b+NOf/kR9fT3nnHMOEyZMOCFk70Rfi1QqxZtvvsnMmTMpKyvrUz9O9DEMFAodxwUXXIBhGKxYsYJf/epXfPrTnx6wiF6hc9brc1msVTjpcSqPdc899xwvvPACw441EelIYWnDebgWznOilBrvmdQXwRAeWcNR0DS0r6TpPmE7D/jCfcgXWQIawlV09B7ovWWGzkzbdNs0TIWpFbY2AO08y7rWDgLtt6+Fk8IozTyhieCQHbExbQvbM3m3BRIbYUPKlbH32vP6prVw1hOCss5Ortj2PGtGzub5iZcAUJbsIJpKsHWoQ9CHdDRz1drnaDi2P6sjTopjOG4RNtoo6WzGPLoP7Mz6O+f/zLo8C5NYKMqxqmr21Y5g86RJbJk0iUk7dzFl23ZKEomcw3ZIR9Y19C6Fa7xtKROFdCJaWqKFRKU1Vf0ol7OhE0H1z0vgPAmh/c82hh8dBUhKZxslnBTLvMEjIdxIV/p/b7/Z94/XNwS0TRqBMiWVWw84+yB9O6YvvUAIkH7ER4OSTrqv4zPuvjQQvr+dITQGBimlMYQiLA1fKsV7QZASEqnTz32WtjGFQViaPslz6vMcwhgWBiE3KGDIdN1eyP2eCPdeFiHt3s/eCxcnziC0QNjuvR/OJEXa1uCeZ7zLBZToBDe/8yC/H/9BVtSdA0IwN4vo5QRmA9tnXp/cy5ZvTCuOc8cfx5XkxWIxvv71r/Pwww9z7bVOwfLs2bNZs2YNP/jBDwoOfNmQUnL22Wezbdu2Xvfhoosu4qqrruLrX/86t912W6+2ffLJJ2lvb+dDcyIMj2hiRNKhZMN0bnbDcImd6byBECbgPCDarnz88YbWmmTSqY04UVGsxYsXs3DhQpLJJCUlJQghsCyLPXv2MGTIEKqqnNSVeIFz1NdjqK6uprq6mqlTp7J//37Wrl3LCy+8wGuvvUZNTQ0VFRUopbBtO2fy0ka9FNBIJEJ1dTWjRo3qkWn8QB7HQGHt2rWEQiHmzJlT8Fx3hxN9DAOFro5j3rx5hEIh1qxZw9NPP93j36bu0NLSknd+UKm0R5D9TGPpRjSjiP7hVB/rli1bxjnnnMPwn/yMVMOYwEOldoIBQiNd6UeRlRKlhUYbCtuwwU3XFFJjpwy0LVG2UTDaVwjZaZXKluiUiWmbKO18DwRAfQ0CC1PYIMCQTj9SpXGE1Bk+fdlRCa0AWxJy68VE0vmNDwFhS6K04RAWIFU+xG0kEO0xFHVSc9XBzcSP7SRkpzDdl8DN0QraI2WMOHoIEYmQGD4+73E6yomgho3wLRT8Y9d5hFe0RCsIKYPhwLCjzUxva+fd0aPYPWc2++fOobKtnYr2dqStUFJiS4k2JLbheLbZhoGWAtO2CKdSRFJJzJhF9aEWoq1xV1VTYgUYse0yD+HGu4RWgIUVijkRIAGqrg6n2swhH0oorJSJ0gZNllO7r82I4wvnmn5b7hYGAu91b0gplBVHI5BCYniMwt0/uBHAwG+4HTKwzp7CyMOtlA6v8S+VAYSV83JAojG0jSnjmKXpsdBQznkNxSqpEgI9vJpyw2S4S+S8YpUj2sIK1NApNMolMRaapLL8WKCtNWEhMaXhR+ykEH7EDqDc9yYQlLvzRyrnvpYaMA3UmFK0BZZrqyFDzv0iBGCAMATCkIiQNxO00qQq6x1bBaXS0TntvE65qe0N/jrqcjZUXsaYsKLc6sy4J4O8zNtPBgLnPfidyjfWFce544/jSvJSqRSpVCpHotwwDFR22mMX0FqzZs0aZs2a1ad+/O///b+ZO3dut55v2Rg9ejSbN28mPLydqIw7RZ3eDSjcSJ403Snkzgs5vxqAdYLSvry3Jz2Ngh1PTJs2rUfrDcQxTJgwgfHjx7Nnzx527tzJoUOH2LdvH4ZhZBjAe1NJSYkvBHP06FE6Ojpoa2vDNE0mTpzI9OnTGT9+fK/6o5QiFouhlMoxlx9sNDU1sWLFChYsWMDQoUP73M7JfD/1Bt0dx8KFC1m7di07duzguuuuG5B9ei8zstHr81h8w3lS41Qf69pbW9j96J+o37mXlO08Vntpml56m0fUDCPTvFwKhTRtpKkwo07KoFYC6ZqLeyIh2SIrPREC8aAsAxUPI20T0/aM90ALhbm3EVPYvm2DGUphhC2H5JmBvmaT05REWWnREtMqnCYmWtLbZqeZCqmpyDqWoe7k1LrJHEGZjLZDCgsIH9wFdlo0JqicGTQ8V1oifNInKAGmvbOTcUaY3WNGcbRmCHurK1GmgaEURiqJEbcxlI1pO/8byiZlmhyLRImHwnQOqcIaPpTylnbqdx2k7p2DhGKpQNqkQ6q0p4ipFZBCRjqQ0o02SUn8aBNlnZ2EpIVtGwjLBCXpUNUAxMwQHUKQEIIkDsmz0YQQeIl2pbYNqU40Esutk7OFI/jim55nncM9iybR1tbKkJfW0ZlwXjSY2iFjWmtKlO0QPZ3CDHUSrckkJFpJaltLSdphLJGkZG8n9e4l1TgiMZaUWGhsd/9tKJJuTxJakdLKTT91CGAKQURIwi5LqhQGEjBxCG6Z+38ICLlj07BEJyFsQsLCLOmgdFgLKm6jvExc78C9pLGQQJgCYUpk1HlJoWyH2EWOvQspz8IEv24uAlzc2syfx17PZl3OeYcz6/OCKZtCkt8nL5gS6iLfWFcc544/Bpzktbe3s317WpZ1586drFmzhpqaGsaMGcPFF1/MP/7jP1JSUsLYsWN56aWX+O1vf8sPf/hDf5tbbrmFhoYG7rrrLgD+1//6XyxevJjJkyfT2trKT37yE9asWcP/9//9f33q46xZs7j55pv5r//6r15tt337dkpMTbWZdMLpUgTq7wrcjIZ0Jk5s1MOT6j2VH8oH4hiEEIwZM4YxY8b0afuWlhY2b97Mpk2beOSRRxg+fDgXXnghY8eOzelXLBbjyJEjNDU1ZfwfDodpbW1lyJAhjBw5kpEjR9LQ0EBNTc2gXR+lFE8//TSVlZWce+65/d7P6XA/QdfH0d7eTjwex7btATvOQu30uv1AGnjfOnL8B7/GxkY+8YlPcOjQIUzT5Jvf/CY33XTTce/HQOF0Huu0kNQeOYpW+OqDfo2SK1rh1TH5oh3a/ez+bxhWellYI7Th2AKINKHLED8JyMT7/SggjGKGUmA7/UClFT+VUJjCkUoxpI1ppjBClt8nT2xDSJVbRqZdo2pfzbALMh7cNmBWrvGInspL5LwaPq0k0sytFxJSp4/LJv3Z7R8aX3hDePWCduDcoVFKoLUkbFlM2rYL2JW7H/fYPC9BIXQGSW+LlbGvro494+rZMWMcO2aOY9TmvYzc2EgoaTkEzyVNSgjaK0porqqmcWgDrVUVtFZUwsh6WtvbMS2LoceaqD1yjCGHWqg+0kLCSzXVXqyv0Ml1jts5BU7VnhbCDy/5KpmB1Vvrq2keN5QxK7chY0k/9dHQGkNrIkq5tZbOJHFEgjKukVBEQkm3ztRmutVEp+1kZLWLEAlhUCMERw2DmEtSE0DSbcPJVHZIoMYVLXLTPsN+uiREEESAEq0JoYloTaVtM9JOR9OiIkVZNMbQuS3Od08E74nAKbO91EwgpFAeodOgIxY6ZoGlfY9GABlx/j8ccV76tpll6bb9e8U7L040NG9poB+yTA8t+ca04jh3/DHgJG/VqlVceuml/t933HEHALfeeiv33nsvDzzwAHfeeSc333wzR48eZezYsXz3u9/lC1/4gr/N7t27M96ANjc387nPfY4DBw5QVVXFvHnz/HSSvuI73/kOf/zjH3u1zZYtW7h5jqI07OWHB4hdRg2ekS4Yzfvao4hTFVVVVSxatIhzzjmHvXv3smzZMh566CGqq6upr68nFArR3NzMkSNH6Ox0fqillAwZMoShQ4cyZswYampqsG2b/fv3s3fvXjZu3IjWmmg06pO+UaNGdWk10RtYlsUzzzzD/v37+fCHP1xUGu0hfve73xGPx5k5c+aJ7koujJAz9Xn7419PaZomP/rRj5g7dy6HDh1i/vz5XHPNNcc9oj1QOJ3HuqFNTUzbvA1bhBwhjEAUz/lf+Z+zyVCQwHn3mZAaGfFIjelHv7qKaAXbyoY0bSKVFrjZX0oZbs2RRgiFIR1fPmmqjDZ6Ei1M99/2o44eulLp9MibM68wyVNaYhh2Rls5HnU6QBwDtXjZf2ebnnsEryuVSwfOdrbtET6BdB/utRCUhBLU7TtMzd6jJMyt7Jo+ht1njaFx2iiqDxwjHEtimwadVWXEKkvQ7ovsSDxBVWsrdUeOUNveRuTdd2muqOBIbS3bJownOT0CWhNp6SR6pB2aOtAHW1Epy7VPKHx9gumYCoGT2Zq5fsewShoXTaZy/zGqdh2hU0o/KhbSmhLleOOZaJ8gCqEQoUA0FsB26kOFUEipkYZNpXAUU23LiSZKBNU2KMNEuzWh3tUIeTV1CCwNtmty7qi+esucKFqp1oQ1GGhKlWKEHXPSjXsI7aZ0InFeeFgglEa4XnpKC3RKo1IgbNCW8KNzWmneqRrLy3WLCdlJzjv0OsLAEYY/GVAc5/oNoU919YTjgNbWVqqqqvjpNz7FddNFpvG5N0AbZprQSTeN07tB3XWsSbecgN47KT/xePyUTq87WY9Ba01jYyObNm3i2LFjpFIpqqqqqK2tpba2lqFDhzJkyBAMw/DXzz6ORCLB/v372bdvH3v37mX//v2kUik+/vGPEwqF2LJlCzt37iSZTBIOh5k+fTrjxo2jqqoqJx0sG21tbTz22GMcOXKEK6+8kunTpw/IMZ+M16K36O44/u///b+MHj2aD33oQwOyv4kTJxZc5v3GtLS0UFlZ2e166/7n81SURvrcl7bOBLM+cXe3+xtMzJ49myeeeKLXPo1FDB68++vPE0ZTl4i7cvduKpbIT5bMUK6KoxG2MMI2Rolbk2dqX/bddr3istMjuyN84JA7L+1ShBTS1CRbwthJE6UlVsMY5Lt7MUMpP1U0va3yH/q8tE2tBDolHXGXlEfQtL/M61820coHrRyfPR1InfSgAtsYhkdAC0TyDLBGjSZ8YBc6lZui6ffN9cPL3o9SafPyfMin0hhUTBUiTW5iiQgx5XgRxiMhDo2v41j9EKxICGEroi2dlLV0UtHcTm1zM8N0q0NghUCNGYXR2IgUCitlYCuDlv+fvfuOs6K6+wf+OTNz297tvdJBQIoiKKJSLIhd04013RLTfsnzxCQmpuljijF5nlTzBE3RmDwRSzRYKSIdITQB6W2XZXu7bWbO748pt2xnF1iun7ev67Kzc2fmzNx7z/3OOed7glnYX1CKmuJ8hAszoWcHoFY3QV29B7HSHJiVeUB2AAICnsZ2eA7Uo7ihFcM72t3umUlZL53AFEDNuHLsOW80cmqbMf6t7Yjp9lQP9mkImgZUacIDExqs+fGEkMj2dyB3ZL19/uFGaqHqDEghECsbDvXQIff1YRgqmkNBRKXmzhd42BPAVrXr168E3G6diWtUQEGZbkAgPjn7SLXRnWPSfT3Y8ic3QygCZtSMT4aeMtuUNJ0gLp451ZQKYmXD4Tu+HzCk9Zq2X1eKZuJfEy/D4bwKfGbnE/CmdHztKtjrqbum4+zXux7vz3ru1OMt/X64aLQKeDRr6gQguSUvIZizltvvBJn61qZ0MtDunwDg8/kwYsQIjBgxAgCwbt06LF++HM899xza2trg8XgwatQoBINBtLS0YOnSpTBNE6qqIi8vD/n5+W5QmZ+fj/b2dlRXV7sthV6vFx/72MdQUlIySKV+f/B4PGhoaDjdh9G10zBWYfny5fjxj3+MDRs2oLq6GosWLcKNN96YtM6vfvUr/PjHP0Z1dTXOPvtsPPbYY7jkkks6bWv9+vUwTZMB3hCVY7RC9Qog2nkutd5aw5xxadbDWQZ3VmdVMaxJwe114nPmdW79clr8ElsHEwM84ZUIVEahN0dhRDUomVGo2aHOXc4SWxed44E93kiVbstN4p1/ASsYtAK9rsuaeLyJwV1iUCfdLIsCSkJK9+SpIcyE5SIpyUrnfXbdgtcVs4tAr6t3vtnp7wpM00TAF4ERVqzuhhGgbOdRlO08are62ck/IOGRJnyIAV4kZe10jtdpXQy2dCCrpR7hQ82QQuDo9efCKMiEcd05gKYCTe2Qx1uhANDLchEbUYj9AI6GIsiwA8pgSzsymtvhi8TQlp+J5sIcNBVmoy0vC8N3HMT4d3bBkApidkdjw77YHmnCAwNeocOn6NBUA5qmw+OLQrGTJwsVEJo1FCdQ0mF1A84LQ+vogNFmfV02ohoKPDpCHQFrDkEpUBWTaFEyk86nm98EgAkFMTsJpXP+c00TeUYUKiR80kB5Vj0UzYDq1aEFrRsUVku0s1XruISS0KFVie/I6oaZEPA7YzntbLamLqyulkZ87khTV1DUXIfD+ZXY763CuOiBLl4dpxHruQFjkNcPmtdurROm9Y5SEkahOl01HabhjsVzWv60vX8GNB/g8UN4M5KboU27/3SoGdAjQCwh7XE3A/X1cXcOVtFoCMnJycGwYcNQVFSEiooKjBgxIimbZ0dHB44fP476+no0NDSgvr4ehw8fdruHAnDnJDzvvPMwderUM7ZL3OnkzEf2m9/8BmeffTYmTZqEvLy8031YltMwVqG9vR1Tp07FJz7xCXzwgx/s9PdnnnkGX/rSl/CrX/0KF110EX7729/iqquuwvbt25NugtTX1+P222/H73//+xM/fjqphGpAUZ054OxlKfPZ9WXuOSewc7/ZmokBVnKLQ+q8eKmJWbo9VgVQMySgGjB8htUtNJoQZDlffFO6bpl2i4fzpdcaDyfi66lWWg9njF1iQRIDU+t3e4ydbn2pVpR44CWECSkVCCGhJATAXZGmcAeYSVNJyq6ZGgC7xyCk+13WNO2pEXrorpmYKdXdVtIE6SIp0HO6RCoAwvbFSwzyfAnNPULY3WNFfJyf1IU7N56UAj4Y0KTVxVGra4PUDcimDpjVTZBtYUgAKgQC/z4EMyeAYNAHf6YHoewAmkpycXRMmds9FFIis7kdOXXNGLt5L0oP10IICb8SQ9TUEIMKI2H8ngoTHmHAo8WgeQx4fFH48kLxKY01J5ASUIMCQgooXgnFawJeJ2mJ9XrJyGyHHvPANBR4DR3TIjrCsOrpiFChQyAmFMTsJDGalPBIKyAGAA9MeKUJL3RkqNF4gOfXoWVa+1ID9nVUBBR7agSpiKSMts6/BKzxjU6g57Q8tjVkw/RmIlqTY43bs6+/aQoEc9swcd9ObBwxFa+NvAw7Ww/hrNbdGNV6ABrMvnfddCY/V7p/3Z0Q1nMDxiCvH6KG84ZT7E8505oyAfa/FfT/RWUHdzBi8Z9GLB7YcfzU+864ceN6zIaXkZGB4cOHY/jw4UnLnSyggUAAeXl5Z3RXyqHg2muvxRtvvIGtW7di7dq1WLt2LVRVRW5uLhYsWNDrPGUn1YDHKlifL6kprX0+H3y+rrvHXHXVVT1Oav/oo4/iU5/6FD796U8DAB577DG88sor+PWvf+0mFolEIrjppptw//33Y9asWSd+/HRSOa1wqQFJdwFeV+t0OR5GsbqYOd3FUselOYFeT5zEI9KU1v1WO5mE80gK2jodmx3I6CLpGJyua0BSI1TCuXC2YU3VnRiYWutY9bjTndQw1KTPX2dUjGJ31UxttbQmhU9pzeuu7CllcQ8L1lcTw7ACOGdS8dTWvNTJ7AE7UExY7gR6QsSDuZhQEEn4fmPNOycTgkIrkYsiTKv1yP6McYLdxONQ7aQx+SvfQ0gIxADEYAUszrYEALU5hKyGNpTHErr/CYFwph+634PMxjZodpdHADCgQLPzcnoVvVPaTTdg7aU1Wupm/HUlYb/e4sG2opmQpoCqJga40o24VHvmcMNOtqJJCRUSmt1ql7QvWPPe6TFPvOXYvklhIP4aFoqVNVMoAtIJpgwJxZPQYUy3fsqEmwORqBd62AfREbAmek9oBTYbrO+vV61/DSsmzcTBrCoczB4GSAm/Ecbo1v2Yc3Rlj+fqpGI9N2CMIPphWd0Y3DTiAERPPTCdfh1u65snORCUphXYmXYaImlCGrF4sCdNQNfjQR9gBXpM4EK9CAQCg5ashayEOVdccQWuuOIKN0HOoUOHUF9fj6eeego333wzysrKTtfBDUo3ltRuJN/5znfw4IMP9ntz0WgUGzZswNe//vWk5fPnz8fKldaXBCkl7rzzTlx66aW47bbbTuy46ZSoL8xFTrg+aVli4NQVJ8Cx/m126q6ZmNUPsLqTJSY2sbpi9jHjg2F90ZU6YCrSChzt8WmJwWPS8RoCRkxzy5KYyMTquma12CUGhyKl5c36aXYKwlIzgqp6wti8hLF0qldPeG5iUNdFt093nryUrpkpXTUVYbqtf87fDEN1e/L19inhBHiJXUmFVGCYCmCqMCHQJjxoUzREEj5zPHa2SqckqjCt7o8ZEXvic2s+Q9NUYZhWd00dVtISTca3EQNg2PPkAfFJy51T6ky67kzXAACetgg8bRGYkIgKBYp0kprEr4OqmMjUwojEPG45neWaptvTfKQEXCYgI6b7WjUlIGMi3uoL6xpa6wqr9c1UYEQ1aGETfljf2wwoiEnVLqMJQyjWeMBu+v0aUoEeUwH44AUg2u3XW9SEoplQvBJm1ITQTaulUUsJ3DU7AYsqYeiAGVFhRO3XuhSISA900w9IaZ9H6/lh+9xkvBfFB+pfhp4B7K0cgUNFVTieUYhteRPQ4MvFBw6+fHqSsbCeGzAGef2wfft2VCoBnO98j04NvFK7Vbq3F513h9L5707AlxocuumPDMBUgBOcfJuIBq6iosINoI8dO4a//OUv+Mc//oF77rmn1+Q3J4UYYOZe+7mHDh1KGpDe3d3N3tTV1cEwjE7jPktKSlBTUwMAePvtt/HMM89gypQpeO655wAAf/rTn054Djg6eZaMvQTD3n3RapnRDLulSbqBXucgJ97CJxTpjpnry3D0xG11F0imBlGdWrGcwC7luJISUCQkeXH+ZtrBmNOSpmjOBrvff+rvXR2v0yLj7Cd5/F3n8+i07MW7f3ZuyeuudS9pv3YrmpUxU3EDvZ6ybSpCul1JHaZpQlWs54WkFxFFRUwo0O3gQIOMjzkTAtaMBCIpaJJm1614qVT7YSLe9VCD3doHK3BzAjwnODHt5U6mSlPEk7C4+7f36UtIDCSECVU13a6RqtdIfm3F4lMMSBP22EgnoEtJSuKOa7MCP58nBqHbLYrSHjgnrWPWITsdXyrTVGEa0hpbap9HVZHWzQxTAqaMJ55JnZfOHqtnhiSMaHJCI+fcG1DcKS8ApwXRfrr0oKUpG9lowYT9uzHp2A5omQZeHLUAhzPKsTFvEs6p29rj8Z8UrOcGjEFeP5x//vnYsGcPplWF4b7fB/AFz23Bc4I9a2E8KHRa+4RpdwdlAhei062kpASzZ8/GsmXL8I9//OP0zIGjqgPryq1ad6Ozs7MHNetYahdhKaW77OKLL+7XROB0+kT9mWj70QvI/eK1dkDipPyPZ6DsNuhQ7ZavhJa8pC/OSV3fEqcdcILJnpsM3H07XTb7UJ7Eljvr98SumopbNmkmdhhMSKvfU1DXRbdUJ2mLs28zIQtiasDsrJM6qXp3FGF2as1LfJ6QVkBhJJxGpxUrMdhLypaaMCUGEO/2aZUlPqbNjSkkoEkrK6SwW9E8woA3M2IFt+7IFul2HzXsfQekgTb7q6cCq6unJiUMIZJaHp2fmnT2bY06M7u44lZLXvwhpQCE9VPTdLe8VlfZ5BZaoUkYIXtD7usjnuBGxuwgI+U6O0dhXUugMRqEAWfMonCTvjg/dSFS70FAkxIKPFCliexYFCImoYZNKC3WvnIzW90WbqFIBMo6rK+EzrE43TZN671mRuF2V05syXPOmZEwptI6J9ZyXSqImSpMXbX2FzMhoyauO7QYfxh7K1YVz0Bl6xEURho7nfuTivXcgDHI64fp06dj48aNaAwHUJQhEvqgoOvkKG5fFedDwhNfpqiAYVpJVlJb8kwzvsxZnpjYpbtUX0R0SkyfPh27d+/GwYMH8cwzz+Cmm26C1+s9dQcwSHc4B0thYSFUVXXvZjpqa2uZ1fUMNHr0aLz33ns432NCcVoE7CyTTnDSVetWYlZNoQDCY39pjkiY0eSsflYrWvIUAYnbTW11c/aRmCTF6bJpDYFyAst4C6Kzfnx/idtU3C/yAKCYJkxdTWiNiqcu7ByQJfzbTD4PSd0tU8phHZPTaieTyhVfIfmcxr+Sx89Vd4Fe4hQODkVItzUndfqExFa8pBYtwxpvZpoCBd425BghVBtZ6LCaOuGTJvx25OqBiVytA1k5rTCiqhXcCsCfE4bpj0CHB0LXIISEBgNSFyiwg15F9aJNUQHFalVy+ispCQGlk33S6WbYORMorIQqMOATelICGZgKhGF3BBWm1dqomvY1sF8XzfHP7dSbD1II6NkalJDmjr9LnFPPaQ3Wwx40Kj602efHuQRO66MEoIv4vx3OlQpIEx2mZgWz0mopBYDGtgAyZRSqndk2syUDecPru079oEgYYRVGVEWkPYBw2Gqtikmry60u4i138cyoyRJvhpi6gBqTuG7/v/CPUdfj/0bdgEuPLMdZ7Xu72LnNjLcyDgrWcwPGpqF+cDLr+SbfaU+Z0Et3TcCq6ZTEh+o+Tzg1oTQTgjszObhL2o793IFkGyKiQfGRj3wElZWVOHz4MH71q19h06ZNp27nSurnygk8BpHX68V5552H1157LWn5a6+9dtoHnlP/5eXloaGhAedsCEF4zC4Dry4ltOIlfruIV3VWNsuu9GWevK4CqMQkE4kSJylP3Ef80Xkqgvg2U1v5kLStrv7d/UPpU9kSj7u3zKWJx21KxX30lZKQaEWkTGav2K16bvAnTGiqgRwZgd804DcNZJlR+GDABwMZIopgsCPpfDnXRfPHoHl0qKoBrycGrycGjzCg2UlIMkwDPimhSsAHCR8kAlLCJ62GM1VarXQeGAkP032o9kOzs2Ymlk1JaL20HqnZSa2xdIkPU1cT/h3v9mjqqvt74uvXDRTtbTs9hiNCICIEYkIgZv/u/Dua8IhYPV1hQCAqBCJ2Ns6IneQmLFS0Ch+iUkNUauiI+tF6NBemLjo9pJ1MSA97EIt6YJjWuErTHgfpvl4grMQ4wukCa3XdTD43TvdnoKijHlceeB0CEq9XzsXfh1+HkHKKbmiynhswtuT1Q25uLgoKCrBu3TpcVqwkB2LdNc8mvtDc25tOq1xCfwppJP90tsl8K0RDkqIo+OhHP4pdu3Zh8eLFeOONN7Bx40bMnTsXI0eOPLk7Pw2ppdva2rB7927393379mHTpk3Iz8/HsGHD8JWvfAW33XYbpk+fjgsvvBC/+93vcPDgQdx1110nfpx0WowaNQqbNm1CTU0NhCJhxjqPZ0vtwtipFS+x80nCtlMDpPg2Omfu7G5smtuip8rkbaUcY1fBmvM354u5O3ZJUaCYZqe3hhWg9T3QTewS2p3E1rxOz0dC657R+Tm97Tt1nj6g64yaQLxlz0q+Ev8Oo6qGdX7sUSKmaSLH1w4ZsbbrF/Fxbpl2gOd0dzV11QogDAUezYTq1ZPG6kWiXgjD2q+VbdKEbo9fA6x7A4pMHJMH+IRut+LFJ3lPDFxUYU31kFgewO6q6EwZAWuMoKJa18ZMmUjcOn/Jrwmo8UBOEfEWbUU1EoK/eOupcwZNWIEbYAd+iI85NBOWKxLQhYQKIGZ3XZUQbtnjd0o88EgTipRo7wjA0xgFAHgz41NtSdWa6Dwa9kE3VDeLprM/mdIKagIQiJ9Lo8sbHlZr48jmQ/jEtj/hlZFX4FCwAgvH3oJJje/i/Lp34DejyU8yu36tnRDWcwPGIK8fFEXBZZddhr///e8oveYajG5dDL/TN9qdAgHxoE7V4q1z7kbU+CMxg2bXO4z/TG01BKAdeAb68I8OrFBENCDjxo3DqFGj8K9//Qu7du3Cs88+C03TMGLECMyaNQtFRUWDv9MBp5buf6q09evXY968ee7vX/nKVwAAd9xxB5544gl89KMfRX19Pb73ve+huroakyZNwssvv9xpqg8a+s4991y88cYbePLJJ3HT0/9Gy43nJbTSKG53N6CL8WN2K55QkdB1q4tgpsvWt843S7tLxgLA6rLp/Nsdp9d1cpjEfZpS6TZYiwdSyUFnciZQM2Xdrpd1vd2u9VjObtbvTVdj8RKXA+g0d58TTCqmCVNRIGCNN5JSINfX5j7H2Y40RcLcfnZAIeIBticjOQgIRMLoaLNagmJSgU+a8BkJ4xGlhAcmAtIeT6WFoHl1N0unKUWXiWScLKHOTzNh7r/U82Ydn92jyp7yIvHvznJpWMGq0+pniWfXdFrxujqexOAOiAd4iV05nQ7BJoQdz0srqnK2JwB3HCwkFKlCNTW0t1gTr2v+hKQypkSoOYhozIOYqbrZPSG6SiWETtlI3deKcxPGsN9P9joemLh23ys4nFOOVyvmYUv+2diSNxE50Wac3bQDUxu3DX7XQNZzAyak7CXlD6GlpQU5OTlobm5GIBDAokWLsGLFCmiahjlz5uDSSy9Fw98/a63sBHSKAviDQEZW/EWq+axlHj+E5rMSr0Q7ACNhygTTjM+VBwAen/VImjjdjI/R8/ihl13X4/FLKREOh+H3+8/YudPSoQxAepQjHcoAnJxyhMNhrF69Gjt27EB7ezsAa2qLq6++Gpdddlm3z0v8jOlpgLiz3pbFDyMr6D/h42xtD2Pygvt73R+9vyS+DmtqavD3v/8dR44cwejRo7FgwQLUX3659aVXKknd/Hz+KDwZESvdu8+A6jeh+OCmejcjEmZYuPPTGVHV7R7ncFLaJ3b5625ahdRpDgArcIuVDYf32H5rzJqenFzF+t36GuqMXUtNRCKUeIuWs19n+0ZUSwoGEmkevdvpH7oKhhMTziSWH7ACJL1iGLQjByFkYktlchfTLoPYlFa83uaDA+DO3edInq9PSQpek1teEwJF+9id6ymFgDm8Ap7qA1BVPT4HYcrxHDtYglbpT2qVUyARFBHkZra6y5yg3LCnZLCWpSa/iI87TByH6G7XnibC6oIaD351XUta12n9UxUTiiohh5VDO3IIih0qqaoBzR+DUEzoYS8MQ4VpKHgvUoQm1R6T18U4PCfoc850VMSTzvgk4IHVbVWzx+UBVmDnTKLukwY80uqmmimsFrzc3Gb3uPWYB+0dAbSbPjuTpjN+ExDDyxA5eAxSxhPpSAh3SoegiCDoicDni9jvQ7sF1mekvNfgJlQ6lFOODcXnoCZQAikUCGmiJFSLLzz2B+Tm5qIrrOdOPbbk9ZPH48FHPvIRXHnllXjjjTewdOlSrFq1Cl//+q+Rm5uL/b/9oLWiYY+5UzXAydYqFCvRiuqB7GrcHYAuJyMxTSvDZip7fJ6nYQli+fM6/52ITim/34+5c+di7ty5aGxsxMqVK7F792784x//wIoVK/C1r30NGRkZA9/RaejGQu8v48aNwze+8Q1s2bIFixcvxi9/+Utc/fjjuPbaa/Fm4TAYZvzrgxJ1MgDGrEnGNQn4up4KQaqJXTvjXRCFIjtNaQAkBxqO1FYvaYqkhCXuvvrQ2uUERYoS/wKcuN+k1j8p7InO48ejdDH2r6t9pwZr3R6r2vk5qZK6nnYzPUFiMNMTRaSeW6vcTtIX51pJs3OimMRkOYlp+52WPGed7lpXc3ObEWtUYUBxz70CidzM1njQm9CqqCZmPE3pXujMxdcb0xRuJyld19zWQQBJmSilIayEJ1K1bgo4+3XL3vkz1Ge3mRiwgjohBQx7Ynohrddo4jc8dy5AYecsQbyFL+mYhRXUGkKBltAu4wTVhqFaZZGKPWWDcDNpCgF4EoNoKe0pMAQ89tE44xkTr6vTmpeSVsiexEGiqvkoqlqPAh7g3ZyzsDlvImoCJfjmN7+JD37wg7j00ku7uwR9x3puwBjknaCcnBx84AMfwGWXXYZHHnkEv/3tb/GFL3wBIz73D+z/H6tlTSoKRLgj3gonFCCmIGKqeHdfO0IdUYws8WLL3mYMy1cxrtQbfysmds80TSAxrXRqlk5FhS+6FRHvpJNebiLqm7y8PFxzzTUwTRNvv/021q5di29/+9v40Y9+NOC59YSqQQygG4tQuxiQQpRCCIEpU6Zg8uTJ+Ne//oV//vOfKCkpwaV1B/Fa/ggA9pdPQ0Us4nUn+zZ1ARGRqA8WYG9wOAra6yGDwDF/MSYd3QZ/JKGbmR3AOS1t8UAgPp1C6hfqxOArviyh26EigR66bXYnsethV/s1TSeJh5M8zUqb0eV2kn5Xkv7mZvTs4uZtX4+3p+DOOTZ3cvou9uMcQ09dRBODcUVLPpfOmEKhmG6mVFMq7r6k3fomhTM1Red9eTMjyGwPWxOv2zRVhzczHG8VtINLYUprDkD3mpqdzkHiGLyuOMlXTNN0u39ayUniY9PcMX/C6q6pOFk63YDZ6PIaeaTp9ovUhYAhBRShQLe3awjpjtMD4oFc4pZM0eWMHNaxCwG4k8/HbzyYhgLDsMsiFUg7wEsIh6EIAUXKpG6bHhjwiq7rgcSkRYkdruNBPdzBkwLAxIadmNiwE9WZxVg8/iP4v//7P0gpe+y90hes5waOQd4A5eTk4K677sLPf/5zfO9738M111yDC+9+Dvv374f6ylcgEX8TRwK5WLUrho0HmxAzAI8msHyLhBDAO3uBrICCsys8GF+qoTjTqmCt5CtO3+qE2icxy6ZQBtZvmYhOGkVRcPvtt2PDhg2IRCK9P6EvhIquxun26/lEfSSEwIIFC3D8+HEsXLgQ//73v3Hdu2tQUlKC1wuGQzdUIAqgNQP+rA7U5BZj7ajzUJtZBK8RQTTf6s4ipInNJWejsuEoRh3dj7Jjx+AJx6cpAJAUKHSn13GBicduz2OWSBEmjF6ymnXVEidl8pgwVTFhmnbrXsKYttRjTS2f01VU2t3EhZRQTNFll8/+ZOYEug7uUsfbAYDaRXDaaVt2EOcEe4lz/zmBW7z11U69r1iBhpP1VAqRMjVFsuyipuSMoqqEjCUHxVbwHw/2nIQoDje7pSkAuztnapdNU1rdI4WQkFJxAzwdSlLSETfxjZSQQkI1FbcVLn48ncdP5iOEkGmNNYwIa/J4FRIxKDAARNC5tTmRCQHFnQcwnnSmJ0kBnh2sps6JJ2AngbG7VCqwWqzVLkfqxaVmpxWm3aKbcKasAYbxTLqlLbVYsGABFi1ahNra2l6Ovg9Yzw1Yv28nL1++HNdddx3Ky8shhHBndHe0tbXh85//PCorKxEIBDBhwgT8+te/7nGbjz/+OC655BLk5eUhLy8Pl19+OdauXZu0zoMPPgghRNKjtLQ0aZ2amhpcddVVKC8vxz333JM0IeHcuXMhhMBf//rXpOc89thjGDFiRH9PQ5Jhw4bh/vvvx7hx4/DUU0/hG9/4BjZt2gR51WOouPMpHD/7C1gTuBaPr/NhwyHgnPPOx6c/8xncN7UJHzjbwB2zgrh1Th5Gl/qw8UAMT6xox48Xt+PvGyLQE+9KOZk6hWLNo6dHgFgYMtIGs+HAgMpARCfP3/72NxiGgauuumrArXgA4t1YBvKgbrGe60xRFNx222249dZbsW/fPnz3u9/Fz3/+c2S9/DdM37MRFx3Zg705VVg8+jL8c8oCxMIaLnxrHa7+xxtY8K83Meudtfjo0udw4XtrEfH4sGzyxfjr5R/E36+4DofLSuKBhDDd4AJIzZJpTfKshz2Idfigh72d5r/ritUSZdoBS8LYKk2HqppQVROKakLz6PHuh1JBNOpBJOJDJOJDOOJDKOZFSPeiw7AfuhcdUT90XXP340icOiE1wOsI+9ESzkBryHq0tAfR0paJjrZgl2MSra6wpnt+nGP3eGOdH74oPL4ovIEINH8MnowINH8Umj8K1asn/bu7h6KZ7n6t8VmGG+BZ5ZT2+UwOAhOvl2mq0GMed0oC65p5Oz30sMf9mxFVIWNKp/GUif9OPAb3tZkwmbs17s56qIrpPrrLMBqSXnTAgw540Ca8aBFeHFMDaBY+RKQHUakhbHigG6r10DXEIl7rEfVAtydLD3oiyBJhZIkw/FKHVxruhPE+acIDZ2yd1ZM5IOPTRQRMiaA0kWmayDZ1ZJgGMkwDQdNApqkj24jBb+rIlFEUeluRHWxHdrDdfQ14PTF4NR0eYVhzBtrzGPpNHT5pwCtN+KWOoIwhA1FkKWH4FWs6C48w7IQ1pnu9rbGx1nvNuU7RNh+ibT7o7R6YERVGSLN+hlUYYQVGWEFU0fDiiy/C5/Phwx/+cG8fKb1jPTdg/W7Ja29vx9SpU/GJT3wCH/zgBzv9/ctf/jKWLFmCP//5zxgxYgReffVV3HPPPSgvL8cNN9zQ5TaXLl2Km2++GbNmzYLf78ePfvQjzJ8/H9u2bUNFRYW73tlnn43XX3/d/V1Vk6P0b33rW5gxYwb+67/+C/fffz+efvpp3HLLLe7f/X4/vvWtb+GDH/wgPJ7BbfkqLCzEJz7xCSxYsABvv/02Vq9ejTfeeMPOSiWhaRpGjx6N2bNnxweAzv0eRiZso2Q6cNn6n+FILAcHGiVWvduCw03AiMIudujMrSdNK9Ab1NIQ0WBpaWnBW2+9hdzcXFx99dWDs9EBZx1jN5aesJ7rmqIomDVrFmbMmIENGzZg5cqVePLJJwFYrX1y7gxktHXg3NWbMXz/YfeLdUZLCJmtHTCEBxV1xzFqx2GEcr04nl+AzcPPxrZREzDs+NGkRCxA190enaQpQpFQ7a5z0s5q0XuwF+826KzrTBfQXeuh05XQ6Q6XmNRCStFtl7fuyhCJehE1taRxaC4dUKOepPFmyS1GySO2nOA1uYxmUjm7n5Kic5fXVG7rnSoBI3kS+K6PL05KO9gT1pg6J5tl6vad40jdTmKA3FWimsR9O8eTmmjGTJraqvPzw9KTNH7NBBBSrFY4xe25q0CDgog9BlVVrG6i0ug8VYVXs14Lvpg1hYEK6SZs0aVADMKd6Dzx0nsg4TNNBKRpteraf3QmgncElCg83lhSC62SMNWWEpP2RPKJraZW11YVBlRhwKfoULvIYuuubbeQJ2bTBRLHlNrn2nndmQLCZ+3vtWHzoOs6br/9dmjaIHQUZD03YP2+CldddRWuuuqqbv++atUq3HHHHZg7dy4A4LOf/Sx++9vfYv369d1Wfn/5y1+Sfn/88cfxf//3f3jjjTdw++23xw9W0zrd1UzU1NSEK664ApMnT8bIkSPR3Nyc9Pebb74ZL774Ih5//HHcc889vRX1hJSVleFDH/oQbrzxRhw+fBiHDx9GVlYWzjrrLPj9fuzZs6fnDUz/MioAlJkmtu57DOv3R1BZnAEtMfufG+AZvU/DQESn1XPPPQcpJT772c8O3kaVAXZjGchz3wdYz/XM4/Fg5syZmDlzJpqamnDgwAE0Nzdj7NixKC0txerhxWhDMCnjYWJ3uWjUA7VWorzuOCL6HqyZOg3H8opQXF8H58t4PCFLvIthUlZMMzFVvwKYphtY9HYD32pxi69kzY/XOYBxxnA5CTkSH13pKkmME1CaUkEs6kHUsAI8PSXoUCCttPcRH/x22n6Z0PoUD4ISkr7YrZOq1+i8nto5oE066pRJvbsiFNnlIDF3nsJexjw6E5F31zXW6aZqBaNGQkDX93GUicckkHw8iZ0mnIDPuaYRU0MMVkDnXM+IoiBmT0gORYEiraQlOhQ38I7qmj1ZfPeBkl+NIWao1pRx9umLCoFMKWF2kclZkRKZpg6ftOf7s5/kgx5voYREMCMEVTXc15h7HZwxj0IiA9Gk16cUAhA6FKHDp8ag2YFoYrfepHOYlAApfi06TzuiuzcBFE2iJqMIBzOrUFVVhenTp3d7bvqF9dyADfqYvIsvvhgvvPACPvnJT6K8vBxLly7Frl278POf/7zP2+jo6EAsFkN+fn7S8vfeew/l5eXw+Xy44IIL8NBDD2HUqFHu37/+9a/jmmuuwa233ooZM2bgkUceSXp+dnY2vvGNb+B73/se7rjjDgSDwYEVtgfOPFmpXWRGjx4NAL0Ge4qiYO4V1+Lll1/G/y4LYfLkyajEdhRkacjwyvh4PTPiPOFkFGPQtbS0ICsrq8eU9dFoFNFoFJmZmd2uI6VEe3s7pJTdPlRVRTAYHPS72UR9tX37dhw/fhyTJ08ecHe5RFZXvhN/z5/JU18MBazn4nJzczulTL/w4HEAcJOzyIQ5y6zALz4Fw7D9R7C7agReOf9SDDtyGMOPHUZ2Wwuy29ugmqbbegdYwYhh2GPKVKtLpeIkwkj8Umr0/vpOzezZE9MO8qQd4Bl2gKZ0M65NV1ToHhX+WDSpJSSqa4hJFTGoMCEQyvTD3x6GkHDnI4MERNQLr72tqKohpnkgFGv6NCms44AAhGYFYX4RQiAWhuZ1pnDqoTxJyVOcnz2fL+lkBEk4r31NauMmMumqtc2EnTUznsykq5+9jUtMbNV14klTKklBn/MVyTRN6IaGqNQQFQoMoSBqfx46AZ5un18FCjxChQ8KFPuax6QK1TChqegx0MsQUWQgniQlw4i5rx8AbkuuYj9UmFCF9fDYU1okTvkgFOkGeKmtt1ZLHZAVbE8a82ltBDB8YWjBDmiKHu/2280YyeQAL2VspJ1kyaF6rUAPisSroy+FgBzUScFZzw3coAd5v/jFL/CZz3wGlZWV0DQNiqLg97//PS6++OI+b+PrX/86KioqcPnll7vLLrjgAvzxj3/EuHHjcOzYMfzgBz/ArFmzsG3bNhQUFAAApk+fjiNHjqCurq7bO6H33HMPfv7zn+PRRx/FAw880K+yOcHDYHAq7Z6CvbFjx+KWW27BmjVrsHLlShiG9aYMBAKYPHkyphcdQqY3/iJW9z9jzcUHQPizoOYNgxYsgpVdyYRh+rrazSnz0ksvYefOnfjQhz4EwzCg6zrGjh2btM7OnTuxZMkSRKNRXHfddRg50urQKqWEaZp49913sWfPHhw8eBDhcLhP+/X5fMjMzEQwGERmZiYyMzMxceLETl+uToXEIPRMlQ5lAPpXDl90m/Uc0wDMGKIZ5/X6HF3X8frrr0PTNHzyk5/scT/9Ppe8w3lapXM9BwxeXXd5/T73329VVCAStUIXxUnFLk3AAOYuW4m9Y0Zi98jhOFBZBQAQponipnpM3LML5bXVVjoKO5GH1bJmdbE0pQpFGJDS7hwnFcBI7ubXqXXI+acq3S+yekxLytZ4OJyPWs3nzBrttp9pEvDbXegUCWjww6sbyGqJoLSkFi2BTDw763rktjXjss3LUJNTipLaY/C16narioDwCuy4YAKOVRWjoKYBk5dsgZCABhNe1YDMEdhYMhk1BcWoz8oF+vBlVZEmAnoHMvUQgnoHgkYHCqKNmNi808rPn8DtAWgXSiT8XZrxoUzSRDy/PwCZ+rFh2i1C0gSkAkWa1vkXgFCthBxuK6JqZydNLIqwHrqpQZEmZCzeOpjaTbAn8dbLhODQ6VIrOv8eMzWEFA+iQoUOgQ67S3RICBj2hOWKBEICEKoHHmEfqLMdO7OkhLCCMNUaK+kEQKpiuolNnNeUxz7pbvdfqVjvA3teP8A6l5qqQ/NY62qeWELSG6OL4C7OHQuZEKQ550TJiELLiELIeAIeoXXTjVdIQMQTAzmtsNZrF1bZVeshPBLwSqyrmIYObxDz5s1Dbm5ut58drOdOvZMS5K1evRovvPAChg8fjuXLl+Oee+5BWVlZUmXWnR/96Ed4+umnsXTpUvj98UkQE7vOTJ48GRdeeCFGjx6NJ5980p2RHui9q4vP58P3vvc9fP7zn8fdd9/dr7I1NzcP+hfbwkJrwN3hw4e7/HtmZiYuu+wyzJ07F21tbWhubkZtbS12796N3buB88dmYEyZz7pjIRVAWpWo0DUoYQlVhgFFQzhiwJThU3pnwzRNxGIx+Hw+7N69G9XV1cjOzsb69evR0NAAr9eLqqoqd/1oNIqVK1di+PDh0HUda9euRUlJCRRFwbFjx7Bt2zYcPXoUhYWFmDZtGgoLC90kFomJChL3X11dje3btyMWi6GpqQlNTU3u3wetS0E/SCkRjUYBnLl3mYZqGaSU6OjoSHqPqqqKQCDQ7fp9LYfbK9oEIAViSu83GFasWIFAIID58+cjFAohFAp1u25LS0uv20uieKzHiRrIcymt6zng5NR1U7ZvBwCsufRa64sk7ADB/jI8OhrFmF27EPVqCAUDaAsGcbikDBtGXIUDjXWYsms7/NGoPRm784VdwhRW0hShSRhFpYjKhBYWZ71eugBKqcDQ1aRWCkXPhFf1Imb1DE2MC91U9pASJiRiqkCHruOYVo61c6chW/Mi4FXw2pW3AELA3Psuqg5WQ4Z90KDg0JgqREaUYsK+GhwZNwJNHQaKq+shNYl9Y8pQN2EcIq0tKG6qw8Tjh+CLha3kInACCqt7o6JYhxLzebCl8Gy0ecsRAhACUAfgAIDhRww3wHCO2TonCb93k2hTWkPmrHWlQGKWUqvLrIDUBUxDgRlTYRqqtY4QMItL3G617nOsWLDT/H1CSBiwJmYXwrSnX0i+PqkSW9ESG3vc1kmZPG+etI9fQoHUNSjwQ0CBEAo89vcIQwjogJsVXYOApyQfMKIw7XMohA5TsR5CsaZagGJYk7R3MX2Ds8TpxSvsFkFhKJ3mMhQwIRUAXqteMj2G+9o2NdNtDdUVFWHNm/A8wBeOQIOVSdY0lKQgzygsgVCt8X5uQh81MUlQvOVPmgLSfr71Xot3WXaulVRNqB4d8OoIZSh4b/QlKDBiuOyyyzp1H0/Eeu7UG9QgLxQK4Rvf+AYWLVqEa665BgAwZcoUbNq0CT/5yU96rfx+8pOf4KGHHsLrr7+OKVOm9LhuMBjE5MmT8d577/X7OG+99Vb85Cc/wQ9+8IN+daHKycmJJ00ZZDk5OQB6btkLBoMoKSnBuHHjMH36dCxbtgyL12zDuIoMzJ+Wh4yAF9DsDxCfgOIzoWVYc+pJaUIK/yn9Uv7cc89h7969SctKSkqwf/9+AFZLZeIXnPfeew9NTU340Ic+hLa2Njz99NNYtmwZwuEw9u3bhxEjRuDKK69MCgx7IqXEm2++CcCa2DcajaKtrQ1tbW0wTRM7duxAbm4u8vPze+1COlicL05+/6m9FoPpdJfBMAw0NjaioaEBjY2NqK+vR0NDAxoaGqDrnQdal5aWYuLEiRg3blzSROT9KYcv6c62hJrwuu1KXV0dNm/ejNzcXMybN6/XMvX3PApFhRjAXcqBPPf9Lt3rOeDk1nXzN7yF14tG2hn9Er7gChOKIhEQEhmKRJEwMVKRqCkpxspJM3B49ETM3PoOqo4cclPmA1ZmRUUzrFYcKaAeORSfqy2l6193pKkAMQ1Sj7fmGXoOopoX7UJxeymqEtCldCe9FpCI5gex9/JJ9mzWAugIAwhD6WhGS4Z1HIU7t8DT0I5YKAATAnunjkLR5vdQtXYnjhsx7CjJQkMsjGPDihDzenDO7ncxbt0y+Mxo0virxEQoimZ9+Ve8wK6c0TiaOQFj6zcjy2xHu5qBVtX6rNtv+OE3I8jVm5Grt8ArdTjTH8CUSf9OPif2z5gVOMjEj1YzYYqEmAIjqsLUVRhR6yulFNYYROXQYZh6vJumNRF54jVPnj/PyayaOJdgT1KT5SR2IU0dQ+Z2NZQCUvfARAAxoSEmBCJ2kBcSCiIiPp2BDwJBKWEerLZ6cQDWpAha1GplS+hGmXSDICkA7bpbq65rbqCVmARIKBKejAgkgFiWhqbsbDRpOWj056LJn4tGfzbavZ2Hsnj1KEY17seYuj0oaa4FnGkoVCDmMaHVHnBb8uLz3SVnRE1tDTR1Nek6OM/TPDE7U6uOV6dciZaWVlx7+BXk5T3a4/ViPXfqDWqQF4vFEIvFOqUIV1U1JctRZz/+8Y/xgx/8AK+88kqfWlgikQjeffddXHLJJf0+TkVR8PDDD+MDH/hAv+5yprYUnQxjxozpPTkLrC6bCxYswOjRo/Hqq69i4ZtNuGpGLsYMs9/8mgeKoll3hqT95joFx++IRqOora2Fz+dDaWkpmpub3Za0kpISZGVlobGxEdu3b8fWrVuRm5uLo0ePYuTIkcjOzkZ2djYuueQS/Pvf/0ZWVhauvPJKjBo1CoFAoM9laGxsdO8qbdiwIenOdG1tLRRFcV+Xmqa5qc3z8/PdR15eHrxeb5fbP1FdtToORVJKvPHGG2hubsaECRNw1llnuZn+hBBusFVXV4e6ujrU19ejo6MDpmm63b2cf6f+7GpZaur4rh6Alb4+MUDLz89HSUkJJkyYgPz8fGia5v49FAphx44dWLp0KZYuXYoJEyZg5syZ7hiivl6L+J9NqytSL+u/8MILAIAbb7yxT9e536+FgaaHZmrpE5bu9Rxw8uu6K+r2Y0lRlfWlUcQDJmnYL00JSMWawLm85hiua1yMNZOmY/m0mRhVtB8ztm2EJ2o3P0nYY8XsFikD8eYTt/Wkl1ZJKSHsh5sxUUq7KUvCiW8UCeiQUBPmMWsvsOrcggPHEc7NQEdOBjTTQFNGDs4/uB5rh01HTWEx3q3KRXMgG5lN7QgHA6h87zAgJc5avxPbz5+AurJ8lFXX4pz9WxEozIdHt4MImRAACXvKAruLn1AlFE3gYO4wAMCBQDmiSnJ9dcxbCCNhvrBMowO5Rgvy9Rbk6s3I01uQF2tGVqwtPvF1YhAoJKQurRjQbSCV9gDB5HOnCCM+zlFK6+PSCSwM6zqIhHoY0g70DDsYksJqbZLCvWZdBUhu9tDU62rElwkprdeR20IVXyakkxHFWrcjL4iGqcOgNbZD21sLoz0Kr32cBiQiPg/asrPQlhtEODcD4Ww/pGZ3HVbscZJdPMxOy6ymV4H4MVjnzvrdud5CmIipHkQ0v10WEzmRFuRFmjCuaTfyws0IxtoTTqNAdUYpduWPwY6iccgJN2Fa9WaMbdhjvS00a2qMxCAv+bwp7rUwpWJdA8P66cynaEprQngFdgZQYeJwXilqMotRFqrB8PYjfahHWc+dav0O8tra2rB7927393379mHTpk3Iz8/HsGHDMGfOHHzta19DIBDA8OHDsWzZMvzxj3/Eo4/GI/zbb78dFRUVePjhhwFYXVceeOABPPXUUxgxYgRqamoAwB0/BQBf/epXcd1112HYsGGora3FD37wA7S0tOCOO+44oYJfc801uOCCC/Db3/4WJSUlJ7SNk8VJzgL0nqBl7NixKCsrwyuvvIL/W7of55xThNmzZ1vJRppXQOphCF82ZAzA4MYq3Tp+/DhefPFFRKNRXH/99Rg+fDg2b96M1157DZFIBBdddBE8Hg8WLVqExYsXo7KyEnv37kVHRweuvPJKdzvnn38+zj//fABWwNHXMXiOvLw83HTTTaitrUUgEEAwGEx6CCHQ0tLitgo5LUNbtmxBe3v8AzQzM9MN+AoLCzFq1KiTdpd7KGltbcW///1vAMD+/fuxatUqjBs3Dk1NTejo6MCRI0fcYCorKwuFhYVuF1ohBBRFcf/t/N7Tz56S6MQzo0lkZWUhPz8fBQUFfQr6x48fj46ODmzfvh3r16/H9u3bMXHiRJx77rnIysrq07mIeCf1+bwdOHAATU1NOOuss9xxVINNqB4I9cTf0EJlVt6esJ47+eYdP5T0+5uFw6wvmaZpJcmwk3IopglfRMclG1ajsuoo1p49DccKinDRprUoaaiLt0BIxe6mZmWl7M8k4tIUiMU87qTSsHZv9c6210ncmgFrbFnT2ZVonliO4JFGlK/dA79pYt3NFyGmKChtqcHU6i2oySjBurOmwRcJI6e5FfvGDkfx0ePIbWiBAQXB1hAufHMd/GoMmVlt1jgoJc/uUmckT4fgMd0WPKEBik9A8au4pHk9ymLHYUBF0OxA0Aghwwgh0+iAV8YQVb1o1LLRqFmtQg1aNo54irAtMNoNADWpI1dvsYI+vQWl4VoMi1RDKMLan9cK9gC7dU+xWgFNAIoz7k4xrVYgIaxuhmrPNz0cqS15SsLNElOJj83rNDdeYqtgSlZTKyGPktSyZxpWEB/wSAQQRW00Gx2KhvZRRYgUZSGW5Yc5pgTBg/VQozGEcwOoGVaGhrAVRKu6jty2FmS3t0ALG1DsKQ8EJBRpjU2MB7x2MOT8DtMauwh7fJtihaNOAAhhtz7CGm+qGTpyw80oMOuRh2Z4vAnlU1LqPFNiePNRXND8Do76SvHvgrOxZORsbCg/B9PqNqPKa8KfYUIYMt4N1ox3v5VOa6MRb+FLbYGMX2MJzR+DGtDx9qiZEJBYsO919HJ/64Swnhu4fgd569evT+p+5IwTuOOOO/DEE0/gr3/9K+6//37ccsstaGhowPDhw/HDH/4wKePOwYMHk+6C/upXv0I0GsWHPvShpH195zvfwYMPPgjAGrN28803o66uDkVFRZg5cyZWr16N4cOH97cIrkceeQSzZs064eefCqNHj+410MvMzMQHPvABbNq0CcuXL8fBgwdx9dVXo6TkYnhaV0EoGqT0dpP0eXBt3boVb7zxBvLy8nDLLbe4yU2ys7MRCARwww03uHNCffrTn0ZbWxuKiooQi8XQ0NAwqF9EhBAYNWpUUma6VE5mOCfBiyMSiSQFfw0NDThy5Ai2bNmCJUuW4LzzzsPMmTMHvZVvKMnMzISmabj44otRVVWF1atXY9u2bcjPz0dpaSkmTJiAgoICFBYWwuc7vUl9epORkYHp06dj6tSp2LJlC9auXYtt27ahvLwcFRUVGDduHEpKSgal9WL58uUAgMsuu2zA2+reQCd65R3OnrCeO/UurTuINwuHwXptGu54LifQA4DRR/ajpKkWK6bMxKsXzsWkve9iyo7tUBKHnJl2i0kfJAYAgJUUw8l+6PxM/UQwIRALaKi7YDQihVnI33wIhe8edYYZIq+6EVlmOy4/8iYEgCu2L8FxXyECzWHIFhUNwVxo7cndyjWY0Ow5veJfsuPdNJOXW299xQMITUDqJoJmO6ZGt3dbTq8eRkkkjBLleKeytKpBNHpy0OTNsQPBHBzJKMHarCkoiDZibuNqlEdqrfOQ9I3RaqlTTAkZs7qPuglThN39VpiQCQFJT61yiUFbYoBhJddResyAmhjgJW8jIVDRYSULEQJ2DjvkiBB0mQFfWxhKVEf5S5sQHVmE1rHFCJsG8tpbUHT0ACbv3Y28tkZkdrS7c9gl7qu737s7tu6ekzqNh9t90qsi5gPUDNMaZpbStdYJ+gSAitgxVNQcw/H6PKwvPBdLKy5GTmYQeb53MaplH0Y0H4RPj1rN0s6h2S9HZyyi6jXsqRSS30fSVKwEMD4DDf4ctPqyMLz1IPxmtFO5BgfruYES8kxPkXcKtLS0ICcnB83NzaetBacvXTgBoL6+Hi+//DLq6urcSWt97esQVgugBEaftC44ra2tePvtt7Ft2zZMmjQJl1566aBOXeC05J3usWyRSAQbN27EmjVrEAgEcMEFFyAYDLpduAKBALKyspCZmYmMjIxOXbqGSjn66k9/+hOKi4uTWljPtDJ0xTAMHDx4EPv378e7776LUCiE7OxsjB07FmPHjkV5efkJl+2xxx5DTk4OPvGJTwBIbpnvTl8/Y5z1dmx6AVlZJ54av7W1HePPuf60fqbR0DMU6rr147PRWp9jjU+yxzwlTv4sFCs5xbZR47FxzGTktTbjoo1rkN3aDr2yCtpha0xe1xNsd/2eNqWCcNgH3VCtueoA1IsA6jWPO05LgfUFOFqeh5ZpwwAJFK/eg+DxFmgS8EkTPmki04yhLLMBWeVNAAAjpMGIWuPVwh1+6IaWtB/AmlctM7PdHVuoV1bBW7M/OfBJaMVTvIDw9D4fYCepLUAJRGIwBuCYrwjL88/HMV8RxrftxqiOg1aAq3ggTBPBWDuCkXb4WzvgiepWQGAIGFGrJS9aMhJi31E3qUtPY+w6XV8zNbhIDsad89JVIBwvjzPezW6Z1RW3Zc+dkkMKNIYysbOqAvtnT8Dk59ZhbKQWGYGQFSQKAb1yGLTDB5MyUyaft54Dt66e0/lYuw8cEwM+1WsFWGpGwvqpw85SrnGLLxMHKmfivagf1YFiKNJAZftRjGrejxHNBxAwItZ4S1O44yedVr3OQZ51DMJjYvWw87C5bAo+svdZFLQ3AgAmvxXpVM6kY2E9d8oNenZNOjn62oWzoKAAH//4x7Fy5UqsWLECe/fuxdVXXw2v5kXPqSJOTE1NDTZs2IBdu3ZB0zQsWLAAZ5999knY09Dg8/kwc+ZMjB8/HkuWLMHrr7/e7bpCCASDQTfocx7BYNAdR5YaBA6U073R2a5hGOjo6OjTw+fzobi4GGeddRZGjBgBVVWRn5+Purq6QT3GoUBVVYwYMQKlpaWYPXs2jhw5gl27dmHHjh3YsGEDMjMzMWPGDJxzzjn9ukamacIwDOTl5QHoW4B3QjhWgdLU9B1WBr4lRVVQVcNtzQNgt+gpUBQDU/ZvR3ldDd6aMhMvX3I5znt3C0baaXD7Opm2EzS4QURKu53zLhGqgtCIQoTGlsDI9MNX04z8tXvhCw+sO5hqBzdawgTXiRKTYyS24gkVdtKUHjbeVUCX2gKE+EeBTPlbiX4MH2p/Eduyz8LqgvOwI3NMt7vyGlEEo+3IiHYgIxRCMBZCMCMHvrCBgroG+KPRpC6YXUkO2hIzPypuy57TqgdYmTA1xZ4YQZGIah5E/F6EvH6EfX6EvX7r357kn7qiIautDaV1tRhx6BAK1BaMavZiPyagsDSCjNqQvV+BruZwT53wvqebCfGWOaXT9U18Xnf/jp8XOxmNbie5iViRsxowoPhTAr6U65gVbcfYlj2YVLcfHZofezNHYE9wBJaVX4Rl5RdhePthzDy6FrntzVA0e+yiIq0xsWrXAaxQJBoz8gEpUaA39RrcnTDWcwPGIO8M1NuE6qqq4pJLLsHIkSPxr3/9C08//TSuu+46lJeXD8r+TdPEnj17sGHDBhw5cgQ5OTmYPXs2Jk2aNOS77Q2W3Nxc3HTTTYhGo9B1HR6PB5qmIRQKobW11c3i2dbW5v5+8OBBtLW1wefzoaWlBV6vF5WVlaiqqsKYMWM6TSh8IpyMph6PB4qiIBLp/OHr8/mQkZHhjlMsKytDIBBAKBTCkSNH8O677yIQCKC8vBz79+/HxIkTB3xcQ5miKBg2bBiGDRuGSy+9FEePHsW2bduwZMkSbN26FZdeeikqKyv7tC1n7OBgB++phOrlWAVKa86YvVXDihCL2r1CVCvQM3UVQjFR2NaA69f+C+vGTMPaSeci1N6IKUcPQBiAYaidAovUoM4hZcLk0TYFErEML1rGlqJ9ZBGkpsJ3pAG5a/Yi0NDW47H3NmUDYCW58GvW+zAQ7IgHdHZ6e6vVLt6Sp2jSndvMTP1Y7/LjpvdOWkLpfa2Jx3dgwvEdCKl+KDEDHlOHYaho0zLQKrPRqmSi3RNEhy8D7b4AGgN5OJJTDq2oGC0F1li23JZmlNTXory+BhX11VCM1KDIaW2zE3slTNataHqnFrva7AL8c7o13Yg3FoGuajBTMikK00QgFoY/GkYgGkZmuA1FrXVQTQONwRxsGzce/54wCSXNxxBTPdCMGPJlPTR/zG3BMu3W1sQEQYnHG28tTL7Wqd0urSBNSVnH7PPNiMTtJs6VZ4RU6O3Wa00N6FD9JkTKt3ppSkCXgCkRjHRgcmQ7JtdvR4cngL2Zw7ExbzL+NvYmTK3fhvOObYQW1QHTma+wc/Dq3Gww7Z4uZuTkdQZkPTdwDPLOYL0Fe5WVlfj4xz+ORYsW4dVXX8VVV13V49xKvTFNE5s2bcI777yD5uZmVFRU4Prrr8fo0aNP+pfaocrr9SaNy8vIyEBGRka3YwullO58h4cPH8ahQ4fw9ttvY9myZaioqMDZZ5+NcePG9StYbmxsxMqVK1FRUeEGGRdddBEMw3CPJ/GhaT2/7Wtra7F9+3bU19dj6tSpmD17dp+P5UynKAoqKytRWVmJqVOn4s0338QzzzyDSZMm4bLLLuv13GmaBq/Xi0OHDvW43kAJYc3vNJDnE50JLjwYH0e2vLTcDfQABdKUUHWJC3etQ15bM7ZdMA/t55yPizauhgo70LNbyxJT6qcGdKlac4J4b/JY1FcVQugGAvuOI2N3LdRQFD0MDUvS1Rd4RZFu90WPMODxWF9Ck8bh2W/NxAQY1pN7aLlLWN6ft3bS9rp6nglI3UrQ4dFjMEIaYvDC1FV4dRP5Zgvy0dKp9UkKgVjlMEQbanE8vwA1+SU4UlyGnSPHwheNYMSRgxh9eD/yGpuh2AFdYkueU/7kQxHYUTEOx3KKMKbGmpqpuKkWVfVH4NFjCETD8MesgC4QDcOrRzuNp0zcZkzVsL9wGA4UVsEnopj53jrkRloAL6DZrWNSCMAfheqPudcteaL25GAvfl5TzkeXrX3dtwh2bgnsvaXPjKgwIyrUgA7FL5NeB1Ja2U2diF6oQEYshEmNOzC+6T1szJ+MDQVTsStnNC47sBTlrTV2oJf8GnECPCgSw9oO40h2BXbkjsNUnBys5waOQV4a6Ck5SzAYxIc//GEsWrQIK1euxI033nhCAZmu63jppZewZ88enHXWWbj22msHFDC+n2mahoqKClRWVmLmzJmIxWLYvXs3tm3bhldffRVLly7F+eefj2nTpkHTNBw+fBh79+6FpmlJ2UEzMjLw7rvvYs2aNfB6vdixY4e7j3HjxvU5c2Sq4uJiFBcXD1Zxz1ilpaW4+eab3WQ7DQ0NuOGGG5Lm2uvKmDFjsH37dtTU1Jzk7poDmAOIlR+dgWbXHHUDPRVGwpdh4Kzq96DuK8aKsuE468AuFDU0QEmZb82dA89Q3cm0nfnbTGnNjXa8JBfr55wLLRxD0aYD8OyvgzQGv7VCVUx4fMkJK6yWPPunGk+0AgDoY6uPNIE+R6KJEicf1+2EHxHVnQMvMbhJ5bS6uYGIsLpWZoY7kHkohJGHDgMAmnOD2FsxEnvKR2DnyLEobTyGGbveQVF7PUIeH/aWjECbP4iMaBiBaAiBSAiBaBgxzYM1Y6ejLrsAvmgYe0utRGm5Hc2YemBbt0XqKVmLx9Ax9thejD22t9Pf3JsBwmrBU716pzn5TF1JOC+dr01XgVrqMXXVIthdcJjcKth5W8JjbcMIaTAjEorPbgkNAkLYr4suTocKAzPqN+Gslt14s/QS/HPUAsw9vALj6ne7gZ61/+TnTanfitVlM7C5cBI+2nmzg4P13IAxyEsTPQV6Xq8XkyZNwiuvvIL//d//xTXXXNOvrpumaeL555/HoUOHcMMNN5y8L67vUx6PBxMmTMCECRPQ0tKC9evXY+XKldi0aROEEGhtbXVTrDvz0DkURcH06dMxc+ZMtLW1oaGhwR0LSAMnhMCUKVNQWFiI5557Dk8//TRuuukmN2tsVy6++GJs374db7/9Ni666KKTclyK6oGinnhio4E8l+h0ml1zFG+VlcGAag+ZshN1qBKV9UeR68/F4gsuw5gje3HB5nfcSaFNQ3HnwLOCPXu5aUJKBYqQOFaSj3VzpqGgthGjlu9EEzS0K6LTWL0+MTp/EU+kqXrKeLvE5COJwUH/disU9DkgdJh6PFCxAjvN7bLYVWAnFLNTMGJtx+7eaHflUzQTiiee+rQgHEXBnkZM3/8ODhVUYMOoc/DiBVehsKUO9Zn5EJDIDLcj7PEj6knuppfX2ohr1i9GQVsjjmcXIOzxo7C1votjG9yA3G1NTU1oqZlu18nEMXMA3OAP6DpwSz3OxFa9xICxq4Cu2xY/Q1g3Buxgz4xY18KICpg5Kd2TnfkjnQDOALKMNly7fzGWV1yEN4fNQbM3C9OrN0Ik3EhJfJ6iAKWhWlQHShAKhRAIBPp2QvuB9dzAMchLI6nBV2LQN3r0aNx6661444038OKLL+K2227rtUXCsWnTJuzfvx8f/OAHMWLEiME8ZEqRnZ2NSy+9FOeeey7WrFkDVVUxceJEN9ujlBKhUAgdHR1ob29HTk6OO5bPmcydBl95eTluueUWPPvss3jmmWdw6623dttSmpWVhUAggGPHjp28AxLqAO9wDuC5RKfZJdXV7r9XVJRCNa2Mf0oMuHbdYrxXNQprRk9HdrgNZ+/aaQUfKuAEdtKecBqwu1DCQExTsXHmFOQfb8QFyzegwciwuoYCSWnz+0JK0enLeuKXep8nhkBmKCHIs8fg2S15cIKGHjJSdhfMdBUUusdiOMk7tB7HDSYfr+kGIfGgpufIUwoB6TGsbphdJHAXEhhedxhV9UfwXuloHCyqxMz31mPksf3w61brpq6oCHn9CHkDiKkaypqOQbG3Vd6S8Nk6CI013QaGfYyV3eke7POjeo3uV3aSmdjXIp71M16Q1IAvNdjrNhDsaj8CMA0Bo0NxJ51X/Va34NTXigKJOYdWIDvcgjWlMyCFgvOPbojvC/GJ5aED4xt3ojqjFJs2bcKFF17Y63nqN9ZzA8YgL42ltu4VFxfj+uuvxx//+Ee88soruPHGG3tNE9/S0oIVK1bgnHPOYYB3CuXl5WHBggWdlgsh3LF1hYWFp+HI3r9ycnLw0Y9+FH/+85/x/PPP42Mf+1i3Y/R8Ph9CodBJOxahKBADGAc7kOcSDSUXH6nBiopSKELANFRoUWDi/l0Ie/x4Z/QUlNTXorC+EdDjLUyqancvTEimsXXSeES9Hlyybgs80oCwA7suEgwOmMcb69R65/yUEFZLnCGSW49SDqTXpB2GSMjIqHX5nK6CGyf4s4LO/jUjutsTfWtRU6TEWdW7cVb17k5/00wDWeF2ZIXb49sexBl7BqvFr9/bMRImGHdaA1MCv8RWQOdnauuds+9uu3E6+9FgT3wuoNjXU+9QrX37uwjATWDa8c0QElhdNgOFoXqMbt4f7wZsWq9PCYncUDMAoLm5uX/noI9Yzw0cz0CaGz16dFILX2ZmJhYsWIC9e/di48aNvT5/1apVMAyj33dpYrEYDh06hFgshmPHjiEaPVmTZRKdOhkZGbjhhhtQX1+P119/Hd1NM2qa5klNRqQo3gE/iNLFxUdqcOH+Y5jy0uswdWsM2bl7N6OopQ7Lp85CzK9C0QyoqhGff0/EE5uEMn3YPWYkRu85gMyOjqTgT4Hs8RHNDiCS5Yfu1RDKjndZc4Kl1MBKEbLLsXi9BguG6PUhYwrMiIpYqw/RNuuhhz3ucaQmc0lcpmhWy5vq1aF69T4HeJ0SxAySxO0OZkA2GNsbtONSZXLwrlpj6dSADjWgQwvG4MmKQvPrXe4r8bXV3b8Tg8rUrp9GhwKjQ4GMJqyvADCBc2o3Y0zjXrxZNRv1gbz48DbnOEyBqLC6QyYmnxtMrOcGji157xOVlZXufGejRo3CtGnTsHz5clRUVHSbCRIAxo8fj3fffRevvvoqrrvuOqhq35q/X3zxRezbt8/9PTc3F7fddttJ+zAgOlVKSkowf/58vPzyyyguLsa0adM6raNpGsLh8Mk7CCEGljnsDJ3Enqg3F+4/htXDi6EAmLPtbTx//jVYdfYMzPn3yi7vagtFIhjtQOnxWuwZPRzlR4+hqK7ezaao9fA9PlSQiUOXTUx6P41dswslR5q6fY7HE2/F62p+NSmsbJbSTGnJ60ZiS52zjcSWQWdZYnn720KXarADupO13UENDru5odcvJ9AsbM3XJ6GoRtevl5jSc4ufinjLsN3aJxJ+WusCZocCxWtPwaBYLXpzD7+FRWOuxeLhl+OD7z0PP6JJLXr+qNVbpb29/YROR69Yzw0Yg7z3kdGjR7vdM4cNG4Yf/vCHeOmll3Drrbd2G3wNHz4c119/PZ5//nm89NJLuOaaa3oN9EKhEPbt24fKykoIIVBVVYV169bh17/+tftcIQS8Xi+ysrJQXFyMsWPHoqqqanALTHSSTJgwAceOHcPSpUtRWFiIYcOGJf3d7/ejqanppO1fCBVCOfHxBoJjFSiNJU67UHvhVCw79yJUDKvG2IPxG4+JmQ1VAJdtWo43zp2NFZecjzkrV0I5JOGXPYytAlBflQcIgbx9tYAEpFfDexeMw/7oSLc1UDUN+PQIclpakHe8BRPqdkCYZqeWoMSMjm4LoExOatJd1zwnu+VgOlMCucHcZqftiBNM0DiAPr79KYtQJITPSPo9lRQCwmNYx6TbrzHnb6lJXXQBqceTrHi8Ohbsex3/GHcDXht+Ka7Z+woUZyoPRSIn2grgJHbXZD03YOyu+T7l8Xhw9913o62tDW+++WaP644aNQrXXXcd9uzZg5dffjkpu2NX/H4/Jk6ciMOHD2PUqFGYOXMm7rjjDlx00UW44IILcMEFF2D69OmYMGECMjMzsXfvXvztb3/DSy+91G33N6KhZvbs2Rg2bBhefPHFTpWcqqq9vk8Gwpk/aCAPoveDj676N8Ye2oPVY6ejOSvTbUGLJ7ew3guaaeDSDW8hv7ERy2ZdiNbCbHil7PFRtP841EgM4bwgqrYcwJi33sWEFdsxYcdOTN2/BVMPbMWEI7tQVl+DsM+PLWdPwKKLr0VtXqG9b9HlwzQU6GEP9LDH7X7qtLxYc8qZbvfKgbbKOU5G98iutj3Y2xvINgetzE63y9TulydwHCfruYpmQvEZVndQrwnVG7/R0HkMoB3o6QJZoXZcsXcJjmSWYXXZDHuf9jbtOu5kjT9nPTdwbMl7HyspKcHNN9+MP/7xjxg+fDgmTJjQ7bpjxozBtddeixdffBGvv/465s+f3+26QggsWLAAmZmZWLZsGerr6zF79mxMnz69y/WllFi9ejVWrlyJefPm9TnrJ9HppCgKrrnmGvzlL3/B888/j5tvvhkejzVGobGxEX6//yTu2wNFGUBq6QE8l+hMc+8/XsR3PvUJLJl8Ca5bu7jT3W0r0DPh1WK47J1leGPGbGy5dDLOWbwRGS0d3W7XX9eEjFc3Yuu8ydhxxRSMXbMLRQeOo9TXhMz8Vnvb8Za4joAfL11wBfYUj0RxY10Xx2Anh5F2QCcSW2kGfh5SnazWOgDxMY+DdOP2tCVK6c4AM/Kc6HGc+POsrKaJFLcvcsIfFGnPkxh/XkVrNS48vBYrq2aiMFSPcU17IBTgUGYFAGDkyJEndEy9YT03cAzy+qGlpeV0H8IJkVKipaUFQohO2TQnTJiASZMm4eWXX8aECRPQ2tra7XZKS0tx/vnnY8WKFZg0aVKvk22fc8458Hq9eOutt7B161ZUVlaioKAAXq8XXq/X/ULc0dGBHTt2wDRNRCIRGEbnridSSkQiEcRisV4zgg5l6VCOdCgDMHjluPzyy/H3v/8dzz//PObPn49wOIyGhgaMHDmyz58Z/f1saWvrGFBXlLa27r+4Ep2JdV1P9RwA3PHNB/DYY49h+9d+jA9/+MNYP2U4JBLTz0sIHYASxaz1S/DizPk4PikTF+za2eu+y9YdwNsTLsDGi85CXmsjiprrkBHpgMcwoBoxaLqJmOZFYzAbLVBgdrSjVU8YJydMOIMAJQR0Q4cmDQhz4AFJj0HBAHt5djuNAwR03YBm9C/IG6xjHaztSE1a1wKmm221P9s50eM48ed1XiYlEDUMxHTZuQypUR8AmEBS0GcHeyNrtuKwJxuvlpwPb3sDCkMNeCd3DKLRKMaNG9enzwzWc6eekOwf16twOIyRI0eipqbmdB8KEaWp0tJS7Nu3r8cWwMH8LOrL/uj9hXUdEZ1MrOdOLQZ5fRQOhzkNABGdNF6vt08V0WB9FvV1f/T+wrqOiE4W1nOnFoM8IiIiIiKiNMLUM0RERERERGmEQR4REREREVEaYZBHRERERESURhjkERERERERpREGeURERERERGmEQd4QNmLECHdi18THvffe22ndz33ucxBC4LHHHktavnPnTlx00UWorKzE9773PXf5xz72MVx11VVJ6/7rX/+CEAIPPPBA0vLvf//7KC8vH9CxPvjggxg/fjyCwSDy8vJw+eWXY82aNT1u84knnuhym+Fw2F2nra0NH/vYx1BWVoaPfexjaG9vBwD85je/QVZWFnRdT1rX4/HgkksuSdrPW2+9BSEEdu3adVLLNxSuRSwWw3/+539i8uTJCAaDKC8vx+23346jR4/2uM0z5Vr0tXyn6loQUe9Y150Zn699Ld9QuBas6yys697fGOQNYevWrUN1dbX7eO211wAAH/7wh5PWe+6557BmzZou34T33nsvbrvtNjz//PN48cUX8fbbbwMA5s2bhxUrViR9GC1duhRVVVVYsmRJ0jaWLl2KefPmDehYx40bh//5n//Bli1bsGLFCowYMQLz58/H8ePHe9xudnZ20narq6uT5jx57LHHkJmZiVdffRUZGRluxT9v3jy0tbVh/fr17rpvvfUWSktLsW7dOnR0dCSVr7y8HOPGjTup5RsK16KjowPvvPMOHnjgAbzzzjt49tlnsWvXLlx//fU9bhM4M65FX8t3qq4FEfWOdd2Z8fna1/INhWvBus7Cuu59TtIZ44tf/KIcPXq0NE3TXXb48GFZUVEht27dKocPHy5/9rOfJT3nvPPOk6tXr5bRaFRef/318qWXXpJSSrlz504JQK5atcpd9/zzz5e//OUvpdfrle3t7VJKKSORiAwEAvLxxx8f8LEmam5ulgDk66+/3u02Fi5cKHNycnrcz//7f/9PPvLII1JKKR955BH5ta99zf1beXm5fPjhh93f/+M//kPee++9cuLEifK1115zl1966aXylltu6UuxXCdSvqF6LdauXSsByAMHDnS7jTP5WnRVvtN1LYiod6zrOhuqn6+s64bOtWBdR6kY5J0hIpGILCgokD/84Q/dZYZhyHnz5snHHntMSim7rPheeuklmZWVJTVNkzfeeKPUdd39W3l5uXzooYeklFK2tLRITdNkbW2tnDBhgnz11VellFIuW7ZMApC7d+8e0LGm/v3HP/6xzMnJkcePH+92OwsXLpSqqsphw4bJiooKec0118h33nknaZ19+/bJUaNGSU3T5Pjx4+Xhw4fdv3384x+X8+fPd3+fMWOG/Pvf/y7vvvtu+Y1vfMM9lkAgIH//+9+f9PINxWshpZSvvfaaFELI5ubmbtc5U69Fd+U7HdeCiHrHuu7M+XxlXTd0rkV35WNd9/7GIO8M8cwzz0hVVeWRI0fcZQ899JC84oor3Ls6XVV8UkoZDodlbW1tp+WJH0YvvfSSnDhxopRSyrvuusv9MPrud78rq6qqBnysUkr54osvymAwKIUQsry8XK5du7bH7axatUr+6U9/kps2bZLLly+XH/zgB2UgEJC7du1KWs8wDFldXd3p7tbvfvc7GQwGZSwWcz/Ajh07Jv/617/KWbNmSSnjH2B79uw5JeUbKtfCEQqF5HnnndfrHcUz7Vr0pXyn+loQUe9Y1w39z1fWdUPnWvSlfKzr3r8Y5J0h5s+fL6+99lr39/Xr18uSkpKkN3x3FV93Hn/8cRkMBmU0GpVf+9rX5D333COllPLpp592P4zmzZsn77jjjgEdq6OtrU2+9957ctWqVfKTn/ykHDFihDx27Fift2sYhpw6daq87777+rT+e++9JwHIlStXJn2AVVdXS4/HI9va2uR3v/tdOWzYsD4fg5Qnp3yn+lpIKWU0GpU33HCDPPfcc3u8s9mVoX4tpDzx8p2sa0FEvWNdN/Q/X1nXdY91HQ0lDPLOAPv375eKosjnnnvOXfazn/1MCiGkqqruA4BUFEUOHz68T9vdvXu3BCDffvttOX36dPnMM89IKaU8evSo9Hg8sr6+Xvr9fvnEE08M6Fi7M2bMGLerQF99+tOflgsWLOjz+pWVlfKHP/yh/OpXvyrvvvtud/m4cePkK6+8IufOnSvvvPPOPm/vZJXvVF+LaDQqb7zxRjllyhRZV1fX520mGsrXYiDlOxnXgoh6x7oubih/vqZiXZeMdR0NFcyueQZYuHAhiouLcc0117jLbrvtNmzevBmbNm1yH+Xl5fja176GV155pU/bHT16NKqqqvDCCy9g06ZNmDNnDgCgrKwMI0aMwE9/+lOEw+F+ZVXq6li7I6VEJBLp87allNi0aRPKysr6/Jx58+Zh6dKlWLp0KebOnesunzNnDl555RWsXr16SJTvVF6LWCyGj3zkI3jvvffw+uuvo6CgoM/bdAzlazHQ8p2Ma0FEvWNdF19/qH6+dne8rOviWNfRkHH64kvqC8Mw5LBhw+R//ud/9rpuf7uwSCnl7bffLrOysuT48eOTln/605+WWVlZctSoUQM+1ra2Nnn//ffLVatWyf3798sNGzbIT33qU9Ln88mtW7e66912223y61//uvv7gw8+KBcvXiz37NkjN27cKD/xiU9ITdPkmjVr+nxMf/jDH2QgEJCapsmamhp3+Z///GeZlZUlAciDBw+ekvL15lRci1g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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot local exceedance impacts\n", "plot_from_gdf(\n", " loacl_exceedance_impacts, title, column_label, smooth=False, cmap=CMAP_IMPACT\n", ");" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2025-03-31 17:21:58,100 - climada.engine.impact - INFO - Computing return period map for impacts: [1000, 10000, 100000, 1000000]\n" ] } ], "source": [ "# compute local return periods of impact\n", "threshold_impact = [1000, 10000, 100000, 1000000]\n", "local_return_periods, title, column_label = impact.local_return_period(\n", " threshold_impact=threshold_impact\n", ")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot local return periods of impacts\n", "plot_from_gdf(local_return_periods, title, column_label, smooth=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## When to use binning in calculating local exceedance frequencies or local return periods\n", "\n", "When using `method='extrapolate'`, local exceedance frequencies or local return periods are extrapolated beyond the observed data range. The used extrapolation technique is the one of `scipy.interpolate.interp1d`: the two extremal interpolations at the lower and upper limits of the data are simply extended beyond the data range.\n", "\n", "In specific cases (see below for an example), this can lead to undesired behaviour. For this reason, the user can pass in an additional integer parameter `bin_decimals` to bin the intensities (and sum up the corresponding frequencies) according to `bin_decimals` decimal places. \n", "\n", "As can be seen in the following example, this binning can lead to a different and more stable extrapolation (which might be desriable in particular for the `local_return_period` method), and to a smoother interpolation. Note that, due to binning, the data range of observed return periods for `method='interpolate'` may be reduced.\n", "\n", "As an example, we consider a hazard object that contains one centroid and five intensities, all of which occur with a frequency of 1/10years. Importantly, the two maximal intensities are very similar, which strongly affects the extrapolation behaviour." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "hazard_binning = Hazard(\n", " intensity=sparse.csr_matrix([[80.0], [80.02], [70.0], [70.0], [60.0]]),\n", " frequency=np.array([0.1, 0.1, 0.1, 0.1, 0.1]),\n", " frequency_unit=\"1/year\",\n", " units=\"m/s\",\n", " centroids=Centroids(lat=np.array([1]), lon=np.array([2])),\n", ")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "test_return_periods = np.arange(1, 12, 0.1)\n", "interpolated = hazard_binning.local_exceedance_intensity(\n", " return_periods=test_return_periods\n", ")[0]\n", "extrapolated = hazard_binning.local_exceedance_intensity(\n", " return_periods=test_return_periods, method=\"extrapolate\"\n", ")[0]\n", "interpolated_binned = hazard_binning.local_exceedance_intensity(\n", " return_periods=test_return_periods, bin_decimals=1\n", ")[0]\n", "extrapolated_binned = hazard_binning.local_exceedance_intensity(\n", " return_periods=test_return_periods, method=\"extrapolate\", bin_decimals=1\n", ")[0]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot different extrapolation methods at at centroid\n", "import matplotlib.pyplot as plt\n", "\n", "fig, axes = plt.subplots(2, 2, figsize=(9, 6))\n", "plt.subplots_adjust(wspace=0.4, hspace=0.4)\n", "\n", "for axis, local_exceedance_intensity, color, title in zip(\n", " axes.flatten(),\n", " [interpolated, extrapolated, interpolated_binned, extrapolated_binned],\n", " [\"teal\", \"g\", \"r\", \"orange\"],\n", " [\n", " '\"interpolate\"',\n", " '\"extrapolate\"',\n", " '\"interpolate\", bin_decimals = 1',\n", " '\"extrapolate\", bin_decimals = 1',\n", " ],\n", "):\n", " axis.plot(\n", " test_return_periods,\n", " local_exceedance_intensity.values[0, 1:],\n", " color=color,\n", " )\n", " axis.set_ylabel(\"Local exceedance internsity (m/s)\")\n", " axis.set_xlabel(\"Return period (years)\")\n", " if title in ['\"interpolate\"', '\"extrapolate\"']:\n", " cum_freq = np.arange(5, 0, -1) * hazard_binning.frequency[0]\n", " intensities = np.sort(hazard_binning.intensity[:, 0].toarray())[::-1]\n", " else:\n", " cum_freq = np.array([5, 4, 2]) * hazard_binning.frequency[0]\n", " intensities = np.sort(\n", " np.unique(np.round(hazard_binning.intensity[:, 0], decimals=1).toarray())\n", " )\n", " axis.scatter(\n", " 1 / cum_freq,\n", " intensities,\n", " s=10,\n", " color=\"k\",\n", " )\n", " axis.set_title(f\"method = {title}\")\n", " axis.set_xlim([1, 12])\n", " axis.set_ylim([40, 100])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given the hazard distribution in the hazard object (black points), the user might prefer flat extrapolation behaviour to large return periods, in which case the default `bin_decimals=None` is the correct choice. \n", "\n", "However, in the inverse problem of computing a return period for a given hazard intensity, not binning the values can lead to an unbounded extrapolation, and binning the values might be a good choice." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Local return periods [years] without binning:\n", "\n", "| | geometry | 55.0 | 75.0 | 85.0 |\n", "|---:|:------------|--------:|--------:|------------:|\n", "| 0 | POINT (2 1) | 1.76331 | 4.11019 | 5.09816e+73 |\n", "\n", "\n", "Local return periods [years] with binning to bin_decimals=1:\n", "\n", "| | geometry | 55.0 | 75.0 | 85.0 |\n", "|---:|:------------|--------:|--------:|--------:|\n", "| 0 | POINT (2 1) | 1.76331 | 3.57665 | 6.84921 |\n" ] } ], "source": [ "test_hazard_intensities = [55.0, 75.0, 85.0]\n", "print(\"Local return periods [years] without binning:\\n\")\n", "print(\n", " hazard_binning.local_return_period(\n", " threshold_intensities=test_hazard_intensities,\n", " method=\"extrapolate\",\n", " )[0].to_markdown()\n", ")\n", "print(\"\\n\\nLocal return periods [years] with binning to bin_decimals=1:\\n\")\n", "print(\n", " hazard_binning.local_return_period(\n", " threshold_intensities=test_hazard_intensities,\n", " method=\"extrapolate\",\n", " bin_decimals=1,\n", " )[0].to_markdown()\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": "climada_env600", "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": "3.11.11" } }, "nbformat": 4, "nbformat_minor": 2 }