From 34a55eeadb0d5b17320e7bf14e2ee78eac777ac2 Mon Sep 17 00:00:00 2001 From: ritchie46 Date: Fri, 15 Feb 2019 10:19:55 +0100 Subject: [PATCH] gp added --- gaussian_processes/gaussian-processes.ipynb | 806 ++++++++++++++++++++ readme.md | 1 + 2 files changed, 807 insertions(+) create mode 100644 gaussian_processes/gaussian-processes.ipynb diff --git a/gaussian_processes/gaussian-processes.ipynb b/gaussian_processes/gaussian-processes.ipynb new file mode 100644 index 0000000..6c9d81c --- /dev/null +++ b/gaussian_processes/gaussian-processes.ipynb @@ -0,0 +1,806 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy import stats\n", + "from mpl_toolkits.mplot3d import Axes3D" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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6Gg6HA5OTk1XP52o2IVItvDZmk8kEn88Hn8+Hs2fPQpIknJycIBQKYXt7G9lsFm63WzGcq3bSfLPRbhEevdrha6GUACo2EJUEUH0hwUPUjWKFyTzTRzwjPDyOk81m8dZbb+HixYs4c+ZMzWtp1QhPvceDdHZ2KgXhkiQhGAwiFAphenoaoijC5/MpP9NqAqjdBI+eER4eNhiFKTCaCN8YSPAQ3ClXmMxT8PCs4dFyHEmSsLS0hFQqhaeeekpVQW0pWj3C0yhYBMjpdOLxxx+HKIpKBGhzc1MRQCwFZrVa9V6yJtpNeOhVw1OP76YaAUQT4flAgofgSiXHZN6CR+8ankQigUAgAL/fD5fLpbl2pJUjPHpiNpuVAmcAEEURx8fHCIfDWF9fhyzLeRGgZhNA7Rbh0dNZuhGmnYUCiNk2LC0t4cqVKzQRvkZI8BBcKHRMLvUFNGJKq9Y17e3tYXFxEVevXoXf78fh4aHmB2K7CRG9MJvN8Pv98Pv9AN4TQGwYKhNALAKktgVazyG07SR42qlYOlcAiaKoRKRpIGr1kOAhNMO+fGrmYPHc0PWK8IiiiAcPHiCVSmFiYkKpB2mkWGmmcRrNQKEAymazigBaXV0FAMUDyOfzlRRA7SY8SPA0/tzFIkBA/kR4QRCUFJjFYiEB9H+Q4CE0waI6ah2TeX7peG3a1USKotEoAoEAhoaGcPXq1bzr4bEeEiL80PI5WiwWdHd3o7u7G8BDARQOh5VhqIIgKOmvzs7OqrvxeKOX8AD08TrSq4aHRVj0QBTFovdZ4TwwmghfGhI8RE3wdEyuFV4RHjVFy7IsY2trC+vr67h58yY8Hs+pn+GRYqMaHr7weqhbLBb09PQok+0zmQyOj48RDAbzBJDP5+NyvmrRU/DogZ5T2vUSt2qjS4UCCHgvCs8E0O/8zu/gu9/9bn0WamBI8BBVU6kwuVE0yocnk8lgZmYGFoul7HgIivBUplWuzWq1nhJA4XAYR0dHiMVi+PnPf66kwLxeb903yXYTPO2Y0ioV4VFD7jywWCyG3d1dnktrGkjwEKoptEzXuzOApw+PKIpF/y4cDmN2dhbnzp3DwMBAxeM0i+BpNR8evbFarejt7UVXVxdisRhu3LiBcDiMg4MDLC4uKl1iLArE+7tDgqe1z8vz3LFYDB0dHRxW1HyQ4CFUUU1hcqOopw+PLMtYWVnBwcEBHnvsMVUPCB7r4SXiCH1EAPv922w2nDlzRjGgTKfTCIfD2N/fx+LiIiwWS14ESOtG1m6Cp92KpQFtEZ5c4vE4CR6CKEU2m8Xy8jL6+/ths9kM82CtV5dWKpVCIBCAx+PBxMSE6gccRXgIoHgkq1AApVIphMNh7O7uYn5+HlarVfEJ8ng8VW+q7fa7pAhP7cTjcbhcLg4raj5I8BAlyS1MPjo6Qm9vr2HEDlAfH56DgwPMz8/j8uXLSn1GNetpFsFD1Ae1kQe73Y6+vj709fUBeCiA2BywSCQCm82mpMDUCiC9U8yNhiI8tZFIJOB0OjmsqPkgwUMUpXAOltls5ppq4RGS5lm0LEkSHjx4gEgkgvHx8Zock5tJrDTTWtsBu92O/v5+9Pf3AwCSySTC4bAigOx2u5IC83g8p7477ZbS0gu9IzxqDTDLEYvFKMJDEEDpdvN6jITQ+rbCK8KTTqextbWFs2fP4s6dOzVvHBThIXgJD4fDkSeAEokEwuEwNjc3EY1GYbfblRSY2+3WzZem3WiFCA+ltAgC5QuTjSh4eKxpe3sby8vL8Pv9OHfunKZjkQ+PsdAr6lGPczqdTjidTqVTMJFIIBQKYWNjA9FoFMlkEltbW+ju7obb7W7Idbf6/VMMvSM8VMOjDRI8xKk5WO0w9DObzeL+/fuQJAlXr17F4eGhruup9hjNKliacc3V0KjrYwJocHAQsizj7bffhtlsxvr6OqLRKDo6OpQUmMvlqosAasc0Gq+0Ui1Ql5Z2SPC0ObIsI5PJQBTFsu3mRhQ8tR7n5OQE09PTGBsbw+DgIMLhcEMMDHkeg01Qrvd5eNIOm6MeIoClngcHBzEyMgJZlpUI0OrqquK7wlJgHR0dXNaoZ7RDL0RRrKm+jwc8IzwkeIi2o7AwudxD0KiCp5pNW5ZlrK+vY3t7G48++ijcbjfX9TRK8MTjcUxNTSGbzWpuZ25lWj2alEuu0BIEAR0dHejo6MDQ0BBkWUY8HlfmgLGiVdYFVqsAatcITyvU8DB7hHaDBE8bUsscLKMKHrXHSafTmJ6ehtPpxBNPPJF3zbyiHbyMB8sdY29vD4uLi7h69So6OjqQyWTy2pkLi1nLbUjtIAj0MB402tRyQRDgcrngcrkwPDwMWZYRi8UQDoexvLyMeDwOt9utpMCcTqeqa9BrnpWe920r1PBQWzrRNtQ6B8tsNpccv1AtPCMqao4TDAZx//59XLx4seibTTNEeFjbfDKZxOTkJMxmM9Lp9Kl2ZpbKYLUc7E2+cCNrtzfzRqHnZqz2dyoIAtxuN9xud54ACoVCWFxcRCKRgNvtVu4bh8NR9Nh6dYbp2ZHWChGeWCymRLfbDRI8bYKawuRy8I7wNCKiIkkSlpaWEA6HcefOHTgcjqI/xyvCUy/Bw1JY/f39uHLlSlmhV1jMylIZS0tLeRuZz+driwiPHjSbmMwVQKwGKBqNIhQKYWFhAclkUrlvOjs7leiAntGsZo+y6HnuRCJBNTxE66K2MLkcJpOJW4SH59DPUsdJJBIIBALw+/0YHx8ve81GFjy7u7tYWlrCjRs34PP5qj5WYSqDbWTz8/OIxWKYm5tT3uRtNpumtRsNPQRdK9S1CIIAj8cDj8eD0dFRyLKMSCSCcDiM+fl5pFIpuN1udHR06PIZt4LoqAXy4dEOCZ4Wp5rC5HKYTCYlOqSVehctszqXa9euoaurq2Hr4Tn4U5IkzM3NIZVKYXJyElarVfMxczeykZERvPXWW+jv70coFMLW1hZEUYTP51Pe5HmcU2+aXXwYAUEQ4PV64fV6MTo6CkmSEI1Gsbe3h5OTE9y9excej0cRzvXuYmpXwQPwuZ9J8BAtB3srEwQBVqtV85fUiEXLhQJDFEU8ePAAqVQKExMTqiMWRovwZDIZ3L17FwMDA7h69WpdNm0mfjs7O9HZ2Ylz585BFEUcHx8rNUCyLCubmM/n4/J22epptFaI8FTCZDLB6/VCEARks1lcvnwZkUgEoVAI9+/fRzqdhtfrVYqgeQugdq3h4QUJHqKlYIXJKysr6O7uRm9vr+ZjGlHw5B4nGo0iEAhgaGioapFgJMETDAZxeHiI8fHxqlNYWjGbzfD7/fD7/QAemjOGw2EcHR1haWkJZrNZEUBer7fqB3+rCwGg9QVdLqyWxmQywefzKferJEk4OTlBOBzG7OwsMpkMfD6fIoC0pk71rOHhlVbSExI8REtQWJhsNpu5PYCNLHg2NjawsbGBmzdvwuPx6LYeLYKHRadisRh6enpUiZ16CwiLxYKenh5lanw6nUY4HMbe3h7m5+eVid6lBlq2K+3yOZSKtJhMJiVyePbsWUUA5aZOvV6vkjqtVgC1c0qLB4lEggQP0dwUm4PFs5Wc57R0XrUu2WwW0WgUx8fHeOKJJ2p+89LbhycWi2FqagqDg4MYHh7G6uqq5rWoodq12mw2nDlzRmntTyaTCIVCykBLh8OhCKB6jTOoBipari9qrzVXALHUKRNAm5ubVdeO6S14mv33m8lkWq5BQS0keFoAFtUpLEzmHZUxkg9POBzGzMwMLBYLbty4oft6gNqE087ODlZWVnD9+nX4fD5Eo9GmSYs4HA4MDAxgYGCg6DiDQg8gPWj2zcnI1Co8clOjAJTasXA4jPX1dUiSpAikYgJIb9Ghh9jS+5pbBRI8TUwlx2SjiZTcY9W6LlmWsbKygoODAzz++OP4xS9+oXk9vB4k1USuRFHE3NwcMpkMJicnlYGEzToUtNg4g1wzu2QyiXQ6jf39ffT09Og2j6jeUISnegprx4oVz+dGgPSs4dHru8krqtWMzxaekOBpUtQ4JpvNZsO1krNj1bKuVCqFqakp+Hw+TExMGC6XrlbwsBTW0NAQRkZG8n53jRQ89dyYC83sJEnCO++8g1QqlVfIyt70W6EFHiDBw4NixfNMAK2trSGTycBiseDo6Ag+n0+36eWNhHexdLvco4W0/p3SYhQWJpfb9I1YaFzrsQ4ODjA/P48rV66gu7ubyzp4o0asbG9vY3V1FTdu3IDX623QyvTHZDLBYrFgZGQE58+fhyRJyia2ubkJSZLy3uJ5bGLt/jZbbxol7iwWC7q7u5Xv/c7ODoLBoDIMNddeod4CqNnb4dtJkBeDBE8TUawwuRxGnH9V7bEkSVJcgcfHxw2dCikneERRxP3795HNZvNSWNUco/DnmhmTyXSqjiMcDis1QGwT0+oB1C7DQ/VAr+Jhk8kEt9uNsbExAA+LcI+PjxEMBvMEEE//KL3hFeFJpVKGfobWGxI8TQKr1anGMVnvqIzWY8ViMQQCAfT19eHy5cuG30hKiZVcj6DCFJbaY7QKpa7NbDbnvcVnMhmEw2EcHh7meQD5/X54PB7DpTP1RK/7RS9xVyi0rFZrnn1CsXsnNwLUjAKIl7iMx+NtOykdIMFjeCoVJpeDZys5z2OpETws9cO6l5qBYm3p1aawWlnwVLM5Wq1W9Pb2KqaZ6XQaoVAIOzs7ePDgAex2uxIhcrvdhhHDeogAowgPo5y38N7JZDIIhUKnBBAz0FQrgHg9/2qB56T0dvXgAUjwGBo1hcnlMOLAT6C8X002m8Xs7CwAlE39GJFcscJSWKIoVnUdjRQ8zSSsbDYb+vr60NfXBwBKC/z6+jqi0Sg6OjoUAdTR0aGbAGon7x+9uqWqPa/Vas3zj2IGmvv7+1hcXITFYskTQKWOrbf/D01K107z7CZthJaoTi4801A8H6ilxNPJyQmmp6cxNjaGoaEhbudrFEyssBTW8PAwhoeHdRlz0eo4nU44nU4MDg5ClmXE43GEQiEsLy8jHo/D7XbD6XRyE/zV0C4RHj0jS1pehAoNNFn0cHd3F/Pz87BarXkO4uz52wqT0inCQxiKaguTy8GzaJknhUJMlmWsra1hZ2cHt27dqvoLaZRCUUEQcHJygsPDw5rHXJDgqR5BEOByueByuTA8PKyIzt3d3YZP86aUVvOdtzB6mEql8tKnNpsNnZ2dcLlcTR/hoRoewhCwdvOlpSUMDg7CarVqfojxjPDwJHdd6XQagUAAHR0deOKJJ2oaSGkEwSOKIlZWVpBIJPC+972v5jfQVvHh0RNBEBSxWTjNe3Z2FtlstqpRBkanHSM89Tyv3W5Hf38/+vv7ATwcoRIOh7G7u4vj42Pcu3dPSYG53e6GiCBeEZ52HhwKkOAxBLkprKOjI/T393P5Qhtd8BwdHWFubg4XL15Uwsu1HIuXQKj1Ac5SWH6/H06nU1O4nSI8/Mmd5n327Nm8WU7MyZdtYJ2dnZo2lnaK8LRL7ZDD4UB/fz/cbjfMZjPOnTuHcDiszJBrRAG91jQegwQPoSuSJCGdTisPD94DP42Y0gKASCSC5eVl3LlzBw6Ho+bjsHogrW8/tUaKtra2sLa2hps3b0IURWxtbWlaRyujhxAoRuEsp2w2i3A4rPi4sGGXzMfF6C3wlNJq7HlZ/djAwACA9wroNzY2EIlE4HQ6FfHMSwCJosglFRuPx6lomWg8pQqTjWoWyItEIoF79+4BAMbHx7mk7XhERKqNrGSzWdy/fx+yLCtdWMfHx5rX0uoRnkZfm5r7y2KxnPJxCYVCeV08zAOoUgqDIjz1R2/BU0hhAX0ikVAGoUajUUUAdXV1weVy1fSZ8azhoQgP0VDKtZvzFDz1eBhpecjt7u5iaWkJV65cwcLCgqHSduw4aiJFkUgEgUAAo6OjGBoayptOz0PwEPpS2MbMili3trYQiUTgcDhKbmAkeOqPXpPD1YiO3CG6uQKIOYjHYjHFQoEVQqu5Fp41PCyy2Y6Q4GkghXOwinVhGTEqw2Dmg9V+8dhk8HQ6rURDeL3p8/IHUhtZ2dzcxPr6etEurGaLzjTTWvUkt4hVlmUkk0llkGU0GoXL5VIEUDv58OisGhulAAAgAElEQVQVadHL/6eW680VQENDQ3kWCkwAuVwuJYVaykOKpw8PRXiIuiPLMjKZDERRLNtubuS6G2ZkWI3giUQimJ6ePjVWgdfGwEsgVhJOzBBREISSRoLNJnhanXoIAUEQTqUwYrEYQqEQFhcXEYlEYLPZFC8XLfVpamn30RLNdN5iFgqxWAzhcFjxkMoV0E6nE4IgcI3wUA0PUVcKC5PLPSSMHOGpZm2yLGNzcxObm5u4ceNGTZ40auAlMsqlo1gKq5IhIgme9kMQBLjdbrjdboyMjGBrawuJRALpdFqJanq9XmUDs9lsdVtHo2m3lBYv0ZFL7v2TK4CYgE4kEnC73YjH43l7SK1QDQ9RN2pxTDZ6hEeN4MlkMpiZmYHVasXk5GRdh/XxjPAUihVZlrG1tYWNjQ08+uijcLvdVR/DyFC9EH8EQYDD4cDw8DDGxsYgSZLSAr+1tQVRFPNa4Hm0GrdbpKWZUlrVUiigmYnm7Ows1tfXsbCwAI/Ho9xD1ZoIUoSHqAu1zsGqh+Dh9UBUIy6YudsjjzyiGHfVE55dWrnXVpjCUiPaeM4bI5qTwu8aa3Hv7OzEuXPnIIoijo+PlRoOAEr0p9ZJ3nrOtGonocXLC6camImmzWbD9evXYbFYEIlEEA6HMT8/j1QqBbfbrdxDlVKoFOEhuKKmMLkcZrMZ6XSa23qq6T5Se6xiyLKM5eVlHB4e4vbt2w2zL+clMnKFk9oUVrG1NFOEp9FQROnh99vv98Pv9wN4zwPo6OhImeTNNq9ygyxzoRqe1j4v8F46TRAEeL1eeL1ejI6OQpIkRKNRhEIhPHjwAKlUquwYFTZnrl0hwcMRtYXJ5eA54Zwdr96CJ5lMIhAIwOfzYWJioqEPBd4Rno2NDWxubqpKYRU7Bgme8jTy89GrRbya+7/QA6hwkKXNZssbZFnsetpReLTT9QKlf8cmk0kRQCyFysao3L9/H+l0Gh6PB2+88QY++MEPVjUt/Qc/+AFeeukliKKIF154AZ/73OdO/cxrr72GL37xixAEAbdu3cKrr76q+VrrCQkeTlRTmFwO3iktdjwe84KKCZ6DgwPMz8/jypUr6O7u1nwOHmuqlfn5eTidzprrjniOuWgURphD1kpo/f0XDrJkLfCbm5uKi6/f789rYW43Hx4AbRfhAdRFSHPHqAAP13x4eIjFxUX84z/+IzY2NvAnf/In+NVf/VU8/fTTyn1WiCiKePHFF/GjH/0Iw8PDmJiYwHPPPYdr164pP7OwsIAvf/nL+N///V90dXVhf3+fz4XWERI8GqmlMLkc9Yrw8DoWW5skSZifn0csFsPExERN3Sc8Hpg8UlonJyfY39/H6OgoLl68qGktzSZ4CP7wFAEOhwMDAwMYGBjIM7FbWVlBLBaD2+2GzWbTpdFBbwHQaJrxek0mE86cOYO//Mu/BAC8//3vx8c//nH8z//8D/7u7/4O4XAYn/nMZ/Dxj38879/dvXsXFy5cwPnz5wEAH/3oR/G9730vT/D8/d//PV588UXFyLDWeYiNhASPBiRJQjAYxNHREcbGxrg86Ji5Hy94Hs9sNittk4FAAP39/bh8+XJN183rzVRLVCW3db63t1dzhKoZBU8rR3hazQSwmIldLBbD5uYmQqEQ7t69W7Z+gzetfO8UoxkFTyEmkwm/9Eu/hKeffhqf//znkUwmcXJycurntra2MDIyovx5eHgYb775Zt7PzM/PA3gookRRxBe/+EX82q/9Wn0vQCMkeGogtzBZFEVEo1FuX3zeKS2eESOTyaSER69fv66ETWs9Fi8jr1oEXTabxfT0NCwWCyYnJ7G4uKhZGDZS8EQiESwtLcHj8cDv99c0o6cdNqtWvkbWwtzT0wObzYazZ88iGo0iGAxidnYWmUwGPp9PEUA80tq5tJvgEUWxqQVPsWeTw+Eo2tlV7GcLf9fZbBYLCwv4yU9+gs3NTTz11FOYnp5GZ2cnv0VzhgRPlciyjHQ6rRTOWSwWw6ageB4vm81id3cXJpOppNOwHuuq5TgnJyeYnp7G2bNnMTg4CICPWGmU4GHjLR555BEkEgllxEFue2qjuuSIfPScpZVbwHr27FlIkqS0wG9sbECWZUUA8fAAajfBw6v5o1p4PlPU1pcODw9jY2ND+fPm5qbyrMz9mSeffBJWqxXnzp3D5cuXsbCwgImJCW7r5Q0JnipgUZ3cwuR6FRkb6XjHx8eYmZlRNlQeXhT1NAwshSzL2NjYwNbWFm7dupXnR9EM6ShRFHH//n1IkoSJiQnIsoyurq68EQfBYFDx5/B6vUqBa7G3ez2u2eifsVaMNDzUZDIpAhh4+NKS6wEkCEJeC3wtm3m7CZ5mL5ZW+/2bmJjAwsICVlZWMDQ0hG9/+9unOrB+4zd+A9/61rfwqU99CoeHh5ifn1dqfowKCR4VlCtMNqJAyUWLsJBlGWtra9jd3cWtW7cQCoW4psd4RXjUrImlsEq5Pxt5pAcAxGIxTE1NYXh4GMPDwwCgeD0B+Q6tzJ/j5OQEwWBQebvv7OyE3++v2eBOK3oIgXZArciyWCzo7u5WatUymQzC4TAODg6wuLgIi8WS1wLfzOmbetDsgieTyahOa1osFrz88st45plnIIoinn/+eVy/fh1f+MIXMD4+jueeew7PPPMMfvjDH+LatWswm83467/+a106dauBBE8FKjkm10PwGCGllU6nEQgE4HK5MDk5CZPJhOPj47xNVo91FTtONpst+zMshXXu3DkMDAwU/RmjRXhyN7G9vT0sLS3l1U1VWmuuwy9Q3OAulUrh+PgYnZ2dtLlxwkgRnkpYrVb09vait7cXAJBKpRAKhbC9vY1IJAK73a4IILfbbYhojp7fUb0ED68ZXrFYrKqxEs8++yyeffbZvP/2pS99SfnfgiDgq1/9Kr761a9qXlujIMFTgtzC5HLt5rwjA7zHE9QiyI6OjjA3N4dLly4pD0OA77XyEhjlPi9ZlrG+vo7t7e1TKaxCjBjhYa3/8XgcExMTmopOCw3uUqkU3n33Xezs7GBxcREOh+OUv0sr0CrXUQ5eIstut6O/v18ZCcNa4NfX1xGNRtHR0aEIIL3mMelZN9Tsgqfd52gBJHiKUliYXO4LxvvLx/t41WzkkiRhcXERx8fHuHPnzqnqfZ7Rp3oXLWcyGUxPT8Nut6syEjRShEcQBCQSCQQCAZw5c6bm1v9y2O122O12XLp0CRaLBYlEAsFgEMvLy4jH40p7s9/vr3t7cyvRTBGeSjidTjidTqVGLB6PIxQKKfdIKpXC9vY2/H5/xRlOvDCi23G94XXN7T5HCyDBU5RsNlv10E+jYjabVaWhEokEpqam0NPTg/Hx8ZJFkEas4SkUKqzIulwKqxAjCZ5sNouf//znuHbtmjJzqRi8HsC5/i7Dw8OQZVmxp5+dnUU2m81rb270AMVmotW8fxiCIMDlcsHlcin3yJtvvolsNqvMcPJ6vco9UosRqRr07gzTS/BQhIcP9OQqgslkapmaBjXCYnd3F0tLS7h27ZrS0VHrsXiuSw25KS2WwtrZ2amYwiq2Hj3canORZRlLS0tIpVJ43/veV/e3sVIiL3dA4djYWN6E77W1tbzuHp/PZ9jvil4C1ujzu3jAOlRHR0eVIvlIJIJgMIitrS2IopjXAs/LA6gVzP+qhZf/DwkeEjxFafaoTi7l0lCiKGJubg7pdBqTk5MVH0pGFDzsOIUprGofEHpHeNLpNKampuD1euHxeOr2hlwLhRO+WXfP/v4+FhYWYLPZlPofoxS3MlolvWS0cxaSO8Pp3LlzeSJ5fX1d6RJkAqjWiEU7Ch5e11xt0XIrQoKHE7y/iLweYqUiF5FIBNPT00qbs9rBdEYTPIIgIJlM4u7du3jkkUeUgstajqOX4AmHw5iZmcHFixdx5swZvPXWWw1ZS63XXNjdwwZcsuJWl8ul1P8UGiAaJW3YShhB8BRSKJJZlyCrEzObzYoAqiZKqNekdD3hVbScSCSohkfvBbQCLIrCS/AwMcDjJi8UFrnmezdu3IDH46n5WDzXVQuyLGNvbw+hUAhPPvmkprcXPbq0clNwjz/+uLJ+NUKE1ZcZYbMrHHAZi8UQCoWwsLCAZDKpjL9oB7HTLhGean+XhV2C6XQ6L0potVqVKKHH4yl5PXqk7/SGZ1s6CR5CM6z1m1cxJzsej5s8ty2dpX1sNpuqzqVCjCR42LWYTCb09PRoDtU2OsLDjBDZ7yL3Id6otdTjPLkGiCMjI3m1HcfHxwgEAsqbv5bUhhraQWABzSmybDYbzpw5o0zYTqVSCAaD2NzcRCQSgdPpVOrEcufE6ZXSagX/n0QiQSktvRdgRKr9IhvJHbnUsVjHjZa0D8+2dC2bLUsBPfLII3C73VhaWuKynkZFeCKRCAKBQN4sr1Ylt7YjFothbGwM6XQ6L7XB0l/1cPdtNiHQLOfkLTzsdntelJB5AK2uriqRia6uLpjN5qZuDa/13DxepmOxGPr6+jisqHkhwcMBI4+XEAQBJycnmJ+fx+3btzUNldS7LT131AVLAcXj8bq1t9dCpTTT1tYW1tbW8Oijj8Ltdtd1LZXQo27JbDbnjTdIp9N57r4Oh6Pom32z0C6Cp57nzLVJGBoaykuT7uzsIJFIQBRF5T5phAeQnoKHZw0PRXgIzRhV8CSTSczMzCjDJrV+YXlHnqoZU5FOpzE9PQ2n05mXAuItVHgdp3AzYIM/RVFUNW2+XdIxNpsNfX19ypsnM0Bkb/Zut1up7WiUuV2z0WqCp5DcNGlHRwdCoRDOnDmDUCikdJnmtsDXo8NR7wgPLx8equEhNGPElBYrBrxw4QLW19e5fFl5RgSquUaWwrpw4cKpkCyvVFQ9p7fH43Hcu3cPQ0NDGBkZqbhRNHMNj1acTieGhoaUN/toNIpgMJi3sbH6H17eLjxpdfGRe069BmmazeY8nyg2KDcUCmFzcxOiKOa1wPNIB+kd4aEaHj6Q4CmC3jU8Wo4nSRIePHigzF8ym81YWVnhsi6eD1U1AkOWZayurmJ/fz+vi6nwOEaM8DD29vawuLiIGzduKIM/G7WWZkcQBHg8Hng8HmVjK/R2yTVALHwLblXXYyOcU6/28GLnzR2UyzyAwuGwUgMkCEJeC3wt0RK9BQ91afGBBE8Jqtl0jCJ4YrEYAoEA+vv7ceXKFeUajDYUE6gseFgKq6Ojo2w6jleEh/cwU0mSsLCwgGg0iomJiarC7K0c4dFyPpPJpAgc4GGnWygUwuHhIZaWlmCxWPJam4HWMhEtRbuILECd8CisE2NGmew+YYXyXV1d8Hq9qoSM3iktclrmAwkeDhghpcWKYW/cuAGv16v8d6M+8MtdI+soY0Z8tR6H13qqgRkhzs3NoaenB7dv3676d9CqER7e96LFYskzQCxsbTabzbBarYjH43A6nQ35LrSL+NCzPbza8xYaZbJC+d3dXczPz8NutysCqJRTOK86mlrg2ZZeqlGiXSDBwwE9IzzZbBazs7MAoKoY1igUExi5KSy1HWX1SkXVSiaTwb1793Dt2jXlDVOvtRjlPI2isLV5c3MTwWAQi4uLigEia4E30ugOrbSLyAL4bP7FCuXD4TA2NjYQiUTQ0dGhCKCOjg4IgsCtjqYWeKW0qGiZBA8XzGYz0uk01+OpETxsKngz+rkU1t6k02kEAgG4XK6qOsp4PXS1bv6yLGN5eRmJRAK3b99GZ2enbmshHn6GdrsdXq8X586dUwwQQ6EQZmZmkM1muRe2Au0jPvQUPLwjLU6nE06nM88DiPlExeNxuN1uWK1W3b6T1KXFDxI8JdCzhqdSyzaLhOzt7VU9Fdwo5NbeVJPCqhdaUlpMrLndbnR1dWmOHjRS8LS6sGKbcq4B4tmzZ4sWtrLoj9q6jmK0S6F0M6W0qiHXA2h4eFjpFNzY2MDJyQnu3r2rRAq7urpgt9vrthYGr+hSMpnU5MPWCpDg4UA9UlrJZLLo36VSKUxPT8PlctU0FVwrTKjw8PQRRRHLy8s4ODjQbIqolVpFRuHgz3v37jVs09MqjIxa39UIihW2Fqvr8Pv9VRsgtkO0pZlTWtXAOgX9fj/cbjeGh4eVSOHs7Cyy2Sy8Xm/drRJ4fNbtOIesEBI8HOA5coEdr5iAOjo6wtzcHC5duqQU4KmF5/R1Hg8dURQRDAbhdDq5mCJqpdoIj5bBn5WgCE/jsVqtebOdCkcbsOhdV1dXWWHeDIM8eZ2zHQRP4XmLRQqZBxCzSshtgTdKTSV9zx9ijN9Gk2M2m5HNZrkdr3DzlSQJi4uLOD4+xp07d6p2nK3n9PVaCIVCmJ6ehsPhwOXLlzWviQfViAw2+NNqtSpeR7Uch8datJ6HKA6r6xgcHFRGGwSDQczPzyOVSinOvl1dXYYwQGynlJaRhFZuizvw8NnAvKJWVlaUVClrgder04vR7t95EjwlqObGqGeEJx6PIxAIoLe3F+Pj4zXdsEYRPLIsY2VlBQcHB7h16xYePHigeT28UCsyKg3+5OEL1MqCp5FvmrzOlTvaYHR0VHH2DQaD2NjYUN7q/X6/LoZ8lNJqzHnVRGssFkvRVOn+/j4WFxdhsVgUAVSPYblEeUjwcIDnUE3gPcGzu7uLpaUlXL9+XVPXDzsejzfRWgVPOp3G1NQUPB4PJiYmFHM+o6Dmura3t7G6uoqbN28qxnaFNFOEB2isANFjg6zHOXOdfYGHb/XhcBhHR0dK52R3d7cyAb7e161HbUY7Cp5azluYKk2lUnnDctV4APGAV2t7s0OChwMWi4Wr4JFlGaFQCJIkYXJyUrNQ4T30s9pjBYNB3L9//1TtkZEETzmRIYoi5ubmkMlkKnodNZPgaffwNi8sFgt6enrQ09ODeDyO8+fPIxaLYWtrCycnJ3A6nYoDNPN14Yke9RnNJjyMcl673Y7+/n709/cDeK9WbH19HdFoFC6XK69WjJewJJflh5DgKUE1NxnPCA9LmZjNZty6dYtroTEPqknfMW+ao6OjU7VHvDd1rQ+GUv82Ho9jamoKAwMDGB0dbcjgz1aN8DQavYp57XY7PB4P+vv7i/q6sK4fXm3N7ZTSarXIUmGtWDweRygUwtLSkuKbk8lkkEwmq67dzCUWi5HgAQkeLvAYYCnLMjY2NrC1tYVr165hYWGB2xebZ9u8WnGXSqUQCATg9XoxPj5+6mHBexBpPR6EbOJ8NSlFHvcCCR5+6B3FKubrEolEEAwGlbbm3ALoWrp62knw6BXhaURKSBAEuFwuuFwu5V4JBoOIRqOYm5tDOp2G1+tV7pVq/L5oUvpDSPAYgEwmg+npadjtdkxOTgLgm+5pdEqrVAqrXvDyBmI0w+BPHugtBlqRSkJAEAR4vV54vV6lrZl19aytreV19fh8PlX3dDsZD7bTeZlYdrlcuHnzplIsHwqFsLW1BVEUFbFcyQOIIjwPIcGjM8zA6sKFC8psF94TzhsleGRZxtLSEoLBYE3t8/VYU7Ukk0lMTU2hu7tbt8GfFOFpXqr9PM1mM/x+P/x+P4D8rp6FhQXYbDYl/VWqqLXdIjztGlnKLZY/d+5cnlgu9ADq7OzMi0hVW8Pzgx/8AC+99BJEUcQLL7yAz33uc3l//81vfhN/9Ed/hKGhIQDA7//+7+OFF17gcMX1hQRPCRrRWcHqWwpdhnmfm3dKq5i4SKVSmJqaQmdnZ9EUVj3hkUYCHnbbvPPOO7hy5Yqugz+paJkPeok5LZ9rYVdPMpksWtTq9/uVZ0Y7CR693IL1jCyVSqUVimXWLcjqxcxmMzY3N+FwOCDLsuoRRKIo4sUXX8SPfvQjDA8PY2JiAs899xyuXbuW93Mf+chH8PLLL2u7wAZDgocjah8CyWQSgUCgYeKg3hEe5gB9+fJl9PT0cDlPNWj1vmH+QKlUCk899ZSmyFQz+fDoQaOvq9mFgMPhyJsAH4vFEAqFFANEr9eLdDqNTCbTkLlOjHZKLel53mrmaOV2CwIPrUD29vbwrW99Cz//+c9hMpkwODiID37wg3jsscdKCqm7d+/iwoULOH/+PADgox/9KL73ve+dEjzNCAkeTqg192Ohai1RhGqpV4SHpbBCoVBDU1jF1lTrRprJZDA1NQW3242Ojg7N19CoCE86ncbMzAwAKG951W54jRZWrR5Rqje5BogjIyPKBPjDw0PMzMxAkqSSKQ3eUJeW8c9rs9nwoQ99CB/60Ifwne98B/fv30d/fz/+9m//Fu+++y4uXLiA11577dR9srW1hZGREeXPw8PDePPNN08d/1/+5V/w3//937h06RK+9rWv5f0bo0KCpwTVfqmYqCj1kJEkCQ8ePEAikai6EFYr9YjwFKaw9NzMao2qHB8fY3p6WqmfOjo64rKWegsetu7z58/DarXmdfwwx996b3hEcRq5IbO5Tna7Hbdv31bGGuSmNFj6i7err161NIA+wtkINTxaiMfjGBoawic+8Ql84hOfULqCix272LOn8DP/9V//dfz2b/827HY7XnnlFXzyk5/Ej3/8Y83rrDckeDhRLooSi8UQCAQwMDCAK1euqP7C8hz4yWvWl8lkwvHxMdbX17mksHhcYy2DP5kFQO7gTx7UW/Bsbm5iY2MDjz32GOx2O0RRzOv4yc3hMxv7Uo6/rZw6a0cKxxqk0+k8V1+Hw6HcD1oNEPWqpdHrfm3GCE8u8Xg8z1pDEASMjo4W/dnh4WFsbGwof97c3Dw1Ric3O/G7v/u7+OxnP6t5jY2ABA8nigkeWZaxvb2NtbU13LhxA16vV/XxeM6/MpvNSKfTmo8jyzIODg4QiUQwOTmpOf3D6xqrSWlls1nMzMzAbDZjcnKSexSElw9PoYCTJAmzs7MQRRETExOwWCynRKzZbM7b8FKpFILBIDY3NxGJROByuZSOn3ITv1uFdpoiXgybzYa+vj709fUpBohsqCWbAM/uh2q/y0a6zkahx/XyjPAMDw+r+tmJiQksLCxgZWUFQ0ND+Pa3v41XX30172d2dnYwMDAAAHj99ddx9epVzWtsBCR4OFEoeNjGajKZKo4jKHc8vQd+MlihtdVqxcDAAJd6HV6CR21KKxqNYmpqCmNjY0o7ZSE8HJt5bLS5x0gkErh3755qt2eG3W4/VfCaO/GbrbWzs7Mmw7tmoFXmd2kl1wBxaGgIsiwjGo0iGAwqpnY+n09Jh1YaZ6NXhMeIn209UTu0tBLVGA9aLBa8/PLLeOaZZyCKIp5//nlcv34dX/jCFzA+Po7nnnsOX//61/H666/DYrHA7/fjm9/8puY1NoLWfMpxoNYaHgDKAMFSE7XVwHschJai5cPDQzx48ABXrlyBJEkIhUJc1sXrGnkP/tQqeLReU+5Gwjrgrl27hq6urlM/q3a9xSZ+z83NIR6P4xe/+AUEQVCKn2mKc+sjCAI8Hg88Hg/GxsYgSZJS/8M8XXINEAtfSvSq4Wm3FKwoily679iYCrU8++yzePbZZ/P+25e+9CXlf3/5y1/Gl7/8Zc3rajQkeDjB6mRWVlawt7eHxx57TFNtSCO8cyohSRKWlpYQDocxPj4Ou92Oo6MjXQeRFqNcVIVt7Ol0umKkja1Hy2bPQ/AAD9e9vLyMw8ND5bPniclkUt74z5w5g0wmg2AwmFfvwQSQ0+lsuzfrdsNkMikCB3jYvRgOh3F4eIilpSXlTb6rqwsej6ctU1p6wKuGh5yWH0KCpwzVpicWFxfR3d2NyclJzTepXgM/Gcxx2O/353Vh6T15vZrj5A7+vHr1atMM/pQkCdvb2+jp6WmYiaPVaj1V7xEMBrG4uIhkMqkMvPT7/RXTHUah3aIBPLFarejt7VVGwxTWg2WzWdjtdpjN5oYK4nYTWbzKGhKJRFURnlaFBA8HDg8Psb29jcHBQVy+fJnLMfUY+MnITWEVegUZVfAUbm61DP40guCJRCJYWlqCz+fDlStXNK2lEqXWWjjwkvm9sA2PpTv8fr/qeU/lzldP2m2DrBeF9WD37t0DgDxBzO6Jellu8By3Uw16CmeeXVokeEjwaIINmYxEIhgbG+Na+KlHSkuSJCwuLuLk5KRkGoWn4OG1AeamkXKvoVq/Ix7XpuWadnZ2sLKygrGxMW42Ajxgfi8+nw/nzp1DNptFKBTCwcFB3rwnv98Pl8tFIqPFEQQBZrMZAwMDcDqdiiAOhUKYnp6GKIp5Boi8not6tsLrdU/z7NIiwUOCpyzlNq94PI5AIIDe3l7cuXMH29vbyGQy3M7NU/CoOVbu0Mw7d+6U/ILXkh4rBe+UFjND7OrqKnsNpeAhwGppS2emlMlkEpOTkwgGgzg+Pta0DjXUer0WiyUv3ZFMJhEMBrG6uopYLJb3tt/IcQdE48gVH7mCONcPKhQKYXV1VRl66ff74fV6axYtze6Fo+e54/E43G43hxU1NyR4amBnZwfLy8t56RKz2YxkMsntHI1MHR0cHGB+fh5Xr15VBtGVO5bexdTFjhONRrG6uqrJDFGPCE8qlcK9e/fQ09OjmFI2myGgw+HA4OAgBgcHIcuykv4qdH9udEqCCmvrR7kurUI/qHQ6jXA4jN3dXczPz8NutyuCuJqIYDsKHp41PO3gvVUJEjxVIIoi7t+/j2w2i8nJybziTZ4RGd7HK7WR56bk1HYCGa2GR5ZlHB0dcTFDbHQNTygUwuzs7KlaKbXH0LqZ10NYCYIAr9db1P356OgIsVgMvb29Jd2fm51mEqpaqEZM2my2vAnwzACRRQTdbrfSIVZuU263OVo8z83Lz6fZoU9AJZFIBIFAAKOjoxgaGjr1xeMteHhGUoqtTW0Kq9i6jCJ4MpkMAoEAJEnCyMhI0wz+lGUZ6+vr2NnZwe3bt0895JstwlOO3Ld9URTR29uLTCbTMPfnVhNUhTTjqAWn0wmn06lEBAsNMX0+nyKAcl8qm2FieT3OTTPx+EGCp3oZyf8AACAASURBVAxs42Fzlx599NGSedB6RHh41QQVPvSrSWEVYhTBw8wdz58/r9Tv6LkeRiUfHubAbbFYytoXNGIj00NYWa1WdHd3o7+/v+RmxwRQM76RNlpgNfvU8mKGmCcnJwgGg9jY2FCcwP1+PywWi24pLb1EB4/PuVVennjQfE+UBpJOpzE1NQW73V5x7lI9BA/PmiAgP4VV68R2nptkLQJDlmVsbm5ic3MTt27dgsvlwu7ubt0NDHkcIxaLYWpqCiMjI2Xn2rRqVKLY8NLCzY65/a6trUEQBKXWQ0uxayNp9ObS7IKnEFbgzGojs9msYoAYDAaRzWaxurra0JSoniktgN/zoFWfK9VAgqcMzFunr6+v4s/WQ/DwLPKUJAlvvfWW0lVW683P80tTrStxNpvF7OysMp+MCVAeAzvZeuoleJgv0I0bN+Dz+eq+DjXoEeEpd75ibr+hUEgpdq3W/bkd3mz1LMxuxHktFgt6enrQ09OD4+NjbG1tweFwYGtrK88RvKurS/ME+FLoLXi0otcYECNCgqcMzHNEDUau4dnf30c8HsfExETReUx6UY1QiUajCAQCRaMjvMY51KNLS5ZlLC4u4vj4WHVUrZVqeLRgtVqVYtdy7s9dXV0lP9dGP+jbJaWlB5IkwWq1or+/X0mJsntieXkZ8Xg8757gZYnQ7IKnmsGhrQ4JHk4YsUuLpbCi0Sg6OjoMJXYA9aKOGfLduHEDXq+36HGMktLKFXEsJerz+aqKqjUywqOXe221lHN/3tragiRJSnSos7NTtw2KhGr9KIxUFN4TxSwRcifA11oT1uyCJx6PU0v6/0GChxM8i3kB7YInkUhgamoKZ86cwe3bt/HGG28Y7m3QZDKVLcxmgz9TqRQmJiZKznDildLiGeE5Pj7G9PQ0Ll68qLTjVnsMojSl3J/ZsEur1QqTydTygy71ch/Wg0rXWswS4fj4WGmBZzVhbAK82s9NL8HD6xkQi8XIZfn/IMHDCd4PVC2bL6sXuXbtmhLVYZuokR785a6RCba+vr6Kgz95RSp41fDEYjHMzs7i8ccfrymU3EjB0yrCqpj78+LiIo6OjrC/vw+3263U/9TT/ZlSWvWjWuFhNpuV3znwXk0Yez6ykShdXV1wu90lP8dmNzyklNZ7kOApg54PkloiPJIkYX5+HrFY7FS9CDsery8ujwdtKcHD2uZzBVul4xihaFkURSwsLCCVSuGpp56quZW1kSmtVsXhcMDr9aKnpwd9fX2IRqNF3Z87Ozu5thw3WkC2U0GqVgGQWxMGPBTFoVAI6+vriEajcLlcSldgbgpIT/8fXnO0SPA8hASPQak2wpObwrp8+fKph2A9hn7yFjy1FPiy9ehdtJxIJJQRETx8OyjCww9BEODxeODxeDA2Npbn/ry8vJwXCWhF9+dWgbe4czgceRPgY7EYQqGQ4gnl9XrR1dWFTCajy0w4XkIrFouR4Pk/SPAYlGoiPHt7e1hcXCwbEanHqAqtX8ZcocIGf3Z2dlbdNq930fLh4SEePHiAa9euwel0YmZmRvM6GkGrdzCVonDWUyqVQigUynN/LvamrwZKadWPetYr5XpCjYyM5BXF7+zsKKlqVhTfCCNCmpTOHxI8Zahl2jYvVa5mE2dTthOJRMWIiFEckguPI8uyMlOq1sGfeqW0ZFnG8vIyjo6OlFlkqVSqYfO4mnGjM2JEyW6357U6F77pV+P+3C7Gg3rQyHlQuUXxsizD5XLBYrHkRQWZKPZ4PHURYjwnpZPgeQgJHo7winwAlTezeDyOqakp9Pf3K1O2y8HTyJBnROX4+BiRSKToTKlqjtPolBab49XR0YHx8XHld97oAaTNcB69qOXair3pG9n9WQ/Bo+f8Lr2Gh1qtVvj9/rwJ8KFQCNvb24oBIrsveBkg8pyUTimth5Dg4QhLG9X7LYSlsK5fv65YsFeC9zBSrQIjk8lgYWEB2WwW73//+zVtHDwFmJrjsEGy58+fR39//6m1kOAxDjzqzNS4P7Php+2Q0mq3qeXFzmuz2dDX14e+vj7FADEUCmFlZUWZAM/ui1qHGvOs4Sk1A7LdIMHDEd7mg4XkprAmJydL+tIUg3dKS8t1npycYHp6GoODgwiHw5q/1Dx9eCoNbGUmiKUGyTZThIeonlLuz8zpN51OY29vr6z7M0/aSfDo5TlUSXjkGiAODQ1BlmWlK3Bubg7pdDrPAFHtc5tnhEfNeKR2gARPGar9UtdT8FSbwqrn2rSIp83NTWxsbODWrVswmUwIBoOa19MIHx4mNpPJJCYnJ0tG8ZpN8LSysKr3tRU6/WazWbz99tuIx+OK+zNrf/f5fHUpdNVDfBgp0mLE8xZ2BeamRdfX1yHLcl5atNR9wbOGh1JaDyHBw5F6CB5ZlrG3t4elpSVVgydLoXfRsiiKmJ2dhSzLyuDPVCrFtfhZK6WERjKZxNTUFHp7eyuKzWYSPO1Q7NrIaxQEAVarFefOnVPcn9mk78XFRcXozu/3w+VycVlbO0V49Kzh0ZpyL0yLhsNhHBwcYHFxERaLRUl/5doi8IrwkNPye5DgqUA1mw9vwSMIAmZnZ5FOp6tOYRWip+CJxWKYmprCyMgIhoaGlC+03u3khRRbD+sgu3LlilKwWO+1tHKEp5UjSoXkTvoGHgrnYDCI1dXVvDoPLe7P7SR4jJrSqhar1ZrnCp5KpRAMBhVbhI6ODvj9fqRSKS7+P4lEggTP/0GChyM8BU88HkcsFkNfXx+uXbum+QGjV0prd3cXy8vLRQd/8orM8CJXaMiyjLW1Nezt7WnqINO6jnqfp5G0ekSpkhBwOBwYHBzE4OBgXp1HrvsziwSofbOnlFb94elQXwy73Z5ngBiPx5URGKIo4uTkREmB1VIXRimt9yDBwxFeomJ3dxdLS0twu90YHBzk8kDj2aVVjUdQMpksOfjTaNO6mdDIZrOYmZmBxWLBxMREwx+yVLTMByN/hqXcn1mnj1r353aK8OgptBphNAg8vC9cLhdcLhcymQxcLhfsdjtCoRCmp6chiqIijNVOgKcIz3uQ4KlAI1NaoijiwYMHSKVSmJycxMzMDNdW8kodSNUcq5xQyR1zUa7mxWgRHpPJhFQqhbfeegujo6MYGhrSe0l1pR2EVSM3Zi1CoND9OZ1OF01zFLo/t5vgaafzMosTZoDIJsAzYby6uppXH1TKF4pqeN6DBA9HtAgeVucyODioTAc3Uiu52mPljllQM/jTSIRCIRwcHGBiYuJU+q2RqBUiqVQK4XC4YVb3RHl4ikebzZbn/hyPxxEMBk+5P4ui2DYpLb1qeAAYJoVXTBiHw2HFF8put+cZIJpMpqoiPD/4wQ/w0ksvQRRFvPDCC/jc5z5X9Of++Z//Gb/1W7+Ft956C+Pj49outIGQ4OGI2WxGOp2u+t8xb5fr16/ndWEZpZVczbHY4M9wOKyMWWgWZFnGwsICgsEgent7dRU7gLqoBCum9nq9WF5eVjo9/H4/3G63qmO0Q4Sn0dRDfOSmOQrdnw8ODiBJEmRZbpj7c7ultPRCTZeWzWbLmwDPDBAfPHiAF154AefPn0cikcDR0RH8fn/F87344ov40Y9+hOHhYUxMTOC5557DtWvX8n4uEong61//Op544gnV18Fe4GVZRjqd1m1/IMHDkWoFiiiKmJubQyaTKVrnwlPw8BZPuemxdDqNqakp+Hw+jI+PN1Vxau7ar169ivX1db2XVJGNjQ1sbW3hscceg8VigSAISKVSODo6wtraGmKxGDwejyKAGmGARzROCOSmMdxut9LxVcz9mdeYg1xapVvK6NRyvU6nE06nE4ODg3j77bfx9ttv4w/+4A/w0ksvYWdnB08++SR+5Vd+Bb/8y798KgJ/9+5dXLhwAefPnwcAfPSjH8X3vve9U4Ln85//PP74j/8YX/nKV1St6Tvf+Q6efPJJnD17Fq+99hr+8z//E5/4xCfw1FNPVXVtPCDBU4FqHhbViAqWwhoaGsLIyEjR8+jtnaPmWCzScOnSJaXNslk4Pj7G9PS0svZIJGLoiIckSZidnYUkSZiYmIAgCIrwtNvteR1AbNLz9PQ0JElSwtw+n4/r3C8j08rXxpBlGRaLJe8tn6W/lpeXkUgkFPHLy/1Zr5qWdhqUCmj34TGbzXjiiSdgt9vxb//2b8hkMvjZz36G//qv/4LdbseHP/zhvJ/f2trCyMiI8ufh4WG8+eabeT/z7rvvYmNjAx/+8IcrCh4m2P7iL/4C3//+97G9vY2vfe1r+NjHPoY//dM/xauvvpp3vkZAgocjagXP9vY2VldXi7Zq13I8nmtTA6vhWV1d1aVtmwcbGxvY3NzE448/rrRsGq1rLJdkMol79+6hr68PY2NjylqLbQKCIMDr9cLr9eLs2bPIZrNKm+vCwgLsdju6u7thNptb3oenWYqWeZ4z1/1ZkiRF/PJyf6aUVmPgcb253zebzYYPfOAD+MAHPlDxZxm5v2dJkvCZz3wG3/zmN1Wdm/1bp9MJURTxyiuv4FOf+hQ+/elP47XXXtOl7pAED0cqiQpRFHH//n1ks9my4wnUHq8aeEZ4ZFnG7u4uuru7dWnbLgaLVlR6ELPfgSRJiuMzw2hdYwwWRbt69eqpPLyajcdiseQZnbEIwPb2NuLxOCRJUtJf9Rx82+pv50YRPLmYTCaly6fQ/XlpaUmZAs7SY2rWTxGexsDLaRlQ990bHh7GxsaG8ufNzU0MDg4qf45EIpiensbTTz8N4KF9ynPPPYfXX3+9aOEya+e/c+cOvvGNb+Df//3f8d3vfheAft5AJHg4Uk6gRKNRBAKBsimsQhrtnaOGSCSC+fl5uFyuU7ndWuHxIGMRj3IPiEQigXv37mFwcLDo78CIKZ719XVsb28XjaLV+pmxCIDb7cbe3h7OnDmjzPkRBEERP16vt602mGak2u9OKfdnVvulxv1Zz26pRqNnxJd3hKcSExMTWFhYwMrKCoaGhvDtb38br776qvL3Pp8Ph4eHyp+ffvppfOUrXynZpcWexd/4xjfw+uuv49Of/jTOnTuHg4MDfPazn9WlOYQETwWqeZiUEhVqU1iF8PbO0Sqe2ODPixcvIhQKcVmX2shMJdhnX0rwsHb569evo7Ozs+wxjIAsy0r9zcTERF3Cv+wzz53zk06nEQqFsLW1hbm5ObhcLmUDdDgc3NdQT/RI1+kR4dGyKdbi/qxXpKWdxlkwtF5zKpVS/b21WCx4+eWX8cwzz0AURTz//PO4fv06vvCFL2B8fBzPPfdcVef+j//4DzzzzDP46U9/ikuXLkGSJGxtbcHj8eA3f/M3dflcSfBwxGKx5IkKlj4RRVFVCqsQs9mMZDLJZW1aNvPcNNDExATi8TiOjo64rkvrzV8qHSXLMpaXlxEMBiu2yxslwpNMJhGPxzE8PIzR0dGGPuhtNhv6+vrQ19cHWZYRi8UQDAaVbkJW/9Es3j+tHqHiKT7KuT8zkzu/36+bCNDju9nsdUOxWKyq1NGzzz6LZ599Nu+/felLXyr6sz/5yU9KHiebzeI73/kOnnnmGbzwwgtIp9PIZDLIZDJIpVKw2Wx50aJGQYKHI7kpKJbCGh4exvDwcE0PJSN0abFustzrMGKqrVjBcSaTQSAQgMvlwp07dyo+uHgVLWuJWrF6HbvdjrGxMc1rKUclgScIAtxuN9xuN0ZHR5UNkHUAMe+f7u5ubtO/mxkj1vBooZT789bWFhKJBE5OToq6P7cSPOto9EC3WhmLBf/wD/8AAFhYWGj4+UtBgqcC1aa0ZFmuOYVVCO+i5WrfkPb29rC0tHTKENEIQqzScSKRCAKBAM6fP4/+/n7Vx+DxFlmL4JFlGRsbG0q9zrvvvqt5Hbwp3AALp3+3u/ePHhGIRoos5v4sSRJEUYTf7y/q/tzZ2Vl0dp5WqDOseuLxuK5jJaLRKF555RV88pOfVJomdnd38f3vfx/PP/98w9dDgocjoigikUjg4OCgphRWITwFTzVIkoT5+XnE4/GihohGFDy50QomOB999FG43e6ajsFrLWpg/jqyLNetXqcYWq+3sP4jEong6OiorPdPq9NKEZ5SMBFQyv2ZmXey3z8v9+d2Smnxula9J6WnUin85Cc/wf7+Pv7wD/8Qi4uL+LM/+zPcvn1bl/WQ4OEES2GZzWY8+uijXB5ClYZ01gPm93LmzBlcvny57oaIvNJIJpMJ2WwW9+/fRzKZrElw6iF42Ofd39/f8HodnuR6/7D251zvH4fDAVEU0dHR0bBNul2KlvU4Z6Eoz3V/Bh6mk0OhUJ77c+6Mp2rX3G7eP7yut9oaHp7Isozu7m7867/+Kz796U/j7NmzuHTpEv7hH/4BTz75pC5rIsHDga2tLaytreHmzZsIBALcvpg8a2XUwDqZivm9FK6LZ4SHx8YkyzJmZmYwMDBQdkJ7OXgWf6r5fMr56zSCehZpF/P+mZ+fx/b2NjY3N+H1etHd3Y2uri7y/tGAUUWW1Wo95f4cCoVqdn/Wc1K6HoKHV+2QnhEeQRAQjUbxT//0Tzg6OsLHPvYxbG9vY25uDk8++aQu9y4JngqU+4WwiIIsy3kRBV6/yEaltGRZxtLSEkKhkKrBn0ZLaQWDQRweHuLChQt1L/RVQyUhUViv06oFn7l0dHTA4/Eobc4s/bG2ttYy3j9GFR+8qUUEMO+noaGhmtyf221+F6/zVjMpnSfsvpyZmcGrr76K//f//h8uXLiA7e1t/N7v/R5+9rOf4ZVXXmn4ukjw1Agrih0dHcXQ0JDy0KnkB1MN9fCFKXxAsuGZXq9XVScTWxevyICWa5RlGWtra4p5nsfj4bImrZQTPKzFv9H1OsXQqw2/MP2R2/3TzN4/7SJ4tJ6zFvfnZhce1cIrwqNXSovdH0888QR++tOfAnj4PR8cHMSrr76KlZWVhq8JIMFTE5ubm1hfX8fNmzdPbbIsKsPjZuUd4SnsHgqHw5iZmcHFixeV0HOjqVXwZLNZTE9Pw2azKQ6hRvDQAUoLQlavMzAwoMptu12s9Fn3T39/f573DxvDUqv3j1Huh3rSjIKnkFLuz+vr64hGo3C73fB4PG1VtNzsER6GLMtYXV3F7OwsYrEYzGYzTCYTLl26pMt6SPBUIPeLnc1mMTs7CwAli2KNOv8KeK8IWhAErK+vY2dnJ294ph7Uco3MG4hF1wBjDf4sFjnRu16nFEYTBWq8f7q7u+H3+1V5/7T68FA9qLcIKOb+vLe3h2g0irfeeiuv/b2e9V+Afj48vLIEsVhMl+cN+y688847+PrXv44f//jHcLlc6OnpwTvvvIO/+qu/wvXr1xu+LhI8KslNYQ0PD5f8OZ6Ch/fD02QyIZVKYWFhATabDZOTk7q3C1creJg3UKHHkZEGf+YKntx6nTt37qhO0fAauVHpHEanmbx/9PLhafR3uJHCjrk/s2fXlStXlPqvXPdnv98Pj8fDfV16prR4RXj0eKFlgu2HP/wh7ty5g4985CN444038Od//uf4m7/5G932HRI8FZBluWwKqxC9vHPUIMsy3n33XZw/fz5vCq6eqBUqsixjYWEBkUikqDeQESM8oigqEcFq63UaVV9jFJGolmq8f/Sg2dNLRj0nEx5ms1kROMB79V+bm5uIRCLo6Ojg6v4sSVLdo0jF4NmlpXdKy263IxQKIRgMAgCOjo50q10kwaOCdDqt2tfFqIJna2sLJycnuHnzpm71OsVQI1TS6TTu3buHrq4u3L59u+7eQFoRBAHJZBLT09MlJ7OrOUa9xYhewxh5Ucn7J5vNKg9cp9NZ9+vVSwg0Q5dWvc5ZWP8Vj8dPuT+zAvla3J+bvYZHr7Z0tvYrV67AarX+f/bePDiS9Dzv/OVV9124726gG31OT08DM5REU4dJURpFjDZWwdXIjrAdskJHMBSKUMgO/mHJYdqK3Vh7Z+XQjChpRe5yzR1TklehGa2kEUmNRJOSOD1X42xcjaNxH1UoFOquPPYPTNYA6AJQBWShgEY9fyGqq7/8MrPy+5583+d9Xm7cuMFf/MVf8EM/9EMIgsAv//Ivn/qcoEZ4joQgCHR3d5e8UJ81wrO7gWldXZ2lVS9Wdjk/CFtbWwwPD3P16tWCp8tB45yVaEUul2N0dJTbt28XKpHKxdMY4an0xrzb+8cwDB4+fAjA1NQUmUymoP2otPfP046zGlUSBKGo+/Pm5ibz8/NA+e7P571Kq1qiZXP9+qmf+qnCZ6+++irvv/8+169fP1QWUknUnnqLUQnCc9wFJpVKMTg4WIgymMTHClilMTmM8MzPz7OwsFCSsNrKlNZxz8swDB4/fszW1hY3b948NtmBpzfCc1oQBAFZlmloaCAQCOxpfTA3N1cojQ+Hw5ZpP84qEXgajnkc4nGU+7Pdbi+kvw5yfz7vEZ5qOi3v3yNCoRCf+cxnqjIXEzXCUwLK2XysTq2YkYtyF5jV1VWmpqa4detWQc9g5dzMiq+TPpSiKJLP5/d8ZmpfTEPHUt50rHSlPs71NucsCAKNjY0nFtDWCI+1OMj7x9R+1Lx/SsdZSmmVg/3uz+l0ulD9l0ql8Pl8hQiQ+fxWk/BYEYVMp9Nl9RO0GmdtjakRHoshSRKqqlo2nrmRl/rQ6brO5OQkiUSC/v7+PRvvWXNILjbO/qhUqQ+M2UvLivmUSzTS6TQDAwOFOY+NjZ2YrDyNKa2zhEp4/1yUaMvTckyn00lrayutra0YhkE8HicajRYE8IFAgFQqZekxS4WmaUc63peCaomWM5nMgS8O1bRvqBEeiyFJ0hMRi5OOp2laSYK7TCbD4OAgdXV1RcW9VnsEWTHWbsKzvr7OxMQEN2/eJBAIlDWOVSmtcomGuUneuHGjED04S3qii4xSF1arvH+qVZb+NJCPo1DpSIsgCAe6P4+Pj+9Jf5nuz5XEea/Seu2112hpaeFnfuZnCp+Zv5s//dM/5ROf+ATNzc2nPq8a4SkB5fy4JUkik8lYduxSSUokEmFsbIxr164VPEv246xGeDRN49GjR0Sj0ZJ6eR00jhUbTqnnZep1VlZWnvDXsSI6c1oprRoxexIn8f6pkY+n45im+/Pq6ipdXV1IksTm5uYe92fzN2BFJGY/rDrfXC5XFX+qr3zlK6TTaTY2Nvin//SfEgqFCr/V3/7t3+bSpUs1wvM0wGrR8lEbsGEYTE9PE4lEjjS2M3U3pzGvUqHrOisrKzQ1NZXcy6sYTjPCs1uv09/f/8SczwvhgYub0ioHB3n/DA0NYRhGQfehadqFIDwXhWTBx5EWh8NBc3Mzzc3NBfdnM7qbz+ctd3+2ymkZqMp16+jo4Jd/+Zd57bXXGB0d5dd+7dfo7u4Gds6tWt5ANcJjMawmPIeNl8vlGBoawuPx0NfXd+QP20phrxWEZ3t7m/HxcdxuN729vVWfDxxNNPbrdYot/OeF8Jx3H55q4CDvn9XVVaLRKKIoIstyofKn0rgohOcsdUs33Z+9Xi+dnZ1omvaE+/Pu8vfjXCsrnJar+azFYjFeeOEFXnzxRf7lv/yX/OIv/iJf/OIX+b7v+z5yuVzVKsdqhMdinBbhMf1pymn8Wawi6rg4KcFYWlpidnaWK1euFBw4TzqfSqe0iul1isGKaFOphOekG8/T5MOzH6exMe/2/llZWWF7exs4Pe+fixJtqZbjcSnnepD789LSEmNjY8dyf7byGlfjxSaZTBb+/vKXv8xXv/pV/tk/+2e88sorVWt3ATXCUxLK1fBUMqW1uzdTuY0/rZzbcdNjuq4zNjZWcK9OpVJsbGyceD6VTGkdptcpdQwr5mE1zlrJ6NMAu91OW1sbbW1tNe8fC3Ge/HCOcn/2+XwFEnxQMUq1mpZahWvXrhXaMGmaxj//5/+cT37yk3zuc59jdHTUkrYfx0GN8FiMSkZ4VFVleHgYRVHK7s0E1RctZzIZBgYGaGho4Pr16wiCULHy9uNiP3HSNI2RkRFEUSyq1zlojPNAeGqoLEr1/gmHw8cWvlarxPcitNCAk1/fUt2fg8Egfr+/sL5YQXhyudyx2mlYgd/6rd8qiKUlScIwDLq7u3n//ff5vd/7vap5XdUIj8WoFOFJJBIMDg7S1dV17MafVmt4yhnLTAddv369EPo1x7GK8FiV0jLHMfU6ra2ttLe3lzzGeSE8NVJlLY7aHIt5/0QiEUZHR8+V9081UC0ND1hL7g5yfzb7v5nl7/l8/sTHrVYfLeCJPco8F0EQ+MVf/MVqTAmoEZ6SUO2UlhkSL6Vb+1FzO+0Ij2EYzM3Nsbq6WjQdVKnIzEnGMQyjUOZ/lF6nGGo+PGcDZ/ke7Pb+MYWvu71/FEUp6D6O8v65CISnWimtSuMg9+dsNst77713qAXCUUgmk1XtlH4WUSM8FsPKtJGmaaysrJDP53nhhRdOLNo77ZSWmYKz2WwHpoPOWoRHEASWlpaIx+Ml6XUOGuM0IjyGYbC+vo7X663aPM86TpMMnIR8lOL9Ew6HCQaDVff+qQaeVsKzH6b789LSEn19fWxvbz/h/hwKhfD7/UdGAasZ4TmrqBEei2HV4mO2WDDz/FZUKFjttHwYUSk1BXeWIjyaphGNRnG5XCXrdSo1l6PISD6fZ3BwEFmWWVxcJJ/PEwgECIfDJS2GNVgPK8njfu8fs+3BwsJCwfsnHA4/9YTVRLU0PNXEbguErq6uPe7Pjx49KtgfHOT+XC2X5bOMGuE5gzDzuTdv3iSXy7G1tWXJuFZHeA4qcV9dXeXRo0fcunULn8935Din6ZB8EEy9jsPhoKur60Rvk5UmPMlkkoGBAS5dukQoFEIQhEJKJBKJ8OjRI2w2W0EQe9Bb3kWI8Jw2KrEp7297sLvrt/litLvr99OIamp4zgpM9+e6ujpgJwq43/3ZFD+73W5SqVTJ1VBvvfUWv/Irv4Kmafzcz/0cX/jCF/b8++/+mZ8RsAAAIABJREFU7u/y2muvIUkSHo+H3//93+fGjRuWn2OlUSM8JeC03iyKNf6MRCJVLyUvhmIEY//8S6kQqFYPrN3YrddZX18/NQ+d44xh9hsz9Vy5XA7DMJ5IiZhagN1+MOFw2DIn2OPgtAnWaZO509qUd+s+4vE4PT09RKNRJicnyWazFff+qQaqkdI66y8DxdyfNzc3eeWVV3jjjTe4cuUKdru9QIYOgqZpfP7zn+eb3/wmbW1t9Pf389JLL+0hNP/kn/yTgtj4zTff5Fd/9Vd56623Kn6OVuPpeBqeAmSzWQYGBgiHw3saf1pNUipFnnK5HAMDA4RCoaKNSw+CVWTyOBGeYoLqjY2NM1FhtX8MwzCYnZ1lfX29QIYPO9buTtBmKWwkEmF2drZAjsz+Nk8znvY0iCAIuFwuXC7Xgd4/ZvTHKu+faqAaKa1q6YaO80zudn/+9V//dX71V3+VV199lbfffptPf/rTOBwOPv3pT/OZz3yG559/fs+1vH//Pj09PVy+fBmAl19+mTfeeGMP4dkdqU8mk+f2d1QjPBWAGbUo9WExS7aLNf48a+0gdo9lzisWizEyMsLVq1epr6+3ZPzjzKecczP9dSRJ2qPXOSsl5bvHMOcqy3JJLUT2Y38pbDabLQhiU6kUDx8+LAhiq+Xb8TTgLFRMnYb3TzVQjZTWeTI73A+3201nZycvvfQSX/jCF1hfX+ev//qv+eM//mOef/75Pd9dXFzcY7vR1tbGO++888SYr732Gq+88gq5XI633377RPOrFmqEpwSUu4iZm+9RP1rDMJiZmWFjY+PAiiCrhcZWvdGbhGd+fp7FxcWyXZ+tRjkkI51O8+DBA9ra2p7w17GCFFpxnc3zyWQyPHjwgJaWFjo6Ok40pgm73V4Ihd+/f5+WlhYikQjz8/MIgvBURASqgbMYLdvv/WM2vTyu90+1zvEidGg3YZXLcjKZLKzJ9fX1vPzyy7z88stPfK/YPS323H/+85/n85//PK+//jr/4T/8B7761a+eeI6njRrhqQBkWUbTtEPz52aVzVGNP6329bESpr7oOK7PVqPUjdnU69y8eZNAIFB0nLMQ4YGdBWtycvIJs0arYQpi4cmIgMfjKaS/yvUBqTaqsTmfZYJYrOmlKXQv1funWlGsi0R4rDpuKpWiqanpyO+1tbUVXJ8BFhYWDq2sffnll/mlX/qlE8+vGqgRnhJRziZ2VBrKbPzZ09NDY2PjkWNZlYayCqlUitHRURRF4datW2d6kTdxlAGiidNs/HkYEokE29vb9Pf3n2rfmWIRgUgkUvABMTdEn893LqpmzosPTzVwlPeP2fMpFAoVUp3VJDwXRcNjVYQnnU6XVJbe39/P5OQkMzMztLa28vWvf53XX399z3cmJye5cuUKAH/+539e+Pu8oUZ4KoCDojJm489yUkBnLcJjVgl1d3eztrZ2LhZ4TdMYHh5GluUj/XWsTEcdB7quMz4+TjKZpLu7u2pN9mBvRMD0AYlGo6ysrDAxMVHoAn3e9CCVwllMaZWDUrx/zEjgaaPWsLR8lGo8KMsyr776Kp/97GfRNI2f/dmf5ebNm/zGb/wGfX19vPTSS7z66qt861vfQlEUgsHguUxnQY3wVATFSIqqqgWR7PPPP18ygz8rER7DMHj06BGbm5v09/ejqiorKyvVntaRMPU67e3ttLW1Hfl9q1Jax7lnuVyOwcFBgsEgzc3NZy6CIstyoRza7AK9uxdUMBgs6EHO2txPC+fhBaAUHOT9s7a2VjAVNcnuaZByQRAuDOE57QgPwIsvvsiLL76457MvfvGLhb//83/+zyeez1lAjfBUAPsJj7lAdHZ20traWtZYZ2EB3a03unfvXoGEWUnEKvEGd5RepxhME7+T4DikaXt7m6GhIXp6emhoaGBmZuZMRwx2d4Hu6OhA0zQ2NzfZ2NhgamoKh8NRdEM8y+d0Upy3lFY5ML1//H4/uVyOnp4eIpEIExMTp+L9U43fjVXEo1ycdoTnIqFGeEpEOZvYbsKzvLzMzMzMiRt/WoVyS+bNjbi7u3uP3qgSJoZWLS6mZ83a2hp9fX1lpVuqkdJaW1tjampqz2/ktEz6rNqgJUna4wKbSqWIRqOFDTEQCKCq6qmmvp5mclUtmM+p6f3T3t7+VHv/nOcIT621xJOoEZ4KQJIk8vk8o6Oj5HI5nn/++TPjeFpqyTzA0tISs7OzPPPMM084dVaiEakVD3k5ep1iOM0qLcMwmJ6eJhqN0tfXt6cK6ry3fdhvhheLxZiZmSEWi7G6urqn7UUlN8SnWbRcjd9HsXMsxfvHrPQ7LuG9KJVhUCM8lcTZ2IWfMui6zqNHj+jo6OD69etn6g3HjD4dRsB0XWdsbOxQsnYWDRF1Xef+/fsl63UqNZdSokRmJ3m73V5IE+7GeSc8u2G+8W9vb+NwOPD7/USjUaanp0mn0/h8voLx4Vl5MTgPqEYKrZRjluL9U26T22o8C+ddtFyOhueioLa6lIhSF5b19XUWFhZoamqiq6vLsuNbtbgdtaFnMhkGBgZobGw8lKxZudBaQTIikQipVIr+/v7Cm+ZxcBoRnlKE1KdFeKqxkeyuBtJ1nXg8TiQS2ZMOCYfDRTtAn2VUI8JTDSFvOccs5v1jar0ePXpUkvdPtXDeCU8ymTy0h9ZFRI3wWATDMJicnCQej9Pd3X1gJ/HjwNz8rCI8B0VmzBYXlTa6Kzan4268u3tMud3uE5fNVtqHx7zGN27cOJSYlTqP8x4JEkWRQCBQEJWb6RCzA7TX6y2kQ8pte1GN5qFPO07a4mG/1sv0/pmZmSGVSp05759qpbSsaPGSyWQO9Bu7qKgRHguQzWYL5cT37t1jfX2dTCZj2fhmGsqKh6+Y2Hi3yPcwU75K4bgkw9TrKIpCX18f77777okXqUqKlk0PplKv8dO4gR51TvvTIdvb20QiERYWFgAIBoOEw2F8Pl9Jm+Bpb5RPe4TH6mPuj/Ztb2/v8f4xbQ6qAV3Xq5JitZJoXVR7iINQIzwnhPnG3tvbW3hrsdos0BzPCta/n/CYWhKbzXYska8VOE5KK5VKMTAwsCctVG3TwIPGMDVRqqqW3IbjLIX2rUK55yQIAj6fD5/Pt8cLZmlpibGxMUvEsFbioqS0KrVGiKJY1PtnZWWFZDLJ4OBg4X6fhvfPeRYtP40vS1agRnhKxP6F5bCoSCUITyW6nJv+QF1dXYf2Tqk0yiU8GxsbjI+PP+GvY1U6ysoxcrkcDx48oL6+nq6urpI3qPOeqqoETC8Y0/gwmUwWjA81TSsYH/r9/gvxZluNDuKnSbLM+x0MBslkMnR3d++xOqi09081NTxWWXQ8jS9OJ0GN8BwD+XyeoaEhXC5X0aiI1YSnEhVRKysrTE9Pnwl/oFIJz269TjF/nbPW6TwejzM0NMTVq1epr68/1hg1FIcgCHg8HjweD52dnaiqSiwWY21tjcnJSRwOB5lMhmw2e2rtOS5qWXqlYRIA0+hyt/fPfrG7ld4/1YzwXATCXg3UCE+Z2NraYmRkhMuXLx/YibZSKS0rIIpioTNuf3//idNkViyApRCV/XqdYgvCWUppZTIZhoeHuXPnzrEqJc6b8WC1IctyQQxrGAbpdJqhoSGmp6fRNI1AIFDQg1TKPfeipLTOQhrtIO+f+fl5EokEHo+nQICOm+60MtJS7nFPSnhUVa3K3M86aoSnDMzPz7OwsMCdO3cO9Tewuv+VVRGebDbL0tISXq+XZ5991hKichqEp5hepxisSEed9N4ZhsHMzAzZbJZPfepTxyaUtQjP8SEIAi6XC6fTydWrV1EUhVgsVvD+sdlse9penFfSVy3R8mlHH0ohWUd5/+xOd5ZKBKoVabFCw1NrK1EcNcJTIiKRCLFYrKTGn7Iso6qqZce2QsMTi8UYGRkpGH5ZWeJ+0kXhMJJh6nVu3bp1ZMl5tSM8qqoyODiIy+XC7XafKHr2NPvwnDYkSSIcDhMOh4EdH6RoNMqjR49Ip9OWaUEuQoTnPJCsw7x/pqam9hDew5y+z7MPTzKZrBGeIqgRnhJhEoVSYHWE5yQpLcMwmJ+fZ2lpibt37xKNRs+cQ3KxcY7S6xRDpT10DoMZhers7KSpqYn79+9XZR41HA2n00lrayutra1P9IGSJKmwGZZrhFcN35+zkF4668fc7/1jEt7p6ekDvX+sOO5xYUWEp+ayXBw1wlMiyllYrIg07MZxIzyapjEyMoIgCIVy6FgsZpkpolWEZ//mvrtU/iC9TqXmc5wxzK7sZhTKMAxL7v/TSHhO85xKIQT7tSDZbJZoNMrs7CzJZHJP24tSIna1CI/1sJp47Ce8xbyeQqFQ1VJaVkV4Tkusf55QIzwlopp5/uNoeMyIQ1tbG+3t7YXPK9Hl3MpxStXrHDTOaaa0DMPg8ePHrKys7IlCWSV8ftpwHs7JbrfT3NxMc3NzodLOFMMChehPsUqgWkqrMqikUHq39w+wx/tna2uLsbEx6urqTs37x8RJz7cW4SmOGuE5BzC7r5eK9fV1JiYmiupezmLTT3NO5eh1iuE0U1q6rjM6OophGBUxbKyltKoPQRCeMMLb3QXc4/EUjPB2d7o/LVSLfJy2+/BpCqV3ez0lEgkuX75MLBbb4/0TDocJBAJnutFtTcNTHGf3jtVQgCRJJbWqMAyDR48esbm5SX9/f9FF2Ep9kVXRIkEQWF9fZ3V1tWS9TjGcVkorm83y4MEDmpqa6OjoqMimUyrhOQ9Rk6cFiqLQ2NhIY2NjoRIoEokwPDyMrutomkYikcDlcp3KBn2RIjzVSC0ZhoHH48Hr9Ra8f8xqv9nZ2TPd6DaVStUiPEVQIzwVxGl1OIedUOzg4CBer5e+vr4Dj3vWUlqqqjI/P49hGLzwwgtntg+Wia2tLYaHh7l27Vqh6qcSqPnwnByV3Jx3VwJ1dXWhqioDAwNsbGzw+PFjnE5nIfpTqd50T1t66Swd08Tu4+42N4SP9V5mo1srvH+sQq0svThqhKdElPvAmWTACvOno6q04vE4w8PDdHd309jYeOS8rExpnWQsU69jhodP+hZXaR+epaUl5ubmuHv3bsUXk1pK63xBlmXsdjuXL1/G6XSSSqUKYvZ8Pl8QwgYCAcuiFeehRNwKVCvCcxT2672s8P6x6pmvaXiKo0Z4ykA5m5BJUqwgPIdtwouLizx+/PhIM8RSxrJyXkdht17HdEm1Yj6VEAsbhsHExATJZJL+/v5Tyd2fJuGpxsb5NMK8X4IgFNogdHR0oGkasVis4ANjt9sL0Z+TEOeLktKqBskqF6V4/+y+5wddQ6uubzKZLESiavgYNcJTIVjZDqLYWGYH7lwuV9YmbHWbinIJj+lEvLGxUdDrRCIRy7RAVvofwcepQp/Px927d09tsa9FeM4niv0+ihkfRiIRpqamyGQyhbYXwWCwrBeki0J4zmqE5zCU4v1TzO7AqpfkVCq1pzq3hh3UCE+FUEnCk8lkGBgYoLGxkevXr5ftEVStCI/pr2O32/f461jlW2S14WMymWRgYODQvmmVQrnl8cfdhMzjnNYmdto+PKeJUq+j0+mkra2Ntra2PULYmZkZZFkukKPDIgHlHM9KVMt48Lz3hTrI+8e0OzDTXw6Hw5LrW0tpFUeN8FQIVhMecyM3dQHXr18/VsiyWhEeU6/T0dFBa2vrscc5DFZGeMzS/tu3b+Pz+SwZsxyUspGZBFJVVerq6giHw1UXSx6GaqTNznqqrpgQNhKJMDMz84QL8P4o7kWJ8FQjpVVJsnyQ98/y8jJbW1tomsbi4uKJvH9qouXiqBGeMnAcDY8VEEURVVWZmZlhbW2Ne/fuHbvyoxpl6Yf5Alk5J1EUT+wibRgG2WyWmZmZA0v7TwulNlR1Op1sbm4yOjqKpmkEg0HC4TA+n+/IjaKWOrMOVpABu91OS0sLLS0teyIBjx8/fqIM+qIQnmpElU7zPHd7/2xvbzMzM4Ou6wXvHzPlWY73T60svThqhKdCsJLwGIbB9vY2Xq/3xCZ3Vra9MInYQTD1OpFI5FDyUMmeXOXAbMWh63pZLS0qgcMWW5Pc3Lp1C7fbjaqqeL1eOjo6UFW14BQ7MTGBy+UqiCXPcvTnaYGVm+TuSMDly5cL4n6zDNqsDMvlcqdGzM9jL63zckzzuHa7nfb29ie8f2ZmZvb0ejvM+6cW4SmOGuGpEKwiPIlEgsHBQWRZ5vr16xbMzDocVpa+W69z7969QxcPKwnPcclcJpPhwYMHtLS0kEgkqi6SPCjysrCwwMLCQiHKt59wyrJMfX099fX1GIZBMpkkEokUoj/mYunz+RAE4amO8FRDw1NJ2Gw2mpqaaGpqKjTXNX2hDMPYE9mrVHSiFlU63eMe1/snnU7j8XhKOuZbb73Fr/zKr6BpGj/3cz/HF77whT3//sorr/AHf/AHhbXlK1/5Cp2dnRac7emjRngqBCsM/lZWVpienub27dsMDQ1ZNDPrcBBRSSaTDA4OFtXrlDNOuTiuhicWizEyMlLQRZlNBE8KK8TEu8caHx8nk8kUGsHCzgJ50OIsCAIejwePx0NnZyeqqhKNRllaWmJ8fByXy0UulyOXy51pm/yT4GntbSUIAg6HA1mWaW9vL+hAlpaWGBsbw+12F8itlZG9ahkPXpQIz1FVWsW8f8wXGlVV+ZM/+RO+//u/v+TWEpqm8fnPf55vfvObtLW10d/fz0svvcSNGzcK37l79y7vvfceLpeLL33pS/zrf/2v+cM//ENLzve08XSuchVCudVQh6V7DoOu60xOThZ8X0rp0lwNFCMqR+l1isGqKMNxIjwLCwvMz8/z3HPPWdoc8KSbwu5rYrr4+nw+7ty5Uxjb7Mqu6zr5fB5BEBBF8cCFWpblglbAjP4MDg7y8OFDDMN4IvpTw9nGboK1Wwdi3lvTBE/TNAKBAOFwGL/ff6KN/KIYD56VCM9h2O/2nc/nmZ6e5s0332RoaIh/8S/+BT/xEz/Bj/7oj3Lt2rWiz/T9+/fp6enh8uXLALz88su88cYbewjPD//wDxf+/sQnPsHXvva1E55l9VAjPBWCLMvkcrmy/182m2VwcJBQKHSqvi/HwW7CYxgG09PTRKPRssW+1Yjw6LrO+Pg42Wy2ImaCJy33Nv+/KU7u6uqiubm58O+GYaCqKqIoYrfb0TSt0M9J0zQMw0CSpAIJKja+x+PB6XRy69YtgEKEYHx8HLfbXdXGmOcRZ6Vb+u7InqnrisVirK2tMTk5icPhKNzbckn+RWpncRYjPIdBURR++qd/mp/+6Z/mU5/6FL/zO7/D22+/zb/5N/+GyclJ/v2///f85E/+5J7/s7i4uMevp62tjXfeeefAY3z5y1/mx3/8x481v7OAGuGpEI7TdsFMrfT29hYMq84yTKKiqipDQ0M4HI4j9TqHjWPVfI5CLpdjcHCQYDB44JvPSRd2k3wdd9EUBIFcLseHH364J1pmRnTMTcCco3kcXdcxDIPoepwPvzNBc2eYlkthPD7XgdEfwzCw2Wx7IgRmqNxMpZrRH6/Xe6Lr8rT78Jz28Ur5fcmyvMcEL5VKEY1G91QBmR3Aj9psq1UiflG8f6wiWoZh0N3dTU9PDz//8z+PqqpFG1AX+80e9Hx/7Wtf47333uPb3/72iedXLdQITxkoZ6EvR7RsGAbz8/MsLS0dmlqx6u3qpJuxCUmSyOVyvPvuu3R2dtLS0nLs+VixWZQyzvb2NkNDQ/T09NDQ0HDoOCclPCc5p+XlZVKpFJ/85CcLFgQHkZ39x337Tz/kH74xQjqZJbGVJroSo6E9RMulOnxBN22X62jrbqC9u/7AMfaHyqPRKAsLC4VqQTNCUE669SxHK63CWYjwHAWXy4XL5aKtrQ1N09ja2iISiTA9PY2iKIe2QLgo0RZN06oW4alERFWW5aIi5ra2toL5Ieyk+Iut49/61rf4zd/8Tb797W+f62rPGuGpEEolPGYptCiKe8So+2GlI64ZCTnpA725uUkkEuH5558/kTmfVQvoURGetbU1pqamuH37Nl6v99D5VLrr+kEwDIOxsTEymQwej6cssrMws87vffHPGH1/rvCZrEj0PtvB8nyUpccxNiMp5ibXUPOD2Jx25qZW6LoyROeVRjq6G+i82kDrpToczo8XXUVRaGxspLGxsWCREIlECuJu0xn4sDLZauE8EJBqHs8sczargDKZTIH8pNNp/H5/oe2FLMsXpmLqPGh4DkI5605/fz+Tk5PMzMzQ2trK17/+dV5//fU93/nwww/5hV/4Bd56660DXxLPC2qEp0IohfCY+oy2trYj+56Y41nxEJ60gszU66yvrxMMBqviRFwMBxGe3fqivr6+I9+grOh0fxzCY/bt8vv99PT08MEHHxTmb+pyipGdfF7jT/7gO3zj/30fr99J77MdyIqEJItousHK4yibkQTRtW28ARdtPQ3MPFxF03QUm0Q0kkK2R1h4HOWbbzxgO5ZCkkTauxu48Vw79c1+uq40Ut/sRxAEfD4fPp+PS5cuPeEN4/V6qaure6JHUA3nAw6HY08LhHg8TiQSYW5uDlEUSafTJJPJUxW2X5SoEljXSwtKI/uyLPPqq6/y2c9+Fk3T+Nmf/Vlu3rzJb/zGb9DX18dLL73Ev/pX/4pEIsHnPvc5ADo6OnjzzTctmeNpo0Z4KoSjCE+51UzmeFZsIsfRF5kw9TpOp5M7d+4wOjp64vlYhWIkoxw/oMPGsWIuhyGVSvHgwYNC3y6T4JjiZKDo3McHF/j6l/6GycEF0skcsY0E4SY/wQYvUwMfl9c73A6uPtvG9lYGXYTWK0EMXUCRFWSbzIN35/aM23OzmUg0wd//zTiSKJBJ50knc/TebiXU4KWzp57ua800tgb2eMNsb2+zsbHB/Pw8giDsMUl72nHa0Y9Kb8qiKBIIBAgEAsBOQcX777/P/Pw8yWTy2KnNcnFRKsOsOm65BPHFF1/kxRdf3PPZF7/4xcLf3/rWt040n7OEGuEpA1ZoeAzDYGpqiq2trbKqmarZ9NOE2Uyzq6uLlpYW8vm8ZW7SVmD/eaXTaR48eEB7ezttbW3HHue4cymV8ESjUR4+fPgE+TUF4cWiOulklq/99tv81X97D/MwnqCL7lutxLfSSHaZG/2dGJqBpEhksyqzU+tsxVKgGzS0+PGFvUyOLgPgq/MSqvMQbvCiaTqpRJb4ZorIahxdN+i+1oSkGbz/7ix1DT7GhpfIZd9DFARaO0OEGrxcvdnClZsthRLX3dGfZDKJJEkFZ+jT8P25CKLl0yRYdrsdRVG4detW0dSmVcL2/bhIKS0rIjw1l+WDUSM8FUIxwpPL5RgaGsLr9XLv3r2KiaArMVaxZppWdyc/KXaTDJNE3Lx5s/CGWipOM8IzPz/P4uLinv5oZmRHURTee+89wuEwdXV1hTTCh//wiLf+2/skt9L03Gojn81jcyqksyoD789h6DvH7brSSE7TWZyLFo4XqHdR3xQgm9UQZJGb9zoAA0mWyGRUxh4uk4zvVHMEwm6u3usgGkmgyiKesAunz058K41il8hpOnPTGywub9HQ7OPh0CLZTJ6m5gBOl42rN1u4dqeNmzdvYhgGjx49IplM8uDBA0RRLGh/3G53xTbu006FnDcNz3GxP7VpCtsXFxeJx+MFB+BwOHxiEe5F0Q1ZddxUKmWpp9jThBrhqRD2k4p4PM7w8PCh1UHljHcSlENUDvPXOWuEx6w+e/z4MUtLS8dusmoV4Tns2pg+QLlcbo9Y3RQnG4bB3bt3UVWVSCTC/Pw8G2ubfOfPZvnwu48L4/hDbho7QoyPLBWO23q5Dm/QTTKZxeWyce3ZdgRRJ5PLoigONFVHRye2laK+OcDMo3USiexHE4erd9sRRQFN09FFEX+dh2w6T1bVkRWZSDzDykaS+kYvPc+0YpNFDN1A0w1mZ6NMTa7T0ORjfn6Tv35rBEUWae0I4wvJXLnZQF/fnYJF/uzsbKEreDgcLohjzyMuQsuFg7Bf2J5IJIhGowwPD6PrelkNbfejWoSnGr9DKyI8yWSy1jj0AJzPlaVKKNdp2dzwFhcXefz4MXfu3Dn2D9HqlFYp5Gm3XqeY/sXqRciKhS2RSBCLxQ6teDsKx21RsX+Mg0iTKU4OBAJ7fICKiZMVRaGpqYmVuRRvvf4e+ZxK57U6NE3F5lQQZQUE6L3ThqHruPxOYpspYrEkuZxGKpXFG3YwM7WJrhnAFqE6N01tIaamVlkeXcLukGnrrqO+wUsqk0c0e2ypGhlNxe1xsLS2TTSaRFEk6hq91Df4kEQBSRRYXoyxuhxH13TCDV4aGjwosoQsCSzMRllf3WZufpNg2MG7fz/LH335A27eaaeju447fZfw+p17xLGSJBWiP8VKo88qntaeZOVit62B2dJkc3OT1dVVJiYmcDqdhejPcV5ITgOaplWl/NqKCE86na4RngNQIzwVgrnhjYyMoKrqid18rU5pHbWh79frVBonLbvP5XKFVMnt27dPtEla0VH+IMJjXldTnGziIHFyJp3jq7/9Nn/1Jx8UPmto9ePwung0uV74rLnLx/a2yvbUzmcOp8Ll3ibGJ5dZnUkjSjtaG1/QzUY0wVYqS0tXGH/Aiaob6LpBxtBBFtEMA4dTIZc2WIlsE38cRRTg2rNt2Owy+byGikAmr5GIZ4ilMnRdb8TjsZPPa6AbbGwmWV2OIwCtV+uoC3lIJdPoqsbi4hbr0SSND3381ZsDSJJA781W+r7vMneffQ5Vyz9RGm1Gf8ohsU87ATlLEZ7DsL+hrWl8ODY2Rj6f39P2otj9rcY5nncNTy2lVRw1wlMhZDIZUqkUbW1tdHR0WOKXcVopLdOCfrdep9I4iTdQPB5naGiIK1euMDU1ZWkfKyvHiEQijI2NPXFdzbYQ+8XJk6NLvPqbf0EsmiRgaZXoAAAgAElEQVTU4EOxSTR1hdnYSGKIApd6m/B4HagY5PMaTq9GqCGPaBPIqQab23Hau4L4fF40ETRt557XNXqRFBlRFshk1R3Rs2ggyhI2RWRzK00sniSfV2nqCtEiCCytbRHNZHEJOh7Xzpuv06Ng89nYNlQ20hk0u4jTJqOrBp6wG3+Dl2w2j12R2c6qrK4nSMSztLQECPgd5DIqNllCx+CD9+cYf7hMPpunocnPvU9c5t4nruB02wrGeDMzMwXX4IOM8Yrdh9PCRU5plQpBEHC73bjdbtrb29E0jVgsxsbGBlNTU9jt9j3Gh9XCedfw1CI8xVEjPBWAubHZ7XY6OzstGdPKlNZhFWTH7Yd1Uhz3/MyO8s8++yxut5upqamqzWU39hMe00l7vzi5mJmgYRj86f/zDn/0le+Sy+2kuBqa/cgeOx++/xhB2JnjtWfaeDS7jq4ZiLJIfZMPyeUiEkmgqXlsDhm7TeTxWgRZllBsCv6AC0MSSWRzkAPJJuHy2Emksmi6hqDquEJOvIpIPJFhO6+CYNDaHUYQIJ7MEjPyOGwydkUgp0L71XpEAeJbGbLyzpjZjM72dpKwz43sUEipWQItLlou14FhoCOwsRZnO56lrS2I2+9gY3WbjdU4uiDw398e4+/+dhw9r3P3hUu88I+u0NPTU9QY7zjRn0rgrLaWOMvYnb6EnXRMNBplamqKTCaD3+9HVVVL/WlKQbUIjxX3tNRO6RcRNcJTBo56mzIMg9nZWdbX17l3717BOM4KVDrCc5Rep9Iol2SY5f3xeNzyjvJWRnh2i5P7+vqeECfvJzuR9W1+69/9fwx/+JEwWYDrz3UwNbVGLpoEAVq7wqiCwNDDHaGyP+iisTXA2MQKAHa7yKUrjUzObLA8F8PhkOm65Gc1miCyEkVRRML1HmS7jbyqk9DySG4Zu00im9fQJRFNAnvYgWIYSKKAJoKqG3g8LnTDQMcgK4AsKoiCSF7VcbtdiAioeQ2nLiMHbOTzGivJbWQ7KC43iZxG0OdEzakEW/20ddvQNR1FFJHdNnxNPiSXja1ElrlH60iiwHYqy9/97Tg+r5M7fZ08932XuX17xxhvd/THbItgan+edjyNKTun07nH+HBra4v19XU++OADZFkuRH8qWdkH1SM8VqCm4TkYNcJjEXY30Ozr60MURct6VsEO4cnn8xbM9EkNj6kruXTp0p6O3KeJcgiPqqoMDg7idrt57rnnLF/4rBIt5/N5PvjggyealB7knPzg/gy/95++QWI7gz/oxOa00dgeZG0tTn2jD1kWCTX52U7lEAUBf8iFzWlDRUfTDC71hBAVUJGJZ/PUNfmob/AyOb/B8NwGoYCTzsuNRBMptjUVIZtHVAAkHIodwy6RU0CUDWRZRFIkDHR0EZAEFJuIIRkYoo5sN5AUHbstj03Kg5TBELbJ6WkUIQ1GFpuQJp/P4hU1JMFAN8BQRbS8gpCzISbcRFdcOCKtZFI2YvkcTS0+BFFEzeW48kwriiQiiyIL0xtMTa4R2Uzx3b8ZQxJFnvvEZX7gR3rp6ekBPm6LYEYHstkskUjkTER/KoHzmNIqB6IoEgwGsdvt9Pf3F+6nWdlnGh9WwtX7PBOemg/PwagRnjJR7O0/kUgwODj4BGGwqmcV7JCUbDZ74nFgZ14mebJCr2PFwlsqyTDbcZykWelRsEK0rGkaY2Nj9Pb20tjYWPi8mDhZ03T+65e/y5987R8KJoKXrzWzFk0yOLgIQHN7AFUQeO+jyE9jsx/FrTD3aBWbIhGqc+Dy2kGx4ZQlfC6FjKYRy2ZpavHT7pAZn19nIbZNQ4MXSRHJ6zqKXSSezbClZtCySRS7jM2hILoc6A4DQxYQbRqCYoCioSg5bIqKy5ZBEnK45Tx2KQdGmrBNQSCFLOg4yJNKLyEpGl5bGAd2EvllMmqSjCqwlXaSNQyEKxpp1UYm78Ab9xFfbMJ43EUippNKZQj5nKysbhFNZem63oSgG6ytxAnXeRh6MM/IwDxaNs8LP9jL9/1I757owDvvvMPm5iYzMzPYbLZC9OdpEXRWo3fXaWP3Me12Oy0tLbS0tKDresH4cLerdygUssT48DwTHtMFu4YnUSM8J4SpISnWkFKWZctcZU/SDuKgsaamptjc3DyRXseKvlPmOEctqKY2qtR2HMfFSVNakUiEtbU1uru795CdYuLkrc0U//sX32R0cAGXx45ik+i82sxGJEldvYfGZh8unwPVMDAMCIZc2Nw21mMpUukcgbAbb0BmbjmBEcvQ0RHC67Gxncthc8i4XA5i6QwbiQRXexvJoaNLYNgMErk8oihiDzuQJTuyTSRHnryRI2JEMXQNt03C5hQIuAV00oTsBpKYwS6qeGUVwcjhU1Ti+SkEI0hIsSFoCVKZDRqcflzyNhntHwCos7XicoXJa5MYfgNJCJLIOtlI6KS0DWKOLfSmx6SffUAsESax2oI+cZUGZxCHz47dbSeyus2WqhG0S8STGeYm1lAUiayq8/ZfDlNX7+WHfvwmd/q7kGWZK1euADth/kgkwsTEBLlcrlAZFAgEzu3Gdh6blZaLg4iHKIr4/f7COmC6ei8sLLC9vY3H4ymkv46ztp1nwpNOp/dUgNbwMWqE55jQdZ2JiQlSqdSBGpLTEBofF0tLSzQ2Np5Yr2Ml4TnoWhmGwePHj1lZWaGvr6/i/hgnITyPHz9meXmZ5ubmQiThIL3O1Ngy/+uvv8H6ahwAl0fG1+Djw4+iOB6fg8b2IB8OfmTdX+/BHXSy+ThOwOci3OAmnUsjyTau9riQXQoDj5YRNre4fb0FTTLQDZ1QnZvoepb1XJpQ0EVSU1EUEbfXgSrpSHYRTVAxHAaSJGBTZPyKC0HMIhlZdH0bLZVDdiRBc+JXsmyo0/ilZsI2gZS+Rlhx4xKWUVXQUwqt3gCKnEU3VOzyFdyigqbPIOgxbKIdm9iGhEDIbdDq0sjpOhltgpwaYjnhJ2mPsRWYI949xGqkGWWsFyHajuGQ6ehtwCZLbEUS9Dzbhk0WEQ1IrW4zNbnK9naaP/zyd/GHJfzOFq7easXpdNLW1kZbW9sTlUEOh6OwOZ6n6M9FJjz7YbPZ9vR0SyQSRCKRgvHh7rYXpYxXDcJjVQStltI6GDXCUyYEQSCTyTAwMEBdXR29vb0HLgLVckc+DIlEgomJCdxuN729vSce76Sd100cdH66rjM6OophGPT395/KInSca63resFXpK+vj5mZmUKLiGJk52//aoQv/ce/IpfbSW919NSjSyJ5VeNyTwNOjx3JseN503u9GbfPwezSJvNLMSRZpL5FYnh6DZ/HTlu7B8WlkMmr3L7WzHomw/h6hPZGP3a3wkoySWtLAE00MGwCIiKaDHlbHhUNQRHQRA1F1tFEFY9NY0tP0+qQWckuc80XIk8KXVcJiAmy6RTNoh/NGCGlNtJoDyKxSjK/jqL6qPdFyBtraKoLr3wFh5BDELJIUhuiIWGXPOj6CrqeQDNWEcjhkq7ilZ7FUNI0utwk1SVS+TjzcZm65kmidYusbNfjeNRDcrgFSZbZzOSRnDbUvMHMxBrhkJu61gDzsxvEN9OEk05e/z++i9/v4PLVRj71Y7cI1nmeqAxKpVLnMvpzEQjPcaqWdhsfdnV1oaoq0WiU5eVlxsfHcblcBQJ00MuTFS9x5cKqSrRUKnUhmvUeBzXCUyY2NzcZHh6mt7eXurq6Q79b7f5X+2HqdS5fvkw8HrdkXlYRsWLjZLNZHjx4QFNTkyVeRqWi3AhPPp9nYGCAUCjE9evXC8RG1/UnxMm6bvBffu/b/P3fjuPy2JGzEl29jYyNr6CqO+d//dl2RqdWUVUdWRG5cqOZyfkNQgEXzS1+UlqOzXiKUNhNQ4ufwZkVmuu8O/+maiBBV2eIZD6PQxFQnbCcTtBQ52EpuU3A70SVdEQFRJuAKOvYFQNBVHHZDBA0fA4VWYQrXjvb2gqdziBb6jQRPcmtYC+CsU0s78CnqqSl74LmxplrptFvAxQkPU9Q6UDT3uGj1l645HtI+hioCSRAApzybWR0EBQ0RFTy6Nq7eAQVr/0q4YYgKW2L5YSNFds8a741Vq7WEZm8wSV3N4JqoOd0rj3bhgiImkFDR5iGdoPkVpyRgQUURWJjPcHf/fUYoXoPP/ITz3DvB3qQ5J2N1OVy4XK5ivrCmNGfs+gKXI3u7NWI8Jz0mLIs09DQQENDQ8H4MBKJMDo6iqqqBINBQqHQHoJbrXO1gmDXIjwHo0Z4ykQ0GuW5554rKfR9VgiP2bjRbLmQyWTY3Ny0ZF5WaYv2E56trS2Gh4e5du1a4U28FJzUsbnYXA6DWeG2X68jCALJZJJwOFx4a0uncvxv/+5N3v+HaQAkWeTKM22MjC7h8zvxeJ00dgRJZfJcu9aEKInE83km5jbI5VSa24IMzKxis4m0t4Zw+GzEU1k6WoPkZFiIbdMY9qLICsMrazxzuZk0Gm6XDbddQJMNPEE7mqQjOgwSapaQXeFxOsI1t4+p1CJX7CEUJcVqLspzgXriapZmu4OUNk1I6SQkp9jIvYOAQK/rBoKRJJ5uxIMdj3uYjKZjGBJ+ulDVISSxA1Hw4BIbkIRtkK9hGDoYGjYpiKGNgLEJGB+RIDd25RMYhkbOyKKq93Eh0eO/TYMnR0aTGduMs3T7HRa7pomNXse91szmVpp6n5OlhRhuh4Jo5FmL5PA2+Whp9rMyF0HNabi8Dr7xxof85R++S8/NFv7xS3doag8V7tvu6I9hGAXtjxm9M3tC+f3+qkd/qhHhOe9dy3cbH3Z0dKBpGpubm3sIbigUQtO0Uz9XqyI8tbL0g1EjPGWiu7u75M3wLKS0dpdwmx3ac7mcpX25rMg97x5naWmJubk57t69W/abihlZOcnCUWqE5zDn5HA4zOzsLPfv38fr9SIJTt54fZDkdpYr15tBFDAkkYWFzZ1NSxAw7BLvvj8HwKWeelbjKWyKSFdHCJffwUpkE7dbobUtxOjCOr6knfbWAJKgs7GxRWdrkJiaxeey09oSYGYrRnujn9l4DL/iwKXIrKdTdNR7WMskaPDZyeo5rgTdqEKOO8EmHmcf0eNowe2CseQItzydKGKa9WycDoeHtLZEve0ZAlKaWO7vAAjJnbjkRyjSDQTceIQ0mvYIgxR5dQmX3o1o/zbmFZXEq9iEOII2+tEFd2MInSA0YJBEU4cRSGAH7JIfTbxCSpvFyxo+5S6Oug1uE2Zia5kxT4LZ9RY84zfR4hKtPWG2IjH8Hj9evw9FFtEzKpoo0NgZIpXOMTO+iiwJZFWNgXdm8HgdfPp/eJbnf6gXWfn4dyMIwhPRn83NzUKk1Ol0FsiR3W5/6p2Wz7KG57iQJIm6urpCtN5se5HJZLh///6e9GalU1y1CE/lUSM8ZaKcB77aEZ6DyuWt0t2AdREeQRDQNI3x8XGSyeSxe49Z1QfrqOtjipN3i6h363Xcbje3bt3CMAyGHkzzH//tnxOPZQAIhF1ILjvra9sAtHaGsHnsCKLArZst2D021mLJnW7likhcyzMyuoHfY+fKtSaS2Rz1QRfBBg9Di2tcbgnT0R5kfDVCY9CDagfBgIZ6DxlD43JjkPHtCFdsQbbzKaI5EafLYGBznk+2tDCdWqfL7UGSdLyyE0NYwiV5ecYRZC33AYZh8IynB82IsqVt0mQLsp1/F0P1EVK6cNuipFWNtDpOq60XTXsfBACZsP0G6EOF65bLXMHnWEAQcrsueAOykEbQv7tzHQUJQ7yNJjhRtQgCAk4xjCG1E9fWkYxF7HILl/w6HX4H454oI8Hv8Hj2MsZAHf6wh2TWIJFKU+dzMfN4g5a2IADTU2uE24I0NnpZX4ji97swRHj7zwb4+pf+lv4f7OUzP/UcTR99fzd2b47FUiOZTIZYLHasjuDHQTVSWtUQ8p7mOZoEd3l5mXv37hGLxQrO3oqiFLQ/lWhqa1WEJ5lM1jQ8B6BGeCqIahKetbU1pqamipbLW13ibgV5MttaNDQ0cPfu3WMvJlaYBh52fUxxsqqqJTknDz+Y5/Xf/wcam4O0dogodplULkcqlaWuwYkn4GJhNUF2NY4gCly/08r9oXkkSaCrqw67RyG6FaetyYfglvne6GPCfieXLtezmcxQH/SwqWXwaw5uXmrie4sLNMkqDWEPw+vrPNPRwLaWo9HrJClm6PL5ibONT/JwtyHEUHyO54LNLORmWMrn+f5QKyu5LDYjxVZ+iRb7VXwSrOe/B0CH/RKGmkLNtmO3qyjSCCl1Rw/WbLuNro0gSbfAcOOWbOhEMIRWDCOJXerB73yIYUiompe86sIwOnDaDZAFDEEGYw4BDYMcogE2VtCFIHlDRdXex4eIYXuWmDqFlxyqeINu/wZ1zg4eKlOM1W+RmLxKYMuPWxKxOW10XWvEJkmQ17l0oxmf287jiVWSiTzhJhvRSIKl2QiKTWJsZJEP/n6KYNjDj/1P97j7/T0otieXyf2pEVVVuX//PisrK0xMTOByuQqVX5WqKqxFeCoLURQL3j6wY2wZjUYLbU18Pl/B+NAK6xGrzjWdTtciPAegRngqiGqktHbrdfr6+op6UFgd4TnpWMlkkoWFBerr6wu+KdWcz0EprXw+z4MHDwiHw1y6dOlI5+Rvf2OEV/+XvyyIkXtuNDM5u0ouu1OZde1OGw8ndzQ59fUO/A1u0rksbS0BPH4H44sRcksajfUe6ls8GMCN7kZW0inemZjnWmc9fo+TyZUodXUetrUcz7Q2MpveIpHL0dsa5u+W57nX2kRUS5NK5bheH2B5O0+7PYcgSFz11jGdnqTD2UzInmM48ZCA7KbFHWQ5ayOnb7FtPMIlNhFSWsiq75AWMsg2Gw2KjZyWwi5fxyOFUPVJ8kYK1IeEbX0Y2ncwf/126Rns+jCg7vQCk8Bmu46sPUAQDPjolqlGAEO8jihk0PRxBLJI2gMkQJeeIWfkyasT+KUOcoRJqglcaoicMcUnWi9zuWGbkfAUk9ONuBbbMPIi8W0NnyyxOB+jpcHHSiRBQjfoud3K+sImGyvbdN5owalI5DM5fCEP6VSOP/sv3+Or/+kb/MBnb/Lp//E56poP1u3IsoyiKFy7dg3DMEgmk4Xoj6ZpBINB6urq8Pl8lpGGGuE5XTgcjj3Gh/F4nEgkwtzcXIEchcNhPB7Psa5TrUqr8qgRnjJRbkorl8sd/UWLjltMr1MMZynCs76+zsTEBK2trZa8CVuV0jrITbunp4eGhobC58WckwHe/KN3+b9e+xsMAyRJoPdOO4lUjkuX65EVCZvbRnQrhc/nRFU17EEv4zNRANo7vazGtmgO2fEHvUxuxFicXKajJYDTZ6fZ4aG53svg8hoNPjfXLzcwsrpGwOOkoc6NPScjuQRUdD7R3sL7W4s8E25kw8jzzsY8n2ppZTq1glMSuOS1ETDqCNgN5jPzdDuv4JBXmUo9xCU6aLK5yRg9bOYW8TOCLmYwDJFO5w00tsnoCUQjja5+F42dlJ1PeQZRe6dwLRSxG7uxgoGfnVyXjij2oujvfZT62oFGAxgKNt4BHSRDIs9tBFFH0+bQcSESRZEvkdS2yOvDSFojuuHHaYshCQp+2eBO3TbtfpGhRo2tyWbcohs1qdJyOYRsCNQ5/ATrPdgliWCTj7oWP0ZWY2xggVCdh2a3k5XFGMl4BrfXwfjwEt99a4Rrd9r4gR+/ye0XLhXe6Hffc/M3IwgCHo8Hj8dDZ2cnqqqyubnJ0tISY2NjuN3ugvbnJA16L0JKqxrVUqVAFEUCgQCBQAD42Pjw8ePHJBKJQtuLUChUctsLq66vpmmWt9p4WlAjPBWE1WaBh+EgvU4xWNEc08RxCc/uRqv9/f2sr69b0ivMqpTW7jE2NjYYHx/nmWee2ZMeLOacDPBfv/wdvvftCRoafSQSWTqvNjI8vNPoUxAFrj3bXmgREQi5CLcHkCSB29dakFwyg5NL5PI6XV1BHq5ECHlstDUEmYuniG9ucftKE7pk0BH2Y/MpTGxEuNnWwMjmBo8XtnjhShuTsSgBlw1EmSanj7iwjV92ctnn493YFB2OII0uGIovctvXgChoSIIXn5JhMbtIvdJJo11nNvMQgB7Bj25s4Zb7cIs6kfx3dq4VNkJiElXPYBgCdukKNsGOJvWjGUkEI4edBFljo3B9bHI/knYfFRsIQRDDCEIdInlE5j6+D4KGbEwQ276EovjRtQyiNIuAigeJePYWKDOE7GsI0vOs5L5HQOolqaaps9/gufZtlkIGi49aUJfcqPE8aALLK3ECTgfLS5s4bTJum8LUozXarzfhVCRGhxex2SSu9XeRiacREPAEXCzPb/LHv/Nt/s//+S/5xz/1HD/40h28AVehb95BkGWZ+vp66uvr90R/9pvilRv9uQgRnmpUhh1nbdxvfGi2vVhY+Mg09KPU2GH3+LQ7wl9E1AhPBXFahOcwvU4xWLloHSc9pmkaIyMjyLJcaLRaST+fcrGbEM7NzT3h8HyQXkfXDX7/lW/wV288KIx1o6+L4aGdfliKXeLmvQ5S6Ty3b7YiygLLsSTTM+s7XdFvt/Dh6AIBr50b1+vYzufRYwIev4fxjSjNATdNITvDy2uous6zvc1kdR2fy87YVoTLoSCG3eC/Lz7mTmMDEVI83FjnH3W0spZJoKEyl4lw09OOy55mMjnPVXczmrDFw8QGNz1NZPU4frkHn2ywkh0AoE6tx3CIxBBR1WUc8mLh/Fptvehk0cUGMtoCPjFHSv2eeTcIyTdAny58X5ZuoWgjO9eZHBirYHiQ9UEEEjvXUWjGEFsw9Cy6EMfnHv/ofy+RVYMksyEczgl8zjEQQqS4TtrYoMHWS1zN0CSn2TJmCMoNqK4UjusSK/V1bE36yG3q+Bo96Bmd1sthjLyOqBo888IlUDX0rMq1ex04FIlHQ4sk4mkuX21CkCQejeycd32znwd/P803/vA9fuDHbvLcD16l89pO1E9V1cLv+aDf1u7oTz6f3xP9KaclwkXx4TlvpfCCIODz+fD5fFy6dOmJe2xG+Pbru6w412r0OztPqBGeCqLShMcwDKamptja2jpQr1NplEswMpkMDx48oLW1lfb29mOPc9h8rEhpmaRM07Q9Ds8m2TF9OswNQFN1/u/f/VsmR5e5drMVURKwexwkUzm6usIktjMEWvx88MHHzT9Ths7mVgqfx8Glq3VsxLaoD7qoa/Ty/vQyum5w80ojol3CbbfjC7oZXl6jtzlMTta4P79MwCnTHPKwkdTQFZ2kmufZhiZm81EcoswPtLby3bU5Gpwubvh9DMZUur0asXySLmcHDmWLxewG9bYAdslgJr1Bg81PUlvAK7aQTSmInjmiJAFos4mkVRW7fBeH4CaW/xv4SKnTbL+D9lHfLAC/0g/aux/fG6EZu76CgFr4zBDaUIzNAtkBEI1lNCOIZMwhCn50+Xl0bRzB2MIux7DLMeLZuyRVA1UeR5bfw9BvExem0I0congPtAQOQaZezqMzTX04g+JqZmPWh7aiYM8JJKIZBAGikTj1ATebK9voqkZzvY/BwQVcLhvXrzYy93CZZCJL85VGggEnuVQOwwBNh4mhJd751iiGofLpz/Vx41oOu1MpPPfmb+SgjUxRlD2meLtbIhiGsaclQjGyUfPhOfvH3H+Pi+m7QqEQqqpaloo6i2nAs4Aa4SkT1SpLN2G+1eXzeYaGhvB4PIfqdSqNcvRAsViMkZERrl+/Xqh82D2OFYTHipSWrussLy/T2dlJV1dXUXHybrKTz2u88m/f5HvfntiZgyjQe7edD96bBUCxybRdbWBichXFJtHWHsQTdpPNaSiyiK/BxfsPd1Je1681kdQ0nrnc9P+z96bBca73ld/v3XvfgW409pXYuC+XWkZeIkWO7FFZGU9GU/PBKdsfUvYHexxXykmmbJcTx0lKSTRVztgziT22VSUrVsYZjzS2RrLHkizdjZcbQIIgFmIHuhvoRu/d754PDTQJXpKXvARFyZen6tZlb0+//bzbwfmf5/wRFIHrG1ks2+H0WBeODD5FAa/ETrHKa/3dLNeL3CoUmewMkykX2TV0uhJeBr1hBAVez69xOtyFrdZ4K7/OWDCKILhsNmp8OOFj29hn0DNKQCmz0lhBAIa8AcpGP5vmBqdDcUpOi+wMaOMYrknJieAaawyqNs4B2QnIA7j22615IogqjuK6LoZ4HhcL17Hwixq6WwGiIKgIhFAFBQsLwa0jOpuIQh1HOo1o30LARnBriPY2Lh4MzlKq7qP5bRT1GhEVHOkcFfMusjhLyIpQNjuxtTeIi2fYMt/BI59EwiauNBDYRBzqIh8KY21pCI6MU7PpHUngNG3i3SF8qkJ+p0T/RBd+VaZRbjIwlUYWBZrlJndvbeMPaPQOxLEdh/kbGwD0Did452+WeeevFjhxpo8f+slz9Ix0tM8N27bbxOdJ6s+DLRFM0zzSEPP9+EKOEy/LtPwyvvNFlZYe5+/K5XLs7u6iaVq7zPl++rq9UniejFeE5wXiuAnPYamlVqsxMzPD0NDQS++KK4riU3lvNjc32djYeGxK9XH5ip5X4TnsNRYMBhkcHGw//zhzsqFb/K///f/XTk8WJIGx0z1sbe7T2x/HH9DQQh5qdZ1UMoQoi2TLDRa39kGAoRNxVrYLjA92EIx4mdvco1RtMjKYYLNQYaK3A79f5fWVTRzX5eJkDw3LwjJtdswaAVVleDDK67ubIMCF3iQ381lqpoGqOfTJIRTZYKG6x5lwDxVhjxulDCOBCAgOTUtD9Rps6isExDAjvi4W69dwcRnxpCk5MwSkISQhTMm6ieW2yM+YdxjDahmTBQIEpE4sN4juZLGcPTrFXRrWenuegsplsN/h/p6RUaVxBLtVrnIBCxHEDyNiIIjDCM4y4gGhclyHSr1KKLCFK9CT+UkAACAASURBVJ3EtPPglhDta4SlKLpwhgY3iMkVdPs0JfcGCbuLfXuBDrGTLXuBgHwCl12cToN9NYGoaiglCaPqYpg2Zb1JQhHZLdcZ6I2zvlrAthz6eiLcubWFbTmMnu2lsF3i9o1NZEWie7wD0YZg0EshW6JZM5C1Hb79lT8g3Z/gE599jcufnEKUhDZhfhb1J5lMkkwmH+kL0XW93Rn8e0EKPigenu9lyvKD/i5ZlvF4PO3G1Id93Q7bXjwNCWs2m993LVC+n/CK8LxAHOfy78PxMpkMq6urT+3XedF4L2XGcRzu3r2LrutPDBP8flB4Ds3Jw8PDlEql9vOPMyfrTZN/9bmvU680GRtPousW/rifhfkMpmnTaBh0j3Rw+1rLiJtMhykaJqZlMzrUgag55Cs6luHiSiJvL2zhujAx3IngEbEKDg3L4tbaLmNdcSJhL99d2QABLo33sN9ost9scKNY5WQ8iccn8t3cBhFVo78jyjt725yIaOzrVRJOAMssknNL9Hk68Mg6M+V1orKXhrNNjzbBnl5gW5/FxUUTFIKyQMWZYENf56RfpGS2yE5MSWFa80jSazRci6gkUTRfb89Lh3IWx36z/ViTJpHsq0fmWpUvID70nCBNIDpvt0terhDFEocwmkVMp0LQd6Cg2VdR8eNIl7Dsq+DuozoNXOVHqdoGjmgR4DJlUSFku5R0k7jdIOfeRnb7CIkCbhiKcgwj58XZdXGRSfqjOHWL9GgCF5EyNqMjHawv7yEHvQz3xVi9s00g5GXyUi/Nap1myWJ7vcDgiRS+kI/MeoFivookSziCwFe/8Drf/rdX6RtN8ol/fJlUf7xNfA6P06dVfx72hVy5cuW5VgU9K15Week4Mm6e9TtfxlJ413Xxer3EYrEjfd0Os39UVW2XOL1e7yPJZ61We5XB8wS8IjzPiGctaR2qAs8L13VpNptsbm5y8eLF576oHRKD5z2xn0RUDMNgZmaGaDTK+Pj4E+fuZZqWXddlfX2dbDbLxYsXqdfrFIvFx5qToUV2/qdf+TKzB60gBElg9Ewvtw8MyrIi0T3SwfpGgb7eKKGoH0cRoVAlky1juDr3Vlq+laGhBLYsMDWYpG6YrOyXqDYMejpDBIMaHaYfRIE31jYZ7YwTjXh4fXUTryIzPdiJVKnScE1m83tcSHTjajZv720R1TSifg/XCnlOxeLknV363BReq85GMwsujPsSbJpZNhurnPZolDGIyr2kND/3mtcB6NXSlMwZAHziCH5RY8/cwbHn8EtxHDbb8+IVe+AIkfHgpQoH2o7rCkjSNKJ97eg+EHqQnPUj/h7B3UdvboJQx+NJ4RIH5zYCLgI1JOcaSGeoux5q1tu45n9EFvtoOApNZxOP2EdBUEEpI2vTBC0b3XBwjS3c5j6iW4VIAleOoGgKdtVFt6FWswhLKuG4H0mR8IQ9pDpC5NbyiB6FQERlaS6L0bQYHO1kcDLNvdutkmRqKEkk5qVZaYDjsHZnm87uKHrT5Otf+jyjp/r4xD++zGv/6TSqRz3SYPZQ/XFdF0mS3lP9URSFqampd6k/giA8dybMo/BBKmm9DMLzcCntwb5u0AoULBQKLC0t0Ww2CYfD7bYXh6TwWdpKfO1rX+MXf/EXsW2bn/u5n+NXf/VXj7z+7W9/m1/6pV9iZmaGL33pS/zUT/3UMf3Sl4dXhOcF4rhu4qZpMjPTuuFMTU0dy19wh9v2oghPpVJhdnb2Xbk1zzrOs+JZS2OO43Dnzh0cx2mvGGs0Gm2i87A5GVpk57d+5cvcurqGJIsEgh4Gp9NUKjpTJ3sQBHAViZ1MEcewqdUMSpZNYb+lkPQOhdgtG0yNpvD6FG5t5qjuGMQiPiyvSDIS4ESPh6XiPqvL23QngsgeiaFoBI9H5vWNLUbjMfwhlTc2toj6PMRjXjrtIJZgczO/zblYN4Jm8E5hk4CsEPGobJUkDI9FVdwlqSSICX5uN1qqSY/rRRcqBMRJylYZaB1vAgIBsQjCWUpWA1lSKZj3jcgpJYBhN9uPg1IE2w1gCX5s1yYgeijbd3FcBWggCGEC7hamKyEIAQQhgihEUAQvuMEDH09rnhpGAkmqIokVcFqKmysO4uDFtZcx5Aks6yoC4FfOUTXfwXHW8ePFo5yiaM4QFkOowiBF6zox5TybziqqPEraF2C/2SBXKbArVNEVH17NjxqUiXuCuHWbsBSkUNKRwxqFSoOiadHVHWD93j5q0MPkyQQrc9s0agb9090EvApYNpn1PKZh0zuUwB/2sbOWZ2ctj9evYQPf+JM3+fI//w+c/9FJPv7Zy3QNJNrH4nGoPw9nwhwmAsdisedSSz4o5ONlEZ73KqV5vV66u7vp7u7GcRxKpRKFQoHV1VXu3LnD0tISZ86ceSrCY9s2v/ALv8A3vvENenp6uHjxIp/+9KeZnJxsv6evr48//MM/5HOf+9yx/L7vB7wiPC8Qx7Fi6DBfZ2hoiFwu932VkAyPLts96zL549yeZxnHMAxu3rxJIpE4Yk4WBIFGo4Gu66iq+i6y87n/7s/YvJfDo0noukVqMMH1t1Zb3y+JDJ1Mc3e2pXqEI17wKdiGxchgHFeyKOtQrejk96uU9y2qdYNkLEC6L8patsj2bomGZFNpGJwdTJHV68ysZejriGC7JlOJDlSfxJXMDn3BEJGohys7O3T6fRiiyaAvhiBazJa26ffGSAc9vJlfQwSm/SqiO8ydyg6+cB1MUByZqC/ImlXCsdY5qcg0sBFdlUHvOLvWMnV7GUVQ6JD1dnpyQhnAsG4jSGcwCaAJMjnzm+258ol92M4KPKDaBORRsFvKkevWcd0csnwe1/4ONmAj4TJIperB57FQxdyRfSY4KyD0YkknsO1se2zBfpuQPEzdqWE520j2FRLKZfbMG3i4Q4d6mpzxNv2eS6w053EZJaBFESQZ1SdQDqvU9izKWZ1KzUayZVxHIBDWUBxQbQFFcxAtgfEzfUiui9Ww6B/vwqNKLM1sslZq0tEVprMvwdLMBnPX1pEViROXhmiU6wQCHnZWdtnPVeg/keLO1VW++gd/y8TFAT7+2dd47ZOnUFS5/Vf+w+rPoVp8qP48Dg9nwhwmAq+vryOKYls18Pv9z5z78zIycT5IhOdpzdKiKBKNRolGWz3f0uk0lUqF3//93+f27dv87M/+LD/2Yz/Gxz/+8fZ7HsTbb7/NyMgIQ0NDAHz2s5/lz//8z48QnoGBgfZ3/V3BK8LzfYxsNsvy8nKbOOTz+WMjPMdlqH6QYBz2wyoUCs+8TP57TXielJzs8XiIRqNtVS2RSLRMhZLKb//Kl5k9WH2FABPnB5m7tdV+PHK6m2yuzOhIEq9fxRRhJ1Oisl8nGJLYyDRwXJdwyEMg7iOuKpTLDYSgzJX5Vjni1FQax3WpVnXKjslGocxAIow3qDK7k2OgI8JOrcr5ji7Q4O3dbcKaykAixNu5LaIeD4ZmcybUR8Npcr3UKrt9KNHLWi3Dvpnno4kkq41FomaSZNjLijUPwAl/Et25i8+ZYNcok+M2ttQAYNjTTcO+Aq6EKk0giiK7ZgzbvocoaHQ9dDUJiiKOc5/seORTbbJzCFm+gHjkORvHXsfvSyEJ61jiEIIQR7DvINLAEicx7QXgHjISSJcw7VtAHddZxksAQzpLw21iuRJe+cMUbXBcm5Dy96g5Nn2eMVYbd9HEEziSTUn0EvapiJ1+VF8Qd1/ELhg4JYNyqYpgQnm3SVc0wPpWkbFBL0vzWbxelc54gBvX1vF6VSZfG2D19g67OyXC8SA9/VGapQaC65Ld2Efoi5PojlLM11i7m2nNUdSH7FH5iz/6Dv/XP/s3/NB/foGPf/YyfSe6jqg6D6s/h2ToaXJ/wuEw4XCYoaEhDMMgn8+zurpKvV5/pn5QH5TWEi+zpPV+vzedTvPzP//zTE9P89WvfpWf/umf5mtf+xqf//zn8Xq9fP3rXz8y9tbW1pFYkJ6eHt56661HDf13Cq8IzzPie7UaYmlpiXK5fMSv8/3UEuLBcQ4vvLdu3ULTNM6fP//MJ+73sqR12M7iccnJoigyNDTUvkHs7e1xd36BL/+rd8ht1ujqjeD1akRSYZpNk8lT3ZiGhSfkZf7ODrpuUSs36RyIsbbeaheR7A6QrRgM9sYJ+FRKlsnCvV0AJk52MbuaZaK3g0DEw9tLWziuy8nxFOWmwURnAscnMLuTw6/JdET9bG1XKcgNNuolLnSkkVV4I9daIn26M8Ht4i43qhmGEgpJIURCibBU36RqN0moPupGCdGIsyfpyE5LRRGBqOxjo5lm29rmQribgrkCgOZ6qTdX0K2TVOUyaUlh33inPXdpdRjrAaNyVDmF80AGD3hQ3PxD+yqFbC+8a/+44hgyt1oPnHu43MMlgCX9PWxrFmgc7jGw30ERUtjCAJaziS6O07DuIUjDFIwbgINHGmLPMtGdeXzyRRYbM8TV05RMDVU0SWouO00HVRExvQ6O4EeRNASPhqgplLIVEukApm7T0eNjv1rF9st09kRZmNmicyBOyKeytpKna6SDkN+DXm2yeieD67oMnUji8WusLbRITqwrQqonSr3cQMTl+t/cQRAEBibTLFxf4y//6DsMnezhUz/9US5+Yhpf0Ns+nyRJwjRNbt26RU9PT/u4fVrvj6qqdHV10dXV9a5+UA96Rh7VDfxFLtd+HD4oZTQ4nqTlRqNBMBjk8uXLXL58md/4jd+gUqm86/c86hr5QcjueUV4vs9w6NcJBoOcO3fuyEH4MpqRPs04hytGent72xfhl7k9jxvHdV3W1tbI5XJcvHixrUA9yZysqiodiU7+4H/+FovXWsSgRI3uiThX37yfIDx5YYCbB5ksoiTSM9rJ2kaeVKePcMSHIckIlX1WV/MMTSZZ3mjd/M+c7MEUHCIeD6Is8ubiJiJwdrSLQl1nOVvg9FgXM7ksF9JdmJrLm+tbqJJIR8yHWXbYrpbJSzXS3iCj4SjfyrZIykfSSVwBZgoZ+pIm1VoTv+ShR/Jzt7GFC3w02sl6M0NS7Scu+7lVbaVER+QAJWsOAJ/UT0KJktGv48qbiK4MVh4Ors0KIWx7pj0XAglERCzpMjYijmvjE/1U3B0QAoCAiIpXjNDEQMDFMQsowg6CNI3sHjU0AzjiELb1bUBGkC7i2gvAga/HyWBL3RjCOFXzOmCCtUeHMkXBymLY94hLKUpCkpp1hTHveRYaN4kpJ5mtZUkqZ0hpEjvkkOw4githhjQMy6VRrNHRHUGvOSi2QGO/SbPRINrhJbe7TyTpIxhSWV3YI9UVxrYcrr91D49PZXgqzdr8DrevbSArEuOXhinlioTCPqrFOtn1AkNTaVKDHWRWdlk5SHLuHu4kGPXxxf/l3/N7/83/w4d/4gw/+o9eY/LySLsM29/fTzKZbM3NI7w/Dyo/j7t5P9wPStd18vl8uxt4OBwmFou11Z8PUknrZbR4OA6i9SjT8qNsBT09PWxsbLQfb25ukk6nn+u7fxDwivC8DzyrMfZppeAH/TqPytc5TsJzXGOVy2X29/e5cOFC+8L5fnAcfqfDcR5FeBzHYW6udQM/NCfD45OTD2FZNv/br/4Z119fbj83+dogt2bur0zqHYuxtp6jpzdMIODBE/KynSlhNSwaqkxd1Nkv7rc+e7qbvVKN06NdiIrI1aVtHNelOxVmo1zmTH8Ky3GY3dmlaVoMpqK4IoRlD4bgcH0nS3cwSE9HiNc3NwGXib44aSHAUqHAvNIiZeOhODuNKhv1EiOhMPO1dU74+inXqiyKLbLTpQUpW3kS8gmWqxmEwH2/zKgvQNPpo+b4yVslbOcG7oF7Z8TXj/5Ac1CfmaSkh7BFBVsukdSS5M37r6tiCtnJAPcb6Xrlc5jW396faAEsYRCZApJ0HsmpIToLCIKDI45i23O0/DoWrn0FCCFIF7DtezTETsyDTKCANETTsbDcTUz7NhGph6rjR3cyBAUdSeqhbF1lzHuOhcYsJ/3TzNZu4BNP4BV9KB6THCUM3UvJMYj1xBGaCoJgIBoiMTVA1nYIBLysFnMMpqMszWVIpP1Uaw0KuTr9kylc3eL2zU08XoWpDw2il3QE16VS0vGH/AiiiN40uXOwyq9/uhdNk5AlWLq+xubdnZbqM5Fme3WX3/wnv8vQqR46h4P8+H/5o22yc3jMA+/y/hz+/2lzfzRNO9INvFQqtctfsiy3fSPfy9LWy1Bbvpc5PA/iuAiP3+9/z/ddvHiRxcVFVlZW6O7u5ktf+hJf/OIXn+u7fxDwivC8YBzegN/rL4aH/TpPGus4t+t5sL6+ztbWFsFg8LnIDhxPQvLjxjEMgxs3btDZ2Ul/f/97JicfwrYd/vjzf0Vht8LYdDeSJOAJe2nqFhNTafSGSSgR4NatLUzTprqv0z+eYO56q1Gmqsl4En72ClVGBzsIR33c2y6wW6hiWw77jonjuvR2honG/eyu11lY3yWY9OG4LucHuthsVFla3SEe9JHRq1xIdVExDd7MtNSASz3drFaKZGp7XOxPMl/NcTbUjasZLJdbCkh3QMPTTHO1kOF0RKVkgyIoDPkTzFWXMd1NLkXSZIxWj6uU2sOeZbOt54E85wJJCmbLi6MKGrYzjySkccUBLMehrFxpkyHJ9WNZNxEeuG4HpRi2fT+EUBBCSM49jtJbGVkE11nCcpZaVmQhiiROIbilVt+tIyhjORl0MYXjNNrPOs49NPyo8inq1gy2s4lfiCKJYzQAjxjC4SJN12DYc5Llxhwn/ZPM1u7iEcewXAHZlrHcGrFkCttwMAQb1xKQNZl8vobglZA0mb7BOJqsMHmmD6th0PDopHpjVPIVkG2GpjuRHYG71zeRJJHh8SSyIrF04PnqHU/j9SnsrO4SCGiszG2hehRGzg6wcTdDOV9hZW4LWZUYO9dPuVRh8c0K/+2ffJ6pD43wQ//wEh/+++fw+rUjM/Mk7w+01J/3Kn09bIptNpssLCyQy+XIZDLtJdHRaPSFqiEflOyfQzwvkXzaZemyLPM7v/M7fPKTn8S2bX7mZ36Gqakpfu3Xfo0LFy7w6U9/mitXrvCZz3yG/f19vvKVr/Drv/7r3L59+7m272XjFeF5wThUUh53UXicX+dJYx3ndr0fHC7ltm2bs2fPts29z4MXVdI6VM1GR0fp6OhoP/8g2Xm4jAWtRqC/82t/zrf/Yrb93Inz/Vx/8x6HQtTwdJqbNzdwnNYTE2f7uDW/g8cjkUwG0UIq+f0aTtOi0WiylClg2Q5er4In6mHUE2S/VEcLaVxf2gHg5FQa13Vp1E2aos12qYImi4x2x7m+leFWJUuk00eXz0/aG+T2fo6KaTAQCeHgIpoKBiYL5R1kQeJyvIer+VVM1+ZkMMKOvcGApw8JiZuVVsqxT1QpWSuEpCSOG8cj6Wzrrdc6lCj7ZksZE9Ho8kxTsncpmGvAXca9fdSs+8dRt6cXw95pP5bMXmzxfjNVAL904kCluQ9VPt9uTdHeR04Vi20cZxlRHEMWAgj2DILg4oiDNJwcrrPa2jL5Erp1AzBwqYF9E790mbIjUKFJw9nBEcbY1ReRBA+2MELGmKNDPUnWcBn2TrDVzOBYOprgIRCMouFSoontenEdAb3poAQVwj4vVsOmKjjkckVS0QDr63m6u6JkMxUqxSajo50s39rCaJqkhyNUd+vMHaQzj782xO56vk04fAEv7gFRL+5WKO5WkBSJExeHURSBneUccw+UT9MjSRwXvvy//yX/8Yuvk+iO8cP/8DVO/dA4knSUHDxJ/Tn89+H7nkSAPB4PgUCAUChELBZrqz8rKysoinLE+3Oc+KAYpY8L9Xq9ndvzXvjUpz7Fpz71qSPP/eZv/mb73xcvXmynev9dwSvC8z7wLCWtJxGLQ79OKBR6l1/ncWM9TRuHp8H7JRiHaklHRwcDAwPtktDz4rguag/um93dXRYXFzl16hSBQKD9ngeTkx91YXNdl9/7H756hOyMnu5hYX6nTXb6xjrJ7VXpSkcIBj14Qxp7xSrhgEK5pOOL+Lk137rxxxN+9ho6qiyQjvuQQxpLG3kcx+XkVDfXVndIRfz098S4tr5Dw7CYHklxK5PjfHcKSZP47mqr3n5+NI1tO8xu54iHfFTKBj2+ACGfxjvZDLIgUBNhxNdB3YDVRhbTtREBn9el2x7iRnGHD3cEDnt+ciqUpOl0Ml/dIKlVsIy19u/u1RRqVhxBHCRn7qLqdzAO2ktE5Q5q1s32e71iHPOhVVgRr4hli7j4sR0JywihqHcRBRVZaqk2otCPa7/btyPIp7GtFjFynAUMQBR7EMR+mtYshx4ecLDst1GkfhwXLHsLS75IxVpGEQdomBs46AjuLCntLBn9LhKLdKlj7BizJNSTzFZvEbYGsS0Jr0/CL1hk6yVcyY+rGoh+jbpjofpFTN3FNh1kr0S6P4qj24gRDTSJfNNgYjrN3Vvb+CI+BlNh7s5sICIwcq6bxn6VarmE5dgoXolCrkxuo0B2o4DXrzF5uY/s2h7+oAejYbBwbZtI0s/E5WHW57aplRts39slEPFh6BaW5bCzkuN//Cf/J+FEkI/+5AV+5B+9xuB077vmE96t/jz43yG5eBz5efD1h9WffD7fDsSLRCLtQLznVX8+SKu0jgONRuNV0vIT8IrwvGA8jvAcBvM9Sz+s4yxpvZ+2F+VymdnZWcbGxo6oJcfZPuN5cbhqbHV1lVwud2R5/JPMyQ/iy//yW2yv7TF5rg8A1aeiWzaj4ylMw0b1KmxnK5T365QLdXoG4yyu72GarXmYONvL7PwOogDprggd3RHyxRrrmwVCw2Fu3Gut1knGPexXKowkwtRMi6vrOzQNi46wD0URicoedopVdoUmkiBwrifF3WyeYlNnvCvOfHGXS4lubMnhnUKrTHIxncR0Ha7tZjifiHLXrCIi8qFEH7OlNZqOyXQ4znrzHiISg94R7tZWqdl1APr9Cjt663d0KmnKtsq6Dg5LnAz0UTLvKw1JRaNm3d/3caULyw1iEcZ0XTyCRtacwXL9cJCyE/UEKbmtbXVNL44dxEsYjxpDUwQkZxuRLII4jWUdVYEAHEfHcO4iCHFEIY3j3HngtTVcYRRT+hgl87sA2PZNosowZbuK6RSx7XdIaxfZ1ucR3QVS6igZY5ZBhlmRV+jyTXO7skdMGiGhSRSEBuU6eFQFx+sgyTJ128Trk3CATKFGEIVYRwDRETgx2YXkuIyf6kYBmhWD0aluNEnk9pUVJFlibKKL8l6G5bksCJAe78RummRXCzQbJqFEEFmWqJUqABSzNYrZGqpH4fQPT7RWdv11q7RQzJUBCMYCdI+l2Frc4Zd/5LfoGUvxsX9wiY/9g0sk+xOPPVceJD+t+Xq3+vOgOvSoc8bj8RwJxCsWi23zs6qqbfXn/TTDfEV4ng21Wu2pPDwfVLwiPC8YjyI8mUyGe/fuvUt5eD9jvV886xL3w20+c+bMkRPq+3EpYy6XIxKJPJM5+RBf+D++wb/9w++2H/eMdLK7nKPZaClr0Y4gripT2m8RhHhnkN1yHdN0UFSJkRMpBFFkfKiT7a0ivrCHqzMt/8rwSCczK1m6EyFS8RCr+0W2MxUkSSDUqeE2bCY7IjRUuLq8jSBA/2CMUdFHudokqzcoNnVUSSToVwk3vdzZ3UM+sE+di3WxWNonr9fxSxIbVo4+TwLLkrnXyNB0Wr8hoDbwu33kGjaKaLXJTpcWJqMvEpLS2G4MTWyy2myVtjRBpWHdX0IelRPUzDlkaRKTGJZrsdq8duDl2QAEupUwlrvf/oxPGMV2b7UfC6JBUO3Fsa9iAMaheOkM4FF8KOIEgn0XQTjMefJgiX4cZwXcXWxAkc/i2OtAHls8T9m8i8sKQfk8VesOLjqGvUxA7KJBkqaTxbSv0O25yFZzHslZImSlKavLTClnuF27xUTgJAu1VapGmKSaRvG57NWroHppuCaqX6bpWliSTUdnkGbVRPXKrK8U6I2HWVzZZbQvwczMJoMDCZqlBtnNIoNT3Vg1nbmZTRRVZvLyEJsLGeplk3jSj+KRqNVqZFfuz1l6rItQxMfmwjZ9oynm3lrC1C1SI0linWHW5zapFuuEYn72NvJkVvdIDXUSToT4y3/9Lb742/+Oj37mAuMXhvjIT14g0hl65HF/eJ48Sv05LP1altU+j57k/YnFYsRiMaClOOTzeRYWFtB1nWg0+kzNMD8ohOe4upw3Go1XhOcJeEV4XjAeJCmu67K4uEilUnlf/bBexrL0Z/EYvWwYhsHi4mK7x9DTmpMP8ae/980jZCfZG6NQarTJjj+ooQa9lIt1unuj+PwqhmgSEvzUayaCKHBvLU/j4P2T53qYWWiVtdJdIfxBjV4jxNZOGU9II1dslYZOT/ZgODaNjT1QRZZ3W9k9J9IRqnWL5f0CZ0a6uJLdoS8Uojse4jsHS0rPDSbZblSY9IWQZMhXWuRlPOxD1hJcy+/woa5Obtdafbumgx0YlsBcZZugrLKtZ9u/d8AXpmxPsVDboEMVMdz7y1bHfF2UrB1cV8Anj+CTwmQMA93MATlO+AaoOPePzZR6AuNBn44rIFi78EAWpSj4wVl5945wfRjOWxiA60TQxGFUcRtXSmFbR0tfpnUdQQiA+HFK5rc47NmlW1fxSUPoTh3L3cVydvAIUUSxjwYqhiMTFD/CZqWE1+MjLo/RdHRGvRMs1ecY9E6wIdRYr28SlboIqhp1wcC0FVDB8UJY9VLabyApAioSvX1RMGFkKsXa8h5dIwmaDYtsqc7EhT7W7mRo1A2mXxtCLzcQgEhnmEBQY/PuDuXCQXPW3gger8TOcoHMRh6vX8Yf9oEgEIoFyO8Uyazlyazl8fg1zn1imlK2xPJiSznMrOySWdlFEAXOf2Kawk6RL/72v+MP/tmXOfnRfOJBKgAAIABJREFUE3zkMxe4/BNnCUYff2N8WP3J5XJUq1UGBwfbuVuCICBJ0nu2Q+jp6aGnp6fdDDOfz7O8vIymae+p/nxQPDzH9TufpZfWBxGvCM/7wLM2ELVt+5n9Oo/CcZe0dF1/4nssy2JmZga/3/++t/l7hUqlwszMDOl0mkaj8Uiy86Qy1l/+yVvceuseUwdlLFmVsRGImBa27WCZDpJPY31lF71podcNor1BcpkWwQiEPChhT5vsjE6mqOsmp8a6KBRquKrM9YOclamTaW6s7HCiJ0Ek7OOtpU1sx6WrI8RCocRIR4yQpjK7v0vTsgl7ZJYKe0xHYuSbOleyrUaVXUE/oiuwW2zg+gUWiy1Py6QvyoZRJ18t4pNkNvQMEiInfAOYFFmqtJafn4rEWGns4RMDpLU+blRuY7st0jLg87VLW7IgY7q7eKVL7Bj7VA2bunUdl9brQSlK1bzvdxIQEd0tHqTmijmA5Jk/Mud+eaK9nPwQqjSNJTyoAhUxuEqxMo4k1/Aqg0jiUZJkidNUzW+iyScxrS0cWoTRtO+hCHFkaZimvU9TmKJsF9DdMHlzEYCQ7yTr5j1UN0vTSZEzNkiqp2jYEFeiqP4a96qbhIQuNDGA6pOoYqG5GnXdRvTK+Dwy6C779Sb1UoOeSBALh454gP1slZOne6nv14mlQkRDXuaurCKKAiem0uznq6wv5VA1mYnLw6zd2aSQqeILaJz68Ci2YbJwdRWjaZJdLyCIAoOnehEA13ao7de49tctU3msO06qP052ZRfLMIklw1z9RmsuFU1m5Gw/jbrOV373r/izz/8F6eEkH/nMRV778TP4Q4+/SWYyGba3tzl//jyKohxRfp5l2fvDzTDr9TqFQoGFhQUMwzji/XmQbH0QFJ7jCB2EVyWt98IrwvOCIUkS1WqVxcVFhoeHj+RnvJ+xvlcKT71ebwecfb8HUh327jp9+jS2bbdXFryXOfkQX/vS2/zfv/Xv24+DUR+esI/dnRaBEESB4TN9LMzdX32UGoqwsdHyWEiySGowjm07dCVDIAosbuap1Vum3MkzPcwstj470B9DEAVSwQCZXJlss47tuIiiQFcqiKessLSVZ3gkQdOyUSWJif4urm9lmKsV6O30oTdsxvwhFJ/C29utcRNhhWZFIqnG8Ptl7pZaS+PPdcap2g0Ey0V3dLaMFtnxSwq7xjY92jh3Krv0eOttshOV/eT0A0Ig9RJXOlio38ShlUV0OtBD3rh/7HSpEarWA94edQzziLojEvCWsB0NFwlooogdmNbR1Vug4LLPwxCFXlTfGi5NdMBqDKFJTTR1G5OL1M1W4rNuzSIKUTRxCt1ueVxsp4ItTtEQutjTWzd/kTw+o4u6ukvdnWXIe5Z7jSX84h4xJULOmCMgjbDWzBMRh5gMerhd2kETbFSCKIqKI1g4joDqlWgYNoLp4vHJhD0RKlWdRF+Exa08yViQe+t5ZEEgEfYxM7tF90gnmgBzBzk9k5cGuXdrizs3N+kbihE7HWR7McvN77T2gS/oYfTsAFtLGYq7FQrZEv6QSr2k09EdoV5pUi3WKWRKFDIlxs73Y+sWiiKh+VT0uoGpWyxcW2X84hClfIX0UJJyvsq/+MU/4nf/6Re4+MlTvPbjZ7nwyVMtNekAa2trFAoFzp49274hH6o/siy3zc4Pen6epuEpgM/nw+fzHVF/9vb2WFpawuPxEI/HPzBJy8cVdviqpPVkvCI8Lxi1Wq3dW+pZ/DqPwveqtUQ+n2d+fp7p6WnC4fCxfN+LgOu6rK6usre31zYnl8vlI0tvn6TqAHzzz28cITvegEawI8T22v02CCcuDDA3s4UoCviDKsm+EJLiYXo6iNE0UcMeZmZb6o3HqxBIBttkZ3yyi81skVOjKQzDIttssDzfuqmPTSa5s7nLyd5OvAGNN+62SkjTI0lmcjnOplNIstheoTXenWDfaTId6qBpG8zut0hNt1ejWWnQ0AXKksFKudWyIqpoGLbAbKEIQCroa/fxPBXuYaW+y3J1k4TiY1Nfbf/eUX+YhqNRtjzMV3c4EajhHOg1QSnAvnHfKOwTg9StQyIRQhL7MPBjCH+PYn0fV9Lp9Haxbr0NeA4+pdAhjWI5XmQhiCL6UAQBDx5s+3V4YHe5roQjarjc78gue1axEagaH8VgHumBq5jj7qPbJTzyJZrWHiVBo2FcByQ61DPsGrdw0PF4d/CLo+yaK5TNGwx4TrPaXCYqy5iOl4azQpfWS97YIFePkPIkEGwfW1YRvxRBcFQUVaHpWKiOhMcjUbUsysUGqg2xsJ+QpmE2TQjIdEQDzM9sM3aqm/3tIlt7NaYuDmCU6ti2TazbT9Dfwb2Zbdbnc0iyyMTlYXbX8+xtF7n9zirRjiBnf3icwnaRtTstla+0W0NSRLonkwiOi6bILLx9n3xqXpXx10YwdRNVlbnz5hIA5b1WidMf8TFytp9auc7n/6vfR5IlzvzIJB/69Dk6JiIIisvp06ef6NmB1h9jh+rP+wk9fJT6k8/naTabXLlyhWg0SjweJxwOv3Ay8oMcdvi0wYMfVLwiPC8Ih36dcrlMf3//c5MdeH8rq5401sPkyXVd1tfXyWQyXLhwAU3THvPpF4enrWU7jsPt27cRBOFI7y5BEDBN8z3NyQBv/IdZ/upP32b8dDcgIEoCskdFNyyC02ksyyacCLK9tU84oFIpN4h3RFm6c58MTZzva5MdBOge6WDxXo7+7ijxuJ/dSp1SoUYxX2N0uou9gxLY1IG5OaZoFKtNbu+1yEvIryErIimPn4WtXbR4ax/4FZmgR2Nhs0DGrdLdHQIThn1hLJos1g9Ka4pN1nI4FUjj80pcKbSWmJ+KxllrrJFU48h2iDuVbSp2K7BvIhxgtdm6gabVfraaOlt6qyx0MtBN0b5fYhrwxtg3WiZsES+d6hi620fR2qds5ejVfBSbB8qNDAIStnO0dOqXuqlb1wEHgyzYoAhxahQBEU2aQhPDSO4WspSiaR3N5wFaXhz5NggCingRw76G0C6iOVT0OpaUwHQOAw9t6tZV/MY4NXUFBx2cRTqUFumpWTP0eqbZaK6Q1tKsNgUEMvilGIqnznbNJKV2UbdsYppAxW5gSy6KoiCLIpWKiSgLJJNBNnaKeCwTx7TZz5bpTUbYWS0wNpHCrZtIssSp0z3cubaGIAh0dfvJ79TZqpeIxAOkuyMs3FjnzvUNREng9MdOIDoOt95Y5Pq3WmS5dyKN16eyfHMDx7IJBv2szW2j+RR6ppMU1kvUy030hkFlv4alm+gNg8mPjFHMltheanm3Uv1xlq6tUCvWCcYC9J7oIr+zz7/4p39M70SKaDzCzqcLvPYTZwknHm14Prpf3h16+DzqTyaT4dy5c+zv75PL5VhcXMTr9bbJ0Yu4Rr2snmHHQXheKTxPxivC8z7wXjfkB/06g4ODx5ad8yJLWg+2Xrh48eIzn3zHYbp72lTqJyUnq6qKKIq8/fbbRCIREokEsVjsXWO+8zfzfP5X/hTLbM2nIIkMn+nj9gMBbyfO9XPtrftBg+nBOFtblfbrA+NJ5hazaJpMOhUm3hWiWG4SkGVy20V00WU7e+CrmU5zay3HRF8HXk1mbidPrWkgigLJhAen4XK6N4WrwrXlVpnq1IkubmQyXEh1Iaoib663iNXp/iSrjSJTnghNy2TNbRGX/nAIU7HotWPM5/MogfvpxD7VYsQZ4Wohw+VOyDRanwlKGjvGKh1yLxXTgyKKrDXv5/CIYr6d1+MRNermOj7pDBVHZtfM4zQXMN37ScfCQw1Cu7RRdPudI8/5RD/1h4h7QO6iYbVMt017iaYNspgGt4xX+hDY83BY7nJ9NF0Bhzq4ULOvoUnDiG4D29nA4RJlboPjIphxJCGBLe0d/Ih5kvJ5sgdKj+CsE1XOUnNUDEcirlymYtv0aBol0ySgGaw16gwFNW4XNxgL9bNS2UcyAziCiauAZbvIqgSCQ6ZUQ5QFAgEVvLBXqlGzLcSwSsO02M1XGOmLM3Njk86eKIKps7FaJhjyMDGZZuHGBnP5Gt0DHXR2BijlSsx8ZxHXdRme6sE2DFbnttlYbBGWE2f78foUlm+u06g0aVSaFLMVJFmk72QaSRVYu76FfXCcHy5j7xrppHsoycqtdWrFFlmuFKrMvbGIL+IhPZLE6/VR2qvwe7/8BX7vl7/AxIdG+aH/4kOc/U+m6eiJ8V54nPpz6Kt72oankiSRSCRIJBK4rttWf+bm5rAsq70q7LjUn5fRWuK4PDyGYbRjOF7h3XhFeI4Zh/k6h36dTCZDs9l87w8+BY5b4TkcS9d1bty4QSqVoq+v75mJy+FYz3vCPg3hOTQnP5wFdHgRFUWR6elpXNdtewKWl5fxeDwkEgk6OjqYf2edz/3iF9tkB0HgxPkB5m/eTxUdnEqzuJBpk51Yhx9HlEilI/h8Kh6fSsO26Qz72M1VkCSRq9fX26nLY2e6ub2YQRRgeLATQRAIyQoLSzn6TySoNVtk5OR4FxbQVAwMy+J2tnVj7ooFsV2HlOJnJbdPzdPaVk0RUSWJRslg3mnQkw5CFbySTG8oxJvZLSzX4XJPkmvllroxqUaZ3ytTcfeRBYFd8/7KrJPhJEUzws3SDopQRZbvk/NRX5KC2TIah6VBokqMe805zIMcnWl/P/vm/ZVcnXIPdWeu/VhAAPdoUmtA6m+XwA7hlQZovMvPA6IYoWHdQbdXEFAJKK8huzu4QvJd/h/dXkZAQ5N/jD39bxGEgx2n5BFtL46extVaKlbVukpM+WEyJuTMNQTWEIVeMsY2iqAh0M2WvkKvZ5jrpSLdWgqFIK/FJb6ze49+/yB5UWezWGfcm6SpHJBmB2IhL7tOjdVyiYTipTMRICAoRINesjslhiZS3J7ZomcsQSVXobJvMH62j8puBV03mb40gOS6zL6+zPZSlkQqxIkLAyxcX2P5wPTeO9FNKOTBrOvcvdIi6NJBc9Jmtcnq3BaJdATXhJVb24QTQTr6ouxt5NnfKeOLeFFUiXe+PosgCPRP9eIPe9m4u40WUNArBhsP+NUCUT99E2k8Po1/+V9/Adu0GTk7wGs/cY7Lf/8cvSeezuP3Xi0vnkb9EQQBv9+P3++nr68Py7LY398nm80em/rzg1zSAr7n2/6DhFeE5xjxqHydl5md8zRjlUolbt26xfj4+FNHkj9qrOMkPI/Dg+bk90pOFgThSB5IrVZjb2+Pv/h//4a/+uMbpPrDaJqGrMj4o35qVYOJM724rovHr1Grm3R1hWjUmy2Tqqqws9Yq83i8CqGuMJkDU3OsI8DOfrVNdsZPprEcl+nhFDs7Reqmxd35FpGZnO7ixlqGdDxETyLEzfUcdd1EUyVss0U0p7s6sBSYXWkRk+mxFNcyGU4mOvB5Fd7YOFB6epNcK+1wJprCdeE7mRb5CCgKC/UsvZ4osuVB8FpUKi0iMx0MsWVt4XU0onQyV862S1tnIp1sGXfb8xpWHHzOSXb0BncaBYb9ZUy3RdQkQaJprx7ZP4JRPLLsPKWNodtXj7zHI6o0HtrFmqjQdI7mkHjkM0dSnF0MKuYNvPI5HMdFEnuxnY0jnxGlU2T07xKQpzDsdWxaagZSA0XK4JVOUjYr5I0gNXEWVR/AlkwQTFS26FRS5MwsXnGXDjXKRnOZc+Fxrpa2GPCqvJErMB0cwnXBK8NwzMPdQhaf4aXfF8XEoVq3ECWRrmSA7F6FRNDH+nYZryXi9atsbBRIdgWxdR3Fo3LqXCd3b2wiCgKxRIBbV9ewTZu+0SSi7bB2N8NepkyiO0ZHMkRtv4qmKcy9s0o8FWbyQyMs31hDb5jcvbaGrLY8OGbT4N7NllJX2qtSOvDsnPnRKYxmk3s3W3Pnui5rcwdEaroTwRFIpOLY5ia1Uuu4cCyHZrXB3Hfv4gt56TvXjW05fPlzX+H6X89S2q1w6T87w2s/cY4Tl4af6g+mx7W8OCRBlmW1t+9JBESWZTo6Oujo6MB13bZncm5uDtu2296fUCj01ETgZS2Ff97r53Fl+fxdxivC8z7w8MnwpHyd4yQ8x3kSiqJIrVZjbm6Os2fPPld2wyF5et6Mnsd1TH+UOfnw+adJTgbw+/1sLeX5N597g0btvqekZ6qT+W9vtx/HkiFsUaR0kIkiyiK9EzFWFlurmwRRoHssyeJCi4zIikSsOwwuKIqE67osrOzR1FsX7KkzPdw8WKHV2RkEEcY6Y9zbKqB4Zep6i4iMDXdgOA4BQUEQBeZ2Wt/X1xmh2GgyFYqznS9TVg8IhyhgiQ6T/k5mtneZ7LtfYjjZGcdy4PpulsGwzHylta0igKYzIoxys5AjGXTIHpAdAZe61XqfVwyQVgeYqyxTd1oG6KlANwXrvll51NtN5QFCErBj2Npqa06EOJIQxyWEIH4EGxEH8KBQcaoI0kcRARELjyCh20u4roQgHJ4nGrpzf58cQhLi1KxVbLcMSISUS9j2Ii77yOIUeeMO4FK15pCFOK6eRjhQdVzXpeYGMKUYNbGlMBnaKl2MsWNtYFBHdjOExSglp0hQUmlKftab85wNTXC9vM7l+Aiv51cY9w2xXqsyGUwzlfCwUKiwUMnTI4fwqTJCBDYLFWzbxqvJ9PfHuH13h+FwjKbs4JUcdism40Od3LixQbonguK43JrdprM7RjigsnzQYHTkbB9WVccfUCnuVmg2DPxhL5IisbdTZG+niC/oYfLsALZukN/a58Y3W/tJ86lMXB6hul8js7rL6Ok+bn7zDq7romgyY5eGsU2L9fktEv1hNmYz9+dakRg9P4jHr1LMlrh3s6UW1ssN5t9aQhBg6qMn0OsGwViAr//rb/Fnn/9Loskwn/jpj3Hi4jCnfngS1fN014RHqT8bGxt4PJ52+etp1J9AIEAgEDii/uzs7HD37l38fn9b/Xmvss8P8sqw7+f4kJeNV4TnOWGaJjdv3iQcDj8yq+Y4Cc9x4ZBANJtNPvaxjz13Z+Djygd6VKfzQ3OyKIpHzMnPQnb4/9l7zxjL0vS+73fSzTmHupVzV+fuCbtLQytpuVyCIL/YBkzIBCzzi0HI+mRIAkhqBBsgIJgQDFoSTJOWLUoAV6BgAQS0JJdJ5M7uzvR0qO4KXTnee+vmnE/wh1N1b1X37HbPTC9J0f0ABdQ95z35nPf9v//n/zwPsL+R5n/57/+vK2Bn6d0ZNh+PWAKrQ0GXoVZsDZfN3Z5g85kZoeXzO5hYiNHpDVi5lqDX7mPx23l2PjgpVhl/0jsEOzNzEdb3c8xPhLBKIlVtwLPz+lor1xI8OjpDkURWJiOcVdqky3XsFhlFMDvjqNtFyO3g4XEGA5iMOih0dFyKwp1knA8zJ6iGwWzIx1rVBEh3/HF2q1UKXVOX4XWKnNYBA94JjrPfKFLsZxCBntzgogj5ojNERy1g66Y4Mhr43DXal6qQi0KNyyZgAiFBtyKoCTzuEA0tSFUt0NPbjNk8FDtXXVcTtgmKlyK8AIJKkpbaRCSIU07iEF3YRRu9wYdXorUAJDFFd+gO06gPniAJLlzyj1Hu7wwrtgOoRgnBouCW79BS92kKM1R7Zqh63HqL7Pn/TbaZtF/nsLuLKrSxI9PTbDQoEZYi9HQL6d5zllzzbDZ3eTcwx8flfWY9k+w2C2g9C7PuICW5y1GlSggnUdmBJ+jhQK2wU6kQt7sIB1yoWo9E3EmnoTN3zcf6WoaJxSjtUpuzYtNMTriRpdcdcPvH5tB7KpVsjcxhidlrcfo9lXKuTjlXxxt0kZwIsvf0mFDMS7vW5mTnjJnrY9g9do43M/TafTYfHJCajzGxnAQBHB4brVrHDFN/eEAw6SeQ9OLyeBhftnB8zvZoA41Wq8XJVga1rzJ7dxpZETnaOEVXdcaXkqz9+YgNlGSJ6VsTBONe/ujffId/909/F5vTyu2/tcI7P3mLez9xE0/QzeuYKIocHh5SrVa5ceMGgiB8Lu3Pp7E/pVKJtbU1dF0nEAgM2Z+/bJDwJjQ8bxmeV9tbwPMF7EW9zqfZXzXAcyGodrlcOJ3OLwx24EdX6bzX67G6uko0Gr2iLXrdZIIXdrSV5Z/9j/8WX8BJJOFDViTcITedVp/l2ykQQBQFBItCuVTF7bGiqRo2r5XiWRmvW6FZ7xKOeXj88Sjp3eKd1BDsAKY+Y/sMt9PK+JgfwyJiR2RvJ8/yjSSH+yYoCQVdZGpN7kzGOc6UqfR7pMum+2VuOsxhucKdRAxVMPjk2GQoAg6Fg26be+E46UqdZ6UC6nkHJ9kFJmQfdtWCJApDsDPhdrNRzzJpC6ENZIqDFsW+CeZuBcOc9k39h1d245C97NSrqEYNr2wlf4lhSUpeipe0OinrJH1dotpyUxGr+BWJVufZMBEhgMIINAL45Di1wdXEgwFlntY5gNHp01AP6Al+KkIbw3DikVewiaCra1jleRovaH8ANH1ASa0gSFEshof+JTeXwYCmeoYq3qPaGxU1LfefELfeJNsz9UalwTMm7Tc47OzQF+rEneMUeyEGqkxkYKNOF5UySSXAUXeX695pnjdOCdiidGV4VM5yzRnHH3CyWyoz6GqEJQdBlwO3x0I6X8NrFTgtdAgodhSbTDZTITXmxyHJ4LQymQqQ3ivg8tgI+Bw8/nAPSRJZWElgKzbYepo2Q9XfmeHsME8l3yAQcjM+H8dikTjazKCpOtuPTSZmbCGBO+BAMnQ2vrc7dLcqVoXFd2bodweIMhxvpOl3VHL7prs2NB4iMh7Eosg8+ZN1jPPtdh8dAuCPe0lMhdE1HZfXQbNmvmuaquFw2Xjwrafnx4/jDXs42jilcFLi1/+nf8vUSor7P3mbd75xi7GF+EvPEsxve29vj06nw40bNz615MWL2h9VVYfMz+uwPxMTEwwGAyqVCplMhufPn+NyuQgGg0MX+F+0vQmG561g+dX2FvB8Tnvdelh/lQBPq9VidXWV6elpIpEIH3300as3eg37UQCeC3HywsICodCo+OFnBTune3n+yX/769RKzeGymZvjrH64i3Ze+FKQRKauJ9l/PBLYzt1OsfN8JFr2xxzsHxSH65NTIbb2TZbD47ExPRelr+tMxryk01UGGGydszmJpJe1oxyiAPOpMBaXhWd7WYq5BteW4jw+NV0JYyE3gg7t+oCNRh53eJRufz4V5aRc58nxGbdnYnxcMPc9H/TjNCzsFCookohVGt2PlNdJeODgUSHLYiDAfmt0/pLUxiU5CUtj1AYdHtZG0WnXvAEOu4Xh74BFpKq6MLphqhhUdYOicXTuI4OUzUPuUiLCqCVJ9VLdLQCvbKc2uDoDFYwGL5pLSVEbmK6yqmoyCIoQwW34kcRxtGGYuWmycot632wvICN3FxBtOwiCjiQmKakWuoOH+JR5GoNTNMwButxfJW65QfaccWoM8kQtX2avU+OgkydiCbLXr9OnyZRthoe1LA76yL0ofaXHhBymajTo61YWw26e5k6ZtUaJOl24DSun1Tpxu4tKs0ur2yHq9TI362Fj+4yZYIBSvY3XIrF7WmY2FeSTx8dMT4VoFptsbeeYuZGkWWyxsXqKw2Vl+d0pth8fc3JQYGI6QmomwvFmhmrBvIcWm8Ly+3PkT4oUTyu4fDay+3kGfZXF9+coHBcpnJQZ9AYcb2VJzIQ5O8wzfXOC4kmFYtoEPK1aG7XrZuM7W8SnIwTiPs4OChRPy8RnwzRKDdY/NJ+tKItMXk/h8DiQJIGnfzpi7063spxuZVl6b45iusz0jXE6jS6/9cHv8P/80r/j9t9eYWI5yf2fuMXSl+aRJNOdvbW1hWEYrKysfOq3/YO0P58174+iKEQiESKRCIZh0Gw2h+xPq9Xi4OCAYDCI2+3+C2F/NE37wmCl3W5/rgKt/3+yt4Dnc1i73Sabzb5WbakfBeD5PKK6QqHA9vY2169fx+PxYBjGG6NA3zTg+Szi5B9m2cMCH/yd/+MK2JlcTnK8VxiCHYCZW2Psro30C6m5CAd7xSHY8fgdGJIVWerjj9lRLAKKA8Ysbhq1HrJFZnP7jG7X1OMs3UjybNfcnyyL+EIufEEXp5kKiiLxZMdkT7xuGzvFMgmfm4jTSVtSeXxwHpI+F+Nh9oyEw85EKMCH+yYYc1oVNmslJATuhGI06fMwYx7rdjLMg+opsiByz5/gSf6Mlmr6rBw24DwAa97tR9Jt5Jo9DrU0X46GOJcsIQsixYHJWgmGSNI6TVUfsN9tYlAjJLko6pmhu8mKMizTcGFuSaSkX/4dpD7YuNImoMzRUtevLLOLceqDl1kchzxJoW8yNF7lNjahjaptYZGuU+xfFjarDGz7uOVFBAYUBjpd3QR51cE2LimJqlvpnhc0LQ+eErW+T6YrstU9BFZJWJfJ9w1y/VMWXNOsN3IcdPe4653nYe2UmMfFfr2LzIBOy0pAFulpPW6GfDwrFYiLfmRRpKdpyKJA0+jgCTo4qDRJqAKpqA+rJDM/E2Fr+4yZxSjrTzMs3EiQPSih9jWW7ozz/MkJkiSy/O4UjVwNDIOpxRiSILD+4BAMA8UisfzeLJn9PNV8nY1PDplcjBEbD1Er1IdgaOPjfQRBYOrWBG6PjZPnaXYfmYLm5x+ZQHdiOYk35KaSKbP9icliZvfzZM9ZydtfW0HtDug2enAOGnVV5+wwhyfsonBYIbWUwBN0kTssUjwts/KVBda+Y4LWwomZrsDhtbP07iydZpc/+Fd/yn/4376Fy+/kzt++TupejMX3Z7l++9PBzqfZqyK/Xpf9cbvduN1uJicn+fjjj3E4HJyentJoNIbsTzAY/JHVEnwTUVpvy0q82t4Cns9hTqeT27dvv1bbNw14BEH4TIDnQq9TKBS4f//+cBbxpgXQb0rDk06nabfbn1ucfGFnxyX+8c/+S7rNLpGkD5vDSjDupdvTmFtJgiCXetUkAAAgAElEQVQABsgCzWaHpVtjCIKAYpXRBBGnz4Gu6qiqhmBVOD0s0e0M6DV7TKwk2ds2BwJJFnHHHUOwE4l72D0tMZ0K4rJZEO0yDzdMsOLzOdjNm4OtgMH8TIRKvcP2aRH/lI3nWXNw9jqtnNVqLLq97OZr2D0jLc38WIjmoE/XUGl0e2y2zYHEIonsd0qsuKOUGz1UQRuCnXG3m+eNLBIiy84Ugjjg45IJaoIWG3vtkRvopjdCRU0TU1bYa1bBqrDXPhyuDxpQu3T7x5UgDWPEHLlFH+XBVXYnqASoDq5GVAnng+Zls8kB+oOrYmWbGKPSHwGj2mCbGuBT3qVjqC/tA6CpptHEOaySQEcfnVtTS2MTQzjEGB21hCTfY625T9Q6z0XR0Uxvg3nHMtvtA9Ldfa6751ltnHLY3WHFM8NaPcOib4zVSoW438letUdctHJQbjIjOcjpDZrtHmMBD1tnBdyalUm/B7d9wGm6ypTHR6baRGsMSMS8VIpNlhZiWAyYnA5jl2XatQ4L18egO+D5oxO8fgd2h87O2nlyyLkoNovE/lqajUfHyIrEnb+xRK/VYf17u6Nns5TE7rSw++QYq03BZrfw9Ds7OLw2lr88T/6wOGR2HB47mx/tAQbz78yiaxoHq8fous7Su7M8Pq/JJQgC48tjuANOWrU27Vqb/L75Dp5umWBdEGHpy7Pouk5iLkZm59JkYiHB6p+so/ZVZEVi+sYEdreN3WcHPPrDp/x243dZem+O+z95i3tfv8nYa4a8w5thfy761mg0SjQaxTAMGo0GpVKJp09Nd92F9udNsj9vIkqr0+m8LRz6CnsLeH7E9iYLfsIIQL3ObEDTNNbX15FlmXv37v3I8jO8iWvUdZ1yuYzdbv9C4mSA/GmZf/zf/EtK52HjnWaP2GSI7WcZWvUReJhYiXG0dTEgFnC6bbgiXnLp6rDN4r1JNp+lL/2eYG1tNCjP3UyyuX1GPOrCbhXpCQZUVQ53C6QmAhwe14dtQwkP6WKN21NxkAS+v26CAEURyfdMAJD0unFZYavc4MzosDQR4WnJBFcpr5tuR2U7Zw4wsxOBi8k2txNRGv0Ba9kCPpuVtfrouAmPjZCa5KzZ46hRpyOP6lUt+bw8b5v3ICD70QwHRy07O/opNlEh2xvdC4sh0bGWLrABIgKGUhwmJpQND7Z+hI7mxBAtCLKMIiuc9OpoXMcwdERBIiAHqGhVFDGOLIBEF4UB9f76S0JlWQxiaDletIFhMkv2wRKKksUQzfM0DBGkBaqDHUAkbLlFsb+KcH7SXb2IQ5pBF2c56piaomxvkxnHEntts1ZYrr/JtH2B/c4RJ91tbriXeNo4otA/ZNqRZL99yv3ANN8vnXE9mOSTfJkboTE+yuS54YyhG332qgViLgeNrsZGvsCsJ8BkxE+/qxIIOjjpVmlrKn2LmZyw1x0QcthY20uzshhnbz2Lrhos3hlne/WEcrHJ1PUx+vXOsOzJ7O1x7BaZcrbCo//0HEkWWXhnhmquRu6oOExOeP39WQTDYOeJyeq0a102Pz5AEAQW353D6bXx9E83GJyL7bcfmgxPZDxIcjpCOVsdTrQMw+B4M8PU9RTFdJVA1Mu1Ly9wdpCnlKlgdVhIzEbZ/HAEvLwRN7GpCE63ndU/XR8mQVQHGvtPj4jOhqhlG/giHiavpWhUmvzfv/hNfvdf/AHBhJ/5ezPc/8Ytrn1lAVl5/SHrRfbn8h+MWJXL4OdFLY0gCHg8nitJZEulEicnJzSbTdxu91D780XYnzeh4XnL8Lza3gKez2GfBdW/af/vBeB51cfV7XZ58uQJyWSSVCr1Rs/h087piwCei8SHNpuNVCp1Bex8Fr0OQCFd5ld/4V9TOhsN1KExP52uegXsJOaCnOyMsgJLikR4KsLh9mhwXb4/xfrTka5n9nqSo+MyExNBXE4Ldo+VXLGJRYPccY2lu+Psntc4khWRSr+DrhsossDSfIyOqtOt9dlonOFNjCJWluaiVDtdggErxXqTrdYA3QBRhLLeJexwkHK4EWwin2TNWfRs1M9muYhXsbLgCrJfqZLvmH6p+aiPBxXzvGedQcpNne26ea1fSkR42jBn9RZRJNPPElHCyLqPvj7gYfVweF7XvWGOuyO2Ztkb5ax/Ljw2BCYdcxjoGMYE+X4F1RhQV/IMpPNIOA3i/Qht64vJBwXKg/0ry2KWGWpaBJ8cxylZEYwzLEjUXnCFAbjkJYoDk/XpKIcMBAdB+R6twSNsyv1hBBboFPpPCShL1Ad76PSwS4uc9pvoxj5hZZzCwNQEmaBnmb32LgYGFXWXMesEp70M6e5zlpxzbLZOUSkStrjZau9zPzDLg3Ka96OTfJg75d34OI9yeSIDO36nGyc2rKJK0eiwXswx6XDR7un0BhJzY0E6zQFOu5XD4xLTMR97O3lWbo2x/jRNOO7GIUqsraWJJHy4rDIHWzk8Pju3/4t5+s0Ou09P6XUGzCwnSMxEyOzl2Xp8jCAIzN6ZQpagVWny9DyaSlJEFt6Zpl3rcLKVZWolSe6wQLVQx+GxM383Qa3U4HQrS2o+TqvW5vEfm/ffn/CTmI5QyVXxhtxsP9hHHWg0KyNx+uy9GTw++5DpubBavkEg6WXrD/ewua1M3ogiiRLHm6cEUj4K+yUGPZWzgwJnB6Z2bOrGOA63HXWg8Uf/5s/53X/xBzg8dt776XusfGWBu1+7gS/6+nX+XgQ/MHKRXy598apipYqiEIvFiMViV9if09PTYe6vYDCIy+X6TH3/m4jSarfbbxmeV5jwCh3H2zi3H2C9Xu/Vjc7tu9/9Ll/60pfeyHEfP37MwsLCD32xq9Uq6+vrLC0t/dCogzd1Xvv7+zgcDmKx2Gfe9rI4uVar4XK5hlTyZwc7FX75v/7fyZ2UkGQRT8BFZDyEIJ3P4mQRXdPoDnooFhuiKJs6JsPAHfbQrPcQRDNiy+q00uvraJrOoKciWyQyuTr182Rs4YSXWm9Ap2O6sqbmo+ymS0Pdz8qdcfqqiqHq5PI12opBq2vOoBeXojw9KSAJAssTEZragP2sCUKmZgJs5cz/b83EMQTYOMnjcihUpQG98455YTKIA4XtszIzcT+fVEygZZdlFK+OS7QQljxYrAKfVM/1P7KCy9WjpZmurvvBMdqqylo1hwG8Hw2w3Rq5nq57beT7JvsjAEtuByJeupqV406JKaeVdG8EZm64Jy6BDZAFhaBi0NVH4mTXwA+2qwOiT07Q0q66vADClgWsgohonNHXTdZBMCwYYpiuXnipfcByn4aao62lX1rnkseQiLDXOUY7FzPJghWPPEaufzhsF7deY69tapJcYhhFTNHTRVqqjmZ4OOs2sIs2NMOGRQRds1Do13AKbj4u5khqXvKqhltz4Ffs7KcrvBsbw9B0Vo/OmLQ7KVc6CG1IeFycHte4NROn3xxgt8h0Gz2cdgutchsRAZdNYdAyq51bZJGTrRz1Shu708L0XISdJ8cMeiqCALPXkrTKTQQMHA4LO6vHjM9H0Q2V0+e5YcSV3W1l/sY4/W6f/fOkhZft1t9YZNAdcPo8S7UwYgolWWTh3hTFdJnwWJBitsLZnsk+xqfD9Fo9yucTjdhUmGDCT7VQx+Vz8vz7u7xoyWsR0ARcHie5oyLV823Hl5OU0hVa5xFgkiwxvpTEHXTRbXbZ/mT/HNRNcu/rN7n/k7eZvjnxuSeXl5mfUqlENptleXn5lcLnF63f71MulymVSjSbTTwez5D9eVU07MbGBuPj41+o5uK3v/1tPvzwQ371V3/1c+/jr4n9wBfhLcPzOe2C4v2Ltldpgk5PTzk5OeHOnTt/YYr9z5sBOpfLsbe3x61bt3A6nZ9a6fx1O5vLYAdAU3V03aBSaFBIj1w4/oSbTluneyli6dr7szz8TyMmIzoeoNbs02mZwMBqV/AlfEOwo1hkRKeFznkNIpfHRqXTZXIsgNtpRbHIPNnIoGrmTHL+RoK1fVPHEAjYSZfrzAYclGsDumqf/TPz/GbHg2zkSvgddmYDfvaKFUot85hj8Qi5bBbBgLtjcY7LdZ43SwgCZPsjQHEjHkbTDVZzeSpiGcUzYt5uhAM8ax6RtAax6S6yrSbHHRNcha0O9tqXXHfOEPn+IaIhErVO4JZcbNR36BvmAJe0+q+AHRGBpnpVfzNpT1HoXxUmh9xuioOrgEdU5Ze6qJBlgcKlrM8+eQWvbENUdSr6y8JmWfCS6Z0yMDpELbeo9ldH5SUA3fBxNijjliNUVfM6VaNHTT0mapkcgp5Md4NJ23scdQestzJ45AptVaEyaOKS6vQ1NwftM2YcCR4Vy9hEKzbdzX63yqIQxOKzYXQGtPsq6UadpVSYj0/SzDj9pHw+PJIFl93Jaa5Kod3BH7HyZDdNKuRha6/GZCJAeiuHoRmkIh4ePTgiGvNik2B7t4DDZWXp3gTPHx+z/uQUf8hDNOpme/UYXdWwOa1IkkCrajIvx+eMZXg8RCjuReur5A4KrP6ZeW/tLivLtyapFurUinXiEyEe/5H5zERRYPrWOBarQvG0jMtrZ+N7JhjMH5vfWXwmQmImSuG4SHZvxI6eHRSolRpEx8MUjktc+/I87XqHw/VTDN1g/Eac46dX34PQRJD4dIRGoTkEO2CGvLfqHWrFOuVslfB4kEgqRKfZ5T/+xh/x5//+I1q1Dnd//Ab3vn6Tm3/zGg736/d9F+xPqVTi6OiIGzduDFnry+zPBQPzg/oki8Vyhf2p1+uUSiWOj48RRXEofHY6nS+BszfF8Lx1af1wewt4/jOzH6SX0XWdra0ter0e9+/ff+38Om+y6OfrmmEYHBwcUC6Xr0S6iaKIqqqfSa8DphvrN37p3yPKAlaHhV67j8vvxO6xkzsuD9t5wk40VaTbGtU2W3pnmvVHo1Bnl8+OijgEOwgwvhRje3MkvJy7maRa67C8GEcSQbdIbG3lqAwa2OwKtpBjCHZm5iKs7Z9hVSRmkyFEu8SzvTNqusFkys/2OdgRBBgIKrejEbbTJbSwMQQ7Ea+Tp7kcy8EQvZZKczAg1zQHtJWxCI9qWRRB4rY/xmGlSq5trruZCPOwZoISERgYA2YtE6wWcyz5bUOwA7Dgc7PZGrEmcndAQJnlqN/gtF3iXsCgb4yYgKjdzuHIQ8isI0lFvZpnp39JMAzgk0OUBldn+m4xSkM/fOGJCnS16pUlVfWUrhqgO9CJ2u8wMDbRuVS0VJykq5qDcaa3SUhZQtXTDIwadmme4+4ZGgMUoUPEMk3+PAeRZgyoDY6JWaZoaTL5vsyD+jYp2xwGBjW1TsQSpqdbaWptwhYbLdXKXjvD/eAU3y9msUkSuiFwLLSx1aCjasw7Q8hOkY+PM9xKxXieLpFUXNT0PqcnVe6NJ9D6OoVSE3/CQr7UwRu1ky1WkWwiPquVzYMC1+6kONzMMuhpLN2fNIXKa2mS02FkQO2a1denFuKg6+yvj0BrYiGC3tc4OyghSSLdRo/ccYnJ5QSiLFHOVuk0e2x8vM/0ShK7I4RiVbC7rHSaPXTdYP/pCeOLCURJxOq0MXt7kv2nx+jn73cg5uPxH62jazqxqSihpJ9StkKv3cNiUzh4an5bpYz5nrsCTqKzQYw+WOwK/Uvski/kYePPt9BUHWfAQWwqjKEZqAOdylmVxnm0ZeG4ROG4hC/iwRP0YHdacQfcPPiPj/nDf/1nOH0O7nztOnN3p7n39Vsk517NPBcKBQ4ODrhz586V8PDLoOdyxfdXsT+CIOD1evF6vUxPT9Pv9ymVShweHtJqtfB4PIRCIfx+P7IsvxENz1uX1qvtrUvrc1q/339thud73/se77777hsRDW9ubhKNRq+4qvr9PqurqwQCAaanp18bKHz00UfcvXv3CycfPD09RdM0JiYmXtn2spB6cXHxil4nk8lwdHREIpEgHA5js9leub/8SYlf+i9/jcLpaPAOp/z4o/7zFPoK3V4XAx2330+r0UXtm52XJ+iiXO6gqRdp6wUik2Gq5RayImFRJJwBJ53uAF3T6bb7eEIuVldPhq6rpTsp1p6PwNDi7THWts3fdrvM7FKcfnfAwVGZiekgz05MhkQUBdwRK8Vmj5mIn5DPzkf7WXTDwK6IqG6R9sB0gb23mKJYa7GTKzMdC7DVurhWg2TSTUC2k6u0iQWcPKyas2ZRgGjYylmnSdTqYtEd5julQ7TzE78XD7LRMBkZiyiS9Gg01S5jSpJGfUDZWkA///zjNjeqkMM4/+2UrLiVJn1jVI39mitIvj+qsp6ypai/kItn2j5Lvn+VnUlY5ym8kH3ZqU7Skg9fetaW3jgtizmgW0UXMUuSzmAVh7JMurfzUnu76MMnJznqZukbI8ZARCJineWsd65twY4iXqOu6hx3LwCiSNQ6xe55BNuYbYydZgnN0Bm3JViv11ANnXEhxlqnyowzwkaxTtTmoVRXCVgdFEpd5rxBbJqEKAls50r4dBtei4WjozLXY1H2jkosRYOggzgw6PVVevUumWyd8YiDk706Ab8dtyJTL7VJpQJYReg3++QzVSIxD7nD0jAEfWI+itEfcLxlvoP+sIvx2QjNUpO91RGwFyWR6ZUk+kDFapPZ/P7esD+z2i1MrYzRaXZwuGxsPdgfCo0B3H4nqaUEVofC4z9Ye6kfTM5FkRUJl89JtVDj9DwflWyViUwFyDw3vwGLXWFieQzZIiMrImt/9vylfUVnQzSKLQIJH3aXjcJRmWquRigZAAGKl757QRCYujmOP+Ilf1zk5Ln5fsemI7zzjVvc+fEbrHxlEcV6Vf+Yy+U4Ojri9u3bP1QbeRH2fgGCLs71VSUvPm0/F+xPpVJBkiQ6nQ7Xrl37Qlmff+M3fgNZlvl7f+/vfa7t/xrZD7yBbwHP57TPAnjeFLAA2N7exu/3DyuFX2R7np2dJRKJfKZ9PXjwgJs3b37hhFeZTIZer8fU1NQPbXchTo7H44yPjw+XX9brdDodSqUShUIBTdMIBoOEw+FPDQE9Oyryy//Vr1G85LKyu20EkwHSu/lLy6x4or4rbE9yNkoxX7+iX1h8Z+ZKxfSZlST7+4Vhltpoyk+50aV3Hs0SS/kpNDr0++ZgMLMYpTVQCXgcdFp9rF4rT7fNzt7hsIBHpto02aWJMScWm41eV6dQbWK4ZWptc93KYozH6TPGXQ5sCOx0WlzU1pydCrFZNJmTu8kYxU6Hw2oNMIgnXJw0Tc3FzXiY016FKWuY1VyO6Zib7Ya5XczhpClWhoDmfjCOiMBWtUp50OG9UIjt7mhwfD8YZ6c9YmZue1McdUdsTtwSRCeDQ4wii27AhluSaOltBrqGamhYRRlJaCEJIpIgoQgidlFGFtvoep2+nkWjBYg4pSAt7apGR+6G6VjLvGg+eRyr6KE8WH1pnYyTjhHDK/tfAlogkLAuUR1UyQ+cVAYlFEHBp8Q57Z4LzwUFn5LgqGM+w2n7NE/r5zWuHFM8qJwhIpBQkmw0ilx3p/h+Ls+iO8JmvsqCN8xmuszdUILVoxxfSYyhaTqHhSohu4P9wyI34zG29vPMBv2cpquM+zwcH5VZnoxwsl8kHvNQzdaoVTok4g6yezV0VWdhOU72oEij2sZqU5hdjLH75IT+eXqEhZtxHFYLzz7cQT0HK8npME63lZ1HRxiaztRKklq+jqxIBGMeDp6d0GmY76DDbSM5E6F8ViU6ESJ3UBh+Z56gC3/EzdFGGn/US2ImSq3Y4OR5hrk7kxxvpum1RxrHQNxHdCpMu9Pm8NHpS6PKta8ssPndbcYWE7gDToonZXKHeebuTnG4fsqge1VjNH4jgd1pp1luk966WtXdG/aQPv/mPEE3yfkYuqYjSiKb39vB5rRy428sc+drN7j3EzdRpT7pdJqbN29+5iiry+73y2PBZ9X+9Ho9Hj58iNvtptPpDLU/F+zP69qv/dqvEYvF+Lt/9+9+puv4a2hvNTxv2j6LhkeWZVRVfSOA53JE1EWCvuvXr+N2v16dmh+0ry9ir+PSqtfrPHv27KWq7C+Kk51OJ06nk/Hx8WEI6NHREc1mE5/PRzgcxu/3kz8u8Zu/9DtEkj7cXgeVQp1up084FeTkUqSVxa4QSoU4uQSAQgkfjXrnCthZfm+WjUt1tcJJH5lsbQh2rHYFXZGGYEexyli9NsY9Nuw2C4ZukC43KZVbZKgwORPi2c6oM56YDbG6f8ZExIvFGJCtDWhkz91S1xI8OjLbBr2mO2zBE2DvrMzSfAT93EUV99jYLBaZdLqwoVDp9s7BDlxLhlk9LxLqli24RSutGnyiZZn2e4dgB2DK52K1XiakuInJQfLtJget83w+gsiZOmprFSXSvZGbRAAaWh63FMQhRuhpMoogsNXsoNEFukQtPnqcDRkhgGXXFCfdqxqfWccMJ60LVsiOTx4jZY2hU0URBgyMSyHxDicd7WXAYwhuDrrbRC3XECjQ0cznbBgCojRLrbdPTc2TtF6jMthGv8i+iEFDG6AxQWVgMj0DY0BtkCNujZHtnaEaA5pqnqglQK5fZr+zz03PHKv1Y47aJ9ywJSkYKpI4YMIeYL1xyruRcT7Kn3EnPsbHmRz3UgkeHGd4ZzzB907SzLv8iIaAS1B4Zz7Fo50012YirG+fsTIZYWs7x8pClNX1DNfnYuysZfG6bSQnghztFYiO+zDafbY2stjsMtMrMfY3cqw/OSEYceF2idAz2H54gmEYzFwbo9vskt7NkT7PDD6xnCQUdrH23W26567b3HEJq11h6f05QOdsNz8MTy+mKwiCwMTKGL6Qm9xhflhhvZKrUcmZ7+Ctv7XMoKsSGgsMQQeAbuhk9rJUsw08QRdj8ybrebR5ytydadbPkxNe1PEy97WC2lNJzsU43kgPXWhjCwlKx1Va1XORvtdGdCqEoih0m31ONkf7qJca9FZ7JOfiHK2fMnk9hdPr5HjjlAffesK3f2ucRrnJl37mHew9N4vvziLJr6+j+bSkh5c1P69T8BTAarWiKArXr19H13VqtRrlcpnDw0NkWR5qfxwOxw9lf95qeF5tbxmez2mDweC1wcLrRFa9rh0cHGCxWOh2u5TL5S/E0Dx58oS5ubkv/JEUCgWq1Spzc3Ofuv5CnHzz5s0rx7osTn4VjavrOtVqlUKhwO6zQ775y39IszxyU1gdFhJzcTrNHna3lYHWx+V24fS7qBZbdDt9uu3zSuM2hUJmVAxz/vYEO5ujMhJ2pwVvwkez3sHptGF3WAgkvHQ6A3TNoNPs4Qw6eHYpP8/MrTG2zvOeWCwSrriLfNHUHMxNh7E6FdKZCqVqh7nlKBvH5uATDrrIq6YW5VoijGAReXRoDhZjYQ+HnfrwI7y/kKRa77CdLzPmc3Cgjq5/KuXlpFnjhjtGX1N50hiBvtvjYZ5cRHFJEjMBF1bdzmopz5THw4k6AoP3Q1H2uqN6YXd9cY56u8goRJQx3LKLo26WYt9kkpySBY+lQ08fubduesY47I5cTLIgEbQItLVRxmun6AKhhXpJFyQgEFC81NUSIODRA7glK367wtmnZGC2a2OUhNG5S1hI2aao9J/iUW6x37nq5gopYwz0Ej2jjkdeZrudRzNUJu0L7LdHbW2iA6voJd8/Lx0iexENL4roodbTqdUENtQaIgLT9iRPK3kSNi+VloZLUZh2hujoAxRD5vu5DLd8cR6e5Ljtj7Gbq5CQnGiqTqfaI+XzInYNPA4buWKdgMvOs/Ust2bibDzLMJHw0y62qVXbXFuIsfnkFEkUWFqI8fzxCQ6bTDTuwOgPyOxU6Hc1EhMBbFYzMeGFzVxLoPYGOB0W9laP6bX72F1Wpq6ZoenFTBVJEVm8Pcnm93eITYXxBt0crp/QPk/nsPzeLNufHCCIAlPXxjAMnf2nx2AYzN+dHgqaAUJjAaITIXrtLundM9rVS4IvzAnDzO1JDM1AEAWON09p10126dqX59n4cGs4oXR6HaQWE1idVk4205SzV/VdgYQPTdNolFpEp0O4vE6qZzVatQ7hVJCj9atpEURJZObuBL1eH0VUON5MM+gOcPmdfPVnv8z0jQnufO0GvojnpXfude0C+FyAoOGxfwD78+DBA+7fv//Sfi76+VKpRKfTwev1DtmfF0XOH3zwAV/96lf5qZ/6qc993n9N7C3D85dpbzLbsiAIHB0d4ff7ryTo+zz2oyr6eWGGYbC/v0+lUrkiTv48yQRFUSQQCNDIdfidD/7kCthRbDKBlJ+DS4JNUZGYvu7k0R+P9CE2p4XgWIjMQRGrTUFWJJIzYYrZGh63FcMAta+SmA6zu2GCjmaxxeK9ST75zt5wP3M3klfAzsLNMdZ3RgBjfiVOuzsg5nWRz9VodPpsHZ3PrscDbJ6M3DWJhJeY6uYwU6FS63DcHkVcObxWjA7MBvxEXE4+3B113FavHUrmPUi57YjNPvamxKNqlqXxUe2xoN3OWtXUc0w5Aow7vfxZ/gADE/BZhavuAlUY5VVRBBlFsBEQF9luFDnUy9wLCEOwA7DojnBwCVjYRSuZ3tV6VzOOFJneVUFz3BbnpHtVu5OyTZPtXeh+DOpiibou0OxFcUg3sYs9Uxck6AiGjKoAl5Ita/Q57G7h16+R0yu8aMXBKW4pQEieYa11jHaeMfGws8W0YwR6unobSZAIKH4EfDQHNlragGynQkfrI0sSs7YYu80i6V6OCaePo1aNRV+U9UKFSq+PDxenzQa3PHG6PY0vxcc4rNcY87vJ19t4BBlXwMZBocJU0M8nO6dcT0XZ3slzdyGJ2hpw58YYWlslMGkj1feh91Ru35vA6Gm0ax0mpkKo7T77awUEASbnI+T2i2SOTCZsbDGOMdAopMtYrQqFoxJizENiOsLB2qkpWP5oH0EUuP3VJdTegGd/Zj6nzF6ezF4ei03h2lcWsFkVHv7hGhezgsvJCTFUop0AACAASURBVBMzEar5GoIoDEPfi6dlXH476e0sbr+L6evj1EtNTjYzOD12gmOBK6HqsiIxfXOCYMLH3uPDK+x5q9ZGUzU2vruNrupmjh6PncJJCVEU6Lb71HLmd5M9z4Bud1vxJ31INpHxlTHSz83iqrJFJrEQZedSEWCL3cLc3Sl8UQ/f/X8f8Lv//A8QBIGZ2+dh79+4xcztyc+krXlVyYvXZX9sNhuJRIJEIjFkf0qlEgcHByiKQjAYRJIk4vH4ZxIt/97v/R5//+//fTRN4+d//uf5h//wH15Z3+v1+Lmf+zkePnxIMBjkm9/8JpOTk699/X9V7S3g+Zz2WV7+NwV4Op0OR0dHeL1elpaWvvD+3qRL68Xr0zSNtbU1LBYLd+7c+UKZky9sb/WIf/Y//CvCST/J2SjqQKVZb2O12zjYGLlLBFFgaiXJ3rMRQJAUifhsfNiu1+nj8vnIpus0qiPwdO39GdYvubZScxG2Nkf0fCDq5iQzmmEGIi4KtTbz02FsioSsSKyuZVDPa3Ut30qyel5XSxAFerKBJAosJMK4HFY+2jxFP+/cQwk3esv8fzLuR9cMln1Btk9LyDOj2dx01M/zUglFFLkZjNATNZ7lzyuxO6ysVUasx2TARV1VsGpW1nMFtKg2ZIzcosyhOmK6Ztw+jjoZUtY4ou6ipw/408LoXkStLvbbV91bdfVqJNasM8pxb+vKst4L4EMRFAr9q6BIADovRGYBJG1znHR3qJwDG588RUhxYREEjnsvJyUUDYWy0aU96OBVx+i8kPRQFDzsdCqELQnO+qNrO+xsMeNYGObgkXCiG1EO2zWqqnn+YbykGaAaGm29TMzq4qzXxGXp4rfYeN7IcTea4qOzM9z2Pm6LheetAhHRzV6zSkr20Nc1rvlDtNQBZ4U6oYiLvVyZmZkwa3s5lmYjPH6eYSEVZnczQ9DnhLZGqdhgZT7G40+OsFllpseD7G6eIYoCY4tB8od1DrbOw9aXkmw9OqZabBKI2Ain3OROi9QrLerniQLHlpPYbQon2xmml5Ks/tmWGWk1EyMQdXPw9JhOs0co6adwUiJ/XCI45ic2EeLssEDptEJyLkqn0eHJH5th7N6wh+RslEalhdUhs/vwEEM3KGerQ1ZmfDmJL+KhUW4iSuLQVaVpOjanlQffMrVYyfkEvoiHWqGOO+Bk+8E+mmr2MReRX2MLcQRBIJgIEIj6ONo4QVN1vGEPdpeNzPOrru3kcgyry0rmUsQlQL/TR7EqPPiP5rFjUxGCST/tWodn39nkt3/lP+ANe7jztevc/fGb3P7bK7h8r8+K/6CSFxcg6CIy9TII+kH78fv9+P1+wGR/SqUSv/iLv8jjx48Jh8PMz8/z/vvv/9CUJJqm8Qu/8At8+9vfZmxsjPv37/PTP/3TLC8vD9v85m/+Jn6/n93dXX77t3+bf/AP/gHf/OY3X/ua/6raW5fW5zRVVV8bxDx//pxwOHxFu/JZrVwuDyO0RFFkenr6c+/rwj4t4uvzWK1W4+TkhJWVFeD1xMmfFew8/3iP//ln//mQXgfTjRWfjnK8lcUTdOLyO/AE3MgOhWqxSbvZod9WaTf7zNycYOdS1mSn144z4CZ/qYzEwt1JttZHwMnjd4DNQrXcQpJFvD47Y/NR+j0VURDodfpoFom9c32QYpHwJLzk8iYDEoq4KPS6qJqBCNy6MUZvoHN4WqbV7hOd9nGcN48/OxFis1RCFgWuxSNoMjw7MTvsqYSf7calchDTESyGSLpYx2qROOqP3F43p6I8LJ6LbG1uDEHjoGMCujm/l93BCKDcCQbY6Jqdv0e2c9sfZ6teJt0xz/+9aJj1xggUvBeM87w1ypC86IqSHxwOfwvApNNBeTDKYD1ui1NRR7NpMKO10i8wPmPWaXL9qy4owRBxyn7q6lXtjk10I4kegoqTSn8dQxh9h0Hl5hVXVkKepK4eoIsDFNVHSVfo0UUWZJLWFCe9vSv7nrTNU1cdPGuk0QyNqDVEvtuho5si3AXnJE+qJuiLWQNk2wOaWp9pR4Ttap2+rnPDneJB/ox5T4idQo2A1YHWBnSw9xV0zUDqmYkgE3Ynsizx7CDLRNDP4UGJ2ViQ4/0SiZCHRq6Frukk/W72dvLMTocpnVRp1DpMTwfJHZTotlUCIRdBn52T3RyT0xEkAdRun50nJjgQRIHkTIBGsUktf56R++YYvVYPh8vK7uOjoeAZzG9r5b0Z8kdFjjevJnIUBJMR6rV77K8eDYXOYLqLJm8kyR+VSM0laJQbw2ip5GyMZrVF9fz7cHodjC8l0DQDSRLY/JTkhNe+PE9274zYVIR+p8/h+ilqX2VyJUXuqHDl2Ha3jbm704iSwN7jQxrlEVtpc1nxxT2c7RRAgGDKjy/iodvo4Qm42fzey1F+176yyP7qIanFBJIsk9k9o1aos/yleQAz789P3GRyZfylbV/XVFVlY2MDu91+JSP+Z4386na7/NzP/RyRSIT19XUikQjf+MY3+Jmf+ZkrfTCYUcMffPABv//7vw/Ar/zKrwDwj/7RPxq2+frXv84HH3zA+++/j6qqxGIxCoXCX0jl+Ddgb11af5n2RRme4+NjMpkMd+/epV6vU6vVXr3Ra9iPwqX1uuLkz/LhrH1vm3/63/36FbBjc1qJTUU4Oi/lUCs0qRVbeN738uzPr3ac07dTnGxn8Aas2J02HC47Tr+bft8cKATB7BB7fZ2FlTjo58X8HBbKhSYep0Kz3iGeSvL0o9HgvXRvgrVLzNLc9QRPL7FBklNg0ufDYbVQqbR5vleg1TG1LsvLcZ6cnM80BRCsInfH4pxkq3R7Ks+zI9Ag2iVogFWWuBWPsZuvUGyZIOb6TJTDnDmAeG1W1it5ljwhhJ6Awy7zSeVScjdxNKBJQE5vMGUPY9UdHDdqfKie0tNNKsWrWNhujq5NEUTSvaszY4esDyuwA0w7kgz0BmF5GlGwABI2QcEve88v00AwDFRDwC/PoRpt2loRjR49tcGLlrDNcdLdfmm535LisLNDeQA+OUVItlFRn+ORUhx0rgKYjHpIQIlhEwyKukRPN8GTaqgcdw8Zs0yTPi9zYREcnPUUZEFCM8zvNdcrEjS8FASVvqGx1Trktm+ax9UTznplZt0JnlVL7Lfz3Aqm+LiQY72ZZtkfYaNS5HYswSeZPDPeANliE6fTQrsywO+yUa50kESB0nGTlN+L3tK4OZNg0BqwtBBjZzeH02PFoQrsZMpcvzXG+pNTfF47Y/4A+/slIhE3swEXxkCj2+oxMRulcFKikjf1UlPXx+m3uqT385zulBBEgZWvzNCqNNh+eDi8T06vnbm7U6S3s4iSiNfv4OF5wdDUYhK338H+02PUgcr8rUkena9TbArz92cwdJ2zwwKeoJO9hybI2iiaICKYDDC5MkYlWyV9qZBoq9bmaCNNZDxEZu+M+XtTSLLMyVaGZqXFylfmWftzExhfMERWh5WbX71Gt9VDOateATzugJuT5xkqZ1VEUWB8OYkn4KZRbtLtdU2wA2BA6bhCJVMjuRjlcP2EiRtJJEnibK9Au95h5SuLrH3HPPb2A/P9EASBO1+7Tr87oF5q8G/+ye/wWx/8DsGEn7/5d77C7O0pbn71GnbXq9NpgNnHbGxs4HK5hhPYT2N/wBxDfhj7Y7PZEEWRDz74gKmpKQ4PD/nWt77F06dPXwI86XT6CrgaGxvjo48++oFtZFnG6/VSKpUIhUL852xvAc9fgH1ewKPrOpubm2iaxv3795EkiVar9caKkb4pV9sF4Dk7O2N/f3+YOfnCLvuuP6vm6OPfW+V//fn/E13TSUyH8YbciLKEYrWwu3p0pe3yl+bY+PhqjaZrX5pn44EJUrqtAbVim+RilP3vjwZGf8SDJorUKyPX1tK7U2xcClGfXUmwcclFlpwK8Xx71HmPT4fYPigwPR7EbpHoaV0OMi1U1Rx4Fm4kON4z/7fbFQ7KVURgPhki4HXy0c7pMFmhMzzqMKcTATLVOvdicQ7SZVrqYAh2Qm4Hzwoj2n4lFibXaLOTLgMG8fgoci/ucrLfM4GyjMh1Z5CzeouNQQNocC8S5mlrpM1Z9gdYa45+r/giHHRGYC9uCTPQrESVZRoDlWKvSV2xsdcuAiYbElI89CmjM3pf55xjbNZGz0jAyaQyR77dIOS+gSi2qatHGIZGdXDVXQbglcMcd0bbV9USVRWS1hV0Q8Kg9NI25UGOgHwdu9SncoktMjA46R8SGsRpSi3qmo/yeVmKZdcMG03zektijVn7OM+bWXQMnrf2ue6Z4ln9lP12lveCcxS6AzAEfiw4Q2MwQBZE7vqStLQ+X04k+V42w/VYhGenBRYiIY4zNSbDPtLZGpNxH4fpKlNBH0/3soyHfeQOi4S8TqwDAUE2uLc8RqPa4eb1MZrFOs16lxs3xnj+8JjSUYX5pTj5sxrNagerTWH53Sm2Hh1zsHWGIMDCvWmM/oBBp8/ad/YQBIG5u1M0K02y+wX+P/beLEiyPCvz+93Nr+/7vsW+R25VWVtXAcNoNDKMGR4086AHtWECSdANNN2GhEmGwGy6hQwGGjCNmGHGZBImGNQGTJshjLY2Qauh9+rKrIiMLWPJyAiP1T1839frVw/u4UtmNVWVlT2SUJ43v3797v6/3/+c73xftVhn+7uHTK8GERFplodt5Wd9kBKa8uELOylcDSdc7Uab/XtHBCY8mB0qkioydSM2UFQGCEx4Wf/KNlpHwxVyEJoOUC3WKKZLGC0qx1u9LOL+vd71lmSRl/7DVZq1Fr64l/TJ8DmYvBHjwf+1RafdK/9cW050mm0uH6cpZXvAudvVOdk5x+axoloUmtUWyx+bp93qcLJzhtbpMnUjzsH93rOU2Ojdd1ESmXltgnqjTmDKR+poyLdbemOOtb8a6g5ZXRai8yFMNiN/9b99jT/553+ObJBZeXNhkP2JzIWeeh57x9dlc3NzYEp6HR+F+zPqlj45OcknPvGJ99z3e1V1npyAfpB1/r8YLwDPM8b3m8PTarVYX1/H5/MxOTkkzD2rjcN7xfPK8AiCQLlcptPpfGRy8mh87d99l//xZ38frc+HuTi8opAu44m4OdvvARa7x4on5MQdcVGvtpi9EaNcqJJPl5l7aXIAdq5j+bVZdu4PgZKiyqCKlK6GYGfh5YkxsOP227hIlgddXKpJQTIrxM1uzCYDAlBpa3QrHRLFNCazTNeiDHg8k1NetkZk95cXgzTbHc7bRRLHWTL+xgDsLEz72LrqDbJBuxWv1cx5psR67pKw185WcsjPifjtpJJVbnn9NOsaO8kM+UZvxrsY8rFVGa7rsyiUqxKLliCP8yWqVoGLdm9dAZ3z+hAoCOhctcbLSIoAU+oMzY7ESa2Iyejg7dzx4Hu/auWoNl76iJkdHNTGQYtO84nPOo12hayU46qW6+/LybJlFo0qRl2j0R2+YFXJRbf9NNcHzBzUj5k2rZJqPhwrc/kNq+xWHiMgMGte4KTxBMfIqGPUZjhuDZ+V/eohMd3PqdA7/sf1E1bt02yUTjCKBgRBYNm8zL1Mkr8sXXLLEeMb6UtEsixZgmxkk0QtdgrFFrudEnecIYqlJj8UnqDSbvPyVIi3D85ZifrYP8mwGPNymMgwO+HhJJEnGrGTTZYxGxRMHZF7D89YmQ7wYOMMl9OIRTWwsXlObMZHq9Rg/+ElNruRhVsx9h6csv3gDF/UhdNqRBZ1yrkKyZMc8zcjOLxWipkKBw96QGP61gSqQaSSrfB4bXgPvZNu7E4LJzsXTN+IcfrwnIs+H80/6cUXdXPxKIUn5OR095xmbdip5/DZicwFMJoMvPuXm4MXaD5ZJJ8sEpz2Y3GYsXusmGwmEls9/o2kSMzeGWaQAILTATwRNwaDxIO/3hnwfnrO7efElyNkznMYzSrLb87TqrdJbJ9icVoQJMic9MrBO9/qZQstTjOLr03Sbml4o+4x8cLF1+fY+ebw+bB6zHhjbmwuK/tvPx4DApV8lU5bY+vru2htjYmVKFaXhcxZli//L1/lT37jz7E4TPyjn/6H/OOf+YeD312DHafT+beKtX4v7s+Tys/XnV/VavUDeXFFo1FOT4el6rOzM8Lh8HuuE41G6XQ6FIvFj0x9+H9DvODwPGOMphvfLz6MEjEMy0Lz8/MDgcHR7xKJBDdu3PjQx/xkJBIJJEkiGo0+8zY0TWNjY4NiscgP/uAPPhdyMsBf/eE3+OoXvkPmssBVf4ZndVlw+h2cP0qNrbv85jw73xkvZSy/McvZoytsLgsmqxFFlbF5bFSrTfTucPCwee3kM9UeJ6vTQVQEdFlCkWUMBhVFkVCsKo16m06rQ6XUwBl2sjPS8rv4cpztnWHpaPZGiN2+qaIkibhjDgySiNNipNXW2EtlBwBnZSXM2nGf1CyAP2rDZlCRNIG2rrGbGw7Gy/MBHlz2tXaMBmZDbtL5GmeFErcmgwPuDsBC3MN2vgecAooJt0Hmca1GU9OIO+ycaENO0KrHy/6IRs6c0UpSzODV7dglB4gyu/XhACkLAgGLSHGkLf5Vd3iM32MQZVwGnao2LENGVC/Zzrh/kku3UZXGSc0CAk7FSb6dR0AgZgxjl0GkynlrXMsHwCzaKWtdmt3rzJIfs9Sm0LnEIUc4qVfQ9OF/ddo8zWX9kK6gYZf8JJsypU6FBcsMe9WR50gHf9fLhdi7BxbRSsQwxzfSF1S1NjbZiKqbOK+XkQSBaVOQ7UIas6TgFm0kyiVWnH4eJrOokkxYtnGcK/KyL8R6IskrkTD1Sgu3xUSuVMNkVNh+lGTO7+X0JE/AaaWea6B1uoSsFo6Ps8xEHZw9LqBIIjMxL3ub56hGmdlJL7vv9u7R/FIQqdMFrUtiL0lkwkOlUCXV978yqDKzqxFOdy/Ru13isz527x0TnvJisqgcrPWECQFUs4J/wgl6l0q6Su5ymPUThN4EIpfOoxplLg/SA9Cjmg3EFsIc3D/CE3YSnPJTTBc527tk8kaM1HGaWnH4bJgdJqZuxDCajWx9Y3cMPAGD8pbDayMyH6LdbJPYOSMyH+LiIDUmdAgQmvajWBVkWSR3XqLQ1woyWnul8OPNETL+pA9vzI3RbGT9K5uDCdZ1LLw2w97bh0iKhH/ag9lmonBZxhNy8vhBYiDseB3RhRCdtoYr4MDiMPPJf/Gf4Qn1iMbdbpcHDx7g8XieKjV9mHgy+6PrOrdv3+bg4OB9Feo7nQ7z8/N85StfIRKJ8Morr/BHf/RHrKysDNb53d/9XTY3N/m93/s9vvCFL/DFL36RP/7jP37m4/33HC+Ulp93fBjAc3l5Sb1e/0BE4+uy0JOaNddRqVR49OgRt2/f/tDH/GScnvbEyZ71j9doNHjw4AHBYJBUKsWrr74KfDS+DsCffP5L/NH/8GeDz2abkfhKFNVsIJ8pUs5WKaYr6HqP1Lj9BNhZeGWagweng5T69bL9jbOxGdry6zNj2R67y4JkUslnhnox0SUvp0cjmj23Y+yOCBtOLQQ4PM0Nsj+zS0F2E2lcDhNhnx2Lw8jDwytKfa7B9HKAvb4Gj82i0jBCtdHGaTGyNOHjcSpPMt/b/+S0h4NU7yUVdFu56FQxyjLLbi+SQeQ7p9egSycQsnFe7qXzo04bCa3IvM2DXumgKALbjWFW5OV4gPu5IXC4E3KzXeqBrrjqJm51sFfMkmz0jmPVbObxiAjgHVeQg/pIlkwQ8ZugrA0B0E17jMdP8GlWrDEO6+MlxwVLnKMnlk2ZpsbKZ8PlMxhEqHZOqOvDexIwLDy1DUmQmTFNcdUskXmP0ljUGKXdrZNqKuTbw5d4lABnDO+viEhUCVOoKew3irTpMm0IstPPXAVVO/lGl1K7gUU2YBWsnFZL+I1W6nWdQrPJXXeEe+dJvEYzYgMK9SZLdi8PLzPcDYVYP7zk5WiIzYNLbk+E6DY0rEaVSqmJKEI2UyFXqDHlsXF8VGAq5qF4WaJUanBzKUzhsojdasJqMtAo1jjcuUAURWYWAuzfT/QyJ5LI/M0IZwdJyvmeOvPcagS6XRLbZ5TzQ4KvJ+jAH3XRrDXJj3RYAQRnPAgSFJNlPAEHJyMkf9Xcs6TQ9V5G6Xx/nPMFcOuHl9BaGoWr4oDMDGDzWHF4bZztXaIYFSZXosiKzOn+BRNLEba/sfvUthZfm0XTuigGmYvD1ADU+Cd91Mo1KtnhOUXmgngivQzF5t/sMPraEyWR+bvT7L79CJPNSGwxgiSLnB8kiS2+976jKyEquSqukAOt1eV8L4nW1ogtRche5KgV68QWw/z3f/Hf4Az0OGzXk0Ov1zvGofmo0e12+YVf+AWurq744he/+IHG2y996Ut8+tOfRtM0fuInfoJf+qVf4ld+5Ve4e/cuP/ZjP0aj0eDjH/84a2truN1uvvCFLzyXRpl/T/EC8Dzv6Ha7tNvt91+RniJysVj8nsJ80AMJjx49olQqcfPmze8pc16v13n48CEvvfTSMx33aFxcXNBqtZ5JX6FYLLK1tcXi4iIul4u3336bN9544yOBHV3X+f1f+VP+j3/5V2PLnQEHilEmfTrMdqhmAysfm6dRayGIIs16i2Kmgivk5GjnYmyWNn0rRuIgPWhrBVh+bYadd4cvbUmRiM6FSIwoMs/fiY+1pFudKk1RotnoAV2zxYDsMFGpNPB5zHg9djqiQCpVIpOp4PFaKWhtmq3e+rPzfh5eDF++qzcitFoaQrvL0UUWo9dMutgbpGfjHh5mh2Wmu0sROq0uB+cZurqObhMpN/sE6JiPjX4ruoTAx6ZjnOfKPM4XAJ1g0MpZn49jMxjomNrUtd4x+c1mZEOHmMHDRblGo9uhKJQGnlsmScZq6lDVhjPuWaOBJEOS8W1HmMeNccAxa3WQbA75D3bJQlco09GH98Ah22h2i2McHwCv4n0KpETU6ECpWRIkZsxxWt1zjJKJs0Z6TNX5OsKGZapai0Y3S1UrjX2nCEYc8gxXzQzFJwjTC5Zp9vrZKo8coNQ2I+oGHlVT/Wss4tHtnPSFFKeMHg7LZdp6l6DRTrGuUWw3mbN5eZQt0unqvOyKcP8iybTdSSpTRUQkKFs4yRW55fWzdXLFy5EQGweX3IoF2N5PMRtyc3VWRBYEHIpCrdJhLu7l/CiLwSBhliSOD9IEQw6kTpfLkzxmi8pE3MXeWo84HIy6MMoSib6fldtnZXLOx/HWGblk75qoRoWZ1QgXj5IU0mVMFpWJhSCJnXMml8KkT7NjXnXxxRCNagPZLFDL1slfDK/txHKEfN8QNzofopKvcvLwAl3XWX1zju1v7g8mHZ6wi+CUj1ajRT5ZIn06zr8SRIGl1+eoFmtYXWbSifTApX3x9VkO7h2N/aej8yG8MQ9X5+mxlnQAm9uC3WPj/CCJra/23O10uXiUJDQbZP+dcXAOsPoDixTSJZxe28A6o7fvOfbfORyU1gAUk8LEzTACEunjLE6fnc/++S/i8PXECzVN48GDB/j9/o+UUX8yut0un/nMZzCbzfz2b//2c/Fr/DsQLwDP844PA3iuvaEWFxff8/tOp8PGxgYWi4X5+fm/FSRcG4W+lyrnh41kMkm1WmVmZuZD/+6anGw2m9F1fWCQ+qzkZK2j8a8+8wccvHuM1WWh3WyTTGRQTSrdbpdccrwzbeXNBXaeaGOdvTPJ2eM0drcFm8uCwWTAaDHQ7ujUq00a1Ra1ahN/3MPB9sVYBmjx1Wl214e8nUDcTb7UoNloYzQpWKwqoVk/1UoDvavRabeRzQaukhWqlTa6DvMvxdgZMRKdvhFkvy/nLysitpCVfKnGbNiD1Whg+2zYtbWyEmYtMUKCnnJzeJVj0e/Boarcv0jS6V/bW3Mh7l0OgdhU3MV5qcSKy0eh0iDRLNPq1/cXg54xLs/daJB7hXMkRFZsfpxGI99MnQwAzqvhIPcLw3T/q74gW5WhZk7UbKfQHfe5mlFV0gzvz5TZR7p9joyMKEgICMxbwhzU9kEYXvMl69RA9+Y6JowTJBrjZHSAkCHKeXO8nCULEvOWedKtQ2rdcdDiVSI8ruXR0bFKFoKqnctmf7u6gFOZ57B2hlO2YxAkMu1xztKCZZpqR2a9cEVb1zCJBlyKg5M+z8gsGbAKdk76mbMJHOy3emB1zupjL1+go+vccYa5l7xCFkTmzF4eZrLc8Ph5eJbBbTShNEUK9QbzNjd7FxleDofYeHTJ7XiQrb0kQbuRWr6NKIiEbL2y1spskEc7lwjA0nSAhw/OMBgk5mf87PTLWrMLAfIXBfJ9U9GXXp1Cq7fYe/eYZqON3W0hMuFhfy0xMAZVDDI3X58ifZIdWEdAj6M3vRoFuqhGmd23D8cmFOEZP2a7SrvT4nTzku4TJSFfzEN8Kczlo+RYlxZAbCFMIV1ClEQiswHq1SbHm6dIssjkaoyD++OZvsCkj/hSmKtEmpOds7FMTXwpQuokTbPawtn3+Go32xTTJURJInl0NbYtRZWZuhGn3epgtpvInOVIHfee7ZW3FgaWF9dh99hYeHWacq7KycPzsa7RydUYl0dXNKtNgnM+/pNf/8dEp8J4vV6sVisbGxsEg0EikQjPKzRN4zOf+QxWq5Xf+q3fegF2hvGiLf3/yfjbSMu1Wo0HDx4wMTHxFHHsveJ5EY2fZVu6rnN4eEixWBwjJ8OQE3NNoPsw0ay3+PxP/hve+fK4AWRwyoeoyCB1WYhN0ai0SB6nmX1p6imwM30rTmIvSbvVoVFtcnWaIzTtp3RQozbSuhpbCHH88BKx28VoVlEMEpPLES5OcgQCVnR6A7+gyshdHa2r0yw1mFkMsfX28WA7M6shDg6GWYhAzDYGduaXg+z0wY7HaWF6xkuhXKeWrnGwm2J6OTAAO2aTwmF6yGNZmPCiKgpxo43D4ywri8EB2FFkkcfFYYlhPuDG4Rr8zQAAIABJREFUKhi4qomsFZLcnPDTqo08a4bROYtOs9vmFWuMw2yeh+UsFqc8ADuSKPD4CZJxqVsZ+xw1WyhU0gi6gEdxEDA40fUOrqaTSqtFXe9S7RpJtV109N4xy4JAtVWi2LFjEGTsihm3YibfFAgqqyC0qWlZSp3smAP7YJ9qjJPG+VPLI2qc9dI+qmhg1rxCqrWHRgdRlyh3xEHWp6JVOazVWLQsclLfI2xcZrPcu5eFTglVVwjIHlJaP8OgC5TbKp2uRLufkap3Wxi0KgHVQapZpKa1MCoNPAYL2VaVBEVeckZ4XC7SrjZZVdw0uyL1Wpcf9ExyVakiaQJveWM0Oho/GJ2g0myiOCXOUyUStSKTfifvXlxyZybI+mGS6bCFk/Mq8YCDarbOSb7EwkKA7b0kU9Meiskym/uXLN+OcPwwydbDS2ZvhMmeFTjcSzI57Wd6zs/5QYq1rx/0TEZvx9lfO6GUq1LKVfEEHPhCDiq5CpIA97+ygyAKzL8yTb1Y53T/El3XyadL2BwmCqkSkaUAudMClb5dxNVplrlbExxvnDNza5JOp01i+5xup4vRqqIYJe59eQMA/4QfX8xN7jKPxWHidPdywL8ppvv6VRE3kbkgtVIdg0mhNeJ55426eOdLa8DQHLTT0ujqXU52zmj3s6+FVJFCqogn7MJgVDA7zCy/OU/qKE32Io/BpBCdD7N/bzwz6Y26mbwRJ58sIBtkOq0hbSG6EOLelzfQdR1JlgbeXLre5XDtmGatxexLU/yzP/uvMdpUcrkcFxcXpFIpLBYLgiDQarU+slkzDMGOzWbj85///Auw8wHjRYbnGePDZHjK5TJHR0fcvHlzbHk2m2V3d5fV1VUcDscH2tZ1NuVjH/vYhz7mJyObzZLJZFhYWHjfdTVNY3NzE1VVWVxcHICaa3Ly7u4u+Xweh8OBz+fD7XY/5fXyXlEp1PjXv/CHfPPP7o1lXKILIXKp0hixEUFg+c05cpcFHD47siLTrDURDTIne8kxM1Bf1EW7o1PMVsaW1ZtdKiPKyjO3YjzeTQ73LQjM3pkYWEtAzzX98NHVYDZpd5up612ajd7L0GQ2ILtM5PM1BHQcDgVP2IGoixTyDTS9S0HrDEpbMzM+dpPD9P3KapjNkxTzIS+yBkW9TaIvSOhzWbjq1AeA58ZskHeTSRY9HtSuhKbqbCX7WSRJQLGKlPtp/rDDxqlWQEJk1enDoRj5evJk8Ke+HfazVhqe522/n83KEFjM212ctXulAatkIqp6MCsSuWaTk2qRutbmVV+QjdIwI+RUjHSFKp2RMtWC0UOiMz6zv+WIsVsdn73PmSOIYherLNLoZsl3evt+r+yOhIRJcpIb6djyKC58qgFZMA1ayp+MZcsKO+UEDX2c5GoUVQIGN2f1JD7DPJulXrbvhm2SB6VhxslncFBraxT7/mdRk4d2W8Iu2Tkp13BJNtYzveO+YfaymcshALNGB4+KZYIWK62yRrHR5G4gyHoiybzPzcVlCa/VTNhipd3u0KrU6AoKHpuF3cMrrGaVbqVNodjgxlSA7a0LPE4zVlEmky4zM+FBbunIOrSbHRQRdu71jjs25UWrt7lM9J45l8+KP2hn790EvqAdt8dK7qqE22dl/93jAWEZYGIxhNNtYe+dwzHNG9kgMb0aA3Qq78HXsTjNzN2ZoF6ps/f2IU++ZpZen6WQKuAOu8gn81z0S8lOvx2jxchlv6vRYFKYWI4iKRIGVWLjr8ftSABmX57kdPei1/llM3Px+IpCsoB/wkun1XnKeyu+HMUbdZE7L5B4OGyfFwRYemN+0M2lmg3El6IoqoxskNn466eVvWfu9NzhbS4rt354mf/iN/5TLI5ea3in02F9fZ1wOIzNZiOTyZDJZNB1HY/Hg9frxW63f+gJoqZpfPrTn8bhcPCbv/mbL8DO0/Eiw/O846O0peu6TiKRIJVKcffuXVRV/b7s9/3ig7a4NxoN1tfXiUajY/XnUb7OwsICuq5TLBZJp9McHh5iMpnw+Xx4vd73nNVkL/L8s3/6O5zsnGOyGQnPBDBajQjA0c4ZteJwgBVEgcXXZ9n5di+zkzzuZSKmVmOcPbpAEAWiMz4sDjOqxYAgSRQyZQRRoJitYHNa6IoSlcIQAIWnfJwfZ8eA1srr49YSbr+Ny2RpOGALAqrTQPGygtNpweky4w07qNZaeMwqycsi4YiPnd0hkAjNOGgmG4PzKGs9YCYKMBv1InbAriscHFyxMOsnMTJA+wM2Lk57pRKjImGSZKYMdg4TWcIeGyf5YSkn7jSz3xgSNWNuK6G2hUSmyPZJhoW4Z2wGU3miRbwlDLMriiARNjmwS2ZS1QaJYoFIQObb6RG1allhvzL+opu3e9gqj5eXqq0yjIzJIpBtP+11haBzUB0CG58hzqzZS77zNPl1wjQ91hVGf5udrgO7bMckmql3a2PfW0UbW6UUFsmJQa9RGimDNbpNLptZpk03+FZ+yOfYLB9z0z7JRh/0pFtFYkYvLb1DSPXQbCsIXZnvpFNoOlyJdWbsLg5LebZrWVZ9frbSaU7bFUImE5fVCnGLmWpLYO0qxUrYx85FmhtRPw+Prqg12+jVNtWmxnLAy73NU25OBdnbS+JzWpn3u0lflHhpKcLZowylTovZqIe99V631syEl/0+kXjhpTjnB1ecHmWQJJHlV6d4vHVGPl3BZFS48do01UKVvbX+uZ3n8UY9+AJ29teOcXqsiMD63+ziDjnwTDjJHOdpVJp0Whp6V+fs4BKz1cjKWwucHyQHxOHQpHcAkjwRN8FJH5mLHMnHaSZvh3n47R6ouHzcAzq+mIfIXJB6ucHu28Psbave5nA9wcIr02x944DJGxNYHCZSiTSZ0ywLr85wcP+IrtYlMaKTtfLWArIik73IjwEei8OMrnd59//c7D0TTgvRxRDoIKsKW18bAqpmrcXB/cesvLXIxl/vEJ4N4A46qeRrJB6eMXtnkuOtU9rNDoFJL//lb34cs71n6dDpdFhbWyMWixEMBgGw2WxMTU3RbrfJZrOcnp5SLpex2Wx4vV48Hs/35G5eh6Zp/PzP/zwul4vf+I3feAF2PmS8yPA8Y+i6Tqv1dPr9vaLZbLK1tcXLL788UNcEWF5efqYH9lvf+tZzyfA8aQnxvdbZ2tpiaWlpTIfh/cjJuq5TrVZJp9NkMhkEQcDr9eLz+bBYLJzuXfDZf/I7Y2RI6M3WEtu92nx4NoDNZaXT7mC0mdn42ni3xORqlGQiO9bCanNbMTnNXI0QnM12I8GpAK1GG6NZRTZIqCYDgizRbl9renRRzSrNdhdd7832EASMNhPNRhu9q1OpVDDaVbLpFsVclXZbY2Y1zMHjIadlYtbH0WV+AJBmFvzsno1YLUzYQZIwywbOL4uEpzxsHl23pQv4YnbOs73U/nV2J+6y41KMIAvcPxsCqdX5IGsXQzAQDNk4L5ZZdnuxCDLbxQy1di+rFHJYOesMLSgmXQ6ORngrMZudMhWmTT46LUhWKhTFGs3uEBAveG0cVYe/ecUbYrM85PdIAoQtKtnWEFQGBDNFaZx/FRPsXEnj9z2oukm3ck+Rj6dMYY7qF4SNHgKqmXTrCNAQMFPWxsttAGHDLPvVU2yymbjZyekImdojzXBY67vG6waCFjuXreH1CykL7JQvmTEH2auOe4YtWeNs9W02PIoTnxTmm1dng3LgHWeUd676xGCDCbGrcFWvYpYUfJKVRKmI32RBa+jkGg2WbE72UyVUUSSomDgvVrnp97J9nCFot9CuaFQbLRa9HvaOrrgxGWB3L4XNZMBrNHF6mmdhysf5YYZGo8PqUoi9B+d0tS5LiyFO95LUa23sThNBv52DzTNkRWRpNYJBFFj7m6Eb+fRyiGalyfm1lIIssvrKJFqrJyo4mjlVzQZmbsYwKCJrX9keu/aiKDB1I4bTa2Xr60+3litGhYW703S1LleJ9BhJ2TfpopKrUy81cIechKb9VPI1Lh6nmFiMcPDu0xm7239/iWwmj1bvcjGSYYothskni1QKPfDv9NsJzQTodrs0Ks2n3NMlWWT2pSkO7h8RX4pgcVrIXeS5fJwaU1wejZW3FvqEaQGzzcgv/sHPDhSW2+026+vrxONxAoHAU78dDV3XKZVKZDIZstksoigOsj9Wq3VsXNU0jU996lN4vV5+/dd//QXY+d7xgrT8vOPDAJ5Op8P9+/e5ffs26+vrBINB4vH4M2drnhfgqVQqHB4ecuvWrff8PplMcnR0xK1bt8ZceEeN7j7oOTSbTTKZDOl0mkf3j/n2v11HFGWKV+VB58XCa9M8eveYrjZ87CRFYubWJPv3j7B7rfhjHlSziiiJpC8LpBLDQdPiNGH3O7kcUUeVDTLxxfCYuahqUvDGfZyPAJXghIdCoUFjZJBeem2Ghw9G9DriTq4ydbRrRWS7EdFqoNjnMvS8tOxcXfUyBwaDhC1sw2RQsJtUOm2NRLZEpdrLrLhcKled9gAcLS8EeXDWS+W7zEaWpvycpAqcZUoIAvgiNs77GR23zURObNLuH8tS2IvRIJPKVrgsVbg9FeReavgSuDMV5J2rkVb0uJ93c5fYZZU5swezQebbyfMB7+ZuOMi9/PClP2N3ctoeJyvPOq2c1YeZmhuOIIcjej0Atx0hdqvjRqE9h/XxEtWk5OOkO04qjRsDnDTGu22MooHb9mkumkeUnjAbjahx9irj6y9Z42TaJwQNcR6Uxo9NEWRmrUGO6sfE1EXe7ZO1JUFkzhJmtzJ8MYoIzFkitDtG1rMZmt0OtxwR1vIX6P3x9SVHjO+me+c1YXGSrNSpdzr4jRbaDZ18o8GM3cVFvkKjo/GqP8z94yQOgwGlpVNotFl02Dm4LBF3Oyjm6rTbGnMeF/tHaVYm/Bw+ukKRZCbcDg4P00SDDlrFJrlslakJD8VUmWK+htdrxaYqJE/zxOMebFYDyUdXpM5692ti1k+n2Rr8BwRBYPZGBEWE9EmGdH89s92IO2whf1amkq8RnvLR7Wgkj9NMLIUxmg08Wj+m09IwWlTi80H27x1hthmZWIlSK1ZJPLzA4bFic1vHWtEjc0GcfhvoOgf3j8a8vABMViORuSCKQabVaHO8fUqn1QPgyx+bZeebQ9sRh89OeDaArCoktk4pZcazjNelsuxFjonlKAazgdRRmmKmzNTNOAdPcHkAbv/9FVrNdk/IcOeMdv/45l+Z4XDtGK2jcfOHlvnv/uTTqOZelr7dbrO2tsbk5CR+v/+pbb5fNJvNAdWgWq1y//59nE4nP/IjP8Iv//Iv4/f7+bVf+7UXYOdvjxeA5/sRzWbz/VeiBxC++c1vIoriUx5TzxLPC/DUajX29va4c+fO2PJRcvKtW7eQZXmw/KOICQK8/RdrfP4n/zWt+hBYWN1mJm7EKOZKNMttMqe9wVYxKsSXohyuj3ftTN2McfE4TbPewmw34Yu6sXusKCYDxUyVfLZMPlVCkETm7kwODBQBBElk5macRyPCgVaHCaPdQmakE2zh5Qn2tofZFKNZweS2kU0PB9K5l2LsjRCVV+7GSWcrOG1mFFFAsRrY2D6n1e+CWbodYXNkJjq55Gf/tFeaE0UBh9+I12yCjkCx1iLZrKL1y21LM342RlSWb8z1sjtTdisOxUxd0ti76oE/UQCn18xV34LCrMhoFp1qn3PmMCjM+jw0Ghr7mSyKLIGpO/gedCIeK+e1Ybvxq8EA68UhAFiwe0g84a11y+XloDq8ZjZZRRAatEZE/yJGN5nOOLBxyBbqWp0O4+XVGVOYwyeAkUlU6eoSjW6LJWuEhn5FoZPrGY1KQZLNp60lJoxhurpAovG0aKGAwG3bMl/LjZPgJUFk3hLmYR/0mEUjLiFCS4Od0hBUveSM8U7uvL8tWLaGeZDrfb/qCLCVydAFZm1uTnIl2lqXl31hTrIlVEkibnRwnClgRKfVgEKjwazVxn6yRNhmophv0u3CvNfN/lGahZiP0+MsWkdnJe7n4c4lDpsRj9nE2XGGeNSN06hCW6NWamCzGnj47glaW8NsUZmc9vLw3jH0s5jzN6OkEhkcThN0dU72k8zfjJFPFQYTEehNElZfm+HiIMnF4RMt3y4LMzdjVAvVge/UaMzfncJkMXD5+IrU8TgpfvmNOXbfPiA8E8Dhs5FKZMic5XD4bMgGaTAWQE80cGI5itlpYvvrD2nVxgHS7J1JTvqAamI5gqIqXDxKIik9H6rME9nkXsZpBh2o5qtjfJ6VtxbH9HcMJgMTSxHsPjuJ7VMyZznu/IMb/Lf/+6dQTb1y/bU6/tTU1FOCsc8S3W6Xr33ta/zpn/4pX/3qVwH41Kc+xY/+6I8yNzf3d8Lq4fsULwDP9yM+KOC5uLhga2uLt956ayxT8qzxvADPaKntOq7JyUajkYWFhafIyR8F7Hzl336D3/253x/TrwCYuTvB4f3h7NviNBNbCGFxWkif5bg4vBq0zk7fmuDsUXJsNmi0qAQmfZyM8GYUVWHpjVmq5UavfCUKdLUuZqeV1FmeWrVJvdKk1eoQXwxzvDccxIMTXvLFOs2Rfcy9FCfxOIPFqmIxG3AHHTQ1DQGBdrONQVXYPbyi3Z+B+sMOrqr1gb1EOOLkrFih2x9QZ2b9PExmcJiNTPodmC0q7+wO/bRicSuPr4XTBAhGHZzmeoDMazHissgUahrpcp14wMnj6jDbsRrzs54dgorbE0HWM0mWnB4MXRmDQeQ7o9meyLgQ4ZLXw8Pq8PdWRUE0tGh0h8Dlri/AVp/Ya5VMhIwOFLFLs9ZEkQ0YVSNOg4Fqt0nPQEIHdNyqQrqVo96tUuqU0AWdVdsUO5UnumVEO5nuuHYOwJJletBhBb3W9CVbGLMo8KD89MsWIGiY4KiaYlp2cU7yie+CHJSrLNsj7JSPx9rmr0FPqlGl2jRyUS9hFGXCRiePKkMwcNsZ434f9KiiTEhx8qicRxVlXnPFqTY0Gs0OZsHA+mmSjqZzNxhi7TiJLAjEVBOnhRrTXhfJZAl0uBEOkEyXsBtl2uUmAuAymdA6AibVgNDo0mlrWI0GcskytWqLgMfKzvopoiiwvBRmd+0EXdMJRV0InQ6Xid4LPz7dIzFfHGWYmg8gCjpGo8zjjVPq1d5ERBAFQlNOtIaGiICIztlBqt+i3mutPnxwArrO4t0pHm+c0Ky3mFgKY7Yae59rLeZfniKxczoob0Xmgjh9ds4fJQlP+9n+5njrN/QIzYrRQPLx1aBNHAARIksBzrdTSLLExEoEo0Xl8jCFP+7hcO34KdVj/4S3V+a2GClcFTjrTzhUi0p4OsDR5nAyZHVaiCyEsHus7Hxzn2pxnAO29MYce28/otvV+Qcf/wF++nd+HEXtcW6eN9i5Dk3T+Jmf+RnC4TCf/OQn+fKXv8yXvvQljo+P+cmf/El+7ud+7rnt6+9QvAA8349otVrvabJ2Hbqus7+/T61Wo1ar8eabbz6X/V5r3nzUtOZ1+vVaIfmDkJOfFez84Wf/HX/6+b/AHXISmPTR1bqkjtO4Ik6O1sdr6maHCbPTSPa09xKXDTKhaT/+CS/1SrNvN9F74ahmA6HpwMA1/TqW35pn5+3vbSR6HUuvz3K0e4lBVZAVCZNVRTaqlIpVOu0OAiLxpTDb66eDUpsnYKPa6VLvD+KyQcITdXF50c8QCRBbCnA0Um6Lzfs4OsshiQKxoBO330o6U+HsooBqlMEmU+qXugI+KxeN2gAcRX1mzhp15j1uuq0uHVocFIbk5OW5ABuXQ8A2EXVxmOvNjCdtDoJOK/tXWfL1BoIAHp+ZZHX4+7jfxnF5CJhuhn1s5IfA4NVAkPXSKT6DDZ9iwySqNPU2+WaDZL1CQ+vwij/AenGYNROBkNXMVXOYEbPLKl2xNXBkNwgSEZMTj9GAIuq09CrpVoo2HRYscfaeKIUZujJdJBqMz+xVQcEo2omY7JzUj+gwYiNhmmKjNGIDYo1w1bygobcwS2bqbeuAc7Rii3JYO0MbyTRFDH4MXRf3CsNn1CarOGQzJ7VC/1wFFm1BNospRARuO6LQVFi7vKKpadz1hrjf51q94g9z/7QHzFfsTnavilgMCj7ZxFmuxHLQx0EigyQIzHvc7J1kmA97OE3k6Go6E04LJxdlfE4TWrlDudxkeS7I4cMknXaXlcUQB9sXaG2NqSkv5asy+UwVSRZZXA6xt3aCLIvMzAVQJIHD9ROq/e4rq8NEfMbP3rvHaG0Ng1FhdiVMu96iUW1w8sR/LDLjJzjhYedbe9RKjbHvjBaV1TfmSJ9lSGyfM9qmdd151ay1sNiNnO5eUM717kF8KUz2PD/opAxO+fBE3JQyJQwmA4drT2s0zbwcp1Fq4vTbKaRKnB/0rm9oJkCtWKM4Ut5yBRxEF8MoBpnNr+8OylTXsfyxXpeWKIl9Po+Z7Hked8jJw28foOs6r/7oHX7xD34WxdDLfLdaLdbW1piZmXmubuKapvHJT36SaDTKr/7qr46N981mk2Qy+YHtiv5/Fi8Az/cj/jbA02632djYwG63Mzs7+9xayQG++93vcufOnfdl9L9fdLtdvvvd7/L6668/Mzn5/aLT7vA//ez/yl9/4dtjyw0mBd+km0a5SSDup9PqcHF4hWIyoBoVUonx1Hdo0c/VUX4geGayqkRmg9g8Npr1FuV8jfRZlma9zcpb82w/AXYWX50ZqM9ex/Lr40aigigwfTPO4QjfJzLtI5WuDDI3giQQWwyRGOH/LN+dYGtr+JvF21G2+gJrRqPM4kKItt6lUWtzdp5nes7PxuFIKexmhPXDER+spQBbJ1dIgsBcwI3JauDhSZpGq4MiAVaJWn8m63NYuOrWBuTZ6YCLbLvOjM1FplDFalbZzI8ca8THRmFETdrrZrc6/N5rMlEQaug6TJtdOCUzutTlUSlPvtl7qb0aCnEvNwQABlHEZOhSGyld3XD62a2O+2bd9UR4UBy/B7edUTZLw2WKILFqD6FKOiUtS6YzfA4WLVNslZ9+4c2bp9jsE4r9qgO/auC0cYpZNFJuytQZ59qFVBeK2EHQnew90WW2YA1x1kjS0jtE1ADHpRYNrc2cNTCw3wDwGCwIiFz17TfMooFVW4z9TJHLapWYxUGh2qTcaiEJAot2Lzvp3rnc8QR5cJFCEgSWHB4eJrN4LWbkpk6mUud2JMjmYRKjLBO323l8nmMx4iVxlKXb1VmO+ni4n8JlU5EaGsVii2jQRjnToFJuEo+5qeer5DJVLBaVWMjJ0e4lk5NezKpMJVfluK8gbnWYiE152L1/PCjnWJ0qswshTnbOyaVGVJQXQ8iyyOH6CdG5AI1SjfR5HtVkYOpGlHKuwtneJWabkfC0n0fvHveeqYiLwISXVCJNu9nG6rRwtjd8NkRJZGI5gitg52jj5Kk2cpPNiC/mJn9VJDLXI1hfu7Evvj7N3ncejbW9OwMOpm9NUC/X2b/3eJAd7p2bBWfAztne5aBMpRgVkkdXBCZ9PPz2uBAm9Lz6UsdpApN+ovMhfuq3Po6s9MBOs9lkfX2d2dnZj0xVGI1Op8MnP/lJJiYm+NznPveCs/Ph4gXg+X7E9wI81WqVBw8eMD09PWhJfF5lKID79++zurr6odrZ3yuuNX2mpqY4Pj5+ipys6/rAL+xZ/nDVYo1/81/9IamTDMnHVxSueoOnxWXB7FBJH4/X1P2TPqwOC0arSrfTJXWSoXBVYuG1WR6tJ8bUXRVVJjDt53zE10oQBG79vSXKhRqq2QAINBstVLPK0V6SRnX44pu7M8Gj7cunvbXeHb58zVYVk9tGZmTQX3ltkq2NYcYgNu3lNFlCEAV8XisOhxGDzUiz0aaQq1Ep18GmUuyrsprNBnSrTLnSy+Y4nWZKwlCjJxJ0YLKqGEWRxHmeUNDBdnIISFbnAqydD895Omxjv1TGKEssub0YVJl7iQu6/fOanfCymxmChvm4h53s8PPNqI/1bN9Hy+xgxunmqlbjcT5PvdPpZRlqw/0L6IScZpL1YYfUvGrhiPFOrBtuH7vlIUCQBAiYzKRb5bFtRcx2Lhvjv73tiLHRB0Yho5Oo2UJdL5BrV6hp45kEq2Ck1NFpP8H/WbaGaVVqHAnjz9h1LFrmqHZaY23w1zFjCYCuc1hqUOn07pMiSExbfDwsD699yGin0u4QUJxkKx0q7RYmwcBlrXdtlpw+9jM5tK6ORVHwymZOiqVeGctgIVGqYlYUAkrPYiLutFMs1Kk22rwcDbF+cIlFVQiaLCSShR7o6fN3bkwE2N69xG5R8RhVzk4L2K0GDJpOPtfEZjUwEXQidXTajTYGWeR454J6tYUoCizejPJ442zQgRWKuxHFLp1mE1mXOD+8whty4g3Z2X/3eKCeLMkiq6/N0Ko1OXj3iHZz3E9w+fUZFEVi7+1H1CvjJf/IbACTTUUxKJw8PKcy4t+1/MbsoB19ciWKalE53b1AEHqt5JeH47wvm9vK4qszFNLFXmv4SKYmOOsjd16gVW/3tHSWo8iKRD5VRBCEgcbPdVx7aZVyFVwBB+VchdOH5z2vvhHF5R/4p6/xmf/5p5Dknr7YdUZ8fn7+uTqJdzodPvGJTzA1NcXnPve5F1ydDx8vAM/3I94L8KTTafb397lx4wZ2u32w/Fvf+hZvvPHGc3l419bWWFhY+Mh8IF3X+epXv4rD4Xju5OTMeY7P/se/NSZRH5r244t7KJVLXO6mxxRUo/MhitnqILV9Hbf/gxWatTaiLFLKVrg8ukI2yPgnfZztPTE7f22GvXvHY8smlsMkT/K0Gm2sTjM2l5lA3Euj2UGUBARBRNd1FIuBTLqIKIgoigFd13EGnRTzNQRBQJIEVIuK1r8+elen29XpCALpVIlSoZcVmbkVYX8EhC2+FGNrhFu0fDvKxv7w8+KNMKepAnGvA73dpaPAw0QPYOgkHi8MAAAgAElEQVRAeNLJSboHCBRZxOhSyVV74MlmMhAJ2OnWOyTSJUyqRE4Ydn1FPHYSjSFYizhtJEaMMt1GlYjLhqLJnBVK5Op17E6VTH0o9ngr4mM9N7zOqx4vO090Qs277BzVhsAiZLKR7RTGBo8bjiC71XG15CV7kP3KOOCwS0baeodmd7zUcMsxQUVrYFMEThsng7LTvGV6LEM0ODfNQhmBKZuTw/r490GDj6NKDU3vcssZZXuEEwTgURxYBBcn1RwVbfjSNogyEyYPe32rDrOksmiKcT+ZpNb3JgubbVSbHYqt3u9e8oR4t19u9JvMNKttSp0ONoMBp2DkvFTGazYjNSFTrbPg9XByme+RmyMh1h9dYjMa8CgmztJFFiJeLk7yiAgsR31krirYTCo2RaZb76B1ush6l4PNJO12l8kpB6f7WXRNx+2x4rSrHPWJ9k6PBb/PzsGDU8ITTrRWC4vFTK1UI3k0BMWekANfyEmtUKFVb3HZz25anWYmFkNcPEqRTxVZfGWKw/UErUa7n/WJUS/XSWydPcXlkRSJydUosiyhqDKbf/O0oKA/7sHmsdBsNSklqxRHGgaW35wfdGmpJgMTKxEkRaKrdTnaOBlrioBeY4TRomKymnB4bGQvClw+TvW6QG9PPEW2tnmsLL46Synb89B67R+9xM/9q/8cSepN/K7BzsLCAi6X66ljf9bodDr81E/9FDMzMy/AzrPHC8Dz/Yh2uz2wZtB1nePjY9LpNLdv335KaO873/kOr7zyygdSH36/2NjYYGpqCpvN9szbuCYn53I5fviHf/i5kpOPtk753D/5bbIX4+JywRk/5XyZWqGBbJCJLoSw2M0IAhxtnVEdVVWmN7u6Fhq8DrvHSnQhBIKA3tUpZsukTrJM3IhwtHU59sSGpv2U8uPWEp6wk1Zbo5wfEhLDM36ukkU6rWEGafn1GXZGBAgtNhWD00wuPQRkS69MsbM5fInP3QizO2I+GpnwcJotDbg4wZCDy0oNk0Em6ndgt6qcZ8uc97vDJiY8PMoMr9n8jH88uzMf5MFZklmfB6ukoKgS3z0e7n91NsD6xRCMzIbs7JaGAOfWVJDDQo4ZqxutqWE0ybx9OQQcN0J+1gvD37tMKiWxMVB5BrgV8LFZGAKgKauDs/Z4Z9Sr3jBrxfEW8GWnl4MnW8bt/qeEC+84Yk+VvYyigizKlDq9++gxWJi2OKnqBc7rxUEr/XXoXfCKXs7bves6LTkpSnkatJCQsIp+Tkfa6W85YuxVTujSxSIZETQHF/UicbOLcrs+UFUGMEkKQdVBWxPIV7qkGlWWHD72C1k6/fs8Z/dwUirR7It6vuKJ8E7f+yxutpKuNOhoOiseH0pLQBJFDF0Rrdal3mhjUw2k0xXaWpdJj5OD4wyqImMXFc4uC8xE3Fyc5Gk2NW7Oh9jZPEdEYHU+yPaDvkL0UpiH672yTyhso5qtUik2e51ZS0FOdpO9lveFIK1Gg/xFnsJVL+MiiAILt2KkT7NkL4uoZoWZpTDJRIZgzM2jteMxbR6zzcjCnTj5qyJHG+P3HeD2Dy3Sbra5fJQilxyWqxRVZmo1xtHmKVOrMXRd52jrhHajTWQ+SOGqRCXXPyZBILYYxu6xIikSD776tOrx/CvTHG0kCM8EsLqspE+zXCXSeKNudF0nez4+HvniHqILYYrpEonts7HS16j+zn/0E3+Pn/6dHx9kuev1Og8ePGBxcRGn0/nUcTxrXIOd2dlZPvvZz74AO88eLwDP9yOuAY+maWxvbyPLMouLi+9Z/nnnnXe4devWc/FR2draIhaLfWA7iidjlJx8cnIyKLU9D7Dz7l9u8s9//F9ishoJTvW4OWf7F3hjblLHmbGsDsDCKzMcPkggyRLR+SBGq4lyvoLD62BrRGcDwOIw4Q67ON0b54asfGyeYq6CzWVFlAQqpRrNRotKqUmtNNL+7jRjcphJjwx8Dq+Vtg610nAmP70a4egwM6bAPPtSnIMRu4np5TCPjzKDbIrFbgSTQqlfuhJEgeCMl+RVkZDPjsNqRDEbuEgWSKV6ys1Ty0EORrpQ4vM+Ds/74EEAZ8BIutxEFgVm/W5MVpWjyxyFSgOjKiNYRMqN3vlZTQaahi71vtCgw6xSltu0tC4OSSZiNNOUIFEoo+k6kihgdapkR7I582EPD/PDmf3daJB3skNA5TdZyOvlAV8I4JVAgPXCcB1VlLCoAuXO8HpGTQ5ST5hzRkxOks0n2oQFCaukjAEM6GV31opPZ3Fu2ycRBI3T5jn17hDUzhljbJbHgZRLMmEXdOSukX2t+OSmWLQFSTUy2EU/e+XhPYmanNS1Jvn2ECDftE5yVWnxqDw8/tuuEOuZy4Emz01XgM1suidiCczINhq6QNhsx6BJbCRSNNoaM24Xl5kSzbbGvN9D4jxHR9O5Ewuy8SiJKAishv1sH6ZwWozYRYXLqxLT4Z7icr3eZnX2/2bvzYMlSew6v09mVlbWfd/Hu++rj+m5JI0QiNOMgzAsa2uFNAohCbwIDRIQyx2w7LLB2uGVgQ1vGNvg8O7aG7AbrAkJ8K6xFNJomJm+u9/9Xr+76tV930f6j6ququw3izTT0wZM//7qrsyqzHqZlfnN3+97BNjZPKfb6bIyH2RnPUan3WVmykvqJE+5WMdk0hMNO9i9d4bbY8RikRDbcLTR+66STmR+LcLBveOBUkvW61h7fpLEQZLT3SFYNduNjM8HON6M4XBbqJfrAwNR/7gHd8DO4foJ3U6XyLSf3T6XRxAEJlYiGIwyydMsJotygQhtMCssv2+WfLrAwZ1jOq0hmNUbZcYWw+zdPCQ47ccddJBLFDjbPWfxhRm239y7oACde3Yag1mhmC5xtDGUncuGHofwYaq6YtITXehJ2fVGHXf+vAeovvdHv50f/+Irg2vhkwQ7n/nMZ5ibm+PXfu3XnoKdx6ungOdJVKvVolqtcvv2bcLhMNFo9D+57s2bN1lcXMRoND72djc3N/H7/e9qbpzP51lfX2dpaQmn0zngFr0XSqz/6/e+yr/4wv/WdyAd1uTlCLVyHXfA3SM27sRRuypL75tj6y92Bx0QoJeX9b459m8dEZoNYLYZqVUaFNIlDBYDZ3vaLsHC8zPs3jzUfIYzYEeQJErZCg6/FcUsI+gEDGYD7aZKu6VSKdaoVxsYnWay58OujTtop95WqYyoThafm2Tj7kikgs2AZDZQ6HeJjCaZ2bUIpWIdRdEhAgargcPjDJl0T4o+uxRkcySteXrOx/aIA/PMjJfN+IiqK2hCbzCgSDJHZzkmxt3cPh7exNfmg9w8GQKwS7NBbpwN///cTJhWu0uhVOcglWN1wset5HD7s147m+Xh03bEbuOoOQQCogBup4FkbcizeC4Y5FbmDLdkxGO0YpRkJB20OyrNbpdGu4PfbOSwkh+AIlEQmLTZyDSrKJKELIroRLAbdMQbWTKtItU+WLlkj3Dvkc6QjIhJNmoAB/S4PfFqiQ4qFp3CtNHOcfMUSZTQqWayrQqPVtTgwSpauFc+1sjPH9ZV6xybxcSFbYWNduqdJrlWlRXzBG8k4jj0BsySwumIV9E1d1hj7njNHWYnlyGoKtTaEmYUdtO9Y/xMMMito97xXPH72DrpZbWthXys9+MWnhnr8XgkUWDR72HzIIXDYsCGTDxVZDzgoJCsUq40mBv3EjvKUK+3mRr3kDnLUy43cDlNOIw9Xx6b2YCgqhxunFEp9QBpaNxGPl6iVuo9iDwkMVezZdRul+Ptc2RFx+xahLPdxEDxJEoCi89M0m21yZ7nOT/QmlJGZvw4vJYe0FjXjjIDk15Qu9g9VtqtDgd3jwf8vIXnp9m9/oBOuzPw3VE7Xc6PUjg8do42tIpO6I29W/UWlUK159Le70iGZgKUcmVK/Tw9i9Pc6w6r0G532HskiR1g7FKIk7sxgjMBPvjDL/CRX/gvBsuq1Sp3795lcXHxXT9svl21220+/elPs7CwwK/+6q8+BTuPX08Bz5OoVCrFvXv3Liib3q7u3LnD9PQ0Fovlsbe7s7OD0+l8x34P8Xj8Ajn5IbfoccjJqqryf/yTP+LuVzdJHKbIxIY30vHLYY5uay94FoeJhRdmqZVrJI8zA0MwURKZe3aarTf2NevbvVbMjt7fzem3oaqQSxVx+OwXwI7NY8FgMWqiJUSdyNTqGPsjWTsIEJjzkE/UMNuMGEx6DGY9erORdvth6jsYrUZq9R4vRu2qdDpdTE4z6WSReq1FuVhjfC6g4e24fBaK7Q6NfnKzXpEwesxk+u15URJxR+3E+yRuQRAITDrQCSJWWUc6VaBtkkk8XF8UsPvNJAu9/8s6EeMIl0evE9Hb9dgVBZ/BRK5QI6vWyVV7QEIUwOk1kyiP5Gz5rByUhjfrlZCbOyPdnRWfl1ijSNhgw4iOVrNDolYg0WwMwMwzoQDXs9on9CmnnYPysINm1skIUpdqZ9jZs8sKLaE1kKf7DRYCBjMOg55MK0esnqLbBySrtih3ihdvckuWKPeK2vPKq7ewZPPxeu6i0kZQBfx6PweVDAtWP+l2luJIJyncdbDTqOGRjSiyyHlD69QbMtoJSG5eSwz3xaOYEJFI1IeA+ZorzFupGA7ZwKTsolaoslPuASibXsEm6okVe599LRDkZh/EPhMKcLsfMfJMODhQ7V2NBLmzH0eWROa8brYOUzjMBuySnliiQMhjo1VqksvXiAYcVPM1Os0O01E3+g5UCnUSsTxjURebt45ABYfLjNEgcH7Y+52azApjEy62b5/i9Bgx6AUa1TZ2u5GDEfWhrOiYXY1QK1ZpVhuars/USgRREti/fcTclQkO7h8P+Dq+MTfesJPT7RjeiJuz3bgmiNTiNDO20HNtvvEf7mkk7NBTXVkdJowWI4gCR+sn1PuE6JUPzHP/60MvH4vDRHQhhKyXONmKkUtou3lmuwlXyEF8L8HYcgSj2dDL5TrNsvT+eTb6vkAvffRZ3v+JZwY5VyaTifX1dZaXlzXczMetVqvFpz/9aZaXl/mVX/mVp2DnvamngOdJ1OHhIQ6H41vq2jzuGGq09vb2sFqt3zSn5WGpqsre3h6lUom1tTUNOfkb3/gGly9fRlGUd/Vja9abfPEzv8tr/+7NwWuBSS+ukJNGp8nhjVONukqURBaen2HzL4Y3JXfISWDSi9FiZO/uMfkRx2NX0IGs6EmeaHkiC89Pc7QZwzfmxuIw0emoVMs1uqrA2QiPRhAE5p+bZvvGoeb9Y2tBjre00vfpy1H2R9yVLXYjeouJ7AhZcvHZCQ1vx+Iwgl6mNMI/mlwLszeyD4tXo9wbad0vrYXZPUkT9toxKzIGk8ydnXPqjR4omJ/3cf90uG/LC0FNd2d1LsCt03MkAaY8LgJOCzvxzAAQrU4HuBUfrr8U9XI3M3wCn3Db2asOQalRJ9FVVJyCjENSEJCQDDrupYfvmbKa2GtqCeVht4XTyhA0zdid7Fe1x+maN8jNnBaYPOsNcTOnBTHLdj8bfdm3WadnxupCkbpUqXJU0x6nkOLkrFak+8jlyaEzUWp2GTM56Ag1zptD0LtsmeB6drgfHr0Zp0HmqJbGp7eTKHcGoMws6LBLOhLqsNOzaprgrFKm1mmRbQyPddBopd5uk232buASIi+5pnjjOEa13UYALrn93E30zoeA2Uyz1iFfr/fGVW4f92O9ZdeCQW4d9s6/UdBzORzg3oNz9DqJaZeTB6cZIm47DlGH0BUwyzJiW6WQrdJstBGbHWKneRRFx2TUzU4ftMzM+UgeZyj3Q3kXV8McbcWpVZqMTXqwWRRK6RLHI27gnogVCUgc5NDJEvNrEfbuHDO5FCIbz5MYcWOWFR0LV8fptjscrp8OvHQe1sqLM9QrDURR4MHdo0FMxEOV1Obru1hcJsYWwpSzZY43z/CPe2jWWxqpuqzoGF+O4PDb2Xp9b5CZ9bCm1qLE9s7ptDu9GAmjfvB/q9tKbFc77hQEWPuOZTqNNqVchedffoaP/vIPDnKuYrEYsVgMi8WC3+/H4/FgNpsfG5y0Wi0+9alPsbq6yi//8i8/BTvvXT0FPE+i2u32t5Q2Do83hnq0Dg4OUBSFUCj0Tddtt9vcu3cPk8nE3NzcBXJyLBbj7Kx3I/B6vYNwz2+lCuki/+Qjv3XBu0Ix63GGHZzvplFMCmOLIWSDTC6Ww+KysHfrULO+2W7CE3EPFF3eqBtP2IUki1SKdQ7va2+OCy/MsHP9gaazY7YbcfgdJI7SeMIu7B4rsqLDaDNxfpwlmyxQ67fxJy9HONjQjsZmnxlj9+5It0IUmFqJ8mAkOsI/5iJbqNEckeLOXo6yszlcZ+5ShM2RJ19/yE4DFYfNiEmRkQRIlmrEzwt0uyp6RcLgMpHtu7pKOhGr30yqfxGXJAGbb9jdMSsyC1M+GrU2x/E8lUYDV8DC+cMUeAECIRunuSEQmRxzsZse3vxXJ/zcSyaYtDpxyQaMio63zuLU+l0+j8lAslvT/PgnPVb2S0MguuBxs1nWjjGu+v3cyg4Bo4BKxGbVRFRIgoDHZCDd0N6kFmweDXcGYM0RYqNwzrzNg1EvcFA7o6m2WbREuF+8KCdftoxxqw+uJEHkqivEXvUYi2Qg31CpdrTKHb0osWL3k6q1eFDW8omMkkxYMXPQyDLecbHV7+KETTZq7RbZ5hD0jJsdZOo1nLIJsSFzXCwQ0Rk5qtcG25myOtjJ9LYx5XBwni1Rb3dQJIlxi4O9VG/ZFX+AjZMEIauVcaudZq0NHTDLOuLxItVaE6/ZyO5hGotJj89k5vgki9Wi4DEZOT7OYjDITPgd7PVVjCvLIbZu94JFTWYZr8vIyV4GWS+xtBRC7Krc+XrvNzyImzhMkU+PWA9cCVLJlDjbHLEoEARm1qLUaw2a1QZCtzvIsZMVmam1nkorfpBkainC1pvDzq3ZbmR8KUytXENQBfbvXPRXWnxhBp0skksUOdkcMbXsA6StN/Z6Hj7LEYxWA+cPkriDDg7XTy4YCjp8NvwTXnR6mdx5ntheP7BXFFh4bvgA9tFf/kH+7j/4gcH7yuUy9+7dY2VlBb1eTzqdJp1OU61WcTqdeDwenE7nOxajtFotfvRHf5RLly7xS7/0S0/BzntbTwHPk6h3Anje7Rjq7er4+LinWvhLOEMwJCdHo1HC4fDg9bcjJz8M90wmkzQaDdxuNz6fD5vN9rY/xtPtGL/+d/47StkK0YVQ/7U4ok5AZ5TJnmpbyVa3BbvHRr1Sxzfmod1qc7obRzH2pKLxB1qfjdCMn0qhSjHT88bwjXuQdBKyQeb+azuarpHJZsQdcnH6yJPb8vu1BoSKWWbqUpROq3dBRhDodLooZj3ZVIVatUm91qBebTK2FOBgc9hZ0BvkHog7Gz5pLlwZIxbLYzTqMRhlDAYdOouBTrtLu9mhUqyhsxk4GDEpXLgS0cjUly9FuLM78v+V0GC0AbA8H6BYb+A0GCiX6pgsCrePh4BqcdrHvfjwbzc/5mV9pDMz4XOw1+fqhC1WwmYLtW6bw3SeSrN3Uwj4rZwWh12sK+MBrieG++RV9CTQ+t+shrzczQ73w65XqAtNmiPp6ssOL5uPKLMuu/zcK2pJ55NmJ4fVi345E2Ynh5XheMyiU7js8hNvZIg3H1EAKnbOKj2p+WiFjHYmTA7eyB1e+HyAVcsEXRXuFk4vdIxkQeJ55wR/HtPejH06A3W1S3EEQH3AOcWdeJJCP1DYKOkImWzs53v7aZX1uGQDJ/2/84rHy1Y8RVftJdWHZDO0IF+uY9Hp2TxO9jpAAS/rB8kejyfgYetBEr0sMelxsHeYxqjIRB1WHhxmUPQ6Jv0Odnf7750PsNF3MR8bc5E7z1MttpiYcONxmNi/d0oh2wPac8shUscZ8n2+i2KUmV4Mko3lsNoMgzy6qeUQlVyZxOHDzo7K7OUojWoLxaBj79bQswfAHXTgCtjQ6SSON840XR93yIGsl6hX69j9Vqq5Bsm+4ejs1QmONk4GIoeHXeBSroKs1w1MDUdr4flpyoUadreV3HluAGpcQQeSLJEa6Ua5gk6CU34MFj13/p8N2s02r/yj/5If/Kn/bLDOQ7Czurp6gYrQ7XbJ5XKk02lyuRyKouDxePB6vRgMhgv7NlqtVotPfvKTXLlyhV/8xV98Cnbe+3oKeJ5EdTqdAfflm9X+/j5ms3lgRPg4dXp6SqfT+UttxR8lJz+sb4Wc3Ol0yGQyJJNJSqUSdrsdn8+Hy+VCFEXufnWT3/yR39YYhwH4JjzojDocbgfFVHGQW+OLuumq6oXwvuC0D4vTjGJSqBRqnGzH6bQ6jK9ESJ9mqRa1ap2l982x8foeilFPcNqHydbn2+gkth+JjFh63xwbb2q9NSLzfpJnBY1ZWnjWType1GRzzV4e48F2Ap0sopMlVFQ8Y06SZyUEeiDJ5rJQqrc06eozV8Y03Z6FKxE2RjpEoTEnp5nSoDNldxgpqW2afSWK0aBDtOuxGRXcZiOdZodEtUqy700kiAKukJXzEa+i0Jid4/QQXE5NuNnph4ha9XouTQQoV5vEMkVSpSpXZoJcHyE3zwc9rOeHwE7RSUgmkVJz+L2uRgJcTw07KnadjpKuRWfk8vBsIMj1jHZ0tebxcj//CMnc6WK3pB1RXXYGuZPXdmwWbX42i9r3AqzZg9zNnzNjdGA0iezXet9lwRzhbj5+Yf0Zs4+dQpar7l76eUsdArJJk4+dfI9gvWT3cVrLUhkBMfPmAFuZPMtOH7dz2v0L6s0UW3Xq3S6zOg8bhTwzFjsHpSL9BBIcioJZ1HNW7h0vn9EEHUhXa3gNRtbsPmLJEgfpHF6LmW6zQ7ZcxyDriFisHCRyyJLIjNvFznEaWRKZ9TrZOUyjlyWmPE52D1PoZYkZv4ud3SSiKLA87WfjXm9/l+YCxPZT2Mw6HBYjMhLrN3rgxRewYdRLHO/1ALLBpGdq1sfWzUPMFoWxCQ+J4wy+kJ2tm0eoIwqo6ZUwdDs0K3WOR85xm8dMeNLHyWYM/5iL+EGSSh/kPJShd1od2q0W2Vj+gu9WaMZPcNrH4d3jC9cLs82EO+ykmC4RmglQLVYHjstvJ4DwhF1EFwI06y02X9/VKLgkWWLq0ji71x9gtBj41D/9e3znx79tsLxUKnH//n3W1ta+pY53tVoddH9arRYulwuPx4PdbtfwIh+CnatXr/ILv/ALT8HOk6mngOdJ1DsBPIeHh8iyrOm0vNuKx+PUajWmpqbednksFuPo6IjLly9r+EXvxjm52+1SKBRIJpNks1m2v3rAxn/cpZiqaBxLQ/N+MqeFAVERwO6xMnN1gkatxcHdY00Y39hSmNx5XvPEpzfKrLy0SKvRppgucbp7PrhILb9/nvVvaEdnRqsBT9TNyXYcs8OEP+rGaDVgsBhJnGRJnmRp9R2MAxMeSsW6xpPH6bfRRaSQGV50/WNuCsWaxpV54dokWyPuyogC7jE76fMh4Ju7FGVrJIDU6jDSkUXKD91mBYjMeTk8Hl7EI9N2MvkmYa8dgyyhN+tZ34lT7T/VLq2EuPNgeBNfnAtw93SkmzPhZT057OaM+x2IehGHrFAo1SnVGqTatUHiuk4SMDsMZKtDILkw7uX+yGdcjvq5kRrewMx6mY7cpdoeAsJr4eBAri4jYkQkaDVRV1VkqccPM+okqmqv41Pvtii2G4yZbRzVtRwfl95IqV2/4KUzb/VeGHEFFAuJeoXRNWesLgImI29mjy5crEQEgoqbo36XKGpyoNd1OK3n0As6LIKdWG04bouY7HRpk2iUCCkOUqUW5XYTAXjGExoEhA7+djYPuobC3ZGg1lmTjf1KiYf33YDJTLPVJVvvnXcv+sJ0Kyr3ThN0VJVr4SA3+7ydMaedXK5KpdnCalBwygpnmSIGuRcxsX+W7fF43A52j/oAKOhme78HdFbG/GxsxrGY9KxM+GmWGpTyVaqVGtS75NIVBAGWVsJs3zmj0+ogigKLq2F275zSarYxWxXmFvyU02X2Rjx1/FEXNoeR3TsnoKosXhnjcP0UX9SNJAm9INGHJcDYohcRgWalxdmOtvO68Nw06ZMMVq+JfKJILjYE7EsvzrL+2g6CIDC2GMLsMBHrd0B7QaGPOC67e47LuUSRw/vHA14QQHDKS7VYo5AqYrabiC6GULsq8f0k3n7YqCAI/Nf//St8zye/ffC+dwp2Hq12u002myWdTlMoFPjKV76C0+nk+7//+/n5n/95rl27xs///M8/Ftg5OTnh4x//OOfn54iiyGc+8xleffVVzTqqqvLqq6/y5S9/GZPJxO///u9z9erVd73Nv0H1FPA8iXongOf4uHdBGBsbe+ztJpNJCoUCs7OzmtdVVWV3d5dyuXyBnPy4/jqqqvKv/uG/5Q/+mz8evGZxm/CNe0BSOd1I0qxq5+Zz16Y4XO+1pUVJJDIfxOayIEgCuzcONOAIehLzvVtHg8RjxaQnPBvEHXaQOs0R20sMujMmmxF3xHXBk2fhuWl2bx3R7aqIkoDFbSI6E0LUy3RaHerVBsVclXqtgc1jJz4S8Gm2GTA5LaRGVGaBCQ+5rDY5fen5yYHBG4DRqqcr66hVh+fC3JUIWyNPvkuXwhQrTSwmPXRV6o0KiUKLUp9XZLcbqQpd6v3vp9dLyE6FfGno6+MO2Yhnh6On8UkXtXqLgMVMu9EBReTeyLhrbU4rXV+d8HM7McIvsluItyqDGAoAv8tIrNoDoYIKz0VCFJoNzJKMqAp02io1sU22ViNfr9PodFj0ujVdIoDLPi+3c9oOzbPBIPFaGbtewShLCKKKVdFxs3Cq4ddMml0cVC6OuKYlG3vt0oXXFywBWmoHva7LXnW4zUv2KDcy2s6MXpRYc/pBFTUeQw/LqTcSNFrIVTqcVLRj2WueMDf6GWJO2Yi1Y0YURM5LRT+Lqt0AACAASURBVKojo7wli4ON4vC9YxYbVkGPWhPYTWeZ97g5TPbclAGuBAPc6ZPS57xujs57y9wWE3JbIFWsYNLLBE0WDs9zGtDjthqZ9rro1jp0mh3Misztt3ojuOlJD6cPUrSaXSwWhaDHOuCkhaNOurX2YEQ7NevDZdOz8ebhoGs5txYhdZIhNxKtsnB1DKMicevPtc7IwQkPNpeZ1GkGq83A4YgU3RmyYXObON9PM7UcYeMbWjPR6HwQm8eMoMK9r11MT/dPeLC7Lej0Os524oOIGtBGPxgtBsaWwiAINKt1UseZC4RmxawQmQuiqiomi5EPf/wlvuPvfWCwvFgssr6+fiFm592Wqqpcv36dP/iDP+BP/uRP6Ha7fOpTn+Lll19mbW3tXYOeeDxOPB7n6tWrlEolnnnmGf7oj/6IpaWlwTpf/vKX+e3f/m2+/OUv88Ybb/Dqq6/yxhtvPPZ3+htQTwHPk6hut0ur1frmK9LrujQaDSYnJx97u+l0mkwmw/z8/OC1b0ZOfhyw06w3+eef+z2+8q+/cWFZZCXA6f1zdIpEcMaP0WIic5ojMOVj8xs7Wo8dYOl9s2y9sY/RYiAyF0SSJZLHaQKTPjZe39NEdQiCwNL7Ztnok6J1eh3BaR9Onx1JljlYPyE/oqCaf3aKvTsnmta11WXGYDWSOh1yPh7a2mcTRaxOMwaTHlmRMdiM1KstOp0u7XaHdqeD0Womly73xoDdnkQ2n6+CAJLUG3l5oy5yuZ5vSafTwmBW6CBBV6BWbdJotGkIUBrpLoVm3RyfDoHV4qUI90ciJ5ZXQ5pA0cX5IHdPEvjtZoI2CyajzHYsQ7bYT5X2WIhVqwPwYlR0dI0Clcbw/IyGHRxmh9u8NBXgRl/NZdBJTJjNIIDJYKJUa3BeLGO3GTT8ntWwj9uZR8ZUfg8b2WE3Ri+KyHqodIYA0KE3UEHL8VFECYMsUWo1CJmt+E1mRElFL8P1nNaPxy7IlNXuhU7QjMXDTmEIjlYcPspqmUK7gtRVyLW0Y1GACaMbk2jksJbSjLAe1po5SlvtahLjH9aznjD7pQzGtpHTcu/vMmYwk2o2qI1832d9Id46j+PQ6fF3FJqtLolqg1b/97Dm97F+1vPekQSBRY+HjVjvb7gS9LF1nKSrQsBmoVXrkK/UGHc78OuNCC2Veq2NQZRY34z3+DrTfjbWe+BudS7I5v0Yalcl4LfRrrbIpssIAqwshdi8dYLaVdHrJVaWw1QzZfY3YnQ7KvNrEc72E5Tzvb+brOiYXQ5zuhMnOulm5+YRrWab6KwfvV5i/87wOM1cilLOlnH5bRytn2nAhtlmxBm0oNKlWqyTPR4CQovDhDto53QnzsRKFJ1e4uDeCY1Kk7HFENl4bjA+F0WB6EIYs9OETvf2jsuTKxHSZ1l84x4Uo56z3XMKqSImmxFv1M3R+imSTuLz/9OP8dLfeX7wvkKhwObmJpcuXXpP/NIeVrPZ5BOf+AQvvvgin/zkJ/mzP/szvvSlL7GxscEnPvEJPv/5zz/2Nn7gB36Az372s3zXd33X4LUf+7Ef40Mf+hAf+chHAJifn+crX/kKwWDwsbf317yeAp4nUe8E8Jyfn1OpVJienn7s7eZyOeLx+ADN12o1bt++zdjY2DclJ7/TyieL/MZ/9UX2bx8xvhTBYFY4P0hSSBfxTXuIbT7CsxAEoqtBKtk6noiLVrXF8eYZnXZX8zQ2WisvLZA8TuONuGl3usT3E5TzVRaev+jJY3GasXlsxPoGhK6AHU/EhdVtpZApc36YpvIwqNNmwOF3EHugVZbMPzfN9iOkx8UXZtgcSU5HEJi5PMbe/REJutOEzmjQqFcWr02wMeLvYzTrkW0m8iPRFRNLXh4cDAHXzJKfrZGsomDQTqxYGYBDk0lP2yhQb7SIeOw4zQa6ssBpPE+u/93GZzzsnQ27U8sLQe4cjRgTzga5eToETDMhF9u5HjCQBIGo3YbHYabd7JApVonlSkwEbezmh0/P8343mzntCGom5GI7O3wtZLVwVi9pLhRXA35uZrSdtzmTme1HZO3XvMELHZiA0UKqUSFsthEwm8g0i5w0c1yyhbhduMjRmTP72SpqR186QeSDvgneyh9q/H+gN+YKyR4Oyjn8Rgs2RdLkgF22RnkreY6IwFVP4MIYy64zsGoJ8rW4FpAtONwcFPI0RgDdhwOT3Dg4p9znQy04nWynczy8Hq95PNyP984DRScxbrWzl+yrtcIBMtkqAZMZsQPpVJlYuoTNpODUK5wlCsi6PnenP+a5PBvkfv98DflM5JN1GvU2FotCwGXhwW5vvZWlEEq3S+wgQ/q8yMSsj3KmTOa8d+wtNgPRSU+Pt9NVmV/tycTtThPbNw81EQzhKR8mqx4J2Bz5rcqKjum1KMV0GYEutVJdEzXjiTgwOQxUizXatTb58+F5B718rJWX5innyuzdPNCMqiRZYmqtx7+JzAexe6wkjlOkjrPMXJngePNUk6UlCAIzVyewuqzE9s5Jn2X52f/17/PCf/7MYJ18Ps/W1tYTATuvvPIK73//+/nZn/1ZzTW43W6TTCa/JbXtX1aHh4d88IMf5P79+xqPoJdffpmf+7mf4wMf6HWwPvzhD/Obv/mbXLt27bG29zeg/pM3Ot3/l3vxt7kkSfqWFV3v5LMeh5z8zep445Rf/+F/NlBO7N8+BMDsNBGY82Kz2dAt6zjZ6CUL640yEyvj7FzvkYWz/Xa5YtGzcHWCbrODK+gYeGoIosDiC7Os982+Un2vHdkgs/z+OdSuyuzVCWL7SSqFKnavFaPFNAA7ANnzAu6wi9tf3RxciO0+K8EJHya7iUqxRmDcTeosR6fdZenFGTYeIThfADvA0gtTbFzXAiD/mJf9zRH1UsjO/q4W8I0vhtgYMWsbm/FwcDi80MuKpCEdAxgdRsRihaDPjtNiwGI3cJ4qEisWiR1ksS8FuTcSlDox5mJ3BOy47EY2Rrg9kiRwnB8+QdsMCj6rGZteoVJtcpIu4PEZubk73E+XSeFBQTsukvRaqe2Y06YBOwBBm4XTuvZ9o5JtAEkUyIjazoyAylkpz6MVttg4r5c5Lhc4Lve+w4zVj9jVE1TsxBvD7zVn8bJVSF34DKfeyNfix1hlI6s2H/dKQ9CyZovwVqp3DBO1MrmGxCV3mDuFMyJGB3f7CrcuKtfTcZ71Rrie6QFao6TDLVj5WuyEBZONrRH+z1Y+w5LTy24ugyyJLBi8fGXvmKv+ALdivWO3lctxNRLg1mnvnLmbTjPnMLOXr9Bod4hXylwK+tC3Jc5iRaJOG3f6Xb9xnwOzQaZY7Y1Aw347Z4kCu+cZFmb9bO0muL0bZ2nex852kliySiTooJ6vk8tVKRv1PPfsBMmjHJvXj7FYDYQCNtLnRQ53kxiMMovXJti8cUi5WGfzzimXXpim22hyrz+COgPcAQeeQC9BXe2q6HQiuXgeURJZfH6anZsHdFpdWo02W28dsPjsJLVSDYvdRC5ZpNt3YU+f5plyRqkXirjDdixuM7HtxEDhNbkW5eZ/uN+T0tuMzF4N0Wq0iT9I4Iu62XmrB65OtmI8hJ5XvnOFdqONJ+waKLSgl79XzlXYvXGA3qjnl/7g81z58MpgeS6XY3t7m8uXL39ThdU7qUajwSuvvMJLL73Ez/zMz1y4But0uscGO+VymR/6oR/ii1/84gVDxLdrZvxtJ0k/7fA8Rr2TDk82myWRSLC4uPjY2y2Xy+zv7+P1et8zcvKjdfM/3uPf/9afUEiXON4Ymge6wnY67S6FxPAmZ3VZmFgdQ6eX2H7zgUZdpZj1BKf8HN4bPhF7ok78Y14MVgP3v7alydcyWBSC00EO7g5JkL0ntHFMNhONWpPEYYZ8qnezmb02yYP72uA/WdERnQ9zsD7svEg6kdUPLlIuVFGMelQVGo1eqvPhXopaeZj9NHM5yv7GueaCsfz8NOsjYaKSTiQw7eX0cAgAppZD7O0POzc6WcIZsZPoP70KqMyvhUjnyuglkCUJs91EOlsjlSrT7nRxOk0UOi2a/e8jSSK2gJnUiCJuctbLzogx4epiaGBYB3B1OkhbVRG6kMlXUAU4rZYGBraCAG6PhURxCLwuTwe5Hht+hs9iJtmqavg9l8cD3BiRqxt0EqJepNwaPk3PuVzsPKLCuuT1c/uR8dCyw8PGI50ZqyTTFlTNaAjgWW+Yt1I90DJnd2MxSGyWz5k0udkuarcFcMke4tZIh2nF6SPTKdBVoVzvUmlf/M0+6wmTrtZ5UMpdWHbVHeR+Ls6s0c/6iIHjNX+I60lth+oFX4REqsJxP7RVFARWPT7ung+B8bVQiBsj3KprPj/tUpNEtkKr00VBJNsnzV8dDw5sC6b8Ts4TJerNNnazAYes5yxR6Cmzxvxs9O0OFid9nBykewG1BoVurc1mn3M2Nx/gdD9JrfqQGB/mYP1swFEbm/JikiWalToHm3EEQWDuUoTEQYp8evibD097CYTs3PzzdY0M3e6xEpn2cbabIDDm0njvmOwGJhbDpE8yuENOtt/cv2AvEZ7zIeoEtl7TdnYBrG4z3pATxaTQrDc1kRSLL86y/cbeoEvqCbvwT/RMCwupAsmjNAaLgV/8Nz/F2rcNr8FPGux88IMf5Kd/+qefCNBotVq8/PLLfM/3fA9f+MIXLix/OtJ6mwVPAc+7L1VVaTYvcgDergqFAicnJ6ysrHzzlb9JVatVrl+/jtVqZXV19T0lJwP8ye/+3/yPP/MvB1wYk81IZD5IS22RPS1QeKT97J/w0ml3SJ9mkXQSY4thTHYT5VyVdrt9QaVhshkxu42kDrLo9FIvNd1uplKs0mmrnD5CRPZG3XS7XY3bqjvoYHJtnFq1QTaR5/wog9pR0eklJpaj7D+S2jz/7DQ7t440ICY04yeXKlGvNjFZDVidZnxRF622iiCJiKKASq/jVG906LS7dLsqqqriDNjJZiqAiiiKiJKAYjPS7itfUMFoM3B+nqXd7NJuqihGPbFsiXb/Ii1KAraAhUx2JMBzJcDGiBJleSXEnQcj3Z2oi92RRHWbWSEYsGMQJVr1DrFUAaPTwFlmJDZiLsDtkxEC9ZiXe4nhjVuRJSSzjmJjCPqujAe5ER9xnVb0NOQO9RGS/tVQgOsp7bG6FPBxJ6M93jMuJ7tFLQl52eVhI68FPMtmJ+tVLeCw6vR0gUpb+zu74g4iSwLblQTlkWVjJgfHxYsuzGadzLPuCF9JXsxPAnjGEaFQb5JuVcg1L/J+PuSZ4vXYMY2utlN1zRcaSPYXrB7imQpTDif3k4mBUksWRWadLjaTI8GswSCH6TxTZic7sTTTLifrJ73j7rUYadZalPrRJCtBN5t9cv1M0EUsXqDe7GAzKbgVAyfneURg1mfFLPbeK6hwfpSjWm2i10vMTHjZ7juEe31WFEnk7Kh3TLx+Gya9hF6EbqPN6YM086thdm4fD0QCikFmejnI/p1jIlNe8ud5MucFAmNubC7ToOMDEBj3IOtErA4T6bMsyRH/G0mWmLsyRrVYw2BSeHD3ePDAo9NLTK1G2X5zH1fQgX/CQyaWJXmUxeo1I4mCZvRlshl71xqbkbtf2dDYTUDPDqPd7tBqtpm+NM5HfuEHWHh+KPTIZrPs7Oxw5coVFEV52/Pi3VSj0eDjH/84H/rQh/jCF77wRMCOqqq88soruFwuvvjFL77tOl/60pf4nd/5nQFp+XOf+xxvvvnm2677/7N6CnieRL0TwPOwK3Pp0qXH2ma73ebOnTuUy2U++MEPvqfk5E6ny7/+x/+OP/ynf3xhWWQlQHw7hdpVGVsKY7abSJ1kMduNJI5SVAvam0Rgykez3kYQBPyTXlq1FsdbZ1icZnQ6icSR9snc6jUjKzLNaovwbBCdLJE+zSHJErVyfRBa+LDmn51m7/bR4AlP1usIz/pxhV2DsNHEcYZuR2XmyjgHGzHN06QzYEcVBAojfByLw4jBbiE9otJyeK10BYHiCCdnaiXCwW5SE/kz98w42yN8n0DURSJTptsZrjS2FOBghLuzdCXKvRETQq/PzHm5NvhcvV5E7zQOlFo6UWB1KUyz2UHsQj5fxek1c2uE3Dw/5WM9PgQSdrOBktiiORLoOh6y8yAzHA2tTQa4eT4EKYpOQmeUKDV657YiSVyJ+EnXaxhFGVkQERGQ9RKNdruXMwYokkidDgi9/C6EHpiqqG2aaptKp0m6UcFhMHBS1SqgZEHEqiia2AaABcXGVkMLsAHmrR62CxlMOpllt4cH1TT5do0lq5/7ueTbrO9lK5tlxeXlvFkk0xwez1mLh91snq6q4jWYsBn0PBjJA3vGHuZG/JyIYiDXbWnI2ADXfEHaTZWt8yzN/qj5ij/A7ZG/qUGnY8xiYzeTxaTTseLwQUvldp93JUsiMy4n27EeOIi67BQKNcr1nix+ymHmMNnr8k0HnMTOi9gMChMuO91KnYPDHLV6h7W5IOt9C4WAz0a31ibTP8dXl0Js3e05LsuyxNycn72NGDPTPgqpIk6Xmb3bJ7T6fBlPwIbdYWS/D5ScHguBkB3ULjs3DjUhwb6IE5ffhojKzo3DIfgQIDrvR9HrSZ9lsDpMmoR0o8XAxEqEeqVOp9HmaP1tctNenEWnFznbPSdzpgXEiy/OsvHaDgazwvhyBFQ43DjFFXAMJOlWl4Vf+/c/zfTlicH7MpkMe3t7g1id96oajQYf+9jH+I7v+A4+//nPP7ER0te//nVeeuklVldXB1383/iN3xiogX/8x38cVVX57Gc/y5/+6Z9iMpn4vd/7vb8N/B14CnieTL0TwFOr1djc3HwsH4SH5ORIJEIsFuP5558f7Mfjgp1qqcZ/+4n/gRt/dofwXBCnz04ukeds75zoSpCTexcJo4svzJJLFnCHnFQKVY43ehfTybVxEsfpCyBobCmMwWxA1uvIxLKDhOXgtJ96pa6RmwKEZv10O+D020EQSJ1myJzlWHh+hp0bh1ojMZ3I1JUJdkfIyLKiY+nFWVrNDoIkUq80yaV6JoNWj02TAyTJEtGFMIcjAESSJUIzfk5GcrFsLjPoZIoj/kFzl6Nsj3B7BFHAGbaSSY743VyOsD7Cw7HajTR1AtURaf7Ego+9PhC0mPSEg2ZqjRY6QaJe72KyGNge4e6YTXqaCtRGlVgTLg4Sw5vC2nyQm8fDfYu4LBxVtByiQMBGpd7EZzJhkXvGh5lqjXKtSbZS68VXuLTho/N+N5uP8HmuRgNcP3+k4xP2czv5iDw9FCTTqGFT9Eg6gUKn9+/rWe17FVHCqJPJN7UuzzNmJ3uP8H8Mko7n/CHu5GIU2w3NMhGBqMHJYT8awyYrTDhs3Cuco4gSLtHKWaWk+ax5p4u7+QSzFg8HqcJAHTZpc5Bv1cg1hvt0xRFE7kpcj2v3/5lAgJsjmWZWvZ5Vu5f9WI5stdZzTx5RZxllHWGLlQfJ3vGb9DpJpkvUmm0EAVaDXsr5GgYVuq0uiUSVZquLXhYZ8zg46I9XV2YDbK3HUbsqNqsBj9XI0UFv2eSkh/x5EbNBxu0w0W21OXuQGqiyfCFHz4xwZ3jOz62FMcoCW28eDEZfnqAdt3/I5bE5zXhDdjLxPMEJLw/uHmm8rMYXAnRabWxOCyfbMYoj3le+MTfdVhtRFPBG3MT2E4Nu7tSlMeJ759TKvb93eDaA3WcjcZjC5rXw4OaI/0+/JlajKEY9oiRSypT4B//ys4wtDsUc6XSa/f19rly5gl6vv/D+d1v1ep2PfexjfOd3fic/9VM/9beeL/NXWE8Bz5OodwJ4ms0md+7c4dlnn31X28rlcmxsbLC8vIzdbuf111/nfe9733tCTk4ep/lHP/zPLjxd6RQdoXkfJrOJVr3N4f2TAVdm5QML3P/6lmZ9k83I8vvnqBTrHG+eUR7tilweJ76XGFy4oGf5Prk6Rr3a4PDeCdXSSD7RSoT4g5SG3wNw6duXaFQb1Bp1Kvk62dMeYXL6ygQ7jyivxhaCpGIF6pXhDVBWdEQXw9SrTSwOE7Ii0+2qmOwmTh+kyWdKNPujhMXnpti8NcIlkkTGF8McjiSjO31W6p0u1REOUGTOxcnR8AZqsRvpKBLlEVn6/OUIZ/E8dosBi1GP2WagUm9RrTTIZiq9c0svUh1Rm3hCJs6zw89YeUS6PjPuYSs5BCEGRYdgEinVR9yg/RZUSY9Vr0BHxaDXcS+epPxwHaHXGTgbUWstRbzcS2nHT0sRL/dHxmKyJGI0yeTrI8fXaKTYbdAaGQPZFYVat0XjEQJ/wGBAkXV47VYqaoPdcoY1t58b6YuZWRN6K4f18oXX5yweYpUSi243d4sxmn1X5avOMDeSFyXmV71BdAi8kby4DQF4wR9mN5kj09ACrrDFSrPbJlWvcsUZ5N5Ziq6q8kxQOwaEXiL6jXgcu15hyuDgJFfELMnE+gRxvSQx5XSwc953x1b0uBQDJ/2R5KzfBXUVh2zgLFEg5LCw0Sfth1xGcpkazZaKThKZ8No4OOqBpblJL2cHGer1NjqdyMKkj9ODDBMRJ41qi269xVGfcG9zGPF5rez3Ze2CAItrUY42Y4xNeUkcpSnmqsxfinC4fkq1NDzX/VEXwaiDvdtHlLJDQKw3yYwvBEmf5AhGXWy9tT+4dkiyxPTaGO1mG9Qu5w+SGt6fIAiMLYVxhxzsvrWvAUfQH31dmqDaFzLED1Jk+q7MvmkXhXiZRrWJN+rm1//4ZwlOD0OWU6kUBwcHXL58+T0HOz/yIz/Cd3/3d/Pqq68+BTt/tfUU8DypajQa33wleiaFb731Fi+88MI73sbZ2RnHx8cacvI3vvENXnzxxccmJ2+/tc+/+od/SL3S5HjzlFr/pmx2mTDZDKQOh9wLo8XA+EoEq9PC5uu7F0y9RkGQKApEFsJYXT3DsPWvbw8MBR/W3LUpDu73gv5ESSQyF8TaNxjbfuvBBWPCsbUgJ/e1Ny6L08T05UnafVPBh7L08EyAfKasuZCKksjU5XH2bmufClfeP8f6SAyFyWpg7tok+UwFWZHRyRKCIGB2mKiUm3RVFbWr0lVVzC4zpX76dKfTpt1tYrTaEEWJh4fEYDNQKTdotzo0ai3MdiM7e8kBl0fSiTjDdhIjHa6lyxHujnCZpmd8bI8QlQ2KSMsg0GgNwcTUtIed/khEEuDyXJh6q42MSC5fot3pEKvVB87LALMTHrbiw8+dC3vYTGvHjTMRN9upIZDyWcwkm1pC86Wwn1uPgIpnIkFNJhf0uCtvJbQAY8Jg5PCRUZZJp2PR66Urddgtpyn1/XLmbG528hdNCSdlMwe1IcD2m8wEbCYOKhnEzsUuEcCkxUm3BR2xe2HEJqgwp7hRWy0eNCt0HrlO+kxmJs0Obp2c0x5Z9nag59vCY+ycpElXet/RYzYhdiFV7u3voLOT6oEVp8mAUzbglg1kc1XMip7D0yytdrdHUI54B6BnMugkkyxRqbV6HjUuI6dnvd9lJGCnU2nhtZnoNjooeh1bd3pdWFEUWFoKsnHzaHCVX1wNc7gRo15rMbsQoFNvoZcltm8N1YoWu5GxaS/bN48wmvWEoy62bx7ij7pweKxs3zocRFAYLQpjMz7UrkqtXOd4QyvxX3phhtRJBl/URWwvQe582LVbft8c97++jU6vY3I1iigKHNw7QtJJBCZ9GlED9Do/gUkvsf0ksd1zvOMu/u5vfF8viLifcVUsFjk8POTKlSvIsnzhfHi3Va/X+ehHP8r3fu/38rnPfe4p2Pmrr6eA50lVs9l8W/nfo6Wq6qAr862Wqqrs7OxQrVYvkJNfe+01nnvuOURRfNc/sK/94Rv81o//7iBHSqfX9ZxKZZVqvs75rpYLYXGY8URcHN4/QZRExhbDWBwm0rEsTr/jQmo6wPIHFlh/bQeHz0Zo2k+73eVk64zJtTG2Xt+9YEy4/P45tt7YQzboic4HUUwKuWQRV8B+IVpClETCCwFONrQ32rlnp9DpdQiiQLVUJ3mSpVpusPDcNFvXtaTV+Wen2L1zojmGE8sRTh6kNJyfmUtR9jffRrk10lIXdSK+SQ/xk+FIaXo5xN7eiA+QJOAfdxMbCSHtcXmGIMDttZCpNwaACAGCEy5ORkjbo90dk17CZ1eQDXp0gky13iKVK6O3KWSKQxCwOh8YcEYAIl4bR0XtGHF+3MvG+XB/o24bh2XtOlfGg9yIaW/q4147B/nh/smSiNmkJzfS8dGJQm9cVtOCm1mHg92CdkR1yefndirRf5/IotuNKEOHDvcfITujwoTJMRhZjda3BcfZL2c5rWm/g4jAhMHJg0Ieg6Rj0evm5shI7ZLZy91+wvyi28NJOU95RN01Z3NTLjXR66SBIuthjYKeZz1B7h0nuBwKaJRZAauFZqtDrg+CHnZ2StUGsw4XmXyVZrVNqtADL4sRL/vHadodFVGAaY+NB2e97zvmd1DKVSmWG73R16SfRqFGp9aiXGyiFwXSid7nTE56yJ6XKPXHzVMzPnKxPIVcBQGV1UtjiJ0Od78xVElNzgeoFmskToag99ILU3QaTdZf3xuQlQGsbiOBqJtGqUE1XyE1wrkJz/ixOU0crJ8wsRRh8y+GjsuiKDCxHEFv0CEKAuuv7Vw4lp6Ii9CUl1q5zoO7xxpl5vxz0+xeP6DT7vDMd6/xuX/xozi8tkHG1dnZGbVajXA4jN/vx263vyfA5CHY+b7v+z5+8id/8inY+etRTwHPk6pvFfBAryvzrQKedrvN3bt3sVqtzMzMXCAnb29vk81mcTgc+Hw+nE7nO+ry/J///M/4X37uf7+w74F5H7nTPI1Kc8DlySbytJttVFXVJA5Db4wVmPBRypXxjXmolmscr5+iqrDw/NAlebRWXlqgnKtgdhjJJYrE+innKy8tDDx5Rmv5Awsc3D/BHrBgd9ooZsqkz7KMXTVxagAAIABJREFULUbYf6Rb44m6aNbbFB/xurn07UtUS3UUo552q0MxV8VkNXC8l9R0njwRJ7VaZ2BeCOAJOajW25ocrvGFACeHWQ0pefH5STZGIicMRhmj00J2pCW/dHWM++tDcNPj8qDh8syuhtgc8Rqanw+wfpTEblbw2s1YjHpUucf/SWcr5Is1puZ87JwMOzOTURu7Iy7UFqOehtyl3hwSbldmAtwZUW+FXFZOK1oTwbXJoY8MgEGWEPXSwEwPYNbjYrugPS8uh/zcSj2SlO73cyulBadjVivH5YtxERN2BwdFLQiatjvJ1qrMuF2cNQrE+v4/a04/d1MXicpunUKhz29adrnZrKZp9rk415zhC3yjq/4Ad/PnBPQm4oW6pqszbrNT7TRJ1atETFbKxRalZhObouAxGdnPa/f1WjCI2IBbx8Pv+0wkqAE9EYeNUqVBsd7ArJNZ8/jIZCocpXqf5bdb6DQ6ZPuj3qWIl52jFN1uT+6+EvWx3vebifrsuGUFoalyeJhmZtLLxt0zUEFRdPhcBs6OegDJbjfgsBg56fN67A4jM+Nuzg/SnPfB+sJamNPtOJX++EqSROYvRSikCuh1Egf96IjAuHuYpq6qgMrStUliD5KEJr0crp9QyQ9/Sza3BU/IgWKQycRzJA6H56zRaiA47ib+IMn4UoR6uc7h/VNUVcUbdaF2u4NA0YcKrXazjd4os/HaLqqqMv/cNL/yb7+AxTGMhUgkEhwfH7OyskKpVCKVSlEsFrFarXi9Xlwu17vq+NRqNT760Y/y8ssv8xM/8RNPwc5fn3oKeJ5UPQnA85CcPD4+rjGmepScrKoq+XyeZDJJLpfDYrHg9XrxeDyDbtCj1Wq0+O2//z/z1X/zOu6wk8CEj2qpxtH6CeGlAGcbCQ0ZGGBydYxGrYnDZ6NebXC03vO9cYedyHqZ8wPtzcbptzO+EqVRaXK6d06pf8OXdCJz16bZ/AstCLL7bMxcnaCSqxJ7kBisL4giiy/MsPG6NntHb5SZXB2j2+2iGPWUclXO9hK4AnaqtQaVnLaDsPL+edb/QvsZoWkfhWwVxaTH4bWimBR0soSo6MkmihRzFYq5KopRxhVyEh8J/bQ4TOgMevKZ4Ujv/2XvvWMkS+w7v897r6pe5ZxD5+o43dMTNi9FnXTy2QJFyZS4ifSSWlJikKA9WwIsw4AMGjifdSKIu5NgneGzQMj2X2fAgLnagy1RWu+R4s5yJ/RMx+lYnSp0deUc/UfVVNXrml2Gnbmk+f3X1a/eq3r1wvf9ft8wOuPh8Cit6FjNXhtjY0C5ZXcZydcaVCt90DFzJdjzT5FlFSMjdhqi0AEWgkir0aTSbnMay/RA0fxSgLvb/RvnSNCmUF0JgoDVredsIKx1dtzOWrT/HWwmLdlmrZfnBLA46eXOcf8GbdHJFIWGgm9zNeRl8/wcWVIhCQKiKDLiMLOfSdNst6k1m5SbDfx2MwcXujZjNgv7F1674vEOjcLmHU7WUsP+OosOF6tdY0ABWHC5qIsNSs0Ghw/p7izbvL0uEYBDrUEvSxRoUK2iCETtfUa9EaEB++Xi0P+cOj0uvY58rka00AexerWaoNnEVqqzf2VJYlbvQCupFG7XAFcDXm4N7ONxuxWnpOPwNE26WMFp0qNqCyS6nR2fzUSt1CBd6BzTUx4LkWiOZrONKAg8PeGnUagTiZwjy2rktkA80QGCs1Me9rfj1GvdUdiMl7W7x9DudFRGQybkpsB5tEDmvMjcUoC99SjVLm/ObNPjD1jYunWIrFUxNevlZDeBf9TB1q2IQqVl8xpxuCw0y1X2BpzHZb2GycUgyeMUWp2abDKvECeMzQfQGmQy8WyHz7Ov7N7ZvBbGFoJk4ln2VpTmoNAJFd6/d8jIXAD3qJOv/9MvoDX0VVexWIzj42OWl5cV18R2u00ul+vF9EiShNPpxOl0/liBoeVymddee41Pf/rTfP3rX38Cdv79qieA53HVowY8g+Rkq9Xae/1HkZPb7Xbv6SWZTKLRaHC5XLhcrp7sMpPI8Y9f+2dsXrj5C6JAaMmHVq0FBCJrRz3+zNyzYbZv7XcIht3SGbXMPhemWWuytxJRcHmsHgt6k7bnhiyKAoEZP1a3GUmt5s53VxXbVmkkJpfH2OoalAmCgH/Kg81nQ6vXdByUB2zltUYZ77h7iGDtD3dyvLQGmVqtQeLonOxZvsP7WVMCMqffSr2JQuouqSVG5jschsHXZp+aJJsqotVrUGlUiJKIzqylWKhRKBRQqdSo1Wo0Jh2lQpV295QxmHWUqk0EobMPJFFAbzNQLndkxq1mG1mvJpUtUy7VOknupSr+SRdHA7lf80sB7g1kbFmsOgrtBtWBfTI162Ez0r9RTE+4WD/tAwaNWkTUS4pcrUuTbla67sxGjRqX0YjBqEZCRBIEWs02Rr2G02xHJVSs1CjX69hthh7hFsBl0pOslhXdkGm3nf1sFqOswShr0GvUOIxaSu0GxWqVdLXIebuOSaMhXavSuOBtM+NwsnkB8IyZLRxms0MXpGWXh3y1hkGn4m46Trt7WkyabeylMkPLC8Azdje3MmfUHnLezmutRCtVvCYDGxll10pCYMniodZssnmu/HxalYpxm5W9dJoJrY37XfL4tYAy4kMAlgNebh/H8BqMOASZRrNF7LyznwHcZgM02iTzHcDqt5nIZ0sUq53ffHnMi6oGyXie+HmepUkfq93j1mSUceh1vWNoLGQnkyiQy3W6kzNhD5VsCYtOy+5mDK/fxPlxmnKxs22704DZrONgK979vG2uPjtB+jTd6+oAuAM2rA4D97v8nslLfmK7Ccw2Ayab0pcHYP6ZCWqlKq1mi72VQ8U1c2TWTyVfxuG3UUgVONrqn4OTy6McbZxSLdfwTbix+6zE9hOcn6RYeGG6N/p69peu8bt/9hXUmj6oiUajnJycDIGdh1WlUiGZTJJMJqlUKthsNlwuF1ardahzXi6XefXVV/mVX/kVvva1rz0BO//+1RPA87iqXq/TunDB/rD6UYDn5OSEo6OjIdfPn8Y5uVQqcXZ2xtnZWef92TZvfeuvaDXanNyP9m72skGDPWglutUHBWpZxehCEJvHyvbNvSG5+PT1yW4Keq3H5TFYDdTKVZLHKdJx5dO2xWXGaDNysh3D4jThD3tpNVqcnSSxOC1DBETZIBMIe9m/e9jhFc360Zl1FLIlaKPw8YCO8WGlWBvy6nkwxlJrVRRyJVKxLK1mG61JRzquXHbu2Sk2bx4oXlt4PszaDy+89swkaxeWm742zv17/ZuB3iijsehID3j8TF8OsTWQni5IAp4xJ6cD4GZ2KcDagAJMq1UhmTTkBkZpQ92dkJ295EDXRACLQ+a80B85XZ72EcsWsOpkZFGkVW+Qr1UpVOoUKk0q9SaXp33civTXq1aJ6I0a0qX+tmeDLtYSyifwK+M+bl7oYiwE3azGlCBzwa9UdQnAM2NBCvUaarVItlFlr5AmZLawmx12O152eVi5IG8XAb/BxEm+81uOmi2YDBruZuLMml1DoAk6mVf3z1L4jUZ0sortAWflEZWOk2KVNp28sWWvlx+e9Y+1p+1+bp5EUYsi827X0OcxazRctnr42wMlGH8Y6PmZkRFu3z/tgZwpj52TsyyV7njVazVSrzZId1WNPosBk6TBLGq4f3DGuM/OwWGSepe0fjns641KtbKKUbeVnd3O/nbaDehECYtOplaoUinXod4kfto5T602PTaLlsgDKboAo5M22rUWrXKDk/0kkkpk9nKInTuRXgcIwDtmwe21cvdvlKNoV9CGw2vlaOuEwLibrQ/6ogBXyI7Lb+Ng7YjQtI/d2wcK00DvmAuH34ogwNr37w91nCW1xKUXwtRrDaK7ca7+/UW+/s+/iCT1r42np6dEo1GWl5eRJGVEyo+qZrNJOp0mmUySTqfR6/Xcvn2bX/iFX8Butz9SsPPGG2/w1ltv4Xa7WV1dHfr/O++8wy//8i/3Qqc/85nP8Ad/8Acfa5t/B+oJ4Hlc9ZMAnh/84Ac888wzQ6Dlo8jJj8I5+cZf3ORbX/qfqXSl04IA/mkfWrOaRrVB5K4SQKhlFROXx9h6fwdBEAjO+rA4TJyfZrD7rQ9NQZ+8Msbpdgyj3dDh8mTLHG4c4wo5qdeaiuBAAKvbjNFqQKWWMNgMZBNZju/HMNoM2Dyd5OTBsjhN6K0GMokcgSkvskFD7rxAq9mikCkPSVfnng+z+f6e4klSZ9LiHXfTbDYRNQKNepN6tYXdZ2XrptKZOXx1jJ3VU8X7JxaD7G9GFYaDc0+Ns7GiVJ/MXB9lcwAAGS06kNU9oigMc3m0OjVqi5bMAN9hYTnI3QEys8tl4qxcpjFwA3jA3dFr1NgMGow6EY1ej9AWqFTq5AsVqlKb84Hx1uKsj9v7ffClkgRUepHiQNdocdzLyskFx+SQg614v+uhU6sQNAKF2sAN0GwkXi4qFFw+s5FosaC4mOjVKgRJ+V6NJHEt5KPabnJWK7Kfz9AWIGg0ES0UFOsEuOLycic+LDd/zh8gVauwkVUCHhGBUZ2FSK5zoxcFgSteDzfPY6gEAbugJzGg9AJYdru5lzlj3upk9UQJ2K75fT0ekCxJTGlt7CbTzHmc3L0A+B6AHq1KYt7sZPUowWLAzd3DAa6W18FBPNMzifRajBQLZex6PVaVlkKxQilfI9sFwOGQk+OjFNUuSLoc7nZ62h3Ozfy4m3g0S9Bh5iyaxWrSsbPR2V9arZrRUTv37/Wl6POLAe6vHOP1mlGLkErkMJpURPf6gNriMOALWNm8eYB/zEL+rEQ+XWJszke72SIy0CH1jjmQNRIGs46DtWOKA8e/IAosPDNBvdqglCsPKbgWnp9i470dxi4F0chq9u4dUi3WkPUagmEPu3c6naX//M3/lC/89y8p3ntyckI8Hufy5cs/Mdi5WA8653/0R3/Ed7/7Xc7Pz7ly5Qrf+MY3WF5e/tiA591338VoNPL6669/KOD55je/yVtvvfWxtvN3rJ4AnsdVPwngef/997l69aqivfqjyMkfF+z85bf/P/70H35boTgCcIzaKKVLlHNVnCE7nlEX+VSBTCKL1W0ZugCJksjsM1MkDpN4Rl1d3s8xrWaL+eenu7k4F2TnT00iSSJt4Ph+tOfL4xlz0ag1hkBQaC6AyWEgl8mSjRUopDrLO/w2RJWqFy76oAJhL7VKDYvTjNYoU8yWOdmNM3V1fAjsaHRq/JNeIhe6Q+Hro2zfPkZvljE7DRgsBoxWA/V6m3ym3OPyOP1WisUq5QEzNe+Yk9R5idrA0+n0lRBb6xeSwq+MsjVwI7A5DRTrLSqV/s1+7upIbywBYHcYyNZq1OpNBNqYjFqmZjzkC1U0KgmhDVqdimiqSDpTotD1GvKMWDgZ6MgtzPi4ezAAblQiOou2xwkBWAp7FeRaAKdNJjHgXxRymjm4oEa6Mubj5skFjsro8GszDjObGeV7rwa93DxVbtNnMhIr9sGSU69jxG5Bp1PzvdNDRVyECPj0Jk4vEp7bMGqyEslmWXC5SLfKHBc7277u9CmMAB/UiNFIwGzlBycnQ/8DCOsN5KotEpXhyIlrfh8r8RgLJlfP4VoSBC75Pdy58P2eCwVJxPMcdvlWkiCwEHBzbwD0zPqc7EdT1JotHLKaMYuNk1iOdJe47HeYqJYaZLqk+omAnUQsR6l7LC1MetjZjjPhc6BqtNGqVT3ejiDAwryf9TvHvSv7/IKfnbVT6rUmPr8Fl11PJpblZL9/rk3N+0gcnZPrno9Gi4zNoUFsiEQ2lL/12JwPmi10eg07dyI9BaisUzOxGCIdy5BPFfGEbOyu9Du73nEXdo+F050YnlFnb8T9oGSdhvC1cSS1yL131mk2Wrz+jc/ymX/4nymWOz4+JpFIPBKwM1ilUolXXnmFX/zFX8Tj8fAXf/EXrK6u8txzz/Fbv/VbLC0t/dTrPjg44FOf+tQTwPPo6gngeVz1kwCemzdvsrCw0BtXlUolVlZWGBsbUwS6PZKYiEaT/+X3/nf+9b/8ayxOE4FpH7VKnYPVQzxTThK750PZM/agBa1Oi8VpplHrGA3Wqw10Ji3+KS+7tw8UyxsseuaeC5NPFznaOFF43sw+M8XO7YMe96fjy+PHGXSQSeSHCIi+STelQoVcV1kkCAK+STeeURfVSp3tWwfUBwDCyJyf82hGsU2A+RemyaeKmOxGms0WyZM02fM8o/NBBZkSIHxljN21E0XL3OQw0BagmO3f7A0WHTa/lWqlisVuQa1RIaklVFoNlXKdZqNFo9EEUaQtiRQLHa5Cs93CG3IQjeZ6+0CUBHzjTs6TBVSSiEolIuvVtCQRoXu2tRotZLOWs7M8xWKVXLaM12/lMJFRdJdGpt3sD4DA6WkP64f9zoIgCjjcRuLpfvfr0rSXO5H+DVYUOzL4WKa/zEzQqch9Agj7rWwOjM4EAVw2I7H8QDSHRk1DalOu948rvSTRkNpUB12xRQG7QUeiqOymXAl4uXUBJLgNelLlMhatljGHlXitQKSQ5YpbGd3woJZdXu4MBHWqBIHLPi9HpSyVaoNcbdg3a9Ji4yxTYtJp43ZSOaaSBIFx2UKuXEWS2sSqw34+Pxcc5XvbhwxeBQRgOejlVrdLFrbZSJ+XmXDZFEGvkiCw4Hdx76j/u817HTSzZY7OKjRaLXx2E9VyvRcx4rObaFQapLodk5DHSj5Tol5rMuN3IjZhbytGpUuOnwl7ONhJ9CIjpqc9nO6d90jwCws+5DbcvbFHu90RF8xeCrB1ux/OqdWpmZj1Ui+WOFg/pV7prMs/YaNRaZA47Dy8GMw6/KMOauUakkoYUlH6xp1Y7AYatQY7dyI9zx7oeGq5/HbUsopWo8nuyiHt7rXV4bchigKJw3PMDiNf/sNX+JlfU3qaHR0dkUwmWVpaeqRgp1gs8sorr/Dyyy/zG7/xG73rcaPR4Ac/+AFOp/NjhUL/KMDzq7/6qwSDQfx+P9/85jdZWFj4qbf1d6SeAJ7HVY1Gg+YF19gPqzt37jA9PY1er++Rky9duoTFYukt8yick4vZEv/kv/gT7vz12tD/RpcDqCU1KrWao40Tit1Rx8TyKKc7cSoDTsganZrppybRyGru/3BPQU7ujL1Ge09iKrXEyFwQnUmLWlax8jfrQ2Tu6acm2V89pl6pK3x5mo0m0b14z/TwQYVm/aTjWQrpImpZRXDGj96so92Gg7XjoeXnnh0eY0kqkemnJ6lVG2gNMtVyjeRpBpvbzMl+UgH6tAYNjqCD070BnooA3ikHsX0lL2nm+jhbK/0xmCCJjMz6iQxwcExWPW21SjHKmr4cZGtDeaMenfdxMLDNkUkX+xcyg0Zn3OwNSHinpt1sDYAdQRBwhyycJPqfc37ay70BcCOIAvYLAGh+ws29E+X4ZWrE0XP+BbAaOoquQXLxjNfOxrnSAPBh3Z0Ft53VC8st+TysxJXAwq7Tka/XellUD+qaf7gTNOWw4TLp+OAsSrXVX14SBFxaI7HCsAvz874g5Wad2xeCTSUERnQWIpnOfrvi87KWOaPS/RxPO/w9jpJerWLMYe0pxQDm9Rbun+eY9zjZSXY6M4p9EvRRqzbYO0n1RlVXRnwfCnrmXQ5i0Sxeu5lILEO9Czh8dhP1Sp1UF+C7rAZUTYFEqoDdpCPstnN2muW0y8sJ+KyUsxUy3QiUUNBGKVsm3e3SuN0mnGYdrXKd3Y0oao2KqWkPGwO+Ur6gDZUocLx7xsiEk0q+RLVSxW43sT8wjhUE8E3aENttstE8+VQfyPonXJgsOu7fPmBqKURk7bgniLD7rHhHHRxtRtEaZFr1BsmB497iNBGc9lKv1onuJcgl82h0Gn7vf/1Nnv7FZcV+Pjw8JJVKsbS09FObsD6sisUiL7/8Mq+++ipf/vKXHwtB+aMATy6XQxRFjEYjb7/9Nm+++Sbb28NWH09KUU8Az+OqnwTw3L17l/HxcbLZbE8q+XHJyRcruhfnX/yXf06tUie218+kUWkkvGEXx2v9C76kkroW7jYOVo96HhcPyjvpIndeoJQpI0qdDo3JaiSTzCFJEofryo7Jg7HX+t/exzvuxhGwU0wXiWwcM//8DBsPMRqcvj5BZP0Ym9+Mw2snncgR3YkzcXmU052YIhYCYOrKOIebp0gqiUDYi6zXkDvPY3QY2bqxrwA7oiQydW2c+zeVZoOBKS/1egOTzYjWqKXValHIlDDYjNy/8EQ6uuQnsq4EBGOLPg42LyR9XzAh7HzWEbbX+jc2g1mLqFWTywxmbIXYGMjvEkQB74ST4wEy89SMh62DCyBszM5JrA9uZmc8rEaU3R2nx0Qs1R/5zE95uNvtJEhCxwRwJGClWKl3AkMFEa1GRaXV7HYZ2zSbbcwWLYlsgWbXXbrRaKLTimRLFVSShEajQqvRoNGpuheMNvliAbVWRq1TEy0WOSsXaXR/+1GHlYO0Up5+LeDjgwtmhjadllJtOIbiitfLnWgMsywTdtvZK6RJVktcdT98ZBU0mkhkO9sP220kq3nOu87N110+hUwcIGQx05Q6Se3b0XPFRVAUBJYDXj6InXLZ4WH9ONH7f9Cg47xaozww2r3i9qBpi9yMKL/bckhpAmmWNVxyOPhgwF17JuDk4DTdA0oeq5F2o0myC2ImvXY8so67qyc0Gi3sFj16lYpo97iw2/ToVRKnXYNCi1mH3axF1QKx2eY4cs7UlJuNO33gPjXrJXmSIduNibA5DExMOFl7b4dqqd9hnVzwU0gXiR+mUGskwpcCbN08YGTWTSqaIZvoPxyJKpGFp8dpVuvs3TsaelCZujyCpBKplWvs3T1isI05eTnEyXYMu9eKe9TBS7/3KeaeDSvef3BwQDabVQRpPop6AHZee+01vvSlLz02NdZHAZ6LNTY2xgcffIDT6Xwsn+U/knoCeB5X/SSAZ3V1tde9WVxc7LVdHxVfZ+17m/zj1/6Y/IDpXiDsRWuTaTVa7N9SEnMFAeZfmGHtex2FRWDah9VtJh3LYrQZOFjtKLEGy+I1ISCgkdW4Qk7y5wWONk+6yirf0NhLEGDxZ+aoVeq0ETjaPO2Noeafn2bjvW2FfBVg6ZNz1LtGhyfbfe7PzNOT7N45HIqoWHhhmv3VI/wTHrRGmUKmRHT/jPGlEbYuOCt7RhyUy3VF7g/A7LNTbH1wgM1jxuoyo9GpadCgVm13fFCSnYyt0VkfRwfnijFYMOzm5DCj+B6z10bZuKfkC81cHWFztf+awaxF0KrI5/o3gLnlEKuDAaYqEZvP1PNWAZie9bIxIEMXRAGH30Q8mcOk12LWy3g9ZsrVBpIoQLsz4kQtksqWyJeqFEpVJkddbEWVo6vZKQ9rA2MxrUaFoBX7WVvAuLdDzh2scbuevZxyRLU04uHOadeeQBBwmvRMum2UW00aQot0tcJxPodGkoYIzNDhx1x0dBYBn9HEab6/P9SiyKLfTaFRYyOt5HkBLNrdrA0oxDSSxKLPxWExS6FQo9xoDL3HodMxZbHz/slwzhbACyNBVg5jlOrK9/qNBvLVKvl6gzmzmd14nla7zdURZYgrwOWQl7uHMSbtNvLpMplihfmAi7VBiwG/g6NYpqfeclr0WGUZq6BhczuOTqvGYdJx2AXIBr0Gr83IQTdIVKtVM+q1snM/RnjcTatUx6DTsD7QnZyd9xO5H+uotwCDScvIiB2p2WL33nEnDsUs4x+xsz0AjkRJ5PKzE2SiSsm6KIlMLQVJxTJUilVknUjysAO6tHoNE4tBkicpEpFz5p+ZZOPGTu98cviteEddRHcTeEYd3P9gl2ajhTNg5w/+1ZuEZvu+ZAD7+/vk83kuXbr0WMDO5z73Ob70pS89svU+rD4K8MRiMTweD4Ig8P777/Nrv/ZrRCKRJ1L4j64ngOdxVbPZ7HVlPqoajQbf//73sdlsLC4uPnJy8rv/53v886/+SwXPBTq8nGatRTaRxxm04xlzUUgXSRwmCU772L7Q/QBYeHGG+MEZnlEXxVyJyNox7VabscUQZ4fnvTHYg/JNeXAF7ZTzFSLrx73AT7WsYmJplK0f9gmIkkpiZC6APWBj926ETFRJZp1/YVoROSGKAv6wF/+kh/NolsjGicJS/tKLM6z9rdKGXhBFZp+epJgrY7IZqdcbJI5TqFQizbYwJLNfeGGatfeUJEnnqJVcskJ9wH/IP+lGo5dRqVWo5U50RaPZpEmLXKZMs96m2WijM2lJ56pUBp6IpxYDbG8pxzizV0fYGCAqG0wyLVlFoVBFrZHQySrGw27O0kU0KqlDVhag0qygkXWIgkit2sBi17MTSZIvVGk2W53Rlc9EfECmPxNW8nsAxsad7J4OZGTZjcSLyoyspbCP2xe6E/NjblaPlesa8ViJnCu7Nm6rjlhBybGaDTjZiPVBlqySeGrcT7HRMRDcy6UpNRqYNBqa7TaluvJ4XvZ6WIkq9yPAdb+P28cxFnwuko0yR904jDmbk63EMAgCeMEf5LiY66m2BuuK08vKSZyrQR934jGFz5BJo8HUVmM36DjIZIZAj9dkZNRo5vbeKYNY/pLXwWpM+Vl+dmKUG6uHve7XAwfle/v97zjpsxNN5Gi32yx4XcTjOTSCyGms8x11spqg28zufme/qlUS06NONjdjiMDshAeTWsXt9/rn+ty8j93NaI/X43Sb0MsqjvfOmJ3zkzhM4fCYiEeS5AeMPMdnvZSyZVLxDNOXAmx8cIBaLTF5KdANFu2D98nFICpJoJgpcrR1YZSoFpl/apxyrtzh8lyMmHkuTDlfRi2raNYb/P7/9ls4/DbFMnt7exQKhUcOdgqFAq+88gqf//zneeONNx7Zeh9Wr776Ku+88w7JZBKPx8M3vvEN6t1j/qtf/Sp/8id/wp/+6Z+iUqnQ6XR861vf+olvHV/cAAAgAElEQVTiif6O1hPA87jqxwE8D8jJWq2WQCCA2+0GHg3YabVa/Pkf/Cv+r3/6NkabgdCsv0M4XjvCMWIjfZKjemEsZPNasHmsyHqNgpwsqURmnu6MpAbLaDX0yMn79w4V6/NOuChkSxS6rsNqrZrR+QCyXqZZb7J5Q2lyKKlEJq9NcL8b1ukI2PCMuqhV6uiMMvfeVSawA1z6xEzPYEzWaQjO+NAatWi0GlbeWVcQeQVRZPqpCbYGwkChY4hodpqQ9Ro0Wg2VYpX40Tmj80HWLyxrcupBkCgMjJ7UGhWecTfHuwNjI0lkdM7PwYBSRewGgZ5HC6g1EhpZjdlhQFCrqNeaPdWaO2glHs/3Qkib9Ra+SSfb9+PUaw1arTZGs5aGJFAaUIYFJy1ETga4VBoRg11PaiCZfm7Ox729gRuMAL6QleMBf6TxkJ2dhLJLc2nax8qAoksUBax2HWcDnRuP1Ui8qJSdT/sdQ6Bixj9MfPZbjZzkLyRfiwIWvZbzbqaUJAqMO2347SZ2Mmki+T44FQGfycRpTqnMMqjVqNoiuW6QrygILPrdnFby6EQ1B5lhQLPgdLIRTaISRS4HPNxKRHugZtHpZm1Agj7ltJOqljkvlxHacMnWzxsbsVkoNmokS/1jZdHpJnGexyBrOEwptz1pNbCbKaISBBYcLtYiCcbsBo5SxR44EgS4POJlZeA3fH4ySOw42+NomfQyTqOeSJfzolKJzIy42Lgf6+3HZ+ZDnOwmiUU775mb9bG3GaVe6/KCAlbatQbx7v+nJt1YDBru/mCv13GRdSrGwx42B0JGx6fdmE0yO/eUUnO9ScvYrJeDtWPGZrysv7fbGzGPzQdQSQI7K0eYbXoMZg2n3aw+s9OAb9xFfD9JPlMivDzK5o3OA8jiJ2b4r//8axjMut522u02e3t7lMtl5ufnHznYefnll3n99df59V//9Ue23if1b7WeAJ7HVT8K8KRSKTY2Nrh06RLn5+fodDp8Pt8jISdXilW+9aV/wY23bg39b2TZj1pQo5bVHG2c9roywRk/hXRB0eWQ9TJTV8bQGmW2buxQyCg7OJdenGG1O/bqmBKG0MhqWu0WB/eOhng2JrcRSRTJxvP4w15sbguZRIbzaAb3mIvIqlL+K4gCc89MsX37gJFZP1qjluRxivjB2Ufma619/z4Gi55A2INaVpOKZ7A4zWz9UNm1sriMyEYdiQs5YHPPTHF2ksbmtSDrNJSKFTKpHGpZy9mxslsx89QEW7eVHJ35ZydZv2BMOP/sVCeBeqB8YQfRyMD+1qowOE2cD4ypRsJuIscpBXibXQ6xvj7o1aOirdMocrcWlgLcG+B9SJKA2W3kbGCsORN2s36o5BxNTrkU2Vs2s45so059gH+yMOnh7pGym3J50svtiPJpfdJrYSepvLFPBRzcjyv3d9hl5n5K2V1bDinjLKDj76NSSeQqVbxmIz6biWS1jEUvP7y74xs2PwS44vNQr9fZLWQoDowg1aKIW6MnOgC+Jhw2Su0a+VoNuakiVVJ2pux6HXajDqtaVhg0AjgMOgxaDZFMlmm7nePTLLVmE4Osxm81sZ1QcuOWA24KqTIHgx04n529WLrX6YGOo/JJPItXZ2Dr4IyQ20IhVyHbFRboZDUhp4WdLpldEDoduWapQT5ZJBbPMT/rY3sj2lNbhUI2ytkKqWQHNMtaFXMzXorJAntdY8zgmINyrkQq3t8/I5Mu2o0mRr2azQ8OaLfbGMxaRqe9bN066K3f4TVjserQ6tQdvk5BeW2Yf3oClSiwcWO71wl+UDqzjG/SSaPS5Gg9yic+8xS//cdfULgnt9ttdnd3qVarzM/PP9LRTqFQ4KWXXuKLX/wiX/ziFx/Zep/Uv/V6AngeV30U4Dk+PlaQkyORCJIkEQgEPjY5OXmS4k9/59uUCxWiA+RkQRIIzvs4GuCPPCAn27xWTraixCPKm58zZEeSJOIHZ71ldSYdyeNz7F7rUJcGOtyfrRs7+MMezA4zqdM00b04I/MB0rGsgkcEHbm31WMGCTRqLUebp9TKdTQ6NaNzQbZvKUGKIAosfmKWRr1Jo97gaOuUSqGKIAjMPRceyteSVCJTV8Y42Y3jn/Sg0arJJgvk00V0Zh2xgwsy66tj7K+dKPyJJLWEf8pLLJLEFbBjsneMEXVmPbHjNKl4jnIX3IWXR9i+pwRuU0shdrdiStBybUxhQggwOu/mYKd/E5RUIs4RO9HTPsgKjDo4iWeV2VzLQdYG3Jr1eg1opZ4HD3R8Ve7uDNyQBfAFrRwPqLdG/Db2L4yfFmf83Nm/8D6vmePzPkCxGLQUm/UeiRbAa9ETvSAvH3NZ2btASnYZ9ZxXyzQvjC6cOg3JipIndnVEGbLZ/Tgs+FxoNCr28xmS3cR1s9zhpxUv8H80oohJpSZVqWLUaJj2OriV6IymnvIOrx868RDPBgO8sz+c2QQw63BgUqm5eTJMjNZr1Cx4XNw/TFKo9r+PRiUR9thZO+26Hut1GNpqZBEOkzkG7bGCFh2JfIV6N5B2OeBBRuL2Rv/48TpMNKsNzrsPJWqVyHTQxcZ2nOmgg3qhjs2sY33ttDcmGht1kE7ke1wxo1HG6zSRT5Vw2vTcXz1hZt7P4f045S6YllQiswt+Nm8f0Wq2mJ73cXacwheys796pPCjcngtOL1maDWJrJ/2HoD0Ji1j834i6ycUMiXmro+xfXOfRq2JwaJjdM5PfD9B8jSDe8RBu9nirCuc+OTr13jx1Ss4nU5cLhcGg4F2u83Ozg71ep25ublHCnby+TwvvfQSb7zxBl/4whce2Xqf1L+TegJ4Hle1Wq3ezPVBtdtttra2qFQqCnLy8fEx9XqdYDD4sfg62zf3+Ecv/zPSsYEbZNiLztZRHO19cDj0nkufmGXte1u0222CMz4sLjOp0wyyTkPyNEUhrSTxGm0GHH4b9VoDu8dCOp7jZDs6RHQerMt/b55mo0UxUyKyftxri3vGXZRyJfLng7J2NVPXxtCZDERWDzkfuNmrtWrGFoIKfpGkkhhZCOAK2IlFzjm+H+1d0FUaifHFEXYuEKaNdiN2jxVJLaE36yiXqsQPknhGnRzvJBT8HESBqeVRdlaUxO6Z6+Ns3znqteYNZh0jc36a7TYqtQR0eTwNqLXaJGPZ3s3A6bNSKNepDHRkRmc8RA7OFaBoasnH/ftKErJ/wsnRQGCpN2Almi4qANDC5QD3BgjOGllCY5bJ5MoItJFlNZNjTs5yJWSVhFoSUaskzFY9xXINsXv8SZJAU4Rms0W73Tl+jUa5EyvxYHMCWC06MqUKYvfYrVQraGQBQSPTBurtFpVGA6tZx53TGNVBtdKYj1sXQMYlv5vVqJILpBIEjDoN6bKyM7Dk78vnRUFgxuukreqQqh/W3Zm3Wdm4AOoCFhNOi4GteFLhFfSg5pxOtk6TLPjcRPLZ3ogMOrERhpaKs0KJ5ZCXu/G4ohtj1WoxtFR4LUbuHF3gqwgCl4JuYtkiYrnNWa5zHoR9Do7PsorPMu6ykMmVsIsqjhIdULM04eHezkAIqkWPLIjEuh2igNPEuN3KD98/6C0zM+Umspek1uXoOOwG9BoVJ0dpTEaZMb8Nqd1m7fZR7zxyuE2ohTbx4z44nlv0IwsCK9/vP2BY7AZ8IzY2b0ag3cZg0hIYs5NPFTGYtexcUDoaLDpml0fYv3vIeVT5m4iiwOVPzlDKldl6fw9JJfKVP3qNv/+5F6hWqySTSc7OziiXywiCgCzLj9xn5wHY+dKXvsTrr7/+yNb7pP6d1RPA87jqIuBpNBqsrKxgsViYnJxUkJMTiQQ7OzuEQiFcLhcajeYn3t7eSoT/5j/5R0NjJLPbhEojkTrO4Bpx4B5xkk8XON2OEb42wcYPhr0bZp8Nk4lncQRsFNMlIutHtNsdJ+RmozksUx9zE5jxkYqliaweK5RKCy/OsP79+31gYNETmvUj6zXsrx6SO1N2fMxuE0J37AXgnXDj8NsoF8q0Wwzlaz0AQQ9Ajd6sIxD2odGpEVUSq/9GCcCMdiMmm5Ho3gWi7kKQWr2B2WFClASSsRSpaJ7wtQk2L4zCRmZ9xA5TCq8eg1mL3mbg7KR/4X7QGTra6WxLrVFhsulwBp1UKzXUGjWSSuyEj2rVA12lNm0BKs06tWodBFCr1JgdJirVJqVSCVEQ0Ov1yGYt5XIdgc6xpNJIVBrNrulhi3q9idNrZu8wSaXSoFqtd7lCFqLxfpcmGLQRSSjHT5cW/KzsKEFDKGTjINbn+OhkFYJGUqi1rEYN2Xpd0bXxWI0kikWarTYmnYzdpMNu0oFKoNZukqlWOcnnqDVbjDutQ52mBY+D1Qt8IKENQauZ4wtuzTadFqOswWkxsHGepNg9D/VSx4m61BhWTy57PDRbbaLlAmelfmdKliTsKi3xfAeMOAw6HGY9m8nOZ1l2uFkd8Cuactk5q5RIlyuoRZFxg4XdLifq6mg3l2zgsus3Gxk1WfjhjrLbN+62kcwVyXfVkCN2C3aVzFEsQ37gHB93GziIF3tXZJNexmc1YhJVbGzGaDZbLM36WV096S0TCtgo5Sqku/wuo1Hm0rib9VuHvU7OxJSb81iOXLdj1ImYCLK3ccrUpJv7K0c0my1ml0Ls3j2iOiCKCEw4sdv1HG2ekjnrj+eCU25krZrdu0c4fBZkjcTJTgJREgkvj1DMlHrRMXNPT7D1w44SKzTj4zf+x5dZfGFGsY8ePECWy2W0Wi2ZTAaDwYDL5cLhcPxU19EHlc/n+exnP8uXv/zlJ2DnP556AngeVw0Cngfk5PHxcbxeb2+ZQXLyg1DPZDKJKIq9RHOdTvdhmxiqTCLH+2/f4r3v3OLuO2vYAhaKqTLFC9wbo9WAP+xBpVZRK9fYXz3qKZwuvTjL6veUBGGzw8T09QmKuRI7t/YVN3qL04TJaeK4m+2kt+gYmQvQarWRtRruvbsx9Dlnnplk59Y+7TaMzYfQmbXEI2do9VryqeJQ2KfRrkdv0pFPFQnN+pFUEtG9BLVKDXfISeSC74/OpMU92klOt3kseMddIAjkUnlaTYjtK0d3wRkf57Es5YLSB+TSizOk4zksTiOCKFLMV6jXG+QzFQWfSVSJjC4EFRJc6PJ2birHIPPPTA69Nvv0OJsr/e8giALBsIfDAdNBg1mmjkC10t/34Ut+traVwG16KcDmgPLFYJI7BOeBbtLsvI/1XSXnZWpa6elj0GtoqOlFEwBMjTrYOlWCjqUZH3f2lJ2LpbCXOwfK1xYnvQriM8CVSR+3Bo32RIHlcT+1VgNBEkhWyhxls9CVrj8AHQ9q3KTn4ILkHeBK0MftbtdIr1Ez43OwdZ5kxGxkPZkZWj5st7Mb74B4nVrFrN/F7ViUJnDdOywbFwWB5ZCXdqvFSmSYO+Qy6tHrNNjUWlYu8JqWQh7WTxM0Wm28JiPtUpPzQplZr5XNmPKzBR1mipUaI5aO0qpab+J3mqkOGA0ChAM29k7StFow4TRRzTU6+VgDx8/clIe9nUQvVNRq1mE1ajFp1CSOMqRTRRYuBdhaPe4Bb7NFh8mo4jTSAcLhsBsaLSqFKicD67a7TDhcRrZXjpC1aiZmPWx+cMDkpQC58/wQR+7yi2GqhTIb7+8rvHUAxub9ODxmbv3VKq1mC8+ok//2//g6oWmfYrkHYEcQBKanpxEEgXa7TaFQ4OzsjPPzcwRBwOl04nQ6MRgMP3bnPJfL8dJLL/Gbv/mbfP7zn/+x3vOk/oOoJ4DncVW73aZWqynIyT+uc3KlUuHs7IxEIkGz2cTpdOJ2u3/skzafz3Pz/VtUT5vc/atNbv6/Kz1TL/eoi3a7xdnARUhn1DK2GMJg1bP2va1hp+Lnwmx/sEej3kRrkBmdDyJIIuV8mXyqSCqqVPXIeg0jswH2V48YXQgi6zSc7iXIxDLMPRd+aFdp6soY5WIVq9tCMVsmst6RvHvGnNQqddKxC0nrThOecRdqWU05X+FwsyNLN1oNWL1WjreUNymLy4TOqKVRb+AKOREEgeRJGlmvIXWWH4qiWHhheogPZLJ3DAmbzRZ2jwVZr6HZaqO36Nm6dUhpADDNPjXB5h3lGKwTMhpXmCBOXQ6xs6m8Kc5fH2PtwggtfDnI/QEnZpVaRGORKeQHYjUmnBxccGKevxzk3sYgb0vE6jZyNhCqOhK0sX+hu7O44OfOhe7O+JiDnZP+caNWi+iNyvwtk16mSpPKwDjGatBSaCg5Plq1hFpWkbswopryOdgekGgbtRqWxjwUGw2ipUIvAV1oQ8hm5iit7O5YZQ3FeoP6BWdjt0FLyGbjoJBVdHCENkxYhjtKYw4rVqPM3ePEEL8IwGM04Jb1RAt5UqXhWInrAR/1eou7J8OAaNrroFyt0yg2FEq3pVEPa0f97T1Ijj8+TRMf4L65LAZUokBs4DdcHPegqrRZ74JdUYQRr4nIUX//jAXtZM6L5HIVxgN2xHoLg1bN5gCvb3TMQT5dJN0dMwsCLF8JUU6Vud/lnImSwNxSkO2Vo558HWD52XEKyRw7d/vgXZREpi+HiB+ckUsXmFkKsfZe57zyjbsw2wxs3z6g1WxjtOlxeswcrJ1gdZu58slZvvDffQazw6jYf+12m42NDVQqFeFw+EOviQ9GX8lkknK5jM1mw+l0YrPZPpQjmcvl+OxnP8tXv/pVPve5zz10mSf1H2w9ATyPqx6oBk5OTj6Wc3K9Xu+Bn0qlgsPhwO12YzabH3qin52dsbu7y+LiIgaDobOOap2Vd9a589er3Px/VjjdUV6ETXYDNq+Nw/VjVBoVYwtBNDoNJ9tRgjMB1r43LAmfWB4lEUniCjnQmXQ992ar24zBauDkQqq5pBKZfT5MLpOjUWwSHZBxzz0f5v77e4qQUYNFz8yzYerlOvt3DykMePzYfBaajaZiHCbrZcLXxtDoZE53YsQj5wPLW9HIqqEnzUDYS6PRwuI0dToK0RTpWJ7Zp6fYuHEhpFCvwTXi5Hhbue/mnwuz0R15me0GrC4TDr+VerNNo96iXKp1ZOySQLXWojAg17U6jTQEgcKAwaArYCWTLSuCR8dnPeztKT/7/PVRVgdJzwI4AyYSZ/395HKbSBbKNAYYsAuLAe5d+G3Gw252In3ytkGnpqkRKQ6MqSZCdrZjylHm4rSPlX0lWLs87eP2/gX34Ckfty6+NjHs4zPhsfXGP72vJYDXaiKa6QAdt9mA32FCo1NxI3LMxeHUgsvO2gX1E8Cy38vKUQy1JLIQdHOQz3BerrDsHVacQQcIhe12THqZu/G4IhpCBKatdrbjKSw6LT67kY34QLyHw8ZRNEuj1epwlA6jtAdOVbMsM262cHyWJnvBH2s24OQgkabRbLHgdrO2F8di0GLVyxzGB9LJDVpsBi2RWIa5gIuzaA6LUUsuWyY38MAyPWpje6+/P0Z9VjxGPXcG+HyXFvxs3jvtjaKNJhmLScVZtMBs2Mv9e8c4XCYkQeDkoH8curwWTCYNp/tJJqfdbHxwgCiJzFwOEdk8pThwXHtDNrwBK3v3joY6uHavhVDYS3wvQazbZfy5V57lK3/4ikKJBZ1r5/r6OhqNRhGq/KOq1WqRSqVIJpOk02kMBgNOpxOHw4EsywBks1leeuklvva1r/Haa6/9WOv9sHrjjTd46623cLvdDzUObLfbvPnmm7z99tvo9Xq+/e1vc/Xq1Y+1zSf1I+sJ4HlcVS6XWV9fZ25uTkGkazabP7W/TrPZ5Pz8nEQiQT6fx2az4XK5sNlsCIJAJBLh/PycpaUl1Gr1Q9fRarXYfG+HG2/d5L23bkG7Tb3W4PxCZ0CtVTNxeZRyvoLJbuDsMNkDDB+Wgr7wwgzqLrA43enfCLVGGfeYk8MB2bndZ8M34UZr1HLnr1cVpoEA4esTHKydUK/UESWR0Kwfk81ArVYnvnc2dNE0u42Ioki2K+m2e614xlwIKpFCusTRptIZNxD2kkkWhsZ9Cy9MU8yVMVj01GsNzk5S5NOlTsjoqnJ0NnVllL0B1QuA2WFEklWkB6TlkkoiMN3ZnsmqR2uQ0cgqdGY9lUqH69KoN6lV6xidJk6PUpRLNWqVjlpNZdBQyPXBhydg5SxTUgCZucsBhVILYGTKwf5h/3fValWojBrFDXF8zMnO6QUg85DuzuS4k/vH/Zu6JAmYLTrO830AZ5DVtDRQHLiJG7VqGiKUqv3XVJKAxaQjmVfu+7mgi/UT5bjxUmjYzBABRhwWsqUKYx4bhWad+8lzXCYDqWJZke0F4JTVpEp1xUVLVkkshjzE8gWOLnCAAK74vb1xlN9qQtaq2El19uU1v0+hXBPokq+Po5hkGV1LUny3haCb7bNzKo0mskpiRG9iP57BopexGnRELozZpn1ODG2Je3t9IKaX1QQcZnYGfgOzXmYx4OGHA3YHbrsRsQ2JgfNjIezl/k6MKZ+No70U0MbrMnIU6Xf1xsYcZJNFsl1ez9ioBZvRwNoHfWn5g/DQzTtHvdcmwm4MOhWHm1FyAwIHg1nHaNjN1q0IUwt+DjdPKReqqGUV4aUQJzuxHr9n5toY+3ePOiKDhSBP/cIlPv2Vnxv6TdrtNmtra2i1WgUP8ietB6OvZDLJn/3Zn/Hd736XT3ziE7z//vu8+eabHxvsALz77rsYjUZef/31hwKet99+mz/+4z/m7bff5saNG7z55pvcuHHjY2/3SX1kPQE8j6sejLQG/34UzskPqtVqkU6nSSQSZDIZms0mOp3uI8HOw+pg7Yj3/u+b3HjrVi+p3Ow0YXWZOdxQclK84y5CswFi+4khADF5ZYzT7ViPB+MI2PCOualVamRTORL7yg6FpBKZfmqSjR9sozNqGZkLIEoiR1unjMyH2HxvOF9r/PIIsd0EWoOMb8JNo97kaOsUu9dCIVMid64kQLtGHNSrTTKJHL4JN3aflVqlTqPe5Ow4pTBHA5h5eoLt2xEF6VoQBeafC1OrNNDoNdQqdZKnGYx2A8nTLNUBzxCVpkNSPrx/YUT17BTrHxwoXlt4ZpK1m8rX5p+ZZH0gd0sQIDDnJJ2soNGoUalFJEnE6raQz1UQpc5xJHdBRbPZObZot9FbZM7TRer1ThSHJEm4A3aSqWIvD6vdamNyGjhPdVRe7XYbrU5Ntd0hO3c+BPi8FqKpAqIgIIoCkiTidus5Pstg0OvQaNRIkojFoiVfrQNtmu02tVYTs1nHVjRJplSmq6pmaazTbRmskKMznlJcdgQIOSwcnSvHbQtBl8IAEMBp0ncAU/Kc+IWQ0EseV0/+PVhX/R52E2kmfQ5W4rGeusosywgNyFf64zZRELg86iVRLJJMFRVKswc143Wgl9RDvB2AEaeFUr2OR6tnY8DnSKdRMeq2sdn9PgaNGr/OSLnaMZlMDKTVqyWRmaCTtf04LrMBs6DmNJFlZtTF+kDn0WyUcZr0HHTFBSGPBadeR2T3jELX/0YQBMZHLeztpHt3AbNZi82oQqy1Oep2FP0hG61ak/gAGd8/YkctiRhkiY0uH01vlBkLe9i4ddBLOpd1aqYXAtTKNe7fPlA8GKg1KsKXQ6jUAit/0+kg6806/qv/6Qtc/XvzQ/uv1WqxtraGXq9ncnJy6P8fpzY3N/nd3/1dSqUSlUqFT37yk/zSL/0Sn/zkJz8W8fmjoiG+8pWv8LM/+7O8+uqrAMzMzPDOO+/g8/mGln1Sj6yeAJ7HWdWufPVRg53BqtfrrKysYDR2OhypVAqdTtcjPf8k4CceOePGd26x/t59bnznluLGr9aqGV8c4X43DsLmseCb9FApVtEa5Id2fPxTHnLpAo1ag7H5EO12m8j6MYIg4Jv0sHdn2Nfk0idmyacKGG1Gzk/TPYJxJy8rQqOmlA2PL4UQJRGdQUsqkSXaHdd5J1zkUkVK2eGk9cxZDqvLhMaoplKqkT7NE5rxsXv3UOG/AzD/fJiNG0rHZWfQhqTRoDdp0Zu0tJptCrkyZpeZ9QuKrtnr40NcntEZH0cHSWXu1qSb6EmW5sBr7lELiXhR6d9zZWQoi2vu+gjrA+MtQRTwjTkUQaNmi5Zis9kjrQKEpz1sXiBwLywGuLelXP/EpJudw/5NWhRBb1GTLfbBnqyRUOvU5AYURJ3XVOSKVURBwGbSYTXpMFu0NLqAKFUqE8sVmA25WD1SdnIeBmwARl0WIhcMDb1WI2fZDnDzm7UYrAa2zlOMO2w9QvJg2bQypVKNevcm7DbrcVgNrCbOuOLzsnI4DFqENlwL+Tgrloikhl2arwV8HCYyWI1ads/SQ/9/Kujj9CxFNK/kLUmiwOKIh53oOR6tgUiXvGwxaLEatUQGRlmCAM9Pj7C5Ge2ptQQBlqb83B14CNGoJcIjTuQGbKxHaTZbuJxG1IJIbIAPNx32cLifpFFr4nfLnB0XGR23s7uR4IHFs0ZWMTXjZeP2IbQ7obXpaBZv0MbO3SPF+NU3YkerVVGv1KgWKj3Vom/MicEk96TpZrsBq8PA0f0Y4eURNBqJr/wPL+OfdA/tt1arxerqKkajkYmJiaH/f5zKZDJ89rOf5Xd+53d4+eWXqVarvPvuu3znO99hfX2dv/zLv/ypr9cfBXg+9alP8fu///u8+OKLAPz8z/88f/iHf8j169c/1vd5Uh9ZH/pDqj7sH0/qJ6tH4Zz8YVUsFrl37x6Tk5O4XK7e9orFIolEgtu3b3ee7N1uXC6Xgkf0sPKMuvj0b/8DPv3b/4BcMs/7//o2733nJnt3D9EbtT2wA5COZ0nHsyy8OMP+3UOmro1DF9BUClUmlkc53jrtuaY+MCl0hTrS+Ha7jdVjIdONNZBUIuHrE6z+GyVfyBm0M7402vUWUuLs8NVxIhvHCmdWi8vM1NUxauU6xQtgxzVm4+w4SbVUV/gLdRRoZWauT9CoN0kcJsmc5Vl4YYb194aJy/8/e8btTYAAACAASURBVG8aJNldnnv+zjm57/ueWVn7Xt2NJCRWswnLkrqxUQvC47nXMb5EDPZwETaBMYNtuBNgjGHMRECE/cFhCDuwI2ykBmSBQGAwILT3UmvX0rVXZVVmZeW+b/Mhq7LzZLagJVpgTD3fOuvkP08uff7Ped/neV5BktjfkAcWjr12kPmnlrG6TVhdJtQ6NSqNklyugt1l4jDWrF4YrXpSybyM7Ki1SkqVuozsKNUKKjVBRnZMVh0bHZWyQK+dq3NygjIy6WduQd6S8oUdzHdMX9/vSDc2m7UsrclJR2+PXUZ2AAJePWsxuWNquM/d1QYbDru4vNp8rN5oEE/n8TiMXOwgVCGnmUKizKs8HlDAYb7IViJFtiTXtwCM+Z3M36Ba4zLq2Us0qyE76SKkiziNOnxaAzF1lnRJHmLYY7Mwnb1eFYmm80TTeabcFmIJebv0GGcCHi6uRlBKIreFvFzajnD8jfXaLcxu7FOt1UkXSpwJebnU5u6a8rq4uNJ87lTIzfTm9deu1Rss78Y543PzzMIWx9flVK5IqVJlOOhg8agqdCbo4eLlTcYH3EwvRaDRNDpdWd5lcsTL3FKERh2cZh35eAG1Sdv6XcUOsui0SgaGXKwsNb/npeV9Jke8pKMJdtaav4eVpQM8QROZwzz5TIVyqcr89DYjp4KoBZh5qnkDcBjNYHebsNh0XDtqV+9tHTJ6KohCgHJbCGHkKODTP+TF5tCzMb/DxpGY3mQz8ND/97+jM3Zfn+r1OjMzM5hMJnp7e2/4vbxcHJOdhx56iHe9610AqNVq7r77bu6+++5b+lqduFFB4WTw5y8OJxWeW4BSqdSypt/KuS7QHE2xuLjIxMQERqPxRY8rFAot0XOj0WhVfo4FzTeDYq7ExSemeebfLvLc45fJJfNdFZ9jKNUKJt44wsFenORuWhYq6BtwU8gUSRyRHEEQ8A95sHosiKLIle/NyV9YEBh//TBzP2rOy9Lo1YRG/UhKCYVSYv7Hy11Vpf4zYXaWIpQK5eb6gx7MLhOIIhtz212andCEn52laJeG6PRbxijmy4iSSPowS2Qthkqjwh6ws9Mh+h6+o5fFjrERJrsRRZuWR1JK2N0m3L0uKpUaoiRSr9UplaqY7CaWZndaGSgAw7f3dCUxD0wFWZ5vIy2SgK/XwfbW9QqG3qAGtYJMm07HH7KxE0vLWoSj4z5mO1pvPb0m1nbkm324z8nq1nWSJYhgcxmItrmGVEoJjV5Fss2lplSI6AxqmYMLAXxOMztxOdGa6HMzsy7/TMd7XJRrNXQ6FalyibV4c7xCyGFms6PF5beaiCTSdJqpRn1Oru7E0CgVDAcc7GQy7GVz9NotbO4nuy5iAhA0GdlNZgnbdGzk8pSPFnUadOSzZQptFcZBj53DUoFsqYxNoWEvKW+lTYbcLEUP8JoM7ETSMrfXmT4vl9YjNGg61nr0JlZ3DxkLu1jeOZQ52iRRYDzsRlFpMNtGWsf63Cytx6i2EeXhsAsdIssLe5SPftPjw14WFyPUatcH746PeFldjtLns3J1bheVSkFfn5PFNp2d3qDG5TSwvhTFFzCQ3MtTr9bpG3Zz9eKmbBcYGPdRLpQQKlU2jpxikkJk6FSI3bV9UkcjK8ZuD7P4/CqeHgc6g5rTbxzm3X94zw03+2OyYzabCYfDXX//WZBIJHjwwQf5wz/8Qx588MFbuvYxTlpa/+lw0tJ6pTA9Pc2nPvUpzp49y9133/2SCMZPw/b2NpFIhKmpqZbD4GZQLpdb5KdUKrXs7kaj8abvLmrVGjM/vMr8k4t85x9/SHxH3i4YvqufxaMJ44IgEBz1YbIZqDcarF3Z7Mq6sbjN6Iwadlf2sXmtePpclPIltpd26Z0M33B8xcTrm0NDvf1ubB4zmcMcm1d3GLqjj9Urm11tr4EzvWxc3UUArAETZruJQqqIxqhhbXq7q401/roh5jqs8zqTlv7TPTTqUK3WONxPE9tJEB73s30tSrWNMClVCrwDbraWuh1dXS2v28JcPbKgK1QSeqOG3jE/mUxT4ClKTaKsNmjI5UpUK3Uq1Rrlcg1nwMLqtSjFUrVlDx49E2Suo+LTM+xirc1do1YrUBnVJNs0TC6nkVgmJ9uUgwEzG/tyAjQ27JZN7AaYHPZy5VpH3syQt1XdaT23181cx2R2t9XQ9boAYY+V9f3rbSGdWslUv5dspcxmKtUaKgow5LKytN/h7gKCNrn+RxIFxoIuFJLICx3ZOgCnA/KsIJtei8WgZCWZJqzTsZnszvwxaFScCXn40dXuFHOAIbeVXDpPJF3q+tto0MlWPEVIb5TNLwt7rBxmiqSO7O5KUWDU7UAlia2qzjF6/TYOEjkyuRJ6jZJem4VctkQhV5INjg2H7CTjOVJH8QtDvU40gsC1hQjl8vXf/9iEn5WF3dbvyWrR0ddrZ+H5DYr56xU3d8BIrVgjvtf8fYxM+omsRQn0OVi6tCnL6lJrlAydClIrlVsDeXVGDQ997ne4/a3deh1okp3p6WlsNhuhUOiGx7xcJBIJzp8/zx/90R+9YmQHfjLheeyxx/jCF77QEi2///3v59lnn33FzuUEwAnheeXQaDR4+umnuXDhAt/+9rfp6enh/vvv595778Vqtb7sNZeXlykWi4yPj/9MMerVarXl+Mpms9hsNpnj62bPZ+XiGk8/epHnv3UZQRJYu9x94R997RBLz17D7rfiDDrIJrJszm/j6WtqgBIdgWtao4bAkA9BFJAUEttLETKHzTvE8dcN33Bo6NSvjVIqNCsyuyt7LQHz0B39TRLUUcEZfnUfuyv7eHpdqLQqDvdT7K1G6TnlZ2OmI2hOEuk/E2blkryK0zPqQ1Ir0Oqb2TypwxzRnUMGz3RXfAbP9LAyuysrZbtDNpKJvEz4bLYbqAmizL5usuqoi6LMvm5zGckWKq2EW0GAnkEXB4d5FAoRpVJCUki4A1biiTyiJCBKIqIgYHLoyWSLCKKAgABicwNqhQwKUKvXQCmQyuSpVKs0EFAoVWhMamLJHPlShUKpjFKp6KruKBQiBqOaw4y8uhNwW9iKdeT99HuY7rC2DwccLO7I22gIEHCaW88Puy2YTVoyxTzLB6muC9JU0M3MZrfdfMznZHH7gLGgk3ip2EppNqpVSHWBVKGbmLxuKMTV3ZiMZB1jwudkYT3GVNjN4n5cNg5CIQh4VGrSxRohj4X5bXkrTqDBnb0BNiIJYkl5i9Bp0aNUSMTTefosZpaPWqhj/W6W1+RVHbfdgN2gI7WfJXrQ/N1bTFpMejVbbToum1WP1ahBLypYOKrkOJx6lKLEXpso2euzQL2O1aRla3GffK6EzWnEZNKwvnj9M5UUIsFeM9VCkZ2l6zc+VqcRl9fcHKrbaODvc1BMF8hni/SN+SiXKjz017+DN+zo+jyh6Uadnp7G4XAQDAZveMzLxTHZ+eAHP8j58+dv6drt+O3f/m2+//3vc3BwgNvt5n/9r//Vqva/973vpdFo8L73vY/HH38cnU7HF7/4xRP9ziuPE8Lz88CxnfLhhx/msccew2w2c//993P27FncbvdNEYxqtcrs7CxGo5G+vr5b2u89zqiIRqOkUilMJhMulwubzXZTpKrRaLC2tsba3AaJ5RzPfeMSS89eo15v3DC5GZphhqIoUi5V2JjbaulwLC4TOrOO3eXrm6AoCvSMB3EE7GwvR2QZPiCf2g7NypJvwI1v0EM8kmRjfod6WxVn5M5+lp5fk+looDnz69g6exhLs78WA0EgNO5jc16+KVs9zRDJxH5He+YNw8T305hsehQqBeUjt01kOymbEK3WKrF6LOy1taMQBHonAqx12MsHTgdZmevIzpnwsdq2+QiSgDfsYKdtzpZao0Bj0ZM4vL6ZWuw6cuUqpbY78GCPjc3dDmv0iIeFjs853Gtmbfv6+xVFgakJPzvRNFqNErWmOc1cb1KTLpYpVqtkiyUOMnl6/Xbmt+QbvtOiJ57Nd1V3ej1W1joqNmMhF3MdomaAHrseJCVmk5bVRIJkvogkCjgNOvZTchIhCgJeo4HdI42OKAiMh1xEcjl8ZiOX17urPkaNCmVDpFytMei3c2Vrr6XbMSoVCJUGuaNqiMdiQKVRsH5kMx806VmLXg/wO9Xn5fL6dd3PbQEPV5YjmPRqnBY91zriARwmHf0OKy/MyeMQev02DpM50ke/p/EeF7FIGqtJx2rbMFyVUmKgx8HCUYup12+jki1jNmlkIZZqtYL+XmeLBFktOlxWPUqFyMLl660rQYDRqQCrCxGK+Qp9Qy4OdxMoVQp0OgWbS/LvJ9DnxOk2MfOjxdYNxxvfcYb3fvI8au2N3U+1Wo0rV67gcrkIBAI3PObl4vDwkPPnz/OhD32IBx544JaufYJfCpwQnp83Go0Gq6urXLhwga997Ws0Gg3uu+8+zp49S29v7w2JTLFYZHp6mmAw+Ir3eBuNBqlUimg0Sjweb82mcTqdKBTdWvZ6vc78/DxKpbIV8Q6Q3E9x+ftz/PBfn+bK9+aptAlQ25ObAVRaFaFRPzqjhsR+qsvyrjGo8Q34WrZ5u8+Ku9dJOV9GY9B0CZ2hOcNr4allGo0GSq2S0IgftVaFQqVg9oeLXZb38dcPdyUra/QqRl87RD5bIJvKEdtKUilW0Zu06K36riDDkTv7udpR2TFYdGgMWlIHGexeCyabHqVGhc6kJbqX5DCWJpcu0ah329IBRm/rYWFaruUZORNqbU6t414ld2oBjN3WEU4IDJ/ys9AhaA4Pulhr2yhFScTqNhJtm4OkUkpozfI2mFIhIGkU5NvGXSgVIjqThkRaXt3pCzuo1uvodSpEhUixWkNvUPHcyjaNtuvQi1Z3HGa2OpxZPouO3bY2kyQKDAUcWMxanlrZotZxDTsd8nQFJQL0OMzY9FpW4klSBXnL9UxQ/px+j418rcJOMsOk28V8BwlTiAJ9LiPFUoXtWHdFaDjgYDuZZsBhkwVAKiSRsbCL6aMxHXq1Eq9Oz+ZekvF+DzPL8u/MaTWglAQ8RgMzR78FhSQyMuDuEqxPjfoQSzUWZnZbv/uRETcri/stXQ/A6JgXqVJjYzFK/ohM9Q+7ie+nSbWRZpfXTDBo4eL35JXWwUk/h3sp4nsp1FolNqeGyLUEwSEnVOHXf+cufuO/va7rMznGMdlxu934/f4XPe7l4Jjs/PEf/zHvfOc7b+naJ/ilwQnh+UWi0Wiwt7fHV7/6VS5cuEAikeCee+7h7NmzjI2NIYoi//Ef/8GTTz7JH/zBH2CxWH7u55fNZolGoxwcHKBUKluOL7VaTaVSYXp6GqfT+RP77IVskYtPzPDMv71AJp7l4ndmuo7pnQyxvxmjkC4SHPFhchg52D6kkC1isBrYWZZvVJJSYuBVvaxNbxAa9aPSqthfixLfTTLxhqbGpxPjrxti/sfLWD1m3GEn9VqD3dV9QqOBLrIDR86rNpeWKAr4B91orVrymQK5ZJHkfgYQ6J0KsrkiFz9LConQiI/1BTmB68zlkRQiQ2d6KBQqTVKmlKg3oCEIFEtVDg9yZFJ5Gg2wOPWUKg3ybfZvq9NAvlSl2NYac/nMHCSLVNvEr6E+Bxs7hzLn19Coh8UV+aY9POaV5boATEx029Unxn1Md4zwGOyzsbgpr86M9LuY35C/htOqJ54poFRIeJ0mDAY1NRqgFLpmbo33uJm9QXtqyG9naUdOOjUqBVqFAlEUCHksrCeSHOQK6FRKVILU0sXI3q/LzvJuHJ1ayWDQwUwkSrlaY8BlYy0i/7wAVAqJOwcD/Hhho0soDWBRK7CrVOznSuTL3Xk9r+r1kkjmZXbzY0z1e7m2e4BXZ2C9TR83Nehl9tpei7AoJYGJoJtSvsJyR7TA5LCX+cXmsWajBrdOhygKRLYPybfpcEIhG7lMkcN4DoNBTcBpIn2YQyEK7Gy0CeGNGgIhK0szO/iDNmr5EvvbCYamAuxtxkm3kSGlSmLyjjCRa9GWM8vqMnD2fXfg67fhcDhapon2m7tarcbly5fxer34fL7uD/VnwDHZ+fCHP8xv/dZv3dK1T/BLhRPC858JiUSCRx99lAsXLrC2tsbAwAAzMzN8+ctfZmzsxuK+nyfy+TzRaJRYLEa9XqdUKtHX1/eSSs+1ao25Hy3y9L9d5NnHLhLbijNy5wArl9a7xMbusBOtQYPeoiOfKbE53xQYawxq/AMernXk+AgCnHrzOJVyhcNYkuhavNXKarq9urU/468f4XAvhc1jplyqsrOyTyFTZPx1g8x1kCCFSiI47GOtLXFZrVPhHXYe/YeQyCYKHO412z6jd/ZztSNwMDzmZ/NaTNZOM5h1KLUqEm0VFVEh4u/3sHXUVhIlAaNZR2DITSFfaQmaRVFAbdKQTjUHm5bKTeJj81tYvrrXqp40s3lssmweSSFidRmJtb2uWi2BWiJfaJsEr1fRUAjk2lxkep2KesdjKmUzdyfT9hgC+LxmtjsnsQ96mekQOg+HnVzdjGHUqfG7TCjVChKFAmXq7MTl4ulBX5OkdOJMr1wsLYkCwyEnRr2aHy9vdR0/4e8mYw6TDrfdQCJXZDvencJs02upFWs4zHpK9So7bTZ2SYAes4WN/SQ2oxaDTsFGW+qxx6Qjn65QrdUYDDmZ6ag4qRQSZ3o8LK7HyObkeqLBkIPIkdsuaDaxun7QdFwNepjpDALtcaBCILaVInVUlTOZVOi1avYi19+TwaBmqM/JxsJeK2VZoZQYHvUyd+l6O0sU4PY7e1md2eIwet2NpjOoCQ+5Wbi4SaNeZ+xMkMUXNtAb1fj7nOgMav7np9+F0aKjXC5zcHBALBYjn8+3dIMGg4Hp6Wn8fv8tr2DH43HOnz/PRz7yEX7zN3/zlq59gl86nBCe/4xoNBp87GMf4xvf+AbDw8NcuXKF1772tbzjHe/g9a9//UsKE3wlkEwmmZubw+12k06nqVQqLceXwWB4Sfqi1ekNnn3skizpGSA07udwJ0m2TcypNWroP9OLSqNk6blV2cRySSkxcCbM4rPXbfLHNnazy8Ta9CbxXXnlYfz1I12VIFESOf2WMcrFCsVChd3VKIVMEUkh0jsV6hIuO3wWqrUGqYM2m7ZOSd+ZIPWqgChJZJN5otuHGG0GiqUq+bbgOUEU6B0PsDov37CaSczy1xq9I8zCZbmeY/h0iKsd7a2R00Guzu0iSgJanRqNVklw0EUykUdxJGYWJAG9WUs2X6bRaFCp1SmVyojqBolMjWK5Sr5Qpt6AiUl/14Y6Me5nuqPiMznm40rHnK6Qz8h6VE5WXDYDB2m5dqcBhHwWNjsE7ON9bjb3kwTcZvKlPLFihVSx3NT57Mm/T5NOTa1al42xALAbdWRyJQJOE2qtkvndKHWaycV2jZZoh9YHmqMi0rkSZbHeNfphwuNkYbNZVVEqJMbCLi5vNC3mrwp6uLIi159N9Xm4vBZBq1Kgb4gctn3/k/0e5jb2qdUbKESBIZedpfUYTqsBlVJip4Mo9vlsmCQVcx2VtfEhD4vX9lvjRqYGvMT30ihEkd02QbJaraC/z8nC3C6SJDA24Obq9DajE34Wp7dlLa7eARepgyyNRr0ZgLi0j96oIdhrb9rS289r1IPJqObyD5r/n0RJ5N3/86088H++6UUt58e6wb29PQwGA8FgEIfDccuub/F4nAceeICPfvSjvOMd77gla57glxonhOc/G4rFIu95z3twOBx89rOfRaFQUC6X+d73vseFCxf40Y9+xOnTpzl37hxvfetb0Wq1P9fz29vbY3Nzk6mpqVaQYaVSad255XK51oBTs9n8kshPbCvOs49dZOn5VZ557BKFjFwD4QjaEBCIbcURRYHgqB+D1UDqII1aq+Ha5XXZ8cdjIeaPLObuHgf2gI1yoYxGr5UJnY8x8fph5n58nQSJYlMA7elzkz7Msbd+QPoog8ZkN6IxaIhty8WmQ7f3snx5U9YK0ehVOEJWBFHEZDVRrdbJJvPYfBZmn5Wfd9+4n7WlqMzR5fJbSKVLLVcWNNNqq40GubYN1GDWgkLu6DKYtdRFgVybaNps0VGs1ym0tcEMRiXFBpSP2jCCAD6flSoNVCoFao0SpVJCqZGoilCu1iiVa2QLTYFymTrZtuqOIILLZSTSMfcs7DOxtid/bKTXycKGvDUjCgJOm142KVwQ4FUjASr1GpFMjt3k9XU6qzvHmOyRW+m9NiN2mw6FJHLpWvfxDqOOXK5MsVxFFAQm+txcO0iQLpaYDLiZX+1ur/msOlx2E9PLe10tMIBBvx2dpOiqagF4rVpylRohq1kmFNeoFPQGbCysNh+zm7ToahLpbJGA18LSqvzz6glYyeaK+ExGFo7ymlQqCZddw862PCPozKkA6b0MG21rBEI2yvkysbYogvEJH1K9wexz67Lnh4fc5FN5ojtJwoMuktEUyYMsQ6eClPJl/o8/uZfJu37yCIhKpcLly5cJBoPo9XpisRgHBweIotjSDep0up+4xovh4OCA8+fP86d/+qecO3fuZa1xgv9yOCE8/9nw7W9/m9XVVd773vfe8O+1Wo2nnnqKRx55hO985zsMDAxw9uxZ7rnnHsxm8yt2XsdOrFQqxeTk5A0FzMfnd3znlk6nMZvNLcfXSwlfzKcLvPDtaZ79xiUuPjGNxWUmfZAh3dHaMFgNWD0WsqkcersWpahke2mPerXG4O19sorPMcZfN8Tic6sEh73ozHpSsQw7y5Gm5f3H8oqPIAgMv7qfq89eHy/hDNpwhx2otGoi6wfsbxy0NrnwuJ+d1QMqbe05QRRwD9jZvyavSAycCbE6H8HiNGJxGFHrVEgKibogEN/PcBjLUCnXkBQSnj4nO2tyMW//VICV+Y504zMhWXgcwMiZIAuz8mrM8KlAa1M8xtCkj6uL8g15ZNzHQodrbHTSx9xV+XMnJ/1c24xjMevQ61XN4agGNQeZHMlckWgyS70BXqeJvcMs9fbriwBep5HdDmI0OeC5IUEIuK63yHxOEw6bnmy1zNp+kkqH8y7ktLAVTXaREJtRi16pwGbRM7O9L6s2jd+gzWXSqekL2FjdOSSd77aumzQqDAolLpuxS4MEcKbHw8ZuApfNIBvC2nqvfhuJVJ7IYbfQ+dSQj939JMqyQOwobkEUBCaGvbJxEkadmh6HiWK+wvqGvN03Mebj6vwutVqD4X4Xu2txLFYdtXKVaNuoCbVGSV+/i9XFPQb6HM1xEkD/iJfD/RTJA7le59QdYWaeXGpFK4zfEeYPP/NurM4XD0OF62Snp6cHl0s+TqJYLLZuoEqlEna7HafTedM3UAcHBzzwwAP82Z/92QnZOUE7TgjPLzOOw7kefvhhvvnNb2K32zl79iz3338/TqfzllnX6/U6CwsLSJLE0NDQTROXer1OMpkkGo2SSCQwGAy4XC7sdvuLEqYboVatMf/UUjPp+ZuX2Tu+4/VZUaiUXWMeDFYd/afDVMtV9jcOWq0sQYDRu65XfNox+WtjlPJlFCqJg51DYluHCILAyJ0DLDwjJ00qrRJvv7sVja8zavCEnZidJkqlKtsr+2TaQt9CEx62FuR342a3nkK+SrlNKyNKIsFhbyupVhAEzHY9fZNBctkSCpVEvQ6lUhWDVcvyQlQmXh4Y97HSEXYYHnKz1kGUQv1ONrbkYtxgr53N3YTssUDQxnZEThY83iPC0kYQzCYthVqNUhvJkyQBs03HwZGgVaEQcdmN+AIWCuUapVqVaDrHQSpPf8DCSoctXiGJmPQdWT40U5lnb1Bhmeh1kymUMZrUrEQTZI9GSQx67SzvdGt9pkIuZo+qPk6LHrfTxOzWPoM+B4sb3aMrACYDLgqlCqVGja0Obc+k38n80ViOoZCTaCbL4VHa9ajfwfJajEbjaO7VoJfpa5GW4Pl02MPs1QiSKDLa7+oieXajhh6rhdXNuEwzBTDS72ZjO45Rr0ZRbhCNZlBIIn29dpaWOypAIRsOnYbpFzZa32mT4Dhkqd5erwmXzcDG0j7ptraxVq+id8DNwqVNTGYtdoeBtYUIdrcJm0PPxB29/Pb734Yk/eTrQ6VS4dKlS4TD4S6y04larUY8Hufg4IBUKoXRaMTpdL7oNSQWi3H+/Hk+9rGPcf/99//EtU/wK4cTwvNfBcehhI888giPPvookiRx33338Y53vINgMPiyyc/NOrFu5vwymUzL8aVWq1uOr5c6kXhzYYfnHr/MwlMrPP+tK7IpzHqzDrvfyub89Qu4O+zEGbSj1quY/v481XbnjCAw9pqhLhJk81romwqRSxeJbh5weHQXrFBJhMYDrE5vdR3fqDdIHgmAbR5zM6tH3aBagPhepjWdXW/SoLMaiO3IKz59p/2szsg3u77JZi5P+/9Hu9fSbLnky2h0KkxWHWaHAaVW3XpP1WqdcqWKQqtiayPeal2JkograJXpOgRRwNdrZ2tL3poL98vt6gADo26WOlxd45N+2cgDgPExX5erK+izsrUvJ1Amo4ZQwAqSQL5aYesgRa5UJezSsR6TJxtLooDDIm9xAQSPKj7H6x4PztTolTyzJK92AfS5LWxEEl1Vn4DThNtm5PmVHZlVHmAs4GTxiNBIokDYbWQ9maNcqzPV42auw0Vo1KkJeixEkzlK2TLZgpyo9PltJHIF3CYD167FZBWv0T4Xa5FDCqUqFr0aZalBMl3CYlKjUSvZi3VMgx/0UEqXuojtyLCbtbU4pVIVvU6F32ogGknh9TUF7bJjx7xsrsbo7bGzNr9LqVjFaNLiDVpZmpHrxk7d0UvmIMPakf3dYNLw/k++k9veONT1WXeiXC5z+fJlent7W/P/bhaNRoN0Ok0sFiMej6NUKlGpVGg0GgYGBlpk5+Mf/zj33XffS1r7xfD444/z0EMPUavVeM973sOf/MmfyP7+pS99iQ996EMtG/373vc+mEiz2QAAIABJREFU3vOe99yS1z7BLccJ4fmviEajwc7ODhcuXOCrX/0q2WyWe+65h3PnzjEyMnLT5CefzzM9PU1fX99PvRN7qTgecNrZs79ZTVKj0WBlZYWDyCH5rQovfGu6KXoW6AomVGqUhMcDrFxaR61VERz1odKoiG0f4PA7WOgYECoIAqOvGZA9bvdbcYcc6Mx6Vme3WgQIwGDTozfqiG7JKwmeATvRzXTLkWV1mXAErJgcRjKpIslYhoOjCsrAmRArHXk7RpseQRJJt1WLBEkkOOhhs4N0jNwe5uoV+cY0dnsPc0eT2lVqBUazlp5hL6lUgXK1hKSQUGs06IxqovEc2XyJVKZIpVxjeNTL1Y5qUW+/k2sdg0TdbiOxVEE2+FSjUaDQKEhn5BbwgT4Xy+sd09mHvcy2ZcwIAvjdJhTKBoJKyU4yS+4oJHEkZOfqZne1ZijoZGmzW//jtRlp0MBuN7C0HydXqiDQoNdpZX2ve5r5mT4vV5YihDwWlFoFi0cuMK1KgVFSEk/LCZjTosfjMnFt8+B6SnUbFJLAbX1+Ztf3b/j3Ib8DjSgxd4O2ncdhxKBTUUyU2Gtz0SkVIl6nls1Is3LW57cS3W7+FnuCdhY75qN5PWZMejXp/YxcmzPp5+rcbmusilIlMTbkJnuYY31Z/tsaGvcR2Twkm84zNhVk4YUNREFg+HSARq3O+z/5Tly+nx6ZUS6XuXTpEv39/TgcN05ZfikoFAo8+eSTfOITnyCdTlOv1/n93/99HnrooVsyu7BWqzE0NMQTTzxBIBDgjjvu4J//+Z9ljtkvfelLPP/883zhC1/4mV/vBK84TgjPrwLi8Thf//rXuXDhAltbW7ztbW/j3LlznDlz5kUvDMlkkoWFBcbHxzGZTK/o+RWLxdaMr1qt1nJ8dWZ1HKNerzM7O4tWq2VgYKB1TLVSZe7JJZ5//ArPP36F3Wv7aI0aPL0u1mflFRlJITLwql7iuwlcIQeVco3tpQjFXInROwdY6JjhJUrN45eeb87CsnktuIJ2RKWEIArMPy1ve9mDZrKJMqWOO/ux1wy05glBM3F54FQPDUFAEEVKhTKJgyyJeBZX2Mb+Rodr6dV9zHU4ZAamAqwsyDc6X9jOXiQlIyI2l5FsvioTPuuNakSlRKZN5GyyaLG4TQiCgFqrRFKI1Gm6z6KJHOlMkVQ6TwOBoREPi53J1+M+mbYEoD/sYKWDrKiUEjqDikRK3rYK+42s7zarGE0CZMFsVpGtlFjdT1Fvu24NBOysbN2gZdXvYabNLaVRKRgMO1GoRZ5f7K76uMwG0ulCa+AmNFtTmWoZu0HHzEq3uFkABjx21CoFmwfJLm3P6bCHmcUIDoseo0kjS1I26zVoaiKHyRyTQ15mV/dkOiKdWonPaECnUzG/1E2IxgbdlPJFttYSMmdVT9DIzk629dhAr4PEXgavx8zVDh1XIGhtJoFX6mhEgd3NQwQBxk4FWZrZolppG1/hNRMI2rj4g+sat7efv43f++N7UCp/ehp7qVTi8uXLDAwMYLfbf+rxLwXRaJR3vetdvPWtb2VnZ4fLly9z1113ce7cOe6+++6XNG+wHU899RQf//jH+da3vgXApz71KQA+8pGPtI45ITy/VDghPL9qyGQyfPOb3+SRRx5hbm6ON7zhDZw7d47Xvva1rZ74P/7jP+LxeHjDG97QcmL9vFCpVFrkp1gsthxfJlNzAz5usblcrp86Z2d3ZY/ZHy3y5FefZ+7JxVbOj1KtIDwRZPkF+SBPhUpi4g2jVMtVMok820sR6rU6gigydHsfi8+tyo5vaXnmd9CbtXj7XCBBIV+ilKsRj8gtxZ1kB0Bv1qIz6Tjo0LBMvG6IRCyD3qwFEQqFEnUaHOznKeWva2VMVj0NhUgmeZ00SAoRV8jG7qa8RdU37ufaYsdA0zPB7oTmV4W6EppHp/zMt1nnFQqRoVEfhXIFjUaFoBAo12oUqzUO0nlS7UNiBQj6bWx2xAJMjnq7ggt1Gok6IsWSPJNpcqR5rF6rIuA1U65X2DhMY9GpiabklSSdWolKIcnPgSbp0atUOO16io061/auE6VRv/OG2p1+nw2DWsXaQZJUTr7e6b7r52/UqQn6LcweTX0fCzplgY6iIDAx5GVmbQ8B6LVZWWsjamG/lWypTCyRQ6kQCVvNrB0RxPFhL0urUSpt41HGel0UsyVyuTIHcXmLy+PWUyzWCLosLM5eT1ceG/NxbXGv5cIDGB52oxFFZp6XRyB4fBaUKpHt1QOCYTu5ZJ5ELEvvsJtyvsw7/8cbeNP9U12f141QKpW4dOkSQ0ND2Gy2m3rOzWJ/f5/z58/ziU98gt/4jd8AmmN4nnrqKR599FE++MEP4na7X9baX/nKV3j88cf5u7/7O6B5XXzmmWdk5OZLX/oSH/nIR3A6nQwNDfG5z33uls//OsEtwwnh+VVGqVTiu9/9Lo888ghPP/00t912G9VqldXVVb7yla+87CGntwrHgsVoNEomk8FoNJJKpRgcHHzJLbZCtsiV78/zwreniW3Fufzvc7K/i5LI4G1yUqM1aAiMeLG4TOws7xNps/AqVBI94wGuXZFXW3QWLTqjjsR+Gk/YicVppN5oIKkULDy/Rr3tblyURMLjAdbm5ORi8EwPyx2Ew2DWoVArSB5k0Zs0aE0qNAYVJoeJahmKxSqpRJ5UIsfYHb3N0Lg2DEz6WF6QV2JC/Q62NuXiZZvTSCpfak3LBtBolah0ylaAHQAC+HvsbG91zLya9DO3sIvFosNm16PRqdDqVewncuwdZlqtHYNeRR3IdVTAJoa9zHZUNEwGNeVanUJHW2h80EO5UqUm1Ng4SFM6IgQTYSdza93k5dSAtzlt/Ahhvw2lVgIBFm9wvCQKeM1GdmNpVEqR/pCNxd1DKrU6HquBVKJAqXMobdhJqV7lMJojcwM3V9BjwWMx8EKHLgZAr1URClgQSg0WV+TENOC1UKnW2D/IMtbnYnmhmaSs16tx2LVsbMoJ83CPhXyqSCQizxhyu00oJZGdrQQTY16uXt6iXm8wOOJhbztJpu07FiWB2+/sZf659daoCU/Qyh9/5kF6Bm7u/1+xWOTy5csMDw/f8uvJMdn55Cc/yT333HNL1wb413/9V771rW/JCM+zzz7L5z//+dYx8Xgcg8GAWq3mb//2b/mXf/kX/v3f//2Wn8sJbglOCM8Jmsjn8zzwwAPs7++3etfnzp3j7W9/O0bjT7aY/jyQSCSYnZ3FZDKRz+cxGo0tx9fLmRq/Mb/NxSdmuPjEDEsXVwmNdld8BLFpST+2tpvsBrx9LiRFU6My/QN5jo/GoMLmsRHp2DyDI172N+KIkoin14nOqKVaq6Ez6bnyI7kN3h2yk0oVKban7AoC/ZMBrnXYzYdv62GxQ7cTHHRRrjTQm7SotUoESaBSqZEpFMhma2SSBRo0J6e7AxYiO/KNsn/cx3KHdmf8dIDZztld437mO4TKXp+ZvYOMzMElSQIWh4HYUTCjw27AZtdjdRiIJrLsHqRbgl6X3cBhqiCbBA5NEjTTEWiokEQsJi0HieaGrlJK9IXs1IUa1/aSlKvyNZxWPalUkUpVTlBUCol+vw0kgYXNKO3POt3fXYFy2QxYLBrK5TprO/IKGoBIs1qkUIrMrO51T3Hv9bCyGmWo18X0cner6nS/B+oNrl7bl1V0ALQaJaeGfbzw3LrsMxZoisQXFiM06g3G+9wszO4iCDA84mFpaV9GtNUaBWfGfDz3oxXZldxo1uL1WVia3UWhFBkcdnP18hZOjwmjUYPNaeKh/+cd6I03V/U9JjsjIyO3fCzOMdn5i7/4C37913/9lq59jJtpabWjVqths9lIpVI3/PsJfuE4ITwnaOp1HnzwQe69914+8IEP0Gg0uHjxIo888giPP/44Xq+Xs2fPcu+9994SseFLRSwWY3V1lampKbRabcutcTzgVKvVtkTPLyelNZ8tMvMfC1z69zkufWeW/Y2DZsXn9l6WOtpYoiQycKaXpRfWMDuNeMJOCqUC+VQRvcnAZgcJcAVtFHJlMgn5nfbYawaZf3YVrUGNO+RAb9Y2NRySxMrMdktMCjB+Zx9zHcFvnrCDeCxDpa31o1ApMNh1JDvcTb4BK7vrTRu1QilhsRsIDbvJ5cqIkkC90aBQqKIzaZi/uifbTN1eMweJbCvBF5qiZLVeQzIpf53+YTcrHXqesQk/sx2zxOx2A6lskcpRdcRq0eDxWDCYtazvJWRBhS67gXgq30WCpoZ9XUnPAOP9brb3UoQCVqKZLLtHjq4ep4HN/WzX8acHvFw5WsfnMmEya5nf3MdtM5I8LFCuds/COtXvpVSqkMgX2UvI1zzd52Xm6P32h+wkiyViR8f0uC1EI+mWTmio18n+YZbkkbj79ICH2bnmc/0eM7VGg0j0uv19tNfFtaUoI0NulleiMr0RQF+PA7NGyUxHGncgaKNcqhKNptHrlJhUItHdLL6QmXy6RDIh11BNnglRSOe5dpTTJAjw4P94A+9+zxtu2vBQKBS4cuXKK0J29vb2OH/+PH/5l3/J29/+9lu6djuq1SpDQ0N897vfxe/3c8cdd/BP//RPjI+Pt46JRCKtcRgXLlzg05/+NE8//fQrdk4n+JlwQnhOAA899BBvfvObbzhrptFocPXqVR555BEee+wxNBoN9913H+fOncPn892yrJ8Xw9bWFtFolKmpqRuSmUajIXN8SZLUsru/XP1RZHWfhadXePqxS8z+cJHCkRakU7h8DIVKIjjqJ76bwBN2olQrScWz5DMFREkiHpFXUQbO9LA6uyO/S5dE+iaDrM5sIyklXAEbJrsenVlPJpXnYC9N8qhKotYqsbjN7G93tJNe3dc1bd0dNrG/LSdbTp+FRDIvC0dUaxToLAaSiRwWqx6TRYdGr0Jn1pLNFckXKySSedLpIuNTgdbG3HpPg66uIZZ6g7qZ8NwxE2pkxMtCR9uqJ2hl4+j9mIwavF4LkkpEUiu4eLXDvaZXU6s3yHe0w8L+62u01vVbcboMXFza7aqYOC16UqlCV9XH7zbjtul44QZiYY/NSPIwR7lSQ6EQGRvwML8VpVSp0euxsr2VkH2vGrWCwV4nq7txdKKilUt0DJNBjddtQWw0WFmKyuzpKpWCwT4ns4sRBkNONldjLeLpsGtpNCB+FFSoVisIOUzsRVKEQjYWO0Tsao2CkREv+9cOiO1fJ1EarQK7S8vOESEO9tjIHDRzlnxBKxvXYjz08XPc+WvDXZ/Fi+HY3Tk6OnrLw1B/XmTnGN/4xjf4wAc+QK1W4/d+7/f46Ec/yp//+Z9z++23c+7cOT7ykY/w9a9/HYVCgc1m42/+5m8YGRl5xc/rBC8LJ4TnBE3ScDPEpdFosLm5yYULF/ja175GsVjk3nvv5ezZswwODt5S8nNsOy8Wi4yPj9+0zbRQKBCLxVoDTo8rP3q9/mWdR61aY/H5Va58b57o1iE/fPhZWfVFVIj0TYVY6RhkqjdrsftsKJQSOpOWQq5EZP0Au9dKbDfRSqY9xvhrB5l/Rl5NsnvMzdENqWYlRWfU4PBZcAbtFPIVisUKiYMMiVi22fLq2OS0RhWSUikbM9EQwN/vYGdd3o4Zuy3MXEd7bHjSz+KCvGLlDzXbPzqjBqVKolpvkCuUaShFNjpE0jeq7gQDVrYi3cnH4R476x0urnDIzvr2IQ67AbfbRLFWYzVyyHCfi5mOVpMAhH1W1juyjQQBfA4T6UyBcI+D3WSG6NF8tqBdx3a0e47WSMjB0uoBQa8ZlU7VSkYWgV63lbWOUSIOqx6ny0A8liMa764iCTS4fTTA5l7yhn8PeSzY9VqW1qJdYm2A2yeDrK3ESHRU1FQqBYP9LtbWY3jMejbWr39+Y2M+VleilI7W6wnaSETS+AIWIlsJsh2RAb2DToR6lc2lGLVq88tx+cx89P99F8Hem8/LyefzXLly5RVxdx6TnU9/+tPcfffdt3TtE/xK4ITwnODlodFoEIvF+NrXvsaFCxfY39/n7rvv5ty5c0xNTf1MORi1Wo25ubku2/lLRblcbjm+SqVSy+5uNBpf9pr5dIHnvnOFH379afYWD9Gb9Sx1aH9UWiXeXlcrifkYzqAdvUmL1qRFEAQSsQz7m3FGXj3A1Y6qkUqjxBG0sdsxL2n01X0sdFRxnH4rerMWtVaNpJLIZQtk0gXsPjvLHVbkodN+FmflZMEXthOJpGU6D61OiUqvbk3QPkbfqIdrHRqfsdNB5mZ2sFh12BwGNDoVkkoikSuyG023Nl2AUI+djY6Aw5FBN1c7RLoIzVyZjQ5y4fdZ0OtUSGqJjWiq5cQaH3Azv9ydwDw15GGmrc0oCgIDfU4MJjXPzXULh7VqCbEKhdL1qs9Aj4Nio4bFoJGt1Y7JPg+VSo14Jk+so315asDD7PwuKpWC4X4XM8uRllbIYtCgqgscJvI47QZ0ehXrbe/Z5zKRjRdQqyTMFh2rHUGQOo2S0T4XK0v7ZLPySprLZUKjVqBVKthcjlI++h7MFh0ut5GVo/BBgQbjkwE2VqIEQjauTm/TP+bi/v8+ik6vuumbhlwux/T0NBMTE7dc9xeJRHjwwQf5q7/6K972trfd0rVP8CuDE8JzgluDVCrFY489xoULF1hcXORNb3oTZ8+e5a677npJouJKpcKVK1fweDwEAoFbdn7VarXl+Mpms9hsNpxOJ1ar9SWRn8PDQ5aWlpicnESv15OMppl5cpHZHy0x86NFYttxQqP+riRmo82A9kUGjVbKNXQmLZVKncNIisNomsHbwix1TGb3D7iIRtIy3Y4gCvSM+ljvqMSM3N7L4pVtLA4DFqcBjU6NUq2gUK5yeJAlfpChUW+26cwuPYcxuY7jRnb1wTEvSx2ztswWHaVqTTaEFKB/xM3KchRRFHA4jVjtenQmNVuROMlslcLRe5AkAbvNQLRjjtbosIeFGxCYoX4XS0c6IVEQCPfY0RrVJDKFrknrRp0aGg2yHS01lVJq5uColRjMGhY2o60MnB6Hjq09OckDcNn1uC0GIslsF6EZDbtYPDpXlUpieMDN3LU9qrUG/QEbm+txWZsrHLSRL1c5SOXosZllBFAUBcZHvMwtRbCYtAjFequyIwjQ32djdaOZvaPVKnGbdGxtHGK16rDa9KxekxPkiVEvUh3mr2zLzgFgdMJPZCuOx21mqU2U/sB/fw3vfs/rUSgkSqVSa67VcUzEjeZa/TzIzmc+8xne+ta33tK1T/ArhRPCc4Jbj0KhwBNPPMEjjzzC888/z1133cXZs2d54xvf+BNDwI6Fjv39/S85dv6loF6vtwacplIpTCZTa8DpTyJnkUiEra0tTp069aLvIx5JMvvkErM/XmLux8tEVqNo9Gocfhs7HVUMb5+TZDxHoePOfOqNw2TTRbQGNZVyjfh+mnKxgkqv4XBfPsPpRoJmV9DWtEy32bgFSSTQ72TraEOUFCJ2t4ngsIdCrky13iCTLZA8zKE1qYkfFGRtJ7VGgc6k4TAu3+xHJgMszHfoeUY8LHeQFaVSRK1TkMlUEARwuc3YHHoMZh0bu4dEoqnWOAeVUsJo0hLvIBb9vU6u3cA+PjnqY24xQm/YgUqjYGUnTqFUZXLQw+xid0VmatjXEhYD2K16bHYNmUKR3f1usiM0GvjsOiLRPAqFyMigh2u7cbKFMmaDBip1Mh3foddlwmTWENvLkEh1r6lSKbh9LMAzL6zf8GLaH3agEcWuwa0AAb8VQQRFtSFrYwkCjI37WbwaoVqtMznqZeHyFo0GBHvslAryQaEGo4aAz0ytWufaQgRBgP/2f72Z3/zf7rzBGXUPBjaZTDidTtRqNfPz80xOTmIwGG743JeLY7Lz2c9+lre85S23dO0T/MrhhPD8IvChD32IRx99FJVKRX9/P1/84hdv6GT4aXNcfhlQqVT44Q9/yMMPP8wPfvADxsfHWwmo7SXyF154gWKxyOTk5Cue7NyORqNBKpVqOb70en2rhH8cxNhoNNjY2ODw8JCpqamXNPj0cD/F8sU1pn+wyPwz19i62gyCs7hNCKJEIionMEO3hVm+siWbnSVIIoOne44qQRpqtQapRA6dScfaQkQ2S0yhVODqsbO7LtfDjL+6l7kX5BUjb4+d6H5apkmSFCLePgeVShWlWqQhgCCKGK1GFuYjslTfcL+TtY7XUShErE4D0ai8YhMMm9jclD9mMmmp1OoUCmUMBjVenwWlRoFKr+KF6U3ZPCtRFPA4Tezuyy2/dquOTK5MuV2ArVIwPuYllS2yvBmTreN2GEgcdguVRRHCPht6o5rl7Tj5torV5ICnazq8TqugJ2SnXm9wtWPMBzTbRMMhJ0qlgo2dw65MnslBL/Ozu/SEbBQqVfbbxkdIkkDYZWFnO8HQkJu5hV3Ze1ApJXq9VtQqBXNzO10XY6/XjN9l4tIzHW1StYLBIQ/zM9vY7QakBkSPwjEnzgS57/xt3PWmmxMnH/+/2dnZYW9vD7PZjMfjaRGgW4Hd3V0efPBB/vqv/5o3v/nNt2TNE/xK44Tw/CLw7W9/m7e85S0oFAo+/OEPA/DpT39adszNzHH5ZUO9Xue5557j4Ycf5oknniAYDHL27FlKpRKf//zn+frXv/4LTSltNBpks9mW40upVOJyuUin0zQaDUZHR3/mGT25VJ6FZ1fZXIxw8XvzrFzepHxUiQkOe9jfTrT+fYzx1www/6x887K6TTQQ0BrUiCrQ6rXUKmCwGZnpODbQ7ySynegiNp4eBzsbcsIydkcPc5fk7ThPwEJ0r7khm+1azDY9OoMWpU7FbiRFNHo9e2f8VHdmj8GopFSlpSFpvdaEPL0ZwGrVkStUUCol/AErokoicpDG6zF3DSgFGB1036D11SAcaIqg7TY9Pp+FzWiSw3SBwZCDlQ4dDMDU8HU7uU6ror/Pycp2HLVaQTFb7go9BOj1GUklixjMGjb25GTu1JC35WQzGtQEAtbWgNFev43djUTLaq9SSgwNu5ldjNBowHivi6ttLcqA30yhXOcgnkWSBPp9dq4dvee+fieHyTyJNvfX1IiXxdkdhsd8LHS4AQEmTwfJxvOsHxE1o1nL//1XDzAy4e96jz8JmUyG2dlZpqamEAThRc0CL0cvt7Ozw7ve9a4TsnOCW4kTwvOLxoULF/jKV77Cl7/8ZdnjLzX06pcNjUaDubk5PvzhD3Pp0iUmJia47777OHv2LG63+xW3u98MstksMzMzVKtVNBoNLpcLl8t10wNObwbVSo3VmS0WX1hjc2mPKz9clI2ZGH11P1dfWJc9R6GU8PQ62e6oLAyd6WFpehujVYfDa0Fr0IAADVFidXFP5gwbf3Vv10wub4+N/Y6KjyAK+G5AjAIDFrZa2T4iLo8Fp8dETRDI5ErsR9Pk8k3b+MCIm+Ul+bkGgjZ2I8muzXhk1NvVxjEY1NjtBoxmDZlimfWdQ+qNZu7M6kY3eRkb8nSFIoqiwG2nQxxmCqxsdFZ9jCQSuVYu0DF0WiWTwz5mlve6EqEdVj2FTKlFhPxeA9lyhcN0GZ/LSHwv25Ud1Bd20BAaJKM5kh3zwwBCQRtOu4FLz693/U2jUdLX54RyjavzHdUmnYpQr52F+QhTI97WwFiAQI+NaqXG3m6zktPb52B/I0G1WmdozEv8IMOffubBpvvuJSCdTjM3N8epU6fQ6XSyv5XL5ZbuJ5/Pt/RyFovlpm4YjsnO5z73Od70pje9pPM6wQl+Al50U7n5mv0Jfib8/d//Pe9+97u7Ht/Z2ZFVOwKBAM8888zP89ReUTQaDf7hH/4Bs9nM6upqa7r77/7u71Kv11vkp6+v7xdCfiqVCouLiwSDQQKBAKVSiVgsxsLCApVKpeX4MhgMP9P5KZQSQ68KM/SqcOux+F6SpYsbrM3tsHR5A41ORTF/fcMdONPD1Y5N0eG3tvQ5mUSezJG7auT2Xq4+dw1BELC7TVicRswOA7lCFW/ASnQvRa1aR1KIIIkysgMwdjok20AB7G4T+5HrupRqpc7u1iGSSmBr7bot3GJR0z/io1St0R+2s7OXplisgNAcW9BJdnrC9htqVnpCdubaKkFGg5pg2I5ap0SpEGX5Ojqtkp2OuWTQrKKsXGtau10OA0aTgu1YjmK5hkGrItrRWgToDdh59vl1dDoVp4a8LG0eUChWEAGzTs1h7LrFfCeSRRQFJodcHMa7yQ7A+macfp+NoM9KJluUtQcB9Gols5f+//buOzDq+n78+PMul31Zl+SSXAZZZIeE5cCNAgokEbFaHGARxVYQ67fW1VraStV+ba118fNrq7UOkHIBxAAVkFaZRiAhZJC9k8veyeXuPr8/Qs4kFyCBLML78Y+afPK590W4e937/RqlREX6kJVd2S+HqrOzG7nBRGeXAZW7Y79cqvZ2PdmnK7l61hRyB+yYlRXXo7C2IibOH32nnqJsnbn/UntbF3945wHc3IfXsqGpqYmsrCzi4+MHDf5tbGzQaDRoNBpzvlx1dTU5OTkolUo8PT3x8PAY9Gi4rKyMe+65hzfeeIObbrppWOsazIXSArq6uli+fDnff/897u7ubN68mcDAwEt+XOHyInZ4LtFtt91GVZXli/eGDRtISkoy/3tqaipardbiTXMoc1wuZ2vXrsXJyYmXXnqp36c+SZKoqqpi27ZtbNu2jfr6ehYsWEBiYiJRUVGXfKQ0FJ2dnaSlpREUFDTozK7u7m7zJ9i2tjbzgNOBlSsjxWg0UZpTRW5aCdWldaR+nUV5vs5cRm5jp8Dd153KAUc14TMCyTnZfxfHzsEGpcqJ2rPJq1YKOR4+LviHedHepkffbaShoY266mY8fVxpaOjo16AQIDjKx6I0PTTSm7yc/rs4Vgo5KrUTurOJ1nK5rGfqdpAHza2d1Na3m6uzZDIZPr6ulA8BowErAAAgAElEQVQYdeHr60plZZNFcBQdreH06Qrs7KwJDPLAKIP8slrCQ73IyLTswBwbqeHUgK/b2SqIn+ZHQWkd1QP647g42WHSm/pVeDkpbZkS6IFMBqdOWz4GQFSIF6Wl9UwJdOd0blW/oCUswI283J6dMi8vZxwcbSg4u3MW4OuGrrzRPNjT29sJhbUVZWd/H7ERPuY+Sfb21gSFqMnss4bYKB9OnyjFUWmL/xR3sgesLyLSh/bmTkxGE+XF9UTF+/P8q0txVA4v36axsZHs7Gzi4uKGvdMpSRItLS3U1NSYj4wBXFxcCAkJoaysjHvvvZc33niDG2+8cVj3HsxQ0gLeeecd0tPT2bhxI5s2bSI5OZnNmzdf8mMLE5I40hov//jHP9i4cSP79u2z2BKGyX+kVVdXh7u7+wWva2ho4IsvvmDbtm0UFBRwyy23kJiYyKxZsy5qhtaF9B5jRUZGDqkl/sDKFRcXF3PF12gEZzqdjsLCQiIjoqgqqCfvVBn11c2kHsimvKAG09mdBS9/FY31bRYNDiNmBZE9YMfGP1RNeUldvz48dg42BEf7YpIkZFZy2tv06KqbCQj1JGvAm6mdvTX2jnb98kgApkx1o6igfwCjdLJFJpfTcrYZorOrPd4aV5zdHSkpb6SyqrHfcdOUKe4UDzhOc3a2w2Aw0d4+oNNyoDv2jjZ0GowUlNTSGyP5+rhQVd2CccCui5PSDowm2tq7CA31ottkoqCs57Eig9RkD1IW7612xqQ3ovZ2JjOvul8gFhnq1S/3xlfjio29NQUldYQFeZKX3f9+MhlERvjQ0NROZ4veYlSHlZWcyEgfJKOJrHTLnkHBIZ40N3fi4+lksQsXGu5FXW0rDXVtREb7cCa9J5fHykrO/MQ4Hnp8Lja2w9vI7w124uPjL7qLeV8dHR3s3buX1157jdbWVrq7u3nuuedYuXLliHxwGMpr6IIFC1i/fj3XXnstBoMBb29vampqJsSRujDiRMAzHnbv3s1TTz3Ff/7zn3OWXw9ljsuVpr29nT179qDVajlx4gRz5swhKSmJ66+//qJmaA00sMfOcJlMJhobG6mpqaG+vh6lUmkecDqcyq5zKSsro6qqiri4uEGfb1eHnsKsSgpOl1NT2UjawTzK8nXmY6qImYFkD+imbGtnjYunE7oBx0BRswItxlQ4qxxxdLHH0dkOG3truvRG6upa8fZ3J3PAG7KnlxMNzR39pq4DBIaoKCro3w3Zydkeg0miva0LZxd7fPzckCvkWNlakTagFxBAZKQPWVmWCcyBge4Una0ac3V1wDfAjdrGNmxsFRSVWA76jB4k1ycgQIVa7cT3J0oYeCgll4G/txulZ/vmqD2dcPNQkp1fhbubkvaWLjoG5PoATJ/mh66qmYoqy2MzuRz81UqsbazJL7RcY1iwJ21NHdjaW1NUOEiydbQvJoOJrIwyi+7V9vbWxMT58/3BXKSzT+b6uRGs+/ViFIrhfVhoaGggJydnxIKdvkpKSrj//vtJSEjgzJkzZGRkcOONN5KYmMgtt9xy0X+3//Wvf7F79+5+u+RHjx7lrbfeMl8TExPD7t27zT2/QkJCOHr06LjMDBRGncjhGQ9r1qyhq6vL3B79mmuuYePGjVRUVLBq1SpSUlJQKBS89dZbLFiwwDzH5UoOdgAcHBxYsmQJS5YsQa/Xc+DAAbRaLc888wzx8fEkJCRw6623DrpjdiFVVVWUlJQwffr0iy6rlcvlqFQqVCqVefu+d0fG1tbWPOPLxsZmWPeVJInCwkJaWlqYPn36OXe2bO1tiJgxhYgZU8xf03d1U3KmmoLMCkoLajEYJUpyq80VU0ExGrIHVGV5+bmRO8iRjZe/m0XnZv9QT8rOVKLxcuipGFPYUKtrQenmgK62/zGRf6A7xYO8qfv4u5KT2XP829zUQXNTB45KG6wUVvi6OeKudqJdb6CwpA5/f9WgwU5UpA+Zfb7e2NhOY2M70VEampvaCfJxpLK+k86zHZRDgzwsgh2A+to2Wurb8XHradiYnVdtbkoYE67pV4Gmq2lBV9PCFH833FVKjutKLe6nUMipr2qhobaV2EgNWblV/QaxRoZ4mXfMvLwc0BskGhp7jtH8NK6UFdbR1dnTuyg62pfCohrzzlZ0hA8Z3/cEpQFB7uj1BqoqfyjbDw5Rk/pNLlOCPejq7CYqPoDHn7kDuXx4uxe9HwQu5e/GuZSUlHDvvffy9ttvc/311wM/tLLYvn07s2bNQqUaXkJ1r8E+tA/cuRnKNee7f++1bW1tFz2+Rhh/YodHuGwYjUYOHz6MVqtl3759hISEsHjxYu64444hDS8sKSmhtrZ22D12hqPvgFO5XG4u271QHoQkSeTk5GAymYiMjByRrXajwUhpfg3FZ6rJy6ygMKuSwpwqOtv1WCnkePm7UzHgGCk8zp+cAeXmCms5bt4uFrtDEXH+VJY3ovZxwdremrZ2PZVVTag8nKgYMNxT4+dCebnlzkdUrC+ZAx7PUWlD8FRv9EYjJeWN5vwapdIWmUxGy4D5UM7OdpgMRtraegIEW1sFwaFqWvXdtLV1UVNrOdcqOsy7X0DlrnLES+NKS1snFWWNgyYjx0ZqyDhVTmiomrYuPeV9mvvFhvn0ex5qtRNObg7k5tf05OUM2BmztrYiINCVmtpWpA4jba39jyRd3Rzw9HbuGTaaUdnvSE1hbUV4tA85mRWEh3uT2eeY644l03nk5/OG/eenrq6OvLw84uPjRzzYKS4u5sc//jHvvPMO11133YjeG8buSGvz5s2UlJTwyCOPjPhkeGFEiSOtK8WWLVtYv349WVlZHDt2jFmzZg16XWBgIE5OTlhZWaFQKEhNTR3jlV4ak8lEeno6W7duZffu3ahUKhISEli0aBFqtbrfC5nRaCQvL4/u7u4xS4iGnqTo3hlfRqOxX8XXwOeSkZGBg4MDISEho5pXYDKZqCyppyxfR3Z6OQVZlRRmV9HW0omruyPdRom2AQFF5MyAfm+qAE4uDpjA4tqoGVNoamzH2c0Bg0miqqqJ1rYu3NXOVFf2bybooba36PQMED3Nl9PpPcGDXC5jSpAHdk52WNnISUu3PPqKCFOTk2OZhxMT7UtjYztObvacKaoxJwpPDfYkP9eyiaCVlYzgAA9s7azJKdSZrweY4qeivLTBnB8kl8sIj/ChQteIt6czZzIHn701Y0YAZSV16HSWQZednYIgv54dm8ICy2OskGAPrGUydLoWGuosh59OnzmFpvpWCs+2Lbjjrhk8+vPhD9usra0lPz+f6dOnD3tX8kJ6g513332XOXPmjOi9ew0lLeDtt9/m1KlT5qRlrVbL559/PuTH2Lx5Mxs2bODTTz8lJiZmNJ6GMHJEwHOlyMrKQi6Xs3r1al577bXzBjypqamT4gy7d+K6Vqtlx44dWFlZsWjRIpKSkvDw8OD+++/nzjvvZPny5eOWpNjd3W1u2NbR0WGu+HJwcCA9PR21Wj1uzRglSaK6rIGS/Bqy08rIz6qgIKuK9rYufIPcKS9r6NflGSB8muVOkIeXM03NnRaNB6dfE0RnVzdGCSqrm2lq7EAmAx8/VyrK+u8aubrZ09Fh6DcuAyAwyIOS4joCAj2wd7ajpLye5pYugoLcKRokWPDzdaOi4of+P46OtgSGeFDf3E5nezf19ZYBRO8ODvR0h/YPVJFToEMuk+HsYEdNTYvFz2h8XFC7O5KTq+spxe/DzdUBY1c37e16wiK8ycv/IeiSy2BqkJrcs+X54VEaqqoaaWrs6dvj6WlPs66Nbr0JWzsFIeHeZJ4qNweHkdEactJ6xklExPoyNdqHlWuHP3+qpqaGwsJC4uPjRzzYKSoqYtmyZfy///f/uOaaa0b03gOlpKTw5JNPmtMCXnjhBV588UVmzZpFYmIinZ2dPPjgg5w4cQKVSsWmTZsIDg4+5/1SU1OxtrYmLi6Ojo4O7r33Xh599FHmz5/Pli1bOH78ONOmTWPFihWj+ryEiyICnivNzTfffMUEPH1JkkRFRYW50WNubi5z5szhmWeeGbGjoktlNBqpq6ujsrKS2tpa3NzcmDJlCm5ubmO2+3QhkiRRcKaCb/Z/R2u9nNL8Oopyq+nWGwmL8R10RyMw3JvCATsnao0LDXWt/Zr9eWlcCQhVU1/fRklZPV2dPwRIfgHOlJX0P/qyUsjx9HTql7cil8sICvXEIOmpqG6nq8/Uc7lchsbHlbIBx2oAMdEa9HoDepOJwj7HeQF+bpSXNFiUxTs72xMZ5cPxEyXoBzQstLKS4at2oay0Hmdne/ymqMjMqkCSeiqvfDyVlPcJ6FTujnh6OZOdXUVMpIbMAYnl9g42BIV6UqNrobu5k+YBTQvd1Q5Y29rgrLQj7/QPx1y3L5nO6l/Mt3iuF9Ib7EyfPn1EigH6GstgZzRotVoiIiLw9fXFxcWFd999lw8//BBPT0/zDMCSkhLeeOONEW1QKowIkbQs9CeTyZg/fz4ymYzVq1fz6KOPjveSRoRMJsPX15e77rqLjz/+mA0bNiBJEr/73e8oLS3ltttuIyEhgRkzZoxbcGFlZYVSqaSjo4P4+Higpwz9zJkzODk5mSu+RqMcf6ja2trQ1Zdw1/1zzTPPuruNFJ2pojBXh5evG9mnyqk5m8cSGe9P5sDjJhk4ONqgq+ofKBi6jaR/V0RXZzdWCjnBgR44ONsht7Yi/aRlQrB/gLNF2bvJJKHXd1Ba1IKtrYKoUC+6jEYKi2qJivphp6av4GAPMjN+2CXx93dD6WJPYUkt+g6DRbAD4OPtzLGDebi42hMW2lPC3puMHBXmzemzj9Pc3EHmqXK8fVxQOtshR+LMgPL0+ro26uvamD1rCpWllk0TO9r1lBbW4uftQodCbhHw1Ona8Q+0pqO1FRs7KzrbDdyyMJpH/2f4x1g6nY7i4uJRCXYKCwu57777eO+997j66sEHlE5UvQnKd911FzU1NYSHh7Nt2zZWrlxJeHg4ISEhTJkyhZSUFPbu3YvBYLjwTYUJQ+zwXIaG0uzwQjs8FRUVaDQadDod8+bN48033xyRJmATQVZWFsuWLePNN9/khhtuMH+9paWFXbt2odVqOX36NDfccAOJiYnMmTNn1JKYB9M7myg6OrrfAFVJkmhubjYPOLW3tzcnPY/0m9L5NDY2kpWVxbRp0y5YkVJf00L2qXLyc6pI+66Ywrxqc5+fqHg/izJ2gJBwb4uGhg6ONljbKJBbyfH2daPLYKSoqBaVu5L6+jYMA3ZXVB52NNZ3WQQpIaFqHJxsKa9qorZP3outrQJnpS21NZa5NPFx/nQbjOQV1vY7lnJ1tceoN9LaJ0/JTeWIt68bBpOR3EzLv4MAoSEetDa1Ibe2oWJAoveUAHcqi+swGU1ExPhSVFRLW2tPsrW1jRW+nk6UFNYik0FEjC+lJQ20NvcEPkHBHpQX1tGtN+DoZMtVNwVx7Tw/TJIJDw8PPD09h9QRvLq6mpKSEuLj40f8z1VBQQH33Xcf77//PlddddWI3nssZWRkEBMTw1/+8hfef/99/u///o9rr70W6CmD/81vfsPGjRv7vb4IE4Y40rrSXCjg6Wv9+vUolUp+8YtfjMHKRt/Ro0dxcnI67wDWrq4u9u3bR3JyMocPH2bmzJnmfiAj3X+kr97S32nTpp23rF6SpH4VX1ZWVuZy99FcX11dHbm5uRfVYRd6dilyTpWTmV7GmawKTp8s7ResRMT6kZ0xSM+dab5kDdghsrO3JjzWj47ObopL6ug421xRJgOVhz11NZZzqgKDPCgq6AkYAkPUWNsryM2vISLc26IaDCAoyIPiPB2SBA6OtgRNVVNcVk9LcwfBQZ4UDDIh3c3NAScHOxyd7cjO6T8aQq1W0qhrpbvb1JPYHOVDRVUjjY0duLk5InV109z4w7qdnO3wD/QgK7OCsBA1Zwa0CXBwtCUwVE1LUzu1FU3m0SPX3BzG//z+Tqys5OaO4Dqd7oIzraqqqigrKyM+Pn7Eg/zJEOyYTCZKSkpYvXo1n3zyCR4eHrz77ru8/vrrfPLJJ8THx/Pee+8xY8YMcwAkTDgi4LnSnC/gaWtrw2Qy4eTkRFtbG/PmzePFF1/k9ttvH4eVjj+DwcC3335LcnIyX3/9NWFhYSQlJTF//nycnJxG7HGqq6spLi4mLi5u2KW/HR0d55xSPVJ6exSNZAJrV2c32RnlpKcWcyaznOLCOloGHNUEhqopztdZVGv1DYIU1lb4TnHFIBlxVblwapBqraAQFYV5lv1/IiJ9UNjIqapuoabPaAk7O2uU9tbUDdj1sbaxYvqsQPLzq6mt7Z/cLJNBoP8PidLeGhec3RzIOVONrZ0Ce4WMpoaufj9ja6sgLMqb1sZ2ivItE6wBZsyYQkNdK0Vn56T15enljJODDRJQlKsj/uognvvj3VhbWx559nYEr6mpoampqd8RqU6no7y8fFSCnfz8fB544AHef/99Zs+ePaL3Hg8/+9nPWLp0KXPnzkUmk/Hmm2+yYcMGUlJSmD59+oTIBRTOSQQ8V4rk5GTWrl1LTU0Nrq6uxMfHs2fPnn7NDgsKCliyZAnQ82Z/33338cILL4zzyicGk8nEiRMn2Lp1K3v27MHLy4vExEQWLlx4SQnepaWl6HQ64uLiLvnNRq/Xm8vd9Xq9ueLLycnpol+Iy8rKqK6uHpH1nU9rSyenvi/mZGoRJ48V0djQhrOLPbW6/hVQripHujq76RgwVkLt7UxLcye+U1RY2SgoKKqlq9OAu7uSlhbLCrEfjrJakMkgOMwLrOTkF9QQGeFD5iC5Pj4aV+qqmzGZJEIjvGlobqfqbPfkmGhf86yrfj/j64yjUk5ejmVuDkBkuBdVZQ1oAlRkZVb0C+6iozRknm0KGRatoa62hbqzvYNcXO2xlsmoO/v7uXlhLKufXoCt3YWPovoekVZVVWE0GgkJCUGtVo9or528vDweeOAB/v73vw9pR3mi0mq1fPbZZzg6OtLQ0MAtt9zCz372M3Pw//HHHxMTE2POuxMmLBHwCMJwSZJEdnY2Wq2WnTt3Ymdnx+LFi0lMTESj0QwpuJAkiYKCAlpbW4mJiRnxRGSDwUBdXR06nY7W1lbzcYabm9uQ11dUVERTUxOxsbFjnihdUdbA94fzOX6kgNNppeYRFSHh3uTn9M+RkckgIMiD4j5l6La2CgKneuHgZMuJE6UWOT0BAUpKiywbHsbE+yOZoKCwpt+sLoVCjtrTico+w01lMpga4YO1nYLMs7OqBpoyxZnSvAaCpqrpNkmU9BlxEROj6Te+w8fPDXulLfl5OkJC1BTnVPeb/2VtbUVYjIaK0noc7KypOHuvKaFqXnrnfhydhnekWV5eTnV1NVOnTqWuro7a2lokSRqRXcLc3FwefPBBPvjgA2bOnHnR9xkPfTsoQ08id2pqKjqdjn/+858cOnSIFStWkJmZyW233cavfvWrCVNFKZyXCHgE4VJIkkRJSQnJycls376dzs5OFi5cSEJCAlOnTh00uOgNmAAiIiJGfRvcZDKZB5w2NTXh7OxsHnA6WCAjSRK5ubl0d3cTGRk57i/mnR160lKLOXO6gv27M2gc0CsnOs5v0N2VyGm+ZKWV4exij1+wBw1NnZSXNxIc4klRXrXFUZmjow1WVlY0N3Zga2dNSLgXtXWtVFc3ExM7+A6OUmmLjVyOu9qJzm5jv4BGrXagobrNPMsMYGqkD81tXdjb21BypmrQICl2RgAt9e2DHmNZKeSEhXshk8vITi9D7ePKH957EDd3pcW151NWVmbeWez7Z6B3l7CmpobOzk7c3d3x9PTExcVlyH9Oz5w5w/Llyy/7YOfEiRPI5XLi4uLM39+2bRvvvfcen332Gfv372f69OkEBgaO02qFYRIBjzB6htrdeffu3axbtw6j0ciqVat49tlnx3ilI0OSJGpqati+fTvbtm2jqqqKefPmkZiYyLRp05DL5bS1tbFhwwZWrlw56t2Tz7XGpqYmc8WXo6MjarUaDw8PFAoFJpOJrKwsFAoFYWFhEy4nwWg0sW/PUTKOV5CXWY+h20hTY7vFkZXKQ0lHW5fF0VdgiCcuKiV5eTpaW/t3gw4MUlGU3z/XRyaD6VcF0tTQTv4gAcjUqWrysn7YcQoO86Kts4vGxg4crBWDdkL2UCvx8nKhurLRojpM6WSHvbUV9TUthMX6UlXeSEN9zxR1GRLh0Rpyzla4hcVoeHJ9Et5+bhf6tfVTWlpqHqVyvp273r5QNTU1NDc34+Ligqen5zkDZfgh2Pnwww+ZMWPGsNY1kbz99tts2rQJV1dXwsPDWbZsGTNnzqS4uJinn356WN2YhQlD9OERRk9MTAxarZbVq1ef8xqj0cjjjz/OV199hZ+fH7NnzyYxMfG8lVQTlUwmQ61W88gjj/DII4/Q1NRESkoKr7/+Ojk5OVx77bUcPXqUJUuWEBoaOm5rdHV1xdXVFUmSaG1tNfdesba2Nuf+hIaGTrhgp2euWDZTQlTMu+MaZDIZpUW1HPo6h8P/OUNxQW9AIuHiak/9IB2Q7e1tSDta2DN3KtyLbpOJwnwd4dG+ZJ+yHJhqa2dF7ulyWpu70Pi74aJy5MyZaowGE9ExvhajNQrOVAMScTOm0NjYbhHwWNtYYatQcPpEKQprK6Ji/SgrraO5sQMrKxme7o4UnW3SmJ1Whq2dgph4P/JyqgmZqibzRM8RmJ2DDY/8YsGwg52SkhLq6+uJi4u74M5dbwWgWq1GkiQaGxupqakhLy8PBwcH8xFpb9VeTk4OK1asGJVgp76+nnvvvZeioiICAwP5/PPPcXOzfO5WVlbExsYCEBAQwI4dOy54795dnd5/7ty5k+TkZL755hueeeYZtm7dilwux8HBAS8vL+rq6igvL8fHx2fcdz+FkSF2eIQRc77KsKEM+JsMioqKuP322wkMDKSsrIyrr76axMREbrzxxhEfyngxDAYDx48fx9bWFr2+Z1ek981uInSM7Z0r5ujoSHBw8KDBWFlxHQe/zqakoIZDX+dYfH9qhA+5g3SCDpqqxsnFnsLCWpqb++/6TA3vv4MD4OxqT0i4F/nZOpqbLUvgo2N9OX022ThwqhrkMvPxVESUD9kDKsls7awJjfRGjmSefj5Q7MwAjN0mcjLKkMlkPPfaPUy/5twjEAbTNyfrUt6oe1sj1NTU8Pzzz1NaWsqcOXPYu3cvn332GdOnT7/oe5/LL3/5S1QqFc8++yyvvPIKDQ0NvPrqqxbXKZVKWlsteyqdT1lZGX5+fub/PnHiBEqlkoMHD/LPf/6Tv/71r6xevRqNRsOzzz5LRETEeVtHCBOW2OERxld5eXm/WVF+fn4cPXp0HFc08vLy8rjnnnvYuHEjN998M93d3XzzzTds3bqVX/3qV0RHR5OYmMi8efNGtJx8qPR6PSdPniQgIABvb2+gpx9RTU0NWVlZdHd39xtwOtY7P0ajkfT0dFQqFVOmTDnndX5T3Ln3oZ6p20V5Or7dl8U3+7LQVTahdLanusKyUkomAySJU98VYaWQExHhTZfBRGFBLVGxGrIGydvpaO+iILOcrnYDU8M8qa1tMx87BYZ4ktWnqWLvbk3gVDXunk58fyjf4n5dnd1gNFGYW0V0vB9nMivNSdoAIeFenE4txmSU8PRx4YE1tww72CksLKS5ufmSgx3o2SVUKpUolUo+++wzDhw4wG9+8xvc3d159NFHueOOO0hKSmLGjBkj9mdl+/btHDhwAIAVK1Zw8803DxrwDFddXR0/+clP+Pjjj/Hw8MDKyorp06djMBj461//ynPPPUd0dDS33XYbubm5+Pr6imBnEhIBjzAkQ+nufD6D7SROtKOUSyFJEk888QR///vfzWWr1tbWzJ07l7lz52Iymfjuu+/YunUr//u//4u/vz+LFy9m4cKFqFSqUV9fZ2cnJ0+eJDQ0tF95va2tLX5+fvj5+Zkb2BUWFtLW1mYudx9OIuvFMhgMpKWl4eXl1e9T+IUEhqoJDFVz/6M3knWqnJNHC9m19bjFddFx/pw+e0xkNJg4k9FzrBUR7YNCAnsHazra+w//DA31JvtsUJN3ugq5lQxffyckuRX11c3mjtJ9mYwm0g7nERTsiSST9UtIDp7qSXZaCSajxOnjJbioHNFEuHPmdDleGlfKC+vM97wtKZ4b5kdb3P98eqsBRyLYGSgrK4tnnnmGjz/+mLi4OJqbm9mzZw9//vOfMRgMbN68eUQep7q6Gh8fHwB8fHzQ6SwbP0LPn+dZs2ahUCh49tlnufPOO897X71eT0tLC93d3f3ykhQKBf7+/jz11FOsWLGCvXv38re//Q0vL68ReT7CxCICHmFI9u7de0k/7+fnR2npD3kQZWVlaDSaS13WhCGTyfjyyy/PGRjI5XKuvvpqrr76aiRJ4vTp02i1WpYuXYqTk5O53N3Ly2vEg4u2tjZOnTpFREQErq6u57zO2toaHx8ffHx8zA3sysvLycrKwsXFxVzxNdJvpt3d3Zw8eRJ/f3/zztNwyWQyoqb5ETXNjx+tuJbUQ/l8nZLB8SMFePu6Wkx2h55KqNamDipKyrGztyY6WkNdfRtVlU1ERGvIHrDrYzJKVBY3o/F3QamUY2vnQE1Vu/n7Lq72NNe1YjSYKMrtGZ0RNNULSSajrbULXVlDvyCpqb6Npvo2poSqcXVxoPLsMNPbkuL50cPXD/m597Y+6OjoICYmZlSCnYceesgc7AA4Ozvzox/9iB/96EeDfpg5n/N9eBqqkpISNBoNBQUFzJ07l9jYWEJCQs55vY+PDzfccAPffPMNy5Ytw2QymX9Pjz/+OI6Ojhw5coQ333yT8PDwYT0f4fIhcniEEXO+HB6DwUBYWBj79u3D19eX2bNn8+mnnxIdPbxPsZONJEkUFhaay92NRiOLFi0iISHhnLBqEygAACAASURBVDksw9Hc3Mzp06eJjY1FqRxeSXMvk8lkTmStr69HqVSau/deapPCrq4uTp48SXBwMJ6enpd0r8E0NrRx5EAOu/51nNLC/l2Oo+P8zLs+fcXMnILBYCQno8KipD063o/TfXrq+Aa6YZRMVFW04u2tpKq0iYHs7K0JmepFW1sXRQNGVdjaKfD0dKa8qA4vX1diZgWy+rmFWCmGFrRIkkR+fj6dnZ1ER0ePeLCcmZnJT37yEz755BOmTZs2ovceTHh4OAcOHMDHx4fKykpuvvlmcnIs87T6euihh1i8eDF33313v69/8803aLVaZDIZK1eu5I033iAgIIBf//rXgGUfHr1eP2IdxoVxJcrShdEzlO7OACkpKTz55JMYjUZWrlwpujsPIEkS1dXVbNu2jeTkZOrr65k/fz5JSUlERUUN+5P7UOd2DXeNLS0t5hlftra25hlfw32z6OjoIC0tjbCwsDE51svNrGTvF2l8+1UmGn83CrIrLQIaaxsrPNXOVBTX4+HtjIOLgqqKVvSdRkLCvQb9GegpaW9sbKPojA6pz+utDInQcB/yzs7ICgz36hkRkaczNzTMPXu8FhjmxUv/txx7x6Elt0uSRF5eHnq9nqioqFEJdlauXMknn3xirogabU8//TTu7u7mpOX6+nr++Mc/9rumoaEBBwcHbG1tqa2t5dprr2X79u0WFZ8FBQWkpaWxf/9+HB0d0Wq1aDQaXn75ZfMcrL5Bz8AASLhsiYBHEC43DQ0N5tLZ/Px85s6dS0JCArNnz75gR2SdTkdhYSHx8fGjWh3Wd8CpXC43d++9UMVXW1sb6enpREVF4eLiMmrrG0xnh/7srs/35A4Y1hk1zc885qGXvaMNYTG+1NW2UFZUZ3G/iBgNOSd7jr/UGhdUXs6cyazAaJTwD3KmLNcyiTow3AuVp5Lj3/YkN6vUTrzywU9w93Ie0nPobRppMBiIjIwctWDn008/JSYmZkTvfT51dXXcc889lJSUEBAQwJYtW1CpVKSmprJx40bef/99Dh06xOrVq5HL5ZhMJp588kkefvjhC947IyODnTt30tTUxKJFi7j++qEfGwqXFRHwCJPLaPbrmIja29vZs2cPWq2WEydOMGfOHBITE7n++ustdlYKCgrMPVisrS88c2mkdHZ2mmd8GY3GfhVffbW0tJCRkUFMTMyIDme9GEW5Or7afoL/7MrAL9CdM4MMJbWykuEboKK8qJaQSA2degMlZ4/HfPxcaahq6anA6sPNQ0lwpDcZ3xXR1WmwuGd4bE+QFBjuhbWtNaufX0hQ+NDylyRJ4syZM0iSRHh4+IgHO6dPn+bhhx8e82BnNPXu3uTl5fHxxx9TX1/PfffdxzXXXDPeSxNGngh4hMllNPt1THR6vZ4DBw6g1Wr59ttviY+PJyEhgVtvvZU//elPZGdn89FHH435XKy+uru7zaMLOjo6zBVfveM2YmNjx6U0/1w6O/Qc2pdNyuZjFGRX9/tedLw/mceL+33NP8QTRxd76qub0VVY5u34+LtRX9WEtY2CgKlqCnN1dLT19D3ymeJKdXFPArNcLuPJV+7kunlDOzLqacqYg0wmG5UO2RkZGTz88MNs2rRp0ubX5eTksHXrVh5++GFRjTU5iYBHmFyGmtw4GQOevoxGI4cPH0ar1fL555/j4eHBz372MxISEsb8qOhcekcXlJaW0tjYiJeXFz4+Pri5uU2oDra9fYpk3Y4c2VvAwa8yCZyqJjfdskcPSIRE+NBY24qXv4r8nCq6Onp2eZROdtjaWFFX/cPQUntHW4IivWlt6aK+qpnWs40M73rkaqKuVdPV1YWHhweenp44OzufdzablZXVOee3XYorIdjp1d3dPaa7n8KYEgGPMLm4urrS2PhDboSbmxsNDQ0W1ykUCuLj44fcr+NyZDKZWLt2LSaTiVWrVrF9+3Z27dqFSqUiISGBRYsWoVarxzUhs6amhsLCQmJjY2lvb0en09HY2IiTk5O54ms8d6R6+xRNnToVd3d3AFqaOvjPl+l8uekYuvL+eThR0wPITC0y/7eD0pagCB8qyhtwdbGnMNuy7Nre0QaVhxIXlSNV5Y1cNTeSR569A/hh6n1NTQ0tLS24ubmZRzrI5XIkSSIrKwtra+tRGQdy6tQpHnnkETZt2nRZjnsRhD5EwCNcfs7Xr2PFihVDCngqKir69evYt2/feft1XG70ej0rVqwgNDSU3/3ud/0qTvLy8tBqtezYsQMrKysWLVpEUlIS/v7+Yxr8VFVVUVpaSnx8fL9P1ZIk0dzcbB5wam9vb056HstP373VYuHh4YPmgZlMEse/zWXX56mkHcknONybgqxKpEEmoEfPnIKh20hzYzuVfSaqy+QQHOZNfmZPkvTMG8N45o1lWFlZ7nD1tgHQ6XQ0NDSgVCrp6urC2dl5VHZ20tPTefTRR9m8eTORkZEjem9BGAci4BEml5Hs13E50+v17Nix47zPSZIkKioqSE5OZtu2bTQ3N3PHHXeQkJAwKhU+fZWVlVFdXU1cXNx5e/b0zm3qrfjqHWjp6emJnZ3dqK2vvb2d9PR0IiMjh3QEWFFcx77k4+zZkmrOyekVEedHdp++PsGRPiCTUZBdRdR0fzK/78kD8g9R84d/PoyD8sLPy2QykZaWhsFgwGQyYWNjc9FtAAbTG+x8/vnnREREXPL9BGECEAGPMLmMZL+OK01dXR07duxg27ZtlJSUcOutt5KYmMiMGTNGNKemuLiY+vp6pk2bNuzjqo6ODnPSs8lkMu/8jGSic2trK6dOnbqoarGOti6+3nGSXZu+o6K4Dv9gD6pK6vrNxuo1/bpQOlo7yc2owNHZnlc/fQS174Wnn/cOUlUqlQQH98zU6j0OrKmpQSaTmX8vF9NnKS0tjdWrV4tgR5hsRMAjTC6j2a/jStLS0sKuXbtITk4mIyOD66+/nqSkJObMmXPRXZR7Rx20tbWNyKgDvV5vLnfX6/Xmii8nJ6eL3p3qLY2/lA7U0PNcTxzM4z87TnJwz2mLMQuBYV6U5lZjNBjx1Ljy1J/uJWya/znu9oPeYMfJyYmgoKBBr+kd/FpTUzPs38vJkyd57LHH2LJlixilIEw2IuARBOH8urq62L9/P1qtlkOHDjFr1iwSExO55ZZbhnys1Nsjxmg0jspxWW9yr06no7W1FZVKZU7uHepjNTU1kZmZybRp00Z0x6i8sJaUz45yYMdJOtv1eHi70NnaQWtTT0XWk6/+iBsWx13wPiaTiVOnTuHi4kJgYOCQHnvg78XNzQ21Wo2rq6tFwHnixAl++tOfjkqws2XLFtavX09WVhbHjh0bdMwMwO7du1m3bh1Go5FVq1bx7LPPjug6hCuaCHgE4WJd6MW5q6uL5cuX8/333+Pu7s7mzZuH/EY1URkMBg4ePIhWq2X//v2Eh4eTlJTE/Pnzz3n8I0kSmZmZWFtbj0py7UAmk4n6+np0Oh1NTU04OzubB5ye6witsbGR7Oxs4uLiLtgN+mK1tXSyL/k43+3LNFdy3f3YzSxbe9sFf9ZkMpGeno5KpSIgIOCiHt9kMtHQ0GCuhKupqaGxsZE777yT/Px8fvrTn/Kvf/2LsLCwi7r/+WRlZSGXy1m9evU55+oZjUbCwsL46quv8PPzY/bs2Xz22WdX/FGzMGJEwCMIF2MoL87vvPMO6enpbNy4kU2bNpGcnMzmzZvHcdUjy2QyceLECbZu3cqePXvw8vIyl7u7u7sjk8no7OzknXfe4c477yQoKGjMS+AlSaKpqclc8eXo6IharcbDw8N8NNc7Wyw+Pn5UE6F7mUwmvvs6m7yMcu574rYL/k6MRiPp6el4eHjg73/hY6+hkCSJU6dO8be//Y0DBw7Q0tLCk08+yapVq/Dw8BiRxxjM+QYJHz58mPXr17Nnzx4AXn75ZQCee+65UVuPcEU551+0Sxt1LAiT3LFjxwgNDTUnjf74xz+2SHzevn0769evB+Duu+9mzZo1k2oQoVwuZ+bMmcycOZMNGzaQnZ2NVqvlxz/+Mba2tixYsIDt27dzyy23mH9PY00mk+Hq6oqrqyuSJNHa2opOp6O4uBhra2scHBxoaGhgxowZozpbrC+5XM7Vt0Zx9a0X3rkwGo2kpaWhVqvx8/MbsTXIZDKmTZvG8uXLOXbsGG+++Sbp6eksWbIEhUJBUlISK1asGLQcf7SUl5f3C+j8/Pw4evTomD2+cOUSAY8gnMdQXpz7XqNQKHBxcaGurm5UP0GPF5lMRmRkJC+88ALPP/88mZmZ3HXXXbi5ufH1119jZ2dHYmLimBxpnW+NTk5OODk5ERISQmlpKUVFRdja2nLq1Ck8PT1Rq9WjdqQ1XL3BjpeXF76+viN+/9TUVNasWYNWqyU0NJTbb7+dX/7yl1RWVvLFF1/Q1dU1rPudrz9WUlLSBX9+sFOFyfLhQJjYRMAjCOcxlBfnK/UFvKGhgdWrV/P73/+eH/3oR9TW1rJ9+3ZeeOEFKisrmTdvHklJSUybNm3cRkhUVVVRVVXFNddcg7W1tbmyKSsri+7u7n4DTsfj/5nRaOTkyZP4+Pig0WhG/P6pqamsXbvWHOz05ePjw6OPPjrse+7du/eS1uTn50dp6Q8T6cvKykbluQvCQCLgEYTzGMqLc+81fn5+GAwGmpqaUKlUY73UMSVJEnfffTfPP/88CxcuBMDT05NVq1axatUqmpqaSElJ4fXXXycnJ4ebbrqJxMRErrnmmjEbIVFRUUFlZSXTp0835/HY2tri5+eHn58f3d3d1NbWUlhYSHt7OyqVCrVajYuLy5gEPwaDgbS0NDQaDT4+PiN+/++++44nnngCrVY7obqLz549m9zcXAoLC/H19WXTpk18+umn470s4QogkpYF4TwMBgNhYWHs27cPX19fZs+ezaefftpvuOLbb7/NqVOnzEnLvYM8J7uWlpYhNezr7Ozkq6++YuvWraSmpnL11VeTkJDATTfdNGr5NKWlpdTU1BAXFzekAMtoNJorvpqbm3FxcTFXfI3G7pTBYODkyZP4+fnh7e094vc/duwY69atIzk5eUzzqpKTk1m7di01NTW4uroSHx/Pnj17qKioYNWqVaSkpACQkpLCk08+idFoZOXKlbzwwgtjtkZh0hNVWoJwsQZ7cX7xxRfNfWo6Ozt58MEHOXHiBCqVik2bNo1b8u5E193dzTfffINWq+U///kP0dHRJCQkMG/evEtqANhXcXExDQ0NxMbGXtRuUu8sq5qaGurr61EqleYBpxfbjLGv7u5uTp48SUBAAF5eXpd8v4GOHTvGk08+SXJy8jmbFgrCJCYCHkEQJhaTycR3332HVqvl3//+N/7+/ixevJiFCxde9JFgYWEhLS0tI9LhGXqO7lpaWszl7pc6y6o32JkyZQpqtfqS1zfQ0aNH+fnPf862bdsu+15QgnCRRMAjCMLEJUkSp0+fRqvVkpKSgqOjIwkJCSQkJODt7X3BnBpJksjPz6ezs5OoqKhRS5Jua2szj3OQy+Xmiq+h9PXp7u7mxIkTBAYGjkqwc+TIEZ566ikR7AhXOhHwCAJASUkJGo0GKyurCV9JdaEOzx9++CFPP/20uZR5zZo1rFq1ajyWOqIkSaKwsJDk5GS2b9+O0Whk0aJFJCQkEBwcPGiVXG5uLgaDYdSnv/fV2dlpnvFlNBr7VXwNpNfrOXnyJEFBQXh6eo74Wg4fPsz//M//sH37dqZMmTLi9xeEy4gIeAQBMHeYfeWVV4Ce5NGRyMsYaUPp8Pzhhx+SmprKW2+9NY4rHV2SJFFdXc22bdtITk6mrq6OBQsWkJiYSHR0NJIk8dhjj3HXXXdx++23j1sQ293dbd756ejoMA/ydHZ2Nu/shISEjEpvpkOHDvGLX/xCBDuC0OOcLwLj0xxDEMbJQw89RGVlJdAzV2nx4sV89NFH47wqS307PNvY2Jg7PF9pZDIZ3t7ePPbYY+zZs4evvvqKiIgIXn31VebMmcO8efPo7u7mttsuPLphNFlbW6PRaIiLi2P27Nm4uLhQWlrK4cOHOXTokLnia6T1Bjs7duwQwY4gXIAIeIQrSlhYGN9//z3Hjh1jyZIlXHfddSxevHi8l2VhsA7P5eXlFtdt3bqVadOmcffdd/frFzRZubm58eCDD/L5558TGRlJUFAQNjY2XHfddaxbt479+/ej1+vHdY1WVlao1Wpzt+nAwEC6uro4evQoGRkZ5iOwS3Xw4EGefvppvvjii4seNCoIV5KJt5cvCKOgd7aVi4sLMTExPPPMM9xwww38+te/PufPmEwmJEkas0Z5fQ2le3NCQgLLli3D1taWjRs3smLFCvbv3z9WSxw3er2e++67j6uuuopf/vKX5q8dOHAArVbLs88+S1xcHImJidx66604ODiM+Ro7Ozs5efIkERER5jlVkiTR3NyMTqejoKAAe3t7PD098fT0xNraelj3//bbb3nmmWfYsWPHiA0aFYTJTuTwCFcEk8mEXC7nlVdeYcOGDTz22GP87//+b7/v9f5Tp9OhVCoHfaMcq6Ggw50obTQaUalUNDU1jfraxtvnn39OdXU1a9euHfT7RqORI0eOoNVq2bt3L8HBwSQkJHD77bfj6uo66uvrG+yc6/EkSaKtrQ2dTkdtbS0KhcIc/Fyo4uubb77h2WefFcGOIAxOJC0LV7aOjg5ef/11duzYwfr163n77bfZtm3boLs3H330EW+++SZKpZLnnnuO+fPnD3rP0Qx+htLhubKy0jySIDk5mVdffZUjR46MynouVyaTiVOnTrF161Z27dqFSqUiISGBRYsWoVarR/z/X0dHB2lpaecNds71c71JzyaTyRz8ODo69rvuv//9L8899xxffPHFiE5VB9iyZQvr168nKyuLY8eOMWvWrEGvCwwMxMnJCSsrKxQKBampqSO6DkG4ROf8Sy2OtIRJr6amhp///OcoFAp2795NQ0MDDQ0NSJJk3tXpa9GiRTzwwAOcOnWKN954g6uuugpXV1c+/vhjli5dio2NTb+y9n//+98olUrmzJkzYmtWKBS89dZbLFiwwNzhOTo6ul+H57/+9a/s2LEDhUKBSqXiww8/HLHHnyzkcjlxcXHExcXx29/+lry8PLRaLQ8++CByuZyFCxeSmJjIlClTLjn46Q12IiMjcXFxGdbP2tvbExAQQEBAAHq9npqaGs6cOUNGRgbff/89d999NwaDgV/96lejEuwAxMTEoNVqWb169QWv/frrr0el4kwQRpPY4REmvc7OTv773/8SGxtr3hFZunQp999/P3fddRdGoxErKyuMRiMpKSm8//77VFRUEBMTw/79+8nNzUWv1zN37lz+9re/ERsby+bNm5k3bx4qlYpDhw5hMpm4/vrrMRgMyOXycZsOLgyNJElUVFSQnJzMtm3baG5u5o477iAhIeGievm0t7eTlpZGdHQ0zs7OI7bOpqYmtFotW7ZsIS0tjaVLl7J8+XKuu+66Ucstu/nmm3nttdfOu8OTmpoqAh5hohJl6cKVy87Ojvnz5/ebSB0UFERXVxeA+Y0jOzubjRs3snz5cr777jsMBgPXXXcd7e3tKJVKnnzySTZs2MDf/vY3/vjHP1JWVoZer+f777/n+uuvB3p2ZnqDnQt8mBDGkUwmw9fXlzVr1rB371527dpFUFAQv//977nuuut48cUXSU1NxWQyXfBebW1tpKWlERMTM6LBDoCLiwvBwcG0tLRw4sQJ7r77bj755BOmT5/OqlWryM3NHdHHGwqZTMb8+fOZOXMm77333pg/viBcLHGkJVyRXnvtNYuv+fj40NXVxdSpU4GeHJmFCxeaZya1tbWRkpJCdHQ0H330EdHR0bz77rv85S9/Ye3atZw4cYItW7awYMECbrrppgnfyflcVq5cyc6dO1Gr1WRkZFh8X5Ik1q1bR0pKCg4ODnz44YfMmDFjHFY6ctzd3XnooYd46KGHaG1tZdeuXWzcuJH09HRuuOEGkpKSmDNnjkWTyqamJjIzM4mJiRnS5PjhOnDgAL/+9a/54osv0Gg0BAYGcvvtt5sTs4dbgXbbbbdRVVVl8fUNGzaQlJQ0pHscPHgQjUaDTqdj3rx5REREcOONNw5rHYIwHsSRliCcpdfrWb9+PQcOHECj0fDVV1+xa9cu5syZw65du3j99dc5cuQIJ0+eNE9Dnzt3Lg888AA33XQTb731Fra2tnz33Xf4+/vz5z//eVSazY22//73vyiVSpYvXz5owJOSksKbb75JSkoKR48eZd26dRw9enQcVjr6urq62L9/P1qtlsOHDzNz5kwSEhKYO3cup0+f5vHHH2f37t2jUv319ddf8+KLL7Jz585+u5Oj7UJHWn2tX78epVLJL37xizFYmSAMiajSEoThyMzMJDc3l9jYWL744gu0Wi2/+tWvOH36NDKZjHXr1gE9Rw4FBQV0dHSQmJjIyy+/zIIFC6ioqEClUg1pqOREVFRUxOLFiwcNeFavXs3NN9/MsmXLAAgPD+fAgQNj+qY8HgwGAwcPHkSr1bJr1y7a2tp44oknWLFixYgfZe3fv5/f/OY3Yx7swPkDnra2NkwmE05OTrS1tTFv3jxefPFFbr/99jFdoyCch8jhEYThiIqKIikpieDgYBITE/nzn//MvHnzcHV1NffG+fzzzwkNDcXd3R2NRsMzzzxDSkoK//73v9FoNJdtsHMhQ+0CPdkoFApuuukmVq5ciaOjI2+++SbNzc0sWrSIpUuX8o9//IOamppLzt3av38/69evH/NgJzk5GT8/Pw4fPsyiRYtYsGABABUVFSxcuBCA6upqrr/+euLi4rjqqqtYtGiRCHaEy4bI4RGECwgKCiIoKAhJkkhMTEStVgPwwQcfsGjRIqAn3+fee++lo6ODl156iaCgIHMu0GQzlC7Qk9Xx48d5+OGH2bJlC6Ghodx111289NJL5OTkoNVqWbZsGTY2NixevJjExER8fX2H9bvZt28fv/3tb9m5cyfe3t6j+EwsLVmyhCVLllh8XaPRkJKSAkBwcDBpaWljui5BGCki4BGEIZLJZKhUKvOn3Q8++ABnZ2eOHz/OunXriIiIIDw8nIiICGpraydtwOPn59dvbldZWRkajWYcVzR2Dh48yNatW805XNDz5yIiIoLnn3+e5557jtLSUpKTk1m9ejUdHR0sXLiQhIQEwsLCzhv87N27l9///vd8+eWXeHl5jcXTEYQrisjhEYQRUF9fz44dOzh06BA///nPCQ8Pv6x78Zwvh+fLL7/krbfeMictP/HEExw7dmwcVjmxSZJEbW0t27dvJzk5mcrKSubNm0diYiJxcXH9/nx89dVXvPTSS+zcuVMEO4JwaUTSsiAIQ7Ns2TIOHDhAbW0tXl5e/Pa3v6W7uxuAxx57DEmSWLNmDbt378bBwYEPPvhgSBU9V7rm5ma+/PJLkpOTyc7O5qabbiIhIYHW1lZefvllEewIwsgQAY8gCMJE0dnZyVdffcXmzZvZv38/J0+eNOeGCYJwSUTAIwiCMBGN5hBaQbgCibJ0QRAmtpUrV6JWq4mJiRn0+wcOHMDFxYX4+Hji4+P53e9+N8YrHB0i2BGEsSGqtARBmBAeeugh1qxZw/Lly895zQ033MDOnTvHcFWCIEwWYodHEIQJ4cYbb7wsR3EIgnB5EAGPIAiXjcOHDxMXF8cdd9zB6dOnx3s5E8rTTz9NREQE06ZNY8mSJTQ2Ng563e7duwkPDyc0NJRXXnlljFcpCONHBDyCIFwWZsyYQXFxMWlpaaxdu5Y777xzvJc0ocybN4+MjAzS09MJCwvj5ZdftrjGaDTy+OOPs2vXLjIzM/nss8/IzMwch9UKwtgTAY8gCJcFZ2dnlEolAAsXLqS7u5va2tpxXtXEMX/+fBSKnrTMa665hrKyMotrjh07RmhoKMHBwdjY2PDjH/+Y7du3j/VSBWFciIBHEITLQlVVlXmO17FjxzCZTLi7u4/zqiamv//979xxxx0WX79SB78KAogqLUEQJoi+HZ79/PwsOjz/61//4t1330WhUGBvb8+mTZuuuJLu2267jaqqKouvb9iwgaSkJPO/KxQK7r//fovrruTBr4IgAh5BECaEzz777LzfX7NmDWvWrBmj1UxMe/fuPe/3//GPf7Bz50727ds3aCBzJQ9+FQRxpCUIwhWvtLSUW265hcjISKKjo3njjTcsrpEkiSeeeILQ0FCmTZvG8ePHx2Gl57Z7925effVVduzYgYODw6DXzJ49m9zcXAoLC9Hr9WzatInExMQxXqkgjA8R8AiCcMVTKBT86U9/IisriyNHjvD2229bVC/t2rWL3NxccnNzee+99/jpT386Tqsd3Jo1a2hpaWHevHnEx8fz2GOPAVBRUcHChQuBnuf51ltvsWDBAiIjI7nnnnuIjo4ez2ULwpgRs7QEQRAGSEpKYs2aNcybN8/8tdWrV3PzzTezbNkyAMLDwzlw4AA+Pj7jtUxBECyJWVqCIAhDUVRUxIkTJ7j66qv7fV1UOAnC5U0EPIIgCGe1traydOlS/vKXv+Ds7Nzve6LCSRAubyLgEQRBALq7u1m6dCn3338/d911l8X3RYWTIFzeRMAjCMIVT5IkHn74YSIjI3nqqacGvSYxMZGPPvoISZI4cuQILi4uIn9HEC4jImlZEIQr3rfffssNN9xAbGwscnnP58A//OEPlJSUAD2NDyVJYs2aNezevRsHBwc++OADZs2aNZ7LFgTB0jnPmUXAIwiCIAjCZCGqtARBEARBuHKJgEcQBEEQhElPBDyCIAiCIEx6IuARBEEQBGHSEwGPIAiCIAiTngh4BEEQBEGY9ETAIwiCIAjCpCcCHkEQBEEQJj0R8AiCIAiCMOmJgEcQBEEQhElPBDyCIAiCIEx6IuARBEEQBGHSEwGPIAiCIAiTAIayFQAAAFhJREFUngh4BEEQBEGY9BQX+P45x6wLgiAIgiBcLsQOjyAIgiAIk54IeARBEARBmPREwCMIgiAIwqQnAh5BEARBECY9EfAIgiAIgjDpiYBHEARBEIRJ7/8DMa6inv3TM7EAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "cov = np.array([[1, -0.6],\n", + " [-0.6, 1]])\n", + "n = 100\n", + "x = np.linspace(-2, 2, n)\n", + "x, y = np.meshgrid(x, x)\n", + "pos = np.zeros([n, n, 2])\n", + "pos[:, :, 0] = x\n", + "pos[:, :, 1] = y\n", + "\n", + "norm = stats.multivariate_normal(np.zeros(2), cov)\n", + "\n", + "fig = plt.figure(figsize=(10, 10))\n", + "ax = fig.gca(projection='3d')\n", + "ax.plot_surface(x, y, norm.pdf(pos),cmap='viridis',linewidth=0)\n", + "ax.set_zlim(0, 0.7)\n", + "ax.set_xlabel('X axis')\n", + "ax.set_ylabel('Y axis')\n", + "ax.set_zlabel('Z axis')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n = 50\n", + "x = np.linspace(0, 10, n)\n", + "\n", + "# Define the gaussian with mu = sin(x) and negligible covariance matrix \n", + "norm = stats.multivariate_normal(mean=np.sin(x), cov=np.eye(n) * 1e-6)\n", + "plt.figure(figsize=(16, 6))\n", + "\n", + "# Taking a sample from the distribution and plotting it.\n", + "plt.plot(x, norm.rvs())" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[],\n", + " [],\n", + " []]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "np.random.seed(18)\n", + "\n", + "# Define the gaussian with mu = 0 and a covariance matrix w/o any correlation, \n", + "# but w/ uncertainty\n", + "norm = stats.multivariate_normal(mean=np.zeros(n), cov=np.eye(n))\n", + "plt.figure(figsize=(16, 6))\n", + "\n", + "# Taking 3 sample from the distribution and plotting it.\n", + "[plt.plot(x, norm.rvs()) for _ in range(3)]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[],\n", + " [],\n", + " []]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def kernel(m1, m2, l=0.8):\n", + " return np.exp(- 1 / (2 * l**2) * (m1[:, None] - m2)**2)\n", + "\n", + "n = 100\n", + "x = np.linspace(0, 10, n)\n", + "cov = kernel(x, x, 0.215)\n", + "\n", + "norm = stats.multivariate_normal(mean=np.zeros(n), cov=cov)\n", + "plt.figure(figsize=(16, 6))\n", + "[plt.plot(x, norm.rvs()) for _ in range(3)]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/latex": [ + "\\begin{equation}\n", + "\\begin{pmatrix}\n", + "f \\\\\n", + "f_*\n", + "\\end{pmatrix}\n", + "= \\mathcal{N} \\begin{pmatrix}\n", + "\\begin{bmatrix}\n", + "\\mu \\\\\n", + "\\mu_* \\\\ \n", + "\\end{bmatrix},\n", + "\\begin{bmatrix}\n", + "K & K_* \\\\\n", + "K_*^T & K_{**}\n", + "\\end{bmatrix}\n", + "\\end{pmatrix}\n", + "\\end{equation}\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%latex\n", + "\\begin{equation}\n", + "\\begin{pmatrix}\n", + "f \\\\\n", + "f_*\n", + "\\end{pmatrix}\n", + "= \\mathcal{N} \\begin{pmatrix}\n", + "\\begin{bmatrix}\n", + "\\mu \\\\\n", + "\\mu_* \\\\ \n", + "\\end{bmatrix},\n", + "\\begin{bmatrix}\n", + "K & K_* \\\\\n", + "K_*^T & K_{**}\n", + "\\end{bmatrix}\n", + "\\end{pmatrix}\n", + "\\end{equation}" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1. , 0.89801781, 0.65033901, 0.3798084 ],\n", + " [0.89801781, 1. , 0.89801781, 0.65033901],\n", + " [0.65033901, 0.89801781, 1. , 0.89801781],\n", + " [0.3798084 , 0.65033901, 0.89801781, 1. ]])" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# squared exponential kernel.\n", + "# Gives more correleation to values of x close by.\n", + "# https://www.cs.toronto.edu/~duvenaud/cookbook/\n", + "def kernel(m1, m2, l=1):\n", + " return np.exp(- 1 / (2 * l**2) * (m1[:, None] - m2)**2)\n", + "\n", + "n = 50\n", + "x = np.linspace(0, 10, n)\n", + "cov = kernel(x, x, 0.44)\n", + "# Note that x_ij close by are strongly correlated and x_ij+n less\n", + "cov[:4, :4]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[],\n", + " [],\n", + " []]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# We can plot a function defined by a gaussian. \n", + "# The mean dictates the mean of you distribution of functions\n", + "# The covariance matrix determines the variance at a certain point x_i, but als determines how x_j and x_i are correlated.\n", + "norm = stats.multivariate_normal(mean=np.zeros(n), cov=cov)\n", + "plt.figure(figsize=(16, 6))\n", + "[plt.plot(x, norm.rvs()) for _ in range(3)]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# We can also force the function to only show the mean by downscaling the covariance matrix\n", + "norm = stats.multivariate_normal(mean=np.sin(x), cov=cov * 1e-6).rvs()\n", + "\n", + "plt.plot(x, norm)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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RlYha/X++K8V9mTSmXR6cHpmMab5/ocrCHOxurIjpPWQyQmVRDvp55r+oQNpHl6eS7Dl3N1ZAp1bh1+8F39jHkoNUM/+HAexa5pp3hBCb/H9+INF9mQQ6h2zwCmB9RWwqfRKpqiiH0z5LMNud0KpVUMqlSwJkK+W4bVsN3jg+wm21k5gk/+JCiL8A4OLeFNUhUQ//ZMTBf2lS1fgvdMd2A+REeOT9Hsmfm0kjnjn/HUR0hIj+SETr4nhftoz2fhu0alXY57emgsrCHIxOOkM+USzTSLW7d6FSTTau21iOZ1r6MLlMS2+WGPEK/ocAGIQQjQB+CuAPwS4iovuIqIWIWsxmc5yGxtoHrFhXoYno/NZkxxU/S5Oqr08wd+80wu5049mWvpg8P4tOXIK/EMImhJj0v/0yACUR6YNc96AQokkI0VRcHLsSQHaO0+3ByWF7WqZ8gHO1/lzxcyEhREyD/+aaImyqLsQje3vg9XLZZ7KJS/AnojLyTyuJ6CL/fbkOLAmcGp7ErEdgXRou9gI881+K3emG0+1FSQz3dnz2YiPOjk7h7ZP8Sj7ZSFXq+QSAvQDWEJGJiO4hos8T0ef9l3wSQDsRHQHwEwC3CN4BkhSk7uGfbErys6CUE/otHPwXknp3bzDXri9HSX4WfsVln0knuoNa/YQQty7z+M8A/EyKezFptffbkJ+lQI1W2n76yUImI1QWcsVPMFKc3bsclUKGO7cb8J+vn8TpETtWluTH7F4sPLzDN8O1D1jRUKGBTJZ+i70BlUU5nPMPIh4zfwC4bVsNVAoZHn6/O6b3YeHh4J/B3B4vOgdtabvYG1BVmMsz/yDiFfx1eVm4obECvzvYD6tjNqb3YqHj4J/BukanMDPrjVkP/2RRVZQDs51r/RcyTzqhlBMKcqQ7uW0xd+80YnrWg2cPmWJ+LxYaDv4ZLF5tnBOtShvo68+z//kCu3vjsb9jfWUBNtcU4jf7e7jbZ5Lg4J/BOgZsyFbKUFecl+ihxBSXewYXyxr/YO7YZkCXeQp7udtnUuDgD+BgzzjePDGS6GHE3bEBG9aUaSBP48VeYN6JXhz8zzMS5+B/3cZyFOYq8fh+7veTDDI++P/x6CBueXAf/vrxg7A4XIkeTtwIIdA5ZENDefqX3pXkZ0MhI674WSDeM/9spRw3b63Cax3Dc4fIsMTJ6OD/3CET7v/tIawozsPMrBdPZ1APkiHbDCyOWawtT+/FXgCQywgVXOt/Ho9XYHwqNh09l3L7NgPcXoEnD2TO/7VklbHB/zf7e/C1Z45gxwodnvvCTlxUq8Wje3vgyZAeJJ2DvgPbMyH4A4HWzjzzDxibcsIrYl/muZBRr8alq/T47f5euD3euN6bnS8jg/9D73Th73/fjivWlOCXn2lGrkqBu3caYZqYxp+PZ0buv3PQDgCoL0v/tA/Aff0XileNfzB3bDdgyDaDNzLk/1qyyqjgL4TAT984hQde6sR1G8rxf3dsRbZSDgC4pqEU5QXZeCRDdiEeG7ShWpuD/OzY13gng6qiXIxwrf+cRAb/q+pLUF6Qjcf38cJvImVU8P/JG6fxn6+fxMe3VOLHt2yCSnHuy1fIZbhjuwHvnh7F6RF7AkcZH52DNqwty4yUD3Cu4meAa/0BzO/rE/8DfBRyGW5prsE7p0bRPcrHPCZKxgT/WY8X//f2GexaV4YffrIRiiBnlt7SXA2VQpb2R89NuzzoHp3KmHw/4DvRC+CNXgHmycTN/AHglouqoZARfvtBb0LuzzIo+HcO2jA968H1jeWLNjHT5WVh98YK/O6QCbaZ9O1BcmLYDq/InMVeAKjS8kav+cx2J/KzFMhRyRNy/1JNNq5ZV4pnWvo4FZcgGRP8W7onAABbDUVLXnf3TiMcLg+ebUnfHiSBSp+GDAr+pflZXOs/T7xr/IO5Y5sBE45ZvHx0MKHjyFQZE/wP9kygsjAH5QU5S163oaoAW2oK8eje7rQ9eq5z0Ia8LMVcHjwTKOQylBdm88zfz2x3Qp/g4L9jhQ51xWo8xgu/CZERwV8IgZae8WVn/QGf2WlE95gDb59Kz6PnOgdtqC/LT+se/sFwa+dzzJOJn/kTEW7fZsDhXsvciXIsfjIi+PdbpjFsc6LJGFrwv3Z9OYrzs9Ky7FMIgeOD9ozK9wfwRq9zAh09E+2TW6qgkBFebOPUT7xlRPA/2OPL92+pCS34qxQy3HZRDd46YcbZNCtFM01Mw+50Z2jwz8WwzQmnO7MXGGdmPbDPuBM+8weAglwlNlYVYH8Xd/qMt4wJ/mqVPKzdrLdvq4FCRnh0b3fMxpUIx+baOmTGzt75Kv1rHIOWzG4qlsgNXsFsq9OhzWSFw+VO9FAySkYE/5buCWyuKQpa27+YEk02PrqhHM+2mNKqFK1z0AYiYE2GtHWYL7DAnel5/0TX+C+0rVYLt1fgUI8l0UPJKGkf/CedbhwfsoW82Dvf9RvLYXe6cbQ/fRajOgdtqNWpkatSJHoocXcu+Gd23n/EFtjdmxzBv8mohVxG2H+WUz/xlPbB/3DvBLxi+fr+YAKfc6B7XOphJUxnhi72AkCZJhtyGfHM3z/zL0mSmX9elgLrKzTY35U+/89SQdoH/4M9E5ARsLmmMOzP1eVloa5YjYP+DWKpzj4zi95xR0bm+wF/rX9BdsbP/M12J4gArVqV6KHM2VanQ2ufJa1SrMkuI4L/mjJNxN0rmwxFONg7kRYbvk4M+RrWZerMH+DWzoAv+OvUqrDWwGJtW60WLo8Xh3s57x8vyfOvHwMer8DhXgu2GsKf9Qc0GbWwOGZxxjwp4cgSI9MOcAmmsjA345u7me1O6JMk3x/QZNSCCJz3j6O0Dv4nhuyYdLrRZNBG/BxN/rx/S0/qp36ODdpRkKNEeUH82/gmi6qiHAzZZuByZ+4pUsmwu3ehghwl1pZx3j+e0jr4H+zx/SBFstgbUKtXQ6dWpcWib+egDWvL80GUWW0d5qsqyoEQwKA1c2f/o0nQ1C2YbXVaHOqdyPhNePEiSfAnol8R0QgRtS/yOBHRT4joNBG1EdEWKe67nJaeCZRqsqJqYEZE2GoomtslnKo8XoETQ5lb6RNQVZTZrZ2FEEnR0TOYbbU6ON1etJmSt7Ta6fZgzF8tleqkmvk/DGDXEo9fC2CV/899AP5XovsuqaV7AlsNRVHPdJuNWvSMOTBiT92doT1jU5ie9XDwz/Baf9u0Gy6PFyX5yZf6u6jWl5794GxyvsoesEzjxp+9h6t/9DYmnam/G1mS4C+E+AuApf7FbgTwqPDZB6CQiMqluPdihqwz6LdMY2sU+f6Arf6GcKlc8hk4sD2TevgHU16Q2bX+5knfBCYZZ/5atQprSvOxLwn7/LT3W3HT/7yH7rEpTDhm8fvD/YkeUtTilfOvBNA3732T/2MxE0jTNEWR7w9YX1GALIUMB1I6+NsglxFWluQleigJpZDLUKbJ3L7+I/bk2t270LY6LQ72TGDWkzwL8n8+PoxP/XwvlHIZnr//Eqyv1OCxvd0QIrXLv+MV/IPlXS74zhHRfUTUQkQtZnN0vfRbesaRrZShoSL6ma5KIUNjdeHcAnIq6hy0YUWxGtnKxBzbl0wqi3LQn6HBP9maui20rVYHh8uD9iRpqfLY3m7c+0gL6orV+P0XdmJNWT7u2m7EyeFJ7EvxyqR4BX8TgOp571cBGFh4kRDiQSFEkxCiqbi4OKobHuyZQGNVIZQSbWRpMhShY8CWsp0HfZU+mZ3yCcjkvv7JHvwDef/9Cc77e70CD7x4DN95vgNX1pfgqft2oETjWye5YVMFCnOVKd/xN17B/wUAd/mrfrYDsAohYnZ6g8PlRseALeTDW0LRbPR1HmztS70diBaHCwPWGQ7+flVFuRlb62+edEKlkEGTnZyN/Yrzs7CiWJ3w/v7feb4dD717FnfvNOLndzZBnXXu+5WtlOPTTdV47dhwSpcMS1Xq+QSAvQDWEJGJiO4hos8T0ef9l7wMoAvAaQC/APAFKe67mCN9Vni8IqrNXQsFDoJJxUXfwGIvB3+fWn0uvMJXAZVpAid4JfNej211OrR0T8CToJYqZrsTTx3ow23bavD9G9ZBHuS40zu2G+AVAr/d35uAEUpDkl//Qohbl3lcALhfinuFIpCbj6SZ22IKcpVYU5qPAylY79+ZwQe4BFNf5vsleGzQhlWlmfU9SdYa//m21Wrx2/29ODZgw4aqgrjf/7lDJri9Ap+72LjoNdXaXFy5pgRPfNCLL165ElmK1FtLS8sdvgd7JrCqJA+FudJ2LdxqLMLhnsTNSCLVOWiDPk+VlLXdibCiOA9KOeG4v9FdLHi8AhNTrpg9f6RSIfhvr9MBSEyfHyEEnmrpw1ZDEVaWLD0xuHOHAaOTLrzSPhSn0Ukr7YK/1ytwsGdC0nx/QLOxCHane647Zqo43GfBuor4z6CSlUohw4riPBz3vyKKhR++dgKb//F1bP3H13H7Q/vwjy8ew9MtfThqsia0bXEqBP9STTaMutyEVNO09EygyzyFTzdXL3vth1YVw6jLxaN7e+IwMumlXfAftM3AK0I/rD0cgTWEVCr5NE04cHpkEpeu0id6KEllbbkmpjP/98+MoVavxlVrSzA548Zv9vfg68+2YffP3kXzA39KyKuCWY8X4w5X0tb4z7etVocD3eNxb6X+1IE+qFVyXLdh+T2oMhnhzh1GHOyZSJrS1HCkXfCvLMzBke9dgxs2VUj+3FVFOSjVZKXUZq+3T/r2S1y+JrrS2XRTX5aPQesMLA7pg7DL7UXngA0fbijFv3+yEc9/8RJ0/MMuvPl3l+P/fWQN7E53TH/xLGZ8ygUhkrfMc75tdVpYp2fj+n2yz8zipbZB7G6sOK+6Zymf3FqFHKU8Jcs+0y74A4BcRjFZgCEiNBm0KdXk7a0TZlQW5mBFcWbv7F2o3l/5FKiEktKJITtcHi82zluslMsItXo1bmj0TUoSUWmU7DX+821LQN5/z5FBTM96Qkr5BBTkKHHT5ko83zoQk4lELKVl8I+lJmMR+i3TGEiBA0Fcbi/ePz2Ky9cUJ3VpXyIEKp+OD0mf9281+faCNFZdWG1WUZgDlVyGsxz8l1RZmIOqopy49vd/qqUPq0vzsKk6vCrBu3YY4HR78XRL3/IXJxEO/mEK5P1T4XCXlu5xTLk8uHxNSaKHknSK87KgU6twPAYz/7Y+C7RqVdBW4nIZoUaXi+7R+Af/QFfaZDm4fTkXGbVo6RmPSw+d40M2HOmz4NPNNWFPlNaWa3CRUYvH9/WmVCUgB/8wrS3PR65KjoMpcLjL2yfNUMoJO1foEj2UpENEqC/PR2cMZv5tJis2VhUsGkSMulx0j8a/vcSwLXVm/gDQXKvF6KQLZ+Pwi/KpA31Qygkf2xxZv8nbttWgd9yBI6bU6QDAwT9MCrkMm2sKU2LR960TZjQbtSEvXmWa+jINTgzZJZ2tOVxunBqxY2OQlE+AUadG99hU3CtZhm0z0KpVKbMhqdlfrt0S4/9rTrcHvz/cj2vWlUGrjmxvUKCabu+Z5GtHvRgO/hFoMmhxfMgG+8xsooeyqAHLNE4M27nKZwlryzVwur3oljD/3t5vg1cAjUvsTDXq1XC6vRiyxfdwoBG7M2VSPoBvM15RrhIfxPhV9msdw7A4ZvHpptAXehfS5WUl7VkEi+HgH4EmYxG8Ajjcm7wv8c6VeHK+fzH1Zb5F304JN3u1+V/2LzXzr9WrASDuef8R28xcZ8pUQERoMmpjfn720y19qCzMwSUro9sLs71Oi5buiZRpGMjBPwKbqgshIyR1yedbJ0ZQUZCNVRl+eMtSVpbkQS4jSRd9W/ssqCjIXjKvbgwE/7H45v2HbU6UptDMH/At+vaMOTASo1dJfeMOvHNqFDc3VUEWpIFbOHas0GF61jM3AUh2HPwjkJ+txJoyDQ71Jmfwd7m9eO/0GC5bU8IlnkvIVspRp1dLWu7pW+xdulSwXJONLIVM0nTTcrxeAfOkEyWa1Ar+zf7+/rFaY3vmoAlEwM1RpHwCttX6CitSJfXDwT9CTYYiHO61xKy0a8rpxgdnIytzO9Q7gUmnm/P9IVhbrpFso9fElAu94w40LlMnLpM0Cu9ZAAAaBklEQVQRDLrcuFSxBIxNueDxCpSmUNoHANZVaJCjlMck9eP1Cjzb0odLVxWjsvDCstxwFalVqC/Lx14O/ultq6EIkzFq8madnsXtD+3Hp36+F692hN8x8K0TZihkXOIZivryfPRbpmGdjn7xvs3f32Wpxd4Ag04d15z/sC21avwDlHPVddIH/wPd4xiwzuATW6Q7TnzHCt9ZBE534pr3hYqDf4S2+g+GPyhx6sficOH2h/ahY8CKqqIcfO+FjrCrit46MYImYxHys5WSji0drfX39pfil3ib/5S39SEE/1q9Gj3jjriVewZ296bSgm9Ak1GLzkHpq+v2tA0gRynHhxtKJXvO7XU6ON1eHOlL/kZvHPwjVFWUg5L8LByScNF3bNKJW3+xHyeHJ/HzO7fiZ7dtwYjdiR++eiLk5xiyzuD4kJ2rfEIUON1Mirz/EZMVdcVqaEL4pWvUqeFyezEQp2MAAzP/VEv7AL5FX68ADklYXTfr8eLlo0O4am0JclXS7YPZXqsDUWrU+3PwjxARYauhCC0StXc225249Rf70GWexEN3NeHK+lJsqi7EXdsNeHRfT8hnB799cgQAd/EMVakmC4W5yqjz/kIIHDFZgvbzCcaozwUA9MSp4mdud28KtHNeaHNNIeQywgEJD3V//8wYxqdc2N0obfffglwlGso12Ns1KunzxgIH/yhsNRShb3w66jK0YdsMbnlwL/rGp/Hru5vxodXnAvfffWQNSvKz8M3njsLtWb5++O2TZpRpsrEmw44njBQRob4sP+pa/yHbDMx253mdPJcSqPWP16LviN23u1elSL3/8uosBdZVaCTN++85MoD8LAUuWy39JGl7nQ6Hei0JPbQnFKn3k5BEtvjz/tGUfA5ap3HLg/swZJ3BI5+7CDsXbDTJz1biH25Yh85BG379XveSz+X2ePHOKe7iGa5Am4do8u+BHO9yZZ4BpfnZyFbK4rboO2xLrd29CzUbtWjts0iykDoz68Gr7UP4yPoyZCulb3Wxo04Hl9ub1JtAAQ7+UVlfUQCVQhZV75F/fvk4RmwzePSebbjIX9O80EfWleHqtSX40esn0Te+eJrgUK8F9hku8QxXQ7kG07Me9C7xvV1Om8kChYywrkIT0vUyGcGgVcet1n/Enlq7exdqNhbB6fZKcmLW2yfNsDvdkqd8ApprtZBR8tf7c/CPgkohQ2NVQcQVPzOzHrzROYwbN1fOVQ8FQ0T4hxvXgwj47vPti9b+v3VixFfiGeU29UxTL0Fv/zaTFWvK8sOaSRr18av1H0nB3b3zNRml2+y158gAtGpVzEqhC3KUWFdRkPT1/hz8o7TFUIT2/sgO5X731CgcLg92rStb9trKwhx89cOr8eYJM/7Yfq723+X2onPQhucOmfBi2yC2GIpCqjZh56wqyYeMgGMRLvoKIdBmsoSc8gkw6tXoG5+OeQ94j393bypW+gTo87JQp1dHvejrcLnxRucIrl1fBqU8duFvxwodWiPM+58xT8blVDDu9RulJoMWP3+7C0f7rWg2Bk/bLOaVjiFoshXYXhfaDOTunUb8/nA/vvdCB14/NozOQRvOmCcx6/EFD5VChi9ftSrsryHT5ajkMOrVOB7hom/3mAO2GXdIm7vmq9Wp4fJ4MWCZRrU2N6J7h2JsygmPV6Rca4eFmo1avNIxBK9XRNyH5/Vjw5ie9cwdpxkrO+p0ePAvXTjUMxH2K/HvPt+OEZsTr3/1shiNzodn/lHaUuOb7YXb5G3W48WfOodx9drSkCswFHIZ/uXjG2CbnsX7Z0ZRVpCNey+tw49v2YTX//ZDOPYPH8EntlaF/TUwX71/pIeFH+lbvpNnMOcavMU29TPiL/MsyU/dmT/gy6Vbp2dxamQy4ufYc2QQpZqssCdq4WoyFkEuo7BTP2a7E3vPjOEjIWQDosUz/yjp8rJQq1eHHfw/ODsOi2MW14T5j7yxqhDHfrAL8ig7ELLzrS3Lx0ttg5h0upEX5uE3R0wWZCtlWF0aXgfV+a2dL10Vu0X6wPGNpSk/8/eti33QPY41ZeGXMlsds3j75Aju2mGMuoPncvKzlVhfWRD2Zq9X2gfhFcD1jeUxGtk5PPOXwFZDEQ71TITVhO3VjiFkK2UR1Rlz4Jde/Vybh/BTP20mK9ZVFEARZg65JD8LOUo5zsb4SMfABq9UrvYBgBptLkrys9ASYb3/q8eGMOsRMavyWWh7nRZHTBY4XO6QP2dP2yBWluTFZZ8OB38JbDUUYWzKFXJ/dq9X4NWOIVy+ugQ5qtQ4Ui/dBSp+wt3p6/Z40TFgDXlz13xEvu6e8Ur7pOLu3vmICM1GbcSLvnuODKBGmxv22kykdtTpMOsRIWcFhm0zONA9jus3lsdln44kwZ+IdhHRCSI6TUTfCPL43URkJqJW/597pbhvsphr8hbiP3KryYJhmxO71sc+r8dCU1mYg/xsRdjlnieHJzEz68WmZdo4L6ZWH/vunsP2GehSdHfvQs3GIgxYZ9BvCa8n0uikE++dHsXuxvgEVsC3QC2XUcj1/i+1DUII4PqN8XllEvVPAxHJAfwPgGsBNAC4lYgaglz6lBBik//PQ9HeN5msLM6DJluBgyH2+Xm1fQhKOeGKem6+liyICGvLNGGf6hXKsY1LMerV6B13hNS6I1IjtpklTxZLJXP1/mHO/v941JdLj1fKB/C1pdhYFXref0/bAOrL8rEyTqfvSTEVuAjAaSFElxDCBeBJADdK8LwpQyYjbDEUhTTzF0LglY4h7FyhR0EO1+Mnk/ryfBwPs83DEZMFmmwFjLrISjVrdWq4vSLsmWw4RuypXeM/39pyDfKzFGH3+dlzZBCr4pRLn29HnQ5tJiumnEvn/U0TDhzutcT1l5MUwb8SQN+8903+jy30CSJqI6JniSj6M9OSzNaaIpwcnlz2UJDjQ3b0jDk45ZOE6ss0mHS6Qw7EQgjs6xpHY3VhxKmEeJznO2ybSflKnwC5f6L17unRkF8t9Y458EH3OHY3VsS959WOFTq4vQLvnV66y+dLbYMAgOs3xr7KJ0CK4B/su7lw6rQHgFEIsRHAnwA8EvSJiO4johYiajGbzRIMLX62GkNr8vZK+xCIIOkBEkwagUXbd06F1o5375kxnB2dwk2bIj8JKtDaOVZ5f49XwGx3pnyN/3y3NFejZ8yBx/b1hHT9D148hhylHDc3xX8PTLNRi8rCHPzbK8eXbEr3YtsgNlYVwKBTx21sUgR/E4D5M/kqAAPzLxBCjAkhnP53fwFga7AnEkI8KIRoEkI0FRenVnOyxipfz/HlDnd5tWMIzUYt9CleeZGO1lVosK5Cg4ffPxtS2e7j+3tQmKvEdVHM1orzsqBWyWPW42dsygmvSP0a//l2rS/Dpav0+NFrJ5dtp/76sWH8qXMYX7l6FcoLoj+nN1zZSjkeuGk9zpin8ODbXUGv6R6dwtF+a1xn/YA0wf8AgFVEVEtEKgC3AHhh/gVENP+rugFApwT3TSrqLAXWlucvmfc/OzqF40P2kHr5sPgjInzu4lqcHJ7Ee6eXXqQbts3g1Y5hfKqpOqq2wL5yz9h19xxJkxr/+YgIP7hxPZxuL/755cVDicPlxvdf6MDq0jx87pLaOI7wfFfUl+C6DeX46Zung77Ce+moL+VzXZyqfAKiDv5CCDeALwJ4Fb6g/rQQooOIfkBEN/gv+xIRdRDREQBfAnB3tPdNRk0GX8/xxXKRgcPYr1nHKZ9kdX1jOfR5Wfjlu8FnaQFPfNALj1fg9m01Ud8zluWeqXpw+3Jq9Wr81WV1+EPrwKKllD/982n0W6bxwE0bYtrELRTf3d2ALLkM3/7DhV159xwZwJaaQlQWxveViSTfESHEy0KI1UKIFUKIf/J/7LtCiBf8b39TCLFOCNEohLhCCHFcivsmmy2GIjhcnkV7xLzSPoQNlQWoKopdEy8WnSyFHHduN+DNE2acMQfvITPr8eKJD3px2epiSXK0Rn0u+iamMRuDcs8R/8Ht6VLtM98XLl+JqqIcfPf59gu+d6eG7fjFX7rwiS1Vi56TEU+lmmx8fdcavHt6FM+3nsuKnx6ZxPEhe9xq++dL/V0fSSSw2evbf2jHEx/0YmzSOffYoHUarX0WrvJJAbdvr4FKIcPDi5yc9kbnMIZtTtyx3SDJ/Yw6NTxegf4J6cs9AzP/dKnzny9HJcf3d6/DyeFJ/Pq9s3MfF0LgO8+3Q52lwLc+Wp/AEZ7vtm0GbKouxD++eGyuZfOLbQMgQlTrRpHi4C+hysIcfOf6Bkw4XPjmc0fR/E9/wm2/2IfH9nbjyQ981bDx6NbHoqPPy8JNmyrw7EETrI4LS3cf29eDysIcXCnRJr2583xjkPcftjmhU6sSnvaIlasbSnFVfQn++0+nMGj1/fL8Q2s/9nWN4+u71kCXRIUVchnhnz+2AZbpWfzrH49DCIEX2wbRbNQm5JVZev5EJNA9l9Tirb+7HC9/6VLcf8VKDNlm8J3nO/DjN05hZUle3Hbvseh89uJaTM968OSB3vM+fsbsWwy+bVuNZA32AqmjWOT9zSl+fGMovn/DOni8Ag+82AmrYxb/9FInGqsLcWtz9OsxUmuo0ODeS2rx5IE+PL6vB6dHJrE7AbN+gFs6xwQRoaFCg4YKDb764dU4NTKJ1zqGsLlm8aMaWXJZW67BzhU6PPJ+N+65pHauY+dv9vVCKSd8qkm6fYr6PBXyshQxCf6pfnB7KKq1ubj/ipX40esnMWybwfiUCw9/9qKYt22O1JevXoUX2wbxnec7ICNg1/rEBH+e+ccYEWF1aT6+eOUqXMxn66aUz11ciwHrDF7xV2k5XG48c7APu9aXS5pDJyLfeb4x2OWbTrt7l3Lfh+pg1OWipWcCd+0wYn1lfDp3RiJXpcADN60H4NsBnKj1GA7+jC3iyvoSGHS5+NW7vsXEPUcGYJ9x406JFnrnM+qkL/f0eAVGU/zs3lBlK+X4z0814qMbyvDVa1YnejjLuqK+BD+4cR2+/pHELUhz2oexRchkhM/uNOL7e47hcO8EHtvXgzWl+XMnSkmpVq/Gy0cH4XJ7JWu9PDbp292b7mmfgK0GLbYaEl/WGaq7dhgTen+e+TO2hJubqpGfrcC3ft+O9n4b7thhiElzMKNODa/wdXeUSrqc4MVig4M/Y0tQZylwS3M1OgdtUKvk+NjmyJu4LSUWh7mfO7uXgz+7EAd/xpZx1w4j5DLCx7dUhX24e6gC5wFIeZ7v3Mw/Q9I+LDyc82dsGdXaXOz54iUwRHhgSyi0ahXys6Ut90zn3b0sehz8GQtBQ4Umps9PRL4GbxKnffR56bu7l0WHfyoYSxJGnVrSvv4jNieK0+gQFyYtDv6MJQmjXo0By/SSJz6FY9ieGRu8WGQ4+DOWJGr1ufAKoG9cmu6ewzYnSnnmzxbBwZ+xJCFlgze3x4uxSSdKeObPFsHBn7EkUauTrtZ/bMrl293LNf5sERz8GUsSRWoVCnKUkiz6Bso8S7nMky2Cgz9jScQoUblnOh7czqTFwZ+xJFKry0W3BLt8h+daO/DMnwXHwZ+xJGLUqzFgncbMbHTlnsM2J4h8R1IyFgwHf8aSSK1eDSGAvvHoZv9m+0xan93Losc/GYwlkUC5Z7SLvr7jGznfzxbHwZ+xJCJVuWemHN/IIsfBn7EkUpCrRFGuMurWziN2nvmzpXHwZyzJGPXRnefr9nj9Z/fyzJ8tjoM/Y0mmVhddrf/opAtCAMVc48+WwMGfsSRj1KsxaJ3BtCuycs+54xt5dy9bgiTBn4h2EdEJIjpNRN8I8ngWET3lf3w/ERmluC9j6Shwnm9vhOWegeMb+exetpSogz8RyQH8D4BrATQAuJWIGhZcdg+ACSHESgD/BeDfor0vY+nq3Hm+kaV+An19uKMnW4oUM/+LAJwWQnQJIVwAngRw44JrbgTwiP/tZwFcRUQkwb0ZSzuBmX+kef9h2wzv7mXLkiL4VwLom/e+yf+xoNcIIdwArAB0C5+IiO4johYiajGbzRIMjbHUo8lWQqdWRVzx0zloQ61ezbt72ZKk+OkINoMXEVwDIcSDQogmIURTcXGxBENjLDUZ9ZGf59tmsqKxqlDiEbF0I0XwNwGonvd+FYCBxa4hIgWAAgDjEtybsbRkjLDcc8g6gxG7ExsqC2IwKpZOpAj+BwCsIqJaIlIBuAXACwuueQHAZ/xvfxLAn4UQF8z8GWM+tfpcDNuccLjcYX3eEZMFANBYzcGfLS3q4O/P4X8RwKsAOgE8LYToIKIfENEN/st+CUBHRKcBfBXABeWgjLFzzp3nG165Z5vJArmM0FDOwZ8tTSHFkwghXgbw8oKPfXfe2zMAbpbiXoxlglp/xU/P2BQaKjQhf16byYrVpfnIUcljNTSWJrgcgLEkFCj3PBtG3l8IgaP9VjRW8ayfLY+DP2NJKC9LAX1eVljlnr3jDlgcs9jAwZ+FgIM/Y0mqVh/eeb5HTFYA4DJPFhIO/owlKaNOHVbap63PApVChjVl+TEcFUsXHPwZS1JGvRpmuxOTztDKPdv6rWgo1/DOXhYS/ilhLEkZ58o9l5/9e7wC7bzYy8LAwZ+xJGXU+7p79owtn/c/Y56Ew+XBBs73sxBx8GcsSRnDOMz9SJ9/Zy/P/FmIOPgzlqTUWQqU5GeF1ODtaL8VapUcdcV5cRgZSwcc/BlLYqEe5n7EZMX6ygLIZXxMBgsNB3/Gklgoh7m73F50DtjQWM35fhY6Dv6MJTGDPhejky7YZ2YXvebEkB0ujxcbOd/PwsDBn7EkVhtCd8+2ft9i78ZKnvmz0HHwZyyJhXKeb1ufFUW5SlRrc+I1LJYGOPgzlsQC5Z6nRiYXveaIyYINVYUg4sVeFjoO/owlsRyVHNvrtPj1e2fRb5m+4PFplwenRia5vp+FjYM/Y0nu3z/RCK9X4GtPt8LrPf/0044BKzxegY28s5eFiYM/Y0muRpeL7+1eh31d4/jlu2fPe6zN38aZK31YuDj4M5YCbm6qwjUNpfiPV0/g+JBt7uNtJgtKNVko1WQncHQsFXHwZywFEBH+5eMboMlR4itPtsLp9gDwzfw55cMiwcGfsRShy8vCv39yA44P2fGj107COj2LrtEpXuxlEVEkegCMsdBdWV+K27fV4MF3upCllAMAz/xZRHjmz1iK+fvr1sKoU+Mnb5wCAGyo5Jk/Cx8Hf8ZSTK5Kgf/69CbIZYQabS6K1KpED4mlIE77MJaCNlUX4oc3b4SMd/WyCHHwZyxFfWxzVaKHwFIYp30YYywDcfBnjLEMFFXwJyItEb1ORKf8fxctcp2HiFr9f16I5p6MMcaiF+3M/xsA3hBCrALwhv/9YKaFEJv8f26I8p6MMcaiFG3wvxHAI/63HwFwU5TPxxhjLA6iDf6lQohBAPD/XbLIddlE1EJE+4ho0V8QRHSf/7oWs9kc5dAYY4wtZtlSTyL6E4CyIA/9fRj3qRFCDBBRHYA/E9FRIcSZhRcJIR4E8CAANDU1iYWPM8YYk8aywV8IcfVijxHRMBGVCyEGiagcwMgizzHg/7uLiN4CsBnABcGfMcZYfJAQkU+wieg/AIwJIf6ViL4BQCuE+PqCa4oAOIQQTiLSA9gL4EYhxLFlntsMoCfiwQF6AKNRfH4qyrSvOdO+XoC/5kwRzddsEEIUL3dRtMFfB+BpADUAegHcLIQYJ6ImAJ8XQtxLRDsB/ByAF741hv8WQvwy4puGPrYWIURTrO+TTDLta860rxfgrzlTxONrjqq9gxBiDMBVQT7eAuBe/9vvA9gQzX0YY4xJi3f4MsZYBkrn4P9gogeQAJn2NWfa1wvw15wpYv41R5XzZ4wxlprSeebPGGNsEWkX/IloFxGdIKLT/vLTtEZE1UT0JhF1ElEHEX050WOKFyKSE9FhInox0WOJByIqJKJniei4/997R6LHFGtE9Lf+n+t2InqCiLITPSapEdGviGiEiNrnfSykppnRSKvgT0RyAP8D4FoADQBuJaKGxI4q5twAviaEWAtgO4D7M+BrDvgygM5EDyKOfgzgFSFEPYBGpPnXTkSVAL4EoEkIsR6AHMAtiR1VTDwMYNeCj4XaNDNiaRX8AVwE4LQQoksI4QLwJHzN59KWEGJQCHHI/7YdvoBQmdhRxR4RVQG4DsBDiR5LPBCRBsCHAPwSAIQQLiGEJbGjigsFgBwiUgDIBTCQ4PFITgjxFwDjCz4c86aZ6Rb8KwH0zXvfhAwIhAFEZISvdcb+xI4kLv4bwNfh2zyYCeoAmAH82p/qeoiI1IkeVCwJIfoB/BC+DaSDAKxCiNcSO6q4CbVpZsTSLfgHO806I8qZiCgPwO8AfEUIYUv0eGKJiK4HMCKEOJjoscSRAsAWAP8rhNgMYAoxSAUkE3+e+0YAtQAqAKiJ6I7Ejip9pFvwNwGonvd+FdLwZeJCRKSEL/D/RgjxXKLHEwcXA7iBiLrhS+1dSUSPJ3ZIMWcCYBJCBF7VPQvfL4N0djWAs0IIsxBiFsBzAHYmeEzxMuxvlomlmmZGI92C/wEAq4iolohU8C0OpfWxkURE8OWBO4UQP0r0eOJBCPFNIUSVEMII37/xn4UQaT0jFEIMAegjojX+D10FYMnmiGmgF8B2Isr1/5xfhTRf5J7nBQCf8b/9GQDPS32DqHr7JBshhJuIvgjgVfgqA34lhOhI8LBi7WIAdwI4SkSt/o99SwjxcgLHxGLjbwD8xj+x6QLw2QSPJ6aEEPuJ6FkAh+CrajuMNNztS0RPALgcgJ6ITAC+B+BfATxNRPfA3zRT8vvyDl/GGMs86Zb2YYwxFgIO/owxloE4+DPGWAbi4M8YYxmIgz9jjGUgDv6MMZaBOPgzxlgG4uDPGGMZ6P8DPs99PfkE2JYAAAAASUVORK5CYII=\n", + "text/plain": [ + "
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f = lambda x: np.sin(x)\n", + "x = np.linspace(0, 10)\n", + "\n", + "plt.plot(x, f(x))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0, 10)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "np.random.seed(512)\n", + "# True function\n", + "f = lambda x: np.sin(x)\n", + "\n", + "# Known domain of true function f\n", + "x = np.random.uniform(0, 10, 5)\n", + "\n", + "plt.figure(figsize=(16, 6))\n", + "plt.scatter(x, f(x))\n", + "plt.xlim(0, 10)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n = 200\n", + "# Domain of f* we want to infer \n", + "x_s = np.linspace(0, 10, n)\n", + "\n", + "# covariance matrix\n", + "K_ss = kernel(x_s, x_s, l=0.9)\n", + " \n", + "# Is square root of matrix (standard deviation)\n", + "L_ss = np.linalg.cholesky(K_ss + 1e-6 * np.eye(n))\n", + "\n", + "# N~(0, I) * L\n", + "f_prior = np.dot(L_ss, np.random.normal(size=(n, 15)))\n", + "\n", + "plt.figure(figsize=(16, 6))\n", + "plt.plot(x_s, f_prior)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Algorithm for GP\n", + "\n", + "### Mean\n", + "\n", + "\n", + "$\\text{L:= cholesky}(K + \\sigma^2_n I)$\n", + "\n", + "where $\\sigma^2_n$ is the noise level (can be close to zero if no noise), $I$ is the identity matrix, $K$ is the covariance matrix, and cholesky can be seen as the square root of the matrix.\n", + "\n", + "$\\alpha$:= $L^{T^I} \\cdot L^I y$\n", + "\n", + "$f_*$ := $k_*^T \\alpha$\n", + "\n", + "### variance\n", + "v:=$L^I k_*$ \n", + "\n", + "The variance of the function $f_*$:\n", + "\n", + "$\\mathbb{V}[f_*]$:= $k_{**} - \\text{v}^T\\text{v}$\n", + "\n", + "So the standard deviation is:\n", + "\n", + "B:= $\\text{cholesky}(\\mathbb{V}[f_*])$\n", + "\n", + "### posterior\n", + "$p(f|D) = \\mu + \\sigma[f_*] \\mathcal{N}(0, 1)$" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# find mean mu*\n", + "K = kernel(x, x, l=0.9)\n", + "K_s = kernel(x, x_s, l=0.9)\n", + "L = np.linalg.cholesky(K + 1e-6 * np.eye(len(x)))\n", + "alpha = np.linalg.solve(L.T, np.linalg.solve(L, f(x)))\n", + "mu = K_s.T @ alpha" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "v = np.linalg.solve(L, K_s)\n", + "variance = K_ss - v.T @ v" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "np.random.seed(18)\n", + "\n", + "# Sample 10 functions from the posterior\n", + "B = np.linalg.cholesky(variance + 1e-6 * np.eye(variance.shape[0]))\n", + "f_post = mu[:, None] + B @ np.random.normal(size=(n, 10))\n", + "\n", + "# Find standard deviation for plotting uncertainty values.\n", + "s2 = np.ones(n) - np.sum(v**2, axis=0)\n", + "std = np.sqrt(s2)\n", + "\n", + "plt.figure(figsize=(16, 6))\n", + "plt.plot(x, f(x), 'bs', ms=8, color='red')\n", + "plt.plot(x_s, f_post)\n", + "plt.fill_between(x_s, mu - 2 * std, mu + 2 * std, color=\"#dddddd\")\n", + "plt.plot(x_s, mu, 'r--', lw=2)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/latex": [ + "\\begin{equation}\n", + "p(x|y) = \\mathcal{N}(\\underbrace{\\mu_x + \\Sigma_{xy} \\Sigma_y^{-1}(y - \\mu_y)}_\\textrm{conditional mean} , \n", + " \\underbrace{\\Sigma_x - \\Sigma_{xy}\\Sigma_y^{-1}\\Sigma_{xy}^T}_\\textrm{conditional covariance})\n", + "\\end{equation}\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%latex\n", + "\\begin{equation}\n", + "p(x|y) = \\mathcal{N}(\\underbrace{\\mu_x + \\Sigma_{xy} \\Sigma_y^{-1}(y - \\mu_y)}_\\textrm{conditional mean} , \n", + " \\underbrace{\\Sigma_x - \\Sigma_{xy}\\Sigma_y^{-1}\\Sigma_{xy}^T}_\\textrm{conditional covariance})\n", + "\\end{equation}" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/latex": [ + "\\begin{equation}\n", + "p(x, y) = \\mathcal{N} \\begin{pmatrix}\n", + "\\begin{bmatrix}\n", + "\\mu_x \\\\\n", + "\\mu_y \\\\ \n", + "\\end{bmatrix},\n", + "\\begin{bmatrix}\n", + "\\Sigma_x & \\Sigma_{xy} \\\\\n", + "\\Sigma_{xy}^T & \\Sigma_y\n", + "\\end{bmatrix}\n", + "\\end{pmatrix}\n", + "\\end{equation}\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%latex\n", + "\\begin{equation}\n", + "p(x, y) = \\mathcal{N} \\begin{pmatrix}\n", + "\\begin{bmatrix}\n", + "\\mu_x \\\\\n", + "\\mu_y \\\\ \n", + "\\end{bmatrix},\n", + "\\begin{bmatrix}\n", + "\\Sigma_x & \\Sigma_{xy} \\\\\n", + "\\Sigma_{xy}^T & \\Sigma_y\n", + "\\end{bmatrix}\n", + "\\end{pmatrix}\n", + "\\end{equation}" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/latex": [ + "\n", + "\\begin{equation}\n", + "\n", + "\\begin{pmatrix}\n", + " f(x_1) \\\\\n", + " f(x_2) \\\\\n", + " \\vdots \\\\\n", + " f(x_n)\n", + "\\end{pmatrix} \\sim \\mathcal{N}\n", + "\n", + "\\begin{pmatrix}\n", + " \\begin{pmatrix}\n", + " \\mu_1 \\\\\n", + " \\mu_2 \\\\\n", + " \\vdots \\\\\n", + " \\mu_n\n", + " \\end{pmatrix},\n", + " \n", + " \\begin{pmatrix}\n", + " \\sigma_{11} & \\sigma_{12} & \\cdots & \\sigma_{1n} \\\\\n", + " \\sigma_{21} & \\sigma_{22} & \\cdots & \\sigma_{2n} \\\\\n", + " \\vdots & \\vdots & \\ddots \\\\\n", + " \\sigma_n & \\sigma_{n2} & & \\sigma_{nn}\n", + " \\end{pmatrix}\n", + "\\end{pmatrix}\n", + "\n", + "\\end{equation}\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%latex\n", + "\n", + "\\begin{equation}\n", + "\n", + "\\begin{pmatrix}\n", + " f(x_1) \\\\\n", + " f(x_2) \\\\\n", + " \\vdots \\\\\n", + " f(x_n)\n", + "\\end{pmatrix} \\sim \\mathcal{N}\n", + "\n", + "\\begin{pmatrix}\n", + " \\begin{pmatrix}\n", + " \\mu_1 \\\\\n", + " \\mu_2 \\\\\n", + " \\vdots \\\\\n", + " \\mu_n\n", + " \\end{pmatrix},\n", + " \n", + " \\begin{pmatrix}\n", + " \\sigma_{11} & \\sigma_{12} & \\cdots & \\sigma_{1n} \\\\\n", + " \\sigma_{21} & \\sigma_{22} & \\cdots & \\sigma_{2n} \\\\\n", + " \\vdots & \\vdots & \\ddots \\\\\n", + " \\sigma_n & \\sigma_{n2} & & \\sigma_{nn}\n", + " \\end{pmatrix}\n", + "\\end{pmatrix}\n", + "\n", + "\\end{equation}" + ] + } + ], + "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": "3.7.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/readme.md b/readme.md index cec003c..e568e4c 100644 --- a/readme.md +++ b/readme.md @@ -1,5 +1,6 @@ # Various machine learning algorithms. Mostly vanilla. +* [gaussian processes](https://www.ritchievink.com/blog/2019/02/01/an-intuitive-introduction-to-gaussian-processes/) * [bayesian generalized additive models](https://www.ritchievink.com/blog/2018/10/09/build-facebooks-prophet-in-pymc3-bayesian-time-series-analyis-with-generalized-additive-models/) * [gradient boosting machines](https://www.ritchievink.com/blog/2018/10/09/algorithm-breakdown-why-do-we-call-it-gradient-boosting/) * [dirichlet gaussian mixture models](https://www.ritchievink.com/blog/2018/06/05/clustering-data-with-dirichlet-mixtures-in-edward-and-pymc3/)