498 lines
479 KiB
Plaintext
498 lines
479 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 14,
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"metadata": {},
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"outputs": [],
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"source": [
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"import matplotlib.pyplot as plt\n",
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"\n",
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"plt.rcParams[\"font.family\"] = \"Times New Roman\"\n",
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"plt.rcParams[\"font.size\"] = 16\n",
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"\n",
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"g_label_fontsize = 16\n",
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"\n",
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"colors = [\n",
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" \"#5D7599\",\n",
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" \"#233142\",\n",
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" \"#F95959\",\n",
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"]\n",
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"\n",
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"edgecolors = [\n",
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" \"#FFFFFF\",\n",
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" \"#FFFFFF\",\n",
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" \"#FFFFFF\",\n",
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"]\n",
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"\n",
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"hatches = [\"\\\\\\\\\", \"\", \"\"]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 4200x1567.16 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots(\n",
|
|
" figsize=(14, 14 / 2.68), ncols=2, nrows=2, constrained_layout=True, dpi=300\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"labels_name_a = [\n",
|
|
" \"ModelA\\n8DP\",\n",
|
|
" \"ModelA\\n8TP\",\n",
|
|
" \"ModelB\\n8TP\",\n",
|
|
" \"ModelC\\n8DP\",\n",
|
|
" \"ModelC\\n8TP\",\n",
|
|
" \"ModelD\\n8TP\",\n",
|
|
"]\n",
|
|
"labels_name_b = [\n",
|
|
" \"ModelA\\n16DP\",\n",
|
|
" \"ModelA\\n16TP\",\n",
|
|
" \"ModelB\\n16TP\",\n",
|
|
" \"ModelC\\n16DP\",\n",
|
|
" \"ModelC\\n16TP\",\n",
|
|
" \"ModelD\\n16TP\",\n",
|
|
"]\n",
|
|
"labels_name_c = [\n",
|
|
" \"ModelA\\n2DP$\\\\times$4TP\",\n",
|
|
" \"ModelA\\n4DP$\\\\times$2TP\",\n",
|
|
" \"ModelB\\n4DP$\\\\times$2TP\",\n",
|
|
" \"ModelC\\n2DP$\\\\times$4TP\",\n",
|
|
" \"ModelC\\n4DP$\\\\times$2TP\",\n",
|
|
" \"ModelD\\n2DP$\\\\times$4TP\",\n",
|
|
"]\n",
|
|
"labels_name_d = [\n",
|
|
" \"ModelA\\n15DP\",\n",
|
|
" \"ModelA\\n15TP\",\n",
|
|
" \"ModelB\\n15TP\",\n",
|
|
" \"ModelC\\n15DP\",\n",
|
|
" \"ModelC\\n15TP\",\n",
|
|
" \"ModelD\\n15TP\",\n",
|
|
"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# overlapp\n",
|
|
"data_a = {\n",
|
|
" labels_name_a[0]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_a[1]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_a[2]: [0, 0, 0], # 37\n",
|
|
" labels_name_a[3]: [0, 0, 0], # 37\n",
|
|
" labels_name_a[4]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_a[5]: [0, 0, 0], # 22.64\n",
|
|
"}\n",
|
|
"data_a_diff = {\n",
|
|
" labels_name_a[0]: 70, # 22.64\n",
|
|
" labels_name_a[1]: 70, # 22.64\n",
|
|
" labels_name_a[2]: 70, # 37\n",
|
|
" labels_name_a[3]: 70, # 37\n",
|
|
" labels_name_a[4]: 70, # 22.64\n",
|
|
" labels_name_a[5]: 70, # 22.64\n",
|
|
"}\n",
|
|
"\n",
|
|
"data_b = {\n",
|
|
" labels_name_b[0]: [0, 0, 0], # 37\n",
|
|
" labels_name_b[1]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_b[2]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_b[3]: [0, 0, 0], # 37\n",
|
|
" labels_name_b[4]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_b[5]: [0, 0, 0], # 22.64\n",
|
|
"}\n",
|
|
"data_b_diff = {\n",
|
|
" labels_name_b[0]: 70, # 37\n",
|
|
" labels_name_b[1]: 70, # 22.64\n",
|
|
" labels_name_b[2]: 70, # 22.64\n",
|
|
" labels_name_b[3]: 70, # 37\n",
|
|
" labels_name_b[4]: 70, # 22.64\n",
|
|
" labels_name_b[5]: 70, # 22.64\n",
|
|
"}\n",
|
|
"\n",
|
|
"data_c = {\n",
|
|
" labels_name_c[0]: [0, 0, 0], # 2DP 4TP\n",
|
|
" labels_name_c[1]: [0, 0, 0], # 4DP 2TP\n",
|
|
" labels_name_c[2]: [0, 0, 0], #\n",
|
|
" labels_name_c[3]: [0, 0, 0], # 37\n",
|
|
" labels_name_c[4]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_c[5]: [0, 0, 0], # 22.64\n",
|
|
"}\n",
|
|
"data_c_diff = {\n",
|
|
" labels_name_c[0]: 70, # 2DP 4TP\n",
|
|
" labels_name_c[1]: 70, # 4DP 2TP\n",
|
|
" labels_name_c[2]: 70, #\n",
|
|
" labels_name_c[3]: 70, # 37\n",
|
|
" labels_name_c[4]: 70, # 22.64\n",
|
|
" labels_name_c[5]: 70, # 22.64\n",
|
|
"}\n",
|
|
"\n",
|
|
"data_d = {\n",
|
|
" labels_name_d[0]: [0, 0, 0], # 37\n",
|
|
" labels_name_d[1]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_d[2]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_d[3]: [0, 0, 0], # 37\n",
|
|
" labels_name_d[4]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_d[5]: [0, 0, 0], # 22.64\n",
|
|
"}\n",
|
|
"data_d_diff = {\n",
|
|
" labels_name_d[0]: 70, # 37\n",
|
|
" labels_name_d[1]: 70, # 22.64\n",
|
|
" labels_name_d[2]: 70, # 22.64\n",
|
|
" labels_name_d[3]: 70, # 37\n",
|
|
" labels_name_d[4]: 70, # 22.64\n",
|
|
" labels_name_d[5]: 70, # 22.64\n",
|
|
"}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"bar_width = 0.2\n",
|
|
"group_spaing = 0.15\n",
|
|
"\n",
|
|
"group_positions = {}\n",
|
|
"current_pos = 0\n",
|
|
"\n",
|
|
"x_label_cnt = len(data_a.keys())\n",
|
|
"x_label_group_cnt = 3\n",
|
|
"\n",
|
|
"for idx in range(x_label_cnt):\n",
|
|
" group_positions[idx] = []\n",
|
|
" for _ in range(x_label_group_cnt):\n",
|
|
" group_positions[idx].append(current_pos)\n",
|
|
" current_pos += bar_width\n",
|
|
" current_pos += group_spaing\n",
|
|
"\n",
|
|
"group_centers = {}\n",
|
|
"for idx, positions in group_positions.items():\n",
|
|
" group_centers[idx] = sum(positions) / len(positions)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(a) Single-node, single parallel')"
|
|
]
|
|
},
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"label_set = set()\n",
|
|
"for idx, (x_label, y_data) in enumerate(data_a.items()):\n",
|
|
" positions = group_positions[idx]\n",
|
|
" for i, (pos, value, diff_value, color, edgecolor, hatch, label) in enumerate(\n",
|
|
" zip(\n",
|
|
" positions,\n",
|
|
" y_data,\n",
|
|
" colors,\n",
|
|
" edgecolors,\n",
|
|
" hatches,\n",
|
|
" legend_labels,\n",
|
|
" )\n",
|
|
" ):\n",
|
|
" if label in label_set:\n",
|
|
" local_label = None\n",
|
|
" else:\n",
|
|
" local_label = label\n",
|
|
" label_set.add(local_label)\n",
|
|
" ax[0][0].bar(\n",
|
|
" pos,\n",
|
|
" value,\n",
|
|
" width=bar_width,\n",
|
|
" color=color,\n",
|
|
" label=local_label,\n",
|
|
" hatch=hatch,\n",
|
|
" edgecolor=edgecolor,\n",
|
|
" )\n",
|
|
"\n",
|
|
"ax[0][0].set_xticks(list(group_centers.values()))\n",
|
|
"ax[0][0].set_xticklabels(list(data_a.keys()))\n",
|
|
"\n",
|
|
"ax[0][0].set_ylim(0, 85)\n",
|
|
"ax[0][0].set_yticks([0, 40, 80])\n",
|
|
"ax[0][0].set_yticklabels([\"0\", \"40\", \"80\"], rotation=90, ha=\"center\", va=\"center\")\n",
|
|
"\n",
|
|
"ax[0][0].tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
|
|
"ax[0][0].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
|
|
"\n",
|
|
"ax[0][0].set_ylabel(\"Peak Memory (GB)\", fontsize=g_label_fontsize)\n",
|
|
"ax[0][0].set_title(\"(a) Single-node, single parallel\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(b) Two-node, single parallel')"
|
|
]
|
|
},
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx, (x_label, y_data) in enumerate(data_b.items()):\n",
|
|
" positions = group_positions[idx]\n",
|
|
" for i, (pos, value, color, edgecolor, hatch) in enumerate(\n",
|
|
" zip(\n",
|
|
" positions,\n",
|
|
" y_data,\n",
|
|
" colors,\n",
|
|
" edgecolors,\n",
|
|
" hatches,\n",
|
|
" )\n",
|
|
" ):\n",
|
|
" ax[0][1].bar(\n",
|
|
" pos,\n",
|
|
" value,\n",
|
|
" width=bar_width,\n",
|
|
" color=color,\n",
|
|
" hatch=hatch,\n",
|
|
" edgecolor=edgecolor,\n",
|
|
" )\n",
|
|
"\n",
|
|
"ax[0][1].set_xticks(list(group_centers.values()))\n",
|
|
"ax[0][1].set_xticklabels(list(data_b.keys()))\n",
|
|
"\n",
|
|
"ax[0][1].set_ylim(0, 85)\n",
|
|
"ax[0][1].set_yticks([0, 40, 80])\n",
|
|
"ax[0][1].set_yticklabels([\"0\", \"40\", \"80\"], rotation=90, ha=\"center\", va=\"center\")\n",
|
|
"\n",
|
|
"ax[0][1].tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
|
|
"ax[0][1].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
|
|
"\n",
|
|
"ax[0][1].set_title(\"(b) Two-node, single parallel\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(c) Single-node, hybrid parallel')"
|
|
]
|
|
},
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx, (x_label, y_data) in enumerate(data_c.items()):\n",
|
|
" positions = group_positions[idx]\n",
|
|
" for i, (pos, value, color, edgecolor, hatch) in enumerate(\n",
|
|
" zip(\n",
|
|
" positions,\n",
|
|
" y_data,\n",
|
|
" colors,\n",
|
|
" edgecolors,\n",
|
|
" hatches,\n",
|
|
" )\n",
|
|
" ):\n",
|
|
" if value == -1:\n",
|
|
" ax[1][0].text(\n",
|
|
" pos,\n",
|
|
" 1,\n",
|
|
" \"OOM$\\\\times$\",\n",
|
|
" rotation=90,\n",
|
|
" ha=\"center\",\n",
|
|
" va=\"bottom\",\n",
|
|
" color=\"red\",\n",
|
|
" )\n",
|
|
" ax[1][0].bar(\n",
|
|
" pos,\n",
|
|
" value,\n",
|
|
" width=bar_width,\n",
|
|
" color=color,\n",
|
|
" label=local_label,\n",
|
|
" hatch=hatch,\n",
|
|
" edgecolor=edgecolor,\n",
|
|
" )\n",
|
|
"\n",
|
|
"ax[1][0].set_xticks(list(group_centers.values()))\n",
|
|
"ax[1][0].set_xticklabels(list(data_c.keys()))\n",
|
|
"\n",
|
|
"ax[1][0].set_ylim(0, 85)\n",
|
|
"ax[1][0].set_yticks([0, 40, 80])\n",
|
|
"ax[1][0].set_yticklabels([\"0\", \"40\", \"80\"], rotation=90, ha=\"center\", va=\"center\")\n",
|
|
"\n",
|
|
"ax[1][0].tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
|
|
"ax[1][0].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
|
|
"\n",
|
|
"ax[1][0].set_ylabel(\"Peak Memory (GB)\", fontsize=g_label_fontsize)\n",
|
|
"ax[1][0].set_title(\"(c) Single-node, hybrid parallel\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(d) Two-node, hybrid parallel')"
|
|
]
|
|
},
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx, (x_label, y_data) in enumerate(data_d.items()):\n",
|
|
" positions = group_positions[idx]\n",
|
|
" for i, (pos, value, color, edgecolor, hatch) in enumerate(\n",
|
|
" zip(\n",
|
|
" positions,\n",
|
|
" y_data,\n",
|
|
" colors,\n",
|
|
" edgecolors,\n",
|
|
" hatches,\n",
|
|
" )\n",
|
|
" ):\n",
|
|
" ax[1][1].bar(\n",
|
|
" pos,\n",
|
|
" value,\n",
|
|
" width=bar_width,\n",
|
|
" color=color,\n",
|
|
" hatch=hatch,\n",
|
|
" edgecolor=edgecolor,\n",
|
|
" )\n",
|
|
"\n",
|
|
"ax[1][1].set_xticks(list(group_centers.values()))\n",
|
|
"ax[1][1].set_xticklabels(list(data_d.keys()))\n",
|
|
"\n",
|
|
"ax[1][1].set_ylim(0, 85)\n",
|
|
"ax[1][1].set_yticks([0, 40, 80])\n",
|
|
"ax[1][1].set_yticklabels([\"0\", \"40\", \"80\"], rotation=90, ha=\"center\", va=\"center\")\n",
|
|
"\n",
|
|
"ax[1][1].tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
|
|
"ax[1][1].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
|
|
"\n",
|
|
"ax[1][1].set_title(\"(d) Two-node, hybrid parallel\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7f8f02376120>"
|
|
]
|
|
},
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig.legend(\n",
|
|
" ncol=3,\n",
|
|
" loc=\"upper center\",\n",
|
|
" frameon=False,\n",
|
|
" shadow=False,\n",
|
|
" bbox_to_anchor=(0.5, 1.1),\n",
|
|
" fontsize=g_label_fontsize,\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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ERERkQi1bthQA1JY1a9aYrM/w8HDx66+/Ci8vL8m+lZacOXOKadOmifDwcJPFJ4QQ3t7ekv0fPXrUpP1qMnHiRK2eJwcHB/HHH3+IuLg4i8abXHBwsJg7d64oWrSoWrz6SEhIEIcOHRLNmzcXNjY2Kdo7ceKE5D7+/v6iXbt2Wr3P9u7da8DRyjtz5oxo0qSJWp8uLi7C3d1dNqYsWbKIMWPGiICAAKPG4+vrK9vn06dPjdbPpUuXROvWrYWtra3W57u7u7uYPXu2iIqKMlocpuTv7y/GjBkjsmTJkuI4evXqJfn4qKgo8ccff4jMmTMrPg82Njbihx9+EDExMSaJ+9SpU6JZs2Y6vTa2traiZcuW4tSpUyaJKbmTJ09KnjNyS758+cTmzZuFEEJMmTJF9nHG8OLFCzF06FDh6uqqdXz29vbi+++/F2/evDFKDNbsxYsXolu3blq/t/Lnzy9Gjhwp/vrrLzFnzhxha2srMmfOrFff8fHx4uDBg6Jly5Zq3xG+vr56tZkWz/E3b96IcePGiYwZM6qdw9myZRN2dnayMTVr1swkv3vknocpU6YYrY8PHz6In376SWTLlk3rc1OlUokuXbqIx48fGy0OQ8XHx4t9+/aJBg0aqH3OSQkICBDffvutVsdbvXp1cenSJaPF+uzZMzF48GCdPg8Tl9KlS4v169cbHMOVK1fE999/r3aOSj1fd+7cEaVLl5aNqU6dOlr9fyMoKEiMGzdOp/da4lKgQAGxcOFCERsba/CxCyFE3bp1JfupW7euQe326tVL9vvWWBISEsRff/0lKlasqNNzWLx4cbFr1y6jxGCOzyYiIiIiIiIiItKNuXIZdB1PunfvnmjcuLFW151bt24tHj16ZNR4U9u+fbtk/zVq1DBpv6Yid03SGNclJ06cKIoVK6bXInUt0pD2lNpNbteuXVq31aBBA72el71794qaNWvqdH3WwcFBdO3aVdy4cUOvPi0preaaREZGigULFohChQrp9FplzZpVjB07Vrx9+9YkcSWKjo4W8+bNE/nz59c6tlatWon79+8LIYTIly+f5GPkxmJ1dfToUVGvXj2hUqm0ji9Pnjxi9erVVpV7ZSoHDx5UHDtLvtjY2Ii6deuKmTNnij179og2bdoIAGLEiBF69c18si+YT5a288mCg4PF77//rpYPKzfWuHfvXq0+L+3t7cWwYcPEp0+fjBbrgQMHRP369XX6LgEg7OzsROfOncXt27cN6j8qKkps3bpVNGnSRO0clXq+li1bJpydnSVjUqlUYuHChVr1e/bsWZ3fa4l9fPPNN+Lff/816LgTPX36VLYvffOZEsm1m57yccz12URERERkbCwUQUREREQmExgYKHvh886dOybp8/Tp05KDlra2tqJcuXKiVatWolGjRqJw4cKKFw8LFSqUNFhoCj179pTst2fPnibrUxsvX74UDg4OWl9krVKlirh586ZFY7506ZLo3bu37AV7QLf/9oSEhIh58+aJIkWKyLYnNbC3fPly4eLiovVzZ2NjY/DF9+Q+ffokOnbsmKIPFxcXMWXKlBQXwUNDQ8WWLVtEmTJldB6QSVwcHR3FkCFDtIrL1BfPg4ODRZ8+fdSe2zJlyohvvvlGNG3aVOTNm1fxePLlyyeuXLlicCymkJCQIPz8/ESLFi3UBq8SF6nEhTt37uj8Gjdp0sRoN5MK8WXgSSqJzdnZWVSrVk20atVKVKtWTeTMmVMxrrZt25qk6MHHjx9F165dJfvMlSuXqFOnjmjZsqUoVaqUZDLHoEGDxKRJk4zyuZNaXFycmDlzptrnWsGCBUXDhg2T4pJ7TwAQGTJkMOpnjLU5efKkyJEjR4pjtrOzE+XLlxctWrQQ33zzjahUqZJwcnJSfH/pWiji3bt34vfffxcFChSQbVOX5z0tn+OrV69W+95r2bKl+Oeff5L6iY+PF5cuXRJ9+vTRKSkq+WJraysKFiwo3r9/r1Vccu0Ya2Da19dXrVBAnjx5RL169USrVq1EhQoVZAtkAF8SLWbMmGGUWPT1+fNnsWDBAtnfw1KJsIcPH9ZYlCT1YmdnJ2bOnGlwvMuXL5csEOHi4iJq1qwpWrduLerWrav2mZB6adasmQgNDdWp7/fv34t58+Ypnm+pn6+zZ8+KTJkyaXx+xo4dq9j37t27hYeHh9p+Dg4OokqVKqJ169aiQYMGGovjVapUySjfo2m1UMTdu3dF9erV1d47VatWFa1atRL16tVTO6dTL/Xq1RPv3r0zKA5TfzYREREREREREZFuzJnLoEuhCF9fX41jG1LXSlevXm3UmJN78uSJbN9PnjwxWb+mYspCEf3799fptUtcbG1tkwrVaxurtoumcSul8fzUS6FChXR6Pq5fvy4qVaqk1o6rq6uoXbu2aNWqlahcubLImjWrbJ82Njaif//+4vPnzzr1bQlpNddECCH++usvkTt3brW+cuXKJRo3biyaN28uSpcurRinq6urmDNnjkhISDBqbEJ8ucFd6nm1sbER3t7e4ptvvhGNGzeWHCvKmDGjOHTokMkKRbx8+VKt8JCDg4OoWLGiaNmypWjUqJHkeE/ypUyZMsLf3984T5aViY+Pl5y0yM3NTdSpU0e0adNGNGjQQPG8SVx0LRTBfLIvmE+W8rlNa/lkd+/eFYMHD5Z9D6Uea4yLixM//PCDzq9dvnz5xH///WdQrB8+fJDNw8qTJ49o0qSJaNmypahcubJifqqDg4NYsmSJzv1fuXJFDB06VHHsN/XzNWbMGI3Pja2trWLhqoiICDF8+HDJnJjs2bOLhg0bilatWonq1asrfhaoVCoxadIknY87tbRcKMIa8nFYKIKIiIjSKhaKICIiIiKTmTVrluQFM2dnZ5NUQ9++fbvkhcC+ffuKwMBAtcc/ePBAbSAk+ZIzZ06Tzci+cOFCyT4zZcpk8WrUP/74o04DBXZ2dmLMmDFmHZgPDw8Xq1at0npWYG3cunVLDBo0SGTIkEFje8kH9mJjY0W/fv10HmBJHNi4du2awc/HnTt31Crf58uXTzx8+FB2n5iYGL0TVQAIDw8PrWIz5cXzmzdvprhZ293dXcyaNUvyRr5r166JDh06yMbi4uIidu7caVA8xhQSEiLmz5+v1WB46sSF/fv3a/U+llo03bSqrU2bNqndJFukSBGxdu1ayRnUz549KztYCEDkyJFDduYFfdy6dUvyRv9GjRqJkydPqiWvBAQEiDFjxqgNVCoN4OkrODg4xSwOdnZ2YsiQIZLn88uXL8WECRMUEwYnTpxokmQcS/r333+Fo6Nj0jE6OjqKX3/9VXz48EHtsdHR0eLQoUOiQYMGks+PtoUizp49K7777jutiilpM7Cals/x6OhoyYSKpUuXKu538OBBnZNbky9+fn5axSe3v6ED05GRkaJHjx5J7SXOSCCVLBEUFCR+++03xcIKPXv2FNHR0QbFpKsnT56IUaNGaSxikDoRdteuXTrPepF8GT9+vN4xjxw5Uq09R0dHMWvWLBEREZHisQkJCeL48eOifPnysrE0bNhQxMfHK/YZFxcnDhw4INq1ayfs7e01Hl/y5+vGjRuSRS2klpw5c8rGMG/ePLXH29jYiAkTJoiPHz+qPf7KlSuyn3MAhLe3t+T3ry7SYqGIbdu2pfiuLl68uNi2bZvaeyfxNa9QoYLsc1igQAGDbhAw1WcTERERERERERHpx5y5DNoWivDx8dH7OiwAMXnyZKPGnZzcjfyWLoysD1MWioiPjxfnz58X/fv3V7yJLXGpUKGCOH36tOx4QUJCgggNDRU3btwQ48aNUywin7iUKlVKrF27Vjx8+FDr68Lh4eHi1q1bYsiQIbLPy9atW3Uqxjxnzhy1cbWKFSuKXbt2iZiYGLXnzc/PTzRt2lT2uAoWLGjxSUzkpOVck4iIiBTjX4lL+/btxYULF9QeHxYWJnx9fUXx4sVlY2vcuLHkWIa+FixYoHY+OTg4iJ9++kk8f/48xWMTEhLEsWPH1MY0bG1tZcd5DSkUceLEiRQznufJk0esWLFCfPr0Se2xp06dEg0bNpR93rJlyybOnDmjdyzWKvUN68WKFRP79++XHK979+6dmDNnjvD09JR8jrQpFMF8spSYT/alvbSWT5Y44UjTpk01TsiRfKwxPj5e8Vg0La6urpKf/doIDAwUJUqUUGuzRIkS4uTJk2qPDw0NFXPmzFEcW1+7dq3GfrWZ+EHu+frll1+0fm4mTpwo2f/nz59F7dq11R6fO3dusWfPHrV8raioKOHr66tYQMjHx0e3Jz+VtFgowprycVgogoiIiNIqFoogIiIiIpOpWbOm5AWzypUrG70vPz8/yRvYtKmy+9NPP8le3Gvfvr3RYxVCiGPHjsn2uXv3bpP0qa3IyEi9qoPnzJlTrFmzRuPNd4bat2+fcHNz0yk2JSEhIaJevXo6tZc4sBcVFSWaN2+u83OVfKlRo4ZBz8fTp09Fzpw5U7Tp4uKiOKiXKD4+XrRp00avuC09sHfx4sUUF/zr1q2r1UzPq1evlr3p08bGRhw5ckTvmIzlf//7n043gSdPXPD19TXoZl47OzuDZ0n6888/1QYq+/btKyIjIzXuu3v3btnK7o6OjmLXrl0GxSbEl0He1MlsNjY2YtGiRRr3TT2YrO/njpz379+L0qVLJ7Xh5eWl1ewEly5dUvscSL4Yo+K8tXjz5o3Inj170rFlypRJ64HqNWvWqJ3/mgpFhIWFpXhNtFk0Daym5XM8ISFBsqjL//73P63237lzp96xW7JQRERERIqb8LNkySIOHz6scb9Hjx6JYsWKycbUvXt3vWPSxaVLl8S3336rVQIpkDIR9syZMwYV+EhcFixYoHPckyZNUmvHxsZG43MfERGhmGj3559/Ku7/888/63Rsic9XUFCQ8PLy0no/Jycnyf5Xrlwp+fiVK1cqxh0fHy+ZzJm4jBkzRnF/TdJaoYilS5em+D0ybNgwERsbq7hPbGysGDRokOxz6OHhIV6+fKlXPKb4bCIiIiIiIiIiIv2ZM5dBm0IRv/76q8HXYQGIX3/91ejxCyFErVq1JPsrW7asSfozJVMWikjuwoULijewAdB55u4tW7Yotpc9e3YRHBxsUNw1atRI0WatWrUkb3pXMm7cOLXYJk+erFUuyfLly2XHJdzc3MS///6r76EZXVrPNQkNDVWL38XFRaucpYiICPH999/LxlamTBmjTMwzdepUtbYLFCggbt++rXHfBQsWaDU2pm+hiH379qUoPtGxY0cRFhamcb9p06bJ3vjt4uKiOGt9WrNmzZoUx1e/fn2tCtiEhISI9u3bqz0/mgpFMJ8sJeaTfWkrreWTLV26VLEYT+ol+Vjj0KFDDXrPAV+Kauj6/IeGhkrG7O3trbFw0JUrV2QnusiQIYN4/fq14v66jM8nf762bdum036DBw9W6zsuLk5yDD1XrlwiICBAMW5/f3+RJ08e2ffb9evXFfdXktYKRVhbPg4LRRAREVFaxUIRRERERGQS7969kx1w69evn1H7CgoKkrxBtkiRIlrN9hEfH69YSdzQm6alvHz5Ura/7777zuj96crf31/kyJFDrwGDcuXKmXRw5MGDB6JJkyZi7ty5YteuXWLBggUiV65cijFpUq9ePdGjRw8xe/ZsMWPGDFGwYEHF9k6cOCFiYmJEixYtktZlzZpVjB49Whw/flwEBQWJmJgY8fLlS7Fu3Tq16uxS7ekjJCREcqBF2xt2hfhS0VvTzOKpFwcHB9G7d2+t2jfFxfP79++nGNxt0qSJ2qwjSvbv3y8bU9asWcWzZ8/0istYFixYIOrVqyd8fHzEggULxLfffqv4eiQmLmzYsCHpc9fGxka0bt1abN68WTx9+lRERUWJ4OBgcerUKdG5c2et2tPHqlWr1Nrr2rWrWoV0JefPn08x+3fq997x48f1ju/Zs2dqn20qlUps2rRJ6zZevHihWJRB28+d1CIiIlJ8F+XJk0e8evVK6/0DAgJkZ3NSqVRi3759OsdkjQYPHpzi2FatWqXT/tu2bUuReKOpUIQQQnTv3l2MHz9ebN68WWzZskU0adJE8bXXNLCals/xiRMnqrVXokQJnWZX03UGCxsbG5E3b14RGBioVfty7eg7MB0fH5/i+z5Tpkw6zVgVHBwsihQpIhuXpqIFxjB37lzh5uYmWrRoIbp27aoxsSQxEfbdu3cid+7cOr1ecou9vb24dOmS1jGfPn1a8v8Sffv21Wr/ly9fiowZM0rGkitXLsVk1Pv374s9e/aIwMBAERkZKS5cuKBYMCbx+Wrbtq0AIKpWrSru3LkjAgICFGcJatSokVrfDx8+lPwObNCggVbHHRYWJptQ4uTkZFCCcFoqFLF169YUn/VTp07Vaf+xY8fKvm7Vq1fX6XdnImN/NhERERERERERkf7MmcsghOZCEZs3bzbKdVjgy5jQ3r17jX4MSjOLa3PDqTUxV6EIITTfhPj582ejxt+mTRuDY27atGlSe56enlrdXJvc5MmT1eKSm4Vbzq5du2QLp7u5uWlVJMBc0mquSWxsrKhfv77a58ehQ4d0amfUqFGysZUvX16EhobqFZ8QQixZskStzUKFCokXL15o3YZU/kLqRZ+x0zNnzqQoEqHt+FWiRYsWycZTuHBhERISonNM1ubz588pcjOyZMki3r9/r/X+cXFxonXr1imeG02FIphP9n+YT/alnbSYT1amTBlRvHhx0blzZ9GmTRuNr0HiWOOmTZt0eq2UlkqVKmkswJ+c3O/E06dPa7X//PnzZWMZP3684r779+8XFy9eFCEhISIkJESsXLlStuBH4vMVEBCQVExk0qRJIjg4WBw7dkx4e3vL7rdx40a1vqdPny752PXr12t13Hv27JHtr1OnTlq1ISUtFYqwxnwcFoogIiKitIqFIoiIiIjIJJSSGWbMmGHUvn755RfJfjQNECWndIFv9uzZRo03kaurq2R/uXPnNkl/urpx44bIli2b3oMGjRo1EteuXTNLrCdPnlSMRVevXr2SfX2ALwNxiTM2Ozg4iF9++UVxgDs0NFSxGEmXLl30Ou7hw4ertWVvby/evn2rUzszZsyQjCt79uw6DdRKMfbF8/Dw8BTVoAsUKKDzDCZCCNGnTx/ZuJo0aaJze6YmNVtC4tKrVy9x+PBhYWdnJ4AvN5NqKnDz22+/ybbn6Oio13N65coV4ejomKKtPHny6NXW7t27ZePLnDmzXu+dyMhIUaZMGbX2Ro0apXNbhw8f1vgZqKvu3bsn7WtnZ6fX5+e6detk48maNateyWbW5P3790nvc+DLTc/R0dE6t9O3b98U7yddxcTEKCZs6DOwmlbOcanE2blz5+rUzosXL2ST+9auXatzXKnJHbe+A9OpExr379+vcxsnT56UnRnI3t7e5AklERERagkwUrN5JS6JibCtWrVKWpczZ04xbtw4cf78efH27VsRHh4u7t27J+bNmydKlCih8TMR+DKznLYJJXXq1JFsQ5tZrBIpJcteuXJF63aEEOLOnTuKz1fi/32qVq2q9ptw586dwt3dPcU+WbJkEbdu3VLrp2fPnpJ9zJs3T+tYlZLOd+zYodNxJ5dWCkXcunVLODs7J7XTvn17nduIiopSLKiiz/9njf3ZRERERERERERE+jNnLoMQytfs7ty5k+J6VokSJcTs2bPFjRs3RHh4uPj8+bO4deuWWLBggShVqpRW12KzZs0qgoKCjHoMs2fPlu1vxYoVRu3L1MxZKEIIIWrWrCnbnz4FD548eSI7ztK6dWuD482bN29Se8uXL9dp3/3796uNh5QvX16nm00TzZs3T/F10jRDuaWklVwTqYLJw4YN07mdhISEpELaUou+xUtOnz6dYlwY+DKmpuv4jhBCdO3aVfEzU9dCEYGBgSkKIFSrVk2vAtPJZ09PvQwcOFDn9qxN6hu/dS2mIYQQHz58ENmzZ09qQ5c8wETMJ0t5DjGfTDNL55OlLhTz/v17xfH4KVOmiKdPn6Z4X1arVk0sX75c3LlzR4SHh4t3796Js2fPimHDhokMGTIonhOJy6xZs7SK19/fXzIXws3NTetjDg8Pl51QqFSpUjo9f0Io50JMmTIlqSjWzJkzU+wXERGhNnkNANGsWTO1yVM+f/4sO3GFLr9R8ufPL9mGq6urTpMyJZeWCkVYYz4OC0UQERFRWsVCEURERERkEt9//73sBbMtW7YYtS+5C6a6XID88OGDbLx9+vQxaryJypcvL9vn48ePTdKnrh4/fpxiEEXXRaVSiR49eojnz5+bPFZPT0/ZOPShNCN748aNBfBlUEnbm7nv3Lkje1E6S5YsijNbS7l7967awDgAUaNGDZ2P9fXr17LJJPoM1iZn7IvnqWek+Ouvv/SK6/3794oVxC9cuKBXu6bi5+cnG2vVqlVFpkyZhJ2dnU6FbapWrSrbpi434grx5YbKwoULq7WzbNkyHY/0/ygladWoUUPnc2bkyJFq7ZQoUUJERkbqFV/qGVYM+dzZu3dvin2///57vWISQvm75ffff9e7XWuwfv36FMejb2GloKCgpEFyfQpFCCHETz/9JPs86zOwau3nuBBC1KhRQ7ItfWYKSz4jQPLF3d3d4Bly5I5Zn4Hpq1evpvh+bN68ud5xKSXJDR48WO929RUZGZliNpXkS758+cT27duT/h4yZIgIDw+XbSsmJkb8/PPPsr9zki+rVq3SGNuzZ89k99dl1pydO3fKtrNu3Tqt20kkNxNF9uzZRc6cOUX27NnFq1evJPf98OGDmDFjhujUqZMYN26cCAgIUHtMZGRkioRwfT9Xrl69KnvcU6dO1fm4E6WFQhFxcXGicuXKSW04OTnp/f+Q1N/NyZds2bKJsLAwndoz5mcTEREREREREREZxpy5DEIoF4ooXbq0AL6MF69fv17xhrCEhAQxf/584eTkpPFa7JAhQ4x6DErXy7p3727UvkzN3IUiDhw4INufLkWCk2vevLlke1mzZtXrhvVEN2/eTGrL09NTp4Lt79+/F1myZFGL6fDhw3rFkpCQIOrVqyf73Ol787Q5WHuuybFjx9TayZgxo94FZt69e6c4CY2uOQOfPn0S+fLlM9oYx9OnTyWL4ScuuhaKSD7mp1KpxMWLF/WK68aNG7IxOTg4mCXPypRSF8L46aef9GpnxYoVSW3oUyhCCOaTJS7MJ9OONeaTbd26VTaeKVOmJOVfuLm5acwF8ff3l839SL64urqK4OBgjbH5+PhI7q/rb6rkk1gkX+zt7dWKNGjy77//yh5X4m/vbt26ye5/6dIl8cMPP4guXbqIpUuXSv62Wrt2rVE+V4YNGybbjlROgTbSSqEIa83HYaEIIiIiSqtsQERERERkAv/++6/stgIFChitn4iICDx79szgdtzd3ZE7d27JbS9fvjS4fSmenp6y286cOWOSPnVVqFAhXL58Gd99951e+wshsGHDBhQrVgxTpkxBRESEkSP8PyVLljRqexUqVJDd9vfff6NSpUq4ePEiypcvr1V7JUuWRN26dSW3ffz4Uef38ZIlSxAXF6e2XiluOTlz5kTjxo0lt23atAlBQUE6t2kKjx8/xsKFC5P+LliwIDp27KhXW9myZUOlSpVkt//+++96tWsqSq/rxYsXERcXhz179mDMmDFatzlkyBDZbdeuXdMpvnnz5uHx48cp1mXJkgW9e/fWqZ3k/vjjD2TIkEFy27lz57BixQqt27p48SIWLFigtn7GjBlwcnLSK77BgwfrtV9qcXFxGD16dIp148eP17u9Zs2ayW6bO3cuYmJi9G7b0s6fP5/i76CgIERHR+vcTtasWQ16bwKAt7e3QfunZu3n+NWrV3Hu3Dm19a6urihcuLBObQFAjx49JNcHBwdj/fr1OrdnKqNHj0Z8fHzS3xMmTNC7LaVz09fXF2/fvtW7bX04OTmhVKlSktsiIyMxcuRIqFQqLFy4EEuWLIGLi4tsW/b29pg2bRoWLVoElUql2O9vv/0GIYTiY+7evav5ALRQunRp2W36/L6X++3+/v17vHnzBosXL5b9/4S7uzt+/PFHbNu2DTNnzkTevHnVHvP06VNERkbqHFdqJUuWhI2N9GV/U/2/xlps2LABly9fTvq7a9eu8PLy0qutxo0bw9bWVnJbUFAQVq1apVe7RERERERERERkeebKZdDGrVu3ULZsWVy/fh09evRQvMaqUqkwYsQInD59GpkyZVJsd/Xq1QgMDDRanGkht8FaNW/eHAULFpTctn37dr3a7NOnj+T6Dx8+YP/+/Xq1CQA7d+5M+nfv3r3h4OCg9b6TJ0/Gx48fU6wrWbIkmjZtqlcsiWMUcte7t27disOHD+vVtqlZc65JfHw8RowYoba+Z8+eyJo1q9btJJc9e3b4+PjIbp8wYYJO42A//vgjAgICUqzLkSMHJk6cqFd8+fPn1/t9mNrJkyexe/fupL/r1auHKlWq6NVWmTJlkCtXLsltMTExmDt3rl7tWovUY/v6jlH17NkT2bNnNygW5pN9wXwy7VhjPplSPPv27cPBgweRJ08enD9/Ht9++61iWwULFsTff/+N+vXrKz4uNDQUf/75p8bYTD22Hxsbq3MuhdLv1lu3biFXrlxYvHix7GMqV66MP//8E1u2bMHgwYNhb2+v9hhrzWlIS9JzPg4RERGRJbBQBBEREREZXUxMDG7fvi27PU+ePEbrS+lmKmdnZ53aKlKkiOT61IPZxqJ0UVrqZkxLcXV1xaZNm7B582Zky5ZNrzYiIyMxbdo0lChRIkVygTHlyJHDbO1VqFABx44d03kwUm7wDAAePnyodTtCCOzZs0dym743w1WvXl1yfXR0dIqBbkuaMWNGigECfQf1EhUtWlR225EjR/S6Ad1UsmXLJpsY5ujoiH379qFFixY6tWms92NQUBBmzJihtr5t27ZwdHTUKabkPDw8MGzYMNnt2hafEUJg2LBhajcme3p6olWrVnrH17ZtW7i6uuq9f6LNmzfD398/6e+qVasiX758eren9L5+9+4dLly4oHfblvbmzZsUf8fExOD48eN6tTV06FCDYjH2d441n+MAsGvXLsn1efLk0VgYQIrcdw7wJbHPGpw+fRqnTp1K+jtXrlyoVauW3u0pnZvR0dE4cuSI3m3rS+53zLt37xAYGIjVq1crfg6n9v3332PgwIGKj/H398c///yj+Bilz3Zdft8XLFhQ9kZ/fX7fK33mN2vWzODfJcY6bicnJ9nfg6b6f401SEhIwPTp01Os69Spk97tOTs7K/6/de/evXq3TURERERERERElmPOXAZt1K9fH2fPnpUsLiuncuXK8PPzU7xuGBMTg9WrVxsjRADKuQ0BAQFGLUqR3qhUKtkC5ufOnVMrxq+N1q1by+ZurFy5Uuf2gC9jquvWrQPwJea+fftqve/du3cli+t26dJFr1gSlS5dWvE67/jx4zUWp7YEa841WbVqFe7cuaO23tDXauDAgbJjE58+fVK7fi/n5s2bWL58udr6Pn366FS4JLWePXvqvW9y06ZNS/G3IeMQgPL4YVoeh/j8+bNaPt+xY8ckixdo4ujoiP79+xsUD/PJvmA+mfasLZ9M6f3033//IX/+/Dhz5gyKFy+uVXsuLi7YtWsXcubMqfi41atXIyEhQfExcmPcxsrbBXQf49aUyzVv3jxkzpxZpzZTkztuXScrMuZxpyVfQz4OERERkbmxUAQRERERGd3Dhw9TXHxPTd9iA1KyZs2KLFmySG7TdYZruQvA2tyIrA+lJJMHDx6YpE9DdO3aFXfv3sV3332ndxvPnz9Hhw4d0LJlS6NXPdY0a4quMmbMKLtt1qxZeg0YVKxYUXabLpWLHz9+LPv86fs8KFWOT13p3xI+ffqkdvNw7dq1DWpTaSAtMjLSqm6ot7GxkZ3NvVOnTmjYsKHObebOnVt20E+X9+PSpUsRGhqqtl6fmFIbMmSI7E2+79690yrBbd++fSlmF0/Ur18/2ba1YW9vjzJlyui9f6Jly5al+NuU72sAOHHihEHtW1JYWJjaOh8fH8XfHHKKFSumWJlfE2N/51jzOQ58mR1Hir7PQ968eWV/D167dg2xsbF6tWtMqc/NmjVrys5apQ1rPDfl3nPAl892uRnJlMycOVNjIrWmYiBKyRC6/L63tbVFhgwZJLfp8/terviRjY0NZs2apXN7qRUqVEi28Iq1/7/GGhw7dixF4SWVSmVQMgmgfN6eP3/eqoqKERERERERERGRdsyZy6CNQ4cOKY5Ly6lRo4baDcupbd68Wd+w1Hh4eEjOppzIGvMbrEmvXr1kxxjWr1+vc3sODg7o1q2b5LajR4/ixYsXOrd54sSJpFnr69Wrh4IFC2q975w5cyTPK2OMFysVtL516xYOHDhgcB/GZq25JkIIzJ49W229i4uLYpF3bdjb22Pw4MGy21euXIn3799rbGfKlCmS7yVNhco1qVSpkkH7A1++P1KP55lybP/p06cICAgwqH1LkRrXDwwMVBt/1VaHDh0Miof5ZF8wn0x71pZPpjSu7+npiX/++Qf58+fXqU03NzcsXrxY8THPnz/XONmZ3Ni+sca3Ad3HuJUmNapSpQo6d+6sU3tSrPG405KvIR+HiIiIyNxYKIKIiIiIjO7+/fuy2zJmzGjQDPNSpGYFz5MnD7755hud2pG7kcxUNysqJZnoM2uEOWTPnh2bNm3C8ePHUaJECb3bOXjwIEqVKoVNmzYZLTZdK1FrovQ+1ffCdL58+WS3BQcHa92OUpENfW98V6qsrOvM86awe/dutRkHSpYsaVCbmqp4nz171qD2jU3pBlV9yb0ntX0/xsbGYunSpZLbqlSpondcifLmzauYQLRixQqNbfz++++S65VmZNBW2bJlDdr/6dOnagPnX9v7Whdubm5q6y5duoQhQ4boNVtQ27Zt9Y7F2N85gHWe44nkvncMKbYiN3AeFRVl8aSnyMhItZlW0uO5Kff65cuXD4MGDdKrzUyZMmHmzJmKj9E0W0OZMmUkk3fatm2LrFmz6hSPMX/fy81U5eXlhVKlSuncXmpubm6Sib0VK1ZUTMCSYu7/11iD1EnvXl5eeiXYJ6d03kZFReHKlSsGtU9EREREREREROZn7lwGTXSddTi5UaNGKd5Yev/+fb0KBkhRqVRwd3eX3W6t+Q3WIm/evGjQoIHktg0bNug1ziVX7DkhIQFr1qzRuT1fX9+kf/ft21fr/YKCgiSLktjZ2el8bVtKjRo1FHMZtBkvNjdrzTU5ePCg5Llavnx52NnZ6RVXcr169ZItiB0dHa2xKMr9+/exd+9etfWFChXSqXCJlEKFChk8ZpD6fW5nZ6f43tSGNY4fGoPUuD4AjB07FseOHdO5vQoVKiieA5own+wL5pNpz9rOTaXXrn///np/RrZr1w5NmjRRfIymsf1BgwZJfocMGDBAp1jkxrcB3ce45cb1AeicTyynW7dukp91ljzutOJrycchIiIiMjcWiiAiIiIio1O6uc8UM3BMnjwZAwYMgKOjI2xtbVGtWjUcPHhQsZqyFLmLxKa66KpUETgwMNCqqwLXr18fN27cwOzZs/WqhA58qejdvXt3/PDDD3rNBp+asZN2lAYN9OXh4SG7TZcZiZWqxX/+/FmnmBIpvY4fP37Uq01jOnTokNq6ggULQqVS6b1Mnz5dsc/AwEBTHY5ezPme1Pb9ePToUbx+/Vptva2tLQoUKGBQbImUbua/ffu2YkLfrVu3JCv529raGiUxSVNFck38/PzU1vXt29eg93WjRo0U+7S297Uu5AoUrVy5Ei1atNBpJg0AmDp1KkJCQvSKxRSJotZ4jieSe271/c4BrPt758SJE2rJJNOmTTPo3NQ0c4Qlzk25ZD1DtW/fXvHz8eXLl4pJSgCwadMmNGjQACqVCs7OzujcuTNWrlypcyzG/H1vSNEWbf35559o164dbG1t4eDggCZNmmDnzp06v1bm/n+NpQkhcPjw4RTrnj9/btA5q1KpNCaMpOXvVCIiIiIiIiKir5W5cxlMydbWFuPGjVN8jDFvilK6rv/o0SOj9ZNeyRVfePbsGU6dOqVze1myZJG9br1mzRokJCRo3VZoaCh27doF4Mvr3L59e6333bZtG6KiotTW58mTx6BCKMkpjRcfOXLEoPEqU7DWXJN169ZJrpcr7q4rT09Pxckktm/frrj/ypUrJYumVK5c2eDYVCqVzsXIU0udsxIXFwcHBweDxiE2btyo2GdaHYdwcXFB3rx51dZHR0ejefPmmDdvnk6fUcCXz8r58+frFQ/zyb5gPlnazScz1bg+AAwePFhxe+rJb1IrVqwYNm/eDE9PTwBAzpw5sWjRIrRu3VqnOJTOK13HuM0xrp81a1bs3r07qZCKu7s7fvnlF8kJ75QY87jTiq8lH4eIiIjI3FgogoiIiIiM7s2bN7LblKrg6svR0RErVqxAaGgowsPDcf78eZQpU0anNs6ePYsbN25IbtNn9gZtyFVQT/T06VOT9Gss9vb2GDNmDB4/fozBgwfrXXl88eLF6NSpk8HFIgyZ1dwc7QHKVepjYmK0bsfe3l5226dPn3SKKZHSwJ4pB5y0dfr0abP3+eHDB7P3qcSc70lt34+pK3wnyp07t9Hi1VT4IPWNoclJzV4DfKlErmsxIVPg+1o3jRs3lt3m5+eH4sWL488//9Tp81RfpjgfrfEcTyT3vaPvdw5g3d87ljg3IyIiJBMp0yIHBwf06NFD8THXr19X3O7l5YV//vkH4eHhCAsLw9atW3VK4IuJicGOHTtkk5P0+X1vjoQSNzc37Ny5M+m4jxw5otMMSfHx8Th8+LDs/yNM9f8aS3vw4IHOxYKMIS1/pxIRERERERERfa3Mnctgat9++y3c3d1lt9+8edNofSnlN1h7boM1aNu2rexzuHbtWp3bU7rR+vnz5zh69KjWbW3bti1pIpPvvvtOMa8hNbnxYi8vL63b0ERpvDg2NhbHjx83Wl/GYI25JtHR0bLj6uZ6rS5fvozg4GDJbUIIbNmyRXKbMQpFGCoiIgJXr141e79peRxCbmw/NjYWo0ePRvXq1TXegG4szCf7gvlkxpOWz83UWrVqpVioRNO4PgB07NgRL1++RFhYGF6/fq1zsYRXr15h9+7dstt1HeM2x7g+ANSrVw8PHjxAaGgoPnz4gKlTp+r0+fDhwwfZ7z4g/Y7tMx+HiIiIyDTsLB0AEREREaU/SskVppiBO5HSYIeUwMBArF27FmvWrIG/v7+JopKnqVCEITdfmlO2bNmwdOlS/PDDDxgzZgyOHDmicxu7du3CoEGDsGrVKr3jMPZFflMMGijNmKFLtXylARp9k3CUjjd37tx6tWksb9++lbz5T5eZTPRRqlQpk7avK3O+J7V9P0pV5gc0f77ponDhwsiRIwfevXsnuf3SpUuy+x44cEByfcGCBY0Sm6GkChTVqVMH2bNnN1mfun5XWpNatWqhbNmysoWdQkJCMHz4cMyZMweTJk1Cr169TDKbB2Ca89Eaz/FEHh4eCAsLU1v/+vVrREVF6TUjlDV/70i9xypWrIj8+fObtF99n0tr1KlTJ8ydO1d2u7a/V3RJRgW+JKqsXr0amzdvlk021Jc5E510/T/T48ePsXr1aqxfv/6rnA1D6pzNli0b6tata9J+lX6TExERERERERGRdbJULoOpODo6om3btli9erXkdmPmQSiN/6WV3AZLcnJyQteuXbF06VK1bTt37sTixYu1LlYSEhKiMbdi5cqVaNasmVbt+fr6Jv27X79+Wu0DfLnp7tSpU5LbjDleXK1aNdja2spOPnLp0iV8++23RuvPUNaYa3L69GnJsT7AuK9VzZo1ZbclJCTgypUraNKkidq2a9eu4fXr15L7WcPY/q1bt9SeZ2dnZzRv3tyk/VrDsevr+++/x5o1a2RvdL506RJq1KiB5s2b45dffkHVqlVNFgvzyb5gPpnxWFs+mSHs7OzQtm1bLFu2THL7hw8fEBoaCldXV41t6VJ0LSYmBnv37sXq1avx999/65zDosTcBUwyZsyo9WMTEhJw5MgRrF69Gvv37zfLRDjWhvk4RERERKbBQhFEREREZHRyg4sATHbDprYSEhJw+PBhLF++HAcPHkwxkOzs7IzIyEizxaLpwqPS82iNvL29cfjwYRw6dAhjxozB/fv3ddp/9erVqF27Nnr16qVX/8a+yG+u6tL6KFeuHGxsbCQHSfSdxUApeadQoUJ6tWkscu8lX19frQai0gtre0++efNG9mZUXW/s1aRMmTI4duyY5La7d+9Krv/w4QNu374tuU1pxgNziY+Px+PHj9XWjx07Fq1atbJARGnD0qVLUbt2bdlEMAAICAjAwIEDMW3aNIwfPx79+/c3+nvSFAPL1naOJ1ehQgXJZNK4uDjcvHkTVapU0blNue+dDBkyWPzma6nvnV69emHYsGEWiCZtKlu2LOzs7BAXFye53ZjFDCIiIrBlyxYsW7YMV65cSVpvZ/fl0rdcDGldbGwsdu/ejWXLluHEiRNJ61UqFRwcHBAdHW3B6MxL6pzNmzcvduzYYYFoiIiIiIiIiIjImllzLoO+KleuLFsowpjXYpXyG9JaboOl9OnTR7JQRFhYGHbu3ImePXtq1c7SpUuTnnO5gvv79+/Hu3fvkCNHDsW2Hj58iHPnzgH4MiZbsWJFrWIAgJs3byI2NlZymzHH5jJmzIgCBQpIjq0C8uPFlmKNY35KeSTGfK3KlCmjuP3u3buShSLkCo4A1jG2LzUO4ezszHEIBRUqVMCQIUOwZMkSxccdOnQIhw4dQqNGjTB58mSTFAFnPtkXzCcjOZUqVVLcHhgYiGLFihmlr8ePH2PFihXw9fVFUFBQ0npz5+2aW2BgIFavXo2VK1fixYsXSevT+3FLYT4OERERkWlY7/9UiYiIiCjNioqKkt1mqeSKz58/Y968eShSpAhatGiBffv2IT4+HpkzZ8YPP/yAmzdvolOnTmaNSdOs7mk1maJ58+a4efMm5s2bp/OA7ejRo/HhwwcTRZZ+ZMyYUXYmhgcPHuDjx486tyk3OwMAi9+0/urVK8n1ISEh5g3k/6tXrx5UKpXRFh8fH4sch6GkKnwnMvZAe/HixWW3JR9AS05pkNuYs6Lo6+3bt5I3L1vqfZ1WVK9eHWvXrtUq+eLly5cYPnw4ChQogJkzZ6bZ71VroDTj1IULF/RqU+57p3nz5rC1tdWrTWMQQkgmzvLc1I2TkxO8vb1lt4eGhhrcx7NnzzBmzBh4enqif//+SUUi8ufPjxkzZuDFixfw9PQ0uB9r8+7dO0ydOhX58uVD586dk4pEeHh44Mcff4S/vz+qVatm4SjNS+q3Is9ZIiIiIiIiIiKSYo25DIZSurFf6eZOXSnlN3AMRjuVK1eWvXa+bt06rdqIjo7GwoULAXy5gX7Lli2Sj4uNjcXatWs1tufr65v07379+mkVQyJrHy9+9uyZUcf1VSoVnj17ZtTjMhdzvVaenp6KN2fLvVbJC4GnZg1j+1LjEMb8fE2v5s+fjxYtWmj12GPHjqFevXqoXbs2Dh8+bOLI0i/mk33BcULdaCoSZYyx/SNHjqB58+YoWrQoZs2ahaCgIKhUKjRu3Bg7duzA3r17De7DGp0/fx5dunRBvnz58MsvvyR9D1arVg2+vr56F3BJq5iPQ0RERGQ6LBRBREREREYXExMju02qYrUpvX37FhMmTICXlxdGjx6NJ0+eAABKly6N5cuX49WrV/jzzz9RunRps8YFaC4UERERYaZIjM/e3h4jR47Ew4cP0aNHD633Cw4OxsyZM00YWfrRp08fyfUJCQnYunWrzu39999/kuuzZcuGRo0a6dyeMb1//15yPQcJLOvly5ey24ydDObl5SW77fPnz5LrHz16JLuPNcwcwPe1/rp37479+/fD3d1dq8cn/hbIly8f5syZg+joaBNHmP506NBB9rzZtGmTzu3Fxsbizp07ktu6du2qc3vG9PnzZ8nfsjw3dVe+fHnZbUrJ2JrcvHkTXbt2ReHChTF37lyEhIRApVKhWbNmOHDgAPz9/fHjjz8iZ86cevdhjZ48eYLBgwcjX7588PHxSUrKqlGjBrZs2YIXL15gxowZKFCggIUjNT+p71Ses0REREREREREJMWachmMRWmGZ2POUKyU35CWcxvMrW/fvpLrT5w4gefPn2vcf+PGjXjz5g0AYPDgwWjQoIFsvsvq1asV24qPj8f69esBAI6OjujevbvG/pOz9vFi+j/mfK3y5Mkjuy09je3Hx8cb5ebp9Mze3h67du3SaZb4s2fP4ptvvkG1atVw6tQpE0aXfjGfjOOEuipVqhTs7Oxkt+s7th8fH49NmzahdOnSaNasGfz8/CCEQObMmTFq1Cg8fPgQR48eRfv27TXm0aY1Bw4cQM2aNVGjRg1s27YNcXFxcHZ2Rr9+/fDff//h/Pnz6N27N5ydnS0dqlkxH4eIiIjIdFgogoiIiIiMTmmmjdjYWLPEEBISggkTJqBgwYKYOXNm0mBj/fr1cfToUdy8eRMDBw5EhgwZzBKPFE0XuC05m7ax5MiRA+vXr8fff/+tOBic3IoVK4yasJJe9ejRA4ULF5bcpinhQ8rff/8tuX769OkWnz1HLrEoKCjIzJFQckqDNMZOiPDw8JDdFh8fDyGE2nq52UgAWEWhAL6vDdO8eXNcv34dLVu21Hqf4OBgjB07FiVKlMCJEydMGF36kylTJowZM0Zy26VLl3Dr1i2d2jt16pTk4G+NGjXw7bff6hOi0fDcNJ5s2bLJbtMn0ePRo0fo2LEjypUrh61btyI+Ph52dnbo3bs37ty5Az8/P7Ro0QI2Nunrkvfr168xcOBAFCtWDMuXL09KxGnbti0uXryIf//9F126dEl3yTO6kDpvP336ZLb/exIRERERERERUdphDbkMxpYxY0bZ66LGzDlQugaZHnIbzKV79+6Sz6UQAhs2bFDcVwiBOXPmAPjyXh4+fDgAoH///pKPf/jwIU6fPi3b3tGjR5NmdW7Tpo3WRdoTWct4cVxcnFH7So+s/bXi2H765eDggIULF2Lv3r2KBV9Su3jxIurVq4dOnTrJFgMgacwn47mpKzs7O7i5uclu12ccevv27ShZsiS6d++O27dvAwBy5cqFuXPn4uXLl5g7d67s+zQtO3bsGCpXroxWrVrh3LlzAAA3NzdMmTIFz58/x6pVq1CuXDnLBmlBPGeJiIiITCd9Zc0SERERkVVQKr5gjuSKTZs2oUiRIpg5c2bSxcXChQvj4MGDOH78OBo3bmzyGLShaUYSJycnM0Vieo0aNcK1a9dQq1YtjY8NCQmRHWSi/2NnZ4eVK1dKJv1cvXo1aeYPbQQFBWHXrl1q66tVq4YBAwYYFKcxyH1uXL161cyRUHJKFeONnUySJUsW2W2urq5QqVRq6z99+iS7j9I2c+H72nBeXl7Yv38/du3ahUKFCmm939OnT9GwYUNMmjRJssgISRs/fjy8vb0lt40cOVKntpYvX662zsHBAYsWLZI8n82J56bxZM6cWXabLjNjREdHY9KkSfD29saOHTuSzttGjRrh5s2b8PX1RYkSJQyO19okJCRg/vz5KFKkCFauXJmUPFmhQgWcP38eu3btQpUqVSwcpXWQOm/j4+Nx48YNC0RDRERERERERETWzNK5DKagUqmQKVMmyW3GnDhDKb8hPeU2mFqOHDnQokULyW2axvgPHDiAe/fuAQC6du2K3LlzA/hSfMLR0VFyn5UrV8q25+vrm/Tvfv36KfYtxVrGi+Xe//R/rP214th++te6dWvcvXsX48eP1+k7Y/v27ShVqhT+/fdfE0aXvjCfjOemPow1tv/o0SPUrVsXnTp1wsOHDwEAjo6OmDx5Mh4/foxRo0YhY8aMBsdrbV6/fo127dqhcePGuHLlCgDAxsYGQ4YMgb+/P3x8fBQn2vha8JwlIiIiMh0WiiAiIiIio1O6mGvK5IqQkBC0adMG3bt3T1FldtCgQbh58yaaN29usr71oanqvS4X2Y2lcOHCaN26tUnazp49O44ePYr69etrfOw///xjkhjSm3r16mH27NmS28aMGaM460JyQ4cORWRkZIp1hQsXxt69e61iVm65pJaLFy+aORJKTinB4+PHjwgLCzNaX3LvAQCyVe2VPmOtIZmE72vjadu2Le7fv4+lS5cmJcRpIoTAjBkz0KNHD42Fm+gLZ2dn7Ny5Ezly5FDbdvz4cSxdulSrdvz8/LBjx44U62xsbLBp0yaUL1/eKLEaQu7cvHfvntET5dI7pWSS7Nmza9XGnTt3UL58ecyYMSPp/xGOjo5YsmQJ/v7773RZIAIAXr58idq1a2PUqFEIDw8H8OU8mTJlCi5duoRq1apZOELrwu9UIiIiIiIiIiLSlqVyGUxNriCE0nierpTG3iyR25CW9enTR3L9w4cPcf78edn9Zs2alfTvMWPGJP3b3d0dbdu2ldxn586dCAkJUVsfHByMffv2AQDy5s2LRo0aaRN6CkrvL21zFbSlz3gx/R+l1+r58+dG7Ytj+yQnY8aM+OOPP/Do0SMMGDAAdnZ2Wu337t07NGzYMOkzizRjPhnPTV0ZY2x/yZIlKFOmDE6fPp20rmTJkrhy5Qp+/fVXuLi4GBynNdq5cye8vb2xe/fupHV58uTBiRMnsGTJEri7u1swOuvCfBwiIiIi07H8/9CIiIiIKN1RSq4w5o3DyT169AhVqlRRGxSaO3culi1bZpWJCTExMYrbtb3IbmyJVY1NIfEm0/z58ys+7vbt2yaLIb0ZNWoUFixYoDaAGhQUhAYNGuDJkyey+yYkJGDEiBH466+/UqwvVqwYjh49KnkzsCXIJTZduHDBzJFQcpoqnd+9e9dofTk4OMhuK1q0qOR6pQSU9+/fGxyToeTe10FBQfD39zdzNGmfnZ0dBg8eDH9/f8yZM0frz69NmzZh7NixJo4u/ShWrBiOHz+OAgUKqG0bNmxYipmnpJw4cQKdO3dOsc7R0RGrV69Ghw4djBqrvuTOzYSEBFy6dMnM0aRtSr+/vby8NO5/4MABVKtWLWl2NABwdXXF0aNHMWTIEKPEaI0uXryISpUq4dy5c0nr7OzssHXrVvj4+MDW1taC0Vkn/lYkIiIiIiIiIiJtWSKXwRwiIiIk12sal9eFUn6DpXIb0qrmzZvDw8NDctvatWsl11+8eBFnzpwBADRr1gylS5dOsb1///6S+0VGRmLjxo1q6zdv3px0c37v3r31uuFXabw4KCgI796907lNOfqMF9P/UXqtjDmuD3xdY/sch9BPnjx5sGLFCty7dw/du3fX6vMnOjoanTt3ZgEAHTCfjHQhN7Zvb28v+5slUXx8PPr374+hQ4ciKioqaX2dOnVw/vx5lCpVyqixWpMpU6agY8eO+PjxY9K6kiVL4sKFC6hTp44FI7NOzMchIiIiMh0WiiAiIiIio/P09JTdlvyiqLE8ffoUDRo0wKNHj1KsHzt2LEaNGmX0/oxFU6GInDlzmimSlF6/fo1Xr16ZrP0sWbJg8eLFio95+/atyfpPj4YPH45Tp06pDaw8fvwYpUuXxs8//4z79+8jISEBwJcZF/766y9UrFgRCxcuTLFPr169cPXqVcmbgC0lV65ckutfvnxpkUHgkydPQghhtMXHx8fsx2AMmgZ+79y5Y7S+lGZwKlOmjOR6V1dX2X1u3LhhcEyGkntfA8COHTvMGEn64uTkhNGjR+PJkyfw8fHRakaCefPm4Z9//jFDdOmDt7c3rl27ppY0GB8fj759+6Jly5Y4cuRI0swicXFxuHDhAgYMGIBGjRqlmAWgSJEiOH/+PHr37m3uw5CVMWNG2URhnpu6+fz5s+y2IkWKKO578OBBtGvXTi0xe/Pmzek6oeLKlSto0qSJ2m/h+fPno2PHjhaKyvrJfacePHhQbZYjIiIiIiIiIiL6upk7l8Fc5Gbg1XQtVhdK+Q2Wym1Iq+zs7NCjRw/JbX/99VeKmywTzZo1K+nfUkXQGzRoIDvGv2rVKrV1icW/VSoV+vTpo1XcqVn7eHH+/PmNOq4vhDBq8RVzUnqtHj16pPj86srYY/vXr183NCSDyY1DXLhwwaT5Veld4cKFsWHDBty+fRvffPONxsdHRUWhZ8+ekp+RJI35ZKQtubH9QoUKKRZzEUKgd+/eWL16dYr1hQsXxt69e5EpUyajxmlNJk2ahGnTpkEIkbTO3d0dfn5+iv/n+JoxH4eIiIjIdFgogoiIiIiMrnDhwrLbPn/+nOLiqKFiYmLQrl07vHz5MsX6vHnz4tdffzVaP6aglGhiY2OjsRqzKZn6htnmzZujYsWKstsTZ64g7dWoUQNnzpxBvnz5UqyPiIjA9OnTUaJECTg6OiJjxoxwc3ND586dkwbUVSoVWrdujTNnzmDt2rWy1ZstJfUxJbd06VKT9Ll582Y8f/7cJG2nFxUqVFAcDDRmwobSQH+1atUk1+fJk0d2n+DgYDx9+tTguAyRNWtW2cGv5cuXJw3EG9PZs2dx+vRpo7drjTJkyIApU6bg4cOH6NChg8bH//TTT2aIKv1wc3ODr68vhg0bprbt4MGDaNasGVxcXJApUyY4ODigevXqWLVqVdL7umjRoli6dClu3ryJ8uXLmzt8jeS+dzZu3CibbGuI+/fvY/fu3UZv19I+ffokud7Ozg5ly5aV3c/f3x9du3ZVSyTs1KkTWrZsadQYrUlwcDDatm2rloRTtWpVfP/99xaKKm2QO2c/fvyIbdu2maTPBQsWyM7SSERERERERERE1sucuQzmEhERgbi4OMltVatWNVo/SvkNuXPnNlo/Xwu54gwhISHYu3dvinX+/v5J4wjly5dHw4YN1fZTqVTo27evZJs3btzA5cuXk/6+efMmrl27BgBo2LCh3sUPKlWqpLjd0uPF9H+UXqu4uDjcvn3baH3JvVaZM2dGiRIlJLcpje1fvXrVKHEZQm4cIi4uDitXrjRJnytWrMCHDx9M0ra1KVGiBA4dOgQ/Pz+NRQgePnyYVOiGtMN8MuNKr/lkcmP7mr7rZ82ahY0bN6qtX7hwIdzc3IwRmlXavn07ZsyYobZ++vTpyJs3rwUiSjuYj0NERERkGiwUQURERERGp5RckZCQoDi7sK5mzpwpObg8cOBAODk5Ga0fU1Aa0CtYsCDs7OzMGE1KR48eNXkf3bp1k92mNFsASXvx4gXq1q2LgIAAFC1aFHv27MH//vc/tGnTBiVKlECOHDmgUqlgY2ODfPnyoWLFiujbty98fX3x7Nkz7N27F7Vq1bL0YUjy9vaGra2t5LZt27YZfXA8MjISw4YNw48//mjUdtObTJkyKd7o6+fnZ7S+5BLP7O3t0aRJE8ltmmZISp4MZQraJBKWLl1acv3Tp09x+PBhY4eE//3vf+jatavR2zWXwYMHq810oYmnpye2b9+O7du3K85UcOnSJdy4ccPQEL8aCQkJGDNmDBYsWAA7OzssWLAAK1asQL9+/VCxYkV4eXnBxcUFMTEx8PDwQMmSJdGyZUv8/vvvOHfuHO7du4fBgwdb7W81udmMwsLCsGHDBqP3t2DBAnTq1AmRkZFGb9uS5D67K1asqPjaDxo0SDIBYPjw4UaLzRqNHz9erfgdAAwbNgwqlcoCEaUdcucsACxZssTo/V28eBEjR47Epk2bjN42ERERERERERGZljlzGcxF6roiADg4OBi1UITSmGzRokWN1s/XomTJkrKvz7p161L8PXfu3KRi3GPGjJFts0+fPrLj6qtWrUr6d/KbrOWKS2jD29sbWbNmld1ujvFiDw8PjTexElCnTh3F7eZ4rZo0aSKbB6U0tv/ff//JFsMxBm3G9ZXGIVauXKlW/NxQr169wtChQzF37lyjtmtOTk5OmD17tk77NGvWDLdu3cKAAQMUH7dixQpDQvvqMJ/MeNJzPllISIjk+po1a8ru8+TJE0yePFltfZEiRfDNN98YKzSr8+nTJwwePFhtvaurK3r37m3+gNIY5uMQERERmQYLRRARERGR0Wm6Off169dG6ScuLg7z58+X3FavXj2j9GFKQUFBstvkquiby8GDBxEdHW3SPpRmddB3xoqv1b1791CjRg3cvHkTRYoUwenTp9GmTRv89NNP2LNnD+7evYu3b98iJiYGnz9/xrNnz3DlyhWsXr0avXv3tvpK1s7OzrI31EdFRWHcuHFG7W/9+vUIDg5GjRo1jNpueqT0Wfvo0SM8fPjQKP0EBgZKrq9Tpw4yZ84sua1ixYqKbW7dutXguJQkJmspUUrOGzdunFE/h+/fv48jR46k+ff13bt38f79e53369ChAy5cuIBcuXLJPubEiROGhPbViI2NRbdu3TB37lzY2Nhgy5YtGD58OAYMGIBVq1bhypUreP78OcLDwxEVFYXXr1/jzp072L9/PyZMmIDq1avDxsa6L0kqnZtTp05V/A2nqw8fPmDjxo0oV64cnJ2djdauIeLj443Szt27dyXXN2/eXHaf//77D//884/aeicnJ6MmNFub9+/fqyX+JkoL/6+xtEqVKsl+rly+fBnr1683an+J/wdN69+pRERERERERERfI3PlMpiT1MQawJebsl1cXIzWjzXnN6RVffr0kVx/9OhRvHnzBsCX5z2xsEPevHnRuXNn2fY8PT3RrFkzyW1btmxBeHg4YmNjk4rgZsmSBW3bttU7fpVKpViA4NSpUwgLC9O7/eTkxotbtmzJYstaKF26NNzd3WW3HzhwwGh9yb1WrVu3lt1HaWw/NDQUhw4dMjguOdqM6xcpUkT2+QsMDMRvv/1m1JgWLVqEuLi4ND8OcfLkSZ33yZAhA1asWIF58+bJPubGjRuyBUkoJeaTpf98MmOM7b98+VK2WJrS2P6CBQskC+XUrVvX4Jis2Zo1axAcHKy2vmrVqlaT82HNvvZ8HCIiIiJTse6sbCIiIiJKkzJmzKg4Y8SrV6+M0s+5c+dkKz/nyJHDKH0A2lWP14fSja66zphubCEhIdi3b59J+8iWLZvstvLly5u07/Tk3r17qFu3Ll6+fAl7e3vs2bMHHh4elg7L6OQSWoAvM54YK3EhIiIC06ZNA5D+B66MoUePHorbjfU58vTpU8n1/fv3l90nR44c8Pb2lt1+4MABvQoOaEubWU2U3td3797FpEmTjBbPhAkTIIRI8+9rIYTkTeTaKFGiBPbs2SN7M/GzZ88MiOzrEBcXh44dOyYVWvnxxx/RoUMHC0dlfErn5rt37zBkyBCj9TVt2jSEhYVZ1bkZExNjlHauXbsmuV7pPbN//37J9e7u7rKzTOnDVL/v9eXn5yf7vZEW/l9jae7u7qhSpYrs9hEjRsjOqqira9euYdu2bciWLRtKlixplDaJiIiIiIiIiMh8zJXLYE43btyQXN+1a1ej9REbG4tPnz5JbrO1tUXx4sWN1tfXpEuXLpI3rcXHx2Pjxo0AgMWLFyfNgDxixAiN18r79esnuT40NBTbtm3DwYMHk8ZIu3XrBicnJ0MOQXG8OCYmBocPHzao/UT6jBfT/1GpVOjevbvs9osXL+Ldu3cG95OQkIDnz5+rrc+SJQvat28vu1+DBg0U212zZo3BscnRZlxfpVKhSZMmstunT5+O//77zyjxvHr1CgsXLoSdnR1q1qxplDYt5cyZM3qPO44cORJDhw6V3CaEQEBAgCGhfRWYT/Z15JMZY2z/6tWrkusrV66sWCxEbmzfmOPbgPWNcX+tx20sX3s+DhEREZGpsFAEEREREZlE7dq1ZbcZ6yad27dvy24z1qwEgPFmVU5N6YbU6tWrm6RPXSTOlGsqSjdoN23a1KR9pxevX79G48aNk57Lrl27ptsb1jp27Ki4fcCAAXjx4oXB/UydOhWBgYEoX768xQu2pAXly5dXrJS/bNkyrWbg0OTmzZtq6zw8PBSTSQDg22+/ld0WGxuL5cuXGxqarOjoaI2PqV+/vmLRnHnz5hklecrPzw/79u2Dg4OD4ixDaYUhM8NXqVJFNjFSm9fsazdw4EDs3bsXwJdk2vHjx1s4ItMoVqyY7MwjALBjxw6sWLHC4H5u3ryJpUuXAgB69uxpcHvGEh4ebnAbjx49kpzJp2bNmoq/VeR+3xvztz1gut/3+krr/6+xBkq/FUNCQtCjRw+DE6Xi4+MxbNgwCCHQo0cPzlJHRERERERERJRGmSOXwZxOnTqlti5PnjxGLfQcEBAge7Na2bJl4eLiYrS+viaZM2dGu3btJLetW7cOkZGRWLx4cdJjBwwYoLHNVq1ayd4IvGrVKvj6+ib93bdvXz2iTql169aKN5Emxm8oqfHi8uXLo1q1akZp/2swdOhQ2evaCQkJSWNWhnj48CGioqLU1vfu3VtxJu+KFSsiT548stsPHjwoWyzEUNqOESuNQ8TGxqJ79+6yBXV0MXr0aERERKBVq1Zwc3MzuD1L+vz5M/bs2aP3/tOnT0eGDBkkt3FsXxnzyf5Pes8nM8bY/qVLlyTXDxw4ULFfuc/lr3VsP70ft7F87fk4RERERKbCQhFEREREZBJKyRVS1eP1IXXzWSKpQWJ9xcbGGq2t5OQKRahUKsUbr83l3LlzOHjwoMnav3v3ruT64sWLK84ITP+nV69eKWa1scYkCGNVt65QoQIqVKggu/3Nmzdo3LixQbP8+Pn5YdasWQCAQYMG6d3O12b48OGy2/z9/bFr1y6D2g8PD5ecfWP06NGwt7dX3LdPnz6KN3HOmDED/v7+BsUnJyIiQuNjHBwcFAejEhIS0KFDB8kEP229fPkyqY927dohe/bserdlLY4cOaJYbEkTucTInDlz6t3m12Dz5s0pkgdLliyJTJkyWTAidcacUUFTsuX333+Pbdu26d1+aGgoOnbsiNjYWFSrVg1lypTRuy1jCw8Pl0zi08WWLVsk148dO1ZxP7nf958/fzbqzEDG/H1vjASNtPD/GlPNWGKsdnv27AlHR0fZ7SdPnkTXrl0NKhYxefJknDt3DoBuvxXT62wvRERERERERERplTlyGczl6dOnSdeskhs3bhwcHByM1o/SuExam/Feqci9MQrg60quWMPt27cxbNiwpJt8Bw4cCFdXV43t2dnZoVevXpLbzp8/n5QDUr58eZQvX17PqP+Pra0tvv/+e9ntJ0+exJUrVwzq49GjR3j79q3a+okTJxrU7temaNGiipO2LF68GJGRkQb1cebMGbV1jo6OGDlypOJ+KpVKsXBJXFwcBg8ebFBscrQZ1we+FGFRGk++e/cuWrRogc+fP+sdy/Lly/HXX38BSD85K8uWLdN7Xzc3NzRq1EhyG8f2lTGf7P+k93yyoKAgg/YXQmDr1q1q63PlyoVu3brJ7hcSEiK7zZjj20DaGdu3luO29nF9wLrzcTi2T0RERGkVC0UQERERkUkoJVc8ePDAKH0ozUqh64XCiIgIPHnyRHKb3ECooUkCclWVS5UqhaxZsxrUtrEMHDgQHz58MEnb27dvl1w/YcIEvdpTukirzwVcpdfXFBeEdW3z6NGj+Pvvv1Os279/v9VdrFa6GU/XAY3Jkycrbn/w4AFq1KihV6LJ0aNH0bFjRwgh4OXlhR49eujchqnJvSct/X7s1KmTYgLYzJkzDYrl8OHDau8jLy8vxQIViQoVKoT27dvLbo+MjMSAAQNM8hxqO1vImDFj4OTkJLs9PDwczZo1w4YNG3SOISAgAPXr10dQUBBsbW21/nwNCgrCmDFjUKhQITg6OsLT0xM9e/bErVu3dI7BFBISEjBlyhS99y9SpIjk+vz582vdhrG/cwDrPceBL8lXqZPtbt++LfvbyVKM+Z3Tr18/xQSj+Ph4fPfdd5g5c6bOz2dwcDAaN26Mhw8fAgB++uknnfY3h8TY9CGESFFUJFGlSpXw7bffKu5rzN/3z58/l03G0+f3vdw2Y8zSYszj/vDhA16/fi25zZD/18idX4Ym5hir3WzZsmlMzNq1axeaNWsmmVCsyYwZM/D7778D+FJ4qVixYlrva8zPJiIiIiIiIiIiMpw5chnMZdOmTWrXqEuVKqV4474+5HIbAKBevXpG7cvUlGaht8QM9fXr15cdo1q9ejUAwN7eHiNGjNC6zX79+sluS7xBUukxuho+fDgKFSoku/2PP/4wqP19+/apratcubLGWeQtxZpzTWbPni07GcP79++xZs0ag2KReq2GDRuGvHnzatz3+++/R4YMGWS3Hz16FOvWrTMoPinajuvb29tj/Pjxio/5999/Ubt2bTx+/FjnONavX4+hQ4cC+DKm1qRJE632O3v2LFq1aoWsWbPCxcUFpUuXxq+//mqU8StjOHHiBE6cOKH3/lJj+46OjsiVK5fWbTCfjPlk6TmfzJBxfeBLQSepvI9JkybB2dlZdj+l8e1///1X58IcSvlIuo5xK52jphzbf/bsGS5duqRTW8Y87kSmGpv+WvJxOLZPREREaRULRRARERGRSRQsWBAlS5aU3Hb37l2j9KE0K7qfn5/aoIecM2fOoEyZMpKV7QEgLCxMrZpwfHw8evfurXWsUm3K3cDVqlUrvds1tsDAQLRu3RphYWFGbffMmTM4evSo2vpKlSrpPaCilLQRFxenc3tKMyXo054mul5IXrt2rdo6Pz8/1K5dG6tXr8aNGzfw7t07hIeHIy4uzmIDfkqzJYSGhurUVtu2bRUTt4AvN4XWrFkTP/30k1YzNURGRmLy5Mlo2bJl0mDQnDlzFAe0LEXuPWnp96NKpcKKFStkE0ouX76M9evX6x3LypUr1dbNmjVLsbhCctOnT1ecMenEiRMYPXq0znEJIRS/zwICArRqJ3fu3Bg7dqziY6KiotCzZ0906NBBqxvzhRDYuHEjKleunJSEMmjQIJQrV07jvo8ePUL58uUxd+5cPHnyBDExMQgMDMSGDRtQsWJFLF68WKvjMrUNGzbg33//1WtfqRkCbG1t0bx5c63bMPZ3DmC95zgAHD9+HC9evEixLiIiAtWrV4ePjw9OnTqFFy9e4PPnz4iOjrbIjFuAcb9zXFxcMH36dMXHJCQkYMKECWjQoAFu3LihVbt+fn6oWLEiLl68CABo3ry5Vf32SySVyKetbdu2qc0uZ2tri6VLl2rcV+n3/axZs2R/P6e2cuVKlCpVSnY2D6kZToKCgjBq1CjZNuUSAj5+/Gjwb2Wl4/b19cXt27e1amfPnj3w9vaWTQiSOu7IyEgMHDhQY9ty55eu55Yp2508eTLc3d0VH3PixAmUKVMGvr6+Ws0Y8+rVK7Rv3x6TJk0CADg7O2Pu3Lk6xWXMzyYiIiIiIiIiIjKcOXIZzCEoKAjz5s1Lsc7Ozg4rVqyAnZ2dUfuSu+bo6Oio9c3M1kLpeq4lbqxWqVTo1auX4mO6du0KT09PrdssWrSo4ri6k5MTvvvuO63b08TZ2RnLli2T3b5jxw6cOnVKr7YTEhKSCmYksrW1xfz586FSqfRq09SsOdfE29tbsdiBj48PgoOD9YrjxYsXOHz4cIp1uXLl0voGTQ8PD4wZM0bxMUOGDMH58+d1ju3Vq1eSYySA9uP6if0XLlxY8TE3b95EhQoVMGfOHK2Kz3z8+BGDBw9G7969ER8fD5VKhcWLF2v1/l60aBHq1q2LAwcOIDg4GJGRkbh9+zZ++eUXlC5d2mqKH/3www9631wrNZbTpEkTxRyQ1JhPxnwyIP3mk12/fl0tl0MXUsWcKlSogMGDByvu5+bmJpsnFhsbq/VENsHBwejWrZviZEFSn98HDhyQnXBB6UZ/Q56rREpj++PGjdNqDDoiIgIjR45EmzZtZB8jddyXL1/Gn3/+qdi2qcamv5Z8HI7tExERUVrFQhFEREREZDKdO3eWXP/gwQOjDDJUrlxZcXvXrl0VK0E/efIE3bt3R926deHv7y/7OCEE7ty5k/R3TEwMunTpotfs7olu3rwp+xy0bt1a73ZN4dy5c2jUqBECAwON0l5wcDAGDBigtj5DhgxYu3YtbG1t9WpXblAX0H4GgOSUBr9NkSCia4xyyTj//vsv+vfvj3LlysHDwwMZM2aEvb09bGxsoFKpoFKpYGtrCzs7Ozg4OMDFxQWZM2dGjhw5kD9/fpQqVQp169ZF9+7dMX/+fMXK1dp4+fKl7DZdq4cDX2ZNUZpFAvhyjv7222/IkycPBg8ejH379uH58+eIjo5GdHQ0AgMD4efnh9GjRyNPnjz43//+lzSw2rx5c6uceSQhIUH2PWIN78eSJUsqVugfNWoUnj9/rnMcJ06cwJEjR1Ks6927t+z3i5RixYppnD1g/vz5GDFihNY3tycWC9q+fbvsYw4ePKh1jJMnT0apUqU0Pm7nzp0oWrQo2rZti/Xr1+PevXtJg/fv37/HuXPn8Ntvv6FYsWLo0aMH3r9/DwDw9PTUOMCWeFzt27eXPW9jY2Pxww8/qCVjWYIQAl26dFH8jJFz7do1tXWNGzdWHMxNzdjfOdZ+jst957x79w5Tp05FvXr1kDdvXmTOnBlOTk6wtbVN+s6xsbGBra0t7O3t4ezsDFdXV2TNmhWenp4oVqwYqlatitatW2PSpEk4dOiQQRX4jf2d069fP60SXE+ePIly5cqhcePGWL58OW7evInQ0FDEx8cjODgYV69exfz581GxYkU0b948qYiCq6srFi5cqHNc5rBw4UK93ssfP37EyJEj1daPHz8elSpV0ri/0u/7oKAgtGrVCkFBQbKPOXXqFGrUqIGBAwcqDtLfvXs3xWf+q1evULduXcUEA6Xz/vLly7LbtKF03FFRUWjdurVioaDr16+jRYsWaNu2Ld6+fSv7uFevXqUonvHp0yc0bdoUx44d0xij3Dmkz7mVnNx5GxoaqnOiRfbs2TUmxgBfPrv69u2LQoUKYfLkyTh58iTevXuHuLg4hIWF4cmTJ9i6dSu+++47FCxYELt27Urad+rUqciXL59OcRn7s4mIiIiIiIiIiAxn6lwGcxg/frzamPasWbNQvXp1o/cld+20fv36yJgxo9H7MyWlgsTh4eF6XRs3VO/evRVvCtdUdF5K//79Zbe1bdsWWbJk0blNJY0aNUKfPn1kt/ft21ev5zZxTDS5n3/+GTVq1NC5LXOx9lyTyZMno0SJEpLbgoKCMGjQIL3i+Pnnn1PcJG9jY4NNmzbp9F776aefZAv5AF9u3G7atCmOHz+udZuPHj1CzZo1ZZ+n169f47///tOqLScnJ6xZs0ZjXlNoaCjGjh0LLy8vjBkzBkePHkVgYCBiYmIQGRmJ58+fY8+ePRg4cCC8vLywfPnypO+eIUOGoEqVKhpjuXTpEoYPHy6b4/D06VPUqVPHaLlehrh7965WRculSI3td+vWTac2mE/2BfPJ0mc+mRACv/76q177bt68WS0ny8nJCb6+vho/51QqFSpWrCi7fdOmTfDx8ZHdHh0djblz56JYsWLYvHmzYl+pJ1XYtm0b2rVrJ1sExpTj+oDy2P7p06cxcOBA2WIR8fHx8PX1RYkSJbBgwQLF/3ekPu5Tp06hYcOGspNlJDLV2PTXko/DsX0iIiJKswQRERERkYk8ePBAAJBcHjx4YJQ+8ufPL9sHAOHk5CR+/PFHce/ePREVFSWeP38udu7cKdq1ayfs7e2THte4cWPRtm1b2XY6dOggQkJCxL1790StWrUEANGlSxe9416yZIlkPwUKFBAJCQlGeW70UahQIdnnwMPDQ+zYscOg9j98+CCqVq2q1ratra3YvXu3QW03b95cNvbr16/r3N7UqVNl21u+fLneccq12apVK53a6dq1q+J735hLpUqVxNGjR/U63kqVKsm2O3HiRL3a3LFjh1CpVEY/zoIFC4rg4GC9YjK1gIAA2birV6+ud7u9evWSbffDhw86tRUfHy9atWol217ZsmXFx48ftW7v2bNnIk+ePGrvxbCwMB2PUoi4uDjRtGlTje+B+vXri8ePHyu2dfv2bcnPsdSLk5OTOHXqVNJ+d+7cEceOHZNt99GjR8Ld3d3o72tHR0dx8eJFrZ6n48ePa9Wmi4uLePbsmXZPvhENGjRILRZvb2/x4sULrduIi4sT5cqVS9GGvb29uHPnjk6x/PXXX7LPz8iRI3U9NKs/x48cOWL096bcki1bNjFt2jQRGRmp8/EuWrRItl1PT08RHx+vc5tBQUGiQIECRj9OlUpl8G8fQym9P4Avv03i4uK0bi8uLk60a9dOrZ2GDRtq3c6TJ080fsfnypVLLF26VLx8+VJERkaKBw8eiKVLl4oaNWqkeNyYMWMUX7tZs2aJiIgI8ffffyd93yxbtkwyrvDwcMXP6O7du2v9PEkJCwsTGTNmVDzuzJkziz/++EM8efJEREVFCX9/f7FhwwbRtGnTFM9Zt27d1J6L5Mvw4cNFWFiYuHTpkvD29haA5t9kt2/fVozt/v37eh33x48fU/yfLPVy+PBhvdodPny4ST6f2rVrp9f/1Uzx2URERERERERERIYxRy5DoilTpsj2NXToUJ2uwybasGGD2rXUoUOHGjXu5HLkyCEZv6+vr8n6NIXY2Fjh7OyseB3w/PnzFomtQYMGkvE0adJEr/YiIiJE5syZJdtUGrM0RGRkpGJ+QJMmTUR0dLTW7V27dk1kypQpRRstWrSw+muq1p5rIoQQDx8+FG5ubrJtTpkyRaf2Vq9erdbG77//rnNcQghx9+5d4erqqnie2tnZialTp2p8P61atUr2PEi+1KpVK2nsNDo6Wvj5+YmAgADZdufOnWuScYhq1appfY707NlTqzabN2+u/ZNvRI6OjmqxjBo1Sqfz9/Lly8LGxkbttdJ1rIb5ZKZbmE9mPppi3LZtm07tPXz4UGTLlk2tnbVr12rdho+Pj8a4GjduLI4dOyY+f/4sgoODxfnz58W4ceNErly5kh6TPXt2xfMqW7Zs4saNGyIkJET4+PgIlUolsmfPLpsrtHXrVsWYDP0dtHbtWq3OjT179ojg4GDx+fNnce3aNeHj45MiNzdDhgxi1qxZsm04OjqKEydOiPDwcLF48WLh6OgonJ2dxX///acY39ixY2XbrFatmt7H/bXk45jis4mIiIjIHFgogoiIiIhMqkKFCpIXzTZu3GiU9hcuXGjQRUEbGxvx888/i/j4eMWLpKmX8uXL63WzciKpm10BiKlTpxrledGXUqGIxKVRo0bixIkTOrd99OhRtZu+gS836G7evNmguGNiYhRv3luyZInObTZs2FC2vQEDBugV57lz52Tb9PDw0OmC+Z07dzQmsRh7+f7773VKVNq3b59iexkzZtR4U76cxYsXG3Vwz9XVVdy8eVOvWMxhw4YNirHrc0N1QkKCKFasmGy7Bw4c0LnNsLAwUa9ePdk2y5YtK548eaKxnfv376t9HlWsWNGggdeQkBBRsWJFje8FBwcH0bt3b3Hw4EHx9u1bERMTI168eCEOHTokunTpIhwcHAQA4e7uLlq2bKnYlkqlEvny5RNZsmQRAETx4sUVY7xw4YJaspOhiy4JenJFjKSWESNG6P1a6EvuuzNHjhziyJEjGvdPSEgQgwcPVtt/5syZOsfyww8/yD43VapU0bk9az/HExISRN26dY363tS0lChRQqvPi0ShoaEib968im3+8ccfOj+PQnwp5OLp6WnU4/Px8dErFmPSVCgCgGjTpo349OmTxrbCw8NFly5d1PYvX768TkWChBCSxSZ0WTJnzix27dolhFAexE+9DBw4UDYmbf6fsGbNGp2OM7XRo0cbdNyOjo5Jv3k7dOig9X7ffPONxt93ml6Tli1b6pX4oemYK1SooNfnX1xcnPjuu++Mes6WLl1ahIaG6hyLKT+biIiIiIiIiIjIMKbOZUikVCgC+HLjuy5jYIcOHVIrwDpw4ECTTUjx+vVrybhdXV0NypmwBD8/P43XAn/55ReLxLZx40bJePS9AVcIITkulj9/fpNOXvLmzRtRqlQp2ee3QYMG4v379xrbOX/+vNoNrN98842IiooyWezGYu25JsnbVBqbHjVqlIiNjdXYzooVK9Ru5p82bZo+h5nk2LFjwsnJSeP56uXlJaZPny6uXr0qwsLCREREhLh3755YvHixKF++fNLjmjRpInLmzKnYlpOTkyhYsGBSPoCmQhcTJkww6jiEp6enePXqldbPUZUqVbRuW9NNxaYgVSgCgGjatKl4/fq1xv1fvnypdvOwu7u7zsXLmU9mnoX5ZKanKU47OzuxatUqrdq6efOmZP6DrjkMb9++Nfi9Vr16dfHixQuNExckXxwcHGRzV4OCgkTx4sUV98+fP79OuSipRUVFpSh0oc9SvHhxcfv2bREaGqr1PiqVSuP/U16+fKmx2JKuRUWE+HrycUz52URERERkaiwUQUREREQmtWrVKsmLZsOGDTNK+1FRUSkG93RZcuTIkWJQfeXKlVrtV6hQIa0GrZQkzt6bfLG1tVWsSG8O2hSKSFxKlSolfvnlF3H27Fnx+fNnyfbu3bsnli9fLipXrizZRvbs2cXx48cNjnv69OmKsXp5eel0k+K1a9fUBrKTLw4ODjpXlY+JiZGdBSRxmTt3rk5tnj59WuNgtrGX3r17K8YUHR0tHj9+LBYuXChcXFw0tpc9e3axfPly8fDhQ51vBFy/fr3s4LIui5ubmzh37pxOfZtTTEyM7DmUuIwfP17nduU+nxOXypUr6zSjS6KIiAjFG1QzZMggpk6dKt68eaO278uXL8XUqVPVkj46deokQkJCdI4ltQ8fPohatWoZ/J4pVKiQuHPnjsbEvsSlZMmSYvbs2eLdu3caY7x69apkUR1dFxsbG7F48WKdnp9169Zp3b6Xl5e+L4Pe5ApFJC7NmjUTR44ckXzfXr16VTRq1EhtH32SlB49eqRxsHvnzp1at5dWzvGQkBDF2VZMseTOnVsEBgbKxpSQkCDevXsn/Pz8ZBN6Uy9DhgwRFy5cEMHBwTolQj558kTy95s+y4QJE7Tu15TkCkW4urqmmEUqT548YunSpZIFI8LCwsTGjRtF/vz51dqpVauWCAoK0jmuR48e6V00p2LFisLf3z+prW7dumm1X5s2bVIkL8XFxYlXr16Jffv2idatW2vdf4cOHYSfn5948+aNzkmZQUFBwsvLS6/jLlSokLh69WpSW5MmTdJqv6pVq8omcn/+/FlcvHhRdO7cWau2GjZsKA4fPizevHmjmAgWHh4ubty4IYYNG6ZVuxUqVBC7d+8WL1680CohNVFcXJzWfWhaypQpI96+fat13+b8bCIiIiIiIiIiIv2ZOpch0blz5ySvoSZfsmfPLtasWaN4bSghIUH8/vvvwtbWNmk/lUolfv31V6PGm9r27dslY+7fv79J+zW258+fa7zBDfhSjDj59VZziYiIEJkzZ04RS9myZQ1q88qVK2rHZ47JS96/fy/q1Kkj+xxny5ZNLFiwQHL899GjR2LkyJEp3ueJ56U+Y9fmllZyTRJdvXpVcWyiVKlSYufOnSImJkZt33///Ve0aNEixeNdXFy0vlFZk7///tsokyz07t1bREdHi3z58ml8rJ2dnWjdurXYu3evVmMSv/32m+Lrre3i5eUlHj58qNPzU79+fa3bnzx5sr4vg96UcnkyZMggJk6cKO7du6e2X0xMjFi3bp3IkSNHin2yZs2qV8EL5pMZ9t7U9VxTwnwywyi9h5P/3axZM3H8+HHJsWp/f38xfvx4tYJjKpVK/Pbbb3rFNXPmTL2eW5VKJcaOHZv0WRsZGan23S+12Nraiq1bt6aIITIyUty5c0csWrRIrcCM3JIpUyYxbdo0cfXqVb0mC/jrr7/0fl917949xRi9tkUSZs2aJRlLfHy8CAwMFDt37tTq+O3s7MSkSZPEf//9pzhpyNeSj2POzyYiIiIiU2KhCCIiIiIyqaioKOHh4aF2waxMmTJG68Pf31/nm6qkKpQ/f/5c4wBeqVKldKrgLuXdu3eSlas7duxoULvGkFgook6dOmLHjh1iz549YurUqaJhw4aK1fpVKpXImTOnKF68uChbtqzIly+fyJAhg+Lju3TpotMNV6mFhYWJmzdvivHjx2tVCbxkyZJi165dIjAwUPLmtbi4OPHixQuxbNkykT17do3tubm5iSVLloj79++L8PBwyRgTEhJEUFCQOHLkiOQNylLPy6hRo8TVq1dli2+k9v79e9GpUyejXCjXdtmwYYNkLH369DG47QIFCmj/JhBfklsMGSgoV66czgPu5vLp0ydx7NgxUa9ePa2OpW/fvuLcuXMiKChI9ubUiIgIcePGDTF58mRhZ2ensc1q1aqJgwcP6nXD66JFixQTN2xsbIS3t7do3ry5aNq0qfD29lb7DPbw8BCrV682xtOZJCoqSgwbNkzvGQQ6d+6clCigVCjC1dVV9O/fX5w/f17nGN++fSvatGmj9/s6e/bs4uDBgzr36+/vr9PzonQDvyloKhSR/LmvXLmyaNmypWjSpIlk0p+7u7vYsmWL1n3HxsaK58+fi82bN4vcuXNrjMHBwUH89ttv4u7du7IDg2nxHE9ISBDLli3TanDUWEvDhg0lYzl58qRR2j958qTW74PQ0FDRv39/vfvKmDGj8PX11bo/U5MrFJEvXz5x48YNtXPH1tZWlC5dWjRt2lS0aNFCVKxYUbJoio2NjRg9erRBCZv79+/XKXlHpVKJMWPGqPUpNwNb8qVLly4pEhyN9d4CIJ49e6bTcV+6dClFkQ5tlu7du6v9bjx79qzG/erVqyf7e9MYs+xIJRtrm5ijtPTp00en53Tz5s2KM0Vp8/7QJTnIEp9NRERERERERESkH3PkMiQKDw8XU6ZMERkzZlS8LlSsWDHxv//9T1y8eFGEhISI6Oho8fDhQ7F69WpRunTpFI/NlSuX+Pvvv40ea2pDhw6VvCZ7+/Ztk/dtqLCwMHHjxg3x66+/qhVhUFqcnJzEiBEjxNmzZxVvoDO21GNhcuPyuihXrlxSezY2NmabvCQuLk788ssvitf67ezsRPny5UXLli1Fo0aNRNGiRdUeU7BgQbFv3z6zxKyvtJprkigoKEh07NhRsf2MGTOKmjVritatW4vatWtLzqRep04dcffuXWM8pUnu3r2b4j2sy+Lq6iqWL1+e1JZSoYhixYqJP/74Q3KyC02OHj2qdyFwAKJBgwZ69avtpBYARJMmTXRu31DajvPlzZtX1KlTR7Ru3VrUqlVL8nuydu3aKQrFa8J8si+YT5a+8snk4pwyZYqYPXu2Wr5VpkyZRM2aNUWrVq1Ew4YNJb9jgS+/J/XJL0qUkJAgunfvrtNz6+HhIfz8/NTa0nQuODo6ir/++ivFPr179zbKe7devXo6H7u2kzckLq6urmLdunVq7WjKQbGxsRHz58+XjEGXCYGUltR5DV9LPo4lPpuIiIiITEUlhBAgIiIiIjKh6dOn4+eff06xTqVS4d27d8iWLZtR+ggMDET37t1x4sQJxce5ubnht99+w6BBg6BSqdS2jx49GvPmzZPct1evXli0aBEyZsxoUKw7duxAx44d1dZfuXIFFStWNKhtQxUuXBjv37/Hy5cv4erqmmJbZGQkTp48iUOHDsHPzw/+/v46t+/o6Ij27dtj9OjRBh2rjY0NDP2vzLp169CzZ08AQL9+/eDr62tQmyqVCk+fPkW+fPkAAA0bNsTx48cNilGlUiEhIUHxMbGxsWjTpg38/PxQunRpDB8+HM+fP0dgYCDevXuHjx8/4vPnzwgNDUVERASioqIQExOD2NhYxMfH63XMBQoUgL+/v9o59OrVK3z8+FHn9pJzcHBA0aJFddonJiYGK1euxMyZM/H8+XOt9smZMycmTJiAH374AXZ2dvqEajKnTp1CgwYNNL72mkydOhW//PILAGD9+vXo06ePwW0mP2+08fbtW8ycOROrV6/Gp0+ftN6vQIECGDBgAIYPH44MGTLoE6pG586dw8SJE3HmzBmtHl+hQgVMnz4d33zzTdI6Hx8fTJ06NcXjatasiX79+qFTp04Gx+7n54epU6fi4sWLWj3eyckJAwcOxC+//IKsWbPq1efQoUOxZMkStfX29vawt7dHRERE0rpr166hfPnyevWjj8GDB2Pz5s3Ys2cPSpUqhQsXLmDXrl04cOAAPnz4oFUbzs7O6N27N37++WfkypVLq3369u0LX19fQ0JH/fr1k74T0vo5vmHDBvTq1Qu2traYOXMmoqOj8erVK7x79w5BQUH49OkTQkNDER4ejsjISERHRyd958THx+sV18mTJ1G3bt0U68LDw/H06VO92kuuQIECOp+r58+fx5QpU3Ds2DGtvkft7OzQtWtXTJ8+HXnz5tU3VKPr3bs31q1bp7Y+X758ePbsGT58+IDhw4djy5YtWh2njY0NWrRogalTpxrls+Hff/9Fz5498eTJE8XHFS1aFCtWrFB7jwBAXFwcatSogcuXL6ttc3Z2xrRp0zB27NgU64313gKAYsWKwd7eXqd97t27h++++w7Xr19XfFzu3LmxcOFCtG/fXnJ7u3btsHv3brX1tra2GD16NGbMmCH7G+j27ds6xSwlR44cyJEjR4p1Dx8+RExMjEHtZsmSBZ6enjrtExQUhN9//x0rVqxAaGioVvuULVsW06dPR8uWLXXqy5KfTUREREREREREpDtz5DIk9/79e8ybNw9Lly5FSEiIXm04OTlhyJAh8PHxQaZMmYwboIRSpUrhzp07Kda1bNkS+/fvN3nf+ggICEChQoUAQO9xidRsbGygUqmwZs0ancZKdXXx4kVUq1YNAJAnTx48efJE52vMqS1atAjDhg0DADRp0gRHjhwxOE5dPHnyBDNmzMDmzZsRGRmp9X7e3t4YOnQo+vfvb/BzYEppOdcktdOnT+O3337DkSNHtD4eGxsb1KtXD+PGjUOzZs30CVWj2NhYLF68GL///jvevn2r8fH29vbo3r07pk6dCi8vr6T1+fPnR0BAQNLfGTJkQMeOHdGvXz/UqlXLoBjDwsKwYMECLFiwAO/fv9dqn0KFCuGXX35Bjx49JPPXNPnw4QMqVKggmSOTOXPmFPkZZcqUwY0bN3TuwxBOTk6oU6cOVq1ahejoaBw+fBi7d+/G6dOntf5sLlSoEMaNG4cBAwbAxsZGq32YT/Z/mE+WvvLJ5D4npkyZAh8fH5w6dQqDBg3CgwcPtGovS5YsGDp0KMaOHYvMmTMbFJsQAtOmTcNvv/2G6Ohoxcd+9913WLBggeTv7EuXLqFOnTqSbRQvXhwbNmxApUqVUqw3xnsL+PKdUKBAAZ33W758OcaPH4/Pnz8rPq5p06ZYtmwZ8ufPr7bt2bNnqFChguRxeHp6YvXq1WjatKlkuyEhIXj58qXOcaeWOq/ha8nHsdRnExEREZEpsFAEEREREZnchw8fUKBAAbWbcnS94VgbR44cwebNm3H27Fm8efMGtra28PT0RMmSJdG+fXu0bt1asdCDEAJz5szBihUr8OzZM2TNmhUNGjTADz/8gOrVqxslxn79+mHNmjUp1jVr1gx+fn5Gad8QhQsXhre3N/bu3avxsU+ePMHx48dx8eJFPHr0CC9evMCHDx8QERGB+Ph4uLi4IFu2bMifPz/Kli2LWrVqoWnTpmoFKPRhjJvX8uTJAzc3NwDGGzRIftH86dOnCA8PN7jNUqVKyW4TQqBbt27YsmULsmfPjsuXLycNLOoqNjYWMTExiIqKQnBwMIKCgvDo0SNcv34d+/btUysMYg2FTVJLSEjAP//8Az8/P1y+fBmPHj1CSEgI4uPjkSlTJhQoUACVKlXCN998g+bNm1ttQomxBluS36BprIGh5OeNLiIiInDs2DH8/fffuHHjBh4/foxPnz4hOjoamTJlgru7O4oXL45KlSqhcePGqFGjhl7JEPq4fv06duzYgTNnzuDBgwcIDg4GALi7u6No0aKoWbMm2rZtiypVqqjtm1gowsPDAz179kS/fv1QrFgxo8d48+ZN7N27F2fPnsWDBw/w/v17REVFIUOGDPDy8kKZMmXQqFEjtG/fXq/XJ7mEhAQsWLAAK1euhL+/P3LkyIGePXti9OjRuHfvHmrXrp302HPnzhntu9EQ8fHxuHDhAk6fPo3Lly/j/v37CAwMRHh4ODJmzIgcOXKgbNmyaNiwIdq1a4fs2bPr1L4xviOSDyqn5XP8wIEDaNu2LeLi4rBkyRIMGTJEr37i4+OTkkxCQkIQHByMgIAA3L17F8eOHcPJkydTJLb88MMP+PPPP/Xqy5T8/f2xe/dunDp1Cvfu3cObN28QGRkJZ2dn5M6dG6VKlUL9+vXRsWNH5MyZ09LhqtFUKCKRv78/9u/fjyNHjuDJkyd4//49Pn/+DBcXF+TKlQve3t6oW7cu2rZta/RCGDExMdi4cSN2796N//77D+/fv4erqyvy5MmDKlWqoFOnTqhfvz5sbW1l2wgJCcGkSZOwc+dOfPz4EXnz5kWrVq0wYsQIvX83mVpCQgJ27tyJ7du34+LFi3j37h2cnJzg6emJcuXKoWPHjmjWrBkcHR1l24iOjsa0adOwceNGvH79Grly5ULTpk0xYsQIeHt7m/ForEd4eDj27duHv//+G9evX8ezZ88QGhoKGxubpO/96tWr49tvv01KxiYiIiIiIiIiovTNnLkMyUVGRmLnzp3YunUrjh8/rtUN9AUKFECPHj0wZMgQs11zfv78OfLnz692k9b58+et9hpabGys1jdJ6krfsVJdeHt74+7du5g1a5ZaoWN9hISEIFeuXIiKisK2bdvQqVMnI0SpXxxHjhzBP//8g1u3buHJkyf4/Pkz4uLikDlzZmTNmhWlSpVC5cqV0axZM5QrV84iceoqreaaKAkICMChQ4dw+vRp3L17Fy9fvky6lp4lSxZ4eHigXLlyqFKlCtq0aaNzcWd9xcTEYP/+/Th06BCuXLmCZ8+eITw8HI6Ojknjcg0bNkSnTp3UClkD/1coomrVqujXrx+6dOlilPyl1DH6+fnh6NGjuHLlCp48eZJUsMHNzQ2FCxdGlSpV0LJlSzRo0EDr4gdyXr16hUmTJsHPzw8hISGoUKECRo0ahQ4dOmDgwIFYvXo1gC9F1031uair4OBgnDhxAmfPnsXNmzfx6NEjfPjwAbGxsciaNSty586dlF/WtGlTxTFAKcwn+4L5ZCmlh3wyTYUigC95GKdPn8bBgwdx9uxZvH79Gu/fv0dcXBwyZcqEggULonz58mjcuDFatmwJJycno8YYEBCAlStX4siRI3j69ClCQ0ORM2dO5M2bF9988w06d+6cVMxLzvnz5zFp0iRcvHgRNjY2KFeuHHr06IHevXvDwcHBqPEaS1BQEFauXImDBw/i4cOHCAkJQfbs2eHl5YWGDRuic+fOKFOmjGIb9+7dw8SJE3HixAnExcXB29sbnTt3xqBBg4z+XZVWpPV8HCIiIiJzY6EIIiIiIjKLmTNnYsKECSnWtW3bFrt27bJQRJYRGxsLDw+PFININjY2+O+//zReECZKbdiwYVi0aBFUKhWOHTuGBg0amKSfhIQE/P7775g0aVLSuuXLl2PgwIEm6Y+IrFN0dHSKgeLHjx9rHMSl9OPs2bNo0qQJIiMj0bNnT8kCA8Zy5coVtGzZMmlWoOrVq+PcuXMm6+9rpW2hCCIiIiIiIiIiIqL0zNK5DFFRUbhy5QquX7+OJ0+eICgoCNHR0XBxcYGHhweKFSuGGjVqmKRYuSazZ8/GuHHjUqxr3749duzYYfZYvhZHjx7FuXPnMHr0aGTKlMkoba5fvx5Pnz7FxIkTFQsQE1H6sXz5cgwePBgAUKtWLZw5c8bCEZE5MZ8s/dGmUAQREREREX297CwdABERERF9HUaOHImVK1fi8ePHSev8/Pzw8eNHZMmSxYKRmdeRI0fUKo337NmTRSJIZ9OnT8eiRYsAAAMGDDDZoB7wpZjJTz/9hIsXL2Lfvn0AvlTDJqKvS/Lvr8SZ7enrcOvWLbRq1QqRkZHImTMn5s+fb9L+KlWqhKVLl6Jdu3YA+J1DRERERERERERERKZj6VwGJycn1KpVC7Vq1TJ5X7raunVrir/t7e3x22+/WSiar0OTJk3QpEkTo7bZs2dPo7ZHRNYv+dh+4cKFLRgJmRvzyYiIiIiIiL4+NpYOgIiIiIi+Dg4ODpg9e3aKdVFRUSadjdoarV27NsXf7u7u+OOPPywTDKVZO3bswM8//wzgS+LQ//73P7P026hRo6R/Ozk5maVPIrIet27dSvp3rVq1+DnwlQgODkbLli0REhICAJg0aZJZEmP5nUNERERERERERERE5sBcBmm3b9/G1atXU6wbP348ihQpYqGIiIhIW8nH9pOPu1L6xnwyIiIiIiKirxMLRRARERGR2bRp0wadO3dOsW7WrFmIjIy0UETm9eTJE+zevTvFutmzZyNHjhwWiojSooCAAPTv3z/p7w4dOiBbtmxm6Tv5ucoZB4i+PgcPHkz6d5cuXSwYCZlTv3798Pz5cwCAi4sLeoTqG0wAAQAASURBVPXqZZZ++Z1DRERERERERERERObytecySJkzZ06Kv4sWLZp08ykREVmv2NhY/P333wAAV1dXtGjRwsIRkTkwn4yIiIiIiOjrxUIRRERERGRWy5cvR758+ZL+DgwMxIIFCywYkfnMnz8fCQkJSX83b94cffr0sWBElNYIIdC7d298+vQpaV2NGjXM1v/ly5cBALa2tqhdu7bZ+iUiywsJCYGvry8AIE+ePOjRo4eFIyJzWLt2Lfbs2ZP0d6lSpeDq6mqWvhO/cwCgXr16ZumTiIiIiIiIiIiIiL5eX3MuQ2qvX7/G5s2bk/62s7ODr68vHB0dLRgVERFpY8OGDXj//j0AYPDgwXBzc7NsQGRyzCcjIiIiIiL6urFQBBERERGZVebMmbFp0ybY2tomrfvjjz/w8eNHC0Zlek+ePMHKlSuT/s6dOzfWrVtnwYgoLdq4cSNOnjyZYp27u7tZ+n727FnSzcItWrRAlixZzNIvEVmHSZMm4fPnzwCAuXPnwsHBwcIRkamFhIRg7NixKdaZ6zsH+FJgCwAcHBzUZnEjIiIiIiIiIiIiIjK2rzWXQcqUKVMQExOT9Pe0adPMesMpERHpJyQkBL/88gsAwNPTEz/++KOFIyJzYD4ZERERERHR142FIoiIiIjI7GrWrIlZs2Yl/R0SEoIffvjBghGZ3qhRoxAVFQUAsLe3x5YtW5AtWzYLR0Vpza+//qq27tixYybvNy4uDt27d0dcXBxUKhUmTZpk8j6JyHrs378fS5cuBQB0794dHTt2tHBEZA6LFy/Ghw8fUqy7dOkSQkNDTd730qVLk77f+vfvDw8PD5P3SURERERERERERET0NeYypHb16lWsXr066e9vvvkGEydOtGBERESkDSEEBg4ciFevXsHGxga+vr68af8rwXwyIiIiIiKirxsLRRARERGRRYwaNQqjRo1K+nvz5s3YtGmTBSMynb1792Lfvn1Jf69YsQJ16tSxYESUFj18+BCPHj1SW+/r65vi/WVs0dHR+O677/Dvv/8CAAYMGIAqVaqYrD8isi4nTpxA586dIYRAkyZNsGrVKkuHRGZy8OBBtXXBwcEYMGAA4uPjTdbvtm3bMHLkSABArly5JJNaiIiIiIiIiIiIiIhM5WvKZUgtNjYWQ4YMQUJCAgCgTJky2LZtG1QqlYUjIyIiJQkJCRg6dCi2b98OlUqFlStXonHjxpYOi8yA+WRERERERETEQhFEREREZDFz5sxB586dk/7+/vvv8ezZM8sFZAIBAQHo06dP0t8+Pj7o3bu35QKiNOvz58+S6+Pj49GuXTv8/PPPRp/l/fHjx2jcuDG2b98OAChbtizmzp1r1D6IyDoJIfDnn3+iadOmiIyMRNu2bbFnzx44OjpaOjQyE7nvnW3btqFBgwa4ffu2UfuLjo6Gj48PunbtipiYGNjZ2WHz5s1wd3c3aj/0f+Li4iTXJyYAExEREREREREREX2tvoZcBikTJ07E5cuXAQBeXl44cOAAXF1dLRwVEREp+fDhA1q2bImlS5fCyckJa9asQd++fS0dFpkJ88nSP7lxfYBj+0RERERE9AULRRARERGRxahUKqxfvx5t27YF8GXgok2bNrIDGGlNZGQkOnXqhI8fPwIAJk2ahClTplg4KkqrSpYsicyZM0tui4+Px/Tp05EvXz5MnToVDx8+NKivhw8fYvz48ShVqhTOnDkDAChQoAAOHDiADBkyGNQ2EVm/s2fPokaNGhg+fDjs7OywaNEi7Nq1C87OzpYOjcyoRo0asttOnz6NMmXKoH379vjnn38QGxurdz+hoaFYv349vL29MXXqVAghYGNjgzVr1qBevXp6t0uaySWUxMTEmDkSIiIiIiIiIiIiIuuS3nMZpOzcuTPpJk8vLy+cPHkSXl5eFo6KiIjkREVFYeHChShatCj8/Pzg7e2NS5cucQKjrwzzydI/pUIRHNsnIiIiIiIAUAkhhKWDICIiIqKvW3x8PAYOHIg1a9YAAOrXr4+DBw+m6RtSY2Ji0KZNGxw+fBgAMG3aNPz8888WjorSuj///BPDhw/X6rGFCxdGw4YNUbx4cRQrVgwFCxaEq6srMmTIgAwZMiA+Ph5hYWEIDQ3F27dvcefOHdy+fRsnTpzA9evXU7RVqlQpHDp0iIlAROncuXPn8P333+PGjRuws7ND7969MWXKFOTJk8fSoZEFBAQEoEKFCggODtb4WFdXVzRq1AjlypVD0aJFUbRoUWTLli3pO8fe3h5hYWEICwtDSEgIHjx4gNu3b+Pq1as4evQooqKiktpydHTE2rVr0aVLF1MeHgFo0aIFDh06pLbe2dkZERERFoiIiIiIiIiIiIiIyLqkx1wGKX///TdatWqF6OhoFClSBEeOHEGBAgUsHRYREcmYPn065s6di48fPyJXrlz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",
|
|
"text/plain": [
|
|
"<Figure size 4200x1567.16 with 4 Axes>"
|
|
]
|
|
},
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig.savefig(\"end_to_end_overlap.pdf\", bbox_inches=\"tight\", dpi=1000)\n",
|
|
"fig"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": ".venv",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.12.9"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|