From b7290f3556152407ca042e540986777f584a1173 Mon Sep 17 00:00:00 2001 From: klara Date: Thu, 30 May 2024 18:41:04 +0200 Subject: [PATCH 1/8] Anpassung der Readme --- README.md | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 72c46fe..6d9ef5a 100644 --- a/README.md +++ b/README.md @@ -2,6 +2,7 @@ This project was developed through the Data Science and Analytics course at the Mannheim University of Applied Sciences. A data science cycle was taught theoretically on the basis of lectures and implemented practically in the project. + ## Analysis of cardiovascular diseases using ECG data @@ -15,6 +16,7 @@ This project was developed through the Data Science and Analytics course at the - [Acknowledgements](#acknowledgements) - [Contact](#contact) + ## About Cardiovascular diseases refer to a group of diseases that affect the heart and blood vessels and represent a significant global health burden. They are a leading cause of morbidity and mortality worldwide, making effective prevention and management of these diseases critical. Physical examinations, blood tests, ECGs, stress or exercise tests, echocardiograms and CT or MRI scans are used to diagnose cardiovascular disease. @@ -36,7 +38,7 @@ The data set used in this project was divided into four main groups: SB, AFIB, G The data provision provides for the following points, which can be taken from the diagram. -![Alt-Text](readme_data/flow_diag.png) +![Alt-Text](readme_data/Projektablauf.drawio.png) ## Getting Started @@ -69,7 +71,7 @@ This project is licensed under the [MIT License](https://opensource.org/licenses We would like to especially thank our instructor, Ms. Jacqueline Franßen, for her enthusiastic support in helping us realize this project. ## Contact -- Klara Tabea Bracke +- Klara Tabea Bracke (3015256@hs-mannheim.de) - Arman Ulusoy (3016148@stud.hs-mannheim.de) - Nils Rekus - Felix Jan Michael Mucha (felixjanmichael.mucha@stud.hs-mannheim.de) \ No newline at end of file From c91edd67846476aef3630d95abf8a4ff4098abd5 Mon Sep 17 00:00:00 2001 From: Felix Mucha <3016498@stud.hs-mannheim.de> Date: Sun, 2 Jun 2024 14:45:54 +0200 Subject: [PATCH 2/8] data loader, noise reduction and first feature detection --- filter_params.json | 1 + notebooks/feature_detection.ipynb | 373 ++++++++++++++++++ ...ng.ipynb => first_signal_processing.ipynb} | 223 +++++++++-- notebooks/noise_reduction.ipynb | 299 ++++++++++++++ .../__pycache__/data_helper.cpython-310.pyc | Bin 0 -> 7197 bytes .../data_helper_simple.cpython-310.pyc | Bin 0 -> 5983 bytes scripts/data_helper.py | 234 +++++++++++ {skripts => scripts}/generate_data.py | 0 settings.json | 11 + 9 files changed, 1110 insertions(+), 31 deletions(-) create mode 100644 filter_params.json create mode 100644 notebooks/feature_detection.ipynb rename notebooks/{signal_processing.ipynb => first_signal_processing.ipynb} (60%) create mode 100644 notebooks/noise_reduction.ipynb create mode 100644 scripts/__pycache__/data_helper.cpython-310.pyc create mode 100644 scripts/__pycache__/data_helper_simple.cpython-310.pyc create mode 100644 scripts/data_helper.py rename {skripts => scripts}/generate_data.py (100%) create mode 100644 settings.json diff --git a/filter_params.json b/filter_params.json new file mode 100644 index 0000000..fcdfce1 --- /dev/null +++ b/filter_params.json @@ -0,0 +1 @@ +{"names": ["butterlowpass", "lowess", "non_local_means"], "order": 1, "fs": 500.0, "cutoff": 25, "filter_strength": 50, "template_window_size": 7, "search_window_size": 21, "frac": 0.003, "it": 1} \ No newline at end of file diff --git a/notebooks/feature_detection.ipynb b/notebooks/feature_detection.ipynb new file mode 100644 index 0000000..0b2bfa5 --- /dev/null +++ b/notebooks/feature_detection.ipynb @@ -0,0 +1,373 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Signal Processing\n", + "\n", + "The notebook goes into more detail on the processing of the 12 ECG data per patient. First, the signal itself is considered and then the ECG signal processing methods integrated in the 'wfdb' module are explored. Various approaches are then used to normalize the data and reduce noise in order to make the signals as comparable as possible." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from matplotlib import pyplot as plt\n", + "import wfdb.processing\n", + "import sys\n", + "import json\n", + "import scipy\n", + "import numpy as np\n", + "\n", + "sys.path.append('../scripts')\n", + "import data_helper" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load Data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reading SB\n", + "Reading AFIB\n", + "Reading GSVT\n", + "Reading SR\n", + "Number of patients per category:\n", + "SB: 16559\n", + "AFIB: 9839\n", + "GSVT: 948\n", + "SR: 9720\n" + ] + } + ], + "source": [ + "data = data_helper.load_data(only_demographic=False)\n", + "\n", + "print(\"Number of patients per category:\")\n", + "for cat_name in data.keys():\n", + " print(f\"{cat_name}: {len(data[cat_name])}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load the parameters needed to filter the data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "with open('../filter_params.json', 'r') as f:\n", + " filter_params = json.load(f)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "example_data = data['SB'][0]\n", + "sig_channel= 0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Filter the data" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "filtered_data = data_helper.filter_data(example_data, filter_params)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Learning initial signal parameters...\n", + "Failed to find 8 beats during learning.\n", + "Initializing using default parameters\n", + "Running QRS detection...\n", + "QRS detection complete.\n", + "[ 544 1114 1683 2281 2855 3452 4016 4606]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Normalize data by setting qrs peaks to index position 0 (“X-axis normalization”)\n", + "indicies = wfdb.processing.xqrs_detect(filtered_data.p_signal[:,sig_channel],example_data.fs,0,5000)\n", + "print(indicies)\n", + "\n", + "peak_points_y = [filtered_data.p_signal[:,sig_channel][i] for i in indicies] \n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(filtered_data.p_signal[:,sig_channel])\n", + "plt.scatter(indicies, peak_points_y, color='red', label='Peaks')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Filtered XQRS Signal with Peaks')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "indicies = wfdb.processing.find_local_peaks(filtered_data.p_signal[:,sig_channel],radius=3) \n", + "peak_points_y = [filtered_data.p_signal[:,sig_channel][i] for i in indicies] \n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(filtered_data.p_signal[:,sig_channel])\n", + "plt.scatter(indicies, peak_points_y, color='red', label='Peaks')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Filtered Signal with Peaks')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[]\n" + ] + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "plt.plot(filtered_data.p_signal[:,sig_channel])\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Cut Signal with Minimas Q, S detection')\n", + "plt.grid(True)\n", + "\n", + "for peak in indicies:\n", + " start_idx = 20\n", + " end_idx = 25\n", + " signal_section = filtered_data.p_signal[:,sig_channel][peak-start_idx:peak+end_idx]\n", + " minimas = scipy.signal.argrelextrema(signal_section, comparator=np.less, order=5)\n", + " \n", + " # map the minimas to the original signal\n", + " minimas = minimas[0] + peak - start_idx\n", + " minimas_y = [filtered_data.p_signal[:,sig_channel][i] for i in minimas]\n", + " # if minimas more than 2 take those with biggest difference in y\n", + " if len(minimas) > 2:\n", + " minimas_y = [filtered_data.p_signal[:,sig_channel][i] for i in minimas]\n", + " minimas_y = sorted(minimas_y)\n", + " minimas_y = minimas_y[:2]\n", + " minimas = [minimas[i] for i in range(0,2)]\n", + "\n", + " # plot the minimas\n", + " plt.plot(minimas, minimas_y, 'ro')\n", + "\n", + "plt.legend(['Signal', 'Minimas'])\n", + "plt.show()\n", + "\n", + "#print y values of minimas\n", + "print(minimas_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# find peaks in the cut signal\n", + "hard = wfdb.processing.find_local_peaks(filtered_data.p_signal[:,sig_channel],radius=3)\n", + "#peak_points_y = [cut_signal[i] for i in hard]\n", + "\n", + "tolerance = 1\n", + "# get standard deviation of the hard peaks\n", + "std = filtered_data.p_signal[:,sig_channel][hard].std() * tolerance\n", + "mean = np.mean(filtered_data.p_signal[:,sig_channel])\n", + "\n", + "#hard = [i for i in hard if abs(filtered_data.p_signal[:,sig_channel][i] - mean) > std]\n", + "# filter peaks with std\n", + "hard = [i for i in hard if filtered_data.p_signal[:,sig_channel][i] > std]\n", + "# get the y values of the peaks\n", + "peak_points_y = [filtered_data.p_signal[:,sig_channel][i] for i in hard]\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(filtered_data.p_signal[:,sig_channel])\n", + "plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Cuted Signal with Peaks (STD)')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Find peaks in Channel 6 of Record 25\n", + "hard = wfdb.processing.find_local_peaks(filtered_data.p_signal[:,sig_channel],radius=50)\n", + "record = filtered_data.p_signal[:,sig_channel]\n", + "peak_points_y = [record[i] for i in hard] \n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(record)\n", + "plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Filtered Signal with Peaks')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Find peaks in Channel 6 of Record 25\n", + "hard, soft = wfdb.processing.find_peaks(filtered_data.p_signal[:,sig_channel])\n", + "record = filtered_data.p_signal[:,sig_channel]\n", + "peak_points_y = [record[i] for i in hard] \n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(record)\n", + "plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Filtered Signal with Peaks')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.10.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/signal_processing.ipynb b/notebooks/first_signal_processing.ipynb similarity index 60% rename from notebooks/signal_processing.ipynb rename to notebooks/first_signal_processing.ipynb index 27a3266..7151652 100644 --- a/notebooks/signal_processing.ipynb +++ b/notebooks/first_signal_processing.ipynb @@ -11,19 +11,20 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pickle\n", "from matplotlib import pyplot as plt\n", "import wfdb.processing\n", - "import scipy.signal" + "import scipy.signal\n", + "import numpy as np" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -40,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -90,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -118,7 +119,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -154,7 +155,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -175,7 +176,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -196,7 +197,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -209,7 +210,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -237,7 +238,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -261,7 +262,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -283,7 +284,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -303,7 +304,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -323,7 +324,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -380,12 +381,12 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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ho48+wvr16zFlyhQMGjQo6PULFizA5MmTccYZZ2DGjBkoLy/HP//5T/Tr189QOAxHeno6zjzzTDzxxBNwu93IysrCqlWrNLWi7JCTk4O3334bHMcp7oM8z2PUqFFYuXIlxo4di6SkpJD3GDhwIHiex+OPP47jx48jOTkZZ599tqaWWDR5/vnnMXr0aPTv3x8zZ85E9+7dceTIEWzatAkFBQVKHazzzz8fDz/8MGbMmIFRo0Zh+/btePvtt8PGUM2aNQsVFRW4//770bJlS9x3332orKxEdnY2pk6ditNOOw3NmzfHl19+ie+//x5PP/10Qzw2QRBEWEjIIgiCYIxFixbhxhtvxN///nfU1NRg+vTpGD58ONq3b48tW7bg4YcfRn5+Pl544QW0bdsWffv2xeOPP27q3mPHjsWmTZvwyCOP4J///CeqqqrQoUMHDB8+HDfddJNy3oABA7By5Urk5eXhwQcfRHZ2NubPn4+ioqKwQlarVq3wyiuv4LPPPsMbb7yBw4cPg+d59O7dG08++SRuv/32kNdfcMEFePfdd/HQQw/hb3/7G04++WS8+eabeOutt7Bjxw5TzxnIO++8g9tuuw3PP/88RFHEhAkT8Pnnnwet72QG2Xp1yimnaJI/5OTkYOXKlZqsgMHo0KEDli5dioULF+L666+HIAhYu3ZtgwlZffr0wf/+9z/Mnz8fb775JsrKypCZmYlBgwZpXCvvu+8+nDhxAu+88w7ee+89DB48GJ999hn+9re/hf2O++67D8ePH1cErZkzZ+KWW27BqlWrkJ+fD6/Xi549e+KFF17AzTffHM3HJQiCMA0nmo1+JQiCIIg4ZuDAgWjXrp0jKfEJgiAIIhQUk0UQBEEwhdvthsfj0Rxbt24dfv75Z4wdO7ZxGkUQBEE0KciSRRAEQTDFvn37MG7cOFx11VXo1KkTdu/ejaVLl6Jly5b45ZdfDOsyEQRBEISTUEwWQRAEwRStW7fGkCFD8Oqrr6KkpATNmjXDX/7yFzz22GMkYBEEQRANAlmyCIIgCIIgCIIgHIRisgiCIAiCIAiCIByEhCyCIAiCIAiCIAgHoZisMHi9Xhw6dAgtWrQAx3GN3RyCIAiCIAiCIBoJURRRWVmJTp06weUKbq8iISsMhw4dQufOnRu7GQRBEARBEARBxAgHDx5EdnZ20N/HnZD1/PPP48knn8Thw4dx2mmn4bnnnsOwYcMMz33zzTcxY8YMzbHk5GTU1taa/r4WLVoAkDoyPT3dfsMdwO12Y9WqVZgwYQISExMbtS1EfEBjhrAKjRnCKjRmCKvQmCGsEktjpqKiAp07d1ZkhGDElZD13nvvIS8vD0uXLsXw4cOxePFiTJw4Eb/++isyMzMNr0lPT8evv/6qfLbq8iefn56eHhNCVlpaGtLT0xt9gBHxAY0Zwio0Zgir0JghrEJjhrBKLI6ZcDJFXCW+WLRoEWbOnIkZM2agT58+WLp0KdLS0vD6668HvYbjOHTo0EH5r3379g3YYoIgCIIgCIIgmhpxY8mqr6/HDz/8gLlz5yrHXC4Xxo0bh02bNgW9rqqqCl27doXX68XgwYOxYMEC9O3bN+j5dXV1qKurUz5XVFQAkCRot9vtwJPYR/7+xm4HET/QmCGsQmOGsAqNGcIqNGYIq8TSmDHbhrgpRnzo0CFkZWVh48aNGDlypHL8nnvuwddff43vvvtOd82mTZuwZ88eDBgwAMePH8dTTz2Fb775Bjt27AgaqPbQQw9h/vz5uuPvvPMO0tLSnHsggiAIgiAIgiDiiurqalxxxRU4fvx4yFCiuLFk2WHkyJEagWzUqFE49dRT8dJLL+GRRx4xvGbu3LnIy8tTPsvBbRMmTAjakaIoQhAECIKAaMqsHo8HGzduxKhRo5CQwPSfDoDk6snzPHiep/T5NnG73Vi9ejXGjx8fMz7MRGxDY4awCo0Zwio0ZgirxNKYkb3cwhE3O/WMjAzwPI8jR45ojh85cgQdOnQwdY/ExEQMGjQIv//+e9BzkpOTkZycbHit0R+1vr4eRUVFqK6uNtWGSBBFER06dEBRUVGTEjrS0tLQsWNHJCUlNXZT4pZg45cggkFjhrAKjRnCKjRmCKvEwpgx+/1xI2QlJSVhyJAhWLNmDaZMmQJAKhS8Zs0azJo1y9Q9BEHA9u3bMWnSJEfa5PV6sXfvXvA8j06dOiEpKSmqwo/X60VVVRWaN28esvgZK4iiiPr6epSUlGDv3r04+eSTm8RzEwRBEARBEPFN3AhZAJCXl4fp06dj6NChGDZsGBYvXowTJ04otbCuueYaZGVlYeHChQCAhx9+GCNGjEDPnj1x7NgxPPnkk9i/fz9uuOEGR9pTX18Pr9eLzp07N0i8ltfrRX19PVJSUpqMsJGamorExETs379feXaCIAiCIAiCiGXiSsi67LLLUFJSggcffBCHDx/GwIED8cUXXyhp2Q8cOKARPsrLyzFz5kwcPnwYrVu3xpAhQ7Bx40b06dPH0XY1FYGnsaD+JQiCIAiCIOKJuBKyAGDWrFlB3QPXrVun+fzMM8/gmWeeaYBWEQRBEARBEARBSMSdkEUQBEEQBEEQMYMgAOvXA0VFQMeOQE4OwPON3SqikSE/rFhAEIB164B335X+FYTGblHEjB07FnPmzGnsZhAEQRAEQUSP/HygWzfgrLOAK66Q/u3WTTpONGlIyGpsGunlvPbaa8FxHDiOQ1JSEnr27ImHH34YHo8nqt9LEARBEATBBPn5wNSpQEGB9nhhoXScBK0mDQlZjUkjv5znnnsuioqKsGfPHtx555146KGH8OSTT0b1OwmCIAiCIOIeQQBmzwZEUf87+dicOUx4JxH2ICGrsYiBlzM5ORkdOnRA165dcfPNN2PcuHH45JNPUFdXh7vuugtZWVlo1qwZhg8frkkqUlZWhssvvxxZWVlIS0tD//798e6774b8rs8++wwtW7bE22+/DUBKUjJs2DA0a9YMrVq1whlnnIH9+/dH7VkJgiAIgiAcY/16vZJcjSgCBw9K5xFNEhKyGosYfDlTU1NRX1+PWbNmYdOmTVi2bBm2bduGSy65BOeeey727NkDAKitrcWQIUPw2Wef4ZdffsGNN96Iq6++Glu2bDG87zvvvIPLL78cb7/9Nq688kp4PB5MmTIFY8aMwbZt27Bp0ybceOONUS3kTBAEQRAE4RhFRc6e11RhMC+BDGUXbCxi6OUURRFr1qzBypUrcfnll+ONN97AgQMH0KlTJwDAXXfdhS+++AJvvPEGFixYgKysLNx1113K9bfddhtWrlyJ//znPxg2bJjm3s8//zzuv/9+fPrppxgzZgwAoKKiAsePH8f555+PHj16AABOPfXUqD8nQRAEQRCEI3Ts6Ox5TZH8fMmrS210yM4GliwBcnMbr10OQUJWYxEDL+d///tfNG/eHG63G16vF1dccQWmTp2KN998E7169dKcW1dXh7Zt2wIABEHAggUL8J///AeFhYWor69HXV0d0tLSNNcsX74cxcXF+Pbbb3H66acrx9u0aYNrr70WEydOxPjx4zFu3Dhceuml6EgTEUEQBEEQ8UBOjiQQFBYah35wnPT7nJyGb1s8IOclCOw7OS/B8uVxL2iRu2BjIb+cwVzkOA7o3DmqL+dZZ52Fn376CXv27EFNTQ3eeustVFVVged5/PDDD/jpp5+U/3bt2oUlS5YAAJ588kksWbIE9957L9auXYuffvoJEydORH19veb+gwYNQrt27fD6669DDHiJ3njjDWzatAmjRo3Ce++9h169emHz5s1Re1aCIAiCIAjH4HnJ4gLo93Ly58WLqV6WETGQl6AhICGrsYiBl7NZs2bo2bMnunTpgoQEyag5aNAgCIKA4uJi9OzZU/Nfhw4dAADffvstJk+ejKuuugqnnXYaunfvjt9++013/x49emDt2rX4+OOPcdttt+l+P2jQIMydOxcbN25Ev3798M4770TtWQmCIAiCIBwlN1eyuGRlaY9nZzNhiYkaMZiXIBqQkNWYxODL2atXL1x55ZW45pprkJ+fj71792LLli1YuHAhPvvsMwDAySefjNWrV2Pjxo3YtWsXbrrpJhw5ciTo/dauXYsPPvhAKU68d+9ezJ07F5s2bcL+/fuxatUq7Nmzh+KyCIIgCIKIL3JzgX37MO3yBbj9gruR/9S/gL17ScAKRQzlJYgmFJPV2OTmApMnS9J6UZEUg5WT06jm5TfeeAP/+Mc/cOedd6KwsBAZGRkYMWIEzj//fADA3//+d/z555+YOHEi0tLScOONN2LKlCk4fvy44f169+6Nr776CmPHjgXP87jnnnuwe/duvPXWWygrK0PHjh1x66234qabbmrIxyQIgiAIgogcnsfmLgMAACcNOJlcBMMRA3kJGgISsmIBngfGjm3Qr3zzzTeD/i4xMRHz58/H/PnzDX/fpk0bfPTRRyHvr66rBUjZA9XWrg8//NBsUwmCIAiCIOICqkZjgiaSNITcBQmCIAiCIAjCAYxkBiKAGMhL0BCQkEUQBEEQBEEQRMMRg3kJnIbcBQmCIAiCIAiCaFh8eQmmXf0EMqvKcd0lozDwigvi3oIlQ0IWQRAEQRAEQTgAxWRZQ3S5lKQhucNOZ0bAAshd0BECC+0SzkL9SxAEQRAEwR7qLZ6Xsf0eCVkRkJiYCACorq5u5Jawjdy/cn8TBEEQBEEQ8Y9arPJ6G60ZUYHcBSOA53m0atUKxcXFAIC0tDRwUbQTe71e1NfXo7a2Fi4X+/KxKIqorq5GcXExWrVqBZ4hEzJBEARBEOzBmDEm6qitV6x1HQlZEdKhQwcAUAStaCKKImpqapCamhpVYS7WaNWqldLPBEEQBEEQBBuw7C5IQlaEcByHjh07IjMzE263O6rf5Xa78c033+DMM89sMq5ziYmJZMEiCIIgCCIuaEI6cEcQVfYr1mLwSchyCJ7noy4M8DwPj8eDlJSUJiNkEQRBEARBEGzCmFylgYQsgiAAQQDWrweKioCOHYGcHKbSqBIEQRAEEXuQkEUQBLvk5wOzZwMFBf5j2dnAkiVMVFwnCIIgCCI20cZhseVryX6KOoIggpOfD0ydqhWwAKCwUDqen9847SIIgiCIOIRjTFCINgwbskjIIogmiyBIFiwjW718bM4c6TyCIAiCIMIiMi02OA9rGQXVkJBFEE2V9ev1Fiw1oggcPCidRxAEQRAE4TAMy1gkZBFEk6WoyNnzCIIgCIIgrEBCFkEQzNGxo7PnEQRBEEQThLX6Tg0JuQsSBMEeOTlSFsFglRM5DujcWTqPIAiCIAhDvCo5gRJfWINdEYuELIJouvC8lKYdgBi4KMiC1+LFVC+LIAiCIEJAliz7qC1ZwXS+8QoJWQTRlMnNBZYvR3W79trj2dnA8uVUJ4sgCIIgwiBqfiaBywpq+ZQ1WZWKERNEUyc3Fx9mnob/vvAfZFaV49m8SZKLIFmwCIKIdwRBypBaVCTFl9LcRkQB1oSDhkQMEFFZgoQsgiDg5Xls7jIAAPDs2LGN2xiCIAgnyM+XagGqS1VkZ0tu0mSlJxxE4/JGMVmWUAuoXrZkLHIXJAiCIAiCMfLzgalT9bUACwul4/n5jdMugiA0sOwuSEIWQRAEQRDsIAiSBctoxyYfmzNHOo8gHIA14aAhUVsBWYtnIyGLIAiCIAh2WL9eb8FSI4rAwYPSeQThAKwJBw2JJiKLsW4kIYsgCIIgCHYoKnL2PIIIA2vCQUOiTn/PWmFiErIIgiAIgmCHjh2dPY8gwsCacNCQsNx1JGQRBKGBiioSBBHX5ORIWQSDVTblOKBzZ+k8gnAAWjXtQ4kvCIJoMrA2yREE0cTgeSlNOwBv4O9kwWvxYqqXRTgGrZv2ocQXBEE0GcjtwQKCAKxbB7z7rvQvZSsjiNggNxdYvhxlLdtpj2dnA8uXU50swllo2bSNuuu8Oq1IfEPFiAmC0EBrhUmo0ClBxDa5ubh6byu0+uE7ZFaV49m8SZKLIFmwCIdhzQLTkIgaSxZbkCWLIAgNZMkyARU6JYi4QHQlYHOXAfikzxhg7FgSsIio4FUtm8FCAQljvJqYLLb2HyRkEQShgbE5znmo0ClBxA204SUaAo01htZQi7Dbd3EnZD3//PPo1q0bUlJSMHz4cGzZssXUdcuWLQPHcZgyZUp0G0gQBNtQoVOCIAhChaagLnNOb9FFY8lirO/iSsh67733kJeXh3nz5mHr1q047bTTMHHiRBQXF4e8bt++fbjrrruQQ+laCSIs5C4YBip0ShAEQahgOQ15tGG57+JKyFq0aBFmzpyJGTNmoE+fPli6dCnS0tLw+uuvB71GEARceeWVmD9/Prp3796ArSWI+IS1Sc5xqNApQcQNHPkLEg0Ay8kboo3aesVa38VNdsH6+nr88MMPmDt3rnLM5XJh3Lhx2LRpU9DrHn74YWRmZuL666/HehPuO3V1dairq1M+V1RUAADcbjfcbncETxA58vc3djuI+MHsmBFU8UN19W4kuVib6hxkxAgkZGUBhw6BM5BIRY4DsrLgGTECiMN3leaZGEQQwG3YIFlHO3aEOHp0TCVwiOkxo3pHY7J9TZSYHjM2qFc9hyAIzDxXQ1Bf71F+dns8QfsulsaM2TbEjZBVWloKQRDQvn17zfH27dtj9+7dhtds2LABr732Gn766SfT37Nw4ULMnz9fd3zVqlVIS0uz1OZosXr16sZuAhFnhBszOw5zAKRN26pVq5AaNzND49Dxqqtw+uOPQwSg1pOLACCK+P7KK1G0cmXjNM4haJ6JDTpu2oT+r76K1LIy5VhN27bYfsMNKBo5shFbpicWx0xFBQ/5LV2xYkXjNobQEYtjxg7H6gB5S71nz+9YUfdbo7Ynnig4Ach9t337L2hZsj3k+bEwZqqrq02dx+xWqrKyEldffTVeeeUVZGRkmL5u7ty5yMvLUz5XVFSgc+fOmDBhAtLT06PRVNO43W6sXr0a48ePR2JiYqO2hYgPzI6Zo98dwPK9krJi3PjxaJlK4yskkyZBGDwY3jl3IKnokP94djaEp5/GoIsuwqDGa11E0DwTO3Affgj+iSd0PrwpR4/i9CeegLBsGcSLLmqk1vmJ5THz0r5NKKyuBABMmjSpkVtDyMTymLFD0fFazNv6DQCgR88emDTu5EZuUfyw41AFnty2GQDQt18/TBrW2fC8WBozspdbOOJGyMrIyADP8zhy5Ijm+JEjR9ChQwfd+X/88Qf27duHCy64QDnm9ZWSTkhIwK+//ooePXrorktOTkZycrLueGJiYqP/UWViqS1EfBBuzPAq16OEhAQaX2a49FJsHz4Oj859CZlV5XjoxnFoc945SIghN65IoHmmkREE4M47DYMkOVEEOA4Jd90FXHxxzLgOxuKYUcdkxVrbiNgcM3ZISPC7vLlcLiaeqaHgeb8owpvou1gYM2a/P24SXyQlJWHIkCFYs2aNcszr9WLNmjUYaeAyccopp2D79u346aeflP8uvPBCnHXWWfjpp5/QubOxpEwQTR0vhWOZRuRdSqHTmtE5MbPZJRiASgU4AuW9IBoCdVZeWkOtoU58wVrfxY0lCwDy8vIwffp0DB06FMOGDcPixYtx4sQJzJgxAwBwzTXXICsrCwsXLkRKSgr69eunub5Vq1YAoDtOEE0dbQpVxma5KKLuKi9rq0O0EARJMPAlcUAOCaeGUKkAgogbWE5DHm28DO8/4krIuuyyy1BSUoIHH3wQhw8fxsCBA/HFF18oyTAOHDgAlytujHMEETOIpIWzhbqrqL6YCfLzgdmztRaa7GxgyRIgN7fx2hWLUKkAR+BApiyiYWGtoG60YTn9fVwJWQAwa9YszJo1y/B369atC3ntm2++6XyDCIIBqFq9PdSClUDSaWjy84GpU/Vq3sJC6fjy5SRoqcnJkQTQwkJj1TjHSb/PyWn4tsUR5C5oA7I2W0bULqKEBdRLJ2vLKJl9CILQTmyMTXLRROMuSJas4AiCZMEy6iP52Jw50nmEBM9LFj5ALynInxcvps1vGEjGskh+PtCtG3DWWcAVV0j/dusmHSeC4mXYGhN9VH3H2DpKQhZBEOQuaBu1JasRmxHrUBIHe+TmSha+rCzt8exssvwRziNbmwPfVdnaTIJWUDR6SsYEhWjDcnfFnbsgQRDOownaJT2caciSZRJK4mCf3Fxg8mRMu/oJZFaVY9zZp+HC26aRBcss5C9ojnDWZo6TrM2TJ9PYM4AUlfbRJr5ovHZEAxKyCIJgOoVqNNFqLxutGbEPJXGIDJ7H5i4DAAB9B51Cm1wLkIhlEivW5rFjG6xZ8QKtBfbRCqhsdR65CxIEwXQK1WhCliyTyEkcglkVOA7o3JmSOJiARhkRFcjaHBHkDWIfzf6j8ZoRFUjIIgiCanzYhAQrk6iSOOhC1yiJA0E0PmRtjghNGnJaFiwhgt2+IyGLIAhtZiTGJrloQsKpBXxJHI60yNAepyQORBShkCyTkLU5Imj6jwCGrYAUk0UQhAayzphHo4FjbHGICrm5OOv7JAzcvx2ZVeV4Nm8S1eAhogrJWCaRrc1Tp8KLAA08WZvDIpLLvW1YTnxBliyCIOD1qoUFwjQMLw5RI0FK4vBJnzFSAD1t2ixB48waHJmyzOOzNh9rnak9TtbmsGgVboQVRIbrZJEliyAIqvFhE3VPkQXQHC7a9BJE7JKbi3uPd0Ll6rVkbbYAJUGyD8uWLBKyCILQLAqUwt082oxShBlIyCIaEhpt1hFdCUrJgGcpXbspKK7ZPizXGCN3QYIgAhYFxma5KEILK0HENiTTEw0BKdzso/GkYaz3yJJFsIcgSAUTi4qkdLPk6hAWljVJ0UQM8YkgogFrmxCCYA1SuFmD5fT3JGQRbJGfD8yera1cn50tZU2ioN2gULV6e7C8OBAEC3DkMEg0AOQNYh+WrYDkLkiwQ34+MHWqVsACgMJC6Xh+fuO0Kw7QxmSxNs1FD23ii0ZrBkEQwSAZyzLkYmkdch23jzbxBVudR0IWwQaCIFmwjF5Q+dicOdJ5hA4qqmsThhcHIjahYUYQsQdlmrUPyx4hJGQRbLB+vd6CpUYUgYMHpfMIHWpNEi0Q5qHaKNYhYZQgCNZgWVCINiwnviAhi2CDoiJnz2tisDaxNRRer/9nWlgJIvYgzzeiIRCD/EyEh2UBlYQsgg06dnT2vCYGFVK0B8saOIJgAXV8kZcCJ01Bgql1yOXePtr9R+O1IxqQkEWwQU6OlEUwWMQuxwGdO0vnETpY1iRFE+o3gogf6BU1ByW+sI5mLaCRZglN4gvG+o6ELIINeF5K0w5ADNTDySvG4sVULysI2kmOMAulvieI+IHiAYloQRnc7aMRrBjrOxKyCHbIzQWWL0dNZgft8exsYPlyqpMVAnIXtIfIsAaOiB1IOHAG6kUiWrBc6ynasNx3VIyYYIvcXKzIHoLli99BZlU5ns2bJLkIkgUrJFTjwy7Ub0T0obHlDNSPRLTQuo7TQLOCl+G+IyGLYA4+kcfmLgMAAM+OHdu4jYlDWJvkogm5WRINAY0t+5C12Tocpb6wDK0FzsDa9oPcBQnmcKmidklgMIdGk9SI7Yg3yM3SOtRL1mFZ09uQUNcR0UIkrwbbsLz/ICGLYA61kMVaOtBooREWqNNMw3LALhE70KaNIGIcWgpsw3L6exKyCKYhra85WNYkRRNyRSIaAoqZdAbqOyJaaDPN0kCzAsvrKAlZBNOQUcYclIrcHtRvBBE/sLaBixZUJ8s6LGfIizYsK5FIyCKYhhZVc1AhRXtQMWKiIaB4P2cgpRsRLbwkZdmG5e4iIYtgGtqbmEPTT9RnpqHEF0RDQEPLGciNi4gW2iWUxpkVWE5/T0IWwTSMva9Rg2Ky7KHJKNWI7SDYhnQgzkB9R0QL8mqwD8tGQBKyCKYh64I5WM7uE02o34iGgOYx+1DcpHUoJss6NM7sw3LfkZBFMA1tTsyhLaRIfWYW7fCifjMDvZLWoT5zCOpHIlrQGmobL8Mx4SRkEUzD1usaPaiQoj1Y1sARsQO5IjkDaxs4InZgOUNetGHZI4SELIJpRG9jtyA+YNknOpqoF1bKXEZEC9Y2Ho0F9aM5OJC/oFVoDbWPyHBMOAlZBNOQ5tIcLGf3iSrkIkI0AOT2HAG0+SUaAPJqsA/LfUdCFsE0ZF0wh5c2IrYgN0uiIaD00M5ACiQiWmjHFo0zK3i97PYdCVkE05AG2ByUv8Ee5CJiHRISrEPxHvahMgtEQ6BRVNJAswRZsggijmD5hY0WLGf3iSbasUb9RkQJzQaOxpkVWA6qjxoUkmUDEubtwvI7SkIWwRwUX2QDhie5aMLy4kDEDuw600QfcrWMDFpDzSGSIsQ2LCt5ScgimEM9v1FMljnIHckeLC8OROxA76d9qO8ig/rMHKQIcQbWxhsJWQRz0MbXOhRbZA9yTSUaAq3iiAaaFcjaHBnUZeagcWYf7Z6NLUjIIpiDLFnW8ZKLpT1IS040ACxvQqINuQtaRx2SRUK9OegdtQ/LAioJWQRzkMBgHXJ1sAf1G9EQsLwJiTYiKUIigoQsc1ASJPuwrAghIYtgDnLhsg5tROxBblxEQ0BB9fYhV2jrcJzflkXDzRz0XtrHy/BLGndC1vPPP49u3bohJSUFw4cPx5YtW4Kem5+fj6FDh6JVq1Zo1qwZBg4ciH/9618N2FqiMVBPdrTxNYe2m6jPzCIyvDgQsQPVerKPtmA49Z5VqMusQ31mDZaX0bgSst577z3k5eVh3rx52Lp1K0477TRMnDgRxcXFhue3adMG999/PzZt2oRt27ZhxowZmDFjBlauXNnALScaEioKaB3KwGUPzVhjbnkgYgWyZNmHXC0jg+Y1c4i0FtiG5bI7cSVkLVq0CDNnzsSMGTPQp08fLF26FGlpaXj99dcNzx87diwuuuginHrqqejRowdmz56NAQMGYMOGDQ3ccqIhIRcu61BskT3INdU61E/W8Wqs843YkDiE+ss62sQXjdaMuIIUlfZh2ZKV0NgNMEt9fT1++OEHzJ07Vznmcrkwbtw4bNq0Kez1oijiq6++wq+//orHH3886Hl1dXWoq6tTPldUVAAA3G433G53BE8QOfL3N3Y7Yh23x+P/2e1p0v1ldswIglf52eNp2n1mBUEQlJ89gsBEvzXkPMNCfzUEbrd/ThNicJzF8tokev1zW30MrOPxgFfdZ/VuuF3Ob31jeczYwePxrwVer5eZ52oIPKp1VBCC910sjRmzbYgbIau0tBSCIKB9+/aa4+3bt8fu3buDXnf8+HFkZWWhrq4OPM/jhRdewPjx44Oev3DhQsyfP193fNWqVUhLS7P/AA6yevXqxm5CTPPLYQ4ADwBY9/XX2B0bf7ZGJdyYKSlxQTZsb936I8QDrOmTosPOQ/6xtm37drQo3ta4DXKQaM0zXoGHrCtfsWJFVL6DNQ5XA/JyvXfvPqxY8WejticYsbg2Ha/0j7d169YhI6Vx2xMPHDrkXw9WrlqFtCjuFGNxzNjh52L/WlBaVkZzmwV+Pejvu0OHDmHFioKQ58fCmKmurjZ1XtwIWXZp0aIFfvrpJ1RVVWHNmjXIy8tD9+7dMXbsWMPz586di7y8POVzRUUFOnfujAkTJiA9Pb2BWm2M2+3G6tWrMX78eCQmJjZqW2KZo98dAPZKgndOzpk4uX3zRm5R42F2zLxX/D/g+FEAwMBBgzCpf4eGamJcU/TtPmD/bwCAvn37YdKwzo3bIAeI9jxzz/dfAh5JUz5p0iTH788ie4qrsPDnjQCArt26YdKkUxq5RVpieW16/o+NKKquAgCMGTMWXduS1i0cq6u2YWvZYQDA+PHj0TLV+b9pLI8ZO9RsLQT+2AEAaNOmLSZNOr2RWxQ//P7V7/iiQFIcdezYCZMmDTA8L5bGjOzlFo64EbIyMjLA8zyOHDmiOX7kyBF06BB8Q+hyudCzZ08AwMCBA7Fr1y4sXLgwqJCVnJyM5ORk3fHExMRG/6PKxFJbYhGXi1d+5hMSqK8QfsyoU/a6eJ76zCQulz+slbV+a4h5hqX+iiY871+qOY6L2X6LxbVJbZOn9cAcPO9S/RzdPovFMWMH9b4DMfyOxiIcp0oP4Qrfd7EwZsx+f9wkvkhKSsKQIUOwZs0a5ZjX68WaNWswcuRI0/fxer2amCuCPbyUwt0yKhd85rL7RBMvZb4gGgBK4W4fKhIbGdRj5tBkFKROswTLFWTixpIFAHl5eZg+fTqGDh2KYcOGYfHixThx4gRmzJgBALjmmmuQlZWFhQsXApDiq4YOHYoePXqgrq4OK1aswL/+9S+8+OKLjfkYRJShlL3WoZSz9mA5KxIRO2iVII3XjnhEpMyMlqEMvdahFO72Ybnv4krIuuyyy1BSUoIHH3wQhw8fxsCBA/HFF18oyTAOHDigcd85ceIEbrnlFhQUFCA1NRWnnHIK/v3vf+Oyyy5rrEcgGgCyZFmHNh/2UC8IXupEIkpoxhnNaZYQQ3wijCEDvXWoz+zDcvr7uBKyAGDWrFmYNWuW4e/WrVun+fyPf/wD//jHPxqgVUSswtoLGzXI+mcLsmRZh/rJOjTO7EOeDdYRSVFpGXpH7cOygBo3MVkEYRaNVoSmO1NQn0UOa4sDETuQoGAfUTO3EWZgedMbLbTWGOo0K7C8/yAhi2AOrT9547UjnqBF1R5qF0HqNiJaaBJf0AtqCZrbrCMyvOmNFmKQnwkTMKxEIiGLYA6vRshi7I2NEiz7REcTylxGNARehjch0YbloPpoQZZTG9AaahuWBVQSsgjm0Gp9G7EhcQT5k9uDNiNEQ0CWBfuQAsk6tB5Yh2VBIdpoPEIY6zwSsgjm0G58GXtjo4RI/uS20NYvon4zBXWTZbTW+cZrRzxCihDrkHuqdbxkbrYNyxlA4y67IEGEg+JkrENaOHvQuhoZoiiC47jGbkYcwK6mtyGJWBEiCMD69UBREdCxI5CTA/C8M42LIWhesw6tofZh2dpMQhbBHOp3lGoXmcNL/iH2oMxllgl05yUZKzyaTS+NNEuITm3g8vOB2bOBggL/sexsYMkSIDc3ghvHHqxtdBsCspjah+XtB7kLEsyhLUbciA2JIyg43B6UuSwyqMvMQRs4+ziyBuTnA1OnagUsACgslI7n5zvwJbGEeg2lAWcGrSWL+swurLmnkpBFMAcJDNYh9xB70FizDsVMWodiJu0TcSIkQZAsWEYXy8fmzJHOYwQS6q3jmMW0CeJl2COE3AUJ5qDJzjpUsNMeLPuSRwuKXbCO1l2QsIK2bqKN3lu/Xm/BCvyCgwel88aOtX7/GITlTW+0cEwwleP+CguBkhKgXTsgK4vZ+D+AbaGehCyCOciFyzosT3LRhLoqMmismYPKUtgnYqG+qMjZ8+IA7RpKA84M2kyzNjGK+5NhNP4PYFuoJ3dBgjm0MVmsvbLRgVKR24Nc36xDNZ+sE7E1pgkTsatlx47OnhcHsJyIIFpEvBYEi/uTKShgNP6PbaGehCyCOWhDYh2KybIHWRgig/rMHLTptU/EfZeTI1kRgqXB5Digc2fpPEYgbxDrRNRNoeL+AmEs/g9ge4yRkEUwB8UvWIdismxCY41oAKjEgn0iFhh4XnLTAiAiQNCSBa/Fi5mKl9FaE2jAmSEil/twcX/qG8vxfwzBchw9CVkEc1C1euuIpLq0BSW+sI66m8jSbA7qM/t4nRAYcnOB5ctxol177fHsbGD5cubiZLTeII3XjnhCG1dksdOsxvMxFP8HsJ2llxJfEMxBSRysQ3pLe7C8ODQE9H6ag4R5+zi2HuTm4s3mfbDhzQ+RWVWOZ/MmMZvxjdygI8Nyn1mN52Mo/g9ge34jIYtgDpZNz9GC5UkumpAB0Drk+WYDEuZt46QrdD3nwuYuAwAAi88cA5crSJxWnEPKI+tENM7kuL9wLoMcJ53HUPwfwPY6Su6CBHNQTJZ1KEuePUhgiAwaa+ZQb3TJfcsaTm7gPIJX+dnt9YY4M74hpZt1IlpD5bi/YMlV1DAW/wewLdSTkEUwB2UXtA7LdSqiidcxX6SmCfWYOdT7eRpm1nBSgeRRSbgegd0/BE1r1olYueuL+0N2tvHvO3dmMv4PYNv7iNwFCeYgLZx1aFGNHOo269BYM4cY4hMRGifdBd0qSxbTQpbmZ3af00lERCplQRKgJk/G3DueR/XeA2hbfRxlaS1xxpkDcGnelcxZsGRYHmEkZBGMw/Lr6xyUwt0eLGvgGgTqM1NoC6w3YkPiECfdBd1NxF0QpHSzjGOu4zyP77oOwJ9pPZRDXU/ryayABbDtSUPuggRzkCXLOtqNCHWaWUjjGxnUZ+agmEn7OBnvcaLOXwRWYFjaJTd76zi5hv5ZckJ7wEysVhzDclk2ErII5mBZKxItaFG1Bwn0kUF9Zg6yNNvHyXf08PFa5We1VYs11N1Ea4NJHHpH/yipMrg1238DlpWVJGQRzEHxRdahPrMHZRe0RuBmgfrMHCynOI42TvbdkQq/kMV0TBYpjyzjdWgN3RtoxQJQz7BAD7CtrCQhi2AObZYfxt7YKEF9Zg/a/Foj0MOKdQ2tU1DG1AhwcG4rr65XfvYwHJPFsPdW1NAUcI6g14w8A90exv8KDCsrScgiGISCxK3DriYpmrBc3yMaBAoI9H6agwQr+4gOzm1VdR7lZzfDliytVYbd53QSp7xBjNxQWXZNBQItWWyNNxKyCObQ1pRh64WNFlTA2S7UcVYIfB1JMDUHWUzt49TcVucRNIIVy+6CTsUXNSWcekfrDcYV60IWy273JGQRzEEbN+uQD749NAJ94zUjbtBZZKjTTKF+P8mqZQ3RIS25OrMgwHYKdxLqrePUe+n26McVxWTFLyRkEczhVABqU4JisuyhdUWifrMK9Zg5KDGNfZyKLzqhchUE2LZkaccYu8/pKA65WMqxfuNOzcR5/TpIxxgeawDbMYAkZBHMQXEy1iFLlj1o82uNQG0v9Zk5tGUpqNOs4FQNniqdkMWudYGKX1vHKUFBdhdM5F0Y0b0tALZrsgEBQiljiwIJWQRzkMBgHeone7CsgYsGuuyC1Gum0GYXbLx2xBv6kgE2O08QwH/zNS7c+TVGHNgGl1eAm+E/BMN73qjh1L5DdhdM5F1I4KVUg6zHZLEcE57Q2A0gCKchf3LraPsswk4TBGD9eqCoCOjYEcjJAXg+snvGKCz7kkcD3aaX+swUXpHhXUgU0YUA2um7/Hxg9mz0KijAs75Dh1pkoCTrcaDXdZE2MSZxdD1oIjjlQSMLVIm8C4kuyQ7iYVigB9hWjJOQRTCH1tWBsTc2SjgmLPg2JCgo8B/LzgaWLAFycyO4cYxCrqmW0FuyCDNoLabUa2YJ7CnLc1t+PjB1qu7CDpWl6HjHDUDnVkzOa5pNbyO2I55wKhbcL2RxTdSSxdaII3dBgjlI6WsdR/pM3pCoBSwAKCyUjufn271zzEJWU2voLVnUaaYgd0Fb6N0FLSAIksLIYIwqG6c5c6TzGIPcBa2jLUZsH3VMVgLvs2Q1pcQXjD2qLSHr2LFjePXVVzF37lwcPXoUALB161YUFhY62jiCsAO51lgnYkuWIAA33mh8sXyMwQ0JCQnWcMR9qwniaLFOQQDWrQPefVf6l7F3Uo3Ocmql79av1yuMVHCiCBw8KPUhY2gFBnpJzeCUYOpRuQsmuCRLlofhcgEA2+6CloWsbdu2oVevXnj88cfx1FNP4dixYwCA/Px8zJ071+n2EYRlyLXGOhH32aOPAmVlIb7AtyFZv976vWMYrYsIjbVwkPuuPRxLsJKfD3TrBpx1FnDFFdK/3boxaWUG9HOZJStgUZG58y69lLn+cyojY9PFiZgsTiVksf1HYFkvblnIysvLw7XXXos9e/YgJSVFOT5p0iR88803jjaOIOzgqFakiWh9I+ozQZBirsxgduMSJ9BexBqBfURClzkciZlsiu68ur6y0HkdO5o77+hR5vpP3UuM7+8dw6l9R41b2mOkJPJIbCLugo5a6mMMy0LW999/j5tuukl3PCsrC4cPH3akUUSUaCICg9qyTlpfc0SUQnX9emmjYQazG5c4gWU3h2jgeJ2sJjKnaV2RbHRaiPgilt15A7HUdTk5UtIejjN3PkP9R3XZrONUGvLqOmkMpSXxTSjxBbtjzLKQlZycjIqKCt3x3377De3atXOkUUQUaEICg8afnLS+poioGKBZ61TbttLGhSHINdUaupisSG7WlOa0SLO9hYkvYtedN4LEFzyvWOjDXsda/1HiC8to9x32Oy3/Rym3QVoSj4Qmk8Ld+GcWsCxkXXjhhXj44YfhdrsBABzH4cCBA7j33ntx8cUXO95AwgGamMCgno9saUiaoNY3Ii2cWevU7bezVy+L4cUhGugTX9jstCY2p0WcfcusIoQ1d95IE63k5gLLl0Ns1drc+Yz0H7lBW8eJuCL1fNilbTPFkuVh3JLlVI2xWMSykPX000+jqqoKmZmZqKmpwZgxY9CzZ0+0aNECjz76aDTaSERCE8z6FvFk18S0vhEXiDXjVtO2LXD//dYbF+N4I7UwNDEisizINEUliEoLYktxZFYRwpo7r+6zjb7LzUXxa/8ydy4j/ad1g6aZzQwRK0IA1Lr9wtTQrq2bTuILJ7yPYhTLxYhbtmyJ1atXY8OGDdi2bRuqqqowePBgjBs3LhrtIyLFSta3sWMbrFnRJCLXN6DJaX31LlwW+0x2q5k6FSLHSamNlXsBHAC8/DJ7Viyw7eYQDXSbXjt9ZkUJwsqcpv7ZTp/JipDCQuMbcJz0e9bceR2KATw2fBS8LTLQobLUWDPNWP85FV/UlHBCMD1R71F+Tm1SiS/8P7P2pLaLEY8ePRq33HIL7rnnHhKwYpUmmvUtYleHJqb1dSQZgc+tpr59QJ9kdwY++ED6PYOI5FhjCa9OI2ujzz7+2Nx5LM1pkW5CVPFFOouz/HnxYuYUIbo6WTbvU+vlMP+cG8EBEMF+/2nmNZrWTOGEu+CJOknIapbEw+Xi/O6CjNfJYjm7oClL1rPPPmv6hrfffrvtxhAO00SzvkWc7riJaX2d2oggNxcbeo3AKwveQmZVOYqbt8brr+UhLTU50ibGLGTJskbEMTKCAPz73+bOZXZOsznQfIoQzJ6ttQRmZ0sCAouKEIdiAGvqBazsPQoPTZ+Puz57ES1KVZmUGew/dTexnPnNSSKuLSYIENeuw4U7v0Zdu/aAMB4JoogRB7aha30FsC5R2nMwIsirYblOlikh65lnntF8LikpQXV1NVq1agUAOHbsGNLS0pCZmUlCVizRRLO+RZzuWOX+5kWAuZd1rSUiExZqvRw2dxmgfHbbN5bHBV4SsiyhG2tWb7B+PVBaGv68du2YmtPURDTOcnOByZMx7eonkFlVjqPpbfHvt+5iZi4LxCkBodYjxff9b/BZKHlsNmbmvYDMqnL0GNATs+dfz1z/kfLIOpq4IqsX5+cDs2ejW0EBFJPGxwtxklfEsnKfovyDxySBfskSpgR6IDDEo/HaEQ1M7YD27t2r/Pfoo49i4MCB2LVrF44ePYqjR49i165dGDx4MB555JFotxfPP/88unXrhpSUFAwfPhxbtmwJeu4rr7yCnJwctG7dGq1bt8a4ceNCns8cTTTrmyPJCHxa35KWAWUJsrMlbTBDk1zEMVkqat3aZAOsZ0WCZmFlbHWIAjqrqdUuM6s4uvJKhue0yMaZwLmwucsAfNJnDDZ16c9UPwXiSAwggDpVgdjuHVri/NuvwCd9xuCXXoOZ7L+ISwY0QWwrd4NlSi0rg6s8wBOpKWRPbbRWRAfLauYHHngAzz33HHr37q0c6927N5555hn8/e9/d7Rxgbz33nvIy8vDvHnzsHXrVpx22mmYOHEiiouLDc9ft24dLr/8cqxduxabNm1C586dMWHCBBQWFka1nTGDmaxv6enA3/7WcG1qYCJKypObi/Pv+D9Mu3wBbr/gbni+XAPs3cuUgAUYaHsjsWR5tEKWm/GAXdL4WkOXiMDqYDOrOJo82dp9Yxyt+1Zk96r3+BUfAuNZy/TZLO09r5z1LSXR5ftXEqzUfckS2kQrbI8Rp7CVvCFUplQgMPqP3eypDMdkWRayioqK4PF4dMcFQcCRI0ccaVQwFi1ahJkzZ2LGjBno06cPli5dirS0NLz++uuG57/99tu45ZZbMHDgQJxyyil49dVX4fV6sWbNmqi2M2ZQBzsHo6IC6NGDKc2Iky9stQBsye6L4uat4Sk8JLkrMTS5AUaWLPvU1AcKWWxuQmRY1sBFg8A9veV4bjOKo86dmXMV1LqlRjbS6gPeSdY2NWoChSy7+QNkC32qT7hKSpC2TswKWex6b0UNW2nIw2VKNfwikakSMoD2vWRtvFlO4X7OOefgpptuwquvvorBgwcDAH744QfcfPPNUc0yWF9fjx9++AFz585VjrlcLowbNw6bNm0ydY/q6mq43W60adMm6Dl1dXWoq6tTPldUVAAA3G63UoC5sZC/30o7OI8HfOvW4EIkwBB9Jmhh2TKIF10UcTsbG3UGM0EQbP/dRFHEmTvW44HVL6NTZSnwru94VhaERYvioq/MjJm6eq3SJJI+q67TXldbXw+3O9HWveIBQVBbBbyNPkc4gZ15xiz1Afd0e6zPq9zTT4OfNg0IKBfgBcBxHISnnoLo9drfUccggkqxI4piRH+b6to6zecTNXVITozM5S2aYyYS3G7t3OYRPLbaeMI3ryXxHNxuN3hIY6vWbe9+sY5a8PZ4ovOMsTpm7OJVrQUizL2j3MGD1jfhPjwHD0Jkpe/U87g3eN/F0pgx2wbLf9/XX38d06dPx9ChQ5GYKG2ePB4PJk6ciFdffdXq7UxTWloKQRDQvn17zfH27dtj9+7dpu5x7733olOnTiGFwYULF2L+/Pm646tWrUJaWpq1RkeJ1atXmzqv46ZNOP3xx8Oex4mSDqb+1luxOiEh7n3MS0pdkI20O3ftworjO23dp+23m/B8vkH/FRaCv+wyfH/vvSgaOTKCljYcocZMjQdQTwV//LkXK1b8Ye0LBAFtd+5E6u/HMKK+Lf7X6RQMPbQb+x/9Ckfat0ZZnz5xP66MKC7xj7WCggKsWHGgcRvkIGbnGSsUVQPqsbZhwwbsa2bxJsnJ6HjPPejzyqtoftRfA7C0ZQb2/fV6FCUnAytWONLeWGFXAQdAen+qqk5gRQTPV14HqP8Gn6xYiWYO6UGiMWYi4VjAs/788zakFP1s+T4/F0r9X3qkCCtWFGJnufS55OixiP4WsUpNLQ/ZWe2HH7bCsy969oVYGzN2KSj0rwWCRzA1Ltru34/RNr9v8/79KGNk7B2v8I+36urqsH0XC2Omurra1HmWhax27dphxYoV+O233xTh5pRTTkGvXr2s3qpBeeyxx7Bs2TKsW7cOKSkpQc+bO3cu8vLylM8VFRVKLFd6enpDNDUobrcbq1evxvjx4xUBNyiCgIRbbwVg4NdrAAcgrbQUf0lPhzhmTMRtbUzeLvoeqCgHAJxyyqmYNLqb9ZsIArhbbgGg96nlAIgch9Pffhuehx6KaeHBzJg5XuMGvl+rfD7ppJMw6bzehucawX34Ifi8PHCFhRgNYCak4HpeVGn24sj6Z4XlJT8Ax6SNflanLEya1L+RWxQ5luYZi/x6uBL42e95cMYZo9G3k415ddIk/Hj9HCya94ZSLkAYdQbeuWkkBjnY3lhh37o/8dnB3wEAqWnNMGmS3a0ZsL+sGti6Qfncb1gOTu3YIqL2RXPMRELR8VrM2/qN8rn/gAGYNDjL8n3++OoP4MAf6NGtCyZN6oPWf5bhpd0/ILVZc0yadIaTTY4JHtm+DnDXAwAGDhqE8/p1cPw7YnXM2OXL97cBvtT+HM9j0qSJ4S+aOBHi0qXAoUMaq3woRI4DsrIw/C52soI+/8dGFFVXAQBSU1MxadKZhufF0piRvdzCYddSiV69ejWoYJWRkQGe53VxX0eOHEGHDqEngKeeegqPPfYYvvzySwwYMCDkucnJyUhO1tf1SUxMbPQ/qoyptnz7rZSJxiIJJSVAjDynffxipcvlsvd3+/Zb4NCh4N8gikBBARI3bwbGjrXRxoYl1Jjh67WTO8dZ6LP8fGDaNJ0TukvUumpxhw4hYdo05jIzqmODOLtjLUaJxpzHJ2iXHJ5PsP0ddeA15QL6CBxT/a/G5VKpejhE9JxeTqs2mvffXfjwFmcEhVhaJwGAT9C6C/Iu3lb76n3TWVqy9HzNUpIAAHUeMaaeNxpE8o6aIdbGjF049XslmnxHExOBZ5+VMgZyXPhgLo6TdjdLliAxhLEg3tDGNoefx2NhzJj9fstC1nXXXRfy98GSUERKUlIShgwZgjVr1mDKlCkAoCSxmDVrVtDrnnjiCTz66KNYuXIlhg4dGpW2xSRmUx0HwkABz4jqVciYFVDt9nMMoUtzbLbXQmRGMsyKxHFSVqTJk5nRwKlhOYGAUziV7Q0Aqmq1G+gaN1sJadQ4WY8tMFnDjweORXbDGMbrdWa81Sop3KWNdFqStHWqrmdzzGkTX9C8ZgatoGChz4IVCW/bVvq3zO8SzWLha4DtgteWhazy8nLNZ7fbjV9++QXHjh3D2Wef7VjDjMjLy1PiwYYNG4bFixfjxIkTmDFjBgDgmmuuQVZWFhYuXAgAePzxx/Hggw/inXfeQbdu3XD4sGTKbd68OZo3bx7VtjY6VoUljpNeYAaycqnXVVsvb36+JAyYgQGhVLfxjVZmJHVWpDiw/pnBkZpsTQhdJssIOq2yTitkVdfrs96ygnrTFumGJDC7YFPCdp0sX2mKlARJOdQ8Wdo6VdY2fgB+NNBm6G3EhsQRYiR95isSfvft/0TdwULMvOwM9J92PgDgo+eW4auvfsapg3vh5gdmsKmgVP/M2ICzLGR9+OGHumNerxc333wzevTo4UijgnHZZZehpKQEDz74IA4fPoyBAwfiiy++UJJhHDhwQONW8eKLL6K+vh5Tp07V3GfevHl46KGHotrWRkdOdVxYaMoEDUDSkDDwAke0QMiFAc30GTNCqc1Jza4VjwHrnwzVybKGk+UCTgQIWYHlA1jCMUuWICBlwze4cOe3KG7eGluy+2LQSRkRty9W0VtO7SGPLbk+VosUaetU5/Gi3uNVUrqzApWmsE7Efcbz+OGk0/Bni564atRIZS9WOmQkPjncCq5TOjGxPzOC5ZIBtmOy1LhcLuTl5WHs2LG45557nLhlUGbNmhXUPXDdunWaz/v27YtqW2IauUaWga+viAB3LsZM0LY3IWEKAyowJpQGzmqmNUl2rXgMWP9kHFscBEGy8BUVSf2Tk8PG2ApAbzUld0FTOCHB5+cDs2ejT0EBnvUdOtQiA69PnQ3cPCry+8cgTllOA4sRy5YsQBL2kxKS7N04RtEqjyIce01kbtNasuz1WZ3PlVcttCs12Ri2QEdkBYxxHFO//PHHH4ZFiolGRPb1zdJmUypq3hZPn3Elbr/gbhxfsRLYu5cZAQuIYLIz6/6WkcFUAofAArGme8xMYVg1HMdcoVhtAUqbq0N+PtCtG3DWWcAVV0j/duvGVIFwGX38n32qAtwD3YLIbPFrR1ygp07VzW8dKktx/xsPMDnWAOdiAGt97oJyPbEE3qUUJq6sZW/f45jLVlOa2xxQuMnzVyLvX1OTeLYLXwMBlnrGbFmWLVnq9OaA9DIWFRXhs88+w/Tp0x1rGOEgBhPmb+26YmXvUbjj9DPQkjGtkm3XGrNubM88w4yABUQQk2XFWsqa9c+HN9KFNZh7qq9AOEvCPBDBWDMg0JIFSIkIWqay5boFBArzFi8OYaF3wVfEmdGENDoFkm1LliRkpaqKNqcl8ahxC6h2syhk+X+27U4eZm7jli0DDDI5xytOuI7LQpYsWAFAoixkCWwJH2pYjgG0vBr9+OOPmv+2bdsGAHj66aexePFip9tHRIJvkhMDMuV1qCrDix8twMRfN+riGlhA8Go3+6Yx68aWZb3OSixjO7sgENRaGpgmGtnZzAkMACJzxA/lniqK0n9z5kjnMUKghjwSjXlBeY3uGKtxWRFlewtjoXcB/oQ0zOFMTJbfXdAvZMk/y79jCW0iAhs3CDe3AeDvvJOtuc0BC0x9KHdBDzt9FQjFZKlYu3ZtNNpBOI1qkgt05pK1l/PWvIwj9Xc0QuOii22tSJhkIV4AxS3boQND7m6AQZpjG5mRvBdciCumP6kUhhVHjgS3aZPyedm/7mFOSw4ElgtwdvMLgMFsjNrPkSyox2qkzG6vXjMUd7z3EyrrPMxmGNS6C1q8+OOPzZ3HUEIaGV1f2RTqA1O4A0Cy7+daBmMBI46RefTR0HObKIIrKEDbnTuBCy6w8QWxhz7+TwRn1pXed37ImCyG3QUpJkvF2WefjWPHjumOV1RURD2FO2EBE9rLTpWlSPtuY8O1qYGw7eogu78BUlV1FfL0tvgvtzAnLDgxqdWDw+YuA/BJnzHY3GUAUpqlKZ+/6zqAuT6TichFxOym1uwmOQ5wMoV7nezClcQjNUkaX8zWLbLrLigIwL//be5chhLSyAT2lWUB1Ye8+dVYshJkSxZ7Yy6iTHn5+cC8eaZOTQkoCRTPROqaWufxwuO7STNVYpVkn5BVx7KQFeJTvGNZyFq3bh3q6+t1x2tra7GeSXeDOMXkBs7lqx3GEhHVLvK5v9W31244DrfIwM1T7sP6/mdG3sAYI9ACY2eKqwtwmVFrfBNd7MXIyETkS252U/v228y41TiZXbBGZV1I8wlZrGYY1HaTxWQ+paXhz2vXjqmENDJOjTfFkpXgF7JkwZ5Fd0HtvGahz2QPGpPUtm5tpVkxTmTrqFpB1CxJLWRJ44xlSxbLMVmm3QXl2CsA2Llzp1LYFwAEQcAXX3yBLMZiVeIakxu42nbto9yQhscbkXkBQG4u1p88Aq8ufAtDk+rQvnc3zCtvA6+LR2cG5QUngsPrAoQAt6AWdBmbNVVoNb4WnzMnR8pUGW4TXFLCjMugU3WLAG3tolTfpoRZS5bdTYhZa+mVVzJpbXZqvBm5C8o/1zEYK2M7RsZCgXoxOxtlffpYalcso7eaiuB1wRrBkRVESbwLvMt/XXIi+5asiBNIxTCmhayBAweC4zhwHGfoFpiamornnnvO0cYREWAivuhwiwyUDRrW8G2LMk4EUZ4QRGzuMgB8z7bo0zEd3vV7AQC8BR/reEHvUmm91wItWXdN6I2vdhcDkAQur1eEy8Ve30Ukz/M8cNVVUsbFcDASL+Oku6A645tiyWoSMVkWOs2ksk244EKwJ2JFo05W03MXtLQcWJinhKefZkqwjzT8z20QjwX4Mw2yKMzLOFqXLcYwrZffu3cv/vjjD4iiiC1btmDv3r3Kf4WFhaioqMB1110XzbYSVlDHFwX8St4Ozz/nRgiBWeAYwAnTs1z7pHlygqIlB6DRMLGCExsRtZbtv7eNRp9O6dj20ATlmNvLphYuotgFQEqbbQZG4mWcqlsEaDe+aazHZNlVHIWpZeeFVJDYPeqMSJoXs+jmNlv3EFV1stSWLFmwZ3DMRVmox/z5EC+6yFqbYpxI5zajGlmA2mLK5hoKBFjqG7Ed0cD0Drtr167o1q0bvF4vhg4diq5duyr/dezYETxDGglm8MUXlbfO1BwWs7Jx85T7sLL3KCXQkiUEzQtr7/mqfKntmyUn4Iwebf33Y6+7DNJqW7yBIID/Zh0u3Pk1zi3ZjX4dmgPQ1vpg1p88UoHetwkO2juMFXB2wGgKQCrTUO/blKQ2ASHLtuIoRDIf+fP8c25Encie8ggwiDe18ZKWVNZBFAEXB7RMTVSOKyncGZzbbMc1mxDqkZ0N3H9/JM2LSSJVVsrzWaAlS47JCvQWYQmNspKxPZYpd8FPPvkE5513HhITE/HJJ5+EPPfCCy90pGGEQ+TmYnZpB7jXfY07+7fA6SP7gc/JQfmrW4C9RzU1pVhBbTSx+8LK9cNaJCdgePe2uGZkV/zfpv1MWmT0+14LnZafD8yejZMKCvCsfGzVYmDJEiRO8Wsq3YwWUtS+Pjae0bcJ5i6+GF4EaL0YLODsVIxMebU/+VJaMo80JSaLTXdBNZaLw8rJfG69DcmHD/mPZ2fj5iFXY2XvUXhUYG9eA+xnE1RTWiWNtTbNkpUNL+C3MLDuLmhLqJ86FSLHgVNdrIywJUuk8xhbSyMdarIiMpEPFLLkYsRs9Zca24lW4gBTQtaUKVNw+PBhZGZmYsqUKUHP4zgOAiNZsFii1gt832UASs8fDPSXzPkJPrc3Fi1Z6pfU7uMp7oIp0ity6dDOkpDlYa+/9Bm4TF7oK3atu6CwEJg6Ffzy5eBdKZLVgUFtLxBBam01ubm489IHcNfnL6JTpSoJRna2JGAxVMDZqRiZ34urAACd26QiOaEJpHCPNNA0NxdrewzDm4//S1O7bu2DqwDBy+z7aXtuUyF7NaSnaLdLTBcjjsQbRC5QP3u2JgnG4RYZmH/OjXiJoflMTaQeIbIiMkknZEnjTPCK8AheJPAMhnh41eONLUwJWV6VxsHLmPahKWAUtCvHFgkM/j21mWoicxdsniy5h8jaJTeD2qTAIWCqx1TFrnWIomSFmTMHKVe/iBNgs98AZ5KsAMCKXiPxUdehGFawA5lV5Ug/qTP+sYi9mmxOxWTJQtbJmS0AAGksx8fAmexbFfVSMh8Fnkciz6FeaBrvJ2BvvFXWSkWvmwcIWamJTSPxhS1FSG4uTpz7F9xwwyJFqN+S3Rdt0tOcamLMYzcmS5f4QvW5zsOmkBWpQ0gsYzq7IBG/yItAsupllS1ZLLpxeR3Y+VYpiS+khTSBl/uLvc2IPm7BxEXhUvWKInDwIIYX7sBXHfoyG7TrRFYkUZQsfV4Xr2yCB3ZuxZyABegty3YtzbKQ1TNTiv9LS2Y8hbvqHbXsLujjhIErZVKCCyfqBWYtWRHHm8KvcGsRIGTJ8VnHqvV1Q+MdJ5RHbpFT5rMR3dvA++dR1DOcIS9Sq2kwd8FAIatZsr32xTJOKStjEVNC1rPPPhv+JB+333677cYQ0UHe4CZrLFnSi8tkTJYDL6y8IZG1l0mKJYu9/rKl7TWZqrdj9TEAbAqnQISFr314vKJmzLq8Avr9thV494CUrSsnhxmBy6nisHJMVmYLacfBfuIL/8+RxpmqkTd0rMZ7OJFnRZ1pVk2rNEnIKq9227hr7KJ7J20OOHlM8S4OT049DTlPrGV2nAGRZ7KsD5JdkHdxSOQ5uAWG3e6bekzWM888Y+pmHMeRkBWDGBVSZDkmy4kgSv/CKi2ksiXLw6R7pY3VwWSq3mMtpcyMrC4OauyuDeq+mfjrRsxb87IUmyXrtrKzpWBxBmIZnEipDfgtzbJ1wS9ksZn4QqvptesC7RdAl141BIBfS87q++n1Bgr11u8RuBbIyHGArLkL6ovq2ruP3zLDKV40dR4vRFEEx2C9Sb1saqHjBAHpmzfgwp1b0La+KyCM0CjWkhN4uAUPs7Wymnwx4r1790a7HUQU8QtZ/pdWFhoEBjVLTtTJ8sdkSa9IosqSxdoiYWvjG6bYNTgOyM7Grp6nAeV1zFqynHBzkC3NE3/diBc/WqA/wZdIBMuXx72gpdeS27tPZUDMpBwfU8PYhlfGiWQ+sgB629k9cW6/DgD8/dYULIDSZ+udV1UnWaoC3QWVYsSMCag665/NRVSJMeJdSvIGUZQUu4HWGhawnTnVl6F3ZEEBRsrH3n9Mo1hLTnChqo7NJCuAM3u2WCWiCDpRFJkz7bGI4i5oEJPFpCXLgUw1JwL88NV+0qz1mS0XrhD1d9Spx/lEaRPMqqZcm13Q3rio8whweQXMW/MyAINJWb7vnDlSwpE4JvDVsW2VCcj+KVtkmoIwbzvOVFX7T0ae3+TkDqwRSbFrmaLjtQD87oEycmHiOsYEe6fKLCjZ8hJcmrgidteCgM9mOk7O0BsY3ywr1vLzAQAtfWPv6An24v+AgEQrjNmybAlZr732Gvr164eUlBSkpKSgX79+ePXVV51uG+EAoigaFrljOSZLPbnZDRKXN3HNFEuWX5BgbSOn3/iaxJeq190hwHUwO1uxuiQxXuPDiden3uPFsIId6FRZGnxC9iUSwfr1kX9hI+JESm1AbWmWNORyzCSrGzht7J/NxBeGQpa0eauoZd/NUvpsve9+PngMgC8ZjQrZM4S1pD5OlVlQJ3JoCkKW5QDAcBl6AUWx1iE9BQBwuKIm0lbGJCLDlizL2QUffPBBLFq0CLfddhtGjpSMm5s2bcIdd9yBAwcO4OGHH3a8kYR9BK+oDFp1/QWmLVkRvrCiKKKqXt6QSAup2pLl9ohAUmRtjC0i2Pjm5uKXQWfiiftfQWZVOY6mt8W/37pL8SdnPebDicWhzuNFZlW5uZNNJhyJVZwSsg4crQYAtE6TXkR/Agf25jNA+4badxeULC7Nkvxu4+m+DHmVTUbIsn6P4zVS37T3bXRlFHdBxixZumyzNu9T6/FnNeZdHHgXB8ErMieUylguT2EyQy/Wr0f79FYAgJLKughbGZuwJlipsSxkvfjii3jllVdw+eWXK8cuvPBCDBgwALfddhsJWTGG2oKgsWTJiRwY3JREKjfWuAXlpW8hJ75wqSxZjCW/sG3Jkq/nXEqq3kem9NME7CYynJURcMbNod7jRXHz1uZONplwJFZxIiTrj5Iq5ecOLaWNr+IuyOgGzolSAU3RXdAJ1zc5lq1ZUmAxYmnMMSdkOWD9A/xCfZqv31J85QJYTd5g2V3QrMKsqAipKVICqSYRk9WI7YgGlt0F3W43hg4dqjs+ZMgQeDxsasPiGbUFQW2NSWS4GLEQYXbBE74sXBznX0g5jlPVFmOrz/QZuKz1mdoaetXwLprfJSvugmwurNBsfu3dos4jYEt2XxxqkYGgI4vjgM6dpYQjcYy+Jpv1Tjte4xcI5A0c86nIHdiEVPvmteaGQhaba3ekllOvV/RbAJO1ZRSSFUsWW2POKatCjU84lTN/piSy2V8ylgV6swqzjh0VLyRWBVSvVlvJFJaFrKuvvhovvvii7vjLL7+MK6+80pFGEc4hbzo4TmuNkWOyWHQXjHRDotZcqrMIyn21YU9pRO2LNay6kgciC2m92jfXZV1MZDxWxom3p85XiHj+OTcCgF7QUiUSifd6WYE6HVvvp09Y6N2+hXIsKYFNBYiMZg8SYRxbmtpdMEV2F2TTkqWf26x1nrqAc7PkIJYsj8BUArDAPrJd/Nr3nqYGCFnsZgAN/Bym3+QMvcEyFasUa8kMu93rCoYzJmVFlPjihhtuwA033ID+/fvjlVdegcvlQl5envIf0fiog0/VG2B/3Se2BjQQeeFOeXFQb0bUrGdMyLJVJ0uFbDl0GSwW8kakKfjhRxKTBQAre4/CzVPuw+EWGdoTVIlE4h0nYrJkJUhasoFbahMYZ4BNC71cYF0lLMhz3AlGU7jrNnAWu022YvEuTpOdF/C7qMppyVnBqcQX1W7tOir/e/g4o8kbwnzWYTJDL3iecSEr9Od4x3JM1i+//ILBgwcDAP744w8AQEZGBjIyMvDLL78o57FURyiekWNhknntAsG7WI7JiiwTl2LJCtBcjju1Pb7cdQRZrVMja2CMoZexrPWZnKGSd+nfedmlpo5RFxEnisTKfdMvKx3nXXYLkt68H9NuXoLMqnLccc2ZOOmi8+LegiXjRLxHjVuvBPFnsWRvPgOMNyJWlthat4Bj1ZK1ql2LZOU4+4lpAj5bvF5t/Qvc0wRmzEvkbemsY45IPRtk/O6C0jrauU0a9hRXoZjZ5A02BHpfhl7httuRcKjQfzw7WxKwfIq1pAR2lZVOjbdYxbKQtXbt2mi0g4gSiiUrQAvHakyWVLvN/9mOgtHIrQYA+nRsgS93HVFSIbNCpJokWag1ErJYDQ6X0dbJsncP2aU3PSURUwZlAQAO9B+GzcdrccOIM5gRsABnEhH4Lc3+5cvvlsrmOIu036pUc1bLVH+9pyQlMQ1b64CMbv63+JKeqNNb/2TU2XpZ6j+nMoDKVkDZXVAed01B4QZYULrl5uLPEWfjwbtexEnuSiy8dYLkSsgbKJEYFLKcsNLHMpaFLCK+kF/KJJ0li82YLCdMz/5Ux9rXg9WCp5EuqnJ3GLkLKpYsBhcHINCSZQ+5mKlh9k/W3s/Az5G4C6otWU0oiyUgvbM8zJuylHUgQes2zvLmDYhcOJUF+kCvBgBI4F1wcZIgx1L/RerZIFMTUDIgWbHGNA1FiJVuqxc5bO4yAHvTk4GxY3W/VxJfMLb3AJwrfh2rWBayamtr8dxzz2Ht2rUoLi6GN8ASsnXrVscaR0SOrCVPTNAuyAmMpnAXdLs2O9kF9TEfALsme8v1PQII6S7IuiXLgaxI8juqjvlI8ClBAjM/xjuRjjVAnxoaYFcBIhNpbJHcL4HKNpZjPYDIlW7yvCVb5ANJSnCh1u1la01wKEZGjgFMlVO4M55dMBLXVPn9DOZymuzrOxbfU4rJCuD666/HqlWrMHXqVAwbNoxir2KcYC8vz2gxYmcC640tWazWfIrUumAqJovBxQEIzGQZWUyW3FcAy++n9nMk76fakiW/mx6vCK9XhMtgLMYzkVoX/AmQjOOKmkLqe8BGvwURTmWSeEnIYqn/nMruFviesm7JimQdlfcUocYZwOY6yppQFYhlIeu///0vVqxYgTPOOCMa7SEcJpgGM4HZmKzQn81wwsAdCWA3g5l+I2IN2XrIh8guyKwlS/1zhJasJI0lS34/2VqBIh1rgL7+DqAVHuoFL1Jc7MSxAZHPa0ZjDGh6JRasvk7uIP0mk5TAA/Aw1X+BfWTXml4TVMhip6/URCLQe8JYsvxuveyto0b9JIoiMwYcy+lwsrKy0KJFi/AnEjGBJ4iVIYFZTbkD7khB/PBZ1fpGnPiiSVuyVD/bvIffkqWKyWL1/Yyw8DXgL0Ys13gCtJsTFl0GI7XQy5rywE1cEuNCVqT9pi6BYgSL7pZOKEIAVeILn6ub7PLWZBJfWInJChLWIcPiOJMxWuJYsm5ZFrKefvpp3Hvvvdi/f3802kM4jBxzlRDoLii71zDm+uaEO5LflzwgJovRTFz6Sc5eTJaRixbrlixtnSyb7oIefeILVi3NTsiMx3xCVqs0fZY8gD13XiDyorrBEiCxGmcqo1sPLPZbME8QGRYVb04kpwHUlixJWSkLCrUMWmOAyBI4yHOWHIsbCMvvqVGxa5ZmcMvugkOHDkVtbS26d++OtLQ0JCYman5/9OhRxxpHRI5ihm6iliw7jydvSAKLTyYy6hcdcXZBxV1Q/zvmLVlBfrZCnTLeDGKyGBMYnNjAlVfLQlaScszl4pDg4uDxikxqewMFeKfc3ppawhCrL6k6K6MRLFoCncouKAtTirsg65aswM8WJjfTwjxD40zGqJukvmPDXdCykHX55ZejsLAQCxYsQPv27Znxm2QVt1e2ZBkLWaxpysWAx7GzQHiCudYwuiGJtGBnKHdB1i1ZGndBm/JQVa1ci0cvZLEfk2XDXbC6HoDWkgVI76vHKzD3fgKRF3EO5vaWzKAlRk2kc1t9kLVARnbvYmnzG2kmS5lAN2jmE19E0G9us+6CDL6nRnMZS6ueZSFr48aN2LRpE0477bRotIdwmGABlQmM1uHRpXC38Xhun+CZECA0yMH1rG3i9IuDtU6Tx1CoOlm1DG1CtIgGP1mjsk6yzLRQxRgxG5PlwAauxq3PLghISpAat8DkRiTSWjLBEl8k8eymhgb0QrzVuS1cam0Ws77pXVPtIQtTchmPppbC3QrhYv9SE6Wtuly3jSWMLVkN345oYTkm65RTTkFNTU002kJEASUmK0BgUIoRM+aO5ERhO3eQODZWTfb6uAWr1xtbSwG/JauuCViy7K4MlT5LVosUv85L9s1nzZKly1xm4/GM3CsBtjPlRepmGTaFO4N9BgCBjhp2+y14dkH2LAz6UpN2Y0217ynzlqzAzxa6rbiyDkBwd8GMFpJr9NETdQyuCUaWLHae0bKQ9dhjj+HOO+/EunXrUFZWhoqKCs1/RGyhWGUCXl45Ros1q4xeU27HXVD2jw7YkDBbJyvCmCwTliyWNL1qNIkvbN7DL2TpLVmsL6h23k+jbIyA/31lbU4DjBL6OOMumKjyaGCt8DUQudLNHWQtkElKYM8SGLge2B0WdR69u6DLK6DXrh+Ad98F9/XXgMCOwBVJZuMnV/4KAFi184jh7+VMql4RqPYl5mIF1rMLWnYXPPfccwEA55xzjua4nNdeYOilYQF5kxaowWzbPBmAX4PCCg54Cwa1ZLGqKY/UkhWqGDHzliz1zzYXhspayV2webLaksWmkBXp+ymKos4NSYbVmEkg8jiZ6hAuljJM1hcL/GzVkhWuThaDGWcjzcgoI8/5sqKt41efY8PSu9CpshT4p7T5nNC2LbgXXgAuvTSSJscETtToDEZyggscJ92zpl7QKOTiHZasVkZYFrLWrl0b9Hfbt2+PqDGE8wRLDdq2uWR+PuYLImcFJ2I+PEFislh0DQEij8mS+9yoGDHrMVnaOlnOuQuyGpMVabY3j1dUNoHJfDB3Qbb6DIjcIiML8nI6bRm18FDn8SpxM6wQaaIVqpMVQeIL2ZKV6ALy89Hr1hm6e6eUlQHTpgEJCUBurr0vihF0HiE27vH3v5xqeJzjOKQl8jhRLygxqazAekyWZSFrzJgxms+VlZV499138eqrr+KHH37ArFmzHGscETmy61tgvIysNa+q8zBVXVsf82H9bQ0W7JzIoNYSiHxCk7vDqE5Wy1RJ43a8xo2aekFXeyzeUW8a7FuyJCFLXVxXfl9Zy/4ZqZZcvZkNtGQpQhZj7yegH1tW57Ute6XSKimB1j/GizhHal0Im/iCSSEr4LONe3gEr6IgSuZEYPZsQBR18SmcfP85c4DJkwE+ftcHffyf+Z5r0ywJR0/U48xe7YKek5qUgBP1glLkmRUMhSyGrFuWY7JkvvnmG0yfPh0dO3bEU089hbPPPhubN292sm2EA8gTXWKAJauZT8jyimxl+wmMK4jEXVCXwp1Zd8HINJehLFkdWqYgiXdB8IooZ8xqCkSewt3rFf3Z8jQp3H2JaRizZEU61tSxfYFB4omyuyBj7ycQeb/Jngxql1RA0pCzOq8BERa/FgRk//wdLtz5Nbr98r1h/FASg4K9E25v6v5I2bwRKCgIWvWIE0Xg4EFg/XrrXxTDWOm2qjpJ0RbozqsmNUkaa6wJWYaJLxha9ixZsg4fPow333wTr732GioqKnDppZeirq4OH330Efr06ROtNhIRIGvi+ABLljpovN7jZcbCoHth7bgLBrH+sRrzEal1Qc5QaWTJAiTteb3gZbJWlhjkZ7OohQa1qxarMVmRxv/J8VhJvEs33pIZtTQDkb+jx2skBcegLq11v0tKkN5PNoUsm67Q+fnA7Nn4a0GB9PlTAIv+BixZonFrS1Iy5rHTd5EkcJBRFxxOLD5s7qKiIsvfE0vYVYS4Ve9eoBJETZovjTtr66hxdkF2MG3JuuCCC9C7d29s27YNixcvxqFDh/Dcc89Fs22EAyiFdQM2JAkuDrLhoY6hZCVOBO16giQL8dfJYisTV6Q++HJtssAYNhlZgGfNlxwIdBe0PibUC2aKSvEhZ2pkzZIV6VgLllkQUBWGZVDIirTfvt9XDsDvvquG1VhTQL9ZM/U65ecDU6cCsoAlU1goHc/PVw4x6S4Y9kB4ZKEzwcWBz8oyd1HHjta/KIbQv5PmOq5aVfsqMGZSTYpvHWXNkiX3m3r7YGctjVVMC1mff/45rr/+esyfPx9/+ctfwMex72xT4p9rfwcgxcSo4TiOyWx5TiS+CJYsRB0k7mYoViZS9xBviOyCgLoIJVuLAxC5xq3WZ5lJ5DlNNktWLVl6Q7O159ME0wfA4nwmo0/hbv5aOekFYJwlT1YesdhvlhNfCIISP2RwM+nfOXMU10EWhazANdROXLOSATTBBeTkANnZEIPEfYscB3TuLJ0Xx9jde5zwpWRP4l1Bs1gCfiUca+uo3E/q/QNLq55pIWvDhg2orKzEkCFDMHz4cPzzn/9EaWlpNNtGOEirtCTdsWQG6z45kRnJHcRdMFETJM5On0XqHiJbsozqZAFAqk/IqqlnZyMio6mTZWNI1Pi0kikBhXVl917mi4VbjsnSpoVWw2odOyCyd1St+R7YuZXu9yy6vMlYViCtX6+3YAXeQBU/5E+2ws7G14mYLL8yhJeSWSxZAgAIHGHKrRcvjuukF4BBuQCT153wxWM1Sw79/LKykrX3VJ7L1MnXGDJkmReyRowYgVdeeQVFRUW46aabsGzZMnTq1AlerxerV69GZWVlNNup8Pzzz6Nbt25ISUnB8OHDsWXLlqDn7tixAxdffDG6desGjuOwePHiBmljLNGmmSRcXTRIb7JnUwun/WzHXdBfgDJ4Ji6W+ky3ONi2ZBn/nmlLljrxhY2xJiedSQ5Ina1YslhabeBETFbwukV+Sxbb4wywltBBdrFMS+INs+SxnfjCYiIks3FBvvOaRAp3G/fQufXm5gLvv4/DLTI059VkZEBYtizu07cD9oVTf9KL0CkSkhm1ZMlzmSZxFkPLnuXsgs2aNcN1112HDRs2YPv27bjzzjvx2GOPITMzExdeeGE02qjw3nvvIS8vD/PmzcPWrVtx2mmnYeLEiSguLjY8v7q6Gt27d8djjz2GDh06RLVtsYqcxKGZQUAli+41ge5VdrytTtTJhTu1feZyccrml6Xg+khr8Mh9HizxhWLJYmxxACIvRiy7C8qZo2R4xV2QnXEGRF6TLWRMFs9mHBsQWb9pXLcMSPJZBVma02Qsu1majQvynceigBqp0g0wHnPcxRfj4ef+i2mXL8DcqXPhWb0aq196CeJFF0XQ2tjBbk22CrmEh0G8pBpWLVlKdmKNuyA7c7jtFO4A0Lt3bzzxxBMoKCjAu+++61SbgrJo0SLMnDkTM2bMQJ8+fbB06VKkpaXh9ddfNzz/9NNPx5NPPolp06YhOTk56u2LNURRVFxFjLLWsBjwHKk7Ur3Hi9KqOgDGfcaiYKrrI5uJL4xSuANsJ75Q95WdZaE2iLtgAqPFiCN+P4XgAkMC0+6C2s9W+k3elAUrNMyiR4OMXhgN03G++CEEqxsZED/E4hoaadwkoHIXDJjXbht/CjZ3GYA1A8+GOGZM3LsIqrElnAoCEr75Ghfu/BojD2wzLBMgI9e4Y82SJfeTxpDF0BRuuRixETzPY8qUKZgyZYoTtzOkvr4eP/zwA+bOnascc7lcGDduHDZt2uTY99TV1aGurk75XFFRAQBwu91wu93BLmsQ5O832446t6Bs0pJcXt11sua3pq6+0Z/NKdxuj+az16t/7lD8WXJC+Tk9mdNdm5TAocYNVNfWw+0OrXmKBcyMGY8noM9Ea33m9mktOYiG1yX5xtmJWnbGmYx6A+L1Gj9/KKpqpdTayQkuzbWc775ut9DgfWZ1nrGCJ2Az6hGsPd8JXxKHRF7/bsohlHVuD3PjLNCi6faYX4+qaqT1LIl3GV4j5xCpjmAdiOaYiQRPwKZVEMLPbdzTT4OfNg3gOKmGkw85cYPw1FMQvV7A6wXPSb+vrW/49zRa1Ac8h5k+C+SEb15LStC+p5xvHLtV92Sl3wIzDrvDzEPchx+Cz8vDGYWFOMN3THxvIYRFiwyte0miFyMObEPXlbvgEQZCHD2aCSFVHm9qJW292w23W6/oiKUxY7YNjghZDUFpaSkEQUD79u01x9u3b4/du3c79j0LFy7E/PnzdcdXrVqFtLQ0x74nElavXm3qvCo3IP+Jv16zGoHeXLUneAAcNmz6DmW72FAdHKgC1MP6SPERrFixwvT1hSf813+9ZpXu916P1Gdfrfsau5tF1NQGJdSY2V7EAeDhgggvOJQdLbfUZ3v3uQC48Mfve7Ci7jfd78uKpd//uG0H2pT9Yr3xMYwgSOMBAKqqqiz1GwD8VCb1fU3lcc21+w5Iffb7n3uxYsUfzjXYAmbnGSv86RsrMjt27MCKo+bHxP9KpP6qPHZU19eHDkr33rX7N6yodm5NiAWOH/ePMwBYu3YdMlLMXfvrcanP6mtOGI7PimNSv33/w48QD0S2DkRjzETCrkPSs8scOHgQK1bsD31RcjI63nMPer/8KlqWlymHa9q2xS/XX4+i5GTA14+7fOPx0GFr60wso14DAWDfvn1YseJPS/eQ57UTFdp5rbhGundtXb0yVmJtzNilvl77jq7fsB57g+wROm7ahNMff1z/i8JC8Jddhu/vvRdFI0dqzs976VW0OeYbj49L43H7DTdozotHiqoBIAFudz3k/vvyyy/RPIQOOxbGTHV1tanz4kbIaijmzp2LvLw85XNFRQU6d+6MCRMmID09vRFbJknOq1evxvjx45GYGN6KcrC8GvjfBqQkunD+Xybpfv/awc0orK7AwEFDcM6pmdFocoPzc8FxYPt3yud27TIxadJg09f/dPAYsG0LslunYtIkfUrZx3Z+g8rjtRg+6gz0z2rpRJOjipkxU7r5AD7Ytxs874JXENG6dWtMmjTM9Hds/HgHcKQQp/TujUlju+t+v/mTnfi+pADdevbCpLN62H6WWOSOzasUP5FmzZph0qTRlq6v+/EQ8Nsv6Ng+A5MmDVGO71nzO1YV/onOXbpi0qRTnWxyWKzOM1b44bPdQNEB5fOpffpg0siupq8/8UMB8PtOZHVoj0mTBml+9+OK3Vh/5AC6de+BSRNOdqzNscALf24EqquUz2PGjEXXtuaUfqm/lgA7f0RGm5aYNGmE7vcflm3Fb8dLcWq/AZg0xGRNowCiOWYioWD9XmD/HuVzdnZnTJrUN/yFkybho8k34oPn3kNOMzduumwUEkePxiCeh3rUidsP4+3ft6Flm7aYNOl05x+gEdhxqALYtln53KWr9TnI/XMR8Nt2dMhsi0mThirHD5ZX49GfNgAuHuPHnx2TY8YuD/z4FSD4vULOOGM0+nYy2DMKAhJuvRWAWiSD8lnkOJz+9tvwPPQQwPOSxeuJJ3Q+dClHj+L0J56AsGxZXMe1/Xq4Evh5E1JTknGiSrKAnnPOOWjbXB/iE0vzjOzlFo64EbIyMjLA8zyOHDmiOX7kyBFHk1okJycbxm8lJiY2+h9Vxmxb6r3SK9wsKcHw/JQE6c/v5Vwx82yR4gown3McZ/7ZBAFpmzbiwp3fIjG7ExJdep9xORZEjLM+CzVmOE56JikFu6icbxbRt1QkJvCG1zVLlo7VC9buGw9olj0rY82H23eD1IB3NCnR926i8fosGnMeFxDr4nIZj5lgeETp+pQk/XXJvkQ1gsjeOAvcjvEJxnO6EYKvz1ITja+RM1sKsD5+A4mldRIAuIBah1bWg1qOx+YuA9CqbwckjBtieE6qb25zC2JMPXckJCRot4WcjbVODosMHHOpyVK2Y3V/xdqYsUtgHFFCsHf022+lwtZB4EQRKChA4ubNUuzfnXcaBilxoghwHBLuugu4+OK4dR108dJ4U68NfELoMRELY8bs90eU+KIhSUpKwpAhQ7BmzRrlmNfrxZo1azAyzs2lUUEQwK2TAirPKPjFMKCSxYBn2+ln8/OBbt3Q96opePbTJ/H0i3cA3bpJx1XIiS9YyvATmN3HenZBaK4PpMmkcLcRrSuncE8NSEqQ5ksWoq5xxAL6BA52swvqNxSJvg01a8lCgMgKxMoZLI0KOAP+7IIsrQMy+iQO5pGT0siJe4xgMfFFpHUTgeBFwxNU76id+TKWMZ34wkqZAIt12+IReXy5OH/yC5ayC8aNJQsA8vLyMH36dAwdOhTDhg3D4sWLceLECcyYMQMAcM011yArKwsLFy4EICXL2Llzp/JzYWEhfvrpJzRv3hw9e/ZstOeIOvn5wOzZ6F1QgGflYysWSQUBVfUo5MQXLC2ugWudqf1Wfj4wdap+ViwslI4vX670WyLDGczkYsKm1z5BANavx2kbNqGwFEjw9jI8TckuyJjA4EQ9GVnwTAnYjMiZLeVClaxgRTjQ4BtrXb78ESMO1CJlcCfdKXLxcDZTkdvPyhgq7T2gLuLMXr9FUpxeVnAEy8oIAMlNINusrRTuQZQh8p4DYE8ZYlo4tVImwGLdtnhEyS4IDoovDUNDI66ErMsuuwwlJSV48MEHcfjwYQwcOBBffPGFkgzjwIEDcKncAw4dOoRBg/we1E899RSeeuopjBkzBuvWrWvo5jcMFgSGJqGFC7dCCAIwe7bxSuIzx2POHGDyZIDnlT5zM7Soyn3mUrRIJvAJ8igowDUArgFQ9eWzwNLndYUlUxitk+XEZsQvZGk3I81TpKm5spYtIctWmmPVWJsIYCKA46uWAAkvBCiNWBYWdEdMXxssnbYMix4NMvp31Hy/yfNVmhlLFkN9F2ndRCB4bbYEVTFsD2OKStPrgVwmoLDQ+CSOk36fk2PeQmVWcItB5C6QLFkcILJkx4ojd0GZWbNmYf/+/airq8N3332H4cOHK79bt24d3nzzTeVzt27dIIqi7j9mBaxwAgMgCQw+10EW3UQsa8otmuOV4pMMbeRkhaJSTDhcH8qCfEC/NSs5Ih0PcLFMZdRdUF+Bx467oM8lKVDI8lmyqhizZFku2BlkrKWXFevGmlKMmLHNG2DkLmj+2row7oLJDAoKMjr3VAvXBns31bAoZNlShATgF+wD3QXVlix2+gzQz2VBu43nJa8io3Nkf7nFi6XzLNZti0fkuY3jOCXylCVP0rgTsogQWBQYFHdBhgQGy9YFi+Z4xZLFYJ/JdSpCdlkIQV6u7aQW5AEgNUnqM/YsWfZdkWTkmKzkgI1cixQ2hazAfVXIPrM41hIZVIDIRLLxDesuyKBHg4xlzwYV1fXSuxcqJovFMWe5gHMggoD2Wzfjwp1f4+RdP2jWgkSVJYs1l3tFWanoKsM8X5s2uuyCaNNG422kFsh0glagQBan+IUsNmOySMhiCYsCQzLDrm8yYV9WK/7R8AumLCa+kC1ZIdcGG4G4KQlsWrL0SRys36MmSExWM9mSxZi7oCWLjMWxJrsiNQVLlpVNiNvXyQmuIEIWg3FFMpGICzVBktKokQVUltaDwHnMksHJl0DqqrnX4tlPn8RVc6/VJJDiXZwihLAWkwVFyAqjrJSt82Vl+t8ZHcvNlQSvrIDyCtnZWoEsTpH7ycXJUVlkySJiFYsCA8uubzJhX1aL5ngW4z5kjZvLjBbJRiBuShKjMVkOaNvCuQtWsmbJ0rlvOTfWEn0DmDU3JEC/0bXyiB7fXJXAG89xLGZMlYnE2lzjs2SFjMliUEC19I6qCeLaq8SD+wQtvzKEnT4DTCorQ4V0AP4Y8MBs0Lm5wL59uOfWxbj9grux/V8fAXv3xr2ABfjfUY6DUqnCsHcEAdzXXyPrm2/Aff21YcbsWISELJawKTAwtUB4LS6qav9oE+Z42a1LdsFhAZ27YKg+syjIA34Bgr3sgoGf7cRkSeMoMPFFC7m2mMfL1PtpadNr2cosK40YUoP6sBzLpkK2GKhdtdSwGFckE0kKd1kpFMpdMFnlaslKSnJbgqmFeHBZGeJmzJLlt8gEHlERSUp2nsevpwzBJ33GoHjIiLh2EVTjT3yhjskK6DufhTRh/HgMXbQICePHG5bYiUVIyGIJiwIDi64OturJ+MzxYqeAtNAG5vgUX5/JtWdYIDDxRcgusxGI6098wc44M8LOliFYCvdmyf4FlKU07pb6yOJYS1ASX7A3ziJxTZWt7glB6tixGGcqo473AKzGZJlPfCGK7Li/2UoWYkF4YNWt1+8REmIdjTAlO4sKEXm8cVC/p6oTTFpIYxUSsljDJzB4OgRogQ0EBhYXV9vZpHJzcWTbbky7fAHmXHg3sHatoTle1mrWMmSV8QYuDqFODhGIKwYJxGU1hXsktYtkgrkLJvAu5RhLyS8EnaU5RKeFUBoZjbVERjdvQAT1xeDvj4SmaMny/WsqqU8ANRaKEQPsrKO6LHlmOs2C8JDIqDJEntpCjjUbniBqWExSo0l8EZgKxGLG7FiEhCwWyc3Fb99tx7TLF+D2C+6G8OUaQ4GBSXfBCPxDqgVgc5cB+GrQOcDYsYbmeFlgqGWoz+QuSlAsWWE6LUggbm1mR8NAXFZTRNuOXVBRq6TX1o81FmtlWRZMfWOtvn3ApiMrSzfWWMz0JhPYTVaELjlGLTGIJSuZ4X4LVCBZeUVrzKRwVwmurMxv+iXURKdZEB7kBCysWP4A7ZppaI2RiTAlexKD8ZMad8HAvovEvTJGiKtixIR5PHBhc5cB6NQyBfw5Zxuek8ygViSS2IXqOrn4ZPDXIoXB+CLFzcGMu6BMbi4weTKmXf0EMqvKUdy8Na6fOx3j+3fSnSq7cbGi6ZVxwpIlj6MUg0KxzZMTUFJZx5Qly1ah09xcfN/nDPzz4deVsbbsX/folCCKuyCDiS8iSeAgp8rmgyS+kLXjB49W22tcDKNs4FwABGvrgRlLVgLvgouTFC6sClmmusxCgd2E774GwNZ6oH5kPpSykueBZ54BLrkEIqC125hIyZ7MYG1TUWPJ8h2TB12E7pWxAAlZjCJvNIK5iABNxF3QiiVLziaVHHxRlWNn9pWdsNy2WEXe+MqWrLBackGQNEe+ie2/p4yG18Xj1pREw9OTGMzICABiYM0nG/eQ49SMNnL+gsRuG3eOTSzVyVLhBofNXQYAAFokJxhuQpRx5mFHQy4TSVFd2S0rMUgKd1k43VNchTqPoGzkWMBUnEwQzFiyAGkdrXV7mbEu2Iprll17p06FCM5fxw7QCQ+KWy9LlizVzyHd7vPzgTvuAAB9jazsbKmPQmQMZNG1158whAMX+J5G6F4ZC5C7IKO4FT/8IGZpsJl+VhfzYeFaOdA5VMre/aWStnf9nlLLbYtVlOyCZoQsX5YfnHUWcMUVWPbufdiw9HpM/HVj0Do88qLqFfV/n3jGCUtWncc48QWgSuPOoLugqXIBKtTW9kuGdjY8J0HJWsbOfCZja+PrQ6mTFWQt6NMxXfn58PFaG62LXXRxMlaErPrwng0Ae6VQ7BiyACiuvRVtM7XHA+LBlfeUkf4CAt0Fg4y1IAkcvPD18dNPh03JznqyMr8ly0eE7pWxAFmyGEXezAbTXgJs1kfRb3ytZ5MKtahWq5I3eL2i4mIX0/jqS6CkRNL45ORoLAHeACEraJfJi0TACR0qS/HiRwvw58ReQI/pusvUmzu34AXvYkNTrt/oWpeyQroL+mKyTtSx45rqt5q6fGmvzV2nVgTdNbGX4TmsZi0DbJSmUOGvk2W8FnRv1xzpKQmoqPWgvNqNrm1tNzPm8LsLytYFcx3nFryKpSW8JYsH4GFGWRmR8ig3F48L3fHnh58js6ocf7/hbGT+ZbxmvWHxPVW/nvJrphlrIRI4uABJWLjzTknICpGanUVLlpLdWOUvqOzbLFhIYxWyZDGKO0wBSoDNF1ZXrd7sPC4ISNu0Hhfu/BqD//wpaLaaueedovwcD2ncuQ8/xIQbb5TqSlxxhWSBCqgvoXOpMbpRmEWCA4ceCx4w7Dd1fR5WXUQAm9kFPcHdBVuw6C4YKNCbvE6ez3JOzgiqBGHVLRUw6icLiS8EWeEWfC3IaJEMAKhjNAOo30pv7rpqVcxtqJgsAEjyrbHMrKMRuKYCQK0oJZBqdu3VyLzwXN0GWM4uyFKdLLVAZZhkxaEEDn6rKTvvqT8m3MCSBZi2kMYqZMlilHBpewFWY7JsuAvm5wOzZ+OsggKcBQCfAnhngaRBCXiBO6SnKD9X1wthXUkalfx88NOmgQ/c/cv1JXwTlCz4yOPB0BUpzCLBQbVIjB2r+Z1ayHJ7vECyvceJNWyNNRVuwatYnI0sWc18Qta+MnYSEsjPazqTpQ95jkpOCD6f+ROssLN5k5G7ieOkn63sTz3e8GuBPP5YypoK2I/Jkksr8C5OEQqCwVpa7Ui8QQCgzhdnekqHFoa/95daYKO/AO24MlRWFhaau1GYBA4sZupV5jYYxGTJ5ObiUXc3HPh4JSamlOHqK85FwllnxbQFS4YsWYyiJL4Iob1kzZccMNh8hFsgLBa6c7k4ZaKL6QyDKsuTbgQE1JeQN75JfAghK4IsP7yLU2JwWIqX0aU6trgZUdcNSzaIydpWeBwA8M53B6w3LkZRYrKsZLKEP0FIUgghK5HRLJaAyiJjI7ZISeEeQliQxx9rlix/UH3gkdAoruOJvLLxCwZrHiERVEEB4BdQgylE5D0JS+6CGiHLFXAsP19aa80QJoFDMoM1J2UroItTh17px0ZFvYjNXQZg5/AzIY4ZExcCFkBCFrMoiS9CCVmMLQ6AReuCIAA33mi50F1SPGRH8lmegv71Ve4J/kyUPpcao+EQYZafBMWVK4b7zCKRWrLkzQjHGW9IzjklU3cs3gnMZGk2RkZOYy8nAzGCRQ25TKDbmxWB3r8WND1Llr7fzF2nxEqGcRUEgFSfN0NMK90sEEmtScDvRp8SJJZNfk9ZdxcUIfqVuKUmEmWZSODQtlkSAKC0st5+Y2MMZb/B+UsRG72n8hqQEh+ylQIJWYzi116acRdkaLKzsqg++ihQVhbqZoZ+0onx4GZpwfIkP0aoTZiS5ScYJosouhnaxEVSLgDwu9WkJBhryyf1lwTWFikx7JJqEXlBtWrJ8gtZxmUCAL8gf4KRza6awFg2S+6CvhecD6FwY9aSpQ6qh3l5wWz6dgBo5hPETtSzkQU0sI+sZLIE/FbAYLFsSj27WF4/LaJJfCGPNU/wOGZDpk0La51plSbNf5VMxemqLVnB39PKWumZ4205JCGLUcykcJcFsL2lJyy7OsUq8rzNh9OUC4IUc2WGAIElLlLQWrA8CV7ZFStECvePPwZqagxvofRCiCw/LBaK1Wd8M/kOCQKwbh0S/rMMIw5sQxpvfF16ipz4wqP7rnhF0FmyzFHlS2PfPMQKqxZGfy+utNfAGEUMdBe0kvhCzjQbYi1g15Il/et34TLXbzUmynnIyHG51YwI95EUvgaAE2GszrIyL6Y9QSyiTeEu/Zv+v82hk10EsmxZ0IRbMrJ1MK6spr71Du++K/0b8Ix+l97Qliy5lElKkPUyViEhi1E8JlxEslqlKj//dqQq6m1qCEzHLqxfDxw9au6mAQJLYjy4vvksT6KJ+hJKYLwrSEyW7PIQxOpXmZYeNstPolKTLYb7zCK2vGpUdcY63nw9lr17H1Y8c40u9g/wuyqJIjuxbHYTEciWrBYh3AXVv/tqd7HNFsYmganIrbhwuU0kQWLXkhUonJpAEJDy7Te4cOfXGLr357AbX3mK/fyXwxG0NHbQz2vW5my55ESzIO9qIuuWLN87mlRscTyYyC4oW1blGNWYJ6CuZqjsxhz875LRmKv0rQGp5C5IxAJmgp3btfCneWMlkDLQXTCossysO13btjoXuLhYJOT6EjDYWATUl1BqqqmKBiuESN0OSFasusRkYPLkkM2R00czZcmyKmUFSbLSrqLUMMlKkjorYywL9BaQx1pYS3MAlSYsWWqXy+zWaXabGJPoYossXCvPU6FSuMuWLJZqJgIG7oJm3tFu3TB0xsV49tMn8Y9nb9dtCgNZvfMIAOCb30ocaHHjE6kbtN+1N5hXA3sxWeoXUh5rde3aW79PmH1JiiJkxcF+zWRSscB3NBiKuyAJWUQsYCaFOwD0aNcMQJy8tCbwF7aT/g3qHmLWne722w3qfMRJVsbcXAjLlqGydUB10YD6EkKAO5Gmz8KkbncByDxeElYDFxdxbBaxnGQlVDFKQJdkRZf6ngHk9zPBokVGrhUWKvEFAIzp1Q4AO65bMt6AjYiVOBkzKdxZtWTpslmGOtlipllWCVR8WBWFqn2xaUEtWSxmF1T1kqzsOTZkhLTWhhEeNITZl6TGS3bBUMrZgKRiiqzNKf/TXeYWvIr1Lt6ErDgLISPMoliyQmgvASCZMQ2mkr0sjHCpJHIoLAyuqmvbFrj/ft3heKpYL150EZ6pSMSur3Yjs6oc7Xt3w/2P3aQRHAMtWZruiCB1uxp/HFvs95lZ9BrfEM9mpRilr84Y7+LAuzgIXpEZ4VS0sulVIVuywiUBkWNoahhJQgBox1WCxYQhgLnC9IqGnJF1QMYf7+H7HKzjwm0KOU7aFE6erFO6PTK5Lx74eIdjbW5sIrFk1XkEZY4PJmTFZeILQZDm5qIiSRDKydGMA627oPSvyLskb5KpUyECwTP9AtL4ys4Om10wNclXPibWhSwL6523dS8A2hTugWPuWLU/0Ue8CVlkyWIUM4kvACDFp8Fkz5IVZjOidqcL0DQpl7z8smEih6Q4q8dT7eWxucsAfNJnDNZ17Kt7Jr+m20BLHmHqdhl/HFt89JkZdAHioU62KazK1sWYt5qqCRHorEt8YXIHp8RkhRGy5IxmLFmyjOI9zMYWYd06nLV1DUYc2IbEEH0tlxBgzpLl1cYABsWKEiSAod3aAAAymrNRZV3/TpqXsuR4LECqMWZE3LkL5ucDXbtq44q6djWMKwIC9h65ucDy5ahoG8J1MMB9PxRxk/jCwnpnmPgiYMz9elhKZJTVKgXh9OexRpw1lzCLWXdB5ixZ3oBNXKgFwjcBCh07aY9ndwY++CBoIod4q/lUo1LqHzharRN09MWIVb+ULX5BNileAKWtM8Nq4BLjyPpnFksaX5vCqj9hSJy8n8uXS88QJNBZDsmzWrdIyS4YIoU74LdksSRkGWUuC+suqAo4f+Q/C7Ds3ftwysj+QV3eUuItoN4kfs+GMOMtAou9v94kG2MusI+syEJyZsGURFfQvUdiPGTnlcnPBy6+WPJ4UVNYKB2X5zVVH+ky5OXm4p+vrca0yxfg1aGTUZaarr1XgPt+KOT3tM7jje2MsxbWOyXxhZElSxCANWvQauHDyPvmX7igbFfYRDSxBrkLMopSEDAhnGaENUtWQIB4uHkoNxf7R52D+/NeQJe643jitnPBBbgCBJIYb5YswS8g1Xm8OFbt1iQ9EUJZsngeuPxy4MkndfeVz1o65Tb8PYwGLi4tMmHQx2SFGGzh3FODuIvIygIhlhdUmXvuMRwnKCiQYlqWL4dXzADgfy6zjyVnlgqV+AJQZ99iYz4DtH1kKpZNji0KGGcJh4uUv0Pghi6JQUszAMg6HT5Y5lSZCCz2SXGmdAuHLibLgr+g7NaVnhK+nl3MK9wEAbjxxtDn3HgjMHmy0mecKkWe5ukSeGzJ7gsA2N6hJ9pWH8ffrx0DV+dsnethKJJURevrBS9SXDHqOyevd+FS2JeWQmx5MgDZkqVS5i5fDlx/PVBRgX4A+gHApvdQ16IFuFdfBS69NFqtdxSyZLGGz0Wk++pPMOLANrQII0YzZ8mS3QVlv2gT19R6gc1dBuCrQeOkeJiwAkN8bUhqAsJTAl0NAmOyNJ2Wnw889VTQe788LBfr+oW2YgFxtLBaQCdkhXo0lXtqoFVQRHB3ET5easq8/76xgCUjir5AZ2kwuixkF6zzCIolL1zii1TGahYB2nEWtt9CxBZxAQHnauJWCRKmBo+s7U8Mp3SLoNi6YsmKt74LQmACWCszz+7DFQCArNapQc/x10yM8Tlt3bqgZUsUysqAdes0GfL8liz/8/XcsAoblkolO5b892k8+NWrcN03VyojY1LAAvxuvUCMjzeeBxYtAhBm/OTlwevxb1DkpTHzHw8Al1wCVFToLkmqrAR/2WVxk4iGhCyWULmIXLLoXix79z7MnH5OyMGYwlhWKX2drDATuSAgcb1UE2XkgW2mTNFJnIgRB7ah44qPDBf2mMC3+eCWLUP3X7fD5RXg8goYcWAb+PeWadrtT/cfoO0Nk75dBHDhrm/gqQ9ffT5JycgYg31lE8t1snzuqcjK0hw+3rZ9UHeRuLBkCQJwww3hzzt4EH1+3wbAWgIHdZxHOCGLTXdB/8/yvBa0EoLN2KK4zP5pogaP6ZIBIYqth4uZkedNwSvG9ntqEl1EloVHemfLAQBAZovg8WlJisItxsfaunWmz5P7SFvryUd+Pi59LA8dKku119nIWqku6xHzLuTtpEyvIaMhDx5E261bAPgF1HN3b0C7pc8FvUS53+zZsbn3CoDcBVkhiItIs5IjQV1EAPYsWbrsZeHcambPRq+CAjwrH/v8GcniEMw/Oj8fT951M9qUq4qdZmeHvqah8T0XCgqQAOARAHektAAAtKmtBN71nedrt9crucAkKu6Cvt8/+mjY9O2dKkvR5/efAYwL2SQWYz5sxYfn5gKTJ2Pa1U8gs6ocxc1bo99l5+Pvk/sbns674kDru26docbRiDYVZUDLk8MnIlAhx2OlJfFKfwRDFrJ+Olhu+v6xjtqSFTbxxccfm7upLsFKnLm8BVnvlI2rb70z5T4e7F4ybdpISZCCzO9qFy634AUfqy5cJrFUmiIAWUjv3SE96Dly0Xu3V2RGzS8L71pLFvyKSoj6Rw2TtdIIjuOQxLtQL3hjX8gyGefY4euVQJeL4OIAXvTiH6teCC2YwSdoFRRosvHGKowM8SZOKBcRiCpXHb3Un8xcTJb0b0K4zYidmii+a1qrBaxw1zQ0QZ6rdW0lWtdWas8tKAAuvhhDtq4FEGDJys8H5s0z9ZUtj4dxqYA/6xsr4wxQ1eAJUaXeEN6f7XFzlwFIDhm/IFuyYnhBNavxBVDSQsrElmBUky0IlSZrZAFA94zmAKQELzG/CTGJxl0wlIVeEIB//9vcTQNii+IqJstSDZ5AS5aFe8nnp6aGLLaeqMrgG9MuXGbRJfSxLngP7tIq6O/8KdxjXKA3u3kfO1ZT68lfFF1ULMtBhYYQWSuD4U+0EuNjzWScY9cvPoLLK4B3uXDavu3IqDGnsANgPmFNI0JCFguEcxEBgr7IqS5gxIFt6PHlp7Hr+mYBISBlb9DNiMlF2uga3YQZItahQQkpbAc32//17cfh8gpK3BSnaN/MUZTaKuw5qYlxUt/DApaTrAQhVHIaxZIV6xsSM6Sn46du/QCo3k8TlymZBcMkvQCAM3pKhbfdgoiSqjp77Ywx1H3Eh0oYsn49UFpq8IsA2rXTxRbFVRZLCy6RQkC2Wd2AC3MvjcY8CHHlwmUCK4WuA5HjfVODpG8H/EJpzLsLjh0r1coMRdu2wNixfg8azq9084pwrM6kGlnICul9FCZWsUHIyQEyMsKellJehmEFO5DIc8ioPGrtO8wmrGlESMhiAbMvaKArSX4+Zl03HsvevQ9Tnrzb0Kc93pAnO0VTbnSSnbiFCOqoNBhmhG0DWlZX4NZN7ynB4UMO/mLqPl4Ah1pkYHN2n7DnKlnfGIqV0dVkM3ORb/G7cOfXGHFgG1xeQbHyGREXMVlmNb533AEPpGe1IpgqNbJMWLI4jlMsXixseAFAVD2Gy6XSkgdidh248kqda1JcZUy1sHENzC6oszY7sAnmOA6JPAeXVwDX2BtbBwgcWVaELtkdPCWEkKVxF4xleF5yE0WIuX2c5Cbvj8niFEuWKMKxOpNqksNZskzEKjYIPA9cdZWpUzOrysG7OJSltzF1vgiYKt4cC5CQxQJmX9C33/ZP/D63sualh7XnxJLrmw3keZvnQmzi7CysUdBIOU4E333d/z5Fom8paWdSm8QBmH/OjUhIDF27CABSfIJE3FmyQmgERZ0lK8ymQbX4Pfvpk1j27n3YsPR69Px2ddBL4iK7oBmNb/PmwAMP+OsWWcguKAtZzUwIWYCJTUicod7khkwYYnYdMHB98ye+iOFxJmOjBk/QfnNoEzzpt03YsPR6tL3g3NAb21iwMITBUtbUAOT5PZTiKG4sWYAUh3f33cF//957QPv2SPlUUmBzKkuWIIrAqFFAu3bBZ7kQWSuD4c9maTB27IRBRJMQbrZqipu3RoKLw/aTBqCoeduQq4LyuyVLLGVmbCxIyGIBk2ZZlJRI1o54cH2ziRInE2oTZ2dhjYJGynEi+O7WtZXosO17AMDhZq1NXfPHrXdj+7Cz8dr0oWHPlS1ZcSNkCQLw8MNAZmbwwrqBAn2o+wVZ/DpUlmLM3JuDLn6KJSsCF56oE0Ljq3x+6y2A51VxbCYsWb4Nacan+RhxYBuaJ5pLlpGsuNPEyVgLgybxRaixFqZwOICgG7pEVxzFZIV7TtXGVZ9d0OBeoRQEZjbB+fl4Zvk/wmePixULQxh0WVOtCFkm3AWVch6xrDiSEQRJIA5FWRkyZlyJib9uhIvjlLHWYdWn0jgtKTF21Q+TtTIYSbwLLq+A5A3rtcK6nTCIaJOTgyMt2yHorMJxqMrsiC3ZfcG7XBi981ske+pDJr7wpKZCeO+92Ek0FgYSsljAglkWRUXx4fpmE1OWLAuLdETXNDRmNlkhaFYmJfTYkt035H28AJCdjZ5LFmLj3HMwvHsYKwZUQlZ9HGzi8vOB9u2lxB9HA6x6qo2TTqAPtmcIsfi5AMkkGGTxkxdsIdYtDLm5wAcfoKxVO81hoVMW8MEHyoIo7+FDuvMCmg3pGQ/ejmXv3ofH75xsakMaN4HhJtHsRZV4D4OeC1GLDRwn/Rc0Dbl0flwkblA9p05NGLBx1QlZgf328cehayGJYuhNsCp+1TB7HCC928uXx5aFIQSBfWQqoY8gQFy7FuN//gojDmxDSoidZUI8xZmGS1whI4qYt+Zl8F4BLo7D39a+jtPv+auk2A5GdnbQrM+hGLtjPTYsvR79rpqiFdbDZANulH0dz+PxiX8FAL2g5XtX199yP7wuHqd9vwaP/OshtApM0CWTmgrhgQew4t//hnjRRdFrs8OQkMUKJs2y6NgxPlzfbGIqhbtqkQ724usWVvXCbrSBMbqmoQn1XCbwtO8gXeviIS5ebHgf5bNFU33cZBdcvhy4+OLgGy/VxkkuohgurXjY4PoQi5+yIYkHrW9uLm5bmI9ply/A7RfcjWmXL8Cf3/+i2UT4XSx9MTJGjxXE6tfqaLGpDSmzZSlUrkhBBfogtdjCbejirk6W7zmrMtprjwc8p949VYWZBD9t24ZeW33vdtCNlPxu33JLbFkYQqCzRoebenwKEe7ssxU36Lb9egd9TxMh1ZkcuvkLtN2+PWae2xCTeyAOUjmTIQd/wbD/fYWbtgSfo0QApanpwO+/W7fG5Ofjvtcf0FtNCwpMZwNuyH2d1ysi/6ThuHnKfTjcIsDbyveu7hk9AS6vgAvfeAJACKGkbVt477svLlwE1ZCQxQo+K0Yos6xiaYkH1zeb6BbVYCuEb5Eub52pPR5qM+K7hrO4gWlQfG0MnNC8IaxbcgKLqmEj/ccuMr7P4RYZuHnKfZafVc6gFzPugkaxEe+/D0ybFv5a38apxfebAUBT88lwvEWg1ODjIfGFCldCgiY9vTtAByyEez/DlaMAwm5IkxhzF5R7QqrBY8I1NTcX2LcPf73uKdx+wd3Y+/6nwN69Id9ZJYW7Jz7GGQAgNxev/N8aRagv+fQL3XMqng1GSjcziYLKykJr/s2+26EsGjHmOeL1dZquqK4RQRQi3KEgFrr8fEw8fwSWvXsfbnv1IYx+4AEk9OwZU5Y8DRb3QJmVZZj+7ydCZvPlAClN+caN1toSympqhQbc1337hyQMruw9CqP/+pryropffaW8qx6viGEFO9Cq7Ehoi2FBAbgNGxqk3U5CxYhZgfdZH6ZOhRcBL2GgpUV2KyssNFZTcVzcZG4JRFbEhi3aCQC5ubj3WCdUfbkWmVXlmHnpGeh/+fmhNSW+YrL3572Ayr0HMT13BIZcPTm2tCu5uRi9OQHDCnYoBW+HpAm4+/UHIQbG4XEcOFHE/HNuxPQkfwILryjCO3kKRv9Ve58t2X3htVFsU0l8EQvZBVXFmhXatg3tNmRAYvFhANlQZXBW6ktqiECpodSUieU6WSoCiwwHJlLw6kosBNzAiitzkKyGrCa+cHGcf+MbzrzA89jUpT+OtzsFt595Ztj5KTGe6mSpqIcLm7sMAADcdvootAt4TiWFu5F7qhMeHU5uWGPEc0TuI57j4BHF4ItoKIWIUaFdn0CWEnj+oUOaAtIxhay8DmWtVNH2xHGkVx0zd2+rf2+zrouhaNOmQfd1Ow/5a155Xbzyrj6VM0ZR7HgELzKrys3dsKgISA9e6DoWIUsWQ5w4f3JIs6wygdlxfYuDrEiA9dpFfKJf83502ChzwhLPY8+pQ/FJnzEoHjIytgQsH/KEJlsUfjj9bJ8bUbb2xOxs3DPtQazsPUoJSAYAb10dPE8vwoNrXkGfI39iRa+R2NxlALwuHneO72W5PTGT+CJY9iWLAhYA1PpclTSWLKMTw8TKiSHi+WS3unixZAUSmEFMXyw84Lkc2PjKBdZZcReU+0wOqwLCxP/55unTfv9JCpAPUYdNJq5SuKtQt7faQIGjXw9UHbdnj7kvCSVIhfMgsUKMeI4ElqYImsLdikIkRLItLgZdJhU08X/BETkOh1pk4FjzVubvbfXvHViCxw7HjgEffhj5fUwiv5NXDu+iOa5WtgpeEcXNzSXbipV3xApkyWKI4oparOw9CqtPHo5hBTswLTsRUyYNlRaCQEFA9t0P1OhnZ0sCllqjZKT5z86WJp8Y0zwpMR9ckE2cIEiTflER0LEjvJ5U5VfdM5qZ/p7EhDgKFIfPhSo3F7jwQky75km0ryzD2JZeXNQ1FSdv2IORYhISMBwA8Le1ryPpycngvAKu9V1//9rX8crpU7Dvnnm47ZyTLX+/UierMYWsUNmXrNK5M8qHDAd2bDVwFwzYRsgL9dSp0i5Z9f1e+ewg8XxxFZMFv/XI5RUwrGAH0j8qBAb2UuagsMlCHNj4yhrSOnd8vJvhUFv/XMHmNUA3T/8fJDfgtAHPAVeFdoP1W7LiY5zJqIWs8up63e/9xYgDYgDz88PHsJjx6PC929zFF+s9SMwSY54j/rhmAEII4cKKQsQBC3Vj4Z1yEW656D4s+Pw5tDFKyuB7J+efcyO4lubqPBkVBA+JIAD//rf584Ph9QKXXAL85z/Sv1Hm6AnpnWzTLAlzzzsFj3+2A8MKdqDyzSNo2ac7kJMDj1fEluy+qMjogOalh43fId87Io4eDaxcGfV2OwkJWQxRUSsF4stWjL9M7guM7Bb8gtxccJMn4/n5b+DXn37DOWefhsm3TdNu9mTNf+BuSM6KFGMmfkULZ7SJMxAWH2+dCdeYG5B+xaXo3CbN9PfIm5JYdUlKS+I1ml1548klJKBlTRXmffmysmDc6PvPs2oRXmp7Mib8/p3ufi7Ri5u25GPzO62Ai1+z3J7UJOn7G9WSZbNYsw45S5vPbdKldhcMdk0QpcbhFhlo/uI/kR7kHYqbmCyf8mLYd+swbM8eXPHTSnSsKgPk7Mc+pYzglZQahokIHNr4Kokv4kQBEqj4CVSKKYVOVbK7zns0yDzdobIU3DVXAGlJIefpeHUXVAuFW/Yexdje2hhbXUwWRFMJLxRViZlkRrm5eGbmPzD7lQdgsiS5n1hJmqRCHkJ+l94gz2TFDTqOk23VuAV80WsUVvUcjpXVG5Dx2otoXVvlPyE7GwceeBQr/2iDrBaJKG+TiZZHiw2FBWVcvfCCtb/3+vVAaWn488xy+eXS2Js61bl7GnC02i9kzTjyIy5+5a/IOFaiWRd6XXUnvK6Tsfav9+HCf9yuU1aIHGf+XYxByF2QBXwuImnL/4MRB7bB5RXg4oALTusU/lqeR8HAYfikzxgc6D9M7yIYqu6CKEq/l038MeBS6NVZsnwEy1hWXowXP1qAqfu3WPoeWWiJVUtWoPAnb6KQn48XP1qA1gYaOb78qCJg6Vw6fP8O/+hNoF6vMQ5His+SZeTS02A4sYC3basoFgLHGhDGSOZLSKDOvnfbgg/Q4opLg14SF5YsVbr1O9+Yjzs3vIMOVQHulz6lzPhd3wIwcOc1ufEFEHaxTZHdBRvbNdUMJmonyVYrKSYrRJa8YCUCRDGsK5ZSINYrho/3iiHUQuHh47W633sVS5ZqvJlQtnAA8NBDphWINS1bg7cqYAGxlTTJhzzewtb/GyW514d8ap6XzovjZFuy94XXxaMs714Mue1tZQ5f//J/gL17UX7uBdLJfALev0YqXhy0X+6+27pw47TwKQiSJSvKCUeOVkl7hb6bvwSmTkXbYwEJYAoKcOljd+Dc3Rvw55kTseD6R/RJuzplxdw7YgWyZMU7KutMLwDLABS3bIeU559DelqSqVsE1WKa0fwXFEj1Gfr107sUZmRI9bsmT5Ym2o0bg2prnUKfTUoMuwnxAuj/1EPAHdeZbpOS8jgGLVluwavblCcluKR+uP32oJmPwgXUcgA4r1fSws2ZY6lNLVOlpBrHq93wekXF0tigRLCAC+AgPvAAEuY9qIyRQKupKXh/8C8A7L01R9k4G56u1MmKvXEGIKgFRfdEvkD4+1a/hBU9hund3hzc+MZNCneTXgLqmCx/CnfVNeFKBABhXbHk+QyQrENJCY3wftpAvWaVVNXpfi8Yuaea3bCebN4tul3V0fAnqZDdhLmnn465zWNIbxA1GzcCghB63RAE6bw4TrZV65tHkngXmiUlaBI4nDGwv64e2/Zh5+DmKffhifWvoWXZEeU+panpqF3yHLJnXmO9EdESPtWJSZxCZZnvvK0Y36d0wWlPPWQYjwdI78HznzyBVad1xNKBY/FamwFKsq1LLjgdOdflxqUFS4aErHgmyCKdcbwErqsvB1ITTU3gsr+6O1BbbnYxCubiU1oqaZ1lzbNakxqlmC6varIDzGkuXQDSjhyy5A+eFMMxDEZxT4m8S3q+wsLIshMBwB9/WL6kfXoKOE6y/B2trkdG8+RIW2GdcAs9VO4cPuQt3K2T78WCe+9HG9VkLwRoyYEQQeKqhWfEgX1KlsZQApb63jFpybIa4yaK6FRZimEFO5DA+zaw8qUObnxlS1ZM12QL5yWgysymyS6oOkXBbN99/HFwIculFrK8Shr8WEdd0LasSm9h11myACAzU3eeIb/+arodJ1qFL8iuxgVfIeU775TWwBjaRMpjK2yGXisugKq4VNGX0Vb5vhh3B5Mt4smJLmVukZE9RtQJVnhOSlmedslFKPrvak1m3tVTzrbXCBNrly2cjoMLCMl4AsD9SWlIrq8OeRkvenHuw7Oxbeaj+LnNaYoQO31CbCYWs0J8zKSEnnAuIoDpbD2Kq0igttxJ7UlgO6JU6d6w+GQU/MFj2V2w1iDgX4TonMtBjx6WL0nkXYpgZeTW0yDwPPDMM4BokDbAJ+x4WmmzHMl1wb44ZTQqa92a38ljLVGVlTFocV2VS9iyd+/DhqXXY+Kv4eukxHR2QZsxbplV5SpLlg8H3YmSE+PAkmUhEYC6GDEXaAEEzPfd228HXQ/kNQCIr7gs9fxbGsKSZZhdMBwvvGDa5V09B5iFgxhT9bFkvKrxBiD4pt7qO+uLS/V0CLguK7bdweT1NDmBV9zeZWQlq+D195k8tx2vFzUZfr0uXqPMsITJLIe2cGpfECQko2UYAUvN9cuXwOVVx5LHt4AFkCUrfnEwW0+Ckr434PWVtSdOJAswal9gHQ0H0Ls6iFHxB1eyC8bgRs5Ig3/oWC3QK3KhWeQ4cLfcYuvaFskJKKmsw4k6T8TtsEV+PnDHHQAM3Nl8WTW/PnkEXl34lmFdsMpabbv9NXhUqe8DNyQhEhK8+NECIH9IyM1FTFuybC7Oxc1bo0vgprekRG/tVmPBnSglIQ4sWRYUP95TpR85jlO5C6rOycmRXLPDBcaXlARdD3gXB14UcPrBHXAtKwO6d4maS7eTqAXCoyfqda7IgUo3AEBxsbmbh+ivQFpVlpu7pxHqsRAmCUpD4k/hHuQE3/5ALCzUWKYUjN7Z3Fz8MfwsPHT3UknZ0q41nnz+DiSmpDj/AJGg+jskuJrD5RWRkuhCs2TtllleA9QeNLIipMpgnUtOjMCu4RNSy2+4GW3KTY5hM1hVphuNUSDizL0cgIzyYgwr2KFYsiLqrxiBhKx4xUHrTNCYLFl7cvHFVltnjiikbdWncEdYU7sXQH3HTkix4A9uKRtXuIUzkoXV4Fp5c9k6LRHl1ZL1pc7jle6blSUtiqafVEvRxAvRKclcrF8gqb6CxNWNsfkNIuwosRGnnw78+CNSStxBCy5XBLNkBXMXNBELGE7JwPMxnF3Q4uIschyKmrfFluy+GK62NOfnA5ddFt6F06Q7kWLJiuUU7hYUP1rLgsHG9+OPgVqT1uEg6wH34YfY8OJN6FhZqssIGasWBkDrLujxijhe40brZv75Sc7CyKtTuFsZtybX2ZoMky6IRuzcKSWKKi2VlEDRLpUSZr3RFQwPZjtRuQDq0teHyJrYu1MrHB40ApvLqtGtuRhbgrwgSDHmS5YAR6U4u14ANrTIwMu5t6NNM627n9s3wJTYP45TitNX10tCFu/ilPm7VVpiZO3LzcVd5R1Rs/orvPDxY2hZWxXSHS3Q/d2QI0fCneEnWDmfmTMdU8arCxMn2bAQxxrx/wRNFQetM4lK5W2DyTQ3N3xa5UhxMHOOYR0elaldd77v3333PWJpspdjFsJassJlDzORXQyAP3Pj229LC9fbbwMPP2x4bdInHwGAxrVB8PoWs2efBWDsciAGOS7/rjIxBfsWvxT6eUOQ5hOyaho6w2AYYYcDpP7+xz8w+q/T8L/nrjJ05asKYslSuwppUmubiAUM5y4U05asMEWWNahqyXhdvN+d12xclxy7YoJk2ZLliWFLltx34SgtVaVw5/zFiOU3VVYeVFUZXx+I0Xrgu0f7ygBLWJRcuh3BNx+evvkLJaMuENzaLL+iIkS/5c8MJtfZolMHoSw13ZIrl3LuP/4hzd2XXKKfL5z+G5jKZimhywBqRG4udj77mi4jXKisiRzHYf7kfgCAmNKD5OcD7dtL+52j2kQmHSpLMe+tB4H8fGx7aAKyWkmlKLz1HmDdOrT95AOMOLANifAqwumJOmlMDuzcCoCUxtxMYfBwuOHCpm4D8bdzpSRWwbpQDPgvKFdeKf2twhHEHRCFhY7uEdWFiVmwZMXdEzz//PPo1q0bUlJSMHz4cGzZEjr19vvvv49TTjkFKSkp6N+/P1asWNFALY0y4TY4HAd07mzKvSZR9GLEgW3ot/4z49Tr0c7442Dslz+7oPSvxge/jb5QoMv330mPPmBpIUsKZ8kSBCkT2sUX6yelggLp+F13BZ+01AuremG86ipJ23nVVdLEZnBtl5umY+KvG5GSyKOtT6s7ppdvEczNxZHX/43ylBb6NjdvDkA/acuT9F1/yUNGK/O1xAKRF5gGd7G0GDvUurYSSz9aoBO0AjdwsuCjzsymsWQ5YG3218mKpd2ID3WcQMA8pFvUs7NRv+w/WNl7FAC/EqTHrq3msgq+9Zbp+Ji4sGTxPLBoUfjz/vpXeD3SuHNx0Ca+sJp4xGg9UN1DtxmQ72sytrfBUM2Hs197SBPjWB/QTn9MlsqSxfNSvBXCbD5Nrp/Iz8ecmyehbU2FodXAaJNrWhhz8m8QapOsWm/kOUwR6MM0tujsSRj919dw/+3PAu+8A6xdC+zdG1IpIitCPLGiO8rPl9bksjLDX0uJSgDMmYP0RBfOOqUdJv66EdOvPAs46yz0uetmLHv3Prwx/1L037IGABS3+IzmSfjxgfFYf89ZjjRV3nOs7D0Kz968UC/g+ihqkYG3JlwbNJuwgpl07uES9TiACKCsdSa2ZPdVjrFgyYord8H33nsPeXl5WLp0KYYPH47Fixdj4sSJ+PXXX5FpkDFo48aNuPzyy7Fw4UKcf/75eOeddzBlyhRs3boV/fr1a4QncBCVqR4cpxnoIixk68nPxxV/vRU3lhyWPj8LrYuCbEGJBlFI2yovqgnqRTVYqmQVSUeKLBVXVooRy9Y/tQvGnj0ad4OgPP208XF1vJrXC1x6qaUMbuA4zFvzMmaeOR5v/HU4XvxwHW7MOcl/Sm4uhu5qgeEHtmPkge0AgE1d+uNf/3cP7rrqYdzzxVJ0Umu1s7MxZ8S1WNljBP6Z0cxcOwyQg+sbPFnIxx9bOp2DNOHPW/MyVp88XBWTFeAuKAtZwdwFHbA2x7QlC1DiBKpvnoVmxX5h8WjrTLzZZzz2t+mE4uatsexf98DtEYGtKwH4n6vFMZMFNi3Ex6TEgyULANq1C39OWRkyljwFJJwBF8dpE4ZYTTwybZp+PXAwtrdBCBPjWDDpFGDm1cpxUVkPAhKtXHKJpOR66indV4jwJRgxuX5i6lS0CDE/e1q1QWWtWyn+LmPaZduJv4GFbJamswv6qPN44XXx2HPqUODykaaaowhZsaAHMVGjD9B6HvT/7idc8tEC3d+wzbESXPHEnfhmylx8O+BMAEBqIq9xYY2U0T0zsPnPo0hL4vHbGRMwunkfDCvYgfaVZWhbfRxlaS1xpIXklr2uSwmw6k1zN5Zd1wG9O6nNJEdW4AB8M2aKxlU/XrKchiKuhKxFixZh5syZmDFjBgBg6dKl+Oyzz/D666/jb3/7m+78JUuW4Nxzz8Xdd0vF4R555BGsXr0a//znP7F06VLD76irq0NdnT9LUUVFBQDA7XbD7XYbXtNQyN+vtOOCC8C98w74224Dpwp6rmzXHmn/XALxgguAEG3mPvwQ/LRpaBYw8Yo+zZb3jjvgeu89cIWFEbc90DdYBABRhPDEExC93gA/K/vI9YQ4eWnweiDefnvQGg0ynChK2vjZs+GZNCns4spz0v1r3R54/vMf8Hl5mn4y5QsdCt/CKt58c9i2B8L5UmXnbshH5g1DMKq9CJcoKOMmkRPhdfHY1G0gNnUbqFznhYj1/c/EJ91Ox7CCHciuPY7HbhkHcfRo3HPCjftcHOAV4Pba27zKCczq6j0N9i5xH34IfvFiy38LDlDSjctBuMer6zXtrvdZGDiIip6j3u2G2+1bGEaMQEJWFnDokGFguMhxQFYWPCNGBH1P5XHsdgsN1me6eSYcF1yAd1v3xZev5CsJQ9pMPBsrdvnnJLfXi/p61f1E6T09lm4+9bXn4EGIJtqUIL+bDTjOAEg1gzZsUDYn4ujRIecR7uBBUwtw29eWwjVzhCT8+/rN4/HAY/J6wDffvvsuPA8/rGmT2TaE63vLY8YOgoCEIHO5HOPYft7f4L76EuUZlVhGX795vV643W5pXnj3XeN5ITsbnqefDrt+hmoPfO05mpqOH1dvwetPLcPIA9tx+sEdGFnwi621wez4N4L7+mskmBCmPWvXwiNkAfC7OYm+PgtGTZ2UOj+R50z//V0+fwm3N8pjxgRh+yYAz/79OPeVx6RrA34nW7zmrXkZo08eDrh4JCeY7xczXDuyC1qlJuCMHm3x4td/KnW7JvbJRPsurfD6F78p5wrtTShyZA4ehPDww3C99pp2L9OpE8QRIxrE7a2kvdaF2iVqx16DzDMmMduGuBGy6uvr8cMPP2Du3LnKMZfLhXHjxmHTpk2G12zatAl5eXmaYxMnTsRHH30U9HsWLlyI+fPn646vWrUKaWn2XaWcZPXq1QCAjps2of+rryJBZeIuTU3Hxxdeg4zkZCCUa6QgYMItt4A3WCA4X4prlxl3FpPovsP3r3vWLGz/6ScUjTSnAQMACALa7tyJlPJy1LZujbI+fZRF9VCR5AC4f+9eAC4M/HObaSGRE0WgoADfPfUUyvr3D3nu70UcAB4dPvsP+H89pr+X+acJ3aZwGcNCcH3+c6j5+h10vOEGrFYdl7SH+lf/888/h+DmlUk7jReRc+IEsHKl7TaoKS2R/jY/bduO9JJtjtwzJIKAc2+4AZF4wauDcLft+g0rqnf7Px+WxkBJ8RFwIgcRHFZ/uQYtVUrLjlddhdMff9yw/hYnivj+yitRFKJ/9x2Q+uzHX/dihWi9PlkkyPOMhiDv3k+FnKbI8rDSYqi90VesWIETbkAed7/u3gWAx4b09rg1PR3JPmVWKDbv348yE+7eO45Kf5fNe8sbzD1cnotTVXNxTdu22H7DDUHntl6ff45TTdw74Vg5hhXswG+p/XHkcDUAF375ZQc2l+7HaJPt4wDDua3tfnP32PPf/6Js/37DOVeN4ZhxiLbbt2N0iLncBSC56BA2qJ6xto4HwGHXjl8A8KiqOoEf778fpz/5pO56WQ3y/eWXoyjc+mmyPRk1FRh11mCMrwo/vsNhdvwbkfXNNxhq4ryfPv8ce7qNBeBCdfUJAByOV1aGfI/+d0R6344d/f/2zjs8iqr749/Z2ZLeO0koElroJZCQUAwQjNJWlKaiIh2kiSIoRREsr4hYwN5eFRSD8lpApAkiICgiqPwsKAYIISGQhJKyO78/Zmcys3Vms5tk4/k8j49kdnb27uyde++555zvOa/4eTt3FQC0qOa822eUoPTeCJx+6y00LXYsFsGAk23Qnc3/B59//nftGyohGMDRQuD8GSHhASgtKgB0ZyCd23dWVyMiPBLBJcWKjCTNI4/YHjxzBppa5gQq3XT+i5OPKdu2brGbEVPffQYArlxRJk3vM0ZWUVERTCYTYmNjZcdjY2Px66+/2n1PQUGB3fMLCgocfs6DDz4oM8xKS0uRlJSEQYMGISQkpBbfoPZUVVVh27ZtGDhwIPSffgr2ySdt3P8RV0tx92tPwTRoPbgRIxxei9m9W2ac2bzusVbLsX7Y/C5cQI8nn4RpvfP2iu366CMbzx3XpAlMq1aBGzECn148AlwoRMuWLbDj7F+IvXpJdRt7NW0KLjfX6TklB07hkz+PY+Knr/PtUv0pdYPfhQvo8cQTqHzvPWhGjhSPzzvwpc25ubm5WHViLy5e4AePAH8DcnP7eawtX10+iiPFBWjdth1yM5p67LqO0CxfDraszPWJTpAm4UY3SUZubjvx7/Pf/g2cPIEmCfH4+VIhzCYO/fpfj/hQiRxxbi5MXbuCnTuXz32wUBAchehXX0CXESPQxcnnf7nhKHC6AD8Ua/BB7uBafRelSMcZna5GDYvZtMnWY2t59k407wCc+lM8ntK8KQ6e/0f8Ozc3l69jdGg3AKBj+1Tk/fUrohOagH3pJXBjxvCfYac9HAAkJqLnffcpEqfxP3Eer574AQDQIb0fksK9uznGbNpkdyz2Ky5GjyeegGnDBpuxTfCkKF18xJSXID8gAAkJIThy4RzapaaiZ49B4Natc+gptYfN2JaT4/IaHIA2H3wA5oMPao5JxlzAcZ/xJIwCQxyQf8eF328HTCZ07tQR6/88jsG/f4ce7z9t954z4L3LPex4/GrTnoBaGliCx1tp/7eH5vvvFZ3X+YYbcF1lAnD6JEKCg3Du6mUEBQUhN7e3w/dcOHAK+PNXJCXEIze3k6LP+afkClYc2YtqM7zaZ5TABAYqy48E/ywkf/edonOFDbrWLVsgN6eVu81zypEvTgBneQPuiTv6gWGAlT9+Lb6ekzMIfy1+HB3mTFR8TUcb4rUiKoqPWCopsTvOmAFci4nHxYxswBIBYdBqcOON8nVYXYwzSilV+Pz7jJFVVxgMBhgMBpvjOp2u3n9UAZ1GA+28eQ7V0jgA2vvu4xM5HQ3K5897tY2OsOc1A8B/H2ftBYD77wfs7EAyp09DO3o0sHEjOCQDAHQWkYXCQFuxC1dok5IAF7+1n16HtPzjnq1X4QUEr6T+/vvB3Hqr0/ur0+lkioQGLevRPu/HMuh16iiaf/UbdFxn79aAMZmA5593++0c+MRhaRLulUqz/H4w/N6glmUtuTIcWK3W9p7deitw880YffuTYjjd4eT2+O3WIS7b0b15BD47xm8K1fX4Ixvz8vL4nB6rMYc5fRraUaOQNnY61jUZJMbT662Kdup0OjAaPsxUxzJgtfzUwzAa/tn9/ntwdp5t/hwGePZZxbV0YkJrjCozNN69byYTr3xoZywWxjrttGnysU14jwoKg8LBahhoLLmmDKPh78eaNcDIkYqNNZuxTafjr3HzzQ6vYfeY5XfHBx/w+U3i5bw4TyYlKTpN+h2Fn8Wg1yLnxD4ss5NHI0WIZtDt3+86/0lhe2q1SGUs+dUq+r8NeXm8Eq2Lz0FiIrT9+4PZ9huAGrEQgHH6m1ab+W/op1M+XwTptOh16ihiyi9Av88P2v7960/KvX9/pyVepDCAYiVPYYPO3+C9Z6JVXM3Gf3JUsE0NyuAAAwpGGDFt1x94YfOTYDnnaRne2ixmVq8G/P3ty/1b/tZWXEO373fjwnkTYspLUBYRBZ1mkN1+0RDW40o/32eyyqKiosCyLM5ZafqfO3cOcXFxdt8TFxen6nxfgdm712kSoqJK8h5U9PMI+fn8Is6euiEAfPihXQNLhOMsCkyW2hQWH/Oh5HbqZKYVKkrptRpZKFlDhgHA5Oc77w8WpImmglCFR8jLw6LpuVj//kIMXD7HsVS9p3jsMdfCIy4Q5MbTmvGG+qWr9utksZoaQQKzI4EKlsWxlK7Y3K4v9id3RJXCobdXCz5nKcSvHvfDFKjY9XvvBRxeMw4z976PienJMll7jZkXz9F9sF6UORZV8oQgrSefxJrJj6HY3ypaIClJsRiNQKfEUPHf5RVeFr9QkhBeXAw8+qi69wgwDCrim+BgYio0TE2hU/GXsAiPFIW4kCR3NrYZjcCyZe4tsMaMUSb/7AlcKOqaAVyJTZB9R7HMAjgs2f6yclU/JcqgakoYuEtwMLBhg1yE6v33Hc+T1igUdQAgCn0IQ5jGuq85QBAyUixPnpeHqA6tsf79hVjzv/9AO3Cgd+cCV0hVUj1wOQ4Mzkg26AxeFG8Y0ikBcwe2wldzeZENoUyKQICORcvoYOzq0Aczht7vWs7dWzRpIo5VlwPtR4TpLpXg7jUPWPrFU3jjrQfqt194CJ8xsvR6Pbp164bt27eLx8xmM7Zv3450BzHv6enpsvMBPpbT0fkNGpMJzO7daPL112B27FD2HmcTRV1MEGrZuNH+4ttkAqZNc/3+f/5BS0uYkCARbWIkNbKcfFdRglphwVMdq8H5gFCX5zUoFCwc5EaWh4YHiwJXqHUcu7fq8OTl1bpux6rMsdjaOgNDOiXg3uwUAMCZi1dl5wgiibyRxf/b7MgQMZmQmX8MQ3/eLavr4wrh96hXbUGFRkF4RTnmffMuFk3oj7bf8jHzOSf2Ye+6CUD//oicdBfWv78QO56/C8m7tgCQ222HemSjx4x3MHrMCmya/6QiKWh7MAyD66J5Fcxr3i58rVSm/9FHa4wRlXUBTz38GMwaFgwDsZ/JSlMYjeg5+TU8nTkWHOzUzVEytqWkqGqTiEX+WbN8OT837d7tPbl31vFYLnznI/OWygvrWu5T7JHvkFBWpHzBo2QT0kkJA49RWgrMnctHcSipp2iNUoN+/HhRWY6TbB5J/3ZEheUZU6QEZ5kLbPKkvTUXKDVMLQZAZbj6yBdbOHGDDvCukRVk0OLe7BS0jOFLsjBW/VDLahAaoMO2OX3xRZtMTB22QLLF5X04AFfjJBsfw4ahSu9ndz6z26qGXKtPIT5jZAHA3Llz8corr+Ctt97CL7/8gqlTp+Ly5cui2uAdd9whE8aYNWsWtmzZgqeffhq//vorli5dikOHDmHGjBn19RXcw1IXRDtwILqvWgV25Upl73M2UdTFBOEu1g/Wnj2AQgGIEIsktFZaSNEygKJJE4fvMyc0UbVjnrjzCzz92TOKzm0wSPrDf27phKggg1hUUcDgaSNL4gWx6WXeqMOjZufWDmYAZ4Ii8UL6KABAQpgfQv35sIByq1AM0ZPFMKJRb9eRZXl+171+H9b87ymxro+SiUOoE1LntcWkqC0WXlyM4ctnY8HO17H24xWItypyG1NahKwHpyLnxD7ZZKthGFF05df+N/HhWm6GEOmV1GSzV+BbqYdAQGlEgNlcU4tG6Xuio4GNG1GccxMA/v6IHkCrfmbWsHiu91hMGb5QVWFY1d/DAewjj6D7qlW8VyIujo888AYOxvKisBhMHb4Qf/XJkR0XPFmBF1SEdSutjyVpD2M9t3gyfzs/n4/icKdQsdJn9803RaNNuGdaVqGEu+jJcjFfeGsucGRIOSq8/OGH8vMrK/n/V1Rg/6PPqy4qbc2h4ePFeoBATd2++iQpgg+hvhgQAraOt+xOLlpeM47v2YOIkkKHZl6drBHqGJ/KyRo1ahTOnz+PxYsXo6CgAJ07d8aWLVtEcYtTp06JMesAkJGRgffeew8PPfQQFi5ciJSUFHz88ce+VSNLQY0naziGAaOk/pSwezN9JgwFZ2rZUAXtgsKYX6u6HWoWeSUWSWix+KQwoBiNwLBhuG38fxBRWix6oaKvXEJhUDheXDcbESH+dq9pQ14eOs+d6HKHr6EgCAcwkv4wslsibu7aBEfzL2Hkun24O7M5APlupEdqVNR1HZ5a1PMQluPLBkyW7EKy8LeEYFyplA/y1ZYaaRppuKB1n9i4UZazIhBXVqSoLpuwcKk0mcFxnM1OZZ3g1gKcw8SDm+wWwpTKHC8ZOlQ8Lr13bC2/p96yQHRYLHzjRt47bi83VVon0BVZWXyRc6WhqbNnA7//7jQHxAyAi4oCm58P6PUw/8EbqQwgCReUv69JmD9OX7yKra0z0Hf+BIytPCWvc+PKWLVENpjz82u/81pUxOchzp8PPPmk/XOkdQWVtlHAMpZLcxzNvTNx8J9S9LKqjSZsepjjVPRhhdEM1u0Rv09MDDB+PLhS+8WJPYb1PGmvzWqeXYvRlvLAKgAp4kalrKvZ+d2Eot8u5ws1c4FQm0m4nwBQWGjbV/LyeMNNet3ERGDUKPt1KPPz+b4pRaMRS8j0BXDBj/cKWecOKV2//JlxPSDRFPOmJ0stdZ3isGXAaAycOr7mgNoNO0DeL3o7FmBpqPiUkQUAM2bMcOiJ2mWnaO4tt9yCW+wscnwCBbkQdqWhAeUThdGIv85cQquZdwOofeJjretDiReyPFi7dgHnHMulyoiOxi8pnYA/L0JwwkhvHafR4Juk9nZvJ6tT+ChIfpOGM3S6xvT009Ba9QeGYdApKQxHl+SIhoSfJK7eI9XWlQ6q7gy+tbgOB+Cyzg9BVdfEYwXBUViWPUm+C6nViPfmqlXomUkMq3EQxvXhh3zOih3EO+tsgQRJuCDHFyT2aJ6cUoTQYhXGKy/q7HjcEmSOU078AKAnAL6oqYCmtkaW1okH0IGAjkh+Pi9UsWwZsGiR83H0k0+A6mrHr1vzzz/Avn1iIXmOYWRqW0JrS/6zBlF6Sy0ASY4MI/Yz+WUFY/LTmZlo3yQUQAvlbQLEyAbm5pEww0Nj21NPAWlp/GaCFEcLY6WGraW90pIBff0N0JhNiPxuH3BqPxAfD3PvGnH6a70ycCY4CnHOQgZZFli/XnV4qvheYZNo1y7g9Om6CcqSzpPZ2bavC8+uAlEHwWgb/OoTePCul6AVNyotOPjdUsbOBZhWrnOylI7xn3wC3H674/FG6CuA/Q3o/Hz7BpYjrGp0hl0rAwfgol+wrIB0WVQsQrhqfkPFwebIxYhYnO3QA9hVo7RaX0aWPaNXqpZbF9ywaDIgXUfUxmPuqTVCHeNL68R/Hwp25a0H8oLgKJxc+6byicJkQrPHHnLPOGIYXIuNx5hRy3HvkPl4OnMsCpyo+bk16dx6KzBnjrJzX3wRJktVJHtJuxXVZofzjOLFq+U3aWABlg7hWBbfzZ/vVB7fX5Isa9BJwgW1HviWSgdVYbeyjj5vVeZYvPa/77F60Uu4d8h8jBm1HPNyZ8NgqpLlTIX462q8SdVmmREliFxoNRqxv4mOk7w8vu86C3GQ7tA5QDpR1lvIIMs6NBZrS9iFQmD7duDhh3HzppeQ/tcRaMwmMUTTXYRQ10prT9aGDc4NLClLltjPDxVCDO++mzfGFEr5ipw+zRvWS5fCFBome+lcSDSmDl+IshulHj7+/wwDCAGD1mGpVUpDtpxhNOLNuU/ZhhvWhqlT5c+AEJnhTugbIN5/87vvyZ7T3ke/xt51EzB0zm1iaBiTEI/Bv+4FAOgNOizLngTANjzejJpizTYGoTuo2OjxmBDB8OH2752TPDb7jeIQWlSAtPzjYrigmeOc/m5jn5yHnBP7XHuylM4Fq1c7X/ecPs0/d5MmqYrwUYrwLa5p9eLaZvSYFXj17R3Ayy8D4MUtpAijzEd33AdGK9+wVSwI4mEMdjZJDyam4kxQZJ0EDF4Lj7SNpsrKwrnQaNu8USU0NLE2hficJ+tfhZowOb9gvN5tKF7IuBWfDumn/DP27HErVJCz5Af4vfg80kM7YNU2vsr4oSbt8P6Gh1RfzyFWYTgOjcH583l50Jf4wtT2knavVjpe8Arnu8RHdlOEb236739x1t/faS0mKVJPlkdyspTupI4axU9g7uwiq/g8M4CCoEj8NH4G3sxpiyv9UzBn1BI8/flqJEhyh85YvFoxwd1koWtmDhDsccGTJVV9M3Oc+rwwJ31K6k2srDYj0La6hPeprORzNrzAbe88AbzC12UbZfnvgl8wArq9BtXeGAkGDYdep44i9rOTwMX2QEYGsGIF751Sg9SrVVLCG1e1LX8xbRrfP4qLxQn4on8wQh+YhyHoiaKrJsyTGIfyfsYfsw4XFAzw2j6zh7r1x6NsCtLyj6MzcxkLekQBf/4J7vkXwLiQf7ZLURGv9Ll4sfPIDOHYlCnATTcBghdPisSTogGwHvxzurltH0w8uMnmnjBFRVj7yeN46awR+tlZ2No6A7NGLsLK3a8h6HxNrcyC4Cj8/fAKpHsq4kXhYrBMH4DgSmUFTV1SXs73048+sh1DhTw2ay+UE2LKS1BmmRMZl78bgyXbX8bW2Xc5v6iSuYBlXefeCO91UueztmgAJJQXo+35v/BmtyEwa1h002jEe3l16gwEFNaM20IUhF/PbLSy2rD119etkdU0MgB/F1/BwNRYm9fMGhbLBkzGWhelDGqD8Mv+tvgJdLCOAmBZPHPjNKx4b5nycExLeQFkZdl4HX0BMrIaMios99BrZZjzzbv4v+im8NNdr/wz3DQaTAlNoF3Dh3cE7T0pHo++csmt6ynF+iEsDQ5HyGsviXkvwvgrGlmScwXhAj2rwUM3tcXiT46Lr+k0Chcnbu6mCO3wxMCmxOt4PiwaMa+tAzdkCPD554qvLfNkecLIEnZSXdXyKS52vEhw+/MYvpyBBWnOlb8fv4gL+HQz1n28wmZnL66sCGs/XoESY3uw19XsbpvMnNi3hARxVlMTEWHmOH5RqSYvzEmf0rIaaBjeuBO9MrXJZ1FLXh4webJi4Rk1cAD8r9kuMsOvlYEZfSugc7Mv5OXh6flT5TXsJHkXblFLtUoZdjxfIVfLwCxbhutHP4wPktNkuWRmsZ85Fr4Q+kZt8ygrqswwa1iEXi3HhJ2vAO/xBiWDWoxhwr3r3dv1c3H+PL+gWrdO/ts7yE2OKyvC5IO8B8fRN598MA/nPhsOIAJbWmUgcfwY/PDeZjGf62BiKlb07QyPaQ5bjAnu9GmHBZ6L/IJRpdUjqPKKZ8OJZs2yH348bBgQGoov738cg77/yuVlCoPCEWSZEzucPOqyZExCWRESjx8C+rZ0fFHJ2AyGkf+Wwt8NTNxg8Y5Xcc93H2NZ9iT0mpDGHzQa8VmTrvjo2fdlfcisYWHUMDYy6hEBdjYMvMi79/TEp0fPYmzPZLuvb22dgWd6j8O8b971Wht2Dx2PPvfebfe1He0yMXX4QizZ/rJsYxOws7axVkb1QSOLwgUbMipk1oUfcsn2l2FQ86uqCNMq8g/Bq92HYfSYFbh4/IQ4CYZIQnvqMub3kevvQecpb8qEBaS7voB8HD/8N5/0GeynxR3pzTAmraaYpEapJ8sN6XvpNGs9RLjjtnf1yY9cfw9mPpbn1gLV4GnhC4Bvx4YNylQsZ82q/URr2W28GBEtO1wQHIWpwxdia+sM+OtYmcfJXnFEAIhY9ABYycBuksRpCf+WCl8Ef7ZZ3YJcgZKZLL/IkWKWFyRumU2b+AWRFwws8TOcHXOnL1gW4+HWRcIb+OQs9Ld5n6+FxmwSRVUA+/2MkYQtcs88g9yjO9Dr1FHomdoFAlVUm5BzYh/WfrwCUZfkHrtaXXnJElvBAUecP8/3O0EF7t13eQ+XHYNFA9gVVxEQXoteMI+/r2YO569WY39yR7FmnVnDKh//lSAJ0bMrp88wOH/nJMSXF3t+AWavHqIwZgwYIBpYDn9LhkFJZCwOJqaKIfSRpcpEXYJLFIwTjpR+ExP5/NQGSHx5MdZ9shJZP9Xc1ypobPoQwG/WBhrkvosQ/7r1ZSSGB2BK3+sQ4uc45PqFjFtxNijSvbA98P3aDKBcJy+QXeQfgqnDFqDfJ286fKbMHIetrTOQOeU1jB6zQgzHPPvK2yiPsqphq0QZtYFDnqyGjLOdHztoACSUFYE7+h2/+PIgj/S/G292HyYOJn5+Nbsz0uKfBxNTUeIXjHBJwqi3KAoMF9sjIBaflLjsuepqMHv3ImjHEfQ6dRXafnzhPreU2qSeEqukdUeeGiYyEtxLL2HKf7+32b05GxiB4KprCKq84tR4slcl3RFFgeH4rfiq6xPt4CeRm/WI8IVAdDQ0SuLnhUVCbZUGjUYsKk/EhS3bbXYbAUsIh4v8Og0A/PMPdPv2isdMnO3iV2tZ/GrMJiQ8MFtdOxUI1Bi0LK5VmaH9ZBMw4XbbcUDIZ/HkZGQygZ07172ch8REXCsth770ot0+KzwnLp8+tX3BmUS0L8BxiL10Hmn5x1FlqhFtEAVW+PU5ck7sw+2v3QMU8SFvDABL1g3MX78ArFnjdj+orKzCE9tfFq8rRVCFdCt/F1BXHJzj+DxAD3k22CL+vu5P7ogLlyttXh/aKcEjnyNiNOL0K29DM2eOfLc+MRFYvRptKyqAdZ79SJHTp3nj9OxZ4LffgKVL7T7HjrwGm+64D2YNK3rsi4KV1Y7i4uJcnwSIaox7Xt2IjZ9+hy5+VbhzeFrtw3C9BGNHxbHawaaNlmUQZGVk+TUACXdrzBoWSy1hg2rWFgIXwmOwqO892JbSE2n5x8U5Nnhgf4zPdOLNBNA2PgR7fisSy3UIXBvWF5ua9sCeNzYhprwEE0f1RofRN3kvSqOOICOroeNGPDVTUOD6JIFCZfVDioIiZQaNdAGeEhuMdyakoaLKjHvePoTXuw31qitaoDAoHMFWA1pNIUW+fTkn9gHNpwD5+RgAYACAS1/GAlEvgtW0cu+DhdooVr+JGYxMUa00MAQh988DFi0Cw7LY+p2fbFCKSmmGN9lEDPztANZaQtYcDXaXVBiuhUHhKL+mQvFMgrxOlgeXqmrCUq0LVbpJhZmRDeJS/HWs4jZpzhUACAMAmCQeBmmdLIYBep76CdoShQtJFUpmBq0GGrMJUYvud5wXwTD8GBEaal/qWCWRP/9sWzDUAWYAF/xD8Gj2RKyanQu2X1/sXvESBi6ebncCV9Wr1PSbWsj3exq3DRHw+TBV0n4mCRdsf+ArjHWST8HU0uBu+esPNiE8suurvmIt8HDomCBffaVSPjbOz2ntlYVw9bARuP5ECNLyj2NojAZjh/eseSbtKCF7jDlzXBos0vBPEYsB+ENFc+DHM2K4+I/NOrjOcw2OwpWeGTavOYRlEXSlFA/sfovvb5Y63bUO6/UWVqVGpJ5mKTpW4xNGFgBcHTIMUwE8tvV5RF11Ld5jBr8OmTbsAUQPycHWn3jVZ2GOPbAwG7Ehfk6uwPOfWzph9Ve/Qc8yeOvbv8Xj/noWeoNevN649F4+b2ABFC7oGxiNwF9/Yc1NU5WdryZvSOG5hUHhaBEdiCGdEjC2Z7JNKFlWSrRFOph3RVeHeS9sUBjUDyamOpTV1moYMezFeuEVUlwIjByJ1P2uY9MdYjQCzzyD8pCa78mCQ3lIuBhSOevZLXzCt2SgEHZvNrfriz9Su8OsYbG1dQam2ikiKg3PnDbsAUXNKg+NwMHEVEzIau7W15JOCB7JyRJQ0yfnzPFI+JuNspyEAD2ruE2a+Jpdbqknq1oSxsVqGKSf+knR9dQqmRl0GqTlH4furBOBGo7j+/mAATVhhDExwCOPuLVY9SspUXSecDcW5czAlJcXg82+HmBZ/Jo+EFOHL8RFS80Zt1HTbxqQKE1tjJHCoHDZTrnoyeLMuOn1J51eXzzuZvHOTloPCTE0QIRQdmsBJG/VO/TTseJ4/3O/XHlxbSHs3Bso9AgJfWVN+iic2fQ5cPIkYDTCZOl7Qp0sE6NxHP5ouc6y7Emy6BaX5OWh87zJfL1AKQ3RwJJiGWOkz+djI2rqrrIaxiZc0E/XMJfZP58pxdbWGeg17U2XBZiF1xYMnolvm3VGeJCtMaXEwBLOW2nsgNwO8rE9QKeVrSt1Dai+WG1oHN/i3wDL4pNMI8r1/g4fBjMATk21esBljpEZvILTwcRUfH5vFp4b0wUrRnSw30TLoGzWsCj4zxqAYWoXxw/7seMaAP6mSgz87QCqzZxVnoylLZwZSxyEvQituuG1J0QJYNVYJLoDS+WL0cDSi7j70CcIvVqO4ADng47UU2QvRjltxjtYnj0R+5M74kByB5wJjnIZQ82ufRFvTUzHnAHueelkg5wnjaysLFyNiVPWH4qKlMk5u8BhIVoAx8+U1hRgdXQSwwBJSdD07SM+HtLJ1WwVLqgUs9Fot0CxIwxa1r0ikhcu8LkwsbGq72WgQoOlOCBUzHNrFhkoHq+oNmFbSk9UaPUOf3OXfYFleVVApfioxK+U0oAQHExMlfVdYXxL/eMoworPuZ60FZQGcMSQnO6q39MQEMIYHb6WmIiDiakAbOvdWcvhewp/Zx4MqbR6PfN7VDLK0zNFA1AMgxYl3CFGb1wODLF5/1W9P1qd/xt+SqcLH601CUAcY6Se5mGda/LLTGZO5snSMB4Ou68Fz4/tgm5NpZvf/Heo1uqxMGcGONg3ogGgxD9EHOcBICkioNbtSWseAWPXmnvnp9fII2mUipE1cBrHt/iXMHHLqwistJ9rI+Y5qK1W7yRJVyhsvCx7Eswa1qXbW2o0mIaPADZuREm4m/WPLIvWSj/7D3PwlVKs/XgFck7sk9UPEha+MUcOIsFZ4UlJPRDVOMn9EAy4JdtfxsVy53lRWskg0jwqUOblkibTAhbp1exJYOB4IMT8+fAfMwpZKdFui1ZIDSuPFlFkWfz64HJldWGEnWU3d+MFnNWVujc7paYAKxj7CeqAmDMl7OpKN1qlggQMA3ybbH/zwRp22jSF34DHoNXgfECo6xMdUVys3Gg1mcDs2IHrNm92ubNZ5B+CXlPfECde6Y5tVJABafnHEV9e7Nrr4qQt2LfPdZsFsrJsE+pd4KX1tdt81v8WmDWsPFzQ8jxElKqUrHbDs+ef3Q+miIgGd1/cRRhvzM88I46nVyqtjSzvfNtAQ834XVFlZywyGtWXFPACUZdL4L/xAz6E0WSq2agUFXpr7k/Q5VKbvhFQeRXzvnkXnbq3VjbG+FitSRHJBnbLmCDxsJ9knqw2m2W/u5+OdS/32wvc1DEBH02t2bSSboo5iqYp8QvG073HofuMd8RxHuDXK1Ievqmd6vYwDIOnRnZC+yYhSG8RCT2rkakbaz2ZrlCPkJHlK1RW4pbdHwJwvDgxg+FrjKhF2KWyUnYpCI7C3y+/jeO9srFmTBdVlzRoWcBoRPWff2L0mBVYkz5KXZsSE4EPPkBFYLBDbxbAGzMVFTWJzMKE6VesLNfMLQ+Bi9wPQYCk/7kTTi/DSgaRdgm2O4TWTHxmHpiPPrItFhodDXzwAfDkky6v4QqpkeVRTxYsMeDDF6JESQhZLXbjBarsxM3/+uhgHH5oADolhfEHjEZUbfgAV6OdqxoJniq7YVwM78k6kNwBVWFhjr8SgMqwcNWiHn2O7cHTnz2j6j22H845N1pNJj60MCYG2sGDob982ekiiAHwVrebUK2tCRGSLibG9kzG8FgP9B81hgLL8gVKVeCN4CRFGwl23oOgIHx8450AYKUuyP+/NExlkWB3PHuffAKNGoGKBoIgpHLJIF/8nQ2Owv2jF0Nz883isWt15MnSSsbPa442fBYtApeYWC9GrRl8KODiHa8iacY9olJp5++2A6jZBOQ4yJRYHY0LbMkFZZs5DSisVxWSDexB7WLxyLBUfDy9t+x3tvZkaT2pWukhPp2ZiSGdErDq1s6y4/aiabrN/C+eyxxjIzDWzMrImpDpXnoCq2HwvxmZeG9iTzAMIyvc7On1R31Bwhe+wuTJYJ0Ug2TA5wThxRfdk0I1GqHLvQmfv/IRtmz7QVRj+3PiUOx1/W4AQIifDqkJITCZOcQE81VTY8ICMfexyXjk46OYfHIPDOfOOkyeFZLnq2Ni8cLYrsCuXQgpPufw8wRjpuTrPcCNgwDULHyrY2wL8dmjMCjcyoWuAIWTxKgk+eOVmhCC42dK0To2GE/d0hGvS+qL+etYJEX4458Ltt6vDk1CMa5nMro3iwCaGXH3yTCEHT6AjIBK3HtbX4/WSZJ6Iz09yMUE+2Fr6wxsS+mJOXv+i5n7P3T9Jjcn5ItXKvHT6Us2x/10th5Z/a0joTMOx+TJz8Jw/hxSu7XG5IfulN1TPczocuoo/D48D7RqBmRlSepkMWAZBgN/OwBHSxBh4f3H8lVoq+a3ysvD/a8s8swiTJK4LWIy8XW9nnqKL2iqgr/DHXuN/HQsRg/rCax2r6kiag2FlBRVp+95/l0cXv8Z7j60GeHXlH9/4few/rWlv5Nq1S6DQXz+7IWl/t6mC0ojYxFcfM61F0Ao3qkGBQtpVwitVqQe6QUWD5yCc8GRiCkvQWV0LL6MTEFUaAAYhs+bNJk5G0+Wt3KypFjngYmwLBiLWq25DsPnxMgX6zXF6dOY/sIC/DR8IbSWhTMHKPI+MUDNZo69Wl0CvhbWq9EAGzbIhGQYhsEd6c1sTq0ycbL5paF4saS0bxKK5xxsmj80tAMe+dT1/CT1gtUW6T3SyzZ5G969cwcysnyBvDzgzTeVnfvHH25/jJ+fHrkzx2DaaddeFXtoNAw2z8gU/y2Q1jwCn87pBzR9jp9MIF98CMP8opwZ0HBmLF//GPC67QLZEeb8fFGytuNvBfgr5DqU9UjHmeAoxDkKGbRUEX/q2RmICPFX9T2VThIBTZNkf2+YnI7fC8vRKTEUDMPIdsAMWg22zemLyxXV6LZcLsiRmRKF0Wk1hQXfmpiBl1vHYXSfFoDCZFOlyDxZWs8Oci1jgvC4sQMW5P2Eb5p3UWZkuTkhvyYxYJXAaLV48ZW5qKg2IUBvNSzm5WHbc5MRV1oEvG85lpiI9iNn4RNDW7AaBpk/fY1FTlTfSvyC8eDgmZh00zDljXJSx8ttnn+eN1xjYviF09NPqzauBFzWxMvKQmV8ArRnzziUcgccLMYtz6dqQ0Flf7mOuYo7e4/FC+mj0PPUT3jxk8cReq1c0f129lsvypmOh7e/goRyZSF+DAAUFyP196PYq0mWe7IsRgDDanHshluQ8d/nXV9wwgT1Gy9uhHFZqygWBEdhWTbvTVx36G0wdaz2eC44UlQn89NpYK4yi2OaYGRZ52SxdeBtqKh2EvZsiSS5NmU6As6rUAauBYK6oM035/jgwCXbX8bbE8YIh9RtdtnbzJGioFhzg2LGDMUiRdUmc4PJwVLLl3P6oFVsMN4/eAq/FdqfEzomhiKzZRQv8KFncbnShIhAzxVblocL+uZ9tKZxfIvGjGShpYjrrvNeWxTAWpTW7GKZTKzD3YQisV3O/IoXP3kckVeUG1gAELroAbE46+qX5mLvugmI3blVnOyti+ByknybpOhgGzUglygQCykIibZZIAYZtOicFCbu3Eh3aoIMWvjpWEQGGWyuZ307Y0P88PBN7RDjYQOLb5OkGLEXBjnBWDyYmOpcyMMiOqF6kW2hTCJhv/imdgjUs3jjrh5O38NqGLsGFkaOREyplQrW6dO4Z/V85JzYBy1nxpRNa/hm27muGcA1rR7bUnrK4vVd4o3chY8+4tUHBwzg80HcMLCkYjgCz4+1szPKstA//xw0jG3OGycRxXGVD6eKrCwgSnlYXVCzJLwzIQ3BgX6Y/+Q0vDDmAfttsm6ik+MR18pQEhCCeTfOUdwOASHvqtpOAWxWA+icRDPIcCeXUaXX2Ax+of5073FieFHmlNewtXUGtrbOQOXvf2BD+2z17XADjmFs+uQ1Sx6UkNshhG5Zr+u9GZZ0fRs+Jzkn1UUNKaMRAWfzUfHwYrfCTd3BUR8WIkSa//y95QinfrPLWV9yVqzZi7h9T0eMUHxqlZmTbTB7K9/PG7SK5cP4pSJOC3PbyM7ZPCMT9w/mj703sRcyrovE23eneawNjdGTRUZWQ0dN7ReWBVQm1dc5RqNN3G/mlNfAcGZMPqhOAU2Y5Nli+QI4rqwIbWbeDQCYOnwhrsXIJziuSZPaFW6VTBLWBhwYBgzDIPTlF1wuEKXGqLPdIDXKdbVFOrC5K56hBEHIA3Aw0XIcP7nt2gVs385LnlsSs5UgqLP1bRWNuzOb46elOejfWqUIizMVLK5G4CTuhwOIvnje4WCqAZBQXoy0/OM2NVSc0kBzF6RiOADw7j09cVNHB8VcHWysXIuNx9ThC3H/6MW2OYZW+XCqYFngttsUncoBCL9SiqyUaPy4ZBC6Jofjodcfwhc5t9XasI0pL0G0ys0iACiPiAYAu8IXGoaRLeA8jsqF9EWL4thzmWNkYj0aswnpfx0BHl6Mob987Z222kHaJ6UIxpUj4SZPKKU54nFjB7x1dxrGSiIRHMKyMDyyDMxHH6EkQj5WWS/V62LpHnKRn1c5Dq6VWK1x1ZeMRpjWr8fliEjZYW98L0E1zzoX2BwUZDt/W6Nyo6/aStG2odtYTcJso3ikQieT+lyH+TmtAQBPjZTXnOyUFIb3JvYSS/d4AmnooFN1Th+CwgUbOmoWWnPnAnrPuW69hbTSN6thgOpqLP/yRbfDVKzfp7G8vmT7y8ic8hry7puA/72wQaxK/t5b8wFdLbu+ZfHI3XuvvGhrYiKY1avhr2CBKFUXTHYy0ddlXLfei8IX1giKRiu3PIcIe4WW16zh/5OSmMgbuC7ub4Ul0bxXC34Sd2tx6mKDgwG/43vhh/2KLndTNGN3UnNIA81dWJU5VqY05bLYptGIzP1asQi3f3Ii+t1jxNb1PyLUX4ePkrqJrxUGhWP9O/fXLsdw2DDeC6aEuXN5Y174PJMJ6Qe3uv/ZFlyGUlrBAWCSknCyXVfgWKFssWaWqFgWdO0FvPOC6wuqFFcBUOMFLHJcjFiGH19cXUrOiX2On2dvkZiIvxevwNY/Iuy+LIxj1ou2h29qh/NlFbipg/ees5gQP/URB0Yj7iuJx5XtuxBTXoKmJacx9shWxCsMPfUU16JigEKLkS8osd58s/NC2yrCfLkRI/DGNS2+/fwX3HFiF2448pVX8vjOWkJYt6X0RFr+cawf0gyIj4cmKwvYtMl+OQ03venWRYrrIt+vNrx2Z3cs+eQ45g1qLR6zFoKZ1u863NI9ETHBno+csUZajqehFnFWCxlZDR2lC61RozyiLlfXMAB65B9XVHFcyuWQcARZ1aiSXZfjkFBWhLT84yirThWNOr1WA01tDSwBoxHckKEYPf4ptxaIUq9RuMSTdU9mc+w4UYg/z18GYBsu6E103qqTZQeN2YRWRX8h/FqZ84lbyunTfHy8C0+HIN9eK2+cwg0OpUbwbSN6OQwxtUsDy13gwO8Gv2ClFKpkx1G6sdImLhj9LSpSVSaz7DUAtRdxEcJ5XUQAMIBt/siePYgoUVbM1f5F+UXm/OUT8fOZSzjzv6edytgDlt17hgFWrwZbqYXGbEL04W+BU/uB+HiYGb5oLcswuNA9HRf8ghF+rczxNSMj3TOyWJYXTrr1VkXPY0RJIdLyj4u/nVD8vS6GKyGkTrNsGbBoEYrzLwFrv7V7rhAuGKCX96vcDnGID1WZj1tHXDFB9ky8kD4KafnH0Z65gmNcANJO/YS537zv5ArO4YKCgPLLsFfJ0gw+hL+wcxrw5W81ZxiNuH/0Yjz48TP2jWg3DJNWh/dj3OaXEKly/lcCB2BV73F4IeNW0cO5P7kjMObGmpNGjuRDqGfNko8XiYn891DpTa+2slDqf9R2Tpu4EGyYnG51LBi/S3KyGIapEwMLkBuljUVdsHF8i8aMi/wfAHxtmHff9dhHplrkxDt40A3sCA7qZNTXpI/C6DEr8MqIGYrOjykvQbkkP2fdbV3VNtEprE6Lw807ieEyahaI0sTOQEku0EM3tcOOef3Ev+s2XFCSk+XFcMGcE/uwd+3dmLf3PXVKZApraAmJ5rWq9aV0g4NlURQW7TCUxgygKDxGfX6ZWMerbnMXlBDsV9Nf/fXqjCJ+t5L/xZ0VjHYbtYVepca0isgBmxAuySKzW4so3J55HZYNmOwyx+ZiQAgq138AGI3o8t1O7F03ATfOGsfnzvXvj1tvyULOiX18vqtOhwcHz7R7TfHvl19231C95RZg/nzFpwtjt8ZswpKvXqozVcGzljxeLF4MsKxTY0mIGLA2snxpESdsRBzolYP9yR3xfMZonA2KdH9cuO8+MIz9fEghHJi1bEZK93e2tM5A95n/xYG7ZqEiJEz+XpVhvpoFC5Cz5im3DCyOZV0aMByAMUcVeKWNRuCvv4CdO4H33uP/f/KkKgNr3sBWCDJosTC3rey4L+VkCSwbmorbeiXjfxYRs7qkW7NwNIsMEHMZGwO+M8r8W3GSJMqB4Y2vNWs8JuENAC/f0R1T+l6HV+7o7rFrSll1aycE6Fm8dXcaOI5THFpTFBCK1ZljsT+5I7qmKyv8WhgUjrJrVQCA8elNcX0bZdLuanB3N1RaQyPAiSBCnXqyJN61AC+564Ud7zh3w18U1NDyiCdLQXFbDkDzzevx1i28OI29gt4A8O7oOe49o0YjvyBS/06PI4g6pOUfR1iATjyuNnZey2rEPSN7tcw8gppCr1JjuhYhmoydRaYQEmuvNpw5MAhXFy2G+cxZGG7l6wuNX3Uf4srk4XqB589h7ccr0OngDmhZRrzm2SB5PsvZoEh+V97dXFOBJ5/EuTkPKDpVGLvT8o8jwYXHzlM8cv09yJzyGspyh4jHEsL88f7EXnbPF8Y0680Ab24i1ZaHb2qHED/biAvhu5g1LJYOmMz/W+W1iwJCwTz0ELBxIy6ERctfjIrCivHLsLV1Rk0xYomhUFHFe54TV63Epb/yxdzq2ZNXqTNMPvwQmlWrVLbc8l0ZBszcuS77miDgkZZ/3PWFWZb3/o4Zw/9f5Vg9MzsFRxYPROs4q7wv37OxEBlkwPLhHdAh0fub7NYYtCy2z+uH18Z7Z+1ZHzTcUYaowZL/UxIut+5Lo2JrJ+DggCZh/lhwQxvEhXrHRWzsmohjS3PQt1U0zJxrpTlh1/bhgVNh1rB4dFgq+kwY4dR7IFWbumypURKgVkVQIb1a8LkAkSqlTKU5Wda7rFLqMjZZmpPlzPBzG5MJT+55DYAHBh8nXodKi4ekVp4sBcVtGQAB587iamg4pg5fiItWi2kNgIt+we4LFphMwPvvqwo7+TC1P1+Y3EvElJcgyOC+kRWoZ21a1yTMH6O6J3l2cl20iN9dd4Q9BcusLJRFxrq839WMBtOH3o/yL750uvudEMrXhpv69GfY/8oGrEkfhTXpozBm1HJcKSyC//JliAwNkKjI2oqsCCFdw956EjrLiLe1dQYyp74uFxCa+rrH5oK4px5zXiSXYVAaHSeq+blV1F0lgqpl5dTpeO62Hlg7rpvs9fTrIu1uSAkFTq2VQxuy1HZqQiiOLB5kc1xqGArGtrVwjKPfTDqPgmUBoxGvGmei2F9SsuX8eUz8+HnknNgn3jdRBdTMieOqn1YDg0GP/ckdsbldXxxr1VW5YWIyAdOmueX1LAiO4tc8Tz6puB5oTHkJdCyDpUPa4ZPpvVV+onLsSo77oJFV37AapkHWF3MXysnyFYxGzCmKReWur8X8n27jhmL+jamu39sAkcmcWpTm1n2yEhzH2R143+o9El+04d3XOalxYDZvhqGqwu5C3Qy5ApogguCtSXXRje3QNDIQQzs5UFhzgFTFx0Y6XEKCGrGEWiJVOQz11zk500327EGokwLTqnDidaio8oCRBSgubhtRWox/AITZyS8Lu1aGGS8sAK5PUb8ItohvKPkWQs5UXvts3HJ8p7rPUUFhULjsvkprmyjh1u5JNpNokEGLJ6zUq2qNEAUwciT/m0h25DlLWJRN/gjLYsfURRiy/F4AjosNzxh6P7a0ycR/ru8POHl2356Qhne+/RvT+rfEgZMXsOr3miKegf6STRkXcv0aAOHF5xB75DsA/Hhgk8vmSSRFcq3vneCG3DV1EcwV/L1TK/ShFmEzbVn2JLQNC8CNHe0/+6yGgdnKO+qnsy980dDDBe1tzFhHnwnF3QXhmCGBlzFg/YsOC2G/lGYU51Hk5eGB1xfb2AFRl85j7ccr8F3vZgASxE4vzKMAYNCxskgMVUviPXuUi6sAQFQUXm3WG1+l9MTBxFT8aRzKH1cocFMYFA6tRoM7ezdX00qPwJGV9a+nYY8yhAxGqxV3jvYnd4RW74VFcB0zoC3vnTvZZxCYjRv5kBsJRf4hmDpsAV4bOlU8Fvz5ZmDkSARdth/LfdE/BIWv/1dUQKu05Od4Kzwk1F+H6f1bqpYCrpRMWvY8WU/f0gl3pDfFYFc1VjxIZJAB9w9ujan9rkO7ePeKUjvFE7LkCmpoCTuutf7NFYaPXQ6NxJLtL/PNs3pNA/BtdpFHZheV9yv8Whmy//hO3WcoRFofS2ZkqbzHw7ok2HgctN6qiWKJAkCCPOzTlOC4jMPx9AEOQ/yqwiKw/oFnsMWyUHW1cdMyJhjLhrVHbIifjdKYzNBU+DsnfP2l7O8Xx3k2x1SG5d4x1iGzlrDI/P6DxUMHE1NxJijS6ZKSA1BiCMKj/e5EiV+QqjC3S37BmDp8Iba2zkCwn7p5z2AxrqT91Gk9xwaEn9UGhr37Kxjbm9v1Rdbba7B12fM23i1hHn28P1/axFmhc+Hvjk8vhcZsEj/z4tVKAHyYe4COld1PVY4HtXPA+vVYnj1RLBEgYil27qzWYnFELA4mpmJinxbqPtND+GK4IOFZyJPlwzTkmHKlPDWyE97/7hSMXRKBUD9g2DCMvv1J0Vt3MDEVZg2LHiF++OfCVWjMJvjNnwc48HiZAVxjdTDdOAT4la/RIhgzDa24nXRn0N6u6s3dEnFzNyfhTl5iWr+W3rt4bWXJFSpY1XiyPKNUZ3bgTTIDqIhLgEbDx/87gpHmkalRflNxvwSBjOFe8GJxDANwnOgdlhpFSkI7xqc3xVvf/o0ts7Ng0LI2izK7oTaewmgEM2wYnl/2Ov7vyG8oDArHqudmIiEyyO7pwQat6CH4MycQe1/diO//LkF47iDc/uB4nPjsV2DfX6rbnZMah8yWUdj3R5FtvqvC3znhszxoJtwkLjbbxoeA1TAy6WOPYjTKxuRmHa7D3EfuAVgWXf6oyak0a1h8NmYi7nnlcbvKhELr8p9ag9dOxyA/LAFrP17h0ONizbRhD+DbZp0ByEVXlOBnGQOkHteGHCooZcOkdPznyxPw17EovlyJx4a3x8BnvkaQQYud9/XDnA1HsPf3mnHHoNXgbHYuppUnycoi3DxrDH7c8Qdw6Rp/ogLPqX/BGaTlH8fRll0AAEVlvJEVEai38bIxanxZaueAwkIAdjb8LMXOOSeear/n1+ClTj3Rr3W07fvrAF8UviA8CxlZPoR1DQZfmSicER6oly/qWX5XTmM2IS3/OG76dS8Kg8LRs99wfPdXCQaX/AbGiTSzUPi16MA+8ViFaGQ1rPsl9WT9axDUMk+fdq9So0JpXY95siT1YawXhMKv9/uDjyL8RIGy66ndxVUp464BEHW1FMX+IQi/WuqxUAWuSRM8kTMFW6M683+r/OmWDk3FghvaiuID1osyrbe9CiyLyJtysLmSD+nVGxx7Q4Z2TsCre0/ijvSWQHZrpPXtD0P+RXRKDAMkoh1q8dOx+O89Pe2/qLBGlf5CsUw2Xa/VeF9sgq0JSxzQKlbc3Ei/LhJrxnRBs8gAsDDjt0PVMA3YAO20aUCxXNSmxD8ED98wA89MHQ889IWYT7Tkq5eQ4EQAhwMDJikRz66djbQndgEAIgIc576G+utRVF4hOyZ4g6QbLg1tw80RnZLC8M4EeZ/ZPb8fwgL0CPXX4b/39ITJzOGprSeQGO4PhmGgYzU2oaR3Bvoh2E+Ls0J9bIXjUEx5ifisF13m72tUkMHmPFWeaGFMc2LkyYiPB37ky5nY/G5GI5iNG1ExfSYMBWfEw4xlngg0GjFQecs8DtlYBBlZPkS1Wb4obwyeLHvMLz+OEW8/JfMMcHteRJt7FqB5O/u7z9boCgsA8CETlWRkNRxkeTKM3TotAHBJH4D/dR6Ez5rzO/7RVy7hiRk58M/upyjBuqLKAxLuAkYjHp+wHOM/WC3rk0VhMXi43z0YO3gIys9/rOxaandxBSNv5EjFu/4AsCm1P+4+9Am/o6tipjeDD82aPmQ+OI0G0VcuoTAoHP998z7sfvFboICvj6N28cAwjFzdzdqTVQehW9JPcDYWNI0MxJHFA0UPnV6rQY9mNYVuVe3aK4VlgdtuU5RjIhWZMGg1mNSnBV7c9QeMXZwrYXoCa8l9IQ+1qqoKvzN8gVncfDOwaxd+fOdjHM2/hMEzx2B/UnuM8NPbCDf43zICSWufwdy97/F1ryTX5nNrOWD1ahgMklzRAMcG8qvju+OuNw6i5EqVeMzPTrigvrYe7nqkaWSg7G9Ww2DBDW3Ev+09SwatRt7nFY5DhUHhYl5RmaUUSoi/7bIxSI2olDAHqClsvGULALlYlIjRiO/bZ+LZpa8hprwEK6YPQtCA/h5VXHYXH4hIJbwMGVk+hLUnq6EZDR4hLw/TXlxgm79w+jRuWDYTWLpU0WW4uHjg//iJVvRqNLD7VV5Z7fqkxogl1+PSpGkIk4hgVEZE4e0WNQnOBoMeV6tqcpju65aOZIUTp8c8WRa+6dQHr0R0EENwzgeEIiHMD4Yz5xBxcB9Ote2EM8FRiCsrsm8ISRcMarHcr1Kr++WMr1J64q+2XbB856uyIptXWR00HAeD2bbvCcvnBYNnYl8Lea6PVq9Du4QQ/FpQhuhgQ60Tuq3XHnUxlkk9UK6Mb2chkF4LAVKRyC+g12owe0ArZFwXhe7NvCs+AQCJ4QpEeFgWyM5Gp+xsdLIcGiJ5OW9aBowv8pEGfgY93s+5C/8X1QxLtr8s28QoCI7CR3fch5lGI/SVNeOAswV956QwfP/wQNy/8Sg+PMz3+xpPljRcsPGufu0JZui1Gnm9RQVh0OaEJjiYmAqdIHxhGYvtqd2qMrIAwGiEacMGmCZMgKG83OZlDvaFaRyJ7FQzjOi5WzXgeqCe5/rIQD2KL1eif+vGU++JcA8ysnwI613ERufJsiTjMvbyrTiOXyW98orTcDOhWr2hdyY0e3bCzNXk5+i0DWtiTfCSRL5PYDTi4StJOP/5V2LewIMrJmH5uv3iKVIDC+DDVZIjlYmLeCwny4LJXJNgnnNiH57+XOLV+t9TeCgyFuvb9sGkg3m2HieFeWROMRoRcOMQjBn/JF785HGEXit3uDg6FxKNg4mpGHFLZ+CNh/DYgpdw7sRfYo4jAEz/dgPuPrQZ4ddqFjjnQqKx9PqJ2No6Aww4WD+Fjxs7IsigxegeyVj+2c/ufQ8L1kaM14QvHFAbo67SGwWUASArC6WRsQgqPmf3t+XAoDohQfwNAd5w0Gs1yEyJsvMOz/H+xF7I+z4f83Na1/paXZNrjMHKajP6tY7GxvIM/NyjH5ocOyTLx72pSxIA3lCKD/XDxStVaBEd6OjSAGy9pjU5WZJwwcY2d0qw9yTZ5Ow5CYOG5W/u6lUM/O0AdrdNB3btQvzXR9Hr1GUY2lxvc313FHC5ESOwRavFTT/+CNOza6C/dFF87UpsHAJffF4MC390eHss23wcz9za2e61pBvQXs3vVMiGyb3wwaF8TOl7XX03hahnyMjyIarN1p6shmU01BpLMq5DOI5/fdkyYOlSm3AzYenzfsccTBBqLXCcxJNV/+EDUmZcn4LyimoM7eT9MJ+GyPGCy/hTkjcQ6CTXAgCKyysVX7vCw54swbMqFFK2JrS4EJOK8/BymhFDf/laLoKhMI/MFXqDDn927IkFFfdinR3RAKH/c888g/0jByEmhDfiT7bvga/YprJrPdd7LF5IHyVLju95x3Bs3fUnMlpE4OboQhSEtsVTX/6GO9L59+q1GjwyrD0AYHLf67Dvj2L0dzOh3HrkqotwQaltVBtluSl9rsOnP57B2J5NXZ+sBpbFjqkLMXT5LLu/LQPg0sqnYP65ZhyrK+98+nWRSL8u0vWJKqkwmbFyWAekxAThxo7xGLzajPKKakzu2wLa06WiUccwDHbe1w8cp2zjROptsRsu2AAW4t5CY8cLa71BCwAwGvHEPY9h0n8fR8S1MtvrXCzB2o9X4NLWYGBlGTIBZAIo2RoDhKwFjEYszG2DLccKMHdgK/cay7IwP/QQDo2bhjVLXxfHolFzx2JE95rn6/ZeTXFLt0SHNSPTr4tEYrg/2sR5QRHXDVrGBGNhbtv6bgbRACAjy4ewDhf0SL5JQ0KpKEBKihg+Ja25JNyNed+8C3PbXcjpOR6fp2Q0WHXBUH8dVhq9VOfGB7ihQxxe2PmH+HfTyED0bM7nvhw4eUF2rsZsgmb3LuBHM59PkJXl0CvEcZz4m3tqMWXmOGjMJlGm3V7BWA7A0F++Rp9JL6P7mV8RU16CNXNznbZVLa/e0QP/69wE54a2g3nWbJvwqmXZk/DIyJtFAwuQ7+DLvpNVcvzbA1qjY9MIdEkMxp4d2zAxsxmy28WhZbRtHmTfVtHYOrsPklWWLRCwURe0l2vhYUweCvNLjgzAD4sHeUUCvM+CKXix5BombFwN/3M142FBcBR+mr8M3YxG4OevAPB929eLdlZVmxHip8Nky47/F7Oy8PPZUgxsG2sT9qamKLufZG60Fy7orPi7rxNop4h8oEGLB3PbYOwrBzAxq6Ze1MGOmRiv1dvNjRJyOcOuyg2wsAvngZEjgY0bMcloxKQ+tffWhAf7y4U6/Gw33Jz9/n46Frvn96ccKKLBQUaWD2GdC9DocrKUigLExwP9+uFZTUsEPv0E5u59D4B8kmDOnMHzeSswdfhCHO7WH0DjDhHxRWb0T0Hp1Wq8s/9vDGgbAx2rwYbJ6SivqEb7JVvF83JO7LPJ10BiIp88bcc7JA3n8pwnC0jLP+5Upl0DXsa9+5lfceO9Y5HeIgKIsa21VBs6JIaiQ2IoLl65Dl1/CRY9Uffd2Q/99lfDrGHxjJXEtZLNmBs7xEOv1SC7bSyqqvhcRoZhnO4Mt45z/7tZi0fUxaLX7EGZc2/VWIoI1GPG8/cDz87D2kffwC/f/58YOvfw9R3QW4Wh4QtYh14mRQSorjdoDz+9NI9H8GTVHAtUm0PkQ2S3jUW/1tHonBSGhFB//N+5MvRsHgGGYfDT0kGy/KkOJ48i3om6o71ezggm2ezZfB6hBzaQrH9zRxtDzvCFumfEv4/GO9I0QqyXCNYV7H0eV/LedsQDxvz4pY0qFcDvwnEAlmx/GbkdegNo3CEivoi/nsWjw9tjev+WiAis2bmUehwdhefh9GlxN9Xa0JKqNnrK28tBrurmjJjyEtzctQkC9N4bXg1aVvREfTozE03iQ9Dmn70I9tPajAtKPACPDEt1eY4nsXbABKmsfeQOuR3isWTzcfRu6fmwN4/DsqjO6ovN12o2nvx0rMxD4ynPXH0i5E56Gj+tnXBBiWhCYzaydKwGb96VZvc160LOd7dwMy/Y3bp/DgiwGqMa3dqG+NfSeEeaRoi14p5fYwt5kMh7KxEPSP75sCLPQoeTP2FPk/aNz/PXSIizEgDRWULHnIXniUIodnZTpUaWpwxrjuNkqm7OKAwK97pB769ncWdGM1RUm9G+SSgA4NOZmWAYW1EJJYammlAsT2C956xancwNooMN+OWRwT4TZh0WoBPrBcaUl6BJiyvQdqvJ32wMhU6tn31PIRe+4H9v6TNZF/3NF2javpaF59XW/XOARsMgUM/icqVjBUOC8EVopPEhrKNdGsEca4tFrrrgzskuxQOCLzgv3CkQXloMNGl4OVmEfTQaBqyGQY9TzsPzHO2mVkhy8OzJGbsDB+BgYirOBEchvqzIbhiNoGx5KCm1ThSulg6Ve58cfVclC5Y6N7KYug8XBOSL74ZOm2+/wt51D0pULAE8moic7ndga+sMnx7//zuhJ947+DcW3egdcQA/nTQny54ny3f6gVdRWezcBrV1/5wQYNBKjCzf2AghCFdQT/YhpDv0g1Pj0DkprP4a402MRnyctxejx6zA7iWrgZ07gZMnbcLCyiOUKZsVBvIeiEYned+I0WoYxeF51rupwnPiKfl2AADHC0Usy54EMAysg5wEufNl2ZOg1TsullofSD03t3RLtHtOXeczWH8e7VxbkZeH7vdNQpz1JsPp01j78QrknNhXP+3yEJkpUXhxXDdEBRm8cn1/u+qC/46cLFUI0SOAnTHNNkVBhGGApCT36v454HxZhfhvChckGgu06vQhxqcnAwAGp8Zi3e3dGnWi59TsVnh23Rz0XTqL91LYSa79J7UbzgRH2UwOAmYAZ4KjxLoylJPlO+hYjeLwPOvdVE8XIgZqFhtbW2eA2bgRBcHyukSXY+IwdfhCbG2d0eDCUqXteTC3LdZP6oXEcH+bvKi6xLouli95mLyOpV4gOM5+mCz4XFON2WTzVoJHakTZUxcM8mK+pM9hNGLf4+tsxjRzBJ+76GhDqVZ1/1xAmy5EY6FhrQYIp9zRKxkz21XjqZvb13dTvA7DMIgNcR6vz7EWzwJsJwJhBbksexLMGn7AbmiLX8IxldVmMTzPTmlqHge7qUIyvSeNalk+pNGIzCmvYfSYFbh3yHxUfvUVPsnbi62tMwA07NIKfjoNerWIxN4HrkefFPdqXHkCnZVke2OW1FaNpV6gIxtYyDVNyz9el63yKaRGliCqQ54sx1QMHSYb0+6b9gwunfwHU4YvtDG+rsTE2RUcqi3SmntkZBGNBRppfAgtq0HLUBqApGxtnYGpwxfalfiemz4eW5v3Eg+RhLvvUGkyA5bwvHWfrISZcyB+YWc3tdLE7/B7w5MlICj7dUoMhT47E4bDNUW0G7LHVKq6ZvKgpLladForTxaNaTUoFBNQHE77L6RZZCD8dBo0CfNHnGWzTpqTFRPinTBFX6VfqxhMy26N53fyz2HLmCAwLIutrTOwLaWnrGj5zfeOwS29mnm8DcO7NMHOE+cBUE4W0XggI4vwWYRFtL2JYP0792PXY9uBK1Xi+SR84XtsbZ2BP9e+gfDZMxFxTV4UE5H2pbgLS/nY/lB/z+VGOcoJD7F8hr0ckIaIVByj2uwd+WwlWBcfbsj3rM5RKCaQ0La565P+pUQE6vHNA9fDX8+KIjTSzY9WsZ6tX+fraDQM7stpjed3/g6AryknhBNbFy0fbfBOzqm0sHlD3qgiCDWQkUX4LJOyWuCD7/5B8eVKm4kALAvWKumEBm7fxE+rRdi1MqEEZg0XLtitlfVj/iUAEKXNPQFn5cvq1zoau06cx50Zzfg2SnZegz1o3HkC69IPAvXqyWKt1QVpKhJxofjGMQwuR8fhzgfuqIfG+Q6RVqIa0ry/ZpGBdd0cn8LEcTYFwwW8FQ7dOSkMq27thKaRATbqowThq9Cqk/BZwgP12PNAf4evWwuDUE6W76ExmxC7+AEAtrWVRPfS7Nm8WICFk0XlAIC28Z7brbZe675yR3d8Pb8/stvGApB7YkLqoLCuGoZ1boKIQD36tJLnYNWvkSV/FilcUIJF8Y2B/VxTBkDQ2ucRF0GGghpiQ/yw0tgB627rRkqzLjCZOTsDLo+38tkYhoGxayK6NY3wyvUJoj6gkYbwafycyHRbG1k0sfoeafnHoT1z2vFAJa2VZaHsWjUAz4YLWqNjNUiOrAlvkXqyQvwalicrKSIAex/ojzfv7CE7ntuBD0trEVX3i/XwAL3sb389PZsyLPUCzQlN5McTE70iOvBvYUxaMga3j6vvZjR4KqvNDtVHSaSGIJTTsLZcCUIlGg2DzTN6Y/I7h3H20jX5a1azhLYRS943VhQn958+Lf6zvII3soI96FFyVadT5snyb3jDqr1wvDszmqFZZCC6NlUole9B/PUsIgL1uHC5EgDlZNnFaIR22DB+A+HsWT5XKyvLa7LZBCHAahwFC8Kl6i9BEDXQ9iHh83RMDEP/NjE2x6WeLD2roThvH+RiqH1xCxvmzAHy8gDUeLKCPJig7SivSUAeLtiwPFmO0LIaDGgXK0pc1zXRkpwZyslyAMvydQLHjHFYL5AgPMWETF5MZfFN7Ww2KQHg1Tu6I0kiUEEQhHPIgFgSEwAAGEtJREFUyCIaBdP6XWdzTOq5ImVB3+TH5h2AxESHBadFiop4EYy8PNHI8qQny5X8v9TI8uTnNmakmyCUk0UQ9c9DN7bFtw9ejxs6xNsNF0xrQflSBKEGMrKIRkFieACGdU6QHZPKVVONLN/EzFhEABjGplaVDIkIxpWrfNhokAcTtF15WqRGAhU6VYZWsvHRkAs4E8S/BYZhEB/qz//bTsAgKfQShDroiSEaDdYRXVIJd1IW9C0E0YquTcMBoxHMxo1AVJTzN1lEMDqe/AmAZz1Ks7JTAABDOiXYfV2qKFiPon0+hTQcSUP5kgTRoLDnySIjiyDU4TNPzIULFzBu3DiEhIQgLCwMEyZMQHl5udP3vPzyy+jXrx9CQkLAMAwuXrxYN40l6gXrta3GKieL8B0+mpqBu3o3w1MjLbXPjEYwq1creq8gluFJj9Lg9nHYc39/rB7V2e7rWkn/SokJ8tjnNmas1T8Jgmi46FiGNkMIQiU+s/IcN24cjh8/jm3btuHTTz/F119/jUmTJjl9z5UrVzB48GAsXLiwjlpJ1CdhVpLdUruK5Nt9i5YxQVgyJBUxUiWrJk0cv0FC05LT8NexHvdeJkUEODUMPrs3E4+NaI/Mli48bgQA2BQLJwii4cCYTeh16iiG/rwbvU4dhR9DLnqCUItPJA/88ssv2LJlC7777jt0794dAPDcc88hNzcX//nPf5CQYD+EZ/bs2QCAXbt21VFLifpkzsBW+L2wHLf2SAQAsJqaRTbJtzcCsrJwNTYehnNnHe4OcQDm7H0P55JaAhhch40DUhNCkZoQWqef6ctoaN+DIBomeXnQz5qF9fn54qGCkCig60tUo40gVOATRta3336LsLAw0cACgAEDBkCj0eDAgQMYMWKExz6roqICFRUV4t+lpaUAgKqqKlRVVXnsc9xB+Pz6bkdDJVjP4O27ugHg75FGEkDIaph/5X1rbH3ml/uXofO8SeAAu3VcGPCG1n1frEXVtQdJ8toN6qrPVFSZbD6T8E0a2zjzb4bZtAns6NE2Sc4xpUXgRo6Eaf16cB5Yc1GfIdTSkPqM0jb4hJFVUFCAmBh5HSStVouIiAgUFBR49LNWrlyJZcuW2Rz/8ssvERDQMOpDbNu2rb6b4BNcushCWIpfLivF559/Xr8NqkcaS5/5MSwW+W2yMPTXPQ7P0QCIuXgee//zHxR36FB3jWtkeLvPdPBj8ANYpIab/9XPZmOisYwz/1pMJgyaNg0sx9lsYmnA1wusnD4d27Raj21gUZ8h1NIQ+syVK1cUnVevRtaCBQvwxBNPOD3nl19+qaPW8Dz44IOYO3eu+HdpaSmSkpIwaNAghISE1GlbrKmqqsK2bdswcOBA6HS+UfC0Pnn37Hf4s4wXQYiKCENubs96blHd09j6THrZVeim36bo3F5Nm4LLzfVyixofddVnbuA4jCwoR4uoABioTpZP09jGmX8rzO7d0BYXO34dQEBREW4MCQHXt2+tPov6DKGWhtRnhCg3V9SrkTVv3jzceeedTs9p0aIF4uLiUFhYKDteXV2NCxcuIC4uzqNtMhgMMBgMNsd1Ol29/6gCDaktDRmp4ptOy/6r71lj6TORP+wBe61M0bnapCSgEXzn+qIu+kzHZCpu2phoLOPMv5bz5xWdpj1/3mNjK/UZQi0Noc8o/fx6NbKio6MRHR3t8rz09HRcvHgRhw8fRrdufM7Njh07YDab0bPnv887QShDCzN6nTqKmPISRFc3A0xplKPj47Cf/k/ReZeDQhGYleXl1hAEQTQi4uM9ex5B/MvxiZystm3bYvDgwZg4cSLWrVuHqqoqzJgxA6NHjxaVBU+fPo3s7Gy8/fbbSEtLA8DnchUUFOD3338HAPz0008IDg5GcnIyIiJoB7VRk5eH1Q9MRUSJxAO6YSXw7LOkjuSr5OUBCmtlfZM7FoPIoCYIglBOVhaQmAicPm0jfAGAr1CcmMifRxCES3xGRPfdd99FmzZtkJ2djdzcXGRmZuLll18WX6+qqsKJEydkyWjr1q1Dly5dMHHiRABAnz590KVLF2zevLnO20/UIXl5wMiRCC+Rh5ji9Glg5Ej+dcK3MJmAWbNcnsYBuOAXjD23Oq+hRxAEQVjBsvxGJMAbVBLMwj9Wr6aIEIJQiE94sgAgIiIC7733nsPXmzVrBs5q52Xp0qVYunSpl1tGNCiExbgddSRwHD9xzJ4NDBtGE4UvsWcPIKnZ4owHB89Egp5i/AmCIFRjNAIbN/LzqGTMLQmPReSrL1IkCEGowGeMLIJQhKvFOMcB//zDn9evX501i6glZ88qOu2X3gNhMFWh5fFDQG4bMqQJgiDUYjQCw4Zh20sf4n9bvkdhUDgCsvvhdWN6fbeMIHwKMrKIxoXCxbji84iGgcJE63bfbMMabAP+B+CFhygHjyAIwh1YFiU9emPzqWAAwCBSACQI1fhMThZBKILUkRonQkI2YxMECoDPxbJJ06YcPIIgCLfRsjXjrU5Ly0WCUAs9NUTjwsViHAwDJCWROpKv4SQhWzCu7ObgAXwOnsnkxcYRBEE0PqS1JvUsLRcJQi301BCNC8linLM2tIS/SR3JNxESsps0kR1mYMfAEpDm4BEEQRCK0WkknizW4ShLEIQDyMgiGh+WxThjtRhHYiK/SKccHd/FaAT++gvYuRN47z3goYeUvY9y8AiCIFQh9WTpyJNFEKoh4QuicWJRR5o57VkwZwsQ0iIJy5+eRh6sxgDL1ihD7toFLF/u+j2Ug0cQBKEKWU4WGVkEoRoysojGC8vi/pVT8Nrek5iQ2ZwMrMZIVha4xERw+fn23fIMw3swKQePIAhCFTqNJCeLhC8IQjX01BCNmqSIACwdmoqkiID6bgrhDVgWjCUHz2z9GuXgEQRBuI3ck0U5WQShFjKyCILwbYxG3D96MQqCo+THKQePIAjCbXQULkgQtYLCBQmC8Hm+7dQXmUndkJZ/HDHlJeid1R6j5o4jDxZBEISb6Ej4giBqBRlZBEE0CswaFvuTOwIAHpqcTQYWQRBELdBqqE4WQdQGemoIgvB5Tl+8Kv779Tu7IybErx5bQxAE4fvoKCeLIGoFGVkEQTQqejSLqO8mEARB+Dx+uppoAL2WIgMIQi1kZBEE4fOwmppd1mA/XT22hCAIonEQGlAzlpo4rh5bQhC+CRlZBEH4PAlhFB5IEAThSYINNWn71ypN9dgSgvBNyMgiCMLnWTO6C1rGBOG18d3ruykEQRCNAoZhJP+ux4YQhI9C6oIEQfg8XZLD8dXcvvXdDIIgiEZFYrg/8kuu4vo2MfXdFILwOcjIIgiCIAiCIGzYMrsPLpRXIjkyoL6bQhA+BxlZBEEQBEEQhA1BBi2CDLRUJAh3oJwsgiAIgiAIgiAID0JGFkEQBEEQBEEQhAchI4sgCIIgCIIgCMKDkJFFEARBEARBEAThQcjIIgiCIAiCIAiC8CBkZBEEQRAEQRAEQXgQMrIIgiAIgiAIgiA8CBlZBEEQBEEQBEEQHoSMLIIgCIIgCIIgCA9CRhZBEARBEARBEIQHISOLIAiCIAiCIAjCg5CRRRAEQRAEQRAE4UHIyCIIgiAIgiAIgvAgZGQRBEEQBEEQBEF4EG19N6Chw3EcAKC0tLSeWwJUVVXhypUrKC0thU6nq+/mED4A9RlCLdRnCLVQnyHUQn2GUEtD6jOCTSDYCI4gI8sFZWVlAICkpKR6bglBEARBEARBEA2BsrIyhIaGOnyd4VyZYf9yzGYzzpw5g+DgYDAMU69tKS0tRVJSEv755x+EhITUa1sI34D6DKEW6jOEWqjPEGqhPkOopSH1GY7jUFZWhoSEBGg0jjOvyJPlAo1Gg8TExPpuhoyQkJB672CEb0F9hlAL9RlCLdRnCLVQnyHU0lD6jDMPlgAJXxAEQRAEQRAEQXgQMrIIgiAIgiAIgiA8CBlZPoTBYMCSJUtgMBjquymEj0B9hlAL9RlCLdRnCLVQnyHU4ot9hoQvCIIgCIIgCIIgPAh5sgiCIAiCIAiCIDwIGVkEQRAEQRAEQRAehIwsgiAIgiAIgiAID0JGFkEQBEEQBEEQhAchI8uHeOGFF9CsWTP4+fmhZ8+eOHjwYH03iagDvv76awwZMgQJCQlgGAYff/yx7HWO47B48WLEx8fD398fAwYMwG+//SY758KFCxg3bhxCQkIQFhaGCRMmoLy8XHbO0aNHkZWVBT8/PyQlJeHJJ5/09lcjvMTKlSvRo0cPBAcHIyYmBsOHD8eJEydk51y7dg3Tp09HZGQkgoKCcPPNN+PcuXOyc06dOoUbb7wRAQEBiImJwfz581FdXS07Z9euXejatSsMBgNatmyJN99809tfj/ACa9euRceOHcVCn+np6fjiiy/E16m/EM54/PHHwTAMZs+eLR6jPkNIWbp0KRiGkf3Xpk0b8fVG2V84widYv349p9fruddff507fvw4N3HiRC4sLIw7d+5cfTeN8DKff/45t2jRIi4vL48DwG3atEn2+uOPP86FhoZyH3/8Mffjjz9yQ4cO5Zo3b85dvXpVPGfw4MFcp06duP3793N79uzhWrZsyY0ZM0Z8/dKlS1xsbCw3btw47tixY9z777/P+fv7cy+99FJdfU3Cg+Tk5HBvvPEGd+zYMe7IkSNcbm4ul5yczJWXl4vnTJkyhUtKSuK2b9/OHTp0iOvVqxeXkZEhvl5dXc21b9+eGzBgAPfDDz9wn3/+ORcVFcU9+OCD4jl//vknFxAQwM2dO5f7+eefueeee45jWZbbsmVLnX5fovZs3ryZ++yzz7j/+7//406cOMEtXLiQ0+l03LFjxziOo/5COObgwYNcs2bNuI4dO3KzZs0Sj1OfIaQsWbKES01N5c6ePSv+d/78efH1xthfyMjyEdLS0rjp06eLf5tMJi4hIYFbuXJlPbaKqGusjSyz2czFxcVxTz31lHjs4sWLnMFg4N5//32O4zju559/5gBw3333nXjOF198wTEMw50+fZrjOI578cUXufDwcK6iokI854EHHuBat27t5W9E1AWFhYUcAG737t0cx/F9RKfTcR9++KF4zi+//MIB4L799luO43jjXqPRcAUFBeI5a9eu5UJCQsR+cv/993Opqamyzxo1ahSXk5Pj7a9E1AHh4eHcq6++Sv2FcEhZWRmXkpLCbdu2jevbt69oZFGfIaxZsmQJ16lTJ7uvNdb+QuGCPkBlZSUOHz6MAQMGiMc0Gg0GDBiAb7/9th5bRtQ3J0+eREFBgaxvhIaGomfPnmLf+PbbbxEWFobu3buL5wwYMAAajQYHDhwQz+nTpw/0er14Tk5ODk6cOIGSkpI6+jaEt7h06RIAICIiAgBw+PBhVFVVyfpNmzZtkJycLOs3HTp0QGxsrHhOTk4OSktLcfz4cfEc6TWEc2hc8m1MJhPWr1+Py5cvIz09nfoL4ZDp06fjxhtvtPldqc8Q9vjtt9+QkJCAFi1aYNy4cTh16hSAxttfyMjyAYqKimAymWQdCwBiY2NRUFBQT60iGgLC7++sbxQUFCAmJkb2ularRUREhOwce9eQfgbhm5jNZsyePRu9e/dG+/btAfC/qV6vR1hYmOxc637jqk84Oqe0tBRXr171xtchvMhPP/2EoKAgGAwGTJkyBZs2bUK7du2ovxB2Wb9+Pb7//nusXLnS5jXqM4Q1PXv2xJtvvoktW7Zg7dq1OHnyJLKyslBWVtZo+4u2zj+RIAiCqDOmT5+OY8eOYe/evfXdFKKB07p1axw5cgSXLl3Cxo0bMX78eOzevbu+m0U0QP755x/MmjUL27Ztg5+fX303h/ABbrjhBvHfHTt2RM+ePdG0aVN88MEH8Pf3r8eWeQ/yZPkAUVFRYFnWRmXl3LlziIuLq6dWEQ0B4fd31jfi4uJQWFgoe726uhoXLlyQnWPvGtLPIHyPGTNm4NNPP8XOnTuRmJgoHo+Li0NlZSUuXrwoO9+637jqE47OCQkJabSTZmNGr9ejZcuW6NatG1auXIlOnTrh2Wefpf5C2HD48GEUFhaia9eu0Gq10Gq12L17N9asWQOtVovY2FjqM4RTwsLC0KpVK/z++++NdowhI8sH0Ov16NatG7Zv3y4eM5vN2L59O9LT0+uxZUR907x5c8TFxcn6RmlpKQ4cOCD2jfT0dFy8eBGHDx8Wz9mxYwfMZjN69uwpnvP111+jqqpKPGfbtm1o3bo1wsPD6+jbEJ6C4zjMmDEDmzZtwo4dO9C8eXPZ6926dYNOp5P1mxMnTuDUqVOyfvPTTz/JDPRt27YhJCQE7dq1E8+RXkM4h8alxoHZbEZFRQX1F8KG7Oxs/PTTTzhy5Ij4X/fu3TFu3Djx39RnCGeUl5fjjz/+QHx8fOMdY+pFboNQzfr16zmDwcC9+eab3M8//8xNmjSJCwsLk6msEI2TsrIy7ocffuB++OEHDgC3atUq7ocffuD+/vtvjuN4CfewsDDuk08+4Y4ePcoNGzbMroR7ly5duAMHDnB79+7lUlJSZBLuFy9e5GJjY7nbb7+dO3bsGLd+/XouICCAJNx9lKlTp3KhoaHcrl27ZHK5V65cEc+ZMmUKl5yczO3YsYM7dOgQl56ezqWnp4uvC3K5gwYN4o4cOcJt2bKFi46OtiuXO3/+fO6XX37hXnjhBZJX9lEWLFjA7d69mzt58iR39OhRbsGCBRzDMNyXX37JcRz1F8I1UnVBjqM+Q8iZN28et2vXLu7kyZPcN998ww0YMICLioriCgsLOY5rnP2FjCwf4rnnnuOSk5M5vV7PpaWlcfv376/vJhF1wM6dOzkANv+NHz+e4zhexv3hhx/mYmNjOYPBwGVnZ3MnTpyQXaO4uJgbM2YMFxQUxIWEhHB33XUXV1ZWJjvnxx9/5DIzMzmDwcA1adKEe/zxx+vqKxIexl5/AcC98cYb4jlXr17lpk2bxoWHh3MBAQHciBEjuLNnz8qu89dff3E33HAD5+/vz0VFRXHz5s3jqqqqZOfs3LmT69y5M6fX67kWLVrIPoPwHe6++26uadOmnF6v56Kjo7ns7GzRwOI46i+Ea6yNLOozhJRRo0Zx8fHxnF6v55o0acKNGjWK+/3338XXG2N/YTiO4+rHh0YQBEEQBEEQBNH4oJwsgiAIgiAIgiAID0JGFkEQBEEQBEEQhAchI4sgCIIgCIIgCMKDkJFFEARBEARBEAThQcjIIgiCIAiCIAiC8CBkZBEEQRAEQRAEQXgQMrIIgiAIgiAIgiA8CBlZBEEQBEEQBEEQHoSMLIIgCIIAcOedd2L48OH13QyCIAiiEaCt7wYQBEEQhLdhGMbp60uWLMGzzz4LjuPqqEUEQRBEY4aMLIIgCKLRc/bsWfHfGzZswOLFi3HixAnxWFBQEIKCguqjaQRBEEQjhMIFCYIgiEZPXFyc+F9oaCgYhpEdCwoKsgkX7NevH2bOnInZs2cjPDwcsbGxeOWVV3D58mXcddddCA4ORsuWLfHFF1/IPuvYsWO44YYbEBQUhNjYWNx+++0oKiqq429MEARB1CdkZBEEQRCEA9566y1ERUXh4MGDmDlzJqZOnYpbbrkFGRkZ+P777zFo0CDcfvvtuHLlCgDg4sWLuP7669GlSxccOnQIW7Zswblz53DrrbfW8zchCIIg6hIysgiCIAjCAZ06dcJDDz2ElJQUPPjgg/Dz80NUVBQmTpyIlJQULF68GMXFxTh69CgA4Pnnn0eXLl2wYsUKtGnTBl26dMHrr7+OnTt34v/+7//q+dsQBEEQdQXlZBEEQRCEAzp27Cj+m2VZREZGokOHDuKx2NhYAEBhYSEA4Mcff8TOnTvt5nf98ccfaNWqlZdbTBAEQTQEyMgiCIIgCAfodDrZ3wzDyI4JqoVmsxkAUF5ejiFDhuCJJ56wuVZ8fLwXW0oQBEE0JMjIIgiCIAgP0bVrV3z00Udo1qwZtFqaYgmCIP6tUE4WQRAEQXiI6dOn48KFCxgzZgy+++47/PHHH9i6dSvuuusumEym+m4eQRAEUUeQkUUQBEEQHiIhIQHffPMNTCYTBg0ahA4dOmD27NkICwuDRkNTLkEQxL8FhqPy9gRBEARBEARBEB6DttUIgiAIgiAIgiA8CBlZBEEQBEEQBEEQHoSMLIIgCIIgCIIgCA9CRhZBEARBEARBEIQHISOLIAiCIAiCIAjCg5CRRRAEQRAEQRAE4UHIyCIIgiAIgiAIgvAgZGQRBEEQBEEQBEF4EDKyCIIgCIIgCIIgPAgZWQRBEARBEARBEB6EjCyCIAiCIAiCIAgP8v8vzSWC5Gc6agAAAABJRU5ErkJggg==", + "image/png": 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", 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" ] @@ -413,7 +414,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -425,12 +426,12 @@ "Initializing using default parameters\n", "Running QRS detection...\n", "QRS detection complete.\n", - "[ 530 1076 1631 2174 2725 3281 3828 4378 4938]\n" + "[ 544 1114 1683 2281 2855 3452 4016 4606]\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -459,12 +460,12 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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Uo8Vms6ke5zhOeD1+/HisW7cOf/7znzFw4ECkp6fD7/fj6quvjqjhV2P48OEAgFWrVuHIkSO44IILkJaWhhEjRuDtt99GdXU1tm7dipkzZxq7qQa03JsWbrjhBjidTkycOBEulwvjx49v1LaE+m6ka/p8PowZMwanTp3C008/jd69eyMtLQ0nTpzApEmTJH+7P/7xj7j++uuxcOFC/Pzzz3juuecwa9YsLF++HIMGDVL9nZ49e8Jut0uSmMhxuVzYv38/hg4dGvE+I9G+fXvcfvvtuOWWW3Deeefh66+/xscffxx1Rka+H1599VUMHDhQ9RyxZTjUNSwWCxYtWqT6d4n0/cbErOeCIIimhYQsgiAShuuuuw4ffPAB1q9fj2HDhoU9l9f+yl2W1FxujLgBqTFkyBB88sknKCoqUv2cd2E7dOiQ4jO1Y1o4ffo0li1bhhkzZuD5558XjvPafyN07twZnTt3xurVq3HkyBHBde6yyy7D1KlTsWDBAvh8Plx22WVhr2NWv0YiJSUF48aNw+eff45rrrlGSHgQ7+zcuRMHDhzAJ598grvuuks4npubq3p+9+7d8cQTT+CJJ57AwYMHMXDgQLz++uv4/PPPVc9PTU3FlVdeiaVLl+Lo0aOqLpRff/01XC6XkAnSDBwOB/r374+DBw8KLnlqdOnSBbt27QLHcZKxIq9j1r17dwABhcbo0aPD/naoMde9e3dwHIdzzz0Xv/vd70J+n/+tXbt2hf0trWO7TZs2SE1NVa3Ntm/fPlitVoXFkyAINiB3QYIgEoannnoKaWlpuPfee1FSUqL4/PDhw0Ka5czMTLRu3RqrVq2SnPPee+8pvpeWlgZAKZCpUVtbi/Xr16t+tmjRIgBKdyeeDh06oF+/fvj0009RXV0tHP/ll1+ElN964bXeci337NmzDV2PZ8SIEVi+fDk2btwoCFkDBw5ERkYGXn75ZaSkpGDw4MFhr6GnX6PlySefxPTp0/Hcc8/F/LfMQu1vx3GcMIZ5amtrFS6o3bt3R0ZGRsh05zzPPvssOI7DpEmTFGnh8/Ly8NRTT6FTp06GCmYfPHgQBQUFiuMVFRVYv349WrRoETJLJwBkZ2ejsLAQ33zzjXCstrZWkU5+8ODB6N69O1577TXJc8MjTm8easzdfPPNsNlsmDFjhuJZ4ThOKHdwwQUX4Nxzz8Xs2bMV1xB/T+vYttlsuOqqq/Df//5Xkkq+pKQE8+bNw/DhwwVXaIIg2IIsWQRBJAzdu3fHvHnzMGHCBPTp0wd33XUX+vXrB7fbjXXr1mHBggVCnSYAuPfee/Hyyy/j3nvvxZAhQ7Bq1SocOHBAcV1eWHjmmWdw++23w+Fw4Prrrxc2UmJqa2txySWX4OKLL8bVV1+NTp06oaKiAgsXLsTq1asxbty4kO5bAPD3v/8dN954Iy699FJMnjwZp0+fxj//+U/069dPdQMZiczMTCFGx+PxoGPHjliyZAny8vJ0X0vMiBEj8MUXX8BisQjugzabDZdccgl+/vlnjBo1CklJSWGvMXDgQNhsNvzjH//AmTNn4HQ6ccUVVxiO/wnHgAEDMGDAANOvG0t69+6N7t2748knn8SJEyeQmZmJb7/9VhF7c+DAAVx55ZUYP348+vbtC7vdju+//x4lJSW4/fbbw/7G8OHD8eabb+KPf/wj+vfvj0mTJqF9+/bYt28f5syZA6vVioULF0qSPOTn5+Pcc8/FxIkTVevM8Wzfvh133nknrrnmGowYMQItW7bEiRMn8Mknn6CwsBCzZ88O6foGAPfddx/++c9/4q677sLmzZvRvn17fPbZZ4p6XlarFR9++CGuueYanHfeeZg8eTI6duyIEydOYMWKFcjMzMSPP/4IIPSz3L17d7z00kuYNm0a8vPzMW7cOGRkZCAvLw/ff/897r//fjz55JOwWq3417/+heuvvx4DBw7E5MmThf7avXs3fv75Z8nvPPbYYxg7dixsNlvIv8VLL72E3NxcDB8+HA8//DDsdjv+/e9/w+Vy4ZVXXgn79yMIIoFp/ISGBEEQ0XHgwAHuvvvu47p27colJSVxGRkZ3KWXXsq98847XH19vXBebW0td88993DNmjXjMjIyuPHjx3OlpaWKFMscx3Evvvgi17FjR85qtYZNc+7xeLg5c+Zw48aN47p06cI5nU4uNTWVGzRoEPfqq69yLpdLODdUGvkvv/yS6927N+d0Orl+/fpxP/zwA3fLLbdwvXv3VnxXLW23vP3Hjx/nbrrpJq558+Zcs2bNuNtuu40rLCxUnKc1hTvHcdzu3bs5AFyfPn0kx1966SUOAPfcc88pviNP4c5xHDdnzhyuW7dunM1mk6Tl7tKlC3fttdcqrjFy5Ehu5MiREduHhhTu4dCTwl1LP4dK4S5vR6hrrlixggPALViwQDi2Z88ebvTo0Vx6ejrXunVr7r777uO2b98uGTfl5eXcI488wvXu3ZtLS0vjmjVrxl100UWS1OeRWL16NXfjjTdyrVu35iwWCweAa9u2LVdUVKQ4d+fOnRwA7i9/+UvYa5aUlHAvv/wyN3LkSK59+/ac3W7nWrRowV1xxRXcN998o6ldR48e5W644QYuNTWVa926Nff4449zixcvVk39v3XrVu7mm2/mWrVqxTmdTq5Lly7c+PHjuWXLlknOC/csf/vtt9zw4cO5tLQ0Li0tjevduzf3yCOPcPv375dcY82aNdyYMWO4jIwMLi0tjevfvz/3zjvvCJ97vV7u0Ucf5dq0aSP0J4/a/LJlyxZu7NixXHp6Opeamspdfvnl3Lp16yTn8M/npk2bJMf5caNWCoEgiPjFwnEUSUkQBNHUDBw4EG3atAkZj0MQZvLiiy/i+eefxzPPPIOXXnpJ8tl7772Hp556CocPH0a7du2aqIUEQRCJDcVkEQRBNCIejwder1dybOXKldi+fTtGjRrVNI0izjqee+45PPjgg5g5c6YiBmrFihV47LHHSMAiCIKIArJkEQRBNCL5+fkYPXo0/vCHP6BDhw7Yt28f3n//fTRr1gy7du1Cq1atmrqJBEEQBEFECSW+IAiCaERatGiBwYMH48MPP0RZWRnS0tJw7bXX4uWXXyYBiyAIgiAYgSxZBEEQBEEQBEEQJkIxWQRBEARBEARBECZCQhZBEARBEARBEISJUExWBPx+PwoLC5GRkQGLxdLUzSEIgiAIgiAIoongOA5VVVXo0KEDrNbQ9ioSsiJQWFiITp06NXUzCIIgCIIgCIKIE44dO4Zzzjkn5OcJJ2S9++67ePXVV1FcXIwBAwbgnXfewdChQ1XP/fjjjzF58mTJMafTifr6es2/l5GRASDQkZmZmcYbbgIejwdLlizBVVddBYfD0aRtIRIDGjOEXmjMEHqhMUPohcYMoZd4GjOVlZXo1KmTICOEIqGErK+++gpTp07F+++/j4suugizZ8/G2LFjsX//frRt21b1O5mZmdi/f7/wXq/LH39+ZmZmXAhZqampyMzMbPIBRiQGNGYIvdCYIfRCY4bQC40ZQi/xOGYiyRQJlfjijTfewH333YfJkyejb9++eP/995Gamoq5c+eG/I7FYkFWVpbwH1WwJwiCIAiCIAgiliSMJcvtdmPz5s2YNm2acMxqtWL06NFYv359yO9VV1ejS5cu8Pv9uOCCC/D3v/8d5513XsjzXS4XXC6X8L6yshJAQIL2eDwm3Ilx+N9v6nYQiQONGUIvNGYIvdCYIfRCY4bQSzyNGa1tSJhixIWFhejYsSPWrVuHYcOGCcefeuop/PLLL9iwYYPiO+vXr8fBgwfRv39/nDlzBq+99hpWrVqF3bt3hwxUe+GFFzBjxgzF8Xnz5iE1NdW8GyIIgiAIgiAIIqGora3FnXfeiTNnzoQNJUoYS5YRhg0bJhHILrnkEvTp0wf//ve/8eKLL6p+Z9q0aZg6darwng9uu+qqq0J2JMdx8Pl88Pl8iKXM6vV6sW7dOlxyySWw25n+05mKxWKBzWaDzWY769Lwezwe5ObmYsyYMXHjw0zENzRmCL3QmCH0QmOG0Es8jRneyy0SCbNTb926NWw2G0pKSiTHS0pKkJWVpekaDocDgwYNwqFDh0Ke43Q64XQ6Vb+r9kd1u90oKipCbW2tpjZEA8dxyMrKQlFR0VknLJhBamoq2rdvj6SkpKZuSqMTavwSRChozBB6oTFD6IXGDKGXeBgzWn8/YYSspKQkDB48GMuWLcO4ceMABAoFL1u2DFOmTNF0DZ/Ph507dyI7O9uUNvn9fuTl5cFms6FDhw5ISkqKqfDj9/tRXV2N9PT0sMXPCCkcx8HtdqOsrAx5eXno2bMn9R9BEARBEAQRMxJGyAKAqVOnYuLEiRgyZAiGDh2K2bNno6amRqiFddddd6Fjx46YNWsWAOBvf/sbLr74YvTo0QMVFRV49dVXcfToUdx7772mtMftdsPv96NTp06NEq/l9/vhdruRnJxMQoJOUlJS4HA4cPToUaEPCYIgCIIgCCIWJJSQNWHCBJSVleH5559HcXExBg4ciMWLFwtp2QsKCiTCx+nTp3HfffehuLgYLVq0wODBg7Fu3Tr07dvX1HaRwJMY0N+JIAiCIAiCaAwSSsgCgClTpoR0D1y5cqXk/Ztvvok333yzEVpFEARBEARBEAQRgFT7BEEQBEEQBEEQJkJCFqGKxWLBwoULG/13u3btitmzZzf67xIEQRAEQRCEWZCQdZZSVlaGhx56CJ07d4bT6URWVhbGjh2LtWvXAgCKiopwzTXXNHErCYIgCIIgCCLxSLiYLMIcbrnlFrjdbnzyySfo1q0bSkpKsGzZMpw8eRIANNceIwiCIAiCIAhCClmyTITjONS6vTH9r87tUz3OcZzmdlZUVGD16tX4xz/+gcsvvxxdunTB0KFDMW3aNNxwww0AlO6C69atw8CBA5GcnIwhQ4Zg4cKFsFgs2LZtG4BA0hGLxYJly5ZhyJAhSE1NxSWXXIL9+/cL1zh8+DBuvPFGtGvXDunp6bjwwguxdOlSU/qeIAiCIAiiqfjP2jxMmbcFXp+/qZtCxAlkyTKROo8PfZ//uUl+e8/fxiI1SdufMz09Henp6Vi4cCEuvvhiOJ3OsOdXVlbi+uuvR3Z2NubNm4ejR4/ij3/8o+q5zzzzDF5//XW0adMGDz74IO6++27BBbG6uhrZ2dmYOXMmnE4nPv30U1x//fXYv38/OnfurOt+CYIgCIIg4oUZP+4BAFx1XhZuGNChiVtDxANkyToLsdvt+Pjjj/HJJ5+gefPmuPTSS/HXv/4VO3bsUD1/3rx5sFgsmDNnDvr27YtrrrkGf/7zn1XPnTlzJkaOHIm+ffviL3/5C9atW4f6+noAwIABA/DAAw+gX79+6NmzJ1588UV0794dP/zwQ8zulSAIgiAIorE4U+dp6iYQcQJZskwkxWHDnr+Njdn1/X4/qiqrkJGZoSism+Kw6brWLbfcgmuvvRarV6/Gr7/+ikWLFuGVV17Bhx9+iEmTJknO3b9/P/r374/k5GTh2NChQ1Wv279/f+F1+/btAQClpaXo3Lkzqqur8cILL+Cnn35CUVERvF4v6urqUFBQoKvtBEEQBEEQ8Qi5CxI8JGSZiMVi0eyyZwS/3w9vkg2pSXaFkGWE5ORkjBkzBmPGjMFzzz2He++9F9OnT1cIWXpwOBzCa4vFAiDQbgB48sknkZubi9deew09evRASkoKbr31Vrjd7qjugyAIgiAIIh7w+rTHyBNsQ+6ChEDfvn1RU1OjON6rVy/s3LkTLpdLOLZp0ybd11+7di0mTZqEm266Ceeffz6ysrKQn58fTZMJgiAIgiDiBo+fLFl6+fzXo3h9yf7IJyYYJGSdhZw8eRJXXHEFPv/8c+zYsQN5eXlYsGABXnnlFdx4442K8++88074/X7cf//92Lt3L37++We89tprAILWKi307NkT3333HbZt24bt27cL1yUIgiAIgmABH1mydPPswl14Z/kh7C4809RNMRVyFzwLSU9Px0UXXYQ333wThw8fhsfjQadOnXDffffhr3/9q+L8zMxM/Pjjj3jooYcwcOBAnH/++Xj++edx5513SuK0IvHGG2/g7rvvxiWXXILWrVvj6aefRmVlpZm3RhAEQRAE0WR4/SRkGaWyztvUTTAVErLOQpxOJ2bNmoVZs2aFPEded+uSSy7B9u3bhfdffPEFHA6HkHp91KhRiu8MHDhQcqxr165Yvny55JxHHnlE8p7cBwmCIAiCSFR0OPgQMjiwJaCSkEVo4tNPP0W3bt3QsWNHbN++HU8//TTGjx+PlJSUpm4aQRAEQRBEXMCxJSc0Kqz1HQlZhCaKi4vx/PPPo7i4GO3bt8dtt92GmTNnNnWzCIIgCIIgCAbwMyZlkZBFaOKpp57CU0891dTNIAiCIAiCIBiEtXA2yi5IEARBEARBECZAMVn6EMfuy2P7Ex0SsgiCIAiCIAiCaHTEchVr7oIkZBEEQRAEQRAE0eiIxSrWSqeSkEUQBEEQBEEQJsCYMSbmiK1XrHUdCVkEQRAEQRAEQTQ65C5IEARBEARBEERYKPGFPsQFiCnxBWE+Ph+wciUwf37gX5+vqVskYdSoUfjjH/+o+fz8/HxYLBZs27YtZm0iCIIgCIIgEhvG5CoJJGQ1Nd99B3TtClx+OXDnnYF/u3YNHI8hkyZNgsViwYMPPqj47JFHHoHFYsGkSZMamvgdXnzxRc3X7tSpE4qKitCvXz+zmksQBEEQBEEwBglZRGz47jvg1luB48elx0+cCByPsaDVqVMnfPnll6irqxOO1dfXY968eejcubNwrGXLlsjIyNB8XZvNhqysLNjtVOuaIAiCIAiCUEcah8WWryUJWU2Fzwc8/ri6CM8f++MfY+o6eMEFF6BTp074TiTMfffdd+jcuTMGDRokHJO7C3bt2hV///vfcffddyMjIwOdO3fGBx98IHwudxdcuXIlLBYLfv75ZwwaNAgpKSm44oorUFpaikWLFqFPnz7IzMzEnXfeidraWuE6ixcvxvDhw9G8eXO0atUK1113HQ4fPix87na7MWXKFLRv3x7Jycno0qULZs2aFYOeIgiCIAiCiIyFMUEh1jBsyCIhq8lYvVppwRLDccCxY4HzYsjdd9+N//znP8L7uXPnYvLkyRG/9/rrr2PIkCHYunUrHn74YTz00EPYv39/2O+88MIL+Oc//4l169bh2LFjGD9+PGbPno158+bhp59+wpIlS/DOO+8I59fU1GDq1Kn47bffsGzZMlitVtx0003wNxRSePvtt/HDDz/g66+/xv79+/HFF1+ga9euxjqCIAiCIAgiSjimxQbzYS2joBjy52oqiorMPc8gf/jDHzBt2jQcPXoUALB27Vp8+eWXWLlyZdjvZWdn4+GHHwYAPP3003jzzTexYsUK9OrVK+R3XnrpJVx66aUAgHvuuQfTpk3D4cOH0a1bNwDArbfeihUrVuDpp58GANxyyy2S78+dOxdt2rTBnj170K9fPxQUFKBnz54YPnw4LBYLunTpYqgPCMDt9WP6D7sx8ndtcHW/rKZuDkEQBEEQZwEMy1hkyWoy2rc39zyDtGnTBtdeey0+/vhj/Oc//8G1116L1q1bR/xe//79hdcWiwVZWVkoLS3V/J127dohNTVVELD4Y+JrHDx4EHfccQe6deuGzMxMwUpVUFAAIJC8Y9u2bejVqxcee+wxLFmyRNM9E0q+2lSA+RsL8ODnm5u6KQRBEARBnC0wLGSRJaupGDECOOecQJILNTHeYgl8PmJEzJty9913Y8qUKQCAd999V9N3HA6H5L3FYhHc+LR8x2KxRLzG9ddfjy5dumDOnDno0KED/H4/+vXrB7fbDSAQU5aXl4dFixZh6dKlGD9+PEaPHo1vvvlG0z0QQcqr3U3dBIIgCIJISFir79SYsOwuSJaspsJmA956K/BaXrmOfz97duC8GHP11VfD7XbD4/Fg7NixMf89LZw8eRL79+/Hs88+iyuvvBJ9+vTB6dOnFedlZmZiwoQJmDNnDr766it8++23OHXqVBO0OLFJstNUQBAEQRBG8IvkBEp8oQ92RSyyZDUtN98MfPNNIMugOAnGOecEBKybb26UZthsNuzdu1d4HQ+0aNECrVq1wgcffID27dujoKAAf/nLXyTnvPHGG2jfvj0GDRoEq9WKBQsWICsrC82bN2+aRicwDhstCgRBEARhBLJkGUdsyZLbHBIdErKamptvBm68MZBFsKgoEIM1YkSjWLDEZGZmNurvRcJqteLLL7/EY489hn79+qFXr154++23MWrUKOGcjIwMvPLKKzh48CBsNhsuvPBC5OTkwGolq4xekmzUZwRBEARhBE7ymgQuPYjlU9ZkVRKy4gGbDRAJD43Bxx9/HPbzhQsXCq/lmQbz8/MV5/M1sYBAHS2xVmfUqFEKLc+kSZMwadIkybEXXngBL7zwgvB+9OjR2LNnj+Qc8XXuu+8+3HfffWHvg9CGzcqY+oggCIIgGgnWhIPGhJOJqCxB6muCIBib1giCIAii8ZC4vFFMli7EAqqfsc0ICVkEQRAEQRAEQTQ6LLsLkpBFEARBEASzFJyshccXvsQIQUQDa8JBYyK2ArIWz0ZCFkEQBEEQTLJsbwkue3UF7vnkt6ZuCsEwrAkHjYkkIouxbiQhywQodWdiQH8ngiCIs4sPV+cBAFYdKGvilhAsQ9sL44j3ZqwVJiYhKwocDgcAoLa2tolbQmiB/zvxfzeCIAiCbVxeX1M3gTgLYE04aExY7jpK4R4FNpsNzZs3R2lpKQAgNTUVlhhWUvP7/XC73aivr6daUDrgOA61tbUoLS1F8+bN46bgcrzCcVxMxzFBEERjUe+hWCwi9jAsJ8QclhNfkJAVJVlZWQAgCFqxhOM41NXVISUlhTbBBmjevLnw9yJCw3HsVV0nCOLshBJeEI0Ba8JBY8Jy4gsSsqLEYrGgffv2aNu2LTweT0x/y+PxYNWqVbjsssvI5U0nDoeDLFga8XMcrFTngyAIgiC0wZZs0KiIu87PmE6EhCyTsNlsMd/E22w2eL1eJCcnk5BFxAxaKwiCYAWyyhONAWsWmMaEk1iy2IICewiCkEABvARBsIKFrPJEI+AXLZsk2OvDL4nJYmv/QUIWQRASGJvjYs6KfaVYsS/2MZkEQeiHNrxEYyCxxtAaqhN2+y7hhKx3330XXbt2RXJyMi666CJs3LhR0/e+/PJLWCwWjBs3LrYNJAjirKHa5cXkjzdh8sebUOemVNEEQRBnI5KCusw5vcUWiSWLsb5LKCHrq6++wtSpUzF9+nRs2bIFAwYMwNixYyNm9svPz8eTTz6JESNGNFJLCSJxIXdB7VTUuoXXXtYidgmCIAhNsJyGPNaw3HcJJWS98cYbuO+++zB58mT07dsX77//PlJTUzF37tyQ3/H5fPj973+PGTNmoFu3bo3YWoJITFib5GKJ2xsUrPzUbwQRd1C5E6IxYDl5Q6wRW69Y67uEyS7odruxefNmTJs2TThmtVoxevRorF+/PuT3/va3v6Ft27a45557sHr16oi/43K54HK5hPeVlZUAAunTY52iPRL87zd1O4jEQeuY8fmCrm4utwdJVtamuthQUx+0ZLndHngSZkYNDc0zhF7iesyINr9x2b6zlLgeMwZwi+7D5/Mxc1+NgdvtFV57vN6QfRdPY0ZrGxJmS1BeXg6fz4d27dpJjrdr1w779u1T/c6aNWvw0UcfYdu2bZp/Z9asWZgxY4bi+JIlS5CamqqrzbEiNze3qZtAJBiRxszuYguAQAmCJUuWICVhZoam5XgNwE+jS3Jzkc5QZQWaZwi9xOOYqay0AQ0ZBnNycpq2MYSCeBwzRqhwAfxacPDgIeS4DjRpexIJ8Tq6c+cuNCvbGfb8eBgztbW1ms5jditVVVWF//u//8OcOXPQunVrzd+bNm0apk6dKryvrKxEp06dcNVVVyEzMzMWTdWMx+NBbm4uxowZQ3WyCE1oHTOnNhTgm7yAsmL0mDFolkLjSwu7Cyvx6o5fAQCXX3El2mQ4m7hF0UPzDKGXeB4z/85fjxO1VQCA7OzsJm4NwRPPY8YIRWfqMX3LKgBA9x7dkT26ZxO3KHEQr6Pn9euH7KGdVM+LpzHDe7lFImGErNatW8Nms6GkpERyvKSkBFlZWYrzDx8+jPz8fFx//fXCMX9DYLrdbsf+/fvRvXt3xfecTiecTuVGyeFwNPkflSee2kIkBpHGjLiQtt1up/GlEZstOIVabWz1G80z8cWZOg/KqurRo21GUzclJPE4ZsQxWfHWNiI+x4wR7Pagy5vVamXinhoL8Tpq09B38TBmtP5+wiS+SEpKwuDBg7Fs2TLhmN/vx7JlyzBs2DDF+b1798bOnTuxbds24b8bbrgBl19+ObZt24ZOndQlZYI426EEDtoRB+z6KGMIEUOGzlyK0W+swt4ibRpUIgDlvSAaA3FWXlpD9SFeR1nru4SxZAHA1KlTMXHiRAwZMgRDhw7F7NmzUVNTg8mTJwMA7rrrLnTs2BGzZs1CcnIy+vXrJ/l+8+bNAUBxnCDOdjiGK67HEnFX+VlbHYi4wtWQyXL1wTL0ad+0rusEQUhhOQ15rPEzvP9IKCFrwoQJKCsrw/PPP4/i4mIMHDgQixcvFpJhFBQUwGpNGOMcQcQNHGnhDCHuKqovRhDxhwVkyiIaF9YK6sYaltPfJ5SQBQBTpkzBlClTVD9buXJl2O9+/PHH5jeIIBiAqtUbQyxY+Ug6JYi4g9wFicaAky6ihA7ESydryyiZfQiCkE5sjE1ysUTiLkiWLM2UV7sin0QQJkAyFtEY+Bm2xsQeUd8xto6SkEUQBLkLGkZsyWrCZiQQn6zLx5CXluLtZQebuikJCWN7EIJgAomekh5SXbDcXSRkEQQhDdolPZxmyJKln+k/7AYAvJFLxTqJRoD8BYlGgBSVxpEmvmi6dsQCErIIgmA6hWoskWovm6wZBEGEgEQs/ZyoqMOdc37Fsr0lkU8mANBaEA1SAZWtziMhiyAIplOoxhKyZBGNDY0yItY8+/1OrDt8Evd88ltTNyVhIG8Q40j2H03XjJhAQhZBEFTjwyAkWBEEwRqnaz1N3YSEQ5KGnJYFXXBgt+9IyCIIQpoZibFJLpaQcKofm5UcuIjGg0Ky9JNko62hXmj6jwKGrYD0JBEEIYGsM9qRaOAYWxxihY12vUQjQqNNPw479ZpeOHK5NwwlviAIgmn8frGwQGiG4cUhVlhp1YkKGmf6sJBQrxsHWbJ0I1W4EXrgqE4WQRAsQzU+jCHuKbIAasNKm16CiGvs5NKrG0qCZByyZBEEwTR+qvFhCGlGKUILJGQRjQmNNiNQr+mF4pqNw3KNMRKyCIKQLQqMzXIxhBZWgohvSKYnGgNSuBlH4knDWO+RkEUQBNOapFjChXlHELGAtU0IQbAGKdz0wXL6exKyCIKgavUGYXlxIAgWsJDrG9EIkDeIcVi2ApKQRRCELCaLtWkudkgTXzRZMwiCCAXJWLohF0v9kOu4caSJL9jqPBKyCIKgorpGYXhxIOITGmYEEX9QplnjsOwRQkIWwRwenx+Pf7kV8zcWNHVTEgaxJokWCO1QbRT9kDBKEARrsCwoxBpKfEEQCcSP2wvx322FmPbdzqZuSsLA2sTWWPj9wde0sBJE/EGeb0RjwIV4TUSGZQGVhCyCOarqvU3dhISDCikag2UNHEGwgDi+yE+Bk5ogwVQ/5HJvHOn+o+naEQtIyCKYw0rV6nXDsiYpllC/EUTiQI+oNijxhX4kawGNNF1IEl8w1nckZBHMYSchSzfSSY7QCqW+J4jEgeIBiVhBGdyNIxGsGOs7ErII5rCRGk435C5oDI5hDRwRP5BwYA7Ui0SsYLnWU6xhue9IyCKYg9wF9UM1PoxC/UbEHhpb5kD9SMQKqes4DTQ9+BnuOxKyCOaw0aiOCtYmuVhCbpZEY0BjyzhkbdaPhVJf6IbWAnNgbftB21GCOawid0ESGLQh0SQ1YTsSDXKz1A/1kn5Y1vQ2JtR1RKzgyKvBMCzvP0jIIphDLGSxlg40VkiEBeo0zbAcsEvED7RpI4g4h5YCw7Cc/p6ELIJpSOurDZY1SbGEXJGIxoBiJs2B+o6IFdJMszTQ9MDyOkpCFsE0ZJTRBqUiNwb1G0EkDqxt4GIFJejVD8sZ8mINy0okErIIpqFFVRtUSNEYVIyYaAwo3s8cSOlGxAo/SVmGYbm7SMgimIb2JtqQ9BP1mWYo8QXRGNDQMgdy4yJihXQJpXGmB5bT35OQRTANY89rzKCYLGNIMko1YTsItiEdiDlQ3xGxgrwajMOyEZCELIJpyLqgDZaz+8QS6jeiMaB5zDgUN6kfisnSD40z47DcdyRkEUxDmxNtSAspUp9pRTq8qN+0QI+kfqjPTIL6kYgVtIYaxs9wTDgJWQTTsPW4xg4qpGgMljVwRPxArkjmwNoGjogfWM6QF2tY9gghIYtgGs7f1C1IDFj2iY4l4oWVMpcRsYK1jUdTQf2oDQvIX1AvtIYah2M4JpyELIJpSHOpDZaz+8QUchEhGgFye44C2vwSjQB5NRiH5b4jIYtgGrIuaMNPGxFDkJsl0RhQemhzIAUSESukY4vGmR78fnb7joQsgmlIA6wNyt9gDHIR0Q8JCfqheA/jUJkFojGQKCppoOmCLFkEkUCw/MDGCpaz+8QS6VijfiNihGQDR+NMDywH1ccMCskyAAnzRmH5GSUhi2AOii8yAMOTXCxheXEg4gd2nWliD7laRgetodrgSBFiGJaVvCRkEcwhnt8oJksb5I5kDJYXByJ+oOfTONR30UF9pg1ShJgDa+ONhCyCOWjjqx+KLTIGuaYSjYFUcUQDTQ9kbY4O6jJt0DgzjnTPxhYkZBHMQZYs/fjJxdIYpCUnGgGWNyGxhtwF9SMOySKhXhv0jBqHZQGVhCyCOUhg0A+5OhiD+o1oDFjehMQajhQhUUFCljYoCZJxWFaEkJBFMAe5cOmHNiLGIDcuojGgoHrjkCu0fiyWoC2Lhps26Lk0jp/hhzThhKx3330XXbt2RXJyMi666CJs3Lgx5LnfffcdhgwZgubNmyMtLQ0DBw7EZ5991oitJZoC8WRHG19tSLuJ+kwrHMOLAxE/UK0n40gLhlPv6YW6TD/UZ/pgeRlNKCHrq6++wtSpUzF9+nRs2bIFAwYMwNixY1FaWqp6fsuWLfHMM89g/fr12LFjByZPnozJkyfj559/buSWE40JFQXUD2XgMoZkrDG3PBDxAlmyjEOultFB85o2OFoLDMNy2Z2EErLeeOMN3HfffZg8eTL69u2L999/H6mpqZg7d67q+aNGjcJNN92EPn36oHv37nj88cfRv39/rFmzppFbTjQm5MKlH4otMga5puqH+kk/fol1vgkbkoBQf+lHmviiyZqRUJCi0jgsW7LsTd0ArbjdbmzevBnTpk0TjlmtVowePRrr16+P+H2O47B8+XLs378f//jHP0Ke53K54HK5hPeVlZUAAI/HA4/HE8UdRA//+03djnjH4/UGX3u8Z3V/aR0zPp9feO31nt19pgefzye89vp8TPRbY84zLPRXY+DxBOc0XxyOs3hemzh/cG5zx8E6ngj4xX3m9sBjNX/rG89jxgheb3At8Pv9zNxXY+AVraM+X+i+i6cxo7UNCSNklZeXw+fzoV27dpLj7dq1w759+0J+78yZM+jYsSNcLhdsNhvee+89jBkzJuT5s2bNwowZMxTHlyxZgtTUVOM3YCK5ublN3YS4ZlexBYANALDyl1+wLz7+bE1KpDFTVmYFb9jesmUruALW9EmxYU9hcKzt2LkTGaU7mrZBJhKrecbvs4HXlefk5MTkN1ijuBbgl+u8vHzk5Bxp0vaEIh7XpjNVwfG2cuVKtE5u2vYkAoWFwfXg5yVLkBrDnWI8jhkjbC8NrgXlJ0/S3KaD/ceCfVdYWIicnONhz4+HMVNbW6vpvIQRsoySkZGBbdu2obq6GsuWLcPUqVPRrVs3jBo1SvX8adOmYerUqcL7yspKdOrUCVdddRUyMzMbqdXqeDwe5ObmYsyYMXA4HE3alnjm1IYCIC8geI8YcRl6tktv4hY1HVrHzFelvwFnTgEABg4ahOzzsxqriQlN0dp84OgBAMB55/VD9tBOTdsgE4j1PPPUpqWAN6Apz87ONv36LHKwtBqztq8DAHTp2hXZ2b2buEVS4nltevfwOhTVVgMARo4chS6tSOsWidzqHdhyshgAMGbMGDRLMf9vGs9jxgh1W04Ah3cDAFq2bIXs7AubuEWJw6Hlh7D4eEBx1L59B2Rn91c9L57GDO/lFomEEbJat24Nm82GkpISyfGSkhJkZYXeEFqtVvTo0QMAMHDgQOzduxezZs0KKWQ5nU44nU7FcYfD0eR/VJ54aks8YrXahNc2u536CpHHjDhlr9Vmoz7TiNUaDGtlrd8aY55hqb9iic0WXKotFkvc9ls8rk1imzytB9qw2ayi17Hts3gcM0YQ7zsQx89oPGKxiNJDWCP3XTyMGa2/nzCJL5KSkjB48GAsW7ZMOOb3+7Fs2TIMGzZM83X8fr8k5opgDz+lcNeNyAWfuew+scRPmS+IRoBSuBuHisRGB/WYNiQZBanTdMFyBZmEsWQBwNSpUzFx4kQMGTIEQ4cOxezZs1FTU4PJkycDAO666y507NgRs2bNAhCIrxoyZAi6d+8Ol8uFnJwcfPbZZ/jXv/7VlLdBxBhK2asfSjlrDJazIhHxg1QJ0nTtSEQ4ysyoG8rQqx9K4W4clvsuoYSsCRMmoKysDM8//zyKi4sxcOBALF68WEiGUVBQIHHfqampwcMPP4zjx48jJSUFvXv3xueff44JEyY01S0QjQBZsvRDmw9jiBcEP3UiESMk44zmNF1wYd4R6pCBXj/UZ8ZhOf19QglZADBlyhRMmTJF9bOVK1dK3r/00kt46aWXGqFVRLzC2gMbM8j6ZwiyZOmH+kk/NM6MQ54N+uFIUakbekaNw7KAmjAxWQShFYlWhKY7TVCfRQ9riwMRP5CgYBxOMrcRWmB50xsrpNYY6jQ9sLz/ICGLYA6pP3nTtSORoEXVGGIXQeo2IlZIEl/QA6oLmtv0wzG86Y0VXIjXhAYYViKRkEUwh18iZDH2xMYIln2iYwllLiMaAz/Dm5BYw3JQfawgy6kBaA01DMsCKglZBHNItb5N2JAEgvzJjUGbEaIxIMuCcUiBpB9aD/TDsqAQayQeIYx1HglZBHNIN76MPbExgiN/ckNI6xdRv2mCukk3Uut807UjESFFiH7IPVU/fjI3G4blDKAkZBHMQXEy+iEtnDFoXY0O2sBphV1Nb2NCihBt0LymH1pDjcOytZmELII5xM8o1S7Shp/8Q4xBmct0Q+68+pFsemmk6YJjeAMXK6if9EMWU+OwvP0gIYtgDmkx4iZsSAJBweHGoMxl0UFdpg3awBmH1gAjiNdQ6kAtSC1Z1GdGYc27gYQsgjlIYNAPuYcYg8aafihmUj8UM2kcspzqh4R6/ZDF1Dh+hj1CSMgimIMmO/1QwU5jsOxLHisodkE/UndBQg/SuonR9R7HcXh50T78uL0wylbFNyxvemMFCabGYbnv7E3dAIIwG3Lh0g/Lk1wsoa6KDhpr2iBrjHHMFOpX7C/F+78cBgBcP6BDlFeLX6RrKA04LUgzzRJ6YFmoJ0sWwRzSmCzWHtnYQKnIjUGub/qhmk/6MdMac7Zhpqtl0Zn6aJuTELCciCBW0FpgHJaFehKyCOagDYl+KCbLGGRhiA7qM23Qptc4Zvadx+uP8gqJAXmD6CdW3cSa0KEGy7dI7oIEc1D8gn4oJssgNNaIRoBKLBjHTIHBe5akKpRu7M+Oe44WM13uj5+uxRcbCnCwpAp7i6qQ8/gINEtxRHfROIblOHoSsgjmoGr1+uFIdWkISnyhH3E3kaVZG9RnxvGbKDB4fGdH30u9QZquHYmENK4ouk57duEurNxfJrz/alMB7r+se1TXjGdYztJL7oIEc1ASB/2Q3tIYLC8OjQE9n9ogYd44Zq4HXt/Z4i5I4y0aou2zzfmnJe/P1Hmiu2Ccw/L8RkIWwRwsm55jBcuTXCwhA6B+yPPNACTMG8ZMV2iPyKzjZ9jEQ8oj/Zg5zjq1TI3yCokFy+soCVkEc1BMln4oM5IxSGCIDhpr2hBvdBne28cEU2OyRJYsj59dqxYp3fRj5hqa7JBuzS2wRHW9eIdloZ6ELII5KLugfliuUxFL/Gb6Ip2FUI9pQ7yfp2GmDzM3v+LEF16G47NoWtOPmcpdm1UqVFnYlrGY9j4iIYtgDtLC6YcW1eihbtMPjTVtcGHeEeEx1V1QZMliWsiSvGb3Ps2Eg3lSVp3HJ3nPuIzF9AgjIYtgHJYfX/OgFO7GYFkD1yhQn2lCWmC9CRuSgJjpLug5S9wFQUo33ZjpOl7r9kU+iSFY9qQhIYtgDrJk6Ue6EaFO0wppfKOD+kwbFDNpHDPjPWpcwc2vj2Fpl9zs9WPmGnqkrEZ6gHF/QZbLspGQRTAHy1qRWEGLqjFIoI8O6jNtkKXZOGY+o8Vn6oXXHobTuYu7idYGjZj0jB4uq1a5NNt/A5aVlSRkEcxB8UX6oT4zBmUX1Id8s0B9pg2WUxzHGjP7rqQyKGQxHZNFyiPd+E1aQ/PkViwAboYFeoBtZSUJWQRzSLP8MPbExgjqM2PQ5lcfcg8r1jW0ZkEZU6PAxLntdK1beO1lOCaLYe+tmCEp4BxFr6l5Bnq8jP8VGFZWkpBFMAgFieuHXU1SLGG5vkcskAsI9HxqgwQr43Amzm3VLq/w2sOwJUtqlWH3Ps3ELG8QNTdUll1TAbkli63xRkIWwRzSmjJsPbCxggo4G4U6Tg/yx5EEU22QxdQ4Zs1tLq9PIlix7C5oVnzR2YRZz6hbZVyxLmSx7HZPQhbBHLRx0w/54BtDItA3XTMSBoVFhjpNE+Lnk6xa+uBM0pKLMwsCbKdwJ6FeP2Y9lx6vclxRTFbiQkIWwRxmBaCeTVBMljGkrkjUb3qhHtMGJaYxjlnxRTUiV0GAbUuWdIyxe5+mYpKLJR/rN7pPW1zTLytwjOGxBrAdA0hCFsEcFCejH7JkGYM2v/qQa3upz7QhLUtBnaYHs2rwVCuELHatC1T8Wj9mCQq8u6DDZsXF3VoBYLsmGyATShlbFEjIIpiDBAb9UD8Zg2UNXCxQZBekXtOENLtg07Uj0VCWDDDeeXUeubsgu38Ihve8McOsfQfvLuiwWWG3BVINsh6TxXJMOAlZBHOQP7l+pH1GnaYVln3JY4Fi00t9pgk/x/AuJIYoQgCj6Lt6t0zIUomdYQVaD/RjlgcNL1A5bFY4rIEtupdhgR5gWzFOQhbBHFJXB8ae2BhBwoJByDVVF0pLFqEFqcWUek0r8p6KZm6TW7KYrpNF2QV1Y1YseFDIspylliy2RhwJWQRzkNJXP9RnxiCrqT6UlizqNE2Qu6AhlO6Cxqmo9Ujes1wni9wF9SMtRmwccUyW3dZgyWJ4rAFsr6OGhKyKigp8+OGHmDZtGk6dOgUA2LJlC06cOGFq4wjCCORaox+yZBmDhAR9mOm+dTbBcrHOWKKwnEbRd3/9fqfkPdOWLInAQONNC2YJpl6Ru6DdGrBksTzWALbdBe16v7Bjxw6MHj0azZo1Q35+Pu677z60bNkS3333HQoKCvDpp5/Gop0EoRlyrdGPmX3m8fnx7Pe7cEmPVrhxYMfoGhbnSF1EaKxFgtx3jUEJVowhn8uisQK6ZDFYZ4sliwacEcyIybKIhCy2/wgs68V1W7KmTp2KSZMm4eDBg0hOThaOZ2dnY9WqVaY2jiCMwLJWJFaY2WfP/3c3vvrtGB7/clt0F0oAaC+iD3kfkdClDbI0G0PZV+Z1HssuXOI7Y3x/bxpmraF87F+ywwbHWeIuyLKlXreQtWnTJjzwwAOK4x07dkRxcbEpjSKIaBBb1tl6XGOHWSlUa1xezN9YEHV7EgUS6PVBdbKMIXVFMqfTWK7zFAqjXVcvSnqR7gw4AG0tOG1Gk+ISqsumH7PW0FpXYKylJtnOosQX7I4x3UKW0+lEZWWl4viBAwfQpk0bUxpFENEg8Sdn99k1FbOKAVbUeSKfxBDkmqoPRUxW0zQj4TA729uP2wvRd/rP+GlHkQlXi18UQr3B64iFrJG/C+xzFmw+juX7Sow2Lb6hxBe6ke47jHfad1sDuQ1Sk2ywnzUp3NVfs4BuIeuGG27A3/72N3g8gc2UxWJBQUEBnn76adxyyy2mN5Ag9CKej8zQkNS4vMyZsOWYpYWrl6U5Zh6GF4dYoEx8QZ2mBbOzbz06fyvcXj8embcl+ovFMWYlWqn3BCwJdqsFqUk24fjyfaVGmxbXkBu0fsyIKxLPh51bpQmWLNatzmbVGItHdAtZr7/+Oqqrq9G2bVvU1dVh5MiR6NGjBzIyMjBz5sxYtJEwGd/ZpBWJ8lqb8k9h0N9yMePHPVFeKX4xs0BsnfvsErL8JlsYWMcsy8LZhl80Z7PsWmM28p4yuoGrF8XJiIUsVpdSqRs0ozdpMmYoQnhhHgCGdGlx9iS+YNj7SHd2wWbNmiE3Nxdr1qzBjh07UF1djQsuuACjR4+ORfsIk/nn8oP49y9H8M1Dl6BXVkZTNycmmOX6BgAzf9oLt8+Pj9fl44UbzouyZfGJ0oXLeJ+5vFIhi+M4WCwWw9eLd1h2c4gFik2vCX328qJ92F14BnMnXSgEirOG2ZasswWzFEj1Xl7IskrmMxujc5tZng1nE2YIpjVur/A65axKfBF8zdqd6hayeIYPH47hw4eb2RaiEXhtyQEAwFvLDuC93w9u4tbEBjNdHc4GLZ6ZyQjEmjggoIFz2NjciABygZT9sRItfoVGNvo+e/+XwwCAJbtLcG3/9lFfLx5hOcVxLFHUyTJ4HX5ec9ptEMtVrNYvksxrNOA0YcYzWuMKCFlpSTZYrZaguyCj44yH5eyCmoSst99+W/MFH3vsMcONIWLL5qOnhNfJdluYMxMbM9Mds1wLhcesjQigjMny+PzMWhcAsmTpxexixOLxVlhRF93F4phYbUKs7Oo/ApgUA8i7QSc7rGiRmiQcl9fOYgVxN5F7qjbMqC1Ww2cWbMhgySe+YH0fwrISSZOQ9eabb0rel5WVoba2Fs2bNwcAVFRUIDU1FW3btiUhK46566ONwutmqY4mbElsMTPdcb2X/RgjuXugmZYs1hcHPwlZulCMtSivN/qNX4TX5dWuKK+WGJg5zvhNHKuYJSAE3QVtuK5/e7yRG/AIcZ8FQhbNa9qQxBUZvAbvLpjWEPcnxGQxn/iCXSlL0wybl5cn/Ddz5kwMHDgQe/fuxalTp3Dq1Cns3bsXF1xwAV588cVYtxfvvvsuunbtiuTkZFx00UXYuHFjyHPnzJmDESNGoEWLFmjRogVGjx4d9nzWqRElJbAy6ksOmJuMwOVhe3IDzI3JkluyWF8cIFlYGVsdYoDCahpllx0/HbRenWG4fICZdYvEiY98jO+gzYoBdIkSX3Rrk46XxvULHGdWyKKEPnoxQ7kruAvylizb2ZL4Qv01C+hWYz333HN455130KtXL+FYr1698Oabb+LZZ581tXFyvvrqK0ydOhXTp0/Hli1bMGDAAIwdOxalpeppVFeuXIk77rgDK1aswPr169GpUydcddVVOHHiREzbGa/0bJsuvK6u94Y5kx2inZvEQgOrBQEV2t5oLFleubsga1OmFNL46kORiCCKwSbPklrDcGZLqftWdNcSW19YzzSrzGZpNLtgoM+SHdaGfwOWBmYtWeLXNLFpwozkDdVCTFZAyBISX5xFzylr4023kFVUVASvV7lB9/l8KCmJbWG+N954A/fddx8mT56Mvn374v3330dqairmzp2rev4XX3yBhx9+GAMHDkTv3r3x4Ycfwu/3Y9myZTFtZ7witl5Vu9kVssx8YMVCFrtaS9n7KK4lT+HOqmDKw7IGLhbI9wrRxHPXyOYwlq2mUrfU6EaaW9ZPrG1qxMiFLKPjjV8HUhqEqyR7YOvErJDFrvdWzDAjDfmXG48BAE40xJfy7oI+P4cdxyuial88I34uWRtvurMLXnnllXjggQfw4Ycf4oILLgAAbN68GQ899FBM07i73W5s3rwZ06ZNE45ZrVaMHj0a69ev13SN2tpaeDwetGzZMuQ5LpcLLlfQt7+yshIA4PF4hALMTQX/+0bbcabOLbyuqnM3+f3ECnEGM5/PZ/g+OY5DvWgRra5zwWlNrClAy5hxyTar0fRZrUv6vXq3Gx4Pu/F/Pp/YKuBn4pmKdp4Jh1t2TY/X+LxaUV0vvbbX+LiNd3y+oPKC47io7rO2Xhq7VlPngtMRXSKkWI6ZaPB45IK411AbaxrmtSSbBR6PBzYEnvt6j7HrxTtiwdvrjc09xuuYMYpftBZwMPaMrjlUDiA4zuAPPvcPf7EFK6aOiL6hcYhYGeL3h+67eBozWtugW8iaO3cuJk6ciCFDhsDhCGyevF4vxo4diw8//FDv5TRTXl4On8+Hdu3aSY63a9cO+/bt03SNp59+Gh06dAgrDM6aNQszZsxQHF+yZAlSU1P1NTpG5ObmGvre6RobgIBm5FhxOXJyckxsVfxQVm4Fb6Tds3cvcs4YKyRc7wN8/uAjsmjJUrR0mtHCxifcmKnzAuKp4PCRPOTkHDb0O7sKgn0PAMtX/IKs+HhsYkJpWfB+jx8/jpycgqZtkIkYnWfCUVQLiMfamjVrkJ9m7FrFsmsdLyphdk7be9wCICAIVVfXRHWfp12AuN9+yPkZaSbpQWIxZqKhQnav27fvQHLRdt3X2X4i0P/lJUXIyTmBPacD78tOVTA55urqg3uFzZu3wJsfO+VivI0Zoxw/EVwLfF6foXHRq5kV+89YcWmLKuTk5CCQbDAwfk9X1TI51gDgTGVwvNXWRr7PeBgztbW1ms7TLWS1adMGOTk5OHDggCDc9O7dG7/73e/0XqpRefnll/Hll19i5cqVSE5ODnnetGnTMHXqVOF9ZWWlEMuVmZnZGE0NicfjQW5uLsaMGSMIuFrx+Tk8vj44MPOqLChI640HR3Yzu5lNzhdFm4DK0wCA3r37IHt4V0PXKayoAzauFt6fadEbtw3vCqc9cTJyaRkzZ+o8wKYVwvtzzz0X2df0Uj03EjsW7wdOHBXeX3zpcPRt37TPTSz5pmwzUHESANCxQ0dkZ5/fxC2KnmjmmUjsL64Ctgc9Dy69dDjO62BsfGw9VgFsDyYySm/WEtnZQ6NtYlySv/IIfjp2CACQkpqG7GzjNSqPnqwFtqwR3vcbOgJ92kdXmD6WYyYais7UY/qWVcL78/v3R/YFHXVf5/Dyw0DBYXTv2hnZ2X3R4shJ/HvfZqSkpSM7+1IzmxwXvLhzJeAJeL4MHDQI1/TLMv034nXMGGXpgh1AeTEAwGKzITt7rO5rfFG0CThzGhdeMAjZ52fB6/PjqY1LAQBJSUnIzr7c1DbHC+8eXoei2moAQEpKCrKzL1M9L57GDO/lFgnDxYh/97vfNapg1bp1a9hsNkXcV0lJCbKywk8Ar732Gl5++WUsXboU/fv3D3uu0+mE06k0Vzgcjib/o/IYacu8dfmKY68vPYRHRxvbTMc3wdgzq9Vq+O9W45HW3Zm97BDqPH5My+4TVeuagnBjxuaWaiktFuN9psg9YLHFzXMTE0RxjpYoxlo8Eos5z2aXLjk2m93wb7hkY63O42eq/8VYxanWLYjqPv0WqZJo+v/24vuHzREU4mmdBACbXeouaLMam4/cDZ5gqc7A/aUlB2plubxcXN1vLIjmGdVCvI0Zo1jEzxVn7BnlE1wkN4wz8SXSnLH9OzQl0thmS8T7jIcxo/X3dQtZd999d9jPQyWhiJakpCQMHjwYy5Ytw7hx4wBASGIxZcqUkN975ZVXMHPmTPz8888YMmRITNqWCEz/YXdTN6HRMKNeBQBUiGLYeL7cdCwhhaxwKNIcG+y1ilo3vttyXHLsozV5eOXW/kI2LpZhOYGAWZiV7Q1QZkit87CbXdDMemzyZA1bCyqiu2Ac4/ebM97qPcFixACQ2pD9rZbRjJbSxBc0r2lBKigY6zM+G2+SyFumfbNkFJ2px4ieraNpXlzDcsFr3ULW6dOnJe89Hg927dqFiooKXHHFFaY1TI2pU6cK8WBDhw7F7NmzUVNTg8mTJwMA7rrrLnTs2BGzZs0CAPzjH//A888/j3nz5qFr164oLg6YctPT05Genh7yd4jERryuRvPwVqrU3ZHXgWIBxcbXYJc9On+rIo32D9sLcU6LFDx1dW+jzYtrzKzJdjagyGQZRadVuaRCVi3DGVPFm7ZoNyTy7IJnE4brZPHFiO0BZVF6Qx2jqvqmD8CPBdIMvU3YkASCM6HPeAVIki0oZP3fsC54ZfF+eBkuh8JyyQDdQtb333+vOOb3+/HQQw+he/fupjQqFBMmTEBZWRmef/55FBcXY+DAgVi8eLGQDKOgoEDiVvGvf/0Lbrcbt956q+Q606dPxwsvvBDTthJNh1kLhFpxUxaLOJulRVp9sFz1+JebjjErZFGdLH2YWS6gRiZkycsHsISZliyPzJI1uEuL6C4Yxygtp8bgxxZvkc9IDmydXF4/3F6/xPLAAlSaQj9m9Blf8sQhErJ4gYvlcigslwwwHJMlxmq1YurUqRg1ahSeeuopMy4ZkilTpoR0D1y5cqXkfX5+fkzbkki0TneivNoFi0U6oOs9PuZcucza7FbUKoUsm5U9IUs+q5mtSTpVo3S7ZAWWF4dYoLSakrugJkx8JuWWLJaFU7Msp/JixLwlCwgI+0n2JGMXjlOkyiOa2bQgtWQZ6zO+FqdYaBdqsjEtZLFrOTVN/XL48GHVIsVEfJDVLJDM4907L5Acr3ax9zczY7IDgPd/UaYxZ1HGkheIZWyOiynSApTUc5FQxv8ZR15Q3ePjmNX2muUCDSg14qz2GWBeDGB9g7sgX0/MbrMKhYmr6tleQwltmKFwC1qyghsN3pLFauFrQGapZ2wHotuSJU5vDgQexqKiIvz000+YOHGiaQ0jzOV0TcAq0yZDmjmxqt6L1ukJWvwpBGa41ri8Ppw+SyxZZsVkiclMtqOSwc2HHL8JC+vZhJljTW7JAgKJCJqlsOW6BciF+eiuxW/WeK8GljXkCgWSYUtWQMhKEXl9pCbZUOfxodbD3jzHmSjUny2Y4TrOC1nimCzeddDNcEwWyzGAuoWsrVu3St5brVa0adMGr7/+esTMg0TTwHEcyqpdAICsTGmNMHlcAwv4RCur0ec1lHaSRSHLrOyCYlqlO88KIcvM4IX9xVVo3zwZmclspukFlBryaDTmx0/XKY7VuX1olsJe/5mZ7W3u2nwAQFqSHdUuryJGiy3MickKugsGhSz+Nf8ZS0gTETRZMxIKM9ZNdzh3Qe/Z4dbL2nDTLWStWLEiFu0gYki9xy88vC3SpL7jLLqKmKEVCSV8Mpn4Qp7m2ECfya/RMi0JeeU10TQrIZCWCzC+POwrrsTVs1ejW5s0LH9ilAkti0/MdE2taEhM8+FdQ/Cnr7ahyuVlNsOg1F0wumttzDsFIOgqfjZZsowuCPIU7gDgbHjNYsZZs2NkfjlQhrWHyvHnsb0kSR1YQhn/x8GiY7/AcVz4mCyGlSEUkyXiiiuuQEVFheJ4ZWVlzFO4E8b4/Nejwuu0JGmSC1+0K3YcYoarg9iSdfV5wWLXLApZZkxq8o2aODCcwS4TMCu74C/7ywAAR8pqFAIrS5iZwt3Fu3Al2ZDSMK8xW7fIJHdBNaUa25s36Xujjxa/+ZVYsuy8JYu9MWdmdkGfn8PEuRvxwaojyNlZFOXV4pdoXVNdXr9QjDhNtH46G4QsF8vPaZh3iY5uIWvlypVwu5XZwurr67F69WpTGkWYy8ycvcJruWbFy+CGzozaRbyWt1ubNLTNDMassekuGP0U55K5zIg1vg4rm5pLwDxfcrHwXqFSOoAVzMwuWCeyLqQ2CFmsZhiUdpPxPvvDhxsUx9i2ZJkz3gRLlj0oZPGCPYvugtJ5Lbo9QmFF0K2X5VpP0YoKYgVRWpJYyAqMM5aVIRSTBWDHjh3C6z179giFfQHA5/Nh8eLF6Nixo7mtI2IOi5YsvwnmBT6oPsNplwShsigvmBEc7vJJN7cen1jQZW+M8Ug1vsbvU1zUdNy7a/Hdw5cwl5AGMK9uESCtXZTSsClh1pJlwiaE4zhsaHAVFONheONr1nhTcxfkX7sYjJUxK0Zm3aFyLN9XKrw/W7wagMDYs0H7DfMKoiSbVaLMdTrYt2SxnEBKs5A1cOBAWCwWWCwWVbfAlJQUvPPOO6Y2jjCH6/q3x/92FKFv+0zFZyzGZJmxQNQ0xHakJ9slC4ONwVVC6VKpv9fklqwnr+olLK4eHwe/n4OVRSugSe6CJyrqhdcFp2rx95y9eGP8QOMXjFPMdBcUZ3wTLFlnRUyWsU6TC6C9szKwr7gKPj8Hn59j00pvWnbBs9ddMJpd750yyymrShBAJYGUzn7zqMRjAcFMgywK8zws12XTLGTl5eWB4zh069YNGzduRJs2bYTPkpKS0LZtW9hsbBW1ZQV+yI4fcg4AaXpt1i1ZRp9XPiYr3WkXtOQAo+6CZliyRFq2/z06HH07ZGLHC1eh/wtLAAAevx9OK3vzg1mxC/tLKiXvj59SZs5jAbPqFgHSjW8q6zFZJiiOzsjcUN//w2CMem0lgICyzcbi82lCohWO40R1ssSWLF6wZ3DMmSDUq8FiXU6eaOc2tRpZgNhiyp5CnEdiqW/CdsQCzc5PXbp0QdeuXeH3+zFkyBB06dJF+K99+/YkYMUxLk/QrQYAfv7TZcJnLMZk+SQPrEF3wYbFIM1px6XdWwWvx153qaTV1n8NXsvWNsOJfh2bAZDW+mDWn9wkX/IKWU02r5/N/jLBaAogoBziY4lSzgIhywzFkXyMdWieIrxmdQOniDc10HllVS5wXKAQvbg8gJDCncG+MyOuWY2XF+0z8WrxRbTKSn4+k1uy+JgsubcIS0iUlYztsTRZsn744Qdcc801cDgc+OGHH8Kee8MNN5jSMMI8eI0vr4Vr3ywFQ89tiY15p9i0ZInmomhTuGc47bioWyvcNawLPl1/FB4GN7/Kfa8Bd0GvdIwBkKTqZTXuQ/r4GL9HVje5csyKkTldG0y+lOq0IVWIyWJXU85j1LIgt2SJNeYsuo0D0ae7B4Dy6sBYa5nmFDa8QNDCwLq7oNE1lOUsqWpEe7e8IlKe4p7PLni2JKg5K90Fx40bh+LiYrRt2xbjxo0LeZ7FYoHPx96Ek+jwVgZxZiR7g9sbi5Ys8UNq9PYEd8HkwCMyfkingJDlZa+/lBm49F+D17KJNyE2qwU2qyVgdWBUiDArtba8f9gbZQHMipE5VFoNAOjUMgVO+1mQwt0Ef8EzddKswBaLBUk2K9w+P7PPpxlzG+/VkJks3S4xXYzYBG8QFhWS4YjWI4RXRCYphKzAOPP5OXh9ftgZrDMmFshZW/s0CVl+0cPiP8seHBZQC9rlY4t8DP49pZlqonMXTHcG3EN47RKLGl/5EDDSY7wg71QJ2q3z+5jsN8C8LFzyoGbGlHkCZsVk8UJWz7YZAIBUluNjYE72rco6pZXPYbPA7WNzXgPUYrL09x6f+TNdJmSlOM6OxBdG5yI17wUWM6aGwmhMliLxhei9y8umkGVWopV4hL2/FqGAXwTEG2DeksWiG5ffhJ1vtZD4IrCQ2m18f7G3GVHGLej8Psfh7o83AVAuELxLEqvucGZkReI4di19cuSWZaOWZl7I6tE2HQCQ6mQ8hbvoGTXqLlij4krJP6+sjj8z4k15hVuGTMji47MqapV1QxMdM5RHHtGYurhbSwCAm+EMedFaTUO5C8qFLBYxS1kZj2iyZL399tuaL/jYY48ZbgwRG4LxMmJLVuDBZTImy4QHVpzCHQia8FkUSqPV9p6u9Qh9zgunPEl2GwAvk8IpYE6AuNfPmRI7kgiYVRyWj8lqmxHQjLOf+CL4Oto4UzH8ho7VeA8z8qyIM82KaZ4aELJO17JVPFzxTBoccPyYslktePXWARjxygpmxxkQfSZLd4jsgjarBQ6bBR4fu8o4aR1AthZDTULWm2++qeliFouFhKw4RK2QIssxWWYEUQYX1sBCyluyWMz6ptCM6+yyOpG7jFyYSmroN1YXBzFG1wa1vmHvqQxgRkptQFQsvEEJEhSy2Ex8IdX0GnWBDj6n7/9hMAD2LVny5AtGnlH5WsDDxwGy5i6oLKpr7DpBy4xF8KJxef3gOA4WButNKmVTY+6CcksWEIjL8vi8zNbKOuuLEefl5cW6HUQMqZelcAeCQoOPQc2SGemOgzFZgUfEIbJksbZIRLvxFWvI5UHg/CaOVUuWGW4Oai4grGbmUmrJjV2nShYzycfH1DG24eUxI5kPL4A+ekUPXN0vC0Cw384GC2Dgvf7Oq3YFLFVyd0GhGDFjAqrC+mdwERVijGxWIXkDxwUUu3JrDQtEmzk1VEwWEAj1qHaxmWQFMGfPFq9EFZPFcRxzpj0WEdwFVWKymLRkmZCppkbmhy/WLrHWZ9G6cIm14PJNruCOxNhGhEeaXdDYuFDTTrKmHeeRPzqGrTKy7J9nkzBvOM5UVPuPh5/f+OQOrBFNsWueojP1AILugTx8uQoXY8+qWWUWhGx5dqtEcGB3LZC9NxiTJc8uCADNGsbeqRr24v8AWaIVxmxZhoSsjz76CP369UNycjKSk5PRr18/fPjhh2a3jTABjuNUi9yxHJMlntyMBonzm7g0wZLFbk0Z5cZXH+IxJBeykhiv8WHG46O26ThYWo0HP9vMnBLLjJTagNjSHNCQJzEuzEtj/wwmvlAVsgKbt8p69t0sA+/19932YxUAgIGdmkuO854hrCUjMKvMgjiRw9kgZEUbACivZyomKzMZAFBcWWekZXEPx7AlS5O7oJjnn38eb7zxBh599FEMGzYMALB+/Xr86U9/QkFBAf72t7+Z3kjCOD4/JwxasYaEaUtWlA8sx3GodvMbksBCKims6+WApOjaGF9Et/H1hfGZYz3mw4zFIdQmbfHuYlTWe4UsZixglpBVcKoWANAiNfAgBhM4sDefAdLHyri7YEABkpYUdBvPbBhbVWeNkKX/GmcaUt+3a9jo8gjugoxZshTZZg1ep15U1kNcM5E1oZQn2vIUsxbtBQDVUAR+7JVVuQy2Lr5hTbASo1vI+te//oU5c+bgjjvuEI7dcMMN6N+/Px599FESsuIMsQVBYsniEzkwuCmJVm6s8/iEhz6DT3xhFVmyGEt+Ea0lS+ye+dz1fSWfORjOygiY4+YQTgBlzdJsRkjW4bJq4XVWs8DmQ3AXZHQDZ0apgLPRXdAM1zc+li0tSV6MODDmmBOyTLD+AUGhPrWh35LtVtS4fcwmb4jGXZDjOMGS9dOOIrx7p/TzYJIVNuc3M7L0xiu63QU9Hg+GDBmiOD548GB4vWxqwxIZ8QZObI1xMFyM2CexLuh/ZGsasnBZLMGF1GKxiGqLsdVnygxc+vpMbA39w0WdJZ85BXdBNhdWSDa/xi4RbtPB2oZEWZNNf6edqQsKBPwGjvlU5CZsQmob5rV0VSGLzbU7Wsup388FLYBOm+Qzp53Nja9ZVoW6BuGUz/yZ7GCzv3iiEejFbvaDOjdXfM57IbG2HvD4pdpKptAtZP3f//0f/vWvfymOf/DBB/j9739vSqMI8+A3HRaL1BrDx2Sx6C4Y7YZErLkUm+75vlpzsDyq9sUbUbqSC0La79qlK1wd2E98ET3h3GdY6ze5TsfQ89kgLPRqlyEcS7KzqQDhkexBooxjSxW7Cybz7oJsWrKUc5u+zhMXcE5zhrBkeX1MxU7K+8hw8euG5zRFJmSxmwFU/l57v4nrS759+yDF506G3e4VBcMZk7J0uwsCgcQXS5YswcUXXwwA2LBhAwoKCnDXXXdh6tSpwnlvvPGGOa0kDCMOPhVvgIN1n9ga0ED0hTv5xUG8GRGz+mA5bhvSyUjT4pJo62TxlkOrii85vxE5G/zwzY7JivRZImJGTBavBEkVWRYEt1TG+otHLQOo3jISQoF1kbDAz3E1jKZwV2zgdI433opls1ok2XmBoIsqa2nJzUp8UeuRrqP8v8Vn6gBZEhEWiEZZySvDkx1WdGqZqvicbSEr/PtER7eQtWvXLlxwwQUAgMOHDwMAWrdujdatW2PXrl3CeSzVEUpk+FgYpywtqM3KckxWdJm4BEuWTHM5uk87LN1bgo4tUqJrYJyhlLH09RkfN2SzKp953qXGxaiLiBlFYvm+6dcxE/cO74bhPVtjyEtLAbBnmTEj3qPOo1SCBLNYsjefAeobET1LbL3Hh4ragLWqTYZTOM5+YhrZe53fF1v/5HsaecY8tSKyiUi0ng08QXfBwDraqWUqDpZWo5TZ5A3GBXp+n+awqo+hJDu7ykqzxlu8olvIWrFiRSzaQcQIwZIl08KxGpMVqN0WfG/EUKfmVgMAfdtnYOneEknxXRaIVpPEC7VqQharweE80jpZxq7BazEzkx0YN6gjAKBDs2QUnqlnLvGFGYkIgpbm4PIVdEtlc5xF22/VojlLnK0ySUhMw9Y6wKN4fHQ+pDUupfWPR5ytl6X+MysDKG8F5N0F+XF3NijcAH1KN378yPdpPCwrQ6Kt0xnvsKF6IUISqsAdqzFZZpieg6mOpQsrqwVPo11U+e5QcxcULFkMLg6A3JJlDL6YqWr2T9aeT/n7aNwFxZassyiLJaA/TkZYB+xSt3GWN29A9MIpL9DLvRoAwG6zgtcrsdR/0Xo28NTJSgY4BWvM2aEI0dNtwbAOdfO0kPiCsb0HYF7x63hFtyWrvr4e77zzDlasWIHS0lL4ZZaQLVu2mNY4InrcgoZE+vDaGU3h7lNsPoxkF1TGfADsmuyjre8R1l2QdUuWCVmR+GdUHPNhb1CCyDM/JjrRjjVAmRoaYFcBwhNtbBHfL3JlG8uxHkD0Sjd+3kpWKRALBMZdvcfP1ppgUowMHwOYwqdwZzy7YDSuqYIlK4TLqbOh71h8TikmS8Y999yDJUuW4NZbb8XQoUMp9irOCfXw2hgtRmxOYL26JYvVmk/RWhc0xWQxuDgA8kyW0cVk8X0FsPx8St9H83yKLVn8s+n1c/D7OVhVxmIiE611IZSmPBjLxv7zCRjotxDCKU+SLSBksdR/ZmV3kz+nrFuyollH+T1FuHEGsLmOsiZUydEtZP3vf/9DTk4OLr300li0hzCZUBpMO7MxWeHfa6FGxR0JYDeDmXIjog/eemgLk12QWUuW+HWUlqwkiSWLfz7ZWoGiHWuAsv4OIBUe3D4/kq3qmUETlWjnNbUxBpx9JRb0Pk6eEP3Gk2S3AfAy1X/yPjJqTa8LKWSx01diohHovREsWUG3XvbWUbV+MpI9NV7RHZPVsWNHZGRkRD6RiAu8IawMdmY15Sa4I4Xww2dV6xt14ouz2pIlem3wGkFLligmi9XnM8rC10CwGDFf4wmQbk5YdBmM1kIvZC+TbeKSGBeyou03cQkUNVh0tzRDEQKIEl80uLrxLm9nTeILPTFZIcI6eFgcZzxqSxxL1i3dQtbrr7+Op59+GkePHo1FewiT4WOu7HJ3Qd69hjHXNzPckYK+5LKYLEYzcSknOWMxWWouWqxbsqR1sgy6C3qViS9YtTSbITNWNAhZzVOVWfIA9tx5geiL6oZKgMRqnCmPYj3Q2W+hPEF4WFS8mZGcBhBbsgLKSl5QqGfQGgNEl8CBn7PsZ2EKd7UkPizN4LrdBYcMGYL6+np069YNqampcDgcks9PnTplWuOI6BHM0GepJcvI7fEbEnnxSQejftFRZxcU3AWVnzFvyQrxWg8uYbypxGQxJjCYsYE7XcsLWUnCMavVArvVAq+fY1LbKxfgzXJ7O9sShuh9SMVZGdVg0RJoVnZBXpgS3AVZt2TJ3+uY3DQL8wyNMx61bgr0HRvugrqFrDvuuAMnTpzA3//+d7Rr144Zv0lW8fh5S5a6kMWappyT3Y6RBcIbyrWG0Q1JtAU7w7kLsm7JkrgLGpSHquv5WjxKIYv9mCwD7oK1bgBSSxYQeF69fh9zzycQfRHnUG5vTgYtMWKindvcIdYCHt69i6XNb7SZLHnkbtDMJ76IqhixRndBBp9TtbmMpVVPt5C1bt06rF+/HgMGDIhFewiTCRVQaWe0Do8ihbuB2/M0CJ52mdDAB9eztolTLg76Oo0fQ+HqZNUztAmRwqm80keVK2CZyRDFGDEbk2XCBq7Oo8wuCASUIHUeH5MbkWhryYRKfJFkYzc1NKAU4vXObZFSa7OY9U3pmmoMXpjiy3icbSnc9RAp9i/FEdiq83XbWELdktX47YgVumOyevfujbq6uli0hYgBQkyWTGAQihEz5o5kRmE7T4g4NlZN9sq4Bb3fV7eWAkFLlusssGQZXRmqGixZGclBnRfvm8+aJUuRuczA7am5VwJsZ8qL1s0yYgp3BvsMAOSOGkb7LXR2QfYsDMpSk0ZjTaXPKfOWLPl7Hd1WWuUCENpdsHVGwDX6VI2LwTVBzZLFzj3qFrJefvllPPHEE1i5ciVOnjyJyspKyX9EfCFYZWQPLx+jxZpVRqkpN+IuyPtHyzYkzNbJijImS4MliyVNrxhJ4guD1wgKWUpLFusLqpHnUy0bIxB8Xlmb0wC1hD7muAs6RB4NrBW+BqJXunlCrAU8SXb2LIHy9cDosHB5Q7kLstNXYqLJbPzqz/sBAEv2lKh+zmdS9XNAbUNiLlZgPbugbnfBq6++GgBw5ZVXSo7zee19Pja1FIkKv0mTazBbpTsBBDUorGCCt2BISxarmvJoLVnhihEzb8kSvza4MFTVB9wF051iSxabQla0zyfHcQo3JB5WYyaB6ONkasO4WPIwWV9M/l6vJStSnSwGM85Gm5GRh5/zeUUb7y7IqpBlRo3OUDjtVlgsgWvWuX0ShVyiw5LVSg3dQtaKFStCfrZz586oGkOYT6jUoK3SA+bnioYgclYwI+bDGyImi0XXECD6mCy+z9WKEbMekyWtk2WeuyCrMVnRZnvz+jlhE+i0hXIXZKvPgOgtMrwgz6fT5hELDy6vX9gIs0K0iVaoTlYUiS94S5ZDasliNgmS3CPEwDWevbaP6nGLxYJUhw01bp8Qk8oKrMdk6RayRo4cKXlfVVWF+fPn48MPP8TmzZsxZcoU0xpHRA/v+iaPl+G15tUuL1PVtZUxH/qf1lDBzg4GtZZA9BMa3x1qdbKapQQ0bmfqPKhz+xS1xxId8YbEuCUrIGSJi+vyzytr2T+j1ZKLN7NyS5YgZDH2fALKsaV3XtuYFyitkiy3/jFexDla60LExBdMClmy9wau4fX5BQVR0F0wMPeXVrkM1xSMZ5Txf9rvsWVaEk7VuHHZ79qEPCclyY4at08o8swKqkIWQ9Yt3TFZPKtWrcLEiRPRvn17vPbaa7jiiivw66+/mtk2wgT4ic4hs2SlNQhZfo6tbD/yuIJo3AUVKdyZdReMTnMZzpKV1SwZSTYrfH4OpxmzmgLRp3D3+7lgtjxJCveGxDSMWbKiHWtiVyN5kLiDdxdk7PkEou833pNB7JIKBDTkrM5rQPTFrzXXyWJIQDXD7U3cH3zf8UoRt9eP15ccMNy+REFPt1W7Aoo2uTuvmJSkQP+xJmSpJr5gaNnTZckqLi7Gxx9/jI8++giVlZUYP348XC4XFi5ciL59+8aqjUQU8Jo4m8ySJQ4ad3v9zFgYFA+sEXfBENY/VmM+orUu8Bkq1SxZQEB77vb5mXQT4UK81opYaBC7arEakxVt/B8fj5VksyrGm5NRSzMQ/TN6pi6g4BjUuYXisyR74PlkU8iKzhWaV7hFKhLLUpxRNAkceMQFh/m+E89v/1xxCI9f0c1gC+MTo4oQj+jZkytBxKQ2pHFnbR1Vzy7IDpotWddffz169eqFHTt2YPbs2SgsLMQ777wTy7YRJiAU1pVtSOxWC3jDg4uhZCVmBO16QyQLCdbJYisTV7Q++HxtMnkMGw8vwLPmSw7I3QX1jwnxgpksUnzwmRpZs2RFO9ZCZRYERIVhGRSyou23TfmnAQTdd8WwGmsKKDdreh8nt+AuGCq7IHtWQEUXGZiCeKHTbrUICaTUnlmWUD6T2jquVlT7Sh4zKSa5YR1lzZLF95t4+8CSO6lmS9aiRYvw2GOP4aGHHkLPnj1j2SbCRP654hCAQEyMGIvFAofNCreXLQ2mGYkvQiULEbuMePx+OBnJxBWte4g/THZBQFyEkq3FAYhe41bfYJlx2CySbJasWrKUhmZ99ycPphfDavZPQC2Fu/bv8kkvAHW3N16AYLHfok188dOOIgDBVO1yWBSy5GuokbhmIQOoaLyxLmQZ3XvUNKRkT7JZQ7qlAkElHGvrKN9PNqsF/oa9F0urnuZRv2bNGlRVVWHw4MG46KKL8M9//hPl5eWxbBthIs1TkxTHnAzWfTIjM5InhLugQxIkzk6fResewluy1OpkAUBKg5BV52ZnI8IjqZNlYEjUNWglk2WbON69l/li4bpjsqRpocWwWscOiO4ZFWu+B3ZqrvicRZc3nmgUSKWV9cLrUHmhgslW2Nn4mhGTFVSGBJ9T1jJXypF3k9Zuq2mIx0pzhu8fVlPg83OZOPkaQ4Ys7ULWxRdfjDlz5qCoqAgPPPAAvvzyS3To0AF+vx+5ubmoqqqKZTsF3n33XXTt2hXJycm46KKLsHHjxpDn7t69G7fccgu6du0Ki8WC2bNnN0ob44mWaQHh6qZBHRWfsamFk7434i4YLEAZOhMXS32mWBwMW7LUP2fakiVOfGFgrPFJZ5yyDYhgyWJptYEZMVmhExEELVlsjzNAn9sb72KZmmRTzZLHduIL44mQKkTeH2JroJizIoW7gWuoufWGcidnBaPCaTDpRXjHMlZT4PNzmSRxFkPLnm77bVpaGu6++26sWbMGO3fuxBNPPIGXX34Zbdu2xQ033BCLNgp89dVXmDp1KqZPn44tW7ZgwIABGDt2LEpLS1XPr62tRbdu3fDyyy8jKysrpm2LV/gkDmkqAZUsutfI3auMeFvVuPjCndI+s1otwkLBUnB9tDV4+D4PlfhCsGQxtjgA0Rcj5t0F+cxRPDYrmynco63JFjYmy8ZmHBsQXb+puW6J4V3hWJrTeKJxs6wTWQAtCBGTxeAaGq3SDVAfcxaLBWPPawcgqPxlCaOuqZV8CQ+VeEkxrFqyhOzEov0DpXBvoFevXnjllVdw/PhxzJ8/36w2heSNN97Afffdh8mTJ6Nv3754//33kZqairlz56qef+GFF+LVV1/F7bffDqfTGfP2xRscxwmuImpZa1gMeI7WHcnt9aO82gVAvc9YFEwVfWQw8YVaCneA7cQX4r4ysizUh3AXtDNajDjq59MXWmCwM+0uKH2vp9/4TVkody0WPRp4lMKo9o4Tz1fjL+ykeg6La2i0cZOAyF1QNq89dmUgnp9Fq5ZR4ZSPl2+WEt6Sxde4Y82SxfeTxJDF0BSuuxixGjabDePGjcO4cePMuJwqbrcbmzdvxrRp04RjVqsVo0ePxvr16037HZfLBZfLJbyvrKwEAHg8Hng86i4DjQX/+1rb4fL4hE1aktWv+B6v+a1zuZv83szC4/FK3vv9yvsOx5GyGuF1ptOi+G6S3YI6D1Bb74bHE17zFA9oGTNer6zPOH195mnQWlrAqX4vqWGc1dSzM854xBsQv1/9/sNRXR9Ire20WyXftTRc1+PxNXqf6Z1n9OCVbUa9Pn33V9PgtuWwKZ9NPoTS5fEyN87kFk2PV/t6VF0XWM+SbFbV7/A5RGqjWAdiOWaiwSuLlfL5tM9tfL+d1yEDqXb1e7NZAs9pvbvxn9NY4Zbdh54+46lpmNeS7NLn1NIwjj2ia7LSb/KMwx6N89Cp6kDsX4bTHvZ8PkN0navp96Jmwo83sZLW7fHA41EK4vE0ZrS2wRQhqzEoLy+Hz+dDu3btJMfbtWuHffv2mfY7s2bNwowZMxTHlyxZgtTUVNN+Jxpyc3M1nVftAfg/8S/LciFXHtXX2ABYsGb9Bpzcy4bqoKAaEA/rktIS5OTkaP7+iZrg939ZtkTxud8b6LPlK3/BvrSomtqohBszO4ssAGywgoMfFpw8dVpXn+XlWwFYcfjQQeS4lEUmT5YGPt+6Yzdantylv/FxjM8XGA8AUF1dravfAGDbyUDf11WdkXw3vyDQZ4eO5CEn57B5DdaB1nlGD0caxgrP7t27kXNK+5j4rSzQX1UVpxR9XXgscO29+w4gp9a8NSEeOHMmOM4AYMWKlWidrO27+88E+sxdV6M6PisrAv22afNWcAXRrQOxGDPRsLcwcO88BceOISfnqKbv8s9mfVVlyOd6b8N4LCzWt87EM+I1EADy8/ORk3NE1zX4vquplM5rpXWBa9e73MJYibcxYxS3W/qMrl6zGnka9gibjgf6qrK8OOwY4ue3PQcOqa6ziUpRLQDY4fG4wfff0qVLkR5Ghx0PY6a2tlbTeQkjZDUW06ZNw9SpU4X3lZWV6NSpE6666ipkZmY2YcsCknNubi7GjBkDhyOyFeXY6VrgtzVIdlhx3bXZis8/OvYrTtRWYuCgwbiyT9tYNLnR2X78DLBzg/C+TZu2yM6+QPP3tx2rAHZsxDktUpCdPULx+ct7VqHqTD0uuuRSnN+xmRlNjilaxkz5rwX4Nn8fbDYr/D4OLVq0QHb2UM2/se6/u4GSE+jdqxeyRykLTP76wx5sKjuOrj1+h+zLuxu+l3jkT78uEfxE0tLSkJ09XNf3XVsLgQO70L5da2RnDxaOH1x2CEtOHEGnzl2Qnd3HzCZHRO88o4fNP+0DigqE93369kX2sC6av1+z+ThwaA86ZrVDdvYgyWdbc/ZhdUkBunbrjuyr2Coz8t6RdUBttfB+5MhR6NJKm9IvZX8ZsGcrWrdshuzsixWff39yCw6cKUeffv2RPViZIEkLsRwz0XB8dR5w9KDw/pxzOiE7+zxN3+WfzQ6yZ1MMt7MYXxzagWYtWyE7+0JT2tzU7C6sBHb8Krzv3EX/HOTZXgQc2Imstq2QnT1EOH7sdC1mblsDWG0YM+aKuBwzRnlu63LAF/QKufTS4TivQ+Q94/ZF+4FjR3Fez3ORfU2vkOftW3oQK4ry0LFT468JsWR/cRWwfT1Skp2oqQ5YQK+88kq0SleG+MTTPMN7uUUiYYSs1q1bw2azoaSkRHK8pKTE1KQWTqdTNX7L4XA0+R+VR2tb3P6AViAtya56frI98Of3W6xxc2/RYrVJfcAtFouue/Nywer0at/jY0G4BOuzcGPGYgncUyAFOyecrxWuQfvksKv3WZozcMzt03fdRECi99c51gDA03CBFNkzmuRoeDbRdH0WiznPIovbs1rVx0wovFzg+8lJyu85GxLV+Dj2xhlkiRdsdvU5XQ1fQ5+lONS/w2e29EH/+JUTT+skAFhktQ71rAeuBg/NNGfoe0ppmNs8Pi6u7jsa7HbpttBiYK3jwyLlYy7FGUh4Ie6veBszRpHHEdk1PqNz1wUsqzZb+H7m11GPn635zWoLjDfx2mCzhx8T8TBmtP5+wlSHS0pKwuDBg7Fs2TLhmN/vx7JlyzBs2LAmbFn8wmfJU8ssCLAZ8Bxt+lk+K1KySrFTIJj4gqUMP/LsPvqzC0LyfTlnTQp3A9G6fAr3FFlSgtSGZCHiGkcsoEzgYDS7oDKJg6NhQ81ashAgugKxfAZLtQLOQDC7IEvrAI8yiYN2+KQ0fOIeNVhMfBFt3UQgdNFwu+gZNTJfxjPRZmXkU7mHgp/zvtx0TN+F4xx+fFktweQXLGUXTBhLFgBMnToVEydOxJAhQzB06FDMnj0bNTU1mDx5MgDgrrvuQseOHTFr1iwAgWQZe/bsEV6fOHEC27ZtQ3p6Onr06NFk99FY1Aj1F9QXCT7xBUuLq3yt07vfCpUVicfBcAYzvpiw7jpZWrMLMiYwmFFPhhc85UI9n9myJsLCm2joEQ7UCJeOnC8ezmYqcuNZGcOlvQfERZzZ67doitPzCo5wRXSdZ0G2WUMp3EMoQ/g9B8CeMsSIcCpOlvHoFeFdnMtrggnZalzekMrzREPILthQKIEDjC2mcUpC/ZUmTJiAsrIyPP/88yguLsbAgQOxePFiIRlGQUEBrCL3gMLCQgwaFPTbf+211/Daa69h5MiRWLlyZWM3v9GpdQc2aGqpyIGzRAunc4U4UBwoqh26pkzDhoShRZXvM6ugRdJHpDpZyYzWyTJjMxIUsqSbkfTkwDNbVc+WkBWttjeoBAldjJhNYUFxRPN3IymOWPRo4FE+o/pTuIdSUgJs9l20dROB0MoQu6gYtpcxRaWR9aBeVDi9WYQ6WaWVQSGruLIe3duk62pfvML3U8CSZQE4luxYCSZkAcCUKVMwZcoU1c/kglPXrl2ZM0nr4dipOgBAakghiz03kWg15a/nBrL2/JZ/WvVzofgkQxs5XpkmCEk6+5AXskLVPklh1F1QWYHHiLtgg0uSXMhqeGYjuZAkGkYLdvK4BTckFXdBvhgxY5s3QM1dUPt3XRHcBZ0MCgo8CvdUHd8N9WyKYVHIMqcYsboyRLxGeFkrtA79wqnYHTzcOAOAWy44B99vPQEgaClkAX5us1iCJb9Z2rYnTEwWoQ+X14eZOXsBAMkhrDKCuyBDAoMZ1gUgdJ8IliwG+4x399PTZYfLqvHTziIAoS1ZKUmBPmPPkhVdYV0gGJMlFxoyktkUsuT7Kj19xnGcJksWS/MZTzQb34juggx6NPBE49nAe4KEi8liccxFU8CZxxVCGeIQWbJYc7kXlJWCrjLy/dW6goJ8qPWTZ3jP1sJrlsZbUMiimCwigaioDRZKq6xXL5rmZNj1jcfsh5UXTFlMfMFP8no2cFe+/ovwOlRMVrKdTUuWMomD/mvUhYjJ4v3tqxlzFzRqkXF7/ch+ezUOlQbSmKvHZDUE1TO2eQOim9c8gqU5fEwWS9YYnmjEhboQSWnE8AIqS+uBfB4zYnByedTdBW1WC6yWwHPPWkwWBCHLAr9Gl7ddhWcAaFdAdmuThiNlNUw9q3w/WS3BqCyyZBFxj3hRDjWXsez6xmP2w8pi3AevcbNGqUWyhZhNkpMYjckyQYCP5C5YxZolS+G+pa0Pd56oEAQsILi5FeNoGMCsuSEByo2unlv0NsxVdpu6EoTFjKk80Vib69zhE0cBbAqoRp9RMeEszkFlCDt9BhhTVpZVuSKfJILF8caJLFkwGBcez5CQxShibW4oC4ODwQfW7ze+qIoFp5k39VM9h3d/YMknWuEuaHCGs4bKLuhgNbug/L2RmKzAOJInvsjga4t5/Uw9n0Y3vfKkDaop3AWlEUtLdIBoYtl4i4EjhBaExbginmhSuPNKoXDugk6RqyUr8d9muEGvPlgOIFSphYYsoIxZsoIWGfkRdapdXkz/YTcAYHSftpp+wylYTtlZS4OJL8QxWeyMDRKyGEUsMITwEmHS1SGaejLiINTbBndSPYePb6tnaJKTJ74wOr+FqpMVTHzBzjhTw0i3hUrhnuYMbk5YSuNu1tIZLoU7axpyIDoLPb8WhEpMw2KcKY843gPQG5OlPfEFx5D7WzTJQgBgT2ElTlQEkm6pJVth1a036BGibR1de6hceJ2RrK2wLYsKEX68WSB+TpusOaZDQhajiCf8K3u3Uz2HxcU1mgWCD3S2Wy2q7khAUKtZz5BVxi9fHAxeJ1IxYtbcBaOpXcQTyl3QbrMKx1hKfuFTWJq1dZp8jmqemqQ4x8Ho5g2ILmsq3x/2s9GS1fCvkaQ+dTqKEQPsrKOKLHk6h966w0HhQT1BDZvKEH5q0zrWfss/JbzWOnZYTFIjSXwB9T1EIkOJLxhF/NDeNayL6jlMugtG4R/Cay7D+eDzAkM9Q33Gd5FdsGQZjclSnyBZTRFtRuxCvZBeWznm0pPtqPP4mKqVZVQwlWciG9WrjeIcFjO98ci7SY/QxceoOUI9nwz3m1SBxOlaD+q0pHAXCa5urx8qsn/CoVxC9c1rp2vdwms1ZSWfgIUVyx8gXTO1WmPmrM4TXmtVDCUxGD8pcRcM03drDpZj9tL9yPRYkd14zYsasmQxCv/QdmiWHFKD6WRQKxJN7AKfTjU1KbTuIZnB+CLBzSFKd8FQxU55Ny5WNL08Zliy+HGUrNJ3LNbKMlroVC6gy2PYAJG7IIOJL6KJk+EFVFuIxBf8RvjYqVpjjYtjhA1cwxKoZz3QYsmy26xCDA4rSqRoM7iLp3m1ccrieiC+T5tGZWW3NmnCa6194WSwtiknsWQ1HFMZdIVn6vDb0QoUJdg0RUIWo/AbjVACFnCWuAvqsmQ1ZJNyhrNkBfos/2SN7rbFK/zGl7dkGXVNkscV8SQxmJERADh5zScD1+Dj1NQ2ckEhS70EQyJitE6WeOxkhCquzo8zLzsacp5o3KB5tyxHiOBcftN7sLSaqYB6QH+cjBgtliyAvdjmaOKatSC49bJkyRK91up23zrNGfxOhBpZPCy69gYThlhgCfOc8koPZ4JJLQnWXEIrHsEPP/TDy2I6UEXMh47vanEXPFoeUKPw2ZNYQMguqFPIkmvqQtXh4RdVP6f8+yQyZliy+E2tmoAqpHFn0F1Qb7kAsbX9tiHqSWnsQtYyduYznmg2vkKdrBBrQd/2mcLr4jP1BloXvyjiZPQIWe7Ing0Ae6VQojRkRRTUheeUkf4C5O6C2saauH7po1f00PQ7rAn0gHQuC1qylPD7szDbs7iEhCxG4TezobSXAJv1UZQbX/3ZpMItqrWi5A3ydPGJil8mZBmNk3GE2MSJN3csLazKja7+8RDWXTA5MA5rXOxYF4JW02BWNi2IFUFPjv2d6jmsZi0DoitNEayTpb4WdGuTjsyGsXa6lh2rKSB2F+StC9oTrfCWlsiWLLZcuKJVHomzyF7YtaXicxafU/HjadPomsorzz6aOAT9z2mu6XdYtGQJ2Y1F/oJq+za+bl1SgkktCdZcQiueCAUoATYfWEW1eh3zeI2G4pPTruktvGYljbvCpUbDd46UVWPbsQrh/b3Dz8UFnVuoniuuz8OqiwhgMLugN7S7YAaL7oJygV7j9/j5bETP1iGVIKy6pQJq/aQj8YWPV7iFXgtaZwRcl1yMZgANWum1fU9cziNcTBYAJDWsscyso1G4pgJBS9YdQzujU8tUxee8Mo6lOlligUqoFxnm9o6erBHS3HdtnRb6RBlBqyk7z2kwJjy8JauqITY5OcHS9SVYcwmtRErbC7Aak2XcXbBOg7tgVmay8LrW7YvoSpII8IIPPx4iuSJxHIcrXv9FcuyZa/sIbhJyxEKWx+sHnKqnJRzRjDUg8NzxFmc1S1Zag5CVfzLBIn3DwN+v3kyW/ByllhKaJxhQz87mjYfvJosl8FrP/tTrj7wW8OOPpaypgPGYLL60gs1qCWmh52EtrXY03iAA4GqwZPXOylD9PFhqgY3+AqTjSouy8tb31wuvM3RIDSxm6hXmNoSPyapusPwl2xJrfidLFqMIiS/CaC9Z8yUHVDYfOhaIoCUr9KRntVqEiS6RMgweLqvBkt3Fqp/xG98kmzYhS15UOMluDSlgAYGNCj8MWYqXUaQ61rkZEdcNUyvauePEGQDAvA0F+hsXpwgxWTpdU/kxF6p+HSDSkDM0n/EIFhkDsUVCCvcwwgI//lizZAWD6uVHwiO4jjtsYec2gD2PkCiqoAAICqihFCL8noQld0GJkGVVHpNTVuUSXmdqLEQMBEt9sFRzkrcCWi3B9Pdqo453r0yhmCwiHhASX4QTshhbHIDorAvrD58EEN6SBQSFkURyfbv67bW4/7PNkgKIPMFMlA0uNRGGgzyleDjrAo9dcOVKnD6LRLSWLH4zYrGo9+GVvdsabVrcIs9kqTVGhh9z6SEyCwJsash55G5vegT64Fpw9lmylP2m7XtCrKSGKPuUBqVcIindwhFNrUkg6EavVmYBCD6nrLsLap3bQvWTGq3SAoXYyqvcEc5MHIT9hiVYiljVksW7C5KQRcQDQe2lFndBhiY7g4vqhiMnhYyBkVwAHQnsZrmnqFJxjL+NcJswMTUKISvyrBdMr514fRaKaMoFAEG3mmS7urY8+/z2APS5k8Q7/IKq15IVFLJCa315Qb6Gkc2uGHksmy53wYYHPFSxcIBhS5Y4qB7a5QWt6dsBIK1BEOM9IRIdeR/pTeFeG6G+mFDPLgHXz1BIEl8YsDZrpXlqYP6rYipOV2zJCv2cVjVkY0y05ZCELEbRksKdF8Dyymt0uzrFK/y8bdOpKV+4rVB4HcmSlWgpaMXJ6dS0Zj4/74qlLYV7rWwTq82SxV6hWGXGN33PEG/JClVfjM/4Vu3yMpPJ0qewZGmD98dPD7PCioXRQ6VVxhoYp3Byd0E9iS/4TLNh1gJ2LVmBf4MuXNr6TUt8Lg+vlJPPi4lKNIWvgaASLpTVmVfmJZInSCSkKdwbjok+L6yow+8//BWLdxVF9Tv8+s2K1RSQ1cnij6kMjSqKySLiCa8GF5GOzVOE1wdKqmPepsbAaOzC/I3BuJdIC6sjwVzfKkWeBWqbDCEw3qotJqvOI7NkhRASxDiEmmyJ0WdaiDZ2IZK2nHdV4jh2YtmMJiLgLVmhChHLP1u+r9RgC+MTeSpyPYPNoyEJEruWLLlwqo06T3iXNzH8pnrRLvWY10RDOa/pm9n4khNpIZ5VB+uWLBWX3gW/HcfaQyfx4OdbsO6w8Rqb/Fohj4tOZPh+skAsoKrEZLkoJouII7QEO7fJCKZ5YyWQUu4uaERZFtFdMMEWiVrRn1atsK1QU01UNDjs9WRaNLXMeHL49NFMWbKijV3g3QVDbOSSxFkZE0SgjwQ/1vRamqs0WLLELpfntFCmjk5kFLFFOr7Lz1PhUrjzzzBLNRMBFXdBjR1Xq6GcB0/unhIAwKoDZfobGIdE6wYddO0N5S7IXkyW+IFUc009VBZUYt85Z4Pw+s9je+n6mWRByGJjvwYon9FQCO6CJGQR8YCWFO4A0L1NoEYDKw9tsLBd4F8t7iE+2WQfocuCVpkEEbLqvMHJ66hKOnCfzJ0oXJ9tyj+Fhz7fIjkWLuMbTyLHsYXCrMQXzggB4gA7sWz8o2bXaZHha4WFS3wBACN/1wYAO65bPH7ZRkRPnIyWFO6sWrIU2Sw1fq9eR0wWa8gVH3rnNV5ADWnJYjG7oKiXLCr+gmJlt9i9/pHLe+j6nRQGswsK2y+L8D+FYO/x+YNKyQR7JEnIYhTBkhVGewkEkxawosEUspdFkpREyAXMSL7iiVaxvk50e/knaxSfyy1Z4fZvt72/XpFdUIuQFYxjS4w+04JS46v93jbln8I/Fu8DAKSEcLe0WS2C5YIV4ZQzuOnlLVmRkoDwloc6RpIQANJxZdeZMATQVphe0JAzsg7wBOM9Gt5r7LhtxwLlEyIVIgaAF288z0jT4pZoLFkur0+Y40MJWcwnvuDj/0Szm1iwymhI2b7gwWG6fyclqaF8TIIJWY/O34rx/16vUGgD8sQXgWPyMVdRG0z0kWhCVoLl6SC0oiXxBRAMumfPkqV9MyK/99bp4avlJiVYPZ460X6z+Ey94vOgplu/lhyQurWFIhjHlhh9pgVFgLiO797+wa/BQsRhtOUOmwU+P5cwVtNIKBJfaBxrQkxWBCGL3xSzZMlSjffQ8X1eGeQIE5/LbwKZs2T5pTGAWvj1yEkhRleLJWtI15YAIq8biYLymdQ+2mpEWZZSQ/Qdi+6C4j5T23uIvRLKqwM1srq01O/SnIiJLzw+P37cHkgstr+4Cn07ZEo+V018IRtz+4sDiYw6Nk+GzZpY+QPIksUoWt0FmbNk+WWbOA0LhFh7++gVPSLWJ0q0mk9iIavgVK1C0FEWI9Z3fZc38oTvSDDrnxai0fiKNXrhhSy2atnxIXl6SywI2QXDpHAHgpYsloQstcxl+twFI6dwT2YwoB4QezZoH29fbzomvNYSkxWsN8nGmJP3kZ71gM8smOywhtx7OBizzgPSPlLLkKemiAwXXxoK/jl1ef0Jk3FWLQ5cjJD4Iowl6/jpQJhDj7bpprcv1pCQxShCQcAISQnYs2TJAsR1WLIyku144qpeEQVTR4JZsmp9wc2Vy+uXmN6B4IbfqCVLrL0MBd9nrFhkALWYLGOLXjhtOa8sUHOzSETkxYi13hafWSrSxiSFwcBwcR/pjWUDggq0cFlAkxi0NAMAr9OxacycCogyOCLo2hWOpARTukVCEZOlYz3g15bMMP2WaO72WuD7zCJKkSe+OzVDqpaEUXLErvmJspaeqQvuN+pVFBHixBdBW5YULcXo4xUSshilJkKGHx7mLFn8Ayv4RUdGSECgcdJLNNe3OpkiSe5qII/J0israJnsWVxYFUKWwVsLt/m1JWhNmXWHyrG78IziuDIRQeT7cnl9giUv0iKbwljNIkA6zvT0GwAUnKwVNMnh3HpZVIIAQc8Ghw6lm020I26bGdkFULBkMdJ38gSwemaefcWBYvcdW6SEPCdYMzFx5rQztR6MeGU5/vTVNtXPpYICfyx4f3IBPMlulQjzWnEmoJBVKRKyalxKq5ZfxVIvf055RS4JWUTcwA/K1AiDMpmxrFLKOllaNnF8Km1tj0Oiub7JhawaWVKAYLp/7dpeMVpc2ZKEjIxsjDMg+jpZPOHcBRPRknX0ZA3u/HADrn17jeIzn9ydV8NtiS2lkRZZNt0Fg6/5eU1rJYTLXl0hvA5XNJzF7J+AsZIB4s1vs5TIlix+3vT5uYR6TkOhiMjScUvzGmLZ2maEFk6ThPUzccbaf7efwLFTdfh+6wlsOHJS8TnfR9JaT0Hkz5XRrJViRUmiuJCLLVmfrMtXfK4qoIp6r8blxeGGFPiRjAbxCAlZjMJrDNIi+JSzZslSZC/TsEDk7AhUYT9+uk7Tb/AbxETRJNXKhCz5BpTfsDls4V243sw9oHpcy2TPYsxHFPHhEsItuPzmMFG0vrtOnMHIV1cK7xXJQWSJabTAx2OlJtnCxhXx5wDAtmOnNV8/3hErPfQkvhBvboDwWUATrcC6Voy4j4vRojkX9ysLQmo0pSn4+++VlRnyHL7ofSIlvrCLksY8On+r4nNeKJBasoKfyxWyRoUsi8USVFgmyJ6trMolvF66t1QxL/HJkALZBZXPafbbq/FDQ+KMtAg1TOMRErIYpSZCrQoeJ3MxWYF/7To2I7z2TSu81jcRNHE+P4d9Z6SPea1BS9Zbyw6qHtcibPJZ31gZZ4A09SxgPCYrnAWVd63xJUgR5+f+u0vyXi4cCtkFNdRk46nSWCMLALq1DgRGF5yqTZhNSCQk7oI6LPTbjlVI3oezmCZqTJbb68eC347hRIW6gsxIEef5ovXgku6tI54vroGUKIq3sCgS+uif1y7o3DzkZ8EU7okjZIlTpvfr2EzxubjWU7AouthdUDoutHrNqBFMtJIYY21j3inJe7nLYNDaHOwTvufmrsmT1Pb0GRiLTQ0JWYxxstqFF37Yje0NC2xqBMlfnK2GBXyylL1aFogbB3YEAFzbv72m3whmR4r/B/64yuZDbskKJr5Q1sniOA77i6tUfal5tLia8rWgEq2+Rzii1ZLzhAuAFixZCTDWAKVbo3xeCQqm2je9QmZBDdm4Lu3RCkDg2SyrdkU4OzEQ95FNR8KQVxrqsPGwmMXyk3X5+PM3O3DVG7+ofi53T4004L7ZfFx4fV3/9prqZCWiC1c49LqLi+HjfcNZahwJWCerqt4T9nNOpHDjh5r4GZVb7QpO1cIovJCVKHs2+Tycu6dE8t4rxIRbRDFZHGpcXvztf3sk5yaikpaELMb4YNURfLwuH5X1vCUrkrsgW5YsTq4pj3D+yWqXoLk8r0NoFwcxvDAya9FeY41sBI6dqsWzC3fiUEmwpkSvdhkAAmNEjFceHC7qtY/W5GHs7FV4+tsdIX9Li9uHkPWNoVgZRU02g9cJt5FLtJgsuTOffF4xksJdqJGlwZJlsVgEixcLG14A4ES3EYwXitxxuwsrNf9GomVM5dmQF4iPqQkxr8izC4azNp+qcePJBduF9xaNLq0WiyVh+08NeQ/pEbp4d/DwcaaJ5y5YLUpDfqrGrfg8GJNlUXV58yiUTcbb4kwwS5ZcQJ3+w27Je58vWGJCHM92ulbZz3cO7RSTNsYSErIY40tRjQ8gsrsgb+nSkoY7EeAnL5vKRKfGa0uCcUahiifKOdIQhOnn1LPlxAMT527E578W4MlvA+5b7TKc2F8SKOi3+ag0XkWeXVC8ALz0U0CQ/F9D3BrPpmdGC6+1FCNObhAkWLJkcQpLlrGV0xk2JiuxsgvKM2bJN53yFO5aXCx5ISvSXMaTaJuQSIg3uXoShughmPgiMcYZT2aExBScfLyFuT25QuC2wedobkeixcmEI5qsqfz8Hk5xlIiWrGrROl+hsvkXhCyRJUvs2uY10d07mM0yMdbSSHWyvCJrMx/RxnHA6RqpcNYqLQmdDRRwbmpIyGIMeVBhi9SksOdnNLjgRDKHJwp6U0QXitzptLiGANIJVxzUGU8cKa8BEGyrQxb0/vVvQWFcELLs2rMLtslwYs5dQ9ChWTI+mjgk4vm8JYslIUsh0Gv8nlwYSw6TkECwZCWIL7pNpv2Xuzkq3AV1ZBfUK2RpKZKdCEgSXxi0mr56a/+wnzt460ICbXyByNn/lNkFI5/LM7xH5HgsHpayMyqypuoRsjS4CwrlPBJEcQQE6/QBQP7JWsVYESe+UFO6uU1UXvACfTh3QbfXj7WHyuPCQymSkCWOyQouHxxKq+ol5308eWgMWhd7SMhinHNbp4X9nNcELtlTklCapVDotWSJFe8pGjPXNBcJrpEmkHghyWZBp5bB2iVPfRN0//PJ3QU1rgdj+rbDumlX4qJurSKeKwhZ7sQfYzwKgV5jv8k3F+Fca/gF25cgFgZ51kD5ppN/q9WdFwCqdSS+ABIvMDwSkuEixHtE7rlubQJz/7//bzBuGxLezSZR62SJnx21v7dCyArTb/JNq546Rlo2vomCIiOoRpGe4zhBiaalLEWixJkCynX+P2vzJO/5Z9SC4BwofkbN3Ftpmd9eW7Ifv/9wA574envIcxqL6gjePlJLVgCOkyqwFzw4DOefo0w4kgiQkMUw4TL88GSIgsnFQb+Jit4U7uKPtaZVvWtYF+F1pAkkXkiyWfH1A8NUPxMmOZHbn1HXt1AkanZBj8+PX4+cVG23PPGFVhbtKpa8D6v1TbAU7lbZiiJvd9DFUplkJRTVOgtRMluWQuSKpKXf+E1YmzA1i3gS1RLjED178qypgJp7amiiEcp5V+s5q45gye7iCGfHN/I+0roUiJ+38O6CfExW4oy1apmnz0s/7cVbS4PZdvln1CLKLih+lMx8rrQkvpi7JiAE/rSzKOQ5jYHfzym8q+QIihBbMJ7N7fPj54bnaFSvNriwa8vYNjSGkJDFMBnJkQspZorOOVhaHebMxECxqEZYIcR7QK1C1nX9O6Bn20Cq6ETR/DrsVrRvlqL6WTAmK7hhMXtPz2fQSzR3wblr8nD7B7/iuYW7FJ+p1XzSIpw+JquzosmSlSBCllzgVFiydD6fQDDoXKu7YBJj7oJ8DwVq8Gi3APJCQ7gixDxCCndvYowzHnFr1ZJfCJ4NEZRu1S4vst9ebbgdfB8v3FaI+z/bHPbc/247gScXbMeZ2vh00ff7gwIDoN01tU7U/2FdoBMwhbuaMvXNpQew43gFAJEly2KBTWRt5jgO936yCZvypXHQN1/Q0XBb+LF2qsaNgw1x1nLCrSmNydrD5arHxfO+miVr5k97sWJ/GQCgX4fEtGDxkJDFEPINS4aGlMeZonOMFsiLJ/g9nda6KA6dVgie1IYNnzxrULzCb6K+uv9i4Ri/mPIbeHECCz/Hmap9ExJfJFB2walfbcOsRYE02AtUrLxBS1bwmBEDoJY6WWYGTscSpbugLCZLUWIh/PX+szYPcxtcc9IjZErlYTXxhdUiTXEcCZcOIcuRoHWyxOOrVmUjHCxPEX49WLGvNKp2OGTJf8J5OEz/YTe+2Xwcc1YfCXlOU8L3kU2nlMUr0JJsVolXhBx7Asb/8YqeCTK326BLW1AwFdwF/Rz+8u1OLN2rHFsv3tjPcFuSGhSW077biTFvrsKcVcpxZLcZ29eYzZ4QGU7Fz61XlF2Ql7LEmVFbpIXPKxDvkJDFEHJNnhZLlljjEU2BvHhBb+0i8WSkJ7mAM8E2JbyVakCn5sKxigYzvpq7oL+hToUaT4z5ne7fT6TEF6dq3NhbVInvtp4Ie548hTtgLI17eEtW4G+SKJYsOfJYBGWx8PD3NePHYJ0UzYkvHOzExwBiLbnIuqDDXdAZpg4bT6KmIBe3V17/D1BbD9Q7LlKpk0gkyQTZ6jCxuhUNFqziyvqQ5zQl8nlNS/xfaWU9nm2w9kfaRwjZBRNoTuNjsrKaJUuO+wRFZeC9zWIRQhX8HPCVKMGUGK1zmRrybL4zcwIZgI+dqlUosZoa/pn8/UWdJcfFylZxLTu1dmdqMBbEM4m/qyYESmWTthZLVofmQRcyLYtxvCPEfFi0beLEe4puEZKEiHHYEytQnN8EiLXaf/sxUK/C12AlEQucHKeujb39wk549Mqeun9fqJMV50KWz8/hghdzcc1bkV2H5JnyAGOxbJqCxBNkQyK3HiksWQaThQA6El/wSQg8ifFsRkK8cbJqnNeA4NwkFwDUCFqyEmOc8YiFLLW6OsENXPgYQLs8mFAnDpnlQC0+TE68JgwNxjU3vNfwnVGvrcTyBmtgpCy9vDJv54lKHFX3dosr/H4O1Q1/z7aZ6vGNvKeBzWoRFSNW9lxWZjIWPKgeG60VNcv0d1uOY8QrK/BCw5oudtDZXXgmqt+LBr6mWMu0JEy7prdw/IQoqzO/ttmsVkV2WiBymYZ4h4QshqiUac86tVCPwRFjs1pw86CAf3CibOTCIWjhNG7i+MnxtsHnoJOOGgyOOK+Lkipb6PiNp7jA5sJthQDU3QU5Tr12WqSUyaFISQpcO54sWd9sPo43cw9IBCNdiUyEsaY4pIvmqaH7NNFisuRKB7mbo1hrCejrL92JLxJEARIJcQ0enkjeo16fX/W5DgUL7oIb804pPlfEZIUYcdG648oF2TqPD6WV9WHnE61Z+xobeaypFsWR2IoYKexALJB+sD/+Fbt1Hp/QJ63SpEIWP9+Ji6xbLaHn7Pf+cEHUSRzUlCYvN7i1f7r+KNxev2Sdv/btNVh9sCyq3zTKqdqgkPXAyO6CJ83RkzXCORJLlkr4RrwqI7RCQhZDiH3SrRbg+gEdNH2Pd6/RkmbU7KxzZuNXWLLCwz/gl+qoiQKIik/G6aZELvzJYwYAoGODFVNejBgI9OP2YxWK7xgNqOW/p+bS01Q8uWA73lp2EBtEmzMtGmge+VgD9C8Igzo3R6swPueJbsmSB7dz8k1vmNuSWz3TNbqN8O5KrjgS6KNBXIPHonFeE89LTg1u4GIXrnif48WIhcLiM0r3O79cqFe5tcW7inD3x79F1Q75/JqzswhD/74MN727NvSX4rSb+fGmdw3libRGiPuq2hMfbm3hEM9DcoUYP/58Iq8GXlBQqz2qReERCbuKICJWwLyeux/yU/7vo41YvKvxs16eqg4KWQDQJj3wb4Uo46DYCqjWPQNFIQ6JCAlZDMHHZHVumYqNz4yW1HMKh1Yt5te/HcPAv+Vi89HTYc9rSpTZpMIvER5x0KUOhJTHcWjJ8vj8ik25WPv19NUBs33fDpnw+PzCuBG7C1bUefDUtzsgx6iQxVvAztR6hI1PUyIeF2Ktmpr1jkcuQMitpkb47qFLJFpHOcE6WfE3ztSQzyFVMk2+T+ZiGUqbP2fVEdz7SXDj26llCgZ1bqGpDaylcBfHZAVTuKv3m9vrx99+3IPcPSXCMTUFixxxsfJEchkUj7eyamVheJ8G99QHP98SdTvkLlzvrjgMIDEz9ur1BhHXMwIi145UExLimfqGeSTJZkWarJYmvyaI67Hxc9vJGqX7qhkJKdRix8Vr04er8xDM0xdkX7F6EopYcrpWKmTx3gg7jgddGMXZjeXugm9OGKCIg0s0SMhiCF4L36llClqnR66NwiNk+4mw+X3qmx04U+dRpKCOJ/yiyQ5QXyB+yz+F//toA/LLaxTuS1pJiuMYBrW4J/FGq12DX3nunhL0fGZR8ByR39vff9qreu0Ug8lR2mUmw2IJaNhPqcRONDbiDbhYyAlnyZK7/qiNHS1B4mLCCVjiayeaJYt//h6bvxX/3RZMICKUWOA3Gyq3xXEcZubsxZpDgfS/zVIcWP3UFZrdBXlLVrzH/2lFkl2w4VioYfbFhqOYuzYPj3+5DUBAMNMyt4mf/URyGRRbSk9WK+cVhSVL9nkoN9yZN+nL/hZOkA01DuP1iVZYmyOcL58XxfE2aoj7ymGJ114IwlvEnQ6rIqkHP9+JE6zwU9tpFSFLi8IjEmqp70+LygH4/JxqUpX3VhzGb/lKl9pYwguaLRoU/vz7+RsLhHP4+7FZrQpld2cdIRzxCglZDMFr4VOT9GVjEVxFNC6uJyrqsEilyF29x4f/7Shs0vofWopP3vr+eqw+WI43lx4QhKRwKWfViGd3wXqVgH+xxUAer8XDJ/MApEUMbxC5nUYKag6Fw2YVBH81t57GRpzdSDyth4uhkLt/8GPNIYtlM5NEyS5Y7/Hhno83If9kLQDpGOM3/BzHKeM9VK4lL14ZLmZNDacj8SxZaw+V48Z316oGqYuLEVsiWADF2RiBwNiMJMgHzguek0hClnj+LQ9jyQrl2fB9iAyiv7+oi652hEsuUuf24VBpNR78bHOTJiHQil803gBEnNT0xiWLrTlRJnVsFPj11Gm3KTw5+P0DPz9bRSnc5THygFSZYRSj8YNunx+3vr8+6t/Xisvrw8mGZ7JthnLt5xWaYmWlXMhKsiXAAIkACVmMkLunBH/9fieA0JvoUNiF9L3aN3IPfbEFe4uk5ueZP+3FlHlbMfXrbQACi8spFW1OLFG6OoS+pz2FlYYtWUJ2wTjcyKlpTgsrgpNbSgghPJSWbeIlXYXX0RQ5zGiwRIRKDd+Y1Ir6SFprJ7T1Q+4GE6zBI41lM5NEsWTl7CzCMlGtIbU5SHwL4YoRy5Oj9GyboastfCHURLJk/f7DDdh+rAJ3f7xJ8Zm40GnQXVDbdbXOTzZrsAZXPFrnQyEWCE/VuBWuyHKlmxw113e96ycQwZLl9WHyxxuxeHcxbn5vnXA83mPfgincw58XTdHv1gngCVbfcH/JDqsi9Tq/Bog9aHilhprCTkt8ZCTcCVIwPK+8Bn4usO63aRCyxC2fNHcT5qw6InhQiV0teczor6Ym8e+AAADc92kwfkFvUWGjmaV2Hpdq5T779SgACJut4f9YjgtezMXpGje8Pj/eWnoQm2JsrlamcA+NuOCuXl/peM7GxW8uW4gsAGKtfkhLloqWrWPzFMl4ikbI4q1gtXGw+RVbssSb8Zow7oKVoSxZUbgLRsJmS4zsgvL2yWMXAGnfhHNFkhesPkdDllQxgiUrAVO4l1QqrTFSy0L4jW+Gwfo7Foslrue0UIhdp7x+TmEFDWZ9U0/hriZ7GVFohLNk1Xv8OHYq4EKXCNZVRcHwCA6DckF++vV9w57fq10GurZKHDcwfh5JdtiE2CIej1+Z+IKXt3lLjdg6o9cqr4ZPZMnSUqansXF5fXh50T4s2R2IC+3YIkUQPP88tpdw3sb8U5iZs1dSQkZpyUp8ESXx74BQoKUuihh+cVXz9Q1HpMWI97/dUnAaCzYfx5tLD+C2GJur9dTh8XPSgFU98H0cn5as4KLAI94EhxLC1QTNRX8cIXERNLqJA4LCnXwT3RRIhCyRJjZc4gt5gVHVrIxhhsPhsmq89L+gO5d4wQlFoliy5HNOqoofkHgM8vclvq16jw/fbD6OQ7JkAe11Bj7zSQjqo9CwxxPBFO5Ba1OojW80NUh5ZUEiCVlyd+1Q1mb+EZX3m9pa6TSwsQu3GYyH+U4PfA9pyQAKSAXHicO6YPKl54Y932KxYMaNgZi3RNCDiC1ZALDjhauCmXll7oJiawy/lvDZ8VqmJZlSi1S8FnRrkx719cxmwW/H8f4vh/FG7gEAwXgsABh7Xpbi/GBMllLIIktWE/Duu++ia9euSE5OxkUXXYSNGzeGPX/BggXo3bs3kpOTcf755yMnJ6eRWtp0qBWrCwe/4fHo9PX1hTlf7Lbh9XM43EhZloLZBQP/hnPJ8HOcMGHpDUhNimOtL+9uleywCenBR/4umKI+VFyVzWpRbDoynHZJsG/rDO0JVeTwC0xTC6YbjpzEZ7/mC+/FMWzhEl/IN3DC2BH1WThL1vj31+PDNXnC+zuGdo7Y1mCdrPgbZ2Lkt53qUArj4nPU3Hk/XpePJxdsx/2fbZZ8r/85zXW1JZEtWWqILVnhwmQ8Pn9UlhJ+HMdTmYVIyOdft0/a9mBMlrolS80yf/vQTrrbEc7CH0rYD6U3WbyrGIdKm65KLz/eBIE+gpDFz+cDOjUXhKdI8HuURPB8ExJfNKxfmckOXN67DYBgsjBx4gt+buPd4lunJ2Hrc2Ow+qnLTWmPeMxnRrBkdWudpjj2N1ncpl5cXh8+XZ+PvPIa1c/lWQzl1rvW6VJrIL9fsau4C5Ilq5H56quvMHXqVEyfPh1btmzBgAEDMHbsWJSWlqqev27dOtxxxx245557sHXrVowbNw7jxo3Drl27GrnljYteS5bdoCXruf/uRte//KRwowKk2i2/v/HKLvoEH3z1RVVyrp+T1GjQg1CMWEefVYTJqufy+rCnsNIUP/16kZD17YMXYUI3H+4fEdQuhnIXtFstEi2uwxbwL2+ZliR851yVSVsrfHB9UycLmfDBr/j6t+PC+7Iql5CGWFfiC17I0uguKE/pq8VFNVEsWfI4KlVLlqhv1BLTLBWlHQcC43TupCG4uJu+4p3JCW7Jkse4iJOFhEoYUlpVjwtezI1KyOKFq2veWh2XyiM15GuWPOkPJ6wH6v3GP8MXndsSW58bg3fuGIQnropsYZYTzm0rVGygx+fHhiMnsbYhiyYArDpQhgc/34zRb6zS3Qaz0JtdkB9zeiyAgpAVx8Ns2d4S/OHDDUK6cbGy0S4kJArcgNgawy8H/POU4rChRVqSIp7LKMMbanqmJtmQmRze/fCt2wfhlVv6S47NXZuHNQfL8c3m45qTnYlZuPUEnv/vbvzhww2azpeXEpILTryLr81qVcRO6t3LxiPx59AZhjfeeAP33XcfJk+eDAB4//338dNPP2Hu3Ln4y1/+ojj/rbfewtVXX40///nPAIAXX3wRubm5+Oc//4n3339f9TdcLhdcrqBffGVlQCr3eDzweJouax7fBvG/obBbIp8jxobAg+b2+gzd43e/FWDCkHMkx46WBzVxbo8XfpEmPpb9yNcTsjQsDX5wIX/P5+eERdbi9+vrs4bUs/Uer6bvfbQ2Hy8vPoCZN/bFeFlfAcBj87fh5z2lmHXTebj1go6q1yivdqGi1oPjFXUYcE4ztEhNQkllPW7/cBPGD+6Ih0Z2AwBU1wU28067BW3T7LikHQcrF/zbhkqb6/d5A5Naw/B32KzweDywAljy+KWBCdDvg8dvbPPKyxQut7Y+ayzmbyzA/I0FuOPCc8JqpM/UuiXtdnsDApkFHCyWwObE7fHA49G4MPh8iNQN/Dj2eIw9m0bQOs+Iqa6XCpApssXR4/HA7RZdj2tIfewTP3fScdmjTRpGdG8Jr1dfohQ7/2zG2TjTyv+2ncANA9oL790N92ABwDX0m9crvbevNhwNWZ9Iax+ILcz7CivQO0t7whEjYyZaPD4/9siSL9XWS59RwUWVH2+yeb7eE+izQZ2aIT3Jgqv7tgHgh0enFTTVEVphUlOvrlyrqvdgwge/AgC2PHM5MpIdWLEvqGiIZV/OWZOHqnovpo7uqfjM22AN5J9gLsLaWOcK3J/DZtHcZmvDnsPjb9wxEwm/n8PD87ehVVoScnaVoNrlFUpJJInuz9owV7ka5mV3wziyAoKUyivsnHbt/aKFScM6o3mKHZd2b4V//XJEOD62b1tc0Lk5Zi0+IByzwge7VbneP7lgG4orXcgvq8LjV/bQ9fs/7SgEEMgyLb8vjuMkez0ASE+ySs6TC05CcjTOL6x3Qvs56dhrinkmFFrbkDBCltvtxubNmzFt2jThmNVqxejRo7F+vXqcz/r16zF16lTJsbFjx2LhwoUhf2fWrFmYMWOG4viSJUuQmhofwZq5ubkqR4N/yrxDB5BTt1/z9faWWADYsL+gGDk56ilt5b8hZuG6Pfhm7R6IDaNXvx2sdL9x81acqLUIn8fSZbOwyArAiqN5eQCs8Hq8kt/bczpwrwBQJEonun7dGhToMNIcKgpc52jBceTkFIQ8z+UDHFbg5V8DfffMf/fAXrgDcsXnz3sCB17L2YXU4u2K63j9wPObbajxBhbzrBQO0wb68NVhK46ftuKNpYfQpWYfAGBzeaBtNWdOC2NFPGYCeynl33LRokXweWwQnJJ8XlP/VuVlgb/Nth07kVmmLHQcaw6dAXwI/v3lzN90HC2dHKBSyBEAduw9gJzafcH3xYFrlZWWwMJZwMGC3KXL0CxkDXBpny9d8rNqhXsx+QWBPtu6Pw853OHwJ5uM+jyjzvYT0n49WVoE8XyQk5ODGg/A98H+fXsB2FBUVCTMORWnRWMPwNHSM4bG3+5Tgbb8mnc6gdzDg2PjP8u2w35iq/D+aFXg8/r6OpQU1wKwYteu3cg5GfTIOFwYelxr74NgG35esQZHmum3nuoZM9Hy6UErfH7pA7Rq7XoU7Qq2u94VGFN7d+8CYEN1dY2kPw4dCTxf+UcOIyfnoOG2HC4L3f9rN/ym+tmaQyeF1/N+yEWndCAvP9AeIHbrpM8PvLIh8LfOrDiIDrJtzcGGOae2tgaABWeqqsK25beG/UPFqTLNbS6pAwA7vFzjjplIlNUBy/ap73NOl5cK93f0aKCP1u06gpFb8tA6mQNgRcXp0yhwn4J47is6fgw5OUdNbWcGgB2lQFlhcLxUlhcDjkKIn+Nf167GiRrl2CxuSLDzv98Oo6frAPRQWqo+Rr86bMXBSgvap3KQ3H/BYeTkHBLeu2ql8/zJyloAFuzcvg2lJy2S7+b+vFg1zjQexkxtba2m8xJGyCovL4fP50O7du0kx9u1a4d9+/apfqe4uFj1/OLi4pC/M23aNIlgVllZiU6dOuGqq65CZmZmFHcQPR6PB7m5uRgzZgwcDqmZ+PH1S4TX/fv1RfYw7XU+6racwFdHdiOvygJntyG4sndbyed55TUoPFMPrN+s+v1tp8LvFHv0OQ/OU3VYWRSYaK655hpNtVuM8L+KbcCpUvTo0Q3Li/Jhs9uRnT1W+Pzx55aofm/UyMvQs632INLTGwrwff4+tGmXhezsgQCAiloP0pw2OGxWcByHyZ9swdrDJzGmT1sAQZfW/xxrgR8fGSa5Hv/3szqcyM4epfi94sp61GwIupAU11mQnZ2NpQt2AKWB8ZydnQ0AqNl8Aji4Gx2z2mLMmPNVx8wTGxp+z+/D0OO70bb6NK4dfRVmpwIV7sAEnJqi3hajLK3ZgW0ni9GrT19kX6J9fJqBy+vH4zOWRjzvlCv0uGzTsTOys4OZs8rWHwXy9qNjh/bYc6YUfh+HUZdfETJRg/gZBYDrro38HCz5agdwohhbT1rxdfbVEdtvBuHmmVDsX3oIKAhqVXue2wUby44J77OzswN1jH77BQDQv995+C5/H9plBZ+fecWbcKgymFI7OSUZ2dkjdbc/ZX8ZPtwfEFLOHzYKnVrEh3IsHOKxseu0Fdmiv/W2YxXAro1ITU1Fhw6Z2HaqBH3POw/ZFwdj+k5vKMDCo8p18KUb+yJbxXIeqQ19BwzGmL5tw5wtxciYiRa1uXzQkAtxWc9g/OlftywDfD4MHNAfXx7ZjdS0NGRnDxc+X/39bqDkBM7r/TtkN3gCGMG5txSfH9omOdYnKwN7i6vQo8/5SDu6P2xSnU/z07D2qZHYveQAVhblA4jdOnm61g1sWAkA6D3wIgzv0Ury+b7cg8CJPGRmpKOkrgbp6enIzr405PVObSgAjuxDpw7tkZ09QFMbjp2uxd+3rYHXj0YdM5HYV1wFbFNX2nc9pyOys88PnLf0IJYV5mFPRWDvU1gb+Du1ad0S3bIysKo4qHjt1aMbssf+Libt3bZoP9Cwr/rHXaNgsQCztgf3CVePuRJ7iyox98BW1e93ymqN7OzBiuMHS6txpKwGY89rp/hsQdlm4ExAQSAeo/zzWFYvHbND+p+H7IuCc9WHBb+i6ETQAl3vD5w/ZPAFKN1ZjB2nAtZcp92Ka6/NllyrKeaZUPBebpFIGCGrsXA6nXA6lcH9Doejyf+oPJHakupM0tXW5KTguQ9+sQ35L18r+fyqt9bKv6KLem/A6sjjtyiL+pkF16AhcTQEqXIcNPVFcpK+vy/fZ15/4PoHS6owdvYqXNu/A965YxBOVNRh7eHARJS7VxozuK+4KuRvcbCofuaHSvV4hwPikISCChe6t0nH8YaaWKlOu3AttTEzdv86TF/2ATpUNcQE/Pgqvm7WBs9efh9+7nUJnHabqWPe2ZAMwcep32MsKa+ti/oatW6/tN2WwJi222wNsTIcbHZ7yHvjXQqBhiQjSSFNXgJDzm2Jn3YFhOjG7jM9c548NjFJ9nw7HA5YrIFNpsNmgc0eGAsWi1X4DZushMAL159n6J7bNgsKVX5Y42beDsXRk8oAcrvdLmxerLZAXwWC6gN9JO43APBy6pvxPwwLn+ktFH6LsWe0qdZJh80Cj49TzC388+YUlRTgPy+sqMM3WwJWVL3zv5zm6UHFyjt3DELfDpl4d8Uh7C2uQpXLH1bAAoDSKhccDges1uBzY7XZJTX4zKLeG3Rz2lNcjcv7SDO+WRrGWPB5DD8WvA2b5GSH9vUiPTmwx/L442tv5Q7jJZriDLbTqZLYBwisBQ5ZBkHx98zmd1lBxX/n1hmKGpQZqU60SA+dnTWrWYpq28a99yvcPj/m3DUEY/q2A8dxqKzzolmqQ5Kw5WRdYFxnZYb+jdRk6X5UvvcTnlGHHXZR3yXZQ8/d8TBmtP5+wkSVtW7dGjabDSUl0uDokpISZGUp00ICQFZWlq7zExGPz49b/rVOcsxoCncePhiS4zicNqGYsPzBf+qbHVh1oCzq66qhrJOlzeVFd3ZBPoV7Q199u+UE/Bzw4/ZCcBwnZCTSj7S9B0uqcMcHv6r218+7i5GzM2iVvfL1X3Cm1oP3VgbcysJl5hm7fx3+tfDvyKoqlxxvdaYM/1r4d4zdv05IVGEW/PWMBNtGy/wNoV06IzG0ayDxgqIGjzijFF+4M0yCCnHtKK11ry7uFtAyR8oi1Zj4/ByKzkiFVnHii3uHn6v6PPHJFGxWSzBLnmi8izNL3TG0E645vz2MMOCcZsLr6gibWzNZtrcEF/19qa65ze/nMPLVlYrj4v7khOyCwUKn8tHz9W/HIOe568LXKwrHlHlbFTUN88prAtbIOCS9IamAPPGHvMwCn3ylxuXF2DeDGv9oA+zFG8dh3Vuhe5t0NE8JKFHe/yWym69a4qVYJQgSJ6pSS8bET02hkqzI4dupJz05398cLE2yHoQinDAsTnwRar9gVSuoG8PkDdcP6ICpY36HpVMvA6BMapXqsKFHmwxJ28WEqgvJ/02XN9Q8/ev3u3Dh35di/eGTkrVr2KzlGDZruWp9Px75/Yd61hw2aeILM9LdxwMJI2QlJSVh8ODBWLZsmXDM7/dj2bJlGDZsmOp3hg0bJjkfCPhyhjo/EdlxvEJRtV53CnfZZvpERR1+2lGEc6flYNCL6r6vV/VtpzklaY3bK1kwftheiLvmhk+9H46iM3X4/Ye/IleWjQzQVydLjNHsgkIxY9H338w9oMi2Jud0jRt3fPArFm4NFwMHPPj5Zqw/chLP/Xe34rMHPlO6b/6aF/TzP10bIjDT58P0ZR8AUE4A/Pvpyz6AM0SCDKM0ZbHTt5cfinySCtcP6IDHrgwEhxdWSAUL/jbEGaXCZRcMldUxHMHNSPww48fdGDZrOVbuD1po+axu067pjWev66vIEgUEN7x2q1U1PbR4b5IeRSYui8WC7m3SGtrVeELWPZ/8hpJKF176SXuK5FDzhEdkGeT3NBZLsHiuPAvpgRJpiYyPJg7B5Eu6am6HGuKahsdO1eLy11bi6tlNl/UuHGkhhCz+eeQVTnxdo8e/3IYqkfJPr5JNjrjwO182o1lK4JhcOaNGVmYyjp2qlZwbi1IXR0/W4ImvgzG/J6uVQhYnUh6J34eCVyjqEVTFG+h4KtAcroSHWJAOtV+wWaBw8YylkJXutOOxK3uiR9tAkhr5b9ttVjRLdSD3T+pu19UuHziOUyjCeVweH15fsh/zNxbA7fXj1Z/3qQr/i3YVhWyjXFiyW9X7wyYTUGPZb41JQt3F1KlTMWfOHHzyySfYu3cvHnroIdTU1AjZBu+66y5JYozHH38cixcvxuuvv459+/bhhRdewG+//YYpU6Y01S00CnoHp9xiUVnnxSPztoT9zh0XdcY5LVI0Xb/W5VPd8HMcJ6TO1sOwWcux9tBJ3Pfpb4rP+L2JXaeQpbYpDIeQwr1hgRB//e3lhyJu7t5beQjrj5zEH7/aFoi5aEDe3sNl6rUoQiEWvEJaS1avRoeq8pAPvxVAh6pyDMw3t9QBP7l6GikdeZ3bh4/X5uH46VqkhRBwIhVX7tA8WdgsydO7+0VWU16oD3dr6QasUUmycRYPfLo+EAPwN1FhZX688zXY1Nyc+HIJdpsFvC1L3F3iBdaq83mUk9TINdnEz9qBkmp8tCZPUzmGUDWpxNp9v9iS1XAs0qWv7NNOdx8+dXXo1OV8hrXyajcOllShtLI+5LlNAS+Uy//e/N8lSUgZHni/dK9UQRetJatLqzS8MX4APrtnqLDRTVMpYxCKExV1GPHKCszfGLS4x8KS9dfvd2J/STDzr9r4E5QhNo0p3AVLlvY+FPd3U5f0EBPOkiW+v1D7hUBBXdn3YhQaoYdOLdXjUlcdKMOwWctx3vSfcbisGsVn6iVzT1m1C++IFJQ+P4dqlSymM8LU3pI/B6FK2dhlfUdCVhMwYcIEvPbaa3j++ecxcOBAbNu2DYsXLxaSWxQUFKCoKChRX3LJJZg3bx4++OADDBgwAN988w0WLlyIfv20FcxLBNTS9uqukyXTLKjVvZKTbLdpDsqtdntVH6xXft6PC2cuVbVIhSKcOxYg1sLxFgBZrEgIjaVe33d+AqhoEB5Pye7vREX4TYjY+jju3WDMG4dA/0/6z0Z8u/m4yje1E/LPUxRa6ySmbc2pyCfpwGEPNOhfKw8bEq718s8VB/HCj3sw/v31uPBc9VpLLdLCx0U57TZBcJBvSPjaKGIXkXCWLCPuD06RW6oZNdTMxOXxY+pX2zBn1RFJAWxAWjsMAFbsK0VhwzNhF1n+xLck7jtblAH/SQ0bxMaymso3Hi/+bw+e+maHwvopR645FwrDSyxZDWUmAJG7oHQsdGweVHjNvMnY+vbwqB4Y3Uc92YVYcz/mzVWY/PEmQ78RK4LugtJnlF8uBEvW/7d33nFOlPkf/0za9t6XXVh6Z2myLFIFaRYQQUVOUREUwYOT00MsgN3j9MRy+rN7Z8ECYkMU6U2QXqUJ0lnasrvAtuT5/ZHM5JnJTNpOssnyfb9evNhMJslk8swzz7d9vlzbDh49UqOHdcxBj6Zp0uOaLq7VHAT7i8rcRls8sZpTNARczxfA95oUL1L37yk2/fZl3cGPp90naq/xshKt9DkAEDhFPC0ji+9lJxLqxsJJh8PkL++uQ+ELizHrJ6cytfKet/XoBbtwihfER5rQo2kqChvJhVW0Wk3YDVTnuSsKwhohGIROor+XTJw4UTMStWzZMpdtI0aMwIgRIwJ8VLWHWvNUXxdzylSJyxreVR4xx7ewUQrW/nHW7b6XKqolY4TnTUft0Nj/bkCvZml4eEBztKmX4LIfj6cL3FknY3/ML+IYY6iyqS+6fE0XjI+yXzp/nLmIsopqFw/YXz9TV/MR2XS4WPO591YexLI9p7FsT83q1jSN4Czval1Kk9I87+QDZs6Yv+G1Vfh1Wl9d31/JYofgyPEL5cjRUJjzVA8QYTJIRpYytcvKjTWtNC7+c3Yrevp4g5QuyOxeeL3r5GrCseLLmLf5GMClvEaZ1SNZ/KJcni7oPF982pByoeIrUs1kkCJZao6pLzcexbdbj2PPM4M0X8fPGy0y43Do7EVU25jcOORqZNTSLAGnMfn9g909zqHuiNNobqpcKO48XgKbjcmiZbXZLztGJZLFG1N8JEutrqym6YJqRKkYWV/dX4htRy/gmy3HsNXR5FaLfafKZPPWxj/P4+Y31yA/JwHfTOzu5pXaGA2CLOq643gJTpdWIC3OKfZl49J6gcDUZPE8s+B39GoRuDr5aqsNh89dQsPUGI+OYXeRLN4JpOWUVaa8AbVnZPnqbBdb2vzfCqdKrFoa4RmVFFM1nh7aBkPau/b8tGrcI01G+blTW9uGI6FtYhMyHv9mFz7ca5D1d1LzCkRoFDlqoazJWrX/jMae3Gc4JtT7ezdWfZ6Xsb5YafVoHC3fe1qWK66Fp1on0YZSK9qtqLZpptn4unhtleVcyIz/eGONvIs85y5W4o8z3qUI8t5rn+jRA8jJ0Qx12QAcj0vF/hbt/Xt/DfiFzMkgpBvFcel5ah7Kyf2aokODJLfvER9ldkaTquXRJH4xIo43LZuNv3H5giytJoRSBrUQF5burie78IX69Skipmj6i5TO68aIrrLasHDHCZwtqwBjrEYF+Fp1N57qTfh5Y0z3hpIjotrGR7Ls/wuC05uuNGiq/EjZUkPrV1Oro+C/80dr/8S034z47dB5l/0CgTIapSZ8wS/mxOvIamOqKdjVAbAQlUbW6MIG6JyXjHu6N0QJd9/WErVRRgsXbLdnIHgyztwRrTim06UVuOpZeWuLakW6oLvoPOCcl/xNudxX5FtKvBo2G9OcH/8xdzuueWk5vuacQX+cLsM+Lm2SMYbLlVa393GZkeUmXdDVyKqddMEIHRwHNTF0qqxaDkf17UaDwWdndzhARlYYsWj3KWw+a0CpTB3I9eYe6eNFnRYrl6z/cM0hj68RDblezdLw0LWuPSBOXCjHB3dfBQBYf/CcaoGtEj5XXAutC1eEV3wD5J5ydxE6Xy/uKK7GZ+W+M1IqlBr3+dh/5butx73aLzVWnurWPjdR9viv12h0cjcagdmz7X8rbgiiBP7MvuNg0lkiVWnMB1qUICHKeX6OnJM3DuzVLA2T+zXDrOHt3L5HelyELHWNX4tZ+VoZN+mCp0srZCkY+bmJ+HxcV6++A5/eGgpGlqeURfG6cBcZMBsFaTXPvx///W7n+qr4gzeRrPdWHcT9H2/C7e+sw4sL96DVkz9hf5F/qUtaKTCAujdYes4xJ8VFmDC8Uw7MJldxGPk4s29TpguK37OmEZkK7nObZ8S5HAMPHxF6ZsEeXLYKuP0979MIL1ZU45iHdErN1yoWw2LdB5/+ZlWNZNmw87irkVIVgGsryiL/LUZ0zpX+PnreOR+lxLq2jFEjnosy+ps6HKNRg2qVGfXydEFPHyUatv4a+FrKd4DdeGKMYfne05p1gIwxDP3Palz77+Wq6cFzN9nT7l9eZG+6W2214ZqXluPaf6+QjIipc7ejw9M/u8028DaSpbzPRfkheFQTGqTYo5/XqvS48hV3c5cnUjRS8bWMdpMiXbCuQEZWGGFU8ZYfPufaddrdpKVGXmoMnruprU+v4ZV2tJTAeMlqTxEob1Eumu5XKOzxfYgAuadcnFAtRgOeGtJa9jqzhuKNt2w/pu5djIswYXhH75qB+kqJYmGXzqV8NEqNQec89TokAMCwYcBXXwH15OH8C6kZGD90Gn5q3k33FBplPVygVaX4SJbyXIlKf9EWE7o1lueM87SplwAjd9PkFyPi30aDMz1V7QYy6t1fZY+fu6kNChppfyaPyWiQUhFDoUB8w5/uIxWRUrqgp0iWHXkkyz5HfD6uq+Zi0FucSpbqN3TGGF740d68d8+pUry1/AAqrTZ8tt5VCt0bNh3WPi/u6g9Fx0+zzDgIgsDVZLmmvcnOm+JriWOjpgIOYn0NIPe/qNUxndaQc1fK+6thszEMnL0Cvf651C9DS5nWFRthN0D4+wN/jsxcTZZaulMgaveUzk4+OsuPS16Z0B280VZWUY1f/zjrVf00T7SGGAcfsXDOa651zduPXsDAV1ZgKacsWlntu7ogAOQk2rNd+jRTT0v/YdsJ5M/8GY/N34HR769Hv5eXq+53pqwS245ewJ9nL0k1kFVWGybN2Yz/rT0k7Sdeaxc5Z+uzP+xGWUU1Pt9wBOVVNvyi6GnJ05Wbs7UMBaNBcFGRTY723A9RTz65twBTB7XAjBtbe97ZA5oKxR64pXMOemn8rlqCXEaDIFsjDG2f7ddnhxpkZIURTgUz5yA9pJJa5k/B7e0F9XGzD8YA77WKV0nt+Vu/Zj6pK4ms2ndGdkM/f7ESQ15fhRnf2iXMlTfDhTtPyh7zXl9AfqMVxSbiIk24szAPI7s4PYv+qJnlpajX+fB8MrYADVJi0DA1xuf398RBxW+fHu80slK98Y4OGwYcOgQsXQp8+imwdCn+897P+Kl5NwA1X7ApUS68Ay1K4K4XlVq9hBqZ8ZGySJaakcULX6jde5Xy2r6mjwS7vsgdm90YE4DzvAqaiWdiTZbzfDHGsGLvaRw9Z18g6aHG5Txn8sU4YwwbDp3DOyvV0zdX7juND1YflKUSecMnv/6p+ZxSFIc/FjGi4UyzdERcrO7HmfJ9xEV7jY0s7nzx400tnU7LeDxT6jlr4ej5yzhy7jKqbQwHiso87i9iszEs/b1INvclx1ike807Kw/ilCPiUc3V34qLN62arJqqWaoRqVhsZ3Ip9LNva48IkwHv3NkZ0RZthwIfseJ/+7YzfsZtb/+KGSqtPdwRo/FZfKqs+FuLKb/8nPbQF1vw+8lS3P2BM2Iptm/wNZJ1vyPDQ8vZNuHTTSitqManjh6HSkeZCC+qJd5TFu8+hW+2HJe1Pjl7sRIXLlXJojOfrT+Muz/QbicTZTZi4eQe+L87OslETbRS3swGg4uDSKzfDhY5SdG4v1djWeRTbzLi3a8v/jk8X/Oa4tevBpsVXQ9vw427liNu7SpZ25ihHVzrucIRMrLCCKMiJenZH3a5iE5c2yoD2Qna3bfd4YtXjI9k8c0/RZplxPoVCfnLe+vsxfQO5m46iq1HL0gpjJ68+VbFDQJw3qjEm2+LLPWeEr7y9QNXu32+cVoM2uUkwmIyYMmUXi7Pt8iMU3mV/2QlOGu09p/2cuFiNAK9ewMjRwK9eyMi0ul1c9fM2B+U46HzM79IN9BA4M6I41M43A0DpeIRnzbl7PukrS6oLkzjq5KlmApVe0ZWtZfqhmL0UE21TMQu4W6HAWj46ALc+f56roC+5uPOohHJ+nrzMQx/ay2eW/C76uv2nirDzO924VquUa0IYwxnyyow49ud+GHbCdz29lqsOWCvXy11k1Zzorgco979Fd9skffEmzp3O575YTcATpVRRRVRElgRnGOVd0Txc2KN0wW5MVZptaGkvApfbz6qWnN2urRCOg7e4fTU9zvxh4f5hx8f5VVWVFltHpUYAeCH7Sdw94e/YeQ7zujwtxOvlo2ZgucWY9ZPv8t+ezG9nTF73auSG/P195rzjpz83ETZbzOkfT3snDkA17ZyL7Wv/D2UzPPQZ1GJVgRGpmbJRU4BuZGlJvmubN/gLWJbDXeKft7AZ8mIEc5KDSMo/6mfsfh3ebTKXR1hfJQJLTLjMaC1XJijWkNAy2QUXDJ7IkNAwl1vGqfFqm7v1zIdH48pcPvallnxAIABe9Zg1VtjMOezaXj1u1nIufk6jB3dFwP2rAEQGDGa2iDs1AWvZMS52GpjKCopxzsrD7rs88qt7f02Hs6r3Hy04BfgTTPi8L8xXVBRZcO9jt5VMREm76IpKizccQLDO9mjavwEX2W1Sd5VQbA/p+xzpJRwF99DEJw3CDGqVFOZ6KQYC4a2z8b8Leo1VHyET+03SdIpjSDSbEB5lQ3DO+VItT9qvSy8gV+s6K1kp/Z+077eXuP6Gy3cRX48RbLmji+UeovIjCwVaW0jVyvDR7rmbjyKKV+6irn4bmTJI1mMMRw6ewm5SVE+tx7wh8pqm9SE1pN3URS8cWcQmgyCqrEgokcEVZyfnl2wG4WNU2A0CHjs6+1uVT3d8dGaQ3htyT4kx1iw91SZ5PT59Y91WPS3noiNMGnWZT3y1VZcrLRi9f6zMrWtzzc4UxOjFf3FtBa9zposJ/w4r6mByv9uVVYbPlh1CP/+Za/qvs/8sBs/bD+B2bd2kEW1fjt0Hte9ugq7nx6o+Tm8wXCp0opx/92ApXtO4+sHuqFDfW0xmhV75YqrzTJikZMU7RIdfmPpATRKdS4EI4zO55XiBg8PaB6QhTA/x7TIcHWoib+1O2fWxYpqXLhchbmbjqKopOaS1lqOJ7lRb/9fbZGr1lBdMrJ8PIeSaqsXasbuKK+SjyWrjbnte/nEfO/7P2o1ztWMZBkNYWNk9WyW5nI9eYtaHeG6aX2REe/Zwf+vEflY9MybGDX/eZfa0tjTp/Dm/Ocwfug0mAze1S2HOmRkhRF8w1Mtz2lNFiieVAkbpcWgdXYC4iJNLp/To2kaTnKqhzERJiR76EGkBX+j51PMzl+slG4GiVFmnL9UpSmrzU+y4mWsvBnokSGiTJUc0SkHXzr6W3lSSNMrHe/XR/vCYBAQH2nGXd3y8OGaQxjTo6Ff78XfEPT2JAXbM+Uu6skvFtRumO1ynJ5nWbogZ/VXc2lcRu7aBOwpLGoGFuC7yIp4XYre/wXbT2LCp5twe0F9n2sp/eF48WVJ8XLPSe00uh8n9ZAWjnxtjxKT0Snhrrbo0yOSJfZkA4DR769HTIRJtX7VW6Y70pXV6nnUol48fA3ItqPFiI0wyRp8Apz0vWNs8J5yTwIrvEFW02usbb14bHU0R6+stuHjddppkACw+XAxes5a6rJdnJcX7jiBb7cex6zh+bI0Kv6YK6ttWOpoV/HZ+sNujSzlglV8T7V7l5gWaDbKxQiUi/pA9Z+TzaUm7WvenUFQVlGNx+fvwMp9nhV/3XHyQjkembtNSl1+dWQHWZsRmZElNg1XEY+K5n7DaqsNJqNBMnJ8NSaiNfoPumP0++txc6cc7Dh2AbddlYu8lBjZGqCsohrXv7bKr3YZamiJM/HX57M3tcFjX9sNN6NBcEkX9LVGPljsOu7/OUpWqSP0xsACgIwYM/7y2ctgYC6pdILD7Jq++G2cFP7m9/GFEmRkhRFO4Qum6f1xN2F7wl0NCwAs+GsPtxMpv3gUc+QbpETjz7O+LW54I4v3Up27VCl5bWMjTTh/qQrVNgarjUmfLd4r+GNhjIExSNK9Yq5yTdMF+fcS4Q1LTznRekWKErmI2N8HNEfflukoaOidsIISiyySpXdNVnBvNu7SBXdyN5hylagL/90NjgiCvVeVqyCBSVaTZd/2BRelUBKrIdmshTJd8KWf7dHKT9cdDoqRxacRHzqrLbecl+KsO3SXLshLuKvV+ugheWzhIhdnL1aiWENiPdjc+Ppq1e2iV9+ipi7IRbLEe8CRc5cx5YutGNW1Pr51RNINgu8GvJKpg1pif1EZfv3jHKqsDNW2mkUZ7v94EwB7ndYX9xdK2/nvp5XuyBjD7MX7kBobgb90bQDAdcEqRg3UokGicWtSSEMrHXOB6u/lbWTH3W2orKLaLwOr2mpDUWkFsh1tPl5dsk8WtYhTzEHVKrWmTgl35368BPwLP/6Ox69v5dKI3FvE87P/9EWcv1jpsTE8YG/1stzxPd5e8QdSYiyYzKkbnywp183AArR/G95JMKR9PcnIstqYLJJlEPRPu/eX12/vgA9WH5Jq0z13QNNGzPLwi5UrgaNHNat2DQCyS8+gfMOvQMPr/f+cECE0fn3CK3jhC61FTE0MBzWPPi/j62kS5Y0GcQJV5u4uf7i3x+PgjazLXGrHOS6SJapJAeoNKJWRrKlzt+OX3acAAA3T7IvBmjY8BVyLWmWRNw+9wfhUBG+FMbo2kisGvje6s+xxbIQJPZqm+R0l4xc5ejdR1LrZlFdZsWrfGZ+VsjzhLl3wr32bSn/3aJLq8b3E8cSn4vOCBFL6m+MS0mrq+vh1LX02IsTfQbwuPPWt0ZuSy85r8Oh57boZfgHsLlXYbBTcRrL0iPAqbQ1PDiQ1xv13g7SgCzSRikhWlVpaKicPPXfTUczddBTD/rNGSl3Uw4kRG2HCy7e0B2C/fvSSVF5/6Jz0t9XGZJLplRp/7zpRgld+2YfH5++QasJcIlkW7UiWaFSYjILsfqCMnATqeuKFn9xFdge20W7E+/CX2/z67Hs+2oBuLyzB2gP2mu0ShZNBmWbPn3elo5JP6eLvd3sdgiXlkpHl2/jjswnufN8pPrH3VKlLyw0tzl6sxHuciI0vJQ81oUm6c10Tyc1X1Tab7HePNBt1cebqwfXtsjF3fDfpMe8U8xXleuWJ61t5/+ITJ7zaLeK0ttJjOEFGVhhhkBZyDEfO+ddfxB1dVWSlZ41oh5ykKLw6soNP7yUuJF+42elpNwhAAy8u7ArO08jfEP+75k+poJW/SfAGp3jD5IuJbYzJ6h/EBbA7mWlvUaYE8gvoRh4MJ14avFV2vMfP+ur+QswZVyjb1rdlzXth8PBGlt6RLC2VpbdX/IG/vLcO9360QdfPU5Pv/v3pgdj4eD/kcz3FJl7TBDNucH+TEA1ytTQuoyBwzYjt29RqFwDvjWkeychyXBfu2iF8s+UYFjucCXpQVFqOv7y3Tnqs1XQXkDt4bi+oL1Pv5KmqZtK+aoawHsa9HnL3P+86hdHvayuP6YmULqiqLmj/3yAIbr3iZp0MIr6Rs97Lwx3HLiB/5s94fakzXVIrqsWnM4kNo5VplmJklY9ciohOG7NRHslSpoAFKpLFG71q0XKRG/Oz8dE9XVSf2+VFVGbZHvlidOuRYsnA/HCNvW5bmeGijKbLI1liuqBTLESEn1NX7D2NsopqaT7ytSaLN5jFFijnL1ai/79XoMc/XVNQteCPSeyFpRda98D+rTLw1JDWmD/hatnvrIxk1SSzKFB8/2B33JCfLTlT/CFPcR8b092H8oSsLH33C3HIyAojxFSRaivD5M+3yJ5rn5uouajxlonXNMGTCo9Eu5xErPrHNV6pL8VHmtE6Ox4tMuOknk3pcZH44r5CtMqKx+f3FXp4Bzv8Qu4Sd0NcuPMkXnT0tom0GJ39g6pdF7785KZs2CxOgqK4RqcG2jUAnlCmBPI3mikDmsuea+0wpJpnxOHbiVfLFkVRZiNyk6OgRtt6CXhhWFup71WzDLsXTRnV0gM+Gqm3kZUep56z/dbyAwDsTav1ovhSpWrvskiz0aVoN9JsxOhueVL05dbOrteRu0gWn8Ylpgtq5fL7UwStTBdULgovVlTjUmU1Tl4ox6Q5WzDmow149odd+Otnm2tcb/K/te5rcrSINBvx/LB26NLQdYxaGZMW74GqyfK2PYCnZtTBQuyBJF5/ammpao1OefRKx02IMkuRRndGtT8888MulFVUY80Bpyrud9ucwkH8XM5nAlyssKr27PndUSOoNmZE8R+70IqzblIZyQpUTRaPO3EHQRA0ewp5w10f/IbG0xZgf1EZqqw2DHnDmZIqnk+lgqGyh5ea8IVUk8Xtp5zXRr27TorS+VuTxcNHyr2NaAfy95vcr6nqdkEQcGdhHtpzzjrAbvDx5yFUolg8beol4LWRHVBfpQWNcv2nRU2iYOjRA8jJ0czFtAE4HpeK6qvdqzeHC1STFUaIE+Vq7gYlMn9CzQdkpNmIe7o3xFPf7/Lr9QaDgG8ndpf+FunSMBkLJvXw+n14iV3lzUlsXGkxGmAx2YtuK1TSBXnPpVKVScxHb5YRh5WP9PFboANwFb7gjRSlAfb5fYXYX1SG/JwEe+NRRWreor/1wsWKanR65hfZ67o3TcVtXZwKfP8bU4C3V/yB+3o28vu4tZBFstwUa/tDk/RYvDCsLabO2y7b7kvhs7e8t8pVedMdgiBg3bS+qKi2qvatEcezLJKlovomGkDlGulBfhlZjjSc+ZuPobBxiiwVrqS8Cn1mLUN5lRVzH3CmgojKo/f1aoTW2a4tFtxRZbVBvKTO1jD95snrW2Hip5twiKvLtNoYly7oukDSY2Hirdy9NxFkb+mSlyxLi/MFp/CFSiSLE77QUjsD9Kvx5Be3SoN+RKcc/LVvU68iDWqLX7X0wx3HnNGaUyXlmL/5GBZsPyEpVQLADa+vUv2MD+6+CoB6uiAfyRI/22pjLpFgvVIi3eGuRlHkpRH5klhO5wZJHht/81htDINnr3SJ4FZabXh7xQGs+0M+Ls0KA+aHbSfQuUESBEFw3kNV+mQprytRJAXwPZKl1rOLH95a6d6dGiRxdUXQVPX0lqyESPRrmYH/qfS6u/UqL5RvrfZeT+ll55FnaQrL0Jo3Aa4Nfv5bTzTLiMNn6w9jn0bvunY5CejeJNUu8GEx4mKl1ff1k9EIzJ4NDB/ulIl2IP61oPnVGLJ+LTCon33/MIYiWWGEeDM4Vlwu2962nm+LqECi7CvkDxXVNsmzdlFTRVFQ7R8kLkh4Y+F0mfx88UW/ucnRLmpAvqA0pHo1TwcApKhMPLERJrTPTZQWkfyiKDbCpBplAVzrSzLiI/HE9a2Q7qWajy/w5y0QBbu8sRhI+Bvvk9e3QozFKC3ItDAaBM3GoFIki7sh8LUyyj5ZWpEsfxp0i176xb8X4Za31spqCdfsP4OzFytxsdKKZx09l3i0jkPJxYpqfLD6IP48exGDXl2DF7ca8dPOU/hsvXd9zF6/XT2duE29BCx7uI9sG2NMEr4IVENqLYllJWlxEfjfmC5IiDJj3gPd0CrL1ehSk5lXoybznrImS92Yd29IuTPAfEUrOGA0CMhNjnap6VFDueDfefwCVu93dRDy7D1Vhsmfb8HPu07hIy+iqH0c863aXCU6OsTon1MtT75fIFVPr2lhPz5lnyU1bu6Ug+0z+mP9tL6yxvLeopYiu3r/WTy34HfJOSmiHEcfrjmEVfvtAhvi2DNL48l5wtzNJz4LX1iMaJ9s/ywxO0PN6aLklVvbyx6761GnRvvcRKk2XBCA5Q/3QbfGzlKJDvUT8eA1TfDz33p6frN584C8PKnX08Snx8HQqKHU6ynY9bM1oZmj/p6/v0wb3EK2z7cTu+ORgfZtn47tim6NU/BfjVRXtwwbBnz1FVBP0RLEYIABwL0bvkHaDQOBvDz7OQ5jyMgKI8Sxv3CnvObiUcWFEE5oOa3XHjiLM2UVmvUnFqOBEwTgarK4+gURpadL2ceiJihrshqmxmDlI32w/JE+Gq9wwi/K3HmD9BDo8Bb+5quXxLwv6JX6IS7eezVLwz3dG2L7jAHSgswfxN/q2y3HpWOUhC8EQfLAHi++jGd/2IX9Gp5Af8Yevwj848xF2XhYx6VYqqmQiapXnvi/FX9g5ne70GvWMvx57hKKygVMnLNVc7HN88m9Bbi+nffNXK2MuRW+0IMsLxuyp8dFokfTNGyd3h8d6ydhwaQe6KlI3fJWkMVkFHDP1T7UJnCIPfNMUjNiV2PeoIh+KwnGNCFGdGeN8JxmqYxE/E2R4q6Gv41pI9ws8EXjSssIqJFSmgdeGNYWH93TBbd76VyKizQjPT7SL6EWX1AzSn/9w24Ai/dQkxeRLB5/0nx7ZtnfTxzv3jiFPKn2emLu+G5okBKD7TP6Y8uT/WExGXBtqww8MrA5/jemC75+4GpM6d9cMjo0mTfPHo05elS+/dgxvDn/OQzYs8ar+bM2qZfoWqLAC52M69kYDzvKHpSp1fm5ifh0bFe08dfJP2wYcOgQsHQpMHmyfZuyyfOxY/ZzHMaGFqULhhHK5rkNU2Ow+KFebjvGhzoGQZD1HhIR1Ya06qXMjnRBQD7xiwsSvnZBaWSppSn4i5qYg7c3bd7zXN/Na4KZ120JoPCFN1yuUk/X8xVxTIhiLjW9RkQj69Ul+5EWH4k7ujZQrclSpkLyDO+Uo3pT84TyNXyUQ8uYE/n9ZKk9csSNIeXjH7adwKuL9/l8XCLeeLANNiu6HN2J9LLziCrLgeDo4+aN59ofHujTBFuOFGP7sQua6ahzx6vXiEYrvo9aLZAaJoOAx69riZs61NNMb9MiKUYU4xHTBV1ToA0GwW0hvbcpkjVB/PyBbbJwXdss/LBdWylMaWSJPZrc4e+i1N3lLc5jynS2J65vhdOlFbi+beAK7NPjI/3KOHCnjKoHanO7mBmirGvmozFaRlCEyeDXHCvepsXv607URyRKQ1TI6890HCevAGsyGvBA7ybev4nVCkyapD5gHdumL34bA1p3c30+hHjvrs6Y/s1OTOnvrB9X2vcP9G6MEZ1zNGuqa4TRaK/RuuMOAHAV2mHM7j2aPBkYMkT/zw8CFMkKI5TpKB3rJ4W1gQWoXFQKtBqIGgRB8pxVVtvw+W+HsebAGdnCV6SMSyew+Hkz0EJLqtsb+KgR3yPk3u4N0SjNWVgazJ/YLDB0PbwNN+5ajuzN6+w3kyCiV6G9eNPWKxrHOzh+dCws5TVZ7n+kro2S8a8R+X4ZzBOvkd/8+TrFc17UTJVwToa5G4+i8zO/YPX+M5j9yz7sOVmKCZ9u8vmYeDzWYsybh1VvjZFSal58YxJ6D+yCAXvWBCySlRBlxuf3FeIWFRETAPh4TAE6NVAXjlEW5Pf51zKvPrNroxQYDALa5iRg7vhueGqI97UZYq87Z7ogX5Nl/98oCG7HsztxBb3go6iejOtA1Fpq4W4ciQ435e86uG0mpg5qEZL3UC1jw5NirbeYjQa8fEu+bJt4GsSxJxr8cuEL9fPsr+EjDmfRcVThhZFlMRnQUiWtN6g4ej1pIfZ66nh4Z/COyQ9aZNoFyXiBohaZ8gieIAiBMbBEPJxLMAYcOWLfLwwhIyuMUKaNWXQWJhARVfCCUevlyXF5urRCdfu+olJYHJ63jX+exz/mbsft76xz1slw56qMW2S+9ZeONTtgBUaD4HfBOZ/6w0fXHr++FZZM6S09Dlq64Lx5yO/RXloM97r/lqDnRF+ssN9keY+pN0XjSsTX6NXri5fbFw1BfvHrqR6nJvU6SkOeX+jwTZW1+G6rU71typdbcfZiJUa9uw7//mUvBryywqtj6NFU3kuMr2t0u8BypNRklspTGSOLTuLN+c+hz87A3jjH9WyE7IRIDG0vT2d0Z6z4smDs3yoDs29rjynXNpPJGHdqkIQ7C/Nk+z49tI3s8VNDWiMhyoyUGAuyE+zRSkn4gjOyZOqCbuquyv24TrRIjFZ3HvHjWFRE1KLMx1qZmpCVoB0hFs+Z0siqjUh9TalJ/TCP2ShgWMcctMtx3uPFqLKy16Q8XdA+xh4Z2BxPc04EpVqht4jTqvjZasalWsR5zriu+P7B7n59pi542esptdR9DWIoMvPG1vhL1/r4bmKQzq+X59Lr/UKM8JtlrmCU67RAdRJ/+87OuL9XY7xzZ2fPO/vBy7fkI9pixEf3dPG7BmdUQQNpAc2nTIlrE34xUOqoqRhd2ADXtNC3rxTg/gbvDj71J9qNIEJQHK2OxbD5xHH59iDnRL/08x7kTf0BLZ5YiNcW78Pi3afQ+smf8LGK8pM7AhnJOu4oIucXv56MKD0NZV97QIm1FjUhQ5HyxC/CNSNZXEqN8lcQHNf9Y4vehsEWuIhHdmIU1jzaFw9dK2+n4M4xotXjTI1nhrbBkPb18GDfph4l1JVpiL2bpWPZ33vj57/1lAw7ScJdJqnN12RpH7ee9R9axez8p3uKYA6aHVgDmhcryE6Mwmdju6ruJ55TpfFcGzWn3vLE9a0QH+lqUOmlIKkWURfnFWU2CH+PFuXah7SvJxPz8LURsYj4dc5drMTR85dUI2VqEeeEKLP/tUB64GUPp1Ox+rdZCTQpsRF4ZmhbtM0J0vmt432zQneWIVxQpjUEyhNXLzEKUwe1QKaXxeO+MqxjDnbMGIBezdL8agT59JDWGNaxHleT5VykiYsTfjFy0ZG2Eq2j4AWP2K9KTVHQHbxX2t3Czh/Zb5/gFsOqOdGAPSdap9TBu7rlaT73446T0t8vLdqLl37ei2obw+PzvRNwEBEXDHpFsvhr7/ylKqw9cFZKcTF4Ec0Mhky0FicvlONsWQVmfud/6kqGQu0sNsILI8vLlJouR3eiXmIUbu2ci/dGB8axo2xH4DaS5cP15mmhnu2YQ6/KS3JZ5CfHWpAUY5EpiorjRKaY6qW6oJ60y0nEwecHY+8zg9C7uVMIhD+u2jJSRhXUxxu3d8SbozrJtivbG4iItUbKWs9AOSn1oHV2ArY82d9leyDPuZhu6pw77edNvEXbbEx6LtJkkJ4H/O/Rxg/n7i8u9Tnl1d38Po5rcWI2CphxQyt8o0OrGwBe93rakBOecu5BxcO5hCAAubn2/cKQ0J1lCBeUwheh7InzhFoe/HujO2PN1GtU90/iPOcDWmdC4GqyKjjvV3m1vFs94FwYBOqm+th1rfDwgOY+9yrjVXzciT1k+yGW4BNBzomefkMrrJl6jYuKmxr+qo2JY0IvI0spODD92x1OFS6DAKMH+eyajr2m6bF+v3bDn+fR6Zlf8MHqQ36/h1JFkz+vaj2KAHid3pFedh6xESa8OLwd+rbUP9IMuDqk3P0evOPn07EFLs+LctOA5zn4v2O6YHRhA7x+e0dZCiAAxKg4VsTjfG3JfuRN/QHVVpvX6YJ6IzhqwF682akqxtdZeRrzgSItLgLXtctCgkpKo5ozQ4yyKI3nUE8XVLtHeopW3l5Q36d6Jf4TRANH/F9KB3V8Jm9gR5iNsuveX9Nfefl4I3zB4y59ctrgltznGHDX1Q2Rr2ge7DdiryfA1ThwPJ7ZdxystXSNhBVenEu88krY9suiERBGBCuSFUz6tbTLajfLiEXflhmaBkWsSg1IhIq6oJgmxt9sKx2RrkAZpQlRZkzo08RnKWBeQUotkvXSiHzcWdgAA73osVIjgpwTLQgCshOjYPHCK+9vBEj0uOr1myvT/S5XWWVpXGaN4yxomAyLyYC/9m1ao8//5F7XxT5PXkrgZKgB13RBmZGldY69TO8oik1ymwanB0rpfHfjgk/H7JInT/d5587OkmIl4Nl4bpIeh5lD2iAjPtIlNVotZUtpzM/57Yh8nCk+7z+j9K0xVYP/7XmBCX9TxHyBFwAS8VVsSJR358epHv0cg4HyHHtK/Hjy+la4Id+/tKpvth5DtdUm9dQSjVLxM4sv20V2TAYB0Waj7Hz6mw2tvOxn/bRH9niSh3nz3dGdERthQiF3TfL0cjjyxnJRLd3Q6vVUrx7+ffUoRFircNWhbUEXjwpLtM5lTo59+7BhtXNcOhD+q/QrmHCOZInMGp6PRwY2x3/vcb+IzORu9OLkL35/Ne+XSWZkOZorBinVxlt441DNYL65Uw6eGtIm8OpXtZQT7c34dSdZ7Q5nJEsf75fSCEiOtsgl3DWO84nrW2Hb9P41rh+IVanPkB2Pj6mqvqJspcCfD03FRC9TatbntPY73chbIs1GmfiFOwcV32jXZDTgvl72Bdq93Rvi2lYZMoPbl+Me0DoT3ZukwiBAMy3SqBhnmw8XyyJZSoO2ZVZ8UI0F3sjqkCsfE9fXt6JpeoymaAYAjw3BlRQ0TMbwTjmybXEergUloigDH3kJ5VRBns/HFaJH01T0b5WBTg2S8KxDPCU2woTfHuuH7k3kgjQRJoNquuus4e089o4rr7Jh6Z7TLttFMakzpXYjKznGAoNCUVXwM5alpd11b/eGWPDXHi7Kqko61k/C9hn9pWtURHRKvTqyA965szMe9PA+fsP3evr0U2DmTADAlNWf4NXvZuHTTx+tEw11g4LyXC5dChw8GNYGFkB9ssKKakVPmXC5UbgjKcbiVX+Kwsap+O3QeWQlREoLG3GhtPHP8y778wuPCsnICq3zFeheKF4jLoaPHVPPRxEE+/M650R7M3753jrK/k7u0DuSpUzVFQTBqWRp0B5bsREmXWrqPKl3JcdEuH2+psRFmJGfk4CtRy8A8FJkQUwDGT4cTBAksQsAYIIAMIaZfcfBZjD6bUz7QkGjFMzfYhd2cTcubmyfjXdXHcSdhQ0AAFOubY5+LTOQn5MIwH+vfaTZiI89RCTNivSiNQfOYFhHu3fXIAguqZkWk8HvVC1/4PuaFTZOwasjOyAvJRpG2LBvw0r8+7qrYTabcaqkHAXPLZa91mwUcHXjVOVbuqW8yoZ/39oejwxoji6O90uO1nYoJERZcKZMrkgrRoN4h0uoOdy0yM9NxP/GyMfM8od7IzHagoQoMz6+twBWG8Osn/YgJykKgkq0E7BH/+IiTThxwf3n/Xn2ovR3i0x72qF42Z65aD+vqbGuc42/kWitUuRoixGtsl3THtV+NzGtVWTto9dIYlQJUWZc2yowKcgSRiPQu7fdkJoxw3VyFMWjwjwiExTEc1mHCK1VJ+GWakU37LoQyVKjb4t0l20T+tg7j/+T6zrubpFuVI1khdb5Chkjq5ZyopW/x7sKNUtlHdBFH4qixX4retVkKW2KA6fLJKeH0WDQjCa4U430BU/RTDXRFaNBwMdj3C/qvSUmwiiLvHqtZOdIAxEUaSAVGVkYP3Qafmpub9YZDCOL/wR3c0GDlBhsefJaqUGnxWTAVXnJ0nzrr9feG5SL1RMXyqU6KHskSz6eIkwGqcB/WAdFqk0AUPajujE/G+1yEtEsI042dWTER+KpIa3ROC0Gq6deg9dGdsCbozq53LOGKKT1lZRL17Hze6vVYom8O7qzrH4XcAoH8XOBRacId23QICVGNjcaDQKmDmqBv3S1OwXUrqUIk0F9zGt4DBKizE51QcfsV+pohRIf5eqbV6bjeovWZR+pYX1p1STy16Qezex9xovmxHqKRxHhQ2itOgm3KCNZoWY06MVbd3RCA0WNSYTJiAl9mqBHU6dYgtnNAppP6ZGiGiF2vsr8FHUICCGQE60sYlYaoefKPDfelV6rcyTLprh5lpZXS6qWRjfS2jE63vCVaVM8SSpGVk5SFLo3TUUrHRp3mowGybOcFhchE23xiEoayK+LN0gGFhCcuYxfT3oyvt1FTJVjQU/UpP6POBqyGw2CS42OxWTA5H7N8PGYAjw3rG3AjkskJ8l7EZ47C/OweEpv1EuMwg352ejniCjMe8D5u0eZjaqRERExFZy/jt0t6NvnJmLTE9diBHetOCNZfLpgeESy/EHNIWMxGbxqIyGmQPMRI3G4i44rtci8v0YWAHwyxjV1VityryWywzug1QRlAk4db6hL+E9orToJtyi9iHU1kmU2GtA4zangddtVuar7uTOaDILTSybW5yhlnGub7ABJ5PtNkHOilbV0SvEP5fNiuoo36F2Tpdaa6txFu9FnMLimeYn4Igfuiedu0l5Ep8Y6jSzxPD7QuzEAICXWu3ot/vwLKkbUC8Pa4c7CBvjo7i6+9/0S00BGjgR694Zgki/KAi18oaQmRp2vfcp8ocTR6Bqwt9IAgNMO54LdyHKNZFlMBnRvmhrQVg+fje2KEZ1y8PCA5p539kDH+s5arspqmyQRX09F9CjeIXIRaTYgKyESUWajqhgGjyAIMrl8Z00Wly5YR++dgLrSn1WjV4pyXzFbwGw0SE4J8ZXuVHprooDbJS/ZpUZR2e7g6aFtYDII+Pct7VXfg3dAB7q+U5U63lCX8B+qyQojlBLA4ZJX7g/8Is6dp1MLo1iYyxgXyQqtFJGJ1zRFWUU1bswPfJqP1wQxJ3rX8RLZ4xgPqXVnfYhkVegcyVJrmn3+kn1BbDIYXAQLRPQULbGYDMiIj8Cpkgo0TY/FPq4JN68A982Eq5EQZUa6Y5u3KZP39miEVxfvQ7dGybg5rQgnE1pi1s/7pNoki8mAp4bYC+/v69UYaw6cRZ/mnmX41VCelWCkC/K2UU3EIu7v2Rjfbz2O2wsa6HBUcnhPfUqsBceKL6OopByA3VhQ/pbBis4XNk5BIdf8Vy8qrDY8P6QtmqbH4rp2WRj4ykqUVVTjvl6NsPNYiWTUCYKApX/vDca8c5zwBqdqumCIZTXoiZoDROmg1aK03D6n2Y0suZUlZhbwxuq0wS2wcMdJPHRtsxocsatRpYzY3tG1AUZ0ytF0JBQ2TkFOUpRURxZ06nhDXcJ/yMgKI5TpgnrVm4Qiv590LsC7asizunOmGwzOLO1QVRdMiDLj+WHtPO9YRxnUNhNvLD0gPW6QEoOChnbJ7HUHz7nsryxo14IxJv3mei2m3KWIGQ3QlHDXm3fvvArfbTuO267KxTUvLZe2846IeM7AAuSLIndM7NME+TkJ6JATh5VLFmFs9zz0bZWJJmmuPbp6NUvDT5N7or6PbQtElNduMPo/WXVK86ufEo3NT/YPiKrfmO6NsPtEKYZ3ysGc344AAE46jKwIs0G2yLTwC+EwparahvhIM+7rZY+6/jipB3adKMG1LTNcHBS+ROoiuXujWrqgu+bv4Y6asyomwoRHB7fA7e+sw9geDTVfO2e9fcyZjYKUCSKmBouRLP48juvZGON6Nq7xMScpxEzUMgDc/f6RZiOWP9xHs8Yr4NSSeBQR+pCRFUYoF3p1tSYLgKzzezc/PKhGQZAWcpK6YB02SsORiX2aouRyNf7365/o1zIdZqMBn99XiLKKarSZ/pPL/he4VCp38Olc+kWynH/HWIwyEQ6D4NqM+OmhbVDYSN5jSQ/a5iSgbU4Cii/Jo3q8hLtS4tobZ8x1bbNgMRnQt2UGqqrs51kQBLee4eaZcb4cugyleEQwFr02jZQpfwiUbHpyjAXv32WXOV/yexEA59iLMBkCmhJYGyhTL3OTo33uN6gGL5zg7JPl3OauiW2407dlBno3T0P73ERkJ0Rh76lSFDRMhiAI2D6jv6x+Sul4FFO0zUaDdI3aGFBUUo63V9gdYoEoU1D+5t46hnhqte8Zp6QKRwaNRB1oqEv4T92daeogyiWCnvUeoUYxt6D2J+XKIAiOmwRzNiOuw0ZpOBJlMeLpoW0woU8TmZGgFXG8WOGdUAgvmBEIdcGODZKwct8Z6bHJYHA55ps71guoyhW/YPz+we5okh6LVlnxiIs0ucwL3izMnxrSWvdjdIcyAOOpD5geDG6bhenf7sTVTfRPewsEDRQLz0izURah0SsyV5uItZN6wwsnSOmCXApaXTayzEYDPry7i+pzykbOj1/XCkPeWK36HlK2IGMY/8kmKT06EBk00Yo5KizXNqJ41KRJchGMnBy7gUXy7VckdXemqYMo60K0ZE7rAlqFut5iMEAq/AjVPlmEnUyFAIiWiESZH0aWXoa1Wk2WSITZVcI90AZ9lMWIu7rloaLaJjU6/v7B7hAEV2U8bxZFwY6QKM3omqiTeUtaXAR2PzUwbNKslU19I0wGWVF/IFUOg4Xy2teLaCPQ9fA2pJedR9amCqDNENk1GYzxFg7k5yZi6/T+eG/lH3h1yX5pu0FwXqMM8l6UeokJ8RgMgixDIGwjtsOGAUOG2FUET5yw12D16EERrCsYmmnCCKXdUQfusTXCXb8ao+DMKRdTUkKtJotQx2AQYDQILob21iPFeH3JPtx9dUO3nugKrgZPL+EJ/kiU/bssRvni1yAER+Fqxo3y6JPWd/VmwRJ0I0sIfrog4FpgH8okKOpUlIvbcJ7/Px5TgE/X/4nHrmup/5vPm4cbx0/EbUUOJbfvADyZg5yHZwKwy8h7Etm5kkiIMqOhQrHRxiBZWcpxFihV4+gIE2dkhYcjRJU62FCX8J8wHslXHryHfmDrTLTPTay9gwkwoqrUjBta+fV6o0GQjDDxJlFXJe/rIrzaXEa8XdRh0+Fi/Ovnvfhmy3G3r5VUsPT0uHILjbu75qLr4W24cddydD28DRaByfruhNo44yM3IzR6bQW7nkH5eWHruQ4grk117b+jwWaVxh+WLQvLBqfdm6biP6M6+aUc65Z584DhwxFVpJDKPnYMbSbfiwF71gCo2+mC/qCsKbXamKYTM1CR4NOlTmGjsEwXJAgVaKYJI0YX1sfzC/diYOsMvHVHp9o+nIDyQO/GGN4pRyZNrcSdsJbACV+IUE1W+GA2GqSIVOvsBJwqKZKeW7H3NG4vqK/5Wr0bEQNOG2vAnjXo1Ot+zOFy7q3L30CL8Y8BqC8deyjBH8+jg1vi5k45+PuXW3Gs+HKtRUOUfbHCKcIULOIizTDYrOhydCfSy84jfWM1sLMKq94aj+xSR03gd7PsNR+zZ1PNh9Vqr4dhzNU8cAz0Z396HZHVFWiedh7o34zSuByUK3oS2hjTvL8GI92WnC5EXSG0VgOEW+7sWh8PtqrGrJvb1PahBBxBENwaWF69h+JxqC1+CW34qO2gNpmy5zypfYvF9Hoa1YwxDNizBm/Of05e1AzAcOI4+j4xQfKSh3LNT6TZgK6NUrDqH9egZ1P/elzpgbLuri5LavtLxi8/YNVbYzDns2l49btZaHvHUGDECGSVnpHveOyYXdVs3rxaOc6QYeVKl2uTRwCQerkEs79/CcP+fgeQl0fnzEGqomG5jTHNhuOBmt/4nntkZBF1hdBdDRAumIwGNEmgCchblDUqJOEePvDSzukKY9tTb6BKR/qUnpEswWbF9MVvqz/n8JJPX/w2DDZrSEdMedW1morL1ASzSRHJojlNzrx5yBxzBzKVBhVcnUdSOHLy5LBMHdSNEyc878NDxqlE72bpmNinifTYxlTGmYNACF8AwNAO9aS/w7omiyA4aCQTYYunRbSy7oOEL8KTWEWRupaHVaSoxJ7brxSoqAlt/9iO7NIzmhOmAIbs0jPocnRnSDtBeMdDtS0w8tneoGw+HMrnLOhwaW9e36AZA44csUdzrlSysnzbn4xTCYNBwN/7NZFq/dru2wzBpn5OAlVzyjc2D2VHFUH4AtVkEWHLuB6N8MVvR3D2YqXq80bFYpwm7vAkNkJuLFk9GAdbj14AAEnaXA+SS896tV962Xlc1tG40wMt+flajWQZleqCdCuScKS9+eUS8jWaU5fo0cNen3bsmPfSi7xxeiUrws2bB0yaJKs1tX33Lwy4ajR+at5Ntmug0gXb5ybi5Vvy0SAl2mO2AkGEC7TqJMKWpBgLVv6jj+bzrpEsGu7hiLJR7bHicrf7HzxTBgBomRWn2zGcjU32ar+i2CTEB6Gxri8MaV8PyTEW9Gwmr8GqXSNLfi1SuiBHTQwlX6M5dQmj0S4AArhXRVLjSjZOHYqMyno24fhxvDn/OanWVCRQyoyCIGBYxxx0auDdXEsQ4QCtOomwJtJNfrhLg1iqyQpLlI1Dtx4pxvK9pzX3Ly23Ny3WM11wa8O2OB6XCq0YGhMEHI9Lxfqc1oiPDK1IVm5yNFb9ow8+vOsq2fbBbe0L8kapMWovCyhJih5QURa6NiX8MZQEAcjNtUdzrmSGDQO++gqoV8/zvjxXqnHKpaYqUdaaipBIDUF4D93ZiLDGYBDw7cSrkZXgqkSorN0xBbkXEKEPSiMLAKZ8sVVz/7IKu5EVp2NEySoYMbPvOPsDpZdcEADG8Fm7Abj+91XIP7A55Go8oi0mFyGYu7rl4d07O+Or8d00XhU4oixGJMc4DS2qyeIQ0968jcaI+73yCkmSA3ZD69AhYOlS4OOPgbQ07XN5pRunHhQZDYBUaypSU9VfgriSICOLCHva5SSiT4t0l+18JMtiNFCedxgSaTb43ChXjGQpa7lqAmMMPzXvhvFDp7l6yZOTYUtKxpTVn+DV72Zh3PR7w0Ie2mQ0oF+rDJmxE0zSuEa0VJPF4WvaW06OPXpzpffJ4jEa7TVWo0YBb71l36bmHAGubOPUyzTJ9LLzAIB37+yMXE6ggiAI95CRRdQJHujdGAabVVJHwrJlsHDJXaQsGJ6ItTvKPi7u1p6ikaVnJEuU//+peTenl/zTT4GZM4Fz52A4f07+ApKH9ghvPFNNlgKttLfcXOCLL5zjb+lS4OBBMrDcoXUuyTj1Ok2yKDYJANClEdVLEYQvkPuQqBPkLF2Ije+NR9K5IvuG72bh04Q0PNFnLH5q3o16ZIUrjlKBHyf1xKyffscXG7RTW0TKKqoAqKcZ+oss0iJ6ya1We8SKMfXeRYJgl4ceMuTK9ZS7wcQ5PkK5gXOtMWyYfeysXGmPOGRl2dPaaCz5Dp1LdTwoMtoAnHTUmgKk0EsQvkJXDBH+ONSREkUDy0HqhdOSOhIpC4YXomhFxwZ2D2paXASevamt9HxltQ1//3Irth4plr2uympDeZU9gqlnJGtS36YAgBvys50bPdQzUO8i95iYTYo8G1YsD7k6tpBANOhHjrT/f6UbBTWBzqUrblJTmePxzL7jYDPYzxUZWQThG2FzxZw7dw6jRo1CfHw8EhMTMWbMGJSVlbl9zdtvv43evXsjPj4egiCguLg4OAdLBA9OHUkZTRAH9/TFbyNSqD25asJ35o7vhruvzsOs4e2kbWajAV0a2tNVLlyuwlcbj2LUu+tkrytzpAoC+koND2yTiZWP9MErt7Z3bvRW9vlKlofWYt48vP3kcMz5bBpe/W4W0KdPWNSxEUSdQyudsl49jB86TeqTZTYKLuI5BEG4J2yMrFGjRmHnzp1YtGgRvv/+e6xYsQLjxo1z+5pLly5h4MCBmDZtWpCOkgg6XqojdTqyU3MfIvRokh6L6Te0RrpCyWpkl1zZY1FJUPk4ymzUPXqZmxwtF+HwVvb5SpWH1sIReU4pVsjwUx0bQdQOvCKjo9avcv8BWSNiimIRhO+ERU3W7t27sXDhQvz222/o3LkzAOC1117D4MGD8a9//QvZ2dmqr5s8eTIAYNmyZUE6UiLoeKuOVHrO805EyGPxkOJTUu6oxwpGQ2AP9QwQBPvzV6o8tBpuIs9Ux0YQtYiYTulAqJZ3BaS6ZoLwnbAwstauXYvExETJwAKAfv36wWAwYN26dbjpppt0+6yKigpUVFRIj0tKSgAAVVVVqKqq0u1z/EH8/No+jlBCSEvzahAXJ6Zckeetro0Zg0o7YP67FV24DACIjzQF5TsLL70E4223AYIgNe8EnPUM1n/9C8xmA2xabYxDj0COGWH5cpi8qGOrXroUrFcv3T+fCAx1bZ4hgGqrfM6yGA26/r40ZghfCaUx4+0xhIWRdfLkSaSny/sgmUwmJCcn4+TJk7p+1vPPP4+ZM2e6bP/5558RHR0a/SEWLVpU24cQOlit6J+SgsizZ10943CqI61Ly8OCBQuCfXQhQ10ZM1vPCgDkEY4P5i7A2lMG9K1nw87z9uctVaXB+b0jIpD1yCNo++67iDp7Vtp8OSUFO8aMwYmICCBMx10gxky9FSvQ2fNu2PLjjzh28aLun08ElroyzxCAjQH8ErG6sjwgcyqNGcJXQmHMXLp0yav9atXImjp1Kl588UW3++zevTtIR2Pn0UcfxUMPPSQ9LikpQW5uLvr374/4+PigHouSqqoqLFq0CNdeey3MZv0arYY7wn/+A9x2GxggiyaIfriZfcchOTUFgwcX1Mrx1SZ1bcwUXqrE+88vk217c28Uzl+qQlVMGvq3TgcO7EZOViYGD24fnIMaPBiYMQPVq1ZJ8tDm7t3RwWhEh+Acga4EcswIMTHAyy973K/9oEHIp0hW2FDX5hkCsNkY/varczEbHxuDwYO76/b+NGYIXwmlMSNmuXmiVo2sKVOm4K677nK7T6NGjZCZmYmiIrk8d3V1Nc6dO4fMzExdjykiIgIREREu281mc63/qCKhdCwhwS23ACaTvdaDS0U6l5SOx3rdi5+ad0MXk/GKPmd1Zcwkx7rW6Zy/ZA/br9p/Fv1aZgAAIsxB/r3NZqBfv+B9XhAIyJjp08erOjZTnz5UkxWG1JV5hgCY4vq0mAwB+W1pzBC+EgpjxtvPr1UjKy0tDWlpaR73KywsRHFxMTZu3IhOnToBAJYsWQKbzYaCgisvOkGooNJs8qF9Fqw4cB4AYCLp2TqByWhAlNmIy1WuPZUEAah01BGQElaIIvblGT7c/oPxCzmxT88rr5CBRRC1jKDom0W9JgnCd8LiqmnZsiUGDhyIsWPHYv369Vi9ejUmTpyI2267TVIWPHbsGFq0aIH169dLrzt58iS2bNmC/fv3AwC2b9+OLVu24Nw5UpqrkyiaTRpMTh+CiW4QdQat/ldmowFVVib9TYQoWn15cnLs24cNq53jIghCEwupCxKEz4TNVfPJJ5+gRYsW6Nu3LwYPHozu3bvj7bfflp6vqqrCnj17ZMVob731Fjp06ICxY8cCAHr27IkOHTrg22+/DfrxE8HHyHnizBTJqjPERqhHOcwGAZUO2WGziX7vkEalLw8OHiQDiyBCFHJcEYTvhIW6IAAkJyfj008/1Xw+Ly/PJYd4xowZmDFjRoCPjAhV+O70JiMtuusKh86qq/qYTQZUOdIFaUEQBij68hAEEVo0SInGn475llKwCcJ36Koh6ixbjxRLf1O6YN3HYnQaWbQgIAiCqBnjejaS/jaTo5IgfIZWIkSdpajU2VSahC/qDjfkZ6tut5ioJosgCEIvzAbnPEpzKkH4TtikCxKEPxhsVnQ5uhNXXd4OZF4AevQg5bIwZ9bwdrivZyOYjQYMeGWFtL3ayiR1QVoQEARB1Aw+zd5MwhcE4TNkZBF1lnuLNuOer2Yju/SMfcOrsCuYzZ5NBfZhTKTZiDb1EgAAn9xbgFHvrgMAXK6yosohfEFKWARBEDWDT7OnFGyC8B26aoi6ybx5eOzDJ5EpGlgix47Ze/TMm1c7x0XoytVNUvHLQz0BABcuV+HLjfZm1FQ/QBAEUTN4VV6aUwnCd8jIIuoeViswaRIExlwHuKhAOXmyfT8i7EmOiXDZRpEsgiCImsFHsigFmyB8h64aou6xciVw9Kj284wBR47Y9yPCniiza40dLQgIgiBqhqwmi+ZUgvAZumqIuseJE/ruR4Q0kWbXaYwWBARBEDWDVxek7ACC8B26aoi6R1aWvvsRIY0gCC7RrEqHAAZBEAThH/JIFtVkEYSvkJFF1D169LCrCAoaNwVBAHJz7fsRdYIoi9zIOn+pspaOhCAIom5gpnRBgqgRdNUQdQ+j0S7TDrgaWuLjV16hfll1CGUkq7yKRE0IgiBqgpmELwiiRtBVQ9RNhg0DvvoKqFdPvj0nx76d+mTVae7o2qC2D4EgCCKsMRmoTxZB1ARqRkzUXYYNA4YMsasInjhhr8Hq0YMiWHWQY8WXpb/fv6sz0uMja/FoCIIgwh8zbOh6eBvSy84jt14JcHUDun8ShA+QkUXUbYxGoHfv2j4KIohclZdc24dAEAQR3sybh4YP/hVzjh+zP/4OwD8fsafiUyYIQXgFxX8Jggh7jAZn7V1cpLkWj4QgCCLMmTcPGD4cRtHAEjl2DBg+3P48QRAeISOLIIiwJzuR0gMJgiBqjNUKTJoEMAYXfV7G7P9PnmzfjyAIt5CRRRBE2PPqbR3QJD0W743uXNuHQhAEEb6sXAkcPar9PGPAkSP2/QiCcAvVZBEEEfZ0qJ+EXx7qVduHQRAEEd6cOKHvfgRxBUORLIIgCIIgCMKuwqvnfgRxBUNGFkEQBEEQBGFvc5KTAwguFVl2BAHIzbXvRxCEW8jIIgiCIAiCIOxtT2bPtv+tNLTEx6+8Qv2yCMILyMgiCIIgCIIg7AwbBnz1FVCvnnx7To59O/XJIgivIOELgiAIgiAIwsmwYcCQIXYVwRMn7DVYPXpQBIsgfICMLIIgCIIgCEKO0Qj07l3bR0EQYQulCxIEQRAEQRAEQegIGVkEQRAEQRAEQRA6QkYWQRAEQRAEQRCEjpCRRRAEQRAEQRAEoSNkZBEEQRAEQRAEQegIGVkEQRAEQRAEQRA6QkYWQRAEQRAEQRCEjpCRRRAEQRAEQRAEoSNkZBEEQRAEQRAEQegIGVkEQRAEQRAEQRA6YqrtAwh1GGMAgJKSklo+EqCqqgqXLl1CSUkJzGZzbR8OEQbQmCF8hcYM4Ss0ZghfoTFD+EoojRnRJhBtBC3IyPJAaWkpACA3N7eWj4QgCIIgCIIgiFCgtLQUCQkJms8LzJMZdoVjs9lw/PhxxMXFQRCEWj2WkpIS5Obm4siRI4iPj6/VYyHCAxozhK/QmCF8hcYM4Ss0ZghfCaUxwxhDaWkpsrOzYTBoV15RJMsDA+L72QAADOpJREFUBoMBOTk5tX0YMuLj42t9gBHhBY0ZwldozBC+QmOG8BUaM4SvhMqYcRfBEiHhC4IgCIIgCIIgCB0hI4sgCIIgCIIgCEJHyMgKIyIiIjB9+nRERETU9qEQYQKNGcJXaMwQvkJjhvAVGjOEr4TjmCHhC4IgCIIgCIIgCB2hSBZBEARBEARBEISOkJFFEARBEARBEAShI2RkEQRBEARBEARB6AgZWQRBEARBEARBEDpCRlYY8cYbbyAvLw+RkZEoKCjA+vXra/uQiCCwYsUK3HDDDcjOzoYgCJg/f77secYYnnzySWRlZSEqKgr9+vXDvn37ZPucO3cOo0aNQnx8PBITEzFmzBiUlZXJ9tm2bRt69OiByMhI5Obm4p///GegvxoRIJ5//nlcddVViIuLQ3p6OoYOHYo9e/bI9ikvL8eECROQkpKC2NhY3HzzzTh16pRsn8OHD+O6665DdHQ00tPT8fDDD6O6ulq2z7Jly9CxY0dERESgSZMm+PDDDwP99YgA8Oabb6Jdu3ZSo8/CwkL8+OOP0vM0Xgh3vPDCCxAEAZMnT5a20ZgheGbMmAFBEGT/WrRoIT1fJ8cLI8KCOXPmMIvFwt5//322c+dONnbsWJaYmMhOnTpV24dGBJgFCxawxx57jM2bN48BYF9//bXs+RdeeIElJCSw+fPns61bt7Ibb7yRNWzYkF2+fFnaZ+DAgSw/P5/9+uuvbOXKlaxJkyZs5MiR0vMXLlxgGRkZbNSoUWzHjh3ss88+Y1FRUez//u//gvU1CR0ZMGAA++CDD9iOHTvYli1b2ODBg1n9+vVZWVmZtM/999/PcnNz2eLFi9mGDRtY165dWbdu3aTnq6urWZs2bVi/fv3Y5s2b2YIFC1hqaip79NFHpX3++OMPFh0dzR566CG2a9cu9tprrzGj0cgWLlwY1O9L1Jxvv/2W/fDDD2zv3r1sz549bNq0acxsNrMdO3Ywxmi8ENqsX7+e5eXlsXbt2rFJkyZJ22nMEDzTp09nrVu3ZidOnJD+nT59Wnq+Lo4XMrLChC5durAJEyZIj61WK8vOzmbPP/98LR4VEWyURpbNZmOZmZls1qxZ0rbi4mIWERHBPvvsM8YYY7t27WIA2G+//Sbt8+OPPzJBENixY8cYY4z95z//YUlJSayiokLa5x//+Adr3rx5gL8REQyKiooYALZ8+XLGmH2MmM1m9uWXX0r77N69mwFga9euZYzZjXuDwcBOnjwp7fPmm2+y+Ph4aZw88sgjrHXr1rLPuvXWW9mAAQMC/ZWIIJCUlMTeffddGi+EJqWlpaxp06Zs0aJFrFevXpKRRWOGUDJ9+nSWn5+v+lxdHS+ULhgGVFZWYuPGjejXr5+0zWAwoF+/fli7dm0tHhlR2xw8eBAnT56UjY2EhAQUFBRIY2Pt2rVITExE586dpX369esHg8GAdevWSfv07NkTFotF2mfAgAHYs2cPzp8/H6RvQwSKCxcuAACSk5MBABs3bkRVVZVs3LRo0QL169eXjZu2bdsiIyND2mfAgAEoKSnBzp07pX349xD3oXkpvLFarZgzZw4uXryIwsJCGi+EJhMmTMB1113n8rvSmCHU2LdvH7Kzs9GoUSOMGjUKhw8fBlB3xwsZWWHAmTNnYLVaZQMLADIyMnDy5MlaOioiFBB/f3dj4+TJk0hPT5c9bzKZkJycLNtH7T34zyDCE5vNhsmTJ+Pqq69GmzZtANh/U4vFgsTERNm+ynHjaUxo7VNSUoLLly8H4usQAWT79u2IjY1FREQE7r//fnz99ddo1aoVjRdClTlz5mDTpk14/vnnXZ6jMUMoKSgowIcffoiFCxfizTffxMGDB9GjRw+UlpbW2fFiCvonEgRBEEFjwoQJ2LFjB1atWlXbh0KEOM2bN8eWLVtw4cIFfPXVVxg9ejSWL19e24dFhCBHjhzBpEmTsGjRIkRGRtb24RBhwKBBg6S/27Vrh4KCAjRo0ABffPEFoqKiavHIAgdFssKA1NRUGI1GF5WVU6dOITMzs5aOiggFxN/f3djIzMxEUVGR7Pnq6mqcO3dOto/ae/CfQYQfEydOxPfff4+lS5ciJydH2p6ZmYnKykoUFxfL9leOG09jQmuf+Pj4OnvTrMtYLBY0adIEnTp1wvPPP4/8/HzMnj2bxgvhwsaNG1FUVISOHTvCZDLBZDJh+fLlePXVV2EymZCRkUFjhnBLYmIimjVrhv3799fZOYaMrDDAYrGgU6dOWLx4sbTNZrNh8eLFKCwsrMUjI2qbhg0bIjMzUzY2SkpKsG7dOmlsFBYWori4GBs3bpT2WbJkCWw2GwoKCqR9VqxYgaqqKmmfRYsWoXnz5khKSgrStyH0gjGGiRMn4uuvv8aSJUvQsGFD2fOdOnWC2WyWjZs9e/bg8OHDsnGzfft2mYG+aNEixMfHo1WrVtI+/HuI+9C8VDew2WyoqKig8UK40LdvX2zfvh1btmyR/nXu3BmjRo2S/qYxQ7ijrKwMBw4cQFZWVt2dY2pFboPwmTlz5rCIiAj24Ycfsl27drFx48axxMREmcoKUTcpLS1lmzdvZps3b2YA2Msvv8w2b97M/vzzT8aYXcI9MTGRffPNN2zbtm1syJAhqhLuHTp0YOvWrWOrVq1iTZs2lUm4FxcXs4yMDHbHHXewHTt2sDlz5rDo6GiScA9Txo8fzxISEtiyZctkcrmXLl2S9rn//vtZ/fr12ZIlS9iGDRtYYWEhKywslJ4X5XL79+/PtmzZwhYuXMjS0tJU5XIffvhhtnv3bvbGG2+QvHKYMnXqVLZ8+XJ28OBBtm3bNjZ16lQmCAL7+eefGWM0XgjP8OqCjNGYIeRMmTKFLVu2jB08eJCtXr2a9evXj6WmprKioiLGWN0cL2RkhRGvvfYaq1+/PrNYLKxLly7s119/re1DIoLA0qVLGQCXf6NHj2aM2WXcn3jiCZaRkcEiIiJY37592Z49e2TvcfbsWTZy5EgWGxvL4uPj2d13381KS0tl+2zdupV1796dRUREsHr16rEXXnghWF+R0Bm18QKAffDBB9I+ly9fZg888ABLSkpi0dHR7KabbmInTpyQvc+hQ4fYoEGDWFRUFEtNTWVTpkxhVVVVsn2WLl3K2rdvzywWC2vUqJHsM4jw4Z577mENGjRgFouFpaWlsb59+0oGFmM0XgjPKI0sGjMEz6233sqysrKYxWJh9erVY7feeivbv3+/9HxdHC8CY4zVTgyNIAiCIAiCIAii7kE1WQRBEARBEARBEDpCRhZBEARBEARBEISOkJFFEARBEARBEAShI2RkEQRBEARBEARB6AgZWQRBEARBEARBEDpCRhZBEARBEARBEISOkJFFEARBEARBEAShI2RkEQRBEARBEARB6AgZWQRBEAQB4K677sLQoUNr+zAIgiCIOoCptg+AIAiCIAKNIAhun58+fTpmz54NxliQjoggCIKoy5CRRRAEQdR5Tpw4If39+eef48knn8SePXukbbGxsYiNja2NQyMIgiDqIJQuSBAEQdR5MjMzpX8JCQkQBEG2LTY21iVdsHfv3njwwQcxefJkJCUlISMjA++88w4uXryIu+++G3FxcWjSpAl+/PFH2Wft2LEDgwYNQmxsLDIyMnDHHXfgzJkzQf7GBEEQRG1CRhZBEARBaPDRRx8hNTUV69evx4MPPojx48djxIgR6NatGzZt2oT+/fvjjjvuwKVLlwAAxcXFuOaaa9ChQwds2LABCxcuxKlTp3DLLbfU8jchCIIgggkZWQRBEAShQX5+Ph5//HE0bdoUjz76KCIjI5GamoqxY8eiadOmePLJJ3H27Fls27YNAPD666+jQ4cOeO6559CiRQt06NAB77//PpYuXYq9e/fW8rchCIIgggXVZBEEQRCEBu3atZP+NhqNSElJQdu2baVtGRkZAICioiIAwNatW7F06VLV+q4DBw6gWbNmAT5igiAIIhQgI4sgCIIgNDCbzbLHgiDItomqhTabDQBQVlaGG264AS+++KLLe2VlZQXwSAmCIIhQgowsgiAIgtCJjh07Yu7cucjLy4PJRLdYgiCIKxWqySIIgiAInZgwYQLOnTuHkSNH4rfffsOBAwfw008/4e6774bVaq3twyMIgiCCBBlZBEEQBKET2dnZWL16NaxWK/r374+2bdti8uTJSExMhMFAt1yCIIgrBYFRe3uCIAiCIAiCIAjdILcaQRAEQRAEQRCEjpCRRRAEQRAEQRAEoSNkZBEEQRAEQRAEQegIGVkEQRAEQRAEQRA6QkYWQRAEQRAEQRCEjpCRRRAEQRAEQRAEoSNkZBEEQRAEQRAEQegIGVkEQRAEQRAEQRA6QkYWQRAEQRAEQRCEjpCRRRAEQRAEQRAEoSNkZBEEQRAEQRAEQejI/wOhgzbPeNO3VgAAAABJRU5ErkJggg==", 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", 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" ] @@ -476,7 +477,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[-0.027759944001706754, -0.042024054853653535]\n" + "[-0.03577630855309041, -0.16337948001854852]\n" ] } ], @@ -516,12 +517,12 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -556,7 +557,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -578,7 +579,6 @@ } ], "source": [ - "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from statsmodels.nonparametric.smoothers_lowess import lowess\n", "\n", @@ -605,7 +605,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -658,7 +658,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -687,7 +687,7 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -720,7 +720,7 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -750,6 +750,167 @@ "plt.grid(True)\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "filter_params = {\n", + " 'names': ['butterlowpass', 'lowess', 'non_local_means'],\n", + " # params for butterworth filter\n", + " 'order':1,\n", + " 'fs':500.0,\n", + " 'cutoff':25,\n", + " # params for lowess filter\n", + " 'filter_strength':50,\n", + " 'template_window_size':7,\n", + " 'search_window_size':21,\n", + " # params for nlm filter\n", + " 'frac':0.003,\n", + " 'it':1\n", + "}\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "butter_filtered_sig = data_helper.butterlowpass_filter(data['SB'][0], filter_params['cutoff'], filter_params['fs'], filter_params['order'])\n", + "# Plot the original and denoised signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(data['SB'][0].p_signal[:,0], label='Original signal')\n", + "plt.plot(butter_filtered_sig.p_signal[:,0], label='Butterlow signal')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without Butterlow signal Denoising')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lowess_filtered_sig = data_helper.lowess_filter(butter_filtered_sig, filter_params['frac'], filter_params['it'])\n", + "# Plot the original and denoised signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(data['SB'][0].p_signal[:,0], label='Original signal')\n", + "plt.plot(lowess_filtered_sig.p_signal[:,0], label='Lowess signal')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without Lowess Denoising')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nlm_filtered_sig = data_helper.non_local_means_filter(lowess_filtered_sig, filter_params['filter_strength'], filter_params['template_window_size'], filter_params['search_window_size'])\n", + "# Plot the original and denoised signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(data['SB'][0].p_signal[:,0], label='Original signal')\n", + "plt.plot(nlm_filtered_sig.p_signal[:,0], label='NLM signal')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without Non-Local Means Denoising')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "all_filtered_signals = data_helper.filter_data(data['SB'][0], filter_params)\n", + "# Plot the original and denoised signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(data['SB'][0].p_signal[:,0], label='Original signal')\n", + "plt.plot(all_filtered_signals.p_signal[:,0], label='filtered signal')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without All Denoising')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: total: 41.5 s\n", + "Wall time: 55.3 s\n" + ] + } + ], + "source": [ + "%%time\n", + "all_filtered_signals = data_helper.filter_data(data['SB'][:10], filter_params)" + ] } ], "metadata": { diff --git a/notebooks/noise_reduction.ipynb b/notebooks/noise_reduction.ipynb new file mode 100644 index 0000000..6f049a4 --- /dev/null +++ b/notebooks/noise_reduction.ipynb @@ -0,0 +1,299 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Signal Processing\n", + "\n", + "The notebook goes into more detail on the processing of the 12 ECG data per patient. First, the signal itself is considered and then the ECG signal processing methods integrated in the 'wfdb' module are explored. Various approaches are then used to normalize the data and reduce noise in order to make the signals as comparable as possible." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "from matplotlib import pyplot as plt\n", + "import wfdb.processing\n", + "import sys\n", + "import json\n", + "\n", + "sys.path.append('../scripts')\n", + "import data_helper" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load Data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For a better understanding of the structure and dimensions of the individual data sets, there are printed." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reading SB\n", + "Reading AFIB\n", + "Reading GSVT\n", + "Reading SR\n", + "SB: 16559\n", + "AFIB: 9839\n", + "GSVT: 948\n", + "SR: 9720\n" + ] + } + ], + "source": [ + "data = data_helper.load_data(only_demographic=False)\n", + "\n", + "print(\"Number of patients per category:\")\n", + "for cat_name in data.keys():\n", + " print(f\"{cat_name}: {len(data[cat_name])}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "example_data = data['SB'][0]\n", + "#Plot specific Channel of Record\n", + "fig = wfdb.plot_items(example_data.p_signal[:,0],title=\"Example for Channel 0\",figsize=(15,4),return_fig=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "filter_params = {\n", + " 'names': ['butterlowpass', 'lowess', 'non_local_means'],\n", + " # params for butterworth filter\n", + " 'order':1,\n", + " 'fs':500.0,\n", + " 'cutoff':25,\n", + " # params for lowess filter\n", + " 'filter_strength':50,\n", + " 'template_window_size':7,\n", + " 'search_window_size':21,\n", + " # params for nlm filter\n", + " 'frac':0.003,\n", + " 'it':1\n", + "}\n", + "\n", + "#save filter params to json file\n", + "with open('../filter_params.json', 'w') as f:\n", + " json.dump(filter_params, f)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "butter_filtered_sig = data_helper.butterlowpass_filter(example_data, filter_params['cutoff'], filter_params['fs'], filter_params['order'])\n", + "# Plot the original and denoised signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(example_data.p_signal[:,0], label='Original signal')\n", + "plt.plot(butter_filtered_sig.p_signal[:,0], label='Butterlow signal')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without Butterlow signal Denoising')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lowess_filtered_sig = data_helper.lowess_filter(example_data, filter_params['frac'], filter_params['it'])\n", + "# Plot the original and denoised signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(example_data.p_signal[:,0], label='Original signal')\n", + "plt.plot(lowess_filtered_sig.p_signal[:,0], label='Lowess signal')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without Lowess Denoising')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nlm_filtered_sig = data_helper.non_local_means_filter(example_data, filter_params['filter_strength'], filter_params['template_window_size'], filter_params['search_window_size'])\n", + "# Plot the original and denoised signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(example_data.p_signal[:,0], label='Original signal')\n", + "plt.plot(nlm_filtered_sig.p_signal[:,0], label='NLM signal')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without Non-Local Means Denoising')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "all_filtered_signals = data_helper.filter_data(example_data, filter_params)\n", + "# Plot the original and denoised signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(example_data.p_signal[:,0], label='Original signal')\n", + "plt.plot(all_filtered_signals.p_signal[:,0], label='filtered signal')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without All Denoising')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "wfdb.plot_wfdb(all_filtered_signals,title=\"Filtered Example for all Channels\")" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Defaults to False. + path_settings (str, optional): Path to the settings file. Defaults to "./settings.json". + + Returns: + dict: A dictionary containing the loaded data. + """ + settings = json.load(open(path_settings)) + path_data = settings["path_data"] #'C:/Studium/dsa/data' + labels = settings["labels"] + + data = {} + if only_demographic: + data = {'age': [], 'diag': [], 'gender': []} + + for cat_name in labels.keys(): + print(f"Reading {cat_name}") + with open(f'{path_data}/{cat_name}.pkl', 'rb') as f: + records = pickle.load(f) + if only_demographic: + for record in records: + age = record.comments[0].split(' ')[1] + gender = record.comments[1].split(' ')[1] + if age == 'NaN' or gender == 'NaN': + continue + data['age'].append(int(age)) + data['diag'].append(cat_name) + data['gender'].append(gender) + else: + data[cat_name] = records + return data + + +def format_data_input(data): + """ + Formats the input data into a standardized format. + + Parameters: + data (np.ndarray or wfdb.Record or list or dict): The input data to be formatted. + + Returns: + dict: The formatted data. + + """ + if isinstance(data, np.ndarray): + data = wfdb.Record(p_signal=data.copy()) + if isinstance(data, wfdb.Record): + data = [data] + if isinstance(data, list): + temp_dict = {} + temp_dict['temp_key'] = data + data = temp_dict.copy() + return data + + +def format_data_output(data): + """ + Formats the output data into a less redundant format. + + Args: + data (dict, list, wfdb.Record, or ndarray): The input data to be formatted. + + Returns: + The formatted data. + + """ + if len(data.keys()) == 1 and 'temp_key' in data.keys(): + data = data['temp_key'] + if isinstance(data, list) and len(data) == 1: + data = data[0] + if isinstance(data, wfdb.Record) and len(data.p_signal.shape) == 1: + data = data.p_signal[0] + return data + +def butterlowpass_filter(data, cutoff:int, fs:int, order:int=5): + """ + Apply a Butterworth lowpass filter to the input data. + + Parameters: + - data: (dict, list, wfdb.Record, or ndarray) + The input data to be filtered. + - cutoff: float + The cutoff frequency of the filter. + - fs: float + The sampling frequency of the input data. + - order: int, optional + The order of the filter (default is 5). + + Returns: + - data: (dict, list, wfdb.Record, or ndarray) + The filtered output data. + + """ + data = copy.deepcopy(data) + data = format_data_input(data) + for label, wfdb_objs in data.items(): + for wfdb_obj in wfdb_objs: + for idx in range(wfdb_obj.p_signal.shape[1]): + signal = wfdb_obj.p_signal[:, idx] + nyq = 0.5 * fs + normal_cutoff = cutoff / nyq + b, a = butter(order, normal_cutoff, btype='low', analog=False) + wfdb_obj.p_signal[:, idx] = lfilter(b, a, signal) + + return format_data_output(data) + + +def lowess_filter(data, frac:float=0.03, it:int=1): + """ + Applies the lowess filter to the given data. + + Parameters: + - data: (dict, list, wfdb.Record, or ndarray) + A dictionary containing the data to be filtered. + - frac (float): + The fraction of the data used to compute each fitted value. Default is 0.03. + - it (int): + The number of iterations for the smoothing process. Default is 1. + + Returns: + (dict, list, wfdb.Record, or ndarray): The filtered data. + + """ + data = copy.deepcopy(data) + data = format_data_input(data) + for label, wfdb_objs in data.items(): + for wfdb_obj in wfdb_objs: + for idx in range(wfdb_obj.p_signal.shape[1]): + signal = wfdb_obj.p_signal[:, idx] + d_range = np.arange(len(signal)) + # [:, 1] needed to get only the smoothed values + wfdb_obj.p_signal[:, idx] = lowess(signal, d_range, is_sorted=True, frac=frac, it=it)[:, 1] + return format_data_output(data) + + +def non_local_means_filter(data, filter_strength:int = 50, template_window_size:int = 7, search_window_size:int = 21): + """ + Applies the Non-Local Means filter to the given data. + + Parameters: + - data: (dict, list, wfdb.Record, or ndarray) + A dictionary containing the data to be filtered. + - filter_strength (int): + Parameter controlling the strength of the filtering process. Default is 50. + - template_window_size (int): + Size in pixels of the template patch that is used to compute weights. Default is 7. + - search_window_size (int): + Size in pixels of the window that is used to compute weighted average for given pixel. Default is 21. + + Returns: + (dict, list, wfdb.Record, or ndarray): The filtered data. + + """ + data = copy.deepcopy(data) + data = format_data_input(data) + for label, wfdb_objs in data.items(): + for wfdb_obj in wfdb_objs: + for idx in range(wfdb_obj.p_signal.shape[1]): + signal = wfdb_obj.p_signal[:, idx] + # reshape data to 2d for image like processing + d_2d = np.reshape(signal, (-1, 1)) + # max min scaling + d_2d_scaled = np.uint8((d_2d - np.min(d_2d)) / (np.max(d_2d) - np.min(d_2d)) * 255) + # apply non local means filter + d_2d_filtered = cv.fastNlMeansDenoising(d_2d_scaled, None, filter_strength, template_window_size, search_window_size) + # Rescale the denoised signal back to the original range + d_filtered = np.reshape(d_2d_filtered, -1) * (np.max(signal) - np.min(signal)) / 255 + np.min(signal) + wfdb_obj.p_signal[:, idx] = d_filtered + return format_data_output(data) + +def filter_data(data, filter_params:dict): + """ + Apply a filter to the input data. + + Parameters: + - data: (dict, list, wfdb.Record, or ndarray) + The input data to be filtered. + - filter_params: dict + The parameters of the filter to be applied. + + Returns: + - data: (dict, list, wfdb.Record, or ndarray) + The filtered output data. + + """ + data = copy.deepcopy(data) + #data = format_data_input(data) + if 'butterlowpass' in filter_params['names']: + data = butterlowpass_filter(data, filter_params['cutoff'], filter_params['fs'], filter_params['order']) + if 'loess' in filter_params['names']: + data = lowess_filter(data, filter_params['frac'], filter_params['it']) + if 'non_local_means' in filter_params['names']: + data = non_local_means_filter(data, filter_params['filter_strength'], filter_params['template_window_size'], filter_params['search_window_size']) + if not any(name in filter_params['names'] for name in ['butterlowpass', 'loess', 'non_local_means']): + print("Warning: No valid filter names found in filter_params['names']. Data will be returned as is.") + return data #format_data_output(data) + + +if __name__ == "__main__": + data = load_data(only_demographic=False, path_settings="./settings.json") + # print shape of data for each category + for cat_name in data.keys(): + print(f"{cat_name}: {len(data[cat_name])}") + + + order = 1 + fs = 500.0 + cutoff = 25#25 + + # Apply filter to the signal + data_test = butterlowpass_filter(data, cutoff, fs, order) + data_test = butterlowpass_filter(data['SB'], cutoff, fs, order) + data_test = butterlowpass_filter(data['SB'][0], cutoff, fs, order) + + diff --git a/skripts/generate_data.py b/scripts/generate_data.py similarity index 100% rename from skripts/generate_data.py rename to scripts/generate_data.py diff --git a/settings.json b/settings.json new file mode 100644 index 0000000..3ed5af1 --- /dev/null +++ b/settings.json @@ -0,0 +1,11 @@ +{ + "data_path_comment": "Path to the data folder. This is the folder where the data is stored.", + "data_path": "./data", + "labels_comment": "Labels for the different classes. The labels are the SNOMED CT codes.", + "labels": { + "SB": [426177001], + "AFIB": [164889003, 164890007], + "GSVT": [426761007, 713422000, 233896004, 233897008, 713422000], + "SR": [426783006, 427393009] + } +} \ No newline at end of file From 833e13ccdbecd7b3b68266e56244f211deb4eeae Mon Sep 17 00:00:00 2001 From: klara Date: Sun, 2 Jun 2024 16:27:39 +0200 Subject: [PATCH 3/8] chi quadrat test --- notebooks/demographic_plots.ipynb | 65 +++++++++++++++++++++++++------ notebooks/signal_processing.ipynb | 43 ++++++++++---------- 2 files changed, 75 insertions(+), 33 deletions(-) diff --git a/notebooks/demographic_plots.ipynb b/notebooks/demographic_plots.ipynb index 0482fd7..09c9dcf 100644 --- a/notebooks/demographic_plots.ipynb +++ b/notebooks/demographic_plots.ipynb @@ -11,19 +11,20 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", - "import pickle" + "import pickle\n", + "from scipy.stats import chi2_contingency" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -41,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -108,12 +109,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -134,6 +135,46 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Chi-Square Statistic: 38.266574797751275\n", + "P-value: 0.0004730210823940083\n", + "Chi-Square Statistic for SB in 60-70 vs others: 1.4858035714285718\n", + "P-value for SB in 60-70 vs others: 0.22286870264719977\n" + ] + } + ], + "source": [ + "\n", + "# Chi-square test\n", + "chi2, p, _, _ = chi2_contingency(corr_matrix_age_diag)\n", + "\n", + "# Difference between observed and expected frequencies\n", + "print(f\"Chi-Square Statistic: {chi2}\")\n", + "print(f\"P-value: {p}\")\n", + "\n", + "# Check if SB (Sinusbradykardie) has a significantly higher frequency in the 60-70 age group\n", + "sb_60_70 = corr_matrix_age_diag.loc[pd.Interval(60, 70, closed='right'), 'SB']\n", + "sb_other = corr_matrix_age_diag.drop(pd.Interval(60, 70, closed='right')).sum()['SB']\n", + "total_60_70 = corr_matrix_age_diag.loc[pd.Interval(60, 70, closed='right')].sum()\n", + "total_other = corr_matrix_age_diag.drop(pd.Interval(60, 70, closed='right')).sum().sum()\n", + "\n", + "# Frequency table for the specific Chi-Square test\n", + "observed = [[sb_60_70, total_60_70 - sb_60_70], [sb_other, total_other - sb_other]]\n", + "chi2_sb, p_sb = chi2_contingency(observed)[:2]\n", + "\n", + "\n", + "print(f\"Chi-Square Statistic for SB in 60-70 vs others: {chi2_sb}\")\n", + "print(f\"P-value for SB in 60-70 vs others: {p_sb}\")" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -143,12 +184,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -180,12 +221,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -218,12 +259,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] diff --git a/notebooks/signal_processing.ipynb b/notebooks/signal_processing.ipynb index 46eff5a..12bdf22 100644 --- a/notebooks/signal_processing.ipynb +++ b/notebooks/signal_processing.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -23,12 +23,13 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ - "path = \"C:/Studium/dsa/data\"\n", - "#path = \"C:/Users/Nils/Documents/HS-Mannheim/0000_MASTER/DSA/EKG_Prog/data\"" + "#path = \"C:/Studium/dsa/data\"\n", + "#path = \"C:/Users/Nils/Documents/HS-Mannheim/0000_MASTER/DSA/EKG_Prog/data\"\n", + "path = \"C:/Users/klara/projects/DSA/data\"" ] }, { @@ -40,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -48,13 +49,13 @@ "output_type": "stream", "text": [ "Reading SB\n", - "Length of SB: 16559\n", + "Length of SB: 50\n", "Reading AFIB\n", - "Length of AFIB: 9839\n", + "Length of AFIB: 27\n", "Reading GSVT\n", - "Length of GSVT: 948\n", + "Length of GSVT: 0\n", "Reading SR\n", - "Length of SR: 9720\n" + "Length of SR: 13\n" ] } ], @@ -90,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -118,14 +119,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Number of records with p_signal: 9720\n", + "Number of records with p_signal: 13\n", "Number of records with e_p_signal: 0\n", "Number of records with d_signal: 0\n", "Number of records with e_d_signal: 0\n" @@ -154,12 +155,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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5888/I5PJ+Ouvv8jIyKBVq1YcOHCgyPtTGlhZWXH06FFmzZrFxo0bWb16NXZ2dtSsWZPp06frzMLMfdzo0aPZt28fW7ZsQa1W4+fnx5IlSxg1alSZyy0iko1EKI0oTRERkZcab29v6tWrx44dOwwtioiIiEipI8YsiYiIiIiIiIgUgqgsiYiIiIiIiIgUgqgsiYiIiIiIiIgUghizJCIiIiIiIiJSCKJlSURERERERESkEERlSURERERERESkEMQ8S6WAWq0mIiICW1vbUllMU0RERERERKTsEQSB5ORkPDw8Ck1Wa3BlaceOHfTs2bPEGXUrAhEREXlWZhcREREBQCoDddkvKVJWWNZojpVfEPH7f0FQKgwtjoiRYuZeHQufxiSd2QxC3oWbDU1YWBhVqlQp8HuDB3ibmJjg7u7OsGHDGD58OH5+foYUp0QkJibi4OBAWFgYdnZ2hhZHRIQNFyP5+3wEPw3wp5qTpaHFeWmZtO02Jx885Z/3m+BkbWZocUpEg1nHABjX0YdhzQvuTETKjtgUBaPXX6e7vysjWhjnwDz7OZrSw48BjSobWJockpKS8PLyIiEhocBM8lABLEshISGsWLGCVatWMWfOHFq3bs27777LgAEDsLQ0jkY+2/VmZ2cnKktGTkKagi0XH9O3oQfONuZFH1BB+XZPVsM0ffd9No1qaWBpSsb4jVe4E53Mhv+1wMJUZmhxSsTOG1kLAf978ykfd6phYGmej/vxcrF9MxALj93kdnQqt6NTGdutrqHFeS6uRqYxol3Fe46KCqExuO/Ly8uLKVOmcP/+fQ4cOIC3tzejRo2icuXKfPDBB5w7d87QIoq8RHy97Qbf7LjJ//68YGhRSoXwp+mGFqHEbLwQztXwRHZdizS0KCVC22gfn2r87qvkDKWhRSgxcqUKY86So92RG3M9AJKM9DkyuLKkTYcOHVi1ahWRkZF8//33XLt2jebNmxMQEFCs8yxevBhvb28sLCwICgri7NmzBe67cuVKJBKJzsfCwuJ5q/LScep+HC1mH2TP9ShDi/Jc7H7WMZ9/+NTAkpQOJjLjnHCQkZkT4xOZmGFASUqOXFnx4jKKi1qd0zEb55MEMckZtJx9iBErjXfgbar1HqdnGl/8m7aCpzZSZa9CKUvZ2Nra0qlTJzp06ICDgwM3b97U+9j169czbtw4pk6dysWLFwkICKBbt27ExMQUeIydnR2RkZGaz8OHD0ujGi8Vn2+8QmRiBqP/Mm6LjJ2lqaFFKFVMpMbZxSWlZxpahOcmVZ4zgjbWSbIZSuPrmHNzIjiWuFQFh+880VHCjQlt/SLFCC0z2gqezEhfhgqlLKWnp7N69Wrat29PjRo1WLduHePGjSM0NFTvc8yfP5/33nuP4cOH4+/vz9KlS7GysmL58uUFHiORSKhUqZLm4+7uXgq1eblIVWS9wGrjHDRoyFQZvzVAexRnrLcjRUvRSFMYX+cAkKbI6SAURmpl0q6DsWKiNdP6aZpxukO1lY1kufG9D9rvs7G2SQYP8AY4ffo0y5cvZ8OGDSgUCvr378+BAwfo0KFDsc6jUCi4cOECkyZN0pRJpVI6d+7MqVOnCjwuJSWFatWqoVarady4MbNmzaJu3YKD6ORyOXK5XLOdlJRULDlfRKRGOlrIjVJlrK9yDooXQOHT7qRT5cbZYWt3cBmZxnlP0rXug7G6FbXrYKzKn3Yd0o2wDtrvsLFa9wxuWfL396dVq1ZcvHiR2bNnExkZyZo1a4qtKAHExsaiUqnyWIbc3d2Jiso/lqZWrVosX76cbdu2sWbNGtRqNS1btiQ8PLzA35k9ezb29vaaj5hjyXjjGXLzIuh82o2psVYnTaeDM76RNOjWwVg7CO06GGOsDORYvcE4FQ3QvQ9yI3SNpupYio1PfqgAlqXOnTvz999/FzuIu7Ro0aIFLVq00Gy3bNmSOnXqsGzZMmbMmJHvMZMmTWLcuHGa7ew8DS8zL4KSAbrKhUKpxszE4OOJYqPdqSmN1C+q3cEZq1UmTacOxtlBpL1gioaxdtS6irfxvQ/aypKxvgsGV5YWLFhQaudycXFBJpMRHR2tUx4dHU2lSpX0OoepqSmNGjUiODi4wH3Mzc0xNzfeHDxlgUqrUxYEwWiXfdGWO02hxMzE+BIJvggWjfQXwKLxMtfhwZMUKttbYmlm+PxYqS9A/Ft6pnErGzrWPSOUHyqAGy6buLg4PvzwQ/z9/XFxccHJyUnnow9mZmY0adKEgwcPasrUajUHDx7UsR4Vhkql4tq1a1SuXHEyjBoD2gYMY46Z0ZbdWEeh6UY+CoUXQ+F7EVxYaSWIlRm15gIdfzhKnSl7uBqeUEaS6Y+xW2XA+OvwIlj3DG5Zyuadd94hODiYkSNH4u7uXmLLxLhx4xg6dChNmzYlMDCQn376idTUVIYPHw7AkCFD8PT0ZPbs2QB88803NG/eHD8/PxISEvj+++95+PAh7777bqnV7WVAOx9LRqYacxPDjyiLi0ot6MxaMt5R6IvQSRv3SBpKrrRefPQUF2tzqjpblYVYxSKtmM/S9O032K2Va23UmoucmNixTGTTF23LkjHG+0DuZ8n46qAjv6gsPR/Hjh3j+PHjzx27NGjQIJ48ecKUKVOIioqiYcOG7NmzRxP0/ejRI51Fe58+fcp7771HVFQUjo6ONGnShJMnT+Lv7/9ccpQ2G86FUcnegrY1XQ0tSr7ItSwy8kwVGGG+otyNkD4joIxMFYN+Pc2VsAQ2j2pJk2qOZSWe3mjLrVILZKrUmMoqjBFZL14Mq0zxFb63fz/D8eBYANa/35wgX+cykU1f0ovhPrnwMJ4VJ0J1yh4npHM7KonalQy3vEVJrGMVDR3Lkh4KnyAI9F54nBsRSVSys+D0l53KUrwi0X7+0zJVeoVqyJUqZuy4yeDAqtT1KHjNtvKiwrSgtWvXJj29dJZmGDNmDA8fPkQul3PmzBmCgoI03x05coSVK1dqtn/88UfNvlFRUezcuZNGjRqVihylRbcf/2PC5qsMWX6WD/+6aGhx8qBUqXUsMsZoJoa8ylFRU9YFQaD213u4EpYAwMhV5ypEPp30XBYxY1Q20uTFD/A+dT+OoFkHmL79ho6l01CkZRbPGvDtjpsaRQng43WXDF6P3LmiVAXIk6ZQ8tovOelZrk7rqlk4+PWlBadtKQ9ehHiZtGJOePCZtIsbEVkpbaKSMrj+OLHMZNOHvAO4wp/rdIWKWpP3sOb0I3otOM62y4/LWsQiqTDK0pIlS/jqq684evQocXFxJCUl6XyKQ3GWOwHYuHEjtWvXxsLCgvr167Nr167nqUqpsvlCOHeikzXbO69F6iT4qgik5WqAjDXrb+4OTTuoMj+W/fdAZzshLZOd1yJKXa7iklvp09eqERKbyuzdtyqE+zFFXjxrwOWwBAb/dproJDkrToRy5G7BGfvLizS5/taxiIR0fj8eolMWnSTnioFjfnI/S7nrkZieyc8H7uE/Za+m7K93g7CzMGVUu+pA1lpg3hN3svTofd749RTeE3fm+YzbcJmVJ0JITCv9zO3FuQ+QZQ3rPP8o3hN3MnnrtVKXpyQUJ4bvwsP4PGWDlhlWYc193Qu7Dyq1QJ0pe3TKPll32eADhwqjLDk4OJCUlETHjh1xc3PD0dERR0dHHBwccHTU37VR3OVOTp48yeDBgxk5ciSXLl2iX79+9OvXj+vXr5dW1UpMTHIGn228kqd87ZmKtRxLWi4LjD6d25E7MZqGcunR+2UlWrFIzaUkFGZZuhudzHd7bmu2P3jWMSw+fD/fhS6jkzIIf5rG3ehkrj9O5Gp4AieCY7kSlsD50HguPXrKf3efsOtaJMNXnGX58RD+vRLB01RFsWMUcivTGYqiR6JnQ+LpMO8Iy44+oMv8/wzeMGkrbEXFmSiUavotPqFTNmLleYMvOJqckdPxF/VOtJ93RPP/7k/a0CfAA4CBBrbK5Fac0xUq0hRK/jgegvfEnQRM38ePB+5qvp/dvz6t/FwAeK+tL/U8c9xvc3bf5vSDvB05wJaLj5m2/SYB3+zTtAuzd98iJjmD21FJLDh4j/tPUkpUB500FEXch+SMTFrNOURwTNZvrTn9iD3XDbuQsyAIOsqFvJD2IDopQ8fCN6d/fQBSFSoSDJi9PI+yVMh9qP5l/sYKQw8cKkzM0ltvvYWpqSlr1659rgBv7eVOAJYuXcrOnTtZvnw5EydOzLP/zz//TPfu3Rk/fjwAM2bMYP/+/SxatIilS5eWvEKlQODMnFl9pyd1YvHhYP48/ZAtFx/zftvqBpRMl9xKRlGd+63IJIatyFnUcs7u27zTvBrW5oZ9HHOvuVTQC30tPJFXFh0HoJ6nHZs+aEmKXMnSo/cJjklh0aFgxnT0Iyw+nd+PP2D1qeIrt4fvPMlT9mZQVb7oVht7q6x4MIVSzZu/neZJipy17zXH08ESyLs6fFGWvj3XI/lgTY5793FCOstPhPBuG1+d/QRB4NSDOB4/TcfCVEYrPxeNq6W0SS1GnEnNybs1/0/sUZs5u7OU2LvRKdSqZFsm8umD9n2QK9Wo1QLSXGv1JWdkUn/aPs32602rUKeyHe+0qMa/VyJQqgW8J+7kwuTOmMik2JdzLGBirjX6ms08UOC+S99uQvd6uilavu7lz6BfT5fot5cdfcCyoznW2/n7s5SyHwYG0L+xp959RHHi337YdzdP2fTtN+ler3xmR4fGprLyZChvBlWlpnvWs5siV+qsDVdQHdIVKoJm5fQZW0a3pGEVByZuybKODV1xjm0ftio74Z+x70YUy/57wJz+9anxrA6p8sJDA0JjU/nt2AP+OvNIpzxkdk8+WXeZf69E8NeZRzSqariY0AqjLF2/fp1Lly5Rq1atEp+jJMudnDp1SifBJEC3bt3YunVrieUoDR7FpWn+792gMpXsLfiokx9/nn7I7ahk/rv7pMIEe+fuzDIKidtJV6jo8fOxPOWfrLvM70OblrpsxSG3RSa3EqhSCwz+7TRnQ3JGxz8NaoiFqQwLUxmB3k6cDY3nh/13+WF/3kb3eVl75hFrnzUmrrbmPEnOWXKn1ZxDXJnSFchqeLQpTNnYeukxY9df1mw7W5sRl6rg2523aFvTFZlUwlf/XCvQIgBQ092GP4Y2w8up+LO3BEHg3ysRRCVmMKK1jyYQXbtxTS8gIPRWZJLOs9SvoQcftKvOhYdP2X8zmtm7b7FyeGCxZSoJu65FkpGp4pUAD00dcq/hlaFUYWVmglot8DghnTd/P01YvG6c5pz+DQBo5u2ElZlM09E3+bZgJcVMJuXrV/wZ2KQKFqalOws1Mb1ol+wfQ5vSys8l398O8nUmdE4vFEo1Z0LisDY3oXGuDi9TpebSowTiUuSM0iMm87ONV/hs4xXGd6vFkBbVsLUoXIFM1TP+LTIxnZUnQwF4p3k1ejWozBu/niYyMYN9N6LoWle/XH0l5fDtGIavzBpErjwZyoFxbfFzs82jsOZXhzSFktZzD2u2v+heW3Od29Rw4di9LCt267mHWDMyiDSFChcbMwQgLkWBRJL17t9/koqzjRmeDpZYPcuRVZBSmqlSk56pwtrMhIiEdGJT5Ly65KTm+y4//sfrTavQoIoDa07rKkEdtCypBXF/Vk8kEgnDW3nz75UItl56zKddamoGheVNhVGWmjZtSlhY2HMpS4Utd3L79u18j4mKiirW8ihQPmvDVXW2YsP/WnA2JI4xHWsA4GZrgaeDJY8T0hmy/CzvNK/GkBbV8HGx5mxIPPtuRtOupiv3YpKp4WbL5bAEXGzNqeJgia+rNSeC41AJAnUq2fLlP9e4G52Sp9MtiKEtqnE9IokLD58C4GhlysWvuyCRSEjKyP0y5985P01V0GjGfs32imHNOHYvluUnQjhwK7rIGRJypYqw+DTiUhTEpSq4/jiRqk5WPIxPQ60WaOXnQg13Gyrbl+xlyq0spSlUZGSqWHw4mIWH8iYpbeHrjJ9bjuXiz3cDqTV5T579shnQpAputuYcvfsEcxMpZiZSzobEoxZgWEtvfF2tiUtR0K6WK8fuxuq4N3KT3z0L+GZfPnvCyFXnWTWiGRmZaqq7WpOYnsnmi49ZcPCezn4XJnfGRCrVnKfrj/8V+Pva3I1Ooc13WQ319D51GdTMS69OWxAEuv74H/eeuTzCn6Yzo189QNeFpRag/y8nsTKToVILBSpu8wZmzaQd3sqb/TejOXLnCbN33WJs55qa5IhH7z7hfGg8J+/HEZWYweOELGXl1UaemMoktKjuTDVna5yszKjmbEV8qoJUuQqZTIL1M+XFydqM2BQ5NyOSUKoFRmt18J9vvMKmUS1RqwWuhesG1WrH9eTH/Vk9dSxP577qTN2phR8DWbnBvt56na+35h86MDiwKgqlmml9/ItULHKTu6MGcLAyZdXwQKq72WCjpzXYzERKmxr5D+5MZVICfbJy6YXO6QVkvetH7zxh/81obCyyFMxVuSy03++9w/d77+Q5n6eDJce/6KBpS/SxLIXGpmpcobbmJkzrUxdtI+D7f14gZHbPfNunFLmSPguP8yDXIKUg+gR4EJGQTis/F9rXcuV86FNm7rqVZ7/O8/+jV/3K+LhY65THJGcgV6pQqgSeJMv5YM0FbkflxLX+r50vo9rneB7mDQzQWJzCn6bruHzLmg3nw9lwvuClwwri9ozuyJ7dgEZVHenVoDK13G31ft7KAolgaMf+MzZu3Mi0adMYP3489evXx9RU96Vu0KBBkeeIiIjA09OTkydP6iShnDBhAkePHuXMmTN5jjEzM2PVqlUMHjxYU7ZkyRKmT5+eJxN4NtOmTWP69Ol5yhMTE7GzK9spsudC4w0ex5DNlN7+jGjtk8eN8/MbDenb0FOznSJXMmXbdbZczJnR8EmnGnzapaaOG6JldWeWD2tGukLF2rOP8m0IS8LgQC/a1XTFRJqloFx7nKg595z+9XkjsCoA684+0pisi2Lte0G0rO6SpzxTpWbqvzf47+4TqjlbMbylD53quJVKRvOTwbEsOXJfZ8YUwMAmVdh4ofgNkjY/Dgrg1UZVAFhw8J7G5ZGb5r5OfNypBjKJpFD3ir2lKf+N74CdpQkxyXJS5Uo8HCyxMJWRkakiKT2TLZcea1xmz8vtGd01CpogCDSbeYDYFONYYX7ZO03oVojV4vi9WH479oDIxHTuRpcsbkebW990LzKztiAINJqxn4RcAdcNqtjz75jWzy1DSYlJzmD4inOamV4FMfPVerwVVA21WqD6V7s0bqxeDSqz+M3GOvsuPHhPxxL8cUc/xnXNGrRvu/yYT9ZdLtU6FMX7bX35NdfkEX0Z1NSLuQPy9pV3o5P1HvyUBqPaV+eXI8WLRf1hYABd67oXW6F/XpKSkrC3ty+y/64wypJ27qNsJBKJxtqgUhUd5KpQKLCysmLTpk3069dPUz506FASEhLYtm1bnmOqVq3KuHHjGDt2rKZs6tSpbN26lStX8gZXQ/6WJS8vr3JRlgC+23ObJcV8EMub2pVsUakFjdVAGxOphOBZPTXbxlCfbGpXsmX7R60rVN4iQRCYtesWd6JT6FzHjSnbbhTr+GMTOuRxoaXIlfxxLISGVR1o4etc6Bp5NyOS6Lkgr2tVX8yeWRZyK4FF8UYzL0a398s3eWNwTDKd55df5wBQ39Oea0VM0XawMiUhLZNAbycWv9UYV9vnXzZJpRb4bu9tniTLqeJolcdiWBBnvuyEu50FkPUMNZi+j+QMJU7WZsSn6iqa/pXtuBmZxLr3m9PcwLmfIMvydDMiiZGrzueRNZsBTarwZc86NNayZjtamfJmUFXC4tP590remasda7uxfFgznTLviTtLV/gCMJNJOTmpI05WZjSffZAYPSz+2ix6sxG9G3gUus+juDT+OP4Aa3MTKjtYci86mXSFilZ+LtiYm+DhYMnPB+8SlSTHXCblbGiOFVcmleRJHfFGMy9cbc2pZG+BvaUpXfzdNQmJo5MyiE7KAKDPIt0JGK83rcJ3AwyzHmxujE5Zeviw8CDYatWq6XWeoKAgAgMDWbhwIZC13EnVqlUZM2ZMvgHegwYNIi0tje3bt2vKWrZsSYMGDfQO8Nb3YpcmKrXAgVvR7LoWSU13W7r6u5MiV2JrYYqpTEJkYgYJaZmExadRs5ItaXIl9pamuNtbYCqVYm9liq25SZ6AU22UzxJNJmcoCX6SgqlMSkAVe86FPuX1Ek5F/X1IUzr767o9BUHAZ1LR6RpqV7JFKpHgZmfOwCZeNK7mgL2lKTKphPCn6Vx6lMDn+cwefF42j2pBk2pORrPm3YWHTzkfGs8vR+9rLANvBVWlZXUX1p8PIzQ2lVmv1qeZjyNmMmmp1UmlFth4Pkxv61w2F7/ugkwqYejys1x+lrMKwMJUqonP6N/YkzeaVcXe0lTvoG2VWuCzDZfZejmnU+zfyJMP2leniqMlEiRYmOYogRmZaq5HJGJvaYpSlfV+uduZE5mYweWwBAKqONCkmiORienEJMlJVahoVNWBptUccbYxRxAEDt+JITZFQXBMSh7rwGuNq/DD6+XfQajVAonpmToucG2+G9CA5cdDdFw52rwVVJWvetUhPlVBFUfDZxUvjKjEDJrPPlj0jvlQ39Oef8e0yvM+JKZl0uPn/4hIzCjw2NzW9MJQKNXIpBKSnrk4TWQSbMxN8n0PFUo14zddYdvlCPzcbDSz9FxszGhazYlAHycGNfNCAIO6qPTlZHAsB27FML5brQqxbiAYkbI0ZcoU+vbtS5MmTUrlfOvXr2fo0KEsW7ZMs9zJhg0buH37Nu7u7nmWOzl58iTt2rVjzpw59OrVi3Xr1jFr1iwuXrxIvXr19PpNQyhLhiYxLbPAGJn8mN6nLkNbehf4faZKzd4bUUglEo7de0JzX2e9G5/CSFeoSJErSUhTEJMsJyIhHQHoUMsNa3MZbeYeJi7XyLRX/crsvBZJc18n1r2v35qCFZHQ2FQmbrnK4jcb42xTvgs/pytUbL4YzuRncTSd67hx4FZW+g7/ynY4WJlyLTyRpe800Uw11+ZGRCKWpjLe//MCwTEpbBndMk9gcEVn84VwXGzNuRedzPYrEawYHlhmswf1Qa0WOBYcy9Dlheed0+ZBrjgqY2DD+TAmbLqq9/6d67ixcHDjCtN550dIbCrW5jKGLT9Ht7qV+KRzDUOL9MJgNMrSiBEj2LFjB2ZmZrzyyiv06dOHTp06YWZW8kZl0aJFfP/995rlThYsWKDJ4t2+fXu8vb11snhv3LiRyZMnExoaSo0aNfjuu+/o2bNnAWfPy8uoLGnz84F7/HTwLo2rOmoCwG/P6A5Q6rNzypJ0hYropAyqOllxNjSehl4ORiX/i0hMUgYxyXLqeRp+uYMXifCnaTqzpyDLPX7h6y6cDYmnlZ8zVmYV31JREHKlCv8pe/PNOP7nyEBsLUyp62FXodzpIobBaJQlyHKVnThxgu3bt7Nt2zYiIyPp0qULffv2pXfv3jg5ORlaxEJJTEzEwcGBsLCwl1JZEgQBhUogMjGDnw+H8nagJ02qip2biIgxcOLBU9RqgTZ+FbudLQnxqQqWHn9Er7puzNwbTC13G2b0rmlosUQqENkxxwkJCdjbF9xvVQhlKTe3bt3SKE7nz58nKCiIPn36MHjwYDw9n981U9qEh4fj5eVlaDFERERERERESkBYWBhVqlQp8PsKqSxp8+TJE43i1KZNGz7//HNDi5QHtVpNREQEtra2pRoAnK3xvqwWq/JCvM7lg3idyw/xWpcP4nUuH8ryOguCQHJyMh4eHvnOys/G4E7p/v3767VfftP+KwpSqbRQjfR5sbOzE1/EckC8zuWDeJ3LD/Falw/idS4fyuo6F+Z+y8bgypI+QuZmx44d9OzZs1AtUERERERERESkNDC4srRixYpiH9OvXz/c3d0ZNmwYw4cPx8/Prwwk05+ydMNp/xUpG8TrXD6I17n8EK91+SBe5/KhLK+zvm44BCPk0aNHwvTp0wVfX19BKpUKbdu2FVavXi2kpaUV+1xHjx4VevfuLVSuXFkAhH/++afY5wgLCxMA8SN+KszHxN5dsK7XUUAiNbgs4kf8iB/xU9E/YWFhhfbzFT7AuygOHz7MypUr2bx5MyYmJrzxxhuMHDmSZs2aFX0wsHv3bk6cOEGTJk3o378///zzj85SKfrwsqcOEKl4jNlwg/+C4/lf66p82LaaocURERF5yUlTqAh7mk4tdxtDi6KDUacOKAnJycmsW7eOlStXcvr0aerVq1fg2m4FIZFISqQsvexJKV804lLk5Z7xurTJXs8qoIo92wy48OnLzupToZy6H8fPbzQqdH29io5CqTZq+Y0dQRA4eCuGOh52eDpYGlqcEtF74TGuP05i1YhA2tV0NbQ4GvTtv1+Yp9/W1pZOnTrRoUMHHBwcuHnzZpn9llwuJykpSefzsnM5LIEu849y+E6MoUV5LtadfUSTbw/w+7GSrfpd0XghRkJGzJRtN9h9PYp/LoUbWpQSM3XbdRp9s4+w+DRDi1JiQmNTSUjLf8FdY2DfzWjeXX2edt8dNrQoJeb646x+cvMF43wXjF5ZSk9PZ/Xq1bRv354aNWqwbt06xo0bR2hoaJn95uzZs7G3t9d8xISU8L8/z3MvJoXhK84ZWpTnInsR2G933jKwJCLz993hvdXnSVeoDC3Kc/OkmCvIVyRWnXpIqkKVZ2FgYyEsPo32847Qcs4hQ4tSYo7fiwVAmc/yLcaGsdbA4LPhSsrp06dZvnw5GzZsQKFQ0L9/fw4cOECHDh3K/LcnTZrEuHHjNNvZPs+XmbgU4x21vcgY89pXCw4FA3DgVjSvBHgYWJrio9bq2F6ETs5Y63A2JB7IipkxVoxsLeNCMdaqGKWy5O/vz507d2jUqBGzZ8/mzTffLFG+ppJibm6Oublxx7SUNlKpBIy0MX3RyMjM6RTMjFRZylSpNf8bq2UpRaHU/G/MSms26hfg/c5UqY3yXhj7lVdqvc/GeP3BSJWlzp078/fffxMQEGBoUUSeof0yiBiW5AytTtpIg3K166A20jko2nVQGamioS23TGacNgHt5ycpPdMoJ29oDx6UKjUmRqZwaL8LxjpRwCiVpQULFpTauVJSUggODtZsh4SEcPnyZZycnKhatWqp/c6LjpH2BS8kyRmZmv+NVYlNSs+pQ3qmcVqWtO+DsdYhRa6leBupL0i7DnKlcb4P2nJnKNXYGJmylKT1LqjUxnkPjFJZyiYuLo4pU6Zw+PBhYmJiUOe6CfHx8UWe4/z58zpxTtmxSEOHDmXlypWlKq+ISHmgPYoz1s7hRahDilYdjNWVqK3wqYzUwpeopXgb67Ok0FaWMlXYmBtX1619DzIyjfMeGNcVz8U777xDcHAwI0eOxN3dvURLjbRv354XJNWUiAiQW9Ewzk5aeyQqN9LGNfmFUJa062Cc9yEp3fjfB23rWIYRWim174GxWlmNWlk6duwYx48fF2OXREqFF0VpTn4hFA2tkaiRdnBJL4AbTtcdqixkz4qLjmXJSN+HJCO3jmm/C8VV9gRBKNU1V0uKcTk+c1G7dm3S09MNLcZLT6aRxsXkxlg7tNy8CC4sHWuAkXZw2vfBWKetJ70A1rEXwQ2n/SwZo2WppArr8uMh+EzaxfTtN8pCrGJh1MrSkiVL+Oqrrzh69ChxcXFiVm0Dof0ig/EqT9odNBivpUl7FKcw0s5Bxw1npJYlY+/gQLeTM9bBhLZV5kV4H4wx5kf7HuhrKVarBb7ZkbUSx4oToYQ/NWwGeaNWlhwcHEhKSqJjx464ubnh6OiIo6MjDg4OODo6Glq8UiM2RU7Tbw/gPXEn+25EGVqcPGi/CPBidAwACiNV+l6MmCVtRcM470OKvPiKxukHcXhP3MkXm65WiHQDum44/e9DQppCJ87GkLxoirfcCNtXHaVbDwtlpkpN0OyDOmVbLz0udbmKg1HHLL311luYmpqydu3aEgd4V3RUaoHBv54mNiVruYSJW67RvpZbhcpVod0YQVbnZmthIGGeg9zKUkamGnMTWaHHRCVm0H/JCSISMxjRyocpr/iXpYh6ob0GlrG6HXRjNPTvHJQqNUkZSpyszcpCrGJRXDfcpUdPeePX0wCsPx+GVCphdv/6ZSafPuhYNPSog1otMHLVOQ7feYKLjTlbRrWkqrNVWYpYJCVxw+27EcX7f15AKoHgmT2zku4aiEyVWuf50ccyo1CqqTl5NwC9GlRm4RuNDFqHxGJalmbsuJlniaBVpx4yur2fwepRcXrcEnD9+nVWrFjBoEGDaN++Pe3atdP5FIfFixfj7e2NhYUFQUFBnD17toykLh6/HAnmXkyKZjs+VcHGC2EGlCgvcam6S53oY1mKSEjnzd9O4z1xJxvPV4z65FaWihrBJaZl0nPBMSISMwBYfiKEu9HJZSZffr8/bv1l1p55pJNdOSopQ/N/eqZKbwvF8Xux7LkeWSFcFSWJu/p84xX8vtpN4xn72VABnql4rfeiqHciMT2Td/7QbXP+PvuIe+X4POWHtms6TY8A7/dWn+fwnSdAlkV8waF7ZSabviQWU/HecC6M9/+8AGTlj1tv4GcpJVeYQ1GWVpVaoK3Wgrs7r0ay/ERImcimL9mDfSha/qnbrrP61EMA+jX04O63PbA2k5EmVxL+1HAxykatLDVt2pSwsOd/kNevX8+4ceOYOnUqFy9eJCAggG7duhETE1MKUpacDefCmLfvLgBzX6vP511rAvDHsZAKFU+TewRQVIN0OyqJlnMOcfJ+HADfbL9JYlpmoceUB/lZlgoiU6Wm0/yjOh0iwPxn96usUakFAr7Zx5ZLj/nyn2v0WXxc811UYo6yJAhwK7Lw+L00hRLviTt5+48zfLDmIkOWnzH481Vc69j8/XfZpLWa+eSt1w0eO/dUqw6FuR5ikjMImL5P47Y6/kUHuvi7A/D7McN2crruk8Kv58oTIRy8rdtmbr30mGgt5b28yW2VKSq4+FZkElP/1Q0mXnr0vkGXetF+jqDo9vW7Pbd1BkyQpXiXxzu970YU3hN3Uv3LXYTEpmrKtdcOLchCmSpXEjjzAKueKUqDA6vy0xuNMDORsvXDVlye2tWgVkqjVpY++ugjPvnkE1auXMmFCxe4evWqzkdf5s+fz3vvvcfw4cPx9/dn6dKlWFlZsXz58jKUvnAS0zOZsDmrDj3qVWJQs6oMa+WDtZmMB7GpBhk5h8Sm4j1xJ94Td7Ltco7/WHvUAIUrGWHxaXT/6ZhOWbJcyS9H75eusEVwJyqZ648TdRrBPMpSAY1SUkYmNb7aran3nyMD2fdpWwD23ozianhCnmMEQeBpqoJzofEEx+hvLRAEgfCnaaTIlaQ9W2tMEAS6/fSfzn7XHydp7s2V8ESd73ovPE6oVsOljVotMGGT7rty+kE8e8spNk6tFjj9II7rj3VljiuGVebCw6csOJhlwfB0sASy3BC7r5dPHR48SeGTdZf45ch9nQ5Ju4NI01onTq0W2H4lQnO/AmfmxGasGNaMKo5WDA7MWph7/fmwPIOR8kQ3mWDB9+FKWAIzd93SbN/9tgf1Pe1RqgW++ud6mcqYTYpcmccqmpBrEFaY4h0Wn0aPn4+RnqmilZ8z16Z1xdpMxsO4NPbfii4TmXOTlJFJYnqmznOUe0BWUPsqCAJzdt9m2X8PABjVvjqXp3QB4P6TVA7cKtvB/4Gb0RqLnEot8MGfFzQDFu0+IlmupPfCY0zeeo2x6y7R9cejeE/cSd2pe4l59qzX87RjWp+ckIYa7rYGX1POqGOWBg0aBMCIESM0ZRKJRJOXQaXSw7erUHDhwgUmTZqkKZNKpXTu3JlTp06VvtB6kqlS07mOGwduxWjiFmzMTejbyJO1Zx7xxeZr1PO0p65H8RcQzp23IvvFzFRl/b0ZmURVJytsLUyISsxAIoE/joew4kSo5phP1l2mRXVn3GwtiE3WfZk3Xwynroddnhiya+GJvLIoxwKyZXRLYpPlvP/nBdafe8RnXWuW+QuhUgsM/u20ZiXyD9pVZ2KP2gAk5hrBhT9No6a7LYIgIFeqORsSz7R/b/BAS/GY0bcubWq4AvBqI0/+ufSYfotPsGV0K86HxvPtzlsUhzY1XDh2L7bA7xtXdeDiowTNdjVnKx7G5Z0lUruSLbejcpSy9vOO8HrTKsx8tb7mGiuUasZtuMyOq5EA/K+dLyFPUtl3M5q/zjyie73KxZK9uAiCQNef/iP4mZt57XtBtKzuAuh2ELndENpsOBemGVQ0rurA5lEtmb//LgsPBfPH8RB6169cpjEOp+7HMfi3rDijbURQ2d6Cfo08AV2LQFKGkh/33+XngwW7peYNDKBDbTcA2tV0w87ChKQMJYN/O83esW2RSXXfWblSTYpcib2l6XO/N3uuR/HBmqyO7tiEDng5ZY3gY5JzLBQpciXXwhOpXdmWe9EpWJvL2HLxcZ46XZ7SBTMTKR1qu3HtcSIHbkUzd89tfjmSMyDqWb8SaQoVR5657OpUtqOKoyVBPk6MbO1T7PjTMw/iGLL8LHJlVrv525CmSCSSPFat/ILOVWqBX44Ea6z4AAveaISthSmvN/NixYlQfjlyn251KxVLpuKy9Oh95uy+DUCDKvZs+7AVEokkT5jDieBYBjX1QiqVoFYLnLwfx/d7b+sMknrWr8QX3bPatb4NPdh2OYL3Vp/n7JedcLPLCSjNVKk5FxLPpbAEbMxNqGRvgX9lO5xtzJBJJQhCVn/g5WiFhamUNIUKWwsTYpMVWJnLSEzPZN7eO/kOTO5EJ1Pjq9351vX64ySuP87f4h3o7cSad4MqVFwugEQwtL39OXj48GGh31erVq3Ic0RERODp6cnJkydp0aKFpnzChAkcPXqUM2fO5DlGLpcjl+doyklJSXh5eZGYmIidnV0xalA0aQolVmY5Ou296GS6/PhfIUfoIpWArYVpHqtJadG/sSdbLhY+S6GqkxWP4nM6dEtTGSuHNyPI1xmlSk2jb/aTLFcytEU1pvetB8DTVAX7b0az6WK4RrEBcLExp7mvEx+0q049zyxFUa3O6jhMZBIUSjXWuZYCSM7IxMJUhlyp5s3fTnM1l+VlRt+6vNPCm3HrL7OlGDMuGlV14J/RrTTb0UkZdJh3pNxy6nzetSZjOtYgVa5kzNqLmliRQU29mNGvHhvOhzF5a9GjehOphPmDGtInwIOw+DTafn8YQYD9n7alhrttiWRTqwUS0zORK9WYm0jZcyOK6q421HS3IfxpOlsuPs43juLqtK7YmptQZ8oenRH0z29kyRebomD7lQjMTaV5LBaXp3TBwcqMmOQMOnx/hFSFis513Pl9aFMgyzKy9Oh91p55pBnBFkU1ZyvsLEy59szy1bSaI+cfPi1wfxcbc2b3r581sn6mfBSFq605Rz5vn+e5PXbviSaOycfFWsetkRtrMxmpChWNqjqwcHAjqjjq564QBAGfSbvylD+YlRXUXG/qXr1ntTX3dWLZO02xtzQFsq53/Wl7NYOw0iD7OgR4OWBhIuWMVtugTRd/d34b0pT9N6N5b/V5ne+8na2ISsoo0ELzVc86vNfWF4CHcam0+/4IAFUcLVk5vBnVXW04fCeGnw/cy2PFBRjbuQb2lqZEJWbQr5EndSpn9QnpChUKpZq7Mcn4uliTIldyPvQplewt+HbnrTzu8jn96/NGYFVWnwplyjb98wy9EuDBDwMDNMrG9ceJ9F54vIijSo/Dn7dn740ojeKnTSs/Z04ExxV47LVpXbG1MC1L8fKQlJSEvb19kf23USpLU6ZMoW/fvjRp0uS5z1USZWnatGlMnz49T3lZKEv5cfpBnGbWTHliZ2HCrk/asP1KJHP35H0RrMxkeikKB8a1w8/NRrM9e/ctlh19UKqyFoV/ZTvSM1WFdkCFsevjNvh75L3X2h1cbka08mF4K2/m7rnNvhvReqUmaO3nwuvNvAh5ksqPB3JGvh919OOzrrX0kjU6KYMePx/LY87P5o+hTelUxz1HzpXnOPQs9uT+rJ46Fg19OHQ7mhErzxe94zN61q/ErmvP5zLb8VFrjfIMMGf3bZaWo2v3ww7V2X09igdPdJ8niSQrbkyb2pVsmfKKP819nIu0ev184J7OfX8eZFIJ9TztuRKWAGQpN6cfFL1+pj4MDvRiRt96mOSycGlbrMqDQB8nncFVcfn7vea0qO6sUzZpy1X+Pls+YQ8uNubIpBCdlFeZNzORFjn54vsBDRjY1CtP+e5rkYz662KpyZkf7Wq68svbjTWD+2yrr7WZjF4NKvO/dtUxlUo5/zCe1n4umMikFWLW6gutLI0YMYIdO3ZgZmbGK6+8Qp8+fejUqRNmZsW/8AqFAisrKzZt2kS/fv005UOHDiUhIYFt27blOaY8LUsFoVILrDgRwo2IJNIUStIUKo4Hx2JjboKrjbnGVWRrbkKy1sgw0MeJVxpU5l5MCr4u1pwNjcfW3JTO/u7IpFnm8FS5kpP348jIVNHaz5W9N6IY0KSKxjQPMGzFWY0JHeDTzjWp4mjJZxuvFChzx9pu/DG0aR4Tu1Klxq8Ac21ZMLFHbT5oV51Lj57y6pKTOt9Vc7aiq787v2kF1n7YoTqpchVBPk60q+WqY+nLD0EQ2HLxMW1quuBkZZanA8lNmkKJhYmsyI5TpRaQSihxioyr4Qn0WXRCp2zbh60I8HLQKTsfGs+ApTku6NcaV6FFdWcaV3VAqRZIzsikroc9FqZ50ypEJKTTft4RvWfUZY+e81Nust0HheHrYs2uT9rkkSVTpS7QBZBN7Uq21KpkS0RCOudCC7YWFUW22yoxLZOP113i6N2c92Lua/W58PApG86HM7lXHd4Mqlrk85ObsPg0jtx9wtdaVsJudd1pWd2F648T2agV2P48bBndkqN3nuRxq7nYmNO+liubLoTj62KNmYmUMR39qF3JDl8Xa4BCn93TD+L47b8HTO9blyqOVgiCoFEgtY9TqYVn9yKeyMQMvt97R2/ZO9V2Y8HgrGDg/O57nwAP/r2S/7PUzNuRqa/U1VG2tVGrBT7dcLnIZ/F5mf96AP0bVyFFrqTe1L15vl/yVmMmbLqqY+mb+Wo9+jeqgqVZ4SlOAIJjsrwS2j3+1Ff86VzHnSqOlmRkqnmSLGfvjSgszWS42poT/jQdQRCo7mpDPU97MjJVPIpPw8XGHIkEHK3McLExM+q0PS+0sgSgVqs5ceIE27dvZ9u2bURGRtKlSxf69u1L7969cXJy0vtcQUFBBAYGsnDhQs25q1atypgxY5g4cWKRx+t7sV80BEFAqRaQSiTItPznDbzssXtmSlWpBVRqoUj/c3JGJn0Xn+BRXBqvBHhgIpUwvlstHf96NukKFX+deciOq5G0rO6Mg5UpUomEpPRM/rn8GG9na66GJ5KmUNK0mhMCAq39XKjrYU+tSrZ4PAsChpyEn5ClSP72TlMszWRsvhhO5zruuNqal+IVqxjos9bSV/9c468zj/Q+p5WZjAFNqpCYnqnpVH4YGECqQkmHWm642ZmTrlARGpeGq6057rbmeZTIW5FJDF1+lphkOe1rubLkrcZM//cm+25G8WqjKuy6FsnYzjVoXcNF0+kWVg+VWmDp0fs8SZZz+E4MrzbyZFT76kXmzsoPuVKl93ExyRlYmZloVoZXqwVUglAuAapypYpjd2O5/ySFkNhU1p0r2CLS0MsBC1Mpo9r70a6mq6b8wM1oPl53iTSFChcbc05M7ICpVEpcqsIo3gelSs2iw8H8dCBL6XO0MuX85C4sORyMs405neu44WprXuwOXq0WCI1L5V5MCtVdbajual3gOQQhyw2981okUomEWpVsMZNJSc9UYSaTsu5cGENaVKOmu22+AyClSs2WS4/589RDQuNSWTC4ER1quZGmUGJuIiu2tVekYF54ZSk3t27d0ihOFy5cIDAwkD59+jB48GA8PT0LPXb9+vUMHTqUZcuWERgYyE8//cSGDRu4ffs27u7uhR4LL6+yJPJic+FhPK/9UrJJDtkWo9KgoiykKSIi8uLx0ilL2sTExLB9+3b+/fdf2rRpw+eff17kMYsWLeL7778nKiqKhg0bsmDBAoKCgvT6vcTERBwcHAgLCxOVJZEXDkEQSFWoSFOoCH6SRkamiseJck6FPOX4/fzdV0c+CaoQ8QgiIiIihZEdRpOQkIC9fcGzy19IZam8CQ8Px8srb1CdiIiIiIiISMUnLCyMKlWqFPi9USpL/fv312u/LVu2lLEkWajVaiIiIrC1tS1Vd0G2xitarMoW8TqXD+J1Lj/Ea10+iNe5fCjL6ywIAsnJyXh4eCCVFhxXWOyklDt27KBnz56FnrSssbPLm/DQkEil0kI10ufFzs5OfBHLAfE6lw/idS4/xGtdPojXuXwoq+tcmPstm2IrS/369cPd3Z1hw4YxfPhw/Pz8SiTc87By5cpy/00RERERERGRl5NiK0shISGsWLGCVatWMWfOHFq3bs27777LgAEDsLS0LPoEpYA+bjiJRMLmzZvLQRoRERERERGRF5liK0teXl5MmTKFKVOmcPjwYVauXMmoUaP46KOPeOONNxg5ciTNmjUrC1k16GMyK0/KKmZJLpczceJE5HI5SUmFrxwvUnLE61w+iNe5/BCvdfkgXufyoSyvs74xS6US4J2cnMy6detYuXIlp0+fpl69ely5UnAm5xcNcTYcIJVhUaUu8ojbCMr8l9UQKT+ce3+GTd0OxO76mdRr+w0tjoiIiEiFpqjZcMW2LOWHra0tnTp14uHDh9y+fZubN2+WxmnzZfHixZp8SAEBASxcuJDAwMB89/3tt99YvXo1169nLRPQpEkTZs2apbP/sGHDWLVqlc5x3bp1Y8+ePXrLZGubtdjoyzwjYv6hEFaeDqdnXVfm9K1taHFeehrMOgZAk7cnsv2DTQaWRkRERKRikj3TLrsfL4jnUpbS09PZuHEjy5cv59ixY/j4+DBu3DiGDRv2PKctkPXr1zNu3DiWLl1KUFAQP/30E926dePOnTu4ubnl2f/IkSMMHjyYli1bYmFhwdy5c+natSs3btzQyerdvXt3VqxYodk2Ny9eSv9s19vLPCNi5ems9al23XjCknfyV16NgTSFkiN3ntC2pqtmuQpj40ZEzkro9lZmL+0zKSICWUspvf3HWbrUcWNMxxqGFkekglJUCE2J5v+fPn2a999/n8qVK/PBBx9QpUoVDhw4QHBwMF999VWRy4uUlPnz5/Pee+8xfPhw/P39Wbp0KVZWVixfvjzf/f/66y9Gjx5Nw4YNqV27Nr///jtqtZqDBw/q7Gdubk6lSpU0H0dHxzKRX6TiM3nrdUb/dZHPNxivG1l7wdX8FrsVKT9iU+Rcf5xY9I4iZcae61FcCUtg3r67hhblpeb+kxT+PvsIpUq/RbYBMjJVNJmxn7d/P1OGkulHsZUlf39/WrVqxcWLF5k9ezaRkZGsWbOGDh06lIV8GhQKBRcuXKBz586aMqlUSufOnTl1Sr/1q9LS0sjMzMyzyO6RI0dwc3OjVq1ajBo1iri4uFKV/UUnMjHd0CKUGlsuPgZgz40oA0tScjJVOWGI5kUsYCxStrScc4jeC49zK1IM/jUUG84XvJiwsZCpUjNv7x3OPDDevqnTD0eZtOUamy6E633MzwfvEZeq4HhwLLN33ypD6Yqm2C1p586duXjxIufPn2fUqFHlNjMtNjYWlUqVZ2Fbd3d3oqL069i++OILPDw8dBSu7t27s3r1ag4ePMjcuXM5evQoPXr0QKVSFXie7Ih87c/LzLF7sYYWQUQLbWuytZlxuhKzMcIFBnRQKLNG0SeCxXfEEKjVAudCc9YvNNbnac3phyw6HMygX08bWpQS8d/dJ5r/r4Qn6H2ctlV22dEHqNWGu3/FbkkXLFhQFnKUOXPmzGHdunUcOXIECwsLTfkbb7yh+b9+/fo0aNCA6tWrc+TIETp16pTvuWbPns306dPLXGZjISw+zdAilArnQuMNLUKpoNSyLMmkEgRBqFAZ7/Vl6rbr7L0Rze5P2uBohIvy7roWaWgRSoUTwbEcvfuEz7vWwszILJVRSRk623Kl2ihd08eNfED6w747mv8tTfVXO5LSM7WOk3E3JpnalQwTg1niJz8uLo4PP/wQf39/XFxccHJy0vmUNi4uLshkMqKjo3XKo6OjqVSpUqHHzps3jzlz5rBv3z4aNGhQ6L6+vr64uLgQHBxc4D6TJk0iMTFR8wkLM34z7/PwOCHHDVfJzsJo3XKn7hufiTu/kZZ2B7HzWiQ+k3aVp0ilQnJGJqtOPSQqKYPNF/U321ckPtOKe6vIBo1UuZLqX+7Ce+JOftyfN67nrd/P8Ot/D1h37pEBpHs+QmNTdbYzMgv2GFRkDt6OMbQIz8X1iBzvi6WZ/mpHXGpWGppPO9fk2BcdDKYowXPMhnvnnXcIDg5m5MiRuLu7l/nI1czMjCZNmnDw4EH69esHoAnWHjNmTIHHfffdd8ycOZO9e/fStGnTIn8nPDycuLg4KleuXOA+5ubmxZ4x9yITmZDTOUclZdBi9iEuT+mCg1XFtAao1ALxqQpcbXXvofYoxhhoMmM/cakKOtV2Y9GbjbE0k5GRqSI+NW+eK4VSbVRWgSnbbmj+N9a4q3StjtnctOLWYcDSU6ieKd0/H7zHoGZeeDhkrcagbTU2Rgty2FNdmQ/eiuHVRp5IpUX3VylyJedC4mlX01Wv/cuKhDTjz1snk0hQkfWMyfRYVzZNoeSb7TcJf5o18O7b0AMXG8P2uSVWlo4dO8bx48cJCAgoTXkKZdy4cQwdOpSmTZsSGBjITz/9RGpqKsOHDwdgyJAheHp6Mnv2bADmzp3LlClTWLt2Ld7e3prYJhsbG2xsbEhJSWH69Om89tprVKpUifv37zNhwgT8/Pzo1q1budWrKMLi02jz3WHN9tVpXbGzMC13OZ6mKhi7/jI3IhJZ8EYjWvq5APkHeF8KS6BDrbzpHHKTKldiXc5T9H/Yd4clR+4DsO795jT3dQYgUssiE1ClYmWJz82v/93XjLoO3o7hzd9Ps/mDlmwsIHiy649HOTK+bCdhlCb/XHqs+d/SyOOuAI0yUtG48DA+T/D5zJ23WPxWYwC+3ZmTM89UVnEVvoKITNR1w3228QoqQeD1poUnEU5IU9ByziHSFFkKb+icXmUmY1Hci0kx2G8Xl3VnH3HwdgzzBgZgb5nTR7nZmWsUn303oujb0IPqrjb5nkOtFvCfslenzNOxfJZSK4wSt0K1a9cmPb183S2DBg1i8+bNjBw5EpVKhbW1NQsWLNAEfT969EgnXfkvv/yCQqFgwIABOueZOnUq06ZNQyaTcfXqVZYsWUJaWtYIxMPDg02bNlUYy9GGc2FM2HxVp6zBtH3c+qY7lmbl53s/HxrPgKU5sw7f/P0Mx7/oQEJaJqFxeUecw1ec0/z//YAGDHzWOAmCwJE7Txi+8pzO/r+81Zge9Qu25pUW32y/yfITIZrtN349rWkIo7Qa1uCYFG5EJFLXo+IpTYIgMGvXbZ2yS48S8P2yYHdbaFwapx/EaRTDisDsXbdwtTXn3Ta+he5X0aOtdlyN4OidJ0x5xR/bZ4OY3IHE4U/TyVSpNQqHIAgcuh1Dk2qOOhbYTJWamGQ5ng5l3zkIgsBrv+SdSbzzWiQzUhU4WZux90ZO2IMxxvpE5VKWACZsusqETVlt6nevNSDAy4HE9EwEQSDQx4mr4Yn0XXxC55hHcWlUdbYqF5lzE5Gg28+eDYkn0Kf0Q12el9gUORO3XAMgYPo+FgxuRJ8ADzJVap37cDsqmU4/HM2jgAqCQNCsg8Qky3XKBwdWrRCKeomVpSVLljBx4kSmTJlCvXr1MDXVtXSURSK89evXs23bNn777TdNUsrPPvuM3r174+bmxpEjR3T2X7t2LW3btmX27Nn07t2btWvXMnfuXI3yZGlpSceOHTlz5gxbt27Fx8eHr7/+mrfeeoubN2/qBIIbguazDuYJUMymzpQ9hMzuWS6Bu2q1oKMoZdN67uF89s7L+E1XiUrM4Id84iGyGfXXxTIfvanUgo6ilM2Cg/f4uFMNorWudapCRa8Fx7kwuTPORZh/BUEgRa7UdJRlzROtxsTaTEaqQr84jDd+Pc2Oj1pTz1NXAVxw8B7zte7Nz280pG/D0s2VlpSRiYSsgHMrMxO2XX7Msv8eAPDtzls0qGLPP6NbIZNK8sRhpRcjzuTInRiGrTjHwCZV+H5g2Vu9IxLSGbP2EgAbL4RzZUpX7K1MiU7SbfD/OB5CVGIGYzvXoMuP/+U5j1QCuY1PNuYmXJ9eNhbug7eiGbnqvGb77/eaY2kmo98zJWH+/jt826++zjEyA7qiiiJNodSxRix6sxEn78ex7lzh8aS5B6IF0fb7w+XW3ubmSS7l4fVlp1gxrBkdamdZ7lPlSm5FJtGkmmMe+RLTMrE2l2FSxsqGWi3Q9NsDOmUf/32Jeh52yKQSlPlYVmftusXWS4/x97DjyJ0neb4HmN2/PoMDq5aJzMWlxGvD3bt3jzfffJOLFy/qlGfPvCls6n1JCQoKolmzZixatAjIilny8vLio48+YuLEiXn2HzRoEKmpqezYsUNT1rx5cxo2bMjSpUsRBAEPDw8+++wzPv/8cwASExNxd3dn5cqVOjPlCiMpKQl7e3sSExNLVUn0nrhT87+DlSnnvupMja926+zTr6EHWy9HUMnOAh8Xax4npNO0miPNfZ15vZmuqXnP9Ug+WJN1v15vWoU3Aquy+1ok1uYmKJRq6nna07K6M3KlmiWHg1l16qHesvq4WBOSK5iyuPyvnS+TetTh+uNEbkYm4WpjzsO4VKZtz3IFVLa3YN+nbYutlCiUakJiU1l69L7GvfPnyEDe+eNskcd29Xfn5P04BjSpQlNvR7wcrahT2Y4MpYq7Ucn5KpFlrfT9sO8OCw8FU7uSLXvGtuXCw3imbLvBjYgk3O3M+X1IMyIT03n/zwsA9G/kyRYtt9a5rzrjbG3GzF23+ON4XuUR4M633TE3KbklQaFUU2fKnmK5nz7rUpOPOtUgMjGdFrMPacpb+Dozf1AAle0LtrbEpsjzNNb1PO3Y8VGbfPdXqwWUaoFUuRIrc1meuipVagQKdz1lZKqo/bXuskgfd/RjXNdaXHr0lFeXnCzwWH2Z3KtOkZa34hIam0r7eUc028NaejOtT11At835bUhT3v/zvCY4/dPONfmkc8XMgF3n6z3FUqr14aOOfpwJiedsSM4s2e1jWlPP0w5BgNhUOX0XncDL0YrfhjbVcTuVBEEQuB2VTDVnK6y0XM+zd99i2dEHep3j+BcdUCjVdJp/VGdSQRVHS45/0bHA41RqAZVayDeuMVOlRkKWRaiSvQUOlqYo1QLmJlIyVQKLDwdz7N4TLj5K0LeqRRLg5cA/o1qWS6yYvv13iZWlwMBATExM+OSTT/IN8G7Xrl1JTlsgCoUCKysrNm3apAnwBhg6dCgJCQls27YtzzFVq1Zl3LhxjB07VlM2depUtm7dypUrV3jw4AHVq1fn0qVLNGzYUEf2hg0b8vPPP+slW1kpS0OXn+Xo3Sd807cuQ1p4A1kvlCFnN4XO6UVEQjot5+R0ZkE+TszuX5+OPxwF4PchTens716grIE+Tozp4Ed9T3scrc1o//3hfF15BdGupisLBjcqtHFKkSs5fDuGj/6+lOc7TwdLTkzsyI6rERqrQGky89V6vBVUrdTOdy86mS4//seIVj54OVky/ZnyOLFHbT5oVz3fYw7fidG4Qo9N6MBbv5/hUTECdOf0r88bJRzR5ae46MvK4c2wMJXxRj75ZPJTQpMyMnnn9zNcCc8/S/biNxvTq0GWe/dqeAKj1lzUmb1ZFrzf1pfqrtZ8sflaqZzv7rc9Si04f/uViDzvRPDMHhrLQ3RSBkGzDuZ3KGM6+PF5t1qlIkdpsuzofWbvvl30js/o29CDYS29OREcW2BWb1dbc8591Tlfhbggto9pTf0Sxjoeu/dEZ/B2bEIHvJyy3H7jNlzWJMt9HjrUcmXF8JylqKKTMhi34TIngkt3FvDNb7rliTnSl4ZeDmz4X4tynYxS5sqSlZUVly5dolat8nl5IiIi8PT05OTJk7Ro0UJTPmHCBI4ePcqZM3nToZuZmbFq1SoGDx6sKVuyZAnTp08nOjqakydP0qpVKyIiInRmv73++utIJBLWr1+fryxyuRy5PMc0mr0QX2krS4UxYdMVNpwv3ynVN6Z30wRjZ6rUBMekULuSLRKJRCcIXTtoWq0W2HLpMZamMlpWd8bByjSPYv0oLo223+vn0tNmQJMqTOhei3Hrr3C8GEn/Doxrh59bVnDhieBY3tJKpR9Qxb7Ajrc42FqY8L+2viSmZxLk48zVx4ksO3oflVrAzdac7R+1xsnarFCzfmyKnMWHg1lxIjTf7y9+3QWnAvIPZbujAC5P6YKNuQl+uayS2dT1sGPjBy2wMjOh6bf7iU3JChwvqYXs/dXn2Xczusj9/n6vOdFJGfi6WtNn0Yki95dIcqbgm5tIkSvzXzbh2371mKy15EtZ425nzpqRQfm61/Lj6Pj2VHO21mzvuxGFl1OWxTKbK2EJmriZ3g0q8/MbjTRusOikDDr9cJQUuRLIun+1K9lxOyqJt5tXY1BTr3xH5FO2XWd1Lmtxfvf4w78usrOAHFH/jG5Jo6oVZzmo6dtv6LwfJyd25PONVzj5LA3IqhGBtKvpqrGY+bpac+iz9sX6jRS5knpT9ev8bcxNqOpkRaZKTU13W34c1BAzEympciWPE9L5bs8dDtyKpnYlW25HJRd6rr/eDaKVn4uOtS8/6lS2qxAZ4j0dLNn3aVuszU1QqtR52pv+jT11lL5R7avTr6EnO69G4O9hRw132wKDvssSfZWlEscsNW3alLCwsHJTlioSFSEp5XcDApjRrx6xKQrcbM259jiRv8884uNONZAr1Qz+7XQeX7eHvQXzXg/AzsKUw7djuBSWQHJGJu52FjhamRGRkK7J5/Flz9r0beiJmUyKnaVpnngFU5lUp3HXHgloL0ArlUoY0KRKoXWp6mzF7k/a0OPnYznnk0n5oJ0v77X11bjddl+LZNRfOW7fTRfC9U6d72FvQVNvJyb2qK2ZFg3Qys9Fp8O4Fp7IK4uOA1nxQF/0qE1X/0qcDY3n+L0nRCfJOXr3Cf0be+Jqa05rPxda+7kgkUjYdCGczzdm5dZJzlBqRq2/HdN1dUUkZtDkmeXl3FedOR78hMZVHfFwsMREKkGlFuj+8zGCC5kF803fugUqSgAZmTmKhI25CSYyKaFzejF3z21+eTYTEGDJW43pqRVYP//1hgxZnjXCvRWZpHOP9SEjU6VRlN5t7cPk3v6ExaehUgt4u1gXeNxXPeswc1fhyxloD+vyU5TGdq7Bhx38MJVJsbc0zdeqWBb8N6ED5iYyvh/QgPGbCo+BmdC9lo6iBNC1bt48cQFeDozrUpP5+++y42okO65GcmBcOy4+eqoJTs7mRkQSN57lsZm05RqTtuRYtHxcrBndvjoXHz3l77M58Tvju9Xiww5++cq4+K3GdM/HAgXw6pKThSrRGZkq5uy+zcqTobTyc+aPoc3KJDC876LjeQY1JyZ2xMPBkrXvNSdFrkSlErC30rU+W5VgUoyNuQmhc3qx9dJjxq6/rCn3sLdgRr963I5K5vu9WUkXU+RKbj5TXO7FpBSodBalKAE6gzhtbC1MGNrCm36NPPBzs9WU/3f3Ce+uOo9CpWbxm41pX8sVa3MTnTbteTAzkdKrfmWdmarZXJvWFROpVDPpKLu90Wbp0Zx2R3tGd61KxqFDlFhZ+uijj/jkk08YP3489evXzxPgXVTyx+JSkqSUlSpVKnT/7L/R0dE6lqXo6Ggdt1xuJk2axLhx4zTb2Zal8sbcRKaZNdO4qiONtUZ8577qXNBhAHmCfJ8XEy1lqiSpAOpUtiN0Ti9CY1NxtTXP9xw96lfm6rSuTNh4tci125ytzejb0JNm3o508XfXO8DRRJZTj+8HBmgUiT4BHvQJ8Cj02AFNqmAqk/DJust6/RZAs5n6uavsLExIysiyJHjYW2jcsgUhV+bEb2jX/YvutZnQrVaBFq22NV01/68/F6aJZdGXu9E5ncD47lmNYLY7oTDea+tLslzJgoP3NGXFiYPLHXz7SoAHVmYynSBmyLI8VLKzQCIpepXxbB7GpRIWn07rGi6F7jewqReBPk60+/4IkBUr5mRtxu/P4sKKm3tsZGsfncD7zvOP6n1sNiGxqXkUuF0ft8Hfo3AluHeDypy8H6exgmgvaZSQpkAQyJNVffLWa6w5nZO48kRwHHuuR9GvUelNFlh9KlQnB1c2fRt66MwgtCmgDbIqRvbo3PRr5JlvXTrVcedJspyVJ0NLfG7IejadrM2KdPsF+Tjn6w5tW9OVuzN75CmvX8WejR+0YGA+8ZU+LtasHhGoeUcvPnrK0TtPeKt5VR7FpWFhKqN2JVtkUonmfflxUMMS1A7k2gM4I0wHUmKJBw0aBMCIESM0ZRKJpMwCvEuSlLJFixYcPHhQJ2Zp//79Gjeej48PlSpV4uDBgxrlKCkpiTNnzjBq1KgCZRGTUuZF2/Jk8RwJ+AqzPgDYWZiy9J0m3H+SwqVHCey9EYWztRlDW3rjbmdRqLVFH0y1lCVbi+K/Hn0belLXw47O8/8joIo9gT5OXAlPJCFNwetNvWhfy5VH8WmMWHm+6JMBVZ2sWPRmI+p72rP18mNcbSxoUb3o6f+FTT0vSklY+nYTPlhzgZUnQxnW0rvIe6LNgydZyk2gj1OxA8THdanJp51rkKZQYW1uwth1lzTKUld/dx7Fp7HozUZUdcqayHDs3hMGNvHCwlSab5061XEvlWD7as7WeaxBhe2r/ZuTt+ZYeQrqwAvC2tyEG9O7UTcfF9D/2vkytlNNMjJV/HbsAXejk0lMz9RZBy0/vupZp0hFCbKekdn96zOb+iw4eE9HWWr4zX696zB2/WXqetix8mQof515xBvNvJjzmu5AOkWuRCaRIJFkdagKlZoVJ0JoUs2RyMQM/jgewqrhgfxyNFjHOgZZ7+iFyV30jnEpq3Qr0/rUZWKP2iQ8m32WnqkiNDaN15flKCgTe9SmTmU7gnyc2HwxnJ71Kue7jM+DWT358cBdFh7KWUXi9ozuGiWqJAlOm3k78WBWT1SCwK3IJFLkSpp5O+WZwKA96HazLd3Z4BlaAzhDJvksKSVWlkJC8p9FUxLi4+P1WiKluEkpP/nkE9q1a8cPP/xAr169WLduHefPn+fXX38FshqEsWPH8u2331KjRg1N6gAPDw+dIHKRotG2BD2vwqIP1V1tqO5qU6SLr7iYSPN3JxYHPzfbQjtpPzdbQmb3ZNKWawVObR7Z2ofJveroKAGvNtK/rk29nZj7Wv0SxQB0q+uOvaUpiemZtJ93pFhTph88U26qu+qvYGkjkUg0z1KaVkqEX4foZt/3cbHGpxhKnKFIV+SMpksyfdv6mQsoOwbNVCbh/OQumskNlmYyJnSvrXOMIAgkpmdibW5CbIqc/+4+4WzIU2a+Wq9ELrGSpAz4bkADjbtQO5Zr3bkw1p0LY3KvOlwOS2DHVf3Wz8sd0zg4sCqz+9cvYO+CKYkbTl8sTGVUss86v62FKW62FgW2A4VNAJFKJXzWtRafdc3fPVXSjPZSqQQpEhpUcSjR8c+LtmXJGCl2bzBlyhT69u1LkyZNSk2IbOVk5MiRdOnSJd994uPj+ffffwEYPnw4EomExo0bs2fPnnyTUsbHx/P333/j6urK+PHj+fzzz3FycuKvv/6iXr16mvNmpxzo27evpmz+/PkGz7FkbJjKpJz9Mmvh4eeZcm5oTHQsS2WXN0kikTDntQY6o2y1WkAtCKWWE2VQs5LNZpNIJHw3oAH/e5Z64NP1l/npjUZ6HZttCSoNRSZNz/xRFZnSWousfS03va1kEolE4+6rbG/JoGZVS/wsQFYaCH0Y2dqHr3v7a7YT0hR5kqdm8+3OwuPTCmPrh61o6OVQrGNMnuX68S9mDF5FxFjbV23LkjFSbGUpPDycHj16YGZmxiuvvEKfPn3o1KkTZmYltyb89ttvrFy5ku7du+Pl5cWwYcMYNmwY3t7emn3eeustIiMjOXr0KJmZmQwfPpwaNWoQFBSk2Uc7KWVERAQREREsW7YMf39/Hj58yAcffMD69esZOHCgzu+vWLGC7t27a7YdHBxKXJeXGTc741cwtS1LdiVwwz0P2SO/ikC3upVo5efMieA4tl6OIC5Vwe9DmxbaUKvUAtuvRABQ1ak0lCXlc5/D0LwIddDOX5TbyngjIpFLjxJ4K6hqHuvje218C1SWCqKyvQVd/d05fOcJKrXAm0FVuRKWwL6b0UzuVYeRrX1KlBjy1yFN2H8zhmGtvIt9bEXjecIcDEntSrZF71SBKXZvsHz5ctRqNSdOnGD79u2MHTuWyMhIunTpQt++fendu7deLjVt3nnnHd555x1CQkJYuXIlq1at4ttvv6VDhw68++671K5dmz179nDu3DnNYrgLFy6kZ8+ezJs3Dw+PvIG39erVY/PmzZrt6tWrM3PmTN5++22USiUmJjlVd3BwKDBIXOTlQqnWCkIsZ2WporF6RBDVny2hcuxeLLUm7yGgij1eTlb8r211bC1MsDCVsfliuGY2UDalsVzHi2BZehHqkK5Vh9yKSl0P+wKXBJJIJITM7qnJtfZ286p8268+2y4/Zt+NaBytTZncyz9f12BpzzXuWNudjrXdS/mshsFYLUuDA6uSkamiZfXCJ0pUVEqkokqlUtq0acN3333HnTt3OHPmDEFBQSxbtgwPDw/atm3LvHnzePy4eIm0fHx8mD59OiEhIezZswc3NzdGjBhBq1atMDMz0yhKAJ07d0YqleabX6kgsvMoaCtKAB9++CEuLi4EBgayfPnyPOs6ibw8eNhbEujjRKfablga4VpYpYlMKuHI5+11yq6EJ7LjaiSvLDpO+3lHaD77YB5FCbLy2TwvL4Ki0dQ7K1jWWK0B8HyuxGyFaf37zTUuur4NPVn8VmO+7VffKNebMzTO5RATWhaYyqS837Z6qc/ELi9KZehcp04d6tSpw4QJE4iJiWH79u2a+KLsZUSKS+fOnencuTObN2/mnXfeQaFQ6HxvYmKCk5MTUVGFTyHPJjY2lhkzZvD+++/rlH/zzTd07NgRKysr9u3bx+jRo0lJSeHjjz8u8Fz5JaUUeTGQSiVs+F+Lond8SfB2sSZ4Zo8CE1rmpm9DD6b09i9R+ojcvN60CvP23aVptYqTBLG4fNjBDydrc7r6G69VI+05464kEglBFWgBZ2NlSm9/Dt6O5u3mpbc6gIj+lDiDd2kwceJE5s6dW+g+MpkMb29vUlNTiYzUnTnh5ubG9OnTC53mD1nKTJcuXXBycuLff//NkxNKmylTprBixQrCwgpegHHatGn5JqUszwzeIiLlzcn7sbz5W/6W3Ik9avNGM69i5REqioxMFYdvx9CqhosmgZ1I+fPn6Yd8vfU6MqmE+7N6GlocEZFSpcyWO+nfv79e+23ZsqXIfZ48eUJcXFZaeoVCwb59+9i8eTPnzp3Dzc2NV199lU8++YTjx4/z2Wef8fRpTg4RpVKJhYUFGzdu5NVXXy3wN5KTk+nWrRtWVlbs2LGjyFluO3fupHfv3mRkZBSYSym3ZSkxMZGqVasSFhYmKksiIiIvFEq1wJ6bT2jsZYeHvfFP4hAR0SY7qXRCQgL29gW7CIttKy/sZMXF1dUVV1dXRo8ezbp160hLS6Nv375Mnz6dLl26aIIJVSoVCQkJXLhwQZOy4NChQ6jVap3ZcLlJSkqiW7dumJub8++//+qVDuDy5cs4OjoWmnQyd1LKbDecIbJ4i4iIiIiIiDwfycnJheo3BnXDZdOgQQNGjhzJ22+/jbNz/r7tHj16EB0dzdKlSzWpA5o2bcratWsBePz4MZ06dWL16tUEBgaSlJRE165dSUtL459//sHaOifg1NXVFZlMxvbt24mOjqZ58+ZYWFiwf/9+Pv/8cz7//PNirf2mVquJiIjA1ta2RNNaCyJb4xUtVmWLeJ3LB/E6lx/itS4fxOtcPpTldRYEgeTkZDw8PDR5GvOjQsyNvnq18MUnAf766y/GjBlDp06dkEqlvPbaayxYsEDzfWZmJnfu3CEtLQ2AixcvambK+fnpLhgZEhKCt7c3pqamLF68mE8//RRBEPDz82P+/Pm89957xZJfKpVSpUrpZpLWxs7OTnwRywHxOpcP4nUuP8RrXT6I17l8KKvrrI/HrNjKUmnGLOVGEAQ2bdrE4cOHiYmJQa3WzRxb2Dm9vb11pvy3b9++yBQA3bt310lGKSIiIiIiIiKSm2IrS3Z2dqXqatJm7NixLFu2jA4dOuDu7l5mv1PalKUbTvuvSNkgXufyQbzO5Yd4rcsH8TqXD2V5nfV1w1WImKVsnJycWLNmDT17lv/01MWLF/P9998TFRVFQEAACxcuJDAwUK9jw8PDxeBuQGpph2PHd0m5uh952LWiD6jAyGxdUaXEgWDciz+WBxIzSyoPX4ipQ1YW/MynkUSu/BhBkf7c5zZ19cbUuQppt48/97lEspCYWWJiXwmb+p1QZ6SgSn1K6q3/SuV+VRhkpji0HIR9yzdID73C0wNLcX3tazJjQnmydZahpROpgISFhRUaTlMmqQMkEonOUiP64uPjw+7du6ldu3bRO5ci69evZ8iQISxdupSgoCB++uknNm7cyJ07d3Bzcyvy+MTERBwcHF6qID+VWqDRnJwOrGNNZ6o4WLD6bE7W9noetjTwsGXt+Qg+aleNd1t6FWh523w5ium77gEgAQTgtYaV6FjLmRY+jphorXwuV6oRBAFTmZSE9EwcrUyRABGJcvbdjuVxQgZbLkfRwNOWi2E5IxE/Vyta+jjyYbtqmuzcX++4y7ar0Zp9HC1NmNqzBmM33+L9Vl6Maef9/BergiEIgl4W0F03YjgWHM/t6FTux6Zpyl1tzEjOUJKh5wKrkPUsmMkkOvcD4PTnLTUrwWeq1Hy3/wHrL0byeuPKfNyuGq1/PA3AgoH+tPJ1RCKR6DwLRRGdLOfE/ackpGdSxcGCVr6OJUqYKVeqi73ae3yqAgtTGRceJXLobhxfdPEtt4zV2c16coaSHw6FEOBpx+x995EXcs/GtK1GDTdrPtl0U1PW2MuO396sj2kpLe5cHgQ/SaX/bxd1yqo5WfIwPq8y6G5rxl/DGuJmW/Ds52xC49L46XAo4QkZDG9ehc61XZAAZsV8LiArO72lqbTI9zBVruRWdCoJaZm09HVk3oEHNK1mT8+6RfdLIvqhb+qAYitLw4cP12u/FStWFOe0AKxatYo9e/awfPlyLC2ff20pfQkKCqJZs2YsWrQIyHKreXl58dFHHzFx4sQij9c3qVVpEp2UwVf/XCP8aTpSiYSbkQWbJ52tzYhLzcmAPrlXHf69EkEtd1uO3H2Ch4MlM/vVw97SFHMTKWFP00jOUHIzMgmpRMIvR+4T6OPEwsGNsDCVEZOUQeCsgyWSe/OoljTJlZH5SbKcZjMPFHqcmUyKQlV6Vp7Wfi7YWZqw65p+GeDb1HDhq151qF3JeJThjEwVd6OTqe9pT6pCxT8Xw/l62w3N9yZSCRs/aEGjqrr3QxAEAmcd5EmyPPcpSx0bcxPOT+7M+dCnvP2HbsLLKo6WhD8t2NphJpNyaUqXfJUfQRB4/88L7L8Znc+RUN/Tnkr2FtRws2H5iRAyMkv+bK19N4iWfi4cu/eEd/44W+B+/Rp68OOghqUeXiAIApO3XuevM49K9bzZuNuZ83pTL/69EsGKYc3wdbUpk9/RF0EQiEzMYOXJUH797wEAthYmbBnVEgtTGW2+O1zsc7rZmrPpg5ZUdbbK852+7V3L6s5cC08kWV6yxZNXjQikXU1XAF5fdoqzIfE633eo5crhO090yirZWTC5dx2aVHOksn3RfebNiCRuRiahVgt0rOOGvaUpUokEmdYAJCkjkwyFCjc7CxRKNdFJGTjbZCWbTc5QYmthglItYGtuUuxnWa5UkZiWWaEWXS+zpJRlSXp6Oq+++ionTpzQzFbT5uLFiwUcWXIUCgVWVlZs2rSJfv36acqHDh1KQkIC27ZtK/Ic5a0sTd12nVWnHpb57+RHF393zofG8zQts8Tn6N/Ik/mDGmq2+y0+weWwBM22mYkURTGsFuXN4EAvZvSth0kBo+0N58KYsDlrhudnXWoyso0PVmYFWzOikzJwsTHXabByIwgCR+48Yd/NKJ4ky5ndvwGuWqNhhVJNQppCpxGa9u8NVp4MLbI+47rU5ONONTTbs3bd0nRC+vBlz9p08a+Ej0tWeo4P/7rIzmuRRRyVg6lMglQiKdTqURguNuac+6qTTsP975UIPv77UonOVx4EeDmwZmQgtkVkJlerBXotPE5YfBopJeyE82PF8Ga0reGKTCrhn0vhfLr+is73tuYmBXb6PwwMoEf9SoU+08+LXKniwM0YdlyNoH/jKuy4GsG2yxF6H29rbsKad4NQqNQMXHpK7+N6NajM4jcba7YFQdAsBFwetKnhwojWPgxfca7Yx9pamHBsQod8s+inK1TUmbKnNEQsEF8XazZ80AIXG3MEQeDrbddZczpHgR/eypunqQp2XI1k2TtNqOthj4uNWYHtaHlhlMrS66+/zuHDhxkwYEC+Ad5Tp04t9d+MiIjA09OTkydP0qJFzppgEyZM4OjRo/ku1Jvf2nBeXl7loixdevSUV5ecLNYx1V2tuf8ktdRlaVfTlVUjAll69D5zdt/WlAd6O/H3+82RSSVEJ2XgbmfBihMhTN+eY96f078+bwRW1XmJP+tSk4+eddqCIBD+NJ3opAwGLD1FKz9ngmNSiE7Kuu6d67hhbiojoIo9j+LTePw0HV9XG1r5OdOuphsyqYS4FDlO1maFdqKutuac/TKro/35wD1+PHBX7/ofHd+eas45+buUKjVj1l5iz42CrVX+le0KtQIWlzNfdiI4JoW3ftd9Tqs5W/EwLq2Ao/IyvlstPuzgR1JGJg2m7dOU35/VU0eJU6sFJJK8q88XhVqd1cxItc61+lQoU7QsXZ4Olvw2pCn+HnY0mbFfxxrqbmeOn5sNtyKTiU/VXScym9A5vYAsd1677w4TkZhBJTsLtn/UGkEQuPY4kZGrzuslb6CPU56RfXHo3aAyO67qpzD2CfDgp0ENda4NZCnANSfrtyZfbhpXdSAyMYNXG3nyeddaec6dm+SMTOpP24eNuQm7Pm5DVWcrBEGg7tS9hS5oXMvdlgFNqjCitU++yr4gCKw6Gcq07Td5t7UPmSo1nf3dkSAhOCaZng0qkyZXsfBQMFfDE7gXk1Ki+uZmRr96vNO8GqGxqbSfd0RTrj1QS5UrkUkl/HjgLsuO5gwOfhwUwKuNsmJXroYn0GfRCQBGtvbhy551kEklPE1VcPTuE77deYvYlKItsD3rV+LSowQiEzMwM5GiVKmxMjMhRa7EykxW4DV+tZEnyRlKDtzK30KaHzs+aq2zWG2mSk2DaftIf841/vRl3sAA7kYnF2vABfBuax8+6lQDe8vyXdrIKJUla2tr9u7dS+vWrcvtN0uiLJXH2nAKpZrVp0JZfeohR8e313ROQbMOaBSGa9O6FjkyLYjs2y6RSMhUqbkSlkB1VxsszWRsPB9GgyoOVHezQQKkKpTEJMnpvVA3yDa7I914Pozxm3JyZf00qCH9Gnnm+c2MTBW1v84Z3ez4qDXXHycyccs1zEyk3JnRvVxmQGaq1Hy74ybXI5JY+nYTjYXmz1OhOm6qn99oSN+GnpprteTIfb7fe0fnXJendNGM5Axp8SsKRytT/pvQQed5eZyQTqs5hzTba0YGERKborkGt2d0L/MYm3EbLrPlYlac28rhzWhfKysWo8v8o5qO09bChGvTuuU5Nrd75Je3GtOjfmXWn3vEF5uv4WJjztHx7QuNUcpUqZ8rHie3C/mjjn581rUWAD1+PsYtLcV4QJMqbLoQXuC5rkztqtNRfLfnNkuO3C9Shk613ZjUszZ+brYlqUKhDFx6knOhT4veEfhzZCBtarjqlH274ya/Hw8pdbkWvdmItjVdNWsGXg1P4PONV7AwldGxthufdKqBRJI1YGrybc79GdHKhymv+Oc5X3yqgsYz9gPgYmPGiYkdMTeR8dHfl9h+JYJXAjxYOLhRqdcjm9xtI+S0LWcexDHo19Oa8pGtffi6d04dbkYkMW7DZW5HJWvK/hndUuNe1x6otqnhwqxX6yORwL2YFPbdiObvs1nWnwAvB648s/D/r60v92JSqOpkhalMQsvqLlRztiI0LhVTmZTkDCXRSRnsvh6FvaVpge7uknL32x4ligUrCfoqSxUiKWU2Xl5e5R4g7eLigkwmIzpa92ZHR0dTqVKlfI+ZNGkS48aN02xnW5ZKk5jkDL7deQuAcRuu8OOghjxNVWgUpeXDmpZYUQJdy4CpTEpTbyfN9jstvHX2tTY3wc3WgtA5vchUqbkclkAjLwfNSNImV2dkaZZ/B2thKuPK1K4ETM+yXGgrX2M6+JVbqghTmZTpfevlKbex0K1HtqKQLdeHHfwY3b46n228oungfzpwj2l96qJUqdn8rOytoKrMfLU+ANcfJ+ZRMktKgJcDG/7XHFOplDd/P83pB7qWj7Y1XXG2NuOfS491ymf3r8/gwKp5zufpYMnNb7rRfNZBkjKUOjFD77b2KZdg5B8GBvBJpxpYmslws81xITpa57gSClpE183OgpDZPTVukk83XKaptxPf7sh6b95r41NkMPfzBi672poTMrsnoXFpxKfKaVIt5z2y03qeJBKY+1oD5g0MALLe7z+OhbBMa/QdMH0fV6Z0xd7KlKjEDJYezVKUBgd6Mbt/g+eSs6Q4Weu6dP4cGUglOwuW/fcgj+L3zh9n+X1IUzr7uwNZrp+SKkpvBlXl9aZeBFSxR6FScz8mFT83mwI70AZVHNj3abs85bnbSGvz/J9pJ2szbkzvRsNv9hGboqDvohOseTeIXc/cyR+08y1RPfTFwlTG/Vk96f/LSa6EJTC7f33NIMwx1z2wzPVe+nvYsWdsWx2vw8hV5zn7ZSdMZFKNItPQy4E/R+YsD1bF0YoOtdyY3b++3nLmjlcb3spH8390UgZBWoMXX1drDo5rh0Qioe+i41wJT9R818LXGRsLE2QSSb6W+MBZB7j0dc6SZ+FP0/B0sDRoOqEKpSz98MMPTJgwgaVLl+Lt7V0uv2lmZkaTJk04ePCgJmZJrVZz8OBBxowZk+8xudeGKwuqOFrRuY47B25F88+lx7zXxlfz4tauZEvH2u5l+vsFYSqT0kxLsQLydEhWBShLQNYo5NO2dPnxP53yIS2qlZ6QJcTGXLdhzd0oQZbiNP/1LIvT0OVnNTFBzX2dNDElk3vljPrqedpr3EPZKFXq5/bTr3u/BUfvPmHo8qyA4ndb+zD52WjTRCpho1ZHFujjlO85AKzMTPjnw1Z0+uGoTvn7bcu2c8hGIpHouDKzcdbqICxMC8l9IpFw65vudPrhCBGJGTpWnvysm2WBRCLBx8VaE7OVjXZHbW9pquOmcrO1YFLPOkzqWYdvtt9k+YkspaLlnIPc+KY7f515iFrIsnJ820//zqy00VaWJBJoVd0FqVTCvIEBzBsYgCAIXH+cxJu/nSZZruTd1efZ9XEb/D3s2Ho5S2k3M5Fy6esuJGVk4mBpRqpCibmJFLlSzY2IJHycrfMNrM7G3ESGv0fJBtFmJlIsTWUaF1RhAwBrcxM+7liDH/bf5XZUMk2fWaQaVLGnrkfprYlaEDKphG0ftspXLm0Keh8aVXXkn9EteXXJSeJTFbz5+xlm9K3HyftZi9X//EbDUpdZG3c7C8591ZnJW68Rm6LgJ63JDM42uv3lgsGNdGIuBUHgdlQyPX4+BkBCWibTt99kWp+6ZKrU9Ft8EhtzGSuGB+Z5z8qLCjUf9O233+bw4cNUr14dW1tbnJycdD5lxbhx4/jtt99YtWoVt27dYtSoUaSmpuo986+sWPZOE83/PRcc468zWS6eNjVcDCVSvuR+mfNTMrSp4W7LH0Obarb/19Y336DE8kZfCxlkxWsNb+UNwMqToXywJmvywej21Qs9Dii1gMZ2NV25P6sn92f11ChKAE42utfStgjrSnVXG05N6qjZXvZOE4PPVtG+F0VZuCzNZEzsWUenrJqzFe4GroO2ZamwOIwpr/jzwzOLU6pCxZrTD1n9zJ2bHSNjKKy1grhtzU3yxD5JJBLqV7Hn4pQumrKeC46Rkali1bOBxPiutbA2N6GyvSWWZjJcbMyxtTDFxcacdjVdC1WUSgNbrftQVPqH/GJmRmhZTwyBda72pLD3oVFVR34clPUsnQ2Jp9tPWYNSN1vzfAclpY2rrTnL3mnK5lEt8XLKua8Oua5p7gG1RCKhTmU7Qmb3pE7lLMV45clQtl56zL4b0cSmyEmRK6niWH6z5HNToSxLP/74o0HMbIMGDeLJkydMmTKFqKgoGjZsyJ49e3B3N4z1JhuZVMKesW3o/lOWtp09A21Ue7/CDit3iqNkZNOpjnsei4uhsbUontI3vlstVpwI1SkbksuFWdbk15HamBX/flS2t6xQ98O6GMoSZAVJP4pLZd6+rAD9jf9rUcQRZY/281TUs9S/sSefbcyakTZ563Ugy0LYyUAW5Gy074NdIQqfqUzKxg9aaGaeZcffWJhKGdi07NbN1AdbCxNinqXBMNfjWTr2RQfm77vLypOhSCXwSoBHWYtYKLlnHRb1PvQJ8MwzuzE7LMBQ2FvpPjsF1UEikfDP6Jaa52fs+sua7/o3rmLQfF8VQlk6dOgQ7dq1Y9iwYQaTYcyYMQW63QxJ7Up2TO5VRxO/NDjQK08cgaHJHetTVMdQUSmu0mdlZsKlr7vw4dqLnH/4lG/71qOSveHzh1jlMdsb3/3QtSzp10CO6ViDMR1r6J10s6zRdsMV9SxJJBLOftWJwJk5MR+vBHjk6WTKG+37kPv9yE0zbyd+fqMhn6y7rCl7pYGHwa3GNlr3QZ/EonYWpkzrU5dpfeqWpVh6Y2Yi1ckzV1T7KpNKuPNtd+p8vQe1APU87ehU27BJLLWtdeYm0kKtpRamMk5M7Kgz+QSgR738Y4jLiwqhLL377rskJCTQvXt3+vbtS48ePV6aTNj68G4bX6q72pAsV9LHwKOc/MhtySjL/CtliVWu4E99lD5HazPWvte8rEQqETZa9ZBJJUaVfTkbHcuSSfGUvYqgKIHuIEKfOrjZZsV8DFtxFpVaYM5rhrUGgO590EfR6BPgwbqzYZx6EIeztRmfdqlZluLphW0xrZQVEStzGYq0LGVJnzqYm8h4MLtXhRk4aCva+li6PR0sOTCuHZ3nZ8VSVrKzoKGXQ1mJpxcVold78OABV69e5d9//+WHH35g2LBhtG7dmj59+tC3b1+qVs07k+dlo4OBRwaFkXuGibFalqxzu6+MtR7F7OAqItoKn4UejWtFRDvWRF/rmKutOTs/blNWIhUb7Xdbn6ncEomEv99vzuOEdOwsTJ5rxm5poWOlNNL3wdrMhIRnYRiWZvrXoSIoSqDbJunbrvq52XB0fHvWnH7I/9pVN3hdKsyT06BBAyZPnszZs2e5f/8+r732Grt376ZWrVo0bNiQKVOmcP68fgnlRMqX3AHL+owcKiK5X2JjrYe20mesI+nnsSxVFKyLOZquiGg/S+bFuA+eDpYVQlGCXAHeRvs+aCneRvg+aAd0F+ddqOZszVe9/HGxKdvZ5/pQYZQlbTw8PPjggw/YtWsXsbGxTJ48mdDQULp3786sWeKK0RUdU1nFGM0Ul9wzfYzVKmP9IoykSxCzVNHQdkcbYwcHL4iV0sL43wedZ8kIFW9tpdtYLfYVwg1XGNbW1gwYMIAWLVqwYsUK4uNLvgSBSNkhlcCzFS0Mbi4tLYy1HjqjUCNtmIqTOqCiol0HY7VoaNehvDIqlza2L8B9MHrLkpb8heXhq8hU+Kc/KiqKjz76iBo1aiCTyXB1dS36IJFyx0Ra4R+llwbtUZyxdnAvhGVJq4MwVquM9QtQBx3LkrE+S2bG7dJ9EQY/FeLJefr0KYMHD8bFxQUPDw8WLFiAWq1mypQp+Pr6cu7cOVasWGFoMUUKwZCJ80R0sX4BRtI2Rj6Shhejg3ghLEtasVMvxrNkfPfBSnTDlQ4TJ07k5MmTDBs2jL179/Lpp5+yZ88epFIphw4donnzijU1WyQvorJUcdBuWCvQOtnForhJKSsi2u4GY7XKaN8HtXE+SrncocZ5H8y0JtEYo7JhLbrhCuf69et67bd7925WrFjBvHnz2L59O4Ig0LBhQ3bs2CEqSkaCqCtVHLRHnkqVcfZw2p20sSriNi9AHbQ7ZpWRakvaE06MNQec9uQTYxw8aF93mZGGbJSp1A0aNCAoKIjffvuN5OTkAveLiIigTp2stZ28vb2xsLDg7bffLkvRREqZTCPtlF9EtAPTjbWDexHirrQ7CKWR3gftTtpI5zug0Gqb7CyMU1nSzs5ijFZKbWuSgJG+C2V58qNHj1K3bl0+++wzKleuzNChQzl27Fie/QRBwMRES/OUybC0LJ8F82bOnEnLli2xsrLCwcGhXH7zRaR+laxVuXOvryZiWJRqtaFFKBHalhhjNdtrK3mZKuO8D9pIME5tyb9yzmoQxjrDVVvXNsY6aK8iYKSRAWUbs9SmTRvatGnDwoUL2bBhAytXrqRdu3b4+fkxcuRIhg4dSqVKlRAEgU6dOmkUpvT0dF555RXMzHTXFLp48WKpy6hQKBg4cCAtWrTgjz/+KPXzvyz8OKghiw7dM/gK3c9LC19nTj2Io76nvaFFKRWMtF0C4O3mVbkTlUx3A68JVRqYGeGSM7kxUk8ifm42bPqgBW62hl+3saTIM41f2c5GaoTKHpRTgLe1tTXDhw9n+PDhBAcHs2LFChYvXszXX39N9+7dmTJlio623Ldv3/IQC4Dp06cDsHLlynL7zRcRTwdLZvdvYGgxnpuf32jImtMPeSPwxVhipzhZlysa3/Yz/NpopYWvq7WhRXhumvs6G1qEEtPU28nQIjwXXfzd2XwxnMoVYKHu58XG3DjbpHL3mfj5+fHll19SrVo1Jk2axM6dO/n333/LW4znQi6XI5fLNdtJSUkGlEakNHGzs2Bc11qGFuO5cbQy5WlaJvU8xAWpDckvbzXmwsOn9G5Q8RbA1pd9n7bl4sOn9G/saWhRXlq61XVn+bCm1KlsvO9z7waV2XUtkreaVzO0KCVCIpTj3OL//vuP5cuXs3nzZqRSKa+//jojR45kzJgxvPvuu7z55pvY2RnmYVi5ciVjx44lISGhyH2nTZumsUhpExYWZjD5RUS0uRiWyL5bsYxpV01nVpaIiIiIIchUqUnOUOJkbVb0zuVIUlISXl5eJCQkYG9fSPiFUMY8fvxYmDlzplCjRg1BIpEIrVq1EpYvXy6kpKRo9hkxYoRga2srWFlZCW+//bZw+PDh5/rNL774QiArXKPAz61bt3SOWbFihWBvb6/X+TMyMoTExETN5+bNm0X+nvgRP+JH/Igf8SN+KuYnLCys0H6/TC1LPXr04MCBA7i4uDBkyBBGjBhBrVr5uzjS0tI0QeDHjh3Dx8eHESNGMHToUDw9i2f+ffLkCXFxcYXu4+vrqxNAXhzLUm7UajURERHY2tqW6kyFbI1XtFiVLeJ1Lh/E61x+iNe6fBCvc/lQltdZEASSk5Px8PBAWkgOqDK1z5uamrJp0yZ69+6NTFZ4UJeVlRXDhg1j2LBh3L9/nxUrVrBs2TKmTp1K165dGTlyJP3799frd11dXct1DTmpVEqVKlXK7Px2dnbii1gOiNe5fBCvc/khXuvyQbzO5UNZXedC3W/PKNP5rP/++y99+/YtUlHKTfXq1fn2228JDQ3l77//5vTp0wwcOLBMZHz06BGXL1/m0aNHqFQqLl++zOXLl0lJSSmT3xMRERERERExLsol8jMjI4OFCxdy+PBhYmJiUOdKlJdf/qQjR46wYsUKNm/ejImJCe+9916ZyDZlyhRWrVql2W7UqBEAhw8fpn379nqdoyzdcNp/RcoG8TqXD+J1Lj/Ea10+iNe5fCjL66yvG65cZsO99dZb7Nu3jwEDBuDu7p5HoZg6dSoA4eHhrFy5kpUrV/LgwQPatGnDyJEjGThwYLll9C4J4eHheHl5GVoMERERkVJHZueKU5dRJJ39B3nYNUOLIyJSJoSFhRUaTlMuypK9vT27du2iVatW+X6/YcMGli9fzsGDB3Fzc2Po0KGMGDECPz+/shatVEhMTMTBwUEM8hMREXnhGLHmKucfJQJw9cs2Bpbm5SU6WU5iupKabsaf4LQioW/qgHJxw3l6emJra1vg92+//Ta9evXin3/+oWfPnoWawioi2ZYyMchPRKT0eBiXyuxdtxnVvjoBXg6GFqdExKbI+ev0IwY2rYKHQ8W1jhdGWEKG5n+xfTMcDWbtBODExI54GuGzlCpXsvx4CD3qV8bPzcbQ4uShqBCaclGWfvjhB7744guWLl1KtWrV8nwfHh6Om5ubZvvmzZs8evQIhUKhs1+fPn3KXFaRlxtBEPjxwD2qu1rTt6GYsdiQ/O/PC9yOSubQ7RjuzuxhaHFKxNR/b7DzaiRbLz/m8OftDS1OiXgB1gB+obgdmWSUytKc3bf58/RDlhy5z60Z3Q0tTrEpFxNO06ZNycjIwNfXF1tbW5ycnHQ+2YrSgwcPCAgIoF69evTq1Yt+/frRr18/Xn31VV599VUAFi9ejLe3NxYWFgQFBXH27NkCf/e3336jTZs2ODo64ujoSOfOnfPsP2zYMCQSic6ne3fju5EipcOFh09ZcPAen6y7bGhRnpuoxAyjXu3+dlQyAAojrsPBW9EAhMSmGliSkiNXqgwtwkuPQpnzDsiMdEXjo3efAJCeaZzPU7lYlgYPHszjx4+ZNWtWvgHe2XzyySf4+Phw8OBBfHx8OHv2LHFxcXz22WfMmzeP9evXM27cOJYuXUpQUBA//fQT3bp1486dOzqWqWyOHDnC4MGDadmyJRYWFsydO5euXbty48YNnUSX3bt3Z8WKFZptc3Pz0r8IIkbB07RMzf9KlRoTI10t/vrjRHovPE5zXyfWvd/C0OK8tKjUZR4SWuYkZygNLcJzkyJXEp2UQXXXiuf+0Yc0Rc49MFZlKU1hnEpSNuWiLJ08eZJTp04REBBQ6H6nTp3i0KFDuLi4IJVKkUqltG7dmtmzZ/Pxxx9jZmbGe++9x/DhwwFYunQpO3fuZPny5UycODHP+f766y+d7d9//53Nmzdz8OBBhgwZoik3NzenUqVKpVDTl5tNF8JxtTWnXc3ySwha2mh3bnKl8SpLf515BMDpB/EGluTlRmnkypK2RcPMSN8FgJ4/H+NRfBrbx7SmfpWiExBWNIJjcvL+KVXG+Uylyo1b6S6Xp7927dqkp6cXuZ9KpdIEgru4uBAREQFAtWrVuH37NhcuXKBz586a/aVSKZ07d+bUqVN6yZGWlkZmZiZOTk465UeOHMHNzY1atWoxatSoIpdKkcvlJCUl6Xxedu5GJ/P5xisMXV6wW9QYUGrlAMswUnMxQLrCuBumF8X1U37LlJcNCek5caMOVqYGlOT5eBSfBsD+Z25RY+Nc6FPN/8baLhmr+y2bclGW5syZw2effcaRI0eIi4srUNGoV68eV65cASAoKIjvvvuOEydO8M0331C1alVUKhXu7u4653Z3dycqKkovOb744gs8PDx0FK7u3buzevVqDh48yNy5czl69Cg9evRApSr4xs6ePRt7e3vNR8yxBGHPGiPICpI2Vn46cE/zf4bSeGNlIrRmMBkj92NyYnz8KxvnDKxELZeui41xuvbTtVwncj3fh4Q0BSNWnmPc+sskZ2QWfUA5YmFqnNax8Kc57WuGEQ4ktGMnrc2Kt6JHRaFc3HDZAdOdOnXSKRcEAYlEolFMJk+eTGpqViP5zTff0Lt3b9q0aYOzszOLFy9m0KBBJZZhzpw5rFu3jiNHjmBhYaEpf+ONNzT/169fnwYNGlC9enWOHDmSR95sJk2axLhx4zTb2XkaXma0zfVypRoLU+N8IbTN3XIjHgmdDTVu95t2J6tUG6fSGpOco7AaayetHWeij0Vj59VIPlybsyLDlkuPCZnds1RXNigu2lZKCxPjbJe0XVgZmcb3PsQkyzX/21kap4WyXJSlQ4cO6fWydOvWTfO/n58ft2/fJj4+HkdHRzIzM5HJZERH65pRo6Oji4w3mjdvHnPmzOHAgQM0aNCg0H19fX1xcXEhODi4QGXJ3NxcDALPxeOEHDdrRqbKaJUlD3sLIhKzOjljbJSgbC17cSlyJBIJCWkKqjpZlVlMl7bJ3ljvg24djFPx1q6DXKlGrRaQFhBgvO3y43xnkfpM2kUlOwu2jG6Jh4MlG86FMW37DXxdrfn1naZlnn/qv7uxmv9NTYxTaU2Ra90HI3yW0rSUPYWRWuzLVFlavnw5ffr00XuNtfzIji8yMzOjSZMmHDx4kH79+gFZa7IdPHiQMWPGFHj8d999x8yZM9m7dy9NmzYt8vfCw8OJi4ujcuXKJZb5ZWTD+TDN/+mZKhwMJ8pzod35G6O5G/JOtc+24D4PIbGpdJh3JN/vxnTwY3SH6liZlV5zkvECKBq6Vhnj7CDSc81gkivVWGq5UXZcjWDM2ktFnicqKYOWcw7plF1/nJSnzNfFmgnda9HC1wWVIOBkbYZCqSYmOYMqjlYlqsOtyJxQD2NUNABS5DmWVn3DAwRBQC1UjNlz2s+/sb7PZaosrVmzhtGjR9O4cWP69u1Lnz59qFOnTonPN27cOIYOHUrTpk0JDAzkp59+IjU1VTM7bsiQIXh6ejJ79mwA5s6dy5QpU1i7di3e3t6a2CYbGxtsbGxISUlh+vTpvPbaa1SqVIn79+8zYcIE/Pz8dKxcIkWjPQLN3cAaEyk65u6i6xGZmE6L2VkN/o6PWlPPs+QzbTJVapQqAbUgYG1e8lcz9/VXqNSYl9D9kCpX8tHflzh0O6bAfRYdDmbR4WAAgmf2KBVrk87zZKSNq/Z90LcOCqWaVxYeJ0Wu5Oj49gafjZl7undSRibHg2M5fCeGtc9mXOZmXJeafNypBhmZKmp/vadYv/cgNpUP1uRdWD2bK1O6Yv8cgebG2lGnyos3eHickE6rZ4ro4MCqzO5fv8xk0wcdK6tSXSoDuPKmTJWlQ4cO8fTpU3bu3Mm///7LzJkzcXd3p0+fPvTt25fWrVsXa2mTQYMGsXnzZkaOHIlKpcLa2poFCxZogr4fPXqkc75ffvkFhULBgAEDdM4zdepUpk2bhkwm4+rVqyxZsoS0tKwAOg8PDzZt2lTh3GzJGZlIJBJsnqMTLUtMta67sY6iQVdZKiqg9XxoPAOW5szE7L3wOHe/7YFZLlO/IAikKVQolGocrExRqQVWngzl2523Cj1/mxoufNO3Ht7OVsVqWHJ3cHJlyZSlxLRMAr7ZV6xj/L7azTd96zKkhXexf0+bdIVWDJwez1OmSk2jb/aTIlfyTvNqzOhX77l+vzTQvg8qtUCmSo1pIcpPcEwynef/p9l+dclJtn/UukxlLIrcSl7QrIOF7n/my06422XFhFqYygid0ytfpenYhA5EJWUwcKl+M5mzCfhmHxO61+Ld1r553rOCMPZ4H4BUhf7tUqZKrVGUAP4++4iudd3pUCtvLsLyQvs5ynoXBMxMRGVJB0dHR95++23efvttFAoFhw4d4t9//+Wtt94iPT2dnj170qdPH3r06IG1deELBK5fv55t27bx22+/aZJSfvbZZ/Tu3Rs3NzeOHDmis//atWtp27Yts2fPpnfv3qxdu5a5c+dqlCdLS0s6duzImTNn2Lp1Kz4+Pnz99de89dZb3Lx5UycQ3FAolGpqTt6t2f5vfAeqOpfMHF2WaCsZ6ZnGOW1doVTrBqoXMoJ7mqrQUZSyaTX3EMcmdGDH1UjUaoHNF8M5E1KyYOtj92I1rq+FgxuhUgvU87TD29m6UItDWq60ARmZKuwsih6NXw1PYOGhYCb3qsPjp+m8+fsZne93fdyGOpVtdRQ3QRB4d9V5DmpZnqZsu0FX/0pUsi/5+6PduCpUalRqoUB3Qu7O+M/TD+lQ25WOtd3z3b+8yH0f0jNVBSpLGZkqHUUJ4NrjRLwn7syz75bRLWlc1bH0BC0EfVJQrBjejAae9jgXMOPPwlTG6UmdmLvnNsNbedOgigMAXk5WhM7ppdlPEARCYlNZfz6MZUcfFPh73+25w3d77nBvZo9Clc9stBUNfSx8arVAprrk1tjnQRAErj9Oooa7jU7cp1xPN1ZMcgaBM/MqtMNXnNP7epUFuWVOz1QVqezO2X2bpUfvc/jz9vi4GH7x4HI1U5iZmdG9e3e6d+/OkiVLuHDhAtu2bWPGjBncunWLr7/+utDj58+fX6yklD///DPdu3dn/PjxAMyYMYP9+/ezaNEili5diiAI/PTTT0yePJm+ffsCsHr1atzd3dm6davOTDlDEBqbSvtccSJtvz9caq6O0iS9mPEZKXIlB29FU9nekroeds/ldiot8ioZeeuRrlAxYfNVtl+J0CnvVtedvTeieZIsL7brQR8++ls3LkS7k8lNHsuSHvdj04VwPt+YlbZj/03dSRS9G1Tmx0EN821oJRIJvw9tytO0TF5ZeFwT6H8mJO651tbL3bg+jEvFVyv7cqZKzeYL4Uzcci3f40esPM/Nb7qVahxVccndMRektB69+6RY+cn6LzmZb/nHnWoQlyLnrzOPsDE3YVAzL2wtTLAyk2FjbsrgQK9iuz7yy7pc092Gr3v7E+TjrLd1p5K9BT8OaljoPhKJBF9XGyb1qMOkHlnhGoIgaGbXLjkSzHd77mj2r/FV1iDyzrfdC1VsiuPCik7K0LGerX+/OUG+zoUek01MUgaJ6Zn4utr8n73zDo+i6hr4b/tm03tIpQRC712QIkVBEQtge0FF/Syor1heUF8QfRV7L9godlQQUBQFhNBBeg0lCSmk981uts/3xyab3fSEJLur+3ueeZKdndm5c2fuveeec+45NsH+1xPZvLv1PG/M7EevyMZN9K9sOsuyxGQAHr2qK9f27UDXcN8aPnx1t+f0Qi1XvrbNYd/bs/rz79VHger6Gt89DLFIxHPTerbYD6y51Kx3ndGMfz2r4iwWgc5P/2r7PO717U5fUQntLCzVJDAwkH379nHs2DGMxobjcRgMBg4dOsTChQtt+xoLSrl3716HJf5gXXG3bt06AFJTU8nJyXGIu+Tv78+wYcPYu3dvvcKSXq9Hr69eCtlWQSlrCkpVTP9wN788PLrJv9PQrLwKg8mCSAQ/HMwkOtCL0V1DmvVyNmflT1ZJhYNjZ8dgFdueGNuk61ksAvnl+nrNAbcOjeXBsV2ICVJhNFuQikVNvo+ag1vNwIg5pTpGvLzVIdDgW7P6ccOAaDR6E70W/96k6wAEe8v59r7hdAn14Ux2GZ1CvB0ExvO5aj5KTGbt4Ut1nt/tmd84+7+r67y32ma42s9DEARMlaahnovqL/dLN/ThtmGxDd6LSCQiyFvO7gXjWbz+JKv2prEvpahZwtLpLOts+sSlUmRiMUUaxyTa499IbNLvvHNLf9uKrJ6LfuedW/pb8z32ikAqFiEWixzaw4W8cqIDvZCIRfW+K4IgYLYIjU5QEs/l4yWToDeZyVfrKdE69mlf7Enj9uGxdPCvXv1V1wqy1KVTOJxezE0fNc9E9e7W6hhh5XoTn+9Kdfj+6Z9O8NnswUzo2TSNmyAIZJfWjtf1x2NjmlWuy0EkEtk0LA+OjadziHctn6aEZzdxw4CoeoUxjb7pmqWa/cqsT/Zx4JmrCPOtX0sqCALXvLPTlsuwLqa+u6vO/eseuoLDacVsOplTK9zHO1vP847dM62iLo231mCqJSjt+s84ogNVNmGpiir/wy3NCNA5umsI8yd2IyHCl892pnKxQMPaI9a+aXBcIDcNiqZTiDfDOwdjNFt4c/M5lFIJl0q0XNO7g8MCIIBfjmfTOdSbA6lFfLk3zcEyURdphVo6Olm75FRhSa1Ws3Wr9eWUyRo2ExQUFNQblDIpKanOc3JychoMYln1t7mBLpcuXcqSJUsaLO/lklvm2EklvXC1TWNx8lIZHRdsJMhbjrdCQpdQH7afzW/T8jwwtgv/ubp7nd8ZTBaHtA71dUiCILDhWFatweFioZYBL2xm/9NXkVOqw08pw1shRWswEaCSo9YZqTCaefm3pHqFhyq+PZDOtwccHU+rOo3GqOkY/Z81J/jxUKZD9Fx7ukf4csOAaAC8FVIOPHOVTQUeqJIRHajintGdGN89DN8GzGB1OYV3DfflzZn9eXNmfz7bmVLLv8lgtnDTR3vILK4gT63nsQndeHRC1zrvo0p4Op1VxpR3dzZUBYzpFsrelELGdAtl2R2Dmr2SZlDHIFbtTePbA+n85+oEAlTyeo+t731oKckvTUEiFjn8XnskRJ43Lt7m4N4Q9o7w9VE1gx4UF0Tq0imkF2kpqzARHehFoLecQ2lFzRai7Lnni4MkPjmWuOCGB56as/sqQnzqf57twdW9O5C6dAqT3trBebuYaD8ducRPRy7x4Ngu3DYs1qG9O/j71KOVMZotzP/+WJ3fDX1xK+/c0p+RXUKQiEXoTWa2nslDJhHRKcSHmR+3/HlM/2B3s89Ze+QSf6UVMa1fJJN7RfDa72fZeb46PMIj4+OZPynB9vn4c5Po+1zzfA9rsvN8gcM17DmYVszBtLr7SIDvD2bW2vfCL6ebdf2fjlzisYndmnVOayMSnBhu+dixYwwcOLDBaNlVZGVlERUVxZ49exgxojox6FNPPUViYiL79++vdY5cLmfVqlXceuuttn0ffvghS5YsITc3lz179nDFFVeQlZXlECpg5syZiEQiVq9eXWdZ6tIsxcTEUFpaip9f60UbzizWcjSjhGv7RgI0W3vRlnQMVvHtfcPp4O9VyxH49Rn9uHlQtO3zhTw1h9NLeOrH4w6/MSgukEMNNLK2ompQrcoDJwgCOpOFN/84x/LdqY2cDWG+CnY8Nc4psaT0JjMJzzbPzLfyriHcueKvRo9rDbNVYbmeQf/bYvt808Bo1hzOJNhbztiEMH45nsWkXhGM6RbKobTiWoJtc5jUM5zZIzrSJ8rfYYVUS+rI2Tw+sRsPX9W1WedULQ0XYfVvOpujpmekHzFBKpb8fIpfT2Tzyb8GU6438faWc5zLrRYuVtw5hHHd63f4/TgxmaW/1Z6Efjl3KKO7uk7uxyq/lpo8dXUCswbHEOyjYPoHuzmaUQJYTVDL7xzicKzZItClhmCY8tIUnll3stnvZ7dwH4d6BlgyrRcv/HK6yXkCDz07gSU/n0YAtp7JbVYC2jHdQll199B6v88p1bEvpZCCcn2jC0ycSf+YANY9dAX9n//DpqFtyPXgcigrK8Pf37/R8dvpwtKAAQMoKioiICCgwWMNBgMqlYoff/zRFmcJYM6cOZSUlLB+/fpa58TGxjJ//nz+/e9/2/YtXryYdevWcezYMVJSUujSpQtHjhyhf//+tmPGjBlD//79eeedd5p0H02t7NbguwPp9fpptAYPjevCuiNZDkEmG2P1fcOZ9ck+2+cXpvfmX8PjEASB2csP1DkjmT0ijuev701emY6hjaywqYtXburDrCFW81CVX4PBbOGFn0/zw6HaM5nW4o/HrqRbuG+b/X5TaMmS7IZ4a1Y/rusb2Wp+cA9/e6SWT9fl4qOQsnn+leiMliY5ewqCwPZz+fxwMIOYQBXrjl4it0zf6HmtRWyQypaPrDF2PjWOmKC29x2Z+u5OTmU5ugzUHIAEQeDJH4/zY402tPi6ngyIDaR/TEBbF7PZNLRqc/sTY7nvy4M2AWZ45yA+mzOECoOZTSez+e/6U7XOqTJVCoLAla9tI6OoaX3hn4+PcfCra4wynZFynanSz8mbfLW+Tg34+Ne3k1KgqeMXHBkUF8iaB0Y2+fpVaPQm5FIxFZU+dWaLgMFkQS4VozOaSS3QoNGbeHPzOTQGE3cMiyMmSEX3CF8CVXK+PpBOZpGWj3dUO+VLxCKu7BrCzMEx7E8tYuWei7WuO29cPHKpmGt6RxAZ4MX5vHLCfBWE+ChsvnD2ZuqqkBStjdsIS/3798fLy4vp06dzzz33MH78+HqPHzZsGEOHDuW9994DrEEpY2NjmTdvXp0O3rNmzUKr1fLzzz/b9o0cOZK+ffvaHLwjIyN54oknePzxxwFrxYWFhbFy5comO3i3p7AE1kaWr9ajM5qRisUUlOsZ3DEQuUTM6ewyuoX71ul/YbEImAUBk1lAKRM36stTNXOtMJrp3YoarTUPjGBQXHUyY7NF4O6Vf5F4rn5TYlSAF09P6cHVvSOabBoSBIHEc/lN0qrUx5sz+3HDgCinOxfW5N2t53lz8znA0YmzMT66fSDDOwcT6N125hRBELji5T9tkdAbY964eB6fZFWxi0QiSiuM9FvyR61jnpicUNfpTqXKMd5bLuHwook2R+NDacXc9FFtR+yLL0/lz6Rc4kN9CfNTtLt28tsD6SysMdmqWiWVUaRl9KuOfi8TeoRxIa+cNQ+MrHe1m6ug1hn5fFeqQ37H5vLqzX2ZOdgxdZV9WwOrIDxrSAzjEsJ44ZfTBPvIeX1GvzZ7lpPeSqylrZo5OJpOIT78fCyLJdf3okhjYFLPcKf3U7vOF2AWBMZ0q9Y+1qW5GxwXyI9NEOwsFoHez/1u064dfHZCq+dZdAlhacCAAQ0+PK1Wy7lz51i5ciUrVqxgx44dxMbGcvfdd3PnnXfWyre2evVq5syZw8cff2wLSvn999+TlJREeHh4raCUe/bsYcyYMbz88stMnTqV7777jpdeeonDhw/Tu7c1Dssrr7zCyy+/zKpVq2yhA44fP96s0AHtLSw5A53RzKG0YmICVZzPU/PQN4ebFbNkfPcw3rt1gFNXvQmCQKeFtf0wGqKtVL+tgdFsQW+yOMTeMpktxD/zW53Hp7w0pd5UFW2BwWRhd3IBWSUVKKQScst0+CikXNktlJW7U1m1Nw2gziXNL248zfm8cq7tG8nh9GKWTOvltGXPLcFe4IsO9CKzuMJllkDX5buW8tKUWj5KrqBFbS6CIPDSr2f4dGfj5nR7IvyUvHfbAIZ0DGr84HZm08kc7v/qEBN6hNucspNeuNqtUkotXHuCbUl53D4slsRz+Xxw+0BbPK7GKNYYGPDCZvpE+fP5nYMbdLZvCS4hLD333HNNknQXL14MQEpKCitXruSLL74gMzOTCRMmMHfuXKZPn25zAH///fd57bXXyMnJoX///rz77rsMGzYMgLFjx9KxY0dWrlxp++0ffviBZ599losXL9K1a1deffVVpkyZYvteEAQWL17MJ598QklJCaNGjeLDDz+kW7emO5P9E4Sl+jh5qZRr36t7pUcV7WVmaCordqdyIa+c56/v7aClqoppo5CKeWNmPyb0CHerDqmKumLzuKLQl16odYp2pb14dVMSBy8W88XcoUjFIpcK99GYs/+aB0YyKK59Yjm1BfU5qNfk0au68uC4Lk6JqdQcLhZoiPBXIpeIEYlwugapvWnKiu6W4hLCUksRBIEtW7awcuVK1q1bh7e3N3l59adbcDb/ZGEJ6h6cNz92JV3dbFb6zf50Fq0/yYe3D2RSr4aTM7syg/+3hYJyPUHecoo0Bp6e0p37ruzi7GJ5cEHqarvtrYFsS+YsP1DLvL/sjkFc3dt927eH1qWp43eb2kQGDx7MPffcw2233dYsIUIkEiGVShGJRAiC0GgMJg+uR3xY0x0dXYXbhsUyc3C0S2kAWsK6h0ayN7mQGwZEuf29eGhbUpdOcTBN71kw/m8jKAHcODCKxHP59I8JINhbTrcIX4+g5KFFtKlmae7cufzwww+YzWZuvPFG5s6dy9ixY+s9PiMjgxUrVrBy5UrS09O58sormTt3LjfddJNLpB6pj9LSUgICAsjIyPhHapZ2Xiji1S0pPDelK51DVAR4Sf9xamIPHtwVg8lCRQMRld0ZQRDYmVxMQrg34b6u7aDuwTlUhf4pKSnB37+BKOtCG6PRaIQVK1YIY8aMEcRisdClSxfhxRdfFDIzMwVBEAS9Xi98++23wsSJEwWJRCJER0cLzzzzjJCcnNzWRWs1MjIyBMCzeTbP5tk8m2fzbG64ZWRkNDjOt6vPUnJyMitWrODLL78kKyuLSZMmsWPHDoxGI9deey1z585l8uTJiMXuZTqwWCxkZWXh6+vbqhqVKon3n6qxai889dw+eOq5/fDUdfvgqef2oS3rWRAE1Go1kZGRDcoeTnHwFgSBNWvW8H//938UFxeTm5tLaKjrRIV1Ff7pjuPthaee2wdPPbcfnrpuHzz13D64Qj23e9Cb7du3s2LFCtasWYNUKuW+++6rJSiVl5djsTjG8PG8iB48ePDgwYMHZ9AuwlJmZiYrV65k5cqVpKSkMHr0aD788ENmzJiBl5c1A3dqairz5s1j+/bt6HTVkX8FQUAkEjUpf5yzaEsznP1fD22Dp57bB089tx+eum4fPPXcPrRlPbuEGe77779n+fLlbN26lbCwMObMmcPdd99NfHx8rWOvuOIKBEHg0UcfJTy8dtj2MWPGtFUxL5vMzMxa0cY9eHAmspBYlJ0GUn7kNwRT++VE8+DBgwd3JCMjg+jo6Hq/b1NhSS6XM3XqVObOncuUKVMalNp8fHw4dOgQCQmul/+pMf7poQM8uB7/9+0J9qaWMHdkDI+O7ejs4njw4MGDS9LU0AFtaobLzMwkLCzM9vn06dOkp6djMBgcjps2bRpDhgwhIyPDLYWlKi2Yn5/fP1ZY0hnNbEvK44quIfgp/37xWtyNvaklABzPKv/HvpOugCAIGM2CLYu6Bw//VM7nqtmbUshtQ2NdMlhuYy40bSosVQlKKSkp3HDDDZw4ccIWldu+cGazmc8++4z777+fS5cu0bt3b1suuCr69u3b5Ot+8MEHtvxx/fr147333mPo0KF1Hrty5Uruuusuh30KhcLBb8pD47y48Qxf7kvjqu5hfH7nEGcXp8XsvlDAkz8c48Ub+jCue1jjJ7g4nkHauTz63VF2nM/nz8fHEuQtd3Zx/rGsP3qJmCAVA2PdM9+d0Wzh3a3nGd01lKGdXC/Zb1OY+NYOAMQiEXcMj3NyaZpPu/Skjz76KJ06dSIvLw+VSsWpU6fYsWMHgwcPZvv27QDk5+eTnJzMXXfdxZAhQ+jfvz8DBgyw/W0qq1evZv78+SxevJjDhw/Tr18/Jk+e3GBuOT8/P7Kzs21bWlra5d7yP44v91nrbGuS6+bwawq3f7afrFIdd638y9lFaTH2lnW5C87g/klsOJZFidbIj4cynF2UFvPHqRye+vEYOqPrLrJpiKMZJTz63VFu/HCPs4vSYr7el8Z7f15g5sd7nV2Uy+ZYRomzi9Ai2mU13N69e/nzzz8JCQlBLBYjFosZNWoUS5cu5ZFHHuHIkSPcfffdDBgwgG+//bZOB++m8uabb3LvvffatEXLli1j48aNLF++nAULFtR5jkgkIiLCky/Iw98DraF6UFPKXDubekO8ufkcm0/n8v3/DcfXzU27RnO7h7NrNe778hAAXUJ9+L8x7peQ+VyO2tlFuGzO5rr/PVShkLnnBK5dhCWz2YyvrzUDfUhICFlZWSQkJBAXF8fZs2cBSEtLY8OGDXWulGsqBoOBQ4cOsXDhQts+sVjMhAkT2Lu3fom8vLycuLg4LBYLAwcO5KWXXqJXr14tLocHD86kWFvtEyhx46So7249D8Daw5eYM7KjcwvTAsyWagHJYnFfYamKSyUVzi5CizDZ1b3ZIrhlm6gRdtDtsNdKKqTuOYFrFxGvd+/eHDt2DIBhw4bx6quvsnv3bp5//nk6d+4MwPjx423HtJSCggLMZjPh4eEO+8PDw8nJyanznISEBJYvX8769ev56quvsFgsjBw5kszMzHqvo9frKSsrc9g8eHAVijVG2/8mN9VoOCGxQKtTrjfZ/ndFh9Z/Cma7d8n+mbgTRjeXloo01RM4mZu2hXbRLD377LNoNBoAnn/+ea699lpGjx5NcHAwq1evBuC6667jscce48SJE/Tp06eWg/e0adPapGwjRoxgxIgRts8jR46kR48efPzxx7zwwgt1nrN06VKWLFnSJuXx4OFyKbLTLBnM7tnJllZUC3xebmpKtB+YLW4q/NlrxMStGHC3PakwVD8HvdEMXu5n0tXqqzUzVYGa3YmC8upYbwaTe/ZJ7SIsTZ482fZ/fHw8SUlJFBUVERgYaHvo999/P2AVpmrS1AjeISEhSCQScnNzHfbn5uY22SdJJpMxYMAALly4UO8xCxcuZP78+bbPVXEa/qnYawHcUcVdF+46QAMU283ijG4qLNl3rno3vQf756B3U+focjtBQ+GmKytLtNWCt7tOHuwFb73J4na+iIXl1W1BZ2peW0jOLyc60Mvp5junvf1BQUEO0rHFYql3a2qqE7lczqBBg9i6davD727dutVBe9QQZrOZEydO0KFDh3qPUSgUtphK/+TYSlVU2A0E3nL3asT22M94vBXuex/2PkvuOovLU9sJS24qaOTb3YPOTZ+DWmdntnLTeZD9c3BXR3u1nbDkjgKfw+TH2PTyv/xbEle9kcjNH+118AF0Bk6fKsyePZs1a9bYzHSXy/z58/n0009ZtWoVZ86c4YEHHkCj0dhWx82ePdvBAfz555/njz/+ICUlhcOHD3PHHXeQlpbGPffc0yrl+SdgP2twZ81SiZ2Q4exZzOXw99As2d+Dew5w+eXuL/Bl2zl1N2eQcyVyyqpj5rnr5EFtZ5Z2x+dQaK9lbYZmaef5fABOXCrll+NZrV6u5tAuZriGiI+P56WXXuKOO+5g7NixTJs2jWnTphEVFdWi35s1axb5+fksWrSInJwc+vfvz6ZNm2xO3+np6Q5pV4qLi7n33nvJyckhMDCQQYMGsWfPHnr27Nkq99eaWCwCYhcURuyd99y1MwIotlPXu6uQAX8Pn6UCtfv7ODholtxwgAPILbMT+Nz0OeSV2WuW3PMe7Nt0c4QNV6GwvPnvUXZpBaeyqhdPrdpzkev7t0wuaA2crllatGgRhw4d4vz581x33XWsW7eOLl26MGjQIJ5//nmOHj3a7N+cN28eaWlp6PV69u/fz7Bhw2zfbd++nZUrV9o+v/XWW7Zjc3Jy2LhxY7OCYLYHxzNL6LhgI52f/pVlicnOLk4tHBuye3ZGUEPoc9NOFSCrpHombTS5p1bGwSG0iWZ4V8P+Hprqp6E1mNh0Moe0wtbRtF8ufwfH3Fy1nWapGe16z4UCDqUVtUWRmoXJbHH0u3LD52CvKW5KcNMTmaWMWPqnw77D6SWcdWLMLKcLS1VER0fz4IMP8vvvv5Ofn89//vMfzp49y/jx44mLi2PevHmcOnXK2cVsd8p0Rqa9v9v2+eXfkriQ51oByorsGoLJImBqYodUqjWy/ugltAbXWM7bEg2ZIAhsOpnDxDcTySzWtlXR6mRPcgE3f7SH//1y2qEO7TuU1AINZTpjXae7NJfjZ+IqMY0cNUuNDxAp+eX0XPQ79391iDGvbefJHy4vlEpr4OBr4oYaDZ3R7CBoGJvQrvUmM7d8spfbPtvPTR/t5VBacVsWsVHsNd7Q9AnpobRi7l75l1MFjCoKmqFZyizWct37u2yf542L56Ub+rBh3hUkRPi2WRkbw2WEJXt8fX2ZOXMmX3/9Nfn5+SxfvhyJRNJgYEl7PvjgAzp27IhSqWTYsGEcOHCgweN/+OEHunfvjlKppE+fPvz666+tcRuXjd5kpu9zf9TaP+HNHU4ojRWLRSA5v9xhBVxmsWOwusZmbxq9iY4LNtLv+T949Luj3PbpfpeIq5Nr59vQlA7JaLbQaeGv3P/VIc7nlTPqlW3tFrgvrVDDbZ/u52BaMZ/tSrWlctDoTQ5lMJgtTP9gd6POkUfSi+n73O/0fe53kvPL27TsTaElGo2Vu1NtGtjnNjh/YmUvLDX2PqUXahn/RqLDvh8OZZJd2n6BIPUmc633pCXPQWc089A3h3l7yzmnC672JjhommbprhV/sS+lWqP05uazrV6u5mA/iYOmPYcPt1/gpo/28GdSHpPf3sG+lMK2Kp4D3/+VQccFG5n+wW6HCZy9X2tDbWHDsSxGvbLN9vmnB0fyxOQEbhsWS9/ogDYpc1NxurD0559/YjLVr1mQSCRcddVVvPPOO01yum5ubrg9e/Zw6623MnfuXI4cOcL06dOZPn06J0+ebPE9tQYWi8DNH1ULh49P7MbyOwfbPh/PLGn3Mn25L43OT//KVW8k8sqm6g4krcjRZPDF3rR6hZ/Ccj29Fv/usO9oRgmv/d5+HdKfSbl0XLCRjgs2sje5uhOxH5jMFqFBAcNsEej6zG+19k96M7GOo1sXQRAY89p2h31JOWo6LthYq24BUvI1TLObqdVk1Z6L3PDhHsp0Jsp0Jq56I7FdfTt0xroG6eaZdr/Zn85zP5+2fV6556KD8NuWHMso4YNtF8goctQs2n+21ywJgnXCceOHu7nt030M/t9mrnyteoB49abqpOHv/1l/CJPWQhAEHvr6MAnPbqLL0786aEhzSps3gbiQV073/25i4/Fs3t5ynj/bMVdkhcFcS6tdU9hs6L2umsTtqewTxnQLRSyC3RcK203YqItCjaPA19hzeHvLOV7d5NifPrfhVJtPSHecy+epNccBa59+44d7bNe0F7qPZZRw3xcHKa0wciFPTZHGwPzVR+m4YCOPfHvEdtzD4+MZ4EKJj50uLE2cOJGiomopfvjw4Vy6dKnFv2efG65nz54sW7YMlUrF8uXL6zz+nXfe4eqrr+bJJ5+kR48evPDCCwwcOJD333+/xWVoDVIKNLYZ/nX9Inn4qq6M7x5uS4w67f3dDqu32ooKgxlBELjvi4P8d121ALksMdm2UmH3hQKHc17+LYn/rDnOT0cyeXbdCXLLdFgsAkt/PcOg/21xOPbqXtb4V+uPZrWLdmlfSiF3rzxo+7xg7XHb/9mljoPruiO138MijYE1hzLp8rSj9vGTfw0CQGMwsye5oNZ5VWgNpmb5HAiCwInMUt7cfI49lfW8LDGl0fOu7BZKl1Bv2+dTWWV0XLDRYaUcWDvRxXVoYf44lVtrX2vz1b40Oi7YSPf/WgfpC3nW910QBC7a+ew0Jrj9cjyLp386UWv/M3Xsa22OpBdz/Qe7ee33s4x+dRs7zlnbRIXBTJbd+7QvpYi1hzPpvHAjnRZaJxyH00vYk1zoIBiufXAkM4fE2N6nr/enOzjHtjZ6k5krX9vGxhPZtn0T7TTX2Q7CUsNmuC2nc5lQY7Lw+h9n22XJd0aRlh6LNhH/zG/c8dl+m9B0oYaW9O6VB9mfUsie5AK2n83jbI6aX45n1ZpoTOgRxqq7hzK8czAAn+5ovM1dLgaThY+2J7MsMdlBm2Tvgwjw7YF0hzaRnF/ON/vTmbvyLzou2MjbW6xpgkQi+Pbe4YB1MrXrQv390uWQUaTlcHoxs5c7WnCSctRc8fKfdP/vbw6hQAD+OJ1LvyV/MOHNHQx8YTNra/S1q+8bzuOTEtqkvC1FJDjZ/iEWi8nJySEsLAywmuCOHTtmS4PSHAwGAyqVih9//JHp06fb9s+ZM4eSkhLWr19f65zY2Fjmz5/Pv//9b9u+xYsXs27dunrTr+j1evT66odfFZSytLS0VWMuJeWUcSGvnGv7Rtr2peSXO6jrVXKJQ+JUezoGq5g7ujMZRVq2nMklJd81nEYBZg6O5pWb+qI3Wei35A/0JguPjI9n/qQEzBaBS8UVnM4u44kfjjkEZHv5xj7cODAaeTMC5FXN6vPVeka/uq3W951Dvfn23uHcueIvzmQ3L3VNv2h/1j10BSKRiFs+2WtT3//flZ3p4K900HbU5J5RnbhvTGcuFmjp0cEXqViMTCKiSGtg3ZFLvPRrUoPXnjk4mldv7ocgCDy2+ijrjmYRE+TFomt7MbFnOEUaAyVaQy3zzvyJ3Ugr1LLmcHVKH38vGZv+PZr7vzpsywp+8eWpzaoLewwmC9mlFaw9fAmZRMTFQi3HMkoYEBtAsI+Cj7bXvVDh3P+uoaBcz8iXHZ0735zZjxsHRjvss1gEZnxc7VPSPcKXjY+MZltSHvd8YRWIf31kND0jq9tkud7EH6dyePLH4w6D+JhuoeiMZvy9ZHQN92HDsSzuGdWZXpF+xASpyCnVUVCuRySyaupOZ5WhNZjZdMoxjZJYBGf/dw0X8sq55p2dTa6va3pH8MbMfqjk1gXKZotAj0WbMJgseMkknH5+si0unSAInMoqo6Bcj9ki0C3clwh/ZbPSSOiMZl7+LYmVey7W+f2rN/XlhoFRDHphM2WVsZYUUjGJT44jwl9Z6/ifj2XxsJ1W4IPbBvLQN4cBeP+2AQ59WGuTlFPG1W/XrusTz03inlUH2Z/aPCdtX6WUE89ZAylfyCt3EADXPXQF/WMC0BnNHEkv4dZP9wHW9nP4vxNbHDpl94UCbv9sv8O+lJemIBaLeHPzOVuexOZw4cVrkErELF5/klV70wB499YBTOsXSb5azwfbLtT7/C+H12f044k6/O2q6qYh4Xl6/0hen9GvXdMDlZWV4e/v3+j4/bcSlrKysoiKimLPnj0OQSifeuopEhMT2b9/f61z5HI5q1at4tZbb7Xt+/DDD1myZEmtSOBVPPfcc3WmO2ltYak+/jiVY8sE3p4MjA1g7YNXcCC1iJkfO/qPdQrx5rq+HXi3CWaDNQ+MZFBctXp1/uqjtWYWTWVKnwh+PVF33r+G+PqeYdzx+X4u5+1fdfdQxnQLtX3OKNLWKYy1FccWT8K/CakbLBaBAS9sdkghYo9SJubY4kkopBKHTnvbE2PpFOJd5zkNcS5XzaS32t+v7szzV+NVGRT1ipf/bNfEr0M7BnHgYtMH5Qk9wnlrllU4qm+A3XQyh/u/an47n9AjjPkTE8go1jK+e5hNiDKZLSxLTOb1P87VOmdsQiiv3tyXoS9urfVdTe6+ohMbjl1y0IjZ8/mcwVzVI5z53x9l7WFru7ZvpzcPimbRdT1JL9SyLDGZX45nMy4hlIQIP3p08GVsgnUs8FNKMVsECsoNNgEts1jL1jN5HEwr5udjrR9356u5wxjVNcRh33MbTrVYqBjSMZB/T+jGz8eyuFiocfCFaowwXwVLpvXiga8PN+uaV/eK4N1bB9gmlMUaAwNe2Nys32gpuxeMJyrAiwqDmQlvJjq0wU9nDyY2SEV2aQXPrjuJzmjmuWm98JZL6RXpR5hfbSG8PXAbYUkikZCTk0NoqHXQ8fPz49ixY3Tq1KnZv9VewlJ7aZYaQmsw8dW+tEa1D5eLRCzCbBH477U9mTuq+pnsTS60zaqm94/krVn9EYlEmMwWCsoN+HvJEInghV9O8/X+dACentKde0d3rpXXSGc00/2/m9r0Puz5+F+DmNwrAoPJQrdnHf2OpvWLJLdMV+9sdGxCKB/cNhBvRd0hyrafzePOFX/Ve+3ZI+L4onKW11RmDY5hSt8O3LPqL4xmAYVUzPHnJjU7cOaz607w1b50h323DInhZTsfGUEQGPjCZoq1RqICvNj1n3HNykNlMlsY+tLWWk6p9fHbo6Pp0cGPjgs21vpOKRM3OT5R0gtXO6SA2JdSyC2f7GtaoS+TjY+MolekP98dSGfBWkfT37+Gx7HxRDZFGgMquYT/Te9dS0PWEHd8tr/NzCdVPDk5gYfGxQNWH5+aS7bFImiKJU0uFZP45Fg6+HsBVj+VoS9uadK5rcFnswdzRXwIPRbV7kvWPXQFD319mA7+Sg6mFXP3FZ2IDfLiUkkFwzoFM6FneB2/aMVkthBfh39iW/Dw+HiOZpSw83ztZx4d6FVrMc1jE7oxfUAk4X7KBlOgJJ7LZ87yhhc6dQv34Vxu8xd3dI/w5at7hhGoktcS/HVGs8unZnEbYUksFtO7d2+kUuvgc/z4cbp3745cLnc47vDhxqXr9jLD1aSple0MTGYLZkFw+YjURRoDA+1mP/MndmPG4Ghbx1tFqdZIv+drrxBsjCcnJxAd6MXEnuE2U0cVm07m8Oy6E8yfmMCtQ2MwWQQKyvW1rt1UTGYLb2w+x8zBMQ1qZg6nF/P5zlRCfOQkRPjxwbYLhPjI6RLqw2MTuxETpKr1u3B5GewFQWDXhQJCfRXEh/rU+Vv2Al+vSD9+eXhUkwUme63jf67uzu3DYwGrditAJcdktmCyCLU6UItFoHMNP7Bv7hnGh9uT6xQW5BIx0YFe/HtiN6b1q9vEs+lkNvd/5dhvXNcvkmem9CDQW2ZrE1XO/DVNu3llOjKKKziXq+ZMdhn3jOqMn5cUqUSMj0JKhcGMUiZ2qJsd5/JtvhvT+kXy6s19kUvEmAWhxdnWP9h2odYCiGen9mDmkBj+Si3ii71pJFb6SjWHF6b35pYhMbXKlafW8cIvZ2yam9X3DeeNzec40IA5a1xCKJ/PGVIraO7j3x9zMPe2JjKJCKNZwFchZesTYwjzrdZMvLn5HJ/uSGHJtF5M6x/ZKgN2idbA+qNZlOtNCILA9f2jbG00vVDLhDcTWxSfTSWX8PD4rtw9qiMKqQRBEJjy7i4Hl4ChnYL44u6hbD6dy5iEUPyUzU8GbDJbeOKHY/x6IochnQJZdG0vpy7FdxXcRlh67rnnmtQRL168uEm/N2zYMIYOHcp7770HWHPDxcbGMm/ePBYsWFDr+FmzZqHVavn5559t+0aOHEnfvn1ZtmxZk67pysKSBw8twd7PAaxCxgvX90IhldhMXXXx/p/nef2Pc0zt24EPbhvYHkX1YIcgCJRVmEgpKMdsEVj6W5JDnKAPbx/IlD71571sjDPZZRRpDAzrFNRkof3jxGQ+3ZnK4ut6cl2/SHacy+dUVhldQr0Z1jkYfy8ZOqMZhVRMvlpPhdHMjvMF5JfpOJlVxp9JeQR5y/FRSHljZj+iAryIDGjZRMYZnM9V0znUp9n+TGmFGgQBFDJxiyduHhrHbYSl1mb16tXMmTOHjz/+mKFDh/L222/z/fffk5SURHh4OLNnzyYqKoqlS5cC1tABY8aM4eWXX2bq1Kl89913vPTSSxw+fJjevXs36ZoeYcnD3w1BEJj41g7bCrWGCFDJHAL/ASy6tid3j2q+Kd2DBw8e2pOmjt9ODx0QGBjIww8/TGlpaav83qxZs3j99ddZtGgR/fv35+jRo7Vyw2VnVy+THTlyJN988w2ffPIJ/fr148cff2TdunVNFpQ8ePg7IhKJ2DJ/DIuvazxHYk1BCWCgnQO/Bw8ePLg7TtcsRUZGkp2djUgkonfv3ixYsIDbbrvNmUVqNqWlpQQEBJCRkeHRLHn4W1KkMfD61lR+Odl4kMFreoby0rSEFi+j9uDBg4f2omqBVklJCf7+/vUfKLgAZ86cEa6//npBqVQKgKBUKoWZM2cKycnJzi5ak8jIyBAAz+bZPJtn82yezbO54ZaRkdHgOO90zVJNvvrqK1555RVOnbKGZ69yzn7yySedXbR6sVgsZGVl4evr26xl1o1RJfF6NFZti6ee2wdPPbcfnrpuHzz13D60ZT0LgoBarSYyMhKxuH7PJJcTlqooKyvjySef5NNPP0UQBJdItNreeBzH2wdPPbcPnnpuPzx13T546rl9cIV6drqDd118++23jB492iYoRUc3PYibBw8ePHjw4MFDa+IywtKFCxe4+eab8fLy4rbbbuPs2bNMnz6dc+fOkZGR4eziefDgwYMHDx7+odSds6Edeemll/joo4/IzLRGee3ZsydPPfUUs2fPblX/n7akrXyW9Ho9CxYsQK/XU1bWvASvHpqOp57bB089tx+eum4fPPXcPrRlPbuNz5JIJMLf359bbrmFF198keDgYGcWp0VkZmYSExPj7GK4HWKlLxad2tnF+MfjO/Ba/EfOQuIdiEWvIevT+zFrip1drOYjkSKSyBAM7ZdA18PfE4lPMIhEmNVtm5fPg+uQkZHRoMuP04WlLVu2MGHCBNvn06dPk56ejsHgmIhz2rRp7V20JtPWcZYKyg3sv1hC70hf4oLcP+z9ofRSPtyZxl9ppfgppfx4z0Ai/BTOLlaLKNebSM7X0iPCp1ZuMXfgk93pvJ/omNh3dJdAPpjlPkFZBUHgu0PZvL8jDa3exIyBHVg4qYvbaKaryCiu4NuDWZzJKWfemI4MivV3dpFahEZvIrtMT5cQlds9g/xyA89tPMeelGIE4PlruzGtT/1Jdl2RCqOZZTvTWXM0h2BvGW/e2IMuofXnqHRF9CYLa45kcyZXQ88IH24dXHf+x9agqXGWnC4sVZGSksL111/PyZMnEYlEttVvVY3NYml+gsLm8MEHH/Daa6+Rk5NDv379eO+99xg6dGiTzm0rT32LReDtred5d+t5wJo48oGx8cyf2K3VrtEaCIKAWm9qUnLHFbtTWfLzaYd9wzoF8c29w90qiKHZIvDNgXT+u+6kbd/q+4YzrLPra0bz1Dpe//0sW87kUaSxTkrmjYtnaKcgWxLYH+4fwZCOQc4sZpMQBIEXfjnD8t2pDvvfmNGPmwa5z8KQ3RcKuPeLg2gNZgCkYhHf3TecwW7wDKqoMJj5eEcyn+5IQWMwE+ar4JeHRxHmp2z8ZBcgvVDLnSsOkFKgse2TS8SseWAkfaLdQ3DVGc3c9+UhdtglVg73U7B5/pgWJd91BnlqHbM/P0BSTrXV4cf7R7RZW3CbdCdV3HrrrZw7d84mKIlEIof/25LVq1czf/58Fi9ezOHDh+nXrx+TJ08mL6/xaMVthd5k5t+rj9oEJbEIjGaBd7eed0iM6Qq8u/UC/Zf8wbYkx/oymS0czyzhpV/PMPrVPxm5dKtNUBraMYh3bukPwP7UIj7afqG9i12LC3nlfLDtAhq9qd5jBEFg8+lcJr2V6CAoAfxv4xksFufPPTadzOHZdSeoqBx4wXpvS387wxUv/8nQF7fy/cFMijQGxCJYeE13npicwJXdQhla2SE98NVhynS105i0F98dSGfVnov1fp9RpOXnY1lM/3CPTVC6fVgsNw6IAmDJz6fIU+vao6j1svl0Ll/svdhg2BOLReD7vzKYvfwAWoOZCD8lcokYk0XgyR+PYzC17SQRrAPs4fRiSutIW/PF3ou8/FsS5kbe6yKNgXu++Iu3t5xHU/ne5an13PvloUbPbUtySnXc8OFuliUmO+w3mi3klunYdjaPJ384xuD/bebK17aRUqAhUCXjy7lDmdgzHIPZwgNfH6JEa6jnCm3PwYtFDP7fFpbvSq3ze63BxMlLpXy9P41+S/6wCUrju4fh7yUjt0zPm3+ca88i16JIYyCtUNPgMYIgsO1sHlPf3UVSjpogb7ntu0e+PeLU9whcSLMkkUiYMWMG77zzDt26dePAgQMkJCTw559/8vjjj3PkyJE2u/awYcMYMmQI77//PmDVYsXExPDwww+zYMGCRs9vC81SWqGGae/vRqM3cefIjjw9pQcT3ky0zXqOLZqEv6r9Zgo6o5mDF4vxkksYVCPvV8cFGwEI8ZFz8NmJbDqZzfvbLnDyUt2OeFP7dOCNmf1QyiR8sfcii9afAuB/03tz86BolLL6s9pfLhaLwB+nc1DIJIxLCHP4bs7yAySey+fuKzqx6LqeGM0W9iYXci5XzYHUIo5klFBYrqeqzfoopPx7Qlem9u3AiKV/AvDqzX2ZOdi5/mtVz+PZqT2464pOPPrdEX45nl37uGAVn80ZTHyYr21fVkkFo1/dhtki4KOQMqRjIP5eMiwCSCUi1DoT6YVawv2VBKlk+HnJMJgsaA1mAlUyvORS+sf4M7lXRIOTHEEQWLH7Il/svcjbtwygf0yA7bt8tZ4hL24BYOvjY4gLUvH7qVxWH8zg4MUiVHIJBeWOg9dTVyfwwJgumC0C13+wm1NZZXSP8OWlG/vQJcQHmVSERCzCZBZQySWtNgE7kVnK0t/O8K/hcVzTp4Ntv95kJuHZTQCseWAkg+ICSSvUsD+1iC2nc/HzkrH5dC5SsYjCSu3eFfHBfDZ7CEaLhfGvJ1JQrqdTiDd/Pj6m1cprtgikFWooKDew83w+fkoZX+9P42KhFnDsV3RGM93/a72HFXcNYVxCGIIgkK/Wk1qg4cSlUsp0Jv5KLWJvSiFgndQ9N60XXUJ9uGvFXxjMFh69qiuPtbE2/HyumiKNgSEdgxDbaaif23CKlZVC98WXp3LwYhEv/nqGI+kldf5Ov5gAPrhtANGBKkorjFz33i7Si7SMig/hwbFd8POSkVmsJdxPiUwiJtBbTqS/8rKfj9ki8GdSHmeyy5g9Io4AVbWgcOsn+2z1e/HlqexLKeTD7cnkluoo1hrIU+tr/d6KO4cwrnsYO8/n86/PrdriZXcM5OreHWod21oYzRbOZJcR4a8kzLdamygIAle9mUhGkZbfHh1NfJgvepOZHecKOJBayLncctKLtKh1Rlu77hzqzfI5Q5BLxYx9fTsGk4X/XN2dB8Z2afVyN3X8dhlhSSQSsW3bNsaOHUuXLl347LPPGDduHMnJyfTp0wetVtsm1zUYDKhUKn788UemT59u2z9nzhxKSkpYv359rXP0ej16ffULWmXzbG0z3F8Xi9AZzYzuGgrA2Rw1k9/eAYCfUsoNA6LwVkiRScRUGM38djKbjKIKZgyKRmMw0SvSn6gAL7JLdShlYmKDVASo5GQWawnxURCokiMWg8UCBeV65FIx3nIphRo9pRVGBAGUMgllFUY+SkwmtVJQGxwXSGSAF6UVRi7klXOpxOpQ2ynEm/9cncD9Xx2udS9iETxUaeqpuh+wNqR7vzjIljPVWqkO/kr8lDLO5lrVsEHecm4aGMWlkgq6hPrQPyaAMF8lcSEqB9VyqdZIdlkFgSo5OaU61DoTJy6VIhWL8JJL0BnNbDqZw8FKzdz9Y7rQMVhF4rl8IgO8+Lxy5tY1zIdl/xrEnSsOkFFU21lYLILZIzry2MRu+HtZr78sMZmXf0vCTynlh/tHkhDhW+u8y0UQBHRGC0VaA+//eYFvD6STEO7LiruGoNGbuFioZce5fL7cZ/VBemhcF2QSMW9vOW+rx9uHxXJt38gGy3fyUin3rDpITlnLNTMyiYhwPyUJ4b7sSynEq/K9EgRQySWYLQJ6O63JE5O6oTGYiQ704n+/nKHCaNVOLLtjENvP5vHdX7XDh4T7KRiXEMbdozrRLbz6flLyy5mxbK9NCKkLpUyMTCxGrTfhJZMQFVjtC3ghrxyAAbEBCAKkFmhQySVkl1rrw1ch5cqEUPLKdPx1sVrLO29cPHqTmb7RAby79TznK3/no9sHUqgx8GwNTWQVvgopd17RkUeu6opMYlX2/3wsi4e/tU4Qh3UKolu4LyIRlOtMSCUiLIJV8D+To+ZMdhk3DogiQCVHJhGxO7kAESJ6RfqRUaylQG2gXG+irMKIugGtaRU+CimRAUouFmptmq1Xb+5Lr0g/5n1zxNYP1CQqwIsPbx9Iv0rB98dDmTzxwzEAukf48tEdg5CIRBRrDXQL96VQo+dsjhq9yYKfUoa/lwy1zohKIUVrMFGuMxHkLUckEhHup8BigfxyHflqAxVGEzKJGKPZwr7kIr4/lIEgWDXWV/eOIK1Qw8msMgct/O4F45nwRqLt3QJrP1qmMzEgNoChnYL4z+TuDsLWyUul3PjRngY1fFKxCJOd1mNiz3DkEjFyqRgRcDq7DD+ljM6h3hSU68ksrsBPKSOjWEt2qY7hnYPILtWRVlg9xl3TOwJvhZT0Ii0HUots+7c/MZaxr2+vsxwSsYg7R3bkjuFxdAqp9lFavP4kq/am2Z6Dzmima7gvEpGIrNIKskp0RPgrUMml6Ixm+kb7sy0pnx4d/IjwV2CofD5KmQS5VExphRGVXIJYJOLkpVKCvOVEBnjx1b40CjUGAlUytswfg1wqxkch5XB6CTd9tAewTohjg1Q8+PVhyut5F6f1i+SF63vbhPYPt1/g1U1nkYpF/PzwKHp0aF2/YLcTlsLDw5kxYwbvv/8+t912G8XFxTz77LN88sknHDp0iJMn6+5oLpesrCyioqLYs2cPI0aMsO1/6qmnSExMZP/+/bXOee6551iyZEmt/e0RXfT3Uzn8+7ujDg3eVegV6cfguEBW7U2jY7CKV27qS9dwXwd1al2YLQKf70rhvT8voNY13pnXRCYRYTS33ms8tFMQ/aL9+XSnVXga3TUEvdHClD4RxIf5MiguEC+5o/bLaLYwY9lejmaUOOyPCfJyELh6RfoRqJKTUax16BzBOoCH+SoZ3DGQP07lck3vCIq1BuLDfDmTXcb+1EJ0xqabZW4fFsve5EJSCjQ8OTmBh8bFN/lcvcnM7gsFpBZoKSy3Cs+lFUYKyvXsSymiY7AKrcFMz0g/TGaB/amFGM0CEX7KyxKyavL0lO68uuksJovA9P6R9Ir0p3eUP13DfQjxqX9RQHqhlud/OeUghDuLJdN68XFiMlmVwlaIjwK5RMSILiFM6hXOqPgQvBW1o7gsXHuCbw+kt3n5JvcKJy7Ym092pNR7zFNXJ/DHqVzb+y2XiglUybiiSwj9YwMqn4sfCqlju3hv63ne3HIOVxhlnr++l02Lfc+oTjw8vmuTtPP7Ugp5Z8t5jmeW2EyMMokIP6WMIq2hXe9t8XU9ba4M/5vem6hAL3pE+BHkLa93gYnJbOHhb4/w28mc9itoPTw5OYHfT+VwPLMUAIVUTHSgF2G+Sm4bFsuo+BACa4wXgiAw79sjxAWpeGxiN9uEorVoqrDk9DhLVXzyySc8//zz3HnnncTFxbF161ZGjRqFt7c3d955p7OL58DChQuZP3++7XOVZqk9mNwrgm1PjGXFnlTyy/QYLQK+SilGk4WUAg2H0oq5dWgMmcUVSMQitHozBy4WOfyGXCJGKhEhFYuQSyWodUbbLF8ll6A3WYgMUKKSSVEpJPgopEQFeHHL0FgWbzhFRpGWUB8Fk3uFEx/uS1ZJBS//lkSJ1khmsVUwuO/KLk12dpaIRdx3ZRduHxZHSr6GkgoDRrOFxLP5nM1V4y2XIpeK+etiMXqjmVBfBSUVRptzcl2CklImpmOwNyn5GgxmC8M7BxHhpyTER8HVvSNsPiJV9OjgR2axFrXOOgNPL7IKMs9O7cE9ozs3eg8yiZhPZw9m3jeH2W83E6ypmTqVVX+MEJ3RQnqR1nbtHw5ZY4/VNeBH+ClRyMQOApdcIqZHB1+OVXZEZToTuZWCy5Q+zVO/K6QSxndv2SqgjCItf5zO5VJxBRKxdWZtMguE+ykRi6xa5DHdQukd5U9OqY65q/5Cb7Igl4rpF+2P0SzYBuVzueWYLALecglvzerfZHNHbLCKz+YMoURrQCwWIQKS8zWE+ymQiEXojRYqjGbSCrXoKt8pAEGAIxnFBKrk+FeaGNMKtRjNFg6lFSOXipnYM5y8Mh0KmYQRXYIRBIG5qw5SUunz46uQEuwjt5m2csp0ZFc+hwNPX9Vkh+elN/bhvis7s+lkDiUVBuQSMUqZVUOqNZgprNRSHEwrZsagaLwVUvQmC+V6EzvP53PnyI4Ee8vx85Lhp5QhFouICfRCIhYRG+S4Us1sEYgP82H3hQK6hftSrDEgl4r5cLvV16ew3MDpbOu7u+aBEQyKa5qz7cNXdWVY52DmrvqrzomQr0KKzmRGKZMgwvrOKqRiIvyVKKRiLhVX2AQUgACVDIlIhM5oJj7cF1+FFG+FhOv7R7HmUCZbk/KICfJiROdguob50jPSjzs+348gwJnK8l/btwPPXtuzSeUHGN45mOH3VfdlJrMFidjqU6s3mSnSGNiWlM/GE1mo5FLiw3yQiKxmX6VMQoXRzJpDmVzXLxKzxUJmcQUF5Xr6RQfw++kcxieE0SvKn/Hdw/h0RwofVwqtU/t2oEeEL+V6s83n6lyltv3uKzpxx/C4JpVfKhHz0R2DOJujZuf5fMr1Vo2d0SxQYTAhEolQSMWIK7V+ap2JHefzKdEaGdElGC+ZBF+llBKtEb3JTL5aj49CiskiUFZhJE+tJ8RHQddwHwbHBfH0TyfqLUtemY7zuVaN6y8Pj6J3VOOO8yKRiPduGeCg8XMGLiMsFRQUcPz4cc6dO0dwcDAqlYrY2FjEYjG//vprm103JCQEiURCbm6uw/7c3FwiIiLqPEehUKBQOG+pe4S/koXX9Gj2eTVXGNb8rikD0fqHrqi173yumpd/S0JrMNmEpejA5oc48FZIHVadNDZYl2gNaAxmLBYBjcFEmK+SIG85FovQaMM6tngSgMMs5Uh6MTd8uAe1zmQzLcYFN33Jbaivgu/uG05Sjpp1Ry+xas9FnpiUQFmFsbJjteDvJcNHKWXL6VwCVTLOZKsJ81NYzQkpRfTs4Ed0oBfBPnIUUgm7LxTQNzqAAJWM0V1DGNwxCKVUjLSy3HsuFFCgMTA6PoQAlQyRSMR3B9JZsPYEBWq9baCpEgbag5ggFXNHdWrSsfFhPvz17AREgK+dSbXKdFBlyooK9GqRX4i974e9X1QV9ua7KkZ0af6KxqOLJtXa9/JvSSxLTCatUIMgWM01DWnD6qJTiHeb+GnURCIWMXNwTC1/Oy+ZhDc2nyOzuNok1ycqoFm/PbRTEMcWTSK7TEeYrwIRoDWakYpFqORSh76nrn7IaLYgFYuoMJpRyesfsib1DKdQYyC8hjAa6e/FpZIKkvOs5sMO/pe3Ok9q12copBI6+Htx27BYbhsWW+859a1grim0LZzSg4VTavftn+9KwWgWLuseEiJ828Q9oCZ9o/0p0RqJq9Q+xwRZTXQv/ZpERnGFzSoSH+bT5N90tqAELiQsPfPMMyxZsoQFCxY0GEWztZHL5QwaNIitW7fafJYsFgtbt25l3rx57VaO9qChweZyHBSrTFIag5nMYutsOqoFwlJzCVDJCVDV3t+UhlWXKreqI64wmtEWW2fBUQHNuw+RSESPDn706ODXoED7rybOChtjZHxIrX1Vz6NKQ6WSW7WDrkpdS5pVleVNzbcKSzUHQHfAu/I5VA1w4X5Kl+j0m0PVc0jOt95DiE/95p6GEItFDm3Jz6792fc9dfVDVW21IUEJrEJMXe9JVXuoWhzjju+Sl0yC0WwipcDaHiIuU+BrS+rSFnlVPrvzeVbNWIiPok0X8rQFLtODGgwGZs2a1a6CUhXz589nzpw5DB48mKFDh/L222+j0Wi466672r0s7oh3ZUMwmCxUudQ2V8hwBVSVnWqRnWNwewh9rY1XZSdUpR1rT61Sa6GqvIeyStON/eoad6HKD+lCpcB3uRoNZ1DVJlLcWGituoeCcuuiHFcWNOpDJbc6oletFnO3d6lq4lDllhAZ4F7lBxeKszRnzhxWr17tlGvPmjWL119/nUWLFtG/f3+OHj3Kpk2bCA93r8itzqKms3Owt9ztZg1Q3alW4auQ2la7uRM1n0eYOwpLNTRhYW4Y4d1bYX0OVfFh3HOQtt5D1WIvdxukoXryUEWEGwt8Vbib0FpTK+hu5QcX0iyZzWZeffVVfv/9d/r27YtM5jhIvfnmm216/Xnz5v3tzG7thdU5sLpDdceGALUbdKgbDtBQe3BwS81SjcEhtJm+Pq5AzffJHQWNv8MgV3Py4I5Ca817cLc2XTVxqMLdyg8uJCydOHGCAQMGANQKE+Bu+YX+aYhEIrzlUlsMl3A3FTKUMjEiEbalwM11xnUVanas7mwSrcIdB+maA0QHf/d7Dt51aI3dDft3SSRyT5Ou/T34KaVup7mv2Z4D3FBj7zLC0rZt25xy3RdffJGNGzdy9OhR5HI5JSUlTimHu+Mll9iEpY4h7pW0sQqRSISXTGILKRDi434DA9TWBnStY8WXq1PzHvq6SW4ue2reQ0xQHasRXJyagrdS7l6DNICXrPo5JIT7umXCay+7d8kdJ3E124LUzRY6gAv4LMXGxjJv3jw2b96MydT8gISXi8FgYMaMGTzwwAPtfu2/E/YzB3fUAlShcvNOCWrP4tzRZ6mmRsMd1fbeNQaITm44iagZLNMdkivXxL49uKMJDhzbQ2NBfl2Rmm1hTEJoPUe6Lk4Xlr788ksUCgUPPvggISEhzJo1i6+//rrdNDxLlizhscceo0+fPu1yvb8r9kJGkMr9GnMV9h1rsLf7DdBQWxsQ4IbPw/4eVHKJ25kdAFQ1zHCB7ZjLsbWo6f/mnn5X1ffgjuYfcGwP7igs1WwL7mgKdbqwNGbMGN544w3Onz/P7t276d+/P++99x4RERGMHz+et99+m5SU+sPwe3AN7DukmuHq3Qn7+wjxdc/7UMncf5C212gEuqGwB7Vn0+64srKmZskdJxD2goY7ThygxiTODd0Damq73fEenC4s2dOrVy8WLlzIvn37uHjxIrfeeitbt26ld+/e9O7dm40bNzq7iIA1kW5ZWZnD9k/HcebjfoNCFV5/A82SVGJ1VK8iwMv9OiZ7jUagm75P9g7eCruo6+5EzUGuptbSHbB/lwLccOIANTT3bjgZVdbIGdhYgFFXxGVbb0REBPfeey8///wzBQUFvPDCC01OMbJgwQJEIlGDW1JSUovLtnTpUvz9/W1be+WFc2VUDsKSewoZ4KgNCHVTzRLgkNzTV+l+HZO9RsMdNTLgOCC4o1MxWIW8KmQS93PKhRpabzfVLDlMHtzwHtwtcn1duHwvajKZKCgo4IYbbmjyOY8//nijyXc7d248OWp9ODORrqtiP2t2Z5+lv4NmqSbu2FHZD3ByN9TIgDXfWhUKqftpZMAxbEtN7YC7YL+SzH01S+5thrPHXScOLi8snTp1ioEDB2I2mxs/uJLQ0FBCQ9vO297ZiXRdEb3RYvvfHTUZdRHihiuw/i7YO3RL3FDYq4nCTQcIexRu6GQPjoKG+2op/x6aewClm7aFv8eodhmkp6dTVFREeno6ZrOZo0ePAhAfH4+PT9OzIv/TUeuMtv/dUZNRhc5YLZTXXL7uwTm440q4mvwdhCWlzD3vwevvYIaz0465Y2BQe9zR7w1cQFgKDw8nODgYpbLupYQVFRVtev1FixaxatUq2+eqKOLbtm1j7NixbXrtvxOD4gLZn1rk7GJcNvbmEk/keOcyLiGUbWfz+b8ruzi7KJeN3mRp/CAXpXOINykFGhLcMLgpQKRd5PROoe4X6wpqapbcU1jqHuFLUo6aW4bEOrsoLcLpwlJ+fj75+flERUUxcOBAevfujVxe/TJkZ2dz7ty5Nrv+ypUrWblyZZv9/j+FuaM6IRaJuGWoe/tuTewZxpYzudw61D0bdBWPjI/n3T8v8OHtA51dlBbz3m0DKdEaiA50v8jXVcQEeZFRVMG1fTs4uygt5pGruvLL8SwWXdvL2UVpEQkRvrx6c19iAlX4Kd3TDBcXbG0DUQFebhlkFuCjOwZxOK2YGwdGObsoLUIkCPbrZtqfwYMHc+WVV1JUVMSaNWsAmDFjBvfccw8jR47k6NGjDBo0qFk+S+1NaWkpAQEBZGRk4Ofn5+zieLgMBEHgUqmeKH+FW2uWTBaBfLXeLYMI/p3IKtXx09Ec7hsVi8xNHdU9uAYX8jWE+Srw+5v4hLoKVQu0SkpK8PevP62S02v9iiuuwGKxsHLlSj744ANWr17NihUrGDVqFAkJCUyfPp3hw4c7u5gNolarAf7xK+I8ePBQN087uwAePHhoELVa3aCw5HTN0smTJ+ndu3et/RcuXGDFihUsW7aM8vJy9Hq9E0rXNCwWC1lZWfj6+raqNqJK4vVorNoWTz23D556bj88dd0+eOq5fWjLehYEAbVaTWRkJGJx/dpfp2uW+vbty9ChQ5k7dy633HILvr6+aDQadu7cSWJiIsXFxSQkJDi7mA0iFouJjo5us9/38/PzNMR2wFPP7YOnntsPT123D556bh/aqp4b0ihV4XQjemJiIj179uTxxx8nLCyM+Ph4wsLCeOSRR+jWrRs7d+7kzJkzbXb9HTt2cN111xEZGYlIJGLdunVtdi0PHjx48ODBg/vhdM1SfHw83bp1IyIiggsXLpCfn49Wq6VLly4kJCTQpUvbLhvWaDT069ePu+++mxtvvLFFv9GWZjj7vx7aBk89tw+eem4/PHXdPnjquX1oy3puqhkOwclIJBIhLCxMePzxx4XTp08LgiAI58+fF55++mkhJiZGkMlkwnXXXdcuZQGEn376qdnnZWRkCECbbvLIBEEW1qnNr+PZPJtn82z/9E0W2lHwHTRNEMlVTi9LyzaR4Dd8hhB283OCNDDSBcrT/M2791VC3H9+EaIeWCEglrT59TIyMhoc553u4L127VqmTZuGVOqo5NJoNHz99dcsXLiQkpKSdgkdIBKJ+Omnn5g+fXqDx+n1egeH89LSUmJjY9vMyW9LUgHz11pNkZ/d1oehHQNa/RrtTUG5gbe2pRIX6MVdI6Lddln16Ww189eeIcJPwYezetfK0u4urD6UxYu/J9O7gw8r/tXPLSNOv7E1hXXHc5nUPYT/XtPV2cVpEfsvlrDuWA53DI2iVwf3DAKpN1lIPF9Iv2g/wt0wJtDpnHL+teooRrPA1F6hLL2+u7OLhMFkISm3nN6RvoibYL347mAWL/2RDMAVnQP56Jbai6hcmcJyA1d/+JctmOvnt/dhSFxAm1zLbUIH1DR9rV+/nuXLl7N582bEYjGTJk1qsXmsrVi6dClLliyptb8tnM+0BpPtpQf4NamICX3dO2CiIAg8suYvtp/NByDAV8U9o1ue2Lg1OXmplNQCDdf27dCoSVVnNPPU+kNklerJKtWz5kQhD42Lb6eSth55ZTpe3ZICwMnscv66VMGUPu4VRHHrmVxW7b8EwA9Hcpg3oTtxwe4VrVlrMLFg/X4KNQY2nsrn4LMTCPFxL2HDbBF4aMUBdp4voIO/kj8euxJfNwsEuWxNEkazVYfwR1IBb9zi7fSUOy/8cprPd6Xy1NUJPDi24T5GEAR+OJpr+3wgrQSpUoVK7vThvsms/Ou8Q9T703l6rurTtg70jfX3LjF9zMrK4qGHHkKhUDB9+nQ2bNiATqejoqKCdevWMWfOHGcX0YGFCxdSWlpq2zIyMtrsWmsPX6Kg3GD7vDe5ECcrA+tkb3Ihn+xIblLZdl0osAlKABtPZLdl0ZrFo98d4eFvj7DhWFajx/54KJP0Iq3tc+K5/AaOdl1+PJxpGxwAdp4vcGJprAiCwKaT2ZzNUTfp+E93pjh8tn+/nIXOaGb+90d5b+v5Jh3/1b40CjXVbX3z6dwGjm4fBEHg+Z9Ps2J3apOO/+1ktu39yS7V8f3BzLYsXpPYm1zI1Hd3sj+lsNFjz+eqHd4do1ngVFZpWxavSXz/l3WMeXXT2UaPPZxewvm8cpQyMX5KKUazwOG0kjYuYcNYLALPbTjFJzuSGz3WbBFYXXm/A2IDADhw0fmptJwuLF1zzTXExcXxySefEBcXx+rVq0lNTSU1NZWUlBTbX1dCoVDYtEhtvWT0u7/SAXhycgIyiYjsUh2ZxW2bL68l3PrpPl76NYk1hy81euyK3RcBGN89DLBqc+wT2DqT5HwNAIfTihs99vuD1gb9r+FxABxNL3GZ+1ixO5XnNpzCYmlYeBWE6o7pmt4RAOxJdr6wtPN8Afd/dZi7V/7V6LHJ+eXsSylCIhYxe4T1WexrwsDY1hzPLGXt4Uu8sfkcpRXGBo+1WAS+2mdt6zFB1lxm25Ly2ryMjXEhr5zlu1NZ8vNpSrSGRo//9oD1HqSVybT/coF8kUt+PsWprDKe/ulEo8d+V9kWRsWHMLFnOABH0kvasnhNQq03NfnY1ZVjxtQ+kVzVw3oPzhY2jmWWsHLPRV76Nckh6Xpd7Dyfz6WSCvyUUv57bU/A2h+bzM7Nr+h0YUkmk/Hjjz+iVCr59ddfmTlzJh07diQuLs5h+yeSnF/OyUtlSMUibh0aS0KE1Yfh5CXnz3Tq41AjQkZKfjl/JuUhEsF/r+1JiI8Co1nghAvck9GuMTamHzufq+Z4ZikSsYhHJ3QlxEeOwWzhTLbzV8UUawws+fk0K/dc5EhGw89jX0oRaYVafBRSnpvWC5EI0gq1FJY7NwhsWqFVaL1UUkF5IwPFmkNW7cWYbqFMrTQfusIAZy8gFTRSn/tSC0kv0uKrkPK/6X0AOJJR4nQtcpGdpitf3fA9XCzQsPtCISIRvD6jHwAH04qdfg9JldrJqolQfWgNJtsEaO7oTvSPCQBc411qKmqdkZ+PWTX1twyNYXDHQMD5QqtaV92GL5U0PNn/er9V2LtxYDT9ogPwVUjRGMy25+gsnC4sbdiwgeuvv56rrrqKY8eOtfv1y8vLOXr0KEePHgUgNTWVo0ePkp6e3u5lqckvlS/9qK4hBHnL6RNldT477gKChT2O2ouGO8ZVey4CMD4hjE4h3gyOszbmgxcb1+S0NWV2g1tj/ftX+9IAGJcQRoiPovrZZDr/2dibcgrLG9YGVM1Cr+sXSbifki6hPgAczShps/I1BbPdO9WQVsZgsvBDpbB008Bo+kT7IxZBTpmOnFJdm5ezIexn0OW6hgW+Ku3etP6RDO0YhFQsIl+tb3RgaWvs676kEe1YlVZpTLdQru4dgVwipqBc72CqdmXWHclCrTMRF6xiTNdQmwnI2W2hOfx6IpsKo5nOoda+dWjHIACOZBQ7TAbbmzK7tlCsqf89yijSsuWM1fx8x/BYJGIRgyoFvgNOFvicLixV8dlnn7F8+XKWLFnCmjVr2LBhg8PWVhw8eJABAwYwYMAAAObPn8+AAQNYtGhRm12zKeiMZr6sHJCv7x8JQO/KAdnVNEv2swZLA+2xtMJoG9juHtUJwDbz2Z/qfLOJ/cBQ0YA5La1QwzeVA8OdIzsC0Dc6AIDD6c4X+uwHaXUDg/Slkgp+PZEDwKwh1ryGA1xkNl1aUV3usgYG6V9PZJOv1hPqq2Biz3BUcindwq0a2GOZJW1dzAaxL3dD2rFijYH1R60+crcMicVLLqFHB6tp39kDtYOwpK3/OehNZlvbvn1YHEqZhN5R1ntoTNvc1oibEPpOEAS+2HsRsJrVxWIRfaMDEIus7SS3zHmCd1M1cwaThfe3XQDghv5RiEQi4sN8CFTJ0BktTh03yuzac0Pm3C/2XkQQYHTXEOLDrO14SKXA5/T3yKlXt2Pv3r3s3r2bJUuWMGPGDKZPn27bbrjhhja77tixYxEEgffff5+4uDgUCgVDhw7lwQcfbLNrNoWyCiOD4gKICfLi2r5WYalKe3HiUqnTVdv2lFRUv/wNDQpf7UtDazCTEO7LyC7BAIyo/PtXapFTZz4AZXaChaaB+3j197MYzQKju4YwqmsIUN2gXUFDZi8gNeQf8MYfZzGYLQzvHES/aOu7NSDWKry60iBdn8Cn0Zt4t9J5+tahscgrwx30ja7S8pW0bSEbwb7cDbWLNzefA6BnBz+bgFGl1XC20FrWxHfpuwMZFGkMRPgpGZcQCsDAynfJ2RMI+6X29fnwfbkvjaQcNV4yCTMGWScOPopqwduZ7VpnbFq/+HFiMhlFFQSqZMy5oiNgXeE1KM7aN/3lRL8le81SfRrKQ2lFrNpjVRBUTUIBm/Xhr4tFTh33XEZYevjhh7njjjvIzs7GYrE4bG0dY2n16tXMnz+fxYsXc/jwYfr168fkyZPJy3Oeg2WYn5KP/zWYTY9eaYtB1D3CD6VMTInWyLnccqeVrSb2A1txPbOGgxeLeHuLdVCYO7qTbZlmjwg/AlUyNAYzx1xogK5vcHt1UxIbj2cjEsHTU3rY9g+IDUAiFnGppMLpphP7jqm++ziUVsRPR6zO+Auv6WF7HlV+GkczShxMYe2NvQBe1yBtsQg8/v0xUgo0BHnLucuuc+0fU6mtTHGu2r6sCWa4zGKt7Tlc1SPM9hyqhSXnChr2baI+c2iJ1mDTaDw0rgvSyv5qUOUgd8jJK7HsV4TXJXhnFGltq8xuGhSFv6o61MHILtbJ0PazzhsLar7/BlNt4emX41m8Wdm/PjO1J3524RqGdqoyYznvXSprZIxIzi/n9s/2YzBbmNgz3Lb4B6BfTAAyiYg8td6pi5tcRlgqLCzkscceIzw8vN2v/eabb3Lvvfdy11130bNnT5YtW4ZKpWL58uXtXpaaeCuqY2PIpWKGd7ZqYjadzHFWkWrhKCw5NmxBEPhmfzq3f7Yfo1ng6l4RzBhUnXRYLBYxMt7aIVWZIpyF/X3U1CzpjGZu+3QfH263Ln29tm+kzVQC1udUZSbddd65y9YdNUu1B4eTl0q5edleBAFuHhRNv0oBCaBbuA/ecgnlepNTB+qyBjRL2aUVzFlxgE2ncpBLxHw6exCB3nLb92MqNRuH04ud6qhub3qoS2jV6E2MfyORcr2JgbEBPHpVdSDNAZUC38msskYd3NsS++dgfz9VXCqp4MaP9pCv1hMd6MWsIdUx4AZWCktnc8oobcCE15YYzRaHsBj2QrjFIvDh9guMfnUb5XoTCqmYZ6b0dDj/qh7WQXvb2fxGV5a2FTVXwtkLTxlFWhauPcG8b47Y2vPNdv0r2Gm904qcdg8OmiW7d0FnNPP5rlSue28XOqOFDv5KXr2pr0PMI6VMwvI7h7Bv4VXEBKnatdz2uIywdOONN7Jt27Z2v67BYODQoUNMmDDBtk8sFjNhwgT27t3b7uVpjOsqTXJf7kujWNP4Ut72wP7lr7JHC4LAicxSZn2yj6d/OoHeZGFkl2DemNmvVvCv24dZO9gv96U5xCrSm8xkVWpqijQG9Ka21TA6CktmLBaBDceyeOKHY3T/7yb2JFv9quLDfFh6Y59a51eZH7acce6SbwefpRod7drDmVz73i4EwbpEfdF1joODVCLmmsoVZd8eqDt+mCAIGM0WTGZLm3W+9u9Umc6I2WJ9nx76+jAjlv7JzvMFKKRiXpvR12ZmqCIqwIveUX5YBGucMmfRkIZvX0ohvRb/jsFkQSWX8OrNfW0aGYC4YBWdQrwxmCz8ccp5EyP7NmF/P1qDiaW/nmHim4mk5GvwU0r55F+DbaZQgHA/Jd0jfLEIzoulVlPQLtEaSc4v5+Xfkuj89K82jZKvQsqW+WPwqhGBf0jHIHwVUgrK9Ww+UzvuVZnOSEG5vk2FwZr3UKgx8Obmc3RcsJHRr25zcKx/6Yba/VKvSH+bRWL7Oef0TfY+iMUaA1klFSxce5yBL2zmhV9OozWY6RTizbf3DneY+FQxumsoEf7K9ixyLVwmpGe3bt1YuHAhu3btok+fPshkjlFfH3nkkTa5bkFBAWazuZZGKzw8nKSkpDrPqZnupD2TKE7t24Flicmczytn/BvbmdQzgmKtgc1ncm0ruBRSMXqThcFxgdwyNJa+0f4Eecvx95K1SVoRe7VqaYWRTSdzuP+rQw7HzB4Rx7NTezp0plWM7BLCqPgQdl0oYM7yAwAEe8sp1hqwH4slYhE+CikquYTr+kXSMdgbH6UUP6UUL5mEnDIdpRVGBsYG4qOQIpOKUUjFyKVi9EYLIpFVmLuQV05ZhYmYIBV9ov3xqdTe2c+iz+aqmfreLodQAAEqGbcOjeXJSQmI6/AandQzgre3nGfrmVzWH73EtH6RiEQizBYBsQg0BjPeckmrJluui7o0S5tP57Jqz0V2XbDGUPL3kvH13OEO6voqbhsWy4+HMtlw7BI9I/2IC1Jhslg4eamMjGItv5/KqdePIthbTrifkm7hPiTna+gX40/XMF8kYhEKqZjIAC/EIhEiEeRWrlib0qdDrRmj/ZL1bw9ksGj9KYfvu0f48sHtA22r92pyx7A4Fqw9wYu/nmHH+XyiA73462IxnUK8OZ+rpqDcwPQBkfSO9KdTiDf9YgJaPUqzvcCn1plYd+QSRzNKbFsVb87sZ3NmrUIkEjG9fxRvbTnHJztSuKpHOP5eMswWgZT8ci6VVPD02hNM7BnOkE5BxAapUMokxAWrkEvE6IwWdEYzl0oqyC7VUVZhtJmJ89V6ogK8KNIaUEjF5KutK9YUUjGTe0VwXb9IW13YP4dijYEPtl1gb3Kh7T0Cqzby438NplNI7YjpNwyIYulvSXyyI5lp/SNtba0Ki0XAYLa0WYTsmprF2z/b7yC4SsUibh8Wy5NXd69VNrBq82cNieGzXan835eHan1fk6Edgwj3V5JepCWvTEe3cF8KNXpkEjHB3gpCfRWkFWqQScT0ivRjdNdQQnzk+KtkXCzQYqicVNr3LzUdoie9tcPh88guwcwd1ckWU6mue7hhQBTfHsjg7pUHuaZ3BFKJGLPFQmG5ofI90dHBX0mgt5wRnYOJDFDSLdyXUF+Frc/2kUsbfFYGkwW9yYyPQlqrj7N/Dj8cyrQtBgBrv3rb0FgeHBdf5zNwFZyeG66KTp061fudSCRqs8CUWVlZREVFsWfPHkaMGGHb/9RTT5GYmMj+/ftrnfPcc8/Vme6ktLS0TQNUVnE8s4SZH+9tsuNfTbqF+yCTiOkY7I2XXIK0UggB8FXKSDyXx4guwXTw98LPS4ZSKuZSSQVJ2WrMgkBSThmDYgMZ0SWYEq2RD7cn17s8eEKPcBZc0534sLoHtSoKyvX86/MDteIUScUixGJRnXb61kAksmoiLBaBrHqWmo/oHExcsIr/XtvTwSxaF//35UF+P9Vw5GWpWESvSD+iAr3w95IzOC6QlIJyFFIJFkFgWKdgogO9CPNToJA2fxB5dt0JW4DDAbEB+HvJbFGJJWIR913ZmfkTu9UrOAuCwF0r/2rXKNheMgljuoXiq5SiMZhsq/Rq0qODH9P6RXLv6E4OmpiaGM0Wbv1kHwebuYKmRwc/Ogar8JJJUOtNbD6dS+8oPwbFBhLh74VaZ2R3ciH9o/3pGOKN1mBmx7l8Qnyt4SNGxYfQo4MfgiAw+MUt9a4gk4hFDIoN5D/XdLf59tQkr0zHmNe2N7gysy3wU0qRSsQOglJ9PDu1B3dd0QlJPUvOynRGJr6ZSG6ZnqEdgxgZH8yyxGTkErGD83gVA2IDGBQbiJ+XjKScMvpEBdAv2h+FTEJppQlNozdjMFkwmC0YTBY0BhO7LxSQXaIjpUBDXLDKGp9HKeXbA+nUpfwUiyDMV8m39w2vU8izR2c0c8+qgw4CYnsRF6wirbDuvrVbuA9PTu5uC57ZECVaA3d8vp+Tl1p3Yh8d6EWxxoC/l4wCjcHWT8slYq7sFkJUgBelFUbW1eFi4aeU8shVXbljeJxT08mUlZXh7+/f6PjtMsKSszAYDKhUKn788UeHBLpz5syhpKSE9evX1zqnLs1STExMuwlLYLVV/3Aok4JyPUXlBiRiEdvO5nF9/0j6RAWQnF9OTpmOzCIt53LL273DHdYpiLdm9ScywKtZ5+WU6jiTXUZkgBeB3jJCvBWIxVbtzJnsMv44nYvOaKZEayC3TE+F0YxGb6LCaCalMuicr0KKgNVUULOjVEjFqOQSSiuMdXaiNVl191DGdAttcvnVOiNP/HCsUYGppXQJ9aag3OBgHukfE8CsITFc1y8Sb7mEWZ/sqzMmSQd/JZ/PGULPyMbf0XK91cyy4VgWYb4K/LxkxAapSIjwpYO/kq5hvvh7yUjKUXMiswSdyarJuLJrKCkF5ah1Jo5nllKsNRATpMJktpCv1lOiNVKsNSASiZo0GNvz+7+vtAVmbQpV/hAbjmZxNrc6oJ2PQkq53sStQ2M4nFbi8F1b0zFYxdzRnbm6VwShTUgyu+t8Ac//cqrWgo5AlczmH9izgx/FWgPZDcSVig70IthbzqWSCrzkEiQiEYHecvLVerQGM6E+iibXw6Se4Tw4Lp6+Uf51alhrsifZqjG29x1yJsM7B/HdfSMaP9AOvcnMZztT+e6vdLpH+FGiNTBjUAzRQV7EBKoo15s4lFZMcn45BpOFr/enMzA2gHA/JQEqGZnFFYT7KRGL4M+kfFuQ0qgArxYtCFl4TXf+b0yXZp1TpjPy3YF0CssNFGsNSMRiogKURAeqKNEakEqsk+JzOWoyiytIK9K0eELeGBKxiDPPX12npaG9cRthafTo0Vx//fVcf/31dO3qnEzhw4YNY+jQobz33nsAWCwWYmNjmTdvHgsWLGj0/KZWtjMp0hhIPJeHl0yK3mS2CgsWAY3BTL5aj8liwWwRKNOZOJNdhrdcSqivAq3BRIXRQqiPnG7hvqh1Jr45kE6gSk50oBcKqRiFTEJMoJct8irAxkdG0Suy/gzO7YEgCAiCNWaSVCJCJhY7dO4Wi0BqoYYSrQGZRIxSJsFLJmH0q9W+c4eenUBwC5KZFmsM7Kh09I4OVFFhsAaKKyjXc7FQy9rDmWw/m0+wtxwvuaRVVnmIRPUH03x7Vn+mD4i67Gu0NoIgcDi9mNQCLXlq62CvlErwUUrJKNLy3p/WVVYJ4b78/tiVbVIGi0UgvUjLvpRCxCIRJRUGBAG0BjOf7kxhTLdQAr3l6Ixmmw+Uv5cMqVhE51BvvORSDl0swiwIDQ4uSpmYM89f3WwzrMUi8MfpHFILtPSL8bcGraxDq6bWGVHrTGj0JpQyCVqDmZggr2YlUNUZzfx1sYgv96bxx+lcRncNwU8ps/kcBahkHF00qVnlB+uigg3HsijSGKgwmhGLRFzTO4LuEb74KKWcvFTKicwyzuWqbWb9PcmFRAd64SWTUFJhRGc0ExeswkchRS6VIJeIkUtFKKQSOoV4I5eK+fZAOrFBKoxmC8HeCvy8pIzsEsL3BzNsOeuev74Xs0d0bPY9tBUavfWZhfgoyFPr+XRnCv5eMo6kF9MpxIfOod50DvHm9T/OcrgylMRXc4fZwpa0JTqjmYJyPb4KGRcLNUQGeJFbpkOtMyEgIBWLKaswEuqrIEAlI0AlZ19KIRq9iTy1ntIKIz4KKcn55XQN8+WVTVbXlk4h3mx7Ymybl78pNHX8drqB8N5772X9+vUsWbKE6Ohopk2bxrRp0xg5cmSb+3ZUMX/+fObMmcPgwYMZOnQob7/9NhqNhrvuuqtdrt8eBHnLuWFAdOMHNoEXpveuc7+9sOQKGd9Flb4x9ZnOxGJRLZ+XmvmHWiIoAQR6y7m+f23hJDLAi77RAUzrF9ng+QaThfQiLU//dILcMh1phVriw3yY2DOcEq2RCD8lUokIndHMssRkqxrcLlq3pFIbB1ZtWmPXcxZVcWBqOmlDdfJQgF5RbTcJEYtFdAzxpmMd5pjHJnZz+PzmzP4N/lZBuZ5jGSX4e8mIDVaxL6WIR749AkCkv1eL+jSxWMTVvTs0epyvUoZvHT5ozUEpkzC6ayiju1ZrU7efzbMJS50bMVnVR+8of9tq0boY313J+O6XvxL6/nq0LT/bJcbu6AJ9kz3eCqmtj4rwV9ryodVEZpeQObadVoUpZRKiA63X6qcKAGhUIzq5V0Sd+3fZJejuGOy8VW0txenC0uzZs5k9ezZ6vZ6tW7eyfv16ZsyYgdlsZurUqUybNo3Jkyfj5dU8c05zmDVrFvn5+SxatIicnBz69+/Ppk2bnBLG4O+CKzvqNYT9jL0+P4z2QC4VEx/mw/f/17i54PFJCQiCQEG5gUKNnnBfJdmlOqa8uxOwdqxNMZe4Gkq7lUlVHbarE+KjcHC0Vdn5Yjh7NU9LsfebczVBo6nY+8REB7bdWNKW6Oz8Nt3xXVLKqvvW9hL2WhPnGwwrUSgUTJkyhY8//pisrCw2bNhAhw4d+O9//0twcDDXXnstu3fvbrPrz5s3j7S0NPR6Pfv372fYsGFtdi0P7oHKiU6HzUUkEhHqq6B7hB+B3nIHYdVdBwcvu/oPa4J/jytivxS9g797PgeF3SDXFD8rV6el2mJnU2Godoh3BV+f5mIvdLvjM3DZGh82bBgvvvgiJ06c4MSJE1x11VVkZ7d+rI4XX3yRkSNHolKpCAgIaPXf/yeicMOGXBc1Y664E/azuCBv9+uYwPEe/g7CUmSA+2kDwLE9B9URA8cd0BqqF7j4Kd1T663Rt+8indbGvj3XFUvJ1XGLt6ZLly489thjbfLbBoOBGTNmMGLECD7//PM2ucY/DXcWMuxRufF9KOy0Mr5uOjg4aJb83FPQ8PqbmeHcUSMA1pWxVbSXL2xrozE4L5J7a2BvCg1SuZ+w5BIqgA8//JAJEyYwc+ZMtm7d6vBdQUEBnTt3brNrL1myhMcee4w+fWpHPvXQMtzJfNUQXs1YReRq2M/i3FXos+9c3dX8Yy8sRbqrGc5OsxTs436DHFgDwro7Wje/B/v3KND78hYiOAOnC0vvvvsuTz75JN27d7f5LS1dutT2vdlsJi0tzYklrI1er6esrMxh81CN0k0H55oEuWGDrkJu56jeWCBNV8VotzIx2A3V9lDDZ8ldzXB2gre7PgepGy5wqEmIm9Z9Ffba7royB7g6ThWWnnjiCd59910+/fRT3n//fb788ku2bdvGW2+9xaJFi5xZtAZZunQp/v7+ti0mJsbZRXIJIivNDNf0rnvpqLvw/PW96OCvZMm0ukMkuAP2pgZ31SzZr7xyZoTfy0FpZ8IK93VPYcl+YAvwcs8B+6FxXRCJ4N8TnBPLrzX4ZPZgenbwY+VdQ5xdlBbhq5CSEO5LpL+y3jRFroxTg1J27dqVCxcuMHDgQB566CFmzZqFt7c3J0+eZMKECdx11138+9//JjIyErO56SrIBQsW8MorrzR4zJkzZ+jevbvt88qVK/n3v/9NSUlJo7/vChG8XZGskgp2nMvnhoFRLUrT4aF16bhgIwAr7xrC2IQwJ5emZVws0KBSSAhzU0EDYOmvZ5BKRDw5uXvjB7soX+1Lo0hj4JGr3FfYKK0w4qesnbfMQ/thNFuQiEQuFcrEbSJ4h4WFMWjQIHbt2gXAjBkzuOeeewgICGD8+PFMnjyZr776qlnCUn5+PoWFhQ0e07lzZ+Ty6llSc4SlmpSWlhIQEEBGRsY/Wljy4FpsSSograiCu0dEewYIDx48eKiDKmVHSUkJ/v71B051ujPDhAkTCA8P58cff2T16tWsWLGCUaNGkZCQwB133MHKlSub/ZuhoaGEhjY9n9flolZbcyp5zHEeXJH5zi6ABw8ePLg4arW6QWHJ6ZqlEydOcOjQIe68807bvgsXLrBixQqWLVuGWq3mmWeeYfHixY3+1tKlS1m7di1JSUl4eXkxcuRIXnnlFRISEuo954033uCJJ55w2CeXyyksLMTHp2l2VYvFQlZWFr6+vq06g6+SeD0aq7bFU8/tg6ee2w9PXbcPnnpuH9qyngVBQK1WExkZiVhcvxu30zVL/fr1Y8iQIRiNRm655RbEYjE7d+4kMTGR4uJiEhISmiQoASQmJvLQQw8xZMgQTCYTTz/9NJMmTeL06dN4e9cdpv+nn36qtc9gMHDw4EHGjh3bpOuKxWKio1sn71pd+Pn5eRpiO+Cp5/bBU8/th6eu2wdPPbcPbVXPDWmUqnC6sJSYmMjKlSt59NFHefDBBxGJREilUm655RZeeeUVrrjiiib/1qZNmxw+r1y5krCwMA4dOsSVV9adsfyee+7h5MmTLfJV8uDBgwcPHjz8/XGqsJSdnc3u3bvZvXs3Op2Ozp07IxaLOX/+PLt27SIhIYEuXboQEdGypeilpaUABAXVzmhuT3l5OXFxcVgsFgYOHMhLL71Er1696j2+5mo4i8VCUVERwcHBrW6Gs//roW3w1HP74Knn9sNT1+2Dp57bh7as56aa4RCciEQiEcLCwoTHH39cOH36tG3/+fPnhaefflqIiYkRZDKZcN111zX7t81mszB16lThiiuuaPC4PXv2CKtWrRKOHDkibN++Xbj22msFPz8/ISMjo95zFi9eLACezbO57Cb1DxdUCVcIIHJ6WTybZ/Nsl7dJvAOFsFn/E7zihzm9LH/XraExXxAEwakO3mvXrmXatGlIpbUVXBqNhq+//pqFCxdSUlLSrNABAA888AC//fYbu3btapY/kdFopEePHtx666288MILdR5TU7NUWlpKbGzsP9rJ71B6Ke9uv8jCyV3oHu5+AceqOJenYeW+TB4b34lQN03tAHDL8iOczinn5esTmNLLPWMsJeWWk19uYHSXhjXDrsyjP57mYqGWr+b0d9scfR/sSOPEpTLevrmnWwYHNZgsfPXXJQbG+NM/2j375yd/OsPvZwoAOP70aCeXpmV8uCONg+mlvD+zl0sFynWL0AE33nijw+e8vDx+/fVX1q5dy5YtWxCLxUyaNImnnnqqWb87b948fvnlF3bs2NFsx2uZTMaAAQO4cOFCvccoFAoUitq5qv7JTn6P/LAXtd7E/317kiOLJjm7OC3mzjf2Uq43UVRh5pt7hzu7OC3mdE45ADtTy7hlRLyTS9N8BEFg5ks7KuZJdAAAgTFJREFUAdj2xFg6hdS9QMOVEQSBbees8d4OXNJyw4C2WwTSlny8Kx2AXWkabhzofvfw9f403t52kc4h3vz5xFhnF6dFGCzV7h3uOsYsq3yPdqSWM3OI64XZacyFxiWmOps2bWLOnDnk5eXZ9lUVfP369axdu7ZJvyMIAg8//DA//fQT27dvp1OnTs0ui9ls5sSJE0yZMqXZ5/6TUeutGbGLtUYnl+TyKK+8jz3JDQc1dRc0evfMVJ6vrtbcnstVu6WwZJ/4tKzCPZ+D3lR9DxlFFU4sScupKndKgQaLRXCp6NFNxd+rOuWMO96DxVJtwDqT457+XU4Xlq655ho2bdqEQqHgjjvu4M477yQ+vmUz4YceeohvvvmG9evX4+vrS05ODmBdFujlZc34PXv2bKKiomzJep9//nmGDx9OfHw8JSUlvPbaa6SlpXHPPfe0zg3+Q5CIRZgtTrPoerDD3rKu1btnpvIyXbVwkVumc2JJWo7a7h5KK9xzEqGxe38MzXSFcBUCVNWCRoFG75apc8R2Wg+t0YyPmyXH1tkJ3fYJst0Jp9e4TCZDqVRy9OjRBoNHNoWPPvoIoFZ8pBUrVtiCXqanpzt4vBcXF3PvvfeSk5NDYGAggwYNYs+ePfTs2fOyyvJPQywC9+xK/37oTdWdkcFNO6YKO61MuZtqx9S6agHJXsvkTpTbCXwaNxW89cbqNqDVm8HXiYVpIRa7CZBGb3I7Ycn+/XfXSbXTa3zDhg1Mnz6dkydPXraw1BRf9e3btzt8fuutt3jrrbcu67oeqsym7tkI/m7Ym97kkgaWwrowWkP1PVS4qaBhrx3TGd3zHtT6aoHPXlPmTmiN1eV2V6HVvtzuaFqvcCi/ez4DpwtLAJ999hlz5szh5MmT9O7dG5lM5vD9tGnTnFQyD03GIye5DPadkdHippolo/t3rvaaJXcVluw1S/amFHfC3hRtL4S7E/btwR21xRqD+wusLiEs7d27l927d/Pbb7/V+k4kEjU7bICH9scdG3BNnBhFo1WxN1vZmyDcCfuZaIXRPQc4rcM9uGcfprUfpE3u+S7ZPwd3Hajt24M7Pgf7endXnyWX0NE//PDD3HHHHWRnZ2OxWBw2j6DkfpjctDHoa3RC7io82QsXTRViy/Um3t5yjpW7U13ivu0715rPxV2wH+DcVbOkc/NBGmq0Bze9B62bP4eWCHvZpRU89M1hXvjltEv0SS4hLBUWFvLYY48RHh7u7KK4LEUag8s6ulpqOOw1ZYA2mS2sP3qJLadzXaIhQO0BzeSmjojN7Vh1RjN3Lj/A21vO89zPp9l8Orcti9ck7DUaTRWW0gu1PLfhFD8dyWyrYjUL+3swmZv2LpktAt8eSOdSiWss07fXiDVVI1CkMfDpjhT2p7hG+A3HFX1Nu4d8tZ5v9qe7jJDbEjPcDwczmLvyL/a5wHOw97NqSvl1RjN3rfiLjcez+XxXKvtTi9qyeE3CJcxwN954I9u2baNLly7OLopLsuZQJo//cAylTMxns4cwqmuIs4vkQE0Tg9EkQCPBr/+7/hTfHrAGKXv0qq48NrFbWxWvydS6D7MFWSMO0scySpj37WGCVHLevmWAS8QDqnDQyjTe2a/YfZGDacW2z98fzGBSr5blY2wtmqvRuJBXzg0f7LbF++oS6kPf6IC2Kl6TcLiHJk4g7lr5FzvPF6CQitm9YDwhPrWD37YnFc00w1UYzMz6eC/n86xBUT/51yCnv0vN1WpcKqnguvd2UaQx8POxLL65d1ir5vxsCfa+Vk25h6/3p/HMTycBOJVVxu4F45E4MTZTc9+jT3ekkJSjtn3+Yu9FhncObpOyNRWX0Cx169aNhQsXcuedd/LGG2/w7rvvOmz/ZEorjLyw8TQAOqOFVzYluYwmpoqaqzP0jZhOd5zLtwlKAF/vT3eJ5aQ1V10ZTQ2XKV+tZ/byA2QUVXAss5SXfzvTlsVrMhXN0GgUawx8uN0arf7BsdbJyraz+Q5BIZ1Bc7Vj/9t42iYoAfx8LKtNytUcmquV+eFQJjvPW1Na6E0W3v+z/iwC7UVFM31NliUm2wQlgC/3pbVJuZqDphmChiAIPPH9MYo0BgD2phRyNlfd4DntQXPaQ06pjud/Pl39uUzndO1Sc3yWtAYTK/dcBODe0dbA0tuS8p2u5XMJYemzzz7Dx8eHxMRE3n//fdty/rfeeou3337b2cVzKh9tT6ZEa0QllyARizhxqZTkfI2zi+WApoaQ0VBjNlsEXvrVKlT8a3gc/l4yCsr17E91vqq4pmapMaFvWWKyQ7DBP5PyKHWBCOYVzdBoLN+dilpnokcHPx6flEDfaH/MFoE/k5xritM2w8/kaEYJ28/mIxGLeHpKdwB+PZHj9EmFo7DUcFm0BhNvbT4HwLBO1lx4vxzPcrr/n64Z5tC8Mh2f7kwB4MnJ1jAwe5MLKdM5t004aFobqc89yYXsTSlELhWTEG4NyPTr8ew2LV9TcBRaG36X3vvzPHqThcFxgdw6NBaADUedO3lwMMM18h4tS0yhUGMgNkjFU1d3JyrAiwqjmd0XCtq6mA3iEsJSampqvVtKSkqzf++DDz6gY8eOKJVKhg0bxoEDBxo8/ocffqB79+4olUr69OnDr7/+2tJbaVWySipYsTsVgHdvGcDILlY15PazeQ2d1u7U1Cw11Jh/OJhBUo4afy8Zj0/qxtWVKvqfjzm/Q6o5c2noPjKKtKyqnP2svGsI3SN8MZoFfj+V05ZFbBJNncWdzVHbBrd54+KRiEVc1d3qN7j5tHPfsaaaEgWhWvi+YUAUs0d0RCWXcKmkguOZpW1ezoZojvln+a5U8tR6ogO9WHHXkMpJhIGjGSVtXMqGaY527PU/zqI1mOkfE8CDY7vQOdQbk0Vg93nnDnJN1coIgsBrv58F4NYhMdw/tjMAG09kO1Xw1pvMDv6TDUVSTy3QsPqvDMAqsF7XrwMAv5/OceoqtIomLtjILq3gkx3JACy4pjsyiZiJPa190qaTzu1bnSosjR49mtdff53z58+32m+uXr2a+fPns3jxYg4fPky/fv2YPHmyQ945e/bs2cOtt97K3LlzOXLkCNOnT7cFyXQmgiCweMMp9CYLQzsGcVWPMMZ0CwVgm4sJSzWD1dXXIRWW63n9D2tn9MhVXQlQybmuXyQAv53MdvqS0gqD4/WNDTTqN/44i8kiMCo+hLEJYVzd2yr0ucKzaYpG46+LRdzyyV50Rguj4kO4prL8E3qGAbDrQr5TY9LYv1MNacd+PJTJgdQi5FIxj03shlImYVx36z1scLIpTtdEQSO1QMOH260DxJOTE1DJpYyu9Evcfja/bQvZCPZtoqHncPJSKT8csjrWL7quJyKRiLHdrM/B2ROI8iZqNX44mMnRjBKUMjHzxnflqh7hyCVikvM1nMstr/e8tqap/atGb2L+90cxWQSu7BbKsM7BDOsUTIiPnBKt0an5LtVNcPCuMJh59Luj6IzWMa+qT5pcOaHefCbXqWOEU4Wle++9l7179zJw4EB69OjBf/7zH3bv3n1ZUvybb77Jvffey1133UXPnj1ZtmwZKpWK5cuX13n8O++8w9VXX82TTz5Jjx49eOGFFxg4cCDvv/9+i8vQGqQUaNh5Ph+ZRMRz03ohEomY0MMqYe9LKSK71DVWywC11Ox1NeZTWaXc8sk+CsoNxIf58K/hcQCM6BJMiI+CEq2RHeecOzDU1CzV1agFQeCDbRdYdzQLsQjmT7I6po9NqBQyzhc4PfCd/SzObBEc/MFySnU8t+EUMz/eS7HWSL9of969dYAtMWfPDn7EBavQGS2s2H2xvYtuw0FYqmdwWHs4k2fWWSc188bFExVgzf84vX8UAOuPOteM1ZQVTPlqPfd+cRCtwczwzkFc19c6ebiqh/V9crZWw0HwrseH73yumnnfHEYQYFq/SAbGBgLYtBq/nsyhRGto+8LWgcUiNElY2noml0UbrO/Sw+O7EuqrwE8p48puVqF14wnnab5rCUt1TICySyuY9clejqSXoJJLWHStNV2XRCzimt7W57DxuPMmD2V27gp1PYPjmSXc+NEeDqQW4aOQsuT6Xjan+qGdggj2lhPsLSen1Hl5Ip26Gm727NnMnj0bvV7P1q1bWb9+PTNmzMBsNjN16lSmTZvG5MmTbUlwG8NgMHDo0CEWLlxo2ycWi5kwYQJ79+6t85y9e/cyf/58h32TJ09m3bp1Lb6v1qBLqA8bHxnNicxSekb6AdAxxJthnYLYn1rE5ztTefZa18hfV1YjSWjVwCAIAn8m5bH6rww2n8lFECDcT8En/xqEXGqV0yViEdP6RbJ8dyr/23iGLqE+dHTSijKNoeEZ3JH0Yt7act4m1M2f2M02MPSN8icuWEVaoZY1hzL514iO7VLmuqgZYsJotnA4vZQXN55xMOtM6BHGe7cOxEsuse0TiUTMn9iNR787ygfbLhDsLSchwhe5VIzOaEYsElFQbkAmEdE5xIeYIK82WSlkH/3aXm2vN5nZdDKH5bsvcqzyXib1DOf+MdUracd0CyXIW05BuZ7VBzO4fVhcq5evKdibp2vOiMv1JhatP8naw5cAiPBT8tas/jahdVLPCFTyk6QWaNiXUsSILs5ZCWT/HGoKfGU6I5/vTOWj7ckYzBbC/RT855rutu/7xwTQo4MfZ7LL+O6vDIdn1F7UatM1TFjZpRUs35XK57tSsQjWd+f/ruxs+35Knw5sOZPHmkOZ3D+mMyp5+w+Z6nomo4Xlenacz2fLmTw2n87FYLIQ5C3nszmDiQ/zsR0/tW8HvtyXxu+ncnlmqhF/L8cMGe2BvcBX1RbKdEbWHMrktxM5HLhoDQ3go5Cy/M4h9OjgZzteIhbx+2NXOn1lqEuEDlAoFEyZMoUpU6bw8ccfs3//fjZs2MB///tfbrvtNsaPH8/ChQu54oorGvydgoICzGZzrXhN4eHhJCUl1XlOTk5Oncfn5NSvOtbr9ej11auFysrKGrvFFtEl1IcuoT4O++4f24X9qUWs2nsRiVhE51BvNHoz5XoTGoOJfLUeH4UUX6WUPlEBdA33ITrQC4VUUs9Vmo9aZ0QuFdt+s6zGzGf5rlSW70rlSHoxWXYzgal9OrD4up6E+Tlm/b5/bGc2HMsitUDDxLcS6Rbui69SikQsQmswYxGgW5gPHQK86BPlz+iuIShlrXc/VdQU+oxmC5nFWtYcusSGY5dsjvUyiYhnp/Zk9ojqQVgsFjF3VCcWrT/Fy78lERfszdBOQZgtAhq9ibQiLRcLNMQFe+OrlNI9wrdVhAyN3kRaoZaYIC+kYjH5aj1bazhn93nudwdzXPcIXx4cF8+1fTrYBmd7rusbydf70jlwsYgFa080eP0qoSk60At/LxlB3nL6xgQwtU8HRJX10hLsBb60Qqt/2I5z+SSey7f5b4hE8PC4eB6d0M1hWbRcKub/ruzM0t+SeOank6zYfZFgbzlmi4DRIpCaX47RLNAxxJu4IBXdInwJ9ZET5K3Az0tKoEpOmK8CpVyCQipGLhFjtghIxCKHZ2axCOhNFgo1eswWAW+F1KFDL7Zz9s8oquCb/enIJCL2Jhey5Uyurd10j/DlozsG0cG/elLorZByff8ovj2QzmOrj/KvEXEUawwUa40oZdbylGiNGMwWskoquCI+hIRwX6QSERbBqiVNzi/HaLag0Zsp0RoQi0SUVhjxVUrRmyz4KqWcyVbTo4MvWoOZAJUcsciqmRvaKQhvhdRhAUNZhZFNJ3NIyinjaEYJe5ILbQP3FfHBvHPLAIf7F4lE3Dkyjv+sOcHLvyVRWmHVZGr0ZnLKdOSr9eSW6ZBKxEQGKIkK8CI60ItwPyW+Chl+XlL8lLIWv0M13yOwxlwq1Rr543QOv5/KZfvZPNv7NGtwDP+7oTdSu3Ahk3tF0MH/LJdKKrjt0/2M7BJMTqkOsViEWmfk91O5DI4LJMJfiUouwU8pQy4VE6CSkZynIUAlq3xHDHQKVuGvkiMI1vemRwdflDKJrR/NLNay8Xg2vkoZNw+KpnuE1cH8WA2/tRd+Oc2PhzI5k+047gyKC+TNmf2IC3acbA7pGER0oBeZxRUMemEz0/pFojOZUUol5JfrKdEaMVkEgr3lhPkpiPBT0sFfidZgJsxPQZivEqVMgkhkDdER5qtAZ7TQMUSFWCTCVymlwmBGa7COQ2KRCIsg0DvK35bw1/490hrMXPfeLk5mlWKvNL26VwTPTO1BTJCq1nN0tqAEIBKcvWSkEZKTk9mwYQMxMTHcfPPNDR6blZVFVFQUe/bsYcSIEbb9Tz31FImJiezfv7/WOXK5nFWrVnHrrbfa9n344YcsWbKE3Ny6VwQ999xzLFmypNb+0tJS/Pz86jij9RAEgf/78hB/NDNwoI9CSqC3jAAvOUHecmQSMXKpCKlYjEwiRiwCi2DNbm3dKv+3WD/nq/Vkl+rIrhR+fJVSogNV6I1mUgrqX50nFYu4ZWgMswbH0ifav97jsksrePTbo7YZRmN08FcSH+aDtHIAC/aWU2E0YzILiMVV5ifrPZgr78FsEdAazGQWV2C2WPBRSkkI92Nwx0ACVTI+2p7MxUJtg/cyfUAUD4ztUkuIBeuKpmvf3dVgfVQhl4rpFemHl8y6yjEuWEXf6AD2XChgXPcw/L1kBHsrkEpElFVYB8XzueWkF2nRGkzklunZk1zQ6MoY2/UkYsZ1D2XWkBjGJYQ1KqiV6018kpjMnuRCMoq1VBjMiEQiZBIRIT4KjGYLGUUVDfqxiEXQOdTHJmyYLJbKv9XPorTCSLC3nEBvOX2j/PFXyfCSSWw+PPXV3VXdw5g/sRtdw+tOIW80W1iw5gRrDrdegEqZRGSrb7lEXOe9dwrxJtxPgdEscMgudlVdKKRi7rqiE49N7FrnZKZIY+CGD3eT1sA72VaIROCrkNaaCNWka5gP/zemCzcMiKozjo/FInD/V83vr+wJrHwngn0UKGVipGIxUokIqViEySJgMgtojWYUEjESsYhQXwVDOgbio5RyPre8wXcJYHjnIO4d3Znx3etuFzvO5XPnigO4QHSTWkQHejG1Tweu7RtJ7yi/etv16awypry7s51LZ9UKhfjIyS2rOxRJVIAXYxJCmTOiIwkRdbfltqasrAx/f/9Gx2+XFJZyc3PR6/XExsY26zyDwYBKpeLHH39k+vTptv1z5syhpKSE9evX1zonNjaW+fPn8+9//9u2b/Hixaxbt45jx47VeZ26NEsxMTHtIiyBdda4cs9FjmeWUFZhQiWX4K2wamJ8FFJ8FFIyi7VcyC8nJV/jlHxItwyJ4dq+kfSN8cdP2TS1r8UicCanjLM5akxmAYXMKshVGMycuFTKwbQiTl5qGy1eQ3QK8eaGAVHcPCiayICGTcIZRVqe/umELV5OTSL9lQ7attZGKROjM1qQS8W2WX+gSsbuBeNb3YRQYTBzMquUArWenDIdp7PKKK0w8mdSXptEP79lSAy3D4trcFCoyblcNWeyyxBXCnpSsZj8cj1+Shk+SimnskpJL9RSrDVwqaSCnFI9OqMZjcFEU3vGqkG7KQzpGEivSH/GdAtlVNeQRoOeqnVGvtibxl8Xi0jKVlOuN3HDgCirACGXopCK2ZNcgK/SGoJDEKwDlEUQSMpRM6JzMPlqPQNiA1BIJQgIpORriPBXotYZKdYY6RcTQKivgtwyHZtP55Kv1jcYQXxqnw4MjAtkeOcgenZo/FlYLAJvbz3PzvP5WCo1cEHecsIrNRhGs3Uydi5Xzfk8NXqTBb3R0qb59GQSETMGx3Db0Fh6R9U/iaviaEYJy3elotGb0JssDIgNwFshZX9KIX2jAwhQydAazBRrDFQYzWj0JrJKdYT6KgjzVZCv1iOXirlYoEEpk1Cut75fOqMZvcmCRm9CpZCQUWSt99DKc+rjvis7M3NwjIO5rTEKyvX8mZRHdomOtCIN8WE+eMul+HvJCFBZV19mlVSQXaqjpLI9XCquIMRHQYXRTIXRbCuTt1yCzmRBJhFhtggoZRKUMglyiRhBEFDrTbV8reyJCvBi1d1D6RLq7fSAn24hLKnVah544AF27tzJ2LFj+fTTT3nsscf46KOPEIlEjBo1ip9//rlZAsiwYcMYOnQo7733HgAWi4XY2FjmzZvHggULah0/a9YstFotP//8s23fyJEj6du3L8uWLWvSNZta2c5AEKzq+pwyHcVaA/lqPXqTBZPZOtM3mgWMZgsWQUAiEiEWiRCLRYhFWP8XWU0pMrGY6CAvAlVy/LxktgHGRyG1aW3mrjpou+7Fl6e22f1cLNSSUaQlu7QCtc6E1mBdWhvgJUMqsTY8sUiERCyy3pNYhEQMErEYSaXaWC4Vo9aZOJNdxoW8cjR6E6ezy1DrTA6q+x1PjiM2uLZauDEsFoEynbFSzS526BD0JjOXiis4camUI+kl7E8t4kx2GR2DVVws1NLBX4lUIsJgslBaYURntBDioyAhwgepWEz3CF9ig1V0j/ClU4gPgSqZbbWJr0KKxmBGqzcx9KWtAIzvHsbyO4dcTrU3C73JTEaR1trxi0AismoBJGIRUokIiViMtFILUaQxoDWYMFkEzuaoMZgtGEwWdEYzHfy9eLMy9tCTkxN4aFx8u92DIAgYzQJ6kxmd0do+TBaBsgojRrP1eSikYuRSMd5yKTqTmQqDmeOXSknOK8dgtrDrfAEdQ7z5Zr81AOudIzvy3LRe7XYPl0NBuZ5ijYHk/HLEIhH3fXkIgJsGRvPGzH7tUoaKSs1jvlpPgUZv7bPMFowW61+DyYJZEPBVWjVPepP1+AK1gYNpRRRpDGj0JnLKdASp5LZJyqs392XGoGinD9KNoTWYkFT2vZnFFbywsToVUerSKS5dfkEQ2JNcyKWSCoK95ZgsAmG+Cm74cA9gNXm+cnNfJ5fSSlPHb6f6LD399NMcOnSIJ554grVr1zJz5kySk5PZuXMnZrOZBx54gFdeeYUXX3yxyb85f/585syZw+DBgxk6dChvv/02Go2Gu+66C7A6lUdFRbF06VIAHn30UcaMGcMbb7zB1KlT+e677zh48CCffPJJm9xzeyMSiQisNHO0JlGNaFjaCpFIRKcQ71ZLK1IVw6MKk9lC/DO/2T63RFACq4AZoKq7zhVSCZ1Dfegc6sP1lSu3Lhd77V2VdrGKDv7Kuk5pMxRSCfFhvsSHNU+tfm2NvrOgXG8Tlrq3s4peJBIhl4qQS8X42lVffe+9Si5FJZcyLiGMcZUrIx8cG09emc4mLPVtwAztaoT4KAjxUdA13NdhdWW38KZrMi4XL7kEL7mEiMt8fwVB4J2t53l7izVEzdQ+HVxa0KjCXhMcG6wit6xaI+3q5ReJRFwR75iWy14vEx3onPHjcnCqsLR+/XpWrVrFuHHjuOmmm4iOjmbDhg02R+5XX32Vxx9/3EFYeuKJJ7jnnnvo3r17nb85a9Ys8vPzWbRoETk5OfTv359NmzbZnLjT09MRi6tV3yNHjuSbb77h2Wef5emnn6Zr166sW7eO3r17t+Gd/70J8Wldwaw9sXfuDFC1/6qRtqBjsPPz1bWEqhWTAOF+7SvwtRb29xAd2DLB29nIJNUDc5QbDnIikchB0PBWuMS6pmbjDHeK1sRewHPH98ipcZby8vKIj7eq1iMjI/Hy8qJbt+qEqr179yYjI8PhnPXr19OrVy9GjhzJ8uXL0WhqO9POmzePtLQ09Ho9+/fvZ9iwYbbvtm/fzsqVKx2OnzFjBmfPnkWv13Py5EmmTJnSinf5z2FU5UzCGUuE24I+TfBlcGX+c3V3BsYGMGtojLOL0iJUdiseXSFBcUvwVkjxrRycuzbDv8SVsJ9A9OzgWm4GTUUqdolkFZfF89f3wlch5fUZ7WMGbQsCKyegrpYMvik41WcpKiqKn3/+mYEDBwJw22238fbbbxMWZlVjnzp1itGjR1NU5LhCaseOHSxfvpw1a9YAVmHnnnvuYeTIke17A5WUlpYSEBBARkaGy/kstSflehMnstQMjQtwaobry+W3U3l8fTCL12/oQYSf85es/pPJKK5AECA2yP1molVkluhAENzS9FDFzgtFaAxmru4Z6uyitIg8tZ5nfz7HzQMimNTDPe8BrKt7xS5ugmuI0gojFUaLS/WrVQu0SkpK8PdvYIIsOJGrr75aWLZsWb3fr1ixQhg5cmS935eXlwuff/65MGrUKEEkEgndu3cXXnvtNSEnJ6ctilsvGRkZAuDZPJtn82yezbN5NjfcMjIyGhznnapZ2rlzJ3379q1Xmvvtt9/w8vJi7Nixjf7WhQsXWLFiBcuWLaO8vNxhaX9bY7FYyMrKwte3dQINVlEl8f7TNVZtjaee2wdPPbcfnrpuHzz13D60ZT0LgoBarSYyMtLBn7kmTvV0GzNmDEOGDOGee+7hlltuwdfXccXLNddc06Tf0Wg07Ny5k8TERIqLi0lISGiL4taLWCwmOjq6zX7fz8/P0xDbAU89tw+eem4/PHXdPnjquX1oq3pu0PxWiVO93hITE+nVqxePP/44HTp0YM6cOezc2fQoo7t27eLuu++mQ4cOPPLII3Tr1o2dO3dy5syZNiy1Bw8ePHjw4OGfhFM1S6NHj2b06NG89957fP/996xcuZIxY8YQHx/P3LlzmTNnDhEREQ7nZGdns2rVKlauXMm5c+cYPnw4b775Jrfccgs+Ps1fbbJ06VLWrl1LUlISXl5ejBw5kldeeaVZ2qm2NMPZ//XQNnjquX3w1HP74anr9sFTz+1DW9ZzU81wTnXwrovz588LTz/9tBATEyPIZDLhuuuuc/heIpEIYWFhwuOPPy6cPn36sq83efJkYcWKFcLJkyeFo0ePClOmTBFiY2OF8vLyJv+Gx8H777WJvQOcXgbP5tk8WyttIrHgP+p2QRHbx/llaekmkQp+w2cI0sBI55flb7q5tIN3fWg0Gr7++msWLlxISUkJZnN1MK61a9cybdo0pNK2UYrl5+cTFhZGYmIiV155ZZPO8YQOALXOxN7UYsZ0DUYhdd+YJt8dyuKl35N5elIXbhkc6ezitJiyCiPn8jQMivV3+Wi/9fHxrnSSC7QsnZbgtqEo/jiTz9HMMh6/qrPb3sOJLDUpBVqm9Wk8AbMrsu5YDos2WqN3H396tJNL0zLWH8/lv79Yo9m76z0cSi/lZLaa2wZHNpoTsT1paugAlwplah8/SSwWM3PmTObOnetwzI033ujwOS8vj7y8PCwWxwzgffu2LO9MaWkpAEFBQfUeUzORrlqtBv7ZTn4f7Uni/9s77/AoqvWPf7and9KAkBAInVATiggKykXRH6LYFUXwqmDDq4LlKvcq2OCqiIoiYAEFKYIiShFC7wQSWggJkF5I3STb5/fHkmU3PYFkmTif55knmdmd2XfOzDnne97znnO+2H6uRdeOag5m/2mNmftydxpP3lzzLPFiYNKyPRy6UMgn9/e5ZkuqtCRmi8CCHRcAuD82nBGXlxARG/9aa32fhkYFM6ZXiJOtaRqvLzzM+UvlBPp6MrpHcP0nXGcU6LNt/7t7eIpStB7NSLH9L9Y65q3fD3OxoBx/Lw8ejA1ztjnVqK8h4HR5l5mZyezZs4mKimLEiBEkJyfz6aefkpmZyddff82gQYNqPO/w4cP07NmTkJAQevfuTZ8+fejbt6/tb1OwWCy88MILDB06tM7lTubMmYO3t7dta99enDMkX0u+2H4OgNVH0p1sybWhoMzgbBOuikMXCgH4fu8FJ1vSNMoNVxYzzi1puWlAriUG05UGXL5WnPcAcP5SOQAHUgvq+eb1if26iUXl4szXni7XlV+jSVwssL5HB8+L8z1y6hMYM2YMW7ZsISAggEcffZRJkyY1OLB60qRJREVF8c033xAUFHRN3MNTp04lMTGRXbt21fm9mTNnMn36dNt+pRtPQuJ6w3z99bI3iArjla53g9lSxzevX8r0VwSf3iTOe7CP0jCI9B6Mdu+PTqT3YI/RbLmuurEai1jfI6eKJZVKxapVqxg7diwKhaL+E+xISUlh9erVtrXlrpZp06bx22+/sWPHjnrnTNJoNGg018907RISrQ2d4UqBai86xIS94CvVif8exNh9BY4L0Iq1orbYtXl0RrPoxJJDaLQ4XyPniqX169c3+dyRI0dy7NixqxZLgiDw7LPPsnbtWrZv305ERMRVXU9CwtnYF0xiXUfKvpLWilQs6VqBd0ysaW+P/XPQm8x1fPP6xWSnliqMZjztuhbFgP37L84S6ToL8G4MixYtYuLEiSQmJtKzZ09UKseX584772zQdaZOncry5ctZt24dnp6eZGdbgwG9vb1xdRXvwpcSf1/sCyaROgMcxJJYu7AcuhJFeg9levELjdbwHBwEn1F892DvKRbjiEoQsVjau3cvu3fvZuPGjdU+k8lkDtMN1MUXX3wBUG39uSVLlvDYY49drZkSEi2Ozij+gqmiFXSd2D8Hsd6DfReofXeWmLB/l8QqvO0HPNgLJ7FQbrxiv9kizmcgro5PO5599lkefvhhsrKysFgsDltDhRJYuyxq2iShJCFW7AvT63AatQbRGrpOdK3Ao2EvlsR6DxUi98qAo1AVo+BzsF+kz0C0YunSpUu8+OKLBAUFOdsUiSpYLOKsoKvSGoRGq6jgRHoPrSFmqbV1YRka0ZC+nnDwtIrwXRK7/SBisTR+/Hi2bdvmbDMkqC4qxJoZzJbWcR+tQWi0hq6T1iE0rtjdGp6DWL0aYr8HsdsPIo5ZioqKYubMmezatYtevXpVC/B+7rnnnGTZ3w+jubrIcFE1biqI64GKKrEABpMFjVJ899HaKjhJaDiPVuGlbA3CW+SeGYduuEbYf/hCIQEeajr4uzeHWY1CtGJp0aJFeHh4EBcXR1xcnMNnMplMEkstSFWRoTdawKXucwRBYF9KAVq9iRs6BeCqdr4oqTBUF0tixHHkTMO6HZJzS5m7KQmVQs4H9/R2uthtagVXVG7ATa1EfR2sT9gaJtZ0eJcacQ8nM0vwdVcR4u38EcWO8T4Nyw9/JGaxKzmfx4aE0ynQs7lMazCOMT8Nu4cjFwvZmZTPXX3bEubv1lymNYgKQ+Nj3xbtTOGdDafwdlUR9/IIfNzUzWVegxCtWEpNTXW2CS1GdrGO6SvjKSw38uE9venZtvbF/pxB1czbkIrhnQ2n+GaX9Rne078dH01w/npy1cRSA+4jp0TH5G8P4euu5oO7exPsXY9KbAEaW0mX6IxMXHyQjKIKAAZ19Hf62k0VjRR8giDw3h+nWRiXgkYpJ+7lm5z+LPQOXpmGVXDpheUs2X2etj6uTBwS7vSJIJviWfrvbyf5Zlcqchl8NymWGzoHNJd5DULXyG7pradyeOqHIwBsTMhm16s3O70xZz8ariF5ek9yPg9/sx+LAOuOZbDlxeHInfguVTQyL5zJLuWdDacAKK4wsmz/RabedG0moG4qzm9+NZJhw4bx0UcfcfbsWWeb0iJYLAIv/RzPnnOXOJVVwsw1CdddAHXVIcX1FaoHzxfYhBLAr8cyKa4wNottjaFGD1kdlOlNTFx8gISMYnYk5fHW+sTmNK/BVDRy5MlHf56xCSWwtuic/Y41VvB9syuVhXHWxUb1JgtLdju/MdXY6Q/O5Wm587PdfLMrlf/8dpLl+52/rp/98iANqeQ2n8yx5W2LAN/sSqnnjOanMSOxdEYzb/5yJR9fKjOwMTGr2WxrKI2ZhqJUZ+TlVcdts36n5JWxL+VSc5pXL40dzff+H6cd9pfsTnW6p190YmnKlCns3buXfv360a1bN1599VV2794t2pFL9bF0z3l2J1950RMyiolPL3KeQTXQGLEkCAKzf7e2GB6IaU+XIE/0Jgu/HstsVhsbgn3rDeqvpBfuSOF0dqltf/PJHHJKdM1iW2Owfx66eiq45Fwty/ZfBOCrR/rj5aIkJb+MLadymtXG+miM4Luk1fPpVmvjKTbCD4A1RzOqBey3NOWNEHyCIPD62gSHBZyXH0hrNtsaSmNG9OlNZt7dcBKAW7tbRynHJeWR6+Q84Tjgoe78sGhnCpnFOtr6uDL1pkgAVhx07nMwmi0OaV+f2Ph4y1kyiioI83Pjrr5tAfjJyffQmIbDgdQC/jqdi1wGW6bfSICHhnytgR1Jec1tZp2ITiw9+uijrF69mvz8fObOnUtRURETJkwgODiYSZMm8csvv1BRUVH/haqwYMECwsPDcXFxITY2lgMHDjSD9Y3jbE6pTWH/d1xP7owOBWBjgvNbOvZUExl1ZIYf9l3g6MUiXFUKXhwVxYQB1nX4fjxw0emCtzExS6n5ZSzYlgzAx/f1YUAHXywCrI93vuizrxyMZqFW0WAwWXh9bQJmi8DIroHc2iOYB2Ks3W8rD6W3iK214TC/Tz2V9OzfT1OiM9EtxItvJ8Xg6aIkr1TPISevbt6YOYr+SMxmX0oBGqWc3569AbVCzqmsEk5llTS3mXXSGI/Gt3vOc/5SOQEeGubd14f+lXnCyQ2hhsa/JeWU8tGmJABe+UcXHortgEwG+1MLSCsob3Y7a6Pq2oh1PYcDqVe89v8d15PHh4YD1vfLmd778gYGqOtNZv69zurZeyAmjE6BnrZ6b218RvMaWQ+iE0uVaDQabrvtNhYuXEhmZibr168nJCSEN998E39/f8aOHcvu3bsbdK0VK1Ywffp03nrrLY4cOUJ0dDSjR48mNze3me+idgwmCy+ujEdvsjA8qg0Px4ZxW69gAH5PyHZ6q9meap6lWuYy2ZGUx6xfrS3PaTd3ItDLhbv7tUOtlHMis4SD5wub3da6KKmy2GltBWuFwcyT3x3CbBEYHtWG/+sTyrjLLbg1R52bocExmBJqLlzNFoEJX+5hf2oB7moFr93eDbDGjwFsP5PLJa2++Y2tBfs1yeryBvx6LJPVR9KRyeDdu3riolIwuoc1n/ziZOHquFRI7RVEbqnOFp/x5I0d6dnWmxFd2gDw23Hn3kNDY5aSc7V8sf0cAC+PjsJDo7RVcuviM53WEDKaLQ7rqtX2HA5fKOTW/+0AILqdN3dGhxLq40pMuNVTueqw8xoPVRdhri0/nM8vY/rKeABGdGnD8Kg29GrrTedADwxmi1Mb2doGNBx0RjMvrojndHYp3q4qnhvZGYDx/axl65aTOZTonCf4RCuWqhIbG8u7775LQkICCQkJjBw5kqyshr0c8+bNY8qUKTz++ON0796dL7/8Ejc3NxYvXtzMVtdOdrGOkgoTPm4qPrynNzKZjOFRgXi7qsgoqnB6N4k9VT1LVbtNjGYLi3elMvnbQ5gsAv/XJ5Snh1td3L7uau7uZ62g39t4yqlT+ZdWyYg1ZeqknFLu+nw3Z3O1+LipeHNsd2QyGbf3CkGlkHEqq4SknNJq57UkVcVr1TQ9m1PK/y3YxbH0YgBmj+9FZBsPADoHedK7nTcmi8Dyy91zzqC+wlUQBL7be54XVsQDMPmGCPqF+QJXBN+qw2lO9QjY54uqXstK0grKuW/hPlu3yT8v54s7LguNnw+lY3TiSDr7irm2Su5YWhEPfr2PwnIjPdt6cVdfa/qP7R2CWiknIaOYo2lFLWFuNarmhaqDBXJLdHy8JYkJX+4BwM9dzYKH+tmWCXp4UAfA2j3nrMZD1cWMqz6H4nIjM9ccZ8RH20kvtPaqvHtXL8A6MrzSe794d6rTYhHtBV9N71FuiY6HFu3n94RsZDL4aEI0QV7WARo9Qr3oG+bDuD5ta81HLYFoR8NVZdasWUydOpWAgAAiIyN58cUXG3SewWDg8OHDzJw503ZMLpczatQo9u7dW+M5er0evf5Kxikpufau8jB/N35/fhjJuVoCL780rmoFD8aG8cX2c8xafwJ3tZJebb3RGkwUlxvJLKrg/KUyQrxd8XNXE+bvRqi3S7OvD1atQLpcuOuMZtbFZ/BlXAqp+WUADOscwIf3RDuMzHh6eCS/HcvkyMUiBr67hcg2HrT1ccVothDgqcFiEZDJZKgVMgZ19GdU9yBUiqvX+UXlBofhqFVbcAazBUEQOJenJS4pn73n8tlyyuptdFUp+OT+vnQKtIoMX3c1N3UJZNPJHP63OYnP7QrclqZaoLrJgslsYdGuVDYmZnPMruJ6IKY9/9enrcP3J/Rvx/H0Yj7ZepbM4gr6tvfFy1VFZlEFepOF7OIKBMDHVYWfu5oebb3pGOCOj5v6mo3eKnPwLF15n347nkVOiY5l+y6QWWyNhbmrb1tmjOlm+/6gjv7c0CmAXcn5vLginn+N7kK3YC+8XJXoTRbKDWZKKowo5DI8XZR4u6qa5VnZV3JVC/micgOTvz3EoQtWb2pbH1d+eCIWD421SB7dI5g2nhpyS/X8sO8Cjw+NuOb22SMI1jxW+bcSe29rVa9MRlEFr6w6ZoupjAry4LtJsbZpG/w9NIztFcKaoxnMXJ3Ain8OsuU3o9lCmd7EyawStDoTLioFHfzdaOfrdk1HAJZU6XpafuAifu4aBAT+Op1LQkYx9k6v1U8PoZ3vlWH2t/cKYeGOcyRmlHDL/3Zw38D2uKoUFFcYUSvlmC0CbmoFKoUcvcnC0Eh/lAoZoT6umC0COqO1DFEr5WiUCtRKOTqjmWAvl1pHp1V9BlXF0nd7re9+co6W09klDs+ob5gPCx7sR6jPlSkb7hsYxidbzpKUo2Xyd4e4b2B7PDVKAr1cKK4wotWbKNOb8HFV4aZR0tbHlTaemiald23Y34PJYg0NkMtg77lLfBF3jkPnC6kwmpHJ4IuH+nNL9ysrc8hkMtY8PcTp61zKBGcHijSSmoSJIAi0adOGXbt20bVrVwC8vLwadL3MzEzatm3Lnj17GDx4sO34K6+8QlxcHPv37692zttvv82sWbOqHS8uLm7w7zaV4gojY+fvJK2gYXFZHhol7XxdaevjSpi/Gx0D3FEp5LioFJgtAn4eaoK9XHBTK/ByUWEWBPzdrQWa/cspCALphRWkFZRTojMSEeBBl2Dr/CPf7jnPW+tP2L6rVsoxmCyoFDLbhJX+7mqeH9WZB2PCUNYgdPaeu8S05Ue4ZBfgWhddgz25tXsQgV4uuKoUeLooEbC2WnJL9dbM76ZCZzSj1Zs5mVlM5yBPKgxmzmSXkpBRjFZvjXPp1daLNp4aFmw7V+13XFWKauJjWOcA5k6ItonYSk5llXD7pzuxCNC/gy+jugVRqjMS4uOKh0aBu1pJiLcrbhoFId4uuKmvvq1SUGYgX6unc6CH7XnNXHOcH+2Cg2+MasOZ7BJySq4IfJkMFj06gJHdqi8XZDBZmLr8CJtPNs57qVbIcVUr6BzoweRhHWnjqaZHqDdF5UZKdEZUCmtFoTdZUMpl7Dybj9Fs4cKlcvzcVTw6OJwQbxdMFoFb/hfn8I6HeLuQVewYKKxWypk6ohPTbu5UrYJNSC9m3Oe7G9xd3SPUixBvF/zc1Xi6qAjzcyPUxxW1Uo5aIedMdgkhlwV8qI8rcpkMpVyG3mRhR1Iem0/m4Oeu5tV/dKVXO+vUHuMW7CbeTpgGeGiICvKgoMzgMDCgY4A7Sx+PqTYXztLdqbx9uds6IsAdjVJOG08NBpMFnckqNorKjehNZtp4aOga4omPm5rsYh1JOaUEemoo05vJKq7AVa3AZBa4VGbAy8X63pXoTEQFeVBuMJNbqsdgsuDrpuLege25MzqUHqHePLxoP7uS8202vTm2Oyl5Wg6kFnA2V2s7PrSTP/+7rw+Bno55Ir2wnDvm76Kw3IhGKSfAQ0NhuaHWRXk1Sus75OdmFeEWQUCtkBPi7YJGqaCw3IBaKUerNyGXgVwmQ2+0UKIzcjZXS75WT1G5kYHhvvi6qdnUgHc4so074/q0ZcqNHWucX+zQ+QIeWrT/mk9oqVLICPJyIb2wAn93NS4qhW1Uaoi3C/07+GK2CGxMzG7Q9abfEsXUm6rnBYCVB9N4dc1xGlrbK+QyAjzUdAzwwGi24OGixGwR6BLkiUYlp9xgxsdVTaiPCx3buOOmVmIwWbhQUE6FwYRWb+aefu3wdrNOFv3YkgNsP3MlQHtIpD8nMksc4qiigjyYM743/Tv4NszIa0RJSQne3t711t+iE0sKRc3zXVRtGTV0Md2miKWaPEvt27dvEbEE1iHGb/6SyLG0IsqqFDoBHmpCfVwpKjeSUVRx1bFNrioFfu5qMosrqmW0zoEeFJYbyNfWLnD83dU8PKgDU27saGs110aFwczelHzO5mgxmCwk5WoJ9XFBJZdTZjDx04G0asKlpejYxp3INh48NTyyzsz83d7z/HvdiVo/t6etjyvdQ71QK+X4uKowmCxEtHHHz02NSiHHYLZQVG6kVGf1ghRXGDGaLeiMFs7mlnIis8T2TIK8NAyJDCDAQ83XO2sfNu/tqmLevdHc3DWwzpaaxSKw5VQO645lUnS5cnNRKtDqTXTwd7O1ps9kl3L+Ulmd78C1pk97H27uGsjjQ8PxdFHV+r3dyfn8b3OSzXtjj0J+Rew0B+rLz68+RnUL5LMH+9VYSQuCwEsrj10XcXB18ezNnXhxVFStnpLEjGKmLj/ChUvVu0QDPDSU6Iy08dA4TF/R3PRp78PwqDYM79LG1n1bF2eyS1m44xxqhZziCiM5JTqbmFbIZOSU6tmfcsnhfVIr5bgo5cjlMowmS7Wy+moZ1S2Q3u18GNMzmMg2HvXOoxSfVsSKg2kcSL1EcYWJCoMJHzc1Xq4q3NVWIVqqM5Fbeu26G9VKOdHtvGuNR3VRyYls48EDMWHcO6C9UyaTbbViqV27dvTp04eXXnoJudyasIIgMGrUKBYtWkREhNVdPXz48AZdz2Aw4ObmxqpVqxg3bpzt+MSJEykqKmLdunX1XqOhiX2tsVgEdCYzGqWixtaEzmjmwqVyknJKOZtTyqUyA5e0BgrLDRSVG0nKLUWjlOOuVlJhNNfa2qtKpeeoLnq38+Y//9eT6Hbe19R9ajBZOJlVwr6US5zN0XKpTE92sQ65TIZGJafCYCYlr4zuoV6E+lhbo1q9iXytno4BHgR6aQjy1NAhwJ02HhpOZBaTmGFt4ew5l0+JzuRwb6ufHky3EK9GeYFOZ5ew4bh1BuAz2aW093Wj3GhCIZOhM1ooKDe0+Jwh/x3Xk9t6BuPvcW3d65UYzRZS8sqIS8rlqx0pWAQchsGD9b3xclGikMtsXq62Pq4NqiSDvDR8eE80A8P9Gj1BoCAIJOVoUSpkhHi7WN8VpRyZTEaZ3kRSTik5JXqOpxdRXGEku1hHqd76HhhMFpv3S62U2wKVdSYLLko5aqUcV5UCd43SwdNSG6O6BXJr92AiA93p29633gpOEAQ2ncxhR1IeZXoTYf7uRLZxR6NU4KKy/nZuqZ6iCiNGk4WUfC0qhRwZMlLztcR29EcQICbCzyZ6K+09kVlMuL87FkGwdY8dPF/AqsPptm7zmri9dwi923ozqnsQHQPcG5S/9SYzp7JKKSo34O+uwdNFiY+byqEb3GCykJRTSmZRBbmlevSXvWcFZQYsgkBxhRGFTIabRkFxhQmNUk6otwsalQK1Qk5koDvermq2nc4lt1SHQi4nNV/Lubwy2vm6cvRiEQAnZo3GvZ6GW1OxhgxY55iqqUwuN5gQBEgvrLBNCXAis4Tz+WUM7eRPdrGenBIdOqMZndFs8yQeTSvi/KUym7c1dc5tzdYtVVBm4GxOKaezSyk3mCko06NSyEkrrEClkFFSYaREZ03/Mr2J85fKMZotqBRy3NQKNEo55/Jqf38A3NUKFjzUj0Ed/Z2+WkCrFUvTpk3j9OnTWCwWvv/+e9q2tcZbqFQqjh07Rvfu3Rt9zdjYWGJiYpg/fz4AFouFsLAwpk2bxowZM+o931li6Wqp2jd+Lk+Lj6uKcoMZjUpOqc7al13Z9967nbetkEnNLyMxoxgPjZKTl4Oa110efeTvrubwm7c45Z6uBotFoMJoZuryI2w/k8fd/dox997mmVk8X6snOVfLsbQizmSX2lqkJZe9SJWiVq2Qk5JfRlsfV26ManO5cpDj46qme6gX7XxdkSFj25lczuVpydca2H4mF6VCZitYe7fzZv20G5rlPuqiVGekVGci2MuFMoMJD42yzgLeYLKg1VsL4WNpRWhUcu7+who3uOLJQcR29G8p0+ulat6ppLDMQGZxBUazQPzFQrzdVLy44hhgFayPXA4Yvt7RGc2cy9OyJ/kSni5KZqxJAOCFUZ15YVSUk61rPAnpxYz/Yje39ghmwYP9nG1Ok0hIL+bhb/bzzIhI20CA6xVBENh2Jpdfj2XR1seV345n0rudj20aiX/dGsW0mzs72UorrVYsde7cmZSUFDp06EBhYSHz5s3j8ccfvyqxtGLFCiZOnMjChQuJiYnh448/ZuXKlZw+fZqgoOoxHVUpLi7Gx8eHtLQ0UYmla83m0/l8sPkcc+7swoAOPs42p8nkaw1sOZ3PXX2C0VwHa4w1lsosPWtjMlvP5PPNQ72JCnT+QpRN4atdFyk3mnl+RLjTAzybyvubz5FWqGPu+G6ifJ8Apq08QWJmKasn98Pfw7lrdDWVUp0Jd40CuUjfo9bAv39L4tDFYr6fGG2LjXU2lWE0RUVFeHvXsZSYIELi4uKEiRMnCm5uboJcLhciIiIEhUIhnDhxosnXnD9/vhAWFiao1WohJiZG2LdvX4PPTUtLEwBpkzZpkzZpkzZpE+GWlpZWZz0vOs9SYmIiPXv2BKCsrIxly5Yxa9YsMjMziYyM5KmnnuKRRx5pkEfoWmGxWMjMzMTT0/Oatn4rFe/f3WPV3Ejp3DJI6dxySGndMkjp3DI0ZzoLgkBpaSmhoaG2OOiaEJ1YksvlDBw4kMmTJ3P//ffj6Wkdvp6cnMySJUv48ssv0Wq1DqPVxIpYY6HEhpTOLYOUzi2HlNYtg5TOLcP1kM6i60CPi4ujR48evPTSS4SEhDBx4kQ2bdrEzp07iYuLo7CwkI4dOzrbTAkJCQkJCYlWguhm8B42bBjDhg1j/vz5vPPOOyxZsoTvvvsOmUxGv379+OWXX7jzzjsbfL0dO3bw4YcfcvjwYbKysli7dq3DFAINoTm74ez/SjQPUjq3DFI6txxSWrcMUjq3DM2Zzq22Gy4rK4tvv/2WpUuXkpSUxKBBgxg7diyFhYWsWLGC7Oxs/vGPf7B+/foGXW/jxo3s3r2b/v37M378+CaJpfT0dNq3b9+Eu5GQkJCQaG407XpgKszEXFbobFOajDooEmNRNoK+7jmMJJpGWloa7dq1q/Vz0XmW2rdvj7+/P4888ghPPPEE3bpZ14QqKyujc+fOzJw5kw0bNjT4emPGjGHMmDFXZVNl3NTfOcgvKbeM9zadY+qNHegf5u1sc5qM3mTh4IUiBoR5O32ytKshOa+MHckFPBLT9pqso+cMVhzO5EJBBS+P6ijaaQOyS/RkFevo2168eWLd8Rz+PJXHh+O6Nttkjs3J6Rwt935zFIUMjs4c5mxzmsT+80VMWZ5ABz9Xfn1qgLPNaRKJmaXEJRfwzxvCUF7D9f+ulsrg8cp6vDZE9+avXLmSO++8E6XSavqOHTtYvHgxq1evRi6Xc++99/LEE080qw1VlzspLbWu8+Tl5fW3FUtPzz9AXqmeV9ed4cDro5xtTpN5fW0Cy/Zf5IGYMOaM7+Vsc5rMIx/tocxgxoSSf43u4mxzmsS7f+4EYGTPttzUJdDJ1jSN3rOtDbf104bSu52Pc41pIm/+Zn0OP8Xn8+It4puQMj7euiaZWWj4mqHXG5vOpAJwoaBCtPfw4Gzre9Qp2IcJA66/npj6GmSia3KOHz+e3NxcZs+eTVRUFMOHD+fYsWO8/PLLbNq0iWeffRY3N7f6L3QVzJkzB29vb9smdcFB3uX1hK7lukLOYNn+iwD8eOCiky25OirXodpptwiqmLCPDsgT+TsFsOfcJWebcNVUXb5GLCjt4lCudq1MZ6Fr4eWRmpMjl5edERui8yyNGTOGLVu24O1tXXNMLpdz7Ngxjh07xqxZsxq9kG5TmDlzJtOnT7ftV7rxJCSuN0wNWMz1ekRnvGK3RaQVnD16ozifgz1mcYW32lAprngMSnVGh/XoxILIQovrpKXXxbxWiE4sqVQqVq1axb///W8iIyN59dVXCQoKatGYBo1Gg0bTPAuSSkhcS4wiFUtlBpPtf6NIxZJ9BWe2iPM52CPWCttovmJ3ucGMT/N2PDQLrWmJFrG+R6ITS5Wj3B5++GFWr15Np06dnGyRhMT1iwxxFrLl+iueYb2x+bzEzYnergUtv44CWhuDfcUmVr1XYff+6ET6Ltm/PnqTGY1SXINPHBpt4swK4hNLlYwcOZJjx45dtVjSarUkJyfb9lNTU4mPj8fPz4+wsLCrNVNCwqmItUFq71mqMIizgiu3s1usngF7wScgTo+A/fujE2l3qH3PSblefGKpXKR52B7RiqVFixYxceJE21pxKpXK4fOGTkx56NAhbrrpJtt+ZSzSxIkTWbp06TWzV0KipbD3Boh1yH25vVgSqTfA/h7EGjtWpr9yD2IVfPYVtVjfJYPd+6Mzie8e7D16JrM4RbdoxdLevXvZvXs3GzdurPZZYwK8R4wYIdo+VAmJmrD3BoizenOs4MTqDbC/B71Ig1rt78EgUsFXYbwi+MTapSt275hjfhbnMxDd1AGVPPvsszz88MNkZWVhsVgctuYcCSchcb1jX7CK1BlAmV783oDWUEG0BsFX0Qo8Sw73IMIurdbgKRatWLp06RIvvvgiQUFBzjZFogqSp865lLcCl7d94SpeoWF/D+IUGvaxY2Kd/qA1eCkdgtRF2A0ndrEHIhZL48ePZ9u2bc42Q4Lq8+CItQVaVeSJdQK7CvtKWoQFK1SJMxFp4Wpvd7lIBV+Fg2dJpPdgbF2eJZ0I80NriBsTbcxSVFQUM2fOZNeuXfTq1atagPdzzz3nJMv+flStkPVGiyjXVasq8vQmM25q8WWR1tD941A5iLSSbg2Czz7AW6yNoIrWkB/E7lkyij8viK8muMyiRYvw8PAgLi6OuLg4h89kMpkkllqQqsNCdSYz3qhq+fb1S7X7MFoQ4WS/Tep2KNEZmbkmgeh23ky+oaPT5wVqDYVra6ukxSqWWkPjwVF4i+85tIa4MdGKpdTUVGebIHGZqpWZaCu3KplYrJm6sQWTwWThoa/3k5BRzIbjWYT7u3Nrj+DmNLFemjKRYFZxBT8eSMPPTcUjg8NROFnw2ccs2f8vJspaweSgTXmX5m06w4WCcp4eEUnXYOcvXFvRhBi+xIxivt6ZwpRhHenZ1ru5TGsQTemGS8wo5rkfj9KnvQ9z7412+jQoootZGjZsGB999BFnz551tiktRm6JjvAZG5i4+AC7zl5/C6OWVakItPr6K4bcUh3DPviLJ787RFZxRXOZ1igqqtxHQwolQRDYdjqX1Pyy5jKr0dgXRgaTpd611b7be56EjGLb/qJdzm+INFbwncws4Y75u/l061ne/vUk3+8934zWNYwyh3tomDfAYhHIKKq4bpapsRd5DcnXlehN5utmoEdjR2J9uvUsn/6VzLr4TO78bLfTF3IWBMEh5q0h97Di4EXGzt/FuvhMnvj2oNPjzRwbDvXbkllUwWNLDpKSX8aaoxnXxULUohNLU6ZMYe/evfTr149u3brx6quvsnv37usmY15rTGYLMbO3AhCXlMfD3+x3iCO4HqhqT0mFsc7vG0wWYt7dSlpBBZtO5vDyz8eb07wGU9W93RAP2RPfHuLxpQe56aPt3PnZruYyrVFULYzq6j5JydPy4Z9nAHh+ZGeUchkHUgs4nl7UnCbWS2PEktki8PKqY+Rrr1RqC3ekOD1A3/4eGpJnBUHgP7+dZOh7f9H59Y0cvlDQnOY1CPt3qb58Xcl/fj1Jlzf+IGLm7+xPcX4l5xBoX0+eLigz8NWOFNu+wWThv7+dbDbbGoLOaMG+eqvvXdLqTbz/xxnbfk6Jnl+PZTWXeQ3C/hkYTJZ68+ajiw845Ocv4841m20NRXRi6dFHH2X16tXk5+czd+5cioqKmDBhAsHBwUyaNIlffvmFiorGeyoWLFhAeHg4Li4uxMbGcuDAgWawvvHMWJNQ7diPBy46wZLa0eodC6ASXd2F6uzfTzns70rO50x26TW3q7FU7SqpryX9e0IWf53Ote0fTy8mu1jXLLY1hqoestrEhsUicPPcOPQmC0M7+fP8yM7cGR0KwNLd55vbzDopd+g6qdvLsmBbMicyS/DQKIl7eQS+biqyinXsTnauF9a+Yi6tJ08A/J6QzdI95237r69NrNcr2NzYe41L9aZ67fkjMYvFu694Jv+3JanZbGso9u9/XUJDEATe+e0kWr0JhVzGu3f1BGDb6VyndqNW9dyX6uq25bO/kikoMwDw3M3W5cAW70p1qkNB2wiv/bbTuSTnagGYd280ADvP5pOU49w6QnRiqRKNRsNtt93GwoULyczMZP369YSEhPDmm2/i7+/P2LFj2b17d4OutWLFCqZPn85bb73FkSNHiI6OZvTo0eTm5tZ/cjOyP+USq4+kA/DSLVE8FGtdq27nddYVV17Ns1R7Zl51ON1WIUzo347belljY5bsdn7XT1VxpK2jUNLqTTyz7AgAGqWc9n6uAKw6nNZ8BjaQqq3nqhW1IAisPpxOx9d+tx179ubOyOUyHhrUAYA/T2TbClxn0JB5WSwWgc/+Osu8zdYK+ekRkXTwd+e2XiEAfOPk7kT7CrZEZ6qzskovLGfGGquHdXhUGwBOZ5dyNK2oWW2sD/u0FwSrYKqNM9mlPPXDEYdj+1IKOOvESk5nNGO0m2ustgbQuTwtETN/Z83RDAC+nxTDAwPDaOvjSqnexO8J2S1ib01Uff9ra4yW6U088NU+mxfmi4f6MemGCNRKOSezSjh4vrDZba2NqgKvNg9fcYWRt389AcBjQ8IZ368dt3S3zqW44qBzy1bRiqWqxMbG8u6775KQkEBCQgIjR44kK6thrsd58+YxZcoUHn/8cbp3786XX36Jm5sbixcvbmarayenRMfTy44gCHBL9yCeHdmZCQPaA7A35dJ11RVXtQCqKTObzBamr4znXz8fAyDAQ8Ps8b14fGgEAGuPZjg9NqDqfZTqay6UdEYzj36z37a/7V8jeO7mzgB8sf2c07uEq6Z/8eXuE0EQ+Hx7MhEzf+ely88BwM9dzaCO/gD0be9DlyBPygxmbvtkJwaTheLyK9cTBIHiCiPFFUYqDGb0JnOzxEPYL1FRZjBVc9ufzCxhzCc7+WiTVSj1ae/DU8MjAbh/oLVREZeUx4qDF2t8Hpe0erKLdRiacYSXvbAwWwSHGCZ7Kgxmnv7hCKU6E12DPVn4SH/G9rYKvg3HW6b75JJWz8+H0th0ItvBe1S1kqutK85gsnDX51cap6f/+w9bJbfykPMquaJyR3vtveCCILAuPoPwGRsYOffKiOpHB3dgSKcA5HIZD8RYy9zv9p53mpevqmepuMozMFsEbvxgGz3e+pO9l7s9e4R6MaZXCD5uau7p3w6A/212npevasOzqmdJbzJz75d7iZ61iQuXylEr5Tw9wpqf77tc762Lz3TqGouiHQ1XFaPRaJtrKTIykhdffLFB5xkMBg4fPszMmTNtx+RyOaNGjWLv3r01nqPX69Hrr1TsJSUlV2F5zbiqFQyJ9Cc5V8vH9/UBILqdN+39XEkrqOC5H4/yzWMDr/nvNoQTmcX4uasJ8bZ6U6oKN/uuqJ1n83jkm+pdmmufGYJKIWdAB1+i2/twLK2IsfN38tdLI3DXOOe1LNHV7Vk6crGQmasTOHO5pSyTweKJAwn1ceW2XiG8vf4EZQYzX8Sd45kRnVrM7qpU9ezlluiZ8t0hNp/McTjuqlLw7MhOPDmso+2YXC7jrTu68+Ci/WSX6Ih6o/rai/Vxc9dAFj064KqmH7CvEAQBEjKKOXS+gA/+OFNtjTK5zOqurxz91qudNxP6t+Pnw+m8ujqBV1df6cru38GXwxeqt7BVChkjuwYxvEsbhkT608Hfvcm2V1KT0PCo8m7vSc7nwUVW4e3rpuKrRwbgolJwd/92/HY8i+UHLjB5WAShPq4O55ktAuuPZZCQXsKNUQEM69yGjMIKCsoNlOqMpOaXcXPXQH49lsX7f5xulN339G/HRxOs3R+F5Y7exeIKI+3t9tMKyhn2gePkwO+M62m9h37t2Hwyh58OpvHMiE74ujf/PBx7zuUT4u1KRID1+RVVONq/IymP8Bkbaj3/mRGRvPKPrrb9+waG8cX2cxxPL7Z5Yn3dVAzr3AaVQo5aKaNMbyYho5gXRnVmdI9gSnRGvFxUTZprTmc0U6Y34eeuto3+KixzFEdW0SCwIaFmIe3jpmL100Ns+1Nv6sSqQ+nsTbnEkDlbeWRwODERfgR7u6A3mvl+3wUSLw/wMFsEnhnRiSGd/ElIL0atlBPk5VLt/auN4goj/f67GV83NRueu4EgLxegekN0zZEMxvQK5qsdKaw6nI5GKXeIrVw2OdZ27vAubfBzV6NSyEgrrLA925ZGJji7GdxIVq5cybhx41CrrRnvs88+48MPPyQ9PR1fX1+ee+45/v3vfzf4epmZmbRt25Y9e/YwePBg2/FXXnmFuLg49u/fX+2ct99+m1mzZlU7XlxcjJfXtRtmKggCJToT3q5X5iz6ft8F3vwlEQBPjbJOtzhAbIQfd0SH4ueuRqOUM7RTQJMycW6pjm/3nGfBtiuBdnf3a4feZOa3RrZ+D7w2ksDLGQHg8IVC7vlyD1XfxMqurbQCawyan7uaQE8NmUUVjOoeRFpBOTd2bkM7P1cGhvuhUSo4erGQqCBPXFQKAj01CEB2iQ6T2UIHf3cEQWBfSgHrj2WSUVTByK6BTBwSDli9QvYVi0IuqzMQ8ZuJAxjZ7cpyO3d/scdWEc8c0xWj2cKx9GL6hvlw8VI5P112I4/v25Y2nhpGdAlkXXwGGUUVhHq7cmNUG0b3CEKpaJjD12S2sHTPeY6mFTHxcgEI8PxPR1kXn1nreZ4aJZ8+0JcRXdrUOhx32vIjjX6uVbkjOpQBHXyJTyti7dEMPF2UlOpMDOscwM6z+agVcgxmC+5qBe393Hh4UAcevtwNOPS9v8goqj/28POH+tm63ewprjAy5uMdZF6jGDK1Us5743sxoksg3q4qZFjjqtxUCo5nFPOfX0/QLcSLB2LCbMO07/p8N0cvFtmuMaZnMJ892I9yg4kNx7NYsvu8TXgDrPznYNszFASB/1uwm+PpxfZmVKtUWpoO/m48MqgDB1IL2FRFfIN1kMCLt0QB1op37PxdnMoqYVS3IBZNHNAsNpktAtvP5PLextOcvRzrcmd0KGN7h/Dk94cbdA25DPbNdCyXKvn5UBovr7q6QSjR7X3wc1Ox7Uwe7XxdmdC/PVnFFWSX6DhyoZDHh0bwyVbHEd592vvQI9QLuUzG9/su1Psb7f1c+eP5G2tsbL69/oRDPNzVUFnvqBQyooI8OZFpdRYEe7mQXXIlv1kbMX3o1c6bKd8eIqUBI4Z7tvXiswf6EV5FEJ3PLyPMz61Z5n8rKSnB29u73vpbdGJJoVCQlZVFYGAgS5Ys4ZlnnuGVV14hNjaWo0ePMmfOHD7++GMmT57coOs1RSzV5Flq3779NRdLNSEIAvcu3Nus/c+VlVolbTw1V91F9ubY7ozpGUywl0uNL/yS3anM+tW5o04aytBO/nz96IBqs3vX1MpuCqO6BZKSV+ZQuAzrHEBJhZFe7by5WFDBjqS8auf5uKkY3T2YFXV0e/w4ZRCDI/0bZMeh8wVkFFWg1Zs4l1tmC9z9+tEBBHlp+HzbOeLTihwKyGtNTQ0CTxclr/6jKw/FhtU594ogCOxKzmfX2XwWXh7hdEv3IDw0SkZ0aUMbTw1P/3AEiyDUGzTbGP51axQDw/14dPGBasKmNrGz+unB9O/g53AsMaOYsfOv3QjLAR18OXRZzEe2ceeGTgHsTy2gVGfigZj2TB7WkZlrElh7OW6nsXw7KcYWb1XJjqQ8Hl1s9Sy/dltXxvVti7eriuJyI/laA+//cZrzl8p4OLYDN3Vtg6+bmpNZJWw5mcOAcD9CfVwI9nZFZzQTf7GI+LQiVhxMw89d3aj3bkAHX85fKiNfe8XT9H99QnlqeCTdQuovs+sSTF2CPB1Eb3MR5udGVnGFQwwWwMTBHXggNqzO+aAMJgvf7jnP4t2pZF0Hg1CqMvmGCJ4d2dnBMdBStFqxJJPJ+PHHH7nvvvsYNGgQ99xzDy+//LLt8y+++IKvv/6aI0eO1HGVKxgMBtzc3Fi1ahXjxo2zHZ84cSJFRUWsW7eu3ms0NLGvFYIg8HtCNvM2nyHE25VddqN+Qrxd6Bvmg8ks1NjyuxYM7eTP7uTqQ4IfiGnPjwfScFcrGNE1kOdu7kyF0UzHNu54udSfCQrKDMxYfZyiciMHzluHTXu7qugc6GEr5FuCyq7Oqqx6ajADwv1qOOMKiRnF3P/VPvw91Fy4VF7jd6KCPEjK0dr2Azw0DI7059djtXuDmoJ9S++T+/vwf33aXtPr14QgCHy9M4XZv1fv+gn01JBbg+ju4O9Wa1qtfnoIh84XMDY6FNnlazTU89YULBaBY+lFrDqczrL912bUaV3eoPfv7sWE/u1rbTEfvVjIXZ/vse3f3iuEvFI95UYTn9zfl8g2HhSXG/ls21na+7nRNdgLpUJGe183DGYLHhployugDcezWLb/gsPcNqO6BbHlVPXyRKOUc+D1UXX+xrM/Hr3m73ZN9O/gyyuju/D0siNodSa6hXpx7HKA/LeTYhjQwReZjGZbwiitoJyVh9IYHOmPl4uKiwXltkEg/cJ8aO/nxuELhaQXVhDu70aAh4bkPC1F5UZkMmt38+CO/jx5Y0ceX3qw2vXnTogmJsIPF5UChVyG31V0axpMFn48cBFfd7VtBGwlFy+Vk5KvpWdbb3xcVXy2LZlNJ3JQKmQEebnQ1scVg9nCofMFBHhobO/J5BsicFMreGJYx8vzJB0gp+RKflcpZDwYE8b3+y7wwqgoOvi7Ed3Op5oXqaVp1WJJLpcTGhrKpUuX+Pnnn7n99tttn587d46+ffs2Ko4oNjaWmJgY5s+fD4DFYiEsLIxp06YxY8aMes8vLi7Gx8eHtLS0FhFLjUUQBCqMFlQKGXlaA6eztZzI0pJWWMEfp/LpEujOgwND+XZfOoMifAny0pBTosdottC5jTt923vholLQzselxlmRc0r1nMzScmMnP3JL9QR5aZA302yrgiAgk8nQGc1olHJkMhkWQeDCpQq8XJToTBYKLgd1ZhXrMFsElAo525IucWMnP+QyCPV2oWuwB3IZfLMnjflxji7uDU8P4ExOGYMjfK46fqrS3to+A67EJpQbeW39GfQmC4cuFtd4zqMxbQn0VJNbaiBPa+DFmyPwdVMx6YfjJGQ6tm7X/7M/By4UM7ZnIG7qll+rz2wRMFsEVApZvbPvmi0C//srle8OZCCXWUXyizeFMy7auTOJ21PZLW62COw/X0R+mZHYcB+MZgtdgzzILtEz5nPHSs5To+Dz+3qy5lg23YI88HNX4eemonOgu1Na0Y1BEAS+2ZtOW28NN0T6cSStmKGRfhjNFlwu572GYLYIPP1TIvvOF9X6HXe1whYA7+WirBY/WJWbovzZlnSJoR19CfRU89LNEXhd5+nZWARBwGAWKDdY45ja+TYsbuh6odJ+s0XgTI4WlUJOz1BPyg1mp5RHtVHZM1RUVIS3dx0znQsiQyaTCfPmzRPuv/9+QaFQCHK5XLjpppuEZcuWCTqdTkhMTBS8vLwadc2ffvpJ0Gg0wtKlS4WTJ08KTz75pODj4yNkZ2c36Py0tDQBkDZpkzZpkzZpkzYRbmlpaXVrD0EQl2dJLnd0wT/22GMYDAbWrl2LRqOhT58+ZGZmcvp040aAVAaKZ2dn06dPHz799FNiY2MbdK7FYiEzMxNPT89run5NpeK9Xj1WrQUpnVsGKZ1bDimtWwYpnVuG5kxnQRAoLS0lNDS0mr6wR3RiKTExkZ49e1Y7XlpayvLly3n55ZcpKyvDbBbnoo/2tHQs1N8VKZ1bBimdWw4prVsGKZ1bhushnUU3KWXv3r0ZNGgQX3/9NVqtNUg2NTWVjz76iNmzZ1NeXs4tt9zS4Ovt2LGDO+64g9DQUGQyGb/88kszWS4hISEhISEhRkQnluLi4ujevTvTp08nICCAkJAQOnfuzHfffccTTzxBamoqf/zxR4OvV1ZWRnR0NAsWLGhGqyUkJCQkJCTEiuhm8NZoNKjVapRKJXq9HrPZjNlsRqlUotFobLN4N5QxY8YwZsyYq7KpuWKW9Ho9M2bMQK/XN8ss4RJWpHRuGaR0bjmktG4ZpHRuGZoznRsasyTK0XB9+vQR5s+fLxQUFAiCIAhnz54VXnvtNaF9+/aCSqUS7rjjjiZdGxDWrl1b7/d0Op1QXFxs206ePOn0SH5pkzZpkzZpk7brdfO/fbrQ4dXfBFVgR6fbUtPW6kbDHTlyhH79+lU7XlZWxrJly5g5cyZFRUVNCvCWyWSsXbvWYXLKmqhtuRNpRISEhISEhER1es/eCcA/ugXwwV3dnGzNFRo6z5LouuHshZJOp+Pbb79l5cqV7NmzB5lMxg033NCoAO+mMHPmTKZPn27br0xsLy8vSSy1AoQ6JpKUkJCQkGg6MoXyuqwn6yvzRRfgDdb13B577DE8PDx46qmn+Ouvv9Dr9eh0OrZs2dKgWbevBo1GYxNGkkCyIggCZ7JL61x4VgxsO51Ln/9s5o/EbGebctWIzGlcjU+3nuXZH49iMjtv4dirZd7mJMYt2E254dqtPdfSlOlNpORp6/+iRLOSkqelwiD+KXEsIi2XRCeWxowZQ4cOHfjhhx/o3bs3u3btQhAELBaLbWsNcyyJjYU7Uhj98Q7+8+sJZ5tyVTy+9CDFFUae+qFhq5VfryzYlkyf/2zmTHbzL/DZXMzbnMSvxzLZejrX2aY0mU+3niU+rYjVh9OdbUqTuefLvdw8N46E9JqX4BED+Vo9epN464XDFwq4eW4cd3+xp/4vX4fYN9yaayms5kZ0YkmlUrFq1Src3Nz4+eefGTp06FVdT6vVEh8fT3x8PGCdsyk+Pp6LF6/NIpp/F97baJ0x/du9F+r5pkRL8OGfZyiuMPLGLwnONqVJ2HuTxOyVqaS+tc6uZ05lWUcf/ZbQ/IvhNgcXL5UTO3srjy+pvjitWFh1OAOAk1niHHFnv5C0WMWS6GKW1q9fD8A999zD9u3biYyMvKrrHTp0iJtuusm2XxmLNHHiRJYuXXpV15aQcDZi7RbV6q+IC7EWrvataYNJvF2JlShE+hz+Op2D2SKw59wlZ5vSZMTepV6iMzrbhKtGdGKpks8++4wJEyawc+dOevXqVW1+peeee65B1xkxYoToX0QJidZGqZ0nRm8Up9Aobw3xJXZiW6S6G5P9PVgE5HLxiT6xNnoq0drlZ7F6ikUrln788Uc2bdqEi4sL27dvd4hkl8lkDRZLEhKtGbGO6rP3LJWJtHC1vweTRZyCzz7tBcRZYdt7Jkt1JrzdGjdx8fWAvVYS42hd+8ZPmV6cjQjRiqXXX3+dWbNmMWPGjLpn3ZSQ+BsjriL1Cg5iSS9+saQVacyS/T0YTeIUS/bxMmUGsYqlK2lfYTTjphZX1e0glkTa+BGtyjAYDNx3332SUJKQqIL9qB+RNUBt2IsLrUhbovb3UCpSwWcvVCuM4nwOreEeDA4DHsR3D6V2MUtibfyIVmlMnDiRFStWONsMCYnrDns3t0ykviV7cVEh0pZoa/AsOcaOia+SBsfnINZ5iuzfHzHeQ6lDt7r47AcRd8OZzWY++OAD/vzzT3r37l0twHvevHlOskxCrFSdh0WMsQHg2HIT69wyWp34C1cHsSTS1rS98BarV0bbCjxL9qPJxHgPjjFL4swLohVLCQkJ9O3bF4DExESHz8RYwYmZqqMJjWYLKoX4nJZVW/9Gs4BaKb53qdRh5In4ClZwLFDFOnrGoRtOpJ4lrV7clTRUHYklznsoFbtnyU7slRvMohyVKFqxtG3bNmebIHEZXZWh3eUGM96u4hNLVUdpVBjNqJV130duqY6Yd7cCsOaZIfQL8202+xqKfQClaCsHhwBvcd6D/XMQq2fJPl5MJ1KxZP8cxCg0oEo3nAifQ9WGqNZgwstFXIH2oqvRwsLCmDZtGps3b8ZkEmcB1FguafU8sfQgj3yz/7pcNqFU7zjhmFgL1aoTp9XnLjZbBJtQAhj/+Z7rwsWsbWVemcbcQ7nBdN2sJVfaBM+S2SLw86E09pzLby6zGoXWofvn+kjXxuLYDSfO/FAm8rirwnLHsrWozLovCIJoGhKiE0vff/89Go2GZ555hoCAAO677z6WLVtGUVGRs01rFk5mltD/nS1sPZ3LzrP5vPTzMdIKyp1tlgNVWw2lIp2ttWqmLSgz1Pn9f35fff24Hw84f5kcbSPnNBEEgePpRfz3t5Osi89oTtMajH33T1F5/e9TcYWRF1fE0/3ffzLw3S0cPF/QnOY1iDKHmKX67yGvVE/Pt/7k5VXHefDr/Xy141xzmtcg7JdpKW9EpXY+v4yfD6VdF2LdMTi6YYIvu1jH62sTOJ9f1lxmNRhBENDapWNDht5bLAKPLzlA+IwNfLr1bHOaZyMxo5i4pLwaPyssdyxLb/xwG+EzNhAx83d6vvUnGxOyajyvwmC+bhrfohNLw4cPZ+7cuZw9e5bdu3fTp08f5s+fT3BwMDfffDMff/wxKSkpjb7uggULCA8Px8XFhdjYWA4cONAM1jeOcoOJB77eV+34/7YkOcGa2qnaar6krVtkABxLKyJ8xgbCZ2xg25nrY6HUqqIvr1Rf63ctFoFDF6wV8qCOfrxxezcAvt6Z4vSgavtK2mC21Ont0upNjP54B3d+tptvdqXy/E/x/JFYc8HVktgL1zxt7c+h8rvRszax9qhV6BWWG5m2/IjTC1n7e9AZLRjr8HiVG0xMWnrQoYtlzsbTTm8YlVRcEXlVK7za2HYmlxEfbeflVcd54Kt911V+aIh4O3qxkFHz4li2/yIjPtpOTomuOc2rl3KDGfuw0NySuvODIAg8uGgf285Yhcu8zUks21/7mp0ms4XiciM6o5m4pLx6lyYpKjew6nA6k789ZCvDw2dsYOz8XUxcbBVoL/x01Db7uyAIJGbUvQjzbzWIpc0nc+jzn010ffMPMooq6jy/JRCdWLKnR48ezJw5k3379pGamsoDDzzA1q1b6dmzJz179mTDhg0Nus6KFSuYPn06b731FkeOHCE6OprRo0eTm+u8SjytoJyh7/1F8eXCau0zQ5gzvhcAa45kOL0isKe4wjFzXarDIyMIAgu2JfN/C3bbjj2+5CD59VSILUHV7sTaxJJWb+KdDadsHo+lj8fwyOAOBHu5kFOi54Wf4pvb1Dqp6iGrKW0FQWDTiWx6vvUnSTlah8+e+uGI09cys4+VKSo31ig0LBaBH/ZdoOdbfwLgopLz7l098dQoySnR89GfZ1rM3pqo2vVQ2/QBqfll/OPjnSRcrlB+fmowA8N9EQT46WDLeCoFQWDvuUvsSc53GLBhX3EWlBnqXXbjeHoRzy4/ats/ll7Mg1/vb9ByHYIgNMvSU/bxb/n1NOTSCsp55JsDDnnojV8S6zij+ana2MmuQ7yZLQK3fbqLfSmOntVPtpytsc5IyiklZvZWoi+LkomLD9D77U2Ez9hA5Gu/Ez5jA4PnbCV8xgaGf7iN6Fmb6POfzfzr52NsOZVTqx2/xGcSM3srBpOFGz/cRu7lsrRjgHuN3y+pUodsPpnDlO8O2SYUHfreXyTnltb6ey2BaAO8qxISEsKUKVOYMmUK5eXl/Pnnn2g0mgadO2/ePKZMmcLjjz8OwJdffsmGDRtYvHgxM2bMaE6zayXQS4OHi5LCciPfPxFD3zBferb15uMtSeSU6On65h+c+s8/cFUrqp1rMFmwCAJymazeAOWmUFxhxEUlR6O0/nbVFuelWoTPnnP5PPj1/ho/W3kojWdGdGqyTY0Z5m+xCLz/x2kW7kjh32O7M+mGCABKKhwLpb0plxjTK5iUvDKm/XgEN5USrd7k0Mr55/COuKis6TBxSDjv/3GajYnZhM/YwIujojiXpyWjqILDFwoJ9NTwYGwYl7QGhnUOYHCkP57NEORYtdsqr1RPB393BMG6mOg/vz9cTVDNGNOVO6JDGfreXwBsTMzi//q0bfBvJuWUsmhnCisPpfO/+6K5q2+7Bp1ntggUlVsr4UAvF9vxgjLHd2j14XROZJYgl4GbRsmOpDxOZDquwP76bd14KLYDWp2JORtPs2hXKvfHhNEp0KPG377WU0NUvV5RlXxRqjPh664GrHlow/Es1hxJ59CFQgBUChk/PTmI/h38mDysIwfPH+abXanc3iuU7qFe18zOquRr9Qx4Z4tt/43buzF5WEfAMU9YBGteD/CoXq6azBbe+CWRnw6mATAw3JcHYsKYvvIYhy8UEvna72x+8UY6B3k6nKc3mdlyMpepy4/Yjh16Y1SNv9EULBbBQWzk1iE0jl4s5O4v9mARoF+YD2+O7c7dX+xh88kctp/JZUSXwGtiU2Opmlcza/Gy/J6QxTPLrqTjK//owqShEfT9z2ZyS/V8v/cCU27saPv8XJ6WW/+3o9bfrRS4WcXWNLtwqW4v57x7o1lzJINdydZ4u3ytnqg3Nto+99QoWT5lEIkZxYzo0galQs6+lEvc/9U+TmSWYDBZUCvlJGYU8/xPR6tdf9S8HSS9M6ZZ6rSGIBNEvoqsyWRi27ZtXLx4kfDwcEaMGIFCUV1A1IbBYMDNzY1Vq1Yxbtw42/GJEydSVFTEunXrqp2j1+vR668U5iUlJbRv357i4mK8vK5doXY2pxR/Dw1+lwtYgEU7U3hnw6kGX0MuAy9Xla0CDfZysbVMOrZxJyWvjFHdgrgjOgSlXE5qvpYKoxm90cKILoG4axR4u6pIytGyYFuyrfXbzteVLdOH46JS8N3e8/x73QmH3x3U0Y9R3YIoLDfw/d4LDrEPAJOGRvDCLZ35IzGbV1Ydx99dzc5Xb6p1Gv/iCiNpBeU8/M1+isqN3N47hKMXCsksvjYu8hdGdebjLY3r23/1H115anhHWwVptgj0mbWpSbM1Pz+yM7ERfni7qege4lVvJS4IAkk5WtYfy+BsjpZXx3Qlso1VFMxck+AQO6VSyBgY7lfrqutzxvfigZgwAKYtP8Jvx7MY0MGXVU8PqdMGs0XgxRXxrD+WWePnfcN8uH9ge15dnYCbWsHaZ4ZiEQQOpBYgl8HGxGwHm3qEevHabd3IKKrglVXH6/xtezxdlCx8pD9DIgMAa8xcr7c3Nfh8++v0CPViWOc2+LurGdopAH8PNSaLgFohRyGXIQjW9ATrFCUHzxfwxNKDtvd76k2RvDy6KwBj5+8kMaOk1t+ryg9PxHJDZ+s9CILAfQv3caBK7JWPm6rGGK6uwZ7c0j2IyTd0rHc5D4tF4OFv9nP4QiGdgzxqtTEiwB2zReCiXVfgHy8Mo2uwl83G7/Ze4K31jnnfRSXn0Bu34KFRsi4+g+dr8LR2C/Eiu7iimvfNnr5hPnQP8eLWHsHc0CkARROGmheVG+jzn822/Rs6BfDD5Fjbfl6pnj9OZLN4Vyqpl+OTlHIZf754I5FtPHh7/QmW7jkPwF8vDSciwJ3sEh15pXpKdSY2nchmZ3I+wV4uPDq4A+183UgrKOdCQTk3dQkkIsAdpVyGXC4ju1jHW+sT+fNEDiHeLvz05CA6+F/xtAiCwPSVx1h7NIOtLw235eejFwu56/M9tu8Fe7kw5+5ePLv8KG5qBZFtPNib4pi3x/dry7x7+wCw4uBFXl2dAMCbY7tzT/92rD2Sznf7LpCSZ73nf90ahVwuY1yftuxOzmfV4XQ8XZRsOXWld+WO6FCi23mTp9XzwsgoXFTyWsupl38+xs92g5EeGdSBGWO64q5xLN/1JjND5vxVY2/EoI5+fP9ELOmFFYz+3w4MZkuziKWSkhK8vb3rrb9FJ5aeffZZRo8ezdixY0lPT+eWW27h7NmzBAQEkJ+fT/fu3dm4cSNt2zasVZyZmUnbtm3Zs2cPgwcPth1/5ZVXiIuLY//+6p6Qt99+m1mzZlU7fq3FUm0s2JbMh07uYrga/nVrFFNv6oRMJkNvMnPD+9vIK9UzJNKf5VMG2b63MSGLp+1aSi1FlyBPzuTU7PJ9ZFAH7u7fjnB/N3zc1NU+t1gENiZmM3X5ESLbuHMuzzFAtFuIF6eyGl6BNobPHuzLrd2DeXzpAXYn1yyM7Fn5z8HERPg5HMst0TH4vb8wWwSHArsqk5Ye5K/Tzd9N3T3Ei5O1pNfgjv78d1zPGj1HCenFjPt8t1NWa48K8qjWtVkbaqWcSUMjmHpTZDUvY1G5gUcXH+B4et3xHvXhoVGy5pkhLNmdyo8H0lAr5A7LZ1QyZ3wvdiTlsTExu9ZrRQS4M2VYR+4f2J77v97HgdTqgfQJb9/qcC8/H0rj5UaI34YQE+HHwHBfyg1mluw+X+3zna/cRHs/N5JztYyaF+fwWddgT05n196ls/CR/ozuEQxYA70Hzdla63evlr5hPqx6aggKuYx/fn+IP09c6dryclEyZ3xv0gvLmbPxdIOv+dUj/bn1sv1gnfdu2Pvbau2+++KhfozpFdL0m6gBQRCYtzmJ+X8lM3NMV568sWOtwuqTLWdrjMPd/9pIgi57m7OLdWQWV9Cnnc81n5+p1Yql4OBgtmzZQs+ePbnvvvsoKCjgxx9/JCAggIKCAiZOnIiLiws///xzg67XFLHUUp6lusgp0fH5tmRMFoFl+61ehNE9gujT3pcB4b54u6pIySsjX6tHAFYdTudYWhGjugVy8HyhQ5xRsJcLrmoFOSW6WuflUcplmC5XPDWJAIBAT42tb7oqjw0JJ9THhftjwqrNr/FHYhZP/XBFFLXzdSW9sP6APm9XFcUVRpRyGR0v21RT5WhvO8DtvUOYM74XLkqFzU1s/5u/PXsDFy6VExXkQWp+GUFeLkS396nXnsZQbjDx04E0tiflsSMpDz93db2j7xpLZfpUcmv3ICbdEMHAcL86W+mPLznAtjN5PHFDBDd3DaRzoAdtPDUcSC0gIaOYNUcyqgmYH6cMYnCkPwaThYHvbkGrN9X4LFxVCmQy8HNX29L7nv7t0OpM/HHCsZLu38GXVU8Ntj07i2D18DS066xUZ2Te5qQaK1Owvsd6kwW9yUIHPzfO5mqrxd81htqe4dt3dOftX0/aRMrbd3THVa3gjujQehdELdOb6HE5Jsueqs+2qYzv15abuwYysmsQrmoFOqOZv07nOnTngLXiruodtmd4VBvev7s3wd4uNX5+PL2It9af4OjFIgDc1Qru7NMWHzcVEQHujOvTFqVcxqaTOTz1Q/VRpi2Bj5uK358bRqiPq8Px9ccyee7H6t1CbX1cySiqQCGXMbRTAGkF5TbvVGMZ37cta47WPRK1Y4A7FwrKHfJVoKeGaTd3IrdEz7i+oXQK9Kzx3BOZxTz/UzzJuY4ifkAHX5ZNibWFVDgDi8UqrD7blgxY67F59/ap5oVqLlqtWHJ1deXkyZNERETQvn17Vq9eTUxMjO3zxMREbrrpJvLyah7CWJWmdMNVpaGJLRZKdUbc1UpK9SYEQcDLRVVNze9IymPWrycwmC2kFVgrva8fHUBcUi53RreldztvVAo56YXlBHm52OJ6aqNqq8qeyTdE8OzNnXFVK5DLQHl5dvDmiDnRmyz12tqcnMoqIbtYx7d7z7P9jOM73DfMhynDOhLu786hCwXc0CmANp4ayg1mbv3fjmqV5+cP9WPNkQyeGt6RfmG+DW6RVQZX1odKIWP5lEH0r+PalcWLIFgX9W3I86owWCcDbUq3y7Wi0u60ggpc1HIUMhn5WgO5pToUchlf70gh2NuVp4dH0t7PFZlMhsUi8NfpXM7klJJbomPdsUym3xLFo4PDm91ek9lCZpGOUf+Lqzc4//ZeIbw8ugvhtQTbVqI3mbn7iz2M6RlCuL+7Q1xRJR4aJYmzRl+V7XUhCAJZxTrWHs3gdHYpfyRmoVLIeXhQB8r0JjafzLE10EK9XWrtlh/U0Y+UvLJqjblZd/bgkUEd6s0bOqOZszlazuVp6RvmQ4i3a43dQTqjdeSai0qOySJQrjdz4HwBy/dfYNuZPEZ1C2TRxIHoTWb6/mdzjY3TpHfG8NCifRw8X+hw/KMJ0UQEuGEwCRjMFoZHtanT5po4nV1Ccq6WYZ3boFbIa4x5/bvRasVSdHQ0r732Gvfddx/du3fn008/ZdSoUbbP9+7dy9ixY7l0qf5uiEpiY2OJiYlh/vz5AFgsFtvklw0J8G5tYqmxCIJAqf7qZ2R945cEfthn9ZKN6NKGD+7pTaBnzS1Vier8cjQDg8mCRiXHQ6NkZLegJl1HEAReXX2clYdqnwC1OVz3Es1HYkYxwd4uVxU4bbEICMDu5Hy2nsrh/KVy3r6zBxH1iK6WpmrAeoCHmnn39mFAuC8KucxpXhSzRajWAMgqrmDwnL9s+3MnRHN3/yuDIw5fKOBsjpaYCD861tIlLnF1tFqxtHTpUt58802+//570tLSmDNnDvPnz6dbt26cOXOG559/ntjYWL7++usGX3PFihVMnDiRhQsXEhMTw8cff8zKlSs5ffo0QUH1VzjFxcX4+PiQlpb2txRL1xq9yYLGSSMeJKwIgsCyg5nIL3uDfjiYwb39Qujcxp3BET7S+osSEteQhMxSsop13NwlAKXI1kwTO5VhNEVFRXh7e9f+RUGEzJ07V3BzcxNcXV0FtVotyOVy2zZu3DihtLS00decP3++EBYWJqjVaiEmJkbYt29fg89NS0sTAGmTNmmTNmmTNmkT4ZaWllZnPS86z1JiYiI9e/akqKiITZs2kZqaisViISQkhKFDh9K5c+cWt8lisZCZmYmnp+c1bXFXKl7JY9W8SOncMkjp3HJIad0ySOncMjRnOguCQGlpKaGhocjltfdoiG5Syt69ezNw4EAmT57M/fffj6dnzdH/LYlcLqddu4ZNwtcUvLy8pIzYAkjp3DJI6dxySGndMkjp3DI0VzrX2f12GdEFhsTFxdGjRw9eeuklQkJCeOyxx9i5c6ezzZKQkJCQkJBopYhOLA0bNozFixeTlZXF/PnzSU1NZfjw4URFRfH++++TnV37hGoSEhISEhISEo1FdGKpEnd3dx5//HHi4uJISkpiwoQJLFiwgLCwMO68805nm3dN0Gg0vPXWWw1e406iaUjp3DJI6dxySGndMkjp3DJcD+ksugDv2igrK2PZsmXMnDmToqIizOaaZ6KWkJCQkJCQkGgMogvwrsqOHTtYvHgxq1evRi6Xc++99/LEE0842ywJCQkJCQmJVoIoPUuZmZksXbqUpUuXkpyczJAhQ3jiiSe49957cXe/vmaTlZCQkJCQkBA3ovMsjRkzhi1bthAQEMCjjz7KpEmT6NKli7PNkpCQkJCQkGiliE4sqVQqVq1axdixY1EopEUAJSQkJCQkJJoX0Y2GW79+Pf/3f//3txBKCxYsIDw8HBcXF2JjYzlw4ICzTWpVzJkzh4EDB+Lp6UlgYCDjxo3jzJkzzjar1fPee+8hk8l44YUXnG1KqyMjI4OHH34Yf39/XF1d6dWrF4cOHXK2Wa0Ks9nMm2++SUREBK6urkRGRvLf//4XEUa0XHfs2LGDO+64g9DQUGQyGb/88ovD54Ig8O9//5uQkBBcXV0ZNWoUZ8+ebRHbRCeW/i6sWLGC6dOn89Zbb3HkyBGio6MZPXo0ubm5zjat1RAXF8fUqVPZt28fmzdvxmg0cuutt1JWVuZs01otBw8eZOHChfTu3dvZprQ6CgsLGTp0KCqVio0bN3Ly5Enmzp2Lr6+vs01rVbz//vt88cUXfPbZZ5w6dYr333+fDz74gPnz5zvbNNFTVlZGdHQ0CxYsqPHzDz74gE8//ZQvv/yS/fv34+7uzujRo9HpdM1vXKNXnJVoEWJiYoSpU6fa9s1msxAaGirMmTPHiVa1bnJzcwVAiIuLc7YprZLS0lKhc+fOwubNm4Xhw4cLzz//vLNNalW8+uqrwg033OBsM1o9t99+uzBp0iSHY+PHjxceeughJ1nUOgGEtWvX2vYtFosQHBwsfPjhh7ZjRUVFgkajEX788cdmt0fyLF2HGAwGDh8+zKhRo2zH5HI5o0aNYu/evU60rHVTXFwMgJ+fn5MtaZ1MnTqV22+/3eG9lrh2rF+/ngEDBjBhwgQCAwPp27cvX3/9tbPNanUMGTKErVu3kpSUBMCxY8fYtWsXY8aMcbJlrZvU1FSys7Mdyg9vb29iY2NbpF4UXYD334H8/HzMZjNBQUEOx4OCgjh9+rSTrGrdWCwWXnjhBYYOHUrPnj2dbU6r46effuLIkSMcPHjQ2aa0WlJSUvjiiy+YPn06r732GgcPHuS5555DrVYzceJEZ5vXapgxYwYlJSV07doVhUKB2Wzm3Xff5aGHHnK2aa2ayqXMaqoXW2KZM0ksSUhg9XokJiaya9cuZ5vS6khLS+P5559n8+bNuLi4ONucVovFYmHAgAHMnj0bgL59+5KYmMiXX34piaVryMqVK1m2bBnLly+nR48exMfH88ILLxAaGiqlcytG6oa7DgkICEChUJCTk+NwPCcnh+DgYCdZ1XqZNm0av/32G9u2baNdu3bONqfVcfjwYXJzc+nXrx9KpRKlUklcXByffvopSqVSWproGhESEkL37t0djnXr1o2LFy86yaLWycsvv8yMGTO4//776dWrF4888ggvvvgic+bMcbZprZrKus9Z9aIklq5D1Go1/fv3Z+vWrbZjFouFrVu3MnjwYCda1roQBIFp06axdu1a/vrrLyIiIpxtUqtk5MiRJCQkEB8fb9sGDBjAQw89RHx8/N9iGpCWYOjQodWmvkhKSqJDhw5Osqh1Ul5ejlzuWHUqFAosFouTLPp7EBERQXBwsEO9WFJSwv79+1ukXpS64a5Tpk+fzsSJExkwYAAxMTF8/PHHlJWV8fjjjzvbtFbD1KlTWb58OevWrcPT09PW7+3t7Y2rq6uTrWs9eHp6VosDc3d3x9/fX4oPu4a8+OKLDBkyhNmzZ3Pvvfdy4MABvvrqK7766itnm9aquOOOO3j33XcJCwujR48eHD16lHnz5jFp0iRnmyZ6tFotycnJtv3U1FTi4+Px8/MjLCyMF154gXfeeYfOnTsTERHBm2++SWhoKOPGjWt+45p9vJ1Ek5k/f74QFhYmqNVqISYmRti3b5+zTWpVADVuS5YscbZprR5p6oDm4ddffxV69uwpaDQaoWvXrsJXX33lbJNaHSUlJcLzzz8vhIWFCS4uLkLHjh2F119/XdDr9c42TfRs27atxjJ54sSJgiBYpw948803haCgIEGj0QgjR44Uzpw50yK2iXIhXQkJCQkJCQmJlkKKWZKQkJCQkJCQqANJLElISEhISEhI1IEkliQkJCQkJCQk6kASSxISEhISEhISdSCJJQkJCQkJCQmJOpDEkoSEhISEhIREHUhiSUJCQkJCQkKiDiSxJCEhISEhISFRB5JYkpCQuG7Yvn07MpmMoqIiZ5siCqT0kpBoGSSxJCEh4TRGjBjBCy+8YNsfMmQIWVlZeHt7t8jvx8XF0b59+xb5LQkJCfEiLaQrISFx3aBWqwkODm6x31u3bh133HFHi/2ehISEOJE8SxISEk7hscceIy4ujk8++QSZTIZMJmPp0qUO3UpLly7Fx8eH3377jS5duuDm5sY999xDeXk53377LeHh4fj6+vLcc89hNptt19br9fzrX/+ibdu2uLu7Exsby/bt26vZsH79eu68804AVq1aRa9evXB1dcXf359Ro0ZRVlZm++6iRYvo1q0bLi4udO3alc8//9zhWunp6TzwwAP4+fnh7u7OgAED2L9/v+3zL774gsjISNRqNV26dOH77793OF8mk7Fo0SLuuusu3Nzc6Ny5M+vXr3f4zu+//05UVBSurq7cdNNNnD9/vilJLyEh0VhaZLleCQkJiSoUFRUJgwcPFqZMmSJkZWUJWVlZwpYtWwRAKCwsFARBEJYsWSKoVCrhlltuEY4cOSLExcUJ/v7+wq233irce++9wokTJ4Rff/1VUKvVwk8//WS79uTJk4UhQ4YIO3bsEJKTk4UPP/xQ0Gg0QlJSku07iYmJgqenp6DX64XMzExBqVQK8+bNE1JTU4Xjx48LCxYsEEpLSwVBEIQffvhBCAkJEVavXi2kpKQIq1evFvz8/ISlS5cKgiAIpaWlQseOHYVhw4YJO3fuFM6ePSusWLFC2LNnjyAIgrBmzRpBpVIJCxYsEM6cOSPMnTtXUCgUwl9//WWzBxDatWsnLF++XDh79qzw3HPPCR4eHsKlS5cEQRCEixcvChqNRpg+fbpw+vRp4YcffhCCgoIc0ktCQqJ5kMSShISE0xg+fLjw/PPP2/a3bdtWTSwBQnJysu07//znPwU3NzebkBEEQRg9erTwz3/+UxAEQbhw4YKgUCiEjIwMh98aOXKkMHPmTNv+u+++K9xzzz2CIAjC4cOHBUA4f/58jXZGRkYKy5cvdzj23//+Vxg8eLAgCIKwcOFCwdPT0yZsqjJkyBBhypQpDscmTJgg3HbbbbZ9QHjjjTds+1qtVgCEjRs3CoIgCDNnzhS6d+/ucI1XX31VEksSEi2AFLMkISFxXePm5kZkZKRtPygoiPDwcDw8PByO5ebmApCQkIDZbCYqKsrhOnq9Hn9/f9v+unXrmDZtGgDR0dGMHDmSXr16MXr0aG699VbuuecefH19KSsr49y5czzxxBNMmTLFdr7JZLIFosfHx9O3b1/8/PxqvIdTp07x5JNPOhwbOnQon3zyicOx3r172/53d3fHy8vLdl+nTp0iNjbW4fuDBw+u8fckJCSuLZJYkpCQuK5RqVQO+zKZrMZjFosFAK1Wi0Kh4PDhwygUCofvVQqsrKwsjh49yu233w6AQqFg8+bN7Nmzh02bNjF//nxef/119u/fj5ubGwBff/11NbFSeX1XV9dmu9fK+5KQkHAeUoC3hISE01Cr1Q6B2deCvn37Yjabyc3NpVOnTg5b5Ui7X3/9lSFDhjh4gmQyGUOHDmXWrFkcPXoUtVrN2rVrCQoKIjQ0lJSUlGrXi4iIAKweofj4eAoKCmq0qVu3buzevdvh2O7du+nevXuD76tbt24cOHDA4di+ffsafL6EhETTkTxLEhISTiM8PJz9+/dz/vx5PDw8rokXJSoqioceeohHH32UuXPn0rdvX/Ly8ti6dSu9e/fm9ttvdxgFB7B//362bt3KrbfeSmBgIPv37ycvL49u3boBMGvWLJ577jm8vb35xz/+gV6v59ChQxQWFjJ9+nQeeOABZs+ezbhx45gzZw4hISEcPXqU0NBQBg8ezMsvv8y9995L3759GTVqFL/++itr1qxhy5YtDb6vp556irlz5/Lyyy8zefJkDh8+zNKlS686vSQkJOpH8ixJSEg4jX/9618oFAq6d+9OmzZtuHjx4jW57pIlS3j00Ud56aWX6NKlC+PGjePgwYOEhYVRVlbG1q1bHcSSl5cXO3bs4LbbbiMqKoo33niDuXPnMmbMGAAmT57MokWLWLJkCb169WL48OEsXbrU5llSq9Vs2rSJwMBAbrvtNnr16sV7771n66YbN24cn3zyCR999BE9evRg4cKFLFmyhBEjRjT4nsLCwli9ejW//PIL0dHRfPnll8yePfuapJeEhETdyARBEJxthISEhERLsWbNGt544w1OnjzpbFMkJCREguRZkpCQ+Fvh4eHB+++/72wzJCQkRITkWZKQkJCQkJCQqAPJsyQhISEhISEhUQeSWJKQkJCQkJCQqANJLElISEhISEhI1IEkliQkJCQkJCQk6kASSxISEhISEhISdSCJJQkJCQkJCQmJOpDEkoSEhISEhIREHUhiSUJCQkJCQkKiDiSxJCEhISEhISFRB/8PVHWQtqPnMHMAAAAASUVORK5CYII=", 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" ] @@ -175,12 +176,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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IIYQQQgjRGQbdCCGEEEIIIYQQQgjRGQbdCCGEEEIIIYQQQgjRGXq6EUIIIYQQQgghhBCiM1S6EUIIIYQQQgghhBCiMwy6EUIIIYQQQgghhBCiMwmxbkBzx+Vy4dChQ8jIyIDNZot1cwghhBBCCCGEEEJIjBAEAZWVlejYsSPs9sBaNgbdmuDQoUPo0qVLrJtBCCGEEEIIIYQQQpoJ+/fvR+fOnQOew6BbE2RkZABw/2NmZmbGuDWEEEIIIYQQQgghJFZUVFSgS5cuUrwoEAy6NYGYUpqZmcmgGyGEEEIIIYQQQggJyoKMhRQIIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghhBBCCNEZBt0IIYQQQgghMWVbfiWKq+pi3QxCCCFEVxJi3QBCCCGEEEJI/LK7qArjn/8JAJD3+KQYt4YQQgjRD9Mp3ebOnYvc3FykpKRg5MiRWL16dcDzn3/+eRxzzDFITU1Fly5d8M9//hO1tbVRai0hhBBCCCEkEH/klca6CYQQYjnu/eQvTPr3z6hrdMa6KXGNqYJuH374Ie68807MnDkTa9euxZAhQzB+/HgUFhZqnv/+++/j3nvvxcyZM7Flyxa8/vrr+PDDD3HfffdFueWEEEIIIYQQTWyxbgAhhFiPBb/vx6ZDFfhlR3GsmxLXmCro9uyzz+L666/HNddcg/79+2PevHlo0aIF5s+fr3n+ihUrcOKJJ+KKK65Abm4uzjzzTFx++eVNquMIIYQQQgghhBBCzIjLJUiv7XbubMQS0wTd6uvrsWbNGowbN046ZrfbMW7cOKxcuVLzM6NHj8aaNWukINvu3buxaNEiTJw40e916urqUFFRofiPEEIIIYQQYjzyhSIhhJDwqK5vlF4nOUwT9rEkpimkUFxcDKfTiZycHMXxnJwcbN26VfMzV1xxBYqLi3HSSSdBEAQ0NjbixhtvDJheOmfOHDz88MO6tp0QQgghhBCijVyDUe90IcXuiFlbCCHEClTVNTZ9EokKlg55Ll++HLNnz8bLL7+MtWvX4tNPP8XChQsxa9Ysv5+ZPn06ysvLpf/2798fxRYTQgghhBASv9Q7XbFuAiGEmJ66Bu+9tL6R99VYYhqlW5s2beBwOFBQUKA4XlBQgPbt22t+5sEHH8RVV12F6667DgAwaNAgVFdX44YbbsD9998Pu9035picnIzk5GT9fwFCCCGEEKIbgiDgnVV70btdBkb1zI51c0gECLKM0roGF5ASu7YQQogVcMpurKxeGltMo3RLSkrCsGHDsHTpUumYy+XC0qVLMWrUKM3P1NTU+ATWHA63XF0Q6BdBCCEkeARBwO6iKj4/CGkmrNx9BDO+2ITLX10V66aQCGlwyRQZVLoREnOcLgF5xdWxbgaJALk/Zh2VbjHFNEE3ALjzzjvx6quv4q233sKWLVtw0003obq6Gtdccw0A4Oqrr8b06dOl8ydPnoz//Oc/WLBgAfbs2YPvvvsODz74ICZPniwF3wghhJBgeObb7TjtmR8xd9nOWDeFEALgQOnRWDeB6IRTtjhkGhQhsefO/63DKU8vx2d/Hoh1U0iYyGvSMOgWW0yTXgoAl156KYqKijBjxgzk5+dj6NChWLx4sVRcYd++fQpl2wMPPACbzYYHHngABw8eRNu2bTF58mQ89thjsfoVCCGEmJSXPMG2p7/djmmn9Y5xawghCXZb0ycRU6BUZDANipBY88W6QwCA/yzfhfOP7Rzj1pBw4GZG88FUQTcAmDZtGqZNm6b53vLlyxU/JyQkYObMmZg5c2YUWkYIIYQQQqKFg0E3y+CUKTK4OCSk+ZDoMFViHJHhEphe2lzgKCKEEEKCICmBj0xCmhMJsuwGuVKKmA8XFRmENEsYdDMvVLo1HziKCCGEkCBIZtCNkGaFXOlG831zI1dkcHFISPMh0UFFsVlxsXpps4ErCEIIISQIkrjbS0izIoFBN8vgZBoUIYToCjczmg9cQRBCCCFBwBQLQpoXsuxS1DVwQWFmlIUU2JeENBcanEzdNyvyvSjeV2MLVxCEEEJIECQmMMWCkOaEfEFBpZu5YV8S0jxx0i/TtNDTrfnAoBshhBASBFS6EdK84ILCOii8hxroPURIc6GRQTfTIsjuq+zH2MIVBCGEEBIE9HQjpHlBk2jroPAeotKNkGaD08XxaFbkXpms8B1buIIghBBCgoBKN0KaF1S6WQf2JSHNk0Z6upkW+X2VSrfYwhUEIYQQEgSJDq+nWyOVGKbmy/WHsPFgeaybQSLESfN9yyBfD7IvCWk+MFhjXmRCNyoWY0xCrBtACCGEmIGkBO8+VW2jC+lUvpmSNXtLcNsHfwIA8h6fFOPWkEigOso6KNJL2ZeENBtYSMG8UOnWfOCKgRBCCAmCBLss6Eajb9Oyu6g61k0gOuFkoMYyMIBKSPOkgcp+0yJ/RjJ4GlsYdCOEEEKCQK7EOFrPoJtZSU50xLoJRCeU6aUck2bGxSp7hDRLGKwxL/LiCezH2MKgGyGEEBIECiUGd35NS4osTZiKGnNDTzfrIF8cCgIXh4TEEhfTEi2BS+Hpxn6MJQy6EUKIQVTUNrBEt4VwsfS6JZAr3ahYNDf0AbMO8jQoF4NuhMQUBtqsgZMK4mYDg26EEGIAecXVGPzQt7ju7T9i3RSiE/JdQs5dzIvdW4QW1fWNsWsIiZhGJ5VuVkEuHub9lZDYwsC3NWB6afOBQTdCCDGAD37fBwD4YWthjFtC9MJJmb4lkPddDYNupoZKN+sgUOlGSLPByXRvS6CsXspnZCxh0I0QQgwgQS6nIZbA5eKi0ArIJ6HVdUwvNTP0WbQOykV+DBtCCFGkJXI4mhcXq5c2Gxh0I4QQA3DYGHSzGk7K9C2BIuhGpZupkXvU1DUw6GZm6OlGSPOBvrXWgEG35gODboQQYgB2mdKtgQoMS+DiotASKNJLqXQzNS6F0o19aWbkt1TeXwmJLYoADYejaZEvP1hIIbYw6EYIIQYgV7pV11FNYwUamV5qCeSKGprvmxulOiqGDSERw0I1hDQf5GPQyfmOaVGkCbMbYwqDboQQYjCVtQy6WQFlFagYNoREhHxxX9dIdZSZcTIQbhmUi0P2JSGxRH4/pULKvLBATfOBQTdCCDEA+RyFvlHWwElvDEsg77ta+oCZGprvWwfF4pDDkpCYorDT4HzHtFBB3Hxg0I0QQgxAPmGpotLNEigX+Jy9mBUq3ayDkwtDy0DVIiHNB/nttNElcM5jUjhvbT4w6EYIIQYgXzQ0OPmgswKK9FJOXkyLMuhGSY2ZcTq5i28V5Cn77EtCYot6E4Nj0pywAFjzgUE3QggxAKUfBhf2VoDppdZAUUiB6aWmxskFhWVw0dONkGaDeghyHmtO5FNVTltjC4NuhBBiAGppPjE/SiUG+9SsyAOm9U6ml5oZF1NnLAMVGYQ0H9RjkDE3c8L00uYDg26EEGIA8gmLk+mllkDRp5yAmhZWobUOSqVbDBtCIoaG34Q0H9RBtwZG3UyJi8WGmg0MuhFCiAHIH3RUulkDGn1bA3kMnDu/5oZj0jpQ6UZI80E9beWQNCfK9FJ2Yixh0I0QQgxA/qCj/5c1kAdSWSnRvLgYqLEMVEdZB7mQhsOSkNii3pDiBpU5oRq8+cCgGyGEGAALKVgPRSEFTkBNi5NpwpbBqQjUcEyaGRbFIKT5oA7QMGBjTrjJ2Hxg0I0QQgxA/mxrpKebJXAqvMDYp2aFKYnWQR5oY1eaGy4OrcOf+0pRXFUX62aQCPAppMAxaUqcfEY2Gxh0I6SZwF16a6E03WffWgF6DlkDLu6tA8ekdXAxDcoS/J5XgvNfXoHJL/4S66aQCFDPW3l/NSd8RjYfGHQjpBmwvaASxz+2FG+tyIt1U4hOOFlIwXI4WQXKEjCNzTooTaJj1w4SOSxwYg0+XXsAAHC4vDbGLSGR4DMEOSRNCauXNh8YdCOkGXDfpxtQXFWHmV9uinVTiE4oCynQOMrsCILABb5FcNF83zK4FKkz7Ewzw3FpDWrqnbFuAtEB3/TSGDWERITc95SbjLGFQTdCmgHlRxti3QSiM/IFYAM93UwPUy2sg0LpxpWEqREUgXD2pZlhGpQ1SLBzaWkF6OlmDZi233zgnZGQZkBdI5VQVoOebtZCXa2Uqhrz4mKgxjJwQWEdnFS6WYJEhy3WTSA64Fu9lIPSjFAN3nxg0I2QZoDDzkmK1aCk21qoM4TZpeaFaWzWgZVorYOLClRLkCALujU6uaFsVtQBGt5ezQmfkc0HBt0IaQYkJ3AoWg2BCgxLoVa6sU/Ni2ISyo40NfLu43rC3HBxaA3k6aW1zOIwLVS6WQOqwZsPXOkT0gxIYtDNctCfxlrQ0806sHqpdRDYl5aB/nzWIEGWuVHbwKIKZoWFFKwBNzOaD1zpE9IMSHJwKFoNpQKDDzqzo1ZEsU/Ni7wvWePE3HBzwzo4qciwBPK+O8pKpqZFfT/lnMecUA3efOBKn5BmQHKidygy3ckacAFhLZheah2odLMOyqIYsWsHiRy5IoMLfPPilBmg1jUy6GZW1EOQ91dz4uJ9tdnAoBshzQC50q2WkxRLwLQna6EOhrNPzYvc25uTUHPDymzWQWAA1RI0yDqvtoGebmZFbanB+6s5oQCg+WC6oNvcuXORm5uLlJQUjBw5EqtXrw54fllZGW655RZ06NABycnJ6NOnDxYtWhSl1hISHHJPN8rxrYFLUb00du0g+kClm3VQpJeyI00NAzXWgd5D1sDplAfdOJ81K/R0swa8rzYfEmLdgFD48MMPceedd2LevHkYOXIknn/+eYwfPx7btm1Du3btfM6vr6/HGWecgXbt2uHjjz9Gp06dsHfvXrRs2TL6jSckAPL74FFOUiwBFRjWgru+1oE7v9aBnm7WgePSGjRS6WYJfNNLOSjNiLzb2IWxxVRBt2effRbXX389rrnmGgDAvHnzsHDhQsyfPx/33nuvz/nz589HSUkJVqxYgcTERABAbm5uNJtMSFDIH2ZUXlgDLgathUu1dmCXmhcGxK2D0gcshg0hESNwXFoCuaebWiFOzIOv0o19aUaodGs+mCa9tL6+HmvWrMG4ceOkY3a7HePGjcPKlSs1P/Pll19i1KhRuOWWW5CTk4OBAwdi9uzZcDr9K4nq6upQUVGh+I8Qo3Ey3cly0ODbWviml7JTzQrTS62DMr2UfWlmuDi0BnKlGwuDmRd113FImhMWjmo+mCboVlxcDKfTiZycHMXxnJwc5Ofna35m9+7d+Pjjj+F0OrFo0SI8+OCDeOaZZ/Doo4/6vc6cOXOQlZUl/delSxddfw9CtJBZYHARaBGUapoYNoTognpccpiaFycD4paB91nroAi6MSvRtHAT2RqoAzS8v5oTgWn7zQbTBN3CweVyoV27dnjllVcwbNgwXHrppbj//vsxb948v5+ZPn06ysvLpf/2798fxRaTeEW+G9jIu6IlkHcjU2XMD1MtrIOLihrLwDR+66BUh7MvzYrCLoX9aFrU81aOSXNCP+Lmg2k83dq0aQOHw4GCggLF8YKCArRv317zMx06dEBiYiIcDod0rF+/fsjPz0d9fT2SkpJ8PpOcnIzk5GR9G09IE3Bn0HpwYW8tOHGxDkxjsw4M1FgHqhatgWJMcj5rWtRdx/urOXGquk0QAJstNm2Jd0yjdEtKSsKwYcOwdOlS6ZjL5cLSpUsxatQozc+ceOKJ2LlzJ1wynfr27dvRoUMHzYAbIbGChRSsh4uSbkvB9FLroPA4YRqbqWHqjHVgMNwaCFS6WQJfdX+MGkIiQh345r01dpgm6AYAd955J1599VW89dZb2LJlC2666SZUV1dL1UyvvvpqTJ8+XTr/pptuQklJCW6//XZs374dCxcuxOzZs3HLLbfE6lcgRBP5TZDppdaAaU/WwlfpFqOGkIhRFFJgR5oapvFbBz4zrYF8THIT2bz4FlJgX5oRBk+bD6ZJLwWASy+9FEVFRZgxYwby8/MxdOhQLF68WCqusG/fPtjt3jhily5dsGTJEvzzn//E4MGD0alTJ9x+++245557YvUrEKIJ00uth3IxGLt2EH1g9VLr4FSksbEfzYxSHRXDhpCI4TPTGlCxaA18Pd1i1BASEb5ZGuzIWGGqoBsATJs2DdOmTdN8b/ny5T7HRo0ahVWrVhncKkIiQ55z38h8J0sgcNfeUqgl+gzWmBcGaqwD1VHWgcEaa6C0S4lhQ0hE0MfWGrAKbfPBVOmlhFgVhek+JymWgAsIa0FPN+tAD03rIL+1sivNi6/vUIwaQiJGMSbZkabFt5BCbNpBIoNKt+YDg26ENAPkN0Uq3ayBi4tBS8H0Uusgv8Vy997cuJgqbAl8fYfYl2ZFsanBfjQtvgop9qUZ8fHmi00zCBh0I6RZQOWF9RC4GLQU6lg4h6l5cXJRaBmYXmoN1OOQXWle6FFsDejpZg24odF8YNCNkGYAq5daD4XSjeJF0+O7KOQ4NStM57cOAu+zlkB9O+XC0LwoU77Zj2bFN72UfWlGfLz5+JyMGQy6EdIM4M6g9aCnm7XwKaQQo3aQyHFSHWUZFOmlMWwHiQyqMawDMzesAcekNaCnW/OBQTdCmgEu7gxaDmXaUwwbQnTBZ+LCTjUtLgbELYN8GFJ9al5o2m4dGHSzBvQCswZUETcfGHQjpBkgn5jwfmgNBC4GLYVvIYUYNYREjJMBcctARbE1oGm7deAmsjVQj0GOSXPCuWvzgUE3QpoBXDhYDxp8Wwu1so19al6cMk8TKhbNjcAAqiVQ+wyxL82LUukWw4aQiPCZ87AvTYmPNQrnrjGDQTdCmgEKXxreDy0B1TTWgoUUrAPTS60DVTXWgP5R1oEbjtaAhRSsgc/cNUbtIAy6EdIs4CTFeijSS2PXDKITvma0MWoIiRgGxK0DN6ysgU/QjQPTtMgVUdycMi++gfAYNYREBDc0mg8MuhHSDHAqJimxawfRDwZSrQUnLtaBRt/WgUo3a+Bj2s6uNC0sImUN6LNoDdRpwRyTsYNBN0KaAQzQWA+lAoN9anbU3jTsUfPicnFsWgWBz05LoB6H7EvzwvmsNWBFYWvgk6XBjowZDLoR0gxg9VLr4XJpvybmxKnqRAZrzAvTS62DYoHP+6xpUQ9DjkvzolSfxq4dJDJ8lG7cajQlvorFGDWEMOhGSHOAxt7Wg7u91kKtdOMC37zI+05tMkzMhXxRz0C4eWH6vnVQ9B370bSou44BVHPCe2vzgUE3QpoB8oUfb4fWgL4m1kIdnOHExbw4mV5qGZQbVjFsCIkIerpZB3nfcUyaF3UaIp+V5sS3CBj7MVYw6EZIM8BJpZvloALDWvh6DsWoISRi5AFUFlIwN1QUWwP1Ap99aV44Jq2Br6cb+9KM+AbdYtQQwqAbIc0B7gxaDxp8Wwvu+loHqqOsA/2jrIFvKhs706w4eX+1BD5pibTUMCW+t1IOyljBoBshzQBFeiknm5aAE09rwV1f66AopMDBaWpYJdoa+PoOxaghJGKUlm7sSLPCisLWwNcaJUYNIQy6EdIcYPVS66FUYLBTzY5vJS9iVhT32xi2g0SOYoEfu2aQCNF6RjJgY06YXmoNfHwWY9MMEiH0dGs+MOhGSIyhl4k1USowYtgQogus5GUdBAbELQMX+NZA637Ke6w54dzHGvhsNLIzTQnThJsPDLoREmMo/bUmXNhbC5Zdtw4sXGMdFEE3PjxNi7igd9ht0jEWOTEnTtminl1oXrg2sQZiv9ls4s/syFjBoBshMUY9seRukjXgwt5aqHuQ49S8OKnEsASCILCQgkUQu04edONz05ywiJQ1YHETayD2W4Ln3spujB0MuhESY3wl3DFqCNEVZdpTDBtCdIESfevgooemJVD3HQPh5kW9MAQ4Ns0Ki5tYA1/rmxg1hESEOATtHqkbg6exg0E3QmIMqyJaE1bwshbc9bUOTioxLAErXloHcRMjgUo300P1qTXwKaTA8Wg65H0mKd1i1RjCoBshsca3skyMGkJ0hUo3ayHu+np9MWLYGBI2giDQb9EicMPKOkhKN4fd5xgxFwqlG5f4psVX3c++NBvyLhNT93lfjR0MuhESY9QPMk5SrIGTKRaWQhymXiUG+9SMcJPDOvhYM8SoHSRyxK5UerrFqDEkIlwubjhaAfW8lV1pPuTPSIfk6caejBUMuhESY9QVgng/ND++aprYtYXogzh58e4WxrI1JFzU91uAk1CzQk8366Dt6cb+NCPyZyP70Lz4Kolj0w4SPvLh57C7Qz7sx9jBoBshMcbHrJR3RNPDxaD1EKRFoThxYZ+aEa0CGOxKc0JPN+ug3tRwH4tVa0gkKKw1WHDItPgWeeOANBvyPhQ3NLjGjB0MuhESY9TKC94PzQ8Xg9ZD7EM7Pd1MjVawlAFUc+J7n2U/mhXxfupgIQXTQ89Ma0DPTPOjVLoxSyPWMOhGSIxRewzR0838+AZS2admR230zV1fc6IddItBQ0jEqFU0HJLmRbyf2iDf2GCHmhFlIQViVtRzHD4nzQc93ZoXDLoREmPU9z8+2MwP+9R6eJVurABlZrTGIjc6zInWGOSCwpyIvWa32aR7LLvSnMg3HfmcNC++RYfYl2ZDM+gWq8YQBt0IiTU+Sjc+2EwPvTCsh9fTjQtCU6MVdGNfmhKqFq2D6DNks3Fjw8yoi0ixC82L+l7KvjQf8i7zppeyI2MFg26ExBhWL7Ue9MKwHmIPcuJibujpZh20AmzsS3MiVxLb6JtpWnxV/uxEs+KTXsoBaToEmQVDAj3dYg6DboTEGJ/qpZykmB4WUrAe4jhNcHDiYmaojrIOWgpiPj/NidiX8vRSLvLNB+c+1sEnYyNG7SDho5Veymdk7GDQjZAYw+ql1oOBVOuhrq7HlGFzQnWUddD052NXmhKxL93ppe7X7Evz4Zu5wU40K8zYMD8spNC8YNCNkBhDTzfrQS8M6yFVL6VE39Ro3V85Ps2JdiGFGDSERIxLS+nGzjQd6i5jF5oXqhbNj7zLvAri2LSFMOhGSMzxmaTEphlER3wnK+xVsyMGaxx292OTfWpOvN5R3mPc6DAn6g0rgOPSrEhBNztknm7sS7PBuY91ELtOHI+MoJoP72YG76vNAQbdCIkxPmW5uZ1kejjxtB7e9FLlz8RceBWLdtmxWLWGRIJ4W02QRVB5rzUn0gIfNtipJjYtTEm0DlT3mx9B2mSUK4hj2KA4h0E3QmIMPd2sh1q+TTm3+REnoA4bDYfMjNiPNpvvMWIuvOooedAtVq0hkSBXZIiLQypQzQdTEq2DPOVb/jMxD/L5jvcxyX6MFQy6ERJjaLpvPXyqPrFPTY+6kAIXE+ZEvvPL+Km5USsxAN5rzYo3lc0mLQ55jzUf6vksh6N5EbtSvL+yK82H/L5qo9It5jDoRkiM4Q3QenC313oIqrREBsfNiTfoRkWN2VEHwgEu8s2K0nuIyhqz4ltEin1oVsQAqnejkX1pNpQKYuUxEn0YdCMkxtD/y3r4Fsdgn5odKb2USjdTo6ySKB6LYYNI2AgaSjc+P82Jt8CJjYtDE8P5rHWQlMQeI1t2pfmgp1vzgkE3QmIMJynWw6c4BrvU9EipFg6qo8yM3OPEBu7gmxm50s3GAKqpERTBcPEeG8sWkXCgyt86+FhqsDNNhzTfAZX9zQHTBd3mzp2L3NxcpKSkYOTIkVi9enVQn1uwYAFsNhvOO+88YxtISIj4qKJ4PzQ99HSzHoJ6Aso+NSWSokYRqGFfmhFvAFUMn/Jea1bEcWmz0bjdzPgUkWIfmha1ZyZ70nxoedhyTMYOUwXdPvzwQ9x5552YOXMm1q5diyFDhmD8+PEoLCwM+Lm8vDzcddddGDNmTJRaSkjwcGfQeqj7kH1qfsTFvIMSfVNDRY11EBXFCn++WDaIhI087ZuqRfPCBb114Eaj+VEo+8W5qyvQJ4iRmCro9uyzz+L666/HNddcg/79+2PevHlo0aIF5s+f7/czTqcTV155JR5++GH06NGjyWvU1dWhoqJC8R8hRkLjWeuh7kNOVsyP2tON49SceL2jvMbC7Epzou1Xw840I1LQzU6lm5mhXYp18FG6sStNh1zZL813YtecuMc0Qbf6+nqsWbMG48aNk47Z7XaMGzcOK1eu9Pu5Rx55BO3atcO1114b1HXmzJmDrKws6b8uXbpE3HZCAsFJivVwqvuUW/amR+1vwmFqTrz3VxurJJocqqOsgzgEbZAtDjkuTYe6y6iqMS/eQDifk2ZFvIfKPd3Yj7HDNEG34uJiOJ1O5OTkKI7n5OQgPz9f8zO//PILXn/9dbz66qtBX2f69OkoLy+X/tu/f39E7SakKdQTS94PzY96osk+NT++1UvZqWbEq44CPU5MjjJ1xnOMUTdTIlb4Vnq6xbJFJBy4iWwdpOJR3Gg0LWKXyatCczMjdiTEugFGUVlZiauuugqvvvoq2rRpE/TnkpOTkZycbGDLCFHiazwbm3YQ/eDE03oIqgkox6k5kauj6ANmbrypwvTnMzviPEihWuRN1nSoK7dzPJoXycfW7tbncB5rPhTFhriZEXNME3Rr06YNHA4HCgoKFMcLCgrQvn17n/N37dqFvLw8TJ48WTrm8jzVExISsG3bNvTs2dPYRhMSBKx0aT18UizYpabHxQmoJZAr3bjza24EmfrUG0BlX5oRbzCcSjcz41tEip1oVryWGsqfiXnwbmZ45zsck7EjpKCbv6ICaWlpcDgcujTIH0lJSRg2bBiWLl2K8847D4A7iLZ06VJMmzbN5/y+fftiw4YNimMPPPAAKisr8cILL9CrjTQbOEmxHlS6WQ9v0M39M7vUnMh3frm4NzdivynSS9mXpkSrKAaD4ebDxy4lRu0gkaPeaGRvmg+5BQPnO7EnpKBby5YtJXmiHIfDge7du+Ouu+7C9ddfr1vj1Nx5552YMmUKhg8fjhEjRuD5559HdXU1rrnmGgDA1VdfjU6dOmHOnDlISUnBwIEDfdoPwOc4IbGEkxTrIRZSSLDb0OgSGKCxAN5dXyrdzIy8SiI93cyNmMrG6qXmR5kGJR6LYYNIWHAT2TqI6d2SpQaLYpgWedo+NzNiR0hBt2XLlmkeLysrw5o1a3D33XcjISFBCoLpzaWXXoqioiLMmDED+fn5GDp0KBYvXiwVV9i3bx/sdtPUhiAEgNYkJTbtIPohPtQSHO6gGyee5kcQlBNQdqk5kfuASR4nXEyYEkGWksgFhbnxjktW2TMzak83zmfNi7qQAsej+VBW+ObcNdaEFHQ7+eST/b537rnnIjc3Fy+++KJhQTcAmDZtmmY6KQAsX7484GfffPNN/RtESIQwFdF6eCcrdgAu9qkF8CrdOAE1M4JsEip5ulFfbEq0CilwkW9OFAVO7MpjxDzQo9g6+FZsj2VrSDjILRi4mRF7dJWFnXzyydi5c6eeX0mI5fG5AfJ+aHpEWT4nK9ZBrXRjn5oTaRIKsOKlyVH687mPsS/NiSBL++a4NC++RaTYiWZFvdHIzSnzofR0E4/FsEFxjq5Bt/LycmRlZen5lYRYHk5SrIdTFaABuONrdqQJqIMm32ZGkE1CxdHJe645kVe8tHEX39R4g+E29qWJ8VW6xaghJGJoqWF+WKCmeaFb0K2hoQFPPfUURo4cqddXEhIX+Hpg8IZodsQuTHB4g27cXTI3UqoFF4SmRtPTjV1pSuQLCgZQzY2gochQz41I88fXLiVGDSERo65eynur+ZDbabBwVOwJydPtggsu0DxeXl6OTZs2wWaz4eeff9alYYTEC5ykWA+XtENoVxxzwObvI6SZIw5TpgybG4Wnm115jJgLbyVaG1MSTQ79+awBPd2sgze9VPkzMQ/anm4xbFCcE1LQzV/qaJcuXXDhhRfiyiuvZHopISHiY+nGG6LpUXthAOxXs+NrKswONSOchFoHZcVL8Rg704zIU4W9/nzR6cvf80pwoLQG5w3tJKlfSXio76Ucj+ZFvXnMAKr5UFQvVR0j0SekoNsbb7xhVDsIiVu4M2g9xEIKck83PujMjXcCKpW8JCZEaxLKe645EdMP5anC7EpzouU9FI1geIPThctfWYVGl4C26Sk4qXcb4y9qYVw+dikxagiJGLW6n/dW8yEVUgAL1DQHdC2kQAgJHe4MWg8pQOOg0s0qeNWL9DcxM96URCrdzI4gV0dJKVDsTDOirEQbPTXxkap6NHpuABsPlRt+PaujvpdyQ8O8UN1vAeSbGbTTiDkhKd1OPfXUJqXXNpsNS5cujahRhMQT9HSzHuoAjfsYO9bMqCt5cZyaE4X5PlMSTY03VdgGUbfIcWlOFKnCUQygzvtxl/R6e36l4dezOqxeah1EJTGDbuZFbqfBwlGxJ6Sg29ChQ/2+V1lZiffffx91dXWRtomQuEK968D7ofnxSUUEJyxmR+3Tx/40J0y3sA6x9AEj+iJP+47muNyaXyG9PlR+1PgLWhzfTWSOR7Midl0C00tNi/K+qjxGok9IQbfnnnvO51hjYyPmzp2Lxx57DJ06dcKsWbN0axwh8QDl+NbDpdohBLi7ZHbUKcMcpuZEkHZ+5Yt7dqYZ0QrU8D5rTsQxqFRkGN+ZB0q9gbZVu0sgCAKLKUSAr11KbNpBIkc952Ffmg+X7L7KZ2TsCSnopua9997DjBkzcPToUTz00EO44YYbkJAQ0VcSEndwZ9B6uFQ7hAAX9mbHm/5EpZuZkaujvOmlMWwQCRutVGHeZ82JSxEMVx4zkpp6p+LnH7cX4ZRj2hl/YYvC+ax1kDzduDllWsQes3OTsVkQViGFxYsXY+jQobj55psxdepU7NixAzfffDMDboSEgdzLBABcrti1heiDViEFLuxNDk2FLYFLEahhX5oZb1EMG/1qTI4gmwdFc2Ojuq5R8fPz3+8w/JpWxscuhePRtKi9idmV5kPQ3GRkT8aKkIJuq1evxqmnnorzzz8fp556Knbt2oUHH3wQaWlpRrWPEMvjNWgXH2y8IZodddUn+TFiTtSebuxNcyIoUhI9x2LYHhI+otE3Pd3Mj5b3kNF92eh0oa7Rvct5+Yiu7mPc9YwIp+efT3pOcjyaFkG1ecw5rPkQb2csNtQ8CEmadsIJJyA1NRU33ngjunfvjvfff1/zvNtuu02XxhESDygCNE4q3ayAOu1JEDhhMTvq4hiCAPr/mBB5NS+mCpsb+X2WfjXmRqnIiE5f1jR4U0vPP7YTPli9D6XVDcZe1OLIn5NOl8DxaGJ8i0fFsDEkLJSebu5jnO7EjpCCbl27doXNZsPnn3/u9xybzcagGyEhoPb/otLN/IgKDNGs3SkIfNCZHPUEFHBPXhhzMxdyRQ19wMyNSyNQw+enOdH2dDO2L8XU0gS7De0zUwAARVV1hl7T6giyoFsduKFhZujpZn4Unm5Un8ackIJueXl5BjWDkPhFerCxQpBl8E5W3AtCJzj5NDvqNHDA3ad2MOpmJrw+YDJFDdXFpiRW5vtEf2JRiXbK/NXStVunJwEA6htd+D2vBMfntjb24hZF8sykOsr0uFxKmxROYc0HPd2aFyF5ul199dX45JNPUF1dbVR7CIk7xPtfAg3aLYMyvZSTTyug7dMXq9aQcBHHpg3RU9QQY9CuRMu+NCPyglLRqLInCAK2F1RJ105LckjvPfj5RsOua3VElb+3cjvHo1nh2sT8KDemuBaJNSEF3Xr16oXZs2ejTZs2OOuss/Cf//wHBw8eNKpthMQF6t0k3hDNj9dHQbawZ8eaGq30Uk5CzYeYfij3dGMvmhNBQx3F1BlzIvWl3Zv2beQzs1JVtVTuzdmzXbph17U63srtds/PsWwNiQTfLBx2ptmQ1iIANxmbASEF3WbMmIE1a9Zgx44dmDx5Mj7//HP07NkTw4YNwyOPPIJ169YZ1ExCrIvX081TvZQ3RNPjlCkwvIvBWLaIRIpX6RbjhpCIEFNJo1klkRiDVx1lY6qwyVEuDo3fgNzhUbkBwMju7lTSc4d2BAC0y0g27sIWh+oo6yDOYxMoCDAtWsWGOCRjR1jLh86dO+Pmm2/GkiVLUFRUhHvuuQfbtm3Daaedhm7dumHatGnYtGmT3m0lxJKo09Y4STE/clUUKyRaA0EVHAfYp2ZEkZIILibMjEumjpICqDFsDwkfKe07SoUULvzPCun1s5cOBQD0bZ8JAKg42qj1ERIEPvNZ3lxNi3ce65nzsCtNh8LDVnWMRJ+I9+wzMjJwySWX4L333kNRURHmz58Ph8OBlStX6tE+QiyPoN5N4k696ZGnPdm4GLQELtU4dR+LVWtIuCj9Ft2vOQk1J6J/lFxRzL40J9qebtG5dqeWqQCArNREAED50YboXNiCqG0YOBzNi8/ahJ1pOrT8pdmNsSOk6qVyysvLkZ+fDwBo3749srKy4HA4cPrpp+P000/XrYGEWB31JIUPNvMj7u7auBi0DNqFFNinZkPpt8hJqJlRLCikY+xMM+JSbFRF75l5/Zju0msx6FbBoFvY+FS8jGVjSET4VqJlb5oNeZ9xLRJ7Qla6vfbaa+jfvz9at26N/v37K16//vrrRrSREEujXszzfmh+nAofBfdrLgbNjahATXB4g24CVammQ6GosYvHODbNiDeAGh0fMGIcXnW43PDbuOulJ7s1B1eM7CYdE4NuZUfrjbuwxRHHZKLdrviZmA+1up89aT4EjbUIn5GxIySl21NPPYWHHnoIt912G8aPH4+cnBwAQEFBAb799lvcfvvtKC0txV133WVIYwmxIlIhBVYIsgyCLJDKxaA18PYpPd3MjDxQI+qj2I3mRFlIQTzGzjQjYl/KFahG9WWj04UqT/VSMdAGAK3S3K9Lqql0CxdmblgDQRCk56KDhRRMi9zD1i4JO9iRsSKkoNtLL72EN954A5dcconieL9+/XDKKadgyJAhuPvuuxl0IyQE1It5TlLMj2JhT0m3JZAWEzaml5oZLb9F9qM5USwomCpsauTppZJvu0GdKQbcACAjxbsMyk5zVy0tramHIAjSs5sEj6SOcjBQY2bkQy+BwRrTQg/b5kVI6aWFhYUYNGiQ3/cHDRqE4uLiiBtFSDzhI+Hm/dD0yBUYkqSbqYimRl4FSoRD1XyIfWa3UYVqdhhAtQ7ytG+bwePyQOlRAECLJAcSHd4buqh0c7oEVNSygmk4+NqlcDyaEfl9lKpF80ILhuZFSEG3448/Ho8//jgaG30fRk6nE0888QSOP/543RpHSDxAOb71YFU96yGlP0HujcE+NRvKIifuY1wYmhO50TeVbuZGCqDajb+//rC1EABQ16jcCUtOcEhebyXV9HULB/H+msCURFMj7zf6TZsXsctssmJDnLfGjpDTS8ePH4/27dtj7NixCk+3n376CUlJSfj2228NaSghVkWtdOMkxfzIFRjehX0MG0QiRpAp3ew2G1wyzxNiHpQ+YFxMmBn55kYslG6Hyo4iMzVRCtSQ8NGusmfMtZ79bjsA79+PnFZpiaiqa0RxVR26t0kzpgEWRr2JzA0NcyIfj1ybmBdJ6QZaMDQHQlK6DR48GNu3b8esWbOQkZGB3bt3Y/fu3cjIyMCjjz6KrVu3YuDAgUa1lRBL4mtWyjui2ZErMOjpZg200xLZp2ZD6QOmPEbMhXJzI7oLw0NlRzH68R9wzku/ROeCFkdZZS92AZsebdIBANsLKqN+bSvg3UQWPYpj2RoSLsr0UndfMoBqPkTlqcPutWBgP8aOkLfnMjIycNNNN+Gmm25q8tzHH38cN954I1q2bBlO2wiJC+jpZj2UFYOUx4g5kfepV1UTwwaRsFAaC3MH38xoeWdGa0Ex+vEfAAC7i6ppuq8DSk838Vj0B2b7zBQAQFkNK5iGg3oT2X2M48NsyJ+JCRQEmBYtCwbOd2JHSEq3UJk9ezZKSkqMvAQhpscp7USweqlVcLm8CgzRSYEPOnPj9QKTTV7YqabDaywsC9SwJIYp0aoSHY3HZ/lRZUBmzd5S4y9qcaKlWiyXBdMemNTP5/3UJAcA4Gi9U/+LxwFO1SYywLmPGdEqpMCliflQVIWmsj/mGBp0o4SRkKYRJyTcTbIOsVRgEGPQKr3OLjUfUkEMVvMyPZpVoqMwKIur6hQ/XzRvpeHXtDrKKnvKY3ry6Z8HpNdXjuzm835KojvoVsOgW1ioq5fKjxHzIMhqjER7bVLf6MLeI9VRuZbVURR1Y/A05hgadCOENI0YjElwcAFoFVxR2rUn0UPpBeaZvFAhZTq00oQZEDcngqIvo3efLa6sa/okEhLKAKpxi0NRpdi1dQtJ1Sanhah0a2DQLRzEPhPns/JjxDwoCptEOVhzx4d/4uSnlmP5tsLoXNDCSOneNvpLNwcYdCMkxvh6uvGGaHaaiz8N0Q9l1UvlMWI+FJ5u7EhTopU6E41AeHFVveHXiDdcWgFUA8almDY6fkCO5vupHqVbLYNuYeFS2aUAnPuYEc300mhc1yVg0YZ8AMCbK/KicEVro2WnwfEYOxh0IyTGeEuss9qTVZAUGHZWurQKyvQn9qlZ0fTmYzeaEkWV6Ch6ZxZV1hp/kThDkPWl3cBNjfd/2wfAG1xTk9UiEQBQyD4OCy1PNz4mzYe2DYPxHbm/tEZ6vaOgyvDrWR2nfDOD/tIxh0E3QmKMWunGhbz5cbp8AzTR6lZBEPBHXgn+yCuhalJH5J5u9OkzL3IVqlcdRcyI0q/GfSwaY3LtvjIAwKnHtAUAJCVwKh0p0qYGjFvkF1XWobKuEYA3ZU5Nz7bpAIBdhfSUCge1R7H7GO+wZkPQUBFHox/lad0Hy47ilx3FnGdFgLyasHfeGrv2xDuGzhTGjBmD1NRUIy9BiOmRbooOpjpZBUm9GAPT/Y/XHMBF81bionkrseD3/dG5aBxAnz5rIO9HcVnISb05kS8Mo5UqvDW/Al+uPwQAyG2TBsBt/F3f6Ar0MdIELoU63H1M73FZWeutXOrvq3u1cwfd8itqUe0J0JHgEfuMhRTMjdIiRby3Gn9dddXgv73+G177eY/xF7YoTg1lP+c7sSMh3A+6XC7s3LkThYWFcKlG4tixYwEAixYtiqx1hMQBvp5usWwN0QPtAI3xHetyCbj747+kn6d/ugGXj+hq+HXjAS0Dfi4mzIfcfJ9pwubGmwIVvUD4XwfKpdfZaUnS6+q6RiQlJGl9hASB0jPTmL6srvMu6C8a1lnznKzURCTYbWh0CaisbURactjLpLhEq3op767mQ8sLLBqog24A8NiiLbh+bI/oNcJCeMdj9OetC1bvwwer9+HVKcPRLiMlKtds7oT1NFm1ahWuuOIK7N271ydiarPZ4HTSgNSMFFfV4cPf9+OiYZ2Rk8kBEi28nm5cAFoFxcLeoyeORr/+uKNI8fOI7q0Nv2a8IF/gR3Pnl+iLZj/ylmtKlBWF3ceM7sr1+8uk10kJdiQn2FHX6EJxVR1apTHoFi4ul28w3Km30q3OrXTr1S4dXVq38HteSqIDVXWNLKYQBlrppQKfk6ZDq1p7tNNLRTpkcT0aLlpVoaM137n30w0AgKcWb8NTFw+JzkWbOWGll954440YPnw4Nm7ciJKSEpSWlkr/lZSU6N1GEiXOm/srnlqyDVe/vjrWTYkrfD3dYtkaogdOxS5hdBSMDU4Xpr23VnEsg7v0uiDfXFIu8DlYzYayIIb7GPc5zIlCHeU5ZnTqzNb8Sun1gI5ZSE1yG/L/uL3I30dIEGhWotU9vdSdLprexHOxut59XnFVna7XjwdYvdQaiBuKymrtxvfjepmSWIRBt/DxbmbYoioAkPN7HuNCImEF3Xbs2IHZs2ejX79+aNmyJbKyshT/EXNyoPQoAGBbQWUTZxI98XpgiNVLOUExO3L1oi1Ku4Q/bC1EtUqaf6S63tBrxgvyQLg9ioFUoj/KNDbxGDvSjMQiVTi/3F3V8sRe2TixVxsM7twSALCvpCbAp0hTKBQZdmOUxEeq3M/DNumBFYnin5DcqoEEhzj+Eh30dDMzUlqiLbqVoVfsLAYAnH9sJ1xwXCcAQI1GyikJDi2rm2gMR6fsjyXvCJ+NImEF3UaOHImdO3fq3RYSQ5yUV8UMcWJJTzfrIGikPRk9xAoraqXX4wfkAOBOvV64FEq36Pr0EX0R1YnyQA2Nhc2J3HcoGqnCGw+W42CZe3Ny+ln9AADnDukIANjOzcqI8BZSMC6AKj4P26QnB3X+nmJWMA0VKXiqKKQQo8aQsJErwh326D0n6zwFaU7o0Rp/O6EbAK/ylISOvCCG95jx/Tj2yWWGX8OMBB10++uvv6T/br31Vvzf//0f3nzzTaxZs0bx3l9/GbszNHfuXOTm5iIlJQUjR47E6tX+UyFfffVVjBkzBq1atUKrVq0wbty4gOfHM/KqTgBYiSuKqI1nuZA3P2Ig1RbFAE2lp9LaRcM64+FzBgIADpfXcizrgLzvbApD2hg1iISNIE1C6elmduSKYnsUVIsv/rBDet2pZSoAoE9OBgBge0GVYdeNB7TSS/Ucly6XgGe/2w7A23dEf7QKDtGGwXzIg6fR2jgGvJ5uXVunIS3JnQZeU0elW7goq0JHT9ghbk6JXP7KKuMvagKCNvwZOnQobDabItL997//XXotvmdkIYUPP/wQd955J+bNm4eRI0fi+eefx/jx47Ft2za0a9fO5/zly5fj8ssvx+jRo5GSkoInnngCZ555JjZt2oROnToZ0kazUnFUuZOweFM+zvHs4BJjURvPMuhmfpwaCwijdwmr67x+NTmZyZLBd355Lbpm+zeNJk0j7zoq3cyN6HFis0UnUEOMQ8t838iu7JOTgSWbCgBAKprQq106bDagpLoeR6rqkB2kioookXtIGaFAXX+gTHrdrU1aUJ9p1SJRt+vHCwoPKZsNTkFg9oYJEWRz2GhZpGw6VI6dhe7Ni9QkB1p4/DKpdAsf9XgEjO9HrQq0K3cfQW2DEymJDkOv3dwJOui2Z88eI9sRFM8++yyuv/56XHPNNQCAefPmYeHChZg/fz7uvfden/Pfe+89xc+vvfYaPvnkEyxduhRXX311VNpsFipUSrcjTEuLGpKnm4OqC6ugLNMdnX497PEaSk9OgM1mQ3ZaEg6V16K0pp5BtwhRppfKdvC5mjAd8nQLevOZG5diYeg+ZuSYTHS4k0MmDeogHUtNcqBjVioOlh1F3pFqBt3CxKnRl3ouDuXP3x5NBN2eu3QI/vnhevRul6Hb9eMFZbVEwAluapgR5XPS/dpoG6JJ//5Fep2a6ECap+BJbYMLTpcgZQOR4HEK8o0p9zGjh+PT326TXg/omIlNhyoAuINx8R50Czq9tFu3btJ/77//PpYuXao41q1bNyxduhQLFiwwpKH19fVYs2YNxo0b52283Y5x48Zh5cqVQX1HTU0NGhoa0Lp1a7/n1NXVoaKiQvFfPFB+VBl0UyvfiHGoq5cCXMybHUE18QSMnXgWVtbi07UHAUCaqLT2mEV/tf6QYdeNF/wVUmCA3HxEO1BDjEMcf9HydBNtODq2VFbTa5XmVkRV1HLeFC7aRTH0+/4amVpmYKfABd/aprv7Vz0vJk3j0lRIxbJFJBzkfpmx2Jyy2SAp3QDl+CXBI/ZZNIu6Ld6YL71+4bKh0msxdTieCauQwn//+1/07dvX5/iAAQMwb968iBulRXFxMZxOJ3JychTHc3JykJ+f7+dTSu655x507NhREbhTM2fOHEUl1i5dukTUbjOwv6QGV772m+LYc99vx8K/DseoRfGF15fG7nOMmBOtCYuRffrd5gLpdXqKO+iWkexeCLKCaeQoPN0USrcYNYiEjdGLexI9XBq7+EYuKMQK7zmZyqCb6D1UxaBb2Gh7SOnXl2LfHJ/bqslzM1Pd/anOACFNI1dIidvILt5gTYf83hoLv+lebdORnGCXrs0KpuGhXIsojxmF3M+te5t0ZKW61yIMuoUZdMvPz0eHDh18jrdt2xaHDzfPQM3jjz+OBQsW4LPPPkNKSorf86ZPn47y8nLpv/3790exlbHhzRV5msdveX9tdBsSp2gp3SjHNzdOTa8h4/o0yeG9lackuF9feUJXAMCBUpbrjhRBVouCnm7mRlr/GZTG5o+a+kZ8sHofVu8pwYe/72PFcB1QKoqNDaDWNjjxjWcHv0trZbp+hmejQ/TVJKHjlHsPGVDJvchjmdKyRVKT54opwsVVdWh0shBRKEibGjLjdmI+lAWH3K+NfE7KfcBuGNsDdo8yK92TuVFB1WlYaK1Fojn1cNhtSPWklGp5vcUbQXu6yenSpQt+/fVXdO/eXXH8119/RceOxpjvt2nTBg6HAwUFBYrjBQUFaN++fcDPPv3003j88cfx/fffY/DgwQHPTU5ORnJyfHlyFFV6/dv+dkJXvLtqXwxbE3/I5b8iXMybm2hPWBIc3r+dVp5FRctU9/+ZIhM5Sk83GvCbGbGSniIgHoXrPrVkG974NU9x7NLju0bhytZFq1KiUfLTl5ftlF6nqnxpxJT+KgbdwkZQ9KX+mxpr95YCAHq2TW/y3A6ZKUhJtKO2wYWDZUfRLTu4wgvEu8i3RUl9SoxBWU3YMx4NjD9/+ucB6fVtp/eWXrdOS0L50QaU1nAeGw5SJlWU7DTk3z22T1sA3jRhbkqFqXS7/vrrcccdd+CNN97A3r17sXfvXsyfPx///Oc/cf311+vdRgBAUlIShg0bhqVLl0rHXC4Xli5dilGjRvn93JNPPolZs2Zh8eLFGD58uCFtMzui5DMtyYE7xvXB6X3dlWAzU8KKyZIQ0fZ0i1VriB7Iy3TbojBhkUvvTznG/aATJd0MukWOupACDfjNi9zoW0p/ikJHfrVemQWwbGuR4de0OtFM4/9xR7H0Wm0GLSqN6xqpigoXI9NLCypq8fk6t7dpz7ZNB9DsdhvaZbgzYopZVCwk5It8pu+bF2Xw1Hhlf76nEFib9GRJ3QZ4KwizuF94SNVL7dEZj/KNp6cvdoucxErfJbS6CU/pdvfdd+PIkSO4+eabUV/v/kdMSUnBPffcg+nTp+vaQDl33nknpkyZguHDh2PEiBF4/vnnUV1dLVUzvfrqq9GpUyfMmTMHAPDEE09gxowZeP/995Gbmyt5v6WnpyM9vendrnig0emS/KAeOmcA2qQn4+4Jx2Dp1kIkJYQVkyUh4q10SaWbVYi219D9n20E4N5ZSvAsAMWgG4uiRI58kqI0bec4NRsKTzcD0tj8oc60YiW2yBEz/9wm0e7XRo3JZFkKf7JqbiTOleoZdAsbRXqpzovDVbuPSK9POaZdUJ/JTk/CvpIafLHuEIZ18198jSgRZAqpaKbvE31RVKG1i8eM60dxc/jyEUof9a6tW2DtvjK89ssenDXI19aKBMa7MSXzIjZQ2y8G1lokOaSNizaeom7cwAgz6Gaz2fDEE0/gwQcfxJYtW5CamorevXsbnpZ56aWXoqioCDNmzEB+fj6GDh2KxYsXS8UV9u3bB7vMjP4///kP6uvrcdFFFym+Z+bMmXjooYcMbatZ2FlUJb2u98xgkxPcu7i1DZxARgPx4SZPEeTOoLlRTFgMVkXJ5dw/bfeqZ+TmpfWNLgbRI0AeqAFkBtEcp6ZDVJza5IvCKHRk19YtFFYOjUZKX+OEaBbFSE6U+WaqlW5i0I3+X2GjtVGlVxrUYY+K5oLjOqFtRnDrlIwUUWFDdUYoKBf5xvvZEmMQZGKAaCikxKCbOG8VyclyB24aOdkKC03lqYGPKbFwWyuZd6ZodcPq3mEG3UTS09Nx/PHH69WWoJg2bRqmTZum+d7y5csVP+fl5RnfIJMjSnoBr8lhSqKYKkHTw2jgfbjJq5fyAWNmXC6NBYRBu0v7S7yVgh6Y1E96nZGSAJvNHewrP9oQ9GKD+CIPogKIys4vMQZNrxqDu7GwshZrPJ5SIiykEDlaldmMWuCLvjQAlW5GoPRB1Xdc/nWgDACQndZ0EQWRv43sip+2F7EQUYg4FRuO7td8TJoPcezJ00sB99zWboBKWwy6ZaqCbmN6tcV/f9yNOla+DAvt+Y6BSjfPJkV2uvdeK3qe/ritCLec2suwa5sBSh/iHHn+dU6me0dBVLo1OAUuDKKApHSTe7px7m5qXIoUC2MX9l/9dUh6fc2J3uI2drsNmZ7d+tIa7tZHgrw/5f+PigM/0RVvANX4gLjIuGd+9DlG0/3IcWkEaozqyQ5ZqdJrueoN8KaeMugWPk4DF4e/7S4BALRICl5nICrdOE5DwxVlhRQxBmWwxve43vhTuiUn0i8zEuT+0tEIghd61PytZRscopBndV4JyuO8IAaDbnGOvJrIRE++fIpsQkm1m/HQ0816uDR2e43qU3EMD+iY6eMT1bV1CwDA7qJqQ64dL8hTZtz/p6ebWVF4DiE6nm5aaRVcRESOVvVSo1OFkxLsigCceAxg0C0StH1Q9flusX+Gdm0Z9GcyPIXEqus4Bw4Fo6vQkuigGI+KtYkx15OUbimqoJtn7FLpFh7yTUajx2NtgxP3fbYBgDLo1iCzXSiqqvX5XDzBoFuc89N2d0Wuc4Z0lBbsSTLDYPq6GY885957jJMUM+PdXTLea0jciT+tr69BdNdsd9DtYNlRn/dI8MhTn9z/d//MHXzzIQ+gRqPIiT/q+GyNGEGxuWHsfVYMkt5yim96jBjU+WbjYZ/3SHBIfWmX+6Dq05lVnqB3N88mVDCIKVFUuoWG3DMzlvdXEhla91bAuL4Ux6gY7BYRM6+4SRUeXqsb48fj6j0l0uvWMk+3c4d2kl6XVFPpRuKYilr3AKiV7SIkOOzS7kJlbXwPkGggNyy1cTFvCbR8FIzyGhIXBfIy6yLtPSnjBRXxvbsUKfJdX/f/uYNvVsQei0UV2hHdW2PBDScAoIpcD6IVQK1rdOKD1fsAAKlJvtPm9OREz7V1v3TcoLRkUB6LhM2HKlApPiNTgk8vFZ+n1fWNUSm0YhW0+jFaj8m1+0qxbFthdC5mcbT8MgHj+rLG4ymelqwOujG9NBLk6aXewibGXEtuRyXvx4GdsjCsWysAQEl1fFcwZdAtzhF3288a1F5xPEdarMf3AIkG4o1KbljKak/mRtztVSwgDJq4V3hk+VoLCjHoJi+YQkLHp5CCwabtxDiUnm7Gp5fKx/2zlwyRKl8ybS1yFAt82Jo4O3yeXLxNep3o8J02nzO0IwD3BoiYJkVCw6koPqRflb2J//5Zeq1OXQuEGHQTBKAmxNQ2QRDQGKeVbJVpwtHb1KiobcBF/1mBa974HVsOVxh+Pauj9ZwEvN6LeiIIAqrr3YHxtCRlZWjR062qrpHzrTBQ3lfdx4z6V5RX71b7norppmJ103iFQbc4R9wBzE5TVjaUFutUyBiOtv9X7NpDIieaFRL3FLv92rq08k2dEcutcxxHho+nG2gQbVa0FTXGXU++YG+Tnizt3OdX1DJAEyFiUMZhNzZ15vVf9kivtYpLpScnSNVNS+N8UREu2qnCkfXl1nxl8EUMeAdDSqJdslyp0vBkDMS1b/2BsU8uQ019/KWmSvNZRZqw8dfdUVAlXXvDwXLjL2hxtOaw8uN6Utfokv5GWqiUbi1TvWmKv+48ovu1rY7cvshoZX+l7D6Zk5GieE+sHC1WN41XGHSLc6rqtFUy7T2L9QIqZAxHmV7KtDUrICh2Cd2vjepTUcXWRcOvpl2GO5heXEnFaiQIMok+gKinzRD9EASNnV8DO1JcsCfYbUhOsEO2fsFypkJFhLKQQnSenRcc11nzuFh1j4HU8FBWvXQfi6QrBUHAhOe9KrdFt40J6fM2m00KsC74fV/Ac2sbnDj9meUY+si3KKqsww9bC3GovBY/bS8KveEmx6g04ab4eM0B6fWMLzYafj2ro/WcBADBAAGnvKBfqiownipTvs38kv0aKoIieOo+ZsR4dLoE3PXReulnsTCjCJVubhh0i3Mk80rV7kKbdPdiPd4HSDRoLsbeRD+cUp8au9tb2+BEtccLQ14tSEQcx0VVDLpFgm96KYPjZkVu9B2NQI18Y8tmsyl2gI/WM8U0Elwa91kjVIsds7x9pnWfBRh0ixS5zYYe43JHYZX0+rS+7dC/Y2bY3/X89zsCvv/ysp3YVVSNspoGHP/Y99LxG99di9x7F+LhrzYh996F2FFQGXYbzIJWWqLRivCa+kbJcxFwF4ATMwBIeDgVBTGMVbqJfm6piQ5JXarFkC4tdb+21XEq1pf6pe2r+fqvQ9LrK0d2VQRLAe9zsyTOYwoMusUxgiB4TdhVSjfRLLiWZZoNR5leGj05PjEOV5TUi2JQPNFhQ6aGp5v4oKusbYxbjxk98CmkYFcejwaVtQ1YtfsIfU0ixKU1CTXwn3R/ibtysOgR1SotCcfkZACgOXSkaFkzGDE+xCrQD03u7/ecTAbdIkLbZiP8vpT3w8XDtNWJoZBfXovCilqs318mHXO6BPy4vQgf/L4/4Gff+DUPAHDGcz9F3I7mjla1RCOfWUfrnZj+6Qaf438dKDPsmvGAcg7rPW6Ep5vk55asnf49YYDbc7xzy1Tdr211pPRSA6pCy8krrpFeixtQclp5qpmW1jDoRuKUukYXGpzuwaeufMgyzdFD2/+LC2szo9ztVR7TE9EfoXVakhTck9NCttt0lAH0sJGro4DoGPCrufm9tbjslVX4sIkFHgmMqKhJsEenut41b/4OADhQelQ6NqCTW3XDTa3IkKdAGdmXZTXuAE6Ptul+zxEXGhWs+B4WguY8KPzvkvuwnaVKdQqHq+f/hpOeXIZz5/6KjQfLIQgCFm44jCnzV6MoBPsG8fcUBMGSGyha1RKN3NR45ttt+GKdW2WTLVOh3r5gnXEXjQOU91ZjU4XFokItkrSrC3fzbHpwDhs68vuqkR62KbLCCZ01/KXFtUi8z3mCr59NLMcZz/0ovU5T3ezEAVTXGN8DJBrI/b+iYexNjEd7AaF/p76w1J320lpVCEVE9JASBPeEJSOE6m3Ei1rpFgvvxZ93FAMA5v24C5eN6Bq161oNp2Jsuo9Fe/HLTS19kKujjByTYtCtZQv/90+ml0aGU1LWeJXE4YzLuz5aj++3FKBHmzQAwOie2WG36dWrh+P6t/8AAGwv8KarXvifFXDYbVJaXCh0n74ISQ67VOlvzQPjkJ2u/fw2Iy7NQLhx99elW72+mBMGtsd7vwX23yPBId5bxfuqw2ZDoyAYsqlx+4I/ASg3ieWIBVAYdAsdZdq++5hRxTBEzvVU85aTksQ+BKh0i1sEQZDSXgCvQbiItCho4KLAaLR9aRh1MzPyB10kC4im2HvE7Vsi9xySY7PZJGPa2nqO5XARu06sWhrtKsM/bC2QXoez0CNexLEpT7cw6n4rH/PyFDeH557w3eYC9UdICEQrVbjsqFtRLKbIaNHSE3QTA3QkNFwu7zwoEoXUx2sOoKymAWv3lQHQrjYbLKf1bad5vK7RpXkf7pPjXwkpp15m9TDs0e/xxbqD4TWwGaJll2Lkc7JMlq7mEoCzB0euaiQalhoGPStrG5w4VOZeiw7149km+oNx7hM6ygI1ngwNA67zzcZ8AMCUUd2Qluyr5xLXIfHuY8ugW5xSKwumnTNEIypNpVvU0CqkYMW0g3hCW4Gh7zUanS7keYJuD587wO95qdwljBgfpZvquNH8/c0/pNeRLCKJP79FY65VKgvAPHb+IOn1Z2vdi+wNB8uNuXCc4NTwjzJiUSjOl7ICKN1ap9MoOhIEzWBNaH2plbp0xcjwVcEOuw0ZGl6p/njvuhOw87GzcNnxXQC4vaievnhIk5+7fcE6lFrk7yaa1aGP1jsV99gGpwtTRucacq14Q108SlRJ6T3/2F5QCZfgHmtzLhikeQ5TE8NHtEZReobrPx63HK4AAHyyVnsDQVyH7CqK7wInDLrFKZV13geV1o1OVLpxoW484k3REaWdQWI8gnxh7zmm92Jwb0kNGpwCUhMd6Jjl32BWlOZXycqyk9AQe07t6WbIlmETcOIZGVqBGqO68XC5ewc/Oy0JSQne6VZ7mTKVQdTwEW+pSpNofa8hKtccdptPlXc5rUWjaIsET6KNlF6qCKCG9h1aAc/2mdoq8GD55vYxyMkMnP559ahuePfakWibkYwEhx0PnTMAr1w1DM9cMgQXHNsJ86cOx/BurQJ+xy3vr42onc0Fp0yxaPR8Vr6OAYCOLVMVJu5lcW7aHgmCTAwAGOdj+78/3B61AzpmavoSA7L00jhXSYWD0jNcPGbc9fwVw5Cr3+J5XDLoFqeIxpXpyQmaUtBsz65tKAaxJDzkN8VYeEUR/YlG2tOuQrfHTM92aT7p4XI6tXIH5PaVxPcOUyR4zaHdP0dznNarfL/6tM8w/JpWRtzkSDAwIC6y27OrKxpBi/z3qmHSa7FyGwkd+X3WKP8osdpay9REv4tCwF2VFgBK4nhBEQlaz8xQ+1Iz6ObHeiFYOrdqgW//eXLAcx45dyBO6t1G+jkl0YEzB7RHWnIC7HYbTuubg5euOC6gv9yKXUciamdzQaqWKBsrRt1fxXUMAFx4XGfcMLYHerfzpvjKi9eQ0JBvTgHuTQdA/74UNzU6BBinokqK6aWho/RYNH7e6k/Z27NtmvS6oCJ+4woMusUphz059G3StT1KxN3B/PLaqLUpXpEv6KWdiCjYb5VU12Pcsz+iz/3f4I4Ff2JPMYMyeqH0NXG/1nsxeNgzNrtoVAqS08szCd1VyP4NF3lhDPf/3cejIVJat79M8TPvyZHR6Lm52u02KVhtVPrTriJ3YLxXO6XXU692GUh0uK8tr7JIQkN7w0rfa2w65E6bCVREAXBXkAaAP/eV0R4iDKRnpj38SomlGgHPTi39q8CDJSs1ETsfOyui72iflYL3rz8h4Dn/Wb4Lj3y12dRqZkExnzXOQwrw3jvbZ6bgmUuGID05ATabDX09G1NM9Q6fRlmVb8C4Im8FFe75zNmDfW2ORMT00t/2lKDRSW/iUHBqrEVcOneiIAjS38cxfjaFbTYbOnsEAPGcQcegW5yyv7QGAJDbJk3z/RzPrkNFbSPKaQxsKE6NnPtoKGhufHcNdhZWod7pwufrDmH2oi2GXzNecLl8F4N6d+kRz4RSXOz5o3u2e4zvK6nRtwFxhNrfJJrj9MrXVil+Plxea+pFWaxxypQYUqDGoHn88m1FAHyDboBbZQ4AFbV8voaLoLWg0HlMbvV41TRVaVa++bGzsCrAmUQL8ZkZic2GOsgyaXAHJDj0WeYkOOxYdNsYn+N3jz9Gl+8HgCcWb8X8X/fgfRNX4JRXvRSV4UY9Jys99850le+eOCfSCsKS4JDGo10559HbDuH3vFIAgRWpHWT2KX/sLdX1+lZHbnVjVIpwaU2D9J2ZKf43p7yKxfjdaGTQLU4RZbrpfjxKMpITpJ34l5btiFq74hHlTVE8Zuw1axucWL2nRHFsDR9muuE1azcuQFNS7ZZoZzcRdBM9Tiq5uA8bb2U9989GVqSV0+B0ocHpvYY4AWaFxPCRLyaMCtQA7r4TVYo92vgG3VokuZ+9YmCOhI48dcaoBUWtp5jUSb3aBDyvfVYKkj2+fQy6hY5WX4Y6Lo9UuYMsY3q3wQuXDcVj5w3UtY39O2Zi7hXH4e8ndpeO9WwbXMVSkd/vH4dbTu2JT24a7fec4qo606ollZ6ZxiqJ/W08ij+Lfw8kdJx+1P169qXoeQoETi/t3zFTek3Lo9Bwyuau4SqIm2JHQSUAt6pY9N/TIpUFMRh0i0cEQcDDX20GAL8DxGazoWtr985tKRd4huKUTTaj5RVVqJFTb9ZJXnNEsdtrkCy/tNo9LptSuonV11hIIXx8K3lFp+BJcZV3nOZmt5B8cib++2djL2xhpEWh3QbR1c2IbqyUpY3K/Z5ExMIK1RyXYSO/zxq1oBBT2LTUimrGePq57CjnTKGi9cwMpSsraxvwyNfueW1udhrOHdoJLVsEfjaGw6TBHTBjcn88fsEgTBnVDWf2zwnp820zknH3+L4Y1q0V7p/YD7ec2tPnnAOlR3H8Y0sx/rmfcPJTy3Cg1DwqdWnDMQpK4ls/+BMApGC3iCgmEP8eSOiolW5eTzf9rnGozGuV0bkJm5SzBrYHwJThUFFa3Rgzb93u2WTqkxP4GZkqFcSI3xRhBt3ikNoG7x98oF2Dq0flAmDFGKORpyIaLccXKarSCLoZesX4Quk15D6md1DziEfp1jo9cGU1MfWikt5RYSPIAuMADDfgF5Hv1C+4YRTqPbnoJdX19DYJE/mi0Ci/RcCbQpGcYNfc3DpniNvD5ggXEWGjZRKtZ1fWN7qtFwD/WQFyxAyC57/frl8j4gC5x1Aom48HSmtw5nM/4r3f9uKuj9ZLxwMVLNCLy0Z0xcPnDgxYxKgprh/bA3eP74vpZ/VVHP9y/SEUV9VhW0El9h6pwXPfaWebPPTlJlwybyUamtGzwJvyHb3n5K87ixU/HyzzKqhYHTo85JtTgDGCgDqPirh3EBsaYtoiN49DQ55JJa1FdFztFVbW4sHPNwIA+uQELvIlKt2YXkriCrmJoZhCqoVoXsnqasYSjZ0INc98uw0AMKhTFn7+16kA3ClrehtsxiveQKpxZsLijl/rJnbz23iCcofLa5utmnFPcTWe/W67wj9y3f4yvPTDjmaxoPBNtTAmlU2NqHDo3yET7bNS8N51I6X3WCUxPBoV6aXG3W/FzSrxOapGLGJUwhSosFFsWBmgdPt4zQHp9cBOWU2eL1agjOfqbOEg77NQ0r6fWrIN2wuqcP9nG7FkUwEAYFy/djhrUAfD2moE/zi5J+6Z0Nfv+1rWEIIg4M0VeVidV4KVzajyqbcKrWxTw4DryFPUMlQ+UtPP6ie9ZqGa8JB7nwLeDUc9g5gf/r4fgP+MKznJie5wRV0cpyaGQ6MsvdSI+c73mwul120zAgsARKVbPKeXNr11RyyHPMos7l5okebZ2a2pi98BEg1cgu8i0MjgyM7CKmlxcFzXlor0xLpGl7QbQcJHHkj1pljo7ekWZCEFT7GU8qMNqKhtlDzeIqWytgGl1Q3omu2bFnCw7ChSEuxonZaErfmV6Ngy1ee6TpeAjQfL0a9DJiY8/xPqGl3YX1KDqaNz0ScnA+fN/RWA2/vq7yd197lGNGlUpVoY6QUm50+PJ5hYje3EXm2QYLeh0SWgus4JBN5YJBrI02aMSkkEvAUSUv0sKFqnuSeo2zx+KCR0jN6wuu+zDdLrYIJuJ/Vqg188qhuXS4hIBRVPyPvMJu9LP/stLpeA7YWVOFh61Oe9Zy4ZakALjeemU3rCZgMe/2arz3uFGhkpNc00A0XbZ1H/++tP271emFeO7Kp4r3/HTNht7r+ritoGZDVReZj44q+Qgl5dWVnbgC88KuJgqlmKgbmmCtoQJWKQNNFhN2Q8bvEUGgKAY7u2CniuV+nWPO9d0YBKtzhEHmUOlINNpVt00Da6NO568oXEbaf3ViwK41n2qyfy9FIjPN1cLkHyWsxODxx0S0l0SP5RehZTOOPZnzD2qWXIK65WHC+rqceJj/+A05/9Eb/sLMZZL/yMS/+70ufzL/6wA+fO/RUPfbVJmkh99udBnDv3V/zzw3XSefKHeqwwegLqj3dW7gXgDZwCXuUid/DDwyltchiTkijy0g87AfjfxRfH7Z7iainNhoSGUrXoPhZLNe9zlw6VXlfxWRo08qB3MIUU3lm1FxOe/1mzkqFem0qx4PoxPdBKI0C0bn+Zz9+13NvK2YwU7FIg3GAlcX6F1w/sttN7+7wvqm7K6a8YFv7U/XptUBXI+u9wmW/wXI3o2xfPKqlwaPTsXCTYjVmLvLPKPUfNSk3EsG5NBN1ET7c47kMG3eKQxxZukV7ffEovv+dJSrc4jkpHA0Fzt964SZTo7XXp8C7ITk+G3W6THmjxfDPUE+/E05jqpRW1DVKwtlUQZtEZyZEVU7jvsw244tVVqJftMoqT3p92FMHlEpB770Lk3rtQSskqq2nAgtXu9IGt+ZVYvDFfOievuBrPf+/2qXn/t30+11u8KV963RwynuUV2YDoFDwRBEG67rBc72QmLdk9caG3SXgoq+u5jxnRj2JAqFOrVM33j5PtCnNhGB5ivyU4vEUx9OxLMch+u8aiXou2GclI8aRBlbMAVdD4pJc24W0788tNmseHdmmpd9OiisNuw7syCwE5ah/eL9cfkl5/8edBnP7Mcqz3KKNjiZafrRH31/xy9/xjyqhumhsbogdYBe+tYeF0eTenAOjuN51f7v17rg5ijekNulHpFgqNnjzhBLtd93lrmcziZEgQ915RyPP5nwd1ub4ZYdAtDlm2zSvLTgtgDiwp3bi4MxSv8sLYRaBIiceA/28ndJOOsZSzvhhdSCHviNvrKyMlQVKxBUIsprBoQ34TZ/pSXdeI93/bhxW7juDuj9dj8ou/4H6ZWtIGpXHxo7KgvlylduO7a6TXpzy9POjr7yyqwuxFW5BXXI33f9uHbzeF/jtEirS490kvNe6aq3aXSApAeYAm26N0U5tHk+BwKdRRxindxEDaFE9BIjVJCXZpIVHPlJmwEIuJKO6zOn23POh9wXGdgv5cy1T3JggDqcEjv49Gkip88fDOOrYqNvRql44OWSk+x0c8thQDZy5BUWUd9h6pxlNLtknvfb7uEHYVVSuyGGKFsriJeEz/64ibfjka/1YAkOlRPFboqO6PJ/yp+3ULusmUbsHgTS/lGiUUxM2/BIeyKrQe65FdRVXS65Qg1iGi0i05IX4tjOjpRvySlkSlWzTwGs8an7YmCILXC0yWlpienICymgYuFHRCGXTTP8UiVOPkvZ4g3b+X7sCdZ/QJ6bPPfeetxCd6cGw4WC4d23y4EgkO7QfublXqaTis31+G9fvL8Mave9Dg2bXLe3xSxN8bCuLExVvJy33cyOD45a+ukl7Ld/LF9Cl5H5DgkW9yGOrp5rmXBvITSkqwo67RxaBbmIj31AQDUtn+lKmGWjXhmymnZYtE5FfUooxKt6CRm7Mr50HKzjxa78TGQ+WSX5eaY5qonmcGkhMc+OH/TkG/GYt93quqa8Txj33v97PNwe9K9OGTB0+NSPku8vjctfVTvT3Ts9FYcZSigXDwn16qz/cfkm3UXqHy5NNCnAPt0WFOGU+IG1MJdpvCw10QvPPYcBHXFUBwc6hJgzvi3z/sREFlaAFXK8GgW5wRysOvRbLX083pEqQdD6IfgiBIATaHIkBjzGK+sq5RClxkyxYS3bJb4EDpUewuqsawbq0NuXY8oaxe6j6mZ5lucbdPNNgPhVDH8sZDgYM7H6zehw9Wh9yMkBH/bgH3uAlUBEZvxEVhgo+nmzHjtEjDOFtkTO82+G5zAVWpYeLUULoZU0jBvdjLTPEfdEtOsKMSQH0zqNBrRkS/GnlKol5jcoenwEVmSkLAPlQjBsXLjrIqbbDI+8wRwAf19gV/4tvNBT6f/2raSdhXUoPhudaYu6QmOeCw20KuFJnQDOboSj9b4zaR6zxphv6ydah0iwy10k3aoNIp6iaqpLplt8ADk/o1cbb3vrr+QDlq6hvRIonhi2DwKt3skN8e9OjFSpmvcBs/wW857TPdqtSymgbUNjiDqlprNZheGmfIPbtevXp4wHOz05KRlGCHIECzShSJHN+0Ct/jelJS5V4ItEhyKG54HbLcvkNaVbJI6Gj79On3/WLKd1PVgkRyZRVGg/U4Wbe/DLn3LsSq3SWhN9Bg5AG4aCCvMAwYa8APAH/kef/NLxqmTJnq1NI9Vum/GB5S0E2R+q3vNQRBkMZZZqr/xUGSg+mlkSCqahx2fT3d5nyzBfd84k7VO6N/+5A+KwXdqHQLGvU8SGvzcXtBpWbADQAGdc7CpMEdDG1jtFlwwwkY07tNSJ9pDvUUpKCb3VhFeK1n4zHZT1obPd0iQ610c+g8jxXXlHePPyaoAFqDbGPqcHn8KqVCxevpplS66TEm5b7Cd40/psnzM1MTJM/TghDTi60Cg25xhjgRTLDbMK5fu4DnOuw2dPT4JcSzHNRIFFW7DFZeAMARMbVUlS4jqt7kFbFI+DgVu73uY3qqon7e4fbzSg/gySjnyYuGSK+DTSFuzmann649ENXriRMXb6qF+7hRwfEyWR/NnNxf8Z5UAYpp/2HhlKUKG6XEONrglHaYA1VTTKKnW0TIlW56BlD/++Nu6XV6cmi78S096cS0agge+XzHJlOHu1wCNh4sx+PfbMWU+dpy6lE9sqPRxKhzfG5rvHPtSOnvKRiag6rLZfCGo8hfB9wKfH9qGXGzo4JVvsPCKdvQAPT1dCusrJUqD4sb/k1xcp+20muq/IPHqeHpBkTej4Ig4AVPMbS/n9g9KKWbzWaTNo33ldQ0cbY1YdAtzij2VEDKTk8KKj0r1bMDwQWeMcjTBxSpiAYF3bblu1NmslVBNzEId6SKSjc9kPv0Sbv2Oq2ry482YKunH/3t8qoZ0b21pKoJRiHV6HThzRV5Ac8JJiVAi1OPcU+eRnb3pgKd0KM1ds2eiL8eOjOo77j30w3YH8FD+4t1B/F7XvAKPt9CCsYGx8Xg96RBHZChSm0Ti57QazM8xFuuMo1N335cvcf9t2W3eYOkWjDoFj6CIHj7UscNK3Vf/BWid2JLTzXpp5ZswzcbDkfUlnhBTFkTn5fyYPgt76/FvB93+ahbltwxFhsfHu+32qdVmDQoeAXf4fJaPLl4a0zN5gXZhqNRSret+d4CTVS6NY0gCPhg9T5sDOFe5qvuVx6PhAc/3yi97thSuxCGmuz0ZLTLcAd2quI4kPrnvlL874/9QZ/fILdgUHm6RcLKXUckWwyxUFswdG+TBkDpBxdPMCk6zjjiSS/MTms6Kg14K5hygWcM8hufIq3CoDXYzzvclWszVeoLsSLiESrddEHsvwSHvhNPQRBw83uyKqDHBFarysnJSsb+kqNBjeV3Vu31OWazuSsx2m02dG+bhitHdFVUKpUztk9b/LS9SPO9f19+LL7+6zDGD2iP42Z9BwCYPKQjHHYbMlMSkZJoD6os/MR//4wND41v8jw1Ww5X4PYF6wAEX5BB3PW1S0E3989GBcfF+3Tn1r67wKK6saK2IeredlZA7ulmlIfm1Dd+93wvAvaPWMWLqcKhI9+w0rOQQlmN8hk4LMgUfpEMmfr4pvfW4rf7TkdOZnALy3hFVIUmeoz55AFUrcXZf68ahmPC8DM1I/dN7IdBnbJwRv8cfPbnQbzxax4ev3AQDpfVYkyfNvh07UG8u2qvFJR8efkutM9KwdV+qiYbjVfp5u1HHe1sAQDFld4x6u+r6enmZdm2Qkz/1J0uH+ycx1fdr59qcY1H5QYA7TKCvze2z0pBYWWdIq0x3jj/5RUAgC6tWmBUz8AqX5fL6xmeaLcrgm6RznnWHSiTXgfaWFQjbkrF67hk0C3O6NQqFf8Y2wPZ6cFV4xKDbkcb4vcmZyRO2Y3PvRPhfm2UgkZUOg5XFUvIlpRuDLrpgZT2JN+11+F7X/t5D37d6a1c2qlVcNJ8ANhf4vbQmP/rHgzrFnghuWq3b3XU/1x5HCYMVO66fzntRHyweh9sNhu6tGqBbtkt4BIETBzYAY8t2oLXf9nj8z0ZKYm4fIS7WtXiO8bglx3FuGR4F+n9JXeMxVNLtqFPTgaelVVOffS8gXhAtkNaGeZup1wh1+h0+a28Kscp608AhlSklVNS7VEka1RN7NK6BWw29+9fUl0vBcxJcCiql3qOxcoKqa1n555emqEjf3ba7fql8as3nm4b1zukz4/rn4NnZPetw+W1DLo1gdOPaXu1xgbRbaf1wvgBofnsmZm05ARc5nleXjemB64b00Px/i2n9sItp/bCJfNWYrVHvb12b2nMgm5OSbVo3HxW/n2NfvxdxbR+Vi8FtuVXSa/3FFdLaqNAqNX94tjUoy9POaYdPl5zAMO7tQqpqJe44RivQTf57735cEWTQbcGmXrDIRMAAJHNXfcUV+PJxdukn2vqg++PDI8qLl7VikwvjTP65GRg+sR+uGFsz6DOF/0SqHQzBl8vE2MX8+KC4oQeyqBb51bePHuj1Dvxgjztya5zIPWxRUplWbCebnIW/hU45enBzzdiySZfw+oR3X0f8IM7t8ScCwZj9vmDcNMpPTFxUAecPbgj7HYbHjy7v8+uqjoltW/7TFw3pgcSZYGvbtlpeOmK43Db6b0Vflh/O6GbwtcDAIY+8i0+WRO8v1ttgxM3vONVCu4orApwthdpUejQP9VCC6/3om9ALSXRgbaeQNuhMnpthop29VL9vx8Abjk18HNWDMbk0xg6ZNRKN++YjOx75b6mU0fnhlS5FPCtKB2vhtGhIFXYE5XEARbi5x3bKSptMhun9PU+G6NdaEiOPC3RqM0p+Ybb8bnaG4jiuKW3opI/grTVkHufAkqfxUip86TwnxVC6jTAoJvcriCYdZq/ZyQQ+tx1+bZCXDJvJfYUV+OdlcpMmFA2wEUleLib5maHQTcSkFYeE1e5nJvoh/wBplBFGbSYF3cX1GXWu7R2V7esqmtEZZw+0PRCPidR9qm+13n77yPC+lwgKXhFbYNmamnPtmk+xTeC5YtbTgQAnNgr22eXvikW3HACAOCkXu4qbm+pfueymgb830frg/4+tYLvrBd+DmpRLK5hHAakWmghLvy1lG6AO80CAA6Xs6p0qEiLCZsNnmw2Xe+3v+wsll6f2kT6d3tP0I2BmdBplA0+uTWDXkq3kd1b46FzBoT8eZvNhteneCvDs2+bRlISO5QLfC26tm7h/804ZnRPb6XThRsOY3dRFd5ZtVdR9TEaeCu3wzClm5iaNq5fO79KdbGQwraCyrjfSP5g9T7p9a6i6qA+IynCDVD3ix7hYiZVsIjeYfLfJ56Q/95v/JrX5N+1PPieoEovDXVITH3jd6zOK8GN76zB/F+VGSwXDesc9PeIHsXxGjhleikJSK5oelgS3I2ahIb8AaY0njXmetWeG51aIZWcYIfd5r5ubYMz5N194kW+u+SWdBvjGzVWpfpqileuGoYb3lmDnu18UwsEQUBRZZ2Pt9Rj5w/EuH45ASswNsWQLi2x4t7TpFS6UOjXIRMr7j0tqMpIwaBVMWnK/NVYfMfYgJ9zysxoAZmnm0GJidsL3IUy/AU622em4C+UR7SgL6ysRXlNA9pnpcDpEnCkuh5ZqYnISEmQvMashmKTwyBPt8oQvEo6eIKnB8sYPA0Vl2oXX69AeIms2FS4nN4vB6f3bYelWwuxp5hzp6bwUbqpfBBTEu1459qR6NMuIyg7gHhkaJeWePLCwfjXJ38BAE575kcAQF2DM+TNrkgQ76V2mw1iAr/eQS/xHqsuMiRHPof9aUexj0o+XiitrlfMe3YGqe53SYpw9896BlDF512oQTdRJbXxYAW2HK5Avw6ZEbfFLAiCgPUHvIUwDpYdxaIN+Zg02L9aUK10k/dcuGNym2duKvLrvadJFUmDYdLgDji2a8u4tVzg04sEpLVoekhfBENQVC/VsQKbFi6XIHmkqKvN2Gw2SQFVW89KepHgVKkXxeWDUYHUYBFLsxdp+Ee9u2ovRsxeiuve+kNxvHOrFsjJTJHSzMOlY8tURQppqJ9NklUoe1+jWt2KXcU+x7TQqmQmVoINhCgWcKgWhUZsoP+8o0jaofQbdJOUbuEF3T5ZcwAjHluKM577CYMe+hZDH/kOpz/zI4Y/+j3On7sivIabAIWHpkyFqmfhmhe+3yG9burPQ9zUYmAmdBpVAVS9FoUlUmp3+EE3ADipt1t59MaveRF9Tzwg+nKpPd1EBnbMwvG5rZHVgpuBgdBSnIRSpVsPvJ5ukJTEes99xPVIZoCqiRmy93YFGWiyIgWVyjnCrqLQLDXsKk+3SAOo5UcbsOWwu/pst+ymveXkyOehwf4eVqGgok6xtgCAP/YGHtuit7TdprS6AfQZk11btwgp4Aa45/PDc1tL2VXxBoNuJCBicKaqjr4IRuAtr+7+2TtJ0X81/+8fvItBLS+wVLFSLYtmRIS/4hiRTlbkyo47z+gT8ufbZbrVYgUVdXhnZZ7ivQe/2ATA1+MsHM84oxndqw2SE5SPrite/Q259y7Eze+tCeg5UlUXnjely1+qhQGR1Ls/+kt67W83UEyxyjsSerCmrKY+YEruZs+E2IooNzlgSCEFecDguCYqX4rppSWsGh0yLpf32WnTKY2/0enCv3/YCcC74Rgu8mI1ufcuxNNLtiH33oXo9+BipoWrcEpKN2X1UpHUEBUx8YrdbkM7laI82pmV4vXkSmK9lW5iemlmAAW+PGielBC/S13x2SKqxPaV1KCusel5kL/00kizleUbTAM6hqZUk6dLHo0zn/EXlm73OVbfGLgzxM0M8b4qr6QeyhrTny+i2qaINE383olIUKTFuXGl0cgr6QHGKmielykw1EELwLuLRP++yHCqFRj2yPv0YNlRvLDU2383nRJcIRQ5cn+wB7/YhOq6RlTVNeJNlT+DnIRA5jox5Od/nap5fNGGfDzwxUbN9wD/mwflNYE3FcTJi4+psAHjdKSsyIm/xYK4SxhKIQVBEDB70RYMfeS7Js995addQX+vmVCmW9h199D8fnMBthe4A9df3HJik5XZxE2tmnqnzy42CUyjS72gcB+P5N9x1W6vcqBlhEE3derTS8vcwbyjDU6MmvMDnlqy1ZCgvRlpdGnPg0QiVVrHE7GuhCxPLzXK+1Q0Yc8IoHSz2WyS8i9eTdsB4Kv1hwAAAztlIT05AU6XgL1HfG021Lh8xqTneITPylJPEHBgp8yQsx8qZNYNsf47jzbr95f7HPNXuVdE2sxweO+nofbjil3FePirTZrv/TPEyt6EQTfSBOLuSLyW9zUacTJiUytodI66qReVNnX+Brw38NVRTkewGj7ppTr06SXzVkpBt9ZpSWGlaqq9cP6zfBcuf2UVHvpqs9/PtIpw4WkU7TJTsPq+03HqMb4+Le//tg87C7VTRss8wbWpo3Px78uPlY5XNOHDJQbH1Z5DRihSRZ+TQIFVqex6kJshgiBg0YZ8vPLT7qDOn71oK9bvLwvqXDMhV6Ha7fr61FTUNuC6t73p2eoUfi3Skr3BBD5jQ8Ob/uT+WVwcRtKXctP5cDwo5TR1j567bBdW7DoS8Jx4weVzf1W+n0FFRdD0bKtM2atrQg2jN2Jf2owspOBR3jTlPZyS6B6DwSi7rMrHnuruuW3SpL+N3UGkZorxHHGuo9ecZ69Hna9Vmb0p5JWhD8WRD6rLJUgZCP842evPWFQVOPAoPs/km3/BCjsqahtwtN6JK179DZ+uPejz/je3j8GZA9oH1X7ihUE3EhBx4aDlA0UiR54iI/+/7h4YQSzoOrT0pLLFeaWnSPH16XO/jmSyIjdab6tTUYGXlu3EhoO+u2cA8PKVx+HZS4aga3bz9V1ol5mCY/2k7xVWaN+vxNSG0T2zcbasXL0/+byIetdXjFkbURVNDAyKJvtaZCR7qkpX1QXVhke+3oxb3l8bUjse+Ny/YtCsqKtF61mR7WCpchEQTGp2coJDUjNW0sIhJPylJEYyJPfK0rXH67CgOGtg4O/4+1u/R3wNK+Dr6aaMujGNKXjevGYEpozqJv1cU98Y1VQ8lyxYY1TmRkUQhRQASAWB4lXpVlHbIKVk/mNsD3Rq5fbfOlDadMBKPedx6JCx4XIJ0iZv9zDmln87oZsUeNsdZBVWK/Dowi3S67+N7IYz++cAaNoLVnxGyjeAbEGsR8qPNuC0p5dj0ENLNN+fOKh9XBWx0BMG3UhAxIVDdb0TB0qbliST0FB7RRmloJF7Bt09/hjNc0bkutPaauLMK0FvXKqUYbGUgl6B1EgUGC9cNjSo8yYO6oALjgu+DHismHpirsI7ScRfkLnAE4zr1CoVdrsNfXLSATQddGuUguNqRWp47Q6EGHQLVDFW3Awpq2nAvz7+y+95IsGaucsXa/4CsmZGnfqtV/C0tsGJs174WXEs2Iq/GbRwCAunoNywktJLw+zLeT/ukhaEl4/oqosP1CkaSlw59Y0uSYkSzzj9pLKJMOgWPF1at8DD5w6Ufi6tacDAh5bgJZmnr1HINzXsiiJSxsxnW6U1FXRzj+HXf9nTpP+VFZEX9cltkyY9k+RBHH+oCyl4Pd3C70u5B+05QzuF/PmURAdmnef+2z5QFj/r0fkyC5jOrVJxz1l9Abg3XQPRoNrMAJqeu24+VIEhD3+L4qp6RbEiOQM6ZgXddqKEQTcSEFFRAYCTQwOQ7wq6/+/+WW8FzR+elNEurVNxy6m9NM8RfVNe+2WPIQqeeMHfAiLcf9Jq1WJcnT4SCucO7YRFt40JeM5dZ4ZepCFWZKYk4pObRvsc1wpg7CqqkiYpbTxqQXES2qTSTUx/cqj6VFcLfjdlnrYE8pSSq6g+auK+HGgsTzu1F3bPnohRPbIxcVB7tFMVbjjx8R8w/xf/nn9mwylLfdLLfB8A8jWqyAbrQyUVK4pTNUa4eP1q3NNYR4QbVo9/s1V6PaRz9BYVd320Hrn3LsSVr63Cje+swVyP91tNfSNueX+t5MlkZcQqe977qzLqlp5MT7dQuWeCe2G+s7AKTpeAp7/1NWLXG/nYkyuJ9XxKNjpd2OVRObVpQvUv/zuKt2qXgDvYKGfzYa/tRlNzfHUhBT0yNsRq673bpWtulgaDmAGwv+SoIgMkHpgyqhtsNptioy5QP3rV4L6ebvLPVdY24B/v/IG/v/k7Jv5buXmoRbwqR/XAdEG3uXPnIjc3FykpKRg5ciRWr14d8PyPPvoIffv2RUpKCgYNGoRFixZFqaXWQO5LEyjdiYSHv90kvRU04g5ToJtlcqL3drC7Cdky8Y8UdFOpF8MNZKqDHlNG54bfOAD9O2b6nazmPT4J004znzmqOIETVYD3fbYBTyzeKgXfKmsbcPozP0rni151oidMU0E3p0rpZpRB9LKthdji8e5oGUApFchAWo1o7K/FXeOPgd1uwwc3nICXrxzmMxE+WHYUj3y92TKG7561vY93VKRKjKMN4auDxQBqJZVuISEVNxHHpA7pTyLnDO0Y+ZfAt5hCIH7deQSLN+XjqSXb8PbKPNz36QYs/Oswbv3gT13a0pzxblRpVy+l0i10Sqp9VTBGb6bKHxM2nT0zRTYd8lbX7tQyNeC5co9G7iMDN4zx+oE15fXnTS91/6zHBtWavaUAlJVlQ0Ve0f3Cl1eE3xgT0bKFey74txPcmQhiWrUgBFbIN6g2MwBvP249XIkHPt+A137ejfd+24clmwrww9ZCv99122m90KW1e7yd0b9dBL9NfGOqoNuHH36IO++8EzNnzsTatWsxZMgQjB8/HoWF2n8oK1aswOWXX45rr70Wf/75J8477zycd9552LjRel41RuGw23BMjjuHXj0RIpEjqFJkjDKera5zLwrPGeJ/MdHQ6L1mU1VxiH/USrdgPBQCkV+hVNFEWlUPUFbIPE+nBWYseevvI7DwtpNwyXB3Smx9owv/Wb4LdyxYh8raBsz6WlksQkwdC1bp5vSZgLr/r+cipqCiFte86fV4EidaWmhVH1ZT3+hCo9OFPcXaQTcxtVbOyO6t8fbfR/gc31dijVQOUVGjd5qwOujWP4RgixhAbaqCrtURBAEFFbVBB3h9zffDS3+qbXCipt67cHlj6vFokaRPkGdw55b4+taT8PktJ+KNa47Hj3efEtTnZnyxCZ+v8yrcahucqG2wboXbRpUiQz3VZNAtdLRsQuQ2I0Ygn+MY5ekmVS5NTmjy70I+Xo42xN+mRkePUOKNa44HoPSYbEqt5E3f12+D6u2VewF4i0WFg9yfTD03tiKCIEiWI+Lfe0qiXeqPn3cU+/2s2vcU8PbndW//gXdX7cOjC7coVN7+uO303lh02xgsvmMMhnVr3eT5RBtTPcmeffZZXH/99bjmmmsAAPPmzcPChQsxf/583HvvvT7nv/DCC5gwYQLuvvtuAMCsWbPw3Xff4aWXXsK8efOi2nYz06NtGrYVVKI2gt18oo0k4fapiqjvdcTdkPYB1Iqt073BnHiu9hQpaq+hSPtUvlv7yLkDItolFLlnfF9kpyXhomGd0S07De2zUnHeseYNvqUnJ2BAxyws2VSgOP79lgIMeuhbv59r5fm3LK0JvBhRKzGkYI2ONjFqc+NAnmBqo/FGp0tRnbbB6cKZz/2ItOQEXCjz5juhR2s8e8lQvLUyD1ed0A1qbDYbxvZpi2HdWkm70gBwytPLkff4pJB/p+aG2F96BcRF1Eblz106NOjPdm3dAqt2lzRpimx1Zn65CW+v3IsTe2XjvetOaPL8Rj9p/KH05Tsr8/DgF5sUx/Q2iB7YSZmq+vbfR+DPfWXokJWCf33StB8jAPR9cDEAt6JXK53e7PhaMqjTS021VGkWONTGeHCn92XrVIhJC2XQzVtZWE+ldJWn4MwxskqW/pDPd+MtJa60uh6HPOmc3bPdliR2uw3pyQmoqmtEdV1jQH9gf2MyXM9M93e4/z85wOZ/qDQ4XU1WijYz8nmhGHSz2Wxon5mCQ+W1AecN4tpBnl4ajnamZ9s0JDjsyHDY0bd9cF61RBvT/KXW19djzZo1GDdunHTMbrdj3LhxWLlypeZnVq5cqTgfAMaPH+/3fACoq6tDRUWF4r94J9XjTbN8W1GMW2I9xEWgTadURC0EQZD8+AJNXi841mtsKirjSOiovYYiXdi3y/BOHK8elRtR20S6ZrfAI+cOxODOLZGVmoh7z+qLvu3joxqR3BNPDGCWVDURdItCwZOv/1J6NzVlxC8Pmh0qU+745hVXI+9IDTYdqsAjHpXfNSfmYsENo9CxZSqmn9UPnVv5rx72nyuP8zmWe+9CfLB6X5O/RzRZtOEwrnljNaa+sRqLNhxu8nx//RhpN8qDbqmJjqAWhCK92rkVhy8s3WFZJVMwfOFRdv2680hQzz9/i8JQFvjqgBsApBnsHza2T1vcPq43Lh4eeqGaNXtL8eTirbjlvbUKdZ7ZUSvdWEghcm4+pRdaqdTSBQYrg+RDzz0e9d9EFoNnwfxNXDaiq/Q63vy/dhR6Fe5dWnuf9elBFu5RFwTTQxAg+hMf56fqfLB8ccuJ0utb3ltrWQ/q137ejTFPLpN+zpTZipznWa89tWQbuk9fiHNf+gU/bnev0TceLMcVr67C9E83AFAG4EPJWOvfIRM92qbhf/8YFdHvQbyYJuhWXFwMp9OJnJwcxfGcnBzk5+drfiY/Pz+k8wFgzpw5yMrKkv7r0qVL5I03OaJXSlkTKVgkdFwqVZQUoNFxliLfCenexr8Jf1pyAgZ7DKTjUYqvF/78v8JFnBzdcmrPyBoWB4il1DtmpeC207QLhtw3sZ/0unWQSje1v4k3kBpJa5XIK4wu/b+TfdRsamadN1AK2OxXVZYu1ggihrLT708NIU7imgs3v7cWy7YVYfm2Itz83tomz1d7aOqRJrzvSA3elwUj5d6YwSBfgGw+FJ+bfPWNLkWKd1kQqbZqk2hxYRHpmEzTKbW0KWw2G5I8N5TT+wbvkfPy8l1YuOEwftruP63IbDg9u4/+lW4spBAq7bNS8OeMM5H3+CSM6+f++3r4q8149rvtUmEtvfFNL3W/1qvgUG2DE2+tzAOg9Jv2R3pyAqZ6PHDVSnKrIyoCB3fOUgRdxE2FpuYDjarKl6JqMdxnpcsloNqzORVM3wViSJeW0utvNxdg06EKfLHuII5U1aG2wYkv1h1EmcacrrCiFl+tP4RGpwvLthXiF1lq5o/bi7B+f5nfz0YLsY0NTpdPlVn5nFAedBYEYP2BckyZvxrzftyFuz5ajxW7jmDvEfe8UK4EDGU5Mn/q8fjh/04xVB0bb3D7SMX06dNx5513Sj9XVFTEfeDtsuO74OM1B7Cz0L8hNwkPl18FjX7XkC/AT+rVJuC5oqqRSrfwUft/hat0EwQBRxuc2OspgiGa/hP/DOyUhcV3jEGHzFQs3qStfJJ7pYkFFcSqWo1OFwS4JyliOn2jS5CVXheNvt2fN2qHtWdbX781LbLTkrATbq+e2gYnUhIdqG1w4pO1vhVNe7cL7jsB90R7xb2nodEpYOxTy5r+QAzQUvoIghAwWGnE7v2EF35S+Ced0S8nwNm+DM/1+qM0Ffy1Kuoqews3HJZMo/3hW4TIfTyY+6w4VuSM65eDR84dIH1fNFh13+koqa5Dt+w0bDhYjgs8xuCdWqY2qcxp1DO3PcaIC3x6uhmDmEa4r6QG/166A/9eugNbZ00IusJysAiyP0m7Tf/57Pu/7cPGg+6NifQgg+OZcVodWpz3qzcR0j3zyKCVbmr/0zA789dd3gCX3uniZ7/4CwC3Mqtnu3R8tf4QhnRpifevG4lEhx2NLhecLgHnv7wCB8uO4uJhnaWq77/eexrKaxowZb63KGP/Dpn4+taT4BQE2ACFdYdeyOdr4jisbXDionkrsa+kBjefEniT3V8xLS1/tkBKt8uO74IFv+9XHPv9/nGoqG0IaEdEwsM0T7I2bdrA4XCgoEDp2VNQUID27dtrfqZ9+/YhnQ8AycnJSE5mVFdOp1buiiXlRxuwvaASfXKCT50hgREXDt70UvdxPdPWxCpWx3Vt2aR6Rpzcqj2KSPB4Db6VldhCXSP930fr8enag9LPmU2kGxI3YprsBcd1xnebC/H9Fu8z4JRj2iqURaLSbdOhCuwuqsLN761Fg9OFSYM64N8/7PT5bp9KXjq1uTrMypVi+2/94E847DZMP6uvz+4oAIzp3SbkqrcdPZXhFt52Es5+8RcpBVMrYBFtDpTW4KQnfIOB9U4XkhP8t029e6+Hp5vasHzmOQNC/o6R3Vvjtz0lTRb0sCofrVFO+h/4fCP65GRgRHf/hs1qpVuwKd+bD1XgvJd/9SkqNLJ7a+lvPlq0TkuSxvBxXVvhjanH46cdRbhjXB/M+GKjlHKrRV2DdYJuWp6ZNps37Tta6kOrcnxua3ywWjnGKo426H4f96t002k+u/5AmfS6si64e6WoqmoqyGQllm0txL8+dvtFqgPWGZ6fm5pzqDc1xOBbODXWvlh3ELcvWCf9bNT8YfPhCmz2VH9fv78Mgx/+VtOyQQy4AcCJj/+g+T1nv/gLquoa0bJFIr645cQm106h8OP2Ilz75u+4eHgXfLL2AK4ZnYvOrVvgoS83Se19efmugN8RSuAyUVG91Hs8LcmB0/vl+ATd2mYkB/T7I+FjmvTSpKQkDBs2DEuXLpWOuVwuLF26FKNGaecbjxo1SnE+AHz33Xd+zyfatJJVS3zh+x0xbIn1EJ8HauWFngKaI56KVa3Tmr6JpnqqClVbyC8m2jRKkxX3z+H6f8kDbgAwSGXITQKT6LDj1auHSak13bJb4JWrhismT63TvIHMmV9uwtb8SuwqqtYMuAFaVS/1GaiFlXXSa7HSWDDIJ0ZOl6AZcDupVxu8dc2IsCe6AzpmYffsidI9KpjUP6NZtVs7Paq2PnAgwmf3HpEFT+sblde7f2K/sHbxM4OsomtVTjvGN73yvs8CpzKrq+up00vziqtx4ztrsGxbIW56dw3mLNqC3HsXYuK/f0Z9o0vyORU5UBr7Cr2n9m2HmZMHICs1ES9cdiy+mnaS33NrNYodPffddjyxuOlKdM0NtacboJwDsZBCZIzqme1zbMTspdheUKnrdeQm+zab/s9Juc9psKn46cnBKbvC5ZcdxfjHO3+gsBlV0pTfO9tnKef94liqDDLopvZZDDWA6nQJioCbXrys4Turde1w2Xy4AvtKavDXgXIMnLkEufcuRO69C7FsWyFufm8Nftoensf5joJKTJm/Go0uAR+s3of6Rhf++9NuPPj5xoDtfebiIYqf5V7PTSFXusnnvy2SEzC2TxsM7pyFSYM6oGfbNNzqx5aF6IOpnmR33nknpkyZguHDh2PEiBF4/vnnUV1dLVUzvfrqq9GpUyfMmTMHAHD77bfj5JNPxjPPPINJkyZhwYIF+OOPP/DKK6/E8tcwHfLFWseW1pSbVtc1YunWQpx6TFtkhJnGt7+kBnuKqzG2T9ugP+Pr6aa/QbtoEp8dRNXLNE/QTavcPAkOyf/LplTTRNql6ip4pGlsNhtem+I/iCXfUAhUel1EPQHVK21GNLju3iYNp2oEIPxx7Und8fbKvX7ff+faERjTO/j7kT9sNhtapibiSHU9Hvl6E7q0aoH/O/MYJCXEZt/OX4CkpqERWfB///Yx3w/Rp6a4qg4rdx3B+AHtkZRg9yl+cag8PN8gcTFZURufQTdRnZCRnCAtBpvqE9EHLMGhrRK/9YM/seFgORZv8u/hK2f8QP8ZELFiUOcsqWrw0Xon+s1YLL13/2cbkZ6cgHOGdMTSLYXo2S4dLyx1b4pOGZVrqtQgaVw6tNUkTC+NDPlzTs6Zz/2kWZU6v7wWP20vwsBOWSiprsdJvQPbkojI57OiWtF9PLx2q5Hbnlx7UvegPpNucHrp317/DQCwZFMB5l5xHCYOaq+rKiocRLsMADhGlZkU7L+HaKkhplaGu3ksVycCwBUju2qfGCITB3XQ5XuCoVq2Hrrmjd8BAIs25OOaE3MxcVAHdGnVAn/sLcFZAztoVg0G3Bt083/do5n+GYhPbx6tWXiiZzv//tyAe04hbuLJPd3USrfkBAe+DLC5Q/TFVE+ySy+9FEVFRZgxYwby8/MxdOhQLF68WCqWsG/fPtjt3j+u0aNH4/3338cDDzyA++67D71798bnn3+OgQMHxupXMC2Th3TEV+sP6arAijX1jS58v6UA9Y0uLNxwGN9tLsCEAe0x76phYX3f5Jd+QVlNA97++4igA28ulYRb78U8IFO6pTcddGuRFJz0nPjHr1l7CHoaq1Zjam609LMY8YevF1jk/XS4/Ci+8VTeDFXS3y1be+KVm90Cz1wyFMd1bRlp8yRKPH5jiza4gxjZ6Um4YWxsintUHHXfn1q1SMRnN5+IyS/9gsraxiY3CyR1lI8KNbjrTn1jNTYerMDtp/dG+6wUPPj5RsX7ncJMT8yKY6VbSXU9Vuw6AsD99y8G3RLsgQO6To/IUD0mxfuvGMgLhq9vPQkDOjbv6s2pSQ78ePcpOPmp5dKx2xeswwOfb/QxRf9i3UHcMLYHbDYbSqvrsflwBUb3zI55MMAfWko3ObEK7luFQCrnp5dswx3jeit8q85+8WeFF/B/rjwOZwUR5BAfh+oiUnpNZ8R56cXDOuPKkYE9H0UygqzWqQe3vL8W/zi5B+6d0NdnrJVU12OLZxzWNrjw254jGNUzO6Adgh6o7YDSg0wvFT0jvT6L4fnz7SmqVvz80OTQ7Rf8sfHh8Rg4c4lu3xcqb/yahzd+zUNSgh31jS48eaETlxzv9YDfUVCJP/aWIis1Ee+s3IuVu4+EfA1/lV7bZ3o3VR6Y1E+R5bDwtpMwZ9FW/LLTvZHsz9OtBdP2o47p/sWnTZuGadOmab63fPlyn2MXX3wxLr74YoNbZX1O6NEaX60/pChDbTZcLkEhef/vj7vwzHfbFecEuyuupsHpktKuvt2cjzG92wQ1wXX5maToqXQrrnKnrgWjdBPNORl0Cx+1LD+cyYo6ePC5rEQ60Q+H3YYhXVpi/f6yoM7Xs+qlyElPLJP+ZnIyQ1envHHN8dLuq8hLVxynuzJS/at+t7kgZkG3So8i7LoxPZDbJg1pSQmorG1s8r6lVqGG6qEpmniLiiKR0T2zMaRLyybN//3R0hN0K63Wv5BCU8UlYs3//vD6yZw5oD0+/H0fSmsa0KEJVb1U8dLPAj/YPv3+zrHo1c4cPrXdstPQJj1ZeqYD2lUI53yzFT3apuOM/jm4+L8rsbOwCs9dOgTnH9s5ms0NGnX1UqI/L195HN5akYfK2kZFQPqlZTvRItmBm0/pBZdLwKHyoz7Vr5/5bntQQTeXKuVbz+ekIAg44vEnPql3m6ALnojKLr1VxIIgaM7p/vvjbhzfrTVO7dtO8fd80bwV2F1UjRcvPxYrdhXjg9X7ccXIrph17kBd/+7VhQ56+wm6VdY2wOUS/P47qgPhYkw21JRNdXEgPQPo6ckJGNunbdipnnIuPK4zzhyQg3+8sybkz4o2E99uzsf5x3VCosOOBqcLZzz3U8Tt8ofNZsN/rxqGnYVVuPak7lLQ7Yz+ORjQMUuyCgKUmxnyoFsaq0JHHW4fkaDo2959496Wr68HRLRYvDEfPe5bhO7TF2FrvnvC8eaKPM1zP/pjv+bxQOwp9u7mvLtqH7pPX4Qv1h0M8Ak3PtVLIyzLrebuj9bj67/cKprWQQTdvA9kBt3CRe01FE4gdeaXmxQ/D5WVSCf68u/Lhvoce/Kiwfj9/nE4/9hOiuNJqpK0kRYQbHC6FJPYdmGY1556TDvkPT4Jpx7jVtfefnrvqKQi/55XGnYls0gRF1CiF5pY7CfvSGBfLrUKFYisIpvIzaf0wj0T+obtm9eldQsAQF6xvr5ir/28G0Mf+S5o/6NYIE+3uebEXDx5kdu7pqkAZKM6VVh1n+0QRAD7u3+aJ+AmkpvdIqjzrn/7Dzz69Wap6rzaI7Q50ZTSjUTOxEEd8OE/RmHR7WOw8eHxiveeXLwNsxdtwZBHvtUs3rGzsAr7S5q+N3kLg7l/1nMT+aZ31+L3vFIASm+3phDntHuP1EgVySNFEARc/uoq9Lxvkeb71739B3ret0iyjQCA3R7F19sr86SiFu//tg9jn1yma0Dwy/Xe/vvXhGN85v1iMOatlXtx7Kzv8MpP2ob9jX7SS0Ndm8jV2+9eOzKkzwbDraf1wrh+OYpqn/07ZOKVq4ZhiJ95862n9cLfTvCmuY7umY1nLhmC8QPa476JfXHxsPA2J77fUoje93+DOd9sQe/7vwnrO0Jh/ID2uOXUXopNtWRPUDM1UR5084Z65PtvnVsF9ywh+sGgGwmKLp7BmV9Ri3s8VXHMwms/78aN73p3LyY8/zNOe2a5lHap5u6P/0KD04XCilrc+8lf2HiwPOD37y+p8VGaAO7Uj6Z2hcTJiHgjDFfCrUWj06Wo0hOM8aa4K9iUySrxj49vVIgpwyt2FfuYfBPjUE88/nzwDFwyvAvaZiTjuUuHKgJh4i6t2KdVdY24/7MNWLkrtLQBQRAwZ9EWvKUK/IebnggAb1wzAnmPT8I/z+gT9neESkmN/sqsYBDTSzM996tunqDVobLAnmp+zaE97/+RV4J7P/kr5DTPgZ0iS00Uq2auzivBV+v9V6wMlUcXbkH50QY89NWmpk+OMTmZycjJTJEWif6ezyL+/PmcLgH1jS4UyIqTaPHzv071UYGYgcfOHyS9vmFsDzjsNr9BiNd+2SO9/nlHMb7bXKB5XqxxSlWFfZckLZKoxtCb9OQE3D3+GMWxV37ajcraRjy1ZJvmZ/7zY+BqioBXZeqIMCVRC3kWSihBt+5tvBYMehVLKT/a4LeYj5yRs5dKBvwiYuBQ5GDZUVz56m/4cv0hLNpwGHf+b51CySoIAp5YvBWfNDEndLoEPPzVJtzx4Trp2M2n+Jril8juq+VHGzB70VZNhXijJ39frHwZbl+Kz9JbT+sVtDdgKByf2xqvTRmOf03oi9P7tkPPtmn47JbROHNAe3xxy4nIe3wSNjx0JtrI7HVG9czGo+cNwvSz+iIjOQH3TewnvXfD2J54Sla0YEjnLHRqmYqJg4L3/Pzvj7uDOi8jOQEfXH8CHj5nABIdNmSnJSEzJQHPXjIEGSkJmHVe8FZY/xzXB1mpifi/M93jWr5/IffKlAfdrOrR3pwxXXopiQ1iMAYAPvxjP2ae07/JfPAthyuQ6LAZvpOcX16LdftL0bJFEtKTE5CWnABBELD5cAVq6pyaFf12q3wG1Dz33XZsOVyBZduKsOD3/bjl1J44sVcb7C+pwdg+bdEhy7s4/tfHf+Ggn8Xe4o35mDTYvyxfUl6Eme4UiDV7lQ/3Y9o33Q+i4e5vYXgPEDdi33nTS93Hm9ohrKprxJ/7SvHPD9crjuvpy0V8kad2/Hj3KWil2hmWm9AmqXZ9f9lZjF92Au/9tk/TkNoff+wtxX9/8p2Y9WqXHlLbo8kFx3bCp38q1TLfbDiMv53QLerpi5V1HqWbp+hN20x3YLSwInCgxZ8KVRCAP/eV4qJ5KwEAtQ1OzJw8AFvyKzCqRzb2FFejtkFb1jjrvIEhewOqkVdnvPWDPzF5SMewv+tw+VEcKjuKAR29asea+kas31+G1mlJkqou1hRW1mJXofc5LO7GizYITSndfDc3vH35vz/2a254JTpskkF4c/l3CJVj2mdg9+yJcAkCEhx2/N+ZfZCc4IDLJaDB5cK/Pv5LU60EuNVvOx47S3FPaw4EUrox6GYMZw/u4DfApoW6UrMW6vRSm07zWfW1Qwm6pSQ60DYjGUWVdX7v4aGSr6pUeu7QjkhLTsD7v+0L6/s2HCzHbR/8Kf3814FyPHh2fwzsmIm8I9X4z3J3wPPCAAqs2Yu24I1f86Sf1Sr9QFz31h944bKhaCdTBzdIY1K50RhsX+4vqcFXfx2S7ANC6bNweW3KcAgCfFJmM1ISsfq+cejhUSaKIpJ/nNwT14/pETBVOT0lAZ/dfCLsdhsGzVwSsSDhxpN74q4z+8Bht0ltHdUzG1eM7IpEh11K+T1vaKegU6gB4PZxvXHrab2kz3wuewYk+kkvFSv7kujBoBsJilRV2kxJdT1aJCX49YupqG3AWS/8DADY/uhZSHTYYLPZJB8E+UJXkNReNun7tL5XEASvUavs8yfMWepzfXnllnB4efkuyYAVAOYu24W5y7w7fXmPT5LauKPQf8pt2dHACwdpkhKmsXcg1L9/MCbtPdq6dwUrahtRWFkbUlnqUPHXx/JjgiCgwSlICqPm7k8EeGX5dp/d3sCdevN7a328Kf414ZiwfaJI8Px096k4Ul2nWZggUbZLqFa6hYMgCNLfiBr5rnxz47HzB+GcoR3x1oo8LNvm/jt98ItN6JOTgZE9sqPaFknpluq+R7dNd9/biqqaCLr5CdRU1TXi/JdXSOf9srMYZ7/4Cw6WHcULlw3F7QvWaX7fxcM648oRkVdjS1dVZ2xwuoIOjMifmYIAnPHsT6iqa0T/Dl713a7Capw791cAwJ45E1HvdCE5waF49kabC15egQOl3s2qIV3cQUIx6F1d70Rtg1NK2VW3Vd2X4v/rnS484ClwYbcBH1x/AnIyU1B+tAF3fLhOYQVhVux2G+ye1GjRiN1utyHZ7vB7bxH5z/JduO303s3qWaruSzmpDLoZQlMVYS84thNO75eDW95fG/R3Sumlnp+9nm7htNDLUZXHbagBHDFwWxdE4DAY8suVQbdu2Wm46eSeKKuplwoNRcLOwipMmb8a3dukYebk/tLxitoGpCY6fJ4NP+8owusyVau7TdqbCh00qhqv3H0EN7yzRuEdrFa6iWMzWCuGMU8uC+o8PZFXzFVjt9vw092nori6TrHh0lRgq3e7DOmcJf8ci/0lNXAJwLr9ZWidloiBnbJQWt2At1fm4dsglMRt0pOklF15W8U+lXyDw5hk+vuMXEGsCLqlMAQUbfgvToJCPTk76YllOK1vO/y+pwQPTu6PS4Z3Uby/U1Zw4cznfoTDbsPC28bg2rd+x5bDlfjq1pPQqWUqnv1uO/7tMaUe26ctthyuwAXHdsIHq/fhgxtOkHbrP1lzAPd9tgF1jS50b5OGb24fg5REBxqc2g/RcAJuaUkORWnoQDsah8qO4ty5v2LSoA4K09lOLVNR2+CUUmOa2qX1VmCLzDdBi3CqNcnLix8sPWpY0G3xxnzc/fF6PHfJUIzr764+vGJXMW58Zw0eOXcgzju2E5wuQfLMuODYTjiuWys8tWQb3v77CL9eDc0BH5++ICp4OV2Cphns1NG5rDAUBbpmt0BXP5NUeVU3MeimtVjdXlDpUylMzeHyo5j84i8KpazI/53Rp1mrb1KTHDjlmHaKlHUA2FtSE/Wgm1hIQVK6eTYUiipr/X4GkI1NlQpVjfyevmC1f4/Py0Z0CWtyrEY9+S2qrJNSTgNxoLQG5770K64Y2RUv/rBT8Z7cLP2ozMvo/JdX4K8DZXjw7P74ZO0BtGqRhHcM8NoJRHlNgyLgBgCzznWn0mSmJEiKtNKaemmsXP/2H9h7pAZf3XoSUhIdGgVrfK/TLTtN8beZHAdVMBMcgf8en/1uO/KKq/HbnhJ8c8cYaQzFkrpG99+nVv+0SOTzzwjapCfj/87o41NMTKRnu3RMGtwB//yfuzJjm/SmN22l+6tDPfeJbD5bXa+cy2aGGHQT/67Ev7NIKVAp3a4f0x2pSQ5MGNhBl6CbyJ7iavx1wGtvM/ihbwEA//vHKIzo3lo6vnRLoc9nrxvTQ/M7/3ZCN83sn3X7yxSFFfx5uoUrCKhoBpW5A83z1Cy44QR8/udBhV1Hx5ap0nN5VE/lnGdkj9aY9fVmvL1yr+L4qce0xc2n9sLqPSXYXlAZkYo9FJ67dIiUNSMPUsufkxlNBN6J/lh/BkJ0Y6TsJg8AP2wtRGVdI/6l4fEmT9/MO1KDXUXVeOWn3fh15xGUVNfjzGd/RGVtgxRwA4CfthehqLIO//1pNypqG3HvJxuk9/7vo/XSLtWe4mpc+soqFFfV+VTGCZZZ5w5A3uOTsGfORIzs3hp922fguUuHBv350Y//gKLKOp9iDLed3gvXnJgr/azlUSLH38JBj/RSuU/Dg2f3D3CmF5vNJikkIlEKNsVN761BZW0jrnv7D/ywtQAzvtiIf7y9BhW1jbjjw3U4/Znl6DdjsXT+p38exAOfb0T50QZJsbF442HM+npzyNWUjEYMpKorXWo1s7ymAac+vVzTkPekXm0YcGsGyFOe1OmlcmZ+sQk19Y148PONeO3n3bhjwZ/460CZ4pzXf96D4qp6bFD5RPZom4ZbT++tf+MNYMqoXMXPf+SVYPqnf6GoCQ8tPRAEAXO+2YJST6XoDFXQrbCJNkhj0xY46CZnpUaq/bBurdCrXbpuBSvUyo0/VNYAWryzMg8nPbEMR6rrfQJugVi3vwwuAXj4q83YeLACP+8oxtxlO1HX6MSMLzbivz/uwj1+LBNe+3k3XtVIi26KtftKkXvvQnyweh8+//Mg/vb6bz7nZHsW9TabTbI5+HZTAe77bAOKKuvw/ZZC7CiswsrdR/DYws1SgSC1alHO61OGK35+8qLByEhJwMPnDAj5dzALtwVxH/n0z4M4WHYUgx/6Frn3LsTeI7FV/4lzO62gWwqVboZx6+m9Mbiz9j1MvKfe4vEFC8bsX50mrJenW40q6BZqerSoBtVL6fa/P7wbT/+acIz0HBrWrRVatkiM2ONTzrMaQdHvtxTgwc83Yvm2Qrz/2z6fdciKe0/zUU+LpCQ6MOvcAchITsBbfx+heK/HfYuweo/bq67BUyUqnLVJmca67IqR5srYOKFHNh6/cHDQqspEhx2PnDsQN5/SE5kpCVh+1ynIe3wS3rhmBI7PbY1bTu2FFy47NqwK9eFwTI73b7B1mvd3kD8nM6h0izr8FydB8+E/RuG1n3dr7pKI1NQ34rWf90h5/HLkAbbqeicGeXZt/LHhYDmWbyvEjoIqn/fW7y/DqU8tD1lhsXu2O7VGTFmx2WxYcMMJEARgW0FklVkfmNQPlx7fVWGq3lS1JH/pTpFOUgRBwMIN7kXJpcO74NqTugf9WfEhY0TQbcvhCqQkOuCw2dDoeXj//c0/fM7b1YTn3uxFW/CKZ/E3uHMWzh0avH+F0TSqJiuBdntnLdzsN93pnWtHaB4n0UVe4l5Summct3L3EVzw8gpslVV4XrKpAP/7xygM6pyFtftK/Xo/HiwNXACgOTFCtfkiLkCq6px48fJjDb32hoPlCpNiMb1UVOQ2Ffhz+hmbofLxjaM0vWPCxWG3oWWLRJR5gokbDpShf4cMuARoqidrG5x48Av9iiM8tWQbvt9SgD/3lUnHlm4twB8PnCH9XFJdLz37c9uk4c99pTi2ayukJTswoGMWvlp/CCmJDozs3hr7S2owqme2tOi+wJO6O/1T70ZaIFq2SERhZZ1UxXmtLAj5wvc7sG6/t51SeqmqL/u2z0CPtkqPxMGdW2L9jDN167fmSM+26dg9e6LkXxQMF7y8AmsePKPpEw2izuO1laxR/bdFmBWBSXD4SzEWg27iPXZTEwXFgEBFpCJUutV559HqapzBID635/+yByNyWzeZWuuPvOJqVNc3Yp+nkuv0s/riHyd7q2Z2apmK3+8fhwS7DS4BfqubjuuXg++3uFMRh3TOwvoDTf/byhHnvu+s2uvz3ic3jW5SJX3VqFxcObIb7HYbOrVMVcxLLvnvSqx5YJxM6ea7Nvl1ZzF2F1fjnMEdkdXCvV7460AZ0pMTsLOwCv/30Xqoaa+R1mpF/jWhL+4685iYP2Pkafmt07wqVXmzIvWiJaHDoBsJiYuHdQkYdJs6/3esztOu6tMYRiRpqkZVUJHKukbpwRUsdrsNKXblJE70AejXIRPvXz8SDU4BU+avDrmtV41y7+Sc0KO15ClX10TQTQzQeFMR3ccjnaQs31YkVVfqnROaObs4ydJbDl5SXS/5/I3qka2pIAmWV2RqC3+BDCA2HnD+UtjE4/I2qYtdyGkufjvxjkLpJnq6+dlolwfcAHda3+SXfsErVw3DDe+s0f4QvIotM7NFls5oFOoCOKLXqLhArKxtRE19o1+FaL1nIeH15gt9jL10xbEBvWPC5Zvbx2Dq/N+xraASxVX1GPfsTwCALY9M8PG1enlZ8Mq2YJEH3AB3iq3TJUgB5l1F3s2v699WbpR0y26BvUeUlQFfvvI4nNk/B8u3+abNN8V21UabfFzJA26ArzWDSIqfYE2sF0PRQOt3fP7SoYrKhnKOVNfHzONNEITA6aVUuhnKMTnpWK8aU4DXbF7chF1/oLzJvxGnynzfBr2Ubt559JI7xob8eXGe9fOOYjyxeCseOTf4qpAigiDglKeXK45drLLVAbwqPIfNXZhpw8FyTHvfXSRh0qAOOK5bK1x2fBcUVrozdfrkZGDB6n0B11WhEOx8X7xHfHD9CRj7lNJ/bdij30uv1YUU1u4txTxPJdtVu47gpSuOxd4jNTjnpV8jbbplaA7PGPl9U67Wkz8nW7Yw/7zTbDDoRkIiq0UiLjiuEz5dq6xiV1hRi0SH3W/ALRY8NLk/HvpqMwBg8pCOmDKqaXnz6J7hl7QWJew2mw2nHtMWn6871GS1JKnSpY8HRtjNAOD2TBPp3YTPlBrxBl1RG1mVHjV5shSWSAJuavz9Wz369WZ89dchLLxtTFB+JHrhk8Imm3hW1TViwvM/YWT3bDx98WC/Krd48B4yCwkBqpcGS6CAG6Btbmw2ovE3q05xEheAWamJaJ2WhJLqeuwqrIZLEHDtW7/j3rP64SJZxTexCp5kWhzi3Hjq6FxMGuS/GnUkdMhKxVWjuuGBzzfiM1mV2NKaeqQmKZUL84JI8Zx13kD8tb/Mx4MvFPwpNdSoA26A+/5783vBm7CHi2hhZlP9+aUkxvc99OUrj8Oq3UeQ5LCjT/sMnHdsJ5zWrx0e+mKTTxViADjl6eVYftcpUQ28LVi9D7MXbZGC4FpKNxZSMJb7JvZDXnENCitr8c8z+uD2Betw5ciuUiXtk/u0lc4tqKgLqFgSN9a9hcHEdyKb0IrppUO6tAyqIFggftTwzg2uDb4b6E2p7rplp6FbdhpSEhz4YVshZk7uL60TuicnoDvchZOuG9MDAztl4dO1B9A+KxWr9xyRNs1DoU16UsgejV2zW+CS4Z0VKbNyxEIKYiBJvsZbuOEwFk4/HHI7ifHI1zxO2SJJLuhoGYWKskQJg24kZO6f2M8n6DZi9lL8a8IxMWqRe4I9qkc2lm0rQpLDjkfPH4jzj+2EBb/vR6sWSSGnPaUk2lHb4MLxua2w6VCF5gNXzpmeYgAi4kSxqfRSUcLtUHtgRLA1WNfoxIey9N4+ISrdxKDbU0u24dRj2qF/x/D8Ke7+aD3yjlTj1auH47JXVoU1me+QlYITemQrFqFqnlqyDU8t2YaOWSmYMbk/Jgx0L4pf81RzenfVXtwxro/fz/ujvtGFYx78RgrqrZ95ZlD+Di6Vr4m3gpeAX3cW40DpURwoPYBP1ionOZ1apuJfE47BfZ9uwEtXHhdye4kxyM1mAxVSCIepo3Px8ZoDmHPBIF2+L1pcc2IuPli9Dw6bTSo+s+lQBZwuQbMCoV7Iq9ipu6BPTjpW7S7B5Jd+kY7d9dF6vLxsJ967fiQ6ZKVKhXckTyCNpqoL6gDuDZypJwafoh8uQzq39Dl2xrM/+rQnGK46oRtwQjcM7doSD325CQ+e3R9Xj8pFRW0Dxj/3Ew6XBy46ESmHQvj+aaf28vn5pSDVfKLSTZ1eKi5u45WJgzpgoipAnJmSiGcvHYrBnbOkDUmRvUdqMHfZTkw7LXrekveq0o21AvdWUAE3Z1q2SML/bhwl/ay26shOT0avdunYWViFrfkVAYNuaqWbGKhxRWCl9uX6Q7jtA7dSLE2HAGxdExvh/jhSFZ5/NACM658jFQzzxwk9snGCzC4nv7wWJ8xZqjgnIyUBlQE2w9UebcFy2YiufoNu6kIKxBw47DacN7QjVu0uwSnHeAPn8lTtUKsAk8hh0I2ETLYf1dCTi7c1+dm+7TN8UrD0YNX005GVmigFSMSH/aLbxoSVBrTlkQlwugQkOOxwuQR8u7kAN767Bhce19knWAIA/71qmOJnccJf20S1JN9Kl+Lx0Nsssj1fmZrTPkTjTnnF0scWbcZ7150Qchs++/OApLAY+sh3IX22b/sMVBxtwLd3noyUBDsSHHbsL6lp0lz8UHktbnx3LXbPnqiQd4erGtyaX6H47EmP/4C1M85o0sTXu9ur3CE8Ul2PfwRQPC39v5ORkujA5MEdm4U8nbhpl+m933nTEiP7TpsNyM1OwwOT+mHG2f1N198zJw/AfRP74erXVytUq2v2lvp4vumJvArns5cMUbzXJydDUx2wu7gao+b8AADo7VFvJPtJLz3/2E54+uIhWH+gTPIhA4CkKAVwBmmYmgcTcNs1eyKcLgHfbS7AtA/WYvb53iDulSO74ZLhXaT7VmZKIn7+16lodAk4Ul2PEx//Qb9fIAz+MbYH7hqv3LCbdlooQTf3/9V9mUovML9MPbE7rhqVC0EQMOihb6Vx9fS326MadFOjlRKcHYaHF9GXnm3TsLOwSvIy84fa002PwmBiwA2A5HkZKrec2hNzl7lTIkOxufli3UFUHG3AVaNyDS0spkX7rBTJgzrJYYcAt+XLKU8vx/G5rTDrvIE487mfcFKvNvj35cdCEJT+s6FwXNdWePicAZKHphz15nGwLLvrFBwuO4qr5q/Gv8bHTpARzzx/2bGKirSAshJwQogFSUjkMOhGdOfBs/vjouM647nvt+PNFXno3yETh8qPoqymAVNH5+LcoZ1w1gs/Ie9IDW47rReq65143aNKEnnr7yP8+qr9ePcp6Nq6BQTBvQhz2G2ywgjKc8NdzNpsNm/Kp92GCQPbS946o3pm4y6ZUWjf9hk+yhexPUfrA++qNfotpBD+JOXXXcXS61E9skNW5Vw8vDMeW7RF0Z5Q2FlYJZWqDpZh3Vphzd5SJCXY8fWtJ8EpCAqlwof/GIWymnq0SErAyU8tC1il8Olvt+GuM70P+YQw/wbUqZ+VdY1YsikfZw8OXPLb6SeQ6m/COHV0Lu49q6/0N2O2AIzVaSvbZAg1vfTflx+rWDSIbH54Aux2c096Eh12nNS7jSLo9sLS7WEF6YNFVLr97YSuOP/Yzor3urZu0eTndxS6NyTElBm1Oiot2QGH3YbjurbCjLP745Gv3WqgQTpVKTUKh90Gh92GSYM74NS+43087dQbBQkOOxIcbnXt1lkTUH60AYkOO5wuAWnJDqQmOjD5pV+w8WDwPn0XHNcJX60/hAZncM+uQZ2y8L9/jNJMH/Tnx6aF5OmmGkrprMwWEPecw4anLx6CW943Pg04GLSUbqN7hVYsi+iPuHGb34R61emj8tfH003kkuGdmz5Jg6mju0tBt0Bza0EQsPlwBXq0SYfNBty+YB0AoEfb9IDZFkah9qBulZaE3+47HUkOO+x2G9bPOBM2mz7K+ymjc3Fa33YY86TS3y0xDKXbg2f3R/c2aejeJg0bHxrPFPEYol5PNJW1RYyFsxKiO387oSuSExyYPrEvju3aEif1aoOiqjpsOFCO847thESHHR/dOBordhVjwsD2PgE3wO0j8cpVw9C9TRqKKutQVdeInMwUVNc1olu22wfBZkPYVYjCQXxwXHBsJ6Qk2tG/Qyb+OlCuOSkU/WSaUrr5q/akVekyGA6VHcXj32yVfu7eNi3k72jZIgljerfBzzuKQy5vfbTeiXHP/hjyNW87vTcqjjbg2K4t3QtC1fsOu01SWH5682is2HkE//rkL83venn5LuyV7cg6HOFNSLQmmG/+mtdk0M3ls9sb+PrTJ/aN+1So5oy8wlOwSrfRPbNx5xl9/HoJWmUSes2JuWiTnoRvNuZj+bYi/LrzCH7bfeT/27vv8KjKtA3g95TMpE56ISGkAAkEkkAoMfQSEyC4KFIWUYoFURBQcMVdKaurwboCHyJW1FVZxUWsaCgJghAw0qQJShNSQEgn/Xx/JHNyzpTUSWaS3L/r4jJz5s3MGyfv5Mxznvd5Gt1VuqH0GTkeJrpuJUT4NbgYdW1DDPkLKQ1WzR4cjBvFZfBx0ZrMQLNV5ppImGNvpzIZ5Hpn5gAMfK56e9OAYHccPF+bafzg8FBZF1kAuCXEE3ffEoRL14tRVlGF1F+vIqKTDi9+J8+AD/N1xtzhXTGqh0+D1oG/q724VdVUAx5znWidW/HcoC0bF+lnlec9bWLHgzTotv2x4Th3rahZdXbJMnxrtpRm5dcddBOz/MV6ttWaej5rqKnn+94uWrw4KQqPbz6KolLz2zO/O56Fuf/5GUO6ecFdkmE5/a10o7HWqrsrfa+29AXazu7y2qEKhXFCQEP07FRbR7q9nOu0F/q6tmQdPCuhJnlzRn98lvEHenRywavbzwAAAj0csO6uGDGAoFWrxPoQns5a9PCrrQ3m7aIV75s1KBjHL+cjoZcvfjhzDb1qaogl9Ko+GWxsI4CWplQqxMBLqLfpemn6P4z11XQzTsdv3pVBw4LW0oyvxkiK7IQfzlzDjaK661jkFJRg2hv7MTGmM+aN7IY/btS9/UBvVA8fKBUKsftsmK8zOrnW3eZcr7O7I6YMcMTg7l5mt0Z9fbS2uOubu3/HwyO6mRxXF+kJ5j23BOGD/RdQVln/Hyyj17Se8Qy42TZ3p9q6F7XbN2pfVU8nDW4J9URibz9cyb2JP24U45kJvaFQKCz2YcNWOWrUmDqgC+xUSrFL5dQ39uPE08bZVpagv0rrYOKxpduA6yN2mDP40CL9QKNQKLC4ie+fzfHmjP5G3UFNWTC6O05m5uOvA4w76FmCj84eL06Kwg9nruHFyVH46fwNbPzxPJ6e0AudXB2Mgm7+bg6I6eKOmC7uAGo7+2nVSpzJLkRsqAd2nMrBy5OjG5TJ9tr0GGw9fBnP3RGJf355AoO6emJgiAee++Yktp/MEceZ+1Dowky3BlEoFHh6Qi8s31q9tezPwlKzJUQs6aXvjcuRSP8WdvNxFov5k3XpM92y6wm6ifVsDRqDNXXnxqYDF2W3mxNIT4jww+M4itKKKjz4wU/Izi/Fpjm3yN6L3vvxAgBgz9lr5h4GABDf0xfzRnZt8lxslUKhwOzBwXh373kAgJ0kfbgxQbcBwS1XYoKoLWu7e1vIqm6N8MXr9/TDjLhgOGlUiO/pix/+NgpRJgpB18dRo8a66TGY0Ke6ns7sVihY3dL0BV/ruqoG1JWO37STFOnzrbsrpt7uSubor/JdL6476Pbej+fx29UivPjdafR5+ntsOnjJ7NgJffyhVirw1SND8M6sAVh/dwwCPRwQ7uvS6LpzQPXWqK3zBtc77kZxOZ7+8gQONqKzriAI4onHitsiMKXmA2R92ysAU9mL5k9WbouuO2uOrM/NQZLpZqLrpbuTBuumx+Av0f6YO7wr/nV7pBg8VygU2Dh7AIDqDFm1UoEHhrb99zdDo3r4yG7rP8Bbmj7TzcFEZ0p7OxWiO7vC39Uep54ZU+fj6IOnhttLbaEO2PAwb1nGwVsz+pvMRurkao83Z/TH6J51F+hujsn9A7FmWl9o1SoM7uaFN2f0N3lxxMdFi5ggN5OPcf/QUDw/KQoTYzpj3V0xDd46Oi6yEzbc0x+ezlqsmdYXfx3YBaHeznhr5gDxwhxgvuZQa2bBt3Vjetf+fn2UfrGOkZaTciLb6FhH7zhrq/TnkTeK6q5rZlguRf/22tRLT4ZZss1pqiENwn93PBuHL+Wi79MpSP72JK4WlCLvZrlRFq05b83sj741Fxfam4eG1wYTpVv2Dd9flySEQaEAevnroFQAk/t1hkIBTBsYWG/dY6KOimcl1CweThpkLLtV/DBK1XQ1XWHqK75aaVh0v5mNFPSBpd4BOiRFdapntHn6VtL1Fa6VpirnFpeb3Co8LMwbG+7uB3s7JZInRooZMHYqJbY/NhwqhaLJNSmiA91w7+AQvLPX+Hml3tl7DlsO/YGD/4jHycwCRPjrxBPDG0VluFFcJstaTD9XG6Dr5Govduy6WliK8sqqOk8q9DXd9ME2w6DbfUNC8PdxPVFQUs7uQW1AmF9tpq3CxGtaX6BmRLiPmPn1rzt620Rgx9LcHDV44c4occv35ow/8MKdURbf/lJSk+lmLovus4cGGdWDNEUMnhosY1PBvNamUSuxY/Fw3CyrhEathKNGjdE9fXC9qAxaOxV6r/gOgPXrzIX7uuB0dgEWxXfH3OFdG1WHrbmczHQUVihqG+eMNggEk3nuku3a5Q3I5m4pzPq2Tfr32/p3blT/7liipltFZRX+NNhpEebX9MxHpVKBCX38sfXwFfHYzfJKbEj7HZ9lXEZZPaVg9Hp20tU/qA2TvrdWSOpzGv4tn9I/EPcOCYGjRo3isgo4atR4KikCOgeGFYjM4eqgZmvNk+22wlUMutWd6VZhmOlW89+mbEv75XIeNuyu3vLTlMwxKf0f3uKyuudfV1HOucO7ItDDAbdF+4t1HQw/LFviJPvRW7sjxNsJa3acwdU6GizcKC7HKym/4rXU3/DYrWFYMLq6S9uwF3ehoKQCe54Yic7u1cXYn5DUi/N3c4CnkwZ2KgXKKwXkFJQiwM38VtjaTLfq24bxRFcHO6iUClmtMLJdAW4O+PD+WNnWFmmwpiHZGfrf+5bYcmkruhpsBfviyBXc3jfAos+hf7+xN1MnxlQ9SAB4e2Z/vLDtNE5nV9eREreXGixOW3l9tGqV7L1Roaitablt0VBcvnETva0cdPvP/bHYc/YqxkV2avVgiZPk9Zd27JP+2WxqlndHZKdSItTbCb9fLcKOUzl4zArbqgFAawNBbzLmWLPe6ivCbljTrfYicuPPZ/WND/TenTUAPi7NO68117n0WqHp80YnjUrsHj08zBvDwrwxvhkXs9sCaa26SsnrZnjxWKtWGZ3XuDryIrKtUyqqg+ChTaj3Tc3Hv3BELUAfdDuZmY+hL+zEJTOt1msDNPqr9dXHm3KS8uT/jolfN3drjT5Ilp1fiowLN4zuLyqtwPi1P+BDM1tRFozujqVje2B6bBB0zdgS0BAu9na455YgfDG//q2mr6VWn8i9kvIrEv+9GzkFJSgoqQ4s3v9ebR0laW28yABXKJUKBNYE5M5dlXc1NWT4mhqerDS1rTtZz+BuXogOdBNvSzMzedGhWkwXN9ntRf89LK4FqZLySkz4vz1YsfWXRj+HfnupYwP+n78yJRoAsHRsD4zu6Yv4iNrMJ3F7qWFNtzZQ9LmHn65Ft5Q2lLeLFnf07WyV7CRTmW6GWqMuWXsytaaEwvEr+Xjsv4db9LmkZRqkW6ebe7GQWob+b9zNBtYoFmu6NeMi8r+3/yp+/cDQEIy0QObq1XzzF2Wlxvb2wx19A3B4RQKmDQzEpH6d8c6sAbhvSEijm4u1NdKO6tKXzTBpnQHytumzhwYhvqcv3prR39pT6ZC4aohagE6ybfDS9Zv45limyXGGWVGNTccXBAHrdp3FzlPZOHY5TzzeRxIgaArpFrg71/+II5dykZVXgle+P41z14oQ9c/v8cvlfLPf72mFLINOrg746pEh4u36tgGczi7A9Ddru1KdyirA3zYfwZ3rfxSPDQzxEAMsATV1lnIK6q7rVl+mG7dit33SQCq3RFVTKBRGJ3KfH7psNO6HM9dw5I88vLfvAj5Kv4gth/4w+Xhpv17FzHcO4NXtv4prSp9569iA4NjEmM44vyoJc2tq1Hg41QZh9Jlu+i2Jeu1x6297JM06NfV+atiFj+o3XlJf9H+HLiO3nnquzbFm5xnx62XjI+DppMHAEA/W4bNR+ouwN+vLdKs0uIhcc7yqkTuWL/wpv7D5j6SIxj2AGaUN3Do9b2Q3/HtqH9iplEieGIWXJkcbXaDpaIwuHvM8tk3q28Udb83sb7YJILUs/oUjagGGtbpyzGx7rG2kIC/Q3tBMtx/OXDMqNgsApc1sC234oXbCur3i12t2nq33+/sFWafIbO8AV5x4OhGVVQLs7VR45KND2HY8y+z4MzmFstuf/CQPACwfX3uy59DAq736105lpqYbrxC2fdLzb4c2kB3VWuIjfPHBfQNxz9sHAACLPz2Cbj7OOHwpF7dF+2PdrrOyuo9/31KdnTu2dydk5pXgnrfT8fLkaMSGemLmO9WPkfbrVXT1dsZt0f5iVmpTCmp7mOxCW71OK2rWbEOCeWR90uCM1kSmm5ONbBNuSzoZZPD89Y392LZoWIs8l53kDdRPZ4+9S0ex+LoN02cWl1VWoaKySpYNJaU/n7UTGynUZLo1opVCQUk5hr+YKt7ePDeuKVM2KSHCF0cu5SLAzQEvTY7GtDf3mxzXnC6p7ZXhxWNL12sl6gj4zkLUAgyDbpl5N02OM+z2pA/QNDQb31wtijDf5l3FaEptowWju6O4tAKRnV2tWm9IOvfnJ0XVGXSrj7TjlWM9V3sFQcAfN26ivNJwe6l8nDWyAMmyFJBsL+V2YZmh3b0xqKsnfvytuhOcPmC/4gvzHU33nLmG+9+v3t499Y39soxVADj6R3XQLrNmW5qzfePfn6SZbhpV7eun1Bc5AVp8KzxZRn3bSxkIbzzDD9Gnsgpa7LnKav5GDgyuziTnFn3bJl1PJRVVcDYTdCuvSWkzPJ9tTCOFjTVd4/WaW8dN6oGhoQhwc8Cgrp7w0dnjtekxKCytwKspv+KeuGA8v+0UAMCNtcmMdPRMPyJLYNCNqAXYqZR4796BePg/GSgqq8Q3x7IgCIJRl04xK8rgymBDM92KSo0bHSwbH4GR4c2rf9HYumP/GNcTd98SZHMfdlwd7PDJg3GYsmEfAMBXp0V2A+t6APKMmvq2WHz282Us+fSIeLt2e6n8NWetobZPev7JD4zGHhnVXQy6NYQ+4KY3fu0e2e03fziHXv61gXyXJgTdpMFuaVaN9LVkN+G2wVlbu+bUhi1oUduYiGzTxweqa8HeFt2+i9K3F1q1UuwMXFxWYTYTTL+9VP/+ql+GjanpdvhSruy2h7PlLlJq1EpZc59xkdW/f1Nq6hn28tehuKyCTa5qSE9dpTs2EntZv6YoUVvES/RELWR4mDfG9K49qez692/wnUHWVW0NDMNuT/U/viAIWLbVOHvkviEhRoGeppBurazLl/OH4IFhoTYXcNMbGOKBv4/rgeFh3vh+0XDxeF0dSPXcJVc89bW7Xk75FcFLv8ZnGfKtqP/Yckx2W585YHiF0I0f7Ns86fqqaGzBmg5gQLDlt5cvkhR3b0q2qLuZoJu02QODbm2DNNOtm49xVje3PjWNvvmIXvDSr5H87clGP86Bc9eR+O/dCF76NZ76XP53cdgLu8SvY6xUhoIaR6FQiLsvvjpiuj4xYH7nRn3ns2m/XsWE/9uDk5n5RtsYnVrxvHKYwTl7Ryd9KaRvqf2DPFp9LkTtAYNuRC3o3iHB4tdVAvDgBxmy+/UZbWqjk5S6z1JOZxVgVU0qvNRTST2bM12Ze4eEYGh3L/G2qfTyYE9HRHa23lbShpozrCveu3cgXB3t0N3HGSqlAu/fNxAAEOLlhPiepjMDpcGVqwZbeRdLstpST+cY1dHT13QzzLpgsei2z06yPfHjA5esOBPbpFYp8fydkS3y2P/8S68mXVSQBuqkyVH67eBA0zLoqPVJG1508XA0up8xt6aZGNMZp54ZIzu2Ie33Rj/O2p1ncDq7envqf/ZfRF5xOYDqzsUXJZ3cQ71YzLutefqrE2bvq6hpVKDvXgrxIrL589kvj1zBzHcO4MgfeRi7+gdsP5kj3tcvyN0iF5CpcR67NQwA8GBNEyJAfi5sqxfYiWwdzzCJWlAvf1eM6eUnqysmCAIu595EgJuDmCWjVMgz3QRBwJ+FpXDUqOX1NMorkV9SjsRXd5t8Pj9Xy7Yz3zh7IM5dK4TOwQ4KKDDg2e2y+4dIgnJtxZePDEFxWSU8nDQ4tOxWOGhUUCoUOJtTCC9nDVbvOIMP0y8ixMtJ9n2Du3rh66Pyq7yVVQIy825i1rsHjZ5HDKQafAJsSj0qsi3S19BaTUNs3ZT+gegf7IFXt5/Bl0euNOkxhoV5Y/evV2XHmhoYk24DNtfZmBlSbYP0ApCpD4CsP9R0prbLl1dWNarRQaFB2YuzVwvRL8hdFnCrfi5e92+Lfrmch17+OqOAWIXYSEG/vbTuGsXnrxXhkY8Pmbzv2Tt6486YzhaaMTXGI6O64S/R/gjyrL2gId1e6qRl0I2oKfgXj6iFGWaCffLTJQx5fhde3X5G0r1UXtPtWkEZ+v1rO0a8tEv2vRNf+xEDn91h9rkSe/lZcupQKRXo5uMCHxd7eLto8fEDtyCmixuSJ0Zi+fgIPDGmh0WfrzXY26ngUZP14u6kgb2dChq1EhH+Ovjo7PHkuJ5YPj4CH94fK/u+qQMCjR5r+dZfMOT5XUbHgdoP8EaZbuys1+ZJX8N//qWXFWdiuxQKBbp6O+OFO6NM3n9H3wDMH9kNSVHG23kiA1zxeGI4Xp4cbbR+mtNh9KMHYrH6r33Qw8900I3aBmlQzVT3UsOO0dQ8+q7BDeXjIq9b+ltOIUrKK5Hwb/nFQmYxtR2fzxssfj1+7R58sP+C0RixXIrKsFyK6ajbicx8s88X5uvCeqlWolAoEOzlJFuf0ph7UxqtERGDbkQtzvCq7xOfVdc4Wb2jNuimNNheeuD8dQCQFf0vr6wye5ISG+KBIysSGnU1uiniunrifw8PxrSBXXDvkBBZo4H2wlmrxr1DQuBvUPNNpVTgu0XDZMc+TL9o9nH0r4UsK8NOxSyMdkC6RdiLjTHq5KBR4Q5J8WoAGB/VCa9MicaSxHCsuytGtiYGd/PEfx+8BfNGdoO3ixbJE+XbVHNrtqo1xaCuXpjQJ6D+gWTTpIFYU4EbBt2aZ5lBPde8mw1fcxf+LMJ3x7Nlxy7n3sSFP+VZboviuzd9gtTq+gS6ycqNLDdRT1i/c8PO4HzWXKbbZoO6uFKRAbZftqQjkb7P8sIxUdMw6EbUwvSdkUw5d60IgLSmm/GYrYcvY+gLO/Hej+dNPoaXsxb/fTCORcBbQbifC84lj2vQWH0GhvQDItPy2wedvVp8XT0t2F2tvZoRFwQAGNvbD+dXJeH/7oqRncRLmxl8eP8tsivpk/sH4vyqJPFD2IhmdmY2R1qnj2zbwBBPAIC/mXIKvLDRPPcNCcH5VUnw01X//33um5P43qAJlDlPff6L+HVX7+oSDdn5JXhnzznZuEXxYRaaLbUWncFF1pJyeSf32kYK1ec+CkmmW0l5Jdan/ob9v/+Jbb9kYfuJbFwtMN1JfvfjI5nlZmOkFzIceR5L1CQMVxO1MMPaYFIHz98AYNztSWrhpsMAgH99bbqL2COjujVzhtQYDd0So890U8q2QvFkpT1Qq5Q4vCIBgiC0eHZpe9C3izsO/H00PM1kBcb39MH2kzl1dj3d/FAcCkoqWiyzUMPXsc2Q1uM0RainERE1TFZ+CQAg5UQ2Uk5k45d/JsK5nkZAWXkl4teh3s747WoRfjhzDZdzb7boXKnl3Tc0BF8fq61r+++UX/HkuNrmXfpGCvoLGPpzpcoqAVsOXcbzBs2/zAXH3Z14AdnWSF+q+t4DiMg0nmUStYIv5ldvyTRHJdZ0a9zjPjm2h8laY9SyTBVzj+/pg8HdPMXbGhOZbiwc3X44a9Xtcnt1S/HR2Zv9kPXCpGg8ldQT6+/uZ/b7tWpVi27lZXZU26Kvx2lKUWmlyePUPDeKyuodIw13xoZ4AAADbu1ETBd3TI+tPY81bJCjz3TTdy9VSbaXnq/Z1SElzXCWYlDH9tyQlHUw1TGaiOrHT4BErSCqc3XzgfEmioYD0u2ljfvg9+DwrkzDt4K3Zw6AnUoBtVKBUC8nTOrXGW/O6I/RPXzFMRoTNd2ceDJJZMTDSYP7h4ZatT6emplu7UZBaeMK/1PDHDh3vd4x0jIXI3uY3gr+zqz+FpsTta7Zg4PFr0srqmT3iY0UlPpzn+rjVYKA63UEbKUXMR8a0ZUNNmzQuWuF4tf8zEHUNPwESNSKXpocjb1nr8muGgG1JynKBnzuS+zli++OZ2PttL4tMUVqgIEhHjjzrHFtN2nNttpMt9oXlVdwiWwTi++3fdMGBuLjA5ewcDSL9FvCk2N7IPnb2i2BF64X1zG6mj648t85tyDIwxEKRW0h/cn9OuPFydEtMldqHdILI/kl8vNYw0YK4vZSQcCndTRN+HnZrSzTYOOm9A/Ef/ZfxMhwb2tPhajN4idAolZkb6dC6pKRuFpYgvhXdovH9ecbDfng9393xeBK7k0EeZqvFUfWIS0Arw+6SXetMdONyDbxM1/b9+ztkVg4Ogx+ZhosUOPMGRaKG8XleD3tNwDAmh1nEBXgivgIX7Pfc7Osemuvk1YNtUoJNwc78SLjQyO6tvykqUW5OdY2DiqvFHAqKx/ujhrsOXMNxTWvvcpge2lhSd2Zpwy42b6ozm448PfR8HBi4yiipuI7HVErc3W0Q6iXsywYU9vtSR50mz04GDsXD8esQcHiMTuVkgE3GyXNdNOn4EtfU2a6EdkmdUPSjMmmKZUKBtwsSKFQ4Ikx4bh/SIh47P73f8Kv2QUmxwuCgKuF1R0p9U0upEEadlhvH16/O0b8esyrP+D2dXux+NMj2Hq4usabnVJeWkPaXIPaLh+dPcswEDUDVw+RFSiVClnWk77bk2Etbw9HDUK9nbF0bA8sHN0dXz0ypDWnSY0kzXQzVWzWia3WiWwSY25ExhQKBRbGy7fr/n610OTYf6f8KhbHd6i56KQ/twEAHYNu7UIXD/lF30yDoJq+kYK+c7u+xqK9nRL9gtyxYFS3VpglEZFtYdoFkZU4adQoqEm714pbEeVRN31gzt5OhUdvDWvdCVKjRQa4ope/Dt4uWgSZDLrxLZfIFjHTjcg0F3s7RAa44tjlPACAqaaTgiBgzc6z4m3Hmkw3lWRdcRth++DqWHfwtLYxmPx4ZIArPp07CADQt4s7nvnqBJ6fFNUicyQisjX8BEhkJY4miu4bnqQwM6ptcdKq8fWCoUbHu/k442xOIYZ1ZxFaIlsytrcfvv0lCw8OC7X2VIhslv4cBQDybpYb3f+bQfabvpRCfE8fnMzMR+8AXctOkFqNl7MGOns18s3UatNvQVQZXET2dqltwjCyh4/Z7rZERO0Rg25EVqK/EgzUXgE2rOnGzKj2YfPcOFzJLUHPTi7WngoRSayZ1he/Xy1CmK+ztadCZLOk20T/LCxFYWmFrEbpuWvyzqb6wMvC0d0xtLs3wv34t6+90KpV+P7R4bgleYfJ+/W13JQGV5FPZZmuBUhE1BEw15vISmSdLlV1by+lts3NUYMIf51RUJWIrMtOpUS4nwvXJlEdvJxrs5Re+v5XxDyTggt/FonH8iXZb6lLRohfq1VKDAzxYBOFdqauhiX6AK3KIOh2Nb+0RedERGTLGHQjshInTQO2l2oYdCMiIiLrWTq2h+x2WUUV3t93QbxdWFMsf1ykH4K92F29I9PXxzS8iPzcxEhrTIeIyCYw6EZkJY6SLDaN2UYKrOlGRERE1tPZ3RFb5w2WHdtz5hpyi8uw9fBlnMrKB8ALhWS+kUKfQLfWnwwRkY3gX0ciK5Fluok13eRjnLm9lIiIiKzMxV5+PnI6uwBjXv0BWfkl4jE7Na/ld0SuDnZigw2xkYJB1E1rx98NIuq4+A5IZCXSmm7ONSezhpluOnvWQSEiIiLrcjFxPiINuAFAdGfX1poOWdlnD8VBZ6/Ghnv6yS4Qa83s3LC3484NIuq42kzQ7fr165g+fTp0Oh3c3Nxw3333obCwsM7xjzzyCMLDw+Hg4IAuXbpgwYIFyMvLa8VZE5knPQHRn7CoDa4MujtpWnVORERERIa8XbR4cmwP/G1MuNkxkQFurTchsqp+QR44ujIRib38ZKVQ9EE3o0w3ZkESUQfWZvauTZ8+HZmZmUhJSUF5eTlmz56NOXPm4KOPPjI5/sqVK7hy5QpeeuklRERE4MKFC5g7dy6uXLmCzZs3t/LsiYxpVLUnJPo6KNKtGVG8YkxEREQ24sHhXQEAO07mIOPCDaP7u/qwiUJHJN25ob+gLM10c9GqxTIqREQdUZsIup08eRLbtm3DwYMH0b9/fwDA2rVrMW7cOLz00kvw9/c3+p7evXvjs88+E2937doVzz77LO6++25UVFRArW4TPzq1Y32D3AEAfjp7KGuuCEoz3ZiKT0RERLZm/d0xGPjsDqPjWjXPWzoi2fZSO32mW+39oT7OUBgWLSYi6kDaxGWHffv2wc3NTQy4AUB8fDyUSiXS09Mb/Dh5eXnQ6XR1BtxKS0uRn58v+0fUEkaEeeOj+2Px6dw48Zid5CzFgUE3IiIisjE+LvZ4eXK07NhnD8WZGU3tnaNGur3UONOtqzczIImoY2sTQbesrCz4+PjIjqnVanh4eCArK6tBj3Ht2jU888wzmDNnTp3jkpOT4erqKv4LDAxs8ryJ6qJQKDComxcCPRzFY2rJllMG3YiIiMgW3dmvM5YkhIm33RxZg7ajkma62dsZ13Rzc+DvBhF1bFYNui1duhQKhaLOf6dOnWr28+Tn5yMpKQkRERFYuXJlnWOffPJJ5OXlif8uXbrU7Ocnaii1snZJ6juaEhEREdmaeSO7YWh3L0QHuiHYk9lMHZVGbbxLQy3ZuaHfckpE1FFZ9VP94sWLMWvWrDrHhIaGws/PDzk5ObLjFRUVuH79Ovz8/Or8/oKCAowZMwYuLi7YsmUL7OyMW55LabVaaLXaBs2fyNKkhWY92bmUiIiIbJRCocD79w4Uv6aOSRBqv9ZnvUnPZ9lEgYg6OqsG3by9veHt7V3vuLi4OOTm5iIjIwP9+vUDAOzcuRNVVVWIjY01+335+flITEyEVqvFF198AXt7e4vNnaglSLeXujPoRkRERDaMwTYSUBt102e4SbPfpFtNiYg6ojZx6aFnz54YM2YMHnjgARw4cAB79+7F/Pnz8de//lXsXHr58mX06NEDBw4cAFAdcEtISEBRURHefvtt5OfnIysrC1lZWaisrLTmj0NkljToFuLFrRpEREREZLtMda3VSoJuDLkRUUfXZopGffjhh5g/fz5Gjx4NpVKJO++8E2vWrBHvLy8vx+nTp1FcXAwA+Pnnn8XOpt26dZM91rlz5xAcHNxqcydqKGlNtzBfFyvOhIiIiIioblMHBOLzw5cxPqqTeEy6pVTJTDci6uDaTNDNw8MDH330kdn7g4ODIUiKCowYMUJ2m6gtcHWwQ3cfZ6hVSgRJupoSEREREdma3gGuOLI8QRZck36tZtCNiDq4NhN0I+oIVEoFvlk4FCqFglcGiYiIiMjm1XXO6mzPj5tE1LHxXZDIxtixyxMRERERtQP+rg7WngIRkVUx6EZEREREREQW86/be+NUVj6Gh3lbeypERFbFoBsRERERERFZzN23BFl7CkRENoH72IiIiIiIiIiIiCyMQTciIiIiIiIiIiILY9CNiIiIiIiIiIjIwhh0IyIiIiIiIiIisjAG3YiIiIiIiIiIiCyMQTciIiIiIiIiIiILY9CNiIiIiIiIiIjIwhh0IyIiIiIiIiIisjAG3YiIiIiIiIiIiCyMQTciIiIiIiIiIiILY9CNiIiIiIiIiIjIwtTWnoCtEwQBAJCfn2/lmRARERERERERkTXp40P6eFFdGHSrR0FBAQAgMDDQyjMhIiIiIiIiIiJbUFBQAFdX1zrHKISGhOY6sKqqKly5cgUuLi5QKBTWno5F5OfnIzAwEJcuXYJOp7P2dIjaLK4lIsvheiKyDK4lIsvgWiKynPa2ngRBQEFBAfz9/aFU1l21jZlu9VAqlejcubO1p9EidDpdu/iFJ7I2riUiy+F6IrIMriUiy+BaIrKc9rSe6stw02MjBSIiIiIiIiIiIgtj0I2IiIiIiIiIiMjCGHTrgLRaLVasWAGtVmvtqRC1aVxLRJbD9URkGVxLRJbBtURkOR15PbGRAhERERERERERkYUx042IiIiIiIiIiMjCGHQjIiIiIiIiIiKyMAbdiIiIiIiIiIiILIxBNyIiIiIiIiIiIgtj0K2DWbduHYKDg2Fvb4/Y2FgcOHDA2lMisqrdu3fjtttug7+/PxQKBT7//HPZ/YIgYPny5ejUqRMcHBwQHx+PM2fOyMZcv34d06dPh06ng5ubG+677z4UFhbKxhw9ehRDhw6Fvb09AgMD8cILL7T0j0bUqpKTkzFgwAC4uLjAx8cHt99+O06fPi0bU1JSgnnz5sHT0xPOzs648847kZ2dLRtz8eJFJCUlwdHRET4+Pnj88cdRUVEhG5OamoqYmBhotVp069YNGzdubOkfj6hVrV+/HlFRUdDpdNDpdIiLi8O3334r3s+1RNQ0q1atgkKhwKJFi8RjXE9E9Vu5ciUUCoXsX48ePcT7uY7MY9CtA/nvf/+Lxx57DCtWrMDPP/+M6OhoJCYmIicnx9pTI7KaoqIiREdHY926dSbvf+GFF7BmzRq8/vrrSE9Ph5OTExITE1FSUiKOmT59Oo4fP46UlBR89dVX2L17N+bMmSPen5+fj4SEBAQFBSEjIwMvvvgiVq5ciTfeeKPFfz6i1pKWloZ58+Zh//79SElJQXl5ORISElBUVCSOefTRR/Hll1/i008/RVpaGq5cuYKJEyeK91dWViIpKQllZWX48ccf8d5772Hjxo1Yvny5OObcuXNISkrCyJEjcfjwYSxatAj3338/vvvuu1b9eYlaUufOnbFq1SpkZGTgp59+wqhRozBhwgQcP34cANcSUVMcPHgQGzZsQFRUlOw41xNRw/Tq1QuZmZnivz179oj3cR3VQaAOY+DAgcK8efPE25WVlYK/v7+QnJxsxVkR2Q4AwpYtW8TbVVVVgp+fn/Diiy+Kx3JzcwWtVit8/PHHgiAIwokTJwQAwsGDB8Ux3377raBQKITLly8LgiAIr732muDu7i6UlpaKY5544gkhPDy8hX8iIuvJyckRAAhpaWmCIFSvHTs7O+HTTz8Vx5w8eVIAIOzbt08QBEH45ptvBKVSKWRlZYlj1q9fL+h0OnH9/O1vfxN69eole66pU6cKiYmJLf0jEVmVu7u78NZbb3EtETVBQUGB0L17dyElJUUYPny4sHDhQkEQ+LeJqKFWrFghREdHm7yP66huzHTrIMrKypCRkYH4+HjxmFKpRHx8PPbt22fFmRHZrnPnziErK0u2blxdXREbGyuum3379sHNzQ39+/cXx8THx0OpVCI9PV0cM2zYMGg0GnFMYmIiTp8+jRs3brTST0PUuvLy8gAAHh4eAICMjAyUl5fL1lOPHj3QpUsX2XqKjIyEr6+vOCYxMRH5+flihs++fftkj6Efw79l1F5VVlZi06ZNKCoqQlxcHNcSURPMmzcPSUlJRr/zXE9EDXfmzBn4+/sjNDQU06dPx8WLFwFwHdWHQbcO4tq1a6isrJT9kgOAr68vsrKyrDQrItumXxt1rZusrCz4+PjI7ler1fDw8JCNMfUY0ucgak+qqqqwaNEiDB48GL179wZQ/buu0Wjg5uYmG2u4nupbK+bG5Ofn4+bNmy3x4xBZxbFjx+Ds7AytVou5c+diy5YtiIiI4FoiaqRNmzbh559/RnJystF9XE9EDRMbG4uNGzdi27ZtWL9+Pc6dO4ehQ4eioKCA66geamtPgIiIiNqXefPm4ZdffpHV+iCixgkPD8fhw4eRl5eHzZs3Y+bMmUhLS7P2tIjalEuXLmHhwoVISUmBvb29tadD1GaNHTtW/DoqKgqxsbEICgrCJ598AgcHByvOzPYx062D8PLygkqlMuogkp2dDT8/PyvNisi26ddGXevGz8/PqBlJRUUFrl+/Lhtj6jGkz0HUXsyfPx9fffUVdu3ahc6dO4vH/fz8UFZWhtzcXNl4w/VU31oxN0an0/Gkj9oVjUaDbt26oV+/fkhOTkZ0dDRWr17NtUTUCBkZGcjJyUFMTAzUajXUajXS0tKwZs0aqNVq+Pr6cj0RNYGbmxvCwsJw9uxZ/l2qB4NuHYRGo0G/fv2wY8cO8VhVVRV27NiBuLg4K86MyHaFhITAz89Ptm7y8/ORnp4urpu4uDjk5uYiIyNDHLNz505UVVUhNjZWHLN7926Ul5eLY1JSUhAeHg53d/dW+mmIWpYgCJg/fz62bNmCnTt3IiQkRHZ/v379YGdnJ1tPp0+fxsWLF2Xr6dixY7JAdkpKCnQ6HSIiIsQx0sfQj+HfMmrvqqqqUFpayrVE1AijR4/GsWPHcPjwYfFf//79MX36dPFrrieixissLMRvv/2GTp068e9SfazdyYFaz6ZNmwStVits3LhROHHihDBnzhzBzc1N1kGEqKMpKCgQDh06JBw6dEgAILzyyivCoUOHhAsXLgiCIAirVq0S3NzchK1btwpHjx4VJkyYIISEhAg3b94UH2PMmDFC3759hfT0dGHPnj1C9+7dhWnTpon35+bmCr6+vsI999wj/PLLL8KmTZsER0dHYcOGDa3+8xK1lIceekhwdXUVUlNThczMTPFfcXGxOGbu3LlCly5dhJ07dwo//fSTEBcXJ8TFxYn3V1RUCL179xYSEhKEw4cPC9u2bRO8vb2FJ598Uhzz+++/C46OjsLjjz8unDx5Uli3bp2gUqmEbdu2terPS9SSli5dKqSlpQnnzp0Tjh49KixdulRQKBTC999/LwgC1xJRc0i7lwoC1xNRQyxevFhITU0Vzp07J+zdu1eIj48XvLy8hJycHEEQuI7qwqBbB7N27VqhS5cugkajEQYOHCjs37/f2lMisqpdu3YJAIz+zZw5UxAEQaiqqhKWLVsm+Pr6ClqtVhg9erRw+vRp2WP8+eefwrRp0wRnZ2dBp9MJs2fPFgoKCmRjjhw5IgwZMkTQarVCQECAsGrVqtb6EYlahal1BEB49913xTE3b94UHn74YcHd3V1wdHQU7rjjDiEzM1P2OOfPnxfGjh0rODg4CF5eXsLixYuF8vJy2Zhdu3YJffr0ETQajRAaGip7DqL24N577xWCgoIEjUYjeHt7C6NHjxYDboLAtUTUHIZBN64novpNnTpV6NSpk6DRaISAgABh6tSpwtmzZ8X7uY7MUwiCIFgnx46IiIiIiIiIiKh9Yk03IiIiIiIiIiIiC2PQjYiIiIiIiIiIyMIYdCMiIiIiIiIiIrIwBt2IiIiIiIiIiIgsjEE3IiIiIiIiIiIiC2PQjYiIiIiIiIiIyMIYdCMiIiIiIiIiIrIwBt2IiIiIiIiIiIgsjEE3IiIiIhuTmpoKhUKB3Nxca0/FZsyaNQu33367tadBRERE1GAMuhERERFZ2YgRI7Bo0SLx9qBBg5CZmQlXV9dWef60tDQEBga2ynMRERERdRRqa0+AiIiIiOQ0Gg38/Pxa7fm2bt2K2267rdWej4iIiKgjYKYbERERkRXNmjULaWlpWL16NRQKBRQKBTZu3CjbXrpx40a4ubnhq6++Qnh4OBwdHTFp0iQUFxfjvffeQ3BwMNzd3bFgwQJUVlaKj11aWoolS5YgICAATk5OiI2NRWpqqtEcvvjiC/zlL38BAGzevBmRkZFwcHCAp6cn4uPjUVRUBAA4ePAgbr31Vnh5ecHV1RXDhw/Hzz//LHsshUKBDRs2YPz48XB0dETPnj2xb98+nD17FiNGjICTkxMGDRqE3377TfyelStXok+fPtiwYQMCAwPh6OiIKVOmIC8vz+z/t6qqKiQnJyMkJAQODg6Ijo7G5s2bm/oyEBEREVkcg25EREREVrR69WrExcXhgQceQGZmJjIzM01u9SwuLsaaNWuwadMmbNu2DampqbjjjjvwzTff4JtvvsEHH3yADRs2yAJP8+fPx759+7Bp0yYcPXoUkydPxpgxY3DmzBlxzPHjx5GTk4NRo0YhMzMT06ZNw7333ouTJ08iNTUVEydOhCAIAICCggLMnDkTe/bswf79+9G9e3eMGzcOBQUFsrk+88wzmDFjBg4fPowePXrgrrvuwoMPPognn3wSP/30EwRBwPz582Xfc/bsWXzyySf48ssvsW3bNhw6dAgPP/yw2f9vycnJeP/99/H666/j+PHjePTRR3H33XcjLS2tSa8DERERkaVxeykRERGRFbm6ukKj0cDR0VHcUnrq1CmjceXl5Vi/fj26du0KAJg0aRI++OADZGdnw9nZGRERERg5ciR27dqFqVOn4uLFi3j33Xdx8eJF+Pv7AwCWLFmCbdu24d1338Vzzz0HoHpraWJiIjQaDTIzM1FRUYGJEyciKCgIABAZGSnOYdSoUbI5vfHGG3Bzc0NaWhrGjx8vHp89ezamTJkCAHjiiScQFxeHZcuWITExEQCwcOFCzJ49W/ZYJSUleP/99xEQEAAAWLt2LZKSkvDyyy8bbbUtLS3Fc889h+3btyMuLg4AEBoaij179mDDhg0YPnx4g///ExEREbUUBt2IiIiI2gBHR0cx4AYAvr6+CA4OhrOzs+xYTk4OAODYsWOorKxEWFiY7HFKS0vh6ekp3t66dauYdRYdHY3Ro0cjMjISiYmJSEhIwKRJk+Du7g4AyM7OxlNPPYXU1FTk5OSgsrISxcXFuHjxouw5oqKiZHMC5ME7X19flJSUID8/HzqdDgDQpUsXMeAGAHFxcaiqqsLp06eNgm5nz55FcXExbr31VtnxsrIy9O3bt87/j0RERESthUE3IiIiojbAzs5OdluhUJg8VlVVBQAoLCyESqVCRkYGVCqVbJw+UJeZmYlDhw4hKSkJAKBSqZCSkoIff/wR33//PdauXYt//OMfSE9PR0hICGbOnIk///wTq1evRlBQELRaLeLi4lBWVmZ2rgqFwuwx/Vwbq7CwEADw9ddfywJ1AKDVapv0mERERESWxqAbERERkZVpNBpZAwRL6Nu3LyorK5GTk4OhQ4eaHPPll19i0KBB8PDwEI8pFAoMHjwYgwcPxvLlyxEUFIQtW7bgsccew969e/Haa69h3LhxAIBLly7h2rVrFpnvxYsXceXKFXEr7P79+6FUKhEeHm40NiIiAlqtFhcvXuRWUiIiIrJZDLoRERERWVlwcDDS09Nx/vx5ODs7NzkDTCosLAzTp0/HjBkz8PLLL6Nv3764evUqduzYgaioKCQlJcm6lgJAeno6duzYgYSEBPj4+CA9PR1Xr15Fz549AQDdu3fHBx98gP79+yM/Px+PP/44HBwcmj1XALC3t8fMmTPx0ksvIT8/HwsWLMCUKVOMtpYCgIuLC5YsWYJHH30UVVVVGDJkCPLy8rB3717odDrMnDnTInMiIiIiag52LyUiIiKysiVLlkClUiEiIgLe3t5GNdKa6t1338WMGTOwePFihIeH4/bbb8fBgwfRpUsXFBUVYceOHbKgm06nw+7duzFu3DiEhYXhqaeewssvv4yxY8cCAN5++23cuHEDMTExuOeee7BgwQL4+PhYZK7dunXDxIkTMW7cOCQkJCAqKgqvvfaa2fHPPPMMli1bhuTkZPTs2RNjxozB119/jZCQEIvMh4iIiKi5FIK+BzwRERERdRj/+9//8NRTT+HEiRPWngpWrlyJzz//HIcPH7b2VIiIiIgshpluRERERB2Qs7Mznn/+eWtPg4iIiKjdYk03IiIiog4oISHB2lMgIiIiate4vZSIiIiIiIiIiMjCuL2UiIiIiIiIiIjIwhh0IyIiIiIiIiIisjAG3YiIiIiIiIiIiCyMQTciIiIiIiIiIiILY9CNiIiIiIiIiIjIwhh0IyIiIiIiIiIisjAG3YiIiIiIiIiIiCyMQTciIiIiIiIiIiIL+39JPDVHyQgGzAAAAABJRU5ErkJggg==", + "image/png": 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", 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" ] @@ -196,7 +197,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -209,12 +210,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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bzWaEhYWVu2xV0Alir776KubPn4+cnBy0bt0ay5YtQ4cOHVTvfeedd3D//ffLrkVGRqK0tFR8zHEcnn/+eaxYsQKXL19G165d8frrr6Nx48YV+j0IgiAIgiAIwtdYLBacO3cOxcXF/m5KpcJxHNLT03Hq1KlKqesbExODmjVrIiIiwuv3CCpBbN26dZg4cSLeeOMNdOzYEYsXL8aAAQNw9OhRpKWlqb4mPj4eR48eFR8r/zHz5s3D0qVL8e677+Kaa67BtGnTMGDAABw6dAhRUVEV+n0IgiAIgiAIwlfY7XYcP34cZrMZtWrVQkRERKUIJYGA3W5HUVER4uLi3BZRLi8cx8FiseDixYs4fvw4Gjdu7PXnBZUgtmjRIowaNUq0cr3xxhv46quvsHLlSjz99NOqr2EYBunp6arPcRyHxYsX49lnn8Vtt90GAHjvvfdQo0YNfPrppxg+fHjFfBGCIAiCIAiC8DEWiwV2ux116tRBTEyMv5tTqdjtdlgsFkRFRVWoIAYA0dHRCA8Px3///Sd+pjcEjSBmsViwb98+TJ06VbxmMpnQt29f7NmzR/N1RUVFqFevHux2O66//nrMmTMH1157LQDg+PHjyMnJQd++fcX7q1evjo4dO2LPnj2aglhZWRnKysrEx4WFhQB431Sr1Vqu71lehM/3dzuI4IHGDGEUGjOEUWjMEEahMeMdVqsVHMcB4AWTqoTwvTmOq7TvznEcrFYrzGaz7LrecRs0glhubi5YlkWNGjVk12vUqIEjR46ovqZp06ZYuXIlWrVqhYKCAixYsABdunTBn3/+iYyMDOTk5IjvoXxP4Tk15s6di+nTp7tc37JlS8BoH7Zu3ervJhBBBo0Zwig0Zgij0JghjEJjxhhhYWFIT09HUVERLBaLv5vjF65cuVIpn2OxWFBSUoJdu3bBZrPJntMbnxc0gpg3dO7cGZ07dxYfd+nSBc2bN8ebb76JmTNnev2+U6dOxcSJE8XHhYWFqFOnDvr374/4+Phytbm8WK1WbN26Ff369QuYquJEYENjJsBgWTDffQecOwfUrAnuxhsBhabN39CYIYxCY4YwCo0Z7ygtLcWpU6cQFxdX5XIdcByHK1euoFq1apUSF1daWoro6Gh0797dpa8FbzlPBI0glpKSArPZjPPnz8uunz9/XjMGTEl4eDjatm2Lf/75BwDE150/fx41a9aUvWebNm003ycyMhKRkZGq7x8oi0UgtYUIDmjMBADZ2cDjjwOnTzuvZWQAS5YAWVn+a5cGNGYIo9CYIYxCY8YYLMuCYRiYTKbyx0mxLLB7t6gYRLduAacYlCK4IwrfX0nPnj3Rpk0bLF682CefZzKZwDCM6hjVO2aDpqBzREQE2rVrh+3bt4vX7HY7tm/fLrN6uYNlWRw8eFAUuq655hqkp6fL3rOwsBB79+7V/Z4EQRA+ITsbGDJELoQB/OM77uCfJwiCIIjKIDsbqF8f6NULuOsu/nf9+hW6F913331gGAYMwyAiIgKNGjXCjBkzXNz+QomgEcQAYOLEiVixYgXeffddHD58GGPGjMHVq1fFLIr33HOPLJnHjBkzsGXLFvz777/49ddf8b///Q///fcfHnroIQC8xDxhwgTMmjULn3/+OQ4ePIh77rkHtWrVwuDBg/3xFQmCqIqwLG8JcwQaqzJ6NH8fQRAEQVQkWorBM2f46xUojA0cOBDnzp3D33//jUmTJuGFF17A/PnzK+zz/E1QCWLDhg3DggUL8Nxzz6FNmzbYv38/Nm3aJCbbOHnyJM6dOyfef+nSJYwaNQrNmzdHZmYmCgsL8cMPP6BFixbiPVOmTMFjjz2G0aNH44YbbkBRURE2bdpU5fxqCYLwI7t3u254SvLygNmzK6c9BEEQRNXEnWJQuDZhQoUpBiMjI5Geno569ephzJgx6Nu3Lz7//HOUlZVh8uTJqF27NmJjY9GxY0fs3LlTfF1eXh7uuusutGjRAnFxcbjuuuuwZs0at5/11VdfoXr16li9ejUAYOfOnejQoQNiY2ORkJCArl274r///quQ7ykQNDFiAuPGjcO4ceNUn5P+QwDg5Zdfxssvv+z2/RiGwYwZMzBjxgxfNZEgCMIYEgWSW5YuBf7v/wLaR58gCIIIYjwpBjkOOHWKv69nzwpvTnR0NPLy8jBu3DgcOnQIa9euRa1atfDJJ59g4MCBOHjwIBo3bozS0lK0a9cOY8eORc2aNfH111/j7rvvRsOGDdGhQweX9/3www/xyCOP4MMPP8Qtt9wCm82GwYMHY9SoUVizZg0sFgt++umnCk/6EXSCGEEQRMghSRbklry8Stv8CIIgiCqIXsWg3vu8hOM4bN++HZs3b8aIESOwatUqnDx5ErVq1QIATJ48GZs2bcKqVaswZ84c1K5dG5MmTUJhYSHi4+Px2GOPYfPmzfjoo49cBLFXX30V//d//4cvvvgCPXr0AMDniCgoKMAtt9yChg0bAgCaN29eod8RIEGMIAjC/3TrBiQlAfn5nu+t4M2PIAiCqMLoVQzqvc8gX375JeLi4mC1WmG323HXXXdhyJAheOedd9CkSRPZvWVlZUhOTgbAJ+SbPXs21q5di5ycHFgsFpSVlbnU992wYQMuXLiA77//HjfccIN4PSkpCffddx8GDBiAfv36oW/fvhg6dKgsq3pFEFQxYgRBECGJ2Qz066fv3greFAiCIIgqTLdufNkULZc8hgHq1OHvqwB69eqF/fv34++//0ZJSQneffddFBUVwWw2Y9++fdi/f7/4c/jwYSxZsgQAMH/+fCxduhSPP/44tm/fjv3792PAgAEuRa3btm2L1NRUrFy5EpwiDm7VqlXYs2cPunTpgnXr1qFJkyb48ccfK+R7CpBFjCAIwt9kZwPr1rm/h2H4zbGCNj+CIAiCgNnM164cMoTfd6TCiiCcLV5cYbHKsbGxaNSokexa27ZtwbIsLly4gG4ae+D333+PQYMGYdiwYYiPjwcA/PXXX7IEfQDQsGFDLFy4ED179oTZbMYrr7zi8llt27bF1KlT0blzZ3z44Yfo1KmTD7+hHLKIEQRB+BMhQ5UeKnDzIwiCIAgAQFYWsGEDULu2/HpGBn89K6tSm9OkSROMHDkS99xzD7Kzs3H8+HH89NNPmDt3Lr766isAQOPGjbFt2zbs3bsXhw8fxsMPP4zz589rvt+OHTvw8ccfY8KECQCA48ePY+rUqdizZw/+++8/bNmyBX///XeFx4mRRYwgCMKf6EldDwAvvFDpmx9BEARRRcnKAm67jd+jzp3j3eK7dfObMnDVqlWYNWsWJk2ahDNnziAlJQWdOnXCLbfcAgB49tlncezYMQwZMgQxMTEYPXo0Bg8ejIKCAtX3a9q0Kb755hvRMjZlyhQcOXIE7777LvLy8lCzZk2MHTsWDz/8cIV+LxLECIIg/Ine5BuNG1dsOwiCIAhCitlcqVl633nnHc3nwsPDMX36dEyfPl31+aSkJHzyySdi1kSTydXpT1nmqnnz5jKr2SeffOJVu8sDuSYSBEH4Ez9nqCIIgiAIwj+QIEYQBOFPPGSosgOwU5IOgiAIggg5SBAjCILwJ0KGKgAc5MKY3fH7ytz5lKSDIAiCIEIMEsQIgiD8jSNDVX5iquzy+fhUjBn8DHIH3OKnhhEEQRAEUVFQsg6CIIhAICsL9/6XhLif9+C5dolo0a4Z7vzegtNXrHi01Obv1hEEQeiHZYGdO/kfgE/40LMnWfYrEWWxYsL3+KKPSRAjCD2wbMCkcCVClwvFNvxRtxXsw28EaldH7G+7gCtWXCFBzD00PwkicMjOBkaPBvLynNdmzQKSk4Hly6kMRwUTHh4OACguLkZ0dLSfWxPaFBcXA3D2uTeQIEYQnsjO5gvuSms9ZWTwcT20oRA+wm7nkH/VAgBIiYsEAFSL4pfoK6VWv7Ur4KH5SRCBQ3Y2cMcd6s/l5fHPffwxzc0KxGw2IyEhARcuXAAAxMTEgNFIBhVq2O12WCwWlJaWqqav9xUcx6G4uBgXLlxAQkICzOVQ/JEgRhDuyM4GhgwBlObnM2f4636oME+EJgUlVtjs/DhLio0AIBXEyCKmCs1PgggcWBYYP97zfY8/zhcKJqt1hZGeng4AojBWVeA4DiUlJYiOjq4U4TMhIUHsa28hQYwgtGBZfsNQ8wEWrk2YQBsK4RNyi8oAANWjwxERxmvyqkXx7g6FZBFzxdP8ZBianwRRmezezStBPHH6NH9vJRYKDgp86GLNMAxq1qyJtLQ0WK1VZ/+wWq3YtWsXunfvXi53QT2Eh4eXyxImQIIYQWixe7fc3UmNU6doQyF8wkWHIJYSFyFeI4uYGzzNT46j+ekOiqsjfM25cxVzb1VgwwZgzBggN9d5rXZtYOnScln1zWazT4SFYMFsNsNmsyEqKqrCBTFfQenrCUKLzz7z7X0E4YbT+SUAgFoJzuBqwSJGgpgKeg9ydOBzJTsbqF8f6NULuOsu/nf9+vx1gvCWmjUr5t5QZ8oU4M475UIYwFsX77iD5mWIQ4IYQajBssAHH+i7d/Vq/n6CKAfnCkoBALVlghgl69Dk7799e19VQYirU1oThbg6OvQR3vLll/ruy8jgLbAEsH49MH+++3tGj6YzRghDghhBqLF7t6t2SouLF/n7CaIc5F0VXBMjxWvx5JqoTnY28Pzz+u5dsYIOMQJ6416pvwijrF8PLFyo794lS8gNFuDn2Zgxnu/Ly3PWYyN4WBbYsgW4+27g9tv5sWex+LtVXkGCGEGoYdSdidyfiHKSqxoj5nBNLCOLmIggTOhFSAxAGIurIwi9sCzw6KP67p0+nTKZCuzeLa+15g4SxJxkZwMJCcCAAbzn0qefApMnA9HRMD39tL9bZxgSxAhCDaPuTOTvTpST3Cu8Ni9ZYhGjZB0q6Emio4QUJTx6LRbUX4QRjHiQNG5csW0JJmieGUeoU1dU5Pqc3Q7TokVo8c47ld6s8kCCGEEoYVlg+XJ99zIMUKcO+bsT5SZXxTWRknWo4M3hhRQlvNvOxo367qX+IoxgZE7S2HJiROFLmV/5s9ljj3m8reHnnweVmyIJYqGMxQIsXswP3MWLg2pg+hW9tVAEFi8mf3ei3ORe0U5fX1hCrokiRg5ypChx8tprgN3u+T6GAbp0qfj2EKGD3jmZmkpzUcCIwjc5mQQxgD+bnT3r9hYGgMluh+mNNyqnTT6ABLEQxfT000BMDPDEE8Arr/C/Y2L4NKmEe/Rq95KT+dof5O9OlJMyG4tCh9UrhVwT3dOtG591jWHc3yc8T4oSnmPH9N3HccAPP1RsW4IRluXjdNas4X9TQhMnXbq4nWOc4wevvEJzUcCIwnf5cuo3wFipIL3rXQBAglgI0uKdd2BatMh1o2BZPk0qCWPu0avdW7eOhDB3WCzAokV8RqN77gG2bqXDiwaHzhYCAMwmBtWjnUUoBddEC2tHqZX6DgB/IFmyBADAuRPGMjJIUSKlYUP991Lsihyqu+aeH35wu7Yzjh+kpVVWiwIfvXNswgRawwB+fK1cqf9+I+udnyFBLNSwWHj/WHcsWkRuiu7woHG3A7DUqk2uAu6YMgWIjgYmTeIzGr3/PtC/P5/piA4vLpzMLwYAsHYOJpNz3MVFhol/k1VMQlYWsGED7DVryS4XVkvEW+1vw9ZX1wDHj9MBRsqjj3q2IgpQHI8TITmAMkHM6dNUbFeAiqsbR+8cu+22im1HsLBzJ1BY6PE2DoDdZIL9kUcqvEm+ggSxEMP0xhsw2e1wu92yLB8vQKgj0bgrIyqEx39PnUmuAlpMmcJbXtXiUYqK6PCiwkVHfNitreWChdnEICKMX6b/OFtQ6e0KaLKy8Okn32P4iDn4vzunAjt2YM6K7ZjVZxSONmtH81PJl1+q1w9TQjF1TliWL6brDiq2q1+oIAHfiQ6Fr50KXzsxkL7/2KBBQESE5xsDBBLEQgxm61Z9NwaR/6xfcGjcc6qlyC7nJ6ZhzOBncKzbAD81LMCxWPSlyH78cTq8SBAEsbRqkS7PWWy8QFtEFjEXThda8GPdVvil80CgZ08kxEcDAPKvUnITGXprrzEMxdRJ2bnTc50nKrarS6jIqU6JOmRIXawVqnNBhXlpzjyaiwaxd+yIQ/fd5+9mGIIEsVCCZcHs2aPv3iDyn/UXxbcMwo2PvI3hI+bg4psrgR078OzLn2Nz0y4ooCx26ujNzEZFdmVccCOI9W3Ox1UUlZEgpuTClVIAwICW6QCApFg+pi7fUQqAcKC39toLL5A7pxS9AlZVF8TcCBVCHOfsfqNJqFDiUPheTkqVXT4fn4oxg59BXv9b/NSwAERnKAg3fXrFtqMCCPN8CxE07N4NRocPLUwmPl6AcEtekQV2kxk/1m2FlFGZAMMgfsPvACiduCZGLK0UL8BbKnbvBrt6IzrFJSI97jqXW4Q4MbKIuZJbxAtcqY6U/0mxvCCbX0zzU4beuUbFdglvcQgVlx4ag6RLF8TLXO3aGNP+Hmxu2Bkvs3aEmUn/LyMrC+Nz02Hd+S0mXVcNN3RuiWF7rDhZYMHDpHxz0rMnn6law0LNAWCSk8H16AFs3lypTSsvJIiFEno328zMoPKf9ReXivmEJjWrR4FxaPXiHVnsyCKmgRFLq5FilqFIdjbvLnb6NJY6Lll3vgK8skxmlYgTUtjTpuyC4NKZ6rAkkkVMA4rh8Y6ePYFZs/TdRwBZWRh9NgVhP3yPqW0S0LpDc9g6d8Xm57cAAK6WsageQ4KYkgKLHQfqtkLh4PZA8xqI2b8LKLDgKq35TsxmPo3/HXfwQpfkKTHyNUjT/NOMCCX0HmwnTarYdoQI+Vd5QSwxxim01oiPAgCcuVzilzYFPEYOcitWVN04sexsYMgQF3exsJxz/HVJMpO4SF64IIuYKxeLhCLYvCAmpP4vLKG+kkGJAbwjP1/ffZcuVWw7gojcEhY/1m2FsjuHAT17IiIyXEw4dKWMFJhqnL7EnyeEciWxDi8IEsQUZGUBH3+MgkR5GYRzccl4ZeyLQetWTYJYqOCo0u4uJxYH8Jsxbba6EASxpFiJIFadF8Ryr5DG3QWWBSZP1n9/VY0TExInqGSwY4RrEyaIQqpQ1Jk2ZVcKHC6IiY45Kgit1FcKdGSCzZ35UlBqkysMlgUmTtR378SJVVeppEBt30yMCZc9Rzix2Oxiv8RH82u94I5eSMo3V7KycP/09Rg+Yg72v/gqflixHjeOWYnvW3X3d8u8JugEsVdffRX169dHVFQUOnbsiJ9++knz3hUrVqBbt25ITExEYmIi+vbt63L/fffdB4ZhZD8DBw6s6K/hexxV2t2lrWcAYNQo2mx1orahCIdiSpyggt6EAFKqYpyYp37iOODUKVFIFWPEaMzJ4DhO7BOhj8iN0w1ZWbB/tN4lE+zF6nxigDO9b/JTwwIUI+uZZL5WZaysXRQepPtmWjVegXmhkBSYSqTCaeO0agD4cAjAaSkj5PyTV4If67ZC9L1342qXbrCbzCix6kgSFqAEVYzYunXrMHHiRLzxxhvo2LEjFi9ejAEDBuDo0aNIU6nYvnPnTowYMQJdunRBVFQUXnrpJfTv3x9//vknateuLd43cOBArFq1SnwcGemauSzgoWBsnyPEiEk3lHjhoEeaKle8EaqqYkyKweKnTu0oufVIKbGysDsMiKIg5vhtsdlRZmMRGUZKJylXbh6EGx8JR4fTf+L9zLoIz6iNUb8DB85dxbBislbIMLqeVUWlkgJhzzQxTjdhwJkN9gJ5krhQ5HDXTIwJh9nEq9KF/qJYV1dKrax4/kqvHiUKsleCeH8MKovYokWLMGrUKNx///1o0aIF3njjDcTExGDlypWq969evRqPPvoo2rRpg2bNmuGtt96C3W7H9u3bZfdFRkYiPT1d/ElMTKyMr+NbKBjb5wi1iKQxYoLrUzBP+grDyNhimKpbONbgXI0jK6wqQn8wDBATwQtcsRFOwetqGbmKKSksscJuMmN/wzYI/99IvvZatRgAfJZYQoLRvZL2Vhw4xRedt3MQhQoASIsXBLFSv7QrkMl1zDup4FrdceYooFhXFwTBK9zMID4qLCTigoPGImaxWLBv3z5MnTpVvGYymdC3b1/s0Vk7q7i4GFarFUlJSbLrO3fuRFpaGhITE9G7d2/MmjULycnJmu9TVlaGsjKnpqLQkTLearXCavXTAb1TJ4TVrg2cPeuMM5FgB3ApqQbiO3UC/NXGICPXsWlUjzaL/1eHCzeKymywWCxiNsVgRvhu5R67HsaggFBXhl2wAJzdrq/uWCjRqRPC4uKAoiJVV2KOYYDatWFzzFVhzF0p8eP6osBnY6YcXC7i52dcZBhsNucmHB8VhsJSG85dKkK1iGr+al5AkneFd3WKjwoX/3eJjgF28UpJhf4/A2HMGEJYzzy4/Cvna1Xm0Q9/Ff+W/p8THGMs90qpof9/0I0ZL/jsN979tV5yjPg9q0XwNpJLV8tC+rt7w4WCYgC8gtxms8ERfoiCEgssFou4FwRCv+ltQ9AIYrm5uWBZFjVq1JBdr1GjBo4cOaLrPZ566inUqlULffv2Fa8NHDgQWVlZuOaaa3Ds2DE888wzuOmmm7Bnzx6YNWKp5s6di+kqReO2bNmCmJgYA9/Kt9T83/9ww0svwQ65qVM4Ei8d8ACuD7L6Cv7kn9NmAAxOHP0DG3MPAgB4i3gYrCyHz778GhEh5Pm0devWcr+H1hiUUpKcjD8efBDnIiOBjRvL/ZnBxg1z5qCmlhAGAByHn0eOxDnHXD1VBABhuFhQhI0B1l++GDPesuc8A8CMSM4q65dqJjMKweCLbd+heaK79EVVjz8u8X0WzpaKfVZ00QTAhD2/H0XtwsMV3gZ/jhkj1NyzB60LCuAuUEFtvlZlEsPNOG/jVzbpnDx9hh93f/37HzZuPG74fYNlzHjDkX/5+Zd/8YLYZ3/n8/118lxuwK35/uago28i7PwapnUmC4QxU1xcrOu+oBHEysuLL76ItWvXYufOnYiKihKvDx8+XPz7uuuuQ6tWrdCwYUPs3LkTffr0UX2vqVOnYqIkm1JhYSHq1KmD/v37Iz4+vuK+hCcyM2Fp3RpXxjyGlAJn0buy9Fp4vNN9+K/DADyb2dl/7QsiOI7D43v4idyna0d0asBbUe12Dk//shUcB3Tt2UesXxTMWK1WbN26Ff369UN4eLjnF7gjMxNsmzYofPARJBUXiJcL4hKwvlkPNH5oBLrcexvams1oW852ByPM+vUwu0kwBAAwmdB22jS0ddT6O5F3FQsOfg8bE4bMzAGV0ErP+HTMeMlf2/8B/v0XYZFRyMzsIV7/4NzPOHPiElq0boubWqb7pW2BytdrfwdwHm0a1ERmZisAwKW9J7H97BFEJ6UjM7NNhX12IIwZvTCffALzvHmqmU2l2GtngFu0EG1vv71KrmdKVp3ei/OnCrBkaCtkXuece/l7T+KLk0eQlFYTmZmtdb9fMI0Zb1l1ei+QV4B7+7RGZmvevbXGf5ew4ujPQGQMMjOroPu+G07tOg4c/RttG/JrGMdxmPrLVtg5oEvPPkiMMgXMmBG85TwRNIJYSkoKzGYzzp8/L7t+/vx5pKe732wXLFiAF198Edu2bUOrVq3c3tugQQOkpKTgn3/+0RTEIiMjVRN6hIeH+/0fbx0yBP/7NxoJfx7GE9dWQ8euLfFn3ZbYvHwv6lhsfm9fsHBJksno2oxEWb/FRYThSpkNpSxCqj99Mn6zs4Enn5QJYUhJwZphk/Bi3HWY1bolwiWKkCoFywJjxri9hQEAux3hK1bwKewBJMZFA+BjnszmMJhMgeMO688178uDOQCAIe3qyNog1OIpsXEhNT99gc3hBRwdGSb2TWIcPx+LythK6a9A2CfdwrJ8rU03QtilqDg8etvTmLdsPOqkkvurgJAVsW5KnHzPjOKVSiVWu1f/+4AfM15iY+3Y74iry0iKFb9jSjy/5heU0JlNyQVHTF3dZGd/xUXy7uglNiDNcS0Qxozezw+aZB0RERFo166dLNGGkHijc2dtK8+8efMwc+ZMbNq0Ce3bt/f4OadPn0ZeXh5qBnHg7ZEr4fixbitgxAigZ09Ui+WFxlP5VSQVKssCO3cCa9bwv72o7/Lmrn/Fv6VZEwFnCnvKnKhAo0gx8vLw8KvPYMDRH1BsqcJ9tns3oFNDhmPHxD+FTIAAUFSV+0+BkEQnNlKuT3Sm+6dkHUoKS/iYhV5NnVmG44Vgd0pAxKMjbX1iaRE4kwmXaIyJsHYO5x1ZEWtWj5Y9J8zRKr3+q3C5xDnn2tRJEP8W5uSVUivsdnKvliIkFUqJcxpDBOVbsCZRCxpBDAAmTpyIFStW4N1338Xhw4cxZswYXL16Fffffz8A4J577pEl83jppZcwbdo0rFy5EvXr10dOTg5ycnJQVFQEACgqKsKTTz6JH3/8ESdOnMD27dtx2223oVGjRhgwIDBcgIxyrsCZlahhWhwAeTYeoQBqyJKdDdSvD/TqBdx1F/+7fn3+ugHe+PaY5nPOSU+bioibIsXCtee3L8eVoiqcjvfMGf33Nmwo/hkVbkaEmV+qi2jMiew/dRkA0LZuguy6mGWS+soFQdgSCscCfOIOACgoCfG9QS8609CnFV3C5VDfTw2QW1QG1s7BbGJcXPajHYE7xRYSXEVYFvZvdmDQoW/R/cyfiJKcxoU5aedI+abkouMMIRfEgls5HlSC2LBhw7BgwQI899xzaNOmDfbv349NmzaJCTxOnjyJc5JF9PXXX4fFYsGQIUNQs2ZN8WfBggUAALPZjAMHDmDQoEFo0qQJHnzwQbRr1w67d+8OzlpiAE7mO4MDhYFaI97pChbS6WO1LDJnzvDXDQhjwkbSoX6Sy3POdOK0CYt40CIz4FDrSi7C93xfiY0KMN5+W999DAM8+qjsUlyQbzS+Rmq9ka5vAFAtUugrmp9KBGFLlio7BNI/+xSd3jAX4hLFulkEkONQAqfGRcpS1wPO+pskuDpwKIzTbrsJS7+Yj/c+eEqmMI4KNyMyjD+eF5KCREauG0EsWEu8BE2MmMC4ceMwbtw41ed27twpe3zixAm37xUdHY3NIZbpSKix0E6hJa6dEI0zl0twNVQ1Up4sMgzDx9zcdhugkQ1TiuAOMKJjHZfnhElfSIdiJ599puu2qNwLFdyQAGX9emDHDn33ZmYCEa7usPlXLST8O/j34lXx72tSYmXPOd16aH5KYe2c6NYjrY0oWMcEN6hAikH0C926ARkZvAJPbT9hGOQnpuGnjGuRSYdkkdOX+NCHmgmuMcB1Evls0mcLSkSrWdDDsrwC8tw5Xnjv1k3X2UJUGCvHlqAw3rAByMpCfHQ4Ll4pQ0GJFRlBWNq2onC6JjrXMHJNJAIKQRBTxjXFRjpcA4JUY+ART379HAecOsXf54HCUivyHP3Yu1kNl+dFf/dQ7UujsCzwwQe6br0YVwV3FJZ1sXC5ZfJkl0tC3BMJ/zz/5fGCWIdrXC3WgvadXO3knLlUAgtrR0SYCbUSnDE8Ujeoq+QGxR+mlyzh/1bWiXQ83vjgFNhNZly6GiJjrDxx1Y7XmtetRaeTB9AwKdrlFkE5wnHBa7WQ4W0IhA4XfkyYALCsuI6RpdqJxWYX13VyTSQCFiGTWI14uWtlTERwm249otOv3+N9LItLX23BoEPfou/5Q6ge4TpFIh3xOha2ihUi1mL3biA31+NtuTHV8Vu9lpXQoABDZ/8AAJKTec2qgmoU9yRDyM5Ws7qr9p2ST6gjuK3XTYqRWSSiws2IENygaHzxZGUBGzaAq11bfj0jA9iwAad7ZQJAaLgmlieuWvLagXMmYu2aZ/DC+JtdXit1tQtWq4VIeUIgDCiM4xwKkquhembzgryr/LofZmJk7tXBrqgkQSxEiY1QzyQWssGyerNcurvPsanUG3ILln4xH2+9M0V1QwoXBDEbCWIAdAvBn7boiatsCLikKPGkTTaSpGP8eFX3lrhIftP59q+L3rczhDh1iRcqlPFhAAliWuQU8jE86Wp9JiTsCJUYHh9kzkVWFoqO/I3hI+Zg/K1PonTLNuD4cSArCwkxITLGyiNUaLw2Nve86mvjQyEW0YBFSxUDCuNqkSGuPPeCX05cAsB7fEldqAXXxGBVVJIgFmIIgtYN9RNk1wXXxJCd1IJfv9KVRIBhgDp1VK0NAHi/7Dvu0LUhCdpjC0tpZQHoFoK3Ne6IUmuIKQL0aJO3bdP3XjExwP/9n+pTJVZ+3oZE//nADerqOx+g08kDqB3nWqeFsgCq8/nvZwEAafGuiaikcWJBj48y5wJAXgmLH+u2wrY2vRHVr4+oJBHGWFAnUiiPUOHmtYzGa0PCZbi8IRAGFMaC8vxKqJ7ZvODjX9X73hm3H5xjiwSxEOPQuSsAnOliBQQLWcjW8ZD49XMafv1YvFg9mHb9emD4cPX3VdlUREGMLGI8noRgAJZatfFTxrUoCSWLrB5tcnY28M47+t5v1CjNYG/BH/7LAzo1qoGKj9ygFn76EtaueQbDh/VweW316BCMrfCBhUdQIMcp6q4BCB3tuw8z5wIQY4WT4+Qx1yGRabI8QoUXrxX6LKgFsfKGQBhQGAux6OSa6EToizvbZ8iuC8mHLgepqzAJYiGEdMImxSiTdVSBIqcOv362Zi35dYdfP7KyXF+TnQ0MHer+YKPYVKLD+cPyD8d0xv0EC94e9iRCsItoyjB8lrFZL8FuMofOpqJHm/z448Do0frfc/BgzadCIstYBbhBRZw/5/LaeEkGrZAohuojC48QVyct5iwQGwqCWHndxlTIc6TKTo6VWxEFC2KwauABlE+o8OK1TuE1iPusvCEQBhTGopUnmPvLxwju1b2bydcwQVGSW0SCGOFnjuc6Uzo3chRzFhA32iD1odVNVhaO//yH6Ne//71PRL9+F4SNWy+OTUVIz3vxSugUJ665Zw/CGjXy/rDnEILzElLl1x1CcOTQOwHwbhbWUEhyokcjfPo0kJen7/3cuc0CeLRnQ83ngoJKdIMSYlFCIgugDy08FxzrlbLYLgAxkUJZMFv5fZg5V0C0iCmyEIeEa2J5hAovXpsgWC1KgvOwDKD8IRAAv1d+9BHYpGT5dYXCWLDyXAqVuM1ywnEccq8Iqevla1j1aKfyLRghQSyEqJUQjfl3tMTQBq6HGSG4OKjdAnRihQk/1m2Fz1v0wMV2nbVre3jauJU4NpU+jpT2OYWlsIWAUMF88glueOkl16QSBg979sG3o8ejKzF8xBxceHMlXzfLIQTHR4eLrlEhUdRTr0ZYL1pusw5S45wJFoLSJbYS3aCkWQCDeqz50MJjY+1ixjG1GLGQSEDkq8y5EkSLmIZrYlDvp+URKrp0ceuKDoBfz7p0ER+GRJ9JLVowGAIhkJ0NPPEEwvIkHjUpKcDChTKFcVIs31+Xrgax4OpDrlpYlDhipJWCmKgYCVJDAwliIURSbAQGt6mFrjVcN+4EcREM/UltszsPE6w71yQj2exSU8UNKbVaJEwMfxYKem0Vy8I8cSIAKLcVw4e9swUlKGYZ7LumNZIevBfo2VPckMwmRtSIhkTKZ70aYT0MGaJusZUQF+WM6wnKg0wlu0EliTEDQdhXAr6y8LAsCjdtw61/fovOJw8gWTKWBATBNSis1Vou1L7InKv4jL8Wr0CnkwcQphCGBavrVQsbvMo4HfXSNIWKu+9WVxBIYVnghx/Eh4IgFtRzEhC9P4pTFTVG3YVACGglBcvLA4YNkyk9kxzusPkkiAEAch0W/ZgIs+jhJSC4CgdrjJjrikyEJIJFLOgFBx3YJMIXp7VZZGcbK7Lbo4dMqEiKjUBukQW5RWWqrj5Bw+7dYNwJpNLDXs+ebt9q0x98Dbv6ybEIM7vqeBJiwpF/1RIaG4ugTT5zRv1AwjB8TTA99cMeecTjLWYTg5S4SOQWleFcQUnwjbnyHJLTXGOaPL02MTYCOYWlyA/SjRmAbyw82dnA448j6fRpLBWu7X6NP4BLDoxBk4BowwZ+3b4oKeOQkcF/n9tu8zwnMzLcu40BYp9B0mfnv1oEmN8U+6yaRJi9UmpDosJ1MWhwCBXC9xXJyOCFMKVQwbLA888DH32k7/0lY1M4g1wORkWSkqwsrEtuhS1vrkda0SU8+1BvpN3cz70lbP16XthSg+P48TlhAj+OzWYkOixiQb2GSWFZ/hxx7hy/Vnfr5r6/FK8t3bYdgw59x7+Wlfe1oBixspzoThxMkEWsilA9OrizyhjBJkkrz6ptyNnZvFaqsFD/mzZrJnsoBG/nFgV5nJgP3XnW/XwKABCjkpUNcFopQkIQ0xN0fe+9nt8nOdmjgCtQJykaAHCuoFRvKwMHb92gsrP5g4knFK8V3Hryrwbx/CyvhUdY55Ta99On+esS7bsQI7b9yAVvWlo5TJkC3HmnXAgD+O8zZAjw2WfeW3gENGLy0q7kydy0w80mxDoyEwelhVpKVhZw4oQYV/2/kS+qx1VnZwMJCcDs2frfWzI2kx3uZKESW21jGDEEorRrd8/jauhQ91ZEhYU7ySHch4Rrog+y5TYbcRuWfjEfS5dPdHltNcmZQ5orIVggQayKUJVixKSuIi6eiSzLF801iuKwnFKNXyTzgjRLj4gv3Hkcbjy9ftuOTicP4I5W6aq3BXtArQvusnSuW8f/eOKNN3RrBYNa+PemvIQgSFzVsbEuWiR7bYJD8RTUBYrLE8PDsp4zdo4e7eJyLMzRgGP9emD+fO3nOc5pTdiwAahdW/68Hrcxg0lhqonZOYMzLkWG2SwKFT/Xb+W6JglzsahI/3vGxcnGZs3qfJxrTjAqklSQet7Y3QlYLAs89JD+N3YoPUVBrNgS3NlfKyBbrvK1DMOgdUZ1AMG55pMgVkUQ3QKKrdrueiGCbIFULmC7dxuLDQNUrRZBfSiW0q0buNq1oTkiPGWBkmi6nvlgJtaueQYjhnVXXVwFv+6QOLgIKLJ0/vvRF7w2OTVVXyKYlBTdH5XqEP6FzFFBh+AGpeeQbFRhoujHeDEmNojHWnlqI+7c6TljZ14efx+AHk34bKd5gbiesaw+N3LBmqCw8AwfMUc7c64UgzF5IVUEW4JJOda8VV7eeadsbAqC2LmCEvex20GCXa8gtnMncOmS/jd2KD2FrIl2LogV6BWULVfttdUd/VUQhPORBLEqgqAhttm54K4VowNpsg6XBdKbbHfLl7scdoSsPRcD8eBiBLMZ7KJFALw47Gloq8JyXGs7Ac6EE1dDrJadBU4XlcJON/J99dln+l5sYDymRoeh08kDqPn1J14X9fU7WVkoPvqPeEhe89K76odkowoTRT+GRJ0nQBReS9MUVmZPFh6HgOURx31xkbzgGpB7w+7d+mItAec4kFh4fqyrYuFx91qd91UTM7UF+RhT4FKzcPZs48pLhuGt/RJqVo9GuJmBleVwvjD4rWK6LWJGYtElVsRws0mMRQzaOLFKzJabEMTKNxLEqghR4SZEOBIoBK12RSdWVrpAKp7Ue0AGeC37xx+rHnaEdMZfHfBxGnM/wN1+O35+6inYjRTCFlyfdLrxAECcWDQ2tMafdLyxdo7/zh98oO/Fel1Ds7Px8L19sHbNMxi66Cmvi/oGAjZJeYmTrTqoH5KNHvwU/RgSqbIFsrKw8fM9ovB64bOv9Vl4DBAbyf8PAlJJYkR5Vp5spgbdtMWCu6Fk4Qcgk8Oys/nkHEYZOhSIkCcwMZsYxETwfVZsCcBxZhDW7uacITB5MvDXX/rfVGFFTA72OLHyxKAbVGYGc1ZOEsSqCAzDhKxFQok0WYfMNXH9en1xOwAvhJ05o3nYETbhcJXsgMHIuc6dcfY3p4vdt2985P6wN3u2e9cnFU2XUxALrYOLlVVYYPVq8CUlEdzisDzGXMyRX/eiqG8gYJVYrFUVyRs2AGPH6n9DlX4UxtqGfQbqBAYw0sQAJV11ZBsz6VyXHC7XwnoWkHNTr4Ckdz5pIcTkaaFw0w6Jos4qmARJzFuXxLg4YPVq1aeiw/lxW2oN/jOIW4sYywJffsnXBtOLihVRyMYZjJkAAXgfg56dzXviGHitEH4TjBbq0DhFEroQtJ6HzxnIFhiEqLomsixwzz363+TNN100elI6XJMEILQ2YamlIuf6jtqHPZYF5s3T96YSTVesKIgF/yYsxSpJ+c3aOf1awJEjPR+oJX7y5a3zFihIFSUuNZiEzHgFBfrf8LXXXPrx34vOBB+hEI/iYnV1x5QpwIwZnt9UEvsqzM2CkgCMIfYkIAmojANDfPaZZwWKxE1bEF5DKuYVgFlwSfcmnhoA3n1X8/8QHRE6ZxCZRUy6jAnZJW+91dgbTprkcuYIesu+NwmH9CQaUnmtaKEm10QikDl9qQQAcCUQtZ4+RDV9/ciRQKlOv/QJEzy6/Qgxd5cD8eDiJVZ32SaldO+uL5MdINN0CSlmi4JQY+UOqzI5jF4toJ607L4q6htASMeZTWmxdpcZT40nn+StggoevPEa8e+8YE5h70D33DTSh5LYV2mB1ICLexWSljCMdlIhjXGgGyEroLs9YtAg2b4QqjFijHBoNhpPHR2t6covIBTlDVrBQoLM80Y4A3iTXRIAunZVnbeCBbEsWC2IkoRDLhUKtWLQ9SQaAvi9T/Ja0dpqC76+IkGsCnFbaz4GqDQE/LPdIbeIAbBY9BegBHQdkAVNFWvncDVE+tOmR+t+223ADz/oe8PkZJmmKy6Q3Z/KgcwixnGetYCA+0yUUvQehubP5zewNWv43xYLsH07MG0a/7N9e8BYzaRChTjO9GbGk3LvvZqW2TpJMUh0uKoEdLpsR+kH8f+m8T9SPfSpvZfePpw+XS5USAQxqTUxYHAkLSlIriG7bE9J4dd2vRZ6NfSmF//yS35eOagRzydsOuNQcIYKYoyYkXi76Gjg8mWPCsyhN9QBAFwIgVpirNLzhmWBu+82/kZRUcC336o+JQgXQa08d8zdy0lp8utaMejffKPvfYcMkb02ytFX5wuDb2ypV14lQpJoR6DskZwrfm5JxeKSvv6119wXUpSiM84gKtyEiDATLDY7LhdbxJiUYMbCSmN3VPpr3Trg88/1v+H48TJNV6i68rgIFoIWcMgQ2KHQduktLCug9zC0cSP/I/0c6f9w1iwgKYl3c2zcmH/fbjpijSoA6fwULdZGMuMJVKvm9ukGqXHY998lnMwvRquMBIOtrASys/n/h9TimZHBjx3F4UQaV6epJDHShw0byh4yDIP29RLxy3+XArfgelYWHs+vibJvdiKt6BIuxCVizqJH0SC9evneV296cZbl95IJEwAADVPjAARnAVl3iFkTv/xS/4vee8+tK79AWjVeeL0QAlkTWU6qHAHvdVNcbPyN3LhyRjgKre88chGP9mzkTTMDg6wsPHOlNi5v/gZpRZewdGKm+v6Tna3fot+smeyhYNX//XQBUMcXja48gv/0SOgm0jGp/8sLrY1DiYv2+Ngx/S/WGWfAMAwSosNx4UoZCkqsyEj0pqWBheyArDzssSzwwAP63ywuDvi//5NdCqkCqBIsymQdAJCVBW79epy//xHUvCI5HGdk8EKY3ox3gnVNT00yKWqCdH6+PANacjLQowcQEwPUrQv07s3HDHkjnAmWHSFtes+emu8lE1yFuWokqF1AIUwoSXWUmAjIjGNC6Qfl/0lIwKLQFOuyVhtxJbt40eVSUhAkBvj2n3ygbivx8Z/nr/pGENOLZC8R6mKFhnXHOaZMDMNb/vQmSzDgFpoqCGKB3Gcsyys1zp1zq7CS9hlbWmbM60aga1c+w6QGglAszM1gxga+pAQALFXUZQXgdOvUi+I9WmU414FgC0MnQawKIQzUoHUN07lAulgoPBzYRHr1MhRnkBQbgQtXynAxkDcVwKt+cznrzZ5tTNv35JMunxEvBtMGf3yAFHkiBed1y22D0fWRcHQ4/SdWDshATL06xq1QgnXNyAall7w8ecbFOXOA+Hjgrbf4hBl6yc7mg6ulfv2zZvGC3vLlLkKnSwynxSK35unBZPLohidYYH88no+7O9c39v4ViZvSD+A43po5YQLvBuwYK1aZtVrjfZct09+G1FSXS8JhryBAaxadkFiezCYGrJ1zX79JL9u26b9XspeI/VVihZW1B3UGXen4YhjwCkk9rsxu3IPVSI8XijoHqEXMgJVauo6lvv+Wfq8bgdhYTZdEgXb1ErF670kUB2uMmAS3c5Vl+bGkl5gYF0GsdoKzTl1xkB1xg3flIAxTLzkWQJDW8MjO5usm9eoF3HWX2zpKUk0Vx4E/sHlK58wwwKZNhppU39GfAe2aYqDfNONQWFa/dhTgF0mFNQwA4h1xdVfKbCGRyU5ALvg7/mZZWLftwC1HvgMAhI8Y7r21KSsLGDjQBy3VQWEhr6GdMkXX7cwnn/BColpwdV4e/5xirMliOAXXYVnaMR1MnOjRFUr4vwRcoLsXpR+sagmIpNxwA7Bnj/421K7tcqnMEeu45qdT+t+nErkkERB7NOEFyTKrwXGjxGIB9u7Vd69C+E+IiRA9jS8FqPAKQFccotSqbzYx+r1IPLgHK6mbHAMAOJVfLC8tEwgIVmql94FGmRDpHhZx4oTxz3vvPY/7gVh3LViV5xLc7vkzZxpLcNKjh0vfMQwjxu6TIEYELEL6+mJLkI1SgwukS32PZ5/1fNCbPFmXj7uUBqm8IPbPBYMZkioLwdSv7LfTp1UPyKpJFAD+QKgnhkJg1SrVDUawUABAUQi5J8r7DaLwG3dTPyz9Yj7WrnkG4Q0blK/e14AB5W+oEebP593j3MGyMD/xhOf3evxx2eHPRagw4joM8JYiHXEE3Rrzh/WAKrjLsmIWMY9IXA1tWnOTZfm5/Msv+tugkSjmk9/4VOVnLgdI8gmW5ZPMTJ0K9OuHOg/chQd+ykbLlEhEOKxPZcryB0ZZtky/JUMh/JtNDBJj+McBG1e3YQPvBeFBESdNOMQA+r1I9N7nILVaJMJsFtyz9xNYxozlFXwlJboS1lQonqzUgEuZEOk5o7RuPf2fpSO7pECMI91/QCcE05lwyG2SoUWLjH1m//6ql+NFQcxNoqwAhASxKkRsMFa1l9RRcoHj+B/FAlkm2VTq7djo+dAWFwfMnWu4aTUcbhar9540/NoKR4+pf/Ro+QFZJsBK7nvwQf2fe/31mj7vkWFmRIXzS04opXyWChZp274ypDTQjR6rrq959FG3h6LkQ4fAnD3r+X1On5ZZd1zinfQe5qKigLVrgU8/1XW7MD9/Op7vWq/MX+zezcfq6UGSqEW1eGx2Nu9KanRM6U0U4y9Ylq+DlpAA9O0LvPgisG0bUrZvwnM7VuLzKf0x5KOlAMph7WRZ4IUXeBdqPVxzjeo+IrgnBqQgJtTkU8YDnj7tshZZWcXarydJkNlsONNp5DNTcXTREDz3zVuIWv468MQTvAeFVFCsVg3o2JGPG7VUUr96YaWWKkTO3vWAvvU5KkpXdkkBQXkesO78XnrcyJKBzZ4NXDGQQM7NuCOLGBHwCNqVYgsbeG4BWniqowS4LJCljs3ZZGfRffHzWq9yUlTkVR2m05ecMVMB1596TP15ebJAdZta0omJE4F//9X/uR6SLsSHYO0dwSJmsrNo+dJzhrSquomI4A8tlcnFi27nRZQRK6nEumNVpn1+9FHPgoHJxAsww4bp/sgwMwOTnUWnkwdw/s13/Kdtl6I3oYai9IMsIYydc1q7jWZpU6R8lvLysNbG3qsiyM4GatTgk8porF8Mx6HPl+/h6R0rZf2imw0b+MP+9On6rWHjx6teTgpUi5inenIKBaYsBtFm4z1EPPHEE8a8SKZMAebPh4nz8D8rKQF++gmYPBlhcXFosXKl/s/wBpbVn6lPuo5J52R4BF+QGdCudQcAq1cb6jPBNfHM5RLZ5wUEBj2VpBYxUYjNzpYnkNKDG7d0QRArCSJbA0CCWJVCmNQA8O1frlmzApJPPtF335kz4p+C62WH038ipkDnYdFo8UoAo7o1EA96595cFRgHPcCYqV8iiMm0onZHEoWXX9b/uTpS/wuuA4UlQaaycoPg1tPh9J+IvuBmHJW3+PKCBXxR2crEzbwoTTSQKlRq3VFaxCIi+M0Vbg4xkybxLj0GaLdvB75740GsXfMMao99kNfW1qjBW0JWr+YtQ6tXV+68TUvzfA8AjBsnE05lrok2G/DYY959/iOPaD7Vp7mzRleZP4qiCsKlh2KugtPRQz9/CluxwaQPgpWoxID7pRsNvGARC6jMnHrryUnWIqlAe93xA/qytN58s/42WSzinmTEaYwB0Ojzz2Hq0sXAqwyyc6f++CTJOuaSLXfePGDyZPU1rFo13e6IUoTwByDA6iF68lQCXJSOUkHMzjneY9QoY587ebLb5DDBahGjrIlVCMEtDOAFsV7NdB4K/AXLAu+8o+9eiftFiYVfINOKDGjsjRSvdJC2bSO+e+Nh1LqSC6xxXNTIsFSp7N5tzNTvQHbY4zjg4YeNvcHIkR4tG0KcWChaxHSPNy+EfpHPPuOFEqM+9d7iZl7ktWgBrlYtz+6JGRkyAd0lpg4A5s2DleVgenkRzFKNudnMC2lGC/ZmZyN82FDUVB4U8vJ4S4iSlBTglVd4Qc1DdtFKQaHQkAqv1X76EdDjEqokOdkl05iU2Ah5DGdkXCV+dyFGRycMgDDOjhafrQYydbqVe7ISaTFkiKYGPjEQU/4bqSfnWIukczKpwL0grHytLvRmYdTA9MsvvAXOiGJQL3rLF8THy63UNoUglp0NrF0rt25ER/PCw/PPe7WWRIaZkZEYjdOXSnDhSinqJMUYfo8KwZOnklTp6FhzXNyr58zW76YNAB9+CIwY4faWmtWjkZEYjXBTgMbta0AWsSoEwzBiHQ/B9zig2b2bz+KmB0k6ZsE18UKcTo29ziLOMhxmeVmNKMCZCGP9emPv50uMbJCSg5lF6sNtY41/h9tu83hLfDDVEtMZhCz0m+7x5oXQL2PhQv5/Y9BCZBhP88JsBus4GKlpgcVrS5bIDiFWNRdYAP8++RyaTtyAGb0fAjd2LH/oKi42LoRJtLW6te+5ucDw4fJYh/R038/jCxe8uk+qfQ+7kOPdZy9f7vYwaDYxiHW4r+cWVaJgwbJAv34eLWFqxJ/5T/W6S0F6vVYiNdysa8mBaBH77DP99zrWIqlQcbFakqHX6sJoQh4JjOMHixfzMaL+on9/2fyR9lny5i/V3fRKS/lSHkb+JwrSY8PQ6eQBhK1bGzheN3q/j+QsIg3fYK02/UmLAOCWWzwKYQDw9E3NsGNiN3RLD7BQEQ+QIFbFGNmxLgBg0x9ebuaViRGBonZt8eDcavdGdDp5AL/UaoYrKemeX6uziLOInoPe8OGes85VFHo3yPh4mSAmTSte68DPwFUDafkVVg/NjxRdEwPcIqYz2xjgtCT+lHEtrqbVhJjTWgnDaGasM8yQIbzVc/Nm4K67YG3SFGxYePnfV8qyZfrmRXKy6jzgkpNV3XG0ihNvO3wetrAIfNA5C8wrr/CuLQYzmQLQF1eqh9xcPvHMnXfy2ft84c6od24q7pP2WeQJAzGbAP8/1OkWJSTsOXimwNhneEt2Nu+uuWOHVy9n7Zzq/8UlVbYRK5ESN/8zwSL21cFyWLl9CcsCH3yg715B0cKyCNv1LQYd+hadTh7Ar7Wb8eu5L9cxg9kVNRkxQndpDd24sRLLkLr1siyaHNmHQYe+RecT+9F4zrMVExucnY3lz9+JtWueQeunxlacgsgIRsaYZO5Iy24w3xlIWgSI8XehCrkmVjGk7icBj95DS2oqL7QlJwMFBXgYwMMAzlZLwaEBg9Dx41XgtISmJ580VMQZgL6Dnt3OH+Cefx6YNq1yXZy6dOE/z9PCv2IFf59DAJPGiMXkG4whVFg9tEiK4YWFC4FcBNsRVO6CkG1swwbZoVaw8NhNZvw84Tn0/L9HwTEMGOnGLBxqfJmxzmzmtbT9+yMccFrwtm3j05nHxvKZ5957z3ixUYB3qQkPlx/gHcXBmVOn0GTjRpjXrXN5b0Gcz5u/BKkqh/8ypUuPg/mbjwKQa5q9ojyun2ps2KCuVElJ4ZU4Ropfd+vGH3LPnFH/nzCMqlJDUJKY7CxqrXvPSOt5gV2n9fTaWvH47eTlirfwsCyfLc1ooL4Doec6f70W+FphJcnIALvwZQD8dzabGO/HhAcFU0pcBEx2Fm3//R1Yk+t/l1YjAudrr/GWjccfR4vTp7HUcTknPgV4+H5gwQJwYMDAB+vYo4/yLsa+KMA9fz7QoYPxfVuLnj35s4M7i6zUrXfDBuDRRzFHmY1SCxU3PV04vG4SlX0mKIiefNK4t4Av0DvGFB4VslwjZw3MR51K3mAmiE7lhC/o1iQF2BhgPu1aCIcWT0JPvXq81UJBzSu5qLlhFfDkZHAffghGktADqanAq68aO0QJGNnUp0/nF8spUypPIPvhB33aN0XiAGmMWPyZE/o+KywMWLdOd0yc4OMeMLWKlOjNNnbbbeL/UurSeaL7AGDDBnDjx8vHW0YGf3ipyNhBsxno04f/kTJoEG/BNWolEtxs1651Ch2bNgHFxQgD0BzqLokm8MJYwrNPAfcMdxnz0kQQakU+MxLL6XJZXtdPvQgHopo1gebN+WulpXw67nbt+DUmLY0/4AkHvdRUPkD9hRdcDrl2OFxUVA65gpKkw+k/EWXENfHJJw25sLavl4jfTl7GJ7+dwajuDfR/jgGYjz/mk414a6HyxOnTiBh2JwYMfgabm3aBmWG8HxMeFEx9D3+P794Yy8cJr3Jc9GecsN696ZZb+N933OHyVFphLp8YaPJkXH77PSTmn3c+6e06FhHBz5V164y9Tov//Q+4/Xbj+6nFAixdypfAYBh+HR87ls+K+fzz4CBPJiI+Ftx6n3yS7xtvMHJu0ON1M38+v97cdht//44dwM8/84looqP5tcZs5s9HvXvzQqAvzh96v4ciZlyWWfqff/R/nk4lbzBDglgVo0Y1vrbO5WIrymwsIsNUBrhD640zZ4Dz5/kDhMnET2RfTWY9mM38JBwyRNui1aCBZjFTBgAHDli7Fnm/H8Zjj72CtKuXsGTCTWC6d/f+exjd1EtKeIFszhzg/fcNpeD2Cr0LpeI+4bBnsrNo+/VHnl8fGcnH8BlwH0uOC8CYCgGj2cZ69gRYFnUP7MWgQ3/hQlwi7LamQFYWTnTpg2cmvoa6ZQWY99hA/2rJs7L4zVptTnfpAtxzD7jcXPduthpovcYEwHT2jKoWWGoRkwpirTOq4/fTBXj+1mt1fS1NunXjBceKOugrOXfOdc5t2+b+NWFhsHFAOOuMlcxLSEPq26+rHnINJ4QBvNKYC1nHXEoiCXuCkMikSxde4aMnsYnEitruzTdh/v57Q23SwlP83/wvF2F7w/YwhUfpV+oJVKvGJ4pyJ3BkZyNm5HBEKy0WQvpuheW8UtC7N7Vrp7kPif/6tWvxzIJsXNr6LcY1i8WN3VuVbx1bvZoXgMp84A1RVsb/j/r3B7p2Bdq0AXJygD17+P4vKQHat+eVUsKZRU2I+u47WS055Zgqio1HtfdW8f/H8iZJMnJu0OtevWwZ/+OJOXN4ZdDrrzs9iLy13ur9HorYSqlVP3LVW55fbzIZUvIGMySIVTESYsIRYTbBwtqRW2RB7QSFtnTDBmDMGPVDzKxZ/GRevrzyJkdWFrBhAwpHP4rqeU7NXEG1RFTv3gX46iu3L2cA4NQpcN9/jx/rtkJUuAlMr17la1O3bkBSkjEfZwCwWvlD7erVwOefl68N7vAyDkU47HU4/Sfi83QkFXjmGcMxPImBWncHMJ5tLDsbePxxjJFsmEXblgJvvIpL7Xrix7qtcDYpxpg7SkVhNqu3Y+dOwJ0QVl6UAgrLIuWXPRh06AAuxCWCq3uj+JRQaL7ciYTMZt56p1FYPCCw2SBE9NkBfNmsG1598AVszuqtfrvRhDCbN/OHVIP0apaGRZsOo9r3u4ALW/iLZjPw1luyEiEuREcDLVsCTZoArVoBBQX8QcpsBt5+Gzh9GmEAMgy3SMGAAcDmzR7HKwMg3laKPxfdiUlZTwPmmzwr9Uwm/lA/bRpvQXB3QHVYLBi19+I43tqisJxXCh5cXzkATHKyeuZQ2Y28O13i/n34um4r3JfVDmipI97aHWYzr4j01bwsKeFdK7USR2zdCsydyxdRTkw07J7KAYi7Wsj/r4cO9T4uS8Pd2C2+dq8GeOWbsu+9sd56cq8GVGMIhayJHU7/CbOerK/TpvnO/TTACTpB7NVXX8X8+fORk5OD1q1bY9myZejQoYPm/evXr8e0adNw4sQJNG7cGC+99BIyMzPF5zmOw/PPP48VK1bg8uXL6Nq1K15//XU0bty4Mr5OpSNkTjxzuQR/nb2M2vv3OrUjX3zhWeOTl8e7M3hRE8NrsrLw9JUMXNq8HV1jrPi+OBwjzu/HbV/psNo4sJ89ByBN3QJoFLOZdxvwMr4BX3zBa+s0LHnlxss4FMEiplvr7sUcSY7ls3YGpCBmZPP7+2++HpWif2MvngeGDEHU0rcBpCE2MsCX2IrY8KVIhX2H4Drk9GkI22vu16lA+htAVpZTEPNFHOudd/I//gxq1wkD4NYju1H05ZvAZBVBjGXR5MgvSP/3FC7GVEdJWk1EX8xxP7eV7qk6qf/tZvyy7CEklRosf1FSwrtF/fwzr2jyNYJ23GrlhUydRHAsln08G8i+nr+QlARGGQsUHW3cddyL9N2VgtSLRBGnaodDMWkgTivq4nmgbgOkVvMiaY4ad97JW6C8KSPgLaWlXq1zDBx9NmyY97Ft3sbUVZZ7teB+PmAAMHAg7xFiNju9Jy5e5C1otWs7rWeSMSa6UzvgwPBfWc292mbQqt+0qS++YVAQVFkT161bh4kTJ+L555/Hr7/+itatW2PAgAG4oJES+IcffsCIESPw4IMP4rfffsPgwYMxePBg/PHHH+I98+bNw9KlS/HGG29g7969iI2NxYABA1BaGkDF83xMSrVIZB7ehc4dmsqzwhkxuz/+eOWkUXUkIGjy7dcAgHMDBiGhuBCDvtEvhAFASQqf3j4yzEdD/v/+j7eKecu+fcCtt/qmLUqEhRL8wihFdAqTLpQsi+Tff0eXd5dg4q73kVKkM420F5tFYixvB8gvtrimmPY3er9PSgpvFVZpvxDz03D2szDZWUT4arxVFBW44VsSk/j5u2YNMGMGv+ErDq/Jly/y17OzcdVRiN1npTXWrOETlgQ4wgwdtmsDH8MiJTsbqF8fs5aMx9Iv5mPNumdhKisBOA6cMqtdeRPCZGcj9q5hSDQqhFUGa9fy2nGD41XsoZEj+derJWQoKeGteEb6zEv370rB4UViS68lu5xTLQWHRz9hyJPjQhy/x4W5+KqWg3nzeAVJSor8enIyLwwH0Jw1AeVLMJKR4Z2LquBeXVls3szXaYuM5BUTvXrxcXhPPMH/7tWLz7I8cCBv1UxKgnXNWuRUk7exKLWG5vet9DIvwQQXRHTo0IEbO3as+JhlWa5WrVrc3LlzVe8fOnQod/PNN8uudezYkXv44Yc5juM4u93Opaenc/Pnzxefv3z5MhcZGcmtWbNGd7sKCgo4AFxBQYGRr1MhWCwW7tNPP+UsFovmPb+378nZ+eWlfD8jR3Lctm0cZ7NVzJf5+GOOy8iQfeaVlBpcQXi0sXYmJHD7/r3I1XvqS+7Gl7b7tn3l7cMJE3zXHpuN/388+yzHPfMMx917L1cUFy/7vDPxKXy7Bdav5+zVqrm0i2UY7TYzDMfVqePV//1qmZWr99SXXL2nvuSKSq2+++6+wGZzGW+qP0OH6vrfDhsxh7vz9R/8/a3cY7NxXFJS+cexyo81Jlb//cnJXNOpX3D1nvqSO32p2HffzxdztDJ/Xn5Z3naVeWh3XLMlKv5vderI57YRbDaOq13b/99f+RMbK/9Ojjnqk/1L+PFmPduxQ99779jh3f/DB/z413lu2Ig53My7nuXmPfU698htT3PW8AhDc7LjjE1cvae+5P48UwFnG5uN758PP+R/C/0fbHNW8lMWHcsNHzaLe++xOfLv5A0ffeT37+Pux1arNvfwbU9zI+6ay22YNI8bNmION/eLg5pfp/X0zVy9p77krnnyM85aq7bq2ub1fJSg5wxcWeiVDQLcb8aJxWLBvn37MHXqVPGayWRC3759sWfPHtXX7NmzBxMnTpRdGzBgAD799FMAwPHjx5GTk4O+ffuKz1evXh0dO3bEnj17MFwjSL2srAxlkoDTQkfRYavVCqvVv/WRhM/XaodpyhRc98tO33zY6tXA6tXgoqLAZWbC/vDD4LxNgsGyYL77jtcgpqWB+f57mGbOBCAPoI3NPW8onoUDwL76KoodRZ4jzCbf/Y9uvRXMmjUwjxjhdYwNt3gx7KdOwf7BB97HErAsTHPnwrRoEZgieUV5QbdYWq06Xm11C17tMhR/DOiLiG3bwCxaBNPXX6u2neE4MZ+bLIuUQ+vOLlgAzm4XU9/rJZwBosJNKLXacb7gKuokxhh6fUXDLFwI8/DhAOca+8EBsN96K0wffaTr/51WdAm5Zu25GCiYxo2DecYMn7+vudhAHbq8PLT993fsqd8GYbD7do6uWwfzI4+AuXTJN+9Zgdi//BIcy4JLSoJ5yhTVcchwvDWMjYzC/4bNQmMU47mHeoG78UZ+DfGi75hvv0WYuxgwP2H7+GNwvXvLvpMwR+0c5xuXHo4DTp2CbccOcD166HtNp04Iq10bOHNGvYae4zebkwPOT/P/fFEZfqzbCrZ6Ceh/9Ae8+tmLhvYpduxYlHGOV3BsxaxjXbs6/xb2k1tvBbN6NcwjR1Zc7GoF8cuQ+7CnVhvUaVcb1q7XOr+TNwweDHNmJkwbN/q2kT7CdPYMXvvsRTwz7Fn803sEftx1HE1snOY4EVwT7SYzLs6Yi/RR9wKKzLHlPV8Ans/AlYneNgSNIJabmwuWZVGjRg3Z9Ro1auDIkSOqr8nJyVG9PycnR3xeuKZ1jxpz587FdJVg1y1btiAmJjAOllu3bnW9aLHg1iVLfL64MaWlYLKzYcrORllcHP69+WaY7HZwAHJbtkRey5ZyIYNlkXzoEKIuXUJptWqos2sXau/ZgzAd7qBGhbBfWnTA2dhYHP5hLwAzyoqLsNGXC1t0NGpOmoQbFi403D7hfvPHH4P7/HP8PWQI/hoyRF0gk/ZZYiLymjZF8tGjSN+zB9ds2QKzzeb6GgmRVwrwxPerEWstAeo9gDB3NVMgZJwEOJMJjGQxLElOxh8PPohzkZGAl/0YxZhRCgZfbt2JenFevUXFERmJmlOmoNGbbyHpsrOP8mPi8c+YUbhu1SpE6XyrC3GJKMzL9e14qwhat8ZNUVGI8KE7Ngfjc6HzyYPYU78Ndn6zDVG+zG8QGQm89RaS//gDqX/8wa9LLVoAJhOiLl1C5OXLiCgoQI1ff0W106dhrgyXaw1M27fzxaM9wHAcInLOgjOZsLVZZ7S7etVQ7JSS2rt2ob3Xr/Y9HICSlBRsvXrVdZ2JjETq5Closux1pJQW+uwz93/9Nc4YKGJf8667cMP8+apjXVg/LY89hq0REWJdR9kYVNsbAf6+AwdQd8cORF+8iJKUFBQ0aICyxESUJicjr0UL/jUWCxps3IjkP/9EVF4e2LAw2B3Jk0xWK5oyUZic0Bjnr70Od6zn9309c5IDYImLw6bWrVGyzwKAwQ+7d+HvclaVMERsLFrceisaffEFAONrSWXDAbBFReH99n2Bs8CZ06ewceN/5X7f5M6dcWOA7h/CeJqzbhbeirMAKd3x978nsHGjesH5UqsZwn/yy9h4tJ4yBU2Wv4WES8591hfnCwHVM3AlU1xcrOu+oBHEAompU6fKLG2FhYWoU6cO+vfvj/j4eD+2jJfAt27din79+iE8PFz2nGnpUpg4TuOVviGiqAjNpbVC1q8HFxkJrm5dPv6BZcHk5YEpqdg6UhyArQ1uwJbn38TczGsRdug8cOR3pCUnIjNTO7mLV2Rm8trZcqS2DbNa0XzNGjTbvBns66+Du/128Tnmk09gnjhRVpdKKSB5QjgYPPxTtqHXMHY7ZvR+CLmxiZg3ri/Cu3dHW7MZbXW/iytvntiDy+euILxWC2TeWL8c71RBDBiA5eb6YHfsRNMacXgn8hr807wd9nQNQ5hD4PZESUISfsq4Fn1qpiMzs03FttcHMKtWgRsxgv+7HO8jHErL8x433zTQd7GcUiQxmQ01brGzLLhvvwXz3HMw/fRTpR0AvRFcAd7qakst/5rGxMaWLzW3D+EAgGEQ8eqryNSKo83MxMe3PICb+7RGnK3UJ/+nNjfdhNZ6LWLg+4xxk3SCARCTm4ub4+OB/HyYx4wBI43PWr8enMkE7vrrwQ0ZAu7aa8G89RZMX3zhurbv3i3+yaWkwF6nDky//eb2e6cCaIrfgR9VipF7gFv+FjJvvRVTft0GwI6+fXq5ZliuaDIzYe/cGaZ9+yr3c72Eefdd1ItrApw9jkYN6iMzs1n533TAAHBLloCprFIcXmACMOrtedg3OAxRre9AZuZ1LvfY7Rwe3+MUjG7s1h2N7sjE+wMfwJblH6N/oh333N4R4TfeWO7zhbszcGUjeMt5ImgEsZSUFJjNZpw/f152/fz580hPV0+rmp6e7vZ+4ff58+dRUxIYeP78ebRp00azLZGRkYiMjHS5Hh4e7vd/vIBqW06cqPDPVXVzKysD8/ffFf7ZUvbfcS9GN7oTQxgG4eHhsDlcLKLCzRXzP1q4EOjcWTv1v06Y/HyEDRvmzEqZnc2nvFcI0EaEMAFvj7a5sYnY3KoXlnqRDluNq47seCVWe8DMFxFHZr+xkqQS11VLwYvsIwi7pD+JwbH+t8FuMiMqIizwvqMaw4cDv/5a7mxm5TkQ76nLb+AxkREwmfykAw8P5zOIDRjAK45eecVZ1uDnn31TA0mBt0IYwFtdE2Iiyz/GevXiU3wHgPsmU6cOsHgxwjwkOBjevQkK33kH+J92nTt9H8hnmgzr1cuYe/jFi7puCxs3Djh6VP2j7XYwv/xiKIMuk5sLcwUezBfdeBfG3TkE4WFmMeV4dGSEX9Yx6549+HfIEDT6/PNKt4oZmZcHRk1E66FDYd94GAAQGe6jdT88PPBLcTiYu2kZpmXd5vq9WRalO3di0KFvcSEuET9lXAtzGN8/FsaMH+u2Qq3rayOsbxufticQzuN6Pz/AU3o5iYiIQLt27bBd4rZht9uxfft2dO7cWfU1nTt3lt0P8OZK4f5rrrkG6enpsnsKCwuxd+9ezfcMahpq6YFDjJtvxs/jpwEA7A4BRigiWyGadoEhQ/iikjt2AB98UL6sR3fdBWzZwmenrGArpicuxCUizodp2Ae3qQ0AyAu0FPYffaSa2S/9Si4Wb5gFzpGJUg//dubTh0eYg2aJdWYzi/LsfMmpHVjj472u+2KPi8PeutchzMT4TwhTEhEBTJwIfPIJL4xdvcoXan7mGX5+DhvGp4nv0oWvO9WypUolZM949W0ZBkVpNfFTxrWIj/LB3DSb+bpX/iImBnjvPX7tPH5cd5a5+JHDwHz8Me9+6gZO/O3DTJN6s7ppCGGBSG50PF7tPAwcx1sxhILr4X5cxw498ABsRUW8sqCSMCKEFUTE4I97xwIALI5zRrjZh2uYkPLfCOXJ6OwFDICk0iuod/AXMdM11qzhS7ykpyOqf18s/WI+1q55Bt+//gBivuRrv5U6Yvejwiux1l4AEjQWMQCYOHEi7r33XrRv3x4dOnTA4sWLcfXqVdx///0AgHvuuQe1a9fG3LlzAQCPP/44evTogYULF+Lmm2/G2rVr8csvv2D58uUA+JpaEyZMwKxZs9C4cWNcc801mDZtGmrVqoXBgwf762tWHI8+CkyeXDlp5/3J5MkwOTZYu10piFXwhJcWzh0+nE/F640WvayM18r7GWtyCn7KuBY1fbhQJsfxcQx5RQEiiLEs/7/aoO7CYwKgVxTmADAZGfivRTsg51jgp69XMmQIcPvtwMyZwEsv8TV4pMTHA2+9Bdutt2LvvHnoXFoKszDmu3UDatVSfVtPXBk3AXbOjAhfHmB8jdnMC17uanSxLB/j9e67vIXx5ElAGicQEwP068cLdZcu8WUsvIHj8O2YZ2AvNSPSV3Pz//4PWLpUPcV7RfP++97XpczK4vtTYw4Lro6YPBmX334XifmScjcZGbwQ5s1n6ylsG0RwAKb1fxR2Ez+erBKvizB/z8uICOCbb/j/bzm9Tlxo0YKv+XbF6fGg99tyAKYOHIfODgWMzdFnPk33D/BKsg4d+DOcO0tsdDSvBM7K4ouJf/65b9vhge7bNwD157qtsZdelAc8dDeQGIPS6BYAgKiKPpcFOEEliA0bNgwXL17Ec889h5ycHLRp0wabNm0Sk22cPHkSJskE6NKlCz788EM8++yzeOaZZ9C4cWN8+umnaNmypXjPlClTcPXqVYwePRqXL1/GjTfeiE2bNiFKh1Y46BA0vJVZTLGycRQqNu05CQBwyGGiQGauzA3FbAY+/JC3sgQpJ2fOh/0/s083YqGo86Y/c8BxHBhlPaTKJDubrzHkIVGFoRYuWSJmG6tQC2xFYTbzmsxp03jN5s6d/PWePfkfR2a+vNatYc/MhFlwv9i50/AhngPAJCcj7/HJwOLv/Kp59wlmM9C/P/8D8ILZ7t18NtiaNZ1FUQFeYJNk7DXETTfh7xv7A9v+hs8MiGYzXx9vyBDPgkXz5rzlqrwJXhxuiF4LYQJmM2/N3bDB5bB6rloKEpa/ipjhQ/FksywUbduB8c3j0KXbdfL/hzef6ShsGwpYJ07C1+E3AuD//YJbIhBAln1BUSQUHD5/nl9z7Hbg8mX+nuPHgW+/9Tw2k5P58Z6V5ZynS5YAjqzaevi9XQ9sbN4dHRx9ZXPUyqoQBZz0u587ByQk8G399VferXjSJH49EcbzZ5/x1yox9rPjrzs83iPEq2P0aFje+gYAn0m5KhNUghgAjBs3DuPGjVN9bqdwYJBw55134s4779R8P4ZhMGPGDMyogPTNAcm8efzvhQs9pwbt0oV3tftXPQtOQLJkCWA2i4cT1nGgEFwsTJV96M/K4uO9dBz2AwkOADN5MnIH3Aos/xFmH7qL1Ut2ZhbdezwfnRoka9/s7iBbXrKzfS4k/3Dr3eialQWrI1bApy4qlY0eC5AUb4vXLl8Oq8NLPmAOfL5CaiH3Jf37O5VLvnTldBQDxuOPq2u1MzL4NVY4vEoF9S5dgD/+AN58Ezh2zOWl9htuwA+ZmejUpQuftdXX8xmQHVbZM2cw8quT+CnjWvw6aCBiAJTaGfxYtxWG39IGaFu7/J+XlQWsW8e7qQazVez558E+Mw14bhMA3qXfxkosYoHiLgzom1PC2PzmGz42XvjfmExAvXq8K7GgVJK+5/bt+gWxO+/E27dPBX4/Kyp8LaxgEaug/lJ+95tucn+/ELvuyZLmI/R+awYA8vJQc/9PAGqSa6K/G0D4gXnzgFmzgEce4bWI0tpTZjO/SH32GW/mBipdq+IJVf9tqXYLzsMJ51iAhVgxv5yLs7KAggJeg1XB2SJ9AQdg64Dh6D9/Pmz/8C4g4T50tWiQylc3C7NZcHnOPCC6mI9ffPhhYO9ep9CVmws88YT8QCg9CJYHlgXGjy/fe6hw6Iae6ArneAuYeKfKQG/MjAMOwHMjnsXMrCxYzxQA8G8sSqVz4YLnexQIJSVMjz4KdgevIPO5cklwaxKsDhcvAqmpQO3acsFJTVC/6SY+nsVi4ZMMHDvGz+1HHwXLMMjbuBFcr158EoKKwnFYNXEcfjzIp8AWDsplNt4t36eW6tTU4BbCMjKAadPASPSyHJxCBeBjYb8yMKpEEujZkz8beSI5GVizBub1BwA413vBIhZQ65jUkvbZZ3z9V6lQlpzMu0+X42zibcKhegf2Ak0GB6fniA8hQayqEhEBrFwJrFjh2eKwcCEwdy6fQWztWuDnn8uV6au8HLmhJ2Y06Iup0TlolZEgd5lyILi7CZYwvx+MIyJ4321/uClGRPAHIx1wALY07ICP75qE/nC6p/hyI46JCMOLe9/Hnd+uh5mT7P5PPOH5xadP833Yrp0zQD85mY9NCgsDOnbk3Z08adqFQ6YPyY2ujuPN+MS7whmm0i2w/sQRM8OdPu1xbeAALL/hdnzTqhdmwnnoCw+rQv3lheAKAL/f+SDaRkSIwkWFjLHyWvIiIlyTf1RygVWpyzOrjBX2pSuUt5bgSkQYO7KRIvSPw4sEdmfsOMdxTjc7s8m/7uOVSc+e/H7iycX6jTccnjeOWHTH+cLKVkCyDl8gzOeePYEFC1zPfAAwezbvJizNnMowFapkEGLqyCJGVG30brhCfNnEiUB2NhiF60qlCWaTJqHJvPmYk1+M+skxzs1EgXOB5B8HxMFYcFMcPbpyAuIdiRUAAEOHevwfcQyDIyMewsN1bkNfUcNXARvLlCkYtnOd5/vcoZXk4NVX+d8pKbxGXsst2cdCGB/oPgbVHYHuTgtsgG3IFYkkZsbOcdopeU0mXBw1FnMTBkBwDrOK2caqkGbUcLIHBm92uB3sw1PQFpK41yrUZUYxmxiwdk70jCizVkDSJoMCtT9gY+NQyDJIKpWU4FAkKpEuVRyc1p2gs4aVByFO8o47tPfLJ58U4wIZxTnD6uizsECelFpnvuee4xP2SIW0Ll2AH35wPj53jvekUtTH8naE/NmkHQCKESNBjDCO1HXl3Dng77/5wpZSF0dfcO21/O5QvToweDDvShYRATOAa1Ji3b5UWAftCouY3w/GQt/Nng3MmeP7ukTNmvGfofSBf/JJzSQtHICTvXqh1hdf4ODhfGDDAXFj8blFzGIR3Vwr9D+Rm8vXXmnWjLee1a7NB3OfP88LqILbrY/4behD+PqaGzHUMc6Eg19VOsMAALKycP7t92F/fAJqXZFkNouIAFq35mNpHnsMOReKgVe+l2iSndr3KoM02YOW5jk1FWjcGLj9djxbpxdW/5aDiYFi5Q8CTAzAwhkrXFoRromObKHc2bN+8xIBwKcsF+qflpbyGTpvuAHo0wd/NmyD21/7Hh1O/4kFN9ZARosGLl4DjKT1HOfssyoliAGiwpQZP16usFNR7onnDBeLWJCuY2pCmvLx0KHOs9+hQ/pcORUISZp+b9Qa+PcyWcT83QAiSFFO2P/7Pz7Q9f33gb/+Avbv1+0O54IPMmkxCpcBMVlHIGwqZrNT+9S9O69xKi8tW/JWoogI9efnzcOuhGvQctbTSC6RaLPq1AG7YAH2R0aiVkSEaDFkFVmgfKbhe+01gGUr78By5Aj/U1E4rI4/prYFNh0Vz9LCIabKuPRISLlnBJocroYOp//EiIxw3JbZXuXQx8cjcKIm2RHkHmguPRWNVnIMlTWQ+fQgAOfcDAgrf4DD9w3njBGrCIuY2QwsWwbGnRVFjYQEZ6Y/NapV40sdZGd7fq+kJD7mUMMdOzGvGHYTXzw3/eGbVM2o0q2R4zinoF8Vh5dS2awRtiHMPU5UXAaoa6IvkZ79du70ShADACxfjtLzQZxd2IeQIEb4BrW0zYJgVlQE3Hgj8Nhj/HOvvQb8/TevBe7Y0Vl76MIFn2XSMitcBgJyUzGbge+/L18ylOrV+Sxlw4Z5vLXjk6PxUvOuuP3qv2hlLhH7mrPbgY18ULtSw+fzjUUlm1qgozxciY+ff55P8W42g9l5THwOcI67KqdNBi+0fzyuG7J/bYAe/ZsAMa7KAUF24CBXlPjdYu0PdB76zOKhL8Cs/AGMaz1Jh0XM165QDiuK7e67ES6tG6fFRx/xlhWLha/dJmTqu+463h1MGueane3ZnX3FCrd7Zt3kGDx9UzNUjw7XVKpJlUZCQWcgQJSX/kBH2IYyFt1v2Zn9hRe19FgAR5a8hWuzsmB79XsAgNnXddeCDBLEiIpBKZhJUQZxVwAmhUBRIamefYWQYvaee/RnLpowgT+8GRBao8LNeP72VgBayZ+QlDFQBh874wR8tFA2bOib96kMoqKAlStRMO4JJOSfFy8zatYKQbDghN8BKPhXIm3rJqJt3USP9yktiHTo00Y89CkEsaraZXoQ1nuhryyOWMQKcYHNykL4bbfJPUOOHuUz5goos75GRACTJ/M/bt5XdGdfsgTIz3c+Z8B75JEe7tdepbKJJUHfI8LcE88ZVU0BJ40LBrTjgh1wAMbe9jSGDbgV10KiTKrachgJYkRoIvi7uxz0AnVTEVLMzpwJvPSSds0xXxVA1cCpQeYfixYxX20sjz7KWwA91bALBFavBrKysCqxDfa+9ynSii7h2Yd6I+3mfiouKvxvpYWnKrom6sFpEXP8DvT5GQAohf2AcrcOUBjxoMz/rogssDKMFPQ2+r5qyRR8WIdNlqyD42h86cAp6POPq6QCzuFeffWRsah2MUf7vuRkvDj4CWxKaSPGUlc5C6IGJIgRIYnS9alCUz37CrMZeOEF3t1NKJRqt/P+/+nprnV8KgCTQuvu84NLRASfpn7hQt+8X0Vx002isHt9gxQsqdsKKXERSL6lr+ouqxT8q5xm1CDK2Aoh3om079qIY8zxmFwTPaOMeXXW9a2kPvN1Qe+KKhAOudLIzjn7isaXNiaFu3CVVcBlZSFu0CD89uEXaGArRPV6GU4lBCCmzt/7xo/Aqcvieh8U57JKgAQxIiRhFJadoEr17G0xSl98tCLbZIUUqFywAPjnH764ZKAicant3jgFH4/pgprVozQFK6e1gtzG9KDZX8EwP/2E0iImrG1ksdBGmK/iQZmEV7cIyTs5SCxi1FWaCMPIWa+Uf1wVxxcTFoa299wuv6gITRHmo9hfgRwyUonQtkeEJMK0VrqK0aHFPS4xYhW1UH76KbBuHZ9iOdBgGN6FUnzIoF29RNRK8JzyXrRWkMuFW7SsO9Rf2risadRnHhGWLZe4Ojr5qCKOJI7iNvWgTArG0fhyizLhEK1hPGQRI0ISF+0xmcB14XRN5B/bKjKt+NChwB138C6Y27YBP//MJyuJiuKfLynh66yZTHy9Ej3ZyHzVLq0yABow4gbDP6bx5h4ti1hV14y6g3FKYgCCzMrvJ6SuiRzHOV0TaV6qwjhMYhycc5PmpDYmRTKYqly2RA+MlmKkincXCWJESELxFN6hdOURLGJhFRncrscNU/A3P3MGuHiRL3Sbns4/98UX4FasAOMLQS0ujk/SYRBnsg4e2mDco5ApxJgBOsBoIwr7jsdkRfSMVCEnKEcA2ge0EOclR3Xq9ODsL8HVjn9M40sdck1UhwQxIiQxKU565JqoDxef90BZKN0FqffpA2bhQt6y9s03vMAmBAkb5d13vUqGIvSO3cUFisabGq4Wa0FR4qcGBQHKQx9L1h2PMJKk7KxEEqM+U8eZZZJixHShsY7R+FLHqejlH5P7Kw85NRAhiXRDAShIWy9B62InWNZmzwZ27QI+/piv2SMlNlY7Jq1OHf41XpYFEC05ykQKgd5vfkNueaWYOh1oHvr81J4gQG4RkwhidPJRRWp1JXdhz2jHuvqpQQGOsgA2WRB5yCJGhCjyBbJK1vfwAheXsWDV8AlFUJU1dwBXF0cflAVQlksI2n6rJFxdOR3XaYJq4nLoCxRrdQAjphcHJxPEqM/UkVpdybrjGc1YdBpfqijPFzTGeEgQI0ISZTIAck3Uh7IuSlAHbGu5M2q5OJYDaWwF/5sEf3coLa8s9ZdHqKCz99g5ck3Ug3SMUbFdzygzmZJl3z0mzXOZv1oUGFTxr0+EKlrJAIJSoKhEtGJ3aF9xj6ZLJ403VZTxTkEt8FcSLoe+YHEb9iNShZw0WQf1mTrSmDpyTfSM1n5JXaaO6z5JYwwgQYwIUZQTniwU+lAe9ihzlj5cYhJJM+oWRUid2F+UNVEb7QQn1GdaSMeZXWYR8097Ah15sg7+b1ImaSMVXAFSwHmClEnqkCBGhCTKGBSK2dGJ4rBHlgp9aJZLoBVWFbG/FG52JFRoo3QbJtdEz5gkCjmKEfOMWn9RV2ljIgWcITTdq6t4f9ExgQhJtGLEaAN2j5ZAUcXXSY8oNxgqHOseZXITZ3/5qUFBgHagu1+aExRIXWBZiSBGlld1pGPMTsoRz5DnjSFcaiHSuQwACWJEiKLUuNPBWB+uwbTCdeo3dzh7Ry7404FPHRfNKNWT8QzFVxhGlo6d4oQ9I1n/aU56hlztjCH0iku9zSreXSSIEaGJMp04ufHoQjOYljYWt5io3wxB48w4rvGb5NbjCWk2UxpjnnEelJ1CBfWXNpoKJeozVai/1CFBjAhJlOnEqaCzPpRJFEhjpRNFrAC52rmH0j4bR7NmEfWZNlILj2il9mN7AhynBZ9zzkk6JWqidOUXXROpz1RxrYXI/67qVmoaLkRI4mKhsJNAoQdlWnFnjBh1nDtcyiVQv7mFCqEaR7ugs58aFASYJK6Jwlir6oc+d5gk85Isrp7RWsdI4auOKKC6uCZW7f6iJZwISZTpxMUJT5uwW1wtYvxvOry4h+qjGEMpVLCkKPGIdo0/6jQtpDEp5AblGWlMHUtrmEcoNtgYwrovnCtYsiACIEGMCFGU9T1Y0lTphCyJ3uCa0Y7/Tf2mjjKrKZVJ8IzLoY/WNI9IPO3IzVoHUpd+jtz5PUIFnQ0iWff5H/5xVR9jJIgRIYnLAkn+7rpQ1kUhS6I+hHElunSSW49btFw5qb+00VrTSHjVRmp5pf7yjFpBZ7LuaKP0hCD3V/fIyiM4q0lU+XWfjqVESOKaVpYOenpwdbHjf1O/uUdZLoEEWPfQODOOlvsrdZk2UuGVhH09OMeY0zXRn+0JDiiTqT6ksfusRBKr6vskTTEiJFEeWqigsz6UvUOuifpQFigm10T3SM8pHMfRODOA8tBHa5o2zpgnTszQVtUPfe4wSdYxchf2jFbZEpLD1JFaXIW+AmiMkSBGhCRayTqqui+yJ5SxO2RJNIZrbB31mxrSXpHVeKriG7I7tOJRaE3Txpmsg+J39CCzIFLiCY84zxnCb1rH3CHtFZlFrIp3FwliREiilTyBNhX3uGSzI5cxXWi5jVG/qSOdhxxA8Sg6cElfT2uaR6SKJRJcPSNNckWp2D3jGgLBP6Z1Xx3pPim1iFX1/iJBjAhJGKevGABy49ELZYHyDqlLD0D95gm5RUxySKYdSRNK1mEc6TZAFh7PSD1JOFrDPMIoNL7kmugeqQu/4CoM0BpG2x4RkrjWw6KDnh6ULp0UJ6APZX0UKlDsHlmMGMiCqAel9p2lg7JHRAsPRzUR9SBNX0+JJzwjtVJTOnbPSPdJlixiInQsJUIS0ULByQPbSRvqHq1Cu9Rv7tHSjFb1DUYLmWsiHfp0oTnGSLDQRFqOg+J3PCMt6EzKJM/IXV+d12kdU0dq1Ze7JvqpQQFC0Ahi+fn5GDlyJOLj45GQkIAHH3wQRUVFbu9/7LHH0LRpU0RHR6Nu3boYP348CgoKZPcxDOPys3bt2or+OkSFo26hIE2Ve1xdE/nfdHhxj4u1grIAukU6De2SQwyNM21cYsQcrj20prlBJV02dZc2ajF1NCU9I7XqAySIaSHdJ6WZcqu6ojfM3w3Qy8iRI3Hu3Dls3boVVqsV999/P0aPHo0PP/xQ9f6zZ8/i7NmzWLBgAVq0aIH//vsPjzzyCM6ePYsNGzbI7l21ahUGDhwoPk5ISKjIr0JUAi7pxCmeQhfO9VDumkjd5h6lACv8pg1ZHSqTYBzKaGocqRGRknV4RpoFkPZMzzAqgj4AmILGxFG5yOqI0folEhSC2OHDh7Fp0yb8/PPPaN++PQBg2bJlyMzMxIIFC1CrVi2X17Rs2RIff/yx+Lhhw4aYPXs2/ve//8FmsyEszPnVExISkJ6eXvFfhKg0pL7ugHPS05x3j7IuCrkm6kPq0gNQGmNPKF0Tyc1OP0q3YTr0aSOz8Ah1xGgt04SRiK7OPZP6SwupoC8xiNEY00DNlZPW/CARxPbs2YOEhARRCAOAvn37wmQyYe/evbj99tt1vU9BQQHi4+NlQhgAjB07Fg899BAaNGiARx55BPfff7/bxaesrAxlZWXi48LCQgCA1WqF1Wo18tV8jvD5/m6Hv2FZFgA/4a1WK+yOXZizs1W+b5RIx4zNZgPAH4ytVitY4fRit1O/ucHuGG+so5+EQzLL2kKy38q7ztisNvFvi9UCmzBfaZxpIqxhLCsfYxwbHGuaP/YmYRe32VhYTE5lXDD0l3/g+8hqtcFm4+ck49gL/EGgn2fsdr6P7KwdZRaLeJ212WA1cVovq7JwHL+G2ST9ZfbxfAykMaO3DUEhiOXk5CAtLU12LSwsDElJScjJydH1Hrm5uZg5cyZGjx4tuz5jxgz07t0bMTEx2LJlCx599FEUFRVh/Pjxmu81d+5cTJ8+3eX6li1bEBMTo6s9Fc3WrVv93QS/crIIAMJQXFyCjRs3orDIDIDBTz/+iNxDfm5cgLJ161bkFANAGMosFmzcuBEXLpgAmHDgwO+IPLffvw0MYA7mMwDMuHTpMjZu3IiSUn68ff/ddzgR6+/WVRzerjNlLCBsP5s3b8Gp0/w4++voEWy8cthn7QslDp/jx9jZs2exceNplJbxY+y773bjWGBsO7qozL3p0iW+j37Ztw/hJgAwo+hKITZu3FhpbQgmSor5/vphzx78dZmfkydP/oeNG4/7tV2Bep4R5+S5s9i0+TSENW3rls0II0u1C6dOOtb5v47im7wjAMJgt7MVMh8DYcwUFxfrus+vgtjTTz+Nl156ye09hw+Xf1MuLCzEzTffjBYtWuCFF16QPTdt2jTx77Zt2+Lq1auYP3++W0Fs6tSpmDhxouz969Spg/79+yM+Pr7c7S0PVqsVW7duRb9+/RAeHu7XtviTP84UYuHBHxEZFYXMzB6Yf2Q3UFqCrl26oG3dBH83L6CQjpmTly2Y+/v3CA8PR2bmAKw7/wtQkI+2bdogs3VNfzc1YIk8cgFvHd2P6gnVkZnZCdMP7ACsVvTs3h2Na8T5u3k+p7zrTImFxZSftgMA+vXvj12fHQJyc3BtixbI7FLP180NCS7u+Q+fnDiKmjVrITOzFZ7b/w1gs6Fnjx5omBr40r4/9qb3z/6E41cuo+311yMyzAQc+Q2JjjlKuLL4r+9wsbQYnTp1huXvXODMcTS4pj4yM5v5pT2Bfp7J33sSH584ghrpNdG3Xwvg5x0AgJtuGohwqpXjwo+fH8IPF06jUeMm6NYyHdj/PSIcZw1fEUhjRvCW84RfBbFJkybhvvvuc3tPgwYNkJ6ejgsXLsiu22w25Ofne4ztunLlCgYOHIhq1arhk08+8fiP6dixI2bOnImysjJERkaq3hMZGan6XHh4uN//8QKB1BZ/EB4uDG0G4eHhov92RETV7hd38GPG4cLJ8Y85h3NPRHgY9Zsbwh3uzoxjvNnF8Rba/ebtOsNKEvaGhYWJwQPhYeaQ7q/yEGY283+YHGPM4TUcbHOzMvcmE8OPM7PZDMYRTGc2mYKqvyoTxhGvYzKbwTnmZJjZ/3MyUM8zwpxkGAZms/M4HRURQbFPKpgdwinDmGAO4/vO7FjPfE0gjBm9n+9XQSw1NRWpqake7+vcuTMuX76Mffv2oV27dgCAb775Bna7HR07dtR8XWFhIQYMGIDIyEh8/vnniIqK8vhZ+/fvR2JioqYQRgQXYtZEypilC0WpIspspBOTMlkH1cVyizx9PWUA1APjTAULgBLC6EKSzZRKSnhGmuRKLE5MHaaNShZAyWVCgbQEB0vlN0SCIkasefPmGDhwIEaNGoU33ngDVqsV48aNw/Dhw8WMiWfOnEGfPn3w3nvvoUOHDigsLET//v1RXFyMDz74AIWFhaKZMDU1FWazGV988QXOnz+PTp06ISoqClu3bsWcOXMwefJkf35dwgco04lTDRl9KLMmcuJhz18tChIkhWMBSl/vCUaawJ5z1sQiLbI2ypIcpCTxjEnSZyRYeMaZ/dVZ54mGlzayuliSzMyUaVIdRiLpU0ZmJ0EhiAHA6tWrMW7cOPTp0wcmkwl33HEHli5dKj5vtVpx9OhRMTju119/xd69ewEAjRo1kr3X8ePHUb9+fYSHh+PVV1/FE088AY7j0KhRIyxatAijRo2qvC9GVAguFgrSHuvCtVaRcJ36zR1a5RLokKwOI5PDOEl/+alBQYByjJHw6hlB4OfXMTr4ecLklCzEOUkWC22kCl9R0Kf+0kR6LrOTklckaASxpKQkzeLNAFC/fn3x8AgAPXv2lD1WY+DAgbJCzkTooCVQkCDmHqnrACB156F+cwejsCQ662L5q0WBjXQ08YcYOvR5RGOMUZ9pI6tb5Bh11F/aSNd/sup7Ru5qR3ulXuwcR+uXBDomECGJuEAqXBNpkXSP0qWTXBP1oYyts9Mhxi2ygs6g+akHqRsUILG60tzURBaLaCevCE8I/WWXuI6RxVUb6X4pdU0k1JH2F7kmOqElnAhJFHHtkuQJ/mlPsOFMcsI/psXSPc7YOke/kWDhFuk85DgOrCC40gTVRBq/yXEcWSx0IFXI0UFZP9L+oimpjVSdJLgKk6CvjdSCSF5KTkgQI0ISZzyFImsiTXq3CAdhYZEkS4U+lJZEck10j1Swt3NkedWD01rhnJ8Aufa4Q5rghCWLmEecyTook6ke1Cxi1F/aqPUXzUcSxIgQRWkRo+QJ+hB7h+JQDKF0GyPXRP1ID8nUX9pIte+sRBIjK6I2gmBht1PMkx7ELJMcWXj0ILfwkMXVE9LxRZmsnZAgRoQkzg1YcBXjr9OhxT3KFNnknqITqaZPekimXUYTZypjsrzqQU2bDNDcdIc0dpOUcZ6RxfCQYOERaUwdWXg8o2ZxJSWvl4LY5cuX8dZbb2Hq1KnIz88HwKeLP3PmjE8bRxDe4po8gSa9HpRJTkTLDm0ublHTjAI03twhnaN0iPGM5hijPtOEUdHAk/urNs4xRlnt9CDNlkteEJ6RhoyQxdWJ4fT1Bw4cQN++fVG9enWcOHECo0aNQlJSErKzs3Hy5Em89957FdFOgjAEo/BNpAxj+nBJckJaZF3IXHok8TsMjTdNGIYBHEkn6BCjAxWhAqA+c4e0bhFHa5lHZFZXslJ7RE2ZRHKFG1QtrtRhho8JEydOxH333Ye///4bUVFR4vXMzEzs2rXLp40jCG+RLpCUYUw/LklOKNukLuSaUTok60EaV8fSOPOI/NDnvE5jTBvpekbp2D3j7C/yhtCDmsWV5qM2Qt/YJYI+Wai9EMR+/vlnPPzwwy7Xa9eujZycHJ80iiDKi9oCCZCbhScYyUIp/U2bsXuklkRyTdSHSUV4JTcVbWTCvnRNoz7TRB5Xx/9NB2Vt1LMm+rFBAY50KJGy1zNS5Ru5vjoxLIhFRkaisLDQ5fpff/2F1NRUnzSKIMqLSbahSK7TruIW5ZpIron6kPm+S10Tqdu0kQS6k7XCM2qJJwA6KLtHLTmAH5sT4FDyCWOo1amj7tKGCjqrY1gQGzRoEGbMmAGr1QqA78STJ0/iqaeewh133OHzBhJEeZBuKAAtkp6Qdg8fUEubix6kFjGK39GHmhsUaUe1kVr5pamy6SCjDdV5MoZsTjqSKdD40katTh0pk7RhJCcMEvSdGBbEFi5ciKKiIqSlpaGkpAQ9evRAo0aNUK1aNcyePbsi2kgQhlHTvAA06T0h3XTJnUc/UrcxjqPxpgfpkKLEAJ6R9xf/mwRX95hkB2XHNZqTmjjXf060utIY8wztlfoQpp5d4jlC48uLrInVq1fH1q1b8d133+HAgQMoKirC9ddfj759+1ZE+wjCK9R83QFaJD0hs4iBau/oRegdqZsdQJZEd0jdeiirqWdU+4vmpVuEPrNL4xCpzzSRWsQ4crXziJoCjvrLDZL+ooLOTgwLYgI33ngjbrzxRl+2hSB8hji3JS4WAB1cPCHtHzvHOTcXOiC7Ra2ejPQ64YrUrYcOyZ6R9Zed5qUeGIlkQX3mGWlsNbnaeUY18yv1lyaqyTqov/QJYkuXLtX9huPHj/e6MQThK5wbCicLbKdJ7wFFFihyH9CHMrYOoLHmCVnWRDv1mV4o3kk/sthN6jPPqLiOUX9pY1JRwFF/aaMWs0lrvk5B7OWXX5Y9vnjxIoqLi5GQkAAAuHz5MmJiYpCWlkaCGBEQOLM/KV0T/dSgIEGWjlei5SPLjntk5RLIRUUXMndOKu7pETWrKylI3CPPasdfo4OyNvIEOlTnyRNSwYJcEz0jrSPGUjIYEV1T7Pjx4+LP7Nmz0aZNGxw+fBj5+fnIz8/H4cOHcf3112PmzJkV3V6C0IUsnbgk8x9NevfILTuktdILI0uT7bhGY809EmuFmHyCxpkm5AZlHFmmSbK6ekStHiIJrtrI5iT1l0ckqcCc85G6y3jWxGnTpmHZsmVo2rSpeK1p06Z4+eWX8eyzz/q0cQThNeSS4hVK4cFZpNIPjQkiZC4X4gZDneYOVe079Zkm6qnY/digIEBaoJ4EC884LYjkDaEHKhhuDHJNVMewIHbu3DnYbDaX6yzL4vz58z5pFEGUF1mGMdIe60baRbJCu7S5uEWtECoNN/fIUmVTIgWPyK2udIjRg3OEgVyGdSCdf+T+qgfXOUlrmDZS92pSkDsxPGT69OmDhx9+GL/++qt4bd++fRgzZgylsCcCBplAQTV3dCMtuCjTvNPpxS1qronUZ+6hYrvGkMitpCDRCbkmGsOZ7p+jmCcdqI4vmpOayBSWtIaJGBbEVq5cifT0dLRv3x6RkZGIjIxEhw4dUKNGDbz11lsV0UaCMIzUnYI0ofqRJ+sgFyi9kFBhHKm1QtS+00DTRJb6WShOTGPMLdLeodhNz0jXMfIk8YzaGkbjSxupwpIlxYiI4Tpiqamp2LhxI/766y8cOXIEANCsWTM0adLE540jCG+RTm3WcWqhDcUYHKUw1o2ze+TJYQhtpKmfycLjGYqvMI7aGKMsgJ6hmCd9MKprmD9bFNioxtRRh3lf0LlJkyYkfBEBi3TvsJHmRTfaFjHqO3eopcmm8eYeNTcV6jN3SLTJYrp/PzYnGJCMMY7WMo+IggUofb0epBYxqh/pGZlVn7xtRAwLYg888IDb51euXOl1YwjCV0hjnUjbrh9ZjJidsibqRS3tM7moeEItcNuf7QlsKN7JOIyK8Er7gDYm6RijdcwjzrhNjlwTdaBqoab+Mi6IXbp0SfbYarXijz/+wOXLl9G7d2+fNYwgygMj0eLZWNqA9SI919mEQBTQgc8Tzv2YIxcVnTiFV44srzpQjamj/nKLmisUrWXaSEtKsJTkyiMmRk3Q92ODAhyZMolcE0UMC2KffPKJyzW73Y4xY8agYcOGPmkUQZQX6dS2UWyAbtSSnCivE65I6xVxdEjWhfTQRwWdPaMWj0JDzD0mqbBPChKPOF0TyZVTFyqur7SGeYYSgcnxydHUZDJh4sSJePnll33xdgRRbqSCA2nb9SPLMuY0iNFi6QG5po9cevQg7R5yG/MMxaMYh+pJGkNuEaO6WJ6QKZNoDfOImjKJ1jAfCWIAcOzYMdVCzwThD2QWMXJN1I08yQm5JupFekgWhQo6wLhFNWsi9Zkm0ngUElz1oeoKRX2miVqsK/WXNnLBQn6NcEU4Rtg5ckeXYtg1ceLEibLHHMfh3Llz+Oqrr3Dvvff6rGEEUR5k2nbSvOhGZkmUWcSo79zBSE4worWC+swtQu9IXWCpz7SRHpIpAZE+VFP+U59pIhUsKKbOM/K4TWF8+a05AY+sv2gNEzEsiP3222+yxyaTCampqVi4cKHHjIoEUVlIJ7dg2aH9RB8Mw2/EUosYrZXuUUukQBuMe4RDnyBUAHToc4f0kMzRIVknrunYyTVRG6Fn5BYL/7Un0JFaXCmmzjNShSVL7tUihgWxHTt2VEQ7CKLCoNgAYzCQa90B0iJ7QrohUyIFY0jHGbn1aCM9JNOapg9nOnYquKsHck00hrxMjuMa9Zcm0ky5Qn/R+PIiRqx37964fPmyy/XCwkJKX08EDKoFnWnC60K0VEhcxmixdA+jonknTZ97hCFFsYj6kMWjkLVCF9Ki4WRF9IwoWHCc6JpOa782qq6vFOeqiZhd2C5NOOTPFgUGhrtg586dsFgsLtdLS0uxe/dunzSKIMqLWkFn2oD1IfSSkOQEIM27J9QOfHSAcY/YZ5JYRFKWaKOaNZH6yy2ygs6ipZr6TAs1ixjtm9o45yS5JupB2l8U5+pEt2vigQMHxL8PHTqEnJwc8THLsti0aRNq167t29YRhJeoWcRoA9aHVKgASOuuB6lmlA58+hAOyVKLGGVN1Ebu/sr/TYcY96hlmiThVRu1TKbUXW5QdX2lDtNCtk9SzKaI7m2vTZs2aNu2LRiGQe/evdGmTRvxp127dpg1axaee+65Cmtofn4+Ro4cifj4eCQkJODBBx9EUVGR29f07NkTDMPIfh555BHZPSdPnsTNN9+MmJgYpKWl4cknn6Q0/CGAdDFkHQc9MoHrw3lApo1FL85CqOSiohdh/5VZXmmsaSKz8lOJBF2oWRHp3OcGWXpx/m+ak9rIXdL5ayRYaCPtL9FVmMaXfovY8ePHwXEcGjRogJ9++gmpqanicxEREUhLS4PZbK6QRgLAyJEjce7cOWzduhVWqxX3338/Ro8ejQ8//NDt60aNGoUZM2aIj2NiYsS/WZbFzTffjPT0dPzwww84d+4c7rnnHoSHh2POnDkV9l2Iikc6tYWDHk14fQjdRAkB9CP2EBX21I0gvNooKYwupNpkKuisD7UCsrSeaSMxIJJrog7U62L5sUEBjjN5DkfJcyToFsTq1asHALBLHforicOHD2PTpk34+eef0b59ewDAsmXLkJmZiQULFqBWrVqar42JiUF6errqc1u2bMGhQ4ewbds21KhRA23atMHMmTPx1FNP4YUXXkBERESFfB+i4lGrI0YbsD5cBDHqNo9Is0HZKXuWLqRZAAVojmpD8RXGYWQHZf5vEva1UbPs05TURpqOnerUeYZcE9XRJYh9/vnnuOmmmxAeHo7PP//c7b2DBg3yScOk7NmzBwkJCaIQBgB9+/aFyWTC3r17cfvtt2u+dvXq1fjggw+Qnp6OW2+9FdOmTROtYnv27MF1112HGjVqiPcPGDAAY8aMwZ9//om2bduqvmdZWRnKysrEx4WFhQAAq9UKq9Varu9aXoTP93c7AokyK+9qagL1ixrKMSMsixbHYxPDUL95QHBn5jjAahPGGxey/eabdYbfiMss/HuYTTTO3MGyLAC+EKowxpggGmP+2Js4h1aEZe2wOQLrODsbNH1W2Tj7ixWFfTvrv/4K9PMMy/Lz0M5xsFj5+ckF0ZysbFjHHGTtdthsfH+B821/BdKY0dsGXYLY4MGDkZOTg7S0NAwePFjzPoZhxM3ClwifLSUsLAxJSUmypCFK7rrrLtSrVw+1atXCgQMH8NRTT+Ho0aPIzs4W31cqhAEQH7t737lz52L69Oku17ds2SJzffQnW7du9XcTAgB+eB84+AcAMy5fuoSNGzf6t0kBjDBmWNYMgMGeH38CYIadtVG/eaDAAgBhsNvt+PmXfQDMuHz5csj3W3nWmatX+XG277f9AMwAZw/5/ioPfxcwAMy4UlSE/b8fAGBG7sWLQddnlbk3nThhAmDCP8eO4eJVADDhwIHfEX52f6W1IZg4d47vr0OHDsFiNQFgsOvbb3E42r/tCtTzzL+FABCGoqtXcfjIEQBmnD19Ghs3nvRzywKTgxf4NezChQsouQQAJvz911FsLD7i888KhDFTXFys6z5dgpjUHdGXrolPP/00XnrpJbf3HD582Ov3Hz16tPj3ddddh5o1a6JPnz44duwYGjZs6PX7Tp06FRMnThQfFxYWok6dOujfvz/i4+O9fl9fYLVasXXrVvTr1w/h4eF+bYu/mfDjFnAc0LR5C+DEUaSmJCEz8wZ/NyvgUI6ZZ/Zth8XC4vr27YHDvyEiPByZmQP83cyA5sKVMjy371twDIM2bdsCfx1AclIiMjM7+LtpFYIv1pml/3yP8yVX0fK6VsA/fyLMbKZx5oa9x/PxyqFfEBsbh2tb1gOOHUJ6jRrIzFT33Ag0/LE3/f71Uew89x8aNGiAojMFQMElXN+2LTKvUw9XqOp8s+Eg9uWeQ7PmzbH57D8Aa0fv3j1RJ9E/CuZAP8/8evIylvz5E2JiYtCocS3g1DHUr1cHmZnX+rtpAUnpb2ew5tifSElNRXJcJHDxLJo3a4bM7tf47DMCacwI3nKe0B0jVhFMmjQJ9913n9t7GjRogPT0dFy4cEF23WazIT8/XzP+S42OHTsCAP755x80bNgQ6enp+Omnn2T3nD9/HgDcvm9kZCQiIyNdroeHh/v9Hy8QSG3xFyaGActx4BzOdmFmc5XvE3cIY0aMO2H45DtmE0P95oGIcIfbEweYHEmLwsymkO+38qwzYhIAxiQ+DvX+Kg/hYY7tmgEYR7rEYBxjlbk3hYXxc9FkMoHj+PEWER4WdH1WWZgd44phTGJMXUQAnCUC9TwTJsxJflLy1+icoUmYWVjDeGsrAESEV0x/BcKY0fv5ugSxpUuX6v7g8ePH6743NTVVln1Ri86dO+Py5cvYt28f2rVrBwD45ptvYLfbReFKD/v37wcA1KxZU3zf2bNn48KFC6Lr49atWxEfH48WLVrofl8iMBELE1OyDmO4JOugfvOEanIY6je3KMskUJC7e2SJAWiM6UKaEIaymeqACjobQpqkiTKZekZaC5HmoxNdgtjLL7+s680YhjEkiOmlefPmGDhwIEaNGoU33ngDVqsV48aNw/Dhw8WMiWfOnEGfPn3w3nvvoUOHDjh27Bg+/PBDZGZmIjk5GQcOHMATTzyB7t27o1WrVgCA/v37o0WLFrj77rsxb9485OTk4Nlnn8XYsWNVLV5EcKHM/mem+a4LZTY7yv7nGWkP0QFGH8r5ScPMPRI5zLmm0Rhzj1qWNuoyTaQFnamOmGek6f5ZEiw8QgpLdXQJYsePH6/odnhk9erVGDduHPr06QOTyYQ77rhDZqmzWq04evSoGBwXERGBbdu2YfHixbh69Srq1KmDO+64A88++6z4GrPZjC+//BJjxoxB586dERsbi3vvvVdWd4wIXniNO+fUuNMOrAtlfScqTOwZqbDKUvp6Q9D81Ifz0MdR8VidqBXcpXGmjbREAlksPCOvU8dfo/7SRpiPUgs1zcdyxohxlagxT0pKclu8uX79+mJ7AKBOnTr49ttvPb5vvXr1gi7rFKEToYYMaV4MwVC/GUZmEaP6a7oQ9g07CWK6kFrEqMaTPpwFZGk904O8aDj/N40xbdQ9IfzTlmBAVkeMQkZEvBoyb7/9Nlq2bImoqChERUWhZcuWeOutt3zdNoIoF8L8tjoyfdJBTx8mhUWMDi6ekXaRMN6o39yjnJ/UX56Qat8prk4P0oLOdPDzjBi3yTqV2rRvauN05aTxpQdG1fXVjw0KEAxbxJ577jksWrQIjz32GDp37gyAL4z8xBNP4OTJk+TWRwQMwqbCsrRAGkHoJVY4IJOGzyOMRDdqtfH9FkbjzS1ijBhLAr8epIkByDVRH9J5KVosaJxpIs5JiXcRuVhr4xT0aXzpQeb6SsokEcOC2Ouvv44VK1ZgxIgR4rVBgwahVatWeOyxx0gQIwIGYX5TVjZjOJMo8L/pgOwZRiKsCuMtnHxU3CIqSihWQBfSxADkmqgPaZY2p8XCjw0KcAShi5XUi6V56RmZYEH9pYlUcBWTm1B/GXdNtFqtaN++vcv1du3awWaz+aRRBOELnJYdWiCNId+MSRDzjLSHLA4JNozSdLpFmTWRDsjukbn10JqmC6cGXiLw03qmiVIJB5Cw7w5ZzBMlN/GIyWnWdybPof4yLojdfffdeP31112uL1++HCNHjvRJowjCFyiz/9F814fLAZn6zSNS9x2rjQ7JehD6zMrSAVkP0t5hKzFRVjBDwqsxlG7pAAkW7pBm5RSEVxpf2qi5JpICzsusiW+//Ta2bNmCTp06AQD27t2LkydP4p577sHEiRPF+xYtWuSbVhKEF4iuiY4Vkg56+hB6iZJ16EfaQzbHISacdhi3uMQi0jhzi6wYKrlb60KWrINcoTyidOcHaF66Q2oRo2y5nlHNmkjjy7gg9scff+D6668HABw7dgwAkJKSgpSUFPzxxx/ifaSpI/wNuSZ6h7AwUr/pR7rckWuiPlxiEWmcuYVqYhlH1meCxYLOJpqIcZsyQcxfrQl8nENJUneNOswNjpIlEsUIrWFeCGI7duyoiHYQhM9RuibSAqkPZeYsUqp4Rp41kZJ16EFpEaMDsnvU4lGoy9yjpoGng582JlE5Qunr9SAK+hzFIOpBrOsHZx1isoh5WUeMIIIBZawTLZD6EHqJXC30I6sjxlLdOj0o69XR9NQHpX7Wj7N3OEqmoANG4Q0hvUa4IiuyToK+R6Qxm+Sa6MSwRay0tBTLli3Djh07cOHCBdglQZ0A8Ouvv/qscQRRHpyxTnQwNoLSkkj9ZgwruSbqQth/S618f0WGkV7QHbJ4FHLr0YXgBUHJOoxB1kN9OEtKcBBqYJNgoY08iyn/N40xLwSxBx98EFu2bMGQIUPQoUMH0pYQAYsy1okWSGOwdnJN1It0bAkxYpSswz2CW8+VUisAIC7Kq9xRVQa1DG00N/Uhj0nxc2MCGMqYawzRwgMS9PUgTTgkQPPRC0Hsyy+/xMaNG9G1a9eKaA9B+Axh0ovpsWnC60KQH2y0GetG7ppIG7IuHN1TVMbXn4yNIEHMHeoWMT82KAigLG3GEIT9YgsLAIgKM/uzOQGPmJXTzpHwqgOTxDXRTjHoIoaX8dq1a6NatWoV0RaC8DH8BC8o4TXu1aLC/dmYoEHYjO10cNGNtIesNodFjFwT3SIcWCxCf5Froluc89CZoY1ixNwjz5pIChJPmJTKkUhSjrhD6mpHWRN1IMbUcRS7L8Hwzrdw4UI89dRT+O+//yqiPQThM4T5LQhiCTEkiOlBaUkMo43FI1KtnhCTGEbmCrcIh2SqV6cPZ00schvWi1qmSRpn2jAKQSwmkixi7hDnn9RKTeNLE2dMHf8DkGIE8MI1sX379igtLUWDBg0QExOD8HD54TY/P99njSOI8iBMb1HjTgdjXSiTnFDSCc9Ie8hCAqwupMV2AYCGmXukiQGojpg+TBINvFhHjPpME0GwsFKcqy5kySeoTI5HhPFlpxIcMgwLYiNGjMCZM2cwZ84c1KhRgzRyRMDimqzDn60JHpSbsZk2Y4/ICjrb+PgKEsTc45oYgPrLHdJU2ULtNRpi7lGt80SdponQMyRU6EOafELMAkjrmCYmSX9RCQ4nhgWxH374AXv27EHr1q0roj0E4TOE+U2uT8YQeolcE/UjVUiJ/UYWWLe4KEponHnAKVTYWCoargfZQZn2Ac9Q1kRDyDOZkgeJJxiJ7wgpRpwYXsWbNWuGkpKSimgLQfgUYXrbKTbAEM4YMaq/ZgRR8GcpWYcRKDunPqRChdVOwr4RJPWJaT1zg1I5Qn3lHmkMYomQaTKc4uq0kPbXlVI+DpEUcF4IYi+++CImTZqEnTt3Ii8vD4WFhbIfgggUGBeNuz9bEzyIBZ3JImYIMSZRTF9PA84dyvlJhz73SONRSNjXhyBYCPGuALlCuUN0TaTU4obgwIkp/2MiSBDTQvS2sduRf9UCwJnNtCpj2DVx4MCBAIA+ffrIrnMcB4ZhwLKsb1pGED6C0rAbw+maSBYxIzAMA3CcM9CdDsluUcaj0KHPPdIMbU63YRL23eG0UjsPe9Rl2ij7i5Z+90gtPKVW/uwbTRYxTYQ1rLDEJl7LLSrzV3MCBsOC2I4dOzSfO3jwYLkaQxC+RNhwSbtnDGVsHVnE9KEUYOmQ7B5hWFE8ij5kFjGKR9GFUtgHSLHkDiGGh2o86UM4U/BzktyFPSEMJyGhFUD1XQEvBLEePXrIHl+5cgVr1qzBW2+9hX379mHcuHE+axxBlAfXOkX+bE3wIPSbIFCQD7c+lNpkOvC5h1G4jdGhzz3SGDFnsg7qM3cIY2zvcWdZHfKM0EbMZEpx1bqQZgEU6mLRsq+N0DWlNqercJeGyf5pTADhtei+a9cu3HvvvahZsyYWLFiA3r1748cff/Rl2wiiXFB6bO9wESio33QhCLBlNnJN1AO5JhpDmqGNrK76UBYoBkhB4g6KqzaGtDwCJQXzjDC+hNqu1aPDad2HQYtYTk4O3nnnHbz99tsoLCzE0KFDUVZWhk8//RQtWrSoqDYShFe41ESh+a4LcTOm9LLGEF06KbZOD0pFCfWXe6TxKIL2nfrMPcJaFmZiyNVaB657JvWVO6S1/exUoNgjyqkXEUaSPmDAInbrrbeiadOmOHDgABYvXoyzZ89i2bJlFdk2gigXSk0LbSr6ENP+k6XCEOIhhlwTdeF0TSRFiR6EaWjnOInrmB8bFAQI3VMtyqlzpvVMG/IiMYYYt8lxYokE6jNtlF1D3jY8ui1iX3/9NcaPH48xY8agcePGFdkmgvAJyilOC6Q+XAth+7ExQYRJYUmk8eYeF+07DTS3SBMDkBuUPpSCReO0OD+2JvBxxlVTfLAuJBYxjuakDpTKcT81I8DQbRH77rvvcOXKFbRr1w4dO3bEK6+8gtzc3IpsG0GUC+V6SP7u+iCXMe9Q9hvtx+4h7bsxxN7hqCSHXgTBgqwV+hCtro5cCrT0u0ceI8Zfoz7TRjn9yDrNo/to2qlTJ6xYsQLnzp3Dww8/jLVr16JWrVqw2+3YunUrrly5UpHtJAjDKCc5TXp9iJYdOuwZwummIjymfnOH6zjzZ2sCH2c8isQNipRLbiHliDGEOUiZTPUh7R47lcnxiPIsQesXj+FuiI2NxQMPPIDvvvsOBw8exKRJk/Diiy8iLS0NgwYNqog2EoRXkGuid4gxYhR8bAhlkhMSLNyjdIGlQ597hPWLMrTpx7VWHfWXO4Q1TBD0Sahwj7R3SKHkGTqTqVMuebRp06aYN28eTp8+jTVr1viqTQThE1xcE2nO60ORRIEOyPqgmCdjKC2GdOhzj1RBQoKFPlxjnvzZmuCDljD3SNcschf2jOuZjPoKKKcgJmA2mzF48GB8/vnnvng7gvAJyoMeTXp9KLMmkkChExL8jaHMoEUd5h5ZYgD+b+ozD4iZJvnfpFRyj0tWOxpfbpFZxMhK7RFX5ZufGhJgkH6ICFlcA0P9045gQ+kyRv2mD2U3kYXHPS7xAtRdbpEmBmDJbVgXNCeNQcpLY5hkFjH+N3WZNmQRU4cEMSJkUW66pA3Vh9LFjvpNH0rLIW0y7nGJFyBJzC1qiQFobrrHtZaknxoSJCj7h+akByTdQyn/PUPhIuqQIEaELHTQ8w7KmugdroHIfmlG0EDaUWPIte/kNqwHF8GCxphb6KBsDLlyhP9NfaYNWVzVCRpBLD8/HyNHjkR8fDwSEhLw4IMPoqioSPP+EydOgGEY1Z/169eL96k9v3bt2sr4SkQFQ5uKd4gpnyn7nyFcte/Uce4gwdUY0u6xkZJEFyTsG4MOysZQ6x3qM21oPqoT5u8G6GXkyJE4d+4ctm7dCqvVivvvvx+jR4/Ghx9+qHp/nTp1cO7cOdm15cuXY/78+bjppptk11etWoWBAweKjxMSEnzefqLyoeKB3iFsxpT9zxiu8Sh+aUbQ4BojRh3mDmn3UKpsfVByAGPQQdkYamcK6jJtXMZX0JiCKpagEMQOHz6MTZs24eeff0b79u0BAMuWLUNmZiYWLFiAWrVqubzGbDYjPT1ddu2TTz7B0KFDERcXJ7uekJDgci8R/NBBz0sEixhp3Q1BhxiDUH8ZQipU0NzUB2UBLB/UXe4hi5gx6EymTlAIYnv27EFCQoIohAFA3759YTKZsHfvXtx+++0e32Pfvn3Yv38/Xn31VZfnxo4di4ceeggNGjTAI488gvvvv9+t9aSsrAxlZWXi48LCQgCA1WqF1Wo18tV8jvD5/m5HQCDkeHZgZ23ULyq4jBlHvwnBx5zdTv3mBaE83nyxznCK+QmOxpk7bDZn3zjnJhs0feaPvcnOsoorXND0lz/gOLvsMePn/gr084zNZnO5xtpssFrJ1KOGa3/5fnwF0pjR24agEMRycnKQlpYmuxYWFoakpCTk5OToeo+3334bzZs3R5cuXWTXZ8yYgd69eyMmJgZbtmzBo48+iqKiIowfP17zvebOnYvp06e7XN+yZQtiYmJ0taei2bp1q7+b4HcKCsyQ6qx++P57nIrTvr+qI4yZS/kmACZYrTYADP7++yg2Fh/xa9uCAUuZfLx9t3s3/gmM5aDCKM86c+Y0P84EDh36Exvz//BBq0KTUhsgbNmlpRYADL7//jv8F+vPVhmnMvem/bkMALP4OD83Fxs3bqy0zw82Dp+T99fpU6ewceN//muQg0A9z1hYQHmM3r5tG2LD/dKcgCenGJD2V+Hlggqbj4EwZoqLi3Xd51dB7Omnn8ZLL73k9p7Dhw+X+3NKSkrw4YcfYtq0aS7PSa+1bdsWV69exfz5890KYlOnTsXEiRPFx4WFhahTpw769++P+Pj4cre3PFitVmzduhX9+vVDeHjVXg1WntqL/4oKxMfdu3VD85rV/NiiwEQ5Ztae/wV/F+aDY0wAODRv1gyZ3a7xdzMDntl/fItCq9NS3qNHDzRMDbJTsk58sc7s/uRP/HTxjPi41XUtkXlDHV81MeQoKrPhqZ+/AQAwYWEAy6JHt25omh4ca5pf9qaDOXj37wPiw7S0VGRmtquczw5Ccn88iewTTqVbvXp1kZnZwm/tCfTzTKmVxZM/bZddG9C/H+KjA6+tgcCxi1cx9/fvxcdJSYnIzOzg088IpDEjeMt5wq+C2KRJk3Dfffe5vadBgwZIT0/HhQsXZNdtNhvy8/N1xXZt2LABxcXFuOeeezze27FjR8ycORNlZWWIjIxUvScyMlL1ufDwcL//4wUCqS3+QplkIiIirMr3iTuEMSP0m5CONzzMTP2mA6W/e0R46I+38qwzZkWkdnhY6PdXeYiwuxaPjYgIvnW+MvemsDD5EcdsMgVdf1UmYWaz7HGgrP2Bep5hVRKPB+OcrCwiwpXzkamwvgqEMaP38/0qiKWmpiI1NdXjfZ07d8bly5exb98+tGvHa7O++eYb2O12dOzY0ePr3377bQwaNEjXZ+3fvx+JiYmaQhgRPFBgqHe4ZE2kftMFJeswhksiBeovt8iyJnI0N/VAc9IYVHfNGGr9Q32mjTL3AmWy5gmKGLHmzZtj4MCBGDVqFN544w1YrVaMGzcOw4cPFzMmnjlzBn369MF7772HDh2cps5//vkHu3btUvVD/eKLL3D+/Hl06tQJUVFR2Lp1K+bMmYPJkydX2ncjKg6qU+QddHjxDkpfbwzX8hL+aUewoJ410V+tCQ6U/UMHPw+4HJT91I4gQa1/aL/Uhs5k6gSFIAYAq1evxrhx49CnTx+YTCbccccdWLp0qfi81WrF0aNHXYLjVq5ciYyMDPTv39/lPcPDw/Hqq6/iiSeeAMdxaNSoERYtWoRRo0ZV+PchKh6qI+YbaLHUBxV0Ngb1lzHU64hRn7lH3j9mSmbnFuVoIiu1e9R6h7pMG1LyqhM0glhSUpJm8WYAqF+/vms6ZABz5szBnDlzVF8zcOBAWSFnIrRQFvOkSa8PF5dOksS8goabe1wOfTTO3KI2nqjP3EMHP2O4Ftyl/nKHmnKXxpg2FC6izv+3d+/RVZV3/sc/5+QGMYRwTYiCgFjjhbs1A9UpUyKX9Neqdaw4jC2OSysFpyg/K3RarLYO2Ol0ptqOM2tmtdA1rXQuxXFZpGQgaGsRFAgI0ogWjRcCFRoCIiGX5/cHvxz3zonn7GcnOfvszfu1FmslOTs5z3n47mfv73Pb9A8hupIuwsEUI2y4efGHerPD1EQ7XTuWJOosneSpUFRYKnRe2un+gc4ZL0ZokeifRSKGyGLhsT/cvPhDIman600fozupMSJmL3lzgIAKEhLJ18xgyhEWrBGzk3yNDKYc2YZEDJGV1LvHWe9J8tqdgAoSMsnTLgIqSEjQUWKn+9536iwVYswOnUl2upuaSJV9NNYFd49EDJFF74s/SSNiVJwnybsmUm+pcFG2w1bZ9rgG2KHzsmdiMdr9VBhx7R6JGCKL3j1/uEH2h5HEnqG+Uut+GlTmyxEmJBaWuFG25jwvuVam1vV8JGk9i0QMkZV80gdUkJChF9kf1tbZoaPEDju0+UCMWWH7envOGuJamRr3Ft0jEUNkcaPnD9uK+0S8WelaP8SZPUZ4UkvuHAmkGKHBo0vsOTtIGOFJjc7K7pGIIbKYYucPD8L2J2mNGK1rSslr6gIpRqjQo2yH5xbZ4ZES9pznIOdjatyTdY9bBUQWvaH+JD9LJqCChAwXGTtdq4cRsfQYRbRDp5KdpHOS+krLeb2kzU+NRL97JGKILC7C/sS7tApcjL0h8bdD4mqPqT126FSywwOdfWCzDs9ov7pHIobIYq2TP+xs5A/ToOywhtMedWaH+rKTVF9cM9Ny1hDhlRo7C3ePRAyRxQN2fWIdii9Mu7DDaIU96swO01/tcKNsj+3rveMB690jEUNk0RvqD9MHekfXm2a40fvuA22aFR5hYoe23557jViABQkBnuvXPRIxRBgXYT+69orSi+wNvcl2uOmzl9SjTJClRGecHTpH7DEiZoHZNt0iEUNkcRH2h23F/SGxsMPUYXv0vtthAx07TH21514jRoWlwj1Z90jEEFncGPvDPG5/WCNmh/U79px1Rn2lx86cdti+3p4zxjglU+t6/pG4nkUihsji4af+MDXRH2e1xWJcZNKho8Qeve92ujZd1FlqdMLZc9YQ9ZUaI9TdIxFDZNH74g9TE/3hwZ52GK2w56wzRivSozPOFuuqbbnXiAVXjjBgamL3SMQQWUzj8YnG0pc4F2QryRsDBFOOMHH3vgdWjBBhdN8G04XtOTtH6OxNjTWI3ePSh8hiYbs/XRtLLsYecUG2knxRps7SYYc2O8nrNqmzVJgubM91TnJHnRLnY/cIG0SXa80OJ7xXyesEgilH2DBaYYdpKvZcGwMQZGmxJsVO0nRhKiwt1oh5R5vfPRIxRBY3xv7Qa+UPoxV2SPjtsR7FTvIjEqi0VDgn7bl3TaTCUmFqYvdIxBBZcRpIX5KmJlJ3ntAzaofdOe05a4j6So/NOuwwYmHPvZNpYMUIBR4Y3j0SMUQWIxT+cDH2x71oO8CChBRxlh4bA9jp2qlEnaXGuk173Gd4l7yTdUAFyTIkYogseqr84cHE/jAiZofeUXvOKmKkOj12AbTECKIPbArmVdfqoQ07i0QMkeV65g4tpAWmjPnhngobYEFCInn9TkAFCRVizAZTE+0k3ShTYWkxIuYds226RyKGyGKEwp/kBdvUnSdckK2wVbY9ZxUxzS49ptrZYXMTe+6ZN9RXKkm7clJdkkjEEGExRih8oRfZHy7IdugdtcdmHXbYAdYO09LtMRPCDp1JyUjEEFmc8P6wwN0fd7wFV46wYCtje2xfb4dOJTuMINpjaqIdZiolIxFDZLlP+MCKEToscPcnxvodK4yI2XP1vhNkaZFY2KHtt8d9hh1mKiUjEUNk0VPlT/LanUCKETrEm53k9QLUWTr0JtvhAcV2ulYPIZYej5Sw42rDOCElkYghwtwjFJzwXnGD7A+JmJ2kmz6uRmm5doIlxtLiEQl2aPt7hvBKjyn8ybj0IbLijujmhPeOmxd/nIk/8ZZe0jQoKs0K1eUFiYUNpgvbowPOjntqIvUlkYgh0hy9xyQTnrGJgj9ckO2wVbY9YswOm3XYYVq6Pc5JO6ypSxaaROzhhx/W9OnTVVhYqJKSEk+/Y4zRihUrNGLECPXv319VVVU6cOCA65hjx45p/vz5Ki4uVklJiW6//XadPHmyDz4BMo0G0h96Rf1hEbIdtsq25zwX6VxKL3nNE3WWStf6ob7SYyaEHe7LkoUmETtz5oxuuukmLVy40PPvfOc739Gjjz6qf/7nf9a2bdt03nnnafbs2Tp9+nTimPnz52vfvn2qqanR008/reeee0533nlnX3wEZJjzFOd89y65V5TK84KNFOwQZ/bYvt4Oo652GEG0R2Jhx524Ul+SlBt0Abx68MEHJUmrV6/2dLwxRv/4j/+or3/967ruuuskST/5yU9UWlqqJ598UvPmzdP+/fu1YcMGvfjii7ryyislSY899piqq6v13e9+V+Xl5X3yWZAZNJD+dF0TxsXYGxYhW0q6SQ6oHCHCjmN2SCzsJO8ySYWl4z4nAytGaDhjLIfwkhSiRMzWwYMH1djYqKqqqsTPBg4cqMrKSm3dulXz5s3T1q1bVVJSkkjCJKmqqkrxeFzbtm3TDTfc0O3fbmlpUUtLS+L75uZmSVJra6taW1v76BN50/n+QZcjKxiT+DImQ518hK4x09HR4Xq9vb1Nra1cYdIxrniL9jnYG+2M6Wh3fd/R3qbWDq7MXoUtxoK4NrW1tbm+7+joCFWdZVp7W9dzsj3Q+grd/YwJUVmD4mjijen98zGbYsZrGSKbiDU2NkqSSktLXT8vLS1NvNbY2Kjhw4e7Xs/NzdXgwYMTx3Rn5cqViRE6p40bN6qwsLCnRe8VNTU1QRchcG++GVfn7NuTJ09q/fr1wRYoy3XGzEFHvUnSpv/9XxVGtqXoPX848mG9vX+OxFtP2pl9h2OSchLfP/PMM71Qomg79X6OOu9kjv/xj6GMsUxem46elpy3OS/vrlPeO7sy9v5h88YJyVlfv/3tb9RwXmDFScjm+xnnOXn0vT+E8pzMpPa2D+vrlX37tP7o3j55n2yImVOnTnk6LtDbq2XLlumRRx5Jecz+/ftVUVGRoRJ5s3z5ct17772J75ubmzVy5EjNmjVLxcXFAZbsbAZeU1Oja6+9Vnl5eYGWJWgv/fJ3+nVjgyRpYHGxqqunBVyi7NQ1ZvZtfFWb3n0j8frsWbM0oB+ZWDpPHtupV5rekyQNLB6g6urpAZeo7/RGO3Pipbf189+/IunsdJXq6ureLGIkff/A8zpy+n1J0pAhg1Vd/fGAS+RdENemt//4gR7a9evE91MmT1b1+LKMvHcY1b3VpH/Yuz3x/TVXX6NLRwwIrDxhuJ9xnpOlw4erunpKwCXKbl/ftVmn28+OVI8ff4WqPz6yV/9+NsVM52y5dAK9u1q6dKkWLFiQ8pixY8f6+ttlZWcb28OHD2vEiBGJnx8+fFiTJk1KHHPkyBHX77W1tenYsWOJ3+9OQUGBCgoKkn6el5cX+H98p2wqS1ByHBO2c+Kxc74+0umMmZycHNfPC/LzlJdHIpZOTvzDeovH4+dEvPWkncl1xFk8xvnphXNdWE5IYyyT16b8fPfUxLy83FDWWabkd6mb/PzsqK9svp9xnZM54TwnM8m57jAvt+/iKxtixuv7B3p3NWzYMA0bNqxP/vaYMWNUVlamTZs2JRKv5uZmbdu2LbHz4rRp09TU1KQdO3Zo6tSpkqTNmzero6NDlZWVfVIuZI5znTFbPXvXtaaoO29cm8OwpC6tuGu7f2LMC2ctcV6mx3Ox7PDoEns8F8sOO78mC83tQkNDg+rq6tTQ0KD29nbV1dWprq7O9cyviooKrVu3TtLZbTGXLFmib3/723rqqaf08ssv6wtf+ILKy8t1/fXXS5IuvfRSzZkzR3fccYe2b9+u559/XosXL9a8efPYMTECnBcRtkn1ruvFl6rzhu3rLZG4WmNnTjvJz6qj0lKJdUlduVFOz31OUmHpuB8rRH1JIdqsY8WKFVqzZk3i+8mTJ0uSamtrNWPGDElSfX29jh8/njjmq1/9qt5//33deeedampq0tVXX60NGzaoX79+iWN++tOfavHixZo5c6bi8bhuvPFGPfroo5n5UOhT9FT5Q6+oP64LcnDFCA0SV3vOG2VGxNJLTiyos1RIXO05Y4xTMr0YMyGShCYRW716ddpniDm3j5bO/oc/9NBDeuihhz7ydwYPHqyf/exnvVFEZBmeI+YPD9r1hwdV2uGCbI82zU7XG+McRl6tEGPpcU7aice6//pcRrOEyHLf6AVYkLDhQbu+MPfdjrOOuH/xhuTVEiM8VrrGFO2YHc5JL2jDuiIRQ2QxF9kfd71Rd17RM2qH+rLHdGs7TE20w7R0e87rI9WVHutck5GIIbIYEfOH3ez8idHTZ4W1FfbYCdZOcmIRTDnCInmNWDDlCBPWutqhvpKRiCGyuGnxx1VvNJSe0dNnh/PTHqOIdljvaocRRHvOHV9pxtJzxhTt/lkkYogsel786To1Ed6wfseOe0oP9eVFnGlQVngUhx2mJtpjJoQd1lInIxFDZPF8D3/odffHlfjTsqbFeid7zmqiNzk9Egs7XUOKEEuP+ww7rN1Pxu0CIos1KP7EmDrgCwmsHerLB0ZdrXSdakd7lk7XEUTqKx06lOwwcyQZiRgiixu9nqPavKOnzw6bwthjurUlRnissLmJD7RjVpiamIxEDJHFron+cIPsD/Fmh6mc9riJsZO8CyCVlkrX2qG+0qMds0MHeTLCBpHFCIU/7GbnDxcYO9SXPXYcs5P8gGLqLJWu10lCLD3WiNlxThemus4iEUNk0XvsD3Pe/WFNoi1GXm3RuWQnefv6QIoRGl3rhxhLj+ulHTrgkpGIIbKcN8b0HntHD58/1JuduKu+gitHmNC5ZIddE+0kP0csoIKECJtP2GHpQzISMUQWN8b+uBJY6s0zekbtcANjj84lOzyg2A6Jqz020LHDdTIZiRgiK+7qPeaM94ped3+YcmHHWUMk/B4RY1aSEgvueKwQY+nxkHVLdJAnoVlCZLGLnT8x14WFivOKRch23CPWwZUjTOhcssMIj53kXSaDKUeocE5aYUQsGYkYzgk0kN6xHa8/zroigU2PtQL22BDGDmue7LDLpD0SCzvs/JqM2yxEFj3u/ri2r6fiLJBYWHH2JHMl8oRHS9jhOWJ2eKCzPaak22HtfjIuf4isGDfGvrD42B/W1tkhzuxxE2Mneft66iwVNjex556STn2lw6h+MhIxRFacG2Nf4nHnhSXAgoQMiYUd1iLa4ybGTvJUu4AKEhKsEbNHB5wdRhCTkYghspjG449rNzvqzTOmwtpxhlYO9eUJbZodNuuw46ydWIwOEi9ILOzw2JJkJGKILKYM+ERD6QtTYe1QX/YYRbTTtY7iJK8pcZNsj1FqO12TfZCIIcKYMuCPu6Gk4rxiKqwdepLtsUNbz1BnqXHNtMe6TTu0+8lIxHBO4IT3zj39KbhyhA29yXboGbXHjqb2uPHzzvVw4qStTpAO8ZWe63zk/kISiRgijOcU+cOUsZ6jZzQ9Eld7rhExhiw8cSUXVFlKVI89dzsWYEFCgvuyZCRiiCw2T/An7qo3Ks4rpvXYYeMJeyQV9tjN1DtX/VBVnrimpNOOpcX06mQkYogsLsD+uKc/BVeOsGEk0Q5TE+0xzc6ecXxNnaVB9VijHbPEhkNJSMQQWUwZ8IeEwh8267DD1EQ/aNNsGfNhKsa6utRcsyGCK0ao0I7ZoYM8GYkYIsu9KJQT3jN63X1h9yw7JK72GBGz5xwRi3HHkxIxZY+pdnbYcCgZzRIii54qf9wbAgRWjNAh3uyQVNjj0RI9Q5ylRvXYox2zwzrXZNxmIbLoqfKHXY38Ya2ALUeccYJ64j43AyxIiDhmJlJnaXCT7Adrnmyw82syEjFEFj1V/lBvPjHVzgq7TNpjU7ueoT1LjeqxRztmh/pKRiKGyIrRU+UL2/77wyYndhh5tce6154hzFLjIc722HzCDtfJZCRiiCx6XvxxNpQ838k7nr9mhxsYe3Qu9QybA6Tm3jWRuvKC+ww7dPQmIxFDZLl3ZeOM94qpif5wQbbDBdkHYqxHaM9SI7m3R+eIHe4vkpGIIbIY2ek5qs07plzYob7sMZ2zZ6iy1Gjv7Tl3FuactEN9nRWaROzhhx/W9OnTVVhYqJKSkrTHt7a26v7779f48eN13nnnqby8XF/4whf07rvvuo4bPXq0YrGY69+qVav66FMgo+hx94WbPX8YEbPjep4MFeYJO8H2DCMWqTnrh6ryxt2hFGBBQoJdTJOFJhE7c+aMbrrpJi1cuNDT8adOndLOnTv1jW98Qzt37tQvfvEL1dfX67Of/WzSsQ899JAOHTqU+Hf33Xf3dvERANag+MPUAX94xpMdpiba46HhQJbheukbbdhZuUEXwKsHH3xQkrR69WpPxw8cOFA1NTWun/3gBz/QVVddpYaGBo0aNSrx8wEDBqisrKzXyors4H7AboAFCRlXD19oumqCxwOd7TA10R6dS8gUossbdwdcYMUIDceAGPdl/19oErHecPz4ccVisaSpjatWrdK3vvUtjRo1Sn/xF3+he+65R7m5H101LS0tamlpSXzf3Nws6ex0yNbW1j4pu1ed7x90ObJBR3t74mvT0UGdfISuMdPe3pZ4LWaIJa9MR8eHX5tox1tvtDPOOJMxka6v3mIc83pMR3uo6iwbrk1hqq9sEHR9ZUPMpOM+J6Pd7veGDsd1sr2tTb1dXdkUM17LcM4kYqdPn9b999+vW265RcXFxYmf//Vf/7WmTJmiwYMH67e//a2WL1+uQ4cO6Xvf+95H/q2VK1cmRuicNm7cqMLCwj4pv62uo4Hnoj1/iEnKkST97nf7tf74K8EWKMt1xkzd0Q/r7dChd7V+/dsBlio8Drz1Yb0deLVe60/9LtgCZUBP2pl3T0mdl6B33n5L69e/2TuFirB3342rc0XBnt27lf9uXaDl8SPz16YPb3PWr1+f4fcOo7P11dbWljX1lc33M4ec5+Se3So4VBdoebLd0WM56hxHrNm4Ufk5ffM+2RAzp06d8nRcoInYsmXL9Mgjj6Q8Zv/+/aqoqOjR+7S2turzn/+8jDF6/PHHXa/de++9ia8nTJig/Px8felLX9LKlStVUFDQ7d9bvny56/eam5s1cuRIzZo1y5XkBaG1tVU1NTW69tprlZeXF2hZgta6+5D+/bWXJUmXX3aZqqddGHCJslPXmMl95bB+/OpuSdIF55+v6urxAZcwHH5f+7qeeft1SdKlFRWq/tMxAZeo7/RGO3Pg8Ek9svu3kqQLLxyl6urLerOIkbTlF3v14h/Objg1efIkVU8YEXCJvAvq2vSVrRsTX1dXV2fsfcOqs75y83JVXT070LKE4X7mf9/fo51HGyVJkydNUvXE8JyTQfjJO9t18ESTJGnu3DkqyO3d9Q/ZFDOds+XSCTQRW7p0qRYsWJDymLFjx/boPTqTsDfffFObN29OmyhVVlaqra1Nb7zxhi655JJujykoKOg2ScvLywv8P75TNpUlKHm5OY6vc8/5+kinM2ac03Jzc+PUm0e5OR/GW25uzjlRbz1pZ/LyHHGWQ5x5keNYtBnWNi3Ia1MY6ysoMcWypr6y+X7GdU7mhfOczCjHQrqC/Dzl5fTNQvRsiBmv7x9oIjZs2DANGzasz/5+ZxJ24MAB1dbWasiQIWl/p66uTvF4XMOHD++zciHz4qwK9YwNAfxh+3o7bG5ij3MTyC5sCmbHuaaONuys0KwRa2ho0LFjx9TQ0KD29nbV1dVJksaNG6eioiJJUkVFhVauXKkbbrhBra2t+vM//3Pt3LlTTz/9tNrb29XYeHb4ePDgwcrPz9fWrVu1bds2/dmf/ZkGDBigrVu36p577tFf/uVfatCgQUF9VPQSGkh/qDd/SCzs8JgEeyT7yBTCyxs6R+ywa2Ky0CRiK1as0Jo1axLfT548WZJUW1urGTNmSJLq6+t1/PhxSdI777yjp556SpI0adIk19/q/J2CggKtXbtW3/zmN9XS0qIxY8bonnvuca3/QnjFudHzxVlTPGjXO57xZIdtn+052zFiDAgeHZf+0YadFZpEbPXq1WmfIeYc8hw9erTr++5MmTJFL7zwQm8UD1mIJ97743x2GA2ld854o9bSc8ZWDnHmCSNiyBjiyxM64OykuS0/J/G4VkQWDaQ/JLD+cJNsxzViTYV5xPRXIJswNdEOeVgyEjFEFg2kT46qYqTCO1e8kVik5RpBpLo8cSX7XL2BwNEBZ4khsSQ05YgsGkh/3Gt3qDivGIG146yiXE5QT1znJnPH0IeILm9ijFKjh0jEEFnsYucP9eZPnEXbvuUyvOOJe7OOAAsCQFLXDrjgyhEWjIcl4+qHyGKqmD/uKZ2BFSPUSGDTc56TjIh5w5b/QHbhnLTTwdTEJCRiiCy2lfXHeTFh+3rviDc7rsck5FBhXrDuFZnC9GqvmEFigzwsGYkYIoubFn9Y6+QPa+vssEbMHsk+kF1Yi46eIhFDZNFA+sPURH+YomLHOdqawxoxT+gkAbILHXB2GBFLxtUPkeVe2E4D6Zlz+3oyMc/YrMOOc4MO6ssbnvEHZBc6fO2wRiwZiRiiixEKX9zPd6LevGJEzE4u68Ks8RBsILu4OuA4J9M63doedBGyDokYIospdv7E6eHzxT1FJbBihIZzXVj/vJwASxIe9L4jU2jDvOE+w05LW0fQRcg6JGKILJ6H5Y+z3nKoN++INyvOaa9DiwoCLEl4xJhujQyhDfOGc9IOI2LJSMQQWYxQ+BNj+pMv7NJpx7lGjGmK3jD9FZmSxzlpjXMyvdOtjIh1RSKGyHI2ikx98o4E1h+mjdlx1lEuuyZ6wmYdyBTOSW9o9+18wIhYEs40RJazgSzqlxtcQULGWW9MTfTOvUtngAUJCec0HkbEvGFEDJny/pm2oIsQCnGmpKOHSMQQWc4mcUBBXmDlCB8uLH7wPBn/LhxSGHQRQsHZ406IoS81nWoNugihwDmJnmKYAJHV4XhcBSNi3nFh8YfRCnsbllyj5g/aNGJg/6CLEgoxOkmArMKIGHqKu1NElnNqxXkFrBHzyrVrIpPePWP9jr2KsuKgixAqcZJ9ZMj1k8qDLkIosDszeoqpiYisU45ErCCXRMwrdv/zid0m0ddiJPvIjMIC+um94Lmb6CkSMUTWyRZ25/GDXaD8cSateew4hj7AjqbIlPPy6bz0wjlrhLXB6T16y2QNKMjVv99eGXRRsgZdHoiswYX5QRchlJxT7LiweOesKaZ0oi+4d+YkxtD77p9ToSd3vaMvzxgXdFFCIcYotZXPTizX/xk/glkjDiRiiKw5V5Tprk9epI+PHhR0UULFtX09jaVnznrjYajoC2wI499Fw84LugihsHDGRVo446KgixEarNu0RxLmRiKGyMqJx7RsbkXQxQgdpib6QwKLvuZevxlYMUKpXx5T7dD72DURPcVCBgAuTE30x7VGLIemFb3P2ZPMTZ83V48bKkn63JQLAi4Josi9RizAgiC0GBED4OIa2eHK4lmuY4MORsTQ1zg1vfmHmydpV8MfNeOS4UEXBRHkmkFCuw8fSMQAuLgvLMGVI2yOf9Ca+Nr56ASgt7BGzN6wAQWadXlZ0MVARMXZrAM9xG0WABfnhaUwn74aPy4dwYOK0ftYjwJklxzOSfQQiRgAF+elpHxg/8DKETYdxiS+JoFFX2CzDiC7OHMv8jD4QSIGwKW1/cOEomxgvwBLEi7ORAzoCzxHDMguz+xtTHxd3C8vwJIgrEjEALj0y/uwWRhaxEOxvRo7tCjoIiDi6g+fSHzNiBgQvN8dak58zSMS4AfzZwC4jB1WpL+/aaLKS/rT627hE+OGaOXnxuuSsgFBFwURdbj5dOLrDgZggcDd9cmL9Pc1rwZdDIQYiRiAJDdO5Zk7tmKxmG65alTQxUCEDS0qSHx9XgG970DQvvTJizRqSKGmXzQ06KIgpJiaCABACMyvPJvon5efw4YwQBbIz43ruknna9iAgvQHA92gJQcAIASuHD1Ytf93hkawiQ4AREJoRsQefvhhTZ8+XYWFhSopKfH0OwsWLFAsFnP9mzNnjuuYY8eOaf78+SouLlZJSYluv/12nTx5sg8+AQAAPTNm6HlsCgAAERGaROzMmTO66aabtHDhQqvfmzNnjg4dOpT498QTT7henz9/vvbt26eamho9/fTTeu6553TnnXf2ZtEBAAAAwCU0UxMffPBBSdLq1autfq+goEBlZWXdvrZ//35t2LBBL774oq688kpJ0mOPPabq6mp997vfVXl5eY/KDAAAAADdCU0i5teWLVs0fPhwDRo0SJ/61Kf07W9/W0OGDJEkbd26VSUlJYkkTJKqqqoUj8e1bds23XDDDd3+zZaWFrW0tCS+b24++xyJ1tZWtba29uGnSa/z/YMuB8KDmIEtYga2iBnYImZgK5tixmsZIp2IzZkzR5/73Oc0ZswYvf766/ra176muXPnauvWrcrJyVFjY6OGDx/u+p3c3FwNHjxYjY2NH/FXpZUrVyZG6Jw2btyowsLCXv8cftTU1ARdBIQMMQNbxAxsETOwRczAVjbEzKlTpzwdF2gitmzZMj3yyCMpj9m/f78qKip8/f158+Ylvh4/frwmTJigiy66SFu2bNHMmTN9/U1JWr58ue69997E983NzRo5cqRmzZql4uJi33+3N7S2tqqmpkbXXnut8vLyAi0LwoGYgS1iBraIGdgiZmArm2Kmc7ZcOoEmYkuXLtWCBQtSHjN27Nhee7+xY8dq6NCheu211zRz5kyVlZXpyJEjrmPa2tp07Nixj1xXJp1dd1ZQkPzMiLy8vMD/4ztlU1kQDsQMbBEzsEXMwBYxA1vZEDNe3z/QRGzYsGEaNmxYxt7v7bff1tGjRzVixAhJ0rRp09TU1KQdO3Zo6tSpkqTNmzero6NDlZWVGSsXAAAAgHNLaLavb2hoUF1dnRoaGtTe3q66ujrV1dW5nvlVUVGhdevWSZJOnjyp++67Ty+88ILeeOMNbdq0Sdddd53GjRun2bNnS5IuvfRSzZkzR3fccYe2b9+u559/XosXL9a8efPYMREAAABAnwnNZh0rVqzQmjVrEt9PnjxZklRbW6sZM2ZIkurr63X8+HFJUk5Ojvbs2aM1a9aoqalJ5eXlmjVrlr71rW+5phX+9Kc/1eLFizVz5kzF43HdeOONevTRRzP3wQAAAACcc0KTiK1evTrtM8SMMYmv+/fvr1/96ldp/+7gwYP1s5/9rKfFAwAAAADPQjM1EQAAAACigkQMAAAAADKMRAwAAAAAMoxEDAAAAAAyLDSbdWSzzk1CvD5Fuy+1trbq1KlTam5uDvxhdggHYga2iBnYImZgi5iBrWyKmc6cwLmRYHdIxHrBiRMnJEkjR44MuCQAAAAAssGJEyc0cODAj3w9ZtKlakiro6ND7777rgYMGKBYLBZoWZqbmzVy5Ei99dZbKi4uDrQsCAdiBraIGdgiZmCLmIGtbIoZY4xOnDih8vJyxeMfvRKMEbFeEI/HdcEFFwRdDJfi4uLAgxDhQszAFjEDW8QMbBEzsJUtMZNqJKwTm3UAAAAAQIaRiAEAAABAhpGIRUxBQYEeeOABFRQUBF0UhAQxA1vEDGwRM7BFzMBWGGOGzToAAAAAIMMYEQMAAACADCMRAwAAAIAMIxEDAAAAgAwjEQMAAACADCMRi5Af/vCHGj16tPr166fKykpt37496CIhQ5577jl95jOfUXl5uWKxmJ588knX68YYrVixQiNGjFD//v1VVVWlAwcOuI45duyY5s+fr+LiYpWUlOj222/XyZMnXcfs2bNH11xzjfr166eRI0fqO9/5Tl9/NPSBlStX6uMf/7gGDBig4cOH6/rrr1d9fb3rmNOnT2vRokUaMmSIioqKdOONN+rw4cOuYxoaGvTpT39ahYWFGj58uO677z61tbW5jtmyZYumTJmigoICjRs3TqtXr+7rj4c+8Pjjj2vChAmJB6VOmzZNzzzzTOJ14gXprFq1SrFYTEuWLEn8jLiB0ze/+U3FYjHXv4qKisTrkYwXg0hYu3atyc/PNz/60Y/Mvn37zB133GFKSkrM4cOHgy4aMmD9+vXmb/7mb8wvfvELI8msW7fO9fqqVavMwIEDzZNPPml2795tPvvZz5oxY8aYDz74IHHMnDlzzMSJE80LL7xgfv3rX5tx48aZW265JfH68ePHTWlpqZk/f77Zu3eveeKJJ0z//v3Nv/zLv2TqY6KXzJ492/z4xz82e/fuNXV1daa6utqMGjXKnDx5MnHMXXfdZUaOHGk2bdpkXnrpJfMnf/InZvr06YnX29razBVXXGGqqqrMrl27zPr1683QoUPN8uXLE8f8/ve/N4WFhebee+81r7zyinnsscdMTk6O2bBhQ0Y/L3ruqaeeMr/85S/Nq6++aurr683XvvY1k5eXZ/bu3WuMIV6Q2vbt283o0aPNhAkTzFe+8pXEz4kbOD3wwAPm8ssvN4cOHUr8+8Mf/pB4PYrxQiIWEVdddZVZtGhR4vv29nZTXl5uVq5cGWCpEISuiVhHR4cpKyszf/d3f5f4WVNTkykoKDBPPPGEMcaYV155xUgyL774YuKYZ555xsRiMfPOO+8YY4z5p3/6JzNo0CDT0tKSOOb+++83l1xySR9/IvS1I0eOGEnm2WefNcacjY+8vDzzn//5n4lj9u/fbySZrVu3GmPOJv/xeNw0NjYmjnn88cdNcXFxIka++tWvmssvv9z1XjfffLOZPXt2X38kZMCgQYPMv/3bvxEvSOnEiRPm4osvNjU1NeaTn/xkIhEjbtDVAw88YCZOnNjta1GNF6YmRsCZM2e0Y8cOVVVVJX4Wj8dVVVWlrVu3BlgyZIODBw+qsbHRFR8DBw5UZWVlIj62bt2qkpISXXnllYljqqqqFI/HtW3btsQxf/qnf6r8/PzEMbNnz1Z9fb3++Mc/ZujToC8cP35ckjR48GBJ0o4dO9Ta2uqKmYqKCo0aNcoVM+PHj1dpaWnimNmzZ6u5uVn79u1LHOP8G53H0C6FW3t7u9auXav3339f06ZNI16Q0qJFi/TpT3866f+WuEF3Dhw4oPLyco0dO1bz589XQ0ODpOjGC4lYBLz33ntqb293BZ4klZaWqrGxMaBSIVt0xkCq+GhsbNTw4cNdr+fm5mrw4MGuY7r7G873QPh0dHRoyZIl+sQnPqErrrhC0tn/z/z8fJWUlLiO7Roz6eLho45pbm7WBx980BcfB33o5ZdfVlFRkQoKCnTXXXdp3bp1uuyyy4gXfKS1a9dq586dWrlyZdJrxA26qqys1OrVq7VhwwY9/vjjOnjwoK655hqdOHEisvGSm/F3BABkjUWLFmnv3r36zW9+E3RRkOUuueQS1dXV6fjx4/qv//ovffGLX9Szzz4bdLGQpd566y195StfUU1Njfr16xd0cRACc+fOTXw9YcIEVVZW6sILL9R//Md/qH///gGWrO8wIhYBQ4cOVU5OTtLOMYcPH1ZZWVlApUK26IyBVPFRVlamI0eOuF5va2vTsWPHXMd09zec74FwWbx4sZ5++mnV1tbqggsuSPy8rKxMZ86cUVNTk+v4rjGTLh4+6pji4uLIXlSjLD8/X+PGjdPUqVO1cuVKTZw4Ud///veJF3Rrx44dOnLkiKZMmaLc3Fzl5ubq2Wef1aOPPqrc3FyVlpYSN0ippKREH/vYx/Taa69Ftp0hEYuA/Px8TZ06VZs2bUr8rKOjQ5s2bdK0adMCLBmywZgxY1RWVuaKj+bmZm3bti0RH9OmTVNTU5N27NiROGbz5s3q6OhQZWVl4pjnnntOra2tiWNqamp0ySWXaNCgQRn6NOgNxhgtXrxY69at0+bNmzVmzBjX61OnTlVeXp4rZurr69XQ0OCKmZdfftmVwNfU1Ki4uFiXXXZZ4hjn3+g8hnYpGjo6OtTS0kK8oFszZ87Uyy+/rLq6usS/K6+8UvPnz098TdwglZMnT+r111/XiBEjotvOBLJFCHrd2rVrTUFBgVm9erV55ZVXzJ133mlKSkpcO8cguk6cOGF27dpldu3aZSSZ733ve2bXrl3mzTffNMac3b6+pKTE/M///I/Zs2ePue6667rdvn7y5Mlm27Zt5je/+Y25+OKLXdvXNzU1mdLSUnPrrbeavXv3mrVr15rCwkK2rw+hhQsXmoEDB5otW7a4tgk+depU4pi77rrLjBo1ymzevNm89NJLZtq0aWbatGmJ1zu3CZ41a5apq6szGzZsMMOGDet2m+D77rvP7N+/3/zwhz9kW+mQWrZsmXn22WfNwYMHzZ49e8yyZctMLBYzGzduNMYQL/DGuWuiMcQN3JYuXWq2bNliDh48aJ5//nlTVVVlhg4dao4cOWKMiWa8kIhFyGOPPWZGjRpl8vPzzVVXXWVeeOGFoIuEDKmtrTWSkv598YtfNMac3cL+G9/4hiktLTUFBQVm5syZpr6+3vU3jh49am655RZTVFRkiouLzW233WZOnDjhOmb37t3m6quvNgUFBeb88883q1atytRHRC/qLlYkmR//+MeJYz744APz5S9/2QwaNMgUFhaaG264wRw6dMj1d9544w0zd+5c079/fzN06FCzdOlS09ra6jqmtrbWTJo0yeTn55uxY8e63gPh8Vd/9VfmwgsvNPn5+WbYsGFm5syZiSTMGOIF3nRNxIgbON18881mxIgRJj8/35x//vnm5ptvNq+99lri9SjGS8wYY4IZiwMAAACAcxNrxAAAAAAgw0jEAAAAACDDSMQAAAAAIMNIxAAAAAAgw0jEAAAAACDDSMQAAAAAIMNIxAAAAAAgw0jEAAAAACDDSMQAAPBowYIFuv7664MuBgAgAnKDLgAAANkgFoulfP2BBx7Q97//fRljMlQiAECUkYgBACDp0KFDia9//vOfa8WKFaqvr0/8rKioSEVFRUEUDQAQQUxNBABAUllZWeLfwIEDFYvFXD8rKipKmpo4Y8YM3X333VqyZIkGDRqk0tJS/eu//qvef/993XbbbRowYIDGjRunZ555xvVee/fu1dy5c1VUVKTS0lLdeuuteu+99zL8iQEAQSIRAwCgB9asWaOhQ4dq+/btuvvuu7Vw4ULddNNNmj59unbu3KlZs2bp1ltv1alTpyRJTU1N+tSnPqXJkyfrpZde0oYNG3T48GF9/vOfD/iTAAAyiUQMAIAemDhxor7+9a/r4osv1vLly9WvXz8NHTpUd9xxhy6++GKtWLFCR48e1Z49eyRJP/jBDzR58mT97d/+rSoqKjR58mT96Ec/Um1trV599dWAPw0AIFNYIwYAQA9MmDAh8XVOTo6GDBmi8ePHJ35WWloqSTpy5Igkaffu3aqtre12vdnrr7+uj33sY31cYgBANiARAwCgB/Ly8lzfx2Ix1886d2Ps6OiQJJ08eVKf+cxn9MgjjyT9rREjRvRhSQEA2YREDACADJoyZYr++7//W6NHj1ZuLpdhADhXsUYMAIAMWrRokY4dO6ZbbrlFL774ol5//XX96le/0m233ab29vagiwcAyBASMQAAMqi8vFzPP/+82tvbNWvWLI0fP15LlixRSUmJ4nEuywBwrogZY0zQhQAAAACAcwldbwAAAACQYSRiAAAAAJBhJGIAAAAAkGEkYgAAAACQYSRiAAAAAJBhJGIAAAAAkGEkYgAAAACQYSRiAAAAAJBhJGIAAAAAkGEkYgAAAACQYSRiAAAAAJBh/w8GekydoN/NQwAAAABJRU5ErkJggg==", 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", 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" ] @@ -237,7 +238,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -623,7 +624,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.4" + "version": "3.11.9" } }, "nbformat": 4, From 0172b555f95c3f910e65e60b03852849305aac41 Mon Sep 17 00:00:00 2001 From: klara Date: Sun, 2 Jun 2024 16:37:52 +0200 Subject: [PATCH 4/8] Chi quadrat Test --- notebooks/demographic_plots.ipynb | 12 ++++++------ readme_data/Projektablauf.drawio.png | Bin 0 -> 48678 bytes 2 files changed, 6 insertions(+), 6 deletions(-) create mode 100644 readme_data/Projektablauf.drawio.png diff --git a/notebooks/demographic_plots.ipynb b/notebooks/demographic_plots.ipynb index 09c9dcf..1c90e68 100644 --- a/notebooks/demographic_plots.ipynb +++ b/notebooks/demographic_plots.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 1, "metadata": {}, "outputs": [], "source": 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z;>927+PM3V+7!=em|8DK6)ShX$&}K;Q>OsA$Z(77evL#WVYI-Esck`-ztgEpbLdIi;Kr7jVJ{s;x-bV=fjLz2)#vcb7f4~b zc+-VPzi`HoEk*6vx zLFp01ZVvex{_4Okggy`Go($3FO&`Vh3s1@6-i1?~3{Fy9=LOSSG{mT@lvH2{bkIHRVOV)at8~r|q%WjSf|ixe zg-=W(=!A?CZA%+YL$7f# zjoiEoGjXQGMr23pdQB}Y9wZF`$Jly9`CIDH+G#BKw>G(fE{4U`sQy??w>|OE1cUbo z9trMrI=x%JcPVK*VFUk!8Tf)_%j!nY7@C>65(lv%iW-N9=tPaS#D}$bag|DaOw5!! z$QT%kk@;9HMtMdmy#9`A0^E@%<|%8ys;c l_l(gtLMJvrQMoQ{<1}u&pE515;xT~=>s&mY3mtzs{SQA3O)CHZ literal 0 HcmV?d00001 From ab61e67f92297dbdb9bef6249bee6e60ac1be170 Mon Sep 17 00:00:00 2001 From: NIls Rekus <1826514@stud.hs-mannheim.de> Date: Sun, 2 Jun 2024 18:38:43 +0200 Subject: [PATCH 5/8] added mail --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 6d9ef5a..1506a67 100644 --- a/README.md +++ b/README.md @@ -73,5 +73,5 @@ We would like to especially thank our instructor, Ms. Jacqueline Franßen, for h ## Contact - Klara Tabea Bracke (3015256@hs-mannheim.de) - Arman Ulusoy (3016148@stud.hs-mannheim.de) -- Nils Rekus +- Nils Rekus (1826514@stud.hs-mannheim.de) - Felix Jan Michael Mucha (felixjanmichael.mucha@stud.hs-mannheim.de) \ No newline at end of file From 2a8916acdde2dada8cf9a8131c181192315ab23e Mon Sep 17 00:00:00 2001 From: Felix Mucha <3016498@stud.hs-mannheim.de> Date: Mon, 3 Jun 2024 20:52:06 +0200 Subject: [PATCH 6/8] finished feature detection with neurokit2 --- .gitignore | 3 +- notebooks/features_bib_neurokit2.ipynb | 798 ++++++++++++++++++ .../__pycache__/data_helper.cpython-310.pyc | Bin 7197 -> 7191 bytes scripts/data_helper.py | 2 +- settings.json | 2 +- 5 files changed, 802 insertions(+), 3 deletions(-) create mode 100644 notebooks/features_bib_neurokit2.ipynb diff --git a/.gitignore b/.gitignore index 5fac628..4c2fda0 100644 --- a/.gitignore +++ b/.gitignore @@ -1 +1,2 @@ -/data/ \ No newline at end of file +/data/ +/settings.json \ No newline at end of file diff --git a/notebooks/features_bib_neurokit2.ipynb b/notebooks/features_bib_neurokit2.ipynb new file mode 100644 index 0000000..50948dd --- /dev/null +++ b/notebooks/features_bib_neurokit2.ipynb @@ -0,0 +1,798 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Signal Processing\n", + "\n", + "The notebook goes into more detail on the processing of the 12 ECG data per patient. First, the signal itself is considered and then the ECG signal processing methods integrated in the 'wfdb' module are explored. Various approaches are then used to normalize the data and reduce noise in order to make the signals as comparable as possible." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from matplotlib import pyplot as plt\n", + "import wfdb.processing\n", + "import sys\n", + "import json\n", + "import scipy\n", + "import numpy as np\n", + "import neurokit2 as nk\n", + "import math\n", + "\n", + "\n", + "sys.path.append('../scripts')\n", + "import data_helper\n", + "\n", + "# possible liberays to use:\n", + "# https://neuropsychology.github.io/NeuroKit/examples/ecg_delineate/ecg_delineate.html\n", + "# https://biosppy.readthedocs.io/en/stable/\n", + "# https://python-heart-rate-analysis-toolkit.readthedocs.io/en/latest/\n", + "# https://pywavelets.readthedocs.io/en/latest/" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load Data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reading SB\n", + "Reading AFIB\n", + "Reading GSVT\n", + "Reading SR\n", + "Number of patients per category:\n", + "SB: 16559\n", + "AFIB: 9839\n", + "GSVT: 948\n", + "SR: 9720\n" + ] + } + ], + "source": [ + "data_org = data_helper.load_data(only_demographic=False)\n", + "\n", + "print(\"Number of patients per category:\")\n", + "for cat_name in data_org.keys():\n", + " print(f\"{cat_name}: {len(data_org[cat_name])}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load the parameters needed to filter the data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "with open('../filter_params.json', 'r') as f:\n", + " filter_params = json.load(f)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "example_data = data_org['SB'][0]\n", + "sig_channel= 0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Filter the data" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "filtered_data = data_helper.filter_data(example_data, filter_params)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "

" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#data = filtered_data.p_signal[:,sig_channel]\n", + "ecg_signal = data_org['SB'][0].p_signal[:,sig_channel]\n", + "ecg_signal = filtered_data.p_signal[:,sig_channel]\n", + "\n", + "sampling_rate = 500 # Sampling rate of your ECG data\n", + "\n", + "\n", + "ecg_cleaned = nk.ecg_clean(ecg_signal, sampling_rate=sampling_rate)\n", + "\n", + "# Plot the original and denoised signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(example_data.p_signal[:,0], label='Original signal')\n", + "plt.plot(ecg_cleaned, label='bib filtered signal')\n", + "#plt.plot(filtered_data.p_signal[:,0], label='self filtered signal')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without All Denoising')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ECG Features:\n", + "[477, 1050, 1617, 2216, 2750, 3386, 3890, 4482]\n", + "[439, 1019, 1590, 2186, 2727, 3356, 3876, 4458]\n", + "[512, 1075, 1647, 2248, 2757, 3421, 3915, 4496]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Extract R-peaks\n", + "_, rpeaks = nk.ecg_peaks(ecg_cleaned, sampling_rate=sampling_rate)\n", + "\n", + "# Extract all ECG features\n", + "ecg_signals, info = nk.ecg_delineate(ecg_cleaned, rpeaks, sampling_rate=sampling_rate, method=\"dwt\")\n", + "\n", + "print(\"ECG Features:\")\n", + "#print(info)\n", + "# print keys of info\n", + "# ['ECG_P_Peaks', 'ECG_P_Onsets', 'ECG_P_Offsets', 'ECG_Q_Peaks', 'ECG_R_Onsets', 'ECG_R_Offsets', 'ECG_S_Peaks', 'ECG_T_Peaks', 'ECG_T_Onsets', 'ECG_T_Offsets'])\n", + "#print(info.keys())\n", + "#print(\"ECG Signals:\")\n", + "#print(ecg_signals)\n", + "#print(ecg_signals.keys())\n", + "\n", + "# Calculate QRS count (heart rate)\n", + "#heart_rate = nk.ecg_rate(rpeaks, sampling_rate=sampling_rate)\n", + "\n", + "# Print or plot the results\n", + "#print(\"QRS Durations:\", qrs_durations)\n", + "#print(\"Heart Rate:\", heart_rate)\n", + "\n", + "# Plot ECG signal with annotations\n", + "#nk.events_plot([q_onsets, q_offsets, rpeaks['ECG_R_Peaks']], ecg_cleaned)\n", + "#plt.show()\n", + "\n", + "# Normalize data by setting qrs peaks to index position 0 (“X-axis normalization”)\n", + "p_peaks = info['ECG_P_Peaks']\n", + "p_onsets = info['ECG_P_Onsets']\n", + "p_offsets = info['ECG_P_Offsets']\n", + "print(p_peaks)\n", + "print(p_onsets)\n", + "print(p_offsets)\n", + "\n", + "p_peaks_y = [ecg_cleaned[i] for i in p_peaks] \n", + "p_onsets_y = [ecg_cleaned[i] for i in p_onsets]\n", + "p_offsets_y = [ecg_cleaned[i] for i in p_offsets]\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(ecg_cleaned)\n", + "plt.scatter(p_peaks, p_peaks_y, color='red', label='p_peaks')\n", + "plt.scatter(p_onsets, p_onsets_y, color='green', label='p_onsets')\n", + "plt.scatter(p_offsets, p_offsets_y, color='blue', label='p_offsets')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Filtered XQRS Signal with Peaks')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Process it\n", + "signals, info = nk.ecg_process(ecg_cleaned, sampling_rate=500)\n", + "\n", + "# Visualise the processing\n", + "nk.ecg_plot(signals, info)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[693, 1262, 1835, 2435, 3005, 3603, 4165, 4758]\n", + "[636, 1234, 1786, 2388, 2947, 3546, 4122, 4698]\n", + "[737, 1307, 1881, 2476, 3049, 3651, 4214, 4799]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "t_peaks = info['ECG_T_Peaks']\n", + "t_onsets = info['ECG_T_Onsets']\n", + "t_offsets = info['ECG_T_Offsets']\n", + "\n", + "print(t_peaks)\n", + "print(t_onsets)\n", + "print(t_offsets)\n", + "\n", + "t_peaks_y = [ecg_cleaned[i] for i in t_peaks] \n", + "t_onsets_y = [ecg_cleaned[i] for i in t_onsets]\n", + "t_offsets_y = [ecg_cleaned[i] for i in t_offsets]\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(ecg_cleaned)\n", + "plt.scatter(t_peaks, t_peaks_y, color='red', label='t_peaks')\n", + "plt.scatter(t_onsets, t_onsets_y, color='green', label='t_onsets')\n", + "plt.scatter(t_offsets, t_offsets_y, color='blue', label='t_offsets')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Filtered XQRS Signal with Peaks')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[477, 1050, 1617, 2217, 2788, 3386, 3890, 4543]\n", + "[438, 1018, 1589, 2184, 2763, 3355, 3876, 4511]\n", + "[514, 1076, 1648, 2248, 2820, 3421, 3914, 4574]\n" + ] + }, + { + "data": { + "image/png": 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EP//5T5w5cwZ5eXnIzc0FwzAYOXIk8vLy0LFjR7As66Yg6/3d2kL6e7sifO9PP/1UVr5fQPr73Hbbbdi6dSseffRRDBgwADExMWBZFhMnTlSU36233opPPvkEn332Ge677z6399944w3MmjUL3333HdauXYuHH34YL730ErZv346srCyvvhtBEJcnpGQRBEFcIpTCsVJSUhAbGwu73e5xkdkWQgGNuLi4Vo+RkpKCyMhI0TMg5cSJE16f78knn0RRURG+++47xMbG4u2338aUKVPwxhtvyJozT5kyBVu3bsU333yD3/3ud27HOXfuHPLy8nDzzTe7KY6uvPzyy/jf//6HF154Ae+9916bYxwyZAg++eQTFBUVef29BMxmM/r374+TJ0+ivLxccWEvFM04deqUzLNYUVHhtffGlU2bNqGiogLLly+XFaGQVthTi6A8rVu3Drt27RJ/n1GjRuHdd99Fx44dER0djcGDB7d6HC2hhFoR5ndqamqr87uqqgrr16/HokWL8PTTT4vblea7wGuvvQaTyYQHHngAsbGxih69fv36oV+/fnjyySexdetWXHvttXjvvffw/PPPa/hWBEGEOpSTRRAEcYmIjo52y/MxGo249dZb8d///heHDx92+4xriW8lBg8ejG7duuH1119HfX29x2MYjUZMmDAB3377LfLz88X3jx07hjVr1nj1Hfbs2YOlS5di7ty54sL8N7/5DW655RY899xzsvyi++67D+np6Xj00UfdcnOam5sxe/ZsMAwj9r1qjW7duuHWW2/Fxx9/jOLiYgBAY2Mjtm3bprj/qlWrAPBhkJ44efKkTA4C1dXV2LZtGxITE5GSkqL42euvvx4mk0ksey7wzjvvtPldPCF4g6TeH4vFgr///e8+H7NLly7IzMzEW2+9BavVKparz83NxenTp7Fs2TIMHz68TW9ddHQ0ALSap+YvJkyYgLi4OLz44ouwWq1u70vnN+DuPVu8eLHHYzMMg/fffx/Tp0/HzJkz8f3334vv1dbWwmazyfbv168fDAaDbl5hgiBCF/JkEQRBXCIGDx6Mn376CW+++SY6duyILl26YNiwYXj55ZexceNGDBs2DHPmzEHfvn1RWVmJvXv34qeffkJlZWWrxzUYDPjggw8wadIkXHHFFZg9ezYyMzNRUFCAjRs3Ii4uDj/88AMAvlDE6tWrkZubiwceeAA2mw1vv/02rrjiChw8eLDV89jtdtx7771IT093s+IvWbIEffv2xUMPPSQuVBMTE7Fs2TJMnjwZgwYNwj333IO+ffuiuLgYH3/8Mc6cOYN33nkHw4YN80p+jz76KL7++mssXrwYL7/8MhobG3HNNddg+PDhmDhxIrKzs1FdXY1vv/0WeXl5mDp1qltZeSlCLtKkSZOQm5uLpKQkFBQU4JNPPkFhYSEWL17sMQwuLS0N8+bNwxtvvIGbbroJEydOxIEDB7Bq1SokJyf75Pm55pprkJiYiJkzZ+Lhhx8GwzD49NNPvQ6580Rubi6+/PJL9OvXT8yVGjRoEKKjo/Hrr796lY8lKNQPP/wwJkyYAKPRiDvuuEPTuLwlLi4O7777Ln7/+99j0KBBuOOOO5CSkoL8/HysWLEC1157Ld555x3ExcVh1KhRePXVV2G1WpGZmYm1a9e26Qk0GAz4z3/+g6lTp+K2227DypUrMXbsWGzYsAFz587Fb3/7W/Ts2RM2mw2ffvqpaBghCIJolXasbEgQBBEUCCW4d+3apfi+tyXcjx8/zo0aNYqLjIx0K/NdUlLCPfjgg1x2djZnNpu59PR07vrrr+fef/99cR+h3LWnktL79u3jpk2bxnXo0IELDw/nOnfuzN12223c+vXrZfv9/PPP3ODBg7mwsDCua9eu3Hvvvac4XlfeeustDgC3bNkyxfdff/11DgC3fPly2fZz585x9957L9epUyfOZDKJ5e9/+uknt2O09R3HjBnDxcXFcdXV1ZzVauX++c9/clOnTuU6d+7MhYeHc1FRUdzAgQO51157jWtpaWn1+5SUlHAvv/wyN3r0aC4jI4MzmUxcYmIiN3bsWLfv6FrCneM4zmazcU899RSXnp7ORUZGcmPHjuWOHTvGdejQgfvjH//o9lnX+SN8140bN4rbtmzZwg0fPpyLjIzkOnbsyD322GPcmjVr3PbzpoS7wNKlSzkA3P333y/bPm7cOA6A2/xQms82m4176KGHuJSUFI5hGLf2Ba+99prbeQFwCxcubHVsbf3ervtOmDCBi4+P5yIiIrhu3bpxs2bN4nbv3i3uc/HiRe6WW27hEhISuPj4eO63v/0tV1hY6DYWaQl3gcbGRm706NFcTEwMt337du7MmTPc3XffzXXr1o2LiIjgkpKSuOuuu05x3hIEQbjCcJxGExlBEARBqGD9+vWYPHkyRo4ciVWrViEsLKy9h6Qb1dXVSExMxPPPP48nnniivYdDEARBtBOUk0UQBEFcUq6//np88skn2LhxI2bPnq05HK69aGpqctsm5P+MGTPm0g6GIAiCCCjIk0UQBEEQPvDxxx/j448/xuTJkxETE4PNmzfjiy++wPjx470uJEIQBEGEJlT4giAIgiB8oH///jCZTHj11VdRW1srFsOg0t4EQRAEebIIgiAIgiAIgiB0hHKyCIIgCIIgCIIgdISULIIgCIIgCIIgCB2hnKw2YFkWhYWFiI2N9am5JEEQBEEQBEEQoQHHcairq0PHjh1hMHj2V5GS1QaFhYXIzs5u72EQBEEQBEEQBBEgXLhwAVlZWR7fJyWrDWJjYwHwgoyLi2vXsVitVqxduxbjx4+H2Wxu17EQwQHNGUItNGcItdCcIdRCc4ZQSyDNmdraWmRnZ4s6gidIyWoDIUQwLi4uIJSsqKgoxMXFtfsEI4IDmjOEWmjOEGqhOUOoheYMoZZAnDNtpRFR4QuCIAiCIAiCIAgdISWLIAiCIAiCIAhCR0jJIgiCIAiCIAiC0BHKySIIgiAIgiAIneE4DjabDXa7vb2HEvRYrVaYTCY0Nzf7XZ5GoxEmk0lz6yZSsgiCIAiCIAhCRywWC4qKitDY2NjeQwkJOI5Deno6Lly4cEn61kZFRSEjIwNhYWE+H4OULIIgCIIgCILQCZZlcfbsWRiNRnTs2BFhYWGXRDEIZViWRX19PWJiYlptAKwVjuNgsVhQVlaGs2fPokePHj6fj5QsgiAIgiAIgtAJi8UClmWRnZ2NqKio9h5OSMCyLCwWCyIiIvyqZAFAZGQkzGYzzp8/L57TF6jwBUEQBEEQBEHojL+VAcJ/6PHb0a9PEARBEARBEAShI6RkEQRBEARBEARB6AgpWQRBEARBEARBBAU5OTlYvHhxew+jTYJOyVq6dClycnIQERGBYcOGYefOnR73Xb58OYYMGYKEhARER0djwIAB+PTTTy/haAmCIAiCIAiCuNwIKiXrq6++wvz587Fw4ULs3bsXV111FSZMmIDS0lLF/ZOSkvDEE09g27ZtOHjwIGbPno3Zs2djzZo1l3jkBEEQBEEQBKESux3YtAn44gv+f2psHDQElZL15ptvYs6cOZg9ezb69u2L9957D1FRUfjwww8V9x8zZgxuueUW9OnTB926dcO8efPQv39/bN68+RKPnCCCk2d/OIoXVhxt72EQBEEQxOXH8uVATg5w3XXAnXfy/+fk8Nv9xJgxYzB37lzMnTsX8fHxSE5OxlNPPQWO49r8bE5ODp577jnMmDED0dHRyMzMxNKlS2X7VFdX45577kFKSgri4uIwduxYHDhwQHz/9OnTuPnmm5GWloaYmBhcffXV+Omnn1o97wcffICEhASsX78eALBs2TL069cPkZGR6NChA8aNG4eGhgYfpKGNoOmTZbFYsGfPHixYsEDcZjAYMG7cOGzbtq3Nz3Mchw0bNuDEiRN45ZVXPO7X0tKClpYW8XVtbS0AwGq1wmq1avgG2hHO397jIIIHLXOmssGCD7ecBQD8MTcHcZFmXcdGBCaBfJ/hOA7nKxvRKTEKBgM19gwUAnnOEIFJqM8Zq9UKjuPAsixYlvXtIMuXg7ntNoDjIL3bcQUFwPTp4L7+Gpg2TZfxuvLJJ5/g7rvvxvbt27F792788Y9/RFZWFubMmdPmZ1977TUsWLAACxcuxNq1azFv3jx0794dN9xwAwBg+vTpiIyMxIoVKxAfH4/3338f119/PY4fP46kpCTU1tZi4sSJeO655xAeHo5PP/0UU6ZMwdGjR5GYmCgqe4J8X3vtNbz22mtYvXo1hg4dioKCAsyYMQOvvPIKpk6dirq6OmzevBl2u13Vb8GyLDiOg9VqhdFolL3n7bxlOG9U0wCgsLAQmZmZ2Lp1K0aMGCFuf+yxx/Dzzz9jx44dip+rqalBZmYmWlpaYDQa8fe//x133323x/M888wzWLRokdv2zz//nBrKEZcV1S3Awr28HebZwTbEh7XzgIjLno2FDL49b8T4TBY3dvJx4UIQBOFnTCYT0tPTkZ2djbAwHx6edjvi+vcHU1gIJXMSxzDgOnZE7YEDgIsCoJXf/OY3KC8vx7Zt28Aw/NmfeeYZrF69Gtu3b2/1s/3790fPnj2xbNkycdvdd9+Nuro6fPPNN9i2bRtuv/12nDx5EuHh4eI+gwYNwsMPP4xZs2YpHnfEiBGYPXs27r33XvE8999/P4qLi/H1119j+fLl6NOnDwDgwIEDGDNmDA4cOIBOnTr5LAeLxYILFy6guLgYNptN9l5jYyPuvPNO1NTUIC4uzuMxgsaT5SuxsbHYv38/6uvrsX79esyfPx9du3bFmDFjFPdfsGAB5s+fL76ura1FdnY2xo8f36ogLwVWqxXr1q3DDTfcALOZvApE22iZM+crGoG9fGjtiNzRyOkQ7Y8hEgFGIN9nXnj1ZwAtWFtgwNI/Tmzv4RAOAnnOEIFJqM+Z5uZmXLhwATExMYiIiFB/gE2bYCgs9Pg2w3FgCgoQd+AA4GE96ysmkwkjRoxAfHy8uG306NFYunQpoqOj3bw6UgwGA3Jzc2Xr5VGjRmHJkiWIi4vD6dOn0dDQgG7dusk+19TUhMLCQsTFxaG+vh6LFi3CypUrUVRUBJvNhqamJrH+QmxsLAwGA/7+97+joaEBO3fuRNeuXcVjXXPNNbj++usxcuRIjB8/HjfccAOmT5+OxMREVXJobm5GZGQkRo0a5fYbClFubRE0SlZycjKMRiNKSkpk20tKSpCenu7xcwaDAd27dwcADBgwAMeOHcNLL73kUckKDw+XadcCZrM5YG4EgTQWIjjwZc5YOaf9zMYZaM5dZgTifaa0zhnKHWhjIwJzzhCBTajOGbvdDoZhYDAYYDD4UP7AZa3rCUNJCeDL8dtAGLt4Hsff3nwf188K3jCDwYCGhgZkZGRg06ZNbp9LSEiAwWDAY489hnXr1uH1119H9+7dERkZienTp4shesLxcnNzsWLFCixbtgx//etfZWNdt24dtm7dirVr12Lp0qV46qmnsGPHDnTp0sVrGRgMBjAMozhHvZ2zQVP4IiwsDIMHDxaT2gA+XnL9+vWy8MG2YFlWlnNFEIQydpZT/JsgCIIgCD+SkaHvfipxTcHZvn07evTo0aoXS7qv62shlG/QoEEoLi6GyWRC9+7dZf+Sk5MBAFu2bMGsWbNwyy23oF+/fkhPT8e5c+fczjN06FCsWrUKL774Il5//XXZewzD4Nprr8WiRYuwb98+hIWF4X//+58aEehC0HiyAGD+/PmYOXMmhgwZgqFDh2Lx4sVoaGjA7NmzAQB33XUXMjMz8dJLLwEAXnrpJQwZMgTdunVDS0sLVq5ciU8//RTvvvtue34NgggKWEm6JhscqZsEQRAEEfzk5gJZWUBBAaD0/GUY/v3cXL+cPj8/H/Pnz8d9992HvXv34u2338Ybb7zh1We3bNmCV199FVOnTsW6devwzTffYMWKFQCAcePGYcSIEZg6dSpeffVV9OzZE4WFhVixYgVuueUWDBkyBD169MDy5csxZcoUMAyDp556ymPBimuuuQYrV67EpEmTYDKZ8Mgjj2DHjh1Yv349xo8fj9TUVOzYsQNlZWWioncpCSol6/bbb0dZWRmefvppFBcXY8CAAVi9ejXS0tIA8JNC6qJsaGjAAw88gIsXLyIyMhK9e/fGf/7zH9x+++3t9RUIImiQOq/Ik0UQBEEQlwijEViyBJg+nVeopIqWI1wOixfrXvRC4K677kJTUxOGDh0Ko9GIefPmiUUn2uLPf/4zdu/ejUWLFiEuLg5vvvkmJkyY4Bg6g5UrV+KJJ57A7NmzUVZWhvT0dIwaNUpcy7/55pu4++67cc011yA5ORmPP/54qzlQI0eOxIoVKzB58mQYjUaMGzcOv/zyCxYvXoza2lp07twZb7zxBiZNmqRdMCoJKiULgFi7XwnXGM/nn38ezz///CUYFUGEHnJPVjsOhCAIgiAuN6ZNA5YtA+bNAy5edG7PyuIVLD+Vbwf4nKPFixf7FPkVFxeHr7/+2uP7sbGx+Nvf/oa//e1viu/n5ORgw4YNsm0PPvggWJYVlS3X8MFRo0ahvr5efL169WrV4/YHQadkEQRxaeAoXJAgCIIg2o9p04Cbbwby8oCiIj4HKzfXbx4sQl9IySIIQhEKFyQIgiCIdsZo1L1Muy/k5eW1GnIn9SQRPKRkEQShCCtRrFhSsgiCIAgi5FEqrw4AQ4YMwf79+1v9rFIVwMsZUrIIglBE5smicEGCIAiCuGyJjIwU+84S3hE0fbIIgri0SHOyKFyQIAiCIAjCe0jJIghCEaleRYUvCIIgCIIgvIeULIIgFJGVcFfuA0gQBEEQBEEoQEoWQRCKSJUsyskiCIJwx2Jjse10BVps9vYeCkEQAQYpWQRBKCJVq6i6IEEQhDsvrDiKGf/cjme+P9reQyEIIsAgJYsgCEU48mQRBEG0yifbzgMAvtiZ384jIQgi0CAliyAIRaR5WFRd0Ddqmqw4VVrX3sMgCIIgiMsChmHw7bfftvcwAFCfLIIgPCArfEGeLJ+47vVNqGywYNW8XPTJiGvv4RAEQRBBhp21Iy8/D0V1RciIzUBup1wYDcb2HhbhBeTJIghCEVkJd6ou6BOVDRYAwIbjpe08EoIgCCLYWH5sOXKW5OC6T67DncvvxHWfXIecJTlYfmy53845ZswYzJ07F3PnzkV8fDySk5Px1FNPyVIIPFFVVYW77roLiYmJiIqKwqRJk3Dy5Enx/Y8//hgJCQlYs2YN+vTpg5iYGEycOBFFRUXiPps2bcLQoUMRHR2NhIQEXHvttTh//rz4/nfffYdBgwYhIiICXbt2xaJFi2Cz2QAAOTk5AIBbbrkFDMOIrw8cOIDrrrsOsbGxiIuLw+DBg7F7924dpNU6pGQRBKEI5WTph9VOWqoeMEx7j4AgCOLSsPzYckz/ejou1l6UbS+oLcD0r6f7VdH65JNPYDKZsHPnTixZsgRvvvkmPvjggzY/N2vWLOzevRvff/89tm3bBo7jMHnyZFitVnGfxsZGvP766/j000/xyy+/ID8/H3/5y18AADabDVOnTsXo0aNx8OBBbNu2Dffeey8Yx81/69atmDVrFubNm4ejR4/iH//4Bz7++GO88MILAIBdu3YBAD766CMUFRWJr//v//4PWVlZ2LVrF/bs2YO//vWvMJvNuspMCQoXJAhCEbkni5QsLZD4CIIgCG+xs3bMWz0PHNwfHhw4MGDwyOpHcHOvm/0SOpidnY233noLDMOgV69eOHToEN566y3MmTPH42dOnjyJ77//Hlu2bME111wDAPjss8+QnZ2Nb7/9Fr/97W8BAFarFe+99x66desGAJg7dy6effZZAEBtbS1qamrwm9/8Rny/T58+AACWZfHqq6/i8ccfx8yZMwEAXbt2xXPPPYfHHnsMCxcuREpKCgAgISEB6enp4tjy8/Px6KOPonfv3gCAHj166Car1iBPFkEQilCfLP0IM5ILhiAIgvCOvPw8Nw+WFA4cLtReQF5+nl/OP3z4cNF7BAAjRozAyZMnYbd77gd37NgxmEwmDBs2TNzWoUMH9OrVC8eOHRO3RUVFiQoUAGRkZKC0lA+pT0pKwqxZszBhwgRMmTIFS5YskYUSHj58GM899xxiYmLEf3PmzEFRUREaGxs9jm3+/Pm45557MG7cOLz88ss4ffq0OoH4CClZBEEoIit8Qa4Y1UjDLRmKc9MFkiJBEJcDRXVFbe+kYr9AwjVMj2EY2fPyo48+wrZt23DNNdfgq6++Qs+ePbF9+3YAQENDA5555hns379f/Hfo0CGcPHkSERERHs/5zDPP4MiRI7jxxhuxYcMG9O3bF//73//88wUlkJJFEIQiUucVlXBXD4mMIAiC8IWM2Axd91PLjh07ZK+3b9+OHj16wGj0HJrYp08f2Gw22WcrKipw4sQJ9O3bV9X5Bw4ciAULFmDr1q248sor8fnnnwMA+vfvjxMnTqB79+5u/wwGXqUxm82KHreePXviT3/6E9auXYtp06bho48+UjUmXyAliyAIReThgu04kCCFI0+g7pBHkCCIy4HcTrnIissC48F/z4BBdlw2cjvl+uX8+fn5mD9/Pk6cOIEvvvgCb7/9NubNm9fqZ3r06IGbb74Zc+bMwebNm3HgwAH87ne/Q2ZmJm6++Wavznv27FksWLAA27Ztw/nz57F27VqcPHlSzMt67LHH8Omnn2LRokU4cuQIjh07hi+//BJPPvmkeIycnBysX78excXFqKqqQlNTE+bOnYtNmzbh/Pnz2LJlC3bt2iUe05+QkkUQhCJSvcCb0q2EHJn82m8YBEEQRJBhNBixZOISAHBTtITXiycu9lu/rLvuugtNTU0YOnQoHnzwQcybNw/33ntvm5/76KOPMHjwYPzmN7/BiBEjwHEcVq5c6XUlv6ioKBw/fhy33norevbsiXvvvRcPPvgg7rvvPgDA9ddfj++//x5r167F1VdfjeHDh+Ott95C586dxWO88cYbWLduHbKzszFw4EAYjUZUVFTgrrvuQs+ePXHbbbdh0qRJWLRokW/CUQFVFyQIQhGZJ4s8MaqRyo90VCKQaLbaEWGmZqYEEchM6zMNy25bhnmr58mKYGTFZWHxxMWY1mea385tNpuxePFivPvuu6o+l5iYiH//+98e3581axZmzZol2zZ16lTRkJuWluYxV4p1NOycMGECJk2a5PEcU6ZMwZQpU2TbvvjiC2+GrzukZBEEoYjUe0U6gno4mSeLJKgHFCyoneV7L+LRZQfx5m1X4eYBme09HIIgWmFan2m4udfNyMvPQ1FdETJiM5DbKVfRg1XVaEFVgwWdkqJgMlKgWiBAShZBEIrI+mSRK0Y15MkiApH5Xx8AADzy1X5SsggiCDAajBiTM6bN/S5U8iXMS2pbkJkYqfs48vLyWvUg1dfX637OYIeULIIgFCElQRsseQJ1h+pe6IfJQMIkiFDE5gir85VNmzYpbh8yZAj279+v6diXG6RkEQShCBW+0IYsjY3kRwQYlGZJEIQaIiMj0b179/YeRlBBQZsEQSjCkSdLE7IS7iQ/XZBW2SLFXxskP4IgCP9CShZBEIpIezvRckw9VPjCv5Diqg0Snz5QCCtBEJ4gJYsgCEWkizAqfKEeymnzLzQntUHi0wfSsYhAg+Zk4EBKFkEQishzstpvHMGKVH52EqA+SFYP1LtNG1T3Qh8YcmURgQbNyYCBlCwiZGFZDp9uO4e9+VXtPZSghPpkaUOWk0UKgS5Ilw6kt2rDSFqWLpAUiUCD5mTgQEoWEbJ8su0cnvruCGZ/tKu9hxKUyMPdaEWrFpknS1tFXUIBChckAgFyGhCBRqDPyW+//Rbdu3eH0WjEI4884nFbKEBKFhGyHCmsBQDUNFnbeSTBCYULaoOVVRckAeoNyVQbDNm7dYHCBYlAQGoIDfQZed9992H69Om4cOECnnvuOY/btDBmzJiAUNaoTxZBEIqQkqANqcwof0h/NPbbvOyhipf6EOgLWiL4sduBvDygqAjIyABycwGjUb6P7BEdwIp/fX09SktLMWHCBHTs2NHjtlCBPFkEQSgiL0FOqEUqP1JS9UG6diCZaoPEpw8BvJ4lQoDly4GcHOC664A77+T/z8nht0vR83IeM2YM5s6di7lz5yI+Ph7Jycl46qmnvEobqKqqwl133YXExERERUVh0qRJOHnyJABg06ZNiI2NBQCMHTsWDMN43Hb+/HlMmTIFiYmJiI6OxhVXXIGVK1eK5zl8+DAmTZqEmJgYpKWl4fe//z3Ky8sBALNmzcLPP/+MJUuWgGEYMAyDc+fOoaqqCv/3f/+HlJQUREZGokePHvjoo490lJw7pGQRIQs9+7Qh65NFCzLVkJKlP6T4E4EGhV0S/mL5cmD6dODiRfn2ggJ+u6uipSeffPIJTCYTdu7ciSVLluDNN9/EBx980ObnZs2ahd27d+P777/Htm3bwHEcJk+eDKvVimuuuQYnTpwAAPz3v/9FUVGRx20PPvggWlpa8Msvv+DQoUN45ZVXEBMTAwCorq7G2LFjMXDgQOzevRurV69GSUkJbrvtNgDAkiVLMGLECMyZMwdFRUUoKipCdnY2nnrqKRw9ehSrVq3CsWPH8O677yI5OdlPEuShcEGCIBSR52TRklYtFC7oX2hOaoOkRxCBi90OzJunbODkON6D+sgjwM03C6GD+l7R2dnZeOutt8AwDHr16oVDhw7hrbfewpw5czx+5uTJk/j++++xZcsWXHPNNQCAzz77DNnZ2fj222/x29/+FqmpqQCApKQkpKenA4Ditvz8fNx6663o168fAKBr165gWRa1tbVYunQpBg4ciBdffFE894cffojs7Gz8+uuv6NmzJ8LCwhAVFSUeTzjmwIEDMWTIEABATk6OTtLyDHmyCIJQhKUS7pqQK1ntOJAQQt4gu92GQRAE4Vfy8tw9WFI4Drhwgd9PeO18U/v5hw8fLivqMmLECJw8eRJ2u93jZ44dOwaTyYRhw4aJ2zp06IBevXrh2LFjqs7/8MMP4/nnn8e1116LhQsX4uDBg+J7Bw4cwMaNGxETEyP+6927NwDg9OnTHo95//3348svv8SAAQPw2GOPYevWrarG5AukZBEhC63BtEF9nrTBUrig7sh7t5FMCYIITYqKtOwX/PfGe+65B2fOnMHvf/97HDp0CEOGDME777wDgC+UMWXKFOzfv1/27+TJkxg1apTHY06aNAnnz5/Hn/70JxQWFuL666/HX/7yF79+D1KyiJBF3rg0+G86lxqW8l80wVG4oO7oba29nKF7IkEELhkZ+u6nlh07dsheb9++HT169IDRtayhhD59+sBms8k+W1FRgRMnTqBv376qx5CdnY0//vGPWL58Of785z+LOWGDBg3CkSNHkJOTg+7du8v+RUdHAwDCwsIUvW4pKSmYOXMm/vOf/2Dx4sV4//33VY9LDaRkEZcFtMZVj7wZcTsOJEghT5b+UAirfpD89IE8qoQ/yM0FsrI8V69kGCA7m98PkF/PeszI/Px8zJ8/HydOnMAXX3yBt99+G/PmzWv1Mz169MDNN9+MOXPmYPPmzThw4AB+97vfITMzEzfffLOq8z/yyCNYs2YNzp49i71792Ljxo1iSOADDzyAyspKzJgxA7t27cLp06exZs0azJ49W1SscnJysGPHDpw7dw7l5eVgWRZPP/00vvvuO5w6dQpHjhzBjz/+iD59+vgmIC8hJYu4LKBFrnpISdCGdPFF0tMHmpNEIEPeQUIvjEZgyRL+b1dFS3i9eLF7vyy9uOuuu9DU1IShQ4fiwQcfxLx583Dvvfe2+bmPPvoIgwcPxm9+8xuMGDECHMdh5cqVMJvNqs5vt9vx4IMPok+fPpg4cSJ69uyJpUuXAgA6duyILVu2wG63Y/z48ejXrx8eeeQRJCQkwGDg1Zq//OUvMBqN6Nu3L1JSUpCfn4+wsDAsWLAA/fv3x6hRo2A0GvHll1+qF44KqLogEbJIb0x2loPZTzejUIUWDNqQNsslWWrHVYYkUiIQkLUV4KhvFqEf06YBy5bxVQalRTCysngFa9o05c/pcW80m81YvHgx3n33XVWfS0xMxL///W+P7yckJLjdy5W2vf32226fFaoLArzXbHkrNex79uyJbdu2ybY9+eSTePLJJ9v8DnpCShZxWUALMvXIwwVJgGqhcEt9cZUhiVQbNCf1h0RK6M20aXyZ9rw8vshFRgYfIujmwaLJF5CQkkWELNImkRRapB55aFb7jSNYcbVwE9pwvYZJ8ScCDZbjYKTmxITOGI3AmDGt73Mp7oZ5eXmYNGmSx/fr6+svwSiCC1KyiMsCOy3IVCMvMkDyU4tUfqTka8dV0SeREoGArOAAzUmi3dAvB3jTpk2K24cMGYL9+/drPPrlBSlZRMgijY3nqBmsajjyZGmCKuHpi7snq50GQhAeIGMUERD46eYYGRmJ7t27++XYoQpVFyQuC8iTpR7KKdKGrM8YCVAz7jlZJFMiAKCwYE28vfE03tlwsr2H4Tcu1b2fWgjqjx6/HXmyiMsCCtdSj1xkJD/1kJKqJ65KFcmUCDRoTqqjwQr8bdtpAMBd1+QgLkJdme9ARihZ3tjYiMjISP+fkOae7jQ2NgKA6vLzUkjJIkIWWbgbxbupRpZTROGWqpF5stpvGCGD6yVMhhMi0KA5qQ67RFwNLbaQUrKMRiMSEhJQWloKAIiKigLjx/r+FqsdnM0CALBZWDQ3h17PGpZlYbFY0NzcLPbD8gccx6GxsRGlpaVISEiAUUMzMlKyiJBFXnigHQcSpMiVBBKgWqSKPS2+tOOWk9VO4yAIT9CcVIdVYryra7YhI779xuIP0tPTAUBUtPyJ1c6itLYFAFBnNsBSHe73c15qOI5DU1MTIiMj/aqwCiQkJIi/oa+QkkWELFIlgXKy1MORkqoJeU5W+40jVHAtXkMyJQIBqQGKjCnqkCpZVnvohUswDIOMjAykpqbCarX69VznyhvwzHe7AABDuyThpWm9/Xq+9sBqteKXX37BqFGjNIXweYPZbNbkwRIgJYsIWWRKAmkJqqHCF9qQK6kkQK2452SRTInAgqakOmyykP72G4e/MRqNuizYW8NgtqKgzg4AqGwGIiIi/Hq+9sBoNMJmsyEiIsLvSpZeUHVBImShPkXaoHBBbZBery9ufbLaZxgEIUPedJxmpRrkbUJIdlqg9U5gQkoWEbKwnPLfhHeQJ0sbJD99oT5ZRCBCzYh9R+q8opB+bUg9gaRkBQ6kZBEhi/RGYyctSzVkodWGVGL00NOOe+ELkikRWNB1rg6qAKwftN4JTEjJIkIWuYWRbjpqoeqM2iBPls64lnAP4RwOIjihy9x3SDHQhjz0sv3GQcghJYsIWaSKFYUiqIf6PGmDCl/oi3tOFslULWRs0h8ypviOVFz0jNaG7H5IogwYSMkiQhZZjDJZvVUjXzzQXVst0jlH0tMO5WRphyzc+sJxHIVVa0CWN03PaE1QoarAhJQsImShajva4MhCqwnZnCP5aYauYe2QDPXFVZwkXXWQJ0s/KLw/MCEliwhZ5NUF6a6jFrknhuSnFpp/+uIqQpKpekhm+uIqT5KvOjiOEf+mwhfa4CjyJCAhJYsIWTiy7GiCcg20IXvoteM4QgU3rwEJVTUkM31xyxMk+apC5smih7QmqPBFYEJKFhGyUElTbZAnRhskP31xL+FOqIWmob64evjpOleHVFwULqgNKlQVmJCSRYQsspsO3cBVQzlZ2pAuwEh+2nEvfEFCVQspAfpC3lVtyHoJkiFUE/IcYJJloEBKFhGykCdLG5RIqw2yLOqL6xykOakeUrL0hSpeaoM8WfpBz+vAJOiUrKVLlyInJwcREREYNmwYdu7c6XHff/7zn8jNzUViYiISExMxbty4VvcnQhe66ahHLjMSoFooEVlvXGVIMlUL3Qf1hXq3aUNatZ0ModqQF7MlWQYKQaVkffXVV5g/fz4WLlyIvXv34qqrrsKECRNQWlqquP+mTZswY8YMbNy4Edu2bUN2djbGjx+PgoKCSzxyoj2gEu7aoMIX2iD56QsVGdABkpmukCdLG7JwQRKeJihaMDAJKiXrzTffxJw5czB79mz07dsX7733HqKiovDhhx8q7v/ZZ5/hgQcewIABA9C7d2988MEHYFkW69evv8QjJ9oDWTNiuutoguSnHpp/+kKFL7RDeW36wrk00KXrXB2ycEFqRqwJChcMTEztPQBvsVgs2LNnDxYsWCBuMxgMGDduHLZt2+bVMRobG2G1WpGUlORxn5aWFrS0tIiva2trAQBWqxVWq9XH0euDcP72HkewYJescq0222UpNy1zxi556rEsd1nKTwtWm038O5jkF6j3GYvFJn8dAPfkYKPFRV4WixUGA+Nhb+8J1Dnjbywu39dqvTyfM77gKicLyU4T0ucNx7IhKctAus94O4agUbLKy8tht9uRlpYm256Wlobjx497dYzHH38cHTt2xLhx4zzu89JLL2HRokVu29euXYuoqCh1g/YT69ata+8hBAUVFUYA/AJi585dqPv18jXv+DJnysoNEJzdJaWlWLlypc6jCm0OlDIAjAB4Y02wyS/Q7jMXGwDpI2v7tu0oP9puwwlKai2AVIYrVq2CUbuOJRJoc8bf1FsBqTw3/fwzjgfGMiEoYCXNiA8cPIjokgPtOJrg5kiV83lTU1cXdM8bNQTCfaaxsdGr/YJGydLKyy+/jC+//BKbNm1CRESEx/0WLFiA+fPni69ra2vFXK64uLhLMVSPWK1WrFu3DjfccAPMZnO7jiUY+HfBTqCuGgAwZMgQjO6Z0r4Dage0zJnPinYBtVUAgOSUFEyePNgfQwxZGvZcxBeneS0gJjYWkydf084j8o5Avc8cKazFawe3i6+HDR+OYV08RyUQ7pTWteCpPT+LrydOnAizUXvWQKDOGX9TUd+CJ3Y75Zk7ahR6pMa044iCB6vViv1f/iS+7nvFlZg8NLsdRxTcRJ4ow/vH9wEAYmJiMHnyte08Iv0JpPuMEOXWFkGjZCUnJ8NoNKKkpES2vaSkBOnp6a1+9vXXX8fLL7+Mn376Cf3792913/DwcISHh7ttN5vN7f6jCgTSWAIZqd/KaDRd1jLzbc44rYwMw1zW8vMFxmCUvgo6+QXafcZgNLq9DqTxBQMmk93ltRlmk36p2YE2Z/yNwUWel/tzRi3SZzRjMJDsNGAI8ueNGgLhPuPt+YOm8EVYWBgGDx4sK1ohFLEYMWKEx8+9+uqreO6557B69WoMGTLkUgyVCBDkfYou31BBX6HqjNog+ekLVRfUjnvxEBKiFtyaEZM8VSEvfEGy0wI9bwKToPFkAcD8+fMxc+ZMDBkyBEOHDsXixYvR0NCA2bNnAwDuuusuZGZm4qWXXgIAvPLKK3j66afx+eefIycnB8XFxQB4V2pMDLn0Qx1p5SyWKhephkqQa4OaEesLlcvWDimq+uIqP3rOqEMqPlKytEHPm8AkqJSs22+/HWVlZXj66adRXFyMAQMGYPXq1WIxjPz8fBgMTufcu+++C4vFgunTp8uOs3DhQjzzzDOXcuhEO8B5+JvwDtlNmwSoGmpGrC/kNdAOy5KiqifkGdSGVHzkfdGG7BlDogwYgkrJAoC5c+di7ty5iu9t2rRJ9vrcuXP+HxARsLC0yNUER+EHmpAuaEl82nG9hkmm6iFFVV/Iu6oNeTPidhtGSECNnQOToMnJIgi1yJvBtt84ghUKP9AGyU9fXK9hWkiox1WpIhFqw01pJXmqQuZ8IdlpQmZUbsdxEHJIySJCFvkijG47aiFPoDbIsqgv7qFZhFpIUdUXChfUhjSFjWSnDQrvD0xIySJCFrKSaYNu2tqQ52S140BCBDcZkkxVQ4qqvrgrre0zjmCFntH6QeH9gQkpWUTIIi9p2o4DCVI4Cj/QhDx8gySoFbecLJKpaiivTV/c5UkC9RWSnTZIYQ1MSMkiQhZa5GqD+m5oQ6rYU2ln7bh5DUimqnEzNtFlrQnyZGmDCl/oBz2jAxNSsoiQhSw72qBwQW3QQ09fKNRNO259nWiOasLd+0LyVAM9Y/RDZtQjYQYMpGQRIQt5YrRBhS+0QT1g9MVtOUsyVQ0pqvpCnixtyEtTkfC0IH9et+NACBmkZBEhC91ntEG9DbVBfbL0hRQE7bj3dSIpaoH6ZGlDbohqv3GEAlT4IjAhJYsIWciTpQ2yjGmDrLT6QkUGtOPejJjQgutzhZ4z6pBJi2SnCTKKBiakZBEhizQxnu7f6iElVRtU3VJfXAtd0JRUDykF+kLNiLVBhS/0g/LbAhNSsoiQhfoUaYMKh2iDHnr6QuGC2qE6Dfri7hkkgapB7n0h2WmBcqgDE1KyiJCFqu1og8IPtMHRQ09X3AtftMswghpSVPWFcrK0IQupJtlpgvpaBiakZBEhC0s3HU2QZUwbNP/0xXUOkuFEPa4hWSRCbZCSpQ0qfKEfcoWVhBkokJJFhCyymzbdc1RDhS+0IQ8XJAFqxU1BaJ9hBDWkqOqLewl3kqcapGmWFC6oDWk1W1JYAwdSsoiQhUqaaoPCLbVBhS/0hcqPa4cUVX1xq3jZTuMIVijvVz/IqBeYkJJFhCzkyNIGxXhrg6OHnq6QCLVDZfD1xVV6ZIzyHZqL2qDIk8CElCwiZKGbjjbIMqYNqm6pL1R+XDuUk6UvLLkGNUEl3PWDClUFJqRkESGLPEaZbjtqISVVGyw99HSFehJpx92T1U4DCREoJ0sb1OZCP6Q5bWQUDRxIySJCFrLsaEOqpJL81EPVGfWFKrlpx93xQkLUAimt2uDASP4m4WlBnkPdfuMg5JCSRYQsskUZPf1UIy+vS/JTC5Un1hf3xq+EWkhR1RfyZGmDHtH6IW8ZQsIMFEjJIkIWsuxog8IFtUEPPX2hnCztuEqMJKgNau6sDertpB+ksAYmpGQRIQuFa2lDnlNE8lMLlXDXF7dLmGSqGiqDry9uU5LEqQry9usHFVoKTEjJIkIWysnShkxJYFvZkVCEmmHri7vXgISqFvdmxO00kBCBlFZtyG+RJDstkFE0MCEliwhZyJOgDVovaIOjh56uUPlx7bgbS0iIWqBmxNqgEDf9oPD+wISULCJkoXhvbVC4pTY4UvJ1xVVRJZmqhwpf6Iur0kp5guqQio+uZ23Ic9BJmIECKVlEyEI3Gm2QJ1AbpKTqC5Uf1w6ltekLKa3aID+gfshystpxHIQcUrKIkITjOCpBrhGK8dYGVbfUF+pJpB33nCwSohZcpUfyVIn0Hkl5v5qg0MvAhJQsIiRx66lDNx1V0IJWO7Tg0heWJbu3ViivTV/IQ60NKnyhH1SEJTAhJYsISah/iTbcm2y2zziCGXdFn4SoBfdy2SRPtVB4m75QM2JtkPdFP8iAEpiQkkWEJPTw04a7vEh+anFvnttOAwkRaBGhHcpr0xdSWrVBhS/0g0KBAxNSsoiQhB5+2qBwS+2QJ0tf3ENYSZ5qoTBgfSHFXxsULqgfZBYNTEjJIkISWuBqg8IttUOeLH2hOakdMp7oC3kPtEHhgvrhlrNK8gwISMkiQhLyZGnDVV60eFCP24KW1AJNuM/J9hlHMOOuqJIQteB+jRNqkHmy6BmjCUqRCExIySJCEnKda4OUVO2QDPXFPTSLBKoWCm/TF6ropg15m5X2G0coQEpVYEJKFhGSuIdq0Q1IDbR40A4pWfpC17B26L6oL1SFVRuch78J9VC+ZWBCShYRknAujQ3phqMO9ypkhFqokpu+0CJCB+i61hUypGhDnpNFwtOCq/TIgBIYkJJFhCSUJK8NWtBqxz0pvp0GEiJQzoF2SCnQF7f7JD1pVCG1hdJc1AateQITUrKIkITC3bRB+S/aoQqX+kJFBrTjruiTFLVAOW7akHmyaC5qgoxQgQkpWURIQg8/bZBVTDskQ30hL4x2qK2AvpAhRT9Ytu19CM9Q9ElgQkoWEZJQGIc2KEFeO26KPi0iNEHXtHZoIaYvZEjRhrzwBUlPC27XMokzICAliwhJqOqTNqhpqXZIUdUX8k5rx20dRkLUBCmt2qBmxPpBz5vAhJQsIiSh0CJtkIVWO5RDpC+ulm5SENTDsnRd6wnlwWhD6twnQ6g2qCJwYEJKFhGSuHvO6ZajBrcHHolPNVR8RV/Ik6UdUgr0hYx52pDLi4SnBXreBCakZBEhiZvFlu43qnCVHy3G1EPeQH0heWrH7TomIWqClFZtSKVFnixtuE49kmdgQEoWEZJQ1Sdt0FpMO+R50Rf3RQQJVC10XesLPVe0ISt8QbLUBBUGCkxIySJCEgrj0AaFHugAKfq6QkUGtOOe19ZOAwkRqECQNuR9sggtkFEvMCEliwhJqB+MNig0SzskQ32hxG7tuMuQpKgFquimDQoX1A8yLAcmpGQRIQktJrRBVjHt0ENPX9zziUigaiHjk76Q4q8NeQl3kp4W3EOBSZ6BAClZREhCoUXaUHrg0UNQHaTo6wsldmuHclX1hQwp2pCWcCfZacP1+UL3x8CAlCwiJHH3xNAdRw2CtBhGso1EqArXOUcPPW24h1+SQNVCfbL8C4UL+g5dz9pgWflrWvMEBqRkESGJW4J3O40jWLE7FmNGiZZFMlQHKfr6QtGC2nETGclQE65KK6EO6TXsqiQQ6iCvamBCShYRkrhbddpnHMGKcMM2GRm3bYR30ENPX6iQiHaoUIO+kCFFGxykRjySnRYojzowISWLCEloMaENQVwyTxaJUBXkedEXavyqHVqI6QsVEtGGvPBF+40jFKA+WYEJKVlESEJNN7UhLB4MBrI0+grlEOmLm5eAxKka94UYoQUqsKQNKnyhH67iI3kGBqRkESEJNdPVhpCTZTKQJ8tXyJOlL6RjaYfui/pC3lVtyJsRk+y0QNE7gQkpWURIQvkw2hAWD0aD8xZBMlQH5RDpCykI2qEy+PpCBZa0IZUXzUVtUM+2wISUrMuMopomzPtyHzadKG3vofgVyj3QhrCANUruEGRpVAdZFvVFuKaFNEFalKnHXWYkRC24yZOucVVQM2L9cA9dJXkGAqRkXWa8ufZXfLe/EPd9ugdWe+jWTHXvUUQ3HDU4wwXJk+UrFC6oL6Li79CySJ7qoRwifaHCF9rgPPxNqIeeN4EJKVmXGdvPVgAAWmwsjhTWtvNo/Ae5zrXhDBekEu6+4i4v/eT3v30XsXTjKTRabLodM9ARpCcUYyHPqnoohFVf3PMESaJqoHBB/aBrOzDxScmqrq7GBx98gAULFqCyshIAsHfvXhQUFOg6OEJfaputuFDZJL4+VVrfjqPxL2Sx1YYzXJCaEfuKvyKJNp4oxZ++OoDX1pzACyuO6XPQIIAlT5ZmqFCDvrg2IyZxqkMmLxKeJig8PTBRrWQdPHgQPXv2xCuvvILXX38d1dXVAIDly5djwYIFeo+P0JHz5Y2y16fLQlfJoiaR2rALJdydOhY9A1Xir1CiL3fmi3+vOFQkhnaGOq7eVbqm1UMhRfrirrS2zziCFfJk6QfloQcmqpWs+fPnY9asWTh58iQiIiLE7ZMnT8Yvv/yi6+AIfSmobpK9zq9o9LBn8EP9YLQh3LClOVkkRHWwLimPeoQSWWwstpyqEF9XN1pxrCh0w36lsC6KP01H9VBIkb64VxckiarBXyXcvz9QiN5PrcK7m07rdsxAh6J3AhPVStauXbtw3333uW3PzMxEcXGxLoMi/EOhi5JVWtfcTiPxP+TJ0garEC5I4Qfq8MdDb/+FatS32NAhOgxDuyQBAH4tqdN+4CDANYSVpqN6qAKZvvgx7fKywB/RghzH4YUVR9FsZfHK6uOXTd6qe3sGmoyBgGolKzw8HLW17pbTX3/9FSkpKboMivAPgpJ1VXYCAKC0rqUdR+NfqOqTNignSzv+yH85eLEaADC4cyJ6psUAAE6GcG6lFEF8Rip84TMUUqQvlAejDX+EC54srUdJrXNtc+hijT4HDnBo7gUmqpWsm266Cc8++yysVisAgGEY5Ofn4/HHH8ett96q+wBdWbp0KXJychAREYFhw4Zh586dHvc9cuQIbr31VuTk5IBhGCxevNjv4wtkCmt4JWugQ8kqqW0OWUsmhcVoQ6juL1OyQnSu+At/NMQWKoJemRmPLsm8khXKYb9SnOGCjON1e44mOHG/L5IQtUBN77Xhjz5Z289UyF6fq2jQ5biBDhlQAhPVStYbb7yB+vp6pKamoqmpCaNHj0b37t0RGxuLF154wR9jFPnqq68wf/58LFy4EHv37sVVV12FCRMmoLRUubFuY2Mjunbtipdffhnp6el+HVswUFjNhwcOcChZzVYWtc2h6Up3T/CmO44alMMF22s0wYk/5HWkkLfKXpkZh/Q4Pie2pDZ0w36luBe+aMfBBCn+qnh5uUKtQrQhTVvVay7uv1Ate32xqkl5xxCDeoMGJia1H4iPj8e6deuwefNmHDx4EPX19Rg0aBDGjRvnj/HJePPNNzFnzhzMnj0bAPDee+9hxYoV+PDDD/HXv/7Vbf+rr74aV199NQAovn+5UVzDL8ZykqMRG2FCXbMNpbXNiI80t/PI9IcsjNrgRK8BwDC8/MjqrRZ952CTxS62XbiyYzwuVPEerJIQzq2Uwrl4smhJqx5KjtcXWthqwx+FLw44lKyrcxKx61wVCi4XJauN10T7oFrJEhg5ciRGjhyp51haxWKxYM+ePbIy8QaDAePGjcO2bdt0O09LSwtaWpzxvEL+mdVqFUMk2wvh/L6Mw85yKKvnv1eHKCOSo8NQ12xDSU0jcpIi2vh08GG1yj10dpZt99+vPfB1zlgk8mPA37CtVttlKUNfcS2tbtF4D/m1uBYsByRGmZEYaURDM3/7LqltgcViAcMwbRzBO7TcZ/yJ3VGuUXCu2u2X5zWtBZtdXvLSatPnmg7UOeNv7C7ypDnpPVarVZ6TxXKaZVfXbMXpMj48cHzfVOw6V4XC6sbL4jexu5SzDYQ1q94E0n3G2zF4pWT97W9/8/rEDz/8sNf7qqG8vBx2ux1paWmy7WlpaTh+/Lhu53nppZewaNEit+1r165FVFSUbufRwrp161R/psYC2FkTGHDYlbcBsBgBMFi/eQcqjoWezeNQJQPAKL4uKirCypWXb7NstXNmbzkvv+rKCoBjADBYv3494sP8MryQpMVxjQls2bIFF2N9P97+Cv43iTNYsHLlSlhZADDBYmPx3x9WIcpnk5kyvtxn/ElJiQGAAc1NjQAYnM+/gJUrz7f3sIKK/HxehgIHDh5EZPEB3Y4faHPG35x3yNPAcGA5BmfPncPKlWfae1hBA8c5n9F19fVYuXKlpuOdqgUAExLDOFSePQrAiPPFlZqPGwxUV7s8b7ZuRaGG500gEwj3mcZG73KhvXosv/XWW7LXZWVlaGxsREJCAgCguroaUVFRSE1N9ZuSdalYsGAB5s+fL76ura1FdnY2xo8fj7i4uHYcGa85r1u3DjfccAPMZnUhfocLaoE925ESG4EpN47Giup9OHu8DF1798Pkq7P8NOL2w3S0BDjhXDykpqVj8uQB7TegdsLXOWM/WAScPISU5GSca6gCa+cw5rqxyIgPPa+nv3hq3wbA5vQIjrjmGjEf0hcu5p0Ffj2J/l0zMHlyfwDA0/vWo9Fix9CRY9ApSR8jkJb7jD9ZVrYHqK5AXGwMypobkJWdhcmTr2zvYQUVm5YfBsoKxdf9+vXH5MGZmo8bqHPG3/zskKfJaITFxqJz586YPLlPew8rKLBarVi4Z4P4Ojo6GpMna4uO+mLXBeDIMfTvnIIJY7rj3WPbYTOGY/LkMRpHG/i8e2Yr0OisNDtixDUY1Cmh/QbkBwLpPqNUZV0Jr5Sss2fPin9//vnn+Pvf/45//etf6NWrFwDgxIkTmDNnjmL/LL1ITk6G0WhESUmJbHtJSYmuRS3Cw8MRHh7utt1sNrf7jyrgy1gqGvnFXlpcBMxmMzrE8N+xtsUeMN9LTwwGo+w1wzAh+T29Re2cYRxNiI1GAxhHwKDJZLqsZagW1/QMg1Gb/C5W8+G+XZJjxOMkRJrRaLGj3sLp/tsE0j0PAJ8cCGeDbIYxBNb4ggDXkFKjUV8ZBtyc8TcOeRod/9OcVIc8J0v7M/psBZ9/1TM9FmkJvNGpqtEKk8mkWzh1wOJ2bRtDdi4Gwn3G2/Orri741FNP4e233xYVLADo1asX3nrrLTz55JNqD+c1YWFhGDx4MNavXy9uY1kW69evx4gRI/x23lBBSI5Pi+OVq8RoPu6rssHSbmPyJ1T1SRtCeDfDMGIEAslQHe5J8NokmF/J5xpkSzxW8VH8dVzd1P4x6v7GteIlFRlQj3vD0vYZR6jg2ruN5qQ65M2ItctOKAzUPTUGiY57o43lQraKshRqWxOYqI7iLyoqgs3mPmHtdrubl0lv5s+fj5kzZ2LIkCEYOnQoFi9ejIaGBrHa4F133YXMzEy89NJLAPhiGUePHhX/LigowP79+xETE4Pu3bv7dayBhtCcL9VR9lm4AVU1hqqS5VpFi245ahAXtE4di2SoEmnJcTvLaa7kJrRgyEp0KlmJUbw1rTpEr2MpQiERk5G0fl+hqqv6wkqqsAI0JdWidzNip5IViwizEdFhRjRY7KhqsIRkFWUprvJjyYISEKj2ZF1//fW47777sHfvXnHbnj17cP/99/u9jPvtt9+O119/HU8//TQGDBiA/fv3Y/Xq1WIxjPz8fBQVFYn7FxYWYuDAgRg4cCCKiorw+uuvY+DAgbjnnnv8Os5ApNTRSyctlleykgQlK2Q9WbSY0IIgLwPDiCWzSYbqEEoSC6FEWsVX4agOmhLrrD6SICpZl4Mni//foJM8L0fcPfwkRS24erLoHqkOPUu4N1psKHK0qemewjdqFyJ2KkJ0nSOFPFmBiWpP1ocffih6k4SYRJvNhgkTJuCDDz7QfYCuzJ07F3PnzlV8b9OmTbLXOTk5ZH13IDQsTY93CRcM0cWZWzPi9hlG0GJ3CJBhGDHUmy4ldYhKgQGAXZtl0Wp3Ng4XvNAAEB/pCBcM0etYinAvN4kLWpqQaiHjk744Q1h5ezXNSXXIwwW1HUvw9MeGmxDvMD4lRYfhYlVTyBqTpbiteWgqBgSqlayUlBSsXLkSv/76q1g6vXfv3ujZs6fugyP0o1gIFxQ8WdH8TShUbz6uiwmKlVeHc/EgCRckVVUVnBhyqd3zIoT1MgyQIFGyhHDBUA37lcK6eA0oGsYHyPikK05Plvw14R0yT5ZmJYsvetExIVLcJoQI1rVcPkYoT6+J9sHnzio9e/YkxSpI4DgOFyv5mv5ZifwNKPRzsuSv6X7jgt0O5OUBRUVARgaQmwsYnRUZpaFZQlUmWtSqw+nJ0h5KJBSoSYwKE5UMwLmIqLkMCl+45mTRdFQP5arqC+tmSCF5qkHPwhdFNbySlZHgbDMSF8HfH2ubLofCF/LXNBMDA9VK1t13393q+x9++KHPgyH8Q1WjFXUt/E1GqEyW5AgXrGu2wWpnYTaqTs8LaFxv2OTJkrB8OTBvHnDxonNbVhawZAkwbRoAZ2ibQRYuSDJUA+sa3qbhsVdZLyhZ8uRtQcmqvQyULGH+GRiq5OYrFC6oL6KSZSRDlC+wkr+1iq7AES4o9WTFRfJL3Mvh/kjXdmCiWsmqqqqSvbZarTh8+DCqq6sxduxY3QZG6Mf5Cr70c3pcBCLMvLciLsIMhuEvxOpGK1Ji3XuDBTN0g/HA8uXA9OnuAioo4LcvWwZMm+asmmVgJOGChLdwHCcJJRLyNXw/XqXD49whWn6dxglKVvPlsIjg/zf5qZTbxapGpMZGIMwUWgYnKe4efrqqtSCGsFJxIJ+Qykur0UQMF4xX8GRdBvdH9/YMNBkDAdVK1v/+9z+3bSzL4v7770e3bt10GRShL/mOUMFOHZylnw0GBvGRZlQ3WlHTZAk5JYusOgrY7bwHyyGM8qh4nE3MxJCCo2A4jk/4eeQR4OabJeGCzgamJEPvkS5m9cjXEMIFBQ+0gNOTFfrhMEK4oKC06rmI+HDzWTz741EM6ZyIr+8bIYZ4hhquxVfoktYGK85JKsbiC3oWvih2VBbMiJd6si6f+6NbTlY7jYOQo4vJzmAwYP78+Xjrrbf0OByhM+fKeSWrs6SJKQAkRApJ86Fn5XHrGUEPPz4HyxEiyAH4w60L8dvfvYrVPa/h3+c44MIFIC+PwgU1Ip1vJsGTpSVcUMjJclGyLidLrbQYC6Cf0s9xHP6+6RQAYPf5Kuy7UK3PgQMQ94JA7TSQEMEZEixc44Qa5CXctSGUae8Q47xHxkU4wgUvi/uj/DU9rwMD3eIiTp8+rdikmGh/zlfy4YKdO7goWVGhW/6ZPFkKSHrIFcUm40BHvnDN2h7D3fYT5Mcw1JfIF6Tzz7H+0rSgFZSsDq5KliPn4HIofCGIVA+lVcqvJfUor3cWANqXX9XK3sENLcT0xb24DclTDXoWvqhqcA+pvpzCqe2iEYoiTwIJ1eGC8+fPl73mOA5FRUVYsWIFZs6cqdvACP04X+HwZHWIlm13NjINvQqD7q5zuuMgI0P883SHLPHvwrgUt/2kuQZiThaJ0GtYSUa3M1/DdwFWtBEu2Gixh2QBGymsyyJCLy/MwYvVstfHi+v0OXAAQh59fXEtbkOeQXXoVcKd4zgxbzUx2lkc6HKqLihtGWIHR2ueAEG1krVv3z7Za4PBgJSUFLzxxhttVh4k2oez5bwnq0uyi5IVKShZoWflcQ8XbJ9xBBS5uXwVwYICFMUmi5vLohP5PxiGfz83F+wvZwG4hAvSTdtrpItZ0bKo4XhVCqEwABAT7ryF1zXb3JSwUMLusqDVS184VVYPAEiOCUd5fQtOldbrc+AARJCZUPSIdC5tCPIz6HCNX45wHv5WS6PFDouNt2xJ74FidcHLwJMl6yNop2s7UFCtZG3cuNEf4yD8RE2jVQw1clOyhHDBptDzZEmt3naWo6cfwPfBWrIEmD4dtREx4ubSmCSImtTixYDR6MzJMjgLX0i9M0TrKOVkaZmD0j5ZUkxGA2LCTahvsaGmyRrSSpbbglanVcRph1I1umcK/rv3ophAH4pI+zrZOI48WxoRi7FQ3qpPcHAWmNEyF4X7Y7jJgEizs9+j05N1OShZ/vH0E9pQHVsyduxYVFdXu22vra2lEu4ByFlH+fbU2HBEh8t1aiFcMBQLX4jls6lJpJxp04Bly1Cb4gwdrA+PQkNON7F8O+DSjNixH8nQe6QPOIP40NM/XBCQJHeH+ELCve+YPgieq9wevHe3tK4ZNntoWhSkrRkAsj1pxa3wBQnUa9xC+jXIrqrReX8UjIKANCfLFvIKsLNYFf9az+97uKAGJbWha3zyJ6o9WZs2bYLF4u75aG5uRl5eni6DIvTjnIdQQcBpFa8JQSXLuZgAYCerjoxp01Br7AFsyxc3lW3fg+jUOPG1KD9ZdcFLOsqgRloqW2s1PI7jPIYLAvxCorCmOeRDYuysq6VW+4RsttrFFhfDuibBZGBgYzmU1rXImpqGCtTXSV+cvfDImKcWPYuwVHjw9AueLDvLocFil4VXhxpiYSCjvpUuD16sxtSlWxBhNuLnR68LuXY//sbrGXfw4EHx76NHj6K4uFh8bbfbsXr1amRmZuo7OkIznvKxAEnhi2ALF7Tb+XLkRUV8MYfcXD4UToKbJ4tWEzJqm+3y1xa55d6pZAGCL4tE6D3ynCxtD73aZhtsjhWJ6yICcFprQ73CoNuCVof5mF/ZCJYDYsNNSI+LQGpsOAprmkNWyeLcvIH6XNSVDRZ8etKA8z+fwUPX95R5E0IZ1xAtukd6j54VgD0ZoSLMBpiNDKx2DrVN1pBWsqSGUUC/Nc8PBwrBcnze2/pjJbhjaCddjnu54PWMGzBgABiGAcMwimGBkZGRePvtt3UdHKGd0jrexZsu6YIuIFQmq2oIosXZ8uV8Q11HvycAfLGGJUvEUDdA4eF3SQcZ+Lh6Peqa5dWXpGFFYvgBSdFrZM2INYZvCPkG0WFGRJiNbu+HTAWtNown/rimBSNUTnI0GIZBUkwYCmuaxUVbqOFeclyf476x7iR2lxuw+6dT6JediOt6pepz4PbEC2Oeex4M3SO9xc2TpeFYnnJWGYZBXIQZFQ0W1DZb0RGhZzgRcBa+4P/XayoeuFAj/n2sqFafg15GeK1knT17FhzHoWvXrti5cydSUpxln8PCwpCamgqj0X0BQLQvZXX8zUfJxSuGCwaLBXz5cmD6dPe7R0EBv10hp4iSQJVx/c1d83lkOVkUWqQaTuoJZLTNQWEBkaQQKgg4jSVBHS7ohfHELSdLhwl5TqJkAc57YmXIKlmunhftMrTaWfxw0NmD75dfy4JfyfLamMf/T54s9bjnZPkuPGlOlitxkQ4lK9iNUG3gr8bYx4qdipVQiZXwHq+VrM6dOwMAWCoxFlSU17cA4MsTu+IsfBEECwq7nX/oKd2IOY6vjvfII8DNN/PV8VwWE/T0kyM8cMJNBrTYWLcFumsSLUDeQBltWLntktANpwi1ebKSFEIFgRBoSOyl8USoRWHUscjAOUcPwRxHo3ZhkRa6Shb/v0FHw8nRwlo0WZ3rgj3nq7QftD1RZcyjiAlfcQsX1HCsSkc0Tmvh1KFeGMg1nFoPr2pNo1UW5XK2rEHzMS83vFKyvv/+e0yaNAlmsxnff/99q/vedNNNugyM0IeyulaUrEj+htRosaPFZke4KYA9kXl5Mqviqp7X4NXRM/HsuneRe24/f4e5cIHfb8wYZ2M+evgpIihVWYmROF3W4DlcUFL4gkJhHHjldeE3GxhG84K2qpXKgkCQlylWYTxxzSfSYz6KnixHo3ZRyQoGw5MPuOdkaedIIW/pTgrnUNnC4HRpPTiOC868LB+NeXp6Vy8X3HtZ+i67ygZ+nZMkaUQsIFZfDWZPvxf4Iz9QKAokUFLXApblxHBjom28UrKmTp2K4uJipKamYurUqR73YxgGdrvd4/vEpYXjONGTlaoQLhgbYYKB4W92NU1WpMYGsJJVVCR7+dikh1EXEYM3cn/HK1ku+7lW0SIFQY6wIM9MjMLpsgbP4YIG7UpCSOGllVvaZwyikurbKZ3l25WrOsVLyhQHHRLjyVf9b8Dz1/0BL65ZiinHHZVqJcYTfywizlXIwwUFb2FlfWgqWf7IISp2lHbuEcdhd4UBDRY7SmpbFPOAAx4XY97a7sPwr6un4omN/0L/4lNuxjwhsEfvHLfLAV1LuAueLA/hgkCQGqFU4A+v6oUqXsnqnxWPwwU1sLMcyhtakBobhNd2O+FVnyyWZZGamir+7ekfKViBRX2LDS2OLuhKniyDgREXaNWBXsY9w9nXyWowos7RTHd/x96K+7n1g6GHn4jNzqLBwl+rWYl8IrDrAl1WXVA0Wl3mQmzLyg3wVm673dk4V4c+Y61ZaYEgry4oMZ68lnsX6iJi8PzYexT307uEe7PVjiJH42Gh+mpiiHuyWDHkUr/7YqlDyUoK55DlqMgoFBQJOlyMeU+OfwA7OvXDa6PuUtxP2txZ+ppoG10LXzR6DqkWPf3BaITyEo7jFNozaJ+LFyqFcOpocQ1ZUtOi+biXE6qbERPBQ3m9sypZZJiylyrBcVMKeCUrN5cPyWIYnE/IkL3VbArjNYHsbH4/+Kfcc6ggfdhkJghKlqecLImScLnL0MXK/e+BN+L9obc4FwcSK7csJ0tjWqCQb+DJkxXUzYgdRhGrwYjymEQAQElsB7Bg3PZz70mkjfOOfKy4CBMSHfmpHRxKVuhWF9Tf2i14suLDgIx4x0IsWBuXSox5TaZwlMZ2AADsyL5ScT+xNxGFpavGvYS7hsIXrRQHCvqcVS+Qik5Pw7LgyeqUFCV6poP22m4nvAoX/Nvf/ub1AR9++GGfB0Poi5iP1UrzuKApfmE08jkv06fjYkKa7K2ymCRk15QAixeLxQc4sjB6RFiMx4SbxERh18pLStUFL/sKjRIr96mkLDw9/n4AQN+SMxh5/oBsP/YKXlgMIyky4ONpBU9WBw85WUFdXdBhPCmvkT+4S2KTkFFXwQswKwvIzQW7YR0AaTEbbacWrLSdOkSJczwxxAtfuCqqeqzESmr5+RkfBqSF8wux4mBdiAnGvIIC5Ceki5utRhNsjAEmcOJ8BJwFbvxhzKtqsIDlOHRQiEIJBVxl5avsWJZzVhdszZMVwkqWdH2jZw+8C5VNAIDspEhHiGBN8F7b7YRXStZbb73l1cEYhiElK4AQ8rFSWrlJJwihRoHuyQL4ogLLlqFi8eeyzaVdeiH7yaWy0rqiJ4ESNN0QFuNxESbEOrwgda6eLEVPzGWuZUms3Luz+op/78y+Uq5kZWTICq9olZ/YA8ZT4YtgzjlwGE/K5v5VtvlCfDoy6iv5Fw7jCeviNdBqOCkRegjGOXvnCEaHgDc6+Yh7eJv2Y5aKniwOXBz/rCmuCdKFmMSYV+zwYgEAxxhQHpOI9PpKmTFPLHxh1NeYd+hiDe54fxtsLIev7xuBq7ITdDluIOGWk+XjcWqarOI8TlBQsuKDOZzaS6TXsT88WdmJUWIboIoQzVf1F14pWWfPnvX3OAg/0Fr5dgFhUVHdFCQXzrRpqEjqD6w+IW4q+egz4KpM2W56L8hCCcFrFRdpFpWs+pZWcrIc2/SS4PmKBrz/yxncOawTrugYr9NRLwESK/e5RKfCJYavSr0u5fzDiQ+31PbQEwpfdPDQJ8upZNmCs6rbtGkorTIAJ52bimKTeVkuXiwaT9y8BhpPW+JQBNLinPdHaRGRoJRlG7jlqmqUYovNLs7P+DAgPC4EQoocxrySJV/JNpd07YP0p/8kM+ZJcy/15P28M2Le7N83ncI/fj9E1+MHAnpVFxTysWLDTQgzuWfAXB5KllN2Ro2FlgQ4jkNRNX8dd0yIFHOCQ9UA5S805WRxHEfW7QCmXAwXVF6cAUC8GC4YPDegCpebZYVCk0F/VCILFZyeLLPEkyWXoc3ukJ9R/2bE878+gM925OMv3xzU54CXCsHKDaAoztmM/WJ8qrM6iMPKbZf0GRM9WT4uaAXLYXIb1QUtdlYsdBNslPUbJHtd8dgTwNmzLgtafUu4C2Fu6XHOSlmCLO0sJy5yQwln81z+f63XtBCSbjYyiDYB6Q6FtShYPVkC06ah+MlnZZtK//O1bD4C/nnONFvt2HCsRHz9869laLaG4lzUp7qgt83aQ1nJkspObEascTLWNtvQ5Jh3aXERId+o3V/4pGT961//wpVXXomIiAhERETgyiuvxAcffKD32AiNlKnwZAVTyWJXd7VrqBvgLNxACcnuCA+buEgTYh3x6q6eLLtEfs7CF9qlWFbXIjYrPVZUK3pbgwaHlbso2ek5rYhK4L0uCk1KGUabktpocT7oPHmyosOMYtPoYF1IuFpHKzM6yZo7A1IFQZ9mxEJuQZpEyYowGxDm0ECCVZat4VQKHDLUeDxBUU2LDQfDOGUZ1J4sB+UuhscKBUOkP0riHyuqRYPFjqToMHSIDkOzlcXx4jrNxw009MrxFdYDHvsIBnM4tZdI551BMKBoPKZwDcdFmBAZZgz5Ru3+QrWS9fTTT2PevHmYMmUKvvnmG3zzzTeYMmUK/vSnP+Hpp5/2xxgJHymr4y+GlFYKXwgVY4qC6KEoXOQx4UJVNSVPFv+/ng+/UKFWVLLMspwsqRJlY52LMa2FG6TsPlcpe328KAgXD9Omobh3f/FlZWpHBa8L/79RUp3Rl0WFsICIMBsQ5aFCKMMwQb+QaHBR8isUHuTOEu78a61Kv7CISJP0c5LKMijyVFXizMmSv/YVQYapDuVK6MdYXt8S9FEurhV3lQrLiCXxdfT2H3Y0d+6XGY8rMvlw6iOFNdoPHGAozQ9f5kyF14WBQreEu7zwhT6eLOHaFtaIpGT5hlc5WVLeffdd/POf/8SMGTPEbTfddBP69++Phx56CM8++2wrnyYuJd7kZHWM55O+i6qbLsmY9KDC8b1ykqNwuKBW+eEnhhbpZNYJIaThgoKiarVzaLGxiDDzC3mZJ0u/QmQ449I/pzCI5p2UGoliX2sDrGAg7WKl1GfMl4eecA13iA5vNT8oPtKM6kZrcFYYBFDvWADFR5pR02R1K6EulZ1+Xhj3nCx+DCaU17eEpifLpU+WViGKSpZDuRIKKVntHOpbbKKnPBipbnIWCKpttinOB1FpNepX0e1IAa9Q9cuMh8XO4pdfy3CqtF7zcQMNJaMTyzkNAN5S2YYnS1Cy6ltssNlZmIyh17lIKku9QleLa+SefkG+lJOlDtWzzWq1YsgQ9yTMwYMHw2YLXUtBMOKNkpWRwF9AhdVNQWN5FKzcXZL5hsRK1ntW58aloYS08EV0mElUAqR5WTbHaswoqc6ohwzzHb2JBIIxd4NlObcQVVelQFBSGYbR5AkU87E8hAoKCGWKg1UxqG/hQyI7JUUBcLeWShcRJh0WERYbK+ah8qWJnYRyDgcnKv86FQ8RwgUdimpkmBGRDkNNVUNwy6/asZjs1IGfk8oRE655gtrPe8ThybqiY5zYLL6gKjiNUa2h9DzxzZMlKFmt9xEEQtebJTdC6XVtC9VX+fujNCcrWNaKgYBqJev3v/893n33Xbft77//Pv7v//5Pl0ER2uE4TlSyUlsJFxQ8WQ0We9DcgISFZ5fkaADKN06xuqCRcrJckZZwNxgYxIS5l3GXerL0DBc8V8F7soTfrrg2+BYPDRabOL+iHSF8ruFtYp8xAzTltImhMG30yhEabiotBIOB+hZ+7gkLWuF7C9glq1eDDoYT4fhGAyN6XwTigzz0sjXc7ot6hQtKnjGJwdJ7sQ2EcMHOSfy9StmTxf9vZPTxDHIch3MOb3/31BixWfzFEFSylKaeL+ITDDKeDFEmo0GM2AhFwwngUsJdp96gxR7CBVtsrJgnTLSN6nBBgC98sXbtWgwfPhwAsGPHDuTn5+Ouu+7C/Pnzxf3efPNNfUZJqKa+xYZmK++NaM2TJSQ0VjZYcKGyEfGZgV1SW1oIoEsyvyBTKnzhWu6ZPFlOaiQ5WQAQG2FCXYvNxZPllJ+efbLyHQ1gh3VJwtnyhqD0ZAlKfZjRgNS4CJwtb3BbkEubYWsJtyx3GBQ85RsIBHVDYjgLr2Qn8te0a7VTxWabGqZjeZ1Trq699ELZk8W6eLK0el7EkMvYcMCRXpkYHYbCmmaxtHawUuXiyVKaD6JnUKfnTEWDBXUtNjAMkJ0UJf4+BUEaVt0azuJAzmvZF/mJ1QVbuUfGR5pR36Ic8hkKSI1QelUOFbzUQr5lVJgRYSYDLDYWlQ0WRIX5pD5cdqiW0uHDhzFoEF9u9/Tp0wCA5ORkJCcn4/Dhw+J+odZfJNgQFmfRYUZEekiYF+iRGoMdZytxvLgOVwa4kiV4scJMBjFWWMni7FrumXQsJ4K84kUlywzUNMsqDIqeLKNESdB43marXVSqBnZKwJe7LgRV6wCBWll1Rk99xvj/+cWs9nDBNj1ZEcHtfRHCBbOTeMt9daMFLMspNtbUw3DSWih1aCtZ/P965W2USCo0Vhby28TcjSBOkLfZWdHo1NkRwqqc+8v/r1cV2/MOT3/H+EhEmI3IdIQL1jRZUd9iEz0yoYDUC2hzTERf5mOFF0qWcJ8OxWsakIYBw9mXUeMxXcMFGYZBUlQYimubUdlgQZbDIEa0juorduPGjf4YB6Ez4iKilVBBgT4ZcbySVVTr72FpRrAudogOa7VqkGuCNylZTgR5CQvzmAj3cEGxT5bBIGmmq02IghcrNtyEnA6OEJwgtHaLSlYrfcacOVkQy6v75skSlIE2crKCXDGod8w94cHNckBdi028xpU8WVoQ2lsoVV4Ndlm2hpvxSeNSTLR2x4ZDqBsaCv10pM+U7CTPnixnxUt9KrqdczQx7+zwnsWEmxAdZkSDxY7S2mbEpMRoOn4gwUk8WVqobHAWB/JE0IcA2+1AXh5QVARkZAC5ubIWF1Kjnl6RJ0LhC2kfwcRop5JFeEfolVkhAEgaEbdhAQeAPhmxAIBjxYGvZAkXd2JUWKvWe7u4mNDn4RdKSD0xgNPKJ11YyHOy+G1aRXjeUfSic3IUEh1Wx+ogfOgJcoqNNCM2nJ+DriGr0gIDwkPPF8+L+KCLj2h1PyG5O1hzshocnqwO0WFi4QRpCXW7RHZ6hGZdvp4seRi1lmu6vsUmenBT49xzslxLoAcTgjEvNsIkekhaK3whhGhpDb8UPFmdHUYowGkoVWprEMwIc8+kobgSx3FtNiMGgvyaXr4cyMkBrrsOuPNO/v+cHH67A2kYsEGHdgI2OyveI9Pindd2QjDLsZ1Q7clqbm7G22+/jY0bN6K0tBSs4DJwsHfvXt0GR/hOkYIVwhO90+MABEfPIuGG2iEmTFQOWmwsrHYWZklpVvGmo2PVp1BBWsIdcPYbq/dUXVCnHjDiAiIpWrxZ1zZZZWFhwUCtpLSzkoIKyMOytIRvFNbwuRgZbShZoZKTFR1uQmKUGU01dlQ1WsR8GE7ymNEzJys51n1hFrSerDas3YBSuKDvQhTCiWLCTbIwNqFsu1KubLAgKIgJUWZZDzqO42SpEGI/PJ3aCpx1GKKEfGOANzycr2gUDaehguszGlB/TVc2WGC1c2AYIKUVg3LQKlnLlwPTp7sLpqCA375sGTBtmiy/DTp4ssrrLXw5fQODZImHMOg9gu2AaiXrD3/4A9auXYvp06dj6NChlHsVoBR5uTgDgJ5psWAY3lJWXt/ilfervZB6sqIlD/aGFhsSopwLJlbiiQH06V8SCrTY7GJBlDhpThbkIW+yPlmObdrzDZyhMHFiGJg8LCwYEJXUSLOi7ABpUrfTk6V2BcGynKQhZGSr+watYgD+ezZYePnFhJsQH8UXTpB6OaUWbj1KFAtWWqWFWVAuyJYvB+bNAy5edG7LygKWLJE1yXZ6XrQrBc5GxHIZegqhDSaE8u2JUc6wdIudlfUSBNybO2u1ROU7DFGdkiSerBhng+dQwhltIlGyVB5DMCZ3iA5HmMlzYFZQKgd2O39NK5Zh5HiN6pFHgJtvFncxMM7ntRbDcrGkaqhUCRaiX4Lq3tjOqFayfvzxR6xcuRLXXnutP8ZD6ESh4+aTkdD64gzgKwx2TorCuYpGnCiuQ3L3wFWyhDCOpOgwmI0GhJsMaLHxScoyJUvnBO9QQQh5YRg+NwpwhpoJZbQB5eqCWitnCeXbczpEI8LM99NpstpR02gNLiWryZnTFquQzwY4FxAGxveeROUNLbDaORiY1tswCGMBgtOT1Wi1i9dnjMOTBTgXuoA8XNAoVsbzb7hg0CzIvLR2AxLPiw7XdKnQI8ulz1iMB+9uMCF4suIjzYgOM8LA8M+UmiarspKlU8REQTX/3Bb6YwHOcEGhmFWowLk8owH181EIp27LmByURqi8PJnR5Nu+Y/D82D/gqfUf4OZjP/MCvHAByMsD2+9qANqeN1JcGxELBKUBqp1RnZOVmZmJ2NhYf4yF0JFCR8nXzIS2PVkA0Cud/02PFwd2yKBruVbP1d3kVjJ/hAuyQRiDKCzCY8NNooVKCPVR9mQZdInxBpyFL4QQsARhMd0UXIsHQYbxkZ4LX8iavgoLWpXzpcix4EqJDZeFwirhDGkKvoWtEKZqNDCIMBuc86LR3ZPFMJLwIi3hgqGSk+Vi7S6JScKWzlfxohEu2Ece4feDe4iWlmvatY+OgODdlRptgg3Bi5oQFQaGYcTry9WY4iywJHgGfRdoi80uzsuOEuNoqHqynF5A38MFizzMQVeC6poWKCqSvXxl9EyURyfi+bF/cNvP2ZdRn8IXrpUFBeKD+DnTXqhWst544w08/vjjOH/+vD/GQ+iEsEDLaCPMSKBXGq9knSqt99uY9EAMF3QoWWI+kQcly2kl00chOnixGkt+Oomb3tmM3k+vxpojxboc91LhLHrh9BwpKQoyT5a41XcZWu2s2FBTqCwo3LCDLUFeqYS7p8WXQUO4ZVGN99dwfBCHcYj5WGFGMAwjeqSlzWydHhhpOIy2nANAOSdLuiAL+II5Emt3s9GMm+56C/93xwtY24PvYSm1dgPuxict3+5iFW806ZjgqmSFUrggPxcET3FNU+vGPE1Kq+N6DzcZxPMCzsqioaZk2VnXZzRUT8jiUM5ZzcgQ/7QzBhTFpQAAymKSYGcMsv2khS/0iFz1ZEAJSmW1nVEdLjhkyBA0Nzeja9euiIqKgtksD/OprKz08EniUmGzsyitE8IFvfNkZTnK1AZ608OqBv7iTnIsxITQlHrXnBiXEu56OJ0OF9Rg+rvbYLE7s/A/yDuDCVekaz/4JUJsRBwhVbIcVto2+mRpkWFBVRPsLIdwk0EMffPkhQx0pIVD2srJkoVvqLXSqsirjJMUGwi2QiLC7y/IMkFB+ZYtIjSGw9jsrKjAtebJsrEcmqz2wG66KbF2H0rvgZLYDgCADd2uxoST293207PwhTPHMlq2PS4klCyHJ0vSsB1wX6TrGS5Y6DCMZiZEynLdnZ6s4PL4t4VSuKBaT2BxDa94hqQnKzeXz6ssKEBxTAfZW5WRcUhpquHfz80F57gW5eGC2j1ZruGCQRl22c6ofnrMmDEDBQUFePHFF5GWlkaFLwKQkroWsBxgNsorw7SGEAN+0RHSFahUOHpiJLl4sura8GTpYZH+1+azsNhZZCZEIjbChOPFdThcUBtUi1qxR1ak89JX7JMlqS7o7JPl+3nPVzqLXgiyivbghQx0xJysVsIF5UqBfJu3XKgUQn7b9mRJC4k0WGyiwhIMNIiVBflcF6HPkiwnS9J3TGuOYGWDBRzHL0gSo9w9WVFhRpgMDGwsh5oma2ArWRJr97HULuLfZ5KyFPeThbFC2zV9TqwWKm9KGhLVBYWG7Y754aldiJ5KqxDi72oYTVTw7IYC7tEm6pXUCw5valv3yKBUDoxGvnDN9OnIT5Qbcktjk3gla/FiwGiU9clyVhf0/dROJUu+fgxKZbWdUf302Lp1K7Zt24arrrrKH+MhdEC4WafHR3i9+M92NAG9WN0U0EqDM1xQKD/uiP/3sMjVMydr86lyAMCbt12FITlJ6PPUajRZ7SiqbfZqIRwI1EiqZgkohgvaJdUFxRQYLVZv96pZgpLVEGxKlujJMnlcUDofeoCvV9KZcj50t6sXDUgjzEaEmQyw2FjUNFmDSskS5p1gMIkXc/WcMlWqnuXrIkJoRJwUHS4PVXLAMAziI82oaLCgpsnqdch1uyCxdhfEp4qb8xMcizKGEa3dgHNeag1vs9hYFAjhv8lyT5Y0x9O15Hmw4BYuGOl+j5QqVHrkuAme644u80141gVbWHVbKFYXVCnAM2X8c6WLyxx0RVQOgk2G06YBy5ahaPHnss1lnXsAf39NLGgjq2YL7WsepUbEQJAqq+2M6pys3r17o6kpsEPKLncEJcv1Zt0a6fERMDD8wzNQY78tNhZVjptkqqOiVaxCZTxAamHUpxlxSW0zyupaYGCA/lkJMBoYsXSxcEMKBqRVswRiFRRVi433ZEWYjZJEWt/PK4QW5XRwWr1jwoJcyZJ6sjx4UmXhbSrl5+0CQsBpbQ8ueQq/f4xj/E7LvXu1S5NRe7NNIewqpZWKjUGzKBOs3QAuSpSsktgOaDY5DCkOazeg1D/QNyEWVDeB5YAIs8Gt8qVwTdhYTmwXEWxI+2QBytU7pYtYPVqFeKoILPXsBmOxJU9IDSfiNhWfr222imuVtu6RopLcYgs+GU6bhsrnX5FtKnvnH7LWDIKnnw8X5LdpmYti5VAPOVlBU3k1AFCtZL388sv485//jE2bNqGiogK1tbWyf0T7IyTMd1ThXTEbDaLFVnDBBxqCBdpsZEQLo1IjXUDe5wnQXhnv0MUaAECP1FhEhvELFiFeubQ2iJQsMQxGqfCF88bZbOWrkYWbDBLLmHZPVmeJkuUMF7T7fNz2QFbCXRLyKH14S8M3fPEEttjsYmGBbineKVlC8YugSu6GM1w0xhEuKCxsa2ThgvxiXeZZ9XE+ltUJlQXdQwUFgspi67B2FyRnyjaXde/rUr6dkxUQAXzPa5M2Fnf1VEWHmcTfqC5IKwwKFU/jIx3hggpV1eyS612PViFO46jywlboKRgqOBUD30KqBSNUSmx4m557QYYcF5y5glUu96HKRtdqtvz/sueNj3OxocUmzjNPJdzrWmyy+U94RnW44MSJEwEA119/vWy7EBZgtwfXgikUKar2PmFeSmZCJAqqm1BQ3YzBnf0xMm2IzS9jI8QHe0wbngQ9GpcCzpyi7qnO0C0hXrk4mJQsMaHbucAULKUNFjuarXZEmI1oUfBkaUHwZHWSJMkLi+pg8mSxLCfxZJlELyDH8f2eBKVfULgMBvgUvnG+ohEsxxsRWvO4SEmKDsPpsgaU1gWmJ9oTTiWLl51gQJF6sqx24Xo2aO4D01ojYoGgyz2YNg3lJzcAVc4ok4pVPyE7x5kwL51/RqM2pUDaWNwVg4FBTLgJdc021DXbkBqEHV9cPVlKhS9kDbJ16N0mVAR2NY5KewpWN1qCqqdga8jKjsNxPasQ3/78KgBAn4y4NvcNN0lk2GSRGRmDgcoG+X2otUJLjM8B6jzCeiYm3CTekwWkc6+u2SrrTUooo1rJ2rhxo8f3Dh06pGkwhD6oaUQsRSjFWxigFQZLFZIxPXmyhGedSWNYjICguErLFQshi8G0qK1pki8eAF5ZEPJ5yupakBEfIYZnhZu098liWU5UUrtIlKxgzMmqt9hEOcRFmBFuMohFEuqarU4lS6HwhRr5CVbarinungJPZCdGYde5KlwI8OI1rogl3IWcLIcBoLbZCjvLwWhg3DzTgO/XdLngyfImXDBYlCwAVY581dhwE+pabKj0sBADJJ4sH2V4TsEzLSUuwiwqWcGGzc6K4xaqCyoVvuCUlFYN5y2scX/GCCRGmdFUY0d1oxWdO7i9HZRwUsWAYQBOXYDb7vO8knV150Sv9k+KDkNBdROqglCGwrUdH2lGTZNVocol/z/DMHBkSPgcFllSo1z0AuAjnqLCjGi02FHTREqWN6gOFxw9erTs36BBg3DixAk8+uijmDdvnj/GSKhEbSNiAcGCFqhKVokQJyxxYQsWxgaLcrigVoutQKFYTtupuAbjQqzGEQaTILFIMQwjWvXL6ltELxbAWwC1Fr4orm2GxcbCZGBkC4hgrC4oLLLCTAaHl4+RVGd0fg9ZuKBjmxr5iUUvvMzHAoBsR5W3iwEa7usJwUAihF4KBgCOc8pb35ystsMFgy33oMVmR4OFjyLp6vC2V7iU/JYqWVr7ZOV7KN8u4Mn4FQzUSsYszAMxXFB2jbsrrb4KtKHFqZCmK+RSx4dghUG7xBBlUBkuyHEcdp/jlazBOd4pWUIBkcqG4DGKClQ6fnfBqOHJk8VH7mi7tkvqWm/wHIzrnvZEtZIl8Msvv2DmzJnIyMjA66+/jrFjx2L79u1tf5DwO2qamEpxKlmBGf4mKH9SJUtayUqKe3VBbVpWoUIoRzDebMTCFy7hEkJI2vKVLdjws1TJct4iWB9z2AWrd3ZSFExG5/GE385VQQ5khN9aVjhEUcmSJiKrVwqcRS/ariwoIChZ+UHmyWpw8WSZjQZxbgg5hEo5Wb6mBIiNiEMoXFC4rg0M0MWxEBMqsQrIPC8aCwK15cmK8VCQKBgQKgvGRpjE+1WcQt6qTMnS+JxpLUQLcIbQhlKFQWe4IFS3CSmobkJxbTNMBgYDshO8+kySo52Na+hdMCB4sjolCUqW/DvIvYLCNt/OJfQeS4tVVrKcjbmDT47tgapwweLiYnz88cf417/+hdraWtx2221oaWnBt99+i759+/prjIQKmq128eGqprog4Ow1EaierDPl7tXWYjx4Q5yWHcdiQuO5ixRCOYLN2g04F63SnKzly4F9W8PBZANL/tGCptN2ZD0AGBkDDAZGcw5Mvof8jWAsfOEseuG8dfJ5WU3yBZhCUreaBe3Zcme4oLcI8hUUtGChTqwu6JRpQpQZ9S02VDVa0AXRYksBo0TJ8nVGOgtfeFayhGpkwbKQEDwcCVFh4mKyqtE1pEiqFAjb1J/LznJiD7ecNjxZwRguWNWoFFLtfq+XGp205v6KJbM9eA9CsVcWJ7lHQqUjcI8jVPCKjnFe97FLEnI9G4JPhlUunqxaN6My/78vXkFXxB5Z5MnSBa89WVOmTEGvXr1w8OBBLF68GIWFhXj77bf9OTbCBwQvVlSYUdZw1htET1ZNYCpZSgtP0WLq4aZj1FiJDODLmQt5V8EcLshxnFiSWlhALF8OTJ8O1JfzCzNjbDMYE796sDYZsHw5NFdzOycoWUmuSlbwFb7w3pPF/8/4mJMlVG/ztnw7APROjwXD8PeAQG3DoES9S58sQFphUPBkCZ5p7TmCgtfA04IWCL5ru8phnU+MMitWCwVcCl9oMD4V1zbDYufDfz0VV3J6soLn2hZwhlQ7DVHOEu7K4YJaq9h66kskkBCCnixpuKBgN/E2j0hQsgZ3TvL6fInR/O9ZGWSKKstyouIvhOe6Re5Im7VrDBdsay4qVdokPOO1krVq1Sr84Q9/wKJFi3DjjTfC6Oi7QQQWhZLKgmqbQApemupGa8AtfO0sp7jwFHs8efJkGYWwGN/PXVLbDI4DwowGdIh2PniFkLtgWYg1WOyw2HkFKiHKDLsdmDePl42tmleAzEkNMITxsmStJjzyCMS7te+VyITQIuWmpYE211qj1odwQUalJ7Cu2SqGtHXyEI6lRGyEWbw2DhXUeP259ka4dmMlnixXy72Qk2U0SBZkPkzIZqtdvF5DSsmSNBl3VsJrpfCF48nvi+HkvIfwXymxQZyT5VpZEJBUF5R6shSaEWsNF3QtmS3gVLKCS0FoDWnDdoPKtYpTyfIuHwsAkoR7SpB5suqaneXSO3sIF1RqGeLrA1vIyVIqfAEE372xvfFaydq8eTPq6uowePBgDBs2DO+88w7Ky8v9OTbCB8ReGyorCwL8Ik14mBQFmDeroKoJVjuHcJNBFgbp0ZPlUo1MU2ldsVpjhPgwBYLvZiNUVYsKMyIqzIS8PODiRf49SxlfZzmiczliBuQDANgmMy5cAKqqtDXaPF5cBwDokSbPLwrGwhfCbx0nU7IERd99AWYyqlcKhPLYHaLDRAu6t/TPjAfg7OsWDDiVLOd3Fa6taldPlpFRrbRKKZZ4+mMVcl8EgqpPFiRKVnSYOHa3vA1JeJsWb2Br5dsFPIVxBwNOJUviyXLItMXGij0EBU8M42PepZRiMY+6rXDB4JiP3sBJPVkqvP0NLTbxmTKoc4LX5xM9WUGmZAmet5hwEzo4ivW4erKkshTmoq85q87qghQuqAdeK1nDhw/HP//5TxQVFeG+++7Dl19+iY4dO4JlWaxbtw51dXX+HCfhJWIjYpX5WAJCXlZBgBW/OO2ottYlOVqm6IgPc4tyM1g9+mQVeug7Js3JCoYu8s6qaryFqqjI+Z6lhF+cGyOtiHUoWbYafi5YHJFnviwg6pqtYpjnFR3jZe9JPVlawjkvJULp3LY8WTZJXye14YLeLGI90S8rAQBwMIiULEEZkIYLCotKwXJvdXhgpTlZvlxzRZJQmNY8/c6FRHAoCYJ1PjHKLCnS4NmT5awuqF6GYtGLpFaULA/9C4MBYc7FR0rzLiUNlh1yFXKyTAatnYkkniwPSpag8FWH0MLW2YwYqiqwHrhYDTvLoWN8hKriXknRwZnXJiiFidFm0RBV12yVPTOd4enOz/lybbMsJ6ZGUHVBfVBdXTA6Ohp33303Nm/ejEOHDuHPf/4zXn75ZaSmpuKmm27yxxgJFQgeqAyV5dsFArWM+9ky91BBwLnAFZrBCrhWF9Syhhf7l7jc0IWbDcsFx2LCtXR1RobzPbYxHA1HO/J/N5vAsUD9oWwAQESEb4pqRX0L3lz3KwBeYUiKlpfMjhZ7SgHNVh9LF15ilHKylJL8pX2d1MbIC4tYT0UFWqN/lsOTVVCt+rPtRV0rOVnO6oJOeWopxFLSRliWgNSAEgwGAMHDkRgdJluISVGqhufLV2urfDsQ3CXcyxSqTwoNlgGnXG2sguLva7ig4MnyFC4YGcLhggZ13pd9+dUAgIEqQgUBp+Em2DxZTgOKMxSY5YAmhfWOr30ZBcobWmBjOTCM52btYr5sU3DJsb3wuYQ7APTq1QuvvvoqLl68iC+++EKvMREaEEuN++jJCtSGxGcVKgsCEJvBAvIHul2SwyHg62KpoMrRdyxRLtMIsxFhjhLnrguaQESoqiaUa8/NBbKynNav8h+vQuG/RuHC38Yj/7XJaD6VjuxsoIOjcaOaBURNoxU3/m0zPtpyDgAwdUCm2z5RZmdeZ7CEFYnhghHu4YIyT5Zk/olT0OtwQeUcNm+4omMcDAzfU05o3h3IWGys2JdNKtMEl/AopZwsXy5nwWPgKSxLQFCyLHY2KAwAijlZLl44aXgbxEWtL56stj2tsUFc+KLMkZOS6lLC2rX4hZ7FWATjqMfqgo4eT8HmhWkNaYibWF3QCwEKoYL9MuPb2FOO05MV+M9qKUK4YFJ0GCLNRvF5IjPqCbKUlMP3JbhGMKB0jI/0mG9Jnix1aFKyBIxGI6ZOnYrvv/9ej8MRGtCSkyX9nKBYBAqelCxpM1hpToxwr5YrWb6du0Bs7uwu0zgPC5pAxNVCazQCS5bw7zEMAM4Aa3kswDnzXhYvhnhTVyO//+w4j+LaZsSEm3DvqK64f0w3t30MBgbRYcFVYbD1whfO+Sf0dTJLcoi8fegJi9icZPXhglFhJvRI5fPrDgRByKB0ES5UmwTcLffCgtZsNGiqdil4DDyFZQnEhJvEe0dtEBhQpOGCHj1ZDl3RKCnzrFaEHMch3wsjQIxQkCgYPVkuxigB1+IXNgVDni9Ka2WDRSx046maqBguGGQKQms4qwtKwwXb5kRxLQCgV3qsqvMJimp1o0W8nwQDwrWdFBXGr3cUIifkOVmObT74+k+X8WkZrbUOiQ/BSpf+RBcliwgMOI5z5g/5GC7YxfHgPFlar9u49OCMePG7N2dVDNdyCRcEfA/luOjBkwU4rZvB5MmShsFMmwYsWwZkujiasrL47dOmwafwrC2n+KI4j0/qjf83uQ8izMrVSIOt+IVy4QuFnCwlT6qXEtTiyQKAq7J5C++BC9U+ff5SIizCI81GmeXUuSByX9BqCRf0lF/pCsMwogElGCy2YrhgVJg47gaLXbaYFO6JRh9CWAXK6y1osNjBMEB2kmdDXjDnZAk5KakuSpZYurpZ3xDWX0t4z0xWYqR4P3RFCHWra7bBZg98z6o3yHo7ieGrrUvQYmPFPoC90lQqWQ4ZslxwhV1WSoraANJCS5Jqto4pIa8uqP5cpx2y7aawzhIgT5Y6SMkKIaoarWiw8HG6Sl4XbxCKE5worhOTzdubJosdhQ4LtJKlT6mSlWszYsC3ByDHcc5wQQWZeiqXHIh48shNmwacOwds3Ah8/jn//9mz/HYAqkvCWu2sGDc/rEvrfUyE367REhwNiatb8WRJ5580lEhNjHyTxY6SWn6R11phgdbo7yh+ceBitU+fv5TUObzP0vLtABAfKST6C54s/l6k1WhyToUCG0wVBqXVBaVVGmUh1AoNndV6AwUDQMf4SISbPLdxcd6TA192UliWE3NXXT1ZYrigI2pBKG5jMGjLgznpULJ6tqI0SO83oVL8Qtaw3bGtLfmdLW+AjeUQG25q01DiilnSgqU4CEKpBURPlmPsSvmOrCQUmNEQCnzaYVzvlupZyRKiDGrIk+UVpGSFEBer+DCjtLhwj56DtshOikRshAkWO4sXVhwLiFLQpxwXfofoMLfiCYDyTUe4v2hdlFU1WsUEU6UQTE/lkgMNO2vHyVLeu1Te8ivsrFypMRqBMWOAGTP4/6Vt8JxJ3d6d62hhLZqsdsRHmtG9FYsY4PRkBUu4YHmdvHgIAMXwLCXPizfyE5SA+EizaLlUy1UOJetQQU3AF20Qi164KFmJQkhKg9yTJbd6qzsXy3Ji5cYcLyo3xgfRYkIaLhhmMiDckSsqDXUUPVkawgXPlAtKauvyi/XQWiPQqWq0wOpQnpJjXD1Zcs+mrLiNhhDWX0v455triwspRgMjaWsQPF6Y1pD2yfK2LcOJEmc7ELV9QAHnM7wowKont0Zlg9NLDUAxPUJ5Lqo/lxAu2K2VcEEhdLWuJXS8qv6ElKwQ4kIl76nISvTNAg7wN7uhObz34eOt53DT0s34376LuozPF+ysHd8d2QkASI23uSkHgHJoinLhC/XnF7xYKbHKiqtSqFggcuXf+4merHnrfoecJTlYfmy5V58VQ4u8FOCuc5UAgKtzEmXl9pUQ8nCCIVywxWYXPZbSBZjSHJBXF+TxJlzwnGMRm+MhN8MbeqXHIsxoQHWjFfmVjT4f51IgLMJjXfqBJUoe5BYbixZH8Ylws9Hnwhcldc1osbEwGRivPP3BEhZjs7PivBQWQLER8tA2wOkNNBp9DxcULN09WrF0A/LogkBX9KWcd1wvGfERYlEjAWd1Ot7QIg2/1BIuKCgObYW/CYYHYdEdDJwtbxCLKbgiVsRT0WBcSBvo3sb884Tg/SoMsD6greEsasP//orPG2l1QR+v7RabHRcc653WjKNxEoNYMETwtDekZIUQgicrSyF3SA0Pju0uFiTgOOAv3xzE2iPFmsenluXHliNnSQ7eyOMrV+4o+VZROWjNfW7SqmRV8zL1tChzhpAE5oPvhxM/AACK6upgQAQ4sLAx5SioLcD0r6d7pWiJljGX7U0WO37/rx0Y+OxafLEzX9wuKFlDcloPFQTkvbICnQpHcrrZyCiXcJd8B5tCaJY3Tz2h6EUXH3pkCYSZDOjTMQ4AX/yC4zh8sTMf3+0vCLgFr9iI2CUXJSHKjDBHjlZpXTOabbxxJcIkqeSmchkhFM/JToryWDlLivAbB3pFN+lCRwjlUeqVZZcUvoDonVYnQyFXt3sbCoFg+LLaObF6ZKBjZ+1YfXwPACAuyuJm0BNytIScLWkIq1PxVydPjuO8ChcEpBU3A3s+ClyobMSExb9g4pJfxGtPirzsuHfeaSEfSyk32xucLWqCx5NV5ZKTpZQeIW/Wzm9Te23nVzTCznKICTe5hcpKMRkN4v06VLyq/oSUrBDigkPJytbgyQKAQZ0Sse/p8Tj94mTcOigLdpbD3C/2YdOJ0ku2SFt+bDmmfz0dF2svIoztDACwGs4rKgdKOTGK1QV9sDO2VvRCeu5ATPC2s3Y8/tPjAAATy/fAsjPlAGMTZfHI6kcUvYNSPFXH+/5AAfJOlqOq0YoFyw/hx4OF4DgOu89VAQCu9kLJCqbCF0KuRofocJmHTvAa8OXIeVlKF2BqrNznyr3PGWqNAVnO4hf/2ZGPBcsPYd6X+/H9gUJNx9UbpUbEAD/n0uL5B31xTbNYRj3cbFAdviogeGG8CRUE+IbFgLOBcaAiLMJiI0yi8tiad1Xal0jt7fxkqSNcqw1PQnSY8/cMhmtbMOi9+suHAIDdpavcDHqpcQ4ly5EzqWRIUTsny+stqGq0gmFaLzYASEJog2Rhu+pwESw2Fo0WO35UuO8IsjKq6O10ptxRAMtHT79gLBXWSsGAa06WUiiuXRpO7WO4oDRUsK1QzGDKV21vSMkKIQSFQKsnC+Ct4UYDg1du7YfreqXAYmMx66NduP397X4viGFn7Zi3ep6oCJjZLgAAK5OvqBy0ZdkR8KVqqyjTIPRk5eXnoaCuAABgYjsBACzMOfF9Dhwu1F5AXn5eq8fxZKVdeUju3Xzy28PYc74KFQ0WhJsMXvUxceZkBXbhCztrx4bTuwEA4WFyK7dUQRAWtc6cLIPTa+DFBBRysjyVcvYWofjFvvwqfLL1nLj98x35yh9oJ5xNdM1u7wlKTnFtM1qsgifL6LPX4HABX/r5Si/762Q4rvniAFeyqiU9sgSU8gSVQ1i9p8liF++HbSlZRkl7hkDPy5Ia9Ewcb4yyMcVuBj2hb1apo4+WvLiNupBqAaGyYOekKESGtZ5HnRhkfZ6OFtaKfx8qcM/tlhVrcNmmBMdxOCt6sny7P3ZLdVRPdsg90LGznFjoRMzJam29I6kcqhZvKgsKuDaLJzxDSlYIcaFSCBfU5smSYjIa8MZtAzCyezIAYOfZSqw67N/Qwbz8PFys5fPAjGwKTOgADnZYDGcAuCsHYk+WtqoL+uCFE/KYPCmugZyTVVRXJP5tEr2B51rdTwklo1ZNo1Us0772T6PQOz0W1Y1WTH9vGwBgSE6iW06DEmK4oCXw5CcgWLmf+uk1AMDxyp0yK7fSglIWvqEiRt7bwgJtMbwb30F6b361WDgGAHacrRQto4FAZYO7giCQFsdfcys3NePUOYeSZTZ6nSTvirDQEyqotkVmQnDkb1SJifGttxWQ5W34UKjhdFk9OI4/T4cYz+FEAjFB0JDY1aAXxvL9/KyGs24GPddwQcUG2SrP/6tYyKHtcuSJQRYueKLEed9Ryg1lZd6XthWD0roWNFjsMBoYdEryTcnqnc6HUZ8paxCjDgKZmiar6JESFBthvVOr4MmSe1XVzUZvKgsKCKHUgWhcDjRIyQoRbHZWvJFpXaC5khQdhv/cMwxzr+sOAIqufz2RLvrD2T4AAAtzGhzTorhfjIL7XCknyxdPVkGb4YLuCebeUNNoxW3/2IaZH+5Eo58UjIzYDPFvE9sTAGBhzrS6nxJKoUXrjpXAxnLonR6LnmmxeOLGPrLPXN87zasxCmFFgboQk1u50wEANqbEzcrt9By4erK8D4Upq2tBWV0LGEZ9o01XMhMicWVmnPh66oCOYsWoPeerNB1bT5S8MACwfDnw/Zf8ovbLb5vx7Q+89/z0SXUl8QVqGq047mhi2j/LS09WfHBUIhMW3QkyT1br3n1fwgVPiUUvvJubSv0LAw2pQY/hImDmsgAALYZTAOQGvVSHZ7Wu2YYmSQ8y/hr3LfxSqCzYs5XKggKCEh1IRpLWEJpWA87nqBQxXNAAr65pIZwtOzHSKwOeEhnxEYiNMMHGcjhd6p4nFmgIRVZiI0wwO0KBlYwXsh54Ps7F0w4DnzehmAnUkNhrSMkKEc5XNsJq5xAVZvS5R1ZbTLySX2RuPlXuVyuQdNEfxQ4HADQbD3ncL1axTxb/vzQny5fST87eUsqKq7NBpbqFxDd7LmDn2Ur8/GsZvt51Qf3AvCC3Uy4yYzNR2QKY2RxwYNFsPCi+z4BBdlw2cjvltnocpVCOVYd4BXfSlfxvkNsjBTOG8iGJ2UmR+O2QLK/GKFQXDMTCF65WbhPHf1erodDNyu30HCg1KuWP11ZO4LEiXgnI6RCNqDBTq/t6wx9H81b5MJMB943uhiGd+Ry53QGkZFWK4YJOBWH5cmD6dKC6iL+PGWObYTDx95vP/23EyhXSYjbeXdRbTpeD5fiqZEqtGJQQDCsldc0BOT8FqhuVPFlK1QWdJdwZL+ekFCEfq7sXCgEAxCg0TQ00pAa9MLYHGBhgQzlYptptv7gIk1hQ5FxFg0ubBn4/X8MF2yp6AUgLXwT+wra+xSb27AT4nGXX/B1nuKB3FViF4hlaQqkZhkEfhzfrsEIIY6Ah5P9JG2OL6x2la1tlNVsp+Sp6CAp9DCknq22CTslaunQpcnJyEBERgWHDhmHnzp2t7v/NN9+gd+/eiIiIQL9+/bBy5cpLNNJLy8kSIWkxps2y2b5yRcc4pMaGo9Fix86zlX45B8ArB1nRVyHJMhfR9lEAgEbjL+L7rspBjMsCF5CGC/reJ6uu2SreRNosfKHSk7X1dIX4948HWw/X8xWjwYhXxr2CDYX8Zd5iOASW4Rfywq148cTFMBra6KnmUl3QZmex7Qw//vFXOD1WL95yJdY8MgprHhnlVpLbE4FcXVBq5QYAM8srjjaG/72kVm7XRGB5KJF3lkVByeqbEdf6jl7ym/4dsfyBa7DxL2PQJyMOg3MSAQB7zvvv2lWLtL8TANjtwLx5vKxs1fw1Z05qAONQsjibEU8+4fy8t95poTrqmJ4pXo8tOSYcmQmR4Dhg0Q9HcPs/tuG7/QWoabQGlDehshVPlqfCFwKsivRa4RnTVj6WQJxCP59AQ2rQi2QHAYDMECXdj2EYsardmbIGxTwYNdESHMepUrIEb28wFL4odTT7jQk3iV4P19xGWTNiL3oJaq0sKDCsK29synOEu7uy+1wllm48FRD3yRJH/l9anLPxcmteaqPBt8JAdc1WUXnPTmrbCOVsJxD4c7G9CSol66uvvsL8+fOxcOFC7N27F1dddRUmTJiA0tJSxf23bt2KGTNm4A9/+AP27duHqVOnYurUqTh8+PAlHrn/OeVl1SctMAyD63qlAgA2Hi/z23mMBiN6m55DrH0iAKDZcBAW5jQ/BgXlQLiJV0gueMU+WSrHIXix4iPNbtXPBJyFL7xXEmx2Vqak7r9Q7TclIysqF5uLeRnUmL52bo/LwrLblmFan2ltHsM1tOh4cR0aLXbERZhkvV0YhkGv9FhVXpioAK4uKM9pS4OZ4/PaLIaTbvsJlZ/KHXNQVt7ZSyv3/gvVAIC+HfVRsgC+Uqjg2R7cmVeyDl6sgSVAymq7lifOywMuOvRaSwkf1mdOroMh2iHXZhMKLqrzZDVb7Vh3tAQAMLl/66GxrggLsq93X8SOs5WY9+V+XPXsWox4eX1ALMIAoKTWfSGmFKonDaH2pQz+KZU9ioIhXDC3Uy6y4rLAcAZE2UcAAJoNe8X3XQ16QsGFM2X1inkwauRZXNuMumYbjAbGq0IOQnEYf3my6pqtulUPLpF4YJKilXPJlMMFPZ9f6JHla9ELgVEOQ8umE6VuofprjhRj+nvb8NqaE/jte9v8akz2BkGOsmu7FQOKkVEO728LocdqYpTZKwOpMJ5ALwoUCASVkvXmm29izpw5mD17Nvr27Yv33nsPUVFR+PDDDxX3X7JkCSZOnIhHH30Uffr0wXPPPYdBgwbhnXfeucQj9z+nxP4l/lOyAOC63s4blL+4WNWIk8X81GRjvkVp2HOiN0VJORCqPpXVOnO2hJuOWUPhiwIvqjX64sk6XFiL+hYb4iJMyEyIhI3ldL+ZcxyHp787jNve3wkODCZfmYpVdy/G59M+x8aZG3F23lmvFCwAbuEHQthQn4w4zV7TGDFcMPCSkAUrt4lNQ1rLq2BgQAtzHHamym0/oTlxRb28vLNBGiPfyrlYlsN2h3dweNe2S9/7QtfkaCREmdFiY0WvWXsjlid2WOmLJE5de10E7E1mMEYOEVm8zNnGcJkcvbHWbjxeigaLHZkJkRiYnaBqfHdf20XM65QabJqtLBb/dNLTxy4pTiXLGVIUp1Bd0CbzHPDbvL0lttjsOO/o4RZKOVlGgxFLJi5BJHs1zFwWWDSi0bgDgLJBr0sH/vm6fncDDh12GFKM6uUJOPOxcjpEIdzURjQB/OfJarHZ8fiyg+j3zFpMeWezLgY/oQJjaly4eG27en9l4YIeejFKOaNDuCDAG546d4hCXbMNy/Y4IxWKa5rx+H95L2aY0QCWAz7Ic89hvpS0ZkBR8mRJGzurMSsLJe07JXnZ3iLeWfnVG7afqcANb/6MAc+uxdvrTwZcv0Z/oj3w/xJhsViwZ88eLFiwQNxmMBgwbtw4bNu2TfEz27Ztw/z582XbJkyYgG+//dbjeVpaWtDS4lys19byixGr1QqrtX3DHoTzK41DCDvokhTp13EO7ZwAk4HBmfIGnCqu0b3IBgAs38PnKA3rkohPZr2NbRfvRHF9MdJj0jEiawSMBqPsOyZF8opUXYsNtQ3NiAwzigsKcM7Fu8VqhdXqvV0hv4J/CHaMj/Ao0yjHFdRiY1Hf1IJwLxJyN//KK6hDcxKRFB2Gr/cU4OcTJRjZLdHrsbXFvgvV+Pe28wCAbrEcnprUE8lxzt+KtbNgvSzFL9wQbTY7rFYrzkoSkLXONYeOhfrm9r++XBmeMRzdYq9Ac9mDMKEDbEwB6iPeRaSBV7oZMMiMzcTwjOHYFXUWAFBa2wSr1YpmK/8ANDEcOEe5d5vd7vE77j5fhapGK6LCjOiTFu03WVyVFY+ffy3HzrPl6JuuvFhp7T6jJw2SvI24cAOsVivS04FIiU3DVpgIYzenQcdQF4nICOe4LFYrGK71a+77/Xwbg0lXpsFmU7eA7JUahWX3DUNVoxXXdkvC7vPVKKxuwl/+exhbTpWjqKpeVLDbAztrx9ly3kBTVH8czS3JMBqMiDTzS63aJud1ZXH8b2AA1u7s5+bN73yqpE5sVJoUaXD7jNKciQrjf5faRkvAXdsCKw8V47kfY5BieQoA0GReiwgjAEQiKzYLL497GVO6T4HVasUPPwCLl0QAI4Bdx+vwy1eJiBsPlJcCdse8YjnO6+96vLAaANA9xbvrPSaM/02rGq2wWCxt9jLyhharHff+Zx+2nuHn0OGCWrz/8ynMva6bpuMWV/OL9uToMDQ72i8I90YBq5DXzbGiPmC12hRlYbGxYvXkTgnhmufTrBGdsOjH43hv02lMH5iB8noLZn28G9WNVlzRMRYv3HwFpr67HRtPlKKyrkk0pl5qihzRNMnRJvE7R4jPTJvk2ubnnwEA64iisNu9u7YB4FwZv37MTPC81pGS7Fj4FNU0tbn/2fIGzP5oJ5ocvQ7fWPcrqhtb8PiEnl7PYaudxdbTFfjxYBFMtQxuCID7ibeyDRolq7y8HHa7HWlp8qplaWlpOH78uOJniouLFfcvLvZcgvyll17CokWL3LavXbsWUVH6KxS+sG7dOtlrlgNOlhgBMLh4dDdWnvXv+bvEGHCy1oCl3/6MMRn6WiQ4DvjsAP9duhrKsWb1GgBAFKJQi1qsObxG8TNmgxFWlsE3P65BcgRgtfHH2LRxAxgYwYHBTz+tR5x7pWiP5J03ADDAUlXsMZeP1+X4y+jbFasR60Uq0o9H+ePGNRcjmgUAI1btP4+B0M9qtqmIAWBEnwQWf+zDYufmTT4f6+JFfrwnTpzAyobj2HaKf91Ulo+VK89rGufFBgAwoaK2IeDyJe0c0L3lJRznDIgzc/hzvzQkhL/htt+a1WtQ7JD3kVP5WLnyHApLeBkdPXQQJU0AYMT58/x7SnzyK79//wQr1q1Z7bfvFNPEj3PljmNIrTrS6r6u9xm94eViQoSRQ96GteL2L75w7nOihsHfjzq8CLEclnz4E5rtwOM7+Wtu9erVMLeiY7XYgZ+O8feChJpTWLnylM/jXfUr/78ZQHa0ERcaGCz+ZgOuSbv0VlmWA4oagZQIoKKW/37mwgbxfnmimv+di8qqxOvqcCW/ra62Bvv27QNgRGVllVfX3b5y/rPJZitWrVrlcT/pnCnO5+f0kV9PY6UtMLx+Umws8PQeIxps/EKvYxSHeVf+BhHG3zh3Og2sPM3Lx2gE/no/8MJ+E6IyavC7EQfw1RkjzMYybNy4EYAJLMt6fR/b4LiPMrWeny9S+DWqCXaWw39/WCUa+LTw7TkDthYZEG7kcFUSh51lBnzwyylk1Z9AG227WmX7Of67NZQXotkOAAbs2H8YCeXOAlanHfOj4OJFNDUxABhs3boVxQrZHMWNAMuZEG7gsDtvg2JbETXE2IFYsxGFNc14/tM1+KXYgIsNDBLCOExLq8L5/ZuRGmFEaTPwt6/XYWBy+3heTuTz13bBqaNY6bhfV7cAgAm1zRasWLESDAMcu8hfnwUXL6C5nANgxPn8C14/nzef5X+LlsoirFxZ0Ob+NRZ+DGW1zfhxxUq0FtDy/nEDmqwGdI/jcEUii+/OG/GvLedRfvEMxnbkYGOBI1UMUiI4dJTY/Sx2IMwIlDYB7x83oqyZP0lWtMHvzyZvaGz0rqF10ChZl4oFCxbIvF+1tbXIzs7G+PHjERenX66EL1itVqxbtw433HADzGbnav5CVSOs2zcjzGTA76ZOhMno3yjQkoTzeHHVCVzgOmDy5KG6HvtQQQ1Ktu9AuMmAR+8Y67UF6fUTebhY1YQrBo/AwOwEcNv4i3DCDeOwaN/PsLMcrhs7VuZ2b4uVX+wHCktx7cA+mHxNZ4/7PbVvA+pbbBg2cjRy2qjMY7Wz+OvuDQBY3H3jSGTER+DfL29CSRPQecBIXKFTPs6m/x4CUISxV3UFLKfc5owatn53BNtLC9CjZy9MHtMVX320GyirxJihV2HygI6axnm+ohGvHdwMO2PC5MkTNB1Lb77YdQHHtx9DmIlDQ9ybuP/EdvE90crdawoAgDlcjP+eOwhzbBImTx6Kjy7uAGprMPzqwThWXIfVF08ju1MnTJ7c1+08FfUt+POOXwBw+Out1+g2B5RIOlOJFR/tRn5zBMaNH6VYCtnTfUZvtp6uAPbvQVZSDCZPvlbc/sMPwO9/z//NcUBYl1KY02uw+1A27myIwAcf2wBsAACMHz+h1SauPx0rhXXnfmQnRuLe347UxfoPAOejz+DNn06h2JiGyZMH6XJMNTzw1UqsO2yCjSmAicsEBxse+fX3YBjeO/BC7n+AY0YgLBKTJ/PFg0xHS4ATB9AhKRGDB3XGR78eQGJiolf38F/XnwJOnsGQnlmYPPkKt/eV5kzh5nNYU/ArOqRnYvLkfjp+e31Yf6wUDTv2Iy7ChE/vHoKeqTGKz067HejXDygoAMBwSLl/PawmFh/9twuiBuZj984MnPisFzD5FzCMwev72L/+sR1ALSZfOwCTHJV72+KpvT+hycri6pFj0NnL0C5P1DRZseD1XwDY8dZtA3Fdr2TcsGQLLlY1oTyxL+4ZmePzsX/65iBQVIxhV/VGVYMV20rPIiWrCyZP7i3uc2TNCaDgPDp36oQL1kqUNzdi+IgRGNLZPaJj3dFS4MB+dE+Pw403jvB5XFIKYs9g8fpT+Py0I7c70oxvHxgu5rAeNv6Kf24+h4rITEye3F+Xc6rl1WO/AGjGpNEjMLBTAgA+THDh3g1gOQZjb+Dvf6c3nAYunEaXnE7oGB+JH/NPIis7C5MnX+nVef736V6guBxjhlyJyVe3XRnYznJ4dt9PsLHAoGuv81ix9URxHY5s2waTgcHfZ1+LLsnR6LvlHF5a/Su+zzdicu5AfL7zAn7+tRwmA4Nl9w1D34xY/OnrQ1h1pBizr+mMLcWVKGuuQ2KUGZOuSEWHxvN+fzZ5gxDl1hZBo2QlJyfDaDSipKREtr2kpATp6co3qPT0dFX7A0B4eDjCw93DP8xmc7v/qAKuYzlXycfFdk2ORmSE/0NXbhqQhZdWn8Du89Uoqbfq2vz4h0P873VD3zQkxXpfij4tLgIXq5pQ2WSHweSc1hHhYTAwgB2AyaTuN7xQxcu1W2psq5+LizChvsWGRivaPP6vZTVosrKIjTChb2YiDAYG4/umYdXhYtz2z53446iu+NMN3rvRPXGsmA/p65eVgJYz2uavwZGPYDAYYDabUeUo8pESF6n5moiP5pXeBosdRqPJb5Ux1dJoseHtjbxnccGkK3DXiHXIy89DUV0RMmIzkNspV1aVMTmWvwbOFlmxZYsZLVbe8hkdEQazkd+PYQyK8lp19CJsLIersuIxoHMHv36v4d1TkBwTjvL6Fiz88Tien3olIszKSoq/73llDfw8ykiQz6NpjlTBefP4IhhNRzOBo5nIzgYWvwdM+o0BC/bw+5jMJpjNnh9jBwv5MJiRPZIRFqbCjd0Gk/t3xJs/ncLWMxVosjtzoC4FNrsNa4/WgEEHmLhMAICVKUQTVwdwfBjrm7tegAGLUN9sE2XLOOaryWCAyXGP5ND2PQsAfnX0FOrbMb7V/aVzJj6KfxY1WNiAeXZK+e4gH9Fy25BsXNXJ83W3ZQtwSuIAtZTHIDy9FoYUfm7Zmk04e9aMLPDhgt58V1bSp6lPxwSv5dMhJhwXq5pQ02zXLNOvNp9Ho8WO3umxmNS/IxiGwYPXdceC5Yfw1k+ncFWnRFzTLdmnY5fX86FUGQlRMBr49IuaJptszAzDK7Qmo0Es1mAwGBW/13nhWZzS+rNYDXcO74ylm07D6sif/X839kFOitPANbFfBv65+Rw2/VoOGIxin6pLhcXGoshRWCJHsgaJN5rAMLwBqpkF4sxmcA75mY1GGNt43ihx0dELMCclxqvPmMEXIPm1pB6nK5rQOUXZMLjiCB/qPbZ3KnpmJAAA7h3dHecqm/DFzgu47z/7xH1tLIclG07j9qs7YcVh/tr81xbeE5cUHYZV83KRFGnEypXnA2I97u35g6bwRVhYGAYPHoz169eL21iWxfr16zFihLJlY8SIEbL9AT6cwdP+wYpQWtfbqk9aSY+PwPAu/EPpu/36NibeeJy/KKdcpc5DIvSRKK1tFpNAAdfyut67/DmOw3kv+0YI5bu9SfA+eJHvzdE/K15UKJ76TV8M7JQAi43F3zacEiuh+Uqz1Y6TjkIoepQDd+0gLzRI7BCtXaGXVm1ssgZO8YsfDhSirK4FWYmR+L9hnWE0GDEmZwxm9JuBMTljZArW8uXA7TfzsiirbcF11wFHT/Df5f+3d+fxUZVn//g/58yWPSFkJQTDvu8IoqIoKIJaLe6larVfW6228ujPVtu69FmqXZ9a29rWtmqf1lpFtK1VFBEEEdn3fSdAQkhC9mTW+/fHWebMZJvlTGbh8369fAnJkJyc3HPOue7ruq/bYZV77Zz1L3Vz7xsnl8XwJ1LYLDKevG40JAlYsvkk/uffe2P+Pbvi9Xnx2bE9yl/kBnh9gb/7hQuBY8eAlSuB115T/n/0qPJx4/xDb40vtL1wJgzMM+/gAQwrysaQwky4vQIfRfl+DdcbO1ZD8gUGBS7ZHwUICJxqVbqxtrg8eqtsYzc8/95todEapYwO43qSlcAt3OtanPhor/J7Wzil55n7qqAdNtxnlcYfjhJlbAmvRW94Eer5PNXQjlaXFzaLhIowGjmU6F3dnL28srPNx8/h1t+tw983nkBjuxt//FRZV/C1y4bok3q3X1iOBeNL4PL68NVXNuGFFQdxrDb8TXu11uNF2Wl659C6bhpfBHZn7NrRWnM6CxoVZafh0atHQpaUzdpvmRo4DiaV90NBlgPNHR6s2h+7bsrdOdXQDp8A0m0WFBrWfcqy5G9+oT5zGFu4y0H36974fMK/3i2M7Kh2Ldhb1dzt1/3nts73NkmS8IMvjMPMIf5r2DdmD4UkASv3n8X9f9kc8HVkCfjZLRPDqkJKJEkTZAHAI488gpdeegmvvvoq9u7diwceeACtra245557AAB33XVXQGOMhx9+GMuWLcPPfvYz7Nu3D8888ww2bdqEhx56KF4/QkxonQVD7fpkhpvUC9Jr60/AE2IDhd5U1rfhWF0bLLKEi4eGN6OvvQGrGjvgNhxPKBfwrtS2uNDq8kKSet83QitpbAqhw6AWZI0vy9M/NiAvHUsfuBj3XFIBAPjT2ugW1e2vVhap98+0oyQn+kBI7y4olEDhXKvyc+ZnRZ8ZSLP5bwqJtFfW39UNor980QVdltRptI1zTx1SzrOc5oFk88ALZQyu+9Ti7y7YxQBscXqwXR0TV48NrWQoWjdMKsNvvqSUuL25ubLP2+cv3bsUFc9X4M9b/g0A+NfhV1HxfAWW7l0a8DqLBZg9G7jjDuX/6gRtQJDVW5cqbQPTWExA3ThJeXB4cdVh066BPp/A/607hufe34eT57qu+V9zQOm06JZOw4d2CPjQYglapwvl5xZCCbSAoA1Lw2jz3NThxkm10+ro0tDvMV1tEp8ofrb8ANxegfFlub1umVAa1PXfXaucA8mq/M6FRwZEeG2ztQ6tQwqywsqQFIfY1c3j9eHI2Ra96URzhxvffG0LNhytx3fe2omLfrgC9a0uDC7IxBcME5qSJOHnt07CpcMK0O724mfLD+DqX6zWO5+GSuv0W5TjQF66ts1JD5sR9zIeD581p7NgsPsvH4o9/3kNfnH75E7VIxZZwk1Tlff4n9cdM/X7hkKb5B2Un9Hp2ILfW/73tuH6GOJYPNvihNPjg0WWQt6oHfBP4G7pZnP7zSfO4VRDO7IcVlw5qijgc3arjJfunobvXzsaL901Dd++ZhSuHOl/TUGWAzufuRqvf+0ivPfwLFwR9O+TSVIFWbfddht++tOf4qmnnsKkSZOwbds2LFu2TG9uceLECVQZpp0uvvhivPbaa/j973+PiRMnYsmSJXjnnXcwblxodarJQsta9FUmCwCum1CKfhk2nGpox4p95rRz/1TdHHByeV7Im9lqtBmY43VtAZksm8WwOV8Yu/OdqFcucANy03ttr9tVu+Tu7DjZAEDp8mYkSRLuvWQwAGDjsXNhb25stOu08tA+ZkCOKWtQ/HvqKBd1l/pAmZ8RfZAlSRIyE+xhrLHNja3qnlXag3RXjBvnCpcN3jblfBg3z/35T2TDLHfn8bfl+Dl4fQID+6XrawH6wjXjSjC4IBMdbh/WHOi7Wdqle5fi5jduxsmmk4ZSt5M41XQKN79xc6dAqyvGJsU9vaXdXh9Oq925ol2/0pW7L65AbroNB2ta8PwKcxo7/OKjA3jyH7vx208O49IfrcT0//kIf10fuHj9SLXyszRb/4nTjgdw2vENOC07g76SG9qze3PQbLexzXMorZQPVCsBQWluWsCGx73RM1khtnB3erzYdSq2e7i1Oj349cpDeG39CQDA968d3eu/mTULGDjQ//Dqqg0MNIXHgjJD4UUo51Sb/R8e5pYrpXomq73b15xqaMcVP1uFK3/2CS790Up8fqQOz/xzD04b9jRqd3tht8j45e2TO61DS7NZ8NJd0/D4/FEYX5YLl8eH7729M+T7Z7vLi2b1Wl6U7UBuRuBG7Rp9nyxJ6rRNiFG4mzaHq7tyaQD48owLIEnAmoO1OFEXWqMDM3h9Xnx0cDsAICO9rVOmP3ivrMD3du9bhhidULNYA/LSwgr4tcBn9cGzONvcObP6D7Wr67yxJV2e4yyHFf9v1hBcNUZ5fn/wymGwWSRYZQk//OI4ZKfZcNGQ/hhVEt9eCNFKqiALAB566CEcP34cTqcT69evx4wZM/TPrVq1Cq+88krA62+55Rbs378fTqcTu3btwoIFC/r4iGNLCIHDWiYrxntkGaXZLLhZzWZ9sLv7bo3hWHNQedi7dHj4deBaK/kT9W3+9u1QUs1yBIHGsdq2gK/bEz2T1cuGxB1uL/arDywTutivpzw/A4MLMuH1CaUpQIR2n1ZKe8aV5fbyytAYy90a1I0wHVa5x4YD4dBKHxJlr6wNx+ohhFKaou0H0hXjxrkA4K5TZlmt+S36LHfVKQuOH+t+lnbTMaV18vSK2OyN1R1JknDpMOV9tuFY32y46fV58fCyh/UHKZtPuX645ZP6xxYvW9zpgSJYwNu5hyeJU+eUcps0m4zCbPPXquam2/CfNyhNIH618pB+/YrUrlON+NVKpexP22C9ptmJ7729C7/9RCn/a2xz49AZ5YdulzfBK9fCI58M+DoSJJTnliNXnfzRghyP2trZbpGgbR8YyoOYVio4qiS8B1x/hr/3IKux3Y3rX/gU173wKe784/qwJsRC5fR4cdOLn+EnH+wHANw18wLMGNJ7xYTFAjz/vPJnSfKXC+q8Mv77v40bZPd+LFoZ6/gwr9H+/Ym6Lxd8afURfXPZ2hYnbv/953hry0nIEvDyPRfiQnXrkF/eMQnjB3b9/dPtFtx/+VC8dt8MZDusOHy2FasOhDaZqu2RlW6zIMth1TNZDd1ksoz36K7OXbibNpupPD9DXxqxYl/flAVrmf7frHsDAPBJ5VudMv3aZIe2wbP2zGM1VO6EWi6oBY/hlAoCSsA7eVAe3F7RaT+xDrcX/9quJDxuCLE51pRB/bDxe3Ox5jtX9FlVR19IuiCLAp1pcqLZqVyAeutsZzZt5/T1R6J/SPP6BNYeUgKLWcMLw/73WjB0pKYNS5YaLzj+WbJw1mQdUWvAQ6mX96/J6jn7tLeqCR61jG9ANw/vl6kB5qcHa0M+1mC71Ru4WV3qjOWCbeq+RmbuG5JomSz/psA9P4B1WqtRr0xy2Pq3QLIp50m4LWhWS9a7em7UNiQ1KyAOx1S1i9dOtVwx1tacWIOTTUpAIIscWKD8zB5JqdsXEKhsqsSaE2t6/DrGSZOuZr41JwzrDMzqKhjshklluGP6IAgBLH59G2pC3JyzK3/89Ch8Arh2fCm2PnkVVjx6Oe6/XNmv6MfL9uForfKg6/UJFOf64JXPBGT1gMANdLODrktahshmkf2z3SFcEveqE0OjwlzfmZ/pfxD09hI0/fSD/fp7Yf3R+pAf6MPxytpj2FfdjJw0K55bOB5PX9+5S2J3Fi4EliwBysqUTbJ9Hf7r35dus+B6Q9f3UO4yO6MMss40dj/OtEnPFxdNwbXjlVpHWQKe+cJYXDGyCG/efzG2PHkVrhlX2u3X0GSn2XDHjEEAgJfXHgvpGGua/aWCkiQh11AuaAyetT8HbEbcwzUy1E2bzXbFKOV5pC/WZRkz/TahdDR2yyc6Zfq1KpJ6dZ2bvr4thNLLYFpZYnkEDcy+deVwAMD/fX5cPxZAWWfc2O7GgNw0XDIs9EnzvAw7SnP7rqKjLzDISnJabfcF/TN6XDsSC1Mv6AeLLOFUQzuqeihfCMWuU41obHcjO83aqZQuFJtXZyjddrwePPwd5QbkdklYurTnWbLuaBf2ESGUYIY6Y7tTX4Sf2+1DnxZgrj54FrtONeKZf+7Guzv8zUV+vfIQ5j+/BhuOdh3Yerw+7FMfisYOMCuTpZUfCD0QyrCbH2TFa01Wh9uLc4YbhBZkzRjcc3ap01oNdYY7ffBZSLLabKDdBm3nh64CgkNn+77UVzNKXV+z/0xzSCVO0apq9keldp9yc3ZLlRCSs9vXdcX4zunp2f14BIu5I/H09WMwqiQbda0u/Mcb2yI6l00dbry3U/m571MbEQwtzMLj80dh9shC+ATw6mfHsEztunXzlOFYcusSlOUElrMOzBmIJbcuwcLRC/XrklZS5FK7qNkssn4SewpSNZE0vQCUB0GtC1p9UNMDI59P4N/qzz5cfR9oG6mbpdXp0bOBT143BrdPHwRLmJ1M/c1YJAzp789mTZ0kB2RXe5vMO93QjpPn2iFLwNhwgyy1XPB0N/fbmuYOVDV2QJKUSdAX7piMP987HSsenY27ZlaE9b00i9Qg67PDdQHXye7UaOux1OyxNgnpE9DLCLW/A4CxQq2r8XgwhqWCobhCXSv0+ZE6tLsir7ZweXx4/K0d+O7bO/W1ckYBmX4B2H1DlH8nH+mU6dfWQ9e1BGayLLJsKL0MzX71/EZyD5o9shDjy3LR5vLir58r79nGNjd++bFSPn3nzIqw32ephkFWkvM3vej7h7QMuxUVagZJ63AYKW091swh/cPe52vpUuCOWy3wNis3IFu+uujbK+PmmwF1M/SwMln6eQ3hwq6tyeqt8cX2SnX2sodOZxcN7Q+bRcLxujZc98KneOWzY3jota34/Egd9lc34ycf7Mfeqib85IOuN+A+cKYFTo8P2Q6raetQjLOMbS4tyDJvRjHLoXytVlffBlktTg8e+fs2THjmQ0z+r+V49r29aGhzYY/6UNlbJit4rUbHcWXGzjFA+T17220oH2DB0CFdd15xe316566hcXj/DinIglWW0NzhCVivESul2f6o1OEbCQBwygd6fF1XQm184e+YFdsMf5rNgl8vmoI0m4y1h+qwKsQ1bg1tLn3S4t3tVXB6fBhRnNVpkukeda3mK58dwzI1S3HN2FIsHL0Qxx4+hpV3r8RrC1/DyrtX4ujDR7FwtNIDP/i6pDUEslv9LbN9vSx/8vqEXuIcbrmg1SKjX4bWWa778rY9VU2ob3Uh027Bi19WGrJ8cuAszoSYFaxtceLuP23AN/66uctrsBACz684iHNtblT0z8AXo+jiqTVjuWSc/1z0y7QFTJr1dpvRMiKTB/XTszyh0rZLqWrs6LLZilYqPqQgE5kOZUuMy0YURtUw4oL+mRhdmgOvT+gdGXtSY+gsCCjvjzR1x3Bj84uuGl90NWmijb9Q7sWxMKwoC2V56XB6fFh7KPIKk798fhyvb6zEa+tP4EfLOt+/jZl+C/rDglwIeOGWlPWDxkx//8zATJaWpVbe28rXC/V5x//+Dr/yRZIk3DVTybj9e2cVOtxe3P3yBlTWt6M4x4G7e9hf9HzBICvJaQtC+7KzoJH2fbXmG5HS1jPMCnM9lrH5gKdBuQFZ85VjET7latPeFt5C0A63V0+hhxK8ZuuNL3rLZDUA6Nz0wijLYcXtFw7q9PG3t5zSF5ICwLbKBjg9nWfDtquNNSaU55q255S/Bb5/3VSmw8RMlj0+5YL/9a89WLr1lN7I43erj+DJf+yGEMDQwsxeW8Z2WqtRmwXXGf+Nyl2Tg1/8wj9TG3zTO16nrB/MsFu6LR+NJbtV1tc4aLPFsTRr0CwMzBkICRIcvhEAAoMsCRLKc8oxa9CsHr+O8YG2p0yWFsCGsq4yWkMLs3DnRcoDxU8/2N9r84aP9pzB9B+uwIz/+Qg7TzbijU1KN8tbppZ3ynLPGlagdzgVAhhZnI1xZco462lrAa1cr1ad7XYHlAsqersmHjnbgjaXF+k2C4ZE8KCuPQxqM+5d0SbYLhrSH8OKsjFlUB6EAN7f2XNGU/OHNUfxyYGzeG9nNf6wRunMeq7VhVc/O4Y3N1Xigb9swe9XK2tGHps3KuxJvK6MNAScRdlpIWeyGtpc+Is64x/ccS0URdkO2K0yvD6h76FktEvvXmtu+fHc0cqxar8reL3AqlXA3/6m/N/rvxdp5YLGdZB56co40Nb0AsY1WYYtBbo4d7tOR7Ym0CySJGGO+vNH2uTLmN0BlICrOuj3Z8zgp3knAgBc0mEIydXpdflBQZY2gWKz+APWUB542lwePeM/MsLze/WYEtgsEvZVN+OJpTuxrbIBuek2vHrvdFMrXpIVg6wkt0e9APXWhjZWtGYbh2oif0hzeXzYcrwBAMKq3wUCmw+4zykPAbb+6r4ePglC+GdrQy3jOVrbCp9QFraHsmA+J11rfNF9JqvV6dGzY90tNtZ879rR+NktE/HqvdPx53unAwA+3l+Dd3f4L8Jur9A7VDW2u/Hf7+7Bks0nsV3tijfRxH2B/NdsEZNMVjzKBVudHry1RRk4L901Dd+8chgA/55V2nrD3hjXagAS6pePhc9phfDIeGTecH1jXaDzPU8bD0MLs2K2Zqg32h5wWtYnliyyBc9f87xaCqMEWS5ZaUJgXEtkDBS6IxvGZHe0NVl9EWQBwNcvH4rsNCt2n27Cz5d3ztBpvD6B/3x3D1weH1pdXtz828+wrbIBVlnqcq80WZawaIZ/Rvjx+aNCGi8F6t46dS3KQ682mWC3GNfA9HxN3KZeT8aX5UYUnPTP0gK97jNZ2vpT7dp/7QRlofy/QwyyjO3F39xUiXaXF7f+bh2e/uduPLZkB5btroZVlvDdBaOwYLw5C+qvHlOC/Ew7irIdmFieh1DevX9YcwST/nM59lQ1Ic0m49Zp5WF/X1mWAjrpBtM6y5q9xlPblPizw3UQby0FKiqAK64AvvQl5f8VFUpJCfzlgsZ7Z67e/MIfMHTVrCF4NDZ1uLG/WnnG0daQxsOc0UoHvI/3nYmoHPi3qw+joc2tZKrLlWYR2jKADrcXz/xzN/74UR76ux5Bpmc2srxXKZ+zbO30tUqzS/UgS8sQa5M6AfsyhlQK3AwhlMmQSJsD5WbY9Pfu21uVieD/vGFs0ncFNAvDzCRmXH9jxqazkRhaqARZ2j4WkThwphkurw+56bawyxqMzQc855Sbjy0okxXuHib+7GBoD7+hZLJ2n26CTyhtkLUyiu6k2Sz6PmROjzKLrLVITbPJGFOagy0nGrC/ugmTyvPw8w/349WgNQyTuuheGCnZMO3dqtakZ5mZyVLLBVv6sLvg5uPn4PEJlOWl46oxxbh8RCGW7zmDfdXNsAY91PZm4ULghhuUgL+qKh+5BVfikksk5GYo56i7hciH47geS6M9sJ3ogyALABaOXogX57+FZ9+2Q8AFl3QMgLKW6BfX/EIvdeuNpC726e49rWwmrgVZfdMQqCDLgZ/cPAH3/2ULXvnsKL566WD9wcXt9eHXKw/B6fFhSEGmfr4tsgSn+oB09djibh907rmkAlkOK4YUZOLiECeiCoLWbbi8/kxWb+tUNx+vx28/OaJvjD6xPLKHdi3Qq+0mk9Xh9urdLbUqhgXjS/Bf7+7BpuPnUNfihMvrwx2//xx2q4xX750esDC+zeXRO/UBShnd7b9fh4M1LbBbZQzITUNBlgNPXT/G1A2pS3LTsOqx2bBbZKTZLAETRF2d0yNnW/QSsXSbBT+5ZULED7WD8jNwqKaly/fsrlOxmXSdPCgPDquMs81OHP76YgyrC+xoiVOnlA0DlyxBTbMyUVBkDLK6aOPuVdcIWi2GtuNBJ2/riQb4hPIzx3Mz2hmD85Fht+BMkxNbKxswZVDoAZ/PJ/D2FiX4eOSqETjT5MT2ygb8e2cVvnrpYCx+fZteBpyFK5HlvRIA1P3vVuhfR4KEgTkDMWvQLKxznwPgf2+7De9ttxq89lYKDPgnOC6MsrvtgvGlehnsjMH5AXuvne8YZCWxI7WtcHp8yLRbYr64uztaudGRKIIsbYPenhpCdMfYfMDToGWy1NJFX2Cf4lC7Ah8KsyV+KJsRa/tjhVvG4bBacNGQfKxUL2CXDS/EwH4Z2HKiAQfOtMDnE/oFWpNmkyPq0Ngdf+MLf7bJzDKALEdgq+m+ENxB0G6V8ed7p+PNzScxfXB+2IGPtlZDEbjOQu5mlvawnsnq266gRsatD/pKsX06gG0YXpyG5+b+GaXZpZg1aFZIGSyNseOl0aGaZjisFtitMtrdXlhkqU/3H5s3tgSTyvOwrbIBL605gu8uUPZh+vnyA3hx1eGA1z54xVBkp9nw3Pv7kGG34OE5I7r9ug6rBV++KLz1Df31AEeZoHF71MYXVmO5YOAJbGxz4+G/b+3USW1ahA9hpWoZbHcbK288Vg+Xx4fiHIf+nivNTceY0hzsqWrC6oNnse5wHY6pAfPvPjmCZ77g7wq47UQDPD6B0tw0XDa8EH/fVKlv7v2bL03BXHUPnljIMezl2Fu54H+9uwdur8DlIwrxyj0XRpW51jNZ9YH33IY2F06p+8KZ1fRIk2azYOqgPHx2pB6vTJ6AsdWVaMgYD5tvMG7c8wkK2hqVk7B4Mc7+x/8BAIoMQZGeyTKUC/qbNRjLBQO/r3adnlYRvywWoPz888aW4O2tp/DmppNhBVk7TjWiuqkDmXYLZo8sQlOHG8/8aze2nmjA42/txLLd1bBbZHxn/iisO74Dy3bVwSLy0WD9Mzyyku0KzvSX5qkNUBraIYTQJ2rsVhkedSI0lEzWanWZRqiVG935wsQBWLH3DM61ufGzWyfGrTIjETHISmLr1Q5z48rMW38TLi3zVNviRFOHO+DGEyptrdKECLoKas0HTp0C3GomS7IoFxfhU8oQ/HvChBZlaU08hoW4zi2vixtIMC2QnBhBhumqMSV6kHXDpDK9JfOBM83YdboRZ5qcSLdZMHlQHj47XIfFc0eYtocV4H+g9fkE2tQgS8s+mUG7AQdvVhlL2nvnoiH+h8einDQ8eMUw079Xd1sIxLOzoKa8h9KjWNFK0GYNG4Q7xs+P6GsomRgR8J7+24YT+N7bO2G1yHh4jtK9cHBBZp92XZUkCQ/PHY57Xt6IP687hjsvugC5GTa8EtT+OsNuwd0XV6Awy4EJA3NR3i9D/12YRc8iBa3bsBu7CwZdEn/0wb5OAVZ5fjouj/AhTNsCQ1sfF0xrNz57RFHAg9nskYXYU9WE93dWB+wZ+O6O03jyujF6xzItC3ZhRT5umTYQf1fXtt08dWBMA6xgxlb6wXeZFXvPYOX+s7BZJDx9/ZioH0D17HPQe1ZrejEoPyPshhqhyO3YCaAMv7twApqtx1HiehYA8NsZ12HFH/4Duc5WoLIS1fXKda04x7gmq4tMlqFcEN1kViNdqx0Lt0wbiLe3nsI/t53C1WOKMXtkYcDvsqa5A5/sP4tLhhVggGFiRx/jo4rUJiAWzBicj8+P1Ovj9ekvjMGiGRfgq5cOxlt7lmLxsm+hqblS/xrBmX5t4qjV5cUf/+LG2TrDektJDbJ6edxpbHNj6wklI3bZiOjOb5rNgt/dOS2qr5GqGGQlkeP1bWgzTPYv26XUykU7CxGN7DRl3dLZZieOnm2NKIjYeqIBQGSLdbXmAzffDHgbAx9ShFsJBHJyJDS7wygXrNFaxob28KuVfbQ4PWh3ebsMcCLNZAHKxf1UQxvyMx1YML4EW9WH1P3VzfhILeeZPVJp13uuzW3+xquGTIxWLmhmJitPLyXpvT2wGdpcHn3tWm8dBM3Q1UJkr0/oZanxak0M+B/YKuvbIITokxnILeqNPaqSVr2DlvL/v64/ju+9vQuAsj5B23B2solls6GaPaIQ0yvyseFYPb779k5cOaoI7W4vRhRn4Y93X4g/rzuG+eNL9bJhbb2L2fT1UM2B6zYCugsaLooujw//2qbMnL9wx2RcP3EAdp5sxIC8NKTZIptUGayWah7rIoivamzHm5uUsrPrJgZ2lLxiVBF+s+owPlSvb6W5aWh1elDb4sKmY/X6JsIbtSBrcD6mVeTj+dsnoaqxA1+5uCKi441Udx0vPV4f/uvdPQCAey8djCGF0U+oaJ1Itdb6Pp+ALEt60yOtKYqZlu5dipdr/xcl+CnSfOMhe/z3mNqsAVh87S14eekraHRkokGNo4z7LuV1US5ozGR1NRFV1+LUA8dw12rHwkWD+2PyoDxsPdGAe17ZiG/NGY5HrlKyzy1OD774689wqqEdRdkOLH/kcj3Q1YKseYYNdm+dVo7P1f1FH54zPKA8/aYxC3HjqBuw5sQaVDVXdZnpf+9fFog2B6QMJx78dhv6zfUhrQzYsknGiPHdd2o0Wnu4Fj61ydPACPbIotAwyEoid/1pE043WvG5ayfuvXQI1h6qg0WWQt5RO1aGFGTibLMTR2pbwg6yGtvd+j4NUy+IrCRFaz7w8MM2eFvtsGQqD+s22YIlS4Dn9gLN7tBamjo9Xn1WP9SOjVkOK9JtFrS7vahp7ui0BqSxza0/ZESSrbNZZDw2b5T+d63jYU2zE0s2Kw8pc0cXw2qRzQ+wELjPWLvaDz/TxExZX2eyjOuxBvaLfSlZVwuRj9e1osPtQ5pN7rM1Q10Z2C8dkqQEz3WtLj37ESuN7W59Dc30XvYh64mxG1mH24tn31PWu8wbW4yP9tbos+SXxmEGXJIkPHfTeFzz/BqsOViLNeq6hzsvugDl+Rn43rVj+uQ4tFK96sYO/OU1HyprDR3I1NcYr4h7q5rQ7PQgL8Omb2LbW5Oe3miZrMr6Njg93oDNZH/+4QE4PT5MH5yPS4MeoieX5yEnzarvPXjL1IE41dCBt7acxAe7z2DGkP7ocHux+bgSsE9XyxlvmBR5e/ZoBJYL+v/80d4aHKtrQ36mHd9UN26N1iR1bdmxujYs33MGTyzdidGl2fqYnxbhfbQ72v5NTrkKHtTBiv5I9ylZi3PWl9HPcw8+HnYN3rdWYk+uEnT0z7QHdKDVr/EB5YLKeLQaywUN33fjsXMQQukq2Ns65r4gyxJeumsafrxsH97YdBK/+vggrhxVhEnlefjlioN6qWZNsxP/t+4YHrpyOA7VNOPI2VbYLTKuGOmfDP/i5DI4rBZkOpQSwmBa19CuLF2qTCoXfSkDaRlOWPPaIFmUc/mjZ2U89P9pr+z5eUfrFBnPSfrzAbsLJgkhBLxqkPCP7VW44ddrASi1sPGehdBm545GsC5r8/F6CKGU9UQTIGgbRY4s8z+wXnShjIULw9uM+OCZFnh9Atlp1oByh55IkoQi9bVa+1qjHWo55KD8DOSp+8ZEIzvNppcLnG7sgCwpM7+xYpxl1JpTZJjY+KKvg6z16gzijCH5fZK56arxhb73S1F2XDdrdFgt+ganJ89Ft6F4KNYfqYNPKBMzxgYG4fIvlFdKP1ucHhTnOPDioql6qeCEgbkBs8d9aUhhFr403b8VQ6bd0mXnwFha+1EahFeGVwh85YEOLP9Yee/u3W3pMruqZUImDswzrfy8VG084fEJvYMsAOyrbsIStbvnE110S7RaZNyidt+zW5U/XzNO+V2+u+M0jtW24pt/24oOtw+luWkhVx3EirFc0HhOX9+o7HF0+4XlpjULys2w6es47/vzJtS2OLHmYK1eVml2dl7fv0nyosH2sv7xdnkTmqxL4XE3Q5KycMvIV/BUvycBALXHMrRmg+oxqy3cDdUK/nJBuctrpJapM7sdfTQKshz48c0T8YWJA+ATwLf+thXrDtfhj58qWwdokxP/2HYaQgi8t1PJYl08rL/eIAtQ7gnXTijtMsDqScCWNfXqGvSCZv8SCY+M119XXtvb8842tYJoRhSTXdQ7BllJQpIkfPrY5bhtiNfwMeitp+NJ2z/lcDd19z3ZcFSZibzQhIWtFgswYbA/4NTK9oyb6fZmq6GUKZwH8EI1A6C1rzXaqK7/mWZiC1pjU45pFfl6S9dYMJ6Gdr1c0PxMVk9r2sz02WF1X57BsS8VBLpek7Uvwg1eY0HL5vVFG3ftQfDiYdGde+NC+X3qw9j0wf0hyxK+NWc4tj91Nd564OKIy9zM8LXLhijrnwDcPn1QwENWrC1dCtx6iwRPg/K7teW1QXYoWaGXfm3FmtXK64xjUsswRlLy3R1JknCp+rv+w5oj+HjfGZxqaMeT7+yCEMpD6eRumgh8+5qR+MEXxmLpAxejPD8Dl40oQFleOmqanZj901V658MbJ5fFfaG9HBBjKee0w+3FOnW8mx1ga91ng5XlpZt+TTHu39RqXYWzth+jyfJP1Np/Aey9ES3rlA2ksyZWwtpPeQZoq8nAzTfrXd27nEjrqlzQGKFqQdaoOHVO7sl/3TAOZXnpOFHfhjte+hxen8B1E0rx7E3jYbfIOFjTgn3VzXhzs7Ku6voJ5lQbGbescVYrwaejtFHPZAmvjPr6zqXAwTrcXr1cfbyJXTepM5YLJpmZRQItGSV4b3c1Hpw9zJQa72hF02FQq6mfbtIDr7EFfLr6gKVnskJofLFFnd0Jp3sQAEMmq/MGkVrt9YUmzhhNKMvVF6jf0s0N1yzG9rraBsgOE5sJ9EUmq9XpwX//ey9OnmvTf8d9VUrWVZC/T937JdINIM1U3i8DG4+dQ2U3HeDMtFYtUbkkynVIkmFNkVaKW2HYD0trGR1PA/LS8df7ZuDAmWbcMjX8PZEiFbxBu61/K6x5bZAdyvtLOG14/nlAvjqwoEjrMGl2t8trJwzAO9tOY8W+moDNXNNsMh6bN7Lbf+ewKs1BjH//4cLxuO/VTXB5fRhVko17LxncbcDRl7raIHvLiXNwenwoynaEtKl9OL5+2VAUZ6eh1eXBDRPLcPNvP8PBmhbcf/kQ05tglWYHrpdrs65GG1Yr3XuXPY8WX3/kXnoQaeX1kNPU7QJqlMBo8WJle4uumkN5u9gny1hqeVDtvpoIE1HBcjNs+OUdk3Hb79bp3S2f+cJY5KTZcNmIAny0twaPLdmOyvp2ZKdZsWB8ae9fNATGLWtcVXkAAHtpg77+XHhk/U3d09PO3qomeHwC/TPtGJAb/1LMVMYgK8lIEvC/t47H/3jGm1J6ZgYt0DtW26ovwg1Fh9urN4SYHuU+DZrBhgeE4Fns3haCCiH0oG9KmFknrWZc28/qwJlm/OBfu5Fht+odsILXHUTjK5cMxu7TTSjPz8DCKbF9yDDWyxsXz5tFeyB2enzocHtNzz40dbjx4F+36GtjAKWUbEAftfb2B/l+e6riu4m40UC1+UWsywWPnG3BwZoWWGQJM4dGN6liXFN0Qm1lHa9tLHpyYUV+1HvQhCt4g/Z0nIWtsFnPZHk7bDjTJqEUgYG/9vs3e53i3NFF+PJFg7B8zxm4vQL1rS6MHZCDx+eP0tdsheryEYVYtngWjtW14tJhhX3aObInAZks9aRqHWUvrDC/LNkiSwHB5TsPXoLTDe0YHoMmOrMGzcLAnIE41XQqcKLy+CygqRxeAO2Hi5AxvAb2QiUwclblQQigslIZj/2GKtf4pi66C1pkqVO5oBACp9U1TuUJ2pRh6gX98Mb9M/H5kTrcMKlMX8+6YHwpPtpbo+9Z9qUZg0zr9mvcssZVkwPhkWFJdwPpynn1ddgABJ7LruxUs9bjI9g2h8LDICsJSZKkd+tJBAP7pcMqS2h3e1Hd1BHyw+u2yga4vQLFOQ6U55tzYzdmsrSHdb2Fey/1gsfr2nDyXDtsFins0j5tPVl1k5LJ+p9/78XaQ/7Ww5cOKzC1RXN+ph1//MqFpn29HhmyBk59Z3nzAqFshxUWWYLXJ9DY7jY1yDp8tgVf/sN6VDUqv5eCLAccVhlPXdc3zQcA455Oyvhr6nCjsl55gIjXJuJGfVUu+P4udX3C0P5RTxD5s4NCL9GNZo1XKjHOdjtP5wEAHKUNkNPUBzGnFZJVyUhrJUUer09/j5i9xleSJPz3jePx3zeOVxuV+KJ66BxSmJUQFRxGXWWytHK30aWxz8RkOqwxCbAApQnD89c8j5vfuBkSJH+g1eJ/4m/ZPggZw5UspbfDqo87QBmPg8ermSxDkOX2GjJZ6se0r93Q5tbvNcW5sW3GE40pg/p1qnqZO6YYmXYLWl1epNssuG/WENO+n3HLGuGT4arJgWNAg/554bQhXz2cnp52tleqe5Mm0Hq3VJUY00CU1GwWGYPUUp1wSga1tUpmzvQZgyyv2r1Iu4T3lsnS9uSYekG/gM5IoTDuXdLi9Oi1+COKs3DN2BL86OYJYX29RCIbSjn8QZZ5lw5JkpCjbuhs9rqs//zXHlQ1dqAsLx1Lv3ExNn1/LtY+fmXEm6tGIrhccF+VUgs/IDctIbLR2kzxqRhmsjxeH15brzQBuH5i9OsT/OWCwDl1zPTLTJyJp3gKmO1WS4ocZQ1611VvcxqCZ7urGjvg9QnYLbK+vjQWJEkydQ+/RKQFCtr7fHQCTKREa+HohVhy6xKU5RjWlmX5o/n2I0VoP6Zkp5s+HwZ4/b/j0lJ/SXiby6tXQ+iZLEvncsHTjcq1qCDLbuqEXl/ISbPhxS9PxRUjC/HbO6ea2rFV27IGUO4rzpOBAZ7PacOXv6z8uadJZf/epHmmHRt1jZksMsXwoiwcOduKfdVNIa912aCvxzLvgTfDbsX8cSX4cM8ZfbGxv5Sj5yhr9cHIW5pWGPaD+fRgLVxeHy7on4EPFl+W9Ol4i17KIeBS12SZXaaTl2HHuTa3qeuyzjY78ckBJXD+6/+bEXZpkln0NW3q3w+paw1GJMhaAy2LfPJcO3y9zURE6KU1R3GqoR35mXZ8wYQgy9jCvaFNCR76JUDAmgiMs92ehgy4G9Jhy1MeWt31mRBOO4qLArOWZ1uUbGBhtiNuG9snO1lSggQhlHF5rE6ZcIznZuNmWjh6IW4Y6d+/qSijFF9ZIXDqlAQhJNT8fQYsmU54W5XSeUlSxuGsWQAkGyRJOTeN7cpejh5Dd0HZcI8BlG0HAKAkSdcLXTaiMGat0f1b1gB1J/ORM13pbChcVix5U4I8WMJrRwLLBZ0eL/7fq5tw8EwLfnH7JH2924RyZrJijZksMoXWZlWr9e2Nx+vDluNaZ0Fzswr/e9skrP72Ffomn8ZZ767UNHfg5x/u17tVzRoW/sVRy+TVtjjxz+2nAABXjipK+gALgP7Q5fPFJpMFADkxaH6x7oiSTRxdmhO3AAsILG0DgFMNygNuoqw1KMlJg0WW4PL6utyCIFo1zR144eODAIDH548ypRxUe181Oz36wxqDLEXgbLeE1h3+phutO5V1PI8+GtiBrJHZwKhpWzH4hMA5Q7lbsgYKXdH2b7pj/B2YM3Q2nn9e+ZmVt6MUEGABwC9+oYxHiywhJy1w03mvYZ+s4NukVnZfksMS4K5oW9a88Sv/s9P4ikwsXNj1vozv7azCmoO1qG7qwO2//xxCABf0z0iI/cdSHYMsMoWWdtYW+/ZmT1UTWl1e5KRZMdLkWvI0m0XfRwrouYW7EAJf+dNG/PLjQwCUDmVjI2hGkJtuQ3+1jbq2N8bc0cVhf51EpJ0/rxAxaXwB+LtPnWtz9fLK0K07rHWy65tW7d0JDvJPNygPEH3VeKM3VouMAXnaXlnmr8v63+UH0ebyYlJ5nmmdMLVkS32LMl7SbHLKl6GFQ5vtLisDGj8firoPx+LcylHIOT0ES5YAc65UXqddE88xGxg17X3u9fmbNiRjuVs4jOPMaOBA5eMLF/o/FtxFNqDxBQKDfq1sPJ9Bf7csFuC6q+149KoRyE234f7Zytov/X7j87925b6znf59XzfkOV+xXJBMoWWyjta24myzs9eNhT9XswzTKvJjXp7S1T5Fmv1nmvVObwVZdjx53ZiIj2dieR4+VlsUZzmsKXMRs8S48QUA9M9SHu5qW8zLpGiNR6Ldkylaxk54gH/tU5nJXdyiMTAvA5X17ag814aJZeZNemw6Vo+/qxuyfu/a0SZmdpWvU68GB3npDA6CLVyotM9es0ZGVVUFSkuV0i2LBdilJNsDGg0A/gdhCp+/rBp6E5HzoRmLf5wpTS6M48woL8OGE/X+sRbQ+CJoIlQLxDgee/fNOcPx0JXD9GtrcBMRANhaqVQNDcrP0LdquGGSOXt3Uc8YZJEp+mXaMXFgLrafbMTSLSfx9cuH9vh6rdPY5TGqWzaSDTe/YNqD+BUjC/HyPdOj+j7TB+frQdb8cSUJ0144WsbzF4t9sgCgOEfJpHS1mXMkKuvbcKK+DRZZinuw27lcUA2y8hKnVKM8Px3rjkDvemiGdpcXj7yxHT4BLJxSZurvQTunrU6lLXmmI3WzBdGwWIDZszt/XA7Krmpd3xKpa22y0ebmvD6BKrVxQ2kKlQr2pLtxZtRjJivoHt3IoD8sxsmr4OedNpdHv67/7WsX4Z2tp1CWl45Zw2P/7EUsFyQT3TF9EADgfz86gIPqbuJdOdXQjq0nGiBJSjASa8EPuUY71X26Joe5+XBXbp1WjqGFmSjIsuMbVwyL+uslCi2z5/X5ywVND7Kyu9/MORLaeqyJA3ORnRbfG7UclL3RsnWJVA+vrQ8zs1zw/z4/hhP1bfpGnWaSg4KsDDvnC8MRnDloYEYwarJhTVatWsbaW0XH+SQ3aENi4/re4GoTZrIiF/ze1gKsnDQryvLS8eAVw/SmYBR7DLLINLdOK8es4QXocPvwgrrGqSvvbj8NQKkJLsqJ/YNmcHc3I+OmfNHKz7Rj+X9cjs+fmBPQSj7ZaQ+0Lo9Pn/k2u1xQy2Sd6SGT1ebyYO2hWj3Q64nWQl9rfhJP/vbEAu0ur/5w0S8zcR5oB+Zre2WZl8nS1iY+eMUwfdG7WbT3dKtLyaxyPVZ4/HF/YLkgM1mRkw1l1U0MEjoJzmTpQZZNNjRrQMBrcnj+whZcLqiVB2rNuahvMcgi08iyhEeuGgEAWLmvBm5v1w/D/1SDLDNaOYfC+JBr1OL04Eit0mZ3vEmb8smyBKsltd5W2sNDu9urf8zsUsiiHGXG90xT95ms+/+yBYv+sB53/nF9j3uACCHwmdr04uI4N70wEgJoUDtrWWUJmQkUGGiZrEqTMlkNbS5sV7PEc0YXmfI1jbTAv6VDy2QlzrlMBt2VCzIoiJy/uyAzMV3RAnh/kKWVnlv82X6uyYpacOmlHmTlM8iKh9R6GqS4mzgwD/0z7Wh2evQW7UaHz7Zg9+kmWGUJC8aXdvEVzBd80dHsOd0EIZS6eTM3DEw1WhlMTIMstXSuptnZZQB1uqEdq9U9r9YfrdfX0hk1trlx84ufYfAT7+FMkxMOq4wpF0RfBhotY438uVYtY2BPqPb+5eoNuKqxA55uJkfCob23BuVnxGTxvzYm/eWCDLLCoc92q++1lg5lXMa7tDaZGddkMUjozJjJ8vqE3vgizSZ3yr7w/EUueFL5tL4GOPWbsCQiBllkKlmWMFPNHmw4Wt/p8/9Ss1iXDi9Afh+VS8lBpQiaHepMu1lZrFSlnT+nGmRZZUmftTWLlslyeXx66ZLRZ4cDg6p/bDsV8HeXx4f7/7IZmwyB/RUji0zZkylaxpuevvYlwcqyCrMcsFtleH0C1SY0HzmgrskcYfL2DBpt/DWrQVa6jWuywhFcntWmll0yWI2csVywkY1EOtHW+zW0ufQsFqCuydKvkcr/WW4ZueButudalXsOJ5Ljg0EWmU7rIrYxKJMlhOjzUkGg+3LBXdp6LAZZPdJaE2sPYmY3vVC+pgXFaqB1vL5zyZrWSGV4URYAYOX+swEZr198dEBvdlGQ5UBBlh0PXZkYzUeMawL1Lm4J9vAgyxIGqjOdWvfDaByoaQEAjCjOivprdUUbkywXjIx/Lx3lPaRlqXkeI6cHWT5/IxGuKfLTzkVDuxsdbn+2PM1qCag2EUKgxaW8r7PSOHkSruDKHW2bi0RaA3w+YZBFpptWoZRobT1+Tm/TCgBrDtbiyNlWZNgtuGpM323UG1zvrdmhBlnjTGh6kcqC12Q5YpQd0pqFHK1t6fS5w2eVj912YTnSbDJqW5w4qD7IVzd24HerjwAAXlw0BZu+Pxebvn8VxiVI8CwZpha1QDXTkXgPD9q+XZXnog+ytKB4ZElsMllauWALywUjEjzb3cYGIlGzyMZMljIumYnxK1D3QqxpcqJDvZdYJAFZlgLKBZ0enx4gsGto+PTKHfUkapmsfG40HhcMssh0o0pykOWwotnpwf5qfyv3360+DAC4/cJBfVr739VmxE0dbhw5qzS9mDgwr8+OJRlpQYI2+2iPUWOPwQVK1uOo+nsxOqx+bExpjp4pXXtIaW7x5qZKeH0C0yvyMb+P1vmFw1+uKmK2z5gZtIXRJ+qia34hhNDf98OLYlQuKAUGWQwOwiMFTTx1aEFWApTXJitZfUt72V2wS/51n+36Wkqbes6M5YLtLn8pIcdj+ILnlJnJiq/Eu9NT0rPIEiYPygMAbDqurMs6VNOMtYfqYJEl3HtpRZ8eT1eNL3adVLJYA/ul99nasGSlzdB26Jms2Fw2hqiZLK3jo8bp8eodkoYVZelt2dceqoPPJ/DG5koAwO3Ty2NyXNHzdx1zurW2xYn38KCVYmqlfpGqaXaiqcMDWQKGFMZmKwMtk9XMcsGIyIYSaiEE2vRyQWYOIqVn/F1euNTmMSwX9CvMcsBhleETwD51EiZNfdvquSwh9IoJu1U2fe3v+UAvT1efd7RmS3zOiQ8GWRQT+rqsY8q6rL9vVB6ErxhZhIH9+raVaFdrstarTTmYxepdcLlgrDJZ2gP5gaCNrE/UtcHrE8hyWFGY7cAlw5TGKuuP1GHt4VpU1rcj22HF/HGJl8UCAjfDdsZoM2czjCzJAQDsPxNdkKX9/ir6Z8as8Yg2BFucygNEOoODsBjXCbq8Pr2smxnByAVnVwEgk+NSJ8uSns3arK7XzrZpn1P+L2AoXU3AiahkYHzecXq8+nhkuWB8JN6dnlKCHmQdrUeH24u3tijd4G6/sO+zDXoLbfXvPp/AW1tOAojNHj6pRssaaA9iscpkTSzPAwAcrGlBo6HD4FE1szW4IBOSJGHsgFzkpCnlqPe8vBEAcP2kAQn7gGjckyiRywW19VMnz7WjzdPLi3tw4IzW9CI2pYKA/4FWK2HN4ANZWPyBf2B5FjOCkdPOqVYKx0xMZxXqhrjaZvE5duWeogX9Pp/QKyYYZEXGWLmj3UdlCchmE5G4SLw7PaWEyYPyYLNIqG7qwP/35nbUt7pQlpeO2SML+/xYgveEWXu4FifPtSM7zdpne3Uls+DnBIc1Nje/giwHhhRkQghg3ZFa/eNakFWhlhNaZAlXjFKCY49PIMNuwdcvGxKTYzKDcSGyFhQkQmv5YPmZdgxTSwY3nZX0rFu4DlRr7dtj01kQ8Af+GgYH4THOdmuZA5tFgi3FNlLvS5agvdsYJHSm7Vu4X81252vJFcM6Ina6jI6xqY2Wxcp0WDtdM6lv8IpKMZFms+ileO/uqAIAfPuakbDG4SYuB63JenOTksX64uSyhHzYTTR6d0ZVrMoFAX9m8eHXt2HJZuX3ZMxkab5/7RjMG1uMq8cU460HLsYF/WOz9scMspwcmSwAuGZsCQDgrWMWzPzRKqw5eDbsr3GgRm160QeZLE2iZjETlWTI7rczc2AK7TrZzI6X3bpseOAk6+Ac5aZsvEdrQT/vzZHxn0v/BArLVuMnMe/0lBKuneDPEn1rznDcMKksPgdi6Fzk8wn9wfGGSX23V1cyCw6yYlUuCAAPzB6G4UVZcHp8ePytHTh8tkVvhDG4wL+WrzDbgd/dOQ2/v2saRpfmxOx4zKCdP6/PuCYrMR8g7p89FJcPVxqLNHd48Ogb2wM2Du2NEAKH+qBcsHMmiw8R4dDPnqFckOcwOtr7vJUdL7s1riwXM4coa2qLsx0Y108rF1T4hNDHI89fZIylwPom4w6ey3jhVZVi5q6ZFRBC6bB005Q4BVgIbKF9tK4V59rcSLdZMIFNL0ISXGUQy0xWfqYdHyy+DF95ZSNWHziL36w8jL2nmwDE9qE9liz6mixh6C6YmPNbWQ4r/nDXFPzj3ffwkz2ZONPsxMp9NbgmxKYiZ5qcaHZ6YJElVBTErsFNcCaLWYPwyIYxyT2yzKE1b2h1MjPYk5funoYVe8/gwkG52LhmBQDDXoIA2t3MBEbDuOdYq4vnMt4S805PKUFp1z4YN08d6N+XJQ4kQwttrRV4RUEm1x+EqHMmK7YXbFmW8B9zhwMA3tpyEs1OD+xWOWmDLNkws5jo5YIamwzMH6dsGL7mYG0vr/Y7qJYKXtA/I6bZuuCGAiwtCo9xL502F9cQmUEL/LmtQM+yHFbcMKkMhdkO/WPGcsF2V+KuW00GkqHRUpuTWep4S+w7PZEJ9PawQuDUuXYAQFleWhyPKLkEP9DGMpOlmTyoH6aoe60BwOTyvKQNirWbnlckfrmg0YUVyiL1Teo2DKE4qJYKantuxUpwuWBagmYGE5WxGZDezY1BQVSkoHJBBgmhM2ZfuEYwOsYtQ7RMVibf23HDOxOlPOPmfKcatCArPZ6HlFSCk5B9Ver29cuH6n++dVqibjTcO4vsL83SHmiTISgYX5YLADh8tgWuEDsNHqzRgqzYZh0tQWOSD7ThMc52u7zKupi+mDxJZXp3QZZohc+wbrqd5y8qxu6CXG8ZfzzzlPIkw5qss81OAEBRDjNZoYpHJgsA5o0twa++NBkAcG0St9rXTp8vCRpfGJXkOJDtUPYjO1rbqu+j1ZNtlQ0AEPNmJCwXjI5x4kQLoO0JXsKa6II3I+aDbeiME6HtbnYXjIbsX4TOgD8B8CpAKS9gc752ZXO+ftz9PGR92V0w2HUTkr8DZGALdy3ISvwHWkmSMKw4C1tPNODAmeYugyyXx4cf/Gs36lpc6Jdpx94qpUnJ9MH5MT22TmMyCc5nIjGePW2dIIOs6ARvRswgIXTG5lQdCd4cKNEZOzVqa7IyHXzUjxeeeUp5/ouOfwf03HRb/A4oyXQqF2RZUVgCWrirs7TJ8gAxoigbW0804KC6eWiwNzdX4q/rTwR87OKh/QMWtceCMZNlkbmJbriMQarW8ZLlgtHxb0bMzXTDZWw77vaqQRbHY0QCm9pwvWW8MciilOfv7ib0TFZeBoOsUAW3y+aMd3iM48+VROWCADC8WGlgcUBtaBHsU7XzYHaaFbdMLUf/LHufrJ8zNr5I43gMW0C5oJflgmaQO5ULJsd7PBH4ywWFHmRxPEbGWLnTxsYXcccgi1Ke8aLT0O4CwExWOII7ufHmFx5ZSs5yQcC/N9mBmq4zWYfPKsHXL++YjCtGFvXZcRkDf5ZlhU8yFAxqzViYyYqOrGeyWC4YLn8HYP81ktnpyBjLBVv1TBYf9eOFo5hSnt54wJDJYpAVus7rX/jwEA7Z0MK9I8kWdWtB1vG6Nn3tjsbrEzhWp+w7N7Qgti3bgxnLBZPlXCYSyXDn1x9qrfHbyzAVaEPS41O6NTKTFQ7/RJRb7XbJICsyxknlDrbDjzuOYkp52kXH5fXpi2pz0hhkhSookcVMVpiM+7QlWyarOMeB7DQrvD6BI2dbAz536lw7XB4f7FYZZf36dksEY+CfLOvbEklA4wt9TRYfxKIRXFbNICt0xg7Abna7jIqxPD3Z7jepiGeeUp5282vu8Ogfy3DwBhiq4EwWy4rCYzE2vvAkV+MLSZL8JYNBzS8O1yqlgoP7Z3ZqqR5rxiGYxsxq2CRj4wt2FzSFFHSdZIY1dP7AwLBGkPeZiBgrJ5Kt0VIq4pmnlKc9AGpBls3CbmTh6LRPFh/GwqI9fHm8Qi+FSaaSyxFq84uDQc0vDqsbDw8pzOzzYwosF+R4DJfxLe1k5sAUwbcU7pMVOr3xBfzdBVm+GhnjGmAGrPHHM08pT1uQ3OJU1mOxPjk8nVq482EsLFpA0GFY05RM53B4kZLJ2lcdmMk6UquUD8YjyAooF0yigDVRGBtf6EGWhQ+10QjO+LNcMHSSocRN3xyb5asR0e43Pp/QS4EdfOaJm+S50xNFSHt2aOnQWutyhjEczGRFRzt9WhYLSK4ga/zAXADA9pMNEML/MxxROwsO6eOmFwAzWdEyxgNaSRHf19EJ7sLKcsHQaWfOWC5oY9AfES1p5ROG8nS+t+OGZ55Snj+Txf1LItFpTRYv2GEJPn9WWYI1ico3xg3IhVWWcLbZidONHfrHtUYY8c5k8WE2fFJX5YJJNCYTERtfRE7viAdhKBfkeIyEZFgDzD3w4o9nnlJecOMLNr0IT3BPA86KhSd4hjvZzl+63YLRpTkAgK0nzgEAmjvcqGl2AgCGFMY7k8X3c7gCywW1TBbPYzSCr5MMskKnxac+Af+G7Qz6I2Ix7svoZnfBeOOZp5RnCc5k2VguGA7ukxWdTkFqEgYFkwflAQA2Hq0H4M9iFWQ54rLnHMsFo9NVJovlWdEJnkzh2t/Q6Y0vjPtkMTCIiL4mS/gzWbxnxw9HMaW84HLBdM4whoXlgtEJLiNKxlnFS4cVAABW7KuBEAKHz8avsyDAxhfRMp4/fZ+sJByXiST4Osn7TOj0Fu4wNr7geIyENgy9xsYXfG/HDaf0KeVpD7n+xhe8+YWjU+ML3vzCErx/TjLe8C4dXgC7VcbJc+04WNOC/eqeWSPVPbT6WsA+WcwYhC1gM2IujjdF8GQKM1mh83cXNDa+4HiMhDGT5fYyyIo3nnlKeVqM0MxMVkSCW7hzxjs8nde0Jd/4y7BbccnQ/gCAD3ZV63tmjSiJU5AlsVwwGl2XC/I8RkM2nD67RU6q5jbxpje+MAQGdu6TFRHt2uj2CvjUZrDJeM9JFbwKUMrTygW1MgRmssLDcsHoBGcCkzUomD++FADw7o4q7K+ObybLuP6FDxDhM2ZXuRmxOYzXSU7khceYyXJzn6yoBFdOAHxvxxPPPKW8zq11WSUbjuAggaUH4elcLpicDw/zxpTAZpGw/0wzTjW0AwBGFPd9Z0GAmSwzaKdQ3yeLmZeoGIMsTuSFR2t84TOWCzKTFZHg+zXAICueeOYp5QVfdFgrHx6WC0anU5CapEFBboYNlw0v1P8+ojgLeRn2uByLzBbuUdOCgg5mskxhfJ8zyAqPv4W78HcXZNAfkeAYy2aRugy8qG9wFFPKC26tyxtgeIIzgZzxDk8q7TN23cRS/c+zRxbF7TiM7caZyYqMNi5dXJNlCuODbKaD1RLh0M6cth4LYNAfqeDnHd6v44tXAkp5ncsFGWSFw/jwIEtd13xT91Jpn7HrJgzAmgO1aGh34/7Lh8btONINJb/MTEdGGZdC/3syB/+JwBgUcEyGR7tGausDAQYHkeq0ZQjHYlwxyKKU12mTSK7JCotxhjs4YKDedQ6ykvfhwWaR8fPbJsX7MJBheHDIcvT9ZsipoNPWDEk8LhOB8TrJTFZ49PWBhiCLmdXIpNL9JhXw7FPK4/4l0TE+fDHGCl+nckGOv6gZs9HZaXygjUTwwxgfaqNjN5SwsrtgeLQz51L3bLPIXEcUKTnobczJk/ji2aeUF/zskG7nsA+HlTe7qLA7o/kyDJkCBlmRCX5b82EsOsbzl8kgKyxaCXqHW1sfyHtOpDqVC/J9HVdJc/br6+uxaNEi5OTkIC8vD1/96lfR0tLS47/5/e9/j9mzZyMnJweSJKGhoaFvDpYSSnC5YFoSr4mJB67Bik6nFu5s1BA1YzY6i0FWRFguaC5jJpDbhIRHG4tOD7cTiBb3tUwsSXP2Fy1ahN27d2P58uV49913sXr1anzta1/r8d+0tbXhmmuuwXe/+90+OkpKRMEzO2mcZYwYSzgiYzxtydz4IlEYOwrmpnNNViQ6PYzxwTYqgUEW3+Ph0K6PWiaLgUHkgieVeb+Jr6SYbtm7dy+WLVuGjRs3Ytq0aQCAF154AQsWLMBPf/pTDBgwoMt/t3jxYgDAqlWr+uhIKREFBwbMZEXOFlzwTSGxyBJ86v4vLN+I3viyXNx7yWCMKM7iQ0SE2OrZXMbAgEFWeLSx2KFujM31gdGRJWVjZ4D3m3hLiiBr3bp1yMvL0wMsAJg7dy5kWcb69evxxS9+0bTv5XQ64XQ69b83NTUBANxuN9xut2nfJxLa94/3cSQbIXwBf7dKvvPmHJo9ZqwW6bw5d2aSDO2ybXJiv4eT5TrzxDXDAST+cSYqY4xllSV4vR54vZF9rWQZM7EkB7TD53WyN8YxI3zKPdofZPH8RcM4qWeTU+dcJtJ1JtRjSIogq7q6GkVFgRtfWq1W5Ofno7q62tTv9eyzz+IHP/hBp49/+OGHyMjIMPV7RWr58uXxPoSksq9KAuCfWVy35hPsdcTveOIh+jGjXCq8bhfee++96A/ofOOzQOuhdXDfHrzXsDu+xxMCXmdSm7PDPyZl+Ex5X5/PY2ZXnf8+c3jfHrx3LvHf44lg+fLlOHBaOXcNza0AJDjb23ifiYbhfnOuriblzmUiXGfa2tpCel1cg6zHH38cP/rRj3p8zd69e/voaBRPPPEEHnnkEf3vTU1NKC8vx9VXX42cnJw+PZZgbrcby5cvx1VXXQWbjesQQnVuQyXeOuYfR/PnzUW/DHscj6jvmDVmHl73IQAgIz0NCxZcbtbhnTe+u3kFXC5llnbqpAlYMKUszkfUPV5nzg8/2bsaDa4OAEC6w4YFC+ZF/LU4ZgD73hq8cmAbAODiCydj/riS+B5QgjOOmTMbT+Mfx/dDstoBlxv9cnOwYMHMeB9i0np800dwq+vbBpUNwIIFE+J8ROZIpOuMVuXWm7gGWY8++ii+8pWv9PiaIUOGoKSkBDU1NQEf93g8qK+vR0mJuRcyh8MBh6NzmsNms8X9l6pJpGNJBnZr4DDPyUiD7Tzbq8isMWO1yBx7ETA2GchIsyfFOeR1JrVZDOte7FaLKb/r83nMZKb5J+5K8jLP2/MQLpvNBpu6rlJrfOGwmTMez1cWWQagnMs0uzXlzmUiXGdC/f5xDbIKCwtRWFjY6+tmzpyJhoYGbN68GVOnTgUAfPzxx/D5fJgxY0asD5OSXKfNYLkQNGLBHckoNMYmAxx/lAiM72U2vYheXob/oat/1vlRKWEWrTlVh97CnfeZaAR2s+V7O56S4uyPHj0a11xzDe677z5s2LABa9euxUMPPYTbb79d7yx46tQpjBo1Chs2bND/XXV1NbZt24ZDhw4BAHbu3Ilt27ahvr4+Lj8HxYfxATfNJnPfpwjMGaWsibz3kor4HkiS4k2PEo1xTHLz1+iV91PWbGc7rCjNTYvz0SQX7Z4s1N4hbOEeHeMzD89lfCVF4wsA+Otf/4qHHnoIc+bMgSzLuOmmm/DLX/5S/7zb7cb+/fsDFqP99re/DWhicdlllwEAXn755V7LFCl1GPfJSjvPygTN8vwdk7G9sgEXDekf70NJSsasAVuOUyKw8EHMVP0y7Vjx6OWwyhI3Iw5T8F6WbOEeHT7zJI6kuRLk5+fjtdde6/bzFRUVEEIEfOyZZ57BM888E+Mjo0RnfJhI5wUnIlkOKy4ZVhDvw0hawdlUongzBv58qDXH0MKseB9CUgou6ed4jA7L0xMHzz6lvMAHXAZZ1PcCywU5Bin+GGRRoui0MTYDg6jwfpM4OJIp5TF1TvFmlf2XWgczWZQAAsoFGWRRHAU3VOJ4jI5FYiYrUfDsU8ozXq9ZqkXxYGwswJseJQJj9sBmZeMLip/gmIqNWKJjbO7FSb344tmnlGecJeOaLIoHq+EpguUblAiMJUXMHFA8dcpkcSIqKsxSJw6efUp5Fq7JojgzPkJwZpESgYVrsihBBAdZHI/RMT7zOPjME1ccyZTyZHYXpDjzGjqfcgxSIggsF+SjAMUP12SZSwpofMFzGU88+5TyrDLrkym+vD5/kMVZWkoELBekRBE8/FguGB02vkgcPPuU8owlgswiUDx4vKL3FxH1IWNJERsNUDyxXNBcAeWCXAMcVxzJlPLSDBcZrsmieDBmsogSgfHBlpkDiic2vjAXuwsmDp59Snnpdv8wZyaL4sHDIIsSDDcjpkRhkZnJMpPx9LFcML549inlGbNXOenWOB4Jna+8Pl+8D4EoANs8U6IISmTBzvLVqASuyeLEcjzxykopz5i9ynLY4ngkdL5iJosSDTNZlCiCM1ksF4xO4Josnst44tmnlJdu9wdZvOBQPDg9zGRRYjE+1zLIonhi4wtzGat3uCYrvnj2KeWx8QXF2y9umwQAeGzeyPgeCJEqoFyQk08UR2x8YS52F0wcXKBCKU+WJdw6bSD2VDXh0uEF8T4cOg8tGF+KDd+bg8IsR7wPhQhA0GbEXANDcSR3WpPFIMssrN6JLwZZdF748c0T430IdJ4ryk6L9yEQ6djCnRJFp+6CHI+mYcAaXzz7RERE5xkL12RRgpCCygUdHI9RMa4BloPThNSnOJKJiIjOM4HlgnwUoPhhJstcLjZaShgcyUREROcZlgtSouCaLHOxm23i4EgmIiI6zxg3LOXmrxRP7C5oLreXQVai4EgmIiI6z7BckBJFp3JBjseoPDxnOABg0YxBcT4SYndBIiKi8ww3I6ZEEZzJYtvx6Fw/cQAmDMxFSS472sYbgywiIqLzDDcjpkQRHOMz6I/eBf0z430IBJYLEhERnXeM2QM+1FI8BbdwZ9BPqYIjmYiI6DzjsPlv/+k2SxyPhM53Fil4TRYbsVBqYJBFRER0njEGVhl2BlkUP+wuSKmKI5mIiOg8k2YIstIZZFEcyUFPotwni1IFRzIREdF5xliixSCL4ilwfaDUaY0WUbJikEVERHSeERD6n7kmi+IpoNMls1iUQjiaiYiIzmPsLkjxZExc2bgei1IIRzMREdF5xuMTvb+IqA9YuJ0ApSiOZiIiovPM9RMGIMNuwa3TBsb7UOg8ZzUEVjKXY1EKscb7AIiIiKhvlednYMuTV8HB8iyKM+MYFEywUgphkEVERHQeSmPDC0oAxmYXFqayKIVwCouIiIiI4kI2BFbBGxMTJTMGWUREREQUd8EbExMlMw5nIiIiIoo7ZrIolTDIIiIiIqK4szDIohTCIIuIiIiI4k5m4wtKIQyyiIiIiCjuGGNRKmGQRURERERxl+ngzkKUOhhkEREREVHc3DatHADwrTnD43wkRObhlAERERERxc3/fHEcvn75EAwuyIz3oRCZhkEWEREREcWN1SJjSGFWvA+DyFQsFyQiIiIiIjIRgywiIiIiIiITMcgiIiIiIiIyEYMsIiIiIiIiEzHIIiIiIiIiMhGDLCIiIiIiIhMxyCIiIiIiIjIRgywiIiIiIiITMcgiIiIiIiIyEYMsIiIiIiIiEzHIIiIiIiIiMhGDLCIiIiIiIhMxyCIiIiIiIjIRgywiIiIiIiITWeN9AIlOCAEAaGpqivORAG63G21tbWhqaoLNZov34VAS4JihcHHMULg4ZihcHDMUrkQaM1pMoMUI3WGQ1Yvm5mYAQHl5eZyPhIiIiIiIEkFzczNyc3O7/bwkegvDznM+nw+nT59GdnY2JEmK67E0NTWhvLwclZWVyMnJieuxUHLgmKFwccxQuDhmKFwcMxSuRBozQgg0NzdjwIABkOXuV14xk9ULWZYxcODAeB9GgJycnLgPMEouHDMULo4ZChfHDIWLY4bClShjpqcMloaNL4iIiIiIiEzEIIuIiIiIiMhEDLKSiMPhwNNPPw2HwxHvQ6EkwTFD4eKYoXBxzFC4OGYoXMk4Ztj4goiIiIiIyETMZBEREREREZmIQRYREREREZGJGGQRERERERGZiEEWERERERGRiRhkJZFf//rXqKioQFpaGmbMmIENGzbE+5CoD6xevRrXX389BgwYAEmS8M477wR8XgiBp556CqWlpUhPT8fcuXNx8ODBgNfU19dj0aJFyMnJQV5eHr761a+ipaUl4DU7duzArFmzkJaWhvLycvz4xz+O9Y9GMfLss8/iwgsvRHZ2NoqKinDjjTdi//79Aa/p6OjAgw8+iP79+yMrKws33XQTzpw5E/CaEydO4Nprr0VGRgaKiorw2GOPwePxBLxm1apVmDJlChwOB4YNG4ZXXnkl1j8excCLL76ICRMm6Bt9zpw5E++//77+eY4X6slzzz0HSZKwePFi/WMcM2T0zDPPQJKkgP9GjRqlfz4lx4ugpPD6668Lu90u/vSnP4ndu3eL++67T+Tl5YkzZ87E+9Aoxt577z3xve99TyxdulQAEG+//XbA55977jmRm5sr3nnnHbF9+3bxhS98QQwePFi0t7frr7nmmmvExIkTxeeffy7WrFkjhg0bJu644w79842NjaK4uFgsWrRI7Nq1S/ztb38T6enp4ne/+11f/Zhkonnz5omXX35Z7Nq1S2zbtk0sWLBADBo0SLS0tOivuf/++0V5eblYsWKF2LRpk7jooovExRdfrH/e4/GIcePGiblz54qtW7eK9957TxQUFIgnnnhCf82RI0dERkaGeOSRR8SePXvECy+8ICwWi1i2bFmf/rwUvX/+85/i3//+tzhw4IDYv3+/+O53vytsNpvYtWuXEILjhbq3YcMGUVFRISZMmCAefvhh/eMcM2T09NNPi7Fjx4qqqir9v7Nnz+qfT8XxwiArSUyfPl08+OCD+t+9Xq8YMGCAePbZZ+N4VNTXgoMsn88nSkpKxE9+8hP9Yw0NDcLhcIi//e1vQggh9uzZIwCIjRs36q95//33hSRJ4tSpU0IIIX7zm9+Ifv36CafTqb/mO9/5jhg5cmSMfyLqCzU1NQKA+OSTT4QQyhix2WzizTff1F+zd+9eAUCsW7dOCKEE97Isi+rqav01L774osjJydHHybe//W0xduzYgO912223iXnz5sX6R6I+0K9fP/GHP/yB44W61dzcLIYPHy6WL18uLr/8cj3I4pihYE8//bSYOHFil59L1fHCcsEk4HK5sHnzZsydO1f/mCzLmDt3LtatWxfHI6N4O3r0KKqrqwPGRm5uLmbMmKGPjXXr1iEvLw/Tpk3TXzN37lzIsoz169frr7nssstgt9v118ybNw/79+/HuXPn+uinoVhpbGwEAOTn5wMANm/eDLfbHTBuRo0ahUGDBgWMm/Hjx6O4uFh/zbx589DU1ITdu3frrzF+De01vC4lN6/Xi9dffx2tra2YOXMmxwt168EHH8S1117b6ffKMUNdOXjwIAYMGIAhQ4Zg0aJFOHHiBIDUHS8MspJAbW0tvF5vwMACgOLiYlRXV8fpqCgRaL//nsZGdXU1ioqKAj5vtVqRn58f8Jquvobxe1By8vl8WLx4MS655BKMGzcOgPI7tdvtyMvLC3ht8LjpbUx095qmpia0t7fH4sehGNq5cyeysrLgcDhw//334+2338aYMWM4XqhLr7/+OrZs2YJnn3220+c4ZijYjBkz8Morr2DZsmV48cUXcfToUcyaNQvNzc0pO16sff4diYiozzz44IPYtWsXPv3003gfCiW4kSNHYtu2bWhsbMSSJUtw991345NPPon3YVECqqysxMMPP4zly5cjLS0t3odDSWD+/Pn6nydMmIAZM2bgggsuwBtvvIH09PQ4HlnsMJOVBAoKCmCxWDp1WTlz5gxKSkridFSUCLTff09jo6SkBDU1NQGf93g8qK+vD3hNV1/D+D0o+Tz00EN49913sXLlSgwcOFD/eElJCVwuFxoaGgJeHzxuehsT3b0mJycnZW+aqcxut2PYsGGYOnUqnn32WUycOBHPP/88xwt1snnzZtTU1GDKlCmwWq2wWq345JNP8Mtf/hJWqxXFxcUcM9SjvLw8jBgxAocOHUrZawyDrCRgt9sxdepUrFixQv+Yz+fDihUrMHPmzDgeGcXb4MGDUVJSEjA2UDAf6gAABeZJREFUmpqasH79en1szJw5Ew0NDdi8ebP+mo8//hg+nw8zZszQX7N69Wq43W79NcuXL8fIkSPRr1+/PvppyCxCCDz00EN4++238fHHH2Pw4MEBn586dSpsNlvAuNm/fz9OnDgRMG527twZEKAvX74cOTk5GDNmjP4a49fQXsPrUmrw+XxwOp0cL9TJnDlzsHPnTmzbtk3/b9q0aVi0aJH+Z44Z6klLSwsOHz6M0tLS1L3GxKXdBoXt9ddfFw6HQ7zyyitiz5494mtf+5rIy8sL6LJCqam5uVls3bpVbN26VQAQP//5z8XWrVvF8ePHhRBKC/e8vDzxj3/8Q+zYsUPccMMNXbZwnzx5sli/fr349NNPxfDhwwNauDc0NIji4mJx5513il27donXX39dZGRksIV7knrggQdEbm6uWLVqVUC73La2Nv01999/vxg0aJD4+OOPxaZNm8TMmTPFzJkz9c9r7XKvvvpqsW3bNrFs2TJRWFjYZbvcxx57TOzdu1f8+te/ZnvlJPX444+LTz75RBw9elTs2LFDPP7440KSJPHhhx8KITheqHfG7oJCcMxQoEcffVSsWrVKHD16VKxdu1bMnTtXFBQUiJqaGiFEao4XBllJ5IUXXhCDBg0SdrtdTJ8+XXz++efxPiTqAytXrhQAOv139913CyGUNu5PPvmkKC4uFg6HQ8yZM0fs378/4GvU1dWJO+64Q2RlZYmcnBxxzz33iObm5oDXbN++XVx66aXC4XCIsrIy8dxzz/XVj0gm62q8ABAvv/yy/pr29nbxjW98Q/Tr109kZGSIL37xi6Kqqirg6xw7dkzMnz9fpKeni4KCAvHoo48Kt9sd8JqVK1eKSZMmCbvdLoYMGRLwPSh53HvvveKCCy4QdrtdFBYWijlz5ugBlhAcL9S74CCLY4aMbrvtNlFaWirsdrsoKysTt912mzh06JD++VQcL5IQQsQnh0ZERERERJR6uCaLiIiIiIjIRAyyiIiIiIiITMQgi4iIiIiIyEQMsoiIiIiIiEzEIIuIiIiIiMhEDLKIiIiIiIhMxCCLiIiIiIjIRAyyiIiIiIiITMQgi4iICMBXvvIV3HjjjfE+DCIiSgHWeB8AERFRrEmS1OPnn376aTz//PMQQvTRERERUSpjkEVERCmvqqpK//Pf//53PPXUU9i/f7/+saysLGRlZcXj0IiIKAWxXJCIiFJeSUmJ/l9ubi4kSQr4WFZWVqdywdmzZ+Ob3/wmFi9ejH79+qG4uBgvvfQSWltbcc899yA7OxvDhg3D+++/H/C9du3ahfnz5yMrKwvFxcW48847UVtb28c/MRERxRODLCIiom68+uqrKCgowIYNG/DNb34TDzzwAG655RZcfPHF2LJlC66++mrceeedaGtrAwA0NDTgyiuvxOTJk7Fp0yYsW7YMZ86cwa233hrnn4SIiPoSgywiIqJuTJw4Ed///vcxfPhwPPHEE0hLS0NBQQHuu+8+DB8+HE899RTq6uqwY8cOAMCvfvUrTJ48GT/84Q8xatQoTJ48GX/605+wcuVKHDhwIM4/DRER9RWuySIiIurGhAkT9D9bLBb0798f48eP1z9WXFwMAKipqQEAbN++HStXruxyfdfhw4cxYsSIGB8xERElAgZZRERE3bDZbAF/lyQp4GNa10KfzwcAaGlpwfXXX48f/ehHnb5WaWlpDI+UiIgSCYMsIiIik0yZMgVvvfUWKioqYLXyFktEdL7imiwiIiKTPPjgg6ivr8cdd9yBjRs34vDhw/jggw9wzz33wOv1xvvwiIiojzDIIiIiMsmAAQOwdu1aeL1eXH311Rg/fjwWL16MvLw8yDJvuURE5wtJcHt7IiIiIiIi03BajYiIiIiIyEQMsoiIiIiIiEzEIIuIiIiIiMhEDLKIiIiIiIhMxCCLiIiIiIjIRAyyiIiIiIiITMQgi4iIiIiIyEQMsoiIiIiIiEzEIIuIiIiIiMhEDLKIiIiIiIhMxCCLiIiIiIjIRP8/BHEixj/cTOUAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "p_peaks = info['ECG_P_Peaks']\n", + "p_onsets = info['ECG_P_Onsets']\n", + "p_offsets = info['ECG_P_Offsets']\n", + "print(p_peaks)\n", + "print(p_onsets)\n", + "print(p_offsets)\n", + "\n", + "p_peaks_y = [ecg_cleaned[i] for i in p_peaks] \n", + "p_onsets_y = [ecg_cleaned[i] for i in p_onsets]\n", + "p_offsets_y = [ecg_cleaned[i] for i in p_offsets]\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(ecg_cleaned)\n", + "plt.scatter(p_peaks, p_peaks_y, color='red', label='p_peaks')\n", + "plt.scatter(p_onsets, p_onsets_y, color='green', label='p_onsets')\n", + "plt.scatter(p_offsets, p_offsets_y, color='blue', label='p_offsets')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Filtered XQRS Signal with Peaks')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[523, 1086, 1658, 2256, 2830, 3430, 3990]\n", + "[563, 1132, 1701, 2300, 2873, 3471, 4034]\n", + "[482, 1055, 1622, 2221, 2794, 3391, 3957]\n", + "[580, 1151, 1720, 2317, 2893, 3491, 4055]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 'ECG_Q_Peaks', 'ECG_R_Onsets', 'ECG_R_Offsets', 'ECG_S_Peaks'\n", + "\n", + "\n", + "q_peaks = info['ECG_Q_Peaks'][:-1]\n", + "s_peaks = info['ECG_S_Peaks'][:-1]\n", + "r_onsets = info['ECG_R_Onsets'][:-1]\n", + "r_offsets = info['ECG_R_Offsets'][:-1]\n", + "\n", + "print(q_peaks)\n", + "print(s_peaks)\n", + "print(r_onsets)\n", + "print(r_offsets)\n", + "\n", + "q_peaks_y = [ecg_cleaned[i] for i in q_peaks] \n", + "s_peaks_y = [ecg_cleaned[i] for i in s_peaks]\n", + "r_onsets_y = [ecg_cleaned[i] for i in r_onsets]\n", + "r_offsets_y = [ecg_cleaned[i] for i in r_offsets]\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(ecg_cleaned)\n", + "plt.scatter(q_peaks, q_peaks_y, color='red', label='q_peaks')\n", + "plt.scatter(s_peaks, s_peaks_y, color='green', label='s_peaks')\n", + "plt.scatter(r_onsets, r_onsets_y, color='blue', label='r_onsets')\n", + "plt.scatter(r_offsets, r_offsets_y, color='purple', label='r_offsets')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Filtered XQRS Signal with Peaks')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Delineate the ECG signal\n", + "_, waves_peak = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=500, method=\"peak\")\n", + "# Zooming into the first 3 R-peaks, with focus on T_peaks, P-peaks, Q-peaks and S-peaks\n", + "plot = nk.events_plot([waves_peak['ECG_T_Peaks'], \n", + " waves_peak['ECG_P_Peaks'],\n", + " waves_peak['ECG_Q_Peaks'],\n", + " waves_peak['ECG_S_Peaks']], ecg_signal)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Delineate the ECG signal and visualizing all peaks of ECG complexes\n", + "_, waves_peak = nk.ecg_delineate(ecg_signal, \n", + " rpeaks, \n", + " sampling_rate=500, \n", + " method=\"peak\", \n", + " show=True, \n", + " show_type='peaks')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Delineate the ECG signal and visualizing all P-peaks boundaries\n", + "signal_peak, waves_peak = nk.ecg_delineate(ecg_signal, \n", + " rpeaks, \n", + " sampling_rate=500,\n", + " method=\"peak\", \n", + " show=True, \n", + " show_type='bounds_P')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Delineate the ECG signal and visualizing all T-peaks boundaries\n", + "signal_peaj, waves_peak = nk.ecg_delineate(ecg_signal, \n", + " rpeaks, \n", + " sampling_rate=500, \n", + " method=\"peak\", \n", + " show=True, \n", + " show_type='bounds_T')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Delineate the ECG signal\n", + "signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, \n", + " rpeaks, \n", + " sampling_rate=500, \n", + " method=\"cwt\", \n", + " show=True, \n", + " show_type='all')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize P-peaks and T-peaks\n", + "signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, \n", + " rpeaks, \n", + " sampling_rate=500, \n", + " method=\"cwt\", \n", + " show=True, \n", + " show_type='peaks')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize T-waves boundaries\n", + "signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, \n", + " rpeaks, \n", + " sampling_rate=500, \n", + " method=\"cwt\", \n", + " show=True, \n", + " show_type='bounds_T')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize P-waves boundaries\n", + "signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, \n", + " rpeaks, \n", + " sampling_rate=500, \n", + " method=\"cwt\", \n", + " show=True, \n", + " show_type='bounds_P')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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r435c+rLhDm7l4nPOOefg8OHDDV/7/Oc/j6uuumrW9X/yk5/gTW96U9PXc7ncgrav1+m4eLniiiswOTmJW265BWNjY9i6dSv27NkjiniPHDmyJPkxhjkVcde2cOSF6QRRv453bVuNf/n5Ybw4lcf6vtaGM1p2VbiEvRretW01ov75p52Wg+9///s17dRu6ptUGrFt2zbs27dvkbfq1KGjNS/LAde8MMxJLMvC+Pg4JEnCwMAAAKBQKCCXyyEQCIg2SIYh2ql5cfPsWAbfeuwYjiQKGAp7EfNrDaMwjuMgWahgPFPC2rgf79q2GpuH+Vx9qrBYNS8dj7wwDLN8UGrINE3htEmRTo68MIvJ5uEwbnzdRuz5zRieOJLEgfESVFlGwKNAkSVYtoO8YcG0bUR8Gl63eRCXvmy46yIuzMqAxQvD9DBu8SJJEvL5PDRNg9frZfHCLDpRv473XLgWr9s8iKdPZHA4kcfRRBHligW/V8U5qyJYG/fjnFVhLs5lFgSLF4bpYUig2LaNTCaDSqWCfD6PgYGBBXtzMEwzBqUUBuUnAeUgoB6GIxmQFA+grAPk0wHpXADdVaDLrCxYvDBMD2PbVQOxYrEoojCO4yCXy7VVz8AwLVFIAPu/Cxx7FCimAEUD9AAkSQFMAzjyC+DgTwBfFFj9CmDLWwF/fLm3mulCWLwwTA9DQxkty4KiKFAUBaZpwjAMThsxi8v408C+u4DkISA4AgyeDTRqm3YcoDANPP8DYOoAsPUqYOicJd9cprvhHmWG6WFs267xc1FVFZIkiWGNDLMojD8NPPJFIDMKDJwNBPobCxeg+nygv7pcZrS63vjTS7u9PcjY2Bje8IY3IBAICH+0Rs/1CixeGKaHIZ+XUqmEXC6HcrkMwzBENIZhFkwhUY24lNJA3yZAVuZeB6gu17eput6+u6rvs0CuvfZaSJI043HppZeKZX71q1/h8ssvx9DQELxeLzZt2oQbbrgBzz33XM17ffvb38brXvc6xGIx+Hw+nHXWWXjve9+LX/3qVy1ty9e+9jXx+bIsY2RkBFdccQWOHDnS1nd6+umn8e53vxsDAwPweDw488wzccstt6BQKNQs95nPfAajo6PYt2+f+C6NnlsIX/va11aMCGLxwjA9jG3bsG0bxWIRpVJJPBzHgWVZHH1hFs7+7wLJw0D8jObRlmZIUnW95KHq+ywCl156KUZHR2se99xzDwDgwQcfxCtf+UoYhoG77roL+/fvxze+8Q1EIhF87GMfE+/xkY98BFdccQW2bt2KBx54AAcOHMDdd9+NDRs2YNeuXS1vSzgcxujoKI4fP45vf/vbOHDgAC6//PKW1//FL36B7du3o1wu43vf+x6ee+45fOpTn8LXvvY1vOENb0C5XBbLvvDCC7jggguwadMmDA4ONn2uV+CaF4bpYWzbRqVSQbFYhKZpogZGURRYlgXbtmsGoTJMW2RGq8W5weHWIy71yEq1RubYo8CZlwChhXUheTweDA/PfI9CoYDrrrsOl112Ge6//37x/Omnn47t27cjlUoBqAqGW2+9Ff/wD/+Am266SSy3du1aXHDBBW0JfkmSxLaMjIzg+uuvx0033YRMJjOnCZvjOLj++uuxZcsWfOc73xH+TOvWrcOZZ56J888/H5/5zGfwkY98BOvXrxejCv7lX/4F11xzDR5++OEZz331q1/FJz/5SXzlK1/B+Pg4+vr68K53vQuf/exnAQCGYeAv/uIvcM899yCVSuFlL3sZ/u7v/g6vfe1r8fDDD4uxPmQ++PGPfxyf+MQn8E//9E/4zGc+g6NHjyISieDVr341vvWtb7X8O80HFi8M08M4joNSqQTbtqFpGnRdh+M4ME2TIy/Mwhl7qtpVNHj2wt7H3wdMPAOMPrlg8dKMH/zgB5iamsKHP/zhhq9TOuSee+5BMBjE+9///obLtTO7yc3ExATuv/9+UTg/F/v27cMzzzyDu+++e8YInfPOOw87duzAPffcg4985CN49NFHcfXVVyMcDuMf/uEf4PP5UC6XZzz37W9/G5/5zGdw77334pxzzsHY2Bh+/etfi/e98cYb8cwzz+Dee+/FqlWrcP/99+PSSy/FU089hYsvvhh33HEHbrnlFhw4cAAAEAwG8dhjj+Gmm27C17/+dVx88cVIJBL4yU9+Mq/fqB1YvDBMD0P1LpZlwePxQNOqlu0sXphFIXmw2g49zwu6QJIARa2+3wJ58MEHEQwGa5778z//c6hq9XK3efPmWdd/7rnnsGHDBrE8ANx+++245ZZbxP8fP368pdEa6XQawWAQjuOIGpWbbroJgUBgznWpRmXLli0NX9+yZQt++tOfAoCoh/H5fDVRp/rnjhw5guHhYezYsQOapmHt2rW48MILxWtf/epXceTIEaxatQoA8KEPfQh79uzBV7/6VfzN3/wNIpFITTSJ1gsEAnjLW96CUCiEdevW4fzzz5/z+y0UrnlhmB7Gtm0YhgFJkqCqKjweD2RZhmVZIm3EMPMmeRjQ574Qt4QWrL7fAvm93/s97Nu3r+bxvve9b0FC/b3vfS/27duHz3/+88jn8y2/VygUwr59+/DYY4/h05/+NF7+8pfjU5/6VFufvZg3GJdffjmKxSI2bNiAG264Affffz9M0wQAPPXUU7AsC2eeeSaCwaB4/Pd//zdeeOGFpu/5hje8AevWrcOGDRvwR3/0R7jrrrtmFBN3Ao68MEyPQkW55XIZlmWhUqmgXC5DkiQhXDjywswbxwGsMiAtUs2UrFTfz3EWFMkJBALYuHHjjOfPPPNMAMCzzz6Liy66qOn6mzZtwk9/+lNUKhVomgagmlKKRqM4duxYW9siy7LYli1btuCFF17An/zJn+DrX//6nOvS9u7fv79hJGP//v1imVZZs2YNDhw4gB/96Ef44Q9/iPe///34+7//e/z3f/83crkcFEXB448/PiOtVR/JchMKhfDEE0/g4Ycfxn/+53/illtuwSc+8Qk8+uijHe1M4sgLw/Qo1GlED13XayIuLF6YBSFJgKIDziK13NtW9f0WmoJqwhvf+Eb09/fj1ltvbfg6FexeeeWVyOVy+Kd/+qdF34aPfvSjuO+++/DEE0/MuezWrVuxefNmfOYzn5kRIf31r3+NH/3oR7jyyivb3gafz4e3vvWt+OxnP4uHH34Ye/fuxVNPPYXzzz8flmVhYmICGzdurHlQmojOIfWoqoodO3bg1ltvxZNPPolDhw7hxz/+cdvb1g4ceWGYHoUKc03ThOM4omCXxAunjZgFE1tXtfxfDCo5YOR3Fvw2hmFgbGys5jlVVdHf348vfelLuPzyy/H7v//7uOmmm7Bx40ZMTU3hX//1X3HkyBHce++9uOiii3DzzTfj5ptvxuHDh/EHf/AHWLNmDUZHR/HlL39Z+LbMhzVr1uAd73gHbrnlFjz44IOzLitJEr785S/jDW94A975zndi165dGB4exi9/+UvcfPPNuOiii/CBD3ygrc//2te+BsuysH37dvj9fnzjG9+Az+fDunXr0NfXh6uuugpXX301Pv3pT+P888/H5OQkHnroIZx77rl485vfjPXr1yOXy+Ghhx7CeeedB7/fjx//+Md48cUX8ZrXvAaxWAzf//73Yds2zjrrrHn9Rq3CkReG6VFIoFB0Rdd1yLIsIi5csMssmNjpgFWppnoWguMAlll9vwWyZ88ejIyM1Dxe9apXAQDe9ra34ec//zk0TcMf/uEfYvPmzbjyyiuRTqfx13/91+I9brvtNtx999341a9+hbe85S3YtGkTLr/8cti2jb17987Z5jwbH/zgB/G9730PjzzyyJzLXnzxxfjFL34BRVHwpje9CRs3bsSuXbtwzTXX4Ic//CE8Hk9bnx2NRvHFL34R/+t//S+ce+65+NGPfoTvfve76OvrAwB89atfxdVXX42bb74ZZ511Ft7+9rfj0Ucfxdq1a8X2vO9978MVV1yBgYEB3HrrrYhGo/jOd76D173uddiyZQvuvPNO3HPPPTjnnM6OfJCcHjt7ZTIZRCIRpNPpBe1gDNPtlEolvPDCC9i/fz9UVcW5554LVVXxm9/8BsViEaeddhrOOecchEKh5d5UZgVRKpVw8OBBnH766XMP78yOAT/+a0DxVC3/50t+CrAM4HV/2bFWaWZlMNv+1c71myMvDNOj0GgAy7IgSRK8Xi+8Xm+NQR2PCGAWRGi4Oh06N1qtWZkPtlVdf/UrWLgwLcPihWF6FHddiyzLNeKFXmPxwiyYLW8FYuuBxAvtp48cp7pebH31fbqIc845p6al2P2466675lz/Jz/5SdP1Z+vuYapwwS7D9Cg0CsBxHEiSBI/HU1NsaJomF+wyC8cfB7ZeVZ0OPf18dVZRK6MCbKsqXLyR6vr+eOe3dRH5/ve/j0ql0vC1oaGhOdfftm0b9u3bt8hbderA4oVhehS3eFFVVcw2UhSlxuuFYRbM0DnAhTdUp0NPPlOdVeTva9z27DhAYbqaKoqtrwqXoc4Wd3aCdevWLWh9n8/X0I+GaQ0WLwzTo5B4ASDmqViWJQyoqCaGYRrRdi/H0DnAqz9UnQ597NHqrCJFrTrnyko10lLJVbuKfFFg0yXVVFGXRVyYhbFYPUIsXhimR3EcB+VyGQCgaRoURRGRFwBc88I0hFxlC4UCfD5feyv748AF11SnQ48+WZ1VlDxcdc7VA1Ufl9jpwMi5XJx7ikLnpIVOs2fxwjA9DEVedF0HULUrp5MG17wwjVAUBdFoFBMTEwAAv9/f/iRlLQqsfU31ATS2/C+VFr6xTFdh2zYmJyfh9/trBl/OBxYvDNOjkBEdcFK80IBGSZJ4PADTFLKDJwHDMIuFLMtYu3Zt+4K4DhYvDNOjNBMvVLBL840Yph5JkjAyMoLBwcGmHTUMMx/I6XuhsHhhmB6FZhtJkiTqGIDqyYO7jZhWoEJvhllpsEkdw/QoVNNSL17ckRcu2GUYphth8cIwPYp78KJbvNC/uVWaYZhuhcULw/QolBaiIl2CCnZZvDAM062weGGYHqVZ2kiWZciyzGkjhmG6FhYvDNOjUCu0LMtNIy/0YBiG6SZYvDBMj+Ieyjhb2ojFC8Mw3QaLF4bpUUzTFOLF3e6qKApkWeaaF4ZhuhYWLwzTo1BURVGUmpoXjrwwDNPtsHhhmB7EPZSRCnQJSZIgy3JN3QvDMEw3weKFYXoQctcFTqaJCPo3LcPihWGYboPHAzBMD+IWLxR5MQwDqVQKmqYJAcM1LwzDdCMsXhimRyEPF0VRYNs2pqenAQCGYYi0Ede8MAzTjXDaiGF6EPdEaUVRUCwWGy7Dk6UZhulGWLwwTA/iboNWFEUU7wLVgl1JkgCAxQvDMF0JixeG6UGo5oU8Xki80ERpShVx2ohhmG6ExQvD9CDutJEkSeLfgUBAiBd6nsULwzDdBosXhulBKG3kThFpmlYzJsC9HMMwTDfB4oVhehC3KCHxoqqq6DJqtBzDMEy3sCTi5XOf+xzWr18Pr9eL7du345FHHmm67He+8x1s27YN0WgUgUAAW7duxde//vWl2EyG6RnckReaa+Q2q6OIDNe8MAzTjXRcvNx3333YuXMnPv7xj+OJJ57Aeeedh0suuQQTExMNl4/H4/iLv/gL7N27F08++SSuu+46XHfddfjBD37Q6U1lmJ7BXfNCuMcEuLuNWLwwDNNtdFy83H777bjhhhtw3XXX4eyzz8add94Jv9+Pr3zlKw2Xf+1rX4t3vOMd2LJlC8444wz82Z/9Gc4991z89Kc/7fSmMkzP4J5ZRIKFxAvNNgK4VZphmO6ko+KlXC7j8ccfx44dO05+oCxjx44d2Lt375zrO46Dhx56CAcOHMBrXvOahssYhoFMJlPzYJhTnUY1L/UiBmDxwjBMd9JR8TI1NQXLsjA0NFTz/NDQEMbGxpqul06nEQwGoes63vzmN+Mf//Ef8YY3vKHhsrt370YkEhGPNWvWLOp3YJhuxJ0OopoXt3ih5zhlxDBMN7Iiu41CoRD27duHRx99FJ/61Kewc+dOPPzwww2X3bVrF9LptHgcPXp0aTeWYVYgbvFCkRe3iOHIC8Mw3UxHBzP29/dDURSMj4/XPD8+Po7h4eGm68myjI0bNwIAtm7div3792P37t147WtfO2NZj8cDj8ezqNvNMN1OI/HSKG3ErdIMw3QjHY286LqOCy64AA899JB4zrZtPPTQQ7joootafh/btmEYRic2kWF6ErdzLo0EcIsY+re7sJdhGKZb6GjkBQB27tyJa665Btu2bcOFF16IO+64A/l8Htdddx0A4Oqrr8Zpp52G3bt3A6jWsGzbtg1nnHEGDMPA97//fXz961/HP//zP3d6UxmmZyDx4u4sSqfT8Pv9UBQFiqII4cKRF4Zhuo2Oi5crrrgCk5OTuOWWWzA2NoatW7diz549ooj3yJEj4uQKAPl8Hu9///tx7Ngx+Hw+bN68Gd/4xjdwxRVXdHpTGaZnME1T/FtRFORyOTiOg3K5jEAgwGkjhmG6GsnpsZhxJpNBJBJBOp1GOBxe7s1hmGXh8OHD+MlPfgJJknDeeedBURREIhEAQDgcxvPPP4+nn34aqqpi+/btOP3005d5ixmGOdVp5/q9IruNGIZZGPUTpd3zjAzDqIm89Nj9C8MwpwAsXhimBzFNE7ZtQ5ZlmKYJWZah6zqAqnmku2CX00YMw3QbLF4YpgchQeKecRQIBABUozLUccTihWGYboTFC8P0IO6hjLIsQ1VV4YdE06YJFi8Mw3QbLF4YpgchkzoSKrqui7EAkiTVRGa45oVhmG6DxQvD9CDugl0AUFVV/JfSRQCPB2AYpjth8cIwPUh92ojmGmmaJiIv7vlGDMMw3QSLF4bpQcikjtJG9ZEXN5w2Yhim22DxwjA9iDvyIklSzURp4KRgcRynxo2XYRimG2DxwjA9SLOaF/cojnohwzAM0y2weGGYHqRekNSLF/eUaRYvDMN0GyxeGKYHcUdeGqWNSLjYts1pI4Zhug4WLwzTY5C/CwkYctN1/9udPuJuI4Zhug0WLwzTY7gt/xVFqREvQG30hUzqOHXEMEw3weKFYXoMtyChlFG9eOHZRgzDdDMsXhimB6HxACRU3NSLGY68MAzTbbB4YZgewz1JupF4qX+OIy8Mw3QbLF4YpsdwR1HcnUZEfQ2MZVkceWEYpqtg8cIwPQgJkvrOIqC25gUA170wDNN1sHhhmB7DXcPSLPJCy7n/yzAM0y2weGGYHqO+Vbp+EGN9B5Jt2xx5YRimq2DxwjA9BkVSSJDUp414qjTDMN0OixeG6UHckZf6tBGNDHCb1HHkhWGYboLFC8P0GPW+LY0Kdum/JGAYhmG6CRYvDNNjkEEdcHI8gBt31MW9DsMwTLfA4oVhehASI41apd1DGmlZjr4wDNNNsHhhmB6D3HWJZpEX9/IsXhiG6SZYvDBMj+FufVZVtWGrdH1EhtNGDMN0EyxeGKbHcBfs1o8CAGq7jRiGYboRFi8M02O400CNTOoAzIi6cNqIYZhugsULw/QYc0VegNq6l/rWaoZhmJUOixeG6THckZRm4kWWZWFex5EXhmG6DRYvDNNjuAt26zuNCPfzHHlhGKbbYPHCMD2Gu3NotpoX93Rp7jZiGKabYPHCMD2G26DO/V83HHlhGKabYfHCMD0G1bBIktQ08uL2eWHxwjBMt8HihWF6DGqVJgHTTLxQwS6njRiG6TZYvDBMj+GOvMzWKs0OuwzDdCssXhimx6AUUKOhjIQ7IsOt0gzDdBssXhimx6ivYWkWeXEvz5EXhmG6CRYvDNNjmKbZ0niA+o4jhmGYboHFC8P0GO4oSisFu/XrMAzDrHRYvDBMj+F213ULlHp4thHDMN0KixeG6TFoPMBs4oULdhmG6WZYvDBMj0E+L0DjYl16nlulGYbpVpZEvHzuc5/D+vXr4fV6sX37djzyyCNNl/3iF7+IV7/61YjFYojFYtixY8esyzMMU4tbiKiq2nCZ2TxgGIZhVjodFy/33Xcfdu7ciY9//ON44okncN555+GSSy7BxMREw+UffvhhXHnllfiv//ov7N27F2vWrMEb3/hGHD9+vNObyjA9gXu20WziRJIkUe/CkReGYbqJjouX22+/HTfccAOuu+46nH322bjzzjvh9/vxla98peHyd911F97//vdj69at2Lx5M770pS/Btm089NBDnd5UhukJLMsC0JpJnSzLcBxHrMMwDNMNdFS8lMtlPP7449ixY8fJD5Rl7NixA3v37m3pPQqFAiqVCuLxeMPXDcNAJpOpeTDMqYy75mW2gl1ulWYYplvpqHiZmpqCZVkYGhqqeX5oaAhjY2MtvcdHPvIRrFq1qkYAudm9ezcikYh4rFmzZsHbzTDdDEVRmhnU1cNpI4Zhuo0V3W30t3/7t7j33ntx//33w+v1Nlxm165dSKfT4nH06NEl3kqGWTm4PVvmShu5i3k5bcQwTDfRuBVhkejv74eiKBgfH695fnx8HMPDw7Oue9ttt+Fv//Zv8aMf/Qjnnntu0+U8Hg88Hs+ibC/DdDvuKMpsBbv0vCRJwheGYRimW+ho5EXXdVxwwQU1xbZUfHvRRRc1Xe/WW2/FX/3VX2HPnj3Ytm1bJzeRYXoOt8PubOLF/RqLF4ZhuomORl4AYOfOnbjmmmuwbds2XHjhhbjjjjuQz+dx3XXXAQCuvvpqnHbaadi9ezcA4O/+7u9wyy234O6778b69etFbUwwGEQwGOz05jJMV0OdQ47jtNQqLctyTYEvwzBMN9Bx8XLFFVdgcnISt9xyC8bGxrB161bs2bNHFPEeOXKkJi//z//8zyiXy3jXu95V8z4f//jH8YlPfKLTm8swXQ9FUeaaa+QWNixeGIbpJjouXgDgxhtvxI033tjwtYcffrjm/w8dOtT5DWKYHqW+YLeVtBH7vDAM022s6G4jhmHao9WCXaC2JoZrXhiG6SZYvDBMjzGXQR0hy7Jw2OW0EcMw3QSLF4bpIdwpoLkiL7QMm9QxDNNtsHhhmB7CLUTmmhrtLpS3bZujLwzDdA0sXhimxyAR0sxdlyBxw2kjhmG6DRYvDNNDkFsuebi04vNC67GAYRimW2DxwjA9RKut0gB3GzEM072weGGYHsIdPZmr26je64UFDMMw3QKLF4bpISzLEimgudJGbnHDKSOGYboJFi8M00OQcHHXs8wGLcORF4ZhugkWLwzTQ7hrXlpplXanjRiGYboFFi8M00O4RwO00m3kLtjlyAvDMN0CixeG6SEsyxLRl1bcdedahmEYZiXC4oVhegh3+ocjLwzD9CosXhimh3Cb1M0VWalvlea6F4ZhugUWLwzTQ9RHXmaj3qSOxQvDMN0CixeG6SHqW6VbqXsBuFWaYZjugsULw/QQJEBaKdjlVmmGYboVFi8M00MspOaFIy8Mw3QLLF4YpodoJ21UP1WaYRimW2DxwjA9hNvjpZXxAG5xwwKGYZhugcULw/QQbgHSauSF614Yhuk2WLwwTA9hWZb4d6vihaI1HHlhGKZbYPHCMD2Eu+alFet/Ejjs88IwTDfB4oVhegh39ERRlFmXrRc4HHlhGKZbYPHCMD2EbduwLKvlgl2C00YMw3QTLF4YpoeoL9idDZ5txDBMt8LihWF6CBIvsiy3JF5oGRYvDMN0EyxeGKaHcHcbzVXzAqBGvHDaiGGYboHFC8P0ECReWuk2qh8hwJEXhmG6BRYvDNNDUPREkqSWIi8824hhmG6ExQvD9AiO44jISzs1LyRgWLwwDNMtsHhhmB7CbVLXCpwyYhimG2HxwjA9gjvy0orPS33Ni7vYl2EYZiXD4oVheoT6dud2WqVpfYZhmG6AxQvD9Ahu8dKquy4X7DIM042weGGYHsJdsNtKq7S7I4nTRgzDdAssXhimR3BHXtot2KX1GYZhugEWLwzTI1DBruM4UBSlpcgL/ddd7MswDLPSYfHCMD2EO/LSSvSFRA7XvDAM002weGGYHoHSRq2mjICTZnYceWEYpptg8cIwPQIJEEmSoKpqWyKG1mcYhukGWLwwTI9g23bNbKNWxAt1JXHaiGGYbkJd7g1gGGbxmI/PS7sRGoapxzTNWV93uznz/sYsBixeGKZHoMiJ4zgt+bwAJy8qXPPCzJdDhw4hnU7PuowkSQiHw/B4PIjH4/B4PEu0dUyvsiRpo8997nNYv349vF4vtm/fjkceeaTpsk8//TTe+c53Yv369ZAkCXfcccdSbCLDdD2WZcG27bbubt0RGk4bMa1QLpeRTqcxOTmJF198UQgX0zRRKBTEo1gsikig4zhIp9PI5XJIJpNIp9PIZDK8zzHzpuORl/vuuw87d+7EnXfeie3bt+OOO+7AJZdcggMHDmBwcHDG8oVCARs2bMDll1+OD37wg53ePIbpGdwmda34vAC1aSMu2GVmg8Tx5OQkLMtCOp0WdVb9/f3QNG2GGPH7/QgEApiamoJt20ilUmI9oCqYQ6FQS4NEGcZNx/eW22+/HTfccAOuu+46nH322bjzzjvh9/vxla98peHyr3jFK/D3f//3eM973sOhRYZpAzKoA9or2KWLBqeNmGYkEgmMj4/jhRdewNTUFLLZLHw+HxzHga7rkGUZtm1DVVWEQiEEg0EA1ZvRyclJmKYJVVURDoehKAo0TROvj4+PY3x8HKVSaTm/ItNldDTyUi6X8fjjj2PXrl3iOVmWsWPHDuzdu3dRPsMwDBiGIf4/k8ksyvsyTLdh27aIvrhnFs0GR12YZhiGgWKxiFKphHQ6DcdxUC6XoSgKwuEwbNtGX1+fiPLJsoxYLCaECQDk8/ma/TEYDEJRFNi2jUAggEKhIPbZRCKBQCCAUCjEURhmTjoqXqampmBZFoaGhmqeHxoawrPPPrson7F792588pOfXJT3Yk4NKELhjjr0AiRe2unq4MgL44Za5k3TrEkPOY6DYDCIcDiMUCgEj8eD6elpOI6DcDgsIi1uwuEwwuEwHMcR0RfbtiHLsjgGR0ZGal7P5/OwbRuxWGwZvj3TTXR9t9GuXbuwc+dO8f+ZTAZr1qxZxi1iVjLpdBr5fF78fywWg8/nW8YtWjzmkzYi6O63XYdeprdIJBIwDAPpdBrlchmapiEQCEDXdcRiMciyjFKphGw2CwDQdR2BQGDW95QkCdFoFFNTUzAMA5VKReynXq8XXq8XfX19yOVyyOfzKBaL8Hq9PXNcMp2ho+Klv78fiqJgfHy85vnx8XEMDw8vymd4PB6ujWFmpVwui/B0sVgEcHIYYTKZhGEYCIVCLadaViruyEur34W7jRgAKJVKyGQyKBQKyOVyon4lHA5D13XE43FYloVMJoNKpQKgWhQejUaF2DUMA4VCoeZ9ZVlGKBSCrusIhULIZrPQNA35fF6k+4eHh6EoCiKRCGRZRjabRTqdhq7rXX9MMp2jozFzXddxwQUX4KGHHhLP2baNhx56CBdddFEnP5phRI4+kUiI1k2gmncfHh6GrusAqkWDqVRqGbd0cah3120nbeRuaWVOLUzTFMdIJpOBz+dDf38/1q9fj9WrV4uu0EQiIYRLOBzG0NAQFEWBaZool8tIJpMoFos1j3w+j1QqBcuyEAqFMDIyAlVV4ff7YZomMplMjUdMMBgUXUtzeccwpzYdTxvt3LkT11xzDbZt24YLL7wQd9xxB/L5PK677joAwNVXX43TTjsNu3fvBlC9S37mmWfEv48fP459+/YhGAxi48aNnd5cpodIp9PiTpBOmLIsw+fzQZIkxGIx5PN55HI5cdfo9/uXeavnj2VZom6lnYJdir64W62ZUwOKPqZSKdG27Pf7EQ6Ha9I2VPdCxbr0WjKZrOkS0jRNvOY4DrLZLEqlEkqlEuLxeE2KyLIspFIppFIpkSZyp5hoPa/Xu7Q/CtMVdFy8XHHFFZicnMQtt9yCsbExbN26FXv27BFFvEeOHKkJXZ84cQLnn3+++P/bbrsNt912G373d38XDz/8cKc3l+kRisWiEC6KoszogqDnw+EwZFlGJpNBJpOBx+Pp2lC1u2al3dlG7vWZU4NisYipqSkhTGKxmHDApWOA0kmmaUKSJPT19cE0TSSTSdi2LVI/FMGLxWJQ1ZOXFUmSRAdoIpEQwohSROVyWRjXUZqI6mxyuZyof2GYepakYPfGG2/EjTfe2PC1ekGyfv16PoEyC4JCzo7jwOfzIRQKAYAIedPUZSIQCKBUKqFcLiOVSqGvr29ZtnuhuLuF2hkPQFDNDNP7VCoVTE1NIZlMwnEchEIhxONxEXl0HAelUgmpVEqIWr/fD8uyxDpEJBKpKdp1HEfMOvJ4POjv78fU1JRIE1UqFcTjcQSDQRSLRRiGgUwmA6/Xi3g8DgDw+XzI5XIolUpcRM40pOu7jRimHrIdp3B2I/OraDQqTtQUqp6cnIRhGMjn83N2UKxE3AW3rbaAu1ulWbycGlCqKJPJiOjjwMCAiHA4joPp6WmUy2UAEK3NZPsPVOsZfT6fSMO6qU8lARBRmkKhgGQyiVwuh+HhYcRiMRiGIVJXfr8fXq8XmqZBVVUxcqAbj0ems7B4YXoK9wyVYDA4o/OGfCxSqRQMwxCOn9RZQTNXPB5PTXSmG6Dv1u70XvdyLF56n8nJSUxMTMBxHMTjcdHtQ+TzeSFc6vcnd3rIvU6pVBIdfYZhzLD7p3SQoiiiziyRSAjhY5omstkscrmcEFGBQADpdBrZbBZer7dr07lMZ+iuszPDzILjOKJ7QZZlaJqGUCgk0ka0DN1VFotF4RIKnEwfGYaBVCqF/v7+5foqbUNTodudbUTpJbfPC9O7kB2/bdsIh8M19S1kJUAeLsFgUDjkAtX0kLugndJDtm3PSCW5RwS4IUO6yclJZLNZIXJUVUUul8PU1BT6+vogSRL8fj+KxWLXp3OZzsDihekZkskkxsfHRa1LIwM6SZIQj8dFW2h9migajWJiYkJ4w3RL9xFFXYD2DOpoOUmSOG3U49i2jaNHjwpr/lWrVgmPrPpUkcfjQblchuM4IirpLpwlO3/3aBZd10VHX7MiW+ryq1QqMAxDpJ+oTi2bzWJqagoDAwMz0rnFYpGN6xhB73ijM6c05NVSLpehqipOO+20pic6WZYRDAYRiUQAQHRTANWIBd0xki9MN0DixT32oN2p0ixeepdCoYCDBw+iVCpBVVWsX79eCJdCoSAEOwDR9VMulyHLMvr6+maIETKZo7SspmnCgTefz2N6elp0JNWjaRoikQi8Xi9M04TX60UsFkMsFkOxWMTo6KjYFlVVu/J4ZDoPixem6yHnz2KxiEAggHXr1rXUXhkIBODxeOA4To0zKIkewzC6Zt5PvehoNW1UX5vA4qX3KJfLmJycRC6XAwCcdtppop6rUqkgnU6L/ZxSQ3Q8RCKRmrQSRSTJsI4inJFIBJVKRThWU6TEbWznhkYOUP1ZIBDA4OAgdF1HNpvF0aNHxbLu45FdoBmCxQvT9VDEhfLk7aR6KF3kvqtTVVW47zbqVFqJ2LZdI7TaSRtxwW7vQp1FuVwOqqpieHgY0WhUvEat0KqqinQquU275wtRWmlychKHDh1CMpkU3UdTU1OYmppCIpGA4zjQdR2RSASSJAnhVB81oZSQJElC6FDxsGVZ4rOA6vGoadqMmwzm1IbFC9PVUPi6UqkgGAzC6/W2NSna4/GIVlAKVQMQkZtuES/1gxVbrXtxL1svgJjuJ5vNCuuAeDyOgYGBmtcqlQpkWUZ/fz8qlYqIkng8HpFWpSLfbDYrUkGUJlJVteZBAxwDgQDC4bDYB5PJJBKJRM3+paqqKKbPZDKQJAkDAwPo6+tDsVjE8ePHxfFHNxnZbFakeJlTGy7YZboWMr2iULKqqm0X9EmSBK/XKwp4qdPB5/OJgl7LslZ8m2Z9wW47gxm526g3ochKoVBAJBIRNSkAhLMtUJ1TVCgURJcRFbrbto18Po90Oi1amekGwe2T1IxAIAC/34+pqSlUKhWUSiVYloVoNCrcrt0GkYVCAaFQCENDQ2LC9NGjR7Fp0ybReUSdgHScMqcuHHlhupZsNivy8D6fD7quz8tKPBQKCavyfD4PoFoz4h7cuNKZr3gBagUM1xT0DtT2TNOf3SZ07tRQPp8XFv4+nw8+n0+kicipulgsIhKJIBgMor+/v+XULI0UCIfDAKo1NpOTk+KYkiRpRuo2Go2K9FEymcTExIR4no5TLt5lWLwwXQk56DqOI+7iKM/eLuQyCtSGpemkmsvlGhYdriRs267pFuKaF2ZychKmacLn84n9O5/PY2xsTKSTyuXyjFRRPp/HoUOHMDk5iVQqJawEPB4P+vr6hKhvFeruI/EBVNNElELyeDyQJAmmaaJSqUBVVfT394v00YkTJ1Aqlbq2E5DpDCxemK6EhItt28Iht37wIgDh+FksFoV7Lk2rpXA1AGFL7jiOiL74fL4Zz61UyKQOaD/y4h7MyJGX3iCTyYjoytDQkIhYkBghJ1v6e8fjccRiMeRyOVHfQt1EwWAQsizXdB7NB7/fj6GhIdFlRL4ybl+YdDoNoHrjMDw8DJ/Ph3w+jyNHjsC2bbEcdx4xXPPCdB3UdeAWL81qXchIK51OC6ESDAZrlg+HwwgGgyL/XiwWRbEhPbfSB8RZllVj5d7qRcbdKs01L72BaZo4duwYAIgBiNR1lEqlhFFcKBSCz+cT4n9iYgKTk5OwLEtEP6hoV5bltiMujXAbz5mmiampKUQiEYRCIXEzQWZ0lD46fPgwUqkUpqamMDg4CE3TUKlUkM/na9yzmVMLjrwwXQfNXjEMQ9Rr1Ofgi8UixsbGkMlkkEgkRIeEqqoolUrI5XJCiGQyGUxNTQlzN9u2awy76Dm3m+hKw7Ztke5yD1tsBU4b9RYnTpxApVKBrus47bTTAECMzXAcR4h1MorTNA3ZbFa8rus6hoaGxLBGr9e7KMKFUFV1RgoJwIyUkKIo6O/vRzweR7FYxMTEhOgqBLojnct0DhYvTNeRz+dFikRRlBnhbNM0kUgkkM/nkc1mhZHWunXrMDIyglgshmAwCFVVhcsohdQpLJ3JZESkhaI09NxKxB15AVqfKl0/HoBD8d2LZVmYnJxEMpkEAKxevVpEXCYmJlAsFhEMBjEwMIB4PF7TeZRMJlEsFhEKhXD66aejv7+/LQHcLj6fD8PDw8Ikcnp6WnyeOyXk9/sxODgIVVWRSqWQSCSEoHL71DCnHixemK6iXC7DsiwUCgV4PB54PJ4ZUZdUKoV0Oo1SqSRC0v39/QgEAsKGXJIkVCoV4VdB/68oCmRZRqVSER0RoVAIiqLANM0VW/vi9mhpJ7XFDru9gW3bmJiYwNjYGACgr68PgUAAExMTOH78OAqFghDxJNiBkyZ2NLnZ3ZW0FJBRnWVZSKfTqFQqM8zo4vE4otEoLMvC+Pg4crkcIpGIOE6p5Zs5tWDxwnQVVHsCVC+8lJMncrmc8KWg8Li7Q4IiKeQymsvlkMvlaizIKY9O4WvqlnA/t9KgyAvQ+mgAgsQLzzbqXqgY3T10MZPJiK4ej8eD/v5+0XVEUDoJqNZ+1b/eaRRFQSwWE5FTSn+6u/4URcHIyAj8fr+ofbFtWxz7nD46NeGCXaarIKMqXddFDQthmiaSySTy+bzoHpIkSZycKcUEVMPWVJxLERegGtmhEzhFeaggmO4MTdOs+dzFYr4FwZTucRfstkr9spw26j5KpRJSqRRKpRKi0SgGBwfFRZ6eGxkZmVG3YhiGSBdFo9GaVFIrtFIHJstyTaSnEZQGSiQSAKq+SoqioFAoiGMxHo8jnU5jdHQUY2NjIp3k8/lQLBaRSqXQ39+/YgvqmcWHxQvTNZTLZZimCcMwEA6HazqG3OFvVVXhOA4mJydn3JENDg5iZGQEQDVkraoqstksyuWy6GIolUrQdV2Y1oXDYXESNgwD+Xx+RsRnPkxkSnj6RAaHE3kcTRRRNm3oqow1cR/WxQM4Z1UYg+G5Q/j1gmO+kRdule4+bNtGIpFALpeD3+9HJBJBKpXC9PQ0LMsSqaJ64eJejyKRc4kMN1Sn0krEIxKJCM+kuZajqfDFYhGqqtZEglavXo1cLodkMonx8XHxfWk8SKFQaOlzmN6AxQvTNRSLRZRKJciyPKM9mmzMC4WCiMiYpikiNJRHp5Czpmki7ZTP52HbNnw+n8ihh0IhYaFO3RbBYFCIF3L0nQ+pQhl7fjOGJ44kkS5WoCky/LoCRZZglCw8dqiEvS9MI+LT8PK1MVz6smFE/c0/i9I9VPNCHVitUL8cp426C0oXUYcZFeYC1YjGwMBAw3bi0dFRTE1NCYHQastxLpcTNgWWZUGW5Yb+SsDJKdSZTKamVkyWZXHj4IbMIi3LQjabFTcQdJxpmobVq1eLSNPExATWrl2LUCiEdDotpsozpwYsXpiugHwdqGMiHA6LVE+lUsH09DQSiYRom6blhoeHRUHvwYMHRet0MBiErutiHTKz83q9YgYLhaQLhQJ0XRfFwTR5d2BgoO0w9bNjGXzrsWM4kihgKOzFWUPehu/hOA6ShQp+/OwEfjuRw7u2rcbm4cb1CJZl1cwmaielJUkSVFUVvwEPZlweTNOsGQzaCqVSCePj40JMVyoVGIYhvFSGh4cbCux0Oo2pqSkA1fZk98yjeizLEqkh27ZFWzMxV4Hv9PQ0DMOYMUwxmUwiEAjUGNQB1e4iinxms1mEw+Ga7xCLxTAwMIATJ05gfHwcsVgMkUhE+Dh1wxwyZnFg8cKseKglkqzDvV6viLpQumhsbAymaSIWi8FxHESjUTEYjli7di1OnDghUiOlUkkMoKOTPp3ES6USYrGYiPZQPUo4HBYn40wm01b66NmxDP7l54eRKVVw5lAIitxc+EiShHhAR8Sn4dB0Hv/y88O4+uJ1DQWMu1i3nYnS9Z8HcM3LcmBZlogItgo51KbTaWiaBtu2Rfddf39/TRGsG9M0cfz4cQBV4XHaaac1FbuUGqoXHj6fTwiPuYRyPB6vSS3R8VqpVIQDMBXWE5FIRKSHEonEjLEfq1evRjqdRiqVwrFjx0QHlWEYohOJ6X2424hZ8ZBVORlUUSEuUA1jp1IpGIYhxIrf74eu66KjiFAUBYODg/D7/SK1RB0a1HZJHhOUilEUpaYwkULeQDVV1apxXTJfxrceO4ZMqYIN/YFZhUvNNssSNvQHkClV8K3HjiFVmHl3Tu2l9Ju0U/PiFjtc87L0pFIpjI+Pw7Zt4Ts016NcLmNsbAy5XA4ej0ekNP1+P4aHh9HX19c0+uA2sFuzZk1T8ZHNZjE6OgrTNEW9F0UeI5EIdF1vKcInSRJ0XRcPj8cjojVUY0PHN0HmdLIsi+nSblRVxdq1ayFJkhA4JH7IwJLpfVi8MCsaqjuhqIssyyLqQndv6XQaPp8PfX198Pl8kGW5Jq3kxuPxYGBgQAiYcDgs8up0Ai2Xy3AcB5lMZoZpHb0H5dZTqVRLF/wfPD2GI4kC1vcF5hUVWd8XwJFEAXt+M9bwN3LXqrRT8wKg5ndaETUvK2EbOgQVlhYKBVGjBVT/ZvF4HH19fU0f5G1CNVt+vx+hUAgDAwOIxWJYv3698E2pxzRNjI+PCwO7NWvWNEwVmaaJdDqNbDYrnovFYmIb3M6488Xr9YrvSmZz09PTKBaLYv8jkeQ4Do4fPz7jGIvFYujv7wcAPP/881BVVURZ2bju1IDTRsyKxe2gWalU4Pf74fP5hCtnMplEOp0Wng80h8jtituMSCQCn8+HZDIp2qa9Xi+KxSK8Xi/K5TIkSYLX6xUGde40UX36qD7K42Y8U8ITR5IYCntbjrjUo8gShsJePHEkiddtHhRdSJZliZqXdt11gZlTpZcl8pIdA0afBJIHgeRhwCoDig7E1gGx04GRc4HQ8NJv1yJDs3zqL6yBQAChUGjWvxullqj2S9d1SJIkhiYGg8GmhbNkYDc9PQ0AGBgYqEnTuJejLiWgKjIWOoxxLqjDyLZtJJNJhEIhUTy8atUqZLNZlEolTE9PY2BgoGbdjRs3iqjriy++iDPOOEMck/l8vuF3ZHoHFi/MioWMqkhYuH1astksMpkMCoUCvF6vGKQIoCat1AxJkkQIO5FIQFEUWJYl3D7phG0YBqLRKKanp5HP50W4m4oip6amUCgURI1Mo3bTZ05kkC5WcNbQwpxLY34NB8ar7dUkXihE7r7wtRt5IZY8bVRIAPu/Cxx7FCimAEUD9AAgKYBZAo78Ajj4E8AXBVa/AtjyVsAfX7rtWwRIgBuGUVNQTSkXTdPm7PRJpVIiQkPdbyTQScDMdqGmSIpt2wiFQhgebiwEydAOqAoq9zHVKcikLpPJiE4/mrdEwyHHxsZEgbwbXdexYcMGHDhwAOPj4xgaGkIoFEIqlRIF+0zvwuKFWZG400Vk2U9hc5rFQi2iVPBHufH6cQGz4fV6xfI0ciCTyYiWTaB6gqUuI1oGgKg1yOVysG1bnGDr76APJ/LQlFpB4TgOHLM8M0UiSZBUDZIkN1xWsys4ODaNC9dU01b0nalok4qO51PzAmDpuo3Gnwb23QUkDwHBEWDwbKDRNjsOUJgGnv8BMHUA2HoVMHROw7eku25qj18JUIccIcvyrDUpbiqViog8mKZZExX0+/2QZRkDAwNNa09M0xSeL4ZhIB6PY3h4eMb+aZqmaIEGgP7+/kUdxDgXlMolwzy34VwsFsPY2BgKhUJN2zQxODiIEydOIJvN4vDhw9i8ebMY9dEpM0lmZcA1L8yKw50uoosROea6zegqlQpCoZAwqnIcR6SV2oHqY3w+nyhQpLZLoOovQwLHPZ6A1h0YGBCRG3LzdXM0UYRfr71YOUa++igXah9GHnYpX7dsQSwblMs4Np5AOp0WYxAURYHX660RW+3WvFDB7pIw/jTwyBeBzCgwcDYQ6G8sXIDq84H+6nKZ0ep640/PWIxSC+l0uib1sZyQ+ACq6ZGBgQEMDg62JFwoxURt+4ZhwOfzIZfLQVVVKIqCUCjU9OJsWRYmJiYwOjoquuqi0egMUUepIhIuZCGwHLjnFdHvRsc+ANGd5EaWZdExlcvlMDY2JrafZx71NixLmRVFNpsVJ65SqQSPxyPMq+h1Mr3y+XxCeJB5HaWVaKI08FLbcTze9G6cagbS6TRUVYXP56vxziiVSuJCQWksd00NDXecmpoS4wvIAM/j8aBs2lBkCY5Zhm28JExoPpNae6FwzDJgVWDlk64nTy4raw4qkGpSY8FgsGYKdrvihSIv7uGOHaOQqEZcSmmgb1Nz0VKPrFSXn36+uv6rPwTbGxVCxS28qMZjPikPXdfFoM75QgK7VCoBqEb32jFPIwdZKiCnCALtdz6fD6FQqOF70piATCYjIj4+nw+Dg4Mz0ijpdLqmk4dqb5YL6uQj518yh4xEIqLAeXBwcMZ6NBKBvF/Wr18PACKlvJSDJpmlg8ULs2IwDEMIDne6iDoc3OkicgaNRqPCOMt95+buDgKAqakphMNh+P3+hhcmml1EKRe6uy2VStA0DaZpwufzCfHk8Xhqwu+6riMUConaAqB6IQkGg9CcMoxyBbaMmjSRpPsg67WFxXa5BKdcmJFOkjQvZI8fpqHA59UQj9fWfpimKb7vfMULsARpo/3frRblDmxpXbgQkgTEz0Bp7FmY+/4Nxllvq2mx1TRN1CfNd8hkqVQSIrYZ1PZLtvT1kOAFaudpzUW5XEYikUAymRRFrLquQ5ZlOI6DWCwGTdPQ398/Y/vcKSaa2UVpl+HhYSHc3XYAJFwkSaoZXrqcUBrXbQQZjUYxOjraNHXk8XgwODiIfD6PTCaD8fFxDA8PwzAMpNNp8RsyvQWLF2ZFQDUjAERBrOM48Pv9Nd1FVMQbjUaFqCGbckorUcrJ5/MhGAwikUiIlI5pmg0vJu7ZReVyWTjtUpElmV8Vi0XRThqLxWreIxQKwe/31xhxZTIZDPlsJJJ5wOMHZAWyt3oHLMkz0wey7oWjzowQ0bJ5w8I5q2Zuv2maouZlIbONOpo6yoxWi3ODw9VIyjwoWjKS6ghw+Elg8BWQAv2Ix+NQFEV878HBwXkVHtPFjlIozSCzwkYpQjckllu5cLpbmR3HgdfrrRlqSN10NAbAjWVZQrCRaIvFYiKlSsu7lyP8fr+Y3bVSaGQESYJmfHwca9asabjO8PCwEDDhcBgej6elbkCmO2HxwqwIqNOBIh5kEEfpokwmIy4slC4Kh8Mi6uL1esWJC0BNgW8sFkM2mxVziYrFIuLx+Iw7OJpdRHe6lUpFmIJRdwd1GBWLRfh8vhkhaapniMViIue+diCKX58oAKoOWfc1FC1umr3uOA5M28ba+MyCZHe7dLvdRm5n4Y52G409Ve0qGjy77VUt28F00YFpA/BG4Un/FkrmIDynbZxR49ToAt8KNNCz3lHWDZklknBpZtamadqsqSISuFSrlclkhOEh7fsUJQwGgw3TOe7UFP3tLcsSHXH1ni9kK6CqqohGhEKhFTeJmaKt1OHn8/kwNDSEgwcPIpFIIBqNzvg9KDWcTqcxNjaG6elpbNiwQRQic/qo92Dxwiw7pVJJ3O1SagaAiKwYhoFUKoVMJiPC8PF4HKZpivUURamZu+I209J1HX19fSLHT54Sg4ODNSduMp8jgaNpmrig6LqOQqGAWCwmlqGTYiNUVRV3exds8uK/DuaRthTE5xlxAIBkoYKIT8M5qxqPCHCLl3Zwi52Opo2SB6vt0LNcLAsVB3aD4E/JRFW4ANBVCXGvA6kyCszh59Muc7XX2raNyclJ0U4fj8fb+r0p1eROLbmHK1K0hlKmVAzuplwuCzFOyLIson7Uxu/et6mdn1JJK6UbqxmN5ojFYjExCoSiUG50XcfQ0JAwrhwfH0d/fz+KxSKnj3oQFi/MsmLbtriL9fl8QowEAgFxR00ndzKjo0JYGi5HAxSBagSmmQsohd6pyLPRbCIKWXu9XnGhofoDisj4/X4xGoCen43BsBcvXxvDj5+dQMSnzcuozrIdjGdKNQZ1Na+/ZFZHUYd2Iy/AEqSNkoerPi5NyJcdpI3mny8BiPkkeBRAqgSr77fEyLIs0lLt/s6VSgWJRKLmN6baGRLOFG0JhUIIBoMz3t80TUxPT4v3CIfD8Pl8cBwHk5OTADCjC4n2dXptpQsXoj59NDQ0JOp68vl8w2hUJBJBLBbD+Pi4mJodCASapnqZ7oXFC7NokDlU/QVQURT09fXNCK+7ux3oNUodUbqIvCpyuZzIz5MHCxm0UahfUZQ57cspIlJvOkdQmD6VSgljvFQqJepgqG3a3XnUiq/MpS8bxm8ncjg0nceG/vZGBDiOg0PTeayN+3HpyxobjLlTHQsp2O2YeHGcqnOu1GBY4EspIeulyIpXldBI33nV6msAqjUz1ks+OUuc9qC6olZxHAeJREKkiAqFAmzbhqIoSCaTkCQJgUBA2N2rqjojAlTfweQWOACEoNF1vSZdRd4pAGa8ttKpTx9R1xYNZWwkXiRJwurVq2EYBhKJhJh7JEmS8MmZy337VIbEcSsRWFVVG3Z/LRUsXhhBuVxuedBgPZZlNS10tCwLyWSyJsVS3+3g9XpFjYg75D09PS0s1aPRqAjTu9elE7q7OHE23OmhRsZy1IbsOA5CoZAo5Mzn8/B4PKIjIpPJiM6juS5mUb+Od21bjX/5+WG8OJXH+r7WhjNadlW4hL0a3rVtNaL+xh0h1G3kLlxtlSVJG0lS1fLfLNU8Xag4yBgnU0UeVULc18K229ZLbrwrq16jEdT+T51JFF0pFAqiDXrt2rVNu32oC8/tpuxOJ1EUsD5dVCgUhHAhIbDS6lvmwn2sJhIJETVKpVIYGhpq+Jv5/X6sXbtWnGMmJiYQjUZrRFwnRx6sVNzCuRnkK9QNsHg5hZjtrpo6ERZ6500dNwSZYFGev55AIIBgMChSQG6TLNM0cfDgQVQqFcTjcUSjUREloQgPtU6SiV2rzDabiLo8SBQFg0EUCgXRcZROp8XJkIo361uXG7F5OIyrL16Hbz12DM+NZzEU9iLm1xpeUBzHQbJQwXimhLVxP961bTU2D8+sdSFoOKMsy/OOvHR8PEBsXdXy/yVy5apwqW4D0OeToCstbnclB4z8Tie2clExDEPM4HJPRPf7/bBtWwwpbCZc6lNN4XAYgcDJyB3tv/SaO4JJ6Vgq+O024UK4j1XgpMCenJzEaaed1nAdv9+Pvr4+0R2YzWZhWRZM04TX612wl0+3QR2T7oGbzSAX6LluBJf792PxcgrgDlvPhaZp8/Z7UBSl5sRKz8ViMSEE3FCb8/j4OIBqGNIdCj5y5AgMw4CiKFizZo1IJVHKKJ/Pi+JGeq1V6mcT1XcjBINB4ZkRCoWQTCZF7UB95xH5arQSjt48HMaNr9uIPb8ZwxNHkjgwXoIqywh4FCiyBMt2kDcsmLaNiE/D6zYP4tKXDTeNuAAQnVEkXtqtxXB353S05iV2enVWkePAdIBsufpZuiIhpKN14eI4gGVW32+FYts2XnjhBRGNpCGH5ARbKBTEhPRGacf6Y5Y6gyjtU59Gck86B05OVib/oeW+0CwEKjLO5XIoFosIBALIZrNIpVJiMnU9dB4bGhpCPp8Xor5YLOLo0aNIp9MYHh7u+RRSpVKZ0R7v8/lmFSY+n68r6qJYvPQohmGIE59pmi0JF1mWhWfGYuLxeGa0s7pNtQDUhLwrlQqmpqZENGbt2rU1kRGKeJCV/1x1Ls1wzyaq70ag+oB8Po9KpYK+vj6Mj4+L2ptCoYB4PI5gMIhsNivWb+W3i/p1vOfCtXjd5kE8fSKDw4k8jiaKKJs2/LqMc1ZFsDbuxzmrwg2Lc+sh8UK/40IGM3ZUvIycC/iicPLTSMl9cJxqmqivlTSRm8J0dVjjyLkd2cyFUCqVxIWVhIuqqsKrhC6kQHMDO8MwxKBCWq6/v79m38rn8+LYoWMAqEbgMpmMaO/vxlRRI8jFmmwU0uk0yuUypqenMTIy0vD49/v9wv+ILA+obi2Xy+HEiRMNxYvbm4eiZN2QZnIcR3RTEqVSaYavT6943rB4aYPFPLF36oRCF7L6rgagWksyW2rFXbjZSerNstwTbG3bxtTUFCYnJ2EYBiKRiChkJAqFArLZLHw+X01X0nwIhUJi8F19B4O7q2hgYADpdFpsu67rsG1bRGjaSR8Rg2FvjTihNtd2sW1bXOhUVW37PdxpJhIwHdkPQsPA6lfAePaHKAergjPa7p/OtoDcKLDpkur7rRAohTk+Pl4zg2ft2rUIhUJivyGi0aiYCu2GXHbp2CXR417OPfvHnUZq1InUa4MJ6XglN+tsNgu/39+wiygQCIj0MhXa67oOy7IwNTWFXC7XcP6RpmmIRCLiNy+XyzXH9XKLwWbXIRqbUg+J3/nYKKxkemvP7iCmaWJiYmLR3o9svhfrQHAcB9PT06KoDzhpYw5UL2rtTFvuFO7uB+qYcKeaqC2augvqQ7umaYoUDnUfLQR3dxGdFAlN00RXUblcxsjICA4dOiTueimEHYvFMDk5KfxqZvudZxMG890XTNMUBbuaprUtQt01Lx0v1tvyVhSPHQDSx+AfWNte27jjAIkXgNh6YMtbO7aJ7UA1XeVyGalUCqZpQtM0YRJXf96ggYr1+0j98dtoufpUktfrFd1Gbmfp+hRTL0HRpGKxKOrQKOVbH0Vxp4apJR2oCqBVq1bNaDAgkUMRjHA4DMdxYBgGRkdHxXJkubAcUBfVbDfS9a7OPp+vKyJH7cLiZZmg6Eh9blHTtLbzsDSIzd0uq6pq2wZa7eJOTcmyPKPexU29sRYVhdH3d891KRQK0HUd/f1V63f3e5LI0DQNfX19iyL+qIiSiordfxN3V1F/fz8CgQBKpRLGxsagKApM00QoFEIoFGrYfTSRKc1IDemqjDVxH9bFAy2nhmaDQuPuepd2f5clibwAcHwxlDZeBvzmfngzLwD6htZGBdhWVbh4I8DWqwB/6xGuTlEsFpHNZoVhIbXrx+NxhEIh5PP5Gcdkf3//jGOSUk3uNFF9B1yjZdwpp3w+j3K53NTYrpeg4ZnucQ7pdHrGvDGgej6lY5OOk2w2i0Ag0DDdRKZ4QPVYCAQCM6Iz9F50jAQCgbZ/b+qEajea38iKwk0gEGh5lla3w+KlRVRVxcjIyKK8F6ln98XfjSRJLRfNkggiYrFYzcThTmGa5ow7AMdxGhpr0TZSmqjegMs0TUxNTWF6ehqmacKyLMRiMcRisZrfwX0Xu5iD5NzdRSSMCAo9VyoV4bBbLBaRSqUwPj4uIjPxeBylUkkMj1R8Ifzg6XE8cSSJdLECTZHh16tFuUbJwmOHStj7wjQiPg0vXxubsyh3NqjTiL5Lu4KV3FyBzte95HI5OLENUH7nndCPPghMPgMERwB/X+O2Z8ep1rjkRqsRl61XAUPndGz7WsG2bbEP0PyqSCQCTdOE2HYfk/F4XMzrqn+fRsdv/c0LdSzR38WdcqJJ4O40Ui8LFyIUCokC3mKxCMuykEqlGqZt6YaDIis0Nd40TZFuIsHv9/vh8/lEFKxcLmNoaEi8Tudtt/AolUriRrHRsdfomEqn0yICTcs0o36/IRHc6By/3CmtpYTFSxss1o5BrXr1rcM08dV9MmsV6tRZqup5ClFrmgZN00QdSj6fr4moJBKJmsJCCoXTb0lpJEoV0SyiSCQyw4Tq+PHjYt7QwMDAon4fGsRYLBZrPpfSSrSd/f39whSPLmAUxo5Go5icnMRzo0k89MwBHC9IGIiFcdZQYzFJ7dA/fnYCv53IzdkO3QxyAJ7PUMb67XH/d7GpVCriLjZ8+vnA+s3VKdPHHgUmngEUFdCC1UiMbVXboS2zWpy76ZJqqmiZIy6maeL555+vSe+QpT91wVC0hY7J+jozx3EwNTVVc/zT+7iP39lSSfQe7jQx+Q+dClAHUjKZBABRoFwqlWb83pQ+mpycFDPQqBZobGxMLBeNRsW5KRaLYWJiQtQxASfdeynSlslkREEspZWGh4cxNDQk3rNYLIptbPQdAoGAiCA1O+7IToLWmatb6FSBxcsy4fP5ZgiNRie1VmgWjl5sDMMQJkZ0sqCKfnKbBaoHbCwWg+M4NcKlv79fnDSoKyKfzyOdTiOXy8Hn84mISr0PA80nAYDTTjtt0b8rRatM05yROqLXyIK/r68PpmlibGwMhUJBuH4ODg5ioiTje0+OIm+YOD3ig6pUAEdtGFWQJAnxgI6IT8Oh6Tz+5eeHcfXF69oWMIVCQRjUzSdlVF+w2wmvF3dNxsn6BB9wwTXAmZcAo09WZx8lD1edc/VA1ccldnq1q2iZi3PpYkVuy0D1uKNJ5rquC08RACKtSftpsVgU69E+RjQ6futTwaqqoq+vD4qizEghAc07l3oZMozM5XIol8viJqpRUwK5dpPfTn30BIDoJBwcHISu68LTiQw4qQ6PjrFAIABVVZHNZsX7kOAhKOLTiGAwKOrM5hKdlJ5upYWZPF3q26M1Tat53uv1ihuf2ah3IV8pLIl4+dznPoe///u/x9jYGM477zz84z/+Iy688MKmy3/zm9/Exz72MRw6dAibNm3C3/3d3+Gyyy5bik1tSqsn9WZtqs3Wdy8vSRIGBgbavvPtVKjQXbxpWZZIE9H3CAaDyGQycBwHqqrC5/OJEQGmaQpx5rYxp4NlcnJSDEgsl8sIBAKi+LU+4mLbNiYmJoTjbSNb8GbYtt3w96yvvHenjrLZ7IzuAmqxzGaz6Ovrw8DAgBBf09PTGBoawuETE/ju00mkEcD6PhuwLTimAcexIHuCgARI0kzRpcgSNvQH8OJUHt967BhufN3GllNIlDs3TVO0as9H2HV6qjR1ZLnbegWh4VpxQn+vJQiBu/fn+mOXXiuXyxgbGxPiGQA2bNgATdOEvb+7+LOvr0+c7EnAN7r7bpROogLRRqlg2pZmKaRuwX1MLqQDhvYl2rdyuRwURWk6b4xmR1HXlzvtnE6nUalURBpq3bp1QjCm02nhcOxufx8YGBClBI7j4PDhw8hkMjMi59S91AjqDqIGjnroHEPf0V3nV//b0e+azWZnFCMXi0Xoul7jt9WoM6kRxWJRCPGVlJLsuHi57777sHPnTtx5553Yvn077rjjDlxyySU4cOBAw7kIP//5z3HllVdi9+7deMtb3oK7774bb3/72/HEE0/gZS97Wac3tymWZbXUbdSoi8g9ibaeRnddy30iatS5RM9TwZiiKOIA0XVdnKw9Ho9w/CyVSsLKP5/PI5PJiDseumv0+Xzwer0IhUIYGBhoWMVPRXl0MmkV9+ykRsTj8Zq7NBoFQLUv9a+VSiUYhiHy5mvWrMHzzz8P27Zx4sQJPDlp4dikhY2r+iFLDpxyCU6lBFgm7EIKACDpfsj6zDtDSZKwvi+A58az2PObMbznwrUtfUeqxwEgRgPMp+al05EXyu/Xd0IIsmMzoy+KXnXl7VD0hVpm6bh0H7vuY9Y0TZw4cUIIXCrGBU4KW7ojpk4jAKLtn6InHo+npvtvrnSSO+3USpqpG3D73wAvRR9fEnHzIRwOo1Ao1BT6UxdgIyglVF/4GgwGkc/nhWnl/v37a16j0SNksU+t8fl8XtTvrVmzZoYhHO0fc13069vh3d9PURThEFx/DSLflkZdSO6ZTu7IOKWqaL9sNKGbINFEQz/JEXolIDkddaUCtm/fjle84hX4v//3/wKoHtBr1qzBn/7pn+KjH/3ojOWvuOIK5PN5PPjgg+K5V77yldi6dSvuvPPOOT+PiufS6fSC22jdGIaBQ4cOzXhe07QZJ6H6WTfNrPEJXdfb9mPQNG1B7XrFYnFGsTAVEBeLRZRKpRl3hbIszzgQGxloUfSF3q9SqYiDgHxoqJaEihyHhoZm/AaUWiI/h1gshuHh4TlDp1REOZcxH30fatmWZRmZTEa0X9YfpLQdHo9HiKjJyUmcOHEC0+k8fnhgCqo/glj/IKSXOmicigHbqBVQktrgRC0BkuZFsmjBMC186I1niS4ky7Kqha4NDtVCoYDjx4+LnPvg4CA2btzY8C6uGYlEAj/96U9x4sQJDA8P441vfOOi1k7Yto3x8XE4joOBgYHav18hcbLupZgCFO2lmUUK4FhAOQ9YlWrdy+pXLLjuJZfLiZN2o+OSjsV0Oi1ELKUXotHoDNM3Xdcbdr1RDZhbGLnTSIVCYcbNgWVZYp+l5WmuUStdS0sBnR+AkzVsjbxqDMMQF0+KWNDNTz2NuqvaIZfLYXx8HIlEQnQpDg8PzytKkEgkcPz48RoBQh1cdJ4vlUoiCkfihFLo5KK8EGzbnpH2qVQqSKVSDW8s6tM/kiShr69PnKPIZZe6p8LhsCgU9/l8s14nGw1q9Hq9IgrTThS8Fdq5fnc08lIul/H4449j165d4jlZlrFjxw7s3bu34Tp79+7Fzp07a5675JJL8G//9m8Nl6/v2KG7/sVmtj9UPB6HpmkolUpIJBINBxTSAeo+cZfLZVF0V38iawWyFydauWt2h7Hdy1PHApm1AUB/f3/DHaiRT4V756bXp6enxeRcKuwNBoPigKmfnFv/folEAqZpilx0NBptSbjUG+DVh2zdd7j0t6LOA5/Ph1wuB8MwZoSffT6fCB/Ta3TSPTD5PEolA8MBA3YpB9lXNd2TNA8U7aU78WIWjlWBYzYWVY5lIuoN4LmJAp46msRrN1cjk6lUqqkQo1SMqqqwbXteJnWdNq8i4aWqau3fb/xpYN9dQPJQteNo8OzZO46e/wEwdaDljqP644HqSNxIkoT+/n7h10KdPblcDpZlCQsAWZZx+umntyTqSqVSjVEdpZGovoEuRM2gLrtKpVKTbqqPFHaC2c4hlOZ1v04dhu5lqLPQsiwEAoGaTkOgGhEgD5XJyUkxOX6+Ttl0QS6VSsjlcmLgajtRWiIej9fctFDDgW3bNed1ar+mIn8Awtk4Ho9DVdWWxFOjtDZ1ItU/Xx9lo3QSRVRoFIvb9oE6oNwNDrRf0w0OnbsbbS+lx0h40nem1xZbvLRDR8ULhWTd1dcAMDQ0hGeffbbhOmNjYw2Xd1eFu9m9ezc++clPLs4Gz4IsyzMu5CSc3DlOKuqsp9HkYbpra7dAl3Kzbkt694mgGVQ0ScuUSqWGbXh0h0iW2m5kWRYRiFYwDAN+vx+apok2RFmW57wIpNNpUc/h9/tr6maa4Q5JS5IkukDqoVA1nSBIrIyNjSEWi4n25/rwM118SfTQ9kQiESQrMmRVg13KAZAgqTokvc40yxsAKk2ES6VUrZEpZuCtFPDC0RPYEjt58qJIVaM7fIqQzTcn7b5gLHbaiMQngNrjZ/xp4JEvAqU0MHC2y+uFvrPre0oSEOgHfLGq18sjXwQuvGFWAUPt942+i9/vF3fHuq4LQRWJRDA6Oir2PRr2Sdb0rQgX27bFXTl5jHg8nhkpJKB6B1vf7q8oCnK53IyC3kZdS52glRlolBojodAsNVsoFGpqRCg1Qr+j20SOvJPmI9Dcs4/K5TJyuZwYprrQCGI0Gm14MwpURZjb1K5QKGBiYgITExMIBAIYGhqa9eLerBOJom1z1TKRsKbP8Hg8UFVVeA5RqqdVGkWbaQSD4zjCeNEd4VlOur7baNeuXTWRmkwmgzVr1iz658iyPOPiSdEF9wmpWe6W3DFVVRVTkGn5ufK97hoRgjpijhw5ImpOaDsoVVNPoVCoKdhSFKVGaGmaJsbMy7I8ZzSIwsOz4fP5hHpvNZxK22kYhqiSn2sKLLnbAidnNM3mA6Moivh7yrIsLjjpdBp+v19MYK1PkwUCAaRSKfGaqqpQVRXjhg7NF4AkG7BLWZiSBFnzQNK8qOaE3MW6EiTdK1JLAODISjW95Djw6QrGMieF5WxCrFwuw7IsIV7mO9fI3aW0mOKF9g/qDAFQTRXtu6sqXEIjwOR+IH2s+rz5UlpB9VXTQ5HVVX8X/aUW6r5NwPTz1fVf/SGRQiIRSvuzu33cjcfjqbF+d5NIJFAsFsXFORwOw+PxzDBKrMd9fJJPERWw050xdeTR+2iaJiIN7hQSpVeB6t/EfTPRSeo7mJp9X7IyoGO5kXCRZRmaptUYUsZisYZRU13XEQ6HRUQslUphcHCw7e9LqTQywqTUTqObxnZodN53Q4K8VCphfHwc2WxW3HSdOHFCtK83+u7uuW7AyeJ7wzBEcfFsUGRG13XxHnQtqI92zQVF5BOJRM1vbxiG+Bz6e9Lvudzt2h0VL1QLQX3yxPj4OIaHGxffDQ8Pt7V8Kxf/TlEfjmuGYRg1pkeU/60v0mpkz14ul2u6HAhJksRwMqB6F0ATZIGZIoqiNVQcqygK0uk0IpFIzUW+Va8YSuu00rrX6owVKoJz55NVVRW1Mc2wbVuE4Skk3Q7uLgT6G+m6Lgry3O/n9/tFPU8ymRTmVBWokMJDkM0krHwKdikP2BakSglwqvEE2eM/WQtjVSD7QuL/JVWHolb/DpJTQkWWMTw8POtF07ZtEf2jQt35iBf3OpZlLap4of2zZn/c/11g6vlqLcvRXwJGFnDsap2LJFcjLaU0UEwAiRdhH98Hu39zNdKieYHoBmDyWSjPPABp27XCNbX+Qkrde3Pte3SXmkgkRFRuttoq93HazJcpEAg0TGG7zRWp+LNRCsndsdRJqLvJ3cHUqv19OBxelLrCYDCIQCAgUrnpdLrhrKJW3ofaj1OpFLxeLxKJREeGzdbj9Xqxbt06ABAGliRcc7lc09/J7RROE+vpfDfX+BiqzysWiyL9lM/nEY/HEYlEmno+NXo+l8vVpITql6f92X2zSu3ny0VHxYuu67jgggvw0EMP4e1vfzuA6gn3oYcewo033thwnYsuuggPPfQQPvCBD4jnfvjDH+Kiiy7q5KZ2FCrwrFQqKJfL4q4gl8uJmonZOpKA2jHlpmmKkCjNMqETKkUf3CFp6h7y+/1i57MsSxjBeTweWJaFfD7fVkoIqP6NZwvzKorSckdEMpmsuRuhOT1znUgpzE9h+vngNrKi6bNANbRbf4BGIhFMTk6iUqlgfHy8KgBVGUbJghJ+qVC2YsCRACj6yRoXy4SjqNWEiGPDLqQh6T7Idekly3bg1+cWIXTSIlt4TdPm5bBbv85i1vCTeBFCIDMKPP+fwPSLQGGqWs+i+QG5gReOA1RMC1MlHc7xg0A6Dwy9rJo+UlZBe+FXiG54PabLWk2NE12oKIw+1/Y9//zzImoZjUYxNDTUVLi4O5QcxxFzttyfpaqqEFLu41bTNHFM1qeR3MerqqpLJlzqTfCWq4PJnUKim6x2t0OSJKxatUp0AFIdDR2jSzWPiIp2yRvGXYhdv72SJM1I75CYm+v4D4VCUFVVpJ+og2hqagoARPSwnkbpoWAwOCMS716eanjcr/d05AUAdu7ciWuuuQbbtm3DhRdeiDvuuAP5fB7XXXcdAODqq6/Gaaedht27dwMA/uzP/gy/+7u/i09/+tN485vfjHvvvRePPfYYvvCFL3R6UzsKRYjcw9Vo0izVWFD4v36npRBzfTure55QfY6c2gENw0AulxOiIBaLiTttWs5tDd9IeTeDCsQWcldDBW8URaDtV1VVdDzNdpCQLwOd/BaSh6XaArdzJgARiXEvF41GRb46k8lgdUTH45kSZMUHBONwjDwcqwLICiRFBRwbkqIJDxPHsSFJMpxyEY6iVZd5ibxh4ZxVtUXGVFDtFhbUIkp/T6p9mW/aqLpdi1fzQvVfkuQad/Hsg8Dxx4BysSpYdN8M0eI4QNbxwYKMsqzA0WVIZglSbgywTWDVVji+GMrTL+LQkz+HNXwegOpFoxWjttHRUXGid7eMhsNhrF69uuH+RnUodJzSfke1AI1SUfXHLUE3CfQ7NzJl7DTkWeQ21VuKCMVsUEF/NputqedrB6/Xi6GhIYyOjoobPF3XRZR6KcYnUPSEzPDInLEV2hmoSZFqqiv0eDxiv6Kuzmw2KzqidF2HbdsolUqYnp6e0YzQSCw6joNMJjPjnEAWF8tJx8XLFVdcgcnJSdxyyy0YGxvD1q1bsWfPHlGUe+TIkZof8eKLL8bdd9+Nv/zLv8Sf//mfY9OmTfi3f/u3ZfV4WUyojY06jagqnC4ag4ODc951UWibKvrrcRxHTGe2LEuEr+lE2sxXYYZ5WAdpFK4Gqhcgr9cr7kZmu/uyLEukmOZKLbUKzUGh9BGZ09XXz9DBTh0qgx4LFbN6Ny5rHtjmS/VCsgLZEwAkCU65AMd8qaZAfunQc+xqd5I3CElRq6MHbBtr4yfz3ZTWqK9jors6TdNEBG4+nUPuyMtiihe3GJUkqVrT8tS3qmki1Vuta3FdsC1Hgg0JBceDvHNy/5QlB4O6AdnMwy6lYSVsFE57FY5bHpSmTkCOniUKCUulUs3Fqf4YyWazIqRPtQWqquLMM89sWmNA7rru70UDVKlbqZV9jzpW3O/V39+/aDO6WoW6ndxGdytlrEAwGBR1P4VCYV6R1MHBQWHuVqlUEAgERNq8UqmIbqClwOPxzGhAWSzc85E0TcPIyIgQwJQGIqiomdLy9SnWXC5XcyNLxyxFj+oplUpt1TF2giX55BtvvLFpmujhhx+e8dzll1+Oyy+/vMNbtbyQH0GlUhERGFmWkUqlZvimNKJZmqm+o8jj8YgwJIUZV4LVs7urQdd10YVEgsC27TlTUu500VydSK3iTh/Jsiwuhs3u6GnZ9TEPopqNZKGCeECH5AnAKaYB24JdfOkkonkh6SqcchFwbDiOXa19UT2wixlImhcpU0XEp+GcVdVwbz6fx9jYGHK53IwuLfIkURQFmqaJgtCF3MEvpnihE6v4G+7/LjD122ptS51wKTsKpu0Q3PenQakEBQ48UgUybFTUIKYMFZVUESmMoqyGYeemEdA0FIvFGuM4oCpu68Ux1ceQ+KBUCXn71As/t/gngz3LsqAoijCsa1W4uI9Xqk9bauHiHtNANQvLfQfthtLE5BU13zTw2rVrceDAARQKBYTDYYRCIRFpmpiYmNOqYaVDkT+gcZqJ0kAkmMlCQpZlVCqVmmOcGjzctVtUSE3vST5YAITwTyaTc9bldJKu7zbqZminMU1TCAoqhJ1LvLhD8rTzFItFFAoFkVKiHVDX9Tk7JjqN+2CjOg0AopOIvi9V28+WBjIMA5lMRpjdLTRdVA8VCZNZFM1yanShoYufbdvY0q/hl0emEfZU70hkTwC2UUC1YtcBKiVA1QAJ4nnHMmGZZUiyDLuURzJTwbaNI1DNAiYnsyKyQ0Z67guNJEmii4V+1/mIF4rWSJLUcALufHD/jX0+X7XW5cWHAbsCyJoQLo4DZByfiLTIcCAB8NpFOHYFhuPAsE3AAcqQkIUOw9Yg5cbhifvh0yoIxuOwXmpRpjA5gJrjg9JDtm0jEAhgeHgY5XIZPp9PDNrMZDI10cdsNis8aqgDL5/PC7HYyjFF7btuC4VWOpg6BaW/ZFkWs5JWGrPNGWsVXddF+iiRSKCvrw+qqgrhRp4srTYTrCTcEefZxqVQ1Nrj8WBqakoYL5LYcS9HN4IAxPGQTqcbjmyhyLiqViPFLF5WOPQHdTOXFXuztA5wspefoItwKpWa05HXDV34SU2TCFqOcHQjqI6mUd7XHa6m5egut9lJhe6m6UBr9c63XciQjqziG6WOCL/fj1KphIvO6MPRRBHHxiawdngAsquDyC7l4JhlkTaSdT/scgFwqo4mtmVhMlPEoE/HlihE90ylUoGu6xgcHJxhukXTbGnStntGT7u4T0DN9tl2oBZLTdOqf8exp6rt0JJU7ShCNU2UdvwoOdW/nwIHA0jCqZSQsVQUHR22I8OWqu3mBjQYjoKYMwW1OI3B/Djkwf8FjIw09CwCqvsVtSy7v+vg4KC4cFMKl+zlqc2Xjk+q2SG/mlYEM7W91he/L9dxSSZjtD3UjbIScc8Zy2Qy8zKbA6odW1SQTP5hIyMjwniOhsySYO3EeWSxIUO/diPOdE4g3yUqT6B9eGRkBLZti0iNu+OzPnVPhqvLvf+weGkRy7JmVIXPZtM9m0mWm0AgINxnNU2DoiizGs25IX8S98XGHW1Zbuq7GTwejzgQyJqflnOnkTweT9OiNTpwO90ZQYZ0NMxM07SaMGo90WgUuq7j9WeX8b0nR3F0dByrBuLQvC8ZcnkCVet7F7Luh13MwLEsjGWK8PtDeO3LhjEQ9cKyLHi9Xni9XvT39zc8SRUKBdEm7fF4RCRqoQ67i5E2or+52A+TBwGzBKg6YFswHBUJOyjSRAHJQMDOwiwXMW0H4UgKKpKGiqRBRnV7FABRqYigU0YQBcjZNDD1HDD+NLxD56Cvr6/mWKCCRRIuwWBQ/F3dJ15d1xEMBpHL5Wa0LZNPBz1PHRyzXejqZyZR0Sh5PC019TOTmhVnriTC4bCwAZiv2ZyiKIjH45iYmBARzKGhIWE8R742dF5vd+jrUuNuq2814lwqlTA6OlpT/2LbNl588UVRUE7v5/ZFckedS6USzjjjjBmDbJcbFi8tQt0eBIXX0+n0jD8kGQVR+qbZDlafV6TnWj3BUZsmXXxaMXNbSihkDlS/VzQabajWKVUEoOaAarYcFT13OtwbCARQLpeRzWaF70uzeiEys3r5pjWQZBk/+s0YDo9NIx4uIuLVIMkSJM1X01XkOA7SpQCms0mMhEN4/dmDWN8XEPUIZE7n9XrFHZc7ekWdBj6fT3QazKdgt96grjPi5XDV10Xzwy5mkbL81VZyAEGUYJkWjpYDKDsR2C+1TetOBX6p9FIqqfq9fZKBsJMHbLuafrIt4bjrcTnukucF/RZkId+MUCgk0hQE7bNk+DVX+pVGR7hTRF6vt6kp3lLhNp/Tdb2ljqzlxt35txCzuUgkIiI4dD6ic0coFBKeW3R+p1RSvTglIew+/iiV2+mIDaWJ3DYSkUik6efSGAdKjdGxSB5e6XRapFBJ1FQqFTHYlVBVVaROM5lMTVF/NptFKBTC+eefz2mjlU79bCOq2G/mQkvdL24xoarqjAtLo/RQ/U4EVHdId0SGqufb6XZYCmg7SbkDEDOD6qkPZc/W9UA1CcBJf4NOQ4Z0lDLw+XxzFqh5vV5cdM4ZWBUL4r+ePo5nx7I4lC1AkSR4PXnIniAsSUHesGDaNiI+Da86Zz1eudoLj1w9MboFXKVSESeP+n2FTqRkYU/55/mcTNw1LwtNG7lTrLquVwtbTKNqRKf5kS0Blm1DUYCYlEPK8iFR0WE4MiCrkGEj5mQgSy+lkqQkZMmVcnQkVPNtMjCyFciNAfvugnXxB2F5qhdm6lghI8lGF776UR4U3XIfp27BHAqFmqZzSeQSK+W4JLt8YGlmIy0m7s6/+c4qIvO4RCKBiYkJGIaByclJUdAajUbFqAO3+WT9DZS7CcKNaZpNb7bIp2q+UBcquQabpglVVYWAbnbtSaVSM6aTDw0NYWBgAJIkYWRkBPl8XqSGqACXRFH9No+Pj4t9iCwtSOhzzUsXIMvyjJ00Eok0dMR1F6YePHhQXGTIJnuuO+P6Ey6lrBrdES9Wi/BiQGki9wm+mdlUo5TSbKHhdDotCieXsksgGo0K22waHdCKD8PakUFcEQtjMlOqCpixKYyliqhU8vB5fTjn9H6sjfuxPizBg+pJgGZUUcqxvk2RfH0IisyQOR2dSOYbeXFHXxZCuVwW30eIBtUDSDIMeJDXvICRhU9xMGrHkarIgF1GQK4gIqXgRRmKVN0GDyq1wgWoiiDHATxhwBsG9AAq4/sx9ej9cDa/pWbRZrUd1H7eqDiZcvruO9NAIDBjKGEj6tPAywl1FgErw5ejXdydfzTNer7pLhp2SX9z8i4h886hoSFEIhFkMpkaozc39Tew1L3UaFkAYpjsfKh3Xi6VSuKYmp6ebroejXkgsR2JRES63i0yyCKArl/k8VN/rESjUcRiMVGH6XZ7J3fx5YLFS4s0GibY6GJL9RupVEq0t9aH26hbodFFkML2NJEZOGnZXu+EupgtwguhUCgIozmqu6ADodHBS9NJ3W2jzQ5y97J0MltKyIivVCqJAsxWxAsVuq31+bB2KAZj85C4eyNDOeCkF4o755zP54XJlPuEEgwGG6atQqFQTTHpcrdKu1MUgtg62LKGVFkFvEF4K1mMl30oSDpgFxGQyhiSUwhJxbk2EI5tIS1FYAbORDZpw3IkWPZqqMefQWD9/4IcrI7soJM2Xazcd86maQpvnPp6H8uycOjQIRGmJ7O0Rsegm7nqopYaurjO1uq/0qHOv2w2uyDxQsZxqqoik8lA0zTkcjlRjJ9MJmsGn9ZfxMlRmW5MgZNF2Y7jCNFKkAs6RaEp5RQMBhGLxRoex9Rp6rbhJyt/TdPEnLVm+xfVp9BcraGhoVnPVe5tmO3G0ev1Ck+ZwcHqpPuVUB/E4mWRoWJSKoqjKArZgbvv9MiDxX2g0B2huwUWOGlu187dnGVZ4j2oM2q2LiZFUWZNx5A4qX+uvsgxFos1vMujE4Vbvc+VKnLXeSxXW6Pf7xdeIOl0el6V9mRWRZOv3XbhtJ+4T4Tu11qZ8+LuDlhIqzSw8PEAM0YCAEDsdGSkCCy7BMgKUt5VKBRKUKwiBuxJDKq5WbfbdBRYjgTTspF3YihqfTCUIeRLNmwHgBSElMsgPPU8giMbhMCgos9mAwTpb0nHSqVSwdjYWI1nTCgUEuK5v7+/K1pr3emiSCSyIgos5wt1/hmGIQTkfKEieCKZTGJiYgLZbFbUmamqOkPsUZ1Ivc0/Hav1ApFqRWg+Gp2HKZ3ZSExSwbhb/LsFgq7rYg5SPVTGEI1GW5qL1CrUMu02nKT003Kz8o/CLqI+FO3z+cQQREVR0N/fD9M0xQ6dz+dRLBZrLoa0c9SLBOqSaBUSSxTdoG2abacjgdSoYJg6Fpp1QlF6SFGUpuu7U0p0gphtCrfbTGu2ZZeCcDgs5h7lcrl538mSg7D770Hfi8ZHEO7X5oKiJfMpanQLnsWIvMwo1gVQip+FQmA1yvmDqJRtFJQw4PNiOH8cMSQgQQUceeZ8IwBlW8G0E0bZlpGWQnBkBdBj0H1RWDbgVyWYDmDJMk4cOwTF/0LDwvX6Wil3d5/7uCVPF5/PJ+7WafluEC7udJHf7++6dFE9dO4j193FjDZHIhExhZrqxkzTbJiaoQ7HeijC5V6H9iX3AF5ZlpHJZJBIJBoO8wROimXqpHQLNXdrs5v5dCG1AqXLiVZnLi0VK/9IXMFQtxFd0Cm0CFQVef0FjvLgdPEiQ7nx8fGaacg022e+uIcrkiU2pZ6oPqLRd6GqdvcFkPK8dFDLsjzjAkn1QPXvWygUxKBISoMA1YOwWecRkc/nxcDBlWCmpeu6cP5MpVJNx9zPhSRJTS8mC7nILES80Ha5zd3mC4XJKdRN25a2vHBWnY/K9AmUyiYkD9DntaCUPUhiAHAsvBRCASTAcSRk4Ydpy8ggAEtS4cgq4FT3N93fDyg+RHUgpFe9cjJlHUZxEpAkZLPZmv1R13URhamHjluKTlKLfLelWmiGGRXNN7vYdiN07GWzWTEocDGgc1cikRCpRPe+6yYcDje8mVAUpSaaTJB4d6coaWYbFdnX4/f70d/f3zQ9Rudo9w0GnVfn6kJqFfslw0dKkZGgWgklCm5YvMwT6n6pH2Q4W3cDQeo4GAyKO75cLifMsOaiPr3jTg+50zKmaULTNHg8HmGT7p5y64Ym5DZKK7lnwDTL17ppNMOFaNZ55F6X6lwALMkgtVagvxmNuE8mkysmfApA/P3na1C3WJEXd8rI7fxsWRaKQ6+Adfy3kCf2I2qOQ1cDKDp61ftFkqvuu7YFOBZyjhc5+FBU/DAlHRJkhJ00VNlCLBSENDQCqIAiAQMBCbIkYdCxUYaBqWi0cQSnSXcGUP3dWhnLsdKgY9/djUc0uqHoVqjzj1KAiyksycunUCiICEkoFKqJdLiHIBK6rotz9sDAQENhDEB0Ctq2jXA4LOqiotGocBOeCyqCp3buemZLKc1G/agAoHrjSNe1lZQmqofFyzyoVCo19SvuXv96A6zZoB2DitHq3TibIUmSGIrl7kSi/n7ypCDBQRbPFHlpRjQarREvbm8bOvDmEi716SU6MQAQIwtmWzeRSIiD073uSiAUCiGfz2N6ehrpdBper3fF3NkuNPKyWK3SDVNGL7W7mqofxum/B38lDTP5W0hGDpAkRJCFop7cLw1HR84MwoEPccmA4pQRtSahS2VogTiUNWcCgWqUSpMBmU6stgXdG8DA4GDb36Gd43alUJ8aBk4a0FFTQC8RCAREimexo2KUliYTzEQiURM9p0GPbtzdROQj0wxZlkUbMvnuJJNJeL1exOPxWbfN3dYMNE4NkZBqBypUbgZNuF6JwgVg8dIyVAlO/ybhEgwGF1R1raqquENqdmfoNnsjkZJKpUR7rGVZNROFdV0XOX8avjbfHdDj8Yg7OvJCqIeq6qla3y1cWr37o0gNXYQ9Hs+KC9vLsox4PC4msyaTSRiGIYrklgv3PKKFRF5o3YVEXuo7jagDgtI4VmAY1ssuh/bbf4c09hTCVhIBqQggCNORcNQeQMHWYUNCCCWEnCxCVgpBuQRETgPWXAgEBpp8eA4Y+Z0V0abcadypYUrl0rlkpV5sForH4xGDMQ3DWNQaOOoOVBRFdAVS6ho4uV/TfkX1N/R8/ev1702RHABixlK5XEapVMLk5KTohiJDSndqiM6nFM0MBAILcki2LAupVGrm1HcXrVpCLCcsXlrEXbMBnPSCWIywLOUqG0HzbdyDG+sNk+jgoJ1wMc2xgsEg/H6/mIhLBxTl1S3LEncc7u3s7+9vKurcQ/vo/8nHBZg7tbSckGMqzb5RVXXZU0juVM9Cal6IVsdT1OPuRqP9j9JssiyjWCxWa77im6CO/BkGjv0npCf+HyrJLCwzj3FpABlIAEwoTgURJ4FBJQ3JGwIGLgCGXgZoTfYLxwEsE4idPq9t7yZIDALVv1s8Hl8R40A6DdWL0Y1OJyYa0xyxdDotzr1EfSSGhlwSrfq60FiZevPJVCqFSCRSI5oIj8cz7xlPbsjwzy2IlnMy9EJg8dIiNCeDaFb4upi489jBYFCcoOLxeM0Fxl0Ds9Bi30ZQHY87+kPGTFTQ6xYusiwjm82K4mQ3jYzsCE3TEIlEVvyJmMQLTfEOBALIZrPLlkIibxKKtLVLvbHdfFul3Z1kJKKSyaQYmkgeKX19fdVw9Nr/jdKq7Ujs+VuUizmky1WzuhE5iaDqwBvohxQ9D4itB/Q5igUL04AvCoycO69t7xZI6ANVIb0U9vQriVAoJNqNc7lcx7xGaCyHuyvQfV6iSEqz11uBzunkRl4ul0Uax22KOp/3bkS98V0kEplhXtdNsHhpkdm6ROYLdSvR2He3aic/EODkMLjlxD1IMZVKCQt1ulCpqirCkBSVSSaTMy6m7q4l92vNOpZWIrSt1FVDJ9JSqSQGNC4llDqcr3gBIIwF3dG1dmkUWqdCceDkDUAoFBJGjEV1GNnVr4N9Yh+0VasR98kYDMmo9g+1iG0BuVFg0yVAaHhe294t0CBWKp7v1gvPfCE/lWQyiVwu17RrZ6HMZVPQjo3BbNC5QlXVmugzpZAWg/o0kSzLCIfDK6qecD6weFkGKpWK8HshgUJzWNx+BsDJQq/lwLKsGeFLy7LEttV3HtFdkHuKbTNTPKq071bcxcSFQgGqqgpTvaVOIbnrnhaaNqqfodUOtB4JqImJCREVooJYCn2T8VUul4O96gJEjePQCscw0L8ObQkXxwESL1SjM1veOq/t7gYoPUvzzE5F4UL4fD4Ui0WUSiUUCoUVVxs3H1RVXZS0kBsy9XObYs63K2klwuJlianvVAKqAsU9yJDw+/3C5G6padTJ4CYQCDS98yCzu2bChURatxMOh8VUZ03TxIU/k8ks6QnVPT5ioZEXGrY2H9zixTAM4YFEE9apo6NYLIq2V03TEBpajUjsD+B/6uuQEr8F4mcAcgv7vG1VhYs3Amy9CvDP3rXRrdTPNltJ88yWCxraWCwWV9RIhpVCow6lbk8T1cPiZYkg10vq1qF0C81DqZ8aTM8vNeRdQ3fzjUYGtGJ+JcvysjriLgWUPpqenhbdVrlcDvl8Hl6vd8m+v9vjZb5pN+o4WkirtDttROlQEkU0h4tqNmzbFr5DoVAIwdBpgN8L7LsLmHwGCI4A/r6Gfi1wnGqNS260GnHZehUwdM68trkbcHee+P3+FWcWthyQCzIV//f6uaZVKPrr9luiuXwrtQlivrB4WSLcbcaNXGOXQ6jQLBf3/7ujPxSeXukFtMuJx+NBIBAQox4opJ1IJJbsTsfdOTBf6n1e2h11715HlmVx16dpGkzTFHbndCG2bRsej0cM3gNQFSCv/hCw/7vAsUeBiWcARQW0YDUSY1vVdmjLrBbnbrqkmirq0YgLHY9U8LyYXYTdDrU2U4RhpRqpLRV0w+nuVFqsDqWVCouXJYAKOoFqyDcYDC57YaplWZiammpYnEk+AgtJQ5xKUAcERSzc9S/lcrnjk7DpZLWQv5XbZZeiIu1cDNydRpVKBaVSCaZpwuv1CtNE8nyh7gnbtsXcF4E/DlxwDXDmJcDok0DyIJA8DFhlQA8AI79TbYceObeni3Prj09OFc2EjjvTNJe122+5oZZrwu3e28vwlWkBuC31aV5Po9fIRMzn8y3JAeauLG8GeYPUp4UWamp3KuJOH1EOnlxlqVguGo12LLRNEb2FnKzqi33brXtx17sUCgVhpU6RlUAgIE6wPp9PFH03DWWHhmvFieM0TiH1GHTsur17AoEAp4oaQM0MiURCdB6dSlFi6uh0G0NSiqjXhQvA4mXelMtlZDIZcddbKBRqIhVkY03Uj0xfLOo7etydSnNBBld8R7dw3OmjfD6PgYEB5HI55HI50aoYCoVEy/1iiUNyGwVmEQIt4N4et4N0q7jFC12A6Xig703jKShC5fF4Wi9G72HhQsewaZo1x657DAjTGPdcouXo9FsuaIYdCdxWxgz0GnxUzAPDMGrGn1OaoNFsi2g0KozjFjtVZJrmjM4lwm1H3QxFUbpunstKhrqPqOOIQrfJZFIIGKAqMmKx2KJ8JokjmoQ8XxY6nNGdNiLnUa/XC6/Xi0AgUFOoTu2+p2qY302jY5iOXT4+W6P+uOuF1unZcI+GoLrEU7FgmcVLG9DgQ7fZTygUgt/vRzabneGPoet620ZAs013brQ9juPMcNWlu11maaFc89TUFAqFgrh4x+Nx5HI5OI4jnHkpYheJRNoK8ZK9N13sqE06GAwu6EJHXUGU4mxXvNC+b5qmqENQVVWYiFEBL71vs+nmpxLJZLJG1NGDj932cKdtaSJyrzUauA0fKXJJHamnonABWLy0RSaTqRlm1d/fL6Ip872LLJfLM9I+7nTTXDTqXGKWD13XRct0Op2GruvQNE1EWuiuiU5AFOqe6+/nOI6Y6eK+S3ccBx6PB7quL2gfUBSlpl26HfFimqYo8KV6F1VV4fF44PF4xF2irutiX++1ts12qFQqNecSGvjJ6aH5407bWpYl5o0td2PEQnEcB8VisWZoLbC40dtuhY+WFjEMQ+SjI5HIzC6JeVAulzE9Pd0w7dPqjB9FUbr+AO013F0Q6XS65iQTCoXg8/mE70+lUkE6nZ4zX51Op8X+556zRTb79fOJ5oO726hd8QJUBT35FWmaJma/lMtl0dqaTqfF5PNTkfo00UrpPuwFyJogkUjAsiyRuu1mstmsKEcgkbuQMSC9BP8CLaJpmhAsCx0V7jgOEomEuPPSNK1mZ9Q0bcWPI2eaQ3noqakp4STbCMuyRCRidHQU0Wh0RkTCMAwkk0khJmjOFaVcKP1EPi3zxW1wN5/IC0F3vn6/XzjrAlVzNXfU5VQoqnRD6WCKqkqShGAwyCmiRUbXdcRiMUxPT6NQKMDn8y1JWsUwjJp0bjMkSUIoFBLT6Odano4fXdcRDodPWdHfCBYvLeKe8rlQstmsuKDRvBe+8+otyFE2m802FQLUgUMRlWKxOCMFmM/na7w+6tOTlH5aaNrQLX7addklUWLbNkqlUo27Mr0PFS4Dp17KqFwu1xzzNKWdU72dwZ1CSiQSCIVC1SnmiyyYKZVL5nCtHjPuyc6t4Pf7uz6C1AlYvCwx5XJZhAEXK/3ErEwoRdQMOolRiNs0TRiGMaNbgtJEjQpcF0u8uLuNAMwr8kLtvoqiiKgLdcy4fYVOpULdSqVSkxqmCynfrHSW+g4k0zQXXQC4x70AaGnSNw0kBU4e13Od/zlF1Bj+VZYQqnMAqmqaU0O9z2wnnmg0KrqQfD5fzUWORA+lKZtd8N0zTBaCO21Ek6BbwXGcGvFiWRZUVa3ZHp/PJ9Ili+lxs5KpTw3LsizqW5jOQ6nbbDYrpk8Xi0XEYrEFG7iVSiWR8nH7NgWDwTmFRjQaFQXssx3XzNyweOkwVLgJVC80dGfKHheMqqo1d4NerxeZTEZ4oLQSTXG7ay6E+shLfdt/M9wzjQzDEMM8FUWpqdPp9ZSRYRgzugbdd9j9/f2cJlpiNE1DPB4XHX4kKMPhMPx+f9vRL9u2kc/nhfgA0HbdkqIonAJaJFi8dBDDMJBIJGY8H41GOWzMzCAQCIixAqlUas6haqZpwrIsSJK04Ds4apUG2qt5oQu2LMtivpPP54Nt22JyOgCRMurFgkPqGmxEOBzuSL0F0zqUvp2enhYp2kql0narcSqVEhFEVVXZomKZYfGyyFDrKnlfANW7Ygon6rp+ypoKMbNDJneTk5MwDAOjo6M1r1ONFOFOGS304khimnxeWo28kHihyIvjOGIYI1CNtLin3HY7juNgenq6JsrS6DgHuGtwJUFiI5vNolgsikc8Hp+RRioWiw2Lat0p3VAoxMJlmWHxsogUi8UZTrt00PCdF9MKqqoiEok0bLtMp9M1ERHqUloMUUBpIxIvrUZeSJi4BY97fpHP5xMDGVdKfr9YLDYUZ3PdWJRKJWSz2Ybu11R8yRHVlQsV1GqaJvbJVCo1Q2Dm8/mmLczhcJjrllYILF4WCSriIvr6+sQ8IxYuTDvQVFj3CZSGHbrz7QDE1OaFQvup26huLhzHERdyy7JEPRcAMa1cVVUhcFZCyqj+OHUjSRL6+/sbiqz6FHB99xcf591DMBgUaSTTNGccU8BJvxg3i2EEySweLF4WAdu2xewWmk3SCyFyZvmoP0nGYjHRmeRmseop6D0o8tLKbK1KpQLHcSDLsrhbpSGlHo8HXq9XpE/dE9dn4DgdnRpt2zampqZqoi0ej6dmeyqVCsrlMiYnJwFUL159fX0z0kSKoiAUCi24Y4VZXihSls/nG76+0FlhTOdh8bJAaO4EtYieKiPZmaVFluWOdqhRq3Q7aSMqXvR4PJiYmIBt28JJV5blmnqXmrqc7Bgw+iSQPAgkDwNWGVB0ILYOiJ0OjJwLhIYX5XsVCoWaWVK0LfX+GrZtY3JyUixXLpdFO6x7YjYf370DpWiZ7oTFywIoFosiBE3FlnxiY7qdVgt2yaBL13UUi0XYtg1N0yDLMjRNg6ZpwpBR13WgkAD2fxc49ihQTAGKBugBQFIAswQc+QVw8CeALwqsfgWw5a2Af/aZT822H6iKKyq8lCSpJpVbjyzLGBwcFJO/3Vb+QDVN5PF4+PhmmBUCi5d5YFkWpqamakaTh0KhFZHTZ5j5QJEXcsOdK21ULpdFm7aiKDVdR6qqCj8X4UOTegF45l+B5CEgOAIMnt04VeQ4QGEaeP4HwNQBYOtVwNA5LX2H+uOSaPX4pJofGpzp9tDhNBHDrCxYvLSIbdviLpJO3MDJ3DjfkTHdTKOCXdu2G0Yp3E7RPp8PxWJRCBkSL16vVxTxIvEitBe/BRhpYOBsQJ6llkCSgEA/4IsBiReAR74IXHjDnAKGzMPqC43ne3y6W9IZhll5sHhpEbd4AU6GoTnawvQK1E1h2zZM02wqXqjVmJyijx07JtYHqoJB07RqWqmUgfb8f0A200DfptYLc2Wluvz088C+u4BXf2hGCslxHDiOg2KxKArmqWOIii25O4RhehMWLy1Cs0kIj8fDwoXpGdyzjWjaNRWh10O1LjRgkLqgaH2KWhSLReDg/8CTOwasakO4EJIExM8AJp+p1spccI14ybIsTE5O1kRadF1HKBRaMX4yDMN0DhYvLdLpbg+GWU4oaiLLMizLgmVZDb1ebNsWHURUB1IoFGDbNnRdhyRJ8Pv9sG0bxvRxYOIZ+CL9s6eKZkNWqjUyxx4FzrwECA0jl8shl8vVbJ/X651zoi/DML0DixeGYUS9CqWNSMDUQwPuNE2DqqqwLEvMNKLnNE1DuVyGM/081HIG2tDGhW2cvw/O+DNwjv8ahdVB4Y4qSRIGBgZq5jIxDHNq0LGEcCKRwFVXXYVwOIxoNIrrr7++pmakEV/4whfw2te+FuFwGJIkNZwvwTBMZ3B7vVDNixvDMISpF0Uh8/m8mCzt8XiEgCmXy0DmBDyavGADOtMBxk0/xo48L4SLx+MRrc8sXBjm1KNj4uWqq67C008/jR/+8Id48MEH8T//8z/44z/+41nXKRQKuPTSS/Hnf/7nndoshmEa4E4bOY4jinYJd4eR3+8XDtIkJug9qN6lXC4D2VFoHl/Dz3McB1nDQao09yNRdGArfiBbHVTp8/m4WJ5hTnE6kjbav38/9uzZg0cffRTbtm0DAPzjP/4jLrvsMtx2221YtWpVw/U+8IEPAAAefvjhTmwWwzBNcLc5U8GuYRji9UKhAMuyRIcRQdFUKtYNBAJVj5RyGbAq0PXa+yPbceA4QL4C5MqNh981QpZlDOgGlJGRjo4SYBimO+iIeNm7dy+i0agQLgCwY8cOyLKMX/7yl3jHO96xaJ9lGEbNSdZ9J8gwTGu4PV5UVRVOs47jQJKkGR1GRC6Xg2mawv4/GAxWZx4BkBUNqlQQy5YtB9PFqnghApoEuQUt4jXLULQwCxeGYQB0KG00NjaGwcHBmudUVUU8HsfY2Niiftbu3bsRiUTEY82aNYv6/gxzKkDixS1iKpUKKpUKLMsSHUbknAtU7ffL5TIqlQq8Xi+8Xi9UVT3pTBtbBZSrNTKOU00BOQ4gofoIaBIiXgkhz9wPzcpVZx8xDMOgTfHy0Y9+dMZJrv7x7LPPdmpbG7Jr1y6k02nxOHr06JJ+PsP0Am7R4u46MgwD2WwWQNVHxT1pl9qVbduGqqoIBAIAIGpl1PhawKoAjoNsGTBtQJGAoaCEkZCMiLfFKIrjAJZZHdrIMAyDNtNGN998M6699tpZl9mwYQOGh4cxMTFR87xpmkgkEhgeXpxpsYTH4xHFgwzDzB8SLe6OIxIuAGb4HGWzWRiGAVVVa+YZCfGy6neAwz9AJTeNHKruuBGvBLnd1E9hujqsceTc+X85hmF6irbEy8DAAAYGBuZc7qKLLkIqlcLjjz+OCy64AADw4x//GLZtY/v27fPbUoZhOobb54X+C9QW4rq7eyzLQjabhWmaImVEzraUNtJipwGrX4HiMw8B4Si8mgKv2qZwsS0gNwpsqhrUMQzDAB2qedmyZQsuvfRS3HDDDXjkkUfws5/9DDfeeCPe8573iE6j48ePY/PmzXjkkUfEemNjY9i3bx9++9vfAgCeeuop7Nu3D4lEohObyTDMS7jFC/1/OBzG8PAwhoeHEQqFapZPp9MoFotwHAe6rsPj8UBRFJFGAqp1btjyVhSDa4D0MfiU1ruLAFTTRYkXgNh6YMtbF+NrMgzTI3TM5+Wuu+7C5s2b8frXvx6XXXYZXvWqV+ELX/iCeL1SqeDAgQMoFE52I9x55504//zzccMNNwAAXvOa1+D888/HAw880KnNZBjmJdzCxXEcUaRbT6lUQiaTQbFYFDO+yJyOoi7Ucm0oAVib3gTJE4Q3/dtqJKUVbKs6lNEbAbZeNWMoI8MwpzaS4zht3g6tbDKZDCKRCNLpNM8iYpg2ePLJJzE5OSmsB04//XRs2bKlZhnbtjE5OYnp6WkcO3YMoVAI8XgcoVAIQ0NDKJVKSKfT8Hq9iEajmJychGVZCBSOI/LC/UDyUHVWkb+vcduz41RrXHKj1YjL1quAoXM6/+UZhll22rl+82wjhmEAQMwIUhQFpmlW5xO95PNCFItFUXzv8XgQCAQQDAZr1gOqkZdsNiuM7UIbLgBWnVGdDn3sUWDiGUBRAS1YHb5oW0AlV+0q8kWrNS5b3soRF4ZhGsLihWEYABDFuoqioFKpoFwuCwM6olgsClEiSRL6+vqEMy9wslgXgJiDFI1Gqykpfxy44JrqdOjRJ4HkQSB5GLDKgB4ARn6n2g49ci4X5zIMMyssXhiGAVCNvNBsI1mWYZomDMMQ4sWyLBQKBUxNTUGSJEQiEXi9XhiGIfxfKPLiNrWbYWUQGq4VJ47DzrkMw7RFxwp2GYbpLtwmdaqqwrZtlEol8XomkxGdf6qqiqgLAGiaBsuyRKcRiRi3I+8sH7yYX4NhmFMAjrwwDAOgtttI13VYliVmGhWLRaRSKeTzeWiahlgsBl3Xa9qiSbDQVGpZltlAkmGYjsCRF4ZhAECkfmRZhq7rcBwHhUJBRFzS6bQo6vX7/fD5fDUFuvRv+q/X660p9mUYhlksWLwwDAMANa66mqZBURQYhoHDhw8jkUiI+pdgMAiPxwOfzwfbtkWaqVKpwHEcWFbVy8Xr9S7n12EYpofhtBHDMABqIy/UPUSipFKpQNd1qKqKYDAIv98vIiwUjTFNUzzHKSOGYToJR14YhgFwsmBX13URTYlEIsL6PxgMwufzQVVVeL3ekzOMXupGou4kep1TRgzDdAqOvDAMA6B2vpGqqrAsCx6PR7RDFwoF0fqsKIpoh6biXsuyYBgGAoFAa11GDMMw84QjLwzDADhpUgcAfr8fQHUAo2EYMAwDuq5DlmWEw2E4jiMiL7qui5QRmdy5J1AzDMMsNixeGIYBcFK82LaNQCAATdNg2zby+Twcx4GqqgiFQtA0DaZp1hTrmqaJUqkEVVXh8/k4ZcQwTEfhtBHDMABqxYuu64hGozWv67qOQCAAADUpIyrWLZfLIs3EMAzTSVi8MAwD4KR4cRxHGNDRhOlIJFITUXGnjICqiZ1t29A0jVNGDMN0HBYvDMMAONlt5DgOHMdBNBpFOp2Gz+ebUYBLkRfqNKIxApwyYhhmKWDxwjAMgGrkRZZl2LYNx3GgKAri8fiM5WzbFn4uFGVxixeGYZhOwwW7DMMAOGk2B0C45DaCoi6qqorp05RGYvHCMMxSwOKFYRgAJ8cD0GDFZtCwRirMNQwDtm1DVVWRRmIYhukkLF4YhgFwMm3knk9Uj+M4IkVE4oXEjMfj4XoXhmGWBBYvDMMAOOmwO1vkpVQqiXoYd6cRcNLYjmEYptOweGEYBkA18qIoChzHEQW59TQqzCXxwvUuDMMsFSxeGIYBAGHt30y8uFNGJFRs2xYFvCxeGIZZKli8MAwD4GTkBYAYtOiGUkbuwtxisQjLsqCqKpvTMQyzZLB4YRgGAMREaSrarY++1HcZAUA+nxfPUbcSwzBMp+GzDcMwAhIv9ZEX96gASg85joNcLgcAYuYRwzDMUsDihWEYAaWObNuuES+FQmFGyqhUKqFcLkNRFBYvDMMsKSxeGIYRkMuuO21UqVSQzWYBAMFgUCxbKpVgmiY8Hg/XuzAMs6SweGEYRiDLMlRVFV1EjuMglUrBcRx4vV7h5eI4DgqFAizLgsfjYWddhmGWFBYvDMMI3OLFsiwkEglUKhXIsoxIJCKWK5VKMAwDqqrC5/NxsS7DMEsKn3EYhhGQCKE0EBXpRiIR0UYNVDuPyuUydF2Hx+NZ+g1lGOaUhsULwzCCevECVLuL3AZ0tm0L8eLxeNicjmGYJUdd7g1gGGblQNEVWZYxPDwspkW7yefzMAwDiqLA6/VyvQvDMEsOixeGYQQkXkzTFJ4vbkzTRC6XQ7lcht/v56gLwzDLAqeNGIYRUBSlfjQAQR1GjuPA4/HUuO0yDMMsFSxeGIYRUIrIsizYtj3j9WKxiGKxCK/XW2NYxzAMs5SweGEYRqCqKmRZnuGwCwDlchmGYaBUKkHXdYRCoWXaSoZhTnVYvDAMIyDxUj/byHEcJJNJZLNZ6LrO9S4MwywrLF4YhhEoigJFUeA4Dsrlsni+WCwin8/DcRyEQqEawzqGYZilhsULwzA1UB1LvXgxDAM+nw+hUIgddRmGWVb4DMQwTA1kUFepVABUTelKpRIqlQp0Xed0EcMwyw6LF4ZhaiDxUiqVAADZbBb5fF6Y0tWb1jEMwyw1LF4YhqmBIiuGYaBYLCKVSqFYLCIQCHCHEcMwKwK+hWIYpgafzwdN02AYBg4dOgTLsuD1ehGNRtmUjmGYFQFHXhiGqUHTNMRiMQAni3bD4TDC4fBybhbDMIyAIy8Mw8xgaGhI+L34fD4Eg0HuMGIYZsXQ0bNRIpHAVVddhXA4jGg0iuuvvx65XG7W5f/0T/8UZ511Fnw+H9auXYubbroJ6XS6k5vJMEwdsixjaGgIq1atQiwW4zEADMOsKDoqXq666io8/fTT+OEPf4gHH3wQ//M//4M//uM/brr8iRMncOLECdx22234zW9+g6997WvYs2cPrr/++k5uJsMwDMMwXYTkOI7TiTfev38/zj77bDz66KPYtm0bAGDPnj247LLLcOzYMaxataql9/nmN7+J/+//+/+Qz+dbatHMZDKIRCJIp9Oco2cYhmGYLqGd63fHIi979+5FNBoVwgUAduzYAVmW8ctf/rLl96Ev0Uy4GIaBTCZT82AYhmEYpnfpmHgZGxvD4OBgzXOqqiIej2NsbKyl95iamsJf/dVfzZpq2r17NyKRiHisWbNmQdvNMAzDMMzKpm3x8tGPfhSSJM36ePbZZxe8YZlMBm9+85tx9tln4xOf+ETT5Xbt2oV0Oi0eR48eXfBnMwzDMAyzcmm7Vfrmm2/GtddeO+syGzZswPDwMCYmJmqeN00TiUQCw8PDs66fzWZx6aWXIhQK4f7775+108Hj8cDj8bS8/QzDMAzDdDdti5eBgQEMDAzMudxFF12EVCqFxx9/HBdccAEA4Mc//jFs28b27dubrpfJZHDJJZfA4/HggQceYEdPhmEYhmFq6FjNy5YtW3DppZfihhtuwCOPPIKf/exnuPHGG/Ge97xHdBodP34cmzdvxiOPPAKgKlze+MY3Ip/P48tf/jIymQzGxsYwNjYGy7I6takMwzAMw3QRHXXYveuuu3DjjTfi9a9/PWRZxjvf+U589rOfFa9XKhUcOHAAhUIBwP/f3v2FNNWHcQD/bulxQa4ppiJp0j+lsIjCsUAiGCpItatgiFgM7CLqooK8W+RFEt5FVxbY3bJAiP4IZkZYy0IbaFZQKJRrhknuRBc597wX7+t4V3Nt5v6c+f3AufC35xye48PZHn/+zg4wMjISuhNp69atYceamJhAeXl5ItMlIiIiDUjY97ykCr/nhYiISHvS4nteiIiIiBKBzQsRERFpCpsXIiIi0pSELthNhcUlPHxMABERkXYsfm7HshQ345oXVVUBgI8JICIi0iBVVbF+/fqoMRl3t1EwGITX60Vubi50Ol2q01m1/H4/SktL8fHjR971lQZYj/TCeqQf1iT1RASqqqKkpAR6ffRVLRk386LX67Fx48ZUp0H/MRqNfCNII6xHemE90g9rklp/mnFZxAW7REREpClsXoiIiEhT2LxQQuTk5MDpdPKJ32mC9UgvrEf6YU20JeMW7BIREVFm48wLERERaQqbFyIiItIUNi9ERESkKWxeiIiISFPYvNCKmZ2dRWNjI4xGI0wmExwOB75//x41/tSpU6ioqMDatWtRVlaG06dPY25uLolZZ46rV6+ivLwcBoMBZrMZL168iBp/69YtVFZWwmAwoKqqCvfv309SpqtDPPXo7OxETU0N8vLykJeXB6vV+sf6UfzivUYWuVwu6HQ62Gy2xCZIMWPzQiumsbERr1+/Rl9fH+7evYsnT56gpaVlyXiv1wuv14uOjg6MjY2hq6sLvb29cDgcScw6M9y8eRNnzpyB0+nEyMgIdu/ejbq6Onz58iVi/LNnz2C32+FwOPDq1SvYbDbYbDaMjY0lOfPMFG89Hj9+DLvdjoGBAbjdbpSWlqK2thZTU1NJzjxzxVuTRZOTkzh37hxqamqSlCnFRIhWwPj4uACQly9fhsYePHggOp1OpqamYj5Od3e3KIoi8/PziUgzY1VXV8vJkydDPy8sLEhJSYlcunQpYvzRo0eloaEhbMxsNsuJEycSmudqEW89fhUIBCQ3N1du3LiRqBRXneXUJBAIyP79++XatWvS3NwsR44cSUKmFAvOvNCKcLvdMJlM2LdvX2jMarVCr9djaGgo5uPMzc3BaDQiKyvjHruVMD9//sTw8DCsVmtoTK/Xw2q1wu12R9zH7XaHxQNAXV3dkvEUu+XU41c/fvzA/Pw88vPzE5XmqrLcmly8eBGFhYWcDU5D/ISgFeHz+VBYWBg2lpWVhfz8fPh8vpiOMTMzg7a2tqj/aqLfzczMYGFhAUVFRWHjRUVFePv2bcR9fD5fxPhYa0VLW049fnX+/HmUlJT81mDS8iynJoODg7h+/To8Hk8SMqR4ceaFomptbYVOp4u6xfqGHI3f70dDQwN27NiBCxcu/H3iRBrV3t4Ol8uFnp4eGAyGVKezKqmqiqamJnR2dqKgoCDV6VAEnHmhqM6ePYtjx45Fjdm8eTOKi4t/W/gWCAQwOzuL4uLiqPurqor6+nrk5uaip6cH2dnZf5v2qlJQUIA1a9Zgeno6bHx6enrJ331xcXFc8RS75dRjUUdHB9rb2/Hw4UPs2rUrkWmuKvHW5MOHD5icnMShQ4dCY8FgEMC/M8rv3r3Dli1bEps0RcWZF4pqw4YNqKysjLopigKLxYJv375heHg4tO+jR48QDAZhNpuXPL7f70dtbS0URcGdO3f4l+YyKIqCvXv3or+/PzQWDAbR398Pi8UScR+LxRIWDwB9fX1LxlPsllMPALh8+TLa2trQ29sbtnaM/l68NamsrMTo6Cg8Hk9oO3z4MA4ePAiPx4PS0tJkpk+RpHrFMGWO+vp62bNnjwwNDcng4KBs27ZN7HZ76PVPnz5JRUWFDA0NiYjI3NycmM1mqaqqkvfv38vnz59DWyAQSNVpaJLL5ZKcnBzp6uqS8fFxaWlpEZPJJD6fT0REmpqapLW1NRT/9OlTycrKko6ODnnz5o04nU7Jzs6W0dHRVJ1CRom3Hu3t7aIoity+fTvsOlBVNVWnkHHircmveLdRemHzQivm69evYrfbZd26dWI0GuX48eNhb74TExMCQAYGBkREZGBgQABE3CYmJlJzEhp25coVKSsrE0VRpLq6Wp4/fx567cCBA9Lc3BwW393dLdu3bxdFUWTnzp1y7969JGec2eKpx6ZNmyJeB06nM/mJZ7B4r5H/Y/OSXnQiIqmZ8yEiIiKKH9e8EBERkaaweSEiIiJNYfNCREREmsLmhYiIiDSFzQsRERFpCpsXIiIi0hQ2L0RERKQpbF6IiIhIU9i8EBERkaaweSEiIiJNYfNCREREmsLmhYiIiDTlH2rvixJyyG2jAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize R-waves boundaries\n", + "signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, \n", + " rpeaks, \n", + " sampling_rate=500, \n", + " method=\"cwt\", \n", + " show=True, \n", + " show_type='bounds_R')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Learning initial signal parameters...\n", + "Failed to find 8 beats during learning.\n", + "Initializing using default parameters\n", + "Running QRS detection...\n", + "QRS detection complete.\n", + "[ 544 1114 1683 2281 2855 3452 4016 4606]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Normalize data by setting qrs peaks to index position 0 (“X-axis normalization”)\n", + "indicies = wfdb.processing.xqrs_detect(filtered_data.p_signal[:,sig_channel],example_data.fs,0,5000)\n", + "print(indicies)\n", + "\n", + "peak_points_y = [filtered_data.p_signal[:,sig_channel][i] for i in indicies] \n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(filtered_data.p_signal[:,sig_channel])\n", + "plt.scatter(indicies, peak_points_y, color='red', label='Peaks')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Filtered XQRS Signal with Peaks')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2 lead R Axis: 56.83 degrees\n", + "2 lead T Axis: 30.78 degrees\n", + "\n", + "6 lead R Axis: 56.83 degrees\n", + "6 lead T Axis: 30.78 degrees\n" + ] + } + ], + "source": [ + "def calculate_axis(data, leads, sampling_rate=500, aVF=5, I=0):\n", + " # warnining if leads not include 0 and 5 or one lead is over 5\n", + " if not (I in leads and aVF in leads) or any([lead > aVF for lead in leads]) or len(leads) > 6:\n", + " print(\"Warning: Leads should include 0 and 5, and should not include a lead over 5\")\n", + " return None, None\n", + " # Calculate the net QRS in each lead\n", + " net_qrs = {}\n", + " net_t = {}\n", + " for lead in leads:\n", + " # get data and peaks\n", + " ecg_signal = data.p_signal[:,lead]\n", + " signals, info = nk.ecg_process(ecg_signal, sampling_rate=500)\n", + " # r axis\n", + " # get amplitude of peaks\n", + " q_peaks = [ecg_signal[int(i)] for i in info['ECG_Q_Peaks'] if not math.isnan(i)]\n", + " s_peaks = [ecg_signal[int(i)] for i in info['ECG_S_Peaks'] if not math.isnan(i)]\n", + " _, rpeaks_idx = nk.ecg_peaks(ecg_signal, sampling_rate=sampling_rate)\n", + " rpeaks_idx = rpeaks_idx['ECG_R_Peaks']\n", + " r_peaks = [ecg_signal[int(i)] for i in rpeaks_idx if not math.isnan(i)]\n", + " # calculate avg peal amplitude\n", + " q_peaks_avg = np.mean(q_peaks) if q_peaks else 0\n", + " s_peaks_avg = np.mean(s_peaks) if s_peaks else 0\n", + " r_peaks_avg = np.mean(r_peaks) if r_peaks else 0\n", + " # Calculate net QRS in lead\n", + " net_qrs[lead] = r_peaks_avg - (q_peaks_avg + s_peaks_avg)\n", + "\n", + " # T axis\n", + " t_peaks = [ecg_signal[int(i)] for i in info['ECG_T_Peaks'] if not math.isnan(i)]\n", + " net_t[lead] = np.mean(t_peaks) if t_peaks else 0\n", + "\n", + " # Calculate the R axis (Convert to degrees)\n", + " r_axis = np.arctan2(net_qrs.get(aVF, 0), net_qrs.get(I, 0)) * (180 / np.pi)\n", + "\n", + " # Calculate the T axis (Convert to degrees)\n", + " t_axis = np.arctan2(net_t.get(aVF, 0), net_t.get(I, 0)) * (180 / np.pi)\n", + " \n", + " return r_axis, t_axis\n", + "\n", + "\n", + "\n", + "# print(data_org['SB'][0].__dict__) 'sig_name': ['I', 'II', 'III', 'aVR', 'aVL', 'aVF', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6']\n", + "\n", + "i_sig = 0\n", + "avf = 5\n", + "sampling_rate = 500\n", + "\n", + "ecg_signal_i = filtered_data.p_signal[:,i_sig]\n", + "\n", + "ecg_cleaned_i = nk.ecg_clean(ecg_signal_i, sampling_rate=sampling_rate)\n", + "\n", + "r_ax, t_ax = calculate_axis(filtered_data, [0, 5], sampling_rate=500)\n", + "print(f\"2 lead R Axis: {r_ax:.2f} degrees\")\n", + "print(f\"2 lead T Axis: {t_ax:.2f} degrees\")\n", + "print(\"\")\n", + "\n", + "r_ax, t_ax = calculate_axis(filtered_data, [0, 1, 2, 3, 4, 5], sampling_rate=500)\n", + "print(f\"6 lead R Axis: {r_ax:.2f} degrees\")\n", + "print(f\"6 lead T Axis: {t_ax:.2f} degrees\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.10.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/scripts/__pycache__/data_helper.cpython-310.pyc b/scripts/__pycache__/data_helper.cpython-310.pyc index 425837bbcc4eaf5e620d69e233a1d16bde62a6c4..c90a11e5a6e2aa3d3057c22f151345afa0b50cbb 100644 GIT binary patch delta 1446 zcma)+!Ef7C9LN2ho#4cA)0Qq>lWb^og_yNX=wMW|Y;C1&NQI07hb0@c+}Oz?96SBl zrBrKG5aP_?9XL!NcHG2e3PQWUe}E7NE>k_ad)#JI(!Pvuj&G$a?Wgu6 zm=aaK&H{0Vzo9kuG+XSLv~=a8ngMw(4lTFTu39m%5W1#ZIt*7|~QwN!QrSppm}IN~h7( z%!E#_Z`$2f2-Db4a8~5i!l~D3-Z&zsjj|j|vn*4Xinqd`I#^S0u!Aw0@-hLnONJWB zuH!+03>CsW;T&O>@Dd_Q1-GrfV=$oghZm*6@wN{=D>P%J{&v{k4%g8hj3COI$_luA zIo=4MqCq+P17~C6w_N#pl(sy}^*cru=E#$3J5Iml_jjR6-BcHa22lzuuj9lUfmhKE zGC?6wgbY2|)oWxR{cu5C)@N5D+1uS}>K<**HCx-E-)={2Gh)`W0wy-M!_WcO-|1UH zV79w1_HK!X`gHy>`up?I=`a7mM3&l<5X$;6v!xaFrH*8)4*P zE$}88NCqqsmI)NgM1p}WRG%oTkvT<(^<)w~Pd&n0G<1=0iLkLkTtzgWv(3cCP#vH> z(ou`^RLTLG0!napRAr->jR`i+M%X;(hx|xQ!}?%t?6JH?g;6*7lOw!ek!*RpFo`XLC&@c@Y|%%tcP%Nb z_?-NV)?fmW&F6R#PwE6d#rUY;Nwr0-xL!S<_`5<5C>@3j?@;?)LY)j1I7#j233K8> z@yujgSNWZ`y*b|pzlCw?dL1|?{wRKM5Xr4i7T`L594VW=??!SE0?g3lxK1f?P$rPN zDAjg-D;yH3#D5%{##Ga!2%2W1HvW0MKr<-@5ZChsYQ@Kq(ue=SDf$tH4z78e>?HK! 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""" settings = json.load(open(path_settings)) - path_data = settings["path_data"] #'C:/Studium/dsa/data' + path_data = settings["data_path"] labels = settings["labels"] data = {} diff --git a/settings.json b/settings.json index 3ed5af1..3446038 100644 --- a/settings.json +++ b/settings.json @@ -1,6 +1,6 @@ { "data_path_comment": "Path to the data folder. This is the folder where the data is stored.", - "data_path": "./data", + "data_path": "C:/Studium/dsa/data", "labels_comment": "Labels for the different classes. The labels are the SNOMED CT codes.", "labels": { "SB": [426177001], From 1404b917403a29164cd07b2909f810b76a5ff804 Mon Sep 17 00:00:00 2001 From: Felix Mucha <3016498@stud.hs-mannheim.de> Date: Mon, 3 Jun 2024 21:08:46 +0200 Subject: [PATCH 7/8] first comments --- notebooks/features_bib_neurokit2.ipynb | 55 +++++++++++++++----------- 1 file changed, 33 insertions(+), 22 deletions(-) diff --git a/notebooks/features_bib_neurokit2.ipynb b/notebooks/features_bib_neurokit2.ipynb index 50948dd..3c10b0b 100644 --- a/notebooks/features_bib_neurokit2.ipynb +++ b/notebooks/features_bib_neurokit2.ipynb @@ -697,21 +697,9 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 44, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2 lead R Axis: 56.83 degrees\n", - "2 lead T Axis: 30.78 degrees\n", - "\n", - "6 lead R Axis: 56.83 degrees\n", - "6 lead T Axis: 30.78 degrees\n" - ] - } - ], + "outputs": [], "source": [ "def calculate_axis(data, leads, sampling_rate=500, aVF=5, I=0):\n", " # warnining if leads not include 0 and 5 or one lead is over 5\n", @@ -743,6 +731,7 @@ " t_peaks = [ecg_signal[int(i)] for i in info['ECG_T_Peaks'] if not math.isnan(i)]\n", " net_t[lead] = np.mean(t_peaks) if t_peaks else 0\n", "\n", + " print(net_qrs.get(aVF, 0), net_qrs.get(I, 0))\n", " # Calculate the R axis (Convert to degrees)\n", " r_axis = np.arctan2(net_qrs.get(aVF, 0), net_qrs.get(I, 0)) * (180 / np.pi)\n", "\n", @@ -752,25 +741,47 @@ " return r_axis, t_axis\n", "\n", "\n", - "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calculate R and T Axis for one dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8047692058411333 0.5260930603345693\n", + "2 lead R Axis: 56.83 degrees\n", + "2 lead T Axis: 30.78 degrees\n", + "\n" + ] + } + ], + "source": [ "# print(data_org['SB'][0].__dict__) 'sig_name': ['I', 'II', 'III', 'aVR', 'aVL', 'aVF', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6']\n", "\n", "i_sig = 0\n", "avf = 5\n", "sampling_rate = 500\n", "\n", - "ecg_signal_i = filtered_data.p_signal[:,i_sig]\n", + "example_data = data_org['SB'][0]\n", + "filtered_data = data_helper.filter_data(example_data, filter_params)\n", "\n", - "ecg_cleaned_i = nk.ecg_clean(ecg_signal_i, sampling_rate=sampling_rate)\n", "\n", "r_ax, t_ax = calculate_axis(filtered_data, [0, 5], sampling_rate=500)\n", "print(f\"2 lead R Axis: {r_ax:.2f} degrees\")\n", "print(f\"2 lead T Axis: {t_ax:.2f} degrees\")\n", - "print(\"\")\n", - "\n", - "r_ax, t_ax = calculate_axis(filtered_data, [0, 1, 2, 3, 4, 5], sampling_rate=500)\n", - "print(f\"6 lead R Axis: {r_ax:.2f} degrees\")\n", - "print(f\"6 lead T Axis: {t_ax:.2f} degrees\")" + "print(\"\")\n" ] } ], From fedf321bc70ba4ec59757fb45b5be44c2c96b8bf Mon Sep 17 00:00:00 2001 From: klara Date: Wed, 5 Jun 2024 09:53:25 +0200 Subject: [PATCH 8/8] Erweiterungen --- notebooks/demographic_plots.ipynb | 5 +- notebooks/statistics.ipynb | 151 ++++++++++++++++++++++++++++++ 2 files changed, 154 insertions(+), 2 deletions(-) create mode 100644 notebooks/statistics.ipynb diff --git a/notebooks/demographic_plots.ipynb b/notebooks/demographic_plots.ipynb index 1c90e68..4ac3068 100644 --- a/notebooks/demographic_plots.ipynb +++ b/notebooks/demographic_plots.ipynb @@ -5,7 +5,7 @@ "metadata": {}, "source": [ "# Demographic Plots\n", - "This Notebook is used to read the data from the pickle files and to create a dataframe with the demographic data.\n", + "This notebook is used to read the data from the pickle files and to create a dataframe with the demographic data.\n", "With this data we can create a plots to show the distribution of the demographic data." ] }, @@ -30,7 +30,8 @@ "source": [ "# Set path to data\n", "path = \"C:/Studium/dsa/data\"\n", - "#path = \"C:/Users/Nils/Documents/HS-Mannheim/0000_MASTER/DSA/EKG_Prog/data\"" + "#path = \"C:/Users/Nils/Documents/HS-Mannheim/0000_MASTER/DSA/EKG_Prog/data\"\n", + "#C:\\Users\\klara\\projects\\DSA\\a-large-scale-12-lead-electrocardiogram-database-for-arrhythmia-study-1.0.0" ] }, { diff --git a/notebooks/statistics.ipynb b/notebooks/statistics.ipynb new file mode 100644 index 0000000..ec564cb --- /dev/null +++ b/notebooks/statistics.ipynb @@ -0,0 +1,151 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Hypothesis\n", + "This notebook is used to read the data from the pickle files and to test the hypothesis that in the age group of 60-70 the frequency of a sinus bradycardia is significantly higher than in the other age groups.\n", + "For that instance the chi-squared test is used." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "import pickle\n", + "from scipy.stats import chi2_contingency\n", + "from data_helper import *\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reading SB\n", + "Length of SB: 50\n", + "Reading AFIB\n", + "Length of AFIB: 27\n", + "Reading GSVT\n", + "Length of GSVT: 0\n", + "Reading SR\n", + "Length of SR: 13\n", + "Chi-Square Statistic: 38.266574797751275\n", + "P-value: 0.0004730210823940083\n", + "Chi-Square Statistic for SB in 60-70 vs others: 1.4858035714285718\n", + "P-value for SB in 60-70 vs others: 0.22286870264719977\n" + ] + } + ], + "source": [ + "#path = \"C:/Studium/dsa/data\"\n", + "#path = \"C:/Users/Nils/Documents/HS-Mannheim/0000_MASTER/DSA/EKG_Prog/data\"\n", + "path = \"C:/Users/klara/projects/DSA/data\"\n", + "\n", + "categories_dict = {\n", + "'SB': [426177001],\n", + "'AFIB': [164889003, 164890007],\n", + "'GSVT': [426761007, 713422000, 233896004, 233897008, 713422000],\n", + "'SR': [426783006, 427393009]\n", + "}\n", + "\n", + "data = {}\n", + "for cat_name in categories_dict.keys():\n", + " print(f\"Reading {cat_name}\")\n", + " with open(f'{path}/{cat_name}.pkl', 'rb') as f:\n", + " records = pickle.load(f)\n", + " data[cat_name] = records\n", + " print(f\"Length of {cat_name}: {len(records)}\")\n", + "\n", + "data_demographic = {'age':[], 'diag':[], 'gender':[]}\n", + "for cat_name, records in data.items():\n", + " for record in records:\n", + " age = record.comments[0].split(' ')[1]\n", + " sex = record.comments[1].split(' ')[1]\n", + " if age == 'NaN' or sex == 'NaN':\n", + " continue\n", + " # cut Age: from alter string \n", + " data_demographic['age'].append(int(age))\n", + " data_demographic['diag'].append(cat_name)\n", + " data_demographic['gender'].append(sex)\n", + "\n", + "df_dgc = pd.DataFrame(data_demographic)\n", + "\n", + "# Change from group to category\n", + "age_categories = [0, 10, 20, 30, 40, 50, 60, 70, 80, 90]\n", + "df_dgc['age_group'] = pd.cut(df_dgc['age'], bins=age_categories)\n", + "corr_matrix_age_diag= pd.crosstab(df_dgc['age_group'], df_dgc['diag'])\n", + "\n", + "# Chi-square test\n", + "chi2, p, _, _ = chi2_contingency(corr_matrix_age_diag)\n", + "\n", + "# Difference between observed and expected frequencies\n", + "print(f\"Chi-Square Statistic: {chi2}\")\n", + "print(f\"P-value: {p}\")\n", + "\n", + "# Check if SB (Sinusbradykardie) has a significantly higher frequency in the 60-70 age group\n", + "sb_60_70 = corr_matrix_age_diag.loc[pd.Interval(60, 70, closed='right'), 'SB']\n", + "sb_other = corr_matrix_age_diag.drop(pd.Interval(60, 70, closed='right')).sum()['SB']\n", + "total_60_70 = corr_matrix_age_diag.loc[pd.Interval(60, 70, closed='right')].sum()\n", + "total_other = corr_matrix_age_diag.drop(pd.Interval(60, 70, closed='right')).sum().sum()\n", + "\n", + "# Frequency table for the specific Chi-Square test\n", + "observed = [[sb_60_70, total_60_70 - sb_60_70], [sb_other, total_other - sb_other]]\n", + "chi2_sb, p_sb = chi2_contingency(observed)[:2]\n", + "\n", + "\n", + "print(f\"Chi-Square Statistic for SB in 60-70 vs others: {chi2_sb}\")\n", + "print(f\"P-value for SB in 60-70 vs others: {p_sb}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The results can be interpreted as followed:\n", + "\n", + "- The first value returned is the Chi-Square Statistic that shows the difference between the observed and the expected frequencies. Here, a bigger number indicates a bigger difference. The p-value shows the probability of this difference being statistically significant. If the p-value is below the significance level of 0.05, the difference is significant.\n", + "\n", + "- The Chi-Square Statistic for sinus bradycardia in the age group 60-70 compared to the other age groups, is a value that shows whether there is a significant difference in the frequency of sinus bradycardia in the age group 60-70 in comparison to the other age groups. If the p-value is smaller than the significance level of 0.05, the difference in the frequency between the age group 60-70 and the other age groups is significant." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}