From 9f133fead5efb79a47baade97a24e3ea1141eb8a Mon Sep 17 00:00:00 2001 From: lukas-heiligenbrunner Date: Tue, 7 Jan 2025 17:40:35 +0100 Subject: [PATCH] add notebooks with plots --- .../.ipynb_checkpoints/plots-checkpoint.ipynb | 485 ++++++++++ .../.ipynb_checkpoints/pmf-checkpoint.ipynb | 895 ++++++++++++++++++ notebooks/faultclasses-bottle.png | Bin 0 -> 33142 bytes notebooks/faultclasses-cable.png | Bin 0 -> 37142 bytes notebooks/inbalanced-2way-bottle.png | Bin 0 -> 31938 bytes notebooks/inbalanced-2way-cable.png | Bin 0 -> 37267 bytes notebooks/inbalanced-bottle.png | Bin 0 -> 28669 bytes notebooks/inbalanced-cable.png | Bin 0 -> 31641 bytes notebooks/normal-bottle.png | Bin 0 -> 30274 bytes notebooks/normal-cable.png | Bin 0 -> 37329 bytes notebooks/plots.ipynb | 153 ++- 11 files changed, 1529 insertions(+), 4 deletions(-) create mode 100644 notebooks/.ipynb_checkpoints/plots-checkpoint.ipynb create mode 100644 notebooks/.ipynb_checkpoints/pmf-checkpoint.ipynb create mode 100644 notebooks/faultclasses-bottle.png create mode 100644 notebooks/faultclasses-cable.png create mode 100644 notebooks/inbalanced-2way-bottle.png create mode 100644 notebooks/inbalanced-2way-cable.png create mode 100644 notebooks/inbalanced-bottle.png create mode 100644 notebooks/inbalanced-cable.png create mode 100644 notebooks/normal-bottle.png create mode 100644 notebooks/normal-cable.png diff --git a/notebooks/.ipynb_checkpoints/plots-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/plots-checkpoint.ipynb new file mode 100644 index 0000000..cda2eba --- /dev/null +++ b/notebooks/.ipynb_checkpoints/plots-checkpoint.ipynb @@ -0,0 +1,485 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Define data\n", + "bottle_data = {\n", + " \"ResNet50\": {\n", + " \"1,3,5 shots normal\": [0.5892857142857143, 0.7321428571428571, 0.75],\n", + " \"inbalanced - more good shots\": [0.75, 0.732, 0.696, 0.696],\n", + " \"2 ways only detect if faulty or not\": [0.8395, 0.8315, 0.8031],\n", + " \"inbalance 2 way\": [0.8031, 0.81893, 0.8336, 0.8031],\n", + " \"only faulty class detect\": [0.7638, 0.7428, 0.787]\n", + " },\n", + " \"P>M>F\": {\n", + " \"1,3,5 shots normal\": [0.67910401, 0.71710526, 0.78860294],\n", + " \"inbalanced - more good shots\": [0.78768382, 0.78860294, 0.75827206, 0.74356618],\n", + " \"2 ways only detect if faulty or not\": [0.86422306, 0.93201754, 0.93933824],\n", + " \"inbalance 2 way\": [0.92371324, 0.87867647, 0.86397059, 0.87775735],\n", + " \"only faulty class detect\": [0.57380952, 0.76705653, 0.84191176]\n", + " },\n", + " \"CAML\": {\n", + " \"1,3,5 shots normal\": [0.40740741, 0.39726027, 0.30769231],\n", + " \"2 ways only detect if faulty or not\": [0.79012346, 0.84415584, 0.87671233],\n", + " \"only faulty class detect\": [0.58064516, 0.51785714, 0.52]\n", + " }\n", + "}\n", + "\n", + "cable_data = {\n", + " \"ResNet50\": {\n", + " \"1,3,5 shots normal\": [0.21808, 0.43815, 0.4321478],\n", + " \"inbalanced - more good shots\": [0.4321478, 0.432986, 0.42340, 0.4464635],\n", + " \"2 ways only detect if faulty or not\": [0.8592, 0.8772, 0.8495],\n", + " \"inbalance 2 way\": [0.8495, 0.8180, 0.7460, 0.6846],\n", + " \"only faulty class detect\": [0.240, 0.4740, 0.4805]\n", + " },\n", + " \"P>M>F\": {\n", + " \"1,3,5 shots normal\": [0.25199021, 0.44388328, 0.46975059],\n", + " \"inbalanced - more good shots\": [0.50425859, 0.48023277, 0.43118282, 0.41842534],\n", + " \"2 ways only detect if faulty or not\": [0.79263485, 0.8707712, 0.86756514],\n", + " \"inbalance 2 way\": [0.86966158, 0.80142425, 0.80961366, 0.66028834],\n", + " \"only faulty class detect\": [0.24383256, 0.43800505, 0.51304563]\n", + " },\n", + " \"CAML\": {\n", + " \"1,3,5 shots normal\": [0.24031008, 0.19834711, 0.15929204],\n", + " \"2 ways only detect if faulty or not\": [0.57364341, 0.54545455, 0.59292035],\n", + " \"only faulty class detect\": [0.12962963, 0.36363636, 0.58823529]\n", + " }\n", + "}\n", + "# Prepare the data\n", + "measurement_types = [\n", + " \"1,3,5 shots normal\",\n", + " \"inbalanced - more good shots\",\n", + " \"2 ways only detect if faulty or not\",\n", + " \"inbalance 2 way\",\n", + " \"only faulty class detect\"\n", + "]\n", + "\n", + "models = [\"ResNet50\", \"P>M>F\", \"CAML\"]\n", + "\n", + "# Create subplots\n", + "fig, axes = plt.subplots(3, 2, figsize=(14, 10))\n", + "axes = axes.flatten()\n", + "\n", + "# Loop through each measurement type\n", + "for i, measurement in enumerate(measurement_types):\n", + " ax = axes[i]\n", + " for model in models:\n", + " # Get the bottle and cable data for the current measurement and model\n", + " bottle_accuracy = bottle_data[model].get(measurement, [])\n", + " cable_accuracy = cable_data[model].get(measurement, [])\n", + " \n", + " # Plot both bottle and cable data\n", + " ax.plot(bottle_accuracy, marker='o', label=f'{model} - Bottle', linestyle='-')\n", + " \n", + " ax.set_title(measurement)\n", + " ax.set_xlabel(\"Shots / Samples\")\n", + " ax.set_ylabel(\"Accuracy\")\n", + " ax.legend()\n", + " ax.grid(True)\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create subplots\n", + "fig, ax = plt.subplots()\n", + "\n", + "# Loop through each measurement type\n", + "model = \"P>M>F\"\n", + "data = cable_data\n", + "imgclass = \"cable\"\n", + "\n", + "# Plot both bottle and cable data\n", + "ax.plot([5,10,15, 30], data[model].get(\"inbalanced - more good shots\", []), marker='o', label=f'Inbalanced (more good shots) - 9 way', linestyle='-')\n", + "ax.plot([5,10,15, 30], data[model].get(\"inbalance 2 way\", []), marker='o', label=f'faulty or not - 2 way', linestyle='-')\n", + "\n", + "ax.set_title(f'{model} - {imgclass}')\n", + "ax.set_xlabel(\"Shots per class\")\n", + "ax.set_ylabel(\"Accuracy\")\n", + "ax.legend()\n", + "ax.grid(True)\n", + "\n", + "ax.set(xlim=(4.5, 30.5), xticks=[5,10,15, 30])\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "plt.savefig(f\"{model}-{imgclass}-inbalanced.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create subplots\n", + "fig, ax = plt.subplots()\n", + "\n", + "# Loop through each measurement type\n", + "model = \"P>M>F\"\n", + "data = bottle_data\n", + "imgclass = \"bottle\"\n", + "\n", + "# Plot both bottle and cable data\n", + "ax.plot([1,3,5], data[model].get(\"1,3,5 shots normal\", []), marker='o', label=f'Normal all classes - 4 way', linestyle='-')\n", + "ax.plot([1,3,5], data[model].get(\"2 ways only detect if faulty or not\", []), marker='o', label=f'faulty or not - 2 way', linestyle='-')\n", + "ax.plot([1,3,5], data[model].get(\"only faulty class detect\", []), marker='o', label=f'faulty classes - 3 way', linestyle='-')\n", + "\n", + "ax.set_title(f'{model} - {imgclass}')\n", + "ax.set_xlabel(\"Shots per class\")\n", + "ax.set_ylabel(\"Accuracy\")\n", + "ax.legend()\n", + "ax.grid(True)\n", + "\n", + "ax.set(xlim=(0.75, 5.25), xticks=[1,3,5])\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "plt.savefig(f\"{model}-{imgclass}.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "x and y must have same first dimension, but have shapes (3,) and (4,)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[2], line 10\u001b[0m\n\u001b[1;32m 7\u001b[0m imgclass \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbottle\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 9\u001b[0m \u001b[38;5;66;03m# Plot both bottle and cable data\u001b[39;00m\n\u001b[0;32m---> 10\u001b[0m \u001b[43max\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[38;5;241;43m3\u001b[39;49m\u001b[43m,\u001b[49m\u001b[38;5;241;43m5\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mResNet50\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43minbalanced - more good shots\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmarker\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mo\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlabel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43mf\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mResNet50\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlinestyle\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m-\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 11\u001b[0m ax\u001b[38;5;241m.\u001b[39mplot([\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m3\u001b[39m,\u001b[38;5;241m5\u001b[39m], data[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mP>M>F\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124minbalanced - more good shots\u001b[39m\u001b[38;5;124m\"\u001b[39m, []), marker\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mo\u001b[39m\u001b[38;5;124m'\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mP>M>F\u001b[39m\u001b[38;5;124m'\u001b[39m, linestyle\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m-\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 12\u001b[0m ax\u001b[38;5;241m.\u001b[39mplot([\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m3\u001b[39m,\u001b[38;5;241m5\u001b[39m], data[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCAML\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124minbalanced - more good shots\u001b[39m\u001b[38;5;124m\"\u001b[39m, []), marker\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mo\u001b[39m\u001b[38;5;124m'\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCAML\u001b[39m\u001b[38;5;124m'\u001b[39m, linestyle\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m-\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "File \u001b[0;32m/usr/lib/python3.13/site-packages/matplotlib/axes/_axes.py:1777\u001b[0m, in \u001b[0;36mAxes.plot\u001b[0;34m(self, scalex, scaley, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1534\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1535\u001b[0m \u001b[38;5;124;03mPlot y versus x as lines and/or markers.\u001b[39;00m\n\u001b[1;32m 1536\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1774\u001b[0m \u001b[38;5;124;03m(``'green'``) or hex strings (``'#008000'``).\u001b[39;00m\n\u001b[1;32m 1775\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1776\u001b[0m kwargs \u001b[38;5;241m=\u001b[39m cbook\u001b[38;5;241m.\u001b[39mnormalize_kwargs(kwargs, mlines\u001b[38;5;241m.\u001b[39mLine2D)\n\u001b[0;32m-> 1777\u001b[0m lines \u001b[38;5;241m=\u001b[39m [\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_lines(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, data\u001b[38;5;241m=\u001b[39mdata, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)]\n\u001b[1;32m 1778\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m line \u001b[38;5;129;01min\u001b[39;00m lines:\n\u001b[1;32m 1779\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39madd_line(line)\n", + "File \u001b[0;32m/usr/lib/python3.13/site-packages/matplotlib/axes/_base.py:297\u001b[0m, in \u001b[0;36m_process_plot_var_args.__call__\u001b[0;34m(self, axes, data, return_kwargs, *args, **kwargs)\u001b[0m\n\u001b[1;32m 295\u001b[0m this \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m args[\u001b[38;5;241m0\u001b[39m],\n\u001b[1;32m 296\u001b[0m args \u001b[38;5;241m=\u001b[39m args[\u001b[38;5;241m1\u001b[39m:]\n\u001b[0;32m--> 297\u001b[0m \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_plot_args\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 298\u001b[0m \u001b[43m \u001b[49m\u001b[43maxes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mthis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mambiguous_fmt_datakey\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mambiguous_fmt_datakey\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 299\u001b[0m \u001b[43m \u001b[49m\u001b[43mreturn_kwargs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mreturn_kwargs\u001b[49m\n\u001b[1;32m 300\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/usr/lib/python3.13/site-packages/matplotlib/axes/_base.py:494\u001b[0m, in \u001b[0;36m_process_plot_var_args._plot_args\u001b[0;34m(self, axes, tup, kwargs, return_kwargs, ambiguous_fmt_datakey)\u001b[0m\n\u001b[1;32m 491\u001b[0m axes\u001b[38;5;241m.\u001b[39myaxis\u001b[38;5;241m.\u001b[39mupdate_units(y)\n\u001b[1;32m 493\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m x\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m!=\u001b[39m y\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m]:\n\u001b[0;32m--> 494\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx and y must have same first dimension, but \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 495\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhave shapes \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mx\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m and \u001b[39m\u001b[38;5;132;01m{\u001b[39;00my\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 496\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m x\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m2\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m y\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m2\u001b[39m:\n\u001b[1;32m 497\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx and y can be no greater than 2D, but have \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 498\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mshapes \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mx\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m and \u001b[39m\u001b[38;5;132;01m{\u001b[39;00my\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n", + "\u001b[0;31mValueError\u001b[0m: x and y must have same first dimension, but have shapes (3,) and (4,)" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create subplots\n", + "fig, ax = plt.subplots()\n", + "\n", + "# Loop through each measurement type\n", + "model = \"P>M>F\"\n", + "data = bottle_data\n", + "imgclass = \"bottle\"\n", + "\n", + "# Plot both bottle and cable data\n", + "ax.plot([1,3,5], data[\"ResNet50\"].get(\"1,3,5 shots normal\", []), marker='o', label=f'ResNet50', linestyle='-')\n", + "ax.plot([1,3,5], data[\"P>M>F\"].get(\"1,3,5 shots normal\", []), marker='o', label=f'P>M>F', linestyle='-')\n", + "ax.plot([1,3,5], data[\"CAML\"].get(\"1,3,5 shots normal\", []), marker='o', label=f'CAML', linestyle='-')\n", + "\n", + "ax.set_title(f'{model} - {imgclass}')\n", + "ax.set_xlabel(\"Shots per class\")\n", + "ax.set_ylabel(\"Accuracy\")\n", + "ax.legend()\n", + "ax.grid(True)\n", + "\n", + "ax.set(xlim=(0.75, 5.25), xticks=[1,3,5])\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "plt.savefig(f\"{model}-{imgclass}.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create subplots\n", + "fig, axes = plt.subplots(3, 2, figsize=(14, 10))\n", + "axes = axes.flatten()\n", + "\n", + "# Loop through each measurement type\n", + "for i, measurement in enumerate(measurement_types):\n", + " ax = axes[i]\n", + " for model in models:\n", + " # Get the bottle and cable data for the current measurement and model\n", + " bottle_accuracy = bottle_data[model].get(measurement, [])\n", + " cable_accuracy = cable_data[model].get(measurement, [])\n", + " \n", + " # Plot both bottle and cable data\n", + " ax.plot(cable_accuracy, marker='o', label=f'{model} - Cable', linestyle='-')\n", + " \n", + " ax.set_title(measurement)\n", + " ax.set_xlabel(\"Shots / Samples\")\n", + " ax.set_ylabel(\"Accuracy\")\n", + " ax.legend()\n", + " ax.grid(True)\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create subplots\n", + "fig, ax = plt.subplots()\n", + "\n", + "# Loop through each measurement type\n", + "model = \"P>M>F\"\n", + "data = cable_data\n", + "imgclass = \"cable\"\n", + "\n", + "# Plot both bottle and cable data\n", + "ax.plot([1,3,5], data[\"CAML\"].get(\"2 ways only detect if faulty or not\", []), marker='o', label=f'CAML', linestyle='-')\n", + "ax.plot([1,3,5], data[\"P>M>F\"].get(\"2 ways only detect if faulty or not\", []), marker='o', label=f'P>M>F', linestyle='-')\n", + "ax.plot([1,3,5], data[\"ResNet50\"].get(\"2 ways only detect if faulty or not\", []), marker='o', label=f'ResNet50', linestyle='-')\n", + "\n", + "\n", + "ax.set_title(f'{model} - {imgclass}')\n", + "ax.set_xlabel(\"Shots per class\")\n", + "ax.set_ylabel(\"Accuracy\")\n", + "ax.legend()\n", + "ax.grid(True)\n", + "\n", + "ax.set(xlim=(0.75, 5.25), xticks=[1,3,5])\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "plt.savefig(f\"comparison-2way-{imgclass}.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create subplots\n", + "fig, ax = plt.subplots()\n", + "\n", + "# Loop through each measurement type\n", + "model = \"P>M>F\"\n", + "data = cable_data\n", + "imgclass = \"cable\"\n", + "\n", + "# Plot both bottle and cable data\n", + "ax.plot([5, 10, 15, 30], data[\"P>M>F\"].get(\"inbalanced - more good shots\", []), marker='o', label=f'P>M>F', linestyle='-')\n", + "ax.plot([5, 10, 15, 30], data[\"ResNet50\"].get(\"inbalanced - more good shots\", []), marker='o', label=f'ResNet50', linestyle='-')\n", + "\n", + "\n", + "ax.set_title(f'Inbalanced - {imgclass}')\n", + "ax.set_xlabel(\"Shots per class\")\n", + "ax.set_ylabel(\"Accuracy\")\n", + "ax.legend()\n", + "ax.grid(True)\n", + "\n", + "ax.set(xlim=(4.75, 30.25), xticks=[5,10,15,30])\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "plt.savefig(f\"inbalanced-{imgclass}.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create subplots\n", + "fig, ax = plt.subplots()\n", + "\n", + "# Loop through each measurement type\n", + "model = \"P>M>F\"\n", + "data = cable_data\n", + "imgclass = \"cable\"\n", + "\n", + "# Plot both bottle and cable data\n", + "ax.plot([5, 10, 15, 30], data[\"P>M>F\"].get(\"inbalance 2 way\", []), marker='o', label=f'P>M>F', linestyle='-')\n", + "ax.plot([5, 10, 15, 30], data[\"ResNet50\"].get(\"inbalance 2 way\", []), marker='o', label=f'ResNet50', linestyle='-')\n", + "\n", + "\n", + "ax.set_title(f'Inbalanced 2-Way - {imgclass}')\n", + "ax.set_xlabel(\"Shots per class\")\n", + "ax.set_ylabel(\"Accuracy\")\n", + "ax.legend()\n", + "ax.grid(True)\n", + "\n", + "ax.set(xlim=(4.75, 30.25), xticks=[5,10,15,30])\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "plt.savefig(f\"inbalanced-2way-{imgclass}.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create subplots\n", + "fig, ax = plt.subplots()\n", + "\n", + "# Loop through each measurement type\n", + "data = cable_data\n", + "imgclass = \"cable\"\n", + "\n", + "# Plot both bottle and cable data\n", + "#only faulty class detect\n", + "#1,3,5 shots normal\n", + "ax.plot([1,3,5], data[\"CAML\"].get(\"only faulty class detect\", []), marker='o', label=f'CAML', linestyle='-')\n", + "ax.plot([1,3,5], data[\"P>M>F\"].get(\"only faulty class detect\", []), marker='o', label=f'P>M>F', linestyle='-')\n", + "ax.plot([1,3,5], data[\"ResNet50\"].get(\"only faulty class detect\", []), marker='o', label=f'ResNet50', linestyle='-')\n", + "\n", + "\n", + "ax.set_title(f'8-Way - {imgclass}')\n", + "ax.set_xlabel(\"Shots per class\")\n", + "ax.set_ylabel(\"Accuracy\")\n", + "ax.legend()\n", + "ax.grid(True)\n", + "\n", + "ax.set(xlim=(0.75, 5.25), xticks=[1,3,5])\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "plt.savefig(f\"faultclasses-{imgclass}.png\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.13.1" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/.ipynb_checkpoints/pmf-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/pmf-checkpoint.ipynb new file mode 100644 index 0000000..d799bee --- /dev/null +++ b/notebooks/.ipynb_checkpoints/pmf-checkpoint.ipynb @@ -0,0 +1,895 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import numpy as np\n", + "import time\n", + "import random\n", + "import torch\n", + "import torchvision.transforms as transforms\n", + "#import gradio as gr\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from models import get_model\n", + "from dotmap import DotMap\n", + "from PIL import Image" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pretrained weights found at dino_vitbase16_pretrain/dino_vitbase16_pretrain.pth\n" + ] + } + ], + "source": [ + "args = DotMap()\n", + "args.deploy = 'finetune'\n", + "args.arch = 'dino_base_patch16'\n", + "args.no_pretrain = True\n", + "small = \"https://huggingface.co/hushell/pmf_metadataset_dino/resolve/main/md_full_128x128_dinosmall_fp16_lr5e-5/best.pth?download=true\"\n", + "full = 'https://huggingface.co/hushell/pmf_metadataset_dino/resolve/main/md_full_128x128_dinobase_fp16_lr5e-5/best.pth?download=true'\n", + "args.resume = full\n", + "args.api_key = 'AIzaSyAFkOGnXhy-2ZB0imDvNNqf2rHb98vR_qY'\n", + "args.cx = '06d75168141bc47f1'\n", + "\n", + "args.ada_steps = 100\n", + "#args.ada_lr= 0.0001\n", + "#args.aug_prob = .95\n", + "args.ada_lr= 0.0001\n", + "args.aug_prob = .9\n", + "args.aug_types = [\"color\", \"translation\"]\n", + "\n", + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "model = get_model(args)\n", + "model.to(device)\n", + "checkpoint = torch.hub.load_state_dict_from_url(args.resume, map_location='cpu')\n", + "model.load_state_dict(checkpoint['model'], strict=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# image transforms\n", + "def test_transform():\n", + " def _convert_image_to_rgb(im):\n", + " return im.convert('RGB')\n", + "\n", + " return transforms.Compose([\n", + " transforms.Resize(224),\n", + " #transforms.CenterCrop(224),\n", + " _convert_image_to_rgb,\n", + " transforms.ToTensor(),\n", + " transforms.Normalize(mean=[0.485, 0.456, 0.406],\n", + " std=[0.229, 0.224, 0.225]),\n", + " ])\n", + "\n", + "preprocess = test_transform()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "def build_sup_set(shotnr, type_name, binary, good_sample_nr):\n", + " classes = next(os.walk(f'data_custom/{type_name}/test'))[1]\n", + " classes.remove(\"good\")\n", + "\n", + " supp_x = []\n", + " supp_y = []\n", + " mapping = {\n", + " \"good\" : 0\n", + " }\n", + "\n", + " # add good manually\n", + " x_good = [Image.open(f\"data_custom/{type_name}/train/good/{x:03d}.png\") for x in range(0, good_sample_nr)]\n", + " supp_x.extend([preprocess(x) for x in x_good]) # (3, H, W))\n", + " supp_y.extend([0] * good_sample_nr)\n", + " \n", + " for i,c in enumerate(classes):\n", + " #i-=1\n", + " x_im = [Image.open(f\"data_custom/{type_name}/test/{c}/{x:03d}.png\") for x in range(0, shotnr)]\n", + " supp_x.extend([preprocess(x) for x in x_im]) # (3, H, W))\n", + " if binary:\n", + " supp_y.extend([1] * shotnr)\n", + " mapping[\"anomaly\"] = 1\n", + " else:\n", + " supp_y.extend([i+1] * shotnr)\n", + " mapping[c] = i+1\n", + " \n", + " supp_x = torch.stack(supp_x, dim=0).unsqueeze(0).to(device) # (1, n_supp*n_labels, 3, H, W)\n", + " supp_y = torch.tensor(supp_y).long().unsqueeze(0).to(device) # (1, n_supp*n_labels)\n", + " return supp_x, supp_y, mapping\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "def build_test_set(shotnr, keyy, type):\n", + " _, _, files = next(os.walk(f\"data_custom/cable/test/{type}/\"))\n", + " file_count = len(files)\n", + " print(file_count)\n", + "\n", + " queries = [preprocess(Image.open(f\"data_custom/cable/test/{type}/{i:03d}.png\")).unsqueeze(0).unsqueeze(0).to(device) for i in range(shotnr,file_count)]\n", + " labels = [keyy for x in range(shotnr,file_count)]\n", + " return queries, labels\n", + "\n", + "def test(type, keyy, shotnr, folder):\n", + " predictions = []\n", + " _, _, files = next(os.walk(f\"data_custom/{folder}/test/{type}/\"))\n", + " file_count = len(files)\n", + " print(file_count)\n", + "\n", + " queries = [preprocess(Image.open(f\"data_custom/{folder}/test/{type}/{i:03d}.png\")).unsqueeze(0).unsqueeze(0).to(device) for i in range(shotnr,file_count)]\n", + " queries = torch.cat(queries)\n", + " with torch.cuda.amp.autocast(True):\n", + " output = model(supp_x, supp_y, queries) # (1, 1, n_labels)\n", + "\n", + " probs = output.softmax(dim=-1).detach().cpu().numpy()\n", + " predictions = np.argmax(probs, axis=2)\n", + " print()\n", + " return np.mean([x == keyy for x in predictions])\n", + " pass\n", + " \n", + "#def test2(folder):\n", + "# accs = []\n", + "# queries = []\n", + "# labels = []\n", + "# for t in next(os.walk(f'data_custom/cable/test'))[1]:\n", + "# q, l = build_test_set(shots, types.get(t, 1), t)\n", + "# queries+=q\n", + "# labels+=l\n", + "#\n", + "# queries = torch.cat(queries)\n", + "# labels = np.array(labels)\n", + "#\n", + "# with torch.cuda.amp.autocast(True):\n", + "# output = model(supp_x, supp_y, queries) # (1, 1, n_labels)\n", + "#\n", + "# probs = output.softmax(dim=-1).detach().cpu().numpy()\n", + "# predictions = np.argmax(probs, axis=2)\n", + "# print()\n", + "# return np.mean([predictions == labels])\n", + "# pass\n", + "\n", + "#print(f\"overall accuracy: {test(\"cable\")}\")\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "14\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp45, nQry9: loss = 0.1475423127412796: 100%|██| 100/100 [00:29<00:00, 3.40it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for cut_inner_insulation = 1.0\n", + "10\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp45, nQry5: loss = 0.20609889924526215: 100%|█| 100/100 [00:29<00:00, 3.37it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for poke_insulation = 1.0\n", + "12\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp45, nQry7: loss = 0.12025140225887299: 100%|█| 100/100 [00:29<00:00, 3.34it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for cable_swap = 0.8571428571428571\n", + "10\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp45, nQry5: loss = 0.2130972295999527: 100%|██| 100/100 [00:30<00:00, 3.30it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for cut_outer_insulation = 1.0\n", + "58\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp45, nQry53: loss = 0.13926956057548523: 100%|█| 100/100 [00:30<00:00, 3.30it/s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for good = 0.16981132075471697\n", + "12\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp45, nQry7: loss = 0.16337624192237854: 100%|█| 100/100 [00:30<00:00, 3.28it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for missing_cable = 1.0\n", + "11\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp45, nQry6: loss = 0.16593313217163086: 100%|█| 100/100 [00:30<00:00, 3.27it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for combined = 1.0\n", + "13\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp45, nQry8: loss = 0.16560573875904083: 100%|█| 100/100 [00:30<00:00, 3.27it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for bent_wire = 1.0\n", + "10\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp45, nQry5: loss = 0.18611018359661102: 100%|█| 100/100 [00:30<00:00, 3.28it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for missing_wire = 0.8\n", + "overall accuracy: 0.8696615753219527\n", + "14\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp50, nQry9: loss = 0.3357824385166168: 100%|██| 100/100 [00:33<00:00, 2.96it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for cut_inner_insulation = 0.7777777777777778\n", + "10\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp50, nQry5: loss = 0.3290153741836548: 100%|██| 100/100 [00:33<00:00, 2.96it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for poke_insulation = 0.6\n", + "12\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp50, nQry7: loss = 0.22177687287330627: 100%|█| 100/100 [00:33<00:00, 2.96it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for cable_swap = 0.8571428571428571\n", + "10\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp50, nQry5: loss = 0.299775630235672: 100%|███| 100/100 [00:33<00:00, 2.96it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for cut_outer_insulation = 1.0\n", + "58\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp50, nQry53: loss = 0.31954386830329895: 100%|█| 100/100 [00:33<00:00, 2.98it/s\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for good = 0.32075471698113206\n", + "12\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp50, nQry7: loss = 0.336273193359375: 100%|███| 100/100 [00:33<00:00, 2.98it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for missing_cable = 0.8571428571428571\n", + "11\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp50, nQry6: loss = 0.3643767237663269: 100%|██| 100/100 [00:33<00:00, 2.98it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for combined = 1.0\n", + "13\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp50, nQry8: loss = 0.3085792660713196: 100%|██| 100/100 [00:33<00:00, 2.98it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for bent_wire = 1.0\n", + "10\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp50, nQry5: loss = 0.34715649485588074: 100%|█| 100/100 [00:33<00:00, 2.98it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for missing_wire = 0.8\n", + "overall accuracy: 0.8014242454494026\n", + "14\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp55, nQry9: loss = 0.375447154045105: 100%|███| 100/100 [00:36<00:00, 2.76it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for cut_inner_insulation = 0.6666666666666666\n", + "10\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp55, nQry5: loss = 0.42370423674583435: 100%|█| 100/100 [00:36<00:00, 2.75it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for poke_insulation = 1.0\n", + "12\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp55, nQry7: loss = 0.3982161581516266: 100%|██| 100/100 [00:36<00:00, 2.74it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for cable_swap = 0.8571428571428571\n", + "10\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp55, nQry5: loss = 0.3903641104698181: 100%|██| 100/100 [00:36<00:00, 2.75it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for cut_outer_insulation = 1.0\n", + "58\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp55, nQry53: loss = 0.4019339382648468: 100%|█| 100/100 [00:36<00:00, 2.75it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for good = 0.41509433962264153\n", + "12\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp55, nQry7: loss = 0.4283098876476288: 100%|██| 100/100 [00:36<00:00, 2.75it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for missing_cable = 0.7142857142857143\n", + "11\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp55, nQry6: loss = 0.3741377890110016: 100%|██| 100/100 [00:36<00:00, 2.74it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for combined = 0.8333333333333334\n", + "13\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp55, nQry8: loss = 0.3858358860015869: 100%|██| 100/100 [00:36<00:00, 2.75it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for bent_wire = 1.0\n", + "10\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp55, nQry5: loss = 0.3570959270000458: 100%|██| 100/100 [00:36<00:00, 2.74it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for missing_wire = 0.8\n", + "overall accuracy: 0.8096136567834681\n", + "14\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp70, nQry9: loss = 0.5021733045578003: 100%|██| 100/100 [00:45<00:00, 2.21it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for cut_inner_insulation = 0.5555555555555556\n", + "10\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp70, nQry5: loss = 0.5203520059585571: 100%|██| 100/100 [00:45<00:00, 2.20it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for poke_insulation = 0.4\n", + "12\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp70, nQry7: loss = 0.524366021156311: 100%|███| 100/100 [00:45<00:00, 2.21it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for cable_swap = 0.42857142857142855\n", + "10\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp70, nQry5: loss = 0.5256413221359253: 100%|██| 100/100 [00:45<00:00, 2.21it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for cut_outer_insulation = 1.0\n", + "58\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp70, nQry53: loss = 0.5186663866043091: 100%|█| 100/100 [00:45<00:00, 2.21it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for good = 0.7358490566037735\n", + "12\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp70, nQry7: loss = 0.5123675465583801: 100%|██| 100/100 [00:45<00:00, 2.21it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for missing_cable = 0.7142857142857143\n", + "11\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp70, nQry6: loss = 0.5076506733894348: 100%|██| 100/100 [00:45<00:00, 2.21it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for combined = 0.8333333333333334\n", + "13\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp70, nQry8: loss = 0.490247517824173: 100%|███| 100/100 [00:45<00:00, 2.21it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for bent_wire = 0.875\n", + "10\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "lr0.0001, nSupp70, nQry5: loss = 0.3723257780075073: 100%|██| 100/100 [00:45<00:00, 2.21it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "accuracy for missing_wire = 0.4\n", + "overall accuracy: 0.6602883431499785\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "#bottle_accs = []\n", + "cable_accs = []\n", + "\n", + "for nr in [5, 10, 15, 30]:\n", + " folder = \"cable\"\n", + " shot = 5\n", + " supp_x, supp_y, types = build_sup_set(shot, folder, True, nr)\n", + " accs = []\n", + " for t in next(os.walk(f'data_custom/{folder}/test'))[1]:\n", + " #if t == \"good\":\n", + " # continue\n", + " accuracy = test(t, types.get(t, 1), shot, folder)\n", + " print(f\"accuracy for {t} = {accuracy}\")\n", + " accs.append(accuracy)\n", + " print(f\"overall accuracy: {np.mean(accs)}\")\n", + " cable_accs.append(np.mean(accs))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.57380952 0.76705653 0.84191176]\n" + ] + } + ], + "source": [ + "print(np.array(bottle_accs))" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.86966158 0.80142425 0.80961366 0.66028834]\n" + ] + } + ], + "source": [ + "print(np.array(cable_accs))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "P>M>F:\n", + "Resulsts:\n", + "\n", + "bottle:\n", + "jeweils 1,3,5 shots normal\n", + "[0.67910401 0.71710526 0.78860294]\n", + "\n", + "inbalanced - mehr good shots 5,10,15,30 -> alle anderen nur 5\n", + "[0.78768382 0.78860294 0.75827206 0.74356618]\n", + "\n", + "2 ways nur detektieren ob fehlerhaft oder nicht 1,3,5 shots\n", + "[0.86422306 0.93201754 0.93933824]\n", + "\n", + "inbalance 2 way 5,10,15,30 -> rest 5\n", + "[0.92371324 0.87867647 0.86397059 0.87775735]\n", + "\n", + "nur fehlerklasse erkennen 1,3,5\n", + "[0.57380952 0.76705653 0.84191176]\n", + "\n", + "\n", + "cable:\n", + "jeweils 1,3,5 shots normal\n", + "[0.25199021 0.44388328 0.46975059]\n", + "\n", + "inbalanced - mehr good shots 5,10,15,30 -> alle anderen nur 5\n", + "[0.50425859 0.48023277 0.43118282 0.41842534]\n", + "\n", + "2 ways nur detektieren ob fehlerhaft oder nicht 1,3,5 shots\n", + "[0.79263485 0.8707712 0.86756514]\n", + "\n", + "inbalance 2 way 5,10,15,30 -> rest 5\n", + "[0.86966158 0.80142425 0.80961366 0.66028834]\n", + "\n", + "nur fehlerklasse erkennen 1,3,5\n", + "[0.24383256 0.43800505 0.51304563]\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/faultclasses-bottle.png b/notebooks/faultclasses-bottle.png new file mode 100644 index 0000000000000000000000000000000000000000..5c8d4e641e6c2a322184688e3e19c60d3c9c3cf5 GIT binary patch literal 33142 zcmb@uby!vH*Dku~R2o4VL=lt_k?s^l>23s+29fR#5m699I;5l|r3FkI@g zf8V$FKIdHDf5+>M<%&6<7|$5@xW_$ar0N633xt;mQ7F`fyGnBEC=_M@3WYI^j|=Yz z{2KoQ{}XYQ*LBr!v~qPfbFoCJn7KOHIl9_CF=uwObb0#3(Se_vkC&VG2J>TASEr{U zJUsUQ`y1SjF4jEpF1jvo6#^$Ey{9M?i5c=QM!sa;6BH_7_O6_?rbo)!gr}kA-!r_; zo+Pv12fk!_l$XYF)C^UhPF3CSD6z76Vrf;W?{=?Zpl;aE0bOMH{pPRx6*8}H)r`A* zRyI^sqm*_FOEsH6IisPW30I+giy^UL+~C^nIiIqSkCmSGw5f+JB8wv^0{$dlh|Cm~ zl7l}NqA^~=8~I6Qs4J|jtTt9Os7T}sw7636*DR~B|KC2&Ca0hXR?Ak%wCs3OR#p~} zoy{gAD_j0-W$5yh_x`FLeo(;Qj>MH!Izb0|Z0VLn6TgBA$KDKSCl{9>jwr8BxV|Dj zhrIBK`;>29jYXP}GbWSYAnJicdHA>`00XPCI)+jF z^48YY;c`)FnbS-w=M-0*5-Bxx*p&Y{13NoAFQ1x!biKzG>n(o%t*>;BrX6o?>Td}9 zqHhxt67o7tOEsDhk;RqI;={EGySuxSrF2pQvG7<01ut3mqz&4M!pz0Q#rbT9Zj3kk zGnJQ@>mUD|#6y|*Y~i%FwoWfE6LN8Jxh@Y7r2C<-Qxb;Gi!=G|lHI?5-)W(nA$6zc zEg#l{2M;)I-0&H=SFCAf#?so>HnYBdk%)+BcVmj_61QRRlN!ehi38*w#cOg>DJv_#OiqrfvK^j<{rx=V*laX+ z{4>b#i$P=a`I#vCU?aBLeynw3!iWO>bN^FqEi*4KDavW?>xKJCw{Q%q?LI%0JPk?W zx1O!&k!V{TsSwym68F9X^K?zS*7^N=%L@ik-ly~T-@bb{{CE3V!|{53t>@0wp;D9B zy_Mm)$wqG)UQ?9AWJAG|3g2V5=X8P>tE;OI_s1N|&DwAuSy`FGb_)5O2%$`eKInP; zP0&H1U<<`zAtGO2dzj^Yu>QNkn&jm4^jEQgVAsC5_rB&x-tXVKyNkcD&QEqo&W@+f zXY1t|T(bv_Dczso+a93A3S6!2X za(2G!oqT~Nr`4lJkN3roS1YoLii+TiIV06RM=oltaS>pVu`WLn(5DAe@+k9z^$Ga| z<=hd!m7$wzS6@d~SatR74)*tJtPT{s&e!A=SaWf4k%R3kci)&ywomunPr}dW^K)D5 zm0q1{ZtmVcJoF$7sD09ZwX52!EiCe;ekEx|MMc$UcdDq)Z9&0d^bRZQTq~Ir>n-Jt zrep52lbwerCy4D?;LdlaMxUQ7NG6|JvV~ZhDCd%+nDH@@{gymC#3BsEN+LyfWuZKSTQUL+ZNUE}>@s)EDA!wh6vaot5arL$lN zZ$+MQUU{|cxHdF2KYmtsOU>PVfU~0`&8Ks zD(_4pCz*$b#Q*H*8scbbKYhxyAFDxYlUr63Z)Z3RY1N=_WEPQ-qMcT!! z-{h`sV8&PAfyjm(Rt< zCnmTi-lU~nL?xSui;208dU|=ugI~yb$esKm|g>Ic|fmJ#)K0Xmq8|(sY**{Bdlm)2b60hzk_eZ!n@cWN_46B(^KoW z$;lGC0%UPByeRTGHBVS>Q(N2UmoG`dL|DK!>fP349zD7;>9eC!TU$HeK`c$mYubYH zIhb%Kl~=RHCRLrnO_TJOkW(A*I&=K~l7&}5;7k8Q$(Wi+FCs8l-5Lj@gqjE7R*e0Q zEE`Vu$I3o_Y~5YzUvXU@i}CPrshSGnnDOw_V4spRRdhS*Lg zKaIH8ZL6NNn5-;TpZyVQIHRo}Ejw<1TOKH&K$#8}YI(rBEU$m`R@)o={{1^cBk#fQ zatl0GHny3K4U(r%pQ;?=73)_KLO76b_B-8#kkAUD1NOMq?^ML^WJ{4=#5I5NOe`Y* z1+jjRjNEQO44q)qDSD40H8oY9f`a1Lb2a@OYzng&vNF0V~S6J4Kjeuz8fT z2y^nIWwa1D=wDyH$lvDYr#RkQxt1pGt(|uYCj13nMa|F8X8{xtdfdyr1zrl`BP`7? zaF_8)SM-P7z==99_GV_q#KhoB?QU(6$(L_)PJdkEx9TKqY-o^6x_`BC`+z#} zhF;c&Bq3`bn>1yN)7CxKECutfWP!JWj*MqV3rwzyy`Ot0SXc|Gz>KpL0Y2cgfBR;! zzdEwmpGUI4K4H7aO-43&8Su<6w#~ggc^8*k=)INjn+DaIA}R=OF#j*?CPa1{P>>pb z8~7(Vxq(hFEBLzre+qux8;HJOka%=-?=D-TuK~6ze3-?-dhHrsT3XsmB}PB7Sd6ka z$Tu7v9cA5v0Rt+{fn$ICE9;AFGxC|8ogFIwJj34Jo^E#>JT@K)V>`qx*!#=7<8nDB zCt?%=3}Gi?9e-T_aoKMFXfsEB$o)9h1Q8aOAmGiLH)T~-e@Te56keoTXT5Kuk?4s< z>t2qQf?NF`y!n*_YZ|tAW?=yjj0YPBX9mn^uzIT6p03Vy3G?2)d*EoMKP{xmdU@4Z z`OC>+V@vlQao)J`VdEYP%<7hi!U3@<9Gdx_^jN?dSr5}C4!1ja_{`h!+rNIz0wWSx zi)E60@udI#%ubKwH;7Iz-@c6yemakYe2DI`?^BD5Z6m3N&RhRTuZ( z!lbWWy$T>IM7>~OrTlK<{j0$cHeCf_0?RSKa9XIiv`yzblimv0Qlm`&{!BRhn`lx7 zvEhbMoo3!?fkxi+%1SgiLktvnE?)0_J0J8?p8guPbpG&{QF%2v*jRwG%YT2budmlW zUAVZwY{$I6zwhMkzK|{m8+liO3I&$$ygn}6u+uH7KL#EyisIS>O>`Pq?Ofx*q%443 zh37PZ@$r<1m!J`_iPx?lA2)>XCsm-C1u^q*F*~-m*r0~g((0O1e&rkH1VwFm)tfc#XUSdXWAnv@Go2#v^zhXi!Hb8pf>#EBEKLGxSB@HgV)%5 zO@Ns04l#I0kDV^TU)hQzcE8Iq`*r{%xo%7{n38Y8e(1Qucr9;cuvPJH;w8jebKw0-#IoBpccnJ z@qhU6p|{jT@`m0=Y(_>#k&QT|D~rFf@n&ad3s<9)lJs&V4=rycb(?%tF9>1Af2o`s zTghmm0$u>Mr)1$vpYD1$R~y4=};ldI~%#3qGcg zuWuCq{IQi|b;MVtn6d9mp7Z4rabf4``n3b-Q6X9;Wr^g zBV%GJ)oc8t#&CFzAlmP_yt>;FAv>enyobN0_pU>Mv7P=@4{EaR84*}WU}K{=^-cW{ zxT9>Q>NJvO>6rNDYI#tQk_G@?LDB$7K9Yx=!CUgWuNy+LHUk+;ALlHsgpUxnNfV$9 zfRi^>jsdO>cQizzGfJB^vhX0Sl#`b?`|~}{2lr(@U(^KNY6|Z3=R-~X9N{PYq(aq` z^=d}k1sAgEFziY$p1cmZRFgJL=#P4tVib{BW76WN(_iFaJ<+h+caIbs!@4`=GaSNS z?^Wm^{$b3_%pmCc{R9A7RaMmh*h)5l%!;v$gTikjBMBg}3<6wWQ$5k>eJPxT>1+IT zjpf{Pguqb9#lF~ZVPZ3U+a7OHt%l!)IABkXQvT1S#DQh5Jk>yweWSwlbc#3UUKGNi zQThy})xmYNw6sD_(FVh%t(JO3yS0T~@BnuVu4Qw#|DlfXm+sCaell9xf~0f~ zR#r^Nc^5){f*l@CNML;5(CU}M{u85Cg+Ooh9 z5F;D7Qf0W+HhQ?><&0gHru#i7!bt3cwtY{#wJG|&q^(`e)(G>i&0oW!r^5c)jh<4fF}!9lI7Ho`#J6vn1=Z&jyZ-p(K(gq%eejFD5dw zxL@i80it<hZ@lt}0?vb%ry`coQykZRFb z8LF431qV!Bshj)5ayo^f{rz9?#x07|F1|mDixH5A&P4MxwKRC{xTaxs0y<3W~m1?Nn^U*p_*&H(U zS7Jw-;CZZ#RxM7{3xc~T^Vl+XT_2|f;wR$8i=q1^4CLfNWo5jn2Vr4h=3r-sfVrRT z%gf1`!jFL8D%>82j2PUV{@8sL6*3wc-Gvndp}kTrXlgXL)0b#qMxf7c@NAKYo}|+2 zJ_DMQkiIBw`ESeEC=N??+VbWwN~2{F3o9dzX7U%-%GsciHKWu4;SOpDPf}7cMbe)U z@G+mU|LHRblAphP!I74h)~&LkLQYl9lwW<{fy7oj1tdt<-|(1}RP?mAVp3C652lF% z|1?qetbcTVZZ12C3y4A`M@?nsnMX%TCSPPO@Ec^Teea8F`i7#YSdOI5v!>N9*8MdKSMIq|7qhiNhUoy_&)guvPX# zDWoX`m=n~++3&3yPjAPPgh+^HOdwYe6bNrprrF*x9FEKo#(exJha4lbxYF@m;bl`{ zA)qL)O6OuboU4iS9k9JjRB!4TzxY^GS-fvSaym}NMC0>6C>-W$zric z;2)KGi#xfuMp3*^=cQUxPiwhrj-%N0rLVmQ5&sC+@0;<2%x8~}){Ihn1r=cQW3ibJ zN&fQ@FY=Mn(b_~%=eF;g2g|*egqm*e@_k&SIKK@RoIk@s)zZZ#waPgCvj>)KVLMJD zy@}X&FT(#L_(#oV<)|t}G-1Wh1HDi2vAajRW{bAWhB}?U^W&vX_@*~D2AT`w_q^(s z`txKFb`J$`%HQ9=0eH&q9Ub0_7QTlw;oz~s0S=EGEaj!kkYW?l@J`1aFR!c=E!mFf zL{r~nJo12B#VSVy+TsN^@?e}lxnTDWzuitNT$1Y&v&YrV)!3F5oxoq|i4P`PH-}XZ zui4)>Kfu77#Qk&dvu4B#v+WIr@#)H1CEVp35Ih;G98Rmh`8tyYh&(+#A&-S4MBWRT zr#@3hTN@Ta7Oqb=7EyKIu^-KOnldn;3CX9}fPOtNFJA%HmwMhzxRVxI6B&`*@XCC8 zeq%YVsYntlbmZ^x2gAUY@?19GMht>xe>!qSRE#{t;f334n|P@0EBN(kp{wXKFVQLp z?0__9*4AQxL7GPV8DMM-l%Jm;f)T6jM%0Vcq=79XW)PvA^4W>88iVNi^39tt;JBYu z#Y9B~0ak@(bs6;Om1ApSIp7ofUG{868;H-@@^6f?z+!A|ePcrMzGuslkaJeNVx3<0n?4?CvBqerc^w!%g(*K0 zP$f#bjmaxch~G^798EGkmYCV|eUsYBSM3j0y2tWgRZKbjPd{4nB&xjI>JLyFMT#QB zK-rc7;Yxh@Ha_ZhrrnQM>_R|k10DYyM%FSiLJKjX4LDsQ@K?na&w)*UI^X#jkT)46 zWeB+R*~6{5-?h%!+M)nhpI;Ur%vOkzadW!^F*Ou$o0XE8 zqOP1k_%ExjR)AE6k`U)>3|%;qtyGa=V<6N`OCVOc%^+t3AX5afnwy*7u8HpW{^-`p ziphB^n6A^#yh`Pheq0!JNi~U^n;Vi2T6HCd@>_RL!}0kFADUWN1aHlKvmI?bnt%6J z!nba|s-ohl5l?zVL}3;Ow!?`w`u>z(hESeQdQ7;;F3t;{3%(5nzu)qrhAt)LdR-~G zg0(nQOos%EE~Q7bkcLz`OrSGMV*hL9 z&TPR02I9%2TSE|tCJk#+c#culgfFw^*jDXz-)N2Np^Rk@MieQtetpqc(xU$n9T!&- zr|ck9TFULm?$}K>&h>99qE2E^QW|fd&1iwQf zP~e=asl3M@_~~G9=i1S37$GJk&UW_p!ZJfryJ&Z1%|MwvrBQ7sh6PUSW( zn@}D7Jzmu>+z@&8HshjikZGC2D}<&576Rvs=ki!xx%XhtzBmm8Ni583DB}rQbOaJ6 z^M4i6pi3CAl?i_yjMQjOjjr)BZa!LMvxgFpoLtOZHEz;_drNB*i(o;qBAYlb@Wkr* zcGVL8g}UcPY9(HNO&`bV*+c&x)BC`9#p-VDsulmcF>Q7h{odNdJ@0|nw{1funjy}` zaufUR_WtL$@@g-LuYETu~J98FOLeXpAftI z$=!UBt?^&zw|N}u0&Z?kX=-n(QZ`*<1%6xe0)ET$@5+~D%&PyH+4$iFRqDizr-U3# zOHWr?dKLFx*f!D7<|;=@zCM>5=;Am@I=L3lY1x?Oh~8a-kQv0>(%y~@r>Y$=YD8z} z{YLsJAU}hcr=hf=KehlA6$TdW09vTVVIqhbKO!>n*C-}@em(tc&nPNA{W(RMq zP=gNy_$t244ldbPnwoUyW|{A;O+8!F9=qvLzh{R}9k4rJX&*zwVUz}WbWiB0X;8d7s6b;kt;$n_w0hP--34z!p#L<)r31u$5Y zIQQ<|yE(*nLN2!J(ttNIIy$>NSR}G=gMyYe5`2mU0(F6!Y&zM#_nd|g6KIpiBOfgr zcOlxA2i=&q(F7O4B9+TAwJ=`olhacr-o{8v41u=2w8mflaK@<^LhbdV>mGC8>4aQL z{aPtdkc57om|%dCQVVd3e4g8n=*2u#EBqlWJf3P22V(kHiIM0Bqk8R%(%M>@rwiSo z5MANz8DP|M?As7L=NC8o zuA8pYnoidT7%;an(Z;LcwuCnt)qqQbgN_6A)aK@9%hMk5@ZDY4;yd;38w#eT%$=Q` zq%<@UP$nE$V3&fVlxy2|FF_+dIM@1(Oh~?WO5eHmX(OSqyl|CB8pkqYUNzJvBO%O4 zU44y#f|7)7!@;EYA&^wgN86S@+dr;(oSz}q=#^5SLs}1}{7XF@fhPw~*qbF!galip{=3S> z&HeS$(*<7FMb+Y+3xH~_JxKBRBMHgpv&At&yHtE1YShUlIjOs<;BKSOWtv(k@ma-3 zSDvp^Z?;XAh=Q|*=obdL7CitDX>)T{1pMe#SUr)M{PFr4vZp?~zZBo{nqk6L1>b#r zbq0d^BGg114Hc#DVt6?WPnByBY5a1xp3<)p7yo$@&8CdO6lugj#p+MA0MymUYMT`gYuOAIV~9( z25Or>fJ?Hd$lZ|L7symm`N2r-dJAHi&FBZiPvo*;#GipAL!pSMZ?wRvD|7j)+$g><^!5V15GgQa zvVMLNNDUj@!AydVv9yg1CzSt!kvcdO&xR{`u3rxX6$9!S*$*hIA*C23u4XI74$<0U zp)Oszgn;?OgXZ%X*a+LTqAt(Ez9Jo--Q~f1J9R)oEKW9x!hr}LEYh*9CL$TPA(L0L zrXy3!{Wr~m^rdLYEC#e8R!5$l^Ap>Qi{#>B*@OX>H7k>z3k=0;gA*kykoit}Z-^rd zQF{a#Qj!IkMmPe6M-d%GY2$wK&~exWy08Q;9qo}s;GHR{5_&qWBz9n+fLA9Bl_@Hg z$qe9#QZ3L-Hb}7|=TGrje$;j8!t}}Mj>pkKqOIM*mlmGhiDK`VwazP6T9Y=uFFB&h zDl0>P?m#`$WxV~ERN`b)w&CPs-9xa3+-@bPjfX1d$^f(C31=BD3BKnZo5%RHNhiekI{smQeoEliypYZ(MavCK z<&VaM7M=>V2xpv#pNQJK5g!53DjdU!lK8n+2YH1BKyQS`BqSnIQ&$gy>Mv3uO1|^s z#}5);BB!OkTmYMK-TQz>TKm+G_X~j&gX|>k-MeT|s-zwaf`t@aCDk*@h>`ip+6B@e?|qi<0tYA;R7xZksdd@et1aIDCh-LeQM&VH4#Qs{ zW=%GD{zN(9n?A=g^6giVCSLBazd#v=K3FkghNQJPnm&MdU{R$saF7%3;DkP)q9C zTIhNg4z+7?BtAf*CNO3z5}TXL4iy8ZlSAi9`!Q-LJC;>cv_Tc*7hrU3Y-}lD48azV zI%c`sntoTg2|#l(kb6J@L;mq&4kSv911q{S-_?Iqe?vo87b@IDA)%q-+f&!oEFp!- z%FgC{^qo|toQhV}SU)tbX^ymg`;(6R@C(%{CL*ol@-kPOm?4xtT}j@f5X3SacysPN z=R}E!ipp{(EI;qe&Booyz8rVx^EZ&5jt&cZKN~=g**~iKB({@1?Y(AXsEf#$1;kOQc>YRGFbdH zo?)u9lNixEA@U^$w4nA5V%niR4=X)9h5(jPifSoShNyoFCl*q4mO4PuG8uQ5fH z_*d50{{t5<$NX`pE>sG+M2BqHfv&snYDHJ>guYp zB5H1KPC#RLAXGiK{V0A%sq0~AbS_a{y<0d6!{rk_*tZu+fTpnTSt_|!jw%N%P$&eG zTc|rZk7X(vNfD)*I8Y@`oa?c$r6q2|hk^u_{Ysm&JI}1IEN=o>UabloKo6wxVww8hT z2oY9Eo@`?Io$l$-OZttQ4(m}B$VD-(i&s_;R%bwUne)4fR_yMV^_vV!MVpNS+0jTY zV6m8O^U>Cdl2aXHMd~|U>qh;9e{Y^QDYYd6vJ^}y;Jw|KG327<;@@EdE=nwP% zE<`hN)6`;6wI+ZoTfM-8s5Wqmns@NhBxVVo@WDMrv|sN9-?WLJifH;GzxBjLwM}YX zD6q?N68T!P`BEkJ?XCi0xG-(|_Kb{H7#9GMsZIaq=6kGc@vn*7-$?YkA7fX_r0b|2 zDW%K)y{AsDhJ1;GZojLiCmaMCf!?xc)jOZBI{qS~eJfVrlfyG}rBc?!3BKOAuD>O> zceg-&cJ;KPR@aBD1m!Gv-B`AkNFo1k< zo3`b@%eAjwVS0Oeb7Lt!!r%7(%jQdvmjU_DE@Utj2X|EQ3O*h0?U(BB?60HkFChuS zgYTj=tNg!P8jBcUq|WZ{cqkS8fop1%YO1Oz@GFg_*fI$fH8sO0spM){FQ+svIU9}= zjSJ^CmdZzX<&>W4hDqG2HE}$T+H9NAFLJ|>QuZTkB?-6q5U90|B=b29+6 zYLk~jwK*t}avhkB$Gwjjz@of3ArlB$m3y`rJporOZtSVIhGaswr6iQaOEE{bK;3*K z$x>v7M3rZbQ>tZ~zk{#WJLA{XMJv<*e}QJ6cj;cD*J7q0A0*RpevjDmu}oHtnYRo>88D~& z4aEC~{fK3mXj3?%Y7^ZbGVJzQI19_3+A5fZJutw)^s)2poh%R^6|R(R&&7X4ZK>^L zh=B<=?Q0^Fid^+qc1J_;MW4id%!6*7-)bztAK}>PYCR0gB-g5a{Zx^^&|UcS z7Pqybf}2|P1A|EBz~)p*%v8)@ljV&fyTaAM37yLQ?{n?%g)m*jLlv8oVl3;4OkVUH zTO^V~A!N3fZc+`b%(_v2nJmf&9X~nA(AKMX;Q<)yo0B(Inj0=?OT!KFynXyKl7NDN z-MDV?-`2diUL@^F-qxhPw=T=dggdd5g1DLWmIGJ=yU~p)V`}tILg5cau(dYaQStJ% zX`YQI)DAH0j)pLEt?~y3L=;4oPwjLV_vy#lrY4zgMf&Bby;jb_cOz1WdO{d95k#kT zh=uS2`B}SkaIk*(CpccZ65u%1C-b5_plVA;Sba`YRXw1HR!1P)E0Ldj&TIZzd<46Q zeX-?`evK0r1J;biO8;W(TNZ@f5O5z1Yw`n@+RcInt+e41{nVL#E=v1%eUdK)r&@0R zP;=TvY60aG2C6wkaFYDv4<2{x#Z*l+rK@# zxrUrm+xw=(_;eyN^_tm)*V|R0nVeD}j#kg-^1lTv|!PahBg&B$mKPLjwRU99M{If+a zx}|&d`b`g6vGm2YMfwDTGGi+#xuVGuX{|Mp%K>rBYQw?F9y0cACc&A!)!v{*k~rV) z3#OW;Koe-%jVlz!fmvGcNvDY8Zdlos>o^km?EMm^3! z2rY;vvOd$*YX2v&5C_V|1XjKC8-ogSB#eK7xE+2m%*?XjQL9XTnT zuk)oNS)DwtJ3aCYjlrypmR4r^&D8W^`v~=eLu_@K)}DU!G2w04LRv0dDYp3JbO@GT z3eCrVdC>Qn%?&z9%O&AI8w^;WM_-YEwz7iC&eXTQQC7! z>JPtE>s={x%;&}guIYu7!+y7w9T??1%T0Q#rg-0KR*~ZiLC0fc@F@8Ys=gZ%jgW?%&Bk(3)D4Z(m;NSPmpN@eaQ zW!A_}mJFVIDq|C@cCDE?I>Zh=HnJZh*CMz@#9yUIO4MJ~X8y#ZQ|(WNuGaIMhAUV8 zvJd_y;Yv!F_moRD=%rGiW4KB0c^q;%&%hrg`W_Xk7vOu(^e1;qRcfa9;0?=5mMbBR zW7}g1XCwk($n#Mcy-FAMX`fSJX+Q45!q2z%_ZR)M=9Pr`Rn8m}(1HF$5VtzD)@5QY z+;1PJE?tj)nfF~bjg_S4Z;h>3bz@TFe!e+uO*eISnPA1jdE9H~+FGnbGwuv^l=0`5 z{wd6%lCX8HikE6{Gt=&Ws+7upKgd5STA;X(Y=k>(gk4#WDe*321ph%dGy2i(u#k&< z$q7=OIaXjBA$e8SRcmmH!Npvo(WYkPC*)UUeZySDL8K?ISDW^%an#}-PJxwNdEWvh z7q+5pl0fs1*Jt9oOLRhvZ#Vq|p2vzU8jLK{S|YYbI(Pw83IC6{8N+%a4iY0%dz%Zk z8n%a{N7`fB?1e8OPA%on2KVq-QCrGf=ZsT-85AEBfBD$#sz5(s7?mOgSD50pr`O)T zd%LouXd`-LR4rz%hN1g`fJPZTNKt?*J%_%OupJy@Kk#<%LcN1UbDmTo-2@#D&^TD?!7 zy9($3RuDq%Ly^3QM(xJ2Z+RijrzpceoG#Ay{E9~B2uWce8BI9$#z&gMmNl7covVip z<{EKs48PB=ymYSERyHYAhqa?>Ggc|G)+F|Z7^LJ+gDUt@!CNjx^o|-Lf7YlQ2zM3Z zvMH#!iXtBH+z(gQWXa~mq79{ukTtCOc8Bc#^y3-bwFvW(#N0^sbe-GUHD{`^CsdC< z_SN887FowrSq)h2J^zS#0pgG5`SV*S=$@d4b`RQDuU-NBj)zc^AiyrFTm#h{LN+hj zkq{HN1I>;?fnL*N{nLW$C?zFj%XmtUcU&?vewjd3XmP>Klhu<#`y$Qjaa!@Y1W{Cq zlvS-3W|u!ke^dkeVVA_Yek34S`q<1oGwFGKA=#IY_EzfrzD5#*Aqh=d5btF*Vho}O z`EUQT8`==i(|-T1)R`{H1hl7ox`gj0sA&;K2`O?z|J1Y5QqYydi~a`452Zo-v4T=YNvT} z|7V#ROQILwZdz6p@7@HLF+0E|06XlwOa)8yi2gY@szkRO6AHNPAM`3vC@!6nc3^RW zpm)s-s5z0fwbfNqYaQdYD)$XzAQ6_I9}*x1hXeGQm>T;db=vXb@fioLo#tjAdB0q? zs08umeAVkOHBy38X6f6lzv+07e_Ws{ddHc!+A%cnrY55!p0Ysk^lY-gZ=#daw?n%p zpJv}iUp(9V_uMkA+}93}**ZJ(L76_>ebQ6W_84}}8E89w1`ALZA@T&^_A9G_vTptM z4G$<7prpPiGWmu$Ow=tEZ^)rduUCZRc9Kt4PYza7$dhfGdnUYg)EQ6Hi!az~n62ux z9b_DnGtUyp($$i$tO(@?CLZ13GuQXO2UDmo-u7!;?dfrKum&Ei(EvWJ7V7@Jd%>VK zefQ4IGVk3xx>v7X+xqyctCR0t&rxEk*XfK zvVnq@gOjtb;Z4V16bgvdP?@c=MD1&q3$}|pubeC5bzA#>l22+6hJS(85_s(d*zlyu zZa~fWhGJwP_7Be=O5H_A{MKgXYJMvt<9AP2&6n~actT))d6(`Nzwy$r8TrxekWP;X zt7=t=a)K-qe<_l5X^TTKYig@mB)R+1kaZ?7M@YU?XbiziR&=k}@Z0|5jb29ZwIXJv zIdTWoylNWO-+P`K^*qtUDC-QK(v?&DFnF$~ASVaqW5&5}vBRU2{{y$K3;)w6!k}9u zp6|Pb)(%8mxEC-IvvC8ah}&BSD$xa4SI7yxb{7L{YYX$%ks1`}f(1(dx(Fj8S*R@i9vvN;wb@n7RAmNb zF%&)m?+-;NsO8`7(D{@2u-(W^uG|iDJt{kz-JF219g{KwM@cJJ+uINUB}r^4H#lk4 zK5TklBf9qcyWOtWnA)NDwH!%bT_ zkF2RsyJxd}OB!;B#|ym=Dm0UepS1Zove~Q>AMJcv?f#Q}s}S|r#wH3Hl3+(HT0;nu z*M9x_MI-27ShXPzBAODD<`+lo0HvgnuRuInS=DLS0do-?$}5}pZc*Cp zmgsN2(M&3R5PPy0GV{FBIZiPj+3%Fu+lhJ-x_sT$hV}J#*EEd}HtOp(*GQ@5r#Ej+ zD=j_844h+5+GM}tRkEuE2-M@8m7Cfm#5Qb&t#r-EdGC2t&*~tcI=w(#ogU^s9@!J0 ze^PA}rj&<=(EA6eQPb0=(7riaRN4d@L`MRDihK z04t*cjGEVi-sRFw5_sYT`{L>xHAO)vy7}5o_|yeZetf7nxDmMozB-f;R0?zQ@+`Jy zzx-cJY{9b1f3(~~-XAL}%DoR9z<(6>Sy)+GLf@3J6!cC2NeZ0}g7o5El+ekx=O-?w z>3x-)qE@%AhhW5;2skXfiJ$XYV@O49sKcsfR36y zK^DjI(BbQg&`u#LD*DLUn(hy6OMX5FbPv9&35aBT#S!&gE< zCPxx44L$g-`bSG7(^)GgNVCG`o~6cLAw8kbpT{vONV*l2r3Z^zbl>V`Bp4OxLrki^ z!wvg?OHB66r^J?4np)~LS1cJYw^1;>TV+ciRzcxpPm+)? z9Xo=Yp>zlAB(!n)a-2Zw^~aZ2l39r9Wd-a35ZWydgN?=K>ccbIU{@ z!-P@&u(wG>#8046)cW6~W7sj0oKO+qtDAP(m`0rCc@{)zvVIX|S>EenA`Y}Hox14x zuIG?UEf~6{vfgu@;+FaGzI4Lmt-v{}qQm#9{#?%o^pQ5PE{4v%H7$8yr*3Pskdg^p zk-$=tQ|X7b{ci2b>3hNQ{{x~u|0F;&({dDK^vP*9@Rhrqajd^@(p-Ok9cUw~LpIi6 zARV&a%l0HR0e?Y-Eb;|*`IaV~fiH{!b$#x=co(!+rR4@d=S8kImza*R>Y-q?%Ayqb ziz^^wDQukzB-F^LzutsVuia&y3xgl^2}%`xBc9-5Wz7b#D;G1oM$z)(x`M{iJ-Gqh ze;0D)BmXUUNtK#TE0>2%&7uYQRx}5u;v1~+#6pvbzQl+{NNwScfP#)Wc^751(d1;} zR}lV`UKcKtBM5xUqmzFxb&!|i|6W2SA@``^Y_!0*Uq_GF!%asAJz7g!rvow{Mwl8c z6LOhB$ZlD0aevrlXD$5q12N>c1I)lfd>1N%Tjzg*~|IL~MnX2EvS^omQD67u1tgmL`@$^>dzi+m~Hy3{`X`-7j ziH$p9BCKp6BkpTzYSL}+-~$2duCoxU4KWnuZ&D1*Jba0nEr}P#Z3cE_gT1?*ibg8C zptnbXdKX%YutnWgrPS2oBrdARedPdyF^lj@zNA4nos=rINi2I11x)K*9*j*86nqBR zhZ8iFVdLT=RaHdEGXCkQ^Vx}~Z%RU;z;y|o&ZxQcah4MYk$+Lce@GgZl(?nNVhM&sN091)lkO?XT}#X zfx2q1O%3>RxN|GS(!jt#=)ilJT9S~jhqk>`=J^4J+~d&lVM?frh)j(wXBd^Q%2D=o z;lXnTQEH?~Hz+u`-0#%ue)4UCjm87UG?27jj)krbM5lx_#I+%escOYr{|{4 z=T1B}^`gx4WMQ?*!7i_Ea~Tx!KNCY#RF2K3)KHIs=GQNfAoPM%N#&j7`3VJdig9po zR9w$r4nrp!l=hWAs(ypp1x$YJ~>$|7ybIfTY-ms#X`RXO`=j zy18?I!1bSS-Y_e1V;VL_3Len_jj-WReV&y(KZ?~p#0qF>krLY*&=_RQgEBp6iP|8S zsH!IUkNhWJ%jAyT?|{$2c($!f8H^Y{n{NR|6z%avCKsO&n|91CZ+=4#+*Mhg9TZrO z2A7l8*PlNL-`%keHo5AB1VCS1Y_Y*d@Q z!jKy;+pCvmNjfMx)90Y%e?lDek%lw2 z&yeqVyK5xWH*JOTZPM%La?#wMksGgz7XPv0IsAXm^? z1zCB!y55HS>#TXlLNoiyaH$2rLXl&5?g|+LL(H(Tw@Ss@^ygscTX9eL2F;1VNl8iF zZb|p8${a_-!~_Mfvhe9oi4RXL_Ey}oSv*f{m1^HRHcl@jj3k?auM(XYXUXQq8x!wsn4tY(19taU4 zyF#YoExO{m5Bj@UM@VdUQyz~S$=uFkI6Q31X|7((t@nn>0e2#)X^%-zs zt?$9eU0q$IuelBS_q!aOGL+nr4j2oRPM$ z0hqUUcqSrW;`EfE43vr=9nvNO^4w8(*8h2D0n$bsDJi21DezbcC<+&^fq-;y;Yq}z z8nDv4k}Vte21>_ba2d}Dd8=;OHG^~0NX?S=;7&AVH_lGjOEX!Q=g4lji zHKTaS#F8b0I`s#OhNj=mrC0_2{pRzM<%@9GT`Eu~L%Y4ijhi=}m-^Td1P)sd68|!Z z2hwuSVD0RD4H?d`uk+gA@UB{fNy3wblzG?!u02d^&y)>^r!*i6nMk>yCf{Roh$%>G zJhx$O2Hg5r_V-!>JMULW{LRTsB$I;fV~_))mj8|;-RdaN_QjBQB%-#d?R!Zz+-8U*0aaJb*G~oPXZOP{1W&gKqnrz@Jpxt0)j#p080FLxA ziBkl!p1Yg7%BXbtN7c0D4wCPV{3 zsgz$`UEe`cYJdUWKm2j|It&c7c}sThgq&Fs`9H$=r3h;<<+0eLA&^PV>wTgps;CdV z1fpNv^CZlAe~&USI~}9my0Fb;Os(aq8nVxt)_dC6>d-g}tr{8N-1nZr7o-18C>G|( zKu=#8B?Y85h)2Li;h|I7fNb)QIKE@E<^kwa4v0(tH;G+kKt#|NF-#Z$vLAQ`3X(E| z5^mR-Fl%1AsBgHgvd=vt(;IsCRGx#y071IvOp`T#bLMv0+|su46r5CV#eb7aW^SYm zv>UA?fTwu$jWpQ~bNfIuIT(^!|Nen{i=f5-YVFM9vHaS#f13%JD)U?_ib^D9OvXy2 zQe+IF43SwGQe>`V$Sje$GDSj?Wq@l5C)Ku#G zCA94^^ZPx9Dq(;UG~U0@hd#gS3`9?w$6d+2eJi z2Lc~~R14Zn81$iYx{luf2&MtH!ZhU*A+fQss*4RfHy$Y-dd=XY%w0CQjs)TP{2e34 zZZtGBC`z<_7LO26L(o6Rq*RWee{|LRh*Fw8GEGyF$PU(GV0WY{ago~Z%lVfM83ZoV ziD@Q~2d~%J#K%pRrHR20&G_cS!yjZ~V9DkODeBNsQK;TyL{tjM$5Kt$JH2=TwP!7@ z!)_Sf)XSGy_w3n|Ho761?f5No(L6CH^9_B$qZfk8oymhMk&}~1T}&i4Y%q41!Kwmj zcRqP15th8*$xz(R7pzI{LF6foI)~c;a8%${_$sU2`x%K!iPC^D@eD!4)PBA5oLuhN zQ(kob7Kf3Qaq%nQQ6RF@rpeXxC7(u11p~?9}aYq<4ck970g7qes^eIWcxtYbY0|hXv!m)p#(PswGi> za#h!AiU^PnFeBXs-(j6o=PKRY>06@}P&Z#-S^2L}YAl zZ-1n#U@3}?`7dE6rqST^yaT!HWQV1b{rpRIttiIt&#_wFJW2Ov3pLZzs@Ruj)&L=2 z6E2$zo*$UStVwLY)%SRs@{<47%aHpu85zJ>Z+$G}q?xGmLuaL-rx&qL(9F!tyv}d0 z^W|H&eAA}&pR!Sx{D}NL6t+KlOp*?fcmnwkGY7|62#^tkq55fUYx`q&i}`gM2K#5J z5zxicPzbaDVI%`2-c2331}9#LD!EZ~VuTuDY5OoZ$V`D?yvuPVGcAOqqVp0FK^^+N z-9bsk!`*cjw8;FfGr^9d?{|&1vb_8rTwO#%Itw0?&)j79^`kF0RM*tleCfGfp}Om@ z(*n#Sr(>c(9PCO}G8*znB61d0LqZ`L|NdPQQTsUHbeWl%>V=2?lR?1e7i;b(y*)#< z6*zS>#uhH&R6e1|VU>*dr4K<1N^Az-AQE;`iQIpoynG`B`@k4E9`p9_*alT&?$=u& zvBik0Erv7;qFE+KM@OHb+{C!}_^i#|SR*;PxPnns)qva;SRvvsk+rxT9uyR$A8Ym( zsbu7aLNqp)C5yHfm+FZ=de+_cc?Bi8%8FF=CzQgk?%Tb~l;ip&XV59$iSR!GJ5^`R z0JfUSWbQK(Fv!WtfvHBDm6eq;N?g&zV21OY!P^d?`C!uV;n)I-OC}0IL#%i2)A~3t zfCo|YvkDeE#K}6QrhKqo9CEZIYIDMObAbE)wY8(;@BBpF=Y28S&%(g&RjqHot4;Sa3P2pcwnDTvE`=O zy?=UsUDejvNk0}JC&7ks#LPRRjG`&D4gXY?N+M0cBdP_7Hli>J1)vw8TiVL2;QGYF zYT-Mu6d7a_LO<~K?w(&^u<>t1$dPoOFK|a<4>=bX7sptyy1|$sx#5|k`m7O(BjJX@ zai7^qDK6XZUnm}9@uHPQthhmc7lWgQn?jwZcfFx6=Rf#kCR~K(?|X9M=?d*lw7Q*{ zW2rQE0uR;|U5;Kk{$!Wz2#%L_qNt`|xe&ndC7EtjB<1I`hKsrlFP^v65mEq3Yn`*< z5^ezudAV&5$mgNaJSl@l+(c zKeeEya58Z!UnbCC5jEH_Va4C~LAo;Q@xE&NaQCq@bcRQ*$YyE8jw5k*W9gs_3p&}O zM)hNxnfRty$U+?M6igE*K&?D-b+OB~qZ-EcmpSgGF zHA~Ws3uI%`iiLwQN|5?C6ES$nOMN-aKqtnZ7qSKxaoF%3bH8rL{Ct!e;pOY0h}Yjl z#wyznOu+lw5g=|m^rewHdUdGO_PaaEl{qN>c^`hfj|lapz!JQqW)tB8LU_5D`c*bm z7uot7^?M@(gDacMU^D zhfil6E`gfN`)-b|Qo1wOTxV{O*gU^+J;iv=mW*Azku~MY^rThp*Rovo(#_Ol(dZ^B z$CE36EQ75u&M%BQ7}}?4;)YQr#h6CnJ`aihc?k;H5H&6c7hqsi@8HO#{k2(0ss6y6 z@?phw0jvM~5GS2j*CCB%Wg`dPf3l{|Dg|1$Ad^khS>xo%M;U6TPOE$)8_E@(KLe<3 zU^BSb#2(hd@gF}zZ{6A)5)uLgz;&nByl`2dk{1fH68v;+$j^_ysWvKnilq^#3}%!q zNZk^d$D}XI&cs!;E&B^He#@*j**~pXl|iDhd@h_S@%`JHAT4C&d+#`OT+#al$0Knh zV{=~$_~TkY$nsvE0_<={`c{5Y*uyb3spF7JW1eA#OSplP^2J5(TYMWzMe{AsK4DCM zwK(Y|U!^4`(!_3h>^R%Jv$Fw`BhXM7v(xO&uup)R;`4_F1_a@F=N`ikfOxujdKOJ2 z0TXZrXL0j$GYYTIa6oy>#1t?yT2(QeXf8__wb(YSotLIRf#_zP`BW&2l_#zOxIDO zdGUb8=6Qo~JgH}fIgBLj$6MvOhN7|AoKVR#Vrck(iwb-fuiL!&cUBAw<^Lvuaris> zp@8-F{b$bywZUQSfz%G53HghhsxXI`$PcfJgMLnb-1&HjU_~BuW`@f2Yr$btWGf zKs#H62aLBEgitpV-*#r>Am>fD0Ugx!7iV4J%y!mE+VL(%wKARE>ty!T2fH&Ia3Jt^ zp$=9#a56#QQkL{sy?V8>q>mkO%M1+UvYZN}NxF|pP_bx3%s)Z-U^Nev$PEI=ty!yQ; zvWvc{_2xkBHRTv_vcZ&ue4Ii-?4#VW)o0u)q2=fcGKcre;LM?cx{gWR&!-im;B(tT z0R-ZLB!Ey+C={~eK}nL=Ipki0VcBt6ap&`sk1nnTyXG$OyrK|EYCgn*W&b28>(<;1 zsw;h{ESla4*j!?MD+Iuxex#($s8X=IN8B%5C)hK!+-+WvLJOhmy6^JpP9}8Ccydg1 zw0~X*1S?M0(69v_sQ8N)Pb1Tkkd|JAN(Utfwfo}DG{wcmq<*>I!j}PMCUOy1^e&Vk z%iMXHcD=AI&hSxms#BlyXP%&yG~Uq|FP~ zcW$D^T?4r~lc77|;mm2runrYor*(j+CJ6*y)tc^!H!4g4TW$sH>_w3+{Sb9|mMB=M z%}=>T(>zZJSO`I#uWDDrk`j_AcXqC)DDKZ@PBmrMS}>baw#uKbl#5isK9{nUvEh^M zHE=}g%6sUru3H;Wleo?u<10^k>`7w(60ofL_ZDO_j}fl@p*i-X;?!*B9%JTPUFyaY zF2F};uGv>F~g2m7p1xK z`sLkZcQy?DVq3M>=BaDPf#=@*-6X@6V3(qm^m?DMe9iRwWqL2eC|7!fyqAH#^vi08 z*ctDM{Mnt!Rmg~gJ0DY*@@#!~`ZircC6jYeu@snpw8DY6uetcMJKo~$rnf3gMWRKE zPrVrXt4O1DC6uO(dG%h2WpjLyk6flM9W$G-Et(pA-y<3nZlrFp==}>WpZQGc(E;&+a)OK3Fhi0DA1=61;Q}qI@~H(flmo;23?757J(> zB5!zne>=x#*R1DZr<$fSiig?%TNLY$}|{eqLnnqL~~d8W2AjjUQ(oGDHBb1 z>)lSR5Kc>-(-rR83yLL2`t8{@I0a?}aOn?xpcNLsrq#e?OZ%_ZYi`-`Y1Y#@=n^qd_fA8WPbCTxS zVDAftK(j4P?>ai$5)sa7G2Vv~8n>h2C*AY+zQ?)V#Ff01rRAg`0==l)(^Jtf-Z6#L zLEA|r#@wK}-T9i*33=g%-!;D|d-K*ldmE-jQLZY}Sx}T^cJ2?6UHipK!cG|3myt&k z_6ofZc~_if?I7;| z(Srwpl{Id;r1Pe^%0dQzgFR7WUn1JmRK(9oV2rw=7N^Iws@v?NxufF2)SG^b?wXeR zCfAvcb`4(7i5sCNciS~^9rwv~{GMPuszT$-y?ba!P>5f>;a9)Sbz;m%MqENG#}s{3 zpNKLv>!+SG?2cOeZpYK6m#>qR{I~GPWS2HJ8lSm?!Dn^DWR!KQDE5_b#@KHVVpO+X z9#7kpSlInDj55k;s@$O%aG-(#%3o{g=7!1=zMdCLDQ=tOMe#8|Jg8WbTAd#AB!J=M zZ66Lb3lp`fo@Z|v=L~e1LIZ@Y?5P7LVGBih5p4_Y1;xU`V3}p7d;Cz0eQz3iqBtyc z#np+U5vx_qG_y>^Kkd3?UyxkSbJKmrW~Tk;J;n#xFPFvXalLw^x98B8k;4zk@JrCy zQa0KL+Xj2(>^}Zul}*fCNXgup#(Qc-joR~0+oTdQ&z4I1{Zj6Wwmuf0Zg#rA`?>zg zoL$=vx^OK%q}P}wvzkJ2)nPrsw`Q%>b;W))GLmQRXWY5JOCoIWId4Sb$HBhm-T8Md z?NW=Lt}7|zy?s4h;iIj_!Prfa%G z6FbsZ1l8{Vy;nChqxXB&*Gy9!x8Ee>!ln-Qjk|=IU2{M8dj>G>YH@gf)3W65%U32h zH|W(`N!eNNc7Ebqg;=#5tfmf5z3X??jB z$4nUUD=WdxD?33HwBNlyjaUjoKjQP&(N6!l_ zEH9{kA##VtS)S)~rSzfX{h{ct|_3Xt|O`%u= znY1Wnc7EUH@R+*TLDR|Ml_#I=8}?;-U6Ywu&$DLdZ^LA)rj@_;T!=bf7`<8K>pR+5 zZ&#WG{d>9o$Dawnq6;nTOtI9Oe+@_nIC&X@P2dn%a+a#N~XyI z)FGp$kIIUlHn5GnkFgehgJ-Dk`S*?1BAHRVq8E z_v$HH{Aa8UW^lbvl<74moW z>9P{*!m{Lo|4NcB*vMYUb`6rBW>o5b8$TMKdMKYIw52ppT*fkZZeh9Yg4#n$&_3CH zgT42cS|3Yof85LRX+wYdk;`D?iDIVcc~r@_T(NT9v1say@ru6E+5<{{YuR1gCaEAIxDb98_eEt+NTDi{&b;^lnP)pmUM*-G5#+K~xUD#s&O%ry=t}^@e0BUj zW&RV==WnpOuaRYM>FWr}kZWpsW-iZlqW8tKvYQwGOtT3jk11=n81QR*eQ$WMON4Vf zSNERd?pHRlrAM@qty7})oyNzPTjH42_q+N(HIYv<>)H0`L?jNh;*qF^)Fdr$c*;oQ zqL|dxDjK$E1t#2!EF+haJI&n=Z9eJKdfjzZ`jvp`Z4TGu7nLkEEmIdsU{)zxy~qy{HU z^d(=%xEtFaEwQcju{p|Xh*F!(!_C9%_!7^l^~=X6?F|~u<0+f-qy-33W34df3vCtt z6FP=l{w!DQPyP#SxKrilV(Q;Y#P|B%rt&%dO80`m<(tMasz)bSAoP|uQ(Fc<7CY{T6&zwN_?!=nTdZ=4_h3oN7KM$G={ zBRH66KWe@b(zttj4}@T(USXy+NmxkqSXA}?y_!EJ53pH2at#)mArUHVJ@GuY$N z*a8LN{X-|=$3~4pa?Khx^qeRu-)Scq1i6QBS--MqZCy}YI* z2e@+tXgs~V&X`Dd@sAql>9zAOE!tITQ3tx;3+bN*|12L@uBWOz#zvL?q4F5Y*ugl# z;dGZ*t0M}ct%lgCwT{dz7`Tu@t}J30T`0a9V(=Tb5k3wk5~g*^rFUsNM}&TU_YMhL-Mv;y!pQ|n#}vN(W*$4(oPr}X)@GVS z{93tQP^a`-hVX5-m8_fg{BV<3;NV*6(nw9QS~@;69csV-G^Ket?9LQyIXqGc%!7T$ zVrAb=`Pl8I++bazu%7&|y zdQvWDS_ZM+eWfH>6wSKz%Nn*o7E}lc_7xCM1RMC~G($Cof*oEzFGa5j!}oyIVEjj~ z9?5_x>OqAS_MYqRwQ_yhu}bRJNE_ua;*sCut@K&=H(>F_&3SU zq>238Yo(k7R&w=GC_-~}JvJrUSXJ^iFEm_y{qFnWHsw+Zmxv1tzza@N_*q;Z~VGXq#LRn#@@e{ z_ZGu_`E<-uS$Qx7k4~JvlCrMWVO?^~D?`LGi)-0m)x3WHd)=ueOJv-oRS(H4``|`9 zxH|NG8QoD7euuheFjkALQLpp5URZpKL}vLfiC4Ss#<~O>E3^GsxK$U=5&)~ zYSAupLmm4&v}zW&&x*>uqob62RB0@9v^R=bG9@LKVF%79Hg%&qrw>*nEwRyWy|jDP z-tb!&auF1My?4}H?^$EQN1*`U38^)Qjj_6QnDEXhAGkq&Q-tWJL*w;U41O317r7JT zV{2-5<@2%+zb3yY=ye>AbQ{!PgdBv1;4<@ubmeb-cY;0a0EK(UqE_N`UXoQUb4-8JP zWS%H*j-)#%UYbw8()CLJkyK^Qclxa@DBPsRv^F@@n}^-3xMpv69yzyLrJ_8U+X@00 z>cba{p6pns)W#l4_m)Dbdj3OSCh|EVZ~7%|T}JcIdG~ZHS&PU7dZQqxDp%W14^?rVZ;rmod7nGl1b<>rr(3;wJIOV?GU{2etopxn zl*%3(KE}a=N70Dq9)9sDv~uI#*U!{PDx{C}lcm7H)z0Z^%B}OMp^@G<-M_gg?h~z9 zEa<^AacnfItV4a!&eeL*Kukh1%OpZcI3w7@kv6qYp7YhKr5)NEH?1Zg$L!OF)kr{c zkcYezekp<)RLVLZ)P-(*U)r-^xM6DH0vqMXfKAx^F>|gL_xbB))2w9sYnrv5wg;a& zUpClcy4;SJHqOT5%>kdD-+TIr8z)vFEc+Bfl(vmOHdX4XP7ii6%*u+X! zeB_j}%MX*9k;|3)w*8{t)+xki=4Ir3@^TL}bpI+^MnQ6azkra|9&%k8lS^R^L)G7GMO#J~Lk{_oWzoW*Ru24Np1FS(VslOobbSITzSl z9?;F7@RRxSoMlTz&;BX@w`$MN&FmJBGvWEJbg|>GF1@-0^RQgR^iN}rAhG;~=ub;! zoVRN0@3M|Q#ukln%8&U^iCfeDJ-ah^@BM8-t+y%%x>2|zuAGa{VysAS z=6s#h5$1$39(tONj=*8X0c$Pe$Ux1Z^$NjPm(55|<@Tu--$|IakUo-O>2KLQ$}zFW zSp4wb8>O>71L8%pGt!K=hNoC)3j#0w{21-Ib#C&Sz(V?=V^1c3w_e4mEH~Fsa$+4r z`Xa}OJk5hPt-ou1j(u(x=)F+7nvPBbk%4#VMmD=~3W=5X-^rKL7yP14<)^8rC&!%lYf0I>4 zxJ%BT5qskQI4%V@LFzYz5`6VI;VgajW=9! z;PSy{!US#^yPu0hhuq%*CORQOr%5Q*@mptk0)=RbRzMnzrY3yl9QfhcV2w_#Kjwzv zAG50@PuZE$qk!@sK6-Qz@a?KlwgN@RUn7Har9aB+-#?y6fCNMun@avy<0Eh#3< zN$bZaCeS*kr`EePs}|~jBS4;^^Uh8CJ7q}wV9@Aody9Tud>z)mUu`~l}{|fudLf$3PE>rQqsm6 zqxy47w7OcI4d9ic`A0CW0A^5unk`xr%;*V3I_vzJ6EM?va;*v`%xX)^Hxp^e^MPTkH20|NtDdkgpZj1*Tv{o^t? z*11RrFdBhyoLnBPa$%>CW{Mf7<|FV!9{^6>=++vZFH71S!7hHUxf!>y;=TiZgALtX zKwjjp5yWkUXPgL#aG=WeHsN4Db0*j0r%#(9Em8onvLCKiIvpJyboA>8Qh}6uk~jo_ z5P)t<8&ix76dDfnqZD#xOn^(}%BFWdbOc@tWoi8R^C2q?E`h$-4~40MXE%Z1gr}+a zF9V*p^R}#i$$NYqI^fg6e%rNT`*3bg`nCX}U&Y2z8@>< zI_Sa~A5WrpZSfT=7;ZYWYUATs+uJi@!jd*u5aD-@_%gEb1;H~lGMS{Mb^nYr4UbXI z_&pv&b@UK|>?#=Id7_3SZ86b2=gio_P*iOYrE;?@)Tf0H$MoujKNz%w7Z*%la_Gyr zScn-3FM23hL9a&bL-rcS|2vY_(SVfDD0t39rGR!ECJvc0kftHrG3?1C0XSSdp;*+#3yo3l18XyE?=)bFJ zV(wQ5JCkeOY0PG-9K|iPKob<`|t83jST&Jk?iVB6I;$k#ZwZM$s``QcMe_|~|uSq%5R1}>UqU!Z}3=iTG5w1O+2uyXpTv@R$@5Q`6E4 zM_WMVqywojRW(omC8zsnv_({Q&QoeX-*{l@P%E=-Sv(7ypbtpW>j5yuW99e?T~BRE z%?!^f>E(l#7HL10OG!zfZUq>r5@f;zG(mKCnxmoLzkes%Jz{PnFkQI)rFJAy67(4; zq<%sKrEt~}TsWz;V0>sOy@5Z4RTpMGNVygC&L*7Dw}Teov>+7zKsN%87ShmprLvMz zIQ|-uKR3ht5Y8)S(dk5|ZeHz{_34C*OUWwc5Yo>PvYKyDMlS^}SEj&3dgo<=?k%sZ zT!zNBXp>8t$9{u$y-Rrvg}8g4)BQ_c1dgJ4B>ZOn#Xm>~OdF_h&}+9D{)xyCG5B^O z4t^EfcqFbGx(2+vJG6%ql=V_lS6_LoH7!%0`0;}WwHleX3urBI4r_Md_c@3-Bq-mo zQZK_BSwbxM4b3y25Bnzr5nFFVyl-21xfDc%Xz<8=0PeE^4b;leT$wy<=v}3ag%Ptb ztE&W)Hl^3>zyTt?$D2}u;36a4(?Cpp1!n;hlpEDBM<#qe30(@r;fp;-Uo9n*n#gx; zPx(&{=blK%UWD7Iam|Eacv1F8bJg}JmxE?z{V)a|tg_v?b7w_K-Ui4c2?7-xcyu6b z5SnaTLBBy7n4#Gr{W zlcuS-Om{>Aq!)-Qz|@kK&`5`vNH@cT%E`l%^ScJ?IUfC7M|3qYI#&Pa)mG9ZL=1K= zkZ%>>%8bTeq1&xC!$cu^+<<_ss?&p#;L%t?#s#&81f}8iYe9HqP{|9R0ke{{9D`Xa z6h-WORnGViq#Tg56kK+!4QHKBp|N+dO%&QFHsCf`SXfXxb6n72`EwoYA4yn4K~_Hp zv@ZcG6ik_8+3xTa=H#SYGdYKK3F9t-RTT{tUrZnO_AZ^AqzrSl60?=`>D;_L>f;G5 z3M0F~X*?W~^74D~NP9^s!}KV4k_4blffKFj(`J2KC-JnB$M(aYF1tj@&C%r`v0>{j zx@}t8au@(Z)!)k@unEQk*@TM)UbY#n+s?s4(>1LmS2w{;6y-z~gPBDjINutXMA7%d zT)ysHX{j6;I&`;agqjzvv3`v=agc+T#lp&&`T5Lf_{#ID%GGl87D0={zxO0vMGzed zT2d68$9os%c`0oO1jrJcq{9F#)GpKbYiq~bTG7A%p$AQ5Rw#9KkFgl0Je z?}~jf(?pt}kO4Wh!Nx^e$H&GR7S9-H-G?~x&l*d7T?9Oj&LZTrqN-{WSujca?+Voz zl8*EtBCq|Y5%1oTY z&>-f#^4NJul7F8QkRSS0S1EgIOQC?W_W+b2RcfJ{l}Nf6aF zB;pBM1|NPKP#*~JlurzwhIX9`E#3c25RD=qITU$^kK#QB0pZ3pa2zb*I)d P{^@PsrB$M774m-oN`T!t literal 0 HcmV?d00001 diff --git a/notebooks/faultclasses-cable.png b/notebooks/faultclasses-cable.png new file mode 100644 index 0000000000000000000000000000000000000000..144358129b2f227f3ed31ac941904b55f5e69806 GIT binary patch literal 37142 zcmce;Wn5NY*DVa9AR(c2gOq@@bcuwtbhmVOmw?hJ-5^MJcXxwyBi#)b%~_ZK`@Wy^ zyze>B$MZquC$O)z*P3(8F~*#G2Yr$edx32J9Yj(RQkK;3|kVAJyz(V9@lSe_(S3a!g@hzJC!Hey`|~yuawIifKIE`e*sD z{5)F`Ss$nCOA~?gzGzrbSyq8*BCa2wSz#Ha+^c1ie)H?d#-O*-uL!zl^i^8FH2FR! z&p0nPY!<*~eyZ3RptZ6vy%96G&w7?Df*o$Z$(1RODf0d~nLoNvG@h9x0x9_7IazQV zg%9}0AKftY|MeFI==k{ktRuW1x`MH69ULe~NqrJnjU!`YFI(5b3Aw&VWa&TLUAt=U z&DSu}#srr%-_VYj%ko`d5)%{C1nXBrbc^zpi~7f91@1>}Rf;v=XUUhDP3C8yNj%q+ zi-bWUqh}x||H5uLXS30dh0Ulvc+~PZoc`V~p39!f4*|_%#~uZGH&iva&e}IWi)*-Tvt95`9>LWd2>IRq8Mc3k!A!&d$zaMal-|=C`eDJdV4< z5)w#a;e>s&HTGLFw919O$A3ENY}ep1Ffi)08{7$7adbT1e?uiYzP#-2>kEQ^fnTcI z_QZi(YnZvhXsErr`)h7)F7Fu{5jQ3p8XC9(;)5`O))XFRTvj8L$pV$0;bBy3Yiqa5 z{XTF8cHM*V%zm+NHRPK;Ts5_{On?7E9Ef9Vu~xf{)A9PL*YR~`eqN!;&5{4{?(9jI z-NT*hR}{Q2H8mVgPEHd=8gY!xSMBsi3eWZM{+`2OjEZ*K;$lk8vR9I19K(;~$vbr=sDyL)>q)AjKla=j6!V=|uo;;0EioaS-b2WJoz7?|#QwwcW98VQ0hdfEFi zMZ3w3*=&NwXfR$c7DDG=3M2BItgv-wJSWD-2j*GtH7odLmkAsHxoYNEZZxBg_Rd^Y zK?VqCCR|K#<{MyPikKpD@F=+H=SRyra+o50gM*5MgoM$saPaHy41R6t+Ya0t^VTg& zZ1`c3-@ku9o1-gf%y4mcr%Omk;JV!$Nh`^nG}}1c7zps(a~(|PQh<#HKlX&gp5qXl zEiK5Nx@N0~hlgN^Ecy2Kb~~c+EJ>WM$w?(~X=x?!*$g_(g)sg7F?9Cb4trD5d75?Q zk@4~Ido#{Uu3}|1H6s@n7(&s6cF#UN*MsKWPv@g07Z;aOuX{JJrCnd1A*)uIVRd{% z8^JSX!yntb;POU+hl2qrOr7fT1sokgij0`5Dz5Y4!cUM8FuW(7ul5(}UWv$Y+N=ns z-aZO__y9Hx4J_1z4Zl+TEn~|a3%sAN{nqeCs5{vGz>pAw#d=4s6MBv6P_W^0Rc4d7 z%>p8Fc3nl&dn8vEGmWmSRp!&#;5X0+YYci&xt$L~lae%K7D&9V$ZD(>$r%_Jre|7P z1@YgRMVl{wC;RYGLSl8M%-}jz;Pq=ifycWjult)n+uQMU4*(P*fBb0kg+n05%|vhK z7JowHUs@aViaIhnx^t>X!}YLkYkTx3+*)^-!O3b@p=#L|tp+DpCi_jPN_ETOv<76+ zRz-LjY3U7+vrtU9y1M$5BSX|04b$DzV-F%dndM~hDH97z?i3vrohil`z`+NJY z=rp-Z(UZHg5&Qia=7+Pi$4?DTmh}!hr>&6bN>c??68>a!9Z(mJc$NkRLO^En9VZv4 zl!z8go`SpCs)rm;>v#`2dstZPdqP}YT-M#C>g+Z~P1qXGe@liEan005 z-=jcGM{i$+f@WV7wYa!=+w3ftF<9;`tX=U}r9#z{<{$-KT~cjr?fscDzt>{nOdv9o zrxj_jh`1ee2V&n6a@zQSGhv@L|IU-3h#3F{i)GiFi#@RzS|uoeHaH#Vk7bCU9Z+ts zt_lIbCFa~rb35N|`$po`8&1UIa@t3IMwBU^S6Wu~K67k+Us6_fWc+lq7{EUUF>z`E z%3TMVzzX=?C@SewzV5NHA2KQ282I=S0OUyO@im^y*?mM*1?iS47D2_&pUR+BU+Q$A z?zBJCmds`U92GSi9Mbvr*xJvnPkD+C`!hd?c$~gNlNO0IzP~kz!#>(|rw-dgnz zZBtXRp!!s}o*8*vZ{XBB?sXr`*PNw@WsWh~t$ze(7L=L!8dTd|gC@vbC^26m$djAP zg8?xTPvMUrpA)cK=z{XVMY#_?^G9T4JIJ2rh=_U@yOWjH%lsAo?UyxE(QhczCkhE_VAD>g;1S2IA-hi89mr0d+*T8_J>3DV+i~Hq1 zx%;C~U`CdFG|Mrm6q!F$CP+OdP!nWQdBt^g)3Z7-gaXB=K*S1ReljtkiDT4(mbPD( z^VJY78$i>hWL^TEK$D)YRPd63K=StT;QFxP=+v@^+#j9N_dgV_@Ci1Q)zKJGz+(P? zzE~G0jVIm)@aCwgsYyIHrUPYv?Y}Wa$hf!?g0bi_lm%`sc*S9S_ohqMwziCSnEnz) zVsS-9#o;v;k^l;y_|$R4Y{ra&0`s!rqVb)XYD)qDL?Q)~*n11$?x@pj$s`yhy_%yU zBahF{2Kw}fV<>zU+;JNV3JOGC3W|w|0aCFM=ZBv4-J?5zrm67HnbwTP^kZI)B|ZiuT>viZ8?8BsiHHMDTYQ)PM#~DCDGi2g3IIsLZsB=+RkjMP+U`!(5E!4 zrlt{&jo`LZQ&UaY5_wf_S65dL-K(;N0+1B*72i-_!{ut!Fa&4V9L&7~k|1U)UOb8l zgOD(}!m}np9~8#3b69Zu6rkn;o|IJd>rU30WP?27Cmp|fQSAEq=TwhV@%{aMdZKWe z4F_%_GBPrUo!=riFi3L!s;6h3HEwFE$}uo=b928zwGt8%+MX`a8GiWw9UTB=(h)OA zS3|&1e*OBjvcHc4z3op0lMqj~;FJ`t=9a4}b<5NiLBBR1i7cVaG0a^xcQgYweAw}r z?hMYBUdha{^uMLzhfZ(C%sS*ugw5j?U|ZZH@J&I@5fsm=WEG$=H5 zy{Kjh9ORKUfb`^(4_{H*Iy(HOwcW!41D`t`Ee+M$uHkY!nEcQzd-XTicM5lrNLyQd z;pzYZU^O15prZN;3R;EfI2EYRuz^8AWI!YsH&#@zf_rbgJ#1hzpF#oB0T9#H{n?7Q z7uZl#kn6__MM7Ytwqer_=-GIxK7B5l$-q@(r?!YC=mVk+s=QcOS-C*ugIe0_YWWZ5 zvrbBG38JAXTN=+_x8Uxx?d6Cie4Gdf%i_Ur4P250Q zTwPy}H8@*80N$XvwmF#KCz`3Z)adFu40InYsMn5rQ$uHSb5-Ub0PAiTi`A=;0H?NZ z!Ga>(YISnx&&4~U#@f~A%c;}HtHG};lUn@VQX9|{sr!NzxBfO8=)*O#2qmRrer>Gt zjKe+qGG8)@HXM!f^hC4HE&xEv>fzxqAh;$orDWVG;Q$_3K*{`DFPs1a3ndXq1+{N| zr|bF3`noW{7pRH^tKzy(?NPED$dT;9Toob;3I!); zJRAb*dgwerCcqQ{-H!r13mkdMmL@;}6g(CR74I$pIAuUM0+A;F`3UL(l)}Sjwugpc zxJC+)8ZUz{x|IL86Gp;de*tN4xPyF7&Gn(D@ranA^c1;dy(uzt!8SSk0*W*?kUir$vS)*=BMaV#Sah6@yO`|kkY=J# z(bqsyZ$X(f>q7vJw(i~4iBuYY3V>>^X&O5~nvmeVXwliLWdO?|KO#_erCcg{jT}a*=dfRKphfnGi!YM8^+yDFD1TyAd-a(f?>3_Z4X zMJ|WR9d_jBDosCxV84ZWE-wh!g-fPi0VY^(IIulcMDSL zs+0B zUF$lsr#&aQF!)MN27g*f&0M%NILkArp)~e6S%0$DmKBSaCnrZF%UG^bA5Eu`&k{A^`Qb+93}t? z17=!*l4LHHxIHBaiQEt?#UE;(aJJ5sRW_evDgRlm1W~5kp9VOUgo+(Du${%1?1OIE z{NQxexY-Iw|MfF5Go2{iMQFw&*DkFS6Rz(czbe|eAHS9wh%7IgnpMYrVdILHtZIEz zGWO}$c+<^p0k9E4eFEG9gfXkrzN)-}0?D-|00yxv`LQN<2ye+-)l!%k2@w#W$VBF# zOxo)=-R1yUAHbgm*loG#hbzbWw@X8*XD2hWxd}@R#E%elWbuawkzyF^xWE^shEFK8 zT53kB$Q_apVp3_!O&gq#hJlF#!UfdpZ+|+zMI|QogUkyI4gCca&oh1%AkDA#N?K}x zk}O`g0QJjt*#2x&8Y&BR)EWRQSO;#!$n2C!|583Z*y4bw_-uoIYwB5Cs~f)g(sBZ1 zgr{=j4d)z=3@88#3CY=8=i=T(0W0T2>E5nF*|>jH`$8M7cH z1i87nnajJevHx%vx~gY2TX)jXt?54AGnt?jhtTe5oHw+#33i7IaJ6Scf&w^2Wy zCiTEccu_xT)!T9yulGPwfLMK zZk!`|HEZKrpmcwFV$Q3*Wix4;xH-ekAmRW@%9ZxfthVG}Bd!>vXG#+E^v8@duq2uY z8aYBk0F3`y%&Bg>Z+wz}SzPYVLN&5=%Y7`M@@qRgeE^vUf#D|vJTJSHHDE(;0_vv^ zIb4LwBw%`#J0EESZurAI83+=fW;0Yuv;n&-w_4gZVh9hlCG2j_rxOS3ozfR*dkk9n>rvb%)~l2LxUFo7%c+>Fl-7~F&yh({t+v1enFy7-lV)c`&cK0czCGlDI{P3;+uGVt zNcee|%fR7h84kok&E20LzVWkt4Gl$Mw_50RUiRz((PFYt%M7GUU)@XBxSSknz;--- zL8!sn_G=wj10d61UlBVZ_-MbNWx7qciMFSmmrgY;3M~g2a(NlJli?>t6%+)8;;&U6V0`1mZ4)wz>)ABq8JiP^t? z<7c}UQE|H<4Kp`&zOwcZmb=a1c~AU}!l&z}HVN*rWwR$tjFtVElG_tW4}vsq$NW*1 zwd7=Ck7wt3IjQ9A?AR(Q(?TgwkK*e7$}#)SEt1ESd*5P0YMZ#Vz%oBWc|fV9Crh4q z;w&>1c)0DLodXIxFQVjsRn~}!2~HhRzn#?9Xo8h}xCcw74DvT`5LHxE>V%Y~25+2c zJ3jzV9W;uBM^gEY+|i2B$!j_th{nBm`bzY&L#Qt3>dIYo(cd*`(G#j!#ol=c&^W(& z4iGPS0zY?(AHttG#!?0?n9AEn$S0tr%1G(Mn_-3SD@Hk|6$TWAX;Ls#|5JeUZ1K3^ z&T5kNHkMUja(Dmqw)?(k%acF89T#bX8q1(Yg>c)x{Q=^~mW<(<501LBo?S`(?}@tS zeJaY(&%pl4fvZ-1MxJ)>O57yZHUL6@Jo}{&0rbmRpXC zxOtb}2)>W~@9)zDw?Cqao{o{^h)?6$lvU`7E(_kgE2fZ63HkAlg+zmGD~=cXxWmaa zl9 z3+@ZTaK6E8$s|rfcU(VEM9==Khyqokm?s|q?Ii&OPTIHwj8O#WqLo%(&0DbuVrggz z^+*LY4XEhn$jAd#-cSrbc|4O96%{SE1<*6(TBred-)x1ktln}Y*mKt2QM~vI_op8o z+`sPy;a$0NmLC>Ph3;XK_NB#qr}OFhd^>qC$io&vV9H^4dChsl)O_utURy&`?)vXC zyLTZhEX?Gv{poO_t|LO=!6f!Wrf3&H7bW(sC z@*pEhefp5dG;GY_NW74Nq~JE$)h8p5YEEwI!aU>U$kWE-XHV%3V{2*~y7(?uYdVC= z^+{<(MaT4X9H{!^z&V9SCF})~)lOTd&W;j@(5|JWR3N*7b(;9M!+F$rhKfb2*b4p| z2o)A!dTVZZgG}bKS%FDnw{+7bL`%#8%oGMRA8=zNV)k}_N@TT9PjgJCd8_}IQ3mbz zfz}+b3VQ&%Aig%I1b}mV4*y!`&e7Mn`6}tm_KgeoeA()x(V%CwFNL@A#|KfQ_i~uO zFMyUZXTpznH(@}MSUUTBbi3ba>`*v`Q51IhbIZQemc}9N7dWmm!vX9{^>N;1kFyux z*wzFduh9SXjyKps506bm!Ei_N&q8XiQ*!Fyo>;efEsme2N~Q!wMz- zU9w+$ z-sC)0W5kh&XMxHzRv!Nj(Dt z$S`PV5t=GjPo6x1cHds$vyr}e6Ewnq8wx_;B{8u~k$P2NL`07+)5_XflsP{M2?_94 zkni5T1eKmMIOBNjCymh~#(VWxSYsZ7YzX3d9TiB&Iq@f|{f@g6L7)=;h>h)rI#0tX zJU!4R_D~W>P;jvROsQTYX!dZeUAXaCSy}m*Vu%BaG*=-96>RqwASl_OEVyn0V^JUU zS3Iu%d_y7RWSTaAmaydoqD!PexyY^>2zg1+`%o?ajF{&A;5z)^{rDX;0lbcZ4#o(P z9M)ZxrJk{+LiLHA>_6M_5mjVRIS#>Ww*$5QDFOikDk_(1dYPCtp^cs9)AlgB$>Zg^ObfFB0$LnWPPbA4*aZoM=J z;sK9I7Y3+fqx+i+*G)uJRHL2WS#^g8a7_4NXel}A6K3zgop0S;pTW4exn+!*oN69~ zgoF&(D?vrmwFMVm$FH=CByRJG&^_gEdI!Jq?8V7JO#Dl)D_ZzPWTJtzh3a*ofH*&# zBD!jZQ9hptbD))hdF=;9HbBsAcYaf9yZi~b4R>~QGz91dw(UFMz~fEs&Y+zF#Jxwc zEoi|>rEtdpBXAr5QSv=MKR;T^)*+uae23rsDowBu=(B=Y=;bN~4G4dK|IreimSkIC z=>f(DY5QyaN6^3d&=dLs6UnA;bjOV_SvS9wPlG2v@X+z?P zQv5>}TmAzL+pbsxzOpLlGEp!wedn^@Wb(Xm5Dmi*03gTbc23I58U-3@Hn*3SU;O;k zDoro|(2&y5Jg-t80u86*i;J$sMZRVGmXmG*diBac67M_a>B;7ALu&^IVSava8r2p* zf%XAyoVCqOaAK?`llfSH@q)S?G$QbrTw2Q1447oHJpuv()bAMs3`M=hY6!rA^ykkM zpueLm=lv!CsMA^R6KsR&fLET>L{&&j9vSeNJk#yN*)Cq*h-Z=POkL>}-p1HYnt?T$ z&c*lq;rt$_oz%Q?CqepQ)WBK;oxZPDi}feVj}IKiKf7MZ^0on}w3{mj3C!yK;F0*w zT=Z;n2(%uN0Alt#XEFK!8w@%)fd3ASg#XU>Y-VQW_-fu;FEdT<9N?<;M_-`+Wdzj+4#6>uYYq~bY;EeSm$ynz9m-Z*#-Xi&$0(I9(uCPX>;OCRBNKiLap z^J<|P@9ZI{UY^~jFJzIfTbJURPT(irvX4|99g-u0Wwxv1h9c=4H1}qFx8FuVN*%5q zbgw2$+3S1K@LT8~p}rp27$bT-#}uylj*p|+oR4IapH4bOlHea!;G02H$VJ#SxP0`^ zF?Fhe_&!NFb}2vW`(IunjOWbC6(ue}Vti|=psllKQ_ErkOI~tu%W>1_wU~}HZGMpHqZB>V`Je-=~x2L z4b|>k3#?)ZS&t3BufL!C_3ICFt(eRra!@;*fdR^^#k??6fTe+rz__SCSZ`Cj zC?l5jg@ap>x>nM1XAi<83TKfZn7WQu4$0FU5PrUGc(I`?4ujk}J&i+3jmSm~t|cqm z)7JLhs{Ae0;o%{dcMib$*w4E!=og&AOCXv;a_M$l2-v94GeoLR(F9amCq2JA+{40Q zehg+0E0}7YX{SX27X*g0+)trrjZIBJy(5WF?d(jzs9SJ#_&;;zq+H;dF zo9c(Jv;R=pEJZ~je1oa4_S+IqU{dyOn2ze;T_hB?+#T?2_$H!{MTpq$#ar%6-qRiz zBY3?fT~+zm^5Fpjn=e)1dq0oqIujxJHzqTpwNj#V1GAg+5kU3JS_pab*d zUrUqlkf4h4;(!0qe}}(vQ)%F2=j^@W35}n03f40#EvCg59M@LG;U-72BTnPA{m&&a zI}z3&Mi;iK3*9`WinObxdYec)t1{kP)4{&g{m0|Vn0Ovk+t!&DZcq0Pxk$7tzSz;F ziT<7AlyUn7lR^f#phFhpf%1~Aw&PC;$>RZ;tA3>bu{sv@611o1Lf)nvdhXRPCz=V^ zPbt3l)Bu;2|KZ9&Utj+@3d(0Nx>9MK_Gq^YO5g81g&f{n(7~4$6cm*EMhj$#s-{GC zsu~D)dkQ3`caGYeq=9Z&lCBC{mHzv7R!-$Oo+u~@bv-jPAF{F`#m7oksNqH??wM2R zS2eG16kmqj&Bx@fqZKm2YE~G%0E`M+R4Xm#W5Jw3FfpGSItIpj(1kyAUjU@s*0Bi^ zcDS*jMED14F=9JjNjzyY?+BFWwc1^1=5EuH)Kf4PVJ_-!(&!K4eSTtm7H)susM3F7 z{tOG>H_Y;+$9&^|Z05QzuYriRb#`XVrh(dm1N{>Os+e}EB~CiRa_Nx`aA~L}!Uem; zv8Y45=W6KgyzXV9msrgcNv=JvQ_XSvN~X^?3Ix=-YC_BNpEA+Wh5VZ$-U8#OzuEJa z*u?_47Ja?F>A=MTjE!=+{8$T&XMHwWY7kD2j(!@S$dc4BcGj_wQc}BxC4`A~9U78h z!_J;iwkK<|DT)L$!d~1PoeEn!GatQhRCUgin}L=Y%pJHp_g-=OgWL|Q-3vLkY8ov3 z%&RKFyoHxpb|H-$noZ3!Le=YAx3*iAU|szD#Gu6(A$tfP3}^wEj@xvXf?9qzdnKlG zm2bdup!OT@#e@RXVnQY2UUwe^Lk7tXhMj;Z?&akLs^`0DPyep>IpY{FUkU-z2}T=) zqJ>WJa5n7@oVeG#`TPD9WK(se?7E!FEekekN(d?#`=L&Ty~-^n62fwPt~3Fwm}l$y z_00x=8mpkOl4rp>k`o)|t9kN&Ontv2w*&vYVRE1yobu@S_^U9{s4X)cV2`F2d_nu2 zuSC}jxcqIim9g=+6s;vR&;hHOK{JsYe(O);1{M*JMT4{#p>5FJ{al{qf^*L7>UhTu z#p2MoNjin~CE4zAlN0@z*n3C`owC_mMGKD-q7WTP#bNDSm@1Jk47`#a%_PqJU~~X< z#i8c~C2f1tjK1$Pa!#fsBeIor12)f<9GnEI+f*}qt&iXcmN#! zpQAsY|MWh*ms^qfeCR~aA@gHP&h+wdHsoFTe3_yJiaLU%FnwwHQ*=^5c7U1)G8#%8 zt9LYSez-9QWeKXAU=*&|xw#X81BuO4^b)jGX@ULp+0gLh99S6{Mt7mXG9DA4LQ(n6**>2=-SoN%`5lm1X%xUi! zIwAsc`#&|JPnW`q)zs8NiFjfGTLQC?0I$}8#7+ltI@S#t+AI5+Wwe`cFZNV`7~FjE z!P;Pk@B6394i!>@34JyP$4xzXT0BqcCl(AQ*t5Odoi)m?s-DJuS+1uHPMf6kfdQ>m z-OfOa>*i`OEucBS))Qe2+HqazG0>htWw@p|sf#7&4@A>kMW#Z_cim0}eofW5N!--h z1NZw21UZ7to5TiN@Lq4FAV*53FR+q)Eb%<1Y!HoN{`Lz%-Q5YJU-AlPbk^#O2X;r) z7QtA(Ce&pvY1_(%Qijg+QWl=U^XP=yBK zDriI)Cn@T?r3nJXp{rzSgd|MDOzHOHR(fNhaDBl*5kGg7sUbP3NoZOLTRE2fpF)JK z%SKyxb<2WW4aWSeewm%zK z4DV_n&J8&s?vQWSWwTlD#%Ql-KWY9W9TNO@G&;Q`^B)$+461Efgb1r=$D2sj3r>@F zP{QD+ftitKubiLPcDnePahK^c)h2PKyr1m-!hz}nZNkxu7`gcpE90e~t_vSoFN`%I zTihOmp7AsK4t0S9MJ$APeOSZ)^hcR{ql~0ZYM|(>yGxUME z;cTJ}c$(n*_W{Az-!{klN}?v?{5BedLBi0G=OwuD&p9NLpe7!66>M0V?P|9CZb{_c z`%QK;(`39QO7ta^=aD;!wjp``bP0>!xkcZVWJ*d7^E?=Me-XpEAFL;~t}|J8N9o)g zzV1)Q+=gC5xS|(I#3;o!qCL;To(0TQs)lzFW!71r>EF@vazk$=BQW|rsk3X1%k6?4 zl+{`{x)(k_Een{N-9c+DI_dG_B`Tm3OuKezf_qmHc2<(P3xxYa5Vr5$R5B3B#6$46 zbpAsE(;HWv0c#H#a^>%5{G@WX#*s#rKwVTiJV*Q6O2hR1Z4*`7o0dU?i}@jyV*PM3 zi%koA`LLxo@wEz*e(StKhx?FaUOwUGN=eSxGH(dO1-zSJiTqC$-{C&grY0OWXYcdF zn6U~pfo6AO$@rQ?WMQpS$*v*pMy%ix3It5dkH%9_JChz7n4IcR( zjBcc>wP$ZeubT*)g8yjo6GQL1eNbXRdKFA;u`SR|->=b*!j<6O)0x&;=gHQ|;vIP* zMxB1=BC%QeVv}ohW6jNU)GwfI^CX$~OyDEQi<2?*M_irto^<6rl6V+CnxAef%#Yk# znW>OvgUZClt@|z9s(h1Fd2rxhX7)A1TLv&=rIdSYd;T-XIf^`CIr;A#9xH8rQfFB3 zi7(X?6X+ zyr8wPAS^9&?CxHAQPjl4&VE@J6}SJHs-@u5BcaOoU$iaj1*Adha+ESz0is2E`XND2 zk5EJdXs00+ND2gLh;ON)12y>mSp_$?bD+>jG3%o5(9 z-VZO6l0EZpHOcyO3RS+JZE|cbZ%yV~l-Ak5NQ!5w91|-I;{GyJgnV~9-PAUQ9Omt` z+(cW{Rs%aTqrSdJH(2nGq>kUiMuQ;{BcZB{|D<1hC<%49jTA?dS{SLcJ@)GkokxCq z4j4Vk7@gK3?D|4JZp5+W9eOL}kp?A-X1Sij_jZY=Au|7YH0iNJ|9v`TJc37uAqo>i z;P}h2N86-d1;N})XSK}X@<@uhMTW56EAab0nS<$KR_EK(NGK8v_6`;67O;u2dAwqd33H^Dp;S`;lJ{(25vzWzr}cY+duTVRRzUau$D-jx0xT}GLg{xc{q*>_ z!c||`9kD4>MT>qW$g-|lteI?%7Yb8)|LpT0W=O&R#^Vgk(x>?B4A35ZS zXALSx|EGD3s!b1SAyt29}g~Q)}2G|2lkD3#~b8C&KhyZ z3Vom#mxBq;DE+evze$+y1g>Ur>nS zx$Re(Q9%j^LW=IPmNRH#pg<6a@Vo_Y*nja=piGcx=I>*t%o@BU-P(l_2q#O_QH*^i zYHQW&?=g|?p>yya1WS^acj{jx$0!z@f0xIf?umN|5W@*(_FK^t;tIcD+#*kqeQy3Y zH`Y6J*-G!$?P9;a?MlbZUDph9J=nrnC;GfIDv{c0GVbZ_Tyng~iTLPMU6w*{^{&M^ zphW&v>D!wevwd#osFS^px*yR&qD8BV)aESZ3euIoC)A?t{>Da2XLk2#+Y%bIE#yP2 zZGJ%ziO+NOi}F3JKf;!hCM#0{Cl=#}c{6U~BMhOe71t5vrWv2>Xr zTGDydowc7mTvB;ytRGR&IU}K_6HNqN=hN@SvRi8%Bo&7X+%UVY69(_UJ-ceS(comE zi^8-oInrMDQefoo`VL44vZ9qyeYr{&rJ@G|uhzH>ZW%q6e5fnPl|G5^!+UkZ#K;AeqhpF5jP z1Z-lpkFm_ivIw&LW)KWZ+Uha~lh_|IMrNfR5G0)mvR7duGLd8biBj?#mA?qIsYw&{lI3Om4MfpNXa0rYw|=7dNhj=$ zg8?ujq#y0EM$)$g8;FRI$q&ITQgGtpxP55qA8K2gWI5r__|Ke;yL1Z9x%J0q9Ij>| ze{rHe*>f7g?0WQhb$qQ%Y5wH`eLNZL2MLG}8kCR$fnj%Rw`9wJRUXx}k5$kALQvt< zOUVMIWjGp4GsPEo42ur^B8F{TsHZh^eDlDAy^0atC|d<|ROE2Ff%x`IH@6i7|k(|#slL!JzVV|KxC47wMQ z4}f7+;E*IP#p?Kz`@e%SQ#mS4>H7Yw#kHVXEZEkwsx)KGGh5D?=tw(VGY_YurhPh( z>5kUi0bnuxA=y|^&VF>ZsS&Oe(I2@^3e|8qSX0Y(SV#dRe6=ujIk-6qx(<3E#Gof5WG%Z1E zn9t_uq3PVeajkI|@Lu_1vmhwcoS0{4593&aZgIY zHzj_UL`Psc21@8OP(Z;2AoDZhZ64wUcGWjh`Uvc6)ulSB#j zl^BkRpY|etzx2L~;A1EJ3=3@1uRS)n+WNustBS+3pW12eYnaboG8i&W^)|QTcrzSb zCpR9xoyz?^r#M{oCP_M!aZw5kjdAM9fqwdA`jd*ZJXx-s^6Lxq3??X$M&p;|l}RnI z{>bDAe=?e>j+R}W7#vb0c>@2k40fs+g{BTd4UAxc3$k3x!x;PV)w9%&itxN-_nJR; z*SlHG$+t|P0e9c_k^koP7nBqX9Creviz3lIfi5gPXQR)>))XB2Hb(CkROH-M^)41ztwjX!X%hb7 z60E1^Z1*+#=rc1|t|pX|Bs~W4cYBD3zrX;U?B5}bUmzMIK0wzP`fAXEC+hSPyV00|70>Cd z51eFMu6M6)jOn{l?<9T1qF;TZ;GRnEZjoS=_z2ZFnF6Vl`ei~0$b$d5oPo|cKmW`v zYz>Q*UO}~?R0T5%Dy~HxR(kN09IvlMQDj`*l_gGSxwCleVNE>SBnY2-W<9mrZeU}X zsWV^UHBp5k+rEKm94$wRa-WO=%fy7eRzxH#OdU>Nt1w7A@y2*W5PVUCKX}BH21Oi( z+*;OBS3=Dt%Q*%WEH`?exkah@;ic@!)<;eBRrRsxyZZ{XbU|yT(~aT~`Xwu~-Tj!w ziMl8@K-79a0^BV%Q+Zj!?yVP7fXf1827#NFNgM0DvziCyB#ck z3PA%=-|_RK(W6(QLkcVo4}sD7i(fix640ybL#agjE`=c_v-u-^wdU*-LHp&+K~oL{ z9crC{r|uU%*#Xqi1+iL(2WAN_61BCzP^j)4l3RxV`^XBioCP#XRbxhLKT#c~ z_FhcvnJD6m!iRk}x&LWGZ+k%x!eQ9YPiKh^QcZ$vxiqA8i1n=cS{Q}o&hE>+DYu2? zMCg(7H=vQBAQ_whSVGV5e8x%E?wn9 zTgsH{nX$&!D%z%~f8K(-V~J^lhoeGWjdI*-L{{{SGjnPgn92TcvomVXk)he6CpTYg zVQ}-XLt#w0X0p~Bt*o%EmFawf5c$KQWT61JwHuZ@)OSk$@NFSVif=?ss^PWvc;?L= zH00AUr0?I(RBAkj{Tn~u*|hMHQ5jcq&IDjTEobtd@eJk!o5!ra5SCl%`=(uIZ|_Qz~IhAWkg`ytW5h*fK(LB@jbM2-|k4|kp^N^a#&SH zx1=iZqo76}tZaC!payoEczZzXes}E;y^aD|VHgxC^fA(iMZj+t$BFMZZuxo50a;l!3!D=mH-(wA1XNSMyc|LKi4gy)%uKpKN z?YzYvht`{->SAn>HLBhkBt;m0N_pRvMA(_i7UTXJl2FZOmZ%JwsvM0HkqD|?N1?iR z_#!aU2|Jqa=F0Edj1e=yrOwGh*6H{6Mp@Lp()06N;w_7MAPY)E5}|RXzF~%?gN_$; zJgv!jUX`~{;0Ug)(eip@si$(|GfI@#u+?s%9BXp}6bpVq$GPPw7^t<4+7A(vWjJ57 zwsOPa&0El4vUg3$i^#29;m@#R$xEx`Y4z?B?>X_#D%wwNx^ z-CP50+5nn2&}52_0c_Fk56&i0qF6mY5eE;4QFTIJlu{~vGpWAp=Qwvr61YpDk%*t7 z%-x?Ph-w`|z%v9v%~9d%&#d|7{Kitu^^6UC#V!!ZkffpUKMT!t`$s8Y+#m@eFJnV9 zog_!!3^vjW!D;C&1ixaSX)XQY;~NNnHVE4QvMp%85c64nGzW0Im6Z~?k>y@Ox1T8l zn&$hdf>LHE?6d@;?8JTMz9m29a5`ehM0}4Y!6D{xNZ;=A!7cJXsp%IH@P311%lEf^ zc`3>Q2ByyO`aKxPbvK;~JFX1_WVQ$sgy2fA^Xa~IKjQgf_9 z2DUvgF7-F#QdV4eAkj0@c<)i~-XWlRM`;~8exdIEP=KLppmBZ{XZNG#H*N((Xom_g z)f=YH^bRXtKuc~GRMG|t&AJ)Vv0e_5s>OvyO$GJ6r597d@YCj~bGU+C_pbwc6I+@ojce05=| zaJr>Np#AV7Rfn=K4R1jTOp#khF#XAS^~(s)M6QT8Y1w?_Z0L^S`c+1BSv{T4|1b=< z@epAqAtkjAUc9gg#z9xX4oz?gWf}X05TrC1umFAM$iRKP>aR- z7%=R_48}BWi6P+ed6v(;=xq2ez}UJuvk0B=tgd3H2gwOvNW@!Fmh}Smn-`=6orUf-6B`kR2bacldAhg-$a9CyG3`y=&&2MYw zgI2c7u6TYwB0A^wj#!dat1a!y6M4nG!x+>VeTAh8$cVcSN7UE}}y2BH2 zp!7u)NLimtK~bc2Y0^>>kQbi>?5HoN_@v}V+rTI_0 z8U>fKY+w8vaX4xga>Y+ehD0;)y(_Ym^6qH=5hiy> zIf~12>(h9X(U^2Tu3W%l;ATle?r$qt-NI?Kjl6^j+ake~jHJ4cYV*c-QWh+0Q)w%M zVVE#C9C@7xe7h_9)-f%pfP{g8;pHN2>{vDa6ELc32;LRZ2%ZQ*)66|#`rn^lJ=Mf| z`cXz^6TA_{|LfP&VV)xxUGOL^<}(5U0x-kZ9VNTzd6|=vLgeJ+>aGS}6ccjqQ@y?* zbT^*WDGBuhSP_k3a21Ww4HCoJmb#m_shWu4y+eKX?HILTN6!o_f5qi;3+&1to z0`QzG4S2E7o8vlg=B_(gaVArRc;HFRP4K7-6?ovcX2}hiDaJZ8GxPd#-de6;a-u{> zVESZfX$g#*ZOtfw*wc&K zBxOjwGEE}a04ZPu&gb~7?8)Ts27IE5zM3|{xi%+2Yi}Xzo-|1q{=2_VLqy5)>w&Qc zsdy$|fG~0`UY<+tM||4u2UXu5M)5dpNWq&)^uc4TV1WG-_$C-g_it$tfB~-;5*8Ir zWVImc|6h&01yq$`wl{tV5kW!;6$ufL5b2hZ5NT-v0cmMT>5!6ELOKL#32BfLMWj(c zx+SGU8vgsmnfYe^_ulV*Yu#CQmUDQ|d!E?Oe)j%FnIUgDyM8yOfr{Y=rJ;3&ndi<0 zCl)zslB(`?l;*BZHVW01g^NRV{lix}-HlcMg+R$=HQ&mc-P_*3k>~u#(PldNe6krS5^2hPnJ1J$=>Cz3ROWX`j)T+(^IoZT^8LLSQzSsk6WRw`|^IqRA#I$qNst1 ziTNuO6mo6@dzh`oLF{FVgV3x1Qb^!pA@&yLK3KokPVnr9K)e@6#wD=^{}s*~V-5sl zcvzwXnv*wi2|F0+RJz}XU3$-d`CMFr04q76L|rgkFR))H!up=;Ohlw_fXwj~WT>Ln z+MUDejqxS}MfeB}+P4|2>#KBnZ3 zYM1ML@6ZUKsE-r{NL%{lA4<8CVSoBBtZH4qdp#^uoJi~ubt$bkfD_uPrPe$FjryqC zE|WitNQ_u4fhEi(aBidBUk~+kVd#|$#oW~Vv<7ArU1KWe)B=-TTV1lSH))Y<^*{&5 z4i>3@(tQ5d6(!=FU#pGT7-Zk`Y68!m&koPGwY3F+#}7cX&cC1(bS4bDFAk{U4)!p@ z^j9~nCE4_MF$-yRpa(gH7qI2jGxD_GMB!^F7T=!&Ge?^PtKRwmjJNG_jJu>h&}|OY zCHlH}RYiR8ME*8s!E>R<%XF=zVuEp+Z}!8;`6Ce}sYBR4*ZA$;@n=EB?1d8hrdRe! z#1)>p#+Y}vVXKtZj@aGjzGi&#i}irvXqR!%ql|HX3*S$J_fx5!?53&7{fs8wkF4L_ zT6Gm#XqCoW->~Xgw$XRiH_)=(bKXO+)+*CcW)q@>)W3+?tPJv zjb0mn_!y&BCwN`@4it!5m_?FTmY0DQj|Fly-Q^;;Zed-&zJKn9gzbpE6@ki0ikR4a zbSJXAUwNszp;pIhv!$1T7Ji(%sN0Zax0VLE-nbNRa7zY+G>Q~CoZ-ELt`Zo@v4+{%7>qU-* zP~~m?2KNrn^)YMo))ML5#qq)vmy0tSxl8Ekfqr7uaW?`rsV;L1xsw)TLn@ef5NkN) zeSgo5_}&O5fbgC`Py{SSCh(RJ&Q6uBAqu2X);Bh$0Ibc4d|P0Z!~Er$=MnSEE2XH5 z7p{suD}A!eW#T?=v2x>-^ub4;u(kjt`TH9(lecr!Ocqx$b2o}T1pG`UzUt3o zDJle*e112oEm5+4pVUUACH5nWL5KCyQR`ONQ=PNH>S(uAL`SGm^a@FUrF_ePBihx* z<@@PLxS1cJH(V^**ID=HzVKcpp;3FBR}9e;T?nI-)8{)%O1&|B2-4VltfKRaaP1VE zx2ENEb-a3MNIp5$N;zoJ1Kl>J-c#)5O=RNhcE>XyfLl(~Cj-M2AvXYYsyU9`a1R)Y z9qj&u=+NXbnO+U@8@q^+rWhuS^f{8sOtkRG9Ix_(Rcoy7SfPYO{F&}hxhFAjWhm)4 zPsC~#?=Wk+(#(>VcPtKgQ{pi_65yhiU^IDy`3&Tf0L+g8(rf^SH!n{BjtgYWj{yNL z`SfWHf7YdRxe+@TT+ZEYTDX{${*2Ep$of(0s<@RTIGdF_dfmjF%8+SS!N){Ab5z?e zeeE5mlNH|~>lk{P3I*%jt_=e+J(69_B13ps7yxodp!RkkS%c`p!I=oaA8uID(VAv8 zT+na(3?*=kw6_}KbCs!z#<6V?UYoE>nZG^YTETT?|2S&#)t~m}73i|kaV3~FB;Vv$ ziSSkb+?V~Ey~-a>X@K8B2nFeY`Mr%9)gs+wI1x%fKF`w1Y9GLITY?l4*h`+vgP;r z$z3NcH^9ChOJpg04OcXZX_XmHA~htL@naA+kw#_9#fzDnGoc{apFz%6e&B{czIo%)jPDwUPR?gns@USabK9h&V`a1wD!koyf|z2#ArZByCG2!ueU+3}lC*qAy7 zufC?=KctsD2iGW4Z8_-R*+e9xh6e{H*Vb6;PT<^*50E3J(D`zzkl0pI-rkSg*883n zZ8*~_1o^%)BRugn8yTlaNx+fUi?Xx1#P7gQ{c+jN3ltQ{Ym#o@rT7z)8dkU=V8buF z6JD$u@JNZ+)yD>-tF}oWJ@CD+EY&w2%1^W?7;5ZAk!?RS;$Pldpqd?zmCJX7#r$qM zk}By)Xo(N-JvcD6pe1L|^0-PA)5puFMKSLt3S|NB`cU7jY7L~l|q*}0qhe3dQ|q4uMTr$cj} zi#P4CC8KT&g@iS0EwSs*w-r=bVNXKDu!mpljN$gUEc{{u>LaP%in_akJJehrYHfAR zH}1%G1K$I3qMb%trbduVAnkvrb|3RN)bTYAVcCMTKsV%4YKvUPQ9 zx4Zeq^Vm(f-#P?gS^~7#)XY*T8?+Ma->*3$mD36GQ>=66yfnP#p2sPsNj;fTbakY% zBzs;os{P>uBv;kBE-y$4qPNH=?wGc6T-|UiH=Sy{UzR(yUnJ~(tKRw#JUC)?XO_PK zK)f8X=sD{7RD)S!>ewMAt6H1fx0d4@Hxje5tp!!KuH7n+^UL`8;TgSLy*|?}rJmKW z6N4#a3oeo{CcjMVZUIfC^fxe7YoNvg5I4qoBV5tl1Cj;h?%3li(}NZBH*`iS-#N_L37gF0=+Hno$|l9*_;8mVh&RAGX0se*vzMch2#U;;HHJ2zWmOfL z_kG>4xCwpXn55ezt9}|MJTY!F3h@=Ud3d<(3u$M^rz3NDi=VV>zFDigDC%8=n@V6U zXGL`dIco_cvL39VSq_!Z6*Zi=DuEK9ngEGc@W#g$qImKkt<1R{tfDRTjLKrAE7LTw zZR)Ka|w>{-`-`Lr(*AT`w?|+1N+OYMYq&cj-lkMaB>o;u&I$LGl1TO#H$CpL z-}JNN29Q=*;7hSXXam8R*<{Q8DlhSryx)e4J-|8a>4-$Vf#(j?u?DBVN=ga^89S(; z)IpBgv@|C7vGu&0$fRfo8cIN8v16MDX;!#xN9pX3^mXvFG?nRmkanuB47x@`N`UAb z{9tVva%k%Nk*OoEC`{3VO{HNr4bgfCzJx`qj6nlgYa5%J>2Q;azOB(k4q~VMPLeAI zOA{*9$u8F+lo4skO;&4l3q5mmua7jiVZ@a5$Q0I`jjOx%OsuHRH({UjhxmHZPqvrX z-~cqtP-m~urWk*!M^VoF3%DQXu)sjFRLwr={>#hsy{}rEXmIzZItWmGj2eOGC`ccU z)g5Fce@lbLMZEg1NhXTv=^rvdeq@Ks*|3!uwVZpi%om~LlSdiu&XdC)b~K7~NX6p9 z;N}CvKfS!%vDGb-YHGn#BX;$?Ijf6X<#adfd;VuWyB!`>H+ODFXuS{Lh;+9*wZx*qn^be4 zM$I641*H=sBZ<7@&d?-O%7flsjs5RO&z#X9P`8c5nyQazI^>K_eOHJk#u&+JY~9JS zk|I#4=3S6v+|_DaYboMfoF}3+U9bhBvQq=l)|rgjDM7->4h9HB_>h9-=JM|DE4V8gT#R`8I9L(l;%f?v zP2G8|r`&eu)InkaqBuF%Q$i43Xlicu$ET1pE{2lT2Gj-q-b0}=v=A!r#{bSt1N}+J z3o*5UJfuD7O1XpM8Tsxvd{wI4NH}GW3l?VG4VVx%G7{L-9WM$@d#(`!ys8xHjRkq_ zB98#z;R_QF>oALDU$!N8IUS@lgt^JLK_j zC!~V2q@tqYy=G|ud?yhpX#mjrfQi^RF)=}&eWmHq&m?-N#oq9XAiC4YqTk<^=|Uv1>HA>kW+&Kid-Vko$iy>v5#A=^r^^65*)3>Ub6X1 z=7i{g3P8Wm`vmBhluByWxx1e-lVSSpv#c84K!QL*MylB{{fSsoe`kup#8OZ)pzDDP zy*9Lys1>pHki^}um=ETJk&$t5c&^SzE59G~YmMMy&AZfceVdI^leiUXj!4uEGebwjrC+ohf ztKRZ6Q*RcpHSU$aNTGt_N)vF^Q%_w|PLCYXGSK@4llLqi65`$dsC_nQ0uW^mw--Od zao7f0tB)Eyh4At5xy<`sLVa^`X~`UhkS!6nl9df&Cd+6ws!?`F*T5m_`=B}HkMk@W zT29rwyuB4sR~+Kcg<<)WUHXud76BPv;wwZt#moge2op35|FQhcRghfObx?xykYT1_;zX z`e1MlMvxP9O_5Or5x3DK6>KGj=NzkSRuf!K5-X@QtLBOhYu@XM=ey5SIZr7L3Q}6f z7m_MxLi_ReNZL!}*i6VZ9fn{k;)>^e3xcWTSukBc3#I`=PUy}+*a0>>WWu)}$jciy zdZPi~)bn7GUK4fmebd`GailL+wasVQ$5T7;%R~45?oIQ44E4qFAdVO}#l(brGryAS zYM!S>yA?DBSp<{ksu=lm3VlQ7fzsD?w8{+cV$5_ycO8{Y- z9^gzv4@b{)KeKw8D80wwK85V(Hzh}3?1+i;YSfL9E5c5W+o|t%JnSjOlJ+_>=(YFK z7PE?KUsZY+df)$aweCxcc6T}_gX*(V(~ZU(TI##SfXTyFN*7c|ud*89fxB-r$a3F_ z@Fr5HW8x1E`bcjlc*2M3{^|PWLMQ!Xj)$nrdXp1$&HX~MR+y~dOLju24K~fBa*u zLzpd5Rfma13-)dN{mQ(tRjH+=bN92Z8p3P^b~{X(%CR!ioSXoU38?fdB>~uAiGFDJxilrDW7` z?D4zwXXsRJ4h()|N7A+QEf00SB~JZ`%PQ3xsn$%p74EnK3YczYdPaC04p?(m!heBg z&_$;6_03tlBccKF3AS;@B*l=SAsS225=jzrdjnTOPMdMTTM9`Jpk4~P0=`g4n66hC z75oIax#~A|c;zyk+ISPw0Jk>GsPC@a+h2ip?(_D#6Dv5HQX8jnwFG&sMs4c-b!p|?!(aPuQK|5gZlM*zUmjO zVhy523%Qf3J^)(%{v})bt&*j zaK5ACwJf`}6vZ{zv2}QgaXXLWC<^IqLw?%q0@FT!QOQQdNw-ntiN_E7VH1qT|M07;C#I&YI| zdbGOnxXRF#dF1wvuD)uN(xCZC|9OR2v_s);mR*wv)dRtjbniCCmmY>oj-yTPXT`*i z(-YF)-Tw~48j{kUZ8-Va3^@7Sg>zA#Q(qZ(G<_cTg*&aph>X=1zHlW8kD~WTto(@D zNMc*vIDzv)VDZa|ru6vDc4?p!0cDacTMxsPw?+|36A4WKr&MfS$!WbcRZlQUd6d~m=8N3;QV1*xKyzKZuJGYxfg6sthFt%u`3Vr`*yJwe@v})KUup8+rY}cXw-tf^F=}D zhQ;%%JBADz)|qeBKiyUQY0wwN{o#8Km1i+<%SvIy9#JGKwOo0tS3La-=PVk{&d>|r zN^=)o^)amkXkS*o*DIaXW6WBN%_NmaZ@%ZOcS7r~WQAG4S4@)Ejg-J#F2sEHEVqxA zR^RVl1<^}o$XAzFRuI}C^k}QsKuTcuM}?I(s44=1@&-6}*R@O3-mjJ~beu0Jm3LG25cQa2IRghyI#@ zO7+02c%4-WG{sP4`yFg;;~`uuF>_K-;OuoBFnnU)aCFEGd|?J2^;i^CTwZ|#1UpFR zqYkeJj2*)I^M>g22kMKO@H;WPaRWWOWOk_DWD)aAy@H|cKs51lvNYN1nUs0V=r z1T;#LbbIu=gHx%Q<63fl){40z+<;vBKZt&r*8lg=rtvAJ`#f(}R%IzDz=&a^J<>#v zi-~E5gB#l928G9v(;GvB^qhbcXnI3u%@B0mBrm12m98gFA+6hm=%>JEvf*|O8Ms~> ze!qYn??Kf??ORRNce1QvgL^#i``qrU?`q|4@kYArwmj_matnj4%!>Qgc8+gy*w?dk zwW=K`w0nEb7qO5wef6Kiy*1WUgE-T`@0p?MqwPf+Cjm-w@2cJJHX zMamfp!J3a-B)he5OxVaCIl7YQQJ!A*HAs7*a&E3HUYw@r{#CsDq1SSAc0B@IPcN$m z$Pt(0eSJg2R)LG9ZQAqu&N1ni2DsTR(G0|u?lWH#IO{5V@w}opck?lj$mY}%kO*PO z2Vw9wbPxuodaeM(*0qD(<9osBg4-!?LErloNXdiALLA@IHmcJ^`()E1C};yp)_P_oFqu{QJjGTTL7DpQECX(If~k1Eak<+@*3^`xQkT8}{zRCCsg~;J0za=b$a_ez;PJa^Gmag2;Gzqf|~SAvyuWJ9QnD?6sDK zUXFH+3AgO&%v8rYU-H(#&@)z@QF_|X^K6b_Q1H@a8hPLR=NtvAJMWD@y=?w0LHCZ` z+>rs%I=ed95kcTK@VT{X$@3lXE58NyAD2=7FMaj7P+qbyxdg5tP~$Z;G!%zseH^b1 zB`CjSWsbl2mIaNhl>OI=5$-a;iXd>mUIT3>#SD4GBBuKXDNQ}{~2?wAiJ0U4n@5y`sEBc3=6>+oz()fA#X_^ z%ZRE^d#T}3uM+&B*Rw6WbG4^q?JeFA=siSVghz?VcFCCh@fotLslDKxB`hC*WskJ} z?v=)75qaOyqqM`v*v?vQb#$TuU5%si+4~@{iYH0kBJw?5tkjDMW)C}AdJKh~`-&}#(?y9Trw)Bzcbo{l zkgL0-Xo_6#FH!tR*oJYRc^`@{QcIMy*R&u_8~=WpSa30fuJ!HlRg`zolxN{`%}e6&W4l=NpC*m5i}i z>P5knfzRdC^GE3EZaqBZmB*Et3%W!KmdaQaWZXoqnCn`Jc{%-&wYV@eApPr{=HMYf zMRgMAIR6vvVfTldxak?|BB!Nhq6LLL9x3ny!sJiirdQ@4)ok4iM(?jn+Joxbl7?L= za;>5c4x;s*uJ5{)WQ;W3wi#RlWghiWps=`i zXFiYbfI=zNIaqaXzA1XV4*X9}Q#l1y^W$uJt#`SjBi3aIY_`}TXZq3+8CfU73X05a z0rrv$$SIoo;=I8}w5HDi1lLab+k+=i)*bS&;zd!E5SuhVepmY)ySyfz)FryedWxYr z;{mcOi|F_HxyZah>IHVCAyc(1I!KiogY(7Bmipg^akbAmHWoJq({Jwmyc0m1nPyjH z;2JEI3?d^+g6SY`jBLhyWHV0IWt(%BsNh+0nIjY`!loAh99_65@Wzite>OJ;rP}@D z!wr@cf&1Ko?B7*4W9)2#47ixws}FDDRwj$vs3Q0fQ{NX))yr!Ud*!B#PZ)f@L5iv)Q-7k+fK|o+^sJbN zZ9#qE$u&^3xXxldnSoI%&1*Di&c?@48w60Azt^hS+Hr6w&Ld@gK26gV%ibn?a>TVP_buezvPl5yp5M0|f#!6;5qn+s$9UUl9Zd`04> zp+Tej$5-2iuD7CU$Lr6U{9X4Af!+q%HMgZv?byEG8@&iRjEAbZuc|(j&NkHzc$21k z>OVZjOp(HX3C-b?Mm3XD+k~^7br(whFCljU(PxN;>I#<|Id1Swp+{9*oPW7Wnv-T~ zj-`UG`!(~JuV+|WKu`%AL zOvD8U|CO3WGHB(&qC(71dE%ME0-&a+^Z?Ff1PX08AW3}A+?ju4fAT9LdvUgdWI*&< zHZhd8%lg!NgMFmh$YSa6PlCmbwLg1U1$80*zC`|xJL*gs>VcOKsoGC>^4NA3YxsuS zq#j{Yf60iNpv?47Pb1fBA#lsy$c@5EE+A#K+{@W<&>C2^SX}sGxJS25rs5?eDU(I1 z;dXsaWZ=~qMgS3Iri-KX&ioXHZEb~PV*d5qAHGD_JxAs%-$Dyz8Esf2PMC7RQUIZ* zHU#LLPXh@mX3DD)lFt`=Ap}itfN*o9G3}==mt|bN*7GT|RkI7;1u~s+w+ye6??p1> zFnkiDvDq45V!KK7qX!hlcUA8oisJY0ASzeXl&Q4dbg$DJgB%ws_4IHgeqn#WYYQIDwA=Zw6Y09E$j2 zBfHyOYjZB=YZtj%ztO5>8u-NWitsOeO3U^!#Q=~=L~4F&Ce0Q9cbr%E9Y*-;hdnMy z`Xr2ZxeMp8?=aP9okb1fXizy`SrUFw)8!;}e$FL&CZMyf0iB=@Ei9cdyBxrHZ+8MY zN;V#pnJ;2!DC+>vs;>X7pPnq{lV>4J?t2bG}4~sVsJEkeH4G!%H(Hd+`06YEh;ra$8f2LUb>TGaxTpnI@n-;061w#KB-|vT4T|( z!aH!%d7akp%4VWVe$rKXs{1yRu8GLxRnlAJFZa2Z1yFbLV@!dY#8h+ltYk*mByqXX zz^P-LMPrDUASRga`t|Ukk?*y8O_xpVm^XRW3h?Qes42kzVIkX`JzYhf%Up8-)^L+6 zY~l`U6WTb(q+)zP!vHp_gzXnOR)*ND9X`^Kls|6&8(nV_NTWjHV+}tg9FsaE71zdn zaX|K#k8IYvI>n6Oj#UjR4L8kN8hEGx$dPs=IP-pL`5stR#uqKvE(&59ATj~}_CeHP zTFFX?q}>nn(dgv^GYSIYJ$`RJj*|H?q6ibL78Mvy${D8h`3or#no7y8;`2)SvbY=F zd*yaOhrM-b_ky?KZd)=J1(g0bT5|p%%m}2mL8z{HSrm6+c_QAQ;>z^OLb62z^r><0 zvb+PG3tY)tIMWVtmpx8OV^1kUF(*6e^GZ(&c%U*?a<&sCK0UZFC?;_DJS$3%9$!a9 z;@b&fP1&j#2;%%|OCEa1D5$>ejFEyxC=D5~y!snF|gfZEQvJqaLASC$5Q6qMy@Z$WkZXQyz>-Qhq-KyX* z7hbs3c-tzkt?5YRa9ckS}v6j7Wiq_qERvg1o2k#XLBSHk-!&iH=osnYXOcm{@>J>jTK%61r}^r_CLl=iY)-dnlj4QH<>sP9C;VH{Ra{x zrCZ3?M1yL7>B-BsH^1y(LmzNQC&9)B*T23 z8&(iD{CCWnp*E#*u`SH~8|f0E@AuQIfe%x9Oq~P4pQ# za!@REElu;HX}ddw5JF&mgPtvM=FgNZUWBaH`AZI%hjNQ*v9VhF?P3J*0pk=}@ASUb zAJ_MdMl^wCbio^tlJ3G)>}d6ce+RV~AMQ5Fvv%%G8J-ts5n~e8iaccQiU-V@kS=hGY=2}toS zHVt%+pB-|9Kc(Rl=@fMdjX6}GUjnb|zf2zWY75idNhp9sLzxY%SQY;&Zg+dMApT8Y zr*#g{gNV5-XuN4xTHpEl)SnKtLy=A#njXcC0|f!kS&B!e>K1UcGXnYrvPeRx>=i;s z8R}}BE}KT6e`YpOFN72sLFja10~BzxWMf$ncN7rh0}(@d*WFe5r%#`-5g?X)g8|nIN^C12J+KC z06jd7tx22#4pJa`b^%Duh;HPLoJWe4^3V@`WGB%DgGm`kmyrv(MuTJM-0%eGa)ZRM zMw&fzR=}5*QLp~Uqs7R?BoY`trOBWS2!<5EOChio$7xHiY(`WB*Ic;WU2DGceUG&%R+RTi&rKP1$*9M>oBf8x3Ri zuE~GWbQboW-b<7|tEb($kghUy+GSDox=_r&Nri;ORb6JX&nG#l#NnA3@n4fZ=8b&? zSy{LDGX+d&wZA7KmXwJzMI+V@Hd?6Sg*^lsj{jT-4#h47?|;j-S?j&|FCVpY1?t-G z?X~Yh&fS3VnpwaBA2dI~!$I+2ARE>hOo)U}tLfvHKidCi{k_u)s5S@SUH=N`m4(sj zEsU1op&@-!(^%7nf6DM#g-xq)T&rXOLhv{yLLeap0SV}dLsBj=1!{)ye2^b(N$$>5 zM;keFa_be0RTdW$1C!rQkBCF~VJqG?mR=;9YEi-uHK4$0X$kLPr@qfi#yrUP{Gg@@{VY z9yMc9|>Ugy+oyPmlO{>U0z=C@4I3{kTr1vv0__DTV4L#LV+Jt@nm&CbkzJFB5JA* zSSWp-k6mL%z;J?f`k_>b6L_b!gC#gjF=wX|^?RfO^1*ls&%Jh*`E<!f8)<5q~I~Swu*%dx)Rm=E%$4 z!7(fO_x>3y1O%vnNjm)+qW#`vEYXpzAeMIpw-D%;0Orl@>;?-xb(kH&$j=&=0hAHC zaCdPqM=f+wE0FiDs#L)ne@bKmrJ-cVKnN2E{!5MXUMVd(-VK2?snDLH`R4?_lmfvk z=Nya5US}`)tARzMSd&AyV&aA>g}aT$4`6Rxg&(vp)Bc0gP#hD2A{yb@43eodfBydWXqvW#Rj|o-E%_V35UYt(gJsUq z-2M5huB*JqyzlQ(OlSh~0^jui3L}CY$35Vf1GW_MUaf)kv$j51v(iYT&Y^gtIIn$V zK^&~md&*M?wo)w~@SlYcg?A97oby7?c@5=cJ= zu=RMu4vTH>88Ii%{a1yY4}mWOUR}R(YlQ#tbDAMZ=b&YmZ+WK|Ub-j&U1M|Cl4qhc zwK^+*_aAj|6s@=Mm#NzqYIhA828cL|mGZ9+6yO(C7KLlw!4*PQb;jF$) z)!-1@M?H@NEVUAcM@XzF26^N+9H4s$7^UW6ngP_)$IZ#z=efTY)n@q9Kr%+{R}SS8 zV*Y=hzBPxu)|_nfxBWm;Mshyt_sDyAf6pm)Uo$4P6!Ps#d-$m{1r)fSs*QdAo5D2V zz|c1})0wiFSn;`awP5rJ^~6GLuW{`A-+MYpmBS}q96R0$|M0u18dSmS)H?$e&vR7y zQ~h%bemRDZpu_xijJOBHcrUmB|5ye=v}k2^h#vTM0-M2Q z&K`4B#9sjF$rCr;AY)3=KUL%US01`tlTT}LBHAyM6)uKB^2S6R_T8e14>TcB-Mj@I+rmB|-JlnXj5cMe5iw~A0Q_P3 z5pJEXjCska?aZ`n44fnBX(yn*o|Y5WBzmt5^Sf%_z7m&mLzbrJxeCJH)<_y<1gBouA2apGI_9PwFHgqIfV>bod zP1Ub?G_Z_(k6p80VZ&lM%CBEG_qN75CzU{a{(m#GEpJJ`Ez2POfF#FcWq~#n6 zrFaP^?LzpGP0aYXz0B8CPu-m&w}Yb=+{kxR9v;!`&*NUWe|+vPibAccW}uwdq)Ois zG#u~yZ0<@qRk9qcHPg&~Ek8z~8Vx56oKX4uskjX%r}`6tAA8pm6?E#y*nLna@7af_ zyN?`KGTQaDThLIbGLmz}zCyo;YC?D`oyburQEeso-yMpJ&}+wbire`{XwNx+ye%+T zNn;3~#(fK4t8pdqC!L?{4-C5XlRq_n&#LXR3E-9D9-`#gj30QHobW$B8NWlYb>Q~# z_V3is-0*MGt?}O?v7?z_U&V&O zM;Ff#!ml@A@P>c-=bu=gqiy4n}9lt*B6sBqk;{vbzl5_A|erAf~eNd7_>v=ZUqWdoUL-?{9Eu+1%ca z?lk$`Q*B{x4j+C8P3mv$?fK&KSnGQqA}|zLId^S7v#Dxp=Y#opbyeAMsIWSUuDYr! z2UN+kOu$TJn(F){<5yvP!Mcv&hSRRL2@iKvC)bHyhnCPLqzo|l)mGy~;)aj?ZF zdmyUTYl{wkCn`k$zxla1X+far>_$gR%fQC=kS9^Ty1Lp#3cUxvq@;xS+O@@6o=29J z@4=nk(h0Vx5s;rthAi(;0&LEt#heKKdTD8i3p{{4{tTI#NTKzFLz6f|QFvdXxw)B% zh2^K;1tKmm%7}@HiKoC5y?ag2xi~K`FDc^359Lyt@(a(=*_GVgYo}*sI>XV@lHoPV z22b{8BH;6xO-*8Wl!AlrR8hk!fR0M3Qfm+~fS*7~6ZrXUQWAN8e?KD+&(CE()UdRq zq(3?a1_?R&djL5tftecnUFF1LnDK~vW@fqI`{KAZE;O{_v@+44H#Ie7(gME_lE>}l zD|!sHv=ZQDtf8fq0D!j4k`j*n{rz}~BDE?)2YUU|p)#*i&(1jZ&&v#`;d_RL87zAB z?}3qE0qBO|YWwWXtu02MMwOhxLWORj-6ZuQ-2!k^E}bdEx$TWwzv}S&r##rzM$^`< zH{lA{PW!>V4OHNHqN32A+Q2>Tp@f7V6BAQM_z&|W3~UrdBilu8F0MEVj7Gzro}RSL zO}lfLm~j-D{g2SNz5_VGVRe*${tx)Wswykr1e?K~m63rjMyL}ap!lo7NP>$7vW8%I zW@l#?fmv@Nh0%i#JmXwHKTPeAs0oqR#N2=ER~zBv-CjfckUS%Hcd7 zIOj3ly*mPw z5PdiM_3bqiGqWmiojTyL|5%%R=l|;#``>qEBT=hKDI+iM!1C4PHgF&2GW>e6)DY#2 z4qMql0Dgj2iBS+3Pv3@>zJGXVvH7c2!1KuYV;9ktE7?GfFZ=C=-WcWWhK8}=00Q5c zSy{JM#_O~(urBrhT-I@WLFpK1ZYEN{3GoBPVbQa&98pm;&U~6+K?%gbnQ*M z4!{VI_SmzEOGHEuOwwV~!2i`aZ=}OTCevkWE*BuLo9pZF0AKJrDh!+p3kgwCRt7)v z$X_!vG$JA*@X|{Wm6|q|mVJOu><1UK#gx}Z?_jtO-{Z8jz$!M&JSTd+u7R# zuRHd{t{#@Jd?Js$uC6WwoIapKI-DHsH;}vi`gW-f{A0Qv15iOZ zK0pRL%ynFoPZm%E(t~~BWp#CRbHFH*u^adSVZPw~duET5{drhxQMATJMhrYW>LFKH z)z#EuVE-cl5U6H)fWR$<*zz8hxv?=^Q2;t<6b>dz`B2n=U7>7ZlJ%pvw;YU|=eKaL zu=Ig#_B&YG$^7>BfjIaxno&hnNok7Qes@&|e!xArys2tx#-~6qIzN~D{(axz2gBLb z)k0vOE&gha0{5%erF|!wIy%Wvh;W?#a)Cm~Rh5N>C4t{QDrxLlz{h1C+)Vos^;oi1ELgJ!NEAQb8}2LZ%)5%IFC{!#6Ste1Db;j@H|{FmSIX6 z_pbru{3{3sXotQw0!Mj)%C*sI!$C`)nf0m90s2?J!f6l&{HcuU>LGrU-#-fi#;keC z@dNd*2CxH2YbN>mxY4Wgvg2r#?fplO9)-9d+6gqw%pGhOKl43bO@i1I z+Sb-aT9n9VoBld7(%@=<{_=2n`zxd9=x9N^LNNED;o}>8YH4}YK2JnM6b7#(vb_Vl zCxAAitgH_n1ICc??D|c9q(f^XWoA)eDzMp8jS?JsgofF(*pa|33kdyQfGBZ6?Fr(E z+1~n8TUVDgI|~p`_UFOH;#+U83Oq3K9n4_!*RO3RrTi_SltNmdCG#CB2vh>Q01z&K zDU+0xG}~F~XJTO3t8{@VGGvf4IQU3SRrTA{Gw{z;;kYOca{pcZ@*l?v!8(;R(C{Nb zX{NW1Vj?3ihh5`D&fnw8c-lp9p>hR)4fm5ql#7cCBOl+RNC$ATl5U{FVr67h0xm8v z>kHTF54-k4$mdT|cG zz&au9UMylfiJdOay=)s_r~?U%3=LfuNhFPU2P@kgRs|9r09eQk-nrb|+~tfI-d#cH*poqol$3=v zH8nh8tPBiKH;hAHyg+wxb!BB&uMw^E&P8Oc(8qn)Z*0CTR3txVfVlQ^lr?wsA*{pXLXU84wcl953sYNQ&UqbY$gi9Oi-uZT@wVH%-C-U3F)Arp#=vAM}iqz z{r=o_IEmU@TBL@ChV1yrgM)&Uz&L0Jl$_c=e-?+t$-+?=m3-wKp=h>2

E8QO5SR zL$ZjME@YZGI5X#eI0OV5 zuxtSHiI{3J($Ps?VbzTe3=9P4u#BXnB&jZL@apOx7`QDUpapK)TCmT@U4P%1--0Yw z88V%5k6j%#b@jIHZp9BDK3Fk%MgE$f&xS!U1M@&|0Zf82H4J+u)SX4xel|Bt^7He< znNSTXL+KE@j7>~n3cL8fT31?t?Mq%x&a3?Ve2}97-&p)s_&5ME4}gasos`53$=b`8 z;NP)Q38|8WiU}$?s&j8<;}S{~B>9^enV4h}d2M*^;-JdN=Knn_=fk{+PM{onp0 nQ~%%7h<{Ix|I2+~?iBSN$E`<|0Hp%SF-lreL84IX$&3FFC}s~s literal 0 HcmV?d00001 diff --git a/notebooks/inbalanced-2way-bottle.png b/notebooks/inbalanced-2way-bottle.png new file mode 100644 index 0000000000000000000000000000000000000000..320c1f18d605315c40786c55fc1e5444b88583df GIT binary patch literal 31938 zcmcG01yol5w(SRqC?JTmASi->G)Sj{ilBff-L2ByAt)^fl2W1~NOz}n3n<;)DP3=E z{{M6CyZ4>*#=Gy0=NJr?{q6nj{fo8cnscu0Cnxjp682SW6bg0ek)(t?3We^0LZOXc zI1j(!?i!wkzXWXVE89FXH?*!se9edz{>iixfvHL2Rkb}^Ys@t zHWt%crHCfKM4?<*A4%MO?hv~&V(&mS zGup7R_Kp6{8<{H?9?e(abUTy&)Vq7vAKmlPWhPH_DxwL7Pc#g^*YDrWPKfl9Sm>61 zf2&*k(S?h2uixL}T%#7}sXKQeJ3D6ixFoYgJHgd%cHnVt$yQ9X5wo`rnJ@CE$0BDJ zB>{h?N99pO1Ox<@oY)>T@JHqWnjHMPu9*Sl51->B#}tF31oU4}3~+Q(p9pmy4#x(f ze?l(v;pzYB$)Wgd(Og&o^*?$u)Xet_9tKm@>*lQ2U{Uv*2$3(vav24+_r7E!*Bbir zFnBb3YIJ9ok~E1WFHt6#^M={1MaDKnFhu&9Qul&BWG(#cWY z+wRlK6IRMp=U?p2h*{dTVjF4Ro!(~FC=KJ#Yna{}c3!J!3>H0!%5eRissJY|W~dtE zS^7?6ArH;NuJhyE6+%LCekWtWkQ)IiYO$uWWX6kL$hDQR&{jG z?+RUReu3G@$DcptZpp^Ck!rbEj`Wc*DF!b7PBTiA&(N&6%FD}pu)CJPf-)4c`v${Z z_yzluq{#0qEm0R&SAK`}>v4ki4Sju)u;kdc4c*ibo~X^h{Rx{#$I~^^J|h=ilXRRtCd0%IrpLgi2gZ8*Y@DSMGa<+IfC(YGw~ z->JlhyKD5fZ?_BE|*{5G639yM6 z#QHKd_+9oa3f;8a_UQ^<{r=I~8UR;Y|0#~2V?HLbv~_&2J=G&Cidn6jqZ}F7bBR@> zv`$IO)xgwzAa~|cWBAb8#gHQ@G&x#o=_gN;)QZgVU-oz>xE=Ti5zfi*u^!1VIv%U+Q@!}ibcKwp!Sw+4(7Hd@)L z*!7z(%f#~OtmIkENWobD*x#DlU(V~?TS!hw(J12)cKXv~6*M_o;rz1a+oieA1fz~v zewUpABV-XU9Y{JA@lu{!?pdss+0Nvw#ufe(_`}`V{g1`EhW}-dk0Hdc_z+lqZR4u zC82W(?k9y~OWS|e#;8e2Nh?ndjK4jO{xRDg^Ku}U4(_OEhg{T6==g9q8TP9SEKrv} zT@R1;=MwI``qkuwH=|}=QGYX72))|-5=FYSw)S-j9+T>!p_q<1LA9aeCoy&-95Xx4 z_h_}aBxpNhgq;h~$kYl=atgOshWb!}=2gc$(qr&hityVCxgsJ~)4phAuo@d?S|c-7 zHa0epRT~HkP1C*%Vg!f0ynG-w@oh4;ia+v&wjJ@phY?z3Ft!-%upncTPK(Cej8P46 zE4a1nfp6ZNtL^OUd@-2+JtRKfZDi$nrusn2v*e(Vj~_oK9lyq+Vn@foc$c4lrWaOVcdk2f*s+*hJ1AYDJCx;2b&b=0vmK^bp zv*d8p1*XJEUSFeUx&<_fSmj#s=+v`B4VnvySqE^*RSVOarUDe z{v<3PXO?EQ`B62txxeaI%Z&{>!G1>=boEtiB(boOVJo1 z&3^Q451Rd`dfi0hzD$+DSH0=YIeLw`+sCjt-bO}7Zd=xPVlKcEHttQ&Q5?xsFZlrx z_aVgEjrH~F_V!Eo`1p8~eD7y0G-S-S3t&^X@|aZ%>})Uf5mHlkT6YTj)ay1|#$e%7 zO=ne|d{)ZR?B&pBhIn@i;)SZKdWjXC>0o}MesgGVUs-8sHw-jIWmYVi_gx5DDrI&o zux04@`1%jjot&H^EcIPXaY$JoXQ&pW6IcIEQ<_>_l=^V%3F<}H=eOJCRk0nXYB{=? z5cBHC#;BE)l!iw}93h>seeB$0~(UaG_~Pq}q@t11b4ATl;W7 zIq$B%@%C2jOpf6)!i$7px-c=8Re5lGsE?gDbC>&FKmbPe2?ZHhRECzE-1}`uwUTfo zz&=(&3%G#l>gwVzbaZe~7H>M*-&*KN#$T)0)r@e<$;lzQ{e0egsp>=D>{o}4Nt8;* z?qRZSy+0beZrz2G?JW11{$%+iDGzeKtX=M=jKFnX=N%Kn_K)=+WJRJgI-@xB946k9 zrU&DYFuyod?60|>#?Y3~sG9K%=&J;TX8**yMPp+l_9CiHR^RvwP}Wv+b6)wg!Nj0K5435z?zB zZ0+tQL(Fj5{;fnQ>=YI+?5vuQr_5YjQlhd;7^P65a@@mC?vhJc{ zy0T8iI!3PI>xznsJd?(ro~>^RFNzD!RsbMP)Rs#T+zAIH?CzePXm%ZRh}SB&MqS5W zV@1Jwf_3=~Ce>u9@ZIUroG7mlu5m!$Y#pE=e9@!#aECt&P1VlhQA)z&ArMK>epP?* z*LRf5$^M+p;x9kEYXUz3KuLw)t{=!V8YnWS9x5_7+L)|I1zzPo8%e;UTafFfrlx9P zZ?wR^vf_@vA@0p?+{+yAcJT7muaugGcN7_&j!sVUko03RZ|WUHP`e)yK&o5XcPCfP ze^C?0_{<}H?$man`|YC-w~&yEg!ReE$-Qwe{9MdcT)<(UVY5C?5Q%&L{=LbZ-(WX< zF*&<7Dp=%zp)r`+Xu2sR?6yLSQ*nV@;=S_iUbXW5*_b~IJwEjD4xYuud<{X@0sv(} zV8{;0urmw+Iq zcvPVp6Pu{1*Z$9ZmrCZ>wqjlTA8#%;^ylck>rRrUprWFB5GP<8sO5gl-D=zknF2EU z7{k-gZziUu^zN7r{!%Wp%YZP1^W}a3$w05;ib6F4CKX}=NZC4aSC%wX%54_pk%JE) zk>FBOQ-6U7*6`*cVeX%S66@rRe!XCFI;k*r*lX`RJWyY3mwFqF5?mva#$Z5ohTTt( zk(5Mm`LcHT!D3oNAUT(nEwP29q%YcZ@tZeqhSv-FoK_0@aH~@w&=$_Q9c?_sU>6b+ z3Y3myHE>)7v~=gTLaM%llhaiI?c5E))aGp;xtB`yvT5tj}Whwrpokgj$IRLFwOQ6FLAvn=k#$ z^qn>pILAygDZyhl+%)EX+77sq?9Pk#KN5UD$YaV$)cHY`;o{;lKU~6i!*_0Z#eDTjlF<%aa7D)CB%Zr8ZAltu6(1z_0Jmh?tevOL^l-;bSELU#{P{@%q!J z>+0&O|1nYcC@uo!!yi#!#hKcL5Q~nsLf|1y*4rK%K$(j~`n$XIhbX zzq-1*b2Wb2b4Ot`(Up#-gE_ggdT-Cc)5|Nvaax8EH7nnsqa`X@WrFszu@OsDRP^|> zmBpZvqt8ybFJB&o>-oXOJ9jkBA%*4tQaX0=BL%0Ux~l5c@87@gPNsMfp-bU)z>AMK1URMG%?u`F%^?gwhFN%YMgNRjqFVkF>^fi>Q(|5_|j`sKV z`WFr=ZLj;ph4lxlcL7x}i5DV?kD9%z@%rvtVb=&;FhTrDy{sd5A_DHp~##`L-h{!VZ zlF#I-)7>wylwsnTNpN7a!&uZJlr$aR!g?OrEQJl=1)xi>F=!w@hR>3QB;YMz$k82T zadGhsy>?}(NLJUOC2OKm>^&alp=1$z?Gr5hJt+mXlk`Zi@K z7Yh34R4vmj-U}^Y`8gKQrI9xJd(7aPpq>8C^1#<`-*W9%RAG%*Lj;TxaTNe~2vO}; z-x4-1uKr9*cr1LsG#`L(yTa{Qers<}Oq|J?nee6Us;v$|TuQ#52YZ?_{Vqi*=nere zJ`E?iyifzCo9ej_q}A5I{I7FjU+wc2ZDM{g-2O#1K0f~3xpS8(DIa&n3oramBNaW_ zyNS}#(aAR*ia_#D>TTuE5*G)H%sbC&Gc`yw01BX~)-+z@HIS_%p4p(9 zt$i0A9X(wd0=xC;gKJ^v<1B-Af7A=9!;Hzre!ZpTq2_m9J5NVL^W*o$x6d-CUpyNN~pYbL8V}Y)$gI9A%TK+q?YQ>zVYS3JDTg)J&>{wK;)POg{`9VTxWn#Gq12X)Y^r= z_RfV0E(hx6*^W4AsB9S()5%;9{v?`@Rla%q)e z!r}$6tqThYmWd}E;;>s*)^u7(GFh^=x1VdKPe2wKvu1geKQWU$)VLHuHDhB5kiWAH z+pqR!X>|e>F%Rgk>f|H0L>0t-*ec4ABCZF+`=r$!&(X^7Z{NcqoL{^D=j~U@)>-X% zp`q*PO~ThAVFwqLF*%Pdyico)364z~TV~;1;hp<_XtgcaK6Kp68u$X32Y^eBBO`GT z3nBAZFBiEU+5w_%?9+082j%bH`UK$Q>y4Gj{6d+ozq>jjbo{4>_nNr8{FSPsO&q{b zdIPxz5Mg~HwcG|&{o3Txl{s1>+1#bqI=dKAqclpSIA6*XX9o6%a>RmetcUM}TiABB zEz{6gnX52Is8f5JDkkn-!nsOvy?QLbkl24LeC#FU;$pKD0n5pAfTy%qhf630YCpU9Bhxw#ddx(b(kDQY!%7W?-Ve ztC!?H8CBE#Bwk&VsJAWlO;jZkb(-$usF8Kza+JRnmWdAO!zbeDPZZa(2Gi8We5S&R z{Lc#)FHRh;Rn0*)4&;n~eE{iJH3t4L`;mb%)JRXCJ_Q`k&^QNGysQu2wPKrvD`Rel zED#;aPfreIh)=|btA~1XoUX5=p3k1p#%=90`|O(My|?esJ+<{Neg6=bFygpACN8bt zISRskU-;9Xdvih_XuH}})f529I!&>1flM1--{&zMynOB2yM%->(+trnize)G$d4Cr zaB5+(0S3(hm`Jg6`lmbg$2)}f<(D92mwktk>a7_4XnuaQ^I>q` zY|QK3yw&Yqd+ww5Xs$+qIV~A8x}$gGT;8zImPAAiT8I$t(3O&i$VPf%ZNBRZE(H&B z-|-f<4~|Cw35zZif>0QRLRkHouEHf?yC|WruOD=r3^2f#;3gTDA+GbzvJOx&LZ?St zNJY>q0!7KBAAP(w1X+{*?AM$IEk7$=on_*MUT$sJeIjD^s_vpuFhBnp@S_c@rY5+IIE;URDvx0xPY_;>Is}|f=n^{+#Y79mwxq(4| zo+6(#JxsrT7#*tb=`=D1<~6<~{<@&EyyA2yMH##k-n0!N9MEtz?8--v z9_8#>)SUecROXSAmO#2pC8XiM165j8SjvsloU2lwn&imp>k>(6tS6?gSDbu z;k0e56$6+Ks_To8%K=oBpBya3in>#gMz(z!rgm9J19E5zXs<7B#|ONW(lW%=z%lFU z>E)>lhkg7g<>0^v3}M+S^Q<)w<Ls*vI@kb*Y|665x_3497*r*zrMpo`h*iE>F|poENH%0xn0HWVQW1zcKG+^8U`dnh*G7NAN=9;+UIQ-8&70&x4(zC#4+6)hn?LlH zKy`j-&SO6MxYqj;zx^sD&`P>+(?}`ZYYQ}O2*Tn3hlLRROZ#ttGuk^i7~S60&rv4Z zm9xc*FKG&D+QN-03#X1ZetehhSeFpizH{fqi9Q4qtY_aIPXM`>2*EC0CC?iHI#;fs zi#>n-Jc1vsr@MP^y%ztwLK+Fo$4wY)gh0D`_0EIn$7!K1R4=>>2=Ci__)(AUm z#hYcioahUqAC>cwS%*ZD+<%`rRPP6o>>8gs=H+qVi>BbGb)$sedRE_29fAhP7nZf# z*MyyZJ-AuMMR!!bS8gv%b?kyswGuE?2}&Vt5^LY z`@-5&8T7eC@c=j_>xy_NaDkW49eHI2GgCEY`M2jjSyUct2QjBI-^~ig?n4Nsg@gvz+l0Dq9cn}M-TAQ< zkS``dE-D&0IBD+e3{FW&VQwu@(i>aMFkR!u6ccpJ&@)hd&MYJUN}#iCL~6NyI;Khz zz9M4h1b1xb^`1NBJO5zLp*7tLfByWT1$YRRa}R_+r$6&GP&H+A0-lY5B6NIa<~~I9 zXdcs#+a+OPM4Ap0n7|ZoY;MwknuUleDyP7+_ZM5<1h8K*!Dp5qmz~Xy0`>whf3v)B zzA`f)WPO!P+q9y>iasLLO5N}JAC0oV5>0Z@V@u!H0oo6-y3bV-;M;VK9apj>tc;G4 z>SXuo`yNa`rJ;xlvz^xVgH>(S30T&7AnPnWrw95@ABcwX!_~6op`zg3QRiS-udM=5 z#!|bt0eRF0QJ@vro@h~bw}=4I8X;UEhjr}-fn=5=f=RR-M)ZzXOc=Qi(NeFZA)T(-U5VggZUxt3u^n zDY9SF6gfSzKG<22*4L*6cI*=TXM8)9C-Wm^_Jwoig>gWzV#wvc z=wc?Wgz66ALV?t|>*69r?fQq{$;Uf7K(0Mck(($qGj-1Tj{d@E#{Y10gU~ixc|4{) zq;1ThZB+aURMbnLUV!>}E{4Z+5|-3gaUZ<$y~zNi8iJ^Y=u=BB6|m!xKn2IpX7AHN zVnc8W@JagoHZB=(CtEE{S?fSJ8I@^hniX0LgVHG~E3!`uIPWu{ctlovo~|5%{7Sk? zt)yV3;v4oSj28+e=d$e6+YV0;1E7jaa`E%Lb2}N?%uOs-yBtiGC6*?_%nsAD$4)G- z-#3&D?XWP&eL?|ujMXMyiePg{J>}~^a6B9x3Uz9|RWyMU#}kTMAg<&y&+VY~*8boflre*tX))%y3py+s3V^(KTAFd;E3LfrzTzPeMiQ4|^Km*bGFV-u72CM6d1!UN>cIxl-2Hef` zE(uzTIbMAYHMe|*D)*@KnlL2KS}2g#x3<23$_F3=5k^5%Xum!pkFM1=sEPqoiAPi<&0=C%i3UF%3Vx$EN7w!RNlp9vidHe^OvWh5k4 z<5Ne*b4tcZqY6gYnoP0=SK{%Epss0)<^KR2=sGM{Wj5FXpD~g8RdE&+WrS>n{4rN~ zxH<)?2gGtB(#Tl7cV%UQr?3h0p8OKhuJ)iXYiw_ShiK;rwG0Im$Ow4VQ0_X;MjNF7 z5(oS@2bmGcRv=m_|9z+R?5pFYrt~m9!Js6QvZ`1AgIR)bxiDOkx4pS7Sg_Ks5+9Z0 z7nX0M`ARJ$(UhrQzoKK+Y?-M<@E>sE=EET6wL6v%yL;NK(b?k9kA=?iyYHrK(noXd zyo8{mlB0V+qO*Ew=KW9-?2}Yd`8SsMidfp4=I(hWMSAL-tRTUM1u(tg_PQDzb$a_~ z#u?iKZ!zc4bD@uq$YWyc!Mc*o(L1f{kkUe>;gHGm$lG@qwZiJc?ws!!X(^Fr)uUq20{s}_zCvi=x{YXvh$3L zj1Y&;lafX{a~_AIYg29NE^QtWU+e7F=)#S!dY7Q}LQ3w2xih}Bgv4?+sMU~bK7anq zXL~zx_mtRYc4|r-lJj%4uym;9p-u|8nd7${;6E4bsHP&6!ZAwqG3${;9XUufa^D`4 zgTiOkbNJg|&)U|u9`wC{`g^ZlEozL#!xv9YO*FKLY|ry-vC|^GlI&%cbp)c~Nwuhy^aHs2g zXV4s`4mBhwMa{?1kVE2d$Ou{5g$h!kR&;T9w+gQiCg}flNw24HP+gt*@#@n6Y&sYI zYYA;!TZJKEsY4iWuH-GuYL}Exk%C%(GJ>m$1fllh+VmMA^UlOYNZ=3X+9JgA`KW}Q z^nkR0w`+w7%F&vxe(Ar4uRj_tYV;RQT?}Kad)xXQ!KrU(&lY%HG$Tp?O_o@HP*O{d*w)V#ziOj6y+ zT5hyGo0%JK1CA|!-H)>z%7zoam$ClStO1&XZL^GBLb>+YxHeUML(RX@TvCpX2>1UG z_OXM@y6B2C$G}-C4sn)5`+2dXRC#ZHLm-Sr(c>9usDs@Jk9_9WA!lV61FK-zt&HyG z_J%tdvUg>93n_&g=M#445$Hi9a}VvOUpUihD}bpQ-Ph(k4>{eZIGphx!Go-#VT#fB zrCMFoTvI0ZfK+Qxo5&{^31!g*x#PZ<%e2qQ_pB!CEo3GSvt z{JyV-FWoydrF6!JGt{Ljb=P!YHk&ji-=kT8>I$UY1OP**$v{e3xpe4$u#gNU8%)s6 z05jGNmssa*??YZofua#8(&rhf;edQ5%r1$_Zd%#TY>jR+%q}%+bzLmabx1ZNrH2h6 z%dd`7&woJx1&JPDJIM21AP9ARe?||*i}kXo>wyj6w;B*c`}2(OflHnNs%H*ptehQS zPcaZm0BWA);gSzPdv1Y3lLKhVdAo4)jhMT+$eIQzz7pw4k>E#JMaulMU^dNaQHrA`kt3?vIc-ExDEFA7S`xqkQ2a!1^&cYLXYo#YBlRH)pKERj!w3Y6}OkP`6V zWE{HZK-x2`^CdvcHH^=`4S%r@xBrF1_@fvr4TF8Zs7j?!aPY4+qGp|fiV6+=0k!>$ zu}as7ot>4TJg8JDwLZkg21Z6IMexAzAvM{nSGTnlQKuyxkn+^+<2qLVbC@r8#X_PB z&y3+3nmQ9u2Y@l9BABC-D!^DE@o-MvZ}Dd$hL+0)Ccentb$nzm;X{?CrM<~?6k8~Hz90<>hLPJA?hxH)1 z`G6ht*`=w!lpjPF0vAi~4lpG@YHMHiWnKf}qUb38n#Rf@+va@W6G~s7YY}pztLm^> zOHKD(wPxrCm1rj0tPXJ7_^!NUf@c>N5=v3ZqJpOo`twt~7pM>m02XeweWhh(&q{4x zqDWZPn}FN)2nbNg1hh^7pDh2=E!}$pdV4Z(;(Zzk$;tGvMflC=leHxKj60W7BUsxY zy*e6>^30kBesyAWcN$h|7_BY6xo@jA^YH8zGLLcdw~Z3TF~vLp-u9H)n=kfd$pX<2 z+v7Ztnz&R#Wb91V^s@2!9oxHr&GQ_$46pK-Gy&6y7zoPj*JjhQDswZf!6S0Vd^8p) zw4W8u_HG9Y^lpbMyddftMeauRfR0=a}3Ee;XW3Gn%x zfQ1n!4y1i$*#5vS(q1|s?qejzM%~(m?Mjib-6{!pV z3LYeks1_Dudk+X*%4UR zaxINyx)Uq77hSvIW35Zo@te4ZNTA^TjAG#FN;168R>+E9O)<7c1GM2G9+C?(rP1U} zW|InuU#cb1GAebG-!W(6*m(3e4iSTc4fXXuU^S-5{fO+@Xcpo!r+D=J^@80%TLhcR&W2i)V>T>$koy-ZkjHmWmHsVtVe}x-hfSq&Mqv2oa(1q^EPVF;tA?o zrcjgnsgS{00_S6cdo`j;f98L;y%l}EWioDA#Ifcqq+7~hdsxX<^yYA~FcH%;a>p6X zn$hj(=AOZYNgE>6OuUtC&U)9BErVJ*Dw&mbWBJGwIOw7?q!#NBPh)*Dy4tp^mf#t0 z_BXZAb@nW)H!#I=0<7v?_xJn+l$qDtXC-INg$&Oi7axpXPK;u>^tw}H3o7u~fQt7o{as}+Aum#%jL)7aGBm6I3~cOwg!zn%EMrR8 z&3wqAC41s8Gag#CbC8J( z5kgC1lO7H+1dotDu4+g`;hyq%R(+mY5xfpup$l@sjucjf7xI-1evB^x<%U~F%AakM z5SROKFeoMs=UGCEbTo|!rKofCT-B(|tB+@3L6-^JWAZ&V>H2s;E^M9YD=W%;4| z;om2V!^w*Ep_tLbUwBZ~z0?L>5t3)?oi;%ZMdZ_4sfq$Y;GFia;IaXyKj~+?By^V% zh(kV!0{XFUMO51-$013nCwXU6xyg(v)=cOkG#oXM zOm!dIA$w^WQ&Vk|-aGM(ryRzE!(39NJ33BTrNt%6dyaFAB5JPvXBe>g0}+Z&_T|5d zB$A`Bi5xpV?E3sn(;>&j@OC4tsfjvwhVW=*pQ6HqUfT4%x^sc$-n~s?sPY;B>Yi;~ z$@oM#G1MmprzbvL`un|6O23M__vUu*BQgW-!L(Sx2yLe8R>rr@Kf^b-S5iE6^}g78 zl6w}~HqXJ`_Wa8tflmYuZT-t4fsYRkk^Y+^fsfe-*8{v~H<_7n+1S{CDsKdt#=PGh zQuMD>1srhL0H^4<_&wP-AfUC|s3nXM=%$MRhrpuYxR4YnDJ3u2#P(mRj8ctQfTXtn zd)!!MHX?BFXF(isg#&H`n$Hl}3eZWb2aVv{5y2&pO8BGe;SLALmEgt)EO&GD_fV+w zr~h2FKn;8Lg_3xbtSFg}cl>}}K^2aHjzOw(1CF^%rjLi%WK)yA0;Bg3=dZB3KjYPFZj^ z6|e;=uq-lwb_LMbKw(}Ul2ieAnyytP(%6UOPmr5)!K#GlbB`b60^gMgBy6t;So{o5 zj`mGP%cFtJu-IGIiD1=`0??Ty7%@Gq58_rvFgV4~Btd%O=C6B zw0v}Juv8+H^5YnucQ92}>*II9CoTnW*}P&~F=*);pnc%=ibO#6qK7I0CU9zQ&d5|2 zMiIz4&^jhoSKX4$HB3@g!fi@rG&)0yCFHyFMC@-ad>iJAv$AZWJI_T0hFYNmX_SbVWC^$)#tU*Mvuqb z1b#Co)z;uii2|540gp=|^_d6gzAWv}6qk$Y8q7SW%r+?jVqhNwaI0BZD*~t$RvTYq z9~hGiaV#=3Gf}-vVp)BS?6?|qAA?OrtRkY`OfQL;qn?t6_Pb0kS5Sl@TNBJY_j@if zIc&COvu9IV z;v0u|K#(d?gG@9DW`=zumD>mRu5@;cbztEuW-si(9^RSn@&ZHRsN>uvGwe^NFX z@U%FBTV`$l@Pl)*#N90Q?L(^(0-+K0m(P;Ut!CmW5P_ME{(XcQ`%YxVzz=Hu_}o7y zrzg1!JS^TpuVvj7JmZBF zMWd*8F$vXa55q^T){up?`6ZxPiO-TXgwTjB<}|*n&Cfb=f5}GZp`N)*xVe)RO=Gf9 z1dGowt4|urzuzB-7H~~%E+4HZUzfhnRy;iwxB8pU_J&`*S}@^<_iewzvG#3#-~Fh> z&_Q^qCFM5AWF>YL9`=*v`=?ueL0m=O(LYTaUrWQ{JZ>&U;Kx%^&dzO|^<7IFkQpmW z_bfR0!%vS6c7+|Vq9G-YEh!7Xw^P9Aw_x|4G3M>6R1se?*d`YmR-aeD`M!f2ou9HEkz4EB_&a`jgdKyJd0o! zdn76wG`6pn5B9s{aWEk0C=*QXkl(>&vZ{4Fz2{Fdz8w^9u1dTNx0-~L22UTVr2e?_ zN3(UGcbW0M(GrP{8MyOJOI{3(ME5u4G^1g+r=Q%-QWG`j=S^m===#nXTyEW(R>_Jf z7P7Qwq_7^--l&qxVyuvTzdmgaTaop3OsXdhjonNN8XK>fU5oq_C#FfMFnn750;8%2 zuYiJ~Lz(}ZHQ{#NnD*51)MF#%0xgBRpswCv!zv#x?qZbQKTx!w3F@eAf6K~^u^`X& z{!7kmiDxRdzi)p-(lpcQ1-pHw@tKB<*jyWW@F1E!dyzw-geiSs(7}`fqvMMne-k?1 zO2qjUFiFjYI~MlR6>8!ywK4fB5ECIiLu_k+lX4Q>6)~$uT>?e%8VtT;@1#(->A_b> zQrR%>W7BsUoiCd*G8Z1-cP^XbyDzoy1IA(bT>|>3FklZW(xbfFd+iaD5hlVlV382f zw0tkCNcDB*w>2hw2f@RQPLJKr+oJj}E{ix&)t!wKrhFVHVmsGKBOIR#uD2Dg{PC&SARb=h*{ z;Nv+Qm_p4gG3Tm*B8moKc)de#?Psb26T;z$;|sq5gD#6ATj<)GncUm`U+$7i5pNdm zTHLR@%P{Vj(NBv4r$zuGiy@2>c#%VqyfJLud1i_RKQ$OQj04(zrv+h1nhJ>4r!{jH z_&q@VngrAMq!+%3Hqc~_hf1K{BT8$-O)A|rD|8CPPWq-Nw(;(X1!<&2@*KAdTu zKtu}JZJXVMi%mcAV?2$$HPed`pAe~5s2#a+D*v`(V^^{ILrmUF)Z-^lW_+mKw84k= z#>dARnvf8|4tlogp+jdM#4n_$$+YBAh)ZKnJGZfdg*9zJQQUO_5x-z}(Q0}oyq~$c zmQFmli3&-R@NInW>%s!n!e=NqCyCbU?!t4Mja9}0QUb@v*f{i?KyMTx2m#AgxPwq8 zV23HHpOuJxpqzsqIIsS8VudN!CD^fuKmqgq@3d8M6z+yl$W;?^4A7z)>gvF9^#qv1ynOS){EN_;0Cb2s zOivScW(GEuh;_()wIJBaGMyx7S)U>)YOozbJK;o-U$@G428{>M$Dtt(QIbFt&8;_- zm=p#GKwE$N90v3l_gpR`p9_Ku01cLaSnU#)Y`wEA#thR#VY~AY6|EP5C&KN{uJTWxcI*xwY zxB}z8ARx5Xp#cyiH~cdt3#JTMtT+~)8#G1DJ?-IU1)lSEUa8t?5Oq>-GuTU^$VE?awvCH1N|#~m z_@7o2HdC8iK}kas0`zV)gEZY=VoeX+o6z>JXF?lwg!~;B8EAHFD^j(=t143Jge;1< z59sl}*4YCWonRivqmANoelJQ)Q|&`sTzb;j@35Di>bW1rf*zlhtQJ(0X`^HAiE}tU zxAN_%f8tCU-J#H0@&#NonakWL~Kl)rKQOG*UOEe53$}K#0AWr-11^OxmWm ztw3Df7b@SADTp-+3DmD5%B9B^f`Knc_dgTGFXG^wd5gezhTv*I4u~&aWN#cp&Ey_v zQ83`E1=3v=c8qv&B~3q!Q$3%#305~&rQLpE47X*)hU_iy#St?p%9T4A)IzRwSx`$s4oy~K6CHLFM4&C`Zx5=i>N4@r(6l(Hqyq-Ml z$Ytrh*LBnA<@3?P*Bp%8?>@}sVU-1*COm?zA9A!7gfR}03A`{sb9urustpAYF52lXSM8VQG6Rr8~{v6Yphgm$p->^yTp9b5@VbDX<*CF;D5HI!_?C7Xy;j@9)dUl7Jr3(!jPrX zrwZ%O@xb3ze6SWUwp=~tY@fNRp9te%rN?v81DZrQphu9Ffx#EL?x5NC{mee-&qKOg zG@-%jYQ(Xnlc;A(RHZtnzwXptJ;8P;o+Vr6JYkte)_~PbxB?LSpI8)c(#SM{j*d-- zGn=}`w8GQ{ECGa+5JCM9C_bk@FVxZ>NW?z(^VBR^RAT$e{uak!c%}>VMR(R6Di2>t zuWXug2hNriALB7E{Mr3{H>!h!gdhhq=A0Pl{?NdXRR&z9?_X#UT_5K)dGJH~jK!aX zk^#QcbUgg$j%x8m^&Mluk{5JMaBnd!i%ifi9f>~s>fqOZ?4G;Iy@mRSZe~dZX3G+O zSU{^IWk$x%;O;`Kz_4sSyPuvE_6Pb-TLYTx&U}TUz-!2MS-CaHYy4tM5ZW4=G(@nn z0rDR~#b$3!NE6ywT&nznO!19VJuY}+pY9P7l;EtYqRL(NITKtqFM`pma;8rP3OJ~} z%gf6Vavpj;D|Akwk4P>}kp=ovz*#o^Jvp8R1Ze35=y~2c+Ug`EBlCr>B!$%H2z^~7 z!~+awNO{LC9}j52j5Uy9g|-Yy$?C>NAFvFJb(bPM0o+#cQYv}cJ;(l#=z2dkK7 z-w)yqoS1hu4M=SPd5uxMc%3D~_&=PnD0Z;$x*cyTA&ohE8&i4P|G_()^MHqky1x!~ zd4_A{(WW#s2e(3vWod7Zb)A-WI$|st_+&{pNL~HVRi>8i{oiI7L{E>n-d*LML^L>P zEcgtqjenL0K7bSbxU}aN7)n6Xa(o8;C=S)-Klr)1e-FlQoEi_+alF);x%LkgC4YM^ z5gr!$`M``n)Af+Ly}Qz3Ll@p*umJ6CnZ1PnT~YxsL!NFuHqz<`wY zfKi8K1=yQ9EwN+3P6X`7hYV0}gp}5vF3TR?Ui(>jg}}&e#YkIM_w$oJQx4qP;+}BC z^VBJF7>IbKUuso2aU%v8X#em0?F5MHJ~+6Qp`QcBA-Av!Fi%?yZ*bMg0n?E2&gzIX zh;9gV1p*5O*w2whuwnZ#SLoxy@qpMJ8WvUu>`gjx6?EEdB%B`kK-Edv82Sv89jJx= ze&wU1qx2Q%C<2t%lc^!NG+|)*_@6CFu_74o1c_YN5ePPBHD^i5 z3!nj&Xv+RKNQHCf&qFVYFVcWpTLJsv1{i{2RR{^?j;a0n%cg3w0skJGRJdn0M$mPg2kzTgbGnKz~4#djR;* z!kSAdIzC<|LB!Pox_r%EY9Ra;D{GMbs3S}wL#k3%2dut~owJ=J+ z_BPZJoJb2LXtIx^*lPw676}&PR<|_U(>%i`NP8zB4M*r>FCq1jBRy<1x>}H0(%|;3=HB5V z9aTU$752Y@G4Sn2P!QO+tz%{Cfm(9H;f4rFV2KMSKu?hoG*b=?!cvq33e6NiB>c%C zfLlNFw*lM)nehfR6 zVtRISQp?$`3G&38|Avs8ICnb|L^}a|lJS_3L7yxw3ro9V400tT?^&a`(v@>O=@VQ+ z!Q=(pjTF*x4D2fl?+xTS_VYnZ9`rJ?+Q`c#Kr&V@wef4Daz@@p00uHa4HWXBNsrYO zbilSosfrmb;3k0HAXz@!MIy*Bei;q7&aP8)O#uZCcw}`VR$yBkMDz*~nhd(_0SSi= zIu;R93);F6{wSKu$b=ioDM+?rK=Hi#laLXVc zMFtRa8TxqvlbQPAQLxy zBL=G)7Z^Js=;1wrRc&ufh&+H51*A>njX4C3U;iK9iGz&T|Md%X{(qm`a0BCCHQ;Cg zEe*x`56I}?7C;Jf=yJANE`tVoFn0mG8rL8zLB?;&x)@dbqKgIy;RdL%2XgeVU{@fn zNr?v!X8Ya2dWv*6gBSo!KvdwCYy+Dm8N0SvVI{=lschqs2bfIeMb|r2Ze>WP%;}dy}wa@yfb7o|MN9OP)*luh4c7SZD7U()HRN@-GR(c z#H7gFr$+{FU;*<_doQ?atpLsC7Wnx1%sGwdYW*`g8jE5O5)zu0ngzgXN1pUKU_na( zwAboDSLI(WjYM%DFpL zo#kn!e`w2D_-v}_)wJpFn;7BB~OA4HV!TmDzL4&>sQshj<((5RPze_ugW6mD(ELdK{&lRfPCb zCw~I#jxMx2Y>oWzi}1o5eoRc+D)(sMM>n%Cp+^9|N+R~HcsmBtnn7cq@ZWts7fleI z@TJxq+c1GLH2CX%yx|&{8>a>F_zCiT`My_(*5>wE28iBw_0a37VY?t8YDEGz(O zv^cRCq%&uCZ}UU3qwnb}8&3@nM-x`KSpQP0C6?KQFGW<~k?{*T7MKoD2v9Q9=-!0( zYF+onUZbod10AuWM|lYlZ#kgBI;U!0)Vgo&&uW<<9?<@Y0b&w$BAK+cTBmO_@+Rg7 zhbs&RD6$=Ig_&c_42r#Yw*IH0Y>J4W*$2ql=}~{-3qx~ab$##2>Jt+OHcvWr9*u)Wswd=#aA8UGvVwPOE5yluZs;|xc zod2A^54Z!KqQqGjKPr)J(zw{A*Cel4?Cp+R7Im08R;H4uH#TOio^^ZL>#U0Fbuf;V z3HNGT zHoGeM=-(oz-TYOBuXt02-!l31UC!B2dd0isp*Ao(KKZdCs~-J+YqWH&(YO>g{Etkd3>v_e))hT)_5@pp|l)3`kDQAL|N3Ol?x9nYH^i|usC zu@4M6p|JjjD}Q}Wo7-vk)^pb{JPfb=HmKAhqPN9@R^SvR?NrMD_VEK-cB`AQ!FL)f zOnH>mZxr7(v}I4RTlGrzm83#)Ytd?(TmKI6^3he+1g;@wR=J$1-`0nN0*W41manTn z&UXKyldODkzSpZNCXs#hx`Y{fWcZq=y$-|B;-U>#M*G%fm=FS(kmk5wwEeqzj%HfZ z-1gJ!OqaF~?yYFuTe*JTx(6oqf*iH9uyvn!4ccI9j(Lum7~~s$Q)XD zd4Oc6;k7fYa->`9FwgwHQ=<87#du2jcjeGizH^JBrmQc&TUeD~x|myM#xskZzACXKDTZnE^q9v;HVtWkp)Ryii3wQJy|; zP$|=PGz%Ukfky6F$C?9|Z%YYorr*g|^rGNwOh7%R=c3_g^w;OdZH{>NB`AGGq9tNA z77h9jKRB9=ZM=(KIWhR8Nu6>`yN5Yw?h;g|`}&GPTha#3Y~O0Xll8}F7+@biSu^fP zZo--#>K2~PShH_(Tz!WxjXkG{dZ+cT)XvQOCir(3*nHZ<=gJ95Bg zh`+uPJ%<-zidk8|a*QWIOZ^N*)SM-MMQ1H|w#1d5$Ec9>w)M8uD80f;S!6j*^sYeW zV0(EK?W!CM@Vx4lqOCjY9a4{K)#%?f-IvR0hRnf^y>XC98__OEdzR8&-^GF3F02_;h-4O>O+3Xxd~nS~G~ zbEQ-=W!MdDb7XkSlp)DfWS*l}GNsp;>D;Tm_c_1c`JHqAIOpu^a_z1zJ@50bXRYbn18<-yDUFWSHLZ|_iuw`O*{IK5Udx=?<)r%@%Gi`i?b4nxuZd{^$?lzpzV ztLjjgBNv=24y`ln$OlcgIlNzgn+o z4=1M_jn#fO`IZy`=v`e=8A8ij~^YX$6=oy=?pD*3A zZ`tj%s_2_PhK*@9qIZXk%lCd03w5&ybx4)*e;m*c#gbrpK$kNb(ss+fuAlwndIm?* z{9gLH>s0+)59A|4>i8)59;^4}W3c;nc1JL)1X`j|rEV2>R$VpaWb?=A*r&HA#a@q& z)%3VHSe7e{IAB!`R56y$}RO%tV8ziR}rm^D*rYLydAMd8!YR z8w=l4lcp*kW$DD3$v9q=DvOr?((Po>EMg9^h7mHNdB zh7ynEx$4V23Ih6dG3=&Keypu_oI5ENc}Z+k>*-LVrJ?lcxiY1B4b@I1YG@4Oj$Df~ zOqw>nEk!lv4Ni8G66rg|y5F$)3MCJktiP)OTxh?I#__yoZMoaB3Jz0nt<@W|n!l)J zI@`18E`FtWY9`8Wb&D!rUM?J2wNO{`z$~ESjxMi4LHm4HNRW3n z|Mf!$XjjWWpN)vmIIK(NG06YQWRH*JogL8&)g5u1^xlm}`z&ed$YMYBBHxr~`}!F< zK{bo6i2nDh58w1zSh5f^I&O9U1TTx#`L0%Y1NLFCwm*nA;_K>^t;o;Yrut!Z^QpO@ zHY=yCQzs;f71FaWYaZ70|MCcZx-Y7ygRSMeFYI&&zAfM{ywAQ|`D;HPIa+4-yPMti z@Jgk%%cMkINK$iM^j6hIB{u15hDOPU)O3}T`EIpFZyL)7ZWljyre=QX?)j~n#piQd z_!0+820CYDF3)$(RGf~mad7ydG7Bh(DXOM&!$n4~mqSeK8xpb(CN*;MR90TD8ymaN zaXZaE~ zu+8AA7Dd`=meucI@g3gxv-F7{85BIWNH(P;E$!t}N?FkmRs21-+HF<3V7vRo*4d!a z({!Bw%kr-`Oc2Yw!K=ezndbXEdsCFC!vUlr+cx-ZVI2HwP^4Zd%u*Wt#I2pDWwKMI zQK`-<$@3QbjGB%1-OTrKB73-2;x+Bzh(*TklKi;-2^*ay$-KF6FC+7gh$lJ>3&VjO z%l>JbN#_k?!ndLHA|j!Iyec+z2`4zK)~q4hE;?8_B(clfemwfZNS4v->munmE#D3) zSubSc*f=V=jCUT6x$m@v)=~K7T*OHEZVdN<-^vUgZ>Wsb@7(etkn+N9vsiga`~z+A z?X$dMF@E$_H4MeddmTq#XK+wY$!ra^`VY>6ZT|Sdf3Q9@pb-w<=BY%%Z1CeB8vr#T zMRCyg^j-FY3V>bY$tM9<1NYyW*dtQWbmHqUqe#VkoVBB4W;=_Yao4O-yR~CI^`lx= zXXAz>#S4r@Qnyaovr@EIZ}f=_i3~O_9#llfe7lBf_OZQ4iZfXFep;+9ugGb+p}O1v zvp#H}|HVIXXkaE1?Sr;h4t4thpi@vljz_h{<9p?f=FVEk@D8Bz3xny1^W0yR?%E^& zy6xqtGF&Qmo{h>AivC@x`1v3ggU?~BCBB0f9Q7}Yzc#PX7m<9Gnl2f1TCm_ae|@rY znC{3chjOt#mxDhjq1HiXq#iQX9e5`sa(C!CkAZJhFT2jCwc*-a{M{>(-wC>4mouB-Y zjTv9<3ErQuTBhg1^RQ@9EjAO;49h-6zUTTH%GwU5$KsA|$fq~i#a0x&e$}g8F&RwL zPiQ(*3pc6?W9b5>cb7+8ZwwqyK9FK-UVlzuSi$CQ2W3iHLQ?X>v!NU=KjRjsTP^}Z zLJZJ{lFAAWbuH2IUBQ&~MaAMK z&X3G0x8zpE@Ad{|>0`2X2yhu9%RqaJ#%UP38n_}I9hrq|w6$p+Ay!!NwC=>|L@3?7Muu7jrcf2=m3mT`7&`o9%U( za1@IAhoffK!;Wo7IE^YiS`_GOd22eYJT$uULjw9eIhZ%5n~B|u@%bnipl_SHc70Yw z^c?NuWu3WYu0Iaw(5h8*_I|`-w(LC5S00r^96#;AUOA>?D0C4zH=NT$S`QQ-&9<|6 zvKd+&Zy6qBIw=1{f4RdC+1zk#rnT))cWvXjc{Qy}?9*eZ0bYd{>&0Sget6t|f5>`h7Yb*DH`X8}61k(5~d|o3iEG*CXA$-P$<& zyk{uzanM|B@FKPIuvC)I4%yOHRcfaB_MZg;X?o+zP1J%A_3tYo&2|snQ2lH7v$~pf zrgS1&f867qFF9*w(5RigSwWT)g^lrMeb!H$W`0FUoujkg)CJes+54Wveq%P7x=WL8(=M&YW;|lymV&tjls#!r8=?6Tf?-Gej$TWXsRI;${(lbnRSs zB(sXj8d{p*=XMo4Rl6#s9ff2+SOE=um0{Ap95O265JMV1spc$`?UO;OwH3l3EG!8ADkoZov7fw(YLwA{PQd7 z$j+*qY6Y+N;&0JUzwd%WB=)`yT>M4iR_+F!(-N*gi)CIl9cha%%4`(i> znBv`7YSr_7UklBL;=M2R^qU9eTW-DXY`<#ykXSHA3uqO_Rh$_M!nD%0#hn%TagTci z9K%pFw$LIK19P#9+CBYE)n9umN9@kWQmn&Q+Zdc*iSNUao)UbdKL;kM0%I;#$}(9` z#<@l2gORNUi8tNCb8GMQoO_$5x{>Xd@Ugt{iLAUy|Jurnl^~dCS8> zRurAoN_)V)vMOiKn7aruwmY~y-Tr!%tdhGPwDL7|C{*h`e|+4PgRL?Ulgpy`pJfB; zgYt?+@0okl{KWlKdXAl^<+9{;k_x$Zs;8-T^E$Yc#aW|YsjTKw>cjd5N2p1Sm|>0k=o zMp3LmST2UXS~VeL_#55*{Vqb>Q}ZjMo|XQ=8!@uwShc0$Q!)9CDC^11GDHlVY<63Z ziS(2j)iYSrS~4LjaR16EWhPD+nnLMK3KPBM7nAino^-!+m|K6mv`M_?^U0g7)UT^# z_6<+>0(O!7i$ZyIEl{7GOoV=b00%*t{1UE zSEDe2ZfEXjzpUeEVQ07Mm88})60D<}=_Y?1xMp&hHzpuJzqE=!$w>xV8q^^hUq800 zQSMpNzaU1pOh!7{=k=Nzz0MPc~@l`CUT&9&4l zfi3T>9qs+Uu8Z<_(`d{Z`i3j5&2x)vaPXD!zie9boBP`I>S)_<_1rUaUKpl31u@o| z^m7NROCc$?II+LRvO7)aPMCGhY}kz-3pJ(r3>t0DknlKgZWLLS%_sM8!f9`TFjlT_ zZ`m#CP$}JFHd-%VH`18&RE>B$3#He=b#oM*K7A>&Ay3Wbt@XMj=4oZ-)BGPPC~?=8 zl$Ym+i)V1`*}S%rv-iu(Y8q1=-}SeX)Jz8+SI)|O=_8b;9?lD6E&_5W#!*N7a%v=Z z*xXh&#^yQVT6(Y1%EG#s$55^x>KSByARmb_`k0K-%` z=f-PXUhQ2wJi(XMHa(DQCsb)o+jV*JO+Sv0fy&f3?A6LkFQPnoS`wIwYy7rf;C%Ye z5!%JthGx;p4;9<~T$(|};$95n+>!-j(PJy=c6!T5f4AfX4X>v_vZUHO``Zs#-ExO?3ed4D| zUsF@Q{jfT!re+=gAJqg>oz%09v3X${L($Q%<`$9~)zeRk8Rc_c_eD6myL{ff>xad_ zFNcrqY0qbl(*E8hM>nt0P99Kbovw&hW)j9F+sXAc%!k&dNvQTl6jir3K5AK>yd!*r zwtx0pQqMz8;XvUNx^Vud38mLQQ;oYyg{9jyPWj9+MdeyLPUn!`SLTMY!tBqo!VS0Z znVvB_S9ZZi{+`OHnLZCfW4+(rbE4Q_Tb(u#1oxgWvyNx)^XjH-J0Dffu-jR79nDX+ z(bxdz-y(}o<8AmIk7!DZ3smMwR|bl*&gD|9f3WB)#vOf(K3!?~qu_EBuHw@|pW)`m zy+|q)28+~n4W9Jzb^&C@fnrfCP3vVL<%I{YSgilHWa)$`id~0?hndWcqDx(I0*~c& z(jJVedoklONfS;qf8&OU>f|K4pwm)gV>(0j4=UBw1Z`zcoc>;jT&r^IDAy-SR-=s{tRktW-{tmmQ~&s^u6NAb+c<|))YjnRi6Q%hB}M=umc<#-eY{$tU*E9hiUmrQGY4s( z-lk?%mzS@(zWF?3iT7D7a2}yjx$RfV3NJA!pYDhvsrIT|X&*yM)A8wByV1H0L52u*tf=1aY#nQLd~i8+ zA4|6TFFqF4G(H?l^*6b4+(1E=p=bDRvdeZ|oN$Eu2fK(%a(ah0V%{^~6yYC5L(Yu5 zGz;z5XUAeA26k}`qP!NG4D{tvHVthlv}t^W=HdT02fl zihsEvvGUhbIb`}&i#~hJM5~XDyf+JWWXZc)7wqGnoJy}Q|Frz+SJccj8f&D>H!~Ew zzm^bicK>l+?(MEE2 zG5#TLL1%m~Q~PKYXk~xx2u{0EQUT20uZ@G3C(mbpL{W5eGT0c3+q0)Fbf)BO#uF0P z*;&iaFdV2@rS+pQ*>O#cUztu;Q55G#k7|YL&03u?+Xz}(Z|6pq$sds#ZR~rq6=@x> z@9Ay1Ttu;sW=xA=t>1|m@^{Or;3GESqG#KjzO44nH65$_c8Nb_gS16}GDG*2Y~8B2 zd6CWO_uU?xD7f15TfafbDctcWgSOmC8zZsQgW&_S{05Kqbsn8xm4yRh_8UbE4D{)g z@Fx%4F6^tYW;4%mS*(7Ba#H^3!HXHg&Y2@|R@{TE9dGlsjXyJ0+pfkv+Vge!#<%%U zO}MDD*Zt3gvzI&``fJPN9lU>^1v7m{vF+na@(M!t^w=qtDHEMXhwidA4UdK#!oBeP ztQ|(6b{N^b5^t-NwQq*6O?=#(QY=CLcnuy!l7=K@$Yp$@lh>a-#bcueSZ+~XFv-^4 zc$(hPu;q(iW^R&7V8> zwR02((+dDp0N)tr@cA9dC&K4II&$BAA`OkM#^aAO^S|ICu6?)UGGFA{cE=Db*3Vj& zv_t=4a#jyvLqK4l@t;zV@-_=7O9_oa*Pt1ah|P?}|AjX+^UY6h=6tINh5+Hdkk zEd>3e4s+gb>==*#-+cDrwz^`}MWWK$;f!Pq78(+I?`LdgRh0oRfFBEY3GmRzK=BO- z3i{NjZDq_X*`**nrw3O1f)!Kqk zHv`nO_v_clR4L948}6lEe`t(b-E*=22GHH?-jOm^C*xF>;eT)P?E9c11~suKtZCK1 zR%pOH{R=dYFQTI7#UcMuUEt5^k9fOrEL2{bmhw8Tb!GBkx>x)e>O?daiLrW&yEEG5+E~qMDm{iKE8#1-8$k)qS0D{OBsssv{*Sg zEB23JZFg!TQS|*Y#RHfcxLd8AfN!noE5I4lmYVN;6Zqpt!)M#zsdaTq8s;RFmcdaWfc`emg-Cie+ynfp^@0;W!6ua_2C*2pU|yfVrq9I z)Qe9kkkWmdo-XQ})M3$6uk;Xuzz(vl6B$OYMK&C^ILhjYrz^5SEf~PucLdZ{7V&w4 z`vMmuF0+Dx!8~el^m5|za1H3h?~9%L@v?4ic6N~SG++GRA3ir=5huFai`$8fe9eCh zk#l*A3FyP)Lj$heM)o5A-qYO2xnZj%-!1y)Zg1S2HI`JSkdQy2TYD6NIdzW}!q7MlfmSyw4rP(X(w{zQeK)MBV9)w=WL z0{~~3h`)a5torPi!e5ovsZOq4v-yWlTgU}Nr&*+#K8(fy8SrlfA?%Gv}hb5;p zH!QvXrk2#aqanAS@dSdgzH}A5I`?MVR+Dvr#mEv@p8NN?UqS130=^M8V4$`8#w+*- zKrRIPpo562k+$#*Hu)x5#LAIa6ST?5UMWfp-V7%I>b=eQ1jabfmUP>2P;$}p zIL{$Wtvb*YLbBRJY!PU(7trltLUmtvOs#A?+;G0>>EZzW0L>GQW1wqzKXu*f*0zz= z4Zeq?k9(6#uye=3Vsl?u`!<4yf*@9Iw>Jyj%n>Y9Wm+ncnH{(=`Q=0Dk0t2VenUbY z{3$a4=`0)2PtC6ruImnWwuKkpo3F{I|{|GXl%-vI}Q@8k;L zy7v-UBxJI9t@(wAbK&<7;rs;mn?3zLx(hO6WZ=Y2j*~|j5D<6x?pE@Puz?U|_KEmk z7ABTW|DZJ=QeAIAj>NMif2$&q5O9DrOgxD zsl{nOGNQ~N43s?w&&XqkEE2bA(~r=k?NFYRZi=KghaVFck=N(~n~Bv}eCGzJNP)4{ z*Pobv8PIZD>4aLD@grrg7`$^N5m8C#vk(nJfNuoW#-B+T@H_Bb`LYFi&O}f{VJ>kD z8vuIXm=EKcZ@?2vNZgU@a`gc~f{xl-kJl3oW)VCx*!#$1hFAVWvbH$9GPeOEB{5U* zi#GGxVi39^Jc|TqAs>eoc|PXo|N8D#lLTb!J|Y9by*d(pE+8ZW^!iLCWiWN2lrQsI znlps?#@$NSbN0tzb!}a z!(x?f)24SAJgIdd+|qB(`mR~M+63pV%?t7n6+V1BNesb|k{d=|nGRV( zF3!_55#e_f#)*{ECE%?Rbw6NwN|#4FDxpgyNs=II&=XDQ@0c)gc07ijlk7G&Hr8z~0?`q|ApxZkoNBBWuq!hV-xD1=iDw{5 zP7we1V~T82!X!!ji4bUB$4JxqT`kbMeV^NRK`bdM5NH51W5%U+SrRa1mAH_ACL$47 zIo7QunALA1d~BWK1S^rx5(+F)pA#-Hyo#}~QQ@>`buoMZ;jkCOPr8q3El&>&!cTxK zmzzf;`AB13+k#&pi3pnw3=9t9OW%U&m8kx!>zO3*i{_plj068U5bKaOrwJ4_*cFoC_B)X{r!!5HX5p{mOUUJK5T z(IpTr`vw*g&_GQPY9>`RL}KQ!<}Q(7DGmRb+K7#rTt^c?F*o6~+9o6rAa6^6X-Gfc^)8NY^@a(no28J!iw)?g*7of}^&UQ{rPLfxH?%Ikg zuC8Wo%KNY#ii1u)@71err=xUOTmKG00+i+)2tz6Z|X%D{mUmWNR$ghX2 z@K!h>W>|O>p(5OS?F5uzEp`^Zh3y-O-7TddVigKwqU^>!#bDZz#M~<4xyXG(gd=$J z+cRS>-CuMM>K!Z^B8UGNYNnWJ2o)B)n{NP2cTCM4*3_(MY8Q=bWwx+y-?bl0N1kTqW9Tw=c!?=kyb zH_Y4HTfc~3LO2HRy_(Z2gM)*~@FdG-+%gHez#-zpR0Lo0!%k!by}QWS7Xf31bG29a zo?=#m&!7*3^gPyVBwd3<;MRw$m)T#~#KmT>gEy_hk1vl&+6xwY_t0Z90d$6@<1nE9 zpwW|H3?c&g6fFL|gjt*@*$;;B)nLt(+K>zyA8EPUe2PJsj?{xT8e?%uPO7nByBi%1 z+bd?nQ-3&=UgA~08jWR%G;t-^cGtpXQvw#jN)_~K5+j5}pI$6}o?!Qk0E|pnwFsab z1{}wQ7{ZMwtu3^QG19b@L zaraE11bv28$rKwjcoMV{wYGF2pqI$~VG$ujAZYL7LCDVCa~=UF9DQxXRqD`wHplu1 z1XO?{2Nn3^FI4~Yl7g4S>L5QGb!99${@((#@!|iiIcRBJvD??J#zqS@h!dwfqJCU0 J?H8l#{{|zSVc7rx literal 0 HcmV?d00001 diff --git a/notebooks/inbalanced-2way-cable.png b/notebooks/inbalanced-2way-cable.png new file mode 100644 index 0000000000000000000000000000000000000000..517b3299765b40085271c7606e01f1508ac6063e GIT binary patch literal 37267 zcmb@ubyU`0&^`Ll(jZcjlF|rBmx_TPAgFXBp)^Q$BMK7IB?yRsbV)Zzi_+alck|qN zzVEw!_ujScpO>{*DDa6hXU@!?J$ndMQF=^>cM}hRKoH75kyAw=(0vdHwApLe@SVGZ zlZ)_0-0`7?qneGWqqCv?Ys51{M_Wr9M@tJMMyJ>I4i+}ng1mS5dHJ~+%^e+W9mM(g ztp3k$@Y>j$@x|C{*u!0LZJ%g5AP~fcs86(SGC39q#3!V@+`Shr$s1G7E;s&8wC`?j zWUF7}`4Twoj{owjGsz2CH_ETy3|x!-v7W!c{CfM@_ZyLHjOo_`rnOg7NW@uuKYc3M zX5c!det=ull|7lZo)~80Ry3KM;1F(Dtic@uA5Ve|OPtY|;3KN!2I8TdoSXm^ zmMkeLX(YiTG!^(Si~n=P4fubT!T(=Bj&w9RJ6NL%YU)doNIR)E>q~CpCwTPn=Ic_o ztuzPtk+4Kg-6V1>Rm@>IvV%vfEJR(;HSm5Q-rT=`PwPESS4WGPJ0cjoEoty6d0Y7j zmV1-pR*OqscNQ_M;>*d^;@8YpNik0(KzD#e7oTefqw(?O5!x^ zy1YMXHJ0X!osqD{ovZWh(l>uOrO!76k2c00z_p@|s{_nw=NJ3^##Gqr!vzXO$o7vk zw4$~MXXj(N2;C}MU$q>i=Q&DrNevXF@(r{bx;`OK+)6CR1WL^MQw{W|e!lC9<71fd zJf@3gSN2+UC^hYUnyZ?1{ZOkwzkwbH2gmJbBjGk;8mR|%P7QEFJp5g4J@s>LZmubm zjNN>^jDwz@ez7Y$_|}6U5_0m-t0z@eqSD9wj`v1~VVy;^KzR93Rhkt5w^-P87EK z^+UJj8Zoi*PW+f<_NxLd1Obik2Ol4Vhlj@wycX=RVuAoxSle}Ea;lU&JpKXfO~w(* z`dv}1(Fa=5oT8%f(w=9Z*p=y%lao6W1ljrO4z9=X>0>hr2tE>%-$&LMbMHKSY8PA7_TGr7~h)28Pt6rTO z{C)tvl-tgf^UNLl#ZI}7a2k>DmwB)5xE+|A_9g~)nPkXEvssRnuwKQ7QSwExDp1s4 z>?y!f+K6Q?eEj_}(9qC`3Cxg3U;90`>yAa;kGNs;mpd4|7f*H<%FGA-Mn^|ajI$LJ z?hj=@3k?f1o^K81)~@()&mY@vt~v0;c(_3O@yDBYtKO|skg+S7z`A3&)We-N$62c$ z-?@D|#O?5(-TE+3wsKluYbe=RsTpya=h0a7MJJi)yMH&p^PZ^|{hWzD-qve;w?6#5 z#>on`WrkFilT~+`jLA7)G)_#=6iqvy{>v*A@V@e(;L(yx61JiewPj56Img5kZKLXNIW8epSjcpz%pR(YS(=> z#PjFRC#&rIE2rJU+QKLWowsz}4Cl+k&ExMFKgw|6)%_WB$GDx}F z4-by8hY64TB^^l@2{%)ewPKQRFS>@)#wck+;oFfP6piqb7nmKwR^xwE!G0&(%4yP8 zXx!j{Ws`O8B3|Aa8u4u%9UZC-UYEfYG-PDP)y~_gS+;Y{u_7}bf`ei?&ytQ>`*ka= zQ?QDJtj2|!cK28MD-qz|6&l85>ukz!uiju)2zgS5=ada$OI$cSt zba8dngwS?8x?nR|Wq2n+F&2IS^{l1w^0yQ%{M>o33QFMr3UGqCZR!qV+l-1e-~ux= z?(N$BK8${H8k)DE;o%ho4APU}W3iYrX>g_Xug_d@vnOzPHEU~Yxgky{AKYZfdK^Jd z@%Zs$1r-&Qs5CNIKkCYZjjPLcb_scGCG+LQH@qu z(MULLq(dYDCq9lWmt1owg|q(6n(=BhPrVTRlZ5kDaD^*UuM|!b{^Q3Tm=kXc>#!Tk z-;N-vzylt5V=Ffs6%XX8^Fdr{J6IdC`1}2(Ux)j_YGisi#E3STSFnz7I*E2Tikg+y zbmUyGJ`lf#>rKJF0YO0})>GoNw6xzeOW6<;l{PtsEkTHjgCS+h@v>0ZEmTHiKS@9< zd-M0b$LZc~3$YAh*ur{ivU-2CyFmuBP)6EZrVeajnzHg6^f zymnhWO=%iySxQ>uUxRscw8VNzWn@?0+ zyabkp>Fd2a-xfM9lAw67J(G4k?H*xMe;NedtyZX4caql9f(qNPAeK!W-@{ASKkgXA zGocr!`+_#pwU~8P#5ccU5+msXTakuU+wxvGasudppX3c72YXx|j_jf_NlGTa?v8z) z_ll>-RM4RAt49O-R{e}OGG%tw0FLHC=e|t01H)I?H5YexLA!am@k$$HV|U}jFbY&0 z+nA{2d%kl~2#YFmTvO%Muc!4+xFall%odWO@dk{=SH_sqQfPsS(d~%GNU*{!g z*5_d$0UJ9Xtt|b;xFZ~(!hx^9-xZfaEH^QsCh_mD@?@rc$z71(8EzI4v@~{gaWuI* z!@dTGqhIa!%P^c=-Qd>P`BL}s{~V7e=%%F!*n~IvU3LuS=jW-!>{$#A4I%w=U&RA_ z6ZAZDd{55x2=;%p{4J$E9A#s^L#cHKhSruAf7EtBa(>?6<>_|3^(>rLOw?{3^ZaPj z7}AZ;yYWwK&k_f|J!gjK_UMOBb(P%$b}%u6>G9SSw?+}dhgkZ=CrcqtwbEKw`fQbX za&q!yE|{UpVMQtGAGMGcSqlF!#Ff8XSfqn596CsD+vFXLgD%VznA%UV{PsP~m5 zq+$*)FE3)9d#rDV^ZyiR#{s?|adviYk6`GBm`N`|uBhq_zJ^&tbdQuY$!+wu0ScFP zcwOvv#Cm&UPBIir*e^cmE;4N4u69_d5ET>C{1wM%bGi^Ab6xTnY#s{`OADZ?wVi`Q z>7RVfp%S}=M+y*5d0?SRj(y${=t}<_wj<_siVW`gRWJybxU{_|k3}V-$*CzG2zRl7 zrZgUf(XX>kKqzEA{d`@j!e!S8-@wk^zGSl6 zfxXEX;CA^99<4v~8yl7!D(OD2TSG`=In=Tx%Z>olPoQg{PBqKO(bv8-8Jo4i%;2_> zk&*e;Rr9U{!JI6siHg|nIKB>s{iQg4EjS)#c1}(eH~91>_lA^ZSkLInHS#lk&X2ck zsAarrvkaR2{>!SxMs3`sX8lUGlm3s;w7KPxbR_cI1Yt}1rT*`sb`mh@Bw;! zNn8E>Bjl^qPfS2DXjW4{Kf}?v<8|Sp=Xv-tPzI_gDIX>#>Q9DLRn^slkO#8?mvmMm zPe$yr%X4S#wQc#LL;)+3D1}kSZ(p2lI;Zp(-|7ZVG(B0gF8e zWYKG5=i4_B(W`*sp=jusevK;bu$=(8=je&8&7gjCb$=7^c}I6QmzOtyUPv_A5cVMs zj^|0rqt~fh1W$93c6HJpP*YJ*JW7>xo!{>)RYfRfoX2_A)z)6ek`)mV0qk)={E{>0 zm~(T$ot24tEK?f8>K#oYwlAujG~owG4Ik7W(9{2WflPN)QTe-SbW|fFGjmfnND>1w zX^*MH`|=#bZCJx2O>PQ+hOKb+Hgw;Q%0finIXrw8S@B=F`TN`X9H0Bq1{lrai=WUh zqhbiXf}SD z7Hu978ZAW06oS0cyz4mZe8~l1DwEqw?7XY!3G$Kj|qw4ye zfreC)$cuet-M0YX=HJ#eEcK@?=vqPpSsrU*o9s1I`sh%O z3vbW~m@TS*X=SAY0%(=(+H1fr^S8#hn3&Ta>17@+pH)0YJ3+w9&;7U*}Vn7l# zfn1AN>`zNOJ6sn8K*w^32Y@66VCEiVj*jh#T35l5AG(>ErKY&yy2VCV5Cso5C*lCD zv*f-4Q0n37xloC!z%B!`Rq=e3%|{ZFLa#C|lCZAfel$5>qv24G2?@D|RJ`rM$0o1s zVj{%ACw0(C^ieq$o0Oh9Tv}m zHe#r+=#iIya@E#=YyixQ8@>+z0KhU2p%WF4Az<$T*mr>QW%gaBV32i|-SP0KrDdi; z7gu@Q4t$`(UPL_hI>V)5w1cLPf?;ILmC3uPaN?WO*FF(QCKONWZgDJYwWW4pjm)3|p`{U*&fK{JXq!@z(FfY!zj)Pg4vU0ttES5O!iN@UfG)*i%m{W&j#$IiWrV||ZZ zEPrf5x9=l~THkPXa9{5~8JEHslZy7Tfm8hCQK`qNy`-e1t(_gJik3W{bof9gA>4E) z$WR4PB}A@v;2OTYD!ADaM7Yo^GNb4y4Tl;4N-H2OjUodyD7U{rO%ajbG%=9`?p6%% zEo?L0vo@3iI04`LB9dRO;qqt#5V?rg`tPjnQY2zS5uECqQGL&eYmF_3(4OzqvO%3| z#Z#}e8wCn-a;<*{6$f@6$%{L|COaloEEIP<+tw44M`l-xOOG{%z|;8+n=xtW=pf#+ zhlhs~OIia2=t&lfhGG#8m_H72wtAr+v1A2gdrVAB+nw2aZU?Koqc@qDnKdgcsR8+z z0E&*`(@zB^q4ij9Iu5o0h0x>*`O4K09`{Y7n>u)&4%iG^6Sx>$^Y~#a+{4z}!^_0P z(aryXML($ErRW5+gb+dF$V8x4*MUu9P0jg(2Y@lahsMKcSb83iXHZ4Fe}8Pn3z zU!6UT<(7vsf2_e9rH%^`RF5nBO<7hS0F%noG!&tb6)tm zA=0!KRK0|5&vnO=scY2P(Gb4HQYkkOme#k6w@B*S8TPxZk`Nmx`dV10Ku${Pnto1q z6PbcDAcD1w<`DxpQ|cX~gR`^u;=z#rq1*AV7ku%5r?cKe^c}b)`nZ{6W6LTTwUIh}J{n!RvOP0Y zF4-9!(4Z`R8UUY*Um_ytrNo<#VdE9|s?p$>?aOuKkmLCXn+i~SjAaYWMGjurtqRn6 zPj_uhzvPHxkFHZ7gO_G3?Ml~b;y&Vip!#VGO%a>Olx(JwPx<40%_;}JSnHt*hYkCx zy6)@1hoV77{TP;+z#yTXp_8gO`936jXwfRUhTd?y1X8#h{5ZO%6l17HJ=>f}`A5Lx zL5p9)KLRWQA%T$=^Id}iUg_0KBTB&z7hjsLqli$A30Tdp3H@qYzz^YO4PWn@7}<~f5*3TrpmR)c_L@@Gne=~U zh+=!?>G6D=R0<3z+MU1ojF}XfJM*{1;TRU*#)Lh1@=FC#7JbHQzth|O`VK*S{VBmr zft2-j6tKma@52IzXyzL4ucz5{xktGDpR{Ld%LoP2!TLx9)q|`@lM3xA2eFINSJL4&^9E6e4G|O-!0|rvdmXL#zc1^u?&{J!G+63;n2G z3l32Uw=W*N&CHpnwq3W{FI;K)C~@5WavGqP$-<1Qg_k!SSQLhwSoutLGa}$RPjtZ; z@VJ6dIs&P24G%8^g2Cj^cVUnS;iY(ad27$NYV!3PrrB1``QRg*UMlfh?>R*M4%Ax$ ziU6cQYGteil-rb>17>3vx+YU}>Sg1|mx(+ltvpGl4 zb`<{wT0o%2F%HkOitLn>l-bRfr8Z2O5-aH8UBX*tKw6*$jF~ z>e8C4j`vT$4h?ytWn3)lcs-8pV_4wlZ3OX8oGEmw;nXJde*dnElYOzDzJ@Gy!`@=R zIs%{7JUB?|1650Cgv?dE-9r0wAka`u`u234owIWeFnN%af}r+6agIP>cLQP;^OiQm z`H#?t3Ks%I7F-vv7Z(Hxwnqp+~>)pRx3kith<<}wCV zh5|4`45wD5r!zv$DF@kE%z29z!h1HbFjPUl4Gl<)i4y=6@c_1t%7wkBLyE z>0;V*dpORl1TC}s!&$fyALfoRZXF~PhiTTKe_Kr(o6ZUi2^rN%5q}rYZ-@?uS20yG z0abn2&dUDKtNR6}UK=ZA2W}u-Mw*Qc+s4MGQ9R@;P|i?J#lUG8s&#d^DQp@4?IQrI z-C=E;-NDBUgFx0}MzCh31m|j%a{>we5m^sSnit*56S_z11Ftxc*T<*Pt~;)@?T2@4$sf^H_giR7hY z$=@osfdve8!`gi4FRMz;jzdN!@iINi+Z23%Rr0k&PT^EBD)2^8Pz4=pQXT-0ffxeDmivP{CcFxhR2l%24@oAGhM%U!YMOuTr+k2g zas`GC-u5nTxOS;2;om&=TZ%b|Lqzs{Yb7GZwO0x1UXxE%o=~N**%%u(ya9|fULyo? znorSm{RQ8CjRB!AlAd5sIsWa%>)+Tuqm2+xl>t_q0&jb=7_CeNOoyJHo{+`wfN$S! zJ8eyN0kcgl>B5g{Pyxt>E(1|?SF0ZuK2%?qthj7{6)`kVH1kn8vpe7ETDt=fY>Xd_{?Ezodn&!SU+vK=4neg;8=ko%s zyTDC62AcaZxO(*Y;{=v}Xo^|2x^$=2kIDDU-m#wy>xw^{Za z2rMdT`<2fJxL{OoBO^4?{qWymrxWm=RDz}i5X6}Pf&;~g=c8R|J(#1+08vs2FfA?- zktuw6k*msjH3^i6G4MV>#wWvlQAqYxzQ*nV8W%@zkvU-r3obr>3!q%U-nF$?&dPdF zS#!P0PY1?ww`IhN1D2(iT9gp>B{HUOsW*8V&E@B4eaZ*M>KU$Lx;k~H2uf<|F2KbL z>WMCFcE!W)=r;P;5wyeZSE}Dul&@B<+!Mk6z+M+(ruhd-sqw_1H?Rot#>qdQj@bu%8Ly1UWTdn10o z`81I)P85z+brH1Cdb85-nw-QS6KTZqDz$K$qyQB{yuEBiSbaZQr8`a2u>GqiK5E`LcOHAq}91uRO!O)R|*0fGG ztCY+({t*2G?`O;I<(OYfy)o9G?VR{`Ma9&C zMUFEMrM2uyrkXiWH9Y6bXBhiJ3OO$d^-`eGHUzC7s1!m&L%#r>iz zCHL^s=FjG3wSPt?Q*pirWs#)8GE3OI?e9qDY=ah)>fj7h-<}U{xk5I)qx~CJD?5(D zf?u2b_5E3H(9xyLD$Ca$=!Ht6TnE5E6x=8BA6c!S$=d>a2N@X#%LPH%;fmq+n^+#Z z^AEub+W?Q`Lfi4;3Oc~a34&(Ot&EiG#|1nCC2Z~Ka+1)SKOq3?r@hXtIMsjj#Biw5 zk1FZt&_V}rwt6L1p~$4W!E>*R9mT;8UcHp@Qp}v)ra#w0$0uC+X|~%ze_ST4FC6du z>n6YU^2aQ_A20TWf$_q#wY5bR%itjkz{73Zw_;~xWB_Y`4*n3zmKGiok`Ad{mKPY3Glw@lvhNri-mL+-sR zWIiCP7WUQNtx%4hkC!(bup=4V3;I&PwvzP-c9xnJG)fx0;dZ;xd{^pna+pL!xccpvcQ5FNt6jajVxel0DFYUB1?MW_ zR}a_hvx56Hp5TK!N`pNOfRKOPHdft6Mr`~*Rj+z&^m zsA9Kjp3G?0#E%L3aGrWvj)VVvRSGivR;iP!@%<)dR3fXEAFDY>zMIJ03w}t&_-1kD zxD@!w7i3rTxRe#z3?dTu0(n*TpY2p^Ub+ny+trFYPKK;!m z?eqH425E0JF5XJJOv|+R_`OR%f4cgUVDGPAmHFsh!uFWpER4Bj>ZF*3d2`dJBTrFD z;ZWjuRnnEFsd8(4aS~PidEG{2-)Ql<=)YIFG+>3bSV(Ahr^p@qLoOohyyY;ufAT|4 z7_-drxBE?&TRH?Eze3@uLm1(9K?YPSOA8cd!5(+h*Hu?{ac<<}$7+m9;J3dFnmKDO zC+l}~V{m3SJ;Y;FXH!?wuXzxcJAqr5M@|j_y7ejAKOZ_!qaqHj;|Gf~l z0xfMku?%KoGrjH7j#`Sa{wrtGqkO-(Fbs+Q>95=QQJ)T?H&J;^j`292 z!w&{ceXxkG@D}p4R_JOScS4mlC;P)Jrt)V0nVYs0=hceY@Dw2j~g;u_*d}!FTx@a=e#HAC>fx7bI&wv>5I5nb1c#XRxG7L*im>Z)?=%gEnp{R|v zxh#$WZ;2QSoFLqABwF-(b3WzV#ZgCUhE!kP^DkhD)+|LTZ@=KlO=HjaGg%eiqO&8Pl3+e#^Dorne$aAVtcsHC@phVX$@T?L z&1Y2Cg5v=iztpc7%0zE`|0CJY(gsdJ4%!B$Z`VEjI!4-Y?%|Y%!VcuPHE}~IRT#0D z5OWfn?BkP#WkyA#8@Mf}&?I^h7H<3dc+JkDQ#v(nP#W4xi5}r-a94>Yo)#;x{#x#8 zEeJ6eR~~CWr6E1~p@+IO6y4y_>=Mqi`ZDaMHyDjg!zF5ON?)O|~?@T(J)`YOM3v?gelKcm6CPrjeYdNmakb{maJkr|O=q8d7!ShB97lzc8*Jjp?{iw2=0)z-VM?3`4_ zYX~ZBQm0FTJ2zRmA(Rc@M*Lb3b65So$)5kcGO<5X!uIbxR%Ksv$vyrG^o@A*JJ0{; z$x%4kk*1v$Fsd8^bP;ZhcGq zFL!&)X!eV1G!Ip(kDG>woBa&iwE44XEmN)yI&bQJ2fIoJpr=ccw(z?&Xxfdx`qir& zM#i^syEog^`~J}L+0XdR4-Ed+?09O9?qN(0B{qX;b3eircR)5cm`(6Z;oP22IDFcH zsEDgWf!~~12uW1C-?-Vm)8W43Nj)lry#-NzdgsD zi1a`DJ(V(;wKl(lEwB_Qp>Eh4%>Ppe(+lVM+!3!XDqO>Aa+Ws?OjTFjzc}bu)G#4P z$+2ANDVLa?#U!uM@;At1V07>bsUmtSQ;gk2n8_&6Gra^ZW1@lQv!^(jOdCI5F3{#7 zRqZ74K0LaT^!iypf~1r=W*Za3sTrTFDTi^g4%gfB4WZw9gI`VMh8Co&Cy%}&Zuj?0 z^hPE~VRXi|eVo;HUIPyn*}8b^XI_dC1D6_lqC+V;OH0+o- z?xU$#G9~2*mbzihu531ka#gO0zmu4YL~8Q(nFI+~&6OAI%-`sIMUZjd@G@>k*WzSf zEu_jYjgk>XY=T&(cd>7yy(bmzq)Nh$Q8Y$RW}8JoTzJ=)O)$m__sq&S&O2y>bxu#z zlJ<3-Q0);}m4j5-m7O#j_E&yRwyvH#{bO&<3HE zR-_vL`Ijm0o?$2(`DoyrZ}o(0@dv@3$RaDhccInfHV@2g_b5=W9FBVG8%<&Mv^o_$ zABN!+liz32^4=wevU6tx4up7EJDUWv}Jh3M?42xm#R1K~Yw zr9h7&0`i*2f<6kW$BXi4RCf{_x7d=%GF*gRc zPyG%GbV+=Uy(Ajs&P< zn#e)BgXDUD|E4efUh|SK(}xNN*7bt#6ya5LvxQOM$*$gCe<~1i=a6 z==%@wy?@cQ^8WyQ6=JSi?+5Ip4^C;`3wgHsB75Yk{vjR3G@!bs#gZ+?S7#TDu6dd9 zf|u{dO!ecHu8C{)??#*m7rBZ5>bdvaqqv42RGMTp@&jDsW;)`w)56kxXa7{53V)IW z!aPRQ#>^X7H{yZ4n0&&NnzQ!+ULfU-`4j@Y|RBHe6D_5Pn3+CwEYM7TnQ<5zi-zbFu$l z-v@f2Bt(n$H=dpKjkndsSD8uVb`gAhe6`>E;J(4uui*vA3j!oqvhsJIE*=;`Gp0&B zQPX>a)244i!7_P?T6z5XcprkVA>dqBKod!zWvMF$kbb^Vf!$MBpY4K zurus`$T6TAn0LReL7c&C;G|t;_v>gA(!*B)FvFYjg5+T0L~@+jb(wGhhjq;f5hJI7 z3K@SJ>X0hzQoR6)5z854EoX;hLR7J%{=NdFI1YFK8 zXZLgTo9+r?ZU^YQ-?#h#*FV;RMt>qRGGpjZN{^^@HhlR*drFx{6f_F7U!>zhI4Dvr z{3lfp<+bAaA6g~{jx2AOc6Y5;*xc48by=dcwe`*9GFY0}$@f=g=>l26mzn&jfPhDA zquv}sQ6M4U0w*6uoe^BN=q7c(&tJTDX(z)%Ge`O*M!n}^H)(!plj|iDP!&0FT3)mt zSv_GYwxf{NyxHnMe{|{D5{tEFUlbDZQFOEh5&6|#D2Zz1i{w4jbogQZ5Ee)u6~&KhVG{FZ_S+ZPzS=j#q_mz~YW-_# zJ?VOKbAW=8MJNh-e9(W2jp5RgV@ZLyB-GY6*rTk=HMpBouu((uG>2nCW3*BndSI3l zDzXgMq==I`8h@kBCSc$Vms`=SeP}b9J47hhGJ7b-irc09=2)E$-1*Xw#EF!MH^5al{Ty$H z%XmWgcRUoeP3T-5#jJBWZkaw!8up=dJD!WPXcDiiD2&5*6{v|kPxFamFXaML zbS^9e!8c8#BUfEvyVx!~qZGbG64w%wG+GMm*g2Oqv0j`!YZO?Uak z^9ZTO6wd7S=NkUHTi$Ma`BHAyi#>~erT(X(>jFsx($>%Yz|D*sF&-FzdkQaz>>qZ& zw$K{i4xJz&jYL9p5bBi)lPGn=9&q|iag^Hd5CCq%c)^}p;HO~w-3p}}Qdwv^64(un zK7C4=Q z8Q;&rBhaRZG2o<xE-oly7M3yuYwR~x;lN~e*8F9pOx>-S);;GL0qWXC-5y(xdRNh?R+%8lV#nl zwsxsK+CCz-x8L^dO7*^9j*Pf^=05*#9*GezAJ?Eh3IMJ1; zV**m!(FZCk|24GZB&l***8DhsvvS{bRsf^}E&+$_A~Zkg$oG}Eb>|1mD6Jpau1sg* zXhCO2Oi**XMS*1Js`^FJ-I zwX@&mL%+Rlbj`^F86;}AB)rLHwbZiAx~kecV=Wa2%{l<(U%5U$J=^;m_L{21fMG~D zrD@`Cq{u(YTcAU#7!nzM*UQ+wMzb47p7wMtE`O*c|CHpFHzL(**b^BN`jMGMNWd#< zVIP^uyVTr!jW<}zEB&FVNC#3k4SMb^eSc@ltrh6AdDI?| zxc5yhh6!icIsEQO4C!20jaL1gLdmtvCMl4p9E)|wZPU)rW}0=UwcHzU&Sj7mee%9h?P_L+-~7 zr#n|ty6+zg5SBermQ1EYMbsq>!8=Avq!inAopYaT*_?hnxys)<;#HPoc{$V|5XJj0 zFEVYQ=8i|@5f#3Z?vsO)tbr$Iy+Cd#kzWs#1vUNZ)M|jk+~xZ9&A=q*(D$J&a-QvC z*n@v+Q;2ecOID{lbczO>whH$Rrxn8EeioqIb29M)R89>gl~eYr8L#F5Buw;qKj0OcA!ztNUpqHP;>9 zolJ!hzk&FB*V|I((sjTzJ(CZS;#ky^>8nHfKwZdpK+7Xp#D?Ccb{Bi0BO(WSnu>`+ zq0rAIxp6~ox;9kZ;2HtJSClUOc*+?i)&ZIJ+0mu~N(~OeRm5n?YkZ)N7eF?e1tT`7 zVVE+jiCB>AprfO!p0Pf~8?#$p#sDSQ)Q6Dep`~Dk6AfYI6{K$LWxpebSAvdht;_(E z5w4=oDBdaCM!JP~U8!W-ILM?^#op?U~# zN;m{zZF`n^r4t&mvIyYv4VnXRch6DHebi_{2r2V*IvHqDqNIJ$>R&kiNGA~s-Ie#C z=D`>MX1BSySp$Z#F7Cj#uz~)r2WGb9-vtH+&TVc!GdI5tEyCUN%*;$pklw+lMBCu= z?iX2X3P;%cXMFAq?mAI^ znrp&{ikElDr_VPLHGO(3(aUXu7eeApQ9q?t1qX)3m|tQwo?l6b|28U?bZj+IQ6T|M z-+X3-bjI_{M*#r=JK&i^l{WgQv6UAqm{fO+FrlfbQ05H_g03O!cms4!9@n!KM`YJy ztF>%7J0j07D-6&Q7ei(vUUD()^yI{`I}>vzpOfy#7SoD*hYgM096h+84&}MhyStAa zSBu@CIodJu2p}#a-P+D^07!-xlF`loFetgm0;I1nI0V6^+hsDSvHL7@7q^fsIpQ1-ymSelFOH+ZGXFQ zljMW$kgdjV%Gx;D>F-@5dg8CU8`R6gPWR3kZO(e9d+YZrSEb$(7mjfCr2h=O`#K`z z>r>1B-ij+u~rnhAcd z$pa!i`K#(V0*u6PKc;7lY}c17g5P#TS3YyiPfpNDK)!h?{<1f$4Lx&&K4+z0qKe$E zA04rB1de2rpskR>8uB1{y91uu3X6D&;FG`xoXQVi$I z_i_4O2_UmAF(1r0G5)Sz*vHp!(F_99+iKYa(BCtgu60esP>G5gL(@ydtLAK)O5)EW z4A8G|eo38L>YvcBcf0pnT=)Ejfzi}pUKtf-XVa_-O8FCIq&g+(llyrYP4Rr=NN=jz zG=+JmonwawV@lnp)a+Mz8g|wn_jjvCw>`}^=Py3ih)TqtYy_&->ToERl(REM-JrIn zmyLAnlHzhaBcCj3&bs7p;A(v{p8hA@M9C(W_}jxNqcO;}3!8!GuG^Iua&3}sSk$DE zWlCr&EUYIte8Tse1__m}aJ%(z-qq*eO`AOE=mRtEs?l&ct zY-G%50diN@aV``Y=2*r8CUP>_N)Kf39<#j5oYtt7Sq@b!U~ikryr=SR=u9^ zoxT29bqb~*O&f9f4%kn>s|qW##S-Sr7c^^D)6jLVH*73LX9YvE!EF0C(AbGEejp|0 zE*p&XiKFmc#;Tar+%%oLIxBK+VXGBtJt~zP62y>5+T7=~3VRNr-+iA$LnP@?OWN;2 zOQG<6Yr0=@V^iP$uc!E~-69-339o8>plc+~=E&J{eJHy75ho4sDpj%7dpvDOp~wksQlARm2VXkBV&OhZu|AL|aoqV|*>W zrAI%W(%<@zB*xzP=YWMcu~@JWSDJ4BZ2OFynJG5{J^jg>rCH2P(|bozw&x|VMIkh( zYnqxYjm(GU6<0OToY@5@lxEUT<7J&v2hZ7Gy;Ezc9uQTnL!Ryh$Y*Q29o{?C$+ zqJMjFQ>#SZACs!OPXF+np;Ewe$l|{T1);84Nx>Jt#Os^3_2T0GM`%}!dQhf{6LIW8 z;k{A;uhv%06BA7mo1O`URw>j~M=+WaMPb56RM>-7N=B=P?OmG_nlXfMHp6MJQ%wb` zsKfF<4!FR3v}f(D)|Rr|h5}fwpi`YpOS#Oe&Wg#B{_Tt#i#$O~x_SY6&lafCBbhm_+q^g;s_P`B(C%(D7m7WI2^sIS}5VkamJ2(y>)$Dfv=z;ivJZC{Qrq4ES zpHr|gQHMW6H-I@3DhRtPeJQ1FYjTUv2{3MYqOoe-(-FG(jmyhW;`}m7F5Hw1l;T~- zo85E&%-MEY?`nM@G}%7YMg<`Ok|fMVki-|6bX~{0aa$Hr#|cbPg}ncbG=CWNu?w@n zJD~ROEzTRJb(mk8z__WhdG^&BlMUFXr9U0+2t`$pRr0$}XrfHZ(aeTsJKN~HFO?t>JL)Du&3Agriiu>I}>sV)v-oIW6)lZ4|`c|zhC6|b35kq62@B;u)e?jXlP-D z&ZBaf$}W-fk(^}@8(I;lgrGu8#wBBe8B#2$avs7g+jUwsFgVPY+Jr63E#AW$4tyn} z(J(EEUGc00;>inpQ~TG`c`w&={xXDN)g$*srM#w_3PRjbUhta~yZ}ZKis27s=y{#K z22Bft%LmZXz+W;bedxfn$Nzfb!4z?UexV1YU+icly(?!Qk*T!jmm4#+IuvF&WZn#Q zPxp&`X$gqR|Fgj;3qlX3w7`}CMXe@;L6m3_#wN#-`-af>sT2bLVw|SWsvN>kj9z|x z(!;`+?1d3Dl-AQrZMaDZ4g0mA!;f@qgr#~TuaafbP9AW;Ux&E5JfFzGC6(uF@yX6i zH&+Y!=m(tazdI27m2*+qnedzZ|7Pcuz;o)KtBB`!P&P|Vg@XbR8fvO1WeupgU@WXL zxRL91Ho;m^EPM5!PHq16hu0cRU~f5GYs3Vq6iwB^= zgF5E=jK}`R|8BaZh7j+;cq}4%O36)!sr8xtS@-|K0Cf)H|A7Ihpfpf}cgz$eB#i5W zn)`;i64Z!F%RqpTS@U0bfl2YgB9{FI~I#5oFq+H|?l%$2H5h87s-+ zNg|ERd0EUAfYovqxpPjkbKsxx3>8{31*!#$Ee)ROAzu^IMCdPkbafwd*kaoj;qs04 ze-`IK8R-aNYX`=`%3xjr1BVF4iDJFC_yh@&JEXi(7|P)PYWSSZIX56D45OxhD&utY zqotVZ6aelgoW{|Js@L5VLBtG7Ac5mgP>fe(gFnX61q1;Ifj_}MlWGe{XyF8&eD)7n zhf3K-zufty5%d2iW_jNr&dg*Kji92T2?ISd0xIz(m@-9x4>=sHKGzny#ZdULrf(A^oVI{KtOf9v8%i|~IN6#eS7*~sLn$?*68g+M$w{;`1aFVBxLNJvN; zVe+vJCd*KX3JdQ>(L*vAZ00F9BqIJ{dyfl`dG&~DY)z7yEDnkaz=AxpTaKRFKX z;2RxA_8;aCsUko0!4|kx#$$`3Dfls>0AcsCAp*FOXOc286K0k_A`N2Djetli-5?<%2uQb-(%m2_ zARwVM(kV!nsQmdA9gfiY`O=1W7X|URwZ_N|rqQ#?$Y=3N z&$G$GaFD|rD2fP)6b7t8kmbRxM<3tm6NPcL82daC6+0cZSueMDiHSFbJxb^6Ga`g! z0o|Pk1Vp9?FBM)ec7lB_LT$Rbk`7fH_Sy{}RwYOW{d|c^V%`_Q9P%-EXk%&#%M({B(pI%&1Bb&E*-+1*HG^Fr z3bU&)c6|(8P#DAQB2f$s6rRt)&SPwBS}SxXbXxSGC>X1`CCh*$XJt&{Rkg8Bj?*4I ziIqxljw&oY3bS**Gg2c&P=pF61vDt=NB8^X*&h@e%ffu{eYmt`UvS{?!%sZ;)E7K! zF`tWE=t)pncnZfv$H%852~e7(uXpJrR67JfhPLtG4dF|i_MF$J_xdZ1>o7U4U-v3| z&K;I3Q~e-M^pSh_;qHuwjd`8>N|>=4T>zsz#*dT-9e^3Wo%LqZ$#d;T2rb077;#ZLY4Bi_ur0+L1L$Vhd4NeH3=~TonfZ-nDwM z_|15JN8u)jU+oWzJLsnn_I4#DbO2%Gv<>8`AnYIqvMj3t!^(-5V}271oUPC=m0{HG zCfDtBao`*dvdP41Pv9if1f;yPN`Y1m&Zp@WFQ(TetHvr z9(=`lvY<$*lX7Aa(~p%;Rp#G7ozuV_QO6Qt{G?9h3DlV9t>pb<)@tR+#uOJn=Q>@3 zE{30^OyN%;ggLAXc9Ud5ZQsIu7rFrqLjgGf)6pTl&d?_stGOd+ zdfJuTHsW|n0<6OO47`lUoyqD)xS{~}>kCZS6aLl%_AJP&lpsg(52lCI&|OtZvf=3! z;Gk2Az%ae|pHr%pP@RlF!(wNa~&>){0nZS2{=Y5b@mgTy%Dgrl$=xh(K}LTh)L=DcS5Z z=rkdP0}_wpuI8fUebIt^k)&Ly)LJE322?RhaA*QFJb5FjK6GlBx7p;mQe)%Xc z_!p=HAIk9v$Cy85iAibrUmzVU5*(%#$Gf69njbee&otf zK^DA)ulIPZ#$!NB2T5yX-?(i_2K<>?!h?a+VsZUGcYX2)%i|NbY1AVYgN$$95eVU3 z{5?BMk6A^U_PY7rY9qXdz~sA9JJi$H7goq&zx&46tm>B7SaKsrbA8pukm+8&%qm?; z4bk`N$0jO2B~XrQ=WqY^9B%?>OHhp=eDj~g0k8u4(KAqUQ~4nEno(pDsF?^25-6OH za@E5C-w@du20c9kGU*R_z#-ghQ%Dv$@otln{v~;z?jErf3ad11Wxh)eN@dUa4Mkye zZ_58(Y=0SH5*yyCh~t|DBi`cqIeT~-;i-JXGjs@#i@pAUmQgt=9j=RV4D^2pAOS%C z6X~n^9|@vTZJuW*``Bxu!9X4X4CD2h@XprO%u?U0?+<|OA@snKb_?g$OYdHN^)vco zk&8lZsp=0QN;{|)IN>2ZJ3vMGDG8-v=E14L_JPaLEiVHyKmqA~mdIYw?~G#AsCD85 zO{%G~Azh>PcQ=4Sunj%kFm}CqMu8zjsRqu1<$)Yh5Q8!WE)!J70Zs(PG zQP9zDdqJ@pw9}^enmGt57gtt}O4-$G4SRyeM3HTe8s_bhDPnmA4|z5HcK@YSWTu`iMRbaE3Y$CtK5%xPESwgz9q)PqCygvL^niF%VS8^do0NG z1I2KyDWTlvB)u+&P|yytK}E<04<(o>yD?a<=zbWe6jRd1M*4Egad6H~?!z*0+W&e4 zZ{#b8WXSV_Z<5{GF3_owwy?MjD345`==~5%?dqL_*T#|(5&)0U1286A_!&sJuw@bf z1On2?7f8mHfp#`rVNC;1++(T=crSrLK|yDyr}|N#GV>wrj5logq~NShS(UL)?UT$( zGDnYv-*Ugm?GjzO%#}+kFFDV8T_ZP33t}QZjQk`!=oC@Xt&{AujVIfbkd2EP9H8iM z0(8u5rAM;a(7BwSoK3s30k~~Q7y+(uDiq2J34CD?O@%j6-XZ#fENW~(cU3_6H2a>Q z_JD{T+`JzmwDsqvbnp~X>Or0!s_jh&j2O@{*cgA&!wJMqOlm|eiv!9GsiVcNSl{?~ zEkeDpK%w9lFPX|haNABM9$Qsk)qj|p+7g%eTPJE*!-?zIt*d2|V+B2X@npsp(j%Pl-EiZZpS~e_3J4lB zQGbpGT|H(8a2yfY09i4k=;XWqB5sC??!=@@2HbJlm^xT*Zfa@=)-uE!g$-XMW%^6^ zK><~?`{gWq8T+@cR_l^?_9%8x+6HAhE)a}4km%#P3cT~x8dS~Jbnp7}Tr)a40%x{$ zn6Lh5`=Y3oQ1j#shBZFZ>7(+e?F*mIuFHJcNbxMN5YC&pi{5|$A!fbTL7-&6SN@Z7 z)4!1*iht9CfHL?itVidwhcL3eVTXoVwiy-`Im+Z)LMpvPTSU>q_$%n;TV^*0*6cMCNk5k;3jbyJ3^uYY1d?vm}xSNn01 z={}#YShEiIgxuwIHfVbC#W7bb!%YNv=Ub1DCRw!3YIYS8e<37OkQaku5zey)P`;`J z?DXzcE~qUSl#{w(X+ffo1DMMUaE7N@Pu6>tndSqu{W^*F=~rUFtC=2WKl;!H$KMwk z&*Me}8me(*7k1q<2IkS`A~AvB*N5nUu8`RrT4UA3Y-|?duiUW{m;e1BargnS9*}-q z(|{O%K|I9yiqTwSl5rWYSI1)ST=_tOj9# z40K2lX&I=gkg69T-}tnQWsX^_cQy9KBpV1%(8^5Bx&0y`L_i7ds=9dhxEkpVbi7X6M3eb`S~cSES5E z^gsk1^YfJ1X_xzccghN~9dCXYmpwEl!w@!KFjZR5Hr{@@urzO@`F5;@CSXVK#uit& zrGDLr#eyHHt_*3NCvA9_5Vi1E(TTWF{q8pW+RHC#)cqd;k?}Je7V~bg*r7qw1F&b5kRHQh(X>g1xmqM#RrfKmNL$ z{t^=p6l8QPAM`Fx9DW!jG1KldqXY$>#C8pS()DV&(OYPh=UEy;!Zt!d`SZqYvU0^& z%ia2q2-F4eLkhgf{Jer2`YdK(euwNx&Urkc3z?`|FhUz~J&l6Csw|O3HE}{<`$LvK z7##I_yv~qt=?e=Z*Xfq$HcFHW!H4yx4tpCXa^Tny4C(LVtSqcPrFyJgi%y)4skFA| zEF4a&`Mz8Bfu8c=xAE3b&mEEO8&V&&dDW7AF>-l-?+ynbIkLiXrLPRT1NqCm>#m)p zXy-}u5j(MM%3Tl1SIPZk|K@GEE`~@gPRQ*FJSKjQ$!h*eO-cRDD3x@AN|WNw&hWX% ze~X-{JoKZ3+1{rj>Td6Z7p*o&E@#--_uslhd*y?C1Ay@{|1pwE80CFeP@++w_gIU} z?V?Mrzd73Vhq{4P&vE@e?|K(pZpTpMbpl6?;ez{XOz&fa*G_%nD!nlC- zdUmTcXafw4qQ`<7$n7;HN<8ee)?u+zf$)}R{^z5+1hUCEXvbeAeqKpA<5~KQ_RIaE z$9w}JrYWz68Y#KXB@Z`h9*@gIO2akgMc%*sii_P;6u-`QNC6o^ICFh&jJqxH?e`zz z=i5N$%ey=*Xm%Ck2k_#Fr4hWV5YTUE72a6nAX6jo_;|_F9q+~w_mDot!s73*wQ4#2 zRoV9BeVm@uSw}F8T>GL2u(otOKmx-zjlW(V(DkKena(rnb>kw=#bm&&bRpw$Lys_T zjIk>`MC1ERHN(|sqdB{(zwn(@ZWCHR!0{QjS-sWWhG91)@e#IDksv(mj$!B(WvoHj zRqK91Q`yI`yRi}7D#^Rs$UqM5pqvkqDy0)kD(BnJq~kADY5XX_aCRR@=8H%ftxQhw zejYKC#{*>8?w%i;YT;@odToOLX<~HYPUqAdb_F}o06EgG2H(PYqvxBJb6uc+;;}s8 z`}XBls0lu)-4@(8oN-zlI>FH?O>Q^KqrFKUv4BcU;Ed1c$kg|>x>c(2)2@xvvM75v6We(Q?(76&0eYF{1!fxK*v8a2t{)R8!MiNazYUV6&+{lLv%Y+hZ1N} zFw22N^qehaLaL193duFJ#d3AVB$3*#YLU&y&H8-|Qwv7xU*|>t);|v! zlo^nQCZ><%GZCJ5oWDD_wZkmVPmm?T!ocX!#San(Z1 z^2G)Jo2rM<1WK~-NO+bqcI~S8=Jlv`XRmmDQ#yv;6_AiIK&O1r9b*Mkdbct_LU~}iq z!`z46eAVJh&cg!KncUviK~2EKXweMp+j`1O|G$+#UBh-!4x&~!=yviGS%`{Q715v@ z%g#2Ta!9{I;!dh`iY_jnck}hSwx7=Ty!aAcVoRJ>EzPW0+x`Umjt+}EWaEWQp!74- zecse2fkA;g3z1vrf=ctRhY{UzDOI%lYD|MTqY6G1N@7{}REh*EO?^MA42xb_uzyu> zxvBPBp(m=8x#HN|Bcvb!*xgo?J^yF@{j83$n9@@^lAk%u%U;Nuo6k;N^!p|LrjKKe z>7^d}<0D^3-N2B-e3{~p(f0X`01dB^+bqV_3?p?YA4 z{&>V0UcL`^*42L`*HsE(hjtKDE892eM-vS=FU z=;CFM&XAbs!qIXFd>p`LyDG;QA@Dfe29NcG@mU1&1N$#EdnL@LPTc3PVceO-vlm5~ zyrcix7pAP|1vhlC;T*gea^6_CuZGrsV)o(PvjIe7!{*m7D$SF^*Yij0&|nG60^lCV z2~SxrK`?gbZCW`>nO=OCbxU7tgH8R2GdK@rHmA9oz-BpRfx=CCe%r)kq#+Jg+Aq+x z2q&f_Ksg$dfC@l!I?MCzaOKXT?=Q5JMH-GdEUqJxOFvMXan$e{57`Y2ae?vn#1o6u zK_Wq-^LzWR>8@bv$4mQe;wYIHlQL(O|J4c(hmjH~y1LCBzpuinorWvgzU&HK9~2u` zad?%R7dSbpsF4G{7B`Fce3U`yA!Qc>kb;5{8WT*t@7?7!6JdBqWoiYFUP(YF}vepklg(V&!_ck*C}D*_;3Pj+ZF; z%p>OMdFz-ARA17?c+kyc-4S)kI|3!XyT#VtqrG!1D_Aql@_A$3cL%AP(mwlkpl*ro zE0bAZB=N7p)nFj@=kvKNV3Q+b&qmSK-|fa3r0cY!zGS%l)=84Na4s@=W^@N3L2o=H zDF&lqHdwe9Z zKWWg;32eqo+$a$@wFNI-yWbdEHhpwwqwUDX>bXB0YtFF=x0m&NFN}<1W4}%RozB`d z>Ovxqf!Ahu9^$twgo?#m^P$&nKeNmus(~5ASE;#vW&93aCXbKx8;x}up+BT8(qlEh zh#&JooB41k#a34DgAuD+;lXuDlGWL@I(5jA$lpt&0t@nYrHRiS%e=8VEWSUBqAzgs zea4~<79XuFgm+X6$ZnFT6yot!kJfA%FG9KnQ_+ahm2|#9(}$mpkS3WLW?eckwXJY; z4sV1(t3a788@m#W+8NgC3rY4JRn79#?d$lqxO?42Rv~LDmEOCRO}LG%ofDCa*ML%5 z<{&P&xMwnzApB3pB@JEOpN4Ty?yH8d!Oh8Ry|D3V+D)A&b6O#LsfCJq(!jziHR+ww zy7653p!#~3)pMP&xo`HaYKa!vq+MUP#JQQ1d5H|dICo;|BdmugZ}KSZqsxKX8ZklG z`=@s#>nVEY5B#PVNeWLGv1-iLvn{{%j72)TXZK~q ziJ};t3MuV_a-8#GQX)%4uo&X$vD(IQUG3h-Gi;o3^a4vifpx7#n$i|c_G<-Bm+M*a zBCa)La@x$kugfV%l#-gYB4>a@XKTw&_X@%=88Ff>0zkjudCbDckX{IH^==$lA6wPQg4cq|aw*{YHi4_>u^*2GA zU_HSnI#Z%!aB$feIL2dAF%vk_SG{4T>Ogaai|g5|4r7iKD+7-;T|Wh@5K1gOq$$rs zS!2H5Pe+A>`moZ@5h9rMVOI`tRFXKVQYrVf|F9hR97G+uJo*Icx(e!Um@$vnK#CMG zS4BIbE>g(w)Xwz<3vC<}VR!d>W?P`GUWAGZ@?K#(jeS>xxXY}H`UX220-_tk<_90k z;B{44;pMA*q$ak;zDJ><#x9!y$)nL}&H!2YD*lU#6Q#*>g3^4$iC|5jlkZ*5KHTs-aXm)h2gYj2_)c|50KQT?+Lg) zyqL)i=?f2M=J!X?o`?Bxm>hlurTaf`=OSVj*Dc0;kINLz{9Pk5j(T& z^~C&fgmwJYn;!3*mCxfdQ!2${BdXy8R&7Cp_3T-M(7WZ$?VK;eLz^~BCge#&!zR*R z7sCfn@!9!PG}ayo63e@>@yo?&7KMuf)j0U2Q%#?T^u@#NYIToVUJ zLzt(;$yOutiq-1rUu$E1^=hK*xlVXF5*h-%c26733&cYsHwHP)L?|u|qD7!-3*%g? z_mM5rSKwDaK~0#%v)x;E23`#YFH;lHj5q9T^?RzcxM+yl7b1pMRYTK-k)H?SJYiI~ z>;t~N$t6;*NV?b>=j(fUTnH_`4TK&Bxr01uE@Ykh562L*m*{R%-oB5lE7;7^{X|LBJLI88{t z&r&-vOAm0Z-W)#8QuNbq(U|ItyuSqE!Jvc5{KPk1I1UpYAKj;f@l+`mFdjkA8f>1< zuz86tr40p3?s>t2)v6^njWLLw6A_jZ5o@i>Chu1pOAdQ02Tx~ac>bK55=PlER-UeS zeq+kbjpRXGrB+3pHdb#S(l>WrKc=PBH2&H3O{I|Sz1cIJ&%@n}8ehSaN9pkibL{sw zLniABKgtAaH<}rw>(%{9p1xp^j}Lc1Iu9VaT!J=N@bo8zCpPJR!!-RMhtn*SD$jo6 zl51t;foyaL=Em?t#ki?d&hR$t~72Q`E!1%`GV z0t%b}@0!#}6DJR*IVSWd^%bwM$$$plR((0iVWDpVg)RQYPJDOM?q59=*2DMu6tDDs zIx9~bTfWMbh~6G1_kfJS=8wuR*986X6CMpTgA;>yIfVM&+hh8>M<6KhuUci;I3JO; z0CKbuF#Hi=tl2KbxVN~*ZL!ySPOIs<|6Yq(Cx979i~sd=UU#w@vcuk_KsBF^KaVZ9$bD3ot@t8Li<|#7d;rQapId%gGrK@S#-S9 z3v&$sv_25AW)L|$;pp5Cu-OT>&yE4`KYX)Q)*N`$@J7c~I!OX8OKV35=87(|mW9yP zzqsn4SYZW)O!{kkDci>Csky!3hu8eY_bL7$KpV0h4kE`&DJot+fc)N;c`Q^W>W6%^ z7syYjvfNjD9;z2FyD^BpREl-Wp1~=v5g;uD z(y5Ywq8!-G6Bru)E-5cc7eZDnthAvK`_h0fNt!|XgQfaQ*?XAlwfIy9b;h+HN!@g? zOg`h(m^LInzap&TpiBz#Hz{h}$0!Qgp5Z{-eDT}i(WScUMT~#1^u-wC%)IyDvXhZ0 zP{Uz}?Y19sKW$k0x1@Yco>g-tuzanmiWIjEiEOTEM&wrxh8h2KvwlVa`4D# znvlIK5rVh}YA&Z^scV>1S{S!&ZA@x+x&B}^*kyhn>dw~S@dck?ElB;z<&$m@$?>_VW+SJz@E9Iy18_X!J zT2mUe^s|ER7qc4fB6;i^2TY=uoWZh*EHlZiKPL*LEo6|RhL+qri~Z3Wwhl@27~_;5 zwn`~;Oycwx=HVS-h5Ud`9p=OFr1t&=+c_KF7jvq7(Bj!zobKH7KsS{91*rx>huOGW ziZLau!_NF}==GIUP+wLa4kgKs*pG0|xPG(sDoT=6QjAasGu&#E! zhY1w(fQ^;}b8oXVGZN6x9f4N4Wa#g~ylegjbfcia96MEsh&F%&ApwkqQ&B zh+rZ>JbhI!OuXM*5s;G|luldZ1PG`e&!+2-&fyKXILl#bdQ z?mPo*8P#kkp9<6)b75Tev=S6SK{DF}OvB>StAQ{E_FxQLT*U0`1qUafAP=++9{~5j zSs~^}G_ym>Un79w>dI?N?La%u0|3*DtN2p%!=U%`8U~I-fH1|m% zYVhW!)6w2_;t{(}^-jxTa8MBKtzVv<)35yePzN7TQ&CZY zrNq$L1mmZOi5x^ZOy<}8f*D8Y^J@&2x0NGAmEVQpSDTFXuq3(K))!y-W?5wAS$jXh zS_8O7L~5n{#;g|W{ojKz-7!WFw>c1=7S7G-CE7Qw;bxP*2&f3!X`4-#*@d?G?+24L zf=dTXegJz2Ts2XUJ{V+qIb z`Mn1U(R+;H)U)Ht$p1I@ipdi53|x0kdM4LW^dYECHA&V(9~ zJGNBATfZfoB6p?I^>RpoKU8}Mn!&vo>j`pvQV7ZgvapB@Fub(rxxz0R8yjIl?q=gQVod}jO_&&$d-)AvSS=>G zh5)s&Kl?FD)NPF>m?Q)Ze}%9iIyfGas`%o_`!c!ap;6~ckNM|sc5N)t76ff(^!(Tq z1+5ha_6tg<&k~&umu^+Mlf&486P6V+vD*B37T27swW_9GR3;KYnfkl)6plXb; z(^WI%VD3BU;6WWC(713B2N!o9Ze|`7KRu`T!2;x*RfS38)(}ABAp@M;Sm4Hji(SX5 z3nKdwR35plLYwuk%579(xP>%N{(Gjx+8Nc{oC&TIWQASAE7dIl(V9cdA(a?M3+lZ0 z9ht@(T(rZar&gbRCXK?&sCGtq$kL4#v$tF)CkRTH>6X0fKX@QDDrbA9w zjA-cgNpf3k)$VOfcKHxmvRXHnyQ!k%01XrN<&QBG@}~7(w?3kE_{hwKa85u$LDf zpSANv>e?OB!oVq2@%x1FOp$j2E}gTmyIuXvA)#2VG_mv_WbNkyXc zd0i$G)H!qB9z8JW=0spi$kkt5KOhl(`BBV)opg+QZs}5MoMy$a*~-(Y=FX{hyOmpX zm??P$!z|e)A8_4;(5susKb40xicJ26H)r}m?bi1v(7aVTe8j2T zZ0u8u+Pn0^$z8Oz8a2uFTJcriN;AG9lBhboNn-D3iUunevFbJswlfLNpP`{6;K_x+ zUDk~1mIXBpXe4vmtWmE?wbFUc`lEV0g%q*Z^V-fN>aNIz&vww-E{WG4IBRsIpKcQ< z+|;Ucp#8HVCtZz{c~YwAyo{J2tP=v&(&nG_0F8RlS835rvBOogAm5v=eFN&{@*678 zvBm{31ERIquOyFMAa&HL5DgG7pBY4@qt}!OQ60P zdR2-!w(($8(;|ZY^uGi6h@Ln78{nH+eYiq|^tix2CQDU>ChAJIY~=AjebJx6>drAS z>Vp0(p{pvN1YhbJLx*vfj%kpRQhREFd{~GildCZQ!SNA3-!5-UW&{0d7Dy_=JN-%Z zpM>2p4-$4w&!E2v`};%|G*H4D+3WQvheWFUZpweb_%4FPX5V9csy_$YUs??laOsBL zvXYrbSkDu}bRcrwsI-xmqi#7BHf56u-O5nbto-k83fE^rPaGhKJ+_{&9aM6q#a5gT zKtz#J_pqns`;fuA8FKx$wzu<^^dUsb*J<#6s`|EPn@0q4xZ$Ti-0POf;V==`Ejml6Mp5L4fmt5s{ zeAA;9{biuTVttG7E`kXT=50pX*j}O3HN^GhRnl<93e87R7?jOEyLLL2?2eIpGMt&Q zOpVl=vUg#={2)~leZpFkvZO=5FG(N4&qh{&05F;stMIOdmWvDz%~A4m_r|fx$_{6X z_-fkP^HQ-&%lqOiNMSD%hlouivoz!;p&IYn%(Q3NK#S4XviGTLbQITr6xiZv?5edF z{|3g0?5kZ(Ti#_zbAK9|rEx_O)=y~YdDzIK-^t_EKUJ-j{rkZZw>q7J3}x=>$32)0 z!=IIUEk_-!CaO#)o0496+OL@DQS-#Kq9}{T^PKxg(LRfd@O`bU8D;#k#ty-mosKD> z2q`{mVnuF-p~OC$^tvt9@#4{8v&C4tVh^|o&>AuV=cLuTVBoqQ39pa!&-n~&t%IjW z{I1cFT=bfnj1hZ>%F4-VN-L*^ik71ZeVxR2m3tu0j#yAdBVWo^7yM z@T^WKfwG&fQv<4HsnvGlJ4gYr=aU?_xkdLPiVK0V38XpTD=HRd&hL=ue8~ z`;On;Af8#RIQ9*WR-)*^%pj1nJb&0j0Fge0j-peB9H_hgmt6b% zk$r8-?qIWraRs`!d|@p=hiIp^R*Lzs`H$3a)%<MBLjh?p;&weFgWiuVgvJ`uTE8bg)qP!7m97X{TjGctRw$? z(-W8uhxy8T*Z^mOR2$4!A`l9R{9)p)zwXy}YHKyd)ps=i>mhu{UFj-<4%5>5K&u1# z6VqVLU~?xP85BXLc8WSd-m!ZD0Zyc(P7TN~sL+mMCo3rU>vZ@)yDjgFrQve@8~8}( zKOad04;iG>2kJUD;2Q<{LmX}z_#kKupJDj>8S3kA0`A^*xwtX9jgA^qz05`BG5R&K z5Qbv+R{!}#lf@mUEL%>GRc!)gQ%r}1D%p}EZwpcP=7|hpqVr`5Yco^tkIn$%AXfn6 zc?&5kPXSvf(IhJfX;i~2?Q;w~*VD@*$BQW zEK7ws`3gdok@KKg8-J5AxeDRlHs<_6pYO`{hhNv0n^tvEck&}?ykxH_otxoZhBV0Y1uj6)}k{ z@Pj#wI%6O4KR#~|gYpCM*R>8fsX?78dP)5<2)ngR{W+?1Wgnc#p#OWE7)nxq!#nOx zy|B*98Zu(MG4?mo#Xg5fr+MB=A|SYS7sq#^=c>L#0ZOq8pDna7Sm77*EEU(uqy2qA z;feznG?3&F2-QT?>MuW=GSsv!zWvhI!;y>`M zw^dCp@7lx5qlV}ou+;wi}_6_k*w3!NmoKF%$U|Kl75?; zpjn)l`?~V>?FICVA)9JV3GwAJMu$(8%|s(C@aze=SDwASTRfZGDyWxuPpR+m?LU(e z3CuMirbjRD{c7|~-Rh}9S>15%U^dfvBolP0frI^i$(IIlG1yukcouSh1+o_4e3`NJ zP?2d+%gWam&s;l;`0NR#1lz>;3k?2yk4=6jV_!#h89Ea&;pt+PNP8fzHy!un!YTSx zB<9)EiTdtpB>AUxp`#LH>K*+)bI~iO45MVP?>og?zaM4iU0E zwAY&d{(>(Ye{Y@h@4fx|uZ<$Hr(m>tdUh5qQqB*m*;$yK&nxF8!*PN!bx;Dr%}{+k zQRfQmW~!~j;9wk?@E_^pbz^&1^v-XTE9Zy`;h7MEE>8;ux{Xa#wbh3MX@a+?FT>n zqi}Kd#lre}YA}iU0xmlWzu?Z_fN7FRMaQ>qU*6r2ECkZ>>O|c&@P&)vv!w-2ASxy% zW|fYP4i(s!8*ot&P*MgXfQxL8i|^HaCA1s{hQ)OiWVJSKIS!cXFj&z&3aE zO2}1$k>Z6A?*$QR&Bqtib#!pk`mn&8HNpk{^XTzo?wW2eI@$nzDDezc18_U}n4kXz zdXKgsFZ4&GAuHK~f}ETjM5d%HEm`~f`|)As3@j34s&sIiEaR%>tHXzKS^1uBXJ*7mBldRS1jdJu4p9}!^<(!@W7#XW8Y7F4$gF2Iesp*h$xpKh}Z|v1t<(vV;F$>J7!d9Shc;i(Aw9?`d zrynvAlL@?Jl9Q9u48Hg2k;JD*UpvjqDCXzq!EV5Z?&PSktE{YSV`oRo*_j_&H8h8H zs$;Y2Wi*s5w8c-msnGoJE5Sn^JY2f^10K_R?d|Q6f!B+jogK%se!40VMn+6%J$73W z!CJvYFonIny-LmiiWe*n?j^qq%EG&kO2)8mqa!}sJj zW?N98#fWIAw`cO|p|Zx$brc3VI{mS7OT^J6=*^o=pyQ?G=HeilU?|r)ISIh%F?_5i zh7%1Ma)@;w%=z1_4s#-Iz`zX%`+O0cqwOd~+{mKYbbOSunqgWw_51RiJMyBB5az_8 zUi5+~_|(iy48(-|77I(?XHQQ`J{uI6Dn{}8`c>|IWMs$h0dsEnf%r5up&+i%(A|v- z-MD*lazWz@@Z1nPV3o&@(Md^3aVYulVM9yG$jHQh7De80`G{8>LqoC_5sms{=H|Bu ziHH=}$mv#^i_As&o=6#Yj?R#^{}Th$e+r)mjveEF0@;5=gNC+u2?;o|;R-?0X+K8)b-3KP7#h+Sj!U{$v|#RsXdiVE{H)9$pl(QYH_hD8>oy$;k`zIN$bnv;^M>L ze^|1jmZ#~5y!*fs;B(%h8#(yp1{d+nv_PkAnA&i1jWIZY3Tvb%`z>JHc z$ZlS)Y7K~qO|7l>+zywsNCMxj9WAP3-;h#J2nHXKav32hsi@uzdD0@FTJZ4e* z(rF1S%^)&j*6CU=!)em>&5Voo?p-1<(2!79SC3CX7RDbegWQ0%!3QJyVCEK-oqY>v zpg7#z+);RMHR1Z`C^n9cyq_SdL=T1S1_lSWkm|X41INq|6ugk-0#yfe-$woAUigL& zg@yR=#=+enyBJ>f052~u_z@aE)22p!+uLRS*z4f@{pn;G zIwb-b?2Vm4$RR>+e|?fh(jUhgr2Fd6PF-tv`sLwcf$c&NPT}>knf-zbuAQWuoSf~Q zoe@K#9ott;QMwzz|IORmn~9mZ=q1ySprgqjr;DD-E_L-Co*KsPrJAe|W&iNs{BTAA zZ#LqY4PqKTKYly{m4zFuta*yx)D++%`Wz{hm1LTEgZ-&0EN*UYDSc+|A|h@M4Gaz4 zWM{tuno%YC#ycG5=H@E8y5D-p2~LIxCE))m?f4TE?M2fJYEk%CucCu(-_ov2dU|?F zc{vH(XcS)e!oa}5G!W{x?4CViekni&HdfQ~^L{XiKLhk(|AGQ`ph0ayCpQf?7O=(r z(bLKm^WH}0h?5hop3A$VgYvE6BYr7RVIjVE%NMjbRbM%x?CuOwFzH;2}My3 zwjln@gmNPtJw5hY>6`E6GC;5G71Qn8r53$B*=0r5?nmWhf)2S$gLz=7RFnp%EFt`~ z54pKr{RTt?v8}+z2KSYU!iow~;7Ss~E+GM0Q`nH`@^&QMEBpmndgQSEC_MEy9Ps%6 z&1BvhT#$hm+t?`PJWClN`Ik7XV+W zV9pBkm0KPM)0lwVboZy0VZ*^H8=j)Fab{0@hlct=V7vLxN?SC<0SsI|i4bF20H>s7 zWUwFtZUT)uzBCWc+H~0nI64^*4i9Ms1;>otb#Efw?r0>=kRmD-Zu_XlQVd;pCO;)VuL#DkTO1mU$IWzXsqZ&TBM5 zf`Ay(gD+Dn_*fxn6{HV0>FLo?-bF?E7Z!2=b@fVQWaP)(+*esyj3Nh9Xv9~qPER%Z zGO@8qySNBcgGZ$~B>)Q&u(4HCRJ;J9GXg!t;d0CPS`YAfJOD0aSZwTTcogVhtd1JFf^v zaKiX^ZWA0^5V!L6`3XyrB~C5CCI*-O?gu3(V#S9+Vak3!0m+t`@i<8;+b- z_!5DTv|SPv73~`yW~vwg%X&yKn#{N^-FOAIa_LShc@+wK*REcr2g?3QZxQI^se%AT z{Lc1->pC{b*xh)A52j=I;dHNIxg&l{hf=e`ru4&?SRJo=h=MPWm_JaD`~d*I9}5bs z9o+vOI##x>b-L^*flW;kaD~myO+!#eWGI@faM?BQtFWFVIimfr7jV~0%6I@6UBRNK z2WTTBBV@c*ly)y(Z~{-w*w{Fx^cr&VjzSCu9&+!>E{fO8j3Ho|;^A~vicU^^zkdC) z0nt5@BM(>)@5@cm=M%5`(;TenhcM^DSiF z5uHU4wi(v5_yrR209d*Y*$5385ei~Q53a^yAdL#JISvgC4T_kC2Dz7Obfdih6&x6a z`i&O=c$J!P0P8P=4hr-%KY+%OteEv17vY1W21rwKljJg*An0yP2hh-piqaGn70JlS z-Fdd%BPA0~_h%~;zln~yM$hrHjyxE!Z31*<1hE_(u0=UqcFb;TmM#@d-ZwJ3xw^WF z0NP701*(WiNpG^UDq1a0P4${6<$)!cZm|sd7@X|uwC{A zcwZlq6%;QpFE<359q56QJSot93&K|)s;eoWl(+|33CL1z^sY05aLY9w3xx6-788R7 ziSIGc)`39iot&I3I|jKIk|QU(?~y}3@%8IhM2;+i2OLxVp5)xKvEd-TgkFDo_#9F_ zn4y3Qi=2bvEfSN#sI$;@-wJe?8pg(sQfKLDSDKJr7p0je4U)Hm`8scaO#2}<6&2j> zV*vh)V$(V7JzDNd!-Txk3pmp^nV7Jk@&wWz8$1by3XM`Tm?AO+*%~jfElepbC5G2S zMnRzkG<>F~ro5ndy?OU;$v{1DRsG--*Xigk!n1~|tL=F~9Yet+$YQ9fs&0G}Tu=G% z;Q|yHSeGxmrq5kL86O|F0ZkpG(14`!RbnEQkFPJ(*AwY^5~*S)CJYe%z2IPJ?&-M# zbbN5adNnSc_hdFgSwvh`78~9GL@f%bG@vR%4k55T4SV+vC9N+I1d0(wW1AN*T+?G- zx4X#9tPe>A1}+sri}E@j9~nIPl9x%)_gaZG_-cypwm(ch5U%Ls8CjbBd literal 0 HcmV?d00001 diff --git a/notebooks/inbalanced-bottle.png b/notebooks/inbalanced-bottle.png new file mode 100644 index 0000000000000000000000000000000000000000..a88d729055c9d32ee12fe371d128429adb6f7f82 GIT binary patch literal 28669 zcmb5Wby!wy_bvJW0tzUClu`-`(j{F6ND2x_Hwc1sHwY4ffP{3YfQTTS(%qoa-QC@A z=JMTp|E_cGf6n=?&zD#{Yuz#LImaAx%=P}coWxa}TR12b>Z+8am;wrg?uA03O7HLLD@gl=Vkqv4YlBm1ab?eRY4;FseSBhCCb2tW%ZnCq+U> z2}XSI`F{q~@ap(rLta<+_DG3ky6r;OB`hpLO3KceP*FJ-7nh`Set!On)9rSpA4*q5 zMMdLy%-iHe&t`j#PxjaF$k@G>`!a7_zy8n{hj?+gh$)`O{Fknr-}mCTDKx4tbz5F-WmD$BG%>e6?y1VYbTMzm2CYY;9cKLiJsVg0T-w2qWm8P1n4| zD6|-hOB8ezIPOT`k60fozd=FK0sGf9+Zw^|uuAq*qh!8h!UIEhbFx-wyM-3zb~G2A zrJCnW%%uFg)Y_oxc$w*k@=xiMr@<6!I_`Tf-*TJ75Z+{$`Bk4E2bGMw1Z`BEgs^J; zVuuMl4W-gD6vZV7H3|sO^v+OBzvZOHUQ$ku2kbF;CA++wdkMkC{siC2fkwDRe+fL_G zL&Mat#6)v4KfT@MzV^+7171Qx!UWT-mzhy$WaSQPj8@d7Ob5a|7Ndh1`(x#fdXCudPFv?{FJY9hz%S1Ym5n(-sIXz59s zu>Q65E&f9wG1D!2xdf}_6WAnj4-bzfIHzn|T0xSJ9-!Z+VSSaS3g(chsNsWkb+Eu# zKB=l?)CL#+E@Z>U+Z(Zz>eKBYgI*RUrXUqX$$jpBro zs33Rq5{t3z-m843I#q7`Qc_ZQH#si_HHL49lvqx5iC&!63m=Tme7|#$2?p2D+${K% z8d=2QVsjZMr_z}{p7>zxN|(d~cQi7;slv6atSsCrtjYEA4Tm4XbaZ|sEb5y(-J%$| z_AAQQDEJ;Gi@4{icb^7c#>1QK*RXsA=PN+cgZmXottg;Zadh>6YMBtITiSyqTJsieh&=v^qbizJNu- zuR7b;Q2wdjNbPxA+oz&~Y<-tTdt+6xY%HhqG8Tn9KBd5=hmC>6xT6cTKGjw z_xBx+Z*dx4M)~7YV@Gor@M)!UQ5xH8iUmf`YN+^d zk8f&9!kIh-7o0Hs_3KyG!(ZO}(c~Vs7r~*S-8~y{R#ks0OGmT1*Pan6Fa1r+8#3En z>hbrda=AYt^74n0_5WT+*`2v)o$V%aOTMRg5fKqb`y-YneLskK;;-f=D|Au5Z{IsR zm?-eP@c8jE(_wr~r|Zp5&sT9=miq>xCkl-5+oRdiEhnl%j+vCc*L1{k zIl~4}oGBdAnS1^%LiG zB0Ql~ozpFEYc?OXTihkf~tePnu`HuTCRYDtsNO!}p0vMzXe3uiIq>;!`paY#AQ8 zW6|BaM?gur)ZzM*ai~8++l37aAJcC2Z^!(ogX{d5j`+ zM$xps`v5gMPbCsccRp(24Z;v-bA>sBboU6rnjhLWs|R za=|0=UV`LI?ah^#-{l;XE8=kq@c{vXs+%f8Db-`Lr|%y~Xcz`ir~K+?_}dM^Ly*&c zSqawvXm3F0rjQdm_z&3__P3R;2MQSqX^$iI0LZN?ThwT3Wj9uyDoiW>Ng*vXyLaqZ8)x-_0`nD|Zo}Wbcp+-yE>ycJrTg zpYxUoub|g{>u~3YiTrGX!3!AKm5)UKdY0q62$*x1LQw)3)pq;Ma0#&J6Xa&}%yi&p(*$I$cbS<0J% z>_`@ks4Dl9zcBV6N*U9I!SR+=vB;w9cpUjcUcheLMd5L>#`{e+cDlE_y*&tU^l#W8 zBk`JzvX zw{>xlovqF9oHsr=9_cL1xe>O&_AP5Qp@&vufx46NyS$5sUI&90F~wkZP55I{!y>Qb zlB=SY@bj}1 z!K!M)5>qBq94}InwRHpMdFcd}gF^iv70)`;JU(Ae$JjSfu~wOSyU@G5+P1@~`&q1Bi${Ey?3`N;96j zt855JUu1Y{=IV@ky}{YzU)pfDCVdLq;CJN)-Q?QZGbJS=a5YE!kStR6q{|yaItva6 z5KI@$VP{PcY*XLB;AkbMnvBnC67!9ujLZxY%i%yWtLAz=4ZgJn;ZpD^jqN9}4b#3K zTD>Q>jxejG=h9Phq*Sufq8mFRJS(vTY-}sBpI_E2sys^3Ha^&6X}BC4+PTb;*))wsRh4hDP)F^!3Zi*CO;XpBP{2 zem~x*zBt_Nk&opuza{9f`WehqHc2QJoY?f-%gvKajS^M_RCJ48%mVoDDhbsiI|XDZ zn=F#ZZ##dTj7)N4ywVvwX$Is=GUFQ7pHWU>ZI~qMc2hfAE5Gm3F;6^PFeuP}xmZdg z&>v*@c%#WVitqC79?d=BAT`g`l%togmK^LO-@gnD&~#onq2)i|?fsr@FMCAG4|xV0 z+wI>^@T~{59AEshTY6mW0PqKLH^N)D;x=};j5;PEJ5D$5P6D{;5A=dwk<0kk`>=2s zQgeTOkApJgciL{L+1vo9{kKZ)5>qjK{^r0-yVu0+MJk^Rc1z-8t8DP=jV*7t3$3+Mu!?bn*%w7X8+MvBd)BqeY2@g0U2>nNyxV6twWBD~GO z@c!e+>&VI6uFOD!#m5UB*>wlv+`(5yMx37KZjh9I02}A$#|rHns^KNSHo0K_YPd$V z6Wi{_0u>WMD-#P#Fd)_!;F*Hdd-+6%_^~n_DerOc2X8;xFZ*+=p>*3O)CAHRwS2?( zJ;swm{0+oYeLGD;TDK3_z6D%gxR`=HB{~lz$n2|&FVX1?E^3R2imm@#Dth?l;z~g~ zAwk)+nKEu?4&##pKjPOOFK_ya;(u1GiN0Um6WE#gY2e~Px`J z9*W94M;M(M>a4$4|H9D@{O}aT=F@3=x%%Xb#L01!Hq4!Nq(S zW~;@@F^pKsgo@AI$V^V=_~^)E*pb2m1(w@tHPA61umhR@I) z*pLtqlxYHT#w;y1z1cJ|Mi$>!7rnB-Q|B1}=hqSqjRGOic?lBb0#g;vt{AB4sEzrt z+in8_sEUF^op0w=?X!X4`k3j-9nNs#t8y>m6$?qL_ckWL z>v=co*Mj$!{=~R7>4R^xI>-@iR&6ua2ChLlTXU&b#B7jV9TX87+TgSbTgPon3jPxXZ$cb5p#>;>%83M4KaN$IUy6>2hgsZh`Vc^17x_>J2AWT3R0@t!ZhIJUu=A zu35%u(DcE2_#D#LZonb2qCkAE@J)C?>_mSE3=}vxxfFlkQ33g+=M+?)?T_HydJq5< zfMU6WIq-8bc6JYL(8-oACck{~`|@YWJ8H}%=L2ci=;dB*&;2?RdSFYLjQ9HKPG(z- zR$M?pqTa*#*1EmURzK=<{FaSr9*o>U39QUwtjx8#k)3O(_OvlV`-QGV@Z2cK#q_h?9=IUuIPvNb^5A1tvR<1ZWKAsq@?bED+EjrgkMV#Ta_eC8s+*B zoCXWfvxPn90(Ofvz&x=n8P7r}q#>;}E!sT(c~w&2QzO`Znd9&+qj7Q>pTI8&VAjX? z%n>VlZQ$o_xY@T@XYV@90Lj@g4X>+9=pk2M2b5-VWOnCx-P;C{T@x^wEgub8dL zk7|o#n0ZjA0^1ARBv54{kP&_$=M90JBHw!EDMB{@g#gc`6A~IV@tm5Px_kF7(Xp{o zq#cgxERFL}R)wb{ZJY|r6KNNcvu{~OuKM|ipCMv0A1>4b3(Zn53Y4I7eiv`?>pk-I ziT|}c%Lx%67Q}RQKhLbBMQiH=EcZI23BO9t^BgD+NSBxGmJiJU*Ur4BPnrazOiNpT zbiVF8B>yP8a$nu$V7(JKre~STKV!IzuW_69P68meT{h-77VBmIAY^Xz=kn*4dz(AO z9C#?Qb!54|2yJ!2{&L7$`MqOhse*l@?INE+#Y29D}g-GRE-P!sPy1qJ*#RTaW zFb$3z?-K^*%)U160nK_~fl>E0ikW%hS-M~Az{VuKcvSHE z((_qD%wrc0`-faVKH=Xz7rW(7moslA{R>$~`U2I}bUoZ1`@Z1)Om~LYVr}TP#H(jG z1(od-LjcH#fcvHcep>1K^S8i)Dg0FDPR|();;iu?wgCD$hR>R&z_{CJeYA{1*yTaD z0|o}h(Zt1hb30qLtb#&#im;H-srN~1;!bp;`}r$tyn0>OGvM0ZQ03H9rGV>HVn@jqsvK4dBZYe?kfhS>Svm<>ie5i&F?XAZ!&-T^rYL z-jsr2;nE#+%&(FD>9;m3eUn~Qsst#`0K){!hKI>F?Q zR#92$45qTf+$-d?Ik~gm41owSH^hrWk>;1<#5~gsaAjm<3ho)5N)|^WOZpaxHv4OaUFSbEO0pHJ z^9-65;3z{u=zU1YJW>tViS}xl`%X?=7kNGaC~I!vr@xb1*VBC4-Gfg7L>S8CN+y_l zmIW7?n<~>~TBwdn`?i8^k#?v;AVg`RfW1Co*`s}GUJHt?t*ww8ND>K1NSdGwv%a{q zl%Bi|IGM||_kOY2P#qLXVj(^PQ&p;9DI?Ut{iz9ix$s0Ck9+{Lk_$)_<+2LO6g_ z32U_^0YapR)-OA2tt}d30M|rp4msF0C!&_d(`d6h8A5%7MbDQ>Obh{=DJ3sj@J(ZV_)%k@Rgk9{C_I+_l39o;2EZVUpbtO8mzZd$l5RLb#x*DP7+)&Pi{>i*(*{=`tmq?;u z3=A<)AA#EJUGSAjX0=SK6 z7K|BXS})@Xfw@&w>FYl<&C@}cYQ<(ZfigCRblN#d(0SW1>7#MM5IbH<4bua_Vq1HA zojvPoYl$0dsouklXED}U+Le2z3S9ZI)eLX%aPe*~O{(5{$>=Wr=6=ZT#iy2|mp|3} z@^Ji!Jb{%&ytnu1Q1aXCb7s3t)Me5t`!)bFgVmm*z;W2RjKT4E9~_(pUc|W=qL|9K z$B8+Fl36~?)9Q<}P>Zo&TDw=1#aVqjO{WsIuS&^j)aQ&`>+xKs?kKC~=ce`UV0|VQ z$U#j_4WLO(S-Br`LxpL*)2Lu-ZqBz+zl>%ld5jgczuXr@D-p6;hs$=Inp(cnWiP=3 zG3jLEXEitI<=7q9HKC9Zy}=_9Lh-&)UvIW0Y;~eK86fx{7?ZZg(HxDZC{3ALrJ37c z`ISog9R0KLncdimz%u;e+XBoR2?_*Zb@{5yw^*Ws<{i+k>$ZHn19h~!6AOT3whMjV zy-RSkNd?;iK&IdO{Y5t8i`nqV?LB?di#LmVf2514WapElG7qQU&PU=`b&T)<0@l1# zqK^H%;l?|xLw5J)T#UY$xd)3<$8u_&TM@s!<;BFZDIj~g5sANV(DYfg4f|+Y{xK)U z^!cRW)2M&hl|PiGIi%7!(PXKKWCE&rR}QEa&X?Xub^pC<0rad306@AQHwhYg(FP_r z%x4D7{hiJBvGQ$4jZEa=`WHx!Wcy1MOhnd4E?LI=9>o(n?Pos2%$8>W$pa32+T!!e zJ(~~Z1q8~t9mfXLIjo1xtKq;MUxM_<`bOf41m}FzG0LsbjQ&Q{I(r!n+%yAjIx3m- zhH*=FK^;|5JV|YoJ?#2c1t?riA(#%Y?ZlqS*7NvGl+*soGq>_BuU6vs0g_Unm6-NR zT6`Yis?VfH#_raI6=m`4LHS*{WPP)YxjW=bp$S!GF%Z>akUc#v3end@>fMqkmr*izh0st8QU zxcT4bBhf!ga=c(|iH0Qg{pEcFSA86eZ`pMBgxgp1VX?>*P(%z*zt*G2htb-7?3aK*DSp9e-e_Tq3lXLy9VU&ASCNeq zTKw}`jqSu~=fKLrzvQ=+3zBX^ebw^iUCS3Yy_!WQTI4mZ#c6zmAjg7Ss?*Qg9PPAU z9Quw948{`?t!7Be|82$SM_8&W`bFwaXT?~BnOaFe6=Qkk`&I8JvzIeNT;l?xyN56k zCyu;yz%Vc@sqH4_$F03*__x#+$WmO|2B@8(qqzL?^89O4EO$7oup|FnN0#Cp&i2lH z1X|~J^=u++xzs<#e;Kc(r^ahV!T8XS@ny+=X5+$YBqW}0?yAq&jn9uuEtEx;k{|+# zACXoszMLa;M680ysr&8swaHmPYL6gW*&qhPqni9-^VW?s_vWK2?W}S8NPiJ62_v9| z5xPSP)>=rc66cQWy606OO+Ak3!{|jPB;`W>(H;8eV2SvDv!uyxxbQZ$n@+7<#Rfih zg3RwR$coZIRJ6s;+mEyGQ!u+p|E;|8>QtimMVwYR934I6$=_Y;aVmaSQlU0jhq_XA z9ODo!LQ@L4^rO3oL+H;JEEJo2wQu*pDi?AX%M_6D3_dac!EyMD5hcWZAn$Q1Sc}jU zv(n%@wsav?HZJd--=`yP<(LeMT{&_;(femqG+^}8Q&2ZCu*m3sW?$dh(lrId%V6$C z>Ayok07gwvVW!+PHWU!m*Ji~@8-K2-Qn04`FCUX6Km<~#(+YF9-gE{P34fbYLpsE% zPW*}Zw^8B`q2fbjr0RkzDNN_WSMUC%zyKm+l+%3XGq(%l3dA?IG{Rbk1??*}$Bp(e->Uc0D;U^mulDa?l@b$U^#^OB91rAm+J}Xk|D8A-DR?I9`~PCA$;(RSbk2gC?DpIm(-Hq&M~2H98yfv7 z^!ULSDOr>7zxj)Tuee=9Qsa;lqv?g*KMF<7_HDP^Po3Zqg|uAy!R$*4S!ph0rTOt; zrOV9jppDCt_kM`sL|YYf2^^15wr1w8|L6Ts$W9W@`JBdZ+>hGS)hWLB?YHPUzCusI zzvpj%0ZAI`4N8)l-A8%vu$&64C#=`wtNfsB^v@1$5lNj)-(`Fni-%n3Zf2)dXO}}g zir@Zk=U9MTZ|DAS?Unw-x5L3K=0m}^1UeR=`1$wo9qAe@ISY-h zp7?tGKFu^8a;?QKi?lYgga@Vj*Rq_f+Rh(Y@yl>iNrLhelLxfry;zgM)Fqtmb5s#b zh+o9>nrRMA2Olh zARy4S%KRZ@W5A6{I+t7)y%{%vTvl>^#>3otr2AH2Q}0tqbL)xo?|C^#ThNhrh5E>RN_ zK9-aWm^sO*K97UqD2HwhN@4_x{(LUG_d(XtJTgM=6%!Lf<3Uej!vl7=XkjlU-98(C z728R-NgX+_YMRyhjAQ#l%`_dU`}s()ytY1H%|Qw;9WBr#WaKUDFg`t=eekZ}7*R`G+cfY&?T#8iJL*AJ z;yg^ssws(Rm-fYjNVIZAtnmeu=T``EPQ1-lCA+>JG!P4^v&C|4o%j>JbSdVS$;DEV!@bziJ<>au)=(TicE%40H&7;O949mp}?rgg0-- zS{~jAV@fgm%+`b5On7s;Ipj&kE=6?$NzS?02E&_};?Ae=rF6aM9`hm7_^N`qm^4ud zju#4Q+Q#rKP$~F=B5rfgAT-Z$Lz~KJ60OF=6w=BnXKh}vN2tnWsN`rTEg(Xh5DNY} z$Tr)mFV5Sc^wSM$t~xl;O0ydhVqH0pzl-)@Hxfd=(#uxBv&_A3zaILL~E!yP<1mKox zp)QeusO^a#Uh6?wX=$mDIj~Zs6$0OYY0lCt`%66cJ|O5P;1pVho0uY&s4e=xs-^sI zL+ojB>|ew{g{FfA<8y#hRKslH<2_faCV@KXqvy0jAJqwJdoSaEH4?kcUFUOoyT@0U zhQ=3BLw{qUo>lqoK{5&0i^-Ad)m&GKT=&b%d+A1E*WpjU+aFJ4wnf(sFkLi`i;D@x zLi~uy2A2R#mn2`9Us(4J$!(g3(8hX8-GM132;B1%KCSznH^QYPr40bct%`aC-ZLIE z7&Iz+o@T~i`t;HZE}@n!%d}inR-DXz8Y)?cShB_i>STRI*YLYk{V@|B>srW?!%t~$ zmETqFymKLboS^M_YKV0~C9C)5F`))NT>*D3)wPJ8{K2G{y8Q;Cs)df14G{K!_+uws z@lE&90|?Q{Mnn*b2&65(7*tBq?OJp!TJl06t0SQXa0V1qpESFKVOH@xsPQ*?S@&A` zUdJCJGOR07CT7oavFk>4OIbL4LA-E!G;!tpbmLu*gEY2NGQTf{-bIOv)Aiaoo%?`n zVKGXBL-uG)bm+Z_M{cMct}qG|23F1rz6I_aRtU<^>Gqx5A^WQoK4TIJM+dw2r>e2n zrmPO8ltL0a4EwTEvW7o7dgujjK7^G~;GTL%IvPq_W8dk!tq$sRaw97J;H~1eHzS3F-uEa?u2ABeO%m zx!A1GWAuu$Z#HBDN)AanPV5Y4yA^eJi|JBx_jCzIu6_F$6&tZ}TK607;g=k%LpGgr zqWpl!O#v!Dij=Fr{?GmW#WC3#3${v8~Hm5^C;Ur*+@2 zi<&0b-?QlqxSh>N8jxHvPZ}us2f>`y1h4{qHgAKQuViuAv0kh zu^FJuQYa>Zf;Hc84`;!U_5H@B@fM96;rv!K!G}FM#@%d%>Yr_f6pW+3^HW|kXp2Oq zgZ~w5SmDEw^9b;tkH_vW9QjI_#O|{@by3vM&~ptr-~W`j(80F5m#-i!w3(1*>U{;j z|MYQKxFl>}>Lr~0oo^;{>~XMCo6l{2^$>DjPzk~JIcHL*MWU@Hf_Kixd-3qUHZ3uQ zy-A|t#=G(xK0J*a%7!Ok#BJCoFGP}$d{07>glsKmds2Kuj(p2Q^Ib}IPU`}6MVm3{ z%hJQRtDmPHBEtGDD@a(|Udg=RhtCM&r{(W`KC_@No3a8=aQALn*vH7Ge9!J!9o27< zJ(Xc^#4f#1+rbqd4FO{hm~HPKd7AiLcUcTmu!uhGRX$`NXCzKnq(Yqin&pi0cdQr% z@zb~Kb-H$NGe6;X6ev9t%T0zoj6p0_j8!@}nHM1bYeHMtl*od9HoFcs*(oI>9#3k? z=?x621+(Urgq{}Uc-i=tPBlXW8V7@UC2Dux9Qq8bP6onV%@IWaO zwbQ&4GS5|!`NE&bbhYGcqJLyiWrLY#r^3$Ah&P!QU03`@#PLenT5*hP2e+p{uA5EB zI3o_u#JLR&C5AIiPAANbjzXFBhF5f_X_LkchJFC6VzYred-*Q}Ib(*yU`i1^oJR+` zfjwh#HVdTd0tszEXfPk1beuk>W@GAW!xUiUYZXqUxcLefuUfD`_GX{2n+*?tztgrP!gLN}>)_An<1JO z?^br0QNp#)_gr$9pCFkhpR0$SzwJCS=4Cta?S7xuQ^!>z?1;Y*O1psj6FkZQ%6?4d z4QBfE%{uL`+?s!QPj|v&kxHe`VxQK84!(=ix`Ldi*=a|<3LW=R+F1!^Fb)vjC0G>H zc&C3+CQZCXLcoC4hIym_6i`%O0_>vWYVXoL)9^u;-yQ=IJDqII)UzvO3>{bfA=NeU z_)>ZgvnHs>k@zkppFB23_cKG5hPD zMn{sZ(^iXnfaonj{tyT26S>QL@^gc*OEb8F`%Wxv#?4g`oA5CSxqPb~I9cY(*^JbZ zoujz&G^-a+VW^sSSg&|N<%-YR+PVVRRYd9Z$Or2WsGr^3-L>+Z4-|g5O&w$U>6C^B z1VmnbTcv%}#U_*xzD|T=dm$Vf)){qpx43~G&A5vZ^T_4JOqR26*+mp9Ea$X3a%-XO z%g8@+UJFC04&zY@L?U{=gE2=gP)gn6wO9=tEA^MogK}iVbgL)TZQVVriO)>x2$_=% zx{=7A^D;q*Es1(CcAIa4*S^Cq98}~QlDD65);&tjKizQ_hT--gLWVWCk^KX@ zLPuJAM~5MZ8HDzF6`_KmkfSY(ATBICvgc<0#S!7*m#X&$FPF*2fq#u;MJKfHqCr>5h7YZvVhfs z?tG^$eWR{~r8cd&6gl1#1vcCyo2uJ)OVJBGZWXh5v+PWkIO^{3{hwD!@yYHb{ zjs3EhO%(V9IuN}0&ZnT^c3Mbu{0>5{6nRKGO3#l8iM*HXeAKmChL3Q`JJ!m-yD6-!-{l-Y-)9pdA~4pEC@)8uXSB) zrw5gX-K=+txp0Ww!Jj92^U4ia(SXKoPSXI7UqE zamQ+B|7&&hYtRQ ztBpSq6mn7vC2LEk#beHAb&G$|2P#Ty`7jGD1rY^OhngJ(Zy@h8kyGuzK2uFtEAhloM@?awf`B3{4v{MJ){ zfg)-tDaQ^5AzQ{Fk6UG*k9_;;F?N_=D$?a%%Es1wTzVG;{bu|VMdwh_X@Fc_D=#QK z#m$`TFvVSaa{ABa1ofsKQ|UTK>G>7c=O7v9coF+hNBz?A-{~I^`L3o+?%^u_El{mK z;9J>&ApZ}}8m~JjRJz?xbK|c5ZN|!v4*hr(LQWr{DMFwKlJ=RoG@k_jKAg^V-?+r7 zljf-j>dEK4QMLiefRDi$_jetlAPyn0==>ks1+%Dhj=o(d$rc` z{9=fWFm{+A4$o^pWsMZL*ML$E%lJ>rQ;(GJ9jh?8KW&eeU_%&rQ3!LaP2VPG`{+{2tPvGN9ur3>NsnwD+q`gz^B zS;MzTgt1q?)edLm?qM%()Ag>KI{1QUj+CXQIVdybN!c;DI0;2AxnvPJ{gqmxV!FHh z^Q0ESukqiT3H4M*h6XP$jFOi<6}$e5yLvMpHcJ_F8_-@60d!1cFgfq^#zwan8b&Gf z#MzOj*KMV& zc48`;ck;k`v)eIuh4h4Bs_ATP2OGqE(jNf;jjOi9h9%J&_p@~*>Xa@lN?l7gwBnn) z-0lb<G~SS|5Q%6XpE>hHH_dj&^AIXb@98EQ7riL5^GnVe`;A#<~s38u4oULxUF(^a5h!IgdgPKa{{BWk?Xg)rB(03t!`18^A zlSIy#R_9Pj*!{kKh}zJJr)5JhA5&t;+N&6@XxLf~d6PU|?++$hpN z+CD+D40IU)?a>txAnnfu+6$y~{(Yv6rbRZ;Ys6vHK?b6zHqb(7<&k%js9#w>qBxJk z6&1qtFRq!rw!e32L*Ax2>?P4>6b$k`AFL!XmZ}af3LUF{}blu<=z@| zTvGdzw=T51t|>P6*x+!%b#a@gclGtZ6VT{A083Z?fUn?hQ^p6g;(JMDJ*`7KxEF#B zffpf()9Ido!jxH5+8|#-tVQ+s?>wo|0$J9uePoe8OXQG!v`Ng&%+y0$YQn<$?P+v0z2COz4@xPkD6yIkYK$vaSFSj?P@=c%Slxib z7#>|6`m^T9_kzl<>gqUP*}Lhlwl->s&V^&@96g%^kFojYNrx@pMhn`g^89YL4sIwT zIVJA?$1TuY&E+s3xdnMY!ey{9ezI9Qv6Dhk@Y~#lMiErS?q8Wva7u-yeSy$N%`mt3?gsK;yQ4BpK9po#B)kn^x$>$|U0@=lFF#4P--+gysClV)9yX^H z={TS|+S=;6yF(FS9sn{4S5?))ISX~xr%F#s4~$j$sXRO|9WHQgsMlPTe-tE9^Gz@x znedhUBj2|m0hU}ihP#%~e@g)WYs*yOBegU;8+|UvUmq z_L{%f<6?5dueK{~vuCkKrs;zZ&a;keNDCVbj!p)@>u|g~CVrAIEUHoIPoQ&dFaE~5 z)xI4R28IwQK-|_#93Rn6tc-c=c2!uUaKhklk}jtA8i^3b%?u+Idaw)Q3{AStz>S`J zwx|jB11;bg<)AeH+bl;6j@ zR&l^3UILowL(6qhLb=pALHyt7@32quyL}NGS^bmZ&%{G3ekYe=RN%_3-TVpp!v^ic zUFGkd*me{cX>D=HW&}tSsIh!lR`@v z0Yd2)4B?y-@+#(C8LjT{z}JgsTRpwm#Opt|@yH=+s1NF>PR#%DSaFfuz+)-jEqRMU z8jSMT>r;`N0C`!y$C-=B(d-Rq16&K#3dkI)_|iA?yu2I+G*(?#7nZw(ySUFPrfvSu zSty7B`YLzaNJ?KT9Ly2fqI2UIM~3Eq)WtweRNl8&hFVQ^gqaQBKRf44@1a1|gx-i=6oXubFj`xuBj>xOwH4ttmp&*YvJalRv0J-pGT-+JxxajV21WA(6R>KYW%jNKK#rLE{ z*Bsr@9Xq`zajeXEWmm50;J=Mfp9Kt_nrbD5f_EM~fEO%;Gr}WG9|tbwN@E+a37$P3~n-1cm}(Be6~)CM}VYc-efqx7f8vjMHTdi6{!D&2Ivrw zav=?Zi)&C?$aPp#Px3f6N#6&pSuV&cADbI&&$br683>7qAxqyU)pmLdSuMxw-=BAq z6uLeoCCRxQ$C9%xXnQ2a#!49(eM=EO*cvjw=iNyy@S#>AoxXU3y57c#se@9i%dfj- zeV6W?=4eZ{;QhSjAD8~-5faEpO&EX96vc-?dvdU`5!h*UxTyzSj92jS9Zm7^@#*i} znextoQpf_x&UK-8M{W&D0D|x~1|yJ&`ewiCh~YTWuB`yUIy(BcHd)^5KVKhPmY3!! zABz5Pc9#$K*~wi~mF+rIEfyPZ>atm@RY>iT3=)$PQN9-(@+rV6zd#g2K1pcluX*`h z6m0URnwlD+opq6mQ(L(tA*pJQGgedADBE>uJ+h}s#i!8ZOmOSgvfWz=X!}K)qo5BK zdd3b%l7h)Nyg|S!SS2qlO#?D8Si$QQ6sxbhA+tp!w3ZW8P_21vS$()9*EL0-+d&;N zQ1z*I;)20Gn8ncXChpuyjF#pXr>;E4^MCE6a|bsUmwi9O${=rXfEP>D3$4wyM=yYq zjmZwh{Qnjb*V^9ns|7P!>`BLm#`lnYNJZ=Q}r) zl#{~-DBgLvva)jL%vb5T>w7{qQmj+doAkQrg*+-%fBWs=-!^2L7k8abVzu^1hN(7%t;9k9o+0w&GdWR2Z{gep$GLGbH!q%=2 zfRFImXY=y>{tvrJqJgJEq?bq!H?)8v34$(lnCtEz38X2X%~S()ZPNe;5he!S)Sw7q z63Ueur9XIK6S}`o|4&uPws9mZ2qeTxWmF`g-bL2A>o*P^(d=A6>|Vmg$pQh&q7iaL zL=O+X1YT=G!p3$&XKQ1Fv_$4qY`2M9TK-=WH_hHYjw5sEB=)>-M~S_+;brMREP)}q zfz4h1Fq(HQ1xZe(c{Dk(e>XS#LqWR$UI`&`wyRimx-H|dI*1rd0&B}h!fYEEr%A^X z%sa|#gU7-Z6L{w_m(tlPAb1e$lo?)PR{=zpp$NlCj(c9j182e;Ofu9iG|t1vgYsT^Z-!;P2X@9u;@ z^4g&JaFi-+4!k2FG2I~dtY9wan?3TP98jUII-JG@>?a-Q#lCo6yL8Wh%GaP=w|{J(8$+=2 z+9QI0i=i+LiN|k7SS-BGugZe(56NAwo z)K0FD`TYyJk*@*tp+GD=1r<+vZthQz7TdP7l(2&=A?|_6^bajbshKtWHHmt6nLGJ+ zQj>Gp?ov8(QH)zS*u%!(i)u%|T@!v!W^t^X_r;4B70}acw>}yRuQV#PAypt0=kcl) zedHfqD~Q@Z#R3$^X8BP0e?6HmS{Qp194#%>#i3vKV_aMtrQ_%$AjaU8Bz>5-6`TOE zZL#-O4SCpah9v8@%4`m({9e=gKG^#YCrN*3zl8=(qg?jOy?P)gsDL*EAaCD+FWoPT z-qSN`-E`^pO``VkB)fZlHDb6HU;c?p;D58e98HXZs(uU7VhT+QF#lSkg0dg1TZSaK znq#JT56(KQSu%*X%YN`|*`>AB zu~3glTzbM(``(>>$Kg=_dg@{|7kp60UJWf5DzmZ)d|?pPk=H{Qb;gOqYn0%fGl#H1MDHeOi*!2O zYIX)}guJ{6cs$!i)`p&=Nbh*HlU-#KfwFh4mSpTXBB8 zatZ@?+aEH{93c_W!(l-o4-beS7cquKlg=S*vF~>wfO8 z`?}8SJdg7@kK=#*4%YnW(%BWGZRXYQ6#qPOX&=3OOsxX~bHX*ZRni}w7K?lHbxE@p z3#V-8`sOVkrOY+i)@BDXuBu7f121}r_aJ1Cl%r|qizWtVR!p-8U(gv6bNg&it?ERZ zFD@whzoY^$X)0Szz+~irJjM2>&$Pth(=uvJa{rV#DBip$+glk?z1YELBTOjrXLwtF z(q!-li@%Cs#7N+PR$}Sh>81*u;tOVt^tTuWZ_@oKcDo-Qh1-}w5s6{+N|n+r(qhx} zB@E}@J+s+x$Fn5Q##pmvfc>_zz9|Gakqik@nnj!I2bB4dWoBMNiMQ5qD{WF2k^#p- zpMI}l+MQk1YF&-;ENg~Bwce(i@4$o~hK9{BEh;E&2>!mY-a0zN*S!40pZv*MxPS{< zDr^`uo3oe7HF9J2(SdCvnK_A=4-Pipnb*lPb&f_A#$&r--A5O7J#~*t?%|b8`sz9T z)ebw#DYi6!n&}0_XJ)bH}~hm}f&uicB*`57NRJdG~ne zDwWJn@+&lF>O56LoOEv*OZ)h>`MeJz<*!=5e#8w@n2}@cf6}@*?OY>uwoPBm?nd4e zIX{W91@yEYiVR5kr1w!Owqw;EA*Fn12d{}k0UB599AqK6`Iv-i_Nt<@bQDTWnjw5j z16+#fLa9(w>03^!6NUXMl3o3tLhS8zh(6P{&*k@ewy&AiN zAwFkzQs8ku6Le=+Y!j?dEvb2^kibu~*=OoTj_u86StAl4$D)Umhbac!aua@HVr^XK}Z(H}G_J?}zN-xfhL2ZE-u6 z^0rz~&%vpnNea`us{jsMwlO%3hk;+jCRV?e;BuG4+;(WcxlTFlO~_*Q^-@e-Sx?4g>QG%&1W!>LL?7c~vv{zAim~=LGH5y^cY~Hf1(cFI}L! zk5ePMq)~zP>aG(Sh}oq_tR0 z4thaj9`ypIhGxC9%Mqg_=WWcU9^8^KPl0duwCW;`(281l*LB#|$QvaB#BGwQjlv8Y zHqHKEH=nvjduH0l(hq~@J>^Tv9PR4ZJbqw_LJgVp&1z2ceLgScS@(qh)jPK2?e~0c zSEM6^z5nU-r~ZprbzrGbp6*0QI3R|Boip{9m$bNTrf$wmg0GN)+9Ho%n@>Na-5IM# zKAkFpIw%->^)FW+JqP>`B|ftLKy)2=YQC9JEb0>(ahfS6)kk-Yq~^pMib^wFC1eDh zX!l;)E=vbs)_+|ITb*;xz+e%cJR%(%wHpePkp%0e)i^00sa{67a;b;1NMRqUb$+Aj ziKq*8Z>A*lhfY_eXkXCLQOOYo3DMlzfzK@)n#7N3R&U|7488A6+`<|yXJh^7d%F6xwexqk->?u&Nl~{wImVye zH)89n5%pA2c`!MoGR#6y8anM>a#*R`0(lo;UTZZpZjX+-B~RmD%a_Y)y2BZc6Y-x7 zys6|Em(zv2*^LeM7;4M{{a#%bCXp#pIy~ev|v|ynxqu?~WLkHdHIghFA7X7TWQ9e;ViJ9R6(`4PUL0L*hi@8~xu?*XBWQYJ zlSN!Z5!gqX_s{o(m_-WI4LW<{zpxZ7%OUT-~e9l ze^Ez7hYj~Cy>0TrP9!B+AasoTQGrwGuH>^hQhJ^lN2B*gmBTHcJ=$L1w_)xJf=WZ- zwW<2pWkW2Obpvo_RdQ-v1E5J6s(!r&Gpkzi&&Y9Vj?&rcD5FZLOEdkprnh2dW+pUq za&;c?veZe~4awpCX_hxZECQ3yV8;%r@tM^W>nn4*U;JsiN~RXg4hWYFG1x+T$FFf( zhG_2)Oze%Z@wcP?{uz;S7IEE)r;ELMDi(izch{o(Ti5K^m)F(R-G~dVR#a>po5HxQ z_&LXwm+;P2cmHA4QydO6AvGqnD@)w5sHLw_#-a$}5V$_#frPmCCm_?_`JAeO2-j-= zO#`mc@nDUIrBy1rW$~l)U+U)>=Y+6DY`qlFhWdD~r21pICojz#b}xx9`}D_bNyNe| z=0Ezh@{_jXIn9NI?qX%y&Lu(2rG}FlhjRyq+D-XnxgI)I1C|eIYm`T9rAmXz8G4>GbT=_hMRNm+Un(Z1#ASo4hE;FHTCi|f8dfDZ1@>IbK&7xrl*}5M}=k1)sg)pDHdCo)Y5ymH&-c4SB2}B zrrFexiEv37dt*<}tx~rsE8E_Ze#Y(!|K|`_U$ch;k(8TZp76G9nYG9s;p{G{HPRh} zPjD$(5zQW7hJ=SSU+g!9$1O}Lo)Ifc{(0$@<0Ciz?S37@j$wKtZ=li z@am0|r%mCga9{v=9H|cyn>j|uLx;lc22%d~Hni~u?tJ@1UPe5}-gTlQpnJddDWl6VJ7hM4cc{F$YUpsjt92s;4CRN<~lpQ z?{AMs1(G4->rDD(Lnfv6LAyO{r>g$^73|DONsoPnJiQvIvsI3^BZjp7D~CMxaw`p{ z@0|>42j!DR)`)B*^TvHO9#7(0B|}GN5G6}Yf?j)sv-Kuz-nfvOnWXV0FXWaFaWnbE zl;7*GAx=^|d{~1W2eMaA{;sEb^?9{S2Ge$C3&^&l2AsP%nwRA0#LX-cY(GJq0(*5# z0wcFC2AIr>MrDJYS5KFbNkFTai7SC0nXGHDQLuyFMr)Cp8ts?Y!WA0hdGMx0sHx;D zqeXFOSLY^jvkGCDfs&8w`PGY^&K2}Zv{3)Js#2Kyn!9iK*XPRFmb7nnI}u4eU*r(F$<6lgC~0e9r?FcH%B zP;c)V!A`a=O{Ne#GF5x@aHZ>JdsW-1i_Hs>6VK>jBrA)HkCc%7HoX)aadQb$|uvf&t3o;_D?cZVbo zMHa7O89R6DPz1hDCX7_Us<`vcLt@gkMFx|v@6+Bx45KD&YM4 z4q6>0ua07k3-zq5 z6$w$-5|w1v9$|gWN^_Cfh{8C{E>m}ACh^2>gNRT$7TrJYpn>+k;$u$ThH4y9j#A*= zKw%sOnSyt!ZP^$(y&h+oWh#y9vKyPAjpI+Z|BZWTU&)5BuXJxyXR4q6RN!CzVMEe+j!6x$2fjt7AXm(WA&meoWi?+mJ`6v3qd;yO2oRT(4u4i zQ!PRWtQ^S&Kp;`_4v3^vSCJM9<`dv8Uq&Ds^%jZ<5K2#`ZPna$*QK5kJ3popsoS%{ zr@n>^f= zh}iV(?5wI5O5EKW+5{EsnGmt2IoMl4zQO1LTGi4J_wVH+TAiJpe7=$P!a~v${6Efr z4y}58S3YLt$>EAelydL6AEb!o?TC{6%&w%ATvNKqKOuJ#Z;#XRQUAmT4;G|}y17rl zjAnwcit>f1{yc=npQH9%*k@2dzpX5o-3fuMz_y90smkVN6{Gx|oHIqmSJ|BTX6_$8 zdfp*O)J`jUN@?`hckA2*zC~Axy5IhD=>P8$j{h#~uC17Z@Ft>QUngI_z9GrIYSm7h zxyDaSH0X=;A(h_`sOf!_Q4w*EjCDb57jSx)3M9EA9W!Lb^ zsI>>SZsW1~0MIxP_1%5q#EEOgB3x>* zRU3yN`UQVHwt0(F9vfDbq~5T5m73wQa{n>5-M?-UGgRfC&jqvj`AJsrs`xCOxP>)? zHjc#N2$MZ0t>A}n=&idrlz*KJe!rTSfu4QD*1dUtD6v0u*#X`?gF$(WVv=pdsnR5# zUTit`DL=MO`V0>#8SmG`n*RA*vS6vFPaSnOC&%vXnX5Oh9IbQRulkY!g5Hga>%`;w z*!);t_L-K5_iX;&#j=nZXv%FnY&*(cCM|L8A)U`!T{j+2-zDEYmGV(Je-98S885c< zBt~x?M(OO+18IbC{q@JFcvR}*gUO;24L|deyyk+%Z};CcxsCXFhIicjbJ>9a51(Pj zZk-9Mmm1hC6yht{oFv)28Z#E2cRN9Ld+oZEeMY9FS`s zLrtmiaI;&IhmTuSq16xUw>wTJ)|DK(i-#poF@x;Q`|o-m-`TW`{)pUo;uN>FX?k;Y z{6(*j3Br5G^E6vY52n9;mR*Hq6*c24qJL7q!!A1J>BR?P_rX8^?|lj2zmi@-QR;jT3!_Yt>V zP3`8@t5@H4MpU|)M#+4pP$+;O(rwtvZ2L?o#ocMXUxKPQ> zK@%=*DS%8;X4M!v5N^Ia=1r5cQ9b_uXe9JZJ1@ zq>j3W0)1G`E#>g{@AqSj{I~g&(K!$G08ITW2-2$|&xW2h0kwnBOH~Xu_G%(9K)2}c zME)5~$>IA@RQvuKNR~PH>;maSphKMvTIE`BZF16+)Tg?KA$7yW&wmlwX%c@R8fJxVU^xn$Vs z>zNTr1DJ*#<(m#M;{9awvFyxW9J_XZ0}y)nMeM-r+|oD7NKGPQPE8Ar;>Pv@A)C*h z{l)v!?*R~y-JqWl<|jISgn{C0eRe?N`t|D|yv4UZ@Ggjo;z77)c-9|LH1JvjQHG3I zXhnuyxfcN6kE{#T0lV!7ZdOcGGyoK=wu&cOO+O<{&CU5Ct<%KtOXKDMH@xi_=N*FV zE8(Yer>x*|zd}BM5(3og-LM*DD+T$75cR?^KO zHsrM1{{{sRFo6)e-&l7nSNl^yzzwl$i8(Kz>>P!aVTU#XE0IDk%yep6>k&S^w_oFc zq*2^PAo6UXM0tmX0Gsd(NAOPS5Q9o@JsN&7w*r*?D-fTQLurg+FZO`BW?u(T21G=+twJmYfT2eOQ9hr8%iV;W9X{g4 z=OKmqc>m+&&`#hd-I{i*WWqg<8BPY>jAPZNng?wtcr!!fRaBg!O@( z;_h)oKHVq3?R&m6UmO}2C^gMffB9H#wbYMC`Fl30QYRTi;LEl{DFG)s5oC7ajsr5R zI;Dl8X)T{=IH;uAi;`=nW^#Yb28-=@L8DVs5`aS|$NS#`;J3v8r6(pIIDSiMpi9CY z69it(XE-ku>YdLcBSy&Qg9qpwIF*fNBLwJ3{-6LFLA`Rw8Pw*Yf1u05@2-V;5wQ3Z z0L6n4^BE%DRTBuap@YJB$C<8u$$NxgJD@8tDw>;vLBup+M=X_)fWgPd`Qe&t7rM;2 zLBy)|{Uy}0cYiq?IWmft2HXMyVc@j^u;l;&PXw$v)w^ol2?+9#vfVJ+FDgDvpy=%f zKv4?}3?%t;c>nP^BM24eeTmSR1uT33>E)SrkI2JOZqRv<%r@z90u{BQT^SP&A~ieZ z3Ykh!s(%cMcw)(*Pk}~*8+xh*>Wt1N*UlP(*Fw-UR^E;QOH#{KDBgE`v9+}|p%xM% z+nG-9P$*i|;zR(;C%Pkybr0d~;)In9cN9%MY8(1dP>wD$A^0Mp(wY?c{?wdn1#XF` zMSvS1)-LOKvm(l8^dD)NIXkb%5uhIyvm5WL%sGoJJnX-8UZ}CTsp2Z^@wJAiZZR%F z&;c`!B91#sTHC;X&OF(+sfhaP`1j`YbDi-)7jxCNY^}KB2bkP;jQtYy1-cLO`wAiM z%NPgsDf-I*@2eLX?bx9pvm$&9)%Aex^VexkT;2yf+iL7A4gEo!+VWsaUID|hT%O|# zI->~0q$=k+e&_Eh3piRjrtUqt=2&;(iRV=2447)8f5;=raHW{5*X&;?*AXj(9 zE{Rj(it{XpjVkp8(3)$y|mp<1@viBZLvD(>Pvjad!T` zZ3<0n@|r675de@}x9%bv?|QoFeK~`JgPQ3Z0FOYWiz9M8mxVNe5Z zMjrv~0{k5e`wg^)K=YqFMc5RcjKXv*!%C_7m}-HIi-(-oWzvmt*QCJ>5(|qtIM&F> zTqYDt0O9un1&hu8CkWhtHBNiaWC3qVxR3;i3*XTTZ`=#BnhqFR7MLqekPG`#b2{(g z(FL`AVqRT<&sYQ_IH62Mn(7?wL+IU|0#g8|D!>)wk$NW%6x^a7BShnCQJ>M1h0D4df#H zWPUYD()~JaBhAf_M?Nx1UJ8t-J!Tjp9rC#A)998)T<$|z_6RfecbK8?hT5s`Ja~+9 zhv#F}t0Uc@z*dWk2ay(iu$Gf*Mx;xV0fYdS^Y^_n5nVi_`LiR7jkJHRQE7K$M8_j6 zsz!JzntrJVq=`#{94lcs;0=yr=o^7W){n=Ewe}fO#<~cpb@)Q4o5(Vu0Srch$Z-UK z|AZ6!KHVlB+iWxx{FeJ`#e1}6UbPa+Xz%qbY=-z9M83?Q?*vLm?*H^Ck^`U@M$@_N rq?O12zvgq~kVnd!Awr8?V4XiZw7Ttu-7|FJqua4<&(<_O+w=bhV6-d2 literal 0 HcmV?d00001 diff --git a/notebooks/inbalanced-cable.png b/notebooks/inbalanced-cable.png new file mode 100644 index 0000000000000000000000000000000000000000..4171cb01cd91ca3f0a872904e91e898147ba914f GIT binary patch literal 31641 zcmb5W1z1+?^DesRl#uQ+P?S=T4ha!aQboE!KfgFi4g=jbyG=R13|F;5Cm(I z5Fh?UsPD&5_(RNDLEBl=&cfNv*wGxhZR~7sYv*kH(1hL9+|lWw-Qz2~0{p!Em)NbG zo$Z~(`1l_E_iympIa>0)bkuf)s}R{MJ#a!0a%1#AtPJT-4-v!@@20%0miwFKF*mQy z9X5isp&j0MJ>ld6~QR+BrJ}u=|xI3RRz$l&jHMq1m2D&$K96-TUV+KA!~`itac&Up4SrSJ>U(Z)j-1URhb8ziLI%{Z`U* z!Xv9{8UAD^#P->pBB(xCsj_!+3XF<6wZF9(+7ZteKe`&tBHmkOXE;1Ef`0k3ZfR2h z9*OgysL!DYJ~=C?xVSiXoN}?<1gmbT?S-;@t{c%Qx@C{mF2=!?8aorNsO#x@P3&y5 z3knMId+$46eKbOCVPRqK=-7bq$8nhddUjdNX|`Lz-kyJHY01dcG?0u%Y;x4DE|~i% z&C15?J72{l;YTT27yF7IYF^T>EY>NJS5PqCU7LbS1SBLd=#<)q=hyBl^R2!JyJ*Sj zf+gS2PeVs%x;9x)f5n3Iqw2e8?}P0r-@gZJwvQgIA0MnP<{bQrH*DzWAc>&k3(?7K zNmYp8H^LxGV^wq<92|%rtiOJIoR!UclaiT*CHC#xXqUx74iORhPj`|7>gs&cOZuHh z-Nv5~j8(ccX5Gzx78e&>HsQk*h<~b~If9NOz5@%H@Hx2L62%m1P~$PRm|qw2;ssTn zUPS;r>cgFl)w;i&5)#by_4T{^i}}VjHW9azgpKEV-?w#iG?MUDBS^XZ6!!l1GKrm? zU5E2WY5+u=c zyCsH=Tvb&SN%Y%a$j;}KlB)f&7ZDlR)Ssy-VA;)FUS2+Vuv*t@lV1~(n#x(d-og|& z=s4AY=e#^Z^Y-oA-OX>RQ`6G{$>MG%?JqAV-M-zt^u1{7_&9uyEH-S8Bj-VpA}%|t zxT{K)?dDt`C*siY>ay4(8MBDm=FZNLR7`j{C05wu$B#{Xd}>{v+`IS6%F^=u_To_f z*O^x@Uxq0tD5U1+=cCUbKRTNzWMf^uT=(~w2b+R`j5(v|_|;`yd1QL3F;qdFx_N2I zwy&i{acR7!D&t-@kK~;Q+RIJb%cBv^&COyRY@SO3eFFn`wKBC*xt~t=zL!&Qa&i(7 z5K#ZrLVH;!3~74(`n7V5y5`33E-I`rIMf55R@a5_1CmZsfo}S4&OTT`dB@SR$ zR8(BBrD9~fI5IpOR#8!r%6-qvV1H+oPx#?i`OePH{_n1Tett>S$fW-E?Hk)9%V~9& zwbT5R1H`fv{8qi}$>xtnitD48uC?bL{CuH$JyXm2ovyB~X>W=wx;&}Xif!_3^=c)BT^0{4A` zsp5?rGhfqh(F>Ram4{&`p&LOx{s@+7by{qfsW4`zf0q42iixYH6SZYSm z>htH%FAn_$51gEx4fQ$NzgscBGFH`>Zzv5X`Z{mC+Yw&9X_XH&GQ76maisT;S%$#B$wOIRJ;Khd`>H z3;*6rcA}O?XIk1B1jA%kjTLG6_Ir;roPb6H)F+4n+hWCn)P;guv z4Pw+7a*AHanp)~`O)hy$LsPRaL;b_Woxl8}_nP|pC=q+`DCHpsdwT@wd?QMwDz#@8 zy!dk5)5^}y5M3VF!G392AlV$wL0sPI+?+P7vEbpibKKO#hwH6uVjRcuhCZ40M_JZ& z*Hq%If0PUSbQD#LW)8pk;@sWx=$IJQIG59Xfu@jxz8t}c+})jtDKSRRKb#eDkIlLF z%g!8x0i|d2`rr8;hwtvXU$q;rZa2QHDjRF4l&Q554KHr^p zQu@5^O0~g zN?fdS=gy71lT3NI1*u~7qTb)by$uoX{o-!(NpSjxkr74~G3N|>CK3{o&6P1Gh?mzP zdV`EJ|z-n`&3NUe+nL@)v$I zGT9VPg+B1Ar|5=pS#B8Yh}6-hW+aO^?a}^LW4Xi3@LDQ`wYpS`olWRhKN zy&o1%Z=J7i^;!doy_?$&4-YY3gX*vs=T%J>2Xhg>2SpZB5Ul0iNqMh9GH8UPX6U^| z%IM8*~8!8e;0Cs0Hoa^su7#_rS z#6X}~ulsvMUS!dA-O*8yQOFwC(9m$%+fQCg99KQZOiL9-Y1Yq%NnZc|KyOnbegkRu zvKR`*#%VsBEt-yOH`0fN?LoySppt}|h5hEea%$Yv&pLj&xJsZ{HPu6zTH(yObDUgUatj(t$@`mYG2hO{gzSqtf{Uz^)Q6$Yui!+Hc;=qeFMz_+kksV{|{gSySUn+Wq z#Lcv|0ypy(7bj;HWt>jaRQAJNAwkyA{Eq`3fh{NwlBED>N==NHDE#Q@wQ+YG$jCzD zLvKW#;GY{B8#`)Bt@=0#1N?5VKKbcyv$efFIHAa&T5ZZ0o@wTFx)oZRwUfh zSMu}~lC}1b7uv^O1VIFq${I{ys@qE<@qQI`hBDVJ{9O~Wb59o$;Po%KJ#cpy8O(VQ zI6ZB$G*QQ9+8V9!_%ZJ*KEvqYVQqI0k9(emaKLwWCVU+>e&0^EFSY1ObUe6u^QM1E ziO@@B^O7BDyK#v~rfYW&s(A@)^Df(B<#50Q{+Qr<+A2m{)Wo}`C4;}_?Xaw085~!>2YEWV0e9})0sm{PbXhF! z0I(d?->)UHKledw@$p103#{ukzcDr$o0MLzPHt{4V7OFo5izlQf1?<=@iB~I4o9vP zhA%(MBSZ;!yL{(rR-VGCYDmTkj!@3pYUAZ@S(@m+|2;)uwu}V+FK_UewRAQM?Cxrn zL_){Q4p+9Wk3nTRMx#p8y9v;yuk3~3h^S68oiLq8!`#Wmok?;q2 zR+5(YO9t!s^QAATuwA-$2-Y4hci=)%F*2ei?0f75fRq3LWowFT;N;|_pZW(yV+gKm z>+5~rTTNpmLx`x(8BNrB6A}|Q0Gza+#9-wZ)aY1B0_H*u=Dyi?BQ_x+JXg2O1QNAvF0Ae)|QLDH&A7X`BJ&R zLrVeiB1!sq7w6u+drL`MTqUOvl1m_GdTIXD+xZThfKGA0(#$F ze~;Pdk&c1Sj36_uZEVOvuFT4*9~`6wk87^=KClM_*woZy)Ssa~T%mbQzHaY#QdneU zzm#GW0IyDVUk=_g4O3<=^JC znP4HPEyqXb#P2SOcj>7YMN`&z?zH^*)$v}98xjV7@OAYmkMpW;o7^V6Lm~D<<*Je- zd zeiAkQ?!76J!%?AvS(3$aH*dU2C=<-VU#A`15&oUfz9@6?4;0~HL;-5c9R-qJEZMfb z6iE5-#lFTNO2>p_OQyo&;+(5mW7SWn;6{>z`Gzr&UQ7T=??TZ-$;wJb^`d>kF#BF^ zZ`NHNhzaN~tuc}F)W2f64ux{{x1Y6mzhM$gnO&eQKLt9uDmLA=Ix7EQt(ws}7 z65IyZd3egf%!bkvSgI~o*bw8GbX84%)!JypE6B@h!RE^-UGXG+I2--UVw==g(GRQO z)$2C%-Q9U%`XRY1clroM`AnvwZ;?x?or4(A*Jy&|C2Asl)5y^)tjz@1ERIUhyebK{V;|&v0|D03&P8 z#_o-q?hai7W^~lI^l8z|&Vi2+qh_58DB*Jrh)WVJJ;H(L6LkdV+1xCf}=*5C*aZI5QC4Ox&4 zZ#vQq>n2X?dC|Vz+vk5g-u)tt7LK9d9eg_En%#IL3cAMJCYs^T-VZm(N$L5K!otG4 zkKOkEn4dXw#)_@BwsvF)Vt3?wxlogzZLxr@ucGCE%QWB1xary^Q(*5X z{tmm@)vVb;KBcTtdZq-TQ0%%uIkNlR@|`h&Kzec4ODH!2ghXRwBMy)``Hte}&z}ci zW5wpUH+C}<3eL#hUNy9G0mzL3*xCm~&n1KE@>dhLeFJyh@_4%4_6ov+^)NkGjNO2(4qI0|v#LrMyQg@yH6$c7eTU#|D^ z+Ek*)1Y<9y_( z{pnbT1b3eSO0PXV@y$(_jP=^NW7gk#>SNOtoRxKunZr^EOLR_^BsN9};aZn4rgEo3 zWsO|yWZE}T!{Uc3@nRftcXy@JteChsmw-TF!y`R?{X&ywVq84D_pk&sazQeQko4S6 zvFv$^_(7y)T&6;3FKPQ#IL*G&t+g5A1?2uxmz9#zVPfZg!c?A&aVaU?6+efGWXwj_ z0HNcgUth^D<8GRP%Wrv7+Y?^D#xytMLA}d;@uEk0a^_wB@W15O9}CLgI{&iV4d3j~ zf!&VZxjS#dfB?Wk*yB4;hNYl@zxwa-fmMG-pWJF45J6!P5si8JRlS*-=a>H^T(O*n zJO^cvbQa*LVeR5aqqK0Y& zv;cPJZo0!}we|E2346pHk#=@`v-8CYB=$?km31R#RHyE^%=2q?mE70YcX{L4Gm56> z<|&k>#K$DAQ1u>iB?v!C+y(}RRzgC8f|mB)W8TTIFv6ga5UKt*=`pV|*0)t>*IK{J zd(mAEEi)vET$5`YR{a=w~dV1Q(+iB5KaM@8) zQxjMnEl*y39v&XVFFifITNp@BVPWBN_x057eE>-#bx;d4tX6N3)gJ!21^E6H&%GQ> zQIAvvuyFO?il$e0pvHQgl=Q)7C=ckFciomo^KnYv0vX8MYQs`B!F_jkZx@?W{aQ>OP`O=~w;>-(Pt4Q{{m9v8owfhRfQUN{@a)j^%u zG#|G&as@Lqx+Iq>QY#ys6tqO+l<@%5zWBoaLUQu*5uFcCX*7O{=fKT2WxoQKt7}Uh z>_%&ibe`n06hL`SK~_fAHaDAq(kgUa)>-z1;`J0zT0yU0)4O|mngTI*!in6z^}YDv zw}MBb!ar)gnRt15>7{)nEV|!hO1A8-&lGy?IYK3f1BF{ZE1h3=Pj=SKRhvOlgo2tH z7nvK#rrTcnj+3B*FH2Fpb>D1#x)~)-4Se>@5eyWY1#k?!HoC597Z}L~kG@Lo z%4rN%X9*DPKdRK@f43yGtPRM{ai&^RD5P+gdBg-cm1DGNzCaW@ZX~ zjy#aWpylP|sC&6O?}7Vb61K&ZJ{m>0W?9P6b6IF}={ptR=q4Z-)_|3p2JWr}sQfce zV(tRHlE1YPoE&!njKf?j?ub*i@pSEb(Xx@XiQ1FourSiw4y zsp-_>VgztIaum4kPoCU$j|As3?n)He1^Wm%{%mv1pI8-%j*f;#ji)D?HOg%IQt<}! z^dkmyb-8$WNN&BlBwO})%zl6KA+#2x)ZT?uTG(R&W__=8>sBK$tIwW2^TS|dY$s~< zJsqh|pLTA+y>#(n1JHT?z*M0J58~A>B+!zs8l<;fp3M_`%#2-|-?B3u#)g$|{X;OFTl%`by8Mv;_X6q8@OP8u$zMZd_vWqaq@W!)mno|g0Pys#m%xw*MPTkBL;(zT%{ySuwq zLuG}9^=Rw@GS(JCF#sny4-b!uBb^5iPRL*&qEf!S82tWyueMb{Xy9sjhE~=^8#)E( zy2Xwh6YMX1Q%fTKjQ7mBWXCo#cSeriddoNL4#e&ba?_*N-B!P?&bmAVm}&Usr_Ank zqYiGX>qg)2FuOJA?cOL6V>NmZBk_k&r^GrKO@wg%>t9~bL|aV2Y^DGLXpLcOT^=nH zcrLPoj|1wJ-t_9w)nK+7``S}wU+6!nv zy`6Z~Un4UJAU8^c@#CKaDrO59$<{R)cAz+Dmxziuzp1NIt#75z=`Gm9v>B24_th7BLW&p z#>*omBdyi@o0p?K0uMsZi$xK`+a)Ptw4 zcU_yn0N*ATLW+f$nVC%jo2Llv8cJH)5IBfSqh;jK<{4b^grlon?JfY7YN+e-h%wa8 zV&05t=fbAtHb;dy;mHb0N)#aXRrsesRUZv;Yw(M^`9slQcZX$xHx&s)w=_lXMJ|Lr z?hQgHUg!@~;;5BHCW>1jNLdkV3R`~4R4<_xC&fm4qmOUYrMe)?=N zz!;PRg&b@y`coDP+qZ>ff{iT>`n@Fyl8zBtD2hLH5tcBJp(L1SUpUHgRQTYreXTE<;Ct)-SB}O+S0|v$9Qyf%185sx?!A>CEwHfLq*Yi z|F2@;{Y@aK=6s-}5P&i@R2A36(XLBGnQgT?a?jTwC{eQ&N(OZr_*_($VoecP3!PYxhb0PN_`1>K^77rZ*jAZ7f_Y6WB~@ z)c&hsDe_(7C%rnIpFW*eR#sjSH@wUsT%kt>tO+n}5KeWZS#gYT2EGp9kDhaG zZX3Aaz;&5i^|ExN3!lq%o@=`Qu5cO`i#Rx-=(k!_0hJQY?}v8&xm4GC;Y*pK!Svf* zl*~1+&bd5*-8mzGkHPQ$q7#0b&rR0SPTY*{l~Mn~-?g3KGnpMwJ#i8VAdFbLPI!Yc z^N~K6lhw6TTXs*KFW7Q_({B#j6Dv=TLif=CVfP_iAlgl`Z~LFk3{KNr^vBKMs>q?5iE8(G^L&wgFFd`Vfv zg&D5iXM|kUpz;uEZ1|)jcMeI4X*CAt;^zKMuK|m1@x$s3JN2J(^J2X5?B1E`^568I zNvwU>Zo=B1)8eGWl8`&skHm}Bw|C-(=BH0p#NBw7sL6fu@LCb{2$6o0sL{6$eIvVv zPo35uxc^>k47=6y0u8;KS!YT8a1lc1vgSb|4wR&L-LEHcw8f!!v;Eb-U%(^vOB?9# zBOW!FCziJ4Ib%*UosdsH(-bxOuORklL6pSwY~zLnrEr%enK-W0(f8zwJ(Y}qkW(?J%w$Hw6&`>%cq?hr+4y%=J5!!4lVdi0TcCVk-o_v2aG zn!Gd^nYuA9+6hI-za-*BY67UeS4ZO842>qTPiFs}n1m z8POv*^M49ru}M*eeW^*pL8Qi?F#J83;p~4S7LD>*==Z_O*Y*!)YFe=oB%8d&Xn*h< z_dSON5%4oP45CzGq2k8owQZ~0W{&M6MH90=ku2jAt9)XkNLH|6)_L)(^-p7E`LDzp z@1&bW9&U3BZbY28QCkLVLhj<|R|cjQ{6@ux0W;Sgo6cPejeT>M{lrZaL3FbqkA@sp zHtZWVSM-!STQm*X8n*iNPM%Ou8FtxHr*gz-G$?QFbD4~uht%8Seg5u=_LnD){sH7U zF74mOv31V}rKD${(r_XcSW4m&@wj~Z-wKIgg`($e&I;H3z)P-Kex|P-pq~9#uIWEv zM39lx?+nrZ2qS6`MuPsQFv5U`FY`R|B#aPDWs==a(TH&0XuYCcxSDn1W@wf40-08w3HTcPxU)MpePBzdPdsvKX|L(GymbO zL{FkjtpM^|mSN-zRfi&Oy%z8Ppsnmrw#VB9ITJ{A!dkif?^r8FQhXUfrT=prNyP^j zCcT$Zb-DBop}!}WQ&ZaS>G^!}DMypilcyW-B=s}v{eN&i2VEze&xv^#gy0VDyrs&v z3~T}0Z=;?i7)H+CXK8-h@#VzDwd}wFYI@rms3&4hDe_6*_(_+|?>gpi$jHEV;s9Hx zVSkutKc3ST&Emo@bCC#eaDe>RiERb$R^pLl>)1%=-VwG`M0rEz z41_6bKky%x1QpDi`rI`SX(-^n`lhap=g+2ST)_ny*IhV*1Ghk6RpL{-J2B%=fos$l zt6g0>PyJL`#Frna#Up-Lpz!Aix>sa2Fd zBl2}SYe731cj|oMj9!5JU9jiP)=6x%Wg+0QpoQwfL|hiAL2uv>(3xFWxU_v4SY`q1 ze(p^G&_8TYf*y!K|L;YXGiYHB1byL?4GW+ai%Q4wZ+4EilTJhtg=AJw`%b6R`OW@U z`)iI~4>?>a>N%;ocu3i;tdRmD}@>C}g#_;!$IrF{7QVd%ao7^AtiKLf-)enW@&890W!Oio}$m65d_3T z+`PPlynIKV-_6bFPYXI`*BCey-oAWaPN;r@hf~mk#v3S-jouVg=5rD1@;AxJF0Vi? z_m7KAO-)4w255Wn+&P-MWaGvVj)oEPW z*$VEbzg}VaDW^Ap0R`Mv^mh05?pD?T?>QMrE`@>Okb;>R)lpP$kJvyF)C}eK{VCxq zmfcOjDix#8I|&;CJmv84k4Kj;^71MIriStv8b{Xq_cCcS`#F6Mo!Op$CRXp$_rZpy z$`uvX5h}+Ad%lKeSdI-SV+FG3t`ux4r`6JHASeh;o3DiRC+P)y`$e|_RB8# z>Xj>j2?-A>eh~+!Ht?mjzk1MLSWgcz+<9~zo#@j zXg3I&l1Q&!VpL2_EA(_ZUVNdTr_U&=0e#?0<@D}9vVr(hKvBv8#aj~ZH{rP|Ny;ig z@3?ogO8H^`GIXupWATbGCr2h9L{Ga%U*1H>%<4-5>8fk7hQ z0-U3RXd?G~pn7B}a61!)NY>Za?VX*QpoO{ytXhAIE<4Vdcp}2>Lb(wIO1b^ghHn$h z&8nXsPyc#*dur9>vda@lW-iJUPfiu3x#Bo(l3UIjKFEcE`3r!3$G{*n zpYs+za_NTyk+qO67BtpH0Pv_M?J8Z-=DBTuL4c_)x%RA!D7tn?#F08&B$_I71Ek2> z!zOd;xQw%TaHul2Aqn?+7A9R|&h4Uze;dPgoc*2t1$<|V5{I2Zl0=hAWqy$a*)?&a zb|krV=HxrB0?27B`oS+a2HUhsT^Ab42u#v=L*Zig&=1tw%wMzqCPx58Fn)C;{?Bbd z;xo3cZF9fau}JogG105#ii;;pD*opH#N-pWDE9;`+V~Vd*E1 zyjMzZnXdcrpWC1xa1dgT*M1}3{q`lP{Q1kv4$yi7JsYCr90QrUuP*LNKj+$dcZWv2 zoV7d@&9EsPIEcC?EnkTIQ=-PQ$VbV1Szm;HP0BZ#XG~98Uk=5gP4l#A(_n; zDm|69hE>bQH}%P&oHBs*-hE$~exYT@ni$!29-{d#^UqCz#l~81jd@QRnTHH-O4y3g z@|@U(JPPb0bxGy+n$E;;AbS7GbCeaxPeX7IVCZM@}ApVT`NB!X%$>pj`qC`#H%(h@?i>W$AQcNw6^VeiBFw*du<*H7PR89&*8R7Oym zdmy#lgYH>!R0yV_ju*7+;XJV9EGbwR!BwGt@{i{PnWJvDj`LhNxxLmScuMlNnpjaq z7eGwl{|x{9Kf}ieE=Ksm<63A*0uk>yv#FgcW&b=z2Ug5_-Sn0wiZhVOZ~FJuv{L^q z`2d#ep~UC1;~yBuVDfFFU{5>eWX)rAux7c>SFhB+tOcdet>bV-D8HI$p!~iIo1;V? z;_@fxQ!*Za^1|N$=um6k4M#tK0}CgB0NJ%z75dTrpB-qQKZ|%k{{mD3VNt)1RL!dK zOC02G-Dg5;|L6Lg8o8ji4# zMY0J@Zlu>gL%oLYWarmDr8<8Hl@CIn76Y8$WZb4KE701HxQhqecAKRDVF7 zSbAcDxKBffww_)jpcf;MouhhuG1sLqv>6A@*k;h5Mo@Ao&TZJs<6mgY7PyY{1}LZ) zH-mrM?x?a^_yUzDqTKsbC>yi|fqqv)8A(*J;F=7H7rF+TY@u9&?snTdt z-)SCK^z3QTh=;?TmL5-wxsxo$0Xkx!!CQfXT?bL(T#z(^nxMeAannJBGjMj+HVSGu zEYwlL%cLnNV`ckpkxasv0(3v_{t|oj>XmkpMU)iT4K2QE)`idsPP?hL66d7|Wd(5k z%v<1!*eRcAF(4*m21VhIKOb(yOanwaG3pH9N-nvpe+6`QhtB?s1DuU1@rcO7uVp7zC`e;~e zYlGWWR#nYFM_s$viV{=;&}j=gd+XICI29@oY~=`B5CY2NW9U8(QakQMQ|1(L66Yfm z#vk_<6&E)F?VOW8Mkyo`I9fTiSaaV2Qdq~1L9;lHuChMBbA}5w+r8+J0Q7OxwbDi_ z1weS}%^H$nfQB!YacsUk$&ixJyqV_5PNaX+&eJmOR1r`{et3!&{aa3X?CAg%zf$%KtSk80|VxlcXi z*kZ1|FClipj29>8jNnO3i;OhDHZn3|2U#i(0v#iCqQib|QnoYc8aXu72f*Hp)Y6tV z65nfy5Thx>_~M-|Fya7S4K49kKi^p`#3TC9J+{bWhu9P3+v(V_uh= z^78$D;O#I>q{~*tA*f?<&QXPYqj51wbq2gvfOD8C>XOPydCbUN^8-gop4`q}*R9yT zP|;PE2(&#Xz~|%=?Ph{)zy2t*36(&n3c5!!nOe|SCOp_#%^!3nAZHB<4<{Od9^pz! zWF#pn!UCluC<3g$e?AM)(_m&K%sN8v+$8u0f*Fw;ihY*Ahk}=WwfSGC*Pw%wvr%1M zj!y72fN+xEZRH2!vJLbXUyHe1gpP5@oSb+#J~iM9B=##$glgJJla|qP*PQG1#u84z!Aj2z+fORJR=Wi`LagcN#Ju#JJv-a zm;0!@l5&K%HH1p|5ydX?9wS1gnE7T;c1_vt^1%JH32y)s)gjK zk=NJO4r^$*zPyo>a|uZt>;fgu@*h;ZqZpD|`zE_|WpHk0HEb+ib8S63V)svlt46%m z>_SHcpqNwtO5%b+Y$G2ZsoLFXlB*BDrj3lIef)SmU8DZ{_Xn00MMYO2yz=}w2bt`O zMJML?=)l-SV|}#3b(zt1bvz0ZsS%`xu%}NO(r&&$=QuzYTG#LhR6A-@zZU=JBKe?3 zQjlV6O3y_D`|tJWWV+{tULCIP3=g@CyhZK zS78WokTF9TS69bHgA~+r>OjmwXfKD^p*%t&ypfEu-@K6k*V;-O$_kxoW zhmQfpj>$;z!;#s4YH%5CZF*Z<+v1LhhzK~d{*ZH)f0+xaY%S~QQ+7|!w&5~&yEFt@ z21HsvUfy?wqGB@>ilnbRvHPj<$nM_kyG1WiXxPFopc@Io%)D(MW@cu92^}TdXV0IH zx1quHg9#}ZGh{~H8$b@0Rl{5Er~J_ULv=)-RM|j}as9p8oZiYKI4)pcbuBGi&2N8Z zauX5~>N`7gemJ7)PdW|rjxTHd@lHaQbMPP%1vL(Rb=Xuq=dmlMtgn%r%?CR74B?kY zr2RXV?*V9mLOUg94Ab9FEh`J6$uJC+s>FMJP)n&B-=O+eMBlUg4*Wua=g#9pkT5|C z!9q|W4%4;AK{~l1Djym4ez(W*0O^p+e@MxIO)gFnIX4|HM38R^qQJSqPAtKM^^p=?L2c)Ow* zg^2w=rVH@%tIbY9;})jAK#;KfrU@OuKqogwZ1SgI0jLOJ9k7?l*R-4Dd)?vILnuCZ zc(Ju&_mZu2{7Fdemzg_@_<&~E-rk<0t^P;nVYZ3_Wh0nr>i1QR)E9~an7NTG@c zaobzhucPVNrdXAnoE+scU>FIN`0|^#Q=?SNFApXv21Wujuz#mU*1mLiaNo;3DK{9g zYxJ;d9cDtd9c>=KDHkHMLHHe}cz6rIk0@&>Wj%A_b10Ic4Rny?H*f3#|2TH2zLPoyiVjF_ZB`Ew5{w+*K}~hm z_XbCu(pfZOYE3{uCu0&O1-WxQjEj&!XCK@jn5mhPA%n&fEJ?`uL0Dp#>NaB%muMA* z4Oz1iTHFmdLB8LZ?Ewq%qcUya9zo>61=>JhaWdCos6p#(LOAoc>q4gbJ~gu!1vfEH^GpXXx{;&%^Fzu|I(e_*uGgw-{q0>!Axn*_9G=RsS-uW=XNT+(m zFE-ypfwxb7Gk^)gkj;lvLD2?LXjk#MZ{EM>(1hpk+*xV<5F@4Y_z4UH03i4jBS%4b zb;GRgq|obFPbyD*&UIohHn7+4pFg$S^Fh+xd+@Vaz9sKP8OwgDeSq@iX~@?npk{#s zzy_*@8LzJR@dwCqAE}u6q`9tLym7jgZB$_awmX9r1@)8lf$M-G z*~P>dp%`j{LW&abH|%2L=%_AwUr#{z1i*vW&s}8>Q;tKyLe`DV(=h(scZ03DK9C?b zDJcS2L5aPeFVHLrQEt_=WA}A&zO@FH_>_AQry-EaZv~HIvm-E_$pm>;0;ZtW zKww}piSZZlIV_hVmz6hHS^38N>Z9YEsGcUn+0*~*5gtnB2cp;}5H+K-y%IY=oM8M! z;AuoeA*iJ~-$}CpwLEkqSzZeZJtL6S;Ed$`_Ze9T3?=phNt-;3FY)S?`@uLLHUPy2 zIzzAb`6FQ&j4j)1{>kYVOf;Mdw{~x%z%A8d@;&w>ghYPVC2b&8>CjoOpNt3J45bhezW)dse})gi>87YHpecx_(OS z7n=ZboIDok4>>#xh$wUPDo#UHf(r3qlnoc8F+gjAt=PrIbq!rktJ8F<{CrKj0Aje> z^Na~knokTFqQY0>clpw#wXe7MreMBP#B=)+I=~F;B!qNBFX3JQkXe3b-QCk|S6r7X zI|Ubtf|IQiH1c4<$43s2jtXHU<_C!8QN>EFo2q==vku(q?-OiD!EYl{7=k$|G)Uvd zaf~ih=tZ}(`7+lXZR}iR4buH!ZTK&cUVSHj38)O zvAH1nZ@JJq&hVfA`6yKC@*C)vp={0xK*ni8l=_hxxM=`#_(T}%q)`e1f`J}*4Ezk} z-m%)vk|El~GoPCVpbC8t%!hT#$KZWg4mx{wF&ctYjeo`@1a=4Km$9WkWxWC7ry$Pv zUyO)cJ>0?X_QDu5Ex1)hLU>*GS!FZ^F%Y7+=ACH>lIgmK9lxi1$x=RARRIoH*W%irq1eD(d+M`WLqHmnVr~6*pMeh2cgS?ZK z-2`j3DM4>_d}#vvWHW#;KiP~lU^mU=_e-3wKf7;AO`To%^Bwnz9m9bvW1s}(iEH^s z8vBhx5op^fqsadz@M~>t&cM>z`QFIr=al;H@&GM8m9WwE&UGDMW+%kFvpj9TZSnCW zqObt7BX}L_u`vDD!BfE0&7KXvd z4~0kNl$dBHd0eV|#)8IZ?ENCjm6_@FUo>hRMJ_Hxx>0gZ=?gJwPD+NH zUc?ea2SJ*J45%Ph%00CNtrrG-6V_$=?@YGyvRm+}y>Z(Ss$iHLV+oTcqc(d#eSqL$ zM(|`x$CZJt<-Cl#hC2zVt^;mTbhEK-%*Qo{0<>M8y04InJ*|q|ceT21`1QfqQ0^E~ z$B!wK?k%P>vVKxV$B#P~A|tzTqpku|)ia+f52pCqm!2sJBtX;Kjtg*-&Amjc1JMOB z)EhM)@A;9fIr0}DC9x8i+uFa{?16)8-2s&mAc7D>E<5AC z?haJ*gkJf%fdiJk_uu5+GOD()0q?Owyh)~yMBc3RetPN~rfokdYAU&oy=X@~T!w<` zbRZhY()$>sB3>R=yo>w6SWz`+d5S&)YnpN0 zVEYw4>r(husGZSNbjPlFs$`Jo>H`i=Ypec?lfT!i-sg+4h%9h`HM9DEN_C-$=S_46 zrh6ltklZ=05?&;7#53y8brHKwm2bl&fsEN_%FoGYkBoT>4jkp(c2GeTN_wp|uUG+H zEC>-HB>c@xE0wyWTOAp*vTn))!`qWKz|i!o76;}Zh}0v-k@3@asSSCG5es2c}!mcmqw$HoBU?4?aPy+wDGq(tl9U5v68qO zH%-Ymo~SUT{9+anSL~r}?6Z4rhCIudDLS&2*QwS|KG%rfTdE3~`^lU$>_%g^ zZN~v@gIOf3Z>6({$*tInAo};w)yCqhz5iL(R2082DzVKb*K3`luoL;tjdBl> z{-rpr$-Vd03CQY>6MHRjSwuGdr8zjWN{@5j^mTur1Rklt*^TL+fm zUlEJjZ&p+7H~6&}d>we83f&3y5;P4$sSOgYg84cqwa2N)$yz+Aged1@b?|;jxL(^F z8})B&Ia-mZQXK#H{27YZ6ThR%s%?Xt^`9v3uQfX@r}Kt~Eo4_aPcE#qi`%<9*D~!7 z`^)8{KGuSsnwt9>YX|eX^biDOH%!ZoL2c11F$<0e?(lTGk<=~Z>-4*NG^ zpr?(>+QX^NqaFR^U&hA9B2W{ikLEro!bgjkkW)2eLkZXHSV7V$08$BSLydE( zS)vbk1U^=g*B)MDe797IsvC_sueFKa3Y#;Ycb*)6Vu>G3EM~tOY;#;(@FMSCB_B-f zWM*cnWon@>`*^Sd?>_+LH*r}w&>@iwR|=u&61#?ip2erne;r?Vf&x>sV|%geraENOXTP~=lw^Ik|Au`i|`tm zOxOtC183ZzoFp;6i0I2Hk6DQepU^j*OGX|ftQsF5OBFnof@b;?D>bZw{+b=i@Ko)o z8U+}>f^p1N5UWqY>piAwp~=6F&SAm`2h`6QuBS+7FJa(QsO3v+=zwu)zZ`?MU~6yc zNZj8a>bQx?zxGqR_=s7B>WjwD`S6}nlU6P6$AtxOmv~+w(is6 z=Zibgi41u~MU&O>8nH!7GqV(jnHHF{A2B}}D1+Cdpu_$JMMY>kz9Sb05lkS33RMwi z6xs(g)Jal8LkZxmAjYPqAM_2N0rYPy3YZp&LvnxXQ$2T=FI>9!eqtI&sqRgP97>EIDhMpxqgY)YalYXAOIwJScVz9JxknvY{3>E{Q1YDN=mR2dkpW3m9zf z>{Ll+{*wZtg5Lk;T6&5600+_wnkiLm!CMCGx0fCyn}epi5$N@G7#3@2Z6$E5sQw{_ zzD@x+tyh;GV3U)_5Zeg+FItJIsfw@C!PosCzCU)i8D;RQ;lppNa&J`JTaz{gtLr?E zCzJpCq2e9i{_0b4``s-9uLC*z$9SUR_DZQsmMOK;B%n0G#(-9YANp3#OT&~v9-`D3 zkRJlZ4Y&w8T8I{(@V+9sb1yi6jIs2DNkn*WRPwK#yl?PM72W2>>zJ@~u?>zz;MHm!} zjqqA01Qk5P8y60ig2NUP!}UV09UPc8guK|@mLXMi*$Q}3q5+Do$omdb6h*4vOs`qf zJ!62>rHL6U+)H%+&EBcl!rrqD?Lz^F=_X=B-742daiiVvRuAA@G98l-mIK3BRsP=N zwOZ^W{4^uD)-2rzk~3TL^I4h<4sM_HBEA#6{5j#>C7;OEqZFIhyC0wKn4 zX4zaJ*xYn#s^z(`duf{Z6{!s$B*Rl3-s1MogF#Yt_Fd)%u9GPs5USX*TA_D*(sr$F6{eP0Ut^P74Ap44g!o4cMW2kC&LUp2{Rh-XsIU*SnO@>dV zD?zk<*R#t@7+IkvUjcb79%xfdX^mq^BxA;7a5MboIysmBqyUEi)mn09 z3EdG^uI?XWGCcC6K?VB|JUQamNunadAls95rH>{3z5CUli`i-%a$iO_*hW3qqr&ov zt;p#JKoz#)PpEoabKH*~rQ(0!R{iGxVbiBJC#f=D9M5X@yEy^bbK<`PlpM&Q?%LuRVdX7nyhXQM}2Q4V>VkuGxuN=@p{Vw&X5C75yAu-=3&;` zV9>cK*x7ieTXKfM09}4`pug^S^6M99995QQBN+b8BFuch!&;zz5or4ii$7n5Sgz$Q z<&@)u-dG!Z;`-e`kdzrUZ1|_ZM5E?ooAOuB|F7E4I;^U$UH5BAs&uG`q|zy{Xpj<7 zLb^n{QAFudx+Dc8WGUU*UT_-N zKOs^K_UIUyRe{m(vQUR}gKJ>g2Ojg+OMliWG_a>hU1aB2YejtpDNXjG+vl15;Q&xO zisVxBUPz1L$4)h39ON2k{#kUGxKh#ndD@x0r@CS{^kS_bI&rt{p%q)~BaLsacVb?D z`&@xTfKf*tZeF9Xy9}ub0ivk1Ay2CC&_@Q4MH|T_1##p~3^v1o<&P|q6lkAMI~afDcD*@Hrd@{O;p0Xfo>YX&lCLK;A;cXD8jaA z8kwgzJQuGB*%V}r_ddEvo?D9!m>5Rm=4-AN~UOa7IXvfDCaAwGT^ zfmMGJ^>uP}>JK5Ms{!6}`YQ{Jx|&X}+H~L4>XhgmDei@OUzX98bXtqe&GFk#tBRuF zb3J@hDW!J+?c)|GxF6B9Hboi#tLj=D>P-7z)~5WP`qhkpB$J>Gb<9Y#Qkls;rD~V|-f)A}721_4{RL&x|6G$xD&4K8n(l z3@y>9^IU04)TRva(Xkt9P2BV9`M3P)v)n`NIHvqN4jp6eB9BuC?nB}Wqvo&NSd{X+ z#?ux8lpzTb-S1Pq1?nPCG0KSGE}nQ2pPaE3BUB2*ReLaLL^7y~AMKOlDOxj%`(|NI+)08=!YkM@qe&>Z%z;2n(t7#kTWhiHT5iKnr4S}l{^3=P1f#jo?q3okr8k}= zYYSV(7@?0t9q3Q${101g_edk9h>R9WJd+L4Xn7%?K;wm?7Sg!F>pADH{uz2o-Qs4` zM&JMI*C{z1BM-4@GU|2oRqy=}D3FW-An3>FVEZCg7!Gg-hyU~TK-uES)dxf_J{pHg zt@vp(nRYZyzI0(fjStK1PE~vAjtOjS>Fqqo%J>e148Z6lw(y=(>gI0ai#tHJ*H|Bg zIQBp>B(J(%XK_)&iHt@PUQ3OIzKC(BX$&5H3i^xJ9cRiP9~k@&uQ_a7l=_siu`(%3 ziHq~<6t`H3f$9|-J^J6hsV(b5*7qcE7zmV)#SOAj;;DVG#l!PGXQ0%ma~?C48FoMc zB|d|*99Y<6b=_VR7yapDre_e}c%*@w7bO`TdS1N1^J7}U3B^4L73ZG5w<_C(#4qD( zDh+p1dac+s3m&p?5a>O7T{!w#grJN=Fhj6e|&j%AKzEGCJ(OIYPwb{GC8GX0`8$J$_ zWWJlO6S}0NdtNaauRil~=9J~qspzsv$&ab_0j4i({JR!4_3o*|2@wFE5S=^M>#B3` ze`U;=14FTRk{`K;=l(dx_y8*_?QZ_*z?(B+YCW>rnj~;>vCr=W9Y^}SwRvx`pGbvW z6E}SErcQH1P*c;-D;nBfzm;B;#K*vbWbj=_3b}!s(UsM>~p670Tv(h> z(TItQ5j?CrjE&Qaw3vE;2p`1f^ixvOVW_4qIlnTC?>ZMEC8-KC$*8BB7Vn1^$DM-H zK97H)_xE5bx5SP7F&C0wnrvVv9$Za_Z`tKweM#(B;KtMApSM#(-Oe;-_$kw7HJhmO zQj)=!S3hMA@cn4dqd&t=ZM#2nVOPp^-=dFCbH#9b;d%S$WXF!3XEz7;n-BFwu;(^B z)77sKk{hino)qtkEm^jDa5`99e)4^;ojBXw8H4Kt(GnRkFq|V10qNZ;SAxddc#X~Y zSJEbpn0ZC;?zUk$wqCANxw!VvYe(xk*4nP;dfT;tV35|XA&iqagd_C_aaqnrX1PMt z)6)j^$+0C;3D?@vlOc1q#$F)Uv4g zSv&gm-1OHdg(lLUQlVPIG=!iE^TC#YSD3iE<+V}HIr5~JdCfsaN5&mZ%!x<)R;N!b z+u5K^*oq`9Xbc^2GIdl#iaB~G<~7M`s-BTtD%p=7fDThZ8y`j=({M@vFHZfZr@2<2 z7CE*INhYg_yuK|{x!}t^&PyDcdqa_d9-LjbuL%n(KBWrwv2PcRZ}uwc%AR)2USCl( zr2pNLTwHZc4YO?NL zSsNMH0LKf{J?EgFCy^n@;4%b_-9)AW0xDMDR0@UF*#bDTh_HkAKl0~ zg;G%uU}QQI!#R{*_mfKUmbq*6W#P|3%YDc%5rnrpqsxPuKQkvQr*T1ZMtXZ!8AZH_(G_#QHIl`aRn?uy~9J#4{2WeuGM9AU=kWw)oiND*}w)Uv4q5wMVJ`S_6%FMP?|B1JB1 zQ&~c{KCEyiY{a#O@50nS_M-2$?38t~wU4ZtEL+LH3i%YNqzeH_j$AZKgci4cW{aCo z*A7Nc^Sg4P3&yHFvT*E|L{WuE4P^q{Xd6^uQs~515bYn`a)c?tS?h?N)!r6v*2Ob< z=VV&NWL|yiy)9d}DL>FrRkT5IH7~u0ws2KK5Sn&LO}?F$#cnM@g{LORSlGI5zNE{P zl+h56NtH0TELpB1W>0=lcL=@UUF+$Ksyk+mak-cS!&|&=FK>@JUM7@@@7hS6l-n)G zq&nG_Xm8~hGZ%tGO@UZ-hGUEV7gfE!INkz1<5BG2!8Q%g?)ZACNJD|lm!(wQmaPSu z6)8a{54Q%vA;%}Gq(FaGEhcFfEwUErT5VJ-wBeu8fZ69+QMo|1|+wg~$uy z+(4F*kpr9b+7E1&$#Bsmy4E0fl~;mSAw=LXf*kwI*PXkAYT(rY&52SUkDQ^3cyw3x z&OM6~p^=dG%5OA{A_Ae2Qt{#2R8S%+8r;t`7QM!l1SHk&sL5`QDUUs^U$;P}rBMsN z{JW{oTf8Nl*tvzS@wNVT7k8>x*0Z6js8MI^?jw;kb`$S&KC28TczT=C9k8aJSL(YC zx<0i|>t*eGA%nsjXT(y)47P*hmL%jSle=dGQ}Tt8UnbbF>Zm-?3`6yY-r;cv1>psA zAFbhn2>Cxtt5_+w<@|l_0hQs#a2`XEkzGq|_2Txg)keGhY&nOl@1R=% zm>f8!MbE#2>RVuh53Q1r`(&hzzSpaax*&;%Z>ort?D{%z5(j&s=I9MyHM77F)aXa?GVxfvwu!)c0H4wnWN~FBR@CH z(O!<^z$tqNqE6V}xo-1BZPI#HxqJ4xJR7t&G{>!anSaljCbVEap4T3ra>;vAZ*xZc zPWlAgP)TvxK^9GTzki^0Mi!>1&ZSr(roOO4q_r73L-1E@1b_%eOGYas^+tB97 zIS-j13TUlj+$%$pn(?SERfcSnBU@}S+bXhkzj)F+WmNl2tzd-fzzMjY_jfZwk$Zl* zQd}*hWq;2w{EjJyKeU;dkqVJE!$#DDUA)_cb>Md)+j4v=;|@RQjIwrp+;evu`=)#M z`&Pgw3MzqzAQv878l|gLWIDfm|AFTwMP-dJ<9AVgxq@ZiY)cO))JlJP)nt=gcLrkx zUic+EZ992|iHU%I;}dQ9+Wln91-Toj`ie{C4{_ShpF#)vw_jq+{YZ4_bmO}Tw`D?t zc?q}$Qe=XZVn5SLfCERoyca3T!iiaR++3n7%vdc^O29EQXm@^BfgKlmLJ$dd19Wbc}>_gqW%}O~8y6jY;TA2q= z;D%~eo~sqxX;|l{zD`QGdtc0wcmmnXyV=(iXRRBz9s5Gyr$*rL^e7dUdv~~JPR+*CP4;SO z?tA;t!f>_GdA$qn5~MVqouZG|grk@0ORA!B3XJAx8$PbTXN}@v+>FI&pN7Hq>}6ur zGnzV zw7%!T;!j0Y)H139kxqQ@be(WH*K}F)Aegu2T*SSRC_C?$p zhw)g1Mdy5Z+)>0K#?Gy=W-fP*mvxK8z=D}_dDpZ+@bIQHo9d7y{6P{Kie3T@*7-?1 zSt!C`Vt;pDv*0Ih&F+Tnnb|W30$Bli-mB^Tj}i?PjJ%9fOp{CKYFW#aa_--pfB1V( zSnfkCCR*1jw`_ly@S8B?{g zp{;eXZ-Rvxc#j#Gs!#xVay{BKwJM|~+BZ^js}{Bxvc!RASs~;)Yv|Sl-N9zn@MMuh z2ZIJ345H{sYo}^q`6=s0`AN(7)Cqj@Pw-3iS}evDsk30K?+5w+eW{BX_wnQ>Vf}3{w}L$&%6j&QEI##V6EpSTeE-`N z_|&VIxQv28tA-y$&0?0SC0Dyq^>C1kD4vy+lw?4FTkdgS4kxy2Epv2$-Ea2#DhGZH zfFRZM>6IFV!^zLuyx4%YCJ2QQYTF0^7H7TAf*wxsW;FW=f788v7x6uVZ(JTu_A<0N5w#rRBnK6u zll$iT1GuCbRi-4neLQYuSbaT_FquQ=eDn`<0%k-~P8OWO!n}b;W79TN0o&LdX?On_}uwX+z2%^l~YB~bC z{*I(c!y^_%(uv4B;UGL=aR~=b_H<&5SlfVh@$%^0)|{q$ck0{X04PlF=V|)*X@Lv( z9}TNb_r>$H>kI1o8`AO;BnDX>U^v&%AXiHh^`{ZE-r^<&R5Ta{I2RnjUsmt+l~efM zwBO0$=F&G&I2#2Idk7Z0;5)?v#>hrCn6&Q?tk^q5)3-#6m*uQeZC6t%ve;ba;(-=iJ71eqRAOiF+lT-DaC(0i z;G{SZLbEkhW|Ff*b?#hddAa%zNiJo&Jur!cDhwDE+r8|Ri)ATUIY;}T z0_zDWF4z)OUwRdaPmNMuc<~lA{ruP>ZBB&Y4=l*wSFcQJj+$X4{DiSNU1dWG4DXyB z9{q9@{3}nL4{`_$sTXyUaFYz*v3>Xle*+% zY#%fSUh2v{kPwj5xZfVKOd(`*ZtFA(s%juSf3|JLC@7F3c1nYn`v*;OQc~WO?^y^M z5jt$V5)lz$YG&pSNNPBremTthWVdFDjD{v0oM+p`uj1nT0k<#D+d4<7RH7?SbseM( z|Cr=QT8_Z*XZri+34-t+foKg*hk|^(VL-ovV4%FB;m5UTIQmBvs6s*j3VR@lv6R&N zN-#uCJ`vnbfho<~c6ZT3UMcuM!)`3o(EnTNL?;Mwq(bChz6ZW2d5i%%oGBMnpQK^XrZC zb%mOn8K_fI{bXAib8P7fIg0mSnn0I2S2rh|jhLu^mKMm>Bi45EdafI{ZEjK18)`>6 zW+08*%*?R4zGltn6cE?ZuvLp}d{dwP2dJTUTUn~b8Rx7YiXRYgk(b1f%p?URB|_a| zeSbi$swDHHQNWEk3Gy8<_C&69w3E19Av^q^*rP)Y<407)S7W41*2iQ=t0=* z^ug}qcWk(alvQ9_e=y9`ZBih#`ue(st5>T~2*Un0{kMsI@9~|*FQ)$;Vi64fAdv;4 zB_Js$ZC`;DKpx5fVmZRDBaA-q3VhKKhsuI66-YsW(ZXZeAl>~e+usQ+?QR&XcU(NI zyxH^C&;7e0`uBq16YRli5h(w>=vicRjDsTgLoLGz%7?Gb2w5Y98&Ht7wYBS|&48}A z0HFjRry2QlXhi>cdoML`o1Uw(eohIZp`(18MRI5vj^ zG2~Xo?D>Wm;B~rp@%O)pb`D?1uP#L_&hS6ie(1%)?}}{w(MR!YOQNKGo>;-`$LwVa zz;lG#WYux@3@Yt@Z;Z-kerP#hdb5 z?Je#nEjVyU@Wo4V5o~Jk_)!04C-ic5L%bU+83N;huN5Ez)SD@TMD|@O@{bmbNl?#{~fVKqS0vNxt*`o@>Hw%9+gQvEdSpivMBMxlq~N_25TPz*d8(q;zPalM3l%j5PK@VVhRI5-ftFNCN31NHz9 z8;B*8^qCg^{jwpL1{vsUuvlUd5s_|7(kBEAcThz)S>rPh+Hi}bg+&Knp;y4aFT!o# zCSBU__pJ&_LKtBGIWmp3r@x;FhF=J%yvB2eeLorf6M(V3Dj54WW&(oN?)-fs|4rZ; zDH1e71_%@2Bs04j;371CB)beO1`q&&WFugwu4}x7p^X6S!EPe?x%;x{liy83ofjK^ zV2jQhdt}V-8vwmCo8x(y(hwpA12w+wyYFYgG-LAQSB`IUZ7ay`7}TMK0o6#lFMvOE zx1SNpK;8qyAUy@lNM-xfc|h(WRy`zS21v9>Mg#Z&?eo58H9EIC&}5K1z`(#j1jZehuHqZ7G{yiW_zEj4GdH)&YpAM3(3G`9Cvc@Wk`u0g z9zyfp3=NS&?UH}=s1i~7e!v1F1}yfmVEllaA%4&}^Vcip1)ePeRJ7&^DG`wZSgKY4+zUB(NcvKCP$K+_(AL&#(0PLP%^#fm zNF)U0_mmxdo&DKjem0$6-_S4<^4!2d_^gqtP|oi5uJ@mB3BaP+dtzYe0gQ0?z|JK> zW_x}>!yw>QM9~ClH5qth6_!2E{@#}HK=42sHF=PO3so~oP6wQA{*Z|Q?|yY3%;Dwk z`^FHYrqkY=FAg>{vh(NPA)i>TprHWjK&+3+0mUaAkF_WfBs2`Xrpypvh#02;vaJ|H z&*N&R$j8P;FfuYSy9o?WhSHy)ZoN%No{w5eZ3J2Br_#1`*~i@a^Bg zgJL9<+kIm4A&0Lbjs{|!wzju9IjPQ!3=F9HeC}cEgbM_Qet0HAM~Xo8N+DMok!j7I z40dv4@Mgk04$af;19-%v=k902 zaG19;p+!Od8?agF&DS_2!L$0^LZP5R^_7wZDdYLl%m11v{s-xc|7RUi(B22>F1)|j zw*`oL!MNxL#uuY)fv|2F(Dla2Dyyj>sO*&wA5IGj3Ih8T$#4+$IW9MjIqbe1V+sOR zuLU-6stCk2qL?!aCBKeqLGRoJiq>H;FI{0_S%IM}>*duro-=X!AIkT^pB;tlYd;m3 zm;)1GFoIdh6ymP77G8^h3mf4}A?SVZ_T&#X!VN$aiO~C@A@t}c@Uz6r_92fD8Y3v3 zG%zY*SwWPLkO1r;UNCX-A$q>Q={Th(tr>0&3PI18N*AhS%CI|cztcq++Odxy@k5m@)6`}#r=pVifenFR8zaz zMURaX8!~$O==^;4U2zz}06s?}P-z(d9X&k-^AA_o)<$5QgMJaIa%^g8ZOVMj*~B&9 zdLi@!WROVa8?u^%ei3=7>AFQgmPq351VwHLFhZ6ga|J<;K>!#Ug&4`D|NL}DxZH@T z8MzsVv-QN8kr{`Lf}Extnq`f9^Ys<5uIdEuS_E*psKCQnQbmG#2q8tYn~*n<$w;^g zvjs~;CVR`_phRYCYbyjL*6jFvozTlnOiawzEP%JE6BxqbWz9#agO3S_FJ1uy_S1>d z8c-;kL$~M}eF(SpDO?{FL@s7!WnGsgdkb`6>@Fy?x!@6M!QYL54nims85vppSs%F$ zUmu^hF!!7>VSv{fF}dHWyRD{n4jl%83e@m1kgTRt0T(M?lk^=>8rQE~YrPe7UEwP! zO!?jEQt%QXl-tKYc16DIFEKzFl7$qBa)5AQzk-E2>(}d?9G2pelDM=qA{21_nSr{_ z2;d4VbTLd&Ai+LZ{AC*P^1`eh1ju4!P$P5P-kk?9>AOS&bUXkaBiy<)Nl%JQ_V%Hn z+jEU}R#w5tg32fwgTYLAUZW0=j8urBmxA7E?+zsjFI4coA+WTS6i)*WEG!L=g|K8b8$c`9{~XkXYIYnDm3TeR){t zf&U-GsDFchkSIFxCRF?Bn9%GKz@QDef?c zyC~%ecERPF-oH-_E=E+Uu1Ml79mhL2Zrng3_K<;m4uV9expcKXiy{3r!Fz9K=PWo2 zp_t3(Xfnaf_7?~aHC6k^FI4KeAp};)6$FV5D}ee#QbG{vKQI`OJi7JCs{g_aA6vX( z=ja#>j#LYHZIR_Ul8^!|%w)bbT<|6QkT4=$$ge~!y+{<5?N}}`3>t(f$8A_m2-NF> zqsK_<1{8xeU~+eYL;fM$f&Q0LwD63_NXk|L*pHxWV7f$l6PRnkDIJ)e&WO+&f`fyR z^o?Qgv2(^ivTP`l0`T+rK-BXy@(P{x0m3^9b?w@<$O~6bWhq9rgV8twe#&KtAc3SD zMG%``h3qN&);t73guvs$LXE5{A%Jrg^7Xdn8wA0&3DKM2e*L(+i$s*b+|4X3d=3Bz z!v>pBNkWT?xBz}Z0QeNx8fb@*5vb?w@RtnD0)Y1s0o54^Jc8#Lnv|qhv%|vNfw+V4 zAz|eV^lwP1d-!!*2Oct#1p_T#2jFkCc7N4FNFS`&JfQfDKoaNl%nTA81JC5S8y3l1 zgPWoV{@Txnhvbx$IN;GnW-QpZ3596}p+Q2$)bT8a;4P+W*BFqw%82(Jf?on$g~5;S zkm?G)2OpJJ(sWS7k*Gn~ER1SrKuyohS-`aM_iKyv_+S^K+F^x}ppy5M2 z^0@f;?Mq7xNaeg7Bbj;k9sC%m>k8W1Q~+H-<^#}sgP=SEzW*3zCu9*1Z+f-k!bPyH zOTevk&=w@8A(7?wRt*9d{4{(@0Kzo~V+izY3fe6Htn~gP@tF?|cugQe*Z%(vhW^j3 c$sdC6g;_ituBoe#l8w4~T}`1>&NSeE0sOV)i2wiq literal 0 HcmV?d00001 diff --git a/notebooks/normal-bottle.png b/notebooks/normal-bottle.png new file mode 100644 index 0000000000000000000000000000000000000000..009429d5653aafb6d4905263b1105778950044a5 GIT binary patch literal 30274 zcmb5W1z47C(=K|`h;#|ksFWy;N+S=V2+}DHg3{e3NJ=V*ptO{vA|(w979dDTJd}jA zw1n)r{r>fR?^^p`d#&x^tFJt8$6RyGoO8}OSCslKB{GuJBnX0#-MEg?L=fCy1i_gk zCWNnu^^X03za-oh_1(3ctlhoLUGE^O=I+k+PVV;iEZ9BoxVqhQaum5JBzRGfpZ%`8 zyR(~wfPlllzvH5ltBpXCtG+8-<%IKf12+VrFh~ExDU>a^haethH!$+r-p^OYeT^*sfEdc&F5~c^0bOn82Du+ zezs#3p@Lsx0)%p$@Jpl}xsHBd&45HjMn--i#bbw06I0ERv+${~2x&0-bJpQF3GnHM zFM>ceDd$cIVvTL^si>&gwuJ`2F-f zT5$?eaCH@K`m=B6f3!VxT}`bsfkPqT`SX&Z&6#*vi?#4Tlanq=$X=aEe~_BN_ndrH3v2h zXDbkC@Fhq4?JWCD{^Cnkc6V{1Qi@^Vh|b}GfAxO+c;m47_&`>JR?%g#zi9f$$H$5q zwC|&%NqR>{44+GQyu`ZkCM#=Xt4BT)cc9MGEP~fB_Ho!*{+<&N5uvZ4k&RbE(l zeQSN45*DPK_h2D69)tKEd@s`Cc3Gcnm6+w_<>f?N+QZ4xUMHSWif(FZvXGa*uRE@1 z;-mQH_3OTUAF9NkGsLi!RCia$U-@p^syx3;g-1mGuChnw;ohFNx1XQouj%(`zI@3f zIyyRO6nUB_5K4TUP$G&BxMG$%PeMXM@Zq69DWfnxBIvzt_U`?Ah&s%Yo+>tfCQ?Og z1OpGf(GAX*e3k35`Cy5GI$v_F>uhvBwz#}0x}=2Pe*CS@w@iO&baJ1 zZ{C^ISx!c+ce}l z*@9CV_}NMr{ORbvEFSEd#yeN8TtTvaFR!eWYV~w>5`l?*e0(VE3z}SAUDb7T!g^#5 zROWqQGvOg0y1T{o{V@GowIoj?RpRs;l}x*MhEEDK1b4Cp8Ew8bx;W%-OtUaOJ?*@; zph3zirN3zijz2Xw7k+fGdj|GD7K=@Du63Kgm6Vh;S&$icRZcE=?&*UE_>BREway&* zDybpg3e;vcdt{Xkc2m&9WwbD`L!-osmrcjgNS{)Ng8Pl*&yS7rmycFiJ{i`1q9F{xDr~ zWS5a)t+ejKMIMBQ=cqmt--FHnYk#TSZZSD2$qZgJExEO-ynH9pnyk*Ktme=JoQ6Td zou~WxmC!Qd`nJBl*R4YsOnw;T!5C{;iuK)H^gfed*kZl%X$VZ$tgWpZFY(ah<0yoa zwnF-1kIoq+X3uIOYq;CX8JSZkcI*U!x#G35A)2TKYKEs~_vtU=C4h%jeMM6SS;r>%o-@w59vuTY_ zMAZK2ld{&aiQQmHYcLL;p!1|$!&cu-Vp39!h6WY9c(`fcZvrrn-Rn#uDlr_(GC2;; z&1#GHB(HAQIOgQ$=JF&fD|&f(x%9obF&#z2ecC;v%5Eqc!NAwjhp4HkF$gE}YjL31 zu>1(p$n=?bDNaKJgD8iQH&heeGi1LYlhWZt!VVj{GPJ!kq=-yE6lfaG`ZJ){#W%Uu zba2b4);W7&b@k$>Syz|ImiyC?Qau*e#_F_|M{COOLP8%I8Ht9-Mib9`B}dB%jFS@| zAJ3C`{Y}}*{`S&zB-I&=pPwI9FasqetjHgo7O~kL>D}kU`KnABT#utxS63|{!@u9f z`t^L3CE>KS2;oVa#1o2&RQYO?84w}z>qzCUuEKE**Epa$cOLDj~>ck*qfo~;jP+6^tQH@`7$r=3obZxDz?dsm| z-}i)76oioJRfQ=QX66`b#KGQva&odIh&j@bqp35>P(aH&NOrkj>>@75KY?J!S-eR= zNK~}6_~*}`-&+1o6G6`M*6D~Xa1SS5YJ=DwF0--{3znmYu-4Uo8-6(F$@?F3h$FUv z@ge<%HuR^#WZ>`A0NJitSa2R59eFIW$@nwC4sGMk^bc{F>EO6ndrQZHY*()#)HLs=&P#J9QV5O{IO@4OA$gSQQ5&s>X<^Y?GSTJGCHMLS#_yeBp_L>j`@lFca!{B@0^0NU7 zLMmpE4V02OSgw>9Eh;ROQ&bF_JAeg77Dr$0VyAWZl0SU@99my52{D;%r*H9WG$-Hr z^BgIkuW$~K{&2kl&jMz`v$3(klIL^jZA!lX`b{bF!(PnqKaTd#;9c#;m>ys>N<^5? zadBBpwT11?%N|ET#^*e91`kD+CjP$^{WrTV`NkW(vLJYJ;dZ{(pHZjg){c&A#a{q4 znwXfV7ip(u4bw(PN2e{1y->~5%q}S*4LbZq^z!A)m~j?inpdx0b*$o2iBVZLG~c{= zlgXn2HtOB1CQ%fxgUu>DmUJNw-q8B9SX|D@!GS|W&iwU?HDrGt0fElJ(%WKpA}H88 zTJGZ|W@MD@if1-a$;ryfTG`kv+2b3Vn8ZE1M+}uIahc30j7S^;Mn<%C8CK<>djGZHh@7_4T-OyUvIlQi#^Y#~Y)DZ@%6K4L6mt(Lu+c{66{HawY83F8`mhvRwSlDM`DBJrtuF?2}~a!H6KUx z_iH!oO+Q3}&)s}t2GKlif2Je09Wd?#fJz)!t}rUaF}H#@_ZFzJ?d|O`ED1y0C=}D; z&L~iQ7LIO+-y5?FgQZO5tWuHV^bxbAdG%TGzX#AIae;f7WvHwzzYo}0d_N&e?qLU`_tE9x)P=2s6^Mr%;u z4cSEDVoG~Y4+Z*wY(a{A<_vn7*GINbMB$%8&S!e~|CScH z(tUto;Z3xt)89N~)E{T0pHRb;GcB3@I>MNF*m(GyG}o*Nw)>JP%eFb+GjuTWw*sW+ z*AFH*NiXVBe%hwzH!1(YIVwhi*)(A%rSpfD_C#B|HFZ6Sv2I8E9uOv5K7Kp_@rmQD z=L$*K)%$?|r=jNT$h(;$>T$__IQad;Q?vnD*>9!x&klVS^^CIhgy9HHkY{=L}p3cv* z8Lez7&sJY~z%xg%6JK_j#^+MYh}l^g&DAQn6&W4f2B1cC8>+D2*RO^7O`Dj{ojZ5g zdp)bWj-Q`j(6WQH#I)H&%X4Y)0sv{WkW%#|gID2_&%@toIFY_iGVr;;WnCVDt#LmkO%k8LohJoJb4V-T}V>c+;x9ZQw(@UG7f$(ip5@I}d) zpLSL_Za=RQbpwkl?s13YoWviua{2CaxF7glzB}_ds9f*p-Rv22OM_ zHeO?5Zq8BdG*RX=^68tJY;0sCvH#9@8;P5r>phmj0V-LHRy#bs;>IQJI2Nf>tP5^k zXA*#>9Us1P&hyj>o{OtW)|~8vZdT=&EAJiHAf&;i`dxRYLU&F9f@hO!nK*M^-t)ux2KXN8<`(S{H5OIZ|1n~d!dp^7wf%VMiik1tsEv@i6{oy)7 z>nm= zg`F7pqDey}pq|0;o&9a7szU|?qhXg%_;1Eyk-dH`HFKz$yyw%s1nma-(*qbFrK{-P zAWsN1lw41?UK*@?L*)M!$H5nSRI!Oa=&m8K_f@j)Cc^9=9Q;SspDMO9sE#d!op`&6 zOtKoK#$>q9gye;W0^M0a%;$VWi5iN`L4!OFx)Zc=-rSQyX9xLPXvkXxQ1O&Z> zXVO2^7ku$3--mPz5`1rSP|()TZ$zI{1eBn})_@`gq9uS`@-s?tm`s@f!Mk7C(=FTE z+kb%{PD1V0>*D}!r(f@R!N}Nn$^LecHUxV4;xB!D)R6w|w>$td+|$q<7jaq>P0;CV zkRI|JkS~weue7m|)9q0T^<*x`F5c;RHgfVRvw#0oIe|UESw#GyMtb9`)t{^q2Z*m& zyG$@-{L2CRqJOr_gQlv6OcbtNBODtaM`L=4K_wv+i7n5Znu>OZ0fkVX*DYxwV)M`1 zOarQ=q_lKx)YHX9=&jdUnGQWAW$@Bax$M?9pueK|mGN4pt-f1DO8Z+~qm`R|a zICcdcRTC~!l;ZR{ABhs3?+UynV?Ob4QvQO)kMeMKaVyhA-Io;=l)zK@vK1OZmP$&Z zg-WUQ)60xwFLk0k<#$m@Mpksm?d@2SfDj{gISgzfW@hF+{z+?#53*W0L>fG_DA<7D z&~Af6BVF=nxn90}PS>$0L)!hq%6;+iDyLZq(Q!-j*x!GeOg)Pz;t=sOMHo5n+bg&8 zUt0SzGgDD%JXAN(ly)i~yc&DR^mhBKa7*#c(u$$nRUf|>p?^ug7zG1@vARMVY=&}8 z+3kaR^PYkT-`?=BhTjKc%76Jljc+uH+azOt^D8>ZKL@LJi!v(p?64WhmX%(0VwQi2 z#P;(a2g&{J6$HOF8uxW2@@OdzIA3#OekJkrUsNm>XN@%}RVtV*SR8z8XxlTo`4gu$ z+!>oe^{*Qo@zTi+N^kD08kJaLP41Rn(DyCe9i3^Ae%$hxzTA)EOi0mO5?}r4`(?D4 zaeS%6$B!%K@8kDJuZ?X!AJdXE$Z(Xd%iRg|laWS<*5=j(q(%R-m~Pq{{yhzi-{jO)iudw=h=leq`B{2`*NDh1i(^kp&?B|pj zU>Aq{1(K_uN7&K;Mdb2i$Hebv!FJDRrK@(&Kyl+lMx);5Zi)&no|)VAL&jm@lP%Ic zM;E>XS9pk9#h2sxs@OfspLM;`(9rL+4pgHV6kNk~ZrlLfBC@jBNm(RlD{Xo@Xw;;B zwP?swP*9+C1!}}Ue|DSkkm;G3#Psx7Uafp~At4PdFQBOO-`u6j2Q&kv?HMVl!}|eM zH8n$9$&ry;g*=49)T^mAURpI7+T`9|112w~sK0)^|%8^yOk_cSH$?$O)>3&fuxT5~d>T`K=tFmd*t_`12=5&7P23A67N zzx~8+J->V(AQcs?4j#&3Oq(9>pThdBNu%iCTfQp8B}eA5u`x8ye94ezf-q+|kCI!z zpq!othIZk5C3m&`_Ygq0DAY0BMp1_6vVIJUBs~EE!SGv;^WqL84*(Kb0Go=wCcqU^ zJ3G5BA*ZI_T-d+^hpyeV=3^OPO83-}bDUT<&VLe% zQ<02vUdzkNz+Djl-a0|UH3>B0x0h##ae*g~1~%TJD^1M%XI=`rG0vVnYX)h_(BqCU zV@BZqJ^SGboR1$r-koTY2EgV!A#+(m!UBqvr;=V5Q8Rq_a2>TMP#I4zyX53!nVcH# z!=}5o+4$_)ZA*d7$Pc1)cd(Tc*n3%0rZo_SO0W10)VQulKWnV--xow=NK<2d&z8wJ zzQdDM2{aSa`9Xg@gs{JSg%Bltz$J-NRS4PG*gjb8JBdK5It@fWOW@%zB>=32g*;!< zCH0)fQDhNtu=5_}k;mM6q$?<9XJ_{SRj!YFO_;;Z2F_U$rKY;BTakfFJb3UxbYUOT zzlkDMLPi$L4$1biGkY=~HvVq>Y90P1+Yt&emOSOC$En;d)f@a$!qQ(m3n*SZdQ$0~ zh_h}^eD%nwy*faFFg-neE9qKshakM;D#t$0gf*MrD#aBvm|icgsY z{=S2`cCGFE_d0Cn>SzrGNf<7a0=}lle-74!oUl?T^L4x0zSS~bn(%~PCY6R=jwYnq zfu`hVF68RE3xgh8^)}6oN|&9=!}gCl)*_=HhIp$L_V9IG)i$ElB{LY{yvhy%Y2h;K z)3-O)WP+zZ(5b&+BwczN?_7$8Kb{p(r#2nk_@azvW)>C=b@eP7 z{ZF4iCq8-^0NH$RLG;d^&E}1 ziFZ$+pUoCT)C$e`xqIUJtF1nM7lL`BdGwy-Vl-SQ;w=<~lR9UGmL6f~td%kyH*LU1y~GZv3H< zJ=Mm;!^IUIDZlV8?zxS693p=npJYJNui^W=>SI#`7sV?YH??&%q@C8b#*^#5>tzLD zO(Oi}Ry+iweEg~uZX2JmOH=n$OZQuPqMIy!<1V}qc6V^$2wsN55-#q?KPgml`n9qh zn;f$K=GVJt0a$yg+bvM?K$~_^n~(j{PgsedpP4oDKgy35M9a$v(`)o-MixnItLBRb z#P)TyYIqe!8?#GfN5y$x=wl|8ge&RbUZ$ z!Wdxzq_g9E{4S2D^{xNJ8UA^zNiXUpQQVsWn>+Wqu0L<8GmYht``UPp&u_i$!CS|8 zk_&sfo;Nv@ulIhgJoTEt^6TeHy@w=02ny#IwS45a0a1CeW$Gr8(*+C5%e}&cP)7w* zGx;UehGo4wM||#96VIz%Oq5F8qs8|`c?Lup{&qE3MdG|@&Cm$(DE9lMibsy|SjpG< zYdbs&Ok$S+s^xI?^|8@UsPk#$F`oNYQ;}6G#g^y8%hRnUf5ZH=vT~)mra{c3#RNV6 z>*|YVv);Wwbg|BJih(L(c`aR?k&2Exh?V$mDJRugis$wDPQ?_GH^<-VYMu`l&#?upb-hS)+I{fe z7;ht<7n9f4`a-sWIF>fUXO7YTV5J5@inK`}fuOk+O_@NwF$Mequ4Am$1y3oSRS{Z0 zqO(ASUcGu17dkbI9vM(eoZ;aiw&{K@4?s+G7CIJa=dD<)xuis8iOLb}e52fcObn^} zV*d%~IG}8oN8B0Pi>gNz-g(MJmG@TLW$3b7vrAcDAokjP!$sN^Iz?v1)B~A{RMpgs z_6|~JOJ51A<8Uh694MG1<0YJOh2Kz#krB37yRO|uvP^`VYIiNRTo%7st;C%cBZ0bE zPDh81nuZ2Va2&F-Y`wj`gjbrAlj+bl1+-jR*yrn0LPPN`nl_buvySb0cFD3gM-eUI zpmImM`WDcKzpkS4pt(8d@mADAAnR6zH?lYME2wo~M5pn)qqOcr>}_3L9qaYLn*=}c z=F9F~>&M_!zxOh`?R>JjZpi$Z2cswaON(Wr1fy}(TrJGB{Y~W1?n1va$=%+A6{;$F zSd7WQT%2+?ZlH#C{I6QccfAnoPN%-GR} zFXV1K1lUk2I=V36u+9hwP{5C&gzyu7gPbdY&{F~0IDO81*Q3r<5+D^4ygFWwhd|f8 zgi)FnU;bNAfbRdEYwm5yq}P~9@0KXtmi67YO1Wb>SYCO0{7INuwpZ0c0NXtsCF45n zvY;2GFL7&)kDiYuE$Y-=(eqe3q1lrA80wT&^Wdc8FO;dAO(JYpyJXb2v$c6&O}~pi zh$AfdZATW4Pj>&ybSu+iaqDRpXqW@TgO{o@-W~L3la1f_Ep2AdpDR$T#sRT22>?C< zm@Vs`j94J@XrZYo0%#C7C@5&G!G{K#2>lW^U=@_i-l&$|_(D!1u(C(uH^ z`S_0{KnQ%GXS-g#fB&ACm^fIo2m{W#4h??W5DQ>x0bYdFV0~{EH&UIs1`W4A*@4$E zu^iEyx2&EQ>KSv_(Tq8a4QvjcrtG&JDiV1k&7Z8yvifFcRFa~Q_N_-cUKLyV+&Epu z8!;o($if>!h|Gi6FNL>`UX{0Ydlej#6WTMXm%r__VUFm+<5C?0e(55>7WpFW9ALtO zefvofR5#%ds28odkV2(t)Ok@q1k+qsRaFGeM$oJU0UQUNqm;&4YG4`;@b3Npw~(G4>`XhB`pmN z(G}n0n8?$`B`-!~Hf%$iKcgN2%!3g{BIYUKY0i_;__=POq5vPj-se!gPXP{Ne4Ruofwqd|X(M@Qt zDA|4gRp9IAdcDRGN8;PJZvzHK5SgPbEwtYI{NzIW`SJ!_xd6XvC)1T)l_Kp%HG_Co z=>)(|K!Veu9+!VBJ-UITbXb_?T}=#w^_Iz5K`%Ba+-c)P3sP)dF+P`Wt(jJDHHZagiA* zeiIE7*nEaHu5M*N2Wege+bFFl71V{fVp$UzC+iP6h(pxZMk|g2_S?U8&=}+y_|D^y zP)<6o#5rfK`*z{jm!L%xL^`yd`3gMFklzE1MuTqBSb?YRor&d<06B*452z zYI-_Hr>DD{{CKZZcD-A2&1|f;{-hx|5!>*suII9Onm!Xv4|5`+Bk%sRPtnZ?iU}$v zriV8kbKP5f-_e2UUv`h>DaF*~6>&UGMx&nI6spznzo{jY)rDZf6*=3uuhJ~0ZJYn% zJC_gu#KxDCP@tXcgGy6RujTb0E#=6tja+S-#KX@Q24g0?oT%#ejg3@nmX^3KFq)Gwc zGwK&m2~I-y_v>>>SZWAc7-+Clva-gNH|>)Y6%~2^dVlKKzS0frX^U>fcSdoot3Sqh z^j^;Qj@%xx)ckN(nnb^nnX+{xX%lck~oORnGBbm z*&)*>WM;;nGV#W#aheFv%{_xgXAscjsAbm6mV=jYaC84DbuWao-Ty_2n1RZ|7M_-b~w&(xmc* zUCsVZRAc?HYR(cf7}MyErv3o+=*7Ci)xp)L zeSsugHJPMdOuOOfqJP^llUSeTFvi6VUZ#O;RT_w_ryL4jy7$adm()*Wl$bwkjf`A< z4=B&NNLwS?_+vd~0PpFcjkU6bm7m{fzP0CDK0OxvaF*g%&=y~w?+>+}90AqugEm{u zj!R|IHa!uWJCTL=0MaKK+~B?5I`{e6uL-+j#aB5D!M=WZuUajIq}?U18ee7dY$T*FRQ8>oL!U2ek3UWM!L2Yhu;3VIa-xQa$`fi|zp`k*}eUcE87X|6$jK`Io_ z;!beTOqvzhkjHA`(B3HwH8$^3l2CVES{-_C@KttX7om~CdwVNj?;$6rEk0q3@3dj+ zU}(^jxijTb6tc!gCvIPKlJ|}B)xH%REZ-DL`8|-YZ3T~m_X|??4$IP7e8QLD-oSas zrC+;>e0l=w&Uf*y-;vw+L&RpeHeUPi%-?Gg6&eg^85)w<+1+YzBvZb56DRAtp1sCq zo%1|%;GrGf&WrciuYJwKa@pHyG;LHaXtiFNqL^H#2-c5R)TjPF?mRzy?dUhQ++lnb z`&Nhd{y_S`Ntvy1CHa7+;6H@*CY(9pz;L0!n46pXZ?7Beh3`K%NLCI52?{8)+?bwn zaYb{&trL@z3Anin2xX(=R30c7HLV!>y(kkTOD4GVs)mPA$U>(3<7$(Vq_#Ha>k8uB zo66=MYYXM?a4U9;=;r+UH`hh)_vkfdyDDIxQ5X3Zr(CE+h`*BGA2>Q)^=P!3GEqYa z84OKHIfdN4n#BRlcj&)CaAFeG*BpQT{JCgQzLkYGU)I@T-HMw;Bu)eS5~|YN<%6EQ zjGDaFmxrgg{Um=FUdJJ>pj3?E=T&&ociPzDhy#DmHhy>@X7anQDF4`iUgxitepQcU zyjsm;87SMjB5^8Mp$}YBb4f}{DocIAr^)&Z4=o9^ls6?vK&LN!v}S+&@$!ZZKOdcX znsH+=r?Cyb+EHTmF=O>ECBca}Nxw54Si*yIbcJ<^OT2C^+RdHom<8?Hx-dqsq|zC0 zc6~&zM8l*U8bgQ4ZXafgyFi6Q-K4@h}QN{Z9YZ7@+BoD3`o%|wPKd2lAnkD zN|v7UO=;JH694r&{1ayLIsuZpe(%bLI|yXwxh*zhO%sh0aI{$8>#RXlJ79aSt5KeNA4O*8l5pSp$V z_f54zjG&N^*D+guukVhMSl2!iz;qkfm*A?xSk#wPJ19(5`xTkmW!)xV#2iGPnwurh3l+x*Dk;> z?;nXuf_FY8%`J;3{-ja_vJviHbxBM&X%KF{>ZP<|8$UVV@35w|=IkYV<<6DiKo7}k zBWwt;AV@GK!7Or(65|<(F)eR05>&+WU;jTzS0;LUsi0ewwgzA@s-Zzj3RE9mgEpMG zJOW=$cww7YHR&exuNjG#dBl%gd86TE$X{vu`X-ek)%@!ojyX-z9g~TZirZHyZR$ia z?2pgpS7(wqNjg4P!C3M9_o^2E#_qrUxmTU63UYFCTJDL3KH9WD!>^Q5HMnQJE)1N1 z?FpOCcEw3=vnrH=U8I|9epY98Pi$5X^0U0ft(^RZhqq4wDzU&!5`V~Z&E1LxZGy;u zCvG{o-)UoIH3@pK_wllSyeE9==;#UyYbDJafjbNKy-Ba&w7J19wj$d zd$ql&yR0%274iue2?lt32Jf1M?LpDPkC7Y38U$T;&2GNmy{xfx=gY2_<)~;8qCbQE zEuF(NXxH5Xl<*%)161T>+}uiQjm#@Z|`-!J^`wb(|N|i{6#Nu2b1e6 zG=H?c6+Sf>&8)9CrxT=`a+`1I(tMewZK!MN$xr;o>iNHyqg_));D0r^-0p8+dtbFJ zQqV%kI5I!2okMa%=f-6d7v_}WiwY%ySHp8BBbzpw7VdqgsrIR^bvYz-oD5I&v-9?k zr>QdO@D3W18r(8Z)kfUi++ep4Fs^+5^r?@Lt|5gdTE96^+PeGsiJPAf)G(&6txn|R z=Kf(Kzbe-8~Ywu;W~<}BCRBxDy5}2*Vg+-bBJeuZ%ZWe z)ReQ<)k_){h=tg!k;yw!*dZ5=PV_4#EAE~9eagP>EkV(_qO^@blOw^>BT>?IM&#ak zEZe_jXKD2*6rW$*9IaZrqPTW1ab%}!vGy$Z?T>Lh&^UN zhkO;JzC&4B_*a_xemlQO|P>Byr9E(&9XS z&WuVw7#SHC#_B{o*RZ7q1JC{?#3{8z6`uhIp3s->U@+#geECva)(zt8roY$h) z#gleN2crXjMm~MCZy!GbDk{`Luf}|I*5L!+XI$hu0Wa%z5G_Qwh1u^9{dQqygYxmo zU_>zJk3UFhOxNsCR)p8h-Q9l6>bkJJvZ6Wxn)oA^s?9sD#qO}qxX zNxjI}qdB{+(&fM8F}%Y@Dkkd_AkME`Ta$LQ1nZ8hyubT0)CKs+ny44pOh6kfRN0+)!Rk)bfiX=cyzkCZD3uRgDb1wreY*!;weuQf0dhk?5 zlK7t}b|56(8IX_b+R9lAJ4c!78vaa_IutS~7+vX_ZauY%V%EA!56fCR!lJOEVSgVH zPovTMIg6@=vzk{r2;<*xef_yGInw$;`YdP8z6J6kT!VL@#(3#;)p-@YiE6rJxYE0; zM~C`dE5m77dP`sjInI0gOPr0c=OVt5qm_Hy3zpvH@p-%Xhd<4~2?<$oGS9|QTs{dl zJWVL~_GX@@z*C+EolX(!Z~arZbhanmPH3(u#r}NeX0z1lY?DL6M^dpla_gN@bZhDK z?X(RX2SRpXerhTis#4!I8P1%+IGnFfwUvo4k>{$eY7k#y4xW^k(>lt1saaGbQ8!`x zy^S=&GusW`U>HoBD>SFn? z4zI*{qmv^2vs#zN$?oS6C(R9>&MTI-)w8=vdq+|FG=2Y6X<6ecvp?b|Aor<&?rG@% zQbDv_t!RNIf66M(GA{kr4YiAIG)_ewG}JRLWe52^UVP2689ZZ(9mgx*7c!)bK#C;D=#4|Q)!&MN^AwxofF9%H5BVt%`IqqR(^ANKb%AkRi)y*&!+*%W!5 zXDU2XOAn-5S2L)j{McGT{K^vpfo5J-#)hFj_#{YG3;V5-8}&iKWAlU?d$L3r%v=aO z3!Tkixyf3cT)~aS7KnHsO46!L`}y){Uzh<$vbR=soTINnid0lr3@(qKTBNr9!Aeb) zCFwP#l0d(`#hh1+ivj1xjZHx$VXn);4TN9lCFG+t)P^{5-dKj}RB1bcZDd9FuC5 zhCHez;1r08a4LS^c(GV&QvC&&T}~2Tx4f3Q>XF}qMx*hEreHRKqey99KlLI_r|lUY zuXi*YYG$?z+Iu4hr~kT)EdvspJ>$KtE8vIiH=&%K%q0&Z8z)Nmax3pOwO{#~BJBF- zpJfVo*CzXLP{_n0dRmwM`6XoxW?u+7eY5kI+_1j(IW|mNcH@G$^I871jT`L!d{(p| zmrK5|_j6J0!-XCKME^R!ps@27#G0w@{jqc{Q;%s8fQKaGq$9e3CjC(cA!uxZbGJvm%^PGW2Jw#qlN|ef5{mSv{^+5jfgX! zct5x96py}|-JrL6@-mb94AohNX-WJ<7S7(GVu4d0lvIhWa6vHDRxLmqB^4L>f}i0_gG1>jR7 zs3FB(y_puZZ)#vf3qJxn0tC4kb?zEL>{a+)iFyxlSM(dl&~L;^E^O=F%8jg}4aKV= zmn#YUky%rEDL?F1JIzW)aAk63qTda0^k}eTFvY>fX`siw23tLeTnv8GV z$>>XpxEzK?z<45Aa;DT+DnFPwe8Gmtu7NlHe@t76H$Xu2k_ZgRwL}VrM5EKocYH{2 zaq@ZK0%AU{aJPRR{ET`9=Swy)rT#lx)rU#7(g=EJL1Ig|CSb_LNUT;@-&~ zjmz1UNb5BjQ%O^_YLDWend0#hbrpaecsd>@;fu-tmXQlVGq6T6Ob1vm{TF$4{OCA> z_tD&0OxCq2dp}Zqn z6-QadRq@qptLNYWH!YDDx&{AaO3Lqj^7Gw!w^i|zVNRA*_yoFdIX8h(DZQpFPlB57 z*yKPUn(jSdR1Z1Vh6L9wj)=h+L_ z1#S=_#FT==UV`WaYt=5F4SDx>k%d*^TXT&58Q5OpBbPt1{K9;od3sucu4$*~UpM~= zi}zSByQIZwC`e%|@9tspQA&P8=uIND9&!JASKmPYU+!?>Bp!Qe3G~$M>s}L#mfI_t zD6%3gS1s-*-akVH0j12*xXz0W+(E$%uE-h93DF^L;bCuNJsnYUAui%Q;%xyDRjPOO zM6E&nUo3>Vzy#NPF#XBm@cEXA#l=qcJa$Db>_02%!zGBIR>X&=l4JOIWlw;6{kqvF zz*EXcfDG#on;DI|JY|(&;ppc0`!*U&FsR#ArmPcI`^*L1(=#>kcAr9-Lj{3?`e%eH zOom0YeysH*bVaYm5={A5qj4SoMED-Lyj8^Yt?k9niY%}Rx`J^M(vl#TrUZ}+rC3z# z?wbH|MS?5G7}ctSsI^Ab!fMiM{ssvv6Y!xMNqWgMLrJD+xQ)6Jm9}xw(HIT4RQJ!o z)`=a4-T&7!2tA4y=+Qbiv+U?WNc6wztlW@m=q5}bm-vfQFz=A-vFN@^3#3K&6>wsa zlsE{s8jB`IwKsma-MZa>eUfSbTqr_U-yjloG}Pgk!Y+xTO&EjRFn=B7~=u!Z<+tb9@l`fPzBKoC9;@g|9{-?cSMf3KXOj zebGwWpe&#Sx0wDl*=c^JQV0#Vk%dhR$j_$LBy4MS@o2@$hPYKS%xJs_p^e{{js8$^ zeQRU+ed7VB?F|_S<@%t{^}j;oD%bZvb{-4;10rL#Dj1L(x&Kp>XfVmkZ7m$GM@qp! zo~mvA4p0PDA_s(U&68TMes5SW*H+^}k%b_2+HwEIIZD)e3Zjud@@)N zj^?KzQy8Ru zMWIbMwYFBi`?N@_fKx<-2K3Wp&>K%kP7Z?+5$n~upBg-Lk&RRj0k2)JeGGHU9^~)Q zkVGRIjs{k$R1TB0|hK^v%3moYCmM$~yjc()cvQNTe>mDXVU z_}E~m3M7f!teY?-nX6ZBvbWw&@e6cct5T8JUu!yPXSX!BP*MFoV?eS8Q+gzlp38DDdOFvW84p4~iFq7dZSAa_ zoU5Aw&^Qg+1J;q zgDzF8!tKRY8>M-pEz)cFb@=G;8(?5yAdwp)218K2&_+|;!$W69gyB3fKLpA5IU4j_%>}Hq|pDxU2r@eKjvjpPNt6dMuEQn zWzU1B`C}7UHmwoW*1gGJ6*X_17BA9h;EDc_zJu03iU)ZB%#)<48|M z?>)+wf@vTcE|sr-;J*0Pj^okO(-zQh#zD%A>TshlxF9cR?EEn63cu4`Q&k2_f`Z|; zHX=RK_Ok}wKYX*|)z}(GD}MZcXSExv3ksNlw1eG~RAOxZ|G0@02s$XzaIjkM4bv28 zLk&irW@0a4TR@R$)Avv=u=$syZiapo$~d+R%2u}lltz1g@dQ$YNNqv@j;zT(m7nHL zmZr`L#5qZFIx2x%P|Tgre`TA<2*P>JflwWC*x60PwcUvT}BSuWSeB`spI!Y zvR{aw-EV$<+-CYc=$^^aKkEwJuJJo?XIn*ln4Bllvl}Nld2(uDAu=Q+gew!TP@7lC z_27Efhl!*AS3O~SA4I#rp~MPVcC6D2YMi%3NxaI3A7hbf&w|QZL+1}wNm3t#Nz=D= zjg&I_DnbsNdvKm8?K`O6wqFkQ)U&lilBW_o5sKdeY8_x^jO-j)f9g#XxU3hU8M9xT zlo~MwQRg9qLPck1!Eg$;I5@qal-uE}v9y#gTB+b}^~{58>~qIS_=2cg4|-~b5yM&J zBG{(jR(czRxUa7)m0(hX5{t!p&nD|R!%+hYqP@1)&uKOcC>@o|_$iom?K^DHXxv2qJV)xCN)$; zR!M=L=Aoe_xWH!yl0%rJFarfK>=aakBnV;xn4+Iq3p$nzJU;R|ghAqP``7P%L4ZcO z%@j@Zlbg~{l)k+^V(9l-N>~(51>x(66pT;6VI9E>3wNR24!Q{%n7lsG*48HKaV>`7 zJ{*|Am{X^#z?YblVk2N>V4V$rL6ZQMl%DWJFxoie$7bC!m%5jFbPc7i;w;kW28Lp zKqz}Sw0xB`0bShEW5 z`=~%R=xF;CG?sXx5jaT&L6r0QDF41dA`XKU-8y=*0_f}E{n|P@2to7O(i%#H(w(3h zXUsW)E~zkOXbi$C?Mn*^7IaSZEcFTaO-RZROm|+_Y^p8nvfEq?M;bZ<%!w!XfjCRE z=s|iq3)0fnMfUUOPXv|H7&ZBS|F=c0@GIQryWxZi=8(|P-Wn%URCNVI@9*?X1HvXJ z&HiDQJ(y6=g?R*I9hB@-FvryiqPD5U#b{8vF#Y@S@LOP5!nO$lJ!%Y8L9x7CVsHY2 zGR)&=_qri)MueHU`F)tQvrDe8tra{(4Vs#DjY#g~$&(PLoXb)7%b{;$FAfH}-T_rO z)z#I7UuHqSQH&$>3(n!zH#L`)5iuB`WQS=;7?LwA2kH07zm0ho0qJ=!WdUl39BZ=# zq!xzp6`qHq3zc?Xe(vwFI2xbL6R6~(Fs>69Olz+K{}B1X9XxDx_?5zvA8bEVi3P(1 z@8Q51(tkMagA+9FpU~+*5Kx%|LIMIj?tfVPZr_z)RA&x4LTu7sr`5m{GeG#ypKpf| zYeG}giG14-^dVS7S|n5zyWBl|Fdpq5t+>|BH@?G{u%`jj4}q=C`fxRwVGi578N#z-~D?l(s%4Q&akN?Ml59R*+iVvFn$eoD+xjt*amIl%S10H{eJV5Rw z@(;_PkP;?we}OLE58I{p^WtvK&2 z8-OVl#QqgEtl%ZZUhFMLw7E=}Y*RcbyUQ#b1XZh~Zk7Gw2-h zqes*#=@N7x&L6FDn#cW{259;Vsahb*qHhHH&UffB30qt4=tyVyBGX_0xqmGd`2*V< zl@FQt{yZmx8wXxk7WF8XnA|LdRxX6_ir25Ng8s+_4rY>A>VUIpDDl(dZ>C%nn*#<8O1KN5j(B)T zc6K%j=3QXy7Q{=J_V)fu)Vg;taf}Kn&ENzIv|@pfyyiCsqfszBoBewdZR&7x9+9#l zc90X%qjNxE=@uGyyULahrqn~xxhpsv25n&<9v)V}ti}QB{L~ZG%&RZ?Y0!FnvIV6fr>Lm* zW&o@aI%FDjd@$ib*n%dD@2~Gj%r+nGFoCq=bnj-wDJCYnr2kxO=E&I4aHMbsuJ^XC zPM$A$F=pq^ojX5cNU&;vM%H0geCYT7qjNVY>FDx)H$m4IhNjR1EI@vC8vEB$mU`Tx_ z2~OboS6dN|(%EC>wr!001qUAZ!8LH$|F_~ZoI<6wzP`SSd*8VJR+v-_43QACvth+1 zf{vwOz&Q@8Hl|H<0zXpa$wz{g|5nuXKj!VTtGLZTHfs`exaaL-Oo#ziqb#Fe$jr2D>6s>aA(53 z(=U{lnx zh6itoGUmGnV&pNlUv9HYQ%2pNR6N^LsJX^_l8zJL#rk|p%=Ar7&zJhnjaRW;({jLM zkM3Ss!xPs#)pjK>Obip^Y60_ojm6bhS~a zxq+uU!zzdK*THIy<0fCi|l_%SZ7I{SYLbN5`zjnyUvfJoU}*L;t(&emM($ z35!Et*K4;GLQ7^SKpI+Fab!KYTvlRy^n`Gde)A$RhY-V^u0^|z(ix|0HJ>U*hFZ1q zi7_HVPecT`Z)&!0?)vgZQ9`g+bY;X@7qs>U>9LhTjt5j7r%N&8n)xrRLcFV1*$udn zb`T^gC9^ZWMcCNy?5y7|)Y2~W<<5vP8kH0?&GUHZrebC9OgJ43lAER)8=D&6iQnX2 z#+{zOvpasfb`sCZx@JK!MoB}H(YlT=(KN%GxYqEnBhnKuADGJuq4hN4M0s@S}IPmjKO*>Z1$gEwb+v!)tE~#U zk*)GZ^~8^leAwD}sCte6@3Wo!PYJJ(-7ps#?xNXW2R z1)8PJzPHe95TUYX+mOJ9gX#`=07$sP!6RT z2LG>e1;XYb#o`^MQ^SnUy&})Lx1TO+`XDS^axKEz`|#wr&&rviJLg+U?LyL%76TWt zDR4vco0a^#maZ0?yD@o7K#d8`Om%gioiDl6wG`QW;puNRXax4+y7BO8+sSQnLGf4~ zFjKtkty-tHgY1pwI1^#L=QX_!?aHw+!5vrh)5r7M_lgyz3yHle5EHB7J}XyWY8gTE zST^20T607&S_m1)iO8a+iA?E<5(3 z-DBE)v#o7+^?e_Y#wCB=7nD~&4SZ34p>`N0b3VmDtaI{334)RPUR1c8k33XWR>JV% zr%}b|376)oOey#L(ky?NW+K{qWZOc!7u%*ZxYqO&hsXDuK-f%~Xu;a+%9rE^JWf!*`=gf!R+k)A6Dy)_jo@UcQSh zOna&N3m4keYx(Go8;4OEvq+gpql&DTrUm0ySvwimSMDV_g$ z(j~}8Q;(h+ais9(=za_3lbZ9R_M(s}b|Pst|D4An=|5Ws>Kr&n*mUV)qL zn@V|mQr}HYYKgk=?hp~mZ9n1Wz^rs3ANB&o_^F;y+QVwnCA@KwJD1E9TVcFimh3(u zzOZ#Tmm+2Op9@Q0Tqf{O{)uu{8OtvkB z)a-&uz`QtLr1IXnaiOj1<8qdv;C6k{Gm!D19XY{(Y(|pmq-)w~yO|iH^3oel6?%1oQVm*B7 zQmTCe=YDBx8D$vtHAkq{bM)FBXWLP*Cn#~NM4QLNywxm?)og#< z_mNQ0d=OKLm&f;jpEs!7RR`PsPh+t+#S`=aJ}E%4G5`MTe2=Y z;**`Vg|ela=6pWVHl1TBU@{*uCZVuYVc*K-L67w%c6HUZ46A!>E2g}C9Okwzb*WH) zrnVTx_RQ@R7s0~#qX7yZ1aN~too6=Eb2}Kw%zJwB8PHIafa%xz!UpEua*?IifCc1xWo#1m0?f|%7Wc=Gsvb6UEk#yGxqQd&e!KIh z9VQDA(s~+O9EA&FZEfvB5kDq)jMXcZ8(TuT^dFirZ&P+}zkP&E@$`nI>#L~7RV`@; zcZ#T9iwmDNVLPklFI0M`G(F?nv849+`~Eap)!}^lIV*NDuQnQBUKKx3LqP0rr-@*| zl&_lyh+AM5#Fa!{LI`kFJH=(aJ6SO1$@~U)@nuUAGJ{KRl7CHl+{LqdSHz-T{ELduR*eb_Q#=_a+E96WEB~Pa zuS14{m^{|rNwmza%PI)^?bTP6y*@5nxGz5;!$n+s_UTZ5@La8qo^Ry6D$Mt;49d*r zzW?KCd2<&odtHGnjSKry?;2gPNGY40c~1VJP@cFwZXH%{D@_-|-e-FW%f_Q*c2Of% zbFfqt3G;sX7_en-5Zx%nb;KMiV10R1q9ek#w$<5Xo9`A~sF!kKp;QzND_%x1$$qA6-!gU z!oqbS!1?U1*gx!rzqXXW);c)+f^N=)DLuTX5TcIemeXLzu$=Y6Y5{K?23F=IMp+jv5gXND?cgr zL39{_ zvg;2rY-TP>CnXhEDV==58|}MD-akb!#$(je=$m?51NRvg+x;)tBqk`+LZBnqSFByP zdT_;HP*8j`Rhc~ghB+hLN1=W;3j=DD+@PRG+t;_Q}Nk#-ID=TcZ~oSKD9&gY31rOVnl zu8Z(vYZhh>nU%~1s)p1mU61c>Rb0XE;<39{NcL8~lGx?H0ZEthhnT+YyVk_-PGq5| z{8Bz=@~1>X2~cA<=vm0NMn*=Yk3Dq1{E2vfT+`Z3?#m|#Sr znY@?~Bvf;Z)@xkga5Hn!?`+_9ic7=KHnn43H&L6Hm9?NeF-u71f%TP zp1W^PM%mf~&Ppcsm(Is+2+Y_V+f@EHk-AXF41n?MSCH2`_tP4jgymgatxeJ8H?@5m zb20BoXR&!DQ_YAoopx1S66AVXQ;%w`g!mhnlhoXHU9*Kb<`2t12$-D9J*DGiZBevY zY;nj(PT}1REvl81Cy)$0SkmVQD6i_}1qR8iYAkUZ@NoRm?r6-35MP@|uR8YkBbtQM z?3Z>mEvnp#*(tO38R9}cXFrymeSu^_*p50m<8SI-ibA^4Cyk8mmwgjd7(+UB>Wptb@+%sz(xj`VUi9DJE-Asm z64d#Xci8#-%|9%3(+hc*_tBTFm>&0$dmOfg92%pj-2ksUQbv8v`n~^&qKkO)txfN>=l?CIv>p@*U2v`l|Vf4QmIwU z4Hw4}@bTE;53(B|am4igN0zV^DZoFHDgUG;$9}9*^%nn|OnEFntCIdVn^I6|Ti>=M zvem{2!cn|;-8F1q5Lya;ZR!1ZPgL4M+HGk2KE~HR$2bF7jn}vN@jc4#Cn$;V1;~}` zq8&@^^3T!@@RpNi@_gdWEA=H?F8-LKp_$C0tH`DQILhw<>rt0a{loQsX%PlN9a<#D z4cZlpo|3vdwNBdjU#FBAGWi@lW5ux7WXGn2TYHyzc`e(&*+M=(fxM+(b^nG z`z2;QqlyfcXdbs^3(W;MGFPq`Uey=6U#SzhQ^V2y?dvbpN=vhgRNqgP>iv2wB&lEJ zpy^Q;aht=HWb4Nl)jsO^q~^n&k{cb_M>O^1|Ay(cGVCEA&DwlL7a{*Lf19f{`_vix zyCr;1ovtd1JY?hAr#4V*YZQ6CL_Olv?w`l_L@zUM(#tD8nitfxRENh5sk|vMDOOzi z?yf`IS8n8d{^-xdI+Bh-@x|u>Xe*7vN_lZsuWB@MpQQiR8_c(J1caCdjm$I*j(odl zvC`@Mzw)t33#&OPrc-@)W0?o2*fH>RwdVX%nc-y)4{ajrY0Sa>TTd@=99T%9ZF8Gz za8_lutp9P?^IHWD5t8zr>=S!&cmYWZ&i_O1sQLE6Y~WO@n&0FG#Lu3gA++H-fScM2 zF6Qx?E;2G(I6QJvE!22?-*kJu19A3$dYq}kaB^}QdoG(vhm_Wes5!fDq?=`xK;#MsU(#R*)z#roi9J-PpJ--t0S>Ye20JCK&Xi zmJfwOp9s+o>7CB{HYlUIylc^)cLmyO_+q~nceQyMqU4o#`k51{c#WJIY!qEADA*5h zxYw8TTwZ?uARy?9Pg$f{2EsGsbIdI2oT#>YPev+f;jGH|odk?iNEc!A8*b@5AM{Xc zb}3{Yv2~&S?baFUuFJRX zUxKwGPwX0N9B>h(R}zFh(?jxuy+4#?;JhsuN4winLBBo^Cq#C?t{s-hbzCfKc zkkF)oZUj1pLP1lnh@zs|9=jwH;%5LVPhdz0+qQ@~0-CK?~ZOCh31 z(0aa{A&gk7?)8>g0SS<{W3ufx`TbXV@djdVy#7BL7Dd~zb#zdTSsN#9b5@0F-P1UJ zTn5sze7&{CvQ__V`P_LVxo!h@HHCxz@F54KXJFvyhdV?L)M96B%m-$LkYAk0Hb)Of z9bnU6GeP}4n!K?&Utp1WY$gOMD^d&BV*?5ji}P)HU!4?@5MWM6mAw#d%5R#wAqTrOO}x@+H$44`=2jW zX88~GzD@Bcs2l`v3eH1;A{>BiK6q4!EdXlIDjr|onPn?kqJVq$55wZn>2TVD5AayR z%dA!bfK)SL9=w6F+*nU<{z~r;e1w=>Gs4NY>@prU^9&n;6(-I$UZ~{AAE;o3KSOz& zt+?3S&!C1t5V&a-G)dPV6*i0b@zeMsR;n!r<$trM60Noj9kdS^e@bT<>xnKGwj|mp z16^#E72CL)iz{3}X~;rI7kjMO%ODG(=C7}>5Bi7m@Ca{IAOUYcu)x8|Spl(FR9u|n zu$&?X^VMaf>_0l{3Wh)>uqs3+i;s@zTqm|M03w%zpkor2Jf)+{b+T>|Lt0hRNsMy#r_-HtGm#iR4J7BuYcy}~&!YhQ1<7Ueu zFM0IPUhKT>(+kfW<3+^NW5*5-3Z007AqswUq<%ROH*X(V#XZIoyYO2nJcb#7TjJV}s}0p@?t|@ zd?SXCbeT6riT03LlN#h{;9mXd(~gY7Xe?x(Cb8_XXt`uL8$L7n}|c6H0Lgx zAysk!;+k_>_sURi35W0uD!4w#^)#HFGaePTu8sLi=C7F5m5RS#-YrL*X~xIhCPxqW zjh3?$6etS|OCzBAL@q{@KPk7sphZap)&}!XMXZD?OB!Pe9zWzo&;aB9^+O-71<(S8 z@%1&jnfHTo3Xh~9kscV40Gm@u_^>cW0d9iGk5FsWzWry#Mtcre11%}~{#@48-JOVM zyC70)KKs%K3nsCNL9{J{vYfOa+t|c?VnF;<0ir!9R9cwm@N$4%26ypS+dS7f_?{t% zEkO6m!^#B~T%Xemp?qJkbc4p5OyUrf>P!>|xE#JMQI*4~#PZR>5T;X@t^((m{{CPX zp0xftDH4B;Bh;3QZr%A*LO4I#75P`sY-haA(710i1zJ|f;;9zILDd@=x zUDQkd{IDk8XOMYLLX|g$o7e*=PixT(cvXG1QR1`<7s?^10eWHaMR4ly$h9=ftXo%& zmi$r1Tf2UU$VNv;8;?uDL4^3L0XIa-L`1%yKXB*Gxp%&JjETs@f997I@rc^7nx9B1 zi9G}1VfDfJpazU)SC~xs&Hnibw-7K+;p9Pdt|imo4M;44u#14fMt)iLo%C(+@jhd;qF|vDx8}9{6 zhsAqAvuMoAD!*>s&M$e;_gsKpl@Fd{a5WHN;a$YfKk~knd=bd;9zA|+^6d-0k${xp z4WofEsO{m*gW>1L>jl?Zih#9|V09*w*rJ6)#*&%6PV7WGSzwqC64l2?$VN6c7lDXsY5!rczW5x( z((rxa#tq-@=Qlm~_xnsc^>j}p8E%XrGgN}(fZL6ij>lAwZQ2PnBU&~zzIdh~d1_@0 zM#EtYj~nd6)UtL{F2}^2Lw!|5S$Qd>p;#DLh}e+DsC(Y-9Xm9R9g`-AKgd0Io*a&m z*<%Fj55xe%PD9wzy)7O=ZT^mf_$WQNJybxEJod_eW)U({uTM9R5~HPbm7nuO@f&iL zbc~xh4=Wy4WDIQt3WP8m3Az!(0c~<9a20>4~9DRe5gxm!qSDXQv0$mCsHqN3K#|sG;_ghvG9a7zpk=(eO({(}_=z_x^5A z2|yVYSjCIPBe1o#^@h6tHiDfF(Q2Y^Pa zZu#v)VbBI3(i>V*0Ru9!G!atX(#?(tih}_FkKFdbh~L=kw48|a_Cul9R&u8B$jT&e zv!S`WLa8Yics95wB3;`(KJ$MeaVGBT}49O-cdDN>=+Z{S{ zhhVnxMJ==T&mlny!s2Dn=wYdhIpTX2ntWmPv%IBpfE{O!?xa;n=2>7QhfVNVeLdV1+mRUqFN;rW8(u@V|kxTbBu-4cR&ys&C z79$W7Hr|FaQywJtV=+|r99}v#@j1A$(I~wDCTEbYRzuFr26j5;Tp#HQN*PC>DtrH4 z2!Sk^Dpn2&W$(w2;223ccI5Fvo`*|^psr4o;fVjxfYH1DNQk{5a4N}a zi=Vd)D`EkBLEuz_gosN0n=<`dqJZuWB;`>zN%BSh%{<=tB-OZ~q!Ivt;#v*~5^ U;0sS>X$t<*)7eGM(AppLUyFy6{Qv*} literal 0 HcmV?d00001 diff --git a/notebooks/normal-cable.png b/notebooks/normal-cable.png new file mode 100644 index 0000000000000000000000000000000000000000..da55c48c54f13d0f1f6046d4f8545251c758641c GIT binary patch literal 37329 zcmb@ubyQVh_bq$?L6H)Xl2TL7SDM3LA=~i00L6H&!5h*DZ5Rn$?loWwOiAZ;M zAK(Dr+P?4ajyt}4$M@Ig7!E}@`#k&EYprL_x#lA5zS>=q^Ow(~P$&{5ML7)=3O4|S z!kIWn0RJM;Gcp5zh`Pw@xM(_9y11J-S)lHjxH#H6xY#~5z2au!n4q#d5)QCW%lI4 zIp!BHm>)eo-zzKgWpKyVZGOL%h3G2bnQuyhZQFh|_xDyhM69kPi6M7Hq|2;2{$p`nVD>8P9VrAG5j)GPStA#7KUsFZrwN{n zJMjKSKyuk}wPYaGy~_7!&x9{ALCW86QC(T?7qWJbjB)?dl(8D`nCR#qXPJEJ;kUG< zC5yI!E2YgqzQlYjgQ&}u>(^g0`D1yFsv0MacbEFl5D-v#aEpm0mDmh8HB)LE^Cgb> zi8C{&Hsw^aUSZZquuAm|Uh2;&HgCI#i;Ig|7%t;}eOX{?vz19|UirhI?PvG(F)U^} zYG!6;Vs;j*Rc6snrIsq*HXS8}h6TKFNE`P%dL0o#e7Liy>2>x7^VHSvxHp*@7vae# zU$N&q21x~c_;AH*f35SqfQ_P}qVW6)Y|K>wf!N*UfvO>`e0`4i9@j$rFwF9od!9XNA6# z%!9DG`wNY385k&&_BI?&^FL8~`0!!$(L8sV z*O`Qew%JpNpt*B=xQm0?9We65OooI-Ma>UdrF9O>!v(YwUbiV&RIl*yy(N>vzPZcj z`Eq5&meC)($vpqf_sGp_X94+UPl&|OhzRq=-pq*009%b~!q3@Vw<(lvy zqR{0tZ&iq^M%S#12W^o}C$7gVq(`AE>KZ3`WMpMu|NX1e$V1#{Uq;uTqb)S%InMxJ znoZO{Z{aK(F{KGMF}JXwJvljPseg_~wAv2W2_|*w6dFG_Dbk66H&#AYb+lIXdSk=! z8asP?{~lxzt!44x-zxWYc?NG2mV58bQ40F{`bGO~N&6W}F%b}Bmq|k!cMV-!zC!{< zbS4SS53{ncw45U)73}TpC2r)2sPW#v9Kh=^CO#ktkIBFEC(q_OE9?C5{>KnTJ}efy zb$k#SYSqhTOunfI8^q&(dMrdHv2$T_bCX`&<4yFnyWjjz{pvkan1mfxezvteJN`Dj zib_yr;i|(r`5nws+X~Vp2|3LD&eqg_)=Y`ghkwh}uejLAgS-wR{nN6ieJuHPCteV^ zVa=vLhKG}?)+&jrM$wSqt3zwicNwp;v4wR>9(4$$CGuN2bqWl0f4CFK9M#1W;j@iy zYZIAIYuz9B@46AMFEd{2+f_08ijo~k-K$rx=6gyVtrXKs`6WZ3_zag?_rFr%uDNYA zJn|C!qU8`*2ymqZo zKmn3}u|Fq%x#skE-G61cEGmT2YazLHzfWCiHmR(vOb9MucREVH8>LZZKkB?!VLvKr zYG#I$AmJ@ohutEoJ3SFom)L#y+!IeuL4j)FTEQx2b2=#U85Z-*$;ruMyHkj$!@oWN z2SqRDwvxPkDS9i*1|{EQCUGzm6Tv9)-k{2j{L&>k7nj@D6e6zh@Vtp+5X0s1!EE^K zuAr;!dAPgt^ef&Xr4;hJYRqQv+l>1qIxBdSwL3?9Sm-oKv+&YmMXMOpd{yKfTa|QgM!m$gKGl zWv)?OYFi9z)fj)G>dx9|(hZe3f{Eykky*;_d(f5Q#<&c`NQq+oB z%u4f^el3L7Q{lOJGZacL<+OTzw*TpgI0Rmy;}3lD>z9kP=80j*3z*in=2w9`f(NgD2Q(rZ(!% z)@1eZ^&R|XL8SRv_2bjN&*J+d&dp1W=6sM}+8YP+X=XGEwUpA1sRWEr+=5MJs!q6B zSO}PynC$D0-BLZK2>JN=6Gfa^Sk+TGTWkFWt&n%`3b5$G&-apAEaD9m3Jhz?Pfw1Xc7MQOV`Ezx zt4Ug~J&L4c*D628$TxNV+NHWg9?gt}BB8K8R`a^M`+j3s9Nu{9H9V8jW3DU0*b_A~(}cv8|Ysqji#c3?wAc zP6-?scsvS`^qzONt1iGs+-CHgAy4-^J`9H3B4=c@*LUs|XhEll84M$bkwUR$C$W){ zQTl^)g_fDNnAa7~^OvP-tKO!kr@w}sXu)8&yIyPMJ*JhElvD^LAc;VBU_2pc6hC>u z4@$>n*QMXQ)ipJ*3k!K5XBk_zyQGY)Te+Fn%=jX1ZFH-UM{DfOB{}d}|GrsjKdKCI z`O90BnRz|~5Sj)qocX4(4akw0D&bA#*%%ZW%K8B665DgYNpBJo6k$Ix6MHo7-$Y5C8s~&*>d&{z6Kt1-WeU` z$LS_najRm-_UG#MtsaZflYT2M-rU~SL~-E3!Hv3p;|7FIe%}v()QdOomERc?@W;Wy znH8sa7GGVb;%?N%1}}&35^7X&Ap8;IVHJeHBU>q=TXOO~f z$kwhJ`fSQ`P$30^t-BR_u+5vO`u$1Ir+V)+ze6^bm@tT$nc-Tm-K8~2_|WLyvSYo3 zq00q9LcLEWIF=*?8|-1u>Ju);aZX4rFkZnKF(ePhgfo!4#UFRm{>0m0jM z@0x~6Y!=6As&bBN_Q#N%%jENiRq&M@>tS}dCUWsF+q@|DoxpwK>06WFJDy%J09Mi+%hgtT>jyS5vBLf((Q)bUlHsVASukS>d_qfEgBY_utxLlCG z>UX%v%E!lt9M4amKFxhx@>SXh3NbOGcmiZ~SHIgr_fTgs{2}4)sl_d z-rf+04E#qjPCGQeJI|wM_l6x>0nrRQ)TKbdpc(75<)(Sc591fWqJ_75KhYQy(3s^U0#v7g&mNf*-i@Hy+oRZF9f0&{w0*)UL{Yo$y3reSh12e{7Ut@lUx{Q43cj93`fFiEuid z6&mv}>zS_IXB;lIYiwWMi4ODA{L{KlbRvyTj>hXe*g2fRMWOi5`s!0>F*P?;? zh9AVdDY>U-4vva2(vA#P((k zIXYJz$7NJ5W=6?nTJ$Qvq%SPEY{6W*%RO>=(Bjt_7Gxh(buDaEk#l-lV59t;f+ zH=FB7+*uxo;xef022O!{#$2M7~Lt3V(XR3fFL_Er#R2SYwSK2HFO zghi>y$%*S|{i2=BfAgsN-6yTTX!92zetv2+P&C*edUiUZXSmL>`)#HTEA;ZrfLn0g z`TMv8mrxQd{dwsLo>n2auBdA&6{NM1h2i@*j* zQqQe6R-(~;I4CW*X4z$;&WA{->GNh!2OmJ3lznv=5SgbV-%cHvl0x^MDZ~se`F6FzWk)#nfj6H zdg6!unpX5!yTG`ch`6e-uXy%@xK!8tuN%!DDW%EGc#{^!gioJp-lY{MRg;rDq5WXteE5~FIDS$g=kHRiG>z(R6<-FBeP=?%Y`X*OsCxt9lM7Y?rUaQ%~t|8`bfXxZbP+J~&17S{AFUh`gPGc6o%I(BtaTd9XHe4KiFAS1&E`7s!Gh+6Uv% zvJw%xTjfq=GD!GKu@JrdEy6H|CUw8+`XkGQahPq&{(L|xoCn7?$z@yG;QD7 zo8zY^Lcr7{QE-s_&e4wYKVCLcO%{%>uP3TPn>V~9M81Git;oFXti@ss2lR zw?54ceYk_Sw?3X$kOy>uUesmb(;-E)azpBLwRh=M7w7V9H=!; zch&2b(GyM%&tA{3SJfTu7KHGZ^bM^W4Sjd}JCcORAV@*@LWCzc zCOeWvV(`wA-iPXCx=%?-*&HQx^7Er?$QQk`{2br0YES$_5wD$_ckbMw-f`!7+It=3 zJIMi?aQX2F`CBzBJ0pF?^5PW@m&t;UvBzhEQ(OmD67LkG7GsLkx|As=pW!(6e3C~f zCM~~Zcd?cFnD4&9;r@Ep-s*4{t=!v~n2P26s`90;Il@jE##cKgCXC^DD)6ymq&|_X z3CHcy{?1~2xME*jkV42n5c{jUwzd{1E-oS^`C&Kj)}9>NSfZ1aAWawhvdBO_5;{E` zs6$uXqG4oIYmH>^JU!m`T*}Tu=@eU%z}M4%^c*aJPUqWEa~pOn^rX|?esTf%w$Ung zsdfFp7ccakDWjF^d9EDGU7cKucvQVJ4Kcnl>x0#Kpq_s&8*l6+(_fsK@?|T2J=E|N z*egEUzdWeVYAL?}5FuPEhE<)*sgC@b0nlb?#W4Y_bMECHv18c*gG^eNaqErK~_PQlg5Biw6r$@IdwI9AKoQYlk!7 z)rbQG0+1dl4*l{sAkWoy+i7TOhDAoU*q8O?8;BvwH`Y%&PB;oXk+G0$zpE?{B*fFSX0E0;$X#VHBcrTRduKwEUxAmaR~8v1 zc^C>b`eI1qoxacaJl87b5j+P+=nN3oiOS{tbRb^Dw0tj-hYBX4t31S|fpUB8ZX}{a zxPYjjE_M74k_FMZ=CMw#d`X=Dm7n zKi#PtN&`_b)$j1>z%rslhA{b+>$G}Z1*#BiVq84v@?Ll3*7{NF;P~BJxhuB|Tg;Rt zL)pp_irSWl-9FFAzIhvvO_OEyy52EjM6*a?O*xfZgZi5A{!XsZ&x%tM8+T#Q10`v`;{lO9&YS?!RAYmS!lzzgX;aR~+{QYSkK~DcK z_+w$Pm=%;$LXQX-6D^#cte=7+$im8c7Ro>X4xR_du=*c`)L}h~e~Yfgu-uy}YGpL*%}_!# z5>NpzI0jo*jjAaq5R{F1u@_r)Swi;QwjW7AxM)hsJvBA8=YBsbWW*dNqzOprf5JPV zfzpC#3!7V8Q}1o^agsl-faYeoG4Uh+7}0Q^_}_?y?}S?-;w@_yO(v5Z*L_ekJ=G_% z#CU1RmvC)cH@YMv{r8^Xev2Z1bL4%xVul&&GCD$=e0wu#5aW{e-W>D$`e+svt)zhS zuyyn##jC~@XRi?3iJOkUQKWMx7dQ21H$BzVx#x6Sm^~h%I-K{i4#8>R(` z8$?#nqPW<;)d3vq$#5c9ZoN4x6dWJO{+!3d~}0KYc2wr*|ApG8YGBKis3;G4^$1|(h=(v&C}FjTpJ|H6bmZ?0w* zDTr$9e~Mz|fHwnM1&wRCIG-~1e3xZ0IW_fNRaMpKv=TnEG7;^Cw`6lh&F#k$ZJP;B zeCXlVlXNqWEBKw%+vf5{Xs^0{e0)Zdg8_Dc}C)eUs$X)#U$0gRFRiDq@ zyK&1gE?dFA3TG>~)uBf-`oLi~ zcXv6v*H%{zCb$Rf%U~0Dk~$MQ=lUFUUZ6dzx$Yf_uJ4tw-2dwuK)@1V9i4F5D6B$w z0A+}ZX_JEz_lme1RJ5r^GAVN?c1UT`cOP}_ND+$%U8=JFm5rgIP*NwPOfZxS*kymm zRt9%t!KCdPGPLn2T)qvRqzx#o8hMWe)~dJF3_WKl-wQby&iHH})5gE8KA_s$=XC0! zcLQdgjt(oq(37_0JXr6ovFBvp9f9(xgi5E$x|btASEpC%b=+4+mL1+!Cwl)qevX{D zo+mc<=As8wQ(qsS1xTxB&z_CA^xezfD=!zeFP{v?9X@;Z>^4-=Ih!O14R)>E30RZ6 zL6VzbBhTMzPY{W}KU>Gq=P1U{_hZ}VGNw3?{jjZP-9kCN$sIzJ3`*4E?`#S(Nz9e9 zaX>L~riZ!d>buiyzc@?aGWBl{;RA5SsX$WIqKea;C$0t;NMPxnJ`3iLBhqCZaei zX^Ys9@qX?*?aSQNQjLyO++0g-lx-o&%~4&gQ!#XN=&zpf?v3(}3>&vFQ6}Wsf5mU1 zZ~>15UzH6;bjeEhb#$(7v9RL=Qhd)OXIV~9PwN&M<5(6a0xX#ymJ%1Imy)XUSw$L9 zdS&*v?S?Kv83Q?S5FXG0JI|@Us^qleVp(Ig((SduPpJq9b>i!iDm7A^6jDDNI04*0UUVJiIDG*N0%_2JFdDd1&1{W0h@(+>-P1~4kR8m#F z4h=*ACB@eLw<;m4E{8a7J~kxlEMUVbUCDGz#}f`WPiqf)SqI#b$E4vU^LU!5t99)F z2xwex<0z=S^i^@>5duW3f7j`P5*bD6!Ee zRVbHnB_>+CN*3K_T>^`f0ao@===sWMRXo(sxL+iAq#<}Y{mPDxg=*1p(Y+^PvA4|E ztvybM!iNW@ycKw-W&TTRw)d|wXEs8}p!?QH(9qtctfY24Q?;~2`z5erBJU4$^M9DO6OKt1RH8CKtTsg+*TtbJja3LPu zv5$y#(FM!0zN`F1L@e{8_03;4*_fxe5E77Sv2Kl-A?2axAltA~?z~JdlI~|Ir$%ZP zmG)`9Uvr0EkDN`jvK-MFu?Hd?SZebd#npb^EpjiP&E(E2v+8n0gnen=st;fm1r37X zG0r9OXJrBoKfYz53d_n<+2$H)7B6|orAHrm^$sbWIXE*pKN}J?c$O)=Yw=W1t!|Ic zoAOXcl{}g#6L`WD7ikDT=2*1xpmJGJ(9nzG?$nytygh5N8lUZ8p()7&9iE*c%!J(@ zdSK3Ov!!(srV;D3aEG`_ho1qaoC~bE$k6HamkW@uB(U8b9OBOeOE~A++ zx0Y(WZ=IT4al7=v6-qW*kT;{>{t{lS9yB}UHr@-SvyvIs!#PKEj$MnId)F@v9i2k- zU5xnbpqte~d#M%mxlqql&*9`jE#su>{jP=emGNPE`8t2MD*`;?TyLmKU+7+OOr=#0 zKRVHUzO!OSshGo9)rda4wmkT@CTQc@q)YZFz6yS2q6$uT<6j0hK^D82Cx;Ija2pmb zjNwpZ?vu>?FJ40x9s~*<=-&eyQ{mhiAnRP*AO8<&=|ZHtKY2+xzB>y&wqwP~{bJ3&*?({}*Ce`MSt4h<($*eYZL07`5DSnsX#_b+uASA&C5#X?O(o_=tS*q<%r z>do_O7b*+S0JawWBw~$d<;x6LUpxj_8omCFzH>m|= zN!NtBslGja9F4blpe5Etr_&`IWTYd^>3Gi?pELt`$c|sU_>u!ki%Jo?BEbU%9yKyA zrQzwG<#T^&_4i7i7nN#t{V@>x>+gR#)crDh0|0SNz#R?NyOM;Wz`2kJ8dWd6eg$aT z;gN}>q}|*E%~~QRL13JKRtQipKGUXi(9D}3@^1cswlMeEdKJ$%kODssaZgC389?Od^4Izi&M<6$w|)gEzZ54LpyR1 zw7qFp;g&Yi>D#_`O@uwMv}DN1dwV#s@|pE>{|Sk~*|zhWjSZT*9aJ2a;dk*hw6Am! zg*J;z_-wb%_uQvTESbJjC^(5rpk@tbo zPTkkNmBGfhH&pb=O5ptp!r3wpt<6u65D4mletlGZz4Th`kv*VCG@Q%rS!sUC@ahq) z2wjPe0V`-0(TF%*2V6P5lvB{6|FigBmk=7dEDO+cYmev70^)+fV9NLI-Me=~RP-_c zZ^$tZU_ttKc)`pY7|W`jJYq>s@chBqRN0c~zp# zo2Jy31`1&BS4(!wmX7OxSrbl3j*8bdM5q3=koQS^ZZP1#K5xaVw;^;iy*_I+rip`Q zQtWc|I;m#=8Y#nt^F{9Y_j-mMOC~;NzU|{{YqkUgVT)n5szW*p0yU{}uxI8o=H0vL z`S#1}Pv#zQ9qoKGwL2P~7(chchdK@lhB?>t(GWlTua1gU?oE)?e5;+?x z8bNo?C&%~yiyJ|c8@w5ypPkGXDagq|$4qBM>Kb`GzcsdJi=g}|l}DPP?@)Yol!;2n zGx2TVPT8bw`;MwJM`!TRj@@jZD3m0XTwX0?Y_MkLe>&6qDSxy2gS6Klwvz_j#lfs~ z74|ob_oN;-NM-kCp>87WQSd6fO-)57i#TJB*6R@838I<6D>q;0{y5@3z9?!bA|e9X zA_|?P2yo`fpIlm`#0(gEa~2g9;kQ6ra~e=8VpXvK$HT!GJ6c#CYOh{xl8V>fiV|R5 zq=}y>>06m|yh8b)k>}P-39Clr`RvWRb=2Du4XYn^ugJ!e%sy#(@cz$}Un>cNFEOb{ zHaZ!%Hg}}oQ(p+LY;kT4W2ioAt(spgD|bJQXN6wJ)cS0fL!dwVpHjL=+ll8)jKb?~ z4*Q--Y7bIg3G4-(BPIrG2@6U!O)>>q)jZFp{hPOvvic{bU6zip6j|50rCEL>a<(`k zk__$NRWAzM{qJdbX?%>gOIgqNQ~zXz6MqrdL4dn-k>Bo@(ZJAvQ0DfU1RnA=Cbj*c z(eQpFCGFCdD5fr;2(L!%vp|u9K1c|7X=aXM-8Bh>*Bcl>3_>U_XjVR(&D6=l&pt`l z0nM9Ev`R(%O7+$yl|$Etkr2p{uB3I8~kp(8Q(jvbwxf)*A!NBe|eC1H+GQvH>I}z9U#vhu*gIn z6I?j9nT3TD5RoG`w)t>(S;TYeI#Rb^3ymRtd7xb;f=LG}#a&=*Lb`ZCdlJycAM=$9_?*RL{LOu#Xb6FpHVVuKw$A;--7b4+bUOcU#g zM)>~mmBUxyEgK&(4U!@!S4X6GTw|KTJx-my@7u0d1x`?EmZ>wf>t+Lt(ou& zasjYD2s|Uhy4a#Y`i%sDJ6^k>Uoo*c+Z2wJrxSxm4P0+oa-IGDj z!ofTxc|O42xJc)VVa-2Bz?n1euuti&oP_Dkt*l}a6SMhvGCO#Pd;9v7l$Ae0Dp6x^ zie_Kg>c`}excg{*fN-zmOgS4TRUenGcW#f+(rv}|eUKn~2w`|=c|7M5lnQz;)rwi~$4n$u5<}B1zP$MAA^9X&dL`S$qYO1xu@jgV5 z``?Yy;6`A)`}FD4IWn?V%i@X>2hj7rKFV1bttwMfio*d1RUY<{men6j_!?oEuMV;< zOEs2st%#}prg6d@(wUS5_a~2vABm{y$Yr?PL{%m>n?CdQDAeIV9Ix~9aI`t`665`; zCVbW&$rb<1d$q%p1!Dym*PJ}e=zW<`u82Qz(k{ewZ{<}k%X*{3mdi8 zq9hn^`Dli`MgZ%h5Uok8&FR&gvCn35t$fM3p^AfGoQVF#HhtYkoQ5=4#Ok$_V{jd- zwnSUhS^uVisrDWAENTyyvQR~fPY}ehUD<(XK5kElm!k`p_qbg8=zy96rpvSpcF2j_c7-J#o!~2`|S~BtZZS_Cz)NY`KHjAD@kPo?yORy}k<>hw z^J#LsUeY+Ov1%(X@l%luXxHj!1c!uF-Su9?mKv(>%EP9 zHu1rX*EBE?AIGV;1*VJ&&p*slZoxQps)5`gB8^5lNyb0p=Slq69lX=B>9TNnz8>FP zd+Mvc*!4&*19!6=RsN)hSs{wCQ&U}{89LPq{W;XfNBi?&v70c<{Ptxjr-~{BgN=}QO1`^<9OWT&TD&8*ihhT@U3l8sK9w&=%u&S-1~8O96;xf~e~)=o27){P__Fpkj#4Wo@*I+QVV# zcQ&*Wcwb48*Zgx2 z$Jk?da>Re}I8*!qdGxEcbX;Sge{_PjR|EwGjl6AbIc)yqvN_cuRv*O9?T5vH(pcqY z_gwO5ci9~+DW8#?krqH^|AJv$6pk73{bc;qZJ(3LvBSwha9G{FGZW}J z_bub3vu$l{Y~i#I0kq1P7Q|Ry@4L!u%Th%50e{V}Dk#4^jv=yA1ngW9@c&ia- z9vji;nw&x(N&Fa2%4@m!hGm?ev>jKs*UHStFV;Rjq9hmW^zlFPP2;s zl@5LcPb(JgxV!k$U?UZETT#^4rxzM^iOG=wR7+=n6ElK_cEkxld>=bNXvW~D^*K41 zzis>XLI6Y{1sFinqa>Gx>|xa)hot|kfLVg6WxWl1SqF!8r=!mXsb=Bt-WOYA6QM4z zZ@=@z(W!J`>&o>d2$`Ii`z*BWvY*A9B);@*&iOyaLfA8<*6lB-b36bDgNbQn0J|@Y z)rbKVoPxZIpclF5nBURd+FES<1GmGHAMCT}GJg*bVLv~=gCQnxdm>{P;7a{xaTOZ( zY22D^KLGb^`_5mv8RB3Zo6l)n+r3LH<%^@+ah^Ds$$GK~0|BZkllc}Fp)K2eEB1#N z3UW3FMrzbqP)s(bTN9xx2}lmSJnx&ssVNv3NTg+C8a!=qQ}e)Y;{(%PSpcSaj)ykic2SQ za$Ijnd=ezm&ij0aTL>kVxs3L`vMjVW1lkyKu zJs#K3H5h0rFxiPpFA}kBQfS>WEud!Cho|1Wgj8!mHHLtovihRBdZ9D_PSaa|^6PG3 zTfQ*ejb8mZ_w`VlH*^0|b;se}4Q8jJ9fpT;%0^RZ=#BXI=kAnDqPeepvM6#hNGneb z(H2*YlL%*DGW@|_WAtMfnpMoqHxSI3Y15^QnNj;-41!RB!L%0|@-?q-FD@Oy4 zem61*Z{zgbWqqxc(f#D1#zKom;Y8QBS^|2TYUA!-<}~vzAz-BhdH6OsxVg(Ci#t?! zZLl~i_r}`0Eo4QaJzr3Lz& z7ModVjuv2!!b5*Hvl|)^kVlIL<4D!v7?HRK*J+(PNe->zHjGdHZX`Akeb@9|?sD*L zbAZ4y$1*AoXlCZOQAqS*=-qVqsQz?1)z;R-Cxkr>8>!kcB+X*@e8&-Qt_7VL=bxwX zzA!ZOk^;Q8SFLe4M#Ol>0L|Bh2X znkJj@Xn7XQ#qdjVS@IKZdcv>+SM>Af%-bg9khCD-vpsHL0$7s;C))x3%d+whTtJJ= zf%vT`jmd(1?0nRjsa7%-{|Zb=`v^vCn9bQ70Ht^31uPo~k@NVsqrbk^LMA6B9jij| zUUzo?twci~Nw99@)gN8Ja^*@p8)A-@XN-RDq2e3&3&o~ZJ>uUz*??QfDJ$dL&$uO4 zF|Iqkj^Ubj^(!;*03Okitg4Vl(+o|E>^Xzi?q*||k2)QTeCg<~wPSkV>Vn!bjO!_eUv;&iNt#R!_%DVxA+{MV0q)FZ`i++%P9!uyR~*IW-1lSSvG z0LJ@(zj$4BD5%W&)JI;fDG$)(*Y})h^+IHEUs{*~I_;;6(iqKLvDR1)ziQw9VVBT_ z`{w~Xle=p&zzQ08jCYqe`a>`F13?wB#ai|I>v%fesHHL*t6sV%de_bE6wr9a!zcLg ze2$2tXL5fKJwUBHO?IU|5#lf{Zv`u3G3B(539H(CWPEmY(;!` zTa#nBj+nccTJuOX(<&u(4VYBuJ5ktyUmQlSrN&1t`wJO9)OHI=u^JF>pQ;Jp`a}a9oexyH2 zxWBSD@_1~PQ6FH}yLgj2syzn7^+zYHh1B8w{(6rrVCwTfHo|>+!WVw>_~n0@#$|)) zIS5@vPYB)UU-ht|HdeneRkNRLup(9b9=?ss93w>+0>UI%oP4L3M@7t_8+aEYH+zBJ z4Rb<>@dX|k^`P5*>OZSZs(mWDUDkPaVsNd?NwY6$lxx+T8&p9lae;GH&<3=^69@56t|d# z{$Seq=etCzYYyyCjLR4rxUi1_=n6R*kQ$Ai>$cCy99&h9y8tzKN|%MRp%`)(a=S@a-aaFb$r3MXCZ!H~a<9HN~1`^xwcl_s;pW&7dpn?~e zIM96G_|#rKbKo)GTD^0mf{J(|_98ky(xp`ug0>M#y@zOHK$=kq6N`vZSp}ti0*;~N zjitTfI;rXAal7X468?$)^|jx!QwEyT#2B}{fQh`E^qO^~-g0)Igt z`0tR>ySh3lWIPbG!JlQF|Ct!T_X8;^Ztr90yNE{8a3(2+6R(IDNtUs~Sl^Omc9uNX zJx}-cD$k6@YYD2K-=ekteUcuIKKR>V!o{*Bf_7(RFb0|41P!tnW+|5j3XF`8pdW%L z#xUTd0`o>vr&#{~&X-L#hE$ajk&@0qgXmXTL0XzoHdEA3dG`C$4(DCi57>qrP7mTX zZCdagt-{4TbNkHB`y-Rgt^b?nE@4|{CtEWMvA}=>unoFXM7AJ3dxIZl-D?zjShd(K z6_~V3;YPhzWr0x;l~a`5$RxzHP*-rA(7WLE7yuBy=E>IirBoO9P$_0QApWpw)XXyLW zKu~Pq59GxF{pa7KUqTK^esAeEpW#ZxnB9qwG(sgWc8m z7RNqfhbE*lY$XWwsN=tk+YJuuysJHTmQ)nu@?o^cjpM*CEXk6STJ}GTL9z>m9BvGa z17S=pR#&18em2(k5ZE^h3_C+_G`7gB6%1t*_I0BNG&%ocw<<*jN}xAbeK3~<9fq3j z6KE^8f~u@vkf+5CL3>S5Fb<^9aEb5Xrp1F`TE7O9ZNMP-81#NcKJALqsr4Y#RJ*L; z!CrmVSEgX%%f}b+g&SRN5^}CHVNH!xKzc>B>ZvVAOB}7tNCN7+hLtBIRa7_ zzShy(w{Oqqo=?p)X$(doejzZkKu`LNHcC7RhQML41GMFwpC|vjWyya0d%LqOn?;gT zumh7*KZc*=ai}{XfUsQA@2^g=SSF_kdV<^Z^+fSCA2#N%?s!sVi~pM5*6-aE|4JMI z)6bBV9EI;LgApr=QR3BTlnKp2{y6)}@xMO8qpg0*=!?9>I=i=gBzkF2hDOf2`#hM! z?Lyg14Qwn#MZKN=`OzrQ56OtBsR!%CPTGPT@a4$;8Og zp4v?5S}-v?#yxHKCtCr)TBkWp@Po0KFXwW#*kLdjW}M^O?_B}&k0nf|R9b%FQv`@e z@FC!H`jT%Wl8L?g7n^@eYHk+2TgkpUWq2qa{*VzdyglXGET@!?R$iTv z)bSvqAIJCWpWIWwQdy-}IhOoA@hE;=9SDbn_5Q?bNr#)*uuw&qev|+8YqAsI;+wcL zS9d3X0Ocm?Ri11wq>a>J{d%2y7cck6KK1=PX~X70T^0Hde7}1=DpjB5e#h;W-1lHH z$+JQTM{)C^yA~I9r9VzND^#u8b2bU%xhOIKTYVdj=-#-3mhoAh1-vpK(SJQnSsUX? zSZ|00kxnvr9DOa@+~0Cn8HZ~6xqq4^A6T8-K&XZf$yAj}eoYM+c;IysR%5ZdRg zBC{!tEj6)A>~SZ+8Jpcskb!9coso+uChryA+JiYdnEjDcRV4wmQZei} zjm~EBwrkhjiO=po+9iZ6u+B?NYkF=>S>M!pDlKis7LQ1uk3F|v)PwUvs_aZXm}(QC zhh1pWNbtDSw(ZM<^w3wYreOTs6vAPRMkZtGr&@@-tnsn8uno3`m^WrbV}jP$VapJK zCQyO%_Z4 zPMLdEn4_HW8k8Xf{PMwR*FKE`NR-x2dJ2x60kYotSmXQ@IEf zdLL_X*?7`f#Y6JTLAOoSR_LuU{f>I4@CHlDZ=l@Zu@Vw!kkby%Zk>hc`^YBRm5t6t zPRfb5ugz{Oj#dbq4AnEFRpkAr?FM(dah3Bq!4HxI3bBy)Cjz5?>R=v1!k#d|dvE2c zsOVwxFif%Wfms?^g@~a4nQ=)Uh1YdK6Z5rJ@=UIAM}+*SAq1IRobL_m}Cr7xR8LwNxDBQ5C77QTI4DPBu= zGqxLB-e&|lX1@&Mt6v4nl5xkt9}hqH<7PMf#T(oNYmryw#AV$;MDNg@yHU_$G%#t; zFeNufhyG643qO+moWB_4mFl%#Admjq$;lo7Rv3B_rwnOta0D6}dW{r5ya+6v z)6p9v7VG)yC~mZMO|yz{pKQLyZ~X!HmsI3C$)5p63kx$DDSrl~rD_QJ$j$zzM@G=t zAK`tecpzFqHWnTP=06~cyCmPM$MR(V+YR$i!zMxNGojCcbT@Fh%9R+HqGKQ11o!}6 z!_PMX73m%r32_huDEtphx1U9F0!u%3hKZD;1SlNaAREXVZIKjW=XQxK>{s-GUArvP zFf%iILaHwR&TfRC#PI{N>?f$(8~gi+F>4a)KKFN)4~juWHX=S=)PH-GGa)#v-ELir zk1}80%=^8O_aphQ$nCFVKl99B@;AB7j(P#6H~Dv}dMUUWnGs?rq@8Y%ow4p>=Y2pf4& zJc+6(kci!huW1~vh!kR;{e5%v`+YlOP)>{N+Q7Fe@SyNmH{TSbACwkYx9)hADBu2` zb5s-=4Sq1N?Zn-zamaE=U_G$nZyT!O%J$NVGeW=;zijA;zjhj5H``cKBwFL z#c-n$Xj6B!#2XyK>c|%uenPS7uGF$Ai@b^`2KKr*`c-b6V6?r$!9iR+7%^x&_pP1F z493%tpA-VRZG{<4bZ?9sy(Hrd$M)3hS)s1yR09>h3AWyXNY`xWWyyb8DHloA@6~B! zx5M?cP^)fYaLnO-0JAc^qz_HN!om|6gW-mB((qDS398^du))U4V2TIrkWO0Kw0}$2 zRO_&I&Ap?IJ$oh)&u4r_zTy6@bhUwQJ{eM~2l5R(;b%2KVwr&B{AR^XXTHG^nq89(ZB8xS=ZvgrG{PvC3La4Uo| z8y6IR7?Y~-8;22Q#QFmwJ5>MRWi?~+C?~j!f_8m9*@)pZS^Zk!_ITQ9`?urv4MA^2 z!t?sQIJx%>W@owN!U}LY+S-1Au^c4cIU6z(l1CVdE;E|KB}&X3jupm6>>Po=mi6R% zqEYJPQO)?Y#oiRy3$nCF4ga%EGO-@`-SF+O!TpC6UD^t;2f&ztX>5DvTXqGFeFYKnV;?Lb*TD?Zz%UwC4k5!)S^V1u`6D(+Zt4AjHbRW z;1C2g^ z?`Uo}-{*tobIt9B8G!EQ#~*-umbl^u3QQWW*A^6-jv)|&gc`&A>+1+cP6&UmYu%Ei z4gR50SJ(8Zj>@E=Xgd!l)tpXw-A>AP;-5^~`NOwtn`-f-d%)Il?`(583-?_$%bLJeL=NI?A@4eSv zYi&gPjp)9Cqk~5!)JIhxNZg);5k%vAelszbgAzkcRFlP6XQOT30iTDz6E(T65bAI* zNLa>-6&9k4y)0Gjd&lMB$eGsY=-CVO07t}k&Qo}&J(v{itjykwDYm0Pr3k;8T~T$3 z9#)5au%c>y!^gKd-Vy*BIY!%+$E!DkmFtq zJWJ4*lb`I6gTApEF3@hcu*~5HtNQN|O6HzD+t^gtREr?4Hmn!h0K>wQc)py8Yvf|!kBUwVOhbR{Gvylss-C>`~ zNKXDzJNaGK+E^>v4yl@ynPE-(2Lx)gPMk{s3H#|GCw*I zD`@3u@TzY!-aw`50%j5#a1Xegx78u&c=H{RDY|%QoIaBC@JL3iD}upuWF6Ez2H<`% zvW$4jATCw#FY@jgR>6?~D?S1$RapDyKyWAnmlz}HVDfIH#AYH1aUOt6>;~uqQM3RH zEZU~u_P=(6rSUaoG>5rdPu%xBUH~_(mf-DXo-&Q|S056Q^oR(+i1DY@r$As?6mkT2X9(hT2}9X1s0q< z4?c+@n;ukzr67*gwt}8GTi0Vyo4y=NkMJe((6fG3P+Q=AzI0L3)Xpk{;GnlI*>x$s zv5CvR^g}nF+ya;M>GPo~iSR)VGq`h+lfzA*p^?K^1H5tD(QylN+hJ*tYspy{cKANR z&jUjck-2JcrJI5G349i$qW3>9T%{Zl6XRO<#N$hccO$*ouX4ACpvH!Fiq!L&PQKnMMjLO`B62Glw6H0up zvESE9p&ID{EaBp=!%mT^zkb5*?<}wZ3y+IyLEtXHam;#BabSrY+}Q=9-oL8&&JfRW zj{X5;*kq@gHGfsEvdM+8D(v6ew5V!q`fWv)m!;A;W;N3OrO8$DDcXA3bIlSybgrl;$sx3IQ{*ec-s|dTt)zFA^4KNI$?*0Us6g>ki<1 zf~mUJ5#>T=57sjRkSl?k59mspnwrk7IKasV{LODj>s>ilM-*N*4nF%>&y~mEdf0r(Xewy2l>N=sgN^-V6ni-CFwSFsM}YvseR|A3ew`f>@8(dp_=pf7{wZe~ZmLZp%X zp+8!dj-dAJOwS0H?hPsj=4dFGZH+KO54X<7?#Q_hEVnPJRfdG7Z8ef)6auWp@=-*r zlaZ>E4ULnJkAx=qnK&6zLVFw%E#|ED=2uI9#2&+Z{JEC3is_Jhxy0gcHOA4S2g@uV3E; zd=MCspBMe#0Q=aJ5ADALFVLy?1?#Qnz*&z&yb%G6D*&boxa?^>ONqMJs^HtX>J;V1 z6{}x+-B@`Rb22o=o6~+@3V||6`-6cX^}~X>^ar%zl*wbkZBAym86HAw`;Cb<@Nz%` z1hmxyXb_t`#6PJFN?=(b$+Eva7uW|->^hY(V92JD^x&>p<7A4@g_=4zjAqM_@6#Lk zY&BZ4B&KZ1>=?4t2FY(QbYf#)u_-f)!!lBVWh5IX3t6!1(e}V5SV?Vyo@E1$kDsfn zonTth0#0!)BCOJwwgv>Ol|%d9Cls~^^dEKkvpx%ltm+{>Uijp*tF@YH)oE)?P~nD* zwA3QbP{o@D#Yv6MAd=x9wcCQr2{u@5`U7;ob=K z@w?^qXn*aNSJlu4W>0=22C2kMb9ShJ`ey@7mvJ{HI5=iOK41Wt6p%i~6K_l1+1cfe z@y_Nsyi@G=uCZH8^-0 zObUP!tgE$lo>uvV)gh|d;|!iKZ}mki_NUw**Rk`M+z1eW0jgq+@0QJ{P|5>-!yw2D z-e1f{;a}o>3Y!S=LPSKc_%vc|@ix`-Ic3tuzz5x6+}ojhyjQX1eCg0E*01L1`w>DP z{TbV6Mm?N>G?I6^oiY%tBGMGo7RVn+O$6EA1Y79SaG4K~{xnXtq_?I5kM-8#trcx| zj(a>IJ%x84n0#%cZ@7^v_YGQa>qd+kXj)b7e87c408KEY+yLdf-PW)BF75Ix`AfX& zjsZM}v2C{Pi?$Dkh+VM)6@woGOu&%F)Gd(8RbXiHpg#BRpJy~LLyQ7yS2wbJAL%lAEUm}HV{)$radcS(!F{Cnf(UzhC zA@$t{?{;oVz#bZU%VyXo!O&_2OmDo7_d%h(sYneV89*9?KI>Le}qTY+-<(AjhGu9=s@9~sOXqoR1uoSF=dlw6ONt6#7A`9TCIphYm z{}0FkoLzQ*H2=6!n{esz*-tt&{_MW)+AWrQsap*GY?R;XB7FO@RigzzJDepr%kk$^ za7##@iN$|4n1USX6LF|dxWS$Wxu^4u!5(0Ffa2&GJ^a2Qc_ShYImkZ9pi+-7JDR;n ze(90PPgnyg3~8jOG~A(5R5hhGJ5)vrMoD^uJ^H{ckTud{K>FLxMZ?DY)lgsD0XJDP zpi`tr>&+O=Ey`loZ}-+II}f(t{x{Phmb!3(gzP>Qw&BKezzEHhQ>6d;k_V`WA1@|QH2BZA43$JFRt_(kM_R4Pl%#FeZeS03I`Z5S zyVVvFD__uMVl0FW$y3WsG^LK!)wH#t8h9D++5PI0Bh3I(0o<8dXPuKWod4qVGM+b^ zdGWPgL8zNlNa0~w@0%ZLV`5Bj^aA)3D;WDqgX^W!i^a45pzmfq{Bt?n_fZjF-2Oq& zRSTINc&-cJ?_-mR*uwJ`njahhwaTz0My1gbKorm`7`aqnk5|+1hme~ScMD*IzphdW zO=)8jn58KGeT6FfS*>`rc-J6l~PM}F8{Bu1rv{cgi?XOvWJ)H7roE>SLN>QaZJDwPL`{4 z%o06NQQ0;JV2v`#HI%9`<#@n}=)$MqmuP9RjEsup8PhAkxEAEHq*b08BwMOi~o`b^INk3iP$slcAJ^t9(Q48+R z=M7ptso^#szChP|Xb5L^u)jQwfbOmr`tQS%wm;B-&W%{blVf6{t4XW-B1e=v9Gh;) zYvsdz`cT?AZqvO+yS1h0lyZB0QFrQRB8}mfhSa3+(wudt8E&xV3d_8UmY2Eq`n0cZ zW9jKjP%NxQ*XTmi87yzj8eN8b*d6#Vp8#kRKqud!H@!udC)n8dbP|Qb*mjaazqQBekKcMZA;s2bLgFKH?o>o#-i1F3mpXr zYmDBvKK=a``2Fjrzh9NTx(?(#G}pqPDWm-hIri}oGNc~DOBn*l)`dyyMv)eL4pJ7| zSh`|74Hyw`tIBSj>wu;{p`9}7liU*jTxK$M-(Kq`!g56lV1#UnXCquWItvezUIF)M z&acr;^nfMe?fDC|ZoMvyLRHAFadL^d4^k2W4fkL%`a!Uqz9eyN3a`Ya zpVnO#MNCzz75nypq2P90GKW^0zAY*;daN%uQ+g4c_~_G_QL2tWhd=jm{?ocz$%8V5 z`Nc6^9i042fsLyP;AWa!=bj>wv=pGqk{puTATHY1d_db}U<*xQX1 z!?&&-dox+#1cCPn*E!+8?$?!_-1HFn0O#7SN6p;4Zqm0}y-7w4@)6@t&`=Hx#O99P zJu@wG>Lu_2yaZx)PVn%BEn^6hM_2H?xNc5L*U!(AT{^y289$gSZ#TOyu2pjHCPQUHed+H@w62pE z?&~UGXk>m+vNo^%G^|FHnYV*BWsa328vsEFyOD6+mU=(j z9a{MalT%z=9H^g7AWH}u-2tm1hO1Zo!Ojv~9Kp>`ST>ry{eMyiv@Qd&QAFBj&E>=G z8sDjF12djx#AxH2s=*D-Psy{GcJ_9EXdrx;HofFDkX4bqxsd0Z~`4bmamD z@>|7ZF~s2kTJX#h&UJNlAlIKhn3bluH zLL#dApemh))=!uSzWlQGr z$}d}#l)R!W zs9C`ZuLS)|Uo)9^LC44gz5nnh5gB=ZC+HHiix9*MBwnI(#s8Ed=Fpdr->|+6 zZFIY;VvTIX=L^6KSn5G`yo`LPgN_jOs3S7vj#4^?Qv975GSi7ejbXB?0!=IN>O|)2 zA70-fO{5p%THY`Na6h{H7ky+0S>?3meQUBG|WB>BBAEzegdyXq!@sYAA9KPIm-rk9OK?grp zu0U(rS${dE+r=LVj8cq~;1Bk{6|7tU3ZjrLo`tgqGJ3EHt4Dl`;ml_8U z)nIRJ3L+EYpaDDeQIR=`cDW;SuVI#y^S>}`i-x&@2Z&yU(dwZAyXgnk)q2j3^-`SX zf2#4yUge-U<_qI}Ur{g^T9^o2?vGrN|MEFTc6Z&zLt%L;DQ(x5e)CMWc`>5GdiJDc zCFTwb&p+M%o+_XPso4Ha6%e#){(k1FS4raYX}Q`j&$Jg`;I11UI&6D&ugY zLA1J1gn^!GZY;(HDe5Iz$U|Aqu%)y8<$mg4(|a+Tr_6imF1WJV9>id0VX*;=WzqY3Gplk~uU{uLgT3J>_xS(D-0iGML9z|0a;z>4#x!E8 zW`4SvMt9!Ohv(sZH zsyIiPlR1{(nIScgPb@Y&Abg0_#(1||B_!RrU|}`o)9-_i7ALgg9C7{r&!1+fF9&>_ zA*=foBPjXsdSX5|vfA9>?)(0-zT{az3Ed%8#^!A5j0X?N`JT0{V9Hp2VPT@gceW!_ zM#WUc`8;%fDw^CQ!9(gxF9a;>mPVeC9Ti)rx%GKz%;j7x&ZPRnNO)_{b)K3I&a@UO zv@T!mF`<_+QDJ1;3>U<0&MhxIOxLbj$SF3QXDWN#thAHH@Z)jjEtQUxCI0>JB&)~0 zJ`XH~Y+H)5OTIS1N98CD<~yHdOL+##dc|WxB&nNMLT%ZS7QDzge_OD+{;frQSCAK8 z0^dlB@AbR+9L8jPN9G&j{j1&AQVC(%jT@TfJp7Wq-fS7H_$@BBzPMf$xewE-0)he@ zihzeHPKg&ZW^~lxYdGnS-4i0=8}7VEsbi)ZrE_vyGXTY&2`S<}JD3vpoVCSjyE@fx zdQm5sa=0I@mJ<&@u}u$oG~YCb;toy>GafC;$QY|Bv*=pAblIlS=BXt)yZJ>wJBU>l zfM5DFMYOy(vj3a9b2{Mw6q5^nSV|ncv=c@C(%HWbuf}Ni&dg3{j z)Klidu~CU0nF6p%vMqxYO*&ykX2&vU@I0!%(p+R^`j#Nu9J>Nte{qNQt7qS8b&^8sKQx${^IMUo`hNHNV)Lam8E%g@P&N_u|TQ zzvL1>*~N!*Jv=QvgG>0%Olh;09iOhlK&QJt8~3 zhQQOq6%V4Z(cR{!x*`;{TgV2Z7#;b%uq--C4+hJWVNHQ0l|w3tyh8M1j8qLnyi)qn^W{t3f{zNO>;m266P}CMe7`b*F$y%TF`=IRB%^jmlH76U!AH4kUCns-2~u;lFC42U+{;JQ7;QG_sXCZ?NY=N%*QrzQ5l`dR5S2=Vl4*394*BRpkPE^^(;yi#v(zvOgD%Ke(xIW_On6ti1`OJ*+&vbC#>{!A<%CF{RG* z6UUouq~U(i9Nw`|Ek7FX%~U$9WGl?pOe}WFsu;F(#y+_$?=)ta&$fGFHsoA$UJ ztUlLRdEVf&Emasp}0#jA*t@ z-N+Btn`0u}F`7c(F%yiJ~|@5DpzScbWUq*ZDAwHAkBn7-jrB1_^y6` z>B_5o-hgnPL>HPl9ktSBTkdS(G2)O^8nnp*lH{^+kDNINt&v~D8*v(uCfu!_`IdU;Jt55(qJi2h1{846vxI)Vh#_4+;RY2>)7@~6i@F`vyWX<|N(wsQD({*TAO~zgIeSJghu$d=z(+<{Xo@%Fr^~|LOdrZsaW-3eQjJIUpG-)5O}O+F zWrs$`l7`(X%X;2HQg0H*f*c=T!AjdF*%Hoj%56+|7Z7@a2F*`a?=;^m?{q#>%#jA^eE^nXT=HSQbl z+6@$=iIHmD#hinfE$zy88d_2%VCg`Ds-flj;F9q*ak*4I+Y3v1wP4Jym^-5L~_7`V=K&(5C^uQ>u*SDRN zbg#ZQW+iMnBdJlG#oA6rskl4EDod1b0KO9fp9nu9k=s}v)Nt%^a8}*QzDd!CI~`Yi z|7iiM{CmD$SX7n5VMK3uhCEn<;Q-i!OdHNBm0fWvTn9zE0POt*d?T1Ug6Q+Djk#k3 zao3qx8j@q82y=EIr`lJbvJp*aJN^kVfpx^|xAm?@zo$d}S%#-fO`z%_bpsyoiY`>ILzqpl8iwmPM}*kqr+K=B>7;XQKY zWXR-;7Wu%M8)K9MsUAP$a*AJB3JYIMROB6^Sk+=aJdncu-gf!>ieSgEC|tvyhorEcl zABS5Cz*AY_iO?Lt`Cz=_@ET%&7HrNYa^Ph*{M>hq)iyT6a&j&nqQZiWBD6?6n?r0J z~&4)6tu*zwxJ)V6TL+)c!YT zZ<6w5@L+2OJPNVM1TW=6a5@FU$*x@88qbj@(Ah%-#n3$!M?}SlOEL7sGg$HONwx$I zS<;uA(021-kax{O)VuPXb>M+Kk~Dh>#MU>*E(s@fRR5emoPd~M97pR9^ zPs`Vz=#vOK0uzKl&;9msXHq59*obQ~@b5t~aD+aR3ywH|W+1ahGSzZBD&00qSIQUn zU|5~$#CREN9(0KjD>;Ww(MFh<)BxsIUxDb4NUZ0UeiCxgLEART_9~`d z;|y9ZTtQN0oaFxc5xWc>eL#@{Q}tSSV%k=08ikY4_%Z@E=GTQ3AbR3~dk+{slRmxW zi=|(ru@5tWv`4hS1-wk3oCe zb=hzavW+PtNCAIbo31c=ovc=kA2k1q z??Fcm4Bk=wR8}fG?rJQWBlYm7jZet-vw3xnOCQe(Ko0N3;Ae%y++iC775$ZrRHNCo z#U!G`^0|ijqpEh^P`vj@qJ0;$mzyQy>|k`|B9AfF8NaGJJN|#w0x{j0P`T3dOX2@NLdHYP%F8H|<|@nB{wS z#XI@fo~QVUvm?KHssT%A^1o_}auH|h-hrW0)bn|Fu%Z4f= zUS5*r^~T|Tf{V$9ftw2I)59!M(x9~37A<9EWgn8t0$5>z;P<`(oQrN?TzRhExqBDx z9!TWCLnAfa-PvI;xu6Q}22Evd7;FoBUGF>Q(ZBoabFM}|k^4Qdv$=BeE8Tlz>4vZ= zHHl=avSiK@FfhL5v&ir=oD={Y&lyy6VNAF6#tqpbt0f70!Jgw+lNm;~$Vbu0^ z*ufLH^-*Z}BaZ-KCSZ<(ibfb7_I?hAR{}J=bm_ zf7A{Tn?aB|q5&Ta8#F99;NHpGDYA(NGyD*@w@ftfALuaP=Q=KrLiWPd4PE@060aNZ zk9*(~o8|F1`x3QmyTM}#Tw$VYOT|0{rWupYfSR1x6`%WNm6ErHB=Rm}NXw=;g?Mjf z`GM5Eu^(+qB@^QsJ>yh|&{O^jU(tKLgR!Q@_pAj*!}MkX`Leo}kE+;^+x$vCK*k@0 zN8g}3p(rUM;RLAEbV80b)g8H3slQRl?f1!Nepqq!vT_HSgxwnLT5&vhQMlCmjuUcb z-FwPSc|${t;47$YhZ*VrU8JA1VDFrrcNO z!zvVfV)&A;_nYpEjt7k+4!5UtUofXW9vPyrF}CnLX1WN~4;=hSVv(Z)pD4yP*ofCJ z!QoDCuTbYT{s$X*m%|@WKRMaF<$2vt_@c6aEq!8Y1nV2+ko<+!-YmayQX=^;zNUn+ z9!&Nt+kX1DFq2Ce5DW_Dm?41sbS0(2GqcOofw|FXBKWeYEr>-kVM)g9;+@7{6ppVtPUNO({hh#+s^w56Mb3|jrs;K)b~S&1iq8YE><>N@un)*IVWWFH$T$S z`yLf)T(ieVKI8`%;IB@Z2M^NA#np-eZHpcojSNLbeCc>j>^v>@+xngaZZkPQB<}gw znIl(=6IPfSCPs>6Vs;C|W$B--?RJ~LL)<9>r7$N~4c}RfEkNZz)^BnN3u@)E>wX=S z3eF7bLk_IL(|D9M%c6BQ9*U*KH{#zynhe`=&f|;@>;?_C2$p-ub75ilI~6gbUNP@1 z92!cDaQ}9msiXf3k=f9aVBEK)6tlyLWSpF3-@{5=k>5E`#i5D)CS;C`t}X}RnezH( zaaTFu%ZtxThXF}2m5Ex6`vMub3sc&gH?j5QPnZDR*fM|De5U&yTG@>RfqMPck9v@g zH!jUS76^&}j{~Thw&1Z$)pTSfI+ zAUHZQ^$5a}Hy#NsEhbp|Je@;2TQkov*jXWhFU^2>Vn9G%D~>TEov*w#?eCmEqL^x2 zf%|B+O*HZlvfrM9Wk8x=%3~|cET$_sL5Rehsi@Ao)qax|UIsT(i@?0Y(*UF#L@lq7 zOFBD91(~YzH<@=lm#Gyx82+j`5dgI+xg^$vFkKC2Gs#(5v^E_sArpmM0^yC#{1~%~ z)RN(Av^f=p#aW_)V^JRRQ}gi($3kx;KD5_G-EOuNj7Z2$hU^S5-#?d7$vT@a#*kqI zB>|WiNJ%}tF-Fm!s+kg(!(UOa=e=UCKfVo%Jo~ax>@5lVtB~D&8gz3n>S}ClVE-E$PrVF90mYxtlVe6XV_sr1ymx)KZ+&M}X;1C_<}gy6LPoy1 zO+>g9pKGGO*`!C|hxsGBUxFD-91x-a?#|{12VW(j8)u!01TSM@E2JhnG1=q7PltxM zuY`;Dy^wx`2Tf2cVB`q{BuREp^s~*YXY8bY+&aAvma_#zlD--~ydO!L`m+^tNk5p( zlrE62v}J3S@^Ja}eYy+)=}?j$<`3ymbT|E%pLI0$S-$BZ7ocPO&`&+sFtcFrM}*)q)Ii9QthSHorcPJQoy1N0gS z)qf2?tt}9Km~(n~A(9S;nKCl+G!8|@pvMzb6ce1^64Y)I+9hqW zT07z-uitv@@wH0GJhJ?#ffxn70Nj~>k3TQI%Q?>`35~~k+}KDmG($kEKS}p<3lC_1 z%x06$ic*$2a~9n$)KE`4eMPB*u<7s99m6EK-gLLpEYV(*$1chX^YMa&V=t=*jD3GB*0e^w;roR!#J2#06HY(KCSJw9~^jW%~QFr*iuxZk!JL3R8wb(Ps&Et^kJI z%7Noh^mtBSFfn3*MLt|Db5`A))FU+Q^R7C@gpItTm2UgM^%4W-;&}XoKZ()4DlR|*gxWk8TJPkL z4pU(vhlao5Rr3|mTf0}M$i~#%PEX)4TqZadspZYPQ<~@dzW@pd(ReUv63@?Vfb1&6 zhet{RA4M=I{l)%PZrm7hje!X?-{CdDMr$?hyH*S(DFF ziRS`GP%NV+Q7LqXUln{)kn5N}_M?o2*?PEy=p?5NP30`=$=m;$OSy=&!-5`9Yyu2V zAR(a{j&ao`IeV*Bz~0SV`HltSRA~>pk0%{h_J@Wk z^wCp3W*x}ggfc>#!k_fB-`weYB4oz;)4W9|KI`L_+o(Ix^V0@}_U8f&D$1RRc~+Nh z8c7}ZRzlT5^5G2Lud7H)IqaOh)8aL_+k9u2i><0BcP(>sNLHk2smss>{udLK_}8y% zfy{0OJY67<02Q2U&;$lFfh7uh4L6VI2|E>h=DNtA&gr~*E7Cc|B{{Ce!1xEg0#mw) zL1ghBoQDy71sL1JP-Jypp`5K~ESMSmCCH z@&sZ#j0w61g4Pr;ltZS$fkukUVYW@8#0Ewy15M;7P&Mco7*dgYD2(@q4Gj%pM!Ecp-wLNDCUIauZ@*kLkPmaEE^Y(Eh+g@=Tc12F%!K+MGpd4C zO2GWFEm=GnL_IM7FqYqn0&F~tTBF!tybG{&^7He-tI-~4G>M_!FuxZZP=bdN^$``*Xw>3Om!^LSbC_Kcly$#g*u8P)iXf95Kp=D{8t8FLFvkV9re7oA1K8BA$e*`eyP!MJ zecR6Y%3)_0K({scQ)*}qONX8$=^oZi#RxKPS@-Ului%1{nw}0s8>jZyQkd!gv|$mk zufCJ_{u+w(0ZgGrf!oXVxmaYO3#6r{CTvQZ-r*uAqom5Z6i{CWwhK78xGeYOzXXM; zJ)4CMXsq+>uH>lfAM+XUPJjK^Z{A42#4E0Nj>9@@4K&uP@X~>E*6M^0ulKhPowD?= zQv<|-xqSoG;|BWpB9Zs9U^zZ@%1@E5R71cpbqn6 z7YB0ZK)5vxi%kz^-p+{f5tf|=1uU4W)NL<%EM==hT9v=7cO-u=q;_;Pg^j(L|UZXAC1MSi|3cIOx{``47A4wuDU0oWny-AGexw+f91Hu)FTvK?ogx%f^ z?d|6w9$}*ZYsQAhbNkUFa)9S%r#k|FS-HBq)5Ew9(x9(H*{{e4P!|aWUt9piH%5oG zZ{T=OZ7m91NeeZy3pB}jI#A_#fQ1I2=D+`N@_cb*am%ay@CTwhMypD?UfBTjeJVA*`NTzltyziNqd??VQ zO;ZS3v29fhdie=xQ0ZMUhCx_Y4a$=2`5N!pFg zO~MNoP>PC*4ULT{)z#zGHJO>XVq#(fE-RN|9Zs&SgdFUy*4R~oa>)R^b=P)w{G+4E z0DA8p9{&Apcz9R?B!;!)15C-DKa_+81kNTZU}vkIBOoAvz!aR;>3t0kRZz?g)j ztgP%xHNNC@`6bkgrkRX>^N;=J@D>d9^z{0MA^p&6kK-$Sa=;HmBOzbVPi6$~4oP!! zmf4QPAQ;*<1;>v7%#wKd@+Ard?q-0uA|rvy%gej^`~5%{jqGEj4P-m@1v94IElpf8gvB&T=eio4WJ5V#l!L~by|$NeI9jRUEOp71{IRLVR&(l zjQuR#^J~|xA-SW0tLvbS0|dEus#$*RCPWfv!y+OWz@um0cD%5V_cJ6@T)T1be?ge1 z`ZiSXI22}Y5KEl3TOAjrlYaASX~|K5ossbltU|iy7a}7g(Vs$GObIdOywm{V;fBe{ zNy^>FCMGXo>{f_tWxqKIsv%L><@p5(5HtsZ>9FwDv5cMFXBYrLW5-G#Cm?_!B}w!J z(wg;O-Btk+iBdFi*KYTc&L`Fnp=)E#OkHf*i0pSDnbjb29*xoQm=MO+e zM+53sSD@1d8p5nVs=FzKkSR8GcHT2I{5i2B42A&#c7U$KULwon`9jxPTa9=1C6%`dq zXB_KBtQ;JqH?6JNy^glk4nBj09B_;8nVMe9FDO`tGbU7^S4uJ`80~f7RXkYStdH`~ zfSDX01tleT?D;_sBiMJycUJn1QB4)|bKA4VxyL)1)(kL3sS(!yXP7V};=Xkjnrlt1 ztp|+*Tp}WPY058P3Dp{L57C$uki&A`5sH-IGuO>E|8|9q?YyX{sDRy%Gq7U2M@R7{ zXNJX5F)-%|cHA0p*5B6D(18DW9ZYS+N5KdZNm{h=#F`-XgaXcg zuuR+gXvoLMS5-_!N{R*73MXcrNdXcXfi90v;O%|FrAx48|7{cI3>)I=!{u_uw_jsr z1&dW&SY+!kifCY=va0GcbYsD-1YP`a4WlDT)I#@OhH?fn?DBnO<>l?|?Naw`mX*;m zo}8o?P5XO%oRZTUU`hTO_9BqY5tBWz%P;jh5~@B}5r+9F_HA=RpAE5PWM#v`!!Z&S z0-~ZwVdOf2d)4^yHVYW6nOa-l_3#kxGv@=BywBbzUY;<}6d8F6f7z~#3W9BUh|qV~ z+iwRJKU);eh$;rV72Dp^GJk=)O zyrU4}i32hM-#WcouzBq6>w6B-8%`mCK809rOp0Kv#!#97)hy&dhfuw!^gvk|JzF&h zNc`7`aSy@62CR?*fOZe(A*|jDG&G?gkDh`E6CjfY!&cW~4jAbNYT;mGSIkxgzdUM~ zX=-X^^|h-DImE*f6N8^Ud&ZT_L`#dB>r8G0lRc=q z" ] @@ -187,12 +187,26 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [ + { + "ename": "ValueError", + "evalue": "x and y must have same first dimension, but have shapes (3,) and (4,)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[2], line 10\u001b[0m\n\u001b[1;32m 7\u001b[0m imgclass \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbottle\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 9\u001b[0m \u001b[38;5;66;03m# Plot both bottle and cable data\u001b[39;00m\n\u001b[0;32m---> 10\u001b[0m \u001b[43max\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[38;5;241;43m3\u001b[39;49m\u001b[43m,\u001b[49m\u001b[38;5;241;43m5\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mResNet50\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43minbalanced - more good shots\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmarker\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mo\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlabel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43mf\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mResNet50\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlinestyle\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m-\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 11\u001b[0m ax\u001b[38;5;241m.\u001b[39mplot([\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m3\u001b[39m,\u001b[38;5;241m5\u001b[39m], data[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mP>M>F\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124minbalanced - more good shots\u001b[39m\u001b[38;5;124m\"\u001b[39m, []), marker\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mo\u001b[39m\u001b[38;5;124m'\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mP>M>F\u001b[39m\u001b[38;5;124m'\u001b[39m, linestyle\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m-\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 12\u001b[0m ax\u001b[38;5;241m.\u001b[39mplot([\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m3\u001b[39m,\u001b[38;5;241m5\u001b[39m], data[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCAML\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124minbalanced - more good shots\u001b[39m\u001b[38;5;124m\"\u001b[39m, []), marker\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mo\u001b[39m\u001b[38;5;124m'\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCAML\u001b[39m\u001b[38;5;124m'\u001b[39m, linestyle\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m-\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", + "File \u001b[0;32m/usr/lib/python3.13/site-packages/matplotlib/axes/_axes.py:1777\u001b[0m, in \u001b[0;36mAxes.plot\u001b[0;34m(self, scalex, scaley, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1534\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1535\u001b[0m \u001b[38;5;124;03mPlot y versus x as lines and/or markers.\u001b[39;00m\n\u001b[1;32m 1536\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1774\u001b[0m \u001b[38;5;124;03m(``'green'``) or hex strings (``'#008000'``).\u001b[39;00m\n\u001b[1;32m 1775\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1776\u001b[0m kwargs \u001b[38;5;241m=\u001b[39m cbook\u001b[38;5;241m.\u001b[39mnormalize_kwargs(kwargs, mlines\u001b[38;5;241m.\u001b[39mLine2D)\n\u001b[0;32m-> 1777\u001b[0m lines \u001b[38;5;241m=\u001b[39m [\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_lines(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, data\u001b[38;5;241m=\u001b[39mdata, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)]\n\u001b[1;32m 1778\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m line \u001b[38;5;129;01min\u001b[39;00m lines:\n\u001b[1;32m 1779\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39madd_line(line)\n", + "File \u001b[0;32m/usr/lib/python3.13/site-packages/matplotlib/axes/_base.py:297\u001b[0m, in \u001b[0;36m_process_plot_var_args.__call__\u001b[0;34m(self, axes, data, return_kwargs, *args, **kwargs)\u001b[0m\n\u001b[1;32m 295\u001b[0m this \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m args[\u001b[38;5;241m0\u001b[39m],\n\u001b[1;32m 296\u001b[0m args \u001b[38;5;241m=\u001b[39m args[\u001b[38;5;241m1\u001b[39m:]\n\u001b[0;32m--> 297\u001b[0m \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_plot_args\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 298\u001b[0m \u001b[43m \u001b[49m\u001b[43maxes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mthis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mambiguous_fmt_datakey\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mambiguous_fmt_datakey\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 299\u001b[0m \u001b[43m \u001b[49m\u001b[43mreturn_kwargs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mreturn_kwargs\u001b[49m\n\u001b[1;32m 300\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/usr/lib/python3.13/site-packages/matplotlib/axes/_base.py:494\u001b[0m, in \u001b[0;36m_process_plot_var_args._plot_args\u001b[0;34m(self, axes, tup, kwargs, return_kwargs, ambiguous_fmt_datakey)\u001b[0m\n\u001b[1;32m 491\u001b[0m axes\u001b[38;5;241m.\u001b[39myaxis\u001b[38;5;241m.\u001b[39mupdate_units(y)\n\u001b[1;32m 493\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m x\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m!=\u001b[39m y\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m]:\n\u001b[0;32m--> 494\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx and y must have same first dimension, but \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 495\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhave shapes \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mx\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m and \u001b[39m\u001b[38;5;132;01m{\u001b[39;00my\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 496\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m x\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m2\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m y\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m2\u001b[39m:\n\u001b[1;32m 497\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx and y can be no greater than 2D, but have \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 498\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mshapes \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mx\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m and \u001b[39m\u001b[38;5;132;01m{\u001b[39;00my\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n", + "\u001b[0;31mValueError\u001b[0m: x and y must have same first dimension, but have shapes (3,) and (4,)" + ] + }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "

" ] @@ -314,6 +328,137 @@ "plt.tight_layout()\n", "plt.savefig(f\"comparison-2way-{imgclass}.png\")" ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnUAAAHWCAYAAAARl3+JAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAenpJREFUeJzt3Xd8zPcfB/DX9y6XXHZkD1lIQsQMImaNRGjRTSnaohRVpYNWa/y0Shfa0qJWVY3qriKt2qNW7JEQEpEd2fvu+/vj5JKTHUm+yeX1fDzuIfdd9758uXv5fj9DEEVRBBERERE1ajKpCyAiIiKih8dQR0RERKQHGOqIiIiI9ABDHREREZEeYKgjIiIi0gMMdURERER6gKGOiIiISA8w1BERERHpAYY6IiIiIj3AUEdEVbZhwwYIgoBTp05Ve99bt25BEAR88skntVZP0TE3bNhQa8eUStHv9tatW1KXUi4PDw889thjlW6nT+eFqDFhqCMiIiLSAwx1RERERHqAoY6IHsoLL7wAMzMzREREYMiQITAzM4OrqytmzZqFvLy8Utur1Wp88MEHcHNzg1KpRJcuXfDPP//obBMREYEXX3wRXl5eMDExgYuLC4YOHYoLFy5UWk9V992/fz8EQcAPP/yAd999F87OzrCwsMDAgQNx7dq1UsfdvXs3BgwYAEtLS5iYmKBNmzZYvHixzjanTp3CsGHDYG1tDaVSiU6dOmH79u2ljnX8+HH07NkTSqUSzs7OmDNnDgoKCip9bzWRmpqKWbNmoUWLFjAyMoK9vT2GDBmCq1evardZsGABAgICYG1tDQsLC3Tu3BnffvstRFEs85g///wz2rdvD6VSiRYtWmDFihVVqiU8PByjRo2Cvb09jIyM0KZNG3z11Ve18j6JCDCQugAiavwKCgowbNgwjB8/HrNmzcLBgwfxv//9D5aWlnj//fd1tv3yyy/h7u6OZcuWQa1WY+nSpRg8eDAOHDiAwMBAAMDdu3dhY2ODjz76CHZ2dkhJScHGjRsREBCAs2fPwsfHp9xaqrvvO++8g549e2Lt2rVIT0/H22+/jaFDh+LKlSuQy+UAgG+//RYTJ05E37598fXXX8Pe3h7Xr1/HxYsXtcf5999/ERISgoCAAHz99dewtLTE1q1bMWLECGRnZ+OFF14AAFy+fBkDBgyAh4cHNmzYABMTE6xcuRJbtmypjVOhIyMjA7169cKtW7fw9ttvIyAgAJmZmTh48CBiY2PRunVrAJo2cJMmTYKbmxsATeh89dVXERMTU+r8hYWFYcaMGZg/fz4cHR3x/fff47XXXkN+fj7eeOONcmu5fPkyevToATc3N3z66adwdHTEnj17MH36dCQlJWHevHm1/v6JmhyRiKiK1q9fLwIQT548qV02btw4EYC4fft2nW2HDBki+vj4aJ9HRkaKAERnZ2cxJydHuzw9PV20trYWBw4cWO7rFhYWivn5+aKXl5f4+uuvlzrm+vXrq73vv//+KwIQhwwZorP99u3bRQDisWPHRFEUxYyMDNHCwkLs1auXqFary32d1q1bi506dRILCgp0lj/22GOik5OTqFKpRFEUxREjRojGxsZiXFycTo2tW7cWAYiRkZHlvkZ1LVy4UAQghoaGVnkflUolFhQUiAsXLhRtbGx03rO7u7soCIIYFhams09QUJBoYWEhZmVliaJY9nkZNGiQ2Lx5czEtLU1n32nTpolKpVJMSUmpwTskopJ4+5WIHpogCBg6dKjOsvbt2+P27dultn3yySehVCq1z83NzTF06FAcPHgQKpUKAFBYWIgPP/wQvr6+MDQ0hIGBAQwNDREeHo4rV65UWEt19x02bFipugFoaz969CjS09MxZcoUCIJQ5mtGRETg6tWrGD16tLaGoseQIUMQGxurvaX777//YsCAAXBwcNDuL5fLMWLEiArfFwCIoqhz7MLCwgq3/+uvv+Dt7Y2BAwdWuN2+ffswcOBAWFpaQi6XQ6FQ4P3330dycjISEhJ0tm3bti06dOigs2zUqFFIT0/HmTNnyjx+bm4u/vnnHzzxxBMwMTEp9fvJzc3F8ePHK33/RFQxhjoiemgmJiY6QQ0AjIyMkJubW2pbR0fHMpfl5+cjMzMTADBz5ky89957ePzxx/H777/jxIkTOHnyJDp06ICcnJwKa6nuvjY2NqXqBqDdNjExEQDQvHnzcl8zPj4eAPDGG29AoVDoPKZMmQIASEpKAgAkJyeX+zuozIEDB0odv6IhUBITEyusGwD+++8/BAcHAwDWrFmDI0eO4OTJk3j33XcBoNTvrKLak5OTy3yN5ORkFBYW4osvvihV/5AhQwAU/36IqObYpo6I6lVcXFyZywwNDWFmZgYA2Lx5M8aOHYsPP/xQZ7ukpCRYWVlVePyH2bcsdnZ2AIA7d+6Uu42trS0AYM6cOXjyySfL3KaoLZ+NjU25v4PK+Pv74+TJkzrLnJ2dy93ezs6uwroBYOvWrVAoFPjjjz90gvkvv/xS5vYV1f5gQC7SrFkzyOVyjBkzBlOnTi1zG09PzwrrJKLKMdQRUb366aef8PHHH2sDREZGBn7//Xf07t1b2zFBEATtFbMif/75J2JiYtCqVasKj/8w+5alR48esLS0xNdff42RI0eWeQvWx8cHXl5eOHfuXKkw+aB+/frht99+Q3x8vPYWrEqlwrZt2yqtxdzcHF26dKly7YMHD8b777+Pffv2oX///mVuIwgCDAwMtL97QHN17rvvvitz+0uXLuHcuXM6t2C3bNkCc3NzdO7cucx9TExM0K9fP5w9exbt27eHoaFhld8DEVUdQx0R1Su5XI6goCDMnDkTarUaS5YsQXp6OhYsWKDd5rHHHsOGDRvQunVrtG/fHqdPn8bHH39c6a3Eh923LGZmZvj0008xYcIEDBw4EBMnToSDgwMiIiJw7tw5fPnllwCAb775BoMHD8agQYPwwgsvwMXFBSkpKbhy5QrOnDmDHTt2AADmzp2L3377Df3798f7778PExMTfPXVV8jKyqpRfRWZMWMGtm3bhuHDh2P27Nno1q0bcnJycODAATz22GPo168fHn30UXz22WcYNWoUXn75ZSQnJ+OTTz4pFYyLODs7Y9iwYZg/fz6cnJywefNmhIaGYsmSJTAxMSm3luXLl6NXr17o3bs3XnnlFXh4eCAjIwMRERH4/fffsW/fvlp//0RNDUMdEdWradOmITc3F9OnT0dCQgLatm2LP//8Ez179tRus3z5cigUCixevBiZmZno3LkzfvrpJ8ydO7fS4z/MvuUZP348nJ2dsWTJEkyYMAGiKMLDwwPjxo3TbtOvXz/8999/+OCDDzBjxgzcu3cPNjY28PX1xbPPPqvdzs/PD3///TdmzZqFcePGoVmzZhgzZgyeeuopvPzyyzWusSzm5uY4fPgw5s+fj9WrV2PBggVo1qwZunbtqn2t/v37Y926dViyZAmGDh0KFxcXTJw4Efb29hg/fnypY3bs2BEvvvgi5s2bh/DwcDg7O+Ozzz7D66+/XmEtvr6+OHPmDP73v/9h7ty5SEhIgJWVFby8vLTt6ojo4QiiWM7okkRERETUaLD3KxEREZEeYKgjIiIi0gMMdURERER6gKGOiIiISA8w1BERERHpAYY6IiIiIj3AcerKoFarcffuXZibm5c7gTcRERFRXRBFERkZGXB2doZMVvXrbwx1Zbh79y5cXV2lLoOIiIiasOjo6GrNhsNQVwZzc3MAml+mhYWFdnlBQQH27t2L4OBgKBQKqcqjKuC5ajx4roioKSvrMzA9PR2urq7aPFJVDHVlKLrlamFhUSrUmZiYwMLCgl8+DRzPVePBc0VETVlFn4HVbQLGjhJEREREeoChjoiIiEgPMNQRERER6QG2qSMiImpEVCoVCgoKpC6DHoJCoYBcLq/14zLUERERNQKiKCIuLg6pqalSl0K1wMrKCo6OjrV6TIY6IiKiRqAo0Nnb28PExISD4zdSoigiOzsbCQkJAABbW9taOzZDHRERUQOnUqm0gc7GxkbqcughGRsbAwASEhLQrFmzWjsuO0oQERE1cEVt6ExMTCSuhGpL0bksLCystWMy1BERETUSvOWqP4rOpSiKtXZMhjoiIiIiPcBQV0UqtYgTkSk4nSTgRGQKVOraS9ZERERED4uhrgp2X4xFryX78Py6U9gULsfz606h15J92H0xVurSiIiIqkWlFnHsRjJ+DYvBsRvJdX6R4oUXXoAgCBAEAQqFAi1atMAbb7yBrKysah9r/vz5EAQBISEhpdYtXboUgiDgkUceqXGtHh4e2lqLHs2bN6/x8eobe79WYvfFWLyy+Qwe/Csfl5aLVzafwarnOyPEz0mS2oiIiKpj98VYLPj9MmLTcrXLnCyVmDfUt06/y0JCQrB+/XoUFBTg0KFDmDBhArKysrBq1SpERUXBzc2tysdycnLCv//+izt37ugErvXr15c6TmJiIszNzaFUKqt8/IULF2LixIna53UxSHBd4ZW6CqjUIhb8frlUoAOgXbbg98u8FUtERA1e0UWKkoEOKL5IUZd3n4yMjODo6AhXV1eMGjUKo0ePxi+//AIA8PT0xMCBA/Hdd99V6eqdvb09goODsXHjRu2yo0ePIikpCY8++qjOtrt27YKTkxMmT56MY8eOValWc3NzODo6ah92dnZVf6MSY6irwOlb90r95S9JBBCblov/IlPqrygiIiLcH8Q2v7BKj4zcAsz77VKFFynm/3YZGbkFVTrew/bYNDY21g7TcvnyZQQEBGDu3LlwdHTESy+9hAMHDlT4Gi+99BI2bNigfb5u3TqMHj0ahoaGOtuNHj0amzdvxr1799C/f3/4+Pjggw8+QHR09EPV31Dx9msFEjPLD3QlJWRUbTsiIqLaklOggu/7e2rlWCKAuPRctJu/t0rbX144CCaGNYsQ//33H7Zs2YIBAwYAgDZoLVq0CPv378emTZswdOhQ2NraYuzYsRg3bhw8PT11jvHYY49h8uTJOHjwIPz9/bF9+3YcPnwY69at09nOwMAAjz76KB599FGkpaVhx44d2LRpE+bNm4dHHnkE48aNw9NPP60dDBgA3n77bcydO1f7/MMPP8T06dNr9F7rG6/UVcDOrGr34O3Nq36vnoiIqKn5448/YGZmBqVSicDAQPTp0wdffPGFzjaCIKBfv35Yv3497ty5g8DAQCxYsACvv/56qeMpFAo8//zzWL9+PXbs2AFvb2+0b9++whosLS0xYcIEHDx4EEePHkVkZCTGjh2LPXt0g/Gbb76JsLAw7WPs2LEP/wuoJ7xSVwF/j2ZwslQiLi23zEvWAGBvboRuntb1WhcREZGxQo7LCwdVadv/IlPwwvqTlW634cWuVfpOM1ZUr/NAv379sGrVKigUCjg7O0OhUJS53ZkzZ/Ddd99hy5YtEAQBM2fOxIQJE8rc9qWXXkJAQAAuXryIl156qdIacnNz8fvvv+O7777D7t270alTJ8yaNUt7xbCIra0tWrVqVa3311Aw1FVALhMwb6gvXtl8BgJQZrDLKVDhWlwGfJ0t6rs8IiJqwgRBqPIt0N5edhVepBAAOFoq0dvLDnJZ7c9aYWpqWm5QunPnDr7//nts2rQJN27cwNChQ/Htt98iJCQEBgblv7+2bduibdu2OH/+PEaNGlXmNqIo4vDhw/juu++wfft2mJmZ4fnnn8fSpUvRunXrWnlvDQlvv1YixM8Jq57vDEdL3VusDhZGcLEyRkZuIUasPsbOEkRE1GAVXaQANAGupKLn84b61kmgq4y7uzt++uknTJ06FbGxsdixYwcee+yxCgNdkX379iE2NhZWVlZlrt+8eTMGDRqErKwsbN++HVFRUfjoo4/0MtABvFJXJSF+TgjydcSxiATsPXQCwb0DENjKHpl5hZi48RT+u5WCMd+ewFejOmOgr4PU5RIREZVSdJHiwXHqHOthnLqKXLp0qcYhy9TUtML1AwYMQFxcHCwsmsbdNEGszZlk9UR6ejosLS2Rlpam8xehoKAAu3btwpAhQ7TtAXILVJi25Sz+vhIPuUzAkqfa42n/xjP6tL4q61xRw8RzRVS53NxcREZGwtPTs1oD6ZZFpRbxX2QKEjJyYW+uRDdPa0mu0DV1Ree0efPm2Ldvn85nYHk5pDK8/fqQlAo5vn6+M57q3BwqtYg3dpzDmoM3pS6LiIioTHKZgMCWNhje0QWBLW0Y6PQIQ10tMJDL8PHT7TGxt2YcnQ92XcGS3VcfenBGIiIioqpiqKslMpmAdx/1xezBmnYBq/bfwJyfLqBQpZa4MiIiImoKGOpq2eS+LbHkqXaQCcDWk9GYuuUMcgtUUpdFREREeo6hrg6M6OqGlaP9YWggw55L8Xhx/Ulk5BZIXRYRERHpMYa6OhLi54gNL3aFmZEBjt1MxnNrjiMpM0/qsoiIiEhPSR7qVq5cqe2i7e/vj0OHDpW77f79+yEIQqnH1atXdbbbuXMnfH19YWRkBF9fX/z88891/TbK1KOlLba+3B02poa4GJOOZ74+hjv3siWphYiIiPSbpKFu27ZtmDFjBt59912cPXsWvXv3xuDBgxEVFVXhfteuXUNsbKz24eXlpV137NgxjBgxAmPGjMG5c+cwZswYPPvsszhx4kRdv50y+blYYsfkQLhYGSMyKQtPrTqK6/EZktRCRERE+kvSUPfZZ59h/PjxmDBhAtq0aYNly5bB1dUVq1atqnA/e3t7ODo6ah9yefHEwsuWLUNQUBDmzJmD1q1bY86cORgwYACWLVtWx++mfC3szLDzlR7wdjBDfHoenvn6GE7fvidZPURERKR/JJsmLD8/H6dPn8bs2bN1lgcHB+Po0aMV7tupUyfk5ubC19cXc+fORb9+/bTrjh07htdff11n+0GDBlUY6vLy8pCXV9zeLT09HYBmpPuCguIODkU/l1xWVTYmcnz/UldM3HwGYdFpeH7tcXz5XEf08bKt9rGocg9zrqh+8VwRVa6goACiKEKtVkOt5lBZ+kCtVkMURRQWFgJAmXmjuiQLdUlJSVCpVHBw0J0r1cHBAXFxcWXu4+TkhNWrV8Pf3x95eXn47rvvMGDAAOzfvx99+vQBAMTFxVXrmACwePFiLFiwoNTyvXv3wsTEpNTy0NDQSt9feUY5AXkZMlxJBSZ+dxrPt1LD35aDFNeVhzlXVL94rojKZ2BgAEdHR2RmZiI/P//hDqZWwSDmPwhZCRBN7VHo0g2QySvfr4amTJmCH374AQAgl8vh6OiI4OBgvP/++7Cysnro47dv3x7R0dHYu3cvunbtql0+Z84cXLhwAX/88UeVjhMVFYUOHTrg4MGDaNeunXb5li1bMHXq1FLbx8bG6kzZtnbtWnzxxReIj49H69at8eGHH6JHjx7lvl5+fj5ycnK0F7JKfgZmZ9es/b1koa6IIOhOTyKKYqllRXx8fODj46N9HhgYiOjoaHzyySfaUFfdYwKaEz9z5kzt8/T0dLi6uiI4OLjU3K+hoaEICgp6qDkqHy1U4+2fLuKPC3H4LkIOD+/WGNPdrcbHo9Jq61xR3eO5Iqpcbm4uoqOjYWZm9nBzv175HcKe2RDS72oXiRbOEAd9BLQZWguVlqZQKDBo0CCsW7cOhYWFuHz5MiZMmIDs7Gxs2bLloY8vk8mgVCqxaNEi/Pvvv9rlhoaGMDAwqPLcqWZmZgAAU1NTnX2USiUsLCxw5coVne3t7e21P2/btg3vvPMOvvzyS/Ts2ROrV6/Gs88+i4sXL8LNrezv99zcXBgbG6NHjx44ePCgzmdg0R3D6pIs1Nna2kIul5e6gpaQkFDqSltFunfvjs2bN2ufOzo6VvuYRkZGMDIyKrVcoVCU+SVT3vKqUiiAFc91ho3ZJWw8dhsL/7yKtFwVZgz0qjB8UvU97Lmi+sNzRVQ+lUoFQRAgk8kgk9WwOfzl34Ad4wDo3h0S0mMh7BgHPLsJ8B328MU+QBAEKJVKODs7AwDc3NwwYsQIbNiwQfte1q9fj6VLlyIyMhIeHh6YPn06pkyZAkBzRWvmzJnYuXMn7t27B0dHR0yaNAlz5szRvsakSZOwatUq7N69G0OGDNG+LgCd31dFr9OyZUsAgL+/PwCgb9++2L9/P2QyGQRB0NZflmXLlmH8+PF4+eWXAQDLly/H3r178c0332Dx4sVl7lN0XAMDTRQr+RlY089CyTpKGBoawt/fv9Qtl9DQ0AovVz7o7NmzcHJy0j4PDAwsdcy9e/dW65j1QSYTMH9YW7w+0BsAsPyfcLz/6yWo1LwVS0REVSCKQH5W1R656cBfb+HBQHf/QJo/dr+t2a4qx3uIuc1v3ryJ3bt3a4PLmjVr8O677+KDDz7AlStX8OGHH+K9997Dxo0bAQArVqzAb7/9hu3bt+PatWvYvHkzPDw8dI7p4eGByZMnY86cOeW2Oazsdf777z8AwN9//43Y2Fj89NNP2n0zMzPh7u6O5s2b47HHHsPZs2e164r6CAQHB+u8XlX6CNQ2SW+/zpw5E2PGjEGXLl0QGBiI1atXIyoqCpMnTwaguS0aExODTZs2AdAkYQ8PD7Rt2xb5+fnYvHkzdu7ciZ07d2qP+dprr6FPnz5YsmQJhg8fjl9//RV///03Dh8+LMl7rIggCHhtoBeszQzx/q8X8d3x27iXnY/Pnu0IQwPJhxAkIqKGrCAb+LD8q0fVIwLpd4GPXKu2+Tt3AUPTKh/9jz/+gJmZGVQqFXJzcwFoRsAAgP/973/49NNP8eSTTwIAPD09cfnyZXzzzTcYN24coqKi4OXlhV69ekEQBLi7u5f5GnPnzsX69evx/fffY8yYMaXWV/Y6dnZ2AAAbGxs4Ojpq92vdujU2bNiAdu3aIT09HcuXL0fPnj1x7tw5eHl51aiPQF2RNNSNGDECycnJWLhwIWJjY+Hn54ddu3ZpT1hsbKzOmHX5+fl44403EBMTA2NjY7Rt2xZ//vmn9lIrAPTo0QNbt27F3Llz8d5776Fly5bYtm0bAgIC6v39VdWY7u6wMlZg5vYw/HE+Fmk5Bfj6eX+YGkne5JGIiOih9evXD6tWrUJ2djbWrl2L69ev49VXX0ViYiKio6Mxfvx4TJw4Ubt9YWEhLC0tAQAvvPACgoKC4OPjg5CQEDz22GOlrooBgJ2dHd544w28//77GDFihM66qrxOebp3747u3btrn/fs2ROdO3fGF198gRUrVmiXV7c9f12QPDVMmTJFez/7QRs2bNB5/tZbb+Gtt96q9JhPP/00nn766door94M7eAMS2MFJm8+jUPhSRi99gTWv9AVzUwNpS6NiIgaIoWJ5opZVdw+Cnxfhe/F0T8C7lVorqQoPTJERUxNTdGqVSsAmtup/fr1w4IFCzBt2jQAmlujD158KRqDtnPnzoiMjMRff/2Fv//+G88++ywGDhyIH3/8sdTrzJw5EytXrsTKlSt1lhfdkq3odapKJpOha9euCA8PB1B7fQRqA+/xNSB9vO3w/YQAWJkoEBadime+OYbYtBypyyIiooZIEDS3QKvyaNkfsHAGUN6VIwGwcNFsV5XjPeQVqHnz5uGTTz6BSqWCi4sLbt68iVatWuk8PD09tdtbWFhgxIgRWLNmDbZt24adO3ciJSWl1HHNzMzw3nvv4YMPPtDpQerg4FDp6xgaai6iqFSqCmsXRRFhYWHa9vy11UegNkh+pY50dXJrhh2TAjF23X+ISMjE06uOYdP4bmhpZyZ1aURE1FjJ5EDIEmD7WGiCXcmODvcDWshHdTpeXUmPPPII2rZtiw8//BDz58/H9OnTYWFhgcGDByMvLw+nTp3CvXv3MHPmTHz++edwcnJCx44dIZPJsGPHDjg6OpY7xt3LL7+Mzz//HD/88IPOVbnKXsfe3h7GxsbYvXs3mjdvDqVSCUtLSyxYsADdu3eHl5cX0tPTsWLFCoSFheGrr77SHruyPgL1hVfqGiAvB3P8+EoPtLAzRUxqDp75+hjO30mVuiwiImrMfIdphi2xcNJdbuFcZ8OZVGTmzJlYs2YNBg0ahLVr12o7I/Tt2xcbNmzQXkEzMzPDkiVL0KVLF3Tt2hW3bt3Crl27yh3aRaFQ4H//+5+2Q0aRCRMmVPg6BgYGWLFiBb755hs4Oztj+PDhAIDU1FS8/PLLaNOmDYKDgxETE4ODBw+iW7du2mOPGDECy5Ytw8KFC9GxY0ccPHhQp49AfRFE8SH6Jeup9PR0WFpaIi0trdTgw7t27cKQIUPqZTyt5Mw8vLjhJM7fSYOpoRyrx3ZBz1acVqwq6vtcUc3xXBFVLjc3F5GRkfD09Hy4wYcBQK3StLHLjAfMHDRt6OrpCh0VKzqnzZs3x759+3Q+A8vLIZXhlboGzMbMCFsmdkePljbIylfhxfUn8deFWKnLIiKixkwmBzx7A+2e1vzJQKc3GOoaODMjA6x/sSsG+zkiX6XG1C1n8MN/UZXvSERERE0KQ10jYGQgx5ejOuO5bm5Qi8Ccny7gq38jwDvnREREVIShrpGQywR8+IQfpvXTjPPz8Z5rWPTnFag5rRgRERGBoa5REQQBbwzywXuP+QIAvj0ciTd2nEOBqux57oiIiKjpYKhrhMb38sRnz3aAXCbgp7MxmPTdaeTkVzxYIhERNX7lTVZPjU/RuazNqcQ4+HAj9WTn5rA0VmDK92ew72oCxq47gbXjusLSmENCEBHpG0NDQ8hkMty9exd2dnYwNDSs93lFqXaIooj8/HwkJiZCJpPV6lBODHWN2IA2Dtg8IQDjN5zEyVv3MOKbY9j0UjfYWzzkGEZERNSgyGQyeHp6IjY2FnfvVnG+V2rQTExM4Obmxit1VKyrhzW23Z9W7GpcBp76+ig2jw+Au42p1KUREVEtMjQ0hJubGwoLCyudn5QaNrlcDgMDAwiCgIKCglo7LkOdHmjjZIGdk3tgzLoTuJ2cjadWHcPGl7qirbOl1KUREVEtEgQBCoWCs69QmdhRQk+42Zhgx+RAtHGyQFJmHkZ+cxwnbiZLXRYRERHVE4Y6PWJvrsTWl7ujm4c1MvIKMXbdf/j7crzUZREREVE9YKjTM5bGCmwa3w0D2zggr1CNSZtPY8epaKnLIiIiojrGUKeHlAo5vn6+M57q3BwqtYg3fzyPNQdvSl0WERER1SGGOj1lIJfh46fbY2JvTwDAB7uu4KO/rnK+WCIiIj3FUKfHZDIB7z7qi9mDWwMAvj5wA7N3XkAhpxUjIiLSOwx1TcDkvi2x5Kl2kAnAtlPRmLrlDHILOMYRERGRPmGoayJGdHXDytH+MJTLsOdSPF5cfxIZubU34CERERFJi6GuCQnxc8SGl7rCzMgAx24m47k1x5GUmSd1WURERFQLGOqamB4tbbH15e6wMTXExZh0PPP1MUSnZEtdFhERET0khromyM/FEjsmB8LFyhiRSVl4+uujuB6fIXVZRERE9BAY6pqoFnZm2PlKD3g7mCE+PQ/PfH0Mp2/fk7osIiIiqiGGuibM0VKJ7ZMC0cnNCmk5BXh+7Qnsv5YgdVlERERUAwx1TZyViSG+nxCAvt52yClQYcLGU/g1LEbqsoiIiKiaGOoIJoYGWDO2C4Z1cEahWsSMbWHYePSW1GURERFRNTDUEQDA0ECGZSM6YlygO0QRmPfbJXwWep3TihERETUSDHWkJZMJmD+sLV4f6A0AWPFPON7/9RJUagY7IiKiho6hjnQIgoDXBnrhf4/7QRCA747fxmtbzyK/kPPFEhERNWQMdVSmMd3dsWJkJyjkAv44H4vxG08iK69Q6rKIiIioHAx1VK6hHZzx7biuMFbIcSg8CaPXnsC9rHypyyIiIqIyMNRRhfp422HLxABYmSgQFp2KZ745hti0HKnLIiIiogcw1FGlOrk1w45JgXCyVCIiIRNPrzqGG4mZUpdFREREJTDUUZV4OZjjx1d6oIWdKWJSc/DM18dw/k6q1GURERHRfQx1VGUuVsbYMSkQ7ZtbIiUrH8+tPo4jEUlSl0VERERgqKNqsjEzwpaJ3dGjpQ2y8lV4cf1J7LoQK3VZRERETR5DHVWbmZEB1r/YFYP9HJGvUmPqljPYciJK6rKIiIiaNIY6qhEjAzm+HNUZz3VzgygC7/x8AV/9G8FpxYiIiCTCUEc1JpcJ+PAJP0zr1woA8PGea/jfH1eg5rRiRERE9Y6hjh6KIAh4Y5AP3nvMFwCw7kgkZu04hwIVpxUjIiKqTwx1VCvG9/LEZ892gFwm4OezMZj03Wnk5KukLouIiKjJYKijWvNk5+ZYPcYfRgYy7LuagDHfnkBaToHUZRERETUJDHVUqwa0ccDmCQGwUBrg1O17GPHNMSSk50pdFhERkd5jqKNa19XDGtsmBcLO3AhX4zLw1NdHcSspS+qyiIiI9BpDHdWJNk4W2Dm5B9xtTBCdkoOnvz6GS3fTpC6LiIhIbzHUUZ1xszHBjsmBaONkgaTMPIz85jhO3EyWuiwiIiK9xFBHdcreXImtL3dHNw9rZOQVYuy6/xB6OV7qsoiIiPQOQx3VOUtjBTaN74aBbeyRV6jG5M2nseNUtNRlERER6RWGOqoXSoUcXz/vj6c6N4dKLeLNH89j9cEbUpdFRESkNxjqqN4YyGX4+On2mNjbEwDw4a6r+Oivq5wvloiIqBYw1FG9kskEvPuoL2YPbg0A+PrADczeeQGFnFaMiIjooTDUkSQm922JJU+1g0wAtp2KxtQtZ5BbwGnFiIiIaoqhjiQzoqsbVo72h6Fchj2X4vHi+pPIyOW0YkRERDXBUEeSCvFzxIaXusLMyADHbibjuTXHkZSZJ3VZREREjQ5DHUmuR0tbbH25O2xMDXExJh3PfH0M0SnZUpdFRETUqDDUUYPg52KJHZMD4WJljMikLDz99VFci8uQuiwiIqJGg6GOGowWdmbY+UoPeDuYIT49D89+cwynb9+TuiwiIqJGgaGOGhRHSyW2TwpEJzcrpOUU4Pm1J7D/WoLUZRERETV4DHXU4FiZGOL7CQHo622HnAIVJmw8hV/DYqQui4iIqEFjqKMGycTQAGvGdsGwDs4oVIt4bWsYNhyJlLosIiKiBouhjhosQwMZlo3oiHGB7gCA+b9fxmeh1zmtGBERURkY6qhBk8kEzB/WFq8P9AYArPgnHO/9ehEqNYMdERFRSQx11OAJgoDXBnrhf4/7QRCAzcej8NrWs8gv5HyxRERERRjqqNEY090dK0Z2gkIu4I/zsRi/8SSy8gqlLouIiKhBYKijRmVoB2d8O64rjBVyHApPwqi1J3AvK1/qsoiIiCTHUEeNTh9vO2yZGAArEwXORafimW+O4W5qjtRlERERSYqhjhqlTm7NsGNSIJwslYhIyMTTq44iIiETAKBSizgRmYLTSQJORKawUwURETUJBlIXQFRTXg7m+PGVHhjz7QncTMzCs98cw8t9WmDj0VuITcsFIMem8FNwslRi3lBfhPg5SV0yERFRnZH8St3KlSvh6ekJpVIJf39/HDp0qEr7HTlyBAYGBujYsWOpdcuWLYOPjw+MjY3h6uqK119/Hbm5ubVcOTUELlbG2DEpEO2bWyIlKx8f/XX1fqArFpeWi1c2n8Hui7ESVUlERFT3JA1127Ztw4wZM/Duu+/i7Nmz6N27NwYPHoyoqKgK90tLS8PYsWMxYMCAUuu+//57zJ49G/PmzcOVK1fw7bffYtu2bZgzZ05dvQ2SmI2ZEb4bHwBDedl/nYtuvi74/TJvxRIRkd6SNNR99tlnGD9+PCZMmIA2bdpg2bJlcHV1xapVqyrcb9KkSRg1ahQCAwNLrTt27Bh69uyJUaNGwcPDA8HBwXjuuedw6tSpunob1ABcvpuOfFX549aJAGLTcvFfZEr9FUVERFSPJGtTl5+fj9OnT2P27Nk6y4ODg3H06NFy91u/fj1u3LiBzZs3Y9GiRaXW9+rVC5s3b8Z///2Hbt264ebNm9i1axfGjRtX7jHz8vKQl5enfZ6eng4AKCgoQEFBgXZ50c8ll1HDEJuaVeXtCgos6rgaqg7+uyKipqysz8Cafh5KFuqSkpKgUqng4OCgs9zBwQFxcXFl7hMeHo7Zs2fj0KFDMDAou/SRI0ciMTERvXr1giiKKCwsxCuvvFIqPJa0ePFiLFiwoNTyvXv3wsTEpNTy0NDQit4aSeBmmgBAXvl2l8Kw687Zui+Iqo3/roioKSv5GZidnV2jY0je+1UQBJ3noiiWWgYAKpUKo0aNwoIFC+Dt7V3u8fbv348PPvgAK1euREBAACIiIvDaa6/ByckJ7733Xpn7zJkzBzNnztQ+T09Ph6urK4KDg2FhUXxVp6CgAKGhoQgKCoJCoajuW6U6pFKL+PHTg4hPz0NZreYEAI6WRpg2og/kstJ/v0g6/HdFRE1ZWZ+BRXcMq0uyUGdrawu5XF7qqlxCQkKpq3cAkJGRgVOnTuHs2bOYNm0aAECtVkMURRgYGGDv3r3o378/3nvvPYwZMwYTJkwAALRr1w5ZWVl4+eWX8e6770ImK92M0MjICEZGRqWWKxSKMr9kyltO0lEAmD+sLV7ZfAYCUGawmze0LZRGhvVcGVUV/10RUVNW8jOwpp+FknWUMDQ0hL+/f6lbLqGhoejRo0ep7S0sLHDhwgWEhYVpH5MnT4aPjw/CwsIQEBAAQHPJ8sHgJpfLIYoiRJE9H/VZiJ8TVj3fGY6WylLrFj3ux3HqiIhIr0l6+3XmzJkYM2YMunTpgsDAQKxevRpRUVGYPHkyAM1t0ZiYGGzatAkymQx+fn46+9vb20OpVOosHzp0KD777DN06tRJe/v1vffew7BhwyCXV97mihq3ED8nBPk64lhEAvYcPIFTmZa4EpeJM1GpGN3dXeryiIiI6oykoW7EiBFITk7GwoULERsbCz8/P+zatQvu7pov39jY2ErHrHvQ3LlzIQgC5s6di5iYGNjZ2WHo0KH44IMP6uItUAMklwkI8LRG8hURwwe0xdPfnMBPZ+/g5T4t4ONoLnV5REREdUIQeU+ylPT0dFhaWiItLa1UR4ldu3ZhyJAhbPvTwJU8V69uPY/dl+IwsI0D1o7rInVp9AD+uyKipqysz8DyckhlJJ8mjKiuvTHIBzIB+PtKPE7f5uDDRESknxjqSO+1sjfDM/6uAIAlf11jhxkiItJLDHXUJMwI8oKhgQz/3UrB/muJUpdDRERU6xjqqElwsjTGCz08AABLdl+FWs2rdUREpF8Y6qjJmPJIS5grDXA1LgO/nbsrdTlERES1iqGOmgwrE0NM7tsSAPBp6DXkF6olroiIiKj2MNRRk/JiTw/YmRshOiUHP/xXvTEQiYiIGjKGOmpSTAwNMH2AFwDgi33hyMorlLgiIiKi2sFQR03OyK6ucLcxQVJmPr49HCl1OURERLWCoY6aHIVchlnBPgCA1QdvIjkzT+KKiIiIHh5DHTVJj7VzQltnC2TmFWLl/htSl0NERPTQGOqoSZLJBLwV0hoA8N2x27hzL1viioiIiB4OQx01WX28bNG9hTXyVWos+ztc6nKIiIgeCkMdNVmCIODt+1frfjpzB9fjMySuiIiIqOYY6qhJ6+TWDIPaOkAtAh/vuSZ1OURERDXGUEdN3puDfCATgNDL8Th9+57U5RAREdUIQx01ea3szfG0f3MAwJLdVyGKosQVERERVR9DHRGAGQO9YWggw3+RKdh/PVHqcoiIiKqNoY4IgLOVMcYFugMAlu6+BrWaV+uIiKhxYagjum/KI61gbmSAK7Hp+P38XanLISIiqhaGOqL7mpkaYlLfFgCAT/deR36hWuKKiIiIqo6hjqiEl3p5wtbMCFEp2dh6MkrqcoiIiKqMoY6oBBNDA7w2oBUAYMU/4cjKK5S4IiIioqphqCN6wMhubnC3MUFSZj7WHY6UuhwiIqIqYagjeoBCLsPMIG8AwDcHbyIlK1/iioiIiCrHUEdUhqHtneHrZIHMvEKs/DdC6nKIiIgqxVBHVAaZTMBbIT4AgE3HbiMmNUfiioiIiCrGUEdUjr7edgjwtEa+So1lodelLoeIiKhCDHVE5RAEAW8Pbg0A2HnmDsLjMySuiIiIqHwMdUQV6OzWDMG+DlCLwMd7rkldDhERUbkY6ogq8eYgH8gEYO/leJyJuid1OURERGViqCOqhJeDOZ7q3BwAsOSvqxBFUeKKiIiISmOoI6qCGUHeMDSQ4URkCg5cT5S6HCIiolIY6oiqwMXKGGO7uwMAluy+BrWaV+uIiKhhYagjqqKp/VrB3MgAV2LT8fv5u1KXQ0REpIOhjqiKmpka4uU+LQAAn+69jvxCtcQVERERFWOoI6qGl3p5wtbMCFEp2dh2MkrqcoiIiLQY6oiqwdTIANMHtAIALP8nAll5hRJXREREpMFQR1RNI7u6wc3aBEmZeVh/JFLqcoiIiAAw1BFVm6GBDLOCvQEA3xy4iXtZ+RJXREREVINQ5+HhgYULFyIqiu2JqOka2t4ZbZwskJFXiJX7I6Quh4iIqPqhbtasWfj111/RokULBAUFYevWrcjLy6uL2ogaLJlMwFshPgCAjcdu425qjsQVERFRU1ftUPfqq6/i9OnTOH36NHx9fTF9+nQ4OTlh2rRpOHPmTF3USNQgPeJth26e1sgvVGPZ39elLoeIiJq4Grep69ChA5YvX46YmBjMmzcPa9euRdeuXdGhQwesW7eO82OS3hMEAW+HtAYA/Hj6DiISMiSuiIiImrIah7qCggJs374dw4YNw6xZs9ClSxesXbsWzz77LN59912MHj26NuskapD83ZshyNcBahH4eM81qcshIqImzKC6O5w5cwbr16/HDz/8ALlcjjFjxuDzzz9H69attdsEBwejT58+tVooUUP15iAf/HMlHnsuxeNs1D10cmsmdUlERNQEVftKXdeuXREeHo5Vq1bhzp07+OSTT3QCHQD4+vpi5MiRtVYkUUPm7WCOJzs3BwAs2X2VTQ+IiEgS1b5Sd/PmTbi7u1e4jampKdavX1/joogam9eDvPFb2F0cv5mCg+FJ6OttJ3VJRETUxFT7Sl1CQgJOnDhRavmJEydw6tSpWimKqLFxsTLGmEDNf3aW/HUVajWv1hERUf2qdqibOnUqoqOjSy2PiYnB1KlTa6UoosZoar9WMDMywOXYdPxxIVbqcoiIqImpdqi7fPkyOnfuXGp5p06dcPny5VopiqgxsjY1xMt9WgAAPt17DfmFaokrIiKipqTaoc7IyAjx8fGllsfGxsLAoNpN9Ij0yvhenrA1M8Tt5GxsO1X6ijYREVFdqXaoCwoKwpw5c5CWlqZdlpqainfeeQdBQUG1WhxRY2NqZIBX+3sBAFb8E47s/EKJKyIioqai2qHu008/RXR0NNzd3dGvXz/069cPnp6eiIuLw6effloXNRI1Ks91c4OrtTESM/Kw/sgtqcshIqImotqhzsXFBefPn8fSpUvh6+sLf39/LF++HBcuXICrq2td1EjUqBgayDAryAcA8PX+G7iXlS9xRURE1BTUqBGcqakpXn755dquhUhvDOvgjK8P3MDVuAysOnAD7wxpI3VJRESk52rcs+Hy5cuIiopCfr7uVYhhw4Y9dFFEjZ1MJuDtkNZ4ccNJbDh6Cy/29ICTpbHUZRERkR6r0YwSTzzxBC5cuABBELRTIgmCAABQqVS1WyFRI/WIjx26eVjjv1spWBYajiVPt5e6JCIi0mPVblP32muvwdPTE/Hx8TAxMcGlS5dw8OBBdOnSBfv376+DEokaJ0EQ8PZgTdu6HaejEZGQKXFFRESkz6od6o4dO4aFCxfCzs4OMpkMMpkMvXr1wuLFizF9+vS6qJGo0fJ3t8bANg5Qi8Ane65JXQ4REemxaoc6lUoFMzMzAICtrS3u3r0LAHB3d8e1a/zSInrQWyE+EARg96U4hEWnSl0OERHpqWqHOj8/P5w/fx4AEBAQgKVLl+LIkSNYuHAhWrRoUesFEjV23g7meLJTcwDAkr+uatuhEhER1aZqh7q5c+dCrdbMablo0SLcvn0bvXv3xq5du7BixYpaL5BIH7we5AVDuQzHbibjUHiS1OUQEZEeqnbv10GDBml/btGiBS5fvoyUlBQ0a9ZM2wOWiHQ1b2aC57u7Y92RSCzZfRW9WtlCJuO/FyIiqj3VulJXWFgIAwMDXLx4UWe5tbU1Ax1RJab2awkzIwNcupuOPy/ESl0OERHpmWqFOgMDA7i7u3MsOqIasDEzwsTemnann+69hgKVWuKKiIhIn9SoTd2cOXOQkpJSF/UQ6bXxvT1hY2qIW8nZ2HYyWupyiIhIj1S7Td2KFSsQEREBZ2dnuLu7w9TUVGf9mTNnaq04In1jZmSAV/u3wvzfL2P5P+F4srMLTAxrPFsfERGRVrW/TR5//PE6KIOo6XguwA1rD0fizr0crD9yC1P7tZK6JCIi0gPVDnXz5s2rizqImgwjAzlmBXvj9W3n8PWBGxgd4AYrE0OpyyIiokau2m3qiOjhDevggtaO5sjILcSq/TekLoeIiPRAtUOdTCaDXC4v91FdK1euhKenJ5RKJfz9/XHo0KEq7XfkyBEYGBigY8eOpdalpqZi6tSpcHJyglKpRJs2bbBr165q10ZUV+QyAW+F+AAANhy9hdi0HIkrIiKixq7at19//vlnnecFBQU4e/YsNm7ciAULFlTrWNu2bcOMGTOwcuVK9OzZE9988w0GDx6My5cvw83Nrdz90tLSMHbsWAwYMADx8fE66/Lz8xEUFAR7e3v8+OOPaN68OaKjo2Fubl6t2ojqWj8fe3T1aIaTt+5h+d/h+Oip9lKXREREjVi1Q93w4cNLLXv66afRtm1bbNu2DePHj6/ysT777DOMHz8eEyZMAAAsW7YMe/bswapVq7B48eJy95s0aRJGjRoFuVyOX375RWfdunXrkJKSgqNHj0KhUAAA3N3dq1wTUX0RBAFvh7TG018fw/ZT0ZjQuwVa2ZtJXRYRETVStTaWQkBAACZOnFjl7fPz83H69GnMnj1bZ3lwcDCOHj1a7n7r16/HjRs3sHnzZixatKjU+t9++w2BgYGYOnUqfv31V9jZ2WHUqFF4++23y709nJeXh7y8PO3z9PR0AJqrkAUFBdrlRT+XXEYNU2M5Vx1czNHfxw77riXi491X8OVzHaUuqd41lnNFRFQXyvoMrOnnYa2EupycHHzxxRdo3rx5lfdJSkqCSqWCg4ODznIHBwfExcWVuU94eDhmz56NQ4cOwcCg7NJv3ryJffv2YfTo0di1axfCw8MxdepUFBYW4v333y9zn8WLF5d563jv3r0wMTEptTw0NLSyt0cNRGM4V12VwL+QY8/lBKzavgvuTfRiXWM4V0REdaXkZ2B2dnaNjlHtUNesWTOdeV5FUURGRgZMTEywefPmahfw4JyxoiiWOY+sSqXCqFGjsGDBAnh7e5d7PLVaDXt7e6xevRpyuRz+/v64e/cuPv7443JD3Zw5czBz5kzt8/T0dLi6uiI4OBgWFhba5QUFBQgNDUVQUJD21i41TI3tXF0XLuDnsFgcy7LH5Gf8m9Rcyo3tXBER1aayPgOL7hhWV7VD3eeff67zhSOTyWBnZ4eAgAA0a9asysextbWFXC4vdVUuISGh1NU7AMjIyMCpU6dw9uxZTJs2DYAmwImiCAMDA+zduxf9+/eHk5MTFAqFzq3WNm3aIC4uDvn5+TA0LD0emJGREYyMjEotVygUZX7JlLecGp7Gcq5mBrfGnxficexmCk7cTkNvLzupS6p3jeVcERHVhZKfgTX9LKx2qHvhhRdq9EIPMjQ0hL+/P0JDQ/HEE09ol4eGhpbZGcPCwgIXLlzQWbZy5Urs27cPP/74Izw9PQEAPXv2xJYtW6BWqyGTaUZsuX79OpycnMoMdEQNgau1CUZ3d8P6I7ewZPdV9GxpC5ms6VytIyKih1ftcerWr1+PHTt2lFq+Y8cObNy4sVrHmjlzJtauXYt169bhypUreP311xEVFYXJkycD0NwWHTt2rKZQmQx+fn46D3t7eyiVSvj5+WnnoH3llVeQnJyM1157DdevX8eff/6JDz/8EFOnTq3uWyWqV1P7tYKpoRwXY9Kx62Ks1OUQEVEjU+1Q99FHH8HW1rbUcnt7e3z44YfVOtaIESOwbNkyLFy4EB07dsTBgwexa9cu7RAksbGxiIqKqtYxXV1dsXfvXpw8eRLt27fH9OnT8dprr5XqZUvU0NiaGWFinxYAgE/2XEOBSi1xRURE1JhU+/br7du3tbc6S3J3d692AAOAKVOmYMqUKWWu27BhQ4X7zp8/H/Pnzy+1PDAwEMePH692LURSm9C7Bb47dhu3krOx/VQ0RgdwjEUiIqqaal+ps7e3x/nz50stP3fuHGxsbGqlKKKmyszIANP6twIALP87HDn5KokrIiKixqLaoW7kyJGYPn06/v33X6hUKqhUKuzbtw+vvfYaRo4cWRc1EjUpowLc0LyZMRIy8rD+aKTU5RARUSNR7VC3aNEiBAQEYMCAATA2NoaxsTGCg4PRv3//arepI6LSjAzkmBmkGYvx6/03kJbNmRaIiKhy1Q51hoaG2LZtG65du4bvv/8eP/30E27cuIF169ZxyBCiWjK8owt8HMyRnluIlQcipC6HiIgagRpPE+bl5QUvL6/arIWI7pPLBLwV4oPxG09hw5FbeLGHJxwtlVKXRUREDVi1r9Q9/fTT+Oijj0ot//jjj/HMM8/USlFEBPRvbY8u7s2QV6jG8n+uS10OERE1cNUOdQcOHMCjjz5aanlISAgOHjxYK0URkWZe5LcHtwYAbD91BzcSMyWuiIiIGrJqh7rMzMwy284pFIoaT0BLRGXr6mGNAa3toVKL+HTvNanLISKiBqzaoc7Pzw/btm0rtXzr1q3w9fWtlaKIqNibIT4QBGDXhTici06VuhwiImqgqt1R4r333sNTTz2FGzduoH///gCAf/75B1u2bMGPP/5Y6wUSNXWtHS3wREcX/HQ2Bkv3XMX3E7pLXRIRETVA1b5SN2zYMPzyyy+IiIjAlClTMGvWLMTExGDfvn3w8PCogxKJ6PUgbyjkAo5EJONweJLU5RARUQNU7VAHAI8++iiOHDmCrKwsRERE4Mknn8SMGTPg7+9f2/UREQBXaxPtPLBLdl+FWi1KXBERETU0NQp1ALBv3z48//zzcHZ2xpdffokhQ4bg1KlTtVkbEZUwrX8rmBrKcSEmDX9djJO6HCIiamCqFeru3LmDRYsWoUWLFnjuuefQrFkzFBQUYOfOnVi0aBE6depUV3USNXm2ZkaY0LsFAOCTvddQoFJLXBERETUkVQ51Q4YMga+vLy5fvowvvvgCd+/exRdffFGXtRHRAyb09oS1qSEik7Kw49QdqcshIqIGpMqhbu/evZgwYQIWLFiARx99FHK5vC7rIqIymCsVmNavFQBg+T/XkZOvkrgiIiJqKKoc6g4dOoSMjAx06dIFAQEB+PLLL5GYmFiXtRFRGUZ3d4OLlTHi0/Ow4egtqcshIqIGosqhLjAwEGvWrEFsbCwmTZqErVu3wsXFBWq1GqGhocjIyKjLOonoPiMDOWYGeQMAVu2PQFp2gcQVERFRQ1Dt3q8mJiZ46aWXcPjwYVy4cAGzZs3CRx99BHt7ewwbNqwuaiSiBzzeyQU+DuZIzy3EqgM3pC6HiIgagBoPaQIAPj4+WLp0Ke7cuYMffvihtmoiokrIZQLeHOQDAFh/JBJxabkSV0RERFJ7qFBXRC6X4/HHH8dvv/1WG4cjoioY0MYeXdybIa9QjeX/hEtdDhERSaxWQh0R1T9BEPD24NYAgO2nonEzMVPiioiISEoMdUSNWFcPa/RvbQ+VWsSne69LXQ4REUmIoY6okXtzkA8EAfjzQizO30mVuhwiIpIIQx1RI9fGyQKPd3QBACzdfU3iaoiISCoMdUR6YGaQNxRyAYcjknA4PEnqcoiISAIMdUR6wNXaBKMD3AEAS/dchSiKEldERET1jaGOSE9M7dcKJoZynL+Thr8uxkldDhER1TOGOiI9YWduhAm9WwAAPtlzDYUqtcQVERFRfWKoI9IjE3t7wtrUEDeTsrDj9B2pyyEionrEUEekR8yVCkzt1woAsOzv68gtUElcERER1ReGOiI9MzrADS5WxohPz8OGo7ekLoeIiOoJQx2RnlEq5Hg9yBsAsPLfCKRlF0hcERER1QeGOiI99EQnF3g7mCE9txBfH7whdTlERFQPGOqI9JBcJuDNQa0BAOuPRCI+PVfiioiIqK4x1BHpqYFt7OHv3gy5BWos/ydc6nKIiKiOMdQR6SlBEPB2iOZq3baT0YhMypK4IiIiqksMdUR6rJunNfr52EGlFvHJ3mtSl0NERHWIoY5Iz705qDUEAfjzfCwu3EmTuhwiIqojDHVEes7X2QLDOzgDAJbuuSpxNUREVFcY6oiagJlBPlDIBRwKT8KRiCSpyyEiojrAUEfUBLjZmGBUNzcAwNLdVyGKosQVERFRbWOoI2oipvX3gomhHOfupGH3xTipyyEiolrGUEfURNiZG2FCL08AwMd7r6FQpZa4IiKiJk6tgnD7MFxSjkG4fRhQqx7qcAx1RE3IxD4t0MxEgZuJWfjx9B2pyyEiarou/wYs84PB5sfR5fYqGGx+HFjmp1leQwx1RE2IuVKBqf1aAQCW/R2O3IKH+18hERHVwOXfgO1jgfS7usvTYzXLr+6q0WEZ6oiamOe7u8PZUom49FxsPHpL6nKIiJoWtQrY/TaAsjqs3V/297waHZqhjqiJUSrkeD3IGwCwcv8NpOUUSFwREVETcvto6St0OkQgI7ZGh2aoI2qCnuzcHF72ZkjLKcA3B25IXQ4Rkf4TRSDhKnB6Q529BEMdURMklwl4c5APAGDdkUgkpOdKXBERkR4qyAXC/wb+fANY3h5YGQBc/LHOXs6gzo5MRA1akK8DOrlZ4WxUKpb/E44PnmgndUlERI1fWgwQvge4vheIPAAUZBevkxsBHr2AmFNAbjrKblcnAOaOADKq/dIMdURNlCAIeDukNUauPo6tJ6MxoXcLeNqaSl0WEVHjolYBMaeB67s1QS7+gu56c2fAOxjwGgS06AsYmhb3foUA3WAnaP4YuAB497lql8JQR9SEdW9hg0d87LD/WiI+3XsNX47qLHVJREQNX849IOIfIHwvEPE3kJ1cYqUANO9aHOQc2wGCoLu/7zDg2U2aXrAlO01YOAMhHwHNH6lRWQx1RE3cm4N8sP9aIv44H4vJfdPg52IpdUlERA2LKAKJV4HrezRBLuo4IJYY59PIEmg1APAeBLQaCJjaVn5M32FA60dRePMgwg7tQcfeg2DQog8gkwPp6TUqk6GOqIlr62yJ4R2d8WvYXSzdcw2bXuomdUlERNIryAVuHbof5PYAqVG66+1aA17BmiDnGgDIFdV/DZkconsvxFxKRwf3XppA9xAY6ogIM4O88ef5WBy8noijN5LQo2UV/pdJRKRvKuvk4Nlbc0vVOxho5iFZmeVhqCMiuNuYYlSAGzYdu40lu6/hlyk2EB5sA0JEpG/UKuDOqeIgV5VODg0YQx0RAQCm9W+FHafu4Fx0KvZcikOIn5PUJRER1b6SnRzCQ4GclBIrS3Ry8A4BHPxKd3JowBjqiAgAYG+uxITenvhiXwQ+3nMNA9s4wEDO8cmJqJGrrJOD0hJoOUAT4loNBExtpKv1ITHUEZHWxD4tsPn4bdxIzMLOM3cwoqub1CUREVVfQQ5w67AmyF3fA6SV18kh5H4nB/2IQ/rxLoioVlgoFZjarxUW/XkFy/4Ox/COLlAqHq43FhFRvdB2ctgD3DwAFOYUryvq5OAdAngFNchODrWBoY6IdDzf3R3rDkfiblouNh27hZf7tJS6JCKi0nQ6OewB4i/qrjd31gw34j0I8OzT4Ds51AaGOiLSoVTIMSPIG2/9eB5f/XsDI7q6wdK4BuMvERHVtqJODtf3aGZyKLOTw/0g18g6OdQGhjoiKuXJTi5YffAmIhIysfrgDbw5qLXUJRFRU6Tt5HB/XtXoE6U7ObQaqBlypJF3cqgNDHVEVIqBXIY3gn0wefNprDt8C+MCPWBvoZS6LCJqCrSdHO4HubI6OXgP0gQ5PerkUBv4myCiMg1q64COrlYIi07Fin3hWPR4O6lLIiJ9lXaneMiRMjs59Lkf5IKBZu7S1dnAMdQRUZkEQcDbIa3x3Jrj2PpfNCb0agEPW/1vaExE9UCtAu6cLA5yD3ZysHApnle1iXRyqA0MdURUrsCWNujrbYcD1xPxaeh1fPFcJ6lLIqLGKjsFuLGv/E4Ort2Kg1wT7ORQGxjqiKhCbw7ywYHrifj93F1M6tMCfi6WUpdERI2BKAIJV4rnVY0+Dojq4vXs5FDrGOqIqEJ+LpYY1sEZv527i4/3XMPGl7pJXRIRNVQFOUDkoeIgV6qTQxvNvKrs5FAnJJ/YceXKlfD09IRSqYS/vz8OHTpUpf2OHDkCAwMDdOzYsdxttm7dCkEQ8Pjjj9dOsURN1MwgbxjIBBy4nohjN5KlLoeIGpK0O8DJb4EtI4AlnsCWZ4CTazWBTm4EtAoChnwCvHYemHocCFoIePRkoKsDkv5Gt23bhhkzZmDlypXo2bMnvvnmGwwePBiXL1+Gm1v5c06mpaVh7NixGDBgAOLj48vc5vbt23jjjTfQu3fvuiqfqMnwsDXFc93c8N3x21iy+yp+ntIDAtu7EDVNJTs5XN8DJFzSXc9ODpKRNNR99tlnGD9+PCZMmAAAWLZsGfbs2YNVq1Zh8eLF5e43adIkjBo1CnK5HL/88kup9SqVCqNHj8aCBQtw6NAhpKam1tE7IGo6Xh3QCj+evoOw6FTsuRSPED9HqUsiovqi08khVDOzQxFBppnJwStYM7eqQ1t2cpCIZKEuPz8fp0+fxuzZs3WWBwcH4+jRo+Xut379ety4cQObN2/GokWLytxm4cKFsLOzw/jx46t8O5eIKmZvrsT4Xp748t8IfLL3Gga2sYeBXPIWHERUF3Q6Oey5P5NDGZ0cvEM0f5pYS1craUkW6pKSkqBSqeDg4KCz3MHBAXFxcWXuEx4ejtmzZ+PQoUMwMCi79CNHjuDbb79FWFhYlWvJy8tDXl6e9nl6ejoAoKCgAAUFBdrlRT+XXEYNE89V3Xiphys2H7+NiIRMbD8ZhWf8XR76mDxXRA1EQQ6E24chhO+FLCIUQvodndWiXWuoWwVBbBUMsXlXQFbie5j/fmusrM/Amn4eSt5K8cF2OaIoltlWR6VSYdSoUViwYAG8vb3LPFZGRgaef/55rFmzBra2tlWuYfHixViwYEGp5Xv37oWJiUmp5aGhoVU+NkmL56r29bUX8OttOZbuugjD2HNQ1NLFOp4rovqnzE+GY/o5OKSdhW3GFRiI+dp1KkGBJPM2iLPoiHiLDsgxsgNyAVy8B1zcK13ReqrkZ2B2dnaNjiGIoijWVkHVkZ+fDxMTE+zYsQNPPPGEdvlrr72GsLAwHDhwQGf71NRUNGvWDHK5XLtMrVZDFEXI5XLs3bsX1tbW6NSpU6ltAEAmk+HatWto2bJlqVrKulLn6uqKpKQkWFhYaJcXFBQgNDQUQUFBUCgUD/9LoDrDc1V38gpUGLjsMOLS8zA7xBvje3o81PF4rojqkVoFIeYUhIj7V+MSLuusFs2dofYKhtgqCKJHb0BR+sIG1a6yPgPT09Nha2uLtLQ0nRxSGcmu1BkaGsLf3x+hoaE6oS40NBTDhw8vtb2FhQUuXLigs2zlypXYt28ffvzxR3h6ekIul5faZu7cucjIyMDy5cvh6upaZi1GRkYwMjIqtVyhUJT5JVPecmp4eK5qn0KhwMwgH7y18zy+PhiJUd09YKF8+N8xzxVRHclOASL+0bSPi/i77E4O3oMAr0EQHNpCzk4Okij5GVjTz0JJb7/OnDkTY8aMQZcuXRAYGIjVq1cjKioKkydPBgDMmTMHMTEx2LRpE2QyGfz8/HT2t7e3h1Kp1Fn+4DZWVlZlLieimnuyswu+OXgDNxKzsPrATbwxyEfqkoioSFEnh+u7NfOqlurkYHW/k8MgdnLQM5KGuhEjRiA5ORkLFy5EbGws/Pz8sGvXLri7uwMAYmNjERUVVclRiKi+GchleHOQDyZvPoNvD0dibA932JsrpS6LqOkqyAEiD2p6qobvBdKiddfb+xaPHde8Gwf+1VOSn9UpU6ZgypQpZa7bsGFDhfvOnz8f8+fPr3Cbyo5BRDUzqK0jOrha4Vx0Kr74JwL/e5xXw4nqVWp08XRckQeBwpzidQZKzcC/RUHOqvwB/Ul/SB7qiKhxEgQBb4f4YNSaE/jhvyhM6O0JdxuOHE9UZ1SFmpkcioJcqZkcmhfPq+rZBzBkJ4emhqGOiGqsR0tb9PG2w8Hrifgs9DqWj+wkdUlE+qXSTg7dNEHOO0Rzi5WdHJo0hjoieihvDfLBweuJ+DXsLl7u0wJtnS2lLomo8RJFIOFycds4dnKgamCoI6KH4udiiaEdnPH7ubv4eM81bHixm9QlETUuVe7kEKIZfoSdHKgc/JtBRA9tVpA3/roQi/3XEnH8ZjK6t7CRuiSihk2nk8MBoDC3eF1RJwfvQZowx04OVEUMdUT00DxsTTGymys2H4/Ckt1X8dMrPcqc7o+oydLp5LBHc4u1pKJODt4hgEdvdnKgGmGoI6JaMb2/F3aejsHZqFTsvRyPQW0dpS6JSFpFnRyu79Z0cshNLV6n7eQwSPNgJweqBQx1RFQr7C2UeKmXB7769wY+3nMNA9s4QC7jlxQ1IdpODrs1t1Xv/FdOJ4cQoNUAdnKgWsdQR0S15uU+LbH5eBQiEjKx88wdPNul7PmWifRGframk0NR+7j0O7rr7X2186qykwPVNf7tIqJaY2mswNR+LfHhrqtYFnodwzo4Q6mQS10WUe1KjSruqRp5kJ0cqMFgqCOiWjU20APrDt/C3bRcbD5+GxN6t5C6JKKHoyrU3EotCnJldnK43zaOnRxIQgx1RFSrlAo5Zgz0wuyfLuCrfyPwbFdXWCgVUpdFVD3ZKZrODdf3lN3JwTWgeF5VdnKgBoKhjohq3dP+zbH60E3cTMzCmoM3MSvYR+qSiComikD8peK2cWV1cvAK0rSNYycHaqAY6oio1hnIZXgz2AevfH8Gaw9FYmygB+zMjaQui0hXpZ0c2mrGjmMnB2ok+DeUiOpEiJ8jOjS3xLk7afhyXzgWDPeTuiSiKnRy6Fsc5KzYe5saF4Y6IqoTgiDg7ZDWGLX2BLb8F4XxvVrAzYYNyKmelezkcH0PkHhFd72la3HbOHZyoEaOoY6I6kyPVrbo7WWLQ+FJ+Cz0GpaN7CR1SdQUsJMDNVEMdURUp94OaY1D4Yfx67m7eLlPS/g6W0hdEukbnU4OezRzrJbs5GDcTDOTAzs5kJ5jqCP9o1ZBuH0YLinHINy2AFr0AWQcAFcqfi6WeKy9E/44H4uP91zF+he7SV0S6YOqdnLwDgFcurCTAzUJ/FtO+uXyb8Dut2GQfhddAOD2KsDCGQhZAvgOk7q6JmtWsA92X4zDv9cSceJmMgJa2EhdEjVGRZ0cru8Bbh1iJweiBzDUkf64/BuwfSwAUXd5eqxm+bObGOwk4mlrihFdXfH9iSgs2X0VO1/pAYHtmKgyVenkUDSvqmdvQGEsTZ1EDQRDXVXxll79E0VAXaj533hhHlCQo/mz6HlhLlB4f1lBNvDnGygV6DQHAiAAu2cDrR/leZPI9AFe2HnmDs5EpSL0cjyC2zpKXRI1RNpODruBiH/K7uRQFOTs27CTA1EJDHVV0ZRv6YkioMrXDVIFuQ8Eq7zicFWYW0kIK2PfirYr2dj54d4IkB4D3D6q+R891TsHCyVe6umJlftv4OM91zCgjQPkMn4hN3lFnRyu79aMHVdmJ4cgTZBr2Z+dHIgqwFBXmYZwS08Uqx+GSj6vNIRVFNZyS793qciNAIVS03bGwKjEn8ZAbhqQdK3yY1zYATi1B5SWdV8vlTKpb0t8fyIK4QmZ+OnMHTzThe2emqSiTg5FQS49Rne9g1/xkCPNu/LqOlEVMdRVRK0Cdr+N8m/pAfhzFmBsDagLahCaynqeV3o7VV59vusKCLqBqryAVfK54oHnBsoHHlU8ltwQkMnKLy3yELDxscrfwpmNwPltmtuw7Udq/ufPXnH1xtJYgVceaYmP/rqKZX+HY2gHZ/Druom4d1sT4Mrs5GAMtOirCXJewezkQFRD/DarSNQJIP1uxdtkJQAbH62fegBNm5IHg1OZoaiMkPSwAUuuaLjtV9x7aG6Jp8ei7BAuAEbmgLmT5orexZ2ah6k90O4ZoMNIwLFdw31/euSFHh5YfyQSMak52HTsFnwdzXA6SYBNZAoCW9nzlqy+UBUC0SeKhxwp1cnBrbinKjs5ENUKhrqKZCVUbTtTe8DUrn4ClsyAwaMsMrmmjeP2sQAE6Aa7+7+v4V8BbYYCsWHAuW2aW7FZCcDxrzQP+7aacNfuGcDCqf7fQxOhVMgxY6A35vx0AYv/ugpRBAA5NoWfgpOlEvOG+iLEj7//RikrWdPJIbxoJoe04nWC/H4nh2B2ciCqIwx1FTG1r9p2T69j4/uGwHeYpo3j7rd1r7BaOAMhHxW3fXTupHkE/0/Tu+7cD8C1v4CES0Doe8Df84AWjwAdntPcpjU0leTt6DMLpeajR3zgompcWi5e2XwGq57vzGDXGIgiEH9Rc0uVnRyIJMdQVxG3gMpv6Vk4a279UcPgOwxo/SgKbx5E2KE96Nh7EAzKG35GrgB8QjSPnHvApV807e2ijgE39mkehmaA73DNFTz3XhW366MqUalFLPrzSpnr7g8+gwW/X0aQryNvxTZE+dlA5IHiIMdODkQNBkNdRapySy/kI35oNTQyOUT3Xoi5lI4O7r2qdn6MmwFdXtQ8Um4C57drruDduwWEfa95WDQH2j+ruYJn513nb0Nf/ReZgti03HLXiwBi03LxS1gMhndwhoGcQVpyJTs5RB7U7bzFTg5EDQZDXWWqekuP9Id1C+CR2UDftzUNvc/9AFz6WTO35OHPNA/nzppw5/cUYMopr6ojIaP8QFfSrO3nMHvneXjamsLL3hwt7c3gZW+GVvZm8LQ1hVLB/0zVGXZyIGqUGOqqojq39Eh/CALg1l3zCFmiGVPr3FYgIhS4e0bz2DNH88XWYaTmdpOBkdRVN3j25soqbWcolyFfpcb1+Excj8/UWScTAHcbU7S0M4OXQ3HYa2lnBlMjfqzVSFEnh+u7gRv/lN/JwTsEsGvNTg5EDRA//aqqJrf0SH8olEDbxzWPzETNcCjnftD0pL32p+ahtAL8ntRcwWvelV965ejmaQ0nSyXi0nLLa6kKR0slDr7ZD3HpuYhIzEREfCbCEzIQkZCJ8IRMZOQWIjIpC5FJWfj7SrzO/i5WxmhV4qqel4MZWtmZw9JEUS/vr9Eo2cnh+h5NJ4eSZ6RkJ4dWAzTPiahBY6gjqi4zO6D7ZM0j4Yrm6t357UDGXeDUOs3DuoUm3LV/FmjmIXXFDYpcJmDeUF+8svlMeS1VMW+oLxQGMrham8DV2gT9fIp7oouiiISMPE3Ai89ARGImwuMzEZGQieSsfMSk5iAmNQcHrifqvK6duRG8SoS9Vvbm8HIwg42pIYSmEsDzs0rM5BBaQSeHEKB5F/7nlaiRYagjehj2bYCgBcCA9zWj5J/bqplaLuUm8O8Hmod7T6D9CM1VPk5PBgAI8XPCquc7Y8Hvl3U6TThWYZw6QRDgYKGEg4USPVvZ6qxLycq/fzVPc1VPE/wyEZeei8SMPCRm5OHojWSdfaxMFLpB7/7PTpZK/Qh7925p2sWF79HMvFJWJwfvQZowZ9lcsjKJ6OEx1BHVBplcM7Zdi0eAIZ8AV//Q3J69eQC4fUTz+OstwGeI5goepydDiJ8TgnwdcSwiAXsPnUBw74CHnlHC2tQQ3Tyt0c1Tdzy09NwC3Lgf8opu4UYkZCL6XjZSswtw8tY9nLx1T2cfMyMDtLQ3Q6sH2u01b2bSsIdaKerkUDSvauJV3fWWbpoQ5z0I8OjFTg5EeqRpf6sQ1QUjM03HiQ4jgbQYzcwV537QfLle+knz0E5PNgJwbN9k29/JZQICPK2RfEVEgKd1nYUlC6UCndyaoZObbruwnHwVbiYVX9Erusp3KzkbmXmFOBedinPRqTr7GBnI0MLOTOdWrpeDGdxtTKGQaviVrGRNB57reyro5HA/yLGTA5HeYqgjqkuWLkCvGUDP14DYc5rbs6WmJ/O9Pz3Zs5yerJ4ZG8rR1tkSbZ11b4vnF6pxOzkL4UVhL1HTfu9mUhbyCtW4EpuOK7HpOvsYyAR42JqWuJVrBi97c7Swq4PhV0QRiLtQPORIqU4O1oBXkOaWKjs5EDUZDHVE9UEQAOeOmkep6ckuA6HvA3/P5/RkDYShgQxeDubwcjAH2hUvV6lFRKdka2/flmy7l52v0v5ckiAAbtYm8LI3uz/Wnrk29JlVZ/iV/CzN7fzwPeV0cmhXPHYcOzkQNUkMdUT1TWd6slTg8i+aK3gPTk/WZpjmCp5Hb05P1kDI71+N87A1RZCvg3a5Wi0iNj1X0xu3RNu96/EZSM8txO3kbNxOzsbfVxJ0judsqdQGPS8HM+1QLFYmhpoNKu3k8Mj9IMdODkTEUEckLWMrwP8FzePB6cnObdE8tNOTjQTsfKStl8okkwlwsTKGi5UxHnlg+JXEzDydnrhFHTWSMvNwNy0Xd9NycSg8CQBggEL4C+F4VHke/eRn4VoYpfM6opUbBC92ciCisjHUETUUpaYn26rpVMHpyRotQRBgb66EvbkSPVrqDr+Smq0ZfuX2nWjIb/wNx/iDaJv9H8yRrWkeVwgUijKcFr2xT9UJ+9SdEJ/qDq8oC3jlmqFVXOz9ThrmcNaX4VeI6KEw1BE1NDrTk31UwfRkwfenJwvh9GSNyf1ODlbhe9Dl+l50eaCTg2hsjXvOfXHdsgeOCR1xKUVAeEImolKyIeaqcPr2PZy+rTv8iomhXNNOz84MrRyK2+25WTfw4VeIqFYx1BE1ZGVNT3Z+K3D3LHBtl+bB6ckavpKdHK7v1cw+UlJRJwfvEAgu/rCWydEdQPcSm+QWqHAzMev+tGkZ2s4akUlZyM5X4fydNJy/k6ZzWEMDGVrYmmp74ha12/OwMYWhAdtpEukbhjqixkJnerKrmnB3blvp6cnaj9SMf8fpyaRV1Mnh+m7g1uGH7uSgVMjh62wBX2cLneUFKs3wK0Vt9orC3o3ETOQVqnE1LgNX4zIAxGr3kcsEuNuY3B9rr7g3bks7MxgbstcsUWPFUEfUGNm3BgbOB/q/V3p6sv0fah5uPTS3Zzk9Wf1QFdyfyWGP5pF0TXe9lZtmuBHvkPudHJS18rIKuQyt7M3Ryt4cIX4lylGLiLmXg/CEjBJDsGiu8mXla6763UzMwp5L8dp9BAFo3sxYc1VPOwSLJvCZKxW1Ui8R1R2GOqLGrOT0ZI9+Clwpmp5sPxB1VPPQTk828v70ZPxyrjVZSUDE35qrcRH7gLwHZnJw635/XtVBmp7L9XhrXC4T4GZjAjcbEwxoUzz8iiiKiEvP1bmqF3E/+KVmFyA6JQfRKTnYd1V3+BVHCyW8HDRX87xKtNuzNjWst/dERBVjqCPSF4ammtuuHUZUMD2Z3f3pyUY26enJaqxoJofrezTt4+6cQpkzOXgP0gToBjiTgyAIcLI0hpOlMfp422mXi6KI5Kx87QwaJdvtJWTkIS49F3HpxcOvFLExNSwxg4YZWt1vu2dvbsQeuUT1jKGOSB+VOz1ZInB8pebB6cmqpqiTw/XdmpkcyuzkcH/sOBf/RjuTgyAIsDUzgq2ZEQJb6g6Xk5ZdgIjEjOKx9hI1f8ak5iA5Kx/JkSk4EZmis4+50kAb9Eq223OxMoaMPXKJ6gRDHZE+e3B6shv7NFfvru7SnZ7Ms6+m92ybxzg9GQCkRALhezVX5B7s5KAw0fy+vAfd7+TgIl2d9cTSRAF/d2v4u1vrLM/KK8TNxCyddnsRCZm4nZyFjNxCnI1KxdmoVJ19jBVytLQ31Ql6XveHXzGQs0cu0cNgqCNqKuSK4itKD05PdvNfzeMPU8B3eNObnkxVAEQdLx5ypKxODt4hmrZxtdjJobEzNTJAu+aWaNdctyNOboEKt5KztDNoFM2TG5mUhZwCFS7GpONiTLrOPoZyGTxtTdHKQTPeXlG7PQ9bExgZNM6rn0T1jaGOqCnSmZ4sssT0ZJFNZ3qyrCTN7dTwPeV0cgi8P+RI/XdyaOyUCjlaO1qgtWPp4VeiUrIRHq8ZciX8fru9G4mZyC1Q41p8Bq7FZ+jsI5cJcLc20fbE9XIwQys7c7S0N4WJIb/CiErivwiips7aE3jkbaDvW0D0f5pwV2p6sk4lpiezrfyYDZEoAnHnNVfiyu3kEKwJcg20k0Njp5DL0NJO04O2JLVaRExqjvaKXnFnjUxk5BXiZlIWbiZlIfRyvM5+zZsZ67Tba3n/dq6lMXt4U9PEUEdEGoIAuAVoHqWmJzureex5p3FNT5afpRne5fqesjs5OLa7P3Zc4+7k0NjJZAJcrU3gam2Cfq3ttctFUUR8el5x2CvRbi8lKx937uXgzr0c7L+WqHM8e3Mj7e1b7RU+ezPYmDXwv69ED4mhjohKKzk9WVaSZnqycz88MD2ZJdD2/vRkrt0azu1JnU4OhwBVfvE6hYlmTD+v4CbTyaExEwQBjpZKOFoq0ctL9wpxcmZe8YDKJdrtxafnISFD8zgSkayzTzMThaaDRol2e63szeBooeTwK6QXGOqIqGKmtkDAJM2jaHqy89uB9Bjg9HrNo5mnJty1f1ZzO7c+6XRy2AMkXdddb+VePAAwOznoDRszI9iYGSGghe7wK+m5BdqQpxmCJQMRiZmITsnBvewC/HcrBf/d0h1+xczIQKcnblG7vebNOPwKNS4MdURUdeVNT3Yv8oHpyUYAvo9rOmTUBXZyoHJYKBXo7NYMnd1020Rm52uGX3mw3d7t5Gxk5hUiLDoVYdGpOvsoFZo2gK1KTJfWyt4c7jYmUHD4FWqAGOqIqPqqMj3ZrreA1kM0V/DKm55MrYJw+zBcUo5BuG0BtOhTdru2kp0cru8GYk5Dp5ODiQ3QKuh+J4cBdRcmqdEyMTSAn4sl/Fx0h1/JK1ThdnL2/WnTMrRX+G4mZiG3QI1Ld9Nx6a7u8CsKuQAPG9P7t2/NtaHP09YUSgXbZZJ0GOqI6OGUnJ4s/e794VG2AolXgEs/ax5lTU92+Tdg99swSL+LLgBwexVg4QyELAF8hwF5mUBkyZkcYnVfV9vJIQRw6cxODlQjRgZyeDuYw9vBHEDxzCqFKjWi7+UUD7tSov1eToEK4fefA3HafWQC4GZtohP0iubLNTXi1y3VPf4tI6LaY+FcPD1Z3HlNuDu/XXd6Mrs2gFN7zfKSV9sAID0W2D4GcPDTtI1jJweSiMH9wZA9bU0R3LZ4uVot4m5aTnHQiy/umZuRW4hbydm4lZyNv6/oDr/iYmVcZrs9SxMOv0K1h6GOiGqfIABOHTSPoIW605MlXtE8ynQ/5MVf1PxZ1MnBexDgzk4OJD2ZTEDzZiZo3swE/Xx0h19JzMjTXs0reSs3KTMfMak5iEnNwYHrusOv2JkblZhBw+z+ECzmsDUzZI9cqjaGOiKqWw9OT3bwY+DYl5Xv9/gqTXs8frFRIyAIAuwtlLC3UKJnK93hV+5l5SMiMbNUu73YtFwkZuQhMSMPx27qDr9iZaIoMexK8e1cJ0sOv0LlY6gjovpjbKWZnaIq5IYMdKQXmpkaoqupNbp6WOssz8gtwI3ELO2wKxHxmnZ60feykZpdgFO37+HU7Xs6+5gayrW9cEveym3ezARyDr/S5DHUEVH9MnOo3e2IGilzpQIdXa3Q0dVKZ3lugQo3EkuOtae5wnc7ORtZ+Sqcu5OGc3fSdPYxMpChhV3x0CtFf7rbmMLQgMOvNBUMdURUv9x7aDpUpMeiVEcJAICgWe/eo74rI2oQlAo52jpboq2z7vAr+YVq3E7O0s6kUdR+70ZiJvIK1bgSm44rsbrDrxjIBHjYmurMoNHKXtMjl8Ov6B+GOiKqXzK5ZtiS7WMBCNANdvdvH4V8xCFKiB5gaCCDl4M5vBzMMbjEcpVaRHRKdomwl6EdgiU7X6W94rf7UvE+QtHwK3ZmJaZN09zSNePwK40WzxwR1T/fYcCzm4Ddb2vGtiti4awJdL7DpKuNqJGR378a52FrioG+xc0WRFFEbFquJujFZ+CGtrNGJtJyCnA7ORu3k7Pxz9UEneM5WSrv38K9327vfuhrZmpY32+Nqomhjoik4TsMaP0oCm8eRNihPejYexAMyptRgoiqTRAEOFsZw9nKGH297bTLRVFEUma+Tk/comnTEjPyEJuWi9i0XBwKT9I5nq2ZoW7Yu38r187ciD1yGwiGOiKSjkwO0b0XYi6lo4N7LwY6onogCALszI1gZ26EHi11h19Jzc4vDnr3HzcSMhGTmoOkzHwkZabg+M0UnX0slAaaW7cPtNtztjSGjD1y6xVDHREREQEArEwM0cXDGl0eGH4lM68QN0qEPU3wy0BUSjbScwtx+vY9nH5g+BWTouFXHmi352bN4VfqCkMdERERVcjMyAAdXK3QoYzhVyKTsjRB7/54e+HxmYhMykJ2vgrn76Th/APDrxgayNDC1rRUuz0PDr/y0CQPdStXrsTHH3+M2NhYtG3bFsuWLUPv3r0r3e/IkSPo27cv/Pz8EBYWpl2+Zs0abNq0CRcvaqYZ8vf3x4cffohu3brV1VsgIiJqkpQKOdo4WaCNk4XO8gKVGreTsxFxv91e+P12e0XDr1yNy8DVuAwAsdp95DIB7jYmJcbaM9cOv2JsyKYZVSFpqNu2bRtmzJiBlStXomfPnvjmm28wePBgXL58GW5ubuXul5aWhrFjx2LAgAGIj9edNHn//v147rnn0KNHDyiVSixduhTBwcG4dOkSXFw4ATgREVFdU8hl2rZ1JanUImLu5Wg7aZRst5eZV4ibiVm4mZiFPZeKv9sFAWjezFgb8kp20jBXKur7rTVokoa6zz77DOPHj8eECRMAAMuWLcOePXuwatUqLF68uNz9Jk2ahFGjRkEul+OXX37RWff999/rPF+zZg1+/PFH/PPPPxg7dmytvwciIiKqGrlMgJuNCdxsTDCgje7wK3HpuSVm0Mi8P9ZeBu5lFyA6JQfRKTnY98DwK44WyuKgV6LdnnUTHX5FslCXn5+P06dPY/bs2TrLg4ODcfTo0XL3W79+PW7cuIHNmzdj0aJFlb5OdnY2CgoKYG1tXem2REREVP8EQYCTpTGcLI3R28tOZ11yZp7OFb3whAyEx2ciISMPcem5iEvPxeEI3eFXbEwN0bJobtz7c+V6OZjBXs+HX5Es1CUlJUGlUsHBQXd+RwcHB8TFxZW5T3h4OGbPno1Dhw7BwKBqpc+ePRsuLi4YOHBgudvk5eUhLy9P+zw9XTPNSkFBAQoKCrTLi34uuYwaJp6rxoPniogqYmEkg7+rBfxdddvtpecU4EZiFiISMzV/JmThRmIm7qTmIjkrH8mRKfgvUnf4FTMjA7Sy10yb1tLOVPuzs6VSsuFXyvoMrOnnoeQdJR5MzKIolpmiVSoVRo0ahQULFsDb27tKx166dCl++OEH7N+/H0qlstztFi9ejAULFpRavnfvXpiYmJRaHhoaWqXXJ+nxXDUePFdEVBOmANoDaG8LwBbIUwEJOUBcjoC4HAHx2UB8joDEXM3QLGHRaQiLfqBHrkyEvTHgaCzCwViEowngYCzCVgnI6ynrlfwMzM7OrtExBFEUy5pRu87l5+fDxMQEO3bswBNPPKFd/tprryEsLAwHDhzQ2T41NRXNmjWDXF7cA0atVkMURcjlcuzduxf9+/fXrvvkk0+waNEi/P333+jSpUuFtZR1pc7V1RVJSUmwsCj+n0FBQQFCQ0MRFBQEhYKNMxsynqvGg+eKiOpDXqEat5KySl3di0zOQoGq7CikkAvwtDHVuarX0k4zJZtRLQy/olKLOH4jEfuOnUb/QH90b2kHuUxAeno6bG1tkZaWppNDKiPZlTpDQ0P4+/sjNDRUJ9SFhoZi+PDhpba3sLDAhQsXdJatXLkS+/btw48//ghPT0/t8o8//hiLFi3Cnj17Kg10AGBkZAQjI6NSyxUKRZlfMuUtp4aH56rx4LkiorqkUAB+rkbwc9VtY1+oUiMqJbvEoMqZ2t65uQVqXE/IxPWETOBS8T4yAfCwMdW22ysagqWlvSlMDKsWrXZfjMWC3y8jNi0XgBybwsPgZKnEvKG+6OFmWqP3KOnt15kzZ2LMmDHo0qULAgMDsXr1akRFRWHy5MkAgDlz5iAmJgabNm2CTCaDn5+fzv729vZQKpU6y5cuXYr33nsPW7ZsgYeHh7Z9npmZGczMdLtWExERUdNmIJehhZ0ZWtiZYVDb4uVqtYiY1BydoFcU/DJyC3EzKQs3k7IQell3aDUXK2N4ORSHvVb3h2KxNC7+T+vui7F4ZfMZPHh9MC4tF69sPoNPHveq2Xup0V61ZMSIEUhOTsbChQsRGxsLPz8/7Nq1C+7u7gCA2NhYREVFVeuYK1euRH5+Pp5++mmd5fPmzcP8+fNrq3QiIiLSYzKZAFdrE7ham6Bfa3vtclEUkZCRh/B4zVRpJXvmJmflIyY1BzGpOdh/LVHnePbmRvByMEMLW1P8Gna3VKADABGAAOCjv67WqGbJ2tQ1ZOnp6bC0tCx1L7ugoAC7du3CkCFDeJuogeO5ajx4rohIX6Rk5Rdf1bs/g0Z4fCbi0nOrdRx1Xjailz3beNrUEREREekTa1NDdPO0RjdP3XZ76bkF98fYy8Tui3GlBlGuLQx1RERERHXIQqlAJ7dm6OTWDK7NTOos1D18f1wiIiIiqpJuntZwslSivOHvBAAOFqVH5KgKhjoiIiKieiKXCZg31BcASgW7ouezB7eu0bEZ6oiIiIjqUYifE1Y93xmOlrqzXTlaKrHq+c4I8nWs0XHZpo6IiIionoX4OSHI1xHHIhKw99AJBPcOQGAre+2MEjXBUEdEREQkAblMQICnNZKviAjwtIZc9nATzfL2KxEREZEeYKgjIiIi0gMMdURERER6gKGOiIiISA8w1BERERHpAYY6IiIiIj3AUEdERESkBxjqiIiIiPQAQx0RERGRHmCoIyIiItIDnCasDKIoAkCpudcKCgqQnZ2N9PR0KBQKKUqjKuK5ajx4roioKSvrM7AofxTlkapiqCtDRkYGAMDV1VXiSoiIiKipysjIgKWlZZW3F8TqxsAmQK1W4+7duzA3N4cgFE+um56eDldXV0RHR8PCwkLCCqkyPFeNB88VETVlZX0GiqKIjIwMODs7Qyareks5Xqkrg0wmQ/Pmzctdb2FhwS+fRoLnqvHguSKipuzBz8DqXKErwo4SRERERHqAoY6IiIhIDzDUVYORkRHmzZsHIyMjqUuhSvBcNR48V0TUlNXmZyA7ShARERHpAV6pIyIiItIDDHVEREREeoChjoiIiEgPMNRVYv78+RAEQefh6OgodVkE4ODBgxg6dCicnZ0hCAJ++eUXnfWiKGL+/PlwdnaGsbExHnnkEVy6dEmaYpu4ys7VCy+8UOrfWffu3aUploiolq1atQrt27fXjkUXGBiIv/76S7u+tr6vGOqqoG3btoiNjdU+Lly4IHVJBCArKwsdOnTAl19+Web6pUuX4rPPPsOXX36JkydPwtHREUFBQdpp4Kj+VHauACAkJETn39muXbvqsUIiorrTvHlzfPTRRzh16hROnTqF/v37Y/jw4drgVmvfVyJVaN68eWKHDh2kLoMqAUD8+eeftc/VarXo6OgofvTRR9plubm5oqWlpfj1119LUCEVefBciaIojhs3Thw+fLgk9RARSaFZs2bi2rVra/X7ilfqqiA8PBzOzs7w9PTEyJEjcfPmTalLokpERkYiLi4OwcHB2mVGRkbo27cvjh49KmFlVJ79+/fD3t4e3t7emDhxIhISEqQuiYio1qlUKmzduhVZWVkIDAys1e8rhrpKBAQEYNOmTdizZw/WrFmDuLg49OjRA8nJyVKXRhWIi4sDADg4OOgsd3Bw0K6jhmPw4MH4/vvvsW/fPnz66ac4efIk+vfvj7y8PKlLIyKqFRcuXICZmRmMjIwwefJk/Pzzz/D19a3V7yuDWqtWTw0ePFj7c7t27RAYGIiWLVti48aNmDlzpoSVUVUIgqDzXBTFUstIeiNGjND+7Ofnhy5dusDd3R1//vknnnzySQkrIyKqHT4+PggLC0Nqaip27tyJcePG4cCBA9r1tfF9xSt11WRqaop27dohPDxc6lKoAkU9lB/8X05CQkKp/w1Rw+Pk5AR3d3f+OyMivWFoaIhWrVqhS5cuWLx4MTp06IDly5fX6vcVQ1015eXl4cqVK3BycpK6FKqAp6cnHB0dERoaql2Wn5+PAwcOoEePHhJWRlWRnJyM6Oho/jsjIr0liiLy8vJq9fuKt18r8cYbb2Do0KFwc3NDQkICFi1ahPT0dIwbN07q0pq8zMxMREREaJ9HRkYiLCwM1tbWcHNzw4wZM/Dhhx/Cy8sLXl5e+PDDD2FiYoJRo0ZJWHXTVNG5sra2xvz58/HUU0/ByckJt27dwjvvvANbW1s88cQTElZNRFQ73nnnHQwePBiurq7IyMjA1q1bsX//fuzevRuCINTe91Wt9s/VQyNGjBCdnJxEhUIhOjs7i08++aR46dIlqcsiURT//fdfEUCpx7hx40RR1AxrMm/ePNHR0VE0MjIS+/TpI164cEHaopuois5Vdna2GBwcLNrZ2YkKhUJ0c3MTx40bJ0ZFRUldNhFRrXjppZdEd3d30dDQULSzsxMHDBgg7t27V7u+tr6vBFEUxdpMo0RERERU/9imjoiIiEgPMNQRERER6QGGOiIiIiI9wFBHREREpAcY6oiIiIj0AEMdERERkR5gqCMiIiLSAwx1RERERHqAoY6IGhVBEPDLL79IXUaD8sILL+Dxxx+XugwikhhDHRE1GAkJCZg0aRLc3NxgZGQER0dHDBo0CMeOHavV13nkkUcwY8aMWj0mEZHUDKQugIioyFNPPYWCggJs3LgRLVq0QHx8PP755x+kpKRIXVq9UKlUEAQBMhn/v01E1cdPDiJqEFJTU3H48GEsWbIE/fr1g7u7O7p164Y5c+bg0Ucf1dk2KSkJTzzxBExMTODl5YXffvtNZ/2BAwfQrVs3GBkZwcnJCbNnz0ZhYSEAza3KAwcOYPny5RAEAYIg4NatW7h37x5Gjx4NOzs7GBsbw8vLC+vXry+33kceeQTTpk3DtGnTYGVlBRsbG8ydOxclp9POz8/HW2+9BRcXF5iamiIgIAD79+/Xrt+wYQOsrKzwxx9/wNfXF0ZGRrh9+3aZr3fp0iU8+uijsLCwgLm5OXr37o0bN26Uue3u3bvRq1cvbV2PPfaYzrb5+fmYNm0anJycoFQq4eHhgcWLF2vXz58/X3u11NnZGdOnTy/390BEDQdDHRE1CGZmZjAzM8Mvv/yCvLy8CrddsGABnn32WZw/fx5DhgzB6NGjtVfzYmJiMGTIEHTt2hXnzp3DqlWr8O2332LRokUAgOXLlyMwMBATJ05EbGwsYmNj4erqivfeew+XL1/GX3/9hStXrmDVqlWwtbWtsI6NGzfCwMAAJ06cwIoVK/D5559j7dq12vUvvvgijhw5gq1bt+L8+fN45plnEBISgvDwcO022dnZWLx4MdauXYtLly7B3t6+1OvExMSgT58+UCqV2LdvH06fPo2XXnpJG1QflJWVhZkzZ+LkyZP4559/IJPJ8MQTT0CtVgMAVqxYgd9++w3bt2/HtWvXsHnzZnh4eAAAfvzxR3z++ef45ptvEB4ejl9++QXt2rWr8PdARA2ESETUQPz4449is2bNRKVSKfbo0UOcM2eOeO7cOZ1tAIhz587VPs/MzBQFQRD/+usvURRF8Z133hF9fHxEtVqt3earr74SzczMRJVKJYqiKPbt21d87bXXdI47dOhQ8cUXX6xyrX379hXbtGmj8zpvv/222KZNG1EURTEiIkIUBEGMiYnR2W/AgAHinDlzRFEUxfXr14sAxLCwsApfa86cOaKnp6eYn59f5vpx48aJw4cPL3f/hIQEEYB44cIFURRF8dVXXxX79++vU3uRTz/9VPT29i73tYio4eKVOiJqMJ566incvXsXv/32GwYNGoT9+/ejc+fO2LBhg8527du31/5samoKc3NzJCQkAACuXLmCwMBACIKg3aZnz57IzMzEnTt3yn3tV155BVu3bkXHjh3x1ltv4ejRo5XW2717d53XCQwMRHh4OFQqFc6cOQNRFOHt7a29CmlmZoYDBw7o3Ao1NDTUeT9lCQsLQ+/evaFQKCqtCQBu3LiBUaNGoUWLFrCwsICnpycAICoqCoDmFnRYWBh8fHwwffp07N27V7vvM888g5ycHLRo0QITJ07Ezz//XO4VQSJqWBjqiKhBUSqVCAoKwvvvv4+jR4/ihRdewLx583S2eTDcCIKgvbUoiqJO0CpaVrRdeQYPHozbt29jxowZuHv3LgYMGIA33nijxu9DrVZDLpfj9OnTCAsL0z6uXLmC5cuXa7czNjausK6ibapj6NChSE5Oxpo1a3DixAmcOHECgKYtHQB07twZkZGR+N///oecnBw8++yzePrppwEArq6uuHbtGr766isYGxtjypQp6NOnDwoKCqpVAxHVP4Y6ImrQfH19kZWVVa3tjx49qtNh4ejRozA3N4eLiwsAzdUxlUpVal87Ozu88MIL2Lx5M5YtW4bVq1dX+FrHjx8v9dzLywtyuRydOnWCSqVCQkICWrVqpfNwdHSs8vsBNFcmDx06VKVglZycjCtXrmDu3LkYMGAA2rRpg3v37pXazsLCAiNGjMCaNWuwbds27Ny5U9su0djYGMOGDcOKFSuwf/9+HDt2DBcuXKhWzURU/zikCRE1CMnJyXjmmWfw0ksvoX379jA3N8epU6ewdOlSDB8+vMrHmTJlCpYtW4ZXX30V06ZNw7Vr1zBv3jzMnDlTO1SIh4cHTpw4gVu3bsHMzAzW1taYP38+/P390bZtW+Tl5eGPP/5AmzZtKnyt6OhozJw5E5MmTcKZM2fwxRdf4NNPPwUAeHt7Y/To0Rg7diw+/fRTdOrUCUlJSdi3bx/atWuHIUOGVPk9TZs2DV988QVGjhyJOXPmwNLSEsePH0e3bt3g4+Ojs22zZs1gY2OD1atXw8nJCVFRUZg9e7bONp9//jmcnJzQsWNHyGQy7NixA46OjrCyssKGDRugUqkQEBAAExMTfPfddzA2Noa7u3uV6yUiaTDUEVGDYGZmhoCAAHz++ee4ceMGCgoK4OrqiokTJ+Kdd96p8nFcXFywa9cuvPnmm+jQoQOsra0xfvx4zJ07V7vNG2+8gXHjxsHX1xc5OTmIjIyEoaEh5syZg1u3bsHY2Bi9e/fG1q1bK3ytsWPHIicnB926dYNcLserr76Kl19+Wbt+/fr1WLRoEWbNmoWYmBjY2NggMDCwWoEOAGxsbLBv3z68+eab6Nu3L+RyOTp27IiePXuW2lYmk2Hr1q2YPn06/Pz84OPjgxUrVuCRRx7RbmNmZoYlS5YgPDwccrkcXbt2xa5duyCTyWBlZYWPPvoIM2fOhEqlQrt27fD777/DxsamWjUTUf0TxJL3KIiIqEoeeeQRdOzYEcuWLZO6FCIiAGxTR0RERKQXGOqIiIiI9ABvvxIRERHpAV6pIyIiItIDDHVEREREeoChjoiIiEgPMNQRERER6QGGOiIiIiI9wFBHREREpAcY6oiIiIj0AEMdERERkR5gqCMiIiLSA/8HZ3DzuvHBzNoAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create subplots\n", + "fig, ax = plt.subplots()\n", + "\n", + "# Loop through each measurement type\n", + "model = \"P>M>F\"\n", + "data = cable_data\n", + "imgclass = \"cable\"\n", + "\n", + "# Plot both bottle and cable data\n", + "ax.plot([5, 10, 15, 30], data[\"P>M>F\"].get(\"inbalanced - more good shots\", []), marker='o', label=f'P>M>F', linestyle='-')\n", + "ax.plot([5, 10, 15, 30], data[\"ResNet50\"].get(\"inbalanced - more good shots\", []), marker='o', label=f'ResNet50', linestyle='-')\n", + "\n", + "\n", + "ax.set_title(f'Inbalanced - {imgclass}')\n", + "ax.set_xlabel(\"Shots per class\")\n", + "ax.set_ylabel(\"Accuracy\")\n", + "ax.legend()\n", + "ax.grid(True)\n", + "\n", + "ax.set(xlim=(4.75, 30.25), xticks=[5,10,15,30])\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "plt.savefig(f\"inbalanced-{imgclass}.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create subplots\n", + "fig, ax = plt.subplots()\n", + "\n", + "# Loop through each measurement type\n", + "model = \"P>M>F\"\n", + "data = cable_data\n", + "imgclass = \"cable\"\n", + "\n", + "# Plot both bottle and cable data\n", + "ax.plot([5, 10, 15, 30], data[\"P>M>F\"].get(\"inbalance 2 way\", []), marker='o', label=f'P>M>F', linestyle='-')\n", + "ax.plot([5, 10, 15, 30], data[\"ResNet50\"].get(\"inbalance 2 way\", []), marker='o', label=f'ResNet50', linestyle='-')\n", + "\n", + "\n", + "ax.set_title(f'Inbalanced 2-Way - {imgclass}')\n", + "ax.set_xlabel(\"Shots per class\")\n", + "ax.set_ylabel(\"Accuracy\")\n", + "ax.legend()\n", + "ax.grid(True)\n", + "\n", + "ax.set(xlim=(4.75, 30.25), xticks=[5,10,15,30])\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "plt.savefig(f\"inbalanced-2way-{imgclass}.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create subplots\n", + "fig, ax = plt.subplots()\n", + "\n", + "# Loop through each measurement type\n", + "data = cable_data\n", + "imgclass = \"cable\"\n", + "\n", + "# Plot both bottle and cable data\n", + "#only faulty class detect\n", + "#1,3,5 shots normal\n", + "ax.plot([1,3,5], data[\"CAML\"].get(\"only faulty class detect\", []), marker='o', label=f'CAML', linestyle='-')\n", + "ax.plot([1,3,5], data[\"P>M>F\"].get(\"only faulty class detect\", []), marker='o', label=f'P>M>F', linestyle='-')\n", + "ax.plot([1,3,5], data[\"ResNet50\"].get(\"only faulty class detect\", []), marker='o', label=f'ResNet50', linestyle='-')\n", + "\n", + "\n", + "ax.set_title(f'8-Way - {imgclass}')\n", + "ax.set_xlabel(\"Shots per class\")\n", + "ax.set_ylabel(\"Accuracy\")\n", + "ax.legend()\n", + "ax.grid(True)\n", + "\n", + "ax.set(xlim=(0.75, 5.25), xticks=[1,3,5])\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "plt.savefig(f\"faultclasses-{imgclass}.png\")" + ] } ], "metadata": {