diff --git a/README.md b/README.md index ae6ae05..ea0c1bc 100644 --- a/README.md +++ b/README.md @@ -1,8 +1,7 @@ [![PyPI version](https://badge.fury.io/py/persim.svg)](https://badge.fury.io/py/persim) -[![Downloads](https://pypip.in/download/persim/badge.svg)](https://pypi.python.org/pypi/persim/) +![PyPI - Downloads](https://img.shields.io/pypi/dm/persim) [![Conda Version](https://img.shields.io/conda/vn/conda-forge/persim.svg)](https://anaconda.org/conda-forge/persim) [![Conda Downloads](https://img.shields.io/conda/dn/conda-forge/persim.svg)](https://anaconda.org/conda-forge/persim) -[![Build Status](https://travis-ci.org/scikit-tda/persim.svg?branch=master)](https://travis-ci.org/scikit-tda/persim) [![codecov](https://codecov.io/gh/scikit-tda/persim/branch/master/graph/badge.svg)](https://codecov.io/gh/scikit-tda/persim) [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT) diff --git a/docs/conf.py b/docs/conf.py index d01519e..682b108 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -1,29 +1,34 @@ # -*- coding: utf-8 -*- import os import sys -sys.path.insert(0, os.path.abspath('.')) -from persim import __version__ + +sys.path.insert(0, os.path.abspath(".")) from sktda_docs_config import * -project = u'Persim' -copyright = u'2019, Nathaniel Saul' -author = u'Nathaniel Saul' +from persim import __version__ + +project = "Persim" +copyright = "2019, Nathaniel Saul" +author = "Nathaniel Saul" version = __version__ release = __version__ -html_theme_options.update({ - # Google Analytics info - 'ga_ua': 'UA-124965309-3', - 'ga_domain': '', - 'gh_url': 'scikit-tda/persim' -}) +language = "en" + +html_theme_options.update( + { + "collapse_naviation": False, + # Google Analytics info + "ga_ua": "UA-124965309-3", + "ga_domain": "", + "gh_url": "scikit-tda/persim", + } +) html_short_title = project -htmlhelp_basename = 'Persimdoc' +htmlhelp_basename = "Persimdoc" -autodoc_default_options = { - 'members': True -} +autodoc_default_options = {"members": False, "maxdepth": 1} -autodoc_member_order = 'groupwise' +autodoc_member_order = "groupwise" diff --git a/docs/index.rst b/docs/index.rst index ff929b6..a8c12e3 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -36,6 +36,7 @@ Documentation notebooks/Persistence images notebooks/distances + notebooks/Persistence landscapes reference/index diff --git a/docs/notebooks/Differentiation with Persistence Landscapes.ipynb b/docs/notebooks/Differentiation with Persistence Landscapes.ipynb index 659bd2b..aa52d54 100644 --- a/docs/notebooks/Differentiation with Persistence Landscapes.ipynb +++ b/docs/notebooks/Differentiation with Persistence Landscapes.ipynb @@ -18,6 +18,7 @@ "The experiment is to determine if persistent homology can distinguish between spheres of different dimensions. Here we restrict to differentiating $S^2$ from $S^3$. We will further restrict ourselves to persistent homology in degree one (but one can use all relevant homological degrees as well). A priori, we would not expect this to be an effective discriminator, since the ordinary first homology of both spheres is trivial. Note that this is a simplified version of the experiment from Bubenik and Dlotko's *A persistence landscapes toolbox for topological statistics* [1]. \n", "\n", "In detail: \n", + "\n", "- Repeat the following `num_runs = 100` times:\n", " - Sample `num_pts = 100` points from the 2-sphere and the 3-sphere. We rescale the spheres so the average distance between the points on each sphere is approximately 1.\n", " - Compute the VR persistent homology (using `ripser`) and compute the associated landscapes. Store each of these landscapes.\n", @@ -356,7 +357,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -370,7 +371,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.1" + "version": "3.12.0" } }, "nbformat": 4, diff --git a/docs/notebooks/Persistence Landscapes and Machine Learning.ipynb b/docs/notebooks/Persistence Landscapes and Machine Learning.ipynb index 893d20f..d2480e9 100644 --- a/docs/notebooks/Persistence Landscapes and Machine Learning.ipynb +++ b/docs/notebooks/Persistence Landscapes and Machine Learning.ipynb @@ -13,8 +13,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Section 1: Example Plots for Torus vs Sphere\n", - "---\n", + "## Example Plots for Torus vs Sphere\n", + "\n", "\n", "In this section, we plot persistence diagrams and persistence landscapes for a torus and a sphere to give an example of the data types and analysis results we will use in the larger-scale classification problem." ] @@ -149,8 +149,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Section 2: PCA and Classification\n", - "---\n", + "## PCA and Classification\n", "\n", "In this section, we implement principal component analysis and support vector classification to attempt to classify persistence landscapes generated from a torus and persistence landscapes generated from a sphere. This section is a basic implementation and can be optimized in many ways, a couple possible methods are described in the next section." ] @@ -226,8 +225,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Torus: (100, 9000)\n", - "Sphere: (100, 9000)\n" + "Torus: (100, 9500)\n", + "Sphere: (100, 9500)\n" ] } ], @@ -300,8 +299,13 @@ "name": "stdout", "output_type": "stream", "text": [ +<<<<<<< HEAD + "Singular values for torus dataset: [11.1429191 8.69373416]\n", + "Singular values for sphere dataset: [12.8400449 10.84970612]\n" +======= "Singular values for torus dataset: [11.60903152 9.4559844 ]\n", "Singular values for sphere dataset: [12.38305849 10.87993295]\n" +>>>>>>> persim_master ] } ], @@ -318,7 +322,11 @@ { "data": { "text/plain": [ +<<<<<<< HEAD + "" +======= "" +>>>>>>> persim_master ] }, "execution_count": 11, @@ -327,7 +335,11 @@ }, { "data": { +<<<<<<< HEAD + "image/png": 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apNqGOEmZ3DEgGIW6E2DaIjjqLBFTnbtyhvaiWiifLYnue9fLbMKe3YaaHtq3wZoH4MW74aVfyNc1D4xZS7Wurq7nT2lpKYZh9Dr261//mjlz5hAKhTj66KP5r//6r17PNwyDu+66i/POO4/CwkK+853v8Mtf/pKysrJe5/3v//5vr3mK69at44wzzqC4uJiSkhIWLlzIyy+/PCb3eLDQFSyNRqPRDM3a/4HlV8mYm0ExpKri2BCKQt2JEkxqGFBxhPitnIy0Cc2gCDCQ6kznLtmVqIc/96Z9G6z7H/GtlUyV6lU2AXvfgFgjzPsklM86aMt59NFHufLKK7nttts488wz+b//+z8+//nPM23aNM4444ye82688UaWLVvGv//7v2NZFn/961/3e+3PfvaznHTSSdx5551YlsXatWsnfOVLCyyNRqPRDM46VbkaUlwBeGJwNwJQPx+WXJX78PcLFYGwZGl5SIvQtSW01Pdv6eHPOTxPfGnJVqg6OtcSDBdD1VGSNbZ1JZTNHLN2YV9uvfVWLr74Yi6//HIAli5dyt///nduvfXWXgLrM5/5DP/8z/88omvv2LGDr3/96xxzzDEAHHnkkaO38EOEbhFqNBqNZmA2/w3+fI208YaDEYT6E+Fj/wEVDbnj2aRUrsIl0L5dYhlaNkLLWxLZkO6CUIGcpxG6msSXVjK1v4AyDBmS7fvWDhIbNmzg1FNP7XXs1FNPZcOGDb2OLVq0aMTXXrp0KV/4whc488wz+f73v8/mzZvf0VrHAxNOYN1xxx00NDQQiURYuHAhK1euHPL8Z555hoULFxKJRJg9ezZ33XVXv3Nuu+02jj76aKLRKNOnT+eqq64ilRrKxKnRaDSTnC0r4fdfGmTHYF8MwISy6XDWzVA5u/fDwQIRWKXTpMWVbJV2oRmUyAYrJB6sxFD+rsOMbELyw4IFAz8eLJDHD7Jvzegj9jzP63essLCw18+maeL12SGazWZ7/fytb32LN954gw9/+MP85S9/4dhjj+XRRx8dxZUffCaUwHrooYf4yle+wrXXXsuaNWtYsmQJ5557Ljt27Bjw/K1bt/KhD32IJUuWsGbNGr75zW/y5S9/mUceeaTnnP/+7//m6quv5sYbb2TDhg3cc889PPTQQ1xzzTUH67Y0Go1mfLF1Jfzx6xDbow4MIz6hoBI+8hNoOK3/Y8V1kuDeulkEVd08iW8onSGVGCskYmvfBh3V4BMsgEBkcAGVTcjjgwmwMWDu3Lk8++yzvY49//zzzJ07d8jnVVdX09XVRTwe7zm2du3afucdddRRXHXVVTzxxBN84hOf4L777huVdR8qJpQH68c//jGXXHIJX/jCFwCpPP35z3/mzjvvZNmyZf3Ov+uuu5gxYwa33XYbIH85Xn75ZW699VYuuOACAFatWsWpp57KZz7zGQBmzZrFpz/9aV588cWDc1MajUYznmjbCs/+WMSVFQTXlZaUHyA6EJFSOGcZzFky8OOGATXHSNUKT+YWJjt6xzVUzIE9a+GIs3RUA4gorZgthvaqo3q3CT1Pfj+1x8l5B4mvf/3rfPKTn2TBggV84AMf4Pe//z2/+93vePLJJ4d83sknn0xBQQHf/OY3+dKXvsSLL77IL3/5y57Hk8kkX//61/mHf/gHGhoa2LVrFy+99FLP5/REZcJUsDKZDKtXr+bss8/udfzss8/m+eefH/A5q1at6nf+Oeecw8svv9xTnjzttNNYvXp1j6DasmULy5cv58Mf/vCga0mn08RisV5/NBqNZsLjefDK/dD0hhjQHRsMT3b4YQ38nFARfPBWmPePQ1+7oFIEQ7Qc2rf2j2uwU9D0mh6b42MY0LBEKn4tG8Wn5jrytWWjHG9YctAM7gDnn38+P/nJT7jllls47rjj+PnPf859993H+973viGfV1FRwQMPPMDy5cs54YQTePDBB/nWt77V87hlWbS2tvK5z32Oo446ik9+8pOce+653HTTTWN7Q2PMhKlgtbS04DgOtbW1vY7X1tbS1DSwya+pqWnA823bpqWlhfr6ej71qU+xb98+TjvtNDzPw7ZtvvjFL3L11VcPupZly5ZN+F+8RqPR9MIXV2sflIR1UOLK/wD3RZZDz3a/cAmceyvM34+4AmllFVbLbsTCahFaRkAEgmvLNVNd0LTuoAuHcUv5LIli2LpSGdobpS1Ye5y8R2Mc0XDxxRf3S27/4he/yBe/+MVBn9PXa+Vz/vnnc/755/c6dumllwIQCoV48MEH39FaxyMTRmD5DMdgt7/z848//fTTfPe73+WOO+7g5JNP5u233+bKK6+kvr6e66+/fsBrXnPNNSxdurTn51gsxvTp0w/ofjQajeaQ07YVVv8K1j0oRnPDVALHFC3lgQgsj57GR0GltAX3V7nyKa6DwkrY8jSUTZNqTHeTCC7XkQpWtFLWohPdc5TPkiiGg5Tkrhk9JozAqqqqwrKsftWq5ubmflUqn7q6ugHPDwQCVFZWAnD99ddz0UUX9fi6TjjhBOLxOP/yL//Ctddei2n276KGw2HC4fBo3JZGo9EcWrY9C8//TPxPqU4lrhDRY6CS2VEiy5SqVslU+Oh/wJzTh/86hgH182RsTqxJoh9cRwzuni3CwQrm2oRaYOUwDP1+TEAmjAcrFAqxcOFCVqxY0ev4ihUrOOWUUwZ8zuLFi/ud/8QTT7Bo0aKehNhEItFPRFmWhed5g5Y6NRqNZlLQugVW/hj2vSkf4oGoGM49L69yZYjwMS05VjoDPvbTkYkrn8ojofZ4cLN5u+NciJZB5RFSmXGy0ibU//3VTHAmTAULJIjsoosuYtGiRSxevJi7776bHTt2cNlllwHSutu9ezf3338/AJdddhk//elPWbp0KZdeeimrVq3innvu6dXr/ehHP8qPf/xjTjrppJ4W4fXXX8/HPvYxLGsQU6dGo9FMdNq2wl9uloqRFYJst+wYtMLyyWCn1O5BwAqI0T1aDmfeCLMH2S24P4rrJCNrzxqoPkaui5XzYSVaRcAl2nSbUDPhmVAC68ILL6S1tZWbb76ZxsZGjj/+eJYvX87MmTMBmQKen4nV0NDA8uXLueqqq/jZz37GlClTuP3223tt/bzuuuswDIPrrruO3bt3U11dzUc/+lG++93vHvT702g0moNC+zZ46V5ofktmAoaKRVA5SbATECwS0WOnwQxI+y5YCPMuhGM/duCvm98mtFPghfrHNRRUTKrBz7oTcug5VL8Dw9O//XdMLBajtLSUzs5OSkpKDvVyNBqNZnA8D9b8F7z9pAitdLcIqHRMvs8mxXcVKpG8qkBExFX1UfDB7/UegXMgxBrhb7dAxw5o2wzZtAyHDpdI9EAmLkLsrJth+rtG5ZYPBY7jsHHjRmpqano8v5pDQ2trK83NzRx11FH9OlNj+fk9oSpYGo1Go3mH7HoJ1v9eDO1xNbIm3QWRMghkJFDUscFJyWPBAqg5ChZf8c7FFUibsH6+pLoXVIv/ynWlXWhaqmpmSar7tEUTdrecZVmUlZXR3NwMQEFBwZA73jWjj+d5JBIJmpubKSsrO+i2Hy2wNBqN5nChfRu89jvobhSvk2tD915pxyVaRGQZARFfri1RDCf8Ayz43OiIK+id6u5moGuvVMrcrBjcI6Uw/d2TIq6hrk5S1n2RpTk0lJWV9fwuDiZaYGk0Gs3hgOdJYGWmG8KlImoiZeKFMi1pzWXjYni3gtISfM8XYe7HRr+KVFAJhTXQuklak2ZAXjdULD6szj1gZya8D8swDOrr66mpqek33FhzcAgGg4dsw5oWWBqNRnM40NUku/fSMUi2QiomY26skFSNzID4r6wIzF4E779BdvyNBYGoiKdwiQyBxpHKWTAqQrBzl+xaDETH5vUPMpZl6V3phyFaYGk0Gs3hQMtG2L0aDEsqSBgiqJyMiKqiOmkTTj8ZliwdvZbgQBh5X0NRiYKwU+IFMy1UAFfuPI1mAqIFlkaj0Ux22rbC6vsgtgdChZANgxmEcLEyucckTb28YXT9VoORTUJRDcQNaN8u7cB8H1a4RMzw2eTYrkOjGUMmTJK7RqPRaA4AP/OqdasMWTYsEVd2SnYLlkyFqqMlYLRhiezcG2uCBSKwSqdJqzCpdjOaQYlqsEKShZVoG/u1aDRjhBZYGo1GM1nxPNj6N+jcDoGgGMsDYRFXwaiImniLVI5CBRKfcDCiBIrrpFrWulkEVe2JUDFLxF7Z9Jw3bN8GPTJHM2HRLUKNRqOZrORnXnU1ibgKRHPiChdSHVBcD1VHQdWRB2dd+VENdlIM95M0qkFz+KIFlkaj0UxG2rbCK/eLx6lsGrg1kGxTOwVDUi0yg5BslxmDU06SytLB4jCJatAcvmiBpdFoNJONtq0yjmbPOpkt2LFdKldmAPCkWpRsh8IqqSIVVYn/6mAmjR9mUQ2aww8tsDQajWYy4Zva966HkimQCOcqV4YhBvNsAuL7pEI0ZR4sugTKZx3cdeqoBs0kRwssjUajmSy4Lmz4PbRtkTZbpERm/NkpcNIy/sawoGwWdO6EqQvGPvNqMHRUg2aSowWWRqPRTAbat4m4Wv84uI6EhmaTEoVQPlNiD1IdkGgVr1PZzIOTeTUYflRDIAyx3WLEz/dhGWYuqqFyzqFZo0bzDtACS6PRaCY67dtg3f9A+xZpr5VMVSJrn1SDKhrE55RNiGgpqYc5Hzg4mVeD4Uc1vP6IRDWUzSLnw4rIEGjDlKiGaYsOrj9MoxkFdA6WRqPRTGT8Ic6JVolbwJDBzaVTZJhzulMM43jSfnNtyZqaffqhFS35UQ1uFkwTgoVyvLtZEuennpSLatBoJhi6gqXRaDQTGX+Ic6JVDOKJFvFXFdbIHzMIqXYRWXYaao89NKb2gSiohIrZIrISrZBplqpVYTXUnSDxEW2bdVSDZkKiBZZGo9FMZFo3QdNrEAhJq61ijpjcu5sg0y1eK9MS0VLeAO/650Pnu+qL78MCEX/ZJOBBNg6tb8suyEBEztNoJhi6RajRaDQTFc+DxnXiswpEVastIKbw4nqp/LRtFoE142R49yXjR1yB+LDCJdLi9HO5SqaKoIrtkeP+bkKNZoKhK1gajUYzUelqgtYtgAf73pSBzVZAZvkV1kCkXHbozX4fvOcK8TmNN/ZnA9Peds0ERQssjUajmai0boK9r0vVKlggOwcxINkhfqxwCYSLYNaS8SmuuppkDmHDEqlYJVokrsEKSnuwpF4e1/MINRMQLbA0Go1mIpLfHiyskl13yQ4JFDUMaQ8GojBt4cEb4jxSsgkJQS2fLQOeE61yPFoB0TIRjNrkrpmgaIGl0Wg0E5GB2oOmJcGdRRWyezC+TzxX49XDFCwQc/v2Z8WQ72SlelVQJaLQCmmTu2bCogWWRqPRTEQGag8aJmQSIlrCJbKzsG7e+A3ptFMiFDt2QMUsye1yMtC1R6pxBZUwc/H4FYgazRCMw6a8RqPRaIYkvz1YUg8l0yAUkZ/99qCTlSyp8doe9DzY9ixES2XnYCom4soKQbhUjc/pgFmnjV+BqNEMga5gaTQazUSjqwnirZJt1fyWCBDXATxpqRXVQDo+vtuDXU2S11U9Fyoy0LKpt8m9Yg4UVsr9aDQTEC2wNBqNZqKRTYi/yk4qU7sp0QwgXqZUl1SGxnN70De4B6LguZLdVTpVvGSBsNyPNrhrJjBaYGk0Gs1EIxiVeX1uFmqPk+8z3VLFCoSlPRgugaojDvVKB2d/BvdsQhvcNRMaLbA0Go1mouH5Xw3AlJiGSLmEjBoWxFtEmHhDXeQQow3umkmOFlgajUYz0bCTapzMbojtkp2EfqRBICw5UoVVct54JN/g7iqDe6Q0Z3Bv3yaRE9rgrpnAaIGl0Wg0E41EK8SbIRAEs1KElJuFZEKESt3xUhEar+01bXDXHAZogaXRaDQTCc+D5jdFiLhhKCwD15X2oGlBslMCSE+4YPy213yDe7AAwsUwo1LElR/ToA3umkmAFlgajUYzkehqgsa1IkQ6d0qLMBgVU3u0AlwbPEeqQ+O1vRYskOpUNiFiKp2fgVUipndtcNdMcLTA0mg0molE6yZoek1S2ssb1GDnTujeK8Gc1ceI0CqoONQrHZziOqiYDdtXgWdLy7NnF2ElGAFtcNdMeCZckvsdd9xBQ0MDkUiEhQsXsnLlyiHPf+aZZ1i4cCGRSITZs2dz11139Tuno6ODK664gvr6eiKRCHPnzmX58uVjdQsajUZzYLgubF0J6W7JjyqoFKFSPRfqToTCGjCCEjQ6nqs/hiEhqJ07Ye962flYUClf966X4xUN47cCp9EMgwklsB566CG+8pWvcO2117JmzRqWLFnCueeey44dOwY8f+vWrXzoQx9iyZIlrFmzhm9+85t8+ctf5pFHHuk5J5PJcNZZZ7Ft2zZ++9vf8tZbb/Gf//mfTJ069WDdlkaj0eyf9m3w95/B5r9KuOi+N6FV+ZSCUfEyFVZD5w6pXo3n6o/nQdtWKJsGNcdKSzPRKl9rjoWy6fK4N55zJjSaoTE8b+L8DT755JNZsGABd955Z8+xuXPncv7557Ns2bJ+53/jG9/g8ccfZ8OGDT3HLrvsMtatW8eqVasAuOuuu7jlllt48803CQaDB7SuWCxGaWkpnZ2dlJSUHNA1NBqNZlDat8G6/4H2LfJ9uES+ZrrFw1QxG8wgpNolvPP918Ps0w/xoocg1ggv3g3RchGG+Qb3SCmkuyDZDu/+F5m1qNGMEWP5+T1hKliZTIbVq1dz9tln9zp+9tln8/zzzw/4nFWrVvU7/5xzzuHll18mm80C8Pjjj7N48WKuuOIKamtrOf744/ne976H4ziDriWdThOLxXr90Wg0mjHB82Dr31Rlqkr8SYGwjJYprpcKVtsWsBPSZhvPA5598ncRgoiqwmr5CirlPaV3EWomNBNGYLW0tOA4DrW1tb2O19bW0tTUNOBzmpqaBjzftm1aWloA2LJlC7/97W9xHIfly5dz3XXX8aMf/Yjvfve7g65l2bJllJaW9vyZPn36O7w7jUajGYRdL8H630P7dmhcB8kWiWnwEJN79VwlrE6EojqYctL4bg9C712EnicVrPg++ep5ekyOZlIw4XYRGn1Mj57n9Tu2v/Pzj7uuS01NDXfffTeWZbFw4UL27NnDLbfcwg033DDgNa+55hqWLl3a83MsFtMiS6PRjD7t2+C130F3I5TNFNFhBaH1bWh+AyqPhEgJZLokvqG8ARqWjH9zuN5FqDkMmDACq6qqCsuy+lWrmpub+1WpfOrq6gY8PxAIUFlZCUB9fT3BYBDLsnrOmTt3Lk1NTWQyGUKhUL/rhsNhwuHwO70ljUajGRzXhQ2/l9l84VIwTPlTUCktwta3ZVRONiFDnmuPhbkfhfJZh3rl+8ffRfjq/4jXqmQKFJRAJi67CKPlUPGZ8S8UNZohmDAtwlAoxMKFC1mxYkWv4ytWrOCUU04Z8DmLFy/ud/4TTzzBokWLegztp556Km+//Tau6/acs3HjRurr6wcUVxqNRjPm+DsG1z8u+VbJVmkLprvl8VARVB0tYquoBo79GLzniokhrkDvItQcFkwYgQWwdOlSfvGLX3DvvfeyYcMGrrrqKnbs2MFll10GSOvuc5/7XM/5l112Gdu3b2fp0qVs2LCBe++9l3vuuYevfe1rPed88YtfpLW1lSuvvJKNGzfyhz/8ge9973tcccUVB/3+NBqNpmfH4N43ZPRNyRQoniLRDM1vQKINPBfwJAG9uF4qV+YE+s95/izCmYth1hIZ7DxrifxcfYw83jWwv1ajmQhMmBYhwIUXXkhrays333wzjY2NHH/88SxfvpyZM2cC0NjY2CsTq6GhgeXLl3PVVVfxs5/9jClTpnD77bdzwQUX9Jwzffp0nnjiCa666ipOPPFEpk6dypVXXsk3vvGNg35/Go3mMKfvjsGOXTL6pm9b0M2KyCqqg+MvmDiVK5++uwjDJblxOalOCBaC3ah3EWomNBMqB2u8onOwNBrNqLDzRXjmFhEfAIl94DhQeQSEiyCblHE49fNFiEx7Fyy4aOJ5lfJzsJwMtGyCREvO6B4qElF5+td1DpZmTBnLz+8JVcHSaDSaSctwdwy6atddeYOEiU40cQW9dxEmWqVSFS2DSEhaoa2bRWz5QlOjmYBMoKa9RqPRTFI8T2YMZrvVPMG8HYO1x0l7MLZbPEn+jsF5n5x4rUEfwxDPVapD7itSKinuTgZSMSiZKoJr27Pa6K6ZsOgKlkaj0RxqfNN35ZEiMLr2QGEthApyOwaT7VBYBdMWyY7BiWRqH4hARCpZVlBG/qRj8n1xvSTRW6Gc0V23CTUTEC2wNBqN5lCTTUB3M3TuEi9Sd7MIi2iF7CI0LREgdSdMvB2Dg5FNSGVu1hIRWPmzCEEqdV3a6K6ZuGiBpdFoNIeaRKtUa3ClRRguESN4slXM7EXVE3fH4GDkj8vpu4swXKLH5WgmPFpgaTQazaHE8yRE1ArK91ZYhEVVEdjToGuvjI6Z+xFpD04W9LgczSRnEtSZNRqNZgLT1QTtW6HqKDCAzp2QTSHTnE0wA2IKrzl2Yu4YHAx/XE7nThmPY1hKWFnyc+dOeXwy3bPmsEJXsDQajeZQ0roJ9qwRIZFNyeBmv00WKZaxMVYICioO9UpHl/xxOcX10g5NtEoFq+ZYsALy+MxTtcjSTEi0wNJoNJpDRfs22LgCkh0yU7BsBthpiO8TUVV7vBjdUx2Tz4uUPy4nXCyiMt/onu7Suwg1ExrdItRoNJpDgZ99ZaelSpVskwpWMCo/G4YY3bsaxas02bxI+eNy+mZdeZ4ct1N6F6FmwqIrWBqNRnMo6GqS1mBCtcb6RjMEwtCyERpOg4Ylk69N5u8ijO2G2J7eo3IKqtR7oHcRaiYuI65g7dq1i+7u7n7Hs9ksf/vb30ZlURqNRjPpad0ETa+JsCioFN9RtFIqWc0bpEUWLYMjzp480Qz5FNeJz2zrShFYwQIorJavsT1yPFwy+Sp3msOGYQusxsZG3v3udzNz5kzKysr4f//v//USWm1tbZxxxhljskiNRqOZVHgeNK6Tik20XH42gNJpUD9P/FihEhnqXHXkoV7t2LG/otwkK9ppDi+GLbCuvvpqLMvihRde4E9/+hPr16/nfe97H+3t7T3neHpmlEaj0eyfriaIt0rFpvktaQW2vA1tb8tj4SKIN0Nh5eSt4HQ1yVighiXSDswmxNyfTcjPDaepsUFNh3qlGs0BMWwP1pNPPsmjjz7KokUSdLdkyRIuvPBC3v/+9/PUU08BYEw2j4BGo9GMBb6YsJPgpGWwc6hIHku0Qvc+iJZC3bzJ573y8U3uFXNk92TfXYSuA22btcldM2EZdgWrs7OT8vLynp/D4TC//e1vmTVrFmeccQbNzc1jskCNRqOZdASjYmp3s1B7nHiw3KwIjkBYMqDCJVB1xKFe6diRPypnoF2EelSOZoIz7ArW7NmzefXVVznyyJwfIBAI8PDDD/OP//iPfOQjHxmTBWo0Gs2kw9cTngGYUFgFkXIRVoYF8RYVX3AoFznG6FE5mknOsCtY5557LnfffXe/477Imj9//miuS6PRaCYvdlIEVDoGTetg31vQuUN2z8WbZfdgUY2cN1nRo3I0k5xhV7C++93vkkgM3AsPBAL87ne/Y9euXaO2MI1Go5m0JFpFSAWCYFaKkHKzkEyI/6jueIiUTe72mB6Vo5nkDFtgBQIBSkpKBn3csixmzpw5KovSaDSaSYvnQfObIiTcMBSWgeuKoDAtSHZC6xY44YLJ3R7To3I0kxyd5K7RaDQHk64maFwrQqJzJ8R2iek9XCIp7q4NniPCYzJXbvJH5YCIqnyCBTImSO8i1ExQtMDSaDSag4mf4B4IQXmDDHpOd0L3XhnqXH2MCK2CikO90rHF30WYiQNernoVLhFhqXcRaiY4WmBpNBrNwSI/wb24FgJREVN2SipXyXYwgmJwn+zCwh+Vs/kv0hp17dwcwsojxI9Ve9zkbpNqJjUjnkW4Y8eOARPbPc9jx44do7IojUajmZT4Ce7lMyVMNB1TbbKo+JAKq2U3YUHF5BcWHdvF6J+JS7UqXCwVq/btsPHPgDk5h1xrDhtGXMFqaGigsbGRmpqaXsfb2tpoaGjAcZxRW5xGo9FMKvwEdycj4qJzZ2//lZOWKs5kTnAHqeRtXQmeC0edA61vy9BrJwuhAklxL66GMr1xSjNxGbHA8jxvwJE43d3dRCKRUVmURqPRTEoSrbIzDndg/1XFHKg6anIPeIbcDsKSqapyV9V7F6FhSrtU7yDUTGCGLbCWLl0KyLzB66+/noKCnD/AcRxeeOEFHTaq0Wg0g5Efz+B54r8qCkrlygpAog3sDEyZP/nbg313EELvXYSuo3cQaiY8wxZYa9asAaSC9dprrxEKhXoeC4VCzJs3j6997Wujv0KNRqOZDHQ1QftWMXDvfEG+NwNSsQlEpGpjWpM/ngF6zyEMFYkXLX8Xod5BqJkEDFtg/fWvfwXg85//PD/5yU+GDB3VaDQaTR+yCRnwHN8nvisj0DvBPVwi5vfJHs8Aeg6h5rBgxB6s++67byzWodFoNJObYFQEViYG5bNkkLMfz2CqAc+ZhJw32fHnEL76P+K1KpkCBSWyo3DveoiWQ8VnJn8lTzOpGbHAisfjfP/73+epp56iubkZ13V7Pb5ly5ZRW5xGo9FMGvx0G8/IiSvPljZhIAIYvc+bzOg5hJrDgBELrC984Qs888wzXHTRRdTX1w+4o1Cj0Wg0fbCTEiBqJyVsFFfElAFgSvCo//hkR88h1BwGjFhg/fGPf+QPf/gDp5566lisR6PRaCYnwQIIhMGxwfCUuDIAT0SWY8vjh4OxW88h1BwGjFhglZeXU1FxGJgwNRqNZjQpqhVRkemG2hMhFQM3DWYYIiXQslEeL6o9tOv0PKkcZRMidIrrRr9Np3cRag4DRjwq59vf/jY33HADicSh+ZfFHXfcQUNDA5FIhIULF7Jy5cohz3/mmWdYuHAhkUiE2bNnc9dddw167m9+8xsMw+D8888f5VVrNJrDnu69IhrCxTLsuWMrdO6Rr02vQbhIHu/ee+jW2LYVVv0U/roM/nQdPPpFeOgiePEe6Nwt4ms08HcRNr8JO1bBphXw5h9g/ePw5nLY/oJ409LdsGcttLwtX1s3Q6xx9Nah0YwhI65g/ehHP2Lz5s3U1tYya9YsgsFgr8dfeeWVUVtcXx566CG+8pWvcMcdd3Dqqafy85//nHPPPZf169czY8aMfudv3bqVD33oQ1x66aU88MADPPfcc1x++eVUV1dzwQUX9Dp3+/btfO1rX2PJkiVjtn6NRnMYk02AnZYdgwO1CM2AjMoZaVvM80R0dOyQ70NRqQplutV8v6i8RsdOOb98hhjL86tSngcbfg8v3yOzABNtIm5Qo8/e/AM88wOY+xE45UuyA/Cd4O8ifPlXkgfmZmQ3pevIH9OCvetg/WPIm+NJ+zRaIRW+kqkw5USYfrLcC8h70LYN2rfITszKOVB3IpgjriNoNKPCiAXWoazu/PjHP+aSSy7hC1/4AgC33XYbf/7zn7nzzjtZtmxZv/PvuusuZsyYwW233QbA3Llzefnll7n11lt7CSzHcfjsZz/LTTfdxMqVK+no6DgYt6PRaA4n/JgGNyuzBu20imgIiHiI7Yau5t4xDX3FUzAiz/OFVCoGW/4KTa9DbJeIIteFQFCqYVZI0uHdjIiWYKGIrvoTZYde1VHQsgm2PwcbHldp8mk5H+gRN7gQ3wtrHoA9a+Csm2UQ84HiebDxCanepTrAc8g5/g1wXImtCBbIa5vqfuIt0PSq3KNhSmZW2Qx5//a9JfMdnaw8FiyAsllwzDkw8zSZcRguHru2p0bThxELrBtvvHEs1rFfMpkMq1ev5uqrr+51/Oyzz+b5558f8DmrVq3i7LPP7nXsnHPO4Z577iGbzfZU326++Waqq6u55JJL9ttyBEin06TT6Z6fY7HYSG9Ho9EcbuTHNGCIkMomJaoh44oQ8uLQtF7ysFo2wY7noXEtdLeIELEzUpExA4jDwwbHEeFlBESopGOQUILKyeYqQoGICCx3h4ikdQ+K2LDT4v3KZkT4eJnB7kAqbE2vw/Kvw7m3wOwDFFk7X5IMrEQ74Ef9+GJOYadFIAIEArLT0M3KOY4r36faoG3TwK9hJyDZAo2r5T4jZbJTs3y2VM9qj4XiKQNX9DSaUWDEAgugo6OD3/72t2zevJmvf/3rVFRU8Morr1BbW8vUqVNHe40AtLS04DgOtbW9DaC1tbU0NTUN+JympqYBz7dtm5aWFurr63nuuee45557WLt27bDXsmzZMm666aYR34NGozmM8WMaDBM6tueETbpb2nmeKzlQT3xTDN/pLiUywmqXYTrXQrOCgCnHrKAIK8/L+94VwYQhwsFDxJydlowpgHQc0gn52XOBgcTVAF4n15YIhT9+HT50KzScNrL3wfNg7a+lmkd+jqKX91WJLScNwWJ5L1xXXtvzwMuO5AWl7erYkGqXzQSeJyK1sFrEVfUR0PDeXMtRiy3NKDBigfXqq69y5plnUlpayrZt27j00kupqKjg0UcfZfv27dx///1jsc4e+uZueZ43ZBbXQOf7x7u6uvinf/on/vM//5Oqqqphr+Gaa67pGX4NUsGaPn36sJ+v0WgOQ4IFIrACYWnnJTuUkOoW4YAL2VRORLmOVKvslFRrDDM3KNp1pYBlmHKeYQOmtAwNE7AAJUKMoFTJQMSXi3rcEyHhCzA8hpdy6slrdDXCyh9B6dSRebK6GmHn3xF/l6rm9Xtd9bPnKnGZVZ1K9T6NGE+JM9WKDITl565G2VSwezWs/720FKecALNOFxO+bilq3gEjFlhLly7l4osv5oc//CHFxcU9x88991w+85nPjOri8qmqqsKyrH7Vqubm5n5VKp+6uroBzw8EAlRWVvLGG2+wbds2PvrRj/Y87ifTBwIB3nrrLebMmdPvuuFwmHA4/E5vSaPRHE4U14kQee0RqUpZIZlL6Cpx5GOn1Ye58h7ZeVUlP8rAtZXXSAklJystQFdlaRkuPcnwPZiAI+LI87968hqOra41HDwRdU4W9r4Oq38FZ944fAHSvl1Vr9S1hhJ1voDsde5Agmw4ONKeNS25bwN5rwPqd5GJw9435J5efVhaiqVTRXT1NdVrsaUZBiMWWC+99BI///nP+x2fOnXqoK260SAUCrFw4UJWrFjBxz/+8Z7jK1as4LzzzhvwOYsXL+b3v/99r2NPPPEEixYtIhgMcswxx/Daa6/1evy6666jq6uLn/zkJ7oqpdFoRg/DkOTy+D5o3wHZOLlqjKrmGJbSD0pU+OLCU2LLzSgPF+QElBIdfnSB5+XFGOSJkZ5KlakqWqaqYAWU6KBn0+B+bkQu6zpSMVv3oAjHBZ8bnvDYt0HtUBzG61hhqd75frJ3RN4oIsdWxTP1vrkZEa+GJaLOyUpbsvlNaH5LKonrQlA6HWa+B+Z+DKa9SwstzZCMWGBFIpEBTd1vvfUW1dXVo7KowVi6dCkXXXQRixYtYvHixdx9993s2LGDyy67DJDW3e7du3valJdddhk//elPWbp0KZdeeimrVq3innvu4cEHH+y5l+OPP77Xa5SVlQH0O67RaDTvmExCWlJ2gv6tLk+ElYP4ovyWlmmArao3HoANGDlR5Hl5VRlTrusp0WUYyl/lCzAzp7lMZbTHVj4vQ17PTjOk0jItVH9SLpRok9ys9m0isoZqF3oebH0ub5fiEBjKzO854HhKWB5o/lXfVqR6L0CJ2DxxahnyWnYaULsVA6Xy+9j3lmSFvf0UHP1BOGk/96s5rBlxQMh5553HzTffTDYr/5owDIMdO3Zw9dVX98uWGm0uvPBCbrvtNm6++Wbmz5/P3/72N5YvX87MmTMBaGxsZMeOHT3nNzQ0sHz5cp5++mnmz5/Pt7/9bW6//fYxX6dGo9H0w/MkTyodQwVfDXSSElVB5TlygYCIH9eVr44SWJHSnGHdCikNEZBdhb6J228heuq6hqVajoY8p6BSnWtKq6ywSlpjRnCAtSHrMgK5dYIIkGQ7rPlv+MNS2DrETuz1j8HmpxiWUAoWQLQMiuqgqBrChYO8Z8Mhv+pnqPaoq67ntx2V+CSgPHB+C9aATBfYWXmOk4WOXbD2N/D7K+WedPCpZgAMzxvZ34xYLMaHPvQh3njjDbq6upgyZQpNTU0sXryY5cuXU1hYOFZrHbfEYjFKS0vp7OykpKTkUC9Ho9GMR2J74KHPSeyCazO4yDAgXAZ2XD7g/eqUm82FkwbCEiYKIqRcW0UYGLJbsOfaSlg4WXp5kCIlubmIZiDXPgxGIFQMM06G6mOg6Q14/beQ7lQVJX8tTl4lzMpV0cygDGceKMKhbSv872Ww6xXVhksN/l5VHgP1x8O8z0JhhdxryyZ47X8k9T3TPcT7l49fafM9aer+/cX7Qsuv8pmmCM+sGrgdiKq2rAeBkNx3ICq7G30BW1AOJ10Ex38cymcNY02a8cRYfn6PuEVYUlLCs88+y1/+8hdeeeUVXNdlwYIFnHnmmaO6MI1Go5lUtO9QoZowtDjwpIUYLFLBompnoWHIh7oVUl/DUFIL1cdKm6psOhTWyWs0r4fGddKOzCalFRgoAMsSYZWJq1DRVC4hvbgOqo6W2IV8f9GsU+BPV0uVygwqr5KZ2+HnB5G6yPG2LfB/X4GP3JYTWa4Lq+6EfRvlfF/Q9HoflAAKRGDKPDGY184VwQZQdYS05dY/Di/cDc1viE/K3yFJQF7f8IWSv+PSVmv1xaoLrl+By3t9S3nRXHU908p5zfxWq2EqoesAQamwpbskBd9Ow/xPaZGl6eGAcrAA3v/+9/P+979/NNei0Wg0kxwj11obikAYimtUe0yNhqk/Acobeie5DxYjcPQHZWBzJp4bmRMskGt1780dzx+pM1gcwbEfk6rbuodUq9FVlS/VfnSV58v0W5GeJM8/drlUdgoqYcvTsOUv4kHracn1eV/845FSEZEVs2U9vU4z4LjzYO5HRUDu+Lsku6diIowipVB7PEx/t6wj0ap2C2Zg35vQtlkqaV17pSrnqKqfFRBB5o/rMZVY88WWYeZtYPQ9bbaIKycj7/WWp+X3dtpXtPldAxygwHrqqad46qmnaG5u7ok18Ln33ntHZWEajUYzqSiboUa/DLDDrxcGvPtymHvugecwGUau8tOXwY4Pda0FnxOB0qwqUHZSxImTVf4jf6eieo5rQ+cOePp75Fp0+fS9byPvjydtyoYlg9+zacLUk+SP54nAySaGfq/88zJxEUbt22Hr32DvqzIPMZ0Q0RguFvGUTUmly1TxFYaZq2h5DqAqYkZYBJqdhE1PwKzTYPq7RvYeayYlIxZYN910EzfffDOLFi2ivr5+yJBPjUaj0ShK6qHyCGhapw4M0iY0Q1B9FEyZf7BWtn8qGmDxFfD8z2DPWlVFU+nvoPxZQTXH0CEnqPYXXtqjyOT7cDGUzoCSGiibOby1DSUmhzpv6klSDYs1ws4XRWy1bZJ5h8kOFeaq2qCuStnPJtT3AWnhOlk5bgagqB66dsO2lTBtka5iaUYusO666y5++ctfctFFF43FejQajWZyYhgw5wzY8JgypA94EuCqGIdxxqzTpFW5+lfSLky0AKb4yM2AtMp6iavh4CGp8g6ES+C4j0PlHPF7dTWNvNo2UgwDSqdA6fk5seUP1k51yCzI7c/LeJ1sAmknqsHTfo6ZoyInuhrFF9fVeHDWrhn3jFhgZTIZTjnllLFYi0aj0Uxupp8shvP0AALLCOSM1LEmlWs1zqogFQ2S2j7lJHjyJojtpHer04+fGIHIMgwwQjDzFKifJ+9BV6MSNAeRHrE1JXfs6A+K6HrzD/D6I+LhSsXUDkgVdREIi9k9sU8iLjKJg792zbhkxKEiX/jCF/j1r389FmvRaDSayU3rJvobvBWeLR/yoULxBHWN3WSMd4RvNP/oT6SdZxi9d+8NmvHVc4E+P6sMrnQX7HwBYrulQhQsGLt7GC6+6Dr5Uvj4nTD3PLU70RWhHC6S31c2Kbs0zaCMAQpED/XKNeOAEVewUqkUd999N08++SQnnngiwWDvQLof//jHo7Y4jUajmTS0bYW1v1Y701RbDMiZu1HHkWDL8V4Fmb1Eohj++HWpOPn5WCYqIDVvZ+CApnb1WDAsfqtouWSFtW6GYz7cfwfhoaaiAZZcJR66WJOILzsppnkzAGFL/d6KBtXQmsOLEQusV199lfnz5wPw+uuv93pMG941Go1mANq3wUv3isiKlIgHyyHXArQC9FR9DFNM1sEJUAWZvQQ+dCus/JFkb6W7c5meveYhwoBmdysk6fFl03u3Q8frR4mdgqqjpOLWtlXCR0OVIrAy3SIw0zFoeRtKpuz/eppJzYgF1l//+texWIdGo9FMTjxPxsck9kFBhbTREq3+gypXypPdg6Yp7SUrfOBj9w42DadJKOgr98Nbf5JqlpNRAZ9eXmq9r5qUkIyUQOk0+ZpNgBsUUVJSLz6n8WgUDxZAYbW0Af0Wpp0ScRgulsyvZIdUuYaKmdAcFhxw0CjArl27MAyDqVOnjtZ6NBqNZnLR1STp5iXTZIadP0vQQH0NIoGd6nhBBRTXSvtpolDRAB+4AY7+EGx4HHasgs5dUs3xg9atAAQLpWJlhaDhdAkTTcdEkFkhCQp1HTGTj8cWaXEdFFZCfJ9U3eItkFFC0smIf6x0pqTkj0eBqDmojFhgua7Ld77zHX70ox/R3d0NQHFxMV/96le59tprMc0DHcap0Wg0k5BsQioedhqSLfIh7LrSVvKT0PHEIB0qgoJqKKoZHybvkWAYErA5bZHsvGvfrip1Xu7xgkqp0K3/X/Fc5YursJoDl02MH5N7XwxDdjq++rBsWDCs3EzITLeqRqbk9z0eBaLmoDJigXXttddyzz338P3vf59TTz0Vz/N47rnn+Na3vkUqleK73/3uWKxTo9FoJiaJVqlg4YrAiDXKB7WTRXKk1A68wmqoPBKSraqKNc5M3sNloLiDfDwPtvwVNv8lN/vPCkJBlQSxJlqh9rjxe/8VR0g7MNMl0RqZ7lyLsHiq5GfpnYQaDkBg/epXv+IXv/gFH/vYx3qOzZs3j6lTp3L55ZdrgaXRaDQ+ngfNb6oU8BQ4aRmzYqnd154jVQ8roozSXfJY3bz+/h3P610ZMhDBVj4Tiusnjt+nYzvEm2X3nRWQewC5r9bNMO3d49u/ZCDVNb+dmd8iTOxTY3SKx69RX3PQGLHAamtr45hjjul3/JhjjqGtrW1UFqXRaDSTgq4mGZRshaBzp3h2smlpgYWC4rNyPfmw9mypak1bCFVH9r5O+zZ4/VF4+0nxJ2W6pfMWKhKj+IyTYcYpObFSPqO36PLFWceO3OOFtTIouW2L7IqbcpKYzMdS2PiGf8+Fo86B1rclEd7JQqhABEtx9fDH5BwKskkRWKku+T5SKu+fnRaDfyAq689OIA+dZkwYscCaN28eP/3pT7n99tt7Hf/pT3/KvHnzRm1hGo1GM+Fp3QRNr8l2/pIpMlDYsWXMimHIzsGAJeKiqAbScTGM57fH2rfB338uLbVEi1RKjADgyI61VAfsfR1e+ZUMSY6UidCqPgJmnS4f+DueF6GX6pJruo6sIRNX5nogXCoeqnmflmTyAx00PRQ9hv+pcv3CKkh15nxYhnnwxuQcKIGo+KvCxeIbS3fKe2kGRLTiSZq7bhEe9oxYYP3whz/kwx/+ME8++SSLFy/GMAyef/55du7cyfLly8dijRqNRjPx8DxoXCfVmeJaEU+mJdUOz1XDktVsOzslOwyjpb3bg54Hr/8O3l4hosPJ5IQZHjILz6En7oEk2Bmplu16SWYG+jsWg0ViLM/G5VquLSZtP28ruUPad28tFzFYXC+7/OrnQ80xItreqeDKJuRegwVyb31N7odqTM5IMPK+GmbvA6apWoToFqFm5ALrve99Lxs3buRnP/sZb775Jp7n8YlPfILLL7+cKVN0sJpGo9EAImLirWJeb35LPnhT7VI9Mkzl20kCruwg9EVG1RG5a+x6SWbgdTWJUHMdwAAnLl8NU0SJb5S31fUMlQifVRlNRgCMNHTukXM8F1BryCbl+ZYFdlbCQuOt0n7cux72viGvUzFb7qWwUnbSVR45crEVLJD2aGy3pLb77UHf5F4yZfzuIPQZqEUYLtYtQk0/DigHa8qUKdrMrtFoNEORTUhekp1U5nYVV+DnXRmGCKsClQTuqAHQfsCo50mmVKwxd9CvmHiuMsh7uec4KtDTVLPyDH8EjxJidlKOeSoWwlDVFs9Uws2TCpsfNZDuluf4aevJNvF+bXka1j8OdSeMvLpVXCci8s0/SOUsWgaRkMqQGsdjcvLJbxFGSlWrtVveu6I6ef90i1DDAQqs9vZ27rnnHjZs2IBhGMydO5fPf/7zVFRUjPb6NBqNZmISjMp2fTcrsQOtW5SQgZ7+kRmQSpFnA66ILz9gtKsR9qyT7z1PCTDVVuzRME7uWn5auhkQwWIGwFCizTTAcfucq843PKl4eW4u9NRDMrsCBWqQswX73pQKVtk08X517BBB5GSgvEGGHhfXS7L7tHcNLrT2V/Aa7601f33BiGwwyKbUoO6AHOvc1fs8zWHLiFNBn3nmGRoaGrj99ttpb2+nra2N22+/nYaGBp555pmxWKNGo9FMPPxKVDYNXXtVy8iTaALTUhYqV7WZyqBshoictDKit++QXYf+NVCVJ9xcFaoHVakyrbzZ0flDpE053/PFmZf3/LzzfF+YaYmgC0ZFFCY7ZA3RcjXKJ6TS1pMiCFvegn0bYP2jsOJGeO42Mef3patJxuA0LJF2oF/lyybk54bTcmNyxivZpGxICJfI79VOy05QW/2ewyVQXKNbhJqRV7CuuOIKPvnJT3LnnXdiWdLndxyHyy+/nCuuuKLfAGiNRqM5LLGVVyfdBXZCqkFmSM3oUy05X+y4rgiYcFEuGRxkh6CTEVHmegMIqzzMgFSbejxerqo+GVJh8ZBKFoHe7UXyjNquA4GA+KCctHrMlt2GoahqP3o5wRUMQ1eHCKTquVBVA5274a0/Q6wJTrigdzXLN7lXzIHS6RDbJe20UIGMEvLc8TsmxyeodnwGwrJDtGO7/E7NABTViocuUja+fWSag8KIBdbmzZt55JFHesQVgGVZLF26lPvvv39UF6fRaDQTlqDv1SkSAZHsFB3jxyIYlqo4GdC1RypDFarVBipbKZMLJu3ZeTjA6xhBZEdhRl1b+atCRXJ9vypmWvJYJr/dqNLUUYIsUKjG+CBerFChRCcU1Kp7Sko0QTAi9+Q6MpzasuSxbErM/KkOiWQ49qMyd7B81tAm987dE8Pk7vvItq6U96PqaBGurifisfG18e8j0xwURtwiXLBgARs2bOh3fMOGDcyfP3801qTRaDQTHw8RWOmYiA5/TquhohpQ7cFku5xrq+pOUa2cl03JReyMXMdTXikjAFiACVYUpi+G2rmSY+VnSZkBldNUIK8VjMof3xxfWC279qygeMRAvg8VS7XMCsnznGxuvVHlsXVttZMuKlUuKyTPyWYkjT3TLWsoqpGMq7efghfvgbatvcVJbI8IqcJq+RrbI8fDJeNfnOT7q4IRed+CkYEf1xy2jLiC9eUvf5krr7ySt99+m/e85z0A/P3vf+dnP/sZ3//+93n11Vd7zj3xxBNHb6UajUYzkWh7WypHri1GcissLTbDFiFlWtI2LKhSEQxZqfjsekmS2bsbe1ek/J2Hropl8GMd3nUJVB8tr9W+Hbb+Ddo2iX8r3S3CqWY6lM1SFS1PVahMVUVSA5k9L9fCC4RF9DgZEQ9FNXLcF4SBsLx2fJ+0HyOlUtVy0qrKFZfzku2AK+tKtsKSr098k7vvI5t1mvy+4vtEuIYKpQJXUp/zkY3XsFTNQWHEAuvTn/40AP/2b/824GOGYeB5HoZh4DhOv3M0Go1m0uOHjBqm5EWlOiXmAE9aaa6TEznpLhFbVlhM0qt+KlWd7c+r3YCm6uYpk3ogpMzqyitVMiWXnTX1JDjuvNxYHM8T71R+KjvIh382ofxEtdC9V3xWmW4RYZlueU6iTczre9aK36hzF5TOkGHUXXtzoaHRMmn7BQtEXDgZee1AGAqqRXDtXgNPf1/apQ1LpCXYtUfM4YEwFKsB0eNdnGQTsjvUych9+ZEXoSIZcRQpG/8+Ms1BYcQCa+vWrWOxDo1Go5k8+CGj5TNFWBXWioDKpqUKFC2UlqAVkMpHuFg90YXmDbDiOmjZolp4jnQEezKsDHkergidnucqDEOESukQwc99xctgYqZyDkxbBEecBS2boGmdiK7uZki0i6AKFojYczISVOpkZN2GJb6yeLOIyHQ37H5ZxOTs96v7Ua/jqXUHouLdGs/iJNEmlSvPg6JqEVRORnxnu16Gmrnj30emOSiMWGDNnDmOh3BqNBrNeCCbkHZZ8RQZaJzaKhUrO52rHOFK5aawUoRXvBkwwbZhx4vy/HBx74qQvyMwAESKe5vixwrDEAFWUi+VJ7/6lWiDbSth0wro3JFrJ3p2bveinZLdlGZICckiEScbHstVrCwVNNq1R4RbRcP4FSeeJxU9KyRiNxAGDBFUhaoSuPsVOP6C8e8j04w5BxQ0unv3bp577jmam5tx3d67Wr785S+PysI0Go1mwhIsEDHVtlXt8gtApgssFZ+QjUuVJ1wiMwrjzfK8aLlUczLdYm53smpnX0RFLXi5/CwrClPmH9wPcl9sQa66NWuJ+L62Pi1tQ88VQ7znqF2UJSLG8CBjKJGZFD9aUY3cWyAChTWw7y25vm/0H290NcnvdOoCGSPUsVNanoGoisjIAoak24/WgGzNhGXEAuu+++7jsssuIxQKUVlZiZH3l8gwDC2wNBqNpqhWqjfxfZL23a0EVCAKoayKTTBEQGXjUt0qrBYflJORHYSuncuy8uMVDEs8Wdm0eLGO/sih/SA3DJj+LhFaDafDK/dLBSdSImLEDIm4ysSlguV5aqejIab3lreg6igRm6lOeQ8CEakEjUcPlr8JIFImbdpUp2wUwJPqXHmDtG0LKg/1SjXjgBELrBtuuIEbbriBa665BtPfdqzRaDSaHN17RSiEi6F5fc4EDSKa3KzMDgyE5ZgVVCbzuBwz1fxAkEqQa4g53vPATYvgKpnaOxrgUOILrcIq+NstYmhPd6v2pSdfCyrEl2YFRaAk2qT92fwmlE6V+6mcM749WH5lcsffRQBXHSkeOTspganZlHjtxmuLU3NQGbFCSiQSfOpTn9LiSqPRaAYjm5AP2miZVJoC4VzMQbQUao4TcZTYlxuh4wuRwmolrvIS2z01o9BxgAAEi3KxDJ434BIOCRUNcPrXYebJcp/RipzhO9GmxsrYct+O+j6r2qG+Z2s8G8TzK5N+ezNUKFEbpdPUcO/U+G1xag4qI1ZJl1xyCQ8//PBYrEWj0WgmB8ECEUXpbqg6RqozgTDiQ0pJeyxSJv6kUKF4rywVCJruApSfx7PJzQ30wEuDk4BUKzS+Ck9+C/7yXXjtEdjwB9j2vEQqtG6WqIZDIb4qGuCUK2HKSRKymu5W4jAjo3XMMKQTuVR6x5bq3EQIGvUrkwVVElmRaJGqYzYp4iq/xak57Blxi3DZsmV85CMf4U9/+hMnnHACwWCw1+M//vGPR21xGo1GMyEproPiemklBQvEj+RkREwZlrTBrKB8GBfVQFejag+G5GuyYz8v4EqrcOdL0LhG5WMFxcsVLJCWW3mDjHFpOA2mLpI1dOyQp5fPkPWNlX/Lr2Q9/xPY/ndpowXVaKB4CyIWXalo4amKkPJcjWdveDYhaw5Fobupt/+qYg7UnTi+W5yag8qIK1jf+973+POf/8zevXt57bXXWLNmTc+ftWvXjsESe3PHHXfQ0NBAJBJh4cKFrFy5csjzn3nmGRYuXEgkEmH27NncddddvR7/z//8T5YsWUJ5eTnl5eWceeaZvPjii2N5CxqNZrJjGLK7LlQErRvVbjqVV5XqyA0GNgNQPw+mvztXvYq3AvYwX0ilwjsZqaLYabl+85tSDXrtIVj+b3D/R+F//gn+8FVY/lX47aXwl5tlR9xY4Veyao6RNfmtNTypUgUiaui0C13NUuFrOC0XNDoe8TOwEu3iv6o7Qb6GS5UXa5y3ODUHlRFXsH784x9z7733cvHFF4/BcobmoYce4itf+Qp33HEHp556Kj//+c8599xzWb9+PTNmzOh3/tatW/nQhz7EpZdeygMPPMBzzz3H5ZdfTnV1NRdccAEATz/9NJ/+9Kc55ZRTiEQi/PCHP+Tss8/mjTfeYOrUqQf7FjUazWRh2iKY8R549WERD4l2aZWBCKvWzVBYIeNkTvw07FojCeAcSFvPkWHDFspE7yiPU4Fc005J5SwYldfu2gutm2DbKjj+E1J5GYuqVkUDLPw8tG5RVbuwalu6eREU4dyai6dC+5bxWQHyM7DMoBK1WXkvo5XyR2dgafpgeN7ImvR1dXWsXLmSI488cqzWNCgnn3wyCxYs4M477+w5NnfuXM4//3yWLVvW7/xvfOMbPP74472GU1922WWsW7eOVatWDfgajuNQXl7OT3/6Uz73uc8Na12xWIzS0lI6OzspKSkZ4V1pNJpJy5a/wVM3S4UpHRMzt6cqHQZgBMWXdNLF8Nb/QeNrqKCrA3xBU1qPZkD+OFl5PTzAkhyuQFROtdOyrkBEDNrFU2DKCTD7DBnvU1w3OmIr1ihesd2rcwGleCr/KqoqPwmpAh1zrlS33v0v4y+mIdYoOyQ7dsqcSVvNXQyXymaGbAIw4KybpCKpmRCM5ef3iFuEV155Jf/xH/8xqosYDplMhtWrV3P22Wf3On722Wfz/PPPD/icVatW9Tv/nHPO4eWXXyabzQ74nEQiQTabpaKiYtC1pNNpYrFYrz8ajUbTj6ojof7E3qnmTlqJiwLZRde9D168S/xRVuAdihpVGXIykpXlZAFT9JWJ/I9pqSDTlDzF90K1b4E1v4Y/fVME0cp/h50vvnOjfHGdeMECEYlq8MfrBCIq3iAmIivVAZuekjT48VgBatkk8xizSSifndsp2N0E7Vtlo0LlbJ2BpelhxC3CF198kb/85S/83//9H8cdd1w/k/vvfve7UVtcPi0tLTiOQ21t7+2vtbW1NDUN3K9vamoa8HzbtmlpaaG+vv+/kK6++mqmTp3KmWeeOehali1bxk033XQAd6HRaA4riuukTbZrNUTKJVQ0EJEqTrYbPJX8nezM7aozDKlseQP/I3D/uJL0Tlbagn7L0QjKa2QS6nFUgKkByRbZ1WgGpNWVTcqw6g2PwxFnwEmfk/s4EAxDvFVv/kHM/AXl0i6Nt8paTVOS7l1Hqnwd26BjO5TPOsD7HwM8T+Yw2hmpWFkB2RnqTZGdnskOCVAtqNb+K00PI65glZWV8YlPfIL3vve9VFVVUVpa2uvPWGP0+ded53n9ju3v/IGOA/zwhz/kwQcf5He/+x2RyOABftdccw2dnZ09f3bu3DmSW9BoNIcLhgF186QdmInJh2+6S/44KYkocDJKTDnyx7NVW28U8By5vqHWYqhjhgEYKrhUCTIzINEQ2aQMLrZTENsNax6EPywV0/yBMu1dMGuxvK6rRugYnhKAlgg/0xSPVqJdXms85Xv5I3IMoOVNmS/ZukmqV4Yp8Qzt22Wu5HisvmkOCQc0KudQUFVVhWVZ/apVzc3N/apUPnV1dQOeHwgEqKzsXca99dZb+d73vseTTz7JiSeeOORawuEw4XD4AO5Co9EcdlQdCZVHKFGVEVO7m81VrAY0tR+oB2sgXCXiEM+Q52dquVI5MgwZaZNNgZ1VAiglZm7PAzsuyex/+CqccS0c+7GRtzENA+Z+TGIlOnZK5SxYCG5GWqaoNTgJaRW2bhZRM158WH570I/BcB3AlMpVukt8Y1ZQdoTqGYQaxQHHse/bt49nn32W5557jn379o3mmgYkFAqxcOFCVqxY0ev4ihUrOOWUUwZ8zuLFi/ud/8QTT7Bo0aJerc1bbrmFb3/72/zpT39i0aJFo794jUZz+FJcJ0OZQ8XSJkQNbO4JED1IuBkl6jxJhDcMaVeC5G85KtjUHyrtql1+rnpOx3Z44jox7W/928iDTKe9C2adQo94zKqATg9AedSyGWjZCPvelDyw8UB+ezBSLjstQwW5KmM2Ie9d7fGyOUCjUYxYYMXjcf75n/+Z+vp6Tj/9dJYsWcKUKVO45JJLSCTGdmvt0qVL+cUvfsG9997Lhg0buOqqq9ixYweXXXYZIK27/J1/l112Gdu3b2fp0qVs2LCBe++9l3vuuYevfe1rPef88Ic/5LrrruPee+9l1qxZNDU10dTURHd395jei0ajOUwwDDjmIxL+Gd+nqh+j1AI0gjI2p6BOeX/285/0TN5YmmCB7OILqAR511a7HFHtupDaGeeCFZH2XbId1j0kIutvt8CaB6B92zDXasgOxcIapS1dqZIFwqrq44loSbTAnjXw1h+Hf+2xpG97MLY7b/flVKg+RtZfOVu3BzW9GLHAWrp0Kc888wy///3v6ejooKOjg8cee4xnnnmGr371q2Oxxh4uvPBCbrvtNm6++Wbmz5/P3/72N5YvX87MmTMBaGxsZMeOHT3nNzQ0sHz5cp5++mnmz5/Pt7/9bW6//faeDCyQ4NJMJsM//MM/UF9f3/Pn1ltvHdN70Wg0hxEVDbD4ciiZktcafIeYIRmubIUl6sGwGLy1aAGGtAQrGqB8pogqKyRjXxzVqvMcad8FCnNzA62w+KX8sT1mQARS5y7Y9hw8+xPY8szwKlqVR0L1XBEkniev5bm5762wXNtOw+6X4MV7xjYMdTj0bQ96aktmJi7iK9mh24OaARlxDlZVVRW//e1ved/73tfr+F//+lc++clPHpR24XhD52BpNJphsf0FePBCMZG/U8Il8IGbYMNj0lbraqR/y9EALJWLpapS778Oqo+GLX+FptchtksNYlbhmVZQhE66S0RPqEgqX54ro34CYfmaikkVJ9MtEQVTTsqN5pn2roHFhufBUzfB6l/J2jxXRJzniEB0MnKeFYCKI6TaVzkb3nOFBKFmkyJyRiuja394Hjz/H1K1K6pROy47pL3p2CJKo5UwdQG899/Gj2dMM2zG8vN7xCb3RCIxoKm8pqZmzFuEGo1GM6GZ8W6YeRq89ft3fq2CGjjmgxApgT9+g4H9XGrnIK4IGDMgVbTZp0PDEqk6deyQSkzjWnjjd9DdrNqElogZJyPPt0LiycomxZeVTcj1QoUS7bBtpVxj0xOyY3CgwFJ/V2UgLMnzdlKu5/vSDAOCEXo8WU4Gtj4rkRGl0yW6obBaduvVzxvdQNSB2PWy7Gh00tDylow7ChVJ4nwwJCIr3qLbg5oBGbHAWrx4MTfeeCP3339/T5RBMpnkpptuYvHixaO+QI1Go5k0GAbMed8oCCwTKlRFp7tRhFAqBF6mz3l5RnrXhmgp1M/PraV0ivwBOO48qUL99bsimDClwmQFRehYodx4G7mAmp8Yy7XNDAvizfDqb0WY1J4g4sMXQ0W1MoS6oFJ2E7qqJWmoMFRc8YGZgdxrGkg7LrZH1tzdLF629Y8rY/ns4Ystx5HKXdde1dabr1Lki/tXxtq3weuPiPgsnS5fbTXvMZsQs7uT0e1BzaCMWGD95Cc/4YMf/CDTpk1j3rx5GIbB2rVriUQi/PnPfx6LNWo0Gs3koahO/FNuXzE0AqwglM6QNt6edZKjFQiD7fUJKPVys//MEMx+X05Q9cUwRGQVVMLKH8ncPddRviNVATMcqZgl2+S4X2UKROT1u/cq83xIhNKeV8Swvv5xqT757cdsQh4PBMWob4aUBwx5X4ygBJ/G98n6C6vBTYsfK1gANUdDrKn39fcntl77Lbx4N7S8LaLK9WSdBZUiloqnyPNnnSbRGpufEbEYLhTBVz5Lfk53QapT3tuKo6CoSu8e1AzIiAXW8ccfz6ZNm3jggQd488038TyPT33qU3z2s58lGo2OxRo1Go1m8lBQqSo/72A3oeeJYb1jl/ioUl1qdyKoNNG8k13wTBEIJ17Y+xpdTVIdynTnqjizTpXdca/cD5v/KlWySKnK0jLV+B1DWmXpTvk+EFZG+SwUFomAcmNSNas+RnxLTa/KrsFIiexeDEXldV0XPDUE27LkHCus2odxaUEGIxBrFUFkGJBOSOUsm8hd3xdbbzwGlXOg8iionSviZ80DsOaXkIqDaai9AC6k05COiwdt33rYYsm4oOIaSLRKans2Cc4uqb4V1YgYy8ZFIEZLpeqn24OaARixyV3TH21y12g0w2b3GnjwU/Kh7trIZm6XEYeLFtbkRtvsL1vLCsnuvZq5IjwKK6UK1fIWxPaK0LGCMv5lyjyJlSifJR6kbSvlvOY3pU0XLgPUuhMtUr2KlEGyVV66oEpM/IGIrK/qCKk2JVuh7kTZfRjbJfESri3rsNOybsMSM74ZFAHnZqWy5Dlyn0W1IuJCEcioWYqlU0UoZhNQNlPOc7Jy7ayqsGUGmher0ux9f1qwQNaQTecGZBtBEVGGKQI2XCS7MIMF0LkTZpwKiy8bX2N9NCNiXJjcV69ezde+9jUee+yxfovo7Ozk/PPP57bbbmPevHmjukCNRqOZVISLpYJlmoCawXcgye1pJRqGM1ansEYEyNa/wdtPiqAJhKVSZAVEgNlJCRNtXAebnoR3/bOkr09bJAJm30ZYfZ+06bJxqXwFIrKD0FSVrXCJjAACJVhc8T3ZSRXv4IhosjMQVqN5QMU1IFEQjivtOysr1SvTlAqdGch5szIpWbPnSPXKT1b35yj6Bvx0bIhWbJ4Y9UcK9byX6vfhZSCxD9ksYEnFLtEqgrKgQjYtWGFVUdQeLE1vhi2wfvSjH/H+979/QIVXWlrKWWedxS233MIDDzwwqgvUaDSaSUWmWwmbEDhJDrhNaKdU9tX+MGX8jOeKKHJVdSabEqFlmCJwomWQ7ga7XbxPf74O9qyFBWrQc0m9RCW8fA+0bZfdc4l9ck3DUEZ1VYUKRESwRMtEwLlZdb+OvL4VkOfjyvOssFTQ0jElcpTBPtMt3qxwKYQt+TmkMrqcjCSqO2mpeGW6czMW7SwYqoo1XByV8zWg2FUhqJ7aRelkINMFL/xczPwjMdqPNn1bvX6sxkDG/f1dI5uQ9q3BwY/EmIQMW2C98MILXH311YM+/tGPfpRf/OIXo7IojUajmbSEipDAziDwDqNthlO9spTh3EwoEZSVD1E76V8EPAvirfJBamfFfB7fJ36k5g1wyr+K+buiAd71BREVe9bAXld2A0JuHl9RjUQ/mGFp6RmGausV58QWyjDvOKqSp0bzmAHRm/7gac+RD/+QvxPSFT9Yxw758I9WSMvRz/Dyc7lAWn2MRBjs771U4svzABU6GlNBoztfyHm/9pcFNhr4gqhlo4S9tm2W9m0mLu9FICzvTXGdtIRrjhHvn+eJ980XYaEiCVLdt0Fy1NIJMfJ7HkSK5b2unCMt44qGsbmXScywBdbu3bspLi4e9PGioiIaGxtHZVEajUYzacl0ixAwGJ5Aeqf41SU7LQOW8cTo7bmI/0ultDsZqT7ZKRX+6UpFaedqeOZW8WdVNIjfqGwmHHGmfKD7H9Atb0HrFjGNRytFbBmm7LiLlKqROKZUzgxTUui79+XCRQ1DKlmhQtX+A7Ldsr50u7TlglG5fqRC3r9Ul1TRHEd5rhLKz2UiPrHRRsVRBMIqGqNDqpCRcvl+92poXi9ZYDPfI1WtwjoRNeHiwatD+VWodJfcg+eJud//3hdG/vu9ezU0vSHno4JaMXIzJlOdIsDeflKqc4GQCFdMyfDyd25mEyL2Cyqkuuh5akenK+/5zpdg4wo44RMwa4muao2AYQus6upq3nrrLRoaBlaxb775JlVVVaO2MI1Go5mUhIpERPS0pMYQQ/0n3jBzg54NUzxO/gek54k4cRyVo+XmBjzbjjyvca3sKvzADUqwGbnU8qoj4OgPqorKJhmM3LZVxst07hIxVnu8DHBu367mHnbLh7rfnvRUq9CzwTVEtIQKRJgV1orIiJZDIACRSujcITlVmXhOpHpe3ts5SuOIBn5T5U8mrnxnxWL29+MpohXQtkXS6k1ThIwVhoJSMfYHCyR2IlQokR35Gw5atymTvhpT5LrqGkoYmYbyiqGElysiLJuhR1AGwpKyb6pkfNeRJaczcgwg5ai/G+rvQzgEXc3ymoYh773riN/MMKB9q/wdqJwDFXNyGyF0VWtIhr2L8POf/zxvv/02K1eu7PeY53mcfvrpHHHEEdx3332jvsjxjt5FqNFohk2sEZ64Dt5aroYpjzZ5MQ1mKPcB7Xm5qpJjy3E7Lee5rjKDDzRqR1XAqo6Gf/rt4DlaPj3tKyW2/DE8dlq+pjql+uI6Usnx24B+gKlri3AJRnPrdlIiyHwhVlgtj2VT0ur0w059H5h3gBsHhoUha/FN98EC+T2WTsv9PlMdyutmiOiyQiLIglERYIaR2wGaiavqnpVrk/o+L7+6ZQXAM3KPW0E5JxCWe7Wi8tqWeo9cp/d7YYXkufkhsa4t5wfC8icTz/3+QoXyvIx6DScr77MVllywYKHMszztKpkIMIEZy8/vYQuszZs3s3DhQo4++mi++tWvcvTRR2MYBhs2bOBHP/oRGzdu5OWXX+aII44Y1QVOBLTA0mg0w8bz4K/LYNV/jJ3A8j9IDSUC/CgCSwkCJysiIdUuH8iOTW8Pki/S/DaQJ2LtzJvh+POH3yLKN08HC8ST1d0Eq+6AN5erPKkUZBJKRHg5b5gRyFuH8qwZqoITjMqHfbQ0JyYSbXIdgzxz+34+3gx1TXeEmWSG2hFpBlQVLij3lunOCUY7LfdkhsTTlu5WcRCRvMwyT1XhoMfw71cbXVvO94dhWxY9w7RNSx43lXAyg7L+/Aqe64tWT8S06+b9zgwlQg3ZQODZcj07I+LJTcs9OqrqlS9yDUtVwgworoVzb4HZE1dkjYuYhjlz5vDkk09y8cUX86lPfQpD/aI8z+PYY49lxYoVh6W40mg0mhFhGJJJZQz7P7/Duaiq8Di56ohnQEGZqj7kxTL4rbdUp3ywZuI5H5R/LUBG35i5FpybgRd/Dq0bh79rLr+V6FMyBY79mGRs2Wn5076lj9j0W5rqGn57zM6q9lhK5VUp4Vg2Xao0sT2qWtSlAkzzhEwvTGntgVwjVCRi01Yt0v3iJ9ubOYEXb5brBoI5YWNFVCyFK76obBzStkrBT8pagwXKmO/K79BWlUR/RJGpvnrqfcATQWxY8vvzW6v+78owcoLN/x32iC1UpS9fPPvGfT8TDOXZCuR8en6chptVj6sRQW1bYfnX4MM/EmO/phcj+n/4okWLeP3111m7di2bNm3C8zyOOuoo5s+fP0bL02g0mklISb14bzJdHIgPq58EMAKYwYLch3IgLKb0qYskeTzf59Ol2lIlU2HqQiiohh3PSRJ67oK59lR+Fctzeo+nqTtBkswbluw/bDO/muU4squwu0lapn52lo9p5kJYPQ8sE2xbVY2CUhmyM8qM7UCyXQSTFRCvlkHOsG1aUpXxoyqskBJzysxtBOS1ggXqzXWVoBjo95InPgNq2DOqAui3BN1sLj7D96v5IaquoypReYLICuVan35ly3NV4c5//5W/zDKUP45c9pg/lsiy1Hnq9+a3V82AaglbOR+ef03TUo8FlGBL5K1BiTXXzb2XBiK0ffGLKzs6//pdKL1De7L6cED/hJo/f74WVRqNRnOglM2QSk7HLnrPDhyavGjM3AEDUp6HZ0QoLCiVA9PeBfM+2bvCNNhonOI62PB/8LtLc4nq+aKqBytnfK4+RqpIiVYZ1bNvIxx11uAVrfZtEu3QtkWGNbdslPgH36htqKqPL2z8Fp+fa9XTUlPHjACQFnHgOSLUfH+S31rzW2qGITsW7YR4ilxHWoxOVrX6EA9XpBwCymDv7xb0d+cV1cvrJFrkuq5vyldCw7Jkh2C6S8SOoXxvqU6pGGKKmIPc8wxLje1RFTC/amcaMlMSJyfOfMHrV616TO+WCKr8azrq9a2w2hGqcscMte6eBHskWsNOyY+m8mPZCXncVPLATikvl+9tU8/1A3JNQ1L+8zdBaIADFFgajUajeQeU1EubcNdLw7b+uP2+UXhgYZNMdZHwHArqj4GF/w+mv6v3eQO163ymLpCRMx27cuLG8+WcElmGqdqPIeXlKlfDmFUW1t7XoH6+VMvy24ft2+CleyVOIVQsAiuu4hlcG4Jh1fJCfaj7AkuJI89AhWPRE0Vgp+SraSrztyceLCsMXjz3mKnaYrHdud10pikCyxcjpim7JZ20CBYjAoECqaoZEQlLDReLCPOjFiLFcr1ku2rfqRBXv1JlGKq6pdp9pqVmOKJCWFVWlRWARHsumNX1lNhUuzpNP+lfiSkjAKYt53sOEFZ6R1X5PP/3YykzvO/RUq/vC9Ye47st7VG/rRgpFZHoKSFmBoGU+jvg5P19UNfw245OCrY8A+9q3P8miMMILbA0Go3mUFA6Veb6JZr3e+qg4koRAKJuHC+dwo23YXY1Q+vm4WcWlUyBYz4MrzwgwZn4raQ8PEeM2oE0xNtFmLRtlQ/kSJmIjd2vSEL7uoegYjaUTBfh1d2sPrw7VVXFFX+S58dDIK/neblKjOeqP8p3ZJgixmwlzKywEhqeElyor64IOUOJADsjIsNVAauhYggXiBCJN8tzCspVMnxhru3n2fL7CRZKpS4YUe3GiERHxHaJUCudJu9L9155judJpcwAjLDcg6PabKbZJwcNJbSU2DH8ypVq9/m/h0AQqeRl5L22giKYfI9UeR2UzxZv3MxTZYehn03Wtk3awqaqoOXnYOH1DiWtOlqu0bhOBn37Pr1UrP/fh/zdqoYl1dH27Vpg5aEFlkaj0RxsupokI6p8prSdhjBW528MGwwDCIJ8iO97Ax65GMpVXlHlUVB9tHzwt24UoTN1oVSZ/AqPYcARZ8H6P8hQ5gFfwRBxYJuw99WcidxJQ9ceCQC1QrlqSfs2ES2OLZWfTFyM3YYhAsBvY7m+18eW1zBVBchU8QC+r6gnDyqlqjMBOc+f61hYk4tMCERlGLPnStUuXCZtxGBE2mLT3iVVqHS3iIlMt7w/098jLbLmNyUCIhRWOxzDIghDKq0eT54TKZVdeOkuVekqkXuLN6v0fOWr8lyVLWUrAZcWsRQslPVlfE+Yer9CIfU775ODFQxJxSk/pb12rvx++4ppP5usb3hp3yT3gcbqHHseHP0hGfS98yV4+ynZWdjrb6USv75PzM2Kz0/TgxZYGo1Gc7Bp3QRNrwKeBHF2bB301JFb4MFzMhgtG6UVt/HPkOqmp8VjmPJhWjcPTr5UQkC3Pgtrfgldu+lVmehB+ZE8wA1KVcMXRn6Wlevk2m49WUzq6W4GsjGp7KB2vXnkxuT4+U2eHyWg/D7hInr8S/6gaDMABVWSPB4pFaFqBaX6lGqD7pacByqsWnlde+Qxt0SqMnYSZpwiMQOzThMfWdceSY4vqIT5n8mNl0l3yXOaXpWk+r2vS0UuWCBBoUae2CqokvewuF7EYVGtiKrOHfJYtEJESDYFyRa12zErx6cugPoFvcfaDJTkPtw5g0O1hPeHYUiLedoiEaCx3ZJpljvB/8Wq36dqZxZUHNjrTVKGJbBeffXVYV/wxBNPPODFaDQazaTH82DLX6VtE1BtmmCJCBAGMLLDiDMzpabgqIpCnyt6jnyw73gOGtfIh3v3PnDzdvL5OU895H/vm9LtXDaVbfc2ZPcEXEYBFRPhxw8YynCNag/i7/YL5tLLPReCQZh+Mpx0kbzsht9LZSjZITsFg1ERkH4OVKozN4bH90Fl45CJSZXJDEo1xwpJ+zTRAqUzxADvAbPfByd8UkTdQMKl4XSpCLVuUi20ZyC+V6pWkRIRVT07C5GKVskUMfSbAalWug50bJeg1IpZ4r8KF4k4i5RKntRYzjAcKYYhos401bDuvnEenjLOZ0Vsls88RAsdnwxLYM2fPx/DMBgsk9R/zDAMHGcEYW0ajUZzuLHrJdj2vHxvp6R9FYhASzduvpIalSDygS7iCyFPBEg23v8UT7Xr/LgBL2+uX0/quqF21KnKmG+otsK53CQ/MLOvwPPznPzjbjZ3HckjkJ/3rIVkJ9QfD3POkMrRFiVsCqslVRzl2woWSHszEJX7tkLKT+bILkDTlOHMTlYNnXaljdmySeVRhWHn3yVyYiCB41eESuplJt/0k+G138n7l6yUCpmhqm3BAhl6nU2KyI1WyrpaNsr9F9fKOZ6nDPi2jKN5pgnmfhRmn77/2IuDRboLEh3i2XLyE/L9nZbIfUxbKCJT08OwBNbWrYOXrzUajUYzTDwPNjwu/iAs8QCluiAQwcaQj6t3IqzM/Z8y/Kaj11tY9eDm0tZtJVZQu9AcB0wnJ6r65lvlX2PIY14uEiIdk/bUW8vFI1UxW85NtKuoiHZZQ6pTnhctle/9NXjQk1ZvWirkM60S1F0onS7VsFQMtj8vkRPv+uehM50MA6a/W0TU1pWSC9bdKL/PnkHXlvi+DFNEWV+xlYlLMGo6Jo9HZ8i6d70kXrkjzoaq/QS5HgzstIhIN5u3q9OPjlDnBEIw85TxU3kbJwxLYM2cqct+Go1G847Z9ZLszkp3y4ewaYKdwY23SktvrMbnjTp+5SkjfzByYmpUxv94uR15GFJdSnbCtmfVcOV2FXiJMoZn1GxAP8wzJMLV37nnZETQ+DMEg2q8jWVBUbVce9+bUoHZux5iO2Hh56HqqKEFTvks8dAdcWaudej7tDp3iQfLVO3WREtObBmG7Dq0k8pPVagyqPbJLsym18QXVj9fdvVVzxV/03B3hY4mnXvkvXNd1d71q4wqAd4MqMHVunrVlwM2ua9fv54dO3aQyWR6Hf/Yxz72jhel0Wg0kw6/etW1NycEAlE8M4iTTWN4uYLAAaM8x32+PQgciBV/mNdzbfCzWO20GOWdlNrZ5+80VK1IOyPCJlQkuwFdG7BEtGSTaoaeUrEBRCx0NeXCPgNBaYlte06EUs1ciS5oOG1wb1Tf1mG+TyveCo1rxePmj/PxBzWnu+T5oSJpESfbJSvMQESfo8YYvfaICMSK2VIxq2g4eIKrbSu89lAuQ8tE7ehUeWQgAitQICZ8TS9GLLC2bNnCxz/+cV577bVevix/NqH2YGk0Gs0AdDXC9r+rpG1LvDpOGsewsDEIjZZG8atg5sEWWWOF0zvJ3f9HvZMFM5WroPkhpU4Kkuo9xlIZVAkVjGlBoFDNBFTZThFHjP7ZOHTsUf4xUwz0OzrEB7bh/6DhFDjmoyKUssmBxc1gYmvjCmUQN8UnZgZzOw+LauS5HTtEuJROVz/vlKqanw/mZORrP8E1e3ijioaLn/jfugne+J341EKqrWqYIkoNU3ndPDleWJGb7ajpYcQC68orr6ShoYEnn3yS2bNn8+KLL9La2spXv/pVbr311rFYo0aj0Ux8dr4g3it/EHCwCNwMRjZFgGyvATWjgj+nl8kgsgbCVeIKcrvZ8h7r2ZSlfENmUDxj8b3kRr54ciyp/FumOtdOidgxA+LPsvfIQOr1j0PJNKki7U/c5Iutshni1XKzEgeRac+LeQiozC4byhrk70c2JQLQKJHnZtNiho/vk7X7gitSBnvfkEDR0fBs5Y802rNGqq1ORsSTGciNNnJtNaw6IrsgK+bkZjlqehixwFq1ahV/+ctfqK6uxjRNTNPktNNOY9myZXz5y19mzZo1Y7FOjUajmbh4Hmx9RqoWRkDNpUuCFcYLFuE4LgEzM/oerEkvsvJRviBAdjhGRAj4sx57hhj3eY6XFZHlP88/wbNE6Lh2LnYim+gd2hlrHJ4pfiCvlh/zYBgq98qV+AnPkzgKAwlPxRATebxF4iDKZ4ngSrbJn0Sb7E7s8WzNGVlFK79itXGF/N2MlMi6iqpFbDlqd2ioUA3rVqnzRTVy3pR5Iuw0vRixwHIch6KiIgCqqqrYs2cPRx99NDNnzuStt94a9QVqNBrNhGfXS7D9RTWcWBK+Pc/DyyYxjAyeGcJ1bVw8LLwxqWRNfvKUk+GHmeYLpz7nDOgby/d+qeRyFyRMU7XqUl0y/qd1k7T4MKSCdOpVUFwjfqquZhEmdhLKZsnXVEy+VsyG4z4B094Nrz8qrcnCGnksHZPqWSAEXrEY30E9NwWRmfQIru69Mpoo37NlBvZf0fIFVTYhuzSb35SIiD1rJNai+qjcDMTCatmQEdsl740ZhIJquU6mW8Rn1ZFwzEf0DsIBGLHAOv7443n11VeZPXs2J598Mj/84Q8JhULcfffdzJ49eyzWqNFoNCPC8zyau9IkMw6RoKiLVNYlGrKoLgqxrzvT77HhfB8NWdQUh3s8p8NcDKx+QFUCJEfIwcNxDRXfaZPBxCNCFosS4gRHu5TlgmtOdp2lxJFhKTFk5/0Mw56q3e+yTu65nkqz9zwRHpmECJzO3bDjBcm3SsdEhHlqRI7fujTVuCErJAGks98LUxZB29siyJIxMbVXHwnlDdD8hrTnrDCk2kVs+T4nO9O7heh50j7MJoauaOW3ALuVCLSCslvSMKQi1dUoj7m2vH5xnYipdEzWgi0eNDsl4mrx5UNX7w5jRiywrrvuOuJxCab7zne+w0c+8hGWLFlCZWUlDz300KgvUKPRHN7ki6XhCKSt++K8vidGWzxNazzDvi6pRFQVhwlbJinbJRIwyThuz2PRkEUy4wz5fVVxmOqiMDMrCziqppjywtCAr5/MOMQzDoUhi2jIIrL2PopeexhTxRh4eHiuA66BgYmLgUWG7W49/2O8n49bKznB3Ty6VSz/vWSUfV7jDTOYC/vEACwlsPrmeQ00DmgYeEosuXlZUK4LuJDukD+D4es7Jy0VppZNEPqNJMkbhlzDtqF5g+yU9DwROpaaP+gHuRpm/xainRZB1LxehF1+RWvni1LVmrkY9r4pgaglU2W3pe9Va3lL2qFlMySZPr5X2oLJDhGNFbNFjEVL6RnGPWUhfOAGiZHQDIjhDRbPPgLa2tooLy8f2b/qJhGxWIzS0lI6OzspKSk51MvRaCYcg4moLc3dPWIp43iks86QAimZcehKZ7EMk4qiIJmsR8aRD8WgZeA4Ht0Zm8JwgKAp10hnHbozNsXhIJ7nDfh9KGBSEg0wpSTKttY4GcelqjjcT4glMw626+J4YBlwfOZ1/rXj+5R7MgS357+Qrnw825hkCOIBjzqncaPzz0w39vI/4Zuo9TpHN/3A7PVlEmKodHRHqiv+zkLDzEU55J876tESB4gRFOESKhRRZKdUvpQl1aXCakmNT7ZLq84MyvKzKXnMcyRpHVcqTNFSZaZvlkpZNileMTcrXq8jzpQW47aV8n5ZYTHZpzuh4ggx9WdTstvRComgCoRlbVVHy3mFlbDokklRuRrLz+93NOx5586dGIbBtGnTRms9Go1mkjJSEWXbLjvaE9iOx7SKKPUlUba3JWjtTg8okIpCAWIpG8dzaagoZGdbkoztckxdMdGQxRt7ZNbfsfVFrG/sVt8Xs7M9SSrrUBIJYJr0+740GmRqeYSdbUkaO1OURYMkMw5b9sUpCgd6Xj9sWcRSWUwTqgsjNMWSfDnzEMV09q4aqc95Awjg4uDQTYRV7rGAwU6vjpvSn+GO4J2j+wvIM7zDJBNaVigXfWEEZayLT37EQ/6YoPGCp8YEpWIiqMLKe5WJ56pIW1eqINKkzFUsroMuNczbj/3AkDiFxD5IJyDTKY+HSyQTLNEqbc0Nj0H9SXLtSEiqZ4U1kiIfV3ldgZCI05pjxVzfslFmKwYjUHfc6MZCTGJGLLBs2+amm27i9ttvp7tb/iNVVFTEl770JW688UaCweCoL1Kj0UwMBvM+tScybNzbxfbWBGnb3a+IaulKYbseReEAU8oitMczbN0XJxqymFNdyPpGCWnMF0gFIYtQwCDjmLQns5gGmKZBSzxDtRkWWw4eXSk373uHeNqhJBwklrQxDKPf9/G0QyrjkrFdYoks08uidKVsupJZZpRHae52SWZsbMsjHBTzeksizVxzK8ewBSvf+9PHWmUAEWwgyXuNtbxOA7u8OnZ4U0ljEB5tIdAnI6svyiU0gVCrtcJqWLQlFSurSESLmxG/kmmpYcW2Spz3ej+/52eTQxKnn4qpnXtqUHVCVY/MgKwn0yUVJdcWIdS2RSpSgTCUqgJHyyY5r7Ba7tEwRKRlE2LGNywRb8k22XRRUCHiLBARQRUukdfsbpbrGmqsUEGFBK2Ol9E9E4gRC6x//dd/5dFHH+WHP/whixcvBiS64Vvf+hYtLS3cddddo75IjUYzfhiOiGrpTvdq37V0pQkGTOZNLaM0EuSlvV1DiqjpFQW8saeLcNAjHLQoBna0JbEsg7TjDSiQulMiZApDFl0pu+f77pRUt0B1VlQYsv+963lEQhZJW/KFCsPBXt8nMg6JjE3KdgkETJJKHPrfx9MOhcEAbcksNUUiiZq7UkwL7KGQOOYwdvFFcPhEYCVLvDdYZv8jC3lLNQ7HiIE0hJmr7YzP6pa/Kj+JPQLhctmFF1SRDKGiXAst0y3+qGAEIuUiNNwuqRI5yjdlGDlf1SGVlypM1UlLe85OqpT6tBq1o9p/OOLPMpDxOoYpz7NlZyp4Is7wVEyFEvdZletlBcAshVSHnG9YUFInz48UQ+3x0k70K1auDbW6YnWgjFhgPfjgg/zmN7/h3HPP7Tl24oknMmPGDD71qU+NucC64447uOWWW2hsbOS4447jtttuY8mSJYOe/8wzz7B06VLeeOMNpkyZwr/9279x2WWX9TrnkUce4frrr2fz5s3MmTOH7373u3z84x8f0/vQaMYTw911NxwR1VBRSEt3hq6Ujed5NHYmCVkWlmnw1t4YQdPCcbwhRZTjQcA0SGUc0lkX1839nEwPLJBStiM+UAPA6/ne9XItIQ8IWhae55FxHNrjGWKJDPGUTKUwDIMO18P1PEzDoDtp4+GRyjok0jYhy8DzIGu7BExI2y6prOQkpbM2iYyJ43ok0jYpuxvLUObqYRRFgsAUo43/CP58FH+zI2AiJMBbAdmJaSA+JVsNbA4VqbZatwpwzUI0AsGUfG8nAU+qNAXVYtpuWif+pKxKeXfUrj9DDa82Ayp93X9jxritmOnq/TqOMrRjqHR5T4kqNcQ6mwBbnYcH+HMYLRFjnqPiHjy5z0A4Nw8xm4SEq8RZSu61bLok2ttpXbEaJUYssCKRCLNmzep3fNasWYRCof5PGEUeeughvvKVr3DHHXdw6qmn8vOf/5xzzz2X9evXM2PGjH7nb926lQ996ENceumlPPDAAzz33HNcfvnlVFdXc8EFFwBSfbvwwgv59re/zcc//nEeffRRPvnJT/Lss89y8sknj+n9aDQHi6F24g0mmgbadbetJT6kiDINWL2jXapQ5QUkbYem3WnKC01qSsLsbk8RSyWZXVWI7Q4uohzHIxgwyToujutimWbPz33FkmkYZLIuQcskEpTqVcA0iIYCdKVsgpZBNGQhesvANFz2tCdIu7CbdK/3yf8YCVgQMMB2IRgw6UhmSGRkp6DtunQkbMJBk3jGpj2RwXbA8SDVke75ON7o1eIE82bfTRT8jXLjLtbBzRMTAUAlngfCkgnlV2uKTBFUgbDs0POjFdIx1faKimE8WCjio2K2xCIk26HxFREY6bhKiT9I4mrA13BF8Dk2kkavRJWjWp6GKX4z1xEBFCxQaetq6LZjq1DbrDzXsJRgdMSjZoXl+rE9IqzMoFS2dMVq1BjxLsKbb76ZN998k/vuu49wWELQ0uk0l1xyCUceeSQ33njjmCwU4OSTT2bBggXceWfO/Dl37lzOP/98li1b1u/8b3zjGzz++ONs2LCh59hll13GunXrWLVqFQAXXnghsViMP/7xjz3nfPCDH6S8vJwHH3xwWOvSuwg144ED3YmXL5r2xFLEkhLOmL/rrrIwRDQYoC2RIWBCZ9LuJaLe2B2jvDDIlLIIb+zuorwwyJzqIuJph017uwhaBkfUFBNP22xpiXPclBIMw2Dzvm6yjstRNUWYptnz85HVhTTF0rQnMhw/pZRI0GLzvm7aExmOrS9mS0sCyHmw9sZS1JZEqCoK8VZTN6GAyZSyCFv3JbBMKI2GMAyPzniWbe3JUXvPVVNmwI/fGtp4MHATDea+UXu9g45SWOPOmxUqUZUnW4QBKCFlSAXHc9WYmwKp1mDISBfXlQRyO6MGQaPm6kVEkKU6c4LMUCNzxpMhvhdmbuySEZBB1UYg1yJNd4np3QzJ+xSMyn0m2nLjdgJReb8KqmHWqTI/8ahzVLvx8GBc7SJcs2YNTz31FNOmTWPevHkArFu3jkwmwwc+8AE+8YlP9Jz7u9/9btQWmslkWL16NVdffXWv42effTbPP//8gM9ZtWoVZ599dq9j55xzDvfccw/ZbJZgMMiqVau46qqr+p1z2223DbqWdDpNOp37l28sFhvh3Wg0I6OveKopln/c+MdGaiJv7U73iCbXA8dxe1WePLyeXXfHTSlmT0eavV1xZlcV4gI721NYltETA5Rr37m9qlKWafSqREVDFgDprENZQYhIwCSZsTENg0jAzP1sGioaIUgsnZXwasugIBRgd0eKisIQQdOksTON43iEAybprEtjh+zyiwYt9sXSBCwPxzHYG0uSdVzaEn3zkN4ZQ9WmminnIfcMvmo+PLZ+qrFE9Qr7ishD/vGbiZML//SUj0r9Nvwqp2vnxtwYllSmnIyq7CACKhCVY6lOea5hiriw/DahqhAdaEjpmOLm/GOeA5n8aqwy6yfTgCX35GSBDrl/1xEvmql2H8abYPNfJM1935tw3PkixrKJgYdaa4bFiAVWWVlZT3vNZ/r06aO2oMFoaWnBcRxqa2t7Ha+traWpqWnA5zQ1NQ14vm3btLS0UF9fP+g5g10TYNmyZdx0000HeCcazdAtu6FaeGnbJayEB55HLGXT0p3uqUIN10R+RE0RezpSg4qmdDZnJM/YEA1aNHamcD1w+/ij8kUU9G7tFYQCvUQUQGHYIp5xKC3wBhVRu9qTVBaFOWl6OY2dSXa1JwlYBsfVl2BZ4pdKZBxautOYBkSCFp2qjWeaBiFTdhC6rvwD3TAgkRpdcbV/DJZ7p3C6+yonm29iHeRXHzXyVaSZO3TwRVZ+Ha2v4MlfpB+n6uVFNJh5gssGMyziwk4pUWUpAWKo51gSn2BYUvHyDkBgGdaBPW9UyG9t2vJjOgME5K0xzZyJ3s7I/0GKp4kIfeuPEk5aUi9VvUBk6KHWmkEZscC67777xmIdw6ZvmKlvTB3J+X2Pj/Sa11xzDUuXLu35ORaLHRSRqZlYjDSyIBIwCQetQVt486aWMauykMbOJH9+owk8j/c0VJKxXRE+rjdsE7lhGEOKJsdV/z+BfpWnSCgwqIiKBq3egsogJ6JSWbKOx8zKApIZhw2NMUqjIU6cUkpzV4ptLXECpkFDZQGmaRINGsTTWcoKgsypKeSY2mIwDHa3J9jQ1MW+7jRdKZt42sYwIBy0qCgIEbRMGmNJujMOAQOCqgSTOgRWqF1eDVc7l/FV7zecaa2mgOz4arWNlENphDcspB1mqfaeX73Jr63lB4jmRTB4WbC9XMXHCsrz/VE0lpq95w91dj153DDzdhmOkEMmrobClrfHCYAbk/sLRsSz1r4VwoUy/ifeIgb5mafJY/ubb6gZkHcUNHowqaqqwrKsfpWl5ubmfhUon7q6ugHPDwQCVFZWDnnOYNcECIfDPf4zzeHLgRjHB4ssaO1OU1UU5sia4gFbeK7rsbG5i4KQRVNnikhAPtq2tSVIZGyqi8KEgia725PDMpGns0OLJkt5MDzAUoOJeypP0eCgIqorbWMAxZEgrfEMxKGsIMixJSVsbenGdiRPKpGW57bFMzR1pjBNKAgFCAYMutMOZQUGe7syOC4UhS32dCR5aWs7XeksjgOO51EYMjENpHLmQTrrEjQNXCBomRhZl4AluwsD1qFrau3yarjK+RI1TgufNZ7idHMdR1s7iUw083s+eaGlB+2d9RwlePIElKFevV8Htu8BXwy48r3nKPM4qh3oP4YIONOSXQueM9DFJwF2ru+bzohZ3slKm9FOSl5WfJ9EYLh2//mGhZVQN0+Lrf0wLIG1YMECnnrqKcrLyznppJOGrO688soro7a4fEKhEAsXLmTFihW9IhRWrFjBeeedN+BzFi9ezO9///tex5544gkWLVrUE4i6ePFiVqxY0cuH9cQTT3DKKaeMwV1oJhqjYRwfTmTBETVF7OtKs2ZnO+GA2a+FFw5a7OtK80ZjjETGpiwawgNauzO4nicmbnpXpfr6n/J34jmui2kYg4qmcMDo2XUXCkBLt01DVSG247GvOz2oiNrWGicSNKmOSkCnaXgUBC260jZlhSGKIh472xN4nkd9aYSulE3GccmqRPaQFaQrlaUxluwZV9PclepJabddh4JQgO60jetauB6URoM0d6UpCAVI2S6ppE1JJIBluNiOK1U4+1CLGYNmqvl371P8u3MhZ7svcl3gV0wxOg69n+lAUVrFVR8HY38fqgJlKGHlf/VN6T30rWKp7728tlk2lbsBPDWEW7UW/WypcSWALcbUB+ZlIWOLty0YkdZpdzN07ZXKVjYu8w3TXTLvsLsZ1j8OdSfAlJN0+3AQhiWwzjvvvJ6Kzfnnnz+W6xmSpUuXctFFF7Fo0SIWL17M3XffzY4dO3pyra655hp2797N/fffD8iOwZ/+9KcsXbqUSy+9lFWrVnHPPff02h145ZVXcvrpp/ODH/yA8847j8cee4wnn3ySZ5999pDco+bgM5ojXIYyjg8VWWAaJuGAxa6OJEdUF2EaZi+xZGBQEgn2ElQALpLXlLVdwkFr2CZyw4Cu9BCiCagpDuM4Hm83x6ksCnNcfSnJrM1ruzrlnvJm8VUWhrAsg7lTSsjaLhnHJZbK0hrP9CStB1VrMhwwqSkO8/a+OOmsQ0NlAfu608RSWYLKc9uVyhJRIq8rmcWQEck4HnQkslQXh+lK26SyDhUFISzDxHZcIoEAGdvBIIBlgZ31MC0T13bG0fQ5g3ZKSHuRcbY17wDISyYd22pW3htlGGo2XoYeQeSPxvE88Vj5g57JxXr08mbli6dMPO91vFzm1HjAsCQw1EnLDklg7NbmAY6IqWwKrHbY/pykwBfXypidWCMU2ZIen+qQUNOm13X7cBCGJbDyoxfGMoZhf1x44YW0trZy880309jYyPHHH8/y5cuZOXMmAI2NjezYsaPn/IaGBpYvX85VV13Fz372M6ZMmcLtt9/ey6R/yimn8Jvf/IbrrruO66+/njlz5vDQQw/pDKxJxmiJqHdiHO/dovN6CSgQU7bteJjqv035YqkgFCAUMHsJKg8oCFoUhgN0JrNUB0wMRmYiH0o0VReHCeXlYHWmsoQsg/ceXc3UsijVxWHCAZMdbQnW7+miMZZkW2sCx/Fyg5Ztl45EFsdzmVoaZWd7kpBlYBkGiXSWeNbh1d0xMo6D43p0JrKYpoFpGHQlJYrBMCCWknDFkGWRcRxCpgGmQTLtkLRsTNPDdeU99H/fQcMkjUvUhKRhUB4xaTsURqw+TDP28s3Af9FgNE3c6lVfxrxlmCcq3Cy4QQkN9QcRZzMye8+wIFAkFRlTDSq2U+rpfYRV3+sOeexg4ovGoBjsDU9V64KqCucpsTWWmzZU8Ore9VA6VV4/vk+qhUW1EvmAOua6Mizabx9WztEVLcWIc7BeeuklXNftJ0BeeOEFLMti0aJFo7rAiYDOwRqf+KJqJCJqY3Pv3Xe1JRE6k1k6ElmiIYuqohBv7MnlPCWzuQyoOdVFtHVnenKeXI9eGVAe9Mp9MgyDN/bEOKK6kPLCMB2JDJtbujmiuojSaIhkxmZra5ySSJCpZVHStksiY1MYDtCRkCpTfVmUhqpC1u3oIJ6xyToe5YVBUllXKmpFYY6qKe61E29GeQEBVc0KBy3CAZOZlQUcVVNMeWGIiJqnt7tDAgunlIZpjWfZ1NzNttY4WdulNZ5hnxKsXeksJiIiA6bRqzpVXxphT2eKrOMQNA3iWYes7eG6Lhm/46E+L0wlQkH+ey6VO/DtU66qljiojVDIx2XABMsyMDGYUhomlnaJBk0cz8N2PBzPw0B8Yns7U2QPqcbyuMT8PVcFHiFKdhyPpTlAzF5fxhYjBAWVECkSY3YmkYseSHeqXYN5bUB5kvJVHXqh3R8VFupnW5lB+RqISEK9X8VzVcK7HyDqt07HTBgGJE/Ls0XU1hwrAa7pLmjeIK3DaLl42qqPlsiLwkpYdAlUNIzRmkaPcZWDdcUVV/Bv//Zv/QTW7t27+cEPfsALL7wwaovTaEZKX1G1raWbDU1dI6pEHegIl/0Zx4eOLHBJ2w7VRWFStkOx5/Zq4TV3pcj23EOEv8dS4HnUFUcoi4Y4sraI13Z14hge5QUhQpZJbUlEzPAGzKws4KSZ5Rw/pYTZ1UX9YiHyc7XyBWlfIWUZJhVFQdIZl65Uln3dGRzXpaYoxN6uDOGAget6dKWyxNM2rfE0tiPVpfyJb/kfBT3FBSWoXHpvDPM/I/P/za6aGQBkXcgq9bWjLUlFYRDbMfCAsqiELpqGQUc8Q1lhiEzWoTN1aHZ41dDBe4w3CY5p9eEQcjDN714G4o2QCKg4AZVpZbvq75Mhu+KwpO1lKiO350g1iPFkYldzAUHtYlSCyQpC6XQZo1NQpfxhNpTNhOY3oKtRhI0t/z2QGIr8e/KjLd6JoFTeLMMAIw5Nr0qEg/9eFtWKZy22PTd2p3mDGONP//qEEFljxYgF1vr161mwYEG/4yeddBLr168flUVpNPtjoAiErfvivURV1nZ7qiqjJaKGGuGyP+P4YJEFqazL283dVBaFOba+lI3NXT0/57fwHMMjZJkYhsE5x9X15GBta40TDph8dP6UnirUQNlaNcVhDMPo9955nsffN7f2E6R+my9tO7R0Z7BdhyklUdbviRFP21imQTLr4DjQGs/2CKc9sUy/31e+qPKdMEbe95BXjfJkR71lqM8M9aSAyX4/CzMu7O3KUlHgMb2ikPLCEFVFIQpCAWpKwhxTW0JDVQGxZIYXtrSyaV83juNRXRzCMEwc12Xd7k5e39VJcgw0UNRIU2ikMPPG/Uw6DvYOQ8+GrC0iCuj1tyujYh0cO098oN748VTFcuUvu+3Q8675cxc7dkrVKtkhrbmKWVIpqpwD256VUTcl9TD1ZOhuFBN6vEWek46JEHL9UFK/VGyr1xnuPzTUeJ1QgVyvY4eIqqI6SHVBbJeEkhZUyeuYJuz4O/ztR7Dw/8G0RYelL2vEAiscDrN3715mz57d63hjYyOBwIRJfdBMQAZq+Q3VqqosCrGpOU40aFJdDMXR4DsWUQGTAzeO99ltN2i1qaKg5+fOVHZA8dQ3yT1fQOVTWxI5oPeuvlTafBnbZWZFFMd1iSVt2ro7Sdte/v6rnq9DiYV8IeX1+dnHpE+kkX9NQ2wo7jA/Dz2gI2Ezs8LlA8fUUBINUBIJMr0iSjIrLxAIBDjruHpOzbp0JtK8sK2dN3Z38mZTF4mMGho9BvIn6YVp9kqxMQnh9ozamXQfPXkiy5c7B4+8v41upvfhHsaTuPIxenvFMkmwQlBcAqmYiKVUTAzo2RQU1kpWVekUMZbb3dKum/F5mHmqnN+8ARpfhbYtMtw62aF2SPozkAJqU8AwcLJibDdUKKvnQleT+LDslFwrtVa1ZpVw694r6fBHnwuzToNomQzmznTLLMiO7dLSjZZD3YmTbkTPiBXRWWedxTXXXMNjjz1GaWkpAB0dHXzzm9/krLPOGvUFajSe57F2ZwerNrfydnMXW/sYqf0Ki2+k3tWRIho0KQwHCCsvzr7uNBWFoXcsooYa4TIc43hVUZiSgiAfnT50tWmw6lNffAE12u9dcSSIAWQchw2NXcRSWZxB2nzDlSEeUpVyvN4fuJYh/44OmMpnhUHQ8PAwsPDUv7g98Wm5w/todIBXdnWxfu96yqIhTEOysUKWiacEm2eAbbsS/+C4ZF1XxrOZBo4LIUsKCKPZTGymjOe84zmF9VTQ1V94+MayyYCfA2r2bDScRIz2jr6+//xQ0tvJqmqULe3B4lrZUdi5W/5YQag5XmYzFlRDw2kw7V25atGU+TDvUyKEWjbChj/A7pdF2KQ6h/+vFn9tdlptHlD/LLDTgKPCX9WQaT86A09ai81viMB7+T6IluRatem4bEawQiKwppwEJ31WhNgkYcQC60c/+hGnn346M2fO5KSTTgJg7dq11NbW8l//9V+jvkDN4cNgbb9n327hxa2tdKdtMrZs159aGmVnW5KM7TKrsoBQwCTjSAUpHDRwPI+ORBbLkB1p3Smb0khw1ETUQCNcfOP4QFWn/CT3/VWbBvt5pO/jlubuA3rvbNdlR1uctkSWdMYm4/SvshzIx4oBuR2T6j01gKApuyMtw8QywVPyzTe9O55HKGDhuh7dmSymqmYN56MhlfVo9zIETRPHk+BRCSP1MDxI2Q6u0nC2K4b6rOPiIjsdjQAYjoc9xA2PLKHI4O/eCawPbWCx/TJB+rdTJx2HIpR0rAkViY8r3cEBKWIropLj1Xgew1ehKqcEv2TrSCXKMESIGCZEKiDZBoXV4j0LhiU2ofVtyaeC3iLLMKSFWFIPDaeLb6t9O2x9Fjb9GXavHsE9+AOmUUIpJZWs/AgJL5t3vvo/jp0QMZbplufZSRFpZgDMlLQX422wbyOc+iVpPXqeOt+CgooJWeEa8S5CgHg8zn//93+zbt06otEoJ554Ip/+9Kd7wjsPN/QuwpHTV0zt6Ujy9y1t7I2lSGRsWlT1JpbKEEs6WJbB9LIIezrTOJ6nqgweHlAYsiRKwDJJZqW9EzRFZEWCFvGMpIvPriqkKZamPZHhuCkl8hpZh7KCICWRIHtjKeJpyWsazu67kGVQURQe0jg+VCjvWLyf+eb+9Y0x9nVlhv3eJTI2GdslmXXoTts4KtPRrzjl22YH+o/GUMd9gpYciQRMggGLjC1m3oBlYDvyesWRAK4ru//wPDKuR9gSYZzIONiuN2yB5b9+NGhiGGC7Eo/huB6GIYI3FDDIOjJ70TLlHE+JLg/5u5TKuv1ez0I+Vywj56vOv9++74UBzK6MsvTso/nQ9AzGc7fBG49J2wWvd5v1AKtYKUwyBImSIaCk6mhzwELJ70oxCVqioWIlFFKqijNQBMRQGPSM/sFU//pwpSLlqvZbTwPZf4oaa+M/Z+pJECmTLKqCKhEj3c1SDZr9PolKyBdaA7FvE/z6kxImOux/NlnyusEwdDWT23oy3LZ63/NMciZ/DyLFcg/JNqncWSFpJ5ZOgxM+CQs/N6pCayw/vw9IYGl6owXW8MlvWfliamdbkr0xyYsqDgdJZmVLfyxlk3EcAoaJqbKTbNelLBqkPZkllXWoLgz3iKpI0CSVdYgELJIqWHJKaZSmWJpk1ubI2iI6EtkJK6L29376LUBbmfv9gciOx37fOwOPlu40yayDrSpWZp7JfDgCKx//o0EiFMRIb2L0jHYrDFsETBPbdQmYpoqDlNT3onCAgnAAS72v8XSWffEMruvheh7dqSxZe/hVIwMIBwxM08T1XEm8D1gkbKcnYsj1wHF9oefiYahwU0m1T9vi0zOV4DTzhJW/w7EnbkK9ru3l3oegBeceV8dXzzmGGZWF/i9P2jyb/wL73gLDIrnuMczENgLuyERIFljnzuEe58Pso4yUF+QEYzMfM1dxlLWNEtKM1j9/fSEo9RWD0EiF3MGMchgzfCO6+vAvKINsGjIx8U71quJArs6ZJy/NILnxPw65qAV1jmmqypAyqJsBsKLSIjSAkqkiOjq2Q1GNRCjE90GyXSps0XI46mw47uODZ1LFGuGpb0nrMNM1/Nu3VEiunWFMetr+9V2vt4/OCsHURfD+b45aK3HcCayNGzfy9NNP09zcjNunh3vDDTeM2uImClpgDYxfVUmkbeIZh1gyw3Nvt/Li1lbiGYdwwCKRsYmnHTK2S2mBhYHJ/8/ef8dZcp5l3vj3eSqd3Ll7Uk/WKIwkS7IVncA4CEds74JxWPZHtFmvF+wF1i/BMmbt117WsAZ2f4RdYBEsrMEG2diyDDYOCpasNBppNKPJoXM6ueLzvH88dU53z3TP9ERNONfnI0336VN1quqcU3XVfV/3dVWDiJxjkWjaMSqrSxnmmhF+pOgvuG0R+UDBJVaajG0m9xxLsKY7y8icv4hUmfBigXMJkqjjcaoW4EDB4+ic3/aP6s46yx67KM0GnKwFJMl8xWqhXgoWVx2WO50KzPI5RxIriJTJBgRTCXJtiSXAtiUSgSVhTVeGDX15tgwW2hN+jUiRd+dd6Zthwr7JOrvHK+ybqPHCeJV9kzUa0cpOXQJDcGzLQmsTjF3wbOp+jLQEKiV/kVLYQhCnfcwknWS0LdkmX1GsSNIhqdb5X6ckzZLC3FinZE0KgetY9OYcfvoVm3jvnRtP/jnSGvWdz1L/5u/g6SrWCkiWAmZ1gf+bvJr/o1/HUT14/EoZZIYbxH5ezRP8gPU0g3IOh7OvIhmVjSRGYqXkwUKtrEJ1uZAsaZuL/sDV0L0RKkcMKaqOmepLMGcmGKVtKlNu0bDzoGYOUkssvmhc5LjXaP3NcueJmBDGlqLVOhy6EerjppqmE+i7ymi3UDB0A9zyPhi+7cRqltbw5F/Ao38CY89y+ual51qLtmC9wjpOgL+AmA7dAG/4zXNCsi4qgvXHf/zHfOADH6C/v59Vq1YtOmEIIc5bFuHFjA7BmsdSrapDM01mGgHVZkQUazzXYktfjolayETVJ040fXmXIFFtEtCKQenOOEzVQwYLHpYUTNVDso5FMWMxXglwLEnOtVjdneXgVB3XlmwdzDNeCRaRqmtXFdk4ULhkSNTxOJ0WYKtapbUmiDX9BRc0Jxw7ISCKEhqRIkh0qocyxEItOCssPCqubQiIqXqZ7VLK3IQbgiWwpTAVnpSYRInCtiTdGYdVXd4iQrV5IE/Os1d0/BcS9r2TNf76e4f4l91TJ61kScz1zrNOrGA146R9rBzLZEha0lg1CAyZsqxUDyYlBc8miBI0xsC0lfdoSbClxLYkthTY0kyOrunOsn1tF++8eS0b+gsre6NnDzL1xY/iHf4mrmpicSIJSQAfh6NqgH9IXs4X9KuYoJeVUSbFD4rH+Q/WF9gkR7CJ2mRLnmQNx1/+Wz9rTBUrwCVBIgGbGAtFjESS4KCwllrpJU+yWtqpBLBMm67QD14XzO2HKErDklNjU41pAVp2qr9KDMHRirZ9xEnRmoBI3y1pm+qO9CDXA5ZljErjwJCv+pTROknbVLi23Q3XvfXEtuHsQfjeH8LzX4W5g5yP6dmzR7rPrelerwuuvhve9gdn3S68qAjWhg0b+Pmf/3l+5Vd+5ZxuyKWMK5VgLaejarWqmkFCojV518StTNVC4kSR92wyjhEtW1IwWQsoZmwyts1UzWdNV5ZYmSpLf95hrhmTcSy6cw7lZtSe8kq0IlEaz7boL3g4liBjW0zXQ+wlSNXFTqKWwpm0AFvVqu6MzZwfk3UsSll70bEL4phyMyaI1AmmnwIzQacwAwIZx7QqmlGMa0tsIUi0ImpplaTAswzBAFDa+HV1ZR168w5b+gvcuaWP9X35dvvvXLwXWmv+90P7+dRXd+MvoUJvtTiloG2BsVCDZaXRRELMD0WRVqNipVBaY0tDO7KuRS6d7lzfm2OoK8twd5b+okdPziHjWARpoHRmQZvzjPZz9iDHHvgD1PP/SD6ZRZKQIJlWXexMNvGk3MYOvZWdahPJGdKTdWKMT1h/ynXyIFkCbBIslJnaZL5iefxRXTg5mqTPFGgUkjkKzOkCe9VadqhN1MgR4nAje3iX862lW5SXLMlqHSHJoqqPSE1PVWL+s1JqGYeccDSlA17BfPj82QXrhaUrWq3XbMUdpP32VuaibJG3FmFrfbBTYuZkjTB+3R2wejsMXGuW93JQGYfDD8ELX7+4SZZwgMS0Zfs2w1v+m5mUPAtcVASrVCrx1FNPneCDdSXjSiNYJ9NRybRkoLSpWtSCmJxjte/2J2sBBc9GSoEfJfTnXSarpsfek3eYrAYMFDwyrsVY2cexJI4lcCyLKFFICWu7zRRcrDRdOZuS5xhrg6JHX95d1O67VEnV2bQAW9WqlomoY8l2W2ttd5bD0w1mGyFBrIiSpYmJa0vynkUjNOap3TmbZpAQJqbFlnct1vVkuW51iTu39DHcm2sTDM+WBLFCCMG6nixDpcx5fQ/ue/Io//kru5httHQvut26A3BsgS1M9cpaMEUomf839YFtV+eyrsU1q4psX1PimqEig6XM2ROn04HWqLmjPP3Yv/CNnUf57kyBXWzCtmxjKyIkGk0UKcIzvBbeKnbxQfuL3Cz2kSFIFWe6JTleRKYW7mnr8Th9doLEIyJBkGCm4KpkKesCVbKsZ4xeUV+eRF2SJCudppMyrUa1VGkt8XqLrUtDBsIK8x5XC46scFLOlMy3AFvTg4sg0oqVYj7Aeql35fg648K/iwX/SkPGpG1+txzz+l4J6tMQzHJxkiw5L/YvrII3/TZs+cGzWuNFFZXzr//1v+aBBx7g/e9//zndkA4uXixszeybrPO9A9M8dmCGMFEn6KgKGUmUaBSash/Rl3PwE9UmU46UBJGiK2tTSzRJYib9qn6EUmYcP0w0TqLJezZhnGBbFqu7PY7N+iBgph4yWHS5bVMfr7iqn039RjR8MguEix0rbwHCZC00dgZpCzD2NAXXxo9C6kFCKWuTcSQCM0k5UPQMiU2PXXfWJlE6DVCO21Y4rVO/TjVEShlS7EhBGCscW7K2O8uN67q4a2s/t2zoOe/kaSV4683rGCxl+MNv72P3aNXkHSamzefZEteWi3ywFl1n0n8dKShkHVYVPTYOFLhjUy9bBosv3mdJCGTPMDe//n285LUK9cAekhemCJOEyappf2ddm8jVTNXOzOrhMX0tvxr38lPyH3mr9QgFGmk1ysj7FxKe5YYcBGCT0PYsS2tq3dQoiTo2CnuFF+rF04krGaV4sZH20jXmot+ahJMtvZQyhCj251uJ0kqrTsy3BltVKDeXRtIkS+y6BpXeBQjLPF/FzJOtBc874ecWXT6u/pgkRjAPZkpCWKlu6/j1XExIv7BaG4KY7XmxN+ikOG2CtXXrVn7913+dRx55hBtuuOEEa4YPfehD52zjOrjwOFnb7/B0gyNzDZpRgmdZrO7yqAcxc82wraPyE4UfJ/TmXGq+TzNOyDk2NT9eRKYsabQ6zViRsSUNKan6Md15FyFgqhaS9SzW9+bJOqbt15W12dSfZ+tQkTs39XHT+u4X/eJ+NlguNzFa0AJ0beM6P1IOlmwBBnG8iFRZEipNE2OTcy2ksGmEatGx6/Jsfu9f9prGjhBGS6pTPVU6NZikSctKaWxbsrqU5Y7Nvdx9/eqL8rjfsaWf2zb18uxIpa3FW1XyCNMKXcaxyLsWjUiRc+SS/+Zd68JUp04TUkreddt6XFuyf7KGBMp+Qs6RTNQCco5YseD/eBzVQ3w8+f/xsNrOB+z72CDGcQmxUYhUsH6cWUBbd2XitXUqdjetQoEgAZy0jbWio7iAWZnL51Iu4xfbBb/VeiMlPZL2SKrGVIYi31SvotS1PKynz0vtCJKFbUNl/K6kk04K+vNEbEHNEC2Me7tK0td10i9vzPLHaKURCC9OPufKkWreWui/xnhjXcQ47Rbhpk2bll+ZEOzfv/+sN+pSw6XYIjx+wi/nSPZPNdg9XmGiEixq+yk0cWxcvwWCUCkcKXEdiR8pip7FXDOimLHJObZxTc86lH1zchwoukzVQjKOhWdJZhoROddUElxbUmsm2LZoL1/zI2KlWdWVYbg3d1m0/Y7HkZkGD++fZseROZ4brSzKTezKOrwwUT/jFmCrfTpY8rhuCR3aA8+O8R8/vwMpjPeSHxktm9aL73PzjqS34PLD16/mhy9SYnUl4chMg4f2TfEPTx1jz1iNjGtasVJrxmvH2wKcPtaJcX5U/gsvlztZI6YpUMcjRi6wYUiAADclYPOXDtmue4n09/llVia9h0SChYUlLaNlbrXa4iZL189ebFiGUAkxT5pEqpNyCkbg7mQgahrxedRI23yxmShUqQP6UuHMslUNsyCOzN9bbUjLTZ+ajiW0fLMueoJ0tkiF/TrNQHzHHxnn+rPERdUiPHDgwDndgA4uLI4XTU9UAmaaIfUgphEk2JagN29G+etBQhAl6Ui6IFIaSxhBtUYbM0ilCBOBIyV+qCh6hiQEicJzJDU/JkrbfbYU1MOYvoJDksoVJMYTaVVXhnU9WXKuzVBXhjs29rKmJ3tJt/2Ww+HpOvc+cpipmk+5GeNaklLGbucmtiJ+ojg5oxbgwvbpcoRUo1GpVq7VZDj+Prev4PHRN17L3devumyO/aWM4d4cP9ozzFWDBf7rA3sYLTdxpCSMz82F9age4rPJj3Jv8jrWiUl6qAKKTYxwi3yBW+ReSqKRWpgmqTBep3Wu+SoWsCJytVBF5OOYQTupiLWFdPO4tjWfaafj+f71opWcrHJzvpGATNMWpG22QyXgZtO/WalmKiVB0gbLM48bNpnaNLT8sfT8fwpDsiLfEC3LM+08zTwxkzboyJA6O50eVCtpF19MJHWlWCDuz3TBKz98TsjV+UYnnfkKQYtYffWZUR49MEMtiPEjhRBGa1MJTGRDl2UxWTXTfgBdGZuZpol+cSxJkihiDVnHIkqMJUAYKVxb0giTBWTKOIMLCeVmRF/BJeNYqV+QpODJdsvqciZTLbQqhvvGq/zlo4c5PNPAsyXj1YCurINtOe3cxFbEj21bZ9QCPFX7tDfvUnDNVKHSGqH1CdctAEtqrltdvOzei0sZQghu2dDLh37oKv7kO/vZNVqlGSbnMMJQMEEvE7p38cOJ5vXqUT5if54+USFE4JBgJNemXSgXtAWPl1Qv/Upmmytk+Ep8B4OyzGo9Q7dVJxPZZLwunJ4BvHU3I9bfZYhIbdyQjd4tpjo0dxSmX4DGDBx9DGb2GaIhMC24lsbonMAy1aOkueC4BOlkW2zae65nLBKiuvldxa3+u3m+VuZnJ2cqUEHFkKWk5Qa/gGi1yJLG6Lhat0I6Tv9LTUqVMrotKUG4xnfrpJ+GS4hgCdu8z3bOkNTiGrj+nXDrT73YW7YirIhgffjDH+YTn/gE+XyeD3/4wyd97mc/+9lzsmEdnDscnq7zN48d4dt7JpmoBqBN0LFSOjXy1Dipl0iCIIhNVSVMVOoVJIkTY5xoW5I4SogT0xJwbYtmmFCwJUGsqTQjBrsyDBVd9k408JSF60gsIShmHLavLl3y1gmng+MrhnvGa4xXfPoKLkXPRgpBPYhphglaGXsDP0raET+eLRaRqjXdrRxBTXfOWrIFeKrjOdybY01Phko6WBC3pr5ZfNodmfX56Bef4VNvv2HlPk4dXBDcvrmP1V2Z9vc6Vg0qwemaRJ4OBA/o25mNi/y89Q+sE5NIockSpGotC9O4apGs+eif4/21FkqtAxweUjfwa+qnGFQVssInHzXJipB84tCT28I2ZytX62429+eolxL8yFS1MljkB6+i0fNqco4k2niQ/kP/SP7Yd/D8GQTK6Jlsx7xYYwr8mgk51mdAvKRlbBe0m1am0uqZDlOTdgGZgZREZdO/OZDtMqQvCY0AXrgmnNmfSTMNLUO0Wm3ARdqsluZoiSplq6oHJlLAKxl9VnM2fRsWNvwXLXj6+37B0fK7KkGmBLk+cwy3/ADc+E5OGv9zEWFFBOvJJ58kikyP/4knnlj2BH45XygvNWitGa/4fO3ZMb781AhH5ppEsU4DbyUNP8aRIn3PDNEqeLYZr8eInC0hCCKNlAKdip0jZbLsQBBryFuCMG39ZVyLYsbGkZKxctBuVb18ax+lrHvRiojPNU5msxAmCa5ltDPj1QCJqQY2o4RYa1Dm+HdnHfxIEWp1Ri3Ak2GolOFlG3rZP9kwGh7mb4RbF0RLmqiXJw/P8ZHPP81Pv3Izb9jeaRVeTFjfl+c/vuFqXnvdEF/ZMcIXnjjGdOPstVgnw2P6On496eMN4vvcJndxvTxAiToKiZ/aNUiSBXUYQ7UWVrJal/cQm316DX+e3A1YTNCzmH35YB0E79gBMrZFxjFrUClvkAIcR+JKmWZCCgreK7iheAuvWNfk+rVdrFq/zeh1auNGZB5UjdfTQ//NZPedDmzXtPQgNVmzmTdQS0yVae4wuHno2QAbXw0b74L+bTD1gvGZ2v9N4/Ke+GnFq2iIllcw+X71yZRgpUdLiAUtxIVH73gos5xlm+qYZZvqj182y6uWzutMap3nrj66cqS2FE7WbH8cwJqXwK0/vXzsz0WIThbhOcDFJHJf2Ap87OA0eyfqBLHCEpD1TIguQJhobGG+NlnHxMwUPIs4SYWaSuE6Fo3AmHwGiWYg71L2I8JEk7XTalYaypt3bFZ3L9ZRXQ6TfqeD46tV+6fqTB1nsxAkCc1Q0ZdziLUmVhpHGoPURmQuTGGiToj4sSXndILyycOzfOT/Ps3h6Tq2LUiS+QBlW87Hw2htYoj6ix4/euswb75xDcO9uXN1yDo4R9Bac//OUT75j89yZO7MbBtO8xUZZI5N4hivl9/nWnGYPlmhixpFmtjMC7djLCQaOyVeCoGPx/fVNv5H8jYe09ee8tUskfqzWRKZmpYtzMkUpFIkS5J1JKu7s9w03MO/vWvjiZ/X8jH4ox+C+ujKd9fKpLuzwBahZfSpVWrwqee9pLwirL7RRNT0b4PiKrPMkcfg4d8z2ZNRw2x05EN+0IQnV8YMyVJpdWyhU/wp0zcFdG+CjS83RHJ6r1lPpmTIX3MW/Gqq5UpSIrdCCNtU2vJ9kO+HuSMLzFHPA5wcZHpNxqOTg+HbTVuwd/khuzPFRSNyj+OYTCbDU089xfXXX39ON6SDs0erFfjPuyaYqPqEcUKsTIBuM1Y0gtiYKDomky0RoLW515QCgljjSCNSbypB1pGEsZW6pQsSTFXLkRrbssg4Jj7k9k29vGH7qsteR7UUTlatihIzdQnzNgu9WYfRKGC2GTFY8GhECVJImnGCQpN3bQrSZroW4ViC7WvPT0v1puFu7trcx1ilaYYStAahsDQ4tiSMTZlACkEp51ALYr62c5QgSnjnS4c7JOsigxCCH75hDUmi+A9//fSKg7DP+PUQTNDDhO7he8l2BpllnZgENF1U+QH5NDfLfQyIObIECARzuMzqIs+rYb6k7uSb+hZWai/aim+ypF7Uy9ZKEyTm/CXSNIMwNr5tzSBhoODyc6/ecuJ35nS/Q8KaL+SoOJ3+w1SGpDRxNSIlRWHVWDPsGYHxHbDh5bDmFtj0Slh/GxR+Ex77E0O2oobRbGkFfsVUbLI90JxJydupKlcLoaE5bfRfvZtg+GWw+iXQu9Ucs7BhYnE0Zv21SXjk902VSyXzrcnWdGLLIiPTA4PXmm1LIhO7oxKTp3hCqPVZQqTZjk7ObLNXhG1vOHlg9UWM0yJYtm2zYcMGkuRyHwe99PDIvin+4Jt72TNWpRYmSDF/UoqUwpYm1FYpY7fgWKJd2QoTc2eYaPPlkpYgi6AeKDKupJixsYRgrh4iJGzoybGh7/LxozpTLLRaeHakfIIpaKyhGcYMFQ2R8iNFwYOerMt0PaQWGsI7WHSZboTM1EK6Mi43nidStRBCCN7x0rV8d+8k5WaEa0GsjIg+SgCh26/ZCMwk6NE5n2/unsRzLN6/1EWrgxcdq7pz5D37POuxjr/cnyiM/2byMgaT2QXTiJpZihzVg6YVuDKHrBNe0481ttDtzlzL5zPRxhoiUWBLTU1pND7f2jPJj9y8llVd2fkVzR0B+zQufcI2VaCobsiVtEx7Lw4WWzSo1jGXpholLWiUYXSHITPHnoDtP2IqWrf+tMku3PM1KB8xZKq4ypiNzvimdRjVDaER8sTpyeUQNSBswq0/A11rTiSS/Vvnf57eB5PPmvbl3OHUkR5DtHQIyjaVuaHtcNXrTRXs8COm+uYVTTWrNsG5ax9a5jjbWXMsNt4F1y6RnXgJ4bSnCH/t136Nj370o9x777309vaeeoEOzjse3jvJb9z3LOOVgDgxIb9IQZKOCCdq/g5PSp2OU6eFdQFJotBStImUAlzXRsAi+4TBknfaAb2XK463WhCIE0xBuzI29SCmEsR0Z5xFNguFxMKzTUZjmChcKbltUx/vuX34gjmI37y+h7tvWM19Tx9jrh6TaI3UAq0NuVJp+zJSxierEWgOTzf43w8fIuda3H396iv6M3AxQmttDC/PM041hyYRTNLLpO4955LqduzkcStu6bqTxIjsExWxd6LGkZnGYoIFZirNzkNcP/mLSRf6tpqVOjmoT8xn/QnSCpMwpESl8gqJWXfim0nAuUOG1GkFB74Fa242+XnXvQ02vgJ23QeHHkwtGzDkIqhDZSStkNnHCd9PApXAkUfg2b8zwc4nq/o4OdOarE2CPWn8unSQijALptUphMkvbM6a1mLvJiitNq9TnwIxzbwh6llApGHZXesuC2LVwmkTrM997nPs3buXNWvWsGHDBvL5/KK/P/HEE+ds4zo4NR7eO8n/88VnGCn7ONKQKY0pnZubHp2G9oIURphuC3AtQZgYYaiXulwXPJuevMtg0bti7BNOByezWsg4FrHSi0xB865F3rGpBwldmRNtFgqexXBvjp6cS1/e5b13bGB9X/7UG3KOIITgPbdvIIgSvr5rnOlaaJzdMa0JSwikFEStgrXSNKOYih/x2Qf28OALk9y0vpc7t/Rx0/CVWcW82ODZ8oIMiZ3M9tNKPwZpGMAJuYYXAhqIFMw1IvaMV7l1U9/8H3vWmwt5Y8q0uE6mRdr0Krjpx2HnF2B6v2kHtkXoYgGZ1fMxOHaGtui9ZZaa+CYEujYBB78Lx56CnV+Era+F7e+Aq98Mhx+E6qhp5c3sN62y2jEIGvN6r1NCmtfd8zVDnG79yeV1S8VVpgpVPmoE/AKwuwypFAIa06aSlu0xlTevaEhZYcgI9R/9Y3jyf5vjeFaQ0L0Brn3TZUOsWjhtgvW2t72tcyK9CKC15qvPjPCprzzPWMVHCGM6qdDme9hSfWozw5NogSclOp1ICZVxBb97+yru2NzPpv7cRR0X8mJiJVYLfhhTD03sT8sUtBEqilmbZpxQbsZ4jlxks4CQrOnKcuNwN3du7ntRdE3DvTl+8hWbGSh6/J9HDzPXjLAtC60UQgpilVZFWCgkFjTCmEcOzLJnosZ9T4/wsvU9vOOla7l5fU/nc/MiIogVlrwwx18COUfSV3CYqIU0I+PeLtPWHRiy1aYgL8I4VaI0z49W2lVZAIqrjUll+ej8VOAJJEuY6tKb/6upAq19KTz/ZTj4IIw+Df7cvDVDKx6nRbKsjJlYVArcTKrGTzMHpW3+1pyF2QMwtgOe+HMT+XLXh0wLL2qYwOWj34P934WRJyAop/5Wp0Js+qWNKTj4HaPJetUvLU2yhDCvG/1PQwCzfQv8w0JjJeEVzHa6BejbMr9s1xq45d/Ak39xem/I8bAysPYWeO09MHzbZUOsWjhtgnXPPfech83o4HRwZKbBXzx8gL957Gga2AtCzEedKG0q11Ya3aAxJ71YKYQQ5D2bLQM53nvHxo5L9wIcn8MIcGCyviKrhZxn04xCZhoRq7sy7WqVHynynmUqQ0KcE5uFc43h3hwf+IGtbOovcO8jB9kzXqPSVMjWVVIYUbMUprnculL6UcxENUErODLb4Lt7J7n7htW85/YNHRH8i4gLxWMUUI8UcSWklHVQOjLaT2UyLNvydT3vyNQiXOoCbaSUMFENmKgGDJVS13UhjGi6NmFac5UxQ3ri0FSkMt3wyl+GO35m/oLfuwnu/CBc/69gag/s+kc49n0jGg/rgDB5g4K0NRgZUTjS6JkE5ue4ZoiSTt3YVWIqRQe+DZN74Id+zRC6Q9+Fqd1QHzfPUafRhtMKvB7j2TXytBHU3/YzS7cLM12QKUJkG1IW+xii6EA+YypbYX1pS4u9/wSNlUwSSlMJS9KKntZGo+aWjK/VKz98XqYDLwasmGA1Gg1+6Zd+ib//+78niiJe+9rX8rnPfY7+/v7zuX0dHIfD03U+/bXn+daeCZq+arsh6/QMZsl0CES3MlTNXaUljBP7QMnjtdcM8WO3Dl/QdtTFiuMDl2fqAdP1kMmUaFX8kEozWSReV0AzVuRcy1gtaE0QK7ozDjONiNl6iGPPV6u0FvQWXDZfxEHVZgptNdvXlPhfDx7gvqdGqAcxApMXGauWLov2iHxr1qWYsUmUptyMuO/pYwRRwk++YnOHZL0I8NL36kJBAH6iEUHEmu4sri2Zq4fM1EOs1GcviFXbt0qkBOxCwbMltpQ0w+MGs3o2wu0/Z6bjRncYR3ghYOh60xLs23ziyoQw+qPSatM6rIzCkUdh/7fg8Hegnk7+KW3IVrbXTOslkWn3Rc20Ypa2F3Vq+aCUOTjlI/CVXzatuyQwz4+a5nmOCxErnNrTUDlmLgaRb6pu2T545S+eWCFqtf38OVN9szOpZ5aC2qjxD+teb57XXr02+/3g5zBmq6eCSK0i0taptKG0Fq59M1z/jktyOnClWDHB+tjHPsaf/dmf8Z73vIdMJsP/+T//hw984AN8/vOfP5/b10EKrTVPHJrhM/fv5umjc4TxfJiqlZbkFYAC25q/S4yBrCPZtqrIrRt6uLsT2nsCqTo4VWPXWJU40fQWHMLITFpO1ULCJMFOE9xPZbWQaEXGNReVi7VadSqs78vzG2++DjR8eceocfKXglhpbEuk3l3mHCsESGlG4mMFjiUoN2IeeG6cnGvxkddfjZQrG8Pv4NzAjxLUBezFCQFSQxhpqs2IgbxDISXcq7oyZGzJ3sk69SBG6QtLrgTQlXXoK7hkXevEJ/RsNNqfrWOmLefkDLlZyfdTCNMm6/oR2P42Y7nw5F8YDVVjFupjqcFnq/UogGSBl9bCA9EyAsWYjkZ18LrMvy2LVjtjQp/1qcYLwFTKGoaQqcAQtyf+zLT4tr9t8VPtrCE8cTjfJpWueU2lzKRkY8a0LPu2wMwB2PUleOqvoHLk1McJTBUs9g3JLF5eIvZTYcUE6wtf+AL/83/+T971rncB8N73vpeXv/zlJEmCZS3x4e3gnOHITIN7HznIfU+NMFEJWBgNKjBEqqV70KTRVMI8NljK8DOv3Mzd169iqJS5qC/uFwILrRWeG60Qxcqcv6RgdZfH3sk6YazY2JfDtSWRUvhJwup8pi1eP5nVQs2P6S05bBsqXLTVqlNBSslPvmIT+yZr7DxWoZCxkIExiQy0uYALDLlK0tRuKSQaTawU0/WAv37sCHONiH/1suGOAP4CYrYRrUjrtJLL9EqQLFjJVD2i4sc4lsSxBeMVn4JnIwQMFFzqkTHZTRJ93n26wOyf51hsX9vFYNFb+kmtqtTZQAjjb1UchAPfMXYMh6pGZyU9c0K2vdQwNOSUtgZJMB+dI+20RZjaQ6iVVLBEGs2TBkFrYQxGv/FbJnJmYUiyICVZjnl+EhqbB7SxaLAs8/jR7xkS9uBnjYFpdYyVfYLSUOrSKtj8A1cMsWphxQTryJEjvPKVr2z/ftttt2HbNiMjIwwPD5+XjevAEILP/dNuvr5rgkYYt7+aCz/aCytZcUqypIC13Vk++fYbuHPrwIXd6IsQLaG6aX1F1MIEz5KUMjYvTNTJOpJixkGmk3PT9TB1qLeYChOCSLXF6xeT1cL5wvq+PP/uB7fym19+jvGKCc8NY2WIPKDTYTWRDlIprTDuIMYApB4mfP25cfaMV/mh61bxphtWd1qGFwBaa5JErYhA2WKB5cE5gmMZg+JYaSp+TLlpzDfjxCKKE6QQuJ6FZ0HFT4jOY0VLYCp6G3pzF+Z72K6IvdbotJ79ezPJN/mcMeVsaTdWgmTBBGLLY0u6QCsUGvM3YaXEbeFcJ8bsFDCjCIF5vHwEvvmfoeu/z2ueoqbRYKHT9UhDrJLEECqdRvB8/y9A/U9DGluxPCuBmzPE6q5/f1mK2E+FFROsJElwXXfxwrZNHJ9fQ7srGVpr7n34IA/smqDux0ueNFsXuRZaUzwdcrW4FfjMsTIP7ZtiohpQzNjMNiJWd2WxLYnnGJPVqVrQJlXNMEEIgW0LbCloRAndOeeis1o4n7hjSz+/8ebr+O//spejsz71IKYexsTKtIWU0FhSoLVApAL4JA2Kyzo2OddELH1j1xhjc03edvPaTjXrQkCcml61ROfnOmVOCoFrS0QaDi8FVP2YZhoD5Urz90aYnNd2ocRMuwax4tsvTHH75r4L87lbqNPq2WAqWm4WDj+aCsVPo3aoE1DSKPV1YtqETgaiiFSQZf5bRLLSVmQbCw5yHMLE8/DE/4Yf+g2zrU4u9buSgATlGzKn9fw64xhmdqf756bWFCusXm3+IXj9PZetiP1UWDHB0lrzb//tv8Xz5kutvu/z/ve/f5EX1he+8IVzu4VXMJ48PMt9T49SSycFly39tx6XJrFqXc+VR66OnwAcmWvyyP4Z9k5UOTDdwA8TgkSxrisLAqp+E0GToVLG+D0J0SZVpGLcjC2phwk518KxrDaputisFs4n7tjSz5ruLF97bpydR+c4MFXn4HSdZmBO4o6cF8C3PNgc2yLv2SQamlHCbD1hrjHNoZkGd1+/iru29F92x+ligRDmhiBO9CkvgYkGJ2VY54rrxEpTD42IYbDgUPYTSlkHP0pIlBkI0VGC0qpd/TwfijHjmqBp+DH/8NQxbljbxQ/fcJatwNPF8RWtXf9o9Eu1kZWvQ0eAhyE/kSFDdgTNCm0iZTngdpu2YNhk+XczMRmF+78NLxsxGrJWG7JZpl3Faoncl3pndLjyN6x3M7z8g1csuYLTIFg/8RM/ccJj733ve8/pxnQwD601f/7QQSZrPomebwOerIolBay9AshVi0w1gph6mFBphjw7Um1PAB6ebjBe8ZES0AKNpi/nMVduMl71GSplKHg2fqyo+BF5z6LcNHeEGduiHpgoob6iR3WqjmtLVnd7HJv1QXBJitfPBuv78vz0Kza1j/kj+6f5q0cP8cJEnVhplNaGaGmTVZm1LVxbUPbNHbAlJYMll4of8a3dk+ybqPPeO9ZfNpW+iwm9eZdCxiaIVtbCiZSp9nRlLLTSVMKzo1paa8JI4bkWCkEYJ/QXPDKOpOzHREGCUsrkCgqBY0EY61MSvOPPexbmnLdci1MDcTrwM10P+ZPvHGD7mtKF/8wdP3m45Qfgvg8aa4aVQsXgevOZhdKCwW2w7mWGvHStN2Tm8f9txOwng45g8nn45980mrH6BBx7Om0pnsOSYm4AXvpvzDZewVgxwfrTP/3T87kdHRyHJw/P8tDeaeL0M98q/i51PhFA1rW4dlWJj7x+G3dsufysM7TWjFd8Hj80y7PHKoxWmkxWAmaaRliedSxWd2cIQsVo2acZJhQykijRSCmYaYZtvVSLVIV1Rc2PWdOdpeYnNOOYwZJNxY8RApphwrqeLBnbYroe0pW12XQRWy2cTwgh2j5CmwYK3LWlj3u+9Bw7j5WphzFaaywJXRmH7pzDVD1ECgyRjRSzjYi5RozSmiOzDY7NNXjPbevZMnRpa9UuNgz35ljTnaXcCDmdyNg33rCaf/cDm/mJP/s++yYbZ/TaEiCtZEqMFxaYGz9bSroyDjZQCxMsYSwUwuTU7SZLgJ1mZCrMzzlHEsbK6L+XWU4BYaKxEs0LExX+5rEj/Mc3XP3ifdaEgKt/GG75Cfj+n5pw52Xl/gvP9tIYfWa6Id8Pa16ytFh85IkFpqcnQVSHPfebypW0Usf5FSy3YggTL3TtW644zdXxOG2j0Q7OP7TW/PmDB5iuL74LXY5c9Rdc3vnSdfz4bZdnVeDwdJ2/eewID+6d4uhckzjRCKEpeDauZRHECkcKDkzWiRKNa0v6iy7VIMaPE1aXMlSDNGsP0SZVzUhRaYZoDYWMRdaVNEJFV86m6DlkXYuBokdf3qW34J3X8OVLDRv6C3z8rdv53w8f5JEDMzTDmDhWeI5FM1IoBb15h3qYGBsHrfFsScGxmQwDHj0ww6HpBi9Z18XG/jTYerBzbM8WQ6UML9/Sz4HJOsGKnL/NeeXLz4xhSXjZ+h6OzTbxz0D9rjC5pgiBRJjBD1sSJJq8a+HHyrQLU1IVxEl74tkRnCB4bxErEGRdm15bUPYjwkSnZEtgCX1K09IEI6j/2s4x3nfnhhNzCS8khDAO6MeegKOPpVYMi56w4GcJwjYC8W2vNw/1rDdO9Et9RzLdxtx0KVPQRdCmEiYwzxVy3gD0XFSx7Axc/84rujXYwiVDsGZnZ/nQhz7EfffdB8Bb3/pWfu/3fo/u7u5ll9Fa8/GPf5w/+qM/YnZ2lttvv50/+IM/YPv27QDMzMzwsY99jAceeIAjR47Q39/Pj/zIj/CJT3yCrq6uC7FbS+Krz4zyT7snVvRRHyp6/MZbruOHb1h92V2YtNZ87dkx/uQ7+zkwZewTWhOSSaIpqwgpYgYKHkGi8KME25LUw5hSxiZrW9T8mCBS5Bybemg0VPXQXHgGCh5xrJiqBWRdi+1rS2wcMBf7Tf2GqHZyGJfH+r48P3HXJvoLHv+8a4Kjc00CP6Y75xApMzgQJgrbEjhSkHEkE7WAMFHkXBulNDuOldlxtMxXd45y3erSZatlu1AQQvBjtw7z6IEZnjw8u6IpQQ3U/Ji/ffwYG/tydOccJirhGV1qIwUCTTWICGKBtIxAe31PhrFKiK8M2Sp6FqMVvx3DtJTgPdHQ5VkgJIMFjw19OWp+xI6RCnGcICXYlsTVxlH+VNg7VeePvr2XX3/z9S/ud7l3E7z6l+Cbn4EjD6deWalDdMsxWqb2BuvvMu7uK/GT69uS+mf5oE9Gri2zvlZ8j5NdYOkAZ23iUVoL17zpzJe/jHDJEKx3v/vdHD16lPvvvx+An/3Zn+V973sfX/rSl5Zd5jOf+Qyf/exn+bM/+zO2bdvGb/3Wb/G6172O3bt3UywWGRkZYWRkhN/+7d/muuuu49ChQ7z//e9nZGSEv/3bv71Qu7YIh6fr/Ld/foF6cOoTRtaV/MZbruWNN665AFt2YXF4us5fP3qIv3viGHONCMsCiXGj91PzS4EgiBTNKCHj2FSaEQXXohlqgkjhOXJ+AtCRWFLQm3expLm7rjYjhnuzvHxrP9ev7epUp84Aw705fu7VW7h9Ux/37xzlewdmaIQxQgscSxAlAktIXNsCAZHSZNMpzUYYEym4ajBPECtmGiGPH5xm10iFt960pjNxeIZY35fnI6/fxi/+36cYLQcrWkYDfqzZM1En5wpsy7TkzuQyKzFVo1CBjSJONLvHakhpLDwytkWgNK4lsSXUg2RZMjfTSLBIyDoW+ybraDQ2AiUEjUjjo3BO4yPy5w8eZrwS8NOv3PLifr42vgLetha++UnY/VVjdIowFgm2a/yzejbAqz68MnIFJldwaLuJvEkWVqOOM/WxnQWGp8y/rhBm0vCMXMpapEzC+jvO3lvsMoHQetnZtIsGu3bt4rrrruORRx7h9ttvB+CRRx7hzjvv5Pnnn+fqq68+YRmtNWvWrOEXfuEX+JVf+RUAgiBgaGiIT3/60/zcz/3ckq/1+c9/nve+973U63Vse2X8s1Kp0NXVRblcplQqneFemm3+L/c/z58+dJDmKe7IJPCWG1fzuz9+82V3EXpk3xT/9YHdPDdaoRmqtoBfY0SxQkgERlsVx5qsa9FXcJmsBvTlXSp+TMaxKHo2jSjBlpIoUUgJPTmHoVKGUsYh51m89ca1V5SW6nxCa81Th+d4aP8UD+6dYrwS4EcJAwWPUtZhtOzjWAI/SoiUxhLG1HRzf4EoSRgt+/TkHGp+wmDJ60wcniX+6pFDfOIfn8OP1BkRJYvUuHiFz5dAb94mjE0Vy7ElQgiqQYxSGseSeLbESq0ctIZGGFH2k1Nun2sJtDbtQEsagbwfn3pScik40tjY3LKhhx+8eoCCZ1MNYjKOzQ1rS6zqyl6484HW8Nx98PhfwNx+QJiA5cHr4Ob3GCJ2OjjwHfjiB4yjPBznkSVNtUpIYyyKNvorr2QmFKOmae+FNVPZ0iskWsKaj/3J9cNPfh36l4gaukhxrq7fS+GSqGA9/PDDdHV1tckVwB133EFXVxcPPfTQkgTrwIEDjI2N8frXv779mOd5vPrVr+ahhx5almC1DvLJyFUQBATB/J1hpVI5k906AeMVn4cPTKNWYBTYk3f4iZdvvOyIwSP7pvi1f9jJkZkG8YL+hokC0ugYLEvh2bId4RUmCqU0rm30WMZWQTLbDOkreAwVXfZONAhjjUbQl/c6rajzACEEN2/o4ab13dy1uZ+/fuwIO47O0ZM3Bq5hYiJ1LCGxRPoeagjjhPGKT9WPWVXK0NXjUvUjHto7xfOj1U416wzxrtuGeWDXOI/unyZKj/3JzinHn3NS28kVI+dKHMsiShK6cy6VZkzOk/TbLo0gRqNJ9Px31o8VUbwy8hcmRjivMZ2tiDMjV2DamAdnmhyeafL3T44YEb4lcCxJV9bhts29/IfXXMWG/sIZvsJpQAgTX3PtW2BshzHyzPaYatSZxExteiW89mPwTx+D+hQoYzuD5ZnXsjOp/ipdt7TTycRU8K4Tk1sYNSFupn5YCythx/lsCWeexNk5eOV/vKTI1fnGJUGwxsbGGBwcPOHxwcFBxsbGll0GYGhoaNHjQ0NDHDp0aMllpqen+cQnPrEs+WrhU5/6FB//+MdXsumnhaOzTSqNCL2CgY5XbO3n5vU953wbXkwcnq7z2w/s4fBMA516KimMV07LQFVpINEkUptQdku2zQy7ck5a8RJkHSvV/kjGysEVZavwYqNFtPoKLp/7xl72jFVxbYHSmqLn0J11GCk3CRNFV9ah4kc0Y0XBs8m6NolSTNZC4kSzd8L4bnWqWacPKSXvf9Vmjkw3mKj4hIkiPIk/1lKPr7R61ZpkjhKNneZTqnSwoR4kRInGc2T7e601OFIQHbeOFslbblvOUh10wvogzWyNNX6cUA0Sxp4a4fGDs/zH11/NW25ae45e7RSQEtbcdG7WdeO/hsJq+NanYO5I6gpvp2QpBreUOrFrQ7iiumkNCse0J1HgZqB7GIZvhdI6qBw1odHNaZOJmISpZ1b6rmQHTDvzzg+cm324TPCiEqx77rnnlETlscceA1jyYqi1PuVF8vi/L7dMpVLhTW96E9dddx0f+9jHTrrOj370o3z4wx9etOy5jAtqDXgsdyKxBbzpxstL1K615m8eO8KesSpJGnDW2v+267RutQrN9zpRCseWFDM2nmNhSUlXTrYnAPsLLjnXZqgrc8XZKlwMWN+X50Ov2cq9jxxiuh5SyjrUgxjbFmml0aaUcRiZayI05D0bpRQHp+o0I8VwT5aevEvVj3ni0Cz7Jur84NUDnWnD08AdW/r5hddexf/41j6OzTaJkvi8GXtaQtBMTAU5ig3R8kMzfJKQZqYCRc82hqNKESYCkQbXt97O5UQrrZus5HzswALECo7MNvn0/bsYKHqXpu3N5ldA9+/D81+GkaegMmpaf37FxNcUtxotVm3SROgoZRznl7OC0BqOfh923QejT0FjDsK6IWhrb4JXfAT6t7you3wx4kUlWB/84Afb4dHLYePGjezYsYPx8fET/jY5OXlChaqFVatWAaaStXr1vOBuYmLihGWq1Sp33303hUKBL37xiziOc9Jt8jxvkaP9ucK6nizFjHPKu8aca9GTc0/xrEsL4xWfB/dN4cfxsmPXCkOywGTfSSHwLMlQKcPVQ8XOBOBFiPV9ed5358ZFAduNWtQeNtAaM/WZdekvuEzWAuph3NbJaWC6FjDTCNk1WuW50Qo3rC2xsT/PtqEiPTm38x6fAm+5aS03ruvi7548xvcPzPDcSIU5/9xHnM00IrKuhWtJGmFkiFaSECcKKU3GZxApKn5MpBR5x8Yi9bhS85VqUod3WJyw165gXwAoDROVgD/89n5u29SLPJN23YuN3k1w5wdNMHNYnydYY09DY8a0AUvrYNsPw+A1JggalraCEMJUs9a9zJC1ucPLP7eDNl5UgtXf309//6nvDu68807K5TKPPvoot912GwDf+973KJfL3HXXXUsus2nTJlatWsXXv/51br75ZgDCMORb3/oWn/70p9vPq1QqvOENb8DzPO677z4ymcw52LMzw1Apw/Y1JZ45Vl72LlMArn0JftlPgSMzDUbmmiSnmFxq2TT0FzK86qp+XnfdKjYP5Ml5ducie5FiuDfHup4sr942wP7JGjtHKhycrLFrrMpULSDnmPcuUZrJakDBcxgoZBBCMNcImKqHCCHoL7pEiaYRJNz39AhRrNjYn6e/4LGxP9/R1J0EG/oL/OJrtzFRDdg7XuFTX93FzpFT+SWdHrTWaK2p+cZI1JKCWqDQAjzL5A+ChkQRK40vEiItyNgSHau2qbLU80EtEvBSU1H0+YnVWQ6JhueOlXl2pMIN67ov4CufQ7Sc5Bdi0ysN6YoaJouwuGrlBEkIE7HTdflNrp8PXBIarGuvvZa7776bn/mZn+EP//APAWPT8OY3v3mRwP2aa67hU5/6FG9/+9sRQvALv/ALfPKTn+Sqq67iqquu4pOf/CS5XI53v/vdgKlcvf71r6fRaHDvvfdSqVTagvWBgQEsy7qg+ymE4NVXD/D5x48s68IsMXlf3mVGsmbqxpH9VCdQx4Kb1vfyK2/Yxi0bejuE6hJBywl+qJThjs19JoR7ssbOY2Ue3DvFZDUg79pkXIv1vTnTLtSKo7NNbClY050BBMdmG7wwWTVyEiCMjY7r+dEKo3NNXrVtoFPVWgYL34M/6Mnx7//qcZ4drZ2TlpvATPdpDVlHEipTrXIsCVqlpqImNilSGjcVlaMVCsG6bpc5P6HajNq6SwnYtsSR4GVs/ChBJproArEsAVSDmANT9UuXYC2FpUhXB+cFlwTBAvjLv/xLPvShD7WnAt/61rfy+7//+4ues3v3bsrlcvv3X/7lX6bZbPLzP//zbaPRBx54gGKxCMDjjz/O9773PQC2bt26aF0HDhxg48aN53GPlkZ31sGxLMLjGJbAjE1jGVM+PzoTr5KLF1pr4lQAezL92Y1ru/ntf3XjZelYf6XgeLL1sg293LfjGDO1ECkFdmrlMFULiJVmY18OKSTNKKYaxAjhsLYnS5BG8GgNvTmXhw9M89SROTb158k4VqeqdRJs6C/wq2++nv/8j8/x7EjlnJAsKSQC+NFb11ELEr63f5qxsk9T6ZSAGfNZK+W8tSBGpuHUfqx54/ZBIqV55liFmh8TJ5pmnOBZkoGShx8lzNZCZprnvr25HJTWl925toMLh0uGYPX29nLvvfee9DnHW3oJIbjnnnu45557lnz+D/zAD5ywzIuNuWaMbUkcmSwaq25N1NmAlIK5C3iSuWDQ+pRTQq/a1t8hV5cRWhOH/UWPh/ZNcf/OMY7ONOgvmIgijaYr66K1ZrpmoqP6Cy4C46VUDSKmagEHp+sEaURPX97DsSW7RivsHa91hPHL4PbNffzej9/Mr/zdDh47MHuCvaS1QkG5xNwUBbHC1/Avuyf57I++hB++YTVf2THCl54eZaYRGDJlpdYciW5H4bi2JE40zxyr8vG3becj3VmOzjbRWjPXjNgzXmWiEtCMYsbmmuw4en40ZEvBtSUb+zoEvYMzwyVDsK4UdGdttFZoPT+2vBBKgdaK7uzl9dYJIbBtSRye3Bdn/2R9RdOjHVxaGO7N8aM9w2wbLHLfjmM0g4T+okfjaEItiPAjhWuZiVHXNq37MFbYUnBsrkkjTFjdnWGmHqK0JooVc42QfRP1tjB+00ChU9E6Dhv6C3z6nTfywb96gudGTeu1dZez0qpW2w88bdvuHKnwy3+3g4+8/hr+nzddx5bBAr/79ReYa4Qopc2NYjqYFisQaU7ORDXg/p1jfPSN1y7KC3zttUNMVAOaYULGkTxxaIZPfuV5Rsv+eZ0o1MDa7lznhq6DM8blJeS5DJBxLLQ2UyxCGF2DLc2/Ip2i0do873JCb95YKrSwHH165tgc4xX/wmxUBxcUrWrWT758M7ds7CVJR8amqiGrih43DndR8ByiRKG1puJH5FybehDTlXVSawBJI0h48sgs45WA/qJr/BUtyfOjFb7wxFGePDzLwak64wuy8K5kbOgv8PM/eBUDRQ9LtEx9Tx/GqgESpdk1VuP3/nkPR2Ya/Nit63nHS9dRzDlY0sRdJRojfreNcMuSgkRrHtw7xZOHZxett9VS3tifZ1VXljfeuJZfufsaNvblTism53Th2ZLXXDPIUOnFG3zq4NLG5VUGuQxg+v3CGO0q45mrU7IldMuAV1x2uoDh3hyDRY/ZetieIloKB6ebfO6f9vIzr9rUmRy8TNGaOmwJ4b/5/ARRoujJufTkHY7ONHEsQd61WdudZddYBVsKpushq0oeY1VT0RooemgN0/UA15J4HZ3Wsrj7+lUcnK7zd48f4eB0g2SBF9/pUFCVVrGaQcxTR+b4X9/dz2+8ZTvvunWYp4/MsvNYGUsIMyWooeZHRncpEjKOxbHZJv/la7v54A9uZetQcdnvd8t64r994wW+tXuS6Xp0wnPOFK39vmqowI/dOtw5v3RwxugQrIsMc80YKQWWwLgct/xg0hOXIy5PDdZQKcMtwz3sm6wRxsuf0hMNn3/8MM8cnWHTYJGN/Xnu2NTLlsHlT8YdXHpYKIRf15Pj4f3THJyq46bO/ZYQXDVUoJBxUArGKj5dGYfBUoZdo1W6so4JA4+TdlXrhcnqCTqtzvShgRCCN9+4Bj9K+NvHjzJZDbCE0Urp06hotb65CqiHir9/aoRCxuHHbl3Pe+/YyG9+aSdTKRkytg7z3lZJkiAlPHV4ll/+ux28bGMvL9/avywB3tBf4L/+65t48vAsv/P1PXx37/Q5sXEQGJ3fR+++ptMe7OCs0CFYFxlaGiylTGtwoepb68tbg/WOl67lgV1jTFTDdotQMB+R0UKsYO9UncOzTb7zguTvnzjGtauL3DjczdVDJbZ0fLEuKyysaDXDhNl6yJ6JKoemG8zUAzKOJIrhJcPdAMRK4VhOu424sKq1UKdV8Owlpw839OWuSBPT4d4c/+qlw8zWQv72yWM0wzOvkrduCOt+zNeeHSeIFe+5bZirhkrMHJgGrWndR8k0Li9OY+8yjqARxDx9eJYkUYzONXjHLcNLkiwhBLds6OXPf/I2PvAXj/NPuyZOEOufLrqyDr/+pmu5Y+vAWa6pgysdl9dV+jJAxrEQwrgey/ScnqR3eu2JwstQgwVw8/oebt3Yy1efMTmSUqY5pBi9BnqebyZKk0hT0ZtthDx8YJrHD89iW5J1XVnW9+XYOljkzi19naDgywCtihbAxv48N63vXkS4vv3CBLONkLxnI4VoC+NzjrWoqtXSaTmWZLYe8tTRuUVVrXoQLzIx7cu79OY9rl9TuiImEYd7c9zztu2UmyH3PzuO0ppkwTTzSrMAW8+JNRybbfDN5ycYmfPxbEHWsQniGKcde6XbMToAYaxxPMFENWDH0TlGyj5hovnI67Yt66gupeRX33wd1SBmx9Ey9TA5o2qWAG5Z38WbX9Ix0uzg7NEhWBcZgliRtS3iRJkT/4K/tSYLY605MtPgxuHLK+xZCMHbb17HQ3unqAcx0hJEqXUDLR0aabtCg2tJmpFCSo0faSwEltAcnK4zWvZ55miFbz4/bkKet/ZfERfIKwXHE67+osfD+6c5MGncyaeqIVsH8mweLKYeawpb2qlOK0MhY/HE4blFVa3ZRsjB6Toq9WObq0dU/YgH907z1Z2jXLuqyMb+wmVPtqSUvPWmdTxyYKat/6z6EY1o+aDo5dAyg22ECc+OlLEE5D0LtMaPFYlSaQ6h+e5GytxQtg7rTD2iGiQcmWlQD2J+8uWblm3bre/L8x9eu40//vY+Hj80S7kZI2DFFS2BEek/eaTMb37pOX7yFcu/VgcdrAQdgnWRQQhBd87FjxKaWiEE7UqWxlR1lNI8vG+aN9645rI7wb/mmgFuWt/N9/bPYFsCrUyOWZTeRutU7G9JQawUiTKWDQKNRhAlmkRrPAG2ZUa//+GpER7aN8X2NV3cONzdETVfhlhOGO9YglixSKe1eaBALUiYroULqlrzdg+DpQxzjZDdE1UGCh5rujOMVwJ2HCuz42iZr+4c5brVpcv6s7R5IM9wb47xik89UNhSkncMKVJ6ZVWsFmJtskbznoVAIAQUszZxPQIktjQ3lrFqZQ4KmpEi1hoLcNHUAsX9O8c4Ntvkp1+5mds39y35Wrdv7mN1V4b/9eABvvz0CEGk8OPFnoLLQZMK74OIL+8YZd9kjX/3g1svzbDnDi4KdGwaLjKs68nSU3BIlMazjZmiEAtPDuYE9dxo5bK0K5BS8nOv2sKqLhON4jkWWUdiSzN5JIVASnAcY04opSBRpu0TJglKaxxL4kjBeDUk0hrXFkghmGmEPH5wmv/13QM8eXi2M6J/maFV1bpzSz/vu3Mj167potyM2jotz5K8ZLib3rxLFKu0qiVOsHsAKDcjE8OTc1DaVHBm6hF9BRfPlsw0Qp4bKfMXDx/i4b1Tl53lQ86zuXqoSMaxsCUMljKs78uxquSxUJ2w0gtIoqERmEnBZpQQxoqca6EwCQ4ApLY0AogX9CUlgowtEMC+yRp/8p39HJ6uL/ta6/vy/Mabr+PHblvPpoEcXVmHrCspedZJKwqtaleioB5GPH20zK//w04e3ju5wr3soIPF6FSwLjIMlTJs6Svw1JEyjiUJVWo6qlPLBmXK54dmGjxxaJY33pg95TovNdyxpZ9ffO02/se/7OPwbJNmZNqEEtMW1IAtJCEJjoBQmQpErEwchxQQJKb9UHTd9HHB3okaPTmHmp9wcLrO3dev4q4t/ZdlBeJKx1LC+JZOy7UlUopFVa2W3YNjSYJIUW5GZB0LSwomq4GpijoS27LIODbTNSOUH5n1eW60wvVrivQVMpdN+3Cw6LFxoMDjh+cYKHnUg4RyMyJWmpxjgU5ItCFESsFJBn/biDXM1gO0htl6RN6T5ByLIE6Qqf+WxLQIpRDGfFgKmolCaIh1jNaw81iFv370ML909zXLHmMpJe+6dT2OFHxz9yTH5poUHIkloBErgvjE1IjWz4mGINZIoTg80+A37nuWT7zt+k4lq4PTRqeCdZFBCMGdW/vIOxaRUsSxnjf+S88AKoFyM+ZrO8cuq7vmhXjLTWv5H++9hX91y1rW92bpL3oUPIkl0zDZJEGmXveWNOOWUoBGG/KVBs2ayUvFdC2g6sd4tsXanix+lPDQ3qlONesyxkKDyps39PCOW4a5ZnVpyapWf9HDlpIoUcRJgh8llDI2QkPNj3EtiSVEuzU9Wm62jUzDSLFnosaXnh7hvzywm9/75xf4/ONHOTxtzEwvRVNTIQTXrymRcy0cy3zTPMeiJ2dTzDr05p100EZQ8GxyK3T8DBVE2pCocjOhERrSJKRAIFKXd1OlFwLiRJMkqu3OXw9jZpsh//DUCF97duykrzXcm+OdLx3m7utXUfRs5oIYJQQ5xzrlhU9pCCIjQTg0Xef//couDk3VVrSPHXTQgtCX0rf+IkWlUqGrq4tyuUypVDrr9Y2Vm3zgLx9n17FyOwpCtaJz0nwwraHoST71jht500vWnvVrXqzQWvPU4bn2KP2ukTL10FSnlNJYUiKEJk5MxkfGlRQ9U2EoZGxcS7TvrjO2xeaBAolSHJxu0JN1Us2N16lmXSHQWp9Q1So3Y4ZKGXaNVTg600SjmaqFbOzL4VqSfZM1NNCVdVnfm2X/VJ3ZesT2tSWU0uwZr9JX8BgqepSbET15l5xjUfFjBosenmPh2fKSs38Yr/h87p/2sONYOQ3iNpUdgIwjCaOEmUaEJQUZWzJ7Bt58EqMx9RyJZ1sopc2NZWKq0jqN1IkSlSZbSLRSCCHYvqbE7/zYzacUomutuX/nGPc+cpB9kw2COKYRxkTxyv29BHDd6iL//T23sKG/cNr72cHFi3N9/V6ITovwIsRQKcP2VV3sGqliCTO5I9JR5iS1VpZALVB85mu76St4l235uhWf0hrL3zdR5ZEDMxycrHFwusFE1UdpiWcZ/yMLQaQ0wiRwYEkLlRh3/Lxno5Ti4FSdZqQY7snSk3ep+jFPHJpl30S9Ewx8mWO56cOFJqaOZbGpP4cfmYt6ECtyrs1AwSOIFLP1kJ6cS8aW7J+qkygYKHpkHBsQTNdCKhJmGhG2JbhjUx9jZX+R/UN/wbvoXeRbbcIdxyqs680xWfWR6RSgLQVlIegT0IwUGdcimyjCSJ1WPqAijeYJFVor+vIefixpRonRRClNmLYIpRDEiSFXQsPz4zX++Nv7+c0fuf6k31UhBD98w2q2rynxN48d4RvPj3N0pkEi1CL7m5NBA8+OVvngXz3Br715+7Ii+w46WIhOBesc4Hww4H/cMcKv/f1OGkHc9n0CQxpsCxxLEiUaxxJcv7aLz7zzxivmzqpVhWgEMfsn6zw/XmHfRI1D03VGyj5osG2JIyV9eZejcw1KWZfhnixTtYDxis9QKcOG3jwa49PTW3AZLweUsk4nGPgKw/FVrT0TVZ45Wua50QpRekdjSUPMJioB0/WAqwaL2FKwc6RMT85ly0ABIQSJVuwarVLMGKNbP1Jct6rEC5NV6kFMrDRru7Ncu7rEeMWnK+tc1C7yD++b4jP3P0+5GZMoTSlrkySaWhhjS8maLo/Rsk9PzqURxhyaaRh7mdPMM2ztccaRCDTNBZYQgnnxu0zbh7ZlJoZ7cx6//+6beOnGlREerXXq/P4CTx2eJYgTwtPYUAu4cV2JX3/Ldm5e33NRvVcdnBnOZwWrQ7DOAc7HGzRWbvL+v3icPRNVVGLuCjVgSyP8NBEWhmC5tsVNwz186Ie2XpFf+uUI14GpOn6kCGPFmp4sthTsGa+Sc2029uXJezazjYCD0w0GCh6lrE2UaG4a7qYexHTnHN5+87oOybrC0Po87Z+ssXOkwsHJGrvGqsSJZqDoUfEjihmb2XrUJlvFTGv6MGTvZI2tAwWKGYepekDBtakFMQNFUwFrRgl3bu4jThQPH5jGteSibMQ7NvXiORbNMHnRSdd4xefTX93FU0fLaK1JlMaPDCPJOBJbGn3W1sE8WweL3L9zjEMzdeIzSYvGVOYLnkWYKPzjlPOOBMsypWkpJYmJteClG3r54Gu2snnA3GD6kSLrWgwUXCZr4ZLH8YlDM/zqF3cyWm4SRAnNlaj0F2BtV4YfunaQ2zb2sL4vTxCbytq6nixDpcwVdw6+lNEhWBc5zscbpLXmt7+2m//z6GGaUYxGmOgcaBuQtloaIHAto/G4+4bVvOmG1Vc0KVh0gTxW5sG9U0xWA/KuzXQzZGNvnmLGQWnFsyMVALavKQGC6XrA7Zt6cSzJ3oka16wq8VOv2Lisg3QHlzeOJ1vTVZ9nR6uUGxFrerLM1EP68i6ebaG15vBMg0oQcd2qElGiKTdDNNCTM89RWjNdD7h2VYmD03XmGhGOJXnF1n4cW/LCeJVyM1qk3Wq1EhdORV4o4qW15n98ax9ffnqE3rzLyFyTRJk2oSVgphkhMfq0j959NVnP5rMP7OHJIzM0Q31aVawWLAEZ25gIH7+8a5kbTIQhY1GiyboWQ8UsPXmHrGvRX/TwLIkfKzK2xHMsXEvQW0gd+QcK9OcdPvHlXXzp6RHqUYxSmtNNBpKYSppnS/KuTd6zGSh6vHRDDz9263DHpPQSQYdgXeQ4X2/Q4ek6H/n80+w8VkZp4/UUpeJuMyGnsYTxiip4FqWcS86RXLe6i7fdvLYTEcO8SP6+HceYqYWMVwK6ciYIeKoWMFkL2NiXoyfn4UcJs42Q3rxLIzQTTrHSvPGG1dy9fdUVTVo7WEy2vvn8BGGimKgGzNSNYWnVj7GkIIgVvTmHih9T9GyqQUR/IYMUwhgIRzE516bcNL5aM/WQOzb1IYXgicMzjJb9tJLVhx8rxspNhBCmetaMCGK1iHid78/lk4dm+eRXnmOiGgJQytr4oWK2GaI0ZG1JmChu29TLr9x9DQD/71ef57t7J/EjhUo0pyt/t9OYrKU4j2sJHEsSK4UUwkx7pufBgYKHY4l2G7O/4HHVYJHRSpOjM01sS7C+J4dtS+YaAd/bP0MtMK9yphdCgamuea6FZxlrj6uGivz712ztaLUuAZxPgtW5Lb+Isb4vz0det4213RlEOkUoMXd3ZoxZ4DoWGdtCCuN2PloOeGjfNJ/75xf4v98/wpGZxou9Gy8qWiL5n3z5Zu7a2k/WtTg606AZxvTlXfoLLl1ZF601k1WfSjNirhGScy2GShkcKXl+tHLZGkp2sHIcb2R63ZouenMuYawYnfPpzjq8bEMP/QWXwzMNso7FpoE8jmURJaodPr3Q1LSVjWhbgn1TNTN80ZujHiQ0wqQdSP3EoRm+s2eSrqzDxr483TmX50crfOGJozx5ePa8WkHctL6b2zb1ESuNlMaEdbpuyFZfzsGxBaWszQsTNf7wW/sB+JlXbmbzQAHXMpOAp4uWz+hSF6gw0fhRglKQd620ui9wpKA37zBRDZhuhGwdzFMLYh7aP8VsPWRNdwalNc+OVnjy8CzPjVRx0i7A2Rw1jQmgj2KFlZql7puo8iff2XdSQ9QOLn90pggvctyxpZ9PvO16fuO+Zxkr+1iWaQcGsdFfeZYEoY1eQRhDzcGSS8WP+NbuSfZN1HnvHeuv+HL1cG+OH+0ZZttgkft2HKMZJPQXPRpHE2pBRDNKaERp66WUQWCqDUJAPYx5YbzGc6OVjgC+A2DeyPTV2wba7cOZWkDFj+nNucQ9iq6sQ0/OpSfvcHSmiWMJ8q7dNjW1pWhnIwLt6B7HktSC2JAyNPun61jSpBnoNCaqRbxa9iUtDdf5sIIQQvCKq/p5aP80aGUqPhkouDbVMCaKFZ5t0Qgjvn9ohuAbin//g1t40w2r+Ws/Zq4RUm5EKzIjbSEdlsZJjUyPR5Lm2viRwrY0XVmPMFbM1EzItxTGKzCMFZVGxPqeHJ5tESeauh/RlXOYDCMcKenJ2kw34rMiWWDalXPNkKxjY1uS/VMNvvbcOD/9ik1XfCfhSkWHYF0CuHPrAJ942/X8zj/t4YXxmnEtl4YMOJaxJXBsSc61zSRUI2KuEaO05uhsk5lGyIdes/WKJ1mtatZSwcBrerIkCvryLgLRrmg1QuMy3V90iRKNbZmK1li52RHAX+FoVbSGShnu2Ny3SB8VRImxE1lg/2AJwVVDBQoZ54RsxDgxgdSO5RDGJvvPsSRVP2a6FtJXcNukC2C2HvLU0Tmjx1TQl/eoB/F5s4LYPFBg++oSI+UmU/UaUggaUUKUKFxbkrFNpmAx4/DM0Tn+6NsHePONq1hVcjkyXT8t64aFiBXY4kSn+JYLezNKEIkgmG0CMFMPCRKFBII0g9C1JEkaLu3HCmEJqkGMLWRK3gQZR7a1rWcCBanbPARJgh8naGDn0TkmqkHbGqSDKwsdgnWJ4I4t/XymK8NnvraH50cryFCQdSzynplQyrkWtcDcscVa49mSgUKGSCmePVbmD765l3fdtr6jy2LpYOCpWsC0NuP4fpRQ9sNFFS2tYboe4FhGC7N3osb9O8c6AvgOgMX+Wi0M9+ZOsH84NN1ou8hHMe1sxIofmTzNOKHix6wqZShmbGbqIbFSaC3bpEuj2TdVoxEmrO7OMFMPmW2EHJyuo5SxNwhjU0F7frTC6FzzrK0gBoseNw5304wShooepYzNRDU0wc2ezWwzAmCuGVIPYlPJShTrerI8tG/2lNWh42NrWtAYnywbo8da+DwpjSA+Vpog0ViWuTFCQ6w15WZEokAKzb4JyUDBS9t4gjgxIfFaG0sJKQRZV9KI0lD50zo685AL9saPYg5M1WkEp2/A2sHlgQ7BuoSwob/Ar9x9NX/xyCEePzRLnGj68g7VIDYBqonCtowWoZR10FozWw+p+BGPH5pjvOJz15Z+bljbdcWbaS6sPqzryXH/zjEOTDeYqARkXYvurLuoohXECXGi2TVabQvg90/VQdARwHewJI43NW2Z5S6VjZhzLfKexcGpOqu7smxOfbUc20T0zDZChntyFDN2u6o1r+ESHJtrpqkEGWOG2ojQmiXbiGdiBSGE4M7Nfewdr/LCeK1dDXKlZLYZ0QwTcq6FhYmiKWYcnj6cCsiXY08LYAPaDAcSHffctMiEa5knJSmJdCxJtMAPwhIAOiVVJrdVp+bMI+Umk1UfBXRlHIQ05KoVsQUm49WRAqX0abUzW2hpsZQ2IeJSwGwjpNYhWFcsOgTrEsP6vjz/5s6N9OVdvvH8BCNlnzjW5DOSKBFYQuLaFgXP5shsk0aU4NkWvXmHw7NNxp88xv3PjnHd6hI3Dnd3tESYSsNPvWIjCNg9WmHLQIEoUXzv4Ex7WnNhu7A751LM2ExUAnaPVmiGcadd2MEpcTIX+YlqsEi75ViGSAhMbl+sNJv68wghiGJFrBS2tJlOJxhbonmBwLUl1SBiqhZwcLq+qI3o2JLHDszwT8+Nn2AFcSrSNdyb4713bGCmEfHM0TnqQWSCn4Gca9GdddqVrNlGwEwtpOKnWYPMm4mSBjsvRAQ4mAnFWhgTxgsqVRiDZa0FmTQc2pLm+Bi7GmM6qjHkSGuQVssr0IjOo1gTpGtshoEhY4KUDNqEviJKwLMliYI4Ok3PhgXQadZios12+Wexrg4ubXQI1iWI4d4cP/fqLdy+qY+H9k/x4N4pxismpb4n79Bf9JiuhwRxgi2MIeBcwxjurR3IECvNTCPk8YPT7Bqp8Nab1lzxrUMpJXdvX0UzjJmsBeQ9GynEsgL4ZhRjSdreQA/tm+JHe4av6GPYwelhYat6Ke3WRDXAsyWv3NrPZC1oV7ukFIs0XC3RvGOZBpXRcM1XtVptxFZg8kw9YLTst2N8/FitmHQN9+b40Gu28off2s/3D81QzDjMNUMsRLuS5VqCegRhYqJoYHEBa7lBx0jDbCPGcwRdnqQSJCjmBe+gERhpRF/epRzENIMYx5IkKsYSGiUEtmVafrbQJNqI5Be9PqmmS0MjSrAsaVp7er76ZcNpW0uAWVYKE15tdHWdieMrGR2CdYliYUbfXZv7+evHjrDj6Bw9eQcpBHONEKUg61ogwE+0Sb33HPwoZu9EjZ6cQ81PODBV67QOMRe8t9+87pQC+HoQsX+qjpVGpWgtGK8EbBsscvOGnhd5Lzq4lHAq7VarknR0ttmudgVxskjD5dgSe0IawbklqfjRoqrWQiuIFyZOtIJIlD5t0vXOl65luh7ywniFehiTd82lxE0rb83IbEsgVLtatTD6ZinaITHtwGakiUiwhBG4t6Js4gSUnVDyXGJtWn15xzKidikpupK5NHBaAiGaCI1Shiy1zmgLtyNW0AhjerIunqNRWqdDCRGV4NSSd4GJzxHCbLvWptXZanmqVA/bwZWJDsG6xNEiWn0Fl899Yy97xqrYVkwYawYKLqWsw8hcE6Fphx2PlX2qqZDWzVuLWofXriqysb9gHI+vQLJ1KgH8bCNg/6Txttk8kKcr6+LHCYem6tz7yCEQXPHVwA7ODsuRroXVroUarqFS5oytIMIk4eB044xIVzFjk3Es6oEhgrEf0Yw1fpzgWennfwkmdfxDVupDtbCyFbeeuOAxDdQDRd7TeALWlDKMVHwSpektutSCCIRp80WJRsVg2YIoNCtpETtXptOJlvldCM2/uXM9t27qw7MlQaz49u4Jfu9f9p/yvco6ECtDKuWCPmiYmPOFFMZ4toMrEx2CdZlgfV+eD71mK/c+cohjc00Egr6Cgx8p6mFMKWtMNafqIc1YUfDMWz9R9dutw1qQsONYmR1Hy3x15+gVS7aWE8CPV3zKzQjXNtlxBc+hEcaMlE0r5pljZT73zy9w9/WruGtLf0eT1cE5xck0XGdqBRHE6qxIV3/B5SvPjHFwqkGsjdbLsSSR0vOq9ZN0yay0pebZJtpmOS5ip7otBTiWoCvnUvZjhnuzhJGm6kdEiRGqa03qISaQ2gjiU328+RdTcUqU8dmKYnjqaJn3/8DW9kTwzcNd/M3jR9vu9UuhJ2ujVEKYtBqYpjUJINAdQ+IOOgTrcsL6vjzvu3MjD+2b4v6dYxybbVLMOhQzDqtKHraUVJtRWs2yqPhRm2wJIaj6Ec1IcdVgnnIzXkS2rlRR/EIB/FOHZ5HC5MplHJtGGHNouk7Fj+jLe6zuMiT1yUOzjFf8jvC9g/OKpapap2sF4aWRM2dKugqew9ruDOVmhIo1jg0Zx6LixySJEXc7EqKTFHEsaQjPyYjYwqm+ME74qbs2sGeyzlQ1oBrEuLYg79nUg4iJWpAmXYBrWfhR3Pap0ilREwvWqzQ8un+G3/zyc7xh+yo2D5ibyQ+8egv/5YHdNELVdpRvFdVcC9b3ZXlutDrvOq9BC40lTdqG0p0W4ZWODsG6zHC8Y3kjSOjJOcw2IpSK29WsUmZh69CQrURrPEcSK72IbAWxYqYR8txImb3jNX7w6oErqqLVEsCPzDY5ONWgKwuJVoyUm6nexWV1V5asa1GPEkpZh0PTjY5PVgfnHWdrBWFb4qxJF0Jw47oudo0aPVaYKLQy2ish5iO+luJYKp0ObAQKtcJTyXg14m++f4zr15ZQGkqeww1piLNnS8YrAbtGy3z1mTHKfohIX1uScjhNe6xRa1Mdi5Tm/p1jPHVkjs39ebYOFblzUx+/9Lpt/OlDBxmt+MTJ/KIAz41WaQ0IClJxuzBVrDjNi3XTY9fBlYkOwboMcbxj+Y4jc4xXAsphRM6xGSx6AIvI1mjZx7XMXddcY55s2ZZFxrGZrpkppJFZvx0Zs7E/f85jOS5WDPfmeOtNazg4Xafqx8w0lAnrzXus7sqS92xmGwFT1YAdqkycaPaMV5mph7x++1BHl9XBBcHpWkFkzyHpWt+bY6oWUvVDpCUQqbpdAXYqfj9e8K6BIG2xidPoqD16cJr1vVm2r+lidK7Jt16Y4p92TbCxP49rSZpRwpbBAnsnqkRxSJIGR7cyXXVaihICbEumrUXNTD2k3Ix45liZ+58Z5ca1Xdy4psRcI6KeVuTUguUXoqUjaxFKx5Z0593O9/4KRodgXcY4IS/tWJkH904xWQ0WtQ5dS5IoRQzkXRs/Stpky5KCWClGy03CRLUjYxpBct5iOS5W3DTczd3Xr+LJQ7NmOhNYXcpgSWkmCyfruLa5a22GIVO1kK8/N87jh2Z4zbVDvOmG1Zftseng4sRKrCDOFekqZByuXlXk0QMz1GYabULjtIysMOcTpeY1S2eKINY8dnCGVV0Z9kxU2w72c/WIZhQzXQ/pK3i8YusA3z80w6Hp5nGWD/PeXLFSIASzDYVjGa+7YsZmZLbJzmMV014krVClG56o+eocGELVrtYJQcmzUJjw6XU92bPY0w4uZXQI1mWO4/PSXrah94TWoRAQxIqca9OddRgJY5JE05V18WzB/imfRMFA0SNjWxybbfDCZJU0laIdy7FrtHJZtxCFENy1pZ/xis/IXBNHSsJEQaKMqzuGcE3UAuOb5Vhs6s8x14z47p5JgijmHbcMd0hWBxcUK7GCOFeka/uaLrKuxf07x5msNIlU2h4UYpHwW4p5bZbSi8OdT6bXWoj9k3W+vGOUnGszWPIAzYGpOqWMw9bBAsdmm+xMcwClEByYbrT1VwITtZNGO5IoE9YcJSZDsBosNgfVsChPsdVqbDf/BW0fMscykUZhorl+TVcnh/AKRodgXUFYrnVYDxJ68y6WFNi2aJOtgYJnYjfqoWkD2hZ+nFANYoRwWNuTbcdyzNUj5hoh+ybq7RbipoHCZVfRanllPbTPmLsenWlQzDpYUrBpIE/Vj9sGr6WsQ861kVJQbkbsHuvkF3ZwceB8kS4hBAPFDFv6czgSxquBWXnaHmxpmDTzmqzsgqBllRp9rsSfM9bwwniNUtZmqmZMWcvNiKFSBiEEQaKo+DHDfVn8WFHIWAShMmQpfQHHMoagYaJXkuhzAlrarvbv2rjHCyFZ0+XwwzesvqxuMjs4PXQI1hWIE1qHIxUOTtbYNVZluha1yZaUMFEJsOT8yXi6ZsaW+wtuO5Zjsurz9LFZQLRbiLYlL9uK1vGDBOPlgDg1eVxo8DpQ8GhGCRNVn8mqCcEdrfid/MIOLkqcC9LVjvcBegoe63pzHJxqMNMIiVXS1llZ0lS0LCnQGI2WFmb6LogVwQrDABVQDxOCWKG1JlZwdKaBAPwwwbEEzUBRDxIGCxkmawFKGa8ui8XC+zNtWSrAFeBZpqLdk7NZ15PlVVcPctNw9xmutYPLAZcMwZqdneVDH/oQ9913HwBvfetb+b3f+z26u7uXXUZrzcc//nH+6I/+iNnZWW6//Xb+4A/+gO3bty/53De+8Y3cf//9fPGLX+RHfuRHztOeXBw4vnXYMtZcSLZG53wGip45+aGZrAW4lqSYsXFto0EKFlW0MmgN03VzQr6cK1oLq4H37xzjKztHmagEbYPXgWIGIeDwTCPNg5QMlTymqiHfPzDDZCXgvXesZ31f/sXelQ46WBZnQroWxvtUUmf1ZCLGD5N0nRjNVDp1F0YKS4JrW6zrzhIpzYHJ+ooDl5XSRGnrUWk4Nteg3IyQUtCdc4DUod2W9ORcQDNa9okTjUavuGJ2MoQKZJzQV/C4cV03Vw0VeFOnenXF45IhWO9+97s5evQo999/PwA/+7M/y/ve9z6+9KUvLbvMZz7zGT772c/yZ3/2Z2zbto3f+q3f4nWvex27d++mWCwueu7v/u7vXrFfhpORremqz7OjVaaqIVsH8gx2Zdg1Wm3Hchxf0QrihDjR7B6rkGgu+4rW8T5ZWdecxD3H4vBMY1Ee5GjZp+LH2JZgtOwz0wj50Gu2dkhWB5cUTjfeZ8eROWbqIRPViEQb4btMLRJUGthMKhrPZRzQMFhKGCn7K9qeJNVCScBOdVXlRgTSGK+uKZm2ZCNI6Mm7DBZcgiihHibEShPH6uwU9ymCRJMkinU9uY7WsgPgEiFYu3bt4v777+eRRx7h9ttvB+CP//iPufPOO9m9ezdXX331Cctorfnd3/1dfvVXf5V3vOMdAPz5n/85Q0ND/NVf/RU/93M/137u008/zWc/+1kee+wxVq9efWF26iLFcmTrm89PECWKnpy7KJZjYUVLa03ZD4kShRSSwdKVUdFq+WQ1gpi5ZsRULaQn77TbhbYlaEYJfpS0bR3qYcyesSr3PnKI99258ZI/Bh1c2ThZvM+rtw2we7TMr/zdTmYaxk+qVTESqbu60hBEirxjIaVgQ3+OSjOkFq5M8S5TAZXAtB6FNOssN0MOzTYgNRTtL7hkXIucZ6wlBKbFWAti/JWWzJbaf4z5aKQ0zxwrd1zcOwAW6/MuWjz88MN0dXW1yRXAHXfcQVdXFw899NCSyxw4cICxsTFe//rXtx/zPI9Xv/rVi5ZpNBr8+I//OL//+7/PqlWrVrQ9QRBQqVQW/Xc5onXSvHNLP++7cyPXrukyUTELYjm2DhXIuTa1IGKyFqShspLunKlohbFqV7TGKwH9RbftPbNrtMJfPHyIh/dOMV7xL+mT0nBvjnfcso5Xbu1HCjgw1aAZJXTlbCwp8KOkbUgqpWiH7x6ba/LQvqlLet876GA5tM4hvYUMPTmbrGObCUILMq4gYwtsy1SeJNBbcPnk26/nPS9bh7XCQRAL4wYPxiLBsoTReAmTOTg651MPYkpZm7lGxMicz1Axw2ApS6g0rm2xqsszJO0M4EjI2ODZFrYUvDBR5W8eO9L5TndwaVSwxsbGGBwcPOHxwcFBxsbGll0GYGhoaNHjQ0NDHDp0qP37L/7iL3LXXXfxtre9bcXb86lPfYqPf/zjK37+5YDlYjkOpvYErRZib8Fj11gFx5JnVNG6Y1MvnmMtajVcKm3E4d4cP/fqLdy+qY8HnhvnOy9MIjQ0F1SuWrqsuUZIGGsEgvt3jrFtsMjNG3pe7F3ooIPzgrxrkfNsEqWxLIFKNFE8b9lgS1MJHplrcv8zx/jcP++n4scrWrdMLdoznoVEoNDYgEKgtMknrPkxSvt051wGix7rerO4lmSg6HFsps6R2SZnwoccaUhkrDUqSpAIEuDBfVO8r7KBVV0dD6wrGS8qwbrnnntOSVQee+wxgCUvslrrU158j//7wmXuu+8+vvGNb/Dkk0+ezmbz0Y9+lA9/+MPt3yuVCsPDw6e1jksRy8VyLGwhZl0LKQS1IMKPjONzYtGuaJ1Mo/XYgRn+6blxBosenmPh2fKSMy9tid9fMtxFb8Hl+wdmcGzJ6q4sQazauiylYKDg0ltwODzd4N5HDoGg4/jewWWJnGfTm3dJtEapVuCyMDosbSwcPAnPj5R57MDskrE6y0FpQ84MqdI40tzcaaWxpGQgb9OIFI5tbCW2ryny2utM5uBAweUbuyb4+JefoxrEy4ZNLwVb0t5+ASAFQZKgNByabvDEoVneeGOHYF3JeFEJ1gc/+EHe9a53nfQ5GzduZMeOHYyPj5/wt8nJyRMqVC202n1jY2OLdFUTExPtZb7xjW+wb9++EyYR3/nOd/LKV76Sf/mXf1ly3Z7n4XneSbf7SsBCvda6nhwP75/mwGQNOLOK1kw9YLTsY1uCOzb14ceK50crjM41edW2gUsqkqely5qsmH2qhTGz9ZBGZETvWdeikEYUNcKEZ46V+dw/v8Dd16/iri39lwyh7KCDlWCw6LF5oMC390yiUodigU4NPwVaaRphctpa89ZZwJYC17GJEgXaTA1qIOsIGqGmGZtzzmw95PsHZwhizdtuWoPWmq6cQ8EzJstT9eiUr9nKNNQ6jcYRZh9sS5j0C6FphjEP7Z3q+GBd4XhRCVZ/fz/9/f2nfN6dd95JuVzm0Ucf5bbbbgPge9/7HuVymbvuumvJZTZt2sSqVav4+te/zs033wxAGIZ861vf4tOf/jQA/+k//Sd++qd/etFyN9xwA7/zO7/DW97ylrPZtSsOC1uIp1vRsqXRIjUjxXBvjnqQ0AhNaHJvzuXhA9M8dWSOTf15Mo51yVS1hntzvPeO9cw0Qp49VqbiR3i2RSlrTuiTVZ+K38oz9JhpRHxr9yT7JuodC4cOLisIIXjp+m7+/KE0YDn1v9KYCtRK3dtbcCXkMzZFz8axBPVQESWGWHm2JI4UriWIFYRxTCFjk/csxio+c82IPRN1vvvCJENdWdZ0ZVBaU/QcZhrRSS0bXEuwbbDA/qk6zUgZV/g0x9CPDXG0pPEH3DdVY7zid9qEVzAuCQ3Wtddey913383P/MzP8Id/+IeAsWl485vfvGiC8JprruFTn/oUb3/72xFC8Au/8At88pOf5KqrruKqq67ik5/8JLlcjne/+92AqXItJWxfv349mzZtujA7dxnhTCpaFT+iK+tQD+J2aGwtiIkS4yD/1NE54/KsoC/v4djykqpqre/L86HXbOUPvrmXxw/NsaY7Qylrc3C6ke67S3fOZbIWMlk1gdpHZ5sdC4fLHFrrRbYGAwXzGbgUtYcrRXfOJevYRHFEpHQ7v0+dJrmSQN6zWV3KcOfWfl537RDfeWGKbzw/wXjFxxYCzxJIIfBjRdaR5ByLyWqAHyncNA9xthFS8WOePTaLRpD3bFxLtE1Oj+dZjoDBYoZ73nodf/ydg/zTc+OGIKrFGYdJotEq4ehMk6OzzQ7BuoJxSRAsgL/8y7/kQx/6UHsq8K1vfSu///u/v+g5u3fvplwut3//5V/+ZZrNJj//8z/fNhp94IEHTvDA6uDcY6UVrZxjsbY72yZdYazaE3YvTNRohAmruzPM1A35KHj2slWti1Ugv74vz7tuW89EeoIfqwSUm6Zy1Z1zmUqzCz1bMlDIECvVsXC4xHE8gRosGknBQo+5mVpAmGiCKMGPFRlb4jkWriXozXtcv6Z02fjFteDaEteRRLFCI4jTkObTgQb6Cw5vfska3vKStQz35rh9cx8/dO0gf/TtA+ydqKACM1xSyNh0ZWwqzZhGGCMlaIxrfBgrEIog0ig09TDEFvNRPou2W0JfwePNN67ipRv7GKsEfOeFSTMlvcQORBpGyj7f3TPByzb2ntnB6uCSxyVDsHp7e7n33ntP+pzjx2KFENxzzz3cc889K36dzmjtucNKKlqbB4smNHZicWgsmFieD+vIEQAAPIJJREFUrqxDFGtsaQJUl6tqLSeQv1hI103D3dx9/SqePDRL1jUu+KtLHkfn/EXZhVnHQiGpNCMOTTc62YWXEFqk6ngC5dmSUsYGITg60+C50QpRohnuzbK6lOXwTIOpWkBfwWPbYJFDMw0e3DvNV3eOcu2qIhv7C5cF2co4FlKAROBYkkSrdtjy6UAA0/WYHccqvHRDL8O9OYQQ3LKhl//njR5/8fAhHtw3xUQ1oC/nEMSaSmC0VZZIA9q1JkjNTS0JKBN5s5wVlki/ny9Jo2829OXpyjpMVoO2Dqy1aOv3RMPnnzjK229Zx4b+wunvaAeXPC4ZgtXBpY3lKlrLhcbGiSZWClvaTNdDVpUyFDIWTxyeO6GqFcVqSYH8yaYSF1pOXAjiJYTgri39jFd8RuaaOFJS8eMlswtHyk3KzYgo0XzlmRGqfsSdm/su+Qvs5YTjK1StuJgdR+YWEahrhkr4UcLXnh1DA905B9eWDBYdZhshB6bqZB2LrYMFjs0aT7TunMOa7gzjlYAdx8rsOFrmqztHuW51iRuHuy8J/eFSyLtWm1iZT7CJ4DpdGHPQmMcPzVBuhPzCa7dx++Y+wFSL/81dG3EdyReeOMp4NcSzJY6UYEMUJW3TUVJHefN9Ovl2BAnsn6jxa1/cyZeeHuE11wyS92wm0jDrhUu3fpbAVC3gTx88yMfeur3zvb0C0SFYHVwwLFXRWi40NlZG2zBW8enKOGweKFALkhOqWq1W4vEC+UTpZacSd49VGSh6VJoRQazwbMmGvhzbhornVdM13Jvj7Tev46F9U4xXAo7MNgljxUDBa2cXHpqut4XvvTmHA9MNvvbsGN/dO3XRX2BPpSs6178vbLudT6K8HJk6OFU3wcRpoHcxY9OMVJtAzTUinj46h20JMo5FmChG5nw29+fJODZaw+HpBla6vUGiqPgxw305lIaqH9GMFFcN5glilU6cTrF3vMZ7bh8m49ovemX2dNCIVGpSLAni5Ix8p8BUmqJE44cJYxWfzz9+lFs39rSrvMO9OT7yum0I4OH902iliRJNGCiElEg0SWwyCKUwAdUrKaRFGqYbEV/dOc43nh8HBMlyFS9a7vKCJ4/MdcTuVyg6BKuDFwXHG5eeeOFKyDiSKIaXDHfTm3eZrgUnVLVgvpXYEsiHScLB6cayU4n//Pw4OdfmVdsGyLk2o3NN7nt6hChWbOzP01/wztuk4nBvjh/tGWbbYJG/fuwIO47O0ZN3yLiSA1P1RcL3I7NNokSzsS9DECtmGiGPH5xm10iFt9605qLwzFquLXa8ruhc/76w7bYSonwyTdTJHluOTJWyDtuGSmQcySP7pzk626Q37xImmr68i2dbeLbFsbkmFT9ic3+eRpgwVg7aU2pKG/83P1ZUmiYM2bFEenMQkmiN50hipakGMUfnmgwVPZ4dqfD44RmuGSqSce1Lxi8u50hCpdCYabxEa5KVeYmeAK0hSKtReyeqPDda5fq1Xe2/Syn5sVvX41iSkbkGBc9m31SdciMiTJSxVki/O6cb9KwB44F66gWFgHoQd8TuVyg6BKuDFw2nCo2drYd8+4UJZhshri2RUpxQ1Wq1Eh3LaQvkg1idQLqiRKHR7J+uY0lpxsQ1VJoReyaqqFRsG8aminY+JxVbZqR9BZfPfWMve8aqVP24LXxf1ZVhqhZQD2OGShm6si5zzZC9EzV6cg41P+HAVI27tvRz/doSpazbdso+35WMhUSl5eb/zNHyKXVF5/L3Wzf0tttuCMGdm/vY2Jdflihv6M1xaKbRJknLkbPjHzsZmVqtzGdFaU09SFjfm2O8ElAJIoZSoiaEIOdajJZ9lDYaJAA/Ssi5NpaUOFIQJ4ooSYiUNi20RFPzY9x06MMsr7GEyf4ME8XBqQaWFLxiywCeK3ni0MxFRbyXQj1MiCKjfzLU5NStuaUg0v8JAaFSNNJUiOPRiq9qBU5P1QPmGqGxiRCmEpak3/sz25Ll0ZoqtKTA7sgnr1h0CFYHFxWOd4vvL3rtVuJSVa2KH2HLxQJ5z5InkC7HklT9mOlaSF/BXVTpaoQJg6UMQaSYbURozQWZVGxZONz7yCEOTTeIEs26niyNMGGyGlDwHAYKGZpRwljZp5run5u3ODzb5Mhjh7n3e5pCxqY357GhN7usILpFjBpBTD1MyLtWW2zvR+qEFlzGke2/tX4+MFVvV6mm6iGHpuo4lsCx5bK6oslawJNHZvFseU5+n6qFHJyuoZknLGNln5xjLUmUHzsww98/cZQ1PVm2DZXIOhajc80lydnCxzb05U5Kpip+zP7JGhv7csRK4doO3TmHqXpALYjpyrrAYlLV0ho2woSevKlOZVyL2XqElRKtomdjS0iUIgZirbE1ZB2LKNHt+JiurE2UaJ4bqZD1JNO1kOla2CbeN6ztuug0e36UECaaRGkTLXMGAveFsKQkiTV2RtCdc5d8zsLA6f0TNf5xxwhf2TnKXDMGrdNM1dQ0FE7LQf5UEOk2duc81vV0qldXIjoEq4OLGktlIC6sauWWEMjbljiBdBUzNjP1kFgptJYnVLoExhywGkRM1QIOTtdXPKl4Nq2Z9X153nfnRu7fOcZXdo4yWTV34hnXYn1vjpxncXimQTNWFDzzdZ2o+tT8yOh6YoVSmpof8ehBn8cPzfHVnVY6fZZnTXcWtOb58SqHpuqMVgKiRGGngdNZ12Kg6OGmraqMLQkSxVQq3s26hkw2w4RqECGFZLg3S5QolAY/Vhyd89nYlztBVyQQZGyLo7NNtg4UkEKe9e+l1P1eAz05dz4JIEpOIMpKm+rmXDNiVSlD3rVAwFjVX0TO1nRnTnismLFPSqZKGcF0PWR1dwZbSqJEUcjYeLbFXDOilH6mhIC8Z1FPq6ib+wpEyhDoomfjSEnOlUxWA3KujW2ZXLsgNnolSwiyjmUsTVwLP0pwLWmiZWzBrvFKquHzzLGfbTL+5DHuf3bsoptAHCs3qQcRcaIX+UadLjSGFNmWIIgVm/oLXLd6eeudhdrPO7b08fKr+vn/f3MfB2YaRElCkhgN1um2Ck8GCUgLHEvy0g09J1TqO7gy0CFYHVz0OFlVaymB/FJTiUKYSoslBLONkOGe3KJKF5BWu4yr/EonFc9FK3G4N8dPvWIjCNg9WmGwlGHnsTKuLQkiRbUZIbS5UFf8iGaUtJftzbs0w4QoVjSihL68i1Ka7x+e5V92T1CPFFEasCbTiJ6i51APDVnqL7gEkSJSinoQU3BtLEsYUXCsqAYRBdeiGpgMyc0DeSYqAZO1gI19ORwpGJlrUm5EdGfdRboiP1ZIAXEyn/95tr+7tmmbaczFC2CqntAMFX0FdxFRnmtEzNQjVnVlmG5EVP0YhNHsdbfJWcho2T/hsYF6dFIy1XoNz5b0Fdw2KevLu7iWaBOoih+xtivLbCPAj+GmgRxZx+b58QpHZ5rYlmD76i5sWxLHisOzDaZrEb15l1hp6mFMM0rwbIvurMNIGJMkmq6sQzNMTKUu55AozUTVpxkmrB3IUAuS9gTiV3aOsqkvx5bBAlcPldgykD+rdvLJqqHNMFnysX2TNf7ngwfw4zOZG1wMS4AtBHGs6O/yeN8d61dsYyKE4IdvWMP2NV38zWNHeHDvFMfmmlSDGLHAMyJRK69mtdqLC/+VEmwh2TyQ58duHb5oqogdXFh0CFYHlxxOJZBfinQlyuSeJVoTK82m/jyOLecvmJY8wVX+VJOK5zLKp5Vd2AxjZhsRhbTi5khJPYwpZV1KGYeRuSZKmdN4wbOxpaAWxmQci56cSz1ICFVEpRGTcyV+lKCUQgpBpA0pmWmEaDRFTyIFjFWaCCG4bnWB50aNT9n2NUUOzzRTvZBl2ihSUPFj+nI2x+YSyo2IoVKGjGNR8WP8WC3SFSXKhPjalmj7y53t72FsyI0Go6vTxldJoduEq9UWRkOsFMWMy2zDZGACi0h1NYhohskJjyE4JZmypcS1LLb0Fyg3Qo7MNNjYl+fqoSK7J6ptArVloMDtm3vb+q6yH7GhN8fNwz3t6lKrPdsaFjg4WWPHsQrNIKGv4LK2O4tKK1s516aUcTgy2yDrWFjSELpWlVMI0Z5AXNedYbIW8P1awEP7pkAI1nXnuHqocMrq1kK93fFt4oOTNQ7NNKiHiSE8KcGJlSLRLHqsHkSMlFP90wq+C54FSqd0RS/2ppLQHtFb053lP/zQVdyx5dRxa8djfV+e//iGq3nfnRs4MtPghfEaz46UeW6swuisz5wf4kfH+SqyfNXNkUYTFifGV8u2zMDFR163rZPGcAWjQ7A6uCRxKoH8UqTLsyWv3NrPZC1gthEyVMrQk3c4OtPEsQR51267yttSnHRS8XxE+bRsHB7eP00UK8bKPuUwIufY7Qm3ehiTdSykNJWiIDSVpWzOMmQriInTKamW149tWW29SRAlIMC1JEkC5WackguLqm90RgJBpZlQDxJKGYd6kKC1JufZ1IOY7qzTJlWDXdCVdRivmAnPgme3dUVSaOpxwkDBw48SihmFf5a/V/yI1V0ZNKaVB9BXcNstuBZRXlXK0J13sKWkEcZtHd5C4mQy8Uyb9PjHunPOishUzrVoRgm9eQ9LSqMLDOITCNRKLCXabazNfUxUA/ZNVPnL7x3h8HSdZmQmDFufeUcK/ChhqJhBaE6ociZaY0mYrIUEsRGC5z1TURqv+Mw1wuPayYZsbRowZOB4vd1Uut3VIEotVBR5zyZr2xyZqxtXdMC1jJ/bWN1vPxYmijitOp4KlgDXtkh0Smi0QqQ3FFnHwnMsevMOt2/u4yfv2nhWBp5CCFZ1ZVnVleXWTX1orRmv+ByZaTBTD5ms+nz1mTG+f2iWMDE3aK3sQaXnq1VW+n0KYoUloeA5bB0q8JHXbTsj8tfB5YMOwergssFKSNdg0ePobLPdYjS+PGAJwVVDBQoZZ0WTimcS5bOSqtYiUe5kjZ3Hyjy4d8q0nLIOxYypmk3XQ+LEtAVtKfDSdmKYKEQapmtaa62Ds4BYKI3tWsRKQWIuEABRkrRdqKMkQWlNJtX/gEBgLiyWJdqkKlGmXTXbiCg3Imwh2rqiIzMN+osZrhvuYs9Elb0TNfoK3ln/vrGvgB8lHJyqgxBs7MsxWvEXEeXNAwVTYcw77B6rcs1QkWLGBmEI2ehcE4DVXVlWd2UYLfuLHitlnBWRqUMzDTxbcuum3hUNQKxEi3O8X9y9jxxiph6yqiuDIyXfPzzLkbkmlpAUsw7NKFlU5Rwt+7iWZDaIyNitSqD5bCqlmaqFBLFgsOihlG63Ev/+qaMUvfkqnhSS/ryLHydEiWKqZqqAOdeiFsRYUhAmypA9DWiN48JUI8AW4GtDxJJYk7RU5CeBxFRYM44ZBMg6Fqu6crx0Qw+3bujBdWx6cg7DvTmGSplz3nZbSLhaeM8dG7n3kYP8r+8eZKpmNJyJ0lgCLAABUkgSpYxusifLD14zxI/dOtypXHXQIVgdXN5YjnQdL5zfM1Hl0HSDmXqwoklFOL0on+dHK4yVm/zITWtPeRFeJMrd3MfLNvRy345jNIKEnpwhM64tmKmH5F0bS5oWaCNKjGZJaTK2RRCp9rpF2uAQQqR335pEgbfAxdqxrPZduWOZzMhWS86zJZUgxrNMW7VFqubqIUIIrh4sYllwbNZfpCvK2KZqtCG9KJ6L38u+ade9YfuqdtvteKLclXWo+aZy1Z11sCxT3cu5NquKGRPZJARDJQ+txQmPtVqTZ0OmzgVaQxCtG4JWdWwovVGYqc0T71UlM6yQKEWQKrYzjsVMPcKxpMkAjWISrenNuGllMiZSsK47w7Fyk1o6pZgo2DyQ4/BsgzC1vbBlRJxWPfvyDo1Q0YwSurM26ASEQCKo+RG9OQe0yRsUUhOFp9Ze2RIcSxDFit6cy93XD/HGG19c2wkhBO+7cxOvumqAv3vyGPsnasz5MVGcIIWgN+fiWIJSzuX2TT28dEPveSF/HVya6BCsDq5IHC+cv2l992lNKp5OlE/Bs9kyUOCpI3N87ht7GSi47Yy6U0X3tDyzWsL+HUfm0soRFDybvGfjRwkz9ZCMY2FJiUaTdS0SpQlSgbgtBVGiEAjs9CKGgFLGpRmZlmIxI9vmi6WsxVzTYrziM1TK0J93KY9HKKnRShHGis19eYLEtCi78w59eZdb1veeoCu6UE7uC4nywel6mwz9q5eua/tgtVrFC8lZ67lLPXYhydRyWEpzOFBwefpI+QTiLQQEaZU140iEMO97MeOABj9UOJbEsUSbqHqOpBrESGlIqlYaSwpm6lHaWhZMV4N2RbMWBCCMmL/cTEi0TathpjHVMt0i9Jg/tVt+J9lPx5bkPZstA4ZUvmH7qouGqGzoL/CLr912giatZXHyYk9odnBxQuhOuvFZo1Kp0NXVRblcplQqvdib08E5wJGZxgL/rXnTya6sw9bBIrHSfPeFKWKl6Mo43LS+B9sSPLxvmpxroTU0o4Q7N/dRyjrM1kMeOTDNXCPiB64eYLDY8rcyAvPjo3uWIl5LCY0Pp1WMahCTdWxcSzDXNFWlRpikeY+SJFE0Y2PymHct/DjBtiyGu7OUsu4ppghtPMfCtSSuI5ipRdiW4LrVJW5Y13XeI4ZOB0s5tp+Nk/uLvT+nQutzujADETRKa/P+x4pGOmFpCRgt+xQzDjlHMlkP6c05aMzxyaatP4C8Z2J4Wtq7IFJorXEswUQ1oL+YwZWCkXKTnpzbntDs8mxmmqaCVW6ax5JEM9eM2gRruQvOQMHlR1+2jh+7dX2nvdbBBcP5vH53KlgddLAEzlWUTzFjo9Hsm6qllQTb+BtJ0dZrHR/d04ySZTMTW8SrJYRujcpXmiHPjlY5OFnjqaNlJqs+mbT6liSahjJO4NISKARdWZfBYoaevHuCD1aYKCZTH6x1vVmaobGFGCh69OVdevPeReOtdDyWagmf7PGVPnax4gTNXkq8nxurMtcwLdLBkk0jUgitsdLKVjNWWMJM1eYcQ7g1RqendVp/0tBqLiOM2WktTFKrjATXs3HtVMuXLqAwxreJbqvUsaWx21gutw+MDnBjv6lcdSJlOrhc0CFYHXSwDM5FlI8QgoofMV0LDdlR8/5NS0X3rIR4LdRytapf29eUuHNLP+MVnycOz/LgC1Psn6wz24yoBbFZ5//X3p1HR1FnewD/VvXene6msyeAIaCGhE1AloAQHXgYVNBZnqIORxlfhFFUVNze8A6ZUTD4xtF5I4PC4CznvKOOQBwe4qiAIppFQQKBBJAsAkNCyJ500mvd90eny3SSDglUAYH7OacP3dVV1b/fj4bc3Lr1+0XqkBRlkWekHx4TuAOrrzO58+WQy1PXmr3g2pBffleLryvq0NjugyQR9BoRg8yBWjRjx/QOOo0G0VYDTje2By41WgJF7vVtXhi0AgxajVx7F2XRo8X1w9QQ9U4PrAYtXD5fYBoPQYDXD8REGHDW6ZK3aUQBRp0Ipyf8zFJ+AlraPXIwz9iVgAMsxvqhv0v5AIDXF1hrzuML3KFmNQb+2XVduic4T1NvgVdvtVyd19wz6DS4Li4CFqMOoxOsGBpphtsXKHof4jCFLcQdSNkb1l3XYKvoRCPyK+pw/EwLalrcaHB64JMIBq0GVmPgBgmTXpRrp6IjDBAQuIFDEgU4TDo0tnvgIaDN48dQhxl6nYCqRhf0WsCgF+GwmOQ5r4LzzMXbjCFzY3l9BKen+3qBnZXXOnH8bCuSY85/6gXGLiccYDF2Ac69lI8WHr+EVpcfdvMPWS0gEHh1XronmNkKF3gBQGObF9XNLjS2eZGQEoPEQYFarp7W3AvWeH17sgknG13nrPHi7NSVJXiDRPAGjp4uJ5dWt6Cq0Y1rHGa4fH40tnkBQA6k6lsDk+9aDTp5WaUoix7TR8RgVKJVXmg83EzuRIRvv2/AW1+Uo9bZe4Dl8QN/+bICs1Pj+DvIrggcYDF2gc61lI9eI+D6eCsEEBxmnXxc16V7gpmtcIFXuFoui0HTbc09QbiwGi8OvK4cPV3qTh8RLV9KDE4oWuf0yLV3XevtghOQ9ucy8Yk6J9775iR2lJ7B97XOPrX12xMNON3gxOBIzmKxgY8DLMYUFq5A/oOif6HsbCvibEaY9dpuS/cEf2CFC7yCma2utVwtLl+3NfdsJt1513hx4HXl66luS6npB4gIHxVX4e0vK1BZ1wan29txd+O5eXyE7YfOIGsmB1hs4OMAizEV9JQ1CC6DE27pnuAlxXCBV7harmDGq+uae+dT46V04BVu2gR2+Qh3h+X5OFHnxPrdZdhWXI02jxdEHUs29REBaGr3KtIWxi41DrAYu0h6ymx1Xbqnt8ArXC1XcNHqkDX30P8aL6UDr85F95wJu/IVlNXi1U+O4fDpJri9ErSBJTB7nfuqMwGBhZJHxPAcWOzKwAEWYxdRX5buCRd4havlshq13dfcQ/9rvJQMvMIV3XMm7MpDRNh+8DRe+fgoqptc8HYsjAxBAIEgnHsZwsB5AERHGDBvbIK6DWbsIuEAi7HLQF8Dr55quYKZq65r7vW3xkupwEvpovtwmbBLvYTN1YSIcKbZhVMN7SAKTA3i9kmoaXZhR8kZ7DhyBk63FBJISVJgstGOPwLn6eUzzHoRD88cDq2WfyyxKwN/kxm7jPW1livcmnv9qfFSKvBSsug+XCbsm4p67Cg5g1irAQad5rK7/Ng549a1cDzchK6XQ5AYDKRO1reh3ukBEaGu1YOS000or3Oi3ulFU7sXHr8EIsDt9cPllSDhhyAKCARSfikwg3twFncRPc/orgEQZzcga8ZwLLpp+EXrK2Nq4wCLsQEm3CVFQRAwOTnyvGu8lAq8lCq6D5cJ8/ok1DvdqGpyQasRMDU5Ci6fFDYLlhRlVmW9xHBBVOdFp8+2ulHbaeqDzksSuf1SyHvhpkVQOwgLBlV7K+vx4cEqHDvTjIY2L9o9fvipIxMFQK8T5XUtJQLcfgkkhc9KSQBAgaBKKyKwLwEmvYikSBMizQYMj7FgYpID88YmcOaKXXH4G83YANSfNfcutLi+v4GXUkX3PWXCrCYtympb0e6VMDTSDKfbjzaPHzaTrscsWFVjO7YeOA2vTwrMURZhOO/Li50DqnBBlEmvQW2LGzqNiOQoC+pa3Whx+SAIgNsr9biodvC9mhYX6lu9+KDolDyxp0mvCVkLMjrCEBIwnk/wFexHm9uHsrOt2FVag7yyWpxqbIevy2o2Qqc/3V4JLm9g8XBdMGBC4NH5EmDXTw9u02kFxFuNePCmYcgcnRB2NQHGrhQcYDF2FbiYgZdSRfc9ZcKCwZjdpINOI8oBWU9ZsOZ2L47VtECSCATA45NgN+l6vLzYNcvV+TJe14W+z7a68X2ts1sQBQGoanJBJwrQGAXsO9kAk06DoZFmEBEOn24GAKQlRKCkqhUAMCrRhnaPH0eqW6DXiki0GVFR70Sryw+bUYtWTyAYM3Zk7/SiiK2nAgFjtNXQ60LcwT4EZ3A360RU1LbhyJlmlNW04tiZVnxf14Y2jy/sQszBzYG/68Bzv1+CJAGCEMhIiQg8lzqeB48Rg+cgQK8VMSrRhuVzUjB1RPT5fYkZG2A4wGLsKqZG4KVU0X1PmbBg0KXT6ODxSfL2rlkwj9+Pyro2tHn8iLUZ4fZKaGjzotHp7XZ5sbrJFZLl6nwZz6ALBFc1LS7YTDpcF2fF6aZ2SBRYu69zEOXy+FHV2A6HWQ+rQYsT9W3QCAJAgQk0JSIIENDikuTnLp+EWqcHgihAFICGdi9EUYReI0ACweX1w27SIcFmxL8a21HV2A67SQuXV0L52VZY9FqIohCSAfvoUBWucZih1Yrw+STUOgNrELa6fWjz+iFAgEQEp9sLn5/6NE9V50Crc+F65wyX2PFC01FnRR37RBi1mD82AQ9njMA1UTwFA7t6cIDFGOvmQgMvJYrue8qEtbgDwZbH50ezy4d4mxFWoxb1Tk9IFsztk+RMlwABeq2IZre32+XFqkYXvjv7Q5ar0elFu9eHOqcHUREG3JjkwNGmdpxqaEeCBDQ4PWhwehFjNUCSKCSIkoig7QjO2r1++bnLJ0GSJDkY8fr98vN2tx+tLh8i9Bo43X54fD5EGILP/bAZdXC6/XD5Jbj9EppdPgyNMqHV40KLy49roiwgieQM2LUxFtS0eHC4qgkSAT4/wWLQoM3jR0ObF0QErSigzSvB7w9EQH2dQkG+DEiBjJUoIJDJQsdzAgQR0AgCSCJoRSDeZsKzc1Mwd0wiXw5kVx0OsBhjfdafwOtCi+57zoRpYDFoUFnrRILdJE+42jULZtCIcqYLCFweJInQ7PLCYdYHsl5uH8pqW+Usl8vrR0WtEzajDtfGRqC21YMj1S1wun24JtKMZpcPFWed8Pr90Gl0aPf7QoIojShCJwrw+QP31AWf+yWCVhR/qEXSaDoFLIHMFkHouOQWCPSCz/VaEW0eCe1uP1weP3QaAe1uSX7ulwj1cgZMAAkCvJKENrcfdrMWTrevI1sWmFrB6yd4/H4QBcIqqUvNVa9/9+iUyep4IXb8SR3BlU4Q4Adg0GqQmmDlS4LsqsYBFmPsgqlVdN9TJizSrIfPIXXUYQWCjK5ZsODlRa9fgl4jotnlhc2oQ4vbC51G7BZwCQjUbTndfsTbjBAFETajDnWtHkggDDLrYTMKaGr3gAB4/aEBlV8KZIqMeg0anF6YDKL8XBQBvTYQAAGA1SjKz016DQQAbW4/rEYt2j0++bnL64fHJ3VceiN4JeqoT/vhud9PcgbM7SM5EBMEAU63BIteg/o2LwaZdAAk6DQCXF4KZJwEAUI/JgIFAkGWRIDQUYNl0IoQIcAjSdAIAnQaEZFGHW5JiUHWzOF8SZBd1TjAYoxddBeaCetcdN5TFizOZoTDosOp+nboNAIsei2SYyworWqRLy92DrgAwOUNFIwbdRoAgcJsCQQRQiBQ04oQRAFWvRZN7V7EWPUhQRQIMGhE2IxaNLd5IUKA1ahBXYs70F+rEV5JQtnZNkSZ9dBoBNQ7vfBJBL9EcFh0aPf6IZGEeLsBta0enGl2Ic5mhEmngc8vwWrQhjzXipAzYJ0DMU1Hakmr0UCiwGshWJUeCCchdlweDNZgdc5QdaXtuCQIQYBWDGQMdZrADQU6jYhIsxZxdjOujYnA7LRYjL/GwZcE2VWPAyzG2GWjv5mw3rJgeo0IUQjUBF0XF4GEQSac6MiEJdhNcsAVzHK1efywGDRysbbHF8gAmTsCKqtRC50oYkR0BL4724KaZne3IMpu1iM1PnAnoFEHDIk0hdzp17mA3uOXcLbFDa0ooMXtRVObD9c4zHD5/Ghs80GSAsGe30+ob/PCatRBANDiDkzcqteK0GhEOQPmsOjl4CvCqIXfT/D5JYiCAFEUYNCJcLp8gZsFJH/gLj9RgJ9IXjOwpyBLrwUiTQYkOIwYFW/H1BGRuCbSDHfHnA5GnQYRBi3MBu0lnyiVscsJB1iMsQGpL1mwzvNVfV/XFnJ50WHWh2S57CYdoiL0aHb5AkXxrsAEp8OjLdh/sgEn69swLMqChEFGCAJw4F+NMOrEkCAqOkIPm1mH+UMTw85V1dNM7hW1Thw63Yz6VjfqnB6c7ZhXq/O5Y20G1La4oREETBzqwOnmdtS1euQMmNWoRYsnEHyZdBr4JQk1LW5EGLTw+iVYdBq0unzQagCJREgdE1kZtAJ8foKvY1IrrQBYjToMizbjlpQYpMTbEGnRY2ikmeeuYqwfBApWO17mGhoa8Pjjj2Pr1q0AgPnz5+MPf/gDBg0aFPYYIsKvf/1rrF+/Hg0NDZgyZQrWrl2LUaNGheyXn5+PX/3qVygsLIROp8MNN9yAjz76CCaTqU9ta25uht1uR1NTE2w223n3kTGmvK4LRXe+vFjb6pazXWOG2GHSafHN9/Woa3UjKsKASUmRMOhEHK9pRVO7N+zcWUrMth5uZvhws8TXtrpxtmP/FrcXGkHEEIcJCXYTjtW0oKrJBY9PgtWggdMbqM3SiiIEIVCr5vFK8BHBpNXAYtDCatIgwWbC5GEO3JgchVGJNoii2FuTGRvw1Pz5PWACrLlz5+LUqVNYv349AODhhx/GsGHD8H//939hj1mzZg1WrVqFv/zlL7j++uvx0ksv4YsvvsDRo0dhtVoBBIKrzMxMvPDCC5g3bx70ej0OHDiAefPmwWAw9KltHGAxNrCEm5Xd7ZMC6+t1mgfrcltcuqdArHMGzOMnuQ8+n4S6Nk/Hdgk6rYhIsx6xVgNGxEbg+jgrBpl0EAQBQxwmzlCxq85VH2CVlpYiLS0NBQUFmDJlCgCgoKAA6enpOHLkCFJSUrodQ0RITEzEsmXL8NxzzwEA3G434uLisGbNGixevBgAMHXqVPzbv/0bXnzxxfNuHwdYjA1sXbNcXWdyHwi1ReH60Hkm9zZvR10Z10sxBkDdn98DIv+bn58Pu90uB1dAIDCy2+3Iy8vr8ZiKigpUV1djzpw58jaDwYCMjAz5mJqaGhQWFiI2NhbTpk1DXFwcMjIy8OWXX/baHrfbjebm5pAHY2zgCtZzDYu2IM5mhCiKIa8HQiASrg/JMREYPdiO4bFWjB5sR3JMxIDpE2MD2YAIsKqrqxEbG9tte2xsLKqrq8MeAwBxcXEh2+Pi4uT3ysvLAQDZ2dnIysrCP//5T0yYMAGzZs3Cd999F7Y9L7/8Mux2u/wYOnToefWLMcYYY1emSxpgZWdnQxCEXh979+4FgB5/2yKic/4W1vX9zsdIHdMYL168GIsWLcL48ePx2muvISUlBW+//XbYc77wwgtoamqSHydPnuxXvxljjDF2Zbuk0zQsXboUCxYs6HWfYcOG4eDBgzhz5ky3986ePdstQxUUHx8PIJDJSkhIkLfX1NTIxwS3p6WlhRybmpqKEydOhG2TwWDocwE8Y4wxxq4+lzTAio6ORnT0udepSk9PR1NTE77++mtMnjwZAFBYWIimpiZMmzatx2OSk5MRHx+PTz/9FOPHjwcAeDwe7N69G2vWrAEQCN4SExNx9OjRkGOPHTuGuXPnXkjXGGOMMXYVGxA1WKmpqcjMzERWVhYKCgpQUFCArKws3HHHHSF3EI4cORK5ubkAApcGly1bhtWrVyM3NxeHDh3Cgw8+CLPZjPvuu0/e55lnnsH//M//YNOmTTh+/Dj+67/+C0eOHMFDDz10SfrKGGOMsYFvwMzk/r//+794/PHH5bsC58+fjzfeeCNkn6NHj6KpqUl+/eyzz6K9vR2PPPKIPNHoJ598Is+BBQDLli2Dy+XCk08+ifr6eowbNw6ffvopRowYcXE6xhhjjLErzoCYB+tyx/NgMcYYYwPPVT8PFmOMMcbYQMIBFmOMMcaYwgZMDdblLHiVlWd0Z4wxxgaO4M9tNaqlOMBSQEtLCwDwjO6MMcbYANTS0gK73a7oObnIXQGSJOH06dOwWq39Wt+rubkZQ4cOxcmTJ7k4vgOPSSgej+54TELxeHTHYxKKxyNU5/GwWq1oaWlBYmIiRFHZqinOYClAFEUMGTLkvI+32Wz8pe+CxyQUj0d3PCaheDy64zEJxeMRKjgeSmeugrjInTHGGGNMYRxgMcYYY4wpjAOsS8hgMGDlypW8cHQnPCaheDy64zEJxePRHY9JKB6PUBdrPLjInTHGGGNMYZzBYowxxhhTGAdYjDHGGGMK4wCLMcYYY0xhHGAxxhhjjCmMAyyVNTQ0YOHChbDb7bDb7Vi4cCEaGxt7PYaIkJ2djcTERJhMJtx88804fPhwyD7V1dVYuHAh4uPjYbFYMGHCBGzatEnFnihDrfEAgPz8fPzoRz+CxWLBoEGDcPPNN6O9vV2lnihDzfEI7jt37lwIgoAPPvhA+Q6oQI0xqa+vx2OPPYaUlBSYzWZcc801ePzxx9HU1KRyb87PH//4RyQnJ8NoNGLixInYs2dPr/vv3r0bEydOhNFoxPDhw/Hmm29222fz5s1IS0uDwWBAWloacnNz1Wq+4pQejw0bNmDGjBlwOBxwOByYPXs2vv76azW7oCg1vh9B7777LgRBwF133aVwq9Wlxpg0Njbi0UcfRUJCAoxGI1JTU7F9+/a+N4qYqjIzM2n06NGUl5dHeXl5NHr0aLrjjjt6PSYnJ4esVitt3ryZiouL6Z577qGEhARqbm6W95k9ezZNmjSJCgsLqaysjF588UUSRZG+/fZbtbt0QdQaj7y8PLLZbPTyyy/ToUOH6NixY/T++++Ty+VSu0sXRK3xCPrd735Hc+fOJQCUm5urUi+UpcaYFBcX009+8hPaunUrHT9+nHbu3EnXXXcd/fSnP70YXeqXd999l3Q6HW3YsIFKSkroiSeeIIvFQt9//32P+5eXl5PZbKYnnniCSkpKaMOGDaTT6WjTpk3yPnl5eaTRaGj16tVUWlpKq1evJq1WSwUFBRerW+dNjfG47777aO3atbR//34qLS2lRYsWkd1up1OnTl2sbp03NcYjqLKykgYPHkwzZsygO++8U+WeKEeNMXG73XTjjTfSbbfdRl9++SVVVlbSnj17qKioqM/t4gBLRSUlJQQg5D+x/Px8AkBHjhzp8RhJkig+Pp5ycnLkbS6Xi+x2O7355pvyNovFQn/7299Cjo2MjKQ//elPCvdCOWqOx5QpU2jFihXqNV4Fao4HEVFRURENGTKEqqqqBkyApfaYdPb3v/+d9Ho9eb1e5TqggMmTJ9OSJUtCto0cOZKef/75Hvd/9tlnaeTIkSHbFi9eTFOnTpVf33333ZSZmRmyz6233koLFixQqNXqUWM8uvL5fGS1Wumvf/3rhTdYZWqNh8/no+nTp9Of/vQneuCBBwZUgKXGmKxbt46GDx9OHo/nvNvFlwhVlJ+fD7vdjilTpsjbpk6dCrvdjry8vB6PqaioQHV1NebMmSNvMxgMyMjICDnmpptuwnvvvYf6+npIkoR3330XbrcbN998s2r9uVBqjUdNTQ0KCwsRGxuLadOmIS4uDhkZGfjyyy/V7dAFUvP70dbWhnvvvRdvvPEG4uPj1euEwtQck66amppgs9mg1V4+S7J6PB7s27cvpC8AMGfOnLB9yc/P77b/rbfeir1798Lr9fa6T2/jczlQazy6amtrg9frRWRkpDINV4ma4/Gb3/wGMTExeOihh5RvuIrUGpOtW7ciPT0djz76KOLi4jB69GisXr0afr+/z23jAEtF1dXViI2N7bY9NjYW1dXVYY8BgLi4uJDtcXFxIce899578Pl8iIqKgsFgwOLFi5Gbm4sRI0Yo2ANlqTUe5eXlAIDs7GxkZWXhn//8JyZMmIBZs2bhu+++U7ILilLz+/Hkk09i2rRpuPPOOxVssfrUHJPO6urq8OKLL2Lx4sUX2GJl1dbWwu/396sv1dXVPe7v8/lQW1vb6z7hznm5UGs8unr++ecxePBgzJ49W5mGq0St8fjqq6+wceNGbNiwQZ2Gq0itMSkvL8emTZvg9/uxfft2rFixAq+++ipWrVrV57ZxgHUesrOzIQhCr4+9e/cCAARB6HY8EfW4vbOu73c9ZsWKFWhoaMCOHTuwd+9ePPXUU/j3f/93FBcXK9DD/rnU4yFJEgBg8eLFWLRoEcaPH4/XXnsNKSkpePvtt5XoYr9c6vHYunUrdu3ahddff12ZDingUo9JZ83Nzbj99tuRlpaGlStXXkCv1NPXvvS2f9ft/T3n5USN8Qh65ZVX8M4772DLli0wGo0KtFZ9So5HS0sLfv7zn2PDhg2Ijo5WvrEXidLfEUmSEBsbi/Xr12PixIlYsGABfvWrX2HdunV9btPlkxsfQJYuXYoFCxb0us+wYcNw8OBBnDlzptt7Z8+e7RY9BwUv51RXVyMhIUHeXlNTIx9TVlaGN954A4cOHcKoUaMAAOPGjcOePXuwdu3aXu8QUcOlHo/g9rS0tJBjU1NTceLEib53RCGXejx27dqFsrIyDBo0KOTYn/70p5gxYwY+//zzfvRGGZd6TIJaWlqQmZmJiIgI5ObmQqfT9bcrqoqOjoZGo+n2m3dPfQmKj4/vcX+tVouoqKhe9wl3zsuFWuMR9Nvf/harV6/Gjh07MHbsWGUbrwI1xuPw4cOorKzEvHnz5PeDv7RqtVocPXr0sr4yotZ3JCEhATqdDhqNRt4nNTUV1dXV8Hg80Ov1527ceVdvsXMKFuwWFhbK2woKCvpUsLtmzRp5m9vtDinYPXjwIAGgkpKSkGPnzJlDWVlZKvREGWqNhyRJlJiY2K3I/YYbbqAXXnhBhZ4oQ63xqKqqouLi4pAHAPr9739P5eXl6nbqAqk1JkRETU1NNHXqVMrIyCCn06leJy7Q5MmT6Ze//GXIttTU1F4LdlNTU0O2LVmypFuR+9y5c0P2yczMHDBF7kqPBxHRK6+8QjabjfLz85VtsMqUHo/29vZu/1/ceeed9KMf/YiKi4vJ7Xar0xEFqfEdeeGFFygpKYn8fr+87fXXX6eEhIQ+t4sDLJVlZmbS2LFjKT8/n/Lz82nMmDHdbjlPSUmhLVu2yK9zcnLIbrfTli1bqLi4mO69996QW849Hg9de+21NGPGDCosLKTjx4/Tb3/7WxIEgT788MOL2r/+UmM8iIhee+01stls9P7779N3331HK1asIKPRSMePH79ofTsfao1HVxggdxESqTMmzc3NNGXKFBozZgwdP36cqqqq5IfP57uo/TuX4C3nGzdupJKSElq2bBlZLBaqrKwkIqLnn3+eFi5cKO8fvOX8ySefpJKSEtq4cWO3W86/+uor0mg0lJOTQ6WlpZSTkzPgpmlQcjzWrFlDer2eNm3aFPJdaGlpuej96y81xqOrgXYXoRpjcuLECYqIiKClS5fS0aNHadu2bRQbG0svvfRSn9vFAZbK6urq6P777yer1UpWq5Xuv/9+amhoCNkHAP35z3+WX0uSRCtXrqT4+HgyGAw0c+ZMKi4uDjnm2LFj9JOf/IRiY2PJbDbT2LFju03bcDlSazyIiF5++WUaMmQImc1mSk9Ppz179qjcmwun5nh0PcdACbDUGJPPPvuMAPT4qKiouDgd64e1a9dSUlIS6fV6mjBhAu3evVt+74EHHqCMjIyQ/T///HMaP3486fV6GjZsGK1bt67bOd9//31KSUkhnU5HI0eOpM2bN6vdDcUoPR5JSUk9fhdWrlx5EXpz4dT4fnQ20AIsInXGJC8vj6ZMmUIGg4GGDx9Oq1at6tcvZAJRR2UXY4wxxhhTBN9FyBhjjDGmMA6wGGOMMcYUxgEWY4wxxpjCOMBijDHGGFMYB1iMMcYYYwrjAIsxxhhjTGEcYDHGGGOMKYwDLMbYOd18881YtmyZYufLzs7GDTfcoNj5AKCyshKCIKCoqEjR8zLG2PngAIuxq8iDDz4IQRAgCAJ0Oh2GDx+O5cuXw+l09nrcli1b8OKLLyrWjuXLl2Pnzp2Kna8/jh8/jkWLFmHIkCEwGAxITk7Gvffei717916S9lyu+hpUb9myBbfeeiuio6M5wGWsEw6wGLvKZGZmoqqqCuXl5XjppZfwxz/+EcuXL+9xX6/XCwCIjIyE1WpVrA0RERHyqvUX0969ezFx4kQcO3YMb731FkpKSpCbm4uRI0fi6aefvujtuRI4nU5Mnz4dOTk5l7opjF1eznPZH8bYANTTGmP/8R//QfHx8UREtHLlSho3bhxt3LiRkpOTSRAEkiSJMjIy6IknnpCPSUpKolWrVtGiRYsoIiKChg4dSm+99VbIeU+ePEn33HMPORwOMpvNNHHiRHlx4eDndG1XdnY2xcTEkNVqpYcffpjcbre8z0cffUTTp08nu91OkZGRdPvtt4cs5l1RUUEAaP/+/T32XZIkGjVqFE2cOJH8fn+39zuvd3jw4EG65ZZbyGg0UmRkJGVlZYUsBBxs76pVqyg2NpbsdjtlZ2eT1+ul5cuXk8PhoMGDB9PGjRu7te+dd96h9PR0MhgMlJaWRp999llIOz7//HOaNGkS6fV6io+Pp+eee468Xq/8fkZGBj322GP0zDPPkMPhoLi4uG5r6DU2NlJWVpY8lrfccgsVFRXJ7wfH/29/+xslJSWRzWaje+65R14c+4EHHuj3mo3nGn/GrjacwWLsKmcymeRMFRC4hPb3v/8dmzdv7vVyz6uvvoobb7wR+/fvxyOPPIJf/vKXOHLkCACgtbUVGRkZOH36NLZu3YoDBw7g2WefhSRJYc+3c+dOlJaW4rPPPsM777yD3Nxc/PrXv5bfdzqdeOqpp/DNN99g586dEEURP/7xj3s9Z2dFRUU4fPgwnn76aYhi9//6Bg0aBABoa2tDZmYmHA4HvvnmG7z//vvYsWMHli5dGrL/rl27cPr0aXzxxRf43e9+h+zsbNxxxx1wOBwoLCzEkiVLsGTJEpw8eTLkuGeeeQZPP/009u/fj2nTpmH+/Pmoq6sDAPzrX//CbbfdhkmTJuHAgQNYt24dNm7ciJdeeinkHH/9619hsVhQWFiIV155Bb/5zW/w6aefAgCICLfffjuqq6uxfft27Nu3DxMmTMCsWbNQX18vn6OsrAwffPABtm3bhm3btmH37t1yFur3v/890tPTkZWVhaqqKlRVVWHo0KF9GmfGWIdLHeExxi6erhmswsJCioqKorvvvpuIApkNnU5HNTU1Icf1lMH6+c9/Lr+WJIliY2PlFenfeustslqtVFdX12M7espgRUZGktPplLetW7eOIiIiesw2ERHV1NQQACouLiaic2dQ3nvvPQJA3377bY/vB61fv54cDge1trbK2z788EMSRZGqq6vl9iYlJYW0LSUlhWbMmCG/9vl8ZLFY6J133glpX05OjryP1+ulIUOG0Jo1a4iI6D//8z8pJSWFJEmS91m7dm3IOGRkZNBNN90U0uZJkybRc889R0REO3fuJJvNRi6XK2SfESNGyFnGlStXktlsljNWRETPPPMMTZkyRX7d9e/8XDiDxVgozmAxdpXZtm0bIiIiYDQakZ6ejpkzZ+IPf/iD/H5SUhJiYmLOeZ6xY8fKzwVBQHx8PGpqagAEskXjx49HZGRkn9s1btw4mM1m+XV6ejpaW1vlDFBZWRnuu+8+DB8+HDabDcnJyQCAEydO9On8RCS3tTelpaUYN24cLBaLvG369OmQJAlHjx6Vt40aNSokExYXF4cxY8bIrzUaDaKiouQx6dyvIK1WixtvvBGlpaXyZ6enp4e0cfr06WhtbcWpU6fkbZ3HHgASEhLkz9m3bx9aW1sRFRWFiIgI+VFRUYGysjL5mGHDhoXU1XU+B2PswmkvdQMYYxfXLbfcgnXr1kGn0yExMRE6nS7k/c6BRW+6HicIgny5zmQyKdNY/BAQzZs3D0OHDsWGDRuQmJgISZIwevRoeDyePp3n+uuvBxAIYnqbIoKIwgZhnbf31P/exqQ3wfP29Nk9BYa9fY4kSUhISMDnn3/e7XOCl0HPdQ7G2IXjDBZjVxmLxYJrr70WSUlJ3X7IKmXs2LEoKioKqfk5lwMHDqC9vV1+XVBQgIiICAwZMgR1dXUoLS3FihUrMGvWLKSmpqKhoaFfbbrhhhuQlpaGV199tcdAorGxEQCQlpaGoqKikKkrvvrqK4iiKAdpF6KgoEB+7vP5sG/fPowcOVL+7Ly8PDmoAoC8vDxYrVYMHjy4T+efMGECqqurodVqce2114Y8oqOj+9xOvV4Pv9/f5/0ZY6E4wGKMKe7ee+9FfHw87rrrLnz11VcoLy/H5s2bkZ+fH/YYj8eDhx56CCUlJfjoo4+wcuVKLF26FKIowuFwICoqCuvXr8fx48exa9cuPPXUU/1qkyAI+POf/4xjx45h5syZ2L59O8rLy3Hw4EGsWrUKd955JwDg/vvvh9FoxAMPPIBDhw7hs88+w2OPPYaFCxciLi7ugsYFANauXYvc3FwcOXIEjz76KBoaGvCLX/wCAPDII4/g5MmTeOyxx3DkyBH84x//wMqVK/HUU0/1WJjfk9mzZyM9PR133XUXPv74Y1RWViIvLw8rVqzo11xfw4YNQ2FhISorK1FbWxs2u1VfX4+ioiKUlJQAAI4ePYqioiJUV1f3+bMYuxJxgMUYU5xer8cnn3yC2NhY3HbbbRgzZgxycnKg0WjCHjNr1ixcd911mDlzJu6++27MmzcP2dnZAABRFPHuu+9i3759GD16NJ588kn893//d7/bNXnyZOzduxcjRoxAVlYWUlNTMX/+fBw+fBivv/46AMBsNuPjjz9GfX09Jk2ahJ/97GeYNWsW3njjjfMZim5ycnKwZs0ajBs3Dnv27ME//vEPObM0ePBgbN++HV9//TXGjRuHJUuW4KGHHsKKFSv6fH5BELB9+3bMnDkTv/jFL3D99ddjwYIFqKys7FeAuHz5cmg0GqSlpSEmJiZsrdvWrVsxfvx43H777QCABQsWYPz48XjzzTf7/FmMXYkE6pyLZoyxS+DBBx9EY2MjPvjgg0vdFNVUVlYiOTkZ+/fvV3yZIMbY5YczWIwxxhhjCuMAizHGGGNMYXyJkDHGGGNMYZzBYowxxhhTGAdYjDHGGGMK4wCLMcYYY0xhHGAxxhhjjCmMAyzGGGOMMYVxgMUYY4wxpjAOsBhjjDHGFMYBFmOMMcaYwjjAYowxxhhT2P8DC0+bQOs9gaAAAAAASUVORK5CYII=\n", +======= "image/png": 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\n", +>>>>>>> persim_master "text/plain": [ "
" ] @@ -355,7 +367,11 @@ }, { "cell_type": "code", +<<<<<<< HEAD + "execution_count": 13, +======= "execution_count": 12, +>>>>>>> persim_master "metadata": {}, "outputs": [], "source": [ @@ -391,14 +407,22 @@ }, { "cell_type": "code", +<<<<<<< HEAD + "execution_count": 14, +======= "execution_count": 13, +>>>>>>> persim_master "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ +<<<<<<< HEAD + "Model accuracy: 0.58\n" +======= "Model accuracy: 0.57\n" +>>>>>>> persim_master ] } ], @@ -427,8 +451,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Section 3: Improving Classification Accuracy\n", - "---\n", + "## Improving Classification Accuracy\n", "\n", "In this section, we go over some methods that can be implemented to improve the accuracy of the classification presented above. \n", "\n", @@ -448,8 +471,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Torus: (100, 9000)\n", - "Sphere: (100, 9000)\n" + "Torus: (100, 9500)\n", + "Sphere: (100, 9500)\n" ] } ], @@ -478,7 +501,11 @@ { "data": { "text/plain": [ +<<<<<<< HEAD + "" +======= "" +>>>>>>> persim_master ] }, "execution_count": 15, @@ -487,7 +514,11 @@ }, { "data": { +<<<<<<< HEAD + "image/png": 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\n", 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KsGDBguJquFIUarS8+OKLE/It3XHHHQBceumlRbPz5o+fdNJJWzxPTU3NuOMqsLm4KEzQHR0do/Ztb28fsUpocwqP/elPf2LWrFnjjg1g48aNWxzfRKmqquJf//oXnueNuKbu7m5s2x533FvLCSecwP/93//xzDPP4Louxx57LNFolMbGRh5//HGeeOIJjj766KK42R3ZkfWxJpPC63bllVeW9J4B7LvvvoB4D3R2do56vNS2beGhhx4CGLcO1YMPPkgqleL+++8f8TewbNmyEfsV/s6GLwoo0NnZWTK6VOo1u/feezn22GO57bbbRmwvVRNqezn66KM5+uijcRyHV155hZ/97Gdceuml1NXV8clPfnLSn08yMWRkSbJHcNlllxEOh7nkkksYGhoa9bjneUVj74oVK1i6dClnnXUWTz/99Kh/hUl6vOjO9rJkyRKCwSD33nvviO0bN27kqaee4oQTThjz2JNOOgld11mzZg2LFy8u+Q9g3rx5zJkzhzvvvHPUSrXhbE0k5YQTTiCZTPLggw+O2H733XcXH58sTjzxRLq6urjppps44ogjium8E044gQceeICXX355Qim4iUSy9nb23Xdf5s6dyxtvvDHme6pw/4877jiefPLJEQLEcZwRq9e2lTfeeIMf/ehHNDU1jUqdDacgaIYLZc/z+J//+Z8R+x1++OH4/f5RY3vxxRe3Ks2qKMooUb58+fJR9bYmE03TOPzww4vRstdee22HPZdky8jIkmSPoLm5md///vecc845LFy4sFiUEsTqnTvvvBPP8zjjjDOKUaVvfvObvO997xt1rkQiwZNPPsm99967wwrhlZeXc/XVV/Ptb3+b888/n3PPPZe+vj6uvfZaAoEA11xzzZjHNjU1cd1113HVVVexdu1aTj75ZCoqKujq6uKll14iHA5z7bXXAmJVzmmnncYRRxzBZZddxsyZM1m/fj1///vf+e1vfwvAgQceCMDNN9/MBRdcgGEY7LvvviO8RgXOP/98brnlFi644AJaW1s58MADef755/nRj37Ehz/84e32Dw3n+OOPR1EUHnvsseL1gBBRF1xwQfHnLXHggQfy+9//nvvuu4/Zs2cTCASK1yzZxC9+8QtOOeUUTjrpJD772c8ybdo0+vv7WbFiBa+99hp//OMfAfjOd77DQw89xPHHH893v/tdQqEQt9xyC6lUaque79VXX6WsrAzLsopFKe+55x5qa2t5+OGHiymqUnzwgx/E5/Nx7rnn8s1vfpNsNsttt93GwMDAiP0qKyu5/PLLuf7666moqOCMM85g48aNXHvttTQ0NIzwFY3Hqaeeyve//32uueYajjnmGN577z2uu+46mpubsW17q657PG6//XaeeuopPvKRjzBz5kyy2WyxnMlk/m1Jth4pliR7DKeeeipvvvkm//Vf/8Xtt9/Ohg0bUFWV5uZmTj75ZL7yla9gWRb33HMPCxcuLCmUQJgzp0+fzh133LFDqwZfeeWV1NbW8tOf/pT77ruvWI/lRz/6EXPnzt3isfvttx8333wzv/vd78jlctTX13PYYYfxxS9+sbjfSSedxLPPPst1113HV7/6VbLZLNOnTx9haj722GO58sor+c1vfsP//M//4LouTz/9dMk0SCAQ4Omnn+aqq67ixhtvpKenh2nTpvH1r399XIG3LVRVVbFw4UJef/31ERNF4efC41vi2muvpaOjg4svvphEIsGsWbO22JJjb+S4447jpZde4oc//CGXXnopAwMDVFVVsd9++42I8hxwwAE88cQT/Pu//zsXXHABFRUVfOYzn+Gss87iC1/4woSfr1Bp3e/3U1lZyYEHHsh//ud/8rnPfa6kUB/O/Pnz+fOf/8x3vvMdzjzzTKqqqjjvvPO4/PLLOeWUU0bs+8Mf/pBwOMztt99e7ARw2223cdVVV41ZcmJzrrrqKtLpNHfccQc33HAD++23H7fffjsPPPDAmC1ttoWFCxfy2GOPcc0119DZ2UkkEuGAAw7goYce4kMf+tCkPY9k61G8iS49kEgku4TLLruMe+65p2iwlUgk20dLSwvz58/nmmuu4dvf/vauHo5kCiAjSxLJbkp3dzdLly7l/vvvZ8mSJbt6OBLJlOSNN97gd7/7HUceeSSxWIz33nuPG264gVgsxoUXXrirhyeZIkixJJHspjz66KN8+ctf5ogjjpBLhyWSbSQcDvPKK69wxx13MDg4SFlZGcceeyw//OEPt7lOm2TvQ6bhJBKJRCKRSMZBlg6QSCQSiUQiGQcpliQSiUQikUjGQYoliUQikUgkknGQBu9JwHVd2tvbiUajU6a9gUQikUgkezue55FIJGhsbBy3SKkUS5NAe3s7M2bM2NXDkEgkEolEsg1s2LBh3KbjUixNAoVqsxs2bCAWi+3i0UgkEolEIpkI8XicGTNmbLFqvBRLk0Ah9RaLxaRYkkgkEolkirElC400eEskEolEIpGMgxRLEolEIpFIJOMgxZJEIpFIJBLJOEjPkkQikUgkOxDHcbAsa1cPY6/EMAw0Tdvu80ixJJFIJBLJDsDzPDo7OxkcHNzVQ9mrKS8vp76+frvqIEqxJJFIJBLJDqAglGprawmFQrJo8U7G8zzS6TTd3d0ANDQ0bPO5pFiSSCQSiWSScRynKJSqqqp29XD2WoLBIADd3d3U1tZuc0pOGrwlEolEIplkCh6lUCi0i0ciKbwG2+Mbk2JJIpFIJJIdhEy97Xom4zWQaTiJZAfjeR7diRwZ0yHo06iN+gFGbZMfqhKJRLJ7IsWSRLKNTEQE5SyHF1v6ae1NkbNd/LpKLKCDohDPWMVtTdVhlsyuYnpFsKSIKvVcBXE13mMSiUSys2ltbaW5uZnXX3+dhQsX7urhTApSLEkkE2S4KBlImazsTrCuLz2mCMpZDt2JLLGgwby6GEFDo2Mww9/f7gRFYcnsKpqqwmQsh3c74rzXmaAm6h8lomZVhljXnx4huAriCmDp2r6Sj82oDEmRJZFItpru7m6uvvpq/vrXv9LV1UVFRQUHH3ww3/ve91iyZMmuHt4uQYoliaQEmwuJ4RGinmSOdb0pDE3l4BnlNFWFR4mgWVUhXlzbx8aBDA0umLZL2K/RmcgSMMRqjM6hLNPKg0T8OpUhH0++20XIp/OBeTWEfDoZy+Hlln4efG0jjRXBouAaLq7Aw/WgoSw44rHOoQyHN1dtk8gqFd0CmTaUSHYVO/uLzVlnnYVlWfzmN79h9uzZdHV18eSTT9Lf37/DnnMimKaJz+fbJc8txZJEshkb+tMjhMTwCNHcuijtQxlcD1zPY2VngqBvtAiKBnRSOYeZlSHiWZu1PUnmqhH6kiblIR+eB30pk0TWJhrUWduXQlNVdFXB80BTFcJ+Ddt1GcxY1McChH0aiqIQ8evMrgnz17c6wYNTDqhHVcVajYhfZ05NhGUbBnmrbS2N5UEay0MTFlmloltjpQ2PaK7Eb2hSQEkkO5DNP482jx5PNoODgzz//PP84x//4JhjjgFg1qxZvO997yvuoygKt956Kw899BD/+Mc/qK+v54YbbuATn/jEiHOtXbuWyy67jH/961/MnTuX22+/fURk6oUXXuCKK67g5Zdfprq6mjPOOIPrr7+ecDgMQFNTExdddBGrV6/mgQce4GMf+xi/+c1vtnjcjkCuhpNIEN/cuuJZlq7p5Z6lrbzTPkR5yMesqhD9aZONAxkGUhYDKZOBlEVN1E9tNEDacninPU5vIkd5yEdZ0EdfymQwZWG7Lj5dIxYwRmwzNBWfrmK7Lpbjksja9CVNqiI+bM/DclwAElmb/pRFfVmAvrRFImsXx5vMObguuJ74eQQKpEybjqEcddEAEb+Opm4SWe92xnm3I8Gc6vCIxypDPl5b189zK3soCxo0VYXBg7+/3SmiZkBTVZjykI+XW/r5wSMr+NmTq7jnxXX85oVW/vDKBl5fP0Brb4queBbP83ba6yeR7Ils6E/zwOsbWdERpzzkK/79vdsR54HXN7KhPz3pzxmJRIhEIjz44IPkcrkx97v66qs566yzeOONN/j0pz/Nueeey4oVK0bsc9VVV/H1r3+dZcuWMW/ePM4991xsW3yOvfnmm5x00kmceeaZLF++nPvuu4/nn3+eL3/5yyPOceONN3LAAQfw6quvcvXVV0/4uMlGRpYkez2Fb24tPUnebBtiKGMztyZMdcTF9bwREaKWnhSW42BoBoqiCCGUNHHxKA+J8HAiZ4ECuqpiOS4+XR21zfPEz4amYtkutuvieWpxG1DcHg34GEibRRFVeAzFQ/GUEdtBiKxE1iZoaNjuSMFSEFmFn2NB8Vwe3qjolqpSMm1o2S79qRwdQ1l0TeGI5io6h7I89EY7lu3SVB2mOuKX0SeJZDvwPI+la/sYSFvsUxMp/t0UosdrepIsXdvH9IrgpP5N6brOXXfdxcUXX8ztt9/OIYccwjHHHMMnP/lJDjrooOJ+n/jEJ7jooosA+P73v8/jjz/Oz372M2699dbiPl//+tf5yEc+AsC1117L/vvvz+rVq5k/fz433ngj5513HpdeeikAc+fO5ac//SnHHHMMt912G4FAAIDjjz+er3/968Vznn/++RM6brKRYkmyV1LwAKztSfL0u92Yjks0IARQTdRHZyJHPGvTVB3OR4gMYgGFoYyJB1iOi1/X8OkqLh4qyggRVB4yqIr4iim54ds6BjOASIFFAzqJnI2mKAykTWZUhIgGxJ+loQvxlDbtESKq8BieggcjtoMQUlnLIWBoJR8rJbKGR7eSOXtExGt42jCetVjTmyRjucyoDJHKOXQMZlnVk8B1PTyEP6ssaPBySz9PvNNFbdSP39Bk+k4i2Qq6Ezlae1M0lI0WQ4qiUBcL0NqbojuRoy42uQLhrLPO4iMf+QjPPfccS5cu5W9/+xs33HADv/rVr/jsZz8LMMrovWTJEpYtWzZi23BxVWg10t3dzfz583n11VdZvXo1v/3tb4v7eJ6H67q0tLSwYMECABYvXjzinBM9brKRYkmyxzOWWXvzSJKuqrieR8TvI+qHnmSOtsEMmqIUI0SKqhD16QxlLGqiqjBu+zRCPp3BtAkIERQLGMypjjCUNtnQn6apKkzYp1MfDdDSkwRFoS7mx/VAARzPw3Y9mqvDxQ/GaECnMmzwXmeC+XXRoogCiPg1VBUUT/w8HF1TyFkuNVH/iGNgbJFVKrpV2GZoBiAiZoNpi76kSVnQwNBUEjmbNb1J0qZDbSxAznIZSFsMpqxR0aes7UoBJZFMkIzpkLNdgkbp9hwhn178XNsRBAIBPvjBD/LBD36Q7373u1x00UVcc801RbFUis3/Zg3DGPWYmw9tu67L//t//4+vfvWro84zc+bM4s+b+5AmetxkI8WSZI9mPLN24RtbIZLUkzKxHK8YNYoFDNKmTdgvxFE0oGOoKnOqI6zqSdAdz2I5HtMrgjTEArw4lBkhgnRNoTLsR1NVKsM+1vWn8esqJ+1fXzRMt/al8OsqR+9TTU8yx0DaxKerhHx6MaJUHjTQNIVkzi5u74pnmV8fAzzW9qaoiwWKj3UnctSXCUP45owlsgxdHRXdSuTsUWlDPIoCyrRdPNcjnrWoCPlQUPDpKvHc6OhT2nRwXG+rBNSOMrBKJFOBoE/8LWQsh4h/9FSdNm38ukqwxN/5jmC//fbjwQcfLP7+4osvcv7554/4fdGiRRM+3yGHHMLbb7/NPvvss1Xj2NbjthcpliR7HKVSbI3lIQKGOmI5f3nQNyKS1J3MYjsug2mT2lgg7zXymFYexLSdYoSooTyAosAbbYOorleMOJUSQYc1V5aMmsDopfgbBzJFYdedyBWP//ih04slAArb5zfERpUAKDy2oCHGyfvX86+WPtb0JEcIqbFEVqnoVjSgj0oblocNdFXFtB3iWZtYwCCRs4pRqs0FlKGpJHM2puPQ2peesIAqlD/42MJpMuIk2SupjQrf37sdceYM8yzBpgUp8xtixc+TyaKvr49PfOITfP7zn+eggw4iGo3yyiuvcMMNN/DRj360uN8f//hHFi9ezPvf/35++9vf8tJLL3HHHXdM+Hm+9a1vccQRR/ClL32Jiy++mHA4zIoVK4rep8k+bnuRYkmyR7E1Zu3hKTa/rlEW8DHgmuiqQk9eeKiKQsBQS0aITj+4kXl1USpCvm2qR7S5z2BGZWjMCt7va64c87xjHdNYHhwlpMYTWaWiW5unDcN+nbBfK3opmmvCrOhIiDSlphLPWiMElGm76KpKznZHpO/GE1CxoFEsf/DTp1ZTE/FhOp6MOEn2KpR8zbbOoUzJLz3lIYMls6sm/ctDJBLh8MMP57//+79Zs2YNlmUxY8YMLr74Yr797W8X97v22mv5/e9/zyWXXEJ9fT2//e1v2W+//Sb8PAcddBDPPPMMV111FUcffTSe5zFnzhzOOeecHXLc9qJ4cn3vdhOPxykrK2NoaIhYLLarh7NXsXlV7WdXdTOYsYn4dZZtGMTQFLKWS8jQaKoOs6IzTlXYj2m7ZCyR1hL+I3/exJxjQX2MvlSONd0pYkGDA6fFaK6JTElfzdZW8B4e3dpSZfKyoME+tVFWdMbZ2J/B0BTCPp196iKs6EgQNFTiWZv6WICmqhD/au0fdu8dDpgW4622OCGfMKL3pXIc0VxFVcTPQMrkxZY+BtMWx+5bQ200QMZy6BzKUB4yOGPR9DFFokSyO5DNZmlpaaG5uXm7Vmjt7DpLE0FRlGLdo6nAeK/FROdvGVmSTFmGf4hkLYeW3hSm7XJEPnKyJbN2IcVmOe6oSFJ5yMcRswMct28Ns2sjU3YiLqyamehjY0W3YOyedz5NRVVAUxTm1kVoKA+yPp82bCgLMrsmgq4pI9J39bEAfk0d4X8qGMs9PNb0JrEcl2hAx6epxVpQhSXTjyxvpyLsG9FuZldPIBLJjmC8iLNk5yHFkmRKMZYfyXJcVnQksF2XNzYMsk9dpGhOHsusrasq1RE/FSEfq3sSxUiS43osyKer9saJdyyBVUpYleqVt64vTWXIh13h5tNuCkGfNiJ9N5aAigb0YsmCkE/DcUeu2lMUhYCu8dS73TRXh5lTGx3V5uWMRdP3ytdNsucy3pceyc5BiiXJlGE8P5Lneagq1EcC9KVMuuNZKsMGXfEcNVF1TLN2yCcm2j0lkrQzGf4B3lQdZuHM8jGjT92J3IQElKIoWLaL5TiY9qZaVAU8PNrjGZI5u9hXD0YX6ptWHqAnacpv4hLJDmBvdO9IsSTZbRnPj7R58chCJMl2vXx7EYv96mMksvaEzNp7cyRpshgrrbc1AspxPUzHJZl1KAsZRQFVIJG16RrKURb04dO1ks+/fMMgQxnRmkam6CQSyWQgxZJkt2Rr/UjDI0lVER+JnEvIr7FoRsWoFNtYy/ll5GHy2RYB5dMU5tVHUfCoCBkjjjUth3jGYm5dZFTBTYCc5fJOR5yM5bBvfaxkik76PyQSydYy5cTSrbfeyo033khHRwf7778/N910E0cfffSY+z/zzDNcfvnlvP322zQ2NvLNb36TL37xiyP2uemmm7jttttYv3491dXVfPzjH+f666/fYT1mJKXZHj/S8EhSx2AWQ1NQFQVdU2SKbTdjogLqwWVto5ZMtw9lCPs1GstHt4Dw8Hi3K47leOxTEymZopPGcIlEsi1MKbF03333cemll3Lrrbdy1FFH8Ytf/IJTTjmFd955p2SZ85aWFj784Q9z8cUXc++99/LPf/6TSy65hJqaGs466ywAfvvb33LFFVdw5513cuSRR7Jy5cpiOff//u//3pmXt1ez/X4ki5BfY+H0cpa29OHLL0UPGJpMsU0BSgmoMxZNH1ULatHMCpqqI3THs3ieN0IwxTMWG/szzKgMEgsao84vjeESiWRbmVJi6Sc/+QkXXnhhsdPxTTfdxN///nduu+02rr/++lH733777cycOZObbroJgAULFvDKK6/w4x//uCiWli5dylFHHcV5550HQFNTE+eeey4vvfTSzrkoCRv60zzw+kYG0tZ2+ZFytihq+L6mSj4wr2ZEsUgZSZp6jLVkeuNAhgde3zgq6rS6O4muKcyvi5WMOkljuEQi2VamjFgyTZNXX32VK664YsT2D33oQ7zwwgslj1m6dCkf+tCHRmw76aSTuOOOO7AsC8MweP/738+9997LSy+9xPve9z7Wrl3Lo48+ygUXXDDmWHK5HLlcrvh7PB7fjivbOymk3NI5myfe7aY/ZTK3Nkp/ytwuP9J8GUXaoxgrZVcq6jQ/71EKlOiVJY3hEolke5gyYqm3txfHcairqxuxva6ujs7OzpLHdHZ2ltzftm16e3tpaGjgk5/8JD09Pbz//e/H8zxs2+bf/u3fRomy4Vx//fVce+21239RewmbV4oebujtT5m815WgoSxAdSSAoavSjyTZIqWiTjURH396ra1kLy1pDJdIJNvDlBFLBUaF1zfzLUxk/+Hb//GPf/DDH/6QW2+9lcMPP5zVq1fzta99jYaGBq6++uqS57zyyiu5/PLLi7/H43FmzJixTdezp7N5qf5Cq4xY0GBeXQyfprKmJ8lAymTZ+gEOnllOVcRH51BW+pEk41Iq6jRWLy1pDJdIJsaWvgBccMEF3HXXXTtnMLsRU0YsVVdXo2naqChSd3f3qOhRgfr6+pL767pOVZVYgn711Vfzmc98puiDOvDAA0mlUnzhC1/gqquuQlXVUef1+/34/ZPb6XlPYqxVbQFD5cW1fWwcyNDgig71AZ9GyKcX+4i19KSYXR0mnrGkH0my1YyVopPGcMmUxvMg0QlWGowQROthB33udXR0FH++7777+O53v8t7771X3BYMBrfqfAXLy1RntBLYTfH5fBx66KE8/vjjI7Y//vjjHHnkkSWPWbJkyaj9H3vsMRYvXlx88dLp9ChBpGkanuftlVVKt5cN/Wn++OpG7vpnC7c8vZqla/uJpy1M2yVtOqRyDjMrQ2Qsh7U9SSJ+jaqIj3jWJhrQ6UuZ6JrKohkV1MX89CVNPI+iH+nMQ6bnJ74wdbGAFEqSUcyoDPGJQ6dzwZFNfOaIWVxwZBNnL57BRw5soDxksKYnSSJr4bgeiay11cbw4X3qBtIWf3urk5aeJF15ISaRTCoDrfD6vfDSL+HlX4n/X79XbN8B1NfXF/+VlZWhKMqIbf/7v//LnDlz8Pl87Lvvvtxzzz0jjlcUhdtvv52PfvSjhMNhfvCDH3DXXXdRXl4+Yr8HH3xwxN/bG2+8wXHHHUc0GiUWi3HooYfyyiuv7JBr3BamTGQJ4PLLL+czn/kMixcvZsmSJfzyl79k/fr1xbpJV155JW1tbdx9990AfPGLX+TnP/85l19+ORdffDFLly7ljjvu4He/+13xnKeddho/+clPWLRoUTENd/XVV3P66aejaaONopLSeJ7HsvWDPLS8jXTOoSYf8Rm+qq2pOoztuvh0g1hAoS9lksw6zKmOEM9YDGXEBJa1hCdE+pEk28rOMIYPpi264lmWbRhkTU+SyrBPpuYkk8tAK7zxB8j0QWyaiCpZaeh6G+IdcPDZUNG004bzwAMP8LWvfY2bbrqJE088kb/85S987nOfY/r06Rx33HHF/a655hquv/56/vu//xtN03j66ae3eO5PfepTLFq0iNtuuw1N01i2bNluFZGaUmLpnHPOoa+vj+uuu46Ojg4OOOAAHn30UWbNmgWI8OH69euL+zc3N/Poo49y2WWXccstt9DY2MhPf/rTYtkAgO985zsoisJ3vvMd2traqKmp4bTTTuOHP/zhTr++qcqG/jQvrOnlb2910hXPUhPxM5i2SJs208pDxVVtbYMZNEXBctyiF8lyXKoifhbNqODtjiE6hrJ0xrNUhn3SjySZdCbLGD6QMnl9wwDJnI2hqtTHAoT8ukzNSSYPz4OW54RQqt53U9rNH4XqedC7UjxePmuHpeQ258c//jGf/exnueSSSwARwHjxxRf58Y9/PEIsnXfeeXz+85/fqnOvX7+eb3zjG8yfPx+AuXPnTt7AJ4EpJZYALrnkkuILtTmlTGfHHHMMr7322pjn03Wda665hmuuuWayhrhXUaiR1DaQIWu5zKgMoaLQk8zRmzSJ+HUqQn5iAYO0aRP26wxlLKIBHV1Vix3ly0MGdbEAi2ZUcOKCWkJ+XUaSJDuE7TWGe3is6U2SNh3KggZZyyVgaLJmk2RySXRC/1oRUdr8faMoEGsUjyc6IdawU4a0YsUKvvCFL4zYdtRRR3HzzTeP2LZ48eKtPvfll1/ORRddxD333MOJJ57IJz7xCebMmbNd451MpoxnSbL74bouf3u7k3V9acqCBori4dc1/IZGY3kAXVXYOJDB9UQkyXY9ppUHCRoqG/rThH0aIZ9GImuxpidJRcjg5APqaa6JSD+SZKdSSNHNb4gxlLFo7UsxlLFYNLOC4xfUkbWcoh8pkbXpS5rEAjqJrE1V2FeMOg2v2XTHP1v5zQut3PPiOn7zQit/fHUjG/rTu/IyJVMJKw12VqTeSmGExOPWzn1PTWRFejgcHvG7qqqj/HyWZY34/Xvf+x5vv/02H/nIR3jqqafYb7/9eOCBByZx5NvHlIssSXYPNvSn+dtbnTz6Vge6qtI+mKEvZWJoKhUhP6qiMr0iSGtfmvbBLNGAjqooBAyVyrAfTVWpDPtY158WvhGZcpPsYiZaMTxrOqRNG9NWCPt0Zm+WuptIzSb5PpdsESMEekCIIX909ONWWjw+lpjaASxYsIDnn3+e888/v7jthRdeYMGCBeMeV1NTQyKRIJVKFYXUsmXLRu03b9485s2bx2WXXca5557Lr3/9a84444xJvYZtRYolyVZTSL2t60ujqwp1MT+24+bLBaTYt14l4jcoC/qoDttUhA26hnLFKtuHNVdyRHMlfkOTKQrJbsVEjOEDaRPb9aiJ+tmvoYzKsK+470RqNi1d28f0CrH8Wha5lIxJtB4qZwszd/W8kak4z4N4O9TtL/bbSXzjG9/g7LPP5pBDDuGEE07g4Ycf5v777+eJJ54Y97jDDz+cUCjEt7/9bb7yla/w0ksvjbDNZDIZvvGNb/Dxj3+c5uZmNm7cyMsvvzzCX7yrkWJJslUMT73VxQL0JHI4rkfA0JldHebdzgQtvSn2qYngAT5dpTLko7kqIle1SaYsw6NOhRY97QNpKkIjV+tsqWZTXSxAa2+KZesHWdWTLBZrlUUuJaNQFGg+Wqx6610pPEqF1XDxdghWisd34mfpxz72MW6++WZuvPFGvvrVr9Lc3Myvf/1rjj322HGPq6ys5N577+Ub3/gGv/zlLznxxBP53ve+V/Q/aZpGX18f559/Pl1dXVRXV3PmmWfuVp0yFE8WBtlu4vE4ZWVlDA0NEYvFdvVwdhibp95CPpVE1gbEZKKgMJDO0TGUpSJkkMw61Mb8nHxAPUfOqZaTgGSPoRBdHUxbIwzhK7vEl4Vj59VSHR1duNZxPd5sGyTs1wCFhrJgMU3XOZShPGTI1ip7CNlslpaWFpqbmwkEAls+YCwGWsWqt/61wqOkB0TEqfnonVo2YCoz3msx0flbRpYkE6JU6s1xPJJZm4G0CUBtNEA0YJA2HaojfvZrCHD6wkYWziiXH/SSPYptqdkEkDZtehI5FPwcNH3T34VsrSIZk4omUR5gJ1XwlpRGiiXJFvE8j6Vr+xhIW+xTG6E3aeK4Hn5DY3qF+PD2EBNBxnKwXY+FMys4ef96+eEu2WPZ2ppNnufR0psEGGUKh4m3VpFRp70QRdlp5QEkpZFiSbJFuuJZ3m4bIugTb5fKsEFXPEdNVM1X6Q6QsWz2byyjK55lfn2MC49qKtlXTyLZk9iamk1d8SxBQ6cmCiHf6I/eUq1VQEadJJLdASmWJOOyoT/Nw2+08/qGQcI+HZ+uEtQ1FKAnkSMWMNA1hXTKoTueZVZViJMPqJdCSbLXMmaKriHG3NoIj7/TRcZyimKowHitVWTUSSLZtUixJBmT4dW5wz6dWFBHRWEoa6EA0YBOxnJIp2xs12PfhphMvUkkjF2zCWBVd3KrWqvA5ESdPM+TQmoXINdQ7Xom4zWQYkkyCs/z6IpneXh5O20DGQ6YFsNyPTqHstRE/dTofnqSOcI+jYOnl7GmJyVTbxLJZpRK0cHWtVYpsL1Rp8Obq1jXnx63VIEUU5NLoQlsOp0mGAzu4tHs3aTTosr59jTmlWJJMoIN/WmWru3j7bahYurNcjyqwj7iGauYeov4dTqGsvg0VabeJJKtYKw03aKZFTRVR+iOZ0e1kNieqNOyDYO81baWxvIgjeWhkuk7oDgeKaYmB03TKC8vp7u7G4BQKCTv107G8zzS6TTd3d2Ul5ejaaVXqU4EKZYkRQppt4G0RcinEfZrxPw6nfEs8YxFc3WYvrRJX9LEdBxSpsPM6jCnHdQoU28SyVYw0dYq2xt1QoGUadMxlGPRjIox03c522EwY4+o+7S1Ykoymvp6UV27IJgku4by8vLia7GtSLEkATYrD1ATIZGz8WkaqqpQExFpt76UySGzyknmHAZTJhnL4cxF06gvkyFmiWRrmUhrle2NOiWyNomsTdDQsN2Rvo3C87+4to/a6Ph1n7YkpqRgKo2iKDQ0NFBbWzuqcaxk52AYxnZFlApIsbSXUwitb+hP83bbUPGbazSgUxXxFX1KsYBBX8okmXWIBnS641n2n1ZW0pMhkUi2ncmMOlm2S9ZyCBgahjY6TW67Hn0pk33rYyXrPk1ETBV63SmKIlN1Y6Bp2qRM2JJdhxRLezEFf1LhG+zKrgRDGYt9aqNUhn3MqY4UfUoRv45luwykTboTWcpDBktmV8kPQolkBzBZUSddU8hZLjVR/6ioE0AiI6IdUX/pqWAiYqowFtN2ZapOsscixdJeynB/UkNZkLBfp20gQ9tghmTWZuHMCirDPhbNqGBNb5KOwSwp0yZrOew/rUx+AEoku4CtjTp1J3LUlwUIl2i/4nkegxmTqrAPXSv9pWdLYirk0+lO5Fjbk+Tl1v7i54lM1Un2NKRY2gvZ3J+kKAoeHg3lAToGM6RMm7U9SSpCFVSEfRwSKuctbYiZlWHOPGQadbGAjChJJLuIrYk6LcjXPvtXS1/JiuINZUGaqiN0xbNE/Pqo9ixbElNp08anKbzVHh/xeQIyVSfZs5BiaS+kO5GjpSdJxK/TnzIxNJVoQC+m3QbTFh1DGQbTEXRNoSuepbE8yGkHN0ozt0SymzJW1ElRFBrLgyUrii+ZXQVQMio1ETFV2Kc/maOhbLRnSqbqJHsKUizthaztTvJmWxxFAcf1MDSVqrCP2TURFs2oYFVPgrU9KVr7UtRE/cUPVflhJpHs3oxVCHM8IQWM2Z5lS2KqPGRwQGOMJ97tJmiUNjDLVJ1kT0CKpb2MDf1pnn6vh3jGojrqoyLkw7LdYi2lhTMrWFAfoyxgcNrBon6SDJNLJFOfsYQUbJ+Y8ukq/tW9JfvdgUzVSfYMpFjaiyh4lUzHYU5tmK54jmgA/IZGja7Sk8yxtjtBWchg/2llHDqrQn5ASSR7CdsqpjzPo6k6XLLfnUzVSfYUZH+KvYiueJa324YIGDr10SBBQ6UnkSNrOXiAX1dZ3ZPC0FRZFkAikYygIGqaqsMjFnkoisKS2VWUhwzW9CRJZC0c1yORtVjTkyym6kzHGzdVl7Nd1vYkeeD1jazoiFMe8tFUFaY85OPdjjgPvL6RDf3pnXnJEkkRGVnaS9jQn+bhN9qL/d58ukpQ19ADKhnLIZGzUBWFspDBcfNr5Tc4iUQyYcZajbcjU3USyc5EiqW9gEJNpbaBDGGfTiyoo6IwlLUIGhoLGqKEfTqm42I7LrNrIrt6yBKJZIqxM1N1tVG/9DRJdipSLO3hDK+pdOD0MizXK7YwqdFFz7fueI5DZgZZ25tifkOM2qh/Vw9bIpFMQcbyPRVSdZ1DmUlZVffMyh7paZLsVKRY2sPpTuRo7U3RUBZEVdQRLUxiAYOIX6djKMNbbQqNFUHpVZJIJDuEyUjV5SyHp9/txnI9WX5AslORYmkPJ52z6U+Z+DQV1/UoDxnFFiZ9SRPTcUiZDjOrw5x2UKP8oJFIJDuM7UnVdcazZG0XXVOYWxuVnibJTkWKpT2YDf1pnljRzXtdCdb0pAj5tGLxyUNnVZDI2gymTDKWw5mLpsnq3JKJ4XmQ6AQzBWYS/FEwQhCtBzlJSbbAtqbqDFUloKs0lofG9TR1xbMoiiL9TJJJRYqlPZSCqbs/ZdJQFqA/ZRI01BHFJytCBt3xLPtPKxuzvopEAmwSSL2roPMN6G+B/rVCMPnCUDkbGhdB89FQ0bSrRyuZooyXqptRHtyip2lNT5L7X28jmbWln0kyqUixtAcy3NQ9tzZKTSTA6xsGiGdton6deNbinfYh6mJ+KsI+6VPa2xkeKcolwMpCph+CFeALQTa+SSB1vgm5JOCCLwKhKnFc97uQ6oGelXDY56GyeVdflWSKMlaqrjuRG9fT1DGYobU3hQLMqY1KP5NkUpFiaQ9kuKlbURQqwr4RPiXb9eiIZ1k0q4KT96+XHyB7M/0t8O5foH2ZiBQlusFOCwGlKKD5QNPBFwXdD4oGmgGpXkAV2+2sEFuJDuhdDfENcPx3oWr2rr46yRSlVKquNuof09Pkei5vtA1iaCoHTitDVUW9ZelnkkwWUiztgWxu6o4GdCrCPg4NC59S1nToSmQ5URaf3DspRJJanoPlv4d4B2T7RVTJdfM75ScUMw2qKn7PDoIeEg+Fq0TEqfc9IZ5cB8wB0Pyw9hlIfgWOvUKk5SSSSWA8T1NLbxLLdlncVFkUSsOPq4sFaOlJ8nZ7nIhfl14myVYjxdIexnim7sqwj1jAQAEqQj5CJULZkj0Yz4ONr0Drc9DzLqx/CXJx0ANg5cADPBehhlyx3bHE72YKVB1cS0SS/DFwbZGSMwLg2OCYoKhie/c78Pdvw0nXQ/P7d+11S/YYxvI0zawM43rQMMYilZzl8lZ7nHjGJuDTpJdJstXI2XIPYqKm7q54Vhaf3NsYaIW3HoBVj0E2AVYScgMQKIfMgBBLiiZSbVZWiB7P2XS854FrghrZJJIcU+xj5/Iiy8ufQ4dADOLt8PxPoGya9DBJJo1SnibP87h76bqSfqaBlMnL6/oZTFssnOGjNhqQXibJViMb6e4hbG7q3r+hjIhfL5q6U6bNO+1DrO5OUB4ypKl7b8HzYMPLsPQ2WPl38Xv5DCFyXFeIHk8BPPBsEV1SAFwhgNT8YwBoIoKk6mClRNTJzYsk1xYpODzhcdIMMIJCML37F/G8EskksXlT38LPnUMZvGHvNQ+P1T0J+pI55taEqY8F0FSl6GUaTFssXds34hiJpBQysrSHUDB118cCJLI2rucxtyZKZyJDf8qSpu69kYFWWPssrHgYBjcI43agfJNR2wiCbQqRVEif4eZ/zqfjFE1ElBQF/BEhlDxLCKJsDvCEaFJVIYicnHjuZFfeJK4K83iiE2INu+pOSPZwxvIzdSeyrOlOURXxM3tYIcvCMcP7zcnyKZLxkGJpDyFjOvQmc7QPZhhIW1iOi6GpVIUNFjRECeiaNHXvDQyvh7T6MUgPgp2BWD0MrhPeIysDKKAaoFj5wJGST7U5+UiTK4SRqotokusKoaX58ivgcqAlwE2L51V8+WMM0H2b0np2DrpXiJICUixJdiCl/ExZ0yEWNDhsViWVYd+oYwqCakN/WhaxlIzLlEvD3XrrrTQ3NxMIBDj00EN57rnnxt3/mWee4dBDDyUQCDB79mxuv/32UfsMDg7ypS99iYaGBgKBAAsWLODRRx/dUZewQxhIm7T2ptg4kCFkaFRH/IQMjc54jtVdSXK2I03dezoDrfD6vfCvXwivUMvzkO4T0SMjlBc6IZFe8xwhhDRfvkSAnvcpucLEjSKEk2uJiFK4SkSeFAWmHQKHfApO/g+oPwj0IOiGOFfB8+SaIsrk2KL+0qu/FmUKJJIdyIzKEJ84dDoXHNnEZ46YxbmHz+TAaTECvtKFLDsGM6ztSfHwG+3c8+I6fvNCK398dSMb+tM7eeSS3Z0pNXPed999XHrppdx6660cddRR/OIXv+CUU07hnXfeYebMmaP2b2lp4cMf/jAXX3wx9957L//85z+55JJLqKmp4ayzzgLANE0++MEPUltby5/+9CemT5/Ohg0biEajO/vythnP81jZlcDQRakAn6GioOA3NGp0le5Eljc3DnHawkZp6t7T2DySZFui/QgKRGpFccl0jygg6YtAdkik36x8FMi1xe94QjzZOUAV4kfVhcgqnw41+4m6SQ0HQ9XcTa1NyqbBo98QQs0IgOMJ4zcI4aT5xPl7V8HLv4L3XSwrfEt2KMNrNHmexzsd8ZK1mfqTOZau7SXk02ksDxLy6dL4LRkTxZtCzrbDDz+cQw45hNtuu624bcGCBXzsYx/j+uuvH7X/t771LR566CFWrFhR3PbFL36RN954g6VLlwJw++23c+ONN/Luu+9iGMY2jSsej1NWVsbQ0BCxWGybzrE9dMWz3PXPFtI5h1U9CUzboyrsw29omLZLbzKHqsCVpyxg0ayKnT4+yQ5ioFXUSupbAx3LIDMI1fMgXA1db0G4RuzXuVyk2qr2Eak4OyciS2XThQHbNkXkqHIfsWqtdoEoG1Co4L2l3m9v/AGeuk6cx7VEdErzb4pE+cJiW7QR9j0F3n+p7CEn2WkUVgkPpq0RtZmeXdVD2nQ4ft9aqiKbvkR6nseaniTzG2J84tDpMiW3hzPR+XvKRJZM0+TVV1/liiuuGLH9Qx/6EC+88ELJY5YuXcqHPvShEdtOOukk7rjjDizLwjAMHnroIZYsWcKXvvQl/u///o+amhrOO+88vvWtb6FppUO3uVyOXC5X/D0ej2/n1W0fa7uTvNkWR1FEPZFEziaetYgGdCJ+g+mVQXyaSkWJnL1kClKol/TWn0Uj20g9xUhSshNS3UKoOKYQPWUzYKBFRJki9SLSlOkXVbjDtdC0BGYfNzJitDU0Hw1zPygqgPesQpi+TVA10Q5F0USpAjMJK/4Cs46Cme/bEXdmt8fzvFFtPBRFGXP7eMdIJkYpL5PtuPg0lYNnl48QSiCLWEpKM2XEUm9vL47jUFdXN2J7XV0dnZ2dJY/p7Owsub9t2/T29tLQ0MDatWt56qmn+NSnPsWjjz7KqlWr+NKXvoRt23z3u98ted7rr7+ea6+9dnIubDvZ0J/m6fd6iGcsqqM+plWEMG2H3qSo4L2gIUpFyMdQxiI4Rt5eMoUYvsIt0QmRGkj3C+N2+QxR3yjRJVaoZQchXCciRLmEEC52Voititkw+1ghdKYftn2Rnmg9NB4ivEpmJi+M0uJ5HROS3cIPhSZaojxzPRxzBcx43x4ZYRpL3GzoTxcn7OFNXmdVhljXnx61fcnsKoCSxxSKKUohNTE2r83Um8zx6JsdsoilZMJMGbFUYPMPAs/zxv1wKLX/8O2u61JbW8svf/lLNE3j0EMPpb29nRtvvHFMsXTllVdy+eWXF3+Px+PMmDFjm65neyjUVjIdhzm1YbriOaIBCBg608o1epI5uoey5CyHBY1l0q801RloFSmvofVihVvFTCFCkt0iWuSPQqgSguXC2K1okOoS0SV/BGoWiKhT1Tw48MztF0kFFEWIrp6V0LEcrLTwR5lp8XwghJOVFabx9jfgb1fAnGO3L6K1GzKeIPpXi6iD1lAWLDZ5fbmlnwdf20hjRZB5dbERzV/f60wAXrEy9eaNYQ9vrhpTZA2f0KWgEgz3MgV9GoH8/ZRFLCUTYcqIperqajRNGxVF6u7uHhU9KlBfX19yf13XqaoS39oaGhowDGNEym3BggV0dnZimiY+3+jUld/vx+/f9cKjO5GjpSdJNGCgqyq9iRzd8SxlQR8+XcWvq6zuSXHE7EpZhHKq47oimtS/VniSFFWIIEUV3qNMPwyuF6JE8wlzdu1+kO4VIiZYDrgimtN89OSbrCua4LDPw2ArrFsKqKJwpaqLkgNmQognfwQUHZI9sPxPIkpWtQ9U7yvaokyWgNuBjBc5euD1jaME0YqOOE+800UsqLNoRkXx7zDs17Bdl8GMRX0sQNinoSiiYOLsmjB/fasTPDjlgPpRjWGXbRjkrba1NJYHaSwPjRJShQl9LPG2t0dIxmrKO7yI5fy6KPWxQPE1kQ15926mjFjy+XwceuihPP7445xxxhnF7Y8//jgf/ehHSx6zZMkSHn744RHbHnvsMRYvXlw0cx911FH87//+L67rFj+QVq5cSUNDQ0mhtDsx3KvkuB6O62E5Lv1pE0NTUBWFspDBcbK20tRmoFUIpXceEj6g+EbhN1INEUlS1E2+pKENIhWnasKUHaiApqNh3gd3fASnshmWfBnibflec64wd2cHhVAygmKFXDYuxqYokOoTK/S63oZ3HxH+qQWn7xTRtC0+obHExxHNlbzY0s9A2mKfYZNvxK9TG/XzausAujYy5ZPI2vSnLOrLAvSlLRJZm1hQfC4lc06xp3Ey5xALDqvyokDKtOkYyrFoRkUxMrL5hO55Hg8uaxsl3oYLqs3bhuwtUSdZxFKytUwZsQRw+eWX85nPfIbFixezZMkSfvnLX7J+/Xq++MUvAiI91tbWxt133w2IlW8///nPufzyy7n44otZunQpd9xxB7/73e+K5/y3f/s3fvazn/G1r32Nr3zlK6xatYof/ehHfPWrX90l1zhRNvcqVYR8WLbLYNZEV1X2rYsS9GnYjsvsmsiuHq5kWymk3gbWCgEUbRB+pGQX9K0CbX8RrSn6kioh3iEiSZ4D9QfsmEjSWMx4Hyw4Dd59FHJDwtRtpUWKMFAmai4pqkjTJTvFajvHFWUHEh3w5v3Q+gI0Hbndomk8MTRexAVK+4TGSqW92xFndVeStGkzsyo8SmzYjoffUElk7RGCyLJdbNclGvAxkDaxHLd4jGW7oHgonjJiO1A8T9DQsN2Ri5mHm5OHMlZJ8VYQVI8sb6ci7GNdX3qvjDptexFL8Z6S6c29iyklls455xz6+vq47rrr6Ojo4IADDuDRRx9l1qxZAHR0dLB+/fri/s3NzTz66KNcdtll3HLLLTQ2NvLTn/60WGMJYMaMGTz22GNcdtllHHTQQUybNo2vfe1rfOtb39rp1zdRxvIq+Q2NWj1ATzJHfzJHWciQXqWpzPDUW6xBCI1CXaSqfUQ0pm811MwHXBG1CeZLAOyMSFIpFAX2P0NEjNY8LcZEvlWKmRTRplA15OLCaK6HRKoQxHXlkiIy9dYDYsXfvJPE+UqIve0RQ6XSZeP5hMZKpRXEx2vrB+iK55hXN7o+m6GrBAyNnOWOED6GrqKrKmnTRldVDE0d8RieggcjtoMQUlnLIWBoox4DMaG39qWIZ2xmVY8Wb4qiENA1nnq3m+bqMHNqo3tt1Glz43cyZ/PI8vYxi1imTRu/rjKQMnmptV+mN/cippRYArjkkku45JJLSj521113jdp2zDHH8Nprr417ziVLlvDiiy9OxvB2CtKrtBeweeot1S0iR9k4lM8SkZmqfSDRLvxKubgoCzDzfdD8gV1b+LGiCQ67UIyr/Q3Re87O5OstIaqFWymRirPSedEUENdgZyBSjYeGmU7gvvUIzkAX4SO/gFI1u/gU2yqGOgYz+A2tZMRlPJ/QWKk0EOKjsTzI2t4UPcncqBVW0YBONKAzlM6gq8qI7ZVhg/c6E8yvixINbPo4jvg1VBUUT/w8HF1TyFkuNVH/iGMKpE0bFQXH8wgaoyd9D4/2eIZkzmZaebBkGm9vijpNtIil53l0xbPURv08u6qbwYw9ZnpzT7tHkikoliTSq7THUyr15tpCLGUGxD6RepHWMlPC8F134OSucNteKpvxjv4G6X/+ArX9ZTTPwYg1oPSvFMUzUfB8IdxkD64WQjHTaI6JogfIOSpOup8cBnge5tAA3V0dBI6/gsbZC8Y0Um9JDM2pifBm2yBd8RxHlPgSMZ5PaKxUWoGaqJ+IX6djMFM0BRfxIOzTqS/z053IoqpKsTCirqqUBw00TSGZs4vbu+JZ5tfHAI+1vakRxRS7Eznqy4QhfHMKE3pTdZj+VK7kaq9E1qZrKJf/cjXyHBONOu2pZQvG8jIVXpOyoAGKwmDGHjO9KQ3geyZSLE0xpFdpD8fzRFXudJ8QSQPrRGoqWA4VszbtZ6chnRZpremLhU9oR0aTCm1VrPSoat6lJs2NAxmWtugMuB9ijqowL/ECkfRaIpqHTzOwvAjZZALNckh7EMglUXFRDRU714PqWDj+CAY2rh4g0Psm7U/8DO/Er7C0P7JNYkhRFMqDPt7pSGA7oxsXjOcTGiuVViBjOsyqDBHyaSUn2RmVQT7ePL241L87kcOvqxzWXMnHDx29fX5DbJR/qvDYgoYYJ+9fz79a+ko+V3nI4KT963ixpb9khMS0HOIZi7l1kVGRqYlEnQrm8Rdb9sw0VCkvU+E1mVsb4fF3umgoGy2GpAF8z0aKpSmE9CrtBSQ6of11IZZyCeHnGdogKm1H68U/MyUa2CY6oW4/OOJLoO6AntjD+851viGKX9pZ0cokXAX1B9Fh+nm906Y17tGnVOI3NGIBnZ5ElpDZy7SwyuA+Z/Bq4jCq2p+iwVpPvdeLl+1CdUxUBSJOAs3J4qDgOll8OHiqj7DVj6J4KAoonkPN0HI2Pv+/tFSfO+ZkNZ4YAojmI0KJnD2qov14PqGxUmniNolozkEzyour4koJnxmVId7XXFkyGjPWdmBM71BjebDkhF54LkVRSkZI2ocyhP0ajeWj7+GWok51sQDLNwyyuiuB5Xp7bBpqcy9T4b4X0pKl0psw0gAu2bOQYmkK0Z3I0dqbEh9Quk5XPEvbQKbYB056lfYAeldC26uioGS4CirnCIN3slMYpCuaRHQn0QkVzSKiNNlCqdBOpfU56H0PeteKnm8Vs/CiDWS716D2/RXXTKN6AeapZcyKNTFUtj9dNPH26i6mZVZxYIVNJO6guiaak8MxDIbsMrKmTZ0yRERzwTVRXAcFDx0PDxcbHRUwnDS26sPLB3JCbpr69icIewsIVhxVcujjiSEAXVWoCvsYTOWYsVmqZDyf0HiptEI0pyBSZlSGxhQ+w/0xwxlr+3iPjTWhF55rrAjJopkVNFVH6I5nRxX1HS/qBKKY47r+NLVRP4fMHG10L0SeppUH6EmaUzpFV+q+B/PVvEulN0H4xXz5lGprb2rKXrtkNFIsTSEKZfrbBzMMpK1RfeBCPl16laYy/S3w6q9Fc1tfWJigfRHRgNZM5MsFrBZtS+r2K5162zxdFqkTx5VIn408TKTSrJ61lL37e8Ibn8XOpfBcB0VRMCpnYvZvJNu6jLTnR3Wz6FaajKLhCztE0muoTq1ijmNycCaHg0JycDpu1XRi6Q0Ecn1kA1X0BPcnk+inVg+RMKoBiKZa0Bw7X11fQQFU18ZDRfNswrlOXMVA07IEHYsP9vyaFRVB0rWHjLqW8cRQIQJ0eHMlOdspmcIayyc0XipteDQHxhc+k82WnmssQbVxIMMDr2/cqqgTQE8iRzJns3BG+ZhpqOUbBkXZgpS5x6XoxipmCeL9tbo7iQc8srwd0/H2qGvf25FiaQoxkDZp7U3helAT8VMWNEb0gWuuDhP2adKrNBUZaIWX74S+FuFPsnKAIgo2WhmxAi5QAUMbYdqhMO8UUH1CWFkZ0IOiWGXr86JekaKDkxNpMz0glvDrARGNqp0vBFdeTLVtbOWNte2w7nn27XkMO7OBOA6m6ifoZXFUH3ZuPZanELSShDQTWzUYUsrQsBjMKcykE1QD17Xxu9DhbyJoDlDb246nBxiKzCFo9lGTXkvcTTMUmEaUNDkjhoKD34rjy/WjOhk0LFB0PEVFdW3Aw1F1NCeLisPM7ApC795AT/yD9FQfRs5XgaMFSPuqtyiGykMGHzmoERjtBRrPJzSRVNruSilBtS1RJ8/zaB/MEPbp1ERKp/hzlss7HXEylsO+9bE9LkU3ngF8dXeStoE0jRVBKsL+Pe7a93akWJoieJ7Hyq5Ecdmw6bq4NgR0jWnlQboTWdZ2JzltYaP0Kk01CqbuwRYRAbKzokRAdlBElryU6KumGSIVl+yB5/9b9IQDIXrSvUIkqbqIJvkjYtVZLgHhGph5hDjvW3/Gc3JkorOwFR9mJk18KMF+6Xbqcq2oroXlqaQI4YIQLp6GmY1jeDa2P0rYGcLUqnBUjaBnErUHMFUPn+qiKoACqgJJNcJ0qwtT1UFRMI0owXQvNiaWUo2pRwmY/XiKTl9sP/zWEKH+FUS9QVwPFDw8RcNDQcVB8RwUVcNQdYJOkmkbHqS+51lS4Vkk9Ao2KPXMrD2cEw46HBhf8MDYXqAtPbYzI0c7kq2NOnXFs1TlRUDWdols5uvy8Hi3K47leOxTExnTHD7VV4qVEpo+TXjdGiuCJetw7SnXvjcjxdIUoTuR482NQ/g1jbbBLO1DWYJ5M20saGA5Ho7iMW+zEv2S3RzPg443YO0/oGe1SJmpqvhnZUVKDZGeQtNEi5PB9WD4wbHByUImDo4pfEXBCiGq+laDlcOrW4CZSWKtW4au2HimRSKdYyDehurkCGY6KHctgrqHiofl6WhYBBUT23WwVQ3Ns9BQMbBIOR6K5wIKOi7gEVBM0gTxuVlUFTRVxbZtdBU8VUd3c+iuiFAprkvA0Mk6OVxfCAUXFBXVtcj5Ksj5GwlnE9iKjqaQT8WZoso3CqoCmp2iXLexXY9EDkxiDMWmM1/bQJ1iUZ4KQ6iK6fOCdM+dRcZyS0aAtsUntKexNVGn+Q2xooG9VBoqnrHY2J9hRmVwVGmFUivFpnLpgbGKWVaER1+DXCW3ZyDF0hRhbXeSdzri+DWVpqowQxmToYxFVyLLQMZiXl2EipCvpKlVspsy0Aotz8J7fxX/W1lEWEYVosixgGGrajwNFAP6V4u0W/1BkO4Rq+MUIFIrUnL5liKWpzDU3U6vUkl55l2yaphOpYagojLdayenhEl6Iaq8bjBdLF0nq2hEsFAR4slzXTxVRXUdVMUDx8JVFTTFI6RYpD0fAcXGdcHVNFRcDE3FdlVAwVF96K6FY9ukHYewHqKsrBxjqJdEGlQ1gGdE0M1B+imnWlfAH0N1HHCyKJ4D+diSqutoeOB56J6N5joYTh/lVoY5uoG/dl+U7lfgmeVQtQ+KEaCucrZo9xJr2gUv8NRlPPP4WKvsVncn0TWF+XWxkqJn+EqxPaHB73Ch2dqbwnRKFwEFuUpuT0CKpSmA53m81R7HdjxqowYBQ6c8ZJCzXGzHYTBjY6gqVWEfwTHK9Et2M/pb4PmbRJmAobZ8JWtEGs11hN9oczxX5LdcWzyeaBMRJX8EMqL2ja0GcDMJPNdlyPGDmyAYDBMmQ59XScp20VUH3UuT9pcTUIYw9RARaxDbMXBRsPBheCaWGgbPw1VUDDK4no6PLJYaxGcncbQoSbUc1eom4KXJaZXgpnA8j0g4TMDQMFO9qFYa04EqLUOkZiaRxvmkW14k0reeLmUaHdosmrw40731BGMV+LxZeJl+vGQPrqqhunZ+klbFPfA8cIWfRnNtNDOB0fE6dL4uvFjRelGoUzNES5h4Bxx89q6taj4FGW8VXsnIU96jNJFWIc+t7hm3we9UEUwFJrJKznZcepO5KRdFkwikWJoCdCdy9KdyTK8MMpAycRFtwzRVIew30DSVjQMZFs2qkH6lqUB/Czz+XVj/kmjv4Vh5oaQKIeDZpY9TNbE/Kmg+vOwgjqdha0E0xyOVTJEmgM8ysVzIoFFmeAS8LJ4HGXyEfRq6mcN2XVxVQ8fFRPRvc1AxFBsTHzo2OjYOCo4aRFVymJ4Oioaj+nE1HU8PEVb8aJaLgUPGVcjqNQR8KvOCafyRSkw1DDlo1vowYrUo9XNB8xGK1RL0Gfj9tTSqKro3n5BioWgBGGhBcXIoEQU1lwDXBPIpSCcr7oXr5CNwGtgmkBZpSCsr/s/0id54VXOhY5lo0Lvwk6LQp5yktptSkaeaiI8/vdY2bquQfeujrOxOjNvgdyp6e8ZbJdefzLG0pQ+fpvLomx0EDG3KRdEkUixNCTKmg+l4NMSCtPSkWN8vCuMZukpAV9E1BV1TOKCxdPhbshvR3wL/vAk2vix+1/2gqGDnYLMO8mPi2diOTTZrkfNcsq6H31ax7AyKXwfNR9pRCXppMqaOppqYWgjbVdEUhbCaI+UGcRUDRdXwbAdb8+N4ajFaY2FgejoBLHQ3ScZXwZPKkfQEZrOoKkdVro1Qcj26NQihKoJ+j3CgHLdhIeFwBKX7HRhYh183oOZgEeXRA8K0bmdh1hKUpvcT1gOjyxz0roLVj4lmvN0rhP9KEWk9vPw9UhDndMz8NkWc3zFFQc/Ot8W2VK9ozNv1FiQ7ROqy+WgZZZoESkWexmsVUh4ymFcX3aoK2FPF1zTWKrmOwQxL1/aConDw7HIayoJTPoq2tyLF0hQg6NPIWQ7r+tMEfRqappA1HSzHJWOKflL7N8RkyYDdnf4WePZGEVHKJUSkxLVBC4rmsq69SQyMID85eA64Ci4utpUjo0XwfBGCuV4GlDI0xSOa6yfrr6JfK6PZSeB5Fr1uLb5QNeWJPjxLJ6NG6dfLaHByKEaEqN1JvxdDUyGq5sC1MD0dRfFw9CD94SaWVn6UlRXHURML8M+0iZHpJlyVY1bM46CmaUR8GehZIa4xOyhKFExfDA0Hi+jOBOs9EWsQ/ypmihWCniuOM5Pi/pCPJilKPqLkiXvn2WDn75FjQe9q0WS40EMPxPPKtNwOZTxz+JLZVTiuN+EK2FPN1zT62rOs7UkR8ukcMbuKqny5hakeRdtbkWJpClAT8ZG1XfqSOfapFSHenOXiuC6KAhsHMui6Sk1Emrt3O4a3DHnnfuh6R9RRyvQAOrg58NKg+fJ+nNEpOA8PT9HxFA3Fc/A8FxcVn66QURSynh9VN/CAhBPFcTWq3X7iWgX9Ri2DShnTDBWfNkDKUdgYaCLtGtSrKwnYKTD82G6ArOIjpAyAFsRRDEw9TEvZEayo+ygVM+bx2dlVw1IvM0d/05++eMz+cYAQQROloknUltrnBFj2OxGJs3PQ/Y4wtLsOwvxeSF264rnUfLrOjENuEEI1Iiql+yFQLs7duxJWPLzj2sTs5YxnDu+KZ7fo7ZnKvqbh176hP83Db7TTWB4kGtjy6kDJ7o0US1OAnqRJQFepjvjpSeTw6xqqquC6HjnboSriJ6Cr9CRN+Ue3qxleQTvdL6ItfWuFbybRJaIjsUbQ8ikjwy98NoqBpwfwzETxVArCyuSh4noeruOg5VfHZY0ycoE6svjptKuJahYAg75y0p6fVLiG19QDGKw4EDfZxeHTggTrhkhsWE4otZ7qgEU6MpOMXUsul6XMHaLRZ6L5miBWT6BhPgO1hzOzaiH7+vURomjM95iibJ0g2hKKIu7VgWcJcZTqFZGjnvdEO5h0H+CClxdJniuEEi44jrjXve9BMgbhOmGmt1JCbPWtFs+xoxsQ76WMZQ7fUgXsPcHXVLj2jOmgayohX+lpVq6Qm1pIsTQFyJgOfkNjbm2U1zcMsHEwg+146JpCTcTPfg1loCD/6HY1A60iddS/VhSM7F8rIkbV8wAFIjViW7xdRDlS3cWJ3nFEMUgdKMQ6XMBFzS+cV9BxcFHpp4wHI5/Bt8+xaJrCm62daL4gPl1Dd7N0ZVUaGpvo6E8zGDcxtEoSoRoymsJqqxmSnTSEPN70hbACNcyPZTiswU80aIM/WowKVSkKVbvqXg6nokmkzVqeE+btgfUi1aeHQHHFCkLHFuLTsYRwQhGCykyKcgrJHhiIiPIK0XrIxUWUz8zIlNxOZLwK2Huar2kiK+T8uipXME8RpFiaAgz3LPl1lX1qImIFuQdZ22Fld4JZlSH5R7crGJ5mW/0Y2JaIhgxt3JQe6nlXpJDKpuOZKZyhNhx/JWqgEt2M43gejmOiIcoFOGi4ipb3e3uoKNiqAYqCpfhYaSziVe1AIokQh8wqx6kI0jaUpSboJ2e5ZAyH6miA8pCvuAqnL5UjYGgcNruKI5rn4je03W5yGZdiWu5EmLkE3vidSMll4+A3RC89ExGN0nwieoQHaOAL5kWUKiJ+fWsgGBOiKdMvRFj5LLlKbiext/iaJhJFm98QoybioyuenVp/j3shUixNAQqepd5ElhmVIVxPQVMVArpKFJ3V3eIbmvQs7WQKkaS+NSLNlhmE6nl4hp9cvBfbqEDzBQik2lFycVLZDAN2DJ/ThxHvYyjQSFjz47P78JPGVQPYWhDbCOM5NjnTxvBMAooFmp9UoAHdzTAUnk0/leSSOZJZhznVEeIZi+54FsvxmF4RBDz60ybva6rkA/NqqAj5pv4HcSHNd/DZMOMwWHorvPOgEKW6AV4AfFUiyuTaImWnBcRxRlAYwj0gNyQaE7cvE2m7VC/UHyjM6FP13kwx9gZf00SiaLMqQ/zptbbdUuxJRrLVYmnjxo2Ul5cTiYxceWVZFkuXLuUDH/jApA1OIuhJmti2i+16vN2eGFE2wKer0rO0C/D6W0i+8r+4yX60YIwwCkqkluxAGwNtLThmln6jDk11iekRKsx+hrrb6NNriYVmUJ7dgE/1GLT8hEwFVQ9j+qvwOUkU10HxbDwU0kY5KdclotmggGlUkGk4itiQQddQloG0yfSKEPNqo7zRNojqevh0lXjWHtULbY+ishlO+U+RNmx9Pl+os1Ok5HxhwBUrDhVEdI98Sk7TRfVzzQfJTsgMiPSdnYZ5J0PzB2RKbiexN/iaxouizaoM8a+Wvt1W7ElGMmGx1NHRwUc/+lFeffVVFEXhU5/6FLfccktRNPX393PcccfhONI3M9ms7U6yfiBNxK/jN7wRZQNiQYNFMyqkZ2knsqEvRcczD+HvWEG/Xk+IbmaZKbRoLb05hWCujSgZYoaHqagMmAqZrAGaRq0xhK34SfvriUdno8XbyGZ7MVAw/TW4th+/NYSLjq6Y4FnYKKiui6sYtNV+AKvhEOYHMngeZC2H1r4Ufl3l9IMbmVcX3TOiSBNBVeHQ88VKt96VIioUKAdcYf4O5at4J7vAigvR5I8JT1ayB8y0EFNWVviXcknY+Aoc8HGonjt2eQPJDmVH+Jp2JeMV8NzdxZ5kExMWS1dccQWapvGvf/2LwcFBrrzySo499lgef/xxKioqAKH6JZPL8FYnjeUB/IZWLBugKgrxnEXHUIZZVdKzNNmUMo5uHMjwwrN/Y1HrXwmpFjVON57rQLafjrSD6asgFK5FTa0jZPbhBhoIaQ6DboDe4Fzm+pOUpVowjRiqYxJxBnEUF8+xCWXacPUgrqKDrokSQ26AnB7Gr2foqziYDQ0fwkN41U4+oJ5j5tWQHaNR7F5BRRMcfA6sfVb4l5KdQhD5YxCbtqlcwOA6CFSIVXGJdlEJXAkJMRQsF6vn+tYK0dT5JjR9AKr3kQUsdxGT6WvaHQzgm0fRuuJZWntTU0LsSQQTFktPPPEEDzzwAIsXLwbg6KOP5pxzzuH444/nySefBNj7Pqh3AoVWJ9MqAvQkTMpCBroqlqMqigL5Okuy1cn2sfkHas5yeLGlf4SXYFZVCLuvldntf6XK6yfpm46l+VAdi0Cul+rcBroVH26oDMsI46gGQbMXxzJJqhX0uxGSikK26jAGYvOp7X8Nn2fS46vFyPZT7eTESjhVxVH9qIZHNJtAdz16Y/vz3vSz6Vbr6OpJUh4yOHJONfVlwV1963Y9FU1wyCyoXQBv/VlEiMLVIrrk5ETKTTXyZRrSkB0StZdUTaTlVEM0H1Y14X8aaIVwrdg21A77HCd6zo1XTFMy6UyWr+ml1v7dzhOUMZ0Jiz3J7sGExdLQ0FAxggTg9/v505/+xCc+8QmOO+447r333h0ywL2djOnQlzJxHOhJ5mgbzBA0NGIBnVjQwHRc2epkO9l8RU3OcuhOZIkFDebVxYpegtfX9TNz/ZOEfDmyvmo8FDxUHM3PYHAmIXMl1eYG7KyKpYVJhGdSlmxFVcUKrYCToCc8j1TDEmr7X8Fv9qE7Gaq8DI6SRXWyaJ6Jq/nIEiKu11Pm6yJVcSDP111Ad7YSv23t2V6kbUVRhOk7UiNM9+2vixINQxtFFW9VFQbvVI8wfuth8IVA80OiQ3iefNF865m0aI1iZ0Q9prZXoGofMAJQOVtGm3Yi2+Nrqo36eXZVN4MZe7fzBE20rEDAUOVKud2ECYul2bNns3z5cubOnbvpYF3nj3/8I5/4xCc49dRTd8gA93YG0iatvSlcD5qqwgxlTIYyFl2JLAMZi+bqEPvURGSrk23A8zyWrR/koeVtpHMOs2siBH0aL67tY+NAhgYXTNsl4teJ+HXmBpJUZ1fTrUUo82XwW0Nk1GpQFBwjTJc+nXKrh1CuCztYja2HaW04haHobJZ2wLq4x+EN+1GvDVE19BY+cwjNzeISRA1X4XhZlOwAipUm5NioYYNI/RxqT/wy1WUH7R4fmMOLbu6OkZbhJQZ6V0HnG6LHXIcJ6QHReqVvlYgU6UFIdQmDtx4AwyfScYoiHhtoBUX02iOc9z91vS2jTbsBW/I1lQVFqY3BjL1FTxCw09N0ExV7z6zsYV1fereKiu2tTFgsnXLKKfzyl7/krLPOGnmCvGA666yz2Lhx46QPcG/G8zxWdiUwdBXHcfEbKlWan/KgD03xGMzaWLbHgdPLZApuK9nQn+aFNb387a1OuuJZaiJ+LMejNuYnlXOYWRkinrVZ25OkIlRBJNPG7L6/UeWuJJMMYoQ0fG4KzcmR8deAauBoAWxTpSe2Hx0zTycRbiLjr8ED0olBfJpJdzJHuZ4gklqPZ5skCRPwsoSCMXxGACscxUv3oyoQbZiFss+JMP0w6na1ODJTQnz0rBCRGDQRoYk2QPP7Yfphu49gKJQYiDWIKNDwOljpQVEM1M6Ka8slRTTJFxJlBZwsqD6RqnMdkaZzTHGt/kohkFqfl9Gm3YDxfE1zayMTMoAvWz/Iqp7kTk/TbUnsKYpCTzJHVyK320XF9lYmLJZ++MMfkk6nS59E17n//vulWJpkuhM51vWlaa4M8+r6ATYMZEeUDVAATVGYVxuVodktMNyTNJAyeXZVN+2DWbKWy4zKECoKnfEsnUNZco5DWTBELKDQlzJhYB1N/X8jZLbhGmHilp+AHsKwHTQ3i98awFN0bExSgRpein0YN7xIfPjlxIffjIoA5y4w6OwbwF33Kv7kBkDB0CCkZNBT7RCsxOcLgT8gJutQFczOl+KIdwjBYiY3Vdke3pxWD+ZXdmVG/rytkQ/PEyvDWp8TLUP6WmFogzhPqFJEWxQVNrwIqx+HeR+C/c/Y/QTDcOFUMVMYwQdaRHTJyuR7yYXE9doZUaPJyK+gQxH1mBTEvVdUaHtVFBj1XBlt2g0Yy9dUiMaM5wla05PkoeVtgLJLBMlYYm/f+igDaYuueFaulNuNmLBY0nWdWCw25uOapjFr1qxJGZREkDEdepM5epMmQZ+GpikjygZEAwYzon4qwrIY5XgM9yRlLYeW3hSm7TK/PoqqInrtKQo1ukrbYIZE1sa0HXy6RiKTY0b3k0RyG4iHm9GzOWLxdpJWBPwNxMwOcvjZoM2iLJIiMnsJZZVL6O1cz5CZRvWFOLRM4wh1BVWdG/ES3ZjJ5WhKEowIWrQWxcqIStLpXrAjopluoBz2+6hY4v7W/UKwxLtEbzNfGMI1YqLWA2LyTnaLizVCQjx5HgSiECiDqjkw/1RRm2gsNu9p1/ocrHpc/GylRSRG1UULkXibSE8Fy8U5M4Pw3t8h3in6uO1OUabhDDeCv/JrUVk92SWuzcrmhZMmrlFRhfHbtsW96X5XRJnMlKjQnu6V0abdhFK+pol4gnoSORT8HDS9fJcJklJiz/M87l66Tq6U282QFbx3YwKGSk8iRyJrM6MiBAojygb0pUwypkPAkJ3Tx2JDf5r7X9tA+2CWirAfvy7afDiex8ruJJbjYTkufl1DURSqIj7iWYvepMk8fx9HpJ5l36Fn0VSVUKadASdINOwnQA92Kotqpyn3OogF+vBVNxOeVsts6xlS+iocJ4PumITae1GCZVA9H2VoI37dEGkfJyuKIgbyy9zTvWLQZbPEhNzyDKx/UQgWOyPEUbRRpI76W0H3QbAynyqyxfmyCRH1cXIijeSPwPp/weqn4NALoO6ATdGpQgSqd7Xw9qT7hejqWyPEmx4U47RS+VRUvjSIY0MgLKIrQ21CXGQHRL+2/rWw4FQhSHbHKMtwI/iaZ+CtPwkTuG2BmxP31F+ej9ilwAhDxay8kExC9XzRn04zxH1O940dbYp3wEGfEIJ2d/V47aFsyRPU0psEYPZmj8FoQVIb9e9QT9PmYq+QEhx/pVyWDf3p3cPHuJcgxdIUwPM8MraD64KmKqKLtQKkdvXIdm88z+ORNzt4qWUAXVXYMCAaEPelczRVhkhbDrbjMpg2qY36KbP7qXQzOLpHyLVZ3PkgBymrCDGArfpxzSR1qkIkHMNHDsdO4wR0NNdAq5uJYvjh1d+glE8nUrNAiI11z8PgenCnQbhfiJBYo5gwhzYIAeKYQoAMj2qk+kRtIMfKC6uc8NSkekHTxDHBCsj0ie31B8Fgq6haraqb+qOZKVAV6G+BjS9D5RwhCBRVRIpANJVVNCifKYSAY4rJ3RFVwzFCQgw4thiHERL7aD7hX/JFxPmidUL8LfuduL7K2aJx7e4YZalogkNnQd1+otzAQKtY+YYrVsN5DqAKIZvoEAIzMyTapuhBcU3+GGz4V+loU/U8kcZ89kaRLrWzQjTtjvdiD2RLnqCgoVMTFcKjFIWl+2t7kjyzsmenepq2FBXrGMywtifFw2+0o2uqNH7vJKRY2o0pFBvsGMrQ2ZYb1eakPGRQHfGTtdxdPdTdkmUbBnlqRReuB7GIH0NXSWQt2gYd1vdnaCgL4GrQ4Haxb9cbzKQT3ctxkK0x211HpduBp4fIuH4cAvj8GlElhy/VBv4Y+rSF6HZGLEmfeRT0roD+AWF69keF78hMQmWTKJjYu0qIH3+ZmITTIZH+MWpByQh/TKpXRHhUQ4gnwy/2CVYI0ZTuh0xGRJRyQwgFrYnnyiWEaMmlwHCEwLFygCsmcceD7reFYLLT+ZVfqhA21XNFNCXVLZbaF9J7dlYIHkUVIsy0wVCFqLLS4noK4stTxPGFFKFjinTihpeg82048MzdK0U3PMr05v3i+jVDCMdooxCzuaRIZfpikImLaFGwQkSQcnEhkILlI6NNIERxokOIx1ijuOdWWkacdiITMYCPl6bLWQ5Pv9uN5Xo71dM0XlSsP5lj6dpeQj6dxvIgIZ8ujd87ia0WS+vXr2fGjBmjQn6e57FhwwZmzpw5aYPb2xlIm/Qmcvg0jYqwOqrNyX6xGLGQISt3l8DzPJau6SORtZheEcJyPVzbJRrQqYn66YpnGcqoNGm9nK79E0Xtp82pxM4qHMAq9rXfRlfB9al4KKhKDi1cjeJokO0TKRoQ9XnKponoTbpPTIyZPuHjyfQLkaT5RQ2fVDeYGVHrx3VF2sZKw8BqsQJL04UgKRRLtLPC/2Ln03Vqfhl7dlCIE9fOX6wmUkiOuamBrJXJr/iy84JIE8/nWsLgXGgFYmdFtCQ7JETO0AYhAlRNjNtMClGl+yFrAp44BwgxpfmEYApWijF67qa6RvE2sY+ZFNfcv2b3TNFVNMHCT4raSkZICLyed/P309mUhtQMMCLCM9bfAihCKAfKhMiNNoifPW+YMI7mi2Jq4mcZcdqpjGUAB1jVnRwzTdcZz5K1RQ27ucMW0OwMT9N4UbGlLX2gKBwxu4powNhpY5Jsg1hqbm6mo6OD2traEdv7+/tpbm6WveEmiULZAF1TMFyF8rBPzFkqaKpKPGvR2pfitBmNsmxACboTOVZ3JzBtjzU9KRQFVEUh7NeJ+HT8+hDOYIqD/W9QEUsyVL0vlYPd7OOuolEbwJdWUTQfGvn0mJURYkj3C9FimRDfKCbI6rn5ZqymmEgTncIgbefEz8kukSqzUiKV5dnCF+MLifN5rjjOscRkqxlie7xNRJX0gBBBubiYcAGcjBiH64pUmeoXosO18hEjJ99AVhFmbC9fPwg9HxVKgL9BRKcCFULQBCqEcLIyIrVmJ8Vz2Gnxu5UBWxH+KV9E3APNJwRGsEwIhGCluK5cQniBHFPcIyMIia7dN0UXbRCpzK63xe/pXiHkCtGfZLeINmUGhek+2S3+ZQdFRDBSL94HsCni5AuJ+16INoGMOO0CxipsOV6azlBFBL+xPDSup6mwzH+yvUOlomK24+LTVA6eXU5VZORnvjR+73i2Wix5nlfyzZBMJgkE5As0WXQncry5cQi/ptE2mKV9KDuicrfleDiKJ8sGjMHa7iRre1NYjoPtQVlAR0EhlNrIouRbzNG6wO1jfm4jXqqSMivJ/mYLMW8Qw1HEJI8iojKxevEzCNHi2oAD4SqYvlhESQZaId0jDM65hJhII7UiMpTszkd8PGG49nxigrXiIqIUrhXpNc+Bmn3zRm9FmItzSSGksPLCKV91OpcSk7eVFEIsUCYETKJTDLUolJT87574XVXB9YTQKUSmcDel8/xlor9a2bT8CjgtL5hy4n8jKI6zMuK4cJW4P9l8CjDWKJ4r3pE3PNeJyT+XGJ2iC1ZsEgkHn71rBZOiCNEW7xBNec2U8CTZWTF2I99WxhcS9zA9IO6DnRMid+aR4n0AeQ+aBV4u35+uTGyXEafdivHSdDPKgzzxbvcWSw/c/3obyay9Q/xMm0fFepM5Hn2zg4YxWhzJFik7lgmLpcsvvxwQCvbqq68mFNr0ZnAch3/9618sXLhw0ge4t7K2O8k7HXH8mlqycve8uggVIZ8sG1ACz/N4fnUvvfEc1QzgminSWR9lustJ2vOEnDjtdhXTfWFm6Bl81hrU7JuonosSiImUWc6XXwFmC99PICZ+j00TESQcmHGUmOx6VwkvkG2KtJvuF54WMyWiDJ4nBI3nCsHhj0KqP28kzhc8DFZAbnDTBJ0dEj9bacATaTQ7KyJBWkBM7lYKglUiZRdvE2JFD4rJ3XMADVSEECoIJ1Sxjfx4NH++HlNQ+KSC5WJlm5UTwsAfFccmOsT/1fsIweMpovq1nRXXFm3Ie3YMEXnK9G2KMg0XT4UUXaZf/F41FzqWCc/Qwk+K8+wq8V/RJETbioeF2TvRIYRqpF7c62xcVAd3ckIANR4ijmv9J7S9Jl7bQJm4d9m4eE0L0SbY9oiTrOG0wxgrTdedyOFf3Tuuybq1N4UCzKmN7jA/0/CoWNCnEcg/z1g+K5+mkMzZtPam5Cq5SWbCYun1118HxET05ptv4vNt+kP3+XwcfPDBfP3rX5/8Ee6FeJ7HW+1xbMejJqKDoqIPq9w9lHUwVJWqsE/6lUqwbMMgravf5lTvNaa7HYQMi4StEbMHUGxo06ZT4Q1wcGA9IcVBQQUHMQE5+XSXEQZ3KP97Ip8mM8WKKF9EtMZY/bgQMakukcZCE1EcPS9m9IDw6igq+PKixEwJQVMxE1BE/7JIvYg4dS4Xy/8jtWJfKy3ESqBMRJ7MtBAYZfVQNnN0nSV/VHiR2l4RYquw2o18VKn4TwNccW3hmk2CDsQ1VszJp/M0UUfJCEPkFKhbICJfhYKYba+KlWRmStQX6noLBjeIiEshygQlxJMrxpfshvQKIfS63hKeofqDdm0kpaIJjviS+LnrHRHxURSRVg2Wi9uXHRKiubJZpGZDFaL8wpqnhHANVouVhf6IuOYC2xJxkjWcdjil0nTjmaxdz+WNtkEMTeXAaWWoqvj2saO9Q1sqh7C6O4kHPLK8HdPx5Cq5SWbCYunpp58G4HOf+xw333zzuAUqJdtHdyJHfypHZcRgdU8KVVFwPa/ouYkGdDYOZFg0q0L6lTbD8zzeems5hyeeYIbeR7sVoduJETVMDjJb8DyXWW43VWqcWttFMdR8BeyAiB6o2qYIkOYHxc57VvI9xBxHCCc7J1Ixqp73lwTFpFfw7zimEDwK4jxVc0R6yzbFRBquFubh3JCIMPmjYnI10yJaVDFLRDcUTRiOXRcaF8HC80YKllIVvNuXw9+vEFEKzQeaK1JvnpuPSLjivHhi/OUzxfUPbRQCrHoeNCyE2vnjRzOGN67tX5uv6q2Ic0Zqxb20s0IUDRdPBSN69zviHhREgxHaPbw7qgoLThNm/GSXiBTaOTGeZLcYT/VcIZQ2viLSo7F6aDxUXHO8Lf/eMaDnPZHSNEKbIo8TjTiNV8NJRpt2KOOZrFt6k1i2y+KmyqJQGn5cXSxAS0+St9vjRPz6pEV4xhvT6u4kbQNpGiuCVIT9sj3KDmCrPUu//vWvd8Q4JMPImA59KRPT8jBtF1VVCBsiajGQEivkykI6BzTGZIh1OJ5Hb3srjat/S7W1nKzpZ57SgelqKI5LiCQqHh4qhqqihaJgxsXkrWhisrFzm1JToQqRmkp2iugS5KNGiFVRVXNFJMXJiW/5vjB0vCHOVdUs/EQD68VEF4iKCIzTJyY3ENGbgodncB1Ep4vJdmijeI7yJiGazJQQL4d9fnQV7ljD6PtQNUdMuk//UBiQNUMEl2wz3/vMgLIZom2JEYJoLYRqhP+o4WBxXROdfAuNa4dX/+5+B1b8RdSXCteMTNHhCZO0Y4n7FKkT90/3CxHhj+0e3p1CSq7lOehYno8cKkLwVc8VEaNCjaVgeb5oqC7uQ2ZARBT9MSFEByxxfZpf1HWCLUecCtEmWTF8lzGWp2lmZRjXY0zvUM5yeas9TjxjE8jXTJqsCE+pMfk0BQ9orAiyaEaFbI+yg9hqsZRKpfiP//gPnnzySbq7u3HdkTV+1q5dO2mD21spVO7O2Q5NVaFipW5FAUNTUBSI+g2aq8O7eqi7nkKbjnyHeXfVKxw88CyOpzCglDGoVuOqGrPsVsJkSKgVBD2TgKah+4Ng6MJs7dn5tJUnBIWi5WshDQh/TqAcQuXCsNz7roiIROqgfLpIMaX7RQosWCV+L5sh0jGpAfG7ool6RIEyIdAURQiZUI0QWUZYCJRCFAGEiPFHhYDZ2onwoI+L8738K+hfLVJuul+Ma+6J0HT05PSQg03910AItemLoXa/0ik6LV8/SjNGprUKy+7TfbuPd6cgBOd0wPLfi3IBjYvyr91QvsZSmYgW+aMiilQQT0ZQpGydnLjepqNhxuHi9+V/FCbyWOPYEaexajiNFW3qfAt6VsK8D26d2JWMy3jtSEp5hwZSJi+v62cwbbFwho/aaGDSIzybjymZs3lkeTsV4dHRK7lKbvLYarF00UUX8cwzz/CZz3yGhoaGna5Ub731Vm688UY6OjrYf//9uemmmzj66KPH3P+ZZ57h8ssv5+2336axsZFvfvObfPGLXyy57+9//3vOPfdcPvrRj/Lggw/uoCuYGGL1g4lPV3HyKxADukpV1F/8o93rGWgV3/zbX4fON3EdEwYS4Lkk1QqCXg7d6WZQrcBVdCxPx+8mMZUgQUNHcW2xGs0XFcKlfKaIhMQ7xETV3yomN19UCJ1wrYge6AEhlpJdUNG8SSBZGSEasgPCxxSpz9fmCW+KskxbDIl2GFgnHgtXiQm46f2b0k6TJWKa3w+zjhReqMyAmIzrDxJpph3J8GKPm6foFFWIkL7VYrIfntbaHb07igJljXDAmfDGHzaJHCsrhJGdE68viN8jdeKYXEK8BzxbbE90CVHe/IFNEav+tUIYloo4FaJNAWNTDaexKoY7nnjP9ayErjfF+0lGmiaNzT1NnueV9A55eKzuSdCXzDG/Lkp9LICiKKMiPNPKA/Qkze0qNzB8TK29KUzH20J7FLlKbnvZarH017/+lUceeYSjjjpqR4xnXO677z4uvfRSbr31Vo466ih+8YtfcMopp/DOO++ULIbZ0tLChz/8YS6++GLuvfde/vnPf3LJJZdQU1PDWWedNWLfdevW8fWvf31c4bWzaOlJkchZOJ6L6VBMwaVyDoneFNMrgtRE97LK3cMbvRohkZ5Z/kcxYaT7yHo6XVmDUHYDGg64Nmk1RJg0MXcQcBkiRgVDRHQHfyAk/EFGKF8MUs9HPYx8S4/8EvlQlWjjMbhemLFjDWICRxWpGTs7UiAFK8RE5i/b5AFqOGiTGVtBCKzpi7c+5bUtqCo0Ltwx594SpVJ0PSug483Raa1Q1aZoze7o3RmelutfK8ZUiC5WNInIWbBcPLeZFPtYGSG0Q1UicrThZdFs+OCzYdGnS7+fC2KsUEQ03i6imtVzS0ebzNSmiFakVmxXNRlp2oGM5R3qTmRZ052iKuJn9mYlXQriZvmGQYYyFgMpc9LKDUykabBfV4tRsR3Z525PZqvFUkVFBZWVlVvecQfwk5/8hAsvvJCLLroIgJtuuom///3v3HbbbVx//fWj9r/99tuZOXMmN910EwALFizglVde4cc//vEIseQ4Dp/61Ke49tpree655xgcHNwZl1OSwko4TVGZXRUhYdokszau52FoCh4KAV3bu1bCFSJI/WvFpKL5Rc0ePKiaR7prJRuzfpxcAp+i48OizIvT6frIKn4iag6AjGfgeDp6uAYlWC4mouxAPnJRCcEa6H5LiKVIvfhmXzVHCKnMQH5V16BYDZcZFGPzbDFplU0Xk+LgBjGZ1S4QkZ2CIBpuxt6bDLmlUnSl0lowOd6diuYtG9O3leHiz0zByr+KRsJGKB8F8onxJrtFfaxovXgveC4oCfEeyfSL9/KiWaP9ZsPFmJUREUbHhGmHiutJ9YyMNkXqN40lUgd4Yh8zLSNNO5hS3qGs6RALGhw2q5LKEiVdcpbLOx1xMpbDvvWxSTNhb2mVXFc8y/yGGDnL4Y+vbtypfe72JLZaLH3/+9/nu9/9Lr/5zW9G1Fra0ZimyauvvsoVV1wxYvuHPvQhXnjhhZLHLF26lA996EMjtp100knccccdWJaFYYhy8ddddx01NTVceOGFPPfcc1scSy6XI5fLFX+Px+NbezljUlgJN70yyEDKpCbqI+ITXhrRQNejYzBHZcS/d6yEG2gV6Y9Mn5hAjZCYILregWAFXqCc1NAAgZxJlBQaaRQgpFhUE2fQC2M6HoqmU8kQthFC2ec4KK8Vk9rQBmHC1vxCDKkaBOuEjyiXyDeyjeQrWudbd8Smi8cKzWZzSeE9itYLU/ZY3+ZLmbH3NsZKa02Gd8dMCp+UY46sED48xbm9Amq4+NNOE9cwtEGMwc6Ka0h2iZWN0XqxX2GMZlK8j/rWiPfw5u+HUpG4NU9tqhy/ebQp1jAyomXnRq4ylJGmHcpY3qFAiS+xHh7vdsWxHI99aiLFCNDwFN0La3o5Rqsp9gSdaNRnS02Dy0MGsypDPLisjYG0tVP73O1JbLVY+q//+i/WrFlDXV0dTU1NRcFR4LXXXpu0wQ2nt7cXx3Goq6sbsb2uro7Ozs6Sx3R2dpbc37Ztent7aWho4J///Cd33HEHy5Ytm/BYrr/+eq699tqtvoaJkDEdTMejIRakpSfF+v7MsAa6FrqmoGvKnrsSbni6TQ9Cy7NCKFXvu+nDXfdBIIbnWiQ2vAPpHsKKguOL4GhhdCeN6ikENJsKsuC5WIEKXNOGUC3h8rwYiqr5pesVeW9JUvwfbRAiKTsIfaugdv987aO0SBXhCf+IHhTf8Aveo/oD5Lf3ibJ5Wmt7vTvpPnEez0WY9PMVwtcthff+mm9d4h+5sm64MNkWEVW4hrXPivMMrhfvKz0onsMXFu+pQgmIwkpJ8tGyUuJ580jccN/X5tEmvE0RrVKrDGWkaYcz3DvkeR7vdMRLRnjiGYuN/RlmVAaJBY1R5wjoGn97q5N32uPomrrVUZ/xqpEf0VzJiy39DKQt9hk2LrlabuvYarH0sY99bAcMY+KUauA73gtcav/C9kQiwac//Wn+53/+h+rq6gmP4corryxWNAcRWZoxY8aEjx+PoE8jZzms608T9GlomjKigW7Ip7N/Q4zZNZFJeb7dis3TbY4tttUfMHIS03ykXZWBlIcab8WxHFRVxwT8RgTNNXFwsVwdNJWN6jRMvQ5/7ECam+egZAdFOQA9AHX7CzGW6BTfuNc9L76dG8H8Kq63xWRXM39Tai7ZLXw10w6Bqtk7x3u0LWzu8ypEOoaL0ckwkm8rm0dSttW7o+rCH1ZIRzk5ke5K94l/8TYhaJuO3rSyrmsFRGtEJGvz8gRbI6IqmuCQWSLt+tafhThRdRHNSffljezkyw2Ub2qFs/oxUZh0S2JlvGiTLyLuTy6xqTVNcZXhFiJNu0ubmT2ILdVB0jWF+XWjv+QOpEze7YrTFc+yb32MaeXBbYr6jFeNvLU3RUPZaDEkV8tNnK0WS9dcc82OGMcWqa6uRtO0UVGk7u7uUdGjAvX19SX313Wdqqoq3n77bVpbWznttNOKjxdKIei6znvvvcecOXNGndfv9+P375gUWE3ER9Z26Uvm2KdWfAvIWS6O66IosHEgg66r1ET2sDYnpdJtQxuEqOlSxLf0fO+tfidAZyZIOL2eMrK0GzWEvRS6nSSn+vFrAUxXR/FcNCfHoFGO3ngYs973YSqa9h05EXou/POmTbWPQtVitVq4TkxGVfuI3zP9YpIub4I5x+w+AqkgiMyUiGL4o0IExTcKP0+8XaSGVHVTHaNcfFMjWBCT6K5qajs8klJga707gfJ865dycT7NJ6IsvavE61zRJO6NmRQ+qFAVrPy7eE/tc4J47Sciosa6L8NX/619VrRLGVgnhIrmF+8hfwTwxPWUzYBUn9jviC9teXXiWNGmvjXinMluUUg0XC3SctoWIk2ab/dqM7MHMWaEJ+9R2jxF5+GxpjdJPGNTE/FTHjTQ1NEr6CYa9SlVjTxjOuRsV66W2062WiwBDA4O8qc//Yk1a9bwjW98g8rKSl577TXq6uqYNm3aZI8REC1VDj30UB5//HHOOOOM4vbHH3+cj370oyWPWbJkCQ8//PCIbY899hiLFy/GMAzmz5/Pm2++OeLx73znOyQSCW6++eZJixZtDT1JU5QICPtoHxTNc4M+DVVRSORsqiJ+ArpKT9LcM74FFPqGvXU/DK0X/bYKHwrBik3tOHpX4c2oJJ61Wd4WJ0Mji3zt+GwTTw8wYOvUqP1E7EFczYcdnUFSj5HMuSTnforTPvIxVC3/YVGYeAZaxWSx8ZV8+iSfpkERK9v85fm6SCkxEdUdCAeeCdMP2z0EUu9K0Zesf40QRYU2I44t0i6FSuSqJibMdJ+4vhmHica3uYSILCURgmHdCyJVU6r45c5ka707ZdOFSAjkv0A4JuAJwROqEOIgly8+6nki2lO4L547sjzBWCJqIlGY4VGm1+4W/eIqZ4oopJ3ddD2eI5ou960Wx80/des8VcPvT+8qEaVybHHsliJNhRV0fWt2rzYzexClIjw1ER9/eq1tVIoukbXpTeRQFKiK+IkGNk3JBeHzdtsQs6vDzKgMbdPqtYmslpM95bbMVoul5cuXc+KJJ1JWVkZraysXX3wxlZWVPPDAA6xbt4677757R4wTEM18P/OZz7B48WKWLFnCL3/5S9avX1+sm3TllVfS1tZWHMMXv/hFfv7zn3P55Zdz8cUXs3TpUu644w5+97vfARAIBDjggANGPEd5eTnAqO07C+FZcgkaOl2JFB1DWQDCfo3m6jD7N5QxlLX2jG8BhbRbx3Joe1kss3asTUvJ/TEhlgbWkRnsZKW5gXUpnQ0DaXxqiDq3AkMboN7txnWyuK5LTg3Sp9aSCe3PEBEqAmkWL1y0SSgNf+43/iAEmi8sRJGi5j1J5BvapiGd78c2fbFogbErJpPh0aPeVWL5fdur0Pl2vrK4IyIY/qgwm9sZQBGTpREUE6idEyUSrBy0viBM1uVNIiLTt1pE8SK10L1CRPc+8I1dK5i2xrujGdBriN91/6YmxGZSCCXH3GQML6TwwlV5A78pnmM8EVU9TwjTludET77xVjUWokx2RtxT1xLRHNfedEyoSjxPogPWvyR8VcM9VRNZ0Ve4P7EGkc6bSKQpOzSyeGapNjMyLTcplIrwlErRDaZM+pImdWUBZm/mcxpImazqSbC2J0XadKjJr3rb2tVrsqfc5LDVYunyyy/ns5/9LDfccAPRaLS4/ZRTTuG8886b1MFtzjnnnENfXx/XXXcdHR0dHHDAATz66KPMmjULgI6ODtavX1/cv7m5mUcffZTLLruMW265hcbGRn7605+OqrG0OzGQNmntTeF6MLtalNXPWQ4p08F2PDLWppoZU5rhaTdfSKS8AjExgWSHhDgJVUH1XNLxXhI964lnp+MPNVCmZqmnnw63DJ9bRb06SCrSTNzRydjgs+NE46upKa+lbN8PUDVjs0nf88TkkumDhkVCoBVSb5H8KjkjLApI9q4UpuOJpEvGopR3aLxvbcP3L9Qmal8mJrRCo9rCCisjALYFiiP29RzRv07TxHUZIdFqZWgI1LCoQj60EcwyIZQG1on9VHdTccW21+GFm+HIr+1awTSc8aJN0QZhCC9UCPeFheDuypeByMY3VQgvpPD0wCYBBWOLKMgLk0ZR/DQ7KJ57Sym6qrnCSK1qonZX19ub0mGKIo5XVFHNPdW3yVMVbyu9om+8qM9EI016vj3HcG+X7hfRORDv9YmmBiVbTakUne241Mb8zK+Pjig3MJD6/+z9eZRc6VXmjf7eM8YckZFzplKzVKoq1VxlV3kq7LbdxmCMTTfD1w2rucBdXHMbuk1/LPhYTQOrG/qzaV+3mxkMbn9uoAFjwGBsPBu7PJRrUk2SSrOUc0ZGxnzm9/6xT+SkTJVUllyT9lqqkk5MJ845cfbzPvvZzw545HydlW5I3rHYPZjHtozn1L12fabc1YkrBksPPvggv/d7v3fR9snJyW270q5mvOtd7+Jd73rXlo996EMfumjb/ffff0Udelu9x7crtNYcn29hWwZJonFtE4Ui51hUcpqFlsfjFxq87faJF7dtgNbS5dY4J/qN/k1bGWtgpV92UyWeiXeQo82wG+FHMwQ6Ziazl7LTZKnTQRsZhsyIspvBjA2SwGC3vUQ2P4C6+Q0XA5PWrLha2zlxVR46IACtX3pziwKeLFdW+Te+7cqSx1ZgZ/n0xgS7nWP3+ue3F4RJSWI5Np2a/D8JhbmwXAE8dkEAVJLqU4ghigWAxoFolpQhIKH/XkFXPIJiX5Jlrw7NcwK8/Dac+zqE74G7/o0wFJsH9z4fgvBLsU3rHcJHDkFxUgB57aRo4PpWBKYjrE63JgCjz670u+42g6h+hD2Ye1yO2+hNG0t0WxljFsfkPM8/KcdtvaZqs56or6lqnBfWZ3NH3+WYb14O07TBaoB1TNNRAYpBZ600+HyxqC/x2Fyiy9gGXzy+yLG51mqzUl/H1PEjbFMxXs5QydkopZ5z99r1mXLfelwxWMpkMlv6Ch07dozh4eGrslMv11ho+ZytdbltssLxhRYLTQ/XMjEMRZLIUF3TUBzc5A77oosLD8JTHxfwsHJOkpffEgYgTWC9xryU3domeqnOrHMfc86r2Vs1OZVNWGh6fG/4CRZz+1iMfG6xFyjGK2QCn2wmQ3b4ICo3mGqQ1sVWOqXckCTfzpIkjSiQ5FXdI35Al0oaWzmLn/myJPA+2DEd6Zzrzzlb384e+WtCazsnZpumI6xEHECSiLg86ILtilA46kly1MjjcSB2CmFPnqN7sl+GsZZ4DUuAko6F7UhCAYpOQV4XtOU9rax8hl2QhLt0DIZvlOPUB3uXKhfBt9aOfyWxnUP48mmon5L9ikMBB6Yj3x8l/48jEV73YzsQ1T/HC0/Jew3fIAADnn0My57XSmlr6bgAEbckx9BrbNQTmY5s65tvru/o08mVm29uxzSBXG9WZu2a6//ushXZv9aseJgFvesluWsUm0t0r9o3xHzTW2V9okQzu+IRJZpyxt5YnlOQdy0eO7fCTeMlbr4CC5nrM+W+tbhisPT2t7+dX/3VX+XP//zPATmo586d4+d//udf0OWtF0P0uxZ2D+YJ44SHztW5sNIjijWWqRjMO4wWMwxs4Q77ook+WGnPyg3dykiy91vCbgAdZ5CllRbN3gLjKuS0XeJc+S7OeEUuLIp2q9I7TtTu4mcG8XA5nRnBCpvkcwk3Tg2hSgOSMMPuxs/eSqfUL/1N3iXi3F5dwMmtPyjankt9l/VWB5EvCSpbhqFDUu7SWhLewtPymbDWzh4Ha2USdNrinibt2Ufl8UwJ/JV03lgb8pkUCFniCdVnmnTKNKr+fxIBBYYpeibDFhAYR1JuS0JItHx+b1neJzsg+2JlIGwLsOqDtdCTElZ+GHbeK993c7nILaWMRXN7Fu1qA6itHMK3A6+tWdmPvd8hoLQvGLdzbAuiQK6N+lkY2CWgoh+XGsPS1//c9v1S2qqdkM938lISzA2u6Yk2C9L7HX1eYw1wX4755vpS3VZM0+yRtTEzxXFhu7zmxtKgkxcWqj0vr6nsut4ld41jM+uz2PLpBBF7h/LsH1krz9U7ASeX2iy2fJY7Uia+bWflirRF12fKPfe4YrD0G7/xG7z1rW9lZGSEXq/H/fffz9zcHPfddx//5b/8l2uxjy+b6HctzDZ6nF7q4FoG+4cLGEryWr9zot4N2E3++d7dK49++a27kDpiB5KorIwkIoQsaa3UMMM2w+WI2ewhvm7uo+tOMGwaLLZ9ap2AWyZGcHo5dNDFjGOcoMtQucjU+JiAyX7S71sCXI5OqXZCJsO35mSe21amgaudaOmKPQqhPCmMzNkvC1OWTEJ+WUBGYVgScntBOs2UkkRe2QX1kwIwyjuFLWpOi/amOCrJubcC1aIkcacgCT4K11ii2BNGKQ7TWWpW2hFnpmLurpTYTGutRAXCiCTpgNfOgry2D5QMO51v1kuZkyGon5b9HL5BANPckZSlWlcuAjj69/L/Pa/dmkXbbAp5LViLrawIBnZfzHatnN1oiLkdiAq7wgyZNozctPE62G4My3pB+B3/WjRAIIzN0EEBXF4jFaWnmqr1gnSQY7reP+rZzDcvVarrM03rx8xU98r1ur406DXES0wp+f6zR+Q1l1owXI+rEutZn/PLXT7+2AwTlSzFjBhY9jVM3bR0V807VAvOt6QtupKZctfjOYClUqnEl7/8ZT73uc/x8MMPkyQJd955J2984xuvxf69rGKk6LJrMMfHH50h1prhgosfa+JEY5tgGWCaBsfnW9w+VXnxleL65bewJzf9xgXIj8hN3clDcQy/3WA+cViu3sX5ibdjlMfQ5xs0Gh7DRZdSxqbWCfBHRhioDrFz5su4jsOYZeFELqo2A+yX9x+9eWNpaPmU6FeCliSU9vxGnVJzWkS85SlJ5iAMwWaWonZSmJ/eiiS/wvDaOIvqbkl+S8+sc1dWwmK1ZgQN5gYEbPjtNX+bJJaEHHnC4mQqa/ogwwSVDvvt67tiP+3aUvL+fSYn8uR9+oNpdSTfwc4Ka9a3F8gPizt5ty7vq9LOr0xZjgOknk3Ouv00JKkvn1gDebEvxzpKhw+DtPRXdkoi384U8ts1ABe2B1BbmU9uBaJGb5Lv1v9+sP0YltXPm0ivk8fkOE69EvyunFPDFHavP/qkr6maf2JjR996/6hLmW9uV6pbD0q3GjOzuTQI8nln/mlttM+RP3v2UvT1uCrRZ31Gii6nljocnW0KiFFwcqlNN4gZKjgstQPGShnGShk0miemG3z8sRneeecko6XMZeeFZ+uSm2t6TJSzdH0Zm/JytxN4Tj5LAG94wxt4wxvecDX35WUfSokeKYgTekFMy4vwooQwSogSTSljcdfOAc7Wui++OvLm8ptbSHU9cynI2Esngs7yLGfiQ3zWuZfGjMlgo8Fg3qHZC1ls+RRcizBKSFbOEqzMUVA+1ayJmxfDSlbOSgKaukcSRf/HHXbTWXAXJMHEoQCHOISkJmBhvU4J4JGPbF1iK04CKmWk5iRxVvem4KgigKNXF2AUB6lo2JH3APl7sCzv0e9QMixhdeJAAI5bTAXcXdEP9WoCKE1H9gekvKYANJiG/N8tQ2lMGCo7m+5HIvs6sHuj1qVTgyN/ImLu3LCAvt6yMExuWRJy34agv5862QjyTAeCBQHA+dQFv7v07KaQWyX2a1mu2youF0QVRuHR/yUgb+igvG6rMSzrdU5hTwC1tyLnwcpISdUaTYcyz27UVGWrF3f0rfpHXcJ8c7tS3eZyYB/s9Ee0bC4NusWN+qW+39jyaQFX1/VL37bY3L2Wdy0WWz4Z22CpHZCzTfYOF1jphpxcajO74vHUbIv5psfNk+XLLss9W5dcoxcSRgkf+fq563YCPEew9NnPfpbPfvazLCwsrDpe9+OP/uiPrsqOvVxjIO8wVHQ5tdih1QuxLAPbVBSzFq5pMNP0CJLkxVVH7pfAgrYk4bArK+vBfamT9DzB4glqSZk2Vb5ZeAN+cQc5FHNNj2YvZM9Qnlo3YHbFo+OHjC8/yGDeJrfvu8h0z0qC7rfKm7EwVpVda/vQL1+QyGOZVCvSW5GV/sBuASu3/IAwQE98VPZ36ODFJbbMwFrJJVNaA2FmCnbMPptUlGSZH11jDDTCCARdSVJGSnFbGfmcsAukAuz8cOoN1JZ/W1kBNK35NfdxDBgYg4G9Mnpl92ukbb3fXXepkSb9jrLovVIiQrM69640IZYO3drG/dwMnuK00w69xqx4jXTcyNKagLlvCrmdzmerct1mEfO3qxtvKxC1Xqy93RiWfnRrcO5rcm3tGJLSVthde+6OVwhA7Duqn/3K1h19TvHZzTe3KtVtVQ5crz0a2L2xNDh4QIT8q/ol5JouTcD47dedvp+HWK9jeuzcCsudgGreYayU+jHBalmulLVQQNaxntOIlM1dcn4Y0+gFlLI2Owfz1+0E0rhisPQrv/Ir/Oqv/ip333034+PjL2ta7lpExjboBVJD3lXNkWiNaRi4tgEapld6aK3J2C8iH5TWnJS3/KYwJF5TShBuEfIjJJkqS4sLLOgyzYn7aJu30WoFDBddhi13Vad0x84yjqk4lNe8MWpTyI2jTAvyh9ZW+32g4q2sTXbXGhaOSlLWOmVklCTk4qiAj+XTsPd+OPkZePrv5LWFYQFgxbGNJbb1wMjKpC7fbflOXl0AoeVIAl08Jgk+CaG0Q/5fOwnFCQEKfTClSAcEl+U4JaGUA8s7xAk6P5KySoGUbYpjMHgQRm8ULdFzBQ/VPWJA+c0PCtNUnBAB/Mr5VGBeWbefI5tAXqpzyQ8L49HXLpmis1gtQ/ZNIQ1b2tQ3J/ZYX1yu2+w3dLndeNey8+7ZxrBAqmU6LtqukZvkXMGmzrmHLmbU9r/x4o6+zuKzm29uLtVtVQ5cPiVAr6+X6x+rG98m2rT6aTnemXKqoWrIc/JDcOEb152+n6fo65huGi8BUC0IWELBQ2frq0aVfphgWwaVrE0xk73ilv/1eqmuH/GZowtYpuLAuq7r63YCzwEs/e7v/i4f+tCH+OEf/uFrsT/XY11kHFPyUZTQ8WPpBE8HAb+oovaMeNRYjiRj1Kpuye91mNcVgk6TOXc3n+8cpJfRKGCx5VPK2BRci9lGD2daMTGQ5TuHFig+9gTU12l9ckMCTjJl2daeW+uEa81JQpi8S7rS+jolKwUfcShJon42LWf0pIOo3ynXnBEmpF9iWw+M8qNpW3pDgE3kS8mxuk/AjjIE7KCkrd8srZVeCqOysm9cELCUHZChwbVT8nwrTXqHv09AQba6Nv/taoKD6h6458e39iwavVES9rmvCfDLDUG1Cu3FtXLR2C1S0mnOyPuVJgQYmOsEzH1GYrPOpw+g1pfrNvsNXW433nqNzpUagV5OPNsYFjsnjy0el/0cPrj22svpnBvcd3FH37OZb24u1W0uB9o5OZZH/mydOeU6PdNt3y+s0fwT8nzLlffIDwmov+70/byGUoqbJ0rctrPC0Vmx7Gl5EbV2QDlrSxOtFzJWysiolOdoLdDXS803PeqdgIlK7rqdwKa4YrAUBAGvetWrrsW+XA/ACxOGii5KwfnlLkGUbNAtFTMmo+UMXpg8+5u9EEJrEbkGHQEYdk5usu0Fgl4Tv13DocOiMcLRwTfSdXbQ9EIUUMxY9MKYIBYH851Deb53V8To8S9JiaMwIskjDjY6f5vOxk64sLuWbIZvkETUXQK/IUmnNCk2A90lYSuUIa9XBhRcSU79MtJ6YBQHArysTCrazaWjLExxgl4+KY/1wU6fAVnfzp4fSkEBwmRlKhc//0oS/WaQsL50tbkkt7msdfu/Wvv3eobDWxFAVRpPReS+HP9+uSg7sCZoBnneVgLmrXQ+6wHUVn5DkbcmKL9UN16/I6w5C7tfJfvd15tdzQ68Sxljtmbl2GYrAug2sE2X6JxbPCYaohveuna+L9d8c3Opbn05EIQVWj4lrxk6uPW8u9t/UFgjO7dWGjz/9YudvrMD8nnXy3Lf1tisLXJMgyCOcRODxZ5/kYbpW7EWuD50d/u4YrD04z/+4/zJn/wJ//E//sdrsT8v+5Chiy6uYTDb8Gh2N+qWDNSLyz7gwoNw8ouS0JaOrZbfdH6Y+biC51QoJ3WOWXdw0rkR1zYZtsQiIO+Y3D5VodEN6YUx77x9grFTfylMQ2lcErpbkmRYWNeen6uudcLVz8CxTwijtHRcVuPZQRg9LH8POjJpvjXL6my4zpIwHrkqslQbFmDVXkh1RLYAtVxV3nPxuCRIHcOu+y5PqLy+nf1SuqKtYivWBOD8g6L7aU4Li2XY67rk1plfFkaevaxV3iFM3HowtR5crQdTfVB46LvWfJa2MoWMw4sT+yqAcrb2G9ogKN+mG6/fETZ0UMxGZx9NS5iTF4ODW//l1RWRb2ab/BY89TeX3znXWxYWdOZhAVS5wYvLi5VdcMc25pubS3V9gAbikTX9cGpyeufa91w/7+7Ul2RocGFc2Nfyzo37q5DfRHFcGiKul+Wel1ivLXpyukHHj0GLu/dmDdO3Yi2wnZ2ARtPyIlY6AVGcvLhkIFcprhgseZ7H7//+7/OZz3yGW2+9Fdu2Nzz+vve976rt3MsxVu0Dzs9QydrsHFivW1IsNH0MQ7047AP6HXCdOUle7bnV8lvkdegFJRwVE5sZlis30vAihm0TpVRqERByQEMQJ9w8WWa0+fia83fkpb4zy9Kmnq1I0l86DnteIzfwlbPSydNdSlf0NUks/Q62wX2wdEKShJ1L291DAQS1Z8C8Wbr2LFdW1Ka9VmJzCqmP0YBobA6+SYSyl5t8txIRr4/1gGi7cSiRt6a/qp+RMk/QkW1WBpQWwJStitdSHMn7rPRS64LW5ZW1Bvet7delDCC3cvBez6JtpfPxGhvLdZv9hi6nG89rrOmlwo6AsR33bHTa7gOpL713jbG6WozT+nOptZScL6dzrluTffLbwkYWx+W5W52HPgCHi4HsVuXAsJvaVwRyfrcaxGtnhdGaf1y0aMunpImhumej0/eqfumb18tyz2P0tUWvOzDEXz0yzbmlDocnyyhDrWqYvlVrga3sBPpmmEstn1o7YKTk8sXji7xq39DLSuh9xWDpyJEj3H777QA88cQTGx57QSfuF0mstw9ItPw7Yxm0vIj5VkjBMTk8UX7h2wf0O+DCtgiDnTzYu1fLb15rGTvqMmPvpGuNc54dG3RKlqnodiJOLrbZOZjjNYMd1BMfW+f8PSJJsHFeWAx/eM2Ve+IuAQbH/0ESyPAhSToXvikMkZu29p/+srBBpYnU0TqSBDK4X5JA7YS8lmRtLIpb2lhiGzt89VfW653B2wtbj0OZvFPYmQsPCnvgtyThZgfAza/pfPKjAl5MG8ZvA7SUsTRivLldWStTgfPfgLkn4ZZ3CvjYKuFuBfguZQp5UWJ/Fr+hzV2DW3Xj9ZkavymAy87I+VwfvWVhD3t1Od9908yrzTgpdXmdc+tLc9mKfK/I23o23KWMPat7ZX933Sfl7k4N4tk1plAnayLz9dGtiV6uNSc+UkM3yG9k+mG5HsL0OJcm5PdQO7F1Wc4tbd1xdz2uSSilGCtnedutE3zskQucWupcVWuBzSW/jGVydL5JsxehFIyWMxwaK3JsTt7v5dQZd8Vg6fOf//y12I/rsS4G8g67hmTkycyKR63jE0QJrmngmAazTQ/HMl7YdeO+CWRhVBJkewHKU3TyU8z06sR2hVD3iK08M7kbOR+VUGpNp9TtRESJ5obxEm+5aZSJs3+10XoAJcxEdkAE0rnBtPPnDJx7AE59XkpvpQnRfOQGhQlZekaYptAThmn4BkkWjek1wbZTkATRmkl9h5rS/r3/DcIiXQsvoK2cwZ2cMBFbjUOZfkhe05yRhKgQ0JBEoifSyH56K+nIk9KaP1NfIxX5W5e1mtNrpoSdRQGGN70N9rzuuYHCS+l8ns1v6HK68fpMTWdRQIed3TgItw9M4lAAtunI6y+XcbpSsfjldM55jbTUVU5b9sfkMzYbTnZr2xt7zj8NxeGN42XygzB2W6pd0vCNP5Dn91m29cfDa8i5yA7I8ShPyXUw+4h0yeVHYMddW5flCimL2F1aA7v97tPrcc3jWloL9N/7gZNLfPKJOeabHsMFl8GCy97hAtW8g9b6ZdcZ95xNKQEuXLiAUorJyS1WLtfjOUdft6TR1NoBJdeiMuBQyFhEkeZCvYeheGHrlmrPiF1Af6ZZdwndXaahRujqDJV8gXy0zHkynC7eybCdWdUp3bajzMnFDofGSvzYq3djtOe3tx4ojMqKuLMkgCdbkZt+0JUVb7/UseNuSVJTVXmfhWPQSkHB/JMCMryGgKjCWNr11pFEPXrL9uzK1Yg+k7TeGXzwADQvSKIr79g4DqUwIqv/OAJUKvi1UlsEW5JzHxj0DTWTWMwu+82UGvk3xsayVhwK+IwD2WZn5XiffxCac1en3LKV8eP6ct2VduP1Rc2GnZ6/0Y0dYf1k7+TSsTDrgNSzMU7PJhbfDkhVdsF+B+rpvilDAHxnSc6H3xT3dNuT81QaTztGM+lQYwNCf53YfUwWHK0ZsaDIDcLxT8n33//P1kpvKxegtSCgZnC/sEsLT62VBPvHo7Moz8kPr5UE+wuJoCN/dCy/ncLwxQN4+07fcSjMGSkAuw6Wvm1xLa0Fpqo57jeHeWqmyQ1jpfS11urzX46dcVcMlpIk4T//5//Mf/tv/412uw1AsVjkZ3/2Z/nFX/xFDOPlJ/y62rF57MnOan71IjVsjW2qF7Zuafk0PPlX4l9UGBYtkFskWj6L0zlD1amiEocwO8oj2TdwzK9SUklqEeDhmAa7BnO85fCYXE+XsB4g6EpyXDknK+Tdr5Hko5O09JddGz+yc1ASRhKJnimJpZyQH17TlYRdAWT9Abg77hY/mmuhx9BaklHfALMwxqozeOOclNwG9nLROJReQ/ZNRyLihXT0SSJ/+m7h/cf625WVOn7Lx6AsSXr9spbWAhB0IgyblUlZqKYk1Ppp0bjc+1Pwrf7On22G25V042Uqwr615lIzzbx8l/7von9utS8lqT6QuhzG6VJi8e2AVHXP1tsH98l1N/OwAFSvLtfuxO0pSD0v56JfhkPJuTYMuRYCud9SmRIwY1hr590w5Xt6dWk4mH8cJu4Q01SMtZKgnRNg2FkUMDx0YG1B0S8JuiVhLJUhAD1op+ymSgc7r3P6zjjy7/aCMKIDO69rl76NcS2tBbwwwTINJitZTOPi57zcOuOuGCz94i/+Ih/84Af5r//1v/LqV78arTVf+cpX+OVf/mU8z7s+TPcqxGbdkhfGaKStsxfGlLMWN4yWXpi6peXTUtKYe1J0I8unwG/TzQxz3txPGJ+jE+TpWWXmirfCxN2M9UJq7WCDRcDbbp0QmvgS1gNyE28I62JY0pnTL824JWEhWjNSuusurW1fPC4r/MJYOoJErQ3zbc1L8nULUp67GsBgq6ifkU6kpz++ZoDZXZbvWUn9mRrnhfnIVTeOQ0n89E0MtAGxVqAVSicYKJRhoZVBEnkkGBhKYRgmysrI8VFGWqZzJWn2y1pRT4BitiosDEhi7S7CzKNyPheekuR6w1uvPtO2uVy3WUD+bN14Y4elXHjmgY3gIArS5D6wsbX+UowTPLtYfCsgdfarcOTPobIDhm/cuL1xXljCvfcDJsw9Kmzo7BE5tmFPGgmcfDoSJZBRMpmKbHMK8qd+Vo5DcUKASrcmYKsv8C+MpLPkTLmelRLw26sLixZHcu2P3izner1NgFLyfn5Drjm/KWCsPCUMku2uc/pOgV2/FNpryDV953Xt0rczrpW1wPVBuxvjisHS//yf/5M//MM/5Hu+53tWt912221MTk7yrne96zpYukrR1y2tdANO1zrSKgrkXZOhvEvGNml44QsL1dfPwIN/JMLR4qgk5eVTRM0ZOvUaoTmBbxYYpsYJe4qvcjOdWpfbdlY4OFpkpROIRcAdk4yVUwHvNtYDMoB3XG7yy6ckMbRnpXTVN6nMD8mN3FsRNinsSXI699W0GyiTTplf11FnZySp7XmNMEpXEyht1iV1VzYaYLYXBJi4RbCzaDtL1GsQdFoYdhbXypL4HYLIwI41iTZoJxmcsI2VRGjDBN/HME20ttBRiEFM0xokUEMM1M6SsU10YZQgDNCzT0NuELe6B9VeXBuyW5qQ/Q3aIuw1XWH1eh0pfx39BJz9Guy+D/a+/sq6AK8ktmKfnq0bTykBJOu9j0xXgC8IOOjHdowTXFosDlsDKacgbF+vLtfmdtv7gmvrHki0CNotV+bzeStro21MV0BLEsm2TFmu0diT9wraAhKnH05nCuqU1dECgk1nzSIgPwi3/oBcb1ZWnOrnn1qnnarIsVt/znPVVAu2JAxZJ9X6DeyUz+guy28lieSzg5TdG7lRZjNej29bXAtrgc2dcShhrcIowTIVCy2fG8dLjBTd5+dLf5vjisHS8vIyhw4dumj7oUOHWF5evio7dT1SVG8aeGFCMWMzXsrg2iaGElr1wbPL7KrmXjioXms4/SVonJU2dcMCJ48e3Ed97gJWsMAOY5ZZa5BWXOBY6V7I7aLb9jm92OHOnRUWmqlFQJ8pu4T1AEFXEk+3tuao3W+TX29SObhPNDjNGQEpy6fWPHmyVUk6mzvqshXY/+ZvvZywXs/SZ0Jqp9Z0ScVxYQ/6BpjlHcIkrZyjU72JXpTF7i4wG7foGRFlLyKjM3jLTYqBT6ih4QwyadZRhERmhiBWOEEHQym05eA7FWr5G2jHBr3eCgOGTT0ZYCVUKO2h/QwVrZlIEjKmhS4M48WKuN3GXTmOpUGVJtCtOWK/Q2xmIDeK055GHflL9Ol/olu9me7gLRijh6gOj6O2E0FfyjDzucx+264bbztN1JG/uDzGCeQa2kosDtsDKb8p12NpItXWNdbG12y1PTcomqz6KQEh6LRMqiCf6rLsnAAmJy/HJ2gLW6S1aJoK4wJ+lk8J4MoUpcOw3yGolFxns4/LeJyBXXJc97xONGhLx2XB4Zbkt1U7Iazj4H4BQa15WVCQCBjy2iJK79UFZClLSsXZihzjlXNSVi4MXy/HfZvjuVgLANtqmNYzVo+eX6ETRDLcPYzxw4Sxcoa33Dz2wpOBXKO4YrB022238Zu/+Zt84AMf2LD9N3/zN7ntttuu2o693GO44OBFCbW2z/6RAgqFl7p4F1yT88tdRksZhgvOs7/ZtyMuPCgeSF5DklSvDpkKfmaIeXOcTK5IJu7Qyu5nwdM8HY6RRMnqKJMn0lEm9+0dlB9fH3x1F1IgZG0sv/XSLiG06HkMS0oyg/ulhNY3qWwvSslh8q6UOUESD0gJbnNH3chN8rzNyfNKY3P7f1+4PHSQVV1Sb3mNScpVQRno8hT+wgkWZ04SJhZDpk05qaO9OgtxllZmFwfMRVoqT5yEuFGDpfx+XCMm781jR8v42LSccdoTr+bUjneQWBmMqMffz/k0vYCpokF1oILOjaK689RXGoxYbe7OzpM59QnM5RN0VZ5CkhDld1BoraC7HcI4IVA2pj9DTgUYpkWnHdJsHYPTT+AQ0SjvYWhsB6XxgzByCJ0bZMk38XtdivNfo9Q9j+qLztebYm7+9+UM0r0UuNoKSK3vULsU4wTbi8VheyDVZ6pypbQ0Flx6O8i1WByTbRN3yndvzQnoCNryeBILMFOGgP44AMOBxEvZ0Vk5BkFHAI9blC7PvnB78Zjo/sJUF7d+1MnTHxeA1JqV35Ay5dpXSLkv7Ka6vhGwcuA9veb9lSnDwL419lUZov8LOtetBJ6nuBJrgT7IGS1leHK6wd6hPFPVHCNFd/WxqWqOV+4Z5InpU8w2fLK2ScY2GS665B2Tr5+uMVHJvizsA64YLL3nPe/hu77ru/jMZz7Dfffdh1KKBx54gPPnz/OJT3ziWuzjyzIW2wEZy2Co4HKh3rto7EnOMYiihMV28PxrlvoMUHtW2s+TSIBAb4Wo08bzBmgol2IMXrxMLXcbcW4Eb9Mok1WdEqyBrz6T1LggN+zCqGiQIh/8Ttp5NCU36doJWHhSykKbTSp33guP/ZnoNbbrqAs6knynXrFmsPhcj8djfy6fU5yQfe8LxhePyr5XpuSze8volXN4VolWENPo2CR+nsU4x7hRZ9kcoB1niRUk+UE6SYEvuTdyKrODohUz3D7GhOowmVcsOzs5bRicd/dz3LmZG3cepJSTZK7RzLLE+W6PvXvHMNLtlCaoFsf55vkVPjs/xT2VKq90vkgxXCLyNLWeRntL2IaWUqBhYMQey3EO0+/gOZohLuA7g8RasdzpsDTb5Ja5P0fFATPmBCuBIusvsmyXSIZvZHcpT2X56OqsNz18A/7iyRTYDuHueRUq8lfNGXV1D11tEfseppMll82hYgFX2nLpJhYhDkZhiOLuO1FDB7d3Tb8cxinsbi8Wh+2BlOkIoxN0Nrp0b7e9/xgIcCumXZgDu0UH1f+sUijXd3dZWB7LhUJqp9AXYht2alya2mq0F4TBbM7JAsYpQnX/xfPo7v0p+Zz5pwSUzh2RfVg5K/YFylzTTOlE3nvlrGzPVmHljOxbXx+VHZA/s0dg3yyUJ5777+h6POd4NmuBal6uu3on4JnFFqcWO6vdc7uH8qs6Jq01Z5e7TFSy3DE1QJRobNMQsTjbs1IvxbhisHT//fdz/Phxfuu3foujR4+itead73wn73rXu5iYuP7DuFrRC2Jc2+TASJEHTi1dNPbENgzO1bucWmg/v2Bps/mkYYpeKfIIAg+v2yYfJZhOhZLqMWdXeNg8TJTAjeNFmZO6Wae0HnxVdglTtHxKynBeU1aycZiKcjOiAXGLkkRqJ6SDJ0lbmvsltbAnAlhlpiMhNnXUFcekrDB0UFbdW/zwtdar3R99u38vTMg6pqzGQJLQE38l3WwTd6Z2B8tSlrDc1TlzOvbxtEPPGcOon6Z+/hlmohI6jslqk9CtcMLZxQPGnTzeG2ZqMMtwRtOKbU57RRIFE8Usz2Rux/UWeOVYFg+Xz04rBvIu9W5AmOjVfW95QqFnbZNo3XaQQ9EJImabAdHhuznNTibnPsvOuX+kGNUwEp+uNYSdHSDnzRNbOYwgIkoUbtLBIqDllEkMm7GgRru5wpKRQBLSNNuUbBiIF2iZipMrTZzaBTKOT2b4Brz6LK1jX6UTmzStCUr1Oqb3DQZzJjmd4IURizOzhH6HbLBMz67iDx5kV3weq7vEEiUumDvJ+QtUw1n8Ix8js+M2ihMH0WO3spTZRcceIutaayvm0vjauUxi8vveztDi11HLp4VhuZRY/FJAyi3JtTX/lDCUfSC13XYQEKPMtef1o7RDAHX/NTvvlW7EyBctnt9ObSK81PLBl+sYpAzemJbysl2Q38DArnR8D7KYWD/f7dB3i69S4/yaYNtbSRmt3Fr5b/mUADO7II8rBOCuXACSNQasfjqduTgOh995vRz3PMV21gJ9UFPvBDxyvs5KNyTvWOwezGNbxgYdk2MZnFnqMFHJbSnyfjnZBzwnn6WJiYnrQu5rHFnHxDEVZ5e7W4w9MfCCmNmGxxMzTe7dN/j8ofptzCf1wC4a8xfQKmTYaNCKImZzB/la9R3gjNNr+yw0PMo5e6NOaTP4Uga4ubTt+ryAkMiXlbRhpaMyUt2IUxAnYm9F3KpNV1guKwNf/21ZhTt5CF15vVuUkobfEHA1sAd9+J0smGP0ljobAFG9E3B8ocXZWpfFts9S06MS1xjLaYrFEjtLBrdET1BpPE124RHsbAkVh2uGixkHjcJ3qkSNZVoz55ljmJanGIzyNIw8Gd2jqppMJ0Ue5iBLxVeyaI0y222SBBko5tE2JH4PA0UYJzi2yVJQpeYOYlsGllmjG0RYhoFtronTwyjBC2MytrlhO1wMpDqFHRzf/cP4UYI5/U1KtkvbKDGsDfI6IdYKM+4RWRnM2COwM2jDIlEWmWAZjAKngmEKVsyoqqNiRSs3hRu12JecJuw1WTBKVMOEhS6Uu/NQ3EfBcYjDEpnGKerdIp3B3az4LYrd01humV7pAI63iLXwCHPKpW2PUw5m2aMeJnIqdLPjRN15otMPwswjeMlfcN7Zx4XsIWYH7mFgxwHu2yuz0756qsaZpQ5+lOBaBrsHv4NXH3wNk3mNtrMs6AF6YUJ+3/AGIKWtDM3KDXQn30xh/msUlo6j1gMpZQmzYlrSqfZs25szMHKzjKbZDMrWvyZoC8NjuVLitjJy/fa9ntoLUDsu15qVFQDVnoU4Tv2UhuRk9/2UNs932/0q0dO15oQ5inxhjIrjsj/10wLQShPyuXNHBJz1Rw+p1D3eKaRu5D6c+7p4Pq33KLtSg8/r8S3FVtYCIEzzyaU2HT/CNkUIXsnZKKXYN1xYZYzu2TVwfbBuGs8JLNXrdT74wQ/y9NNPo5Tixhtv5Ed/9EepVqvP/uLrcVkxUnSpFly+cqLGRCVDxpZTpbWmF8Ystn2Gig61tvf8ovotzCfpLuMXJplXo2QyOYreHKfNA/y1+wMExigO4FoGJxY73Lu3uqZTAlnZzx0Rit9rrrlqg6x6rZz4B/UFslHv4jluypCbdi/1sXn6b6F2Wm7+faAVeWmJYxKtNWFzjuninXzm9CDLndMsdQKWWtKin3VMllo+tmmwZzCPqp/h7ubDjCcz5JsR5VqC2VngpMpDfpi9gUkSm1R7ZzFMMb5c7qzQji28ICDXM/FJUMyTUQ6RleNoOMmo0WQxs5O/i1/F4xxgwHcZdQwytknTi/CiRPKeY5JzLBq9kGLGWgVGxYxFNW9zbK7FodHiKlUOYJkKP0wYLrobtsM2QMowOFG9n9z8IjfHbYpRnVgPAgl21KSHjWcWKYYNfHOUyMjghE2MJKTnlPGDhJLjYsYrIiszbAK7SCZYxjFilgOF3/CIY3CVpmsYJIBtaPJ4zDLCbL1Hjog8Hk17HAzpYKwEMzyjJ+hGERN2jBu2qOd2YGtNUfVIgg6nkp0UjJiS3WJ/coadtQs81rmHvzy3i7Y9SIJivJwla5v0wpijcy3mmjav3DPI2eUuZ5bOXgSkjKjHgzMeRxs5/GXNSHQfdySPcyheoGTFAqRG76a79/vIdc6KPqvPVO26D6r/x5r/Un/76M3CZMJGPdVWr1nvBD58o5ScTQfxZopFx+SUhHkNexAnkCuLtmrlvJSvZx7efr7brf9SOtke/rB02OWHU5+yhpSn3YKAG8OUhUzYFWbMcMTOIlOWrsmgI7+zlTMCyvoO8NW9lzb4vB7XJDZbC4yWMkSJZnbFI0o05Yy9QcO03otptOjimOq6fQDPASx98Ytf5O1vfzulUom7774bgA984AP86q/+Kn/7t3/L/ffff9V38uUYSikOT5T4h8dnWemFVFImYb7pUe+GmAbYyuCJmdbzV4qrn4Hjn5bOrsLIqvkkjfMktVPYQR4Pm6Ya5rPZt3BBjWJ1AzHVVIpyzub1h0bWdEr98tuFb65pJLyGlAjiUG7A/e4gZazpOjbPcdOJ6IRKO+TxxjmwbLAHRPMRedKaH3TprsyzHLmEgeKPTpV4zJplKO/gRTFhrAGNX5+mogKsTJ4Lp8/y5vhLTLg96tYIZ7twQ/MIU8yBMcRiOEg7Mqj1PI7HFlVdx8anl3SoUSFjRIRGhrnsAdzuPHuZJrBLuIbmCfMGTjp3sGCOobshHT9Cl1zKWZv5hkfen0eHPcaKZYbGdvLI+TqdpfPsK5sMJrDcq2IZ4tRrmoq2H5FzLLpBxELLZ6ycIb/FTW07INUrTHGk9CZ01+XW+GuUgzkRoStFw6iSSTxC5eDbQvM7YZPEcOiQBUJcImLloBQYSUhi2igSDGWSRD7tBAYsRRJaqNRa3Iz7vlcu7W5ENRMCitiQ9mStFMQRGoVjBKjYJzFslI5x/TqGjqW8GRnkS0UKUR0/gJHeDCPd4zzo7aRpVhg9eA8dvZeeGqbgWuwbLvDo+RWemD7FRCXLRCW3AUgdm5dEkugM42U3fWw3n1wZ4XGjwV1jGc61WQVSrjnBoeJt3DORYXyoii6MstAO6OVvJz+2xJAbX9w1uFlP1X9s16svnq3XuCDXeeRJV197Xsptg/uE5WnOrtkO+G0pu9XPChM7sHvr+W5nvgx3/Gthob70XikBhr2Unc0KsHFyKXu8Q0BPEglQUwYkAXRa6f5n5LHSDtnHE5+D7l9c7D91tWfzXY8tY72G6cxSh8WWTyeI2DuUZ/9IcYOGab0Xk0YTxJqlts/tUwMva/uAKwZLP/VTP8X3f//38zu/8zuYptx44zjmXe96Fz/1Uz910XDd6/HcY+9wgZvGSyx3A5baAXONHnGsGSg4jBZdYZhaHn93ZJbJgSw7B7+No0/63Wq9ZdEmdJdXtRkds8TS9ElqSZbAGWC6eAvL+Vtx/RDLMLhhtEjWMYnihL3DBXm/vii6cW5tIK5KtUleQ/70/WZQcgNuzctNdas5blP3yHs8/JG1Dj3LlZu+nSUIPLpdj17Q5oIxxbzayTE1xkDJ4ly9SxAlvHqwzSHvMVTnFGUrxtEZkvYCrm0wV7gNDIWV1LDjLsvZSXJxC9WeZc4sUEmWaMQlauSoEhFjMKRWMJOIOT3MtOcyovI8Yt7MEecVnNLjrJiDJJFiPG/TC2KaXkTPj9lrLPGG5PPsmZ8jb0NVleBMhhu8hJCIcjchOZ6hkJtix+7XMnTXwZQdES2BaxncOF7iLTeP8fXTtdXV5bMBqWLGIinv5EPd7+HNY3dwv3uMUuc0xc5ZKl6bs/EQnjvAqO6gvYjQypEYFkkc4Jom2bhNNzsGCnLePAFFIiNHT2XJ9eo0sXGUT88ZEpBkaqy4R2TlQJkkicZJukRWjgTZN6U1iRJwZegYIwlITBdDx9hxhwCLiAgMC6VDct4sZhLQcwcx/CYT4Vlu9h8hf+xrtCqHqJUPszB4D+3cpOi2Gj53TA2srqILrsXe4Tz/8MQcaPjOvqt8+ti+kSKPno/5+pEgBVnuKsh6tJ5wxrd5JQ5nj09vLPsN5blvb5kdwELToxfEqfZti1bsrWbrnfrSWteck18HZgpSsusuguFKCS5TEpa1PS9/DztrI1Tg4vlu1T3wuv8TvvlBGczrlsXjTCcClOycfJbfkvfxmmCQjt/RYlzpFASQGVbaDehf7D91ubP5rsdVib6GaaHlc365y8cfm2GikqWYsYE1DdN6L6bBgstcw2O63hPvphQsvRztA64YLJ08eZKPfvSjq0AJwDRN3v3ud/PhD3/4qu7cyz1Gii63TlV4aqZBoiGMYkaKGWItSH+xFZCxDY5MN/jA507w02/Y/+0DTP1utb5mIS2/6coUiz2HLjnGjGWOsINncnfgOhYjtsli22e57VPO2dw4UZYVSZJIC/PyKbl5xqGAn/yoCFMX0g6y/k02U5LntOckMQzslhv6+jlu+WH42u8K+CqMyQrab0HYw8dmJqmymFTI0iKwyxyN97GgB7DrHuVoialkhlfUHqFoJjxjlFkhw86kxQ2cpx0VaUcNOmYZ4hBHxYRY+DpHWTc5p/ZgJy2GWKFFlgSTaUaYYh5TK0IsMnGLo2o3J9zbmTXGcC2DIJDJ3o5lMlbOoHWP29pf5PWtv6eqGhiGgxP72MsB2bjLAcuGsVtIxu8ijCIy3WfI9pqoyhiv2LN7VUuwKkBXiolKdnV1eTlAyjIMKjmH6eJhvjF8L4O6jrNyEuaOkLQXca02ie6AYTCXuwGrPcugnmPAdmhrl15ht7g1hE0K3Qu08rs4Z+zkQNxhwjtLYA6xUrmBcvsU5fZJPLeK71TIdpcZ1BrPLJE4w7hRk54hoKrnDOL4AV3ymMT4hkusLHEwT2I65IiVQ8GfRemEnjuE0jF5f5GSLrJkjuKoHo6/wnD9ESqtYzw9+CZavfEtBfBtP16dHNP2Y0rZdZqvvjh+C5B1SbZqtsmxuRbDRZdmL9wEorafCg/I9X7nLimZPfFR6Srsjz5Z75U0cigdxJxqVQxbmJuFp+S3FbS3n+9W3QP3/PjazEJSXdTQQRg+KJ+XKaZAbDk1zKxKyS2JZT+0lt+fnZO/b/aZgmefzXc1ZhFej9Xoz3QbKbqcWupwdLYp16yCk0vtLb2YxkoZ2n7EmZr4t+Uc62VpH3DFYOnOO+/k6aef5oYbbtiw/emnn+b222+/Wvt1PVirNZ+YbzFT7zFYcIgSzdlal06QdjAM5YkTzfG5Fh/52jl++L5d1/6i3dytZo2slt/8hRMEfh6fLL7O8fn4dp5YyjNZ8anknIu1SitnBSg99bdys+8uysoSBZ15cMrCKPUHeWZKUu6D1EdpXpJDbnBtjltlF3zl/TImJeylrc4KIh9tWPS8LknoQZLHImAmyHNMj/MK60mmvBMUoxVuNc+Qj9osurtxVYGuNoiUTU/lMHXESHCOk+7N+NokViamjujEJmUV00pcltjPDqYZYZkcPWLD5hPJqznBDhqUSMhQU1VysYmtNJWcjRfG9MKEMIop+zO83foyr259krxuYWWKOIZHkhjo2JcRJq6LapwGbyFl4kxYegpWzqLu+/8yOvWKi0oZ61eXlwOk7tlT5V/ctWONqYryuNnb2X33q9ifbTNXq3N8YYZy+yTD4QwD+RxDSQZtuMyxhwXPoepEeHaFUCtqcZ6K1aU8eYCllVFqnqKAop2boueOkJgORhxgsUzGsZl1dlMslRmuPyJgKjPISukWktmjjMSzxJkc2rAwkggz8YiMDHVVIWuE5OIGnj1AZGQodU5jkLCiqoSGgzZjyp1T+G4FO2yTaZ5hNrqHk4U7sM2RDccsjBJQGqWlFL4+LqvLcAsgVc05fPboPDnH4nUHh8k51iqIml3p8bqDwwzknA3nZ+N7K2FP+yzT0x8XlsktrXkl5arCOi2dABIIG+IYDlK666XO9fnhree7rbda6LvOx5HopKzsGhuVraYO+vMpM5QTBth2pUQfR5A1wBne6DP1bLP5lo7LdzvgyO/4ennuqsVmHdOlvJi0TvCjmCjW3Le3ymDBwbHMl519wBWDpZ/+6Z/mZ37mZzhx4gT33nsvAF/72tf4rd/6Lf7rf/2vHDlyZPW5t95669Xb05dpTFVzvP7QCE/NNgnjhNmmhxfE6eogs7pSNU24UO/ywMklvn9g6tpdtJvNIqNAbmJp+W3xwgkWdZ56bi+OAWT3QwvOLnfpBKKhWdUqqQUpvdXTcSXFcQFGXkM+yy3JqrM1K+Miwo4ITtsLQtkP7IHMgIhI937H2hy389+A4/8IJPJ4fyxE0CXq1LCihFE0FWzqVCnS43uTT7G7O4ujNHOUsXRAjQpVXeNm3eTR5ADKzpIYNl6kqMQr5HWH2SRLyxhgIlmmFTtgWYRY1FWWRXIc5jTnGOMTvJZ5qihDEm7WktWZUqIXMpWimLHJOgl24yyvDz7B3TxFUXmYlUncqAl+F8N0ROiMmYJID6KuJCQnL8fo7FflmBz6bhks3Dd1TBNNf3W51bW2HZB6xZ7qlttXW/D9iHyYanFSt/IbZo5Tqi2y3FM8bd/M7PDdjA9XuGciQ2moSiMocuQbj9HttKmUy8J2dOZZaTQYGW5zd26BzPmj9JpL1N0JXHdYDDd7EWZpJyvJKE0dMRLN4QbLdM0BfK2wLYuBZBmtDLzMMGbi44YreE6FIMqQSXoUwyXsqEU3O4KfncDyG9zsP8wh4xxhz2A5c9tqUrYtA7SoqjZ3El5Jl+HqTwjNqVoH0zCwDIXWYBpqFUR99XSNR8+vsGcoT8Y22T2U5949VVzbvOj4X8QytWZFQ5QpybURdIQpigIpycVR6p9krHWmWa48d+igPL7eULJfAiyNC4jqi9Cj2bVOT8MS40uvJUAt9je4+GPaayW79T5Tl5rNp5T81p/+uAwFNqzr5bmrHJfjxVTvBDwx0+D4fIsw0jw912LHQPYiU8uXg33AFYOlH/qhHwLg537u57Z8rH8DVUoRxy/9dsJvR+wdLnDLZBkvSggiTX7ApJS16foxZ5e7qzS+oRSffGKOg6NF7tg5cG12ZhuzSF0cZbFj0DSrFKI2OlnhXPYWVHGcm4uamRWPwbzDgdECcaLZO5SHk58Qmj43JF4t/Tb/vvu21gKiDFvmZjk5eU7fG6k0ITdmtwC7XytASWs4/WW5Ofens/sNafuOeugoRKFIgBCDCiu8Mv4aPbKEGMzrUQZoMZis0DF30TKrZOMl9hmznAlvYsAoUzUWSEKTwPDJOEWm9Q5KSZsdapElcxI/yZLXXarUmDeG+SyvZjapYioDx1JEiSZIEgqGSSlji7i5Ncu4EXJLJeT13X9gh3GcTNjAJESFK+nqu5B2OYUCVMM2oMAdlKQT+7JdmSKKf+zP4Jl/lNJGYWTNETtbFQDpFi9arW8HpC5ve6o/S+e2lfbPUQy7LPkm4/YQr1zvdQRMAW++9461Nv56D9eqsHvPpJSiBrJkzp/msdOzPNJIqDHAIHV2lw1u2zNOkhvhkaPHeGr6aaqtowz7F5gKT3OD0WBeD7Ic2JDEZKM6CQZLqko5YzEQNNBBF9/MERlZkjgk4y0xrgLy3gycXOT82BtZGHwFndwOCq6JYUh3f8HdqOu64i5D1qbCDxYc2n60ylbVOwGPXljBDxOSBAbzLrZl8ODpZT7z1DwjRRfXNi8u161nmfosbWs2HZEyJgBaN2H4JmFrvEZqNJn6JS09I15l+SG5Hvrapc0O6NuZeh79O7EWcPPyfjoBuyzMViGdEVk7AfVzMH7rWgnuUrP5ujURmLfmxGW9PHW9PHcN4lJeTH0NU60TAIpixiTvmMw1PZq9kNt3DlDNOy8b+4ArBkunT5++FvtxPS4RI0WXPcMFvnGqhmUKA9H1Y87Xu/hRTKJhuOgwlHe4UPf420dnGCq4V78cdwmzyMhrEcQjuJaJ6zc4H+3geFZW5waKoYJLL4hYavncubvKSOPImuaJs9BbEhq/P67ELcHyCTGdtDOS4MuTa+NO/AY0tYx1yA2ujSdpzYkYNfIkMcTpANOwR6w1IQojSTAMTVYHNHUObZhk8EjIUGWZOgMY1BmIayxEeUy7yE6jw6LRY97ZwZjVJBs2yZkRwzmLqGfTjcsYpklbldnFPMsonmEXj6rD1Kwx8CISEpLEwLUMDAVJrLkpPsYbssfYYTYYdmMq3ZM4vSVUYQy6Hvip/iNOLQ9MR0qScSR/rIywBnEoK3GlgESeH/sQFdbKHk98VFbzpiMJzckLgBrcK75UV3MgbspIKGA4/bNVXIrNApjcuZeJqT3rHt+/4fEdr76ThdbNa8yWdw419xh6aY7OuYfQ3RpL9igF2ySfyzGUN7HqEZ42aRk5ur7PYDBNTgXYg4PUemB6Tcq1R8h48zw99J2cCgc5NFYCNKeWOpcljoftgZS48CdobazaPvR9b7pBzHglw3InINGaMEpY7vjMNjwsU3HvnkG8KNl6AOrA7o2O3EMH5Tyc+ac1R3snJ3+UIQuKOJDfk52FuZTBWa9d2ua8boiD3ynPL05It+ncEzLsN1uV327kyyLGLW70mdpuNl+/POc1BABmB9bKc5sNNYvj18ty32Js5cW0/nocLjgsND0ytizSARbbPqcW2wzkBl429gFXDJZ27dp1Lfbjelwi1muXjs+3cUzFSjekF8QYBmRtk+GCix9pco7Jcse/+uW4S5lFtheI67Pk/HOsmAO0dIW/S17FM+u0SkkqSt87kuc1gx3UEx9bp3nKCD2/flyJaUOvARmVmuwZMiB0YI8AobAjN1unCBN3rI0nqT2zJkiNU61THJAkMbJ+NzANTQ+bRJkoDb3Epmh08chg64C86tBWJQZVi44KMewMrvY5PJqlMriXSt3HMmA4N0gS9ejFLmfVa/mifwNPLQUkQZemYXM2KOLHCTqIcSxDZp/GGscyuKu4wr8qPcod3jfIxj1sdwDlp6AoSUTrgSEJLkzk+Eepr40yJBnpWB5PgjW9R9BNZ+XZAjSzZSnJdRaFZesspOWMfdLBePYBOP91YSNGD18b4PQssR1rdTmPX8xs7YY9r6XUmqO49AzdJ/+BfODjeAtkwhWUtiHqYOfLOMUdVNuL2LGHWZqgUB3B9UNaNY8LxghOs8ZA8jUO3fiD3LdPTB2vRBy/HZCyLQNTKerdgKmBHMWMtco2lbM2YaSxDAPLVDyz0KYXJkxVc3T8mG4QU8raG4wDJysZFtvBGtg89N2ooCeLj/7cPSsjC43coIAOpcR9O0wNJL2GXDNOTqwG1muXni2cfFqS89NSmwVeTxYtVkYYo8pOuPOH5XOebTaf35TrVSF6qj7jtJ2h5vWy3Lccl9IwtfyIUtbGMRVeGJNojWMpZho9hmoOTS/kjp0DL3n7gOdkSjk9Pc1XvvIVFhYWSPptImn89E//9FXZseuxMaaqOf71vbtY7oY8Od2g6YU4lnQq5R2LxbQ7LmvLTfaql+O2cerGKdDJu8y0HDx/hbY1wKniPfScO2Clt6pVckyTkVKG77llgonlv9tS87RhXEnf5NLOyc3Yb4hgu7JTVslo6fRxC2vjSbRORd1dKds1L4BXRyeaJBUqWiQoNBopizhGRE8DCRhEBEaGUTfGHpik1A2p5D1CO4up8uwazaKCCzC2f4MvTNnOMVoYZXc74NRimydmmpxZbKPmW8yueHRSUJuzLUZKDv9szOMdxpOM1x5GWSEU03l6K2fE4M92U4sEveZSHhkCEk03/Xfqmmw5koDsQjr6wkhf48iXMjNSKnVL0iFl2KmuJJLj5Lek/KK1GBbOPCLAaewWAaEvxkTUZ7VK4+T7OpuZR2BuHoI62DlUcYyMocFfFH1PCrbzRkSuaFMYsgkYx1FN8jdYqJKwN1cijt8OSCkg1poo0ewZyqOUWmWbLMOi1glWJ8L3AZRtGhtKdn2QeOT8Co1eSL0TbOioe82u72Gi/iB69ghhr0UUJlCeIDt6A2r2UWGRwh6g5Xdop7+x7pKA5s3apUtFcUyur6N/LwxVblDKf35LWN3Ih533SfMFPPtsvl5dwFJxfI1x6tbEYmArQ83GDOx//UXavOtxZbGdhmm8lGVnNcfjFxo8MSPMUxDFBFHC7IrHaMll91CBC/XeS7oj7orB0h//8R/zkz/5kziOw+DgxjEbSqnrYOkaxs7BPD/9hv381udP8tDZZSYHsliG4mytt6E7zlSKC/Xe1S3HbePU3bcK6GmDkhlwVpd5JncHA65LOWczs+JRzdkM5G3u3FXlduOZrQfkFsfWxpU0Z+QxO537VhiWG2jjvIjB/WEBCYUxOPx9ayMfjn0Sjv6D3Ih7dblZR2KspgADDShCbBJMrNT/SCnwlYVLhJEpMJxPMPIOuFOQG8RZOS8ATcdrjsubAIRChI6jpQz37h1koeXT9SPafkQviFjpRQzkbKYGsow+/nuo41+T745aE6D3Z4Qlqckfak30qrXoQfyGPLeYzmHs1qTDybQkiTgFAZtxIPvc7yQs5IRVclLdU3demIBcFYKWfFYciLFn5KWakZeAPqSvs9n/RmElZh8VENCe2+RPlJfzUDuBUiYF9cS6dvoTksjZnuW60i7D1+4fYrHtU+8GOJaBYSiSBOaa3qqjchRroiTBNm2CKLlohI0fJjw126QXxtwwVtpgSzDXsHnl7u9kvnMjJcei1D3Por2XwUWDG8OYfBKn3aEmsekQJQozDLB0hIoC+W0tn9pau7RVbMYmSqUluHTeo6HWtm9+v9u+f6N7eRzJ54/eLACoX5YLOrJYW2+oGYdipjn9TSnh29dF4N9KbKVhck2DRy+skLFN4kSz2PLxoxhQWKbi4GiRhabHxx65sLEs/BKLKwZLv/RLv8Qv/dIv8Qu/8Aur5mzX49sXOwfz/OA9Uyy0xMjuQse/qDuu0Quvbjlu+TQ8+VdiAlkY3uDU3bcKMLBZ2qL8VsxYzDV9dg/lee1Qd2P5bf2A3KAtN7nQE68WZcpqtX5KHiuOCeXeuCCUfX5I5k3tuFu0VE98DJ76m9SkryCAKeiITggAhUo5JYAIsAGHiAwRdSq4JoxaHga2AMLihHxuZTccfNNll6YuWVY69/U1b5ywK2Ao9iGpA0maHEz5/mE64DcKBLyEnohoyztEj2I68t27NWGTKrtSgOilA1BHhH0zXfl3vzyHhsBLtSumfFcrm7JWljid+610PMUpeOR/wS3fL6XPLUThL/hY39G157XCcmz2J+rW1vyJhg4I8OwuSanqqb+SZoHqnmf5mCsDUhfqvXUz6sQIMIzgtqkK1byUNyzDIIjEoHSslFnVPmk0R+ebhLFm/3BhG3+n00xUstyw462UFz/BuHee+pLDoreMmRnB8luEscaPQ1RnDkMlGIaFM/8ktuUK2A67z358W3OiPdrz2nShsyRsp2kLyCyNy+PbAa/NwnErCyc/I7orrde65rIVAWVeY61zdvqhVBOVyD3BtF8aIP95jPUapqdnm1zoBnSDmKlqlnO1HgU3Iu9alDIWxYxFN4g5NFbk1FLnJW0hcMVgqdvt8oM/+IPXgdLzGLfvrPCWw2M8cGKJJNHkB6x13XGdq1uOWz4t7rpzT0ppaPlUCiTG6FRvFquAJEecqXI+f/ii8tuqVcANw0zUP7mt5on2PCweTYFDDCM3COuxGUxlUjuBoX2w93UCFh78Q7ELSEK5YcYRBD00CTqFSAmkfwPQZAnRaBJMFJo6AwwV8rjmrIATgPygTJ9/LqvU9QNDrazc5BefgS++RzRVypAbvDJSVkkLGOour4FBb0WGqTq2JITxW0XAO7BzzXcm8uDJv5aut9ozAjALo3IM/fZa67ZOUk1Tui1K3ZVXx1m40k2oLFmtN84LO+c1JHE98VH5PLcobN/EbWJN8CwA4gUXW/kT1c/KMTBdYScU4s3VnpdzN/2o/AZe938+5++7FZDaDKLqnYAvPbOwyjblHJO8a3JmqcN4eWO7drMXcmG5x1Q1uyq6Xfuwjf5OOreLc87bGKk9yHjjcZxGnSVdwDUG6aks5XgF2/DQGCRxSNjzYPpRrNIIy4uztPTY9n5PINd45IkOrjwl5e+gK2C8tEOuveWTlwZemxmnPa+D5pyU5zbrruycnKc+21SaEDClY3CrspBYPCbn9oa3vvjA/Qsg1nSybU4udBgqOvSChJVegFJybU5UcpiGotYJaPvxS95C4IrB0o/92I/xF3/xF/z8z//8tdif63EZoZTiVfuGODrX5MRCm0reoe1FG8wqdw3miGLN+eUef/aNcwzmnSt3966fgQf/SFZ4xbQFOAUvOmhTN8bpqgJjqsZJaxcn83cx4KyV39ZbBezPdeDMKWFn4lDeO1sRpqPvl1Q/Jcm6OC4reWVsBFPLpyRRZyuw/80CSL70Xph5TMpTpiNAx2+AggSTCAPQKDQhRsotKRxCYiyOM0XTKDNkB+yyV1DZEdh9H+x9/ZWJnNeDo9RniOXT6b4vyPbOkoAQEtGIJOm8uyQRli1x1rxxohKMHBaQ1pyG8dvhnv/X1sn6Nf9O/JTO/JMAyaArx0oZItZuzkjbdhKnK/ARcUhPUt2SYaXdcSVJOMunhFlK4nQmXwDJyprwtnFOVu8nPw+3/aDYNrzYktF6f6L+4NjqTkBDLV0QuAUB6DqR38A3Pyiu1leRrVgPonYP5RkquhtKdtWcQzSQpLolRZxoukHEiYU2lqk4NFq6CMBs5e/Uye3gdHaSldIN7IwSTrQzTNqLHAyewo47aGWgTQeUJok8Aq+NF8U8/k9/zz+NDeCmfk9buovbOQEyzek1ZikOBaQ3pgXMWBl53uXGwO618tzsEQH5KHmvoQNyzfbZpiTc6N/UW5YF1szDAqhyg9dLc88hpqo5Xn/DcOrxp2l0fYJIM1ywKWUdQMtkiTim3g3I2ib1bkDXj57vXb8mccVg6dd//df57u/+bj75yU9yyy23YNsbVzXve9/7rtrOXY/tY6qa43tuneTMkvgsLa4rxxVcm1onTP2XYo5ceA7jUPrdb51FWdkp5AbV735rzuGGZ8i4o3STIl/hTur2KAZgKOMiq4AhN1gbjRK0RT/TOC+CULckK3i/KStTZcgNz85LSW0gv+YNNHSD6BLs7BqQy1akO0yZECyDL+U3jeiUIixMYsDAQ+aK+bicZiePcYCxrOLAjiLu5B7Y8xop711J4q+fWdNctBfk/6Yjx6qzJCWI7qIAEFRaYuuIKNvUohXqM1BRLzXgc0XorWPY9apL3+j7bMmOu7cGbKYjrFG2Kv+PAznGnSVJYoa5Nkm+vSDmgv3Ek8RrflerI2dMOVeziwIs9r8eJu588SWj/nGLenItxoEk/LAn4K8wKt87DuV4tJcuX/T8HGOrkp0fxnzt9PIGzdOhVKOU2aJde1ujTKWol27EKd4M9ccIyiNYvW9i6IjQyKMSma+HTuhFFmifwyv/SHfiXi7kbtnargAuFnhnK5Bx0uM5I0zqoe9a61i93OiX5/bNwpE/k2t54g459p1FOS8ZW67j4nhaOk2F4H57zejWyV8vzT3H2DtS4JbJEpZpEEQJ3zi9TBDHzDY8aVKIEvwooRsk2KZ4yH3m6AJvMY2XnHbpisHSr/3ar/GpT31qddzJZoH3tY7f/u3f5r3vfS+zs7PcfPPNvP/97+e1r33tts//4he/yLvf/W6efPJJJiYm+Lmf+zl+8id/cvXxP/iDP+DDH/7w6gDgu+66i1/7tV/jFa94xTX/Lt9qbFWOMw0Rd6/5L7kM5JwrH4fSmhNBd392U78N2SlAfoSmLrC4tMTZaJwuNo/7IzRmmkxWshdZBdy3dxBlNSTZnvuauHEP7JH2eL8h752I+JpMRTRNrVn5LLcoSavvSOw3pN144WlonBWNjeWidULca0CSIE5DYjxpkmAREWCzYgwSaYOcbrHEEH9W/FE6uQl+6jXjjO8af+4s0snPyXEqTqTT4LWAjPNfl9V0fgT8FQFJOpHvFLRSK4AUvEa+MD2GCfvfBHf80JV392weuLoVeJp5VMCcYUvZycpIojPtdN7efOrXhACEbk0AFjot33lynpJISoV9Fiv0YPH49uzXCzkGD0gS7rfROwW5rvqeXnEg5zM7IL+J/W+8PNHzc4ztSnbrAdRwweEvH57m6GyTfevKc3Bpo0yU4nj2dorGKW6K59HKILDyWImPFXUBRVvlaegsRVuRD5Y4MP0xwgPD5Icnt7YrsA1GuFjjvfFzn/PBgPIEHH6nuP33u+b6v6XmjNwzhg5sFIJnKwKC7ex1f6ZvIfoef0dnmwzkbPxIWKRqziFKoNYL0UrT6gWUsjbjlSwz9e5LUux9xWDpfe97H3/0R3/Ev/k3/+Ya7M6l43//7//Nv/t3/47f/u3f5tWvfjW/93u/x3d+53fy1FNPsXPnzouef/r0ad761rfyEz/xE3zkIx/hK1/5Cu9617sYHh7m+77v+wD4whe+wA/90A/xqle9ikwmw3ve8x7e/OY38+STTzI5Ofnt/opXFJvLceWczWJ6QzUMyFiGOEQrhWMpltre5Qvwlo6LeBIjTZKBJFivge91mQuqeJEiZ3aolW6n6OygsZVVwK2T8oNJMpJoO4tiJKlSpiPyJEkvPAVRKIxLcQJQax1zQRfyVfA7oiPKluHhj4iepjVH0Fwi6dQwYo8YAxNQaBQmYTqtPsYk0grb1Ogkw5Pu3QTjd3L/gWFuOjx1+TfO9SxS2JNVcxxIGQwtoKkwLDfylTPpTT2WZOuWhJHpO3BHnjzPFEobOyfM2uv+A1SuwrW3FXja/yZJJkFbGK+5x2TFPve4sCqmI4mkNSPPg3VWBIaACdNOzQuBxBctVugJgO3VviVtz/MSxTEp05x9IP1upuiYYl/OSRzJ0NiwI8dpO8PGaxhbAaj1vjiXa5SpteZsMkRceTM3WZ+H5iNo5aBVRGTl8IwCfhBRVh3cMMYgptI6xtTsP3J0749uaVcwmNT4juYFJsdeSbl7Ht1ZJIgiYjMHxVGy1UnUpQTelxPry3L9356Vld/e5F2ysPBS64NsWa7t9WzTdX+m5xR97dLsSo+vnV7GNBSljEUriGl7IcqAoZxLN4xxLJMbx0pU885Lcl7cFYMl13V59atffS325Vnjfe97Hz/2Yz/Gj//4jwPw/ve/n0996lP8zu/8Dr/+679+0fN/93d/l507d/L+978fgBtvvJFvfvOb/MZv/MYqWPpf/+t/bXjNH/zBH/CXf/mXfPazn+VHfuRHru0Xugqxvhy33AlZbAc4lhI3VQ2zDY8gkqJUOetw5PwK9x8cvrQAr3YKvvrbsHI+FQhbkgyTCM8q0Gg0yMRdFBZPBzm+FB7CyZncPFG62CpgZ0Xesz0vLEZ+WNgXJ5cKn9OSlJUV7YFGQJTlrq3svYb8f/erYfJusQhonEMP7KPd80hWzpGNuxgkKY9kpH5KMSaKLlk65FjSZQbjNnOZnXzC+mfsKrq8at/Qs/+Y+0xSf5hoFIqbuFOQm28SoacfolPYieF5KLNIRoeovh9SnDJGKp1vlUSgDQGfmQroBB12CTNDtHa+mUhVGdGiNdnO2Xp1Jtt2s9q2eA1KoYtj8jgx2YLJyO7XoNrz8t3O/BOc+kIq+o7l+4GcH2WkoykS+R6kxplJJOXSbFnO3TXS9lzTUEoS5+Jx2f/OkoBCO5smZVc6EJUh1+7cY2veXs9jrPfFuVyjzPmmx3g5izt0mC8slhhrP0nGXyExDBJMnGAFW/cwADuOxN0+XGFq7tMsVu9iyTp0kV2B3VjAr88y3YhJrC6h59GLEtpmnpoeJG8UOGAtUAy7LDS9ra/Ny4nNXXN9VrdbS81b+3q/lB0cOnBpf6brZbnLiqlqjtcdHObR8ysUXJvANAjjEI14xyVA0ZVZl5axNnvypSb2vmKw9DM/8zP8j//xP/jABz5wLfZn2wiCgIceeugiYfmb3/xmHnjggS1f89WvfpU3v/nNG7b983/+z/ngBz9IGIYX6a1Auv3CMKRarV702As1+uW4Lx1fRKPJORZLbZ8gSnAthacTMo7FSjdgueNzaqG9/QV8+svwhV+XpEEiTIiTBxRh6NPuxYRRRIU2T7uH+bh+C2faZQphh12DuQ1WARuASNhNE1BGVnbNaUDJe5cmhTlyc3LTa5wXMJUfgUwVzAVIYnRhDP+bH5Y5cmGXbu8Yna5PNeliEKedbwkmRvo3gxgBKS4xFdqcZYxPu+9Al/fwtlsmcCyDM0ud1dLGBifkogv1MzSPfh69dJLM0hHcsAVDB2nbA4RhTD6B0B2lXZtlZdHDjELizgp512REWxiRTxCDbeaw/TpkSkSJRvktlI4x4pAo9OmS45hxM19v30nvgTOMGStYcY+g26StsxhOlh3VHPdMZkmsLF+ZtzhT624wItxVzXF2uZu2oicXzRA7v9xd16q+6fG9r0PvejUtcqi5J7By42TCBsqwpGSYJGtaJ53ItdEHVHZWzDQtV1jAlfMvvnLHwG4pITbPw5mvyHWZhJJg8yOp4/W8/L1T+9ZYkqsYV+rvdGi8xH17BwH42MMRTy7fze3BZ3DS7lEr7pIAhlJgWIRmgQSTfG+avef/ii/YP0AY5TfYFQzQYiKepdMNOakq2G6VQkYzELfI957mfLiTx5Ti9EOLzCXhltfmZcdmtrQwvMY2dWtyTRZGxVQ1W5VS+GZ/pkxFXr90XDrm+gO4r8e2MZBz2DOUZzDvkmhNywt54GSNONH4UUyYyCLtkfMr3LqjQjlrv+TmxV0xWPrGN77B5z73Of7u7/6Om2+++SLA8Vd/9VdXbefWx9LSEnEcMzo6umH76Ogoc3NzW75mbm5uy+dHUcTS0hLj4xff7H7+53+eyclJ3vjGN267L77v4/v+6r+bzeaVfJWrHv1y3MmFNudqXRYDYZNMFIvtgESDUjHLUUIYa758Yol79w1evKo7/U/wqf9Lkp1OPXkSmd+k7SxeZNFLLJpkaKscH+XNzFvj2Imm5QWcWdaMlzJiFXBoZONNsFuTGxoJVPdLwo16klwjXxgYKyNmk93FNTBl5yA3gN9aYumZhwh7HZp6mGL3HCPJTNr4bwookuZnEhQtiixTwiamqDx8q8STudfyCeM7MAf38IrJMs8stvnM0QX8KMEPY7woIWPJ7LZBvcxkPM3O5a8QBx4dI8dU18cwC5jnT+Mxw3xmF8OdgFZcwzZdBiyPJFsiGzSY7xSJPE2ZHvPax1R5RnrzxIbDij1KMYmxVIIOFN2kzIXczUTFndwVPYo3/QW8xZOMJzMMuzG2aREpk85Jm7lHqgRmhqo9hDP+KlqDt9OLEh48vcxfP3yBiYEsB0c3GxT2eOWeQb5+uka9GzJezm75+NnlLvXmbRxsTzMYzDJMTNWwcA0L7dWJDQcFaB1j6gRlpW7ifcDUrcmMvzgQv6sXW7mjugfu+lEpSxpWKog3RRfTq6Xu6KZoX56HUtx28VyMMgHececUR5zv4cLj0+z2HiAXtzC0RhkWGgjNLIFVwIp7mInP6OJXeJUKuLF8IyX9erpMgdaU2ieJDRtfJ7Rik4mCjTINPNMlGyyxyzvG30T38rUzmtfdYJNzrA3X3vfePolrm8+NcVrPNgUdOP4P0oGXrW7tz+QWxaKkuyTPr52Q97nxbS+Oa/R5iqxjSsOAZVBwhaVs+xFai7eXmLTEzDU82t4S+0cL5B3zJTUv7orBUqVS4Z3vfOe12JfLis0/Iq31JX9YWz1/q+0A73nPe/jTP/1TvvCFL5DJbE8d/vqv/zq/8iu/ciW7fc2jPw5lesXjG6dr2JbCCzSGAUN5G9cyWO6FAHz5mUX+2Y0j3LlrHXu2fBq+/D4pM2RKAmKMvqN0SBJ6EBtYOqGmJ6kZwyw4U2QNEy+KsQyLgm1xYLRIxjLYO1xYe2+tYeFo6vejU1+hlFXKaWlrb83Jis+w18BUbxmac0TzR4mihNCyKBhdGozJyAgUBhEGioAsNgERMRE2TXuIM8kkVtxln7HAU/n7+FjhX7PUCdlrKE4tdjiz1GHvcAE/TPjmfIults+hzDL3509QaJ8lUztCQbfxy/vJ5l0MHXO2rdAqx263zRh1FnWJTDBP164yYMb0cuO4kU+2V8OPEzpWngFaBGHCmXiQMHGYNJroTIWF3E4urMSMR2e4qf1l3OY/onREmJgisjUH6ERZxqN5FBrXzON05vBxOJCJSFpfYnHgdi6MvoFpf4CVrkwMzzsmSqlVg8ITi23+4qELFFyTAyPF1Wt/o4HhKSYqWSaqu1kpvgO1+HW8pcfwg1mGzDImEXEkZU6VgKlMbCOD7eShMIoO2sSLz5AYDnFxkEzcQr0Yyx1DB0UD062lNgkX5FrMVkVYrBMpD1/J7LTnMS5lkDpVzbHjtfeytHsA+zO/gD39AMrOECubduIQYJON2tiJR2DkCdP10y3mBYzZv+fMxHeTGA7FzjmWMrsx2scY1YsY0QjKzGDoECMJCYOYmcxuLFPmI5qG2nDtfeBzJxguOASxfm6M03q2yXzbmhB8sz8TSEeq1xQA5aaebfNPQdB78Vyjz0OMFF12D+U5Ottk73Ce+aaPaUjZ3zSg1YvQQMcPWWx7nFvu8sq9VfzwZcws/fEf//G12I9njaGhIUzTvIhFWlhYuIg96sfY2NiWz7csi8HBwQ3bf+M3foNf+7Vf4zOf+Qy33nrrJfflF37hF3j3u9+9+u9ms8nU1NSVfJ1rEjsH8/yrV05xdqlDwwvJOZqBvIMXJMw2fRINedtkesXj9790mv/rra5YCWgNj3wY5p8WRsnvCKMUJauDWxNMmpFiJcnToMAj8W6Od/O4lri5+nFMO4hodgNu3De0cahiaw7qpyUJzTwiwufMQNrhFojWJYmEkSiMiPagV4PmPEHoE/seLQrUzDwFb4Ed+iiOkpEgSissQnFSUgqtTeoUsHTIoO1h6g4to8SXzVcw2wzIuSbzLZ9mL2S44BLGCR0/ohAucXd+jj0rD+B4mqbKk1EGDVWl1Fsgr1fohiGukRAqi5Ukx0BQZ0lNMeW0qYSLeMqhZ5e5oHYwop8ia+eYNgYYM2M6UcyyXaJpVJjODZHffSfOykluXvgQ5WQZMGQkhE6wdEhV+yigS0hs2ZhJhBM2KSYhWWxU5FAI5yh2zjI59zkqxn525V7Jk83baXmlVaPCPmh69PwKr9m/hT5rk4FhwbXouVP08jvIjL2Wz52fJ+w1mBoOORw9SdU/T6n5DE6wTDt2KOQn0ZEmmnuaJAyZz+6Eeo+SqckmeQYKFfTScVqPfIzlwz9ONmN/69qraxnFMemMm3tCgFEcQH5UysJoSbpDB69sdtoLOJRSDO88BK/4YfiHJ8B0sNwSWWys5jxW1CVQDqGZwVYhgzmL0K1Q7c4ysvQNOtlJqo2nCBJNLwnI0yHneyRJgdAqUnfGmQsTzOIQUaJXZ9sBrHRD5poeK92Q8RuGmahkvnXGaTt/puK4aO+8ppTklBI228nL+WzPvyTO57WK9YN2n5huMNvwmChnmW30mGt4RAnkXAPLMrET8V/yw5i/fnT6JdMV95wG6QIsLi5y7NgxlFIcPHiQ4eHhq7lfF4XjONx11118+tOf5h3veMfq9k9/+tO8/e1v3/I19913Hx//+Mc3bPvHf/xH7r777g3lw/e+97385//8n/nUpz7F3Xff/az74rourvvCnLC8b6TIwbECj15ooLWm0Qtpe9IdN5izAEWsNScWmvw/Xz3Lj9y3i6nFL8HRT0pN33Ck80mbsgrzG2DniaMIlWgcbDpWhUeSwwSRJoxDgli0Ue0wIWObYhWw/oYTdiXJxIH88Rrybysj7efFEfCWpZxz4SG5wQVt4iQWeQzyY3WUsIJZemit6KkiMTYG4l/kqRyBYRPFFoW4h0MHw81yfuCVnFE3YicRYyWXeifkcKlLRq8Qzi0y0j7Fze4i+5OTZKIm56IdBKYmY0LTKLCowQkb6CikbHZoGC7dxKQUdukpl/PZm9irH8FLLOLWIl4Aj5XfyGJmD9Nhlj2jQ5xY7FC2InzlMpdUeDM93jj9f1NM6oQqQ4hFQXloraTUBZSSBpYOCawhckhrd4xJTrcxIwuDBKUT3GCFG3iM4WSBnb2nmG7/JGT3rR5+Uykpy26RBLYyMEwPOL3sCOcMg/N+haEDYxzPvp6sv0ixdZr9F/4Cq3GW2nIddIIdK/zCHhynjOMtshJnWDn5CFgdwl6LIHycY6dqnBl6AwM7DqzqZrbSUD2b9uqaxnqx98p5Ae922snpNaQRoc9izB4RD6DyxLXdp29HTN0roKE1AzrGDZo4ukViKhHt6hWUUuyPT9GoXSBnKYrtE/jOAJmghm+PMK+GKNqD7LDbJIbNSvEgy7pAozePj7thtp1Gc3KpTRgnFDMWjmlcPcZpK3+m6l44++W0JJf+wryGzKBTSliol9L5vAbRbyj4+GMzPDXbouBYVAsuQZzghwmOZZIkwlgrpZgoZ6l3gpdMV9wVg6VOp8O//bf/lg9/+MMkiWQy0zT5kR/5Ef7H//gf5HLX7mb27ne/mx/+4R/m7rvv5r777uP3f//3OXfu3Kpv0i/8wi8wPT3Nhz/8YQB+8id/kt/8zd/k3e9+Nz/xEz/BV7/6VT74wQ/yp3/6p6vv+Z73vIf/+B//I3/yJ3/C7t27V5moQqFAoVC4eCde4DFSdNk/WuToXIuJSoaZuodCkbUN2n5Myw+wDUWSJCwd+zKn5j7MpH4QozUrb6DTjicnJ2Uxv4WOPYg1LoojHORPkzdxPhkhTDQaTRAleJbBcMHlu24dv/hmtl6vlB9Zm0jurQgwyw2mAC2BoAGRdFpE2iROZdpZ3aLiT2MSABqHEKVbxMom1DYWGpOIeWs3voKANovGILNqii94dzMbBZiGouzNcFP7IQ7aixSjOlX/HCuhwYK5E21A2xqkEtYoxnVMK8EhJtAmHbOIUgEYJgPJMu3ERlsGto7IRR1OZ2/lG+btDA9OcFRFmMVxgljTUzHDTpElo4HOCsCO2h775j5OIVgiUjaxMtNBLBqUhaHDtMSYkMGjR4SZhCidYGgwiLGSGJRJgkIbJm7iMRxMUzRq7D4T8mTuZ+nkhe2MtcaxDGKt2RzbGhiyBZBSil5mhF5mhE5ugp2n/4x2bQ7l5tiXk7Et2WAJbSoq2qfTbnOSPI4zwJCxzL74LNXGP/LVKOZDc5P0HYDXa6gupb2aXenxuoPDDOSca8s2DeyWWYDzj4vIu7MoJWS3KI/PPyHlnaAtyfjwO1/85ZvSuPhHHf17+c5BB4WB6eSkCzIOwHAoGh4d7ZJ4Dar+tGiV7BK58Dxla5LEztPJFMkGS2S8BUpGj6PWJGf8IlNVZ9X3qeVF1NoBOcckTthw7T0b4/SOO3ZcUosFbO3PFHSk9NYHviBs05l/eumdz2sUU9Uc77xzkvmmR9axMA14/LzCNA3COKHeDekGEUGkOTLToJpzCOPL6MB+EcQVg6V3v/vdfPGLX+TjH//4qoXAl7/8ZX76p3+an/3Zn+V3fud3rvpO9uMHfuAHqNVq/Oqv/iqzs7McPnyYT3ziE+zatQuA2dlZzp07t/r8PXv28IlPfIJ//+//Pb/1W7/FxMQEH/jAB1ZtA0BMLoMg4F/8i3+x4bP+03/6T/zyL//yNfsu1yqUUty3Z5AvHF1goRngReKsWks9USxDsYMFXht+hfvDhym32jRNj7xtYJumtEoTQYCsqJ0CcegRJSGn2Mn79Q9xLhhEK3HITpIENLiOyS07yuwbKW7cofV6pdCTm67WssLLlmU478JRAUpeU0ZuOBB1arS1QYRJng4uPoMsE2DTJUMeD4MEU3uiUbKqaA06ChhWPXRxlBn3lTxh38ZAeSdj9S4TLHBr/dNYfp2aMUZFL4j3oqGZCM5h2zEtq0RgZijHyxhJSEY36aoBMB0SZTFr7yYfNRiNzmIbAxRNxYl4F2cLdzLNKMVSiXarSTZOVoefVvI2liE3E61hSNcZ7RzDSgJMHWHqUPZDaWKl0alYXQazgK1DlI4wlCbRBhYxKCt1kkpSkwSLABnAO9p+iuDcn/PMrh+gnZ2k7UfsGy7Q9kJ0KXPZBoaXAlKd/BSPj/8L6suf5VX2DLYvhoZddxQ77mJHLZaNARnAmdVoK0+ruJeit8h94QP86eJhfJXhvltvwjBFG5d3TaIkYaUXXqS9quYcvnq6xqPnV9gzlCeTjt+4d0/1uYuDLxV9o0rDFCAfdGTeWN/w0MoASliLx/78xa93UQoOvwNaC3Dqs2t2F0koCygzA+UduEGHieQCvoYYCLRFlChyKuSQeZ45tYOWX8AwHEqd07TKd/GkextRAnuG8qvnJowSwjgmiAQsrx8QfCnG6eRim78/MsNA3uHspm7QLVmnflnu6Y+LmLs1K6U3t7hRv/RSO5/XMEZLGW6eLHN0tkklaxMDjlLMtgP8MDVDLjhUMjb1bsBc07t0B/aLJK4YLH30ox/lL//yL/mO7/iO1W1vfetbyWazfP/3f/81BUsA73rXu3jXu9615WMf+tCHLtp2//338/DDD2/7fmfOnLlKe/bCidt3VnjDoRH+8al5vDAiiBLCBHKOwUg8zz8LP899xuNkCZhLyjiE6MQnb4U4/ZKDjlMdUYSKetSNYT5k/AAX/BHCJCHZxFJ0g5ihgrtRqwSiV5p9VBJO47wM2eyPOMlW01VrCCgZ3GoYxJEPoU8OiLFQxCgSHESgLsNLDHT6JzKz4JbxEhPDHUYPTfLx6D4+3dxJ0bSJFjvQnuEe+wEmrRpfC3eS7/XIWw069iBtrSgHc2RiD60Csk6WJCnjB3UirRiy6uRUnrZp0owcwiSHV7iTeP8buWDs4BtzBrNNn92Dkqw3Dz8tZW0GCw6z9S4DyTL3GE9S6V0AEpQySLQAEZsAKxEuzUg5tcRwMHSESuQm5ChhlwJtynlTECsTTYwBhIY4cee605TnvsZj+TczkHe29d25lIHhJZ2ggRlGeCDzJkq7Taz6Jyn0ztPK7mS0/iBds0CUaEylcKIWXn4cpWMywSLl+hG+K3qallmifPYYzbF76eR20PIiljshY+UMtW5Iy4soZW3qnYBHL6zghwlJAoN5F9syePD0Mp95ap6Rootrmzimopp3OTxRYu9I4VsDTn2jyvknBTjVTq61oCukjFwcl+e8VFrQB3bDLe9IBzI3hFELu/LbzQ5IqcprYIcdLGWgDY1txCgamNkBVBIxqWosq4ROCE2d5+nCvRwaPcxg2183INgiiBPaXkw5Z28YEHwpxkkpRcYy+dzRBfYM5dk3UlxlHp+ebXJivs3rbxi++NwP7JZzAyLmHjwAS8fW6ZeQ81maEIC8dPy6fukSsV6/NLPSI4k1s90e3SDGMiBrm5SyNrGW8mnbj3hiprl1B/aLKK4YLHW73S0F1SMjI3S7l5gqfT2+baGU4rtunaDWCfj80RCIGXAMOl7M/eFXuJfHGWEZNBRpk0kC6kYWwg5aRbj9qfTKBAPC7DD/D/+ax+NbCLoecSL3EKWEJNIawjhhue1fvDO1Z2DuiPy9MCZUd9gVQaW3AsOHROS9vIyOfeIwJkpkXIlFjEGAAas6HmFTxFOpg0tHFcmakAuWcLJDGHtfyV927+DTixmGChYHnBpTvYco9p7ilt4zJE6Be6yA6SBHFAYETgHbhBVVoRTPUDHqaKdAojOEvskZcyf7sh7V4DyhlUeHISetPdg7X0e+up8giKgW2pimSTXvcG65t3H4qQFud4F7kmP0mg9TihvcY53ACVeIsbC0h60stGET6QyW7gEJBhow6VklzCTA1BobjWmbmLEpZTg0ISL+VkrhmDGu7kASkXRqlHic26fu546b9jJVzW3pu3MpA8Nnc4Je6QUMFlyC/CDnsm9h98zfUe6cxop6hFYOI+5SpkNslfGdCoMrj2PHHSJlUTMHCVSWXc1jjARnmR1+LR4TRLGimHGpdwNh4lKmoRvEjFcyLHcCEq0Jo4Tljs9sw8MyFTeMFDm20OIrJ2r8wxOz3DRe4pYdZQ6OFp9b2a6vXWrOCthvTovnUuxvLOGc/fJLqwU9NyhmjvkhKZ9Pf1M6Ag1LOmT9FoQeynZRpo1BKoLvLIFp47gGo3sO0bGrRGHIG+9+NUPju7hQ72249hxTcXCsiEIzkFvTj27HOIGwTjPNHm0/YrKSXfV5CqOElW7AyYUOT802OTxRZLCQ2QiaDUPOTdCTZpPN59PKCkDuLol2snbyBeOl9UKMvn7pgZNLnFvuMd/0KWXEmBJFOjsuwQ811bzNmdqL36DyisHSfffdx3/6T/+JD3/4w6vt9b1ej1/5lV/hvvvuu+o7eD2eW0xVc/zwvbs4v9zjwTPLmAbsDZ/mfuNhinTJaZ9YC/DIEJDTHsu6SBjEFByXnIWIW60snYnv4OHTr6E+3xZkRDrKLSWXNGADJxbbzDc9xspZeSBJ4Km/k5utmXryKEO8k0qTAsiwwF8i8DqoOAYdo1BpIQpMNEk6WCoWSTM9MqxQIG8ZDFYGUYURnOZpurvfwG/2/jmPzzZpeiHD8RwHki8xYnZoOHlavksYZxhWNQqqhmsk+EmAH1vYbgZFCctyMbxFYitDoZAhKg7h+y2OW1XOVV9DWNmL7Q7T9CIWax1cy+CePdWLykF+GPP4E4+RPflRhlpPM+yfxzAUndwQytc0rSqFsIZlGDjEKEORKAsd25ixhzIszNwA5WyZ2Mxi6AirfQ4V+qAMxKDdQmmNoRIUCmVmMJUixmUiGzFpnOWOiQ4qLU1cqYHh5ThB7x4qMN/0KAxPcmbiu5mc+yzFzhmKwRLtxKCVGSEcOEipexYr7uJbJaBHGLpYhGTjJkO1xxloHqOaP0TSq3Kc22iZ49imsco0lLM2YaSxDAPLVDyz0KYXJkxVc9TaAd/sLRNrmKhkaPRCpus9Ti21iWLN7qE8QwX3yst2/RLO438lOiUQdmVzCeel1IJu56T8btoCmkwbnv47+X6RJ2V6jfyeI1+6Zg1bumZT4KFqpyhUIth1H4wLO7PdgOC/fnR6w7W1HeMEwjrNN3zKWQfHEgBf7wQ8cr4uzHbRod2LOb7QZunk8ipovnWqkpbodm9/PkG2xaEsEtEvKC+tF2JMVXN8/8AUBdfitz5/AkNBL5Sqg2MZxBFkbQOtNY+cq/PQmWW+85bxFy27dMVg6b//9//OW97yFnbs2MFtt92GUopHH32UTCbDpz71qWuxj9fjOcbOwTz/79ftYa7RoxNE3Oc/zUDSRusES0ckWAQ4RJiUdYcqLZaTAtPtPDsHKlQH96EGbyDZ/70MLDTwU9YH0i53BDv1L/2ZFY/zy10BS/Uz8ND/lPJE0AHVFasAJ782TqM4CgtPEYY9vDDB0ZoEE42BQqdltgSTiP60twCXQGXAcCkVM+R1GwITL1PlY91beXKuJVYGQcTt4RHK8RzTxggVV5OEDl6kWLQqDKhlCnaCmXRw80PsLJmUrVG61RvRjTnclRPYhQo7x4s08zfTGruP/UN7VsuM24pL+6NRLvwTU+f+jNBbQMdtTCPALAwBDeJ4haCyE9t3sLqLqMgHnWDGnrzedGHv6+G+/w9Opiw3cysL0w/Cgx+EhaOooIWKQwyV8m6GCUmE0jGWncOKmuB5cvx3v2a1PPRcDAyf1Qn6kQtpwhulufNfE0QJ2fpRzhQmIFNmr5GQCZbxrRJu1KKbGcYMI/YHxyjbCT13ECOJsCyLm+KnGVx8hrNj/5yi+xqWuyFRkmAZFrVOwFi6730AZaV6vGLGYmc1h0LRC2NO1ToM5R0MQzoBy1n7orLdZXVYDewWJ/L2rACJTEVMDV+qLejry49DBwU8hF35QzpQ2bBS0BSDTilmRToSx5dyu1uU627ToPXN197mcS3bMU4AQRjT7IUcGC1QzFgbWMfhokvHj5hr9RjU7ipoXu4GPHSmxtMzTb7n9glun9qFWn8+YaMWLeMIEH4ReWk9n6GU4u7dVe7YOcCRCyt4YYJrGyQJwjKh6AQRrV7ER75+lpYf8ap9Qy9KK4ErBkuHDx/mmWee4SMf+QhHjx5Fa80P/uAP8q/+1b8im81ei328Ht9C3LFzgLccHuOhJ59mqFnD0gFZ3UWhyeMRYRBh0SZLFo8CHt2kydGVEeqlg+w59J3cOHmAsfKTq0AJVgmmVdCUaPHrWe4EApQe/TM48TkRiBZGIWhKgol8mQ8XdmHpJNprEkURYWyRJcZKmSQZiNsvR4l2CRQeNgaKQSckZ5gQ+eisxSP2K/l4bZKm5+NHMXuCo7wy/goFI2IsWYDEomz65HSX+XCUjlWkqNoUclmmMl0yOoHcFIXKKKgIBiekI2rwAOXiGOVNiW9LOrk/ZHf6YTj5eVTQwsmPgKXALKcJR2ElIVbcgsE9srLt1tbmVjk5qOyBN/3yxS3M5beLI/bDH4Zj/yBJKfTBNNMTogVUWRnRf4F0N7lFuOtHnvWmr4BR6gJsdRZaQNhjysqy44BBbVjT0y7OwAQj64TiGxJelNAtvpZXmQGvNjuc6IU0mm3Gwg6O4eMbec7oCQ7Z5yjpkEVdJatMStEsheYz2FGXsaTGDbV5Vk6cIJe/gXJYYq5RoZx12DtcIIo1UZJgmzYtL8SPYqayWVQKsRu9kCBKqOQdbMOg3g1Z6YQbynb37hnEi5JLa136URyX4z7/pPx71RU6LQ73VkTTk4Qv/hLO+vLjhQflWk5CARZhDzDkBx/5ay33VlZG4kQ+qwVzvymluWcZqHy5jFM3iJhp9Mi7JhMVaUNveuEqaAaYa4pEYLjokrHFJfzEQpuBnE3bizm91OZV+4a4ZaLETZUbKa0cQ3n1dVq0dN8j7yXlpXWtY6Tosnswz5ELKxwYyWObBn6UsNDy8cOIRMNIySVJ4JFzdeab3ovSe+k5+Sxls1l+4id+4mrvy/W4BtHXL7nNM4yvtMmHPWwVEyRWOigkwSBCfFYVARZH9H7+MngDp87fyHirwesuHGcob69qlEwj1Sr1PwP5dxQl6CSBJz8mA1m7i6mv0ko6FiMvI066i3KD9RsEUUgntjAIiTDTQpvwSzLdDUJMmkYFRwcoDGzLJOe6qEwJHbqczd3MHy3cSk9J598utcC/ND7HRLzAdDJMYBaxiSjoHhXaFB2bfHWCktI4IwdQy2dkPy1HQMbY4Ssf0bF8WgbIthZldl1vZW1URhzJ4F23KIBRWeJOXp6S+VZ2RoSlhVFJsmOHt0+01T3wz34JbnirMHfH/j4tHSCJOpa2bywXcqnu5OTnZNst3wc77tl4418/JHjuMRlO2l5Yczy2cxB2UcBQYURKs9W9G47PxQlvLyPRHtSZL5OfOcbCfJOkHdNQVWrZGxgqZDnQ89HWKIZnELeXMHs17FhjFUcplhyM5jSDMx9nyvhHSuxm1pwkN3InyjzAvK5gGQZBFLPSDXHSEQwAfpjQ6IVkbVNKnJZB0w85ubRWtuv4Md0gJk70Bq3LLZMl9gwXLmaa1gOIzS3o/aGuOoYzX35plHAGdsOt/xI++ytynTqFFBilIDwO1oZBR8Ha65y8lOMGD0BnAZ74qMxuezaQfhmMk2sZ3LFzgN1DBRaaHjrVrfVBsxfE1DuB6NMsk24QMdfwaKUdqU7e5Fy9x/wj03zyyTleVZ3gTZ1H2Nt5Crs0iosWhvel7KV1jUIpxeGJEv/wxKx0J9omzV64QfA9Xs7iRTET5Swr3fBF6b102WDpoYce4j/8h//A3/zN31AqlTY81mg0+N7v/V7e//73c9ttt131nbwe31pMVXO8+bY96JM9jIYmSRQ5fPqz1KTTTBNhMssgf6tfwxHjAHasmW16/PWjMwzmLExTEUWaWK+V3/oMfAJopWTC9/THwe8KLe+WIOpKEjdM6YDTCWAQhx5BbOCkxcAERYTMGRIVjkUOnwiLKDHoGSUMO0Mxp3CjDmHT51zpTv5/y6/loWaBai7mYHCUH4z+hn1cwCFginlacZs2eWpmkaydMFZ0yVg90ZeYDhz+Phg5JPsWtAXUmK5ortrzkgztnJQoNpfbwq4MVn34j8UBvbOUzrVLNp6E+mm5AVtZsGI5Hp15YSScnCSk9rwIbJ9tor1SMHWPADC/CbOPAXqtvJkpp+LVULZ3FuH0F4Xx2Hc/jN8mI2WaFyTBLx2DpVPCIOSHBATEEcQeeC05HnYGOkrA0hYjTC5OeHtgYDel/XMUgw6tIx+nuHKBqeE9FJMG6kwC2Ry5LETdJXQuQ350Pxk8VH0abQS4QwfQvSYD0Tla/imik1+hUbuRkYHDTBsHeGi5RDXvYFuGdN4ZEMUxXhgzWsyQsWSFqxNN0wsZyDnYpnTnLLV9ztQ6q1qXMNZYprG9n9NWLejKWLs2+l5hL+YSzvpr2m+BUxZAXxgSs9okEqbJb6Q1+ERAYuSLtYCZkVK7MgSoB53nzMxsVxa+UO+tln3zroWhFG0/pN4JMY30GlSw2PbpRckqiF5oefSCmMnhDG0/5ouLeZb9G/iX/uPk/Ab5lSb5bJZMPk/GNFAvRS+taxh7RwrcNF5iuRtQ7wQstgNcS5FzLCpZm0RrLKVwbJNR2+TJ6QZ7h/JMVXPfPnf+bzEuGyz9t//233jDG95wEVACKJfLvOlNb+K9730vH/nIR67qDl6PqxOTlSy6aBJ2NF6k0QmIU48wOBpFG5fH9V7OaJkUb5qKckZEl/MtH50mpGQ9pYTcNw1gpzHPrmf+Gu2fQzl5uVmaTrraZm2kSRyR+E2CGDpksAgwSLCIUSloU4BJQoSFRUxFtfDNErlsBtey8FWRmm/y1+qNnEmG2G9f4E3BV7k3fIBxFunKWpEiXcq05TuqAgXbwfE8yOyE3ffDzW+XG3x3Gc49IAxR5G0a7usKeMoPCtCwsrD4tDy3vSA+UZ0F0XK0ZrkIKIEIYdvzAh5NR0BHcVxcorMVSTqjN18Zo1Uch/HbBYjlh6QMaGbAycr+dxZSnyBbvuPKGXh0Fo78hYhyvfoaE4KG8k5YOSulvZGbhAEMewK8yjvkuzamYeTGy2uXT2d2h1TT3AABAABJREFUKaB0xzvEv6Z9OmUqxCFeeQ1slQhbZZtQX4Cwh3ILZEwTkg7EXdTQAVqtFqa3jLn4FPcb54kK30FY2kk3iFnuSDlmpRfhWCblVO/S9EJKGZuWH2KbBkHqNTa90lvVumgNtY6PYxq4W/g57RrMpV11w2Rv+jFGADX3pHTDKXOthKMTYSaK49BrwKkvwZ0vkhJOv4S8fGpNyF07LmyrmV7/9dNi+wECIqJAzr2VXm9BS57vPS3HID8k7/ccS5JbMU79LqyvnqpxerENwFIrYGIgi20Jk+iHCa1eiNLi3dX0wlXgpJSi5YX0woRudS8n6/sJE4PIt8n5Hje2Z6k6IU5hEMewsUyNs3yKzoP/i8b+d2KnusUXQ3L/dsZI0eXWqQpPzzTYUcnS7Anb7YUxM2GEH2pGSy5LLZ+ljs+pxc7q7+/b5s7/LcZlg6Wvf/3r/PzP//y2j7/tbW/jD//wD6/KTl2PaxBRD4XCMS3MpIeHJkxMQNyjTRWT1QG+dllUVVxTYSpFN4jpBhGWIaK9BCnD9cv7IH+fZJ6fMP+eSvskUSaD7RQEHPktSdamK4DBaxAlCXEUMUMVlWhGaQszZYjJok28WuKLMEmwSLJD5G0LR3tor00jznEqGuJ4y8Vqn+O7409yC8fIqoC2zhFjUqZOFi81d1SYcYjZS432ukvgr8DCk8IMdBYExEzeKSLec18TRiY/LPYG9dNSWjzyFwJA3JKUzvolicAHbwZ0dIlz4Anzg4JcVcSxlT0wcYusvgf3CWC53FAK9rwGTnxawB6kw0ODtTJatpp+32Vp/a4MCaMU9aQc6BTkcWWkQ2MjSYCtaflumbKAgtATMDh/REqLOrqydvn1M7tqJ1mds1YcXzMpjbx0lheyX35Djpfpks+45HIFKr023dF9ZDpnuav4FP+Um+Abiw5zDY/ZFY8dA1kG8jb1TkgQ9pgwGxwomjztRfjhME0/ppy16fgR5ayNQuFHMZZh0PVjnllsbfBz6vgRf/vYDGGUrHbV3Zy7m9eY05QXjwroRcvxbZxPy1NagENrToDl1D2Xf06fj6ifESDbq0mXqp2D9hxMP7J2zeZH5NxkSsI0thXEtbX5eYYh1wdqTTg9/5QApvDqWsqsZ51OLbb5/NEFgjjBULDcCbANg04QUco6lDI2Myu9DcAp1hrXNlhSA5xORtkZniEq7WHIfwoddHgmHEC3e4ybLVrOMCfDYSai09Sm/5ajY9/D7q1KtS/zWO+9dHyuTcOLMBRkHZMk0mQdkyCK+dzRefKuRcG12T2Yx7aMDc7sL+RjetlgaXp6mmKxuO3jhUKB2dnZq7JT1+MahN8CNDgFzLBLhoTYSEiQsSKhslFaY6sQ21AoFGGSEMUyT9dIHbs18m/bAAxFkmgmmeenrI9xK6cxww7YloCPTEUYk6ArYCk3QrhyniiMU2duj4zhYxMTJwZBYhIZJhYywTrCxscllytRKFVQQQcSg3bsEHQblICJ4FH+Dx5gNzPYRITapJi6e0tBj1UrAlOHUl4yHUloKxeAFDyZTgoG/v/s/Xm8ZNdV3o1/9z5TzXXnobtvz5rnyZJsSQZjYxuMwTbYhh8kJMRhMKN5CSEfE+YQCBC/vEAIgZBfgBcMwcYGjEdkW7ZkS7JbarW61fN057HmqjPu94916g496V7pdqttaX0+t+t23VOndp1z6uxnP+tZzzoIli2T3uB1UDkDpz4voKO8VSpnTCyT+dRTK81/69OXBkrdSMRYk5lnBTQoLY7JblYmpJFb4PbvkUqi9cS2e+Dab4bDnxA9Saci+1RaxhVHMtkpk1YiphNXkkChN610agtz1FqQ3wvDMjEaI+cwaKSC3Tlo18Qvyy4Iizb+pKRcb3/X+gBTz44VjdSxTwoDE9RTNiNN/3hlAU+1CTkvJKBslOWSiRpkKvvBr5FbfI5v27bAa4ev58zodg7WHObbDZZaIVuDo+yNT7A736G8FHNds8nJxRKTPXdD+W4OzdRxLClrrnVCRkoe0/X2Gj+npVbAqYUmSWIwQBAllLI2j8zlmGvfyNvVMxSTEFU5I+Bb2dC7ewX4Vc6sW7fzkoUxAmDbCzBw3QoLVtoq1//UUyu+aFEgLBKxLBgKw+A30u+PBySSri2MyPejOS9gyt78wp8u6zRcyrCtN8djJxaIzlaYrnaoBiE5x16uXF0NnKaqHVxLkxiotCO+at1Cv1lkb3SM/mSeuTCDawcUaNIwWY4lI0zXfEKnzDXxJDW7yqGp5PmLAl6GMdaX4ztu38r//Zmj4r2XJLixppx1GSi4zNd9WoE0CL9mqEBPzkEptezMfrXrmNYNlgYHBzl8+DC7dl24uuG5555jYGBg0wb2SmxyLDM9VbA8wQNxgokTtIoxGOoqj0fEqFpiBmE+gjiR6uhESQouzTBFibTn2K5m+W79aa5T48wnZbROcI1Dj6nJBJLpATRETaJamygM6GBTpUCZBlYKjBwdoU1CYhRKQRuXGJusrcjpCBW2wcnRbLXotBboS5oM6CV+mj8RkJRYaG0IscgQookxqZ2lxqAtZ6XUWVuSXjOxlDoHDQFDxWFJi3Wq4jGDkgmiU4WenSxX+igtK+zGrAi5+4oQNjZ2Pkwsk5CyhA3yW6AW4OwTMoZvYH2ASSm46W2SOjvxWWGMvDLUzgpQUlo+rzEykcV+Kq6vy2ud3LLR4PLvXXZEqbTqScvnDNuSZmktCtsUBXJdtR+V5x/4yedPOaWpOUqjouk58XkBT5UzwtZ5JXFSthwBeSYS8OFkBcy15mUfeWncreKQ8rGPcksccHN+EL/TIPHbGFWlo2CpVSLEZixqsDupE1X2Mau/ig5vZJ4xppNecq7NUCnDoan6Kj+nlVTdUCmDHyZMVTv4UULTj5iolRhItrEzW2KXe4a8UsIKdqsgokDAaXPu6k7H1aclVVbaev74Bq+V8den5bM0ZkXwbRLwCqLTmjss58jEaW/HtoBcbYlmzrJXvEUuU3SZptdeO8iJuQYHJqp88dg8c3WfYtahmHEYKXm4liZOEiIg79p0wpjQGeVh/Q2U3S8z0j5GPknwLI+GNchzwRC2VuzOtqgHhmazgfFbVFre8xcFvEzDc0Rb9k03DHFspkEQJ/QXXFmbdkJsrYkMa6ppUZD3bJ4+U+HG0RI3bSldlYBp3WDp9a9/Pb/2a7/Gm970pvP+ZozhP/2n/8TrX//6TR3cK7GJ0VqQnyhNp2Dh2A44FkGYYOIQX7lYBopWxFyiCKMEYwxaacLEYFsQp6k4gzRovc8+xJBVJ8IhwKGTONT9iGzPEJ6/KIDALRBGMc0wICSLUZqCaZKnDcYQGBu0wSiBNzGaOXoZoUbGUiikaWxYm8ZqVykRgTbLmitp9AFOEmPrFU8mncrEFaCSOK3oceSmrh0BTkEDAUUdAQxuTtJMSQymI+BD20C8IkUyyOTglUXjM/Ps+lilNZECLxNBrEEn0FqCvC2r+Kf+X9j+6vW1z+h6AdkeHP2ksHpxIADQzadApCz/r00IQFNpCbidSX1zmpDpTZ2a62Cn5oSthbQtjS+Tn0lANwWIZUppBWEVjnxCwN1GUk69OwVEDN0gDIzfWHGO7p4TJycMhkkkzaVsASWxeFOxdEoeozZq4RgZtwidOWn5Ut5KuTJBYiAZ2EOsBohnD9M3/3H6zZc5pndR670Zf/ABam7PGj+nc1N1UZIwVW0TxAkjpQxx31bGF0fpnTvMhFlioK+PXqVQQSOtJpwRUKpt0XZdbem4rph77jk53sULVHvl+mH7fXDmsfSYp5WtxdE09dyS70uohHlUWr4vTiY1rEzk+fljAoAvY6xmmu7b3c/dO/r46P4JWn5Mb85hqRWiFPhRsiw6ngwi4thQz27jy5kS1KbpOBky2X50EjLSPMlW1cBrJxiT0PIdjp8+zYybO68o4GshjXQloh3EBLHhmqEig0WPg5M1FhoB7TAmiAz9BSmyyLsCPZaaAcfnG8zVfbGdAW7b3nNVgs91g6X3v//93HXXXdx777389E//NNdddx1KKQ4dOsRv//Zvc+TIEf70T//0co71lXihsXQKDv69THZ2RiZLE0Ms+X07VyaIoRDbqNCjFjtEabmbpaRbvaUgSRRKrXgGDLLEq9RBRlliyMzTa8RQ0k4CKtWYnlIvLhENq0Tbr5FJfAw2lonJ0kGRkCiNTUKMjSYhSpvCeiQ42Tx2vgwmIqqcRUVt8V0yhmUIoUSRZOsVnZMAKAuLBJVaW2JisLICHvwGkMjqVymZgONAgIudRbxW2qnOKk3RKXvFI8HE0KoIC+PX08n6AqLuC0a3eUu88lQSCpNiYkmlqV6YPiBtYrbcvr7d9u4UZmfnA3Dy83Dys8IGKWuFrXGy8pnDjuhOkhASS1gC7Qjr6GTT1F3aSNXOCnBsV+R9LBuiUF4btoUFU1rE/Ic+Ctvu3hiD0q3sKwxKOmhyn4DVTh2y/Suu79VxGVPvbjl87cqK23J+SCwZ/JpM5H4FkhhVm8R2XLleO5ISMp5F5ObRdpYw7lCLTmLP1zk0+GaSxGO61qGccdjak+XQdE1SdZg1Hj6ebdGIE74Q38C2+ARDwRwnQouRdovBaBIvbMkx7dstx/BqS8etFnO3FmD2kLCnI7cIQFodTla0eTd+uxzjo5+QazMKhN1rL8r3SdsrQu/WEhSHRO/mN8WS4vkqPDcxlFLcsaOXgaLHYycW2H+2wkzNp+nH9OVdLK2wbbUMnAYLHotJH4fMDm61J1AqZkvnEIYmodVDqB3K0SwmMlzbfBJVHGbBGWWh6eNYisGix7HZBh8/MM0PPLAT/bXcH/BFRtYVs9epSpvpeoemH5EghUGercjZNp5r4dh6jft6xtH05V36Cu5VCz7XDZb27NnDpz/9ab7/+7+fd7/73cs0mTGGG2+8kU996lPs3bv3sg30lXiBYYxMnrUzciM0sVDlTkEmnchHxSFefpABk3DryA30zm1nfrZBEBvMMlCS3XmOohMYtqgZ3qP+gdewnyQxYvNDREUVCBILF5+5So2sjmnFTXK0UMQ0KGIDeZqp4WSMUWrZNmCRElV7gL6sRbbkYVqLBO0GSRSjUgdhS8XC7CegjcHSYmZpUrgkcCRBK41KbQpQSoBSl1VJQnDy6erfSjVdKXjyCrJqzmVlQnaLAjKb87KyjgKZOOJQjq92wQ4gslgDgliuM0tDoZRCmXMnjdQITwmvRhymTODixs51F3hsuxt2PXQ+W2NnUtsGA727Ug3SopR5l0ZFR5TEsr1XFFanZ4eMw6+LQF910ytuKuQ1Ar7iUGwIxp98YQxKV8+09/Urnk+LJ2H6GQFK3WvXyQhz063yy/YIy9RlAJNAPoOdEYatMCLbNufAyaIyPThBg3KpjOt3OOUWCBqT9MSPkrFfRxhrbhvrwbE19qwmjBOSxJzn4XNqvkk7GmRf+XWM1abwogZWpUrbdPCLI7jlUTyviIo6AipeRBn9psa5Yu7SVgFKC8flPI7dswKYjBHgOnyTVIEqJcd/7kiacmuw3CSyPIaUP1XkWvabst9sv5zHl8Ck87z03GSNU3MNDk3XWWiEy8BJa1hoxTzj3sYNTp0bW/swUYcp3UePgkJSoa6KfEXtYqduQusppnJDRLHh0FR9uQjmxHwTFLzpppGrapK/kjFU9ChlbD7x7DQZx6In59KTcwmimHo74th8g7u291D0LL5yppI2YHeZb4g7/0gpg8FwYKLK3z89ydvv3Mrw6pTdSxgbMqW8++67OXDgAE899RRHjx7FGMO1117L7bfffpmG90q86Bh/QlilTjUV/6aAIGrLZKPt9IanUdkerrv3W/it7A388j8c5MlTS0RxglIKyxL7+nYQ83r1Zb7X+hTX6AmydFJ9kUWGgH5VZYEeoiQkRhFFMXmrRY4OGsMW5gGW02c6lWA7xARoas4gdmkLA2qKes8NqIXPYHcqGAw2IkjvFuIpDdoIYO/ijwSNJhFWybDyebWdesLEKShRKetSXBFE+zUBUb27ZOJYOi2AKkmE8WhMp9VsQBJilC1wT2k0oB0PkgjT9TdaFQmQpL3cFLB67akA1bVEJ9UyWWm68IXExdgafwLKO8Q/KfIlhZbpkcfapDA0O++XVit9e2VgYVvsCJ78H3DoH8Hx0uc8OV7LFguegJgXwi6tHndXz7TrwbVmmUtnpN1LpyYsWa5fenlZrgCRZZG+l7Z+SeT4KQAjgCpbTrU1MbQWyLaXuL4YEXgOe9UTXHvzvXyiupWlVsBwKUNv3mF8sU2cJGs8fGbrHZpBxHApw3z5Vg4wztjS4zjKcNYMErRLMsm2m4yoCpnSgFQ/vtQGhxcTc4/cItd7bQKmM7DjAbk/1CYlBbuaFcr1Q/9eAdQmFiuJEw/L68PWyvfDxAKmLUcA70tk0nlueq5bQbcaOHWrKMP8Hp5carKr8xye7TCqWviRpuINcDQaoekUaGWKDATjROEktbgHraAn51LM2MzWfA5P1WgH0VXHilzR6AJoVjo9gKKUtWmGEQvNkOlqh7m6T8bRzDcCco7F7sEClZYYyE5VOhycqjNT63DT1vJVkZZ7QQ7et99++ysA6WoPY2SV/+SfQvUM9O2RNEZ7MU07+TLBdYWYbh6u+WbYdjc7lOI/vuVG/t3f7ufQVA0FjFpVRsJx7kme4k324/SoGgABNlYKYSLtoJKEIg3aePRTRSmDmwh4UDpJdUYSXe0TadosxGHQiSi7VQx5/ql9Mw+En2WYEJVuqdKfLmgSU8xuHzkQK4RU52Q5UBgVkBi206o8W1a7SSg39CSGQr+snmefk4m/lIH8MGTLmOoE8cxBdNTBKAvtZlFRQJLExETERhPHIUZ7JDpL6GYh8KnbBeygTskskSUgxsLHI0Mb64LskwESEpVBRQHG8rDK21+cNvZCbM0ah+6iAConL+mrXQ+c7/Ddjeu+BU48IhVwTlauoziQs2B58lzQkonz7BOw/VUvZuTnA6falJgDLp6UtJBfg3knLVu3VhjAbI/4RzVmVnRZ3QpE7aSMYCDfD9tD5QfxAG/xBNeP/w09134Pn2/t4NRCC9fSaAXaUvTnPWxLUWuHzNV9Cp7DYCGD0pqvWjfjJIfYasbRbhFFgmMCdHWWKj6QkGkvvvQGhxcTc+f6BVxPZQQgzTwjz13I92t1o12vTwDq9H45L2k7H2FnEzl3blGYwSucirtQXAo4LTZ8FpoBjVqZGWcb2d5hXAWzlSpVX2O5NnlLU08s3KBFoltkM/0iVEbRDiMsDX15l8lKm0ePz/PO3rGrghG5kjFb96m1w9RGoMNCM6Dui7B714AYV05WO4xXOiw2A/ryLiOljDRNhuW0XClro4Csa181abkXBJZeias8Fk+KqPTIx6E+I5NFdVxWiVEHtC/CYa8gzEK7IjfLm9+2fDPbMVDgp15/Lb/3oc8wVn2SW5ITXM8phvUCOXwWTYGSagMGj1ik1omig02ETd249KqU4UEMJknMGkolTTqlaTNDNpOh7Hbo0MNn4ts5Mz1LLl4CutpqtQyarFUfVydgdEKCFqCktbRiMAnUU7G2UpJ6tF15PlPGOHl87RH7AdbMEVxt4escZv6MjE1nMPMnsMIIjUWMg44SnCQiwCFQGZRjo9D4RtOMNToKyDmamt2HHTtUkzKDyTQlWmlD4AtHgiExCUnYIVIZWkmefftPMJQ6SWccOXCdMDm/ee+l4kJsTdiS9GOXOTrXnfxCse0eYZ2e+ZCk9qJ2Kg5Pz0SnmppyTsOjvwv8mLAP69n3ej5DeYuAjKf/Wgwxi6NyPVfOyvtmygL+QSwTGrMCjqL2iqDfbwhQshxhFTM9gIHqpByTyX2MNOf5rhu+jfmb7qWZ3ctSM+DwTI1PPDvD+GKLvGuTcS229+XIezaJSXim3kPHeYgb9RyFpI2XtMmHkNUhzdhjMsgx5IrBobd4AvX0X69xP7/ssV4x964HhQW66TvEW+xC5+1CjXaDpjx6JVmA2J6wkdXJ1EpgVFzur6J+eRcCTu0gpj7nYT35GNV2i2xnlhtYQlkRxtjMJEWmw150JovjFiQ9hKLph5yYb2JpxYHJKsYoZmo+1w4VuWNH70v9Ua9otIMYP0rY2Z9na0+WeicijBMcS1PM2CRGKubu291PzrHoKwhYQsFXTi8tG1X6YYJja8pZG7CvCk3YK2Dp6y1OfgG+8DuSQgoaUq2SJJJCirtNbevCtnSqsvLechvc82/W3ryN4T73JEMjj3CgNYEdNUmUSvu3GQrKxwA+LqTMj0GTI6SNwhhNRoVAgpsCJgASwTHAcjrKoMDJ4+X78BPF/mgHH/Hv5keS/0GGgGR5u7WprdUh2xgUAXGi0MpCd1MCKR9lTEyYHcTEAXEQ0ghDgtDHC5dwoxZhEqY1fQEKs/zl6Db1VSYmjDMExkFpG227JJZDjIUOmjT0IJmkQzaq0xNP0bFLPGrdw9FOD/+Sf2AgnkOl7WX0OZ9Fw4puS/fRsfr5xNEm48cOMVD0aAfyWQaLHgMFb5WrtLt+8NQFTi8klIIb3gqnHpV0TWFAGMpORVIwtietW4IGTHwFPvFzMHiDAJfeXdJOJtf/4sDTamPLxROp8F4JYBt7lUzO1XE53b07BCQsHBOw5ORk265g3PaE9Vg6LYuF/AD0jEGnhhp/gsH6NIO3vZOdO3Zy+/Yerhsu8dH9Eyw2ArRW2JaiE8bMN3yixNAYuI394TxjjQPM2APc7k1iQospU6Zdi4lbFfzsEJ1wJ9ctTVO8UvqljYi5w5akCwevv/h1srpP3txhua9oVxjbOBBw5BYEhHcqwjq6efFrukr75a1xCu+/DjO/leDZfyDOZlB9A3iZDH6nw3B9kV2NaZ6yX82i6mVYK5Za4kYNsHswTznrUG2HnF1q81dPnKW/4LK9P/8SfrorG12BdzuMKXg2pbTJscFQ70RUmgFxYrhla4lKO+S5KclQ1DvRSlNkkzrvew5HZuosNsOrQhP2Clj6eoqTj8An/oNQ6XYm1aZYaSoiEa2C5YjmoNMjpdhb74QH37e2O/jSKfGGOfT37GpMo3IWYXOeisljlEUn8dBEaMAlxsfBIqZqCuRUh6rJMaQqOESrUm0rditqFWCSEn8L7RUwUYtFawufcx9iR+cMu/zDK9Vsq19PagNkuvsAg00LTZYQjSFZLuXXJJYnFghBA7NwjDPedRSCWYxpkrcNubgCiSQC9fL+VkgwnfJamgjLNIiwiBIXEhujHVpuD7GfYNkONh0mGWW/ewdnynfxcH07uqBo+EO8Lf4I9/AUKm0wI/J2iwQLlbZ6URjaxuGI308759KJEk7MNci7NlqLQNzVmo+Or3WVviItA7bdAztfDQc+DFhpU9Uw7UVXEubGpAnSJHV2BhGax4EwEi8WPK02tgxbklbstp6JghWdV3EIcoMCopJIxN4zB2WSL26RSbs+LUCp287FzgA1+f/SyeV2Lkrr5eqqR4/P8/ED04wvthgoePTnXQyGcs7jaHAHdnOaMb2AF1aYCTxM4tNnGmivSKu0h5lqh1YUcU3zUdzidfTtuVuY0MsRL1TMXRx5/nPQ7ZM3+VVha908oOT4N+YQA9xiWoHpynH+GumXp5TCs7S033EsQJF1LLJZhwweQ4UMUc0wU+tQbUsj510DebRSnF1qU2kFBFHC/vEKv/vPx/jx1+192QCmobR9yXNTNfYMFlBKLdsDzNd9FhoBQyWPzx+dZ2d/nulqm+NzDVxLE8QxXqKZa4txZd0PqflQzjpXhSbsFbD09RKLJ+EL/zUVZfYiPjXttMmlk67Ctaz26pOSuujZAXf+i/OB0tMflOaq7UVUYYg+y8dvnUEjVWiRtvCSeNl2yCVCkWATkaVDVnXI4i8zRxeaBlW3SM3KoLNl6NtDuzbLI+GNLMYd/nX9/0+Bqmzbfc3q16dAKcCiqguYBNy0ObCofyRhF2uNiSOxF0ChTUBfMIGPK4AobGDRWdZCdd/nUlO3RYLGJwkTEisDccKEPUbilvB1lk+p13DcvYGsZZHQJmNr9oU3UHdsbgyP0iEmwZDFx8JgEaeeUAaLgLxpoKKAHi/hbMtQ78Rs78+TtS3Gl1pMVdqUs/ayq3Q561yZvH6XXRp/UoCRk00byDqiV+rqh5y8VIDVJqQKrVuBdzHw1Ld7Yz3xVjNk/XtEUH6p9CLI3898Cb7yP1MrgYpom/IDApTcfFqBOAeTT4mNxPxR0TjtehD6r2Gsd4R33j3GtUNFPrp/grYfM1D0aI3HNPyQ+bCPdukNbLW/RDJzHDeJ8CyHihqkXb6WJDEMV/djtWZpz9WZqrU5/swdbLvjjWzZdf1mnqnNEXNfKnp3io5t/qhUHE58VQCmX12VinOWPbAkZRddHRWBl4r69Mo5r02KCWqnKp+ltIXMtlHuMfCdozaPzjhoBb05l8TAmcUWfhjRiRJyjk3OtTg8XePPv3Sa77t/50suUL4SsbrtyfG5Bhnb4rmZGrV2hFIwXM5w/UiRw9Mi3r53Vz+nF1s8O1Gl6Ytp8GjZoxnE1DsRg0UXPzTU2iGWFvZuvhG8JG7f6wJL+/fvX/cOb7311hc8mFfiBYYx8Nw/SEoB5MtukhUTwSRJO9tnZbU3cptMLNvSMvPV+3n2w3D6URGA16fAr1OyPRbdHI4v6ak40YRYZFXIksrjJW2KBBRUh65YOy3uvyToSAyETg9ZL0+nXWexFdMTneDH+SRDTKapqbQf3aohdq2eBBRZkIBHSI5gTZVZgiZKNLYW7VSMtFLxkhZNq0COFp5pPy84Wh0iLjepDiuEOEA7hqbTw2TmBg5nbmeSQfpdm7l6B61U2rxVk9URsbKJjMYmXCVUV6nbuICKlnHJ6ICHFj9EPXk1DX2NWDco8OOEWidirD+HRrHUCkmMuXJeL9vugWvfCM99TABHt/LPzcn4jZEKQ68ojXszZXE/j/0Lg6dsr/j2zB2Ba98A/ddsPE23nvRiaVS0OEFdBOjdtFxpqywigoak7CwPcr2yyFg4Jt+rE58VkLHlDtSuB7ljx85lD5/VzVz3DubZNnQjx8NBmgvjxHaWxSSPk+thLGmTmd2HHbeJHJdaXKLj9qKnD3D64Qkw/4otAz3yvXyhqcquNqnbNmbh+IsTcz9fODl5bRKKZUPUFnbPyQtoDhqiFyyNihu45b6oxrpXJMKW6Dp7d8u121qQ57N9UjyQxOjF47zu2iLHWnBqvkU5a5it+yw2fVpBTBQbGlbEfKODpTX7x6svK8F3t9lxl4WdqXUYLHj0Fzx2Dxboy7sYYzg+1+D0YovvvHMrD10zwIf2TXBmvsn2/hxfPrmEozVnFtvU2yHNIKKYcTg622C0lOXUfJPZun9eo+XLGesCS7fffjtKKcxKHeCa6P5NKUUcxxfc5pW4jFGfhsmnxYU5icC2hfrGiPjStCEkrVIpyQ2hPAa7H1q5kRoDhz8Oz35EnssNLHeHV0GLkh0Rh4Zmoki0g4UhMAlWElGgA0CNLHWTx1UB/VTPS7+t/r8BQqNpdtpoL0OtNYcOQ+5hJvVgWpsK60aXUVKAj0OVHFk6ZIhSY4HVaTRJ4SUJWDpO03kGTYRJYpQSO4KN3r7SolgMFtODr+bUtm/ji0u9HG7kIJKV0e6BPPuihMVmQLUTM9rjkVEWdd+jlzouES0yy5YKJtV8gTB1RZoM+VOU4zM85dxKq3MLc8kYHd/FsRRJAhlXM1fvsO9MBT9Krkxev9tepbkAxx+WCSRTlomytSBO4YVhmawjX1zBlRKBdXNuLXhqL8prOksClmaekUq3jTJNGxn7roegNi0paG3LxIhKtU1IijqJhGHtsl9RR8Y586yk8W57J2N9O89r5ipCVsVi1Edd72JXcIo4M8xowcWaPYAdt+m4/RTjRWatfqLMMPnSVryZr9D55/+M2bELFfuSDtzoMVitTYo6wqwtnYLt9wtwXR3rFXM/XxRHJKV64G/l/tG3V1KimLQCUSoOcfIri7ewvemNdTc1nJxct6e/IGAvTg1jcwPSAslywc4wOtDHW2/PcGqhyUIzYHypTaMTgoKsI65vfpQQBhEHJiv4UfyyEnyP9eV4rTXIwcka142U6ElTaV2w2NWJnZpvMtcIGCln+bZbt/DhfeMcn2uy1PLphDGdyKAMlLIuIyWPmZpPtR0yUFjRcV6pWBdYOnny5OUexyvxYiJspW0stNxouy08YKWsOhARIm5OVpa7Hlq5EXc1Sk9/UNyG8wPyejv11MmUcJKIQtwm6UScSXrpI6GFRYEOAQ4nk2GUUlRMnj1MCoDm4imtGGiSZToqENQDnKRFBkOB1nni5wuF0VBPMljEeASkMvHl90xS/Y+dAigLSZ8ZwCakz8wRmuxydd1GQgERNi27j+cG3kSl91XkVJtORfqWDZc8yjmX64aLVNsBftSh5ccs2aPUrR764zotsjipRirEIcJKgZshQwelLRpWmZFomjdGS6ilxznt7KHX3864s4OeeJR63Wa+IYZtg0VvTV6/5Uc8lFbSbah6bj3RuxPu+QEBOzMH5brDrDiFuzlhOS1PtExwPniy3BTkf1VOWmFIJlil4ezjMP0s3PL2i1sZvJix3/bO83vSKUsmQzefppMaAgayvfIdaC3IAqN6drnX24WauZ6ab7LUClh0bmW7XeHWzCxhmMP15zG2RylZoq0yzDhjDGmNF1boSxbRCxUm+8YoDmynaIWoVcDseQHTudokJyfC68mnJPW48zUvTMz9fKGUaM9i+f6JdUOvAKc4kL/bGVg4Kgu5rst3a1HSp1djRJ2V66Jvp1RMxoFIF9oVOY477ofiCLcX4U03j/C5w7OcmGtiWYqCa9MOE+JEemrmHDE2PT7X4O/2jTNQ9F4W6TiQyl3b0mztyWLp87/DOdderkKEFUbq4wemeOLUIp1QJAZ5T1zW856A0ImltvT4dq5sVdy6wNKOHTsu9zheiRcTfl0AkZOTkukkWan8SdKSfVI6/BvfL6LXbsPP8SdlZdicFSo92ysTh19bu38nS9YktBOHUtCmnuRo4+EyR4WMgAS1hCIhQa1KxAmppVlhibqi78AoctrHSzqpfke0O93qt4tNkQZZqEojXnPBbb1LvNYC8vjEqa5qo6EAlEuUH2EhyXF2oYlna954k6zOa+2QU+lz33X3GOWMw4mFJjOVfqpnbkJXJojxCI2LbRIS5aBMDPgEOPhkcAgpRlWyKmBcj5BXCX3hDN8YniZnPku9MsbJToGtaoRW7tVU7K10wpisazGQ93j81CJPna2wayBPxrE2XwDetwse+hl48k+EZSpuET+vylmZXNy8XH9xIKC7WxnVBU+RLymxbgNajExQs4dkwmrOweJxuPHb1gL7zYhze9LVp0RnkymJPqUxI7YaxRFZeNRn5PsRpd5k9enzer113aJn6z4tP+LTzxU4MV1kQB0kP/80hbhKW/dQcQY4abags31kbI03f4JOp0Mz8JieaqHrFUlXDOykr3VK2KLydhnThVJ0F9MmlbaKTmj2oFgtjN239jXrFXM/X+T6hQWLAwGUJpGFWbdxd5wCYK8k95Q4gOP/fPW0flkdxogLfbYMyVaRM2TKAuy9soBSbUlLISU9J1+9Z4Avn1ikE8bkHAs/SoiSRMg1I20fjVJ0woTHTy8xun+SH3ztnpdFOu7cyrhurK6Mi+JkDegZ68vxlltHefjwLPVOxGhZ7BkSY+iEMa790h23FyzwPnjwIGfOnCEIgjXPv/Wtb33Rg3olNhhuQX6ac/Jl1vYK5Z3EKxVC2mEZVqyqeKM+DV5eejp1m2B6RQFJdkYmCL+OClvk+vdwojKEac9zLWco0CFKLDJoYqPpVXVKtNak0aQJiFSArfgjKXpUG4s2CeCkEEqx1kNpTSTdVwozZWPOS9OdF10p0Kropuku+j7rCM+0GMgY3vz6b6YdmWX2BlheLa1mdIwRXUN85v9H/vPPUfCrRFEMviI2CYlRxMahqcvY2qKYNPCMj3EKGCtHM2ozmpxlQfegjCLo+FSTIV7lHoPKNF8pfCNfifdQyrgcnavjhwlJAv15D8eWZp9Tlfbmsk19u8Ry4txSfqWlPUZtUsCT5ZwPnppzKaM0LK9pLYqYVil5zsnKZHX2CUmbbbYv0WqX80N/Dwc/KqAJJexH327ACEMWtmTM+UF53UV6va0uQX+TpflwEPGp5hZ2Du1iS92nafUwp/pxHc1YMUPUrhLWZ2hEDrZtKBXyxK7NdLVNtR1wXU8PpROPQ2WeYlKT1innpuguZjQJohNqzkmKs7xdgFHY2riY+1Lh5IQVzPYKWEoSSWk2ZwV8uAWxFehUZZutd8l2V6PQu3ssB2+AvkDE66sF3n17IN+fVk1KjPXleM3efj7z3AxBbKTjgVYkJkFrhaVTmzegE0R85tAs9+7qf1mk49ZbGfe5I3O8es/A8kLOjwzbenOML7Y5PtckMStZA60Uw8UMg0WPTvgCOxy8wNgwWDpx4gRve9vbeOaZZ9bomLo33Vc0Sy9BuHkoDcPSCbl5xZEAJWC5lYfSciP4u/fCtjvFlDJKe2r1bhdhZjwuVUDaFqCkU++UwkiqrLbIDu3mXv8wQfs0KonTQn3IKB+HGGUMOeUTo9MUlyiT7WWv7hWDSXEoYvn5dYVewX7rvs3qFaG4Tp2O9LkIap2xpmpu8QTDZz4Gt37nmm0uJDpcnkhvehAq3wHHP4sTh5iaRRx1iN1erLhJVtnEdk7MKUOHus6jdYZiNIdnQhKvh1aiGUjmuEUF9JmAQvMYpdYZevMPcsy+g1PxIKM9GRabAYkxFDybvpzLYycXNp9tulQp/6XAk+UK22ClJqHVs6BsmdRVWoJ+gTJ+Nlu43rtT9guSUiyOiCO1tgU8xT7LBpZOTiZONy8gJE3HXWjC76YUHjuxwMnZa/Dd6xhqHafUM8xgKUvOtVioNCjGERkMHW8EO1vGVoq8a3N8vklldol7oq9SnZ4nHryR7cNj9DmRpClnnoWb3yHjai0Ia2eSNKWYjifXD9vvgzOPyaQfNmWifyFi7otF16Ty9GMpsxSLx9XCMUmr+hWwUyH4wDVIuq4g4vOrTejdFXc7ORnj0A1rBd5eUdjOczRX142U2NKTodKMqHfCrikcWin8yBAnCVpBGBvGK20+fmCK27f3fN2zSxutjOtW8mZdC9fShMmKFbE8SoRJgmtpsu6LWe5uPDYMln7iJ36CXbt28elPf5rdu3fz+OOPs7CwwE//9E/zW7/1W5djjK/E80VxRCj4iadEL1KdkNWc8gQQxSEQS3NL/zgsHZebZu8OAVZuQSalwnDaziIvDJNflzREmHYVzw/C4in6bJ9FL8eCD+WkSi8Npk0vtoroU9IgN0KhU5PFiIQs0TIwksdkmeFRZgMLzAQiLp2mW5PvS3N6CZoobc0SYeMSwSUcteH5LQQI2/DZ/ww3foeI6tcTXYF0FEB1HDV4DfbiKWy/DvUqeB5OrgCVRUy+jFsao2wU3mIElNnb10MQBOi5U1hxRCXuJ1Q99KoGrzL7KVfm0L1vZD4axdYax5Lu3k+NVy4f23SpUv6LgaeBa2TC9OsCQJJIKpC6791eWlvGv3BMnr/h2zY/faO17DdItUluQYBdu7LS48wtCmhrzKTNl20BcOek41bH6tTcxJa3Un/iL3CDs5Bsoe1nabfaZJMmHbtM2LsHSylaQczZpRZRFDMansR1Ypqlvcw1NUtHT3OTO0MpqeB1FlDTz4i+cPEEuEcExHWFyF2NkpMV0fyN377SHPnFOqqvDqUkLXX4n0Q32bszlQRkwWREo2al4v44vRcpCzBXn0mlk5P7Ym1ixTZgtcC7tEX+7qxdXNw4WuSmLT185fQiQaxpBdKXIIgSKXxCkXE0joYoMnz55CJPnam8LNiljVTGde0ABgviL9f0I24cLRLEECcGSytcC47PNelECYMF94p+lg2Dpccee4x//ud/ZnBwEK01WmseeOABfv3Xf50f//EfZ9++fZdjnK/EpUIp2PkgHP2UeKi4WQE/7SWI68IKmS40QX4POyIgdTJys+3fK3S6XxevlOKorFo7FdGjtBZlldhaRCUxZRpE2qNuCvSaGv2qRt3kQUkptUdEgkWUOnivzoYplhdfAkaWf7lEpC/ups90d0fd+vsLEQ5rWqskqf0jaMvCMjEqUemq5Vxeaz08V/rGSyfhH34CXvsz65/Ee3fCbe9aSV+VI9HFRGnaVFnglVClLWRyJTknSQcKwzi5AvnWUZKMIq97yHSWKNHBS1o4kcc1wRy66fE37jsYKWcpZCy+mnb3Xi/bdN+uPry0afILAlDrAU8LJ+Q4N2blWjNGKuvg/DJ+ZUnq68yXoT4L9/zrtd5gmxGr3cEnQzkvnapc+7keEfj6DdEy9e2WdPdF0nFrD0UqAr/9DibLWcb3fYJ4/jiqM0kcG+ZzeyhnHay8gJu5RocgNox4PsP+NLXMDtq6gGrPkq08w6zyWSz0UtIFBhfP4DTT1GUXoHSFyEPXy6ReHReR/Ohtly/lZWcEgFmOnLuuOamTF4DWmpdxZXpkweXX5bxfbSaVxRFh5p77RzmW2R7IuMKu1yYF3F//refpvLTWfNdd25hYatFoSxWgpbotjFi+2S22Y4qeRcOPeOzkwsuCXYKNVcbN1n0AMramv+Cx0AwpZRxyrkUQJSw0Q/oLHhlbM9cIrj7rgNURxzGFQgGAgYEBJicnue6669ixYweHDx/e9AG+EuuMbXdLI9zD/5TqlEK5cZlu4utcABCnuXgvFbFOy8TWtzulmhsi1CyMCAO1dCIVihuws9hRm7IJIFFUkjw55SOS74AETYLDtCmTVz4lhLZeTl+d8whcGPAk5/83YdVFu0xNPf/h0YBSGq0MylKiOqebomQFUFqWaLvC5iX21kVpRliP04/BU38Ft797Y4BpdfrKzkJtHA58SCab/ICwHGFbQK/tpb392tBeQDsFhk2VhmkRYoHOEtp5nM4S11Yf5ab+WygPvoaGHy+3EQgj87xs0xMnF/n0wRmGih6eIwLNbrquy5JsGERdDDzNH5UJs10VsffFyvirZ8RewHJk8m8viLj8cgCmbuPhroFlYoRtDdsySRaGBSiFzVS03Fi3/mbLrusZ3XEt89NnmJ5f5IkjVaK85qbFT1BunmTR7qfVSei1Agb9M8TKYdrbzdmlFjtbpyhqn4ruo0c5BM1pmlEHStdQVnVU2JbjqB35/i6m7LFbkNY0px55YR5W64mupmvngyuC+NOPCkhqzaf9+NyVCrmoc/WaVD7fMC7y93t39/OTr7+W//6543zp5ALtUCxJtJaqLykGU0RxQgfFsZn6FfcJeinj3Mo4g6HWCQkj6QGXc601lXGeY3HPjr7UmsFnvinCjv6Cy/UjRWqd6Oq0DlgdN998M/v372f37t3ce++9/OZv/iau6/JHf/RH7N69+3KM8ZVYTygljXBb83D8s/ItrU2ygiguFIkIMXN96WO/tC7ID8lNNTco+zz1BbkhdpuRmjrEAR6QUxYdZdHAwyIhxKaNh0HjEZPDX3Yy6nI4F7zfrHWTvGgsb7YKr3R3+LxpM5XuIUqLEixb/q/VSomdk5UNi1tEc1E5dc4OVtNZ6bt1KmJcaHvwwE+u/8Z/rplieYuweycfgcl9cv6q46LjyfWJAL9Tlfe1bLyoA8Ue/MYiLeXRNpqKNcBIPM43eEc4nfsGFpoBUZJga5uFZsBIKXNRtimMEhabPlPVDraluG9XP50o4bmpGoen6wwWPWrtED9K1oCoDWueVjf37d1+8TJ+xdrebeVtIvqefBoe+W1xn99sa4Hu2LoGlic+J4DYLcr10phN2ZO6jDU/IOdq7+vXlVJSWjO4ZScDozs4FIzz3FSN3Oi3Mrz4JE7lBENhDcvNcELvwOQyLAUWVlinX9UInDJRaOi0m/SGdWqxw8yiz3C5xJBtkbFT08cg/a72bJdjeexh6RmZGmtuuodVN30VtlKPqpOpLi1diHW1j9WzqWVBql+KfOkjOHLL5WW+1hvP495NaVT+fhGt1b27+7l7Rw8//Tf7+eTBKZRSOEoRG0OcGGytaEcKJ4k4vdCk5V9aBvD1FKsr48Io4fh8g4VG996kyXsWfakUAMCzNRnXYvdAnnYY0w4SEgxNP+LwTH3NtlcqNgyW3v/+99Nsyqr7V3/1V3nLW97Cgw8+SH9/Px/84Ac3fYCvxAaid6dUJ7WXhO0wMc+fUkokNeLk09JYnRpWvlZKti1PSo+DDiRN2T72wYBKQrIoykQsmRx51cGgcIlokKGkWniEqTppHWAmHc7FYg3xdAF66vn3HcmNDw22s+qFacmKV5AJsHcHPPBTEEXwV++WHnsq/aosM3WwXO9nOVIWfeQTot+4iIZlXbGa3Zg/CtNPy/lpzApo0Lakpnz5DnqtKVyVkHM0vXqaMOdSDbLYrWni2hTaGSBJYLrWoZxx2D1YuCDbZFuKo7MN2mHCWF+Oph/TCmJKWYe+nMtnnpsh59o8dO0gOdemHcabo3m6WBm/VxSd0+rebWFL2Da/KiLn+szlsRYAlg0sp9PS+y7z1y2c8MoygbYWZGLdoP5mtfh1f7OH4YFvxS3M8bQ/iRM3cfIFRu19ZJbOglPGimLaicKPEjJJgGd82nY/HeOy0DYYIgZcm3x+EPp6oDUrYN+E0LNNgHY1Hf/ckc1NZXZF3tMHhAEMmnI+3JwAztXMEkD/bmEPG7MCSECq5C6HEelGImzJ8ckPCgNa3ir3P9uTazCJLyjwXh2WZfGWW7fw2Il5aY+YGJQxaC0lJbZS2FoxWe1wYq7JrsHClft8L2F0K+OeOLnIYtOnnXooOZZDEMWcmm8S9Sb4YcxYX+68bfsLLo6lz9v2SsaGwdIb3/jG5d93797NwYMHWVxcpLe392WRf73qo+t/85lfkZt4vJ7VSwJhHRZ9yJVh9HbpGdW7c6VqRQFRS9wglSWvsVx06JPXbZLEYGOokic0DgpDpATeKDRxqlu61BA2FOek7dZVI+XmZYLTdtrLzE9f7EK+T0qDt9wG179FjmNtCrbeIeXry415u9d4SmlZdtrmoS2r0EMflTTTi/kurGZedj24Vu8ze1AMCJdOSzpIWaj8ILaTxU4ivNYCjlfG9yKebtVZtItkHE0YwW1jPfTlXRYa/nlsE7AMoBxL0/Ajwlja/Z5YaGJpja2VZCq1uqDmybM1fXmPm7eU2D1U2Fia7twy/sqZtb3bzi3jL49JOudyWQuA7O+Wt8vEXjkl14xXECBXGJbrKWwLCJl+esOl+Ksr5k7NN8k2G9wSP8tAMM72jIUOfYJwBs0SmITQb+MpTb/VIsKl45TAQEbFBH5IZWme7Ogo2iDHxnKFlQybwghXz4o+bPbQ5qYylZLPPndEfgpDgFkBGl5RzqEBghpM7JPvoJOV85sfWOOO/pIBptai3O9mDsgCarVzN6TX3vkC73Njz2CesZ4cpxaahHFCbMAkCVopPEcTGYNONM/N1HjdDUMvi3lTKcV9u/r49MEZpqodxvpyKfiR9k2j5SzlrMOXTi4y1pc7Z9sscWJo+oGw4eXMmm2v1PF7UY10z549i1KKbdu2bdZ4XonNiL5dcO8PwfgTcoNcd2F+Ijf/4w/Lqv21/5doHsKW3HiTRECDSSCOYVWrkLrJ4eNy1GzFwrBNzTLIUirI3nhLkY3GxbDWCpulZaUdR7DtLrju2yS1ZYwI4i9UKVQcgdu+R9iNpdMCiLogSVmp3skWVg4tIttTXxCjzxfDLq35ABfQ++QG4Z/+nUyIheHUvyjVqNlZPEuzy2vytnv20vSGWGoGfP7oLEutANfWaK3OY5ui2BAlSbrSS5a1TfVOxEIjoL/gLgMo4DzNk601pxdbfPHYAv90YIobR0vcOtazsTTd6jL+M1+Wz1XeJsd76eTaMv5MWaqWnNwaV+1NT+Vsuwf2vBaemoLBMQFITjb9oxGAnB+SSXbq6Q2nk7oVc/PjR7Cf+TLh8CLPtYeZjB3yTghWnWJcJwgjRkyVjtPHgrOFhtWLHdXxo4gwrlElS7PRorUQMGYtkul6WIXN9Nr15Tg6ngCVyafhiT+GV71nc8BJ707p7TfzjHzPmnPyPsVRuU79NHXZnBWWrrRFnu/bLR5RxgiD91JpmJZOiVlmHAgDXdoi36n6pJzjrj/UOow8c57N9v4VsJQYyfQnQCeKsZQi72mOzzZeVrolzxHm2bYUTT+m4UfYWjNSyrB7sIBjqWWRd3fbMEo4Od+SJrtA3rPoL7gMFjJXvD/chsFSFEX80i/9Er/7u79LoyGVT4VCgR/7sR/jF37hF3Ac53n28EpckRi7R3xYnvjjtP3Jeiu80rLe2UPwxd+D+35ole+SJSBJKUnXJaCIURjKqsZ0MsA2Nc+E6WfG9LJNzdPtxXZZjOkvVgW3KpY14Eqj4lhSlPPHYfs8XP/mS9+UlZL+ebPPwdkvyaQT1FNmLU6zcJbcYLuMR2N2c9ilS41p6+2SKqxNpl42XXE0svJti5P6YDLH4MAudg7klxu/nppv4kfxeWxTrRNia6G5a52IkVKGYsZmMdU8GaOXAZTBcHy+sax5mlxqc2CyAii29GSotkMWWwFfObXAockab719C7ePrbPyp1vGX58Vxqbr99WpSBqkW8a/cFyYJ6VST6TzXbU37XiP3iZsVxKy7AEVByuMn1eEiSnZ/gWkkxQwOPc4qDrsvhW7HXJirsl8w2fSvZ7+1il0bicETfrciDl3DBO2GW3tZ7s6S2D1UfO2k2segtoEE7bHUC5HQTuo2qSAzG5j28pEyhL7wsrlBjams7tU9F8jmihtyeLKcgU0HfkEBPNybSotFbj1aUnT5QdWjnNpy0vTaHfZBX1R0ugTX4HmvADy3KB8z059Aba/el3s4VDRY6Dg0QpjjDE4lrWq5lZ6qLqWXnZ7f7lEO4jxHIv7dvXTCmLCOMG25FjKYg38KF4WbvtxAspQyjiMlDJkHAutoNaJeG6mdsX7w20YLP3oj/4oH/7wh/nN3/xN7r//fkDsBH7xF3+R+fl5/vAP/3DTB/lKvIBQCu76l0J5n30c4nU0rzQhBFWIHLnhTTwBz43JTWzu0IpHShhA4i+/TAMlHVJiigTYqyaYNUVsYtxV/kqXLbo48CL3sATAxCg0OmiiKqfg9Bdh7xue/6bcuxPu+7eSInruH2H2gAjELUdScDr9ClmeMA5BC048LBPR9ldtysc7L8J2qgnJi+9P5K+kB+JARPpJLJV1hSHo3bnG86cdxOexTTnXIu9ZnJpvMlrOsjt13HVsjaUUS62Asd4cxYy9zDaVs8JC1f0IpRy29kprgnYYc2y2QW/Ood6JODxT4zV7Bnj13oH1gabenaKpaS+IUaS25ZjnB0Qr1JxdEX2XtgpQXEcZ/wuO/mtEhNxaEMDR9YXqth/xSisppekDkoq69g0Xrz4zZgVoOTn5/yoX7r6cS+8Ol3onZK5e4OREgu4s8c/O69irxxkKJ2i2mkzqYYLMMMrOEEcBrcTBkHA42cF10RkGzCyDcQ1X23LMtC0ApdsQPYng6CdfvM6uG13t0syzUu0GsujK9Mgxqk0I0LRcEXkrLaCkf69s6+TSysMr3Gh3tQu6V5SFTte9Ow7le265sPcb131t+bEUgLi2hWMJm6sRt/7YkLIrEc0rXNH1UkZX5N2JEkpZh6VmwNHZFaF3kki/t6VmwGhPhvm6T70Ts7U3u2xMCcJQvRT94TYMlv7yL/+Sv/qrv+LNb37z8nO33nor27dv593vfvcrYOlqir5d8A0/A5/9DSmFToLnfw3ICjoJZYLa/9cwcrMwSnEMSWvFQjuNlVWTAKcsIWNqcX2C7hcbXXbpeW0EDAkJJgmhVcWafQ7VbS78fNG7U1bft7wTPvULAoaUWhGu6hQOtisyAVQn4PP/Bd78GyJm3ezotpjIDwpTlkQC1khSb5iSnLv61Brn69XtOM5lm2brPn05l6i3K7xUIk4FYmOIEsOugTxKKcK0/5WtbaaqApoHCi4KRSuImK52qHciejIuSsHp+TZz9Qk+dXCGV+3q4823jD4/aFrde65yVo5rfkCO7WrRd9edPj8owuLLkcYpjghjMvOspLbiQH5XlpyH5pykm+wMdM4IWJp5Rl6zujUJSLqn66/VbV/iFYWRLG1dfksFlDIOpYxDb3Yrs6erhH4Pf9PazXavTjuqUy6VUYUR7PYM47OL9Lt1vtk7RF9cpRlkKdbmqSUNSlaAo0DlBgEjxQiZshynxWNiK7AZTGhXu1SbkpSaW5DPlesTgN+3Wz5zbkD6rwUd8duyPLE38Mrr0gRtenSF3d2WUZYLY/eu9LJTlgCnc5sRXyRm6z5LDR/XUvhhTBQnoKSIouBa5F2bVhgzUNTkr3BF10sZq9uf9OVcnhqXitxy1sHWNtO1DmEEnz86y4N7B+VFCjpBTGIMltZ4jt5Au4fNjQ2DpUwmw86dO897fufOnbjulXXUfCXWETsfgLduhU++Hw5/QtijdUciRpSnv3DJrVaDpW5cObyfRtf87QKxtj1cQpwEtBbGac7NMTqwd337Vwp6tgrLtHRCVsnZAdEsdSrCKBkjq9AkFL3YP/40PPTTcg42M7or+LOPy0Sb6RF/KGVLJdnCMbnBm1jSR3BB5+tz2aasa+GHMV86ubiiHbA1D+4dYK7hX1Dz5FqaYsbGtS0MhrmGTzu1Flho+STGiA5eK6ZrHf7h6Sn2nVnim24c4VtvGb20nqnbe67bw3DxhExsXdG3k5P/d40t+/denjTOahDQmJFJNW0uTXNOxpEfEK1a0BQAlYQCos98Wc7T3m+SMR7/LHQWBRh1xz9/VMZdGJJy/3MPgxPRu3WQ7916Ax86FjFTLdCgl0IhSxgnHKtkCfQohZFreVrtYFvtCfo7HYaSSXTcoBUpdKZItrWEEzdXvqwLx9PGwFObd8xWm3tOfEVARj51v+7fK9dmfRIagejQWotQPZ32oMzAdW968c19NxqXEnZ3TTQ3AOJOzDU4Md+SgghHo4xCWxqTJIRxgh8nkt0tZcl5G56Cv2ajWwE6VWnz2MkF/DBhtCdDGBkWmgHljMNtYz0stQK+dGqRrGMxVe0wVWljWxpHKzKuhWdpyjmXgYJ7RfvDbfhMvfe97+VXfuVX+NM//VM8TxqH+r7Pr/3ar/GjP/qjmz7AV2ITom8XvPPP4EPvkVRSHG0QNH0NxWqmadVC2az6VwMEbT725HHuzF+/fj0NiOB356vhwIcBS5idMNULmURaZmgFJhAR7Wf/i4DVzTRQ7E7e08/KZN2zfVmrtGzoOHCNMEz1KUllBe0LVhqtZpu6MdaXO898cnypfUHN001bSzw33ZDKOQP1dogyEGNQRkqlq2GEpaGcdfDTtN0/H5qmE0S8466xSwOm1dYCT/5P8TTqGZM04/xRSdV1J7iZA8IKXI40zsVAQBekLRxLgdIwYER0fvYr0JiSbU98Virp3CJc8wYBuSCPW+6QNOLEV6G0bW3/O2OgNokavolbrr+OnuE2Hz8wzccOTDFb87G0ANHdg3kKnsN4MMjnOw+S1zdyf88Cb278H3a2D6HaS8REYDvYtoPy6wIS8gNiQ7HBY2aMYbra5pmJGn4Ys3Mgz01bSmitV+wvRm6RjbvpUpBrd/EEzB0WMG95AvbDjjCGpx6TFPlmLzAuFpso7AY5Ll84Os9iU1j8JAajDCpOcLQiTAxuklDMONy8tbzcfPvlEmN9OR66dpCnzlZIElhsBmtE3n15F9fWHJ6uMVlp42hFb07an0RxwlIzpJSxuWEkQynnXFGvpQ2DpX379vGZz3yGbdu2cdtttwHw9NNPEwQB3/RN38Tb3/725W0/9KEPbd5IX4kXF1pLhVx1AhrTMsmGnVUl8S88kuV/XsI4F+ucA5a6XylxAU9QRJw4e5ZP/dNzvO76Id508wjb+/PreB8FN7xVWAS/ISDFJLL67No0mBQsJSGMf1n6x33Hf9vcJrDdsvbF42KUR016qVmeTN5eYaUpaHFkQ81oLwagLqR5qrQj8p7FYjPA0ZpmEJFzbeIEso648moFOceiEUQ0OhFZz6bWDvnMc7NEieF9b7hWJtmLDyjV1Bj43LxUajZn5bhn+2SCs5w0XacEBPTvedGH+Ly4GAjoVAUQ2Rlxvu/UoTpJ116D3ICkeZoLcq5OPSIeTt20jlJiUXHmyzD1lADdLutUm5TPmAqLx/py/MADO0HB4akafXmXA5NVylkXg2G23qEZxhRKI0z17eEftMsPtH+VEnU6OMSxQ95EOERYJMLKnf2yjG0dx8wYw1NnKvz1k2d5/NQi1XYAKLKuxc1bynz/q3dy7+7+FWH81rskZWmMPJfpXSlG0Hbaw1KJ1iw/KKL+p/5fEVNvdtPk8z/Mpgq7AZ46U+Hxkws4loxda0lbdz9+ybNp+jF7hzK88abhl4VtwLnRm3PZNZCnP+8Rm0RMbi1JUxoMWcdipuajtVxXgwUPPxZjT62h1go4udjkrWNbrijY3PDV2NPTwzve8Q7e8pa3MDY2xtjYGG95y1t4+9vfTrlcXvNzOeIP/uAP2LVrF5lMhrvuuotHHnnkktt/7nOf46677iKTybB79+4Laqr+9m//lhtvvBHP87jxxhv58Ic/fFnG/pLHtrvh2jdKC5Ncf9qL68V9WV9SjKRYuYK7ucALgaZVoZEVgkNAIVni1GKTD++b4Ff/8RBfPrFw4fdJEmnoevxhedxylxxHJyurUL+eNismvcGr1OgyEbuBQx+RlNzZx1fEtZsR2+4RU8benTIxZQekJ5hXkA9en5axTe8XsHTwo/Cl35fV9AuILojaOZDnjh29vP3OMW4YLdGXcwmihPmGT86x6cs5GKDhRyQJFDybSjuk5ccopTCJoenHTFQ6/O1Xx/ntTx3h7OI6mI1t98ANb0mNOQekeXTXN8tyU9G9K8UIm3mc1x6EFRDgp+2EGrOwdAYqp2H+mIADvyJp0WzvitWA7Ulqbum02Awkq749pW2ib+vdJQzh4nF5HL7pPEZQa82bbhphe3+OWifEGIUfxdTaIXN1n4LnMFjI0A5j9teKtHFJsFBosqYNSYCPg+/2EAFxawFz6CMXvS6MMczUOjx2fJ7f+sRh/v2H9vORpyeZXGqBgbxrYYzhyVOL/MY/rfoedRnQbJ9omPy6MG7txZXG3QPXQ2lMgJK2BdjPH5Vr9nLHamF3fkDuj8XR1NNsfsPCbmMMj56Yp9qO2FLOkHNtPFuTdWwcWxPEhlonopCxecedW9e3OPs6jKxrkXEsmn7EqYUWByZqfPnUIo8dX+Arp5c4PtugFcbcvLVM3rWZbwYoIOda0pw9gTBKuHa4eEXB5oaZpT/90z+9HONYV3zwgx/kJ3/yJ/mDP/gDXvOa1/Df//t/581vfjMHDx5k+/bzc/0nT57kW77lW3jPe97Dn//5n/PFL36RH/mRH2FwcJB3vOMdgFTyvetd7+JXfuVXeNvb3saHP/xh3vnOd/KFL3yBe++990p/xMsb3ZYokS9pAb8qva/86gtimJano5cCMV0I5ivOb4N3AQClAAfDa+PHeca9kyiznRNzDX7/4WOMlDx2DKSuusbAsx8R+4XahLxprhcGr4U9rxMRaH02XTVbaVl5qjRPDTkxShi8Q38vk/i1b4Sb3rY5FVtdl+natIAhE6WVYx2ZCNpL6WSdlttvcjPaLtv02msHOTHX4MBElS8em2eq2iFJDFlHYzIQJSY1uIQ4SfBDg2NrBvIO882Qh5+bJQgTvu/+HZeeQJSSdFzsC5vjV1f9TctEt/UOcf6+XOXn3Uq2nh0wf1i0aUunxbDVyaWg2ch1F7XTCtL0uog6knqKQ6mWDJrCUvXsSLVYQ9JfELVSKXeRXm6ru7nP1HzGF1vkXZuMa7G9L0fOszi90GQomsJYLjXVTyGpExubwMoQxuB22mhtp/2gj5DPfYbo1u+hHSbLVUYn55scmKxxaq7Bwek6s7WO2ElECbatqfsxrTChlLHIOJqpaoe/fvIs9+zsXUnJddOXiycEBEa+mIp6ZbHiaM6k+SojlZxxII7jlzs2Wdj91JkKXzw2T9OP8eOO3HaUwrXBwSbjGDRw5/Ye7tszcDk/2VUdQ0WPUsbmE89Ok3EsenIujuUQxglTlTaHWgGObdGbkwa6s7UOC82Qui/2Jtt6s7i2pjd3ZTXSX1Pqst/5nd/hB37gB/g3/+bfAPCBD3yAT3ziE/y3//bf+PVf//Xztv/DP/xDtm/fzgc+8AEAbrjhBp588kl+67d+axksfeADH+ANb3gDP/dzPwfAz/3cz/G5z32OD3zgA/zlX/7llflgVzJ6d8oN2fHE/6S1KFYB0YsAS1cq1sODnrvNRV6jgFvNs7yr9Rd8Mnoj/QYqZy1+//9M8H2vvYGbBz3UJ98Pxz+dTnhamIGgJjfQylm4819K2qSapn9QLPef63aCX6a8NIS+CHyjAG571+aZAd72TgFjC8dEo9QVomZ704m4udKMVtsCJiqn4P4fhbFXvagqqC7bNFzKcN/ufu7e0cdHn57gmckaQRiJQ2/qJRMbg1YKKxVrVtsRfpQwU+vw8OEZlloBP/5N11waMIUd0ZZ0x9wFw92L0c6K4P5y6JbOrWSLfPm9U03TZm0BAHEok61JTStVaogKAgqSWCwIZg4IyB28UZiWHfcL4Fvn+Rjry/HO3jGuHSry0f0TLDYCtFbYllpmmXY4NkQede2RDVtSuR8HZEwsFlVYaAI6tVmOP/4wj0/tZl73MZ+mW+t+iE7HkxhDJ4hXRLVxglKKKDbU2yYtDbc5PF3n4FSdm7em2YXVTaMnviqg3c1LKjX2pY9d5Mvxi9J2Moc/Bv27Lq+b9yYKu88utvjo/gmWmgE9eZtWEJN1LNphjFaK0XKGbFryfs1w6WWnVTovlFq+zrsksDHQCWOqnQhlIr54bIG8Z9OXd7hxpETOs9L0pjB0V2VvuDvvvJPPfOYz9Pb2cscdd1yS+vrqV7+6aYNbHUEQ8JWvfIV//+///Zrnv/mbv5lHH330gq957LHH+OZv/uY1z73xjW/kT/7kTwjDEMdxeOyxx/ipn/qp87bpAqyvy+jdCa/5SdjxGjFQPPaw3DTi9sb3dYVZpa4dQdcp4IWGATIEvJlHeDDYh49DYCyq0yWC/5OnyiSleAGFEY8PY+SG3nUBBzjxz3DHv5QJIPLlZmtiYeu6DEN31FFLfuKM6DI2s8R9tfP1zEFhI6b3pxN4c6UZrVcUoBE0pLHq4nFhuu74F5siQFdKcceOXgaKHv+4f5LPHJqlFfriq+LZmEiqgBRyU2xHCZaCEEUzSHjsxCK2dZz3fuPeC4u+jZG2IsqCwRvS5yJJd9kZYShmD0oqa7PLz5dOSZuZ9sJKJVtjWsBbtk+qE2vjUhUZNlb6oPk1sDJixOgWoD4h14abl7Rp0ICpfdC7G+74ng1fD6uP+aPH5/n4gek1LJNd3EGr0kshXKBJllhBiQZKK9q45AmIdAaigCH/KGbuKPO526h3IuYbAVFs2NqbZXxJwGfdDwX6C20iztTGECZgxwmomE6kqbSCcwcqTF/hzfDcP0iDYicr563rZ6Rt+crYnrB2T30Qbt+kRcW5sYnCbmMMj51YoOlHlHMuSWLwQ0MnXAFMlXZIJ0woZGzu39P/stQqdWO27lNrh2lvxA4LzYC6HxLGhk6Y0JdzaAdJql/SzNR86p2IO8Z6KWZsjs81uH70ygPOdYGlb//2b1+ufPuO7/iOyzmei8b8/DxxHDM8PLzm+eHhYaanpy/4munp6QtuH0UR8/PzjI6OXnSbi+0TpPrP91dMGWu12kY/zksfSgmrsO0euOEJEVXu/2uZXK/i6IKkVBn0vNud+9y5r9EYsrSxCckoTT8V3Dhc/mLIfgyaRFJqCXKMLE/8dG56uwhj5w6nAClJ3zhZebfuqjXsQDghabzNLnHvOl8HbWErgqak3qpnBCg5WQFyrfkU7CWSjnv6b0SHddt3Sz9AhazwL5ECer4Y68vxg6/dw727+vnbr47zyYPTBElCjKHo2nRCSd3o1MlYaUXWVrSjhP1nl/jH/ZP84Gv3nD+h1KeFDejdIY+Z0tqT6pUFGG67+8WXn68xjsyKfUF7QXRS3XFZrowBIyB6x2uE3etUIanINkpLaskrCnBCyf9tT3zPbAdUTnyGFk/KPl7gMb8Qy9Tw8hz2buE2/2FyiY9CAGtobDzjoy3DoiqyZHoYtOYp1w5SVzfRX/SotMLlCkfHUlRaEVG6OFJGvheg0UoRpV5cSZhga0XPxVIkWos9wKlH0hYoVblmu8dQ2aKljEMBn5fDN2uThd2zdZ/9ZyvUOxGLzYB6J8S1pHGuCWISA9VWSK6sed0NI9w+1rN5n+VrMNpBjB8l7OzPs7UnS70TEUQxh6brWAoGCh6T1TaeZVHrRBQzNtV2yLNTVYZLGXpzDvfvvvKAc11g6Rd+4Rcu+PtLEeceIGPMJQ/ahbY/9/mN7vPXf/3X+aVf+qV1j/mqji5o2nq3lPA++v9sSoXcZYkui6VXoMjFztLFGKgLAyawCXFNjK0unLlLEL0BJgVNcVvSPdoSDdLjfyKi3igQULL63bpvaHsy+TYXJF202amic1Ny3Wa0uf6UzqnKSjoOJPXhlUQzMvk0zB6Bvp0rhpeFofMNFTcQXcbjtrEy5ZzDI0dmmW+EYKAdJmhlsLWSXllaUW0bLEthgC+fXOQ77tjKSDm7dqdhS9JfxS3y+ZZOCgjVjhxPy5GfjfRnO9dNuzgiQu3V6bYkgsVTYs66er+WK8BHaQGhQzeI5qU4Aqe+KJN9l4WMg/R6ScXpxREBDjrt69ez/UUD6AuyTEttHs08QH9hiZtbXyIXLBAZCxsfWxkMDioOGdNnmdMj5MIqW+wq7WQQA+Q8i06YkCSGeJUgPUYAk0oSLK3QSMsKrRN29OW5cbR48YEO3wxb74TZw6nWzsj3yClArke+NksnBeyffgx2v048zjYrNtmx+8Rcg4NTNVxbM1rOoJSiE8SAQSvoz3vUOiE3jpb51ltGX9asEqw4ebfCCGMgiGIWWwELDZ+8ZxPGCQXP4YbRIrM1n4VmQJwYpqod7hjr5U03j6y/3+QmxoY1S0888QRJkpwnfv7yl7+MZVncfffdmza41TEwMIBlWecxPrOzs+cxQ90YGRm54Pa2bdPf33/JbS62TxBd0/ve977l/9dqNcbGxjb0ea660Bru/n5pj3Lqsxt4HVde4J16Ka0GQhcDTqtBE0hpavd1ZvkvES5It/ZL3McMBoVJwVIgE2e2F25+u6QxTz4CrdkVfUq3XE87MiE050TE26mINuVyOBVfqBltrl/ARRLLxE/KdEUtSR9myiIGr5yF8hZoKgFL3dYd17xetrlQs+HnCa01775nO45WfOH4AosNH1pywYSJAKacaxHFRmoNooSpaofxpfb5YMnJpTqhk/K7sgTMdHvzOXkYvVXajKwnLuSmnSlBfQ6IV9Jt1bOScpvRkj7rCn4zZQE+tQkBTN1ronenpNyOfkrYi05Vxq0sqbrqpp4SmVCxnLRJdbgpAPpclqntl5nI/wuK4xn2THwEhwCw8J0ioc6jwg62SbCSkF5TpWiFBFoYozTbBkrRCWURkHZGxABhgji9p5dDb8bhbXduvbQVhJOTtKPfklRXpiTgxM0J21SfEfb2zGOSvgzqcO8Pbp73Uhd0d79/uX7Y3r+ymNiAsNsYw4HJGmFsGCo6ZBwb17KYa/g0/YiGH2HaAdt7s3z7HVtfkkn+aouuwPvzR+YIooTFVkDTj2gHMT1ZB8fS7B0qMtaXY6w3R70T0QljpmsdXn/D0Et2DDdsHfDe976Xs2fPnvf8xMQE733vezdlUBcK13W56667+NSnPrXm+U996lO8+tWvvuBr7r///vO2/+QnP8ndd9+93PD3YttcbJ8AnudRKpXW/HxdRO9OeMt/Ba/npR7J80ey6ge5cXf/a5QtAMXK0EU/AlvMGuDU3d4mBUrraMorvyQy0fXuhpFb5bi99mekF1+2b+2LLEsm0ihIfzpp9VSYslSXQSbfTcn17pJJulMVIW3kr6ziSQGf5cln6TZHzvXLGOePCCt17NPwsZ+Rn3/8afjcb8JjvwcnPy+O1usY/1hfjnfcNcbrrx/CtS2CVNblWpKGi2KDa2kGCh5RYmSCudB+C8MytsasCHBLW6C8HQavk/PQZZYKqxY6xsg4F46vHW9XgzRzQABv3x55PP5Z8cbKDQg41JY8nx+U4zh/dO1nHrhGrrVOTc5vEoswuLUgrt1v/X24/Xthy+1yvXQr3aw0NZekbYRmnpXzs0kAussy/evX7ObOnX1MqGE+3/sOZp1tNFWJwOtBaRdNTEOXGXd2opOQIVUhUi6eoylkbBpBjKUEFCRGPvqqBDOw8v+ca/Hmm0d4403PkwItjkC+X4oRsmUBoF2gVJtIm1Jn0lZCHkwfhE/9Ihz8yOZ8X+ysMH7Vs3JOu/vMlOU8W866hd2zdZ/Fhs9YX5b5RkCjE2BpxfY+6a+4ZzCPZ2levWfgZZ9+68b4Unu5I8BkpU0YJeRsLSaVrYBmWlhQaYYopShlxXyyL+++pI7nG37ngwcPcuedd573/B133MHBgwc3ZVAXi/e973183/d9H3fffTf3338/f/RHf8SZM2f4oR/6IUAYn4mJCf73//7fAPzQD/0Qv/d7v8f73vc+3vOe9/DYY4/xJ3/yJ2uq3H7iJ36Chx56iN/4jd/g27/92/nIRz7Cpz/9ab7whUu3+Pi6jYHd8C2/BR/9secVfK8uQnpJI5UJTSa9PGrfhueV6R/ZwYgX0tM6Q9/059BhG4VBaxuTxCQYYhQu8crqeX1vhcYIc3D/j64Y5/XuhNu/W/xzoi+mjEe0whh0WYTKaVm5Hkmb8m6/V3QqA9eK2PcFsDcXjNXNaCefTqvIAtH1ODlht1CimemCJqUkhahtEUp7xTRt15Hx+A04/aiYGB78qJS9b7ljXam6ro6pv+DySx99liBOCMKEUAu75DkahSFJDEorMs4FKl0aM5ImSSIRsFuOfIbu5JYflMfGjKSyLsQc9e0WhuLUF87XIJlEwJF2hInLpeaK3Uk0PC3sYLe3GqSmmKPyk0QimrczIgzuHpfSMOz7Kzj4IZmcCyNynNtLci2Ut6a94UbXAr1NiNVmosGiTXmuTFipExmFUok0eDWKVhiT1ZC1LOp+jJODgbzLfN2nFRvq7SAVda/4S2oFlkqZwcRw67Yy73lo9/OnmbpeVQc/Ai1frnu3lDaFDtJ+efnU9NWTBcfCcfj0L4uf1Q1veeEFCUunBOgvnRK2MJ+aYQ5cI+c7dUxfr2N3O4iZbwaEccJcw2ei0iLjWJSzDuWsQ5xIleAtW8sv+/QbrIjh48Qw1pPDDxqotEig226pJ2tjDByfb3BXvhcMzNQ6L4moe3VsGCx5nsfMzAy7d+9e8/zU1BS2fXlR37ve9S4WFhb45V/+Zaamprj55pv52Mc+xo4dO5bHcObMmeXtd+3axcc+9jF+6qd+it///d9ny5Yt/O7v/u6ybQDAq1/9av7qr/6K97///fz8z/88e/bs4YMf/ODXn8fSRuK274L2vLAI7cWLbrYMll6KVNyqCFFEaCxtSIKEv/Rv5GRlG7OU2WHfxLsKW3mb+wUGo2ns2MfSFioK0F2gdLFYnZZb9XuIi/PQz8DuB9duH7SEYcj2CHMUNGViPbeBsZMV8DT1jICrJ/8n2HkBJ9myTOA7XwO7H3pxlUDdZrRP/LFoaOpTolNKwhXw4ORknE5eVvJYIggPVqUprNTNO2wJa5IfkG2r4yIGnzuyLt8mpRRbe7IUMzaVdoStFY6lsRT4YcJU4JNxNNvKWQqefb6eaP6oTHJeQSbc5qIA+iSSMXplYdDC1oWr18KWMDjzh+Vc9e5cC0i7lVH5fknDrAZFA9cIuKlPyaNbWHHY7tkJt35X6uB9AX+k3p1wzevg9CMpM5YyXF3h/8IxOf5xuAL0NjGWHdnnJ0G1CFxFJ1Y0TR5jDGVTo2iWWLJGID9MyQ45tiQLpW29WaZrHTqxtFVRxqQ2Yir9v6TkevIu33X32PqNFvuvETawckYAZm1CbAOczIoNQxILqAya8t1rTMG+P5P03P0/svG03OprYuRmmFFyjrvVosM3yvuuckx/3l02A07PN0kM7OzPUW2F1DoRMzWfpVbI7v48ewYL7B4qbGysX6cxU+vw7ESVxECtE3LNUB6UFv+1KGGy0qbWiejLe8zVfaarHZp+RM9LJOpeHRtGN11Poo985CPLLt2VSoX/8B/+A294wxs2fYDnxo/8yI/wIz/yIxf82//6X//rvOde+9rXPq+dwXd+53fynd/5nZsxvK+fuO+HYc8b4EP/GqYOAhfuJfcS4yQAEhQ+Dn00+Fb7ce7nEM/GOzjDMFFiY+oJ+3SBux2LAROiidGY88fd7SsHK4Ko7nczfQyw+Mvie3jdNd/HjnNfHzREa5HplZVw0BC24rzt2qA6LPfnS1LNTXsOKkqYkNlDMPucNO7tAqZzwUNhWCbXSxkY9u2CV70Hsv3w1J/LhOMW0tV7QcCBtmXidlMQ4lfBcYWNstyUBakIEMn1iYYkCSWNURyVsbYX4MGfkcnuQuMxBlOf4uzxI2y1a/hOgXaYEMUhg1TI6xBfuST2CNcNFyh0JmDf4yuskOXJZBc05D071dQ2QIN2ZTyzz8rk15yXNOK5zJFXFAZv/AkBPV37gW50XcBhxSupG7l+mUyNEaB1IQbpUpHrF3DQtxvOfmnFw8dyVx6XTgkgvFxmmtNPAxq3bwdOp0I2aJMkoK08xiSEdpFFu5dCoUSxI1NDIWOz0PDJ2BrXkkamUZQQJoYglgRc3rO5a6NGi8URYSUtF4ZuhDNfkpSodlfS3HZaURenbFMcS8pu/ig88jsi9O/ffen3Wf35Tz6y9pro7qs5J5YBJpH09ToXKcYYjszWcSxNYgw9WZeebNrHLEmoNAP8OOaWbS+/HnAXirOLLf7+6Un2nakQm4T5ekB/wWVrb5a855D3wLE0pxab+FFCO4xZbATctr2H+3f3v+R6rw2Dpd/+7d/moYceYseOHdxxxx0APPXUUwwPD/Nnf/Znmz7AV+IljMG98IZfg7//cVg68VKP5qKhSXBISIAYRQ917rcO8SqeI8LmeDKKMYp6pHG1S8EB20ToyF8WfKc7WokLKMZDFH/Nt/AHrW/gyU8c4WffdN3albRXFD1E5fSKcWJyISgZXSJ/aQSszD0HYV1SEPf+sACVU19Ya4jYZYdsb22K6VyGo3cnPPhTMLAXnvwTaMytOH17fStWB/khGbefpgPjCAhETxL7KwLr5qJMNHZaOh/5Iib/6I8KGHEyK+PZlbJvJx+hOX2ErceneHtkOMYQE+4wo8k028w0Lj6R8piLt3KjdTsDx08Iq9llherTAiZMIlVUQX1V1SGpE31dQNCRj8vkWNp6PnhUSp5fOCZAs7yqyqor2K6clve0VpW/GyPg8cZvgz2vT1mQDaRLnZycp/qkpOH6rwViKZV3ssJoVMcF0KyT1dhQ1KdFGK+AymmUncFRCrIZyA2Dm2NLdZziNbsZveVeMqnh37GZBr/x8UM4WsTcBNKyxnMserIufhwTx4a9w8WNAYJuK5TalJznLXdK9aBOvcpMkvouJSvXs4nEMkIpmH4GPv5zcP97hfV7vvOwugKuu91qYXd7Uc7BNa8XLdw6Yrbuc3qhxa1jZQ5M1Diz2KIn51DI2KhILxt2Xum2HFdjnF1s8eF94xyebtAMQoIooR3FjC+1WGwF7B0sMFDI4FiareUse4YKBGHCd9+7nZu2lK6K47dhsLR161b279/PX/zFX/D000+TzWb5V//qX/Hd3/3dy6LpV+LrJJ75P/DPvyo6gas4HEATEGPhEdHGIUNIC5e2cdijJ4mx8I3DVFxmm6qSzRSwlYMK68tdUi4VBnicO/hM8duwfc1zUzX+7LFTfP+tWbbm04l68aQAnfrMqtTbC+TdEh+WzsL+v5H9BQ2ZzIdukJv6mS+l1XWDsP0+mXDPPAaH/0kmjmUAtUsYlFyfeGoN3wKH/0FKshdPgEqk8W7cEaDRWpD9G4Qlc/KQ75PmsH5TRN9dR/PIh/njsl27suKDdMNbRXMy86xon4wCYnx7kCNRgrJb3GsO0x99nlk9yBlrB03lQdhmV3SK++eeQyVDMt7uTbILzFqxTGxJuKIvAiBOVf6xGB4O3wTlbRc+tsURAXu1CZkYV9+I+/cKK2jFgJL9rWlo+5BUDG40uqLmE5+Fnm0CqpfDCCPWk/pHXY5WLfNHBWBoW4BbEgsYDDoQjYNXQlkOpV13URpcSRk9O1FjvhngWJawsQa0UvhhTBiJbQAKrht+ARPa6lYoC8eF2WwtrOi2oiCtFIzk+9X1tYojSXdPPAGf+nkxkHw+7VzQlH1bngAwr7Ry3jNlee/F43LtrzPaQcxcwyeMJYVU80Pmmz6ebdGfd1+ythxXWyRJwscPTHNwqka9HaaaN0XJc2gFES0/4thsg6xt0QxjhksCum/b3nPVACV4ge1O8vk8//bf/tvNHssrcTXFyUfg078ipoaXmPCvCoE3Us6siTHEtJEJVKZoG4c2idHkVRvflOjECh3GWG4GFfuQBM+bTjzCdv6r8wOcafURxiH3x09w47NHaJ+sYoohqlORG7ifpqg2o2rHhAKSahOy+i1tlZTE4glZZQ9eJy0jFk/IJN9ckG0tRwwm65PwzN/Ka/p2ix1ApiQsTGmrTJztJTlQdkYAgUlk8kji9DEU80q/Jp8pjgSIxYFMLO0llhvyxZZMyvs/CDd8q7BMBz8if7vh2+nUfDpJBccuYIUJBdNgMu5lLnawLMg4BepKke3sg/AcjcfqRrnd4xvHMh6lRCjt5ITVqk9LdVvYEobs3AhbcjycvKTrSltWNE2tBRi7Z8XioTG9sXTbxWJZ1PxR6Xvm+AI4TSIMn5uXNN/laNXSTcHFoQDIbvo2aMjfw5aAt613rrFdMMbw3EwNDDiOJqcVnSAhMtLmJIgTHKPYOZBnz+ALbAq7uhXK8I3w+B+vVKglqUeVX5NjVRwRprY5K9efW0zL/BfE5qI2dV7TYUAYySP/JOni+SOp/cPAiqh7+RisrwJueber9EqDRY/hokfDj6i0Q1xLMVrKiOHqFW7LcTXF2cUWH392mo89M8lSS1y6y1kbP0wIELBt0DT8iMOzdbb35bG1fsmMJy8VLwgsHTlyhM9+9rPMzs6SnJNm+I//8T9uysBeiZcwkgSe/GNhGp6HGblawBKsZM5KtAixl40CLBLaePTQwCEmQtOJYmzXw3WyqCDGrE7pwLJ+KQSe4gZ+Tb+XiWSI2+MDfDcf55b4KNm2j2onBI0cXrYgTEv3iCgxK+iyKi844lAmi96dwlpN7U9Zph6ZQLweESOHbfFN6t2ZAqxxcRU3aYPSbq+yQ/8oY9z1kICtoLliYDl8M4zeLvubPZg6LNfSkvt04kpiSUeZ1AV8TRh5vjYOz/2jMEzd4xrU8ewMGghaSxRMhYo9wChNpq2ASpIljGNyXoKyMynwXCWw9koywS2eXPGK0kqOryEVeUepyWNThPK1SQFsq2+43WqnLXesVMUtnpBrfTUo6k7gz9PQdkPRf42cn/kjovfq6sUKw+IP5WTX+v9sVqx2Pm8vrRiOhm05X3EkOq/+3WsqwGbrPsdnG9IwtxNKRkwrXEeTszRhImZn0rj3RRT3dFuh3PpOAa77/kIWa2EzBcmusHK2J+cuaMhzcUfSoc05uW7r02LIet23rDUYffqvBVCVtsijk11pa7LtbmEMN1ABB+frlVxL0m7lrEsp6zBb67B/sspbb9vystUrdVNvpxdaaX9xg2cpmn6MZSmKno2lFI1OSGAgiBKGih737Oq7KjRK58aGr/D/8T/+Bz/8wz/MwMAAIyMj5zlhvwKWvg5iej/MHF5lrvi1FcIyRfjiM0yMJsAixsJRERE2btJhvGXRb1lklYcxEZoQC4NKBCRNxP38jXkd/6wfZDIZ5F7rWX6Qv2EHkygUgfKwTAc7bJPELXR+IJ3ssisaC5XqLl4UrFQyUdAjE4NJxPsHJD3VmhPRcbdKza8JwxM25eYf+pK6inxhXlAyOZTHhGnq2y0pmmyP/OR6JW03f1TSbGoG4mRFS4K+gHBdrzAlSQLVSTj7uKTKUsNGx8qlFVQRtompkaOHOo6JsLQiiiHRLtrNrphNLh8CJezZic+nxzJOgdKqYxv5Agq8Iux4NcwfO585Wk6npSxR786Lg6LNToVFHQGnSSwgTuu0j2BHxtpaSpvprm/CXnd0TRgHbxBx+dJpAdteERIloPgCzufHZ+scmW6AgYylsVyNHyW0ghhfG4aLLlEMe4c2qFe6VOx8QNqMHP4EfPG/CojVllQ71qbTsVryvbKzkqqrjqcFFXWY/Kpct7l+SUE3F0TUPXgdFAZh/EkB4l5ZWLzpZ0RDluvfkFZsptbh4GSNnf05ziy1mW10KGdcXFsTRAlhbNDJy1ev1LUIWGqFDOY9vtpZYrEV4tp6WQqaKXpcN1ykFUQ0/Jgt5Qzfc+927trRe1Uesw2DpV/91V/l137t1/jZn/3ZyzGeV+JqiPYSBDU2pLe5GsriVoUC8rRp4NHBJa86NEyGCIuyahLgYJKIZmzoKBvfZEnQRNg8l2zjH5P7+Kq5jll6AYUm4Hvcv2OXPoOd2vA5JiTEppnYOKZF0q5ga1uAjbYkJafTG3vsX7gy7vnCdkVPEQdpdZBZcYu2MzJZkIIGy02NERMBTFkZ+3mAyrC2ND4JBUStZnNy/TDWJyxE2JKVuFLCKkUX0nWYFcNLlY6nekYqlpy02suAbSkCy8EPNCpp00BTiSF2IONYhI5H4pWgMb5Kj9Q9qZYcx65pxXlsYCjHvDwmOq6td674LJ3LHHVTNV1W43KHMcJiZcuQbE0F4mVwXYjSSj9tCVjY7ImiK8yvHZLrpl2RNJztieYtNyjMzaoU3JmFJn/x5bPM1Ds4tiKIQSUx5YyNY7vUg4hWEDNU9Da/MazWcMObIVuUqrep/QKCo/Q7lChQ6UJOWwJAxx+Xz6EtqZZ083D2CWFNt98nxzTXv7a1SRIJeN52d2riunNdwzu72OLv90+y72yFvGcRJxDFCUtJgG0pbK1f9nqlrkVAFBuOLtRIElnQ2BqUEtA9XfMZyHvEBkbLGbb35xjry12VQAleAFhaWlriu77ruy7HWF6JqyWyvSKEXEcsey3BVQeYbAwjqkKFvKTflGbJFKmaPD4OvTQwSnHajHAmGeI4W/lSciNPmb2sLoXbpmb5V/qfuJvnUInB0gZptWtwSLAJCY1Ghx1iJ4erNSo3IDfjpGtMCSvsywZ67+UGINeP6VRp6zxB7JLYOfKNRdzyCMqvyIQXNGQy8avCFnUFsXA+oALZrsvcWG7Khp3D5oAIu6vjkuLLDYBbhvrEKgF79wowK9ohEvk9DtPmqHlwi8wvtFhsBiy2HPopcJ06yxEzxhIZrFA8rxytie2csEH16bRnWMoKTT0l+/OKaSowTTEuS/QNyz7uYUfSSpcjnfZColuNNXgD9AUrE3anKqxO35401ZTZ/PeOOvL+lTPS/684KsC4syTv7eYlLZkyWmcXW/z5l05zeqFJf8HFjxJyjqLSDql0YgqewtOaMDa8alf/5XOm3vmAgO2//wmxe+gCcdsFKyvXV3NO7lVBU9zclZFr2SuKPmtynxzrbtVotk/AU6cqacj6tKTtNgCUPrxvnImlNnnXpuTZaK2otAJsrbhupMRAwQMMtU70stQrLYPJMxWafkgnMpQyNq0gphUk5F1NxlbU/YhTi02uGSqQ9yx2DRau6pTlhsHSd33Xd/HJT35y2TX7lfg6jJFbJU2wdIrnQz9rwBJcdYBJYSjRIkZjoRlQNeZMiarJs8/s5WCyk6NsZdwMLbNIK2G4TR3jrfox7tcH0MTUyFNMOtg6xiIhxEo7zgEmphUYTBKiPAsv2y9MSKciN/dlQS/rA0xuGZMfYNYaorq4gN18jnG1hdO6l1vMDCPzT5PtHaG0/UbU7CGp5iltFeHqzIEVZ+7VgCoO5IR1xdKQVgOVJA3UZXOa81JZN3MgZXMQsXNXaJ10NUvds69WQEiSyDZxJC1XiluoTxxi/4Sm1gzJmw5oixoFIjSZuE079tC08KrjTA7sZOC2d9PXGUctnlxhhQpDKxVRjTkBAd3TlWoilivLHvktMeTs23VlmKPni24qzM7KNdC/R2wLLE8m8eVqrMsg7l7NaHVS5jBTkvddOiVC950PYICZapu/f3qS8aU2paxN1rGZqLQJooTBgkvDj/AcTcmzSYzhgb0Dl5cJ6Nsl6cGZZ9NKttQNX2sR+JtkhRn1q5JS7urcgpak7cafkMKHbtuarrBbaUk3P49GzBjDbN2n5Ud8+tAsi82AW7aWCWPDdK3DYMFjqJRhru6z2ArYOZDjxFzzJXecfiliNZh0bEXsQyFj4ceJ2FEYaIWRtJ9SCoUI4Mf6cledoPvc2DBY2rt3Lz//8z/Pl770JW655Zbz7AJ+/Md/fNMG90q8RKE13P9jUoruV59/c1amTcMLaDi4ibHaR7I7nhhFhMWsKdEkR8PkcFTEdZzFs0KuN2eZoXcVqwS3qWPcr57lNfpZBnWFkmliUFgkBNi4RNgobCICnJRn0oAhSBR2ZRzf8bATH20MSlsyOSWhPLYrXBpVKtrlPZytwmMzVUqhQy8DVJ0iWdPgWDjA6aCMnWQZTE5SdlxKagiXIr3ZXnS2T0TEOmUORm+VFXZtUnZf2iKiaZAJ1cuvsDnVs3D445J6WwOFjQCnOBQGqZtWVM6K2Lqrc1OWMBX3/TCmMMTBhz9Co/I0O1SbULs8ra7nw9EwY2qaHWqaIZYII4d9yVY+NnkrPaqXvYNjPLjtVdw86KCcnHSiP/IJef9uqjMOVqwMFEDa325iHzz6f8Orf+KFt8bYzOimwk5/IQWtYdrkOK3KegHVWOuKdTJaEw3DF0+M8+xElX1nKzhaU/dDRssWY7255cawWmk6Ycz23hyj5czld6auT0sK2SumgDOQcx51BPB5Bfk8UXqdD6SpxIVjYtPQqcg128oI29ickxTk9leLju95RN1nF1s8dmKBU/NNFpsBh2fqjJYzDBYy7B4sUGuHzDV8ShmHgmczVelwwKqypSd71U/+mx3GGB49Ps/4UptyxsYCWp2IYjmzzCQVijYKw0IzIGNbFDMWN46W+bbbtlx1gu5zY8Ng6Y/+6I8oFAp87nOf43Of+9yavymlXgFLXy+x+wExfPvcb5yvDVkTGpSNNsHK1H8VsEupBJgE8HHo4KGVwjUxo2qReUq4KmIvE3RwuVsd5lvUlzhhRvBx2KFn6FFt8qZN02SIlIVBU6RFnTwOCREJNgkuMRYxPh4+LnnTITaGTmjwtEVil/A8FzdXBpSkFuafEx8lLsAwaZdqdozp+SpzcZZm0uEQ17JP3UgnccmrEDeTZyoskmnN4zZ8fJ2hYMU8sPAcd8wd5q4BwxBKQMTQDSLoLY2KEBYEGJlEVt/dlh23v1pE2U/8z7VAaRkYrUp5rbZGMBEktgAm7abu4oNS3TT2KmbrPv8nfi0HzRaMbtHBZSLuwWD4CjcwYBaxE5+O8Qiyg+RDG/dslWcmqnz8WZsHrxngXfeU2N67E3q2y0SYRClLk55to+Q61Y6kIMOOGGVG/2WFYXop49xUWKZHJv36pADnXP/lFXc7OQEcY31SrRi0xGy0MEpt6gif3n+SU2aErGuTd22KGYtKO+DEXIPrR4rs6MvRiRLCOKHWDihnbW4d67n8zMn8UZg/AZYt6dyuhq5TWzFNjWM5njteI8exOS9AqbUozFFrQdjG9pIA7Pq0XPO7v+mCou4uk3RitsHDh+cI4pgtPTlcS3N8TkDTvrNL3DHWy+3bezkx12ChGRBGCc0gYntf/mti8t/seOpMhb/bN8FsvUMnNPhRTKMTEcRthoouGUvTjmL68i7XFjLLuq6337mVkXL2+d/gJY4Ng6WTJ09ejnG8EldjvPbfQeUs7P9rMUlcDju9eVmiD+gZg/kj6LCVsjlmuWDqSq6rzmeVxEwgwEEDobHpUzUUhrmkTEb5lFSHBVOgRzXoU3Wu4ywGqJPlZDKKqwM8E5IhYMkUGFA18rTw8QALO9UsKSDARpHQJsO0O0ZF97DbmmVJ95LoDLuTCl5UJ4gUdu91eMagqpMsI0ulAIt6aSdfqI0yFeZ4OL6dE2YL0/Skn0ewqArAmJgEqYpzDLhKMxkO89nqEnu1xY+8qpebnUlhZLrtOW74Vjk4fu38lh09O+DYZ4R1gJVKPgNrz2Ra4ZbtFd2LQSqULFc0IYVh2HYX3Pw2UIp2EFP3E+Z0L8bpJTFI7zylSAxMm15iA5aCbAJhbGiHIXnXotbu8JGnJjkyU+ffPLCLe695vUx+9em0Ys5PtVKphYDjCWCzAacgTYSf+GNp+fJi+uy9mLhYKsxypSrrcou7uw7Y8SpmKWW2jHucmabHfMli79YC9U6Ea2sspdk1kOfwdJ0T8032DhXwbIsgigkiw0Ahc/mZk64/VBKuaM8iX1KWXlmuA2OkaGHwegFKnaoYtrYWIDsgFXK2m94crFQkbmS71hzn+qF1maSTcw2emahRa4fsGcozWEjIOBY51yLraGqdSBq97ujlrlwv9U7EUiugE8ZfM5P/ZoUxhqfOVvijzx/nyHSdvCeNhMEmig3tIGKmbtLGwjCQ97h5a5mlVsD1oyXpW/g1EJe38+0r8bUdSsFr/6/UFfnhVXqK9AZjueII/eD74PE/gmOfRkUREGEwqFUM02ogA6RF/RKblbY797ZtpZCpQBuDxlIReTpE2Fyjx7GJUCh6dQ0rTSR29Udl2lyjJ6iZPFVyFGiTUz6LJk+/apLDR2PQGGJsqlY/XzS3sstMYGfyeAQUowoNY9HSUG+HVHHYSYeodZZWfgsltYW+go3r2NhhnSRs4Tu9fK65k893tvOYuZGzZui8z5msOgXLnz0FHlorZk0vS3XN/zozwG++4xvRzdm1Ame4sOi5Oinu13HIimibFPWuZpeM/O5kYMs3ivamtSAAKj8oKb9dDy2Dk6wrdLutNAmGKEmwNNiWRWIMQRgv2yWhDEkipdeO7ZLzbPww5tRCkz/54km2PfAmttZn4Pg/y6SvbflJIgEF2T4pFVcaOkomx7NPSLrrgZ986cTdC8ehuFX6BlbHJRWXXAFxd3FEdDynH0vd2VuQ7cFkXDqdFsnUEcK4n9FRAZzFjE1/3l3W4uwayDNd61BrhygV0ehEXDtS5Hvv2375mZNz/aF6tov2KGgIyLEcuVaveYPciw5+RKoMl06LbUYUiqTAyaU9DVuSlos6sv/ZZ+Hz/wXz4M8w64yuYZKKGQelYKDoMlPzqXcibt/Ws3xsip7NQiOg3okoZRyKGZvZeoebtpa/Zib/zYiziy0ePT7PPz0zxcGpGn6U4Nly5/Usi5FyhqlqmyQxWApGejPsHcqz1Aquiua4G4l1gaX3ve99/Mqv/Ar5fJ73ve99l9z2d37ndzZlYK/EVRK9O+EbfxYGr4HjD6clt4ncfLbfB3f+C0lxaC0phoXjKGORxDHGRKDFt0hcjGw0CRbJMkvSrSiTYvxUerIJKbzVwvNMmurKEKRckyFDQJd7kpSdhUWyqm9uQp4OrorIIaXyBXwKymDQVCniKINrQmIspvQQgfFwLIeOXaAWJXjxPCaJKFh1aqZMK9bU7RxJYqHr09SSkBN6Gx17G0UzSw2Ljzbv4SutYWbpYb28nEJWd0kipblRoogTw3PTNQ5ON7h56wUEzhcSPZ99XM6hSo+cWQVxTQpvuxVvyoItt8MbfvnSXkXAUNHjrh29fPVshWorTF17BZYqk1o4KTE89GxNlIBnazxLY2uFrxJ68y6nF1p88FiJn3zVD6ILQ/Dsh6A6ISDDJKJjas7LGc31CzNmGQFSRz8pzM3YPes6ppsa80elko80VWg5wo6Ut0la6XKJu0HOw84HRKxfm4DenTRji8WlKnFriUbcw1TkwakvsORsobfgrdHiFDybvrzD3sEC7TCmb4vL9963Y21PxMsV3RTi0I1w+otyjEwi3lSkjGe2V+5DE08BRhZ2XRbJxPJ/Jyusml+V/ystz2UH8M/u4+zf/TKPFr+FT1bHqHUi9gyJi3ScGHpzLsUMzNV9Tiw02TWYp9YOqXVCosTQCaSKc6bW+Zqb/F9srBZz132p/NNK0QgiYpPQV/DI2BZDxQyLTZ9qO2IwbSBw/WjpqjSevFSsCyzt27ePMBTh5le/+tWLXgwvl4vkZRe9O+GBn4Lb3r3SJ65nu0y43XO+8wF403+CL/0hTD6F5deI4ohGpOhg0TYez5odLJoiD1kHKNPAI8QiJkGRYNCpRtekKbwXwzipc35PVj2nUrrLoLFSoNbdrrtNgsZg8AjRGNq4xKmA28ZQVi2ausBSnGXRHcXTCWNmAaVtLBPSChWRKlBym7QjTS8VfO0Q6ixHo2F2MUHJ0YQ4zNZaPBLu4nFzMyfC/hfk962XmRmNayvaYUTTj6m0gud7qYQxcPLzUk6t7JWjpixBMulRWVbN92yDb/rFFS3QJSrOlFK8Zu8gXz1T4fNH5ggjg60VQZRIVwvA1YpCpvu+Bs+ysLV8jkYnIokT2mHCpw/NUMxu4003/iBjOx6Ax/4faWPhN+UnSduxdNvOeCVhu+qTcOoR8dS5kveppVNw7JOiSyoMSePiOEh77AWy6Lhc4u5u2BkBsJZDu1llvtokSBRJboS6t52ZxYBs7RQnTh1j965r6Mu7y1qcqWqbVpCgteJVu/uv7ATXTSF2maDu6kenYD1JjVJPf0msLK5/KzQm4dSjAoz8hqTb/EZqABpJ6jGKCLVLp14lri9SbHyF19Sn8bmPo/nbGa/ZzNd94sQQRgmeY1HKOCw0Aq4dLnL79l4OTlaZqnWYqXfozblfk5P/i4luv7fT8y0yjkU7iDEJ9ORcMAGtMKbaChkoKGxL4ViaYsbh3fds5zV7Bxgqel9zeGFdYOnhhx9e/v2zn/3s5RrLK3E1h1IiCr5UR+6u++70flg4zr6zTX778SombPGN+mkcFTFNP19JOlyvxinRoKTaZPBRaaLOdMvwtdwLNwyYui9Izn+6+5S1/B+znB50iNewUZJekxB7ANAkhNh0tEshV8bNj1JtRhi7B2UlFJp1WmTx/BrGlHBcjwif42qMsqqy3YzTjAt0VJbP2g8R9F/HkZrDiWbMvOolQa+CbusPBWkKrvvxhWVybC03r/XE+JMw/VQ6EQGJJ87SXUZpNfzM9sLr3g8De9Y9xrG+HD/2umvoyzk8fGSO2ZpPGBssS1HOWJRzNp3QUGmLVqmQsQnimLlGgKUVrq2xLXH/ffLkInM1n++97ya2v+GXpert2MMQNlLrA5X2jJN2HCydFNBUn7o8TWovFsaIKWYUihVHYzot2c9AfhiaM+IwnumFkZs3X9yNMI4LSxWcUMPwvZycmmXBbzCUM8Q6g6cdvKxDprlA7LdEh5PvpS/v0pPt4cCEYvtAnrffsZXhUubKTnDFEbGeOPC3cixHb0vb+jQhaEuD6daCsIa9OyQlN3CN/L54IhWAVyVtp23QFnHQxDcOrUabMKwRYlF3hshGPruTg4xaS3yl/M081+kljBMqnYAhO4NrS3VgGCX05V2GSx537Ojl9dcPkfPsr8nJ/4VGt9/b3+0bpxnEBHFC049IjCEyhkLGRitFO4yptsWdP+/a3LK1xGv2DnzNpik3pFmKoohMJsNTTz3FzTfffLnG9Ep8LYfWsOV2Trt7+cWHv8qRoE5oYCIZ4n51kJ1qmhCHOlkWKDEd93CrPsEONY2bpsFibBRxCqBeeHQZpe5eYkCj0IlZ5pZWA6TVDJNJjQBA4WPhpUBpnjLt7HZu3DZMplPFcWzcWFMNLCxixpN+dtoRw1EVrbLEiaJlXKDAs86tfFHfyay7jam4ly06w8F2jaqJ8LQiDJMX9Im7gM/W0p+qE8mN65rBAjeOXqCR7PILjYCHoAlPfxCaSwKE2kuSptA67cLepZMQ7c+b/jPc+p0bHudYX46fffMN/MtX7+SZiRoTlTaLTZ+Fus+hmQaNoI1WUPQslILZeoABBvIurTCWtEcUk236TFU7LDZ9vufe7Qxd/x6GTj+BU5tA6fSW1i0+wIhOxUubrl6OVNfFolu2X94q1YF+DRqzK+JuOwNzR2DngxtqtbHe6IqV5yfnuWXGpzk3TqPZ4jpnmr5aDZ1EJNqmQJZxnaGZuDQqHSqDIbZWzNQ6bOnN8m23bnlpBMtKwdD1qVGqkVL/dkWkAK1F+Xu2V0T+dmal31v/npVmvGEL017ERAGxsmkaF9/KYQOJ0gRWiaUkj4kq1K08Q/4kt9YfYarwdhZNhK01cw0fz9botHnw8bkGvXmXN9008rJhkmBFyP3RpyY5Od9kqRXi2oqCZxGEMc0godoKSDIO5ayDEyq29mTwo4SMrbl3d//XtO/UhsCSbdvs2LGDOH4RjUFfia/7OLvY4r9//gTji21cW2PChHEzxN+YQYaokFU+PdS5Vo2zU83wlLHQCsaYxyVCd2GLFj3LhjxwL8AodZ+WJJowRgaFnQKA7hQVL28jv9vpo5P+ZcnkmbZGuXZkC9pxIKiTLZTYFjQYKOTpeEVm9BamwwFytZOMRWdpqgLEEafdXUyU72Z/qwdXa7Qx+HFCO4whMYQY4g0gJUuxvL2k3xSWhqYfEiSGoaLH992/A61XcXNdcBS2pMnuzCFYOCK/LxyTSUnbLMMvO5P23+pIXrQwBN/xR7DzvvUP9JxQSjHak2O0J5cOKS3TnmvwyNF5PrZ/ksVWSCEjYLU359AKY5p+jNYwXMwwWs4yXw947MQix2YbvL54hnc0AgYN6DhEd40zSaueLFs+WxJfvlTXheLcsv2td0kvsm5/PycrvfiufcOmV+p19SRLrZDR8hYsfw8jM0/Qac5iWQGtYh+WW0InIf2ts1juKGNFzZP1iFPzTQaL3tWRWsr1i0C9vQhzz0mfwzhM2bl+sYgI2iLoLm0Ttq45L8d64RidKMa0myQmZtGUmaWPrckCRhlC5dJ0+uk1TQrhEruTIzhxwkg0TgI8Yt3LwPC1LDZ8js01Keccoji5Oo7LFY6ukPvjB6aZqXXoBBGtICLveuQcB13UhNU2YZTQ8CPM/8fefwfZld33vehnrR1PTp2BbjTyIEzicIYzw0xR5MgMEhV8dWWq7CpdW7Kvn67LLrtKZb8nqmRLZT+Xy0+W3yvZpWvpPdm+ShRFBQZJFEmRQw45HE4EMBiEBtC5++S041rvj3W6kTERIIfsbxWAg5N6n713n/Xdv9/39/1qTcaz6UUplhTcNVPk0f232cD0NuNVT8P9q3/1r/iFX/gFfud3fodqtXo7tmkHb2Jorfmz51Z45lKLOFVX1iQAYVyyNVxgimf0ASZoUZAhh/MxH9BP8Fj0GRwdIkYtuQSJQL3uibktErS1LfoGNZyt5yiMsywoAhw2dIU2WdZFjQdq5kqqNxhgKwu3doBo5QSieQG/uo/7pndzcX2T9UGRp+JjnC48wlk1zbouUXI8oqTPMEqo5jxsAXFiSNKrvf6wJWa6TG2ZNWiiNOG4vMjeQsyHHzzKw3urlwlS/SVYeQbq52DjhPF42ooLSYKRK/Jo4k06I++k1IiP/bK5ej/6UdjzttdxFK6HEILJos9k0efhfTXu3lXivz+xwEorIAAsIQiVQkqo5TymSxnCRNEYhCitGIuXeUv90xSSOhEuUqc4QmAlxiUcr2iI06BhAlNvQ6vrprh2bL9+xizqaNMitDxTdboik+2NwLaepD7gwESenG+zUXuQu1f/mrLYZFlN4UaCcSvGTboMMlNot8w73VOkuz/AR+7bxWw1+93RWnKyl93nc+Ngj8xJbc9U56RjCHF3zbjXe2X0YJNe6QDr3jE6aZ9e6TBjah2ne5EiIUKFNEWFplXF1YqJaJFYOvRlES0sSqrBRP8M77B7NFWRNDvBw/uqvPeuCfaNIjm+4/vlDuBav6nWMCSIU0q+S2cYA4LNfoRlCXzbZiLv0xiEaK1pDxOkFFSrWR7eP8aH7p5+05PLV02Wfu3Xfo0zZ84wMzPDnj17yOWunop46qmn3rCN28GbD09favGFk2vG8saWWAKU0qj0RvREUBcVVMalUyvwJ8NpDvt1JgYvkiXASQfYJEaP8/o6cqOfdv18mb7iMXnFfcbQUhJh44uIls4z9GbYCDfpXlrAFglNe4pLg5BdiUNWVRm2HbLJSabyeeTBB/h2/yDLepw0TKiv9VhoDgljU/qKU81iU6P0jfbLyyNKoZy1mKtmyXoWR4bP8cHhn7JHrFDxwDtTgqX/ashBGprR9bhvhGDxiEjEkWnBCWFabpZvMuC0MreFMA7JTtbYBBz56G0VRwsh+KG7pzk2U+QPvrXIX55cQwBBkm5XlLKexcXGgGGc8lZ5lp+OPs3u6By2GqIsmyQFrSWel0NuTT7pkYnm5JE7K+6+dmw/6o9yy0qGqLYXzXHYEjC/AdjSk/z58yvYUrDZi6jlXe4uSOLsBIMQ/LBDNuhgC4fQH6dVOERqudjt8zwwG313pb4XpkwF6dwXjRi+v27E27E9OrYaclUj2msv0ncr9FodzvUv0Or2qKclzs98iErGYc/C/8UMG8hUUldFlBJMJ5dAwIYzS6I9ap5ChBmWVJnpZIXKxl9Tuvt/45ED42/6xf6V4EqC9Pxyh3ov4PnlLp1hTDFjsdwKAE03TLCEIEgU652QqZLAdyW51Kbg2URK81MPzfFDx6fuvNbtNuFVk6Uf/uEf/p744Dt446G15mtn63SDmN3lDM1BRC9MyPs23SAmuqZ6Ygmo5FzKWYfldsBY1OOcU+Wl3GMcSk5xQJ2BQRstBLFOcW78Y18ztlpzcLnqpEf/UwgGOkMsjPFkyYqYThc5F02wVwwoOJJ2JBgMN3kqexfOgXcx0DZnl9bp9VyKE7PEQnNuo0sQK1KlsYQg61oEiaI1jLElvCamhJl+OzZd4N/9+D1kTv8x2a/+OpbqYHlZhHagdQHWnjMLil8ZaZBsM4WlUtP+iQdmA+Qo6y0NjZFjOlq8VWKu6DNVOPRB2H1nxu7najn+yfsPUsg4PHm+QaYfMl3KYAmBN1xnX/c0PxI9zdt4hmk2CJRjqnOJMsYUSUpKjGMJ7GiA9EuIyiSMH74j27+NK8f2m+dNlam/bqb00tiQJmkbw8rK/Osmcluttwv1AbaUTBY9UqVZbQf4nTXu1zZh9TBy4wRRFKLSFDvpk+mdZ0lMU7ZSDsx8ly1sQhhh97O/ZywYtDbTmVpvhz5rLYidHF1doLO2hqMGuE7IorOXl0r3sRhUsUI4lfkwD+nnecvwK0ynG3R0Bi0ki3IXQ3wkmlJaJ5Wat1oXGPdS/ORx3GQCIT4CzH9Hd8XtxpbG7dlLLU6sdEhSzVjBJYoVOdfm3EafbphQyTq4tpFOpBrCRNENEqQwKtPJos9MOcPfunv6TSvmvhFeNVn6xCc+cRs2YwffC1jvhpxZ7xIlmrObAwSCJNUkaULGthAYs0ENWFIwWXDxXItUaZSGXD6PVD6N1GI5zjJd3INbzdDeXEYFXfKqRW7klv1aca055hZBirHRCBzikUZKURABXZklxiZHQEEtMEafF+TdrOhJVv15VHmOc0GRQsshSTUDa4YYjZ8qYmUMFqXQ1PIuu8sZNHBus89ad4grBVGSvibC5FrQHETEz/0xM9/4pZEoO2dMGJOOWUiENJ827Jh/08BoZwYNY9Cn1Mj5Wpn2RjoYjVe7hmClQ9Mqmr4Xjn3sjlZlpJQ8dmyKjY4Rc2f6l7g3fZ7J7gkmgtOM08ISgqH26GuPLAMckRJrkwMYJRZh6lOyhnSTIpHYQ1xPOFRRV+u4bjds32SWgdEqbbXf/Moo/LULy9+GA+9/1VN6W1WAYZTiO5LHz27SHMQcGM+z2YtIU43nWIwXJK2WQy/os9daILZDNqjSsD3sNCEXr3HEbZKfPkBh7LtQWlHdb/ZjGpuKXDKa0rQ9YjtHMBgwFIq/sh6gGgui4hxnxz/CN+oeY3mfcQHrnYBlMcFnnB9gI7uXt3S+gB+sU7QEShTQ0ZAxmniqj85UqNVq5HzfTFCunTC6qHv/9nfOBf424dpWW5gkNAYRniWZKDisdUM2uyEFz8azBVEiGEQpniUJU0Xes+gGCs8W5DMO0wWfyaLH0V13IArnDuMVk6XBYMA//+f/nE996lPEccz73/9+fu3Xfo2xsbHbuX07eBPh3HqP8/WBEVFrGMu7uLZksxcSphohNEJAzrOYKphx3N5IuOvbkjQ7yUqwi73R8xSSFnUq7K3UULkJVjebNJtLqDRkr14k+5rciAy2CNPWtBwIBGpkEICJu1OjdQ3o49Ilxzh1dsUXyaZ9BsoiSYpc4h5U9oM8uVmi4DvsLhtNzVonRABTpQwvrffxXUHGswlihRSCmUKGQZwyjBXD+NWzpd1igw93P8PE1/8ShhuG4AhtyJIaTQ9tIQ2NbifqmiBS6YxiQkYfFm3iSoQ/eiy6XF0q7oK7f+w7skjMVrN8/OE5aJ7n8OKnGKNDVnfM0RIOtkxwk4ABLoFVIKs6pJgWalaEpNpmM8lytpfliUGNr39mlaMzAT/xwG7etq92Zz5E1DdGn0qZdmYajewYlNGDpZGZmIv6r+ptrwx4DRNFkiouNgYcmSpSzDiXXbhtMyGpMhOoboAbb1J39jBedJko+KRKY4sKfusMwkpNVM13E5oLcOLTxl0+6pqJRjcHOiXRgigcInWKbcEky7Qy03xJvpNG0yfVl32SShmXxiDCtiTfSg+wmi1wn/4Ks+nXqOkGiecz4fn4Tg6nttdU1+KhqfxlayZc+tyX4S17vjMu8LcBN4p2man4NPsx1ayL60iKvs1iY0A/TJgu+djSot6P0COHkUGUIoWgG6bU8j5536aa974nzTlfMVn6xV/8RX7rt36Lv/N3/g6+7/M//+f/5B/+w3/I7//+79/O7dvBmwRaa55f7pCmmt3lLOu9kF6UmlDOms1mP0QpTcGz+cGjkzyz1Ob0ao9CxibjWqBhpRPyl+khPhqeYla3GAQ5gigmJ1L2ZQxBWQnLLA8le/QFHPXaPImu/b8GrJGI3MRuGNvKBAuJYowWJTqGUOmEjOqTaJda3GFX+xJ7e99Gp3+LQfZ+xuMGgfBYjzMgBBnXxpaCIEoJR+04pbVpx6WmvB3E8asqLs2JdT4ivsqj6XPYyQCQZuIrDo0wWzqGMG19OM3IOdo199vuZbftJBw5ImMWBidjpt7kaKLs7h+/Y+23m33W/5vzKbryBEPtUNUNBraDSFOaukCVkIro0pNVRBpiEROIAqlQdLVLXRW55MzxnHU3YaJ5YanFcnPA//H+Q3eGMG2+ZPIVpXWZLMV9Y2fQXTXtUCdn2p03wZUVpIxrEcYpn3p6aTTpliHjWCy1hqx3gtHFiH2VC3fRd6iJJgNlsymKlHWTWmaSrC1MtSZoj8TTPvTW7pwP1cuhuQDP/J7R20kB0kELQaoVGotAgVQhNppUJ6xZ07xY+SB40ySd4DqfJMcSHJ4s0OiFvLhRYzX/o0xJn736AmOTeyi2T5hjJIQ5HvUzhpytPmuqr91VE0r9nXCBf5241TmU9+yrol3qvRBLwrCr6A5j4pGPkmsLylmPvG+Rd236cUqrH237u00VfR7ce4eNS+8gXjFZ+uQnP8lv/uZv8pM/+ZMAfPzjH+ftb387aZpiWa9quHsH34NY74Y0+iG7Kj4b3YhazqE9TAjiFA34jkWUaD54fJp/9oFDfPaFVX79C2cQAsJYk2qFKyUrYoKvuO9kf7KKO2wTtlMynkDEA3K5PNO1CVZbA87UHcZZpMQAgakAvdLrmCtbcWrk5mRsAsTlgoxkFMuS4hHho4mxAYlLiAlRcfB1n9noDP+c/w/N+m5a3gzrcoJDqsCCe4BmNIdjZYmVJlUKS478WmKFJQQZ1yITJQzjVyb0FmgetU6wn4tMyC7WyAiBJGTbyXPLr1yPHpOW+dfJmJacWxjpPYR5LE1MO2hL1yQss2DMvAX2vft1XUlf+yU9nnfZ6EXbrSOAIFZX3c64lpk4ai7A4/8vCpvPYVXHUaFAdZq4hNh6SIxLTxap0sZRQ9pkKdHHFzFCRQQqx+PczV+nb2dZjSGSiOmSx3ov4ve/tciD85Xb25LTGjZOXt5/Yftym3NLTN/bgExiwnVvgGsrSK4l2OgZrc79s+Xtq/dyxmEs79EZXg543XLhrvcjOoMOIQ79yQeZdTfIhWvQ2jBTZYWZkTdR6876UN0KWptKTvsiuMYvK/QrRGGIjgMsFRBqh74zheP6WCScyD3IppzEQ1yuJF3jk5RxLUpZZ3u67YD7ccbOfsqca1HfTE8O6oYoaaB2wLRL44GpLj33B8Yz603Ujnu5c6jRj7ajXWxLstIccma9R96zybg21ZzHME7pBAlxoin4NhNFj16YMlPy2VX2cS2Ln3p4D8dmit9zFaUtvGKydOnSJd75zndu//+hhx7Ctm2Wl5eZnZ29LRu3gzcPhlFKvR+RprDRC4kSRcax8B1JzrNJlcmDe8fBMaSUPLCnyv2zZZ5dajOMYjxHkmpNzrVpZe7lmf4qs4MXiPx9vDWzghASClPkNOwrdFnM3MVXL83xXvU4GYYEWHgkN5x4uxbiin/lyJhy6z6NRIoUiRglykkUAguNPSImEQ4FBkhtJuZsUvJEeNFFSkmDmshxtyWIkq9yZjDPUaZ4OtlDLr2L0Jkg51msdQLG8y79SFDLe3SHMZ0gvaV/twCmRIu7xTlmZJuqHSCFCzIxFQJpPgF6NAWmEtOay4wZ4XbUM/dHfVPR2HbrDA1h2vInyo3Dnkfh+Mde9aJwJTlqDiJOr3W5UB8QJoowTglGBnVRqtjohoAJ2h2O1P9jBY+xnMseucF713+baut5rKiLkyaMSRdcB9wSsh/jpH2Wkgo9kWGgfRxCUuHSVy4vpvP8RvIhntEHsaXAtky7oDmI8RyLk8ttTqx0Ob6r9Ko+36vZB1FjiWp9kUx+EtW+ZCp/dhZLa9ARqVKgQAkHZ/UZmH8H6yMiebMK0no34PRql3LWoTWIqeSMQ3vBt6nlPfqNAZtdE/xazblUshVTYVruMJercu+Mj+zasDWApzFkLglub+TKq8Xik3DyT0wwbhKSBH3itE/PqmL5eWQSEkUBTZ0nG8V4mSKZXIl2EDNuy+sqSVf6JB2ZKV1R/RiD/P9iflb9DHSWDam1PJNWELahu3TZp2vlGXj+j75zocyvANf+Dn759Aat4c3PIceSOJYkHv1uSkvQHSTUci6OlGhHk/cclFYEicKKU5SGuWqWvWMmFPeu6eL3NFGCV0GW0jTFda+OTrBtmyRJ3vCN2sGbD81BxMJmH6VhvpajPYxoD2Oag4h+lLJ3LMvucpZ943nAhKvOj+d5dqnDwakCyWhCLEwUy52Qz4aH+RFrnUp7kTBt4efKZrEJWwgEY17C0UKXeneMabWCAEIcbNLtQNwru1BXEqIEwyu2/jB6ToIRRG/ZMsY4V7zWTMilCDwdYknJUJvKkoUmxiFF4qkenhgQ2jUckXAgPsNc8iKPSpulzQNc8g/jprvIiCwq9PFykziWT90JSfWAOFVIIU3L7qo9rJkSLe6yFnmrdYZd3hBPpIYkoUcCrFElSceG+OgUhGcIj18y0RraNy02J2dGsQuTMHYYxo8YPyUhrs/9e4W48gp2sxeysNnHsSX37ipT8h2+udal3gvJeTaONIQpjFN6UULBc3BtSRCn0FjgQONTdJJnabglyskQHcc4OsDTQ0hibK+CE9SpiA5D7bAuxynQYFNJvq0O8FvJD7KoJy8bjiqNFpok1dhC0UoUrf4rzM27Ca6tmk0UPBabw+19kO1d4P6VDvkwy55QIbBxgg62ViA0KZYpPiV56qfO8nz3CVZ15ZYVJNeSoygYtR1NIhAIIdg3nqc1jFlrB7T6ETnXZhAlbPRCypOzzKtp5MLnTQUxWzHnSBoZglA/C3d96M76UN0MzQUTcdJdhcocWmuG9WVk3KYs6kSqCDrG0z0y6iKhduhEDgcKMeeUdctK0g19kirz8PD/bm4vPmmqq7Znfn4aGmPWODD/phGc/tx3LpT5ZXDl72AQp5zf7BOlikf21sh7Zrm/9hx6y2yJrGux2g4oZmwcKXAsQS9MEaPYklrOpR/GuBbUci7HZkqUMjbr3fD7JkD4FZMlrTV/7+/9PTzvssI9CAJ+7ud+7iqvpU9+8pNv7Bbu4LseWmtOr3VxbGOSWM46lLMOYaxI0pTmMCZONHfvLm1PSAghOD5T5DPPrdAaRPSCdLsVl2hNy5vmb5wfQIVf5kj/Ar4ljdbGK0LYxU96ZHNF1slCT5DTbXJqsB12myJGVAeujDXRXGk+acTAW208m5QEG61GLTmpR27iGj2yybRITcSuiiiIEIkavbvEIiXFQlgenoiQcRdPC5bc3dhCMJ6uM95Z4lGZ0PJmGXhVWs4sK84eLpFhr2eznJaIU8WU1WbCS+hpFyeNOBg8w33pCxxWL1ENFpGxZapAGvPlrrVRpY9MKkkjQ4gmjho9U3fZLIRzD8O+95qMMjdvxLKFqeuIkdaa9U5wy3bZlbcb/ZDPPr9KvR8xXfKJEoXSxmPrxbUOjrRIU83+8RwnVroAHJ0ucKk5NEZ3GYdy1ubFlS73628w7fToJ1nqYRaNT0n1SbwiVpySBgHtYYotLJQ2bdRxtU5L+fxVch+f0Q+zqCfMURFmlwg0lpQorQkShRCQ6leuFLuR5uPr5xvbrQ3PlhQzDhvdEKW1sTpIC2xGFs0ox4yCrEjQwqKjXNCQkSmWVEidUl9b5Gu9S+w9WGG+lrtpBWmrCiAF1HsR3SCh6BtTjWrO5fBk3pCLOGWh3sezpXGc3lulcvJlzDe+G9a6rTy9qAf5cbSQtGJJhyJFR+GnffxwE5DEQtCkArZFqATz7Sd453iNZ7rFW1SSbgIp4chHoLVkiKMQprUtLaPjUqn5k4aGOJ344zsfyvwyuNq1PUOcKE6udIlTxdOLLe6frVDJuVedQ0vNIcPYdAXq/ZDl1pAoVWQdi6xnmWw3AeMFl71jeZRWZkKuFyIE31du5q+YLP3dv/t3r7vv4x//+Bu6MTt4c2K9G3KhPuDeXWVOr3fZ6BpRqWtvpaslxKni0EThqquPfeN5jkwVRq245KpWXDnrEIjd/FX6Hu7PBBzfNYXIVMwYb9hBFCapeinDuInOlFmMaswl58gxQKDQymKIRKBxiQ3BwYTiShTWqFK0VY3SI/WSRUoyIka2StBSopBo4+Azui3QQmBr874IibAd0Cmh9CFNEFEXR4XYlscBv4OwPUS0SZiZxLJcdCmHXx0nWnwcHfw1urIX7WaJcQmVhZf28KImXtonaS+jCZAiwE675vtZK/OHke+M7Zm2GwlgG7fq2YegMGHuL0ybDLKbfMFvkYFBmHB2o8+Lax3WOyGDKGFzVOG4sl125W3fkZzb7NMPEiaK3ijzLWK6lKGcdVhqDukEQ/aN5YhGpuEaTTcwMSZFz6EXJCSpZpwWu/UqDWucnF4hm3ZJ/QJxHOJFXXo42EIRaUFGx3Tdcc4xy4l4iq+ou3haHiAaFbs1l3ePIU4CKaAfJUwWfWYrryzv7FrNRxinrHdDihmHQ5MFMo7FIEr4m9Mb9KOEH7hrkpxr8a1uhsNyhuNemyjx8FSERuKQkGKRYBFkpggTTY0Wws6w2g3YVc3ctIJU8G1qOZeV9hAhIE4uN2611oSJ4rHjU7z70PjV+q/uqtFF7X2nqSQNNk3OGtpcgIwfhmH7zgYN3wjdVUNW8lP025v0Vy+xlNYYJgVQAyzdx0UYywC7QJDkiJFckHvYO1hhT/tJFnIfeG2O25V5uPtHYf0F44u15W6vtbkwUSNxfhrByU+b36+jH73tu+RmuJV1hBCCemwIzXTZp96Lts+jrXPo/GafzV5AlCqmij4Fz2ax2edifYjWml1eln1jeWbKGcbzHoWRX95KO+Aj985897i83yG8YrL03/7bf7ud27GDNzGGUUqYKOZrOXKezdnNHpvdkM2+0f7UCi5Fz96+Ot7CLVtx7YAwVlSzNU6LefYN6uT8Mgzrpl2EIOdYzDldBlGA8HJc4AC5ZJMqbXwCJApbKLSWhAhSJBKNtW09KfBG5CjFBOFaI1KlR8JvMaobpWbmZnTxrZEC0CZmROvRs4UgYwu0igAFlo3t+QjXN3lVSYAzts+IezvnYLCMLywggvYZs1Ma541OY0tzlIS4WxUy4ZgqkbQNUUpjQ5JG24SQ5v+1A/DYv4PK3OWpt2uqRzfSFj232ObUapfFlhHNV3MuqTJle631drvs2tutYUQQKzzboh+Zik83SBAM8WxJxrFYaQem0jSq5gggTlOU1viuRWcYkyjNfjemNGhSjBR51WaSPkmSJ5U23VTgkeCKhAEZnpHHeLr2MVbdWb60KIkdGPctNjvGqoJRVWlLypVqzXAkrN8/lifn37zScq3/TJSmzJSz+Lbk6+frLDYHTCufOMmR92yznkqBJSXn6n0OWoL6IOZS6QEOdJfwRIhWGiU0tgCLhED7dESJRA2wLUnBd1gdVYtuVkHaardt9ELag5goNROWgyhhrRNQzjo8un/s+uDbrZy66n7TZm0umEm9oDOa/DprdtLmS99ZsrT5Eqw8zSBRtJtN3LDBrNVgUY7TkVWKUQulzdAItk/Z0vTilLlkAb8v2B1u8Pbjhzn8wPteW7Vj94Ow7z3w7LqpKgWYdvaWMF8pYyYa9eDJ34Spu6G6943dB9y4xXslKbmVdcTW87bOoSTRFH3nqvNo73iO55baDCJFybdxLInWUMma3/koVdQKLm8/UEMKedU2HdtV+u5yeb9DeNWmlDvYwbXIuBaeLRnGKZWcy15yDKOUIFYorekMYqJY0RxEzHO5ZftyrTjfNlTlTzv7OZ7vc2jzNGJrYiUOIGzh6wCvWCRTmGUiVURth2YyR7+1jE76ZNWQLj410UUgyBCM9EcavS3vltijq/0hFhkiBJoImxYlCvQZkEUjmKAJpAgVjxp0YJESx6b6IpMWlrSxxKicYfujcNoR6udMe6y/NgoDHeVeqcRMoYXdkU/SDaBjSFJzlSssYESYnKxhBNlJ88V+5KMw99BNK0hPX2rxtbN11joBgyjhQn1AqjVSQ3NgEuctARvdCK01layDLY2eqOjbSMk1t011o5pz6EUpgzgh7xmn8o1eyHjekOQwTvFdsy804FjW9mQgCLSGouqwW6/gJZJ1aowjKBBj65hI2QydAhKb5znE77kfI+cfMGaiTpsoTPCkJOdbiJHeQmlFMko7UVqTd22ynnPLBPQb+c/sn8gxnlcopemHKXPVLJ0g2b5aj0cmpNWcS70XMZ43I9ed/C4W40Pc2/lr08LVKal0SYWD0oJyuMiSnqDnVMlZMUmsiBNFNefetIJUyTpMFT0miz5Jqq5ut92sJXJtTt3Gi0bov6VdCrvQW4cznzck+zsx7dVcgDOfRw9bNJMim/YENa9AfrDMjFqhQwYlHRo6x6p3mBlniNApsZUh52WYzgrc3iX2J19BiOO8JsdtIUz17dSfmwocejQ8YV32XfLyoEYXQKf+FB75x6+qHfdqiZBnS+bHctvH9tp2242sIyo5d7uCtNoJqOUc6v2E9Y5R9tvC5C7OlH20hno/xJaSmXKW47vKvLjWZbkZsNYJmSj4V5Hx7wd90o2wQ5Z28LoxUfCYH8txaqVDJevyzKUWg8iIAm1bsNIKkFLx5dMbjOW9q77Mb9SKU7DtvdQPE1aCCv/vxlv5e7XnOBK9iGgtk1oZhFfE8xIir0qiwNYx+YygYrsMo5iwN8BRIXWdp6GLFMUAhY9HTIo1EoMnWKjRHB3YKDRypHlSVOggSCmiCPBpiDG62qZGhzyGgCVAhMRGYeuEMBW4QoPjY2XKCJ2ORvsxxMhyTBXILRg9xFaK+mDt5kRpG8poJ4R92RIgUzaVJjdjFsW977zhl/elxoA/e26FL5xcoxeaK8wgSUlTzSBKGcYpri0p+S4aTWs4JOvaBIkiiBMqGYfOMEEIQdG78rZNYxgTxoqMbRHE6cgqIqE7jCn5NjnPVJ2KGePpYlpK1vZkYDXnEsUpk8EFtHTRFrSTAtpxkVYXJ+5RoI9UIaf9+/g99aOsWJMclnLbmmIYp4SpwrUsIsu0B1Ol0KNIhvG8S8a1mKvl+eCxSYQQr8p/phskzNdyxKmilHEo+mL7an3rKl4AiVLGqcGSxHFKManTtcqsiAmKukOGCC0kkbaQUpJoj7Yo01cutpQ4IyPJW1WQZqtZfuS+XXiOddNF9yps5dStPm8ib6L+ZQPKZGgc4EuzkMRGM1S+c+aLW/o4+dxfkR0GiNJ+4uUFMv44keXRKJbwB0sMIgdLp6w7uwkTSSRiOlYFx7GYKWfJyQTkpPlsr+cz7H4Q5h+BZ//AkEs16usKaf4Mm8aLzCuYitwNWpc3I0SvhQgN45RTKx1W20N+5L5dfP1846p2G9zAOiJX2T6H1joBzy11ts8hz7aI0hTLgvffNYnnWMSpwrEkBd82v9O+wzcWGjR6kXHsfjky/n2AHbK0g9cNIQSP7Kux0hrwxLk6QaKYLvnEqabeiyhlbA6OF7ZDPn/m7fPb/jbXtuIcKQgTxXo3JEzMKP1UyWPdyvOb8S7eGXY5wEUamXkII/Z0Vxi4AVJEVOMVPB0S2AUa8TgeghlWmRItYmwC7eADoRAkSPKkuCgSJBZ6ZBKgSbBo6gIFMSRLSAokCHpkGYo8DZ0jkEUm1CoZTNhvgkuKGrXyTOxGGNvE3SEFGeOhENK+7JC9NXETSUAZDYmKX8neNmUSW5rqUhqNxr49M61z6AM3NJG81Bjwh9+6xFfPbBIkil3lDLHSXGoOcSSMGAz9KKHo28QpWEKSpArftomSFCkd0kSD1uQ8h6FJraXo29hhwiBOKTuGvJQzDrHSdIYRm/2IPbUsQaw4u9GnOhpJXmmHpKnGdywkgkLcYEYvc8E7xHz8ErNijQEF6tYkQuXI6waO5fBE9SOstaaQgGsLUzF0LHpS4DmSTpCQcc34eJxAL0xwbUnGs5mrZvmZd+xlrpZ7Vf4zBR82uiFLrSGOJYgThWtLumF8VSXoYmNA1rUo54yLdtBcIpe2aFJiWqyipSRNTRVNOz5hdoxqv8FzKs/FqMB0xVQE4DVWkG7+S2pI9MZp8yc/YYh7Z8W0toU0JF5KWI5fU/zKa8HWMdhcOs8Di4+j7QyOncNTLtWkTiyKKOmQukUm0k0achylBJm4QdcpUMx6jOccciKC7rrR5tUOGFf016q/EsJUZ1/6y5GNgANWxuybNDLkKR6gvQLDKKaxXseh8rKEaE81yxPn66+aCOU9m/3jec5u9PjciTUaPZOVeCUxvpF1RNF3zGCL1oRxSsaz8UY6UguwhfmuHb9BfpvnSO7eVeRD98yM/JZehox/H2CHLO3gDcFsNcu7Dk7w9KU2qWbbEK7g2wgtOLnWNeLhzT5oeOz4FLPV7FWtuCBO8XyHzjBmGJkYlIxjMV3M0BxGNAYJn03fyo/aIbt0kwsDSSdUCNWh6ikcFbAZWaxEeaQ0eqQKzZF4G8MzRpokHzNyf7mVZpRKWxYCBTE0WXZYWGgsEhQ2dVWgavUoqg7nmaFKC4UkIIfDkGk2cEmQpNh6iDVYpkuGVAocS2HpGOkXwPZIkggRh4g4QKqt2tbLYXR1q1KwbdOSzFSNNcC+99www01rzZ8+u8xfn9pgpTNECkkvNHl9loRk9GVa9h02R07jtiWxLFCpRkrzfkFi9D7iClNNIQRxosl5NraUdIYJUkLWs6koTT9IsIWgknVxLclk0b/KZ6ng28y6WYZRStGCyXYHJ0rI2CllEaCSNsHAZuBUaGbm6acWl8IsU6Mv+M1eRMG3sS1BMeOitaacccjaNu0wJlAppazLkekiD++r8cGjk9tE6dor+Fv5z3iORdF36IcJOc+mPYwpjD7zViVo71iO8/W+aWkKwXwtx4VmiOqt4xKTkQmptmjqDAJNmSHO4AJ9q8Bpax9Bopgq+CgFgyh+bRWkW6EyD4d+0AQshx3TZtLKnD/FGUMKBnVz/x3QLm0dA928wMODL7IvPEkYZ+klgmZs49gZ8mmATLpmvMIvU9/1UTLrTzPdeopcZZySlyI6i1cTvrXnTWvx9Rhs7norlGeNEaWwzYXM1iCFVyIZNmm12rwUCb7+bJ04a9+SEJ1cbvOXJ1YpZtyrrCBeCRECc0E6WfRZ2DDn10w5e93j11pHZF2LF1batIYxR6aLHJoskvMsHEuScyWfe2GNZ5ZazFT8bV0SmO+LtU7wfeGd9GqwQ5Z28IahknPZO5ajlveMtiNKeGmtxzBKKGUc8p7FYnPIkwsNNroBH394D3O1HPvG8xydLtIYRDT6ERu9aGSt7zKe9xBAN0jAdyiM7eOvhy73pc9TVBfJeRInalK3pinomLZVQCKwoj6zLDHEI9Q2rkiQ2kyzJQhSIfFQKFwCXIoMsNCkyNH/A/TIPylGYKOp0iRHH5kK8rTx6TPE57yY45LcBWmMz9Pk6ZFoh4aoULIismkbrWJiJRhaGVp6Ajfu4UebZKPBSEr+yia3BQohR8JklZgAXL8Ehz54QxNJrTW/+82L/PZXF0wVJDXi9F4osUfVpIJvk6SGLNpSMIhTKrbEEZK+NlYJrm3RDxKmyz5CMNIyeNu3J4s+Y3mX85sDLCnohTGDKOVt+6r8nbfNUc15L+vgbS9HOF9oM4gSWrLGKhM4SR8/7mDbPgNv0rgIWz737i7jOxanVjssNofYluDYdBHblniWIB0Ju8eKHg/vrbJ/orBNMrTWfO1c/bor+Ov8Z+bKV2WsmUqSZlc5Q5QoLjUHzI/lyLoW3cB4ir1lrsx43qM9GlSYqJSZ6/bIaMWqs59C2qRiDxFak2gHrWJCJ8ehI/ez2xunEySvr4L0cqgdhOn7YP0k5BPITRrfpSQw7WDLh6ALq8/ctJ37RmDrGOjmBd4TfIFctEpi50jtAr4ryLc26Q494pmjpHYOqSKETtmoPkgzrDGTLlNKGoj2+vWEr3XJbPegYZzJXwt6a1DabSpw/c3RUAWQRiS9TdrKIRYhenycsak9DBN1S0I0UfD51oUWtiWv+0V/OSK0haxrk2ptAqTjdNs3aQvXWkecXOmw0g6YH8txdLpE9ZoBm7t3l/jWhSbPL7XZO5YnO/Ll+n7XJt0MO2RpB28YMq6F74yuXDIW5zf7DKOU8YLHIEpZaQ5pBzGOJVhpBzQGMT//vgPMVrPcM1vm5EqH3aOFaCxvFlcwXiAA43kX17a4OJhgUbyPfWNdLqllDnUexw0beGmCdG2yKmFMLwNwWu9Ga8EYLcZFm0i75ETApi7i4lMQAT4RW3lwKZIsEZIUhLE9iLBRI41TgSaMBOIBRZaYpCQDZHqJBElPZ0BosiKiS54NnaVEngMsMCTLkr0f2Y/IqJRpKUBIEq22vz+NLebNodGoNEHbPjo7hX3gXXDvT7JeuodhrMh0gm3h8tOXWvz5s8v80dPLNPsR5scJpJQoDUGamu5bYCa5+pEi61o4lkUvSkBCxhbG08gWeJaF1gKlTOvsyttKQWuQMFfNMFfJ0Y8SqjPuNiG+EpM3KPujNZw9B7ksRS+g4jokWFjONJ6zi7i1wm4usXHXh4lLx7nQMOfSnlqW+/dUOD5TZN94/ioydmUV5koNSS9MOL/Ru+4K/toJtF6YXpWxdqXRYTXnYEmoZl0u1AdXkZvdlcz2z8qFGWpfyBP3AmI/i2UX8W0JpISpQPU2yWcK/PTDc1CcuaXw9w1BYQpyNUMGyrtNhbJ5fjRkkBrSlKmZqczbZCOgteaF5Q7PXGjyzuHTuEmLevEYQiVkgzWG3hgiP4nbXSVsLtMffwtjyUXW/QM838lQHr8Pb1cX8dIfmAGJ/BS42dGo/9BcREgb1k+8di+keABJhM7UUIMWOjXvKTXESYLU4GQKDGrHsCxJ3pK3JESJ0ni2pBskV3ljbeHliBDAIEqoZB2qOY+V9pD9VxB9AKXNEM1b91R416Fx2oMYreHodNFs0zWYKWep9yPmqjnaw5j1brijTboFdsjSDt4wXCn0Hs971PsRpYzDIEq51BzQHkbU8h5TJZ9GP+K5xRa/8aVz/Oy79/HIvhqr7SHLTTNuLoAwVnSCGNcWFDwb17aIEoU0TkoM/AnOiknq9iRz63/FdLJIRTVQGG+k80wzJItCs6arBLisqirzYoWCMFliy2qMPWKNmugSIHFEikOyHQORYuMJkCIlslyS2DJECqjQJaVOU9eo0qRIh3UqCDQdsniEeDpG2C6rySQFK+RsOoHl+CjXZUM0OBQ/SZEOGglao7QJ9BXXf7dhsuolES6b1m6G1m6CdUX7q1/hdKbPujVJTTcoOwmNUPKlZYuF+oD2MDaDeZZAKTNZ5TsSaUkSpQlTTdaSKKWwHJuxvMt6N0QKgevaJmal5FPJudveSluts2tvjxc8cr7Nsd2vwAjwSnRXYflpsD1E5xJ+Z9FUPLwSZMp40jRM99z1FuZ2z92SVFxLxq7VkARRyoVGn4fma1ctSjfyMKrlPZOxtt69yujwwb01Ht5bvWl7bHsbzl2CqIcXtfGGG1d9Jl8lUKiYrLEkgFGF4bZCCJi+F058Gjqrph2nRiHLOjEDApYDq8/dllbcpcaAr53d5Ny5swSLpxHqOU5npym6im5uD27SIRNuYtkF2n6BCV2n0TrBmjPB6cp93DUymKz174Ezf3hZZxV2r9Zf5Sfg5J8aU9bX4rRtZxg0V+gNUlruUYrRCp7qI5EMyeLbitjO083u2X7JrQiRY0l81ww/XDnZuIWXI0JXtsYe3lvlU08vcXajx2TRJ+varLSGPLPUIh6ZwX7m+VUqOdeEeCeK/A3I0iBKGMt7/Ohbdhmn7ttJ0r8HsEOWdvCGYUvovdoecnajxyA0I+QrzSHtYUTRdyhnXBabAb0woRdEfP3cJvV+xD94115+5L5dfO1cnbVuyGJzSC3vMlXymcz7nFjtECUmzLGWdxlEybaWZFVOcqrwo9hScEBfpGuVmEpeZJAUjEGAhAndQgNV0UELSVaEZAjZBJapkSKp0ENrOYo50UggxELoxHgyxT2UtEm1JNA+NiEzrDKuNhEoPCKmqKOR9MkAgro1RVtWKEmbCX2WB9NvEcgaHTnGaujRIU+DPFn6jIsWto4QUqHVKGZl9B2XAE3KJNik0ufF7IOI4hTLGw1qG8/wlvJpZGGKqN9kvdkiiS0ecXajrbtoi7J5j9QIouNUE6V6JI6GVCl826WadXAdSZgqZso+EwWPA5MFHp6vMlPJ3NLB+4ZBuK/mC3fzJbNAWx5U9sGwYRby3qqZ3hq/y8SzZGvbbYtXgptpk55bavPkhQZv21vb9v+62QSaY4mXj8y4FlrD4jfhud+DsAfF3cbQ8MrPNHEUxg4C4s5mstUOwuRxWH7KVFAsD1BmqjI/aU669uIb3oq71BjwV197gsr6E7wnWSFMl9mdLLDU67IZ74HxGSjdTaF/ATvYpEjIhJ9SPniM2r6PcnRs7+X9rmtmui+NoLNktvfKdpy0oHXRxKa8huDbpdaQsBPgBgMKdoRngRA2YaLpKhvtOqTW1V5WtyJEBd+m4Nm0BzG2db2m8FZE6NrW2Gw1y8fu3719AXB2o2eihSzJW+erTJcyDOOU5eaA9W5AmCjuu6IteO3PnCz6O+ToFWCHLO3gDcXWL/JnX1jl7GafxVHrrZb3KGdcNkchu1prlIIg0XxzocFqe8hjx6f4W3dPc3Aiz+9+8xK9MGFXyWes4HGhYbFQ7zNd8jk2XeTcZp/VTsCYLegEMdOVLBdz78Nf/3Nq0QYZRzLhwlo3Zlw3KYseTZ1nSIYIj1C7+IS4xHxbHQQ0H5JPYJPiihgLhYsyY96YLxdIkUojpMS1IE1dlA7xCBEjcqUEDPFwSJmkTjEdYiUvEYgsdTnGImWmZMh0fAE/dlixJujrDAtqnEd4hmlWKdEHNNYoSqVNiae4CxdFRfRwHYduKon6KYmdYyASxlrfxIvO8015P2tWjjDqsyc9Tz5dpyUeZdUap5w2yKiY2HJZScukShIrjSMF7zpU4ycemKOcdehHKTnXIuvZd+YqU2uzMKexWaydjCFG8dAIa4ctU/nIjr8sqXg5V2OAqaLPgfEcp9a6nNno8tZcFTHqm9xsAu0VRWZsobkA578MJ/4EuiumYtNfM1NaxV2XP5Obg2gIU8fvbCZbYQpq+2D524aEWjZgGVKkEiPyLs0Zzc8b1IrTWvPs888wt/inTLsDBvlpNkObQWeNab1BdjhgrWWRnZghdMp02nV2V0LcmoX30E9TKM5c/YZO1lSP/LKx5UgjyE6YKpNKIIkgO/ayNgI3GvEHeGZhlTntUhUD7DAgtrIoy8fSMaW4RRr6xPlZLBVe3q23IEQAOc9iquRvV21fCRG6WWtstppldyXDWifgk99eQgB37yptTxnnPZsDEwV6YUJ7GHNmo8fUTcjXDlF6ZXjTkKVms8nP//zP8+lPfxqAj370o/yn//SfKJfLN32N1ppf+qVf4r/8l/9Cs9nkbW97G//5P/9njh07BkCj0eAXf/EX+fznP8+lS5cYGxvjR37kR/jlX/5lSqU3Po38+wWz1Sw/8/Z50PDkQgPHEkyVfBabAdFoRHu1G2EJKLkSIRSDOOEvTqzy3FKLStYlShXtQcxXzmzi2BZF32Is71HJuoQjn5ul1pAz6z1qeY+9tTzDeC9/1Xovx9XTzNsdZtMNYjsLCbTJsyQmQEBFtllOqpzVU/yAfJq7rQWeT+dZp4xHzC7q2GgCPGxiNILRgD8KsLWZpkszJQhCtDKzdCkpGguQpEjy9MjrHgBad2ilJU7ZeziZmUMlEU6yxKqYwZMJFd3haX0X6xS4jzM4xIQ4nGWO0+5xOhE8ap1kqD1sKRgqyTBMyLsWc+kKoRKoVDBUCbado2NlOa8zzOlLPCa/TpM889Yato6IcVkQk3xb3s0lxpmvZfk/HiowmWmYRWjs+qy424ruqlmYK3vMv2jTGpK28aKSDjQvGP3JLUjFK3E1hlEFaaLARj/i7Hqf3ZXsVcZ7r3kCbbua9EkYrBuyV9ljDFTrL8HaC4YwZSqmCrJx2kTQ3EYh9Q1xZSsuCUC7hryFbbPNtmfIam/99U2UaW2ObTxgM5DI819m3BrQye0HIciVPTrDCYjWyciAQn+B9mCMKFVk/CK783XE1D3GDuBabPlGXfqG0Vt5RUNIr9ReFaYhN3ZTG4GbjfgfHM+z0Eo5JmMUDpqQTLSJ0AolLDoyyzC1kfGAVF5tbHorQjRbzfLje2tcaAxeERF6Of2aGE2j9oKE/ROFbaJ05eMHJoxly0wpQ3MQ7eiSXgfeNGTpp37qp1hcXOSzn/0sAP/gH/wDfvqnf5o/+ZM/uelr/t2/+3f8h//wH/it3/otDh06xL/+1/+aH/zBH+TFF1+kUCiwvLzM8vIy//7f/3uOHj3KhQsX+Lmf+zmWl5f5gz/4gzv10b4nIaXkseNTbHQDI+buR/TCBFvAZj8ywmDXotGLCJOUVj8mShTPLXWwLcFU0We65JNxLOr9iEEomSp6nK/3ObnSASHQ6JHY1qUdxHi25P577gN1D49v3svBjc9hiTr0IjrkyeuEPH362uOcniHB4qSaY49Yo0IbG0WHLOuqRIkBE7SwcUmkQ5YAG0gx4a22BivuIrRC2y46DUllFq01GRWYqbWRb5NCIEkp0eF96eNc7C1xyj7CstzFpN7kpHM32WSVIi3W5DgXGGIT8i2OsM4UPhY+DRxtGoQdOc1QmKmXnBhQUi3aosSYipDEOJ7EkoJEQWr7vEc9xXk1zXlmGAiPoow5JpfYTZsX/OP82ETMxKkvjvyafLMI7X2nuRofLXY3ikx5w7AVxVGYgfoZIzi2HEOS7MzI58YxC/wtXMk//fQygyhh30SerGPf0NV4C9Wcy4N7qm+c8d6V1aTeigkpHtSN23O2CtYx89m6y6OpM9u0vQ794HfGLbt20ER1tC5C4yzEoTE1zU+aVtagaQjUa50oay6Yik7jHCQBbn/I/MZJOsXDBKnCt03lMh07iKj3kVGbQrTOcNBgd6XAfq9JoTJxcyK55Ru1+gK0lzBmrWrkYxYbop1G5vH8+HWk71bmjydX2mYII26TDVaQKh2NfwgQmpwMkCqmOezTCxPw9KsiRA/trb4iInSjVvO1lbBBmBAmioxj3fAwZF0bz7F4/5EJsp69o0t6HXhTkKWTJ0/y2c9+lq9//eu87W1vA+C//tf/yiOPPMKLL77I4cOHr3uN1pr/+B//I//yX/5LfvRHfxSA3/7t32ZycpL/8T/+Bz/7sz/L8ePH+cM//MPt1+zfv59/82/+DR//+MdJkgTbflPsnu9azFazfPzhPTQGMc8ttuiHMd4og8iRgjA2ztCx0lxu8ZustY2euQoq+DaHJgq0g5gLjSGWhFLG4eh0ibxv0x1GuLbFew6PU8y45FxrNEW3m6R+jNLZP4GTn2YliGgEsKqqbOoi+8QKNdHGISFLwIaq0EyLlGWf5/RedrPJ+3gKnxhfRQihCIULKHwSY6Kdmkw482UqkH4OW0h0fxOl9agiZRLlFDZauLg6ZG98mvF4mb4sEClBLg5YpkSDIufs/XwhfZQHeJoSfQoMiNIMnkjI6CFDq8Ci3EXed4jSFJFGSJ0gpSEXShgjOltKoiRm1m5SFBErcpyeyoCGjvLpyhkekGd5p/c55r3DiMy8IUTxwFRA1k9AbsJobK4lUW/04u5kTSulfs4sck7OLHhJOCJqOZi+xyzw1+BSY8DjZzf57POrrHUCxvIesdLsH8vf2NX4ijGlN8x4r7kAT/8u1F807s65SUBAvGjIQm2/IU3jd5nHZ+4zOiGd3vAz3REUpoyFQP2saW9mK4ZoOBlMxEdktEsbJ1/9RFlzAZ75PSO2Lu6iEdtcWHmRwnAdK1Ks9yU6W2U875PNjxG7D0DzNGP9C+wpNqmM5RHVe1/+XKvMG7uMhS/BsGO2PzKVXOzMqKJ3xmjF7Mv6optZR+Q9m/1jORYWzjK/9nkK/TM4aghIY1krJIIULx0ihY22QoaDLmvx9VYPtyJEr0ZzdyVuVAmr5FzCOL3lBJ1nS7KeffuHB77H8aZgA1/72tcolUrbRAng4YcfplQq8fjjj9+QLJ0/f57V1VU+8IEPbN/neR7vfve7efzxx/nZn/3ZG/6sdrtNsVi8JVEKw5AwvNyr7nQ6r+VjfV9grpbj5993gN/40jmevNAg61r0wgGx0oRJSpzorWu2UXAtpAqSJCXVEEQp7VHI6iBMOLarSC9MaQcxBybzTBV9nr7U5JPfXmY87xKl+ooIgT0UHvo4RBvknAxnew6N5Sb3dJ4nCXq0yBFioinGZIc+Gfpk2C9WCLVDQxdpyyK79Rq5UViuEhaKFLEduKvROsWyPZA2IjWTZ8LJoNN45MrtYomUdCQUd0io0KGkOgzweTY5QOSVmFd1iuoUn9Lv4M/Fu3mrfoE9rDIl2kTS4YyaJSMtIqfEbMlnoxfS60uCVFCxOujcHmRaZBgkWBJqTkgprRM5RbIygzU0E3W2JRnLORz2JXOyizc+a6IbwPybrcHpz5lx7P0/YLQ1WySqswz732eqJW9UtSk/abxsNk8bUqGVeU8vD5lx425uOZfjObi6mlTvhQRxymwli5SC1XZAZxhz3+7yDV2Nt17/hhjvaQ3P/xFc/KohGN1lQzC9gpl6C5qmnVXJge0aTY2bN6Rp8tid1SpdCSFg4q6Rm7w0REOPnOSjgdECTR55ZRYCV7TbcDJw7suGKI0dpjGM+fZikzTO4Lg1skmfXekiJwYFgihltpoDt8KGdwA3V2P3O/4uorLnlZ9X5VmjA0NCGprP4hVGlaXYVPdaMaw8DcVpNBjbgostqnn3qhH/3GCRifo3ubfzLNPdv8ZRwUg5aCEESJ2aCVlhIaXFmDXgx46V6Fb3vGGE6Ga4WSXslYq4b5aDuINXjjcFWVpdXWViYuK6+ycmJlhdXb3pawAmJyevun9ycpILFy7c8DX1ep1f/uVfvimR2sKv/uqv8ku/9EuvZNN3gCFMP/vufYRfUDx9sckwTtHafBdKaarngPEBwiTFp6MU91jp7ZBH2zZVqSsTtJNUs9ox00vTh8eZKftXRQh87L5dzE7fg1x7gYOz80xHF2glKU9HFdJUMS7arIoaz6m93C3O09I5NnWJ3WKDnAgZ6gzP6X3Mi1VmRB0BRDgIUhQ2FimuTtBI7Dgw1QJTZ0KQgrBwMSRJSo3Q5g8YT6U8Ie8VT/EllWfFmWMqvsg75Ck+pd/D55hi1u5QdROkl0NHAR9QX+aos4aQM0S+xXJHg07xpWYjM09RuWwOTGzKnoJFud3nvJhlQJaxvMWucob9E3n25GIKKwoR566PWamfAcsaBQBrM1m0RaIWvgKLT0JtP9rJ0MnO0p18GC+TpeYm1CObvjOGP/LI2pqOu5H/EcB6NyS98A1qjQs4QpDGIamdR0qFM2xDv0GUnSCMJeHqRWpTczyz2ObxM5t89ewmrUFMzrVpDiJynk3Gstjvd+n1Omyuttk7NXeVq3HujRa4Lj5piGUajVqGvjmyQds8brnG0yhTNWRJKzO5VZq981qla5EdTZQNG9A4Y6b2EIYc58bM5wlat9YtXdNuQyXQWICp42ghOLfRZxClTJTHsJIJZOsCmahJJT+kkWRYbg8peha7dZ3agYcQc297dfskHpoKaGfZkLxs1Zy30cB8Lq0Mef3af6a+scLX9VEe38zz9GKLas5lvOWxfyzPbrHO/PKf4kVNsvHGKCPS1CGFECjpYH5tU5Sw8aRGqpiap6mN5V5mI18fblUJ2xFx3zl8R8nSJz7xiZclHd/85jcBbniwtdYvexJc+/jNXtPpdPjQhz7E0aNH+cVf/MVbvucv/MIv8E//6T+96rWzs7O3fM33O7YqTL/+hTP85amIKFa4tkU7MQu14IrqkjCEyRWCVGmiRKMs05e3pNzO5IrilIX6gCRR5H0L1zJana0IgTPrXT57Yo3HZh6gvHmR/PJT5INVqIwzFnTRww4D7dOVJR7kDJNscpcOeVod4JKeIMGjTJ9zegJfhzQoUqJHniFV2UUIQah9LPrYcZ80tbC2Zv3TwMQjOD4ijRAaQJkv7y3HbiGQwqKiuzymvshp+61sZmd4u2iybzZgbnKSXRN76Trj5Dyb1jBm6fwuNi58hXznElVixsd8AuudLA83UN0NPF9wfDqHnQzJdTdInRw6u5t7ylX2jeVMxAxAf2Mk5s2YBX0LQdtUF7JjxrsmHQX7Duqw9C10EhAlCStBltVNRab9l7jxJ1m0a5zQDtr2Wbdn+CbH2LSn2JfpkRMRPeUS+eN4rsmnKmYc0JrOMOYtl/6Mo+0eDWuWguqQHbbw1YBUxwgUwxDq/ZN8cfglviWPs9QYkI3WUVFALZslFpMMY0Wwfo53ZE4zo1aQachwYJOXh3FK9/KELjCMEjZXFsjJiPvGqtx/ZP6yNumq6sgrrJhpDSc/bRyjvZxZlOM+RF1jlphGhngkkbmv1zcGirsfhH3v+s5ola6EkzVi7jgwAunCtDkfpGVI0sWvQ3XvzScQr2m34WRNPEhvFb0mWQssFhsm+gYhCEv7KMZtxgZrLMZtwCHq95l3h8zOzlI+/gOvnjw6WbOP3dyomhSa8zbqmTZitgJaMwwDlp//Ehl5gvnpD3Exm2Vc19H1Iec6Ge7yT+DFLYbeBMXWSYRlI4SDTpUJwlaghIclwCPBks4ds3tY74YsbPZvGoOyI+K+M/iOkqV//I//MT/5kz95y+fMz8/z7LPPsra2dt1jGxsb11WOtjA1Zcrbq6urTE9fLiGvr69f95put8tjjz1GPp/nj/7oj3Ccq91Vr4XneXjeTlnz1WKuluN/fWiO0+tdzqz3COIErU1FSY4IEpiKC5jJM/O4IU2+a+E50mSXSeMHVO9H+K6F0uDYl6dBmoOYtU7I04ttzq4X2Gs9wsPDL3F48By2q8kQsOaOs5kWmFNLeAR0ySGEJBQes7IOSLraZz8rZEXEhqjS1Tmquk1X5yiMrAdiihToI7WNlAqxZWpp++DkQQxG480pjAwtjVjUVF+kTsmkHe7pf4VYjSGlg91vIVbKsJkzQtx974K5ee6bfYT1zv1EzWUyIqJWKUF+is2ll+D8V8j0FsjJDtg+ncx7SXqbvDVYJzszdvUXrXTMIpmfNAvlFtLItC9sfySsHhGpzZcIBl1W0wpxd51vNNZJleBe6pR1nVYEz+mjFOyEcfUi7+I0TVGmKAbYaUhP2XSzczj73806U3zu+RUqaZ33TQVMJ0s0VI5mKghkkf2ijdQJUWpOCF+1mFAxe1c/w5NRi7fpNY75m0RqQNR3WQtnmLWmORA8SzUd0C/sIrI94qDP7s6LHO4scXDP23lroYVunMPRIdkgj7hwAuQ7zee7sjpyI33WjcjU4pNw4aummqgU2M5lYXd3xUy9xYGpdhR3GQJ1/Mdeu6v0G438pPm8/Q0YP3y1E2puAjZeNO23rfbnLdpt258nU2HoVulurrO88RyXwv3kfJvW0GY8X8QuH6ZsCeZdwYxu0UkkUwcfoHzP+18beSxMGZJ36evGsyoOob2AFoLYKaGjHvhFWpGkZeWYs9YZb/4ZhaiCP7hIyU4JexFTrBNPHEeohChJwclgJQHIFKU0tk6xrQQpLASjqmtxBipzr/swvByGUboj4v4uwHeULI2NjTE2Nvayz3vkkUdot9t84xvf4KGHHgLgiSeeoN1u8+ijj97wNXv37mVqaoq/+Iu/4P777wcgiiK+9KUv8W//7b/dfl6n0+GDH/wgnufx6U9/Gt/fEcHdTtw3V+ZDd0/zu9+8RJKkrHYD4hF/sCyB0pg2ldAkiYnjcGxBznVG4nBNJ4iZKvl4tiROFUprZsqZ7bT2Rj/i6YtN+mGCLc1knfDm+cs1iPQiZb/ECw40hMcRcYpCErFKBUfHaOnQJ8+GzLOPZVZUiVUq7JcrTOgmAzwuMkFeh1TEkNDK4+oAn4R1a4J7i33Kwws4cdd8jmTIdt1MmMhewwAtU2XSCYittp3GG2yY+1VgWjWOb7Q866fg4X+AqMwzWcpA6eoJpfHZw7D70FULeqkwBa0L5up/87T5ct8ScffWRv+/poVguWYh6NfN2LtXRAdtOvUVFvs2adpHKrNYHLAWsaKAM+kYWWvA7oLmXM8jVjneJ79NKH2+mNxNKMrsKQmKg3Ow0KSXvY8PRgtMpctML7XJB+cJlGTGihFJiKNaCJ1ioxGApWOSRHIweY6fkSssiF1sqkn6VpmsjNiTLPAw36Aj8jwbH2Ay9bCkIBBZzosih9PTzK/9Ljm1B6q7rxeyawGkl6sj2/qsFbj3b5v9ci2Zquw1dgBh35DK4eaIbAgj3laxeUzFppq0993fHdWkK9FbM58lN24Ik18yxz+NTIUxN24e762Zis1N2m1XEr9GmmE1yJGNGpTtNmNuQCQLdIYJQdij4g+4NPV+VsfeTjDs0Yxtjt73Vihlbr6dt4IQsPcdcOYvTCvOLRBFEf3YJh02iYXDMFJ44TJ7/T4ZmTBV/zoVd4Zn5F2c01NMyg2ywQZp8xQr3jxlJ4fngOj3IR5iScucI27OXAQlQ3Oe7H/vjW0N3iBsTb5t9kKS1NirFLzrL+R3RNx3Bm8KzdKRI0d47LHH+Pt//+/zG7/xG4CxDvjwhz98lbj7rrvu4ld/9Vf52Mc+hhCCf/JP/gm/8iu/wsGDBzl48CC/8iu/Qjab5ad+6qcAU1H6wAc+wGAw4Hd+53fodDrbYu3x8XEs68ZMfgevHUIIPnhsim8uNLjUGDBtZVjvRCTKyLwdqUELlNYkGjKOxb7xHPvHCtsVqVreY76aI0pSekFCOeuwfyyPwGSAndvoMYhSihmHIFH4rolJWUrKPD7Yxb7eAivpNHbcwdcNBnYeX0oKSZ/ltEKbLBaaofCZk5v8rnoPUksO6AucUbsQAh4RJ2moLCk201LRswo4cZvVTkI7t5+y06IkQtz+iqkqAWAZLZBSphqhtyTtI0NAfcX4s0rMAuXmTUvkwpfB8eB9/3cj9Lrxzr1eiFuZNwv+1kLXXTEL4OQxOPJhWHj8aiIlpPGpUQnUDlAfxJxbWMXbaLOR5hmXXZapYmUkpaTN0CkwiCEvhqBjtLbYrZdIhCQdCWNTYRzN+5m97Oq/wEPdU3S9KRreJGfDDFm9Ql4G5NMu2bSFRYJCjKS1RtAmSRljg4zq8ax7D13lY1uSTmohZZXj8Umk6+JoSRinRKmi4DvMVnPMB5Drr0Hh4auF7GOH4MQfAxqO/PDl/br12OZpeOGPII4gaFxNpha/aUwdw+7I12ck5t8iDtI2x7O4Cx79x3D4MXN/Z+XWrb7X0g58rYgHpg0397A5N/obEK2bcyA3bhzGw7YhhRe+fl27TXdXCVPNIHaxCyY65txmn7a9m0OZDoVwg3FnwIUkQ82J8YZrrFhVwtqDJqqom+WumSITr3eB3/0gHPoAnP0iQb9F1GsTiQzaKyKFZLK3QJymBEGKS4itA3JWm+PuebBydJICm6pELeqwO9dmrLwLr38RVBXUxqgVrU3FdUubtvfdcPxHb9uxuXLyLYhTLjYGnNno8cjeGtX85a7Gjoj7zuFNQZYA/vt//+/8/M///PZ020c/+lF+/dd//arnvPjii7Tb7e3//4t/8S8YDof8o3/0j7ZNKT//+c9TKJgvzG9961s88cQTABw4cOCq9zp//jzz8/O38RN9/2KuluNn3rGP3/zKeS7WB+S9lEGEGbfXwkQ7uQ6TRY/75yrkPZso1eypZpks+vi2pB3EuJbg0FQBAZSz5oqrGyTU+xHFjE0nSJgq+cSp4pmLLQZRilV6gMlOndl4kZ424uuhUpRp0sPjopihrHrsSZeZEG0mrR6lrM3psEYrzjMhWqTSxZUpQ6WoqhZtPLRKKYqIllXDslw6UcgL+Uc4NDZgrPEtnP4KIh6aBdRyMF4JI5X71p/UiMNxM4ZgNRbAXhqRKwXP/h5gXXZ8rsyZK9uX+8KuzN/cM6m0+zoipfe9h35jmQtnzvGNuk8YhrwljRmTdbq6wEtqilwYIGRMQh5PDIm0YJhI8vSp6DZdUcLXA5OzByilcC2JnQ4oq02WnbtJ7Rzt0GZDjOHKBpEKKI1CjS1SI/ZHEOEQ4VKgR4E+U2qVtnWArGuhQo1OYwLtkFUDJr0QK5sh59ncu7vMbDZGnO+bttG1QvawMxLkYzRF/hVGtEIYAnn+b6AwCTNvubyfvYIhDWf+yjhEJyHbejQzImmOpYxh11sMUWpdePlW37Vi6VfaDnythMvJjlrFmVELa2j+bLXmlr+NLk7TPf8tdGsNMX6IguciwLjhpwXSjXXq7adZK95L1neo90KqhXHa0SEEMO4qVHeFQWCz4u3nBfsedsVj9Hu9N058LAQc+xg6CVk9/QzS7iOyZaTSVLsnEDqhYdXQWlPSLSxSMmEdN+nz1kzA6fzDWGKCCW+TnD9AjO0H3R+9t2Uqa6PBDXLjcPSH4cGfuW1VwhtNvvmOxdfO1fmrU2s8sm+M6XJmR8R9h/GmIUvVapXf+Z3fueVz9GjKaAtCCD7xiU/wiU984obPf8973nPda3ZwZ/C2fTWmSz6fe2GN55faLLcHDMIES1pMlTwenK/ywWNTzFazV/mVXDtVFcbpVVlKQZyOjNqM0HtfLbc9kTNe8AiZ48vR+9gTPcUB6xw5FSC1YF3WWHR2UbIk+8OTeDpgiMumLlCnyKTVpJ8K1lWJXTTIqAFKa1ZFlbWkzBF5ka6dR2qBSCNCJTnfSjg7HOeI/xCHo29SUovY8WBUUYKrZO169H/LNZWKNBxVeWyzoCVDM4L+5P9ptDF+yUwsTR6Huz5sFrtbVCE0sE6FoS6SwWJca9Y7AYvtIrr8Q+RzdXIyZKEDf7Nicebs80w1nmSWVXxi+tJBoXiO/TR1AdIhQy2x7YgifdaoMhQ5bOpYoxFrjUM8+oqRUuIkPfIMSISH0MYOwrYk62I3tXRIQRh7hhgbCzEy9QQbhU0AaCQJU+kSp+V+PMfCsSTJwCWIPTLpEF8q5iby7B/PU826Nxeyw2XxOuKK21c+Hhux++TR6/erioDUEBKVXh7t1IzarcIcP9s3JOjZ37+6MnOjVt+1YulX0g58PYQr6kO2il47QdjdhH4doWNcFSKGTZKN03StMkvuEsvZQ+hug1reo5pzOb+ZUlMFJuSAMdElsAIutRM2exEFz8ZW4Xa7rdfvcbaZcjbI0xjEZHoR986V3zDxsdaadWuKtdoPcVZq3upuUBiuINIQoTVDfxKRCHJxHUsnxJYP0kKjyQbrTKuniMeOkrM1orti3nTmflg7Yc6Byh5zTMYOw+EfMsG8t4mY3GzybXcly/sOWzxxrs7J1Q5hmuLZ1o6I+w7iTUOWdvC9h7lajv/tnXtZ74YMwuSmmWTX9uGv/f+VWUqNfkSiNeM5j2PTJSwpqPcjShnHTK/FKQ17hrN+jS/3V3m/+iIzaoVT8gCebXGvepGsDKnrClVaLKsKi0kFS1Y4mFlmISzzf/JO/lb6ZebEOi+wl4rs4ZDS0RZECYnq0LLHEX6JgmozEZwjTFNOZN/GofBZnLiDVAkCbfQt0jILazwAxOWrWMw03fZivtWakxgS0FmG5afh1J/BnkfNgjh+5DoPpGvN7MI4pd6PaPYjWsOYXpCgtGl3BbFiGCfEaR6t380uu41PRCFu8y77OcboMMSinfh0LI99eoUVWeOCniFrS4ZYpFhUVZuGM80gzSIQ2BLSIKBgxcTCpxcLhmlCKeMAY5zsC2wVUouXcInQyFGRxhh7ilFLTiOo6BZZBoCPYwsGVp7EzVOTm4wdmGRmunrZPudmQna4gjzp64kUmBYU+vrXAUjXiIlVbF4r5FWTjugUrIyZhDv1p9cLoa9s9Z3/snnZrZ5zs3bg6yRc3V6X+MJT6KhHoi0sobEcD08IBjoP0ZDd8QmS8gE6js1Ke8jJlTa+Y1OtHSRtDcgG6+RVh4ncJN12EzaXCScmWa89xDAziZWZ5GBNk28PafZj/te3zb0+b6srcOW5ndSXyTUGzNgV9us6uaQ38tAXFER/FPVjkQoXKWyEiogQ5NMOebeHGDtiiGQ0ML9vtX0w+1aYuvdlL0beKNxq8q2W93jHwTFW2gE/dHya2Wp2R8R9B7FDlnbwHcUbYd52ZZbSIEz4y5PrLLeHlLMOjX5EnCqcjIPGiMMzrmSto0nscb4k3sF7wi+yTywzSH1KNBngUKYJXo51PUcSK9ykT9e2OC4v8IXobv5cP8KPOY+zT60QyAwKi7we4hDSVhnq/iy+YzHVXcSRXVqiwreiWS5aJR7S36bEGk4aINMIhLe1M0aTVSPxtzMa4476ZtEV0gjClYQ0GXn6aKObufAEbJwyLb7SHNpy6Ft5FvP38/nOHhpWlZlKjiBK+ZvFFgubfYSAjGOjtKIzTAgT05ISmM6fEII1VcG1JRfkJI20xKPiJAesdcZ1k02VJ29rejqHEC6dQUDRccgAaRJzRk5RyDgoZYSq47ZD3kpouBO0oyyMMv5sS3IhLPF0uI9pzlCkh6kxMfr7sq0EaMZos9frcSEqEcQpriWolStUsnlyVhvC/MsL2cGQoNFEIm7h6se0NpEf2fGR39Q1SMMr2npi9BzTODTtuJHVan/TjHpW912/0G61+lafMx+uPHvz59ysHfgyhEt7Bbr5veiN04hv/T4FK0UEzW1n7dOLL7EnjsirEE9CLLIkUUBHu/SdcQo5l1r3RWrdFwjH30XBc7hYHyClJHIrtPMHEVpjpwETaomhm/J8vJta9QeQ2d1XfZRBlHLvXPkNIUrXRtzcW2izL/oiTVY5mc7StnI8ZD1BJmmTCdcQQhA4eZJU42kz8WmrENtyydsZ3MYJsBQc/Qjsf/9lEfcdIEhX4uUm33Keg21FjOW9HTH3HcYOWdrB9wSuJF2PWZI/+vYiZzd6ZF0LSwq6QTz6EpLYQmJLgSUlXWcXn0vezbucUxxKXqSYtmnoIutWjaa1h4IlmYlfpKBbWFFMnoAfpshfOe/kr733cjx6jjm9jEBTosVZPcP5dIao61Ox62STBkOp2LSKCL/EOiUWij5761+imG5i6wS0QLo5hFZmgZd6FPuRMaQoGowKTZZZELc8FWwPQ5Y6Jo9suAHCIlk7Rao0rk6Z1f8Xf0tOcrb8KKvWT3CyV6bRi8h5Fr0goRfGZLbaWWlKrEbmoKP1QaNJNbi2ZCmZ5A/UJHusDgU7IrWzlO2UB8QJDjsbePTRts8l8RDWYIMx3SX2c6R2BhEPqaUdmskYicxwbKYICIJRVEM161BBU7f3kxs8vxUQA6NW3BZlUgg8IvbpC4T5PVQ9wUG/y/jE3Yj5txvH6VciZI8HpjI3edRMOtVfuv6x0m5DcrorhphcuWgmkWm/Ic3WpeGoBSfNcdnegemI+N6kTeJkDRneun0j3KodeAvC1RhEnNvoU++FiMhj/4UvsFGYonLwbVQ8j3OrTfqphfSLMBiQWD5KethpgAxDSmIdJy6QSJfccAkn7tLXWWxpKrRBnFC6ot1mqZCNoeRLC4q93TyHsvFtMUi8LuIm6/DI+mco6kusZ3cRRx4bGlbkDJN+Dj/aQGtBz6pScEOy8QYkMUIKRKaA8LLQXzfDFNV9UJp5Xdv3epBxLTxbvmx8ScbdGT6609ghSzv4nsNsNbvdmju/0UNrqPci9k/kmCpkOLHaYXclw1o3pNEPSeQEn0wn2a9n+ahWNEWRwJ2klPTYMzyBq4e0dQ5wkAj2WBt8mC/z59G7+LR4D/lkk/1ylfeKp9E6IlQWMTFETbKyQcseo12cx7dsemGMFzZpWuNclGPM6hVsaeOkmoydRaYRWtggLGQ0NOveluWA3JqaS0bWAxqSASQRWgh0mqJ0gtAxW0ofh4jdapGxxh+z2v02y96PUE33k7NiVrVkTZUJUNiW2LZTV/pyJUdrQZIqHNfCtgRCw3JaxhaCI5Uibz8ywfGZ93Eg27/KwTs3XMS99PjI16hPJpOlm3uUQW4P+bWvc3fahOIM3dQhDvr4w1UypYO0M+9FfumXsYb1badzU2EyGiApJFpIZu02M5V1MuUJRPUtlzU5e97+ioXsTB4zr4NbP3Yj64XNFzEas1FFaauNp1NTcbJHGWvl3WYRjgeXJ/GuRDy4PJJ+s+fcoh2ogW7qIDptLAmZ8cMIDFH69sUmgyillHHJWZJ8p83peC8Ll1ocnChQ74WUslkILGNbEbeI7TxDkWMoNI5OyUUtQ+KBUv88gT+Pa2msuEext06Yq2632wASK+bozIA9tdxtMUjcEj8vNYcEseK+fJv7B1/hSOeLIB2OenVqaYEFplmnTElGYBXIhHV8e0BWamMoKRJz7CzXHK/shDlWjfPmHLrDra0tm4BBmFDJuiy3h1dplraeszP59p3DDlnawfckrmzNnVvv8dcvbhArhUITJYqCb5N1LdAOm72Yfpxw2trLCXGQI/Ii6whmkktYyZBVXcK2JVXVZElXeI493Csu8BiP83nxbi5aVZ5ijHUmuEc9yx6xSpY2jkxZV2XOpbPY5JFK46d99HCDBnksD1aUw6B2jGEQEiYpd+kTjAcXkBrsNEBIByFskBIrjRGWCzo0ladkiFYJSptiEzpBARKJRIFIibSDS4xPyFx8hr8f/zoX2M2GM01TOfTxOZXu45R1F30xWoy18bxKlTbcTGuSdOR5ZBnicnC8wD9/7DD3z1VGX+jjMPrb3LoLZg9f5/tUEgKa+7fJSXFLhDxrglMrlgdn/gTOf8lMmQmJQJqKzfZYvoXl+XDfj8HEkatbJTeyT4BbTwTCrR+71nrB8gwB8oojMf5wZBsw0p5pjLg6PwnHf9xUrdZeMC2zKxdhrU0Fa+rukQL/xI2fc5N24FblqNtukB2mWFJg6xVmpyY4vzmKGSmYaqsf9bEE5Is1lsKUc5t94lSBXyRwKxQ7LyG1InEzIG2kjFFKo0WKlpLQKtHMH6CYtJjVbRqpoFk4QnfqEfqjdtvWYn7PbJkff8uu6+Jt3ojW25b4eVc5Q7BxnkfDLzIeLyNth3VdIacFs3aLQtrnjJ6kpoeUZYJv9ykzwI5icyWQrZpzwi+ZnL7KvCHIjXMvn4X3BuNGmsL1bkgvSDgwkd+JL/kuwQ5Z2sH3LLZac5NFn93VLF87V+eFpTb9yIyzz4/lmMh5fH2hTrMfkyjFU8FxJlSd2fAUJbVOW+fwREyVIX18GqrIveIMU3qTA2KBmq5zmn18JbmLk8k4J3g3k6JFRSRo2+chnuKgvkSrH+G7Ntk0QuoEy3Uppk3WZI2uPcmmiNBRnXlchOPRlzmSOEKkKTk9xGdIikZosEiBCKUUqUrRaJQWWNtRxKPmldbYxDBKuRJAloAZ1qjFLQQJOUJSvsTFdJovy3v5KnfREgVi4bEmK6N1W4x8sAAke2oZ/tkHDvGWPdWXOwCvnrhobcjDwt+M2oxcLZxGmJuDpnHIfjWL2s225+Ueu3Z7wy5867chVzU5b4hRpY8RYRodh/3vhbm3QXHKCKxv1AbMVGHvu8zP6a7e+Dk3aAduV47ChD26Tm/8OMNU4ddP8URfEilNNbe1/zRu3CJwqyhhU8w4tEb5gZHSdLOzTIgnQccgNLaOKKs2bjrAFhYaBy/pUC/fSz87w2m5Rj2yyed2MyUzZJW+bjGXUr7hmpr1bsj5jR55z6YfJBwJniZDm1V3D/mkiSehn9pkMzUqUZ29zpDynoepDk6TaduIeJQXl580E27SMYMSlmvOPzsDycqts/DeYNwsIDdMUtrDiEuNAZ5j7cSXfBdghyzt4PsCW5Wmdx0c45NPLXGx0ef4rhLNvtFV1HIeS80BZ7s1/ki/nQ/bX+MgF0AIYmyW0goNihxwVskQ0FI5QNBJPfaKBYp6g0+Kd7CoJ9igQheJrSRfU8cYFw3GwgvE1hRIG0cKsskGPVlg1d5NPEyIE8VRexURRWx6s6ynBbJ2i0LawgFclWDpiFTFKNtHqBStDOkz/t9blEiPaIXEImGriWWhkAgCPHIMKdAnwGWDMnlCptjgJ/hL3u88wWlmqesSTVHgJHs5p6epiyq+bXNgMs8/+8FDPLz/5Z33b4mbkRMhjDZH2mb6TwijKRKjtuMWoYq60LwAu+5/fdvxWrb33Jdh7XlDaLK1UQCtMtoiMBWnbBWO/Yh53a2MQa8c6b/Jc/T8O9jsR9jP/T7u8gkytVnOr0ckww4H7BaRW2Fj/G0AVNJNco1zNJMyU4UJ7GRALlhn4E/Rze4hF64TZ/ciBeQ9h84wouhmiZwiVhrgRm1sFZHolFD6xMIBy0OSMr30Gb5Y+TGy04d4794aFxoDFjb7dyyL7Nx6l0sXz+HpEDftMz+4yGlRJGdn6dkVSvE6QyqkGrpkmbR7TNcKCG83zL/NTAh+67+NyHbDnEN6dLzWnje2C9naHct8u1VA7n2zFc6sd5mpZHn/XRPXTQjv4M5jhyzt4PsGQgimShk+cu8Mf/TtRc5t9LcF4KlSRKmilHUI5Rx/MnQZp0lfebTI0SXLg9ZL5EXEJlUkIbG2aaksF8myXyzzDnmCP9TjpEowjBSupVlQY/yRfAc/6J7mIb9FMByQWi5owSnrIKlXJUpTqlZAKWqhNSzpcU44dzGejyAJScKAY8kLTEYXgRQ3ibFIkUCIabMZp+utL9KtoXuNRqIQSIwdgUuMRjDERSGRWEQ4lHSbREvKcsA4A/IEPKqe48M8ziVnFyvZw6QHP8Rj77qXudrtTVmnMGPM/3prphUnLRBq9K89quKksPIMHPvhO6sv0RpWnzHEqLR7lHi/aFzW05GYOztmzChrBy+/7uXagDd5zqW4yNfONVjYDMkMH+ZA/ymmGgsE/T4TuRytwmHWaw9ut8IWdn0EV38Fb+Ul7FYfL5OjWTjEeu1BAOaX/5Rs9yw5WWNfrcCF1S5p8yJ9t0Ynv59K+wX8cANl58h4HgEuHfLE2kJHfR6WJ5i+71Fmazke2lu9ygPtdi7my+dPUf/KH/Ou1kuU7JSsjCnLJb6eHGK1E5LJTnOADuW0QRyWcF2HqhMgNk+baJojHzH7NurBmS8YwbwQpspkuUagXz9rjmsS3JbPcC1eLiB3qpSh2Y92Yky+S7BDlnbwfYcbCcDXuiG2lByZLtELEk4Nq7yg5jkkLtLRWcoMqdGhQx40FOizSpXQzmOlmjVd5YhY4AFmuCTHWVJl4pFX4SUm+GN2kVSh1elS1h0O95+kJrrgFbjYhbzskk+bbIgqF+UMGc8hsFwClaEfNZjHYc3ZzWk1QzXdoEaDcVr4hKRYI1cigYLRFNmV4mhGt43Ro0QghIOHwiPB0SGOUHRECZ+II/IigVPCkS5F1WG/u4jtd3GCFUTXg9o7bm8sR2XOtKKGTfOeaTwyfgRs2whz3QrEvTuuL6G7aqoSlT2mRaaV8eQRFjgjA9Etj57C1NWvvVWrj8si32FUJONWtg1Xt1s0pYNcivbyzcXzrHabPDCxi0xt11X7vZ/dTXvfT/CNwUlmcoq7dk8S+BPbzzk//SHEhb/hoLPBLCuUxyxOFd7K6dYeCoOLOFYJXchTkX08FZERimK0RpyfIt29h5zfQjgdIPeG2H68EujGeepf+/9R66+R5sdYjCxm7A6znOZh5yWeUEdYCov0OcABe5V93pCKHeBLbaqURz5yuXo3/0548bMwbJn7trPwOqbylCnDwlfMY7eZhL+SgNwtMrqD7zx2yNIOvi9xrQD8U08v89xSi1RpWsMIKQRPymNM6wYHxTKhdrCJiXVKlS4d7bMgZvBtCytpsk8ssVeskCFggzILcoon9FHW5QRCCjzH4pmWByLLS8kETE7wqDxJJbxEotrYOqUuKqz5++mJMnkpjP53mODqmLwd0U9dlq1pTol95BlSTes8rJ+iwJAeGgdFjuGIMhmiJEdGjgIz5C5G4bRFK0QDvtUzXk+Wi5crYg3WTUUqo7ClQMjyKONsAurn4Uv/T+MdFHSgef7mLtGvB4VpqM7D4pOmimRnLmuCVGSsFMYOm1bdHdSXAObnJYGpfq29YLbFL4FfNlWwYQsYVSxexWJ7rcjXtQQbPeMqfv9s+XKLxncYn5nnyYYPLY+3j10mw1sYJoryxCy4Ns93FZMi2RYJn+mXKc9+jLcechA5TdHJ8mB+ks2ll3C/+V/ILJ7CkSCUAstFpBG2l8O2JbRfgmTs9u7zK0i4djKsqzKDb32OXmONuHqQoha0G32WkjIle47Z+DyH7RW+rYoUqlPM7bmL6WxsKkqTR+Hh//3qLEXbNyTWckyVKeyY24VpYzxpuXdM5L1jE/Dmwg5Z2sH3La4UgPuOxVpnyKXGkH5kvIeaaoa/UO/hnvRZjogFsgSgBMtUOS9mGFolCmmbI/IMZdFnoH3O6WkSLO6SFznIEo/LB7gkp7l39jBhCuWcS9a1SFSFM4VDVFWD51nlbCvhfbnnuNtZZj2CVGkUmkGUknNdnDSirUsEIoclYSjydCVsRhViXHIioE6ecdGhoFpI4hE5AoVEC1N9srRi2zjRzWEJC+I+WBaODoFkNHWVglcFRtNYvRVDVFafhb/4f5iWxu63QnX/9S7RlfnXX3kSjvnZaXRZC2TZxjnbzZgFzvLumL5kG07W/NzmeSMw94pm/0U9Q+iy48baobd2WWN1A1yuIqU0BxFfPr1Ba3hZ5LveDTi92qWcNWLsSu6yw3gx47C7kmGxMaQzjCll3Kved2si7eG9Vb5+vnFDXdGuK3RFAhifPQz6b8Pq44bwOVnT6nSzRoTu5g1J1mpki3AbcEVUS6fXY7GnWI2yeN0LvBjWyNkhEwWf2WqOjW7A0nA32bjOTHyJDW+Ce3dNMpdX0Fm73Hq7NnR6Kzx4/p1GqD9smPuzNXMstTJ6sTtAwsfzLpWsy6nVDgcm8hQzzuiyZscm4LsRO2RpBzsA7psr8/YDRvy9q1wEYTQF7WCGPx2O8eV4k4/Jv2FOrnPRPUQx59JvB8yqJbIiINIWq7pKmxwVepTocVAsc0xe5BT7CVde5AX3Xk50Jnl0X41azqYdJKwnedLKXrJ2yKqV4Xj8RfZGi1wYlBnikhcDZu0OTTHGUPmkWpNxza+tiBI0kq7IsyhmOCvnmcho9g6eZyxdp0wHhwTL8RCWa4J80xSTRZeaaaA0MuRIC9P2UgosYciIio35YtQ1K6qXh6A9ClsNYfnb5t/8hNHn1F8y4ufxNVj4qll0pGXMNW9WeboRqTr5J3D+iyORdwzbGXrCxL+U95iFO1e7vtV1u1GYMj/33BeNL4/lG3KhQkPk0siQi0HjptWJaxPlz2/2iVLFI3tr2xUG15LkfZsoVZzd7PFArrK9kAohuGuqyGon4Mx6j0OThRuOl89Ws9dlK95SV1SeNa0oO2OO9bBltDydJXMc09gQ1tvQndKN8/Se/B+oXoOuO8Hprk0c9JlPz1NMFrgkSzT7EWGcMlvNsaeWI4h9hoFLsf1t5t0hU+kyDHPXC+evxFZ4cGfJtFEHm6PP5RitWXFmFC58e0n41jlwod7n/Gafl9Z67K5muGuyiOfIHZuA70LskKUd7ACzAB3fVeIzz68SKUU541LNajrDmFTBuqjxGfF2flR+lQeLdYbeBP1mlwm9iU1KW+c5p2eo0OM+cYacCNmkhI9CC5v96gJzqsVX07vpLU8giwUeOHKEfRN5sp5NGKd8/fwk3170qERfpxCdp6pjQtthydvPN+U7GK9/kz16Ce1OE+BDmJBjSOiUuSAPUE/y9GIYs8vssevI7By2DsDOmtaRSsxYezqqLIXtUdzHyNwSYUJ64wB0k+28OssFvzJ6DwWOayop3WWz6BR3m5F2y4Gn/r/mvVUEXtloQHJjcOkb0F6G+/6XW4e+egV48TOGbOTGzKTZVqyIHGWw9TdM22v63htWbq6s2lxJEG52/6s8UczPPfFp6KyOBMEjn6U0Ni25yePm84yqE7eqIsWJ4uRKlzhVPL3Y4v7ZCpWci2NJHEsihTFU7QYJRd/Z3gzPkRydLr6s+eOr0hXFQ9M+TAJzbBDmmCCMy7gWpm21ecaQiteKawjypajAypc/jVy7wKo7x2Z/QKI0+8dKDOR+aoNzHNYXeVLcTZgoNnoBe6o5fMfCFjmWwsMMDn2E++878PJVzMKUqSCd+jND4jNl8Eckt7NsRN53fei2kvAr7QLmajkmCj6n1josNoastgOOThe5Z/aNCxrewRuDHbK0gx2MsG88z9HpIo1BxGYvYrU9BK2ZrWXJuRbtYZbPDyyS8DRH2OCAvUYhCTmjpjmrd9GkwFvEabIiZE2XkGiy9PAzPpHnMd97irHkOerhLL01m4XlPQzvfT/33n0fc7WcqQIcGmcYPkS3vsiFlQ2+eqbL6X6eat7lYrnC8ehZDrHBmG7SsGFZ7sOxBB2Vp5Z32D+eZ79zF4XlS4ikZ6bKavtHk2VDcCeNY3TjHKAN+WCkiUgjULYhVEKOhNWxaVuoyCxuYhTtEQ9MayYNzcK3ftLcpxJTWanthWEbWgvmvQq7YPMlQ7Ie+YemIvXs718d+hr24Nnfg+Y5sz2DpqkuCTlyKx8CqVnAa/vRtQOsd4KryM9ic3iV9sezJfNjOfZUs9uj7lfe/8i+2rZ27RWTqNpBQ/hWnzUkQo6coN0C2B564xSDwiyNLmz2m5xe63KhPrhhFakeh4Z/lX3qvWi7ilTwbWo5l5W2cXGPE7X942+b+aOTHU0hrgPSkKegZcivsAyRDQew8rSp3LyWn3MFQdZxwNoQXtiUFIeXENW95KTLSiciVYpLzQFUslQyu5juL1KWA+pplvYgYZBPsYRGtxYJSoc5et87EK90SvPlNvs2FnJuZBeQ92zenh+jMxNzdqPHnrEcP/6WXchrW4g7+I5ihyztYAcjTBQ87pktc2K5jdIQJynjeQ/kyM0awdjEYS66x0idNmvJKeL+lzibVukkPkXdp0abjs4hEDjEJFhUnZjpwVnScIgjHUKvihQOU8FZeLbBJzd6vOvBB7lvrny5CjB+F8cPH2bXfhMWOowTKruO8tTqLM/014zXTC3LoarLvtU/50E2mZ07wK6JGqIbw0YObGXaKYM6II33T2EG+nVzRT12CKNfApoXDXGRjiE9UXekz/ENUemtG5KVxqNKU9ncHrZGRonSTKzpkd/Q2knzfL9sqhHti+bx1gL010bZagnsesCQrkEdTn8WGi8Z0oYwuXi2OzLdBC0tRJIgox4dq8LnXkxYqC9sk59ixmGjG6K0vsrg75vn63zqqUVmKlkOTRa27z+10uHF1Q7jeY9OkFxHom56VZ+fNFU06cDUPWgUYSqJpUcUJ4iNF1nsZPiduMNCYw3Hlty7q0wt511XRdqqICWJpug7V1WR9o3n2eiFtAcxUapIb7f541aLsb0I9igGRNsQDUFH5jhKF174FMw9ArMPvrr3by6Y6JhhnaYzwdl+hjOLG1T7ZxkTy7xkVSHnmXSarEM/TNnoh5QLB9gVrnHMXeO03s3KQNBrN5iWTbzyBHOPfJiZV0qUuqtmOGHvOy+34YK2OZ7FGdM2DTq3TeB9M7sAIQSlrMvByQLNfsRGL9qxC/guww5Z2sEORhBC8Mi+GmfWuiw3h2Rdi/VuSCdIGMYpri0Zz/tMFH02hxYvOscpcpHDzkVOkSGjUlxSOtoGrSmJAZuqSjnYQCV96mKMXW4fz4JNlaGRFDjUu0T27Gf4tXaRx+6Z4dH9Y1e1UO6fqzCW97arJWMFjw0mSYBswaOT9YiP/wSHxAlq4SI0zprKy677QWkYP2QWPemY6k9zwSwQuTFDnhBmoktFUNoDft5MvSUDUzVRqakqSDFqr6VAbIhVEgH///b+O0yy86zzxj/PiZVjx+nu6emZ0WiUcxjLlhA2ttaZDWC8+CUYgxdMMob17vq3FmAbGxaWfcEY2+t3l10Ws4BtMMY4ylnBkqxRmqTJoXN1V66Tn98fT3VP6hmNpBnF53NdfU3XqVNVzzmne8637/C9Zd/5uK5moUSJEk5RD2RGCa2wn6bKDilxdfQHKgVoOdCcRZomYf0oZnsOISNW/7TvDxZOMIiFRRQrV6hImjxx+Bgz4W5KQ5tI2yZdP+TRnbuIgw43bh7HdXIgBFnHJI4l9V7IcDEh65oI1F/z5YzDXbvnyTgmt24ZJGNbqyJqttHjR68ZXzPqRHuWbmKDUyFuLNGKLbqhJAwjoqBHIrIkaZeUv0gisySJZM98iw3V7GlRpGvXl6hmHWabHtWsQ8tPVqNI5YzNSEFNl4/ihIO1zoU1fxQCRq6E8FPKliFJ+um3WF1HhLqOc4/D3f8vvPp3z6n7UUrJfNPDePTrZBrzeMXNbD9ap94Nack0dm4Ku3OEcnsvu8I8CeqjU7ZJx4/pZWzq+YvpZtazvldjiC4bhitkR2+isPV2RGXq3I9xpZuxsglK65VQ6neDkiqqn++lfReswFvbBbxw0WJJozmBiUqG27cO8YPDy0w3PMI4JmWbDBdcimmHph+ye65N1jGp5h1+0LqMSrjIFNN0DReJSS7ukRIBHekyK0sMBUfpmFlKKdSst6DLSPcA+bhOxQ6ZiKdx6xYH9/4ws42N3HrREOWss3pzPtHmoBfEpGwVnvfCpL/PxQhuPrlQOvJUmqs9d3x8RnEMFnaoG1660k9t+SrSIwzIlFQ9kCFg6FLVLdQ4otJjUkA63felCUk6NWQcEtolIj8kFXSQWBgYyNBDmmklkuIQS0qE0S8YT0LwG0hhEQcecW8vImhjoObaKaPMFcuDlREnCYaMsYHYdNgjNjLdhsv8h5l3tpDtHWN89l7WdXZD5JHelyXb3cJ89UZmxDC1bshw3iVpzCCW6qQzebrOAAcWO5hCYApl02AaSkRtGsyxb6HNPz06Qzljc6jWPSl6Vegc5qJ5j24wxHDzMUpymUEzIUhMarLEPncrZhfqsslgoYJjGyy0fI7Ve9imOCmK1PZjNg7maPZCZhqeqlMyBC0vZK7pMVHJ8Oarx3Bt81kxfyRVVNHIyINg+XiBvWH1uyQTJZKP3g+PfRZe/utnTccdqXV4aOcumtN7uWjhbjqpEWqzCwBUsjbL3ZDQLrDkrGNdOMOBuIUvcnTDiJxj4cUJ6d4Ctcrl7F/3RuZmDrF1k83oNVOI/OhTTwWuFHgHHVa7LU3n+JDisHtBCrxX6tYW2z5RnNANI/Kufdp+2i7g+YsWSxrNKUwNZMm5FkEsGcplsUwT1zbUMBEpOVbvkSQJV44X+afaGP8c38o18WOsS6aRSIbMBvvlOg4wBlJiyohA2BRp0SVHtbcfI+4R2HnaToliXGMy2s+m5TbfrF3F/zqwnvLwelKOdVJdzQpCiLVvmKemDdYan7H5R1SxdRL252LZKjVnOirqE/VUWi1TVSIrDiE5pqILwoA4wA8DCENMQmK/ju93gZCYGIcIooCuyOEYCYgQYVhYhsTq1jENk0jYxH6bMEoQ8rj7uIGaAZf0+74Eknj1OxMhoOtU2GddRjexyCztp1J9mNHavch2jWMiD5kh2rHHYH03G/x56qVXU/Lr3MBj5LuHWX/ExE5lWLDH+EFrE9XsGO0gOqkmSAiBaxnctXOOqYEsm4ZU6m6m0ePLj89SjppcbPoM9o6QAIvGIAkmgbDIWjEbOcLBaIi5LgxV1FS+Qsqm40dkXYtGLzwpilTNuVw1UeK+/TVsy2Cp4+Na5nMzC8zNq6/OQt/bSo1mVuNcgn79kqEE0/5vwJVvgeLaxd7TB3ax6+4vUG4dZAsNqv4+5mWbo50holSZvGsp93wJs+5GytECG5hmHxPEpAg6DdbJGr49woHcNeyrdSmV1nHFFeOIwtM8JysF3vvuUseXRMc74aqbVTp4+LLzWuB9avfj4aUuexfabJuqUskdtwXQdgHPb7RY0mjWQAiBYxpkUzZIFcWJE4lhqP/UhBDctmWQHxxe5vH2ILPmD1MSSzwkptmWPIRjRBjCwUhipIwphgv0rBJhLDGiHg2jQs6xMAlJJNhJj6HlB3gtOzhkb6HqjlEvXMITh4b5nzMNBvOpNetqzlqcvNaIjdwwPPSXKjJQHFfF204eDnwL6oeUv1E6p1r0Qw+QKtogI/DqhHFCECW0yZGji02ERUwrSZEWIV2hZs9lZIsodvpDV0J8BKFhELo5LK8LibpJuiSASUK82hpvkPR9xiXGanwpIrZyHCtcR8MvkXIkob9Mee77uEmdudxGQr+LLQQd0tTcKuuCI2xZ/Dq5Xp1c0mLJGqSVq5AVIaXWHm5qHeAh89V4xjC2KUh785ixR2S4zNRN2n7EWClNzrWQUjLb8EhZBj1jANmqMegfJDCyGEISxNBOUvh2lWq8QM6qMh0XyXgRxbSDYxm0fMlYSXXAnRpFWu4G3DBVPi2q+Ky3jdsZVXC/+MTx679Kv/BfoERGcwbqh6G47njHnx+RDRep9g7R+N5nyTfb2NVJerJMFMxS9Ge5NKmzN7qYpmeRdUyaXkTGcjjmbmbBWUfRW2LYaTEXwYy7iX2FbfQYYuvok9SSnQv1Q9CZV5El01J/FICaM1jbB+M3Pv3i9TVYa1Buyja5Z3+Nr++aY9vGAUZL6dNq0bRdwPMPLZY0mlPwwoSBvCo0PbLUJYgSvEhFAaJEkk+ZDBdTVHMp/u1NG/jQF3ew1AkJrArL5gAL1gjXxo8yJmdxRYCPSyxD9vaGucw+QsfIkU1ZmEJQDGuIsEtWQMMoUTB6jMeHGJ9/FKN2F+vTm/l2Z4Jd2Wu45NIrTqqrOafi5LVGbGy8VQmo3lK/BVxCptwv3jZVUbaUx80WU0VAkMgah0UFM2pgkBDj4xCSIEgbMUYiEUTEwsAl6A/yBYmNh4uUktjvEcsEzyiQod6XScaKgxAqsmQSYmETYvQHtITYLOYuY7mwFbPWJSV7CBmR8uboFCZIWerGu9QJcCwD0zLoWENM1O4Hkef+eAMjuTSu7RDh4GWnKDZ3Ml5/gOzQTVy1eDf57hHM2KcnLeYbJRL3ahx7DICWF1HrBJTSDpO9HRT8GRIEFiE+GaQhKcRNHL9Jyx4Ey2VUNKh30xRSNkGUYBkGA3mXYtp+fkSR1iI/AuuuUuKZE+tmVryu+t/368mQcjVysnz0CUaX72cwOIrn7ybfa2AUNtFLAnynTDc1ghPPkMJjPJnmCb/ESCmNF0S4vVn2Z7bwveyrsYwFpopQnixy3WWXUs6550c8SqkirTKBLa+B2t7jPktORtUr5QfVHxjngTMNyh0vZ/jhi03u219j52wTP46fXz8DmjXRYkmjOYW0YzKYc3ENg5mGR7MbYlkGlgEpx0RKmF7usdTxuePyER46vMw/bJ/GtQyEIagxyj8yyIjRICMC1tltrvAeYjiZxYm7tI00ZuyTidoYcQ/fSNEwq+SFRzFcBKNEJzVKNmmRtGtMRSFTnWPENY+kshnTHTxjcfLO6QZ751rcvnWIjYO5tW8w5Q2np+hMR7XE2xkgUWmYJIFUAdIVZHuWtkxx2M8DWQZZpEidWAoskSCIaZFCSoOC6PVHrEgCHHyRo2dkKcWLuCT0ZIpWbGPi4BAD8aqwSjARGPRIESPIEBBjsWAMMZO/ipRjkbUNUs15GnaVUcMjNlXX0EDOZbETkMj+bT0Osf0aXXuCjGNhCIEfxTimCUKwaFSZCvZwc2+RbCTppEaIUym8bothby/r7TpBMkiXCcIoJhssMGLEXO3djZVETBvjVIwWrvSQUtDDRkpJ2ywSSJvhNNRTFvMtjzCWjFfSCHj+RJHWQggYubrfkbjCSv2MivIliUQSIzFZqtW467F7CFuLXOv/gKxs0nWytBsx7SjPsDdPJulQK11BKztJNWyQDpYgnCdljJGTktHUAjNGhUesyznW8BgqDLL+opGTmh3OC61Z9fNeGFMdmKbd7xRF1fAZpjJmPU+dcGcblFvNubz8ogFmGh7/4vJRJiqZ58/PgGZNtFjSaE5hKO8yWc3wj0emKaVt1pczdPyIei/Ej2LafkTbj/mr+w4zkDvOHPUAAGFiSURBVHP5F5eP8tDhOkEcq8LdToCU0DCqeJaJnU/xSG6Y25P7MOaOkYsW8aIULZFm2IoI3QpJKCkli5DEdFMD5O00nRBSwQLDZkzZm8U+eJhW8zJ8p8y9vXEGkkF8BleLk4MoodEN2bvQYcdMkyvGikwN5rh5qnJagTClSeY3DRNUpkmLgEoxT+vxL8Ps4xjFEXI2YNj0jj1GtLAP2WxwNCrRiCwEEFJiQCwzT4mM9CgYPQJcfGwEJh1c7P7N1RYxKXw6pHFlgEtAgSYBLosiTUb2gA4GCVG/wNskwiEmxqAjsuxLX4aTKuJGbS4yZ9gpcuxyr+Ii82GMyKMrUnSDiPWVNHnXphfEGN1l4kQyODjIVHmIpU5Are3TTCJsQzAxPMDY7CM0Pcl87hoc0yKIYxYDhwVnkuvMRcLaA8xLGF24jw2d3RQ7LTZ6j5ORDXJ4BLGpLImEQ8MpERppMmELPy5THiowXi3w6NEGsZA4pkGjFz6/IwhSwv67+v5bKtKnIkyCpF+zlxATx4JuL2Tfd/6aDUaKTcYsZhIyV7keW0DOMZiL0szEFuvjFvnOQRZLV1MrXYnLXlL1/Qz4R7HDcbrlrSzlrsHulLjRNXnjlWNcvb50/oXDSidc2FMdfae6d1c2nmQm+kx5ss63rGtjmQEDOVfbBLwA0GJJozkFIQRbhvIEcUIioRfGLHQCvCAGAYWUTTnt8Ph0k49+Yx8/fv04P3zJEN/du0gQJzR6EY4lKGUcBrIOnSCmnR7jc+GbeHnGZzzcz4y1HhkFFKPHqHUSLOnhskzdKGLY/WLuOKQcL2AT0zQrjBBQbO3D8Rb4kUByqbuZPdFFpNq3sRSPs/3wMt0gpppziBKJZRrcf6DG13bMMpRP4drmakcXUq6m7/wwxotqjMbjXNvcSX5hH0F2mMhIk9RTjNWbFOKIpnQwkDgioiQ7dHFZkCWGxBIRNocZIUYwQY2QDC4JS0aZQbOjSp9EE1uG2AQ49GhSIJImLgE9XNqkKNNmpU6mZZbZ417O7niMMSdi1D+KL20O2xuobbqOdZUNzB1ZoFzfSy+zgZFimo2DWcoZh1YvQEwfxs6sY3SiikhlmRrI0vJCgkjiWIK8P4/fiunlJumFCU3fVyKqmqGac1nqSCYbj1Ho7MdIAvakyrQ6PZyogyNCUjJiQQwQSAM78Rm0lvFtA6e7jGdtwXMGyAnBG65ex5ah/PMvirQWRx+Afd9QnW9uoW8dEJEgWYksGf2JgwjBIS+L4WSYEgewREy18RjN3EYMyyZvS5pBTCeVIx0sYUdtfKdMXN5KN06zq/BKjPJ6lowqrjC5dsN5qEk6G3ZGdX8evrdvnlo67t7dmlZeYpWp89IJJ6Wk7Ud4Qcx8y2OkmFqtyVtBd769sNBiSaNZg3LWYXIgSxDF7Jxp0fJCso5FPm2TdSzaXkjTC3nw0BLzLY8bpypsHc4z2/ToBgnDBRfLMGh6IWnbQEhBL5IcGvphcosBU3aHwx2DMDFI06VImwSTulklCmKEIaj48xgyYYEiWVOQC+bxiGk4w/hBjVzSZEOyn9J8h3u4inwvxWi+QMOsUusqV+elTshMo4dlGty8scpsw+PLj8+ClGzbOEAxZXP/XIta22c+V6K67vUML32fzswT2ImPaae523k5o73djMh5EgGRtDgmhqglBYZEnTQB80mFJZknZ3iYyhmJjsgTmWnScpFlCnjuOCKcJRPXAUmOLi1ytMhg9KMXSxSZp8KcPUFz05t51NhCoxeyKd1hrxFgOBkGRid586YBxstpFo++CevRv8UJl8gMrEfYJvgtCu1pGN4A5haVZnTzCCGOjwyREhaOkcoUuOyizawP5XERlbJZ7gZsPxRizn8fmR2mXr4GVwTkGo8gBXStKvlkmapcokaZSJoMREuY0TzSSvNDozG3jvwApl7OwPjE81McnTqXLzcMB7+DDHtEho1Iehh9h3cpVf2SxGJFzMaGi7BcpIzoRZK4MEwqWCLlL+DZFQbDWVpRlkYgSBkhIgnxwwhZP4ZXvYw3vebNuI717FgiwPFRLp0FGLy4Hz1DdYlmh2Bht0q/5Yaf0ces1HAdWGhzaKnLo8cabBrKsnkwvzoQWXe+vfDQYkmjWYOVuiXDgPmmz2ghRdqxiJKEo8s9eoEyqRwrp/HChIOLbYQQlNI2h+nS6IVkHIuRYorhXIods02KaZtZRmjmXsnV8WMUrEPkhUk6bjHDILZwCbHpeBGx12ZQLlNL8jQji/XmPCQqwhQYLj2zgBW2MbOjjDYe4rbeQ9TcCZIoRZ08e42NNBc30PMLTJQzdPyYjh+tdnQBzDR7CCCOJZuHciy2Ax7uFBHOq/DylyLCHrXQJCkM0+7t4yesr5JPGhyNyyzIMsPUGGMRA0kncRCGxBEShwCPFEsUGZdLyCSm6VYZs1pYWCwmgzTNIgPJIlJCLA0ydHAQNMiRFjHltIkbHOKHNqznisuuPKPP0ODExZD7ydMtElaGqYJyjV7cc9xvKuwq9+ZsFew0IupRSOVPuv6VjMO15YCwFrDHGGS5G5BL2kzkEoxegVS4TCwFduIzYi5iGhKEQBgmxsQVZKeuhtYTsK8G2X+j1nTisOALLZ7WEkLtuZN9uA5+9+S5fJkKnQP3E7dbOP4SpgxJVPKNGAuVmFMRpsDKEVo5xuQ0M+Z6vEBgxSGBVSAVLLGc34IZNBm3W9h2miASNDttsnLxuOv2QO7CnoNTac/1hVF/pIuV6o/SSdQ5yA6qbe25p12zdGr3240bKtx/aIndsy0W2wE3TFb0oNwXKFosaTRrMJR32TCQ5fv7a6ujCAQwu+ThRzGGAaWMQzFtc6zeY7kTMtv0yblG36Mp4ZKRHBPVLEvtgDBOsNIWtXaAyE7wdX+E0XSDI8k0W9v3EPkeOdMm06nhJRmKLJOYBt3UAJkwQPRqzJlFZruCWHqEoWBUdNiS7MVMQmwpkIZNNTjKRn+a64xvc6C3ken0VhbsKY4FaaJlj1rbpZR2kMBMw0MApbSDIQwKKfv4ttwoLT/iyGKHdUIwLYb5nPkvuFY8xgjTbGKebmLxxfgmrjQOMCYWcc02pm3TlIOAxExMMnGDrl1S7fO9trJfyBRwM+M0uxlKvUNIYeHLLK4R4xbGGXINTLuJSO0j7TURjRAGLoLqGUTGWhYJJwqStfymhi+DDS9XgmHucTX65cT3lpJSOI8sV3A3bCGQJm4AucPKbyrpQIKFwMQ0TETUA2GprqrBS1RhvJuHYw/At/9ARS5iX312ZaMScmutGdY+jlPFz9m21w+dPKA48o8LIstVj1uzyFSRdvEifGcQFw+x726SI/cj4gAhBAk2pvRR3t1xPwUnkZg0cpsInRLVToPDSULDKFIOmkTpAZyoRWRm2eduZaM7zYQ8SpAtUBnIIQaueuqu2+eLsKuOf3Crui71QyodZ1hKTI5dr8q0nmbN0pnmvt00VWX/fIu9Cx3uP7TE5esKz++6Nc2aaLGk0azBiaNP9sy1cS01w6vZU75IaVtFnurdkMW2mmVWzTmEccJIMcWO6Sbf3VvjFUKQc1WX1Exd/TU5VkqzYyakmxlinxhmVgyygQdJx3sZNWYpWsssyBKBk6bs2OTiGklsMCsreFFCnICVBLh0aHcMwuw6UkyzrrcLKaFuDVMxu5SDOcaSacxWyIy1DlsM43SrtIub6ZhFQl+ybFSw8yrS5FgGQd+c0bYM0lLVUhhIHMvkYDzArPXDFKkxkk5oxw5HojwPm4v8OF/lphGJO7Aey3RwZu5non6EyDNppgcRYQ8r6pCkilQHJkjn8gQLcxgY5N0cZuxhCIPKYBXh5pTvTWMfLO+G2cdg5CrIDcDoVapr79TozFoWCSucTUwJofyCzhB5EnaaghWBm4ZeWs3MSyLMwjpMb1k9jvrjZIShJtlnB9Xn9pbUe/eWYfM65WsVdpU4m9+hBJTfPC5kUgWV4TpxW2WjqqNZOnByFOhM21MFaC0Aser6CnuqRqezoNa1/maY30FQO8i8Mcj+WoGmWcQSMLLYZlPsYxoGsXCxot6qpYNY6YTDJrTyJFaa2LDJ2eAkCQcZY50RkPNmiTBZ7Ia4jstAcRgju4HU5leTGljjuj2brNQsLR1Q52rgYuVWn0iIPVjY9Yxqls7U/VbJOpQ3VFhXTrPcCXndleu4bF1BR5ReYGixpNGcgYlKhp+8eZKlbsie2RamCX6UMJh3GMqnSNkG+xbaWIZgrJSi48fMND38MMEUgoWWz1d2zHHNRJGUbWIYCVePl7D6w1PDKMGxDQ7EAyxVXsdjvXkms9OM+3tJB0uMWgcxuwvMGYPEjkUYKcfjrG0wJDuYvuBYUsDsdijEHUIh8TJjpByLJIwYjQ/REWWixCBjJghL8DLvm7je15h3xllI8rSMIoutrdTTG5iXJRxLle+GUYIAsq5JlEA16zDT9PCihEBUwHLoyISsC15mks7Gn2Fk6CBi6QBEHRjaBLkycmkfKTMhxsSyK9jlMUSmCGEPN2yB7WITgOMCUv2VH3TVzK6wC+V+h9LCTjgwDzs+DyNXwLprVHTmHGaTAWcWU2vZKJwp8gQneDRK1UklLCBUbeensviEmrmXKqg5eIZ53B19z5dVFGrTK9XA4eYx2PlP6n2nblWzy8IuHL4HHvkbJbSGLjku5s60fe/XlTfWljvUZ809rgxFBy9Gdubxjj2C12oyGw7ixi2GjaM4+UH87jKR16YhCgwmi8SGSlFJqYR00rcXDcwssZXFCZvEhotp2aSNFGTzHDPSjDd+gDRtJpwuowMO+XVXP7XrdCE5tWYJoR4TgZlXAv1p1CytGHI+MddiqRMwUjy9s00IwXAhTS9MyLmWFkovQLRY0mjOwvpqll/54c385b2HObrcxRCCgayDEILpukeUSDZUs/SChEO1Lm0vxDIEcaLa+Zc7AYdqPd549TqWOgFL3YChvEs5Y3N0Wc0Ky7oWY+UMO7wKSX6EB1qXsaXaIc4sYO//Oi4RkQf5pI4wTfKiQ5DYSCNDEJuMsARA0ywTBjG9KGEoXMZMQqb9DLbjsi5ZQLSb+IYkihLsoM6k1aEaPIy/8B3mMlvYITYzX72BZWeUmYYHqNEvUSyRBBRTFsvdAMs0WO6FWIZBuaBGddx64xSi/IqTozfZIcR9f4Y7t0NFgxZ2QXtGpY6SSEU9UiX1134cqu4kKwXLB9R4FSsFSBWdyUZQGlcjWZrHlKBa3A3Xv11FA54J5xp5slw1Ny30lHO1YSrh4zVU3YtEPddZUK/rLqr3konysVqhtleZfxr9YmnDVJEsOwUI9X1xQomdOFKRqcKo8gYS4szbZaLey7DVZxiWWkOqRCdMqPVcZOcoPT9ijiolJ0vJX8KJ20hiXCNhMakwEM9jERBYeaykhxkHykBAJoRSVS2FwiXTPcycNUamUuBloyncboNg7DaSjbdTGRxFPFv1WefKiTVL9cNqZEvUH/Ich2Bn1b9PoWbpxFEmS52A3XMtml7IZaPF1WLuFXT32wsbLZY0midhfTXL27ZNcve+Rb702CxHlz2qOYdK1kFKSSFlcWS5S8MLMIXyO8rYFqmsDT2Ya3l8dcccv3jbRg7XPQ4udnAsA0OAYSibgmx/pMZKqm5wdANH5CR7M2muiR+l1PPYbCyQjRdYsIY5IKtslk8wbCxhWC69BHqJSSQT8mZIVnbwcQkx6AYwFi3iW3kWrFGcpM54fJDEGqSXXUfQrpF0a6x3DK4MOzycew0HohRIyTUTZVK2ya7ZJl0/JklL0rZJIe2wvpLmpo3Vk80DT73JXPIGCHpqxERxTAmLxlFVv2M66kbvN/tFyEP9Aa5t9ZxMoLOohFNuWJlkei2oH1E34YVd0F2CV7xHpb+eSQH1uUSeZh5RN1Ok+hwnq1Jvhq3WmC6rNTSOKtfzKFD7FsaOD2r1GkrAZAbUoOI4OL4tXVaCq7uozglAr6bW1a2pbami2n+t7XGgRGi2qt6jtwRxSMcwObzcJYgkFSABslZCOzKxox6B74HpkAgL04gIhYMpDAQxIBHEmFIiMEiJgDDq0IpNDGsEtzjE9YUGBRHDxFVkny9RpLU4sWbp4LeV8Bb9IcFOXl3T5YMqIngOYunUYu6RQoqmF3JwsYMfxly7vqK7315EaLGk0ZwDE5UMP1aeYMtwns9vn6YXRgzkXB4OY2odn/mmj5Dg2AYF11Z+S52QXhSTdUx2zjT53/cd5rdeczG3bRmkF8QsdwP2zLU4VOtS6/gnperKWYdmL6TuruPr8TB1YytXZue5zjlC3FrESHwiI4VMQo66Wxjo7iVlxiSmRQZJTgYsGGUskSYdtrBkyDxZvDCmSpusETNvF/BwEKkyQ3GPQ/kRhLfEluVvUthwO5GZZjaRNLyQyWqGaybLXDaap5B2yDomGdd68nbvU9Nc2YH+cNacEkSRf7yw2c5C2FZjJ4jAyoC3BOn+a+qHlMgyDBWRIoHp7fDF90B5Ur1OGFDdBFtf/8wjTiceQ2kSNs3A/Z+EPV9RqUBQUQm/3R8f04BMRYmg7rL6N11Wxekr5ygOlOCyUsoM0XSOb0v1IxF+47iDdhyq6FW3dsK2YO3tpqPeE5BxSCeIEbFgrt0kiE1KNsQyTdOwKMk2lpkjiEzmewlDA3kCp8JwdydtI49pZ0jLLkJERGYKohDTAMe2sYGJooW37depTGxFhL1nr8vvmWBnwHTVz6EwldiNeirSSaKuZRjC7MNnnQ+3Inz+8eFpji33uGK82LdYgEtHi/hhwkyjx+MzDW7eWKUXxLr77UWAFksazTkihOCa9WUGcu6qj4qUUGsH2KbAtixyjuqEW+4EdMOYrGuSS1lE3ZBdM03+8t7D/D8v28CGgSwbyHL1RGl1EO5yN+DbexZY6gbYlkHGMck6Jk/MdwmsKkeLkyxaN9HoHSbrBLhhg5fzMFXZpSVTjNLBEwbpqIkvbdpGnqxjUxYecegQGFlyMiQTdeiaDpZlM5JPkXcyuMESE2UJjR52926csAFOlWZ+gtbwzbjpNANujLAjyA88tZviqWkuK626jmp7Yc9XVfSoPau+MFR6znL748hM9Vd+Z16JAjuj/jVtFUUJ2urm111SabzIUwLq0D2w7RdV3dH5ufhQXAebbld1TF5diZNeXYmboKUEXeyrNFp5EoYvVZGidOX4+5iOimR0amoft6AiQ6atjktyXETR/z5on7LNWXt7qgiZAbyF/SyFNnsiyLVS2J0ZPKeKEbfopIY4kgySDncxEM0wa42xFNgM+C0KGZeuV8CJ2xhWiVTkYSQRiQRppRCFYexcFYRBtrKBrH8M8rc/vwXSClJZHuDV1c9GEgL99KiVPh7Rc/KqAPwMI09W0m6PH2vw0JE6WcciTCSbBnKUsyrafM36Mu60GpW0c6ZJOePo7rcXAVosaTRPkYlKhvFymvmWz/75Nl94ZIb7Dy3R9WOEkDQ6Id0wxjEFSFhsBYSJ6jJ78PAy1bzLL9y6ESFEv/BTFYRuILsqxA4udphv+VSyDhuqWZa7AR0/whQWM0kZA3DddRRzo6xrPMh6wyNl1MnGCxxlkLqRp2y0kXENjzQtCSQhrinJGj41qrRDE7/tky0YGElErr5H3URsR3WGORmK8w9QPPQ1FTWw3JNb359KumWtNFdhHZTWq6jT9ENK9AQdVRckTPX+3ZqKGAXtfqqtp0SBlVJ1RHGgbnbdRVWLUqiqaNXyQbjnz1QK7Hy2qVcvUlGl+mFY2gehr2qNsoOqlshvq7Vf9BoY2gqP/O3JnXbCUMeTRFDdrM5LX+TQnD5+XtyCei5dVZ1zw5ceT+WlimtvB+qZSbqtx+iKFG7BIsivx+zOM+gfpB6X6RTHcRLBUlgA28IzSwxF09h+gcbg9fwg9Squr/8zk/5e4iimYxYRbo5UaQQ3m1f+RPlRdR6W9p+3OWoXlOWDx3/GDt+tBJMQ4BZVCnVlYHS6oq7hys8hx4u3T/xjpt4LSTsWWceikLaYbXg0eyHXTJRXBdPNG6vsmGnyuitGuWg4//x2bdecE1osaTRPgxWRM1xIMVZOU/9SyPcP1FjuSXpRTMo2kBLCWJJISdo2sE1BN4j40qMz3LihzLWTldPe90QhtmLC6IcxX3xslrt2znF0uUcUS0opi4FsikPJEEcLd/B4+gb2mbOM+3uxvBqFpE5FdIgRPMYURTnPJrGEIVVxbkvkcEyTIIpp1ZfIpEEIA1JllZqwU0qIdGqqoNq0YfLl6rm5x9WNfdMPq7TTM0nBrESdNr9K3aCCtqrJeeJrSvQIQ9UARb4SGKar6pfCnqrJEWoorkprmcfb98sb1Ou2/5VaJ0IJs8LoM4uE5Edg9Gqo7YPMINiuSr/FvoqQRZ46Hws74eI71u602/RDqr2/W1MC1M6oddX2qc8orFNRqqALpqVSecLqC8Z+19sa25Ogw5GjR6g5l+AURyjQJpYeC846OgzSTSyc9hLrslkeTa7g780rMGwXI/a4aGSI+aREab3D+G03UnjwTzGPfR9ZGse1U4jWDMzsV+fXtGHuMRWVOU9z1M4rJ3pPLeyGfd9SgshvKmFtuarGLOqCdJGGRYwkMlJgFXCDFiJon1S87YUxBxY7BHHCtqkqlmmoukMEg3mXhZbPvsU212XLCAS9MKaSdbhoOK/nvr1I0GJJo3mGrK9m+a3XbOH/9w+Pc7DWIWMbIAS9IFb1o4Yg6Ismy0hYbAV84tsH+I+vdVlfzZ72fidGm1b4hVs3ctNUhbv3LvK9fYs0uiESyUgxxcZqlv2Lae5vVLnfvZTJQovY7zAgOgwHBxDLBzAcF4mgFZksJMPYiU+n06YoujQti3LKwk2VVEop349sHLlP3VDKG9QNOez0oyBVlYo6+oCqD7LTTy/adPyAT49OlCf70YBIRQbCroq+lNYrgdSeAaS6cVuuEhfihP/OkkiJkYf+Cnb/sxIXmUGYfBlc/qNPvwhZCBUxigNlC9Cqq0iRYas6IsNS3+/5Cmx4BUzcsHan3YnGkSsi6pLXHfdZWtqntq3fBle/9bif0sq+p2xvLhxh33LEdxtD7HKvoh2NMZVqsWnEYF8qYU8nw7jdRIY9rpgYpWtWMRfa7F3oUMxUGTILbB3JsW1jlbFKBuyfhm8tqI67+n51ftMVJeRMWxXZC6HSn9VNT+9cnk9WBFLtCZh5GGr7YXk/LB1S1yk3qiwtUmVl2ZCo4vVQOLSMAkEMot0h6M1hpfPMzUV8e+l48XYYJeycaRHGCduP1rl6vEQ16zDb9Bi0XDVAux3Q8iLyrqWLuV+EaLGk0ZwHJgdy/NLtm/noN/by2LEGYSxxLAPTUN5MhhCU0haWYZBIOFRr87/vOcRrrxg9acAqcFJUaTDnsNBWc97WldL8ux/axMs2D6wWmU8N5Mg4FsOFiAO1DkhJeWI9M02P+5d7RGxA2JcyVRTE7RqjyUEuEnvZah4klSwwZwyxEFYZDo7henXVnTZwkbph99vOMR31OA6UADn2oDLxk7FKP5l2P9o0oyIpZ3PTPldOjDgtPgEP/H/HRZNpK0GXxOpmHgdqnXZfYAYd1SnXW+63ig+oYt5ODXZ9QQmMK/6VEn5OTj33VNaYqUJ5SlkXhF2QAqIGIFXkwgigcQR2fh7Grz+DGNzw1By8J2854/ZjRw7wtUcOcNCRPJbJMFxMkUkke7o5jkYmU9UsmajDkaBIJAuMiQppy6CYsbl5Y4Xbtw6xcTB3cqpo/Aa45PWw/dPqGudGlMgAVkWqMFQEbeUYn01OjB51azC/C2a2w+yjStgnifK2EvRry2pq37gfncQniiL8yMezYizTJC17xGaRo4zwNw8tIPM210yUEEJQC32EgNFSilo7YH+tw9RglmYvZKHt9137Y+qdgHldzP2iRIsljeY8cdPGKiMFl/d//nG2H6mTsQV+DLZpMJhzcCyTlh9RztoYQtUv7V1oMzWQJWWbFNI2SEnTi/CjBD+M8aKElGXg2iauZbBhIMvNUxXeePU67tlXY7rewzQEcSK5YbKMYxnEiVy1JrAskyg3wu4gYTkqEcSTVLiKrdYsl4gDVGSTnGzR8wMKg+OIkSuUGOgsHO/QioLjhcTzO1WEqTB2vK3frSjTxsU98PjnVD3N8oGT3abPNN7jbDeTFZFRGIXSBNz//ykBVxhT7tf7vq5qh9KVvpGgAPo30e6yullmKkoQ2WlIJyrysPercOReFT1zc2p9T8XkcsU2wE5Ddhgah/tF55aKYviROi+HvqeibxM3nP34TmWtbWvsu9KV9Q/7Eg55A0yuy5Dxl4ljiWubDOYNFlo+tW7AVetL7JxuMtP0mGt5lDMOl6wrnrnoWAhldimEuvbGygw1X/1smI4S1bVnqW5pLXG0fEDVUC3tP/7zaToqsuctgMyClMh0mbi7rIKPYYhpCDBT9KIQQ7bJ4ZFIi8jK4WeGaRWuYPdijnE3om9hjt03ko0iuRpF2jKc5+r1ZfYvtJlp9OgEMb0w5rKxs5xXzQsWLZY0mvPI5ECOX3nlRfzOP+6gF8WIIFaOvQhafoRjGjimyVzLo5i28cKEas6l40d8+fFZkJJtGwcopmzun2tRa/sM5Fyun6yQckzuP1DjaztmGcqncCyDlhfSDRIyjoGZcTATSSXn8oqLBugGCbtmG3xz9wKHah5SSCzDgMwwh+wxnoiuQnTmKJkRofsoP+KEZFc6t1Y6riL/eGpOyuPRpig8uRNLCBXZ2fMVlZYZ2HK8vuZM4z0qG1W32rkMma1MwY1vP566qh9Qvk2t6eO1TTIBr6kiXIahrAfcvFpX0FGpr9DrR4OkipbEkbrxthdgYQ/c8LNKMJ1N1OVHVJHzgW/1j8dXgmxFUPhtFYXxO3DwOxck8rJWV1YQJ6Qtk4YXMmgZCCFWb+wXDeUYLrhcM1nmVVuHzs32IVNV1ygOVH1Ya7bf9YcSmrV9qA6Gc/MletqsFGgv7T9ZHI1d17dNSNR1bRxRacLYV4I9aBOFHs24RxC7ZII2UeRjWTa2bRMkMaZdoJMew0k6RGaOZm4TR4rX4TZMWl5Ey4sopGzyKWs17VbNOrT8hDBSv7uldInHjgnWD2T5l9eMMVxI6YjSi5AXjFhaXl7mV37lV/j85z8PwBvf+Eb+5E/+hFKpdMbXSCn57d/+bT7xiU+wvLzMTTfdxEc/+lEuu+yyNfd97Wtfy5e+9CU+97nP8eY3v/kCHYnmxc4168vccfkIX9kxR9uL8MIY0zAopm2qGZsDtS6WIZispFnqhsRxwmzDI2Upr5aZpprJFceSzUM5FtsBB5c6TA1kWeqEzDR6WKbBxcN5nphvrwqqDdUcKcdkz2yT+w/UVgVVOWMTIzGkoJi2sEyDbhCz3AuJ4xKzieAvlq+g4mznavk4haHJfjQmp2pnCmMqirDidOza0F04Xtu0QuOYSoGsuE/Dmcd7rIzs2P3P595pt1bqqrYP7v0zVcxtp5UIMkyQlhozsjK6oj133I8I2U/RCFVE3ZlXx1M/DPWDKsrkt84u6tZvg/v/u7IOsHPHxVocqnUYpoouNaefceTlxI6slYL/v99+jOXuyV1Zc01fuS0AC22fQsrGMgXdTsTe+TaT1Qx3XDZy7hGPFaPQdFlFc6Z/oM5Zbrifmm0p8bL3K1Bef/7MKE+MInUWYcc/Qm8RCuNKmJKofaYfgjhAZofwPR8jOAztJewkQtgZfDNLELZJaCKckhLN0iAJPeYokZIBhmGSCutEVo6ZgW0cGX01PTFMylnEC2PC/qxEIQQbB3M0eyEzDQ/bNDAMQcsLmWt6rCunecOV6xgpps/POdA873jBiKW3vvWtHD16lC996UsA/PzP/zxve9vb+Md//Mczvub3f//3+aM/+iP+5//8n2zZsoUPfOAD/MiP/Ai7d+8mn8+ftO8f//Ef678GNOcFIQSvu3IdtU7Ad59YpJi2KaRtDCFYbPurI1LCGCzDwI8Tap2AUtpBAjMNDwGU0g6GMCikbBb7N8teEDNRztD2InbNtp5UUN28sUrLC4ljSSgTFlpSTRuREssQpGyDME7YE1T5eP06fqi7m9u6hxnLG2SyFUQSHq9bikMlCJrTytPoRLNFr6GKj1NFJXxOZK3xHk+30+7UdFRhVEWYdn1BCSe/rW6yYa8/CiSrvg/aKj0T1fvrQK1XJkoYyn6Ny5H7VSRj4iZVUJ5EcOjuk0Vd5KvC5jjod1V1VCG86YCbVecg6B4/zmfQMXZiR5YfJTimYKGtRN81EyVaXnRaV1Y+ZZF1TGqdkG4nIkokW0cK3HH5UxBKoI63slENMvaWVUSpMKEiN0FHXfPqRSo6d+A7Ssg+k/9DpYSj98OB76prE7RVsbbXVNeyflSJpvw6lXqtHyRo15kJCni+TyW0McMGpmmTMkNaIQgcLMvCjtskwsRPDZD2l7DjDi2Ro57fSK+gxvzUSleCEOSlJO9aNLohlnnyQNyrJkrct7+GbRksdXxcy9QeSi8RXhBiaefOnXzpS1/i3nvv5aabbgLgk5/8JNu2bWP37t1cfPHFp71GSskf//Ef85/+03/iX/7LfwnAX/zFXzA8PMxf/dVf8Qu/8Aur+z788MP80R/9Effffz+jo89zzxDNC4KJSoa33TzJcn8Ir2GAbZrHR6SkLWptNXTTtZRgsdPKfTno/zVr9yNNjmWw2IlVyi7rYFsGtW6w+vhMgqrjx0zXexxd6vXn1UnSjoGUgrYfEiXgRQkSsAzBvDnCnzcq/FOvwQ1jKcaGBrjh8gyXhg/3B+R6fUPJQKVAMtXjBxz56uY5uPXkaNNa4z1ApW6eSqfd2dJ1lSnY9q5+mqgDe/65bz3QHzcio37Hmuj7Mrnqxi+T/lqlWlvYOZ7KO/Rd1T0XdpU1gIxVF15pvRJ07fm+gaSrBJWM+87kQn2uW1BrX7EyaM6cNdV4avRoKO9ydLl30jiNtG0y3/LYM9uilLGpd0NKGfu0rqxeGHP1RImLJOxbaHPxaIG337IBwzCe2g+xECrKt7BHfbk5VSfkN44bh2YHwB5/+p5LJ3ax7f8GHLxHubhbafDqyF6d2HSJuk1EqoTjNREIsFw6RoGwN42X1BHpEtItYnsLtJM0QbOJLxzSlksnNUzWm0UKAyds086McahwPd9pjxGXN7FhchPilHOTdU1GiinmWz6GEGQci24QsdwNuGGqzK0XDZ3UmKH/0H7x84IQS/fccw/FYnFVKAHcfPPNFItF7r777jXF0oEDB5idneXVr3716jbXdbntttu4++67V8VSt9vlJ37iJ/jTP/1TRkZGzmk9vu/j+/7q42az+XQPTfMi5sQhvLWOz7pSGtcy+N7exdUZcJsGcpiGwDYNwr5wcSwDAYRRgmubBFGCgSCREtsyTnsMawuqlh9yYKFDGEtKGYe2F9ELYkwhMITAC2P8SA38Bah1AtK2wT4vz/xRi+yCzz/tT3jl1m28YcvLGctKlY7Z+42TPYJW5qE5OSiOnywE1hrvsSKgzrXTbs103RQMXnJy9GnlRm2+QUWnjtzfT89lj4sgZH8tVl/MoCIjUqqUWhKCdFVkSCxBa04dn2EpAXUsrdZmuv1RGbH6TMNSn5EEx1NwUQCZshJuZyl4n1lc4v5pj12tDH4scS2DyWqG5U7Acjdk82Bu9WbsmAa5lKpP2rfY5rrJ8mp66MSurEY3JIgT1vdTb09ZKK1Q3gBbfgSOfl+dy9BXpqUrxpheA+Z2KNH0ZBG0E9Nrdkadj4PfVem02UfUuTYtVe/WnCHq1omCgIaVx/B7RL4kLV0yfhe7Pc9CMkAGi7Lo0DYqhE6BVNTANh1CLyAVL0O6hClDOulRAjuP5w5yePQO5gtXsDTdIOtY7FvsMFxIrQqiuabHRCXDv56qcmipu2oQ61qGjiK9hHlBiKXZ2VmGhoZO2z40NMTs7OwZXwMwPDx80vbh4WEOHTq0+vjXf/3XednLXsab3vSmc17P7/3e7/Hbv/3b57y/5qXLyhDeEyeTnzoDTkpJNesw0+gBMFpMIYDZps+AJWh6IdWcQzeICKKYphetPj6boEokNL2QgZxDJCWxlCR+gh8mBH1hZgoVcBFCEEYJbS8ikZIkkRiGoOPH/NNjs3jREP/y2nHc4hjhZJ787D0UukeUWaGVUh1flY2qNkjK44JprfEe3cVz77SL5enputY0PPoZJbAqG1VdzUniKQ2XvllFgo58H5YOqwJlKSFVUam5JOgLHNmPkqRUl5fVH+7bnu3PmkM95zf7j1vHu8Mi77hwMq3+XDZxvJvQdMDrwfzjyMIYrdgm9LqkjjxMZm4HIjdEs1FjZnqRcmJxY2kjy4M3sWCP8tDBJZbnj3DduhQZv0zPHQQhVruyDCRxfRqRX2Ysk4eJEvsXOxemK6uyuT+WpdVPa3rq+nX7x9hZVFFC6wRvsDMJo6X96vvIV8+nisdFluWoc7x0gCAMaMgcmWSRtOwQ2EWcJKSTWCR+lxQNIhyi1ADSckh7CwgZUs9tIsEiE+0niC2ENJGGTTszwVLxMuarN9DJjNP1QgZyLj9y6TBPzLfPKIhunKqcFvHTUaSXJs+pWLrzzjufVHTcf//9AGv+gEopn/QH99TnT3zN5z//ee666y4eeuihp7Js/sN/+A+8+93vXn3cbDaZmJh4Su+heelwqiv36TPgLIYL7qpP0mghTco2WWgH7J1vU825bB3Os3uuxcFah9FiistGC+xf7DDb9M4oqAopm7Yf4dgmgzmXthcRRjFRrISQYwqiRAIC1zTohP3nhPo96XgRUQJtP+JLj8+ye67NhmqGIJa45ja25q/ihnUpRgbKzMsyYe0gxb2fJbe4B3G28R5PpdNufufJ6brmUeXKLGP1mjhQ/66Ip+xQv2apq6JErdnj4kzGx32aDFXgLZOECEESxViA4RYRvopASTtD7LcRYQ+RJAgkQsYgBTI2kVIZGxL7iCQCw0YKQYSBSA9gOXlE1GapdDn7Z7vU2h3CRFKITC7pfJdsrsj+3I1Mm+sYzUO2t4/y7CK58vVM+ftZau5kKIbBVpFWZpL56g3I9BgX2TUGFu9jJJ5m8oiJncowklnP2MB13Gfmz29XlpQq4tOaVYXwTlbNT5P9OWtBR51nrwWPfRYufYN63Ur32qnCaOgS9XNx8DuqoD5b7TcNFJC9OqFdgN4ygdfBNwdIORmcqEdoFzGRiEwZvxtj9RqkTINecTO91DCV5k4MGRPYRTy3ykLxSr6yPEQqX2Hz2AiJnVkVnCuWC1tHC1w9UTppPuOpgmgtg1jNS5PnVCy9613v4i1vectZ99mwYQOPPPIIc3Nzpz23sLBwWuRohZWU2uzs7El1SPPz86uvueuuu9i3b99pHXX/6l/9K17xilfwzW9+c833dl0X19XOrJpz58lmwLmWwWsuG1n1WWp4IZOVDMOFFCnLoOlHVLIOUSIppm1sy2BDNctC2z+joNo0kGPHbJMwSsi4JoW0hWsJjtZVBCuRYBoGQkAvjIkiSQKrY1oyjkHaESx3Q44s9VhsBQzlXTYP5emFMduXEx6uw2CuS9Nr4keSoWgb1ySPsjWep2DFp433kJZLK3YxZBpn8QB2eRxxpk67EwXUSrpu8QkVfcqPIEOfYOkI8fIsJjFO3EPUnlCF3N1FiHpIr4VMIqRhAiaGTBBhF4RHVA/ouEPUjRJdI8cwTaxOl4xsI60U3U6PtN/GJEb2r6NEQiJREgvkSv+ZjCGOkZgsGw4zxsWMd/bjBRl2H6nTDWKKaYeiKSgvHaUbQKMRMBt3KRSqRJZBIztFtfEoFzd2ULeGmXVK7ItSuMKi0tpDxp9jvnw9m6L7qMezTCcVsu4AZSsmW99FqXaYreOv55VXXqS6sqR80lqp0yJAJ+6zfBAe+xw88VXVFZkEqoDebfePOVFi2HBUpG3ucRX1kwKIVYTwRGFUGOuL20QJ3/IGFcHzGnRyU4S+pJd4yNgkEwUgAnpmDkt4OGGT2HSIrAwiVSbsdJDSJMACw+DQujto5jbhO2ViM8W8LNHL9BCOxcO9hGE7RUZC11fda6eaRmpBpHkynlOxNDAwwMDAwJPut23bNhqNBt///ve58cYbAbjvvvtoNBq87GUvW/M1U1NTjIyM8NWvfpVrrrkGgCAI+Na3vsVHPvIRAN773vfycz/3cye97oorruC//tf/yhve8IZncmgazVlZawbckzl4r7SN33tgabU76myCqpixKGdsji73sE1BJeswWclw3/4as02PThCTsgTdMFEz7Fi1dQTAi2K8EKJYFZwnUvLAoWUG8y6VrEs543DX7nkyjsmtWwbJ2Ba9cANfqg/xiKizbSxLIV/AKa9jKJ5l6fG7mDuwg067A7FNMapg9VKUAyg5Jn4UI5eOINIlgtwUUauD3e1BJkvc6+CEIUZYx81X6QYxC62Q3NIMXTNLKzXOSLhEIWlh5ypgucTtBUhCYiyMRJIgiIWFYbkYsU8UxxxlDK98MbaRIOePYXdnkASEUYwrm5jECCQJBuoMGQgZIlF1ZUb/OR8bk4TIcEmJhNHeHuKwy33HfJJ0yPp+KsyJWuSiOlFukLhdp9nuUiz3/w8UAivqkvHmWRy+CicxqTd9eiJNIztFsbOfqaP/QGilOZrbSF4YxBjM+gLbmmCDfYwrC/upln/oZG+iU2ulVlr8z7YPwD0fh8PfVWk3wwQz1/dcavQH0RZU95/ZH/VSGIVjP1A/QZe8SQkor3FcGPkNJXYrG/tp2BKkyoTNOWYbbZzEJSc7eGaGGAsz6tGVWWwjr6KdwsYO21hJj8P5a9k38W+YibKMDVbwUkOrIk9KydxCmysnStw8VVn9fdF1R5pnwguiZumSSy7hjjvu4B3veAcf//jHAWUd8PrXv/6k4u6tW7fye7/3e/zoj/4oQgh+7dd+jQ996ENcdNFFXHTRRXzoQx8ik8nw1re+FVDRp7WKutevX8/U1NSzc3CalyxnCvGfuu3UxxOVzDkLqhUnb8MQbBnKk3Ut8mmbMJYgAvwgJkn6XjL99zcA2zLxowQpVcrOFALHMqi1fe7dX+PydQUOLHaJE4mJClCYhiDnWpSzLt/cb/G9+ZCpAY+UfYhC2maheTOZ9CbGBsBys4R+j8zM3VT2HqRgxuTaCXGU8EhnHcu1Dm7c4hKvR1fOURBdIitL2fRIggAv8nGiJmVCRKpC2giJ/B4dYjK9lkqZJREgEH35ZxKTyAQZxwRYmDJiwFgmbO8iE8yTCRYwhSSQFiIJMVEpSrl6bkwi1H+ahmqnAyBBqA4tDGJp4sRt3LhJLE0GW3vo4uH6AySGjZEEGEkIhoNtO3Qjg5YXUUzbOFELO2oTGykMGVFMp6h3Axq9ENs08I0MxdYj7MleRznncvVEGdsUBJHEsQR5kUP0jqr2+33fVCM+VqI7K+agKyNpAB7+mzPsM60iSPu/puq5hKGK4EXfZsFr9E0/XdXC77eU0FpJdYIyr0wVjxf4p0pASUX8imNg2sg4oGdm6IUmZlBH5geRXkgqbBEYLgkW+XiZgDRhcYp2Zhw76tE0i3y/8mZuvO5app9Y4LFWyLCITirQXokcTVQyp/2+6LojzdPhBSGWAP7P//k//Mqv/Mpqd9sb3/hG/vRP//SkfXbv3k2j0Vh9/Fu/9Vv0ej1+8Rd/cdWU8itf+cppHksazQuJtUTW2QTVcjdgz1yLQ7UutY5PyjYZKLhcu77EfQeXafdC6l6o0ksSLFP9dS4lfQkgkBIyjoltGhxe6jJT7+FFEtsSdIOYxZYyQVzqBDx8pI4XJcQSqjkXyxB8Z88CnSDilVvHSHIuAUAGDlsj/MPOXZQIuXo8IXf0O9jeEl6UsCQd1skU43KamjnALGPY0UG69RYBFlucNtJ0iOwsduKRMhLC2KQXRBgkpJF9qbPypVJmQsaYRJhAsXuQVnYK3y6SYCHiHm5vHouA0ExjJiGWVBYEcuVcAEpSJqvvvfoJMkZI8O0iJDGXhjsJWweR8SDSzak0UhLhBsu0M2PE3TyNXkAxbWMkIVbsEZspEsMmChK2jhbIOCZL7YDEkwzFAdV8hnUTZSoZ5+QfjMRQ/kQHvqtE0MDFx1Nqbv74SJoD31aLPdM++78Fx+5XxfepUr/rsa1qx/xmXzkKFXHy6ipFmh04IcUnjltErNSnxYEq4PYbYKVoW2Xa84ephSniMIs0HNKdJoldoWTMkhiQJILASLMkBjCsKrGVY7lwCfdzGSMTW7h6orRmOvvUyJGuO9KcD14wYqlSqfCXf/mXZ91HSnnSYyEEd955J3feeec5f86p76HRvBA5tUbqxCLWlQLzI0tdKhmbqYEM++Y7zLZ6hJESSVEisQxU/bJU7eyOqUZApB0TKSWmAY6pOuZ2zzYppW32L3boBjGjxRRL3YAkkUghMA2BaRjsr3Uo5xwV75GSA7UuTWuA0DK4x7exHYvN0UNU4iOUE58lcmTsERoyS9MoUI/yVKJZpGnTTFwM18GQMRIDQ4ZIO4sXRpgkKC/lE4VSslp/tPJbLuIQI4nJRvO0MuvxEhPHjxlOZrCSAClMYhwlkaQkQRJjYgmBIWNCYdORLlm6gCDGJDQdeqkhMt0ZwMCWHlHi4VMh05sh5S0SWlmWSjdTNV0c02Sh5TFgGhiJT8uuMt2zSLsmV4wVKWccZSy63CNDnpGRLOJUoQT9ovZICabSxOn1SUKocSCzj6oTsLKPlMftG/y2GkLcranar6AJSarvTaWK2ZUQkmBEx+fkFSdUlGnlnK+MwUkVlcdWa0al7Uyb5QB29gaohNNUwxn2m8PMpzcy7O1nuDdH183TyK7n8XCEh83LmBODbFuXxUplOeDlKGWd1XqjM6WzdeRIc755wYgljUbz9FmrwPxLj8+yb7FD04sYKqZwbYNGN6QTxPhRhBAGsZSkLOXt0/HVENJK1qbZCwFUUXdO1Uk9eGSZjheRdS3CWM2hsy3lHxUmkkrWodYOVudttbyIWiegmnWodQP8dkA2PcY/emWqqSW8bhsPl3UpwRXxowxH08SmrWybDJM95ia22C3K/iyJYRHYBRIjRS8OScdNwESQIPsRppWYkERgrEaKYmLDwA19nKBOxx1n2p7ADT1yRkhspbCiHqYMCIw0SRjg4GPImBibnl0mjCVBEtM18oDEc6tYUQ9hCGbdKZxgmZGwTjrpIWSMISPsuEdl8fvkhq5heGITR+YWiZbnWBQVQukyUkyzcSi3Gj0quBZYAQxfrNJeJ9ozQL+Ye1rNrGvPKxGzFnZGdbCtfN+tqTqi7qLqaGvNqGgRou90LlQqDvou7P3CcYBUXqXlMhXl5p4qKrsGUB1zKwxcpDrdFg/gFzfw+HxMJzIYyg3Q9W26Xo6c7NDKTPBEdAmt8iWMbryC2ahEbabJQtNjT5SnnDhsXZc9rd5IR440zwZaLGk0L0EmKhnefssGkLBrtsnmoRxRInnsaIPHp5ssdRIQUM26jFcyHFtWabfBvE0cy35AQpAkkoxr0uhFHKh1SBIouCahhPVldWO1TOUPJIAoSVbnbYVxQhgnuP1xHYmUCEOQAHWzyoKRR0iJMFMsOqOkvHkmctCM5rkxNcdQMk0srH5ayGCxeBVudwZTLGATEpgp3Djs1xedEE3qy6cYAyEs7KhHZKSwozZuKiQ0UtSNChmzQSszhSl9XH+JnjNAp1WnIhdJGZIEC1tEtM0cvSQikmqYsHDypDoH8e0yvigRYBHHHSIjhZcaJhQWZneBlIgZ7zxIan6BSn6Y5viNeFaR7Nx9ZDmIMDZDYqqIUXNaRW4ueT0cvFul01bsGcIusjlN28zTKl1PvvkVZKtJYGZVLVNKOcO3vJCw2yRFioxtIprHlDVD0IF0UY1wkeraYPRFj0yUj1Ts9+0WjL5hp6G63vIjMHyZiiQt7oHhS9X22hOr61sOYLmXIooq1JYtar1duKkMhwauorXpJrbPeDRaDXK5AguyTC9K2EaFctZ66sN/NZoLhBZLGs1LFMMwuOPyEXphxELLZ7iQ4pbNAwzlXb79xAKdIGZdKU3Gsdg0mOPQUgfTECz3QvIpi6lqhsV2wOElNfjXEKqXrtYNiWJJEMUEsWRdKUXaMlns+Kruqe86bpsGtiFY6gQM5l26QYRMJIYQJBKEBFBu43ECy+YAGTfFdGaAeetyJt0WnYk0VdGm0NpHvneYTq/LcA6COEfH6zDkH8KOlenhSqdfjEliOAgJgbCQSURsZXCDOj3Pp5DOIOwSntdRQsQ0mM9dwowYomgsMGfdyNHsZWyJdjPW+AGu31ElQLgY7hD5qEMiDRZEhYxrMW61ED3BvDOKL1OYUjLoWGTLI6S6R6E9i7BSFMMHKVppkL6KDjVnVPQmVVSjX7a+XplvFseRB75NZ/YJ4sCjl1gcYpTtxhXs21Xg4hmH8eARWvmN5FM2KccECV4QUeweZDmziRHXY2vj2xgCguw4dhjghl2Em0cGbRJMEmEjohBTJgjD6ht52mrsyejVyJHL6fghcX0R00mRHbkUMXUrUkqau76BrO3H97ocbsRMm5fQ3foy2pHJIwdniUyXMBziGlFhYB0cPbzMnBeTcyGIY+qdgPmmRznrPLXhvxrNBUKLJY3mJcxEJcOPXjN+UpFsPm3zlhvXc6jWJYoTRoopUpZJGMd0g4ShvMtVY2XGyim+88Qi9W5IIiV+EOPHEplIhgsusZR0goi5po9MEpq9EImk44VkHBOQxIkkThIuHclzoNZlptEj65g0ev26GCEwDWgHMYWURRBLNlQzLLQDakaFVmaQ2LE4mLqETu0o1UrM8BUbiIG7Ht7PxYc/zcWN72EISAXLxJjEhksqm0OEXeJY+U21cRHComJ2yJYLmJ5FzZ0i8HqIKKJnWQyWbIYnX4U/fgvHalm+utBmIPsom9o/YGP7AYphg5aABVEl55jkMmkqaUF2qYksDrO+WCWSYPvLuK0mInJV9MVvqVEiflONeFl/M+QG4fC9Kj1WmVIu5ru+ACNXccwa53vRbSxGU7Q6TfbXE9rOAFPVHIsdj7ZxORk5T6W9n0SOsnMB3MTjinyXdNoGs000u4te+wBCGKpg3spTjbtYpomULqEURLFFYuTIxi3cqIchYyLbJFp3I8vb/hPfW8qxOHOIJOpiGBkG4kkml7NqREhjG1awkbnlZdrS4ZINF1HJp4h7Ic2MTdo26HrR6siWq9eX2b/QvjAO5BrNeUBIXdH8jGk2mxSLRRqNBoVC4clfoNE8zzjTINcVEeWFMQcWOwRxwrapKpWcS7MXcs/+GilLsNgO6IUxhlCGlmEssQ1BLCXVnMPhpS6mEIwUU8QScq7F+kqGUtpmvuVhGoJyxmH3XJuFpketE5DIBMswiZKElGNSSdtkUzYjhRSFtMVgzqXpRfiRSuVtGDi5nuXIUpfdD97Flkf+gCSOSSddMng46RyuiPsO3hFxFBCmByE/Qsp2EY3DqrV95Aqa5cvpFDbjFAaplouI/OiqC/Tq+bINhhqPwGOfpddt0stPka7vIt2ZRsSRcr4eulR1m0kJMw+rsNnIVerkzz4KqYKaFdeZV4XQcaTMN+NIzZczbKgfxpMGj0XrOWaM0qtexo5giJm6R8YIWPRNes4AlxU9BoMjlOo7yIbLFEUbKQxkqsJ4TkX8jrUlG9rbyVoxVdFBIonimGWKhG6JAVnHjdssZTfQCCxSQY0iHQ7nr+Xbgz/B7mCAQtpmy3CetG3SC2OemGtybLnHunKGLcN5wijhu3sXCeOEUsbmmokypYzNg4eWmW165F0LL0rYtqlKIWWTJAmPHWucXwdyjeZJONf7t44saTSaNYtkn2xMixfGdP0IPxJkHBPLNKhkVLH3Qtun7Uc0vZBekOCYJpWsww9dPIQfJeyda3FkqQPlDEIIZhseh5eUeWY+bZFxLeIkoRvGhFGCYxpkUzaTlQxXTpTYtrH6pF1QE5UM4698LS2xE+vgtzBlDqczg0i6aghsfgTRnsMKu1huGvIDas7c+htg5CrEwEUU8yMU17hhn3a+ijdBfpjMge+QWdoPqTR0+kXS2SFVAxR6SgzJCEpTqu6nV1eGkKlJ9dgtqXqfVAFK66G7jFzYRZCq0jKHaCwcIR8+ymXGo4ilL3OxTIOVoe1UmO9A3gpJhzkiwyFJeiT+Mpm0Q2SmyXf2kEvgUesK6hISt8A8LnHGJh/V6HkezdAlNkrkXBfTAyOOMAMPGYXszV7K7NafY998hqPLHUaTFGGUJedaZB2TOJbUeyHDxYSsa7IUxggBo6UUtXZw2uDfphcSJRIviBHAXNNjXTnNG65cpxzINZrnEVosaTSaM3K2MS1LnYBISgazLuuKaXbMNLEtA1co8VTvBkRxQj5lM1lJs9wLkRJcyySIJYvtgFzK5uLhPC0vZG6xixBw8XCOS9cVuWxdgULaIWMbdMOErGOeVuT7ZF1QwjAoXPdvwEzUXDljqxr82ltWozmcHFz6Rtjwiv4Q3jOMBTkXyhtUdGhlfEi3pgqod36hPwdtUA3ZlQmky/35asuqLd/td4/JWBVcF0YBgddeIu52ORiO0vDqDIdNisJnyRihGs1jJR0aSYmyDMglPrnIww+qzLtTDMazuHIRP6ky5w5R8Y9BBKP+DsLUJXRFmaw/T2iM0LIHCHoLWI6D4y9gGILl3BaeCCq45hx++iK+knk9I8kgHb/J+kqG5koaLVtWnY3dkOFCiqVOSMuLVof+RpGkkLJXOyErWYer15fZMd1gpukx1/IoZxztrK15XqPFkkajOWdOjDZ1/Yiv7ZxnutGjmnWwTWUT4NomCOgEMY5lMFZKESVgGQaWKXhirk0viJkoqwLxlrdMHEsmqxnqvRA/lkw3PHphzI9eM/7Mb57lDXD1jx8f7WGnlRjJjyqRNH790xNHayFEX+igirLHb1DDYx/9rEqrZYcg6qn6pMhTYs101Gw8w1TPIcFK0+m06NYXiRObLoJyUsckwcPBjlRqLREWyxTZEB1DCtgjNzCedJj0duAlFgeNCcZlm4HgKCBo2oPYwQKj0TFmrHHWGy2K4RKekSHCpO6so+gdJUkkPjZBGDGXu5r9uWuZDSsUg5gwTiimbQopsSqAVjobK1mH5W5AGKnvq1mH2aZHNevQ8o93QpYztu5007yg0GJJo9E8JU6MNt1hGnzuoaPMtzyyjslyN6AgbVp+pNrWXQvbMqi1A0aK6jW1jnKstkxBreNTcC3WV7IIISihTC4Hcw6Ha13+8ZHp81O/cmrU55lEkJ4KQsDEjSq9tyLWpIT2Agxu6btqP6H8jbKOast3c3RCyYG5BkNBl4ZRoROFDIgeERYuMSLxaRspXCMklfiQJAghsAmJDJuBcJa6MY5rW7REllzYxDUNhJmwZObIRkt0xTgzucso2nOkujMYdJlNDHZnb6cydRVto8C9R3tYhVGCWGIZKt25Ioody6Dlh4RRshpF6vjRqr+WEGI15TbT8LBNA8MQKoqoO900LzC0WNJoNE+bE7vpwrjObNNjpuExXkkzXsrw6LE6M3U1q2vTQI4oloRxgp1WxpZBlFAqO6tCyLEMFtoeDx9p0PRCdsy2mGt456cz6sSoz7PNiWKt9gTs+apywjYdNVi2PQ8Lu5HZQeoiz/LMUaQfEpsOnlXEDCUijrCQ9GQKl4BESjBMDAOSWA1gcU2JHwFxhGEZFFM2zW5CKjFwMgWySYslI0vgt0i5MZnSGIv2KBVhs9uq8NfBLQwOb+D64SrdXkTHqZGOE5pexEgxxWgxxUzdWy3QXhFGedeimrHZNdfi4pE8+ZS6tVSyDldNlLhvfw3bMljq+LiWqVNumhccWixpNJpnxEpq7rYtg+yfb/PYdJOljo8fJaRsE8NIuHq8RDnr0OwPhQ2imIYX4prKHXyFejdgsR0AgoGsAwLStsEPDi6xc6bBG68c4+r1pRdmumZFrBVGVfH2SqQp8qAyRcsdZLYD07UGJT/CS2yOmOvIJAG2NEmJkC4ui7LACDXS0sMzyiRkEDHKHsF1MWIfmZi4pkCaBuMFEyvJMONuIOnuZ1DW8CwD17ZJJW3ynUXqzjCPZG4j6ZSwTJO2F5FxTLKOycFah9Fiik0DOQxhsHEwR6MXcmS5y4aBLBnHpO1HmKaglLaxDKP/ejXYdrkbcMNUmVsvGqKcdfRIEs0LEi2WNBrNM2YlNTdcSHHzpuoZO+hOvAFXMjaO6RJFEtOGRCYcq/ewDMFYKUUQSeIEDi316PoRi22fg4td7rh8hJdtGnhWohJrWSqIU60D+tuBc59R1o80ydYMteUGBxsJXzkESTLDYrZBOdskXX+Ci5J9bEkOUCJmmQIJFoGRxgBEkrBEga60STk2hZRFabCK7S8gonHyhonIp0kFXcivpzx4OXF7lPTMPSTCxhAeS72AvfYkM8Ub2Dx+Ea+sZJRPUt9zq5JV3Y0radM4kdimGnljGlDJOByqdXEtgxumqvzr605+/VqDbTWaFyLaZ+k8oH2WNJozc2Spu9pB50cJfhgz3/IppCy6fUFVSNnUOgELbZ8N1SyljM2RpS69MKaUtimlHaIkYakTMlJ0GSul+cmbJ1lfzT5r617xcpo8QVCsbC+kbZDyNN+nm6cquLa5KqAGcw4L7WBVSO6Za3FwscOjx5o0eyHDRZeldsC6UpojS13s7hxjyTEuFQcYjaaZig9gyJi2VSQjItJmgmUKBot5MkYCQVt13Q1uVQNxOwvHjS7tdH9sShk2/TAyU2HRN+nYA6RPKLA+VQj6Ycy9B5ZOOw+nHtvZhKSOImmer5zr/VuLpfOAFksazdk50w34kSN1dsw0iWJJOauG6w7kXFpeSL0bknZMJsoZukHMQstjoR0wlHfwwoT1lQz/5vpxNg3mTuqmejo367XW9/fbj7HcDRktps9ovJi2TWYayrwTKdm2cYDRUnp130YvZCifwrXVe3pRQsoyCOKEg4sdbMtg80CO/bUOtilo9qJVweiYBkeWu/SCGENILit4pJr7WNd5gvFUh43pHuusJqWMQ6Y8qiwIIg+sVP97/+THVkrVR029QkW2nsH10wJI82JBm1JqNJrnDWcyvTyxzunIUoftRxu0vIhSxiGRKs3TDeJV0SCExI8SGr2A7+7t8tCRZSbKaSarWTYP59lYzdLwQg7Vuqc5e5/JxPLUCJJjChbaAQDXTByvj1rLeBEJsw2PVH/e3WzLY6ySJohUFGym0cMyDS4ezvPAXIta26eadUjbFomEJJE8sdDCDxPGyhlyrsVyN+DocpfL1hWYKGdWReJ0XCR0r6Y3+jJecaXLhqJJtVRAIJTlgJ2B3DC05453/J36+Gl2AK51/TSalxJaLGk0mueEU+uc5poen/3BMQ4vqYLi+w4sY5mCmaaHH8XEMiFKJE0vJIyl6gKTcKjWZa4Z8IPDdcL+LLubNlTZUM3SC2N2zTTZPdtcczzKZCXDfQdqJ0WQ5lsee2ZblDI29W5IOesArGm8iFRWCKW0gwRq7YBmL2T/wnEvqbYXsWu2RRxLNg/lmK57zLU6bBzI4tomx5Z7tPyIIIpJ2RZjpTSHlrpM1z0Gci6DeRfTMM49/Xhqx99z1QGo0byIMJ7rBWg0Go0QgpFimjdctY51pTQzdU9Nr++FNHshcSKJ+vPmkP1CY8NASggTkDIhihPCSLLcCdg916LZC8m5FuWMww8O1/nO3kWKGbtfE+Wwc7rBp767n8NLPTYP5si5FqYhcPodekGcsG+xjURVKqwYL2ZdiyhRBosr22zLwLEMoiSh3glXvaRc26QbxtTa6rEhDNK2ScePSSQIBNW+GFtsB0gpKWUcBnLK0LEXREzXexTSFrduGeRt2zZc0DotjUazNjqypNFonjes+DbdvW+RuZbPkaUefhRTyth0/RjbNKj3lKjAEAjANsCxTOq9kEpWCZJGT80iuzZT4sBiB1MITCGQEkxDkHMthvIpHjxUxzINOCEztWKwaAhWHaoLKXtN40UkqyaNEuVSjmDVSyqIEgwEiZRqfyDtmAD4YUzGsXBtk3zKwjENFtqqgyzjWFw0nGOx5bNxKPvCtkzQaF4E6MiSRqN5XjFRyfBj10/wK6+8iOsmSxRSNjnXRgihxnBECaYhMBDqX8PANJQgsQyDREoyjkWtHTDT8Kh1AqpZh1jK1XEbAFEicS2DlheplFqffMqimnXwwpgwjldfk08p48W5pkcla5NPWav71nsBjV5ANedQytirXlJNL6Sac8i65ur7CCDrmnSCGCklQZSQc22unCgyknep9eul4kRy7YYKP3vLRq6ZLGuhpNE8h+jIkkajed4hhOCa9WWqWYf/9669PH6sgR/FGEIN4s3YBu0gJk4SMq6FIQSGEERJgiEMUrZJJ4jo9WeZuZZxPBrUxzYNUo6pRNEJImplTMdC26fRDQnihDiRdIO1jReHCy4Hah2QkpF8iqxjnWTmeNlogf2LHWabHgOWoOVHTA1kiWLJfMsjjCXjlTTljIMfxty8scLtW4fYOJjTXWcazfMELZY0Gs3zlvXVLL/yw5v53/cc4sHDy0RxghCqvieME1Vf5Fh4UUzOVb5NwwUbQwgsw1CzzAzBUidgfTWzOoYDVKQo71o0uiGWebIgKWdsRgouw4UUUZxwsNY5q/Hiay4bWfVZOrTUPcnM0bYMNlSzLLR99s63qeZcLhst0gsjHj3aIBYSxzRo9EIuWXcexrpoNJrzjhZLGo3mec36apb/52UbqOZd7to5x3InVLVChkrD9cIIyzTJOoJuEGMgWGz7jFfS5F2LOJHEScLGala12Z9A1jUZKaaYb/kYQqyO6JhrekxUMrz56rE1jRdvnKo8qYP3qWaOk5UMw4UUKctQo14sgzdcvY4tQ3k9BkSjeZ6jTSnPA9qUUqO58Egp2X6kzj37auydb3F4qcvReg8DwUgxxfpqhpxtcbDWIYgTNgxkGci5FNI2Cy0fKSXDhdRJgqiUsblpqnqaI/eKN9MzjfCcauZ4ooO3FkcazXOPdvB+FtFiSaN59lgRIF0/Yt9Ch91zTeabPpYpcC2TyWrmtGjN0eXemqNLVgSRdqjWaF6aaLH0LKLFkkbz3HGuQkcLIo1Gcyp63IlGo3lJcK6jOPTIDo1G83TRPksajUaj0Wg0Z0GLJY1Go9FoNJqzoMWSRqPRaDQazVnQYkmj0Wg0Go3mLGixpNFoNBqNRnMWtFjSaDQajUajOQtaLGk0Go1Go9GcBS2WNBqNRqPRaM6CFksajUaj0Wg0Z0E7eJ8HVibGNJvN53glGo1Go9FozpWV+/aTTX7TYuk80Gq1AJiYmHiOV6LRaDQajeap0mq1KBaLZ3xeD9I9DyRJwvT0NPl8Xg/mPAvNZpOJiQmOHDmiBw4/j9HX6YWBvk4vHPS1ev4ipaTVarFu3ToM48yVSTqydB4wDIPx8fHnehkvGAqFgv4P4wWAvk4vDPR1euGgr9Xzk7NFlFbQBd4ajUaj0Wg0Z0GLJY1Go9FoNJqzoMWS5lnDdV3e//7347ruc70UzVnQ1+mFgb5OLxz0tXrhowu8NRqNRqPRaM6CjixpNBqNRqPRnAUtljQajUaj0WjOghZLGo1Go9FoNGdBiyWNRqPRaDSas6DFkuZp82d/9mdMTU2RSqW47rrr+M53vnPW/b/1rW9x3XXXkUql2LhxI3/+539+2j6f+cxnuPTSS3Fdl0svvZTPfe5zF2r5LxnO93X65Cc/ySte8QrK5TLlcplXvepVfP/737+Qh/CS4UL8Tq3w13/91wghePOb33yeV/3S40Jcp3q9zi/90i8xOjpKKpXikksu4Ytf/OKFOgTNU0VqNE+Dv/7rv5a2bctPfvKTcseOHfJXf/VXZTablYcOHVpz//3798tMJiN/9Vd/Ve7YsUN+8pOflLZty7/7u79b3efuu++WpmnKD33oQ3Lnzp3yQx/6kLQsS957773P1mG96LgQ1+mtb32r/OhHPyofeughuXPnTvkzP/MzslgsyqNHjz5bh/Wi5EJcqxUOHjwox8bG5Cte8Qr5pje96QIfyYubC3GdfN+X119/vXzta18rv/vd78qDBw/K73znO3L79u3P1mFpngQtljRPixtvvFG+853vPGnb1q1b5Xvf+9419/+t3/otuXXr1pO2/cIv/IK8+eabVx//2I/9mLzjjjtO2uc1r3mNfMtb3nKeVv3S40Jcp1OJokjm83n5F3/xF898wS9hLtS1iqJI3nLLLfK///f/Ln/qp35Ki6VnyIW4Th/72Mfkxo0bZRAE53/BmvOCTsNpnjJBEPDggw/y6le/+qTtr371q7n77rvXfM0999xz2v6vec1reOCBBwjD8Kz7nOk9NWfnQl2nU+l2u4RhSKVSOT8LfwlyIa/V7/zO7zA4OMjb3/7287/wlxgX6jp9/vOfZ9u2bfzSL/0Sw8PDXH755XzoQx8ijuMLcyCap4wWS5qnzOLiInEcMzw8fNL24eFhZmdn13zN7OzsmvtHUcTi4uJZ9znTe2rOzoW6Tqfy3ve+l7GxMV71qledn4W/BLlQ1+p73/sen/rUp/jkJz95YRb+EuNCXaf9+/fzd3/3d8RxzBe/+EXe97738Yd/+Id88IMfvDAHonnKWM/1AjQvXIQQJz2WUp627cn2P3X7U31PzZNzIa7TCr//+7/Ppz/9ab75zW+SSqXOw2pf2pzPa9VqtfjJn/xJPvnJTzIwMHD+F/sS5nz/TiVJwtDQEJ/4xCcwTZPrrruO6elp/uAP/oD//J//83levebpoMWS5ikzMDCAaZqn/SU1Pz9/2l9QK4yMjKy5v2VZVKvVs+5zpvfUnJ0LdZ1W+C//5b/woQ99iK997WtceeWV53fxLzEuxLV6/PHHOXjwIG94wxtWn0+SBADLsti9ezebNm06z0fy4uZC/U6Njo5i2zamaa7uc8kllzA7O0sQBDiOc56PRPNU0Wk4zVPGcRyuu+46vvrVr560/atf/Sove9nL1nzNtm3bTtv/K1/5Ctdffz22bZ91nzO9p+bsXKjrBPAHf/AH/O7v/i5f+tKXuP7668//4l9iXIhrtXXrVh599FG2b9+++vXGN76R22+/ne3btzMxMXHBjufFyoX6nbrlllvYu3fvqpgF2LNnD6Ojo1ooPV94zkrLNS9oVtpnP/WpT8kdO3bIX/u1X5PZbFYePHhQSinle9/7Xvm2t71tdf+V9tlf//Vflzt27JCf+tSnTmuf/d73vidN05Qf/vCH5c6dO+WHP/xhbR3wDLkQ1+kjH/mIdBxH/t3f/Z2cmZlZ/Wq1Ws/68b2YuBDX6lR0N9wz50Jcp8OHD8tcLiff9a53yd27d8svfOELcmhoSH7gAx941o9PszZaLGmeNh/96Efl5OSkdBxHXnvttfJb3/rW6nM/9VM/JW+77baT9v/mN78pr7nmGuk4jtywYYP82Mc+dtp7/u3f/q28+OKLpW3bcuvWrfIzn/nMhT6MFz3n+zpNTk5K4LSv97///c/C0by4uRC/UyeixdL54UJcp7vvvlvedNNN0nVduXHjRvnBD35QRlF0oQ9Fc44IKfuVZhqNRqPRaDSa09A1SxqNRqPRaDRnQYsljUaj0Wg0mrOgxZJGo9FoNBrNWdBiSaPRaDQajeYsaLGk0Wg0Go1Gcxa0WNJoNBqNRqM5C1osaTQajUaj0ZwFLZY0Gs2T8kM/9EP82q/92nl7vzvvvJOrr776vL0fwMGDBxFCsH379vP6vhqNRqPFkkbzEuKnf/qnEUIghMC2bTZu3Mh73vMeOp3OWV/32c9+lt/93d89b+t4z3vew9e//vXz9n5Phb179/IzP/MzjI+P47ouU1NT/MRP/AQPPPDAc7Ke5yvnKpA/+9nP8prXvIaBgQEtVjUvWrRY0mheYtxxxx3MzMywf/9+PvCBD/Bnf/ZnvOc971lz3zAMAahUKuTz+fO2hlwutzpx/dnkgQce4LrrrmPPnj18/OMfZ8eOHXzuc59j69at/MZv/Mazvp4XA51Oh1tuuYUPf/jDz/VSNJoLx3M9b0Wj0Tx7rDUb7Od+7ufkyMiIlFLK97///fKqq66Sn/rUp+TU1JQUQsgkSeRtt90mf/VXf3X1NZOTk/KDH/yg/Jmf+RmZy+XkxMSE/PjHP37S+x45ckT++I//uCyXyzKTycjrrrtudSjyyuecuq4777xTDg4Oynw+L3/+539e+r6/us8///M/y1tuuUUWi0VZqVTk6173Orl3797V5w8cOCAB+dBDD6157EmSyMsuu0xed911Mo7j055fXl5e/f6RRx6Rt99+u0ylUrJSqch3vOMdJw0KXlnvBz/4QTk0NCSLxaK88847ZRiG8j3veY8sl8tybGxMfupTnzptfZ/+9Kfltm3bpOu68tJLL5Xf+MY3TlrHN7/5TXnDDTdIx3HkyMiI/Pf//t/LMAxXn7/tttvkL//yL8vf/M3flOVyWQ4PD582l69er8t3vOMdq+fy9ttvl9u3b199fuX8/6//9b/k5OSkLBQK8sd//Mdls9lcPT5Omf134MCBNc/ruZ5/jeaFjI4saTQvcdLp9GoECVSa6m/+5m/4zGc+c9aUyh/+4R9y/fXX89BDD/GLv/iL/Lt/9+/YtWsXAO12m9tuu43p6Wk+//nP8/DDD/Nbv/VbJElyxvf7+te/zs6dO/nGN77Bpz/9aT73uc/x27/926vPdzod3v3ud3P//ffz9a9/HcMw+NEf/dGzvueJbN++nccff5zf+I3fwDBO/6+vVCoB0O12ueOOOyiXy9x///387d/+LV/72td417veddL+d911F9PT03z729/mj/7oj7jzzjt5/etfT7lc5r777uOd73wn73znOzly5MhJr/vN3/xNfuM3foOHHnqIl73sZbzxjW+kVqsBcOzYMV772tdyww038PDDD/Oxj32MT33qU3zgAx846T3+4i/+gmw2y3333cfv//7v8zu/8zt89atfBUBKyete9zpmZ2f54he/yIMPPsi1117LK1/5SpaWllbfY9++ffz93/89X/jCF/jCF77At771rdXo0H/7b/+Nbdu28Y53vIOZmRlmZmaYmJg4p/Os0bwoea7VmkajefY4NbJ03333yWq1Kn/sx35MSqkiDrZty/n5+ZNet1Zk6Sd/8idXHydJIoeGhlanqX/84x+X+Xxe1mq1NdexVmSpUqnITqezuu1jH/uYzOVya0aBpJRyfn5eAvLRRx+VUj55ZOP//t//KwH5gx/8YM3nV/jEJz4hy+WybLfbq9v+6Z/+SRqGIWdnZ1fXOzk5edLaLr74YvmKV7xi9XEURTKbzcpPf/rTJ63vwx/+8Oo+YRjK8fFx+ZGPfERKKeV//I//UV588cUySZLVfT760Y+edB5uu+02+fKXv/ykNd9www3y3//7fy+llPLrX/+6LBQK0vO8k/bZtGnTavTv/e9/v8xkMquRJCml/M3f/E150003rT4+9Zo/GTqypHkxoyNLGs1LjC984QvkcjlSqRTbtm3j1ltv5U/+5E9Wn5+cnGRwcPBJ3+fKK69c/V4IwcjICPPz84CK4lxzzTVUKpVzXtdVV11FJpNZfbxt2zba7fZqZGbfvn289a1vZePGjRQKBaampgA4fPjwOb2/lHJ1rWdj586dXHXVVWSz2dVtt9xyC0mSsHv37tVtl1122UkRquHhYa644orVx6ZpUq1WV8/Jice1gmVZXH/99ezcuXP1s7dt23bSGm+55Rba7TZHjx5d3XbiuQcYHR1d/ZwHH3yQdrtNtVoll8utfh04cIB9+/atvmbDhg0n1aGd+B4ajeZkrOd6ARqN5tnl9ttv52Mf+xi2bbNu3Tps2z7p+RNFwtk49XVCiNWUWDqdPj+L5bi4ecMb3sDExASf/OQnWbduHUmScPnllxMEwTm9z5YtWwAlSM5mWyClPKOgOnH7Wsd/tnNyNlbed63PXkvkne1zkiRhdHSUb37zm6d9zkqq8cneQ6PRnIyOLGk0LzGy2SybN29mcnLytBvm+eLKK69k+/btJ9XIPBkPP/wwvV5v9fG9995LLpdjfHycWq3Gzp07ed/73scrX/lKLrnkEpaXl5/Smq6++mouvfRS/vAP/3BNUVCv1wG49NJL2b59+0l2Ct/73vcwDGNVcD0T7r333tXvoyjiwQcfZOvWrauffffdd68KJIC7776bfD7P2NjYOb3/tddey+zsLJZlsXnz5pO+BgYGznmdjuMQx/E576/RvJjRYkmj0Zx3fuInfoKRkRHe/OY3873vfY/9+/fzmc98hnvuueeMrwmCgLe//e3s2LGDf/7nf+b9738/73rXuzAMg3K5TLVa5ROf+AR79+7lrrvu4t3vfvdTWpMQgv/xP/4He/bs4dZbb+WLX/wi+/fv55FHHuGDH/wgb3rTmwD4t//235JKpfipn/opHnvsMb7xjW/wy7/8y7ztbW9jeHj4GZ0XgI9+9KN87nOfY9euXfzSL/0Sy8vL/OzP/iwAv/iLv8iRI0f45V/+ZXbt2sU//MM/8P73v593v/vdaxalr8WrXvUqtm3bxpvf/Ga+/OUvc/DgQe6++27e9773PSUvqQ0bNnDfffdx8OBBFhcXzxh1WlpaYvv27ezYsQOA3bt3s337dmZnZ8/5szSa5ztaLGk0mvOO4zh85StfYWhoiNe+9rVcccUVfPjDH8Y0zTO+5pWvfCUXXXQRt956Kz/2Yz/GG97wBu68804ADMPgr//6r3nwwQe5/PLL+fVf/3X+4A/+4Cmv68Ybb+SBBx5g06ZNvOMd7+CSSy7hjW98I48//jh//Md/DEAmk+HLX/4yS0tL3HDDDfzrf/2veeUrX8mf/umfPp1TcRof/vCH+chHPsJVV13Fd77zHf7hH/5hNeIzNjbGF7/4Rb7//e9z1VVX8c53vpO3v/3tvO997zvn9xdC8MUvfpFbb72Vn/3Zn2XLli285S1v4eDBg09J7L3nPe/BNE0uvfRSBgcHz1gb9vnPf55rrrmG173udQC85S1v4ZprruHP//zPz/mzNJrnO0KeGO/VaDSa54Cf/umfpl6v8/d///fP9VIuGAcPHmRqaoqHHnrovI960Wg0FxYdWdJoNBqNRqM5C1osaTQajUaj0ZwFnYbTaDQajUajOQs6sqTRaDQajUZzFrRY0mg0Go1GozkLWixpNBqNRqPRnAUtljQajUaj0WjOghZLGo1Go9FoNGdBiyWNRqPRaDSas6DFkkaj0Wg0Gs1Z0GJJo9FoNBqN5ixosaTRaDQajUZzFv7/iFQY9JgQJWIAAAAASUVORK5CYII=\n", +>>>>>>> persim_master "text/plain": [ "
" ] @@ -534,7 +565,11 @@ }, { "cell_type": "code", +<<<<<<< HEAD + "execution_count": 17, +======= "execution_count": 16, +>>>>>>> persim_master "metadata": {}, "outputs": [], "source": [ @@ -570,14 +605,22 @@ }, { "cell_type": "code", +<<<<<<< HEAD + "execution_count": 18, +======= "execution_count": 17, +>>>>>>> persim_master "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ +<<<<<<< HEAD + "Model accuracy: 0.55\n" +======= "Model accuracy: 0.54\n" +>>>>>>> persim_master ] } ], @@ -621,14 +664,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Section 3: Improving Classification Accuracy\n", + "## Improving Classification Accuracy\n", "\n", "In this section, we go over some methods to improve the accuracy of the classification presented above. These methods include deleting highly persistent classes to identify significant differences in the data and using multicomponent PCA projections to capture more degrees of freedom in the initial data.\n" ] }, { "cell_type": "code", +<<<<<<< HEAD + "execution_count": 19, +======= "execution_count": 18, +>>>>>>> persim_master "metadata": {}, "outputs": [ { @@ -695,13 +742,6 @@ "# Evaluate model performance using accuracy between ground truth data and predicted data\n", "print(f'Model accuracy: {metrics.accuracy_score(c_test_mcomp, clf_mcomp.predict(P_test_mcomp)):.2f}')\n" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/docs/notebooks/Persistence images.ipynb b/docs/notebooks/Persistence images.ipynb index c1ca98b..4be119a 100644 --- a/docs/notebooks/Persistence images.ipynb +++ b/docs/notebooks/Persistence images.ipynb @@ -494,9 +494,9 @@ ], "metadata": { "kernelspec": { - "display_name": "persimenv", + "display_name": "Python 3", "language": "python", - "name": "persimenv" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -508,7 +508,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.9.1" } }, "nbformat": 4, diff --git a/docs/notebooks/Persistence landscapes.ipynb b/docs/notebooks/Persistence landscapes.ipynb new file mode 100644 index 0000000..842b051 --- /dev/null +++ b/docs/notebooks/Persistence landscapes.ipynb @@ -0,0 +1,1012 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b2754b4b", + "metadata": {}, + "source": [ + "# Persistence Landscapes" + ] + }, + { + "cell_type": "markdown", + "id": "b6ae0b63", + "metadata": {}, + "source": [ + "Persistence Landscapes were first introduced in [Bubenik, 2015](https://www.jmlr.org/papers/volume16/bubenik15a/bubenik15a.pdf). Persistence landscapes were one of the first vectorization schemes introduced for persistence diagrams.\n", + "\n", + "There are two implementations of persistence landscapes in persim. The first is `PersLandscapeExact` class, which treats the persistence landscape exactly as it is defined--namely, there are no approximations. In this implementation, the landscape functions are stored internally as lists of their critical points (the breaks in the piecewise linear functions). The second is the `PersLandscapeApprox` class, which instead samples the landscape functions on a grid which the user can specify. This immediately vectorizes the landscape functions so they can be manipulated, averaged, and then quickly passed into other machine learning algorithms." + ] + }, + { + "cell_type": "markdown", + "id": "b9bd30f4", + "metadata": {}, + "source": [ + "Depending on the problem at hand, you can choose either class to perform calculations. **PersLandscapeApprox tends to be much faster than PersLandscapeExact, at the expense of approximate versus exact outputs.** There are methods to convert exact landscapes to approximate ones as well, described below." + ] + }, + { + "cell_type": "markdown", + "id": "9a23d55d", + "metadata": {}, + "source": [ + "## Exact landscapes with `PersLandscapeExact`" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "87241563", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from persim import PersLandscapeExact\n", + "from persim.landscapes import plot_landscape_simple" + ] + }, + { + "cell_type": "markdown", + "id": "9fb01c24", + "metadata": {}, + "source": [ + "Let's start with a toy persistence diagram to explore exact landscapes." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "d9930df8", + "metadata": {}, + "outputs": [], + "source": [ + "pd = [np.array([[0,3], [1,4]]), np.array([[1,4]])]" + ] + }, + { + "cell_type": "markdown", + "id": "2e4bc4ae", + "metadata": {}, + "source": [ + "This diagram has two features in degree 0 and one feature in degree 1 (as output by a `ripser.py` calculation for example). We specify which degree of homology we calculate the landscape in." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "706cfee3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Exact persistence landscape in homological degree 0" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ple = PersLandscapeExact(dgms=pd,hom_deg=0)\n", + "ple" + ] + }, + { + "cell_type": "markdown", + "id": "87491ead", + "metadata": {}, + "source": [ + "The critical pairs which define the landscapes are stored internally as a list of lists in the `critical_pairs` attribute:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "7c8a532a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[[0, 0], [1.5, 1.5], [2.0, 1.0], [2.5, 1.5], [4, 0]],\n", + " [[1, 0], [2.0, 1.0], [3, 0]]]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ple.critical_pairs" + ] + }, + { + "cell_type": "markdown", + "id": "e3e0779f", + "metadata": {}, + "source": [ + "This list of lists is \"outer indexed\" by the depth of the landscape function. Equivalently, `ple.critical_points[i]` provides a list of the critical points of the `i`-th persistence landscape in degree 0. We can see what these pairs of numbers correspond to by plotting the landscape with `plot_landscape_simple`." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "fef75c53", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_landscape_simple(ple)" + ] + }, + { + "cell_type": "markdown", + "id": "e0f5c05f", + "metadata": {}, + "source": [ + "### Arithmetic" + ] + }, + { + "cell_type": "markdown", + "id": "131aaac4", + "metadata": {}, + "source": [ + "Basic arithmetic operations are implemented using the traditional `+`, `-`, and `*` operations. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e0f0a7dc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Exact persistence landscape in homological degree 0" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd2 = [ np.array([[0.5,7],[3,5],[4.1,6.5]]), np.array([[1,4]])]\n", + "ple2 = PersLandscapeExact(dgms=pd2,hom_deg=0)\n", + "ple2" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "c7cff361", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[[0, 0],\n", + " [0.5, 0.5],\n", + " [1.5, 2.5],\n", + " [2.0, 2.5],\n", + " [2.5, 3.5],\n", + " [3.75, 3.5],\n", + " [4, 3.0],\n", + " [7.0, 0.0]],\n", + " [[1, 0],\n", + " [2.0, 1.0],\n", + " [3, 0.0],\n", + " [4.0, 1.0],\n", + " [4.55, 0.4500000000000002],\n", + " [5.3, 1.2000000000000002],\n", + " [6.5, 0.0]],\n", + " [[4.1, 0], [4.55, 0.4500000000000002], [5.0, 0]]]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pl_sum = ple + ple2\n", + "pl_sum.critical_pairs" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "68bc15f6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[[0, 0],\n", + " [0.5, 0.5],\n", + " [1.5, 0.5],\n", + " [2.0, -0.5],\n", + " [2.5, -0.5],\n", + " [3.75, -3.0],\n", + " [4, -3.0],\n", + " [7.0, 0.0]],\n", + " [[1, 0],\n", + " [2.0, 1.0],\n", + " [3, 0.0],\n", + " [4.0, -1.0],\n", + " [4.55, -0.4500000000000002],\n", + " [5.3, -1.2000000000000002],\n", + " [6.5, 0.0]],\n", + " [[4.1, 0], [4.55, -0.4500000000000002], [5.0, 0]]]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(ple - ple2).critical_pairs" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "43507784", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[(0, 0), (1.5, 10.5), (2.0, 7.0), (2.5, 10.5), (4, 0)],\n", + " [(1, 0), (2.0, 7.0), (3, 0)]]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(7*ple).critical_pairs" + ] + }, + { + "cell_type": "markdown", + "id": "50e2d9a3", + "metadata": {}, + "source": [ + "### Slicing and indexing" + ] + }, + { + "cell_type": "markdown", + "id": "e4d598ec", + "metadata": {}, + "source": [ + "Landscapes are sliced by depth." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "2f0259e2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[0, 0], [1.5, 1.5], [2.0, 1.0], [2.5, 1.5], [4, 0]]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ple[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "40aac97e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[[1, 0], [2.0, 1.0], [3, 0]]]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ple[1:]" + ] + }, + { + "cell_type": "markdown", + "id": "a03ee281", + "metadata": {}, + "source": [ + "The standard `p` norms are implemented for all `p`, as well as the supremum norm." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "c8dbdce2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.1213203435596424" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ple.p_norm(p=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "e6171cd3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.5" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ple.sup_norm()" + ] + }, + { + "cell_type": "markdown", + "id": "f8d35dde", + "metadata": {}, + "source": [ + "## Approximate landscapes with `PersLandscapeApprox`" + ] + }, + { + "cell_type": "markdown", + "id": "127d9aaf", + "metadata": {}, + "source": [ + "Let's use the same persistence diagram as above to explore this class and compare it to the exact landscape counterpart." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "6d9bd345", + "metadata": {}, + "outputs": [], + "source": [ + "from persim import PersLandscapeApprox" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "ea1ba755", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Approximate persistence landscape in homological degree 0 on grid from 0 to 4 with 500 steps" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pla = PersLandscapeApprox(dgms=pd,hom_deg=0)\n", + "pla" + ] + }, + { + "cell_type": "markdown", + "id": "d3bd5403", + "metadata": {}, + "source": [ + "The approximate class \"snaps\" the landscape functions onto a grid. The user can specify the grid manually or (as we just did) can leave it unspecified and an optimal grid will be determined. To specify a grid manually, pass `start`, `stop`, and `num_steps` into the constructor." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "41942ef8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Approximate persistence landscape in homological degree 0 on grid from -1 to 5 with 10000 steps" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pla_manual_grid = PersLandscapeApprox(dgms=pd, hom_deg=0, start=-1, stop=5, num_steps=10000)\n", + "pla_manual_grid" + ] + }, + { + "cell_type": "markdown", + "id": "62db710a", + "metadata": {}, + "source": [ + "The values interpolated onto the grid are stored in the `values` attribute." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "e782723a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(2, 10000)\n", + "[[0. 0. 0. ... 0. 0. 0.]\n", + " [0. 0. 0. ... 0. 0. 0.]]\n" + ] + } + ], + "source": [ + "print(pla_manual_grid.values.shape)\n", + "print(pla_manual_grid.values)" + ] + }, + { + "cell_type": "markdown", + "id": "2d43eba2", + "metadata": {}, + "source": [ + "### Arithmetic" + ] + }, + { + "cell_type": "markdown", + "id": "9cf4c7dc", + "metadata": {}, + "source": [ + "Basic arithmetic operations are also implemented using `+`, `-`, and `*`.\n", + "\n", + "**Note:** Before any arithmetic operations can be carried out, the two approximate landscape classes must be coerced with the same grid parameters. The `snap_PL` function is provided to take of the snapping." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "d51165a3", + "metadata": {}, + "outputs": [], + "source": [ + "from persim.landscapes import snap_pl\n", + "\n", + "[snapped_pla, snapped_pla_manual_grid] = snap_pl([pla,pla_manual_grid])" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "82e0092f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Approximate persistence landscape in homological degree 0 on grid from -1 to 5 with 10000 steps\n" + ] + } + ], + "source": [ + "print(snapped_pla + 4*snapped_pla_manual_grid)" + ] + }, + { + "cell_type": "markdown", + "id": "6e7c46c3", + "metadata": {}, + "source": [ + "Once snapped, all arithmetic operations work as expected." + ] + }, + { + "cell_type": "markdown", + "id": "adea59b4", + "metadata": {}, + "source": [ + "### Slicing and Indexing" + ] + }, + { + "cell_type": "markdown", + "id": "5f24ac29", + "metadata": {}, + "source": [ + "Slicing and Indexing work as with exact landscapes. Here are the 500 sampled values from the depth 0 landscape in `pla`. " + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "21f4e932", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0. , 0.00801603, 0.01603206, 0.0240481 , 0.03206413,\n", + " 0.04008016, 0.04809619, 0.05611222, 0.06412826, 0.07214429,\n", + " 0.08016032, 0.08817635, 0.09619238, 0.10420842, 0.11222445,\n", + " 0.12024048, 0.12825651, 0.13627255, 0.14428858, 0.15230461,\n", + " 0.16032064, 0.16833667, 0.17635271, 0.18436874, 0.19238477,\n", + " 0.2004008 , 0.20841683, 0.21643287, 0.2244489 , 0.23246493,\n", + " 0.24048096, 0.24849699, 0.25651303, 0.26452906, 0.27254509,\n", + " 0.28056112, 0.28857715, 0.29659319, 0.30460922, 0.31262525,\n", + " 0.32064128, 0.32865731, 0.33667335, 0.34468938, 0.35270541,\n", + " 0.36072144, 0.36873747, 0.37675351, 0.38476954, 0.39278557,\n", + " 0.4008016 , 0.40881764, 0.41683367, 0.4248497 , 0.43286573,\n", + " 0.44088176, 0.4488978 , 0.45691383, 0.46492986, 0.47294589,\n", + " 0.48096192, 0.48897796, 0.49699399, 0.50501002, 0.51302605,\n", + " 0.52104208, 0.52905812, 0.53707415, 0.54509018, 0.55310621,\n", + " 0.56112224, 0.56913828, 0.57715431, 0.58517034, 0.59318637,\n", + " 0.6012024 , 0.60921844, 0.61723447, 0.6252505 , 0.63326653,\n", + " 0.64128257, 0.6492986 , 0.65731463, 0.66533066, 0.67334669,\n", + " 0.68136273, 0.68937876, 0.69739479, 0.70541082, 0.71342685,\n", + " 0.72144289, 0.72945892, 0.73747495, 0.74549098, 0.75350701,\n", + " 0.76152305, 0.76953908, 0.77755511, 0.78557114, 0.79358717,\n", + " 0.80160321, 0.80961924, 0.81763527, 0.8256513 , 0.83366733,\n", + " 0.84168337, 0.8496994 , 0.85771543, 0.86573146, 0.87374749,\n", + " 0.88176353, 0.88977956, 0.89779559, 0.90581162, 0.91382766,\n", + " 0.92184369, 0.92985972, 0.93787575, 0.94589178, 0.95390782,\n", + " 0.96192385, 0.96993988, 0.97795591, 0.98597194, 0.99398798,\n", + " 1.00200401, 1.01002004, 1.01803607, 1.0260521 , 1.03406814,\n", + " 1.04208417, 1.0501002 , 1.05811623, 1.06613226, 1.0741483 ,\n", + " 1.08216433, 1.09018036, 1.09819639, 1.10621242, 1.11422846,\n", + " 1.12224449, 1.13026052, 1.13827655, 1.14629259, 1.15430862,\n", + " 1.16232465, 1.17034068, 1.17835671, 1.18637275, 1.19438878,\n", + " 1.20240481, 1.21042084, 1.21843687, 1.22645291, 1.23446894,\n", + " 1.24248497, 1.250501 , 1.25851703, 1.26653307, 1.2745491 ,\n", + " 1.28256513, 1.29058116, 1.29859719, 1.30661323, 1.31462926,\n", + " 1.32264529, 1.33066132, 1.33867735, 1.34669339, 1.35470942,\n", + " 1.36272545, 1.37074148, 1.37875752, 1.38677355, 1.39478958,\n", + " 1.40280561, 1.41082164, 1.41883768, 1.42685371, 1.43486974,\n", + " 1.44288577, 1.4509018 , 1.45891784, 1.46693387, 1.4749499 ,\n", + " 1.48296593, 1.49098196, 1.498998 , 1.49098196, 1.48296593,\n", + " 1.4749499 , 1.46693387, 1.45891784, 1.4509018 , 1.44288577,\n", + " 1.43486974, 1.42685371, 1.41883768, 1.41082164, 1.40280561,\n", + " 1.39478958, 1.38677355, 1.37875752, 1.37074148, 1.36272545,\n", + " 1.35470942, 1.34669339, 1.33867735, 1.33066132, 1.32264529,\n", + " 1.31462926, 1.30661323, 1.29859719, 1.29058116, 1.28256513,\n", + " 1.2745491 , 1.26653307, 1.25851703, 1.250501 , 1.24248497,\n", + " 1.23446894, 1.22645291, 1.21843687, 1.21042084, 1.20240481,\n", + " 1.19438878, 1.18637275, 1.17835671, 1.17034068, 1.16232465,\n", + " 1.15430862, 1.14629259, 1.13827655, 1.13026052, 1.12224449,\n", + " 1.11422846, 1.10621242, 1.09819639, 1.09018036, 1.08216433,\n", + " 1.0741483 , 1.06613226, 1.05811623, 1.0501002 , 1.04208417,\n", + " 1.03406814, 1.0260521 , 1.01803607, 1.01002004, 1.00200401,\n", + " 1.00200401, 1.01002004, 1.01803607, 1.0260521 , 1.03406814,\n", + " 1.04208417, 1.0501002 , 1.05811623, 1.06613226, 1.0741483 ,\n", + " 1.08216433, 1.09018036, 1.09819639, 1.10621242, 1.11422846,\n", + " 1.12224449, 1.13026052, 1.13827655, 1.14629259, 1.15430862,\n", + " 1.16232465, 1.17034068, 1.17835671, 1.18637275, 1.19438878,\n", + " 1.20240481, 1.21042084, 1.21843687, 1.22645291, 1.23446894,\n", + " 1.24248497, 1.250501 , 1.25851703, 1.26653307, 1.2745491 ,\n", + " 1.28256513, 1.29058116, 1.29859719, 1.30661323, 1.31462926,\n", + " 1.32264529, 1.33066132, 1.33867735, 1.34669339, 1.35470942,\n", + " 1.36272545, 1.37074148, 1.37875752, 1.38677355, 1.39478958,\n", + " 1.40280561, 1.41082164, 1.41883768, 1.42685371, 1.43486974,\n", + " 1.44288577, 1.4509018 , 1.45891784, 1.46693387, 1.4749499 ,\n", + " 1.48296593, 1.49098196, 1.498998 , 1.49098196, 1.48296593,\n", + " 1.4749499 , 1.46693387, 1.45891784, 1.4509018 , 1.44288577,\n", + " 1.43486974, 1.42685371, 1.41883768, 1.41082164, 1.40280561,\n", + " 1.39478958, 1.38677355, 1.37875752, 1.37074148, 1.36272545,\n", + " 1.35470942, 1.34669339, 1.33867735, 1.33066132, 1.32264529,\n", + " 1.31462926, 1.30661323, 1.29859719, 1.29058116, 1.28256513,\n", + " 1.2745491 , 1.26653307, 1.25851703, 1.250501 , 1.24248497,\n", + " 1.23446894, 1.22645291, 1.21843687, 1.21042084, 1.20240481,\n", + " 1.19438878, 1.18637275, 1.17835671, 1.17034068, 1.16232465,\n", + " 1.15430862, 1.14629259, 1.13827655, 1.13026052, 1.12224449,\n", + " 1.11422846, 1.10621242, 1.09819639, 1.09018036, 1.08216433,\n", + " 1.0741483 , 1.06613226, 1.05811623, 1.0501002 , 1.04208417,\n", + " 1.03406814, 1.0260521 , 1.01803607, 1.01002004, 1.00200401,\n", + " 0.99398798, 0.98597194, 0.97795591, 0.96993988, 0.96192385,\n", + " 0.95390782, 0.94589178, 0.93787575, 0.92985972, 0.92184369,\n", + " 0.91382766, 0.90581162, 0.89779559, 0.88977956, 0.88176353,\n", + " 0.87374749, 0.86573146, 0.85771543, 0.8496994 , 0.84168337,\n", + " 0.83366733, 0.8256513 , 0.81763527, 0.80961924, 0.80160321,\n", + " 0.79358717, 0.78557114, 0.77755511, 0.76953908, 0.76152305,\n", + " 0.75350701, 0.74549098, 0.73747495, 0.72945892, 0.72144289,\n", + " 0.71342685, 0.70541082, 0.69739479, 0.68937876, 0.68136273,\n", + " 0.67334669, 0.66533066, 0.65731463, 0.6492986 , 0.64128257,\n", + " 0.63326653, 0.6252505 , 0.61723447, 0.60921844, 0.6012024 ,\n", + " 0.59318637, 0.58517034, 0.57715431, 0.56913828, 0.56112224,\n", + " 0.55310621, 0.54509018, 0.53707415, 0.52905812, 0.52104208,\n", + " 0.51302605, 0.50501002, 0.49699399, 0.48897796, 0.48096192,\n", + " 0.47294589, 0.46492986, 0.45691383, 0.4488978 , 0.44088176,\n", + " 0.43286573, 0.4248497 , 0.41683367, 0.40881764, 0.4008016 ,\n", + " 0.39278557, 0.38476954, 0.37675351, 0.36873747, 0.36072144,\n", + " 0.35270541, 0.34468938, 0.33667335, 0.32865731, 0.32064128,\n", + " 0.31262525, 0.30460922, 0.29659319, 0.28857715, 0.28056112,\n", + " 0.27254509, 0.26452906, 0.25651303, 0.24849699, 0.24048096,\n", + " 0.23246493, 0.2244489 , 0.21643287, 0.20841683, 0.2004008 ,\n", + " 0.19238477, 0.18436874, 0.17635271, 0.16833667, 0.16032064,\n", + " 0.15230461, 0.14428858, 0.13627255, 0.12825651, 0.12024048,\n", + " 0.11222445, 0.10420842, 0.09619238, 0.08817635, 0.08016032,\n", + " 0.07214429, 0.06412826, 0.05611222, 0.04809619, 0.04008016,\n", + " 0.03206413, 0.0240481 , 0.01603206, 0.00801603, 0. ])" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pla[0]" + ] + }, + { + "cell_type": "markdown", + "id": "03d12154", + "metadata": {}, + "source": [ + "## Other tools for landscapes" + ] + }, + { + "cell_type": "markdown", + "id": "e22e9ffb", + "metadata": {}, + "source": [ + "Several auxiliary functions have been implemented to facilitate easier analysis with persistence landscapes." + ] + }, + { + "cell_type": "markdown", + "id": "90a3a85a", + "metadata": {}, + "source": [ + "### Death vector" + ] + }, + { + "cell_type": "markdown", + "id": "6f5b3062", + "metadata": {}, + "source": [ + "For Vietoris-Rips, Cech, or similar filtrations, the birth times in homological degree 0 are not helpful for distinguishing phenomena. For this case in particular, we provide a calculation of the death vector. The death vector is the vector of death times of features in homological degree 0." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "5bf3f330", + "metadata": {}, + "outputs": [], + "source": [ + "from persim.landscapes import death_vector" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "a8e2529b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[4, 3]" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dv = death_vector(dgms=pd)\n", + "dv" + ] + }, + { + "cell_type": "markdown", + "id": "ec723508", + "metadata": {}, + "source": [ + "### Linear Combinations" + ] + }, + { + "cell_type": "markdown", + "id": "504ac1b3", + "metadata": {}, + "source": [ + "We provide methods for efficiently computing linear combinations of persistence landscapes, and in particular, computing averages of a large list of landscapes. These methods will automatically snap the landscapes to a common grid if necessary." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "dfeabbb1", + "metadata": {}, + "outputs": [], + "source": [ + "from persim.landscapes import average_approx, lc_approx\n", + "\n", + "lc_landscape = lc_approx(landscapes=[pla,2*pla,5*pla], coeffs = [1,1/2,1/5])\n", + "np.testing.assert_almost_equal(lc_landscape[0],pla[0]*3)" + ] + }, + { + "cell_type": "markdown", + "id": "fbb3119c", + "metadata": {}, + "source": [ + "The above provides a simple example verifying the desired behavior. Here we show an even simpler example with taking an average." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "6ce12c0f", + "metadata": {}, + "outputs": [], + "source": [ + "avg_landscape = average_approx([pla,pla,pla,pla])\n", + "np.testing.assert_almost_equal(avg_landscape[0],pla[0])" + ] + }, + { + "cell_type": "markdown", + "id": "0bf4e2c4", + "metadata": {}, + "source": [ + "## Visualizations" + ] + }, + { + "cell_type": "markdown", + "id": "0787550c", + "metadata": {}, + "source": [ + "Simple 2-dimensional and more visually complex 3-dimensional landscape functions can be plotted." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "53933356", + "metadata": {}, + "outputs": [], + "source": [ + "from persim.landscapes import plot_landscape, plot_landscape_simple" + ] + }, + { + "cell_type": "markdown", + "id": "2ba31e29", + "metadata": {}, + "source": [ + "The `plot_landscape` method provides a 3-dimensional visualization of the landscape function. This version is computationally expensive to compute, so a lighter, 2-dimensional version is also provided in `plot_landscape_simple`." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "0113cf2c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plot_landscape(pla)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "aaa193c3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_landscape_simple(pla)" + ] + }, + { + "cell_type": "markdown", + "id": "855becb6", + "metadata": {}, + "source": [ + "Here's one final example to show how all of these methods can be combined. We construct a list of 100 \"random\" persistence diagrams each with 500 points, their average landscape, and plot it." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "70e48dfb", + "metadata": {}, + "outputs": [], + "source": [ + "from numpy.random import default_rng\n", + "\n", + "rng = default_rng(seed=42)\n", + "\n", + "random_pds = [\n", + " [\n", + " np.array([\n", + " [rng.random(), rng.random()+1] for _ in range(500)\n", + " ])\n", + " ] # extra bracketing to mimic the output of ripser.py\n", + " for _ in range(100)]" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "76dd986b", + "metadata": {}, + "outputs": [], + "source": [ + "pls = [PersLandscapeApprox(dgms=dgm, hom_deg=0) for dgm in random_pds]\n", + "\n", + "avg_pl = average_approx(pls)" + ] + }, + { + "cell_type": "markdown", + "id": "9a797702", + "metadata": {}, + "source": [ + "The plotting methods return matplot figures (or axes objects) for further user modification if necessary. For example, if we plot `avg_pl`, we will have way too many legend entries, so we can remove those before plotting using standard matplotlib techniques." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "6dfb7072", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = plot_landscape_simple(avg_pl)\n", + "my_handles, my_labels = ax.get_legend_handles_labels()\n", + "ax.legend(handles=my_handles[:15])" + ] + } + ], + "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": "3.9.1" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/persim/__init__.py b/persim/__init__.py index 42c8068..a92216a 100644 --- a/persim/__init__.py +++ b/persim/__init__.py @@ -1,9 +1,13 @@ -from .images import * -from .sliced_wasserstein import * +from ._version import __version__ from .bottleneck import * -from .wasserstein import * -from .heat import * from .gromov_hausdorff import * +from .heat import * +from .images import * +from .landscapes.approximate import PersLandscapeApprox +from .landscapes.exact import PersLandscapeExact +from .landscapes.transformer import PersistenceLandscaper +from .sliced_wasserstein import * from .visuals import * +from .wasserstein import * -from ._version import __version__ +__all__ = ["PersLandscapeApprox", "PersistenceLandscaper", "PersLandscapeExact"] diff --git a/persim/landscapes/approximate.py b/persim/landscapes/approximate.py index 6eb4a21..34b26a9 100644 --- a/persim/landscapes/approximate.py +++ b/persim/landscapes/approximate.py @@ -87,8 +87,8 @@ class are much faster compared to `PersLandscapeExact` in general. ValueError: Start values of grids do not coincide - >>> from persim import snap_PL - >>> [snapped_pla, snapped_wide_pl] = snap_PL([pla,wide_pl]) + >>> from persim import snap_pl + >>> [snapped_pla, snapped_wide_pl] = snap_pl([pla,wide_pl]) >>> print(snapped_pla, snapped_wide_pl) Approximate persistence landscape in homological degree 0 on grid from -1 to 4 with 1000 steps Approximate persistence landscape in homological degree 0 on grid from -1 to 4 with 1000 steps @@ -128,7 +128,6 @@ def __init__( values=np.array([]), compute: bool = True, ) -> None: - super().__init__(dgms=dgms, hom_deg=hom_deg) if not dgms and values.size == 0: raise ValueError("dgms and values cannot both be emtpy") diff --git a/persim/landscapes/auxiliary.py b/persim/landscapes/auxiliary.py index 29fc811..5bd7ec8 100644 --- a/persim/landscapes/auxiliary.py +++ b/persim/landscapes/auxiliary.py @@ -44,7 +44,10 @@ def union_crit_pairs(A, B): else: result_pairs.append( slope_to_pos_interp( - sum_slopes(pos_to_slope_interp(a), pos_to_slope_interp(b),) + sum_slopes( + pos_to_slope_interp(a), + pos_to_slope_interp(b), + ) ) ) return result_pairs @@ -141,7 +144,7 @@ def ndsnap_regular(points, *grid_axes): def _p_norm(p: float, critical_pairs: list = []): """ - Compute `p` norm of interpolated piecewise linear function defined from list of + Compute `p` norm of interpolated piecewise linear function defined from list of critical pairs. """ result = 0.0 diff --git a/persim/landscapes/exact.py b/persim/landscapes/exact.py index 2c8a544..3ae5b91 100644 --- a/persim/landscapes/exact.py +++ b/persim/landscapes/exact.py @@ -3,11 +3,12 @@ """ import itertools -import numpy as np from operator import itemgetter +import numpy as np + from .approximate import PersLandscapeApprox -from .auxiliary import union_crit_pairs, _p_norm +from .auxiliary import _p_norm, union_crit_pairs from .base import PersLandscape __all__ = ["PersLandscapeExact"] @@ -16,114 +17,99 @@ class PersLandscapeExact(PersLandscape): """Persistence Landscape Exact class. - This class implements an exact version of Persistence Landscapes. The landscape - functions are stored as a list of critical pairs, and the actual function is the - linear interpolation of these critical pairs. All - computations done with these classes are exact. For much faster but - approximate methods that should suffice for most applications, consider - `PersLandscapeApprox`. - - Parameters - ---------- - dgms : list of (-,2) numpy.ndarrays, optional - A nested list of numpy arrays, e.g., [array( array([:]), array([:]) ),..., array([:])] - Each entry in the list corresponds to a single homological degree. - Each array represents the birth-death pairs in that homological degree. This is - the output format from ripser.py: ripser(data_user)['dgms']. Only - one of diagrams or critical pairs should be specified. - - hom_deg : int - Represents the homology degree of the persistence diagram. - - critical_pairs : list, optional - List of lists of critical pairs (points, values) for specifying a persistence landscape. - These do not necessarily have to arise from a persistence - diagram. Only one of diagrams or critical pairs should be specified. + This class implements an exact version of Persistence Landscapes. The landscape + functions are stored as a list of critical pairs, and the actual function is the + linear interpolation of these critical pairs. All + computations done with these classes are exact. For much faster but + approximate methods that should suffice for most applications, consider + `PersLandscapeApprox`. - compute : bool, optional - Flag determining whether landscape functions are computed upon instantiation. + Parameters + ---------- + dgms : list of (-,2) numpy.ndarrays, optional + A nested list of numpy arrays, e.g., [array( array([:]), array([:]) ),..., array([:])] + Each entry in the list corresponds to a single homological degree. + Each array represents the birth-death pairs in that homological degree. This is + the output format from ripser.py: ripser(data_user)['dgms']. Only + one of diagrams or critical pairs should be specified. + hom_deg : int + Represents the homology degree of the persistence diagram. - Examples - -------- - Define a persistence diagram and instantiate the landscape:: + critical_pairs : list, optional + List of lists of critical pairs (points, values) for specifying a persistence landscape. + These do not necessarily have to arise from a persistence + diagram. Only one of diagrams or critical pairs should be specified. - >>> from persim import PersLandscapeExact - >>> import numpy as np - >>> pd = [ np.array([[0,3],[1,4]]), np.array([[1,4]]) ] - >>> ple = PersLandscapeExact(dgms=pd, hom_deg=0) - >>> ple + compute : bool, optional + Flag determining whether landscape functions are computed upon instantiation. - `PersLandscapeExact` instances store the critical pairs of the landscape as a list of lists in the `critical_pairs` attribute. The `i`-th entry corresponds to the critical values of the depth `i` landscape:: - >>> ple.critical_pairs + Examples + -------- + Define a persistence diagram and instantiate the landscape:: - [[[0, 0], [1.5, 1.5], [2.0, 1.0], [2.5, 1.5], [4, 0]], - [[1, 0], [2.0, 1.0], [3, 0]]] + >>> from persim import PersLandscapeExact + >>> import numpy as np + >>> pd = [ np.array([[0,3],[1,4]]), np.array([[1,4]]) ] + >>> ple = PersLandscapeExact(dgms=pd, hom_deg=0) + >>> ple - Addition, subtraction, and scalar multiplication between landscapes is implemented:: + `PersLandscapeExact` instances store the critical pairs of the landscape as a list of lists in the `critical_pairs` attribute. The `i`-th entry corresponds to the critical values of the depth `i` landscape:: - >>> pd2 = [ np.array([[0.5,7],[3,5],[4.1,6.5]]), np.array([[1,4]])] - >>> pl2 = PersLandscapeExact(dgms=pd2,hom_deg=0) - >>> pl_sum = ple + pl2 - >>> pl_sum.critical_pairs + >>> ple.critical_pairs - [[[0, 0], [0.5, 0.5], [1.5, 2.5], [2.0, 2.5], - [2.5, 3.5], [3.75, 3.5],[4, 3.0], [7.0, 0.0]], - [[1, 0], [2.0, 1.0], [3, 0.0], [4.0, 1.0], - [4.55, 0.45], [5.3, 1.2], [6.5, 0.0]], - [[4.1, 0], [4.55, 0.45], [5.0, 0]]] + [[[0, 0], [1.5, 1.5], [2.0, 1.0], [2.5, 1.5], [4, 0]], + [[1, 0], [2.0, 1.0], [3, 0]]] - >>> diff_pl = ple - pl2 - >>> diff_pl.critical_pairs + Addition, subtraction, and scalar multiplication between landscapes is implemented:: - [[[0, 0], [0.5, 0.5], [1.5, 0.5], [2.0, -0.5], - [2.5, -0.5], [3.75, -3.0], [4, -3.0], [7.0, 0.0]], - [[1, 0], [2.0, 1.0], [3, 0.0], [4.0, -1.0], - [4.55, -0.45], [5.3, -1.2], [6.5, 0.0]], - [[4.1, 0], [4.55, -0.45], [5.0, 0]]] + >>> pd2 = [ np.array([[0.5,7],[3,5],[4.1,6.5]]), np.array([[1,4]])] + >>> pl2 = PersLandscapeExact(dgms=pd2,hom_deg=0) + >>> pl_sum = ple + pl2 + >>> pl_sum.critical_pairs - >>> (5*ple).critical_pairs + [[[0, 0], [0.5, 0.5], [1.5, 2.5], [2.0, 2.5], + [2.5, 3.5], [3.75, 3.5],[4, 3.0], [7.0, 0.0]], + [[1, 0], [2.0, 1.0], [3, 0.0], [4.0, 1.0], + [4.55, 0.45], [5.3, 1.2], [6.5, 0.0]], + [[4.1, 0], [4.55, 0.45], [5.0, 0]]] - [[(0, 0), (1.5, 7.5), (2.0, 5.0), (2.5, 7.5), (4, 0)], - [(1, 0), (2.0, 5.0), (3, 0)]] + >>> diff_pl = ple - pl2 + >>> diff_pl.critical_pairs - Landscapes are sliced by depth and slicing returns the critical pairs in the range specified:: + [[[0, 0], [0.5, 0.5], [1.5, 0.5], [2.0, -0.5], + [2.5, -0.5], [3.75, -3.0], [4, -3.0], [7.0, 0.0]], + [[1, 0], [2.0, 1.0], [3, 0.0], [4.0, -1.0], + [4.55, -0.45], [5.3, -1.2], [6.5, 0.0]], + [[4.1, 0], [4.55, -0.45], [5.0, 0]]] - >>> ple[0] + >>> (5*ple).critical_pairs - [[0, 0], [1.5, 1.5], [2.0, 1.0], [2.5, 1.5], [4, 0]] + [[(0, 0), (1.5, 7.5), (2.0, 5.0), (2.5, 7.5), (4, 0)], + [(1, 0), (2.0, 5.0), (3, 0)]] - >>> pl2[1:] + Landscapes are sliced by depth and slicing returns the critical pairs in the range specified:: - [[[3.0, 0], [4.0, 1.0], [4.55, 0.4500000000000002], - [5.3, 1.2000000000000002], [6.5, 0]], - [[4.1, 0], [4.55, 0.4500000000000002], [5.0, 0]]] + >>> ple[0] - `p` norms are implemented for all `p` as well as the supremum norms:: + [[0, 0], [1.5, 1.5], [2.0, 1.0], [2.5, 1.5], [4, 0]] - >>> ple.p_norm(p=3) + >>> pl2[1:] - 1.7170713638299977 + [[[3.0, 0], [4.0, 1.0], [4.55, 0.4500000000000002], + [5.3, 1.2000000000000002], [6.5, 0]], + [[4.1, 0], [4.55, 0.4500000000000002], [5.0, 0]]] - >>> pl2.sup_norm() + `p` norms are implemented for all `p` as well as the supremum norm:: - 3.25 + >>> ple.p_norm(p=3) + 1.7170713638299977 + >>> pl2.sup_norm() - Methods - ------- - compute_landscape : computes the set of critical pairs and stores them in - the attribute `critical_pairs` - - compute_landscape_by_depth : compute the set of critical pairs in a certain - range. - - p_norm : returns p-norm of a landscape - - sup_norm : returns sup norm of a landscape - + 3.25 """ def __init__( @@ -240,7 +226,7 @@ def __getitem__(self, key: slice) -> list: list The critical pairs of the landscape function corresponding to depths given by key - + Note ---- If the slice is beyond `self.max_depth` an IndexError is raised. @@ -307,7 +293,6 @@ def compute_landscape(self, verbose: bool = False) -> list: break while L[landscape_idx][-1] != [np.inf, 0]: - # if d is > = all remaining pairs, then end lambda # includes edge case with (b,d) pairs with the same death time if all(d >= _[1] for _ in A): diff --git a/persim/landscapes/visuals.py b/persim/landscapes/visuals.py index 2bbb086..c9dbbdc 100644 --- a/persim/landscapes/visuals.py +++ b/persim/landscapes/visuals.py @@ -32,8 +32,8 @@ def plot_landscape( A 3-dimensional plot of a persistence landscape. If the user wishes to modify the plot beyond the provided parameters, they - should create a matplotlib.pyplot figure axis first and then pass it as the - optional 'ax' parameter. This allows for easy modification of the plots + should create a matplotlib.pyplot figure axis first and then pass it as the + optional 'ax' parameter. This allows for easy modification of the plots after creation. Warning: This function is quite slow, especially for large landscapes. @@ -105,8 +105,9 @@ def plot_landscape_simple( labels=None, depth_range=None, ): - """ - A 2-dimensional plot of the persistence landscape. This is a faster plotting + """A 2-dimensional plot of the persistence landscape. + + This is a faster plotting utility than the standard plotting, but is recommended for smaller landscapes for ease of visualization. @@ -259,7 +260,7 @@ def plot_landscape_exact( plt.title(title) ax.margins(padding) ax.view_init(10, 90) - plt.show() + return fig def plot_landscape_exact_simple( @@ -316,6 +317,7 @@ def plot_landscape_exact_simple( if labels: ax.set_xlabel(labels[0]) ax.set_ylabel(labels[1]) + return ax def plot_landscape_approx( @@ -411,7 +413,7 @@ def plot_landscape_approx( if title: plt.title(title) ax.view_init(10, 90) - plt.show() + return fig def plot_landscape_approx_simple( @@ -474,3 +476,4 @@ def plot_landscape_approx_simple( if labels: ax.set_xlabel(labels[0]) ax.set_ylabel(labels[1]) + return ax diff --git a/setup.py b/setup.py index 7ed01c0..65b08fc 100644 --- a/setup.py +++ b/setup.py @@ -4,7 +4,8 @@ import re -VERSIONFILE="persim/_version.py" + +VERSIONFILE = "persim/_version.py" verstrline = open(VERSIONFILE, "rt").read() VSRE = r"^__version__ = ['\"]([^'\"]*)['\"]" mo = re.search(VSRE, verstrline, re.M) @@ -13,51 +14,49 @@ else: raise RuntimeError("Unable to find version string in %s." % (VERSIONFILE,)) -with open('README.md') as f: +with open("README.md") as f: long_description = f.read() -setup(name='persim', - version=verstr, - description='Distances and representations of persistence diagrams', - long_description=long_description, - long_description_content_type="text/markdown", - author='Nathaniel Saul, Chris Tralie, Francis Motta, Michael Catanzaro, Gabrielle Angeloro, Calder Sheagren', - author_email='nat@riverasaul.com, chris.tralie@gmail.com, francis.c.motta@gmail.com, catanzaromj@gmail.com, gabrielleangeloro@gmail.com, caldersheagren@gmail.com', - url='https://persim.scikit-tda.org', - license='MIT', - packages=['persim'], - include_package_data=True, - install_requires=[ - 'scikit-learn', - 'numpy', - 'matplotlib', - 'scipy', - 'hopcroftkarp', - 'deprecated', - 'joblib' - ], - extras_require={ # use `pip install -e ".[testing]"`` - 'testing': [ - 'pytest', - 'pytest-cov' +setup( + name="persim", + version=verstr, + description="Distances and representations of persistence diagrams", + long_description=long_description, + long_description_content_type="text/markdown", + author="Nathaniel Saul, Chris Tralie, Francis Motta, Michael Catanzaro, Gabrielle Angeloro, Calder Sheagren", + author_email="nat@riverasaul.com, chris.tralie@gmail.com, francis.c.motta@gmail.com, catanzaromj@gmail.com, gabrielleangeloro@gmail.com, caldersheagren@gmail.com", + url="https://persim.scikit-tda.org", + license="MIT", + packages=["persim"], + include_package_data=True, + install_requires=[ + "scikit-learn", + "numpy", + "matplotlib", + "scipy", + "hopcroftkarp", + "deprecated", + "joblib", + ], + extras_require={ # use `pip install -e ".[testing]"`` + "testing": ["pytest", "pytest-cov"], + "docs": [ # `pip install -e ".[docs]"`` + "sktda_docs_config" ], - 'docs': [ # `pip install -e ".[docs]"`` - 'sktda_docs_config' - ] - }, - python_requires='>=3.6', - classifiers=[ - 'Development Status :: 3 - Alpha', - 'Intended Audience :: Science/Research', - 'Intended Audience :: Education', - 'Intended Audience :: Financial and Insurance Industry', - 'Intended Audience :: Healthcare Industry', - 'Topic :: Scientific/Engineering :: Information Analysis', - 'Topic :: Scientific/Engineering :: Mathematics', - 'License :: OSI Approved :: MIT License', - 'Programming Language :: Python :: 3.6', - 'Programming Language :: Python :: 3.7', - 'Programming Language :: Python :: 3.8', - ], - keywords='persistent homology, persistence images, persistence diagrams, topological data analysis, algebraic topology, unsupervised learning, supervised learning, machine learning, sliced wasserstein distance, bottleneck distance' - ) + }, + python_requires=">=3.6", + classifiers=[ + "Development Status :: 3 - Alpha", + "Intended Audience :: Science/Research", + "Intended Audience :: Education", + "Intended Audience :: Financial and Insurance Industry", + "Intended Audience :: Healthcare Industry", + "Topic :: Scientific/Engineering :: Information Analysis", + "Topic :: Scientific/Engineering :: Mathematics", + "License :: OSI Approved :: MIT License", + "Programming Language :: Python :: 3.6", + "Programming Language :: Python :: 3.7", + "Programming Language :: Python :: 3.8", + ], + keywords="persistent homology, persistence images, persistence diagrams, topological data analysis, algebraic topology, unsupervised learning, supervised learning, machine learning, sliced wasserstein distance, bottleneck distance", +) diff --git a/test/test_landscapes.py b/test/test_landscapes.py index b37b76a..038f0f8 100644 --- a/test/test_landscapes.py +++ b/test/test_landscapes.py @@ -1,9 +1,16 @@ import numpy as np import pytest -from persim.landscapes import (PersistenceLandscaper, PersLandscapeApprox, - PersLandscapeExact, average_approx, - death_vector, lc_approx, snap_pl, vectorize) +from persim.landscapes import ( + PersistenceLandscaper, + PersLandscapeApprox, + PersLandscapeExact, + average_approx, + death_vector, + lc_approx, + snap_pl, + vectorize, +) class TestPersLandscapeExact: diff --git a/test/test_persistent_entropy.py b/test/test_persistent_entropy.py index 45097b2..fe230a5 100644 --- a/test/test_persistent_entropy.py +++ b/test/test_persistent_entropy.py @@ -4,31 +4,36 @@ from persim import persistent_entropy as pe + class TestPersistentEntropy: - def test_one_diagram(self): - dgm = np.array([[0,1],[0,3],[2,4]]) + dgm = np.array([[0, 1], [0, 3], [2, 4]]) p = pe.persistent_entropy(dgm) - + # An upper bound of persistent entropy is the logarithm of the number of bars. assert p < np.log(len(dgm)) def test_diagrams(self): - dgms = [np.array([[0,1],[0,3],[2,4]]),np.array([[2,5],[3,8]]),np.array([[0,10]])] + dgms = [ + np.array([[0, 1], [0, 3], [2, 4]]), + np.array([[2, 5], [3, 8]]), + np.array([[0, 10]]), + ] p = pe.persistent_entropy(dgms) # An upper bound of persistent entropy is the logarithm of the number of bars. assert all(p < np.log(3)) def test_diagrams_inf(self): - dgms = [np.array([[0,1],[0,3],[2,4]]),np.array([[2,5],[3,8]]),np.array([[0,np.inf]])] - p = pe.persistent_entropy(dgms, keep_inf = True, val_inf = 10) + dgms = [ + np.array([[0, 1], [0, 3], [2, 4]]), + np.array([[2, 5], [3, 8]]), + np.array([[0, np.inf]]), + ] + p = pe.persistent_entropy(dgms, keep_inf=True, val_inf=10) # An upper bound of persistent entropy is the logarithm of the number of bars. assert all(p < np.log(3)) def test_diagram_one_bar(self): - dgm = np.array([[-1,2]]) + dgm = np.array([[-1, 2]]) p = pe.persistent_entropy(dgm) - assert all(p==0) - - - + assert all(p == 0) diff --git a/test/test_visuals.py b/test/test_visuals.py index 08adca1..0afa9fc 100644 --- a/test/test_visuals.py +++ b/test/test_visuals.py @@ -6,6 +6,12 @@ import persim from persim import plot_diagrams +from persim.landscapes import ( + plot_landscape, + plot_landscape_simple, + PersLandscapeExact, + PersLandscapeApprox, +) """ @@ -34,8 +40,7 @@ def test_plot_square2(): class TestPlotting: def test_single(self): - """ Most just test this doesn't crash - """ + """Most just test this doesn't crash""" diagram = np.array([[0, 1], [1, 1], [2, 4], [3, 5]]) f, ax = plt.subplots() @@ -47,21 +52,27 @@ def test_single(self): assert x_plot[1] >= np.max(diagram) # get PathCollection - pathcols = [child for child in ax.get_children() - if child.__class__.__name__ == "PathCollection"] + pathcols = [ + child + for child in ax.get_children() + if child.__class__.__name__ == "PathCollection" + ] assert len(pathcols) == 1 def test_multiple(self): diagrams = [ np.array([[0, 1], [1, 1], [2, 4], [3, 5]]), - np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]) + np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]), ] f, ax = plt.subplots() plot_diagrams(diagrams, show=False) - pathcols = [child for child in ax.get_children() - if child.__class__.__name__ == "PathCollection"] + pathcols = [ + child + for child in ax.get_children() + if child.__class__.__name__ == "PathCollection" + ] assert len(pathcols) == 2 np.testing.assert_array_equal(pathcols[0].get_offsets(), diagrams[0]) @@ -70,7 +81,7 @@ def test_multiple(self): def test_plot_only(self): diagrams = [ np.array([[0, 1], [1, 1], [2, 4], [3, 5]]), - np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]) + np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]), ] f, ax = plt.subplots() plot_diagrams(diagrams, legend=False, show=False, plot_only=[1]) @@ -78,47 +89,49 @@ def test_plot_only(self): def test_legend_true(self): diagrams = [ np.array([[0, 1], [1, 1], [2, 4], [3, 5]]), - np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]) + np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]), ] f, ax = plt.subplots() plot_diagrams(diagrams, legend=True, show=False) - legend = [child for child in ax.get_children() - if child.__class__.__name__ == "Legend"] + legend = [ + child for child in ax.get_children() if child.__class__.__name__ == "Legend" + ] assert len(legend) == 1 def test_legend_false(self): diagrams = [ np.array([[0, 1], [1, 1], [2, 4], [3, 5]]), - np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]) + np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]), ] f, ax = plt.subplots() plot_diagrams(diagrams, legend=False, show=False) - legend = [child for child in ax.get_children() - if child.__class__.__name__ == "Legend"] + legend = [ + child for child in ax.get_children() if child.__class__.__name__ == "Legend" + ] assert len(legend) == 0 def test_set_title(self): diagrams = [ np.array([[0, 1], [1, 1], [2, 4], [3, 5]]), - np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]) + np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]), ] f, ax = plt.subplots() - plot_diagrams(diagrams, title='my title', show=False) - assert ax.get_title() == 'my title' + plot_diagrams(diagrams, title="my title", show=False) + assert ax.get_title() == "my title" f, ax = plt.subplots() plot_diagrams(diagrams, show=False) - assert ax.get_title() == '' + assert ax.get_title() == "" def test_default_square(self): diagrams = [ np.array([[0, 1], [1, 1], [2, 4], [3, 5]]), - np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]) + np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]), ] f, ax = plt.subplots() @@ -131,26 +144,26 @@ def test_default_square(self): def test_default_label(self): diagrams = [ np.array([[0, 1], [1, 1], [2, 4], [3, 5]]), - np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]) + np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]), ] f, ax = plt.subplots() plot_diagrams(diagrams, show=False) - assert ax.get_ylabel() == 'Death' - assert ax.get_xlabel() == 'Birth' + assert ax.get_ylabel() == "Death" + assert ax.get_xlabel() == "Birth" def test_lifetime(self): diagrams = [ np.array([[0, 1], [1, 1], [2, 4], [3, 5]]), - np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]) + np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]), ] f, ax = plt.subplots() plot_diagrams(diagrams, lifetime=True, show=False) - assert ax.get_ylabel() == 'Lifetime' - assert ax.get_xlabel() == 'Birth' + assert ax.get_ylabel() == "Lifetime" + assert ax.get_xlabel() == "Birth" line = ax.get_lines()[0] np.testing.assert_array_equal(line.get_ydata(), [0, 0]) @@ -158,14 +171,17 @@ def test_lifetime(self): def test_lifetime_removes_birth(self): diagrams = [ np.array([[0, 1], [1, 1], [2, 4], [3, 5]]), - np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]) + np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]), ] f, ax = plt.subplots() plot_diagrams(diagrams, lifetime=True, show=False) - pathcols = [child for child in ax.get_children() - if child.__class__.__name__ == "PathCollection"] + pathcols = [ + child + for child in ax.get_children() + if child.__class__.__name__ == "PathCollection" + ] modded1 = diagrams[0] modded1[:, 1] = diagrams[0][:, 1] - diagrams[0][:, 0] @@ -178,7 +194,7 @@ def test_lifetime_removes_birth(self): def test_infty(self): diagrams = [ np.array([[0, np.inf], [1, 1], [2, 4], [3, 5]]), - np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]) + np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]), ] f, ax = plt.subplots() @@ -189,28 +205,32 @@ def test_infty(self): class TestMatching: def test_bottleneck_matching(self): - dgm1 = np.array([ - [0.1, 0.2], - [0.2, 0.4] - ]) - dgm2 = np.array([ - [0.1, 0.2], - [0.3, 0.45] - ]) + dgm1 = np.array([[0.1, 0.2], [0.2, 0.4]]) + dgm2 = np.array([[0.1, 0.2], [0.3, 0.45]]) d, matching = persim.bottleneck(dgm1, dgm2, matching=True) persim.bottleneck_matching(dgm1, dgm2, matching) def test_plot_labels(self): - dgm1 = np.array([ - [0.1, 0.2], - [0.2, 0.4] - ]) - dgm2 = np.array([ - [0.1, 0.2], - [0.3, 0.45] - ]) + dgm1 = np.array([[0.1, 0.2], [0.2, 0.4]]) + dgm2 = np.array([[0.1, 0.2], [0.3, 0.45]]) d, matching = persim.bottleneck(dgm1, dgm2, matching=True) - persim.bottleneck_matching( - dgm1, dgm2, matching, labels=["X", "Y"]) + persim.bottleneck_matching(dgm1, dgm2, matching, labels=["X", "Y"]) + + +class TestLandscapePlots: + diagrams = [ + np.array([[0, 1], [1, 1], [2, 4], [3, 5]]), + np.array([[0.5, 3], [2, 4], [4, 5], [10, 15]]), + ] + + # Test to ensure plots are created + + def test_simple_plots(self): + plot_landscape_simple(PersLandscapeApprox(dgms=self.diagrams)) + plot_landscape_simple(PersLandscapeExact(dgms=self.diagrams, hom_deg=1)) + + def test_plots(self): + plot_landscape(PersLandscapeExact(dgms=self.diagrams)) + plot_landscape(PersLandscapeApprox(dgms=self.diagrams, hom_deg=1))