From b8564b5222cc49c70eb87c42ff49fc57758a79bd Mon Sep 17 00:00:00 2001 From: Keith Cheveralls Date: Mon, 1 Jul 2024 14:11:51 -0700 Subject: [PATCH] rename style_axis to style_plot and the color 'lightgrey' to 'gray' --- arcadia_pycolor/colors.py | 2 +- arcadia_pycolor/mpl.py | 4 +- arcadia_pycolor/palettes.py | 2 +- .../tests/plotting/test_barplots.py | 12 +- .../tests/plotting/test_bespoke_plots.py | 8 +- .../tests/plotting/test_seaborn_plots.py | 4 +- docs/examples/barplot.ipynb | 768 +++++++++--------- docs/examples/heatmap.ipynb | 212 ++--- docs/examples/stacked_barplot.ipynb | 220 ++--- docs/examples/stacked_lineplot.ipynb | 238 +++--- docs/style_usage.ipynb | 117 +-- 11 files changed, 797 insertions(+), 790 deletions(-) diff --git a/arcadia_pycolor/colors.py b/arcadia_pycolor/colors.py index 7a1fbd4..f7fd588 100644 --- a/arcadia_pycolor/colors.py +++ b/arcadia_pycolor/colors.py @@ -25,7 +25,7 @@ shell = HexCode("shell", "#EDE0D6") # Neutral colors -lightgrey = HexCode("lightgrey", "#EBEDE8") +gray = HexCode("gray", "#EBEDE8") chateau = HexCode("chateau", "#BAB0A8") bark = HexCode("bark", "#8F8885") slate = HexCode("slate", "#43413F") diff --git a/arcadia_pycolor/mpl.py b/arcadia_pycolor/mpl.py index 71e0490..f19b6ba 100644 --- a/arcadia_pycolor/mpl.py +++ b/arcadia_pycolor/mpl.py @@ -250,7 +250,7 @@ def set_colorbar_ticklabel_monospaced(axis: Union[Axes, None] = None): set_ticklabel_monospaced(axis=cbar.ax) -def style_axis( +def style_plot( axis: Union[Axes, None] = None, monospaced_axes: Literal["x", "y", "both", None] = None, categorical_axes: Literal["x", "y", "both", None] = None, @@ -351,7 +351,7 @@ def add_legend_line(legend: Legend, linewidth: float = LEGEND_SEPARATOR_LINEWIDT # Check that we haven't already put a drawing area within the legend. # This should catch if we've already added the legend line - # through a different call to this function, e.g. calling "style_axis". + # through a different call to this function, e.g. calling "style_plot". # This won't catch if the DrawingArea is added by a user otherwise, # but most users shouldn't be adding new DrawingAreas to the legend. if not isinstance(entries[0], DrawingArea): diff --git a/arcadia_pycolor/palettes.py b/arcadia_pycolor/palettes.py index 480a7fd..083bf55 100644 --- a/arcadia_pycolor/palettes.py +++ b/arcadia_pycolor/palettes.py @@ -36,7 +36,7 @@ neutral = Palette( "Neutral", [ - colors.lightgrey, + colors.gray, colors.chateau, colors.bark, colors.slate, diff --git a/arcadia_pycolor/tests/plotting/test_barplots.py b/arcadia_pycolor/tests/plotting/test_barplots.py index eab5d01..de42a4f 100644 --- a/arcadia_pycolor/tests/plotting/test_barplots.py +++ b/arcadia_pycolor/tests/plotting/test_barplots.py @@ -67,7 +67,7 @@ def plot_vertical_barplot_with_matplotlib_with_error_bars(ax): """ sample_ids = _word_wrap_sample_ids(BARPLOT_SAMPLE_IDS) plt.bar(sample_ids, BARPLOT_NUM_READS, color=apc.aster) - apc.mpl.style_axis(ax, monospaced_axes="y") + apc.mpl.style_plot(ax, monospaced_axes="y") apc.mpl.set_xaxis_categorical() apc.mpl.add_commas_to_axis_tick_labels(ax.get_yaxis()) @@ -82,7 +82,7 @@ def plot_horizontal_barplot_with_matplotlib_with_error_bars(ax): This plot is identical to the vertical version, but with the x and y axes swapped. """ plt.barh(BARPLOT_SAMPLE_IDS, BARPLOT_NUM_READS, color=apc.aster) - apc.mpl.style_axis(ax, monospaced_axes="x") + apc.mpl.style_plot(ax, monospaced_axes="x") apc.mpl.set_yaxis_categorical() apc.mpl.add_commas_to_axis_tick_labels(ax.get_xaxis()) plt.xticks(rotation=30, ha="right") @@ -110,7 +110,7 @@ def plot_vertical_barplot_with_matplotlib_with_categories(ax): BARPLOT_NUM_READS, color=colors, ) - apc.mpl.style_axis(ax, monospaced_axes="y") + apc.mpl.style_plot(ax, monospaced_axes="y") apc.mpl.set_xaxis_categorical() apc.mpl.add_commas_to_axis_tick_labels(ax.get_yaxis()) plt.ylabel("Number of reads") @@ -129,7 +129,7 @@ def plot_vertical_barplot_with_seaborn(ax): saturation=1, ax=ax, ) - apc.mpl.style_axis(ax, monospaced_axes="y") + apc.mpl.style_plot(ax, monospaced_axes="y") apc.mpl.set_xaxis_categorical() apc.mpl.add_commas_to_axis_tick_labels(ax.get_yaxis()) plt.ylabel("Number of reads") @@ -142,7 +142,7 @@ def plot_horizontal_barplot_with_seaborn(ax): This plot is identical to the vertical version, but with the x and y axes swapped. """ sns.barplot(x=BARPLOT_NUM_READS, y=BARPLOT_SAMPLE_IDS, color=apc.aster, saturation=1, ax=ax) - apc.mpl.style_axis(ax, monospaced_axes="x") + apc.mpl.style_plot(ax, monospaced_axes="x") apc.mpl.set_yaxis_categorical() apc.mpl.add_commas_to_axis_tick_labels(ax.get_xaxis()) plt.xticks(rotation=30, ha="right") @@ -170,7 +170,7 @@ def plot_vertical_barplot_with_seaborn_with_categories(ax): ax=ax, ) - apc.mpl.style_axis(ax, monospaced_axes="y") + apc.mpl.style_plot(ax, monospaced_axes="y") apc.mpl.set_xaxis_categorical() apc.mpl.add_commas_to_axis_tick_labels(ax.get_yaxis()) diff --git a/arcadia_pycolor/tests/plotting/test_bespoke_plots.py b/arcadia_pycolor/tests/plotting/test_bespoke_plots.py index 66a177c..bf8e573 100644 --- a/arcadia_pycolor/tests/plotting/test_bespoke_plots.py +++ b/arcadia_pycolor/tests/plotting/test_bespoke_plots.py @@ -41,7 +41,7 @@ def test_plot_stacked_barplot(output_dirpath, figure_size): assert legend is not None legend.set_title("Viability") - apc.mpl.style_axis(ax, categorical_axes="x", monospaced_axes="y") + apc.mpl.style_plot(ax, categorical_axes="x", monospaced_axes="y") apc.mpl.save_figure(fname=(output_dirpath / f"test_plot_stacked_barplot_{figure_size}.pdf")) plt.close(fig) @@ -58,14 +58,14 @@ def test_plot_multiple_line_plot(output_dirpath, figure_size): figsize=apc.mpl.get_figure_dimensions(figure_size), ) - colors = [apc.aegean, apc.lightgrey, apc.dragon] + colors = [apc.aegean, apc.gray, apc.dragon] cmap = apc.Gradient(name="", colors=colors).to_mpl_cmap() for ind, line in enumerate(lines): ax = axes[ind] color = cmap(ind / len(lines)) ax.plot(line, color=color) - apc.mpl.style_axis(axis=ax, monospaced_axes="both") + apc.mpl.style_plot(axis=ax, monospaced_axes="both") ax.set_yticks([]) if ind != len(lines) - 1: @@ -108,7 +108,7 @@ def test_plot_heatmaps_with_seaborn(output_dirpath, figure_size): ) for ax in axs: - apc.mpl.style_axis( + apc.mpl.style_plot( ax, categorical_axes="both", monospaced_axes="both", diff --git a/arcadia_pycolor/tests/plotting/test_seaborn_plots.py b/arcadia_pycolor/tests/plotting/test_seaborn_plots.py index 12631f5..52b9cd2 100644 --- a/arcadia_pycolor/tests/plotting/test_seaborn_plots.py +++ b/arcadia_pycolor/tests/plotting/test_seaborn_plots.py @@ -36,7 +36,7 @@ def plot_seaborn_scatterplot(ax): ax=ax, s=80, ) - apc.mpl.style_axis(monospaced_axes="both") + apc.mpl.style_plot(monospaced_axes="both") def plot_seaborn_violinplot(ax): @@ -56,7 +56,7 @@ def plot_seaborn_violinplot(ax): palette=colors, ax=ax, ) - apc.mpl.style_axis(categorical_axes="x", monospaced_axes="y") + apc.mpl.style_plot(categorical_axes="x", monospaced_axes="y") @pytest.mark.parametrize("figure_size", apc.style_defaults.FIGURE_SIZES.keys()) diff --git a/docs/examples/barplot.ipynb b/docs/examples/barplot.ipynb index 229085a..a56e3cb 100644 --- a/docs/examples/barplot.ipynb +++ b/docs/examples/barplot.ipynb @@ -1,386 +1,386 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 0. Setup" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "\n", - "import matplotlib as mpl\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "\n", - "sys.path.append(\"..\")\n", - "\n", - "import arcadia_pycolor as apc\n", - "\n", - "apc.mpl.setup()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 1. Load Data" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "num_reads = [\n", - " 1_500_000,\n", - " 1_200_000,\n", - " 1_000_000,\n", - " 400_000,\n", - " 1_000_000,\n", - " 1_700_000,\n", - " 1_300_000,\n", - " 600_000,\n", - " 1_200_000,\n", - " 1_500_000,\n", - " 1_600_000,\n", - " 300_000,\n", - " 900_000,\n", - " 1_700_000,\n", - " 800_000,\n", - "]\n", - "\n", - "sample_id = [\n", - " \"AL 4M\",\n", - " \"EL 2W\",\n", - " \"EL 4W\",\n", - " \"EL 4W WGA\",\n", - " \"EL 12W\",\n", - " \"OM 2W\",\n", - " \"OM 4W\",\n", - " \"OM 4W WGA\",\n", - " \"OM 8W\",\n", - " \"WH 1M\",\n", - " \"WH 2M\",\n", - " \"WH 2M WGA\",\n", - " \"WH 4M\",\n", - " \"WH 2M Hous\",\n", - " \"WI 3W\",\n", - "]\n", - "\n", - "error = [\n", - " 100000,\n", - " 80000,\n", - " 70000,\n", - " 30000,\n", - " 70000,\n", - " 120000,\n", - " 90000,\n", - " 40000,\n", - " 80000,\n", - " 100000,\n", - " 110000,\n", - " 20000,\n", - " 60000,\n", - " 120000,\n", - " 50000,\n", - "]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2. Vertical bar chart using `matplotlib`" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=apc.mpl.get_figure_dimensions(\"threeq_wide\"), layout=\"constrained\")\n", - "\n", - "sample_id_formatted = [i.replace(\" \", \"\\n\") for i in sample_id]\n", - "plt.bar(sample_id_formatted, num_reads, color=apc.aster)\n", - "\n", - "apc.mpl.style_axis(ax, monospaced_axes=\"y\")\n", - "apc.mpl.set_xaxis_categorical()\n", - "\n", - "# Use this to format the y-axis with commas.\n", - "ax.get_yaxis().set_major_formatter(mpl.ticker.FuncFormatter(lambda x, _: format(int(x), \",\")))\n", - "\n", - "# Remove this if you don't want error bars.\n", - "plt.errorbar(sample_id_formatted, num_reads, yerr=error, fmt=\"none\", color=apc.crow)\n", - "\n", - "plt.ylabel(\"Number of reads\")\n", - "plt.xlabel(\"Sample\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 3. Horizontal bar chart using `matplotlib`" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=apc.mpl.get_figure_dimensions(\"half_small\"), layout=\"constrained\")\n", - "plt.barh(sample_id, num_reads, color=apc.aster)\n", - "\n", - "apc.mpl.style_axis(ax, monospaced_axes=\"x\")\n", - "apc.mpl.set_yaxis_categorical()\n", - "\n", - "ax.get_xaxis().set_major_formatter(mpl.ticker.FuncFormatter(lambda x, _: format(int(x), \",\")))\n", - "plt.xticks(rotation=30, ha=\"right\")\n", - "\n", - "# Remove this if you don't want error bars.\n", - "plt.errorbar(num_reads, sample_id, xerr=error, fmt=\"none\", color=apc.crow)\n", - "\n", - "plt.xlabel(\"Number of reads\")\n", - "plt.ylabel(\"Sample\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 4. Vertical bar chart using `seaborn`" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=apc.mpl.get_figure_dimensions(\"threeq_wide\"), layout=\"constrained\")\n", - "sns.barplot(\n", - " x=sample_id_formatted,\n", - " y=num_reads,\n", - " color=apc.aster,\n", - " saturation=1, # Seaborn by default desaturates the colors. This prevents that.\n", - ")\n", - "\n", - "apc.mpl.style_axis(ax, monospaced_axes=\"y\")\n", - "apc.mpl.set_xaxis_categorical()\n", - "\n", - "ax.get_yaxis().set_major_formatter(mpl.ticker.FuncFormatter(lambda x, _: format(int(x), \",\")))\n", - "\n", - "plt.ylabel(\"Number of reads\")\n", - "plt.xlabel(\"Sample\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 5. Horizontal bar chart using `seaborn`" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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0AAAAwEAI6AAAAICBcKMi5CuzxVfZWenuLgMAAOCGxQw6AAAAYCAEdAAAAMBACOgAAACAgRDQAQAAAAMhoAMAAAAGQkAHAAAADISADgAAABhIUXcXgJvPwDfmuLsEuMmQwW3cXQIAADc8ZtABAAAAAyGgAwAAAAZCQAcAAAAMhIAOAAAAGAgBHQAAADAQAjoAAABgIAR0AAAAwEAI6AAAAICBENABAAAAAylUAb15q/YyW3zzfDz/Yn9J0iO9+qheo5BrOr7D4VD3no/KbPHV8hUrJUlbtm6V2eKrV14b5LLvM8/1k9niqw8//syl/eHHnpCvfwWdO3fOpT2qWWtVqFRdDofD2bZ8xUqZLb6q3zjUZd9Fi5fKbPHVuAmTnG0nTpxQv5dfVVNrlHxKl1f12+rq0d59tX7DxjzHkp2draBqt8ls8dXiJcuu/sUAAADANSlUAV2SIsPDtHpFcq7Hy/2ev+5jf/3t9y6hWJKqV6umgICKSkqyubTbUpZLkpYlJLq0JyXbFGYNkYeHh0t7dFSEDh06rG3btv/jGKmSpLXr/tTRo0ddjiFJ0ZERknK+JDRsGq5Zs+fqmaf6aP7s6Xpv2NvatWu3QiOaOff/p4WLlmjfvv0qW7aMfhk15qpeBwAAAFy7QhfQfXx9VKd2rVyPChXKX9dxU5evUL+XB+i5Z59yaTeZTIqOjFDqipU6e/asJOnUqVNa/ccaRUdGKD4hUXa7XZJ06NBhbdm6zRms/yk6KlKSlPiPMJ1sS1VURLgkKT4x2dmemGxTjVurq0KF8nI4HPrfCy/L09NDKYlL1PPBBxQS3FRd7+yi2TOmqFGD+vrfCy+7zMxL0sjRYxUVEa4+vR/Tr79NVWZm5nW9PgAAALgyhS6g/xeOHj2qbg88pKf6Pq5OHdrn2h4THaUzZ85o1e+rJUkrV63W+fPn1e+FZ3X06DHnMpMkW4qkv8P4P12YVU9KTnG22VJS1aVzB9Wscavi/5qJt9vtSralOI+xdt2fmj1nnl4f0F8lSpRwOWbRokU1Z+ZULZw7w6U9IyNDv02drge7368e3e/XyZMnNXnKtGt9eQAAAHAVCOjXyW636+FefVSxYnkNHfJmnvvEROXMiF9YSmJLSdXtt9VUy+bN5OXlpaXxCc7t3t7eatK4Ya5jFCtWTCFNmziPcfjwEW3dtl3W0BCFWUO17K9jbNy0WceOHVdUZM7M+tp1f0qSrCHBedbm6empEiVKyGQyOdsmT5kmu92uu+/qourVqykqIly/jGSZCwAAQEEodAF95qw58ixeKtfjwkmdV2v4Bx8rKdmmsSN/yrVu/IJq1aoqMCBAiX/NfienpMoaGiIvLy81bdxI8fE5s99JSTaFhYbI09Mzz+NER0Vozdp1Sk9Ply01VRaLRQ0b1FeYNVQrV61WZmamEpNc15/v3r1HklSxYgXncZJtKbnGv2PHTuf2UaPHKbZzR5UsWVKS1LNHdy1aslS7du2+ptcIAAAAV67QBfTI8DCtTEnI9ahd646rPtbiJcs0aPDb+vnHbxUUFHjR/Uwmk2KiI5WUbJPD4ZAtJVVh1pwrr4SHWbUsIVFnz55V6oqVzpnvvMRER/31/OWy2VLVtHEjeXp6KiLcqvPnzyspOUVJyTZVq1pFgYEBkqSAgIqSpL379jmPU69uHee4h7w5UNnZ2c5tu3fv0aIlS3XP3XcpKytLWVlZ6ti+rSwWi0aNGXfVrxEAAACuTqEL6Bc7SdTb2/uqj/XzyNE6f/68Yrve55yJbtWukyTJGtncZWY6OipS+/btV2KSTXv37lOYNedSjmFhIdq7d58mT5mmM2fO5Ln+/ILQkKby9PRUUrJNtpTlsv51jJo1blWZMv6KT0hUUrLN5Ri17rhdkpwz61LOcpkL4z558qRLH2PGTZDD4VDXex9Qcb9yKu5XTuWDqun06dP6ZdSYXCeTAgAAIH8VuoCen4a8OVCrVyS7zMR/+9XnkqSRP32vlSkJzqUlF9ahf/Tp5ypdupRq1rhVkhQWmhOy33v/I1ksFgU3bXzR/i6sQ49PSFLK8hWy/vVck8kka2iIpk6foQ0bN7nMwjeoX08xUZF65//eU3p6usvx0tPTNX7ir86fHQ6HRo4eqwfuu1cJS+a7PD7/9ENt3rLV5SRVAAAA5L+i7i6goGWkZzhPnPwn/9KlnZdazMg4qdlz5+Xap1JQkHNGWpICAwOcS0kuOHIkTZJ0a/VqqlO7lrO9atUqqhQUpKnT4tSubWsVKZLz3ah06dK64/bbtPqPNYqJipSXl9cl64+JjtQ7w4bLbrc7w70khVtDNT1upiS5XKbRZDLp4w/fU9uOsbJGNlf/l17QbTVraOu27frgo0915sxZ574rVq7S+g0b9fEH7yn0XyeVNmxQX6++9oZ+GTXGOfsPAACA/FfoZtCXJSSqfuPQXI/3PvjIuc+u3bvVoXPXXI+vvvnumvs1mUyKjorIFaylnHXoki65/vyC6KhI2e1257KWfx+jcqVKqly5kstz6taprZW2BEWEh+mDjz5Vy7ad9P6Hnyg8LFRTfv17XfnI0WPl4+OTZx1eXl5q17aVJkyarNOnT1/5wAEAAHBVTNlZ6SwqRr4xW3w1oP9Ed5cBNxkyuI27SwAA4IZX6GbQAQAAACMjoAMAAAAGQkAHAAAADISADgAAABgIAR0AAAAwEAI6AAAAYCAEdAAAAMBACOgAAACAgXCjIuQrs8VX2Vnp7i4DAADghsUMOgAAAGAgBHQAAADAQAjoAAAAgIEQ0AEAAAADIaADAAAABkJABwAAAAyEgA4AAAAYSFF3F4Cbz8A35ri7BABwiyGD27i7BAA3AWbQAQAAAAMhoAMAAAAGQkAHAAAADISADgAAABgIAR0AAAAwEAI6AAAAYCAEdAAAAMBACOgAAACAgRDQAQAAAAMhoLtB81btZbb45vl4/sX+kqRHevVRvUYhV3XcM2fOKLBqTS1esszZduLECT3/Yn/VrFVfJUrdogZNrPphxC+SJIfDoUrVb5c1spnLcSZNniKzxVed77rXpX3Ez6Nktvgq2ZZyLcMGAADAFSjq7gIKq8jwMH3+6Ye52v1Ll77qY9ntdu3du0+vvv6G9u8/4NLe5a5u2rN3n4a+/aaCAgM0YdJkPd73aRUvXkz33Xu3oiMjNGHSZJ0+fVre3t6SJFtKqiQpITFZdrtdRYrkfI9LSrapePHiatyo4bUMGQAAAFeAgO4mPr4+qlO7Vr4c66FHH9eYcRNytS9dlqBlCYlaOHemoqMiJEmhIcFauGiJfv1tak5Aj4rUmHETtHzFKkVGhEmSbLZURUdGaMmyeK1d96fq1a0jKSegW0OD5eHhkS91AwAAIDeWuNwEhg55U6tXJGvm9Mm5tvV88AEFN23s/NlkMsnhcKhsmTKSpGbRkZJywrcknT17VitW/a4+T/RSsWLFFJ+QKEk6duyY/ly/QTFRkf/1cAAAAAo1AvpNICgoUHVq19JtNWq4tMdER2rE9187l65I0oaNm7Tuz/Vq3ixaklStWlUFBgQo8a+A/seatcrKylJURLhCmjbR0vicgJ7817KXqMiIghgSAABAoUVAd5OZs+bIs3ipXI/lK1b+Z31mZWWpe89H1Sw6SnfFdpaUM6MeHRWhpGSbHA6HbCmpqla1isqXv0Vh1hDFJyTK4XAoKckmb29vNW3S6D+rDwAAAKxBd5uLnSRavVrV/6S/rKwsdX/oMR06fFi/TRzrPPFTkmKiozR67Hht2bpVybZUhVlDJUnh4Va9M2y4tm7bpqTkFFlDguXp6fmf1AcAAIAcBHQ3yc+TRC8nIyNDd93zgLbv2KmlC+aoUqUgl+0xf51Amphkky0lVS88/6wkKTS4qUwmkxYtXiZb6nK93O+5AqkXAACgMGOJy01uw8ZNskY215kzZ7R04RxVrVol1z5Vq1ZRUGCgpsXN1NZt2xUWmnP99ZIlS6pundr66pvvlJmZyfpzAACAAsAMuptkpGdo7bo/c7X7ly6tChXK5+yTcVKz587LtU+loCDVuuP2y/bx29TpevixJxRmDdHQIW/q6LFjOnrsmHN7zRq3ytPTUyaTSTHRkRo9drx8fX1Vu9Ydzn3CrCH6+tsf5OXl5XI1GAAAAPw3COhusiwhUfUbh+Zqf/bpvvro/XclSbt271aHzl1z7fNkn9767OMPLtvHZ59/pZMnT2ruvAWaO29Bru1bN6xRlSqVJUnRUZEaOXqsQoKbyGw2O/cJD7Pq629/UGhwU1ksliseHwAAAK6NKTsr3eHuInDzMFt8NaD/RHeXAQBuMWRwG3eXAOAmwBp0AAAAwEAI6AAAAICBENABAAAAAyGgAwAAAAZCQAcAAAAMhIAOAAAAGAgBHQAAADAQAjoAAABgINyoCPnKbPFVdla6u8sAAAC4YTGDDgAAABgIAR0AAAAwEAI6AAAAYCAEdAAAAMBACOgAAACAgRDQAQAAAAMp6u4CcPMZ+MYcd5cAAAAKmSGD27i7hHzDDDoAAABgIAR0AAAAwEAI6AAAAICBENABAAAAAyGgAwAAAAZCQAcAAAAMhIAOAAAAGAgBHQAAADAQAjoAAABgIAR0AAAAwEAI6AXMbrfri6++Ucs2HeVfvpJq3FFP9z7QUytWrnLZb8eOnTJbfGW2+GrA62/mOs6GjZuc2wcPGXrR/ubNX6jo5m1UqlygKla+Vd17PqqdO3dJkr7/8WeZLb6aNWeuy3PqNQqR2eKbq6aqNWqrXac7r3HkAAAAuBIE9AJ09uxZte98l/oPGKSY6EhNnjBGw98dquzsbIVHt9QPI37J9RwfHx9Ni5uRq33a9Bny8vKSh4fHRfubN3+h2naMVf36dTVj6q/67OMPZEtZro6xdys7O1sx0RGSpKQkm/M5J06c0J/rN0iS4hMSne179uzVrt27FR0Zcc3jBwAAwOUVdXcBhckXX32rBQsXK3HpAjVt0tjZ3qVTBz3X72U91+9ltW3dUgEBFZ3b2rVtpQkTJ2vzli2qceutzvbpcTPVskUzLV6y7KL9/d+77ysmKlKffDhcJpNJkuRwONTtgZ5av2Gjate6QwEBFZWUnOJ8TurylZKkiDCrlsYn6n/PPCVJSrLl7BNFQAcAAPhPMYNeQBwOh4YN/0Dd7+/mEs4lyWQyafCg11SkSBF99uXXLtvatGolLy8vTY+b5Ww7ePCQkmwp6tKp4yX7rF+/rno99rAznP9TGX9/mUwmxURFypa6XOfPn5ck2VJSVbdObbVr21rxCYlyOBySpKRkm4oVK6YmjRte0/gBAABwZQjoBeTgwUM6ciRN4WHWPLf7+fmpbp1aWrN2nUt7iRLF1bpVC02Pm+lsmzFrjkwmkzp3bH/JPj96/13d3+0el7Zff5ui2rXuUPnyt0iSoqMilZmZ6ew3OSVV1tAQhVlDdeRImjZs3CQpJ6BbQ0Pk6el5dQMHAADAVSGgF5Bdu3dLkgICKlx0n4CAAOcJnP8U27mT4hOTdORImiRpWtwMRYRZVbZsmauqYcKkyZo46Td98uFwZ1tM1F/r0JNtcjgcsqWkyhoarKZNGsnDw0PL4hN1+vRprVy1WtGR4VfVHwAAAK4eAb2AVAoKkiTt2bPvovvs2bNHlStXytXeqUNbmUwmzZw9R6dOndL8BYsU2+XSy1v+beGiJer1xFN67ZWX1CwmytlerVpVBQUGKjHJpq3btikt7ajCraHy9vZW40YNtCw+QctXrNL58+dZfw4AAFAACOgF5JZbyqlMGX+XK6P807Fjx7R23XrVrVM71zZ/f39FR0ZoWtxMzV+4WKdPn77s+vN/+m3qdHXo0lUvPv+s3hz0mss2k8mk6KgIJSWnKNmWqltuKaeqVatIksKsoYpPSFJSsk0Wi0XBTRvncXQAAADkJwJ6ATGZTHrlpX4aM26CbCmpLtscDocGDX5bdrtdzzzZJ8/nx3bpqLnzFmjipMlq2KC+qlSpfNk+7Xa7hrwzTD0e7qVPP3pfg15/Nc8TRqOjIrVj505NmRYna2iIc58wa6h27d6tcRMmyRoSLC8vr2sYOQAAAK4GAb0APdX3cbVs0Uwt2nTUO//3npYuS9DU6TN0930P6rsfftInHw53ucTiP3Xp1FGZmZkaO36iYjtffvb8xIkT6nzXvRr+4Sf64tMPZQ0N1tp1fzofe/bsde7bLDpSkjR1WpzCraHO9rDQEEnS6j/WKIr15wAAAAWC66AXIE9PT82cNllffv2tJv82TR9+8rn8SpZUw4b1lbBkvho3uvglDAMDAxTctLFSUlcotkuny/a16vc/NGt2zh1CH+3dN9f2ng8+oBHf51zSsUqVyqoUFKRdu3fLGhrs3OeWW8qpxq3VtXnLVtafAwAAFBBTdla6w91F4OZhtvhqQP+J7i4DAAAUMkMGt3F3CfmGJS4AAACAgRDQAQAAAAMhoAMAAAAGQkAHAAAADISADgAAABgIAR0AAAAwEAI6AAAAYCAEdAAAAMBAuFER8pXZ4qvsrHR3lwEAAHDDYgYdAAAAMBACOgAAAGAgBHQAAADAQAjoAAAAgIEQ0AEAAAADIaADAAAABlLU3QXg5jPwjTnuLgEAUAgNGdzG3SUA+YIZdAAAAMBACOgAAACAgRDQAQAAAAMhoAMAAAAGQkAHAAAADISADgAAABgIAR0AAAAwEAI6AAAAYCAEdAAAAMBACOgAAACAgRDQC5jdbtcXX32jlm06yr98JdW4o57ufaCnVqxc5bLfjh07Zbb4ymzx1YDX38x1nA0bNzm3Dx4y9Ir6fm3gYJktvpo0eYokKTMzUxYff9334MMu+33w0acyW3z17PMvurS/+dY7Mlt8tX//gSseLwAAAK4OAb0AnT17Vu0736X+AwYpJjpSkyeM0fB3hyo7O1vh0S31w4hfcj3Hx8dH0+Jm5GqfNn2GvLy85OHhcUV9x82cpXff/9ClrXjx4gpu0lhJSTaX9uSUVElSfEKSS3ticopq1rhVFSqUv6I+AQAAcPUI6AXoi6++1YKFi7Vo3ky9PqC/oqMiFNu5oyaNG6Unej+q5/q9rL1797k8p13bVlq/YaM2b9ni0j49bqZatmgmT0/Py/a7Y8dOPfzYE3ru2adybYuOitCevXu1e/ceZ5stJVXRkRH6Y81aHT9+XJKUnZ0tW0qqoiIjrmHkAAAAuFIE9ALicDg0bPgH6n5/NzVt0thlm8lk0uBBr6lIkSL67MuvXba1adVKXl5emh43y9l28OAhJdlS1KVTx8v2e+bMGXXr3lPNYqL1VJ/Hc22PiY6SJCUm58yi79mzV3v37tOL/f4nh8OhhKRkSdLadX/q5MmTio4ioAMAAPyXCOgF5ODBQzpyJE3hYdY8t/v5+alunVpas3adS3uJEsXVulULTY+b6WybMWuOTCaTOndsf9l++738qo4dO67vv/5cJpMp13ZraLA8PDyU9FdAT05JVfHixdW6ZQtVrVJFy+ITJf0d4KOZQQcAAPhPEdALyK7duyVJAQEVLrpPQECAdu7clas9tnMnxScm6ciRNEnStLgZigizqmzZMpfsc9yESfrxp5EaP+YXlSxZMs99ihUrppCmTZwB3ZaSqpCmTVS0aFGFWUMUn5AT0JOSbKperaoCAipefrAAAAC4ZgT0AlIpKEiStGfPvovus2fPHlWuXClXe6cObWUymTRz9hydOnVK8xcsUmyXSy9vWb9hox7v+4w+fH+YGjaof8l9Y6Ijter3P3Tq1CnZbKkKs4ZIksLDrFq+YpVOnTqlpGQb688BAAAKAAG9gNxySzmVKePvnJH+t2PHjmntuvWqW6d2rm3+/v6KjozQtLiZmr9wsU6fPn3Z9ecTJv6qzMxMPfO/fvIsXkqexUupRq2coH5f94fkWbyUliyNlyRFR0UqOztbCYnJWrHqd1mdAT1U586d09TpM7Rt+w7WnwMAABQAAnoBMZlMeuWlfhozboJsf13G8AKHw6FBg9+W3W7XM0/2yfP5sV06au68BZo4abIaNqivKlUqX7K/vk/01uoVyVqVmqiVKQlamZKguKmTJEnDh72jlSkJatK4oaScdeienp765vsfdebMGYUGN5Uk1brjdvn5+Wn4Bx9LYv05AABAQSjq7gIKk6f6Pq458+arRZuOevXlfoqMCNex48f1y6gxmjFztr787OOLrvHu0qmjnn3+JY0dP1FvDhxw2b7KlSurcuXKurSVKF5ckhQUFKg6tWs52729vRUa3FRTp8Wpdq075OfnJ0kqUqSIQkOaavaceapSubIqVQq6xpEDAADgSjGDXoA8PT01c9pkDXtnsBYsXKw777lfL7z4ikwmkxKWzNejD/e46HMDAwMU3LSxHA6HYrt0yvfaoqMiZLfbZQ0NcWmP+OuqM1GR4fneJwAAAHIzZWelO9xdBG4eZouvBvSf6O4yAACF0JDBbdxdApAvmEEHAAAADISADgAAABgIAR0AAAAwEAI6AAAAYCAEdAAAAMBACOgAAACAgRguoJ8/f97dJQAAAABuY4iAvur31WrToYv8ygZo7vwF+vzLrzVy9Fh3lwUAAAAUuKLuLmD1H2sUEdNKpUuXUmZmpiTp6NFjev7FV1SiRAnd+R/cNRP/LW4UAQAAcO3cPoP+6utvqHatO7Rs4Vw5HDk3Ne3/0gtq1LC+3nv/QzdXBwAAABQstwf05StWqlOHdvLw8HC2eXl5qX3bNvpz/UY3VgYAAAAUPLcH9BLFS+jwkSO52rdt36GAihXcUBEAAADgPm4P6C2ax2j8xF8Vn5gkSdq1e4/e+b/3NHb8RLVs0czN1QEAAAAFy5Sdle5wZwFpaWmyRjbX9h075XA4ZDKZ5HA4VOuO25WwZL58fHzcWR6uktniq+ysdHeXAQAAcMNye0CXpFOnTumLr75V6oqVKmo2K8waosd7PSpPT093l4arREAHAAC4PoYI6Lh5mC2+GtB/orvLANyGy4wCAK6XW66D3qFL1yvaz2QyKW7KpP+4GgAAAMA43BLQ58ydf0X7mUym/7gSAAAAwFjcEtC3bljjjm4BAAAAw3NLQK9cuVKutj179mrNunVyOByqW7u2goIC3VAZAAAA4F5uCej/dObMGT35zPP6ZdQYl/aeDz6grz7/mCu5AAAAoFBxe0B//Y239PPI0WrYoL7zxkTz5i/UL6PGqHTpUho+7B03VwgAAAAUHLdfZrHKrbVUq9btmjH1V+dJoQ6HQ+0736U//9ygnVvXu7M8XCUus4jCjsssAgCuVxF3F5Btz1aLZjEuV2wxmUxq2byZ+4oCAAAA3MTtAf2u2M6aHjdT2dnZzrbz589r2vQZurtrrPsKAwAAANzA7QH91KnTSk5JVd2GwXrmuX565rl+qtswWKkrVurkyUw99ezzeurZ5/X0/1644mPa7XZ98dU3atmmo/zLV1KNO+rp3gd6asXKVS777dixU2aLb86yjNffzHWcDRs3ObcPHjL0ivp+beBgmS2+mjR5iiQpMzNTFh9/3ffgwy77ffDRpzJbfPXs8y+6tL/51jsyW3y1f/8Bl/YeD/eSRzE/ZWRkONsOHz4is8VXpcoFunzB2b59h8wWX707/ENn25kzZzR4yFCFR7dQyTIVVbn6Hbrn/h6ypaRedCzh0S1ktvjqp19GX9HYAQAAcP3cHtBH/DxS58+f16bNW/TVN9/rq2++1+YtW3X27Fn9MOJnffPdj87HlTh79qzad75L/QcMUkx0pCZPGKPh7w5Vdna2wqNb6ocRv+R6jo+Pj6bFzcjVPm36DHl5ecnDw+OK+o6bOUvvvv+hS1vx4sUV3KSxkpJsLu3JfwXj+IQkl/bE5BTVrHGrKlQo79IeHRUpu92ulNQVzjZbas4x0tPTtWbtun8cI6evqMhwSVJaWppCwmP03Y8/qceDD2jOjCn64rOcOqOat9FvU6fnGsumzZuVbEtVuXJlNfJfV9gBAADAf8ftV3FZMCd3ML4eX3z1rRYsXKzEpQvUtEljZ3uXTh30XL+X9Vy/l9W2dUsFBFR0bmvXtpUmTJyszVu2qMattzrbp8fNVMsWzbR4ybLL9rtjx049/NgTeu7Zp/TRJ5+7bIuOitDQd9/X7t17nNd3t6WkKjoyQkvjE3T8+HH5+fkpOztbtpRU3Xfv3bmOHxMdIUlKSrapRfOYnGPYUtWgfj1t3bZdy+IT1KB+Pec+xYoVU5PGjSRJgwa/rT1792rtqlSVL3+L85gd2rVVz0d665nn+ql929by8vJybhs1epwqV6qk1159WY/3fVo7duxUlSqVL/s6AAAA4Pq4fQY9Oiriih+X43A4NGz4B+p+fzeXcC7lnHg6eNBrKlKkiD778muXbW1atZKXl5emx81yth08eEhJthR16dTxsv2eOXNG3br3VLOYaD3V5/Fc22OioyT9PbO9Z89e7d27Ty/2+58cDocSkpIlSWvX/amTJ0/mOdbq1aopMCDAeQxJsqUsV2REmEJDmmrZP2bik5JTFGYNkYeHh44fP65vvx+h55992iWcX3hNfvzuK21Ys9LlrwR2u12jxozXgw90071336lixYpp1Jhxl30dAAAAcP3cHtAPHTqsJ558VnUbBiuwak2XR1C1267qWAcPHtKRI2kKD7Pmud3Pz09169RyWQ4iSSVKFFfrVi00PW6ms23GrDkymUzq3LH9Zfvt9/KrOnbsuL7/+nOXq9FcYA0NloeHh5L+CtfJKakqXry4WrdsoapVqmhZfKKkvwN8dGTugG4ymRQdFaFkW6rsdruys7OVsnyFrKEhCreGall8ghwOhzIyMvTHmrXOY6zfsFF2u12hIcF51u7h4aESJUqoSJG/PwrL4hO1c9cuPdj9Pvn4+KjrnV30y6gxcjjcekVOAACAQsHtAb1Xn6f0w4iftX7DRqWnZ+j06Szn49Sp01d1rF27d0uSAgIqXHSfgIAA7dy5K1d7bOdOik9M0pEjaZKkaXEzFBFmVdmyZS7Z57gJk/TjTyM1fswvKlmyZJ77FCtWTCFNmzgDui0lVSFNm6ho0aIKs4YoPiEnoCcl2VS9WlWX5Tf/FB0VqRMnTmj9ho1av2GjMjIyFBYaojBrqA4dOqzNW7YoJXWF7Ha7ov4K6Lt275EkVaz492ty4MBBeRYv5fJYsjTeuX3k6LGyhgarZo0akqSHenTX1m3blZCYfMnXAgAAANfP7QF9WXyiWrVsrn07tyg9bb/SDuxyeVyNSkFBkqQ9e/ZddJ89e/aocuVKudo7dWgrk8mkmbPn6NSpU5q/YJFiu1x6ecv6DRv1eN9n9OH7w9SwQf1L7hsTHalVv/+hU6dOyWZLVZg1RJIUHmbV8hWrdOrUKSUl25zBOi/NoiMlSYlJNiXbUhUUGKigoECFBDeR2WzW0mWJSkq2yWKxqGmTnPXngQEBkqS9e/9+Tfz9S2tlSoJWpiTo+2++UHZ2tnN2/PTp0/r1t6m69+67lJWVpaysLIUEN1FgQIB+4WRRAACA/5zbA3rVKpUVExWpcuXKXvexbrmlnMqU8XfOSP/bsWPHtHbdetWtUzvXNn9/f0VHRmha3EzNX7hYp0+fvuz68wkTf1VmZqae+V8/50x0jVo5Qf2+7g+5zExHR0UqOztbCYnJWrHqd1mdAT1U586d09TpM7Rt+45LrrWvWrWKggIDlZRsky0lVVZrzrKVEiVKqEH9eopPSFRisk1hoSHOEz5vq1lDJpPJOXsv5SxrqVO7lurUrqWzZ8+59DF1+gylp6fr+RdfUXG/ciruV04+pctrz969mvjrbzp16tQlXxMAAABcH7cH9P4vvaAff/pFs+fO09GjR6/rWCaTSa+81E9jxk3IdX1vh8OhQYPflt1u1zNP9snz+bFdOmruvAWaOGmyGjaof9mrlvR9ordWr0jWqtRE54x03NRJkqThw97RypQENWncUFLOOnRPT0998/2POnPmjEKDm0qSat1xu/z8/DT8g48l5b3+/J/ji46KcAb0sNAQ57Ywa4iWLktQsi3VeXlFSSpTxl8P9eiujz/7Uvv27Xc53rlz5/TTLyNd2kaOHqvmMdFKWDLf5fHrhDFKT0/XlGlxl3xNAAAAcH3cfpnFmKhIZWfb1Sn2nlzbTCaTzmYeu6rjPdX3cc2ZN18t2nTUqy/3U2REuI4dP65fRo3RjJmz9eVnH190jXeXTh317PMvaez4iXpz4IDL9lWuXNlcM/8liheXJAUFBapO7VrOdm9vb4UGN9XUaXGqXesO+fn5SZKKFCmi0JCmmj1nnqpUrqxKlYIu2WdMdJRGjRknk8mkMGuosz3MGqrPvsi5Os2/l8m89cbrSkxKVnB4tAYOeEX169XR/gMH9dnnX2n37r3O/Q4cOKi58xboq88/yfOk0ttq1tAvo8bogfvuvexrAwAAgGvj9hn0R3r30Y6dO1W0aFFVrVJZNWvc6nzUuLX6VR/P09NTM6dN1rB3BmvBwsW685779cKLr8hkMilhyXw9+nCPiz43MDBAwU0by+FwKLZLp+sZVp6ioyJkt9tl/cfMtyRF/HXVmX/OfF9MzF9LYLy9vVWvbh1ne/hfYd3Ly0shwU1cnhMQUFEpiUvU7Z6u+v7Hn9SqXWcNfOMtValSWUsXznFeeWbs+Imy2+3q0K5Nnn136dxRCxYudlnPDgAAgPxlys5Kd+u18/zLV1Krls01+ucfZDab3VkK8oHZ4qsB/Se6uwzAbYYMzvsLLgAAV8rtM+g1a1RXvTq1CecAAACADLAGfcArL+v5fv1VsWJFBTdtrDL+/i7b8+PqLgAAAMCNwu0B/c6775PJZFLvPk/l2nYtJ4kCAAAANzK3B/SoiHDnSYoAAABAYef2gL5w3kx3lwAAAAAYhtsDuiQdPHhICxcv0bZt22W323X+/HkdPXZMaWlHNWbkCHeXBwAAABQYtwd0W0qqOt15j44dOy4p546fFxQt6vbyAAAAgALl9sssvjZwsEwmkz775AMFBgRoyJsD9dH7wxQUGKi1v6e4uzwAAACgQLk9oK/8fbV6PviA+vR+TLffXlPFixfTM0/11Z2xnfTMcy+6uzwAAACgQLl9DYmnp4dzKUvNGrfqz/UbJUkVK1TQL6PGuLM0XCPupAgAAHDt3D6DHh5m1U+/jFLczFmKjorUjFmzlbp8haZMmy6LxeLu8gAAAIAC5faAPuydwfLw8NCIn0epTasWMhcxKyyqhZJtqbqzSyd3lwcAAAAUKFN2Vrrj8rv9Ny5cseXkyZPasnWbqlWtou9++Emrfl+tgICKGjzoNXl7e7urPFwDs8VX2Vnp7i4DAADghuW2GfRRY8bp1tvr6fDhI/Lx8dHx4ydU+dZaevX1NzRh0mQdPXpMXl5e7ioPAAAAcAu3nCQ6c/YcPfzYEypTxl9eXp46f/68ej3xlE6ePKkunTvK4XDo55GjZQ0N0WOP9HRHiQAAAIBbuGWJS6u2nbRt+w6tsC2Tn5+fFixcrDYduigmKlLz58RJkmJatNXZc2eVuHRhQZeH68ASFwAAgOvjlhn0P9au1X333i0/Pz9J0rL4BJlMJt19953OfZrFROnTL752R3m4TgPfmOPuEgAAbsBldoH84ZY16FlZZ1SxQgXnz7//sUaSZA0JdrYVLVpUZrPbLzIDAAAAFCi3JOCaNW7VkmXxkqSjR49q/oJFKlnSV3Vq15IknT17VhMmTVbNGre6ozwAAADAbdwS0Ht0v09z5y1Qhy5d1axVe505c0b3d7tHZrNZS5bGq3nr9vpz/QY93utRd5QHAAAAuI1b1qA/2edxJdlSNHHSb5KksNAQDXlzoCTphxE/K9mWql6PPqwHH7jPHeUBAAAAbuPWGxXt3btPmacyVePWW2UymSTlXILRv3RphQQ3dVdZuA5mi68G9J/o7jIAAG7ASaJA/nDLDPoFAQEVc7W1b8v/3AAAACi8uEwKAAAAYCAEdAAAAMBACOgAAACAgRDQC5jdbtcXX32jlm06yr98JdW4o57ufaCnVqxc5bLfjh07Zbb45px0+fqbuY6zYeMm5/bBQ4ZetL8lS+PVqm0nla1YWWUrVlbrdp21LD5RkuRwOFSp+u2yRjZzec6kyVNktviq8133urSP+HmUzBZfJdtSrnH0AAAAuBwCegE6e/as2ne+S/0HDFJMdKQmTxij4e8OVXZ2tsKjW+qHEb/keo6Pj4+mxc3I1T5t+gx5eXnJw8Pjov2tXPW72nToorJly2jSuNEaP/oXWbwtat2+s1b9vlomk0nRkRFauWq1Tp8+7XyeLSVVkpSQmCy73e5sT0q2qXjx4mrcqOH1vAwAAAC4BAJ6Afriq2+1YOFiLZo3U68P6K/oqAjFdu6oSeNG6Ynej+q5fi9r7959Ls9p17aV1m/YqM1btri0T4+bqZYtmsnT0/Oi/Y2f+KsqVqigkT99r+ioCDVvFq2JY0fKYrFo/MRfJUnRUZE6f/68lq/4ewbfZktVdGSEjh8/rrXr/nS2JyXbZA0NvuSXAgAAAFwfAnoBcTgcGjb8A3W/v5uaNmnsss1kMmnwoNdUpEgRffbl1y7b2rRqJS8vL02Pm+VsO3jwkJJsKerSqeMl+yzp6ysvL08VKfL32+zh4SEPj6Iq5ecnSWoWHSkpJ3xLObP8K1b9rj5P9FKxYsUUn5CzHObYsWP6c/0GxURFXtsLAAAAgCtCQC8gBw8e0pEjaQoPs+a53c/PT3Xr1NKatetc2kuUKK7WrVpoetxMZ9uMWXNkMpnUuWP7S/Z5151dtGPnLg0eMlTHjx9XWlqann+xv06dOq277uwsSapWraoCAwKU+FdA/2PNWmVlZSkqIlwhTZto6V/r1ZP/WvYSFRlxbS8AAAAArggBvYDs2r1bkhQQUOGi+wQEBGjnzl252mM7d1J8YpKOHEmTJE2Lm6GIMKvKli1zyT5vq1lD/V98XkOGviv/8pVULqCqPv/yG731xuuqceutknJm76OjIpSUbJPD4ZAtJVXVqlZR+fK3KMwaoviERDkcDiUl2eTt7a2mTRpd60sAAACAK0BALyCVgoIkSXv27LvoPnv27FHlypVytXfq0FYmk0kzZ8/RqVOnNH/BIsV2ufTyFkn6+NMv9Pb/vadXXuqnxfNna9G8WXr+f0/rpVde0/c//uzcLyY6SkeOpGnL1q1KtqUqzBoqSQoPt2r//gPaum2bkpJTZA0JvuSadwAAAFw/AnoBueWWcipTxt+5pvvfjh07prXr1qtundq5tvn7+ys6MkLT4mZq/sLFOn369GXXn0vS199+r16PPqx3hryhyIgwRUWG6/13h+q+e+/WN9/94NwvJipn2Upikk22lFRZrSGSpNDgpjKZTFq0eJlsqcsVHcXyFgAAgP8aAb2AmEwmvfJSP40ZN8F5GcMLHA6HBg1+W3a7Xc882SfP58d26ai58xZo4qTJatigvqpUqXzZPrOyzshszv0Wm81ml8sqVq1aRUGBgZoWN1Nbt21XWGhOQC9ZsqTq1qmtr775TpmZmaw/BwAAKABF3V1AYfJU38c1Z958tWjTUa++3E+REeE6dvy4fhk1RjNmztaXn32sgICKeT63S6eOevb5lzR2/ES9OXDAFfX3RO9H9cZb76iMv79at2oph8OhuJmzNHrseH38wbvO/Uwmk2KiIzV67Hj5+vqqdq07nNvCrCH6+tsf5OXlpeCmjfPqBgAAAPmIGfQC5OnpqZnTJmvYO4O1YOFi3XnP/XrhxVdkMpmUsGS+Hn24x0WfGxgYoOCmjeVwOBTbpdMV9fdq/xf13ddfaM68+eoYe7c633WvlsUn6JcR3+npf83UR0dFym63KyS4icxms7P9wlVnQoObymKxXMOoAQAAcDVM2VnpDncXgZuH2eKrAf0nursMAIAbDBncxt0lADcFZtABAAAAAyGgAwAAAAZCQAcAAAAMhIAOAAAAGAgBHQAAADAQAjoAAABgIAR0AAAAwEAI6AAAAICBENABAAAAA+FOoshXZouvsrPS3V0GAADADYsZdAAAAMBACOgAAACAgRDQAQAAAAMhoAMAAAAGQkAHAAAADISADgAAABhIUXcXgJvPwDfmuLsEAAAKnSGD27i7BOQTZtABAAAAAyGgAwAAAAZCQAcAAAAMhIAOAAAAGAgBHQAAADAQAjoAAABgIAR0AAAAwEAI6AAAAICBENABAAAAAyGgu0mPh3vJo5ifMjIynG2HDx+R2eKrUuUClZ2d7Wzfvn2HzBZfvTv8Q0lStZp19Mxz/fI87jPP9VO1mnUu2ffnX36t5q3aO38ePGSozBZfmS2+2rhpc679X339Def2HTt2XtU4AQAAcHUI6G4SHRUpu92ulNQVzjZbaqokKT09XWvWrnO2JybbJElRkeHX1eeZM2cUN3OWBg1+J9c2Dw8PeXl5adr0Gbm2TZs+Qz4+PtfVNwAAAK4MAd1NYqIjJElJf4VvSbLZUtWgfj35+PhoWXyCsz0p2aZixYqpSeNG19zflq1bVaxkWXW5q5tOnDiRa7unp6daNI/R9LiZLu2bt2zRho2b1L5t62vuGwAAAFeOgO4m1atVU2BAgHN2XJJsKcsVGRGm0JCmWpaQ5GxPSk5RmDVEHh4e19xfUGCgVq9I1uoVyerUsX2e+8R27qTEZJsOHTrsbJs2faa8vLzUulXLa+4bAAAAV46A7iYmk0nRURFKtqXKbrcrOztbKctXyBoaonBrqJbFJ8jhcCgjI0N/rFmr6MiI6+rPy8tLdWrXUp3atVTKzy/PfTp3bC+TyaQZs+Y426bHzVSrls1VokTx6+ofAAAAV4aA7kbRUZE6ceKE1m/YqPUbNiojI0NhoSEKs4bq0KHD2rxli1JSV8hutyvqXwH9y6+/k2fxUrkeX3793TXXU7ZsGUWGh2laXM469CNH0pSQlKzYzp2ua5wAAAC4ckXdXUBh1iw6UpKUmGSTyWRSUGCggoICVaqUn8xms5YuS9SBAwdksVjUtInr+vNu93TVgFdeynXMocOGK9mWes01xXbpqAEDB+v06dOaMWu2JKlTh3ZavHTZNR8TAAAAV46A7kZVq1ZRUGCgkpJtMpvNslqDJUklSpRQg/r1FJ+QqEOHDyssNEReXl4uz/X3L606tWvlOqa/f+nrqim2cyc9/+Irmr9wsabFzVRURLjKlPG/rmMCAADgyrHExY0urENPSrbJlpKqsNAQ57Ywa4iWLktQsi31ui+veDUqVQpS40YNNXHSZM2dt0CxXToWWN8AAAAgoLtdTHSUNm3eoj/Xb1CYNdTZHmYN1c5du3TixIlc68//a7GdO2rMuAk6deqUunQioAMAABQkArqbxUTlhG9vb2/Vq/v3HUDD/wrrXl5eCgluUqA13RnbWQ6HQ40bNVSlSkEF2jcAAEBhZ8rOSne4uwjcPMwWXw3oP9HdZQAAUOgMGdzG3SUgnzCDDgAAABgIAR0AAAAwEAI6AAAAYCAEdAAAAMBACOgAAACAgRDQAQAAAAMhoAMAAAAGQkAHAAAADISADgAAABgIdxJFvjJbfJWdle7uMgAAAG5YzKADAAAABkJABwAAAAyEgA4AAAAYCAEdAAAAMBACOgAAAGAgBHQAAADAQIq6uwDcfAa+McfdJQAAgAI2ZHAbd5dw02AGHQAAADAQAjoAAABgIAR0AAAAwEAI6AAAAICBENABAAAAAyGgAwAAAAZCQAcAAAAMhIAOAAAAGAgBHQAAADAQAnoB6vFwL3kU81NGRoaz7fDhIzJbfFWqXKCys7Od7du375DZ4qt3h38oSapWs46eea5fnsd95rl+qlazzkX73b//gB7p1UdVbq0lX/8KskY209TpM5zbd+zYKbPFV2aLrwa8/mau52/YuMm5ffCQoVc7bAAAAFwFAnoBio6KlN1uV0rqCmebLTVVkpSenq41a9c52xOTbZKkqMjw6+rz1KlTimnZVn+sWavPP/1AM6dNVtUqVXR3t+5KSEx22dfHx0fT4mbkOsa06TPk5eUlDw+P66oFAAAAl0dAL0Ax0RGSpKS/wrck2WypalC/nnx8fLQsPsHZnpRsU7FixdSkcaPr6nPCpN+0Zes2/Tp+tDq2b6eIcKt++uEb+fr6asq06S77tmvbSus3bNTmLVtc2qfHzVTLFs3k6el5XbUAAADg8gjoBah6tWoKDAhwzo5Lki1luSIjwhQa0lTLEpKc7UnJKQqzhlz3rHWJEsXV94leqlKlsrOtSJEicjgcKlumjMu+bVq1kpeXl6bHzXK2HTx4SEm2FHXp1PG66gAAAMCVIaAXIJPJpOioCCXbUmW325Wdna2U5StkDQ1RuDVUy+IT5HA4lJGRoT/WrFV0ZMR193n3XbH6/JMPXdrmL1ykEydOqHmzaJf2EiWKq3WrFpoeN9PZNmPWHJlMJnXu2P66awEAAMDlEdALWHRUpE6cOKH1GzZq/YaNysjIUFhoiMKsoTp06LA2b9milNQVstvtivpXQP/y6+/kWbxUrseXX393xf2npaXpib7P6qEe3fNcPhPbuZPiE5N05EiaJGla3AxFhFlVtmyZXPsCAAAg/xV1dwGFTbPoSElSYpJNJpNJQYGBCgoKVKlSfjKbzVq6LFEHDhyQxWJR0yauAbrbPV014JWXch1z6LDhSralXrbvY8eOKbbrfSpZ0lcfvT8sz306dWgrk8mkmbPn6O67YjV/wSK989agaxgpAAAArgUBvYBVrVpFQYGBSkq2yWw2y2oNliSVKFFCDerXU3xCog4dPqyw0BB5eXm5PNffv7Tq1K6V65j+/qUv2+/+/QfUvvNd8vDw0MK5M1WyZMk89/P391d0ZISmxc2Un5+fTp8+zfpzAACAAsQSlwJ2YR16UrJNtpRUhYWGOLeFWUO0dFmCkm2p1315xX9KTLIpODxaVatW0fzZ01WmjP8l94/t0lFz5y3QxEmT1bBBfZcTTAEAAPDfIqC7QUx0lDZt3qI/129QmDXU2R5mDdXOXbt04sSJXOvPr9VX336vZq3aqUWzGA0e9Jp27d6jtev+dD7y0qVTR2VmZmrs+ImK7czsOQAAQEFiiYsbxETlhG9vb2/Vq/v3HUDD/wrrXl5eCgluki99DX//Y50/f14jR4/VyNFjc23PzkrP1RYYGKDgpo2VkrpCsV065UsdAAAAuDKm7Kx0h7uLwM3DbPHVgP4T3V0GAAAoYEMGt3F3CTcNlrgAAAAABkJABwAAAAyEgA4AAAAYCAEdAAAAMBACOgAAAGAgBHQAAADAQAjoAAAAgIEQ0AEAAAAD4UZFyFdmi2+edycFAADAlWEGHQAAADAQAjoAAABgIAR0AAAAwEAI6AAAAICBENABAAAAAyGgAwAAAAZCQAcAAAAMpKi7C8DNZ+Abc9xdQqE1ZHAbd5cAAACuEzPoAAAAgIEQ0AEAAAADIaADAAAABkJABwAAAAyEgA4AAAAYCAEdAAAAMBACOgAAAGAgBHQAAADAQAjoAAAAgIHcdAG9x8O95FHMTxkZGc62w4ePyGzxValygcrOzna2b9++Q2aLr94d/qEkqVrNOnrmuX55HveZ5/qpWs06F+13//4DeqRXH1W5tZZ8/SvIGtlMU6fPcG7fsWOnzBZfmS2+GvD6m7mev2HjJuf2wUOG5tr+/Y8/y2zx1aw5c13a6zUKkdniqxUrV7m0V61RW+063en82eFwaNSYcWrdvovKBVRRuYAqatayncZP/FUOhyPPMQ14/U2ZLb56pFefi44bAAAA+eumC+jRUZGy2+1KSV3hbLOlpkqS0tPTtWbtOmd7YrJNkhQVGX5dfZ46dUoxLdvqjzVr9fmnH2jmtMmqWqWK7u7WXQmJyS77+vj4aFrcjFzHmDZ9hry8vOTh4ZFnHzHREZKkpCSbs+3EiRP6c/0GSVJ8QqKzfc+evdq1e7eiI3Oe43A49NCjj6t3n6cVbg3RxLGjNG7UzwoJaaqej/TWy6++nqu/7OxsjR47XuXKldWvv03VyZMnr/JVAQAAwLW46QK6M8gm/x1kbbZUNahfTz4+PloWn+BsT0q2qVixYmrSuNF19Tlh0m/asnWbfh0/Wh3bt1NEuFU//fCNfH19NWXadJd927VtpfUbNmrzli0u7dPjZqpli2by9PTMs4/q1aopIKCikpJTnG2py1dKkiLCrFoa/3dAT7Ll7BP1V0Cf+OtvGj12vKb+Ol5vDByg6KgINW8WrWHvvKUvPv1IH378mcsXF0lavGSZ9uzdq19+/E6ZmZmaPGXaNb46AAAAuBo3XUCvXq2aAgMCnLPjkmRLWa7IiDCFhjTVsoQkZ3tScorCrCEXnbW+UiVKFFffJ3qpSpXKzrYiRYrI4XCobJkyLvu2adVKXl5emh43y9l28OAhJdlS1KVTx4v2YTKZFBMVKVvqcp0/f/6vcaWqbp3aate2teITEp1LVf7+4tFQkjT8g4/VolmMWrdqkeu4jz7cQyeO7NPtt9V0aR85eqwiwqxq1bK5oiLCNXLU2Kt7UQAAAHBNbrqAbjKZFB0VoWRbqux2u7Kzs5WyfIWsoSEKt4ZqWXyCHA6HMjIy9Meatc5lINfj7rti9fknH7q0zV+4SCdOnFDzZtEu7SVKFFfrVi00PW6ms23GrDkymUzq3LH9JfuJjopUZmamc7Y7OSVV1tAQhVlDdeRImjZs3CQpJ6BbQ0Pk6emp7Oxs/bl+g0JDmuZ5zCJFiqhEiRIuX1JOnjypyVOm6cHu90uSevboroWLl2jnzl1X+IoAAADgWt10AV3KCbInTpzQ+g0btX7DRmVkZCjsryB76NBhbd6yRSmpK2S3253LQC748uvv5Fm8VK7Hl19/d8X9p6Wl6Ym+z+qhHt3zXD4T27mT4hOTdORImiRpWtwMRYRZVbZsmVz7/lNM1N/LdxwOh2wpqbKGBqtpk0by8PDQsvhEnT59WitXrVb0X+vqjxxJU1ZWlipUrOByrLoNg13GN+SdYc5tv02drvPnz+uerrGSpLvv6qJixYpp1JhxV/waAAAA4NrclAG9WXSkJCkxyaZkW6qCAgMVFBSokOAmMpvNWrosUUnJNlksFjVt4hqgu93TVStTEnI9ut3T9Yr6PnbsmGK73qeSJX310fvD8tynU4e2MplMmjl7jk6dOqX5CxYptsvFl7dcUK1aVQUFBioxyaat27YpLe2owq2h8vb2VuNGDbQsPkHLV6zS+fPnnV88ypTxl6enp/bt3edyrF8njNbKlAQtT14mk8kku93u3DZqzDi1b9dGFotFWVlZ8vDwUOeO7TVy9NiLXvEFAAAA+aOouwv4L1StWkVBgYFKSrbJbDbLag2WJJUoUUIN6tdTfEKiDh0+rLDQEHl5ebk819+/tOrUrpXrmP7+pS/b7/79B9S+813y8PDQwrkzVbJkyTz38/f3V3RkhKbFzZSfn59Onz59yfXnF1xYvhOfkKRkW6puuaWcqlatIkkKs4Zq0q9TVLdObVksFgU3bSxJMpvNuv22mi4nl0pSzRo1JElbtm51rmmXpL1792nBwsVyOBwq7lcuVw0X1u0DAADgv3FTzqBfCLJJyTbZUlIVFvp3oAyzhmjpsgQl21Kv+/KK/5SYZFNweLSqVq2i+bOnq0wZ/0vuH9ulo+bOW6CJkyarYYP6LieYXkp0VKR27NypKdPiZA0NkclkkpQT0Hft3q1xEybJGhLs8sXj+f89rUVLlmr23Hm5jvfdDz+5/Dxm3ASVLFlS8YvnKWHJfJdHhQrl9fPI0VdUJwAAAK7NTRnQJSkmOkqbNm/Rn+s3KMwa6mwPs4Zq565dOnHiRK7159fqq2+/V7NW7dSiWYwGD3pNu3bv0dp1fzofeenSqaMyMzM1dvxExXa+/Oz5BReW70ydFqfwf47rry8hq/9Yk+uLR/f7u6ljh3aK7Xqf3nr7/7RkabzmL1ik3n2e1mdffO38MuFwODRy9Fi1b9ta1tAQhYYEuzw6dWivib/+ptOnT1/NywMAAICrcPMG9L9OqPT29la9un/fAfRCqPXy8lJIcJN86Wv4+x/r/PnzGjl6rBo0sap+41CXR14CAwMU3LSxHA6HYrt0uuK+qlSprEpBQbLb7bKGBjvbb7mlnGrcWl2Scn3xMJvN+m3iWL3/7jtatHipYu++T737PK2Dhw5p7sxpqlu7tiRp1e+rte7P9erYoV2efXfp3EEnTpxwuUMqAAAA8pcpOyuds/6Qb8wWXw3oP9HdZRRaQwa3cXcJAADgOt20M+gAAADAjYiADgAAABgIAR0AAAAwEAI6AAAAYCAEdAAAAMBACOgAAACAgRDQAQAAAAMhoAMAAAAGwo2KkK/MFl9lZ6W7uwwAAIAbFjPoAAAAgIEQ0AEAAAADIaADAAAABkJABwAAAAyEgA4AAAAYCAEdAAAAMBACOgAAAGAgRd1dAG4+A9+Y4+4SABRSQwa3cXcJAHDdmEEHAAAADISADgAAABgIAR0AAAAwEAI6AAAAYCAEdAAAAMBACOgAAACAgRDQAQAAAAMhoAMAAAAGQkAHAAAADISAXkB6PNxLHsX8lJGR4Ww7fPiIzBZflSoXqOzsbGf79u07ZLb46t3hH0qSqtWso2ee65fncZ95rp+q1axzRTX8vvoPFfcrp0533uPS3rxVe5ktvgqsWlN2uz3X88Kimsts8b3ifgAAAHDtCOgFJDoqUna7XSmpK5xtttRUSVJ6errWrF3nbE9MtkmSoiLD863/EydO6N77eygrKyvP7T4+Ptq//4CWr1jp0r5//wHZUpbLx8cn32oBAADAxRHQC0hMdIQkKemv8C1JNluqGtSvJx8fHy2LT3C2JyXbVKxYMTVp3Chf+nY4HHrsiadUpoy/rKHBee4TGtJUfn5+mh4306U9buZsmUwmtWndMl9qAQAAwKUR0AtI9WrVFBgQ4JwdlyRbynJFRoQpNKSpliUkOduTklMUZg2Rh4dHvvT9yWdfaPGSpRo78id5enjmuY+Hh4c6tGujaf8K6NPiZijcGqpyZcvkSy0AAAC4NAJ6ATGZTIqOilCyLVV2u13Z2dlKWb5C1tAQhVtDtSw+QQ6HQxkZGfpjzVpFR0bkS7+JSTa98tob+umHb1S5cqVL7ntnbGetXfentm3bLknKzMzUgoWLFdulU77UAgAAgMsjoBeg6KhInThxQus3bNT6DRuVkZGhsNAQhVlDdejQYW3eskUpqStkt9sV9a+A/uXX38mzeKlcjy+//u6i/R0+fET3PfiQnnv2KXVs3+6y9bVp1ULe3t6aPiNnFn3u/IU6c+aMYjt3vL6BAwAA4IoVdXcBhUmz6EhJObPaJpNJQYGBCgoKVKlSfjKbzVq6LFEHDhyQxWJR0yau68+73dNVA155Kdcxhw4brmRbaq727OxsPfjwY6pSqZKGvDnwiuorVqyYWrdqoelxs/S/Z57S9LiZql+vrqpWrXL1gwUAAMA1IaAXoKpVqygoMFBJyTaZzWZZrTknbJYoUUIN6tdTfEKiDh0+rLDQEHl5ebk819+/tOrUrpXrmP7+pfPsa/fuPZq/YJFMJpOK+5Vztl+4nKNn8VLq0f1+/fDtly7Pu7NLJz32+JM6ciRNM2bN1lN9Hr+uMQMAAODqENAL0IV16EnJNnl4eKj3Yw87t4VZQzRt+kwdP3FCzz/71HX3VbFiBa1ekZyr/bHH+8rb4q3PP/1QfiVL5tresX1bmUwmDRr8to4cSWP9OQAAQAEjoBewmOgojRozTiaTSWHWUGd7mDVUn33xtSTlWn9+LTw9PfOccS9erLiKlyie5zZJKlWqlKKjIvXt9z+qWtUqqlun9nXXAgAAgCvHSaIFLCYqJ3x7e3urXt2/78wZ/ldY9/LyUkhwE7fUdsGdsZ3kcDgU26WTTCaTW2sBAAAobEzZWekOdxeBm4fZ4qsB/Se6uwwAhdSQwW3cXQIAXDdm0AEAAAADIaADAAAABkJABwAAAAyEgA4AAAAYCAEdAAAAMBACOgAAAGAgBHQAAADAQAjoAAAAgIFwoyLkK7PFV9lZ6e4uAwAA4IbFDDoAAABgIAR0AAAAwEAI6AAAAICBENABAAAAAyGgAwAAAAZCQAcAAAAMhIAOAAAAGEhRdxeAm8/AN+a4uwQAAFDIDBncxt0l5Btm0AEAAAADIaADAAAABkJABwAAAAyEgA4AAAAYCAEdAAAAMBACOgAAAGAgBHQAAADAQAjoAAAAgIEQ0AEAAAADuakCeo+He8mjmJ8yMjKcbYcPH5HZ4qtS5QKVnZ3tbN++fYfMFl+9O/xDSVK1mnX0zHP98jzuM8/1U7WadS7a7/79B/RIrz6qcmst+fpXkDWymaZOn+HcvmPHTpktvjJbfDXg9TdzPX/Dxk3O7YOHDM2zj8FDhsrXv0Ke25avWCmzxVeLlyy7aI0AAAC4MdxUAT06KlJ2u10pqSucbbbUVElSenq61qxd52xPTLZJkqIiw6+rz1OnTimmZVv9sWatPv/0A82cNllVq1TR3d26KyEx2WVfHx8fTYubkesY06bPkJeXlzw8PK6rFgAAANz4bqqAHhMdIUlK+it8S5LNlqoG9evJx8dHy+ITnO1JyTYVK1ZMTRo3uq4+J0z6TVu2btOv40erY/t2igi36qcfvpGvr6+mTJvusm+7tq20fsNGbd6yxaV9etxMtWzRTJ6entdVCwAAAG58N1VAr16tmgIDApyz45JkS1muyIgwhYY01bKEJGd7UnKKwqwh1z1rXaJEcfV9opeqVKnsbCtSpIgcDofKlinjsm+bVq3k5eWl6XGznG0HDx5Ski1FXTp1vK46/i11+Qq17Rgr//KVFFTtNj3au6/27dvv3N68VXs90quPy3Me6dVHzVu1d/48afIUhUbEyKd0eVWoVF2PPf6kjh49mq91AgAAwNVNFdBNJpOioyKUbEuV3W5Xdna2UpavkDU0ROHWUC2LT5DD4VBGRob+WLNW0ZER193n3XfF6vNPPnRpm79wkU6cOKHmzaJd2kuUKK7WrVpoetxMZ9uMWXNkMpnUuWN75ZdVv69WVPM2uqVcOU2ZNE5fff6x1qxdp5iWbV3W51/K76v/ULcHesoaGqKZ0ybr/XeHasHCxerxSO98qxMAAAC5FXV3AfktOipSo8eO1/oNG51hPCw0RGX8/fXmkKHavGWLdu/eK7vdrqh/BfQvv/5O33z3Y65jZmdnq3KlSlfUf1pamp7o+6we6tE9z+UzsZ07qXefp3TkSJrKlPHXtLgZigizqmzZMnkczVVmZqY8i5fK1e5wOFx+fv2Nt9Sgfl2N+P5rFSmS8x2sUYMGqlm7gb79foT6Pf/sZfvatz9ntr1Vy+aKjAiTJNWscatSl69Qdna2zGbzZY8BAACAq3fTBfRm0ZGSpMQkm0wmk4ICAxUUFKhSpfxkNpu1dFmiDhw4IIvFoqZNXAN0t3u6asArL+U65tBhw5VsS71s38eOHVNs1/tUsqSvPnp/WJ77dOrQViaTSTNnz9Hdd8Vq/oJFeuetQVc0NovFIlvC4lzta9f9qe49H3X+vOr31XqoR3dnOJekihUrqG6dWlq+cuUV9dWyeTPdd+/duvPu+1W3Tm0FN22ie7reqSd6P0Y4BwAA+A/ddAG9atUqCgoMVFKyTWazWVZrsCSpRIkSalC/nuITEnXo8GGFhYbIy8vL5bn+/qVVp3atXMf09y992X737z+g9p3vkoeHhxbOnamSJUvmuZ+/v7+iIyM0LW6m/Pz8dPr06Stef242m/OsLysr64qe/292u93l57Nnzzr/29PTU6N/+VHDh72jBYsWa9HiperStZuaNGqo+XPiXMI/AAAA8s9Nl7IurENPSrbJlpKqsNAQ57Ywa4iWLktQsi31ui+v+E+JSTYFh0eratUqmj97usqU8b/k/rFdOmruvAWaOGmyGjao73KCaX5o2KC+Fixc7BLA9+zZqz/WrFPjhg0lST6+Ptq+fYfL8zZu2uz873ETJqlb94fk7W1Rj+7368fvvtKXn32kJcvicz0PAAAA+eemC+iSFBMdpU2bt+jP9RsUZg11todZQ7Vz1y6dOHEi1/rza/XVt9+rWat2atEsRoMHvaZdu/do7bo/nY+8dOnUUZmZmRo7fqJiO+fv1Vsk6e3Bg/THmrXq+UhvLYtP1PQZs9TpzntUsUJ5PdE7ZylMSNMmWvn7aqWkLldWVpa++vZ7/b76D+cx6tSupbgZs/RI775avGSZFixcrDHjJqhs2TIKCgrM95oBAACQ4+YM6FE54dvb21v16v59B9Dwv8K6l5eXQoKb5Etfw9//WOfPn9fI0WPVoIlV9RuHujzyEhgYoOCmjeVwOBTbpVO+1PFPDRvU19KFc3To8BF16dpNfZ/+nxrUr6fF82fLx8dHkvTMU33UpVMHte14p+o2DNamTZvV7Z6uzmPUqV1L82dPV+bJTN117wPq1r2nihQponmzpnO9dgAAgP+QKTsr3XH53YArY7b4akD/ie4uAwAAFDJDBrdxdwn55qacQQcAAABuVAR0AAAAwEAI6AAAAICBENABAAAAAyGgAwAAAAZCQAcAAAAMhIAOAAAAGAgBHQAAADAQblSEfGW2+Co7K93dZQAAANywmEEHAAAADISADgAAABgIAR0AAAAwEAI6AAAAYCAEdAAAAMBACOgAAACAgRDQAQAAAAMp6u4CcPMZ+MYcd5cAwE2GDG7j7hIA4IbHDDoAAABgIAR0AAAAwEAI6AAAAICBENABAAAAAyGgAwAAAAZCQAcAAAAMhIAOAAAAGAgBHQAAADAQAjoAAABgIAR0A+jxcC95FPNTRkaGs+3w4SMyW3xVqlygsrOzne3bt++Q2eKrd4d/KEmqVrOOnnmuX57HdTgcGj12vJpao+RTurwCqtTQQ48+rj179kqSBr7xlswWX63fsNH5nOzsbPmVDZDZ4qsjR9Kc7VlZWbL4+Kvv08/l59ABAADwLwR0A4iOipTdbldK6gpnmy01VZKUnp6uNWvXOdsTk22SpKjI8Mse99vvR+jR3n0V27mj5s6cqmHvvKW58xeoS9ducjgcio6KzDlmks35nPUbNjq/KMQnJjnbV6z8XefOnbuifgEAAHDtCOgGEBMdIUlKSv47KNtsqWpQv558fHy0LD7B2Z6UbFOxYsXUpHGjSx7T4XBoyNBheqrv43rt1ZdlDQ1Rj+73a8ibg/T76j+0e/cehVlD5OHh4dJvsi1VZcr4q9Ydt+fqV5KiIyPyZcwAAADIGwHdAKpXq6bAgADn7Lgk2VKWKzIiTKEhTbUs4e+Z7KTkFGewvpSsrCw9/+zTeqL3Yy7tJUoUl4eHh0qV8lOxYsUU0rSJ6xeDlFRZQ0MUHmZVfEKisz0x2aYat1ZXxYoVrne4AAAAuAQCugGYTCZFR0Uo2ZYqu92u7OxspSxfkROUraFaFp8gh8OhjIwM/bFm7RXNYnt7e6vf88/qtpo1JEmnTp3S0mUJevOtd3RnbCf5+PhIkqKjIrRh4yalpeWsN7elpCosNERh1hCtXLVaGRkZcjgcSkq2KYrZcwAAgP8cAd0goqMideLECa3fsNG5DjwnKIfq0KHD2rxli1JSV8hut191UJ46fYZ8SpdXs1bt5Onpqc8++sClX0lKTknViRMn9Of6Dc4vBna7XUnJKdq2bbsOHTrM+nMAAIACUNTdBSBHs+i/T9g0mUwKCgxUUFCgSpXyk9ls1tJliTpw4IAsFouaNrn0+vO8jh2/eJ7+XL9RH378qcKimitx6UKVKeMva2iwPD09lZSUIi9PLxUtWlRNGjeUxWJR+fK3aFl8gg4eOiSJ9ecAAAAFgYBuEFWrVlFQYKCSkm0ym82yWoMlSSVKlFCD+vUUn5CoQ4cPKyw0RF5eXpc93unTp3Xw4CEFBFSUr6+vrKEhsoaGqFWLZqpas7YmTPpVT/Z53GUdure3RY0a1pe3t7ckKcwaqviEJKUdPaZqVasoKCjwP30NAAAAwBIXw7iwDj0p2eZcB35BmDVES5clKNmWesXLTPbt26/qt9fVjFlzXNovhG+LxdvZFh0VoZTlKxSfmCTrP/oNt4bIlrpci5csZf05AABAASGgG0hMdJQ2bd6iP9dvUJg11NkeZg3Vzl27dOLEiSsOytWqVdWdsZ319P9e0IRJk7V5yxYtXrJM997fQxUqlFf7tq1d+j116pTmL1iUq98zZ85o46bNrD8HAAAoIAR0A4mJygnf3t7eqle3jrM9/K/Q7OXlpZDgJld0LJPJpJ9/+EaPPtRDg4cMVYMmYer5aG9VrlxJi+fPUvnytzj3DQ1pKk9PT9ntdllDgp3tDRv8vdyF9ecAAAAFw5Sdle5wdxG4eZgtvhrQf6K7ywDgJkMGt3F3CQBww2MGHQAAADAQAjoAAABgIAR0AAAAwEAI6AAAAICBENABAAAAAyGgAwAAAAZCQAcAAAAMhIAOAAAAGAg3KkK+Mlt8lZ2V7u4yAAAAbljMoAMAAAAGQkAHAAAADISADgAAABhIUXcXgJuP2eLr7hIAAADyhTvOrSOgI98V5pNEC/tJsoV9/BKvAeNn/Iyf8eP6scQFAAAAMBACOgAAAGAgBHQAAADAQAjoyFeDXnvF3SW4FeMv3OOXeA0YP+MvzBh/4R5/fuJOogAAAICBMIMOAAAAGAgBHQAAADAQAjquiMPBSigAAICCQEDHZZ0/f14mk8n5M2G9cDlz5oy7S4Cb8RnIYbfb3V2CWzF+xo+Cw51EcUmffv6lZs+dLx8fH9WpdYdeH9DfJazf7NLT05WYbFOF8uV1W80aslgs7i6pwJw4cUKvvv6mjh8/rqJFi6r3Y48ouGljeXl5yeFwFIrPwT/f/5o1bpW3t7ckFZrx8xnIsXHTZt1Ws4ZzvIVp7BLjZ/yFe/zuwgw68pSZman7HnxY3/3wk9q2bqlz587po0+/0H0PPqwtW7e6u7wC8eXX36pGrfp68613FBHTSvc+0FNz5y2QdPPPJKxYuUot23bSrt27VbdOba1c9bsefuwJvfHWO+4urcD8+/3v1v2hQvP+S3wGJGn+gkUKi2quB3o8ooZNw/TSK69JUqEJJ4yf8Rfm8bsbAR15Wvfnev3xxxp98uFwPfv0k5o8YYyWLJitXydP0Rdffau0tDR3l/ifmjd/oUb8PEqff/KhJk8Yq3Gjf1LmyUw90ruPdu3arSJFbu7/dSb/Nk3FvL01YcwverX/i1r7e6oeuO8evf/hJ1q4aIlMJtNNvdQpr/f/ZMZJ5/tvNptv6vFLfAbiE5LU56n/qX3bNvq/twerRfMYffn1d3q87zPasWOnpJt7uR/jZ/yFefxGwBIX5Ckldbn27N2n5s2iJUnZ2dn6ffUfkqRZs+fqtttqqk/vx9xZ4n/iwp/u5s5foIyMDLVt3VI+Pj6qWLGC0tKO6tHeffXci/01ecIYd5f6nzl58qQSk5JVtWoVFStWTHa7XQ6HQ5u25PzlpO/T/9Oq1EQVK1bMzZXmv6t5/2/mWaTC/Bm4YNyEiapapbJeeO4ZFStWTK1btdBtNWvqfy+8pCqVK6n/Sy/IbDa7u8z/DONn/IV5/EZwc08D4pqVK1dOfn4llZRsk5TzD/aMWXP07Vefq0SJEpo3f6H27Nnr5irz34XQtXXbdt12W00VL15cDodDx48f129Tp6tli2aKmzFLE3/9TdKNv9QhOztbx48fd2krUaKEPDw8dPzECUlSkSJFtCw+UefOndOI77/W4SNp+uqb7yXd+OP/t3++/zVr1rjo+z9h0mRJOSdQ3+j4DLi6MCu4afNWlfQrqWLFiik7O1v79u3XxEmT5eNTQpMmT9H8hYvcXOl/g/Ezfqnwjt9ICOjIU7PoKJ0/f15Llsbr4MFDur/HI9q/b78efbiHHu/1qObMna+t27a7u8zrNmVanEaNGafU5SuUnp7ubI+ODNey+ESdOXNGJpNJ73/4qTIzT+mtN15Xm9YtNXjIUEm6oZe6fPbFV2reqr3uuucB9Xnqf84vY5LUsUNbzZo9V7t379H6DRvVrXtPNW7YQG1atVRs54769POvdO7cuRt6/NLf739K6vJc7398QpKysrIu+f4XLXpj/xGSz0DOCXDbt+/QsWPHJOV8STtz5owCKlbQ4UOHdeDAQZnNZsXNnK1y5cpq3KifdfDQIc1fsEinTp1yc/XXj/Ez/sI8fiO7sX+z4j9TtmwZPXDfvYqbOUsjfh4pb29vTRg7UpL02CM95enpqT/Xr5d0Y65DW/fnejUKDtfAN97SZ198pTYdYtWrz9PKzs6WJAU3bSJJGvbeB/pjzVrNnD1HgwcNUHDTJrortouOpKVp0eKl7hzCNTt//rxeH/SWPv/yG3V/4D6Fh4UqdfkKdenaTctXrJQkxURHKTAgQP36D9CUqdP1cM8H9dqrL6tcubIKDQmWh4eHVv+xxs0juXb/fv/bdrwzz/f/3eEf5vn+px09esO+/xKfAUk6evSo7u/xsNp2iFX7znepTsNgTZ8xSxkZGfLy8lKd2rW0Zds2LV66TDNmzdaQocPUrm1rNYuJUsf27TRl6vQb+vKTjJ/xF+bx3whM2VnpN166QoE4deqUSpULVHZ2toa985ZefOF/ys7OVkZGhiJiWqljh3Ya9s5b7i7zqp0/f17/e+ElZWSc1PBh78hkMmnOvPl6bdBgtWzeTJ9/8oEcDode7P+aRo0Zpxq3VleXTh30xsABkqTVf6xRq3adNHbkT2rRPMa9g7kG27ZtV9uOsRr0+qt68IH7JOX8sm7Wqr1uueUWfffVZwoIqKhh732g9z74WEWLFtW8WdPUuFFDSdKy+EQ1a9VOf6y0qdYdt7tzKNfkYu//gIFvqlWL5jf9+y/xGZCk7j0fVXpGhoa985YOHDio70f8pKSkFD32SE8NfO0VORwOVap+uxo3aii73a5wa6j6v/SCpJwr3ISEx2j1imTVrnWHm0dybRg/4y/M478RMIOOiypWrJjGj/lF5cqVlcXiJUkym83asXOXTp06rbatW7m5wivz7xn+/fsPaOTocbJaQ3TLLeVUrlxZ3Xv3XapSqZLGT/xV4yb8quLFi+vBB+5T44YNtG//fr3ycj/n88+dO6fMzFM31EmC/1wnvP/AQaUdPabKlSo525YlJGnX7j1auGixvv7uBxUtWlT3d7tHbVq3lF/JkqpS+e99k5JtiooIV4XytxToGK7Vlb7/VStX1oRJk2/K918q3J+Bf3I4HFq/YaMWLFqse7reqdq17lCL5jEaO/InlSzpq+9//Flz5y2QyWTSW28MVNyMWVq79k891KO78xi7du+Rr6+vTpxIv0RPxsT4GX9hHv+NhICOS+rSqYN6dL9fr7z2hlq26ahXXhukhx59XKEhTVW3Tq0bYnnLv4PUsePHdUu5srJ4/X3ToUmTp6h4ieJq2riRhn/wkfbvP6CQ4Cbq80QvpaUdVf8BAzV77jwdOHBQX33zvdq0bqnQkKYFPZSrtmnz5ouexLdv/37nf0+bPkPvDh2il/o9p59+GaXt23eoevVqevedt1SsmLdCwpupe89H9cprg/TBx5/qzthOKlWqVEEN47pczfvfpFFDvf/hxzfN+y/xGfinC1fpycjI0JEjaYoIs0rKOVF29NjxOnXqlHx9fTR02HBJ0iMPPaiud8XK29uiWXPmKTs7W9nZ2Vq16nc1alBfwU0bu3M4V43xM/7CPP4bDQEdl2QymTR0yJv6+cdvVa9eHW3dtl19nuilMSNHyN/f39CziKnLV2jgG2/p2+9HaMnSeGd73Tq1dTorSytXrZLD4dDqP9borbf/T13vjNWnH7+vbdt3aMasOSpatKjuu/du/TLiOy1dlqDHHn9Sne68R6v/WKPXX33Z0JeYS0ldrmYt2+mBHo+qUXC4nnzmeef66vCwUJXxL63JU6bp8OEjerzvM0q2pah1y+bq+3gvnTlzVpOnTJMkVatWVTOm/qon+/SWyWTKOZN/7Cg981Rfdw7vilzr+7912/Yb/v2X+AxIOXeCnT13nlb/scZ5wq8k+fmVVEDFiho1Zpwk6dChwxrx00j1f6mfut/fTfv279eYcRMkScPeHqz27dqod5+nFNmslaJbtNHI0eP03P+eUtGiRQ09ScH4GX9hHv+NjjXouCo3wi1+z549q/4DBmrchElqFh2lZFuqjqSl6aP339U9XWPl6+urt97+P336xVeaHTdFX379nUqV8tMH7/2fJOnOe+7X0bSjWrJwjvOYx44d0+YtW3X27DlFhFvdNbQrsmbtOt17fw916the7du20Zx58/XNdz+qRfMYDR70mmrdcbu+//FnPfv8i3rnrTe0YNFiDXvnLdWpXUuZmZl6pHdfZWRkaNb031yOe+7cOXl4eEjK+Rw4HA5DXsGjsL//Ep8BKedOsIPf/j9VrVJZ6/7coGYxUXqq7+Nq06qlDh48pCeffV67d+/Rj999pQ8++lTpGRn6dfxobdm6VXfd84DatmmloUPedF6pZ978hTp46JAOHz6ivk/0ksViuUwF7sX4GX9hHv/N4Ma+RhgKnNHDuSRt2LhJixYv1ffffKEO7dpq3779+nnkaD39vxd07vw59en9mB575CF9+8MI3Xt/T5UuXUq/jPjO+fw7brtNS5Yt09GjR1W6dGlJUqlSpZxX9pBy/iRo1Js0TP5tqkqUKKFXXnpBpUuXVkx0pCIjwtTlrm6qUb26Xh/wsrrdc5fGjZ+ol155TX0ef0x1ateSJBUvXlxHDh9R2XJllZ2drSJFijjf8wu/qO12u0u70RT291/iM/DPO8GGW0O1avVqffjRZ3q0d18lLJ6vKlUqq3XLFvrksy/0Yv8BOn3qtL7+8lNJ0q3Vq6ty5UrasHGTihYt6nyvW7Vs7tKHkT8DjJ/xF+bx3yyMOfUBXIfxE37V0WPH1KFdW9ntdlWsWEHBTZvo3LlzGjNmvBYvWaaAgIp6d+gQ7dq9Wx3atXG5EsWGTZvk4+PjDGd5MfIvpi1bt8ni5aXSpUvL4XAoLS1NP/0yWn5+JTV1epxmzp4rHx8fvTfsbZlMJnl7e+vAgYOSpD179io7O1vRkeEym80uAezCfxt1xvSCwv7+S4X3M3Bhrf0/7wRbsWIFdWjXVg/17K6DBw/puRf7S5IefKCbGtSvp0WLl6pN65a64/bbnM83m806f/687HZ7nu+1w+Ew5GeA8TN+qfCO/2ZjzN+ywHUoXbqUipiK6MiRNBUpUkTHjx/X9yN+Uu/HHtHuPXs1Y9ZsnT59Wt3v76a77uyi8RN/1VPPPq/lK1Zq5Oix2rlzlx7u+aC7h3FNHA6HypUrq1OnT2vzli0ymUxauHipzp8/rymTxisr64zmzJ2vtLQ0NWrYQJ9+/L7mL1ik2g2a6pnn+qlVu07y8vJSl04d3T2Ua1aY33+pcH8GLnxxuNSdgGfOmqOx4yeqePHieqL3Ywpp2kSjx47X76v/0JEjaVq+YqW2bNmq3o89ctEvIkb9ywHjZ/xS4R3/zYaAjpuOr6+vTCaTFixaLEl64aVXtWPHTn3y4XuKjorQ1Glx2rhpsyRpxHdf6bFHHtKUaXF6vl9/DXxjiHo+eL/uu/duN47g2lw4P6BRwwbas3evFi+J15Kl8Xqp/2tqFh2p8LBQdb//Xk2fMVOZmTl3gOv7eC+NHfWTXnz+WfmU8NGzzzypubOmKSCgoptHc+0K6/sv8Rm4MAN4uTsBD3lnWM5+URH66otPVLKkr5q37qDYu7vpznvuV3RUhNq1uTEuI/tPjJ/xS4V3/DcbThLFTeNCODl16pRq12+qZjFRio6K0LgJk/TR++/q9ttqasvWrbq9TiPNnx2nmOhI53OPHEnTkbQ0ValcyXnyy41wQuzF1G8cqnJly6qkX0nVuLW6/u/twZKknTt3qUat+po7c5pioiMvOsYbcX0h77+rwvgZuCAxyaZOd96jp/s+rq53xerhx57QF59+KGtoiEb8PEqvvj5Io3/+0XmjqfT0dG3Zuk2/r16j4KaNnevxb9TPAONn/IV5/DcLThLFTcNkMik7O1vFihXT008+of4DBmrGrNl6qs/juv22msrOzla5smVVuVIlpaQudwloZcr4q0wZf0l/B5Mb8RfT+fPnVbRoUQ0f9o7ad75LpUuX0ltvvO7cvnPXbhUvXlyZpzIl5f5T5YVfyDdiMOP9z1GYPwMX1K51u7rd01UffvK5ps+YpS6dOsgaGiJJatyoQa7rwpcoUUKNGjZQo4YNJP09E2nUtfaXw/gZf2Ee/82CVx83lQu/UPo9/6yaN4uR2WxWyxY5Z5+bzWb9uX6DMk5muFyR499u5GBy4SobrVu10BO9H1UpPz/NnjNPdrtd2dnZWrlqlW6/rYYiw8PyfP6NGkovKOzvv3TzfQau5TrLJUuWVLd7uqpJo4a57gR79uzZXHeC/WcQuXDpSKOEE8bP+K/WzTT+wowlLjCsa/3z2oUZUFtKql4ZMEibtmzRC/97RnfccZtG/DxKp06d0ojvvla5cmX/g6rzx7lz57Rg0WJVKF9e1apWkY+Pj6Qre00ujD8tLU2fffG13hk2XPXq1pGvj482b92qd4cOUff7uxn+z5eF+f2X+Azk5UrqvbDPuXPn9OtvU9Xzkd56sk9vtW3TSg3q1dNrgwbr2PHjGvXT94a/2dS/MX7GX5jHX9gQ0GFIX33znWbNmafSpUqpaZNGuvuuO3XLLeWuel3s1q3b9H/vfaD1GzYoPT1DDerX02cfvy8/P7//rvjrNHrseL386uuqWKGCtm3fofp16+jZZ55UbOeOzutPX84/f5EvXZagvfv2affuPXrskZ7y9/f/r4dw3Qrz+y/xGZBy7gQ7bfoMBQUF6baaNRQdFXFNxxk7fqKGf/CxDh46pIoVKsjhcOjbrz5z/jnfqBg/4y/M4wcBHQbicDiUnp6uF/u/pqRkm7rd01V/rF2nBQsXKzSkqcaN+km+vr5XHFD+edzs7GwdOZKm8uVvkaSrPkZBSUldrmee66fHez2mdm1aadPmLXr3/Q+1ctXvmh03RQ0b1L/u2o168h/vf47C/BmQLn0n2Pu73a1ixYpd9cz/jXQnWMbP+Avz+PE3ThKFYZhMJm3avEXzFyzSyJ++d/4imT5jlh7p9YT6vTxA3339+VUHE5PJpKJFi6p8+VsMe3vyC79wlyyN1+49e9WhXRuVL3+LKlasoJOZJxXb9T4936+/Fs6beV21G/kGE4X5/Zf4DFxwJXeCvdplOTfSnWAZP+MvzOPH34z3rxQKtWXxiXI4HKpcKcjZduDAQZ04ka4RP4/U9BmzJOX8gsnLmTNnJOVcySIvJpPJkOHswi/cbdt3qFrVKvLzKymHw6GsrCyNn/CrmsdEK3XFSn359beS8h7f9u07FJ+QdNHt/+zHqArr+y/xGbjgUneCHTt2ghYuWiLp4ifPXclJdUYOJ4yf8Rfm8eNvxvyXCoXC4cNHcrWVL3+LjqSlOUNUZmamlixdpuHD3laH9m016M0hknL/grHb7Xrv/Y/Uul1nSX9fycKoZs6eo19GjVFCYrKOHTvmbI+JjtTyFauUlnZUJpNJX3z1rXbs2Kk3B72me+++S0PffV9S7vHt27df7TrdqZiWbZWZmWn48UuF+/2X+Az824UvXZe6E+yu3Xs0a85cZWVl5flFI27mLH3y2RdKT08v6PKvG+Nn/FLhHT9yI6CjwNlSUtWmQxf1eKSX2naM1c8jRzu3NWrYQJ6enho1Zpwk6e77HtSOnTt1T9e7dO/dd2nDxk2aMWu2JNeZgiJFiijt6FHt2LlLv02dXrADugo7duxUVLPWeu6Fl/XDjz+rbcdY9XiktzIyMiRJte64XeXKldXgt/9PO3fu0tjxE/XqKy8qzBqiTh3by+FwaNLkKbmOW7FiBU2fMlG9Hn1Yv69eU8CjujqF+f2X+AxIUkZGhl55bZCeff5FDR02XEeOpDm/dBUvUfySd4KdNn2GNm/ZmuuYaWlp+viTL/TLqLE6eOhQQQ7nqjF+xl+Yx48rQ0BHgZq/YJEefOgx3XH7bXrgvnt19sxZvfDSq3rr7f+TJAVUrKCud3bRex98rHETJql48eKaOHaUAgIqqmGD+rq1ejWtWbNO0t9/qr9wU4X/e3uwHnzgPpUx8BUqvv/xZ/mX8df82XGa8us4ff/NF9q+fYe6P/SYjh8/rttq1lCPB+7XyNFj1bVbd0WEW9W6ZQtJUnCTxjKZTLluMnHBhXFXr1a1wMZztQr7+y/xGZi/YJGaWqO07s/1OnbsuN7/6FO16dBFv/42VZL04P3dJElz5s7XzyNHa/+BAxrx/Tfy9PTU6wNe1tZt25WWdlSS65c0f39/TZ8yUX4lS+rUqdMFP7ArxPgZf2EeP64cAR0FasTPI9WoUUN98N7/qeeDD2jhvJl69qk++uDjzzRrzlz5+Pjo7q6xuqVcWT340GMKDW7qvPJGrTtu19Fjx3Tu3DmXY15YDlGkSBFZrcEKDwst8HFdiaNHj2rELyNVr05tVaoUpFKlSqnbPV112201NXPWHP30yyh5enrqnrvvVPNm0dq4abNef7W/c6nCmTNndPJkZp7HdjgcKlWqlL76/GPn62VEhfn9l/gMSDmXkKxXr66m/jpev4z4Tvt3bZG3t0VvD31XK1auUokSJdTn8cf0y6gxevnV12UNCc7zTrCS63p6u90ub29vPdSzu8qWKXNNN3gpCIyf8Rfm8ePKEdBRYI4fP67tO3aojH9p55/z9uzZq3kLFiozM1ODhwzVnj17FR0ZoSd6PyqTyaTbbqvp/EWzfMVKlS1TRiHBTXMd+8I+Hdu3M8xJgNNnzHIux5Ck48dPqJSfn3x9fZ1tM2bN1smTmWrTuqWGf/iJNm/Zovr16urJPr0lSS+/+rqmTIvToUOH9cXX3yo0uKlaNo/J1deFX9RGOwHwn/9IFLb3Py8nTqQXus/AP+3ff0BTpsWpebNoFSlSRHa7XV5eXpKk9Rs26o233pEk9X/pBTWLjrqqO8FeeN8f6tFdFStWMOTrUFjHf+H/T8ZfOMePa2Pcf8lwQ1uzdp0eevRxPf2/FzTsvQ8kSb6+vsrOzlZm5imdPp3zJ7i58xfqtpo1NXfmNK1ctVpz5i3Q/7d334E1nX8cx99ZEhWCJPjZ1Kqi9t4EQYwidlsrNrFi1F5FEYSIVXtTasZetVftWhWtGSOJxMq6vz/S3Appqxp1c/N5/cUd5zyf+5zc+73Pfc557OzsaPNla7p06kCb9h2pUMWFbydNoU37TmTLlpWSJYq9sT9TezP66cxZGjZuxuChI7lz5y4AOXPmwMLCguMnTxEeHk5AwE0Gfj2MalUq4TvNm7Cwp6xZux4LCwvquNZi9YrFXLx0iY5dulPv8yZs276TQQP6kTZt2g+c7u+dO3+BFq3b4NG5O0OHj+L58+c4ODgQFRXFs2fPzb7/z52/QMcuPejdbwBjx31rzJsjR/YkcwzEN4Ln7OyEs5Mjv/16C4gpOpatWEWGDBno3rUTly5dZvXadQCMGDaYvLlz06R5KyZ5T2OL/zYmTfGhRPFi5P8k33+a5V1ERUVx/37cucBOTo5JJn9ERAT7DxwEYv4+DQYD6dI5J5n8UVFR3L59B/jj/Skp9b/8e1qoSBJM7HWcvadOZ/zEybhUq0pwSAhb/bfj0b4tvj7ejBozjik+vuzfvY0LFy/RqWtPpk6eQOuWzWNOCAy4yYkjB4zbXLJsBfsPHCQsLIxSJYvTs3vXD5jw78W+BmfOnqNsxWq8fPmSkcMG49W3F9bW1syeO59effuzbfMPrF23nidPQpk32xcAj87dOXjoMBfOnDBuLygoiBsBN3nyJJTKlSp8qFhvJTb7gkVL6dt/IFWrVAZg8xZ/evXoxuiRQxkxaiw+vn7s22We/R8VFcWQYaOYOXsubnVcef7iBevWb6B50yaMHzuKjBn/Z9bHQKw/Wwk2KCiI7p59OXf+Avt3b+P8hUvUb+SO98TxFCzwKR27dCd3rlzMn+uHjY0N165fZ9yEyYluJdjpvn7M/W4hdna25M6VC4/2balQvmySyR8eHk6BwiUIe/qUrRvX8VmhgkDMyZGdu3maff7pvn7MnjsfKysrsmfPhkf7NrjWrEFISAhde/Q2+/ySMFSgS4IKDQ2lVt0GfNGqJR07tCU6Ohq/2XMZ8PUwfj53CktLSwoWLUkz98aEhDyhRPGidO/aGYBFS5bRb8DXHNq3i48/zhlnu68urJAYFlmYv3AJPjNmUq1qZebMW8DhA7v5JF9eHjx4SBUXV56EhpIqZUrmzfY1TtmY5D2NhYuXsnXjOjJlyhjvdhND9hq161O8aBFGjxyKpaUl9+7dx8EhFcmTJ+f27TsUKVmWpk0amWX/Hzp8lB69+jJ08EDq1a0NwPfrN9Dyi7acPn6IfHnzEBj4gKo1apvdMfB3K8EuXzwfBwcHZs6eyzQfX1o0c+d+YCCZM2VigFcfANq078TlK1fYunEdDg4Oxu0mlpVgIyIiGDRkOD9s2ETvXj14EPiAZStWkSZNarZt/oGUKVPiN2ceU6fNMMv8ENO2e/fuU6BISVLa2+NW15XpUycb7589dz7eU33MNv+3k6Yw3XcW/fv14vHjIHbt3kvJksUZO2o4VlZWZp9fEo56WBLUzt17OXX6DPXd6gAx8+JqulQHYqYzZMiQnn69PZk5ay7HT5zErU5t43OfP38R7xLGsSsfxl65whSLk1ixP+tbWFjgmDYtHdp9hWPatIybMImXL1/i7OzEuLEx017KlS0TZz71teu/YGtrS7p0zn+6fVPODnDh4iV+vnyZGi7VjB8gv926xZWr17h+/RcyZcqIV59eZtv/36//gfuBgdSrW5vIyEgMBgOFCn5KdHQ0NwICgJhpHhPGjebOnbuUL1fWbI6BV1eC9ZsxjSFfD2D18sUs/G42x46foHe/gQC4N2pI1qxZmOE3m5279tCyeVPjAlPVq1Xh3PmLcTK+vhKsKRcnv/12i02btzJl8gQ6dWjHkK8H0Ktndx49eswW/+2AeeeHmPf8iIgIPvooOXnz5ObgoSNxzsVp/Hl9s80fEhLCuh820K1LRzp2aMfgQf3Zs3Mr48eOMmZq1LCe2eaXhKVelgTl5OiIhYVFnOuwWllZYW+fghQpPgKga2cPKpYvh729Pbd/n58dGRlJwM2blC1TmsyZM8XZZmzBlhjelGLbevzECRydHMmTOzc9u3dm+crVXL5ylctXrpIpY0aGDxmE/7YdtPPowpGjx/h+/QZOnjpNu7ZfYmNj84FTvLv06dIRGPgAiCmsGzZpTv1GTXFr2IRPC5dg2nRfmjZpRK2aLtjZ2Zld/6dJnRprK2tu3AjA2toaCwsL9uw9gKNjWkJDw7h2/ToGg4HatWri0b4t23fsMqtj4K9Wgl24eCnrN2zC0dGRLp08SJsmDZkzZSJLlszGE+V279mHS/Wq2NvbxzuH3ZRXggW4cu0aDx89IkP6P66iU7d2Le4HPjC2O23atPTo1tks88c6efon8uXJw5hRw4iIiGDh4mXGxXNi86dJndrs8j9//oJbt+9QoEB+Y5HtN2ce3lOns3HzVgIDHxiPf3PMLwkrcS01Jybv0/z5GDZ4oPH/BoMBB4dUhIX9sbJhihQpmDfblw6duuHq1pBaNV149uwZP505yyzfaSRLlizekdTEILbd4eERZMr4PwB6dOvCmrXrqdugMXfu3KVv756MGzOS1KkdmDxlOj9fvszt23dp1+YLOnVo94ET/DvJktlQtMhnLF+5mouXLpEhfXr8N60nPDyc+QsXM36iN8lsbZk3y5eWX7SlVt0GuNaqYTb938y9Mf7bdlC5uis9unXm7LnzrFi1hsyZMtG+Y1fSp3Nm0AAv2nzZCl8fb6b7+pnFMRDbX3+1EuyefQcYNmI0DerVpb5bHUJCQujjNZBKVWtSs0Z1oqKi2LlrD6NGDAFM78Tft2FtZY2dnR3BwSHG0U4Hh1SkTGlPUFCw8XF1XGvx+HEQvfsNMKv8scdBsmQ23A8MpETxYjSs78aKVWvY4r+dZu6NuXL1KnVcaxEcHIJnHy+zyv/w0SMAnjwJ5eChI3T37IOVlRUvX77k5q+/UeSzQuzd5W+2x78kLM1BlwT3+hzZvfsO0KhpSy6fP42Tk6Px/sDAB2zYtIU7d+7w8mU4nj264uzs9AFb/u/FfkBVqlqT5s3d6dShHT4zZjJ42CiePXtGn149GDdmpPHxjx8/No64xV56L7H/hNnHayDbd+wiPDycqd7fUqN6NePP3lVdapPWMS0/rF3J3bv32LptB7du3TKb/ge4eu0aY8dNZM/e/SRLZsOMad58VqggUVFRuDdvjZ2dHQvmzTLOMTenY+DylauUqVCV/n170b9fb1zdGhIaGsrKpYvYu/8A7Tt2ZeWyRcb5+YcOH2XqdF8ePXyETTIb+vftnWhOhP0zCxYtxbWmC+nTpwNiXpMChUuwe/sWKpQvG+f90RzzAwwdPooDPx5iz86tBAcH07hpK4JDQggODqFUyeLMmDaZ1KlTm2X+/IWKUaVyRbJny8bz58/p0skDg8HA7r37aN+xK/1692To74NY5phfEo4KdHkvDAYDBoMBS0tLevcbwP4DBzny4x7jKPqp0z9RtEhh42NjRwtM9QS4fyIsLAwXVzdKlSzB7j37ePIklP5evTl8+CjHjp9gx9aNZMmS+Y3nRUVFYWlpmehHTgIDH5C3QBFsbZNx77dfgJgFdmxtbenu2Yf9Bw5y5uSReJ9rDv0PcP7CRaq4uDLNeyLNmzYhIiICGxsbRo0Zx5zvFnD+9LE410KPldiPgeDgYPoPGsqa79czY9pk1ny/Hh/vifzvfxm4eOlnmrb4gpbNmzLAq0+cv/vQ0FBSpkwJxD2PIzH5s199Nm7eimdvLw7t32Us2l9nDvnhjy+WfbwGEhoaxuyZPkRGRlKmQlXOnjvPZ4UKsmfHFlKkSBHnS6g55I/t/+m+fnj26Y+TkyPr16ygdKmSADx//py+/QexY+durlw8E+e55pBfEl7iG6KRROHVgnvvvgPUrlUDa2trDvx4iCIlytKzVz9u3bod57HR0dFmUZzZ29vHfDjNnU99tzqcOvYjnT3a49mjK9eu/8KSZSvifZ6VlZVZvCmnS+fMiKGDeP78BdN9/QCwtbUlJCSEy1eu0aBeXeDN62SbS/8D3L8fiK2tLdmyZgXAxsaGsLAwfr58hVo1XIwfxq9L7MdA6tSpqV+vDv/LkP5vV4J9Nae9vT0Q835hYWGRKF+D+E5uBti7bz/ZsmbByckRgDt37rJsxao4jzGH/PDHa3Dv3n1SprRn8hQf0qTLTLp0zpQvWwYrK0suXLwExP37N4f8sW2uXKki5cqUJlmyZKRNm8Z4f/LkyQkLe0q2rFl5+vSp2eWXhKcCXd4bS0tLLl+5yosXLyhbtjQdOnWjWs06lC5VkgN7d7xxMmBi/Ek/PtHR0Uz69htOHz/EqBFDjYvKFCpYgB1bNzKwf98P3ML3r5NHe2q71mDYyLEMHzmG1WvX0avvAG7duoXb79MbXv8QMpf+ByhXtjShoWEsWbaC7Tt2cfLUaTp38+T4iZM0b9rELD+AYwuOShXK49G+zT9aCTb29TCXL2gQ83oEBQWxas33NG7UAEtLS8ZNmETOvAXw9ZvNixcv3lj9NbHnt7Cw4Pnz59y+fYepPr4sXrqcRfPnsPmHtQzw6sPNX39jyrQZAG9cqeT12xKrvHly06WzB/fvB7Jx01aePn0KxHxpD3zwgLp1apEiRYo47wHmlF8Sjk4Slfdq/sLFXLl6jbr1G1OuTGl+PneKnDlzAOYzneF1r15a8lXW1tZUqVwRSLxzjN9WsmTJmDVjGhMnT2XHrt1s2LSFnDlz4L9pPVlfucKHubKzs2PV8kX07juAXbv3YDAYyJ07Fzv9NyWK/Ddv/sq1679QrWrlt/47jS0yUqRIQZsvW3P9lxu0ad+RvHly06CeG4uWLCNnzhzxrgRrat4l/+ssLS356cw5UqVMiaWVFZ9+VpyQJ09YvmQBDeu7vYdWJ5x3zW8wGEiePDl167jS1L0RrVo0M/5a5FK9Kh3bt8WlerX32fQE8W/638bGJmYNgLPnmeIzg1Vr1lLHtRYrV68lbZo0NKhn2n0vpkNz0OW9atbqK27cuMGEb8ZQqWJ54I+f8cy5QJW47t27b5zqYK5fzOLz+PFjbt+5i7W1NZ/kywskjvx9+w9iy9ZtnDl5BBsbm3e+qk5iWwk2VkLlb/1Ve5avXI29vT2e3bswfOjXxvtM+Th41/x/NvBgylnjk1D9v2HTFvbsjTkPqVDBTxPN8S+mQQW6vFchISFxVkQzp3nG8s+Z+y8Hf8eUC5VXi5BadRuwc9cevCeOo3vXzv+4315/fGJYCTYh88dua9SYcdz89TemTp5AihQpgJhr/seeLG9KEjL/2+7HlLyP/o/16vNN9fgX06MCXf4TpvqhJCJxfbdgMT169eWjj5Lj5OjIts0/kCVL5ncu0mKLlcTy5Swh88devQhi3gMTw0nACd3/iU1SP/7FdOhokf+EinMR07dr916GDB/JkEH9GT92NAaDgW8mTAL+/iTegICbhIeHv3F7YloJNqHyx54YG1ucR0dHG1eWNWXvo/8Tk6R+/Itp0REjIiIAlC1TitPHDtG/X29aNGtClcqV2LJ1Gz8ePAzE/Dz/uqioKEaMGksVl9ocOnz0v25ygkqo/In1CkXq/6SdX0xL4njXEBGR9y558uSkS+dMdHQ0tra2NHNvjLOzE+MnTgbivwychYUFlStVJF++PERGRgJvXuM+sVB+5U/K+cW0qEAXEZE4Ykd8K1YoR93atThz9hyLly4H4MWLF3Eea2FhQaWK5Sny2WccP3HSeFtipvzKD0k3v5gGnSQqIiJviL3axM+Xr9Czdz+ePn3KAK8+9OzlxZTJE3Cr4xrn8WFhYcYVEc2B8it/Us4vH55G0EVE5A2xP+fny5uH8mXLcOTocRo3bUXFCuXeKE4AsytOlF/5Ienmlw9PI+giIhKv0NBQvhk/ianTfanhUg0f74lkzpwJMN3rWSck5Vf+pJxfPixd+05EROJ14OAhtu3YyYqlC42jhklpJWDlV/6knF8+LI2gi4hIvCIiIrCxsQGS5krAyq/8STm/fFgq0EVE5C8l9eXJlV/5k3J++TBUoIuIiIiImBBNohIRERERMSEq0EVERERETIgKdBERERERE6ICXURERETEhKhAFxERERExISrQRURERERMiAp0ERERERETogJdRMTM5MxTACu7VGTOkYdnz57Fuc/VrSFWdqkICLj5XtswYtRYrOxSsWLVmve6n7cVHR1NO48uOGbIipVdqg/dHAICbmJllwpXt4YfuikiYoJUoIuImKm7d+/h6zfnQzfDJOzb/yMLFi0hfTpnJk0Y+6GbIyLyl1Sgi4iYIRsbG3Jkz874iZMJCQn50M354G7dvg1A0yaN8OzR7QO3RkTkr6lAFxExQ5aWlgwbMpDHj4OYPMXnTx+XM08BPnJwjnNb/kLF4kwDsbJLRf5CxZg3fxGfFCxKxmy56NzNk4iICIYMG0nOPAVInzkHnn28iIiIiLOthw8f8rl7CxwzZKVA4RLMnD0Xg8FgvD8g4CZNW35Jpuy5yZQ9N42bteLGjQDj/W3ad8LKLhVz5i2gVLlKlCpXKd4c+w8cpHrNuqRNn4WsH+fjy7Ye/Prrb0DMdJuv2nUEYOSYcfFOcdm77wBWdqno2KUHX7b1wDFDVn46cxaA79dvoGzFqjg4ZaRQ0VKMHP1NnJwhISF49vEiR+5PsU+TnsLFy7BoybI429+5aw+lylUitXMmKlapwU9nz8W532Aw4DNjJgUKl+AjB2ey58rPwMHDCA8PjzeviJg3FegiImaqRTN3Ps3/CVN8fHnw4OG/2taNgJvMnjuPr75oReZMmZg99zvyFyrGjwcP07FDW9KmSYPPDD9Wrl4b53l9+39Ncjs7vPp4YmlpSbcevfGZMROImYJTvEwFjhw5RjP3xnzVuhUXLlykWOkK3Lp1O852ho0cTb26deId/d65aw9Va9TmyrVr9PHszucN6rFy9VrKVa7Ow4ePqFO7Fq1bNgegnlsdZvh4/2nOefMXYmNjw4ihg8iUMSOz5nxHk2atSG6XHK8+nhQtUphvJ0+lxRdtjc/5oq0Hvn5zqFa1Mv169yQiIoI27Tvhv30HAIcOH6VW3QbcCLhJ757dKF68qPELQ6y53y3Es09/smTJzMhhgylXtjQTJnrTq2//f9BLImIurD90A0RE5P2wsrJi5PAhNHJvwTcTJjL523HvvK3w8HCWLZrPxx/npEzpUlRxceVGwE1OHv2RVKlSkT17Nlq0bsOhw0dp1aKZ8XnN3BuzYN4sADzat+HjfIUYMXoc3bp0YvQ34wkKCub7VcvJmSM7AC1bNKVYqfKMGP0Nc/ymG7czctgQ2rf9Mt629fEaiLW1Nbu3bybXxx8D8Em+fHTp7slE76mMGzOSypUqsnjpckqXLEGnDu3+NGfZ0qWYO2sGABEREQz4eijFixVhwbxZWFhY/L7tvAwaMpwfDx6meLEiWFtbM2Lo1wzs3xcA9yaNKFC4BN+v20CtGi6MGD0Wg8HAD2tXUqZ0KQBy585Ftx69jfu99PPPAIweMZRiRYtgMBho1rQJ0dHRb99JImI2VKCLiJix+m51KFmiGDNnzaXXv5h77eiYlpw5cwCQI3s2APJ/ko9UqWKmi8QW2EHBQXGeV9u1pvHfadKkoXy5Mmze4k9AwE2OnzgFQBUX1zf2d+jwkTj/z5snd7ztevr0KRcuXqJokcLG4hzg8wb16NLdkxO/7+Nt5XllP5evXOXJkyecOHma7Lnzx9vG8uXKsHr5YvbuO8DgoSM5f/GicYrOL7/cAOCnM2dxdnYyFucAtWvWiLOtdm2+ZPXadZQqV5nCnxWidKkSNGrYgIoVyv2j9ouIeVCBLiJixiwsLBg9Yhg1atdj5Jj4R9CjoqIwGAzGEeKXL9+c9+zk6Gi838bGxnhbrNjb/glraysAVi5bhJ2d7Wv3xf14srH564+r35v2yv9jbvinI9Cv5ohtQ7kypfHq1+uNx2bPlo3g4GDqNXTnxKnTNKhXl5LFi9G6ZXPcm7f+R/v+NP8n/HL5PFv8t7N333527trDzFlzcaleFf9N6/9RBhFJ/DQHXUTEzFWrWpmqlSuxcPFSrl//Jc59adKkJjIykrt37wExJzzevnMnwfa9Zes247+DgoI4eOgIqVOnJnv2bMYR5WfPnlG3tit1a7tSplRJDh8+RmDgg7fafooUKfgkX17OnrtgHLEGWL9hEwDFixd957bn+jgnTk6OXLl2jdIlSxrbaGdrx8FDR7CwsGDN9z9w8PARhg8ZxLLF8xk0oB+5c8WM5EdGRgLwWaFCPHjwkCNHj/3xuvhvi7OvZStWMWrMOKpUqoD3xPGcPXWU4sWKsGPnboKDg985g4gkThpBFxFJAkaPHErZitW4/koRC1CubGl+OnOWYSPH0LhRA2bPnf/GlVj+jeUrVxMZGUmhggVYsmwFwcHBeE8ch6WlJQO9+rJ85Wo8OnfnyNHjpEmdmvUbNnL12nW2blz31vuYOGEstd0+p4pLbTp2aMvDR4+YOWsuGTKkp2+vnu/cdmtrayZN+IYv23pQpkIVWrVoxp2791iybAU5c2RnyKD+3AgIAMDXbw4vXrwAYPHS5djb2/M4KGa6z7DBA9m1ew/1GzWlaycPQp48Yd78RXH2ZWlpyZhx33L4yDGaujfm/v37nDl7noIFPsXBweGdM4hI4qQRdBGRJKBUyRLUc6vzxu3DBg+kQX03Vq9dR7cevSlVojh5cudKsP1O+GYUoWFhjPt2MpGRkUyfOonuXTsD4OTkyMkjP+Le+HP8t+1ght9snJ2c8N+0nmpVK7/1Pmq6VGen/yZy5sjOhElTWLl6LY0a1ufg3p2kS+f89xv4C61aNGPzhrVkypiRKT6+bN22nRbN3Nnpv4mPPvqIOq61mDJpPMmS2TBh0hQ2b/XHe9J4ShQrysNHj4CYL0FbN64jW9asTJriw7FjJ5g/1y/Ofpq5N2bR/Dk8DgrCs48XM/xm07RJIzatX2OcriMiSYdF1Isnhr9/mIiIiIiI/Bc0gi4iIiIiYkJUoIuIiIiImBAV6CIiIiIiJkQFuoiIiIiICVGBLiIiIiJiQlSgi4iIiIiYEBXoIiIiIiImRAW6iIiIiIgJUYEuIiIiImJCVKCLiIiIiJgQFegiIiIiIiZEBbqIiIiIiAlRgS4iIiIiYkJUoIuIiIiImBAV6CIiIiIiJkQFuoiIiIiICVGBLiIiIiJiQlSgi4iIiIiYEBXoIiIiIiImRAW6iIiIiIgJUYEuIiIiImJCVKCLiIiIiJgQFegiIiIiIiZEBbqIiIiIiAlRgS4iIiIiYkJUoIuIiIiImBAV6CIiIiIiJkQFuoiIiIiICVGBLiIiIiJiQlSgi4iIiIiYEBXoIiIiIiIm5P8cdCY+cJgtFAAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=apc.mpl.get_figure_dimensions(\"half_small\"), layout=\"constrained\")\n", - "sns.barplot(\n", - " y=sample_id,\n", - " x=num_reads,\n", - " color=apc.aster,\n", - " saturation=1, # Seaborn by default desaturates the colors. This prevents that.\n", - ")\n", - "\n", - "apc.mpl.style_axis(ax, monospaced_axes=\"x\")\n", - "apc.mpl.set_yaxis_categorical()\n", - "\n", - "ax.get_xaxis().set_major_formatter(mpl.ticker.FuncFormatter(lambda x, _: format(int(x), \",\")))\n", - "\n", - "plt.xticks(rotation=30, ha=\"right\")\n", - "\n", - "plt.xlabel(\"Number of reads\")\n", - "plt.ylabel(\"Sample\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 6. Bar chart with colored categories using `matplotlib`" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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wSO07dbF9nyvnv3ubRHR0tKbNmK0hAweodauWkqQJY0crdNceTZg0RfPnzpQkbdm2XQcOfqfIsJ2q9HxFSdKi+XNUuERZLV22Qp06tJUkzZg1Vw4ODlo8f44cHR0lJZYeLV5vo1+OH1exokXtIhsAAAAAwP6ZfmRCmdIltX3HTtv3FotFv//+uxYsWqIK5coa3l+zwKY6emifjh7ap2ZBAf8617YdOxUbG6uggCa2sXTp0qlRw/oK3hBiG1u/IUT5PDz0fMUKtjF39+dUoXxZBW/Y+Ne8jSFq1KC+7cm6JDWsX1cWi0XrH9jf054NAAAAAGD/TD8yoecH7+vVlq318mutZLFY9PnIMfr5+HH99tsVTRo/xvD+smfPruzZsyf+O1u2f50rKipKkuTpmU+SdPjIUY0ZN1GLly7T3bt3devWLWXOnFmXoi7L09NDFotFVqtVGzdt1pixE7Vv/0FVS/dXV3MpKsr2UZe3b9/W/IVLNHb8RFmtVl2KuvxUZhs4eJgGDR1hKDtw30vjDpsdwZBvupczO4LpnqafGT8vAACAx8v0IxNebB6kyRPG6tjPx2W1WrVrT5gSEhI0d9Y0NWxQz7Rc0dExcnR01K7dYWoS9KL86jVWnjy5NXzIQNv2+//N5JRJX81fqIpVvPVut55q3ixAb7z+mq5di06yv3vx9zR0+EgVLlFW8xcs0ufDh6hY0SJJ5j1N2T7t30/xsddtXwAAAACAZ4PpZcL3h4/o5Reb6dcLp3Rof7iOHtqnC6d/SXJCRjO4uLooLi5ObTq8qTp+vjr18xGNGDpITpmcJElubq6SJFdXF23b8a0mTJqivn166tjRg3rn7c6Ku3NHOXO62fbn6uqi0WPGa+++/Vq+ZKFCd2xWUEATxVy/rpxubilmeBqzAQAAAADsn+lvc6jbsIkGf9Zfb3d+U2VKlzI7jo2Hu7skKSR4dZJcZ8+ek5ubq+38Ah7uzylXrpzaFx4qi8XywLyz8vDwSLI/n1o19fWiebaxmzdv6sqVq3J3z2s32QAAAAAA9s/0IxMCmvjr4Hffmx0jmbq1feXs7KxNm7faxuLj47VmbbCCApraxgKbNtFvv13Rwe8O2cYuXLiovZH7k5wgMbCpv0J37datW7dsY2uDN8hqtSqgib/dZAMAAAAA2D/Tj0xwcnLS7Lnz9Msvx1WsWFFlyPBXJIvFYvgkjDExMbaTBsZcv664uDj9dOxnSVLJEsWTzI2NjVVU1GXlyJFdOXLkSLItS5Yseq9rFw0aOkJ58+ZR8WJF9eXUGTp77rwWzpttm+frU1M1qnupXcfOmjB2tCwWiz76ZICKFimsF5sH2eZ1aNdGU6bPVNuOnfVRn546feas3u/RWy1bvKICBfInW0dazgYAAAAAeLaZXibMnD1XkhS6e49Cd+9Jsu3flAkrV69Tx7feTjJWpkIVSUp2ksDwiEjVa9RUAz7uq0/790u2ryGDBsjZObNGjh6rM2fPqUrlSgoJXq2KFcrb5qRLl07r167QB736qsObbyvuTpx8atXUiq8Xy9nZ2TbP0zOftm/eoD4ffaLGAc2V081NbVu30rDBn6W4jrScDQAAAADwbDO9TNgaEvx/3V+7Nq3Urk2rVM2t7eejJv6NVLFihRS3WywW9evbW/369n7kfrJmzaqZ0yb/4/WVKllCa1cue+qzAQAAAACebaaXCX6+tUy77jNnzurixUsKbJr2zguQlrMBAAAAAJ5tppcJZipQIL/2R+wyO0aK0nI2AAAAAMCzzfRPcwAAAAAAAE8XygQAAAAAAGCIKWVChsw5NHHyFNu/Z8yaa0YMAAAAAADwL5hyzoTs2bNp2ozZio6OkdVq1cZNmxUdHZ3i3N49uz/RbAAAAAAA4NFMKROaBQboq/kLNXDIcFksFq1es06r16xLNs9isVAmAAAAAACQxphSJsycNlmtW7XUufPn1b5TF7Vu1VK1/XzMiAIAAAAAAAwypUywWCy28uDUqdNq2qSxKld63owoAAAAAADAIFPKhAcN+OQj/f777+r3yWfat/+AEhISVLVqZfXs3k05c7qZHQ8AAAAAADzE9DLh3LnzqlW7gS5cvGgb27EzVAsXL9Wu7ZuVP7+niekAAAAAAMDDTPloyAf1/2ywfv3tN305cZyizp3U5fMnNXXyBF25clX9PxtsdjwAAAAAAPAQ049M2L5jp97u3ElvdWpvG+vUoa1++PFHLftmpYnJAAAAAABASkwvE27+8Ydy5cyZbDxXzpz6449bJiQCAAAAYG/uzt1idgRDMrSrb3YE4JFMf5vD8xXKa9qM2Tp16rRt7PTpM5o2Y7aer1DevGAAAAAAACBFph+ZMOCTj1SvUVOVqVhV5cuVkcVi0feHj+rOnTv6avZ0s+MBAAAAAICHmH5kgq9PTW1Yu1LFihbR/gPfad/+gypSuJCCV38jP99aZscDAAAAAAAPMf3IBEmqX6+ODu0P161biedIyJw5s8mJAAAAAADA30kTZcJ9lAgAAAAAAKR9pr/NAQAAAAAAPF0oEwAAAAAAgCGmlwnePnW0dNk3ZscAAAAAAACpZHqZYLVadfLkKbNjAAAAAACAVDL9BIydOrTXZ4OHKm/evCperKgyZEgaqVrVKiYlAwAAAAAAKTG9TOjyTjdJ0ltvv5vi9ru3op9gGgAAAAAA8E9MLxNat2opi8VidgwAAAAAAJBKppcJc2ZONTsCAAAAAAAwwPQTMErSxYuX1LlrN5Wv5KVNm7dqwaIl2r5jp9mxAAAAAABACkw/MuH06TOq4u2jW7du6+7du7oXf08//fSzOnV+RyHBq+XnW8vsiAAAAAAA4AGmH5nQ+6NPlCd3bu2P2CWr1SpJ6tH9XRUtUliDhgw3OR0AAAAAAHiY6WVCWHiEXmwepGxZs9rGXF1d1TwoUAcPfW9iskQhm7eodr3GcsmdT+4FiuqVlq3107Gfk81bvmKVfOs0VI5cHvKq6aepM2Ylm5OQkKBBQ4arYhVvuebxVEP/IO0M3f2vsx05+oMCmr+s3B4FVapcJfXo3Vd37txJE9kAAAAAAPbL9DJBkuJSeAJ8LfqaXF1cTEjzlx3fhiqg2csqX76stm9er2WLFygmOkZ1GzbRb79dsc1buXqtXmvVVnVq+2rHlg1q27qVuvfoo8lTpiXZX68P+2nUmPHq+UE3bdsUrOLFi8o/8AVF7ttvONupU6dVu35jZcyYUWtXLtPIEUO1fMUqtWrbMck8M7IBAAAAAOyb6edMqFnDW8uWr1RQQFNJUlzcHS1YtERzvlqgV19+0dRsCxYtUeFCBTV+zCjbx1fOmTlV+YuU1MZNm9W6VUtJ0ugx49S0SWMN/PQTSVLFCuX140/HNOqL8eryVic5ODgoOjpa02bM1pCBA2yXmzB2tEJ37dGESVM0f+5MQ9lmzJorBwcHLZ4/R46OjpKkuLg4tXi9jX45flzFihY1LRsAAAAAwL6ZfmTCyGGDdePmDdVp4C9JerVla7Xv1EUuLjn0+bDBpmbLli1rsrGEhARJUvbs2SVJv//+u8IjIm1lyH2NGzXQufPndfjIUUnSth07FRsbq6CAJrY56dKlU6OG9RW8IcRwtvUbQ9SoQX1bkSBJDevXlcVi0fo/92dWNgAAAACAfTP9yIQCBfLryMFIDR42Qvv2H1D69OnlXd1LH/XpKTc3N1Ozvfryi5o4eaoGDx2hHt3f040bN/Vu95567rm8qv3np0xcirosSfLM5yFJunz5V02eMk1Tps/8c3uUKlYor6ioqMR5nvkkSYePHNWYcRO1eOky3b17V7du3VLmzJlTne1SVJSa+jeWJN2+fVvzFy7R2PETZbVabZked7aBg4dp0NARqc4MAAAAAKnlO3eS2RFSbWe7d82O8MSZfmSCJOXNm0eTJ4zV0oXztPCr2Rr9+TDTiwRJ8qpWVW91aq+BQ4Yre0535StUXOuCN2jcFyOVLVs2SVJ0dIwkKeryZXXu2k3FSlfQ8RMnNW/ODEnStWvRtnmOjo7atTtMTYJelF+9xsqTJ7eGDxmYZD+pFR0do3vx9zR0+EgVLlFW8xcs0ufDh6hY0SJJrvNxZvu0fz/Fx163fQEAAAAAng1pokyY9OVU5XIvoGKlK6hY6QrK7VEw2QkCzTBi5BeaPnOOPuvfT3t2btWWjevUvFmg3mjb0XZiQlfXxJNEdn3vA2XMmEGH9oVp0fw5KliggCQp55+liIuri+Li4tSmw5uq4+erUz8f0Yihg+SUyUmS5Obmaiibq6uLRo8Zr7379mv5koUK3bFZQQFNFHP9uu06zcoGAAAAALBvpr/NYeqMWere80Nlz55dTfwbSZJ27wlT954fKn36DOr8ZgfTss2eO08d27dV/4/72sZ8atVQ0ZLltWjJ16papbKey5tHkjRy+GB17fKWbd6Zs2clSe7uz0mSPNzdJUkhwatVpnQp27yzZ8/Jzc01ybkPUsPD3V0+tWrq60XzbGM3b97UlStX5e6eV5JMywYAAAAAsG+mH5kw+ctpKlumtE789L1Wf7NUq79Zql9+OKRSJUto4uQppma7c+eunJySPpF2cHBQxowZdOfPj7PMkSOH/HxqKWTz1iTzVq1epyKFC9menNet7StnZ2dtemBefHy81qwNTnaCxNQIbOqv0F27devWLdvY2uANslqtCmjib2o2AAAAAIB9M/3IhEtRUfqwVw/lyJHDNubi4qLWrVrq89FjzAsmqctbHTVo6AgVKlhA9erW0a1btzRl2kydv3BR7dq8YZvXq+f7av7Saxoy7HMFBjTRtu3faubsuZo6eYLtIyWzZMmi97p20aChI5Q3bx4VL1ZUX06dobPnzmvhvNkpXn9U1GXFxsaqYMECybZ1aNdGU6bPVNuOnfVRn546feas3u/RWy1bvKICBfI/9mwAAAAAgGeX6WWCn6+Pvj98JNn494ePyKdWTRMS/aVvn57KnTu3pk6fqf6fDVGmTE6qWqWytoasU9UqlW3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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=apc.mpl.get_figure_dimensions(\"threeq_wide\"), layout=\"constrained\")\n", - "\n", - "color_labels = [idx.split(\" \")[0] for idx in sample_id]\n", - "color_dict = dict(zip(set(color_labels), [apc.aster, apc.aegean, apc.amber, apc.seaweed, apc.rose]))\n", - "\n", - "colors = [dict(color_dict)[i] for i in color_labels]\n", - "\n", - "sample_id_formatted = [i.replace(\" \", \"\\n\") for i in sample_id]\n", - "plt.bar(sample_id_formatted, num_reads, color=colors)\n", - "\n", - "apc.mpl.style_axis(ax, monospaced_axes=\"y\")\n", - "apc.mpl.set_xaxis_categorical()\n", - "\n", - "ax.get_yaxis().set_major_formatter(mpl.ticker.FuncFormatter(lambda x, _: format(int(x), \",\")))\n", - "\n", - "plt.ylabel(\"Number of reads\")\n", - "plt.xlabel(\"Sample\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 7. Bar chart with colored categories using `seaborn`" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=apc.mpl.get_figure_dimensions(\"threeq_wide\"), layout=\"constrained\")\n", - "\n", - "color_labels = [idx.split(\" \")[0] for idx in sample_id]\n", - "color_dict = dict(zip(set(color_labels), [apc.aster, apc.aegean, apc.amber, apc.seaweed, apc.rose]))\n", - "\n", - "sns.barplot(\n", - " x=sample_id_formatted,\n", - " y=num_reads,\n", - " hue=color_labels,\n", - " palette=color_dict,\n", - " saturation=1, # Seaborn by default desaturates the colors. This prevents that.\n", - ")\n", - "\n", - "apc.mpl.style_axis(ax, monospaced_axes=\"y\")\n", - "apc.mpl.set_xaxis_categorical()\n", - "\n", - "ax.get_yaxis().set_major_formatter(mpl.ticker.FuncFormatter(lambda x, _: format(int(x), \",\")))\n", - "\n", - "plt.ylabel(\"Number of reads\")\n", - "plt.xlabel(\"Sample\")\n", - "\n", - "legend = ax.get_legend()\n", - "legend.set_title(\"ID\")\n", - "\n", - "legend.set_bbox_to_anchor((1.06, 1))\n", - "\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "product", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.1" - } - }, - "nbformat": 4, - "nbformat_minor": 2 + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 0. Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "\n", + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "sys.path.append(\"..\")\n", + "\n", + "import arcadia_pycolor as apc\n", + "\n", + "apc.mpl.setup()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Load Data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "num_reads = [\n", + " 1_500_000,\n", + " 1_200_000,\n", + " 1_000_000,\n", + " 400_000,\n", + " 1_000_000,\n", + " 1_700_000,\n", + " 1_300_000,\n", + " 600_000,\n", + " 1_200_000,\n", + " 1_500_000,\n", + " 1_600_000,\n", + " 300_000,\n", + " 900_000,\n", + " 1_700_000,\n", + " 800_000,\n", + "]\n", + "\n", + "sample_id = [\n", + " \"AL 4M\",\n", + " \"EL 2W\",\n", + " \"EL 4W\",\n", + " \"EL 4W WGA\",\n", + " \"EL 12W\",\n", + " \"OM 2W\",\n", + " \"OM 4W\",\n", + " \"OM 4W WGA\",\n", + " \"OM 8W\",\n", + " \"WH 1M\",\n", + " \"WH 2M\",\n", + " \"WH 2M WGA\",\n", + " \"WH 4M\",\n", + " \"WH 2M Hous\",\n", + " \"WI 3W\",\n", + "]\n", + "\n", + "error = [\n", + " 100000,\n", + " 80000,\n", + " 70000,\n", + " 30000,\n", + " 70000,\n", + " 120000,\n", + " 90000,\n", + " 40000,\n", + " 80000,\n", + " 100000,\n", + " 110000,\n", + " 20000,\n", + " 60000,\n", + " 120000,\n", + " 50000,\n", + "]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Vertical bar chart using `matplotlib`" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=apc.mpl.get_figure_dimensions(\"threeq_wide\"), layout=\"constrained\")\n", + "\n", + "sample_id_formatted = [i.replace(\" \", \"\\n\") for i in sample_id]\n", + "plt.bar(sample_id_formatted, num_reads, color=apc.aster)\n", + "\n", + "apc.mpl.style_plot(ax, monospaced_axes=\"y\")\n", + "apc.mpl.set_xaxis_categorical()\n", + "\n", + "# Use this to format the y-axis with commas.\n", + "ax.get_yaxis().set_major_formatter(mpl.ticker.FuncFormatter(lambda x, _: format(int(x), \",\")))\n", + "\n", + "# Remove this if you don't want error bars.\n", + "plt.errorbar(sample_id_formatted, num_reads, yerr=error, fmt=\"none\", color=apc.crow)\n", + "\n", + "plt.ylabel(\"Number of reads\")\n", + "plt.xlabel(\"Sample\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Horizontal bar chart using `matplotlib`" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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G9etpxZL5OnT4iDrffb/6Pvuc6terq2WL5jmf4NLvmT7q3LG92nToqjoNgvX779t0/713O/uoXaumFs2brVMnT6nbfQ/p/u6PqFChQlo4dzbPawcAALiBTJkZaY4rnwbkjtniq8GDprm7DAAAcINxk+iNUyBX0AEAAICbFQEdAAAAMBACOgAAAGAgBHQAAADAQAjoAAAAgIEQ0AEAAAADIaADAAAABsJz0JGnzBZfZWakubsMAACAmxYr6AAAAICBENABAAAAAyGgAwAAAAZCQAcAAAAMhIAOAAAAGAgBHQAAADCQwu4uAAXPkGHz3V0CgJvIiOGt3V0CABgKK+gAAACAgRDQAQAAAAMhoAMAAAAGQkAHAAAADISADgAAABgIAR0AAAAwEAI6AAAAYCAEdAAAAMBACOgAAACAgRDQ80mPx3rKo0gJpaenO9sOHz4is8VXJcsGKDMz09n+5587Zbb46u0xYyVJVWvUVr8BA3Pst9+Agapao3auavh13W8qWqKsOna916W9Wct2Mlt8FVClhux2e7b3hUU1k9nim+txAAAAcO0I6PkkOipSdrtdKamrnW221FRJUlpamtZv2OhsT0y2SZKiIsPzbPwTJ07ovgd7KCMjI8fjPj4+2r//gFatXuPSvn//AdlSVsnHxyfPagEAAMClEdDzSZPoCElS0j/hW5JstlTVr1dXPj4+Whmf4GxPSrapSJEiatyoYZ6M7XA49GTvZ1S6tJ+socE5nhMaEqQSJUpodmycS3ts3DyZTCa1btUiT2oBAADA5RHQ80m1qlUV4O/vXB2XJFvKKkVGhCk0JEgrE5Kc7UnJKQqzhsjDwyNPxv7w40+1bPkKTRr3gzw9PHM8x8PDQ+3btlbM/wvoMbFzFG4NVdkypfOkFgAAAFxeYXcXcKswmUyKjopQbNw82e12ORwOpaxarSefeFR+pUrpsy+/lsPh0MmTJ/Xb+g0aPvS1PBk3McmmV14bpulTxqtSpYqXPbdrl06aMGmK/vjjT1WtWkWnTp3S4iXLNPLNYfrjzz/zpB4ABcfMmCGG6mfD2pQ86QcA3I0V9HwUHRWpEydOaPOWrdq8ZavS09MVFhqiMGuoDh06rG3btysldbXsdruiIiNc3vvZF1/Ls2jJbK/Pvvj6kuMdPnxEDzz8qAb0f0Yd2rW9Yn2tWzaXt7e3Zs/JWkVfsGiJzp49qy6dOlzfhQMAACDXWEHPR02jIyVlrWqbTCYFBgQoMDBAJUuWkNls1oqViTpw4IAsFouCGrvuP7//3rs1+JWXsvU5avQYJdtSs7VnZmbq4ceeVOWKFTXijdytThUpUkStWjbX7Ni5eq7fM5odG6d6deuoSpXKV3+xAAq8rp1G5Ek/I4a3zpN+AKCgIKDnoypVKiswIEBJyTaZzWZZrVk3bBYrVkz169VVfEKiDh0+rLDQEHl5ebm818+vlGrXqpmtTz+/UjmOtWfPXi1avFQmk0lFS5R1tl98nKNn0ZLq0f1BffvVZy7v69q5o5586mkdOXJUc+bO0zN9nrquawYAAMDVIaDno4v70JOSbfLw8FCvJx9zHguzhihmdpz+PnFCz/d/5rrHqlChvNatTs7W/uRTfeVt8dYnH41VieLFsx3v0K6NTCaThg5/S0eOHFWXzh2vuxYAAADkHgE9nzWJjtL4iZNlMpkUZg11todZQ/Xxp19IUrb959fC09MzxxX3okWKqmixojkek6SSJUsqOipSX33znapWqaw6tWtddy0AAADIPW4SzWdNorLCt7e3t+rW+febOcP/CeteXl4KCW7sltou6tqloxwOh7p07iiTyeTWWgAAAG41psyMNIe7i0DBYbb4avCgae4uA8BNhJtEAcAVK+gAAACAgRDQAQAAAAMhoAMAAAAGQkAHAAAADISADgAAABgIAR0AAAAwEAI6AAAAYCA8Bx15ymzxVWZGmrvLAAAAuGmxgg4AAAAYCAEdAAAAMBACOgAAAGAgBHQAAADAQAjoAAAAgIEQ0AEAAAADKezuAlDwDBk2390lFHgjhrd2dwkAAOAGYQUdAAAAMBACOgAAAGAgBHQAAADAQAjoAAAAgIEQ0AEAAAADIaADAAAABkJABwAAAAyEgA4AAAAYSIEL6D0e6ymPIiWUnp7ubDt8+IjMFl+VLBugzMxMZ/uff+6U2eKrt8eMlSRVrVFb/QYMzLHffgMGqmqN2pccd//+A3q8Zx9Vvr2mfP3KyxrZVLNmz3Ee37lzl8wWX5ktvhr8+hvZ3r9l6+/O48NHjMp2/JvvfpTZ4qu58xe4tNdtGCKzxVer16x1aa9SvZbaduzq/NnhcGj8xMlq1a6zyvpXVln/ymraoq2mTPtZDocjx2sa/PobMlt89XjPPpe8bgAAAOStAhfQo6MiZbfblZK62tlmS02VJKWlpWn9ho3O9sRkmyQpKjL8usY8ffq0mrRoo9/Wb9AnH72nuJgZqlK5su65v7sSEpNdzvXx8VFM7JxsfcTMniMvLy95eHjkOEaT6AhJUlKSzdl24sQJbdq8RZIUn5DobN+7d59279mj6Mis9zgcDj36xFPq1edZhVtDNG3SeE0e/6NCQoL0yOO99PKrr2cbLzMzUxMmTVHZsmX088xZOnny5FXOCgAAAK5FgQvoziCb/G+QtdlSVb9eXfn4+GhlfIKzPSnZpiJFiqhxo4bXNebU6TO1fccf+nnKBHVo11YR4Vb98O2X8vX11S8xs13ObdumpTZv2apt27e7tM+OjVOL5k3l6emZ4xjVqlaVv38FJSWnONtSV62RJEWEWbUi/t+AnmTLOifqn4A+7eeZmjBpimb9PEXDhgxWdFSEmjWN1uiRb+rTj97X2A8+dvnFRZKWLV+pvfv26afvvtapU6c045eYa5wdAAAAXI0CF9CrVa2qAH9/5+q4JNlSVikyIkyhIUFamZDkbE9KTlGYNeSSq9a5VaxYUfXt3VOVK1dythUqVEgOh0NlSpd2Obd1y5by8vLS7Ni5zraDBw8pyZaizh07XHIMk8mkJlGRsqWu0oULF/65rlTVqV1Lbdu0UnxConOryr+/eDSQJI157wM1b9pErVo2z9bvE4/10Ikjf+nOO2q4tI+bMEkRYVa1bNFMURHhGjd+0tVNCgAAAK5JgQvoJpNJ0VERSralym63KzMzUymrVssaGqJwa6hWxifI4XAoPT1dv63f4NwGcj3u6dZFn3w41qVt0ZKlOnHihJo1jXZpL1asqFq1bK7ZsXHOtjlz58tkMqlTh3aXHSc6KlKnTp1yrnYnp6TKGhqiMGuojhw5qi1bf5eUFdCtoSHy9PRUZmamNm3eotCQoBz7LFSokIoVK+byS8rJkyc145cYPdz9QUnSIz26a8my5dq1a3cuZwR5ZWbMkBxftRsE5/gCAAA3vwIX0KWsIHvixAlt3rJVm7dsVXp6usL+CbKHDh3Wtu3blZK6Wna73bkN5KLPvvhankVLZnt99sXXuR7/6NGj6t23vx7t0T3H7TNdOnVUfGKSjhw5KkmKiZ2jiDCrypQpne3c/2oS9e/2HYfDIVtKqqyhwQpq3FAeHh5aGZ+oM2fOaM3adYr+Z1/9kSNHlZGRofIVyrv0VadBsMv1jRg52nls5qzZunDhgu69u4sk6Z5unVWkSBGNnzg513MAAACAa1PY3QXcCE2jIyVJiUk2mUwmBQYEKDAwQCVLlpDZbNaKlYk6cOCALBaLghq7Buj7771bg195KVufo0aPUbIt9YpjHz9+XF3ufkDFi/vq/XdH53hOx/ZtZDKZFDdvvu7p1kWLFi/VyDeHXrHvqlWrKDAgQIlJNrVq2VxHjx5TuDVU3t7eatSwvlbGJ+iuO+/QhQsXnL94lC7tJ09PT/217y+Xvn6eOkHnzp2X3W5XkDVKdrvdeWz8xMlq17a1LBaLMjIy5OHhoU4d2mnchEka/MpLMplMV6wVeaNrpxE5to8Y3jqfKwEAAPmlQAb0KlUqKzAgQEnJNpnNZlmtWX/6L1asmOrXq6v4hEQdOnxYYaEh8vLycnmvn18p1a5VM1uffn6lrjju/v0H1K5TN3l4eGjJgjgVL148x/P8/PwUHRmhmNg4lShRQmfOnLns/vOLLm7fiU9IUrItVbfdVlZVqlSWJIVZQzX9519Up3YtWSwWBQc1kiSZzWbdeUcNl5tLJalG9eqSpO07djj3tEvSvn1/afGSZXI4HCpaomy2Gi7u2wcAAMCNUSC3uFwMsknJNtlSUhUW+m+gDLOGaMXKBCXbUq/78Yr/lZhkU3B4tKpUqaxF82ardGm/y57fpXMHLVi4WNOmz1CD+vVcbjC9nOioSO3ctUu/xMTKGhriXM0Os4Zq9549mjx1uqwhwS6/eDz/3LNaunyF5i1YmK2/r7/9weXniZOnqnjx4opftlAJyxe5vMqXL6cfx03IVZ0AAAC4NgUyoEtSk+go/b5tuzZt3qIwa6izPcwaql27d+vEiRPZ9p9fq8+/+kZNW7ZV86ZNNHzoa9q9Z682bNzkfOWkc8cOOnXqlCZNmaYuna68en7Rxe07s2JiFf7f6/rnl5B1v63P9otH9wfvV4f2bdXl7gf05lv/0/IV8Vq0eKl69XlWH3/6hfOXCYfDoXETJqldm1ayhoYoNCTY5dWxfTtN+3mmzpw5czXTAwAAgKtQcAP6PzdUent7q26df78B9GKo9fLyUkhw4zwZa8y7H+jChQsaN2GS6je2ql6jUJdXTgIC/BUc1EgOh0NdOnfM9ViVK1dSxcBA2e12WUP/fWrHbbeVVfXbq0lStl88zGazZk6bpHffHqmly1aoyz0PqFefZ3Xw0CEtiItRnVq1JElrf12njZs2q0P7tjmO3blTe504ccLlG1IBAACQt0yZGWk5f887cA3MFl8NHjTN3WUUeNwkCgBAwVVgV9ABAACAmxEBHQAAADAQAjoAAABgIAR0AAAAwEAI6AAAAICBENABAAAAAyGgAwAAAAbCc9CRp8wWX2VmpLm7DAAAgJsWK+gAAACAgRDQAQAAAAMhoAMAAAAGQkAHAAAADISADgAAABgIAR0AAAAwkMLuLgAFz5Bh891dAgAAt4wRw1u7uwTkMVbQAQAAAAMhoAMAAAAGQkAHAAAADISADgAAABgIAR0AAAAwEAI6AAAAYCAEdAAAAMBACOgAAACAgRDQAQAAAAMhoOejHo/1lEeREkpPT3e2HT58RGaLr0qWDVBmZqaz/c8/d8ps8dXbY8ZKkqrWqK1+Awbm2G+/AQNVtUbtS467f/8BPd6zjyrfXlO+fuVljWyqWbPnOI/v3LlLZouvzBZfDX79jWzv37L1d+fx4SNGXe1lAwAA4CoQ0PNRdFSk7Ha7UlJXO9tsqamSpLS0NK3fsNHZnphskyRFRYZf15inT59WkxZt9Nv6Dfrko/cUFzNDVSpX1j33d1dCYrLLuT4+PoqJnZOtj5jZc+Tl5SUPD4/rqgUAAABXRkDPR02iIyRJSf+Eb0my2VJVv15d+fj4aGV8grM9KdmmIkWKqHGjhtc15tTpM7V9xx/6ecoEdWjXVhHhVv3w7Zfy9fXVLzGzXc5t26alNm/Zqm3bt7u0z46NU4vmTeXp6XldtQAAAODKCOj5qFrVqgrw93eujkuSLWWVIiPCFBoSpJUJSc72pOQUhVlDrnvVulixourbu6cqV67kbCtUqJAcDofKlC7tcm7rli3l5eWl2bFznW0HDx5Ski1FnTt2uK46AAAAkDuF3V3ArcRkMik6KkKxcfNkt9vlcDiUsmq1nnziUfmVKqXPvvxaDodDJ0+e1G/rN2j40Neue8x7unXRPd26uLQtWrJUJ06cULOm0S7txYoVVauWzTU7Nk4vDOgnSZozd75MJpM6dWin518cdN31AABQkMyMGeLuEgxRw4a1Ke4uoUBhBT2fRUdF6sSJE9q8Zas2b9mq9PR0hYWGKMwaqkOHDmvb9u1KSV0tu92uqMgIl/d+9sXX8ixaMtvrsy++zvX4R48eVe++/fVoj+45bp/p0qmj4hOTdOTIUUlSTOwcRYRZVaZM6WznAgAAIO+xgp7PmkZHSpISk2wymUwKDAhQYGCASpYsIbPZrBUrE3XgwAFZLBYFNXYN0Pffe7cGv/JStj5HjR6jZFvqFcc+fvy4utz9gIoX99X7747O8ZyO7dvIZDIpbt583dOtixYtXqqRbw69hisFAKDg69pphLtL0Ijhrd1dAvIYAT2fValSWYEBAUpKtslsNstqDZYkFStWTPXr1VV8QqIOHT6ssNAQeXl5ubzXz6+Uateqma1PP79SVxx3//4Datepmzw8PLRkQZyKFy+e43l+fn6KjoxQTGycSpQooTNnzrD/HAAAIB+xxSWfXdyHnpRsky0lVWGhIc5jYdYQrViZoGRb6nU/XvG/EpNsCg6PVpUqlbVo3myVLu132fO7dO6gBQsXa9r0GWpQv57LDaYAAAC4sQjobtAkOkq/b9uuTZu3KMwa6mwPs4Zq1+7dOnHiRLb959fq86++UdOWbdW8aRMNH/qadu/Zqw0bNzlfOencsYNOnTqlSVOmqUsnVs8BAADyE1tc3KBJVFb49vb2Vt06/34DaPg/Yd3Ly0shwY3zZKwx736gCxcuaNyESRo3YVK245kZadnaAgL8FRzUSCmpq9Wlc8c8qQMAAAC5Y8rMSHO4uwgUHGaLrwYPmubuMgAAuGVwk2jBwxYXAAAAwEAI6AAAAICBENABAAAAAyGgAwAAAAZCQAcAAAAMhIAOAAAAGAgBHQAAADAQnoOOPGW2+Ob45UcAAADIHVbQAQAAAAMhoAMAAAAGQkAHAAAADISADgAAABgIAR0AAAAwEAI6AAAAYCCF3V0ACp4hw+a7uwQAAPLdiOGt3V0CCghW0AEAAAADIaADAAAABkJABwAAAAyEgA4AAAAYCAEdAAAAMBACOgAAAGAgBHQAAADAQAjoAAAAgIEQ0N2kx2M95VGkhNLT051thw8fkdniq5JlA5SZmels//PPnTJbfPX2mLGSpKo1aqvfgIE59ttvwEBVrVH7smN/8tkXataynfPn4SNGyWzxldniq62/b8t2/quvD3Me37lz11VdJwAAAK4OAd1NoqMiZbfblZK62tlmS02VJKWlpWn9ho3O9sRkmyQpKjL8usY8e/asYuPmaujwkdmOeXh4yMvLSzGz52Q7FjN7jnx8fK5rbAAAAOQOAd1NmkRHSJKS/gnfkmSzpap+vbry8fHRyvgEZ3tSsk1FihRR40YNr3m87Tt2qEjxMurc7X6dOHEi23FPT081b9ZEs2PjXNq3bd+uLVt/V7s2ra55bAAAAOQeAd1NqlWtqgB/f+fquCTZUlYpMiJMoSFBWpmQ5GxPSk5RmDVEHh4e1zxeYECA1q1O1rrVyerYoV2O53Tp1FGJyTYdOnTY2RYzO05eXl5q1bLFNY8NAACA3Cvs7gJuVSaTSdFREYqNmye73S6Hw6GUVav15BOPyq9UKX325ddyOBw6efKkflu/QcOHvnZd43l5eal2rZqSpJIlSijtRFq2czp1aKc+z/TXnLnz9fijD0uSZsfGqWWLZipWrOh1jQ8AQH6ZGTPklhp3w9oUt4yLG4cVdDeKjorUiRMntHnLVm3eslXp6ekKCw1RmDVUhw4d1rbt25WSulp2u11RkREu7/3si6/lWbRkttdnX3x9zfWUKVNakeFhionN2od+5MhRJSQlq0unjtd1nQAAAMg9VtDdqGl0pCQpMckmk8mkwIAABQYGqGTJEjKbzVqxMlEHDhyQxWJRUGPX/ef333u3Br/yUrY+R40eo2Rb6jXX1KVzBw0eMlxnzpzRnLnzJEkd27fVshUrr7lPAADyU9dOI9wy7ojhrd0yLgoeArobValSWYEBAUpKtslsNstqDZYkFStWTPXr1VV8QqIOHT6ssNAQeXl5ubzXz6+Uc8vK/2+/Hl06ddTzL76iRUuWKSY2TlER4Spd2u+6+gQAAEDuscXFjS7uQ09KtsmWkqqw0BDnsTBriFasTFCyLfW6H694NSpWDFSjhg00bfoMLVi4WF06d8i3sQEAAEBAd7sm0VH6fdt2bdq8RWHWUGd7mDVUu3bv1okTJ7LtP7/RunTqoImTp+r06dPq3JGADgAAkJ8I6G7WJCorfHt7e6tunX+/ATT8n7Du5eWlkODG+VpT1y6d5HA41KhhA1WsGJivYwMAANzqTJkZaQ53F4GCw2zx1eBB09xdBgAA+Y6bRJFXWEEHAAAADISADgAAABgIAR0AAAAwEAI6AAAAYCAEdAAAAMBACOgAAACAgRDQAQAAAAMhoAMAAAAGwhcVIU+ZLb7KzEhzdxkAAAA3LVbQAQAAAAMhoAMAAAAGQkAHAAAADISADgAAABgIAR0AAAAwEAI6AAAAYCCF3V0ACp4hw+a7uwQAwH+MGN7a3SUAuAqsoAMAAAAGQkAHAAAADISADgAAABgIAR0AAAAwEAI6AAAAYCAEdAAAAMBACOgAAACAgRDQAQAAAAMhoOczu92uTz//Ui1ad5BfuYqqfldd3ffQI1q9Zq3LeTt37pLZ4iuzxVeDX38jWz9btv7uPD58xKhLjrd8RbxatumoMhUqqUyFSmrVtpNWxidKkhwOhypWu1PWyKYu75k+4xeZLb7q1O0+l/bvfxwvs8VXybaUa7x6AAAAXAkBPR+dO3dO7Tp106DBQ9UkOlIzpk7UmLdHKTMzU+HRLfTt9z9le4+Pj49iYudka4+ZPUdeXl7y8PC45Hhr1v6q1u07q0yZ0po+eYKmTPhJFm+LWrXrpLW/rpPJZFJ0ZITWrF2nM2fOON9nS0mVJCUkJstutzvbk5JtKlq0qBo1bHA90wAAAIDLIKDno08//0qLlyzT0oVxen3wIEVHRahLpw6aPnm8evd6QgMGvqx9+/5yeU/bNi21ectWbdu+3aV9dmycWjRvKk9Pz0uON2Xaz6pQvrzG/fCNoqMi1KxptKZNGieLxaIp036WJEVHRerChQtatfrfFXybLVXRkRH6+++/tWHjJmd7UrJN1tDgy/5SAAAAgOtDQM8nDodDo8e8p+4P3q+gxo1cjplMJg0f+poKFSqkjz/7wuVY65Yt5eXlpdmxc51tBw8eUpItRZ07drjsmMV9feXl5alChf79f7OHh4c8PAqrZIkSkqSm0ZGSssK3lLXKv3rtr+rTu6eKFCmi+ISs7TDHjx/Xps1b1CQq8tomAAAAALlS2N0F3CoOHjykI0eOKjzMmuPxEiVKqE7tmlq/YaNLe7FiRdWqZXPNjo3TCwP6SZLmzJ0vk8mkTh3a6fkXB11yzG5dO2vEqLc1fMQoDej/jDIzM/XmyNE6ffqMunXtJEmqWrWKAvz9lfhPQP9t/QZlZGQoKiJcIUGNtSI+UU/3eUrJ/2x7iYqMuO65AAC4mhkz5Kbuf8Na7k0C8hIr6Plk9549kiR///KXPMff31+7du3O1t6lU0fFJybpyJGjkqSY2DmKCLOqTJnSlx3zjhrVNejF5zVi1NvyK1dRZf2r6JPPvtSbw15X9dtvl5S1eh8dFaGkZJscDodsKamqWqWyypW7TWHWEMUnJMrhcCgpySZvb28FNW54rVMAAACAXGAFPZ9UDAyUJO3d+9clz9m7d68qVaqYrb1j+zYymUyKmzdf93TrokWLl2rkm0OvOOYHH32qt/73jl55aaDatG4ph8OhmNg5eumV1+Tr66ueTzwqSWoSHaUJk6Zo+44dSralKswaKkkKD7dq5Ogx2vHHH0pKTpE1JPiye94BANema6cRN7T/EcNb39D+AeQtVtDzyW23lVXp0n7OPd3/3/Hjx7Vh42bVqV0r2zE/Pz9FR0YoJjZOi5Ys05kzZ664/1ySvvjqG/V84jGNHDFMkRFhiooM17tvj9ID992jL7/+1nlek6isbSuJSTbZUlJltYZIkkKDg2QymbR02UrZUlcpOortLQAAADcaAT2fmEwmvfLSQE2cPNX5GMOLHA6Hhg5/S3a7Xf2e7pPj+7t07qAFCxdr2vQZalC/nipXrnTFMTMyzspszv7/YrPZ7PJYxSpVKiswIEAxsXHa8cefCgvNCujFixdXndq19PmXX+vUqVPsPwcAAMgHbHHJR8/0fUrzFy5S89Yd9OrLAxUZEa7jf/+tn8ZP1Jy4efrs4w/k718hx/d27thB/Z9/SZOmTNMbQwbnarzevZ7QsDdHqrSfn1q1bCGHw6HYuLmaMGmKPnjvbed5JpNJTaIjNWHSFPn6+qpWzbucx8KsIfriq2/l5eWl4KBGOQ0DAACAPMQKej7y9PRUXMwMjR45XIuXLFPXex/UCy++IpPJpITli/TEYz0u+d6AAH8FBzWSw+FQl84dczXeq4Ne1NdffKr5CxepQ5d71KnbfVoZn6Cfvv9az/6/lfroqEjZ7XaFBDeW2Wx2tl986kxocJAsFss1XDUAAACuhikzI83h7iJQcJgtvho8aJq7ywAA/Ac3iQI3F1bQAQAAAAMhoAMAAAAGQkAHAAAADISADgAAABiI4QL6hQsX3F0CAAAA4DaGCOhrf12n1u07q0QZfy1YtFiffPaFxk2Y5O6yAAAAgHzn9oC+7rf1imjSUps2b9GpU6ckSceOHdcTvfpq5qzZbq4OAAAAyF9ufw56u07ddOTIUU2d+JNuv6uuYmZOVfOmTRTVrJUKFSqkpJVL3VkerpLZ4qvMjDR3lwEAAHDTcvsK+qrVa9SxfVt5eHg427y8vNSuTWtt2rzVjZUBAAAA+c/tAb1Y0WI6fORItvY//twp/wrl3VARAAAA4D5uD+jNmzXRlGk/Kz4xSZK0e89ejfzfO5o0ZZpaNG/q5uoAAACA/OX2PehHjx6VNbKZ/ty5Sw6HQyaTSQ6HQzXvulMJyxfJx8fHneXhKrEHHQAA4Pq4PaBL0unTp/Xp518pdfUaFTabFWYN0VM9n5Cnp6e7S8NVIqADAABcH0MEdBQcBHQAAIDrU9gdg7bvfHeuzjOZTIr9ZfoNrgZ5bciw+e4uAcgTI4a3dncJAIBbkFsC+vwFi3J1nslkusGVAAAAAMbiloC+Y8t6dwwLAAAAGJ5bAnqlShWzte3du0/rN26Uw+FQnVq1FBgY4IbKAAAAAPdyS0D/r7Nnz+rpfs/rp/ETXdofefghff7JBzzJBQAAALcUtwf014e9qR/HTVCD+vWcX0y0cNES/TR+okqVKqkxo0e6uUIAAAAg/7j9MYuVb6+pmjXv1JxZPztvCnU4HGrXqZs2bdqiXTs2u7M8XCWzxVeDB01zdxlAnuApLgAAdyjk7gIy7Zlq3rSJyxNbTCaTWjRr6r6iAAAAADdxe0Dv1qWTZsfGKTMz09l24cIFxcyeo3vu7uK+wgAAAAA3cHtAP336jJJTUlWnQbD6DRiofgMGqk6DYKWuXqOTJ0/pmf7P65n+z+vZ517IdZ92u12ffv6lWrTuIL9yFVX9rrq676FHtHrNWpfzdu7cJbPFN2tbxutvZOtny9bfnceHjxiVq7FfGzJcZouvps/4RZJ06tQpWXz89MDDj7mc9977H8ls8VX/5190aX/jzZEyW3y1f/8Bl/Yej/WUR5ESSk9Pd7YdPnxEZouvSpYNcPkF588/d8ps8dXbY8Y6286ePavhI0YpPLq5ipeuoErV7tK9D/aQLSX1ktcSHt1cZouvfvhpQq6uHQAAANfP7QH9+x/H6cKFC/p923Z9/uU3+vzLb7Rt+w6dO3dO337/o778+jvnKzfOnTundp26adDgoWoSHakZUydqzNujlJmZqfDoFvr2+5+yvcfHx0cxsXOytcfMniMvLy95eHjkauzYuLl6+92xLm1FixZVcONGSkqyubQn/xOM4xOSXNoTk1NUo/rtKl++nEt7dFSk7Ha7UlJXO9tsqVl9pKWlaf2Gjf/pI2usqMhwSdLRo0cVEt5EX3/3g3o8/JDmz/lFn36cVWdUs9aaOWt2tmv5fds2JdtSVbZsGY37f0/YAQAAwI3j9qe4LJ6fPRhfj08//0qLlyxT4orFCmrcyNneuWN7DRj4sgYMfFltWrWQv38F57G2bVpq6rQZ2rZ9u6rffruzfXZsnFo0b6ply1decdydO3fpsSd7a0D/Z/T+h5+4HIuOitCot9/Vnj17nc93t6WkKjoyQiviE/T333+rRIkSyszMlC0lVQ/cd0+2/ptER0iSkpJtat6sSVYftlTVr1dXO/74UyvjE1S/Xl3nOUWKFFHjRg0lSUOHv6W9+/Zpw9pUlSt3m7PP9m3b6JHHe6nfgIFq16aVvLy8nMfGT5isShUr6rVXX9ZTfZ/Vzp27VLlypSvOAwAAAK6P21fQo6Micv26EofDodFj3lP3B+93CedS1o2nw4e+pkKFCunjz75wOda6ZUt5eXlpduxcZ9vBg4eUZEtR544drjju2bNndX/3R9S0SbSe6fNUtuNNoqMk/buyvXfvPu3b95deHPicHA6HEpKSJUkbNm7SyZMnc7zWalWrKsDf39mHJNlSVikyIkyhIUFa+Z+V+KTkFIVZQ+Th4aG///5bX33zvZ7v/6xLOL84J999/bm2rF/j8lcCu92u8ROn6OGH7td993RVkSJFNH7i5CvOAwAAAK6f2wP6oUOH1fvp/qrTIFgBVWq4vAKr3nFVfR08eEhHjhxVeJg1x+MlSpRQndo1XbaDSFKxYkXVqmVzzY6Nc7bNmTtfJpNJnTq0u+K4A19+VceP/61vvvjE5Wk0F1lDg+Xh4aGkf8J1ckqqihYtqlYtmqtK5cpaGZ8o6d8AHx2ZPaCbTCZFR0Uo2ZYqu92uzMxMpaxaLWtoiMKtoVoZnyCHw6H09HT9tn6Ds4/NW7bKbrcrNCQ4x9o9PDxUrFgxFSr070dhZXyidu3erYe7PyAfHx/d3bWzfho/UQ6HW5/ICQAAcEtw+xaXnn2eUdzc+ZKkIkWK5Hq/d05279kjSfL3L3/Jc/z9/bVx46Zs7V06dVSvPs/oyJGjKl3aTzGxcxQRZlWZMqUvO+bkqdP13Q/jlLB8kYoXL67jx//Odk6RIkUUEtTYGdBtKakKCWqswoULK8waoviErICelGRTtapVXLbf/Fd0VKQmTJqizVu2OsN4WGiISvv56Y0Ro7Rt+3bt2bNPdrtdUf8E9N179kqSKlT4d04OHDioitXudOl74dzZzpX7cRMmyRoarBrVq0uSHu3RXeMmTFJCYrIiwnP+5Qe4GcyMGXJDz9+wNuWqzgcAICduX0FfGZ+oli2a6a9d25V2dL+OHtjt8roaFQMDJUl79/51yXP27t2rSpUqZmvv2L6NTCaT4ubN1+nTp7Vo8VJ16Xz57S2bt2zVU337aey7o9Wgfr3LntskOlJrf/1Np0+fls2WqjBriCQpPMyqVavX6vTp00pKtjmDdU6aRkdKkhKTbEq2pSowIECBgQEKCW4ss9msFSsTlZRsk8ViUVDjrP3nAf7+kqR9+/6dEz+/UlqTkqA1KQn65stPlZmZ6VwdP3PmjH6eOUv33dNNGRkZysjIUEhwYwX4++snbhYFAAC44dy+gl6lciU1iYpU2bJlrruv224rq9Kl/RSfkKinej6e7fjx48e1YeNm9e3dM9sxPz8/RUdGKCY2TiVKlNCZM2euuP986rSfderUKfV7bqD6D8h6XOLFoPtA90dVqFAh58p0dFSk3vrfO0pITNbqtb9q8KsvSZLCw0J1/vx5zZo9R3/8uVNDX3/1kuNVqVJZgQEBSkq2yWw2y2rN2rZSrFgx1a9XV/EJiTp0+LDCQkOcN3zeUaO6TCaTkpJtatE868ufPDw8VLtWTUlSss31MYuzZs9RWlqann/xFT3/4isux6b9PFMfvPe2ihQpctl5AYyqa6cRV3U+3yQKAHAHt6+gD3rpBX33w0+at2Chjh07dl19mUwmvfLSQE2cPDXb870dDoeGDn9Ldrtd/Z7uk+P7u3TuoAULF2va9BlqUL/eFZ9a0rd3L61bnay1qYnOFenYWdMlSWNGj9SalAQ1btRAUtY+dE9PT335zXc6e/asQoODJEk177pTJUqU0Jj3PpCU8/7z/15fdFSEkpJtsqWkKiw0xHkszBqiFSsTlGxLdT5eUZJKl/bToz2664OPP9Nff+136e/8+fP64adxLm3jJkxSsybRSli+yOX189SJSktL0y8xsZedEwAAAFwft6+gN4mKVGamXR273JvtmMlk0rlTx6+qv2f6PqX5CxepeesOevXlgYqMCNfxv//WT+Mnak7cPH328QeX3OPduWMH9X/+JU2aMk1vDBl8xbHKli2TbeW/WNGikqTAwADnKrUkeXt7KzQ4SLNiYlWr5l0qUaKEJKlQoUIKDQnSvPkLVblSJVWsGHjZMZtER2n8xMkymUwKs4Y628Osofr406yn0/z/bTJvDntdiUnJCg6P1pDBr6he3draf+CgPv7kc+3Zs8953oEDB7Vg4WJ9/smHOd5UekeN6vpp/EQ99MB9V5wbAAAAXBu3r6A/3quPdu7apcKFC6tK5UqqUf1256v67dWuuj9PT0/FxczQ6JHDtXjJMnW990G98OIrMplMSli+SE881uOS7w0I8FdwUCM5HA516dzxei4rR9FREbLb7bL+Z+VbkiL+eerMf1e+L6XJPzdyent7q26d2s728H/CupeXl0KCG7u8x9+/glISl+v+e+/WN9/9oJZtO2nIsDdVuXIlrVgy3/nkmUlTpslut6t925z/rN+5UwctXrLMZT87AAAA8pYpMyPNrc/O8ytXUS1bNNOEH7+V2Wx2ZynIA2aLrwYPmubuMoA8wR50AIA7uH0FvUb1aqpbuxbhHAAAAJAB9qAPfuVlPT9wkCpUqKDgoEYq7efncjwvnu4CAAAA3CzcHtC73vOATCaTevV5Jtuxa7lJFAAAALiZuT2gR0WEO29SBAAAAG51bg/oSxbGubsEAAAAwDDcHtAl6eDBQ1qybLn++ONP2e12XbhwQceOH9fRo8c0cdz37i4PAAAAyDduD+i2lFR17Hqvjh//W1LWN35eVLiw28sDAAAA8pXbH7P42pDhMplM+vjD9xTg768RbwzR+++OVmBAgDb8muLu8gAAAIB85fYvKip1W6CefPwRjRk9Um07dlXb1i3V/9mn9cJLr2jzlq2aO3umO8vDVTJbfJWZkebuMgAAAG5abl9B9/T0cG5lqVH9dm3avFWSVKF8eaWuWu3O0gAAAIB85/aAHh5m1Q8/jVds3FxFR0Vqztx5Sl21Wr/EzJbFYnF3eQAAAEC+cntAHz1yuDw8PPT9j+PVumVzmQuZFRbVXMm2VHXt3NHd5QEAAAD5yq170C8+seXkyZPavuMPVa1SWV9/+4PW/rpO/v4VNHzoa/L29nZXebgG7EEHAAC4Pm5bQR8/cbJuv7OuDh8+Ih8fH/399wlVur2mXn19mKZOn6Fjx47Ly8vLXeUBAAAAbuGWB43HzZuvx57srdKl/eTl5akLFy6oZ+9ndPLkSXXu1EEOh0M/jpsga2iInnz8EXeUCAAAALiFW7a4tGzTUX/8uVOrbStVokQJLV6yTK3bd1aTqEgtmh8rSWrSvI3OnT+nxBVL8rs8XAezxVeDB01zdxkAAAMYMby1u0sAbkpu2eLy24YN6tC+jUqUKCFJWhmfIJPJpHvu6eo8p2mTKG39fbs7ygMAAADcxi0BPSPjrCqUL+/8+dff1kuSrCHBzrbChQvLbHb7Q2YAAACAfOWWBFyj+u1avjJeknTs2DEtWrxUxYv7qnatmpKkc+fOaer0GapR/XZ3lAcAAAC4jVsCeo/uD2jBwsVq3/luNW3ZTmfPntWD998rs9ms5Svi1axVO23avEVP9XzCHeUBAAAAbuOWp7g83ecpJdlSNG36TElSWGiIRrwxRJL07fc/KtmWqp5PPKaHH3rAHeUBAAAAbuPWLyrat+8vnTp9StVvv10mk0lS1iMY/UqVUkhwkLvKwnXgKS4AgIt4igtwbdyygn6Rv3+FbG3t2vA/ZgAAANy6eEwKAAAAYCAE9Hxmt9v16edfqkXrDvIrV1HV76qr+x56RKvXrHU5b+fOXTJbfLO2jLz+RrZ+tmz93Xl8+IhRuRr7tSHDZbb4avqMXyRJp06dksXHTw88/JjLee+9/5HMFl/1f/5Fl/Y33hwps8VX+/cfyPX1AgAA4OoQ0PPRuXPn1K5TNw0aPFRNoiM1Y+pEjXl7lDIzMxUe3ULffv9Ttvf4+PgoJnZOtvaY2XPk5eUlDw+PXI0dGzdXb7871qWtaNGiCm7cSElJNpf25JRUSVJ8QpJLe2JyimpUv13ly5fL1ZgAAAC4egT0fPTp519p8ZJlWrowTq8PHqToqAh16dRB0yePV+9eT2jAwJe1b99fLu9p26alNm/Zqm3bXb9VdXZsnFo0bypPT88rjrtz5y499mRvDej/TLZj0VER2rtvn/bs2etss6WkKjoyQr+t36C///5bkpSZmSlbSqqiIiOu4coBAACQWwT0fOJwODR6zHvq/uD9CmrcyOWYyWTS8KGvqVChQvr4sy9cjrVu2VJeXl6aHTvX2Xbw4CEl2VLUuWOHK4579uxZ3d/9ETVtEq1n+jyV7XiT6ChJUmJy1ir63r37tG/fX3px4HNyOBxKSEqWJG3YuEknT55UdBQBHQAA4EZy61NcbiUHDx7SkSNHFR5mzfF4iRIlVKd2Ta3fsNGlvVixomrVsrlmx8bphQH9JElz5s6XyWRSpw7t9PyLgy477sCXX9Xx439rQVyMjh//O9txa2iwPDw8lJRs0/333q3klFQVLVpUrVo0V5XKlbUyPlHt27ZxBvhoVtAB4KY2M2ZIgRxrw9qUfBsLuNFYQc8nu/fskST5+5e/5Dn+/v7atWt3tvYunToqPjFJR44clSTFxM5RRJhVZcqUvuyYk6dO13c/jNOUiT+pePHiOZ5TpEgRhQQ1VtI/AdyWkqqQoMYqXLiwwqwhik9IlCQlJdlUrWqVHB+NCQAAgLzDCno+qRgYKEnau/evS56zd+9eVapUMVt7x/ZtZDKZFDdvvu7p1kWLFi/VyDeHXna8zVu26qm+/TT23dFqUL/eZc9tEh2p/73znk6fPi2bLVVNm2RtewkPs2rq9Bk6ffq0kpJtio6KvNJlAgAMrmunEfk2Fl9UBFwbVtDzyW23lVXp0n7OFen/7/jx49qwcbPq1K6V7Zifn5+iIyMUExunRUuW6cyZM1fcfz512s86deqU+j03UJ5FS8qzaElVr5kV1B/o/qg8i5bU8hXxkqToqEhlZmYqITFZq9f+Kqs1RJIUHhaq8+fPa9bsOfrjz53sPwcAAMgHBPR8YjKZ9MpLAzVx8lTZ/nmM4UUOh0NDh78lu92ufk/3yfH9XTp30IKFizVt+gw1qF9PlStXuux4fXv30rrVyVqbmqg1KQlak5Kg2FnTJUljRo/UmpQENW7UQFLWPnRPT099+c13Onv2rEKDgyRJNe+6UyVKlNCY9z6QxP5zAACA/MAWl3z0TN+nNH/hIjVv3UGvvjxQkRHhOv733/pp/ETNiZunzz7+4JJ7vDt37KD+z7+kSVOm6Y0hg684VtmyZVS2bBmXtmJFi0qSAgMDVLtWTWe7t7e3QoODNCsmVrVq3qUSJUpIkgoVKqTQkCDNm79QlStVUsWKgdd45QAAAMgtVtDzkaenp+JiZmj0yOFavGSZut77oF548RWZTCYlLF+kJx7rccn3BgT4KziokRwOh7p07pjntUVHRchut8saGuLSHvHPU2eiIsPzfEwAAABkZ8rMSHO4uwgUHGaLrwYPmubuMgAABsBNosC1YQUdAAAAMBACOgAAAGAgBHQAAADAQAjoAAAAgIEQ0AEAAAADIaADAAAABkJABwAAAAyE56AjT5ktvsrMSHN3GQAAADctVtABAAAAAyGgAwAAAAZCQAcAAAAMhIAOAAAAGAgBHQAAADAQAjoAAABgIIXdXQAKniHD5ru7BAAAcIONGN7a3SUUWKygAwAAAAZCQAcAAAAMhIAOAAAAGAgBHQAAADAQAjoAAABgIAR0AAAAwEAI6AAAAICBENABAAAAAyGgAwAAAAZCQM9ndrtdn37+pVq07iC/chVV/a66uu+hR7R6zVqX83bu3CWzxVdmi68Gv/5Gtn62bP3deXz4iFGXHG/hoiWKbtZaJcsGqEKl29X9kSe0a9duSdI33/0os8VXc+cvcHlP3YYhMlt8s9VUpXotte3Y9RqvHAAAALlBQM9H586dU7tO3TRo8FA1iY7UjKkTNebtUcrMzFR4dAt9+/1P2d7j4+OjmNg52dpjZs+Rl5eXPDw8LjnewkVL1KZDF9WrV0dzZv2sjz94T7aUVerQ5R5lZmaqSXSEJCkpyeZ8z4kTJ7Rp8xZJUnxCorN979592r1nj6IjI675+gEAAHBlhd1dwK3k08+/0uIly5S4YrGCGjdytnfu2F4DBr6sAQNfVptWLeTvX8F5rG2blpo6bYa2bd+u6rff7myfHRunFs2batnylZcc739vv6smUZH6cOwYmUwmSZLD4dD9Dz2izVu2qlbNu+TvX0FJySnO96SuWiNJigizakV8op7r94wkKcmWdU4UAR0AAOCGYgU9nzgcDo0e8566P3i/SziXJJPJpOFDX1OhQoX08WdfuBxr3bKlvLy8NDt2rrPt4MFDSrKlqHPHDpcds169Our55GPOcP5fpf38ZDKZ1CQqUrbUVbpw4YIkyZaSqjq1a6ltm1aKT0iUw+GQJCUl21SkSBE1btTgmq4fAAAAucMKej45ePCQjhw5qvAwa47HS5QooTq1a2r9ho0u7cWKFVWrls01OzZOLwzoJ0maM3e+TCaTOnVop+dfHHTJMd9/9+1sbT/P/EW1at6lcuVukyRFR0VqwqQpWr9hoxrUr6fklFRZQ0MUZg3Va0OHa8vW33XXnXcoKdkma2iIPD09r3UKAADAdZgZM8TdJbgwWj0b1qZc+aSbBCvo+WT3nj2SJH//8pc8x9/f33kD53916dRR8YlJOnLkqCQpJnaOIsKsKlOm9FXVMHX6DE2bPlMfjh3jbGsS9c8+9GSbHA6HbCmpsoYGK6hxQ3l4eGhlfKLOnDmjNWvXKToy/KrGAwAAwNVjBT2fVAwMlCTt3fvXJc/Zu3evKlWqmK29Y/s2MplMips3X/d066JFi5dq5JtDr2r8JUuXq2fvZ/TaKy+paZMoZ3vVqlUUGBCgxCSbWrVsrqNHjyncGipvb281alhfK+MTdNedd+jChQvsPwcAwI26dhrh7hJcjBje2t0lFFisoOeT224rq9Kl/VyejPJfx48f14aNm1Wndq1sx/z8/BQdGaGY2DgtWrJMZ86cueL+8/+aOWu22ne+Wy8+319vDH3N5ZjJZFJ0VISSklOUbEvVbbeVVZUqlSVJYdZQxSckKSnZJovFouCgRjn0DgAAgLxEQM8nJpNJr7w0UBMnT5UtJdXlmMPh0NDhb8lut6vf031yfH+Xzh20YOFiTZs+Qw3q11PlypWuOKbdbteIkaPV47Ge+uj9dzX09VdzvGE0OipSO3ft0i8xsbKGhjjPCbOGaveePZo8dbqsIcHy8vK6hisHAADA1SCg56Nn+j6lFs2bqnnrDhr5v3e0YmWCZs2eo3seeFhff/uDPhw7xuURi//VuWMHnTp1SpOmTFOXTldePT9x4oQ6dbtPY8Z+qE8/GitraLA2bNzkfO3du895btPoSEnSrJhYhVtDne1hoSGSpHW/rVcU+88BAADyBXvQ85Gnp6fiYmbosy++0oyZMRr74ScqUby4GjSop4Tli9So4aUfYRgQ4K/goEZKSV2tLp07XnGstb/+prnzsr4h9IlefbMdf+Thh/T9N1mPdKxcuZIqBgZq9549soYGO8+57bayqn57NW3bvoP95wAAAPnElJmR5nB3ESg4zBZfDR40zd1lAACAG4ybRG8ctrgAAAAABkJABwAAAAyEgA4AAAAYCAEdAAAAMBACOgAAAGAgBHQAAADAQAjoAAAAgIHwHHTkKbPFV5kZae4uAwAA4KbFCjoAAABgIAR0AAAAwEAI6AAAAICBENABAAAAAyGgAwAAAAZCQAcAAAAMpLC7C0DBM2TYfHeXAACXNWJ4a3eXAACXxAo6AAAAYCAEdAAAAMBACOgAAACAgRDQAQAAAAMhoAMAAAAGQkAHAAAADISADgAAABgIAR0AAAAwEAK6GzRr2U5mi2+Or+dfHCRJerxnH9VtGHJV/Z49e1YBVWpo2fKVzrYTJ07o+RcHqUbNeipW8jbVb2zVt9//JElyOByqWO1OWSObuvQzfcYvMlt81anbfS7t3/84XmaLr5JtKddy2QAAAMgFvknUTSLDw/TJR2OztfuVKnXVfdntdu3b95defX2Y9u8/4NLeudv92rvvL4166w0FBvhr6vQZeqrvsypatIgeuO8eRUdGaOr0GTpz5oy8vb0lSbaUVElSQmKy7Ha7ChXK+j0uKdmmokWLqlHDBtdyyQAAAMgFArqb+Pj6qHatmnnS16NPPKWJk6dma1+xMkErExK1ZEGcoqMiJEmhIcFasnS5fp45KyugR0Vq4uSpWrV6rSIjwiRJNluqoiMjtHxlvDZs3KS6dWpLygro1tBgeXh45EndAAAAyI4tLgXAqBFvaN3qZMXNnpHt2CMPP6TgoEbOn00mkxwOh8qULi1JahodKSkrfEvSuXPntHrtr+rTu6eKFCmi+IRESdLx48e1afMWNYmKvNGXAwAAcEtjBb0ACAwMUKCkYkWLurQ3iY5Uk2jXQL1l6+/auGmzhr7+qiSpatUqCvD3V+I/Af239RuUkZGhqIhwhQQ11or4RD3d5ykl/7PtJSoy4sZfEAD8PzNjhhi6P0nasJb7cwDkDVbQ3SRu7nx5Fi2Z7bVq9ZobNmZGRoa6P/KEmkZHqVuXTpKyVtSjoyKUlGyTw+GQLSVVVatUVrlytynMGqL4hEQ5HA4lJdnk7e2toMYNb1h9AAAAYAXdbS51k2i1qlVuyHgZGRnq/uiTOnT4sGZOm+S88VOSmkRHacKkKdq+Y4eSbakKs4ZKksLDrRo5eox2/PGHkpJTZA0Jlqen5w2pDwAup2unEXna34jhrfO0PwDISwR0N8nLm0SvJD09Xd3ufUh/7tylFYvnq2LFQJfjTf65gTQxySZbSqpeeL6/JCk0OEgmk0lLl62ULXWVXh44IF/qBQAAuJWxxaWA27L1d1kjm+ns2bNasWS+qlSpnO2cKlUqKzAgQDGxcdrxx58KC816/nrx4sVVp3Ytff7l1zp16hT7zwEAAPIBK+hukp6Wrg0bN2Vr9ytVSuXLl8s6J/2k5i1YmO2cioGBqnnXnVccY+as2Xrsyd4Ks4Zo1Ig3dOz4cR07ftx5vEb12+Xp6SmTyaQm0ZGaMGmKfH19VavmXc5zwqwh+uKrb+Xl5eXyNBgAAADcGAR0N1mZkKh6jUKztfd/tq/ef/dtSdLuPXvUvtPd2c55uk8vffzBe1cc4+NPPtfJkye1YOFiLVi4ONvxHVvWq3LlSpKk6KhIjZswSSHBjWU2m53nhIdZ9cVX3yo0OEgWiyXX1wcAAIBrY8rMSHO4uwgUHGaLrwYPmubuMgDgsrhJFICRsQcdAAAAMBACOgAAAGAgBHQAAADAQAjoAAAAgIEQ0AEAAAADIaADAAAABkJABwAAAAyEgA4AAAAYCF9UhDxltvgqMyPN3WUAAADctFhBBwAAAAyEgA4AAAAYCAEdAAAAMBACOgAAAGAgBHQAAADAQAjoAAAAgIEUdncBKHiGDJvv7hJwg4wY3trdJQAAUOCxgg4AAAAYCAEdAAAAMBACOgAAAGAgBHQAAADAQAjoAAAAgIEQ0AEAAAADIaADAAAABkJABwAAAAzklgrozVq2k9nim+Pr+RcHSZIe79lHdRuGXFP/DodD3R95QmaLr1atXiNJ2r5jh8wWX73y2lCXc/sNGCizxVdjP/jYpf2xJ3vL16+8zp8/79Ie1bSVylesJofD4WxbtXqNzBZf1WsU6nLu0mUrZLb4avLU6c62EydOaODLryrIGiWfUuVU7Y46eqJXX23esjXHa8nMzFRg1Ttktvhq2fKVVz8ZAAAAuCa3VECXpMjwMK1bnZzt9fLA56+77y+++sYlFEtStapV5e9fQUlJNpd2W8oqSdLKhESX9qRkm8KsIfLw8HBpj46K0KFDh/XHH3/+p49USdKGjZt07Ngxlz4kKToyQlLWLwkNgsI1d94C9XumjxbNm613Rr+l3bv3KDSiqfP8/1qydLn++mu/ypQprZ/GT7yqeQAAAMC1u+UCuo+vj2rXqpntVb58uevqN3XVag18ebAG9H/Gpd1kMik6MkKpq9fo3LlzkqTTp09r3W/rFR0ZofiERNntdknSoUOHtX3HH85g/V/RUZGSpMT/hOlkW6qiIsIlSfGJyc72xGSbqt9eTeXLl5PD4dBzL7wsT08PpSQu1yMPP6SQ4CDd3bWz5s35RQ3r19NzL7zssjIvSeMmTFJURLj69HpSP8+cpVOnTl3X/AAAACB3brmAfiMcO3ZM9z/0qJ7p+5Q6tm+X7XiT6CidPXtWa39dJ0las3adLly4oIEv9NexY8ed20ySbCmS/g3j/3VxVT0pOcXZZktJVedO7VWj+u2K/2cl3m63K9mW4uxjw8ZNmjd/oV4fPEjFihVz6bNw4cKaHzdLSxbMcWlPT0/XzFmz9XD3B9Wj+4M6efKkZvwSc63TAwAAgKtQ2N0F3Ozsdrse69lHFSqU06gRbyjhPyvZFzWJyloRT0q2KSQ4SLaUVN15Rw21aNZUXl5eWhGfoFo171JSsk3e3t5q3KhBtj6KFCmikKDGzu0ohw8f0Y4//pQ1NETrN2zSyvgESdLW37fp+PG/FRWZtbK+YeMmSZI1JDjH+j09PeXp6enSNuOXGNntdt3TrbOKFy+uqIhw/TRuonp0f/AaZwk3g5kxQ/LknA1rU654DgAAuLRbbgU9bu58eRYtme118abOqzXmvQ+UlGzTpHE/ZNs3flHVqlUU4O+vxH9Wv5NTUmUNDZGXl5eCGjVUfHzW6ndSkk1hoSHZAvNF0VERWr9ho9LS0mRLTZXFYlGD+vUUZg3VmrXrdOrUKSUmue4/37NnrySpQoXyzn6SbSnZrn/nzl3O4+MnTFaXTh1UvHhxSdIjPbpr6fIV2r17zzXNEQAAAHLvlltBjwwP0ycfjc3WXq1qlavua9nylRo6/C3NnD5JgYEBlzzPZDKpSXSklixbLofDIVtKqt4Y8pokKTzMqvGTJuvcuXNKXb1Ggwe9eMl+mkRHaeToMbKlrJLNlqqgRg3l6empiHCrLly4oKTkFCUl21S1SmUFBPhLkvz9K0iS9v31l26vVk2SVLdOba1JyVpxnxM3T4OHvOEcY8+evVq6fIWmT5mgjIwMSVKHdm1ksVg0fuJkDX7lpaueJ9wcunYaccVzRgxvnQ+VAABwa7vlVtAvdZOot7f3Vff147gJunDhgrrc/YBzJbpl246SJGtkM5eV6eioSP31134lJtm0b99fCrNmPcoxLCxE+/b9pRm/xOjs2bM57j+/KDQkSJ6enkpKtsmWskrWf/qoUf12lS7tp/iERCUl21z6qHnXnZLkXFmXsrbLXLzukydPuowxcfJUORwO3X3fQypaoqyKliircoFVdebMGf00fmK2m0kBAACQt265gJ6XRrwxROtWJ2tNSoLz9dXnn0iSxv3wjdakJDi3llzch/7+R5+oVKmSqlH9dklSWGhWyH7n3fdlsVgUHNTokuNd3Icen5CklFWrZf3nvSaTSdbQEM2aPUdbtv7u3H8uSfXr1VWTqEiN/N87SktLc+kvLS1NU6b97PzZ4XBo3IRJeuiB+5SwfJHL65OPxmrb9h0uN6kCAAAg791yW1zS09KdN07+l1+pUs5HLaann9S8BQuznVMxMNC5Ii1JAQH+zq0kFx05clSSdHu1qqpdq6azvUqVyqoYGKhZMbFq26aVChXK+t2oVKlSuuvOO7Tut/VqEhUpLy+vy9bfJDpSI0ePkd1ud4Z7SQq3hmp2bJwkuTym0WQy6YOx76hNhy6yRjbToJde0B01qmvHH3/qvfc/0tmz55znrl6zVpu3bNUH772j0P93U2mD+vX06mvD9NP4ic7VfwAAAOS9W24FfWVCouo1Cs32eue9953n7N6zR+073Z3t9fmXX1/zuCaTSdFREdmCtZS1D12Sy8r3pURHRcputzu3tfz/PipVrKhKlSq6vKdO7VpaY0tQRHiY3nv/I7Vo01Hvjv1Q4WGh+uXnyc7zxk2YJB8fnxzr8PLyUts2LTV1+gydOXMm9xcOAACAq2LKzEhjUzHyjNniq8GDprm7DNwg3CQKAMCNd8utoAMAAABGRkAHAAAADISADgAAABgIAR0AAAAwEAI6AAAAYCAEdAAAAMBACOgAAACAgfAcdOQps8VXmRlp7i4DAADgpsUKOgAAAGAgBHQAAADAQAjoAAAAgIEQ0AEAAAADIaADAAAABkJABwAAAAyksLsLQMEzZNh8d5cAAJc1Ynhrd5cAAJfECjoAAABgIAR0AAAAwEAI6AAAAICBENABAAAAAyGgAwAAAAZCQAcAAAAMhIAOAAAAGAgBHQAAADAQArpBNGvZTmaLb46v518cJEl6vGcf1W0Yck39OxwOdX/kCZktvlq1eo0kafuOHTJbfPXKa0Ndzu03YKDMFl+N/eBjl/bHnuwtX7/yOn/+/DXVAAAAgCvjm0QNJDI8TJ98NDZbu1+pUtfd9xdffaPJU6e7tFWrWlX+/hWUlGRzabelrJIkrUxI1AsD+jnbk5JtCrOGyMPD47rrAQAAQM4I6Abi4+uj2rVq5nm/qatWa+DLgzWg/zP64KNPne0mk0nRkRH6eeYsnTt3Tp6enjp9+rTW/bZe0ZERik9IlN1uV6FChXTo0GFt3/GHHnvk4TyvDwAAAP9ii0sBd+zYMd3/0KN6pu9T6ti+XbbjTaKjdPbsWa39dZ0kac3adbpw4YIGvtBfx44d1+YtWyVJSbYUSVJ0VGT+FQ8AAHALYgW9ALPb7XqsZx9VqFBOo0a8oYTE5GznNImKkJS1fSUkOEi2lFTdeUcNtWjWVF5eXloRn6BaNe9SUrJN3t7eatyoQX5fBgBoZswQQ/cnSRvWpuR5nwBuTaygG0jc3PnyLFoy2+viTZ1Xa8x7Hygp2aZJ43645L7xqlWrKMDfX4nJWf9hSU5JlTU0RF5eXgpq1FDx8YmSpKQkm8JCQ+Tp6XltFwcAAIBcYQXdQC51k2i1qlWuuq9ly1dq6PC3NHP6JAUGBlzyPJPJpCbRkVqybLkcDodsKal6Y8hrkqTwMKvGT5qsc+fOKXX1Gg0e9OJV1wEAeaFrpxF52t+I4a3ztD8AyEsEdAPJy5tEfxw3QRcuXFCXux9wtjkcDkmSNbKZTCaTft/4qypXrqToqEiNnzhZiUk27dv3l8KsWY9yDAsL0dvvjtWMX2J09uxZ9p8DAADkAwJ6ATXijSEa+Hx/l7bUVWvUs/fTGvfDN6pdq6YqVCgv6d996O9/9IlKlSqpGtVvlySFhWYF9XfefV8Wi0XBQY3y8QoAAABuTQR0A0lPS9eGjZuytfuVKqXy5ctlnZN+UvMWLMx2TsXAQNW8607nzwEB/goI8Hc558iRo5Kk26tVdVmpr1KlsioGBmpWTKzatmmlQoWybk0oVaqU7rrzDq37bb2aREXKy8vr+i8SAAAAl0VAN5CVCYmq1yg0W3v/Z/vq/XffliTt3rNH7Tvdne2cp/v00scfvHdN45pMJkVHRWjchEnOVfOLwsOs2rxlq6Iiw6+pbwAAAFwdU2ZGmsPdRaDgMFt8NXjQNHeXAQCXxU2iAIyMxywCAAAABkJABwAAAAyEgA4AAAAYCAEdAAAAMBACOgAAAGAgBHQAAADAQAjoAAAAgIEQ0AEAAAAD4YuKkKfMFl9lZqS5uwwAAICbFivoAAAAgIEQ0AEAAAADIaADAAAABkJABwAAAAyEgA4AAAAYCAEdAAAAMJDC7i4ABc+QYfPdXQIA4D9GDG/t7hIAXAVW0AEAAAADIaADAAAABkJABwAAAAyEgA4AAAAYCAEdAAAAMBACOgAAAGAgBHQAAADAQAjoAAAAgIEQ0A2iWct2Mlt8c3w9/+IgSdLjPfuobsOQXPfpcDg0eep0hYRHy9evvCpVu0t9nx2go0ePSpKGDHtTZouvNm/Z6nxPZmamSpTxl9niqyNHjjrbMzIyZPHxU99nB+TNBQMAACBHBHQDiQwP07rVydleLw98/pr6+/b7n/Two0+qQ7u2WhA3SyOGD9HPM3/Rw4/1lCRFR0VKkhKTbM73bN6yVenp6ZKk+MQkZ/vqNb/q/PnziooMv9bLAwAAQC4UdncB+JePr49q16qZZ/2NGj1Gjzz8kIa89ookKTQkWIcPH9GgwUOUlpamMGuIPDw8lJRs05OPPyJJSralqnRpP5UtU0Yr4xPUpVMHSVJSclaIj46MyLP6AAAAkB0BvYA6f/68oqMi9OD992Y7VrRoUXl7e8vDw0MhQY2d4VuSbCmpsoaGqNxttyk+IdHZnphsU/Xbq6lChfL5Uj8AAMCtioBeQHl4eOj7b75wabPb7Zo5K0ZRkeHy8PCQJEVHRWjk6DE6evSo/Pz8ZEtJ1cMPPaBy5W7Tt9//qPT0dBUrVkxJyTZ1bN/OHZcCAAXezJghN3X/G9am3ND+gVsNe9ANJG7ufHkWLZnttWr1mjzp/733P9LaX3/TO/97y9l2cR96ckqqTpw4oU2bt8gaGqJwa6jsdruSklP0xx9/6tChw+w/BwAAyAesoBtIZHiYPvlobLb2alWrXHffEydP1evD3tRnH3+gu+68w9luDQ2Wp6enkpJS5OXppcKFC6txowayWCwqV+42rYxP0MFDhySx/xwAbpSunUbc0P5HDG99Q/sHkLcI6AaS1zeJXvTp51/q+Rdf0ReffqQnHuvhcqxIkSLOfeje3hY1bFBP3t7ekqQwa6jiE5J09NhxVa1SWYGBAXleGwAAAFwR0Auws2fP6vkXX9HkqdM1fcoEdeqQ8x7y6KgIjf3wE3l6ecoa+u9z1sOtIRo8ZLgOHjqkKFbPAQAA8gUB3UDS09K1YeOmbO1+pUqpfPlyWeekn9S8BQuznVMxMFA177rT+fO+fX/pnge6a+eu3fr+my9UtUpll77LlimjsmXLSJKaREfprf+9o0WLl6rnE485zwmzhurs2bPa+vs2DXrphby6TAAAAFwGAd1AViYkql6j0Gzt/Z/tq/fffVuStHvPHrXvdHe2c57u00sff/Ce8+eFi5cqJXW1JKnbvQ9mO3/oa69o2JDBkqTQkCB5enrq3LlzsoYEO89pUD9ru8uZM2fYfw4AAJBPTJkZaQ53F4GCw2zx1eBB09xdBgDgP7hJFLi58JhFAAAAwEAI6AAAAICBENABAAAAAyGgAwAAAAZCQAcAAAAMhIAOAAAAGAgBHQAAADAQnoOOPGW2+CozI83dZQAAANy0WEEHAAAADISADgAAABgIAR0AAAAwEAI6AAAAYCAEdAAAAMBACOgAAACAgRR2dwEoeIYMm+/uEgAAyHcjhrd2dwkoIFhBBwAAAAyEgA4AAAAYCAEdAAAAMBACOgAAAGAgBHQAAADAQAjoAAAAgIEQ0AEAAAADIaADAAAABkJABwAAAAyEgG4wW7b+LrPFV75+5XXy5Mlsx6vWqK1+AwZeU99paWm6q05D+fqVd2kfPmKUzBZfmS2+2vr7tmzve/X1Yc7jO3fuuqaxAQAAkDsEdIMZP2GyypQprVOnTunnmbPyrF+Hw6Feffvp923bczzu4eEhLy8vxcyek+1YzOw58vHxybNaAAAAcGkEdAOx2+0aP3Gy+vR6UlER4Ro3flKe9f3JZ19o8ZKlerRH9xyPe3p6qnmzJpodG+fSvm37dm3Z+rvatWmVZ7UAAADg0gjoBrJ8Rbz27N2rh7s/oEd6dNfS5Su0a9fu6+432Zail18dou+/+VKVKgZe8rwunToqMdmmQ4cOO9tiZsfJy8tLrVq2uO46AAAAcGWF3V0A/jVuwiSFhYbo9mrVdFvZsur//IsaN2GSXh886Jr7PHr0qB7o/pj6P9tXHdu31Zo1ay95bqcO7dTnmf6aM3e+Hn/0YUnS7Ng4tWzRTMWKFb3mGgAAyE8zY4bcUuNuWJvilnFx47CCbhCnT5/WzzNnqcfDD0mSfHx8dHfXzho3YZIcDsc19Wm32/XIE08pMMBfbw0fesXzy5QprcjwMMXEZu1DP3LkqBKSktWlU8drGh8AAABXjxV0g/glJlZnz55Vx/ZtlZGRIUm6/767NW7CJCUm2RQeFnrVff7v7XeVumq1VifHy8PDI1fv6dK5gwYPGa4zZ85oztx5kqSO7dtq2YqVVz0+AADu0LXTCLeMO2J4a7eMi4KHgG4Q4yZM0vnz5xVQpUa2Yz+Nn3hNAf3b73/S0aPHVO3OOs42u90uh8Mhz6IlValioLZt/s3lPV06ddTzL76iRUuWKSY2TlER4Spd2u/qLwgAAADXhIBuAH/9tV+LFi/Vu2+PkjU02OXYdz+M09TpM/TBe2/L29v7qvqdGztT58+fd2n7/Muv9cNPE2RLWJbjqnrFioFq1LCBpk2foQULF2vUiGFXf0EAAAC4ZgR0A5g0ZZoKFy6sXk8+pmLFimU7/u33P+qXmFg9eP+9kqRdu/do3oKF2c6rX7euypW7zfnzHTWqZzunbJkyMpvNql2r5iXr6dKpg4YOf0sOh0OdO3a4lksCAADANeImUQMYN2GSmjaJyjGcBwc1Vrlyt+mn8ROdbXPi5ql9p7uzveITk/Kknq5dOsnhcKhRwwaqeJnHMgIAACDvmTIz0q7tESFADswWXw0eNM3dZQAAkO+4SRR5hRV0AAAAwEAI6AAAAICBENABAAAAAyGgAwAAAAZCQAcAAAAMhIAOAAAAGAgBHQAAADAQnoOOPGW2+CozI83dZQAAANy0WEEHAAAADISADgAAABgIAR0AAAAwEAI6AAAAYCAEdAAAAMBACOgAAACAgRDQAQAAAAMhoAMAAAAGQkAHAAAADISADgAAABgIAR0AAAAwEAI6AAAAYCAEdAAAAMBACOgAAACAgRDQAQAAAAMhoAMAAAAGQkAHAAAADISADgAAABgIAR0AAAAwEAI6AAAAYCCF3V0ACh6zxdfdJQAAAOSJzIy0fB+TgI48544P8s3IbPFlrnKJuco95ip3mKfcY65yj7nKPebq8tjiAgAAABgIAR0AAAAwEAI6AAAAYCAEdOSpoa+94u4SbhrMVe4xV7nHXOUO85R7zFXuMVe5x1xdnikzI83h7iIAAAAAZGEFHQAAADAQAjoAAABgIAR05IrDwU4oAACA/EBAxxVduHBBJpPJ+TNhHYDR2e12d5dwU2Ceco+5yj3m6voR0HFZH33ymTp1u0/3d39UI0aOlsPhcAnr+FdaWprmLViodb+tV0ZGhrvLMaz/ztOZM2ec7fzilx2fqau39fdtkuT8d4rPVc6Yp9xjrnKPuco7BHTk6NSpU3rg4cf09bc/qE2rFjp//rze/+hTPfDwY9q+Y4e7yzOcz774StVr1tMbb45URJOWuu+hR7Rg4WJJrCT81/+fp/u7P8o8XQKfqauzaPFShUU100M9HleDoDC99MprksSCwv/DPOUec5V7zFXeI6AjRxs3bdZvv63Xh2PHqP+zT2vG1Ilavniefp7xiz79/CsdPXrU3SUaxsJFS/T9j+P1yYdjNWPqJE2e8INOnTylx3v10e7de1SoEP8zk3Kep5PpJ53zZDabWW35B5+pqxOfkKQ+zzyndm1a639vDVfzZk302Rdf66m+/bRz5y5JrORJzNPVYK5yj7m6MQq7uwAYU0rqKu3d95eaNY2WJGVmZurXdb9JkubOW6A77qihPr2edGeJbndxu8+CRYuVnp6uNq1ayMfHRxUqlNfRo8f0RK++GvDiIM2YOtHdpbrV1czTrb7awmfq2kyeOk1VKlfSCwP6qUiRImrVsrnuqFFDz73wkipXqqhBL70gs9ns7jLdjnnKPeYq95irG4NlGOSobNmyKlGiuJKSbZKkkydPas7c+frq809UrFgxLVy0RHv37nNzle51MUzu+ONP3XFHDRUtWlQOh0N///23Zs6arRbNmyp2zlxN+3mmpFt3W8J/56lGjeqXnKep02dIyrop+VbFZ+rqXFyV+33bDhUvUVxFihRRZmam/vprv6ZNnyEfn2KaPuMXLVqy1M2VuhfzlHvMVe4xVzcWAR05ahodpQsXLmj5ingdPHhID/Z4XPv/2q8nHuuhp3o+ofkLFmnHH3+6u8x89UtMrMZPnKzUVauVlpbmbI+ODNfK+ESdPXtWJpNJ7479SKdOndabw15X61YtNHzEKEm6ZbYlXJynlNRV2eYpPiFJGRkZl52nwoVvnT/s8Zm6Olt/36Y//9yp48ePS8r6hebs2bPyr1Behw8d1oEDB2U2mxUbN09ly5bR5PE/6uChQ1q0eKlOnz7t5urzD/OUe8xV7jFX+evW+tcduVamTGk99MB9io2bq+9/HCdvb29NnTROkvTk44/I09NTmzZvllTw95Zt3LRZDYPDNWTYm/r408/Vun0X9ezzrDIzMyVJwUGNJUmj33lPv63foLh58zV86GAFBzVWty6ddeToUS1dtsKdl5Av/v88tenQNcd5envM2Bzn6eixY7fEPEl8pq7WsWPH9GCPx9SmfRe169RNtRsEa/acuUpPT5eXl5dq16qp7X/8oWUrVmrO3HkaMWq02rZppaZNotShXVv9Mmu2zp496+7LuOGYp9xjrnKPuXIPAjou6c1hryt11Rq9PuxNWUOCddttZZWZman09HRVKF9Ou3bvkVSw79K+cOGCPvviK9WuVVOL5sVq9szp+nDsO0q2pahXn2d1+vRp1a1TW/ffe7fGfviJHnuytzp3bC9raIgkqWGDerLb7QV+K8Kl5ikp2cY8/T98pq5evwEv6uTJU4qdNV2ffDhWUZHh6vfcQH3w0aeSpBcG9FOhQoU0eep0ffn1d3q2b291f/B+SdJTPR/Xnzt36a/9B9x5CfmCeco95ir3mCv3IKDjkooUKaIpE39S2bJlZLF4SZLMZrN27tqt06fPqE2rlm6uMO/9/78G7N9/QOMmTJbVGqLbbiursmXL6L57uqlyxYqaMu1nTZ76s4oWLaqHH3pAjRrU11/79+uVlwc633/+/HmdOnW6wP0Sk9t5qlKpkqZOn3HLzpPEZ+p6OBwObd6yVYuXLtO9d3dVrZp3qXmzJpo07gcVL+6rb777UQsWLpbJZNKbw4Yods5cbdiwSY/26O7sY/eevfL19dWJE2mXGenmxjzlHnOVe8yVexHQcVmdO7ZXj+4P6pXXhqlF6w565bWhevSJpxQaEqQ6tWsWuO0t/z/0HP/7b91WtowsXhZn2/QZv6hosaIKatRQY957X/v3H1BIcGP16d1TR48e06DBQzRvwUIdOHBQn3/5jVq3aqHQkKD8vpQb6mrmqXHDBnp37Ae35DxJfKau1cUn2qSnp+vIkaOKCLNKynqi1IRJU3T69Gn5+vpo1OgxkqTHH31Yd3frIm9vi+bOX6jMzExlZmZq7dpf1bB+PQUHNXLn5dwwzFPuMVe5x1y5HwEdl2UymTRqxBv68buvVLdube3440/16d1TE8d9Lz8/vwKzipe6arWGDHtTX33zvZaviHe216ldS2cyMrRm7Vo5HA6t+2293nzrf7q7axd99MG7+uPPnZozd74KFy6sB+67Rz99/7VWrEzQk089rY5d79W639br9VdfVpEiRdx4dXnnWudpxx9/3lLzJPGZulr//1tTL/7bUqJEcflXqKDxEydLkg4dOqzvfxinQS8NVPcH79df+/dr4uSpkqTRbw1Xu7at1avPM4ps2lLRzVtr3ITJGvDcMypcuHCBWFBgnnKPuco95sp4TJkZacwYcu3ib9UFxblz5zRo8BBNnjpdTaOjlGxL1ZGjR/X+u2/r3ru7yNfXV2++9T999Onnmhf7iz774muVLFlC773zP0lS13sf1LGjx7R8yXxnn8ePH9e27Tt07tx5RYRb3XVpeYp5yj3m6up99sVXGv7W/1SlciVt3LRFTZtE6Zm+T6l1yxY6ePCQnu7/vPbs2avvvv5c773/kdLS0/XzlAnavmOHut37kNq0bqlRI95wPgFo4aIlOnjokA4fPqK+vXvKYrFcoYKbA/OUe8xV7jFXxnTrPM8MeaIghXNJ2rL1dy1dtkLffPmp2rdto7/+2q8fx03Qs8+9oPMXzqtPryf15OOP6qtvv9d9Dz6iUqVK6qfvv3a+/6477tDylSt17NgxlSpVSpJUsmRJ51M4pKw/Cd7sX9LAPOUec3V1/vutqeHWUK1dt05j3/9YT/Tqq4Rli1S5ciW1atFcH378qV4cNFhnTp/RF599JEm6vVo1VapUUVu2/q7ChQs756Vli2YuYxSE+WKeco+5yj3myrjY4oJb2pSpP+vY8eNq37aN7Ha7KlQor+Cgxjp//rwmTpyiZctXyt+/gt4eNUK79+xR+7atVfOuO53v3/L77/Lx8XEGqZwUhH+YmKfcY65y5+JTaP77rakVKpRX+7Zt9Ogj3XXw4CENeHGQJOnhh+5X/Xp1tXTZCrVu1UJ33XmH8/1ms1kXLlyQ3W7PcV4cDsdNPV/MU+4xV7nHXBkfAR23tFKlSqqQqZCOHDmqQoUK6e+//9Y33/+gXk8+rj1792nO3Hk6c+aMuj94v7p17awp037WM/2f16rVazRuwiTt2rVbjz3ysLsv44ZjnnKPucqdi1+ydLlvTY2bO1+TpkxT0aJF1bvXkwoJaqwJk6bo13W/6ciRo1q1eo22b9+hXk8+fskvbbrZ/+rHPOUec5V7zJXxEdBxS/P19ZXJZNLipcskSS+89Kp27tylD8e+o+ioCM2KidXW37dJkr7/+nM9+fij+iUmVs8PHKQhw0bokYcf1AP33ePGK8gfzFPuMVe5c3EF7krfmjpi5Ois86Ii9PmnH6p4cV81a9VeXe65X13vfVDRURFq27rgPfL1IuYp95ir3GOujI+bRHFLuniz6+nTp1WrXpCaNolSdFSEJk+drvfffVt33lFD23fs0J21G2rRvFg1iY50vvfIkaM6cvSoKleq6Lz5paDdPHsR85R7zNW1SUyyqWPXe/Vs36d0d7cueuzJ3vr0o7Gyhobo+x/H69XXh2rCj9+pebMmkrKeNrF9xx/6dd16BQc1Uu1aNSUV/PlinnKPuco95sq4uEkUtySTyaTMzEwVKVJEzz7dW4MGD9GcufP0TJ+ndOcdNZSZmamyZcqoUsWKSkld5RKmSpf2U+nSfpL+vfmloP7DxDzlHnN1bWrVvNP5ramz58x1+dbURg3rZ/vG1GLFiqlhg/pq2KC+pH9XAi/1J/aCgnnKPeYq95gr42JGccu6+A/KwOf7q1nTJjKbzWrRPOvuc7PZrE2btyj9ZLrL0zP+v1vh5hfmKfdu9bm6luccFy9eXPffe7caN2yQ7VtTz507l+1bU/8bBBwOhwoVKnTThQPmKfeYq9xjrgoWZhUFwrX8w3RxxVOSRrzxuu6oXl33Pviw3nv/I8XNm6/3PvhYQY0buTxh42bHPOUec3X1/vsf8tzM38Vzwqwh6v3Ukzp27PhVfWvqzfpXBuYp95ir3GOuChb2oOOm9/mXX2vu/IUqVbKkgho31D3duuq228pe9bNXd+z4Q/975z1t3rJFaWnpql+vrj7+4F2VKFHixhWfj5in3GOurk7qqtWKmT1HgYGBuqNGdUVHRVxTP5OmTNOY9z7QwUOHVKF8eTkcDn31+cfOP6ff7Jin3GOuco+5KpgI6LgpORwOpaWl6cVBrykp2ab7771bv23YqMVLlik0JEiTx/8gX19f2e32q/rzm8PhUGZmpo4cOapy5W6TpKvuw0iYp9xjrq7e5b419cH771GRIkWu+uaxgvitqcxT7jFXucdcFWzcJIqbkslk0u/btmvR4qUa98M3zn9IZs+Zq8d79tbAlwfr6y8+ueoQZDKZVLhwYZUrd5scDodzj93NinnKPebq6uXmW1Ov9s/gBfFbU5mn3GOuco+5KtgKxn8lcEu5eNf4yvhEORwOVaoY6Dx24MBBnTiRpu9/HKfZc+ZKknNP8P939uxZSdKFCxdyPG4ymQpEkGKerozP1LW53LemTpo0VUuWLpd06f2wudknWxDCAfOUe8xV7jFXBVvB+S8FCrQvv/5O1e6oo+07djgDTrlyt+nI0aPOn0+dOqXlK1ZqzOi31L5dGw19Y4Sk7P/A2O12vfPu+2rVtpMkqXDhgvOHpMOHj2RrY55yxmfq2l38BeVy35q6e89ezZ2/QBkZGTmu4sXGzdWHH3+qtLS0/C7/hrKlpOr1oW9qz569zjbm6cr4TF0en6tbDwEdhhafkKTa9YP0xoiRGvTSC7q9WjXnsUYNG8jT01PjJ06WJN3zwMPauWuX7r27m+67p5u2bP1dc+bOk+S6UlCoUCEdPXZMO3ft1sxZs/P3gm4QW0qqWrfvrB6P91SbDl3047gJzmMNG9Rnnv6Dz9TVSU9P1yuvDVX/51/UqNFjdOTIUecvKEWLFb3st6bGzJ6jbdt3ZOvz6NGj+uDDT/XT+Ek6eOhQfl7ODZOWlqYHezym8OgWOn3mtG67razz2JW+XfZWmieJz9TV4HN16yKgw5BOnz6tLvc8oLYdu6pVy+basn6Nnur5uKR/tyPcVraM7r27q9557wNNnjpdRYsW1bRJ4+XvX0EN6tfT7dWqav36jZL+fRzUxff+763hevihB1Taz88NV5e3Fi1eqocffVJ33XmHHnrgPp07e04vvPSq3nzrf5Ik/wrldXfXzrf8PJ06dYrP1FVatHipgqxR2rhps44f/1vvvv+RWrfvrJ9nzpIkPfzg/ZKk+QsW6cdxE7T/wAF9/82X8vT01OuDX9aOP/7U0aPHJLn+QuPn56fZv0xTieLFdfr0mfy/sDz29pixKutfRUePHtfa1ESNHTNanp6ezs9G9wfvk8Q8SXymrgafq1sbAR2GtHrNr4qdM1c/fveVxo4ZrWLFijmPXdx+UKJECXXs0Fblbiurhx99UqHBQc6nZNS8604dO35c58+fd+n34nsLFSokqzVY4WGh+XRFN873P45Tw4YN9N47/9MjDz+kJQvj1P+ZPnrvg481d/4C+fj46J67u+i2smVu6XniM3X1Jkyaorp162jWz1P00/dfa//u7fL2tuitUW9r9Zq1KlasmPo89aR+Gj9RL7/6uqwhwTl+a6rk+sxku90ub29vPfpId5UpXfqanjlvFGM/+FivDR2u0SOHa0HcLNWpXct5rFChQrLb7c5vl72V5+kiPlO58977H/G5usUR0GFIt1erqrZtWmni5KmSsvb8zp4zV68NGa7PvvhKS5etkCRFR0boqZ6Py2Qy6Y47ajj/oVm1eo3KlC6tkODsX7Bw8ZwO7drelDfs/TR+opKSbZKy/vy5c9culfYr5fwT8d69+7Rw8RKdOnVKw0eM0t69+xQdGaHevZ64peZJkubMnae76jSULSVVjRs1UJvWLflM5dL+/Qf0S0ysmjWNdgYCLy8vSdLmLVs17M2RkqRBL72gptFRV/WtqRfn6NEe3VWhQvmb8gtPLu6Zjo6KUJXKleT3n7+c/PnnTsXGzdXqNWudNwwPfL7/LTlP//2Fls/U5R0+fEQHDhyUJEVFhvO5usUVjP+S4Ka2fsNGPfrEU3r2uRc0+p33JEnly5dTuzattH37DsXExqnPM8+p77PPacOmTRo5eoy63POAZs2eIx8fH/V68nH17d1Tj/fsrcimLTXmvQ/0eM8+qlSpooKDGmUb72b9x+jXdb8pNKKJnujVV/v+2i9JKlq0qC5cuKDTp8/ozJmsP1UuWLREd9SooQVxMVqzdp3mL1wsi8Wixx/toaf79Crw8yRlzVWjkAh17na/85m+3t7efKYuIacVtDJlSqtMaT/t2Z11U5rZbNbEyVNVrlw59XumjzZv3qppP8+UJA0fdmt8a2pmZqYOHszas3vxF+JGDRuodu1a+mncRB0/nvVNjKGRTTX49TcUEt5EPR7vpWXLV0qS3hj62i0xT1LWM7r7DRiod95939lWtmwZPlM5OHfunJ5/cZDurNNQW3/fJkkKatyIz9Utji8qgltc/PKE9z/8RG+/O1YtmzfT3ydOaO68Berz1JP65MOxWvvrOg0e8obOnD4jf/8KeuXlgapR/XYdOnRYL77ymlavXqvk+KUqXTprhWH8xMlasTJBJ0+eVEhwYz3X7xk3X2XeOHXqlPo+O0CTpkxTzyce04g3hqh0aT/n82mHjxiljz/7QssXz9fGTZvV55nn9OHYd9Sj+4NZNznu3KVVySud/RXUeZKkkydPqvfT/TV1+gz17vWEWrZornff+0CzZkxRqVKltHrNWr0+7M1b/jP1X5f61tTjx4+r34AXtX7DRq1YMl8bNm5W57vv0/vvvq06tWup99P9VP322/X9N1/Iw8ND23fs0Oh3xhbYb0395LMv9M13P8pi8VL1229X715POp+Vv37DRjUOjdSzT/fWtu079NyzT6typYpau+43vfHmSFUoX16zZkyRt7e3tm3frrfHvF9g50nK2vYzdPhbql3rLn339RfOkJienq6+zw7gM/UfYz/4WK8Pe1M+PsV09OgxLVs0T2HWEBUqVIjP1S2OgA63SU9PV5sOXfTIw93Vu9cTstvt+uKrb/TKa8O0Zf0aVahQXg8/+qQmT52ud98eqQH9n3W+97f1G9QwOFzzYn9Ri+ZNXfr97xcr3OxfsnD27FlVqVFLnh6eip01XbVr1XQeu/hLzr59f6l+kFUP3HePTpxIU1Djhur3TF9JWdthXnrlNSUuX6xq1aq69F2Q5kmSvvrmez33wksKt4bqvTH/U726dfT60De1dPlyJSxf7JyvRx7vpYmTp96ynynpyt+aOmnc9ypevLg+/+obffTxZ3rogft08NAhBfj765WXB0qSHu/ZR1t//11zZ89U8eLFnf0WtG9NPX/+vAYPeUOzYmL1wvP9dfjQYU2cPFUlS5bQgrgYFStWTA6HQ5263ae58xZo5JvD9OILzzk/I/97+119/e0PmvDTt7KGhkgqmPMkSYlJNj3U43EV/r/27jwwpquN4/g3k4Sk9obS2mKtauxrxE4QEWJPUW0V1RaNNXaltqbWqp3at1qqXmppEPtSWktp0VYsRUlkQ5FJ5v0jnakh2tBoxszv81dy79x7z33mzNxnzj33HBcXRgwfTPs/H/i8fzbL2XPnM2nKVIeuUwCbtmylZ3Bf/rhzh1nTPyUhwcjwEaM4duQA8FfMApq3dvh65aj0rkm6CdseznffH6NZgD+Q3C+uoW99nJyc2LhpCwDDhgxg3ZoVVokUQGRkFFmyZOHO3TtWy00mE87Ozpan3J/1RCpjxowENg0gZ04Pq+T8xA8nOX3mLNeuXSdv3pfo1zuYGbPm8u3hIwT4N7a87o8/7qQ41bO9xQmSn1tYuWwRYVs2UKZ0KQC+O3qUUl5eQPJtZFCdAutZU2dO+5ShgwewavliFn4+m0PfHqZ3v4EAtGnZnAIF8jNt5mzCtu2g/WttLZMx1a9XhxM/nLKKx4OzptpDcnDx4iU2bNzE5ImhdOvyNkMHD6DXBz2IirrB5q1hlte9/25XPhk3mv59e+Hs7GzpI1yjug8XLl4kR44cltfaY5yuXLnKiFFjcHV14fTJ7y3JOVh3AWvZvKlD1ymTyUTo+EkEBLam/WttOXPyKP5+jdi2fQfFihUFkic6c3JywmQyOXy9cmR65yTd5PTwwMnJyWocVmdnZzJnzkT27MmtJ8WLFaN6NW92hO/i2rXrQHKr8r79B6hQriy1alS32qf5QmBPX0q9g7tz8tSPfBO2HaPRiF9Ac5q1aEsj/0DKVKzK6rXr6PRmR3zr18Xd3d3SP91oNBJx/jzVvKuSL19eq33aY5zq1qlF0ybJP07MFzGDwcDNmzcBLA+jFS1SxOHrFPz9rKkLFy9l3foNeHh48F63rjyfIwf58uYlf/58ljhu37ET3/p1LS3ID7KXWVPP/PwzkVFR5Mmd27KsSeNG/H7tuuW8nZycqF+3Du906cS5cxFA8mRVSUlJbNn6DdWrefNintwp7d5u4vTii3moWd0Hz4IFOXzkOyA5GV2waClLl6/k0LeHiYuLc/g65eTkRNMAfyLOnuLDYYNxc3MD4MaNv0aIMk90pnrl2Ox7ujuxaa+WLMHwIQMt/5tMJrJly0p8/E1cXV0ty2Nj4/Bv1pL8+fLSwLcev/x6jkPfHmbq5AlkyZIlxRZie+JZsCCtWgTSq28I9erWJqeHBx8uGURMbCyfL1hMj+A+zJ87k3mzptPxrS40ahKIX6MG3L59m6PHjjNr+qdkyJDB7uN0PxcXFxISEvjj9h8UKVwIsL7N7sh1ynxufzdr6o6duxk+YhSBTZvQLMCf2NhY+vQfSK26DWnYoD6JiYmEbdvBRyOGAs/+Q7J/x8XZBTc3N2JiYi2tktmyZSVLlsxER8f89ToXF3bu2sO73T+gmndV6tSuydmzvzB3/gKGDgqxdNmwR+aWWt/6dVm/YSP7Dxwk6sYNevUJwd3dnfj4m8TFx9HQtz5LFs5z+DpV4uXilr/Nn7/Ll6/g5ZV8l9RoNFqSdEeuV45OfdAlXT3Ynzd8525atm3P6R++t3oQMnznbnaE7+Tq79dwc8vI4AH9eeGFXOlY8v/W5q3f0DrodfLlfYnlSxZQtkxpILnlt0iJUgQ2bcJnUyZy+fIVNm8N49KlS9y9e4/gnu+TK1fOdC79f8+cMHR8qwsnT/3IkYN7Hlq3I3wXu3bv4fKVqw5Zp06fOYt3jbqE9O1FSL/e+AU0Jz4+npVLFxG+azed33mflcsWWe5K7Nt/kCmfTScqMgrXDK6E9O1N7Vo10vks/hsLFi3Fr6GvZRbH02fO4lW2Etu3fk2N6tUsP3quXv2dteu+Yv7CJbi6upAxQ0aGDRlIndo10/kM/jsd3nibCxcukuP5HFSv5k3HDu0wGo2s+GI1IYOGMnPap3Tu9Abg2HXKzHyNa9+xE5FRUWzZ+NVDr1G9ckxK0CXdmUwmTCYTBoOB3v0GsGv3Xg7s2WFpQfj+6DHKlS0DJPcjzpAhA5D8xWYwGOy6pcXs5s2bDBwynOo+1WjbuiXwVytLq6AORN+IZtvWjSluaw8PNT6pSVM+Y+bsuXy19gtK3Dem+f11xlHrVExMDCGDhrF67TqmfTqR1WvXMXXSeF58MQ+nfvyJtu060v61tgzo38fqjkJ8fDxZsmQBSDGe9uRRd1L+t3ETwb37s2/XNqup1+/f7tq165Z193/H2Svz98yx4yeoUKU6RYsUZuNXaywPp1+9+judu73Pvbv32LppvdW2jlSnHuX1Nztz8eIlVq1Y8shGFUesV45M76qkO/MXcWJiIuE7d9O4UQNcXFzYvWcf5Sv70DO4L5cu/QZgSaSSkpJwdnZ2mC/xzJkzEzp2FAH+fkRHRwPJtz4vXLjImTNn8WvUAHh4PGtznByNOQ758uXlRnQ0J0/9CCTXtQfrjKPWqezZs9OsqT8v5sn9j7Om3h8T8wysiYmJKcbTnqT0cDVA+M5dFCyQ3zIc5+XLVywTYJm3MydR5jjZexJlfpC6TOlSzJz2KatXLrUaOSpPntzExcbxvMfzJCYmWn1XOVKdepB5wqv69epw9PgJXF2TG6Ye1Qff0eqVI9M7KzbBYDBw+sxZ7ty5Q7VqVenSrTv1GvpTpXIldod/89BDjo74pZQxY0Y+/GgM7Tp2YvHS5WzfsZOQwUPJkCGDJUF/8MLmiHGCv+LQumVzsmTOwlfrNxAXF/e32zhSrMwX/yeZNdUcW0f94RcdHc0Xq9fSqmUgBoOBcaETKPyyF9NnzubOnTsPbeNIcTJ/hjp2eI3n3N357bfLlnU//nSaBGMCDerXe+iHsCPXKfM5ly7lhclkYuHipQCWUaP+aTuxX45zRRKbN3/hYs6c/ZkmzVpx5sxZfjrxHTM+mwz81crgyAwGA61aBJKYmMTosaG81yOYmzdv8eWq5bxa8pX0Lp7NMV/g3unSiWUrviAyMiqdS/R0nD9/gW3bw4HUf07MCVGmTJkee4bZZ9WTxOlBBoOBo8dOkDVLFgzOzrxapiJTp89k+ZIF7AkPs4zI8az7t7EyGo18Om0GXuUq8273YCZN+YzmrYJwd3PHr6FvGpc2faVFvQJ4MU8eGjX0Zdacz4mPj1cCLuqDLrYjqMObnDt3jtCxo6lVM3moO93Ge1hiYiI3bkQTHx9P4T9HKNF4t48WFRXFr+ciqFTRfpLN+/UNGcTXm7Zw7MgBXF1dn3gEGnufNTWt4vT6m51ZvnIVmTNnJrjHe3w4bLBlnb0875EWsbp+PZKPxozj4qXfuHXrNg1969GnV8+nVOL0k1b1CmBc6ASWrfiCJQvnUbqUVxqXVJ41StDFZsTGxlrNHueo/acfl70kBU+bPQ2deP+5NGoSSNi2HUwaP44e77/72D/WHny9Pc2ampZxMu/ro9HjOH/hIlMmhpIpUybAeli8Z9XTrFMJCQmWoXOf9ToFaRsr+Cte8fHxuLq62s2dGPl3lKCLzbGHi53If+HzBYvp2asvzz3nTk4PD7Zs/Ir8+fM98R0Vc+Jhb3dk0jJOd+/etUysYzQa7e7BYtWp1EvrWJnZw48Y+ffs69MidkHJucg/27Y9nKEfjmTooBA+HjMKk8nE2NAJwD8/8BoRcZ579+49tNweZ01NqziZH6A1J+dJSUm4uLjYVXKuOpV6TyNWZkrOBZSgi4g8k6p5V+H7Q/sI6debdkGtqVO7Fl9v2sKevfuBlB9YS0xMZMRHY6jj25h9+w/+10VOF2kVJ0cYIUl1KvUUK3na7O8bRkTEAbi7u/PCC7lISkoiY8aMBLVpRa5cOfl4/EQg5VY4JycnateqSYkSxTEajUDK4y3bE8Up9RSr1FOs5GlTgi4i8gwzt+TWrOFDk8aNOHb8BIuXLgd4aFxuJycnatWsTrkyZfj28BHLMkegOKWeYpV6ipU8LXpIVETkGWd+qOyn02f4oHc/bt26xYD+ffigV38mTwwlwN/P6vU3b960zN7oSBSn1FOsUk+xkqdBLegiIs848+30Ei8Xp3o1bw4c/JZWbTtQs4bPQ8kB4LDJgeKUeopV6ilW8jSoBV1ExA7Ex8cz9uMJTPlsOg186zF10njy5csL2NcY8P+W4pR6ilXqKVaS1jSenYiIHdi9dx9bvgljxdKFllY7zcT7MMUp9RSr1FOsJK2pBV1ExA7cP1ujZuJ9NMUp9RSr1FOsJK0pQRcRsSOahTB1FKfUU6xST7GStKIEXURERETEhqhjlIiIiIiIDVGCLiIiIiJiQ5Sgi4iIiIjYECXoIiIiIiI2RAm6iIiIiIgNUYIuIiIiImJDlKCLiIiIiNgQJegiInamcHEvnN2ykq9QcW7fvm21zi+gOc5uWYmIOP9UyzDiozE4u2VlxRern+pxUispKYm3u76HR54COLtlTe/iEBFxHme3rPgFNE/vooiIDVKCLiJip65cucr0mXPSuxg2YeeuPSxYtITcL+RiQuiY9C6OiMjfUoIuImKHXF1dKeTpycfjJxIbG5vexUl3l377DYC2rVsS3LN7OpdGROTvKUEXEbFDBoOB4UMHcuNGNBMnT33k6woX9+K5bLmslpUsXcGqG4izW1ZKlq7AvPmLeKVUeV4qWJR3uweTkJDA0OEjKVzci9z5ChHcpz8JCQlW+4qMjKRFm3Z45CmAV9lKzJg9F5PJZFkfEXGetu3fIK9nMfJ6FqNVUAfOnYuwrH+rczec3bIyZ94CqvjUoopPrRTPY9fuvdRv2ITnc+enQJESvNGpKxcuXASSu9u8+fY7AIwcPS7FLi7hO3fj7JaVd97ryRuduuKRpwBHjx0HYO269VSrWZdsOV+idPkqjBw11uo8Y2NjCe7Tn0LFXiVzjtyUrejNoiXLrPYftm0HVXxqkT1XXmrWacDR4yes1ptMJqZOm4FX2Uo8ly0XnkVLMnDIcO7du5fi+YqIfVOCLiJip9oFteHVkq8weep0rl+P/Ff7Ohdxntlz5/Fmxw7ky5uX2XM/p2TpCuzZu593unTi+Rw5mDptJitXrbHarm/IYNzd3OjfJxiDwUD3nr2ZOm0GkNwFp6J3DQ4cOERQm1a8+XoHTp48RYWqNbh06Ter/QwfOYqmTfxTbP0O27aDug0ac+bnn+kT3IMWgU1ZuWoNPrXrExkZhX/jRrze/jUAmgb4M23qpEee57z5C3F1dWXEsEHkfeklZs35nNZBHXB3c6d/n2DKlyvLJxOn0K5jJ8s2HTt1ZfrMOdSrW5t+vT8gISGBtzp3Y/PWbwDYt/8gjZoEci7iPL0/6E7FiuUtPxjM5n6+kOA+IeTPn4+Rw4fgU60qoeMn0atvyGO8SyJiL1zSuwAiIvJ0ODs7M/LDobRs046xoeOZ+Mm4J97XvXv3WLZoPkWKFMa7ahXq+PpxLuI8Rw7uIWvWrHh6FqTd62+xb/9BOrQLsmwX1KYVC+bNAqBr57coUqI0I0aNo/t73Rg19mOio2NY+8VyChfyBKB9u7ZUqFKdEaPGMmfmZ5b9jBw+lM6d3kixbH36D8TFxYXtWzdStEgRAF4pUYL3egQzftIUxo0eSe1aNVm8dDlVK1eiW5e3H3me1apWYe6saQAkJCQwYPAwKlYox4J5s3Bycvpz3y8zaOiH7Nm7n4oVyuHi4sKIYYMZGNIXgDatW+JVthJrv1xPowa+jBg1BpPJxFdrVuJdtQoAxYoVpXvP3pbj/vjTTwCMGjGMCuXLYTKZCGrbmqSkpNS/SSJiN5Sgi4jYsWYB/lSuVIEZs+bS61/0vfbweJ7ChQsBUMizIAAlXylB1qzJ3UXMCXZ0TLTVdo39Glr+zpEjB9V9vNn49WYiIs7z7eHvAKjj6/fQ8fbtP2D1/8vFi6VYrlu3bnHy1I+UL1fWkpwDtAhsyns9gjn85zFSq/h9xzl95ixxcXEcPvI9nsVKpljG6j7erFq+mPCduxkybCQ/nDpl6aLz66/nADh67Di5cuW0JOcAjRs2sNrX22+9wao1X1LFpzZly5SmapVKtGweSM0aPo9VfhGxD0rQRUTsmJOTE6NGDKdB46aMHJ1yC3piYiImk8nSQnz37sP9nnN6eFjWu7q6WpaZmZc9DhcXZwBWLluEm1vGB9ZZX55cXf/+cvVn0e77P3nB47ZA338e5jL4eFelf79eD73Ws2BBYmJiaNq8DYe/+57Apk2oXLECr7d/jTavvf5Yx3615Cv8evoHvt68lfCduwjbtoMZs+biW78umzese6xzEJFnn/qgi4jYuXp1a1O3di0WLl7KL7/8arUuR47sGI1Grly5CiQ/8Pjb5ctpduyvN22x/B0dHc3efQfInj07np4FLS3Kt2/fpkljP5o09sO7SmX27z/EtWvXU7X/TJky8UqJlzl+4qSlxRpg3foNAFSsWP6Jy160SGFy5vTgzM8/U7VyZUsZ3TK6sXffAZycnFi99iv27j/Ah0MHsWzxfAYN6Eexoskt+UajEYAypUtz/XokBw4e+isum7dYHWvZii/4aPQ46tSqwaTxH3P8u4NUrFCOb8K2ExMT88TnICLPJrWgi4g4gFEjh1GtZj1+uS+JBfCpVpWjx44zfORoWrUMZPbc+Q+NxPJvLF+5CqPRSOlSXixZtoKYmBgmjR+HwWBgYP++LF+5iq7v9uDAwW/JkT0769b/j7M//8Km/32Z6mOMDx1D44AW1PFtzDtdOhEZFcWMWXPJkyc3fXt98MRld3FxYULoWN7o1BXvGnXo0C6Iy1eusmTZCgoX8mTooBDORUQAMH3mHO7cuQPA4qXLyZw5Mzeik7v7DB8ykG3bd9CsZVve79aV2Lg45s1fZHUsg8HA6HGfsP/AIdq2acXvv//OseM/UMrrVbJly/bE5yAizya1oIuIOIAqlSvRNMD/oeXDhwwksFkAq9Z8SfeevalSqSLFixVNs+OGjv2I+Js3GffJRIxGI59NmUCP998FIGdOD44c2EObVi3YvOUbps2cTa6cOdm8YR316tZO9TEa+tYnbPMGChfyJHTCZFauWkPL5s3YGx7GCy/k+ucd/I0O7YLYuH4NeV96iclTp7Npy1baBbUhbPMGnnvuOfz9GjF5wsdkyOBK6ITJbNy0mUkTPqZShfJERkUByT+CNv3vSwoWKMCEyVM5dOgw8+fOtDpOUJtWLJo/hxvR0QT36c+0mbNp27olG9attnTXERHH4ZR4J870zy8TEREREZH/glrQRURERERsiBJ0EREREREbogRdRERERMSGKEEXEREREbEhStBFRERERGyIEnQRERERERuiBF1ERERExIYoQRcRERERsSFK0EVEREREbIgSdBERERERG6IEXURERETEhihBFxERERGxIUrQRURERERsiBJ0EREREREbogRdRERERMSGKEEXEREREbEhStBFRERERGyIEnQRERERERuiBF1ERERExIYoQRcRERERsSFK0EVEREREbIgSdBERERERG6IEXURERETEhihBFxERERGxIUrQRURERERsiBJ0EREREREbogRdRERERMSGKEEXEREREbEhStBFRERERGyIEnQRERERERuiBF1ERERExIb8H/qEkviyEq7yAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=apc.mpl.get_figure_dimensions(\"half_small\"), layout=\"constrained\")\n", + "plt.barh(sample_id, num_reads, color=apc.aster)\n", + "\n", + "apc.mpl.style_plot(ax, monospaced_axes=\"x\")\n", + "apc.mpl.set_yaxis_categorical()\n", + "\n", + "ax.get_xaxis().set_major_formatter(mpl.ticker.FuncFormatter(lambda x, _: format(int(x), \",\")))\n", + "plt.xticks(rotation=30, ha=\"right\")\n", + "\n", + "# Remove this if you don't want error bars.\n", + "plt.errorbar(num_reads, sample_id, xerr=error, fmt=\"none\", color=apc.crow)\n", + "\n", + "plt.xlabel(\"Number of reads\")\n", + "plt.ylabel(\"Sample\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Vertical bar chart using `seaborn`" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=apc.mpl.get_figure_dimensions(\"threeq_wide\"), layout=\"constrained\")\n", + "sns.barplot(\n", + " x=sample_id_formatted,\n", + " y=num_reads,\n", + " color=apc.aster,\n", + " saturation=1, # Seaborn by default desaturates the colors. This prevents that.\n", + ")\n", + "\n", + "apc.mpl.style_plot(ax, monospaced_axes=\"y\")\n", + "apc.mpl.set_xaxis_categorical()\n", + "\n", + "ax.get_yaxis().set_major_formatter(mpl.ticker.FuncFormatter(lambda x, _: format(int(x), \",\")))\n", + "\n", + "plt.ylabel(\"Number of reads\")\n", + "plt.xlabel(\"Sample\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Horizontal bar chart using `seaborn`" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=apc.mpl.get_figure_dimensions(\"half_small\"), layout=\"constrained\")\n", + "sns.barplot(\n", + " y=sample_id,\n", + " x=num_reads,\n", + " color=apc.aster,\n", + " saturation=1, # Seaborn by default desaturates the colors. This prevents that.\n", + ")\n", + "\n", + "apc.mpl.style_plot(ax, monospaced_axes=\"x\")\n", + "apc.mpl.set_yaxis_categorical()\n", + "\n", + "ax.get_xaxis().set_major_formatter(mpl.ticker.FuncFormatter(lambda x, _: format(int(x), \",\")))\n", + "\n", + "plt.xticks(rotation=30, ha=\"right\")\n", + "\n", + "plt.xlabel(\"Number of reads\")\n", + "plt.ylabel(\"Sample\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 6. Bar chart with colored categories using `matplotlib`" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=apc.mpl.get_figure_dimensions(\"threeq_wide\"), layout=\"constrained\")\n", + "\n", + "color_labels = [idx.split(\" \")[0] for idx in sample_id]\n", + "color_dict = dict(zip(set(color_labels), [apc.aster, apc.aegean, apc.amber, apc.seaweed, apc.rose]))\n", + "\n", + "colors = [dict(color_dict)[i] for i in color_labels]\n", + "\n", + "sample_id_formatted = [i.replace(\" \", \"\\n\") for i in sample_id]\n", + "plt.bar(sample_id_formatted, num_reads, color=colors)\n", + "\n", + "apc.mpl.style_plot(ax, monospaced_axes=\"y\")\n", + "apc.mpl.set_xaxis_categorical()\n", + "\n", + "ax.get_yaxis().set_major_formatter(mpl.ticker.FuncFormatter(lambda x, _: format(int(x), \",\")))\n", + "\n", + "plt.ylabel(\"Number of reads\")\n", + "plt.xlabel(\"Sample\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 7. Bar chart with colored categories using `seaborn`" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=apc.mpl.get_figure_dimensions(\"threeq_wide\"), layout=\"constrained\")\n", + "\n", + "color_labels = [idx.split(\" \")[0] for idx in sample_id]\n", + "color_dict = dict(zip(set(color_labels), [apc.aster, apc.aegean, apc.amber, apc.seaweed, apc.rose]))\n", + "\n", + "sns.barplot(\n", + " x=sample_id_formatted,\n", + " y=num_reads,\n", + " hue=color_labels,\n", + " palette=color_dict,\n", + " saturation=1, # Seaborn by default desaturates the colors. This prevents that.\n", + ")\n", + "\n", + "apc.mpl.style_plot(ax, monospaced_axes=\"y\")\n", + "apc.mpl.set_xaxis_categorical()\n", + "\n", + "ax.get_yaxis().set_major_formatter(mpl.ticker.FuncFormatter(lambda x, _: format(int(x), \",\")))\n", + "\n", + "plt.ylabel(\"Number of reads\")\n", + "plt.xlabel(\"Sample\")\n", + "\n", + "legend = ax.get_legend()\n", + "legend.set_title(\"ID\")\n", + "\n", + "legend.set_bbox_to_anchor((1.06, 1))\n", + "\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "product", + "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": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 2 } diff --git a/docs/examples/heatmap.ipynb b/docs/examples/heatmap.ipynb index ec36b07..418a5ae 100644 --- a/docs/examples/heatmap.ipynb +++ b/docs/examples/heatmap.ipynb @@ -1,108 +1,108 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 0. Setup" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import seaborn as sns\n", - "\n", - "sys.path.append(\"..\")\n", - "\n", - "import arcadia_pycolor as apc\n", - "\n", - "apc.mpl.setup()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 1. Heatmaps with Seaborn" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "random_data = np.random.rand(8, 8)\n", - "\n", - "fig, axs = plt.subplots(1, 2, figsize=(13, 5), layout=\"constrained\")\n", - "sns.heatmap(\n", - " random_data,\n", - " ax=axs[0],\n", - " square=True,\n", - " cmap=\"apc:magma\",\n", - " cbar_kws={\"label\": \"Intensity\"},\n", - " annot=True,\n", - " annot_kws={\"fontsize\": 12},\n", - ")\n", - "sns.heatmap(\n", - " random_data - 0.5,\n", - " ax=axs[1],\n", - " square=True,\n", - " cmap=\"apc:pansies\",\n", - " cbar_kws={\"label\": \"Intensity\"},\n", - ")\n", - "\n", - "for ax in axs:\n", - " apc.mpl.style_axis(\n", - " ax,\n", - " categorical_axes=\"both\",\n", - " monospaced_axes=\"both\",\n", - " colorbar_exists=True,\n", - " )\n", - " ax.set_xlabel(\"Category 1\")\n", - " ax.set_ylabel(\"Category 2\")\n", - "\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "product", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.1" - } - }, - "nbformat": 4, - "nbformat_minor": 2 + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 0. Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import seaborn as sns\n", + "\n", + "sys.path.append(\"..\")\n", + "\n", + "import arcadia_pycolor as apc\n", + "\n", + "apc.mpl.setup()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1. Heatmaps with Seaborn" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "random_data = np.random.rand(8, 8)\n", + "\n", + "fig, axs = plt.subplots(1, 2, figsize=(13, 5), layout=\"constrained\")\n", + "sns.heatmap(\n", + " random_data,\n", + " ax=axs[0],\n", + " square=True,\n", + " cmap=\"apc:magma\",\n", + " cbar_kws={\"label\": \"Intensity\"},\n", + " annot=True,\n", + " annot_kws={\"fontsize\": 12},\n", + ")\n", + "sns.heatmap(\n", + " random_data - 0.5,\n", + " ax=axs[1],\n", + " square=True,\n", + " cmap=\"apc:pansies\",\n", + " cbar_kws={\"label\": \"Intensity\"},\n", + ")\n", + "\n", + "for ax in axs:\n", + " apc.mpl.style_plot(\n", + " ax,\n", + " categorical_axes=\"both\",\n", + " monospaced_axes=\"both\",\n", + " colorbar_exists=True,\n", + " )\n", + " ax.set_xlabel(\"Category 1\")\n", + " ax.set_ylabel(\"Category 2\")\n", + "\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "product", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 } diff --git a/docs/examples/stacked_barplot.ipynb b/docs/examples/stacked_barplot.ipynb index 7125bbd..78d03ea 100644 --- a/docs/examples/stacked_barplot.ipynb +++ b/docs/examples/stacked_barplot.ipynb @@ -1,112 +1,112 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 0. Setup" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "sys.path.append(\"..\")\n", - "\n", - "import arcadia_pycolor as apc\n", - "\n", - "apc.mpl.setup()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 1. Stacked bar chart with `matplotlib`" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "categories = [\"Water\", \"Salt\", \"Drug A\", \"Drug B\", \"Drug C\"]\n", - "subcategories = [\"Dead\", \"Malformed\", \"Alive\"]\n", - "data = np.array(\n", - " [\n", - " [5, 10, 15],\n", - " [7, 14, 21],\n", - " [10, 20, 30],\n", - " [3, 6, 20],\n", - " [23, 4, 7],\n", - " ]\n", - ")\n", - "\n", - "fig, ax = plt.subplots()\n", - "\n", - "# Initialize the bottom array to 0\n", - "bottom = np.zeros(len(categories))\n", - "\n", - "colors = [apc.denim, apc.canary, apc.seaweed]\n", - "\n", - "# Loop through each subcategory and plot\n", - "for i in range(len(subcategories)):\n", - " ax.bar(categories, data[:, i], bottom=bottom, label=subcategories[i], color=colors[i])\n", - " bottom += data[:, i]\n", - "\n", - "ax.set_xlabel(\"Condition\")\n", - "ax.set_ylabel(\"Number of embryos\")\n", - "\n", - "legend = ax.legend()\n", - "handles, labels = ax.get_legend_handles_labels()\n", - "ax.legend(reversed(handles), reversed(labels))\n", - "ax.get_legend().set_title(\"Viability\")\n", - "\n", - "apc.mpl.style_axis(ax, categorical_axes=\"x\", monospaced_axes=\"y\")\n", - "\n", - "# Show the plot\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "product", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.1" - } - }, - "nbformat": 4, - "nbformat_minor": 2 + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 0. Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "sys.path.append(\"..\")\n", + "\n", + "import arcadia_pycolor as apc\n", + "\n", + "apc.mpl.setup()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1. Stacked bar chart with `matplotlib`" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "categories = [\"Water\", \"Salt\", \"Drug A\", \"Drug B\", \"Drug C\"]\n", + "subcategories = [\"Dead\", \"Malformed\", \"Alive\"]\n", + "data = np.array(\n", + " [\n", + " [5, 10, 15],\n", + " [7, 14, 21],\n", + " [10, 20, 30],\n", + " [3, 6, 20],\n", + " [23, 4, 7],\n", + " ]\n", + ")\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "# Initialize the bottom array to 0\n", + "bottom = np.zeros(len(categories))\n", + "\n", + "colors = [apc.denim, apc.canary, apc.seaweed]\n", + "\n", + "# Loop through each subcategory and plot\n", + "for i in range(len(subcategories)):\n", + " ax.bar(categories, data[:, i], bottom=bottom, label=subcategories[i], color=colors[i])\n", + " bottom += data[:, i]\n", + "\n", + "ax.set_xlabel(\"Condition\")\n", + "ax.set_ylabel(\"Number of embryos\")\n", + "\n", + "legend = ax.legend()\n", + "handles, labels = ax.get_legend_handles_labels()\n", + "ax.legend(reversed(handles), reversed(labels))\n", + "ax.get_legend().set_title(\"Viability\")\n", + "\n", + "apc.mpl.style_plot(ax, categorical_axes=\"x\", monospaced_axes=\"y\")\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "product", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 } diff --git a/docs/examples/stacked_lineplot.ipynb b/docs/examples/stacked_lineplot.ipynb index ed92a9d..4a64cab 100644 --- a/docs/examples/stacked_lineplot.ipynb +++ b/docs/examples/stacked_lineplot.ipynb @@ -1,121 +1,121 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 0. Setup" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "sys.path.append(\"..\")\n", - "\n", - "import arcadia_pycolor as apc\n", - "\n", - "apc.mpl.setup()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 1. Generate raw data" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "lines = np.random.rand(10, 20)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 2. Multiple line plot with `matplotlib`" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axes = plt.subplots(\n", - " nrows=len(lines),\n", - " figsize=(5, 8),\n", - ")\n", - "\n", - "colors = [apc.aegean, apc.lightgrey, apc.dragon]\n", - "\n", - "cmap = apc.Gradient(\n", - " name=\"\",\n", - " colors=colors,\n", - ").to_mpl_cmap()\n", - "\n", - "# loop through spectra\n", - "for i, line in enumerate(lines):\n", - " ax = axes[i]\n", - " color = cmap(i / len(lines))\n", - " ax.plot(line, color=color)\n", - " apc.mpl.style_axis(axis=ax, monospaced_axes=\"both\")\n", - " ax.set_yticks([])\n", - "\n", - " if i != len(lines) - 1:\n", - " ax.spines[\"bottom\"].set_visible(False)\n", - " ax.set_xticks([])\n", - " else:\n", - " ax.set_xlabel(\"Time (s)\")\n", - "\n", - "fig.supylabel(\"Brightness\")\n", - "\n", - "fig.subplots_adjust(hspace=0)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "product", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.1" - } - }, - "nbformat": 4, - "nbformat_minor": 2 + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 0. Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "sys.path.append(\"..\")\n", + "\n", + "import arcadia_pycolor as apc\n", + "\n", + "apc.mpl.setup()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1. Generate raw data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "lines = np.random.rand(10, 20)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2. Multiple line plot with `matplotlib`" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(\n", + " nrows=len(lines),\n", + " figsize=(5, 8),\n", + ")\n", + "\n", + "colors = [apc.aegean, apc.gray, apc.dragon]\n", + "\n", + "cmap = apc.Gradient(\n", + " name=\"\",\n", + " colors=colors,\n", + ").to_mpl_cmap()\n", + "\n", + "# loop through spectra\n", + "for i, line in enumerate(lines):\n", + " ax = axes[i]\n", + " color = cmap(i / len(lines))\n", + " ax.plot(line, color=color)\n", + " apc.mpl.style_plot(axis=ax, monospaced_axes=\"both\")\n", + " ax.set_yticks([])\n", + "\n", + " if i != len(lines) - 1:\n", + " ax.spines[\"bottom\"].set_visible(False)\n", + " ax.set_xticks([])\n", + " else:\n", + " ax.set_xlabel(\"Time (s)\")\n", + "\n", + "fig.supylabel(\"Brightness\")\n", + "\n", + "fig.subplots_adjust(hspace=0)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "product", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 } diff --git a/docs/style_usage.ipynb b/docs/style_usage.ipynb index 3d7d3f8..c2d141c 100644 --- a/docs/style_usage.ipynb +++ b/docs/style_usage.ipynb @@ -11,13 +11,13 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2024-07-01T17:21:54.695386Z", - "iopub.status.busy": "2024-07-01T17:21:54.695236Z", - "iopub.status.idle": "2024-07-01T17:21:55.507007Z", - "shell.execute_reply": "2024-07-01T17:21:55.506543Z" + "iopub.execute_input": "2024-07-01T20:17:22.822958Z", + "iopub.status.busy": "2024-07-01T20:17:22.822859Z", + "iopub.status.idle": "2024-07-01T20:17:23.655630Z", + "shell.execute_reply": "2024-07-01T20:17:23.655160Z" } }, "outputs": [], @@ -43,8 +43,15 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-01T20:17:23.657561Z", + "iopub.status.busy": "2024-07-01T20:17:23.657393Z", + "iopub.status.idle": "2024-07-01T20:17:23.663765Z", + "shell.execute_reply": "2024-07-01T20:17:23.663455Z" + } + }, "outputs": [], "source": [ "iris = datasets.load_iris()\n", @@ -69,21 +76,21 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2024-07-01T17:21:55.508884Z", - "iopub.status.busy": "2024-07-01T17:21:55.508734Z", - "iopub.status.idle": "2024-07-01T17:21:55.810613Z", - "shell.execute_reply": "2024-07-01T17:21:55.809683Z" + "iopub.execute_input": "2024-07-01T20:17:23.665785Z", + "iopub.status.busy": "2024-07-01T20:17:23.665644Z", + "iopub.status.idle": "2024-07-01T20:17:23.971966Z", + "shell.execute_reply": "2024-07-01T20:17:23.970302Z" } }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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YoGAkhBBCDFAwEkIIIQYoGAkhhBADFIyEEEKIAQpGQgghxAAFIyGEEGKAgpFUKT2nCEcv3eO7DEIIsRgKRlKl/KIypGYX8V0GIYRYDAUjqVJJmQYlKg3fZRBCiMVQMJIqFZeqUaxS810GIYRYDAUjqVKxSo2iUgpGQoj9oGAkVSooUaOohIKREGI/KBhJlQpLylBQUsZ3GYQQYjEUjKRK+UVlyC+iYCSE2A8KRlKl3CIVSso0KFNr+S6FEEIsgoKRVCmvUAUAyC0s5bkSQgixDApGUinGGLILSgAA2QUUjIQQ+0DBSCpVVKpGmUYHgIKREGI/KBhJpR7klVT4OyGE2DIKRlKpzLxig98pGAkh9sEmglGtVqNHjx7gOA4PHjyocJ2bN2+C47gKfy5evGjhioUhM7fE4PfiKtYkhBDbIeG7AFOYNm0aDh06VOU6KSkpEIlEOHv2LEQi4+8DLVq0MGd5gpWeU2zwO82wQQixD4IPxm3btmHp0qV46623sHLlykrXS0lJga+vL9q1a2fB6oTNMAxzClVQlWkgcxD8W4YQQqok6E+5W7duYcyYMfjqq6/g7Oxc5bopKSlo2LChhSqzDY/Pw5iWU4QmDVx5qoYQQixDsNcYS0tL8cwzz6Bfv3546623ql3/0anUF198Eb6+vmjYsCFefPFF3LlzxwLVCk+xSo28IpXRstQsOp1KCLF9gg3Gd999F/n5+VizZg04jqt2/ZSUFJw5cwaBgYH4+eefsWjRIpw6dQq9evVCfn6+BSoWlvsPCsstu5dVfhkhhNgaQZ5K/emnnxAXF4djx47BxcWlRveZP38+Fi5ciODgYP2y9u3bo02bNtiyZQtefvnlCu8XFxeHuLg4o2VpaWl1rl0o7lUQjBWFJSGE2BpBBuOaNWugUqkQERGhX6bTPRyhpUGDBuA4DhqNRn+bWq2Gp6cnvL29jbbTunVruLu74/r165Xua+zYsRg7dqzRspiYmPo/CCt390FBuWUVhSUhhNgaQZ5KXbt2LS5cuICEhAT9z5w5cwAA8fHxSEhIMFpfrVajRYsW+Prrr42WJyUlIScnx+gokjxUUQim5xbRLBuEEJsnyCPGZs2alVt2+vRpAEBQUBC8vLxw9+5d5ObmolWrVnBycsJ7772HmTNnws3NDdHR0bh9+zamTJmCoKAgDBs2zMKPwLoxxpCSWf6IkbGHgdnMj1qmEkJslyCPGGvik08+QWhoKO7fvw8AmDt3LubPn4/FixejQ4cOeOWVVxAdHY2///4bSqWS52qtS15RGQqKK56cOCWTGioRQmwbxxhjfBchNDExMYiPj+e7DLO5kJSJr/53usLbnujYBC/2oVPPhBDbZbNHjKTu7mRUflR4J6P8KVZCCLElFIyknNvplYffnYx80EkGQogto2Ak5dxJr/yIsUSloSmoCCE2jYKRGClRqZFWzUwat9PzLFQNIYRYHgUjMVKTa4hJadQylRBiuygYiZGktOqPBm/XYB1CCBEqCkZiJLkGoZeUlkcNcAghNouCkRi5mZpb7TrFKg3Sc4rNXwwhhPCAgpHoFRSXITO3Zi1OaxKghBAiRBSMRO/m/VyzrEsIIUJCwUj0btzPqfG61+/VfF1CCBESCkaid+1uzcPubmYBilVqM1ZDCCH8oGAkAIAyjRa3anHdkDHgei2ClBBChIKCkQB4eM1Qo61dF4wrKdlmqoYQQvhDwUgAAJdvZ1nkPoQQYu0oGAkA4FLyg1rf5056fqUTGhNCiFBRMBIUFJchKbX2w7wxABfrEKiEEGLNKBgJLiRloq4DvJ27mWHSWgghhG8UjAT/3Kh7uJ2/lQmNVmfCagghhF8UjHauTK3F+VuZdb5/sUqDK3eoEQ4hxHZQMNq5c7cyUabW1msbJ66kmagaQgjhHwWjnTt2+X69t3H6ahrKNPULV0IIsRYUjHassKQM52/Vv/FMSZkGCfW4TkkIIdaEgtGOHbl4r9aj3VTmwPkUk2yHEEL4RsFopxhjiD9nujC7lJyFjJwik22PEEL4QsFopy4mP0BqtmmDbO8/t026PUII4QMFo53afTrZ5Ns8dP4uTUVFCBE8CkY7dDs9DxeTTD+UW6lai31n75h8u4SQ2ilOPYXMk4v5LkOwKBjt0O/Hbppt27tPJUFVpjHb9gkh1VMX3ENp9hW+yxAswQejWq1Gjx49wHEcHjyo/Cjo7t27GDlyJJo2bQpvb28MHDgQJ06csGCl1uFORj7OXEs32/YLStT46yxdaySET5qSLDB1MXTqEr5LESTBB+O0adNw6NChKtdJSUlBREQErl27hsWLF2PDhg2QyWTo2bMn4uPjLVOoldhy8JrZ9/HH8VsoKqVrjYTwRVOcYfQvqR1BB+O2bduwdOlSvPXWW1Wut3jxYpSWlmLfvn146qmn8MQTT2DLli0IDw/H7NmzLVQt/xJvZ9VrXNSaKlZpsOO4+U7XEkKqpil8OEyjpoiGa6wLwQbjrVu3MGbMGHz11Vfo1KlTletu2rQJI0eOhKurq36ZWCzGq6++ivj4eKSl2f6bR6vTYcO+RIvtb8/pZKSZuDsIIaR6Ok0JtKXZAAB1Yf2HfLRHggzG0tJSPPPMM+jXr1+1R4tlZWVITU1FUFBQudvatGkDALh92/avicWfS0FKZoHF9qfVMWy0YBATQh5S59/V/16WTyNS1YWE7wLq4t1330V+fj7WrFkDjuOqXDcr6+GUSJ6enuVu8/LyAgBkZFR+Hj4uLg5xcXFGy4R2hJlbqLLItcXHnbuViTPX09GxZQOL75sQe1WW/2+XKXU+dZ+qC8EF408//YS4uDgcO3YMLi4u1a7/KBAfBaShR61YfXx8Kr3/2LFjMXbsWKNlMTExNS/YCmzcl4gSFT9dKH7aewnBAZ6QywT3ViNEkMrykvS/a4rSoVMXQSRV8FiR8Aju02rNmjVQqVSIiIjQL9PpHs4g36BBA3AcB43m3xBwcHCAn58fEhPLn9a7cuVhP5+AgAAzV82fhBsZOHEllbf95xSq8L+DV/HSE215q4EQe1KWc8vo/6rcW5B7h/JUjTAJ7hrj2rVrceHCBSQkJOh/5syZAwCIj49HQkJCufs8//zz2LhxI/Ly8vTLtFotvv32W/Ts2RN+fn6WKt+iikrViNtzke8ysO/sHSTeKX/ETggxLZ26BOqCu0bLynKohXhtCe6IsVmzZuWWnT59GgAQFBQELy8v3L17F7m5uWjVqhUcHBzw3nvvYcOGDejduzdmzJgBhUKBVatWISEhATt37rT0Q7CYDX8nIrdQxXcZAIDvd17AnLHd6JQqIWakyr0BwHgqOVX2dX6KETDBHTHWxCeffILQ0FDcv/+wqbK/vz9OnjyJFi1aYMKECXj++edRXFyM+Ph49OrVi+dqzeP0tTQcuXSP7zL0MvNKsHE/tVIlxJxUWeUb2alyroMxHQ/VCBfHGDPNTLV2JCYmxqpHzMktLMUnaw+jsMT6Rp+Z+FQHtKdWqoSYRfrRT6HKKv8F1LfHXDi4NrV8QQJlk0eM9kzHGNb8ecEqQxEAvt91AbmFpXyXQYjNYToNynJuVHhbadZVC1cjbBSMNmbP6WRcTDb9lFKmUlCixrd/noeOTlQQYlJluUlguoq/EKuyKRhrg4LRhiSn5eF/B6z/D+BSchZ2nUyqfkVCSI2psisfxEOVfQ101azmKBhtRIlKjVW/J0CrE8ab/5dD13Dzfi7fZRBiM1Q5lbc+1anyoC0x/wQCtoKC0QYwxrBuzyVk5BbzXUqNaXUMX29PoOmpCDEBxhhUlVxffESVXfXt5F8UjDbgwPm7OJ7I3+g2dfUgrwTf77xAp3gIqSdtaTZ0qrwq1ynLvVXl7eRfFIwCl5KRj/V/X+a7jDo7cz0df/1j+7ObEGJOZXnV/w2V0YDiNUbBKGAlKg1WbkuAWiPszrub9l/BrdRcvssgRLDUNZheSp1/h87O1BAFo0AxxhC3+yLScoQ/GbBWx7ByG11vJKSuajIhsU5dBF1ZvgWqET4KRoHal3CH11kzTC0rvwTf/HGO+jcSUgeaoprNEasuFNZcsnyhYBSgW6m52PC37Y07eu5mJnaepAYChNSWprhmg3poS6x38A9rQsEoMAXFZVi57axg+ivW1paD15B4m6aoIqSmmFZd41OkmpJsM1djGygYBUSnY/jvjnPIyrfdsUYZA77enoCcAtt9jISYkrYW1w2r69JBHqJgFJDfjly36nFQTSX//4+KNVpht7YlxBJ0ZQU1XldbVmjGSmwHBaNA/HM9Hb8fs5+ZuG/ct83rqISYmk5d8xGvdGrht2K3BApGAUjLLsK3f5znuwyL25dwB4cu3OW7DEKsmk5TUuN1WS3WtWcUjFauRKXG0q1nUFKm4bsUXqzbc4k6/xNSBaap+fV4XS3WtWcUjFZMxxj+u+M8UrPt9/SHRqvDsl//QW6hiu9SCLFKTFvzvw2mLTNjJbZDYq4N5+XlYc6cOTh48CCysoyb33Mch5s37ed6WV39evg6Em5m8F0G73ILVVj+2z/46PlISCVivsshxKroNLUJRvqCWRNmC8bXX38dP//8MwBALBZDIjHbrmzS8cT72G5HjW2qc/N+LuL2XMIrA0LBcRzf5dgEdXYGSlNuQBnWhe9SSD3UJux0WjqVWhNmO5W6Z88edO3aFdeuXYNKpUJJSYnRD6lcUmoevtt5ge8yrM6Ri/ew61QS32XYDE1uFkpT6MuX0NWu8U0pDSReA2YLRm9vbwwdOhQtWrSASESXMmsqp6AUS389I/gZM8zl5/irdHrZRLTFBdAW17wPHLFOtemuAaarVWMde2W2xHrttdewbds2qFR0TrumVGotNTSpBgOwensC7mbSB3p9aQrzoC2gkVCETqeq3YwZtRkpx16Z9MLfwIED9b8zxnD27Fn4+fkhLCwMcrlcfxvHcfjjjz9MuWvBY4zh+50XkJRGH1TVKS3TYunWM5gxuguUTg58lyNY2vwcaApywZgOHEdndYRKq8qt3fqlOZAqGpinGBth0mDctWtXuWUlJSU4cOCA0TJqPFHe9uM3bWoaKXPLzCvBim1n8f6zEZCI6UO9LtS5WYBWA21hPiRKN77LIXWkKc6s/fqebcxUjW0waTAmJVHDiLo4ez0dWw9d57sMwbmako2N+xIx+om2fJciSJqch9dq1dkZFIwCpS0rqNVYqQCgKaQv4NUx6VftJk2a6H/WrVuHrKwso2VNmjRBSUkJ1q9fb8rdCtr9rEL8949zfJchWH+fvYMD51P4LkNwtCVF0BY+vNakfkCT1wpVWV6yRe5jb8x2DmrWrFk4c+ZMueV//fUXpk+fbq7dCkqJSoNlv/6D0jIt36UI2o97adi42irLuGfwO41HK1RlObXvblOWewuMUav3qpi8133z5s31v0+dOhWfffaZ/v9arRZ3796FUqk09W4FhzGGuN0XkWbHw72ZikbLsOr3BMwe0xUKRynf5QhCWeod/e8qg9+JsJRm1r6/s05dhLK8ZMjcmle/sp0y+RHj/fv3kZqaCo7jkJubi9TUVP1PRkYG3Nzc8N5775lkXzk5OZgwYQICAwMhl8sRFBSERYsWVdqBtXv37uA4rtzPlClTTFJPbRw4l0KNbUzoQV4J1vx5njov11DpvVv63zU5mdAWUfcXodGq8qHKuVGn+5ak/WPiamyLyY8YS0sfdh4ViURYuXIlXnvtNVPvAsDDo88hQ4YgPT0dCxYsQOPGjfHLL79g8uTJEIvFmDhxYrn7pKSkYP78+Rg6dKjRck9PT7PUWJn0nCJs2H/Fovu0B2dvZODwxXvoHtqY71KsGtNqoLpr3FCu9M51KII68FQRqYvi+8eBOp4SLbp3FK6tR1APgUqYbQDTpKQkeHl5mWvz+Pvvv3HkyBEkJCQgLCwMABAdHY3jx49j27Zt5YJRq9Xi3r17iIiIQEhIiNnqqo6OMaz58wLK1HRd0RzW/30ZwU084ekir35lO1V69xaYxniWhZLkKxSMAsIYQ+Ht+DrfX1ucidIHFyH3DjVdUTbEbB38q2KKDv4eHh5YsmQJ2rVrZ7Tc2dkZ7u7u5dZPT0+HRqNBw4YN67Xf+jp04S6u38vhtQZbVlqmxcZ9iXh7GH3IV6bkxsXyy24lgmm14MQ0e4kQlGZehLqgfq2xC27upGCshFk7+HMcV+E1H1Mcvnfq1AmdOnUCAOh0OmRlZWHjxo3466+/sH379nLrp6Q8fBNt3rwZmzdvRlpaGoKDgzF16lQMGTKk3vXURLFKjV8OXrPIvuzZ6WvpSLydhaAmlj1FLgRMp0Px9fPllutKi1F65zrkzajjt7VjjCHv2tZ6b6c08wJU2dcg82hlgqpsi0kb3yQlJel/fv31Vzg7O2PVqlVITk5GcnIyVqxYAaVSia1b6/+iGhoxYgR8fHwwceJETJkyBf379y+3zqNgPHXqFBYsWIDff/8dzZs3x9ChQ7Fjx45Ktx0XF4eYmBijn7S0uvX72nM6GfnFNFGoJfzv4FVqiFOB0tvXKm1oU3j5tIWrIXVRknoaZXVsdPO4nMub6O+kAhwz07PSo0cPRERE4KuvvjJaPnnyZJw8eRKHDh0y2b4ehfG+ffuwcOFCvPXWW1i8eLHROmlpabhx4waioqIglT5s0q/T6dC9e3eIxWIcPHiwxvuLiYlBfHx8rWosU2sxefV+FJSoa3U/UndTX4hCq8YefJdhVTJ/X1fhESMAQCxB49dnQCxXWLYoUmM6TQlS938EbWm2ybbpEfYqnAN6mGx7tsBsHfzPnTsHNze3cstdXV1x/nwlf5i1kJmZidTUh90dmjVrht69e2PevHmYPn06li1bhvx84xHkRSIRgoOD9aH4aFlUVBSuXzf/cGwnrqRSKFrY3jO3+S7Bqmjyc1BcwfVFPa0GhRdOWK4gUmu5iT+bNBQBIPfyBmhKqd2DIbMFY6tWrbB8+XKcPHlSv+zkyZNYsWIFWrduXe/tL1u2DOHh4eWmtXJycoJEIjEKQAB4//330adPH6PTBowxnDlzBsHBwfWupzqnr9GwW5Z2/lYmtf41UPDPoWqb9xecPQym1VioIlIbJelnUZj8l8m3q1MXIfvsf2k0HANmC8bPPvsMWVlZiI6Ohq+vL3x9fREdHY0HDx7g008/rff2X331VZSVleHpp5/G8ePHcfXqVcTFxWHu3LkYNWoUdDodLl68iIyMhwMlT5o0CYmJiXj99ddx9uxZnDt3Dm+99RYOHTqEjz76qN71VEWl1uJScpZZ90HKU6m1uHyHnnfg4dioBeePVb9eYR4KL9G1RmujKX6ArIRvzbb90geXkH+9fKNFe2W2YOzbty8OHTqEPn36QKfTQafToU+fPjh8+DD69u1b7+0HBATgyJEjEIvFGD58ONq3b48vv/wSU6dOxerVq3Hq1CmEhoZi1apVAICwsDAcOnQId+7cQWxsLHr27InLly9j7969eOKJJ+pdT1VSswqh0dK3MT7cTqdJWQEg/+Q+MHXNGn7lHf8LTEOn/a2FTqNC5qkltZ5Fo7byrv6CkvQEs+5DKMzW+MaW1bbxzZFL9/DtH/W/rkpqL6qNH94YGs53GbzS5Ofg/toFYJqanyJ17zkELp1izFcUqRHGdHhwZgVKUk9ZZH+cxBENunwCB9cmFtmftTJpP8aFCxciNjYWYWFhWLhwYZXrfvDBB6bctVUroC4avCkooec+58D2WoUiAOQe2wtFcEeInWjAf74wxpBz6SeLhSIAME0pMk98iQbdZkLiZL6Ry6ydSYPxo48+gpubG8LCwvDRRx9V2cHfnoJRp6ODcr5o7fy5L0m+iuJrtZ/vk5WVIufADngNGGmGqkhN5F37FYVJey2+X60qFxnHF6BBl08gdnSz+P6tgUmDce3atejSpYv+d/KQWEQD9fJFIrbf516nViH7r1/qfP+iy6ehCOoAedP6tyIntZN/Ywfyr/3K2/41RenIOLYAPl0+hljmylsdfDFpMI4ZM0b/e0FBAZ544gmTdM0QOg8a0Jo3nkr7fe5zDuyAJq9+rXKzdm9GwzHvQ+Rov8+jpeVd24a8q1v4LgPqwnvIOPoZfKI/srsjR7O1Sp0wYQKCg4Ph7++P//znP9i4caO+64S98XGjDxW+eNnpc1988zIKzx2t93a0hXnI2vs/GjbMAhhjyL3yi1WE4iPqwntIP/opNCX21e3JbME4d+5cDB48GDqdDmvXrsWLL74IPz8/hIWF4f333zfXbq1SIy8lHKQ0awEfWjR047sEi9PkZyNr1waTba/42jkUnqu+DySpO8Z0yLn4I/Kv/8Z3KeVoilKRfmQu1IX2M7G62YJx2rRp2LZtG+7du4eUlBR8/vnn8PPzw4ULF7Bo0SJz7dYqScQiBPq58V2G3RFxHJrb2fOuU5chc9s66EpLTLrd7P2/ofReUvUrklpjWjWyzq5GYbLlG9rUlLYkC+lH5kKVe4vvUizCbBMVJyYm4sCBAzh48CAOHDiA1NRUuLi44MknnzR7h3prFBbojUQahcWiggI84Ohgtre41WFMh6zdm1GWcdf0G9dpkfn7Ovi9OAESFxqY3VR06mJknl4K1YPLfJdSLV1ZATKOzodXx3cgbxDOdzlmZbZPjbZt24LjOHTo0AHjx49H3759ERkZCbGdToTasVUDbNp/he8y7ErHVr58l2BRuYf+RPHVBLNtX1dcgIyta9Dg+bchdnQy237shab4ATJPLqr3hMOWxLRlyDy1GO4hY6Bs2pvvcszGbKdSPT09wRjDhQsXEB8fjwMHDiAhIcFuL+J7uzqhZSN3vsuwG2IRh06tG/BdhsXknzmI/FP7zb4fdVY6Mn/7HroaDi9HKlaWm4S0w7MEFYp6TIecC2uRc3mjzQ48brZgzMzMxOXLl7Fs2TL4+flh1apViIyMhKenJ5555hlz7daq9WjXmO8S7EbHlg3g4iTjuwyLKLhwAjnx2yy2P9W9JGRuW0vjqdZR8f1TSD8yDzpVHt+l1EvBzT/x4PQy6DSlfJdicmYLRgBo06YNevbsidjYWAwdOhR+fn7Izc3F1q1bzblbqxXZxg9OMvu55sWnmPAAvkuwiIILJ5C9538W32/p7WvI2BZH4VgLjDHkXduGB2eWgels44i7JO0M0o/Ms7nuHGb7lO7Tpw/OnDmDgoKHI8IzxtC2bVs8++yzJpldQ4hkUjFiwvzx50lq3WdO/t5KBAXYfgORgrOHkb2Pv9FRSpOvIOPX7+D95DiIHOzj6LyudBoVss+tQfH943yXYnLq/NtIOzQT3p0mQObRiu9yTMJss2uIRCL4+fnhiSeeQN++fdG3b1/4+tpGY4jazq5hKCu/BB98c8Dux/A0p/8MCEX3UNs9bc0YQ97xvcg7upvvUgAADr7+8HnqFYidnPkuxSppSrLx4NQSlOXZ+BdikQQeoePgHNCD70rqzWxHjJcuXUJQUJC5Ni9Yni5ydA5uiCMX7/Fdik3yUDoiOrgh32WYDdNqkf33VhResJ4jj7K0FKRtWg6f4a9C6ma/MzJURJV9HZmnlwr+emKN6DTIPvct1Pl34BY8EpxIuD0QzHaNkUKxcoOimsN+h7Y2r9iIppCIzXrpnDc6VQkyfvvOqkLxEU3OA6RtWEaDABgoTDmI9GOf2kcoGihI2o3ME19AW1bIdyl1ZpufIFauoaczItv48V2GzXFROCAmzDYb3aizM5G6filKk6/yXUqldCVFSP/5axReOMF3KbxiOi1yLv6E7IRvAV3t5sG0FaUPLiH98CyoC4R5ZoyCkSdPdm1BR40mNjgqEDIbHJO2+OYlpG5YAk1OJt+lVE+nRdaen5H991Ywrf2Fgk5dhMyTX6EgyTqu//JJU5SOtMOzUJKewHcptWbSa4y1mT3Dx8fHlLsWnIaezohu2xBHL93nuxSb4KF0REyYP99lmBTT6ZB3bDfyjv/Fdym1VpBwBKr0u/Ae8hIkSje+y7EIdWEqMk8ugqYoje9SrAbTlCLz5CK4BT8PZfMB4DhhHA6YNBh9fX1r9MA5joNGY3/fJh/3VLeWOHklFRottVCtr6e6tbSpGUy0RfnI/GM9VCk3+C6lzspSbyP1x0XwGvAC5M3a8F2OWZU+SMSD00uhUxfxXYoVYsi9vBHqwlR4hI4BJ7L+vtwmrbBHjx6C+UZgDbxdndC3Q1PsOkUNFuqjsZczurZtxHcZJlNy+xoe/LkBuuICvkupN11JETK2fguXyN5w69IfnA2OlVyUchhZ59YATMt3KVat6E48tMWZ8Oo0ASKpdY+1a7Z+jLasPv0YH1esUuOjbw8iv9g2RsLgw4fPRSKoiSffZdQb02qRe2SnRcY85YODXwC8Bo6C1E34rxXwsD9p/o3tyLti+ZGHhEzq4g/vqPchcbTesaPNGozp6enYt28fbt68CZ1OB41Gg+zsbGRlZWHjxo3m2q3ZmTIYAeDQhbv4bucFk23PnkS09sVbT7bnu4x6U+c8wIM/f0JZmgAHla4FzkEGj74j4BzUke9S6oUxHXIurUdh0h6+SxEksdwLPp0/hNTZOgd9MdvJ3hMnTmDQoEHIyckBAKNZNSQS6z/HbEldQxrh6KV7SLyTzXcpguIkk+CF3sLuL8sYQ9GlU8je9yuYHcxYwcpUyPpzA0qTrsCjz3CIZHK+S6o1xnTIPr8WRXfi+S5FsLQlD5BxdD58oj+CVGl9l0HM1l3j448/BsdxWLlyJRo3box58+ZhyZIl8Pf3x+XL1j8ppyWJOA7jYkPgIKHeM7UxsncQ3JWOfJdRZ9rSYjzY8SOydm+2i1A0VJT4D+7/sEhwAwIwxpB97jsKRRPQqnKRfnQ+1AXW1zLfbJ/E//zzD8aMGYPx48cjKCgICoUCEyZMwPDhw/H222+ba7eC5eOuwHO9bLvlnimFBXqjW4j1fdOsqdKUm0hd9yWKr53juxTeaPOzkb55JXKP7gbTWX/DFcYetq4sSjnIdyk2Q1dWgIzjC6EpfsB3KUbMFowODg76U6atWrXSHyU2bNgQJ0+eNNduBa13eAA6trSfyXXryt1ZhlcGtBNkC2im0yL3yC6k/+9raAvta6iwCjGGvGN7kP7z19Dk5/BdTZUKk/9Cwa2dfJdhc7SlWcg8+ZVVzetotmDs1q0b1q5dix07diAmJgY7duzAqVOn8Ouvv8LRUbinv8yJ4zi8PCAU3q7Cu+5iKWIRh/FDwqF0cuC7lFrTFOQh/efVyDu+F6DG4EZU95KQ+uNXKL55ie9SKlSadQU5l37iuwybpS64i6yEb2AtnSTMFoyff/45pFIpvv/+e8TGxkIsFqNz5844ceIEhg8fXu/t5+TkYMKECQgMDIRcLkdQUBAWLVpU6ROr0+kwf/58dOrUCUqlEpGRkfjyyy+t5oV4ROEoxcThHeFoQ53VTenFPsFo7S+8uRZLkq8i9cevoLp3i+9SrJautASZv32PnPjfrerUqk5dgqx/VgNMx3cpNq0k9RSKUg7xXQYAM7ZKbdmyJRITE3Hjxg0oFAps27YNX331Ffz8/DB37tx6bVur1WLIkCFIT0/HggUL0LhxY/zyyy+YPHkyxGIxJk6cWO4+L730En755Rd89tln6NSpE44ePYqpU6fi5s2b+Prrr+tVj6k19lbi9cFhWPbrP7Cu2OZXn/YB6N1eWIOEM6ZD/sl9yD28C6BXs0byzxyAKuMuvAePhthJyXc5yL3yM7SltjVDvbXKubQe8gZhEMtcea3D7B381Wo1bty4AcYYWrZsCalUWu9t7tmzB7GxsUhISEBYWJh+ebdu3eDg4IB9+/YZrX/u3DmEh4dj3bp1eOmll/TLV65ciXfeeQc3btxA8+bNa7x/U/djrEx8wh3E7bHOU0uW1qlVA7w5tD1EIuFcV9Sp1cjatdGuG9jUh9jZFT5PvQIHH/7m19QUZ+L+vvdpVBsLUjYfAPe2L/Bag9lOpep0OsyZMwfu7u4ICQlBaGgo3NzcMGfOnHqfvvTw8MCSJUvQrl07o+XOzs5o0KB845XNmzfD1dUVzz33nNHyMWPGwMHBAT///HO96jGXmPAAPN2jFd9l8K5tE0+8PjhMUKGoLS5A+v9WUSjWg7YwD2mbVqAkKZG3GvJv7aJQtLDC5L+hUxfzWoPZTqV+/vnnmDVrFnx9fTF48GAAwIEDBzB79mw4ODjgo48+qvO2O3XqhE6dOgF4GMCPRtL566+/sH379nLr37lzB4GBgZDJZEbLnZ2d4e/vj9u3b9e5FnMbFNUcao0O244KdzDp+ggK8MA7T3WAVCKca66aglyk/2+1MKaJsnJMrULGb9/Da+CLULQOt+y+mQ4l96kFvaUxXRlKMs5B0SiatxrMFozff/89oqKisH//fn0r1NLSUsTExGDNmjX1CkZDI0aMwG+//QYA+PDDD9G/f/9y62RmZsLTs+LxGb28vGo1XZalcRyHp7q1hFjMYeuh63yXY1Ftm3piwlMdBTXHoqYgD+mbV0KTR6MYmYxOhwd//ATodFAEdbDYbtWF96FV5Vpsf+RfpZkXeQ1Gs51Kzc3NxYgRI4y6Zjg6OmLEiBHIz8832X4WLVqEv//+G9OmTcOiRYswadKkcut4e3sjK6vii+cPHjyocm7IuLg4xMTEGP2kpVl+vrWh0S0w0o4GAGjfwgcThwsrFHWlJcjY+i2Fojkwhge7NqEk+arFdqkpTLXYvogxTSG/c1qaLRj79++PAwcOlFt+8OBBDBgwoF7bzszMRGrqwzdts2bN0Lt3b8ybNw/Tp0/HsmXLygVvQEAAbt68ibIy42G3CgsLkZKSgiZNmlS6r7FjxyI+Pt7ox9eXn4FvYyOa4bVB7SAW0LW2uujRrjHeHtYeDgI6fcoYw4OdG6B+QB+mZqPTInP7D1DnWqaFKN/XuewZ3/Nami0YmzRpgt27d6Nv37748ssv8eWXX6J3797Yu3cvmjZtioULF+p/amvZsmUIDw+HSqUyWu7k5ASJRFKu5etzzz2HvLw8bNq0yWj5Dz/8gLKyMjzzzDO1f4A86dK2Ed4dYbv9HIdGB2JcbAjEImGNG1tw9jBKbtEYwObGykrx4I+fwHTm71MohAl1bRbPz73ZumuIavjBxnEctNratfq6c+cOwsLC0K1bN0ybNg3u7u44duwY3n33XYwYMQLLli1DUlISfHx89KdJR40ahV9++QULFixAp06dcOzYMUydOhUvv/wyVq9eXav9W6q7RlVSMvKx+JczyC6wnmGU6kMs4jCufwi6hTTmu5Ra0xYX4N53n4GVqapfmZiExxPPQNmus1n3ocq+hvQj9etzTepG7tsJ3hHl+6Nbitliee3atebaNAICAnDkyBFMnToVw4cPR25uLpo3b46pU6fivffew5EjR9CrVy/MnDkTs2bNAgCsW7cOrVu3xrp16zBt2jS0adMG8+bNw/vvv2+2Os3J38cFM0Z3wbJfz+BWqrDH3FQ4SvHOsPZoEyDMCWzzT8VTKFpY3rHdcA6JACcy35kTqdIfAAcamMHyHFwrv7xlCWbv4A88vCbo6OgIpZL/USxMwRqOGB8pU2vx3c4LOHFFmNe2Gnoq8O7wjvBxV/BdSp0wrRZ3/zsHupJCvkuxO97DXoZTYFuz7iP96KdQZfHXj9Je+faYx2s4mvVCzo4dO9C6dWv4+fnh0KFDmDt3LubPn2/OXdodB6kY44eEYUR34Q0EENbcG9NHRQs2FAGg7MF9CkWelN42f/clp4bmPV1LypMofCF14XfoR7MF4/79+zFs2DAolUr9SDeOjo6YMWMGvv32W3Pt1i5xHIch0YGY8FQHwTTKGRDZDBOHd4RcVv8hAvmkzhTmkbotKLNAC2BF4y4QSYX7xU2IlM368T6lnNmCcfbs2ejevTt+++03fTBOmTIFMTExWLFihbl2a9c6tGyAaaOirXraKolYhNcGtcNzMW0ENcRbZZi6rPqViFlY4rkXSRyhbNbP7PshD4lkrlD4d+e7DPMFY0JCAp544gmj5Oc4DjExMbh586a5dmv3/L2VmDG6C9pY4dRMbgoZpr4QhS5tG/FdislwUuHNC2krLPXcKwMHQsTzbA/2wrXVcIgk/M/Xa7Zg9PHxQXJycrnlZ86cqdVMFqT2lE4OmPJsBHq0s56uD018XDDjpWg093PjuxSTknpUPmoSMS+ph7dF9iOSOMIt6HmL7MueSV2bwjmgJ99lADBjMA4dOhQbNmzAxo0bAQCnT5/GK6+8gu3bt2PYsGHm2i35fxKxCONiQzCyVxvwfcKyY8sGmPpCFDyU1nuKt64cGjQG58D/N1x75BjQ0mL7UjTuCpmXeVvA2jcOnu1eNmv3m9owW3eN4uJi9OvXD0ePHn24I44DYwx9+/bFH3/8YZJ5GfliTd01auL0tTT8d8c5qDWWn4H8iY5NMLJ3EEQ8X0w3pwc7N6Do8hm+y7ArnFSGxuNnQGTBLyWa4gdIPTAVTFNisX3aC5dWw+DWegTfZeiZrYO/k5MTDh48iC1btuDUqVOQSCTo0qULhgwZYq5dkkp0auUL12dlWLL1DIpK1Rbb78hebRAb0cxi++OLsn13CkYLcw6JsGgoAoDEyQseoWORdfZri+7X1jm4BcK15ZN8l2HErP0YRSIRBg0ahC+++AKTJ08GYwz37t0z5y5JJVo2dse0FzvDTSGrfuV64jjgtUHt7CIUAUDm6w9582C+y7AbnEQKl4jevOxb0bgLFAExvOzbFomkCnh1fNvqxqU1WzDev38foaGh+OOPP1BUVIQOHTrgqaeeQuvWrXHixAlz7ZZUoaGnM6a+EAVPF/Nd6xOLOLw5tL1NtTytCfcegwEruT5i61wiekGi5K+VqHvIaEhdm/K2f9vBwbP9eEicvPgupByzBeOUKVNw8+ZNNGvWDH/++Sfu3buHyZMnw8fHBzNnzjTXbkk1fNwVmPpCFLzM0NdRLOLwzrAOiGjNz7RcfJJ6NoBrVB++y7B5Uo8GcI3k93kWiR3g3WkiRA4uvNYhdK5tnoa8QTjfZVTIbMG4d+9evPXWW4iIiMBvv/2Gnj17YuHChZg0aRJOnjxprt2SGvB0keP9ZyPgasLTqhyA1weHIbyF/XZfcI3qA4cG1tNFxuaIRPDs/zw4Cf+n3SROXg9nfxAJtxEhn5waRcOlhfW2NzFbMKpUKnh5PTxEPnnyJLp16wYAtZ5iiphHA3cFpjwbAbnMNB8yY/q1RWQbP5NsS6g4sQReg0aBk5r/Oq49cus6ADI/fsfQNCTzaAXP8Ff5LkNwZO6t4Bn2Cu/DvlXFbMEYFhaGn376CYsXL8atW7cwZMgQXLx4EStXrkRERIS5dktqwd9biTeHhqO+78/YTk0RE249H1h8krp7w7P/c3yXYXPkgW3hEhHDdxnlKBpFw7XNs3yXIRgShR+8It8FJ7buEaPMFoyffPIJrly5gsmTJ6NLly6IiIjA5s2bkZqainnz5plrt6SWQpt549mebep8/5CmXng2prUJKxI+RaswuHSK4bsMmyFx94LXgJHgOLM2oq8zlxaD4dy0L99lWD2RzBU+nd+H2MH6px802zstNjYWFy5cwG+//YZdu3YBAAYNGoSEhAQ6YrQy/SOaIqx57YfXcnFywGuD20Esss4PLD65dR8Ex6b0haG+OAdH+Dz5MkQy6x01ieM4uIeMhlPDKL5LsVqc1Ak+nT+ExMkyw/jVl1k/0dq0aYOhQ4dCoXg4bUvnzp0RGBhozl2SOuA4DuP6h8JZXruGBONiQ+DiRNfTKsKJRPAeNBoSd2F8EFgljoP3oFGQejbgu5JqcZwInu3Hw9GnHd+lWB1O7ACfyMlwcPHnu5Qao6/6BADg5izDyN5BNV6/c5Af2re0/g8sPokc5fAZ9h+rPtqxZu49hkDevObvSb5xIgm8Ok6AzIPOFOiJJPCOeA8yD2FNpE7BSPSigxuimW/1HaelEhGe6Ul//DUh9fCG1+DRgJVeH7NWirYRUHbswXcZtSaSyOAdORkObjSDEDgxvDq+A0fvEL4rqTX6ayV6Io6rUUOaJzo0MevoObZG3rQ13GOst8+WtZH5NYFn36etujl/VURSOXyiPoDUpQnfpfCIg1eHN+Dk24HvQuqEgpEYaePvUeVRo1jEoV+nppYryEYo23eHoi01OquO2NkFXkPHWkUn/voQOSjg0/lDSJX2OOADB8/2rwu6MRIFIzHCcRxiqwi+yDZ+cHOm+Qdri+M4ePQZAQcf+xpDtlZEYngPGQOJs20MtSaWKeET/REkzg35LsWiPMJfgaJxV77LqBcKRlJOh5YN4CiteEDsbiH0wV5XIqkUXkPHUGOcSrj3HAJZw6Z8l2FSYpkrGkR/DInCPsYP9mj3Mpz9hXdt+HEUjKQcB6kYYYHlxzx1lkvR2t+Dh4psh9TVE56xNFLK4+QtQqBs343vMsxC7OgGn+iPIVHYditu99AxcG7Si+8yTIKCkVQoLLB8/7uQpl6QiOktU19OLdvBuV0032VYDbGzCzz7PSfYxjY1IZF7wCf6Y4gF0sG9ttzbjoLShkb/oU85UqGWjd3LLWtVwTJSN+49h0Di5sl3GVbBM/Z5iOVOfJdhdhK5JxpET4VYbluvu1vwC1A2j+W7DJOiYCQV8nKRw0VhPNBvcz83foqxQSIHGTz70SlV55BIyO1o6DyJk9fDcHS0jS+Zrm2ehUvgAL7LMDkKRlIhjuPg5+FstMzPQ8FTNbbJ0b8FnEOF26S9vkROznDraX/9OyUKH/hET4VIVv1gGtbMpdVTcG1pm68fBSOpVAP3f09vuTnLIHMQdt8ya+TWbSBEjrZ/GrEi7j0GQ2ynj13q7IsG0R9DJICZJiri0mIwXFs9xXcZZiPoYNRqtVixYgXatWsHJycnNGvWDB9//DFKSkoqXH/69OngOK7cT6dOnSxcuTC4G/RXdKe+i2YhdnKGa3Q/vsuwOAdffyiCO/JdBq+kykbw6fwhOKmwvhwom8XCtc2ztt1Yiu8C6mPmzJlYtGgRPvvsM3Tu3BmnT5/GlClTkJOTg9WrV5dbPyUlBcOGDcPcuXONljs60od+RQxn21A6WffEokKmDItGwdnD0OQ+4LsUi3HvMcRq51e0JAfXJvCJeh8Zxz4H05byXU61FAExcGv7ok2HIiDgYFSpVFi4cCGmTZuGiRMnAgCioqKQmJiITZs2VRqMnTt3RkiI8Aa15YNc9u/bo7IO/6T+OLEErl36IevPDXyXYhGOTVrB0Z+mn3tE5t4C3pGTkHniCzCdmu9yKuXUKBoe7cbZfCgCAj6VmpOTgxdeeAFDhw4td5u3d8V9hVJSUtCwoX0Nz1QfEoMJiCUSwb5VBEHRuj0kHuUHVbBFbl36812C1XH0CoJXp4kAZ51fQOUNOsAz/DW7OcoX7KP09fVFXFwc2rdvr19WWlqKHTt2oE+fPuXWZ4whJSUFFy9eRFRUFFxdXREcHIyvvvoKarX1fkvjk0j07zdDscj2vyXyiROJ4BpV/n1raxwDWkLW0J5nnaicvEEYPNuPB2Bdf2syzyB4dXwLnEiwJxhrzaYe6aRJk1BcXIwZM2aUuy0rKwulpaXYt28fPvroI7Ru3Rp//fUXPvzwQ6SlpeGLL76ocJtxcXGIi4szWpaWlmaO8q2OjrF/f9fxWIidULRuj9zDu6AtyOG7FLNxiezNdwlWTdGoM3TqYuRcWMt3KQAAB9dm8I54D5zYvtoY2EwwLly4EGvWrMHvv/8OH5/yp6QUCgUOHTqENm3awMvLCwDQpUsXlJaW4osvvsC8efMgk8nK3W/s2LEYO3as0bKYmBhzPASro9P9G4xaSkaz48RiuHTqgZz92/guxSwcfBrBMaAl32VYPWXT3tCV5SPv6i+81iFR+MI7ajJEUvsb9F6wp1If0el0+PDDDzFz5kxs27YN/ftXfP2irKwMgYGB+lB8pHPnztBoNEhOTrZAtcJSpvk3DNUaCkZLcA6JBCezzVbSLp1i7KLhhim4tHwSzk34O7UukrnCp/P7EAt8EIK6EnQw5uXlYfjw4Vi/fj327duHAQMqH5po69atCAgIQGZmptHyM2fOQCaToVmzZuYuV3BUao3B71oeK7EfIgdHKEM7812GyYmdXeHUKozvMgSD4zi4h74EeYMOlt+3WAafyMmQONlHY7CKCDYYExMTERERgYsXL+KHH36AUqnExYsX9T85OTm4ePEikpKSAABPP/00mjZtiuHDh+PAgQO4cuUKli9fjs8//xwffPABHBzs6xx6TZSWaQ1+11SxJjElZftugI21/lO27wZObJ0tLq0Vx4ng2eFNOLha8ks7B6+Ob8PBzb4PFAR7jXHz5s24fv06AFTYCnXt2rUYN24cevbsifj4eCiVShw4cADTpk3DmDFjkJGRgRYtWmDp0qV45ZVXLF2+IJSo/g3DEgpGi5G4uMOpdRiKr5zluxST4KQyKGmarToRSWTwjpyEtEMzoS3NNvv+3Nu+CHmDcLPvx9pxjBk0PSQ1EhMTg/j4eL7LMLu1uy7iwPkUAIC7swyL36QWhZaiSr+LtJ8W812GSSg79IBHryf5LkPQynKTkH5krlkHAFAExMCj3ct0HRgCPpVKzK9Y9e8foeHRIzE/WYPGttGCUySCS8cefFcheA5uzeAR9h8zbj8QHiEvUSj+PwpGUinDMCxVa6nLhoW5Rgl/RnRFUEdIXGxj7kG+KRp3hXMT05+1EUmd4dXxbXBiafUr2wkKRlKpx68rGjbGIeYn8w+ErJGAG0FwHFwjbX80H0tyb/sipC7+Jt2mR/irkDh5Vb+iHaFgJJV6/PSp4alVYn4cxwl6XFFFcCdIPSoet5jUDSd2eDhsnImGZ3MO6AUnX8t3CbF2FIykUob9GAGgjPoyWpxjQAthXmsUi+Fmh/NMWoKDS4BJJgkWyz3h1vYFE1RkeygYSaUeP3VKnfz54d5jMKxtYOnqKMO7QuLqwXcZNsslcCCkzo3qtQ33kJcgktjmKEv1RcFIKqXWGje2oSNGfjg0aAxF2058l1FjIkcnuHZ+gu8ybBonksA9dHSd7+/oE0anUKtAwUgqpX0sGLU66vLKF/fugwQzhqpb94EQOzrxXYbNc/RqC0efdnW4Jwe34OdNXo8toWAkFWKMlQtCjZa6a/BFrFDCvWvlYwFbCwe/JnAOjeK7DLvh2npEre/j1KgzHJSNzVCN7aBgJBWq6NiQjhf55RzWBQ5+VjzJr0gEzyeetptZ3q2BzK05HL3a1uo+Li0Gm6ka20HvYFJzlIy84kQiePZ7FrDSwbhdI3vDwbsh32XYHedmNW/9K/NsAweXADNWYxsoGEmFRBxXrh2kWCyslpG2yMHLF27RsXyXUY7U248a3PBE3iAcYseajS5kjpFzbBEFI6mUWGz89hCL6O1iDVwiYiCzplOqYjG8+r8ATizYyXoEjeNEcGpY/RyenFjGy/yOQkSfdKRSUonx28NBQm8Xa8CJxPAc+AI4qXXMIerWdQAcfOgUKp+cGlbf4EneIBwiicwC1QgffdKRSsmk4ir/T/gjdfOCR+/6j35SX44BLeHSqSffZdg9B7dmEDm4VLmO3CfcMsXYAApGUilHB+NTYzIHOlVmTRRtI+DUOpy3/YscneDZfyS1QrUCHCeCo3dIles4+oRaqBrho3c0qZSTzDgIFY40LY014TgOnn2fhpinaZ08+z8PidKVl32T8hw9gyq9TeLcEGIZvVY1RcFIKvV4EMrpiNHqiBzl8Br4ImDhozZleFc4Bdau/xwxL5lH5YPNy9xbWLAS4aNgJJVylv/buEPhKIVIRN01rJFjo2ZwteBMFlIvX7j1GGKx/ZGakTj7gZPIK7xN5h5o4WqEjYKRVMpZLq3wd2J9XKP6WGZSY7EEXgNHQSSl94O14ThRpZ33HVwFPOE1DygYSaWUTv8eMbo4UTNva8aJRPAa8AI4B/O+Tu7dB8HB28+s+yB1J3WtoH8rJ4JUWb8pquwNBSOplKtBGLo4WUefOVI5iasHPHoNM9v2HQNaQNmhm9m2T+rPQelfbplE4QtOTH+/tUHBSCrlonCo8HdivRRtIyBvHmzy7XJSGTxjn6OuGVauoiNDOlqsPXqXk0q5KmQV/k6sF8dx8Oj7NDgH087d6N5jECQuHibdJjE9qbL8CERSZwrG2qJgJJUyDEO6xigcEqUr3LsPNNn2ZH5N4BwWbbLtEfMRSRUQPdZfUepM14Rri4KRVMqw8Y2rMwWjkDi3i4ZDg/LXm2qN4+BBcywKilTha/R/ibNvJWuSytC7nVTKQSKG/P9Hv3GlxjeCwolE8Og9rN7bcW4XTXMsCszjQShV0BFjbVEwkio9apnqQtcYBUfWsCmcWoXV+f6cgwxuXaxv7kdSNcMjRpGDEiJpxZ3+SeUEG4xarRYrVqxAu3bt4OTkhGbNmuHjjz9GSUlJpffZunUrevXqBTc3NwQFBeHNN99EQUGBBasWnketUZVyOmIUIrduA+s8XJxLpxiInZxNXBExN4mTz7+/KxrwWIlwCTYYZ86ciQ8++AD/+c9/sH//fkyZMgVLlizBe++9V+H63377LUaMGIGQkBBs27YN06ZNw7Zt29C9e3eoVCoLVy8cSrkDpBIRHB1oyikhkrp7QRFc+8lpRTI5XDp0N0NFxNyMgtHJm8dKhEuQo0KrVCosXLgQ06ZNw8SJEwEAUVFRSExMxKZNm7B69epy68+YMQPjxo3D8uXL9cvDw8MRGhqKTZs2YcyYMRZ9DELhLHeAUu4AjqNxUoXKNbIPii6drtV9nMO7QiSjU3BCZBiGFIx1I8gjxpycHLzwwgsYOnRoudu8vcu/EQ4cOIC0tDSMHz/eaHlISAi6deuGjRs3mq1WoVM6SaGgcVIFTerhU7tO/2IxXNp3NV9BxKw4qRM4ycN+rBK5F8/VCJMgg9HX1xdxcXFo3769fllpaSl27NiBPn36lFv/zp07AICgoPLzlbVp0wa3b982X7EC5ySTwpnmYRQ8ZfuaD+WmaBUGsaLq2eCJ9eI4DhK5JwBATMFYJ4IMxopMmjQJxcXFmDFjRrnbMjMzIZVKoVQqy93m5eWFjIwMS5QoSApHKZwoGAXPsUlLSFxrNnKNczvqzC90YseHr7VYzs8k1kInyGuMj1u4cCHWrFmD33//HT4+PuVu9/b2hlqtRkFBQblwfPDgQYX3eSQuLg5xcXFGy9LS0kxStxDIZRI4yWzibWLXOE4ERXAn5B3bU+V6EjdPy0xfRcxK7PgwECUyCsa6EPQnnk6nw8cff4xly5Zh27Zt6N+/f4XrBQQ8nKMsMTERkZGRRrdduXIFTZpUMFXL/xs7dizGjh1rtCwmJqZedQuJk0wCRwdBv03I/1MEdag2GBVtOlBDKxsglrkBIik4qRPfpQiSYE+l5uXlYfjw4Vi/fj327duHAQMGVLpuz5494evrW6616qVLl3D48GE8//zz5i5XsBwdJJBTMNoEqbs3HHyqHlC6PgMCEOshlrlALHOhLzl1JMhPvMTERDz55JPQ6XT44YcfoFQqcfHiRf3tjRo1wr1796BQKNCsWTPIZDLMnj0br7/+OpRKJUaMGIGUlBR8+OGHaNeuHUaOHMnjo7FuMgc6YrQl8hYhKMu4V+FtEjdPSL1oXE1bIJK5QOxADajqSpCfeJs3b8b169cBoMJWqGvXrsW4cePQs2dPxMfHAwBee+01eHh4YPny5YiLi4Ovry8GDx6ML774AjIZDXdWGT8PBbxcTDuFEeGPvHkw8o7urvQ2OsKwDSIHZ4gcaNSiuuIYY4zvIoQmJiZGH7iECAljOtxdPRu64sJyt/kMfxXyZm14qIqYmir3Fgpu7oRXx7f4LkWQBHuNkRBSexwngqN/i/I3iMSQNabWqLZCJFVARA1v6oyCkRA7U1Ewynz9IZLSJQVbIZI4gpPQkH51RcFIiJ2RNWpawTI6WrQlIgcXuLUewXcZgkXBSIidkXo2AOdg3KBK5ld5X14iPBzHgRPTiFV1RcFIiJ3hOBFkvo2Nljn4BvBUDSHWh4KREDvk4P1vR3+RkzPEztTnjZBHKBgJsUNS74b63x28/Kj/IiEGKBgJsUOGI9zQaDeEGKNgJMQOSd3/ndBb6lH57DKE2CMKRkLskMhBpr+uKHGjyWwJMUTBSIidkrg8nMxW4urJcyWEWBcKRkLslMTVAwAHidKN71IIsSoUjITYKbGzK8QKZ3BiMd+lEGJVKBgJsVNihQvECle+yyDE6lAwEmKnxE7OEDnRnH2EPI6CkRA7JZIrIJYr+C6DEKtDwUiInRLJnSBypKmJCHkcBSMhdkqscKXppgipgITvAggh/JA4u0DSOpzvMgixOnTESAghhBigYCSEEEIMUDASQgghBigYCSGEEAMUjIQQQogBCkZCCCHEAAUjIYQQYoCCkRBCCDHAMcYY30UITUBAAJo3b853GRaTlpYGX19fvssgZkCvre2yp9fW19cXmzZtMtn2KBhJtWJiYhAfH893GcQM6LW1XfTa1h2dSiWEEEIMUDASQgghBigYCSGEEAMUjKRaY8eO5bsEYib02touem3rjhrfEEIIIQboiJEQQggxQMFICCGEGKBgJIQQQgxQMBJiR8aOHYuYmBiTbpPjOMTFxZl0m/bGVK9LbbcTHx8PjuOQnJxc733bEmp8Q/SaNm2KsWPHYtasWXyXQszk7t27UKvVaNasmcm2yXEc1q5dS60g68FUr0ttt1NUVISkpCS0atUKDg4O9dq3LZHwXQAhxHIaN27MdwmkAqZ6XWq7HYVCgZCQEJPs25bQqVQbsn//fsTExMDV1RUeHh4YMWIEbt++DQAoKyvDnDlzEBwcDBcXF3Tt2hU7duwAACQnJ4PjONy+fRuzZ88Gx3H6bZ46dQqxsbFwd3dHo0aNMG7cONy/f19/e3JyMp577jn4+PhAoVCga9euOHDggFFd3333HYKCgiCXy9G6dWt8/fXXFng2rFt4eDiGDh1qtOyPP/4Ax3FISkoCYwz/+9//EBERAaVSibCwMCxcuBBarVa/PsdxWLx4MWJjY6FQKFBaWlrt6/H4qbaCggJMnDgRLVu2hIuLC/r27YszZ87ob9doNFi1ahXatm0LhUKBtm3bYtWqVdBoNJU+tureM2PHjkVsbCymT58Of39/rF69uj5PpSBU93o//rpU9NrqdDp89dVXaNWqFby8vDBixAjs2bPH6FRoRdtZuXIl/vOf/8Df3x++vr6YMmWK/n1U0anUzZs3IzIyEs7OzmjTpg2WL18OnU6nv/3QoUPo3r07FAoF/P39MXHiRBQXF5v8OeMVIzYhIyODOTg4sBdeeIHt37+fbdmyhbVr144FBwczrVbLnnvuOdauXTu2ZcsWduLECbZs2TLm6urK1q9fz1QqFbtw4QLz8/Njb7zxBrtw4QJjjLF//vmHOTg4sNGjR7ODBw+y7du3sw4dOrDAwECWn5/PGGOsffv2rH379mz79u1sz5497Omnn2ZyuZzdunWLMcbY+vXrmaOjI1u4cCHbv38/mzJlCgPA9u3bx9tzZQ2WLl3KJBIJy8zM1C977rnnWK9evRhjjH399dfM3d2drV69mp04cYJt3ryZtW7dmr366qv69QEwLy8v9sMPP7BTp04xrVZb7esxZswY1rNnT8YYYxqNhkVGRrIWLVqwX375hf3xxx9s4MCBTKlUsuvXrzPGGPvggw+YUqlky5cvZ8eOHWOLFy9mCoWCffjhh0Z1rF27ljFWs/fMmDFjmFQqZW+++SY7fvw4S0tLM9vzbC2qe70NXxfGKn5t582bxyQSCZs7dy47evQoW7p0KWvSpAkDwJKSkirdjru7O/v888/Z0aNH2cyZMxkA9vPPPzPGGNu/f7/R/ZcvX84kEgmbN28eO3jwIJs9ezYTi8Xs888/Z4wxdu3aNSaXy9kbb7zB/v77b7Zs2TKmVCrZjBkzzPfk8YCC0UZcunSJAWArV67UL7ty5Qpbvnw5O3nyJAPAbt++bXSfr7/+mvn5+TGNRsMYY6xJkyZs5syZ+tsHDBjAIiMjmVar1S+7d+8ek8vl7IsvvmCMMebt7c2ef/55/TYKCgrY8uXL2cWLFxljD//Qli5darTf0NBQ9vHHH5vuwQtQZmYmk0qlbPny5YwxxvLy8pijoyP78ccfmVqtZi4uLuzHH380uk9iYiIDoH9uAbDJkycbrVPd62H4wblp0yYGQP9FiDHGCgsL2VNPPcV+/PFHlpqayjiOYytWrDDax5IlSxjHcfpAMwzGmrxnxowZw3x8fJhara7z8yc0Vb3ejFUcaIavrUqlYnK5nE2aNMlou59//nm1wThu3Dj9/3U6HfPw8GATJ05kjBkHo0qlYkqlstx76ssvv2QvvfQSY4yxvXv3sjfeeIPpdDr97e+88w6Ljo6u2xNjpegao40ICgrCu+++i0mTJmHFihWIjIzE008/jddeew1r1qwBgHJzSOp0OjDGkJycjMDAwHLb/OeffzB27FiIRP+ecW/YsCFCQ0Nx+vRpAMBXX32FSZMmwd/fH507d8agQYMwatQouLm5AQDefvttpKSk4JtvvsGxY8dw/fp1XL9+HampqWZ6JoTBy8sLTz75JH788Ue8/fbb2LJlC6RSKYYPH45r164hPz8fY8aMMWrQwv6/ndzx48fRtm1bAECrVq2Mtlvd62Ho1KlT8PPzM7rGpFAosHXrVgDArl27wBhDnz59jO7Xr18/MMZw9uxZ9O/f3+i2mrxnACAwMBASif18/FT1elfG8LW9fv06SkpKEBsba7RO7969q913RESE/neO49CmTRvk5uaWW+/atWsoKChAv379jJZPnjxZ/3vfvn0RERGBX375BfHx8bh27RrOnj0LZ2fnausQErrGaCMeXZO4f/8+Zs6cCYVCgTFjxiA8PBxqtRrAww/UhIQE/c/58+dx4cKFek1mOnr0aNy9exffffcdQkJCsGDBAvj7++PcuXMAHn5QBwUF4fjx4+jUqRPmzp2Lvn376j/k7dm4ceNw8uRJXLt2DT/++CNGjhwJJycn/XOzatUqo9fr3LlzuHDhAoYMGaLfxuMtCat7PR5neO3IkuyxBWRlr3dlavIcGbYHqIxcLjf6v1QqrXL9qt4Tf//9N1q0aIHvv/8eAQEBmDBhAt5++22b+3umYLQR+/btw9NPP43s7Gw899xzWLlyJbZt24bExEQUFhYCAO7fv4+QkBD9z+3bt7F582ajPxzDN3iHDh3w119/Gf2h3L17F+fPn0fHjh2Rnp6Op59+Grt27cKAAQMwZ84cnD9/HowxbNmyBUVFRZg2bRpmzpyJ77//Hm+99RZ69OiBGzduoLS01HJPjpXq168fGjZsiE8//RTx8fEYN24cAKBly5ZQKpW4evWq0eslkUgQFxen/6LzuOpej8d16NAB6enpSEhI0C8rKyvDqFGjsHr1aoSHhwMA9u7da3S/nTt3guM4tG/fvsJtVvWesWeVvd410bJlSzg6OpZ7Lfbt22ey+lq2bAmFQoFdu3YZLf/mm2/w3HPPQavVYtasWYiMjMSff/6JDz74AIMHD8b9+/dt7u/Zfs5l2LigoCAcOHAAY8eOxSeffAJnZ2d88803cHR0xLhx43D69GmMGzcOn376KUJCQnDs2DHMmDEDkyZN0p/2ksvlOHfuHJKTk9G0aVPMnz8fUVFRGD16NMaPH4/c3Fx88sknaNiwIcaPHw9nZ2dkZGTgjTfeQEFBAYKCgrB3714UFRWhY8eOkMlkkMvl2LRpE0JCQiCXy7F69WpkZGQgJyeH52eMfxKJBC+99BIWLFiAoKAgREVFAXh4pDB37lxMmjQJcrkcgwYNwtWrV/HZZ5+hQYMG8PPzq3B7Pj4+Vb4ej3v22Wfx+eefY8SIEfjiiy/QoEEDrFixAtu3b8eHH34IX19fvP/++5g6dSoAIDIyEkeOHMEnn3yC999/Hw0aNCi3zereM/asste7JhwcHDBt2jTMnj0b7u7u6N27N06fPo1Vq1aZrD6ZTIZZs2bho48+gqenJ5544gmcPXsW7777Lj7++GOIxWK4u7vj0KFD2LBhA5o3b47du3fj119/RV5eHhhjNTqCFQSerm0SM7h06RIbMmQI8/T0ZEqlkvXo0YMdOHCAMcZYaWkpmz59OgsODmZyuZy1adOGLVmyxKiRxPz585mTkxMzfFucOHGC9e3bl7m6ujI/Pz82ZswYdvfuXf3tWVlZ7M0332T+/v7M0dGRtW3bln377bf62w8cOMA6duzI5HI5a9euHVu2bBkbP34869SpkwWeEet39epVBoAtXLjQaLlOp2Pr169nkZGRTKFQMH9/fzZhwgSWk5OjXwcGjV4eqe71eLxxRlZWFnv55ZeZv78/c3V1ZbGxsezMmTP629VqNVu+fDkLCgpicrmcBQUFseXLlxs1nHm8jureM4/XYE8qe70rajTz+Gur0WjYwoULWWBgIPPw8GDDhg1j27ZtYwD0rV1rsp2ePXuyMWPGMMbKt0rV6XTsv//9LwsLC2NOTk4sODiYrVq1St/Y5s6dO2zQoEHM2dmZNW3alL3xxhvshx9+YABYYWFhvZ8fa0Ej3xBCiABs2LABeXl5eOONN/TL1q1bh/Hjx6O4uNh2jtasAJ1KJYQQASgqKsKbb76J4uJi9OjRA1evXsXHH3+M0aNHUyiaGB0xEkKIADDGsGTJEqxcuRJ3795F06ZN8eyzz2LatGmQyWR8l2dTKBgJIYQQA9RdgxBCCDFAwUgIIYQYoGAkhBBCDFAwEkIIIQYoGAkhhBADFIyEEEKIAQpGQgghxAAFIyGEEGKAgpEQQggxQMFICKlQTEwMOI5DWloa36UQYlE0JBwhpEK///477t+/j5deeqnKmeYJsTUUjIQQQogBOpVKiBXavXs3unXrBqVSCS8vL4wcORL37t1DcnIyOI5DbGws5syZg+bNm8PHxwfjxo1Dbm6u/v5qtRrz589H27ZtoVQqER0djc2bNxvtIycnB+PHj0dgYCCUSiViYmIQHx+vv/3xU6mMMfz3v/9Fhw4d4OzsjA4dOmDFihUw/G69YcMGdOzYEU5OTvD19cXrr7+OvLw8sz5XhJgcL9MjE0IqdfnyZSYWi1lwcDCbP38+mzRpEpPJZCw4OJjdvHmTAWBisZiFhISwzz77jD377LMMAOvZs6d+pvXnn3+eiUQiNnLkSDZ//nw2aNAgBoAtX76cMcZYcXExa9WqFROLxeyNN95g06dPZ4GBgUwikbD4+HjG2MOZ3gGw1NRUxhhjH330EQPAhgwZwubPn8+eeeYZJhaL2eTJkxljjO3Zs4cBYJ07d2YLFixg48ePZwDYgAEDeHgWCak7CkZCrMxvv/3GALAvv/xSv+z48eNs48aN7Pz58wwAc3NzY9nZ2frbn3zySQaAHTp0iJ04cYIBYO+88w5LSUnR/wwdOpS5urqygoICtmjRIgaAffbZZ/pt3Lx5k3Xu3Jl9+OGHjDHjYLx37x4Ti8Vs2LBhRtt88803mVgsZklJSWzJkiUMANuyZYt+m3///TfbuHEj02g0FnjmCDENCkZCrExBQQHr0qULA8ACAwPZyJEj2ebNm1lBQQFLSkqq8Chs1apVDABbsWIFW758OQNQ6c/x48f1R5kXL16stA7DYNy+fXuV29y0aRO7f/8+a926NQPAgoOD2bhx49iOHTtYaWmpuZ8yQkxKYu5TtYSQ2nF2dsbhw4dx8uRJbN++HYcPH8bzzz+Phg0bYuvWrVXelzEGieThn/X48eMxaNCgcusEBARAp9PVqqZH2xw+fDjGjRtX7vbg4GD4+fnh8uXL2L9/P3bv3o39+/dj7dq1CA0NxalTp2iWeSIY1PiGECtz7NgxTJ8+HU5OTpg3bx7i4+MxefJk3Lt3D0ePHtWvk5OTo7/Pnj17AABhYWGIjo4GAFy7dg0DBw7E4MGDMXjwYNy/fx9HjhyBq6srIiIiAAA7duzQbyM/Px/R0dF4++23y9XUoUMHyGQyJCYmom/fvvptlpSU4PDhw3B0dMTOnTsxY8YMtGrVCgsXLsSpU6fw9NNP48KFC0hMTDTb80WIyfF9yEoIMXb9+nWmUChYixYt2OLFi9ny5ctZ06ZNmVwuZwcPHmQAmFQqZSEhIWzBggXsueeeYwBYjx499I1vXnnlFX2DnDlz5rBhw4YxAGzcuHGMMcYKCwtZ8+bNmUQiYW+//TabNWsWCwkJYRKJhO3Zs4cxVr7xzbx58xgAFh4ezmbPns1GjRrFOI5jvXv3Zjqdjh06dIiJxWLWoUMHtmrVKvbll18yDw8P5u3tzYqLi/l5MgmpAwpGQqzQ8ePHWd++fZmrqytzdXVlffv2ZUeOHNFfY+zXrx+bN28ea9asGfPy8mJjxoxhOTk5+vtrtVr21Vdfsfbt2zMnJyfWsmVLNm/ePFZWVqZfJyMjg40dO5b5+/szpVLJevXqpW+Rylj5YNTpdOyHH35gUVFRTKFQsKZNm7LJkyez/Px8/X127tzJoqOjmUKhYJ6enmzYsGHs0qVL5n/CCDEh6uBPiIAkJyejWbNmiI2Nxa5du/guhxCbRNcYCSGEEAMUjIQQQogBOpVKCCGEGKAjRkIIIcQABSMhhBBigIKREEIIMUDBSAghhBigYCSEEEIMUDASQgghBigYCSGEEAMUjIQQQogBCkZCCCHEAAUjIYQQYoCCkRBCCDFAwUgIIYQYoGAkhBBCDFAwEkIIIQYoGAkhhBADFIyEEEKIAQpGQgghxAAFIyGEEGKAgpEQQggx8H/OfX3lYBYrIAAAAABJRU5ErkJggg==", + "image/png": 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vIuFGCCGEEF5Fwo0QQgghvIqEGyGEEEJ4FQk3QgghhPAqEm6EEEII4VUk3AghhBDCq0i4EUIIIYRXkXAjhBBCCK8i4UYIIYQQXkXCjRBCCCG8ioQbIYQQQngVCTdCCCGE8CoSbkS5bdiwgUWLFnHs2DGjSxFCCCFcLEYXIKompRQjRowA4MCBA4wePdrYgoQQQojTpOVGlEt+fr7rflpamoGVCCGEEEVJuBHlkp2dXex9IYQQwmgSbkS5ZGVlFXtfCCGEMJqEG1EuGRkZrvuZmZkGViKEEEIUJeFGlMuZ4SY9PaOENYUQQgjPknAjyqVoy00GSikDqxFCCCH+JeFGlEtqaqrrvt1ul343QgghKg0JN6JcCi//1v3DijwWQgghjCbhRpRLYcuNHhAOwKlTp4wrRgghhDiDhBtRLidOnABAD6wGwMmTJ40sRwghhHCRcCPK5eTJk2Ayu1puCsOOEEIIYTQJN6Jcjh8/jm4NQFkDAQk3QgghKg8JN6LMHA4Hx0+cQFmDUH7OcHP8+HGDqxJCCCGcJNyIMjt16hQOux1lC0b5BQFw9OhRg6sSQgghnCTciDJLSUkBQPcLApMZZQ1wLRNCCCGMJuFGlFlycjIAyi8YAN0vmKNHj6LrupFlCSGEEICEG1EOhw8fBkD5h7i+5ufny+XgQgghKgUJN6LMjhw5AoBuCynytXC5EEIIYSQJN6LMXC03tuDTX0MBOHjwoGE1CSGEEIUk3IgySzp40NnfxmQBQPeXcCOEEKLykHAjyiQvL49jKSmuQAOgTk+eKeFGCCFEZSDhRpTJoUOHUEq5ZgMHUNYAMFtJSkoysDIhhBDCqdKEm+nTp6NpGiNGjDjvOu+//z6aphW5+fv7e65IwYEDB4B/ZwMHQNNw+IeRmJQkl4MLIYQwnMXoAgDWrVvH22+/TZs2bS64bmhoKLt27XI91jStIksTZ0lMTARADwgrslwPCCf/+HGOHj1KrVq1jChNCCGEACpBy01mZib9+vVj4cKFREREXHB9TdOIjo523WrWrOmBKkWhwpYb5R9eZHnh44SEBM8WJIQQQpzF8HAzdOhQbrrpJq6++upSrZ+ZmUn9+vWJiYmhd+/ebNu2rcT18/LySE9PL3IT5bd//34w+7nmlCqkBziDqYQbIYQQRjM03Hz22Wds2LCBadOmlWr9pk2b8u677/L111/z8ccfo+s63bp1K/EqnWnTphEWFua6xcTEuKt8n2O320lMTMQREA5nnQ7UA8MBiI+P93xhQgghxBkMCzdJSUk8+eSTfPLJJ6XuFNy1a1f69+9Pu3bt6NGjB4sXL6Z69eq8/fbb591m3LhxpKWluW5yRU/5HTx4ELvd7mqlOZOyhYDJIuFGCCGE4QzrULx+/XpSUlLo0KGDa5nD4WDVqlW8/vrr5OXlYTabS9yH1Wqlffv27N2797zr2Gw2bDab2+r2Zfv37wdADyymb5RmwhEQTnx8PA6H44K/OyGEEKKiGNZy06tXL7Zs2cKmTZtct06dOtGvXz82bdpUqjdHh8PBli1b5OocD/k33EQW+7weGEl+fr5regYhhBDCCIa13ISEhNCqVasiy4KCgqhWrZpref/+/alTp46rT84LL7zApZdeSlxcHKmpqcycOZMDBw7w8MMPe7x+X7Rv3z4A9IDzhJvTy/fu3St9m4QQQhjG8KulSpKYmFhkpulTp07xyCOP0Lx5c2688UbS09NZvXo1LVq0MLBK37F3717nVVLW4vtIFbboFIYgIYQQwgiVYhC/QitXrizx8dy5c5k7d67nChIuGRkZHD16FEf4+Vtk9KB/W26EEEIIo1TqlhtRebhOSZ2nvw0AFn+UXxB79uzxUFVCCCHEuSTciFLZvXs3AHpgtRLXcwRW49ixY6SlpXmiLCGEEOIcEm5EqRS2xuhBJYebwuel9UYIIYRRJNyIUtm9ezeYrShbaInrFbbsFLb0CCGEEJ4m4UZcUG5uLgkHDuAIrHbOtAtn04OiAAk3QgghjCPhRlzQvn37ULruCi4lUX5BKIs/u3bt8kBlQgghxLkk3IgLKgwqjlKEGzQNR1A1Dh06REZGRgVXJoQQQpxLwo24oMJwU5qWmzPXk1NTQgghjCDhRlzQjh07weyH8g8r1fp6UHUAdu7cWZFlCSGEEMWScCNKlJ2dzYHEAziCLtyZuJAeLOFGCCGEcSTciBLt3r0bpes4TrfGlIbyC0L5BbJjx44KrEwIIYQonoQbUaLt27cDoAfXKNN2jqDqpKSkcPz48YooSwghhDgvCTeiRNu2bQP+PdVUWoVhSFpvhBBCeJqEG3FeSim2bdt2+jRTUJm2dZwON1u3bq2I0oQQQojzknAjzuvIkSOcPHkSR0jNMm+rB1UHzSThRgghhMdJuBHnVRhMHMFlDzeYLTgCq7Fz507y8/PdXJkQQghxfhJuxHlt3rwZAL0cLTeF2xUUFMhUDEIIITxKwo04r02bNoHZDz0wslzbO0Ki/92PEEII4SESbkSxTpw4QWJiIvaQmqCV72Ui4UYIIYQRJNyIYhUGEj2kVvl3YvXHERjJli1bKCgocE9hQgghxAVIuBHFWr9+PQCOsNoXtR89tDa5ubmu8XKEEEKIiibhRpxDKcW6detQFn/0wGoXtS9HWB3g37AkhBBCVDQJN+IcBw8e5OjRozhCa5d6sszzcYREg2bir7/+clN1QgghRMkk3IhzrFmzBgBHeN2L35nZiiMkmp07d3Lq1KmL358QQghxARJuxDkKw409PMYt+7OHx6CU4s8//3TL/oQQQoiSSLgRRWRmZrLpn39wBFUHa0CJ69r2/oL/liXY9v5S4nqO8HoArF692m11CiGEEOcj4UYUsXr1ahx2O46I+hdcV8tJxZx9Ai0ntcT1VEAYun8Yf/75J7m5uW6qVAghhCiehBtRxK+//gqAPTLWrfu1R8aSl5cnHYuFEEJUOAk3wiU7O5u1a9eiB0SgAsLcum/H6bC0cuVKt+5XCCGEOJuEG+Hy66+/kp+fj71aQ7fvWw+MRPcP47fffiM7O9vt+xdCCCEKSbgRLsuWLQPAHhXn/p1rGvaoOPLy8li1apX79y+EEEKcJuFGAJCSksKGDRtwhESjbCEVcozC0PTjjz9WyP6FEEIIkHAjTlu6dClKKexRjSvsGMoWgiOkFuvXr+fw4cMVdhwhhBC+TcKNwG63882334LZr0L625ypoEYzAL799tsKPY4QQgjfJeFGsHbtWo4fO0ZBVByYrRV6LEdkA5TVn++++z/y8/Mr9FhCCCF8k4QbwaJFiwAoqNG84g9mMlMQ1YS0tFRWrFhR8ccTQgjhcyTc+Lg9e/awYcMG7GF1UYERHjmmvWZL0Ex8/vnnKKU8ckwhhBC+Q8KNj/v8888BKKjVymPHVLYg7JEN2b9/P+vWrfPYcYUQwtOys7NZv349GzZskOlnPEjCjQ87fPgwP/30k3OAvdA6Hj12Qa3WAHz88ccePa4QQnjSvHnzGDlyJCNGjODNN980uhyfIeHGh3300Ufouk5+7fagaR49th5UDXt4PTZt2sTGjRs9emwhhPCUAwcOON9ptdP3hUdIuPFRhw8f5ocffkAPiMAR2cCQGgrqdgDgvffeM+T4QghR0VJSUlABCvyd94VnSLjxUe+99x4Oh4P8Op5vtSmkB0W5Wm+k740QwtsUFBRw/MRxCAQVoEhJSUHXdaPL8gkSbnzQnj17WLZsGY6gKNds3UbJj+kIwPz58+WPXgjhVZKTk1G6QgUpVLByhp3jx40uyydIuPFB8+fPRylFfkxnw1ptCqnAahRENWbv3r389NNPhtYihBDu5JpmJhgIct49dOiQYfX4kkoTbqZPn46maYwYMaLE9RYtWkSzZs3w9/endevWLF261DMFeok1a9bw999/Yw+rix5W2+hyACio2wlMZt56+21ycnKMLkcIIdyisAOxClFwej7ixMREAyvyHZUi3Kxbt463336bNm3alLje6tWruffeexk0aBAbN26kT58+9OnTh61bt3qo0qotLy+PV199FTQT+fW7GF2Oi7IFkV+rDcePHZNLw4UQXsN1dVQoqFDngKUJCQnGFeRDDA83mZmZ9OvXj4ULFxIRUfIIua+++irXX389Y8aMoXnz5rz44ot06NCB119/3UPVVm3/+9//OHz4MPnRLVEBnhmNuLQKardF2UL473//S1JSktHlCCHERdu/f7/zXTYYZ8uNdnqZqHCGh5uhQ4dy0003cfXVV19w3TVr1pyz3nXXXceaNWsqqjyvcfjwYT744EOUXyAFddobXc65TBby6nXBbrfzyiuvyLQMQogqTdd19u3b5zwlZQIsoIIVe/fulf9vHmBouPnss8/YsGED06ZNK9X6ycnJ1KxZs8iymjVrkpycfN5t8vLySE9PL3LzNUopZs+eTX5+Hnn1LgWzn9ElFcsRUR97eAzr1q1j+fLlRpcjhBDldujQIXJzc1Hh/wYZFa7IyMiQ8W48wLBwk5SUxJNPPsknn3yCv79/hR1n2rRphIWFuW4xMTEVdqzKavny5axbtw57eIzhl36XSNPIb3AZmK3MmzeP1NRUoysSQohy2bFjh/NO5BkLI856TlQYw8LN+vXrSUlJoUOHDlgsFiwWC7/++ivz5s3DYrHgcDjO2SY6OpqjR48WWXb06FGio6PPe5xx48aRlpbmuvlaf46TJ08yb948MFudwcHgS78vRNmCyavbkfT0dGfdQghRBe3cuRMAFXFGy02kKvKcqDiGhZtevXqxZcsWNm3a5Lp16tSJfv36sWnTJsxm8znbdO3alRUrVhRZtnz5crp27Xre49hsNkJDQ4vcfEXh6aj09HTyYi5B2YKNLqlU7DVb4AiuwU8//cSvv/5qdDlCCFFm27dvd77Dhp+xMALQTj8nKpTFqAOHhITQqlWrIsuCgoKoVq2aa3n//v2pU6eOq0/Ok08+SY8ePZg9ezY33XQTn332GX///TcLFizweP1VwfLly/ntt99whNbGXqO50eWUnmYir1EPArcsYdas2bRt25bw8HCjqxJCiFLJy8tj1+5dzlabMz+nW0CFKbbv2I7dbsdiMewt2OsZfrVUSRITEzly5Ijrcbdu3fj0009ZsGABbdu25YsvvuCrr746JyQJ5wRtc195BcxW8hpeUelPR51N+YeRF9OJtLRUZs6cKVcXCCGqjB07duCwO1DVzv2/paop8vPy2b17twGV+Y5KFRtXrlxZ4mOAu+66i7vuusszBVVRuq4zdepUsjIzyYvtXmVOR53NXrMlllMH+O2331i6dCk33XST0SUJIcQFbd68GQAVVcyHsurAPuc6LVq08GxhPqRSt9yI8vn888/ZsGED9ogG2Ks3Mbqc8tM08hr2AIuNV199lYMHDxpdkRBCXNA///zjvBN17nOFgce1jqgQEm68zO7du1mwcCHKL5C82Mur3OmosylbMLkNLiM3N5cXX3wRu91udElCCHFedrudLVu2OKdbsBWzQoBzML9/Nv+Druser89XSLjxItnZ2UyaNBmH3U5uwyvAWnHjB3mSo1pDCqIas2PHDt555x2jyxFCiPPas2ePc/C+6ufvJ6iiFJkZmcTHx3uwMt8i4caLOE/dJJFfqw16WF2jy3Gr/Abd0P3D+PTTT/n777+NLkcIIYrlOt1UvYSVTj+3adOmii7HZ0m48RLLli3j+++/xxFUnYK6nYwux/3MVvLirkRh4sWXXuLkyZNGVySEEOcoDDfFdiY+rbBVp7DjsXA/CTdeIDExkVmzZoHZj7y4q8Dknb9WPSiKvHqXcOrkSV588cViR7EWQgij6LrOP5v/QQUrCChhxUDn7Z9//pFhLiqId74L+pC8vDwmTJhAbm4uuQ27o/xDjC6pQtlrtsQeUZ/169fz8ccfG12OEEK4JCYmkpmRWWKrDQAa6NV0Tp48WWQsN+E+Em6quHnz5rF//34Karao3JNiuoumkdfwCpQtmHfffY+NGzcaXZEQQgCwZcsW551iLgE/R9RZ2wi3knBThS1btoxvv/0WPaga+fW6GF2O51hs5MZdhQImTZ7MiRMnjK5ICCHYtm0bQLEjE5+tcJ3CbYR7SbipohISEpg5cyZY/MiN6wWmcyca9WZ6cA3y6nXm1MmTvPDCC9L/RghhuB07doAVKE3vgDDAfHob4XYSbqqgnJwcnnv+efLy8siN7YHy952Zzs/k7H/TgI0bN/Lee+8ZXY4Qwofl5OSQcCABFa6gNGOnmkCFK/bu20tBQUGF1+drJNxUMUopZs6cSeKBA+TXao0jsr7RJRnndP8b3T+UDz/8kDVr1hhdkRDCR8XHx6N05ZwJvJRUuMJhd3DgwIEKrMw3SbipYr766it++uknHCE1Kah7idHlGM/iR97p03IvvviSXHkghDDEnj17nHfCyrBRuPPL3r173V2Oz5NwU4Vs376dea+9BtYArx7Ppqz0oGrkNbiMzMwMnj99uk4IITwpISEBABVWhpabUFVkW+E+8u5YRaSmpvL88xNw2B3kxF2J8gsyuqRKxV69CQXVm7J7927mzZtndDlCCB+TlJTkvFOWocZCztpWuI2EmyrA4XAwefJkjh1LIT+mE3pobaNLqpTyG3TFERTFt99+y9KlS40uRwjhQw4ePOgcldhSho1szpuEG/eTcFMFvPvuu6xfvx57RH0KarUxupzKy2Qhr3EvsNiYPWcOu3fvNroiIYQPcDgcHD16FBVY9qkUVKAiOTlZpmFwMwk3ldxvv/3GRx99hO4fRl7DHqCV5hpD36VsIeQ2upKC/Hyefe450tLSjC5JCOHlTp48icPhQAWVI6AEQm5uLunp6e4vzIdJuKnEDhw4wEsvTQGzldzGV4PFz+iSqgRHeF3y63bkaHKyDPAnhKhwx48fd94pabLM81ABqug+hFtIuKmksrKyePbZZ8nJySY3tjsqMMLokqqUgtrtsIfXY926dbzzzjtGlyOE8GKnTp1y3rGVY2P/s/Yh3ELCTSWk6zpTp04lMTGR/FptcFRraHRJVY+mkdeoJ7p/GB9//DErV640uiIhhJdKTU113ilPuLGdtQ/hFhJuKqEPP/yQ3377DUdobQpiOhldTtVl8SO3ydVgtjJl6lT27dtndEVCCC+UkZEBgPIrR4fi09sU7kO4h4SbSub333/n3XffdXaMbXwVaPIruhgqIILchj3Jy81l/PhnpdOeEMLtMjMznXfK0y3S6vwi4ca95J2zEklISODFF18Cs5WcJteAxd/okryCI7I++XU6cOTIYSZOnIjdbje6JCGEF8nKynLesZZj49PbZGdnu60eIeGm0khLS2Ps2LHODsQNr0AFRhpdklcpqNMee0QD1q9fz5tvvml0OUIIL+IKJmUZwK+Q5ax9CLeQcFMJ2O12Jk6cyOHDh8mv0wFHZKzRJXkfTSOvUQ/0wEi++OILvvvuO6MrEkJ4iZycHOediwg3rn0ItyjPr0K42WuvvcaGDRuwRzSgoE57o8spUcDmL8GeC4BW4Pxqyj5JwIZPwOJPTps7jCyvZGYruU2uIXDb18yeM4eYmBjatm1rdFVCiCrONVmvuRwbW87ah3ALabkx2OLFi1myZAl6YDXyGlWBEYjtuZgKcjAV5KDh7OWvoTAV5LhCT2WmbCHkxPXC4dB59tlnOXz4sNElCTdSSpGamkpBQYHRpQgf4mp1KU+4MZ+1D+EWEm4MtG7dOubNm4fyCyS3yTVgLk9vNFFWemgt8hpcRnp6Os88M/bfzoCiypszZw633nor9917r3QcFx6Tk5PjbIEpz2dTk3M7CTfuJeHGIAcOHOD5CRPQ0chtfDXKFmx0ST7FXqMp+bVac+BAApMmTZI3Qi+xY8cOAI6mpMigaMJjXOGmPDTAKuHG3STcGCA1NZVnnnmG7KwschtegR5cw+iSfFJBzCXYw+uxdu1a3njjDaPLEW5wZqCRcCM8JTMrE2Up/6zeyqKkBdnNJNx4WH5+Ps8999y/V0ZVa2R0Sb5LM5EXdyV6YCRffvklixcvNroicRGUUpw8ecL1+OTJkwZWI3xJRkZG+QbwK+QH6RkywKg7SbjxIKUUs2bNYvPmzdirNar0V0b5BLOV3CbXovwCmTdvHmvXrjW6IlFOaWlp2O3/zgB/7NgxA6sRviIvL4/8vPyLDjdZmVlyetyNJNx40CeffMIPP/yAI7gGeQ27V/4ro3yEsgWT2/gadExMnDiR+Ph4o0sS5XD06FEA6gU73yBSUlKMLEf4iOPHjwOgAi7itJS/QiklM4O7kYQbD/n1119ZsGCBc86oJteASYYYqkz04OrkNuxBdnY2Tz/zjPTXqIKSk5MBaBHhDDdHjhwxshzhI1wthAEXsZOAs/YlLpqEGw/YtWtX0TmjrBfzVyAqiqNaLPl1O3I0OZnx48eTn59vdEmiDArHLGoaYcesIWMYCY9whejAi9hJ4Fn7EhdNwk0FO378OGPHjiU/P5/cuKtkzqhKrqB2O+zV4ti6dSuzZ89GqfI3NQvPSkxMBKBukIMaAQ4SEw8YXJHwBYWvOxVyEaelTm9buC9x8STcVKC8vDyeffY5Tpw4QV69zjjCY4wuSVyIppHX8HIcwTX4/vvvWbRokdEViVJKSEjArEH1AJ3aQQ5SU9Pk9KKocAkJCc47IcU/r63VMC03oa0toY9lyFn7EhdNwk0FUUoxe/ZsduzYTkFUY+zRrYwuSZSWyUJe46tRfkG88cab/PXXX0ZXJC7A4XCwb98+6gbZsZggJth51dS+ffsMrkx4M6WUc+DIQMBW/DpauoaWqqGllxBuApzbFw5CKS6ehJsKsmTJEteVUfmxl8uVUVWM8gt0jhytaUycNEn6b1Ryhw4dIjc3l3ohzlBT//TX3bt3G1mW8HJHjx7l5MmT6JH6xe1IAxWpSE5OlvGZ3ETCTQXYtm0br73+OlgDyGvcC0zlmU1NGE0Prk5eg8vJyszk+QkTZNbeSmz79u0ANAx1nP7qvGJKPgmLivT3338771S/+H2p6s5+N+vXr7/4nYnyzYaxYsUKVqxYQUpKCrpeNLG+++67bimsqkpNTeX5CRNwOBzkNLsO5RdkdEniItirN8aUeZQ9u3cyb948xowZY3RJohhbt24FoHGYM9RU81dE2HS2btmCUgpNWk5FBfjzzz8BUNEXf+GBqqVgs3Of11xzzUXvz9eVueVm8uTJXHvttaxYsYLjx49z6tSpIjdfppRi6tSpHD92jPy6l6CH1jK6JOEG+fUvxREUxbfffstPP/1kdDmiGJs2biTAolx9bQCahts5fuIEBw8eNLAy4a1ycnL466+/nFc6uWPe4xAgCFavWS2txG5Q5pabt956i/fff58HHnigIuqp0r755hv+/PNP7GF1KajV2uhyhLuYLOTFXUXg1iXMnjOHNm3aUKOGTHZaWRw7dozEpCTaRxVgPuPjWsvIAv486seGDRuIiZErFYV7rVq1itzcXFQjNw0XoYEeo5O1M4vVq1dz5ZVXume/PqrMLTf5+fl069atImqp0pKSknj99dfB4k9+wyukA7GXUf6h5NXvSlZmJtOmTTvndKwwTuF8YK0ii87LU/hY5gsTFWHp0qUAqPruGwtLNVBF9i3Kr8zh5uGHH+bTTz91y8Hnz59PmzZtCA0NJTQ0lK5du/L999+fd/33338fTdOK3Pz9/d1Sy8XQdZ2pU6eSl5dHbuxlKL+LGapSVFb2qMbYI+qzfv16vvnmG6PLEaetXr0agPbVC4osrx6gUzfIwd/r1kkzv3Cr3bt3s3HjRlRNBe7sVhkCKkqxdu1aGfPmIpXqtNSoUaNc93VdZ8GCBfz000+0adMGq9VaZN05c+aU+uB169Zl+vTpNG7cGKUUH3zwAb1792bjxo20bNmy2G1CQ0PZtWuX63Fl6Cj4448/sm3bNuzVGuGIjDW6HFFRNI282MuxZCSzYMFCevbsSXh4uNFV+bTs7GzWrfvr9KjE57amta+ez7cJZv766y+6d+9uQIXCG3322WcA6E3d34KrN9UxHzfz2WefMXbsWLfv31eUKtxs3LixyON27doB/16hUF633HJLkcdTpkxh/vz5/Pnnn+cNN5qmER0dfVHHdafMzEzmz58PZiv59TobXY6oaNYA8up0hAOrWbhwoVw9ZbA//viDvLx8utQpfh6wS2sW8G1CAD///LOEG+EW+/fvZ8XPK1DhCiqi610tUKGKH3/8kX79+kl/sXIqVbj55ZdfKroOHA4HixYtIisri65du553vczMTOrXr4+u63To0IGpU6eeNwiBcwqEM5uk09PT3Vr3hx9+SGpqKvkxl8hl3z7CXrMZ1mM7+e677+jTpw+NGzc2uiSftXz5cgAurVl8uKkX7KB2kIM/fv+drKwsgoLkb1RcnPnz56N0hd5ah4o4caCB3krHsdrBW2+9xZQpUyrgIN6vzH1uHnroITIyMs5ZnpWVxUMPPVTmArZs2UJwcDA2m43HH3+cJUuW0KJFi2LXbdq0Ke+++y5ff/01H3/8Mbqu061btxIv9Zw2bRphYWGumztTcHp6Ol999RXKFkyBTK/gOzQTefW6oJTi448/Nroan5WSksJff62lcZidWkHFnx7QNLi8Vh65eXn8/PPPHq5QeJu1a9eydu1aZ1+bijyBUNvZ9+a3335jw4YNFXgg71XmcPPBBx+Qk5NzzvKcnBw+/PDDMhfQtGlTNm3axNq1axk8eDADBgxwjTZ6tq5du9K/f3/atWtHjx49WLx4MdWrV+ftt98+7/7HjRtHWlqa65aUlFTmGs9nyZIl5Obmkh/dWkYh9jF6aG0cQVGsXPkrhw4dMrocn7R06VJ0XdGzdsmdhbvXysekOYdqkFneRXllZ2czc+ZMMIHetoKvltRAb+dsGZo5c6Z0iC+HUoeb9PR00tLSUEqRkZFBenq663bq1CmWLl1arrE//Pz8iIuLo2PHjkybNo22bdvy6quvlmpbq9VK+/bt2bt373nXsdlsrquxCm/ukJeXx6IvvgCLP/bqTdyyT1GFaBoFtdqilM7nn39udDU+p6CggK++WkKgVdEluvhTUoUibIqO1fPZtWsX27Zt81CFwtssXLjQOSp/Mx3CPHDACNCb6Bw6dMjnR/4vj1KHm/DwcCIjI9E0jSZNmhAREeG6RUVF8dBDDzF06NCLLkjX9VKnVIfDwZYtW6hVy/MjAf/111+kp6WRX70JmK0X3kB4HUdkfZRfECtWrMBut194A+E2P//8MydPnuKq2nn4l6LR9Pp6uQAsWrSogisT3mjNmjV8+eWXEAqqmeda/1RL5+jHn332mcw5VUalHqH4l19+QSnFVVddxZdffklkZKTrOT8/P+rXr0/t2rXLdPBx48Zxww03UK9ePTIyMvj0009ZuXIlP/74IwD9+/enTp06TJs2DYAXXniBSy+9lLi4OFJTU5k5cyYHDhzg4YcfLtNx3eG3334DwFGtocePLSoJzYQ9sgEZydv4559/6Nixo9EV+QRd1/nkk48xa3BNTG6ptmkS5qBhqJ2VK1eSmJhIvXr1KrhK4S2OHTvGlKlTwAyOSx3gyR4Ip49p/tnMCy++wHvvvlfkvVecX6nDTY8ePQCIj4+nXr16bhlfJiUlhf79+3PkyBHCwsJo06YNP/74o2vSsMTEREymfxuXTp06xSOPPEJycjIRERF07NiR1atXn7cDckWx2+38/vsfKL9g9MBqHj22qFzsEQ2wJm9j1apVEm48ZNWqVSQkHKBn7Tyq+ZfuU7SmQe/YXOb+Y+Gjjz7i2WefreAqhTfIz89n0qRJpKelo3fw0Omos0WA3kbn1KZTTJ48mdmzZ2OxlGvOa59Sqp/Q5s2bizzesmXLeddt06ZNqQ/+zjvvlPj8ypUrizyeO3cuc+fOLfX+K0pCQgKZmRnYazSTaRZ8nB5SE8xW/vnnH6NL8Ql2u513330Hkwa3NChdq02hDlEF1At2sHz5Mvr160eDBg0qpkjhFZRSzJkzhy1btqDX01ENjeuMruIU6rhi48aNvPbaa4wcOdKwWqqKUoWbdu3aoWkaSqkLttg4HI4Sn/cGhcNi64HSPOjzNBOOgAgSE5Ow2+3yiaqC/fjjjyQkHKBXnTxqBpbtihVNg7vjspm1KYSFCxfK+CGiRIsWLWLp0qWoSIXqpCpmTJvS0kC/RMeUaWLJkiXExsbSp08fAwuq/ErVoTg+Pp79+/cTHx/Pl19+SWxsLG+++SYbN25k48aNvPnmmzRq1MjZ4coHxMfHA6AHRBhciagM9IBw7PYCDh8+bHQpXi07O5t3/vMfbGbo0/Dc4ShKo201O83CC/jtt9/OGXldiEIrVqzgjTfegADQu+me7WdzPhbQL9PBH+a+MpdVq1YZXVGlVqpwU79+fddt6tSpzJs3j8cee4w2bdrQpk0bHnvsMV555RVefPHFiq63UkhJSQFA2UIMrkRUBsrmHF7g6NGjBlfi3T744AOOnzjBLfVziLCV7xSBpkG/JjlowCuvvCJXuYlz/P3337w05SWUVeHo7oAAoys6QyA4LnegzIrJkyezadMmoyuqtMrchr5lyxZiY8+dHDI2Nva8g+95m4IC5+zDykcH7ps/f36xyx8bPqrY5d5One70Lm+UFSc+Pp5Fi/5HjQCdG+ufv6/Nm1sDOZxlpnaQgyGtsotdJzbUwVV18lhxuiW6b9++FVW2qGI2b97M+PHjcSgHjm4OYzoQX0gEztp+g2eeeYa5c+d6/KKaqqDMIxQ3b96cadOmkZ//78BZ+fn5TJs2jebNm7u1uMrK1a9IK/OPT3ij068DX+hvZgSHw8GMGdOx2x0MaJqFXwmfKQ5nmUnIsHA4q+QPHnfF5RDqp/jPfxbK6UQBwLZt2xg9ZjS5+bk4ujqgutEVlaCG8xLxnNwcnnrqKXbt2mV0RZVOmVtu3nrrLW655Rbq1q3rujJq8+bNaJrGt99+6/YCKyNXp2pVwUNwV1KDBw8u/glrZWq/9SAZ0r9CffHFF2zfvoPLovNoG+We1rFgq6J/0yxe36IxY8YM5s6dW2TYCeFbtm/fzlNPPUVu7ulg4/lxYcuuDuhddLLWZjFy5Ejmzp1L06ZNja6q0ijzX3Pnzp3Zv38/L730kqvPzZQpU9i/fz+dO3euiBornaioKABM+VkGVyIqg8LXQfXqlfmjXtW0b98+FixYQJif4v4m5etEfD5dahTQqXo+GzdulJGLfdimTZsYMXIE2TnZzkH66hhdUempGIXeWSczK5MRI0awdetWo0uqNMp13WpQUBCPPvqou2upMqKjndPBanmZEBRlcDXCaFpeBvDv60K4R15eHi+++CIFBQU82i6TED/3tpBpGgxqns3edCsL3n6bjh07EhcX59ZjiMrtr7/+Yvyz48kvyHf2YynbIPuVgqqncGgOstZmMWrUKKZPn06HDh2MLstwpQo333zzDTfccANWq5VvvvmmxHVvvfVWtxRWmRXOZWXKTUd6WQhTbjoBAQFum5RVOL366qvs37+fa+rmuu101NlC/BSPtsjk5Y0hTJjwPAsX/oegoKAKOZaoXFasWMFLU15ydh6+zAFV+bNJDDjMDnLX5DJmzBgmTpzIFVdcYXRVhipVuOnTpw/JycnUqFGjxIGDNE3ziU6VhR2nTZly6a/Ps+dhyjlF8w4d3DIliXD6/vvv+e6774gNtXOfm09Hna1NNTu3Nsjhm4RDzJgxg8mTJ8vv0st9+eWXzJs3D2VROC6v5J2HS6s2zkvXV8PzE55nzOgx3HzzzUZXZZhS9bnRdZ0aNWq47p/v5gvBBpx9bmrVro0546h0JvVx5gxnwC3LtCOiZNu3b2fWrFkEWRXDW2dh9UA/3zsa5tIiooCVK1fy8ccfV/wBhSGUUixcuJBXX30V5a9wXOklwaZQDXD0cKD8FC+//DLvv/8+ykffo8r8byM3t2zzuXirtm3aoNlz0XJOGl2KMJAp4wgAbdu2NbgS75CSksL48eNw2AsY1iqT6gGeuSLRbIJhrbOoHqCzcOFCGf3VC+Xn5/Piiy/y0UcfQQjOYFMZx7G5WBGnv7dgePfdd5k+fbpPjsFV5nATHh7OFVdcwfPPP8+KFSvIyanYJuPKqmvXrgBYTiYYW4gwjlJYTiYQGBhI69atja6mysvMzOSZZ57m5MlT3N8km9bVPPsPOdRPMaptBv4WePGFF3xmUFJfkJ6ezujRo/npp59QUQrHVQ7w5q5VweC4yoGKVHz//feMGTOGzMxMo6vyqDKHm59++onrr7+etWvX0rt3byIiIrj88st59tlnWb58eUXUWCldeuml+NlsWE7GG12KMIgp+wSmvAy6d++On5+f0eVUafn5+Tz33HPs27efa2NyuaZuniF1xATrPNEqg4KCfJ555mmSkpIMqUO4T1JSEo8PfpxNmzahx+joV+jgC3+uNtB76qg6ivXr1zN48GCfGrCyzOHm8ssvZ/z48SxbtozU1FR++eUX4uLiePnll7n++usrosZKKSAggG5du2LKSUXLllNTvsh8Yh8APXv2NLaQKs5ut/PSSy+xYcMGOtfI5/4mORjZn7dtlJ2Hm2eRlpbOU0+NkjnDqrCNGzfy2GOPcTDpIHpzHdVFVY5JMD3FDHpXHb2pzoEDB3j0sUfZvHmz0VV5RLm66u3evZsFCxbQv39/7rjjDr799ltuvvlm5syZ4+76KrVrrrkGAGuKDH3tc3QH1uN7CQ0L45JLLjG6mirL4XAwffp0Vq5cSYuIAh5vmYWpElyodEXtfO6JyyY5+SgjR47g+PHjRpckyuibb75h1KhRZGZnonfWUa0UVILXlsdpoNoo9E466enpjBgxgu+//97oqipcmQfxq1OnDjk5OfTs2ZOePXvyzDPP0KZNG5+8dLJr165ERUVx/MQe8utdAqZyjYkoqiDzqQNoBTnceENvOSVVTg6Hg5kzZ7Js2TKahNkZ1S6zxHmjPO3mBnnkOTSWxB9i1MiRzH3lFapVq2Z0WeIC7HY7r7/+OosXLwbb6UkmZaxVVKzCEeSANTBt2jT27dvH4MGDMZsr0R+dG5W55aZ69epkZ2eTnJxMcnIyR48e9dlOxRaLxTmOgD0fy4n9RpcjPMiashOAW265xeBKqia73c7UqVNZunQpjULtjG6fgX8l/B97e8Ncbq6fS8KBAwx/4glSUlKMLkmUIC0tjTFjxrB48WJUuMLRS4JNETVw/kxC4X//+x/PPPMMGRkZRldVIcocbjZt2kRycjJjx44lLy+P8ePHExUVRbdu3Xj22WcrosZK7eabb8ZsNmNJ3ipj3vgIU9YJzOmH6dSpEzExMUaXU+Xk5+fzwgsvsHz5cpqEF/BMhwwCK2mjp6ZB37gc+sTmkHTwIE88McynOmVWJfv27eORRx9h/fr1qDoK/Urdu6+IKq/CK6lqKf766y8efexREhISjK7K7crV5yY8PJxbb72V8ePHM27cOO68807WrVvH9OnT3V1fpVejRg2uvPJKzNknMaXLPz1fYEl2Tk7Xt29fgyuperKysnj66addfWyebp9ZaYNNIU2DOxvlclejHI4cSWbw4MHs2bPH6LLEGVauXMngwYNJPpKM3lJH76qXc+ZEH2EF/TIdvbnOoYOHeOyxx/jjjz+MrsqtyhxuFi9ezPDhw2nTpg01a9Zk8ODBZGZmMnv2bDZs2FARNVZ6hW9y1iNbDK5EVDQtPwvriX00aNCAzp07G11OlXLixAmGDx/uuipqdLvMSnkq6nx6x+byYLMsUlNP8cSwYaxfv97oknyeruv85z//YcKECeTac3F0c6Ba+GjH4bLSQLVSOLo6yCnIYdy4cXzwwQfoumcGzqxoZc62jz/+OFdccQWPPvooPXr0kMHLgKZNm9KhQwc2bNhAQdZxdJkp3GtZj2wBpXPvvff6ZCf68tq3bx9jn3mGoykpXF03l/5NcyrFVVFl1atuPqF+ije3wujRoxkzZgw33nij0WX5pIyMDF566SXWrFnjPNVymbMviSijuuAIdmBebeadd95h9+7dPPvsswQGBhpd2UUpc8tNSkoKX3zxBcOGDZNgc4YHHngAAOuhTcYWIipOQQ7WlJ3UrFnTNQyAuLA///yToUOGkJKSwj1x2QyoosGm0CU1ChjXIZ1As53p06fz1ltvec2n3aoiISGBxx5/jDVr1qCilauTrCincGdHY1VD8dtvv/HYY49V+QEsPTAlnW/o0KEDLVu2xHIqAS37lNHliApgTd4Kup37778fi0VO6F+IUor//ve/jH3mGez5OQxvk8nNDfIMHaDPXZqEO5jUKZ3aQQ4+/fRTxo8fT1ZWltFl+YTff//934H5munol/vIiMMVzQZ6dx29yekB/x59lD///NPoqspNwo2baJrGgAEDAPA75Jt9j7xaQQ5+R7dTrVo1nxqJu7xycnJ44YUXmD9/PuE2B893TOeSGgVGl+VWNQN1JnbKoE21AlavXs1jjz1GYmKi0WV5LV3Xee+99xg/fjw5BTk4ujpQraV/jVuZQLVV6F10snKzeOaZZ/j444+r5MziEm7cqEuXLs7Wm5PxmLJOGF2OcCO/w5vBUcDAgQOx2WxGl1OpJSUlMWTIYFasWEGz8AJe7JxObKjD6LIqRJBVMbpdJrc0yCExMZHHHn2UX3/91eiyvE52djbPP/887733HgQ5L2WmrtFVnZ/pRxOmb5w30k4vTMO57MfK/7ar6ikcVzpQAYoFCxYwadKkKjeeXeX/KVchmqbx8MMPA2A9+LfB1Qh30fKzsKZsJzo6WjqPXsDKlSt55OGHXRNgju2QSZhf1fvUVxYmDfrG5TKsdSaOfOeb8Ouvv47d7tlZzb3VoUOHePzxx/ntt99QNRWOqx0QZnRVF5AHWp7mvCln05KmnI8xZk7YsosAx9UOVHXFL7/8wtChQ6vUPGsSbtysY8eOdOjQAUtqEqb0ZKPLEW5gPbgBdAcPPvggVqvV6HIqpfz8fObNm8eECRPQC3IY1iqT/k1zsPjQf5hLaxbwwiVp1A1y8L///Y/hw4dXqTeDymjDhg08+qhzkDm9sfSv8Tgb6Ffo6I109u7dy8MPP1xlJt4sVa/I22+/vdQ7XLx4cbmL8RaPP/44jz76KH6Ja8lteSte0YPSR2nZp7Ae203Dhg259tprjS6nUkpKSmLy5Ens3r2HukEOhrfJpHaQb149VDtIZ1LndN7fEcjvW7fy4IMDGTt2HFdccYXRpVU533zzDXPnzsWhHOiX6KgG3t0CWGmZQHVQ6OE6aRvSGDFiBE8//XSl73tYqnATFlbZ2wArl2bNmnHNNdewfPlyzCf244hqZHRJ7mPxp/BtSyvIRUOh0FBWf7D4G1paRfBL+gtQDBkyxGsnmLsYy5YtY/bsWeTk5HJlnTzub5KNzcd/TP5meKxlNi0i7XywC5577jn69OnD0KFDpb9WKTgcDubPn8///vc/mfiyElENFY4QB6yGqVOnkpCQwKOPPorJVDmbZ0sVbt57772KrsPrPPLII6xcuRKVtI7siHpg9o7TGTlt7nDd99+yBHP2CfTASHJb32ZgVRXDnJqEJTWJTp06yWjEZ8nMzGTOnDn89NNPBFhgWOtMLq3pXVdDXQxNgytq5xMXZuf1LcF89dVX/LNpExMmTqRRIy/6sONmubm5vPDCC/z++++oMIV+mcwPValUd46HY/7dzKeffsqRI0cYP358pQztlTNyeYHo6Gj69euHlp+J9fAmo8sRZaXbsR1Yg9lsZvjw4UZXU6ls2bKFhx56kJ9++okmYXamdkmTYHMetYN0Jl2SznUxucSf/qS7aNEiGfSvGKmpqTw54klnsKkpE19WWoUTb57uaDxq1CjS09ONruoc5Qo3X3zxBXfffTeXXnopHTp0KHIT/+rXrx/R0dH4HdmClpN24Q1EpWE9sgUtN527776bBg0aGF1OpWC321m4cCFPDBtGytGj3NEwh2c7ZlA9QN6oS+Jnhgea5jCmXQaBWj6vvfYaY8aM4fjx40aXVmkkJzsnJN2xfQd6g9Mdh72jsds7+Z0e8K+ezpYtWxhyegTyyqTM4WbevHk8+OCD1KxZk40bN9K5c2eqVavG/v37ueGGGyqixirLZrM5P/UrHVv871AFB0LyRVpOGn6HNxEVFeUamNHXJSYmMnjwYD766COi/J2D8t3WMBeztP2WWtsoO1MvTaN9VD7r1q1j4IABrFy50uiyDJeUlMSQoUM4dOgQenMd1UnJOYWqwAyqs0JvqpOYmMiwYcM4fPiw0VW5lPkl9Oabb7JgwQJee+01/Pz8ePrpp1m+fDnDhw8nLU1aJ8522WWX0aNHD8wZR7Ck7DC6HHEhSse2/1fQHYwcObLKTx53sZRSfPXVVwx66CF27dpFj9p5TOmSRuNw7xyUr6KF+SlGtc3ioWZZ5GVnMGHCBKZNm+azUzfs27ePoUOHcvzYcfS2OqqVjDhcpWig2ij0VjrJyckMGTqEhIQEo6sCyhFuEhMT6datGwABAQFkZGQAzokj//vf/7q3Oi+gaRojR44kNDQUW9I6tNwMo0sSJbAkb8OcmcI111xD9+7djS7HUCdPnmTs2LHMmTMHq8rjyTaZPNIimwCZVuuiaBpcVTeflzqn0SjUzvfff89DDz3Ili1bjC7Now4cOMCIESNITU1F76ijmkjLdlWlmiv09jonT5zkyRFPcvDgQaNLKnu4iY6O5uTJkwDUq1fPNbFWfHx8lZx/whMiIyMZOXIkOAqcrQJK+ihURlr2SWwH/yY8IsLnOxGvXr2agQMGsGbNGtpUK2DapWleNzeU0WoF6TzfKYPbYnNITk7miWHD+M9//uMTIxsfPnyYESNHkJaWht5JRzWU946qTsUp9A46p06eYuTIkYYPYFnmcHPVVVfxzTffAPDggw8ycuRIrrnmGvr27cttt3nf5cDuctVVV9GrVy/MGcnOEW9F5eIowH/vz6A7GDd2rM+O7ZSbm8ucOXMYO3YsWRlpDGiazZh2mUTY5M2nIlhMcEejXCZ0TCfK38GHH37I0KFDK8Un34qSlpbGqFGjOHH8BHo7HRUrry1voRop9NY6R48e5amnnnKd2TFCmRuYFyxY4LqMcejQoVSrVo3Vq1dz66238thjj7m9QG+haRqjR49m586dHDq0CUdoNHpYJZ75zcf4JazGlJPKPffcQ9euXY0uxxD79u1j0qSJHDiQSP1gO0NaZVEnWFoZPaFxuIMpXdL4cFcgv+3YwUMPPcTIkSO97iINu93OhAkTOHz4MHoLHdVYgo23Uc0Uer5O4q5EJk+ezIwZMwwZALXMLTcmkwmL5d9MdM899zBv3jyeeOIJ/Pxk0o+SBAUFMXnyZCwWCwH7VqLlSf+bysCSshPr8T20aNGCRx991OhyPE4pxZIlS3j00Uc5cCCRG+vlMqlzhgQbDwuwOEc2fqJ1JiZHDtOmTeOll14iOzvb6NLc5vXXX2fjxo3odXVUCwk23kq1Vqhair/++ou33nrLkBrKdcHdqVOnmDVrFoMGDWLQoEHMnj3b1Q9HlKxJkyaMGDECCnLx37UMHPlGl+TTTGmHsSWsJiwsnEmTJhUJ7r4gIyOD559/nrlz5xKg5fN0+wzua5KDVS7FNUyXmgVM7ZxO4zA7y5YtY9CgQezZs8fosi7amjVrWLx4MSpMoS6Rq6K8mgZ6Fx1C4fPPP+fvv//2eAll/he2atUqYmNjmTdvHqdOneLUqVPMmzeP2NhYVq1aVRE1ep1bb72VO++8E1POKWx7f5EOxgbRctII2LsCi9nE1KlTiI6ONrokj9q7dy+PPvIIq1atolVkAVO7pNGmmvd3Zq0KogJ0nuuYQe8GORw+dIjBgx9n6dKlRpdVbhkZGcx4eQaYQL9UL0eHCFHlWMHRxQEaTJ8+3ePDHZQ53AwdOpS7776b+Ph4Fi9ezOLFi9m/fz/33HMPQ4cOrYgavdLQoUPp0qULltQk/A78KQP8eVpBDv67fwR7HmPHjqV169ZGV+RRP/zwA48//hiHDx/mttgcnm6fSbh0Gq5UzCa4Ky6XMe0z8FP5TJ8+nZdffpm8vDyjSyuzBQsWcPLESfSWzk/zwkeEg95CJyUlhXfeecejhy5zuNm7dy9PPfVUkQ5CZrOZUaNGsXfvXrcW583MZjOTJk2iYcNGWI9ux3pIrqDyGHseATt/wJSbzsCBA7n22muNrshjHA4Hb775JlOnTsWq8hndLoM7GuViklMElVabanZe6pxOw1A73333HSNHjuTUqVNGl1VqR44c4bvvvkOFKhnLxgepZgqC4euvv+bYsWMeO26Zw02HDh3YsePckXZ37NhB27Zty7Sv+fPn06ZNG0JDQwkNDaVr1658//33JW6zaNEimjVrhr+/P61bt67STbVBQUHMmTObOnXr4ndoI5Yjm40uyfs5CvDf9SOm7BPccccdPPjgg0ZX5DHZ2dk8++yzfPbZZ9QJcvDiJem0jar6p6HGrgll6Kowhq4KIzHT+aErMdPM0FVhjF3jHc0EUQHOMXEur5XH1q1befTRR9m3b5/RZZXKxx9/jMPhcHYglr5cvscEenOdgoICPvnkE08etmyGDx/Ok08+yaxZs/j999/5/fffmTVrFiNHjmTkyJFs3rzZdbuQunXrMn36dNavX8/ff//NVVddRe/evdm2bVux669evZp7772XQYMGsXHjRvr06UOfPn3YunVrWb+NSiMyMpJX5s6levUa2BL/wnJ0u9EleS+HHf/dyzFnpnD99dfzxBNPoGm+0WSRmprKk8OHs3r1atpUK2DiJenUCPSOvl4ZBRpp+SbS8k3oyvn71JVzWUaB9/x+rSZ4rEU2d8dlc/ToUYYNHco///xjdFklysnJYdmyZahghaorrTa+StVTEOg8HZ6f75mLaDRVxmGFTaaS85CmaSil0DQNh6Ps889ERkYyc+ZMBg0adM5zffv2JSsri++++8617NJLL6Vdu3alvtwsPT2dsLAw0tLSCA2tPJ/qkpKSGPbEE5w6eZK8el2w16r8fUD8tyzBnH0CR2A1cltX8gEcHfn471qGOSOZHj16MHHiRJ+5MurYsWOMGjWSAwcSubJOHgObZnvVhJdDV4WRll/8NxTmp/PGFd43593ao1be3BaMxeLHS1Om0KVLF6NLKtbKlSuZMGGCc0LMVr4TbkzfmNDyig/WyqbQb/WODxZloW3WMO0yMWPGjHKPJVaW9+8y/3ePj48vV1EX4nA4WLRoEVlZWef9xtesWcOoUaOKLLvuuuv46quvzrvfvLy8Ih3w0tPT3VKvu8XExPD6a6/x5IgRHE9ci6bbKajT3uiyvIM9D/+dP2DOOkavXr149tlnfSbYHD9+nCeGDePwkSPcXD+XvnE5+EhjlVfrUrOAAEsGr2wOYdy4sUyZMrVSDj65Zs0aAJ9stZk/f36xyx8f8biHK6kcVB0Fu+CPP/7wyGu1zP/h69ev79YCtmzZQteuXcnNzSU4OJglS5bQokWLYtdNTk6mZs2aRZbVrFmT5OTk8+5/2rRpTJ482a01V5SYmBjeeP11nhwxguSD68FhpyCmE/JudBEKsgnY6exjc+ONNzJmzBhDRss0Qnp6Ok899RSHjxzhjoY53NYw1+iShBu1qWZnbPt0ZmwM5fnnn2POnLm0adPG6LKKSEhIADPgm7OZiDNFAJpzwlRPKNfH148++oi33nqL+Ph41qxZQ/369XnllVeIjY2ld+/eZdpX06ZN2bRpE2lpaXzxxRcMGDCAX3/99bwBp6zGjRtXpLUnPT2dmJgYt+y7ItSqVYs3Xn+dESNGkJT0D1pBNvmx3eECpwPFubScNAJ2/YCWl0GfPn0YMWLEBU+reov8/HzGjh1LfHw8N9TLpU+sBBtv1CTcwYg2Gcz6J4Rnnnma+fPfokGDBkaXBThHvk5MSkQF++aAfYMHDy7+CZtn66g0TKCCFImJiZ46XNnMnz+fUaNGceONN5KamurqVxMeHs4rr7xS5gL8/PyIi4ujY8eOTJs2jbZt2/Lqq68Wu250dPQ5M40ePXq0xMHXbDab62qswltlV716dd544w1atmyJ9fge/Hf9KCMZl5Ep4yiB279Fy8tg0KBBjBw50meCDTj/Trdu3cpl0Xnc21hORXmz1tXsDG6RSVZWNhOef56cnByjSwKc4SYrM8t338zFuWye6xpS5v/2r732GgsXLuTZZ58t0rzfqVMntmzZctEF6bp+3kGqunbtyooVK4osW758eaU813yxCsNi9+7dMacfImD7/6Hle3aEx6rKfDKBgJ1LMasCxo0bx4ABA3zmqihwduL88ssvqRfsYFDzbBnDxgdcGl3ADfVySThwgLlz5xpdDuC8+MRkMoHv9Z0V56PAarV65FBlDjfx8fG0b39uR1ebzVbm4ZXHjRvHqlWrSEhIYMuWLYwbN46VK1fSr18/APr378+4ceNc6z/55JP88MMPzJ49m507dzJp0iT+/vtvhg0bVtZvo0qw2Wy88MIL3HbbbZiyTxCw7WtMWceNLqvyUgrr4X/w3/MT/jY/ZsyY4XWzKl9IVlYWc+fOxWaGJ1pn4ucb3YsE0Dcuh0ahdn744QfWr19vdDmAs2Weqj+UknAXOx6bYLvM4SY2NpZNmzads/yHH36gefPmZdpXSkoK/fv3p2nTpvTq1Yt169bx448/cs011wCQmJjIkSNHXOt369aNTz/9lAULFtC2bVu++OILvvrqK1q1alXWb6PKMJvNjBgxgmHDhmEqyCVg+3eYT1TMFWtVmu7Ab/8q/JLWUaNGDea/+SadO3c2uiqP+/DDDzl16hS9Y7OpFSQfmX2JxQQPNc9G02DevHnY7canipiYGLQMDXzvYilxNh20TM1jfV7L3KF41KhRDB06lNzcXJRyTmn+3//+l2nTpvGf//ynTPu60FwTK1euPGfZXXfdxV133VWm41R1mqZx9913U69ePSZOnAR7V5Cf25GC2u3kSio4PU/UT5gzj9KyZUumTJlCZGSk0VV5XGGn/OoBOtfHVL35h8TFqx/i4MraefwcH8+vv/5Kr169DK0nLi7OOaN5JhBiaCnCaOmA7nxNeEKZW24efvhhZsyYwXPPPUd2djb33Xcf8+fP59VXX+Wee+6piBrFaZdeeilvvTWf6Fq18Du4Htven8FRYHRZhjJlHSdw69eYM49y3XXX8corr/hksAFYtmwZBQUFXB+TK6ejfNhN9Z1Xxp052KlRClvVtWT5EObrCl8DnjrTUq7LR/r168eePXvIzMwkOTmZgwcPFjuisHC/2NhYFrz9Nu3bt8dyMp6A7d+i5WYYXZYhzMf3EbD9O0wFWTz++OOMHz8em813L8348ccfsZigW7RcWefLagbqtIgoYP369aSkpBhay+WXX45m0tAOSrjxddohDbPZTLdu3TxyvDKHm5ycHLKzswEIDAwkJyeHV155hWXLlrm9OFG88PBwZs+ezR133IEp+ySB277ClHbI6LI8R+lYE//Cf98vBAbYePnll7nvvvt86oqos+Xm5rJ37x7iQgsI8ZMODr6uXZSzRXf7dmPnqouIiKBd23ZoxzXnqSnhm9JBO6nRqVMnQkI8c36yzOGmd+/efPjhh4BzMr7OnTsze/Zsevfufd7hpoX7WSwWnnzyScaOHYsFBwG7fsByZCuUbaqwqseeh23XMvyObKZe/fosXLCg0s6r40l79uxB1xUNw8o+n5vwPg1Dna+DnTt3GlwJ9OnTBwBtj+9++PB12m7n7/622zw3B2GZw82GDRvo3r07AF988QXR0dEcOHCADz/8kHnz5rm9QFGyG2+8kddee43IiEhsiX/it38V6MZfJVERtOxTBG77GkvaQS677DLefuutSj3atCelpqYCUM0mV0gJqObvfB0Uvi6M1L17d6KjozElmED6ufueHDAlmoiJieHSSy/12GHLHG6ys7NdzUrLli3j9ttvx2Qycemll3pszghRVMuWLfnPfxb+O6Lx9u/Q8iq+DVgFhOMIrIYKCK/wY5lPxhO4/Ru03HQGDhzIlClTCAoKqvDjVhUFBc7TEBaTl7fciVIpfB1UhsvBLRaLc+wyO2jbpfXG12jbNHDA/fff79FR4st8pLi4OL766iuSkpL48ccfufbaawHnmDVVYWoDbxUVFcWrr77KLbfcgjnrOIHbvsaUcfTCG16EvLgryW19G3lxV1bcQZTCenAD/ntW4O9nYcqUKTz00EM+NZVCaRR2pM51yJuHgFy783XgqQHTLuSmm26iXr16mPaZwDevf/BNaWBKMNGwUUNXVvCUMr9DTJgwgdGjR9OgQQO6dOnimvpg2bJlxY5cLDzHz8+PMWPGMGrUKMx6PgE7l2I5ttvossrPUYBtzwr8Dm2gdu3avP3WW65ToqKounXrApCcLdeAi39fB5XltK3FYnFOJKnAtMEkg/r5gjN+10MGDykyXZMnlDnc3HnnnSQmJvL333/zww8/uJb36tWr0sxp4uv69OnD7NmzCQkKxLZ/FX4H/gRVtfpiaHmZBGz/DsupBDp06MDbb79NbGys0WVVWrVr18ZqtbI/TcKNgP3pztdBZZkhHJwjzF9++eVoKRpagrQwejttv4Z2XOOqq64yZLT4crXtR0dH0759+yKnBjp37kyzZs3cVpi4OB06dGDhwoU0aNAAa/JWbLuXV5kB/0yZKc7TatknuP3225k1axZhYWFGl1WpWa1WOnbsyIFMCydy5Y3D1204ZsVqtdKuXTujS3HRNI2RI0cSGBiIabMJso2uSFSYLDBtMRESEsKTTz5pSAnSccGL1a5dm7feeouuXbtiSU0iYPt3lX5mcfPJBAJ2LMXkyOOpp55ixIgRWCxlniXEJ1122WUArEmuHP0shDEOZ5k4kGmhU6dOBAQEGF1OEdWrV3dOdJwPpnVyesor6WBaa4IC52TXERERhpQh4cbLBQYGMmXKFPr06eOcWXz7t2jZJ40uq1iW5K2nZ/S2MmPGDHr37m10SVVKr169CAjwZ/lBfxxV6yykcKMfEv0BuPnmmw2upHg33XQTV1xxhfP01C5pZfQ22k4N7YTG1Vdf7fFOxGeScOMDLBYLI0eOZOjQoZjyswjc/h2m9CMX3tBTlMLvwJ/YDvxJVFQUb77xhgzMVw7BwcHcfPMtnMg1sVpab3zSyVyN347YqFOnjseGuS8rTdMYM2YMUVFRmLaa4JjRFQm3OQqm7SZq1qzJqFGjDC1Fwo2P0DSNvn37MnnyZCyaTsCuHzCfSjS6LFA6fvG/YU3eSmxsLG+99ZbHZo31Rn379sXm58ei/QHkyWDFPmfRvgAKdOjfv7/Hr04pi7CwMCZPnozZZMb8pxlyjK5IXLRsMK81YzFbeOGFFwgODja0HAk3PqZnz57MnDkTm58V/z0/YT6xz7hidAe2vb9gPbab5s2b89prr1GjRg3j6vECNWrU4J577+VkrolvE/yNLkd40L40M78dsdGkSROuu+46o8u5oNatWzN06FDIBdMaE0gYr7ocYFrtHIF6xIgRNG/e3OiKkJ6aPqhjx47MnTOHMU8/DXt/IU93YK/exLNF6A5su5djSTtI+/btmTZtGoGBgZ6twUvde++9/PD993ybkMIlNQqoH+L97xrnm9du7JOPebgSYxTosGC7c8Tu4cOHV5lBLu+44w527tzJsmXL0DZoqE4KpBtO1aJA+1tDO6Vx0003ccsttxhdESAtNz6rVatWvP7aa4SFhWPbvwrzcQ+24Og6tr0/Y0k7SNeuXXn55Zcl2LhRYGAgTz/zDA4FC7YHYpfOxV5v8X5/DmWZueOOO2jTpo3R5ZRaYf+b5s2bY0owyeSaVZC2U8OUaKJ169aMGjUKTascv0NNKW+fRrqo9PR0wsLCSEtLk+kigL179/LE8OFkZWWRG3c1jsj6FXtApWPb9yuWE/u45JJLmDZtWqUZIt7bzJo1i2+++YYb6uXSr4n3dmoYuiqMtPziP6eF+em8cUWahyvyrK0nLczYEELt2rV59733Kt3l36Vx/PhxHn30UY4fP46jmwPqGF3RxTF9Y0LLK/5NXtkU+q3e8YlDS9QwrXV2IF6wYEGFX/ZdlvdvabnxcXFxccyeNQt/f3/89/2MKe1QxR1MKfwSVmM5sY82bdowZcoUCTYVaNiwYTSoX5/vE/3ZcMxqdDmiAqTlaby1LRizxczESZOqZLAB59x4L7/8MgEBAZjXmuGE0RWJCzrmHKsoKCiImTNnGjaezflIuBG0aNGCl2fMwGoxE7B3BVpOaoUcx5K8BWvKTpo2bcqMGTPw95cOrxXJ39+fyS+8gM3Pj7e2B5GcLX/u3sSuw2tbgkjN0xg8eEiVHyE+Li6OF198EZMyYf7DXLUn2LQ5W2iUTaE058kRpTkfYzO4NndIA/NqM2aTmSlTplSqaT4KyX87AUC7du0YP24c2PPx370M7Llu3b/5VCK2xL+oXr0G06dPJygoyK37F8WLjY1lzNNPk12g8crmYHLtRlck3OW/ewLYmWrlqquu4s477zS6HLfo3LkzzzzzDOSBeVXVvURcv05Hv9V5o3DmmDCcy66r4qekssH8mxnyYfy48XTo0MHoiool4Ua49OrViwEDBmDKTcd/z89um2xTyz6F/75fsNlsTJs2lWrVqrllv6J0rr32Wu68804OZpp5e3sQuk/1svNOqw778WOSPw0bNuSZZ56pNJ043eGGG27gscceg2ww/WaCfKMrEi5nhM4nnniCa665xuiKzkvCjSjiwQcfpEePHpjTD2M9/M/F71C347/3Z3AU8Oyzz9KkiYcvORcADBkyhI4dO7IuxY/F++V0YFW2K9XMOzuDCA0NYerUqVW2n01J7rvvPu6++260NM0ZcKTF0XgFYFplggy4//77ueuuu4yuqEQSbkQRJpOJZ555hpo1a+J3aAOmzJSL2p9f0t+Yck5xxx130LNnT/cUKcrMYrEwefJk6tSpw1fxAaxOlg7GVVFKjolXN4eAZuall6ZQu3Zto0uqEJqmMWTIEG688Ua0kxqmP2SQP0PZwfS7CS1Vo0+fPjzyyCNGV3RBEm7EOYKDg3n22WfRANu+leAoKNd+TGmHsCZvpV79+jz++ONurVGUXWhoKDNmzCAoKJCF24PZk1p5h+cX58q2w+xNwaTna4waNYp27doZXVKFMplMjBkzhiuvvBItRXOOYlzFu6tUSadHH9aOa1x77bWMGDGiSpwGlXAjitWuXTvuvfdeTLnpWA9vKvsOdAf+CX9gtliY8Pzz2GzecIlA1VevXj1efPElHJiYuzmE4znyL6AqcOjw+pZgDmWZ6du3b6UZBbaimc1mnnvuObp164Z2RMP0pwQcj9KdU2NoRzWuuOIKxo4dW2VGv64aVQpDPPjgg87TU8lb0XLLdl2mNXkrWm46d915p/SzqWQ6derEyJEjSc/XmPVPMDnSn6HS+2RPAJtPWOnWrZvPtYJarVYmT55Mp06d0A5paH9pEnA8QQfTnya0Ixpdu3Zl4sSJWCxVZ8YmCTfivGw2G4MHDwbdgV/SX6XfsCAbv8ObCAsLp3///hVXoCi33r17u66gemOrXEFVma046MeyJH8aNWrIhAkTKvVs3xXFZrMxdepU2rVrhynJhLZOA3nNVhwdtLUa2iGNjh078sILL2C1Vq1+ehJuRImuvPJKWrdujeVkPKas46Xaxu/wZnAU8PDDgwyf9l6c39ChQ7n00kvZdNyP/+31vituvMH2kxY+2BVEREQ406fP8Ok52Pz9/Zk+fTqtW7fGlCgBp8LooP2lYTpookOHDkybNq1KdiuQcCNKpGkaDz30EADWI1suvIE9D+uxXdSoUZObbrqpgqsTF8NsNjNx4kTq16/Hdwf8+f2ITIVRmaRkm5i3JRiz2cKUKVOpWbOm0SUZLjAwkJkzZ9KyZUtMB0xof0vAcSsdtHUapiQT7dq1Y9q0aVV2JHkJN+KCOnToQKNGcVhO7kfLyyxxXWvKTnAUcNddd1ap87O+KigoiGnTphMSHMw7O4KIT/e9Ux6VUa4D5m4OJrNAY/SYMbRq1crokiqNwMBAZs2aRYsWLZwziUvAcY/CYJNook2bNkyfPr1Kj6Ek4UZckKZp3HNPX1AKS8qO86+oFNajOwgICOTmm2/2XIHiotStW5eJkybhUM4pGjLyK/9lnt5MKfjP9iCSMs3ceeed3HDDDUaXVOkEBQUxa9YsmrdoLgHHHVTRYPPyyy9X+VOgEm5EqfTs2ZPAwEAsJ/Y7//sWw5R5FC0/k6uv7iVzR1UxnTt35uFHHuFErok3pYOxoZYn2fjzqB9t27ZlyJAhRpdTaQUHBzN71mwJOBdLne5jk2iidevWXhFsQMKNKCWbzUb37t0x5WVgyj5R7DqWE/GAsxOyqHr69evH5ZdfzpaTVr5NqJrn2au6fWlmPtkbSEREBJMmTZJTuxcgAecinRVsZs6c6RXBBiTciDIoDC3mE/vPfVIpLKcSCA0L8/qRU72VpmmMGzeOmjVr8sX+AHaekjdWT8q2w+tbg1FKY+LEiTLBbClJwCknLw42IOFGlEHHjh2xWCyY04+c85yWl46Wn0WXzp3l02YVFhISwuTJk9E0E29tCyJbBvjzmA93BXIsx0T/AQPo0KGD0eVUKa6A01wCTql4ebABCTeiDGw2G82bN8ecfQIcRd/1zOnJALRp08aI0oQbtWjRggcffJDjuSY+3Old//Aqq7VHrfx+xEaLFi1k4MtyCg4OZvbsMwLOegk4xfKBYAMSbkQZtW7dGpR+zmzhpsyjgIQbb9GvXz9atGjB78k2Nh6rWiOTVjXp+Rrv7wrC32bj+eefl5bPi1Ak4MRLwDnHGVdFeXOwAQk3ooyaNWsGgCnnZJHlpuyT+Nls1K9f34iyhJtZLBbGjRuH1Wrl3Z1BZBXI5eEV5cNdgWTkazz2+OPUqVPH6HKqvODgYGbNmkWzZs2cAWeDBBzg32BzwESrVq28OtiAhBtRRjExMQCYctP/XagU5tw06sXEVJkZY8WF1a9fn4ceeohTeRpf7JOrpyrC5hMW/jzqR+vWrbntttuMLsdrhISEMHv2bJo2bYppvwlto48HHAXa385g07JlS68PNiDhRpRR3bp10TQNU06qa5lWkAOOAlfwEd6jb9++xDZowE8H/WX0YjfLd8AHu4Iwm82MHj1aPhi4WUhICHPmzKFxk8aY9pnQNvlowFGgrdcwJZho3qI5s2bN8olxyOSvSZSJzWYjMjISLT/LtUzLd07JEB0dbVRZooJYLBZGPfUUCvhgV+D5xm8U5fBDoj9Hs03cfffdxMbGGl2OVwoJCWHunLnExcVh2mtC+8fHAo4CbaOGKd5Es2bNmD1rtk8EG5BwI8ohPDwckz3X9VgrcN6PiIgwqiRRgdq2bctVV13F3jQLa49K52J3SM3T+CYhgIjwcAYMGGB0OV4tNDSUOXPm0LBhQ0x7TGhbfCTgKND+0TDtM9G4SWNmz55NcHCw0VV5jIQbUWbh4eFgzwNdB0A7HXTCw8ONK0pUqMcffxyr1crn+wIp0I2upupbvD+AXAc8/MgjXt/3oTIIDw9n7ty51K9fH9MuE9p2L+8gr0DbomHaY6Jho4bMmT2HkJAQo6vyKEPDzbRp07jkkksICQmhRo0a9OnTh127dpW4zfvvv4+maUVuVXVK9qrK9UfiyHd+tTu/+tKnAl8THR3NHXfcwbEcEysP2Ywup0pLzjbx62HnlYU33nij0eX4jIiICObOnUudunUwbTeh7fTegKNt1zDtMlG/fn3mzplLWFiY0SV5nKHh5tdff2Xo0KH8+eefLF++nIKCAq699lqysrJK3C40NJQjR464bgcOHPBQxQLAanWemtDU6ZYb5QDAz8/PsJpExbvvvvsIDAjgq/gA8hxGV1N1Ldnvj0PBww8/jNksnbQ9KSoqilfmvkJ0dDSmLSa0Pd4XcLSdGqbtJurUqcPcuXN9truAoeHmhx9+YODAgbRs2ZK2bdvy/vvvk5iYyPr160vcTtM0oqOjXbeaNWt6qGIB/4YbTocadAk3viA8PJy7+/YlLV/jF2m9KZcjWSZWH7XRuHFjrrjiCqPL8Uk1a9bklVdeISoqCtMmE9p+7wk42l4N0xZTke/RV1WqPjdpaWkAREZGlrheZmYm9evXJyYmht69e7Nt2zZPlCdOc42gqgo7Xzh758mnUO931113ERgQwHcHAsiX1psy+ybBH6Vg4MCBaJr3vKlWNbVr1+aVV14hLDwM03oTWlLV/11oCRqmjSYiq0Xyyiuv+PyH/koTbnRdZ8SIEVx22WW0atXqvOs1bdqUd999l6+//pqPP/4YXdfp1q0bBw8eLHb9vLw80tPTi9zExdH1wlCjFfnqcMi7nbcLCQnhjjvvJDVP47cj0lJXFsdzTKxOttGoUUMuv/xyo8vxefXq1WPunLkEBQdhWmuCc+cDrjoOgelvE6Ghobwy9xUZ6ZpKFG6GDh3K1q1b+eyzz0pcr2vXrvTv35927drRo0cPFi9eTPXq1Xn77beLXX/atGmEhYW5bjLQ3MVzhRjt9MtHk3DjS+688078/Kz834EAHJXgyqkQqyLMTyfMT8ekOVsRTZpzWYi18lzzuzTRhkNBv373S6tNJREXF8esmbPwt/ljXmOGY0ZXVA5HwfynmQD/AGbPnk2DBg2MrqhSqBThZtiwYXz33Xf88ssv1K1bt0zbWq1W2rdvz969e4t9fty4caSlpbluSUlJ7ijZp/0bbk7/gz4dciTc+IaIiAhuuulmUnJMrKsEk2pO75rOG1ek8cYVadQLdr4G6wU7eOOKNKZ3rRwttRn5GisP+1OrVjQ9e/Y0uhxxhpYtWzJlyhTMmhnzH2Y45d79q1CFCleo0AoI2ifBvNqM1WJlxowZNG3a1P3HqKIMDTdKKYYNG8aSJUv4+eefyzVKp8PhYMuWLdSqVavY5202G6GhoUVu4uLk5OQAoEyWIl/z8vIMq0l4Vt++fTGZNP7vgL+MWlwKPx20ke+Au+/uK7N+V0KXXHIJEydMRLNrmH83Q6b79q26KPRrdFQXN/+hZID5dzMm3cQLk1+gXbt27t1/FWdouBk6dCgff/wxn376KSEhISQnJ5OcnOx68wTo378/48aNcz1+4YUXWLZsGfv372fDhg3cf//9HDhwgIcfftiIb8En5eaeHp3YdPpT++lwc+bvTXi32rVr06NHT+LTLew4JW/WJcl3wPKD/oSGhMi4NpVYz549GTVqFOSC+Tcz5F54G8PknK4xD5555hkuu+wyoyuqdAwNN/PnzyctLY2ePXtSq1Yt1+3zzz93rZOYmMiRI//29Dp16hSPPPIIzZs358YbbyQ9PZ3Vq1fTokULI74Fn5Sbm+s8FXV6oj9llnDji/r27QvA94lyWXhJfj/iR3q+Rp/bbiMgIMDockQJevfuzcCBAyETTL+bwG50RcUoOF1bFjz66KPccMMNRldUKRn6kUuVoj175cqVRR7PnTuXuXPnVlBFojSysrJQ5jOulDl9Pzs726CKhBFatGhBmzZt2Lh5M4eycqgTVAl6F1cyuoLvE/2xWizcfvvtRpcjSuHBBx/k+PHjfPfdd5jWmtC76f9eGGo0HUx/mtBSNW677Tb69etndEWVVqXoUCyqFme4+bcjaWHQudDI0sL73HvvvQAsPSBToBRn4zErR7LNXHf99Rccv0tUDpqmMWrUKC655BK0w5pzJvHK4PQM31qyRrdu3Rg+fLhcdVcCCTeizDIzM4u03Ei48V1du3alXr16/JFs41Se/KM923cH/NE0jXvuucfoUkQZWCwWXnjhhX9nEq8Eoxhr+zRM+50zfE+YMEEGTb0ACTeiTHRdd55+spx7Wioz042XGIgqwWQyce+992LX4YdEab05085TFvakWbj88supV6+e0eWIMgoKCmL69OmEhoVi2miC4wYWkwKmTSYiIiOYPm26zCRfChJuRJlkZ2ejlCracmORcOPLrr32WqpXj2LFQX8yC4z/hFtZfJPgDHvSL6Lqio6O5qUXX3KOgbPGDEZcM5EF5jVmLGYLU6dMpXr16gYUUfVIuBFlUhhginQoNllA08jIyDCoKmEkq9XKPffcS64DfpQrpwDYl2Zm8wkrHTt2lCs5q7h27doxfPhwyAXTGhN4st+84/Qx8+Gpp56iZcuWHjx41SbhRpSJq1+N5Yw3MU0Ds5/0ufFht956KxEREfyY5E+WtN7wVbyz1WbAgAEGVyLcoU+fPlx99dVoJzS0LZ57fWubNbRTGjfeeCM33XSTx47rDSTciDIpDDBnXi0FoJutEm58mM1m47777iPbrrHUx1tv9qaZ2Xjcj3bt2smosV5C0zRGjx5N/fr1Me02wVEPHPQwmPaaaNioISNHjvTAAb2LhBtRJucLN8rsR2amhBtf1qdPH6KqVeOHxADS8n239WbRPudAfY888ojBlQh3CgwMZOLEiVgsFszrnKMDV5hcMP9txupnZdLESdhsvv2BoTwk3IgycQ3Ud2afGwCzlZwcGcTPl9lsNgYMHEieA77a75tXTm05YWHbSStdunShdevWRpcj3CwuLs4ZWnOcY85UFNMGE+TBkMFDZJbvcpJwI8rk7EkzCymTFYfDQUFBgRFliUripptuol5MDD8f8udIlm/9e9EV/HdPICZN4/HHHze6HFFB+vbtS6tWrTAlmeDIhdcvs0OgHdJo3749t912WwUcwDf41n8fcdHOmTSz0Omw43pe+CSLxcLjgwfjUPDfPb41j9Kqw34kZpq54cYbadSokdHliApiMpkYM2YMZosZ8waze+efKgDzRjNWq5XRo0djMslbdHnJT06USV7e6RPNprNGxzwdblzPC5912WWX0aFDBzYc92PzCd+YMTyrQON/+wIJCPBn0KBBRpcjKlhsbCz33XsfZIO2232np7SdGuRA//79iYmJcdt+fZGEG1EmdrvzY4o66xNF4WM5LSU0TePJJ5/EZDLx4a4gCnxgPs0v9/uTnq8xcOCDREVFGV2O8IB+/foRWS0S0y6Tewb3ywbTHhM1atSQ6TrcQMKNKBNXeNHOark5/bgw/AjfFhsby5133klytonvEry7c/G+NDPLk/ypX78ed955p9HlCA8JDAzkkYcfATtoOy6+9UbbpoEDHnvsMbk6yg0k3IgycYUX7ayXzunZaSXciEIPPfQQNWpU5+uEAA57aedihw7v7gxEAaNHj8FqtV5wG+E9rr/+eurG1MUUf5GtN1lgOmAiNjaWXr16ua0+X+ad/3FEhVFKnecZ7QLPC18TGBjIyJGjsOvwn+1B6F740vi/A/4cyLBw880307ZtW6PLER5mNpt54P4HQAdtV/lbb7SdGihnXxvpROwe8lMU5aOd9Yfsu2O2iRJcdtllXH311exOs7Asybua2g9lmlgcH0BUtWoMHjzY6HKEQa655hqq16iOKcEE5elymO9stalVuxY9e/Z0d3k+S8KNKBOtMNSc3ULjhZ/KhXsMHz6ciPBw/rcv0GtOT9l1eGt7EHYdxjz9NCEhIUaXJAxisVjofWtvKAAtseyf8rQEZ1+b2/rchtlsvvAGolS84z+N8BiL5fSlveqsS2BOP5Y+B+Js4eHhjB4zhnwHvLXNGQiquq/j/YlPt3DTTTfRtWtXo8sRBrvlllswW8xo+8sYbhRo+zX8/Py48cYbK6Y4HyXhRpTJ+cONA0A+eYhide/enRtuuIH96Ra+jq/aV0/tTTPzdUIA0dE1GTZsmNHliEogIiKCrpd2RUvVIL0MG6aBlqFx+eWXExoaWmH1+SIJN6JMCsONpjuKPiEtN+IChg8fTq1a0XyVEMDu1KoZgrPt8ObWYEDjueeeJygoyOiSRCVx9dVXA2U7NVW4buG2wn0k3IgyCQg4PaS+XvSSb83hfOzvX7U/lYuKExQUxPPPT0DTTLy5NZisgqrXC/3DnYGk5Jh4oH9/2rRpY3Q5ohLp1q0bfjY/tMNlCDeHNQICA+jcuXMFVuabJNyIMnGFF/2sywJOP3aFHyGK0apVKx588EGO55p4Z0fgOf3SK7Pfj/jxe7KNli1bMmDAAKPLEZWMv78/nTp2QkvTILsUG2Q4T0l16dwFPz+/Cq/P10i4EWVSGF4KW2oKaQ47Fov13z45QpzH/fffT7t27fgrxY9fDlWNf+rJ2Sbe3xVEUFAgEyZMkNe5KFZh53LtyIVbb7Rkrcg2wr0k3IgyCQ4OBkBz5BdZrjnyXc8JURKz2czzzz9PaGgIH+0OIimzcv8bKtDhtS1B5NrhmWfGUqtWLaNLEpVUx44dnXeOXXhdLUUruo1wq8r9X0VUOq4AYz833ISESLgRpVO9enWeffY5CnR4fUsweY4Lb2OU/+4J4ECGhd69e8sga6JEderUoXr16piOmUoe+0uBdkyjTp061KhRw2P1+RIJN6JM/m25ySuyXLPnScuNKJOuXbty9913cyjLzEe7Ao0up1jrU6wsS/KnYcOGctm3uCBN05zTcOQCWSWsmAEUIFN2VCAJN6JMwsLCAGeYcdHtoNtdzwlRWo899hhNmzZl5WEba5Ir1zACJ3I1FuwIwt9mY9KkSTJTsyiVli1bAqCdPH+/G+2EVmRd4X4SbkSZhISEoJlMaAX/ToGrFeQCSLgRZWa1Wpk0aRKBAQG8uzOYlJzK8S9JV/Dm1iCyCjSGP/kkDRo0MLokUUU0b97ceedECSudPGtd4XaV4z+JqDJMJhOhoaFo9lzXssL7Em5EedSpU4enRo8mx+4MFJVheoav4/3ZlWrlqquu4qabbjK6HFGFNGrUCJPJ5Byt+Dy0UxpWq1VCcwWScCPKLCI8vGi4Od2KEx4eblBFoqq75ppruO6669ibZmGJwdMz7Ek1szjeOb3CU0899e9ksUKUgs1mo0GDBs7xborrVKyDlq7RqFEjGVKgAkm4EWUWERHhPBV1esqFwnATGRlpZFmiihs5ciS1a9XiGwOnZ8ixw/xtwWhoPP/8BJntW5RLXFwcFFD8YH6ZgOP0OqLCSLgRZVYYYgr72hSGm4iICMNqElVfYGAgzz3/PBoab20LJtd+4W3c7ZPdzukV7n/gAVq3bu35AoRXaNiwofNO2rnPaWla0XVEhZBwI8rs33CTU+SrtNyIi9WqVSv63X8/KTkmPt/r2ak8/jluYeVhG02aNGHgwIEePbbwLrGxscC/QaaI9KLriIoh4UaU2fnCTbVq1QyrSXiPgQMH0qhRQ5Yf9GfbSc/0Sci2w392BGO1WBg/frz0hRAXxdVROP3c57R0reg6okJIuBFl9m+4yT79NQdN06RDsXALq9XKuHHjMZlMvLMjiHwPjF78+Z5ATuVpDHzwQTldIC5azZo1sdlsaBnFt9wEBwdLS3cFk3Ajyqy4lpvQ0FD5tCvcpkmTJtxzzz2k5Jgq/Oqp3almVhyy0ahRQ+69994KPZbwDSaTiZiYGGe4OfOKKQVapkb9+vXlKrwKJuFGlFlx4UZOSQl3GzhwILVr1WLpgQAOZ1XMvyqHDu/tDELTNMaMeVoCunCbevXqgR3IOWNhFqBDTEyMQVX5Dgk3osyKhBvdgWbPlSZW4Xb+/v48OWIEDgUf7gpElTQRYTmtOGgjKdPMLbfcQosWLdx/AOGz6tWr57yTecbCjLOeExVGwo0os/DwcDRNQyvIdl0OLpeBi4rQtWtXunXrxtaTVjYcd+/cU5kFGl/EBxAaEsIjjzzi1n0LUbduXYAi/W60TK3Ic6LiSLgRZWY2mwkNC3N2JLbLGDeiYg0ZMgSTyXlpuMONUzN8He9PdoHGgIEDZeoQ4XauAHNmy03mWc+JCiPhRpRL5OlRimWMG1HR6tWrx6233srhLDOrjvi5ZZ/HczWWH/SnTu3a9OnTxy37FOJMderUAf5trTnzfu3atQ2pyZdIuBHlEhERgWbPldGJhUcMHDgQm82Pr+MD3DKx5jen9/PQoEFYre493SUEQGhoKEFBQc5OxIUynf8rAwMDDavLV0i4EeVS2Iyv5aQCMmmmqFiRkZH06XMbx3NN/HaRrTfHczV+PWyjXr16XHXVVW6qUIiiNE2jTp06aFmnLwdXoGVr0mrjIRJuRLkUhhnT6XAjfRZERbv33nvx87PyfwcC0C/iyqkfDvjjUNC/f3/MZmMm6BS+ITo62nk5eD7OS8J1qFWrlsFV+QZDw820adO45JJLCAkJoUaNGvTp04ddu3ZdcLtFixbRrFkz/P39ad26NUuXLvVAteJMhWHGlJtW5LEQFSUyMpIbbriR5GwTf6eU71RSVoHGL4f9qVmjhrTaiArnCjJZuGYIl3DjGYaGm19//ZWhQ4fy559/snz5cgoKCrj22mvJyso67zarV6/m3nvvZdCgQWzcuJE+ffrQp08ftm7d6sHKRWhoKABabnqRx0JUpLvvvhuAZUm2cm3/62E/8hxw1913y4B9osJFR0c772Q7T0kVWSYqlKF/3T/88EORx++//z41atRg/fr1XHHFFcVu8+qrr3L99dczZswYAF588UWWL1/O66+/zltvvVXhNQsnV7hBoWmas+OcEBUsJiaGLl26sHbtWpIyTcQEl753sa7gp4P++Nts3HDDDRVYpRBONWrUAE4Hm9Mv1Zo1axpYke+oVH1u0tKcpzhKuqx4zZo1XH311UWWXXfddaxZs6bY9fPy8khPTy9yExcvJCTEdT8oKBiTqVK9lIQXK7x0+5dDZWu92X7SQkqOiauvuabI61eIilIYbsjBdVrKtUxUqErzjqTrOiNGjOCyyy6jVatW510vOTn5nORbs2ZNkpOTi11/2rRphIWFuW4yp4d7nNlSExISbGAlwtd06dKFatUiWZ1sK9Nl4YVj5Nx8880VVJkQRUVFRTnv5ICWoxVdJipUpQk3Q4cOZevWrXz22Wdu3e+4ceNIS0tz3ZKSkty6f18VHBxc7H0hKprFYuHaa68js0Bj41lTMtQOctAgxE7tIEeR5Tl2WJdio379+jRv3tyT5QofFhERgdlsdgabHLDZbHIK30MqRY+6YcOG8d1337Fq1aoLDksdHR3N0aNHiyw7evToeTtp2Ww2bLbydT4U53fmH6gMSCU87dprr+W///0vfx7145IaBa7lQ1plF7v++mN+FOhwzTXXoGlasesI4W4mk4mIiAiO5R5D0zWqRVWT15+HGNpyo5Ri2LBhLFmyhJ9//pnY2NgLbtO1a1dWrFhRZNny5cvp2rVrRZUpinFmoJFPIsLTGjZsSP369dl43I9cx4XXX3vU2cIjl38LT4uMjETL0yAXIiNkmhpPMTTcDB06lI8//phPP/2UkJAQkpOTSU5OJicnx7VO//79GTdunOvxk08+yQ8//MDs2bPZuXMnkyZN4u+//2bYsGFGfAs+KyAgoNj7QniCpmlceeWV5Dtgy4mSx7zJscPWk340btxYJiwUHhcREQEFgC7T1HiSoeFm/vz5pKWl0bNnT2rVquW6ff755651EhMTOXLkiOtxt27d+PTTT1mwYAFt27bliy++4KuvviqxE7JwvzPHCJHTUsIIl19+OQDrj5UcbracsFKgQ/fu3T1RlhBFnDnAqQx26jmG9rlR6sJjqK9cufKcZXfddRd33XVXBVQkyuKJJ55g69at3HLLLUaXInxQ48aNqV69OptPpKCrbEzn6cqw6XSn427dunmwOiGczhzgVAY79ZxKc7WUqHruuusuJk+eTLNmzYwuRfggTdPo0qUL6fkaCRnFzxGlFGw+aSUyMpLGjRt7uEIhJNwYRcKNEKLK6ty5MwBbTxbfCH0oy0RqnolLLrlErlIRhjhzwEgZNsNzJNwIIaqs9u3bA7D9ZPH9bradXt6xY0eP1STEmc68mlTCjedIuBFCVFlhYWHExcWxO81a7GjFO045W3QKQ5AQnnZmuJFhMzxHwo0Qokpr27Yt+Q7O6XejFOxOsxIdHS2TFQrDNGzYkICAAAIDA2nQoIHR5fgMCTdCiCqtdevWAOxOLdrv5miOifR8zfW8EEaoU6cOS5cu5f/+7/8kZHtQpZh+QQghyqtly5YA7Eu3AHmu5XvTLEWeF8IoZnPxV/OJiiMtN0KIKq1GjRpERESwP63oZ7X96c43FJkoUwjfI+FGCFGlaZpG06ZNOZZrIrPg38u9E9ItmM1mGjVqZGB1QggjSLgRQlR5hQP0HTjdqVhXkJhppkGDBvj5+RlZmhDCABJuhBBVXlxcHABJmc5wczzHRK5Dk1YbIXyUhBshRJUXGxsLwKEsZ7g5ePprw4YNDatJCGEcCTdCiCqvbt26mM1mDp1uuTmc5fzXJuOKCOGbJNwIIao8i8VCnTq1Sc5xhpsj2c6vMTExRpYlhDCIhBshhFeoWzeG9HyNbDskZ5swmUzUqlXL6LKEEAaQcCOE8AqFQeZYjpljOWZq1qyJxSLjlArhiyTcCCG8QmG4OZJl4lSetNoI4csk3AghvELhvD170y2oMx4LIXyPhBshhFeoUaMGAHtOT6BZ+FgI4Xsk3AghvEJUVBTw7yjFhY+FEL5HetsJIbxCREQEmqZhV87HkZGRxhYkhDCMtNwIIbyCxWIhJCTE9Tg8PNy4YoQQhpJwI4TwGmFhYa77Em6E8F0SboQQXiM0NNR1/8xWHCGEb5FwI4TwGsHBwcXeF0L4Fgk3QgivER0dDThPT8noxEL4LvnrF0J4jcGDB3P55ZfLhJlC+DgJN0IIrxEYGEiXLl2MLkMIYTA5LSWEEEIIryLhRgghhBBeRcKNEEIIIbyKhBshhBBCeBUJN0IIIYTwKhJuhBBCCOFVJNwIIYQQwqtIuBFCCCGEV5FwI4QQQgivIuFGCCGEEF5Fwo0QQgghvIqEGyGEEEJ4FQk3QgghhPAqPjcruFIKgPT0dIMrEUIIIURpFb5vF76Pl8Tnwk1GRgYAMTExBlcihBBCiLLKyMggLCysxHU0VZoI5EV0Xefw4cOEhISgaZrR5VRp6enpxMTEkJSURGhoqNHlCCGvSVHpyGvSfZRSZGRkULt2bUymknvV+FzLjclkom7dukaX4VVCQ0Plj1ZUKvKaFJWNvCbd40ItNoWkQ7EQQgghvIqEGyGEEEJ4FQk3otxsNhsTJ07EZrMZXYoQgLwmReUjr0lj+FyHYiGEEEJ4N2m5EUIIIYRXkXAjhBBCCK8i4UYIIYQQXkXCjRCiSktISEDTNDZt2lQp9yeqlkmTJtGuXbuL3s/KlSvRNI3U1NRSbzNw4ED69Olz0ccW0qFYlEJCQgKxsbFs3LjRLX/0QriTw+Hg2LFjREVFYbFc/Lik8nr3bZmZmeTl5VGtWrWL2k9+fj4nT56kZs2apR4NPy0tDaUU4eHhF3Vs4YMjFAshqpaCggKsVut5nzebzURHR3uwogvLz8/Hz8/P6DJEOQQHBxMcHHze50v7u/Xz8yvz67K0o++KC5PTUj7kiy++oHXr1gQEBFCtWjWuvvpqsrKyAPjPf/5D8+bN8ff3p1mzZrz55puu7WJjYwFo3749mqbRs2dPwDlP1wsvvEDdunWx2Wy0a9eOH374wbVdfn4+w4YNo1atWvj7+1O/fn2mTZvmen7OnDm0bt2aoKAgYmJiGDJkCJmZmR74SYiKsmDBAmrXro2u60WW9+7dm4ceegiAr7/+mg4dOuDv70/Dhg2ZPHkydrvdta6macyfP59bb72VoKAgpkyZwqlTp+jXrx/Vq1cnICCAxo0b89577wHFn0batm0bN998M6GhoYSEhNC9e3f27dsHXPh1W5xff/2Vzp07Y7PZqFWrFmPHji1Sc8+ePRk2bBgjRowgKiqK66677qJ+jqLiXOg1evZpqcJTRVOmTKF27do0bdoUgNWrV9OuXTv8/f3p1KkTX331VZHX4dmnpd5//33Cw8P58ccfad68OcHBwVx//fUcOXLknGMV0nWdl19+mbi4OGw2G/Xq1WPKlCmu55955hmaNGlCYGAgDRs25Pnnn6egoMC9P7CqSgmfcPjwYWWxWNScOXNUfHy82rx5s3rjjTdURkaG+vjjj1WtWrXUl19+qfbv36++/PJLFRkZqd5//32llFJ//fWXAtRPP/2kjhw5ok6cOKGUUmrOnDkqNDRU/fe//1U7d+5UTz/9tLJarWr37t1KKaVmzpypYmJi1KpVq1RCQoL67bff1Keffuqqae7cuernn39W8fHxasWKFapp06Zq8ODBnv/hCLc5efKk8vPzUz/99JNr2YkTJ1zLVq1apUJDQ9X777+v9u3bp5YtW6YaNGigJk2a5FofUDVq1FDvvvuu2rdvnzpw4IAaOnSoateunVq3bp2Kj49Xy5cvV998841SSqn4+HgFqI0bNyqllDp48KCKjIxUt99+u1q3bp3atWuXevfdd9XOnTuVUhd+3Ra3v8DAQDVkyBC1Y8cOtWTJEhUVFaUmTpzoqrlHjx4qODhYjRkzRu3cudN1LFH5XOg1OnHiRNW2bVvXcwMGDFDBwcHqgQceUFu3blVbt25VaWlpKjIyUt1///1q27ZtaunSpapJkyZFXje//PKLAtSpU6eUUkq99957ymq1qquvvlqtW7dOrV+/XjVv3lzdd999RY7Vu3dv1+Onn35aRUREqPfff1/t3btX/fbbb2rhwoWu51988UX1xx9/qPj4ePXNN9+omjVrqhkzZlTIz62qkXDjI9avX68AlZCQcM5zjRo1KhI6lHL+0XTt2lUpde4/+0K1a9dWU6ZMKbLskksuUUOGDFFKKfXEE0+oq666Sum6XqoaFy1apKpVq1bab0lUUr1791YPPfSQ6/Hbb7+tateurRwOh+rVq5eaOnVqkfU/+ugjVatWLddjQI0YMaLIOrfccot68MEHiz3e2a/PcePGqdjYWJWfn1/s+hd63Z69v/Hjx6umTZsWeR2/8cYbKjg4WDkcDqWUM9y0b9/+fD8SUcmU9BotLtzUrFlT5eXluZbNnz9fVatWTeXk5LiWLVy48ILhBlB79+51bfPGG2+omjVrFjlWYbhJT09XNputSJi5kJkzZ6qOHTuWen1vJqelfETbtm3p1asXrVu35q677mLhwoWcOnWKrKws9u3bx6BBg1znmoODg3nppZdczfjFSU9P5/Dhw1x22WVFll922WXs2LEDcDaxbtq0iaZNmzJ8+HCWLVtWZN2ffvqJXr16UadOHUJCQnjggQc4ceIE2dnZ7v8BCI/p168fX375JXl5eQB88skn3HPPPZhMJv755x9eeOGFIq+1Rx55hCNHjhT5vXfq1KnIPgcPHsxnn31Gu3btePrpp1m9evV5j79p0ya6d+9ebD+d0rxuz7Zjxw66du1apFPoZZddRmZmJgcPHnQt69ixYwk/FVGZlPQaLU7r1q2L9LPZtWsXbdq0wd/f37Wsc+fOFzxuYGAgjRo1cj2uVasWKSkpxa67Y8cO8vLy6NWr13n39/nnn3PZZZcRHR1NcHAwzz33HImJiReswxdIuPERZrOZ5cuX8/3339OiRQtee+01mjZtytatWwFYuHAhmzZtct22bt3Kn3/+eVHH7NChA/Hx8bz44ovk5ORw9913c+eddwLOfhI333wzbdq04csvv2T9+vW88cYbgLOvjqi6brnlFpRS/N///R9JSUn89ttv9OvXD3BeiTJ58uQir7UtW7awZ8+eIm8UQUFBRfZ5ww03cODAAUaOHMnhw4fp1asXo0ePLvb4AQEBFffNleDsmkXlVdJrtDju+t2eHbg1TUOd54LlC72O16xZQ79+/bjxxhv57rvv2LhxI88++6z8/zxNwo0P0TSNyy67jMmTJ7Nx40b8/Pz4448/qF27Nvv37ycuLq7IrbAjceEnFofD4dpXaGgotWvX5o8//ihyjD/++IMWLVoUWa9v374sXLiQzz//nC+//JKTJ0+yfv16dF1n9uzZXHrppTRp0oTDhw974KcgKpq/vz+33347n3zyCf/9739p2rQpHTp0AJyBd9euXee81uLi4s77qblQ9erVGTBgAB9//DGvvPLK/7d3ryFNvn0cwL8pTm9rm4cmieXosGRJHrIEtbnAmglWRnYwA5UiOlhRtEytaSQI0Qn2RgyKIsMoMkhTMiOUlaMQrQyEiqVEgi9sZcY0vZ4XD+3Jsr/2lLP/+n5e7tr9uy8ubtiX+zoM5eXlo34vIiICTU1Noy6sHO9z+zWtVouHDx+O+BGyWCyQy+WYOXPmP/aZ/kz/9IyOR1hYGJ4+fep88wMAjx49+q191Gg0kCQJDQ0No7Y/ePAAarUahYWFWLx4MTQaDV6/fv1b+/Bvxq3gfwmr1YqGhgYYDAYEBQXBarWip6cHWq0Wx44dw969e6FUKrFy5Uo4HA48fvwYvb29OHDgAIKCgiBJEurq6jBz5kz4+PhAqVTCaDSiqKgIc+fORVRUFC5cuIDW1lZUVFQA+O9uqODgYERHR8PDwwPXrl3DjBkz4Ofnh3nz5mFwcBBmsxmrVq2CxWJBWVnZJI8S/S6ZmZlITU1Fe3s7tmzZ4vzcZDIhNTUVoaGhSE9Pd05VPXv2DCUlJT+sZzKZEBMTg/DwcDgcDlRXV0Or1Y763dzcXJjNZmzatAn5+flQKpVobm5GbGwswsLCxnxuv7Vr1y6cPXsWe/bsQW5uLjo6OlBUVIQDBw6MGcjoz/WjZ3Q8Nm/ejMLCQmzfvh2HDx9GZ2cnTp48CQDjPtNmLD4+PsjLy8OhQ4cgk8mQkJCAnp4etLe3Y+vWrdBoNOjs7ERlZSWWLFmCmpoaVFVV/ZZ7u4XJXfJDrvL8+XORnJwsVCqV8Pb2FvPnzxdms9nZXlFRIaKiooRMJhP+/v4iMTFR3Lhxw9l+7tw5MWvWLOHh4SH0er0QQoihoSFRXFwsQkJChJeXl4iMjBS1tbXOa8rLy0VUVJSYOnWqUCgUIikpSbS0tDjbT58+LYKDg4UkSSI5OVlcunRpxAI8+vcaGhoSwcHBAoB4+fLliLa6ujoRHx8vJEkSCoVCxMbGivLycmc7AFFVVTXimuPHjwutViskSRIBAQFizZo14tWrV0KI0Re8t7W1CYPBIHx9fYVcLhc6nc7Zj7Ge29Hq3b9/XyxZskTIZDIxY8YMkZeXJwYHB53ter1e7Nu37xdHjVzpR8/oaAuKv97B9IXFYhERERFCJpOJmJgYceXKFQHAuVNutAXFSqVyRI2qqirx9c/wt/caGhoSJSUlQq1WCy8vLxEaGjpiQb7RaBSBgYFi2rRpYuPGjeLMmTPf3eNvxROKiYiIflFFRQVycnJgt9snbd0X/Q+npYiIiH7SpUuXMGfOHISEhKCtrQ15eXnYsGEDg80fguGGiIjoJ3V3d8NkMqG7uxvBwcFYv379iNODaXJxWoqIiIjcCpf6ExERkVthuCEiIiK3wnBDREREboXhhoiIiNwKww0R/TWys7ORlpY22d0gognG3VJE9New2+0QQsDPz2+yu0JEE4jhhoiIiNwKp6WIyKWuX7+OhQsXQpIkBAYGYvny5fj48aNzyujYsWNQqVRQKBTYsWMHBgYGnNcODw+jtLQUs2fPhiRJiIyMxPXr10fUb29vR2pqKhQKBeRyOXQ6HV6+fAng+2mpser19vYiMzMTKpUKkiRBo9HgwoULEztARPTLeEIxEbnM27dvkZGRgRMnTmDt2rX48OEDmpqa8OUFckNDA3x8fHD//n3YbDbk5OQgMDDQefJraWkpLl++jLKyMmg0GjQ2NmLLli1QqVTQ6/V48+YNEhMTsWzZMty7dw8KhQIWiwWfP38etT9j1Tt69CieP3+O2tpaTJ8+HS9evMCnT59cNl5E9P/htBQRuUxLSwtiYmJgs9mgVqtHtGVnZ+PWrVvo6uqCr68vAKCsrAxGoxF2ux2Dg4MICAjA3bt3ERcX57xu27Zt6O/vx5UrV1BQUIDKykp0dHTAy8vru/tnZ2fj3bt3uHnzJhwOx5j1Vq9ejenTp+P8+fMTNCJENBH45oaIXCYyMhJJSUlYuHAhkpOTYTAYkJ6eDn9/f2f7l2ADAHFxcejr60NXVxf6+vrQ39+PFStWjKg5MDCA6OhoAEBrayt0Ot2oweZbL168GLPezp07sW7dOrS0tMBgMCAtLQ3x8fG/NAZENPEYbojIZTw9PVFfX48HDx7gzp07MJvNKCwshNVqHfPavr4+AEBNTQ1CQkJGtHl7ewPAT/0j83jqpaSk4PXr17h9+zbq6+uRlJSE3bt34+TJk+O+DxG5HsMNEbnUlClTkJCQgISEBJhMJqjValRVVQEA2tra8OnTJ2dIaW5uxrRp0zBr1iwEBATA29sbnZ2d0Ov1o9aOiIjAxYsXMTg4OObbmwULFoxZDwBUKhWysrKQlZUFnU4Ho9HIcEP0h2O4ISKXsVqtaGhogMFgQFBQEKxWK3p6eqDVavHkyRMMDAxg69atOHLkCGw2G4qKipCbmwsPDw/I5XIcPHgQ+/fvx/DwMJYuXQq73Q6LxQKFQoGsrCzk5ubCbDZj06ZNyM/Ph1KpRHNzM2JjYxEWFjaiL+OpZzKZEBMTg/DwcDgcDlRXV0Or1U7S6BHReDHcEJHLKBQKNDY24uzZs3j//j3UajVOnTqFlJQUXL16FUlJSdBoNEhMTITD4UBGRgaKi4ud1x8/fhwqlQqlpaV49eoV/Pz8sGjRIhQUFAAAAgMDce/ePRiNRuj1enh6eiIqKgoJCQmj9mesejKZDPn5+bDZbJAkCTqdDpWVlRM+TkT0a7hbioj+CF/vZCIi+hU8xI+IiIjcCsMNERERuRVOSxEREZFb4ZsbIiIicisMN0RERORWGG6IiIjIrTDcEBERkVthuCEiIiK3wnBDREREboXhhoiIiNwKww0RERG5FYYbIiIiciv/AemH7cbNYNVBAAAAAElFTkSuQmCC", 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -138,13 +145,13 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2024-07-01T17:21:55.815499Z", - "iopub.status.busy": "2024-07-01T17:21:55.815112Z", - "iopub.status.idle": "2024-07-01T17:21:59.085313Z", - "shell.execute_reply": "2024-07-01T17:21:59.084284Z" + "iopub.execute_input": "2024-07-01T20:17:23.981404Z", + "iopub.status.busy": "2024-07-01T20:17:23.981031Z", + "iopub.status.idle": "2024-07-01T20:17:27.269922Z", + "shell.execute_reply": "2024-07-01T20:17:27.268418Z" } }, "outputs": [ @@ -231,13 +238,13 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2024-07-01T17:21:59.089633Z", - "iopub.status.busy": "2024-07-01T17:21:59.089071Z", - "iopub.status.idle": "2024-07-01T17:21:59.387980Z", - "shell.execute_reply": "2024-07-01T17:21:59.387711Z" + "iopub.execute_input": "2024-07-01T20:17:27.276514Z", + "iopub.status.busy": "2024-07-01T20:17:27.275766Z", + "iopub.status.idle": "2024-07-01T20:17:27.579614Z", + "shell.execute_reply": "2024-07-01T20:17:27.579322Z" } }, "outputs": [ @@ -308,7 +315,7 @@ "source": [ "## Generating publication-ready plots\n", "\n", - "You can use `apc.mpl.style_axis` to further style plots to conform to Arcadia's standards. You can call this function after creating a plot to apply the following changes:\n", + "You can use `apc.mpl.style_plot` to further style plots to conform to Arcadia's standards. You can call this function after creating a plot to apply the following changes:\n", "- Capitalize legend and axis titles.\n", "- Add a horizontal line between legend title and entries.\n", "- Converts axis labels to monospaced font (when `monospaced_axes=True`).\n", @@ -318,13 +325,13 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2024-07-01T17:21:59.389537Z", - "iopub.status.busy": "2024-07-01T17:21:59.389417Z", - "iopub.status.idle": "2024-07-01T17:21:59.820691Z", - "shell.execute_reply": "2024-07-01T17:21:59.820416Z" + "iopub.execute_input": "2024-07-01T20:17:27.581221Z", + "iopub.status.busy": "2024-07-01T20:17:27.581109Z", + "iopub.status.idle": "2024-07-01T20:17:27.963343Z", + "shell.execute_reply": "2024-07-01T20:17:27.963046Z" } }, "outputs": [ @@ -377,7 +384,7 @@ " palette=colors,\n", " ax=ax,\n", ")\n", - "apc.mpl.style_axis(monospaced_axes=\"both\")\n", + "apc.mpl.style_plot(monospaced_axes=\"both\")\n", "plt.title(\"An example scatterplot\")\n", "plt.show()\n", "\n", @@ -390,13 +397,13 @@ " palette=colors,\n", " ax=ax,\n", ")\n", - "apc.mpl.style_axis(categorical_axes=\"x\", monospaced_axes=\"y\")\n", + "apc.mpl.style_plot(categorical_axes=\"x\", monospaced_axes=\"y\")\n", "plt.title(\"An example violinplot\")\n", "plt.show()\n", "\n", "fig, ax = plt.subplots(figsize=apc.mpl.get_figure_dimensions(\"float_wide\"), layout=\"constrained\")\n", "sns.heatmap(glue_dataset, ax=ax, cmap=\"apc:reds\")\n", - "apc.mpl.style_axis(colorbar_exists=True)\n", + "apc.mpl.style_plot(colorbar_exists=True)\n", "apc.mpl.set_xaxis_categorical()\n", "apc.mpl.set_yaxis_categorical()\n", "plt.title(\"An example heatmap\")\n", @@ -425,13 +432,13 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2024-07-01T17:21:59.822326Z", - "iopub.status.busy": "2024-07-01T17:21:59.822195Z", - "iopub.status.idle": "2024-07-01T17:22:00.208969Z", - "shell.execute_reply": "2024-07-01T17:22:00.208681Z" + "iopub.execute_input": "2024-07-01T20:17:27.965052Z", + "iopub.status.busy": "2024-07-01T20:17:27.964914Z", + "iopub.status.idle": "2024-07-01T20:17:28.357956Z", + "shell.execute_reply": "2024-07-01T20:17:28.357694Z" } }, "outputs": [ @@ -490,7 +497,7 @@ "for plot_size in (\"full_wide\", \"full_square\", \"float_wide\", \"float_square\", \"half_square\"):\n", " fig, ax = plt.subplots(figsize=apc.mpl.get_figure_dimensions(plot_size), layout=\"constrained\")\n", " sns.scatterplot(x=x_data, y=y_data, hue=\"species\", data=iris_data, ax=ax)\n", - " apc.mpl.style_axis(monospaced_axes=\"both\")\n", + " apc.mpl.style_plot(monospaced_axes=\"both\")\n", " plt.title(f'\"{plot_size}\" figure size')\n", " plt.show()" ] @@ -506,13 +513,13 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2024-07-01T17:22:00.210640Z", - "iopub.status.busy": "2024-07-01T17:22:00.210515Z", - "iopub.status.idle": "2024-07-01T17:22:00.271229Z", - "shell.execute_reply": "2024-07-01T17:22:00.270953Z" + "iopub.execute_input": "2024-07-01T20:17:28.359607Z", + "iopub.status.busy": "2024-07-01T20:17:28.359485Z", + "iopub.status.idle": "2024-07-01T20:17:28.421439Z", + "shell.execute_reply": "2024-07-01T20:17:28.421155Z" } }, "outputs": [ @@ -530,7 +537,7 @@ "source": [ "with mpl.rc_context({\"figure.facecolor\": apc.parchment}):\n", " sns.scatterplot(x=x_data, y=y_data, hue=\"species\", data=iris_data)\n", - " apc.mpl.style_axis(monospaced_axes=\"both\")\n", + " apc.mpl.style_plot(monospaced_axes=\"both\")\n", " plt.show()" ] }, @@ -545,13 +552,13 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2024-07-01T17:22:00.272737Z", - "iopub.status.busy": "2024-07-01T17:22:00.272630Z", - "iopub.status.idle": "2024-07-01T17:22:00.682078Z", - "shell.execute_reply": "2024-07-01T17:22:00.681766Z" + "iopub.execute_input": "2024-07-01T20:17:28.422982Z", + "iopub.status.busy": "2024-07-01T20:17:28.422873Z", + "iopub.status.idle": "2024-07-01T20:17:28.863808Z", + "shell.execute_reply": "2024-07-01T20:17:28.863392Z" } }, "outputs": [ @@ -571,7 +578,7 @@ "output_dirpath.mkdir(exist_ok=True)\n", "\n", "sns.scatterplot(x=x_data, y=y_data, hue=\"species\", data=iris_data)\n", - "apc.mpl.style_axis(monospaced_axes=\"both\")\n", + "apc.mpl.style_plot(monospaced_axes=\"both\")\n", "\n", "# Save a figure with the resolution for websites.\n", "apc.mpl.save_figure(fname=str(output_dirpath / \"example-figure-web.pdf\"), context=\"web\")\n",