From 2419797a50413973159f88ad3f2231e100f9a89a Mon Sep 17 00:00:00 2001 From: Tomas Capretto Date: Fri, 10 Sep 2021 22:33:11 -0300 Subject: [PATCH 1/5] Add barplot the economist --- ...al-barplot-with-labels-the-economist.ipynb | 276 ++++++++++++++++++ 1 file changed, 276 insertions(+) create mode 100644 src/notebooks/web-horizontal-barplot-with-labels-the-economist.ipynb diff --git a/src/notebooks/web-horizontal-barplot-with-labels-the-economist.ipynb b/src/notebooks/web-horizontal-barplot-with-labels-the-economist.ipynb new file mode 100644 index 0000000000..68bdb08349 --- /dev/null +++ b/src/notebooks/web-horizontal-barplot-with-labels-the-economist.ipynb @@ -0,0 +1,276 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "2ff522a9", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from matplotlib import lines\n", + "from matplotlib import patches\n", + "from matplotlib.patheffects import withStroke" + ] + }, + { + "cell_type": "markdown", + "id": "a6ea88b4", + "metadata": {}, + "source": [ + "As a teaser, here is the plot we’re gonna try building:\n", + "\n", + "
\n", + "\n", + "
\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "b7113ff9", + "metadata": {}, + "source": [ + "Let's get started by creating the objects that are going to hold the data for us. Note these values are inferred from the original plot and not something we computed from the original data source." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "bc076b09", + "metadata": {}, + "outputs": [], + "source": [ + "counts = [6, 7, 7, 9, 11, 15, 17, 18, 54]\n", + "names = [\n", + " \"Hantavirus\", \"Tularemia\", \"Dengue\", \"Ebola\", \"E. coli\", \n", + " \"Tuberculosis\", \"Salmonella\", \"Vaccinia\", \"Brucella\"\n", + "]\n", + "\n", + "# The positions for the bars\n", + "# This allows us to determine exactly where each bar is located\n", + "y = [i * 0.9 for i in range(len(names))]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "3baf5221", + "metadata": {}, + "outputs": [], + "source": [ + "# The colors\n", + "BLUE = \"#076fa2\"\n", + "RED = \"#E3120B\"\n", + "BLACK = \"#202020\"\n", + "GREY = \"#a2a2a2\"" + ] + }, + { + "cell_type": "markdown", + "id": "8f66894d", + "metadata": {}, + "source": [ + "## Basic barchart" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "8f0c5aa8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(12, 7))\n", + "\n", + "ax.barh(y, counts, height=0.55, align=\"edge\", color=BLUE);" + ] + }, + { + "cell_type": "markdown", + "id": "5bacedcc", + "metadata": {}, + "source": [ + "## Customize layout" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "103095a3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ax.xaxis.set_ticks([i * 5 for i in range(0, 12)])\n", + "ax.xaxis.set_ticklabels([i * 5 for i in range(0, 12)], size=16, fontfamily=\"Econ Sans Cnd\", fontweight=100)\n", + "ax.xaxis.set_tick_params(labelbottom=False, labeltop=True, length=0)\n", + "\n", + "ax.set_xlim((0, 55.5))\n", + "ax.set_ylim((0, len(names) * 0.9 - 0.2))\n", + "\n", + "# Set whether axis ticks and gridlines are above or below most artists.\n", + "ax.set_axisbelow(True)\n", + "ax.grid(axis = \"x\", color=\"#A8BAC4\", lw=1.2)\n", + "ax.spines[\"right\"].set_visible(False)\n", + "ax.spines[\"top\"].set_visible(False)\n", + "ax.spines[\"bottom\"].set_visible(False)\n", + "ax.spines[\"left\"].set_lw(1.5)\n", + "ax.spines[\"left\"].set_capstyle(\"butt\")\n", + "\n", + "# Hide y labels\n", + "ax.yaxis.set_visible(False)\n", + "\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "70ae9711", + "metadata": {}, + "source": [ + "## Add labels" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "0b94e9b1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "PAD = 0.3\n", + "for name, count, y_pos in zip(names, counts, y):\n", + " x = 0\n", + " color = \"white\"\n", + " path_effects = None\n", + " if count < 8:\n", + " x = count\n", + " color = BLUE \n", + " path_effects=[withStroke(linewidth=5, foreground=\"white\")]\n", + " \n", + " ax.text(\n", + " x + PAD, y_pos + 0.5 / 2, name, \n", + " color=color, fontfamily=\"Econ Sans Cnd\", fontsize=18, va=\"center\",\n", + " path_effects=path_effects\n", + " ) \n", + "fig " + ] + }, + { + "cell_type": "markdown", + "id": "4c9b5ef8", + "metadata": {}, + "source": [ + "## Add annotations and some final touches" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "bdd6f38d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig.subplots_adjust(left=0.005, right=1, top=0.8, bottom=0.1)\n", + "\n", + "fig.text(\n", + " 0, 0.925, \"Escape artists\", \n", + " fontsize=22, fontweight=\"bold\", fontfamily=\"Econ Sans Cnd\"\n", + ")\n", + "fig.text(\n", + " 0, 0.875, \"Number of laboratory-acquired infections, 1970-2021\", \n", + " fontsize=20, fontfamily=\"Econ Sans Cnd\"\n", + ")\n", + "\n", + "source = \"Sources: Laboratory-Acquired Infection Database; American Biological Safety Association\"\n", + "fig.text(\n", + " 0, 0.06, source, color=GREY, \n", + " fontsize=14, fontfamily=\"Econ Sans Cnd\"\n", + ")\n", + "fig.text(\n", + " 0, 0.005, \"The Economist\", color=GREY,\n", + " fontsize=16, fontfamily=\"Milo TE W01\"\n", + ")\n", + "\n", + "fig.add_artist(lines.Line2D([0, 1], [1, 1], lw=3, color=RED, solid_capstyle=\"butt\"))\n", + "fig.add_artist(patches.Rectangle((0, 0.975), 0.05, 0.025, color=RED))\n", + "\n", + "fig.set_facecolor(\"white\")\n", + "#fig.savefig(\"plot.png\", dpi=300)\n", + "fig" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "plots", + "language": "python", + "name": "plots" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From f7ac82320f0428f7412de442b9adb8902a6adb21 Mon Sep 17 00:00:00 2001 From: Tomas Capretto Date: Sat, 11 Sep 2021 00:02:55 -0300 Subject: [PATCH 2/5] Some advances on the second chart --- ...al-barplot-with-labels-the-economist.ipynb | 27 +- ...neplots-and-area-chart-the-economist.ipynb | 263 ++++++++++++++++++ 2 files changed, 276 insertions(+), 14 deletions(-) create mode 100644 src/notebooks/web-lineplots-and-area-chart-the-economist.ipynb diff --git a/src/notebooks/web-horizontal-barplot-with-labels-the-economist.ipynb b/src/notebooks/web-horizontal-barplot-with-labels-the-economist.ipynb index 68bdb08349..0d8b3e65e1 100644 --- a/src/notebooks/web-horizontal-barplot-with-labels-the-economist.ipynb +++ b/src/notebooks/web-horizontal-barplot-with-labels-the-economist.ipynb @@ -17,20 +17,19 @@ }, { "cell_type": "markdown", - "id": "a6ea88b4", + "id": "7a914881", "metadata": {}, "source": [ "As a teaser, here is the plot we’re gonna try building:\n", "\n", - "
\n", + "
\n", "\n", - "
\n", - "\n" + "
" ] }, { "cell_type": "markdown", - "id": "b7113ff9", + "id": "b8c57c62", "metadata": {}, "source": [ "Let's get started by creating the objects that are going to hold the data for us. Note these values are inferred from the original plot and not something we computed from the original data source." @@ -39,7 +38,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "bc076b09", + "id": "d3e63ba3", "metadata": {}, "outputs": [], "source": [ @@ -70,7 +69,7 @@ }, { "cell_type": "markdown", - "id": "8f66894d", + "id": "d7cddb2c", "metadata": {}, "source": [ "## Basic barchart" @@ -79,7 +78,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "8f0c5aa8", + "id": "5b88da22", "metadata": {}, "outputs": [ { @@ -103,7 +102,7 @@ }, { "cell_type": "markdown", - "id": "5bacedcc", + "id": "a59dbeb1", "metadata": {}, "source": [ "## Customize layout" @@ -112,7 +111,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "103095a3", + "id": "face2a38", "metadata": {}, "outputs": [ { @@ -152,7 +151,7 @@ }, { "cell_type": "markdown", - "id": "70ae9711", + "id": "01211ca9", "metadata": {}, "source": [ "## Add labels" @@ -161,7 +160,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "0b94e9b1", + "id": "f74cca19", "metadata": {}, "outputs": [ { @@ -197,7 +196,7 @@ }, { "cell_type": "markdown", - "id": "4c9b5ef8", + "id": "e6dbc5e2", "metadata": {}, "source": [ "## Add annotations and some final touches" @@ -206,7 +205,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "bdd6f38d", + "id": "e383fea2", "metadata": {}, "outputs": [ { diff --git a/src/notebooks/web-lineplots-and-area-chart-the-economist.ipynb b/src/notebooks/web-lineplots-and-area-chart-the-economist.ipynb new file mode 100644 index 0000000000..2934a1f36f --- /dev/null +++ b/src/notebooks/web-lineplots-and-area-chart-the-economist.ipynb @@ -0,0 +1,263 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "121931a8", + "metadata": {}, + "source": [ + "As a teaser, here is the plot we’re gonna try building:\n", + "\n", + "
\n", + "\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "68fdb5de", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from matplotlib import lines\n", + "from matplotlib import patches\n", + "from matplotlib.patheffects import withStroke" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "d0d0d111", + "metadata": {}, + "outputs": [], + "source": [ + "year = [2008, 2012, 2016, 2020]\n", + "latin_america = [10, 9, 7.5, 5.8]\n", + "asia_and_pacific = [13.5, 9.5, 7.5, 5.5]\n", + "sub_saharan_africa = [25.5, 21, 22.2, 24]\n", + "percentages = [latin_america, asia_and_pacific, sub_saharan_africa]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a2b0f30f", + "metadata": {}, + "outputs": [], + "source": [ + "BROWN = \"#AD8C97\"\n", + "GREEN = \"#2FC1D3\"\n", + "BLUE = \"#076FA1\"\n", + "colors = [BROWN, GREEN, BLUE]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5671f2fa", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(8, 6))\n", + "\n", + "\n", + "for y, color in zip(percentages, colors):\n", + " ax.plot(year, y, color=color, lw=5)\n", + " ax.scatter(year, y, fc=color, s=100, lw=1.5, ec=\"white\", zorder=12)\n", + "\n", + "\n", + "ax.yaxis.set_ticks([i * 5 for i in range(0, 7)])\n", + "ax.yaxis.set_ticklabels([i * 5 for i in range(0, 7)])\n", + "ax.yaxis.set_tick_params(labelleft=False, length=0)\n", + "\n", + "ax.xaxis.set_ticks([2008, 2012, 2016, 2020])\n", + "ax.xaxis.set_ticklabels([2008, 12, 16, 20], fontsize=16, fontfamily=\"Econ Sans Cnd\", fontweight=100)\n", + "ax.xaxis.set_tick_params(length=6, width=1.2)\n", + "\n", + "\n", + "# Set whether axis ticks and gridlines are above or below most artists.\n", + "ax.set_axisbelow(True)\n", + "ax.grid(axis = \"y\", color=\"#A8BAC4\", lw=1.2)\n", + "ax.spines[\"right\"].set_visible(False)\n", + "ax.spines[\"top\"].set_visible(False)\n", + "ax.spines[\"left\"].set_visible(False)\n", + "ax.spines[\"bottom\"].set_lw(1.2)\n", + "ax.spines[\"bottom\"].set_capstyle(\"butt\")\n", + "\n", + "ax.set_ylim(0, 35)\n", + "ax.set_xlim(2007, 2021.5)\n", + "\n", + "PAD = 0.4\n", + "for label in [i * 5 for i in range(0, 7)]:\n", + " ax.text(\n", + " 2021.5, label + PAD, label, \n", + " ha=\"right\", va=\"baseline\", fontsize=16,\n", + " fontfamily=\"Econ Sans Cnd\", fontweight=100\n", + " )\n", + "\n", + "\n", + "# Add annotations for regions \n", + "ax.text(\n", + " 2007.9, 6, \"Latin America and\\nthe Caribbean\", \n", + " color=BROWN, fontfamily=\"Econ Sans Cnd\", \n", + " fontsize=18, va=\"center\",\n", + " path_effects=[withStroke(linewidth=12, foreground=\"white\")]\n", + ") \n", + "\n", + "ax.text(\n", + " 2007.9, 26.5, \"Sub-Saharan Africa\", \n", + " color=BLUE, fontfamily=\"Econ Sans Cnd\", \n", + " fontsize=18, va=\"baseline\"\n", + ") \n", + "\n", + "ax.text(\n", + " 2010, 12.5, \"Asia and the Pacific\", \n", + " color=GREEN, fontfamily=\"Econ Sans Cnd\", \n", + " fontsize=18, va=\"baseline\"\n", + ")\n", + " \n", + "# Add other annotations outside the plot region\n", + "ax.text(0, 0.975, \"Selected regions,\", \n", + " fontsize=18, fontfamily=\"Econ Sans Cnd\", va=\"top\",\n", + " transform=ax.transAxes, fontweight=\"bold\" \n", + ")\n", + "ax.text(0.3, 0.975, \"% of child population\", \n", + " fontsize=18, fontfamily=\"Econ Sans Cnd\", va=\"top\",\n", + " transform=ax.transAxes\n", + ")\n", + "\n", + "ax.add_artist(\n", + " lines.Line2D(\n", + " [0, 0.05], [1, 1], lw=2, color=\"black\",\n", + " solid_capstyle=\"butt\", transform=ax.transAxes\n", + " )\n", + ")\n", + "\n", + "fig.set_facecolor(\"white\")\n", + "fig.savefig(\"plot.png\", dpi=300)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "14b97ca0", + "metadata": {}, + "outputs": [], + "source": [ + "GREY = \"#C7C9CB\"\n", + "colors = [BLUE, GREEN, BROWN, GREY]" + ] + }, + { + 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(8, 6))\n", + "\n", + "x = [2008, 2012, 2016, 2020]\n", + "y = [\n", + " [65, 55, 67, 85],\n", + " [130, 85, 65, 50],\n", + " [10, 10, 10, 8],\n", + " [60, 20, 10, 16]\n", + " \n", + "]\n", + "ax.stackplot(x, y, colors=colors, lw=1.5, edgecolor='white');\n", + "\n", + "fig.set_facecolor(\"white\")\n", + "fig.savefig(\"plot.png\", dpi=300)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "plots", + "language": "python", + "name": "plots" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 547b39ce026ba18958205231263a0e141fd5bcf2 Mon Sep 17 00:00:00 2001 From: Tomas Capretto Date: Sat, 11 Sep 2021 12:06:15 -0300 Subject: [PATCH 3/5] Post almost finished --- ...neplots-and-area-chart-the-economist.ipynb | 488 +++++++++++++++--- 1 file changed, 415 insertions(+), 73 deletions(-) diff --git a/src/notebooks/web-lineplots-and-area-chart-the-economist.ipynb b/src/notebooks/web-lineplots-and-area-chart-the-economist.ipynb index 2934a1f36f..634bb86499 100644 --- a/src/notebooks/web-lineplots-and-area-chart-the-economist.ipynb +++ b/src/notebooks/web-lineplots-and-area-chart-the-economist.ipynb @@ -30,28 +30,32 @@ { "cell_type": "code", "execution_count": 2, - "id": "d0d0d111", + "id": "40eeb7e7", "metadata": {}, "outputs": [], "source": [ - "year = [2008, 2012, 2016, 2020]\n", - "latin_america = [10, 9, 7.5, 5.8]\n", - "asia_and_pacific = [13.5, 9.5, 7.5, 5.5]\n", - "sub_saharan_africa = [25.5, 21, 22.2, 24]\n", - "percentages = [latin_america, asia_and_pacific, sub_saharan_africa]" + "BROWN = \"#AD8C97\"\n", + "BROWN_DARKER = \"#7d3a46\"\n", + "GREEN = \"#2FC1D3\"\n", + "BLUE = \"#076FA1\"\n", + "GREY = \"#C7C9CB\"\n", + "GREY_DARKER = \"#5C5B5D\"" ] }, { "cell_type": "code", "execution_count": 3, - "id": "a2b0f30f", + "id": "d0d0d111", "metadata": {}, "outputs": [], "source": [ - "BROWN = \"#AD8C97\"\n", - "GREEN = \"#2FC1D3\"\n", - "BLUE = \"#076FA1\"\n", - "colors = [BROWN, GREEN, BLUE]" + "year = [2008, 2012, 2016, 2020]\n", + "\n", + "latin_america = [10, 9, 7.5, 5.8]\n", + "asia_and_pacific = [13.5, 9.5, 7.5, 5.5]\n", + "sub_saharan_africa = [25.5, 21, 22.2, 24]\n", + "percentages = [sub_saharan_africa, asia_and_pacific, latin_america]\n", + "COLORS = [BLUE, GREEN, BROWN]" ] }, { @@ -62,7 +66,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -72,65 +76,89 @@ } ], "source": [ + "# Initialize plot ------------------------------------------\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", + "# Add lines with dots\n", + "# Note the zorder to have dots be on top of the lines\n", + "for percentage, color in zip(percentages, COLORS):\n", + " ax.plot(year, percentage, color=color, lw=5)\n", + " ax.scatter(year, percentage, fc=color, s=100, lw=1.5, ec=\"white\", zorder=12)\n", "\n", - "for y, color in zip(percentages, colors):\n", - " ax.plot(year, y, color=color, lw=5)\n", - " ax.scatter(year, y, fc=color, s=100, lw=1.5, ec=\"white\", zorder=12)\n", - "\n", + " \n", + "# Customize axis -------------------------------------------\n", "\n", + "# Customize y-axis ticks\n", "ax.yaxis.set_ticks([i * 5 for i in range(0, 7)])\n", "ax.yaxis.set_ticklabels([i * 5 for i in range(0, 7)])\n", "ax.yaxis.set_tick_params(labelleft=False, length=0)\n", "\n", + "# Customize y-axis ticks\n", "ax.xaxis.set_ticks([2008, 2012, 2016, 2020])\n", "ax.xaxis.set_ticklabels([2008, 12, 16, 20], fontsize=16, fontfamily=\"Econ Sans Cnd\", fontweight=100)\n", "ax.xaxis.set_tick_params(length=6, width=1.2)\n", "\n", - "\n", - "# Set whether axis ticks and gridlines are above or below most artists.\n", + "# Make gridlines be below most artists.\n", "ax.set_axisbelow(True)\n", + "\n", + "# Add grid lines\n", "ax.grid(axis = \"y\", color=\"#A8BAC4\", lw=1.2)\n", + "\n", + "# Remove all spines but the one in the bottom\n", "ax.spines[\"right\"].set_visible(False)\n", "ax.spines[\"top\"].set_visible(False)\n", "ax.spines[\"left\"].set_visible(False)\n", + "\n", + "# Customize bottom spine\n", "ax.spines[\"bottom\"].set_lw(1.2)\n", "ax.spines[\"bottom\"].set_capstyle(\"butt\")\n", "\n", + "# Set custom limits\n", "ax.set_ylim(0, 35)\n", - "ax.set_xlim(2007, 2021.5)\n", + "ax.set_xlim(2007.5, 2021.5)\n", "\n", - "PAD = 0.4\n", + "# Add labels for vertical grid lines -----------------------\n", + "# The pad is equal to 1% of the vertical range (35 - 0)\n", + "PAD = 35 * 0.01\n", "for label in [i * 5 for i in range(0, 7)]:\n", " ax.text(\n", " 2021.5, label + PAD, label, \n", - " ha=\"right\", va=\"baseline\", fontsize=16,\n", + " ha=\"right\", va=\"baseline\", fontsize=18,\n", " fontfamily=\"Econ Sans Cnd\", fontweight=100\n", " )\n", "\n", + "# Annotate labels for regions ------------------------------\n", + "# We create a function to avoid repeating 'ax.text' many times\n", "\n", - "# Add annotations for regions \n", - "ax.text(\n", - " 2007.9, 6, \"Latin America and\\nthe Caribbean\", \n", - " color=BROWN, fontfamily=\"Econ Sans Cnd\", \n", - " fontsize=18, va=\"center\",\n", - " path_effects=[withStroke(linewidth=12, foreground=\"white\")]\n", - ") \n", - "\n", - "ax.text(\n", - " 2007.9, 26.5, \"Sub-Saharan Africa\", \n", - " color=BLUE, fontfamily=\"Econ Sans Cnd\", \n", - " fontsize=18, va=\"baseline\"\n", - ") \n", - "\n", - "ax.text(\n", - " 2010, 12.5, \"Asia and the Pacific\", \n", - " color=GREEN, fontfamily=\"Econ Sans Cnd\", \n", - " fontsize=18, va=\"baseline\"\n", - ")\n", - " \n", - "# Add other annotations outside the plot region\n", + "path_effects = [withStroke(linewidth=10, foreground=\"white\")]\n", + "def add_region_label(x, y, text, color, path_effects, ax):\n", + " ax.text(\n", + " x, y, text, color=color,\n", + " fontfamily=\"Econ Sans Cnd\", fontsize=18, \n", + " va=\"center\", ha=\"left\", path_effects=path_effects\n", + " ) \n", + "\n", + "region_labels = [\n", + " {\n", + " \"x\": 2007.9, \"y\": 5.8, \"text\": \"Latin America and\\nthe Caribbean\", \n", + " \"color\": BROWN_DARKER, \"path_effects\": path_effects},\n", + " {\n", + " \"x\": 2010, \"y\": 13, \"text\": \"Asia and the Pacific\", \n", + " \"color\": GREEN, \"path_effects\": []\n", + " },\n", + " {\n", + " \"x\": 2007.9, \"y\": 27, \"text\": \"Sub-Saharan Africa\", \n", + " \"color\": BLUE, \"path_effects\": []\n", + " },\n", + "] \n", + "\n", + "for label in region_labels:\n", + " add_region_label(**label, ax=ax)\n", + " \n", + "\n", + "# Add title ------------------------------------------------\n", + "# We manually set the location of both texts.\n", + "# This is because we can't mix bold and normal text with this custom font\n", "ax.text(0, 0.975, \"Selected regions,\", \n", " fontsize=18, fontfamily=\"Econ Sans Cnd\", va=\"top\",\n", " transform=ax.transAxes, fontweight=\"bold\" \n", @@ -140,6 +168,8 @@ " transform=ax.transAxes\n", ")\n", "\n", + "# This is the small line on top of the title\n", + "# Note the 'solid_capstyle' and the 'transform', these are very important\n", "ax.add_artist(\n", " lines.Line2D(\n", " [0, 0.05], [1, 1], lw=2, color=\"black\",\n", @@ -153,89 +183,401 @@ }, { "cell_type": "code", - "execution_count": 14, - "id": "14b97ca0", + "execution_count": 5, + "id": "1d6b4961", "metadata": {}, "outputs": [], "source": [ - "GREY = \"#C7C9CB\"\n", - "colors = [BLUE, GREEN, BROWN, GREY]" + "COLORS += [GREY]\n", + "counts = [\n", + " [65, 55, 67, 85],\n", + " [130, 85, 65, 50],\n", + " [10, 10, 10, 8],\n", + " [60, 20, 10, 16]\n", + " \n", + "]" + ] + }, + { + "cell_type": "markdown", + "id": "9ae1fdcf", + "metadata": {}, + "source": [ + "The \"butt\" capstyle forces the line not to extend from the limits\n", + "\n", + "\n", + "see: https://matplotlib.org/stable/api/_enums_api.html?highlight=capstyle#matplotlib._enums.CapStyle" ] }, { "cell_type": "code", - "execution_count": 19, - "id": "d1467f6b", + "execution_count": 6, + "id": "59c85183", "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", 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" ] }, - "execution_count": 19, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" + } + ], + "source": [ + "# Initialize plot ------------------------------------------\n", + "fig, ax = plt.subplots(figsize=(8, 6))\n", + "\n", + "# Add stacked area\n", + "ax.stackplot(year, counts, colors=COLORS, lw=1.5, edgecolor='white');\n", + "\n", + "# Customize axis -------------------------------------------\n", + "\n", + "# Customize y-axis ticks\n", + "ax.yaxis.set_ticks([i * 50 for i in range(0, 7)])\n", + "ax.yaxis.set_ticklabels([i * 50 for i in range(0, 7)])\n", + "ax.yaxis.set_tick_params(labelleft=False, length=0)\n", + "\n", + "# Customize x-axis ticks\n", + "ax.xaxis.set_ticks([2008, 2012, 2016, 2020])\n", + "ax.xaxis.set_ticklabels([2008, 12, 16, 20], fontsize=16, fontfamily=\"Econ Sans Cnd\", fontweight=100)\n", + "ax.xaxis.set_tick_params(length=6, width=1.2)\n", + "\n", + "# Make gridlines be below most artists.\n", + "ax.set_axisbelow(True)\n", + "\n", + "# Add grid lines\n", + "ax.grid(axis = \"y\", color=\"#A8BAC4\", lw=1.2)\n", + "\n", + "# Remove all spines but the one in the bottom\n", + "ax.spines[\"right\"].set_visible(False)\n", + "ax.spines[\"top\"].set_visible(False)\n", + "ax.spines[\"left\"].set_visible(False)\n", + "\n", + "# Customize bottom spine\n", + "ax.spines[\"bottom\"].set_lw(1.2)\n", + "ax.spines[\"bottom\"].set_capstyle(\"butt\")\n", + "\n", + "# Specify both horizontal and vertical limits\n", + "ax.set_ylim(0, 350)\n", + "ax.set_xlim(2007.5, 2021.5)\n", + "\n", + "\n", + "# Add labels for vertical grid lines -----------------------\n", + "# The pad is equal to 1% of the vertical range (350 - 0)\n", + "PAD = 350 * 0.01\n", + "for label in [i * 50 for i in range(0, 7)]:\n", + " ax.text(\n", + " 2021.5, label + PAD, label, \n", + " ha=\"right\", va=\"baseline\", fontsize=18,\n", + " fontfamily=\"Econ Sans Cnd\", fontweight=100\n", + " )\n", + " \n", + "\n", + "# Annotate labels for regions ------------------------------\n", + "# We create a function to avoid repeating 'ax.text' many times\n", + "def add_region_label(x, y, text, color, ax):\n", + " ax.text(\n", + " x, y, text, color=color,\n", + " fontfamily=\"Econ Sans Cnd\", fontsize=18, \n", + " va=\"center\", ha=\"left\"\n", + " ) \n", + "\n", + "region_labels = [\n", + " {\"x\": 2013, \"y\": 225, \"text\": \"Latin America and\\nthe Caribbean\", \"color\": BROWN_DARKER},\n", + " {\"x\": 2013, \"y\": 100, \"text\": \"Asia and the Pacific\", \"color\": \"white\"},\n", + " {\"x\": 2013, \"y\": 25, \"text\": \"Sub-Saharan Africa\", \"color\": \"white\"},\n", + " {\"x\": 2008.05, \"y\": 225, \"text\": \"Rest\\nof world\", \"color\": GREY_DARKER},\n", + "] \n", + "\n", + "for label in region_labels:\n", + " add_region_label(**label, ax=ax)\n", + "\n", + "\n", + "# Add title ------------------------------------------------\n", + "# Note, again, we manually set the location of both texts.\n", + "ax.text(0, 0.975, \"Number of children,\", \n", + " fontsize=20, fontfamily=\"Econ Sans Cnd\", va=\"top\",\n", + " transform=ax.transAxes, fontweight=\"bold\" \n", + ")\n", + "ax.text(0.39, 0.975, \"m\", \n", + " fontsize=20, fontfamily=\"Econ Sans Cnd\", va=\"top\",\n", + " transform=ax.transAxes\n", + ")\n", + "\n", + "# Same line on top of title\n", + "ax.add_artist(\n", + " lines.Line2D(\n", + " [0, 0.05], [1, 1], lw=2, color=\"black\",\n", + " solid_capstyle=\"butt\", transform=ax.transAxes\n", + " )\n", + ")\n", + "\n", + "# Add custom arrow-like line -------------------------------\n", + "# It's not possible to use a dot as an arrowhead.\n", + "# So we add an arrow without a head, but we then add a point\n", + "# using `ax.scatter()` as shown below\n", + "ax.add_artist(\n", + " patches.FancyArrowPatch(\n", + " (2016.25, 214), (2018.5, 137),\n", + " arrowstyle = \"Simple\", \n", + " connectionstyle=\"arc3, rad=-0.45\",\n", + " color=\"k\"\n", + " )\n", + ")\n", + "\n", + "ax.scatter(2018.5, 138, s=10, color=\"k\")\n", + "\n", + "fig.set_facecolor(\"white\")\n", + "fig.savefig(\"plot2.png\", dpi=300)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "da69fd80", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "60 + 120 + 10 + 50" + "fig, axes = plt.subplots(1, 2, figsize=(12, 7.2))\n", + "fig.subplots_adjust(left=0.005, right=0.995)\n", + "\n", + "fig.set_facecolor(\"w\")\n", + "fig.savefig(\"plot.png\", dpi=300)" ] }, { "cell_type": "code", - "execution_count": 23, - "id": "ba0f58a3", + "execution_count": 8, + "id": "ad660104", + "metadata": {}, + "outputs": [], + "source": [ + "def customize_axis(ax):\n", + " # Make gridlines be below most artists.\n", + " ax.set_axisbelow(True)\n", + "\n", + " # Add grid lines\n", + " ax.grid(axis = \"y\", color=\"#A8BAC4\", lw=1.2)\n", + "\n", + " # Customize x-axis ticks\n", + " ax.xaxis.set_ticks([2008, 2012, 2016, 2020])\n", + " ax.xaxis.set_ticklabels([2008, 12, 16, 20], fontsize=16, fontfamily=\"Econ Sans Cnd\", fontweight=100)\n", + " ax.xaxis.set_tick_params(length=6, width=1.2)\n", + " \n", + " # Remove all spines but the one in the bottom\n", + " ax.spines[\"right\"].set_visible(False)\n", + " ax.spines[\"top\"].set_visible(False)\n", + " ax.spines[\"left\"].set_visible(False)\n", + "\n", + " # Customize bottom spine\n", + " ax.spines[\"bottom\"].set_lw(1.2)\n", + " ax.spines[\"bottom\"].set_capstyle(\"butt\") \n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "3018ce42", "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", 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" ] }, - "execution_count": 23, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "80 + 60 + 10 + 10" + "# Add lines with dots\n", + "for percentage, color in zip(percentages, COLORS):\n", + " axes[0].plot(year, percentage, color=color, lw=5)\n", + " axes[0].scatter(year, percentage, fc=color, s=100, lw=1.5, ec=\"white\", zorder=12)\n", + "\n", + "# Customize axis -------------------------------------------\n", + "# Customize y-axis ticks\n", + "axes[0].yaxis.set_ticks([i * 5 for i in range(0, 7)])\n", + "axes[0].yaxis.set_ticklabels([i * 5 for i in range(0, 7)])\n", + "axes[0].yaxis.set_tick_params(labelleft=False, length=0)\n", + "\n", + "customize_axis(axes[0])\n", + "\n", + "# Set custom limits\n", + "axes[0].set_ylim(0, 35)\n", + "axes[0].set_xlim(2007.5, 2021.5)\n", + "\n", + "# Add labels for vertical grid lines -----------------------\n", + "PAD = 35 * 0.01\n", + "for label in [i * 5 for i in range(0, 7)]:\n", + " axes[0].text(\n", + " 2021.5, label + PAD, label, \n", + " ha=\"right\", va=\"baseline\", fontsize=18,\n", + " fontfamily=\"Econ Sans Cnd\", fontweight=100\n", + " )\n", + "\n", + "# Annotate labels for regions ------------------------------\n", + "path_effects = [withStroke(linewidth=10, foreground=\"white\")]\n", + "def add_region_label(x, y, text, color, path_effects, ax):\n", + " ax.text(\n", + " x, y, text, color=color,\n", + " fontfamily=\"Econ Sans Cnd\", fontsize=18, \n", + " va=\"center\", ha=\"left\", path_effects=path_effects\n", + " ) \n", + "\n", + "region_labels = [\n", + " {\n", + " \"x\": 2007.9, \"y\": 5.8, \"text\": \"Latin America and\\nthe Caribbean\", \n", + " \"color\": BROWN_DARKER, \"path_effects\": path_effects},\n", + " {\n", + " \"x\": 2010, \"y\": 13, \"text\": \"Asia and the Pacific\", \n", + " \"color\": GREEN, \"path_effects\": []\n", + " },\n", + " {\n", + " \"x\": 2007.9, \"y\": 27, \"text\": \"Sub-Saharan Africa\", \n", + " \"color\": BLUE, \"path_effects\": []\n", + " },\n", + "] \n", + "\n", + "for label in region_labels:\n", + " add_region_label(**label, ax=axes[0])\n", + "\n", + "# Add title ------------------------------------------------\n", + "axes[0].text(0, 0.975, \"Selected regions,\", \n", + " fontsize=18, fontfamily=\"Econ Sans Cnd\", va=\"top\",\n", + " transform=axes[0].transAxes, fontweight=\"bold\" \n", + ")\n", + "axes[0].text(0.35, 0.975, \"% of child population\", \n", + " fontsize=18, fontfamily=\"Econ Sans Cnd\", va=\"top\",\n", + " transform=axes[0].transAxes\n", + ")\n", + "axes[0].add_artist(\n", + " lines.Line2D(\n", + " [0, 0.05], [1, 1], lw=2, color=\"black\",\n", + " solid_capstyle=\"butt\", transform=axes[0].transAxes\n", + " )\n", + ")\n", + "fig" ] }, { "cell_type": "code", - "execution_count": 34, - "id": "59c85183", + "execution_count": 10, + "id": "e0e8e201", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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ahM3Y2JitXr2arVu3Tvv6ydvbu1kcAFh4eDj76KOP2Lhx47TbFi9e3OI5ao8mvo8//li7LTk5Wfta48qVK9rta9euZQDY999/36VjEdKfdTg5Y6zhhVnTP5qaD02SM3z4cO0fg6aPAcCcnJwYY82Ts/j4eO3Xmzdv1j5Ok2y9+uqr7OjRo9o2e/bsaTE2zaB387tm9vb2DACbO3eudpvmBf6oUaNYfX09EwgEDAB75plntG00L247kpw9//zzOtvvv/9+BoBZWVlpX7xHRkYyoGHmUSaTsWeeeYYBYEOGDGG5ubksNzdX+wdVkzi0lJw5OTkxQHd2KzExUdtu69atjLEbf5wXLlyobTd//nwGNMxIMsbYoUOHdP6Ab9u2jVVXV2tnKztKoVCwqVOnavt65JFHWHFxMQsICGByuZxZWFiwv/76izHG2Pbt25mfn1+zPv76669myQRjjP36668MAPvzzz8ZY+0nZ1999RUDwC5evNjifs05bTrIMsaYsbExe/LJJ7Vft5WcnTt3jgFgP//8s04fmoGrreTs5neKs7KyGNAwE1hTU8O4XK5OssRYQ7KjefHW1nG8vLzYjBkzGGNdT84YY0ylUrGoqCi2b98+Nnz4cJ1BvyPJWUe/ly2dj6VLlzI+n88IuR01Tc6OHTvGjhw5ovNi/J133umx5MzPz0/7xun27du125999lltW82MNgAWERHBGNMdo7ds2aJtu2nTJu32J554gjHGWEhIiDaJq6+v17bVvAH6yCOPNOuz6d/ZlsTExGjb3nHHHdrtpaWlTCKR6IxhjLWcELXVp5ubG6upqdHuq62t1a7maOncNX0tsHz58mbnua3krLKyUjuD6erqqn2TkDHGhg0b1mZy9v777+s8h/3797e4b8+ePdrtGRkZOnGYmZmxiooKxpju64mpU6e2eq7aoonv5vHXxsam2biueX3x0UcfdelYhPRnnSpHN2fOHFy4cAHXr1/H008/ra3O9tVXXyE/P1+7xvzq1avg8/ng8/m4++67Aehet9ZU03Xpq1at0j7ut99+0z5Oc/0SgE5fgKvp/+DBg9q+n3/+eW3fJSUlUCgUANDlCk8mJiYtHrOkpAQCgQB8Ph+DBw8GAKjVahQUFGDmzJkAgIiICDg6OsLR0REZGRkAgFmzZrV6LM258PHx0W7TVEUEblwcrdH0uiyJRAKg4R4tADB9+nSsWbMGYrEYkZGReOyxx+Dq6orDhw934tkDfD4ff/75J65du4bY2Fjs2LEDmzZtwtKlS1FdXY2ysjLtdQBOTk7Izc1t1ofmnDk4OOhst7Oza/F5taawsBBAw3VvnX0OMpmsQ20zMzO7dIyW2NjYAGj4WSkrK4NarW52DszMzCASido9BzY2Ni1ex9AZmzdvhoODAyZMmIAvvvgCBQUF2t+PjurO91IoFEKpVHYyakL6pilTpuCRRx4B0PB3+d133+2xvqVSqbbibNNqv02LTDUdOzTXljbF59+oGTZ+/Hjt55q/gZrrQysqKiASibTXS8XHxwNouD76Zu1V2dVU5AWAyZMn68Tt7+8PAEhLS4NarW6zn9b6nD17tnYsBACxWAxTU1Od9k3Pna2trXZ7TU1Nh48JAImJidrxdurUqRCJRB1+7M3nqem1uC+//LL2XN9///3a7Tefb7FYDDMzMwA3xhoAHR7rOkosFmufp4bmHPf0sQjpDzpUrTEmJgYikQheXl4AgJCQEHz66adgjOHzzz+HWq1Geno6rK2tkZycDA8PD/z6668dCsDa2lr7+YoVK/Doo4/q7LewsND5wxodHY2AgIBm/QgEAgBo9kLS2toa+fn5GDVqFLZu3aqzTygUwtraGlwuF2q1GllZWR2KuT2a5yQWi3H+/PlmJdnt7e3h4uKC3bt347HHHtNWIAwICMArr7yCqVOnttq3paUlCgsLtYMjAG1SB+gOJK1hjUUZqqur8eabb2LFihX48ccf8fHHHyMtLQ0LFy5EUVGRzsDcHi6Xq02cq6qq8PPPPyMyMhLV1dUAoB1IlUpli4OqpvqiJrnS0CSjVlZWHYrD0tISQEORks7efkBzXtqjibXpGwtdlZ2dDaAh0TM3NweHw2l2DiorK1FfX9/uOcjJydFenC4UCgGgU4nOkSNHsHLlSnz44Yd47rnnwOVysXjxYp0boHekMmtPfS8J6Q82bNiAv/76C3l5edqx4GYcDgeMsU4lJE21dluQpre/aK/vpr/7mtL/mm18Pl/7+qApzRsyndH07/DNt+fQ7ONyuZ261UlH/7a3pOlxbk5A2tM0MdH8Te6qpuff3t4e5ubmzdq0dTuTpvu6cz5ai621Prv6M0tIf9ahv25JSUkICgrCww8/jD179uDSpUs4duwYTp8+DaDhl97Ly0ubVKSmpmLbtm0oLy9HbW0toqKi8PHHH7fYt6+vr3ZWZffu3bh06RJkMhmKiopw5MgR/Pbbbxg5cqR2dmrlypXYvXs3Lly4gM8++0xbQUnzhyo3Nxe//fYbIiIikJaWpo3p7NmzOHjwIKqrq1FZWYlLly7hiy++gFAo1M6Ybd26FXv37sXJkye7dTNrzTHr6uqwbt06FBcXo76+HomJifjggw+gUCjAGMNnn32Guro6rFq1Cjk5OYiNjcVDDz3UZt933HEHAGD//v3YsWMHzpw5g+XLlwNo+D5MmjSpw3Fu2LABDzzwAE6dOoWRI0dqH1teXo7Kykr8/fff4HA4EIvFnXr+n3/+ORYtWgSxWAxra2uIxWLExcUBaLgnWkszTsOHD4dQKGxW2fPHH3+EkZERhg0b1qFja252/emnn+ps78nZmKCgIPB4vGYVsppWVOyoHTt2AGh4/iYmJggPD8f+/ft1BnXNOWnrRt5Hjx5FVlaWNjnTvDveNEFqL5m8evUqAGD+/PnaFyQ3v9mheee3refaU99LQvoDqVSKzz//vM02mlmInJwc7Yvdjq4m6CkXLlzQfq4ZM319fQE0vDg/efKk9t6nmo9t27Z1+jhNk7yTJ09qPy8pKdHOyGmO21FN2x86dAj19fXar9Vqda/N7jg6Omo/P3HihE4C09kVCU2fw7333tvsXMfFxWHgwIGdjnHUqFHgcDiYNm1apx9LCOkdHZoa4XA4kMlk2LVrV4ulUZ9//nnY2Nhg1apV+PHHH5GYmIjNmzdj8+bN2jatvVvO4XCwZcsWzJkzB4WFhdolHk37NjU1xfvvv4/ly5cjNzdXJ4HZuHEjAGDEiBHabXfddRcA4MCBA3jzzTfx559/oqioCK+//rpO2f9BgwYBAF5//XXce++9KCsr01ki0FUPPvggtm/fjtOnT+OHH35o9iL1iy++gFwux7Vr1wAAf/zxB7KysuDq6oqgoCDcddddrZ4vzfOpqKjAkiVLdPY999xzbZYRvplarcaePXuwZ88ene1DhgyBpaWl9gV4Z979rK+vx86dO7X3veJwOJgzZw5efvllpKenY/369c1mR4GGn4+VK1di/fr1UKvVGDNmDE6dOoWffvoJr7zySofv9xYYGIiHH34Y3377LQoLCzFt2jSUlZXh119/xZUrVzr8PNri5OSEBQsW4JtvvoFMJsOYMWNw8eJFfP/99+0+Njo6Gk899RRCQkJw9epVbN++HbNmzdIOqm+99RZmzZqFsWPHYsGCBcjKysKWLVswevToZjOqDz74IKZOnYrCwkJs2bIF9vb2ePLJJwE0LHu1tLTERx99BF9fXyiVSjz77LNtxqb5fViyZAnmzZuHCxcu4ODBgzrLYby9vQEA7777LoqKilBXV6d9c0Cjp76XhPQXc+bMwb333tusXLuGm5sbYmNjtbeqGTBgAD755JNej+vChQsICQlBeno6Xn31VQANM0macfLBBx/EtWvXoFAoMHToUCxYsAD29vYoLi7GlStXYGpqih9//LFTxxw4cCC8vb2RnJyM33//HQ8++CDCwsKwe/du7cziAw880Kk+w8LCEBAQgLi4OKSmpmLIkCF44IEHIJfLceDAAXz77bftLrfsCnd3d/j6+iIxMRHR0dGYNm0aJk+ejNOnT3d6PJoyZQpsbGxQVFSELVu2IC8vD0OGDAGHw0FGRgZ+//13/PHHHwgODu5Uv5rVLZpVJ4QQA9CRC9OUSiX7/vvv2cyZM5m9vT3j8/nMxMSEDRs2jG3btk2nYl1xcTF75plnmKurKxMIBMzFxYXNnTu3zVL6jDF26tQpNnXqVGZubs7EYjELDAxkq1ev1qket3fvXjZ48GAmEomYpaUlu/POO1lUVBRjrKGIwQsvvMAsLS2ZWCxmYWFh2gpM6enpbNGiRcze3p4JhULm4eHBHn74YXbp0iVt31u3bmUeHh5MLBaz8PBw9t5773W4IEjTC7c1ampq2Kuvvsq8vb2ZUChkDg4ObOrUqeyXX35harWa1dXVsSeeeKJZcRWgoSJlSUlJiwVBGGu4uHnOnDlMKpUyoVDIgoOD2WeffaZzfM0FwU0vFL+5aEp6ejpbvnw58/X1ZWKxmNnb27OFCxey3NxcxtiNSlz33HNPi8+/JZ9++qlO1UPGGMvIyGDDhw9nQqGQTZ48udWCGWq1mr333nvM3d2dCQQC5unpydatW6fz89VeQRDGGJPL5ey1115jrq6uTCgUMk9PT7Z27VrGWOsFQczNzXXOVXul9KuqqtgjjzzCzMzMmImJCbvnnnvYypUr2y0I4uDgwMaOHcskEgmzsrJijz32GCsvL9dpd/DgQRYeHs6EQiGzsbFhTzzxhE4bzUXZc+fOZVKplEkkEjZt2jQWFxen08/vv//OvLy8mFAoZAMGDNAWBWirIMjbb7/NbGxsmFQqZatWrWJLlixpVmTntddeY6ampkwqlbIXXnhB+9yaFvfoyPeypYIgK1asYB38s0RIn3NzQZCmCgoKtJUHb/491VSCbfrRtNpfSwVBmhaqaK0K5IsvvtgsnvZK6b/99tvax8tkMjZ+/PhW22rGjqZ9aopWteXYsWOt3t5myJAhOoU1OlIQhLGGQk7GxsYt9nlztcbOFF5pr1rjgQMHWrxlTdMPjaYFQQ4fPtzsOfzxxx9MKBS22k90dHSrcdTV1WnbjRs3Trtd8zPX9PvamtYKgri5uekUaWHsRiGVjvRLCNFFr4L0RFPW9oUXXmCVlZWspqZGpwT/zZUA9WHatGkGE8vtoKVkpCvaqwpJCDFMbSVnjDH27bfftphE1dTUsCVLlmjfvBw3bhzbvXt3ryRnSUlJbOXKlWzgwIHMxsaG8fl87Zuhmlt+NCWTydj69etZaGgoE4lETCQSsaCgIPbiiy+ynJwcxljnkzPGGLt8+TK76667mIWFBRMIBMzb25u98sorOrfeYKzjyRljjEVHR7P58+czKysrJhKJmI+PD1u9ejWrqqpq9dx1NzljrKHSYmhoKBMKhcze3p6tWrVKJ6nVaC85Y4yxK1eusPnz5zNbW1vG5/OZjY0NmzlzJtu/f7/2za+OJmf5+fnabSdOnGj3/FFyRsitwWGsh68MJe0qKirSFu548MEHsXz5cjDG8NVXX2Hnzp0AgH///RcTJ07UW4w5OTnw8PBAYGAgLl++3OaFxqRjxo8fj/Lycu21XV21du1avPnmmygrK9MW3yCEEEI648cff8SCBQvg5uaGtLS0DhV8IoT0vo6X4yM9xtLSEj4+PkhKSsLu3buxe/dunf0TJkxos/jDreDk5AS5XK7XGAghhBDSO7777jsAwJo1aygxI8SAUHKmBzweD//99x/ee+89HD58GHl5eTAzM4OXlxcWLlyIRx99lGaqCCGEENJrOntPU0LIrUHLGgkhhBBCCCHEAHT8Lo6EEEIIIYQQQnoNJWeEEEIIIYQQYgAoOSOEEEIIIYQQA0DJGSGEEEIIIYQYAErOCCGEEEIIIcQAUHJGCCGEEEIIIQaAkjNCCCGEEEIIMQCUnBFCCCGEEEKIAaDkjBBCCCGEEEIMACVnhBBCCCGEEGIAKDkjhBBCCCGEEANAyRkhhBBCCCGEGABKzgghpJ/Zt28fRo0aBalUCltbWzz88MMoKirS7q+ursayZctgZ2cHCwsLLFmyBFVVVXqMmBBCCLl1emKcvHLlCsaOHQtjY2P4+Phg586dHTo2JWeEENLP/Pnnn3j//feRnp6O48ePIzU1FU888YR2/wMPPIDS0lJcu3YN586dQ0ZGBhYvXqy/gAkhhJBbqLvjZEpKCqZOnYrHHnsMOTk52LhxI5577jn8/vvv7R6bwxhjvfGkCCGE9A1nz57FlClTUFVVhePHj2Px4sVISkqCUCgEABQWFsLd3R2RkZHw8/PTc7SEEELIrdXZcXLRokVwcHDABx98oO1jy5Yt+PHHH3H27Nk2j0UzZ4QQ0s/x+XxIJBJwOBzs378f8+fP1w44AGBra4uRI0fin3/+0WOUhBBCiH50ZpxUq9U4cOAAHnroIZ0+5s6diwsXLrR7mQAlZ4QQ0o8lJSVh1apVeOuttwAA165dQ3BwcLN2fn5+SEpKutXhEUIIIXrV2XEyLS0NtbW18Pf319nv7OwMsViMlJSUNo9HyRkhhPRDe/fuhYWFBfz8/DB69Gg8/vjjAIDi4mJYWVk1a29ubo6ysrJbHSYhhBCiF10dJ4uLi2Fubg4+n9+sjZmZWbtjKSVnhBDSD82ePRuXL1/G8ePHERsbizlz5gAAVCoVOBxOs/ZcLg0XhBBC+o+ujpOt7W/api3NUzpCCCG3PbFYDE9PT3h6emLo0KFwcXHByZMnYWFhgYqKimbty8vLYWFhoYdICSGEkFuvq+OkhYUFqqqqwBhrlqR1ZCylt0IJIaSfE4lE8PDwQGZmJoKCghAXF9esTXx8PAIDA/UQHSGEEKJfnRknvb29weFwml1blp2djfr6+narHlNyRggh/VxNTQ0SExPh4+OD2bNnY9++fVCpVNr9RUVFOH/+PO688049RkkIIYToR2fGSYFAgGnTpmHv3r06ffzyyy+44447IBaL2zwWJWeEENKP5OTkYMWKFbh27RoqKyuRkJCAhx56CIMGDcKwYcMwa9YsWFlZ4cknn0ROTg7S09Px4IMPYsmSJXBxcdF3+IQQQkiv6olxcu3atdiwYQP27t2LiooK/P3333j33Xe1FR/bQskZIYT0I1KpFHV1dbjnnntgZ2eHGTNmwN3dHQcOHAAA8Hg8/Prrr5DJZBgwYABGjRqFIUOG4KOPPtJz5IQQQkjv64lxMiwsDPv378dHH30EJycnvPjii9i1axeGDRvW7vE5jDHWa8+OEEIIIYQQQkiH0MwZIYQQQgghhBgASs4IIYQQQgghxAB06D5ndfWy3o6DEEJIHyEWGek7hD6HxlFCCCEabY2jHUrOfjt1qceCIYQQ0rfdN3mUvkPoc2gcJYQQotHWONqhgiD0jh8hhBANmjnrPBpHCSGEaLQ1jlK1RkIIIYQQQggxAFQQhBBCCCGEEEIMACVnhBBCCCGEEGIAKDkjhBBCCCGEEANAyRkhhBBCCCGEGABKzgghhBBCCCHEAFByRgghhBBCCCEGgJIzQgghhBBCCDEAlJwRQgghhBBCiAGg5IwQQgghhBBCDAAlZ4QQQgghhBBiACg5I4QQQgghhBADQMkZIYQQQgghhBgASs4IIYQQQgghxABQckYIIYQQQgghBoCSM0IIIYQQQggxAJScEUIIIYQQQogBoOSMEEIIIYQQQgwAJWeEEEIIIYQQYgAoOSOEEEIIIYQQA0DJGSGEEEIIIYQYAErOCCGEEEIIIcQAUHJGCCGEEEIIIQbAoJOzx3afgd1LP/bb4/e2uPxyjNv4J8z/twtur/+ElOIqfYdECCGEEEJIv8XvjU7r5EpsPBaLPZdTkVVWAzORAEEOFlg1IRCTA5x645AGGYO+3fn53zielI+41+bB3cqk2f7nf4lAZHYp/jcpGOYiIYS8lnP1OrkSg9f/jjBnS+xePK63wyaEEEIIIaRf6pWZs2f3XcBbh69isKs11s8ZgqfHBqBeqcLW0wm9cTiDjUGfsspqcCKpAIwBuyJSWmwTm1+OqQFOWHNnGFZMCISLhXGL7RgApZqBy+H0YsSEEEIIIYT0bz0+cyZTqrDnchrGeNlhx0OjtdtXTw5BclFlTx/OYGPQt10RKeBwgCB7KXZHpODVqQPAuSm5qpMrYS4WttuXRMhHwpp5vRUqIYQQQgghBL2QnNXIlFCo1BAJeM32eduYaT/3fXM/Qp0s8fNjE7Tb5m87hms5pUh8426dx/14KRVv/3UN2WU1CHG0wIa7h2KYu023Yzh4LQObjsciLq8cHA4Hdw1wxca7h0Ii1D0tf8Vm441DkYgvqICPjRm+eGAkBrtaAwAKqurw7l/XcDQ+F7kVtfC2McP7swdhSuPSyfSSavi//QtenxaKkykFOJNSgBcnh+DVqaH49mIyvjqdgKSiSkgEfDw4xBPvzhoELrchiZq85QhkShUeHeGDDf/FILOsBqGOFtj+0Gid59GSXRdTMN7HHnMGuGH5z+dxOrUQY7zstPtFK79raBeRgl2Nydvrd4ZBtPI7LBvjj7zKWvwZk4354R7Y9uCoFr9fO88n4dMTcUguqoSVsRHuCXPH+rlDIFOq8NnJOOyOSEVqcRUsjY3w9Fh/PDcxuM2YCSGEEEII6c96fFmjpbERQhwt8E9CLl48eAnF1fXd6q9SpsCH/0TjqdF+eP6OYCQUVmDOV/+isl7e7Rge++EMBjha4I3pYbh3oDu+u5iMD45G6bSplivx/C8RuH+QJ56bGIzEwkqs+PmCdv9XpxMQlVuGB4d44d1Zg6BQqfHAzhMoq5Xp9LPxWAzcLIyxYd5QDHa1RmZZDd74IxJjvOzwzsyBGO9rj43HYrHzQpLO467nlmHLiTg8PtIXj4/0xcXMYjy3/2Kb5+xMagFSiquwYLAn7gl3g5DHxfcXknXafPXASIgFPIzwsMFXD4zE7BBX7b7vLiZDpWb4cM4QTPJ3aPEYbx2+iqV7zsFZaoz3Zg3Cw0O9cTQhFwBwPq0IX51JxLQAJ7w/exAC7aV45bcr+KdxPyGEEEIIIaS5XikI8sPicZi//Rg2H4/FV2cS8PBQLzx/RzDcLJsXpWiPWMDHqVV3wthIAAAIc7bEfTuOY3dEKpaO8e9WDNdengMnqUT7dWJhJY4n5gEzwrXbeBwO/n5mqrZdVb0Cn5+KR71CBZGAhyUjffH6nWHa9mHOlpi05QgiMoq1s2cAMDfUDV8tGKX9ulauxPVX5kAqaVhW+NQYf0RkFON4Yj6WjPDVtrMQC3Fy5Y3nn1pchXNphW2es+8vpsBYyMecAa4wNhJgRrAzDlzLxKZ7hmlnBRcO88YLByLgZW2GhcO8dR4/yNUaPy2Z0FLXAICM0mqsOxqFBwZ7YmeTZaMvTxkAAAhxtEDki7MhbjzWIyN8YP/yHhxPzMMkP8c2YyeEEEIIIaS/6pWCID62Zrj84ix8+cBIeFqb4qsziQh9/1fsuthyYYq2CLgcbWICALNDXCDkcRGbVw4AKKquR35lnfZDrlR1OAYnqQRqNUNMXhkOXMtAnVyJkhrdGS+xgKeTwDlJJVAzhvK6hpk7R/OGfaU1MhxLzMPFjCIAaNbPAEcLna8lQj6kEiEUKjUis0rw85U0cDmcZo+zMRHpPH8nqQSV9YpWz1etXIlfrmZgrLcd8ivrkFJUifE+9qiSKXDgWkarj2sqxMGizf3/JORCpWZ4eqxucqxZRmppbASxkI86uRIX04tw4FoGRAJes+dGCCGEEEIIuaFXZs4AgMflYtEwbywa5o2D1zKwbO85PP3TOYz3tYeztOWqgB3B4XBgaWyE0sZlg6M+PoTMshrt/iNPT8E4H/sOxfDpiTisPxoFNWMY4GSJgup6qNWszePzG68HkzUmgWklVXjmp/M4kZSPQHsp7M3EAACFSt1mP2o1w5uHr2LrqXiYGPER4miJqnpFu48T8nhQthHjweuZqKxX4HBsDg7H5ujs+/5iCh4c4tVm/x1RVNWwTLS172OdXIn/HYjAD5dSYWcmRpC9FHKlGgpV2+eWEEIIIYSQ/qzXkrOm5oS6IaW4Cq/+fgUX04vhHGYMIZ8LpbrtRKQlCpUaRdX1sDUVAQC2PTgK9QqVdn+IY8uzPjfHEGdUjv8diMD7swdhxfhAcLkcPLb7DE4m53coDtaYZyz+7hRKa+WIXzMPzlJjbQGQ9mw/l4R1R6Owe/FY3B3mDqChAEh3fX8xGZYSIT69d4TO9p3nk/BPQi4yy6rhatH55aVNWUqMAAA55TXaZLSpd49cx66IFBxaOhmjG4uQ+L65v1vHJIQQQggh5HbX48lZRmk1MkqrMdbbXme7ZhmgubhhiZ6F2AhFTQp1MMZQUtv+srcfLqVCpWaY4NNQqOLm43Q0hsisUgDAvDA3bXVERReSxWu5ZZgf7q6dRepownk9pxQCHhd3NSnEoVCrIeB2faWp5t5mS0b4YF6Ym84+EyM+jsbnYndEqvbasK4a492QcG09lYBtD1prtytVavB5XFzPKYW9mUSbmDHGoGpnRpIQQgghhJD+rseTs/JaOaZ8+jdGe9nhDj8H2JiIkFBQga/OJCDUyQLjGhOmoe7W+OxkPD45HouRnrb48nQCzqYWwvWmGyHXyJV46ddL8LI2Q3JRJbaeisdoLzvMCHbudgwA8NSes5gzwBUXM4rxe1QWrI2NOvV8w50tsf9qBrysTcHjcvDjpbSOPc7FCl+fTcSi709htJcd/kvIw9XsUgxxtW7/wa3YFZECNWNYMMSz2b47/BxgbybGrosp3U7OAuylWDDYE7siUlBUXY8p/o4oq5Pjj+gsnP/fTIS7WOHv+Fws/+k8/O3M8WtUJoprule1kxBCCCGEkNtdjydnwY5SfPPwaOw4l4SvzySgtFYOJ3MJnhrtj5emhIDPa5gZemnKAMQXVGDNoUiYiwSYH+6Byf6OSCio0Pa1YIgnyutk+PlKOgqr62FrIsKTo/3wxvQw8NqYYepIDHf4OeKN6WH4/GQ8IrNKsXCoF+4d6I7/EvI69Xy/vH8knthzFh8cjYK/nTnenBGG+duPt/u4RcO8cD2nFHsup+FUcgGeGReAeqVKZ4lmZ+26mAIPKxOM8LBtto/H5eLecHd8ciIOZ1ILMMrTroUeOu7LB0bC1dIYuyNScSwxD05SifZ6thcmBSO1uAp7LqdBKhHitWmhyK+s69bxCCGEEEIIud1xGGO03owQQgghhBBC9KxXSukTQgghpPsYY6D3UAkhpP+g5IwQQvqZiIgIzJo1C1KpFBYWFrjzzjuRmJio3X/s2DFwOBydD2fn1q/zJb1Hc/4pQSOEkFunJ8bJwsJCLFiwAJaWlrCzs8MLL7wAhaL1exVrUHJGCCH9zNKlS/HAAw8gLS0NUVFRsLe3x5w5c6BUKgEAOTk5eOCBB6BQKLQfGRkdu4k96Xnl5RU0g0YIIbdQd8dJmUyGO++8E7a2tkhKSsLhw4dx9OhRvPTSS+0em645I4SQfqampgbGxjcq49bV1cHc3BxXrlxBcHAw1q9fj5KSEqxbt06PURKNjMws1NTUws/XB1xuwzu0hBBCek93x8mdO3fiq6++wrlz57TboqKiMHToUBQUFMDMzKzVY9PMGSGE9DNNBxwAEIvFsLS0RElJCQAgNzcXLi4u+giNtKKyqgpxCQlQq9U0g0YIIb2su+Pk/v378eCDD+psCwkJgZOTE06dOtXmsSk5I4SQfq6wsBDFxcXw9/cH0DDofPXVV/D09ERYWBheeOEFVFVV6TlKUl1dg5i4BKhUKkrQCCHkFursOHnt2jUEBwc368fPzw9JSUltHqtXkjOVWt3m14QQQgzHl19+iQkTJsDOruH+h5MnT8ann36Kf//9Fxs2bMCJEycwd+5cPUdJAKC2thYxcfFQKpWUoBFCyC3S2XGyuLgYVlZWzfoxNzdHWVlZm8fqlWvOrmaX4OsziUgrqYaHlQkeH+WLMOfmARJCCNGvjIwMDBgwAEePHsXQoUNbbJOfnw8PDw+cPn0agwYNusURkozMLOTlF+hsExkZITDADwKBgK5BI4SQXtSVcVIoFGqvT2vqoYcegpeXF958881Wj9fjM2frj0Zh+EeHsP1cEv5LzMP2c0kY/tEhfPhPVE8fihBCSDeoVCosXLgQS5cubXXAAQB7e3v4+/sjISHhFkZH2lIvkyE6Nh4ymZxm0AghpJd0dZy0sLBARUVFs3bl5eWwsLBo85g9lpyp1GpczS7BmkORLe5//Y9IXM0upSWOhBBiINasWQOFQoF33nmn3bYymYxmaAyMXC5HTFw86uvrKUEjhJBe0NVxMigoCHFxcc3axMfHIzAwsM1+eiw543G5+PpMYptttp1NAI9LNUgIIUTfDh48iJ07d+Lnn38Gn89vs21ycjKSk5MxZMiQWxQd6SiFQoGYuATU1tVRgkYIIT2oO+Pk7NmzsXfvXp02169fR0lJCUaPHt1mXz2aKaWVVLe9v7hh/3cXklFcXd+ThyaEENJB0dHRWLJkCfbs2QM7OzsolUrtR2xsLJ599llcvXoVlZWViIiIwPz58zF//nx4e3vrO3TSAqVSidi4BNTU1FKCRgghPaC74+SSJUuQnp6O119/HUVFRYiNjcWiRYuwZs0aSCSSNo/do8mZh5VJ2/utG/Zv+C8GPm/ux7M/n0dyUWVPhkAIIaQNRUVFmDVrFkpLSzFu3DgIBAKdDwcHB8hkMsyZMwc2NjaYM2cOJk+ejB07dug7dNIGlUqF2PgEVFVVU4JGCCHd0BPjpKmpKY4ePYpr167B29sbM2bMwKJFi7Bq1ap2j99j1RpVajWicssw/KNDrbY5+/wMCHlcDF7/+40AOMDsEFesnBCIER62PREKIYQQcttoqVpja7hcLnx9vCA1N+/lqAghhPSGHr3mLMzZCm/NCG9x/9szwzHQxQqfntC9OI4x4NfrmZiw+S+M33QYB69lUNEQQgghpAvUajUSEpNRWtr2fXQIIYQYpl66z1kptp1NQFpxNTysTfDYyIb7nO08l4Sle8+1+3hPa1OsGB+Ah4d6QyJs+wI8Qggh5HbWmZkzDQ6HAy8Pd1hb0z1GCSGkL+lQclZXL+twhzweF1wuF3weT7tNqVJBrVYjo6QaX55NxLcXUlAlU7bbl6VEiCXDvfHYCB/Ymoo6HAMhhJDeIxYZ6TuEPqcz42hTYpFRl5IzDQ93N9jZ2kCpVEKhVHWpD0IIIT2rrXG0Q8nZ3qNnOn1QM2MxhAIB5AoFKmvqdPbVKdQ4kVWJI2kVKK1vP0kTcDkY6WSCaR5SOJoKOx0LIYSQnnPf5FH6DqHP6co4yufxcPfE4d1KzgDAzdUFDvZ2SM7Ox+W4lC73QwghpGe0NY72+MxZZyhUahyMysKWE/GIyivv0GOm+jti+Vg/jPSwoRuiEkKIHtDMWefpa+ZMw8XZCU6ODlCqVFAo2n9TlBBCSO/p9sxZb2OM4XhSPjYdi8WRuJwOPWaQixVWTgjE3FA38Hl0Y2tCCCG3p55IzgDA0cEBri5OYIzRm5uEEGKgDCI5ayomrwybj8Xix8tpUKjar9roamGMZ8cHYvFwb5gYCW5BhIQQQsit01PJGQDY29nC3c2VEjRCCDFQBpecaeRW1GLrqXh8fSYR5XXydttLxUI8NtIXy8b6w9G87TtvE0IIIX1FTyZnAGBrYw0PdzcAoASNEEIMjMEmZxrVMgW+PZ+MT07EIaO0ut32Ah4X9w/ywMoJgQhysLgFERJCCCG9p6eTMwCwtrKEl6cHAErQCCHEkBh8cqahVKlx8HomNv4Xg8tZJR16zBR/R6ycGIQJPvY0+BBCDJZKrQaPy231a9K/9UZyBgCWFlL4eHsBoASNEEIMRZ9JzjQYYzidWohN/8XgUEx2hx4T6mSBlROCcE+4OwRUPIQQYmCuZpfg6zOJSCuphoeVCR4f5YswZ7p5MGnQW8kZAEjNzeHr4wUOh0MJGiGEGIA+l5w1lVBQgc3HY7E7IgUyZfvFQ5ykEiwfF4BHR/jATET3SyOE6N/6o1FYcyiy2fa3Z4bjhUkheoiIGJreTM4AwMzUFH6+PuByKUEjhBB969PJmUZBVR2+OJWAL0/Ho7S2/eIhZiIBlozwwbKxAXCxML4FERJC+jPGGHIr6hCdW4bruaWIyi3DmjvDUFEnx6gNf7b6uPP/m4kQRyktceznejs5AwATE2ME+PmCy+VSgkYIIXp0WyRnGjUyBXZFpGDz8TikFle1257P5WD+QA+sHB+IUGfLWxAhIeR2V69QITa/HFG5ZYjKKUNUXhmic8tQUnPjJsQB9uaIfOkuPL33HLafS2q1r8dG+uDTe0fcirCJAbsVyRkASCQSBPr7gsfjUYJGSB+RduUadi5fjQfefwMBY0fqOxzSA/j6DqAnGRsJ8ORofzw20he/R2Vh07FYnE8varW9Us3w46VU/HgpFRN9HbBqQiAm+TvSoEQIaRdjDNnltYjOLWtIxBo/EgsroW7nPS9LiREAIK2k7Qq0acXtV6gl/cfF8+cRcfEiAIDL5YLP58Pc3Bx+/v4YEBbW7bGrtrYW+/cfgImJMaZPv5PGwj7ov+3f4/iOXVi171tYONh3qY+s6DgkXbiEEffOhdjUBACgkMnw2cKn4ODrhfvefq1HYt103yOoLinD6t/3QCgW9Uif3bFv7QfIjI7FM7u+glCk/3hI/3VbJWcaPC4Xc0LdMCfUDefSCrH5WCx+jcpEW6+X/kvMw3+JeQhykGLF+EDcN8gDRnzerQuaEGKwauVK7WxYdG4ZrueUITqvDGUdWEbdktLahlk0DyuTNtt5WLe9n/RPI0ePhpFQiJraWiQlJuL0qVOQyeUYOmxYt/uOiYlBSXExJk+eBIFAQAlaP5QVE4fjO3YhfPpkbXLGGINapQKH0zNLrDOuRaM0OxcAEHPsFMKnT+6RfrtDpVKCw6FlvUT/bsvkrKkRHrYY4WGL5KJKbDkRh+8uJKNOoWq1fUxeOZ748SzeOBSJZWMbZuEsGt/lJoTc3hhjyCqvaViOqEnEcsuQXFTV7mxYZ8TlVyAmrwyPjvBpZ1mjH5XVJ814eXvDzMwMADAgNBQ7t21DWkpKjyRnQMPvQXRsPAL9/WBkJKQXqwRCkQjP7fuux/qL/PMoRKYmMJJIEPnn3waRnPXUjCAh3XXbJ2ca3jZm2HzPMLw+LRRfnUnE1lPxKKqub7V9XmUdXv8jEh/8HYVHhvvgmXEBcG/nXW5CSN9RI1MgNr8C13NLG5cmliM6twzldV2bDWuPSMBDoL0UIY4WCHG0AJ/LxSBXC7w1I7zVao1hdC0saYdAIACPxwOPf2M4T0tNxcULF1BWWgqRSITgkBAMHjpUu/9aZCSuXbuGutpamJmbY0BoKIKCg3Fg/37k5uQAADZ+9BEA4Kuvv4RIJKIE7TahVqsReehvXDzwO0oycyAQGSFs2iRMXrYEXC5XuywSADbeswgA8MiW9fAYGIoNdy+EvY8nFnywFgCw4e6FcA70g4OfNy7+8gdqyyvgOiAI97zxIowtpK3GIK+vR8yxkwi+YxwkZmY4vfsnlOcXQGpvp20TeehvHHjvY8x/82Vc/v0wMq/HwtTaEjNWPQ1LZ0f8uelzZFyLhtjMFJOfWoLQqRO1jy1My8Bfn36FjKtR4PH58B89AtOfWwaRcUMBuB3PvAClTA6fEUNwbu8vEJmY4Ln93+GXdz5C/KmzeOXIL9q+0q9G4dj275EdGw++UAi30GDc9dIqGEvNEXv8NM7s2Y+itAyAw0HguFGYvmpZi0si2zvvTeMafNf0xnNSCHsfL9z9+guwcnHS9pV49iL+/fpbFKVnwtTaEu7hAzr5U0AMXb9JzjSsTUR4ZeoArJoQiB8up2LzsVgkFla22r5GrsSnJ+Pw+al43B3mhpUTAjHI1foWRkwI6Q7GGDJKaxCd17gcsbFiYkpxVZtLnbvDWSrBACdLBDtaIMRBigFOlvCyNgW/hfssrp4cgikBTth2NgFpxdXwsDbBYyP9KDEjraqrqwOPx0NtTQ2uRkZCoVAgLDwcAJCRno7Dhw7B0ckJI0ePRklxMS6cPw+JsTECg4KQmZGB06dOwdfPD/b29igsKsLVK1cQFByMgYMGQS6Xo7qqCiNHjwYAxMQlIMDfFxKxmBK020BFQSH++XInBkyZiIEzpiIzKgZnftwHK1cnDJ49HQFjRqIkKxtRR49jytOPwdjcHNZuLq32F3/6PCqKijF6wT3IiU/C1cNH8d+27zDrhWdbfUzciTOQ1dQidOodkJib4dSuvYj88ygmPPpQs7Z/fPwphs6dBc9B4Ti9+yf88u5H4AsFCLljPDwGheHsj/vx2/pN8B89HEbGElQWlWDH0/+DyMQYE5Y8DHldPc7t+QUMDHe/vlrbb2FaBhRyGe54fBEUspbfkEu+cBm7Xngd1m4uGLf4wcbYT6OysBjGUnP88s5HCJ12B0LuGI+ijExcOngIJpYWmPTkI50+7xr5yak4u/cXDJ4zAxX5hTj/80Ec2vQ5Fn78LoCG6wF/eOkNSO3tMP7RhwDGcOm31iv+kr6p3yVnGmIhH0tG+OKRYT44HJuNjcdicTql9WpYasbwc2Q6fo5MxxgvO6yaGIRpAU7gcmmwIsRQVMsUiMkr1ynQEZ1bhsp6Ra8cTyzgIcjhxmxYcOP/nV0KHeIo1anKqFK3f99G0n/t27tX+7mJiQlmz5kDZ5eGF9AXzp+HjY0N7po7V5tMKZRKXL92DYFBQSguLgYADBk6FFILCwBATU0NAMDN3R0x0dGQ1dcjIDAQAKBUKhEbl4AAPx8YGxtTgtbHGVtI8eyP27XXkg27ezayYxKQeukqBs+eDgdfLzgF+CHq6HEETRjTblERazcXLPnsI3B5Ddfo5yUmIzsuoc3HRP75Nywc7eEWGgwOhwNHPx9c++sfjH/kwWY/X7NXr0DQhDEAAA6Pi6Ofb8fs1Ssw+K6GhMZIIsYfH32K/JQ0uA0Iwtm9+6GUy7Hk8y9gam0FADCzscKhjz/D1GeegEnjjB6Pz8Ojn36kPQ8tObTxM1g42uOJrzdrZ8PGPHQvVIqG8eTZH7fBzObGm/XFmdlIvXQVeLJ5X+2ddw2xqQme+GqztkBKaU4eMqNitPuP7fgeIlNTPLltC8RmpgAApwBffLvy5TbPOelb+m1ypsHlcjAj2AUzgl0QkVGMzcdi8Mu1zDavLzmVUoBTKQXwszXHigmBWDDYEyIBFQ8h5FZRqxnSS6ubVUpMLem92TBXC+OGJMypIQELcbCAl41pj1wPdnMfdI0ZacsdkydDJBIhNSUFcbGxKC8vh7OLC+RyOYoKCxEWHo7a2lpte0tLSyQnJkKtVsPFxQUXuFwc/vNPDB8xAu4eHjA2bvt+nyqVCrHxifD39YGpqQklaH2YUCQCRIBKqURBShpKsnLA4XJQW9H6CqK2SO1ttYkZAJjZWKMkO6fV9hUFhUi7ch2DZk1DaU5DQRDvYYNw8rs9yLgWDfewEJ32lk6ONz53dAAAnZk8S8eG/fVVDbdPSo+Mgp2XB8DhoKqkVNuHSqlEUVqGNjkzt7NtMzErycpBSVYOpix7TGeZIofDAV8o1D5XtVqNovRMFGdkQVEvQ21ly+exo+fd2EKqU7nSzNYaspqG32XGGDKuRiN8xhRtYgZA5/yT20O/T86aGuJmjV2LxyGtpAqfnojDzvPJqJUrW22fUFiBZXvPYe2hSCwd648nRvnCypjKrxLSk6rqFYjOu1ElMSqvDDG55aiS9c5smETIR7CDFMGOFhjQOBsW7GABqUTYK8cjpLMcnZxgZmYGN3d3lJaU4Mzp0/D08oK6ccb1amQkrkY2v46xrrYWNra2mHXXXTh18iT+/OMP2NjYYPwdd8DW1rbNY6rVasQlJMLPxxtSqXmvPC/S+9RqNf7b9h0u7PsVQrEY9t6ekNXUQq1qvVBaZ/AE/Db7ijz8D5hajUu//olLv+oux7t6+Giz5KwpTRLS9Pa8PEHDy1jNz359dTVKs3Px4ewHmj2+qrikw8+juqwcAGBuZ9Nqm3M/HcDJ7/aAMQZ7b0/UlJWBqVt+d7Cr553Hv3E+a8oroJDJ2oyJ3B4oOWuBh5UpPp43FK9ODcW2s4n4/FQ88ivrWm1fWF2PN/+8ivVHo7BomDeWjw+El7Vpq+0JIc2p1QxppdWIyinVmQ1r715g3eFmaaJNwAY0zoh5WpnScmXSJ3A4HAweOhSHfv8d1yIjMXjoUHA4HPj4+sLXz69Ze6PGGQBnFxfcv2AB0tPScPLECfz6yy9Y+MgjMDJqezkuYwwJScnw8fKEpaVFrzwn0rsu/3YYJ7/9Efe+/SqCJ44F0FCIoqluz4y2sXrh6uGjsHZ1xh1PLNbZfvL7PYj571SrBTV0+2/hAI2bJGZmEHgZYcqyJc2a2Hl5tBP4DZLGmamKwpbvlZt04RIOb/4CU55+DCPvvxtcLhe/vPMR0iOvt9i+I+e9PSJjCTgcDmrLuzbLSfoOSs7aYGlshNWTQ7BiQiD2XE7DpmMxiMuvaLV9nUKFL04n4MszCZgzwBUrJwRhmDu9w0HIzSrr5YjOLUdUbimicssRlVOK6Lxy1LQxU90dxkJ+k2vCpAhxtESQgxTmYpoNI32bm7s7LCwtER0VhUGDB8PWzg6VFRVwdXPTeZHNGAOHw0FVVRVMTU3B4XDg4ekJmUyGf48eRXl5Oezs7MDn8yGXt16xlDGGxOQUeHl6wKbxmh7Sd+QnpYDH5yNg7CjtNpVSqVPtU7NsT1Zd06PH1tzbbPLSR7XXkWnUllfg94+2IO7EGYROvaPLx/AYGIqIg3/A3scLpla6RZU6Mzto5eoMEytLXPn9Lwy/5y7tOQEAlVKF/KQUAEDwxLHaaotqZevjV0fOe3v4QiGsXJ0Rf/ocJj31KHiN9+Ktr+nZ7xPRP0rOOsCIz8OiYd5YONQLf8flYuOxGBxPym+1PWPAgWuZOHAtEyM8bLBqQhBmBDvTdSSk31GrGVJLqhCV27RSYhkySntvNszDyqShUqKmUIeTJTwsTWg2jNyWOBwOwsLCcOy//xATE4MRI0fit4MHse+nn+Dp5QUjIyNUVVYiOSkJDzz0EK5GRqKosBAenp4Q8PmIjo6GQCCAVCoFAJibm0Mmk+HUiROQSqWwtLKCk7Nzs+OmpKZBrVbDzpbegDRE/375DYQSsc62oXNnwtHPBxEHD2Hfm+/DPTQEKZcikZeQDOcgf207S+eG67j+3rodQRPGgsvj9ch9yCL/PAoOl4sBUyY22xd0x1j8ufkLRP75d7eSsxH3z8PVw0fx5ZLlCJ8+BWa21qgpK0fyxcsYt3gBfIYN7lA/XC4Xdzy+CL9+sBFfPPoMQqfdAQ6Xi4TT5zF95TI4+vkAAA6+vwGB40YjOyYecafOwrjx9+hmHTnvHTF6wXwcfH8Ddjz9PEImTUBVcQkifj3UqT6I4aPkrBM4HA6mBjphaqATIrNKsOl4LPZFpkPVyhpjADiXVoRzacfhbWOKFeMD8eAQL0iEdNrJ7ae8Vo7oPN0qidF55W1et9kdJkZ87XVhIU2uDTMVCXrleIQYKl9/f5w/dw7Xr17Fw4sX4665c3HxwgVciogAj8uFhaUlhgwbBh6Ph6DgYFyKiMC1yEjIZDJYWllh+syZ2iWNIaGhyMnJQUx0NIyNjXHH5NZflKelZ0CtVsOhyf2piGG4fvRYs20+w4cgfMYU5CWl4PrRY0iPjMKIe+dCKZdDKb9xDa/HwFAMnDkNUUePIS8hGWMXNb9+q7M09zZzDwuBeQsJvcTMDL4jhiL+9DlUFBR2+TgmFlI8/tUmHP1iByIO/gFFvQwWjvYInjQersGBnepr0Kxp4AuFOL37J/y37XuIzUzhPWQgpPa2cPD1wsTHF+HCzweRm5CM8OlTEDJpAlIvNb/WE0CHzntHDJw5FdVl5biw71cc+exrOPp5Y+KShfhz0+ed6ocYNg5jvVXbrH/ILKvGZyfisf1cIqpl7b8ItTY2wpOj/fDkaD/YmorbbU+IoVGp1UgpqkJUk/uGReWWIbOsd5ZWcDiAp5Wptly9JhFzp9kw0k9kZGYhL7/1W73om4uzE5waK+kRQgjpHkrOekh5rRw7zifisxPxyKmobbe9SMDDQ0O88Oy4APjaUeUrYpjKamXaWbDrjf/H5JWjTtEzlb1uZiYSaO8VpvkIcpDCxIhmw0j/ZejJGQA4OtjD1cVZe20bIYSQrqHkrIfJlSr8HJmOTcdiEZVb1m57DgeYGeSClRMDMdLDlgY1ohdKlRrJRZUNSxLzyrUVE7PL23+joSs4HMDb2kw7CzbAqWFJopsl3eSWkJv1heQMAOztbOHu5koJGiGEdAMlZ72EMYZ/E/Ow6b8Y/JOQ16HHDHG1xsqJgbgrxBV8HhUPIZ2jUqt1is7c/LVGSU09onLLdW7gHJtfjvpemg0zFwkQ4mSJEEfNvcMsEWhvDmOaDSOkQ/pKcgYAtjbW8HB3A9ADJdkJIaQfouTsFojKLcOmYzHYezkNyjaKh2i4W5ng2XEBWDjMm5ZzkQ67ml2Cr88kIq2kGh5WJnh8lC/CnK2QUlSJneeTG4p15JR1aNltV3A5HHjbmGrvG9ZQKdECLlKaDSOkO/pScgYAVlaW8PZsuKcU/e4TQkjnUHJ2C2WX12DryXh8fTYRlfXtV+ixkAjx+Cg/LB3tBwdzyS2IkPQ1muVD649GYc2h5lWi3p4ZjhcmheCpH8/imwvJPXZcC4kQwQ6NyxEbE7FAeylVIiWkF/S15AwALCyk8PX2AkAJGiGEdAYlZ3pQWS/HN+eTseVEHLI6UOFOyOPigcGeWDkhEAH20t4PkBgMlVqNvMo6ZJbWILOsuvH/GmSVNXz9w+JxqJUrMWrDn632cfb5GRDyuBi8/vdOH5/L4cDX1kynQEeIkwWczCX0gouQW6SzydmF8+cRExUFuVyOoOBgjBk3rheja53U3AwqpQIfvL8OK1auwODBg1ptu2rlc3B1c8WqVStvXYD9yIa7F8LexxMLPlir71C6Je3KNexcvhoPvP8GAsaObLXdmlFTMXz+HExfufQWRkdIz6C3ufXATCTEs+MDsXSMP365moFNx2IQmV3aanu5So1vLyTj2wvJmBbohJUTgjDO245eHN8GZEoVsstqkFFWg8zSamSW1dxIxMpqkF1W0+pS2AB7cwTYS/H03nNtHmPHuUR8eu8I+NuZI76gotV2lhJhw7VhDg0JWIijBQLszCGm2TBC+oy83FxcungRDo6O8PH1hVAo1Fss5RWVKCttHNvofeBbIis6DkkXLmHEvXMhNjW5JcesKCzCqe/3Iun8JVQWFYPL40Jqbwef4YMxduEDkJibdbnvhDPn8fMbH+DuN1YjYEzryRghtxN61aVHAh4X9w3ywL0D3XEyuQCbjsXgcGxOm4/5KzYHf8XmINzZEisnBGFemBsEVDzEYFXWy7WzXTeSr8b/y2qQX1nX5b4tJQ03jU0rqW6zXVpxw34r44b2PC4HfrbmCHaUIqSxQEewowUczcWU8BPSx5WUlAAAxowbBxub5jf7vdVqaxuucVUzRlUcb4GsmDgc37EL4dMn35LkLONaNHa/+AaUMhmC7xgP50A/AEBhWgauHv4HbqEhbc5wtUetVgMAOKCfG9J/UHJmADgcDsb52GOcjz3i8sux+XgsfohIhVylbvUxkdmlWPT9Kbz2xxUsHxeAR4b7wFRExUNuJcYYCqvrb1pyWN2w5LAxISuvk/fa8UtrZQAAD6u2B2AP64b9z44PwMfzhsDfTgqRgNdrcRFC9EelVAIAjIyM9ByJrqzsbAwcGA4ej0cJ2m2iuqwcP77yFvgCAR77/GPYerrr7L/j8UWorazs1jECxozEa/8c7FYfhPQ1lJwZmAB7Kb64fyTWTg/H1lPx+OpMAspqW3+Bn1VWg9UHL+Hdv67hsZG+WDY2AE5SKh7SE5QqNbLLa5FV3sKsV2kNsspreq38fEfE5VcgJq8Mj47wwfZzSa22e2ykH1RqNe4a4HYLoyOE9Ibo69dx7epVVFZWwsTEBEEhIQgfOBAcDgcXz59HxMWLAIDvv/kGAPD0s8/qPP6XfftQWVGBxUuWaLcdPXIE2VlZWLxkiTZx+ufvv5GclIQlTzwBgUCA4uJinD11Cnl5eeDxeHBxdcXoMWNgbNLw5k9cbCz+++cfTJw0CVcuX0Z5WRnmzJunPYZMJkdMbDwCA/xQXV2N3bt/QNT1KHA4HISFhUKhaL9IFmnbf9u/x/EduwAAG+9ZBAB4ZMt6eAwM1bY5vftnXNj/G2rLK+AWFox73nhJZ9nhlT+O4PQPP6MsNx9mNtYY8/C9GDx7eovHO7f3F9SWV+C+d15rlpgBgNjMFGIzUwBAXmIKjm3/DtlxiZBV18A5OAB3rV4BS2dHAEDkob9x4L2PMeeV53B6108oycrB4k/WAUCL15iV5uTi21WvIONqFMRmphh292yMXXi/zvEVMhl+XbcJMf+dBGMMAWNHYcZzT8NIIgbQ8AbrqV0/4dKvh1BVXApLJwdMfupR+I8ZAQCor6nBqe/3Iu7EGZTnF8LM1hrjFy9A2J2TtcdYM2oqRtw7F1w+H9f++gfyujr4jhiKua/9DwIDe4OE9B2UnBkoezMx3pwRjtWTgvHdxRRsPh6L9DaWr1XUK/DxfzHYfDwW9w3ywMoJQQhxtLiFEfc9tXJl4yxXdcM1XzctPcytqIPaAK6TsJAI4WphDFcLE7haNvzvYmEMV0tjuFgYw0wkxFszwlut1hjmbKmHqAkhPe3K5cs4d+YM3D08EBIairzcXJw7cwYKuRzDRoyAh5cXysvLkZSYiJGjR0MkEjXrw83dHefPnkVJSQmsrKygUqmQkZ4OmUyG/Lw8ODg2vFjOzsqCk7MzBAIBysvLcWDfPhiJRBgybBgUCgWuX72Kg8XFuPf++yEQ3Fi1ce7sWQQFBUEkEkEskaCu9satO+rq6xEVE4ef9vyI/Lx8TJw4AfYO9oiOikFFRevXw5KOCRgzEiVZ2Yg6ehxTnn4MxubmsHZz0e5PvnAZtRWVGP3gfGTHxuPaX//i1Pd7MfWZxwEAEQcP4fcPP0HguFEYNm8WMq5F47d1m2Hp5AjPQWHNjpd49iJEpiYIGDeq3dj+2vIlJFIzjLx/HpRyBc7s/hn73/kQj3+xUafdP1/sxKBZd0JsbgoTSwtUl5a12N+x7bswZM4M+I0ciquH/8E/X+6EuZ0NQqfeoW0TeegIgiaOxaQnH0Hq5au4evgouDwe5ry8Snus07t/QviMKXDw8UL86fPY8+rbeGbXV7B2dUbc8TNIPHcRgRPGwNTSAteO/IcD722AU6AfbNxctceJOHgInoPDMG7xAiRfuIzo/07Cwc8bYx66r93zQkhLKDkzcMZGAiwd448nRvni1+tZ2PhfDCIyi1ttr1Qz7I5Ixe6IVEzyc8DKiUG4w9eh3y0jYYyhrFauU+FQk3hlNSZiRdX1+g4TAOBgJm5IvixNGv/XTcQ6slx19eQQTAlwwrazCUgrroaHtQkeG+lHiRkhtwm5TIaIixfh7uGBGbNmAQAGhIaCw+Eg8soVhIaHw8bGBnZ2dkhKTISXtzfMzJoXYnBvTM6yMzNhZWWF3JwcKBQKmJqZITUlBQ6OjigtLUVNTQ0GDRkCAIi4cAFqtRrz7rkHJo0zZQ4ODvj9118RHxeHkAEDtP2PHDUK/gEB2q9zanXvqxgTHY2c7Bw8uuRRjB8/DhwOB1OmTMGKZ1f29Cnrdxx8veAU4Ieoo8cRNGEMLBzsdfZbuzrj0U8/BJfHw7C7Z6MgOQ2Z0bEAALVKhf+2fYfAcaNw/3trAADD7rkLFUXFOP/zwRaTs9KcXNh6uoPLbf+697vXrIaZjfWNDYzh2PbvIa+vh7DJmwiTly5B+PQbM1OtJWfTVy3FwBlTAQADZ03Dpnsfwbm9B3SSswGTJ2Le6y8AAIbOm4UfXnwD1/76B1OeXgIw4OzeXzDivrmYtvxJAMDgOTOx6d7FuPjL75i+cil8RgxB6LQ7wOU1XAbgP2YEPp73MNKvXNdJzryGDMSD699s6OOuGVg/817kxCa0e04IaQ0lZ30Ej8vFvDA3zA11xdm0Qmz6LxZ/xGS1WQDrn4Q8/JOQhxBHC6ycEIj54e4Q8m+Pa43Uaoa8yjptSfmmFQ41n1fLlPoOEwIeF85SyY3ESycJM4GzVAKjHvqehDhK8em9I7Rfq9StX7NICOlb8vPzoVQoEBAYqLPdx9cXSYmJKMjPh5u7e7v9WFlbw8TEBFlZWQgND0daaiocHB1hZ2+P5MREjBozBtlZWQCg7S87Kwsurq7axAwAXN3cYCQSITcnRyc5s7K2RltysrMhEAhgai5FfX09RCIROBxOh17gk+6ROthpEw0AMLO1Rml2LgCgOCMLNWXlcAsLQVXJjerRdp7uSL5wucX+mFrd4UIdmsSsPL8ABanpKMvNA2MM9VXVOsmZvbdnh/oTm5pqPxeKRPAbORTX/z6m00Z0U0GUoInjEH/6PEqyclFbUQGVQgHXkCCd52vr6Y785FQAgIllw+ojWU0t8pJSUJabDwDNrqOzcLyRBPP4PJhYWaK+RvdNCUI6g5KzPobD4WCUpx1GedohsaACn5yIw/cXkyFTtv5CPCq3DEt2n8GaPyLx9Dh/LBnhC3Ox/sord4RcqUJWeW2LFQ4zS6uRXV4LRRsFU24VEyN+k1ku3SWHrhYmcDATg8u9NbOWvJte3Nz8NSGk76qra6jsKjE21tkuljRcY1xf3/GVAG7u7khMSIBKpUJ6WhrCBg6Eg4MDrly6hJLiYuRkZ8PSyko781ZfX9/suAAgEYs7dVwAqKqqgomJCZRKJWLiEhDg5wtJ4zVA5Nbi8nhQNl7rV1fdcM/Vw5u/wOHNX+i04/FbfqloZmuD0sYkq73VOSkRV3B48xcoy82Hva8X1KqG67U1BWy6S2JuDoVM1mwmTqeNtOHnua6iEvVVDc93z6tvN2tn5eIEAKitqMTvH32C+JPnYOHkoJ0tUynbvtacx+drnx8hXUHJWR/ma2eOT+8djjV3huLL0wn44nQCSmpkrbbPqajFK79dwftHovDoCB88Pc4frha35j4oN6uqV+jOeN10c+W8yjqDuC2OjYmoIdlqNuvVkHxZSIT9bskoIeTW01RfrLtpmaDm65auL2uNm7s7YqKjER8Xh+rqanh5e8PY2BhmZmZIS01FTk4OgoKCtO2FQmGz4wJAbV1duzNlLT2PwsZEU6lUIjY+Af5+Pp3qg7Su0+NR4zgrMW+YiRp5/zx4DRnYoYd6Dx2Ei7/8jsRzF+E3clir7WorK/Hjy2/CZ/gQPPH1JxCKRQ0FQHpw6V9VcQmEYnGriZmmDdAwI8ZpfNN08rIlsPfy0GnHb/xdO7ThM6RduY6l33wOW4+GglprRk3tkXh3794NoVCIsWPHws7Orkf6JLcPSs5uA7amYrx+ZxievyMYuyNSsOlYLFKKq1ptXyVTYPPxWHx6Mg53h7lh1YQghLtYAWhYCtd0xuXmrzuCMYai6vobyVZp86WHbVWgvFW4HA4czcU6ywxdLYzh1vi5i4UxJHQDZkKIAbC3tweXy0VSYiI8PG8s/UpKTASPx4OdvX0bj9bl7OICHo+HixcuwN7BAcaNs2LePj6Iun4dsvp6uHnceMHq6OSErMxM1NXVQSxumOXKSE+HrL4eTk5OnXoe1tbWSEpMRE52NpycnaFSqRAdEweZTKZNFEjX8RtvOi5rnAnrKCsXZ5haW6GysBg+w4fo7GttFmjUgntw9fA/+O2DTVi06f1mFRtltXWor65GZVEJ5HX18B05DEJxQ/KkUvXcZQe1lZWIP3MenoPDWm3DGMPVw/9AIjWHnbcH5HX1EBgZoa6istXnm5eUAlsPN21i1lOzfADw1ltvITExUWebm5sbVq9ejXvuuQe2trY9dizS99Arz9uIRMjH46P88OgIHxyKzsbGYzE4l1bUanuVmuGnK+n46Uo6fnl8IqYHOSMqtwxfn0lEWkk1PKxM8PgoX4Q5W+k8TqlSI7eyttWbK2eV1aBOjyXmNUQCHlykxjeWHFqaNPnaBE5SCd3Am/RLEREReOutt3Dq1ClwOBwMHz4cmzdvhq+vLwBAoVDgzTffxDfffIOKigpMmTIFn332Gew7kQCQniUSixEaHo7Iy5fBGIODoyPycnORnJSEQYMHd2rmTCAQwMnJCZmZmRg0eLB2u7ePD65cvgwjkUjnez14yBBkpKfjl337EBgUBLlcjutXr8JcKoVfk+IfHREYHIzLly7h8KFDGBAWBiOhEAnx8aiqqoJCSeX0u0tTmv7vrdsRNGEsuDyeToGN1nC5XExe+ih+eftD1FZWwnvYYAhFIpRk5SDtyjUs+3Zrs8dYONjj3rdewU9r3sXWR59B8MSxcA7yB5fLRUFqOmL+O4nZL66Ee/gACMUiHN+5G7KaWlQWFSHy0N/dep4X9v+GioJCqJRKXP7tMFRyBSYueVinTdL5Szi1+ycIRSLEnzqH9MjrmP3iCvD4fIhNTTBm4f04tu07lGbnwjU0GFwuD0XpGSjLy8fCDe/B0c8HUf8cx9GtOyCRmiHmv1Pg9NDlAgkJCVCr1UhPT8dff/2FXbt24dy5c3j66afx9NNPa9stW7YMTz31FIKCgui6zFusJ8bJlJQUPPvsszh16hTMzc3xzDPP4MUXX2z32JSc3YZ4XC5mD3DF7AGuOJ9WhM3HY3DwemarywQfGe6N6UHOWH80qlk59u3nkvD2zHC8MCkEH/0bja9OJyCnohYqtf7f4pSKhTeWHN5U4dDV0hi2JiJackhIC5YuXYrnnnsO3333HWpqavD6669jzpw5uH79Ovh8PlatWoWYmBicOnUKAPD6669j1qxZuHjxIv1O6dGIkSNhJBQiJiYGqSkpMDExwYhRoxA+sGPL0Jpy8/BAVlYWvLy9tdtsbG1hbm4O28ZZuqbbZ8+di/NnzuDCuXPg8/lwc3fHyNGjdcrod4RIJMKsu+7CqZMncTkiAhKJBAPCwqBQKlFdXYOS0jJYWdJtYLrKY2AoBs6chqijx5CXkIyxix7o8GPDpk2CUCzGqV178d/X30EoFsHexxMTH1/U6mN8Rw7F0m8+x+ldPyH54mVE/3sCYjNTWDjaY8zC++E5KAxGxhLcs/Zl/LXlSxzduh2eg8MxdtEDza5t6wgbDzcMnz8HyRcu4Z8vdwLgwHVAIO5Z+xLsfby07e54YhHiTp7D6e/3QiGTwcbdDfe+9QqC7xinbTN+8QKYWEpxYd9vSDx3ESJTUzj5+2LswoZzNvWZx1FbWYnz+w7C3NYGU5c/gb0tXKPWVVwuF56enli2bBmWLVsGoGGGLy4uDtu2bcPGjRvx+eef4/PPP9c+ZsmSJVi7di2cnZ17LA7Ssu6OkyUlJZg4cSKefvpp7N69G9evX8fDDz8MiUSC5cuXt3lsDmOGcGUP6W0pxVXYcjwW315IbjardfnFWahXqDBqw5+tPv7s8zMg5HExeP3vvR2qlr2mxPxNFQ41yZiZyLCLmhBiqGpqarRL2YCGYhPm5ua4cuUKxGIxBg4ciJSUFFg3Xk8kk8ng6emJnTt3YsqUKfoKu9/KyMxCXn6BvsO4Zbw8PWBjbdV+Q0L6gZKSEhw4cABr165FTk6OdvvIkSOxceNGDBkyhN406wXdHSffeOMNJCQkYM+ePdo+fv/9dzz11FPIzs5u83tGyVk/U1JTj6/OJGLryXgUVtcjwN4ckS/dhaf3nsP2c0mtPu6xkT749N4RCHv/V8QXdP9moXwuB84WxjfdXLnhpspuliZwlhpDJLg9yv4T0hfY29tj7969iIiIwPnz57Fv3z6d/Y899hgsLCzw4Ycf6inC/qu/JWcA4OHuBjtbG32HQYjBiY6Oxv/+9z8cOXJEu00qlWLHjh246667aPljL+rMOBkcHIwPPvgAM2fO1O5XKBQwNzdHRESETtGlm9Gyxn7GyliEl6cMwKoJQfjhUipOJjfctyOtpLrNx6UVVzc+3qhDx5EI+a1WOHS1NIaDmZhKvRNiIAoLC1FcXAx/f39s27YNwcHBzdr4+fnhzJkzeoiO9Edp6RlQq9VwsKdKdoQ0FRwcjL/++gtAw9/uDz74ABs3bsS8efMAAJMnT8a3334LBwcHfYZ52+nMOCmXyxEXF9esjUAggIeHB5KSkig5I82JBDw8OsIHi4c1XG/gYdV2SX0P64b9mlL9VsZGuonXTUmYpcSIptkJ6SO+/PJLTJgwAXZ2diguLsbQoUObtTE3N0dZWZkeoiP9VUZmFlQqFZydHDt0Ly1C+htbW1ts2LABGzZsQGlpKZYvX44ffvgBjo4NhWG+++47LFiwADwerUTqrs6Mk2VlZVCr1bCyar48uyNjKSVn/RyXy4FKrcbjo3zbXNa4ZIQvKurk+PGRcXCxMIaJUecuAieEGKaMjAx89NFHOHr0KABApVK1+CKYlsoQfcjOyYVarYarizMlaIS0wdLSErt378auXbtw9OhRTJ06FQsXLsTChQsxZswYHDhwoMVkgbSvs+OkqvF2DF0dS2m0JeBxuQhztsJbM8Jb3P/2zHCEu1jBXCxEgL2UEjNCbhMqlQoLFy7E0qVLte8CWlhYoKKi+XWl5eXlsLCgKnrk1svNy0d6RiY4HA7oMnlC2sbhcDBlyhQwxlBeXo5HH30Up06dgrW1NUJDQ1FSUqLvEPuUroyTmrGyq2MpJWdEa/XkEJz/30w8NtIHd/g64LGRPjj/v5l4YVKIvkMjhPSCNWvWQKFQ4J133tFuCwoKQlxcXLO28fHxCAwMvJXhEaKVX1CIlLR0AKAEjZAOMjc3x/bt26FSqbBu3Tpcv34d1tbWCA8PR2lpqb7D6xO6Mk6KxWJ4eHg0a6NQKJCamtruWErVGokOlVqtU6jj5q8JIbeHgwcPYtmyZYiIiICTk5N2e2RkJCZNmoT09HSYmpoCaCgR7O7ujl9++QUjRozQV8j9Vn+s1tgaKytLeHt6AGh5yRAhpHVqtRoffvghXnrpJQDAwIEDcfToUVhaWuo5MsPUnXFy5cqVqKmpwddff6193G+//YbVq1cjLi6OSukTQgi5ITo6GuPGjcOBAwcwcuRInX18Ph/3338/qqursXnzZhgbG+OFF15AZWUlfv31Vz1F3H8xxiCTyZCRmYWy8u7fxuR2YGEhha93ww2HKUEjpPPUajXWrVuHV155BQDw7LPPYuPGjXRtcRPdHSezs7MxaNAgrFmzBgsWLEBiYiLuu+8+bNiwQVtZszWUnBFCSD9SVFSEoUOHIj09vcX9jDHU1tbipZdewk8//QS1Wo158+bho48+golJ21VdSe9gajU4XC4qK6uQkZWFmppafYekd+bmZvDz8QaHw6EEjZAuUqlUePrpp/Hll18CAC5fvoyBAwfqOSr966lx8tq1a1ixYgUuX74MJycnbaLWHkrOCCGEEAMWffoCzK0s4eTnBS6Xi+LiEmRl50Aml+s7NL0yMzWFn68PuFxK0AjpjpycHDg7OwMAhg4dihMnTkAkEuk5qv6L5i8JIYQQA6ZWqhDx57/466tdKM7Og5WVJUIHBMPVxblf37+osqoKcfEJUKvVVCSEkG5wcnICYwxffvklLl68CLFYjL179+o7rH6LZs4IIYQQA3b9+FkkX76u/drCzgZDZkyCsdQMKpUK2Tm5KCgs6rcJikQiRoC/H/g8Hs2gEdJNNTU1GDhwIBITEzF48GCcP3++X78JpA8dSs7q6mW3IhZCCCF9gFhkpO8Q+pyujqNikVGz5EzDydcTYZPGwkgsQn29DJlZWSgtK+9mpH2TWCRCQEBDgiZXKPttokpIT9n3889YuPBhAA0VY21sbPQc0e2lrXG0Q8nZ3qNnejQgQgghfdd9k0fpO4Q+pyvjKJ/Hw90Th7eanGn4DRsIv+EDwefzUVVVjYzMLFTX1HQn3D7JyMgIAf6+4HJ5OBkZi5KKKn2HREifVlSQj+UP3wMAePWDjQgZOETPEd0+2hpHaeaMEEJIp9DMWef1xsxZU1wuF+FTxsElwAdcLhclJaXIzM6BTNa/xm+hUIhAf18YGRlBrlBAraYZNEK6Qy6XI8DfH3l5uXj8iSewadNmWj7cA7o9c0YIIYQQ/ehIcqYhlIgwbOYUWDs7gAEoKChAdk4eVCpV7wZpQAQCAQL8fSEWiehFJCE95I033sBbb70FOzs75Obm0j3RehElZ4QQQogB60xypmFuY4WhMybBxFIKlUqNnNxc5BcU9ptrsfh8PgL8fCGRiClBI6SHnDhxAuPHj4dQKERtbS0VCukllJwRQgghBqwryZmGg7cHwiePhUgihkwmQ2ZWNkpKy3o4QsPE4/Hg7+cDE2NjStAI6SEXL17EsGHDADQseRQIBHqO6PZDyRkhhBBioBhjKM7Jw5UjJ1BTXtHlfnyHhMF/xGDwBXxUV1cjIzMbVdXVPRipYeJyufDz9YaZqSklaIT0kOvXryM0NBQAUF9fDyMjug65J1FyRgghhBgwpmZgYEi9GoP485chr6vvWkdcLsInjYFbkB+4XC5KS8uQmZ2N+tu86BeHw4GvjxcspFJ9h0LIbSMhIQH+/v4AgNraWojFYj1HdPug5IwQQggxYHtzijFYagJPiRGUCgXiz19BypUoqLtY5EMoMsKQmZNh6+oEAMgvKERObh6USmVPhm1QOBwOvL08YGVpqe9QCLltpKWlwdPTEwCgUqmoSEgPoeSMEEIIMWAfp+Th+5wSjLU0xRs+jrAyEqC2qhoxJy8gKz6py/2aWllg2MzJMLWygFqtRk5uHvLyC27roiFenh6wsbbSdxiE3DY0M2ihoaG4evWqvsO5LVByRgghhBgwTXKm8bCTFZ52s4WIz0N5QRGuHz+H4uzcLvdv7+GKgVPHQ2QsgUwubygaUlLaE6EbJA93N9jZ2ug7DEJuGwcPHsTcuXPx0ksv4f3339d3OH0eJWeEEEKIAbs5OQMALoCXvB0xz04KPo+L3OR0RJ86j+rS8i4fx2tgCIJGDwVfIEBNTS0yMrNQWVXVveANlJurCxzs7fQdBiG3jeeffx4bNmzA77//jpkzZ+o7nD6NkjNCCCHEgLWUnGmY8bl4398FI6TG4ABIux6HuLMRkHW1aAiAsDvGwD0kAFweF6Vl5cjMykZ9fdf7M1TOTo5wdnIEY4wqORLSAwICAhAfH4/k5GR4eXnpO5w+i5IzQgghxIC1lZxpuIuFWB/gAh9jEVQKJRIuXEHylSiouljkg28kxNDpk2Dn4QIAKCwsQnZOLhS3WdEQRwd7uLo4U4JGSA9QqVTg8/kAqMR+d1ByRgghhBiwjiRnGiMtjLHW1xm2RgLUVdcg5tQFZMYlAV0c6k0szDF05mSY21g1Fg3JR35BAdRqdZf6M0T2drZwd3OlBI2QHlBRUQGpVIohQ4bg4sWL+g6nT6LkjBBCCDFgnUnONO51sMRKDztI+DxUFJXg+vGzKMrM6XIMtm7OGDR1AsSmxpDL5cjKzkFRcediMmQ21tbw9HADAErQCOmmnTt34tFHH8Xx48cxbtw4fYfT51ByRgghhBiwriRnQEPRkP952eNee0vweVzkp2Ui+sQ5VJaUdTkWj9BABI8dDoFQiJraxqIhlbdH0RArS0t4e3kAoASNkO4SCoVQKBSQyWQQCoX6DqdPoeSMEEIIMWBdTc40JFwu3vN3xlhLE3A4HKRHxSHu7CXU19R2uc+Q8SPhFRYELo+H8vIKZGRloa4bRUgMhYVUCh9vT3A4HErQCOmG8vJyWFhYYOTIkThz5oy+w+lTKDkjhBBCDFh3kzMNF1FD0RB/ExFUShUSIyKRFHGt60VDhHwMvnMSHLwalgMWFhU3FA1RKLodqz6Zm5vBz8ebEjRCuunrr7/GE088gVOnTmH06NH6DqfPoOSMEEIIMWA9lZxpDDE3xtt+TrAXCVFfU4uY0xeREZPQ5aIhxuamGDpzCqR21mCMISc3D3n5fbtoiKmpCfx9fcDlcilBI6QbNL8/arWafpc6iKvvAAghhBBy60RU1GDaxUS8nZgNldAIg6aOx6SF82Hn7tKl/moqqnBs936c+ul31FfXwMXZCeGhIbCxse7hyG+dqqpqxMUnQqVSg97DJqTrcnIaChF9+umneo6k76CZM0IIIcSA9fTM2c2e87DDA45WEPC4KMjIRvSJc6go6vrx3EMCEDJuBARGQtTW1SEzMwvlFZU9GPGtI5GIEeDvBz6PR+/6E9JFmptTK5VK8Hg8fYdj8Cg5I4QQQgxYbydnACDicvGunxMmWJmCw+EgIyYBsWciUF9d0+U+g8cOh9fAEPB4PFRUVCIjKwu1tXU9GPWtIRKJEBjgBwGfTwkaIV1QUlICa2trvPnmm1izZo2+wzF4lJwRQgghBuxWJGcaDkZ8fBjgiiBTMdQqFZIiriEx4iqUXSzyweXzMeTOCXDw9gCHw0FRcQmys3Mg72NFQ4yMjBDo7wehUEAJGiFdMG7cOJw8eRJyuRwCgUDf4Rg0Ss4IIYQQA3YrkzONcDMJ3vVzhqNYCFltHWLPRCA9Kq7L11+JTU0wbNZkWNjbgjGG3Lx85Obl96miIUKhEIH+vjAyMqIEjZBOqqyshLm5OVasWIFNmzbpOxyDRskZIYQQYsD0kZxpzLaT4gVPe5gK+KgqLUfUibPIT83scn9WjvYYPH0ijM3NoFAokJ2Ti4LCoh6MuHcJBHwE+PtBLBJRgkZIJ82bNw8HDhyAQqEAn8/XdzgGi5IzQgghxIDpMznTeMbdFgudrCDk8VCUlYuo42dRXljc5f5cA30xYMIoCEVGqKurR0ZWFsrLK3ow4t7D5/MQ4OcHiURMCRohnVBTUwMTExN89tlnWLZsmb7DMViUnBFCCCEGzBCSMwAw4gJv+TpjkrUZeFwuMmMTEXP6IuqqqrvcZ+CoIfAZHAYen4fKyipkZGahpra2B6PuHTweD/6+PjAxMaYEjZBOkEgkqKuro1tUtIGSM0IIIcSAGUpypmEn5GNdgCtCzcRgajWSLl9HwoVIKOXyLvXH5fMwaOoEOPl6gsvloqi4BFnZOZB3sb9bhcvlws/XG2amppSgEdJBZ86cwejRo5GWlgZ3d3d9h2OQKDkjhBBCDJihJWcaIaZivOfvDBexEeR19Yg9G4G063FgXSzyITIxxrCZk2HpaAfGGPLyC5Cblw+VStXDkfccDocDXx8vWEil+g6FkD6Dw+Fg6NChuHDhgr5DMUiUnBFCCCEGzFCTM41pNuZ4xdsBZgI+qssrEHXiHPKS07vcn4W9DYbMmARjczOoVCpk5eSisLDIYJdBcTgceHt5wMrSUt+hENInLFu2DFu3bqWbUreCkjNCCCHEgBl6cqbxlKsNHnGxhhGPh+KcfEQdP4uy/MIu9+fs543QO0bDSCxCfX09MrKyUVZW3nMB9zAvT3fYWFvrOwxCDJ6mrP62bduwZMkSfYdjcCg5I4QQQgxYX0nOAEAIYI2fE+60MQePy0VWfBJiTl1EbWVVl/v0Hz4IfsPCwePzUVVVjYzMLFTX1PRc0D3Iw90Vdra2+g6DEIOnuU6T0pDmKDkjhBBCDFhfSs40rIV8rPN3wUAzCRhTIzkyCgnnr0Ah62LREC4X4VPGwyXAG1wuF8UlpcjKyobMAIuGuLk6w8HeXt9hEGLQtm3bhscffxxyuRwCgUDf4RgUSs4IIYQQA9YXkzONAGMR3g9wgZtYCKVcjrizl5F6LRpqVdeKhhhJJBg6cxKsnR3AGEN+QSFycvMMrmiIs5MjnJ0ctbMCVM2REF2ae579+uuvmD17tr7DMSiUnBFCCCEGrC8nZxqTrM3wqrcDLIQC1FRUIvrkeeQkpna5P3MbKwydORkmFuZQqVTIzslDQWGhQS2RsrSQwszMDMYSCSQSsbbwASVshDTgcDjw8PBAamrX/xbcjig5I4QQQgzY7ZCcaTzqYo0nXWxgxOehNLcA10+cRWluQZf7c/TxQPiksTCSiFEvkyEzKxulpWU9GHHPMRIKIWlM1CQSCYwlEhgZCZtde0NJG+kvHnzwQfzwww8G9aaKIaDkjBBCCDFgt1NyBgB8AK/5OGKWnRQ8Lhc5iSmIPnUBNeWVXe7Td2gY/IcPBl/AR3V1NdIzs1FdXd1zQfcSLpcLiVisTdgkEjGMJRKd8uKMMUrYyG0pMTERfn5+dEPqm1ByRgghhBiw2y0505DyuVgX4Ioh5hKAAalXoxF//jLk9bKudcjlYuCkMXAN8gOXy0VJaSkys3Igk3WxPz1qmGXTTdiMjIxolo3cdjgcDh5//HF89dVX+g7FYFByRgghhBiw2zU50/CWGGF9gAs8JEZQKhSIP3cZKZHRUHexyIdQJMLQmZNg4+oEANqiIUqlsifDvuW4XC7EjbNsxhIxJGIJjI1plo30bXZ2dig0sOtF9Y2SM0II6ccyMjIAAG5ubnqOhLTmdk/ONMZbmuJ1H0dYGQlQW1mN6FPnkR2f3OX+zKwsMHTmZJhaWUCtViM7Jxf5Bbffi0ChZpZNLGlI2owlENEsG+kjPvroI7zwwgsG/Xt5q8dJ7i05CiGEEINSXFyMVatWwdfXF3FxcTr7du7cCQ6Ho/MxevRoPUVK+ovjpVW440ICNqTmgSsRY+iMSZjw4DxYOTl0qb/KkjL88+1POHfgLyjqZXBzdUHYgBBYWVn2cOT6JZfLUV5egdy8PCSlpOLa9WhEXI5EVEwsUlLTkV9QiKqq6mYzh4b8Ypj0H3PnzgUA5OXl6TmS5ro7TqakpGDGjBkwMzODi4sL1q1b16HjUnJGCCH9TFpaGry9vVFcXAxzc/Nm+3NycvDSSy9BoVBoP06cOKGHSEl/9F12CUaejcO+3FKY2lhj3P13YfhdU2Fi0fxntSPy0zLw5xff4frxs+BxOfDx8kRwUABMTU16OHLDoVarUVNTi6LiYmRkZiE2PgGXrlzFlchriE9IQmZWNkpKS1FXV6+TpDHGKGkjt5SnpycA4MiRI3qORFd3x8mSkhJMnDgR48aNQ2ZmJnbv3o3PP/8cW7ZsaffY/B59JoQQQgyeSCTC0aNHMWTIkBYrZOXm5iIkJAR8Pg0RRD/UAN5JzsUn6fn4wN8Fwz3d4ODphtTrsYg/ewmyuvpO95l8+TqSL19H2B1j4D4gAEEB/igtK0NmVg7q6zvfX18kVyggr6hAeUWFdhuHw2mxYmTT33+6lo30Fs3P1ddff43FixfrN5gmujtOfvLJJxgxYgRWr14NABg7diw+/fRTPPXUU3jmmWfa/H2ikZcQQvoZBwcHODi0vlQsNzcX06dPv4UREdKySqUay6Iz4CEWYn2gK7xDg+AW6If4C1eQfOU61MrOFw25+u8pRJ++gKEzJsHO3QUWUikKCouQnZPb54uGdAVjDDW1taiprQVw49pGgUDQcA1bk3uziUUiupaN9DgXFxecPXtW32Ho6O44uX//fnzwwQc626ZNm4aysjLExsYiKCio1cfSskZCCCE6cnNzsXbtWri7u2PIkCF49913IZfL9R0W6cfS6uSYfzkZz0Sno4wBwWOGYeqSBXAN9O1Sf0qZHGd/+RP/fLMXlcWlsLO1QXhoCBwd7MHl0ksjAFAoFCivqERuXj6SU9JwPSoGFy9dwfXoGCSnpiG/oACVlVV0LRvptscff1zfIXRaW+OkXC5HXFwcgoODdR4jEAjg4eGBpKSkNvummTNCCCE6FixYgBEjRsDW1hbR0dF4/vnnkZqaiu3bt+s7NNLPnSmrweQLCbjf0RLPutth8J0T4T1oAKKOn0VRVm6n+6sqLce/3/0MWzdnDJo2Aa4uzrC3s0VmVg6KS27/CpmdxRhDbW0damvrUNxku0Ag0FaM1CyLFItplo10zPz587FmzRoUFxfD2tpa3+F0SFvjZFlZGdRqNaysrJo9ztzcHGVlZW32TckZIYQQHStXrtR+7uHhAVdXV4SHh2PdunV9ZuAkt7c9uaX4KbcUL3g5YL69JcbcOxv5qRmIOnEeVaVtv/BpSWFGNg5/+T08w4IRPGYovL084OBgh4zMLFRWVvXCM7i9KBQKVFQoUFFRqd3G4XAgFomaLItsSNoEAoG2DSVtBAB8fRtmwM+dO4dZs2ZptzedhW3rZ4QxBpVKBaVSCYFQCN4tmP1ua5xUNd6jsaWYOzIzT8kZIYSQNoWGhsLc3ByJiYmUnBGDoQawLiUPn6UV4L0AZ4x2d8EkD1ekX49D7NkIyGrrOt1n6tVopF6NxoAJI+EZGoxAfz+UlZcjMysbdV0oQtKfMcZQW1eH2rq6ppeyQcDn35SwGUMkFoFLs2y3pZuXubaVsJw5cwbTpk2DUtmQaCmUSqiUSihVSu22ho8mn6tU2mQIAEKCAmBsbNy7T6oFTcfJ8PBwAEBFRQVMTHSrwpaXl8PCwqLNvig5I4QQ0ibGGORyOb1YIgapWq3GszGZcBEJ8WGAC/wGBMAl0BeJF68g6dJ1qLpQ5OP6sbOIPXMJQ6ZPhL2nG6Tm5igsKkZ2Tg4Uiv5XNKQnKZRKVFRWoqJSd5ZNJBLdKEAiFsPYmGbZDElHkiwNtVp9UzJ1I5FqlmA1Jl4A8NeRI5gz755efR69pek4KRaL4eHhgbi4ODg5OWnbKBQKpKamIjAwsM2+KDkjhBDSphMnToAxhpCQEH2HQkirsurluD8yBcPMjfGWnxMCRw2FZ1gwYk5fQEZMItDJQhVKuRznDv4FY3MzDJ01Gba21rC2skRuXj7y8gugVqt76Zn0P4wx1NXVoa6uDigp1W7n8/naSpHGYjEkxg0VIzUzLZSwdV5nkiyVSnUjoVK0NIPV+LVKN+HqalGYqOvXu/Q4Q3DzODl79mzs3bsXkyZN0rY5fPgwXF1d4ePj02ZflJwRQgjR+ueff3Dy5Encd999cHZ2xuXLl7FkyRKsWrWq2fIMQgzRhYoaTL2YiLvtpXjO0wGDpk6Az6BQXD9+FoUZ2Z3ur6aiEsd27YeNiyMGTZsIF2cn2NnZIisrB0XFxe13QLpMqVSisrJK57q/hlk2oxszbBIJJMYSCPvZLFtHr8cC0LD0r3GZYPOlgc2TK1XjLNetrLzp5+ePhIT4W3a87ujIOPm///0PgwYNQlhYGBYsWIDExEQ8++yz2LBhQ7vfL0rOCCGEaPn4+GDnzp2YOnUqCgsL4ezsjKeeekp7I01C+or9+eXYn1+O5z3scL+jJUbfMxMF6VmIOnEOlcWl7Xdwk6KsXPz19S64DwhAyLgR8PJ0h4O9HTKysnQKYZDe1TDLVo+6uvqml7I1zLI1uZm2pmKkoc+ydb7ohQpKpQKKJjNYKpVKm3ipWlkyaOgGhIb2meSsI+Oks7Mz/v77b6xYsQIvvfQSnJyc8N5772HevHnt9s9hdEMKQgghxGB9nJKH73OorHt3SLhcvOvvjHGWJuBwOMiIjkfs2Uuor67pcp/BY0fAa2AweDweyisqkJmZ3VD8ghiUhoqRN26mbSyRQCgUavf3RNLWmaWCjDGdWao2i140mdFqWvTidvTP0b/x+muv4tyFiG71o6+CID2JkjNCCCHEgFFy1nMcjPj4KMAVgaZiqFUqJEZcRVLENSgVii71x+XzMWT6RDh4uYPD4aCouARZ2TlQdLE/cmvw+TztPdkkTYqQdGaWTa1W616P1VZVwSbb6VrFlqWnpeGB++/FP/8eg3E3ltDfDskZLWskhBBCSL+QJ1PiwaupCDeT4F1/ZwSMGAzP0CDEnL6IjOj4Tl9jo1YqceG3vyExM8HQmVNgY2+jLRqSm5dPL8QNlFKpQmVVFSqrdO9hJ9LMsonF4HA4rV6T1Z2iF6RlNra2AICi4uJuJWe3gw4lZ3X1st6OgxBCSB8hFhnpO4Q+p6vjKJ3r3hFZWYvpFxNxl50UL3jaY+CUcfAZPABRx88hPy2z0/3VVlbj+A+/wMrJHoPvnAhnJ0fY2dqgvKKyYemaQqFdwqZUaAozKPrM9UD9RX19Perr61GKzt/InHSPWCwGANTUdH2psYZKpYLcwG950dbf9g4lZ7+dutRjwRBCCOnb7ps8St8h9DldGUf5PB7unji8F6IhGr8WlOPXgnIsd7fFw05WGDlvOgozcxB14iwqCju/lLQkJx9Htv0A1yA/BI8ZDksLKbhcbqvL4xquP2os8KBQQqFUNEnemiZzN7bTjA25HWmWlFZWlHerH8aAgtIKnLoa1wNR9Z62xtEOXXNGM2eEEEI0aDan87ozc0bXnN0aRlzgbT9nTLIyA4fDQWZsImLPXERdVfffyecbCWFqYQ6JuRmMzU0hNjGByFgCI4kYQpERBEZG4An44PF54DQmc60ldKrG65xaTOYUiiaf36jkR0hfMGLYELz+xlpMnz6jy32EBAVAJBLd/jNnNBATQgghXUfjqOGTqYHVcdmwE/KxPsAVAwJ94eznjeTL15BwMRJKedeLfChlcpTlF6Esv6hjD+ByYWxuClOpOSTmphCbmkBsYgwjiRhGYhEERkYQGAkgMjIGl8sDh9t6MqdWM6hUjcmcTvLW+lJLmp0j+lJe1v0lpTweD2Ierwei0Q8qCEIIIYQQ0qhArsSia6kINRXjXX8X+A0bCPcBgYg7E4G0qDiwW1HkQ61GTVkFasoqOvwQoUgEU0spjKVmEJuaQGJqAiNjCYwkIghFIvCFAkhEInD5PHA5HHAal5G1RKlSQdmYyCkUN8/OaZZc3thOhU9ITykvp+v9KDkjhBBCCLnJtao6zIxIxHQbc7zk7YCwSWPgPWgAok6cQ15Kur7Da0ZeX4+S3HyU5OZ3qD2Xz4OxuRlMGmfnJKYmEGln5xqWWhoJBBAbicDltb3UUq1Wd2qppVJp2EvOiP6UlZXrOwS9o+SMEEIIIaQVfxZV4M+iCjzlZotHna0wYs40FGfnIer4WZQVdHCZogFSK1WoKilDVUnHZypEJsYwkZrDWGoKiZkZxCaShtk5sRhCkRB8oRBCsRhcE167hVBUKlXDzJy8/aWWCgUVQukvaOaMkjNCCCGEkHZ9kVGIHRmFWOvvhKmOdpjw0N3IiktCzOmLqK2sar+D20B9dQ3qq2tQnN2x9nwhH8ZSKUykZpCYmUJsdqMQipFIBL6RECKhEBKJWJvMtV4IRd2QqGln4BQ3llg2XWrZ+DUVQumbynrgmrO+rkPVGgkhhBCiH1St0fBYC/lY7++CcDMJGFMj+UoUEi5cgUIm13dofZ7E3LRxqaUZJGaaQiiShkIoIiEEQiF4fH7DUst2b1OgbOW6uZZm6PQ3O6d5DhwOB5yGT9CwSfd/DjgN+zRtbv5f26aF/1t8XPO2LR1X85imcWrjbWFbq8+phefW9NhWVpYICAjAmbPnWn1ON+JpKUYOhEKBtix/X0UzZ4QQQgghnVAsV+LR62kINBHhA38X+AwOhXtIAOLOXkLqtZhbUzTkNlVbUYXaio7PRApFRjCWmsNEagaxWeO1c8YSCLW3KRBCYmQErsRYW9WyrdsUaJI5pmYtJDU3JRYNWUGLiUyz/7XtmicwfV2rSS0DGFjb21jDP5otIpEIphJJwxbNPtb0OA3bGWMN36OGL8AYgxoAE/T91KbvPwNCCCGEED2Ira7H7EtJmGxthle9HRE6cRS8B4Ug6sR55Cal6ju8fkFeL4M8vxBl+YUdas/lcmEsNYOxecO1c+LGQigiiRjCxtsUCIUCcPgNiRNjDS/+NZ83TQjUrDFxYKwxmWj4WvMY1uRD92uAMXVDN2r1je1qzX71jYRDrdneuE3NoFarwcDAVJr2Ku1j1arG/tQ3/ldrPm/cp1arG7c3bFND3bBPrWmvatyn0vapfYxKDTVr+B+Nffek6pIy/LZle5cfP/GhuyG1s+nBiG49Ss4IIYQQQrrhaHEljhZX4jEXGzzuao3hs6egJLcAuUmpkNXVQ15bB1ldPWR1dZDX1kOp6Po900j3qNVqVJWWo6q0XN+hkBbw+/D9yXpKryRnKsbAazJVe/PXhBBCCCG3m21ZRfgmqwiv+zphpr0NrBztWmynVqkgr5dBVluH+to6bfImr2tM4mpvfC6vrYOsXqadvSHkdpaYkY6ImGsYEhSq71D0pleSs8TqeuzLK0V2vRzOIiHucbBEgKm4Nw5FCCGEEGIwlADeSMzBG4k5sBHy4SY2gpNIAAeRELZCPqyFfFgI+DDj82BibgYTCymEHIDH4bRayIAxBoVMDnldPWS1tZDVNs7CNSZyNz7XJHn1UNG9xEgfEhFzDTwuDyq1Cht27cBzDz3abxO0Hk/OtmcWYUt6gfbrC6jB/vwyLHe3wxLXvr0GlBBCCCGko4rkShTJlbhU0bH2Ii4X7mIhnMQCOImEsDcSwFrIh5VAAHMBDyZiMSQmxjDhcMDncMDltlHcQqm8kbBpllXWNiZxOrN0Ddvk9bIefOaEdM7VxDio1A23P5Ar5LiaGEfJWXepGENidb1OYtbUlvQCjLI0gY+xiJY49hFb0wvwZWYRTo4MgBm/42uA77yQAD8TETYFufVidLfOT7kl2JFVjBK5EqMtTbDxNnlehBBCDEu9Wo34mnrE19R3qD0XgJ3RzbNzAlgJ+ZAK+DDjC2BsIYKplSWsOAC3rdk5tRpymRzyujrU19Q1JG9NZ+VaSO7UKqpKSXpGmG8A/rt4DnKFHEKBEGG+AfoOSW96LDnjcTjYl1faZpuf80rxuo9TTx3SoLyZmIMD+WXYNsADg6XGHX5cXFUdnohKwzI3OzzgZNWLEfa865W1OFNahQedrTuVvHVFRHk1Hr+eDqBhMBLxuHAwEmCslSkec7GBcQ8d/+W4LFyrrMX+wT4Q87jIr5fj/eQ8eEmMsNjTHlwO8HNuKTan5eOLAe4INpX0yHEJIYSQzlIDyJMpkSfr+BJGMz4XrmIjOIuEcBQJYGckgE3jUktzPg8mxiYQm5rCnMMBj8sBt43S80q5QlvoRFajSdyaXD930/JLpZzuA0daNiQoFM899CiuJsYhzDeg386aAT28rDG7vu1fupy6hv3fZBVhqNQEgbfJdWh1KjWOFjWsWfitoKxTyZmq8f4N3D44mfj/9u47vO3qbPj4V3tblveK40xnT5IQ9gqjrLLKphQ6aAttaUtLnzJaStdDoaXvQ6ELSqFQIOxZEiAFEjLI3sOxk3gPDWvP3/uHZMWKZxIntpP7c12+Yv2WjiRHR7fuc+6zoT3An/e2cEmR44gHZx0uK3IwPcuMNxbnU6eXp/a1strt5+kZowdkvZCYoqBOrnUIwO5AGAX4VkUhZ+VlAfB8ajFYNcPwRRNCCHFca48l2OQNsskb7NfxWqDMpGeEUU+pSU+hXkeBQUuuXke2VoPNYMBiNpGdp0KnAk0vC0Mn4gkioVQWzh9Iz4/rqGK5v6JlKsALhWXNuGFMrdGg1mjQaA/8V9vt9oqpE7i6836NBrW2Y39y4XGNVps+Xq3RoNFpk9tSxxotw/9L8wENzsqMelbg73F/qUkPwBtNbv5Q3cQkq4krix2cX2DHPIxLZ37Y2o4vnmC8xcji1nZ+MjaBSdO/1cmn2Mx8evKkI9zCY8eMLDOXFjkAuLEsj+9t3sOSNi8bvUGmZR3+f8iHJpVn3A4lktWxbNr9r+e1pbnDLssphBBCHIoYUBOMUBOMgKt/5+RoNYw0J7NzxUYdBfrk3LkcnZYsnRqLzYYl2062itTcuZ4/M0XDkdSQykDGsMqMIZadliqIR6UQCpAMajSdgyF1D0FRp2AndU7m7e4DKY1WkwqUtPuPS52v0qjRDMDn+uT6cMklqpXUvwklmTGOk/w3llCIKAqx1E8BYDjsex5cAzrn7MriHF5u7Pl/7hVFOez0h9gdSE463eIL8sDOIA/vbuQLBdlcWeyg0jr8smlvNLkYadLz3VGFfHvTHha3eri40JHen1AU/q+miTeb3PhiCUaZDXy1PJ+z8rKoC0W4cOUOfji6iBvK8ogkEjxX18ZbTW5qQxHsWg3XluZy84jui6n4YnGe3NfCh63tNISjFOh1fH1kfsb9z/h4E9eX5qJVqXiryU0gnuDUXCsPjC/DmAoiFUXh6dpWXmpw0haJMcpsIF+v6/Exd8xHA7hw5Q4A/jqtgjnZ1vQx/9jXwgv1TlzRGLPsFn41oYzsTiu3v9bo4ul9rdSGIhQatHxlRD5XFOcc1HN/ksPKkjYvDaEo07Jgmy/IE3ua2eQN4ovFmZZl5t5xJYww7f+v2hCK8MfqJj5z+QgnFMZZDfxoTDFTbGbu3V7LR63tfHryJF5vdHH/jjqA9JDKt+eO53O3n/t31PHvWWOYkPp77e2aQgghxPHEGYvjbA+wtj3Qr+MNahhhNFBu0lNsSAZ0yUIoWuw6LTajEbPF3M9CKPFkdq5TIZSMpQoCmQVRIkdgmYL9QY42I+jpEjBl3Nag1mrRaNT7A6YD92s6jklljDpudzpOrVGjHqDAKPm0JAOizoFRguTn/pgC4VRQFFUUogmFaCxGVFGIJBTCiQTh1L+heIJQQiGU+j2QSBCIJwjGE/hjyd8DiQS+WBxfPIE3FiN8CEnT52eOGfYV4gd0ztlEm4k7Kgq7LQpyR0Uhk2wmfpb6sNuZP57gpQYnLzU4mWozcUVxDufl2/udfRpMjaEIq9x+bhtZwIkOK3l6LW80ujOCo1caXTy5r5XrSnMpM+pZ1+7n+bq29DC5zta3B3ipwcmCPDtFRh0ft3n5Q3UTlVYT8x3WLsd/0NrOp04f5+TZydNrebvZzf3b65hiMzPKvD8gWdjgZG62la+NzOczp4/3W9qZaG3jK6mg7+naVv5Q3cQJdgvXlebSGomlh+9158y8LPYEI7zX4uHOUUVk6zQZ9/eZy4cnGufLI/LY1B7krWY3T+5r5fuji5LtqXfy4K56zs7L4uqSHNa0+/nFznpGGPXM7eZx9vj8h5MLeebok29ED1c1kq3TcGNpMtD9R20r92yv4+kZowFoDke5cd1uogmFq4pzyNFrWe3xs7490CWQmmk3c21JDs/XO/nKiDwqTAYcuq5veAdzTSGEEEJkCidgVyDMrkD/K0YWppYpKDPqKEotU5Cr1+HQacjSabFk27HlOMjpa5mChEI0Ek4NtQymM3IJJbE/+NF0zhZ1BFb7M077A6NkcHS4koGRgtLxO2RmjFKBUagjY5RIBkPRWIxoKpOUDIySwVE6MIonCCaSAVEgHicYVwjEE/jiCfyxOIF4Am8sji8WR2YHDp4BL6V/a3k+J+dYeanBSV0wQqlJz1XFOUywmni90cVrvWTWADZ6g2z01vG7qgYuKszmyuIcxlqMA93MAfNmkxsFuLAgG41KxRcK7DxT20Z9KEKJMTmMc4cvhFaVDFBNGjXXlebSkgoqDjTeYuTl2ePSGa3LixyctmwrK92+boOzU3JsXFSYna6AeUaujfNX7uBztz8jWDox28qjU5JVBq8szuGsz7alx5sH4wme2tfKvGwLT0ytSH8bpUHF3/a1dNvOCVYTU2wm3mvxcE5+FqWpx9phpMnA36aPSrarBHb4Q6xPfYMWVxT+tKeJs/OyeDg1jPCa0lyawrt5rr6t1+DMF4/TFI7ijsZY4fbzr7o2So06ZtqT8/wenFBGoWF/xk8BHt/TTDCeHGr6+J5m3NE4L84ew2hz8u/qutJcwt2MaS83GZiTbeX5eicnOawZWcHODuaaQgghhDh8TZEYTZEYK/u5TIFVrWaESc8Ik55So44Cg35/IRSdBpvZgslqw6YCbaoQQEf2KJ0tQiGuQFyBSCpbFEskM0aRWIxoIkqkU7YorCQIxZPZomA8+XsyWxQnkEj+7o/H8ccS+FPZokAsIYHRce6ILEI9zmLMqMoYT6WLF+RnEVcUFja42OLrfSKqL57g3/VO/l3vZHqWmSuLHSzIs6eDlqHijSY34yxG4ijsDYaZZbfwz9rksMSvjywAYL7DyosNTr65sYbvjCpklt1CvqH7IYP21LC/UDzBTn+IfaEIerUadzTe7fG5+uTx/lic7f4QtamiK+4DFp/smO8HyfHdeXotvljymjv9ITyxOFcW52QME9AcRr2LEqMuY8mEQoOOfcHkN2LVgTDOaJxZdjOtkf1B6jiLgaVOX6/XfaiqkYeqGoFk0Y5ZdjP3jStFm7qvjsCsPhRhlz9MbSiCArTH4pg0aj51ejnRYUkHUR0MvYx378uRuKYQQgghBo4vkWCrP8TWfi5TIMRgOSLB2YHrmHXcNms0XF6cw+XFOWz1BlnY4OSdZg/BPjIM69sDrG8P8FBVIxcXZnNFsaPLB+HBsNbjZ1+qQuUlq3Zm7HuzU3B2Zl4Wv504gkd3N3LL+mrmZVu454B5UB1C8QQPVTXwdrObXL2WsWYj0UQybd0ddzTGL3fW81GblxFGfTpbFkv0Pn5aq1IRTx3SkMriFfUQMA4EjQoiqTZ5U0Fh50Crc7t6c2NpLifn2LBokt+AdZ7DBrDc5eOhqgbqQhEqrab0FwMdz58rGhvwx3kkrimEEEIIIY4/RyQ464+JNhP32kr5/ugi3m32sLDRyTZf799mtMfi/KuujX/VtTHbbuaK4hzOyctCP0gZijea3GiAX0woQ9cpqPhvm5e3mt2s8fiZlRpud16+nXPysni32c1DVY3ctrGGN+eM73LNv+xt5s0mN09Mq0ife8GK7T224Te7Gvjc4+eFWWMYkxr+OePjTf1qf3IUM9hS2UhXD9m5nhxs5fqOcLEjoLqxNJcTD2J+GcBYi7HHczzRGHdu3svJOVaenTkGk0bN640uNnn3z3PM0mpoOoj1YPrjSFxTCCGEEEIcfwYtOOtg0Wq4siSHK4odbPIGebnByXstnnQJ856s9gRY7Qnwv1oNlxRlc0VRDiPNR694ZsfaZic6rHyhIDtj31iLkbea3bzZ5GaW3ZKef6ZRqbio0EFdKJqep3Sg7b4QeXptOjBTFCWd/enOdl+IMWZjOjCL9vG8dWeMxYgGWNzq4bRcW3q7L957RtOgSgZ1HcMj+2ukKTnOuykS5eQcW8a+3h5rX/YGIwQTCU7LsaWLyRyYcZxtt7CkzcueQDjj7yWmKH1m7XpyJK4phBBCCCGOP4MenHVQqVRMzTIzNcvMD8YU83azm5cbnOz09165xx2L88/aNv5Z28YcuyVZ7CLPhu4IZ9M61ja7sDC7y75RZgOTrCYWtXj40ZhiflfVSERJMN9hRY2K1xtdFBt05Oi11B2wcPdEq4mlLh+/3FnPKLOBD1vbe5xvBjDRZuS9Zg9/rG4kW6dlUYuHg33khQYdFxRk80aTm0hCYZbdzCZvkLeb3L2eNyI1j+3R6iYW5GWhUam4pMjR6zkAapWK744q5J7tdXii1ZzksGHUqNgbTFa+fHH22IN8BEkjzQZMajV/2duMP56gKRzl9abMAjTfGFnAJ04vN63bzVXFOeTptaxrDzA9y3zIa5cdiWsKIYQQQojjz5CsWGDTarimJJcXZ43l6RmjubgwG4O67wzEKo+fH2/bx7krtvOH3Y3pAhRHwhtNLswaNWfmdi2HD3BRYTa+eIIPW9u5eUQeGlQ8ubeV/1fTRLFRxx8ml3d73i3leZyfb+edZjfP1LZyUWE2Jcae5zN9f3QR8x1Wnqtr45UGJ18rLzikbM3/jCvm0sJsPnUmS/cH4gmu6SOwmJNt4bIiB2s8fv5Y04Q33v8M2kWFDh6ZVI4/nuBPe5p4vKaZXf4Q364oOOi2d8jSavjNxDJUqHi0upHqQJivlmeuDzfWYuRv00dRaTXybF0rj+1pwhWNMTuVqTwUR+KaQgghhBDi+KNSlAFeee8IaY/GeavZzcIGZ3oR6/6Yl23hquIcTs/NQtePAE8IIYQYSh6uauCZXtadFEIIkSSLUB9FWToN15Xmcm1JDuvaAyxscLKopZ1IH7HlCrefFW4/eXotlxY6uLzY0WVNLiGEEEIIIYQYbMMmc9YddzTGm03JuWk1wf4t2acCTnJYuaI4h9NybVKwQQghxJAmmTMhhOgfyZwNsmydlhvL8rihNJfPPX5ebnCxuLW9xzXBIFnOfanLx1KXj3y9lsuKHFxW5KBYsmlCCCGEEEKIQTSsg7MOKpWKOdlW5mRbcUZivNHk4uUGV3qB6J60RGL8ZW8Lf9vbwik5Nq4sdnByjq3LItpCCCGEEEIIcaQdE8FZZzl6LTePyOemsjxWuf0sbHDyUVs7sV4GbyaAj51ePnZ6KTLouKzIwReLHBQaeq6SKIQQQgghhBAD6ZgLzjqoVSrmOazMc1hpi8R4vdHFy41O6kLRXs9rDCcXiP7LnmZOzbVxZXEO8x1WyaYJIYQQQgghjqhjNjjrLFev5ZbyfG4ekcdyl4+FDS7+29ZOb6tyxYElbV6WtHkpNui4vNjBFwsd5Es2TQghhBBCCHEEHBfBWQe1SsVJOTZOyrHRHI7yeqOLVxpdNIR7z6Y1hKM8VtPMn/c0c3puFlcW5zAv24JasmlCCCGEEEKIAXJcBWedFRh0fG1kAbeU57PM5ePlBicft3lJ9HJOTIEPWtv5oLWdMqOOK4pzuLTQQY7+uH0ahRBCCCGEEAPkuI8qNCoVp+bYODXHRlM4yquNLl5tcNIUifV6Xm0oyqPVTTxW08xZeTauLMphTrYFlWTThBBCCCGEEIfguA/OOis06LhtZAFfLc9nqdPLwgYXnzq99LZKd0xReL+lnfdb2ik36bmiKIdLirJx6OSpFUIIIYQQQvSfSlF6WbFZUB+K8Gqji9caXbT0kU3roFOpODsvOTdttt0s2TQhxJC1Z88eAEaOHDnILRE9ebiqgWfq2ga7GUIIMeQ9P3MME22mAb3m0e4n1UflXoaxEqOeb1cU8s7cSh6ZVM5JDit9hVpRReG9Fg9f3VDN5Z/v4tnaVjzR/gV2QghxNLS2tnLnnXcyfvx4tm7dmrHP5/PxrW99i8LCQhwOB7feeiter3eQWiqEEEIcfYfbT65Zs4bTTjsNi8XCuHHjeOqpp/p1vxKc9ZNOreKsvCz+NLWCt+aM55YReeT2Y+hidTDM73Y3smD5du7ZVstajx9JVgohBlN1dTVjx46ltbUVu93eZf+1116L0+lk/fr1fPbZZ+zZs4ebb7756DdUCCGEGASH209WVVVx3nnn8dWvfpW6ujp+//vf8/3vf58333yzz/uWiVGHoNSk5zujivjmyAKWtHlZ2OBkhdvf6zkRReGtZjdvNbsZYzZwZXEOFxZmk6XVHKVWCyFEktFoZNGiRcyZM4eKioqMfR999BEbNmxg586d6PV6ioqKeO6556ioqGD79u1UVlYOTqOFEEKIo+Rw+8kHHniAW2+9lZtuugmAiy66iAceeIBf//rXXHzxxb3et2TODoNOrWZBvp0/TxvFG3PGcXNZHg5d38FWVSDMb6saOHf5Nu7bXsuG9oBk04QQR01xcTFz5szpdt/LL7/MVVddhV6vT28rKCjgpJNOYvHixUeriUIIIcSgOZx+MpFI8Oqrr3LDDTdknHfZZZexYsWKPqcJSHA2QMpNBr43uoj/zKvkNxPKOMFu6fOcUELhjSY3N63bzdVrqnihvg1fLH4UWiuEEN1bv349U6ZM6bK9srKSnTt3DkKLhBBCiKGjr36yurqaQCDAhAkTMvaXlZVhMpmoqqrq9foSnA0wvVrN+QXZ/G36KF47YRw3luZi78fQxR3+EL/e1cA5y7fx8x11bPYGj0JrhRAiU2trK7m5uV222+12XC7XILRICCGEGDr66ic75qlptV1nj2VlZfXZl8qcsyOowmzgB2OKuX1UIYtb2nm5wcma9kCv54QSSnIh7EYXE61GrijO4YJ8OxaZmyaEOAri8Xi3y3+o1fJdnhBCCNFXP9nT/s7H9EZ626PAoFZzYWE2T84Yzcuzx3JdaS42bd9P/VZfiAd31rNgxXYe3FnHNp9k04QQR5bD4cDj8XTZ7na7cTgcg9AiIYRIum1kAetOm4JNc3AfX9+ZO57fTyo/Qq06+q4qzuHdueNZecokHjmGHtdw0Vc/6XA48Hq93daT6E9fKsHZUTbGYuRHY4pZNG8Cv6gsZXqWuc9zAvEECxtcXLOmiuvXVvFqg5NgPHEUWiuEON5Mnjy5y3ouANu2bWPSpEmD0CIhxKG4b1wJ606bwmx7358zOptgNfLx/IlcU5JzhFp25Ey1mbhtZMFBB2+H4gS7hXWnTWHdaVNYfepklp40kYWzx/KdikLMA3j/v5pQxttzx2NUJzMxhQYdPxlbjC+e4OHdjXzm8nFlsYNPTprIZOvALr4sutdXPzl27FhUKlWXuWW1tbWEQqE+qx5LcDZIjBo1Fxc6eHrGaF6aPZarS3Kw9uM/82ZvkJ/vrGfB8m38amc9O3yho9BaIcTx4pJLLmHhwoXE4/uLE7W0tLB8+XIuuOCCQWyZEKK/jGoVC/KTazNdUnhwGW8NKlQqSAzDItLTsszJ4OwoTgV5pcHJAzvqeHxPM62RGLeU5/P41IoBu75WpSKhQMfLMdpsQK1S8aeaJl6od/JSgxNtaghdgmH4og1DffWTOp2O888/nxdeeCHjvFdeeYWzzz4bk6n3IPqIBGdKItHrbZFpnMXIT8aWsOjECfxsfClTbH1/8+GLJ3ixwcmX1uziprVVvN7okmyaEOKwXXzxxeTm5vKNb3yDuro6ampquP7667n11lsZMWLEYDdPCNEPZ+VlYdNq2O4Lck5eVjrr0h+bfUFOXbaVFxucR7CFx4517QFeb3LzbF0bt22s4aPWdqZnmZnaj89y/fGjrfu4eNUOwqloueO19Mb2f+b7d72TU5dtZat8YX9U9Kef/NnPfsYjjzzCCy+8gMfj4f333+eXv/wlDzzwQJ/XPyIFQTwtbexevwW/px2LPYvR0yeRXZh/JO7qmGLSqPlikYMvFjnY5gvycoOLd5rd+PsIujZ4g2zw1vG73Q1cVODgymIHYyzGo9RqIcSxRKPR8Prrr3PnnXcybdo0jEYjN998Mz/72c8Gu2lCiH66pNBBTSDMo9VN/GlqBefk2Xmr2Z3erwJuryjk4sJsrFo11YEwf9vbwkdtXkoMOt6ZV8lDVQ38q64NnUrFdaW5XFSYTZlRjycW5/m6Np6ube32vi0aNbeMyOesvCyKDTqaI1H+sqcl4/7XnTaFZ2tbiSkKFxVmY9ao+aTNx307atNBCMCXy/K4qjiHXL2W6kCYlki0x8d828gCbhtZAMA785LDxr66vprPPf6M611dkoNDp2WNx8//bKvF02kJo0sLs/nyiDzKjHqawjGe2tfCK40HV6V2mcvHmXlZFBt1bPQGqbQYuW1kAVNsJqxaDRvaA/xiZz21oUj6nCKDju+MKmS+w4pBrWKnL8z/VjWw2RfkgfGlnJmXxanLtnJJYTYPVJYB8LfpowD4wortnJBt4YHKMq5evYvt/lCf1xSHpz/95IwZM3j55Ze56667uPXWWxk3bhzPPvss8+bN6/P6Ax6cbV+xhs2frkzfbqGOmo1bmXzKXCrnzRrouztmTbCa+Ok4E3eOLuTdZg8vNzjZ0sc3It5Ygufr23i+vo2ZWWauLM7hnPwsDFJlTQjRg5qami7b8vLyeOaZZ45+Y4QQh63QoGNOtoUn9jSz3OWjJRzlkqLsjODo8iIHt5bn86/aVmpDEWZkWbi2NJeP2roujjs9y8xVxTksavXQGIpyWq6NO0cXsd0XZLnb3+X4s/OyOCXHyuJWD62RGBcWZPPzylI2eQPUBPcHJFcW57DS7eOve1qYn2PlvAI7W31B/pEK+r5clsedo4tY5fbxXF0beXot15Z2LV/e4aPWdkaa9FxQkM0juxtwR+NUB8Lp/fMdVuw6DU/va2VKlomLCx3cMiKP31c3AXBFsYN7x5WyuMXDC/VOZmVZuG98KftCEVZ18zh7UmTQAeCMJIO+H4wpwh2N80xdK3q1mpvL8niwspSb11cDkK/X8syM0ejUKl5qcOKMxJhttzA9y9wlkFrrCfBcXRvXleby5N4WaoJhXNGu6+MezDVF3w61nzzjjDNYtWrVQd/fgAVnSiKBp6UtIzDrbPOnKymoGIHJZqFlTx1GqxmjxYLRakbXaYVtkcms0XBFcQ5XFOew2RtkYYOT95o9BPsYKrq2PcDa9gD/W6Xh4sJsrijOYZTZcJRaLYQQQojBcHFhNirg7WY3CeCdZg83luVSbNDREE5mnsZbjUQTCv+vpolQQuH5eid5+u4/Eu7wh7hi9c50RuuVRhcfnzSRudnWboOzT51e3mpK3jfAkjYv/5lXyQnZlozgbLnbx/c27wVgYYOTD+dPSE/rMKpVfGVEHstdPm7bWJM+J47C18oLum3ndn+ITd4gFxRks7ilnfpwZpZtTzDMV9dXkwBeaIDxFmO6KJsa+NbIQha3ePjh1n0AvFDvpNCg5bqS3F6DM6tGQ4FeS7ZOy7xsC9eX5lIbjLA2lbG7Z1stzZFY+ngV8M2RBRjVKkIJhW+OLCBbp+FLq6uoDiaDyefrnei7KcWeDBR9XFeayzKXLyMr2NnBXFMMPf0KzoKhcK/7VSoVRoOe3eu39HpczYYtzFxwOtuWr8Hr3J8m1ui0GC1mDBYzBrMZo8WU/P2A21qdrj/NPWaN1qn5UXke3y518J9WL6+1eNgZiPR6jicW59m6Np6ta2OmzcQXC+yc4bCgl2yaEOIQmYzyRc/B6qsf7Yk81+JgXVKYzU5/CA0qRhj1rPH4+fKIPC4qzOave1sA+Mzl4+qSXB6fWsEfq5tY2x6gtVMA0Vl7atifQa1inMXICKOeSCJBtq77ohvOVCbHrFFTaTFSZkp+AZ99wIK8dZ0CtTjQGolhTRXyGGcxkq3TsvCAeW/xw6h3UR+K0vlr7aZwlBGm5P+vUWYDuXotazwBcnX727nTH+bkHGuv1/3R2GJ+NLYYgISisMYT4IGddXTkszoCs2KDjrEWA2VGPWqViiythlAkxik5Npa7/OkgqkOkmzLs/XUkrjmcxONxItHu/56Hit7e2/sVnL3xyee97s/LzuLsOVPxe9p7Pc7vSabL9abMBsWjMfzudvzu3s9X1GrQ6VC02uS/Oi1oU/922s5xEHhogSuAepWGdRo9W9Q6Yn18I7LWG2StN4hJSTAtHmVGPEIOXTNwWRYTep2OSDRKu1/S30KITFcvOHmwmzDs9NWPdker0XDFWScegdaIY9WMLDPlqc9Yb84dn7Hv4k7B2ZI2Lz/aspfvji7iqRmjWe7y8eAB86A6GNQq7hpTzIUF2bRFYuwKhNCpVekKgQeyazX8dFwJZ+ba2BeKpIcWavsoShJTFDSpQ4pTQwMbwz3PMTtccQX0qTZ1VHfsHGh1iPYxUumfta0sdXrxxxPsC0Yy5rABzMu2cNeYYkqNerb7gmhSz1vH8+fQaQf8cR6Jaw4XCgpNTg+frOta6n4o6a0f7VdwdsmpJ/S6v2MVbIs9ixbqejzOYrcBEAke2jeIqkQCwmFU4d7P1xr0GMymdDbOaDFjMJv2/566rdEekXoog8Ibi/Nem5fXmj3sDvaeTQuq1KzQGlihNXBCVjKbdlq2FaNOg1qtQduppH8sniCRiBOXSpBCCHHI+upHhRgIlxRmE1MU7t1WS7RTluT0XBsXFzqYmWVmbXsAgPdb21nc2s4FBdncNaaIJ6ZWcPGqHV2u+fXyAi4uzOa2DTXpc985IPDr7O6xxZxgt3D1mip2pwKzdafZ+9V+FalKhKnPHI4esnM9OdjEUEe46E5lWf5Z28pyl++grrHLH2JFD8Mes7Qafj+5nKVOHzesrSKUULikMJupnda4bY/FKTQM7OfRI3HN4UKFisIc+7B+z+3XK9efYRVKIsHo6ZOo2dhzpFoxbRKelraMIY1HQiwcIRaO4Hd1Xb27M53RgMlixmi1pOfAdb5tslowmM1ojuJ6GYfKBNxkNXNjeQHr25Nz0xa1ejKqHnXn8/Ygn7cHebCylIsKHWxNzWurDUUoM+q5sjiHiTYTHN8jSoUQ4rDI8ERxpHWsbbbc5ePdlszPP7v8IS4udHBxYTZr2wPp+WcJknPTSo06vlVR2O1QxUqrkdZILB2YAensT3cqrUaqAqF0YKY9hGlOVf4QMUXhnDw7nzj3B0t9rQcbVpJBnVWrgYPIHO0JRmgORynU61h2QHB2OGOxyk16zBoNHzu9hFKfxw7MOK72+Dkj10a5Sc/eTl+ua4CupT7650hcczjRaDSYNEP/s3tPBiysVqnVZBfmM/mUud0WBZl8ylwchfns3bKTknGjCPkCBH1+Qv7AoK2DFg2FiYbCtLf1HizqjcZk8Ga1YLSYMaWLmVhSvyd/1EPgD0GlUjHDbmaG3cxd0SLeanazsN7VZdxxZ5cVObio0MHf97bw/2qa0ttX4OflRhd3VBRya7kshSCEEEIMVR1rm73d5O6yryYYYbM3wIJ8O/9b1cAPxxShV6n5zOUjgcKlRQ7qQxFc0TgmQ2Y4stUX5JQcG/8ztpjqQJiz8rJ6nG8GsNUb4vwCO3dUFOKOxliQbyd+kCmt5kiMd5vdXFrkQK9WscYTYIrNxIWF2b2ety8ViHx3VCGLWtuJKwpvdvN8HEgBHq1u4pcTyrDrNCxzeQnFFcpNeuZkJ7OAh2JPIEwgHufr5QVYNGoKDTouPWBR8D/vaebUHBv/nDGalxqctEZizMgys749wL/rD22tuSNxTXH0DHjOs3LeLApHlVO9fjN+jxeL3cao6ZPJLsgDoHzSOMonjUsfrygKkWCIkH9/sBby+ZPBmz/5b8gfGNQgLhIKEQmFaG/t/Q/aYDKmA7h09s3SkZVLbTObjloQZ9dpub40j+tKclnjCbCwwcni1vaMoQ4A15fmstkbzAjMOvt/NU2c5LBSatTji8cpNujSQ1mFEEIIMfguKXTgj8X5qK37+ftvNbn58dgSzsrL4h/7Wrm1PJ9byvMwqdVs9YX436qGbs97cm8rZUY9XyjIpj0W5897msnT9zyc5pHdjdh1Gq4rzaUxHOWR3Q38blL5QT+eX+1sIK4kS/OflmNjmcvHv+vauKEsr8dzVrn9vNLg5IKCbCZaTfwtNceuP95udhOIx7llRD7fGllIMJFguy/EYzXNB932Dt54gru31vLDMUV8d1QRK9w+/ra3JWNeW1UgWUXyO6MKuaE0j2hCYYsvyOoeKjH2x5G4pjh6VIoy8KVblEQCVaeiHAfePqRrKgrhYCgZuKUCuKAvQCgdwCVvh/0BjsBDGlAd8+H2Z94smVk5qwWD2YT6CBQ2cUVjvNnk5uUGJ3uCEcaYDbx8wjh+saOOl3tZaLFj/Y/LP9+JMxJjks3ERKuJyTYTE61GiiRgE0KII+LhqgaeqWsb7GYIIcSQ9/zMMcnpOMPYEZkteGAgdriBGaTK9ZtNGM29P+FKIpEK4joyb/uzbxmZuUDw4GeODpBwIEg4EMTT0ktnq1JhMJsOmBOXnAfXsT6cyWrBYDIe1PPr0Gm5qSyPG0tz+dzj5/PUJNbOFZrGmA1kaTW0x+JUpcaMd5S8tWs17A6EWebyZYzLdug0TLKamGQzpf8t0GslYBNCCCGEEKKfjrlSLiq1Oj0HLJueU99KIkEoENwfrHUEb52ycCF/MhM3KBSFcMf9N7f2eJhKpcJgMSWLmaSHVKaKm3SaJ2cwmzICJZVKxZxsK3Oyk+t3lBn1lBTpuaEkhzHW/QFwlS/Is/VOOirgHlgitoMrGmepy8fSTgFbrk7LRJsxI2grMEhlESGEEEIIIbpzRIY1HksSiQRhf4CgP5AO3PYXM9mflQsHhvZ6YCq1Opl57BTAdWThSipH40eNQ6/F2dRCzfot+D3tWOxZVEyfRE5hPq5IjNZojKtW7zqsduTptUyyJodCTk4NjcyXgE0IIXokwxqFEKJ/ZFjjcUCtVmOyWTHZel8hPhGPE/IH9wdvnYuZdMrMRYKho9TyTEoiQdDnJ+jrOhlUpVYxcnIl21esyai02UIdNRu3MvmUuVTOm8Wmdj8GtarP8vy9aY3E+Njp5WOnN70tX69NB2odGbZcvfxpCiGEEEKI44t8Ah4gao0Gc5YVc1Z/grjAAQFcahhlek5cgEjo6AVx2YX5uJpaul0CAWDzpysprBjBNLWaB7ZvQJ1lw2s206A3slOjY72ixaXVwiHOL2uJxFjS5mVJ2/6ArVCvZaLNxGSriYmpgC1HAjYhhBBCCHEMk0+7R1kyiLNhzrL1elw8FksHaunqlOllBlKZOH+AaKjn9cv6w5brwJ6Xw5r3/9vrcdUbtjBzwemo1Wq8e2sBKE79nAao9ToSVisek5lavYGdaj3NBiNtRhPRQ1g6oCkSo+mAgK3IoEvNX0vOY5toM+HQyZ+wEEIIIYQ4Nsgn2yFKo9VisWdhsWf1elw8mgri/AcuLZBZ4CQajnR7vt5oAMDv6X5dlA5+TzJI0psM3e5PRKLgdGHHhR2Y3Glf1GjEZTSxT2+kxWDEaTTRajTjMRhQDiLb1hiO0hiO8mGnNVyKDboDhkQasUvAJoQQQgghhiH5FDvMaXRaLNlZWLJ7D+Ji0ej+TJzPnx5S2TEU0WLPooW6Hs+32JOZvkjw4DN1ulCIglCIggO2x1WqZKBmMKUCNhNtqZ+grn9FQhrCURrCURa37g/YSo26TmuwJYdEZumOzsLfQgghhBBCHCoJzo4TWp0Oa7Yda7a9yz4lkWD09EnUbNza4/kV0ybhaWnD6+x5oeqDpVEU8oMB8oNdlysIaLTpQK3zj9NoIt7Hum51oSh1ocyAbYRRv7+sv9XEBJuJLK0EbEIIIYQQYuiQ4EygUqvJLsxn8ilzuy0KMvmUuTgK84lFo5xx/eX4nG58Lg9epxufK/l7PBYb0DaZ4zHMfi8j/N6M7QrgNhhoM6QCNpM5/Xu7Xt9jUZJ9oQj7QhHeb8kM2PYPiTQy0WrCKgGbEEIIIYQYJLLOmcjgbm6lev1m/B4vFruNUdMnk13Q82LeAIqiEPT68bnceF1ufE43XpcHn8tNwOPt9dyBFFGrcaaDNtP+AM5oIqzt3/cQI036jEWzJ1iNWCRgE0IMIlnnTAgh+udYWOdMgjORQUkkUHUaNnjg7YMVj8Xwu9szg7ZUxi1ymJUmD4ZPq8sM2FK/uwxGEr08PhVQYTLsHxJpSwZs5kOoQCmEEIdCgjMhhOjKqFYx1mJknMXIeIuR8VYj02xmdOpDW9ppqJDgTAyacDCUCtiSQyM7fve7PSTiiaPShrhKhctgxGkw0mY002oy4TSYaDWZ8Gt13Q6TVAGjzIZ0sDbRamSC1YRJc+hBrBBC9ESCMyHE8a7EoGOcxcg4q5FKi5FKq5Eyox516nNaXFHwh6MYNBoMw7wInARnYshREgkC7b5U0OZOzW1LBm9Bn/+otSOk0XTJtLWlgrcD125TkwrYUsMhJ9lMjLcYJWATQhw2Cc6EEMcLo1qVkQkbb0kGY+ZOU0zCsTitvhC7WtpZsaeVRVvrWFrdTCIBy394ITPKcgfxERw+KQgihhyVWr1/eYBR5Rn7YpFoMlDrZn5bLBId0HYY43FKAz5KA74u+zw6fTJgM5ppMxiThUlCJt7yh3hT5QZAA4y2GDqtwZYM2IwSsAkhhBDiOKYCio06KjsNS5xgNVFi1GVkw3zhKLub29lY7+S/O5t4Z3Mtzb7Q4Db+CJPgTAwrWr2O7MI8sgszi5QoikLIH9gfuHVk21xu/O52BjpBbI9GsEcjjG73ZGyPpdZu65xxW2MwschkIqjVoQHGWIxMshpTQyJNjLcaMRzGvD4hhBBCiKHKrFEzzmJIB2GVFhPjrEbMqS+rFUUhHE/Q6gvx332trKxp4z9ba1lW3TLILR8cEpyJY4JKpcJktWCyWsgfUZKxLxGP4/d4O5X+d+N1JgO3cCA4oO3QKgoFwQAF3a3dptWmh0a2GE28kvq93WiiwmrOGBI5zmJALwGbEEIIIYYJFVBq1KeHJI5LjR4qMerTx8QTyWxYVaOHDXVOPq5q5O1NtbT6j16RuKFOgjNxzFNrNNhysrHlZHfZFwmF02u1dQyTTGbcjsDabbEY5ljXtdsSgMdgoM1o5nODkf+YzLiNJrJyshmVm83ELDOTrSbGWgzoegnYEokE6k77D7wthBBCCDEQLBp1OhM2zmJkgjX5r/GAbFiLN8QHe1pZUdPCf7bUs2LP8ZkNOxgSnInjmt5oIKe4kJziwoztybXbfBmLbXcsAxBoH9i129SAIxzGEQ4z9oB9EbWaJqOJrQYTLpMJnd1Ofp6D0UV5TMrJYozZmC4Z62lpo3r9Fvyediz2LEZNn4SjMH9A2yqEEEKI44cKGGHUMy5VnGO8xchEq5GiTtmwWELBF4qwo9HNulon/93ZyLtbanEGIoPX8GFMgjMhuqFSqTBn2TBn2SgYWZaxLx6N4fO0d1oGwI3Pmcy8RQd47TZ9IkFxwE9xwA8uoH5fet8KnY7EeWcyqXI021esYfOnK9P7WqijZuNWJp8yl8p5swa0TUIIIYQ49tg0asZ2qpRYaTEy9oBsWCiWoMUbZHFNC59Vt/D+1jpW7ZVqsgNJgjMhDpJGp8Wel4M9Lydju6IoRIKhjDlt3lTg5nN7UBIDu3abLRpl/OgRuJpaMgKzzjZ/upKCinLs+TmoVCpU3azbJoQQQojjhxoYYdKnhySOT63XWmTQpY+JJRS8oQjbGlysr3Px0Y4G3ttShzso2bAjTYIzIQaISqXCYDZhMJvILS3O2JdIJAi0e9Nz2jovAxA6xLXbisaMRKvTUb1+S6/H1WzYzMwFp/PJa++xr82NKSebosI8Rhblk52fi8lqkaBNCCGEOAbZtOr9QVhq8eaxlv1VojuyYc3eIO/vbmZZdTP/2VLL2lrXILf8+CXBmRgQIb+fmjUbKJkwnqz84b3435GgVquxZtuxZtu77ItFoqnhkZ70UEl3W3K4JL0UJTHbrAD4Pe293rffk5wjZ7NZMFbVoLjdNOyuoSG1P67VonVkk5OfQ0lhPtl5OWTl5WAwmw7psQohhBDi6NIA5SYD46yG9NywCVYTBRnZsATtwSib61ysr3Ums2Fba2kPDWwBNHF4jkhwtubt/9C4czdf+N43B/S67S2tvPG/jzL74guYeNpJh329RCLBosefJLuogHlXXDIALTx87/2/P5OIJwb8uTvS2ptaeO7un3H1g/cw+cxTB7s5w4pWr8NRmN+leMf+tduS67Y1tzhpaXMRdHlQBwIEvMnFsS32LFqo6/H6FrsNgICn62LaAJpYDKWllbaWVtq27Ni/w2jAmptDQUEu9rwcsnJzyMpzoDMYDvMRCyGEEOJQ2bWa/ZUSrUYmWIyM6bQET0JRCMXiNLcHebeqieXVLbyzuZaN9ZINGw6OSHC2c/kqtnz06WEFGLtXryPsD2QEYY27qtmxbCVZ+XkDEpzt3bCZpc+9hFavZ8b552CwmA/7modDURRWv/EeKrWKC757mww1O85lrt1WyuhO+xLxOD63h3g8zqjpk6jZuLXH61RMm0wsGqWxes/BNSAUxlfXgK+uIWOzzmohJ5Vd6/ix5WSj1el6uJAQQgghDpYGGGk2pIclVlqTJevz9Pv722gqG7ah1sm6Wicf7WzgP5vr8EUkGzZcDdlhjStfeZPWvbUZQdi4E0/gq088QuHoUQNyHxve/xCAWCTC1k+WMeP8cwbkuodKpVJx25P/J4UbRJ/UGg1ZucmCJI7CfCafMrfboiCTT5mLozCPqs07uuw7VFGfnyafn6aafRnbLdlZyWAtt1PQ5rCj1mgG7L6FEEKIY1G2VsO4VIXEjnXDRpkPyIZF4zS1B1nR2Mjy6mbe3VLHpgb34DZcDLhBDc4SiQSRYBC9ydSvxXJVKhXlUyf3uD8ei5GIJ9AZ9D0e0yEWjbL5o0+YeNrJ1Kxdz4ZFH/UanHVU4tObjBmBUzgQ7LKts0gwhFqr6TWrEAmF0Op0qDUackeU9nhcNBxGrdGg0XZ92SLBEGqNGq2+78euKAqRQBCtQd/ttTKO6+YxH7hfZ5RhboOtct4sCirKqdmwGb/Hi8Vuo2LaZByFeSiKgmHUSCxXXEpNQzPOljZibg8Ov5/8UADdAFWR9Lvb8bvbadhVk96mUquxOezYOgVs9jwHFnsWKlkgWwghxHFGq4KRJkO6XH3H3LBc/f7PY9FEAk8gwoZ9Ttbsa+XDHY28v62egGTDjguDEpwFPO188Jd/sOnDjwm2e7Fk2zn76zdzwqVfAOCFex9k5/JVJGJx/vClm1FrNHzn+b/jd3v469e/y5m33sj0884G4NFrbmH2xRfQUrOHDYuWEI9GmXXR+Vz4/W/1Ojdm14rVBNu9TF1wBgaLmQ3vf4DP5cbqyE4fs/yl11j+0mucf8c3eOcPj+NubCJv5Aiu+tlP8LY5eecPf8JZW4+9sIArf3Y3I6ftDxxr1m1k0RNPsm/jFjQ6HdPPO4vzv/MNjBYLAH/75vepmDEVb2sba99ZROXJJ3L9//6chT/7DYqicNXPf7K/rStXs+Spf7F3w2bUGjXl06bwpQf+B2uOg7Vvv8/yha/TsGMXKpWKqQvO5ILvfANLp8fRIRGPs/TfL7Pmzfdo21eHRqtlzmUXcc5tX0FvNALw1sP/h8/pomLGNP779HP4XW6Kxo3h6l/8NCNwrFq1hkVPPEX9th3oDAbGnzT34P8QxICy5+cwc8Hp6duJVNClUqkoMxsoqyiGimQVSUVRqAtF2dTuZ1eTk8bmVgJOF9l+H/nBAHmhIBpFOew2KYkE7W0u2ttc1O2oSm9XazXYchypuWyOdOBmslklayyEEOKY4NBpMoYkVlqMjDIb0amT/VxCUQhG4zS2B/ms0c2y3c28u7mWrU2eQW65GEyDEpztWrma6jXrOemay7E6HKx//0Pe+N9HKR4/htKJlYw7cQ5Nu6oJtnuZfv456W/YlUQCZ11DRulxZ10DH/zlH0w+81Quvft77FqxmjVvvUfeyDJOue6qHtuw4f0Pk0HF/LnojUbWvbuIzR/8l3lXXpo+Juj14axr4K1H/o+TrrmCeDTKR39/lufuvh9FUZj/pctQqdV89PdnePWXv+N7LzwFQHP1Hv55508onTSBqx+8B3djE+8/9jeURILLfvpDANwNTSzfuZu88jLOv+MbaFPjh9tb2zLWw9qxbCX/+vH9FIwayYV3fotYLMamxUvwtTmx5jhY/Jd/MO7EOcy78hJa99ay9LmFaPV6vviTO7s85mC7l6X/eolp557FqTdezb5NW1n+0mtYcxycdtM1APjanGxfugJnbT1nf+3L+N0ePn76eV791cN89fFHAKjbup1nfnAPjpIiLv3x99CZjHz2wiuH9LcgBs6B2efestEqlYoyk54ykx4KHcAYEopCbSjCVm+Ize1+9ja10d7mJCsVsOUHA+SEggxEvisRi+NpbsXT3JqxXavXpQuPdB4iaTCbJGgTQggxJGlVKkaZ9ckgLD0s0URO52xYPIE7GGHt3lbW1raxeFsDi7bVEYoN7BqoYvgblOBs1KzpTDnrtPRclIlnnMxvLriK6rUbKJ1YyawLz2Pbx8tw1jdy5i039Hm9KeeczhX3/giAaeeeRdWqNdRv29nj8WF/gO2fLqfy5HnoTUZGz5mJKcvGhkUfZQRnHW7908M4iosAcDc2s+rVt/j2M3+mcHQFkMwEfvz08wS9Pkw2KytfeRODxcIND/0iXY484G5nxctvcMmPv5ceSphbXspX//z7Xoc8fvDXp7EX5PO1v/whnd2af9UXicfiAHzjb38kKz8vfbyrvoGadRu6vZbebOY7z/8dsz0LgFkXnkf99p3UrNuQDs4ATPYsvvrE79GbjKnH3MT69z5AURRUKhXLXngFrV7HrX96GGuOA4DC0RU8dtNtPT4OMfSpVSrKTQbKTQbOK7DD2BISisK+YIQtviBbvEFWeXy0tLqw+XwUBP3kBwMUBANkR8ID0oZYJIqzoQlnQ1PGdr3RuD9g6xS06WVIrRBCiKMoV6dlvNXIOIuB8RYTlVYjo0wGtAdkwxo8AT5tcPNZdTNvb6plR0vvy94I0WFQgjNbqpABJNfHctc3odXrCbZ7D+l62UWF6d/VajW23BzC/kCPx2/9ZBnRcJhRs2fgbW0DYMwJM9n04cc46xrIOWAB4Y7ALHlfBQBk5e1fy8uRuv+w34/JZmXXytXklZfRtLs6fYw110EkGKSleg9F48YAUDJ+bK+BmbO2noYduzjrqzelAzNIFoPoCGw7ArN4LI6nsQmVSt3j86gz6NPz8WKRCK76RnQGQ5fjLQ57OjADsOXlEotESMTjqNRqqlauofLkE9OBGSBZjWOUWqVipNnASLOBCwqygWTHszcYYbM3yFZfkE+9QarcPqwBHwWpDFvyXz+2aHRA2hEJhWitbaC1NrNypNFqzihAkpUaJimVI4UQQhwOnUrFaLOBcQdUSszW7f/oHIkn8ATCfL6nhTX7ktmwD3fUSzZMHJZBCc4S8TgrXn6DVa+9TeuefRgsZuLRKIn4wPwxa3RaEvF4j/s7qjS++dAfefOhP2bs27h4Cad/+doez1Wnsl5Kp/k4mtR/1Fgk+UHU1+bC3dDEP7/3Pxnn6k0mIqFQvx+HqzGZPXCUFPV4zL5NW/nk2RfY+dkqFCWBVm9Ape45UNqxbCVLn19IzbqNySBPrSZv5Ihe26HRJgPBZMGVOAFPe0ZALI4vapWKCrOBCrOBCwuzAYgrCnuCYbZ4g2zxhdjkDbLNF0QVjqQDtY6grSAYwBQfmEnNIV+AkC9A857ajO1muy0dtNnzcrDlOrDlONJ/y0IIIY5vaiDfoKPYoKPEqKPYoKfYmLxdZtRTatKjVe3PhgUiMepdfpY0JOeGvb2plqq2Q0sqCNGbQQnOlr3wCoufeJJzvnEL0849C1teDr8+/4quBx5qQYJesjg+p4uqVWspnzaZaQvO7HRXCosef5IN73/IaTdd02MmSEU32w841mi1UDJhBtf95meH1PwOelNqSKSn+1S4z+niH9/5MSNnTuWWPz1MSeVYPvjr06x69a1uj2/YsYtn77qXGeefw7eefpz8kSN48b5f4apv7KMl+x9fx5DMSDB48A9IHLM0KhWjzUZGm41clIrb44pCdSDM1tSQyC2+EB/5goTiCazRSEaWrWOIpH6AKkcGPF4CHi+Nu/ev7aZSqbA67J2GRTrIys3B4rD3q1qsEEKI4UOvUlFk1FFi0FFs1FNs0FFs1FFiSAZe+XotmgM+v8USCULROJ5ghFVNHj7f28YH2+v5cEcDEcmGiaNkUIKzzR99QsXMaZxyfc8FOzQ6HbEBGhLV2aYPPkZJJDjp6suZdMYpGfvqtmxn3XuLaaqqpmjs6B6u0LdRs6ezY9lK2mrryC3ruTR+X4rHj8FotbDt0+XM/9JlXfbv+Gwl0XCYC+/8Vr/uZ/OST1Fr1Fz6kzt7LaHfG53BQH5FOXs3bUnPQQM4/Lp+4lijUakYazEy1mLk4sLkENiYolATCKeHRG7xBnnfHyKcUEBRyI6EUwGbn/xAMnDLCwXQDkTlSEXB63TjdbqpY3d6u1qjxpbjyAza8nIwZ9lkuK4YEk7PzUKjUtESidESidISTv7rG6DRJkIMRzaNOiPo6sh8lRh1lBr0OPSZn3MURSGaUAhGYrh8IVZ4AtS0+djW5GFdnZM1e9to9Q/M/GkhDscRC84UReGjJ5/tsv3Eq75IVl4e+zZvxedyY7JZ2bh4SZdMjMWRjbuhiX2bt5GVn0s8EkWfKq5xODa8/yFGq4Vx87uWfp927lmse28xG97/8LCCs5lfOJf1733AP75zN1f9/G5ySktw1Tfy+etvc9qXr+13wKbV6Zh27lmsfOVN3n7kMeZdcQlqrZYt//2U8fPnYkvNe6tZs4HcslJa99aya/nnPV4vKy+XRDzB3g2bqZg5jbqt26ndsg1LdvZBPb5JZ5zCf//xHB89+Szzv3QZAY+HRY///aCuIY5P2k4B26XsD9h2+8PpoiNbfEFW+UJEUgGZSlHICQW7ZNlyB6pyZDyBp6UNT0tbxnaNTrt/Pluncv9Gi1mCNnHUJBSFmXYzJ2RbuuwLJxK0RmI0haM0h6O0RmLpAK45FcC1RmL4JYgTw4wKyNFpU5muzMxXqVFPiUGH+YBh6glFIRJP4A9HaXH5WefxU9XqY2uDm7W1bazZ1yZzwcSwcEQzZx/9/Zku22ZccA6n33wtT3/3bn536bWoNVrGnXgCBktmxzP9vLNZ/ca7/PXr3wXgsv/5AePmzzms9rTV1lG7ZRuzLjqv24WqR82egTU3h42Ll3DObbcc8v2Mnj2DC7//bT7869P87bbvp7eXT5uMyWY7qGud+62v4ne7WfnKm6x4+Q0AjDYrE089iTFzZjHuxDm8/ts/8O4f/4zBYqZw7ChcDd0PU5x+/jl8/vo7PHXHj9CbjGQV5JNdVEg0dHDfFJ1649XUb9vJkiefZcmTz6JSq5l42kkHdQ0hOmhVquRCnFYjXyxKBmzRhEJVIMTW1HDILb4gO3wWtnWe65lIkBsKUhD0dxoi6ccRHphvPuPRGK7GZlyNzRnbdUZDxrDIjqDN0KmIznAXi8UwGAzptfI67Ny5k7Fjxw5Sq45PapWKH7/2OS+s3s3kEgcTCu2MybNRnmOlOMtEntXIaKOOSRYjOo26yzAtgFA8GcQ1hqPJzFskRks4+W9rJEZzKhsXHKBhxUL0RauCAkNyiGHHPK/iVNBVatRTYNCiP2C4eSyhEInFaQ9F2dXUzj6Xj10t7WxqcLF6TxtbZG0wcRT11U9Go1F+/vOf849//AOPx8O5557LY489RlFRz3UkOqgUZQDGCx3A2+bscU5SdlEhGq2WQHs79Vt3YsvLoXDMKFz1jejNJizZ9vSxrvpG6rfvxJafS9mkCSgJBXdjI2a7HZPNCiQDLpPNli4PD+BpakalVmeUmIdkCX2fy4UlOxujteu3kADtLW1EwyGyi4oIB/wE270Zma6g10fA48FRXJSumBjy+/G73NgLCzKqxEXDYapXrycRj5NXXpZReMNV34jOZMxY9Dp5/60oioK9ID9ju7O2noadVZiybJROGI/BYgaSCw3Xbd1B2OenYuZUIqEQIa+/S8XJDrFIhNot21EUhZHTJhPwtBOPRrEXJqtQelvbiMfi6aqUAIH2doLtXhwlxRlzc+q2bsfV0ETpxPFk5efhbmzCmpOTXj5AiIEUTSSoOmBI5A5/mNgBb2G6eDy9LlvnwC0rGjmi7TNYzNhzHdhSwyM7CpF090XQgZREIr2eY3e3j7ba2lrmzZvHnj17MrZrD3E4tDg8P37tcx5dsqVfxxZnmZha6mBCgZ0x+TZGOJJBXK7FgN2kx6DToNeoUXcTxAXiCdoi0VQQtz+AO3A4ZSghA9lF74xqFSVGPUWd5nl1ZMFKjXpy9douf4PR1HwvdyBCY3uAGqefnc0eNtS5WLWnlTpPz1W4heiw/IcXMqMst+8DD1Nf/eTtt9/O5s2befLJJwG499572b59OytXruxz9M0RCc6EEOJoiCQS7DpgSOQuf4hYN+9qxliM/AOybAXBAObYwFSO7Ik5y4otFax1zGuz5WSnq7wCuJta2L1+C35POxZ7FqOnTyK7ML+Xqx5ZK1eu5I477mDFihWD1gax38EEZ/1Vlm1mSomDiYV2RufZGOGwUJRlItdiJMukw6jVoOspiIvFaUln4mK0dsrGNUf2D6cMSxB3zLJrNemMV0mXIYd6snRdhxxGEwrBcJS2QIQGj5/drcn5Xmv3tbF6XyvtoSP7XiyOD0crOOutn6yqqmLWrFlUVVWRl5dMFIXDYUaPHs1TTz3Fueee2+u15WtQIcSwpVermWQzMclmglSyOJxIsNMfYqs3lA7aqgIhQlot+2x29tn2Z+dRFCyxaDJgC/gzKkgaEj0vx3EwAu0+Au0+mqr37t+oUlE5dwaTT5nH9hVr2PzpyvSuFuqo2biVyafMpXLerAFpw8Gqr69nxIjel9gQw1utO0CtO8B7W+p6PW6kw8KUVCYuM4gzMNGkZ0aWGZ1a1W0Q50sFcU0dwylTmbd0Ji4SozUcS88vFUODGsjTazOCro5iG6WpbUZNZmY/rihEYgl84Sh1bV5WuPzsavWypcHFmn1O1te5iMmwWXEM6a2ffPXVV1mwYEE6MAMwGAxccMEFLFq0SIIzIcTxxaBWM8VmZorNnN4WTiTYkZq71jGPrcofIq5S4dfpqdbpqc7K3n8RRSErEk6vy9axTlt+MIhOGYAPGIpC2YRxuBqbMwKzzjZ/upLCUeXY83KO+hDH+vp6Vq9ezcSJE4nH45xwwgk8+OCDjB596IWSxPC0x+Vnj8vP29T2etyYXBtTSrKpLLQzKtfGCIeZwiwzuWYDk0wGDL0Ecd5YnJZwlKZOQymbU9m3znPjohLEDQidSpUebnhg5qvMqCffoEuv79UhlkgQjiXwBCJsbfOxz+VnZ0s7G+tdfL63lV0tst6XOL701k+uX7+eKVOmdDmnsrKSpUuX9nltCc6EEMc8g1rN1CwzU7P2B2yheIId/v3ZtS3eILsDYRIAKhXtBiPtBiO7snPS56gUBUc4dMDwyGTlSM1BfHC05Tqw5+Ww5v3/9npc9frNzFxw+sE+3MM2atQoHn30USZNmkR7ezt/+MMfOPHEE9m2bRs5OTl9X0Acd6ravMkFeTfu6/EYtRrG5mYxuTib8R3DKbPNFNpM5FgMTDHvD+K6m5PRHo3THImmMnGp4ZPhVEGT1Ny4tki022HNxxOLRp1RYKMj81WSynzl9FBiPhSN4QpE+LzBTY0zOeRwQ20y+Gr2hQbp0QgxNPXWT7a2tjJ3bteq8Ha7HZfL1ee1JTgTQhyXjBo107LMTOsUsAXjCbb7Qmz1BdOFR6o7AjZAUalwGk04jSa2O/ZfS52uHJmZacsJh7pbth690QCAv4cF5jv4PYPzbfQFF1yQcfvpp5/mhBNO4KmnnuIHP/jBoLRJDH+JBOxoaWdHS+9/92o1jM+3M7kkm8p8O6PzrJRmW9JBXJHFiN6u6TGIc0djtIRjNEUOLGyyf2ilMxobtkFcjk6Tke0qMiR/LzMmhx5aeygxHwjHaHX72eAJsLvFy5YmN+trnaze5yQQkfleQhyM3vrJeDze7XuTup+jYI5qcPbsXfcy9ZwzmX7eWUfsPjzNLQTc7RhtFrKLCgdkPaJYJEKw3ZteV2z7shWsfOUtrvrZ3T1WffS7Pbzy4O+Yf9UXGTtv9mG3QQhx5Jk0ambYzcywZwZs23zB1JDIZKatOhDOWHg9oVbTYrbQYrawudN2bTxOfijYJdNmSy1fYbFn0ULPc34s9oNbeuNIUalUnHbaaWzfvn2wmyKOA4kEbGvysK2P0uhatZoJhalMXEEWFTk2yhxmCmwmcswGSqxG9BoN2m6CuISi4Ell4po7zYVrTmXjOm47IzEGZvZp/2hIlpjPWFQ5lQUrM+ooNOi6lJiPKwrhWBxfKEpNczv73H52tXjZXO9i9b42Nje6kOleQhxZnftJh8OBx9P1/cvtduNwOLo5O9NRDc52fraKkgnjB/y6iqKw7ZPP+PS5l9i3cX9Fq6yCPKaefQbnfvurhxWkvfKLh9i85FPu+NdfySsvw9PYzM7PVhKPRns8Jx6NsvOzlUw6/eRDvl8hxOAzadTMtFuYad//RYw/Fme7P5RR1n9PMMKBX8THNBoaLFYaLNaM7YZYjNNjcUZNn0TNxq093nfFtMkkEol+f9t2JIXDYVl8WwwpsUSCTQ1uNjW4ez1Or1UzsdDO5GIHY/NtjMq1UpZtocBmwmHWU2Yzodda0Kq6D+Jc0TgtnYdTphb8bu6UjXNFY/Qn/jGqO+Z7dT/kMK+HEvPhaBx3MMKGFi97nX62N3nYWO9i1d4W9rmkxLwQQ0FHPzl58mS2bu3at2/bto1Jkyb1eZ0jEpwtfX4hVavWcNMjvzoSl+/ig78+zcdPP4/BYmb+ly6jaOxowoEAWz9extLnF7Lgm7eg0mj6vlAPCsaMoq2uHlPW0PgWWwgxuCxaDbPsFmZ1Cth8sTjbDhgSuSfY/dpqZVkW9FoN+sJ8Jp8yt9uiIJNPmYujMK+bs4++WCzGokWLuPvuuwe7KUIctEgswfo6F+vrep/rYdSqmVycXOh7fIGdilwrZdlm8m1Gck16RtjM6LVqdN18WRJXFFzRGM3hZHXK1tQSAxathuLU2l4lRh3Zuq7zvSIJhWAkhtMbYqcnQE2bj21Nbtal1vdy9/A+IoQYOjr3k7NmzeKcc87B6/VisyVjh3A4zNtvv80rr7zS57WOSHDmbmiiftvOI3HpLqpWreHjp5+nbPJEbnz4wfTi1AAnXvVF9qzfBIf5be8ZN1/HGTdfd7hNFUIcw6xaDSdkWzghe3/A5o3Fk0MivfuDtn2hCFmpOSGftLVz6rxZ5FeMYM+GLfg9Xix2GyOnTSKnMD+5PzfrqD+W66+/nq997WtMnToVt9vNvffeC8C111571NsixNESiiVYva+N1fvaej3OrNcyucjOpOJsxuZnUZFro8RuosBqosCspyIrGcRp1er0fC9fKEpjm4/VngBVLe1safSwZl8b6+qcRGIy5lCI4aa3ftJsNrNgwQKuvfZaHn30USwWC3fddRdz585l/vz5fV57wIOzpqpqPM0txKMxdq9eB0D5tMlodbr0Md7WNrZ+vIxoJMK0c85Iz+XqEI/F2PbJZ7jqGykaN5oxc2b1OJzm89ffQaVScdXP7s4IzDqMnL6/lGUikWDvhs3Ubd2O3mRi6jlnZMwZa9pdQywcpmD0KNa/txi1RsOsi87DWVuPu6mZ0bNnZFxbAarXbqBu63byR45g3Py53Q4/cjU0svXjZRhMJiaffRpGS+Y8tVgkwtaPl+FpbqF0YiUVM6ZmPN6Ap53tS1fgd7kprhzL6Nkz0vtjkQh7N24hv6KcRCzG9qXJxfCmLjiz2+dDCHH02LQa5mRbmZO9//9ieyzOHn9yztmSNi8ftHm5sSQnoypjlS/IH3fUoVExKMHZ5MmTuf3226murkav13PuueeyZMkSzGZz3ycLcYwLRGKs2tvGqr19B3FSaEOIY1Nf/eSTTz7J3Xffzcknn0wikeDyyy/n8ccf79e1VYoysAuH/Punv2DLkk8ztv34rRewOLK5/5TzGTV7OrWbt6MkEkTDYUxZNr76+CPkV5QD0Lq3lmd+8FPcDU1YHNn4nC4qZk7jpkd+iVavz7huJBjitxd9iaJxY/jaE7/vtV3RcITHv/ItWvfsQ63RkIjHMWfb+fLvf0Xx+LEAvHjfr2iqqkaj1dK4azd6k5F7Fr/O4r/8g0/++W9+/ul7AKx85U3eevj/qJg5jb0bNqNSq4lHo5RNnsjNj/4GvclIe0srv/vi9YyYOom6LdvR6LREQ2FMNitffvQ3lFSOA6Bx126e+cE9+JwuzPYs/C4340+ay3W/+RlqjYZNH/yXhT//LYl4HLVGTSKeYPJZp/KlB36KSqXC29rGQ5dex8TTTmLn8lWo1GqioTCOkmJueewh7AX5A/K6CiEGVlxR2OELce3aKgBGmw3YtRo8sTi7A8ng7d+zxjDOYkQjc72Oaz9+7XMeXbKl7wOFEOI4t/yHFzKjLLfvA4ewAZ9lfunddzL9/LMx2az86M1/86M3/43Jvv+b38Zd1Vz94E+598M3+PKjvyHk87P+/Q/T+1/79SOAiu+99A9+9Oa/ueynP6Rm7QbW/+fDLvfVXF1DNBSmYsbUPtsVj0YZOW0ytz/zZ+7/79t886nHiEeifPbiaxnHtdTspXRSJT9572W+9Y/eI9yCUSP5ybsL+en7rzD/6sup3byVVa+9lXFMLBLhjuf+yj2LX+e63/6cSCjMu48+ASTHmr/8wP9isln5wSvP8uO3XuAL3/smO5atZOvHywAItnu55Mff5aeLXuOeD95g/tWXs/nDT2jatTvjfhp3VfO1Pz/KvR+8wVU//wmu+gY2Ll7S5/MihBgcGpWKiTYTd1QUArA7EGZteyAdmN1RUcgEq0kCMyGEEOI40q9hjcFU2ecDaTRq9J2GKwKYbFZ0BgMqtRprTtdykSdc+gXGnTgHgDEnzMRRUkTbvlogWQZ/74bNXPrj7+EoLgJg5hcWsPrNd9m18nNmX3x+xrXCgSAABkv35ew7M1jMXHr3nenbxePHUj59Svq+O2Tl53HxXd9BrVb3OSzwjFtuwGBJpi8XfPMWNi76iJ3LV3HytVemj5n7xYvILSsFYMIpJzJtwRmse+8DQj4/7S2tNFVVc/WD95CVn4zy5115KZ+/8S67Vq5m8pmncsIXL8wY4jjnixfy2Quv0LqvjqJxY9LbT77uCorHJ29POft0XvvVI7gbmrq0ORaLE43JMAshhgKdVsut5fmcnGPlpQYndcEIpSY9VxXnMMFqGrL/X02pddpE//XUj/ZFnmshhDg48XicSHTo9Z2d9fbe3q/g7I1PPu92u06r4fIzTzyoxqgPqJpoMJuJBJOdVu3mbQBs/u+n7N24f7Wg9pZWIsGuq9N3zN0KuN193m9HgNO2r46qz9fQtq+e5t3VGK2ZAZjebOp32erO32drdToKRlfQXL3nwDvOuFk8fhxr31lE6959NFXVALD+vcXsWLYifUyw3Uvbvrp0u+OxOLtWfk7jzt00VyfPiQSDGdft/LyqVCr0ZhOxSNdS/3ubWlm1ZVe/Hp8Q4sgbVVLAuJEl3DuuNL3N5fOzcvNOquubB7FlPbt6gSwRcrB66kd7o9VouOKsg+tjhRDieKYo0OT08Mm6npepGQp660f7FZxdcuoJPe5LJBTU6kMfdqNSq1ESySUeO9YNM1mtGUMhJ51xSrdZuMIxFRgsZnYu/5zz7/hGr/cTj8VZ+LNfs2XJp5ROrKRkwjiMVisDOeVOZ+j7G06dYf+8uXgs+XiNNlvG45264AwcRcmhTns2bOal+35FOBBgzJxZ+4un9NFstVqNonStAFVemEdxbnaf7RRCHF2hcAQVyf/aRq2WqWPKmTqmfLCbJQZIb/2oEEKIgaFSQWGOfVi/5/YrODvYYRUqlQrlEJajd5QUA1B5yolMW3Bmn8dr9XomnDqf9e99QPXaDYyaOa3HYzd/+F82f/QJN/3+V4ydOxuAl+7/NU27aw66nT1xNzaRV17W6zGuxiZUajU5pSUE270ATDnrNMafNLfb49999AlseTl85//9Hb3JiLfNyYqFrx9yG7VaDVrtoa/5JoQQ4uDJ8EQhhDg6NBoNpsNY33iwDXhBEACdyUg4ECQW7TqsrjelE8djcWSz6PG/427MnC/lrGvo9pwTr/wiao2GF+95kB3LVpLoFBSG/H4+efYFANpq6wEYOX1/8ZD4AM7l2LdpK01V1VSePK/HYyKhEBv+8yHlUydhtmdRMXM6epOJd//4BN42Z/o4RVHSj9dZV0/pxEr0JiMAiSE4/0QIIYQQQghx+I7IItT5I8tJxOO8/PPfUjC6gtwRpf3KhKk1Gs766k28+dAfefLbdzHl7NNQazTsS81F+8off9vlnNKJ4/ni/3yf1371MM/edS85ZSWUVI4j7A9Qs3YDsUiEU2+4Ol3R8fXf/J7x8+dQvXYD25euIHdEaZdr9td/HvsbZZMq8TldLF/4Oo6SYmZdlFm0ZPUb7xLy+wFY/94HtLe08sX/+T6QHOJ4+leuY9Gf/s6T3/4hk04/BYC9Gzdjttu59tf3UTF9Chve/5CC0SMB+Pz1dw+5vUIIIYQQQoih64gEZ9POPZPdq9eya8VqmqqqOe+OrwNQMWt6ugpjh9IJ49IVDyFZjdCWl8vyl15j9RvvYs7OZsTkCZx8/VU93t+M889h5LQprHj5dbYsWcquFZ9jzXEw88JzmXHBOQCMmjWdC+/8FiteeZO6rduZdfH5nHnLDTjr6tPXKRg1sstaagA5JcVUzJqevj36hJnMuewi9qzbyPaly9GbTMy++AJOuubydIVHU5aNs772ZXYsW8my518mHo0yatZ0Lr7rO4yYPCF9rVOuuwpHcRErXn6Dz19/G0uOg5HTJqcrPl5813d4+/d/4uN//puCUSM5/46v899/PIc1NwcAjU7HqFnTuyzkXT5tMnkjR/TyKgkhhBBCCCGGkgFfhFoIIYQQA0cWoRZCiP6RRaiFEEIIIYQQQgwICc6EEEIIIYQQYgiQ4EwIIYQQQgghhgAJzoQQQgghhBBiCJDgTAghhBBCCCGGAAnOhBBCCCGEEGIIkOBMCCGEEEIIIYYACc6EEEIIIYQQYgiQ4EwIIYQQQgghhgAJzoQQQgghhBBiCJDgTAghhBBCCCGGAAnOhBBCCCGEEGIIkOBMCCGEEEIIIYYACc6EEEIIIUTaX687icZfX3Pc3v+RNqHQzpLvXYD7oeupeeAqRudaB7tJYgjRDnYDhBBCCCHE4TPqNNx55iSumT2aEQ4L7aEomxtc/P6jLSzeVn/ctGGwvfPNBZwxroiJD77CHqe/y/6HL5/DzLIcfrd4E55QhEg80e11jDoNn//oYtbVOrnh6Y+PdLPFECGZMyGEEEKIY8Afr5zH/V+Yyed7W/nRa6t47OOtGLUavnlK5XHVhsFUlm3m9HGFqNUqbpgzpttjJhVl85+tdfzivfX8cclWat2Bbo9TAVq1ioSiHMEWi6FGMmdCCCGEEMOcXqPmmtmj+HhXI7f+a2l6+0OLNzEmz3bctGGw3TBnDIoCm+pdXD9nDL/8z4Yux5j0WjzBSJ/XCkbjTPjFq0eimWIIk+BMCCGEEGKYsxi06LUaQtF4l31Vrd7079vvu5z1dU6+9Pcl6W0v3noG00tzqHzglYzzrpk9invPn06Zw8LGehfff3klK/e0HnYbLp1WzvfOmMTE4mwUReH1DXu58+WVBA8477yJpfz8wplMKLSzs6Wd255fxup9bQAUWI389PzpLJhQQondzK6Wdn7yxmoWpYZOjsyxsP2+K3jg3XWcNqaQk8cU8ttFG/nlf9bz5blj+foplYzLzyIQjfGvVbv56Zur6UhQvX/7uRi0Gp78bCffP2sy5Q4L6+td3PrspxmPozs3zB3Dkp2NvLZhD//3pfmcMrqAT3c3p/eH/nATADfOHcuNc8fy4HvrefC99YT+cBOPfbyV4iwzX5hcxktrq/nac8u6fb1unjeW20+fyNj8LNr8YRauq+HHr32OXqPm26dN5Po5oxmdZ8PpD/PYx9v4/Uebe22zGFpkWKMQQgghxDDnCkTYUOfknMoSfnPpbHIthsO6XpZBx13nTOGJT7fz8AebqCyw89rXz8Zm0B12G/523clsqHfx83fW8eKaGm6aO5a7F0zNOMaq1/Lw5XP49+rdPPLhJsYXZPHoVfPS+79+SiVTSxz8a1UVP31zNTqNmue/cjrZJn3Gde48czJ7XH6+/8pKPt/bSrnDws8vmsknVU3c89Yaluxo5PtnTeYr88ZlnDetxMEdp0/kr8t28NdlO5hbnscjV8zt9Tk7aVQBY/OzeO7z3Sxcu4dwLM6N88ZmHPO155YSiMRYtruZrz23lDc27k3vu2nuWDRqFXe9torF2xq6vY97z5/OE9eeRK3bz/+8uZpnVu5iQWUJACeOyufrJ4/nva11/OSN1WxpdPPrS2dz9vjiXtsthhbJnAkhhBBCHAOu+8d/eenWM/nemZP5+smVPLOyioc/2MReV9eiFH0JRmOc+vt3CURiAKyrdfLirWdy/ZzRPPHp9sNqw/Rfv0a9J5i+Pb4gizPGF8M769Lb4orCuf/3n/RxNqOOb506AYNWTTiW4O/LdvDge+vTx6+rdfLBd85nzsi8dPYM4NX1e/jG88vSt006DdN+9RqeYBSAP3+6nTkj8zhjfBFPLt+ZPs4VjHDaH/Y//tF5NuaPKuj1Obtx7hh84SivbdhLIBLj7U21XDa9nO8tXJHOCj6zsoqHLptDVWs7z6ysyjh/9d5Wrn5ySY/XL3dY+PGCqTy3qopbOg0b/fX7yaGTG+tdzPztG+nM5VOf7aTx19dwxvhiPtjRfbAnhh7JnAkhhBBCHAN2tXiZ/ds3+fpzS9nd6uUbp1Sy/ieXcv2c0Qd9rWhCSQcmAG9s3Ec4FmdScTYAeRYDhTZj+kenUfe7DfWeICpVsjDGF6eVY9Jru2TZgtF4RgBX5w6gUavTmbGG9uQ+h1nPGeOKmDsyH6DLdTbUu7pc1xOMolWrmFGWw5UzK0goSpfzWnyhjMdf5w6QZew5a2jSabh8xkg+3tVEUZaJ0Xk2luxsJMuo57LpI3s8r7ONDa5e959TWYJWo+axj7dlbA/HktUeXYEIoWgco07DnJF5XDZ9JKFo/LCzqOLoksyZEEIIIcQxIqEo/HNlFf9cWcWl08r509XzeexL81myo5E6T/dVAfvL6Q+TY05+0F/6gwsZmbN/fa5z/+8/fLyrqV9t+PZpE/jRgqmoVSo21DkptBpRq1W93ncskZwQZtBqAKjIsfJ/XzqR08cVsaXRTWMqWOsIEnuiUsH9F8zgm6dOwBeOsbHeic2o6/O8SDze6zFfnFaO3aTnC5PL+MLksox9N84dw3Of7+71+v2RbzMCUOvuPhNq1Gn43WVzuO6E0TS1B9nc6EavVaPT9P7ciqFFgjMhhBBCiGPQ6xv2MibPxq8umc3cijxeXb+XSCyBVn3wA6e0ahX5ViPN3hAAX/3XUow6TXr/xvrusz4HtsEbjvHw5XO5+/XPeXTJFhQluej0aWOL+tUOVSrO+MdNp5Jj1jPhgVeo8wTSBUD6cuv8cdx97jSue+q/vLJ+D5AsAHK4bpw7ljZ/mNtf/Cxj+1dOHMc5lSWMyLawr4egqr+cgTAApdkWmlKvQ2c/PW8aN8wZw4WPL2JpqgjJ9vsuP6z7FEefBGdCCCGEEMNcucPCyBwrn1Q1ZWzvGAbYMcfKFQyTbzVmHJNr7nvY23UnjEarUfPRzuTcpQPvp79tmDkiB4BX1u1JV0fUHUKwOL3EwUtra9LZwP4GnNNKc4jE4rzeqRCHTq0mmuh+Iej+6Fjb7O+f7eTV9Xsz9vnCMc6dWMr1c0bzm0UbD/k+AD5JZSa/eWolX3tu/zw6jVpFPKEwrTSHxvZAOjDr2CeGFwnOhBBCCCGGuWyznkV3nMcnuxr5YHsDLb4QlYV2vn5yJetqnfx3VyMAK2tauf30idxx+kSW7W7mG6dUcvKYQvY4fRnXs+i1/PqS2VS1tjM2P4tvnjqBT3Y18vam2sNuA8AT15zEaxv2MndkHhdPHUGrP3xQj3dtrZMrZoykqtVLPKFw7Qmj+nfevja+fnIlT994Kp9WNXFWZTEzynJYtbfnJQL6csOcMWjUap5b1XXo4gfbG2jwBLhh7pjDDs62NXn416oqbpw7lnyrkfe31eMw6bloygjmP/w2a/e1cd7EUv541Ty2NXm4dGo5eRZj3xcWQ4oEZ0IIIYQQw9ymejdf/ucn3DJ/HF87uZIcs546T4AnPt3Gb97fSDw1Z+s3729gQqGdBy6ciScU5aW11by/tY7KQnv6Ws+t2k22ycBVsyoosBpp9oX486fb+fk760h0pLsOsQ0f7mjgZ2+v5VunTWDmiBz+ubKKF9fUcFblwZV7/8a/l/GXa07i7gVT2dbk4f6317Hwq2f2ed7TK6qYVprDNbNHcerYQv7vv1sxajUZQzQP1g1zx7C71cvympYu+xKKwotra/juGZM4aVQBy6qbu7lC/33j+WXsdfq5fs5ozhxfTJ07wL9WJas+PrR4E6PzbFwzexTuQIQH31tPUZbpsO5PHH0qRenlf5kQQgghBtWPX0vOzRFCCNG75T+8kBlluYPdjMMipfSFEEIIIYQQYgiQ4EwIIYQQQgghhgAJzoQQQgghhBBiCJDgTAghhBBCCCGGAAnOhBBCCCGEEGIIkOBMCCGEEEIIIYYACc6EEEIIIYQQYgiQ4EwIIUQX//73v5k4cSJms5kTTzyR5cuXD3aThBBCiGHlUPpSCc6EEEJkWLhwIXfddRd///vf2bNnD1dddRXnn38+tbW1g900IYQQYlg41L5UgjMhhBBpiUSCH/3oR/z1r3/lpJNOIj8/nx/84AecffbZ/OlPfxrs5gkhhBBD3uH0pRKcCSGESFuzZg1er5fzzjsvY/tll13GokWLBqlVQgghxPBxOH2pBGdCCCHS1q9fz+TJk1GpVBnbKysr2blz5yC1SgghhBg+DqcvleBMCCFEWmtrK7m5uV222+12PB4PiqIMQquEEEKI4eNw+lIJzoQQQqTF4/Eu3/QBqNVqVCqVBGdCCCFEHw6nL5XgTAghRJrD4cDj8XTZ7na7ycrKQq2WbkMIIYTozeH0pdLLCiGESJs8eTJbt27tsn3btm1MmjRpEFokhBBCDC+H05dKcCaEECLtxBNPJBKJsHTp0oztr7zyChdffPEgtUoIIYQYPg6nL5XgTAghRJper+eBBx7g5ptvZvny5bS3t/OHP/yBtWvXcttttw1284QQQogh73D6Uu1RaqMQQohh4rbbbiORSHDDDTfQ3NzMySefzKJFi3A4HIPdNCGEEGJYONS+VKVI6S0hhBBiyPrxa5/z6JItg90MIYQY8pb/8EJmlHUtYT+cyLBGIYQQQgghhBgC+jWssbmlFa/Xe6TbIoQQYhgoyM/DZrMNdjOGlUPtR01GA15nC4rPdQRaJYQQx5bmxgb2KQEi0dhgN6VXvfajSj/cf//9CiA/8iM/8iM/8qPcf//9/ek6RCfSj8qP/MiP/MhPx09v/Wi/5px5vd6D/savsbGR2bNns3r1aoqKig7qXDG45LUbvuS1G76G02tns9kkc3aQpB89vshrN3zJazd8DafXrrd+tF/DGg+nIy4qKqKkpOSQzhWDS1674Uteu+FLXrtjk/Sjxyd57YYvee2Gr+H+2klBECGEEEIIIYQYAiQ4E0IIIYQQQoghQIIzIYQQQgghhBgCjlhwZrPZuP/++2XS+DAkr93wJa/d8CWvnTiQ/E0MX/LaDV/y2g1fx8pr169qjUIIIYQQQgghjiwZ1iiEEEIIIYQQQ4AEZyItkUgMdhPEIZLXTgghBp+8Fw9f8tqJoaLP4CyRSPD3v/+d2bNnU15ezoQJE1i4cGF6/86dOzn77LMpLS1lypQpLF68OOP89957j+nTp1NQUMA555xDTU1Nep/X6+VrX/sa5eXllJeX841vfAOfzzdwj070SyQS4Y9//COXXXZZepvX6+Xuu+9m6tSplJSUcMopp7Bx48ZBbKXoTnevHYCiKPzmN79h7NixlJSUMH36dNauXTtIrRSdHe57qhh+pB899kk/OnxJPzr8HPP9qNKHmpoa5fbbb1daWloURVGUVatWKXa7XdmzZ4/i9XqV8ePHK2+//baiKIqydOlSpbCwUNm3b5+iKIqyZs0aZezYscquXbuUeDyuPPbYY8qMGTOURCKhKIqifPnLX1a+/vWvK5FIRAkGg8qVV16pfPe73+2rSWIAbdy4URk9erRy6qmnKvPmzUtvf/HFF5U//elPSigUUhRFUR577DFl4sSJg9VM0Y2eXjtFUZQf//jHyrXXXqu43W5FURRl27ZtyoYNGwajmeIAh/OeKoYn6UePbdKPDl/Sjw5Px3o/ekgFQS6++GJuvPFGnE4nK1eu5Mknn0zv+8EPfoDD4eCee+7hmmuu4Qtf+AI33XRTev/s2bN59NFHOeWUU3A4HOzcuZO8vDwA1q5dy/XXX8+WLVsGIOwU/bFp0yZisRhut5u7776b5cuX93hsVlYWu3btoqCg4Ci2UPSkp9eutraWE044gerqakwm0yC3UvRHf99TxbFD+tFjh/Sjw5f0o8eOY6kfPaQ5Zzqdjng8zqJFi7jgggsy9p1xxhksW7YMgMWLF/e632w2E4/H0/tCoRAGg+FQmiQO0ZQpU5gxY0a/jtVqtRmvlxhcPb127777Lueee650KMNIf99TxbFD+tFjh/Sjw5f0o8eOY6kfPejgLBwO8+mnnzJ//nyqqqoYNWpUxv7y8nL27duH2+0mFAqRn5/f7X6A++67j5/85CcEg0Hcbjf3338/3/3udw/j4YgjZfXq1djtdoqLiwe7KaIPW7dupbKykocffphJkyYxfvx4fvrTnxKNRge7aaIb/X1PFccO6UePT9KPDh/Sjw4vx1o/etDB2RNPPMG8efOoqKjA5/NhNpsz9ptMJoLBYLf7Ou8HuPTSS9m2bRsOh4P8/HwsFgvXXXfdIT4UcSQ9+OCD3H777YPdDNEP7e3tLFy4kEQiwbp16/j444/56KOPePjhhwe7aaIb/X1PFccO6UePT9KPDh/Sjw4vx1o/elDB2Z49e/j1r3+d/uM0Go2EQqGMY0KhEGazudt9nfcrisIFF1zA+eefj8fjob29ndGjR/PlL3/5MB6OOBJeffVVtm/fzh133DHYTRH9oNPpKCkp4a677kKv11NUVMQDDzzAq6++OthNEwc4mPdUcWyQfvT4JP3o8CL96PBxLPaj/Q7O4vE4N9xwA/fddx/jx48HoKKigr1792Yct3fvXioqKsjNzQXA5XJ1u3/jxo24XC7uu+8+DAYDJpOJhx56iLfeegun03m4j0sMkLq6Om6//Xaee+459Hr9YDdH9ENxcTHjxo3L2FZWVkZra+sgtUh052DfU8XwJ/3o8Un60eFH+tHh4VjtR/sdnN1zzz0UFhbyrW99K73t9NNPZ9GiRRnHLVmyhNNPPx2VSsWpp57aZW2Bjv06nQ61uuvdK4rCIRSQFEdALBbjmmuu4e677+73ZGcx+ObPn8/SpUsztlVVVQ2rN6bjwcG+p4rhT/rR44/0o8OT9KPDwzHbj/an3v6rr76qTJw4UWlvb8/Y3traqlRUVCgffvihoiiKsnLlSmXMmDFKa2uroiiK8vHHHysTJkxQ9uzZoyiKojz++OPK2WefrSiKosRiMWXKlCnK7373OyUejyvhcFj54Q9/qJx55pmHvT6AOHgfffRRlzU+vve97ynXX3/9ILVI9NeBr10sFlOmT5+uPP7444qiKEpzc7NywgknKM8999xgNVEc4FDfU8XwJf3osU/60eFL+tHh51juR/sMzjZv3qzYbDbFbrcrpaWlGT+xWExZt26dctJJJymlpaXK/PnzlTVr1mSc/+KLLyrjx49XRowYoVxxxRVKc3Nzet/u3buVSy65RCktLVXKy8uVG2+8UWlqahr4Ryn6dOAb0z//+U8FUAoKCjJe88suu2wQWym6090Hgn379ikXXXSRUlxcrIwdO1Z55JFHBql14kCH+54qhh/pR48P0o8OX9KPDi/Hej96SItQCyGEEEIIIYQYWIe0CLUQQgghhBBCiIElwZkQQgghhBBCDAESnAkhhBBCCCHEECDBmRBCCCGEEEIMARKcCSGEEEIIIcQQIMGZEEIIIYQQQgwBEpwJIYQQQgghxBAgwZkQQgghhBBCDAESnAkhhBBCCCHEECDBmRBCCCGEEEIMAf8fCyN2VD7zpVkAAAAASUVORK5CYII=\n", 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" ] }, + "execution_count": 10, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "fig, ax = plt.subplots(figsize=(8, 6))\n", + "# Add stacked area\n", + "axes[1].stackplot(year, counts, colors=COLORS, lw=1.5, edgecolor='white');\n", "\n", - "x = [2008, 2012, 2016, 2020]\n", - "y = [\n", - " [65, 55, 67, 85],\n", - " [130, 85, 65, 50],\n", - " [10, 10, 10, 8],\n", - " [60, 20, 10, 16]\n", + "# Customize axis -------------------------------------------\n", + "\n", + "# Customize y-axis ticks\n", + "axes[1].yaxis.set_ticks([i * 50 for i in range(0, 7)])\n", + "axes[1].yaxis.set_ticklabels([i * 50 for i in range(0, 7)])\n", + "axes[1].yaxis.set_tick_params(labelleft=False, length=0)\n", + "\n", + "customize_axis(axes[1])\n", + "\n", + "# Specify both horizontal and vertical limits\n", + "axes[1].set_ylim(0, 350)\n", + "axes[1].set_xlim(2007.5, 2021.5)\n", + "\n", + "\n", + "# Add labels for vertical grid lines -----------------------\n", + "# The pad is equal to 1% of the vertical range (350 - 0)\n", + "PAD = 350 * 0.01\n", + "for label in [i * 50 for i in range(0, 7)]:\n", + " axes[1].text(\n", + " 2021.5, label + PAD, label, \n", + " ha=\"right\", va=\"baseline\", fontsize=18,\n", + " fontfamily=\"Econ Sans Cnd\", fontweight=100\n", + " )\n", " \n", - "]\n", - "ax.stackplot(x, y, colors=colors, lw=1.5, edgecolor='white');\n", "\n", - "fig.set_facecolor(\"white\")\n", - "fig.savefig(\"plot.png\", dpi=300)" + "# Annotate labels for regions ------------------------------\n", + "# We create a function to avoid repeating 'ax.text' many times\n", + "def add_region_label(x, y, text, color, ax):\n", + " axes[1].text(\n", + " x, y, text, color=color,\n", + " fontfamily=\"Econ Sans Cnd\", fontsize=18, \n", + " va=\"center\", ha=\"left\"\n", + " ) \n", + "\n", + "region_labels = [\n", + " {\"x\": 2013, \"y\": 225, \"text\": \"Latin America and\\nthe Caribbean\", \"color\": BROWN_DARKER},\n", + " {\"x\": 2013, \"y\": 100, \"text\": \"Asia and the Pacific\", \"color\": \"white\"},\n", + " {\"x\": 2013, \"y\": 25, \"text\": \"Sub-Saharan Africa\", \"color\": \"white\"},\n", + " {\"x\": 2008.05, \"y\": 225, \"text\": \"Rest\\nof world\", \"color\": GREY_DARKER},\n", + "] \n", + "\n", + "for label in region_labels:\n", + " add_region_label(**label, ax=axes[1])\n", + "\n", + "\n", + "# Add title ------------------------------------------------\n", + "# Note, again, we manually set the location of both texts.\n", + "axes[1].text(0, 0.975, \"Number of children,\", \n", + " fontsize=20, fontfamily=\"Econ Sans Cnd\", va=\"top\",\n", + " transform=axes[1].transAxes, fontweight=\"bold\" \n", + ")\n", + "axes[1].text(0.45, 0.975, \"m\", \n", + " fontsize=20, fontfamily=\"Econ Sans Cnd\", va=\"top\",\n", + " transform=axes[1].transAxes\n", + ")\n", + "\n", + "# Same line on top of title\n", + "axes[1].add_artist(\n", + " lines.Line2D(\n", + " [0, 0.05], [1, 1], lw=2, color=\"black\",\n", + " solid_capstyle=\"butt\", transform=axes[1].transAxes\n", + " )\n", + ")\n", + "\n", + "# Add custom arrow-like line -------------------------------\n", + "# It's not possible to use a dot as an arrowhead.\n", + "# So we add an arrow without a head, but we then add a point\n", + "# using `ax.scatter()` as shown below\n", + "axes[1].add_artist(\n", + " patches.FancyArrowPatch(\n", + " (2016.8, 215), (2019.4, 137),\n", + " arrowstyle = \"Simple\", \n", + " connectionstyle=\"arc3, rad=-0.45\",\n", + " color=\"k\"\n", + " )\n", + ")\n", + "\n", + "axes[1].scatter(2019.4, 138, s=10, color=\"k\")\n", + "fig" ] } ], From bac5a0f05c41fa804c09ad64259a8ac9a38aad98 Mon Sep 17 00:00:00 2001 From: Tomas Capretto Date: Mon, 13 Sep 2021 18:00:56 -0300 Subject: [PATCH 4/5] Finish posts --- ...al-barplot-with-labels-the-economist.ipynb | 113 +++- ...neplots-and-area-chart-the-economist.ipynb | 602 ++++++++++++++---- 2 files changed, 586 insertions(+), 129 deletions(-) diff --git a/src/notebooks/web-horizontal-barplot-with-labels-the-economist.ipynb b/src/notebooks/web-horizontal-barplot-with-labels-the-economist.ipynb index 0d8b3e65e1..c263d89860 100644 --- a/src/notebooks/web-horizontal-barplot-with-labels-the-economist.ipynb +++ b/src/notebooks/web-horizontal-barplot-with-labels-the-economist.ipynb @@ -1,5 +1,23 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "d2ee21c0", + "metadata": {}, + "source": [ + "## About\n", + "\n", + "This page showcases the work by the data visualization team at [The Economist](https://www.economist.com/). You can find the original chart in [this article](https://www.economist.com/graphic-detail/2021/08/24/infections-caught-in-laboratories-are-surprisingly-common).\n", + "\n", + "Thanks to them for all the inspiring and insightful visualizations! Thanks also to [Tomás Capretto](https://tcapretto.netlify.app/) who replicated the chart in Python! 🙏🙏\n", + "\n", + "As a teaser, here is the plot we’re gonna try building:\n", + "\n", + "
\n", + "\n", + "
" + ] + }, { "cell_type": "code", "execution_count": 1, @@ -20,11 +38,17 @@ "id": "7a914881", "metadata": {}, "source": [ - "As a teaser, here is the plot we’re gonna try building:\n", + "## Load libraries\n", "\n", - "
\n", - "\n", - "
" + "At first sight, one may be tempted to think that today's chart looks rather simple. However, it actually contains several subtle customizations that when added all together make the final result look beautiful. This is also going to be a great opportunity to try an interesting variety of tools from Matplotlib." + ] + }, + { + "cell_type": "markdown", + "id": "67e19b9e", + "metadata": {}, + "source": [ + "## Create data" ] }, { @@ -53,6 +77,14 @@ "y = [i * 0.9 for i in range(len(names))]" ] }, + { + "cell_type": "markdown", + "id": "41eff633", + "metadata": {}, + "source": [ + "And let's also define the colors that are going to be used today." + ] + }, { "cell_type": "code", "execution_count": 3, @@ -72,7 +104,11 @@ "id": "d7cddb2c", "metadata": {}, "source": [ - "## Basic barchart" + "## Basic barchart\n", + "\n", + "Creating a horizontal [basic barchart](https://www.python-graph-gallery.com/barplot/) in Matplotlib is quite simple. You just pass the locations of the bars and their heights to the `.barh()` method.\n", + "\n", + "In this case, we also set the `height` and the `align` arguments. The first one determines the height of the bars, and the second one means the locations in `y` are used for the edges of the bar." ] }, { @@ -100,12 +136,22 @@ "ax.barh(y, counts, height=0.55, align=\"edge\", color=BLUE);" ] }, + { + "cell_type": "markdown", + "id": "081e9707", + "metadata": {}, + "source": [ + "You can notice that the bottom edge of the first bar is located at 0, the first value in the list `y`. You can also see the locations aren't given by round numbers. This is to have more control on the height of the bars and their separation." + ] + }, { "cell_type": "markdown", "id": "a59dbeb1", "metadata": {}, "source": [ - "## Customize layout" + "## Customize layout\n", + "\n", + "The next step is to customize the layout. Here we customize the tickmarks, the spines, the grid lines, and more." ] }, { @@ -141,6 +187,8 @@ "ax.spines[\"top\"].set_visible(False)\n", "ax.spines[\"bottom\"].set_visible(False)\n", "ax.spines[\"left\"].set_lw(1.5)\n", + "# This capstyle determines the lines don't go beyond the limit we specified\n", + "# see: https://matplotlib.org/stable/api/_enums_api.html?highlight=capstyle#matplotlib._enums.CapStyle\n", "ax.spines[\"left\"].set_capstyle(\"butt\")\n", "\n", "# Hide y labels\n", @@ -149,12 +197,22 @@ "fig" ] }, + { + "cell_type": "markdown", + "id": "2360e5b0", + "metadata": {}, + "source": [ + "Although there's still work to be done, this is definitely an improvement!" + ] + }, { "cell_type": "markdown", "id": "01211ca9", "metadata": {}, "source": [ - "## Add labels" + "## Add labels\n", + "\n", + "Now it's time to add labels. These represent the name of the infection. Notice that we're going to be used two different colors, depending on whether the name fits in the bar or not. Also, notice the path effect that is added to the labels in blue. Without this effect we would see the grid line at 10 passing behind the text. " ] }, { @@ -165,7 +223,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -184,7 +242,7 @@ " if count < 8:\n", " x = count\n", " color = BLUE \n", - " path_effects=[withStroke(linewidth=5, foreground=\"white\")]\n", + " path_effects=[withStroke(linewidth=6, foreground=\"white\")]\n", " \n", " ax.text(\n", " x + PAD, y_pos + 0.5 / 2, name, \n", @@ -199,7 +257,9 @@ "id": "e6dbc5e2", "metadata": {}, "source": [ - "## Add annotations and some final touches" + "## Add annotations and final tweaks\n", + "\n", + "The last step is to add a title, a subtitle, a caption, and other subtleties that really make the difference." ] }, { @@ -210,7 +270,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -221,42 +281,64 @@ } ], "source": [ + "# Make room on top and bottom\n", + "# Note there's no room on the left and right sides\n", "fig.subplots_adjust(left=0.005, right=1, top=0.8, bottom=0.1)\n", "\n", + "# Add title\n", "fig.text(\n", " 0, 0.925, \"Escape artists\", \n", " fontsize=22, fontweight=\"bold\", fontfamily=\"Econ Sans Cnd\"\n", ")\n", + "# Add subtitle\n", "fig.text(\n", " 0, 0.875, \"Number of laboratory-acquired infections, 1970-2021\", \n", " fontsize=20, fontfamily=\"Econ Sans Cnd\"\n", ")\n", "\n", + "# Add caption\n", "source = \"Sources: Laboratory-Acquired Infection Database; American Biological Safety Association\"\n", "fig.text(\n", " 0, 0.06, source, color=GREY, \n", " fontsize=14, fontfamily=\"Econ Sans Cnd\"\n", ")\n", + "\n", + "# Add authorship\n", "fig.text(\n", " 0, 0.005, \"The Economist\", color=GREY,\n", " fontsize=16, fontfamily=\"Milo TE W01\"\n", ")\n", "\n", + "# Add line and rectangle on top.\n", "fig.add_artist(lines.Line2D([0, 1], [1, 1], lw=3, color=RED, solid_capstyle=\"butt\"))\n", "fig.add_artist(patches.Rectangle((0, 0.975), 0.05, 0.025, color=RED))\n", "\n", + "# Set facecolor, useful when saving as .png\n", "fig.set_facecolor(\"white\")\n", - "#fig.savefig(\"plot.png\", dpi=300)\n", - "fig" + "fig\n", + "\n", + "#fig.savefig(\"plot.png\", dpi=300)" + ] + }, + { + "cell_type": "markdown", + "id": "0ee474f4", + "metadata": {}, + "source": [ + "And there we got it! It's so elegant 🍸️" ] } ], "metadata": { + "chartType": "barplot", + "description": "A very-good looking horizontal barplot with several customizations to explore the number of infections caught in laboratories made with Python and Matplotlib. This blogpost guides you through a step-by-step construction of a horizontal barplot that includes a variety of custom color fonts, labels, and annotations.", + "family": "ranking", "kernelspec": { "display_name": "plots", "language": "python", "name": "plots" }, + "keywords": "python, chart, plot, matplotlib, barplot, barchart, horizontal, custom", "language_info": { "codemirror_mode": { "name": "ipython", @@ -268,7 +350,10 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.5" - } + }, + "seoDescription": "This post explains how to build a customized horizontal barplot in Matplotlib. Step by step code snippets with explanations are provided.", + "slug": "web-horizontal-barplot-with-labels-the-economist", + "title": "Horizontal barplot with Matplotlib" }, "nbformat": 4, "nbformat_minor": 5 diff --git a/src/notebooks/web-lineplots-and-area-chart-the-economist.ipynb b/src/notebooks/web-lineplots-and-area-chart-the-economist.ipynb index 634bb86499..620d70fede 100644 --- a/src/notebooks/web-lineplots-and-area-chart-the-economist.ipynb +++ b/src/notebooks/web-lineplots-and-area-chart-the-economist.ipynb @@ -5,6 +5,12 @@ "id": "121931a8", "metadata": {}, "source": [ + "## About\n", + "\n", + "This page showcases the work by the data visualization team at [The Economist](https://www.economist.com/). You can find the original chart in [this article](https://www.economist.com/graphic-detail/2021/08/23/the-number-of-child-labourers-has-increased-for-the-first-time-in-20-years).\n", + "\n", + "Thanks to them for all the inspiring and insightful visualizations! Thanks also to [Tomás Capretto](https://tcapretto.netlify.app/) who replicated the chart in Python! 🙏🙏\n", + "\n", "As a teaser, here is the plot we’re gonna try building:\n", "\n", "
\n", @@ -12,6 +18,16 @@ "
" ] }, + { + "cell_type": "markdown", + "id": "3aee2255", + "metadata": {}, + "source": [ + "## Load libraries\n", + "\n", + "At first sight, one may be tempted to think that today's chart looks rather simple. However, it actually contains several subtle customizations that when added all together make the final result look beautiful. This is also going to be a great opportunity to try an interesting variety of tools from Matplotlib." + ] + }, { "cell_type": "code", "execution_count": 1, @@ -27,6 +43,14 @@ "from matplotlib.patheffects import withStroke" ] }, + { + "cell_type": "markdown", + "id": "a9e77630", + "metadata": {}, + "source": [ + "Let's define colors that are going to be used througout this blogpost:" + ] + }, { "cell_type": "code", "execution_count": 2, @@ -39,7 +63,20 @@ "GREEN = \"#2FC1D3\"\n", "BLUE = \"#076FA1\"\n", "GREY = \"#C7C9CB\"\n", - "GREY_DARKER = \"#5C5B5D\"" + "GREY_DARKER = \"#5C5B5D\"\n", + "RED = \"#E3120B\"" + ] + }, + { + "cell_type": "markdown", + "id": "76ef4c9d", + "metadata": {}, + "source": [ + "## Linechart\n", + "\n", + "The chart we're going to reproduce today is made of two separated plots, a linechart and a stacked area chart. We'll do the linechart first.\n", + "\n", + "First of all, let's get started by creating the objects that are going to hold the data for us. Note these values are inferred from the original plot and not something computed from the original data source." ] }, { @@ -55,23 +92,34 @@ "asia_and_pacific = [13.5, 9.5, 7.5, 5.5]\n", "sub_saharan_africa = [25.5, 21, 22.2, 24]\n", "percentages = [sub_saharan_africa, asia_and_pacific, latin_america]\n", + "\n", "COLORS = [BLUE, GREEN, BROWN]" ] }, + { + "cell_type": "markdown", + "id": "70ac643f", + "metadata": {}, + "source": [ + "### Basic linechart" + ] + }, { "cell_type": "code", "execution_count": 4, - "id": "5671f2fa", + "id": "36dde61f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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nr9qlPi1du4BkLKiNMTXAs8Al1trupO3/BfzAWnv/OOccAzqIN5v/X2vtPRO89m3AbQDLly9/w/Hjx9Mul8yursgA//Lb1/mn/95PR4pagjHw7vXn8cUttaxb6pulEopM3a6GIN/53UGOBXtYEfDwiStXs6E6QMxaDrR0jVlLeXdje8rbQucq1+lgbWXJ6GxeywJcUlmCa54t2yjnJiNBbYzxAL8B7rTWPpa0/S+BzcC77TgvZoypstY2GmPKgaeBz1hrn53svVSjnh+6+wb4198e4B//ez/B3v6Ux99cu5w7ttSyvto/C6UTOXd3P72HL/1s51nbv3LTRj533To++dDz/PtLhzP2fvk5DtYt9cXvJSdqy2srS8hfoCtEycSmHdTGmFzgceBJa+03krZ/BPhj4K3W2pTjB4wxfw30WGv/brLjFNTzS0//IP/3uQP8w6/3p9U55qZLqrl9Sy1vWF46C6UTOZu1lpZQH8eCIeqDPVy7upLGrjBX/P3PJjzn+b94O3lOB5vv/q8pvacr10ntUh8bkxajuHhJyaJaIUomNllQp2xLMfHpZ+4DXjsjpG8APg9cPVFIG2MKAYe1NpR4vAX4myl8Bslinvxc/uKtl/DJqy7k3ucP8Y1n9tISmjiwH9/bwON7G7hhTRV3bKnl0pqyWSytLBa9/YPUt/dwLNjDsbbQ6ONEOA/PFXDxkmJu3bySv/nFrklf77svHORbt1zORRXFvN7SNemxhcPLNiZ6Xm9a5ufC8mJyFMoyBenc9LgS+BCwxxizK7HtDuCfgHzg6cRUci9aaz9pjFkK3GutvZH4kK4fJfbnAA9aa5/I7EeQbFGYn8ufvmUNt125mvteOMTf/2rvpGNCn9jfyBP7G7n+oqXcsbWWy1eUz2JpZb6LxmI0dIY5FuyhPhgaCeHjwXggn05z6JM/sQ77seDkM30da4vvDxSOXbfdm58bn2IzafKQC7Rso2RQyqC21j4HjDep688nOL4JuDHx+CiwfjoFlPnHlZfDp6++mI9fsZp/f/EQf/urvZPOrPT06008/XoTb1m9hL/cup6rVlXMYmklW1lr6QgPJGrCIY619Yw+DvZwor0n5Spw6WgPx/tXrEgxw96K0vj+VaVeLqspG2m+XhnwatlGmVGamUxmXP9QlO+/dJi7f7mXkx29KY9/8/kV3LF1PVefX6GJ/xe4/qEoJ9p7R5qjh0O4vj3eXJ3pYU4TefUL76BvMMqV3xi3/gHAi599O+uW+lRTlhmhKUQlKwwMRbn/laPc/cs91KdoZgS4cmU5d2yt5drVlQrsecpay6nuyIT3ipu6whlfgjFdhXk5rAh4WBHwcsumGt63aUXKXt8iM0VBLVllMBrjoe1H+drTe9Jalu+NNWXcsbWW6y9aqsDOQj39gyO14fpgUoet9p4xnbZmm8MYlvkKqQl4RgK5xp94XOqltDB/3J+nXQ3t3Pv8AY619bCi1MPHr7iQDRpSKDNMQS1ZaSga4wc7jvG1p/ZwqLU75fGblwe4Y+t63ramSoE9i4ai8U5byfeH65NCOdPzVZ8LvzuPFQEvKwIeagIeakYee1nuK5zS0KdzmZlMJFMU1JLVorEYj+w8zlefqks57AVgY7WfO7bWctMlyxTYGTDcaWs0hMfeK85Up62pyHM64gHsj9eCVww/DnipCXgodmmxCVkYFNQyL0RjMX60+wRffaqOfc2dKY+vXerj9q213LxuuXrdptA/FOV4sOeMWvHo41SLrcykyiJXonnaO/J9uIa8tMitf1tZFBTUMq/EYpaf7DnBXU/WsaepI+XxaytLuH1LLe9av3zRNlHGYpZTocjY2nDSveK57LTlyc856/7w8OPz/B7NYS2CglrmqVjM8rN9J7nryTp2NrSnPP6iimJu31LLezeetyADO9Q3ODJs6cyacX17D31z1GnL6TBUlxQmOmyN3iceriFP1GlLREYpqGVes9byi/2N3PXkbrafCKY8/oKyIr64ZR1/sGnFvJqycbjT1rGkWbbqk2rGbWksfDJTAoX5I/eHawJeVpSO3iteNsVOWyIySkEtC4K1lqdfb+LOJ3bz0vHUy5uvKvXyhevXcevmlVkRJNZa2sP9E849faKjl+gcddrKz3Fwnn/s/eHkx0UF6rQlMpMU1LKgWGv51cFm7nxiNy8ca015fE3Aw+evW8cHf28leTO8fGDfYJTj7Wf3nD7WFn8c6p+7TltLi13UJN8rTuq8VVnkUqctkTmkoJYFyVrLbw63cOcTu/ntkZaUxy/3FfK569bxkTeej8MwpbGyw522xpt7+niwh8aulKu9zpjhTltjQzj+eLmvUJ22RLLYtJa5FMlWxhiuuWAJ11ywhGcPn+KrT9Xx64OnJjz+REcvDgO5Tgc7Tga57/mDHAv2sCLg4RNXrmZDdQCId9oab5ateDCH6B+KzdZHHMPpiM+0lTyWOLnzVkCdtkQWJAW1LAhvPn8Jbz5/Cc8fPc1dT+7mlweazzrmo288n49dsXrc+Zzve+HQyHzOn/vRK/z7S4dnq+hjlBbmjxlTnHyveFlJ4bzqHCcimaGmb1mQXqpv5atP1fHE/saRbemskPT8X7ydPKeDzXf/14yUKz/HQY1/bK/p0ekv1WlLZLFS07csOpfVlPHj297KqyfauOvJOo4GQ6yt9PGpH7ww6XnffeEg37rlci6qKE5rOtPxVBW7Oe/MhSBK44+XeNVpS0TOjYJaFrQ3LC/l0U9cy6HT8dA9lmJ5zWNt8f2BwvwJj/Hm5541w9ZwU/V5fg8FuTPbs1xEFhcFtSwKF5QXA7Ai4Jn0uBWl8f2uXCdvWb1ktGk6aVEIv1udtkRk9iioZdGIxmJ84srV3PfCoQmP+fgVqxmKxXj8f1w/iyUTEZmYupDKouF0ONhQHeBv3r5x3P1fuWkjG6oD5CzAecJFZP5SjVoWnc9fv44tF1dx7/MHONbWw4pSDx+/4kI2VPvnumgiImdRUMuitG5pCd+65fKR59HY3ExiIiKSitr4ZFE6c7rQhbgspogsDPrrJCIiksUU1CIiIllMQS0iIpLFFNQiIiJZTEEtIiKSxVIGtTFmmTHm18aY/caYfcaYP01s9xtjnjbGHEp8901w/ocTxxwyxnw40x9ARERkIUunRj0E/IW1dg3wRuBTxpg1wBeBX1lrLwB+lXg+hjHGD3wZuAy4FPjyRIEuIiIiZ0sZ1NbaZmvtjsTjEPAaUAXcDHwvcdj3gHeOc/pW4Glrbbu1tgN4GrghA+UWERFZFM7pHrUxpgbYCLwEVFhrmxO7TgEV45xSBZxMet6Q2Dbea99mjNlujNne2tp6LsUSERFZsNIOamOMB3gU+DNrbXfyPmutBex0CmKtvcdau9lau7msrGw6LyUiIrJgpBXUxphc4iH9gLX2scTmFmNMZWJ/JXB6nFMbgWVJz6sT20RERCQN6fT6NsB9wGvW2m8k7fopMNyL+8PAT8Y5/UlgizHGl+hEtiWxTURERNKQTo36SuBDwLXGmF2JrxuBrwHXG2MOAdclnmOM2WyMuRfAWtsOfAV4JfH1N4ltIiIikgYTv72cXTZv3my3b98+18UQERGZFcaYV621m8fbp5nJREREspiCWkREJIspqEVERLKYglpERCSLKahFRESymIJaREQkiymoRUREspiCWkREJIspqEVERLKYglpERCSLKahFRESymIJaREQkiymoRUREspiCWkREJIspqEVERLKYglpERCSLKahFRESymIJaREQkiymoRUREspiCWkREJIspqEVERLKYglpERCSLKahFRESymIJaREQkiymoRUREspiCWkREJIspqEVERLKYglpERCSL5aQ6wBjzXeAm4LS19pLEth8AFyYOKQE6rbUbxjm3HggBUWDIWrs5I6UWERFZJFIGNfDvwLeA7w9vsNb+wfBjY8zfA12TnP8Wa23bVAsoIiKymKUMamvts8aYmvH2GWMMcAtwbYbLJSIiIkz/HvWbgBZr7aEJ9lvgKWPMq8aY2yZ7IWPMbcaY7caY7a2trdMsloiIyMIw3aC+FXhokv1XWWs3AW8DPmWMefNEB1pr77HWbrbWbi4rK5tmsURERBaGKQe1MSYHeDfwg4mOsdY2Jr6fBn4EXDrV9xMREVmMplOjvg543VrbMN5OY0yhMcY7/BjYAuydxvuJiIgsOimD2hjzEPACcKExpsEY87HErvdzRrO3MWapMebniacVwHPGmN3Ay8DPrLVPZK7oIiIiC186vb5vnWD7R8bZ1gTcmHh8FFg/zfKJiIgsapqZTEREJIspqEVERLKYglpERCSLKahFRESymIJaREQkiymoRUREspiCWkREJIspqEVERLKYglpERCSLKahFRESymIJaREQkiymoRUREspiCWkREJIspqEVERLKYglpERCSLKahFRESymIJaREQkiymoRUREspiCWkREJIspqEVERLKYglpERCSLKahFRESymIJaREQkiymoRUREspiCWkREJIspqEVERLKYglpERCSLKahFRESyWMqgNsZ81xhz2hizN2nbXxtjGo0xuxJfN05w7g3GmAPGmMPGmC9msuAiIiKLQTo16n8Hbhhn+/+x1m5IfP38zJ3GGCfwz8DbgDXArcaYNdMprIiIyGKTMqittc8C7VN47UuBw9bao9baAeBh4OYpvI6IiMiiNZ171J82xtQlmsZ94+yvAk4mPW9IbBuXMeY2Y8x2Y8z21tbWaRRLRERk4ZhqUH8bWAVsAJqBv59uQay191hrN1trN5eVlU335URERBaEKQW1tbbFWhu11saA7xBv5j5TI7As6Xl1YpuIiIikaUpBbYypTHr6LmDvOIe9AlxgjFlhjMkD3g/8dCrvJyIisljlpDrAGPMQcA1QaoxpAL4MXGOM2QBYoB7448SxS4F7rbU3WmuHjDGfBp4EnMB3rbX7ZuJDiIiILFTGWjvXZTjL5s2b7fbt2+e6GCIiIrPCGPOqtXbzePs0M5mIiEgWU1CLiIhkMQW1iIhIFlNQi4iIZDEFtYiISBZTUIuIiGQxBbWIiEgWU1CLiIhkMQW1iIhIFlNQi4iIZDEFtYiISBZb0EEdPWMe8zOfi4iIZLuUq2fNZwd7+nikuZ2GvgGqC/J4b6Wfi72uuS6WiIhI2hZsUN93opVv1reMPH+JXh491cFnair42PKyOSyZiIhI+hZc03fUWl4LRcaEdLJv1rfwek9EzeAiIjIvLLigdhrDI83tkx7zn83tOI2ZpRKJiIhM3YILaoCGvoFJ9zdG4vufON1J91B0NookIiIyJQsyqKsL8ibdX+WK77/nRCtbXzzA1w43cTzSPxtFExEROScLLqij1vLeSv+kx7xniZ9DvX0cDfcTicV4uKmdd75yiD/Ze5yXO3qwun8tIiJZYsEFtdMYLva6+ExNxbj7P1NTwRqviwcag2O2W+DZ9hC37annlh2H+fGpDvpjsVkosYiIyMRMNtYeN2/ebLdv3z7t13m9J8J/NrfTGBmgypXH+yr9XORx8WhzO1851JTyfF+uk/dV+rllqZ/SvNxpl0dERGQ8xphXrbWbx923kIM6au2Y3t3Dz09E+nmoMciPT3USSaPWnGMMN5QV88HqABd5NGGKiIhk1qIN6lS6h6L85FQHDzYGae4fTOucNxS72VZVytUBr4Z4iYhIRiioUxiylt8Eu7m/IcjO7nBa51QV5HLr0gDvXOLDk+Oc4RKKiMhCpqA+B/tCER5sbOPJ1i6G0rg0hU4H71zi49alAapdkw8LExERGY+CegpO9w/yw6Z2HmlupzONSVEMcE3AywerStlU7MaoWVxERNKkoJ6GvmiMn5/u5IHGIEfC6U2KcpGngG1VAbaWFZPnWHAj4EREJMMU1BlgreWlzl7ub2zjufaetM4J5OZwy1I/76v0489bsAuViYjINE0rqI0x3wVuAk5bay9JbPtb4B3AAHAE+Ki1tnOcc+uBEBAFhiYqxJmyMaiT1Yf7ebAxyE9bOuiLpf6PTp4x3FhezAeqSlntKZiFEoqIyHwy3aB+M9ADfD8pqLcAz1hrh4wxXwew1n5hnHPrgc3W2rZzKXC2B/Ww7sEoj55q5+HGIC0DQ2mdc2lJIR+sCnCV34tD97FFRITJgzple6y19lljTM0Z255Kevoi8N5plXCeKsp18tFlZXywqpRngt080NhGXXdk0nNe7uzl5c5elhXksa0qwO8vKcHt1PAuEREZXyZ6Ov0R8IsJ9lngKWPMq8aY2yZ7EWPMbcaY7caY7a2trRko1uzJdRi2lhXz/Q2r+I8NK7mhrJhU0Xuyb4CvHWlmy4sH+MbRZppSLM0pIiKLU1qdyRI16seHm76Ttv8lsBl4tx3nhYwxVdbaRmNMOfA08Blr7bOp3m++NH1PpqV/kB80BXmkuSOtNa8dwLWlRWyrCrChSMO7REQWk8mavqdcozbGfIR4J7Nt44U0gLW2MfH9NPAj4NKpvt98U5Gfy5+sWMKTl13IX56/lBWu/EmPjwG/bOvmo7uPsW3nUX5+upNBrd4lIrLoTSmojTE3AJ8Hft9aO+6cm8aYQmOMd/gxsAXYO9WCzlcup4P3LfXz6Obz+edLzuMKnyflOft7ItzxegM3vnyQe0+cpmMwvY5qIiKy8KTT6/sh4BqgFGgBvgzcDuQDw4s6v2it/aQxZilwr7X2RmPMSuK1aIh3WnvQWntnOoVaCE3fkznS28eDjUEeP91JfxrDu/IdhreXl7CtKsCqQg3vEhFZaDThSZbqHBzi0eYOHm4K0prm8K7LfR62VQW4wufR8C4RkQVCQZ3lBmOWX7Z1cX9jkH2hyYd3DVvhyucDVQFuqijB5dQ0pSIi85mCep6w1rK7O8IDjW38qq2bdLqSFeU4eU+ljz+o9LOkQKt3iYjMRwrqeaipb4CHm9p5rLmdnmjqyHYC15UV88GqAOuK3DNfQBERyRgF9TwWjkb5aUsnDzYGORFJb1KUWq+LbVWlXFtaRK5D97FFRLKdgnoBiFnLc+0hHmgM8lJnb1rnVOTl8P6qAO9Z4qcoV9OUiohkKwX1AnOot48HGtr4+ekuBtL49ytwGN5R4WNbVYAa9+QTr4iIyOxTUC9Q7QNDPNLczg+a2gmmOSnKVX4P26pKeWNJoaYpFRHJEgrqBW4gFuOp1vjwrtd7+tI6Z5U7Przr7eUlFGh4l4jInFJQLxLWWnZ0hXmgMcivg92k8y9bkuPkvZV+blnqpzw/d8bLKCIiZ1NQL0INkQEeagry41Md9KYxvCvHwJayYj5YVcoar2sWSigiIsMU1ItYz1CUn7R08FBjkIa+wbTO2VjkZltVgGtKi8jRfWwRkRmnoBai1vJsMMT9jW282jXugmdnqczP5daqAO9a4sObo+FdIiIzRUEtY7zeE+GBxiBPnO5iMI1/f7fTwc0VJdxaFWB5inW1RUTk3CmoZVxtA4P8Z1M7P2xup2MwmvJ4A7zZ7+WD1QE2F2t4l4hIpiioZVL9sRi/ON3Fg41BDvamN7xrdWEBH6gK8LbyYvIdGt4lIjIdCmpJi7WW7V293N8Q5Nn2UFrDu3y5Tt6XGN5VmqfhXSIiU6GglnN2PNLPw41Bfnyqk0gs9fCuXGO4obyYbVUBLvJoeJeIyLlQUMuUdQ9F+cmpDh5sDNLcn97wrjcUu9lWVcrVAS9O3ccWEUlJQS3TNmQt/93WzQONQXZ2pze8q7ogPrzr5gofHg3vEhGZkIJaMmpfKMIDjW081drFUBo/PoVOB+9c4uMDSwNUufJmvoAiIvOMglpmxOn+QX7Y1M4jze10DqUe3uUArgkUsa0qwKZit4Z3iYgkKKhlRvVFY/z8dCcPNAY5Eu5P65yLPAVsqwqwtayYPA3vEpFFTkEts8Jay4udvTzQ2MZz7T1pnVOal8MtlX7eW+nHn5czwyUUEclOCmqZdfXhfh5oDPJfLR30xVL/jOUZw43lxWyrLuWCwoJZKKGISPZQUMuc6Roc4rFTHTzcGKRlYCitcy4rKWRbVYCr/F4cuo8tIouAglrm3GDM8kywmwca2qgLRdI6Z7krjw9UBfj9ihLcTg3vEpGFa9EGtY3FMEkdlc58LnOjrjvMg41Bnm7tInVfcfA4Hby70s+tS/1UFmh4l4gsPIs2qDtbWjm6ez+9Xd0UFhexcv0aSirKMlBCyYRTfQP8oLmdR5s76E5jeJcTuLa0iG1Vpawvcml4l4gsGNMOamPMd4GbgNPW2ksS2/zAD4AaoB64xVrbMc65Hwb+d+Lp/2+t/V6q98tEUB94aQf7nnv5rO1rr7qUCy/bNK3XlsyKRGM83tLJA41t1EcG0jpnrdfFtqoA15cWk+tQYIvI/JaJoH4z0AN8Pymo7wbarbVfM8Z8EfBZa79wxnl+YDuwGbDAq8Abxgv0ZNMJahuL0dUa5Jn7H53wmLd88D3kuwo4uns/Lk8hLm8hLq8Hl6eQfLdqanMlZi0vdPRwf2OQFzrSG95VlpfD+5cGeE+lj5JcDe8SkflpsqBO6y+btfZZY0zNGZtvBq5JPP4e8N/AF844ZivwtLW2PVGQp4EbgIfSed+pMA4HR3fvn/SY+rr9bLz+apoP1xNqH/t/BuNwjIa3x5MI8eTHHgrcLt3rngEOY7jS7+VKv5fDvX081Bjk8dOd9E8yvKt1YIhv1rfwnROneXt5CR+oCrBKw7tEZAGZThWkwlrbnHh8CqgY55gq4GTS84bEtrMYY24DbgNYvnz5NIoFvV3dKfaHAMhz5Z+1z8ZihLtDhLtDE55vjKHAU3hWbTw50AsK3TjUU3nKzi8s4K9WV/HpFRU81tzBw01BWicZ3tUXszx6qoNHT3Vwhc/DtqoAl/s8Gt4lIvNeRtoKrbXWGDOtXmnW2nuAeyDe9D2d1yosLqKVxkn2ewEYiKQ33eWZrLVEQj1EQj3QPPFxBYXusbVxTyLUvcNhXohTq0pNypebw8eWl/GH1QGebuvm/oYg+3smH971fEcPz3f0sMKVzweqAtxUUYLLqRYQEZmfphPULcaYSmttszGmEjg9zjGNjDaPA1QTbyKfMTYWY+X6NdTveW3CY2pq19DVGjyr2TvT+nrD9PWG6aB1wmPy3a7RAB+nhl7gKSQnN3dGyzkf5Doc3FhewtvKitndHeH+xjaeaesmNsk5xyL93Hm4iW/Wt/DeSh9/sDRARb6upYjML2kPz0rco348qTPZ3wLBpM5kfmvt5884x0+8A9lwN+sdxDuTtU/2XrPR67v1ZBOtJxuJhHqJ9PTSF+oh0tPLYH96vY5nU15Bfvze+BnN6+6RQPeQk7f4Aqipb4CHm9p5rLmdnuhkkR3nBK4vK+bTNeVUFuThTGoWj1o75rmIyGzKRK/vh4jXjEuBFuDLwI+BHwLLgePEh2e1G2M2A5+01n48ce4fAXckXupOa+2/pXq/jI2jPt3Gsd376O0KUVjsZcX6tZSUl056zuDAAH2J8A6HehJBHv/e19NLJNTDQN/UmsxnUm5+Hi5PIQXj3C8frqHn5uctyB7t4WiUn56Kr951sm/y/2j91QVLeU+ln/2hCI82t9PQN0B1QR7vrfRzsdc1SyUWERlr0U54MlMzkw0NDiZCOx7okZFATzzu6aU/nN40mbPJmZszTk/2sffP8wry522Yx6zlufYQ9zcGebmz96z971ri48urq7jvRCvfrG85a/9nair42HJNiCMis2/RBvVcig5F6etNhHmi41lkJNwTNfTe8FwX8yyOHOcZ98zPvnc+H8aaH+zp48HGNn5+uouBxM/4I284n/6YZdvOIxOe9+DGVRTnOHn8dCfrvC4uKXJTpA5/IjLDpj2OWs6dM8dJYXERhcVFEx4Ti0bp6w2PCe8za+h9Pb3M5n+mYkNReju76e2ceIjb+GPNx9bM53qs+WpPAX99YTV/smIJjzS382JHD+cXFvCVgxOPBgB49FQ7f3VBFU+2dvHt4/H+kSvd+dR6XawrclNb5GalO1/3s0Vk1iio55DD6cRd5MVd5J3wGBuL0ReOJNXIEyF+RrjbWOrOVJkyn8aa+/NyuO28cj66LN43oSHFPezGxBSmxUm16KPhfo6G+/lxSycAbqeDS7wu1nnd1BbFv/vz9KskIjNDf12y3Ejt1VM44THWWvrDkQnvlw9/j6Wx8EWmTHmseXKTewbHmucmavfVBXm8RPz+9Sp3PkU5TrqHohwJxzsIVrniq3N1TXKtwtEYL3f2jrkPXl2Qyzqvm/VFbtYVuVldmD/yniIi06GgXgCMMRQUuikodOObYHUway0Dff1n18x7kmrooR6iQxPP/jUTZnOsedRa3lvpJwZ8cKmfVZ7RXt5HeiLc39TOe5b4OdTbx9HwufXsb+gbpKGvi1+0dsXL7DBc7HGN1Lhri9wawy0iU6LOZDLCWstg/8D4QT5PxpqPOxPcOGPN21taqU9aArVm/Rr8if/kvNLZw09bOtnTHU57Na90lOflUFvkHmkyv9jjokAzpokI6vUtGTZfx5qv2ngJ66+96pyWQO0aHGJvKEJdd5g9ie/pTK6SjhwDqwuTa90uqgsW5lh3EZmcen1LRuXm5ZEbyMMb8E14TDaONa+pXUPHqdPjhjTAvudeprxmGQVuF81HT1AU8OEN+EZW9IL4WO36SD913RH2JML7cG/fpFOZTmTIwv6eCPt7IjxMfLI+X66TdV4364pc1HrdXOJ1UajhYSKLmoJaZkRObi4eXwkeX8mEx8zmWHNvwEdxqZ8dT/1m0uOGl0A9smPPyFzw+W4X3oCPIn88uItKfdwQ8HNzRQnGGHqHouzvicTDOxRmd3eYjsGpddzrGIzybHuIZ9vjPeoNcH5h/sh97nVeFyvc+VoVTGQRUVDLnJnNseZ5BfElTaeyBGp/OEJ/OELbyaYzXrMgHtwBH76Aj3cEfHzgvFLy3S6a+oeoC4XZ0x2mLhThQE+EoSncZbLAod5+DvX289ip+H8cPInhYbWJHubrvC5KcvWrLLJQ6bdbslqmxpoPDgwCmV0CdaCvj2BjM8HGsePPcvPz8Pp9VAR8XBDw8eGAj/wVZdTjZG/P6P3uU/2D6VyCs/REY7zY2cuLScPDznPljdznri1yc35hATmqdYssCApqmffSHWseHYrOyhKog/0DtDe30N48dj7xnNxcqgM+Lg74+ETAR7TCy8ncAvZaB3tC8XvV/bGpde48HhngeGSAx093AlDgMKz1usY0mZdpeJjIvKSglkXBGIMzx0lJRRlrr7p0wl7fvooymg7XU7V6JaFgB6GOrozN+jY0OEjHqdN0nBq7dPuqnBw2+Eso9PsY8HppKijggDOP7UOGE1OsdffFLK92hXm1a/Qef2V+7kho1xa5uchTQJ4mZRHJehqeJYtSukugxqLxuc+72zsIBTvoDsa/h9o7iUVndqY3h9OJy1fMkNdLq8vNkZx8dpkcGnPyiGUgYHON4SJPQXwO80R4V+bnaniYyBzQOGqRM0x3CVQbi9HbFRoJ7u5g+0iAz/TsbsbhwHo9dLoLOZFXwKGcPE4XuGkvcBGdZoCX5uWM1LjXed2s9bpwaVIWkRmnoBaZJdZawt3JAZ6ogQc7GBqcWjN22u9tDGG3m+Z8F035LlpdbtpcLtoK3FMOcCdwfmHBSJP5+iI3y12alEUk0xTUInMsvkhJL6H2eO27u224Cb1jxqdktUBHfgGtLjetBe5EgLtpK3AxOIXVy4pynEm1bq3ZLZIJCmqRLGWtpa83PKb2Hf/ePivTsHbk5Y8E93CQt7lcDDjPrZ/pSnc+6xJrdq/Xmt0i50xBLTLPWGvpj/QRSqp9D3dom42pV7vy8mktcI0J8FaXm/6c9AJca3aLnBsFtcgC0h+OEGrvHKl5D4d4X09mpludTCg3LxHcrjE18UhO6jHaw2t21xbFv7Rmt8goBbXIIjDQ1x+/B97WkbgXHq+BR0I9M/7ePTm5SbXv0Zp4b04uTNAErjW7RUYpqEUWscH+AULJ48ATIR5OzGs+k8LOHNpcbk4P174L3LS6XPTk5o0b4FqzWxYrBbWInGVocJBQe+cZHdna6e2cfOGSTOhzOsf0QB+uiXfn5Y8JcK3ZLYuF1qMWkbPk5ObiqyjDV1E2Znt0cIhQR+eYDmyhYAc9HV0pVylLV0E0yrLeEMt6x9bq+x1O2lyuMSHe1OdmfyjMw0ZrdsvipKAWkTGcuTmUlJeeNaVqLBqlp6MrPg48aSKXTM6Hnh+LUtXbQ1Xv2Pvqgw7H6L3vAjenXG72utz8S34BGKM1u2VBU1CLSFocTidFpX6KSv1jts/GfOi5sRhLw70sDfeO2T5kDG1JndceLnDzTZebQbebNcWFWrNbFgT95IrItDicTrwBH96ADy4Y3R6fD7377OlUMzgfeo61LImEWRIZOzQtagzBgngT+iMuF992ucktKWZ5WYB1Ps+ka3bHYjEcScPGznwuMtsU1CIyI4zDgcdXgsdXAuevGNk+G/OhO62lPBKmPBKGpKXFY0B7gYtHC9x0uN24/CUsKS/loqXlXF1WQo7D0NUa5Nju/fR2dVNYXMSK9WvOuo8vMpumHNTGmAuBHyRtWgl8yVr7D0nHXAP8BDiW2PSYtfZvpvqeIjL/GWMoLC6isLiIypXnjWwfng99eCWy0Rp45uZDdwClfRFK+yLQGYSmkwCsuuEt5FT4OPDSjjFrlbfSSP2e11h71aVceNmmjJRB5FxNOaittQeADQDGGCfQCPxonEN/a629aarvIyKLgzEGd5EHd5GHJSuWj2yfjfnQq1evpKOldUxIJ9v33MuU1yynqNTHQKQPl6cwI+8rko5MNX2/FThirT2eodcTEQHiAe7yFOLyFFJ+XvXIdmttfDrV5ACfwnzoS1adR05uLsd275/0uPq6fWy8/mp2PvUsJ5pOYXwlBMpLWVFVQXlFGR5f8TmtaS6SrkwF9fuBhybYd7kxZjfQBHzWWrtvvIOMMbcBtwEsX758vENEREYYYygodFNQ6KZsedWYfWfOh97R1kFnsJ3YOAHu9noA6O2afKKX3sRMbu5iD3nH+uFUC92nWthdF/+TFnM6cZQUU1pRSlVlOSVlpRSXBcjJ07SoMj3TDmpjTB7w+8Dt4+zeAZxnre0xxtwI/Jgx/UJHWWvvAe6B+Mxk0y2XiCxe+W4X+W4XpdWVY7YP9PWPzMDWeDpI6+kgob54B7bC4iJaaZzwNQuLvQCEu8afO90RjUKwnbZgO237DwLxtcBzirwEyksprSiluLyUkrIABZ5Cza4mactEjfptwA5rbcuZO6y13UmPf26M+RdjTKm1ti0D7ysick7yCvIJVC0hULWEFUnbY7EYK9avoX7PaxOeW1O7lqHBQU4dS/8OnwGi3SFOd4c4ffjYyHZnQT6+8lJ8ZaUUlwcoLgvg9ZfgcGqGNTlbJoL6ViZo9jbGLAFarLXWGHMp8U6XwQy8p4hIxjgcDnwVZay96tJxO5StvepSfBWlvP76EaLG4JzmVKrRvn7aTjTSdmK0Bm8cDopK/ZSUBSgujzebF5cFyCvIn9Z7yfw3rUU5jDGFwAlgpbW2K7HtkwDW2n81xnwa+B/AEBAB/pe19vlUr6tFOURkrnS0tFFft4/erhCFxV5qatfiq4hPpzoQi/F6Vy97G1toam6lty2IJxRiSbgXVzQzk7icyV3kHal1lyRq4O4ir5rOFxitniUikqZznZmsbWCQ3V1hXjsdpLH5NH3BDkp7e6gI9+Lv75uRMubm543UuIsT4V0U8OPU4iTzloJaRGSWDFnL4d4+9nRH2NveRfOpVmxHJxXh3vhXpJecGfi7axwOvP6SeM07qek83+3K+HtJ5imoRUTmUNfgEHtCEeq6w+zt6qXxdBBvT7zJvCLcy5JwL4VDmZk+9UwFnkJKykdr3yXlAQpLitV0nmUU1CIiWSRmLfWRfuq6I+zpDlPX3cupzh4qwj1UREbDO9AXYSbi1JmbQ3FpgOLy0dp3UamfnFyN+Z4rkwW1FuUQEZllDmNY6S5gpbuAdy7xAdA7FGVfKEJdKMye7gi/DoXp6RugPBKmItwzUvuuiPSSN831v6ODQ7Q3t9DenDSq1hi8vuIx971LykspKHRP671k+hTUIiJZoDDHyaU+D5f64jOlWWtp7BtMBHeY3d0RnuqNEI1ZfP19iVr3aIAXDU5z4RJrCbV3EmrvpOHAkZHN+W7X2Pve5QE8vhIt/TmL1PQtIjJP9EVjvNYTGbnfvac7TMtAfFiYe3BwJLyHm8/LImFmIk4dOU6KAv7Eve/Rjmu5+Xkz8G6Lg5q+RUQWgAKng43FhWwsHl29q6V/MH6fOxHeO3oi9MfiFTBnLEZZJBwP73AvSxIBXhCNTqscsaEonS2tdLa0jtleWFI0EtzDIe7yarrU6VJQi4jMYxX5uVSUFXNdWTEAg7EYB3v7E+EdZk93AbsKPaMnWEvJQP+Y+95Lwr2UDEx/ydDezm56O7tpOnR0ZFtuQf5Zs60VBXyaLvUcqOlbRGSBax8YYm8ofp97TyjM3lCEcHRsh7SCoaHEWO940/mSRNP5TI35Lgr44h3WRuY7L13U06VqeJaIiIyIWsvRcP/Ife66UISj4bNr1I5YjNK+yFkd19wzNF2qy+sZ02mtpKwUd/HimC5VQS0iIpPqHh4e1h2OB3goQvfQOPeyrcU7OJDUbB6//x2YoelSc/LyKC7zj0zWMjzm25mzsO7cKqhFROScWGs5ERmgLhSOT8wSCnOop4+JuqHlRYcoD4cTHdbite/ycJhcO70x3+MxxsSnS026711cXkrBPJ4uVUEtIiLTFonG2BeKh3a85h0hODhxM7ixlsBI0/no/W/v4AxNl1roHrnfPdyBzVNShJkHY74V1CIiknHWWpr7B9nTHRmZmOW1nj4GU+RKYVLT+XDzeaAvMiNjvp05OUm17vh976Ky7JsuVUEtIiKzYiAW4/WevpH73HXdYZr7U9egc6LR+HSpkd4xIZ4fm96Y74l4fMWjU6UON50Xuues45qCWkRE5kxr/yB7kprM94Ui9MXSyB6bPF3qaMe14ulOlzqBfFfByP3u4SZ0r694zJhvG4uNaUo/8/lUKahFRCRrDK/ZPXyfe08ozPFI+uHrGhpMuu8dv/dd1hfBOQN55nA6KSr1s+7qyylbtpSOllaO7d5Pb1c3hcVFrFy/hpKKsmm/j6YQFRGRrJFjDBd5XFzkcXHL0vi2zsEh9iYND9sbitATHb/HeCQnl/qiEuqLSka2OWMxSvvCZw0bc013utRolJLyAGXLlnLgpR3se+7lkX2tNFK/5zXWXnUpF162aVrvMxkFtYiIzLmS3Byu8nu5yu8F4mt2Hwv3jy5AEgpzuLefierMUYeDFreHFvfY6VKLB/rH1L6XRHrw9Z/bdKmrNtXScer0mJBOtu+5l6lYsZziUv+M9DBXUIuISNZxGMOqwgJWFY6u2d0zFGV/KMLuxJrde0JhOgYnqTEbQ1d+AV35BRz0BUY25w8NjawwNhzg5ZHecadL9QZ8FJf62fHUbyYt77Hd+9h4/dVT+7ApKKhFRGRe8IyzZndD38DIfe667ggHeyMMpbhV3Z+TwwlvMSe8xSPbHLFYfMx3ZLjjWvwrkJh/vLere9LX7O0KTe/DTUJBLSIi85IxhmWufJa58nl7RQkwumb3cHjv7g7TOpB6bvKYw0Gru5BWdyF7hyvf1rIuz8HVQGFxEa00Tnh+YbF3+h9oAgpqERFZMCZas3v4Pnddd4T9oQgD6fQQN4Y9g5b+oSgr1q+hfs9rEx5aU7uWWCyGQ/eoRUREzk1Ffi7XlxVzfdKa3Qd6++IzqiUCvKFv/ElZVrnzyc9xkl9RxtqrLh23Q9naqy7FV1E6Y+VXUIuIyKKS63BwidfNJV43t1bF27nbB4ZGatzJa3YX5cQnO/ltsJs3XbaJspplHK/bT29XiMJiL+fVrsFfURbfHyiakfIqqEVEZNHz5+VwdaCIqxNhG7WWI7391EfiQ7n+OxjiV8EQH1rqH9O7+0hPhH862IjToKAWERGZLU5jWO0pYLWngKi1vLfSz607j/DjUx2sdOdTnOOkayjK0XA8yB/etIqotThnYK7w7F/7S0REZA45jeFir4vP1FQAcDTcz87u8EhIf6amgos8rhkJachAjdoYUw+EgCgwdOZcpSa+FMk/AjcCYeAj1tod031fERGR2fSx5WVc6ffwn83tNEYGqHLl8b5KPxd5XDP6vplq+n6LtbZtgn1vAy5IfF0GfDvxXUREZF65oLCAv7qgauR5dBYWtpqNpu+bge/buBeBEmNM5Sy8r4iISEad2bw9U83dyTIR1BZ4yhjzqjHmtnH2VwEnk543JLaNYYy5zRiz3RizvbW1NQPFEhERmf8yEdRXWWs3EW/i/pQx5s1TeRFr7T3W2s3W2s1lZdNf21NERGQhmHZQW2sbE99PAz8CLj3jkEZgWdLz6sQ2ERERSWFaQW2MKTTGeIcfA1uAvWcc9lPgD03cG4Eua23zdN5XRERksZhur+8K4EfxEVjkAA9aa58wxnwSwFr7r8DPiQ/NOkx8eNZHp/meIiIii8a0gtpaexRYP872f016bIFPTed9REREFivNTCYiIpLFFNQiIiJZzNhZmFXlXBljWoHjGXzJUmCimdMWI12PUboWY+l6jNK1GEvXY6xMX4/zrLXjjk3OyqDONGPM9jPnIF/MdD1G6VqMpesxStdiLF2PsWbzeqjpW0REJIspqEVERLLYYgnqe+a6AFlG12OUrsVYuh6jdC3G0vUYa9aux6K4Ry0iIjJfLZYatYiIyLw0L4PaGLPMGPNrY8x+Y8w+Y8yfJrb7jTFPG2MOJb77EtuNMeafjDGHjTF1xphNSa91d+I1XkscM/OLi2bYFK7HRcaYF4wx/caYz57xWjcYYw4krtUX5+LzTEemrsVErzPfZPJnI7HfaYzZaYx5fLY/y3Rl+PekxBjziDHm9cTfjsvn4jNNR4avx58nXmOvMeYhY0zBXHym6ZjC9diWyJM9xpjnjTHrk14rs39HrbXz7guoBDYlHnuBg8Aa4G7gi4ntXwS+nnh8I/ALwABvBF5KbL8C+B3gTHy9AFwz159vFq5HOfB7wJ3AZ5NexwkcAVYCecBuYM1cf745uhbjvs5cf765uh5Jr/e/gAeBx+f6s83ltQC+B3w88TgPKJnrzzdX1wOoAo4BrsTzHwIfmevPNwvX4wrAl3j8NkZzJeN/R+dljdpa22yt3ZF4HAJeI/7DcjPxXyAS39+ZeHwz8H0b9yJQYoypBCxQQPxi5gO5QMtsfY5MOdfrYa09ba19BRg846UuBQ5ba49aaweAhxOvMW9k6lpM8jrzSgZ/NjDGVANvB+6d+ZJnXqauhTGmGHgzcF/iuAFrbecsfISMyuTPBvF1I1zGmBzADTTNbOkzbwrX43lrbUdi+4vEl3CGGfg7Oi+DOpkxpgbYCLwEVNjRJTRPEV/dC+IX+2TSaQ1AlbX2BeDXQHPi60lr7WuzUe6Zkub1mMi41ynTZZwt07wWE73OvJWB6/EPwOeB2EyUbzZN81qsAFqBf0vcBrjXxJf5nbemcz2stY3A3wEniP8d7bLWPjVzpZ15U7geHyPeagsz8Hd0Xge1McYDPAr8mbW2O3mfjbdBTNql3RhzPnAx8f8JVQHXGmPeNEPFnXHTvR4LSaauxWSvM59k4HflJuC0tfbVmSvl7MjAz0YOsAn4trV2I9BLvEl0XsrAz4aPeI1xBbAUKDTGfHCGijvjzvV6GGPeQjyovzBTZZq3QW2MySV+MR+w1j6W2NySaNIm8f10YnsjsCzp9OrEtncBL1pre6y1PcT/RzTvOoXAOV+PiUx0neaVDF2LiV5n3snQ9bgS+H1jTD3xprxrjTH3z1CRZ0yGrkUD0GCtHW5heYR4cM87Gboe1wHHrLWt1tpB4DHi92/nnXO9HsaYWuK3gm621gYTmzP+d3ReBrUxxhC/P/SatfYbSbt+Cnw48fjDwE+Stv+hiXsj8aaZZuJNNVcbY3IS/0BXE78vMa9M4XpM5BXgAmPMCmNMHvD+xGvMG5m6FpO8zrySqethrb3dWlttra0h/nPxjLV2XtWaMngtTgEnjTEXJja9Fdif4eLOuAz+3TgBvNEY40685ltZBH9HjTHLif+n5EPW2oNJx2f+7+h0eqLN1RdwFfHmhzpgV+LrRiAA/Ao4BPwS8CeON8A/E++JtwfYbEd75/1f4j9U+4FvzPVnm6XrsYR4raAb6Ew8Lkrsu5F4b8cjwF/O9Webq2sx0evM9eeby5+NpNe8hvnZ6zuTvycbgO2J1/oxid6/8+krw9fj/wNeB/YC/wHkz/Xnm4XrcS/QkXTs9qTXyujfUc1MJiIiksXmZdO3iIjIYqGgFhERyWIKahERkSymoBYREcliCmoREZEspqAWERHJYgpqERGRLKagFhERyWL/D91nimEQhdxgAAAAAElFTkSuQmCC\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -83,11 +131,45 @@ "# Note the zorder to have dots be on top of the lines\n", "for percentage, color in zip(percentages, COLORS):\n", " ax.plot(year, percentage, color=color, lw=5)\n", - " ax.scatter(year, percentage, fc=color, s=100, lw=1.5, ec=\"white\", zorder=12)\n", - "\n", - " \n", + " ax.scatter(year, percentage, fc=color, s=100, lw=1.5, ec=\"white\", zorder=12)" + ] + }, + { + "cell_type": "markdown", + "id": "9f08eda0", + "metadata": {}, + "source": [ + "This is a fair start! There's still lot to do! Let's continue with some axis customizations." + ] + }, + { + "cell_type": "markdown", + "id": "fb7ffabd", + "metadata": {}, + "source": [ + "### Customize axis" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "70f78eed", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ "# Customize axis -------------------------------------------\n", - "\n", "# Customize y-axis ticks\n", "ax.yaxis.set_ticks([i * 5 for i in range(0, 7)])\n", "ax.yaxis.set_ticklabels([i * 5 for i in range(0, 7)])\n", @@ -117,6 +199,46 @@ "ax.set_ylim(0, 35)\n", "ax.set_xlim(2007.5, 2021.5)\n", "\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "ede0bf1c", + "metadata": {}, + "source": [ + "It starts to look elegant!" + ] + }, + { + "cell_type": "markdown", + "id": "579ae052", + "metadata": {}, + "source": [ + "### Add labels and annotations\n", + "\n", + "This is where one can see a very subtle detail in action. If you have a look at the label for Lation America and the Caribbean, you are going to notice the text does not overlap with the horizontal grid line at 5, as if the text has a background or a border. In the following chunk, we're going to create this effect using the `withStroke()` path effect in Matplotlib. This is going to add a border to te text that is going to cover the grid line passing behind the text." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5671f2fa", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ "# Add labels for vertical grid lines -----------------------\n", "# The pad is equal to 1% of the vertical range (35 - 0)\n", "PAD = 35 * 0.01\n", @@ -128,16 +250,17 @@ " )\n", "\n", "# Annotate labels for regions ------------------------------\n", - "# We create a function to avoid repeating 'ax.text' many times\n", "\n", + "# Note the path effect must be a list\n", "path_effects = [withStroke(linewidth=10, foreground=\"white\")]\n", + "\n", + "# We create a function to avoid repeating 'ax.text' many times\n", "def add_region_label(x, y, text, color, path_effects, ax):\n", " ax.text(\n", " x, y, text, color=color,\n", " fontfamily=\"Econ Sans Cnd\", fontsize=18, \n", " va=\"center\", ha=\"left\", path_effects=path_effects\n", " ) \n", - "\n", "region_labels = [\n", " {\n", " \"x\": 2007.9, \"y\": 5.8, \"text\": \"Latin America and\\nthe Caribbean\", \n", @@ -154,14 +277,54 @@ "\n", "for label in region_labels:\n", " add_region_label(**label, ax=ax)\n", - " \n", "\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "6a187f93", + "metadata": {}, + "source": [ + "Do you see that the grid line at five cannot be seen between the letters in **the Caribbean**? This is because of the effect we've just added." + ] + }, + { + "cell_type": "markdown", + "id": "d2907b98", + "metadata": {}, + "source": [ + "### Add title\n", + "\n", + "The last step to reproduce this plot is to add a proper title. Note this title mixes bold and regular text, and also contains a little horizontal line on top of it." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "a9cc3ed6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ "# Add title ------------------------------------------------\n", + "\n", "# We manually set the location of both texts.\n", "# This is because we can't mix bold and normal text with this custom font\n", "ax.text(0, 0.975, \"Selected regions,\", \n", - " fontsize=18, fontfamily=\"Econ Sans Cnd\", va=\"top\",\n", - " transform=ax.transAxes, fontweight=\"bold\" \n", + " fontsize=18, fontfamily=\"Econ Sans Cnd\", fontweight=\"bold\", \n", + " va=\"top\", transform=ax.transAxes, \n", ")\n", "ax.text(0.3, 0.975, \"% of child population\", \n", " fontsize=18, fontfamily=\"Econ Sans Cnd\", va=\"top\",\n", @@ -169,21 +332,35 @@ ")\n", "\n", "# This is the small line on top of the title\n", - "# Note the 'solid_capstyle' and the 'transform', these are very important\n", + "# Note the 'solid_capstyle' and the 'transform', these are very important.\n", "ax.add_artist(\n", " lines.Line2D(\n", " [0, 0.05], [1, 1], lw=2, color=\"black\",\n", " solid_capstyle=\"butt\", transform=ax.transAxes\n", " )\n", ")\n", - "\n", - "fig.set_facecolor(\"white\")\n", - "fig.savefig(\"plot.png\", dpi=300)" + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "d07cb430", + "metadata": {}, + "source": [ + "## Stacked area chart" + ] + }, + { + "cell_type": "markdown", + "id": "b75a34cc", + "metadata": {}, + "source": [ + "The stacked area chart on the right contains information about the rest of the world too, so we add the grey color to the `COLORS` list. This is also where the data for the counts is created." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "id": "1d6b4961", "metadata": {}, "outputs": [], @@ -200,29 +377,30 @@ }, { "cell_type": "markdown", - "id": "9ae1fdcf", + "id": "40e16bb6", "metadata": {}, "source": [ - "The \"butt\" capstyle forces the line not to extend from the limits\n", - "\n", + "### Basic stacked area chart\n", "\n", - "see: https://matplotlib.org/stable/api/_enums_api.html?highlight=capstyle#matplotlib._enums.CapStyle" + "Thanks to the `.stackplot()` method, it is quite straightforward to create a [stacked area chart](https://www.python-graph-gallery.com/stacked-area-plot/) in Matplotlib. The `lw` and the `edgecolor` arguments correspond to the linewidth and the color of the line between the areas." ] }, { "cell_type": "code", - "execution_count": 6, - "id": "59c85183", + "execution_count": 9, + "id": "0d976135", "metadata": {}, "outputs": [ { "data": { - "image/png": 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tttm3bx9DhgwhKSkJlUrV6lxlbm4uDQ0NJCcnt3scCUwhhBD9Wm1tLenp6QwYMIC5c+eydOlSbDabc31xcTEbN25k9uzZ6HQ6Zs2axSeffOLSxueff84555yDyWRq9zhyHaYQQoh+Iy8vj6effprrr7+e+Ph4CgoKeOCBB6iqquKnn37CZrMxbdo0Bg8ezKOPPorFYuGmm25i8ODBvPDCCwDs2LGDc845h5dffplZs2axadMmrr76ar7++mvGjx/f7rGlwhRCCNFv+Pn5UV9fzyWXXEJoaCgXXHABcXFxfPHFFwBoNBq++uorGhsbGT58OJMnT2bs2LE888wzzjZGjhzJsmXLeOaZZ4iMjOT+++/n/fff7zAsQSpMIYQQwi1SYQohhBBu6PCykvqGxhPVDyGEEOKkYDIa2lzeYWB+vfa3XumMEEIIcbL6/YzJbS7v8BymVJhCCCFON+1VmDLpRwghhHCDTPoRQggh3CCBKYQQQrhBAlMIIYRwgwSmEEII4QYJTCGEEMINEphCCCGEGyQwhRBCCDdIYAohhBBukMAUQggh3CCBKYQQQrhBAlMIIYRwgwSmEEII4QYJTCGEEMINEphCCCGEGyQwhRBCCDdIYAohhBBukMAUQggh3CCBKYQQQrhBAlMIIYRwgwSmEEII4QYJTCGEEMINEphCCCGEGyQwhRBCCDdIYAohhBBukMAUQggh3CCBKYQQQrhBAlMIIYRwgwSmEEII4QYJTCGEEP3Gli1bmDNnDn5+fvj7+zN79mzS09Od61etWoVKpXL5iIqKcmmjqKiIBQsWEBAQQGhoKPfeey8Wi+W4x+7VwFQUpTebF0IIcZq59dZbueKKK8jKymLXrl2EhYUxb948rFYrAHl5eVxxxRVYLBbnR05OjnP/xsZGZs+eTUhICBkZGXz//fesWLGCBx544LjHViknINUURUGlUvX2YYQQQpziamtr8fT0dH5dX1+Pr68v27ZtY+jQoTz99NOUlpby1FNPtbn/W2+9xX//+19+/fVX57Jdu3Yxbtw4CgsL8fHxaffYvT4kW1Zegd1ul2pTCCFEt7UMSwCTyURAQAClpaUA5OfnEx0d3e7+y5Yt48orr3RZNmzYMCIjI1m7dm2Hx+71wKyoqCB11x6qqqsBGaYVQgjRc4qKiigpKWHQoEGAIzD/+9//kpCQwMiRI7n33nupbsofgNTUVIYOHdqqneTkZDIyMjo81gmZ9GM2m0nbl052zmEURZHQFEII0SP+85//cNZZZxEaGgrAjBkz+Pe//81PP/3Ec889xy+//ML8+fOd25eUlBAYGNiqHV9fX8rLyzs8lrZnu96xI4WFVFZVkpSYgKeHx4k8tBBCiFNMTk4OzzzzDCtWrHAuu/HGG52fx8fH8/XXXxMfH8/WrVsZPXo0NputzTk1avXx68cTfllJfX0Du/ekkZdfINWmEEKILrHZbFxzzTXceuutjBs3rt3twsLCGDRoEPv37wfA39+fysrKVttVVFTg7+/f4TH75DpMRVE4nJvHnrT9NJrNEppCCCE6ZcmSJVgsFh5//PHjbtvY2OisKlNSUkhLS2u1zb59+xgyZEiH7fTpjQtqamrYuWsPRcUlgEwIEkIIcXxffvklb731Fp999hlabcdnFg8cOMCBAwcYO3YsAHPnzuWTTz5x2Wbnzp2UlpYyZcqUDtvq8zv92O12srJz2J+egdVqldAUQgjRrt27d7No0SI+/vhjQkNDsVqtzo+9e/dy1113sWPHDqqqqtiyZQuXXnopl156KUlJSQAsWrSI7OxsHnroIYqLi9m7dy8LFy5kyZIleBxnbk2fB2az8opKUnftobyiApBqUwghhKvi4mLmzJlDWVkZ06dPR6fTuXyEh4fT2NjIvHnzCA4OZt68ecyYMYM333zT2Ya3tzcrVqwgNTWVpKQkLrjgAhYuXMjixYuPe/xev9PPwaxs55Cru4KDAomLjUGtVssdgoQQQpwUTpoKs6XiklJ27t5DdU0NINWmEEKIvtfh2dL6hsZuNW4yGrq8b2Ojmb1p+4kIDyMqMhJFsWOx2rDb7d3qkxBCCNGR9rKrw8D8eu1vXT+gQc/caWO7vH+z/IIjVFRWkpgQj6eHBwcOF7AjPRubBKcQQohe8PsZk9tc3uE5zJ6oMLtyDrMtKpWK6KhIwsNCURQFs0Vm1AohhOh5XaowuzOk2tMUReHQ4VwqKipJTIzHoNfJhCAhhBAnzEk56acjVdXV7Ny1h5KmR7lIlSmEEOJE6HeBCY57CGYezCY9IxObzSahKYQQotf1y8BsVlZeTuquPVRUVgFSbQohIGtbKksmn0famg193RVxijlhj/favHEjWzZvBhyPUdFqtfj6+pI8aBDDR47s8vlIi8XC/vQMQoKDOVKQR2VlFbNnz+rJrot+7Oc33mP1m++zeOk7+IeHdamNw7vTyNj0GxMvm4/J2wsAS2MjL11zC+EDE/n9//21R/r6/O+vo6a0nPu++Ri9ydgjbXbH0kf+zqHde7nj/f+iN/Z9f4Toaye8wpw0ZQrTzzyTkWecgdVmY93atc4g7Y6i4mJ+/HElP3z/AyDVpug5h/eksfrN92loupEGOP592W02VKqe+RHKSd1NWW4+5vp69qxa2yNtdpfNZkWlkrttCdHshD5AGiAxKQkfHx8Aho8YwVuvv05WZibjxo/vdtt2ux2LxcLh3DyiIiNQFEV+2EWv0BuN3LP03R5rb/t3KzB6e2Hw8GD7dz8y6vwZPdZ2V/VU5SzEqeKEB2ZLOp0OjUaDpsXjWbIOHmTzpk2Ul5VhNBoZOmwYY1o8HDR1+3ZSU1Opr6vDx9eX4SNGkDJ0KF8sW0Z+Xh4ADz7wZwD++/p/MclQkuiA3W5n+/If2fzFN5QeykNnNDBy1rnMuG0RarXaOaQL8M9LFgJw3YtPE3/GCJ773TWEDUhgwd8fAeC5311D1JBkwpOT2Pz5t9RVVBIzPIVLHr4fT3+/dvtgbmhgz6o1DD1nOh4+Pqz74FMqjhTiFxbq3Gb78h/54m/Pcumjf2brN99zaOdevIMCuGDx7QRERfDd8y+Tk7obk483M25ZxIjzznbuW5SVww///i85O3ah0WoZNGUi599zG0ZPTwDevONerI1mBkwcy6+ffI7Ry4t7lr3L548/w761G3jwf58728resYtVb7xH7t59aPV6YkcM5aIHFuPp58ve1etY//EyirNyQKViyPTJnL/4tjaHc4/3vrfs15iLzm96T4oIG5DI7x66l8DoSGdb6Rs289Nr71CcfQjvoADiRg3v5L8CIdxzwodk6+vrqa2tpbioiJ9WrMBisTBy1CgAcrKz+X75cgwGA5OmTCE2Lo5NGzeyd88eAA7l5LBu7VrCw8OZNHkyIaGh7Ni2DYAzRo8mKDgYo9HI2eeey9nnnsuu3XspOFIIyBCtaFtlYREr//MWcSOHM+PW60kYM5L1Hy1l27eOof3BUycxbMaZAMy8/QbmP/hHgmKj221v37qN7Fu3kSkLLiHl7GlkbtnGz693XImm/bKexto6Rpx3DiNmnYOiKGz/bkWb23777L+JThnCmdddSX1VNZ8/8Qxv330/oQnxnHn9VdgsVr5++nkaa+sAqCou5c3b/0TZ4TzOWnQ1Ey6bT9qaDSx/7iWXdouyctj7yzrOuXEh4y6e0+axD2zaytt33U9tRSXTr72SyQsupbqklKoix41JPn/8GcKSEjj7hoUMO/dMti//kTXvfNRmW8d735sdOXCQDZ98zph5FzB23gXk7d3H8udfdq4/vDuNDx94mMbaWs68/ipGz5lN1rbUDt9vIbrqhFeYS1s8uNPLy4u58+YRFe34BbRp40aCg4O5aP5851CqxWplZ2oqQ1JSKClx/GCOHTcOP39/AGprawGIjYtjz+7dNDY0MLjpqdl2u52cQ4cdNztIiEen08oQrXDh6e/HXR+94ZzMM/53c8nds5+Dv+1gzNzzCR+YSOTgZHatWE3KWVOPO3EoKDaaRS89g1qjAaAg/QC5afs73Gf7dz/iHxFG7IihqFQqIpIHkPrDSs687spW/17n3nc3KWdNBUClUbPi5TeYe9/djLnofAAMHia+febfHMnMInZ4Chs+WYbVbGbRy6/iHRQIgE9wIMuffYnz7rgJr6bKV6PVcP2/n3G+D21Z/s+X8I8I46bXXnBWjVOvugybxQLAXR+9jk9wkHP7kkO5HPxtB9zcuq3jve/NTN5e3PTfF5yToMryCji0a49z/ao338Po7c3Nr7+IyccbgMjBA3nnD3/u8D0XoitOeIV5zowZXDBnDoOHDKGmpoaKpudfms1miouKiIiMpK6ujtraWmprawkICKCstBS73U50dDRqtZrvv/uOrIMHURQFz6ZhpY5UVlWRums3pWVlgFSb4ii90YjJ2wub1Ur+/gx2rVyNSq2irulSpc7yCwtxhiWAT3CQs9prS2VhEVnbdpI49gzK8vIpzc0jafxoyvIKyEnd3Wr7gMiIo59HhAO4VLwBEY71DdXVAGRv30VoYjyoVFSXllFdWkZAZAQ2q9UxdNrENzSkw7AsPZxH6eE8Rs+Z7TLEqlKp0Or1ztdqt9spPJjNnlVrsTQ0UlfV9vvo7vvu6e/nMmPYJ+To+6koCjk7djP07GnOsARc3n8hetIJrzAjIiPx8fEhNi6OstJS1q9bR0JiovMpJDu2b2fH9u2t9quvqyM4JIQ5F13E2jVr+O7bbwkODubMc84hJCTkuMe12WwcyMyivLyS+LhYNBqZ/SccoxA/v/4um5Z+hd5kIiwpgcbaOuw2W4+0r9FpO2xr+/crUex2fvvqO3776juXdTu+X0HcyGHt7tscDC3/ANToHD/SzT9PDTU1lOXm84+5V7Tav7qk1O3XUVNeAYBvaHC72/z66ResefdjFEUhLCmB2vJyFHvbf5x29X3XaI++n7UVlVgaGzvskxA9qc8m/ahUKsaMG8fyb74hdft2xowbh0qlYsDAgQxMTm61vaHpr9qo6GguX7CA7Kws1vzyC199/jnXXHcdBoN7970tLSujurqaxIR4fH19ZCbtaW7r19+z5p2PuOz//sLQs6cBjskmLXX730cHAxo7vl9BUEwU59x0rcvyNe99zJ6f17Y7aca1/TYO0LTIw8cHXaKBmbctarVJaGL8cTp+lEdTBVdZVNzm+oxNv/H9C68y8/YbmHT571Cr1Xz++DNkb9/Z5vbuvO/HY/T0QKVSUVfRtdEAITqrT2fJxsbF4R8QwO5duxg9ZgwhoaFUVVYSExvr8kuqOdSqq6vx9vZGpVIRn5BAY2MjP61YQUVFBaGhoWi1Wsxm83GPa7ZYSNufTlhoCDHRUUAP/FIU/dKRjEw0Wi2Dpx19nI/NanWZud085NhYU9ujx26+9nLGrdc7z0s2q6uo5JtnXiTtl/WMOO+cLh8j/owRbPnyW8IGJOIdGOCyrjNVdGBMFF6BAWz75gcmXHKR8z0BsFltHMnIBGDo2dOcs1ztVmu77bnzvh+PVq8nMCaKfet+5dxbrkejdVTcDbU9+30SolmfBqZKpWLkyJGs+vln9uzZw8RJk/j6yy9Z+umnJCQmYjAYqK6q4kBGBldcdRU7tm+nuKiI+IQEdFotu3fvRqfT4efnB4Cvry+NjY2s/eUX/Pz8CAgMJDIqqt3jHyksoqKyigGJCXh6epygVy36wk//eRu9h8ll2bj5FxKRPIAtXy5n6aNPEjdiGJm/badg/wGiUgY5twuIcpwX/PGVN0g5axpqjaZHrpPc/t0KVGo1w2ee3WpdyjnT+O6FV9n+3Y/dCsyJl1/Mju9X8J9FdzLq/Jn4hARRW17Bgc1bmX7tAgaMH+NWO2q1mnNuXMhXf/8nr15/ByNmnYNKrWb/uo2c/4fbiEgeAMCXTz7HkOlTyN2zj7S1G/Bs+tk8ljvvuzumLLiUL598jjdv/yPDzj2L6pJStny1vFNtCOGuPg1MgIGDBrHx11/ZuWMHV197LRfNn8/mTZv4bcsWNGo1/gEBjB0/Ho1GQ8rQofy2ZQup27fT2NhIQGAg5194oXM4dtiIEeTl5bFn9248PT05Z8bxf6k1NDSwe28akRHhRDZNopBq89Szc8WqVssGTBjLqAtmUpCRyc4Vq8jevouJl83HajZjNVuc28WfMYIzLpzFrhWrKNh/gGkLW58P7Kzmay/jRg7DN6T1OTgPHx8GThzHvnW/UllY1OXjePn7ceN/n2fFq2+y5ctvsTQ04h8RxtBzzyRm6JBOtTV6ziy0ej3rPviUn19/D5OPN0ljz8AvLITwgYmcfeNCNn32Jfn7DzDq/JkMO/csDv7Wej4C4Nb77o4zLjyPmvIKNi39iv+99BoRyUmcvegavmtx6YkQPaXDB0j3hJ56gPSJ4OXlSVJCAgaDXkJTCCGEi379tJKeVlNTy87deygqdkxskMtPhBBCNJPAPIbdbicr+xD79mdgtVolNIUQQgASmO2qqKwkddceypuuP5PgFEKI05sEZgesVivpBzI5cDALu90uoSmEEKcxCUw3lJSUsnPXHqqrHc9DlOAUQojTjwSmmxrNZvbu20/OocMoiiKhKYQQp5mTLjA3bdzIm6+9xqsvvcTaX37p077k5eby0r/+xcHMTOeygiOF7N6TRn19vXPZ4j/cwz//+Xwf9FB01XO/u4YPH3ikr7vRbVnbUlky+TzS1mzocLslk8/ju+dfOUG9EuLU1Oc3LmipID+f3zZvJjwiggEDB6Jvcfutk0ldfT279qQRHRlB+HEe9yT61uHdaWRs+o2Jl83v8GkcPamyqJi1731CxsbfqCouQa1R4xcWyoAJY5h2zRV4+Pp0ue396zfy2cN/53cP38fgqZN6sNdCiOM5qQKztNTx9ISp06cTHHxyP4FAURQO5eZRXlnpGJ6VEdqT0uE9aax+831GnT/jhARmTupuPrj/YayNjQw950yihjgeJFCUlcOO71cSO2IYg6d1Peian0KiQm6sIcSJdlIFpq3pZs3uPnnkZFBdXYPZbKax6abv8vST01dNeQUfPfgYWp2OG15+lpCEOJf159y4sN3nQ7pr8NRJ/HXll91qQwjRNSc0MHfv3Enqjh1UVVXh5eVFyrBhjDrjDFQqFZs3bmTL5s0AvPf22wDcftddLvt/vnQpVZWVXLvo6KOKVvzvf+QePsy1ixY5g2rljz9yICODRTfdhE6no6SkhA1r11JQUIBGoyE6JoYpU6fi6eWoONL27uXnlSs5+9xz2bZ1KxXl5cy7+OI2X0NtbS3r1qzhUE4OKpWK2Lg4rDYbdXV17E8/QEJCHFqNRkLzJPDzG++x+s33AfjnJQsBuO7Fp4k/Y4Rzm3UffMamZV9TV1FJ7MihXPLwAy5Dptu+/R/rPvyM8vwj+AQHMfXqyxgz9/w2j/frJ59TV1HJ7x//a6uwBDD5eDsfdFyQnsmqN94lNy2dxppaooYO5qL77nbe6H378h/54m/PMu/Be1j3/qeUHs7j2n89BcBbd97HFU8+7FKpluXl887iB8nZsQuTjzfjfzeXaddc7nJ8S2MjXz31PHt+XoOiKAyeNpkL7rkdQ9NN6RVFYe37n/LbV8upLikjIDKcGbdcz6CpEwHHU0DWvvcJab+sp+JIET4hQZx57QJGzj56z+Ylk89j4mXzUWu1pP6wEnN9PQMnjmP+X/+Erh/9ISxEW07YpJ9tW7fyy+rV+Pn7M3nqVEJCQ/l1/Xo2b9wIQHxiIgMGDgRg0pQpnH3uua3aiI2Lo7a21jl0a7PZyMnOpq6ujiMFBc7tcg8fJjIqCp1OR0VFBV8sXUpFZSVjx49n2IgRHMrJ4csvvsBicb3R868bNpCUlMSUqVMxebR+eomiKHzz5ZcczMwkedAgxk2YgNlspr7O8QT48ooKdu7cTUVFpXN70XcGT53EsBlnAjDz9huY/+AfCYqNdq4/sGkr+9b9ypQrL2XIWVM4sGkra9/7xLl+y5fL+fLJ5wiJi2HWHTcSOWgAXz/1Age37mjzeOkbNmP09mLw9Mltrm/phxf/g0avY9LlFzP1msvJT0tn2eP/aLXdylffIuWsaZx35014Bfi3296qN94nLDGembctwjswgJX/eYvU//3kss325f/DXF/PuTdfR+LYM9jx/Qq+f+FVl2P99J+3SBg9kll33IhPcBAf/+X/KDmUC0Da6vWk/7qZIWdN5bzbb8DDx4cv/vYcxTmHXI6z5cvlFGfnMP3aBcSfMZLdP69h42dfHvc9EeJkd0IqTHNjI1s2byYuPp4L5swBYPiIEahUKrZv28aIUaMIDg4mNDSUjPR0EpOS8PFpPTEiLi6OjRs2kHvoEIGBgeTn5WGxWPD28eFgZibhERGUlZVRW1vL6LFjAdiyaRN2u52LL7kEr6aKMjw8nG+++op9aWkMGz7c2f6kyZMZNHiw8+u8piBsdiAjg9LSUs6dMYPkpu2GjxjBO2++6dzGYrWyP+MAIcFBxMbEoFbL00/6SvjARCIHJ7NrxWpSzpqK/zETtIJiorj+3/9ArdEw/ndzKTyQxaHdewHHsyJ/fv1dhkyfzOV/WwLA+EsuorK4hI2ffUnC6JGtjleWl09IQpzzeZAd+d2S+/AJDjq6QFFY9cZ7mBsaXB4YPePWRS6PEqspK2+zvfMX38oZF5wHwBlzZvH8Zdfx6ydfuDwabPiMs7n4IcdDmsddPIcP73+Y1B9WMvP2RaDAhk8+Z+Lv5zPrzpsBGDPvQp6/7Fo2f/4N5//hVgZMHMuIWeeg1jieOzlo6kSevfhqsrftJDg2xnmcxLFncOXTjzrauOgCnr7wMvL27j/ueyLEye6EVJhHjhzBarEweIjr44QGDByIzWaj8MgRt9oJDArCy8uLw4cPA5B18KBzRm3zpR+5Teti4+KcX0fHxDjDEiAmNhaD0Uh+Xl6r9juSl5uLTqdj4CDXZ/a1FYhFxSXs3L2HmqaH2Uq1efLxCw91/vIH8AkJor7ScY6xJOcwteUVxI4cRnVpmfMjNCGOIxkH22xPsdvdnozTHJYVRwrZv2ET5fkFKIpCQ9PNMZqFJSW41Z7J29v5ud5oJHnSOIqzXSs/4zGTnlLOno7NaqX0cD6H96Rhs1iIGZbifK11lZWEJMRx5IDj9XoF+KPWaGisrSN7xy4Obk0FaHVe1j/i6B8mGq0Gr8AAGmpd//gUoqu2bNnCnDlz8PPzw9/fn9mzZ5Oenu5cb7FY+Otf/0pUVBTe3t787ne/48gxGZOZmckFF1yAj48P0dHRPPXUU24d+4RUmM3XLHp4erosbx72bGhocLut2Lg40vfvx2azkZ2VxcgzziA8PJxtv/1GaUkJebm5BAQGOivUhoaGVscF8DCZOnVcgOrqary8vNyuGBsbG9mzdx8R4WFER0XKhKCTnFqjwdo0TF9f4/hD5/sXXnUZtgTQaNv+sfEJCaasKfiO933O3LKN7194lfL8I4QNTMRuswFHJ751l4evL5bGxlYVq8s2fo6fkfrKKhqqHa/347/8X6vtAqMjAairrOKbZ/7FvjW/4h8Z7qwqbVZbh33RaLXO19dSTk4OF198MSqVipSUFFJSUhg1ahQpKSmEhYW5VamL08+tt97KPffcw7vvvkttbS0PPfQQ8+bNY+fOnWi1WhYvXsyePXtYu3YtAA899BBz5sxh8+bNqFQqSktLOfvss7n99tv54IMP2LlzJ1dffTUeHh7ceeedHR77hARm86zX+mOGOJu/NrbzA92W2Lg49uzezb60NGpqakhMSsLT0xMfHx+yDh4kLy+PlJQU5/Z6vb7VccFxLeXxKsq2XkdRixsWuCu/4AgVlVUMSIzHZDJ1en/RdZ3+A6VpIMDD11GxTbr8YhLHnuHWrknjRrP5829I/3UzyZPGt7tdXVUVH/35UQZMGMtNr/0LvcnomOTTg8OW1SWl6E2mdsOyeRtwVI4qteN9mnHbIsIS41220zb9/C5/7iWytu3k1rdfJiQ+FnBM8umOvLw8CgsL2bp1a7vb+Pj4MGPGDM4991xmzpxJfHy8/OF5Gvvll1/wbCqC/P39efnll/H19WXfvn2YTCbee+89MjMzCWr6/f7GG2+QkJDAihUrmDlzJv/617+YOHEi9913HwDTpk3j3//+N7fccgt33HFHh/+2TkhgNv+1mJGeTnzC0SGmjPR0NBoNoWHuX/wfFR2NRqNh86ZNhIWHO9+4pAED2LVzJ40NDcTGH/2Bj4iM5PChQ9TX1zvDKic7m8aGBiIjIzv1OoKCgshITycvN5fIqCjAMfHI6kZVUFdXx87de4mJjiI8LFSqzRNE23Tzi8amitFdgdFReAcFUlVUwoAJY13WtVUtAUxecAk7vl/J139/noXPP9lqpmxjXT0NNTVUFZdirm9g4KTx6E2OQLPZeqayBEcg71u/kYQxI9vdRlEUdny/Eg8/X0KT4jHXN6AzGKivrGr39RZkZBISH+sMy+5Ww7Gxsa2Gyux2OwUFBezatYuVK1eyYsUKdu7cybJly1i2bJnLtiNHjuT222/nwgsvJKwTv0NE/+Z57EilyURAQAClpaVs2bKFGTNmOMMSHIXO7NmznYG5bNky/v73v7u0MWvWLMrLy9m7d69LwXWsExKYRpOJEaNGsX3rVhRFITwigoL8fA5kZDB6zJhOVZg6nY7IyEgOHTrE6DFjnMuTBgxg29atGIxGlx+eMWPHkpOdzedLlzIkJQWz2czOHTvw9fNzTtxx15ChQ9n62298v3w5w0eOxKDXs3/fPpfb5HVEURRyDh2mvKKCpIR4dDqdhGYva75M48dX3iDlrGmoNRqXSTTtUavVzLj1ej7/v39QV1VF0vgx6I1GSg/nkbUtldveaX2bOf/wMC577EE+XfIEr1x/B0PPnkZUyiDUajWFB7PZ8/Ma5t7/B+JGDUdvMrL6rQ9orK2jqriY7ct/7Nbr3LTsayoLi7BZrWz9+ntsZgtnL7raZZuMjb+x9oNP0RuN7Fv7K9nbdzL3/rvRaLWYvL2Yes3lrHr9Xcpy84kZMRS1WkNxdg7lBUe45rm/EZE8gF0rV7PilTfx8PNhz89rUfXwsKlarSYyMpLIyEhmzZrVan1+fj5fffUVL730Ejt27ODGG290Wf/II49wxx13EBgY2KP9EievoqIiSkpKGDRoEK+//jpDhw5ttU1ycjLr16/HbDaTlpbWahudTkd8fDwZGRkdBuYJO0kwcdIkJkycSGFhIevXrqWosJCJkyczfuLETrcV2zQkk5iU5FwWHBKCr68vMbGxLuc+gkNCmDt/PiajkU2//squ1FRi4+KYd/HF6HS6Th3XaDQy56KL8PXzY+uWLezYvp0Bycn4+bc/3b8tVVXVpO7aQ0lpGSATgnpT/BkjOOPCWeTs2M3KV9+koabm+Ds1GTnrXC7/2xIa6+r5+bV3+fn1dyk8mMXZNy5sd5+Bk8Zx69svM3LWOWTv2MkP//oPq958n4L0A0y95nISRo/E5O3FJY/8GZVaxYpX3qA4+zDTFl7RpdcXHB/LhEvnUVVUzMr/vMWqN97HLzyURa88S9iAROd259y0EIOnB+ve+4T//fu/1FVWcdljD7pcU3rmtQuYc99dlObms/LVN1nz3sdUFZcy7RpH386740YSx53BxqVfsvXr75l+3QI0Wk2rPvWmiIgIbr31Vnbv3o2iKNjtdtLT03n0Uces3EceeYSgoCBUKhVnn302W7ZskZ+vU9x//vMfzjrrLEJDQykpKWnzjyVfX1/Ky8spLy/Hbrd3uE1HVEov/2s6mJVNUXFJbx6iXwsI8CchLhaN3OxAiG6z2+1s2rSJe++9l/Xr1zuXx8XF8fXXXzNs2LA+7J3oaTk5OQwfPpwVK1Ywbtw4Zs6cydy5c7njjjtctnv99dd57733+Oijj4iMjHRO4GxpypQpLFq0iOuuu67d48k0tD5WVlZO6q49VDZNzZe/hoXoOrVazcSJE1m3bh2KolBYWMif/vQnsrOzGT58OCqVigceeIC6NiYCiv7FZrNxzTXXcOuttzJu3DjAMQmosrKy1bYVFRX4+/vj3zQa2NE2HZHAPAlYLBb27c8gKztHnrUpRA8KCQnhH//4B4qisGfPHgYMGMBTTz2Fp6cnHh4e/Pbbb33dRdFFS5YswWKx8PjjjzuXpaSkkJaW1mrbffv2MWTIEEwmE/Hx8a22sVgsHDx4kCHH3CvgWBKYJ5HComJ27t5Drfz1K0SPGzJkCOnp6ZjNZl588UXq6+sZO3YsKpWqw8taxMnnyy+/5K233uKzzz5D2+K66Dlz5vD9999TXV3tXNbY2Mjy5cuZ03SXublz5/LJJ5+4tPf9998TExPDgAEDOjxur5/DrK6uIa+gwHl/VXF8KpWKyIhwIiPCnV8LIXre+vXrmTJlivPr7du3M3LkyL7rkDiu3bt3M336dL744gsmTXJ9VJ5Wq+Xyyy+npqaGF154AU9PT+69916qqqr46quvAMjNzWX06NEsWbKEBQsWkJ6ezu9//3uee+45Lm7noRvNej0wm683NJvNFBYVU1xcgvmYm56Ltnl6ejIgMb5Tl90IITpvzZo1TJ8+3fl1enr6casNceIVFxczbtw4srOz21yvKAp1dXU88MADfPrpp477iF98Mc8884zLJJ/U1FTuvvtutm7dSmRkpDM8j6fXA3PHT+sweXsSN3QQBg8TiqJQXlFBUVEJFW2ceBWu1Go1MdFRhIWGyM0OhOhlq1at4uyzzwbgsssu48MPP0SjObGXzoiTV68H5rYffyF7l+MEa2BUOEOnjsc/LAS1Wk2j2UxRUTFFxSWtHrUlXPn6+pCYEI9Oq5XQFKIXKYrCo48+6ry2c926dUyefPxHtolTX4eBWd/Q2K3GTUaDS2A2U2u1DJk0ltihyRhMRkfVWV5BYXExlZXdeyL9qUyr1RAfF0tgQAA2mw2L1YpMqBWidxQXFxMb43h+6tChQ/llzVq5F/RpwmRs+2HnHQbmJyvWt7fq+Ac06Jk7bWybgdlScHQEQ6aMxz8s2FF1NjY6znWWlGCx9Nz9NU8lQYEBxMXGoKBi+/6DZOUX9XWXhDhlrVn5Ay8/7bh04ZnX3iMqNv44e4j+7vcz2h5R6JMKsy1avZbBk8YRmzIQvdFRdZaVV1BUVOy8qF8cpdfrSUyIw9fHB6vNJn9cCNGLqqurCQ0JBuDll1/h2g7uBiP6vy5VmD3B3cBsKSQ2iiGTx+EXGoRaraahsZGiphm2lh56XuCpIiw0lJjoSFQqlZzbFKIXKYrCrFmz+PHHH5k1axbfffed/MydZk7KwGym1WsZMmU8MYMHojcamqrOcgqLiqmqqj5+A6cJk8lIUmICnk0P5BZC9J7XXnuNm266CYCqqiq8vb37uEfiROn1wMzcsZvdv2zs9rPzQuKjSZk0Dt+QQEfV2XD0XKc7z6M81alUKqIiI4gID3N+LYToHXv27HE+IqqiogJfX98+7pE4EXo1MBW7HZVajcVs5tDedLJS91JVUtatNrV6PUOnjidqUBJ6owG7olBWVk5RUTFV1VJ1enl5kZQYj0Gvl9AUoheVlJQQHOw4r1leXo6fn1/fdkj0ul6vMH8uqWSgp4lIo+NhyWUFhWSl7iV3f2a3q86w+FiGTB6Db4jj+XcNDQ1NVWfpaV11qtVqYmOiCQ0JlpsdCNGLJDRPL70emI+l5/H5kXKijXoWJ4Qxxd8TvUaDpdHMob37HVVnaccP7TwerUHPsKkTiBqUhM6gx263O891Vle7/8DgU42/ny8J8XFo5WYHQvSa0tJSgoKCACgrKzvuI6JE/3XCArOlyyMCuCYqiHCDo+oszT/iqDrTM7Fbbd06XnhiHIMnjcE3OBCVSkV9fYPzXKfN1r22+yOtVktCfCwB/v5SbQrRS8rKyggMDASgvr5e7v98iuqTwGwW21R1TnJWnY3k7N5P1s40qsu6V3XqjQZSpk0gKjkRnd5RdZY2neusrjn9qs7goEDiYmNQq9USmkL0guZKU6PRYLFY5OfsFNSngdnSlRGBXBUVSFhT1VmSd4Ss1D3kpR/E3s3KMGJAPIMnjsEnKKCp6qx3nus8napOg0FPYkI8Pt7eUm0K0Qs2bdrEhAkTWLBgAR988EFfd0f0sJMmMJvFmfTckxDGRD9PdBoN5oZGcnbvI2tXGjVlFd3qi95oZOj08UQObFl1llFYVExNTW232u5PIsLDiI6KBOTyEyF62rPPPsuf/vQnPvzwQ6644oq+7o7oQSddYDZTA1dFBbIgIpDQ5qozN5+DqXvJzziI3WbvVr8iByYweOIYvAP9UalU1NXXU1hYRElp2WlRdXp4mEhKTMBDbiYtRI+bPHkyGzZsYN++fSQnJ/d1d0QPOWkDs6VEDz33JIQzztejqepsIHv3PrJ3plFT3r1nauo9jAybNpHIAQlo9TrsdjslpWUUFRVTU3tqV50qlYroqEjCw0KdXwshus9utzufo2m1WuWZmqeIfhGYzdTAwqhALo8IJKSp6iw+lMfBnXvJz8hCsXev6owelETyhNF4B/g5qs66OgqLik/5qtPH25vExHj0Op2EphA9pLi4mJCQEC655BI+++yzvu6O6AH9KjBbGuhpYHF8GGN9PdFq1DTWN5C9K43sXWnUVnTv6SYGDw+GTZ9AxIB4tLqmqrOklMLiYmpr63roFZxcNBoNcbHRBAcFyYQgIXrI448/zkMPPcTevXsZPHhwX3dHdFO/DcxmauD66GAuiwggWO+4QL8oJ5esnXvJP5Dd7aozZshAksefgZe/LyqVitraOgqLHOc67d1s+2QU4O9PQnwsGo1GQlOIblIUBbVaDTiGaeVnqn/r94HZ0iBPI4sTwhjt4+GoOuvqyd6VRtauNOoqu3efWaOXJ8OmTyQ8MQ6tTovNZnOe66ytO7WqTp1OR0J8HP5+vlJtCtFNOTk5xMXFcffdd/P888/3dXdEN5xSgdlMC1wfE8yl4QEENVWdhdmHyUrdS8HBnG5XnbEpyQwcPwovv+aqs9Z5rvNUqjpDgoOJi42WZ20K0U233norr776KoWFhYSEhPR1d0QXnZKB2dIQLyOL48MY1VR1NtTVk71zL9m79lHXzWdqmry9GDZ9AuGJcWi0TVVn07nOurr6HnoFfctoMJCUmICXl6dUm0J0UfOs2cTERA4cONDX3RFddMoHZjM9cENsCL8L9ydApwVwVJ0793IkM4fuvg1xwwczcOxIPH19UKlU1NQ4qs7SslOj6oyMCCcqMgKQy0+E6IpXXnmF2267jby8PCIiIvq6O6ILTpvAbGmYt4k/xIcx0seERq2mobaOrKaqs76bTzfx8PFi2PSJhCXEOqvO4pJSioqKqavv31Wnp6cHSYkJmOTG0kJ0WvMEoLCwMAoKCvq6O6ILTsvAbKYHbooL4eIwf/ybqs4jWYfISt1LYdahbled8SOGMHDMSDx8vZuqzpqmqrO831adarXaebMDGaIVonPeeecdrr32WrKzs4mNje3r7ohOOq0Ds6WR3ibuTghjuLej6qyvqSV7p+O6zvpu3mfW09eHYdMnEhofg0arwWazUVRcQlFxMfX1DT30Ck4sXx8fEhPi0enkWZtCuKu5yvTy8qK6untzKMSJJ4F5DIMabokJZV6YH37NVefBHLJS93Ik+zB08+1KHDWUpNEj8PDxQqVSUV1d4zzX2cvfih6n0WiIj4shKDBQqk0h3PTJJ59w+eWXU1BQQFhYWF93R3SCBGYHRvl4cHd8GMO8jWjUauqqa5wzbBu6eccfT39fhk2bSGhcNBqtBqvVSnFJKYVFxTQ09K+qMzAggPi4WDQaedamEMfTXGWed955/PDDD33dHdEJEphuMKrV3BYbzNxQf/z0WhS7nYLMHLJ27qUwJ7f7VecZwxgwejgmb0fVWVVdTWFRMWVl5f2m6tTrdCQmxOPr6yPVphDHcfnll/PJJ59gs9mcdwISJz8JzE4a5+vJnfGhDPFqqjqrasjauZec3d2vOr0D/Bg6fSIhsVFoNM1VZwmFRSX9puoMCw0hJjpKbnYgRAfKysoIDAzks88+45JLLunr7gg3SWB2kVGt5o64EOaE+uGr02K32yk4kE3Wzr0U5eR2u/0BY0aQOGoYJm9PR9VZ1VR1lp/8VafRaGRAYgKenh7OZc19lhAVwqH5Z+Fk/3kWR0lg9oAJfp7cERfK4Kaqs7ayqqnq3E9jN+/44x3oz7DpEwmJiUSt0WCxWikuLqGoqJiGxsYeegW9w2QyYTToMRgMGAwGjAYDRqPj82OHoSRQxenmq6++Yt68eRQVFREcHNzX3RFukMDsQR5qNXfEh3JhiC8+TVVnfkYWWTv3Unwor9vtDxw3koSRQzF5OarOyqoqioqKKSuv6Hd/pep0WmeIHhuoumOeyylhKk5FzZN/Lr30Uj799NO+7k6/lJOTA3DCrmmVwOwlk/w9uT0ujMGejmqqtrKKg6l7ObR7H43dvPbSNziQodMmEBwd4ag6LVaKi4spLC6h8SSvOt2hUqkwNFWmRwNVj9FgxGg0tHp6vQSq6K9GjhxJampqv/uDt6+VlJTwxBNP8PLLL/PVV18xa9Ys57q33nqL66+/3mX7yZMns27dOufXmZmZ3HXXXaxduxZfX1/uuOMO7r///uMeV9tzL0G0tKG8lg3lmXip1dyZEMr5wb4MmzaBlMnjyD9wkKzUvRQfzu9S25XFpaxfthxUKpLHjSJhZArh4WFERIRTWVlFYVEx5RX9r+pspigKDQ2NNDQ0UtnGeo1G41qZGpvD1YjBoG+zOgUJVHHyeeGFFzjzzDOpqKjAz8+vr7vTL2RlZTFq1CjmzJmDr69vq/V5eXk88MAD/N///Z9zWcuf/dLSUs4++2xuv/12PvjgA3bu3MnVV1+Nh4cHd955Z4fHlgrzBJoW4M2tsSEkN1WdNRWVZKXuJWfPfszdrTpDAhk2bSJBURGoNWosFovjbkJFxTSazT30CvoHvV7fFKhNQWo8OuSr0+lctpXqVPSl5qeYPPHEEzz44IN93Z1+oaCggNzcXMaOHUtcXByvvvqqS4V52223MWzYMG699dY293/44YfZv38/H3/8sXPZN998wy233EJubm6HvwskMPuAj1bNnXFhzA72wUunxW6zkZd+kKydeynJ7eZNmdVqBo0bRfyIIRibZqlWVjmqzoqKyn5bdfYUtVrdNLzb+typTEYSfUFmy3ZdW4E5b948brjhBi688MI29xk6dCh///vfXdZbLBZ8fX3ZsmULKSkp7R5PArOPnRngza1xIQzwcPyyri6rICt1L4f27sfc0L3zkf6hwaRMm0BQVDhqtRqzxUJRUTHFxSWnXdXprubJSC3Pn8pkJNGbXnzxRe666y4sFgtarZwl64y2AnPcuHHY7XZKSkoIDg5m3rx53Hvvvej1esxmMyaTiczMTOLi4lzaSklJ4YknnmDevHntHk++O31sdVk1q8uq8dWquTs+jPOCfBl+1iSGThtP7v5MsnbupTTvSJfaLi8sZt1n36BWq0meMJr44YOJjAgn8phzneIoi8WKxWKlpo0b7qtUKgx6PQajTEYSPee6667jrrvu4scff+T888/v6+70ewsWLGDixImEhISwe/du/vjHP3Lw4EHeeOMNyssdT4oKDAxstZ+vry/l5R0Xd1JhnoTOCfLm5phQkjz0jqqztNwxw3bvfiyN3asM/cNCGDptAoGRYY6q02yhqLiYouISzFJ1dotMRhJdpVKpGD58OKmpqX3dlX6lrQrzWKmpqYwaNYqioiLMZjORkZFUV1fj5eXlst2UKVNYtGgR1113XbttSYV5EvqppJqfSqrx06r5Q3wYM4N9GXH2ZIZOm0Du/gNk7dxLWX5hl9ouP1LE2k+/Rq1WM2jiGOJaVJ0VlZXOc52i82w2G7V1ddTWtX2LxFaTkQwGZ7Uqk5FObyNHjmTHjh193Y1OaavWank+9mT5tztixAh8fX1JT09n1KhRAFRWVrYKzIqKCvz9/TtsSwLzJFZhtfNIRj6PZOQzM8iHm2JDSBg8gNiUZKpKyji4cy+H96Z3qeq02+3sXb+Zves3ExgRRsrU8QREhOLv54fZbHbOsDVbLL3wyk5PZrPZUcW38RjE9iYjNQeqTEY6td11111cf/312O32XrsZe0cB586+NpsNu92OzWbDarNhs9mw2ezYm75uXuft7YX/SXSJjKIomM1mVCoVJpOJ+Ph40tLSiIyMdG5jsVg4ePAgQ4YM6bAtCcx+4seSKn4sqSJAq+EPCWGcG+TLyLOnMGzaBHL3HeDgzr2UFxR1qe3S/COs+eQr1FoNgyeOIW7oIGfVWV5RSVFRMRWVUnX2JrvdTn19Q7sPFJfJSKe25hmb6enpDBo0yLm8OyFns9mx2x2hZnMGnA2b/WjYOf9vt2FvueyY/Tpz5i6C8JMqMH/55RcURWHYsGEAzJ07l08++YRzzz3Xuc33339PTEwMAwYM6LAtCcx+psxqY0l6HkvS85gV7MtNMcHEDRlI7NBBVJaUkrVjL4fSMrB24Xyk3Wpjz9pN7Fm7icDIMIZOnYB/eAgB/n40ms0UFTnOdVqk6jzh3J2MZNA3XyIjk5H6QlcDrvlesu+88w6PPPqoa8DZXMOruZJrGXYu6202bHZ7j7+2/mDlypWsWbOG3//+90RFRbF161YWLVrE4sWLnUOwf/rTnxg9ejQjR45kwYIFpKenc9ddd/Hcc88d93slk35OAUF6LYvjQzk70AeTVoPNauVwWgZZO9MoP9K1qrOZWqtlyKSxxA5NxmAyoigK5eUVFBYXU1lZ1UOvQPQmjUZzTGXaPNNXJiNBd6s41wA7dqjS1ka4OYYwm9a32GbCuDF4eHjw06pfevolnlAR4eHEREcef8MecOykn5ycHB588EF++eUXioqKiIqK4uabb+a+++5z+Z6mpqZy9913s3XrViIjI1myZAkLFiw47vEkME8xc0L8uD4miDijAZVaRWVxKQd37OFwWgbWblaGwdERDJkyHv+wYNRqNY2NZgqLiikukaqzP+tvk5G6E3B2u70p4Oytqzi76zCl3W5ro5I7uo29h6u4B+67l19+Wc2vm7b0aLsn2okMzBNNAvMUFazXck9CGGcFeGPUarBarBxOSycrdS8VRSXdalut1ZIyeRwxKQOdVWdZeQVFRcVUVknVeSppnozU6skynZyM1NWQUxTlaMA1B5bVNdzaq+RcKz3H5yfz3XQ2bvyVxXffxdr1v/brGxhIYHaDBGbfuyjUj+ujg4kx6lGpVVQUFnMwdS+H92Vgs1i71XZIbBRDJo/DLzQItVpNQ2Oj825CFmv32hYnP51W6zh3esxkJIPBACgthilbD0Hajvna3saEk56u4k5m5eXlnD9rJks//4LIyKi+7k6XncqB2eGfMfXdvDWbyWjo1v6iZ3xVWMFXhRWE67UsTgxjelAAZ8yczvCzJnFobzpZO/dSWVTapbaLcnIpyslFq9cyZMp4YgYPJCY6iuioSKqqqrFarS3O6zT98rS2/Np69HOrrYdfuehtFqsVS03bk5FE5zQ/rcRxyUP/Dcxm3c2PvtRednUYmF+v/a3rBzTomTttbJf3Fz2vwGzlvrRcAC4O9ePamGDihw8hYUQK5UeKOJi6l9x9B7B1oTK0mq3s/Hk9O39eT0hsFClTxuEV4IdarUalVqNSqdwagnNe52W1YbNZnQHbMnTbCt+W60/mYTch2tP887Fp40bOPXdGH/em+75Zt7Xf/iz+fsbkNpd3OCTbExWmDMme3MINWv6YEM7UAC8MGg0Ws9lRdabupaqkrEePpdZqMXl7YvL0xOjlgcHD5PgwGdEbDegMBrQGPTqdDo1Oh0anQa3RdDl0m4PXEaaulWzrWY2uwdxff9BF/zZx/FiCg4P5+tvv+rorXdY8JHvaVZgypHrqK2i08qe0wwBcGu7PwqhgEkakkDhyKGUFhWSl7iV3f2aXqs5j2a1WassrqS3v+k0Q1FqNI3C9PTF6emD08MDgYURvNKI3OUJXZ9Cj1evR6rSOc2w6HWpNF0LXbm+qYK3OkO14ePloMFutErqi8yIiIsjP79qD5U82p2J+9N+pWKLHfVZQzmcF5UQb9SxOCGVKSBCjZ53F8LMnc2jPfkfVWdq3owV2q43ayipqu3MNqFqNh5cHJi+vpkrX42il2xS6Wr0enV6HRq9Dq9WiNzaFrkqNSu1u6CrY7bYWw8rWNoeQXb4+Zvj5dJr0ImD8hIl88fmyvu6GaIcEpmjlcIOZe/Y6qs7LIwK4OiqIhJFDSRw1jNL8I46qMz0Te3+dpGO3U1dVQ11VTbeaMXp5YvLyxOjlidHThNHDhN7kqHZ1RtdKV6PVojcYUJk0qNUqVE2XYxwveJvv4dmyoj12otTxgldCt/8YP2ECX3y+7KS6ebk4SgJTdOjj/DI+zi8j1qhncUIYk0KDGTP7bEacPZmc3fvJ2plGddnpeY66oaaWhm7ODjV6emDy9sTo6YnB08MRus1DzM7hZR1anQ6NTotOr0etMaFSq1CrVODGELOiKEcv5bDasFqtbVe57QwvO657lNA9ERITkwDH0zT8euF+rM3/Vlr+mzm6DEBF0/9afH7MMueuqlb7qFBh0Lve7OJUItdhik67MiKQq6ICCTM4bvpdkneErNQ95KUfxG7rp1VnP6b3MGLy8nKZTNVc6eqbKl2doWkildZR7R57Tted0LXb7a2r3DZmMDd/jaLQ9Fu0+Vfq0c9VuP4ybrmsxS/ltn6xt9yn9S/v1qHQfJyj/zv++vbD42j/XY7ZclnL7ZrbVKlavV7V0Q2d62praggODmb79u0MHjykzffkaBuun7f5Xh3z+YlyqlbIEpiiy+JMeu5JCGOinyc6jQZzQyM5u/eRtSuNmrKKvu6e6AS90YjJ2xODlwcmDw8MniYMJkfw6gwGdEY9Or3eWel2JXRPpOP9Wmt3veL4j9JqWYvlistCUJq/Uo7ur7iudCxWXI7t7IOiONfbFQVvP1+Wfvwp5503s2nfpjYUxWVbl3YUxzEdy45u33Kfo9sd/b/j86ZtaVpub97X3vRaml6P/eg+Sqt27M79AiPDCIk5DW9cIERHsuvN3LXnEGrgqqhAFkQEkjR6OAPGjKAkN5/c/ZmY6xuwNJqxmM1YGs1YG5v+L/eePamYGxowNzRAcdduYAGgNejxcJ7T9UClUjl+mdrt2Fv+crU7PuzYHb+E7XbnL2C7XQHF3vR/R1XrWE/TL+Xm9hz7OiZW2Z1hwykydPz2S6+iyu3696IvJY8/QwJTiPbYgXdzS3k3t5REDz2L48MZHx5KUFREu/sodgWrxeIMUktDI5bGRme4Ngdry7C1NJqxHvO5OHlYG81UNZr7fCb1qWBv1gG27EllbMqIvu6KaEECU/SozDozd+zJQQ0kexoJNugI0mkI0Ovw12nw1Wnw0Wrw1mrw1KgxaXUY9QYMvr54qUCjAk0nzqvZLNYWodtwNGTbqGot5kaX9VazGYvZ4hwqE6KvbdmTik6r42DuIZ57/03uuep6Cc2TiASm6BV2IK22gbTahi634adVE2bQE6zXEqjXEqDXEqDTHg1djQZPrRqTRovJS4/BxxsPlQqtCtQqxyxSd86rWc0tKt3GRiwNLarclsuPqXBbVsNykwLRE3akp2GxOk5XmC1mdqSnSWCeRCQwxUmrwmqnwtrAvm5cueGjVROi1xFi0BKk1xGo0+Cv0+Kr0+KjdQSvp0aNh0aLsTuha7EeDdPm4eV2wtXSouK1Nh4Na+UUOf8mum7kwMH8vPlXzBYzep2ekQMH93WXRAsyS1aI4/BSqwk1agnW6whsqnb9tVr8moaYHZWuBg+NGpNGjUGtQt8UuhpUjhsVuBG6NqvVUe02mjE3NjYFb3tVbWOroWcJ3VPDlj2p7EhPY+TAwZ2uLlVqNWq12jmDuflezGqNY7lKo0at1ji/Vms0Tdu5butox3W7ttp07ttiW09/X7z8fHvp3elbEphCnABGtZowg5YQvY6g5tDVafDTafFtPqer1eCpUWHSaI6GLkfP6arV7oSurencrKPSNTc2hWtTELd1Ptd6TOjKtbSASuUSNC7B0iIcVMcEklrTepnr120Hj1qtaQqz1ttpmsLKEVot+9EcWo67R6k1ml59S5yXoDRdNuO4gKX5khXHaRgFx79Xg0bdcWP9lAzJCnECNNjtZNebya7v+sxegxpC9HrH8LLOMcTsr9fgp3Wc1/XWavDSqPHUqjEaTRg9PPFSO0JXq3Jc+K5WH/8Xmd1mO3pet6ERc0Oj63DyMRWvtdV5XovLzfpVxwRPq8BoFUjtVzStg6XzVVJz8DgDrcUxmis0lRt/nHTVsddhKsrR4LE3BZG95YeiYFMULApYFQWbAjZFcXxusWNR7Fjtjq8tioLV7vi/2W5v+r+Cxe74urHp60a7nUa7gtlmp6Hp6wZ78+cK9TYb9XY7DVaFuqb17lZWN0QHc0d8aM+/cScBCUwh+olGu+M+v4cbuh66eiDYqCNErzs6mUqnxU+nxUerxkerwat5eNlgxGjywEOtQodjBrO6qfI6nub717qzbXc4L6DHNXhaVj2uwQNmRcFOi9BRFKw2xXEeummZpSmAzM3/V+yYbY7QMtvtNNrtmJs/tyk0Kk3/bw4dmyOA6pvW19ntNNjs1NvsdP+5P6KvSGAKcRoxA3kNFvIaun7jCC0QrNcSYtARZNASqNMR0DTE7OucSKVBwRFKZrviqIKcnzv+76h8mioduyN0GmyOSqjBrtBgs2NW7NQ3BVG9rSl0moNITteKE0wCUwjRKVagwGylwGyF6r7ujRAnzql5ZlYIIYToYRKYQgghhBskMIUQQgg3SGAKIYQQbpDAFEIIIdwggSmEEEK4QQJTCCGEcIMEphBCCOEGCUwhhBDCDRKYQgghhBskMIUQQgg3SGAKIYTot3JycsjJyTkhx5LAFEII0e+UlJSwePFiBg4cSFpamsu6mpoabrvtNkJDQ/H392fRokVUV7s+KWDbtm1MmzYNT09PBgwYwFtvvXXcY0pgCiGE6FeysrJISkqipKQEX1/fVuuvuOIKysrKSE1N5ddffyUnJ4drr73WuT4zM5PzzjuPG264gby8PP75z39yzz338M0333R4XHm8lxBCiH7FaDSyYsUKxo4dS1xcnMu6VatWsXPnTjIyMtDr9YSFhfHhhx8SFxfH/v37SU5O5rHHHmPRokVcc801AFx44YU89thjPPnkk8yZM6fd40qFKYQQol8JDw9n7Nixba5btmwZl156KXq93rksJCSESZMmsXLlSux2O1988QVXXXWVy37z589n06ZNrYZuW5LAFEIIccpITU1l6NChrZYnJyeTkZFBVlYWdXV1DBo0yGV9VFQUJpOJzMzMdtuWwBRCCHHKKCkpITAwsNVyX19fysvLnec9tdrWZyR9fHwoLy9vt20JTCGEEKcMm82GSqVqtVytVne4vuU27ZHAFKIfuyU2hB3ThuKt6dyP8nfjBvLPITG91KsT79LwAL4fN5DNU4bw3Cn0ukTn+fv7U1lZ2Wp5RUUF/v7++Pv7U11djaIo7W7THglMcdpYMiCCHdOGMtrXo1P7DfIysmbiYC6PCOilnvWeYd4mbokN6XSgdsUYX092TBvKjmlD2To1hfWTBrN0dBJ3xYXi0YPH/9ugKJaPG4hR7agSQg06/pwUTo3NzrMHj/BreQ2XhPuzdtJgUrxMPXZc0T+kpKS0ui4TYN++fQwZMoSkpCRUKlWrc5W5ubk0NDSQnJzcbtsSmOK0YFSrmBHsuF5rbmj7f0G2RYMKlQrsrf8gPekN9/FwBKZWc8KO+XlBGY+l5/FKThElZivXxwTzyrC4Hmtfq1JhV6D525HgYUCtUvFydiGf5JfxWUEZ2qYhNzv98JsmumXu3LksXboUm83mXFZcXMzGjRuZPXs2Op2OWbNm8cknn7js9/nnn3POOedgMrX/R5YEpjgtnB3kg7dWw/6aes4N8nFWJ+7YU1PP1A1pfFpQ1os9PHXsqKrjq8IK3s8r5ZZd2awqqWKEjwfDvHum2rsv7TBztqTT2PQXTPP3stpqd27zcX4ZUzekkVbT0CPHFP3HnDlzCAwM5OabbyYvL4/s7GyuvPJKFi1aRHR0NACPPPIIzz33HJ988gmVlZX8+OOPPPHEEzz22GMdti03LhCnhbmh/mTXNfJCViEvD4vj3CBfvi2qcK5XAXfEhTIn1A8vrZqsukZeP1TMqtJqIgw6vhufzD8yC/ggrxSdSsWCyEAuDPUjyqin0mrjo7xS3sktafPYnho110cHc3aQD+EGHUVmC//NKXY5/o5pQ3k/twSronBhqB8eGjVrS2tYkp7rDAaAhVFBXBoeQKBeS1ZdI8VmS7uv+ZbYEG6JDQHgu/GOYaYbUrP4rbLWpb3fRwTgr9OyrbKWB/flUmk9+pf5RaF+LIwOIsqop7DRyluHi/n8SPuzCNuyobyGs4J8CDfq2FVdT7KnkVtiQxjqbcJLq2FnVR3/l5FPboPZuU+YQcdd8aFM9PfCoFaRUdPI05kF7Kmp57GBkZwV5MPUDWnMDfXjseQoAF4fEQ/A+Zv2M8bPk8eSo/j91gPsr204bpvi1KHRaPjqq69YvHgxw4cPx2g0cu211/LII484txk5ciTLli3j3nvvZdGiRQwYMID333+f8ePHd9i2BKY45YUadIz18+TVnCI2ltdQ3GhhbpifS2BdHObPophgPsgtIbfBzEgfT66IDGRVaeuLmEf4eHBpeAArSio50mBhWqA3ixPC2F9Tz8aK2lbbnxPkw5QAL1aWVFJitnJBiB+PJkeyu7qO7PqjIXFJeACbK2p4LaeYiQFenBfiS1pNPW83BfHCqCAWJ4SxpaKGD/NKCdJruSKy9fT5ZqtKqog16Zkd4sdzBwuosNjIqmt0rp/o74WvTsM7h0sY6mNiTqg/10cH8c+sQgB+F+7PQwMiWVlcySf5ZZzh48mSgZEcbjCzpY3X2Z4wgw6AMrMjiP+YGEaFxcZ7eSXo1WqujQri8eRIrk3NAiBYr+W9kQno1Co+KyijzGxltK8nI3w8WoXb9so6PswrZUFkIG8eKia7vpFyi41jdaZN0b9kZ2e3WhYUFMR7773X4X5nnnkmW7Zs6dSxJDDFKW9OqB8qYHlRBXbgu6JKro4KJNygo6DRUaEN9DJisSu8mF1Ig13ho/wygvRt/3ik1zbwu60Zzsrv8yPlrJk0mHF+Xm0G5rqyar4tdBwbYHVpNf8bn8wYP0+XwNxYUcMf9hwCYGlBGT9PHMTQpmFMo1rFddFBbCyv4ZZd2c59bCjcGBPSZj/31zawu7qe2SF+rCyuIr/RtRrNqW/khtQs7MAnBTDQ08gIH8eEKDVwW2woK4sr+VPaYQA+yS8j1KBlQURgh4HppdEQotfip9My3s+TKyMDya03s72psv3rvlyKzFbn9irg1tgQjGoVDXaFW2ND8NNpuGxrJln1joD/KL8MfRuXAjjCu4YFkYFsKK9xqZ5b6kybQrSnw8Csb2jsaPVxmYyGbu0vRE+YG+pHRm0DGlREG/Vsq6xlYXQQF4b68dqhYgB+La/h9xGBvDIsjn9lFbK9qo6SFr/UW6pqGrI0qFUM8DQSbdRjttvx07U9saasqeLx0KhJ9jQSZXLcssvvmAun81qEpw0oMVvxapqsM8DTiJ9Oy9JjzqPaujGnJb/Bgr3F14WNFqJNjp/ZeA8DgXot2yrrCNQd7WdGbSOTA7w6bPe+pHDuSwoHwK4obKus47GMPJrrvuawDDfoSPI0EGXUo1ap8NFqaDBbmRLgzcbyWmewNTO3cRmAu3qjTdGx7uZHX2ovuzoMzK/X/tb1Axr0zJ3W9r3+hDhRRvp4ENMUAt+MG+iybk6LwFxdWs19ew9xd0IYb41MYGN5DY8fc16tmUGt4t7EcC4I8aPUbOVAXQM6tco5M/NYvloNfxkQwVmB3hxuMDuHRbXHmXhkVRQ0TZuENw1rHmls/5xld9kU0Df1qXlWbcvwa2ax21vt29K7uSWsL6um1mbncL3Z5ZwowHg/T+5NDCfSqGd/TT2apvet+f3z12l7/HX2RpuiY9+s29rmtY79we9nTG5zeYeBOXfqmF7pjBAnytxQP6yKwkP7crG0+OGdHujNnFB/Rvl4sL2qDoAfS6pYWVLF7BA/7k0M49VhcczZkt6qzZtiQpgT6sctO7Od+353TBi39EBSOGN8Pfn9tkwONoXljmmtH0nUFhVNM0BtjpDyb6eKbU9nf181R3iFxVEFvptbwsbymk61caC2gU3tDNn6aDX8MyWG9WU1XLU9kwa7wtxQP4b5HL02tspqI9TQs2eLeqNN0bE5U0b3dRd6XIf/gmRIVfRnzddebiyv4fti1zt/HKhtYE6oP3NC/dheVec8n2nHca4z0qjjtrjQNodZk72MlJitzrAEnFVSW5K9jGTWNTjDUtuF02aZtQ1YFYVzg3xZW3Y0wLyOc0OARsURtF5aDXSiwsqpN1PUaCFUr2PDMYHZnWvRYkx6PDQa1pRV09B0DvjYynxrZS1nBnoTY9JzqMUwtQZoPZ3HPb3RpujYqZgf8ieXOGU1X3u5vLCi1brsejN7quuYEezL05kF/CkxDL1Kza/lNdhRuCjMn/wGM+UWGyaDa0Sk1dQzJcCbB5PCyapr5Owgn3bPXwKkVTcwK8SXO+NCqbBYmRHsi62TpV+R2cr3RRVcFOaPXq1iW2UdQ71NXBDq1+F+h5vC4e74UFaUVGFTFL5p4/04lgK8kFXIE4Oi8NVp2FBeTYNNIcakZ6yfo1ruipy6RupsNm6KCcFToybUoOOiY24k8Z+cIqYGePPuyAQ+KyijxGxlpI8HqVV1fJzftWthe6NNcfqRGxeIU9bcUH9qrTZWlVa1uf7bwgq8tRrODvLh7cMl2FC4PiaIO+NCKWiwOGesHuvNQyV8X1TB+SF+XB0VxLeFFeQ3tF+9Pdd0u7YFkYFcHB7Aa4eKsHbh3M7fMgr48kg5UwK8+UO843ZzH+eVdrjPlopaPi8o4wxfT+6KC8Vb4/6Q7vKiChbvycFTo+a22FBujQshydPIS9lFne57s2qbnQfSclFQuDs+jHgPA683nUdullnnmL27v6aBqyKDuD02FH+dlq3tzIB1R2+0KU4/KqWXz8o+lp7X6QudhRBC9E83RAdzR3xoX3ejV0iFKYQQQrhBAlMIIYRwgwSmEEII4QYJTCGEEMINEphCCCGEGyQwhRBCCDdIYAohhBBukMAUQgjRY473UIH+TG6NJ4QQwm1alYoIg45Ik54oo55Io45Io54Yk55Iox4vrQZFUVCdgs8alcAUQgjhIlCnJcrkCMJIY3MwOkIxSK9F3SIM7YpCo9VOdYOZrKIqDFo1A0PcexpPfyOBKYQQpxmjWuUMwihTyyrRQIRRh0HterbObLNTb7ZSUt1AWnktGcVV7MwrY3NOMTvzy2n5iNT7Zwzj0QtGneBXdGJIYAohxClGDYQamitEHVFNw6dRRj3RJj1+Otdf/TZFocFio7LezO6Sag6W1rC3oIKth0vYmFVEVYO1b17ISUYCUwgh+iEfrYYoY4thU9PRYdNQg87lOaOKomC22alttHKktIbN5bXsL6pix+FSNmUXc6Ckug9fSf8hgSmEECchnUpFuFHnrAyPnVzjqXV9VJvFbqfBYqO8tpEtBRVkFlexO7+CLYdK2HKoBLPV3s6RhLskMIUQoo8E6bVEGfVEuASjIxQDO5hck1lYRU5ZNWmFlWw7VMrGrCKOVDf04Ss5PUhgCiFELzGp1S7nECOMeqKMOmJMBsI7mlxTVc/eilrSi6rYmVfO5pxidhW4Tq4RJ54EphBCdJGGpsk1pubLL3TO2acdTq6pM7OrpJqskmr2HKlg66FSNmXL5JqTnQSmEEJ0wFercVSJRn2LYHQMm4YcM7nGrihYbHZqGi3OyTX7CitJzS1jY1YxmaUyuaY/k8AUQpzW9C0m1xydcaojuikYPTqYXLM5v5zMkmrH5JqcYn47XCqTa05hEphCiFOaCsfkmqN3rdE5L8OIMekJ0LU/ueZAYSXZpTWkHalk2+ESNmUXy+Sa05gEphCi3/PQqI8Om7a4nVu0yTEDVd9ico2iKFjsimNyTWU9uytqyShy3LlmY3YJe47I5BrRNglMIcRJTwOEtphQ03wpRrRJT7RRj++xk2vsCg1WGxV1jewsqeZgSTV7CirYdlgm14iuk8AUQpwUfLWapok1rsEY3XTnGs0xw6aOO9dYyC+t4deyGtKLqtiRW8avWUVkldb04SsRpyoJTCHECaFXqYhoUSVGNt30O8ZoINKkx0Pjek1i8+SastpGNuWXc6C4mt355fx2qEQm14g+IYEphOg2nUqFv05DoF5LgE5LoF5LuOHoBfvRJj1Bep3LPo7JNTaqGywcOFJBVmkN+5om1/yaVUxRjUyuEScXCUwhRJu8NGoCdFoCWoRggE7j8nWwXou/TovXMZdewNHJNXXOyTUlpBdWkppXzuacEnbll/fBqxKi63o9MCf6e6EAFRYrVVYbFRYblVYblRYbFkXp7cMLIZpoAD+dlgC9hsAWQXg0DB3/D9Jr8dNpXGaWtmS1Oy7Ob7RYqW6wcrCsjpKaeo5U1ZNbWUd2aTWZxdVsPVRKjVkm14gTy2q1YjAYsB8z1TkjI4OkpCQsFguPPvoob7/9NpWVlcycOZOXXnqJsLCw47bdq4FpVxRmBPsyI7jtp2832OxNIWqlzOII0Uqr1RmoR8PVSoXVRpXFRpXVhpy5EMLBqFYdrfiaQjCwKRSbq8NgvY4AnQZvrcblesNmdkXBalec9zGtqqonp66RwuoGCirrOFRWw8GyGtILq8goqqRBzh2Kk9iRI0cICwsjJyfHZblW64i7xYsXs2fPHtauXQvAQw89xJw5c9i8eTOqNn4+XNronS47qFUqHvjqNzYcLCI6wJMYP0/CfT0I8TYS7GXE38OAr0mHr15HmMmA3luNRq1Cq1K123G7olBrs1NlsVFutVLRFKxVTZ9XNodsUxA3f11rkx9ycfJT4Zgt6qz+moIv8JhqsHko1Khpuwq02RUsdjuNFhs1jRbyKusprW2goKqevIo6cspqyCypZl9hBYfL607sixSiF+Xn5xMVFeUMyJYyMzN57733yMzMJCgoCIA33niDhIQEVqxYwcyZMztsu9eHZKvqLWzOKWFzTonb+6jVEO3rSVygFzEBnkT6eRLuYyLE20SQpwE/DwM+Rh1hei1xnjp0GjVatSNs22O1K1TbHIFabmkKWquNqqbqtbLFUHHL4WOzDBuLbtKpmqvAY4ZCWw6DNv3fV6dxuXyimaIoWBUFi9VOvcVGdW0je+uqKap2DIUeLq8lq7SGA8VV7CuskOsMxWkrPz+f6OjoNtd98cUXzJgxwxmWAAaDgdmzZ58cgdkVdjvklNeSU17bqf2MWjVxgd6OoPX3JNLXk1AfRzUb6GnA16THx6gjTq/FYDKg1ajRqlVtDlM1ax42rrTYKLMcHS6ubKpoj56XPfp1lcWGrbtvgjipeWnUx0yGaTEppsW5wACdttWDfpvZmybFmK02ahutFJfXsq+2gcLqBvKbq8DSajIKqzhQWiV3nxHCDfn5+WzdupXBgwdjs9kYM2YMjz/+OAkJCaSmpjJ06NBW+yQnJ7N+/frjtn1SBmZXNVjt7CusZF9hZaf2C/DQEx/oTWyAF9H+noT5mAhrClo/DwN+Jj3eBh2hJj06jQatpuNhY4AaqyM8yy1WylsGa4vzsRVN52ebQ7hGho37TPOEmLZmgjb/P1DXPCFGi66d0Qyr3Y7F5rh+sKbBSmZZLSU1DRRU1pNbUUdWaTWZJVWkHamkpLbxxL5IIU4D8fHxvPDCCwwZMoSqqiqef/55JkyYwL59+ygpKWHcuHGt9vH19aW8/Piztk+pwOyqsjozZXWlbD1c2qn9In09SAjyIsbfi0g/D8J9PQj1NhHk5QhZH6OOUIOO2KZhY43aUdG2x6YoVFuPDhuXH1PBtpwM1TxZqtJqo9Euw8ZtMapVrc79HR0K1TRVgToCdVp8dO1XgdamKrB5QkxWbSNFNQ3kV9RyuLyWzJIaMoplQowQJ4PZs2e7fP3OO+8wZswY3nrrLWw2W5uFjrqdGeHHksDshrzKOvIq64Ait/fRa9XE+XsRF+RFrL9jElS4jwfB3kYCPPT4exjwNuqI0WkZYDI0nZ/teNi40W6nuilYy1pMdHLOOra4Xs5TYbX2y2Hj5gkxgU0TXlpWg4E6x7KgpqHQjibEWO0K1hYTYg5X1lFa2+i4LKK8lkPltWQUV5FeVCkTYoTo51QqFdOmTWP//v34+/tTWdl6BLKiogJ/f//jtiWBeYKZrXbSi6tIL67q1H5+Jj3xgZ7EBngT5e9BhI8HYT4mgryMBHg4zs96G3UEG/ToPd0bNq5zToI6Wq22vJSn+euWw8k1Njs9Wc82T4gJbHHuz/+YajC46XP3JsRYqa5tZE9tFcVNQ6GHy2vJLqsho6iS/UWVMiFGiNNMY2MjKpWKlJQU0tLSWq3ft28fQ4YMOW47Epj9REW9me25Zrbndu7uKOE+JhKCvIn29yS6adg4pGnY2N/kuKwnWK8l2tPonG18vGHjmqbLdsrNR2cYHz0ve7TCtSqKI/xaDIMGOKtAx7WBxz6ct+VxrDZ70w22rRTX1JJW20BRdQO5FXUcLqvhQHE16cWVHCytlgkxQog2Wa1WVqxYwQMPPMAZZ5zBueeeS3V1Nd7e3oAjTJcvX87nn39+3LYkME9xBVX1FFTVd2ofrVpNXKAn8YHeRPt7ENk0bBzkZSSwKWi9jTqi9VqSmoaNNWpVm9Vfs+Yq0No0Iaa63syBMjPFNQ0cqaznUHktOWWOc4H7C2VCjBCia6688kpuvPFGhg0bRkVFBQ899BAAV1xxBR4eHsyYMYMrrriCF154AU9PT+69917GjRvHxIkTj9u2BKZoxWq3c6C4mgPF1Z3az8eoJT7Qmxh/x2U9Rp2GrNIa0osqSS+ukqdLCCF6XUpKCnfccQdZWVno9XpmzpzJ6tWr8fDwAODNN9/kgQceYPLkydjtdi6++GJeeeUVt9pWKUrvXpl/28e/8ubGjN48hBBCiJPE/TOG8egFo/q6G73Cvbm0QgghxGmuwyHZ+obunUcyGQ3d2l8IIUT/1N386EvtZVeHgfn12t+6fkCDnrnTxnZ5fyGEEP3XN+u20stn/HrN72dMbnN5h4E5d+qYXumMEEKIU9ucKaP7ugs9rsPAlCFVIYQQXXEq5odM+hFCCCHcIIEphBBCuEECUwghhHCDBKYQQgjhBglMIYQQwg0SmEIIIYQbJDCFEEIIN0hgCiGEEG6QwBRCCCHcIIEphBBCuEECUwghhHCDBKYQQgjhBglMIdzw2oJJHHny8tP2+L1tUKgvq/8wm4p/XEn2Y5eSEOjV110SopUOn1YiRH9n1GlYfNYQLh+dQLS/J1UNFvYUlPPPVXtZuS//tOlDX/vu1hmcOSCMwY9/Tk5Zbav1z148llFRATyzcjeVDWbMNnub7Rh1Gn67bw47csu46p01vd1tIVxIhSlOaf+6ZDwPnz+K3w6VcN+XW3hpTRpGrYZbpySfVn3oS1F+HkwfEIpareKqsYltbjMkzI//peXxfz+k8q/VaeRW1LW5nQrQqlXY++mDiUX/JhWmOGXpNWouHx3PmgNHWPTBeufyf6zcTWKQ92nTh7521dhEFAV255dz5dhEnvjfzlbbmPRaKuvNx22r3mJj0P990RvdFOK4JDDFKcvToEWv1dBgsbVal1lS7fx8/5KLSc0r47I3VjuXfbroTEZEBpD82Ocu+10+Op6HZo0gyt+TXfnl3LNsM5tzSrrdh4uGx/CHM4cwONwPRVH4auchFi/bTP0x+503OJJHLxjFoFBfMoqruOWjDWw9XApAiJeRv8wawYxBEUT4enCguIo/f72VFU3DvrEBnuxf8jse+34H0xJDmZwYylMrdvHE/1JZOC6Jm6YkMyDYhzqLlQ+2HOQv32yluZD78Y6ZGLQa3vw1g3vOTiHG35PU/HIWvb/O5XW05apxiazOOMKXO3P492UTmZIQwrqDRc71Dc9fA8DV45K4elwSj/+QyuM/pNLw/DW8tCaNcB8Pzk+J4rPtWdz44YY2v1/Xjk/ijumDSQr2obS2kaU7srn/y9/Qa9TcPm0wV45NICHIm7LaRl5as49/rtrTYZ+FaIsMyYpTVnmdmZ15ZZybHMHfLxpNoGf3ngDvY9Bx77lDeXXdfp79aTfJIb58edM5eBt03e7D6wsmszO/nEe/28Gn27K5ZlwSD8wY5rKNl17LsxeP5eOtB3nu590MDPHhhUvHO9ffNCWZYRH+fLAlk798sxWdRs1H103Hz6R3aWfxWSnklNdyz+eb+e1QCTH+njx64SjWZhby12+3sTr9CPecncJ14we47Dc8wp87pw/mtQ3pvLYhnXExQTz3u3EdvmeT4kNICvbhw98OsnR7Do1WG1ePT3LZ5sYP11NntrLhYBE3frier3cdcq67ZlwSGrWKe7/cwsp9BW0e46FZI3j1iknkVtTy4DdbeW/zAWYkRwAwIT6YmyYP5Ie0PP789Vb2HqngyYtGc87A8A77LURbpMIUp7QFb//CZ4vO4g9npXDT5GTe25zJsz/t5lB564knx1NvsTL1n99TZ7YCsCO3jE8XncWVYxN4dd3+bvVhxJNfkl9Z7/x6YIgPZw4Mh+92OJfZFIWZ//6fcztvo47bpg7CoFXTaLXzxoZ0Hv8h1bn9jtwyfrprFmNjg5xVJsAXqTnc/NEG59cmnYbhf/uSynoLAP9Zt5+xsUGcOTCMNzdmOLcrrzcz7fmjrz8hyJuJ8SEdvmdXj0ukptHClzsPUWe2snx3LvNHxPCHpZuc1fN7mzP5x/yxZJZU8d7mTJf9tx4q4fdvrm63/Rh/T+6fMYwPt2RyfYsh7yd/dAz77sovZ9RTXzsr/Ld+zeDIk5dz5sBwfkpvO4CFaI9UmOKUdqC4mtFPfcNNH67nYEk1N09JJvXPF3Hl2IROt2WxK86wAPh612EarTaGhPsBEORpINTb6PzQadRu9yG/sh6VyjH5Zd7wGEx6batqtN5icwnVvIo6NGq1s4IsqHKs8/fQc+aAMMbFBgO0amdnfnmrdivrLWjVKkZGBXDJqDjsitJqv+KaBpfXn1dRh4+x/erapNNw8chY1hwoJMzHREKQN6szjuBj1DN/RGy7+7W0q6C8w/XnJkeg1ah5ac0+l+WNVscs2/I6Mw0WG0adhrGxQcwfEUuDxdbt0QZxepIKU5zy7IrCu5szeXdzJhcNj+Hl30/kpcsmsjr9CHmVbc/GdFdZbSMBHo5fvuv/eAGxAUevH5z57/+x5kChW324fdog7psxDLVKxc68MkK9jKjVqg6PbbU7TjAatBoA4gK8+PdlE5g+IIy9Ryo40hSgzcHdHpUKHp49klunDqKm0cqu/DK8jbrj7me22TrcZt7wGHxNes5PieL8lCiXdVePS+TD3w522L47gr2NAORWtD1iYNRpeGb+WBaMSaCwqp49RyrQa9XoNB2/t0K0RQJTnFa+2nmIxCBv/jZ3NOPigvgi9RBmqx2tuvODLVq1imAvI0XVDQDc8MF6jDqNc/2u/Laro2P7UN1o5dmLx/HAV7/xwuq9KIrjRgXTksLc6oeq6Xf/29dMJcBDz6DHPievss45yed4Fk0cwAMzh7PgrV/4PDUHcEzy6a6rxyVRWtvIHZ/+6rL8ugkDODc5gmg/Tw63E3TuKqtrBCDSz5PCpu9DS385bzhXjU3kgldWsL5potH+JRd365ji9CWBKU5ZMf6exAZ4sTaz0GV58xBm8zm78vpGgr2MLtsEehx/yG7BmAS0GjWrMhznwo49jrt9GBUdAMDnO3Kcs1J1XQjwERH+fLY921k1u/tHwPDIAMxWG1+1mGyjU6ux2Nu+eYA7mq+9fOPXDL5IPeSyrqbRyszBkVw5NoG/r9jV5WMArG2q4G+dmsyNHx49L6tRq7DZFYZHBnCkqs4Zls3rhOgKCUxxyvLz0LPizvNYe+AIP+0voLimgeRQX26anMyO3DJ+OXAEgM3ZJdwxfTB3Th/MhoNF3DwlmcmJoeSU1bi056nX8uTc0WSWVJEU7MOtUwex9sARlu/O7XYfAF69fBJf7jzEuNgg5gyLpqS2sVOvd3tuGb8bGUtmSTU2u8IVY+Ld2+9wKTdNTuadq6eyLrOQs5PDGRkVwJZD7V8uczxXjU1Eo1bz4ZbWw64/7S+goLKOq8Yldjsw9xVW8sGWTK4el0Swl5Ef9+Xjb9Jz4dBoJj67nO2HSzlvcCT/unQ8+woruWhYDEGexuM3LEQbJDDFKWt3fgUL313L9RMHcOPkZAI89ORV1vHqun38/cdd2JrOAf79x50MCvXlsQtGUdlg4bPtWfyYlkdyqK+zrQ+3HMTPZODSM+II8TJSVNPAf9bt59HvdnR41xl3+vBzegGPLN/ObdMGMSo6gHc3Z/LptmzOTu7cpQ83f7yB/14+iQdmDGNfYSUPL9/B0hvOOu5+72zKZHhkAJePjmdqUij//sVxJ6KWw8udddW4RA6WVLMxu7jVOrui8On2bO4+cwiT4kPYkFXURgvuu/mjDRwqq+XKsQmcNTCcvIo6PtjimG37j5W7SQjy5vLR8VTUmXn8h1TCfEzdOp44fakUpXfvMXXbx7+6TE0XQghx6rp/xjAevWBUX3ejV8hlJUIIIYQbJDCFEEIIN0hgCiGEOO18/PHHDB48GA8PDyZMmMDGjRuPu48EphBCiNPK0qVLuffee3njjTfIycnh0ksvZdasWeTmtj/jHSQwhRBCnEbsdjv33Xcfr732GpMmTSI4OJg//vGPnHPOObz88ssd7iuBKYQQ4rSxbds2qqurOe+881yWz58/nxUrVnS4rwSmEEKI00ZqaiopKSmoVK53fEpOTiYjo+NLICUwhRBCnDZKSkoIDAxstdzX15fKyko6ujWBBKYQQojThs1ma1VdAqjValQqlQSmEEIIAeDv709lZWWr5RUVFfj4+KDu4KEFEphCCCFOGykpKaSlpbVavm/fPoYMGdLhvhKYQgghThsTJkzAbDazfv16l+Wff/45c+bM6XBfCUwhhBCnDb1ez2OPPca1117Lxo0bqaqq4vnnn2f79u3ccsstHe4rj/cSQghxWrnllluw2+1cddVVFBUVMXnyZFasWIG/v3+H+0lgCiGEOO3cdttt3HbbbZ3aR4ZkhRBCCDd0WGEWFZdQXV3d5cZNRgO1ZcUoNeVdbkMIIUT/UV1aTH5+PvUNjX3dlS4LCQ7C29u79QqlAw8//LACyId8yId8yId8nDYfDz/8cJuZqFI6uK1BdXV1lyvMI0eOMHr0aLZu3UpYWFiX2hD9l3z/T1/yvT+9nQrff29v7zYrzA6HZNvbqTPCwsKIiIjoVhui/5Lv/+lLvvent1Px+y+TfoQQQgg3SGAKIYQQbpDAFEIIIdzQa4Hp7e3Nww8/3O1zoKJ/ku//6Uu+96e3U/n73+EsWSGEEEI4yJCsEEII4QYJTNGj7HZ7X3dB9BH53otT3XED026388YbbzB69GhiYmIYNGgQS5cuda7PyMjgnHPOITIykqFDh7Jy5UqX/X/44QdGjBhBSEgI5557LtnZ2c511dXV3HjjjcTExBATE8PNN99MTU1Nz706ccKYzWb+9a9/MX/+fOey6upqHnjgAYYNG0ZERARTpkxh165dfdhL0Rva+t4DKIrC3//+d5KSkoiIiGDEiBFs3769j3opelp3s6Ff6ujWeIqiKNnZ2codd9yhFBcXK4qiKFu2bFF8fX2VnJwcpbq6Whk4cKCyfPlyRVEUZf369UpoaKhy+PBhRVEUZdu2bUpSUpJy4MABxWazKS+99JIycuRIxW63K4qiKAsXLlRuuukmxWw2K/X19coll1yi3H333cfrkjjJ7Nq1S0lISFCmTp2qjB8/3rn8008/VV5++WWloaFBURRFeemll5TBgwf3VTdFL2jve68oinL//fcrV1xxhVJRUaEoiqLs27dP2blzZ190U/SC7mRDf9WlST9z5szh6quvpqysjM2bN/Pmm2861/3xj3/E39+fv/71r1x++eWcf/75XHPNNc71o0eP5oUXXmDKlCn4+/uTkZFBUFAQANu3b+fKK69k7969PfCngDhRdu/ejdVqpaKiggceeICNGze2u62Pjw8HDhwgJCTkBPZQ9Jb2vve5ubmMGTOGrKwsTCZTH/dSnCjuZkN/1aVzmDqdDpvNxooVK5g9e7bLujPPPJMNGzYAsHLlyg7Xe3h4YLPZnOsaGhowGAxd6ZLoQ0OHDmXkyJFubavVal2+56J/a+97//333zNz5kwJy9OMu9nQX3U6MBsbG1m3bh0TJ04kMzOT+Ph4l/UxMTEcPnyYiooKGhoaCA4ObnM9wJIlS/jzn/9MfX09FRUVPPzww9x9993deDniZLZ161Z8fX0JDw/v666IXpaWlkZycjLPPvssQ4YMYeDAgfzlL3/BYrH0dddEL3E3G/qzTgfmq6++yvjx44mLi6OmpgYPDw+X9SaTifr6+jbXtVwPcNFFF7Fv3z78/f0JDg7G09OTBQsWdPGliJPd448/zh133NHX3RAnQFVVFUuXLsVut7Njxw7WrFnDqlWrePbZZ/u6a6KXuJsN/VmnAjMnJ4cnn3zS+Y/eaDTS0NDgsk1DQwMeHh5trmu5XlEUZs+ezaxZs6isrKSqqoqEhAQWLlzYjZcjTlZffPEF+/fv58477+zrrogTQKfTERERwb333oterycsLIzHHnuML774oq+7JnpBZ7KhP3M7MG02G1dddRVLlixh4MCBAMTFxXHo0CGX7Q4dOkRcXByBgYEAlJeXt7l+165dlJeXs2TJEgwGAyaTiX/84x98++23lJWVdfd1iZNIXl4ed9xxBx9++CF6vb6vuyNOgPDwcAYMGOCyLCoqipKSkj7qkegtnc2G/sztwPzrX/9KaGgot912m3PZ9OnTWbFihct2q1evZvr06ahUKqZOndrq2pvm9TqdDrW69eEVRaELE3fFScpqtXL55ZfzwAMPuD0xSPR/EydOZP369S7LMjMz+/0vTNFaZ7OhX3Pn2pMvvvhCGTx4sFJVVeWyvKSkRImLi1N+/vlnRVEUZfPmzUpiYqJSUlKiKIqirFmzRhk0aJCSk5OjKIqivPLKK8o555yjKIqiWK1WZejQocozzzyj2Gw2pbGxUfnTn/6knHXWWT1xuYzoA6tWrWp1Ld4f/vAH5corr+yjHokT5djvvdVqVUaMGKG88soriqIoSlFRkTJmzBjlww8/7Ksuil7Q1Wzor44bmHv27FG8vb0VX19fJTIy0uXDarUqO3bsUCZNmqRERkYqEydOVLZt2+ay/6effqoMHDhQiY6OVn73u98pRUVFznUHDx5U5s6dq0RGRioxMTHK1VdfrRQWFvb8qxQnxLG/NN99910FUEJCQlz+3cyfP78Peyl6Q1t/LB0+fFi58MILlfDwcCUpKUl57rnn+qh3ojd0Nxv6I3laiRBCCOEGufm6EEII4QYJTCGEEMINEphCCCGEGyQwhRBCCDdIYAohhBBukMAUQggh3CCBKYQQQrhBAlMIIYRwgwSmEEII4QYJTCGEEMIN/w/VPsxZ5KonkwAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -231,10 +409,38 @@ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "# Add stacked area\n", - "ax.stackplot(year, counts, colors=COLORS, lw=1.5, edgecolor='white');\n", - "\n", - "# Customize axis -------------------------------------------\n", + "ax.stackplot(year, counts, colors=COLORS, lw=1.5, edgecolor='white');" + ] + }, + { + "cell_type": "markdown", + "id": "8fe75ce3", + "metadata": {}, + "source": [ + "### Customize axis\n", "\n", + "As with the linechart, the second step is to customize the axis." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "19910ff5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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fdW6urev2hH9e52aN15lNtbfp1Y/eVf/YiCJ2ROVyWenMvNKZjDY3c4f0Co5Xe1ubzo+PKRrluzYBNB0CM4yYJf38SL9+cqBDHZWq89aMpi9M6uHtu1KNVef5117RM6//kJJtLTLGaHV1bWuus9aK9rhFIhGNjY6op7ubahNAMyEwn9ZrbUn94tiAXm2NK2JZ2lhd2+qwzdV4xZ9UZ7te/fBd9Y8OK2JHVCqVlJlf0Fw6o1yusarO7q4ujY2eUyTCd20CaAoE5kHFLUv/3blefdLfqQ7Hlue6enBzRtMTk5qbuVd71fnDr+rZ17+kRKtfdWZXVzWXzmhxcalhqk4nGtX58TG1t7dRbQJodATmYXirPaVfGOvXSy1B1Zld0/TEpGYu1V51tnZ16JWP3lXfuSFFIpWqc15z6fmGqToH+vs0MjzExQ4ANDIC8zDFLUvfGO3TT/R3qD1qy3VdPbhxW9MTk0rP3Kt5/8++8UM6/9qrSrSm/KozG1SdSye/6ozH43r2/LhSqeTWssoxE6IAGgCBeVTe6UjpG6P9ejGoOtdXskHVeVX5Gq/409rdqVc/eld9I4OyIhEVSyVlMvNKpzPK5fOH9AqORiKRUDzmKBaLKRaLKR6LKR73b1uWteOxBCqAE4TAPGpJy9I3xvr1433taguqztnr05qemFTmzv2a9//cW1/W+JdfUaLFrzpXslml0xktLi2f+Kpzt2jU3grR3YEa3fW9nIQpgGNGYB6n9zpT+u9HB/Riyq+m1leyunVhUncuXVG+xnMv23u79cqH76h3+KxfdRZLymQymsvMK3/Cq84wjDGKBZXpdqA6isfiisdjikQiOx5PoAI4ZARmPbRYln5hvF9/qrddrVFbbtnV7I1bmr4wqczd2dp2boyef+s1jX/5ZcVTSb/qXMlqLp3R0nLjVZ1hRSKRnZVpvBKuccVizp7VqUSgAgiNwKy3D7ta9VfP9en5oOpcW17R9IVJzVy+qkKtVWdft1798F31DJ2VFbFULBb9qwmlM8oXCof0ChqD4zhBoAZBGt8e8o1GozseS3UKYA8E5knRZlv6hdEB/cneNrVEbbnlsu5fu6XpiUnN33tQ284tSy+89ZrGfuglxYMu1ZWsX3UuL680bdUZlmVZwfDuo3OnNCMBCBCYJ9Ef6WrVXx3t07NJ/8N6dXFZ0xcmdWfyqgq52uYjO/t79fKH76hn6Iwsy1KhWFQ6nVEmM3/qqs6wKs1I1fOnNCMBpw6BeZK125Z+cWxAf6KnXaloRG65rHtXb2p6YlIL9x/WtG/LsvT8O69r7EsvKpZMSNKOuU6EY4xRzHEUi9OMBDQ5ArNR/LGeVv23I/16Jun4VefCkt9hO3lVxXxtlWHnQJ9e+fAddQ8O+FVnoah0JqN0Zl4Fqs6a0IwENA0Cs9F02JZ+aWxAf7y3XUk7onKprHtXb2h6YlKLs3M17duyLL3w7hsa/dKLiiX8L4ReXlnZmuvE4XukGSkW26pWaUZCo9krOyp/X5vgetIEZiP74z1t+rlzfRpP+FVndn5RtyYmdXfyWs1VZ/fZAb38lbfVdbY/qDoLWx22hWLxkF4B9vO4ZqRKoNKMhFrtF3Bhti2Xy3JdV+VyWaVyWeVyWeWyKze4X1nX2tqizo6OQz76Y0dgNoMuO6JfGh/Qj/a0BVVnSfeu3NCtiUktPUjXtG/LjujFd9/Q6CsvyAmqzqXlFaXTGS2vUHXWE81Ip1MtIVcuu3JdP9TKWwFXVtndDrutn25ZbvWyXds9TXf92TNnNDI8GPrxJxSB2Wx+rLddPzfSq9Gg6lyZX9D0F5O6M3VdpRrnI7sHB/TKV95R55k+WZalfKGgdNqf6yxSdZ4o1c1IMadyigzNSPVQS8C5nueHlrsr4Mo7w8vdsd59JNwq+6gXArMGBObR63FsfTrWrz/a3aZEUHXenbqu6YkpLT2steq09dJ7b+rcK88rlojL8zwtLS1rLpPRykr2kF4BjlIkEtlVmVY6fWlGkmqt4nYG2O6hyvIe4eYPYQbrqx7TLOdIE5g1IDCP10/0dejrIz0ajcdkLKOVzIJufXFZd6euq1RjZdg7fFYvffC2Ogd6/aozX9BcOqPMPFVnI2u0ZqSaqjjXDQJujyrO3TlM6brlPSq57ce4daziTjICswYEZn30OrZ+eXxAP9LVqrgdUalY0t2pa5q+MKnl9HxN+7ZsWy+//5ZGXn5uq+pcXFpWOp3RSpaqs5lUmpEe+WaZp2xGOmjIeZ63HXCVwCrtDLfHVXI7Kz3/drNUcScZgVkDArP+/kx/h74+3KuRuCNjGS3PZXTrwqTuXrmucrFU0777zg3ppfffUkd/jyzLUi6f37qaULFU275x8kVt25873dWMFIvFJHlVw5SPDkGWd91392g4oYprPKc2MDdz+ZoCMxGPEZgnyBnH1qfnB/RRV6tikYhKxaLuTF7T9MSkVtILNe3bdmy99MHbGnnxOTnxmDzPUza7qlKpVDWvE3x4lqrvl7Zvl8qH9EoB1EslMDdrvLRnPSXisacPzN/+vf904MBMxBx98uGbBOYJ9VP9HfqvRno1HPebPpYepnXrwqTuXbmhco2VYd+5Ib38wVtq6eqQZVkyliVjTKghuK3zvEpllculrYCtDt29wrd6PcNuQP1UAvP/+Xf/uWF/F7/68ftUmHjUmZitXxk/o690tSgWiahYKPhV54VJZecXD/W5LNtWojWlRCqleEtSsWTC/y8RlxOPKRqLyY45ikajikSjikQjsiKRA4duJXj9MN1ZyT7a1bgzmBv1Fx2ot1NbYYo5zFPlp8906i8P9Wow7p8Iv/hgTtMXJnXv6s2aq87DYtkRP3BbU4qnkoonk4ol43LicTkJP3SjMUe248iO2orYth+6kQOErusGFWxpK2T3H17eDuZSidDF6XRq5zBFYJ5Kw3FHn47364POFjmVqvPyVb/qXGiC99KylGxJKtHSElS6ye1KNwhd23EUdaKKOFHZ1aFrLBkrbOh6ct1y1bByac8h5B33dw0/0/SCRkNg1oDAbGw/c7ZLf2moR2djftW5MPvQrzqv3ZR7ypt04i0pJVpSirekFE8lFE8m5CT8ajcaf7TSjdgRGSsiyzIywekYTwreyjU8qyva3Y1STwpeQhfHicCsAYHZHM7FHX06PqD3OlN+1ZnPa+bSVU1PTGl1kff3oOKppBKtKcVTKcVSST90K0PMW8PLUdnRqCLRSqUbkbGMLGOkEEPMnudtn8pRKqtUKu1d5T5meNk/75HQbQaVvyvVf2e2l0mSUfCj6vauZVubmke2MTLq6+1Rf3/fEb+SI0dg4nD8xbPd+tpQtwaCqnP+/kNNX7is+9duyS2f7qqzHpxkXImWlh3NVJVK1wkq3WgsaKSyK/O6O+d0w4Su67qPVrl7dDBX7svzFHyKVj5St28b7fwwrl5W9aG81wd79TaPfng/GgqV59n+8eT1jw+P7ePf8ZzVy6ofV9mnMY+8XrP9wCevq36tW4/beXvPP6tdt48LX+91QARm8xpNOPrl8QG925FSNBJRIZfXzKUrmr44pbXF5XofHp6CE48r0ZpSrCWpRDKpWCqhWMIP3mgspmjcUdRxtirdg4TucXpSw9Vj13v+/7xHllUt93YslLzKPW97e2/nSn+xt+O5t47B87bWbz3OC56t+qfn7Xxs9X48/zn9ZduPr95m+3HbPz2v6rEKlruVbd3gtQSvx93exntkP+7Wdt2DA+obYUj2QAjM5mdJ+tpQt372bLf6K1XnvVndu3pThc2civmCioWCivmCSvngJ9eebTp2zFFya043KWOM/2HqunKrP1xd/z9Xrv8h7LpbH8Cu60meG/z0q1p/vYIP5cr+/G39xirXf6znSQwd193zb/+wXv7grXofRq32DEz7uI8CzceV9Fv3FvRb9xZ0Puno07EzevtMv3qGzj52G8/1VCoWt4K0mMurmM9vhWslWKvDtpgvqLTrNk6OUr6gbL7QHJ3UwB4ITByqmxsFfePyjCxJz6fi6o1F1RONqMuJqjMaUXs0ojY7olY7olTEUsKOKu7EFGtvV4uRIkaKPMW8WrlYqgrd3HbI7lHVFgv5HetLhYKKheLWUBkA7IfAxJFwJU2t5zS1njvwPjpsSwMxR72OrW7HVpdjqytqb4duJKKUbSkRsZVocRRra1XSGNlGsozfRRpmXq1UqKp083kVc1VVbvXyXRVudTXMRQqA5kdg4sRaLrlaLuV0Zf3g+2izLfU5UfXFbPU4UXVHI+qM2mqP2mqz/eBNRSwlI7bitYRusbQdppXh5ceEa7Gq4i3lt8PaY/4NONEITDS1bMlVtpTXjY2DX9eyxbLUH7fV60TVHVS7nbatjmCI2a90I0pG/Mv2xVpb1BqEbkTGv1BBiNAtl0p+tZsvqJDPB8H7uKo2/8jQM6ELY1myLGurg7lyLWYr4i83EUuWFdm675/TG6yveqy/n52P22ufW9tWPTbV2V7vP4YjQ2ACT7DmulrbKOjmxsGbjOKWpYGYrT4nqp5K6EYj6ojaaq/M6doRpSLGP62jJeWHrrbndC0rTOiWg7lZv9It5INwDYJ4r/nc0q7Q5VxaScbsCJodwVIVDmZXIFmRR5ftvL938FhWJAizRx8XCcJq+6IVu54vuHqUFYkc6R/J1ikowWkz/gkslVNW/GkYT/7f12ZFYALHIOe6ur1Z0O3Ng4duzJL6HMcfXo76Q8ydTkQdtj+v22pH1BKxlLItxeMJxZMptVh+6NrGP/HdCi7Jtx+3XN6e183lVcjldw4n76p4S4/M8xZ3XKzf7AqeRwLjkUB6fEXzaLA8fZVUCZ6tQKt6jkqFZkL84+Sgdp+H6XnbweMGQeRW/+d5Knueip5U8jyVPansef7toqui56rk+veLnqeS6/8suG7w01PR9e/ng/t511Xe9VQou8oF93Nu5banzXJZm66rXMnTRrA+7Cz9Xxnu1TfG+g//D+4EIDCBBpF3pbu5gu7mDh66jqTeeFR9TnS7mSpqqyNqq8221GZH1GJHlIxYSsTiiieSSlpGUfkdzFZQeT1J5fq1YR5bi60T6LUzeKqrnp3BIxU8T66qQsfzVCp7/jx0sKwYBFCh8tNzVSj7oVVwXeVdV4XK7bKnvBf8rIRO2Q+gzWD9husqV3a1WXZ1Mr73BwdBYAKnSEHS/VxR93MHv3CELanXsdUXi6onZqs7GlVXMMTcvtVIFZEnP5QKrudXQVu3/Z9+5RNUOq4fOrmyXwnlXE+5squC52ozCKLNchA6lSBiuhbHjMAE8FRKkh4USnpQKEmr9T4a4Pgc7XgJAABNgsAEACAEAhMAgBAITAAAQiAwAQAIgcAEACAEAhMAgBAITAAAQiAwAQAIgcAEACAEAhMAgBAITAAAQiAwAQAIgcAEACAEAhMAgBAITAAAQiAwAQAIgcAEACAEAhMAgBAITAAAQiAwAQAIgcAEACAEAhMAgBAITAAAQiAwAQAIgcAEACAEe7+Vm7l8TTtPxGM1bQ8AaEy15kc9PS679g3M3/nW9w/+hDFHn3z45oG3BwA0rt/99ufyPK/eh3EgX/34/T2X7xuYn3zljSM5GABAc/uJD16v9yEcun0DkyFVAMBBNGN+0PQDAEAIBCYAACEQmAAAhEBgAgAQAoEJAEAIBCYAACEQmAAAhEBgAgAQAoEJAEAIBCYAACEQmACAQ2Nbpt6HcGT2vZYsAADVbGN0NhbVYMLRUNzRYDyqwbijkYSjwbijFjsiz/NkTPMFJ4EJANihO2prKOEH4WC8Eox+KPY4tqyqMHQ9T/mSq9VcQdPprGK2pef62ut49EeHwASAUyZuma0gHEpUV4kxnY1HFbN2ztYVyq42CyXNr+Y0tbSu65msJu4v6rOZjCZml+S624/9nz5+Vb/2p1875ld0PAhMAGgylqT+WKVCjGooGD4dijsaTjjqiO786C97nnLFslY2C7o0v6pbC2uafLCsz+/O67vTaWVzpfq8kBOGwASABtRmRzQUrxo2TWwPm/bHorKrhk09z1Oh7Go9X9LDhTV9trSuq+msvri7oO/dzujG/GodX0njIDAB4ASKGqMz8ehWZbi7uSZlR3Y8vui6yhXLWlrP6w8eLOtmJqtLs8v6gzvz+oM78yqU3Mc8E8IiMAGgTnocW0NxR2d3BKMfit37NNfcnMtqZnFVU3Mr+sGdBX13Oq2Hq7k6vpLTgcAEgCOSsKwdc4hn446G4lGNJGI6s19zTXZTk8vrupbOauL+kj6byejig53NNTh+BCYAHFBEQXNNonL6RXSr+3Tf5pqNgi7Or2p6flWXHy7r8zsL+t5tmmtOOgITAPbRbkf8KjHuVAWjP2zat6u5xvU8Fcuu1vLFreaaK3MrunBvUd+dzujmAs01jYzABHCqOVXNNdsdp1ENB8GY3Ke55rPZJd2cX/Wba2Yy+v7dBZprmhiBCaCpGfnNNdtXrYlunYYxknDUFX18c82NuRXdXljT1MMV/eDuvL53O0NzzSlGYAJoeMmItT1sWnU5t+GE34HqVDXXeJ6nouv5zTUrm7q0vK7raf/KNd+9Pa/LD2muwd4ITAAnXkRSf1VDTeVUjOGEo+G4o/bdzTWup1yprOWNvCbmV3VrflWXHyzrB3dprsHBEZgAToR2OxI01uwMxuHgyjWRXcOm/pVrippdWNN3Ftd0LZ3VF/cW9Z3ptKYX1ur4StCsCEwAx8IxRmerqsTB4KLfI/GYBhOOkpGd5yRWmmsW1/P63uySbmRWdWl2Sd+/M09zDeqCwARQs6gx6oxG1O3Y6ora6nZsnYltn7A/nHDU40R3bOM315S1mivqxsNlTS+s6UrQXPOd6YzSazTX4GQhMAHsqSViqStqq6sqBLuikR33ex1bnVFbLbtOvZC2m2s2tppr5nVtbkUX7i/ps5l5XZxdqsOrAg7uyAPz3c4WeZKWiyVlS2UtF8taKZW1Uiyr6HlH/fQAAhFJHVFbXU5E3VVBuB2G/s8ex1ZHNLKjs7RayfVPzs8XS1rNlXRrcUPza5t6mN3UvZUN3V5Y1c3Mqj6/s6C1As01aB5HGpiu5+nj3nZ93Lv3t2/nym4QoiUtFv0QXSmVtgJ1O1xLWi6VlS2WlS2VxcwF4ItbZrviC0KwOwjFSnXY60TVFY2o1Y7sON+wwvU8lVxv6zqm2eymZjbymlvN6cHKhu4srunW4pquzWV1Pb2iHHOHOKWONDAtY/TX/tX39Z9vpTXcldJIR0pn2pPqa42rtyWuzmRM7Ymo2p2oBhIxOa2WIpaRbYzMHr/Ykv/LvV52lS2WtVQqaTkI1mxwe6USskEQV+6vl/klx8ln5HeLblV/QfB176oGK0Oh8cjeVWDZ9VR0XeWLZa3li7q/sqmF9ZweZDd1f3lDM4trujm/qitzy7q7tHG8LxJoUEc+JJvdLOqzmXl9NjMfehvLkobbUxrtbtFIV0qDHSmdaUuorzWhnlRMHcmY2uJRDTi2RlNRRSOWbMsP28cpuZ5Wy36gLhWDoC2VlQ2q15WqoeLq4eMCw8aoUdRUqsBdQ6HVw6DBz/ZoZMfpExWe56nkeSqWXG0Wy1pdz2tyY1XpVX8o9O7SuqYX1nQjk9WVuWXOMwSOwIls+nFdaWZpXTNL60+1Xdy2NNrd6gdtZ0qD7Sn1t/nVbHcqpvaEo7Z4VKOOrVgiJjtiybbMnsNUFZVh45ViWYvF7eHilaCi3Z6X3b6fLZZVrvUPASdaS8Ta1QxT1RRTNRfYFbUf+aLfCjdoiimUylrPl5RZWteV9ZzmVnOarVSBC6u6PpfVjYUsV58B6uxEBuZB5Uqursyt6MrcylNt15V0NNbdqnNdLRruTGmgLaGBIGg7kjF1JBy1xqLqTziKRiKyI/sPG0vSWskPz6ViSUvVwVo1H7sczM9WQniNYeO6qTTE7NUJWvnZHa00xNiKPmY0o+S6Kpb98wfXciXdXFzX/FpOD1Y2dW95Q9MLq7o5n9XUwxXNr+eP90UCqElTBeZBLW4UtLixoM/vLjzVdoPtSY33tGiks0WDHUmdaU+qvzWhnhY/ZNviUfXHojoXDBtHLL+ifZyy52m1tD1svLSrgq1uhqo0S62Uysq7DBvvJW6ZR+b+todCI0EVGFV31FZb9PFVYCmoAisNMdPreaXXcppdXtfdpXXdnF/T9QwNMUCzIzBrcH9lQ/dXNiSlQ2/j2JZGO1s02tOic51+E9SZtqR6W+PqSjrqTMbUGo9qJGrr2UQsmJ/df9g477paDYJ1sarRaavruLjzdJ7lUqkhh40rDTHdQcNLdTXYHfWX9QRDofs1xJRcT6Wqhpi7KxtaWM/7p0UsrevO0rquZ7K6ll6hIQbAFgLzmBVKrq5lsrqWyT7Vdh0JR2PdKZ3ratVQZ1Jn25IaaEuopyWurqQ/P9saj6o35shJhRs23thqgtquVqtP5ancrx5OXiu7Osx6ttIQ010199e5qxrsDW6Ha4gpaXU9r8vrWWWCodC7S+u6vbim6+kVXU2v0BAD4EAIzAaxvFnQH94r6A/vPd3VUc60JTTe06rhzpSGg2HjvmDYuDPhn9bT69gaTsW3uo2fNGy8Fpy2s1TY7jDenpfdrnBLnueHX9UwaNdWFeifG7j7y3mrn6dUdoMLbJeUWVvX1HpO6dWc7i1v6O7imm5kVnUts6JbC6s0xAA4cgRmk3uQ3dSD7OZTbWNblka7UxrrbtVwZ1KDwbBxT0tc3UHQtsajGnZsPRMMG0css2f1V1GpAktBQ8zqZkE3FgvKrOX0cGVTd5bWNbPozwVenaMhBsDJQ2DiESXX1Y3Mqm5kVp9qu7a4rbHuVo10+qf1xKMRTS+s6Vp6RdcyWb5dAkBDIzBxaLK5ki7cX9KF+1xUG0Dz2buNEAAA7LBvhbmZq20eKRGP1bQ9AKAx1Zof9fS47No3MH/nW98/+BPGHH3y4ZsH3h4A0Lh+99ufy2vQa3F/9eP391y+b2B+8pU3juRgAADN7Sc+eL3eh3Do9g1MhlQBAAfRjPlB0w8AACEQmAAAhEBgAgAQAoEJAEAIBCYAACEQmAAAhEBgAgAQAoEJAEAIBCYAACEQmAAAhEBgAgAQAoEJAEAIBCYAACEQmAAAhEBgAgAQAoEJAEAIBCYAACEQmAAAhEBgAgAQAoEJAEAIBCYAACEQmAAAhEBgAgAQAoEJAEAIBCYAACEQmAAAhEBgAgAQAoEJAEAIBCYAACEQmAAAhEBgAgAQAoEJAEAIBCYAACEQmAAAhEBgAgAQAoEJAEAIBCYAACEQmAAAhEBgAgAQAoEJAEAIBCYAACEQmAAAhGDvtzKdmdfq6uqBd56Ix7S+mJG3tnTgfQAAGsfqQkazs7PazOXrfSgH9sz58VbP8x4JP+N53mM3Msb8qqT/9QiPCwCAk+bXPM/71d0LnxSYrZJaD/iE/ZJ+IOmHJc0dcB9oXLz/pxfv/enWDO//6l4V5r5DssEGBxqTNcZUbs55njd7kH2gcfH+n16896dbM7//NP0AABACgQkAQAgEJgAAIRxlYK5K+jUdcA4UDY/3//TivT/dmvb937dLFgAA+BiSBQAgBAITh8oYw9+pU4r3Hs3uiX/BjTGWMea/McZ8boy5Y4y5Yoz581XrnzXG/HtjzH1jzCVjzI/u2v7HjDEXjDFpY8y/M8aMVq1rNcb8o2C/d4wx/9AY03KorxDHwhjjGGP+B0n/smpZqzHmN4wxF40xs8aYbxtjXq3jYeII7PXeB8uNMeavGWNuBO//BWPMa3U6TByyWrOhEYX5F+GwpC9L+hOe541I+pqkf2yMGQnC7V9L+tue5w1K+jlJ/8wYMyRJwS/H35P0U5IGJP0LSf/SbJ/Z+vckuZLOS3pOUpekXz+k14ZjYox5RdKUpD8v/yofFT8maUbSG57nnZX0f0n67eM/QhyVfd57Sfobkr4k6fXg/f8LkkrHe4Q4QgfOhkZ1oKYfY8zvSvqn8gPuLc/zvl617m9LWvI879eNMf9c0v/red5vVa3/XNIvep73bWPMkqRnPc+bD9a9Jun/9DzvpZpeFY5V8KFpS+qQ9Bue572zz2Ozkp7xPC99TIeHI/S49z74YPy+pDHP8zbrd4Q4TmGzoV7HV6uDzjkUJUUkfSzp3+xa9x8lvRfc/tEnrN8I9lMRl9S4l7g/pTzPu+R53hchH17SzvccDWyf9/5PSvq3hOWpEzYbGtJTB6YxJibpA0nfkT+UOr3rIXckDRtjOiTFPc/L7LU+uP1NSX/DGJMIHv9rkv7u0x4TGoMx5nVJK57nPaj3seDIvSjpqjHmV4wxk8aYa8aY/80YE633geFohM2G4z6uw3SQCvPnJX3P87zbklrkV4nVNiUlHrOuer0k/StJL0hakpSRtC5/ngvN6X+R9PfrfRA4Fm3y5zUt+fNcH0r6EUm/UsdjwtEKmw0N66kC0xhzTtL/rO2/9Dn5w6jV4vL/oPZat7U+aPz5N5L+P0nt8n/Bbkn6J09zTGgMxpg/K+l5+Y1eaH5FSbOe5/0tz/MKnuc9lPTXJf3ZOh8XjsBTZkPDCh2YxpiIpH8m6Zue510LFt+WNLLroSPB8oVgu87HrH9VUqfned/0PC8fzHX8j5J+3BjT9XQvAyeZMWZQfmX5s57nFep9PDgWDyRd37XsnqSeOhwLjtABsqFhPU2F+evyv9/sN6uW/b78yd1qf0TS73t+++235Df+PLJe/r9A3T2exwT/oQkYY2xJ/1x+B+UXdT4cHJ/vSHp/17LzavAPTOzpqbLhuA7qKIQKTGPMT0r6M5L+612r/ndJf8oY8yPB496U9JOS/o9g/W9I+qYxZiRY//OSlj3P+1zSNUnrQVOAZYxxJP1NSZ95nrdQy4vCifK3JM14nsdQ7OnyHyRFg995GWN6Jf2qpH9cz4PC4aohGxqS/aQHGGNekvRb8qvBqapv05akc/L/EH4zGMO+I+mnK4Hned63jDF/XdLvGWMSkj6T9F8E68rGmE8k/R1Jn0oqy//Xx88cyitD3Rlj/pKkX5KUNsbcq1r1med5P1Wfo8JxCH6/f1zSPwg+A9Yl/abnef93nQ8Nh6SWbGhUfFsJAAAhcLFkAABCIDABAAiBwAQAIAQCEwCAEAhMAABCIDABAAiBwAQAIAQCEwCAEAhMAABCIDABAAjh/wevu70n1iD4xwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ "# Customize y-axis ticks\n", "ax.yaxis.set_ticks([i * 50 for i in range(0, 7)])\n", "ax.yaxis.set_ticklabels([i * 50 for i in range(0, 7)])\n", @@ -264,7 +470,38 @@ "ax.set_ylim(0, 350)\n", "ax.set_xlim(2007.5, 2021.5)\n", "\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "1019c18e", + "metadata": {}, + "source": [ + "### Add labels and annotations\n", "\n", + "Now it's the turn for labels and annotations. Notice the `path_effects` are empty now because we don't need to add any border effect. On the other hand, do also notice how we come up with something that looks like an arrow with a circle in the tip." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "1612e909", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ "# Add labels for vertical grid lines -----------------------\n", "# The pad is equal to 1% of the vertical range (350 - 0)\n", "PAD = 350 * 0.01\n", @@ -275,27 +512,67 @@ " fontfamily=\"Econ Sans Cnd\", fontweight=100\n", " )\n", " \n", - "\n", "# Annotate labels for regions ------------------------------\n", - "# We create a function to avoid repeating 'ax.text' many times\n", - "def add_region_label(x, y, text, color, ax):\n", - " ax.text(\n", - " x, y, text, color=color,\n", - " fontfamily=\"Econ Sans Cnd\", fontsize=18, \n", - " va=\"center\", ha=\"left\"\n", - " ) \n", - "\n", + "# We use the 'add_region_labels()' function from above\n", "region_labels = [\n", - " {\"x\": 2013, \"y\": 225, \"text\": \"Latin America and\\nthe Caribbean\", \"color\": BROWN_DARKER},\n", - " {\"x\": 2013, \"y\": 100, \"text\": \"Asia and the Pacific\", \"color\": \"white\"},\n", - " {\"x\": 2013, \"y\": 25, \"text\": \"Sub-Saharan Africa\", \"color\": \"white\"},\n", - " {\"x\": 2008.05, \"y\": 225, \"text\": \"Rest\\nof world\", \"color\": GREY_DARKER},\n", + " {\"x\": 2013, \"y\": 225, \"text\": \"Latin America and\\nthe Caribbean\", \"color\": BROWN_DARKER, \"path_effects\":[]},\n", + " {\"x\": 2013, \"y\": 100, \"text\": \"Asia and the Pacific\", \"color\": \"white\", \"path_effects\":[]},\n", + " {\"x\": 2013, \"y\": 25, \"text\": \"Sub-Saharan Africa\", \"color\": \"white\", \"path_effects\":[]},\n", + " {\"x\": 2008.05, \"y\": 225, \"text\": \"Rest\\nof world\", \"color\": GREY_DARKER, \"path_effects\":[]},\n", "] \n", "\n", "for label in region_labels:\n", " add_region_label(**label, ax=ax)\n", "\n", "\n", + "# Add custom arrow-like line -------------------------------\n", + "# It's not possible to use a dot as an arrowhead.\n", + "# So we add an arrow without a head, but we then add a point\n", + "# using `ax.scatter()` as shown below\n", + "ax.add_artist(\n", + " patches.FancyArrowPatch(\n", + " (2016.25, 214), (2018.5, 137),\n", + " arrowstyle = \"Simple\", \n", + " connectionstyle=\"arc3, rad=-0.45\",\n", + " color=\"k\"\n", + " )\n", + ")\n", + "\n", + "ax.scatter(2018.5, 138, s=10, color=\"k\") \n", + " \n", + " \n", + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "b11d98ca", + "metadata": {}, + "source": [ + "### Add title\n", + "\n", + "And finally, just add the title. There's nothing new here, since it uses the same techniques than the other chart." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "59c85183", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ "# Add title ------------------------------------------------\n", "# Note, again, we manually set the location of both texts.\n", "ax.text(0, 0.975, \"Number of children,\", \n", @@ -315,34 +592,34 @@ " )\n", ")\n", "\n", - "# Add custom arrow-like line -------------------------------\n", - "# It's not possible to use a dot as an arrowhead.\n", - "# So we add an arrow without a head, but we then add a point\n", - "# using `ax.scatter()` as shown below\n", - "ax.add_artist(\n", - " patches.FancyArrowPatch(\n", - " (2016.25, 214), (2018.5, 137),\n", - " arrowstyle = \"Simple\", \n", - " connectionstyle=\"arc3, rad=-0.45\",\n", - " color=\"k\"\n", - " )\n", - ")\n", - "\n", - "ax.scatter(2018.5, 138, s=10, color=\"k\")\n", - "\n", - "fig.set_facecolor(\"white\")\n", - "fig.savefig(\"plot2.png\", dpi=300)" + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "0dbd4009", + "metadata": {}, + "source": [ + "## Full chart" + ] + }, + { + "cell_type": "markdown", + "id": "73e21055", + "metadata": {}, + "source": [ + "Let's get started by creating a layout with two subplots. This is also adjusted so it does not contain any extra space on both left and right ends." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 13, "id": "da69fd80", "metadata": {}, "outputs": [ { "data": { - "image/png": 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siHK5HFu2bDnp+YcffjhWrVoVXV1dcdVVV8Wbb74554MCQLOyRwFoVDWD8NixYzEwMBA7d+6MsbGxGBoairGxsWlnLrvssqhWq/GnP/0pNm3aFD/84Q/nbWAAaCb2KACNrGYQ7t69O8rlcnR0dMSiRYuir68vhoeHp53ZsGFDnHvuuRERsW7dupicnJyfaQGgydijADSymkE4NTUV7e3tJx63tbXF1NTUp57ftm1bXHPNNXMzHQA0OXsUgEbWOpc/7Omnn45qtRovvPDCJz4/ODgYg4ODERFx8ODBuXxpAGh6tfZohF0KwNyq+S+EpVIpJiYmTjyenJyMUql00rnnnnsuHnzwwRgZGYmzzz77E39Wf39/VKvVqFarsWzZslmMDQDNYS73aIRdCsDcqhmE3d3dMT4+Hvv3748jR47E9u3bo6enZ9qZV155Je64444YGRmJ5cuXz9uwANBs7FEAGlnNIGxtbY2tW7fGxo0bY+XKldHb2xudnZ2xefPmGBkZiYiIH/zgB/HPf/4zrr/++rj00ktPWnQAkJU9CkAjaymKoliIF65UKlGtVhfipQFoMHZCfdwbABGz2wcz+sX0AAAAnHkEIQAAQFKCEAAAIClBCAAAkJQgBAAASEoQAgAAJCUIAQAAkhKEAAAASQlCAACApAQhAABAUoIQAAAgKUEIAACQlCAEAABIShACAAAkJQgBAACSEoQAAABJCUIAAICkBCEAAEBSghAAACApQQgAAJCUIAQAAEhKEAIAACQlCAEAAJIShAAAAEkJQgAAgKQEIQAAQFKCEAAAIClBCAAAkJQgBAAASEoQAgAAJCUIAQAAkhKEAAAASQlCAACApAQhAABAUoIQAAAgKUEIAACQlCAEAABIShACAAAkJQgBAACSEoQAAABJCUIAAICkBCEAAEBSghAAACApQQgAAJCUIAQAAEhKEAIAACQlCAEAAJIShAAAAEkJQgAAgKQEIQAAQFKCEAAAIClBCAAAkJQgBAAASEoQAgAAJCUIAQAAkhKEAAAASQlCAACApAQhAABAUoIQAAAgKUEIAACQlCAEAABIShACAAAkJQgBAACSEoQAAABJCUIAAICkBCEAAEBSghAAACApQQgAAJCUIAQAAEhKEAIAACQ1oyAcHR2NFStWRLlcji1btpz0/EcffRQ33HBDlMvlWLt2bRw4cGCu5wSApmaXAtCIagbhsWPHYmBgIHbu3BljY2MxNDQUY2Nj085s27YtlixZEn/5y1/i7rvvjnvvvXfeBgaAZmOXAtCoagbh7t27o1wuR0dHRyxatCj6+vpieHh42pnh4eG49dZbIyJi06ZN8fzzz0dRFPMzMQA0GbsUgEbVWuvA1NRUtLe3n3jc1tYWL7/88qeeaW1tjcWLF8c777wT//Vf/zXt3ODgYAwODkZExN69e6NSqcz6PyCbgwcPxrJlyxZ6jKbj3k6dO6uPe6vP66+/vtAjzCu7tHH4O1of91Yf91Yf93bqZrNHawbhXOrv74/+/v6IiKhUKlGtVk/ny58R3Ft93Nupc2f1cW/1ETUzZ5fOjjurj3urj3urj3s7dbPZozXfMloqlWJiYuLE48nJySiVSp965ujRo3H48OFYunRp3UMBwJnELgWgUdUMwu7u7hgfH4/9+/fHkSNHYvv27dHT0zPtTE9PT/z85z+PiIhf/vKX8fWvfz1aWlrmZ2IAaDJ2KQCNquZbRltbW2Pr1q2xcePGOHbsWNx+++3R2dkZmzdvjkqlEj09PfHtb387br755iiXy3H++efH9u3ba77w/77dhVPj3urj3k6dO6uPe6vPmX5vdmnjcGf1cW/1cW/1cW+nbjZ31lL4CjMAAICUZvSL6QEAADjzCEIAAICk5j0IR0dHY8WKFVEul2PLli0nPf/RRx/FDTfcEOVyOdauXRsHDhyY75GaQq17e/jhh2PVqlXR1dUVV111Vbz55psLMGVjqXVn/+vZZ5+NlpYWX2f8bzO5t2eeeSZWrVoVnZ2dcdNNN53mCRtTrXt76623YsOGDXHZZZdFV1dX7NixYwGmbCy33357LF++PFavXv2JzxdFEXfddVeUy+Xo6uqKPXv2nOYJG5M9Wh97tD52aX3s0lNnj9ZnXnZpMY+OHj1adHR0FG+88Ubx0UcfFV1dXcVrr7027cyjjz5a3HHHHUVRFMXQ0FDR29s7nyM1hZnc2+9+97vigw8+KIqiKB577LH09zaTOyuKonjvvfeKr371q8XatWuLP/zhDwswaWOZyb3t27evuPTSS4t//OMfRVEUxd/+9reFGLWhzOTevvOd7xSPPfZYURRF8dprrxWf//znF2DSxvLCCy8Uf/zjH4vOzs5PfP7Xv/51cfXVVxfHjx8vXnzxxeLLX/7yaZ6w8dij9bFH62OX1scuPXX2aP3mY5fO678Q7t69O8rlcnR0dMSiRYuir68vhoeHp50ZHh6OW2+9NSIiNm3aFM8//3wUyb/nZib3tmHDhjj33HMjImLdunUxOTm5EKM2jJncWUTEfffdF/fee2+cc845CzBl45nJvT3xxBMxMDAQS5YsiYiI5cuXL8SoDWUm99bS0hLvvfdeREQcPnw4LrzwwoUYtaGsX78+zj///E99fnh4OG655ZZoaWmJdevWxbvvvhtvv/32aZyw8dij9bFH62OX1scuPXX2aP3mY5fOaxBOTU1Fe3v7icdtbW0xNTX1qWdaW1tj8eLF8c4778znWA1vJvf2n7Zt2xbXXHPN6RitYc3kzvbs2RMTExNx3XXXne7xGtZM7m3fvn2xb9++uOKKK2LdunUxOjp6usdsODO5t/vvvz+efvrpaGtri2uvvTYeeeSR0z1m0znV//dlYI/Wxx6tj11aH7v01Nmj86eeXVrz9xDS2J5++umoVqvxwgsvLPQoDe348eNxzz33xFNPPbXQozSdo0ePxvj4eOzatSsmJydj/fr18eqrr8Z555230KM1tKGhobjtttvi+9//frz44otx8803x969e+Mzn/FdXtBI7NGZs0vrZ5eeOnv09JnXGy2VSjExMXHi8eTkZJRKpU89c/To0Th8+HAsXbp0PsdqeDO5t4iI5557Lh588MEYGRmJs88++3SO2HBq3dn7778fe/fujSuvvDIuuuiieOmll6Knpyf9h+Fn8metra0tenp64qyzzoqLL744LrnkkhgfHz/dozaUmdzbtm3bore3NyIiLr/88vjwww/j0KFDp3XOZjPT//dlYo/Wxx6tj11aH7v01Nmj86euXTq3H3Oc7uOPPy4uvvji4q9//euJD4zu3bt32pmtW7dO+zD89ddfP58jNYWZ3NuePXuKjo6OYt++fQs0ZWOZyZ39p6997Ws+CF/M7N527txZ3HLLLUVRFMXBgweLtra24tChQwsxbsOYyb1dffXVxZNPPlkURVGMjY0VF1xwQXH8+PEFmLax7N+//1M/CP+rX/1q2gfhu7u7T/N0jccerY89Wh+7tD526amzR2dnrnfpvAZhUfzPN9188YtfLDo6OooHHnigKIqiuO+++4rh4eGiKIriX//6V7Fp06biC1/4QtHd3V288cYb8z1SU6h1b1dddVWxfPnyYs2aNcWaNWuKb37zmws5bkOodWf/yRL7f2rd2/Hjx4u77767WLlyZbF69epiaGhoIcdtGLXu7bXXXiu+8pWvFF1dXcWaNWuK3/zmNws5bkPo6+srPvvZzxatra1FqVQqfvaznxWPP/548fjjjxdF8T9/1u68886io6OjWL16tb+j/2aP1scerY9dWh+79NTZo/WZj13aUhTJv4oMAAAgKZ/KBAAASEoQAgAAJCUIAQAAkhKEAAAASQlCAACApAQhAABAUoIQAAAgqf8GqvOapPNhgXIAAAAASUVORK5CYII=\n", + "image/png": 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fPx79/f2xa9euGB0djcHBwRgdHZ1y5rLLLotqtRp//OMfY/PmzfGDH/xgzgYGgEZntwLQSGpG4549e6JcLkdbW1ssWbIkent7Y2hoaMqZjRs3xrnnnhsREV1dXTExMTE30wLAImC3AtBIakbj5ORktLa2nnzc0tISk5OT6fnt27fHNddcMzvTAcAiZLcC0EiaZ/OHPf3001GtVuOFF1447fMDAwMxMDAQERGHDh2azZcGgEXJbgVgvtX8TWOpVIrx8fGTjycmJqJUKp1y7rnnnosHH3wwhoeH4+yzzz7tz+rr64tqtRrVajVWrFgxg7EBoHHZrQA0kprR2NnZGWNjY3HgwIE4evRo7NixI7q7u6eceeWVV+KOO+6I4eHhWLly5ZwNCwCLgd0KQCOpGY3Nzc2xbdu22LRpU6xevTp6enqivb09tmzZEsPDwxER8f3vfz/+8Y9/xPXXXx+XXnrpKYsPAPg/disAjaSpKIpiPl64UqlEtVqdj5cGYIGzI+rj3gDIzGRH1PxNIwAAAJ9cohEAAICUaAQAACAlGgEAAEiJRgAAAFKiEQAAgJRoBAAAICUaAQAASIlGAAAAUqIRAACAlGgEAAAgJRoBAABIiUYAAABSohEAAICUaAQAACAlGgEAAEiJRgAAAFKiEQAAgJRoBAAAICUaAQAASIlGAAAAUqIRAACAlGgEAAAgJRoBAABIiUYAAABSohEAAICUaAQAACAlGgEAAEiJRgAAAFKiEQAAgJRoBAAAICUaAQAASIlGAAAAUqIRAACAlGgEAAAgJRoBAABIiUYAAABSohEAAICUaAQAACAlGgEAAEiJRgAAAFKiEQAAgJRoBAAAICUaAQAASIlGAAAAUqIRAACAlGgEAAAgJRoBAABIiUYAAABSohEAAICUaAQAACAlGgEAAEiJRgAAAFKiEQAAgJRoBAAAICUaAQAASIlGAAAAUqIRAACAlGgEAAAgJRoBAABIiUYAAABSohEAAICUaAQAACAlGgEAAEiJRgAAAFKiEQAAgJRoBAAAICUaAQAASIlGAAAAUqIRAACA1LSicWRkJFatWhXlcjm2bt16yvMfffRR3HDDDVEul2P9+vVx8ODB2Z4TABYVuxWARlEzGo8fPx79/f2xa9euGB0djcHBwRgdHZ1yZvv27bFs2bL485//HHfffXfce++9czYwADQ6uxWARlIzGvfs2RPlcjna2tpiyZIl0dvbG0NDQ1PODA0Nxa233hoREZs3b47nn38+iqKYm4kBoMHZrQA0kuZaByYnJ6O1tfXk45aWlnj55ZfTM83NzbF06dJ455134tOf/vSUcwMDAzEwMBAREfv27YtKpTLj/4BPokOHDsWKFSvme4yG497q5+7q497q9/rrr8/3CHPKbl14/H2tj3urn7urn7urz0x2a81onE19fX3R19cXERGVSiWq1eqZfPlFw93Vx73Vz93Vx73VT/hMn906O9xdfdxb/dxd/dxdfWayW2u+PbVUKsX4+PjJxxMTE1EqldIzx44diyNHjsTy5cvrHgoAFjO7FYBGUjMaOzs7Y2xsLA4cOBBHjx6NHTt2RHd395Qz3d3d8bOf/SwiIn7xi1/E1772tWhqapqbiQGgwdmtADSSmm9PbW5ujm3btsWmTZvi+PHjcfvtt0d7e3ts2bIlKpVKdHd3x7e+9a24+eabo1wux/nnnx87duyo+cL/+1Ya/nvurj7urX7urj7urX6L/e7s1oXH3dXHvdXP3dXP3dVnJvfWVPgqNgAAABI1354KAADAJ5doBAAAIDXn0TgyMhKrVq2KcrkcW7duPeX5jz76KG644YYol8uxfv36OHjw4FyP1BBq3dvDDz8ca9asiY6OjrjqqqvizTffnIcpF6Zad/e/nn322WhqavKVzf82nXt75plnYs2aNdHe3h433XTTGZ5w4ap1d2+99VZs3LgxLrvssujo6IidO3fOw5QLz+233x4rV66MtWvXnvb5oijirrvuinK5HB0dHbF3794zPOHCZbfWz36tj91aP/u1PnZrfeZstxZz6NixY0VbW1vxxhtvFB999FHR0dFRvPbaa1POPProo8Udd9xRFEVRDA4OFj09PXM5UkOYzr399re/LT744IOiKIrisccec2//Np27K4qieO+994qvfOUrxfr164vf//738zDpwjKde9u/f39x6aWXFn//+9+LoiiKv/71r/Mx6oIznbv79re/XTz22GNFURTFa6+9Vnzuc5+bh0kXnhdeeKH4wx/+ULS3t5/2+V/96lfF1VdfXZw4caJ48cUXiy996UtneMKFyW6tn/1aH7u1fvZrfezW+s3Vbp3T3zTu2bMnyuVytLW1xZIlS6K3tzeGhoamnBkaGopbb701IiI2b94czz//fBSf8O/mmc69bdy4Mc4999yIiOjq6oqJiYn5GHXBmc7dRUTcd999ce+998Y555wzD1MuPNO5tyeeeCL6+/tj2bJlERGxcuXK+Rh1wZnO3TU1NcV7770XERFHjhyJCy+8cD5GXXA2bNgQ559/fvr80NBQ3HLLLdHU1BRdXV3x7rvvxttvv30GJ1yY7Nb62a/1sVvrZ7/Wx26t31zt1jmNxsnJyWhtbT35uKWlJSYnJ9Mzzc3NsXTp0njnnXfmcqwFbzr39p+2b98e11xzzZkYbcGbzt3t3bs3xsfH47rrrjvT4y1Y07m3/fv3x/79++OKK66Irq6uGBkZOdNjLkjTubv7778/nn766WhpaYlrr702HnnkkTM9ZkP6b/8t/KSwW+tnv9bHbq2f/Vofu3Xu1Ltba/5/GlnYnn766ahWq/HCCy/M9ygN4cSJE3HPPffEU089Nd+jNJxjx47F2NhY7N69OyYmJmLDhg3x6quvxnnnnTffoy14g4ODcdttt8X3vve9ePHFF+Pmm2+Offv2xac+5bvIYKGyX6fPbp0Z+7U+duuZNae3WiqVYnx8/OTjiYmJKJVK6Zljx47FkSNHYvny5XM51oI3nXuLiHjuuefiwQcfjOHh4Tj77LPP5IgLVq27e//992Pfvn1x5ZVXxkUXXRQvvfRSdHd3f+I/sD+dP3MtLS3R3d0dZ511Vlx88cVxySWXxNjY2JkedcGZzt1t3749enp6IiLi8ssvjw8//DAOHz58RudsRNP9t/CTxm6tn/1aH7u1fvZrfezWuVP3bp29j12e6uOPPy4uvvji4i9/+cvJD7Hu27dvyplt27ZN+bD+9ddfP5cjNYTp3NvevXuLtra2Yv/+/fM05cI0nbv7T1/96ld9WL+Y3r3t2rWruOWWW4qiKIpDhw4VLS0txeHDh+dj3AVlOnd39dVXF08++WRRFEUxOjpaXHDBBcWJEyfmYdqF58CBA+mH9X/5y19O+bB+Z2fnGZ5uYbJb62e/1sdurZ/9Wh+7dWbmYrfOaTQWxb++oecLX/hC0dbWVjzwwANFURTFfffdVwwNDRVFURT//Oc/i82bNxef//zni87OzuKNN96Y65EaQq17u+qqq4qVK1cW69atK9atW1d84xvfmM9xF5Rad/efLLb/U+veTpw4Udx9993F6tWri7Vr1xaDg4PzOe6CUuvuXnvtteLLX/5y0dHRUaxbt6749a9/PZ/jLhi9vb3FZz7zmaK5ubkolUrFT3/60+Lxxx8vHn/88aIo/vVn7s477yza2tqKtWvX+rv6H+zW+tmv9bFb62e/1sdurc9c7damovB1agAAAJyeT4oCAACQEo0AAACkRCMAAAAp0QgAAEBKNAIAAJASjQAAAKREIwAAAKn/AatABkfPzBMRAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -353,15 +630,23 @@ ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(12, 7.2))\n", - "fig.subplots_adjust(left=0.005, right=0.995)\n", + "fig.subplots_adjust(left=0, right=1)\n", "\n", - "fig.set_facecolor(\"w\")\n", - "fig.savefig(\"plot.png\", dpi=300)" + "# Set background to white. Useful when saving a .png\n", + "fig.set_facecolor(\"w\")" + ] + }, + { + "cell_type": "markdown", + "id": "c0e9252d", + "metadata": {}, + "source": [ + "You may have noticed that many of the steps to customize the axis are quite repetitive. The following function takes an `Axis` object and apply several customizations that are common to both the left and right plots." ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 14, "id": "ad660104", "metadata": {}, "outputs": [], @@ -388,20 +673,30 @@ " ax.spines[\"bottom\"].set_capstyle(\"butt\") \n" ] }, + { + "cell_type": "markdown", + "id": "7a10bd7d", + "metadata": {}, + "source": [ + "## Add linechart\n", + "\n", + "In this step, we add the linechart to the layout created above. Note the code is exactly like the code we used to create the plot above. Most of the comments have been removed to avoid more redundancy." + ] + }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 15, "id": "3018ce42", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, - "execution_count": 9, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -413,14 +708,12 @@ " axes[0].scatter(year, percentage, fc=color, s=100, lw=1.5, ec=\"white\", zorder=12)\n", "\n", "# Customize axis -------------------------------------------\n", - "# Customize y-axis ticks\n", "axes[0].yaxis.set_ticks([i * 5 for i in range(0, 7)])\n", "axes[0].yaxis.set_ticklabels([i * 5 for i in range(0, 7)])\n", "axes[0].yaxis.set_tick_params(labelleft=False, length=0)\n", "\n", "customize_axis(axes[0])\n", "\n", - "# Set custom limits\n", "axes[0].set_ylim(0, 35)\n", "axes[0].set_xlim(2007.5, 2021.5)\n", "\n", @@ -435,13 +728,6 @@ "\n", "# Annotate labels for regions ------------------------------\n", "path_effects = [withStroke(linewidth=10, foreground=\"white\")]\n", - "def add_region_label(x, y, text, color, path_effects, ax):\n", - " ax.text(\n", - " x, y, text, color=color,\n", - " fontfamily=\"Econ Sans Cnd\", fontsize=18, \n", - " va=\"center\", ha=\"left\", path_effects=path_effects\n", - " ) \n", - "\n", "region_labels = [\n", " {\n", " \"x\": 2007.9, \"y\": 5.8, \"text\": \"Latin America and\\nthe Caribbean\", \n", @@ -477,20 +763,30 @@ "fig" ] }, + { + "cell_type": "markdown", + "id": "87bdb25c", + "metadata": {}, + "source": [ + "## Add stacked area chart\n", + "\n", + "Similarily than with the linechart, this adds the stacked area chart to the layout." + ] + }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 16, "id": "e0e8e201", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "execution_count": 10, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -500,21 +796,16 @@ "axes[1].stackplot(year, counts, colors=COLORS, lw=1.5, edgecolor='white');\n", "\n", "# Customize axis -------------------------------------------\n", - "\n", - "# Customize y-axis ticks\n", "axes[1].yaxis.set_ticks([i * 50 for i in range(0, 7)])\n", "axes[1].yaxis.set_ticklabels([i * 50 for i in range(0, 7)])\n", "axes[1].yaxis.set_tick_params(labelleft=False, length=0)\n", "\n", "customize_axis(axes[1])\n", "\n", - "# Specify both horizontal and vertical limits\n", "axes[1].set_ylim(0, 350)\n", "axes[1].set_xlim(2007.5, 2021.5)\n", "\n", - "\n", "# Add labels for vertical grid lines -----------------------\n", - "# The pad is equal to 1% of the vertical range (350 - 0)\n", "PAD = 350 * 0.01\n", "for label in [i * 50 for i in range(0, 7)]:\n", " axes[1].text(\n", @@ -525,27 +816,30 @@ " \n", "\n", "# Annotate labels for regions ------------------------------\n", - "# We create a function to avoid repeating 'ax.text' many times\n", - "def add_region_label(x, y, text, color, ax):\n", - " axes[1].text(\n", - " x, y, text, color=color,\n", - " fontfamily=\"Econ Sans Cnd\", fontsize=18, \n", - " va=\"center\", ha=\"left\"\n", - " ) \n", - "\n", "region_labels = [\n", - " {\"x\": 2013, \"y\": 225, \"text\": \"Latin America and\\nthe Caribbean\", \"color\": BROWN_DARKER},\n", - " {\"x\": 2013, \"y\": 100, \"text\": \"Asia and the Pacific\", \"color\": \"white\"},\n", - " {\"x\": 2013, \"y\": 25, \"text\": \"Sub-Saharan Africa\", \"color\": \"white\"},\n", - " {\"x\": 2008.05, \"y\": 225, \"text\": \"Rest\\nof world\", \"color\": GREY_DARKER},\n", - "] \n", + " {\"x\": 2013, \"y\": 225, \"text\": \"Latin America and\\nthe Caribbean\", \"color\": BROWN_DARKER, \"path_effects\":[]},\n", + " {\"x\": 2013, \"y\": 100, \"text\": \"Asia and the Pacific\", \"color\": \"white\", \"path_effects\":[]},\n", + " {\"x\": 2013, \"y\": 25, \"text\": \"Sub-Saharan Africa\", \"color\": \"white\", \"path_effects\":[]},\n", + " {\"x\": 2008.05, \"y\": 225, \"text\": \"Rest\\nof world\", \"color\": GREY_DARKER, \"path_effects\":[]},\n", + "] \n", "\n", "for label in region_labels:\n", " add_region_label(**label, ax=axes[1])\n", "\n", "\n", + "# Add custom arrow-like line -------------------------------\n", + "axes[1].add_artist(\n", + " patches.FancyArrowPatch(\n", + " (2016.8, 215), (2019.4, 137),\n", + " arrowstyle = \"Simple\", \n", + " connectionstyle=\"arc3, rad=-0.45\",\n", + " color=\"k\"\n", + " )\n", + ")\n", + "\n", + "axes[1].scatter(2019.4, 138, s=10, color=\"k\")\n", + "\n", "# Add title ------------------------------------------------\n", - "# Note, again, we manually set the location of both texts.\n", "axes[1].text(0, 0.975, \"Number of children,\", \n", " fontsize=20, fontfamily=\"Econ Sans Cnd\", va=\"top\",\n", " transform=axes[1].transAxes, fontweight=\"bold\" \n", @@ -554,8 +848,6 @@ " fontsize=20, fontfamily=\"Econ Sans Cnd\", va=\"top\",\n", " transform=axes[1].transAxes\n", ")\n", - "\n", - "# Same line on top of title\n", "axes[1].add_artist(\n", " lines.Line2D(\n", " [0, 0.05], [1, 1], lw=2, color=\"black\",\n", @@ -563,30 +855,107 @@ " )\n", ")\n", "\n", - "# Add custom arrow-like line -------------------------------\n", - "# It's not possible to use a dot as an arrowhead.\n", - "# So we add an arrow without a head, but we then add a point\n", - "# using `ax.scatter()` as shown below\n", - "axes[1].add_artist(\n", - " patches.FancyArrowPatch(\n", - " (2016.8, 215), (2019.4, 137),\n", - " arrowstyle = \"Simple\", \n", - " connectionstyle=\"arc3, rad=-0.45\",\n", - " color=\"k\"\n", - " )\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "ff3e32b3", + "metadata": {}, + "source": [ + "Finally, it starts to look like the original chart on top. It's been a lot of work, we're really close to get the final result. Just the next step, and this will be done. Let's do it!" + ] + }, + { + "cell_type": "markdown", + "id": "da3848f7", + "metadata": {}, + "source": [ + "## Add extra annotations\n", + "\n", + "Subtle, well-thought annotations and marks, together with a style refined throughout the years, are what make visualizations from The Economist stand out. In this last step, we add extra annotations that are going to give this chart the final tweaks it needs." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "447b5134", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Make room below on top and bottom\n", + "fig.subplots_adjust(top=0.825, bottom=0.15)\n", + "\n", + "# Add title\n", + "fig.text(\n", + " 0, 0.92, \"All work, no play\", \n", + " fontsize=22,\n", + " fontweight=\"bold\", \n", + " fontfamily=\"Econ Sans Cnd\"\n", + ")\n", + "# Add subtitle\n", + "fig.text(\n", + " 0, 0.875, \"Children in child labour*\", \n", + " fontsize=20, \n", + " fontfamily=\"Econ Sans Cnd\"\n", ")\n", "\n", - "axes[1].scatter(2019.4, 138, s=10, color=\"k\")\n", - "fig" + "# Add caption\n", + "source = 'Source: \"Child Labour: Global estimates 2020, trends and the road forward\", ILO and UNICEF'\n", + "fig.text(\n", + " 0, 0.06, source, color=\"#a2a2a2\", \n", + " fontsize=14, fontfamily=\"Econ Sans Cnd\"\n", + ")\n", + "fig.text(\n", + " 1, 0.06, \"*5- to 17- year-olds\", color=\"#a2a2a2\", ha=\"right\",\n", + " fontsize=14, fontfamily=\"Econ Sans Cnd\"\n", + ")\n", + "# Add authorship\n", + "fig.text(\n", + " 0, 0.005, \"The Economist\", color=\"#a2a2a2\",\n", + " fontsize=16, fontfamily=\"Milo TE W01\"\n", + ")\n", + "\n", + "# Add line and rectangle on top.\n", + "fig.add_artist(lines.Line2D([0, 1], [1, 1], lw=3, color=RED, solid_capstyle=\"butt\"))\n", + "fig.add_artist(patches.Rectangle((0, 0.975), 0.05, 0.025, color=RED))\n", + "fig\n", + "\n", + "# If you want to save the plot to see it in better quality\n", + "# fig.savefig(\"plot.png\", dpi=300)" + ] + }, + { + "cell_type": "markdown", + "id": "b7705f0c", + "metadata": {}, + "source": [ + "Voilà! We nailed it! 🎉" ] } ], "metadata": { + "chartType": "line", + "description": "A custom vizualisation that combines a lineplot with a stacked area chart to explore the evolution of child labour made with Python and Matplotlib. This blogpost guides you through a step-by-step construction of every aspect of the plot, including a variety of custom color annotations, labels, and more!", + "family": "evolution", "kernelspec": { "display_name": "plots", "language": "python", "name": "plots" }, + "keywords": "python, chart, plot, matplotlib, lineplot, evolution, stacked area, custom", "language_info": { "codemirror_mode": { "name": "ipython", @@ -598,7 +967,10 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.5" - } + }, + "seoDescription": "This post explains how to build lineplots and stacked area charts from scratch in Matplotlib with a customized layout. Step by step code snippets with explanations are provided.", + "slug": "web-lineplots-and-area-chart-the-economist", + "title": "Lineplot and Stacked area chart in Matplotlib" }, "nbformat": 4, "nbformat_minor": 5 From d133aec4b8cf05f054696585f69213a7198a9bdc Mon Sep 17 00:00:00 2001 From: Tomas Capretto Date: Wed, 22 Sep 2021 11:26:37 -0300 Subject: [PATCH 5/5] Use flexitext --- ...neplots-and-area-chart-the-economist.ipynb | 70 +++++++------------ 1 file changed, 27 insertions(+), 43 deletions(-) diff --git a/src/notebooks/web-lineplots-and-area-chart-the-economist.ipynb b/src/notebooks/web-lineplots-and-area-chart-the-economist.ipynb index 620d70fede..36868a61e4 100644 --- a/src/notebooks/web-lineplots-and-area-chart-the-economist.ipynb +++ b/src/notebooks/web-lineplots-and-area-chart-the-economist.ipynb @@ -25,7 +25,9 @@ "source": [ "## Load libraries\n", "\n", - "At first sight, one may be tempted to think that today's chart looks rather simple. However, it actually contains several subtle customizations that when added all together make the final result look beautiful. This is also going to be a great opportunity to try an interesting variety of tools from Matplotlib." + "At first sight, one may be tempted to think that today's chart looks rather simple. However, it actually contains several subtle customizations that when added all together make the final result look beautiful. This is also going to be a great opportunity to try an interesting variety of tools from Matplotlib.\n", + "\n", + "This post also uses the `flexitext()` function from the [`flexitext`](https://tomicapretto.github.io/flexitext/) library. It is going to be tremendously helpful when drawing titles that mix both regular and bold text." ] }, { @@ -38,6 +40,8 @@ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", + "from flexitext import flexitext\n", + "\n", "from matplotlib import lines\n", "from matplotlib import patches\n", "from matplotlib.patheffects import withStroke" @@ -296,7 +300,9 @@ "source": [ "### Add title\n", "\n", - "The last step to reproduce this plot is to add a proper title. Note this title mixes bold and regular text, and also contains a little horizontal line on top of it." + "The last step to reproduce this plot is to add a proper title. Note this title mixes bold and regular text, and also contains a little horizontal line on top of it.\n", + "\n", + "Matplotlib does not provide any function to mix both normal and bold text. Fortunately, there's `flexitext`. This allows us to draw text with different formats very easily using a formatted string." ] }, { @@ -307,7 +313,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -320,16 +326,9 @@ "source": [ "# Add title ------------------------------------------------\n", "\n", - "# We manually set the location of both texts.\n", - "# This is because we can't mix bold and normal text with this custom font\n", - "ax.text(0, 0.975, \"Selected regions,\", \n", - " fontsize=18, fontfamily=\"Econ Sans Cnd\", fontweight=\"bold\", \n", - " va=\"top\", transform=ax.transAxes, \n", - ")\n", - "ax.text(0.3, 0.975, \"% of child population\", \n", - " fontsize=18, fontfamily=\"Econ Sans Cnd\", va=\"top\",\n", - " transform=ax.transAxes\n", - ")\n", + "# Use flexitext instead of `ax.text()`\n", + "text = \"Selected regions, % of child population\"\n", + "flexitext(0, 0.975, text, va=\"top\", ax=ax)\n", "\n", "# This is the small line on top of the title\n", "# Note the 'solid_capstyle' and the 'transform', these are very important.\n", @@ -562,7 +561,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -574,15 +573,10 @@ ], "source": [ "# Add title ------------------------------------------------\n", - "# Note, again, we manually set the location of both texts.\n", - "ax.text(0, 0.975, \"Number of children,\", \n", - " fontsize=20, fontfamily=\"Econ Sans Cnd\", va=\"top\",\n", - " transform=ax.transAxes, fontweight=\"bold\" \n", - ")\n", - "ax.text(0.39, 0.975, \"m\", \n", - " fontsize=20, fontfamily=\"Econ Sans Cnd\", va=\"top\",\n", - " transform=ax.transAxes\n", - ")\n", + "\n", + "# Use flexitext instead of `ax.text()`\n", + "text = \"Number of children, m\"\n", + "flexitext(0, 0.975, text, va=\"top\", ax=ax)\n", "\n", "# Same line on top of title\n", "ax.add_artist(\n", @@ -691,7 +685,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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ZmZkAgGuvvbbZa9W/Fj179nRvi4qKcn9eUlLi0b7hZDdarRbAqZkhr7rqKjz33HPQaDTYu3cv7rnnHkRFRWHNmjWtPufBgwcjIyMD27ZtQ1ZWFi699FIsWLAAjz32GI4fP46YmBh32/DwcOTm5jY6h8lkQmhoaKMJeUJCQho9j5YUFhYiMjKyze0BQC6vnUuourq6Te1PnjyJ8PDwdpk8qD6kFRcXu79WwsLCPNqEhIQAaPx+Nnees1VcXIwZM2YgICAAc+bMcS8FUf890Vbn8l4qlUo4HI4zK5yIiIiIGmnTbJmHDx+GWq1G9+7dAQADBgzAggULIITABx98AJfLhYyMDAQGBuLYsWOIjY1t83phgYGB7s/nzZvn0YMB1M4WeejQIffjQ4cOoW/fvo3OUz8z4+m/lAYGBiI/Px9jxozBhx9+6LFPqVQiMDAQUqkULpcLWVlZbaq5NfXPSaPRYMeOHZBKPTN0aGgoIiMjsXTpUtxzzz2wWq0AgL59++Lvf/87Jk+e3Oy5jUYjCgsL3b2dANyhEECzPX4NibqJVywWC1588UXMmzcPy5Ytw3/+8x+kp6fjjjvuQFFRkTsANcfX1xejRo0CAHz++ee49NJLERwcDIfD4TFBxumP6/n7+2PPnj2NthcUFCAgIKDV51HPaDQiOzu7ze0bqn8tWuPv7+/xh4hzUV9rRESEu8e5sLDQHeiAUyG+pdeh/jz1wfZsQtJDDz2E9evXY9++fYiPjwfQeDmItgTac30v2/o+EBEREVHz2tRzl5aWhn79+uH222/H8uXLkZSUhPXr12PLli0Aaoeade/e3R1KTpw4gUWLFqGsrAxVVVU4ePAg/vOf/zR57l69erl7eZYuXYqkpCRUV1ejqKgIv/76K1avXo3Ro0e7e8ceffRRLF26FDt37sT777+Pr7/+GgCg1+sB1M7WuXr1auzevRvp6enumrZt24bvv/8eFosFFRUVSEpKwn//+18olUp3j92HH36Ir776Cps2bTqnxdDrr2m1WvHaa6/BZDLBZrMhNTUVr776Kux2O4QQeP/992G1WvHYY48hJycHycnJrQ4HveyyywAAK1aswOLFi7F161Y8/PDDAGrfh9OHJrbkrbfewsyZM7F582aMHj3afWxZWRkqKirw22+/QSKRQKPRtHgeIQTeeustPPnkkwBqexLT0tLcPYQpKSlN9qyNGzcOJSUl+PXXX93bTCYT1q5di/Hjx7f5eYwfPx6HDx92D6+t1569QYMGDYLJZPIYYmi3293BvK1sNhuWLVuGAQMGQKfTYdy4cQDgMaOsEALLly9HaGgoevXq1ey5lixZAqVS6V5j0mAwoKqqCpWVle42rQXSffv2oX///u5g11SPnVqtbnXYZHu9l0RERER0DtpyY97333/f7MyLAMRTTz0lhBCirKxM9OrVq8k2AQEBQoimZ8v84YcfmpwJE4B7xsP33nuvyf31Ezp8++23jfZ99913IiMjQwQFBTV5bP2Nil9//XWLz6+1CVWef/55j+01NTXuiWSa+jCbzcJmswmdTicAiJ49e4qbbrpJPP744+KTTz4RJpNJCCGanFAlNTVV6PX6Js/75JNPumuon1Cl4eQo9bOK1k+OUT/RyOkfiYmJHq/L6ZNpnG7lypVi1qxZ7sdlZWVCo9GI2267TTz66KMCgEhJSWl0nNlsFnFxccLPz08899xz4o033hC9e/cWarVa7N+/392utQlV8vLyRFBQkNBoNOKxxx4TCxYsEPfee6/767L+eZaWlrqP+e677zze29YmVCkpKRF6vV74+/uLF154Qbz99tti6NChQiKRtDqhSnR0tHjppZfEW2+9JRITExtNPDJjxgwhkUjEnDlzxLvvvuue4GfhwoXuNtHR0UKr1YrHH39cLFiwQNx0002NJidZuXKl+z3ftWuXePPNN93fV81NqHLbbbcJqVQqnn76afHmm2+6Z8ts+DVdP1HSI488IhYsWCA2bNjQaEKVtryXpx9TT6/Xt2kSH6KuhhOqEBFRczp0tkyHwyE+//xzcc0114jQ0FAhl8uFj4+PGDFihFi0aJFwuVzutiaTSTz00EMiKipKKBQKERkZKa6//voWl0IQQojNmzeLyZMnC71eLzQajYiPjxdPPfWUyM7Odrf56quvREJCglCr1cJoNIopU6a4p1l3Op3iySefFEajUWg0GjF48GD3L7AZGRnizjvvFKGhoUKpVIrY2Fhx++23i6SkJPe5P/zwQxEbGys0Go0YMmSI+L//+7+zDndCCFFZWSn+8Y9/iB49egilUinCwsLE5MmTxcqVK4XL5RJWq1XMmTOnyXAVGhoqiouLmwx3QtQuozBt2jTh7+8vlEql6N+/v3j//fc9rt+WcJeRkSEefvhh0atXL6HRaERoaKi44447RG5urhBCiH/9618CgLjpppuafP71RowY4Z6xsd4XX3whQkJChF6vF6+99lqzx548eVJMnz5d6PV6oVarxSWXXCK2bdvm0aa1cCeEECkpKeK6664Tfn5+wtfXV4wePVps2LBBCNE+4U4IIbZv3y6GDx8ulEqliIyMdAeY1sLduHHjRGxsrFAqlaJ3795i8eLFHu1sNpv461//Krp16yYUCoXo27evx/stRO372bt3bzFs2DChVqtFWFiYePLJJ0V1dbW7jdPpFA899JD7Nbj++uvFY4891mK4y8vLE1deeaXQarWid+/e4scffxQqlcrjazo/P19ccsklQqVSidjYWLFx48Ymg1pr7yXDHZEnhjsiImrO2f6MkAjBm128YcKECdi4cSOefPJJPPvss5DJZFi2bBnuueceALWLi990001erXHKlCn45ZdfOkUtF6KMjAzExsbi7bffdi9uf7ZiYmIwePDgFhdZJ6ILS0JCApKSkrxdBhERdUJn+zOiTROqUPsqKipy37uVm5uL5ORkCCGwdetWdxuj0eit8gAAOTk5+P333zFo0CCP6e2JiIiIiKhzYrjzAqPRiJ49eyItLQ1Lly7F0qVLPfZPnDjR65NQhIeHo6amxqs1EBERERFR253ROnfUPmQyGf744w888MADiImJgUqlQlBQEEaOHIkPPvgAa9asadPi2ERERERERPXYc+clERER+OCDD7xdBnWgmJiYdlu/LSMjo13OQ0RERERdF3vuiIiIiIiIugCGOyIiIiIioi6A4Y6IiIiIiKgLYLgjIiIiIiLqAhjuiIiIiIiIugCGOyIiIiIioi6A4Y6IiIiIiKgLYLgjIiIiIiLqAhjuiIiIiIiIugCGOyIiIiIioi6A4Y6IiIiIiKgLYLgjIiIiIiLqAhjuiIguct9++y3GjBkDf39/BAcH4/bbb0dRUZF7v8ViwYMPPoiQkBAYDAbMnj0bZrPZixUTERFRUxjuiIgucj///DP+/e9/IyMjAxs2bMCJEycwZ84c9/6ZM2eipKQE+/fvx/bt25GZmYlZs2Z5r2AiIiJqktzbBRARkXctXrzY/bm/vz/eeOMNXHHFFRBCYMOGDThw4ADS0tKgVCoRGhqKL7/8EjExMUhJSUHv3r29WDkRERE1xJ47IiLyIJfLodVqIZFIsGLFCkyfPh1KpdK9Pzg4GKNHj8a6deu8WCURERGdjuGOiIjc0tLS8Nhjj+Gll14CAOzfvx/9+/dv1K53795IS0s73+URERFRCxjuiIgIX331FQwGA3r37o2xY8fi3nvvBQCYTCYEBAQ0aq/X61FaWnq+yyQiIqIWMNwRERGmTp2KP//8Exs2bEBycjKmTZsGAHA6nZBIJI3aS6X88UFERNTZcEIVIiKCRqNBXFwc4uLiMHz4cERGRmLTpk0wGAwoLy9v1L6srAwGg8ELlRIREVFz+KdXIiLyoFarERsbi5MnT6Jfv344cuRIozZHjx5FfHy8F6ojIiKi5jDcERGRh8rKSqSmpqJnz56YOnUqvv32WzidTvf+oqIi7NixA1OmTPFilURERHQ6hjsiootYTk4O5s2bh/3796OiogIpKSn4y1/+gmHDhmHEiBG49tprERAQgPvuuw85OTnIyMjAbbfdhtmzZyMyMtLb5RMREVEDDHdERBcxf39/WK1W3HTTTQgJCcHVV1+NmJgYfPfddwAAmUyGVatWobq6GgMHDsSYMWOQmJiIN99808uVExER0ekkQgjh7SKIiIguNgkJCUhKSvJ2GURE1Amd7c8I9twRERERERF1AQx3REREREREXUCb1rmz2qo7ug4iIroAadQqb5dAREREddoU7lZv5j0BRETU2M2Txni7BCIiIqrTpnA39ZKEjq6DiIiIiIiIzkGbwh2H3RAREREREXVunFCFiIiIiIioC2C4IyIiIiIi6gIY7oiIiIiIiLoAhjsiIiIiIqIugOGOiIiIiIioC2C4IyIiIiIi6gIY7oiIiIiIiLoAhjsiIiIiIqIugOGOiIiIiIioC2C4IyIiIiIi6gIY7oiIiIiIiLoAhjsiIiIiIqIugOGOiIiIiIioC2C4IyIiIiIi6gIY7oiIiIiIiLoAhjsiIqJW/PLLL+jduzd69OiBV199tdH+kydPYuLEiRgyZAgGDhyIn3/+2QtVEhHRxY7hjoiIqAVOpxNz587FmjVrkJycjGXLliE5OdmjzSuvvIIZM2Zg7969WL58OR588EEvVUtERBczhjsiIqIW7Nq1Cz169EBcXByUSiVuueUWrFq1yqONRCJBRUUFAKC8vBzdunXzRqlERHSRk3u7ACIios4sJycHkZGR7scRERHYuXOnR5sXXngBV1xxBd577z1UVlZi3bp157tMIiIi9twRERGdq2XLlmHWrFnIzs7Gzz//jNtvvx0ul6tRu4ULFyIhIQEJCQkoKiryQqVERNSVMdwRERG1IDw8HFlZWe7H2dnZCA8P92jzySefYMaMGQCAUaNGwWazwWQyNTrXnDlzkJSUhKSkJAQFBXVs4UREdNFhuCMiImpBYmIi0tLSkJ6ejpqaGixfvhxTp071aBMVFYXff/8dAHDkyBHYbDaGNyIiOu86dbi7Z+lWhDy97KK9fkc7kl+G8W//DP1fv0D0s1/juMns7ZKIiDoduVyOBQsWYPLkyejbty9mzJiBfv364bnnnsPq1asBAP/5z3/w8ccfY9CgQZg5cyY+/fRTSCQSL1dOREQXmw6ZUMVa48Db65Ox/M8TyCqthJ9agX5hBjw2MR6T+oa3foIuUoO3TfngN2xIy8eRf96AmACfRvufWLkbe7NL8NfL+0OvVkIpazrrW2scSHj9BwyOMGLprPEdXTYRUadz1VVX4aqrrvLY9tJLL7k/j4+Px9atW893WURERB46pOfukW934qU1+5AQFYjXpyVi7ri+sDmc+HBLSkdcrtPW4E1ZpZXYmFYAIYAvdh9vsk1yfhkm9w3Hc1MGY97EeEQadE22EwAcLgEp/wpNRERERNRptXvPXbXDieV/puOS7iFY/Jex7u1PTRqAY0UV7X25TluDt32x+zgkEqBfqD+W7j6Of0we2GiIkLXGAb1G2eq5tEo5Up67oaNKJSIiIiKidtDu4a6y2gG70wW1QtZoX48gP/fnvV5cgUHhRnxzz0T3tumL1mN/TglSn7/R47hlSSfw8i/7kV1aiQHdDHjrxuEYEdP8jeptreH7/Zl4Z0MyjuSVQSKR4LqBUXj7xuHQKj1fll+Ss/H8T3txtKAcPYP88N+Zo5EQFQgAKDBb8a9f9mPt0VzkllehR5Af/j11GK6oG/qZUWxBn5dX4tkrB2HT8QJsPV6Av00agH9MHoT/7TqGhVtSkFZUAa1CjtsS4/Cva4dBKq0NYZPe+xXVDifuHtUTb/1xGCdLKzGomwGf/GWsx/Noyhe7jmNCz1BMGxiNh7/ZgS0nCnFJ9xD3fvWjn9W2230cX9SFv2enDIb60c/w4CV9kFdRhZ8PZ2P6kFgsum1Mk+/Xkh1pWLDxCI4VVSBAp8JNg2Pw+vWJqHY48f6mI1i6+wROmMww6lSYO64PHr+0f4s1ExERERHR2Wv3YZlGnQoDuhmwLiUXf/s+CSaL7ZzOV1FtxxvrDuH+sb3xxGX9kVJYjmkLf0eFreaca7jny60Y2M2A568ajBlDY/DZrmN4de1BjzaWGgeeWLkbtwyLw+OX9kdqYQXmfXNq8dqFW1JwMLcUtyV2x7+uHQa704WZSzaitKra4zxvrz+MaIMOb90wHAlRgThZWonnf9yLS7qH4JVrhmJCr1C8vT4ZS3ameRx3ILcU7208gntH98K9o3th10kTHl+xq8XXbOuJAhw3mXFrQhxuGhINpUyKz3ce82izcOZoaBQyjIoNwsKZozF1QJR732e7jsHpEnhjWiIu7xPW5DVeWrMPDyzfjgh/Hf7v2mG4fXgPrE3JBQDsSC/Cwq2puLJvOP49dRjiQ/3x99V7sK5uPxERERERtb8OmVDly1njMf2T9Zi/IRkLt6bg9uHd8cRl/RFtbDypR2s0Cjk2PzYFOpUCADA4woibF2/A0t0n8MAlfc6phv3PTEO4v9b9OLWwAhtS84Crh7i3ySQS/PbQZHc7s82ODzYfhc3uhFohw+zRvfDslMHu9oMjjLj8vV+xO9Pk7r0DgOsHRWPhrWPcj6tqHDjw92nw19YOi7z/kj7YnWnChtR8zB7Vy93OoFFi06Onnv8Jkxnb0wtbfM0+33UcOqUc0wZGQadS4Or+Efhu/0m8c9MId6/kHSN64MnvdqN7oB/uGNHD4/hhUYH4evbEpk4NAMgsseC1tQcxMyEOSxoMe33mioEAgAHdDNj7t6nQ1F3rrlE9EfrMcmxIzcPlvbu1WDsREREREZ2dDplQpWewH/7827X4aOZoxAX6YuHWVAz69yp8savpiT1aopBK3MEGAKYOiIRSJkVyXhkAoMhiQ36F1f1R43C2uYZwfy1cLoHDeaX4bn8mrDUOFFd69rhpFDKPABjur4VLCJRZa3sOu+lr95VUVmN9ah52ZRYBQKPzDOxm8HisVcrhr1XC7nRhb1YxvtmTDqlE0ui4IB+1x/MP99eiwmZv9vWqqnFg5b5MjOsRgvwKK44XVWBCz1CYq+34bn9ms8c1NCDM0OL+dSm5cLoE5o7zDNf1w2CNOhU0SjmsNQ7syijCd/szoVbIGj03IiIiIiJqPx3ScwcAMqkUd47ogTtH9MD3+zPx4FfbMffr7ZjQKxQR/k3PytgWEokERp0KJXXDHsf85yecLK107/917hUY3zO0TTUs2HgEr689CJcQGBhuRIHFBpdLtHh9ed39cNV1ITK92IyHvt6BjWn5iA/1R6ifBgBgd7paPI/LJfDimn34cPNR+KjkGNDNCLPN3upxSpkMjhZq/P7ASVTY7FiTnIM1yTke+z7fdRy3JXZv8fxtUWSuHeba3PtorXHgr9/txpdJJxDip0G/UH/UOFywO1t+bYmIiIiI6Ox1WLhraNqgaBw3mfGPH/ZgV4YJEYN1UMqlcLhaDjJNsTtdKLLYEOyrBgAsum0MbHane/+Abk33Op1ewxFVGf763W78e+owzJsQD6lUgnuWbsWmY/ltqkPU5ZRZn21GSVUNjj53AyL8de4JVFrzyfY0vLb2IJbOGocbB8cAqJ1A5Vx9vusYjFolFswY5bF9yY40rEvJxclSC6IMZz48tiGjVgUAyCmrdIfZhv716wF8sfs4fnpgEsbWTeLS68UV53RNIiIiIiJqWbuHu8wSCzJLLBjXI9Rje/0wRr2mdoihQaNCUYOJToQQKK5qfdjel0kn4HQJTOxZO9HH6ddpaw17s0oAADcMjnbPTmk/i7C5P7cU04fEuHux2hpYD+SUQCGT4roGE5nYXS4opGc/UrZ+bbvZo3rihsHRHvt8VHKsPZqLpbtPuO+NO1uX9KgNbB9uTsGi2wLd2x1OF+QyKQ7klCDUT+sOdkIIOFvpESUiIiIionPT7uGurKoGVyz4DWO7h+Cy3mEI8lEjpaAcC7emYFC4AePrAtfwmEC8v+ko3t2QjNFxwfhoSwq2nShE1GkLaVfWOPD0qiR0D/TDsaIKfLj5KMZ2D8HV/SPOuQYAuH/5NkwbGIVdmSb8cDALgTrVGT3fIRFGrNiXie6BvpBJJViWlN624yID8PG2VNz5+WaM7R6CP1LysC+7BIlRga0f3Iwvdh+HSwjcmhjXaN9lvcMQ6qfBF7uOn3O46xvqj1sT4vDF7uMosthwRZ9uKLXW4MdDWdjx12swJDIAvx3NxcNf70CfED1WHTwJU+W5zZpKREREREQta/dw17+bPz69fSwWb0/Dx1tTUFJVg3C9FveP7YOnrxgAuay2Z+rpKwbiaEE5nvtpL/RqBaYPicWkPt2QUlDuPtetiXEos1bjmz0ZKLTYEOyjxn1je+P5qwZD1kIPV1tquKx3Nzx/1WB8sOko9maV4I7h3TFjaAz+SMk7o+f70S2jMWf5Nry69iD6hOjx4tWDMf2TDa0ed+eI7jiQU4Llf6Zj87ECPDS+L2wOp8cQ0zP1xa7jiA3wwajY4Eb7ZFIpZgyJwbsbj2DriQKMiQtp4gxt99HM0Ygy6rB09wmsT81DuL/WfT/fk5f3xwmTGcv/TIe/Vol/XjkI+RXWc7oeERERERG1TCKE4Hg5IiKi8ywhIQFJSUneLoOIiDqhs/0Z0SFLIRAREREREdH5xXBHRHQR2717N6699lr4+/vDYDBgypQpSE1Nde9fv349JBKJx0dERPP3PBMREZH3MNwREV3EHnjgAcycORPp6ek4ePAgQkNDMW3aNDgcDgBATk4OZs6cCbvd7v7IzMz0ctVERETUlPOyzh0REXVOGzduhE5XO0uxwWDABx98AL1ej6NHj6J///7Izc1FZGQk5HL+uCAiIurs2HNHRHQRqw929TQaDYxGI4qLiwHAHe6IiIio82O4IyIit8LCQphMJvTp0wdAbbhbuHAh4uLiMHjwYDz55JMwm81erpKIiIia0iHhzulytfiYiIg6p48++ggTJ05ESEjtWpiTJk3CggUL8Pvvv+Ott97Cxo0bcf3113u5SiIiImpKh9xEcTC3FB9vTUV6sQWxAT64d0wvDI4I6IhLERFRO8nMzMSbb76JtWvXurfde++97s9jY2OxevVqxMbG4s8//8SwYcO8USYRERE1o93D3etrD+K5n/Z6bPtkexpevmYInrx8QHtfjoiI2oHT6cQdd9yBBx54AMOHD2+2XWhoKPr06YOUlBSGOyIiok6m3YZlOl0u7MsubhTs6j37417syy7hEE0iok7oueeeg91uxyuvvNJq2+rqakgkkvNQFREREZ2Jdgt3MqkUH29NbbHNom0pkEk5hwsRUWfy/fffY8mSJfjmm29aXfLg2LFjOHbsGBITE89TdURERNRW7Zq00ostLe831e7/ZFsq8sqr2vPSRER0Fg4dOoTZs2dj+fLlCAkJgcPhcH8kJyfjkUcewb59+1BRUYHdu3dj+vTpmD59Onr06OHt0omIiOg07RruYgN8Wt4fWLv/vY1H0Oullbhn6VYczC1tzxKIiKiNioqKcO2116KkpATjx4+HQqHw+AgLC0N1dTWmTZuGoKAgTJs2DZMmTcLixYu9XToRERE1QSKEEO1xIqfLhYO5pRj55k/Nttn2xNVQyqRIeP0Hj+2X9Q7DoxPicXmfbryPg4iILgoJCQlISkrydhlERNQJne3PiHa9525wRABeunpIk/tfvmYIhkYGYMHGI432/Z6Sh2s/+h3DXvsBn+5IQ7XD2V5lERERERERXRTareeuoX3ZJVi0LQXpJgtiA31wz+jade6WbE/DA19tb/X4EF817r+kD+aM6YUAnbq9yyMiIvI69twREVFzzvZnRJvCndVW3eYTymRSSKVSyGUy9zaH0wmXy4Xcskp8vO0YFu88htKqmlbPpVHIcMvQGDw4tjd6BPm2uQYiIjo/NGqVt0u4YDHcERFRc872Z0SbFjFfvfnMT+yn00CpUKDGbkdFpdW9faAWeG1cOLZkm/FrejkKKu3NnsNqd2LJzuP4dOdxDA7R4spYf/Q2qnlfHhFRJ3HzpDHeLoGIiIjqtCncTb0kod0vPB2AyyXwy5FcLNicgu0ZRc22FQD2FlRhb0EVhkQYMPeSPpjaPwIKGdfMIyIiIiIiAjronruzkXTShPnrk7FyfyacrtZLijToMHdcH9w1sif0GuV5qJCIiKj9cFgmERE1p0PvuTufMkss+GDTUSzengZzdfNDNuv5qhS4e1RPzB3fB1GGltfZIyIi6iwY7oiIqDldJtzVK7fWYMmONCzYeATZZVWttpdJJbhhUDTmTYxHQlTgeaiQiIjo7DHcERFRc7pcuKtnd7rw3f5MzF+fjD+zitt0zJi4YDw6MR5X9YuATMr78oiIqPNhuCMiouZ06GyZ3qSQSTFjaCymD4nBlhOFmL/+MH46nI2WIunWE4XYeqIQ3QN98ciEvrh9eA9olZ3+qRIRwelyefxR6vTHRERERM3p9D13TUkrrMB7G5Px+a7jsNqdrbY3apW4d0xvPHBJH4T6ac5DhUREZ2dfdjE+3pqK9GILYgN8cO+YXhgcEeDtsqgDsOeOiIia02WHZbbEZLHh422p+O/moygw21ptr5RJccuwWMybGI9+YYbzUCERUdu9vvYgnvtpb6PtL18zBE9ePsALFVFHYrgjIqLmXJThrl61w4nlf6bj3Q3JOJxX1qZjLu8dhnkT++Hy3mFcFJ2Izqtyaw0O5ZXicG4ZDuaW4rFL+6G0qhpj3vq52WN2/PUaDOjmzyGaXQjDHRERNafL3nPXFiq5DHeO6IE7hnfHuqO5mL8hGetS8lo8Zl1KHtal5KF/mD8emRCPm4fFQiWXnaeKiehi4HC6cNxkxsHcUhzMLcWhun9Plla62/QN1eO9GSMx96tDLZ5r0bYULJgxqqNLJiIiogtYlwh39SQSCSb1DcekvuE4lFuK+RuSsfzPdNidrmaPOZRXhjnLtuG5n/bi/rG9ce+YXgjQqc9j1UTUFRRZbDjUIMAdyitDcn4ZbK3cF2zUqgAA6cWWFtulm1reT0RERNSlwl1D/bsZ8PGtY/DS1UPw4ZYUfLw1BaVVNc22z6+w4oWf9+G1tQdxx4geeHh8X/QI8juPFRPRhaDa4URKQblHT9yhvDLkV1jP6nwlVdUAgNgAnxbbxQa2vJ+IiIioS9xz1xaV1XZ8vus43t14BCdM5lbbSyTANf0iMW9iPMbEBfO+PKKLjBACueVWd4A7mFcb5lIKyuFwte9/m3/+7VrY7E7ec3eR4T13RETUnIv6nru20KkUuP+SPrh3TC/8dCgb72xIxrYThc22FwL44VAWfjiUhYSoAMybEI/rB0VDLuMvVkRdTWW1Hcn5p/fGlbbY238uJBKgR6AfBnQzoH83AxxOF4ZFBeKlq4c0O1vm4Ahjh9RCREREXcdF03PXlN2ZJry7IRkr92fC2Ya/xEcZdHhofF/MGtkDfmrleaiQiNqTyyWQUWLxCHAHc0tx3GRGR/1PaNQq0b+bwR3kBnQzID7UH1pl039b25ddgkXbUpBusiA20Af3jO7NYNdFseeOiIiac1EvhXCuMoot+GDTESzZcQzmanur7f3UCtw9qiceHNcHUQbeB0PUGZVV1S43UB/kDueV4VBeKSzVjg65nlwqQZ8Q/akgF1Yb5rrpNWc0rNvpcnkMvTz9MXUdDHdERNQchrt2UG6tweLtaViw6QhyyqpabS+TSnDj4GjMmxCPYVGB56FCIjqdw+nCsaKKuvviytxhLqvBcgPtLcxP06g3rnewH5RcToXOAMMdERE1h+GuHdmdLqzcl4n5G5KxJ6u4TceM7R6CRyfG46r4CEilnHyFqCMUmq1198WVuXvlkvPLUO1ofrmTc6FWyNAv1N8d4PqF1X4e5MPlUujcMdwREVFzOKFKO1LIpLh5WCxmDI3B5uMFmL8+GT8dzm7xmC3HC7DleAF6BvnhkQl9cVti92bvqSGillU7nDhaP8FJ3qkFwAvMtg67ZrTRBwO6nQpyA8IM6B7kyyGRREREdMFgz10bpRaU472NR/D57uOtLkoMAAE6Fe4d0wv3j+2DUD/NeaiQ6MIjhEB2WVXt4t/uEFeGlMLyNk1ydDZ8VQr06+aPAWGnhlX2C/OHXsNJkuj8Ys8dERE1h8MyzxOTxYaFW1Px381HUWhpvRdBKZNiZkIc5k2IR3yYf8cXSNRJVVbbcTivzL1e3MHc2vvjyqwds9yAVCJBjyBfj/vi+ocZEG3Ucd1K6hQY7oiIqDkMd+eZze7Esj9P4N0NyTiSX96mY67o0w2PTIzHZb3C+MsldVkul0B6sRmH8so81o07Udxxyw0E6FS1AS7MgP7d/DGgmwF9W1hugKgzYLgjIqLmMNx5iRACa4/m4p31yfgjNa9NxwzoZsAjE+Jx89AYzq5HF7TSqmocajBD5aG6JQcqazpmuQGFTNpguYHaoZX9uhkQ5ndmyw0QdQYMd0RE1ByGu07gQE4J3t1wBF/tSYfd2frsfWF+GjxwSR/cM7oXjDrVeaiQ6OzYnS6kFVZ4TG5yMLcU2W1YMuRsddNr0D/Mc7mBXlxugLoQhjsiImoOw10nkltehQ83H8WibakorWr9fiKtUo47hnfHw+P7onuQ33mokKh5Be7lBk4FuSP55ahpwx8szoZGIXMvMTCgbuHv/t38EaDjcgPUtTHcERFRcxjuOiFLtR2f7zqOdzckI73Y0mp7iQSYOiAKj0zoi9GxwRxmRmfF6XJ5TN9/+uN6NrsTRwvK3BOb1Ae5tkwUdLZiAnzcAW5A3UdcoA+XG6CLEsMdERE1h+GuE3O6XPjxUDbeWX8Y29OL2nRMYlQg5k2Mx7SBUZDL+Isvtd2+7GJ8vDUV6cUWxAb44N4xvTA4IgAnSyxY9me6O8ilFVV02HIDfmpFbQ9cmL/HcgN+ai43QFSP4Y6IiJrDcHeB2JVRhPkbkvHd/pNwteGljzLo8PD4vpg1sid81YrzUCFdyF5fexDP/bS30faXrxmCJy8fgPuXbcOnO4+12/WkEgl6Bvl5LP7dv5sBUQYuN0DUGoY7IiJqDsPdBSa92IwPNh3Fkh1psFS3PrOgn1qB2aN64sFxfRFp0J2HCqkzcbkECi02nCyx4GRpJbJKK3Gy1IKTJbWff3bHJaiscWDMWz83e45tT1wNpUyKhNd/OKsaAuuXG2gwwUnfED00XG6A6Kww3BERUXPO9mcEfyvzktgAX7xxfSL+MXkQFu9IxfubjiKnhZkHK2x2vL0+Ge9tPIIbh8Tg0QnxGBIZcB4rpo5U7XAiu7QSJ+s+skorPYJcVmllsxOa9A3Vo0+oP+Z+tb3FayzenooFM0ahT4geRwuaX5tRIZOir3u5gVNBLsRXzd44IiIiok6M4c7L/LVKPH5pfzw8Ph4r9mVg/vpk7M0uaba9wyXw1Z/p+OrPdIzrEYJ5E+IxJT4CUil/6e7MyqpqcLLUUtfjVhvcshoEubwK61mf26itXUajtUl70k21+wMaLLsRrte614w7tdyAHgre50lERER0wWG46yQUMiluGRaHm4fGYtOxAszfkIyfD2e3eMymYwXYdKwAvYL98PD4ePwlMY5D5LzA6XIhv8J2KryVVHoEuazSSlTY7B12/ZKqagBAbIBPi+1iA2v33zO6J56/ajD6hxm4viIRERFRF8J77jqxlIJyvLshGUuTTsBmd7baPlCnwr1jeuP+S3ojxFdzHiq8OFhrHMguq0JmM+Etp6yqTYvWd6Q//3YtbHZni/fc7fjrNRjQzZ/LDhB1ErznjoiImsMJVbqwIosNC7ek4L9bUlDUhjXIVHIpZibEYd6EePQN9e/4Ai9gQgiUVFU3CG2nJiup39aR676dCV+VAlFGHaIMOkQadIgy+NT+a9ShT4geBq2q1dkyiajzYLgjIqLmMNxdBGx2J75MOoF3NyS3OCFGQ5P7hmPexHhM7Bl6UU6G4XC6kFtR1Ti8lViQVVa7rbKm9dlKz4dQPw2iDA3Cm7EuvNUFOb1G0ab3cF92CRZtS0G6yYLYQB/cM7o3BkcYz8MzIKIzwXBHRETNYbi7iLhcAmuP5uKdDYexPjW/TccM7GbAIxPiMWNoDJRyWQdXeP5UVtvds0lmNjHTZG55VYct1H0mlDIpIt09bqfCW32YizDooGqn98XpcnkMvTz9MRF1Dgx3RETUHIa7i9T+7BLM35CMr/ekw9GGENNNr8EDl/TBPaN7waDt3JNpCCFgqqz2XNutpLKux612W3FltbfLBAD4a5QNQtupYZP120J8NZzRlIg8MNwREVFzGO4ucjllVfhw81Es2paKMmtNq+21SjnuHNEdD42PR/dA3/NQYWN2pws5ZVWnFuMua7xEgLUNE8l0NIkE6OanRaRRh0h/HaKNnve7RRp08FMrvV0mEV1gGO6IiKg5DHcEALBU2/HZzmN4d+MRZLSy7hlQG1yuGxCFeRPjMSo2GED7Desz2+zuyUnq73c7WXqqFy6v3ApXJ/jyUytkiPTXNZisxMejFy7CX8d134io3THcERFRcxjuyIPT5cLqg1mYvz4ZOzKK2nTMN7Mn4NoBUdiXXYyPt6YivdiC2AAf3DumFwZHBHi0dbkECi02j4lJGga5rLJKlFa13oN4PgToVB4Tk3gOndQhyEd9UU42Q1Rv9+7deOmll7B582ZIJBKMHDkS8+fPR69evQAAdrsdL774Ij799FOUl5fjiiuuwPvvv4/Q0FAvV35hY7gjIqLmMNxRs3akF+HdDcn4/sDJZnvK7hrZAx/eMrrVqfTfXn8Yi7amIrusEtUO767tBgAyqQTd9FrPGSbdQydrJyrxUSm8XSZRp5aQkIDHH38cU6ZMQWVlJZ599lns3LkTBw4cgFwux0MPPYTDhw9j8eLFAIBnn30WKSkp2LVr10Xzh5FffvkF8+bNg9PpxD333IOnn366UZuvv/4aL7zwAiQSCQYNGoQvv/yyxXMy3BERUXMY7qhVJ0xmvL/pCD7dcazR9P9tWQR72xNXQymTIuH1Hzq6VDetUt788gBGHbr5aSHnkEmic1JZWQmdTud+bLVaodfrsWfPHmg0GgwdOhTHjx9HYGAgAKC6uhpxcXFYsmQJrrjiCm+Vfd44nU706tULa9euRUREBBITE7Fs2TLEx8e726SlpWHGjBn4448/YDAYUFhYiODg4BbPy3BHRETNOdufEfIOqIU6qbhAX/znhuF49srB+GR7Kj7YdBQ55VXoG6pHvzAD5n61vcXjF29PxYIZo9AnRN/mdfZaE+yjPjVM0v/U8gD124xa1UXTM0DkLQ2DHQBoNBoYjUYUFxdj9+7dmDRpkjvYAYBKpcKUKVOwdu3aiyLc7dq1Cz169EBcXBwA4JZbbsGqVas8wt3HH3+MuXPnwmAwAECrwY6IiKgjMNxdhPy1SjxxWX88PL4vvt2XiY2peQCA9FYmYEk31e4P0LVtCQW5VIIIg67BZCWn7neL8q8NcBolvwSJOpvCwkKYTCb06dMHixYtQv/+/Ru16d27N7Zu3eqF6s6/nJwcREZGuh9HRERg586dHm1SU1MBAGPGjIHT6cQLL7yAK6+8stG5Fi5ciIULFwIAioradj80ERFRW/E364uYUi7DrQlxmDksFgAQG+DTYvvYwNr99WvL+aoUHhOTnD5ZSZifhotnE12APvroI0ycOBEhISEwmUwYPnx4ozZ6vR6lpaVeqK5zcjgcSEtLw4YNG5CdnY1x48bh4MGD8Pf392g3Z84czJkzB0DtkBsiIqL2xHBHkEgkcLpcuHdML3yyPa3ZdrNH9UKZtQaf3XEJogw+0GsUHDJJ1MVkZmbizTffxNq1awHU3m/W1Pe59CL6w014eDiysrLcj7OzsxEeHu7RJiIiAiNGjIBCoUBsbCx69eqFtLQ0JCYmnu9yiYjoInbx/HSmFsmkUgyOCMBLVw9pcv/L1wzBkMgA+GuUGBhuhL9WyWBH1MU4nU7ccccdeOCBB9y9dQaDAeXlje+xLSsrc99f1tUlJiYiLS0N6enpqKmpwfLlyzF16lSPNtOmTcOGDRsAACaTCampqe579IiIiM4X9tyRh6cmDcAVfcOxaFsK0k0WxAb64J7RvTE4wujt0oiogz333HOw2+145ZVX3Nv69euHI0eONGp79OhRjwlFujK5XI4FCxZg8uTJcDqduPvuu9GvXz8899xzSEhIwNSpUzF58mT89ttviI+Ph0wmwxtvvIGAgIDWT05ERNSOuBQCNeJ0uTzulTv9MRF1Pd9//z0efPBB7N6922PI4d69e3H55ZcjIyMDvr6+AGqXQoiJicHKlSsxatQob5V8weNSCERE1Jyz/RnB39ipkdODHIMdUdd26NAhzJ49G8uXL0dISAgcDof7Y8iQIZg0aRJmzpyJ48ePIz8/H/fccw+GDx/OYEdERNTJ8Ld2IqKLWFFREa699lqUlJRg/PjxUCgUHh8AsHjxYsTFxWHMmDEYOHAgdDodli5d6uXKiYiI6HQclklEROQFHJZJRETN4bBMIiIiIiKiixjDHRERERERURfQpqUQrLbqjq6DiIguQBq1ytslEBERUZ02hbvVm3lPABERNXbzpDHeLoGIiIjqtCncTb0koaPrICIiIiIionPQpnDHYTdERERERESdGydUISIiIiIi6gIY7oiIiIiIiLoAhjsiIiIiIqIugOGOiIiIiIioC2C4IyIiIiIi6gIY7oiIiIiIiLoAhjsiIiIiIqIugOGOiIiIiIioC2C4IyIiIiIi6gIY7oiIiIiIiLoAhjsiIiIiIqIugOGOiIiIiIioC2C4IyIiIiIi6gIY7oiIiIiIiLoAhjsiIiIiIqIugOGOiIiIiIioC2C4IyIiIiIi6gIY7oiIiIiIiLoAhjsiIiIiIqIugOGOiIiIiIioC2C4IyIiIiIi6gIY7oiIiIiIiLoAhjsiIiIiIqIugOGOiIiIiIioC2C4IyIiIiIi6gIY7oiIiIiIiLoAhjsiIiIiIqIugOGOiIiIiIioC2C4IyIiIiIi6gIY7oiIiIiIiLoAhjsiIiIiIqIugOGOiIiIiIioC2C4IyIiIiIi6gIY7oiIiIiIiLoAhjsiIiIiIqIugOGOiIiIiIioC2C4IyIit8zMTGRmZnq7DCIiIjoLDHdERASTyYTHHnsMvXr1wpEjRzz2LVmyBBKJxONj7NixXqqUiIiImsNwR0R0kUtPT0ePHj1gMpmg1+sb7c/JycHTTz8Nu93u/ti4caMXKiUiIqKWyL1dABEReZdarcbatWuRmJiImJiYRvtzc3MxYMAAyOX8kUFERNSZseeOiOgiFxYWhsTExGb35+bmIjIy8jxWRERERGeD4Y6IiFqUm5uLF154ATExMUhMTMS//vUv1NTUeLssIiIiOg3H2BARUYtuvfVWjBo1CsHBwTh06BCeeOIJnDhxAp988om3SyMiIqIGGO6IiKhFjz76qPvz2NhYREVFYciQIXjttdcQGBjovcKIiIjIA4dlEhHRGRk0aBD0ej1SU1O9XQoRERE1wHBHRERnRAiBmpoaSCQSb5dCREREDTDcERHRGdm4cSOEEBgwYIC3SyEiIqIGeM8dERE1a926ddi0aRNuvvlmRERE4M8//8Ts2bPx2GOPwcfHx9vlERERUQMMd0RE1KyePXtiyZIlmDx5MgoLCxEREYH7778fTz31lLdLIyIiotMw3BERkVtGRobH4+joaCxdutQ7xRAREdEZ4T13REREREREXQDDHRERERERURfQpmGZVlt1R9dBREQXII1a5e0SiIiIqE6bwt3qzUkdXQcREV2Abp40xtslEBERUZ02hbuplyR0dB1ERERERER0DtoU7jjshoiIiIiIqHPjhCpERERERERdAMMdERERERFRF8BwR0RERERE1AUw3BEREREREXUBDHdERESt+OWXX9C7d2/06NEDr776arPtVqxYAYlEgqQkLiFERETnH8MdERFRC5xOJ+bOnYs1a9YgOTkZy5YtQ3JycqN2ZrMZ8+fPx4gRI7xQJREREcMdERFRi3bt2oUePXogLi4OSqUSt9xyC1atWtWo3bPPPou//e1vUKvVXqiSiIiI4Y6IiKhFOTk5iIyMdD+OiIhATk6OR5s9e/YgKysLV1999fkuj4iIyK1Ni5ifKacQkEkkzT4mIiLqKlwuFx5//HF8+umnrbZduHAhFi5cCAAoKirq4MqIiOhi0yHhLtViw7d5Jci21SBCrcRNYUb09dV0xKWIiIg6VHh4OLKystyPs7OzER4e7n5sNptx6NAhTJgwAQCQn5+PqVOnYvXq1UhISPA415w5czBnzhwAaLSPiIjoXLV7uPvkZBHeyyhwP96JSqzIL8XDMSGYHRXU3pcjIiLqUImJiUhLS0N6ejrCw8OxfPlyfPnll+79er0eJpPJ/XjChAl48803Gd6IiOi8a7d77pxC4IjZ6hHsGnovowBHLVY4hWivS9J58GFGAQZvOoQKh/OMjpuyMwWPHs7soKrOv69zi3HlzhQkbj6Mx7rQ8yKi1snlcixYsACTJ09G3759MWPGDPTr1w/PPfccVq9e7e3yiIiI3Nqt504mkeDbvJIW23yTV4Jne4a32OZC9mJqDr7LL8WigbFI8Ne1+bgjZivmHEzHg9EhmBke0IEVtr8DFVXYWmLGbRGB8JPLOvRau8ssuPdABoDav0qoZVKEqRQYF+CLeyKDoGun6z9zJAv7K6qwIqEnNDIp8m01+PexPHTXqjArLhRSCfBNbgnmp+fjvwNj0N9X2y7XJaLO66qrrsJVV13lse2ll15qsu2GDRvOQ0VERESNtetsmdm2mhb351hr9y86WYh95VUQXagXz+p0YW1ROQBgdUHpGR3rhIAQgPQCnHPmQEUVPjpZBPMZ9uydi+tDDXiuVzgeiA5GoFKOJVkmPHAwo92+nhxCQCoB6t+OE1XVEAAejAnBLeEBmNEtAI66a0lxAb5pRERERNQltes9dxFqJXaistn94RolAODnwnIsyChED60KN4YZcXWwP/wUHdvr09H+MFXA4nShl06NdaYKPNPDBY2sbdm5v68WW8bEd3CFXcdgPy2uCzUAAG6PCMSjhzOxodiMg2YrBvqdey/aG/FRHo9trtog5ys/9X7ODA+44HpZiYiIiKhra7dw5xQCN4UZsSK/+V6rG0ONSKu04URVNQDgWFU1Xjueh3fS8zEpUI8bwwwY7KeF5AJcNmF1QSmiNUrMiw3B3EOZWGcqx7UhBvd+lxBYkFGAHwrKYHG4EKtV4Z6oIFwa6IccWw2u3pWKv8aF4i8RgahxufBlTjF+LChDtq0GerkMM8MDMCuy6QlpLA4nFmcV4Q9TBfKq7QhWKjAnOsjj+oM3HcJt4QGQSyT4saAMVU4XLgnwwUu9IqCuC6FCCPwv24Rv8kpQXONArFaFIKWi2ef8YUYBPjpZO5X31btSAQAfD4xBor+Pu82nWUX4KrcEpXYHhup1+L8+EfBXnPqy+z6/FP/LMiHbVoMQlRx3RQbhxjDjGb32ow0+2FBsRp7NjoF+wFGLFf/NLMQhsxUWhxMD/bR4tmc3RGpU7mPybDV4N70A20stqHYJ9PRR4anuYejvq8WzKdlYb6rAljHxWJVfiudTa9ezqh8S+tPwXkgqq8TzqTlYPrQ7+vhoWj0nEREREVFHa7dhmTKJBH19NXg4JqTJ/Q/HhCDeV4OlOcWN9lW7BH4sLMNd+9Nx45/HsDTHhHK7o71K63D5thrsLqvE1cH+GGnwQaBSjtX5ZR5tVuaXYnGWCZOC9Hg4NgQRGgWWNfFaAMD+iip8k1eCsUZfPBoXiu46Nd6pCw1N+d1UgS0lFlweqMdjsaHwV8jwfEoO0utCdL1v80pwoqoa90YHYbi/Dr8VVWBZ7qka/pdtwjvpBQhTKfFwbAhGGnywq6zpawLAxEA/XBmkBwA8FhuKF3uFI1Z7KkBtL7VgY7EZd0YG4vJAPbaVWrA469SMct/mluCF1BzE6VR4Ii4U8b4avJyWi13NPM/m5FfbAQBGZW3v73+O50MhkeD28EDMjgzCYbMV/0w5teBwYbUdt+87gW2lFtwUZsTDsSEIUiqwv6Kq0bmH6LWY2a02bN4VGYgXe4XD0EQv85mck4iIiIioI7T7Ugizo4IwxuiDb/JKkGOtQbhGielhRvTx0WB1fim+b6FnD6i9v+mN4/mYf6IAk4L8cGOYEUM6eW/eDwVlEACuDvaHTCLBVcF6fJ5djFxbDbqpa4eiplpskEtqQ65GJsWt4QEoqgslp+ulU2PFsJ7uHrUbQg0Yt+0IdpVZMMrg06j9WKMvrgnxdy8UPyHAF1fuSkVSWaVH2Brp74P5/aMBADeFGXHp9qM4ZLYCqL1ncEmWCSP8dfjvgBj36y2DBIuyml5ot4+PBv19NfilqByXB/khvO651ovWqLBoUGxtXd2A1EqbO+w4hcAHmQW4LNAP/6kbBnlLeAAKqk/gy9xiDG/iedazOJ0oqLajzO7AzrJKLM0pRrhagSH62klsXukTgRDVqR5HAeDDzEJYnbVDZT/MLESZ3Ymvh3VHnFYNALg1PADVLleja0VpVEj098Gy3BKMNvh49Eo2dCbnJCIiIiLqCB2yiHlPndpjVsz65Q+uCNK7Z9Xc20qPRo0Q+KmwHD8VliNWo8INYQZcG+LvMaSvs1hdUIaeOjWcEDhprcZQvQ6fZdcOq5wTHQwAGGXwwdd5JXjgYAYeiQ3BUL0OQaqmhzzq656jzelCWqUNWbYaKKVSlNmbnrQkQFnbvtLhREqlDdl1E9eUOTx7P+vveQQAuUSCQKUclrqJUNIqbSh3OHFTmNEjSMvOIVN3UyvcgRMAQlQKZFlrexPTq6pRYndiqF4LU82pkNtTp8LWkpZ77t44no83jucDqJ30ZKhei+d6hkNed636YJdrq8Gxympk22ogAFQ4nNDIpNhSYsZIg84dwuqppGffkd0R5yQiIiIiOhMdkpRkp/Wy1T9Wy6S4OsQfV4f443ilDSvzS/FDQVmra6ilW6vxnxP5eDe9AJcH1vbmDdN3jt68veWVyKqbJXTq7jSPfT80CHcTA/3wWt9IzD+Rj7v3p2OEvw7/PO0+sHo2pwtvHM/DT4VlCFDK0UOrht0l3DM0nq7M7sC/0nKxvtiMSLXS3VvncLU8e6RcIoGzrkleXS9iaDOBsz3IJEBNXU31s2s2DGoN62rJ7eEBGGP0hU4mRaRG2Sjw7yi14I3jecix1aC3j8b9x4X616/U7mj359kR5yQiIiIiOhNe6wbrrlPjye5heCQ2BOuKKrAyvwR/lrfcm2cXAmuKyrGmqBwxGiVuCDPi2hB/GLzYm7e6oAwyAC/3iYCiQSjZWGzGj4Vl2FNeiaF1wwUnB+lxeaAf1hSW4Y3j+bj/YAZ+SOzV6JwLTxbih4Iy/HdgjPvYKTtTmq3h1WN5SCqvxFdDu6O7rrbnaPCmQ22qX6BuJsi6IaClzfQONudM83V93KwPZLeHB2BkC0Mwm9JDp272mHK7A48dPokxRh98MaQ7NDIpVuWX4pD51D13fnIZCqrb957OjjgnEREREdGZ8PoYR5X0VG9eelU1VuaV4IeCMpS10puXYa3BWyfy8V567X1bN4YZkKDXndfevPq17UYafHBVsL/Hvh46NX4sLMMPBWUYqte577+TSSS4JsSAHJvdfZ/W6VIsNgQq5e5gJ4Rw9z41JcViQ3et2h3s7K302DWlu04NGYB1pnKMC/B1b7c4W75nTCWpDYWWM1znLlqjRJBSjoIaO8YYfT32tfRcW3PSWgOry4VxRl/3UhSn93gO0+uwodiMzKpqRDe4J9EhRKu9hs3piHMSEREREZ0Jr4e7hmK1KjzRPQwPxYbgD1MFVuSVIqm8+XXzgNrevF+KyvFLUTmiNErcEGrA1BADjMqOf2r1a9tdHeLfaF+sVoV4Hw3WFpXjqe5hePN4PmqEC6MMPpBCglX5pQhTKWBUypFz2uLvfX002Fpqwb/SchGrVeEPU0Wz99sBQF9fNX4pLMe76fnwV8ixtqj8jKdBDVEpMCXYH6sLylDjEhiq1+KQ2YqfCspaPC6y7j6++ekFmBToB5lEgqmhhhaPAQCpRIJ5sSH4Z0oOyu3pGG3whVomwUlr7cyjXw/rcYbPoFa0VgWNVIqFJwtR6XShoNqOVactKn9fdDA2l5hxx74TmB5mRKBSjn0VVRjkpz3rtes64pxERERERGeiU872oJJKMSXYH4sGxeL7hJ64IyKwyennT3fSWoN30gtwxc4U/O1IFnaVWuA6h16g1qwuKIVWJsXEAL8m918T4g+L04U/TBWYFRkIGSRYfNKE9zIKEKZW4J1+UU0ed3dUIK4M0uPnwjJ8nm3CNSH+6KZu/n6ux+NCMcrggy9zirEyrwT3RgWfVW/R33uG4boQf2wpMeOd9AJUOV24pZVgkuivw/WhBuwpr8S7GQUwO9veg3dNiAFvxUeh0unCB5kF+DCjEMcqbZgbE3zGtdfzk8vwat8ISCDB/PR8pFdV454oz/UBe+jUWDQoFr191Pgix4T3MwtQandgWF1P6dnoiHMSEREREZ0JiRAdmH7aUY3LhfUmM1bkl2BXWcu9eQ1FqpW4IcyA685Tbx4REVFbJCQkICkpydtlEBFRJ3S2PyMumLSjlEoxOViPycF6ZFqrsTKvFKsLSludACTLVoP56QV4P6MQEwN8cWOYEcP9dZDyPigiIiIiIupCLphw11C0RoXH4kIxNyYY64vNWJlXgp2t9OY5hMBaUwXWmioQoVbghlAjpob6I1DJ6euJiIiIiOjCd0GGu3pKqRSTg/SYHKRHlrUaK/NLsSq/FCWt9OZl2+x4N6MAH2QWYEKAH24INWCkwYe9eUREREREdMG6oMNdQ5EaFebFhuLB6GBsKDZjRV4JdrTamwesM1VgnakC4WoFrg+tvTcviItRExERERHRBabLhLt6CqkUk4L0mBSkR7a1BivzS7AqvwzF9pYXmM6x2bEgoxAfZhRifEDtunmj2JtHREREREQXiC4X7hqK0CjxSGwoHogOwaaS2nXztpda0NL0oE4AfxRX4I/iCoSpFO6ZNoPZm0dERERERJ1Ylw539RRSCS4L1OOyQD1yrDX4Lr8U3xeUwlTTcm9eXrUd72cU4r8ZhRhXN9PmKIMPZOzNIyIiIiKiTuaiCHcNhWuUeCg2BPdFB2NzSe29edva0Ju3vtiM9cVmhKnq7s0LNSCEvXlERERERNRJXHThrp5CKsGlgX64NNAPubYafJ9fiu/yS1HUht68DzIL8d/M2t68G0KNGGNkbx4REREREXnXRRvuGuqmVuLBmBDMiQ7GlhIzvs0rwdaSlnvzXAA2FJuxodiMUJUC00INmBbij1C18nyVTURERERE5MZw14BcIsGEAD9MCPBDnq3u3rz8UhS20puXX23HfzMLsTCzEGONvrgxzIAxRl/I2ZtHRERERETnCcNdM8Ia9OZtLTFjRV4ptpSY4WrhGBeATSVmbCoxI1gpx7RQA64PNSCMvXlEdIHIzMwEAERHR3u5EiIiIjpTUm8X0NnJJRKMD/DDu/2j8fPwXrg/OhghytYzcWGNAwtPFuGqXal46FAG1psq4BAtDfQkIvIek8mExx57DL169cKRI0c89lksFjz44IMICQmBwWDA7NmzYTabvVQpERERNYfh7gyEqpW4PzoYP4/ojXf7RWNCgG+rL6AAsKXEgseST2LKzhS8n1GAXFvN+SiXiKhN0tPT0aNHD5hMJuj1+kb7Z86ciZKSEuzfvx/bt29HZmYmZs2adf4LJSIiohZxWOZZkEkkGBfgi3EBviiotmNV3UybedX2Fo8rqnHg45NFWHSyCKMNPrgxzIhLjL5QSHlvHhF5j1qtxtq1a5GYmIiYmBiPfevXr8eBAweQlpYGpVKJ0NBQfPnll4iJiUFKSgp69+7tnaKJiIioEYa7cxSiUmBOdDBmRwVhe6kFK/JKsKnYDGcLxwgAW0st2FpqQZBSjutCDLg+zIBw3ptHRF4QFhaGsLCwJvetWLEC06dPh1J56v+n4OBgjB49GuvWrWO4IyIi6kQ4LLOdyCQSjDX64u1+0VgzojfmRgcjrA2LnBfVOLAoqwjX7ErFgwcz8LupHHYX780jos5h//796N+/f6PtvXv3RlpamhcqIiIiouaw564DBKsUuDc6GHdHBWFHqQUr8kqxsbii1d68baUWbCu1IEAhx3Wh/rgh1IgIDXvziMh7TCYTAgICGm3X6/XIycnxQkVERETUHIa7DiSTSDDG6IsxRl8UVduxqqAUK/NKkdvKvXnFdgcWZ5mwOMuEkf463BhmxIQAXyik7GglovPL6XRC0sSanVL+f0RERNTpMNydJ0EqBe6JCsbdkbW9eSvzS7GhuAKOVkZg7iirxI6yShgVMlxXt25elEZ1foomoouewWBAeXl5o+1lZWUwGAxeqIiIiIiaw3B3nkklEow2+mK00RemGjtW55dhZX4Jsm0t9+aV2J1YkmXCkiwTRtT15k1kbx4RdbB+/fo1WvcOAI4ePYoZM2Z4oSIiIiJqDpOBFwUqFbg7KgirE3vhvwNiMCnQD/I2rIqws6wSTx3JwhU7U/DOiXxkWqs7vlgiuihNnToV3377LZzOU3cNFxUVYceOHZgyZYoXKyMiIqLTdUi4Ey5Xi4/Jk1QiwUiDD96Ij8KvI/pgXmwIItuwLEKp3YlPs024bnca7t2fjl8Ly1HD15qI2tG1116LgIAA3HfffcjJyUFGRgZuu+02zJ49G5GRkd4uj4iIiBrokGGZ5UXFOLE/GZXlFdDp/RA3KB7+IUEdcakuJ0Apx12RQbgzIhC7yyqxIr8Ef5jMcIiWb87bXV6J3eWVMChkuDbEgBtDDYjW8t48Ijo3MpkMq1atwmOPPYaBAwdCrVZj1qxZeOGFF7xdGhEREZ1GIkQrqeEMpezcg8NbdjXa3m/scPQeMbQ9L3XRKKlxYHVBKVbklSLLVtPm4xL0OtwYZsBlgX5Q8t48IqJOJSEhAUlJSd4ug4iIOqGz/RnRbj13wuVCeVFxk8EOAA5v2YXgmEhofHUozMyGWqeDRqeF2kcLuVLZ5FTbVMuolGNWXW9eUnklVuSV4ndTBeyt5PKk8koklVfCXy7DtSH+uCHMiFj25hERERERdUltCndWW8sTdkgkEqhVSpzYn9xiu4wDyRgyaTxSduyFuaTUvV0ml0Ol1UCl00Kl00Ct00Kl1dY+1tY91mkYAgH0VyvQPzYYj0QYscZkxqqicpxsZabNMocTn+cU4/OcYgz21WBakB8mGH2gYm8eEZ0jjZp/MCIiIuos2hTuVm9uuUsw0N8PlyUOQGV5RYvtKsvNAADlaeu0OR0OVFWYUVVhbvF4IZEACgWEXF77r0IOyBv/C5kUuAhCoA+AWwFkSWTYK1MiRaqAs5Xnvc9sxT6zFerjeRjgtGOwqwaBovEkLH46DZQKBWrsdlRUWjvmCRDRBe/mSWO8XQIRERHVaVO4m3pJQov763vTdHo/FCGn2XY6vS8AoOYsp+6XCAHU1EBS0/J9Z1KZ7LQeQA1UWq27B7D+c7mqa/UEltmdWFNcgVWF5chspTfPJpFit1yF3VBhkI8a1wXrMdHoA51CDqlUBrnsVK+ew+mCy+WE08mZOImIiIiIOqs2hbu2DLsRLhfiBsUj42DjxW7rxQyMR3lRsceQzI7gcjphrbDAWmFpsZ1UJoPapzboaXx0UOu0UOt07m1qn9r7AhVq1QURAjVq4G5fLe6KDsHeiiqsyCvB2qIK1LRyb95+iw37LTbI5XJMDTXgiNmKb/NKkG2rQYRaiZvCjOjrqwEU5+mJEBERERHRGWu3CVUkUin8Q4LQb+zwZmfLNIQEIetIGrr1jIOtshI2SxVslVVwNVgc93xyOZ2oKjejqrzl4aBSmawu+NUGvtow6PlY7aODspOEQIlEgqF6HYbqdXiyuwM/FpRhZX4pTlQ132N6fagBU0MN+ORkEd7LKHBv34lKrMgvxcMxIZgdxeUsiIiIiIg6q3ZfCgEAygpNSN9/GJXlZuj0vogd1A/+wYFNthVCwG6rhq2yClZLJWyVVXWh79Tn1rrPXQ7vhMC2ksqkTfb+efYMaqHUqM97CBRCYF9FFVbklWKtqRzVLs+3/dthPVDtErht7/Fmz7FsSHd0UytgqnEgRquCrBMEWSKiCxWXQiAiouZ4fSmEhvSBRgyZNN79WLiav1dLIpFAqVFDqVHDL9DYbDshBOzVNR49fqfCYMNQWAWnw9Guz6etXE4XqiosqGp1OKgUKm2DwNdMEGzPECiRSDBEr8MQvQ5P2kPxU2E5VuSV4HhVNbprVeihU+Pl1ObvlwSAb/NL8GzPcNy1Px15Njt6+6jR10eDeN/af2MZ+IiIiIiIvKZDwp3ktCn2T398VueUSKBUq6BUq+AX0JYQ2DD0VdaFwdrwVx8QvRkCrWYLrOaWQ6BEKvUIfxp3j6Bnz6DqDEOgXiHHreEBmNnNiP0VViSV19aR3WCB9O5aFfzkMlQ4nDheN5wzx1q7Xy+X4YSrGvsqqrCvosp9jFoqQW8fDeJ91Ij31TDwERERERGdRx0S7rzJMwQamm0nhICjpqZu2GeVR4/gqTDo3RAoXGcQArWaBvf/1QbA0+8LVGk1HiFQIpFgsF6LwXotACBCrUS3UCX+0s2I7j4ad7vjFiu+yC2BtO7Q8maGx9pcAvsrqrC/mcBX28unQYxWBTkDHxERERFRu+py4a6tJBIJFCoVFCoVfFsNgfbGoe+0ewOtlko47V4MgZZKWC2VLbaTSKVQaTV1oa9BL6BOi/De3fFQTAgMSjlKCoqwZ9suVJZXQKf3Q8ygeDzfKxylNQ6kVdpanJjldM0Fvl4+asT7aNyBL5aBj4iIiIjonFy04a6takOgEgqVEr5G/xbb2ut6Alu7L9Bhb3kNuo4iXK7aOiyVAIo89kllUkT3642UnXs8ZjstQg4yDh5Bv7HD0XvEUBwxV8JHJoXlHNa8s7kEDlRYcaDi1OLoaqkEvXRq9K0bzhnvo0GcjoGPiIiIiKitGO7akUKphMJ4JiHw9MlgKmuHiNZ97qg5fyHQPyQIpQVFTS5jAQCHt+xCSEwk+kml+MfhPVDo/VCl06FQpcYJmQL7IUOuTAlxlmHM5hI4YLbigPlU4FPVB7663r2+PmrEadVQSBn4iIiIiIhOx3DnBW0NgbXDQRtOBtPUfYFVcNTUtHie1vgGGKAPNGLPbxtbbJd+IBlDJo2HXKFARXYuAMBY95GAuolzfH1QqdUhX6XGMZkCOQoVitVaVMnlwBkGv2qXwEGzFQfNViCvdptSUjuks2/9fXy+GnRn4CMiIiIiYrjrzORKBXyU/vAx+LfYzmG3Nz0ZTGWVR6+gvbrpEKhUqwAAleUVLV6nsm6xd6VG1eR+4XIB5RXQllcgDkBcg30uhQIVGi3ylCrkq9QoVmtQrNagRKWBXSZr8boN1QiBQ2YrDjXo4VNKJOjpvoevdqZOBj4iIiIiutgw3HUBcoUCPgY9fAz6Fts57PZGE8HYLFXuHjWd3g9FaH6tO53eFwBQY237hCr1pHY7/O3l8AfQ97R9ZqUKpgaBr/6jTKVu0zDPGiFw2GzF4QaBTyGRoKdO7V6DL95Hgx46FRTtsCwHEREREVFnxHB3EZErFPDx18PHv3EIFC4X4gbFI+PgkWaPjxkYj/KiYphLStu1Lt+aavjWVCPWXO6x3SmRoLSJ0Fes1qBSrmhxmKddCCRbrEi2WAHU1lsb+FTue/gY+IiIiIioK2G4IwC198v5hwSh39jhTU6q0m/scBhCguByOHHZHdNhKS2DubQcltIyWEpq/62xnXmPXktkQiDQZkWgzdpoX7VU1ijwlag1KFarUSNr+su6NvDZkGyxYUV+48DXt0HgUzLwEREREdEFhuGOPPQeMRQhsVFI338YleVm6PS+iB3UD/7BgQAAqVwGfVAA9EEBjY6tttpqw15pOcwltf9aSstgKSuHq5mFz8+WyuVEtyoLulU1XuDdrFCiWK32DH0qDUpVarhOC20NAx/qAp+8YQ9fXejrycBHRERERJ2cRAghvF0EdS7C5aqd+bKZx2d8PiFgNVs8Al99r19V3SQt54MLcA/zLFFrYHL39mlgVihbHOYpl0jQwyPwqdFTp4aKgY+IzlJCQgKSkpK8XQYREXVCZ/szgj131MjpQe5cgh1QuxC81s8XWj9fhMREeuxzOhyoLKs4NcSztByWkjJYSstQbbWd03VPJwUQUG1DQLUNKPe8b7BGKvXo6TPVzeRZrNagWi6HQwgctdhw1GLDd6jv4QO6a9XuNfj6+mjQy4eBj4iIiIi8g+GOvEoml8Mv0Ai/QGOjfTW26lPDPBvc22cpLYfT4WjXOpQuF8KqKhFWVdlon0WuOO2+vtqPUpUaKZU2pFTa8F1dW7kEiNOq3Wvwxfto0FOnhlrGwEdEREREHYvhjjotpVoFY1gIjGEhHtuFELBaKj16+RoO82zvkcY+Djt8LHZEWzzXAXQBKFOpPYd4qjTIt2mQarHi+4IyAIAMQHedurZ3ry7w9WLgIyIiIqJ2xnBHFxyJRAKtrw+0vj4Ijgr32OdyOk8b5lnf81eO6sqqdq1DCsBYbYOx2oYepw3ztEulKK4LfsVqLYrVaiSpNfhVrYFNroAMQNxpk7b00qmhYeAjIiIiorPEcEddilQmg2+AAb4Bhkb77NXVdRO6NB7m6bDb27UOhcuFUGsVQq1VAIo99lXK5aeGd6o0+F6twSdqDcrVGkQ1WIOPgY+IiIiIzgTDHV00FCoVDKHBMIQGe2wXQsBWWdVgQpe68FdahspyM4TL1a516BwO6CxmRFo8ZwoVAMqUKpSoNdin1uB3tQalag10Bj2iAg2I99Wir48GvX1aDnwulwvSBpO6nP6YiIiIiLomhju66EkkEmh8dND46BAU2XiYZ1WFGeYGvXy19/iVwWZp32GeEgCGmmoYaqrRvaLMY59DIkGJWoOf1Bp8rtJAqveF0WhAdGgg+hj90NdX6w585UXFSN+fjMryCuj0fogdFA9DSFC71kpEREREnQ/DHVELpDIZfAz+8DH4A4j22OeosZ8a4tkw+JWUw1FT0651yIVAsLUKwda6QJl/at8RmRyaKRPRt3d3pOzcg8Nbdrn3FSEHGQePoN/Y4eg9Ymi71kREREREnQvDHdFZkisV8A8JhH9IoMd2IQSqq6wNwl6Z+14/S1l5uw/z1Dgd6BkXhdKCIo9g19DhLbsQHBNVu+SEcEEm57c+ERERUVfD3/CI2plEIoFap4Vap0VgRJjHPpfLhaoKc5PBz2q2nNX1QrtHQ65QIH1/covtMg4cxpBJ47Fl5a84WWiC3OCPgEAjosOCEBwcCB+DHlKZ7KxqICIiIiLvY7ijdmE1W5C57yDC43vDN6DxguRUSyqVwsdfDx9/PRAb5bHPYbef6uGrG+ZZWlwKS2k5RAvDPLW+PgCAyvKKZtvU7q+dwMVH7wN1eiZQWYny7Bwc2Fe73yWRAL6+8AkwICwkEIHBAfALMELn78cJWYiIiIguAB0S7pJW/wzTyWxc+dCcdj1vWX4BfnhzAYbfcA16jx5xzudzOZ347YNFCIiMQOK0q9uhwnMjhMDPb38AuVKJyQ/d6+1yzkhpbh6+fPoF3Prai+gzdqS3y7kgyRUK+AcHwj+48TDPGqvNvVi7yVSKAlMJKkvLIbVYUFXX46fT+6EIOc2eX6f3BQBUlTfdQygVAqioQFVFBY6nZ+J4/fWlUij99QgIMiIgKAC+AUb4BRqg0/tBIpGc+xMnIiIionbRIeEudetOHNu155zC3fHde2CvrvEICrkpx5C2fReM4WHtEu5O/LkP25avhFKjweApl0OhUp3zOc+Fy+nCnh9/hVKrueDCHXUciUQClVYDlVaDgPAwxDTYJ1wuVJktcDqdiB0Uj4yDR5o9T8zAfnDY7chPzzyz67tcsJeUIr+kFPkpx09tl8vgYzTAEGiEX6ARfgEG+AUaofH1YeijLueXX37BvHnz4HQ6cc899+Dpp5/22P/WW29h0aJFkMvlCAoKwuLFixEdHd3M2YiIiDpGpx2Wuf2b72EpLvUId30uGYXZH/wHoT27t8s1Dq5dDwCosVqRsnUn+l86rl3Oe7ZkchkeWPI+ZAqFV+ugC4dEKoVO7wcAMIQEod/Y4U1OqtJv7HAYQgKRlpzabtcWDifMhSaYC00e22VKRW3Qq+vhq/3XCLVOy9BHFySn04m5c+di7dq1iIiIQGJiIqZOnYr4+Hh3myFDhiApKQlarRYffvghnnrqKXz11VderJqIiC5GXg13LqcTNVYblFpNm+7pkUqliB7Uv9n9TocDLqcLCpWy1XPZq6uRvGEr+l86Dqnbd+Pg2vUthrv6oXFKjdr9C2pT205XXWWFXKlocXbCGpsNcoUCUpkMgdGRLbaTyRWQyRtPelFjtUEqk0KubP25CyFQU2WFXKVq8lwN29lt1VBq1M2fx2qDQu3dHk86pfeIoQiOiULGgcOoLDdDp/dFzMB+MNTN6BncMw6hxkAcyytEQaEJtpIyaCxmBFmr4Gu3t0sNzho7SvMKUZpX6LFdoVLW9fCd6uXzDTRCrdW0y3WJOsquXbvQo0cPxMXFAQBuueUWrFq1yiPcTZw40f35yJEj8cUXX5z3OomIiLwS7ipLy7Bu4adIXr8ZVrMFPkYDLr//Lgy9ejIA4MunX0B60j64XC68M2MWFGo15n72X1QUFWPx3Cdw+X13of9l4+F0OPHerbOReMO1yE89jkO/b4TT4UDi9dfgyofvazHkpW7bheqqKgycfBkgkeDIpm2wVpih8fN1t9ny5TfY+9NvuPSeO/DLex+hvKAIwXExmP7iMyjNycOad/+L0tx8GLqF4qYXnkFkvz7uY0/8uQ/r/rsE2clHIVcqMHjKJEx+aA5Udb/IfnTPw+g5MhElOXk48Nsf6DfxEtz8yj+x/B8vQ6lW44ZnnzxV6/bd2PjpUmQdOgKpTIrowQNx88v/gFbvh6TVP2PnitUoOJYOiUSCQVdejisfngNtXW9OQ06HE1u//AZ7fvwFJTl5kCkUGHHjtbhszl3u12rVq2+jxmZDtz69sPnzr1BVVo5ufXphxkt/hzE8zKOmdR8tQX7acSjUKvQcmXiWXw3U3vRBRgyZNN792NVg6QW9Qo7RoUaMDj016U2F3YkjFiuOFJchq8CEiqISyM1mBFkrEWytgtbhaJe67NU1KM7JR3FOvsd2pUZ9alhnwKkhns39UYHofMvJyUFk5Kk/vEVERGDnzp3Ntv/kk08wZcqU81EaERGRB6+Eu9Rtu3DywGGMuXU6tP5+2LdmHb7/v7fQrVcPhPbsjl6jh6PwRAbstmoMuvJyd6+Xy+lESU4eqiur3OcqycnDuv8uwYDLxmPa3x9Hytad2P3djwiKjsLI6dc1W8OB3/6ASqtF98ShcDmdOPT7RiRv2IJhU0/9QLZWmFGUcRK/vPcRxsycjuqqKmz8dCmWPvkchHBh1IwbIIQL6z/5Aqv+/RYe+mIhACA/7Tg+f/wfiBrUHze/8k+U5OZh7QefAACmPjUPAFCaV4Bty1ciODYaVz5yn/t+v4qiYo9fapM3bsVX/3gZIT3icPXjc+GoqcGB39ajsqwMWr0f1n30KfqOG41RM65HUfpJbFu+AkqNGtc88VCj52wpKcH2r1Zi0JWXITguBpn7D2Hb8pXwDQrEmFtuBACYi0twfNceFJ/MweX3zYKluBSbPluGVa+9g7vefQ0AkHngML7823MIiIzAtGceh1ypwNblK878C4E6xOm94K31ivspZBhh8MEIgw/QIwIAUOFw4qjZimRzFf4sqUBRoQkor0CQtQrB1koEWaugdjrbpd4aqw2mrFyYsnI9tqt1WvgFGOBb39tXN8SzLT3zRN7yxRdfICkpCRs3bmxy/8KFC7FwYe3PiqKiovNZGhERXQS8Eu56jBiGQVMud//S2XvMSLwxdSYy9h1CaM/uSJh6FZI3bEFVuRkT7/5Lq+cbPOVyXPe3RwEAAy6fgGO7/kTu0ebvLbJWmJG6fTf6XzYOCpUSPUcmQqXV4sDa9R7hDqi9p+me/74NfXAQgNpZIff8+CvmLV+MgMhwAICluBRbl32LGpsNSrUaO1eshtZfj7+88ZI7tFmKS7Hv599wzRMPudcSC46LwewP3mx2yKYQAus+WgJDeBju/egd9y+1I6dfD1fdL9YPfvoB/IJOza5YnJWNjL0HmjyfxtcXjyz7xN07OfTqychJTkHm3gPucAcAPgEGzP7wP+7aS7JzcWTzNvf+7ctXQKFWY/YH/3H3EAZERuCjex5u9jWnC4ufXIbhBh8MN/gAUcEAeqDC4USKxYpksw0HzFXIKCmHvbQMQdYqdy9foNUKlat9Qp+tsgq2yioUnvScAVTj6+Me1nkq/Bkg572q1EHCw8ORlZXlfpydnY3w8PBG7datW4d//etf2LhxI1TNTNA1Z84czJlTO9lYQkJCxxRMREQXLa+EO9/AAPfnNkslKgpNkMqksJrNZ3U+/9AQ9+dSWe0MftVV1mbbJ2/YAqfdjtihg2A2FQMA4hIG4+jm7agoMnmEJZlc5g52AKAPCa59DkGnnoN/WO31qyuroFSrcWzXnwiMjkRe2qmZBX0DjLCaLSjOzkFQdO36Zt1692jxXryijJMwZWZh0oOzPXorZHKZ+165+lqdDgfK8gogkcpgrWj6dVRq1EBdr6CjpgYlOXlQqFWNFs/2MRo8Zg71DQxATZUVQgi4nC4cT9qL+PFjPIZ+SqScKKOr85PLkOjvg0R/H/c2s8OJoxYrjlhsSDZbsdZchfJyM4KtVe7QV/uvFQrhauHsbWc1W2A1W1CQkeWxXav39RjW6RdohK/Rv8XvMaK2SExMRFpaGtLT0xEeHo7ly5fjyy+/9Gizd+9e3Hffffjll18QHBzspUqJiOhi55XfepwOJ3Z88x2SVv2M4qwcqH10cDld7t6ocyWTy+F0Nn+f0P7f/gAAfP9/bzXad3DdBoyZeVOL5wYAiAbbFLXbnHUTUliKS2E2leCzR//ucaxSo4HdWt2m5wAAZXkFAABDWGizbTIPHMbmL77CsR1JAAC5UtHikg5HN2/H1uUrcPLA4bqAKEFYr5ZnH5XKZRBCQLhcsJnNqK6sgr5BoKaLl29bAp/FipNV1fCvttUN6zwV/AJtVsiFaOEKbVdVbkZVuRn5Jxos9SCRwMffD34BRvg2mLnT16B396ATtUYul2PBggWYPHkynE4n7r77bvTr1w/PPfccEhISMHXqVDz55JOwWCyYPn06ACAqKgqrV6/2cuVERHSx8Uq427L0K2xYvBSTHpiNAZePh0+AES9fOrVxw7P9pa+FTqTywiJk7juImCEDPWbHFELg1wUf48Da9S2GOzQxK6bktAuqfHSIGzoIM17+xxmX3pCybvIVa3lFk/vLC4vw6SN/Q/fhQ3HvR28jtGd3/LrgY/cSD6fLOnQEXz79AoZecyWu/evDCIyKwJfPvNjs+es1nAlUWhdua6zN94zSxa2pwGdxOHHUYsMRixXJZiv2WqzItNYAQsBoszYIfLX39AXYrGh9/tw2EAKW0nJYSsuBY+nuzRKpFD4GfaNJXHQGfZtm7qWLz1VXXYWrrrrKY9tLL73k/nzdunXnuyQiIqJGvBLuDv+xGXGJQzH6lhuabSOTK+Bop6nZGzq4bgOEEBh763T0Gj3cY1/m/kM49PtGFGWedA+dPBtxQwchfc9+lOblt9jr1prwvr2g1KhxdMsOJF5/TaP9qVt3wmm349q/PuwxdLQ5hzdshlypxNS/zTvrX2A1vj4whoch62Cy54726XyhLspHLkOCvw4J/jr3tsq6wJdssdbO1mm2YbO1GgKA1OVCQBOhz1Bta5fQJ1wumItLYS4uRQ5OuLdLZVL4Gg3wbXBPn1+AETq9LyQMfURERNTJdVi4czkdWL+48To/o2+5Eb5BgSg8kY7KsnKofXTY/8vv7iGN9XyM/nUTo6RB66+HcLna5ZerA7+th9Zfj+7DhzbaN/CKS3Ho94048Nt6XHbvnWd9jcFXXYFDf2zCp488jZteeBqGsBCU5ORi93c/4bI5s+Af2rb7MRQqFfpfNgF7fvwFa979CMOvvwaQ1N4zGD9+rPvexfQ9+zFo8mUwZWbhRNLeZs/nFxgIR00Nsg8fQWT/eGQdSkbe0TT3PYNtFT9hLLYs/QYb/7cMI26cCktJKdYtXHJG5yDSyWUY5q/DsNMCX0pl7XDOI3VDOzdWVbv/diB3ORFotXoEviBbFQzVbR/u3BKX04XyomKUFxV7bJfJ5fA1+ntM4qIPNELj68OF2YmIiKjT6MBw58L6Tz5vtD3huqsw4a7b8Pnjf8cbU2+BVCZH77EjoNR4LmQ86MrLsffntfjv7Nop/W964WlEDeh3TjUVpmciP+04ht9wbZOTLPQYMQxavR8Orl2PS++546yv02tUIq585D5sWPwFPp4zz709ZshAqHTaMzrXlEfug7XCjO1frcT2r1YCADR+vuh/2Xj0HDUccQmDsfLlN/Djmwug8fNBYHQUKkvLmjzX0GsmY8+Pv2DR/Y9DqVHDPzTEPUHMmRh/563ITTmG3xd+it8XfgqpTIo+Y0ed8XmITqeTyzBUr8NQ/anAV+V0IqW+h89c++/hKh80nJ5F4XTWBj5bFYKrav8NslZBX9M+oc/pcKCs0ISyQpPHdrlC4dnLV/ev2kfXpUKfw+GASqXyWDMRANLS0tCjRw8vVUVERESnkwjRTrMZNGA2FaPGZmtyn39oKGRyGSrLypGbkgZ9UCCC42JQkpMHtY/OYwbGkuxc5KUdh19QIMLje0O4XCjLL4DO3x9qHx2EECjJyYXGzxdav1PHleUXQiqTwa/BjJYAYKusRGVpGXQGf6h1OjSlosgEe3U1DGGhsFkqYTNbYIzo5t5vrTCjqqIChm5h7qGNNkslKsvK4B8a4hEaa6w2pO/dD+F0ITA6EoFREaeeW04eVFoNdAZ/j+uXFxZBIpF4zNgJAMVZOcg/dgJavR+69enlXgzd5XQi50gqqquqEDNkIGqqrKiurIKhW9PDQe3VNchOPgqJRIKogf1QWVoGl9PpHtZZUVQM4XJ6hL6q8gpYzWYYw7u5f2EVQiA7OQXlBYWIiO8DnwADygsK4RsQwMWnqcNZnS6PSVuOWKxIr6rG6fNxqhwOd9A7NZlLJXw7YMh3QwqVstEkLn4BBqi0mlZD3+mjFNpr1MK5yM7OxogRI5CZmemxXc6ZSM9JQkICkpKSvF0GERF1Qmf7M6JDwh0R0flmdbqQUj9pi8WKI2YrTjQR+ABA7bA3up8vyFoFnaP5WXbbg1Ktdi/G7hdYuzC7b4ARqgZ/ECkrKMKJ/cmoLK+ATu+HuEHx8A9p/Z7ajrRr1y48/PDD2Llzp1fr6GoY7oiIqDln+zOCf3Yloi5BI5NisF6LwfpTQ5+tThdSK204Yra6J245UVkNm1yBk756nPTVe5xDa685LfTV9vRp2mmZlhqbDabsPJiy8zy29xg2EAMnjEbKzj04vGWXe3sRcpBx8Aj6jR2O3iMa3yd8vuTm5iIyMtJr1yciIqK2Ybgjoi5LI5NikJ8Wg/w8A19apc3du3fEYsPxShucAKoUSmQolMjw8z91EiHga685LfDVfqhc7RP6ovv3QWl+oUewa+jwll0IiY2CPtDolSGaubm5+PPPP9G3b184nU4kJCTglVdeQVxc3HmvhYiIiJrHcEdEFxWNTIqBfloMbBD4bKcFvuQGgQ8SCcxKFcxKFU7oDadOJAT0NdWNAl+QrQoKV1ODQZvmG2CAPtCIPb9tbLFd+v7DGDJp/Bk+2/YRGxuL+fPnIz4+HhUVFXjnnXcwcuRIHD16FEaj0Ss1ERERUWMMd0R00VPLpBjgp8WAVgLfiSobHPV3KUskKFepUa5S45j/qYAjEQL+1bbTQl8lAm1WyJu4xVmpVgEAKssrWqyxstx87k/0LE2ZMsXj8f/+9z8kJCRgyZIleOKJJ7xUFREREZ3uvIU7p8OJL59+AUOmXI7+l3XMX5+FEKgoLEJVuRkaPx/oQ4LbZTpyR00NrGYLfANqf4E7smkbklavwc2v/ANKddMzQ5pNxfj+1XcwZuaNiBs2+JxrIKLzq6nAV+1yIbVu0pb6mTqPNwx8AIREglK1BqVqDVINp2bslQgBo83aqKdPV10DANDp/VCEnGbr0el92/9JniWJRIJx48YhJSXF26UQERFRA+ex504gbfsuRA88t7XqmjyzEEjesAVbv/wW2clH3dv1IUEYOOlSTHrg7nM6/9fP/gup23dj3leLYQgLRWluPtK274JwNj/0ym6rRtr2XRg4acI5XZuIOg+VtOnAl1Zpc6/Bd8RixbHKajhO66UTEgmKNVoUa7Q42mC71OXCBIcTsYPikXHwSLPXjhnYDy6Xy70Ei7dVV1d3qbX8iIiIuoIOCXebPv8KWQeTcdvrL3bE6Rv57f1F2LrsW6h9fTD6lhsQEhcLW2Uljmzahq3LvjnncBfSIw4VppJm18YjoouXSipFf18t+vueCnw1LhfSKqs9ZulMayLwAUCsjwYquQyqkCD0Gzu8yUlV+o0dDkNIYKPt3uJwOLB27Vo8/fTT3i6FiIiIGuiQcFeam4e81GMdcepGUrbtxNZl3yJ6UH/c9sZLHgFs1Izrkb73wDlf47J778Rl9955zuchoouDUipFP18N+vlq3NtqXC4cq6xuMEtnbeDzk8sAAJuLK3DJiKEIiolE5oFkVJabodP7InpgPIwhQbX7A/y88nxuu+023HvvvRgwYADKysrw7LPPAgBmzpzplXqIiIioae0e7vLTjqOiqBiOmhqc+HMfACB60ACPNuWFRTi6aRucDicGTr4UPgZ/j/0Oux1HN21DWUEhwnr1QNywwc0O/0n6/mdIZVJMf/GZJnvWYocMdH/ucjqRse8gclPSoPbRYcBlE6DSnfpre/6xE3DaHQiKjcL+NeugUKsweMokFGfloKLIhNihgzzOLSBw4s99yE1JQ3BMNHqOSmyyzpKcPBzdvB1qHx36XToOKq3GY7+9ugZHNm5BhakYEfF9ED2ov8d5KkvLkLptFyrLyhHet5dHHfbqamQdOoLguBjYbTakbtsFiVSCgVdcyp5Gok5EKZUi3leDeF8NEFa7ze5y4aS19p67DcVm/F5sxu3djB6zYh63WPFuag5kEngt3PXr1w8PPfQQ0tPToVQqccUVV2DDhg3QarWtH0xERETnjUSIJsYJnYMvnnoOqVt3emz7x2/fQa5S4sXxV6N74lCcPHgYQO19aVp/Pe796G0ERIQDAIoyTuKzx/+BiiITdP56WEpK0T1xKP7y5suQyT2zqK2yEq9dfTOiBsTjrvdeb7Gu6ior/nv3XBRn5UAqk8HldEJn8Mesd19DSFwMAGDZMy+iNDcfTocDRRknodX74emfv8EvCxZi14of8Nz6HwAA25avxC/vfYSYIQORdTAZAOB0OBA9qD/uePvfUKiUKMnOxTs334Wogf2QffgIZAqF+/ne9e5rCOkeCwDIPZqGL558FlXl5dD4+aGytAx9x43Bzf/6J6RSKfb/+ju++9ebcDldkMqkcDldGHjFpbjxuacgkUhQmpePt2+6E33HjUHq9l2QyqSw26oREBmOu99/0z0JDBF1Xk4hkGqxYebe4wCAOK0KerkM5Q4nTlRVAwCWD+2Onjo1ZLzPrctISEhAUlKSt8sgIqJO6Gx/RrT7nfk3/vNJ9L9sPHwCjHjqh+V46oflUGhOzShZcDwdt776Ap79fTVu/88rqCorx8G1G9z7V77yBuRKJR7/9n946oflmPrUPBzfvQeHft/U6Fr5aSfgtNsR06B3rjl2mw1xwwbj4S8/xvMbf8J9i95DjdWKnd+u8jznsROIHToIf/91JeYsnN/iOcN6dsczv6zA33/7DsNvuBaZ+w9hzw9rPNq4HE7MW74E/1j7PW7517Owmc345b2FAGongvnmhVfhE2DEX7//En/78StMenA2jmzairTttffd2MwWTHvmcfxz3Sr8c90qDL/hWhz47Q+YTmZ5XKcwPRP3L16AZ39fjev/8VcUZ+Xg8B+bW31diMj7ZBIJ+vpq8HBMCADgRFU19lZUuYPdwzEh6OOjYbAjIiKiFrVpWKbVVt3kdplMCqVC4bFN4+cLhUoJqVQKH+OpBX+ddYv6Dr/hWnRPHAoA6DkyEfqQIBRn1U7/XZKdi5wjqbjh2SehDwkGAAybOgVJq9fg2M4kDJp8qce1aqqsAABVG4YG6Qz+uPbJR9yPw/v2QmT/vjCdzPZoZ+gWhqsfnwuJRAK1T8vDGifeczuUdcF18kP34uC6DUjdkYQRN13nbjP8xmth6BYKAIifMBb9Lh2H5A1bUWO1oTgrG8VZ2bj1tRfdr9XYW6djzw+/4NjOP9F7zEgMv3GqxxDNxGlXY9fKH1CclYug6Cj39kv+MsPdAzlo8qVY9erbKMvPb1Szw+GA3eFs9fUiovNLIZdjdlQQxhh98E1eCXKsNQjXKDE9zIg+Pho4HE7YHQ5vl9mIpm6dPiIiIvK+NoW71Zub7hJUKeSYNmHEGV1QKpN5PFZqNKix2gAAWYdrJwg/9PtGpNfdrwcAlaWlTU7/raoLX5VlZa1etz4gmTKzcOLPfSjOyoEpMxs+pw1bVOm0bZ7eW4JT7RQqFYJjo1GUntnkdeuF9eqBg2s3oCQnF1mHaqc93/vTrziycYu7TXWVFcXZOe7jnQ4H0nYkoeD4CeQfOwEAqLFaPc4rlUkbfC6DUqOGo8beqOaMvCL8efREm54fEZ1fsd2C0TO6G57tGe7eVmqpxK7DaUjPLfRiZc27edIYb5dAREREddoU7qZektDsPiHEOa11JJXJIFy1PUlOR20YUfv4QKM/NXFAv0vHwS+w8TTgYb26Q6FWIW1HEibd3/JyBw67HV8/+y+kbNmBiP59Edaze+1kKu14y6Fc1fpfsBUN2tSHL42fL9S+Pu7tA6+YiIDwbgCA9L0H8M3z/4ajpgbdE4ZAVz/5TCt1S6RSCFfjdfhiwoIRHsT78Ig6M1t1DSQABAC1XI4B3aMwoHtUa4cRERHRRa5N4e6Mh91IJE0Gi9YYwuqGL44fg/gJY1ttr1Sr0Xv0CBz6YxOyDh1BZP++zbY98NsfOLp5O+5+/03EDK6dvXPZMy+hvKD9/hpelleAgKiIVtvI5HL4h4XAEF77fAdMmojuCUOabP/z2x/AGB6GO9/5NxQqFcryC7Br5Q9nXaNcLoNcLmu9IRERERERXVDafUIVoDZ02SyVcDnP7N6uqIH9oPH1wS8LFqK8sMhjX0lOXpPHjLz5ekikUiz7+0s4tvNPNJz802apxJal39Qen50LmVzuEQCdzva7fyV97wEUZ2Wjz5jmh6lWV1lxYO3/t3fvUVXW+R7HPxsRbxkighcQEHcSFxUTBTXyNo3GFGXLe9o4mmmoTelx1KbwsmotOy3LKeN4dHFGyxWsQo9wDJmw0VxjkYGX8hboiFwcU1QumoKwn/NHtUcCZEvJ3mzfr/94nt9++PL9sZ69P/u57VbAgH5q26GDekc8IFc3N6W/laCrl0ut4wzDsP69l4rOyic4yHrEr8YBr7kBAAAAYH935CHmXgF+ulFZqa2r/lNd/HvKK8BPwQ8NbfR1rVxdNXLWdKWv/S/9z7zFCh0VLZPJpMIjx9W6TRtNX/Nqndf4hYXo8SUvKPX1tXpv4Uvy7Omr7n166/rVq8o/cFgmk4sefGqC/MP7au97yUpdvVa9Bz2gf2Yf0Kn9B6w3IWmKnW//t3oEmVVRcklZKdvl2dNX4Y88XGvM/v/doauXy2QYFh3auUvfl5VrxB+ekiS5tWur6OmTtDvxfSXO+w8FPzRUhsWiM18fVaeu3pqwcpn8w8N0KP0TdfHzlaWmRtmp6U2uFwAAAIDzuiPhLvyRh3X64GGd3J+jcyf/qUeenyvJpF4P9Fenbt61xvoEB+kez3/fVTNqwhO619tLX6akKic1XR08OqlnWLCGTZ3Q4O974NExCgjvq6yUVB3f+7lOfpmtezw7a2BsjAb8GLbui4zQ2AVzlJ36sYqOHtfAx2M0vEd3lV8osW7HOzBA7Tu519m+p08PBQz494PY74uKUElBoc4cPqLje/epTfv2GjzuMQ2d/KT1oej3eHbWyFnTlfvFfu374CPVVFcrMGKAxr20SD3uv8+6rRF/eEqePX20f9v/KXv7x7rHs7P8+4dp2NTxkqTHl76o9LcS9NnmD9S1d6DGPj9HezcnqcOPd9d0dXNTrwf6657Ota+j8+8fJs+etz5FFAAAAIDz+NUfYg4AABrHQ8wBAA1xmIeYAwAAAACaH+EOAAAAAJwA4Q4AAAAAnADhDgAAAACcAOEOAAAAAJwA4Q4AAAAAnADhDgAAAACcAOEOAAAAAJwA4Q4AAAAAnADhDgAAAACcAOEOAAAAAJwA4Q4AAAAAnADhDgAAAACcAOEOAAAAAJwA4Q4AAAAAnADhDgAAAACcAOEOAAAAAJwA4Q4AAAAAnADhDgAAAACcAOEOAAAAAJwA4Q4AAAAAnADhDgAAAACcAOEOAAAAAJwA4Q4AAAAAnADhDgAAAACcAOEOAAAAAJwA4Q4AAAAAnADhDgAAAACcAOEOAAAAAJwA4Q4AAAAAnADhDgAAAACcAOEOAAAAAJwA4Q4AAAAAnADhDgAAAACcAOEOANCo5ORkBQcHq3379oqKilJWVpa9SwIAAD9DuAMA3FJKSooWL16sxMREnTlzRhMmTNDYsWNVVFRk79IAAMBNCHcAgAZZLBb96U9/0saNGzV06FB5eXlp0aJFGj16tBISEuxdHgAAuAnhDgDQoAMHDqiiokJjxoyptXzcuHHKzMy0U1UAAKA+hDsAQIMOHz6s0NBQmUymWsuDgoKUl5dnp6oAAEB9CHcAgAaVlJTI09OzznJ3d3eVlZXJMAw7VAUAAOpDuAMANKimpqbOUTtJcnFxkclkItwBAOBACHcAgAZ5eHiorKyszvLS0lLde++9cnHhbQQAAEfBuzIAoEGhoaE6fvx4neUnTpxQSEiIHSoCAAANIdwBABoUFRWlqqoq7du3r9bybdu26bHHHrNTVQAAoD6EOwBAg9zc3LRq1SrNmDFDWVlZKi8v19q1a3Xw4EHNnTvX3uUBAICbuNq7AACAY5s7d64sFoumTZum8+fPa9iwYcrMzJSHh4e9SwMAADfhyB0AoFFxcXE6efKkysvLtXPnTpnNZnuX1KwyMjIUFBQks9ms1atX11lfWVmpSZMmyWw2KzIyUvn5+c1fJADgrke4AwDgFmpqajRv3jzt3LlTx44dU1JSko4dO1ZrTGJiojw8PHTy5Em9+OKLWrJkiZ2qBQDczWw6LfP8hRJVVFTc6VoAAC2Mt1cXdezY0d5l3FH79++X2WxWYGCgJGny5MlKTU2tdbfQ1NRUrVixQpI0fvx4zZ8/X4Zh1PuMQAAA7hSbwl3Cu+u0cuXKO10LAKCFWb58uTXUOKvi4mL17NnT+rOvr6++/PLLBse4urrK3d1dFy9eVJcuXWqN27BhgzZs2CBJOnLkiCIiIu5w9c7nwoUL8vLysncZLRK9azp61zT0relOnDjRpNfZFO4WLVqkZ5999rY2fO7cOQ0cOFA5OTnq1q1bk4qD/TB/LRvz17K1pPlz9qN2v7Znn33W+n4aERGh7OxsO1fU8tC3pqN3TUfvmoa+NV1Tv/yzKdx17NixyW/g3bp1U48ePZr0Wtgf89eyMX8tG/PnGHx8fFRYWGj9uaioSD4+PvWO8fX1VXV1tcrKyuTp6dncpQIA7nLcUAUAgFsYNGiQ8vLydPr0aVVVVSk5OVmxsbG1xsTGxmrz5s2SpJSUFI0aNYrr7QAAzY7n3AEAcAuurq5at26dxowZo5qaGs2cOVOhoaGKj49XRESEYmNjNWvWLE2fPl1ms1mdO3dWcnJyo9u93csd8AP61nT0runoXdPQt6Zrau9MhmEYv3ItkqSzZ8/Kx8dHxcXFnFbUAjF/LRvz17IxfwAAoCnu2GmZHTt21PLly7nYvoVi/lo25q9lY/4AAEBT3LEjdwAAAACA5sMNVQAAuIMyMjIUFBQks9ms1atX11lfWVmpSZMmyWw2KzIyUvn5+c1fpANqrG9vvvmmQkJC1K9fP40ePVpnzpyxQ5WOqbHe/WTr1q0ymUzcqv5HtvTtww8/VEhIiEJDQzV16tRmrtBxNda7goICjRw5UgMGDFC/fv2Unp5uhyodz8yZM+Xt7a2wsLB61xuGoeeff15ms1n9+vXTgQMHGt+oAdykpqbG3iXgF2D+AMdSXV1tBAYGGqdOnTIqKyuNfv36GUePHq015t133zXmzJljGIZhJCUlGRMnTrRHqQ7Flr79/e9/N65evWoYhmEkJCTQtx/Z0jvDMIzy8nIjOjraiIyMNL766is7VOpYbOlbbm6uER4ebly6dMkwDMP47rvv7FGqw7Gld7NnzzYSEhIMwzCMo0ePGv7+/nao1PF89tlnRk5OjhEaGlrv+o8//tgYO3asYbFYjC+++MIYPHhwo9ts9MidxWJRYmKiBg4cKD8/P91///1KSUmxrs/Ly9Po0aPl4+OjsLAw7dq1q9brMzIy1L9/f3l7e+s3v/lNrW8kKyoqNHv2bPn5+cnPz09z5szRlStXGk+k+NVVVVXp7bff1rhx46zLKioqtHTpUvXt21c9evTQgw8+qG+++caOVaIh9c2f9MM3PqtXr5bZbFaPHj3Uv39/HTx40E5V4ud+6f4Vjm///v0ym80KDAyUm5ubJk+erNTU1FpjUlNT9fvf/16SNH78eH366acy7vIrJmzp28iRI9W+fXtJUlRUlIqKiuxRqsOxpXeS9Morr2jJkiVq27atHap0PLb0bePGjZo3b548PDwkSd7e3vYo1eHY0juTyaTy8nJJUllZGTcL+9FDDz2kzp07N7g+NTVVTz/9tEwmk6KiolRaWqp//etft9xmo+GusLBQhw4d0t/+9jcVFBRoy5YteuaZZ1RQUKArV67o0Ucf1aJFi1RcXKwNGzZo2rRp1h3swYMHtWDBAm3btk3nzp3Tk08+qXHjxlnftBYsWCAXFxedOnVKubm5unTpkl5++eXb6Ql+BUeOHFFwcLBSUlL03XffWZdnZGTI399f2dnZOnv2rKZOnapJkybZsVLUp6H5k6Rly5bp66+/Vk5Ojs6ePasPP/xQrq48AcVR/JL9K1qG4uJi9ezZ0/qzr6+viouLGxzj6uoqd3d3Xbx4sVnrdDS29O1miYmJeuSRR5qjNIdnS+8OHDigwsJC/e53v2vu8hyWLX3Lzc1Vbm6uhg0bpqioKGVkZDR3mQ7Jlt6tWLFCW7Zska+vr2JiYvTOO+80d5kt0u3uCyUbwp2/v7/eeecddenSRZIUERGh6OhoZWVlacuWLRo2bJhiYmIkSUOHDtVTTz2lTZs2SZJef/11vfLKK+rdu7dcXFwUFxcnFxcX7du3T9IPafS1115T69at1bZtW7300kv65JNPmvTH45fZunWrVq1aVWvZhAkT9Nxzz6lNmzaSpLi4OBUVFen8+fP2KBG3UN/8FRUVadOmTUpMTJS7u7skKSgoSH379rVHiajHL9m/AvjBli1blJ2drcWLF9u7lBbBYrFo4cKFWrNmjb1LaXGqq6uVl5enPXv2KCkpSbNnz1Zpaam9y2oRkpKSNGPGDBUVFSk9PV3Tp0+XxWKxd1lOqUk3VGndurVqamqUmZlZ55uyESNG6PPPP5ck7dq165br27dvr5qaGuu669evW4MEmk9YWJjCw8NtGuvq6lprzmB/Dc3fzp079dvf/lbt2rVr/qLQZLbuX9Ey+Pj4qLCw0PpzUVGRfHx8GhxTXV2tsrIyeXp6NmudjsaWvkk/fM547bXXlJaWxueHHzXWu4qKCh05ckQjRoxQQECAsrKyFBsbe9ffVMWW/zlfX1/FxsaqdevW6tWrl/r06aO8vLzmLtXh2NK7xMRETZw4UZI0ZMgQXb9+XSUlJc1aZ0tk677wZrcd7iorK/WPf/xDQ4YM0alTp9SrV69a6/38/FRYWKjS0lJdv35dXl5e9a6XpPj4eC1btkzXrl1TaWmpli9frj/+8Y+3WxKaSU5Ojtzd3dW9e3d7lwIbHD9+XEFBQVqzZo1CQkLUp08f/fnPf9aNGzfsXRoaYOv+FS3HoEGDlJeXp9OnT6uqqkrJycmKjY2tNSY2NlabN2+WJKWkpGjUqFEymUz2KNdh2NK3gwcPas6cOUpLS+Pap5s01jt3d3eVlJQoPz9f+fn5ioqKUlpamiIiIuxYtf3Z8j/3xBNPaM+ePZKkkpIS5ebmKjAw0A7VOhZbeufn56dPP/1U0g+fT+rLCKgrNjZW7733ngzDUFZWlk2fw2873K1fv16RkZEKCAjQlStXrBcz/6Rdu3a6du1avetuXi9Jjz/+uE6cOCEPDw95eXmpQ4cO3FbWgb366quaP3++vcuAjcrLy5WSkiKLxaJDhw5p79692r17N6fiODBb969oOVxdXbVu3TqNGTNGwcHBmjhxokJDQxUfH6+0tDRJ0qxZs3Tx4kWZzWa9+eabt7x1/d3Clr4tXrxYV65c0YQJExQeHl7nw+TdypbeoS5b+jZmzBh5enoqJCREI0eO1BtvvHHXH2WXbOvdmjVrtHHjRvXv319TpkzRpk2b7vovsSRpypQpGjJkiL799lv5+voqMTFR69ev1/r16yVJMTExCgwMlNls1uzZs5WQkND4Rm/ndp35+flG165djW+//dYwDMMIDQ01cnJyao05fPiw0bdvX+PChQtGx44d62zjL3/5i7FgwQLDYrEY4eHhxsqVK43r168b33//vbFw4UJj8uTJt1MSfkW7d+82IiMj6123bds2Izg42KisrGzmqmCrn8/f3LlzjZiYmFpjMjMzbbqNLprf7exfAQAA6mPzkbuamhpNmzZN8fHx6tOnjyQpICBABQUFtcYVFBQoICDA+k3G5cuX613/zTff6PLly4qPj1ebNm3Url07vfHGG9qxY4cuXbpka1loBsXFxZo/f74++OADubm52bsc2Kh79+667777ai3z9fXlHHcHdLv7VwAAgPrYHO5efvllde3aVXFxcdZlw4cPV2ZmZq1xe/bs0fDhw2UymRQdHV3nuUw/rW/durVcXOr+esMw7vrn+ziS6upqTZ48WUuXLrX5pitwDEOGDLHemfYnp06dIhw4oNvdvwIAANTHpnC3fft2paam6q9//Wut5TNnzlR6erp2794tSfrqq6+0fft2zZgxQ5K0dOlSxcfHW799Xr9+vTp16qSBAweqT58+6tChg9asWSOLxaKqqiotWbJEgwcP5vxlB7J48WL5+/trwYIF9i4Ft2nUqFG6ceOG9bztCxcuaMWKFXrmmWfsXBlu1tT9KwAAwM81+jTjY8eO6emnn5aLi4uCg4NrrTtz5oy2b9+uuLg4nTlzRn5+fvroo4+s4Sw6OlqrVq3Sww8/rGvXrmnw4MFKSkqSJLVq1UppaWl64YUX9NZbb6lVq1YaPny4kpOT78CfiaZ4//33tXbtWnl7e8vX19e6fPDgwdq2bZsdK4MtWrVqpR07dui5557TqlWr1KFDB8XFxWnKlCn2Lg0/+iX7VwAAgJ8zGZwDCQAAAAAtXpMeYg4AAAAAcCyEOwAAAABwAoQ7AAAAAHAChDsAAAAAcAKEOwAAAABwAoQ7AAAAAHAChDsAAAAAcAKEOwAAAABwAoQ7AAAAAHAChDsAAAAAcAL/D3tKH6hPcuYjAAAAAElFTkSuQmCC\n", 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" ] @@ -746,14 +740,9 @@ " add_region_label(**label, ax=axes[0])\n", "\n", "# Add title ------------------------------------------------\n", - "axes[0].text(0, 0.975, \"Selected regions,\", \n", - " fontsize=18, fontfamily=\"Econ Sans Cnd\", va=\"top\",\n", - " transform=axes[0].transAxes, fontweight=\"bold\" \n", - ")\n", - "axes[0].text(0.35, 0.975, \"% of child population\", \n", - " fontsize=18, fontfamily=\"Econ Sans Cnd\", va=\"top\",\n", - " transform=axes[0].transAxes\n", - ")\n", + "# Use flexitext instead of `ax.text()`\n", + "text = \"Selected regions, % of child population\"\n", + "flexitext(0, 0.975, text, va=\"top\", ax=axes[0])\n", "axes[0].add_artist(\n", " lines.Line2D(\n", " [0, 0.05], [1, 1], lw=2, color=\"black\",\n", @@ -781,7 +770,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -840,14 +829,9 @@ "axes[1].scatter(2019.4, 138, s=10, color=\"k\")\n", "\n", "# Add title ------------------------------------------------\n", - "axes[1].text(0, 0.975, \"Number of children,\", \n", - " fontsize=20, fontfamily=\"Econ Sans Cnd\", va=\"top\",\n", - " transform=axes[1].transAxes, fontweight=\"bold\" \n", - ")\n", - "axes[1].text(0.45, 0.975, \"m\", \n", - " fontsize=20, fontfamily=\"Econ Sans Cnd\", va=\"top\",\n", - " transform=axes[1].transAxes\n", - ")\n", + "text = \"Number of children, m\"\n", + "flexitext(0, 0.975, text, va=\"top\", ax=axes[1])\n", + "\n", "axes[1].add_artist(\n", " lines.Line2D(\n", " [0, 0.05], [1, 1], lw=2, color=\"black\",\n", @@ -884,7 +868,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -934,7 +918,7 @@ "fig\n", "\n", "# If you want to save the plot to see it in better quality\n", - "# fig.savefig(\"plot.png\", dpi=300)" + "#fig.savefig(\"plot.png\", dpi=300)" ] }, {