diff --git a/benchmarks/notebooks/functions.ipynb b/benchmarks/notebooks/functions.ipynb
new file mode 100644
index 0000000..4448fc9
--- /dev/null
+++ b/benchmarks/notebooks/functions.ipynb
@@ -0,0 +1,2224 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 152,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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hQ3To0KFG50RERKisrKzutnevubX6ADyXvewDTfzzdrlt7n4r2Pm5Zq0otvdJEFRq3YYefqXQ9LxhPWL182FXe78g+Izt4eW3v/2txo4dq6ysLF199dVavHix2rZtq6VLlzY6x+VyKTY2tu4WExNjd5lAUMpc8LYKdjb+h4S35W4qUU4eAQbeMXH5VtMri8JCXVowqo9NFcFXbA0v1dXV2rp1qzIyMv73hCEhysjI0ObNmxudd/z4cXXp0kUJCQm67bbbVFzc+IfdqVOnVFVVVe8GoGm1bkODfl2gotJjPn/uJRtLNHvlxz5/XgSW2SvNN+hK0lN3cKXoQGBrePniiy9UW1t7zpGTmJgYlZc3fG49OTlZS5cu1ZtvvqmXXnpJbrdb/fr104EDBxocP2fOHEVGRtbdEhISvP46gECyqqhMV/wsX3v/c7LFanjunT3K31HWYs8PZ6PPBX63VDotLU133XWXevfurUGDBulvf/uboqOj9eyzzzY4ftq0aaqsrKy77d+/38cVA86Rv6NM97+0zfRVdu0w+dVC1drdaIOAU+s2NOnl7abnZQ9IpM8lgNgaXjp16qTQ0FBVVNQ/tFdRUaHY2FiPHuOCCy5QSkqKdu/e3eDXw8LCFBERUe8G4Fx5haV6YPm2Zj9OhzYX6LZe8frjPX1V9IshGtn3EoW3Mn8Y/mSNWwsLPm12PQguGfPWqcZk+h7WI1bTM7vbUxBahK3hpXXr1rr22mtVUFBQd5/b7VZBQYHS0tI8eoza2lp99NFHiovjUB9g1eyVH2uChb9Wv+m6xA761y+HqnDmzZo/MkUDr4xWu/BWmvO9Xtr5y1uV1T/R9GMuXPspR1/gsXtyt2jP4a9MzaFBNzDZvknd5MmTdffdd+tb3/qW+vbtq9/97nc6ceKEsrKyJEl33XWXLr74Ys2ZM0eS9Pjjj+v666/X5ZdfrqNHj+o3v/mN9u7dq3vvvdfuUoGAlJNnbQOvMy6Pbqv8Bwed91pFM4d3V4hLpp6r1pDmr/6XJg9JtlwfgkNOXpHW7vrC9DwadAOT7eHljjvu0Oeff64ZM2aovLxcvXv31qpVq+qaePft26eQkP99KP7nP//R2LFjVV5erosuukjXXnut3n33XV19NecqAbOaG1yyB3TR9MweHo8/c2jezHP+fsNuPfjtK/kFg0bl7yjVko3m9/uiQTdwcWFGIEA1J7iESHp6VIpuvSbeJ8/9UPoVeujbV1p6LgS2Wreh5MfyTfe5ZA9IpM/FYbgwIxDkmhNcEqPC9emvbrUcXKTTR2BSEy/yePyidbvpfUGDrDToZvUnuAQ6wgsQYJoTXLrHtdP6n6R75RTOH++93uOxX7sNVh7hHFYadFMuidTM4QSXQEd4AQKI1avrSlKPuHZa+eAgr9XSulWIhvX0/NIeHH3BN1lp0A2R9JcH+ttTEPwK4QUIEFZ3HZWkwcmdlOfF4HLGgpHXKtTDgzgcfcEZVht0nx7Vh8bvIEF4AQJArdvQhOXW9nHJ6t9FS7NSvVzRaaEhLk0cfLnH4xdv+IyjL0HO6g66rCwKLoQXIACkP7nW0pb/Wf0TNXO450uhrZiYfqUu8PCv4ZM1br332WFb64F/S7fYoMvW/8GF8AI43LD5G1RyxPxFFtO7RfuksTE0xKXxN13m8fgX3yuxrxj4tcwFG1RCgy48QHgBHGzY/A0qLjtuel56t2gtGdPXhooaNjH9So97Xwo+qeDUURDKyStSUam572UadIMX4QVwqEyLwSWrfxefBhfp9NGXb1/t2cqjGrdo3A0y1TVuGnRhCuEFcKB7creoyFJwsb/HpTE/Skv0eCyNu8Fl4NyC8w86Cw26wY3wAjjMrBXWLlA3ONk3PS6Nub5rR4W1onEX9Q2bv0EVVdWm5tCgC8IL4CCzVxYrd5P5w+s94ttraZZvTxWdLTTEpXGDPG/cfWlLiX3FwC9YOfXZ0iEc/oHwAjiE1U3ouse1U96kG7xfkAVmlk2v+fgQp44CWPYy86c+E6PatHgIh38gvAAOYHXjru5e3vK/ucwsm2bH3cCVV3hQBTvNn/oseOQmG6qBExFeAAewcmXdLheF+1VwOeP00RfPxtK4G3hOB/FC0/MWjkxhZRHqEF4AP2flyrouSWsfHWxPQc0UGuJSxtWxHo2lcTfwWNkNOr1bZw3vFW9LPXAmwgvgx6yuLFrk5/tf/L/ru3g8lsbdwJFpYTfoHvHttWTMdTZVBKcivAB+KifP2soiJ+x/YWbZ9Lqdn3PqKABYadD1p2Zz+BfCC+CHZq8s1pKNJabnZQ9wxv4XZpZNc+rI+aw06Ma0a+2XPVvwD4QXwM9YXRKd1T9R0zOds/+Fmcbdzf82f+oM/sFqg+47U9O9XwwCBuEF8CNWl0Q78cq6oSEupV/l2fWOPj1k/lII8A9WGnSzBySpdSt+PaFxfHcAfmT88q2ml0Q7+cq613aJ8mjc2/+i78WJ7sndYrpBt+fFEZqe6f+nPtGyCC+An8jJK9aqogrT85x8Zd1O7cM8GvfV1/S9OI2VlXLd49ppxcSBNlWEQEJ4AfxATp61Bl0nrCxqSmxEuMdjWTLtHFauwUWDLswgvAAtLNBXFjWlb1KULgwL9WgsS6adwWrDOQ26MIPwArSgYFlZ1JjQEJfGDkjyaCxLpv1frdvQhOXmG85p0IVZfLcALcTqyqI+Cc5bWdQUM0umOXXk337wzEbTK4to0IUVhBeghVhZWdTKJb02zpkrixpj5lpH73x6mFNHfmrWiiJt319lak5iVDgNurCE8AK0AKsrixaMdO7KoqZ4eq2j46dq9P6eIzZXA7OsXMoiVFLBI/558VD4P8IL4GPBurKoKdd37ag2Hp47+r/iMpurgRlWG84XOniJP1oe4QXwoWBeWdSU0BCXhvX0LJj9ddtBTh35CasN59kDAjeIwzcIL4CPBPvKovPpf0W0R+OqTnLqyB9YbTgfnBxNgy6ajfAC+ECt29DDrxSanhdoK4uaYmbDOk4dtTwrDedJHdtoaVZfewpCUCG8AD4wcflWnao1d6ojEFcWNaVvUpTah3u2YR2njlqWlYbzUElrptxkT0EIOoQXwGY5ecXKZ2XReYWGuPSDPpd4NJZTRy2HBl34A8ILYCOrH/SBvLKoKTd39/w1l1d+ZWMlaIjVvq1g/X6GfQgvgE2sr8QI7JVFTTFz6ujIiWqbq8E3We3byuofvN/PsA/hBbCB1ZUYw3rEBsXKosaEhrj0vZSLPRq778iXNleDb7LStxVMDefwLcILYAMrKzHCQl1aMKqPPQU5yKVRF3o07vXtNO36ipW+rWBrOIdvEV4AL7O69f9Td6TQ0Cgpql2YR+No2vUNq31bwdZwDt8ivABexNb/zWdmvxeadu1Fgy78FeEF8BK2/vcOM027m3Z/YXM1was5fVt8P8NuhBfAC9j633vM7PeSX1RO34tNbn9mE31b8FuEF6CZ2Prf+zzd7+XL6lq999lhm6sJPrNWFGnb/krT8+jbgq8QXoBmYut/7+ubFKULW3t26uilLSX2FhNkZq8sVu6mvabn0ecCX/JJeFm0aJESExMVHh6u1NRUvf/++02Of+2119StWzeFh4erZ8+eys/P90WZgGmzV7L1vx1CQ1y64UrPrjL9zqeHOXXkJWysCKewPby88sormjx5smbOnKlt27apV69eGjJkiA4dOtTg+HfffVcjR45Udna2tm/frhEjRmjEiBEqKiqyu1TAFFZi2Ov/Xd/Fo3HHT7Fk2husNuhmD6BvC77nMgzD1j9ZUlNTdd111+npp5+WJLndbiUkJGjixImaOnXqOePvuOMOnThxQnl5eXX3XX/99erdu7cWL1583uerqqpSZGSkKisrFRER4b0XAnxDrdtQ8mP5phsa+aD3XK3bUI+Zq/TV1+f/n5zVr4tmfqeHD6oKXDf9Zq32HDa39Hxo9xg986Nv2VQRgo2Z39+2Hnmprq7W1q1blZGR8b8nDAlRRkaGNm/e3OCczZs31xsvSUOGDGl0/KlTp1RVVVXvBtgtY94608El2Lf+Nys0xKVhPT07QvXXbey22xz35G4xHVxauaSnR19rU0VA02wNL1988YVqa2sVExNT7/6YmBiVl5c3OKe8vNzU+Dlz5igyMrLulpCQ4J3igUZY+aBnCak1/a/wrO+F3Xaty8kr0tpd5vfLoW8LLcnxq42mTZumysrKutv+/ftbuiQEMKsf9CwhtYbddu2Vv6NUSzaysgjO08rOB+/UqZNCQ0NVUVF/NUZFRYViY2MbnBMbG2tqfFhYmMLCPLsWCtAcfND73pnddo+drD3v2CMnqn1QUeBoToMuK4vQ0mw98tK6dWtde+21KigoqLvP7XaroKBAaWlpDc5JS0urN16SVq9e3eh4wBf4oG8ZoSEufS/lYo/G7jvypc3VBBYrfVvsCA1/Yftpo8mTJ+u5557TCy+8oE8++UTjxo3TiRMnlJWVJUm66667NG3atLrxDz74oFatWqV58+Zp586d+sUvfqEPP/xQEyZMsLtUoFF80LecS6Mu9Gjc69tp2vWUlb6tlEvYERr+w9bTRtLppc+ff/65ZsyYofLycvXu3VurVq2qa8rdt2+fQkL+l6H69eun5cuX67HHHtPPfvYzXXHFFXrjjTfUowfLINEy+KBvWVHtPDstfKZpN+2yjjZX5GxW+rZCJP3lAXaEhv+wfZ8XX2OfF3hTTl6R6T6XEEmf/upWGnS9ZPNnhzXyufc8GvvUD3vpux5e1DEY5e8o1QPLzZ/+/P2oPvRtwXZ+s88L4GRWG3SfHsUSUm8607TriU27za8ECxZW+7ZoOIc/IrwADeCD3n+Ehrj0Aw+PpuQXldP30oh0i31bNJzDHxFegAbwQe9fbu7uWSD8srpW73122OZqnCdz/gaV0LeFAEJ4Ac7CB73/6ZsUpQtbe3bq6KUtJfYW4zDZy7aoqOy4qTk06MLfEV6Ab+CD3j+Fhrh0w5WeXSrgnU8Pc+rov/IKD6pgp/k+IPq24O8IL8B/8UHv3/7f9V08Gnf8FNc5kv7bt/VKoel59G3BCQgvgPigd4Lru3ZUmws8+8j6v+Iym6vxf+nz1snsASj6tuAUhBdAfNA7QWiIS8N6ehYU/7otuHfbHWahb2twcjR9W3AMwguCXuYCPuidov8VnvW9nNltNxhlLtigYpN9W4lRbbQ0q69NFQHeR3hBUMvJK1JRKR/0ThEbEe7x2GA8dWTl+9klqeCRm+wpCLAJ4QVBq7rGbXoHXT7oW5aZ3XaD7dSRle9nSVpEwzkciPCCoDVwboHpOXzQtywzu+0G26kjK9/P2QNoOIczEV4QlIbN36CKqmpTc/ig9w+e7rYrSeWV5nqZnMrK9/Pg5GhNz6ThHM5EeEHQyZxvvqGRD3r/0TcpSu3CPPvo+uL4KZuraXlWvp97xLenbwuORnhBULGygy4Nuv4lNMSlAZd7tupo677/2FxNy7on1/z3c5eLwpU36QabKgJ8g/CCoGF1B10adP3P5Z3bezRu/c7PA7ZpNyevSGt3mf9+XvvoYBuqAXyL8IKgUOs2NOnlQtPzFo5MoUHXD6Vd1tGjcSdr3AF5len8HaWWVhbx/YxAQXhBUEh/cq3cZud066zhveJtqQfNc33Xjgpr5dnHV6BdZfp0EN9ueh7fzwgkhBcEvMz5G1Ry5KSpOT3i22vJmOtsqgjNFRri0uBunT0auy7ATh2lz1unGpNJnO9nBBrCCwKalYbG7nHtaGh0AE+vMh1Ip44yLVyziAZdBCLCCwKWlYbGmHattfLBQTZVBG8KtlNHVoK4SzToIjARXhCQrDY0vjM13YZqYIdgOnU0a4W1lUXsCI1ARXhBwKl1G5qw3HxDY/aAJLX28C95+IdgOHWUk1es3E3mg/jYgewIjcDFJzUCzg+e2Wh6ZVHPiyPYQdeBAv3U0eyVxVqyscT0vKz+ifr5ML6fEbgILwgos1YUafv+KlNzuse104qJA22qCHYyc+pozceHHHXqKH9HqZ57p8T0vMHJ0Zo5vLv3CwL8COEFAWP2SvOH1xOjwmnQdThPTx197Ta0sOBTm6vxjlq3oYdfKTQ9j0tZIFgQXhAQrPyVGiKp4BFWYjidmVNHizd85oijLxOXb9WpWnN1usSlLBA8CC9wPKsNuvPZKj0gmDl15ITG3Zy8YuUXVZiex8oiBBPCCxzPSoMuW6UHFk9PHUnS5n+bX3LsKzl51hp0WVmEYEN4gaNZadBN6tiGrdIDzPVdO6p1qGdjPz1kbqM3X7G6sih7ACuLEHwIL3AsK/tfhEpaM4W+gEATGuLy+Ejaup3+t+rI6sqiYT1iNT2TlUUIPoQXOJLVv1IX0hcQsAZc4VnfS3Wtf606stqzFRbq0oJRfWyoCPB/hBc4jtW/UrMH0BcQyGIjwj0eu2jdbr85+pL+5FrTPVuS9NQdNJwjeBFe4Ci1bkOTXjb/V+rg5Gh20A1wfZOidGGYZ40v/rLny7D5G1Ry5KTpeTToItgRXuAo45dvVY3JP1OTOrJxVzAIDXFp7IAkj8e39NGXW+dvULHJq0RLNOgCEuEFDpKTV6xVJve/oEE3uExMv1IXeHgqpSWPvgx4Yo0+thhcaNAFCC9wCBp04YnQEJfG33SZx+NbYsfdAU+s0YGjp0zPy+pPcAHOILzA71lt0KUvIDiZOfri6x13b/3dekvBhYstAvURXuDXrDboZvWnLyBYmT368uJ7JfYV8w3D5m/Qx+UnTM/rEd+eni3gLIQX+LXbn9lkukG3T0Ikf6UGuYnpVyrUw7OFaz6usP3U0TCLzbnd49opb9INNlQEOBvhBX5r1ooibdtfaWpOK5f02rj+NlUEpwgNcenbV8d4NLbWkB78s/mje55qTnBZ+eAgGyoCnI/wAr80e6X5rf8lacFIGnRx2o/SEj0em/dRmfJ3lHn1+Wvdhgb9usBScLma4AI0ifACv0ODLrzh+q4dFdbK8yA76c/bvHb6KH9HmS7/Wb72/sf8BnSXdAhTPsEFaBLhBX7FaoMuG3fhbKEhLo0b5Hnjbo0h/XDxu81+3tkrP9YDy7fJSgy6pEOYNk7NaHYNQKAjvMCvWGnQHdo9hv0v0CAzy6Ylaeu+o1rxz1LLzzdrRbGee2ePpblXx15IcAE8ZGt4OXLkiEaPHq2IiAh16NBB2dnZOn686fO/N954o1wuV73b/fffb2eZ8BNWG3SfHn2tTRXB6cwum5akiX/ebvr0UXWNWxnz1il3U4mpeWd0uShc+Q/daGkuEIxsDS+jR49WcXGxVq9erby8PL399tu67777zjtv7NixKisrq7vNnTvXzjLhB2jQhV0mpl+pME/XTf9Xv1+t9jjAPL6iWFc+9g/t/vxLK+UpRNLaRwdbmgsEK9vCyyeffKJVq1bp+eefV2pqqgYMGKCFCxfq5ZdfVmlp04dl27Ztq9jY2LpbRESEXWXCD9CgCzuFhrj01B29Tc2pOP61Lv9ZvvIKDzb49Vq3oXd2fa6rZ/xDSy0ebTnj9/+PAA6Y5TIMw5bdmZYuXaopU6boP//5T919NTU1Cg8P12uvvabvfve7Dc678cYbVVxcLMMwFBsbq+HDh2v69Olq27Ztg+NPnTqlU6f+t912VVWVEhISVFlZSehxgFq3oeTH8k33uXCBOpiVk1ekJRvNH9278IIQZVwdqxG94rXz0DG9+sE+7Tn8VbPrCXVJi0b30S09COCAdPr3d2RkpEe/v1vZVUR5ebk6d+5c/8latVJUVJTKy8sbnTdq1Ch16dJF8fHx2rFjh376059q165d+tvf/tbg+Dlz5mjWrFlerR2+kzFvHQ268InpmT309q4v9Onn5rboP/G1W2/+s1RvNqOR92yJUeEqeGQwR1wAi0yfNpo6deo5DbVn33bu3Gm5oPvuu09DhgxRz549NXr0aL344ot6/fXX9dlnnzU4ftq0aaqsrKy77d+/3/Jzw7eyl20x/RcsDbpojpUPtvxW+zdd2Unrf5JOcAGawfSRlylTpmjMmDFNjunatatiY2N16NChevfX1NToyJEjio2N9fj5UlNTJUm7d+/WZZedu2ogLCxMYWFhHj8e/ENe4UEV7PzC9DwadNEcrVuFKHtAF0unj7xhcHInLc1KbZHnBgKJ6fASHR2t6Ojo845LS0vT0aNHtXXrVl177em/lNeuXSu3210XSDxRWFgoSYqL47xwoKh1G5r0SqHpeTTowhumZ/bQln8fVlGp+W37myPjqmg9fzdXhwa8wbbVRldddZVuueUWjR07Vu+//742bdqkCRMm6M4771R8fLwk6eDBg+rWrZvef/99SdJnn32mnJwcbd26VSUlJfr73/+uu+66SzfccIOuueYau0qFj6XPWyezu7Czgy68KW/SIHWPa+eT53JJevrO3gQXwIts3eflT3/6k7p166b09HTdeuutGjBggP7whz/Uff3rr7/Wrl279OWXp/dHaN26tdasWaObb75Z3bp105QpU/T9739fK1assLNM+NCw+RtUYrLPJas/K4vgfSsftD/A3NojRrt/dasye19s6/MAwca2pdItxcxSK/hW5oINpg/Vp1wSqdcnDLCpIkAavvAdfXSwyquPGRkeqg8eu1mtW3EFFsBTZn5/85MFn8jJKzIdXEIk/eWB/vYUBPzXiokDlT0gyWuPl9X/Uv3zF7cQXAAb8dMF21XXuC2t7nh6FCuL4BvTM6/Wv345VKlJF1l+jO/1jte/fjlUM4f39GJlABpi2yZ1wBkD5xaYnpM9gJVF8K3WrUL0yo/7qbrGrdxN/9aSd/bo0PHqRse3vSBEKZd20H03XKYBV0QTtAEfoucFtsqcv0FFZeZOFw1OjtbSLFZmoOWdCTJvFZXr0PFTimkfriHdYzWmfxKnhQAvM/P7m/AC22Qv22J6I7oe8e2VN6nld0EFAPgWDbtocVZ20O1yUTjBBQBwXoQXeF2t29CklwtNz1v76GDvFwMACDiEF3hd+pNrZfJC0Vo4MoWGRwCARwgv8KrM+RtUcuSkqTnp3TpreK94myoCAAQawgu85p7cLaZXFvWIb68lY66zqSIAQCAivMArcvKKtHaXuQbdmHatadAFAJhGeEGz5e8otbSD7jtT022oBgAQ6AgvaJZat6EJy7ebnpc9gE2+AADW8NsDzWJlZVHPiyM0PfNqW+oBAAQ+wgssuyd3i+mVRd3j2mnFxIE2VQQACAaEF1gya4X5Bt3EqHCtfHCQTRUBAIIF4QWmzV5ZrNxN5hp0QyQVPMIOugCA5iO8wJT8HaV67p0S0/Pms4MuAMBLCC/w2OlrFplfWcQOugAAbyK8wGPjl29VjcmlReygCwDwNsILPJKTV6xVRRWm5iRGhbODLgDA6wgvOK/ZK4u1ZGOJqTmhokEXAGAPwguaZLVBd+GoPjToAgBsQXhBo6w26GYPSNKt18TZUBEAAIQXNMFKg26fhEi2/gcA2IrwggZZadBt5ZJeG9ffpooAADiN8IJz5OSZb9CVpAUj6XMBANiP8IJ6rKwskqSxA+lzAQD4BuEFdayuLMrqn6ifD6PPBQDgG4QXSDq9sujhVwpNz+uTEKmZw7t7vyAAABpBeIEkaeLyrTpVa5iaQ4MuAKAlEF6g2SuLlW9yZZFEgy4AoGUQXoKc1T4XGnQBAC2F8BLErO+gS4MuAKDlEF6C2O3PbDK9g+6wHrGankmDLgCg5RBegtSsFUXatr/S1JywUJcWjOpjU0UAAHiG8BKEZq8sVu6mvabnPXVHCg26AIAWR3gJMjToAgCcjvASRGjQBQAEAsJLEMmYt850g+7Q7jE06AIA/ArhJUjck7tFew5/ZWpOK5f09OhrbaoIAABrCC9BICevSGt3fWF6HjvoAgD8EeElwOXvKNWSjeZXFtGgCwDwV4SXAEaDLgAgEBFeAli6hQbdrP6JNOgCAPyabeFl9uzZ6tevn9q2basOHTp4NMcwDM2YMUNxcXFq06aNMjIy9Omnn9pVYkDLXLBBJSYbdFMuidTM4QQXAIB/sy28VFdX6/bbb9e4ceM8njN37lwtWLBAixcv1pYtW3ThhRdqyJAhOnnypF1lBqScvCIVlR43NSdE0l8e6G9PQQAAeFErux541qxZkqRly5Z5NN4wDP3ud7/TY489pttuu02S9OKLLyomJkZvvPGG7rzzTrtKDSjVNW5LDbpPj2JlEQDAGfym52XPnj0qLy9XRkZG3X2RkZFKTU3V5s2bG5136tQpVVVV1bsFs4FzC0zPYWURAMBJ/Ca8lJeXS5JiYmLq3R8TE1P3tYbMmTNHkZGRdbeEhARb6/Rnw+ZvUEVVtak5Wf1ZWQQAcBZT4WXq1KlyuVxN3nbu3GlXrQ2aNm2aKisr62779+/36fP7i8wFG1RcZq7PZXByNA26AADHMdXzMmXKFI0ZM6bJMV27drVUSGxsrCSpoqJCcXH/O4VRUVGh3r17NzovLCxMYWFhlp4zUFhp0E2MaqOlWX1tqggAAPuYCi/R0dGKjo62pZCkpCTFxsaqoKCgLqxUVVVpy5YtplYsBRurDboFj9xkQzUAANjPtp6Xffv2qbCwUPv27VNtba0KCwtVWFio48f/d4SgW7duev311yVJLpdLDz30kH75y1/q73//uz766CPdddddio+P14gRI+wq0/GsNOguHJnCyiIAgGPZtlR6xowZeuGFF+r+nZKSIklat26dbrzxRknSrl27VFlZWTfmJz/5iU6cOKH77rtPR48e1YABA7Rq1SqFh4fbVaajZVpo0E3v1lnDe8XbVBEAAPZzGYZhtHQR3lRVVaXIyEhVVlYqIiKipcuxzT25W0xfKbpHfHvlTbrBpooAALDOzO9vv1kqDc/l5BWZDi5dLgonuAAAAgLhxWHyd5RaatBd++hgG6oBAMD3CC8OUus2NGH5dtPzaNAFAAQSwouDpD+5Vm6zc2jQBQAEGMKLQ9yTu0UlR8xdXbtHfHstGXOdTRUBANAyCC8OMGuF+QbdxCgadAEAgYnw4udmryxW7iZzDbohkgoeoUEXABCYCC9+LH9HqZ57p8T0vPk06AIAAhjhxU9ZXVlEgy4AINARXvzUD57ZaHplEQ26AIBgQHjxQ7NWFGn7/ipTc2jQBQAEC8KLn7HSoBsqGnQBAMGD8OJHrDboLhzVhwZdAEDQILz4iVq3oUkvm2/QzR6QpFuvibOhIgAA/BPhxU+MX75VNSY7dAcnR2t65tX2FAQAgJ8ivPiBnLxirSqqMDUnqWMbLc3qa1NFAAD4L8JLC8vJK9aSjSWm5oRKWjPlJlvqAQDA3xFeWtDsleaDi0SDLgAguBFeWojVlUU06AIAgh3hpQXUug09/Eqh6Xl9EiJp0AUABD3CSwuYuHyrTtUapua0ckmvjetvU0UAADgH4cXHcvKKlW9yZZEkLRhJnwsAABLhxaesNuiOHUifCwAAZxBefMR6g26ifj6MPhcAAM4gvPiA1a3/h/WI1fTM7jZUBACAcxFefOD2ZzaZ3vo/LNSlBaP62FMQAAAORnixWU5ekbbtrzQ976k7UmjQBQCgAYQXG+XvKNWSjXtNz6NBFwCAxhFebGK1z4UGXQAAmkZ4sUnGvHWm+1yyByTSoAsAwHkQXmxwT+4W7Tn8lak5Q7vHEFwAAPAA4cXLcvKKtHbXF6bmtHJJT4++1qaKAAAILIQXL7LaoMvW/wAAeI7w4iVWG3RZWQQAgDmEFy9Jt9Cgm9WflUUAAJhFePGCzAUbVGKyQTflkkjNHE6DLgAAZhFemiknr0hFpcdNzQmR9JcH+ttTEAAAAY7w0gzVNW5LDbpPj6JBFwAAqwgvzTBwboHpOTToAgDQPIQXi4bN36CKqmpTc2jQBQCg+QgvFmQu2KDiMnN9LoOTo2nQBQDACwgvJllp0E2MaqOlWX1tqggAgOBCeDHBaoNuwSM32VANAADBifBigpUG3YUjU1hZBACAFxFePGSlQTe9W2cN7xVvU0UAAAQn28LL7Nmz1a9fP7Vt21YdOnTwaM6YMWPkcrnq3W655Ra7SvSYlQbdHvHttWTMdTZVBABA8Gpl1wNXV1fr9ttvV1pampYsWeLxvFtuuUW5ubl1/w4LC7OjPI9ZadDtclG48ibdYFNFAAAEN9vCy6xZsyRJy5YtMzUvLCxMsbGxNlRkntUG3bWPDrahGgAAIPlhz8v69evVuXNnJScna9y4cTp8+HCT40+dOqWqqqp6N2/54+YS03No0AUAwF5+FV5uueUWvfjiiyooKNCvf/1rbdiwQUOHDlVtbW2jc+bMmaPIyMi6W0JCgtfq2XvkS1PjadAFAMB+psLL1KlTz2moPfu2c+dOy8Xceeed+s53vqOePXtqxIgRysvL0wcffKD169c3OmfatGmqrKysu+3fv9/y85+tS1Rbj8fSoAsAgG+Y6nmZMmWKxowZ0+SYrl27Nqeecx6rU6dO2r17t9LT0xscExYWZltT74/SEjU7/xO5jabHdY9rR4MuAAA+Yiq8REdHKzo62q5aznHgwAEdPnxYcXEtcxXm1q1CNHZgkp59e0+jY3rEt1PepEE+rAoAgOBmW8/Lvn37VFhYqH379qm2tlaFhYUqLCzU8eP/W3bcrVs3vf7665Kk48eP69FHH9V7772nkpISFRQU6LbbbtPll1+uIUOG2FXmeU279Wr9+IYkNdSDmz2gC8EFAAAfs22p9IwZM/TCCy/U/TslJUWStG7dOt14442SpF27dqmyslKSFBoaqh07duiFF17Q0aNHFR8fr5tvvlk5OTktvtfLtFuv1pSbu+mPm0u098iX6hLVVj9KS1TrVn7V7wwAQFBwGYZxno4OZ6mqqlJkZKQqKysVERHR0uUAAAAPmPn9zaEDAADgKIQXAADgKIQXAADgKIQXAADgKIQXAADgKIQXAADgKIQXAADgKIQXAADgKIQXAADgKLZdHqClnNkwuKqqqoUrAQAAnjrze9uTjf8DLrwcO3ZMkpSQkNDClQAAALOOHTumyMjIJscE3LWN3G63SktL1b59e7lcDVwKuhmqqqqUkJCg/fv3B+R1kwL99UmB/xp5fc4X6K+R1+d8dr1GwzB07NgxxcfHKySk6a6WgDvyEhISoksuucTW54iIiAjYb0op8F+fFPivkdfnfIH+Gnl9zmfHazzfEZczaNgFAACOQngBAACOQngxISwsTDNnzlRYWFhLl2KLQH99UuC/Rl6f8wX6a+T1OZ8/vMaAa9gFAACBjSMvAADAUQgvAADAUQgvAADAUQgvAADAUQgv3zB79mz169dPbdu2VYcOHRocs2/fPg0bNkxt27ZV586d9eijj6qmpqbJxz1y5IhGjx6tiIgIdejQQdnZ2Tp+/LgNr8Cc9evXy+VyNXj74IMPGp134403njP+/vvv92HlnktMTDyn1ieeeKLJOSdPntT48ePVsWNHtWvXTt///vdVUVHho4rNKSkpUXZ2tpKSktSmTRtddtllmjlzpqqrq5uc58/v4aJFi5SYmKjw8HClpqbq/fffb3L8a6+9pm7duik8PFw9e/ZUfn6+jyo1b86cObruuuvUvn17de7cWSNGjNCuXbuanLNs2bJz3qvw8HAfVWzOL37xi3Nq7datW5NznPT+SQ1/prhcLo0fP77B8f7+/r399tsaPny44uPj5XK59MYbb9T7umEYmjFjhuLi4tSmTRtlZGTo008/Pe/jmv05Novw8g3V1dW6/fbbNW7cuAa/Xltbq2HDhqm6ulrvvvuuXnjhBS1btkwzZsxo8nFHjx6t4uJirV69Wnl5eXr77bd133332fESTOnXr5/Kysrq3e69914lJSXpW9/6VpNzx44dW2/e3LlzfVS1eY8//ni9WidOnNjk+IcfflgrVqzQa6+9pg0bNqi0tFTf+973fFStOTt37pTb7dazzz6r4uJiPfXUU1q8eLF+9rOfnXeuP76Hr7zyiiZPnqyZM2dq27Zt6tWrl4YMGaJDhw41OP7dd9/VyJEjlZ2dre3bt2vEiBEaMWKEioqKfFy5ZzZs2KDx48frvffe0+rVq/X111/r5ptv1okTJ5qcFxERUe+92rt3r48qNq979+71at24cWOjY532/knSBx98UO/1rV69WpJ0++23NzrHn9+/EydOqFevXlq0aFGDX587d64WLFigxYsXa8uWLbrwwgs1ZMgQnTx5stHHNPtzbImBc+Tm5hqRkZHn3J+fn2+EhIQY5eXldfc988wzRkREhHHq1KkGH+vjjz82JBkffPBB3X3/+Mc/DJfLZRw8eNDrtTdHdXW1ER0dbTz++ONNjhs0aJDx4IMP+qaoZurSpYvx1FNPeTz+6NGjxgUXXGC89tprdfd98sknhiRj8+bNNlTofXPnzjWSkpKaHOOv72Hfvn2N8ePH1/27trbWiI+PN+bMmdPg+B/+8IfGsGHD6t2Xmppq/PjHP7a1Tm85dOiQIcnYsGFDo2Ma+zzyRzNnzjR69erl8Xinv3+GYRgPPvigcdlllxlut7vBrzvp/ZNkvP7663X/drvdRmxsrPGb3/ym7r6jR48aYWFhxp///OdGH8fsz7EVHHkxYfPmzerZs6diYmLq7hsyZIiqqqpUXFzc6JwOHTrUO5KRkZGhkJAQbdmyxfaazfj73/+uw4cPKysr67xj//SnP6lTp07q0aOHpk2bpi+//NIHFVrzxBNPqGPHjkpJSdFvfvObJk/zbd26VV9//bUyMjLq7uvWrZsuvfRSbd682RflNltlZaWioqLOO87f3sPq6mpt3bq13v/7kJAQZWRkNPr/fvPmzfXGS6d/Jp30Xkk67/t1/PhxdenSRQkJCbrtttsa/bzxB59++qni4+PVtWtXjR49Wvv27Wt0rNPfv+rqar300ku65557mrwQsJPev2/as2ePysvL671HkZGRSk1NbfQ9svJzbEXAXZjRTuXl5fWCi6S6f5eXlzc6p3PnzvXua9WqlaKiohqd01KWLFmiIUOGnPfClqNGjVKXLl0UHx+vHTt26Kc//al27dqlv/3tbz6q1HOTJk1Snz59FBUVpXfffVfTpk1TWVmZfvvb3zY4vry8XK1btz6n5ykmJsbv3q+G7N69WwsXLtSTTz7Z5Dh/fA+/+OIL1dbWNvgztnPnzgbnNPYz6YT3yu1266GHHlL//v3Vo0ePRsclJydr6dKluuaaa1RZWaknn3xS/fr1U3Fxse0XoTUrNTVVy5YtU3JyssrKyjRr1iwNHDhQRUVFat++/Tnjnfz+SdIbb7yho0ePasyYMY2OcdL7d7Yz74OZ98jKz7EVAR9epk6dql//+tdNjvnkk0/O21TmJFZe84EDB/TWW2/p1VdfPe/jf7Nfp2fPnoqLi1N6ero+++wzXXbZZdYL95CZ1zd58uS6+6655hq1bt1aP/7xjzVnzhy/3r7bynt48OBB3XLLLbr99ts1duzYJue29HsIafz48SoqKmqyJ0SS0tLSlJaWVvfvfv366aqrrtKzzz6rnJwcu8s0ZejQoXX/fc011yg1NVVdunTRq6++quzs7BaszB5LlizR0KFDFR8f3+gYJ71/ThLw4WXKlClNpmJJ6tq1q0ePFRsbe07H9JlVKLGxsY3OObtJqaamRkeOHGl0TnNZec25ubnq2LGjvvOd75h+vtTUVEmn/+r3xS++5rynqampqqmpUUlJiZKTk8/5emxsrKqrq3X06NF6R18qKipse78aYvY1lpaW6qabblK/fv30hz/8wfTz+fo9bEinTp0UGhp6zsqupv7fx8bGmhrvLyZMmFDXvG/2r+8LLrhAKSkp2r17t03VeU+HDh105ZVXNlqrU98/Sdq7d6/WrFlj+milk96/M+9DRUWF4uLi6u6vqKhQ7969G5xj5efYEq91zwSQ8zXsVlRU1N337LPPGhEREcbJkycbfKwzDbsffvhh3X1vvfWWXzXsut1uIykpyZgyZYql+Rs3bjQkGf/85z+9XJn3vfTSS0ZISIhx5MiRBr9+pmH3L3/5S919O3fu9OuG3QMHDhhXXHGFceeddxo1NTWWHsNf3sO+ffsaEyZMqPt3bW2tcfHFFzfZsJuZmVnvvrS0NL9t+HS73cb48eON+Ph441//+pelx6ipqTGSk5ONhx9+2MvVed+xY8eMiy66yJg/f36DX3fa+/dNM2fONGJjY42vv/7a1Dx/fv/USMPuk08+WXdfZWWlRw27Zn6OLdXqtUcKAHv37jW2b99uzJo1y2jXrp2xfft2Y/v27caxY8cMwzj9TdejRw/j5ptvNgoLC41Vq1YZ0dHRxrRp0+oeY8uWLUZycrJx4MCBuvtuueUWIyUlxdiyZYuxceNG44orrjBGjhzp89fXmDVr1hiSjE8++eScrx04cMBITk42tmzZYhiGYezevdt4/PHHjQ8//NDYs2eP8eabbxpdu3Y1brjhBl+XfV7vvvuu8dRTTxmFhYXGZ599Zrz00ktGdHS0cdddd9WNOfv1GYZh3H///call15qrF271vjwww+NtLQ0Iy0trSVewnkdOHDAuPzyy4309HTjwIEDRllZWd3tm2Oc8h6+/PLLRlhYmLFs2TLj448/Nu677z6jQ4cOdSv8fvSjHxlTp06tG79p0yajVatWxpNPPml88sknxsyZM40LLrjA+Oijj1rqJTRp3LhxRmRkpLF+/fp679WXX35ZN+bs1zhr1izjrbfeMj777DNj69atxp133mmEh4cbxcXFLfESmjRlyhRj/fr1xp49e4xNmzYZGRkZRqdOnYxDhw4ZhuH89++M2tpa49JLLzV++tOfnvM1p71/x44dq/tdJ8n47W9/a2zfvt3Yu3evYRiG8cQTTxgdOnQw3nzzTWPHjh3GbbfdZiQlJRlfffVV3WMMHjzYWLhwYd2/z/dz7A2El2+4++67DUnn3NatW1c3pqSkxBg6dKjRpk0bo1OnTsaUKVPqJe9169YZkow9e/bU3Xf48GFj5MiRRrt27YyIiAgjKyurLhD5g5EjRxr9+vVr8Gt79uyp9/9g3759xg033GBERUUZYWFhxuWXX248+uijRmVlpQ8r9szWrVuN1NRUIzIy0ggPDzeuuuoq41e/+lW9o2Rnvz7DMIyvvvrKeOCBB4yLLrrIaNu2rfHd7363XhjwJ7m5uQ1+z37zoKrT3sOFCxcal156qdG6dWujb9++xnvvvVf3tUGDBhl33313vfGvvvqqceWVVxqtW7c2unfvbqxcudLHFXuusfcqNze3bszZr/Ghhx6q+/8RExNj3Hrrrca2bdt8X7wH7rjjDiMuLs5o3bq1cfHFFxt33HGHsXv37rqvO/39O+Ott94yJBm7du0652tOe//O/M46+3bmNbjdbmP69OlGTEyMERYWZqSnp5/zurt06WLMnDmz3n1N/Rx7g8swDMN7J6EAAADsxT4vAADAUQgvAADAUQgvAADAUQgvAADAUQgvAADAUQgvAADAUQgvAADAUQgvAADAUQgvAADAUQgvAADAUQgvAADAUQgvAADAUf4/TXqjkwa519YAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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xWaaaE8+eYSJCRLaUnV+C8xVyn5DNvjGpbuVdnyeXYAUS2aZ1zZs5c1mmmhPPnmEiQkS2JLsroEWwxxI3JpXzZ7YU/KjvYGxItmndLQnOXZap5rSzZ5iIEJHteDWBP287IhU7LtEah56pnD+zvfCM5W8eRvJqAhl7jkvFGtm0zixOO3uGiQgR2U52fgnOXpJblhlqoUPPZM+fscuUulFUtu0a3bTOLE46e4aJCBHZjkrhopUOPasqWpX7Z5c9Rapw227dnHT2DBMRIrKdknNyhYthoUGWOvTM43bh1p5y54VwVqQKt+3WzUlnzzARISLbadMiWCruJ0nXW+7GpDKlbodCQ72ptCo3e3eU0Zxy9gwTESKynY15clPNXdq20Hkk6lSm1K1+A9GbSlGy07ft1sUpZ88wESEiW/FqAqt+kPtHtW1LuZkTI6n2FLHyDURvKkXJkwZGW272S28qZ8/8ZdtRy86uMREhIlvJOngaFyW3UFipUPVKVX0g5G6aH2wqtOwNRG8qSZhK63OnUDl7puxSpWVn15iIEJGtyJ4v0yrEWoWqV/K4XXhgcBep2ApvYBatejWBFZsPS8VarSjZSCoJmFVn15iIEJFtqJwvc3P3dpaeqle5gQRi0WrWwdO4JDnz9dMB1itKNsqg2LZoHSp39sxHmw9b8u8RExEisg07nS/TGJXDywKxaFV25gsIzGWZah63C/8+oLNU7MXL1jxQkYkIEdmGbCMzq5wv0xCVw8sA63fH9CevJrBm7wmp2FYhnoBdlqmmkogt31Sg30B8xESEiGxj/QG5ZRmrnC/TmLTUBEju5LV8d0x/yjp4GuWVcssyDw+Ls8V7rSeV2bVvdp+w3PIMExEisgWvJrB6t9zBZ1Y6X6YhVYeXyR2Et2rHMcvdQPSyUXL5oJnbhbTU7jqPxvpUZtes2LGXiQgR2UJ2fglKL1VKxVp1225dZLtjXqq05vq+HnJPnJWKS+3VMeBnQ6pVbQmXi7Va8TMTESKyBdn6kDbNm9mqZkClO6YV1/f9zasJZO6Tqw+5sct1Oo/GPqpm1yKkYq1W/MxEhIhsQbY+ZNQN9vqUrNLy3Yrr+/5WVR8i9xrbtwrReTT2onKOkZWKn5mIEJHlObE+pJpKy3crru/7m8q2XTstwRlBJam1UvEzExEisjyn1odUU1nfX7I2z7GzIty22zQetwsje3SUiv16V7Fl/h4xESEiy3NqfUg1lfV9Jxetcttu08kWP1upToSJCBFZnlPrQ66ksr7v1KJV2WUZbtutn0rxs1XOnmEiQkSW5uT6kCuprO9n7j1pmWl1f/FqAt/sLpaKHcVtu/UaHNcOoZLrfFY52ZmJCBFZmtPrQ6qpFK06cXlmUcZ+SJ5xZ/lzhMzkcbsweWC0VKxVTnZmIkJElub0+pArqbR8/2NWga5jMZJXE3hnXb5UbGiQ2/LnCJnNbic7MxEhIksrOVcuFWfn+pBqHrcLA7rKNen6br9zlmey80twvlzuVOWRPTvY/n3Wm91OdmYiQkSW1rZlsFScnetDrjRQclbn4mXN9BuIv8jOegFclpGherKz2UWrTESIyNI6hoX6Nc7qhsTLJ1Rm30D8Zd0Bud4hzZtxWUZWVW8auZkjs4tWmYgQkaVl50sWZTpjlcKWux6awqsJ/H2n3G6ZWxK4LCPL43bhgcFdpGLNLlplIkJEluXVBN7fINdb4tR5uVoSq7PjroemyM4vwYUKue0y3Tu20nk0zmKXolUmIkRkWdn5JThz8bJUbMfWzliaAexzA/EHleWllDhn1AEZxS5Fq7omIt999x3uuOMOREVFweVy4fPPP9fzckTkMIG0dfdKdrmBNJVXE1ix+bBULOtD1KkWrZp1Iq+uicj58+fRr18/LF68WM/LEJFDBUJr97rYbdeDr7IOnsYlyS5mkwZGO+o9NopKbxqzTuTVNREZO3YsXnrpJfzkJz/R8zJE5ECB0tq9Pnba9eAr2bNlALXlKvqXqgMVO0nF/i2nyJS/R5aqESkvL0dZWVmtLyIKTIHS2r0+dtr14AuVs2VahXgctfRmNNkTeS9r5vw9slQiMn/+fISHh9d8RUfLVY4TkfMEan3IlVRmAZaszbPVrIjK2TIPD4vjskwTqJzIa0bxs6USkblz56K0tLTm6/BhuSImInKeQGrtXh+VolU7HYTn1QTeWpsnFdvM7UJaanedR+RsKic7m1H8bKlEJCQkBGFhYbW+iCgwHfnxglScE+tDqqkWrW48aE6xoaqsg6dRXin3qXtUL+cmmkZROdkZML742VKJCBERUPWJ+Yvvi6RinVgfciWVXQ8HTpzTdzB+olKkyrNl/EOl+Pkv244aujyjayJy7tw55OTkICcnBwCQn5+PnJwcFBYW6nlZIrK57PwSlJxvvJFZu5bBjq0PqeZxu3BXUpRUbObeE5avE/FqAmv2yp0tExrE3iH+olL8XHap0tDlGV0TkS1btiApKQlJSUkAgDlz5iApKQnPPfecnpclIpuTLVS9s39UQEzbD+veUSrODrtnqpZl5KpUHx0eHxDvr1FUip9PnJU/EbmpgvR88hEjRkAIa2fnRGQ9so3MOrdx9rJMtQiFk4UXZ+YiLbW7ZW/gf9pYIBXHIlX/GxTbFm1bNpOabTTyyATWiBCRpag0MmvbMljn0ViDyu4Zs3pByPBqAt/ul0syk7q0sWwyZVcetwsv3ZXYaFxkeKihS55MRIjIUgK9kVldVHfPWLWnSHZ+iXRL95tirtN5NIFpXN8oPHJL/X+XXADm3dHL0CSQiQgRWYrs2nSbFs5tZFYXlV0PVu0porItdGh8Bx1HEtjmjuuF/75vwDUzipHhoXjrgQEYk2hsO31da0SIiFS1bxUiFTclJSagpu49bhdmjIzHGxm5UvHLNxVgaHfr9FjxagLLs+R2TPKkXf2N6xuJ0YkRyM4vwYmzl9CxddVyjBm/U0xEiMhSsvPlPskPjAmc2ZBqaakJWJyZh8sSyy6Ze0/CqwnLJGtVLd3llot40q4xPG6XUvt3vXBphogsw6sJvL9BrtnVqfNyLeCdpHpWRIaVlme8msDiTLmW7gBP2g00TESIyDKy80tw5mLjWwsBY7cXWolKp9U/ZhXoOhZZKrMhPGk38DARISLLYKFq4zxuFwZ0ldtRkrHnuOm7Z1RnQ3jSbuBhIkJElsFCVTkDJZOwSg2m9xRRmQ1hE7PAxESEiKxD8sN7IBaqXmlIvPxumMWZuabNing1gXfW5UvHzxjZLaATzEDFRISILOPEObkCVNk4pxoc1w4hkoUiZnZazc4vwflyr1QsZ0MCFxMRIrKMEskEQzbOqTxuFx4bLrd7BjBvVkT28EKAsyGBjIkIEVnGkR8vSMUFyhkzDVHptGrWrMi6Ayek4oI9nA0JZExEiMgSvJrAF98XScUGyhkzDVHpKQIYPyvi1QS+2C73fo7s2ZGzIQGMiQgRWUJ2fonU8eTtWgYH7Nbdq1l5VmTWiq2olMx7undspe9gyNKYiBCRJcjWE9zZP4qfnv9JdVbEqFN503cUYdUPx6XjU+KscyYOGY+JCBFZgmwBauc2XJa5ktVO5fVqAk9+nCMdHxrEA+4CHRMRIrIEFqr6RnVW5Nef/6DjaKoamJV75WddHh0ezxmuAMdEhIhMx0LVpklLTYBH8l5ecPoCvpT8s1bl1QTeWivfzp29QwhgIkJEFsBC1abxuF24rVcn6finPsnRpVYk6+BplMtWqIK9Q6gKExEiMh0LVZvuwZQY6dgKrz47aP60sUA6NjTIzdkQAsBEhIgsgIWqTTc4rh1Cm8n/k74w44BfZ0W8msD/7ZLfKfPaPf2ZVBIAJiJEZAEsVG06j9uFBT/tKx2vAbhnyQa/XX/iW+uhScb2jw7HuL6Rfrs22RsTESIyFQtV/WdC/+sxoEu4dPzWwjN+KVx9ceVObDtcKh3/y9t7Nvma5BxMRIjIVCxU9a9PHx0qvYMGAJ74aHuTlmjSdxTh3XWHpOPZN4SuxkSEiEx14qxcoepdLFSV4nG7kHZrN+l4rwBmfrDVp2t5NYFZH21Xegz7htDVmIgQkanatwqRiku9QX57aqBT6bYKAH/fdRwvr9qtfJ1ZK7aiUrYwBDxll+rGRISITJWdL9ly3LiDY23P43bh9Xv6KT3mnX/kI33HMen4ikpN6TwZAPgv7pShOjARISLTeDWB9zfI1RecOi+3xZeqTOh/Pbp3bKn0mLQPt0nXi9z8aobSc9/YpQ3u6Bel9BgKDExEiMg02fklOHOx8UJVAOjYOlTn0TjPqlm3KMV7AaQuWNNwjCYw/HcZOF5WIf28QS7gk0eHKI2FAgcTESIyjWyhapsWzbhjxgfBQW6M76NWW1NQcgnJL/8fKuoo/kjfcQzdnknHoR/l3rdqCycP4JIM1SvI7AEQUeCSLVSdkhLDG5mPFk6+EV/vSlcqKj1+9jIS/vPviGvfAvMm9AYAvLBqF/JOyjWeu9K4xAg2L6MGMREhIvNIFqAOjOFsiK88bhcWTkrC4x+qbbMFgIOnLuChZZt9v7YLWHTfAJ8fT4GBSzNEZBrZAlQWqjbNuL5RmH5zjOHXfWNSEmeyqFFMRIjINLJLM7JxVL9fj++NMYnG9WJJ7dmRu2RIChMRIjINe4gYa/F9N0LhgF6fJUa1xrtTBup/IXIEJiJEZAr2EDGex+3SvWajd2QrrFTcNkyBjYkIEZmCPUTMMSYxEkseGKDLP/69I1th1ezhOjwzORkTESIyBXuImGdMYiQO/HYcYtu18NtzJjIJIR8xESEiU7CHiLk8bhcyfzkS04bFNvm5Unu2x0omIeQjJiJEZA72ELGEZyf0wv6XxiqfSwMAzdzAHyb1x7tTknUYGQUKNjQjIlOs2St3cisLVfUXHOTG6jkjcLHCi+l/3Iz1uacbzBPj27fEb+7sjSHd2nO2ipqMiQgRGc6rCfw156hULAtVjdM82IPlDw+GVxPYcOAUPt1aiN3HynCpUkOn1qEY3TsCU4bGIjiIk+nkP0xEiMhw2fklKDnf+I6Zdi2DWahqAo/bhZt7dMDNPTqYPRQKAExrichwxWVyO2bu7B/FqX8ih2MiQkSGKzknV/fRuU1znUdCRGZjIkJEhjvyo9xx8m1bBus8EiIyGxMRIjKUVxP44vsiqdiIcM6IEDkdExEiMhQLVYnoSkxEiMhQsq3d72KhKlFAYCJCRIaSbe2eekMnnUdCRFbARISIjCXZ2l06johsjYkIERmKrd2J6EpMRIjIMGztTkRXYyJCRIbhjhkiuhoTESIyDFu7E9HVmIgQkWHY2p2IrmZIIrJ48WLExMQgNDQUycnJyM7ONuKyRGQxbO1ORFfTPRH5+OOPMWfOHMybNw/btm1Dv379MHr0aJw4cULvSxORhbC1OxHVRfdE5LXXXsP06dMxdepU9OrVC0uWLEGLFi3w3nvv6X1pIrIQFqoSUV10TUQqKiqwdetWjBo16l8XdLsxatQobNy48Zr48vJylJWV1foiImdga3ciqouuicipU6fg9XrRqVPtVs2dOnVCcXHxNfHz589HeHh4zVd0dLSewyMiA7G1OxHVxVK7ZubOnYvS0tKar8OHD5s9JCLyF7Z2J6I6BOn55O3bt4fH48Hx47VbOh8/fhwRERHXxIeEhCAkRO5TExHZi2zLdrZ2Jwosus6IBAcH48Ybb0RGRkbN9zRNQ0ZGBlJSUvS8NBFZjOzSjGwcETmDrjMiADBnzhw89NBDuOmmmzBo0CC88cYbOH/+PKZOnar3pYnIQrLzT8sFcmmGKKDonojce++9OHnyJJ577jkUFxejf//++Oqrr64pYCUi5/JqAu9vOCQVy6UZosCieyICADNnzsTMmTONuBQRWVB2fgnOXGy8hwjAU3eJAo2lds0QkTPJ9hBp06IZm5kRBRgmIkSkO9kC1CkpMWxmRhRgmIgQkf4kC1AHxnA2hCjQMBEhIt2t2Xu88SCwUJUoEDERISJdeTWBv+YclYploSpR4GEiQkS64qm7RNQQJiJEpCueuktEDWEiQkS64qm7RNQQJiJEpCu2dieihjARISLdsLU7ETWGiQgR6Yat3YmoMUxEiEg3bO1ORI1hIkJEumFrdyJqjCGn7xIZwasJbDhwCp9uLcTuY2W4eNmLlsFBuCEyHP9+Y2cM6daeNzujsbU7ETWCiQjZXkWlhqf/8j0+zymCds2Nrxz7T5zHF98XwQVg5oh4PHF7DyYkBmFrdyJqDBMRsi2vJpD24Tak7yyWihcAFn2bh0Xf5mHWyHjMvo0JiZ7Y2p2IZLBGhGwpfccxJPw6XToJudrCzDz0+M90pO8o8vPIqBpbuxORDCYiZDsvr9qNxz/cBm8TG2BVasDjH27Hiyt3+mdgVEtxmdyOmTvZ2p0ooDERIVt5ceUuvPOPfL8+57vrDmHasmy/PicBJefk6j46t2mu80iIyMqYiJBtvLhyF95dV6DLc2fsPclkxM+O/HhBKq5ty2CdR0JEVsZEhGzh5VX6JSHVMvaexIsrd+t6jUDh1QS++F6u/iYinDMiRIGMiQhZXvqOIrzzjwJDrvXuunyk7zhmyLWcjIWqRCSLiQhZmlcTmPXRdkOvOWvFNnivbUhCCmRbu9/FQlWigMdEhCxt4pL1qNSMvWalAO5ZssHYizqMbGv31Bs66TwSIrI6JiJkWStzjmJbYany45o3c+GZsT2x54UxSBsR79O1txaewZeSNQ5UB9kJJU48EQU8JiJkSV5N4MlPcpQfd2uP9tjz4jj8Yng8mgd78NSYnsj77TiM7a3+yfuJj7ZzicZHJyS37srGEZFzMREhS5q1YisuKy7JTB3aFe9NTb7m+x63C289eBOmDYtRej6vANI+3KY2CAIg30NENo6InIuJCFlO+o4irPpB7rC0atOGxWDeHYkNxjw7obdyMpK+s5i7aHzAHiJEJIuJCFmKVxN48uMcpceM7d0Jz07oLRX77ITemDq0q9Lzz/kkh0s0CthDhIhUMBEhS1mUsR/lCofIBLmAP9x/o9I15t2RiO4dWkrHX6rUsCjjgNI1Ahl7iBCRCiYiZBleTWBxZp7SYxZOHuBTH4pVs29Riv/DmgOcFZHEHiJEpIKJCFnGooz9uKxws5/QJxLj+kb6dK3gIDfG95HfSVMpgNkrjG2sZlfsIUJEKpiIkCWozoaEeFx4c3JSk665cPKNCFL4DVj5wzEWrkrIzj8tF8gJJiICExGyCNXZkNfvTWrytL7H7cLCSWrJzP/7yw4u0TTAqwm8v+GQVOyp89y6S0RMRMgCvJrAH9bkSsc3ZUnmauP6Rikt0Zwrr0RWnuQn/gCUnV+CMxcbL1QFgI6tQ3UeDRHZARMRMt2ijP2olJxk8LjQ5CWZqy2cfCOaKcyu/DGrwK/XdxLZQtU2LZpxxwwRAWAiQiZTrQ0Z1auT33daeNwuzBgpfyZNxp7jXJ6ph2yh6pSUGO6YISIATETIZKq1IT8bHKPLONJSExAkeV+s1MC+IvWQLVQdGMPZECKqwkSETKM6G9IqJAiD49vpMhaP24WZt3aTjl+cmctZkauwUJWIfMFEhEyjOhvy6k/76jqdn5aaIF0rclkTnBW5CgtVicgXTETIFF5N4K218rMh/twpUx/VWhHOitTGQlUi8gUTETJF1sHTKJfcKhOkw06Z+nBWxHcsVCUiXzARIVNsVOjFMfPW7obduFRnRZaszeOsyD+xUJWIfMFEhEyRe+KsVFwztwtpqd11Hk1tKrMilyo1NjgDC1WJyHdMRMhwXk3gm93HpWLvNOGEVtVZETY4Y6EqEfmOiQgZTqWT6rBu7fUdTD3SUhPgkcx/2OCMhapE5DsmImQo1d4hEeHNdRxN/TxuF27rJXcGDRucsVCViHzHRIQMpdI7pFWIx9RPzw+mxEjH/u+6g4E9KyL50lmoSkRXYyJChlHtHfLwsDhTPz0PjmuHEMm+7+fKvcjOL9F5RNZ14pxcAapsHBEFDiYiZBiV3iFm7Ja5msftwmPD5YtW/2/XMR1HY23rD5yUiithIkJEV2EiQoZZniW3vRMAZozsZolaApWtvB9sKgzI5RmvJrBachdU25bBOo+GiOyGiQgZomrLbrFUrBVmQ6p53C48MLiLVGyFNzA7rWbnl6D0UqVUrFnFx0RkXQGZiHg1gY15p/FFzlFszDsdkJ9ijVZVpCoXa5XZkGq395Y/4yYQz5/h1l0iaoogswdgtK92HsNv/rYLxWX/WquOCAvBb+7sjTGJ+h6qFqhUilStNBtSbVBsW7QM8eB8ubfR2OrzZ564LcGAkVkDt+4SUVME1IzIVzuP4dHl22olIQBQXFaOR5dvw1c7A7fYUE8qRaqjenW03M3K43Zh+rBY6fhAO3+GZ8wQUVMETCLi1QSe/uyHBmOe/uyHgLqBGEXlgLsHkmP0G0gT8PyZuvGMGSJqqoBJRLLyTuPMhYbPwjhz4XLA3ECMJHvAXWiQG4Pj2+k8Gt+onj+z8eApHUdjHTxjhoiaKmASEdkbw/JNBfoOJMCoHHA3vm+k5ZZlrpSWmgDJ/mY4cOKcvoOxCBaqElFT6ZaIvPzyyxgyZAhatGiBNm3a6HUZBXJ3kG92n+DyjB/Z4YA7WR63C3clRUnFZu4NjL9HLFQloqbSLRGpqKjAxIkT8dhjj+l1CSUpklP+1bseqOm8msA76/Kl4+3QY2JY945ScYHSU4SFqkTUVLolIs8//zyefPJJ9OnTR69LKKk6N0Tu5Qbarge9ZOeXSG15Bcw/4E5WRJh8nYPT/x6xUJWI/MFSNSLl5eUoKyur9eUvHrcLt/aU+zQbSLse9KRy9orZB9zJqu4pIsPpf49YqEpE/mCpRGT+/PkIDw+v+YqOjvbr8z8wuKt07Po8uUO8qG5eTWDF5sNSscEe6zUxq49qTxEnFz8Xl0kWqjZnoSoR1U8pEXn66afhcrka/Nq7d6/Pg5k7dy5KS0trvg4flruRyRoc1w7NJF/xloIf/XrtQJN18DQuSfZ0vz+5iy1mQ6qp9BRxcvGz7Im7o26wXpM6IrIOpRbvTz31FKZMmdJgTFxcnM+DCQkJQUiIXBW+LzxuF1Jv6ISvdjW+nXR74Rl4NcF/QH2kctKuylkuVlDdU+SNjNxGY53a8l3lxN2hFt8NRUTmUkpEOnTogA4dOug1FkM8mBIjlYg49QZiBJWTdu1SpHq1tNQELM7MlTrIb8naPKSldndUUssTd4nIX3SrESksLEROTg4KCwvh9XqRk5ODnJwcnDtnbqMn7p7Rn8pJu3YpUr2ax+3CqF4RUrFOLFplfQgR+Ytuichzzz2HpKQkzJs3D+fOnUNSUhKSkpKwZcsWvS4phbtn9KXSO8SKJ+2qUCl+dlrRask5ue24rA8hosbologsW7YMQohrvkaMGKHXJaUF8g1Ebyq9Q6x40q6Kqtk1ufFn7j3pqNm1Iz9ekIpjfQgRNcZS23eNonIDcfKuBz3ITtkD1j1pV5bH7cJjw+UOwnPS7JpXE/ji+yKpWNaHEFFjAjIRUbmBsOW7mnUHTkjFNW9m3ZN2VagchPfHrAJdx2KU7PwSlJxvvJFZu5bBrA8hokYFZCICVPeCkItl0aocrybw951yu2VuSehg62WZah63CwO6XicV+91+ZyzPyM563dk/yhHvMRHpK2ATkUDf9aCH7PwSXKiQ2y7TvWMrnUdjnIGSn/ovXtaQnV+i82j0J1uo2rkNl2WIqHEBm4gALFr1N5WzZVLinFPEOCRe/rWo/BlZVZsWwX6NI6LAFtCJSCDvevA3lbNlnFIfUm1wXDuESq7zfbCp0PZ/jzbmnZKKO3OhQueREJETBHQiEqi7HvSgcrbMpIHRjqod8LhdmDxQ7oDGCq+9i59VWru3bckZESJqXEAnIoDargeeyFs/J58tI0PlNf3vuoO2nRVha3ci8reAT0RUdj3wRN66eTWBNXvltu3a9WyZxgyKbYuWIR6p2HPlXtsWrbK1OxH5W8AnIoD8rofqE3mptqyDp1FeKbcsY9ezZRrjcbswfVisdLxdi1bXH5CbFWRrdyKSxUQE8rse2NysbrLLMnY/W6YxVb1p5G6+H20+bLukVqU+hK3diUgWExGonchr5/V9Pagsy9j9bJnGeNwuPDC4i1Tsxcv2K35mfQgR6YGJCNRO5LXz+r4eVJZl7H62jAyVolW7FT+zPoSI9MBE5J9UmpvZdX1fDxske0qEBjmrd0h9BsW2le4pYrfiZ9aHEJEemIj8k0pTKjuu7+tls+TsUN/O4QFxc/K4XRiR0EEq1k7Fz15NYNUPcgk460OISAUTkX9SaUplx/V9PXg1gZzDZ6Rib4qR2yLtBA+mxEjF2an4OevgaVyUbFjH+hAiUsFE5Aoq6/s8e6bq5lThlftEPzRebpbACVSKnxdn5tpiVkR2Z1SrkCDWhxCREiYiV1BpSvXN7hO2uIHoSfbmFCj1IdVUip/tMCvi1QS+2y9XH3Jz93YBsQRHRP7DROQKKk2p7HAD0ZPKtt2RPTsE3M1JpfjZ6lvCs/NLcL7CKxUbCDujiMi/mIhcpaoplVys1W8geuK23YapnOxs9S3hstt2WwR7Amrmi4j8g4nIVTxuF0b1ipCKtfoNRE9clmmYysnOgLW3hMtu2x2XGBFwM19E1HRMROqgMq1eXHpRx5FYk1cT+GZ3sVRsIC7LVFNp+f7BpkJLzq6xrTsR6Y2JSB1UptVPnSvXeTTWsyhjPyR3cgbkskw1lZbvFV5r1hyxrTsR6Y2JSB08bhdG9pDb9bC10F7dMZvKqwm8sy5fKjZQl2WupLIlfMnaPMvNirCtOxHpjYlIPbp1bC0VlxFg23iz80twvlxuB0UgL8tUU9kSfqnSeo3yTp2Vm/FLZVt3IvIRE5F6pEh+kg+0bbwqRZWBvCxTTWVLOABsPCh3do9Rth6SK8buFBaq80iIyKmYiNRDpTtmoGzj9WoCf952RCq2eTMuy1RLS02AZMkRDpw4p+9gFHg1gX8ckEuMOBlCRL5iIlIPle6YgbKNNzu/BGcvyS3LTBoYzan6f/K4XbgrKUoqNnOvdZb6VBqZpcRxxwwR+YaJSANUtvFauQ+Ev8gWLgJqRZqBYFh3uaTWSrtnZP9Os5EZETUFE5EGDI5rh1DJNqsfbT5smU+yell3QK6le1goDz67WoRCDYUVDsJTWYZjIzMiagomIg3wuF2YPDBaKvbiZevtePAnrybw951yTcxS4nnw2dVUds9YoQBaZRmOjcyIqCmYiDRCZYlh+aYC/QZisuz8ElyokOti1r1jK51HYz+qu2fMLoBWWWpkIzMiagomIo1Q+SSbufek6VPqelG5MbFwsW4qLd/NLIBWWZbhMhwRNRUTkUaofJK1YkMqf/BqAis2H5aK5bbd+nncLswYaf2D8FSWZX464HouwxFRkzARkaDSB2J9ntxJpXaSdfA0LkkeLsNtuw2zw0F4KgkQd0cRUVMxEZHgcbswoOt1UrFbCpx39szyrEPSsbwxNczqB+GpzH5xWYaI/IGJiKSBkv/gbi8846g6Ea8msGav3LbdViEe3pgkWPkgPJXZLy7LEJE/MBGRNCRergDTClsv/Snr4GmUV8rdmB4eFscbkwQrH4S3UeFanP0iIn9gIiIpUM+ekV2WaeZ2IS21u86jcQbVrbx/zCrQbzBXyT1xViqOs19E5C9MRCQF4tkzXk3gm91yTcxG9eIx8CrSUhPgkfzjythz3JDE1qsJZO6TW4Yb3ZvdVInIP5iIKAi0s2cWZeyHZLkAHkiO0XUsTuNxu3Bbr05SsZUaDFnuq1qGk0t4hrGbKhH5CRMRBYF09oxXE3hnXb5UbGgQe4f44sGUGOlYI86fUdkdxW6qROQvTEQUBNLZM9n5JThfLtfUamTPDpym90FV3ZHcn5veRdAqy3CsDyEif2IioihQzp4pLrskHctlGd943C48Nly+06qesyIqy3DcHUVE/sRERJHK1stvdp+w7fLMugNyRYts6d40Kp1W9ZoV8WoCizPzpGK5O4qI/I2JiCKVrZd27Sni1QT+vlNumv6WBC7LNIXq+TN6NDirmg2Re07ujiIif2Mi4oOqT7FysUZ3xvSH7PwSXKiQm6fv3rGVzqNxPpVZEX83OFOZDQG4DEdE/sdExAcetwujekVIxdrxRF6VrccpcdzG2VSqsyK//vwHv11bZTaEu6OISA9MRHyk0lNk48FTOo7Ev7yawPKsQqlY1of4j0qDs4LTF/Dl90VNvqZXE3hrrfxsyKPD47ksQ0R+x0TER4Pj2iFYrmYVB06c03cwfqTyCXnSwGjemPxEpcEZAMz5eHuTl/xUGpixSJWI9MJExEcetwt39IuSis3ca4/dMypNzAAeeuZvKg3OLmvA7BXbm3S9P20skI6dMbIbk04i0gUTkSYY1l3u7JkKrz12z6g0MWNTK/9T6dwLACt/OIb0Hb4dJeDVBFbvPi4VG+QGZ0OISDdMRJogIixUOtYOJ/KqFKmyqZX/edwuLPhpX6XHzP7ItyWaRRn74ZV8WOoNnfheE5FumIg0gUpzM6ufyOvVBFZsPiwVG+xhvYBeJvS/HgO6hEvHX9aE8hKNVxNYtCZXOv5ng2OUnp+ISAUTkSZQaW4GWPtE3qyDp3FJssf3/cld+AlZR58+OlR6Bw1QtURTUSnZnx3AxLfWS8+GcMsuEemNiUgTqTSj+mBToWWXZzbkyW8xZpGqvjxuF9Ju7ab0mJtfyZCKe3HlTmw7XCr9vNyyS0R6YyLSRB63Cw8M7iIVa+Wi1c2Sy0bNm7lZpGqAtNQEhChMixw/V4Hxb65tMCZ9RxHeXXdI+jm5ZZeIjMBExA9UZgis2PLdqwlsO/SjVCzPljGGx+3C6/f2V3rMrmPn6k1GvJrAzA/Vakm4ZZeIjKBbIlJQUIBp06YhNjYWzZs3R3x8PObNm4eKigq9LmkalaJVK7Z8X5SxH5J9rVi4aKBxfaMwLlG+yRlQlYyMeDWjVrLr1QSG/HY15KtIWJBMRMYJ0uuJ9+7dC03T8Pbbb6Nbt27YuXMnpk+fjvPnz2PBggV6XdYU1UWrb2TI7UTYePAUhna3xhktKoeesXDReIvuuxFf/zpdurgUAApKLiH+mXT0jmiFkGYepZqQav91T3/OhhCRIXSbERkzZgyWLl2K22+/HXFxcbjzzjvxH//xH/jss8/0uqSp0lITECT577aVWr6rtHQf2ZPLMkbzuF14U3GJptqu4nM+JSE3dmkj3TWYiKipDK0RKS0tRdu29Rc6lpeXo6ysrNaXXXjcLtyVZK+W76qHnvEIeHNM6H89UnsaM4PmcQGfPDrEkGsREQEGJiK5ublYtGgRHnnkkXpj5s+fj/Dw8Jqv6Ohoo4bnF3Zr+a5y6BmXZcz17pRkJEa20v06b0xK4qwXERlKORF5+umn4XK5Gvzau3dvrcccPXoUY8aMwcSJEzF9+vR6n3vu3LkoLS2t+Tp8WK7Tp1WotHxfnJlr+qzI8iz5rZzsJ2G+lbOHo7eOyUhqz45ckiEiw7mEEEp3w5MnT+L06YZ3fcTFxSE4OBgAUFRUhBEjRmDw4MFYtmwZ3G753KesrAzh4eEoLS1FWFiYyjBN4dUE+j7/tfTBcU+kdscTtyXoPKq6eTWBnv+ZDplmqs3cLux9aSwTEYsY8WoGCkou+fU5E6NaY+WsW/z6nEQUuFTu38q7Zjp06IAOHTpIxR49ehQjR47EjTfeiKVLlyolIXakuntmcWYu0lK7m3KDrypSlYtlPwlryfiPW5HwTDrk0t3G9Y5sxSSEiEyjW2Zw9OhRjBgxAl26dMGCBQtw8uRJFBcXo7i4WK9LWoJKy/fLmjm1IipFquyuaT0etwuLHxjgl+fqHdkKq2YP98tzERH5QrdEZPXq1cjNzUVGRgY6d+6MyMjImi8n87hdmDEyXjrejFoRlSLVUb06cjbEgsYkRmLJAwMQHOT7r3BiFJMQIjKfbonIlClTIISo88vprD4r8qeNBdKx3LJrXWMSI7HnhTGYNbIbPIq/ydOGdcXKWUxCiMh8zi7aMInqrIiR5894NYHVu49LxQZ7XNyya3EetwtzRvfA/pfG4U9TByG+fYt6Y+Pat8AzY3ti/0tj8eyERANHSURUP91avAe6tNQELM7Mk+paWn3+jBFt3xdl7JduFz6yJ5dl7MLjduHmHh2Q0WMkKio1vL8hH5sLfkTLYA/+bUBnDOnWnu8lEVkSExGdVM+KyO6g+WNWge6JiMq5MgAPuLOr4CA3pt8Sj+ncCENENsClGR2lpSbAI/khNGPPcd2XZ1TOlWEnVSIiMgITER153C7c1kvuGPdKDboWrXo1gUVr5GZnAHZSJSIiYzAR0dmDKTHSsX9Yc0C3WZFZK7ZK14awdwgRERmFiYjOBse1Q0iQ3MxCpQBmr9ju9zFUVGpY9YPcThmAnVSJiMg4TER05nG78Nhw+a28K384hvQdx/w6hrmffS8dy9kQIiIyEhMRA6g0OAOAOZ/k+G2JxqsJfLatSDqesyFERGQkJiIGUG1wdqlS81vh6sQl6yGb0gS5wdkQIiIyFBMRg6jOiizMaHrh6sqco9hWWCod//hwzoYQEZGxmIgYRHVWRAOQ9uE2n6/n1QRmf5wjHe9xAbNvS/D5ekRERL5gImKgtNQEhMh2OAOQvrPY58LViUvWS2/XBYC0W7tzNoSIiAzHRMRAHrcLr9/bX+kxaR9uU16iUV2SCfZwpwwREZmDiYjBxvWNwuDY66TjvQBG/VemfLwmMOujHKUx/dc9/TkbQkREpmAiYoI/ThusFJ9/+iJ+vjRbKjZ1wRpoCs99Y5c2uKNflNJ4iIiI/IWJiAmCg9wY30fuDJpqa/adxLy/7az3515NYPjvMlBQckn6OT0u4JNHhyiNg4iIyJ+YiJhk4eQbEaT4p//+hkP4yeJ/XFMz8uX3RYh/Jh2HfpRPQgDgjUlJXJIhIiJTBZk9gEDlcbuwcFISHv9Q7WyZ7YfLEP9MOsJD3PC4XSgr96JSZS3mnxI6tuKSDBERmY4zIiYa1zcK04Z19emxpeUaSi76loQAwMpZN/v2QCIiIj9iImKyZyckIik6zNBrThsWi2DVdSEiIiId8G5kAX9+bJhhb0Sf68Pw7IReBl2NiIioYUxELMDjduEP9yXpfp3eka3wZRqXZIiIyDqYiFjEuL5RmH5zjG7P3zuyFVbNHq7b8xMREfmCiYiF/Hp8b0y/Odbvz8skhIiIrIqJiMX8enwv/Pd9A+Cv7h6JUUxCiIjIupiIWNC4vpHI/e04xLZr0aTnmTasK1bOYhJCRETWxUTEojxuFzJ/ORLThqkv1STHXIf9L43FsxMSdRgZERGR/7iEEGpnzBuorKwM4eHhKC0tRViYsb02rKSiUsPS9Qfx9c5iFJddBAQghEB5pQavAJp53OjStiXGJEZgylD2CCEiInOp3L+ZiBAREZFfqdy/+dGZiIiITMNEhIiIiEzDRISIiIhMw0SEiIiITMNEhIiIiEzDRISIiIhMw0SEiIiITMNEhIiIiEzDRISIiIhME2T2ABpS3fS1rKzM5JEQERGRrOr7tkzzdksnImfPngUAREdHmzwSIiIiUnX27FmEh4c3GGPps2Y0TUNRURFat24Nl8vl1+cuKytDdHQ0Dh8+7MhzbPj67M/pr9Hprw9w/mvk67M/vV6jEAJnz55FVFQU3O6Gq0AsPSPidrvRuXNnXa8RFhbm2L9gAF+fEzj9NTr99QHOf418ffanx2tsbCakGotViYiIyDRMRIiIiMg0AZuIhISEYN68eQgJCTF7KLrg67M/p79Gp78+wPmvka/P/qzwGi1drEpERETOFrAzIkRERGQ+JiJERERkGiYiREREZBomIkRERGQaxyYiL7/8MoYMGYIWLVqgTZs2dcYUFhZi/PjxaNGiBTp27Ihf/vKXqKysbPB5S0pKcP/99yMsLAxt2rTBtGnTcO7cOR1egZpvv/0WLperzq/NmzfX+7gRI0ZcE//oo48aOHJ5MTEx14z1lVdeafAxly5dwowZM9CuXTu0atUKP/3pT3H8+HGDRqymoKAA06ZNQ2xsLJo3b474+HjMmzcPFRUVDT7Oyu/h4sWLERMTg9DQUCQnJyM7O7vB+E8//RQ9e/ZEaGgo+vTpg/T0dINGqm7+/PkYOHAgWrdujY4dO+Luu+/Gvn37GnzMsmXLrnmvQkNDDRqxmt/85jfXjLVnz54NPsZO7x9Q978pLpcLM2bMqDPe6u/fd999hzvuuANRUVFwuVz4/PPPa/1cCIHnnnsOkZGRaN68OUaNGoUDBw40+ryqv8eqHJuIVFRUYOLEiXjsscfq/LnX68X48eNRUVGBDRs24P3338eyZcvw3HPPNfi8999/P3bt2oXVq1dj5cqV+O677/CLX/xCj5egZMiQITh27Fitr4cffhixsbG46aabGnzs9OnTaz3u1VdfNWjU6l544YVaY01LS2sw/sknn8SXX36JTz/9FGvXrkVRURH+7d/+zaDRqtm7dy80TcPbb7+NXbt24fXXX8eSJUvwzDPPNPpYK76HH3/8MebMmYN58+Zh27Zt6NevH0aPHo0TJ07UGb9hwwZMnjwZ06ZNw/bt23H33Xfj7rvvxs6dOw0euZy1a9dixowZyMrKwurVq3H58mXcfvvtOH/+fIOPCwsLq/VeHTp0yKARq+vdu3etsa5bt67eWLu9fwCwefPmWq9v9erVAICJEyfW+xgrv3/nz59Hv379sHjx4jp//uqrr2LhwoVYsmQJNm3ahJYtW2L06NG4dOlSvc+p+nvsE+FwS5cuFeHh4dd8Pz09XbjdblFcXFzzvbfeekuEhYWJ8vLyOp9r9+7dAoDYvHlzzff+/ve/C5fLJY4ePer3sTdFRUWF6NChg3jhhRcajBs+fLiYPXu2MYNqoq5du4rXX39dOv7MmTOiWbNm4tNPP6353p49ewQAsXHjRh1G6H+vvvqqiI2NbTDGqu/hoEGDxIwZM2r+3+v1iqioKDF//vw64++55x4xfvz4Wt9LTk4WjzzyiK7j9JcTJ04IAGLt2rX1xtT375EVzZs3T/Tr10863u7vnxBCzJ49W8THxwtN0+r8uZ3ePwDir3/9a83/a5omIiIixO9///ua7505c0aEhISIFStW1Ps8qr/HvnDsjEhjNm7ciD59+qBTp0413xs9ejTKysqwa9eueh/Tpk2bWjMMo0aNgtvtxqZNm3Qfs4q//e1vOH36NKZOndpo7AcffID27dsjMTERc+fOxYULFwwYoW9eeeUVtGvXDklJSfj973/f4FLa1q1bcfnyZYwaNarmez179kSXLl2wceNGI4bbZKWlpWjbtm2jcVZ7DysqKrB169Zaf/ZutxujRo2q989+48aNteKBqt9JO71XABp9v86dO4euXbsiOjoad911V73/3ljBgQMHEBUVhbi4ONx///0oLCysN9bu719FRQWWL1+On//85w0esmqn9+9K+fn5KC4urvUehYeHIzk5ud73yJffY19Y+tA7PRUXF9dKQgDU/H9xcXG9j+nYsWOt7wUFBaFt27b1PsYs7777LkaPHt3ooYH33XcfunbtiqioKOzYsQO/+tWvsG/fPnz22WcGjVTerFmzMGDAALRt2xYbNmzA3LlzcezYMbz22mt1xhcXFyM4OPiaGqFOnTpZ7v2qS25uLhYtWoQFCxY0GGfF9/DUqVPwer11/o7t3bu3zsfU9ztph/dK0zQ88cQTGDp0KBITE+uN69GjB9577z307dsXpaWlWLBgAYYMGYJdu3bpfsCnquTkZCxbtgw9evTAsWPH8Pzzz+Pmm2/Gzp070bp162vi7fz+AcDnn3+OM2fOYMqUKfXG2On9u1r1+6DyHvnye+wLWyUiTz/9NH73u981GLNnz55GC6rsxJfXfOTIEXz99df45JNPGn3+K+tb+vTpg8jISKSmpiIvLw/x8fG+D1ySyuubM2dOzff69u2L4OBgPPLII5g/f76lWzD78h4ePXoUY8aMwcSJEzF9+vQGH2v2e0jAjBkzsHPnzgZrKAAgJSUFKSkpNf8/ZMgQ3HDDDXj77bfx4osv6j1MJWPHjq357759+yI5ORldu3bFJ598gmnTppk4Mn28++67GDt2LKKiouqNsdP7Zye2SkSeeuqpBrNVAIiLi5N6roiIiGsqf6t3U0RERNT7mKsLdCorK1FSUlLvY5rKl9e8dOlStGvXDnfeeafy9ZKTkwFUfRo34ibWlPc0OTkZlZWVKCgoQI8ePa75eUREBCoqKnDmzJlasyLHjx/X7f2qi+prLCoqwsiRIzFkyBD8z//8j/L1jH4P69K+fXt4PJ5rdig19GcfERGhFG8VM2fOrClcV/1U3KxZMyQlJSE3N1en0flPmzZtkJCQUO9Y7fr+AcChQ4fwzTffKM8i2un9q34fjh8/jsjIyJrvHz9+HP3796/zMb78HvvEb9UmFtVYserx48drvvf222+LsLAwcenSpTqfq7pYdcuWLTXf+/rrry1VrKppmoiNjRVPPfWUT49ft26dACC+//57P4/M/5YvXy7cbrcoKSmp8+fVxap//vOfa763d+9eSxerHjlyRHTv3l1MmjRJVFZW+vQcVnkPBw0aJGbOnFnz/16vV1x//fUNFqtOmDCh1vdSUlIsW+yoaZqYMWOGiIqKEvv37/fpOSorK0WPHj3Ek08+6efR+d/Zs2fFddddJ9588806f2639+9K8+bNExEREeLy5ctKj7Py+4d6ilUXLFhQ873S0lKpYlWV32Ofxuq3Z7KYQ4cOie3bt4vnn39etGrVSmzfvl1s375dnD17VghR9RcoMTFR3H777SInJ0d89dVXokOHDmLu3Lk1z7Fp0ybRo0cPceTIkZrvjRkzRiQlJYlNmzaJdevWie7du4vJkycb/vrq88033wgAYs+ePdf87MiRI6JHjx5i06ZNQgghcnNzxQsvvCC2bNki8vPzxRdffCHi4uLELbfcYvSwG7Vhwwbx+uuvi5ycHJGXlyeWL18uOnToIH72s5/VxFz9+oQQ4tFHHxVdunQRa9asEVu2bBEpKSkiJSXFjJfQqCNHjohu3bqJ1NRUceTIEXHs2LGarytj7PIefvTRRyIkJEQsW7ZM7N69W/ziF78Qbdq0qdmp9uCDD4qnn366Jn79+vUiKChILFiwQOzZs0fMmzdPNGvWTPzwww9mvYQGPfbYYyI8PFx8++23td6rCxcu1MRc/Rqff/558fXXX4u8vDyxdetWMWnSJBEaGip27dplxkto0FNPPSW+/fZbkZ+fL9avXy9GjRol2rdvL06cOCGEsP/7V83r9YouXbqIX/3qV9f8zG7v39mzZ2vudQDEa6+9JrZv3y4OHTokhBDilVdeEW3atBFffPGF2LFjh7jrrrtEbGysuHjxYs1z3HrrrWLRokU1/9/Y77E/ODYReeihhwSAa74yMzNrYgoKCsTYsWNF8+bNRfv27cVTTz1VKyPOzMwUAER+fn7N906fPi0mT54sWrVqJcLCwsTUqVNrkhsrmDx5shgyZEidP8vPz6/1Z1BYWChuueUW0bZtWxESEiK6desmfvnLX4rS0lIDRyxn69atIjk5WYSHh4vQ0FBxww03iN/+9re1Zq+ufn1CCHHx4kXx+OOPi+uuu060aNFC/OQnP6l1Y7eSpUuX1vl39sqJS7u9h4sWLRJdunQRwcHBYtCgQSIrK6vmZ8OHDxcPPfRQrfhPPvlEJCQkiODgYNG7d2+xatUqg0csr773aunSpTUxV7/GJ554oubPo1OnTmLcuHFi27Ztxg9ewr333isiIyNFcHCwuP7668W9994rcnNza35u9/ev2tdffy0AiH379l3zM7u9f9X3rKu/ql+Dpmni2WefFZ06dRIhISEiNTX1mtfdtWtXMW/evFrfa+j32B9cQgjhv4UeIiIiInkB20eEiIiIzMdEhIiIiEzDRISIiIhMw0SEiIiITMNEhIiIiEzDRISIiIhMw0SEiIiITMNEhIiIiEzDRISIiIhMw0SEiIiITMNEhIiIiEzDRISIiIhM8/8B/+ByBNqkHb0AAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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mHiZZRIYyLsAsWjWdBINN0XGx4jJ7ddi9qrEp0WX2m8uZKOlhavAyevRo/OY3v8F3v/tdofGLFi1CXl4ennzySfTp0wfTp0/H97//fcyfP9/MwySLyFDGBZhFq0Z0mTRMnuHjMnt12Lmp4YWOCU57Li4p53mjg1Q9LyUlJSgqKgr63siRI1FSUhL2NfX19aitrQ36IvnIUsb1YxatBhmWSftxmb067N7UsCnRFXAnTnOaWg+pgpeqqipkZgZnxJmZmaitrcXXX4e+icybNw9paWmBr9zcXCsOlXSSqYwLMItWhQzLpP24zF4ddm9q2BSbds0hVfASi+LiYtTU1AS+Dhw4YPchUQgylXEBZtGqkGGZdFOiy+w53Wgfmap1AJt2zSJV8JKVlYUjR4KnFo4cOYLU1FS0ahU6G09OTkZqamrQF8lHpjIuwCxaFTIsk25KdJk9pxvtI1O1zo/PxjKeVMFLYWEhVq1aFfS9FStWoLCw0KYjIqPIVMb1YxYtPxk2NWyK043yk61aB/DZWGYwNXipq6tDaWkpSktLATQuhS4tLUVFRQWAximfSZMmBcbfe++9+PLLL/Gzn/0Mu3fvxh//+Ee8/vrreOCBB8w8TDKZbGVcP9EsWnQcGUuWTQ2b4nSj/GSr1gHiCRATJXGmBi9btmxBfn4+8vPzAQAzZ85Efn4+Zs+eDQCorKwMBDIAkJeXh/feew8rVqzAwIED8eSTT+K5557DyJEjzTxMMpmMZVwA6CQYlIiOI2PJsqlhU5xulJ9s1TqA041mENupK0bDhw+HpoUvnYbaPXf48OHYvn27iUdFVpOtWTdAMOnaXF6NK3tad6GjRrJsanghTjfKS8ZqHaBvuvGXY/paej6rSqqeF3Im2Zp1/bh5lNxEy/9mb2p4IWbR8pKxWgdwutEMDF7IfIL3fSubdQFuHiU70fK/FZsaNsWmXXnJWq3jdKPxGLyQ6Y4KZtCi44zCzaPkJWv5H2AWLTNZq3UApxuNxuCFTCd6QREdZxRuHiUvWcv/ALNomYlW4ayu1gGcbjQagxcynazlf4BPfJWVrOV/P2bRcpLlCeShcLrRWAxeyFQyl/8BNu3KSubyP8A9gqQl+k/Uhn/KnG40FoMXMpXM5X+ATbuykrlaB3CPIFl9sFvsyfVWbobpx+lGYzF4IVOJNrqOtan8z6Zd+cherQMg/gwabtdhGa9Pw9LSQ0JjrdwMsylONxqHwQuZSnSPlxF9Mk0+ktDYtCsf2at1gPh046pdYpUAip8K5w2bdo3D4IVMJfpARjvmoP34xFe5yF6tA8Qz97fYfGkZ2Zu8ATbtGonBC5lG1gcyNvvZzKKlInu1DmDzpYxkb/IGeN4YicELmUbWBzLG+rOZRVtE4hUjfmy+lI/sTd5A43nz3UEXC41lj11kDF7INNI+kPECzIbkIlqFs7NaB7D5UiZKNHl/49u9xSqG7LGLjMELmUbWBzJeiNmQXETPG9FxZmHzpTxUaNYN0PE0ewqPwQuZR9IHMobCbEgeKjR5A2y+lIkKTd5+3BjTGAxeyDQybxjVDLMhKajS5A1wulEmKjR5+3FjTGMweCFTqLBhVFPMhuSgSpM3wOlGqSjQ5O3HjTGNweCFTKHUHDSYDclClSZvP043ykGlKi83xjQGgxcyhUpz0ACzIVmo0uQdwMcE2E61Ki/AjTGNwOCFTKHSHDTAbEgaCjV5A9zgUAaqVXkB8fNGdJwbMXghU6iyYqQpZkP2U6n8D3CDQxmo8FiAC4kmQEyUwmPwQoZTacVIU8yG7KVm+Z8rjuymwmMBmuF0Y9wYvJDhVFox0hSzIXupWP7nYwLsp8JjAS7E6cb4MXghw6m2YiSA2ZCtVGvy9uNjAuyj0mMBmuJ0Y/wYvJDhlFsx8g1mQ/ZSrcnbj48JsI+K1TqA041GYPBCxlNsxYgfsyGbKbTRWFN8TIB9VK3WcYPD+DF4IcOp8lTgCzEbspdqK438eN7YR9VqHcANDuPF4IUMp8pTgS/EbMg+Kq408uN5YyNFq3UA2GMXJwYvZDyFLyjMhuyhau+CH88be6ha5QXYYxcvBi9kOFXL/wCYDdlE1d6FAJ43tlC1yguwxy5eDF7IUCqX/wFmQ3ZRuXcB4HljG4WrvOyVig+DFzKU6uV/ZkM2UfgmBPC8sYvKVV72SsWHwQsZSvXyP7Mhe6h8EwJ43thB9SovwF6peDB4IUOpXv5nNmQ9J9yEeN5YT/UqLwD2SsWBwQsZS/HyP8BsyGqOuAmB543VVK/yAuyVigeDFzKU6uV/AMyGLOaEmxAAnjcWU73KC7BXKh4MXsgwTij/A8yGrOaEmxAgft6IjqMoHFDlZa9U7Bi8kGGcUv5nNmQxB9yEAPHpIE4bGcMJVV72SsWOwQsZxinlf2ZD1nLCTQgAp40s5JQqL8BeqVgxeCHDOKX8z2zIOk66CXG60TpOqfICYNAbIwYvZByHlP8BZkNWcdJNiNON1nFKlRdg0BsrBi9kGMeU/wFmQxZx0k2I043WcUqVF2DQGysGL2QIJ5X/AWZDVnHSTYjTjRZyUJWXQW9sGLyQIZxU/geYDVnGQTchgNONVnFSlZdBb2wYvJAhnFT+B5gNWUX05qLCTQgApxst4LQqL8CgNxYMXsgQTir/A8yGrCJ63oiOsxs3qjOf06q8ABj0xoDBCxnDYeV/gNmQJRx23ohm+uXHTpt8JM7ltCovwB67WDB4IUM4aQ46gNmQ6Zx23gzNy0BWavRg9tXNFeyVipHTqrwAe+xiYUnwsnDhQnTt2hUpKSkoKCjApk2bwo5dvHgxPB5P0FdKihrzlm7lxDlogNmQ2Zx43iQmeDBhaOeo4yprzrBXKlYOq9YB7LGLhenBy2uvvYaZM2dizpw52LZtGwYOHIiRI0fi6NGjYV+TmpqKysrKwNf+/fvNPkyKgyPnoMFsyGxOPW+6dmgjNI69UrFxXJM32GMXC9ODl6eeegpTpkzBXXfdhb59+2LRokVo3bo1XnjhhbCv8Xg8yMrKCnxlZqpT/nMjJ85BA8yGzObU84YPaDRX+bFTQuNUqdb5scdOH1ODl4aGBmzduhVFRUXnf2BCAoqKilBSUhL2dXV1dejSpQtyc3MxduxY7Ny5M+zY+vp61NbWBn2RtUQvEtf3zTL5SIzFbMhcTuxdAMBeKRN5fRr+tqki6rjstBSlqnUAeN7oZGrwcuzYMXi93maVk8zMTFRVVYV8Ta9evfDCCy/grbfewpIlS+Dz+TBs2DAcPHgw5Ph58+YhLS0t8JWbm2v470GRDelyEaIlxgmexnGqYTZkIgf2LgDslTLTprJqVNVG//972+WdlarWAVxmr5d0q40KCwsxadIkDBo0CNdeey3++c9/omPHjnjmmWdCji8uLkZNTU3g68CBAxYfMW3d/x9Ea/nwaY3jlMNsyDROW2nkx14p84hWOLt2aG3ykRiP0436tDDzzTt06IDExEQcORJ8kTpy5AiyssSmEFq2bIn8/Hzs3bs35N8nJycjOZkfpp1Wfha6inYhFadWmA2Zw4krjfz8vVLRmpH9vVKF3dtbdGTqc9qmhkGYKOliauUlKSkJQ4YMwapVqwLf8/l8WLVqFQoLC4Xew+v14tNPP0V2drZZh0lxcPJNCGA2ZBanrjQC2CtlKodONQKcbtTL9GmjmTNn4tlnn8VLL72EXbt2YerUqTh16hTuuusuAMCkSZNQXFwcGP/www/jX//6F7788kts27YNt99+O/bv34+7777b7EOlGDj5JgSA2ZBJnLrSyI+9UuZw6lQjwOlGvUydNgKAW2+9FV999RVmz56NqqoqDBo0CMuXLw808VZUVCAh4XwM9Z///AdTpkxBVVUVLrroIgwZMgTr169H3759zT5UioHTb0KcNjKHY1ca+THoNZzTq7ycbtTH9OAFAKZPn47p06eH/LvVq1cH/Xn+/PmYP3++BUdFRnD6TYjPqjGJg8v/gL4pgCt7dDD5aJzB6VVe/3Tj8+vKo47ldKOEq41IMQ6/CfFZNeZw4i6pTXEKwHhOr/ICQJHgXlgqVpaMxuCF4uL0mxCfVWMOp+6S6sfdmY3n9Cov4Ow9s4zG4IXi4uili9/gs2qM5ehdUr/BFUcmcHiVF3D4nlkGY/BC8XHBBYXLpY3l5F1Sm+KKI2M5vcoLiAeyKwT31nIyBi8UFycvXQzgyhFDOXmX1CA8bwzlhiove6XEMXihmDl96aIfN48ylhtuQgCX2RvOBVVe9kqJY/BCMXP60kU/ZkMGc8FNCOAye6O5YdqIvVLiGLxQzNywdBFgNmQ0V0w1gsvsjeb0FWp+7JUSw+CFYiZ6kbhecO8CWTEbMo5bphoBLrM3khtWqAWwV0oIgxeKmZv2JGA2ZAy3TDX6cZm9MdyyQg1gj50oBi8UM1ftScBsyBBumWr04zJ7Y7hmhRrYYyeKwQvFbKXgXgNOyCq5csQYbtglNQiDXkO4ZYUawB47UQxeKCZu6l0AuHLEMC5ZaeTHoNcgLjpv2GMnhsELxcRtvQtcOWIMNyx3bYrTRsZwywo1Pz6gMToGLxQTt/UucOWIMdyy3DWA00Zxc1uVF3DXYohYMXihmLiudwFcORIvVy13/QZXjsTPbVVewGWLIWLE4IVi46I5aD9OAcTHTctd/bhyJH5uq/ICfECjCAYvFBO3zUED4BRAnNy03NWPK0fi58YqL4Pe6Bi8kG5unIMGOAUQLzctd/XjyhEDuLDKy6A3OgYvpJsb56ABZkNxc+FNCODKkXi5bYUawKBXBIMX0s2Nc9AAs6F4ufEmBHDlSLxct0LtG3wkSWQMXkg3tzyQ8ULMhuLjxmkjgCtH4uHGFWoB7LGLiMEL6ebmTJJTAHFw6bQRV47Ezo0r1Py4O3NkDF5INzdnkm4O3OLl1mkj9krFzo0r1PxEzxu3JkoMXkg3Nz2Q8UJuDtzi5dbeBfZKxc6tU40AE6VoGLyQLm5dJu0nGpA5MXCLh5t7F9grFQeXTjUCTJSiYfBCurh1mbQfd9mNjZt7FwCuHImVKzfD/AZ7pSJj8EK6uHWZdABXAMTEzb0LAHjexMDtVV72SkXG4IV0ceNW3U1xl93YuLl3AeDKkVi4vcrLXqnIGLyQPi6egwaYDcWM543QuPJjp00+EnW4vcrLXqnIGLyQLm5d7urHbCg2bu5dABrPm6zU6FWlVzdXMOj9hls3w2yKvVLhMXghXdy63NWP2ZB+bu9dABrPmwlDO0cdV1lzhkHvN7hUGOyVioDBCwlz83LXprjLrj5u713w69qhjdA4Br2NuFSYvVKRMHghYW5f7urHjFAft/cu+HGZvT7cU4m9UpEweCFhrl/u+g1mhPqwd+EbnALQxe0r1AD2SkXC4IWE8WLSiJtH6cNKVSMus9fJ5SvUAPZKRcLghcTxYgKAy6X1YqWqEc8bfdy+Qs2PvVKhMXghYW5fJu3H5dL6uPlBnk3xvBHHFWrnsVcqNAYvJIzTRo24XFocb0Ln8bwRxxVqTbBXKiQGLySO00YB3DxKDG9CwbjMXgxXqJ3HXqnQGLyQME4bNcFsSAhvQsHYvCyGK9TOY69UaAxeSJjbd9dtiptHiXH7gzwvxOZlMQzyzmOvVGgMXkgId9cNxs2jBHGqMQg3XhPDIO889kqFxuCFhHB33WDcPEoMpxqDceWIGK5QC8ZeqeYYvJAQ7q4bjJtHieFU4wXYKxUVV6g1x2m05hi8kBAuk26Om0dFxqnG5rhyJDquUGuO02jNMXghMexdaIZTAJFxqrE5rhyJjivUmuMjSZpj8EJC2LsQAqcAIuJUY3NcORIdV6g1x6C3OUuCl4ULF6Jr165ISUlBQUEBNm3aFHH8G2+8gd69eyMlJQX9+/fHsmXLrDhMioC9C81xCiAyTjU2x5UjAljlbYZBb3OmBy+vvfYaZs6ciTlz5mDbtm0YOHAgRo4ciaNHj4Ycv379ekyYMAGTJ0/G9u3bMW7cOIwbNw47duww+1ApDPYuhMZsKArehELiypHIWOVtjkFvc6YHL0899RSmTJmCu+66C3379sWiRYvQunVrvPDCCyHHP/300xg1ahQefPBB9OnTB4888ggGDx6MP/zhD2YfKoXB3oXQmA1FxptQaFw5EhmrvKHxkSTBTA1eGhoasHXrVhQVFZ3/gQkJKCoqQklJScjXlJSUBI0HgJEjR4YdX19fj9ra2qAvMhZ7F0JjNhQZp41C48qR8FjljYA9dkFMDV6OHTsGr9eLzMzgiDEzMxNVVaG7oquqqnSNnzdvHtLS0gJfubm5xhw8BfAmFB6nACLgtFFIXDkSHqu84fGRJMGUX21UXFyMmpqawNeBAwfsPiTn4U0oLE4BhMdpo9DYKxUeq7zh8ZEkwUwNXjp06IDExEQcORK82uLIkSPIygqdsWZlZekan5ycjNTU1KAvMtYHu8VWy7jtJgRwCiAS9i6Exl6p8FjlDY+PJAlmavCSlJSEIUOGYNWqVYHv+Xw+rFq1CoWFhSFfU1hYGDQeAFasWBF2PJmLW3VHximA0Ni7EB57pSJglTcsPpIkmOnTRjNnzsSzzz6Ll156Cbt27cLUqVNx6tQp3HXXXQCASZMmobi4ODD+vvvuw/Lly/Hkk09i9+7d+PWvf40tW7Zg+vTpZh8qhcCtuiPjFEBo7F2IjL1SoXGqMTI+kuS8Fmb/gFtvvRVfffUVZs+ejaqqKgwaNAjLly8PNOVWVFQgIeF8DDVs2DD89a9/xS9/+Uv84he/QM+ePfHmm2+iX79+Zh8qhcCtuiPzTwFEC/D8UwCF3dtbdGT2Yu9CZP5eqUjxrBt7pTjVGBkfSXKe6cELAEyfPj1s5WT16tXNvjd+/HiMHz/e5KMiEaIXiesFM0mn8U8BPL+uPOpYN2RDfuxdiExPr5RbAl5ONQrgcukA5Vcbkbm4miY6bh4VAnsXImKvVHOcaoyOy6XPY/BCEXE1jQBmQ81whVpk7JVqjlON0XHa6DwGLxTRSsHMz01TIhdiNhSMK9Si43Lp5jjVKICJUgCDFwqLNyExor+7W/4fcYVadFwuHQKnGqNionQegxcKizchMewLCsYVamLYKxWMU43RcZfd8xi8UFi8CYlhX1AwrlATxCmAAFZ5xXCX3fMYvFBYonPLI/qIZZBOxZUjwViJEsMpgPNY5RXDXXbPY/BC4XEOWghXjgRjJUoMpwDOY5VXHHfZbcTghcLiVt1iuHIkGFeoieEUwHmcahTH5dKNGLxQWFxFI4YrR85j74I4TgGcx6lGHdgrBYDBC0XAC4o4rhxpxN4FfTgF0IhTjeJEe6BW7RJbvaUqBi8UFi8oOjAbAsDeBb04BdBI9LxxehAngj12jRi8UFjsXRDHlSON2LugE4NeANxdVw/22DVi8EIhsXdBH64cacSpRn04BfANrmwUxh67RgxeKCT2LujDlSONONWoD6cAGnF3XX2KBCuXTk4sGbxQSOxd0IcrRxpxqlEfTgGwyhsLVjgZvFAY3F1XP7evHOFNSD9OAbDKGwtWOBm8UDicg9bN7StHeBOKjdunAFjl1Y+PJGHwQmFwd90YuHzlCG9CsXH7FABXqOnHXikGLxRG+bFTQuOcmg3Gwu0rRzjVGBu3TwG4PXiLBXulGLxQCF6fhr9tqog6LjstheX/JlyfDXGqMSZu36DN7cFbLNgrxeCFQthUVo2q2uhVhNsu78zyfxNuz4a43DU2bu+V4gq12Lj9kSQMXqgZ0YtE1w6tTT4Stbg5G+JKozi4uFeK500cXHzeAAxeKARu1R07t64c4Uqj2Lm5V4rnTezc/kgSBi+CvD4NJfuO463SQyjZd9yZPQt+7F2ImVubD7nSKHZu7pXieRM7tz+SpIXdB6CC5TsqMfedz1BZc/4fWnZaCubc3Bej+mXbeGTmYO9C7PQ0HxZ2b2/NQVmAy11j5++VilaB8PdKOem84Qq12PkfSRKtP/HVzRWY/u0ejgv+WHmJYvmOSkxdsi0ocAGAqpozmLpkG5bvqLTpyMzBOej4uHXzKLdWnIzg5l4pVnlj5/ZHkjB4icDr0zD3nc9C/rvxf2/uO585qpTLOej4uHUKgMtd4+PWXiluhhkfNz+ShMFLBJvKqptVXJrS4LyolnPQ8XHrcmm371USL7dWrrgZZnzcvMyewUsEbrwgs3chPm6dAuAKtfi4sXLFzTAN4OLl0gxeInBjVOvWDNBIrtw8ir0LcXFjrxQ3w4yfm5fZM3iJxIVRrRszQMO58LzhCrX4uLFXipthxs+N540fg5cI3BjVcqvu+Llt8yiuUIufG3ulONUYPzeeN34MXiJwW1TLm5Ax3LZ5FFeoxc+VvVKcaoybK8+bbzB4icBtUS1vQsbwbx4VzaubKxwR9HKFmjHc1ivFqUZjuHWZPYOXCNwW1fImZAy3bR7FFWoGcVGvFKu8xnHrIgsGL1G4KRviVt3GcdPmUW69eBrNTT12rPIax62LLBi8ROOibIhz0MZx0zJ7t148jeamHjtWeY3jxv3IAAYvUblp5QjnoA3koqCXK9SM4aYeO1Z5jeOmRKkpBi9RuGXlCOegjeWWoJfnjXFc1WPHKq9xXJQoNcXgJQq3rBzhHLSx3JIN8bwxlltWjvCBjMZxU69UUwxeonDLyhHOQRvMJdkQzxtjuaX5mQ9kNI6beqWaYvAiwA0rR7jc1VhuyYbYu2AsNzQ/84GMxnJTr1RTDF4EuGEKwC0Zn1Vckw2xd8FQbnhAIx/IaCxX9Uo1weBFhAumANyQ8VnJLdkQV6gZyw1BLx/IaDw37Ufmx+BFgBumANy6V4BZ3JANcaWR8dwQ9PKBjCZwQYJ9IQYvAtyQDfGCYjynZ0NcaWQ8NwS9nGo0nhsS7AsxeBHghmyIFxQTODwb4kojczg96OUyaeO5IcG+EIMXAW7Ihti7YDynb1THlUYmcXjQyyqv8VyRYF/A1OCluroaEydORGpqKtLT0zF58mTU1dVFfM3w4cPh8XiCvu69914zD1OIk7Mh9i6Yw/G7M7NaZwrHTwHwvDGcGxLsC5kavEycOBE7d+7EihUr8O6772LNmjW45557or5uypQpqKysDHw9/vjjZh6mGAdnQ+xdMIfTd2dm+d8cTp8CYJXXHG7ZndnPtOBl165dWL58OZ577jkUFBTgqquuwoIFC/Dqq6/i8OHDEV/bunVrZGVlBb5SU1PNOkxhTs6G2LtgDqfvzsxdUs3h5CkAVnnN47a9ukwLXkpKSpCeno5vfetbge8VFRUhISEBGzdujPjaV155BR06dEC/fv1QXFyM06fDl9Xr6+tRW1sb9GUGJ2dD7F0wj1N3Z+YuqeZx8hQAq7zmcdteXaYFL1VVVejUqVPQ91q0aIGMjAxUVYXfHfKHP/whlixZgg8//BDFxcX4y1/+gttvvz3s+Hnz5iEtLS3wlZuba9jv0JSTsyHOQZvHqbszc5dUczm1x45VXvO4YXfmpnQHLw899FCzhtoLv3bv3h3zAd1zzz0YOXIk+vfvj4kTJ+Lll1/G0qVLsW/fvpDji4uLUVNTE/g6cOBAzD87EidnQ5yDNpFDe6W4S6rJHHresMprHifPDoTSQu8LZs2ahTvvvDPimG7duiErKwtHjx4N+v65c+dQXV2NrCzxh/sVFBQAAPbu3Yvu3bs3+/vk5GQkJ1uTfXy7dyaeX1cedZxK2RDnoM2lp1fqyh4dTD4a43C5q7kcu8yeVV7T+GcHok3L+WcHCru3t+jIzKE7eOnYsSM6duwYdVxhYSFOnDiBrVu3YsiQIQCADz74AD6fLxCQiCgtLQUAZGdn6z1U4zkwG+IctLn0ZEP/PaavOqVy3oRM5dTpRlZ5zeOfHRBJsFWbHQjFtJ6XPn36YNSoUZgyZQo2bdqEdevWYfr06bjtttuQk5MDADh06BB69+6NTZs2AQD27duHRx55BFu3bkV5eTnefvttTJo0Cddccw0GDBhg1qEKc2I2xDloczm1V4o3IZM5MFFildd8Tu2VCsXUfV5eeeUV9O7dGyNGjMCNN96Iq666Cn/+858Df3/27Fns2bMnsJooKSkJK1euxA033IDevXtj1qxZ+N73vod33nnHzMMUJvoPSqV/eJyDNpcTe6V4EzKfE7dmYJXXAg4MesPRPW2kR0ZGBv7617+G/fuuXbtC087XlXNzc/HRRx+ZeUhx8a+jj9TrpNw6epb/Tee0XinehMznxOlGVnnN59Qeu1D4bCMdnLiOnuV/CzgsG+JNyHxOnG5kldd8blpxxOBFB6eto2f53xpOmwLgTch8TpxuZJXXfE4MesNh8KKD06Jalv+t4bTzhjchazjtWTWs8prPkUFvGAxedHBaVMvyvzWcdt7wgYzWcNKzaljltY5bVhwxeNHBaVEty//WcOt5ww3q4uOkHjtWeS3ksB67cBi86OSoqJblf8vwvCG9nNRjxyqvdZy4H1koDF70clBUyzloC/G8IZ2c1CvFKq91nLo784UYvOjklJUjnIO2llOyIZ431nFUrxSrddZxUKIUCYMXnZySDXEO2lpOyYZ43ljHSb1SrNZZxykJdjQMXnRySjbEOWiLOSQb4nljLSf0SrFaZy2nJNjRMHjRySnZEOegreWUbIjnjcUcEPSyWmctpyTY0TB4iYETsiHOQVvLMdkQzxtLOSHoZbXOWk5JsKNh8BILB2RD3GjMWk7Jhti7YC0nBL2s1lnPEQl2FAxeYuCEbIgbjVnLCdkQexes54igl9U66zkgwY6GwUsMnJAN8YJiPdWzIfYuWC8xwYOxA3OExlbVfG3y0cSGVV7rOSHBjobBSwyckA2x/G8DxbMh9i7Y45KLWguNqz7VYPKRxIZVXus5IsGOgsFLDFTPhlj+t4fq2RB7F+yRIfj//eAJ+a41AFjltYETEuxoGLzESOVsiOV/eyifDfEmZIusVLHz5m1JzxtWea3nhB67aBi8xEjlbIjlf3uong3xJmQPlc8bVnnto3qPXTQMXmKkcjbE8r89VM6GeBOyj8rnDau8NlK8xy4aBi8xUjkbYvnfPqpmQ7wJ2UvV84ZVXvuo3mMXDYOXGKmcDbH8byNFsyHehGym6HnDKq99lO+xi4LBSxxUzIZY/reXqtkQb0L2Ej1vRMdZhlVe2yg9OyCAwUs8FMyGWP63l6rZ0Kay42ID5TlkRxFNgGRKlABWee2k8uyACAYvcVAxG2L5314qZkNen4aX1u8XGsubkEkUTJRY5bWfirMDohi8xEHFbIjlf3upuMHhprJqnPg6erUO4E3ILCpON7LKKwHBYHZzuRyJkh4MXuKhYDbEOWj7qbbBoWi1Lr11S96ETKLidCOrvPYTDXoXl5RLc96IYvASBxWzIc5B20+1DQ5Fq3V3FnblTcgkKk43ssprP9Gg98Tps9KcN6IYvMRBtWyIc9ByUG6DQ8FDuLwrqy5mUbH5kk3e9hual4H0VtGDXkCe80YUg5c4qJYNcQ5aDqqdN6JVOFbrzKVS8yWbvOWQmODBHcO6CI2V4bzRg8FLHFTLhqpqxY7hO5yDNpVq541o+V90HMVIoeZLNnnLY2hee7GBil3yGbzESaVsqFqwR+eS9FYmHwmpdN6wyVsOKjVfsslbHir2Zopg8BIvhbKhg/85LTQuo02SyUdCKq1UY5O3HFRqvmSTtzxU680UxeAlTqpkQ16fhrc+Piw0NiuNlRezqZINsclbHko1X7LJWxqq9diJYvASJ1WyITbrykWVbIjnjTxUar5ktU4eKm6MKYLBS5xUyYa4YZRcVMmG2OQtFxWaL1mtk49qG2OKYPASJ1WyIW4YJRdVsiE2ectFhelGVuvkI7oxpug4GTB4MYAK2RA3jJKPCtkQm7zlosJ0I6u88ukkGJSIjpMBgxcDyJ4NccMoOcmeDbHJWz4qTDeyyishhVY3imLwYgDZsyFuGCUn2bMhlv/lo8J0I6u88pE9wY4FgxcDyJ4NccMoSUm+RxCbdeUk83Qjq7xykj3BjgWDFwPIng1xwyg5yb5HEJt15STzU8lZ5ZWT7Al2LBi8GETmbIgbRslJ9j2C2KwrJ5mfSs4qr5xkT7BjweDFIDJnQ0cFM2jRcWQMmfcIYrOuvGTOolnllZfUCXYMGLwYROZsSLT8LzqOjCHzHkFs1pWX1Fk0q7zSkjnBjgWDF4PInA2x/C8v0T2CrG7a5V4dcpM1i2aVV14yJ9ixYPBiEFmzIZb/5SZr0y736pCbrFk0q7zykjnBjgWDFwPJmA2x/C83WZt2uVeH3GTNolnllZesCXasTAteHn30UQwbNgytW7dGenq60Gs0TcPs2bORnZ2NVq1aoaioCF988YVZh2g4GbMh7tUhNxmbdrlXh/xkzKJZ5ZWfjAl2rEwLXhoaGjB+/HhMnTpV+DWPP/44fv/732PRokXYuHEj2rRpg5EjR+LMGfuexqyHjNkQ9+qQm4xNu9yrQ34yZtGs8spPxgQ7VqYFL3PnzsUDDzyA/v37C43XNA2/+93v8Mtf/hJjx47FgAED8PLLL+Pw4cN48803zTpMQ8mYDbGMKz/ZmnZFq3XprbhXh51ky6JZ5ZWfjAl2rKTpeSkrK0NVVRWKiooC30tLS0NBQQFKSkrCvq6+vh61tbVBX3aRLRtiGVcNsjXtilbrivp04k3IRrI92HPdF18JjWOV1z4yJtixkiZ4qaqqAgBkZgavXsjMzAz8XSjz5s1DWlpa4Cs3N9fU44xGpmyIZVw1yNa0K1qtu7JHB5OPhCKR6cGeXp+GFZ+JPdSPVV77yJZgx0NX8PLQQw/B4/FE/Nq9e7dZxxpScXExampqAl8HDhyw9OdfKL212D9M0XHxYBlXDTI17bJapxCJHuy5qawaNWfOCY3leWMv0QR73d5jJh9JfFroGTxr1izceeedEcd069YtpgPJysoCABw5cgTZ2dmB7x85cgSDBg0K+7rk5GQkJ1u7+2gkJ06LVVREx8WDZVw1+Jt2n161N+pYs5t2Wa1Th57pxhkjepqaoPCZRuoQnUZcuesovD5N2sRWV/DSsWNHdOzY0ZQDycvLQ1ZWFlatWhUIVmpra7Fx40ZdK5bsJks3N8u4amls2o0evGwur8aVPc2brmG1Th16pxsLu4s1hseCzzRSh2jT7omvzT9v4mFaz0tFRQVKS0tRUVEBr9eL0tJSlJaWoq6uLjCmd+/eWLp0KQDA4/Hg/vvvx29+8xu8/fbb+PTTTzFp0iTk5ORg3LhxZh2m4WTp5mYZVy2yNO1yab06huZlIC1FLP80u39BdFNDPtPIfjJNU8fDtOBl9uzZyM/Px5w5c1BXV4f8/Hzk5+djy5YtgTF79uxBTU1N4M8/+9nPMGPGDNxzzz24/PLLUVdXh+XLlyMlRZ29JGTp5mYZVy2yNO3K1LNFkSUmeHB9X7HHM5jZv8BNDdUi495SsTAteFm8eDE0TWv2NXz48MAYTdOCemg8Hg8efvhhVFVV4cyZM1i5ciUuvfRSsw7RFLJ0c7OMqxZZsuiSfWI3OSt6tii6K3uKTeP7+xfMwE0N1SPb3lKxkGaptJPI0M3NMq5aZMii2SelHr39C2bgpobqkWWaOh4MXkygt5vbaCzjqsnuLJp9UuqRoX9BdFUjNzWUhyzT1PFg8GICu7MhlnHVZPd5wz4p9djdv6CnWsdNDeUhyzR1PBi8mMDuE4NlXDXZfd6wT0pNdvYvsFqnJj3T1LI+YZrBiwns7l9gGVdNdl9Q2CelJjv7F5goqauwu1glTNaVhQxeTGJX/wLLuGoTPW+Mftge+6TUZWf/AhMldYmuGBRdgWg1Bi8msat/gWVctdn1sD32SanLrulGJkpqs3thSbwYvJjErgsKy7iKs+lhezxv1GXXNDUTJbXZvUAgXgxeTGLXBUV0e3eWceVkV/8Cy/9qs2OamgGv2uxeIBAvBi8msuOCItpcJdqsRdayo3+B5X/12ZFFM1FSm90LS+LF4MVEdlxQuL272vRkQ//aWWnIz2T5X312ZNFMlNRn98aY8WDwYiKrLyjc3l19erKhf2w7ZMgFheV/9dmxzJ6JkvpU7nth8GIiqy8ozKCdQTQbqj1zzpALCvtdnMHKfTuYKDmDyn0vDF5MZuUFhRm0M4hmQ0D8FxSvT8N7n4pNP7HfRW5W7tvBRMkZVO57YfBiMisvKMygnWFoXgbapSQKjY33grLhy+P4+qxPaCxvQnIT3bdj2Y6quKcbmSg5h6p9LwxeTGbVRkDMoJ0jMcGD7w++RGhsvOfNkg1iu+q2TW7Bm5DkRCt2pxu82LBP7FEQ4TBRcg5V+14YvJjMqhODGbSz3HBZttC4eM4br0/Dms/FbkJX92zPm5DkhuZloE2SWMVuycbymH8Ol9Y7ix0rHI3A4MVkVp0YzKCdxYpGuk1l1TjV4BUae3tB15h+BlknMcGDay4VmwL49xfHY67Ysd/FWexY4WgEBi8ms+LEYAbtPFY00on2LbROSsQV3dvH9DPIWrdf0UVoXF197CvVRJMs9ruow+oVjkZg8GIBs08MZtDOJHrexNqAKbpD6o39shjwKuKKbu3RqqXYZT2WSq/Xp+Hv2w4KjWW/izqsXOFoFAYvFjD7xBC9CDGDVovZDZgV1aeExnGHVHUkJngwpr9Yv1Qsld5NZdU4eUYsUWK/izr0rHA0apPDeDF4sYCZS1/1ZELMoNWipwGz5Ev9580/tx8SGssdUtViZqVXT7WG/S7qSEzw4Jb8i4XGVlSfNvloxDB4sYCepa9vf1KpKxtiJuRciQkeXN1T7DP74midrvfWc95wh1S16Kn06glG9CRKqSlcGKCazhlthMYt3S5H0y6DF4uILn1tOOfDglVfCL+vaNMlwExIRUO6iN0ASvbpWz3CDNq59FR69Uwd6Ql4vzf4YlZ5FSO6J5ksTbsMXiyiZwrgubVfCl9Qjp0Ua7pkJqSmDu2Mv6Awg3Y2PZVePeeNnkRJNFkjeZhVsTMLgxeL6NmDoa7eK3xB2bpfbFxhdy6RVpEZFxRm0M6nJ3gQPW+YKDmbWRU7szB4sZDoHgyA2AXF69OwapfYTpc9O7UV/tkkDz0XlFc3HxC6oOjJmphBq8mMGxETJWczq2JnFgYvFrqiW3ukCO7BIHJBWbDqcwg+EQCF3disqyI9F5Svz/qiLpn2+jQs2VAh9H7MoNVl9I2IiZI7mFGxMwuDFwslJngw4fJcobHRLihen4Zn15YJvVdKiwTu76IwPReUaM+saQx4xcq9nDJSm57zJtr+UkyU3EFPxe6VjRW2Th0xeLGYUReUTWXVOFUv1rdwXe+OvAkpbGheBtoki11QVn4W/inTegJegFNGqhual4G2yWKX+LUR9pfy+jT86aN9Qu/DRElteip2DV5N18pYozF4sZhRFxQ9JTs+EkBtiQkeTLkqT2jsWV/4C4qegLdtciKnjBSXmODBVT3EFgm8XXo4bNC74cvjqD8nlmEzUVKfnqRl4Yd7bau+MHixmBEXFD19C61aMhNyghkjLoVgu1TYC4qepa53X9WNNyEH6NGpndC4SEGv6BPrASZKTqCn0hvpvDEbgxcbxHtB0dO3cNvlubwJOUBiggdFfbOExoY7b9Z+cVTo9UmJHswY0VPX8ZGcCnUkLqGCXq9Pw8rPqoRezykjZ9BT6QWARR/ts6X6wuDFBnouKH/44IugE8Pr07DwQ7H5Z4B9C06iZ6n9hRcUr0/D0m2HhV57XW8+DdgprujWHsktxD7LUEHvT/+2VbhR995ru/O8cYjGSq/YZ3nmXPRVjmZg8GIDPReUcxpw39+2B/6sp+rCvgVn0XPeXHhBGb9oHQTvQVzq6iCJCR5Mvba78PimydKyTw7jvU/Flke3TGC1zkkSEzyYdp34efPyhnLzDiYMBi820HtBeffTSiz75oGNCz7YK/w69i04i97z5vH3dwEA3i09hG0VNcKv41JXZ9GTRfuTJa9Pw4N//1j4ZxT1ZbXOaWaMuBSJgh/pql1HLJ86YvBiEz0XFAD46d+24SevbIVX8PxgJuRMei4oHx+sxdx3duC+10qF3599C86jN4t+99NKPL3ic5xqEK3VsVHXiRITPLi+b6bQ2HM+WN64y+DFJnovKOc04P2dYiVcAJh2XQ9mQg6k54ICAC+u2y8c8ALsW3AqvcnS7z8Ur/Ay4HWuHxV2FR6r54HCRmDwYiO9FxRRCR6w6uJgei4oenCVkXPpTZb0YMDrXHr67PQ8UNgIDF5sZNYF5bv53NbdyfRcUPR48geDeN44mBnJEqennU1vn93Rk+J7ScWLwYvNZoy4FMmiTQyC5t0ywND3I7novaCIGNI5HTcPzDH0PUkuZiRLnJ52vhkjLkVKC7FQoVO7FJOP5jwGLzZLTPBg/q2DDHu/m/pnI0nwRCN1GRn0JnqA1+8dZsh7kdxmjLgURhXtOM3oDokJHjz1g4FRx2WnpVi6NQfvchK4cUAObuwn3oQZTssED56ekG/AEZHsjAx6f3dbPrNnl0hM8GD6t3sY8l6cZnSPGwfk4MfXhN911wNgzs19LT0fGLxIYsEPhyDegsnTvAm5yo0DcjDl6q5xvcfgXE4Xuc2MEZeiVZzllxG9O/G8cZniG/vijz8cjIw2SUHfz05LwZ9uH4xR/azdzd2jaZo9j4Q0SW1tLdLS0lBTU4PU1FS7D0eXZZ8cxk/+uj36wBCmXJ2H/x7T1+AjIhU88u5OPL+2XPfrEj3A54/eyIDXhZbvqMS9S7bF9Np+Oe3w7k+vMfiISBVen4ZNZdU4evIMOrVrnCoy6hqi5/7NyotEopXmwplydVcGLi72q5suw5Sr9Z83CycOZuDiUqP6ZWPR7YPRQufn3y+nLQMXl0tM8KCwe3uMHXQxCru3t+0awsqLhJZ9UomZr5fizLnIO1wmt/Bg/g8G4cYBLN9S43lz36vboz77qlVLD+bfmm95mZfk4/VpmPHXbVi2I/qToydf1QW/uqmfBUdFbqXn/s3gRVJen4b1XxzDG1srsPNwDf5zugE+zYO2yS0wuPNFGP+tXAzr0YGZMwXx+jSs3fMVFq3Zi31f1eGc14eUli3QNqUF+mSn4ftDLuF5Q800nPPhxXVfYvmnldhffQpeH9AyMQGdM9pgVL8s3HllHlcxkumkCF4effRRvPfeeygtLUVSUhJOnDgR9TV33nknXnrppaDvjRw5EsuXLxf+uU4JXoiIiNxEz/27hVkH0dDQgPHjx6OwsBDPP/+88OtGjRqFF198MfDn5ORkMw6PiIiIFGVa8DJ37lwAwOLFi3W9Ljk5GVlZWSYcERERETmBdJOYq1evRqdOndCrVy9MnToVx48ft/uQiIiISCKmVV5iMWrUKNxyyy3Iy8vDvn378Itf/AKjR49GSUkJEhMTQ76mvr4e9fX1gT/X1tZadbhERERkA12Vl4ceeggejyfi1+7du2M+mNtuuw3f+c530L9/f4wbNw7vvvsuNm/ejNWrV4d9zbx585CWlhb4ys3NjfnnExERkfx0VV5mzZqFO++8M+KYbt26xXM8zd6rQ4cO2Lt3L0aMGBFyTHFxMWbOnBn4c21tLQMYIiIiB9MVvHTs2BEdO3Y061iaOXjwII4fP47s7PCbaSUnJ3NFEhERkYuY1rBbUVGB0tJSVFRUwOv1orS0FKWlpairqwuM6d27N5YuXQoAqKurw4MPPogNGzagvLwcq1atwtixY9GjRw+MHDnSrMMkIiIixZjWsDt79uygDefy8/MBAB9++CGGDx8OANizZw9qamoAAImJifjkk0/w0ksv4cSJE8jJycENN9yARx55hJUVIiIiCnDc4wFqamqQnp6OAwcOcIddIiIiRfh7Vk+cOIG0tLSIY6VaKm2EkydPAgCbdomIiBR08uTJqMGL4yovPp8Phw8fRrt27eDxGPvwOX9U6NSqjtN/P8D5vyN/P/U5/Xfk76c+s35HTdNw8uRJ5OTkICEhckuu4yovCQkJuOSSS0z9GampqY49KQHn/36A839H/n7qc/rvyN9PfWb8jtEqLn7SPR6AiIiIKBIGL0RERKQUBi86JCcnY86cOY5duu303w9w/u/I3099Tv8d+fupT4bf0XENu0RERORsrLwQERGRUhi8EBERkVIYvBAREZFSGLwQERGRUhi8NPHoo49i2LBhaN26NdLT00OOqaiowJgxY9C6dWt06tQJDz74IM6dOxfxfaurqzFx4kSkpqYiPT0dkydPDnq6tl1Wr14Nj8cT8mvz5s1hXzd8+PBm4++9914Lj1xc165dmx3rY489FvE1Z86cwbRp09C+fXu0bdsW3/ve93DkyBGLjlif8vJyTJ48GXl5eWjVqhW6d++OOXPmoKGhIeLrZP4MFy5ciK5duyIlJQUFBQXYtGlTxPFvvPEGevfujZSUFPTv3x/Lli2z6Ej1mzdvHi6//HK0a9cOnTp1wrhx47Bnz56Ir1m8eHGzzyolJcWiI9bn17/+dbNj7d27d8TXqPT5AaGvKR6PB9OmTQs5XvbPb82aNbj55puRk5MDj8eDN998M+jvNU3D7NmzkZ2djVatWqGoqAhffPFF1PfV++9YLwYvTTQ0NGD8+PGYOnVqyL/3er0YM2YMGhoasH79erz00ktYvHgxZs+eHfF9J06ciJ07d2LFihV49913sWbNGtxzzz1m/Aq6DBs2DJWVlUFfd999N/Ly8vCtb30r4munTJkS9LrHH3/coqPW7+GHHw461hkzZkQc/8ADD+Cdd97BG2+8gY8++giHDx/GLbfcYtHR6rN79274fD4888wz2LlzJ+bPn49FixbhF7/4RdTXyvgZvvbaa5g5cybmzJmDbdu2YeDAgRg5ciSOHj0acvz69esxYcIETJ48Gdu3b8e4ceMwbtw47Nixw+IjF/PRRx9h2rRp2LBhA1asWIGzZ8/ihhtuwKlTpyK+LjU1Neiz2r9/v0VHrN9ll10WdKxr164NO1a1zw8ANm/eHPT7rVixAgAwfvz4sK+R+fM7deoUBg4ciIULF4b8+8cffxy///3vsWjRImzcuBFt2rTByJEjcebMmbDvqfffcUw0aubFF1/U0tLSmn1/2bJlWkJCglZVVRX43p/+9CctNTVVq6+vD/len332mQZA27x5c+B7//d//6d5PB7t0KFDhh97PBoaGrSOHTtqDz/8cMRx1157rXbfffdZc1Bx6tKlizZ//nzh8SdOnNBatmypvfHGG4Hv7dq1SwOglZSUmHCExnv88ce1vLy8iGNk/QyHDh2qTZs2LfBnr9er5eTkaPPmzQs5/gc/+IE2ZsyYoO8VFBRoP/7xj009TqMcPXpUA6B99NFHYceEux7JaM6cOdrAgQOFx6v++Wmapt13331a9+7dNZ/PF/LvVfr8AGhLly4N/Nnn82lZWVnab3/728D3Tpw4oSUnJ2t/+9vfwr6P3n/HsWDlRYeSkhL0798fmZmZge+NHDkStbW12LlzZ9jXpKenB1UyioqKkJCQgI0bN5p+zHq8/fbbOH78OO66666oY1955RV06NAB/fr1Q3FxMU6fPm3BEcbmscceQ/v27ZGfn4/f/va3Eaf5tm7dirNnz6KoqCjwvd69e6Nz584oKSmx4nDjVlNTg4yMjKjjZPsMGxoasHXr1qD/9wkJCSgqKgr7/76kpCRoPND4b1KlzwpA1M+rrq4OXbp0QW5uLsaOHRv2eiODL774Ajk5OejWrRsmTpyIioqKsGNV//waGhqwZMkS/Nd//VfEBwGr9Pk1VVZWhqqqqqDPKC0tDQUFBWE/o1j+HcfCcQ9mNFNVVVVQ4AIg8Oeqqqqwr+nUqVPQ91q0aIGMjIywr7HL888/j5EjR0Z9sOUPf/hDdOnSBTk5Ofjkk0/w85//HHv27ME///lPi45U3E9/+lMMHjwYGRkZWL9+PYqLi1FZWYmnnnoq5PiqqiokJSU163nKzMyU7vMKZe/evViwYAGeeOKJiONk/AyPHTsGr9cb8t/Y7t27Q74m3L9JFT4rn8+H+++/H1deeSX69esXdlyvXr3wwgsvYMCAAaipqcETTzyBYcOGYefOnaY/hFavgoICLF68GL169UJlZSXmzp2Lq6++Gjt27EC7du2ajVf58wOAN998EydOnMCdd94ZdoxKn9+F/J+Dns8oln/HsXB88PLQQw/hf//3fyOO2bVrV9SmMpXE8jsfPHgQ77//Pl5//fWo79+0X6d///7Izs7GiBEjsG/fPnTv3j32Axek5/ebOXNm4HsDBgxAUlISfvzjH2PevHlSb98dy2d46NAhjBo1CuPHj8eUKVMivtbuz5CAadOmYceOHRF7QgCgsLAQhYWFgT8PGzYMffr0wTPPPINHHnnE7MPUZfTo0YH/HjBgAAoKCtClSxe8/vrrmDx5so1HZo7nn38eo0ePRk5OTtgxKn1+KnF88DJr1qyIUTEAdOvWTei9srKymnVM+1ehZGVlhX3NhU1K586dQ3V1ddjXxCuW3/nFF19E+/bt8Z3vfEf3zysoKADQmPVbceOL5zMtKCjAuXPnUF5ejl69ejX7+6ysLDQ0NODEiRNB1ZcjR46Y9nmFovd3PHz4MK677joMGzYMf/7zn3X/PKs/w1A6dOiAxMTEZiu7Iv2/z8rK0jVeFtOnTw807+vNvlu2bIn8/Hzs3bvXpKMzTnp6Oi699NKwx6rq5wcA+/fvx8qVK3VXK1X6/Pyfw5EjR5CdnR34/pEjRzBo0KCQr4nl33FMDOuecZBoDbtHjhwJfO+ZZ57RUlNTtTNnzoR8L3/D7pYtWwLfe//996Vq2PX5fFpeXp42a9asmF6/du1aDYD28ccfG3xkxluyZImWkJCgVVdXh/x7f8Pu3//+98D3du/eLXXD7sGDB7WePXtqt912m3bu3LmY3kOWz3Do0KHa9OnTA3/2er3axRdfHLFh96abbgr6XmFhobQNnz6fT5s2bZqWk5Ojff755zG9x7lz57RevXppDzzwgMFHZ7yTJ09qF110kfb000+H/HvVPr+m5syZo2VlZWlnz57V9TqZPz+Eadh94oknAt+rqakRatjV8+84pmM17J0cYP/+/dr27du1uXPnam3bttW2b9+ubd++XTt58qSmaY0nXb9+/bQbbrhBKy0t1ZYvX6517NhRKy4uDrzHxo0btV69emkHDx4MfG/UqFFafn6+tnHjRm3t2rVaz549tQkTJlj++4WzcuVKDYC2a9euZn938OBBrVevXtrGjRs1TdO0vXv3ag8//LC2ZcsWraysTHvrrbe0bt26addcc43Vhx3V+vXrtfnz52ulpaXavn37tCVLlmgdO3bUJk2aFBhz4e+naZp27733ap07d9Y++OADbcuWLVphYaFWWFhox68Q1cGDB7UePXpoI0aM0A4ePKhVVlYGvpqOUeUzfPXVV7Xk5GRt8eLF2meffabdc889Wnp6emCF349+9CPtoYceCoxft26d1qJFC+2JJ57Qdu3apc2ZM0dr2bKl9umnn9r1K0Q0depULS0tTVu9enXQZ3X69OnAmAt/x7lz52rvv/++tm/fPm3r1q3abbfdpqWkpGg7d+6041eIaNasWdrq1au1srIybd26dVpRUZHWoUMH7ejRo5qmqf/5+Xm9Xq1z587az3/+82Z/p9rnd/LkycC9DoD21FNPadu3b9f279+vaZqmPfbYY1p6err21ltvaZ988ok2duxYLS8vT/v6668D7/Htb39bW7BgQeDP0f4dG4HBSxN33HGHBqDZ14cffhgYU15ero0ePVpr1aqV1qFDB23WrFlBkfeHH36oAdDKysoC3zt+/Lg2YcIErW3btlpqaqp21113BQIiGUyYMEEbNmxYyL8rKysL+n9QUVGhXXPNNVpGRoaWnJys9ejRQ3vwwQe1mpoaC49YzNatW7WCggItLS1NS0lJ0fr06aP9z//8T1CV7MLfT9M07euvv9Z+8pOfaBdddJHWunVr7bvf/W5QMCCTF198MeQ527SoqtpnuGDBAq1z585aUlKSNnToUG3Dhg2Bv7v22mu1O+64I2j866+/rl166aVaUlKSdtlll2nvvfeexUcsLtxn9eKLLwbGXPg73n///YH/H5mZmdqNN96obdu2zfqDF3Drrbdq2dnZWlJSknbxxRdrt956q7Z3797A36v++fm9//77GgBtz549zf5Otc/Pf8+68Mv/O/h8Pu1Xv/qVlpmZqSUnJ2sjRoxo9nt36dJFmzNnTtD3Iv07NoJH0zTNuEkoIiIiInNxnxciIiJSCoMXIiIiUgqDFyIiIlIKgxciIiJSCoMXIiIiUgqDFyIiIlIKgxciIiJSCoMXIiIiUgqDFyIiIlIKgxciIiJSCoMXIiIiUgqDFyIiIlLK/weTBIOASFvifQAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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7k1VP/XIvV5llGWDCQ0RERBK0OCQdYMJDREREErQ4JB1gwkNEREQStDgkHWDCQ0RERBKULgY6vEtAzUFOxISHiIiIlNPYoqEWTHiIiIhIMa0tGmrBhIeIiIgU0eoILYAJDxERESmk1RFaABMeIiIiUkirI7QAJjxERESkkFZHaAFMeIiIiEgpjY7QApjwEBERkUJaHaEFMOEhIiIiBbQ8QgtgwkNEREQKaHmEFsCEh4iIiBTQ8ggtgAkPERERKaDlEVoAEx4iIiJSQsMjtAAmPERERKTA1ZvKRl4pjXM2JjxERERUo3yFiYzSOGdjwkNEREQ1uvLzL4rimjb0Urkl9mHCQ0RERNUymQW+/iFbUWygX32VW2MfJjxERERULa3PwQMw4SEiIqIa5BYpm4Pn1y46Bw/AhIeIiIhqoLQQ+X5/17ydBTDhISIiohpovWAZYMJDRERE1dBDwTLAhIeIiIiqoYeCZYAJDxEREVVDDwXLABMeIiIiqsaBc9cUxblywTLAhIeIiIiqYDILxJ/MUxTrygXLABMeIiIiqsLhjHwU3ilTFOvKBcsAEx4iIiKqwtUbyup3/BvUc+mCZYAJDxEREVWheSNvRXFPhbdx6YJlgAkPERERVeFwxnVFcQ+2ce3eHYAJDxEREVXCZBb49OAlRbE/3VK29ERdYsJDREREFRzOyEfB7ZonHASAlo19VG5N7THhISIiogqUTjjoX9/1C5YBJjxERERUCaUTDkZ0aenyBcsAEx4iIiIqR2bCwUHtm6vcGsdgwkNEREQ29DThoAUTHiIiIrKht/odgAkPERERlZN/U9kwc63U7wBMeIiIiKgc/wbKFgINb6eN+h2ACQ8RERGVk3jhJ0VxBb+UqNwSx2HCQ0RERFYyI7SaNlTWE+QKmPAQERGRlR5HaAFMeIiIiOge36bnKIrT0ggtgAkPERER/ZfJLPDPY1cUxWpphBbAhIeIiIj+63BGPm7cMSmK1coMyxZMeIiIiAiA8gkHAW3V7wBMeIiIiOi/lC4Y6uvjqan6HYAJDxEREeFu/c72E8oKlsf1vU9T9TsAEx4iIiICcOjiddwuNSuKHdEtSOXWOB4THiIiIsLGQ5cUxTXy1t7tLIAJDxERkdszmQX2nVVWvzOkQzPN3c4CmPAQERG5vcMZ+bhVomw4+u/C2qjbGJUw4SEiInJzSmdXbuDlgQHtmqncGnUw4SEiInJjJrPAF0cuK4od3T1Qk7ezgFokPPv27cOjjz6K4OBgGAwGbN261eZ5IQQWLVqEoKAg1K9fHxERETh37pxNTH5+PiZPngxfX1/4+/sjOjoaN2/etIk5fvw4hgwZAh8fH4SEhGD58uUV2rJlyxZ07twZPj4+6NGjB3bs2GHvbhEREbmVQxev447C0Vlam135XnYnPLdu3UKvXr2wdu3aSp9fvnw5Vq9ejdjYWCQlJaFhw4aIjIzEnTv/m8Vx8uTJSE9PR3x8POLi4rBv3z48++yz1ueLioowYsQItG7dGsnJyVixYgWWLFmCDz/80Bpz8OBBTJo0CdHR0UhJScHYsWMxduxYpKWl2btrREREbiPxwnXFsVqbXfleBiGEqPWLGAz46quvMHbsWAB3e3eCg4Mxf/58PP/88wCAwsJCBAQEYMOGDZg4cSJOnTqFrl274siRI3jggQcAADt37sTo0aNx5coVBAcHY926dXj55ZeRm5sLLy8vAMCLL76IrVu34vTp0wCACRMm4NatW4iLi7O2Z8CAAejduzdiY2MVtb+oqAh+fn4oLCyEr69vbf85iIiINGP6P45iZ3pejXGNvD3ww+JIl7qlJXP+VqWGJyMjA7m5uYiIiLA+5ufnh7CwMCQmJgIAEhMT4e/vb012ACAiIgJGoxFJSUnWmKFDh1qTHQCIjIzEmTNn8PPPP1tj7n0fS4zlfSpTXFyMoqIimx8iIiJ3YzIL7D+vbDh6ZDft1u8AKiU8ubm5AICAgACbxwMCAqzP5ebmomXLljbPe3p6omnTpjYxlb3Gve9RVYzl+cosXboUfn5+1p+QkBDZXSQiItK8wxn5uFmsrH5nsIbrdwA3HaW1cOFCFBYWWn8uX1ZWnU5ERKQnSoejA9qu3wFUSngCAwMBAHl5tvcE8/LyrM8FBgbi6tWrNs+XlZUhPz/fJqay17j3PaqKsTxfGW9vb/j6+tr8EBERuROTWWDjoSxFsVpcHb08VRKe0NBQBAYGIiEhwfpYUVERkpKSEB4eDgAIDw9HQUEBkpOTrTG7d++G2WxGWFiYNWbfvn0oLS21xsTHx6NTp05o0qSJNebe97HEWN6HiIiIKlqTcBalZmXjlrS4Onp5dic8N2/eRGpqKlJTUwHcLVROTU1FVlYWDAYD5syZg7/85S/497//jRMnTuAPf/gDgoODrSO5unTpgpEjR2LatGk4fPgwDhw4gJkzZ2LixIkIDg4GADz55JPw8vJCdHQ00tPTsWnTJqxatQrz5s2ztmP27NnYuXMn3n33XZw+fRpLlizB0aNHMXPmTPv/VYiIiHTMZBZYt/eC4ngtro5enqe9Gx49ehTDhg2z/m5JQqZMmYINGzbgz3/+M27duoVnn30WBQUFGDx4MHbu3AkfHx/rNp999hlmzpyJ4cOHw2g0Yty4cVi9erX1eT8/P3z77beIiYlBv3790Lx5cyxatMhmrp6BAwfi888/xyuvvIKXXnoJHTp0wNatW9G9e3d7d42IiEjXDl28juIyZb07jbw9NH87C3DQPDxax3l4iIjInczYmIxv0qoezXyvOcM7YM6vOqrcIvvU+Tw8RERE5JpMZoHdp6/WHAigntGAWcM7qNwi52DCQ0RE5Ebu3s5SNvdOzLD2mi9WtmDCQ0RE5Eb+kZipKE5PvTsAEx4iIiK3YTILxJ+sed0sAOjTyl83vTsAEx4iIiK3sSbhLEwKhyo90KaJuo1xMiY8REREbsBkFlj7vfK5dwa1a6Fia5yPCQ8REZEbkJlZ2cfTiAHtmqncIudiwkNERKRzJrPAmt3nFcdPf6idrup3ACY8REREujc+9oDi2h29jc6yYMJDRESkY3GpP+JYVqHieD3NvXMvJjxEREQ6ZTILPP//jiuO12vvDsCEh4iISLcOXbyOO6XKZlUG9Nu7AzDhISIi0q0Vu04pjvXy0G/vDsCEh4iISJd2HM9G6uUixfHvPtFbt707ABMeIiIi3TGZBeZuSlUc36ZZAzzaK1i9BrkAJjxEREQ689wXyShWOg4dwJtje6jYGtfAhIeIiEhHdhzPxvYTyhYIBfQ5q3JlmPAQERHphMks8NyXKVLb6HFW5cow4SEiItKJ575IRpnyUejw8TTqemTWvZjwEBER6UBJmVnqVhYAvKfzkVn3YsJDRESkA1Gr9knFj+kRhNE9g1RqjethwkNERKRxb8Sl4dy1W4rjvT0MWDWpj4otcj1MeIiIiDRsx/FsfLz/ktQ2Kyf0cZtbWRZMeIiIiDTKnlFZo7sHutWtLAsmPERERBolOyrLwwCsebKveg1yYUx4iIiINMieUVl/neh+t7IsmPAQERFpkOyorH6t/HW/XlZ1mPAQERFpzGvb5EZleRqAzdMHqtgi18eEh4iISEPe3J6O9QfkRmWtntTXbW9lWTDhISIi0ogdx7Px0X8ypbZx11FZ5THhISIi0gB7hqC786is8pjwEBERaYDsEHTAvUdllceEh4iIyMXZMwTd3UdllceEh4iIyMVFrZYbgs5RWRUx4SEiInJhcak/4txV5UPQAY7KqgwTHiIiIhdlMgvM3pQqtc20IaEclVUJJjxEREQuanzsAZiE8vhR3QLwclRX9RqkYUx4iIiIXFBc6o84llWoON7DALw/uZ+KLdI2JjxEREQuxp5bWRyCXj0mPERERC5mVfwZqVtZHIJeMyY8RERELsRkFljz/QXF8R4cgq4IEx4iIiIXMj72ACQ6d3grSyEmPERERC5CtlC5Y8tGvJWlEBMeIiIiF2BPoXLcc0PUaYwOMeEhIiJyAbJz7ozpEQQvT57GleK/FBERUR2TvZXlaQRWTeqjYov0hwkPERFRHTKZBZ7/f8eltlk5gYXKspjwEBER1aFDF6/jTqlZcTzn3LEPEx4iIqI6tGLXKcWxnHPHfkx4iIiI6siO49lIvVykOJ5z7tiPCQ8REVEdMJkF5koMQ2/TrAFvZdUCEx4iIqI6sCbhLIolxqG/ObaHiq3RPyY8RERETmYyC6yVWC/Lx9OIAe2aqdgi/WPCQ0RE5GRrEs6i1Ky8d2f6Q+1Yu1NLTHiIiIicyJ7enVnDO6jYIvfAhIeIiMiJZHt33nuiN3t3HIAJDxERkZOYzALr9irv3RnTIwijewap2CL3wYSHiIjISQ5dvI7iMmW9O54GrpflSEx4iIiInERmVuWZj3TgrSwHYsJDRETkBDKzKnsawUJlB1M14VmyZAkMBoPNT+fOna3P37lzBzExMWjWrBkaNWqEcePGIS8vz+Y1srKyEBUVhQYNGqBly5Z44YUXUFZWZhOzZ88e9O3bF97e3mjfvj02bNig5m4RERFJkZ1VeXiXAPbuOJjqPTzdunVDTk6O9Wf//v3W5+bOnYtt27Zhy5Yt2Lt3L7Kzs/H4449bnzeZTIiKikJJSQkOHjyITz/9FBs2bMCiRYusMRkZGYiKisKwYcOQmpqKOXPm4JlnnsGuXbvU3jUiIiJFZGdV/sOANuo1xk0ZhBDKPwFJS5YswdatW5GamlrhucLCQrRo0QKff/45fvvb3wIATp8+jS5duiAxMREDBgzAN998gzFjxiA7OxsBAQEAgNjYWCxYsADXrl2Dl5cXFixYgO3btyMtLc362hMnTkRBQQF27typqJ1FRUXw8/NDYWEhfH19a7/jRERE/2UyC3Rd9I3iYmUfTyPSXx/JHh4FZM7fqvfwnDt3DsHBwWjbti0mT56MrKwsAEBycjJKS0sRERFhje3cuTNatWqFxMREAEBiYiJ69OhhTXYAIDIyEkVFRUhPT7fG3PsalhjLa1SmuLgYRUVFNj9ERERqkBmZBXBWZbWomvCEhYVhw4YN2LlzJ9atW4eMjAwMGTIEN27cQG5uLry8vODv72+zTUBAAHJzcwEAubm5NsmO5XnLc9XFFBUV4fbt25W2a+nSpfDz87P+hISEOGJ3iYiIKth46JLiWM6qrB5PNV981KhR1v/v2bMnwsLC0Lp1a2zevBn169dX862rtXDhQsybN8/6e1FREZMeIiJyOJNZYPfpq4rjOauyepw6LN3f3x8dO3bE+fPnERgYiJKSEhQUFNjE5OXlITAwEAAQGBhYYdSW5feaYnx9fatMqry9veHr62vzQ0RE5Gh3b2eZFcVyVmV1OTXhuXnzJi5cuICgoCD069cP9erVQ0JCgvX5M2fOICsrC+Hh4QCA8PBwnDhxAlev/i87jo+Ph6+vL7p27WqNufc1LDGW1yAiIqor/0jMVBTHWZXVp2rC8/zzz2Pv3r3IzMzEwYMH8Zvf/AYeHh6YNGkS/Pz8EB0djXnz5uH7779HcnIypk6divDwcAwYMAAAMGLECHTt2hW///3v8cMPP2DXrl145ZVXEBMTA29vbwDA9OnTcfHiRfz5z3/G6dOn8cEHH2Dz5s2YO3eumrtGRERULZNZIP5kXs2BAPq2bsJbWSpTtYbnypUrmDRpEq5fv44WLVpg8ODBOHToEFq0aAEAWLlyJYxGI8aNG4fi4mJERkbigw8+sG7v4eGBuLg4zJgxA+Hh4WjYsCGmTJmC119/3RoTGhqK7du3Y+7cuVi1ahXuv/9+/P3vf0dkZKSau0ZERFStNQlnoXTqnQfaNFG3MaTuPDxawXl4iIjIkUxmgc6vfINSs7JT7GfRYRjUobnKrdIfl5qHh4iIyN2sSTirONnx8TRiQLtmKreImPAQERE5kMkssPb7C4rjOdGgc6haw0OkJyVlZqw/cBG70nKRW3QbwixQXGaGSQCeRgOaNvRG12A//Lbf/RjYvjkPYASTWeDguZ+w+eglJGf9jFvFJngYAC8PI0pMZgiDES0aeeHxvvfj6cFt4eXJa1A9kOndqWc0cKJBJ2END1jDQ9UrKTPjd39PxOHMAsXbeBiAleN74dd971evYeSyTGaBVfFnsXbveZiUTcECAAhr0wT/eGYAEx8Nk63dmTO8A+b8qqPKrdIvmfM3Ex4w4aHKmcwCsz4/hh1puXa/RptmPkiY/wh7e9zIth+yMWdTilSiU97o7gFY82Q/fm806K/xZ/DXhPOKYusZDTj9l1H8nGuBRctEtbTth2x0eHlHrZIdAMi8fgftXtqBuNQfHdQycmXRG45g1he1S3YAYEdaHjq8tAM7jmc7pmHkFCazwEf7MxTHxwxrz2THiZjwEJVjOWkp7JFWZOaXqYjekOS4FySXM2b1PiRIrJlUEzOAP32egje3pzvsNUldhzPycavYpCiWtTvOx4SH6B6POvikda+E0z9hzKq9qrw21a2oVXuRln1Dldf+6D+ZeCOOSY8W5BbdURzL3h3nY8JD9F9Pr0/CCZVOWhZpOTcxZvU+Vd+DnCtq1V6k59xU9T0+3s+kRwv2n1N2seTlwd6dusCEhwjAa9vSsPvMT055r7TsG3h6/WGnvBepyxnJjgWTHtdmMgt8naKs5mpY55bs3akDTHjI7b0Rl471By459T13n7mG17bx5KVlY5yY7Fh8vD8Tb24/6dT3JGXWJJxFmcK6vw4tG6nbGKoUEx5ya29uT8fH+zPr5L3XH+DJS6uiNyQhzcnJjsVH/8nAjuM5dfLeVDmTWWDdXuUzK4e35ZpZdYEJD7mtHcez8dF/Mu3evh6ApvU90KCe/X9GPHlpT1zqj0g4bf/tz4b1DAhsVA8+nvbf0njui2MwOXIYIdXKoYvXUaywe4frZtUdLi1BbslkFpi7KdWube/z88Z384ehvpeHzev9dt0BpFwulH692V+mILJ7IO/pa4DJLPCcnd+byiYTLCkzY+jbCci9USL1WmUCmPX5MXzwu352tYUca+Mh5bfEuW5W3WEPD7mlNQlnUWySv0Je/URvHFgYYZPsAICH0YCvYgZjzaQ+0q9ZahaY/UWK9HbkfOPXHZCen8kI4IMn++CD3z1Q4UTn5WnEoZd/hUc6tZBuy460XPYOugCTWeC7k8omKOXcO3WLCQ+5HZNZYPVuZVO/3+v9iX3w6773VRvzaK9gnP3LKMhev8WdyEFJWS2n5yVVvRGXhmOSPXhtmvrg3FujMbpncLVxn0ztj6mD2ki3ibe26t7dhUKVxXLunbrFhIfczvhY+av0aUNCMaZ39SctCy9PI9Y+Kd/TE7WK8/O4qh3Hs/HxfrmRfK2b+GDPn4crPsEtfrQboge3kXqPMgE8EXtQahtyHJNZYO33yoqV2btT95jwkFuJS/0Rx7LkrtKjB7fBy1FdpbYZ3TMY04a0kdrm3LVbeCOOo7ZcjT31XgYAu194RPq9Xh3TDVMHtZbaJjmrANt+4JpbdeFu746yq6eIrpx7p64x4SG3YTILzJY8cUV1D8SrY7rZ9X4vR8lfsX+8n6O2XI099V5rn+xr98lt8aPd0TfET2qbuZtSeGvLyWQXCv1dWBv1GkOKMOEhtzE+9gBkzlveHgasfrJvrd7z1THdMLJ7gNQ28zan8uTlIkxmgfcl672iB4didM+gWr3vlhmD4ClxdC4zA6viz9bqPUmOzEKhHIruGpjwkFuw51bWygl9HNIFvfbJfvCQeJk7ZWasSThX6/el2pOZPRcA+ob44dUxcrc/K+NhNGD1RLk6sLV7zjNRdiKZhUI5FN01MOEh3TOZBZ7/f8eltnHEVbqFh9GAVRN6S22zZvc5nrzqmMkssEaid8eIuz0zjjK6ZzCiByuv5zEJcHoDJ+JCodrDhId079DF67ijdNwoHHeVfq8xve9D31bK6zJ48qp7srdAnxveweFX8a+O6Y4OLRoqjo87kcMaMCcwmYXiQnEuFOo6mPCQ7r38lfLeHQ+DY6/S77VlulxdBufmqTuyt0B9PI2qXcVvnz1UKp41YOo7dPE6SpSV73ChUBfChId0LS71R2Rev604/q8THVO3Uxl76jIW/kvuVhzVnsksMHfzD1LbvPdEb9W+N16eRkT1UF74zhow9cksJcGFQl0HEx7SLdkTV5tmDfBoL2WTC9prdM9gqZPXVyk/8mrdyWTmVgGAMT2CHFbvVZXVk+QK39d+zwJmtcgsJcHRWa6FCQ/pluyJ682xPVRszf/InLzMArxadyKTWWDdXmUz5wJAPSOwyo7102R5GA2Y9Uh7xfGlZsHvjUpklpLg6CzXwoRHRSazQOKF6/g69UckXrjOKy4nkpnyHQDq13PelZiH0YCYh9spjufVuvMcungdxRLj0N9z0NQFSswa3hHeEt08sXsv8HvjYDIJMZeScD1MeFSyMy0Hg5YlYNJHhzD7y1RM+ugQBi1LwM40jqBwBtneneW/7eXUK7HZv+qkuJeHV+vO84/ETMWx/Vr5q34L9F4eRgNWSkxvcKfMjEMXrqvXIDckkxBzKQnXw4RHBTvTcjB94zHkFhXbPJ5bVIzpG48x6VGZbO+Os09cgPwtCvbyqM9kFog/maco1gBg8/SB6jaoErI1YP93KFO9xrghmWJlLiXhepjwOJjJLPDiv05UGzNv8w88ealIpnfHiLo5cQF3b1HUU3gFyF4e9a1JOKt43p0R3QLq7Opdpgbs2/Q8HmscxGQW2H1a2WSDLFZ2TUx4HOzQheso+KW02phfSkw8ealEtuhUjcnilPIwGhAzjLU8rkC2V/APA9qo15gaeBgN+FVXZb08AsATsQfVbZCbuHs7S1m1MouVXRMTHgdLvPiTojievNQhc4/dFYoK2cvjGmR6BV3h6v334W0UxyZnFSieFZiqprS+yxWOK1Q5JjwOx5NXXZIpOo0Z1r7Or8Jke3k48sbxZHt3XOHqfUDbZvD2VN6G+Zx9uVZMZoE9Z68piu3Tyr/Ovx9UOSY8DhYuceXHXh7Hkik69TTCZa7CZHp5OPLG8WR6d1zl6t3DaMCMh5QnyiUmXmDVxuGMfMXr8T3QponKrSF7MeFxMJkrL/byOJZM0enwLnVXdFqebC8PR944jmzNlyv0ClrIJMoAL7Bq49t05SNrB7VroWJLqDaY8DiY7JUXD0KOoaWi08rMGt5R8cibhFMceeMoWqv5upeH0YCVT/RSHM8LLPuYzAJfHLmsKNaZE5iSPCY8KmAhqvNprei0PJmRN2VmLjfhKFqr+SpvTO/70LeVn+L4v++/yGRZ0qGL1xXfzpr4YIjLfUfof5jwqICFqM6lxaLTysiMvGHPYO1ptearvC3TBynuHbxZbMLhjHx1G6QzMpMNjuim7iKyVDtMeFTCQlTn0WLRaWVY/+VcWq35Kk921u7cwtsqtkZfZFZGb+Ttgf6hTVVuEdUGEx6VyPbyHLigbMgj2dJy0Wl5rP9yHq3XfJU3a3hHKB2lvv+8srnCSG5l9GcGt3XZYwvdxYRHRTKFqEczf1a3MTql5aLTyrD+yzm0XvNVnofRgAiFNWD/Ts1moqwAV0bXHyY8KpIpRE3JKuBByA5aLzotj/Vf6tNLzVd57Vs2VhTHRFkZroyuP0x4VKa0EJUHIXl6KTotj/Vf6tJLzVd5nPTUsbgyuv4w4VHZ3UJUZf/MPAjJ0UvRaXmciFA9sr07WugVtGDRu+NwZXR9YsKjMg+jAY90bqkolgch5fRWdFoeJyJUh157dwAWvTsSV0bXJyY8TvC7Aa0Vx/IgpIzeik7L40SEjqenEX1VYdG7Yxy8oGwkm9aSYnfHhMcJ2NXsWLInLq1egXEiQsfS24i+yrDo3TGOKJyckSujawsTHieQ7WrmQah67nDiApgoO5reRvRVhUXvtWMyCxy7pGyaEK6Mri1MeJyEByHHkRk9oeUTF2syHMdkFkg4pb8RfZVh0XvtrEk4C4XXU1wZXWOY8DgJD0KOITPVu5Z7dyxYk+EYhy5eVzxjrpZG9FVFpuj9+9NXmSj/l8ztci3WBro7JjxOxINQ7clM9a7l3h0L2USZq2FXTqZXUGsj+iojU/ReYhLsUf4vmdvlwzq30Pzxxd0w4XEiHoRqx12nepfp5eFq2BXJ9Arq6apdpuh9Y1Kmau3QEk42qG9MeJyMByH7uetU77K9PN+m56jYGu2R6RXU6oi+ysgUvX93kj3K7poYuxMmPE7Gg5D9ZEbZ6O3qS6aX58sjl/m9+S+ZCSr11CsIyBW9s/7LfRNjd8KEx8l4ELKPzLpZXh4G3V19eRgN+N2AVopib5dylJ+FzASVeuoVtLibKCuLdedRfiazwEf7MxTF6i0xdidMeOoAD0LyZNbNGtZZfycuABjRLUhxLEf5yS8/ordeQeBuohzRNVBRrDtfYB3OyMetYpOiWD0mxu6CCU8d4EFIjuzMynoYZVOZ/qFN4aMwU+b6WvpffkQpLm1TM5m6Nz0mxu6CCU8d4UFIOZliZT2fuDyMBjzcUdlEZ+6+vpa7LD+iBGfsrp7JLPDFkcuKYuvX0+/xxR3oKuFZu3Yt2rRpAx8fH4SFheHw4cN13aQq8SCknMxQUT2fuAC5UX7uvESJuyw/ogSXtqneoYvXcUdhtfLEB0N0fXzRO90kPJs2bcK8efOwePFiHDt2DL169UJkZCSuXr1a102rFA9CyrjbzMo1kUmU3XmJkkSJ/dbDBJU14dI2VVO6MjogV0dHrkc3Cc97772HadOmYerUqejatStiY2PRoEEDfPLJJ3XdtCrxIFQzd5tZuSayibK7zuV0/uoNRXHukCQD8nM5HbhwTcXWuBalK6PXr2dE/9CmKreG1KSLhKekpATJycmIiIiwPmY0GhEREYHExMQK8cXFxSgqKrL5qQuyB6HEi8qvRPTAnedQqY5MouyOcznd7RVUNoXBr3sH6z5JtpBZ2uZoprLVwrVOZmX0oR25lITW6SLh+emnn2AymRAQYLtsQ0BAAHJzK94OWbp0Kfz8/Kw/ISEhzmpqBbOGd4TCOxQ4d/Wmuo1xMe4+h0pVZBJld6z/klntenD75uo2xoXILG2TklXgFomyzHdFr6M/3YkuEh5ZCxcuRGFhofXn8mVlFfpq8DAa8FifYEWx7rSgqOwoG3cbKsq5nConO/dOoF99FVvjepQWvbtDosyV0d2PLhKe5s2bw8PDA3l5tt3YeXl5CAysON+Nt7c3fH19bX7q0uAOLRXFlZj0fxCy4FD06nEup8rJ9Ao28vZwu5qMu0Xvyg77ek+UuTK6+9FFwuPl5YV+/fohISHB+pjZbEZCQgLCw8PrsGXKBPr6KI7V+0HIQmbdLL0PRa+KzFxO7jDKT7Z355nBbd3ue+NhNOCRzsousPSeKHNldPeji4QHAObNm4ePPvoIn376KU6dOoUZM2bg1q1bmDp1al03rUb9Q5uiobeHoli9H4SAuyeuPWeVjRLxNMJtipXL4xB1WzK9O+5U5F4eJz3lyujuSjcJz4QJE/DOO+9g0aJF6N27N1JTU7Fz584KhcyuyMNowLTBoYrj9XoQsjicka94IrDhXQLc7irdQnaIup7X15JZ/BFwjykMqsJJT7kyurvSTcIDADNnzsSlS5dQXFyMpKQkhIWF1XWTFJMZaqzXg5CFzLo27j5yQmao8b6z13SbKMss/ujOvTsAJz2VKVZ29++K3ugq4dEy2Tl5/r7/oq4OQhYms8DGQ1mKYrmujdxQ49ulZhxWOMma1uQW3VEc6869OxbuPOmpTLGyO0134Q6Y8LgQmYPQzWKTLk9eMnUYXNfmLpn1tWR6z7Rk/zllS8h4efCKHXDvmZdllpJgsbK+MOFxIbIHodzC2yq2xvlkR9lwXZu7BrRtBh+Fk/J8lpSlu55Bk1ng65RsRbHDOvOK3cJdZ15WupSEl4fB7XuQ9YYJj4uRmXl5/3l9LTXBOVTs42E0YNKDymYL1+NcTjKz5XZo2UjdxmiIO868LLOUBJNj/WHC42LuTiin7CD079RsXRyEAPmZld1xDpXqyPR26WmUn2yvYHhb91lKQgl3m3mZS0m4NyY8Lqh9y8aK4vRyEALkCgk5cqIid53LSaZXkPOpVOROMy/LJMf8rugTEx4XFC7xh6b1g5CFzMzKHGVTkexcTnoYaizbu8P5VCpyp5mXZZJjLiWhT0x4XJC7TQzGmZUdw92GGnNmZcdwh5mXuRgxAUx4XJLsxGBaPQhZcGZlx5Ad5aflmZdle3fYK1g1d7jA4mLEBDDhcVnuNPMyZ1Z2HJmhxgmn8jSbKLN3x3Hc4QJLZqFQ3vrULyY8Lkr2al2LByGAMys7msxQ4zIzNJkoc90sx9PzBZbMQqFMjvWNCY8L0/NByIIzKzuezMzLWixe5rpZjid7gaWl743MQqFMjvWNCY8L0/NBCODMymqRqcnQYvEy181Shx6L3rlQKN2LCY+L0+NByIIzK6tDtiZjY1Kmeo1RAdfNUocei965UCjdiwmPi9PjQQiQ793hzMpyZBLl705e1UzPINfNUpfeit5l5vfiUHT9Y8KjAXo7CAEcZaM2mURZS/VfXDdLXXoqejeZBeJP5imK5UKh7oEJjwbo6SAEyE8CxjoM+9zt5VEWq4VRflw3yzlkit5d+XuzJuEsTAqbxt5A98CERyP0chACuG6Ws9xdiDZQUawWenm4bpZz6GEiQtnkmPN7uQcmPBqhh4OQBdfNch6ZZQNceZQf181yHj1MRMjkmCrDhEcj9HAQAuTuq3PdrNrTyxB11nw5l5bnAGNyTFVhwqMhWj4IWcjcV+e6WbUnmyi/vPWEiq2xj8kssGb3ecXx7BWsPS3P9M7kmKrChEdDtHwQAnhfva7IjPLLvP4Ltv2gbNi3szz3RbLiJJknMMfR4gUWB0RQdZjwaIwWD0IWz32RzPvqdUBmlB8AzN+c6jKJckmZGdtPKLsFCvAE5khanOmdAyKoOkx4NEaLByEA2HE8W+rExfvqjiUzyq/E5DqJ8sJ//aA4licwx9PaTO8cEEHVYcKjQVo7CJnMAnM3pSqO54nL8Qa0bQYfpZPywDVuh5rMAlsVzqoM8ASmBtkLrBXfnlaxNdXjgAiqCRMeDdLachNrEs6iWGkRBnjiUoOH0YB3xvVUHO8Kt0NlCtx5AlOPTA1Y6uVC7Dieo26DqsABEVQTJjwaJXMQ+u5k3S03IVtEyN4d9YzpfR/6tvJTHF+XvTyyBe5/eohJslpka8Dm1UENmOxIPg6IcE9MeDRK5iBkEsDsL1JUblHlZIoIAfbuqG3L9EGKE+W67OWRGVrsYQBm/6qjyi1ybzI1YHfKzE7/3oyPPaC4d4cDItwXEx4NkzkIxZ3IqZOuZpkiQh9PI3t3VOZhNGDWI+0Vx9dFL4/s1fqsRzowSVaZzASWgHO/N3GpP+JYVqHieA6IcF9MeDRM9iDk7K5mk1ng23TlI7Pee6I3D0RO4OpTG3DeHdcjO4Gls743JrPA3M0cyUfKMOHRMNmDkLO7msfHHoBZYWzvED+M7hmkanvoLtmi9/d3n3Naosx5d1zXrOEd4a30fiiANU743sjc+gT4fXF3THg0TuZqHXBeV7NsN/MLIzqr2BoqT6bovcyJNWB/+PiQ4lherTuXh9GAlRN6K443CWBV/FnV2iN769PLg98Xd8eER+Nkr9ad0dVsMgvMlph3h0WEzic78sYZNWA7jmfjUMbPiuN5te58o3sGI6qH8u/NGhUvsFbFn1F86xMA3uUtc7fHhEcHZLuaVyeo29UsU4MBsIiwrsgUvQPq1oDJTk7JeXfqzupJ/RT3DgoA49cdcHgbTGaBNRLTFvRr5Y9HewU7vB2kLUx4dEC2q9kMdQ5CgHwNBruZ686Ats3Q0Ev5IUDNGrDnvkiWmpyS8+7UHQ+jAWP7KE8ejl0uxGvb0h3ahvHrDkAm9d48faBD35+0iQmPTozuGYzeIb6K449dLsQbcScd3o6oVfuk4tnNXHc8jAas+G0vqW3U6B2UXWeN8+7UvaWPy31v1h/IxJvbHXO8eW1bGo5dVl4fOK7vfTzGEAAmPLryQmQXqfiP92c4tC7jjbg0nLt2S3E8u5nrnmxNhhnAzM+SHfb+JrPAc1/KFURz3p265+VplPreAMBH/6n98ebN7elYf+CS1DZLH1e+pArpGxMeHZG9RQEAz31xzCFX7DuOZ+Pj/coPRAawm9lVrJ7UT6oG7Jv0PIddrY+PPYAypXMXgJNTuhKZWh6LuZtS7D7e7DiejY/+kym1zZgeQfDy5GmO7uI3QUfsuUVRJoAnYg/W6n3tukrnCBuXIVsDBjjmal126gKAk1O6Eg+jAaskvzfFJoHnPj8m/V6yRe3A3cL2VZP6SL8X6RcTHp0Z3TMY0YNbS22TnFWAr1N+tPs9I979Xuoq3dPIGgxXM7pnMAaENpHaZtbn9vcOmswCz0mewMb0COLklC5GdkFaANielovXtqVJbRPzuVxROwCsnNCHyTHZYMKjQ6+O6Y6+IXIHodmbUhGXmi39Xk+vT0LG9dtS2/BA5Jr+L3qAVLwJwPB3dku/j8ksMHDpd5DJlbw9DLxad1Fbpg+C7F2j9Qcu4en1SYpin15/GDvTlBe1A6wPpMox4dGpLTPkD0Izv0zBm9uVDx9d/O807D7zk9R78EDkuuwpRM3Mv4OoVXsVx+9My0GHl3Yg70aJ1PswSXZdHkYDVk+UT0Z3n/kJDy9PqLKX0GQWeHj5buw+c03qdT0NrA+kyjHh0Sl7D0If/ScTb8TVnPRMXZ+ETw/KjZbggcj1rZ7UTzpRTs+5We2Jy2LH8RxM33hM8fpqFqO7B/JWlouTHe1nkZl/B+1e2oF5X6ag5L/3xUvKzJi3KQXtXtqBzHy53mMAWD2pL5NjqpRBCOG85bNdVFFREfz8/FBYWAhfX+Vz2WjBnzYexQ7J7mAAGNk9AGuf7FfhwFFSZsaDf/kWhXdM0q/5wZN9eeLSgB3Hs/Gnz+XXzjIAWDOxN8b0vs/mcZNZYOW3Z/D+HuUz41p4GoAzb47mCUwDTGaBrq9+I11rcy8PA6RmaS9vTI8gvD+5r/0vQJojc/5mwgN9Jzwms0CnV3ZIFRXfy8/HAw3qGVFcZsbNEjNK7DwaRQ8OxatjutrXCHK6N7enSw8BtvAA0MjHAx4GwCwMKLhTZnc7mCRri73JsiN4exhw8o1RTI7djMz5m7e0dM7eW1sWhXdMyLlRivzbJruTnT73+zHZ0ZiXo7ph6iC50X4WJtz93uTfNtUq2YkeHMpkR2NG9wzGtCFt6uS9WedFNWHC4wbsGaruKEYA//zToDp5b6qdxY92Rx+J5Uoc6ZFOLZgka9TLUd0QPbiNU99z2hAmx1QzJjxu4tUx3TG8cwunv+/7T7KAUMv+OWMwPJz8nt2DG+OTqf2d/K7kSK+O6YZpQ0Kd8l7ThrTBy1FMjqlmTHjcyMdP9Xdq0sOrLu3zMBqw9nfOKwLtFtQIcc8Nddr7kXpejuqK92txO12J9yf2wctR3VR9D9IPJjxu5uOn+mPKQPVvb/GqSz9Gdg9C7O/6qn6w6BbUCNtnP6Tyu5AzjekdjA+eVCdh/uDJPhjTm3N6kXJMeNzQa79W7/aWAXcPRLzq0peR3YNw7q3RaN3ER5XX785kR7dG97ybMDtqEc96RiD2d30xuieTHZLDYenQ97D06jzz6RF8d+qqw16vRaN6OPTSr1izo3OPrvkPTvxY5LDXG965OT5+Ksxhr0euyWQWWBV/Fu/vOS+1rIiFhwGIebgdZv+qE48xZMV5eCS5a8IDANt+yMacTSkw2TlPj8XUQa2w+NEejmkUubw34k7i4/0ZtXqNqiYqJH2zJD5r955XdNwJbOyFFeN7Y2D75kx0qAImPJLcOeEBanflFdamCf7xzACHdVeTdpSUmfH7jw8hKeNn6W1Hdw/Amkpm8ib3YTILHDz3E7YkZ+FkThF+KSmDMAuUmoHGPvUwsF0zvDKmG+p7OXucIGkJEx5J7p7wWJjMAvvPXEPsvvO4cO0mykxmeHt6ABAoLjPDJIB6Hka0atoQI7sH4qlBoUx0CCVlZqw/cBG70nKRU/gLikvvflc8DIC3pwcMBsBoNCLA1weR3fi9ISLHYcIjiQkPERGR9nBpCSIiIqJ7MOEhIiIi3WPCQ0RERLqnWsLTpk0bGAwGm59ly5bZxBw/fhxDhgyBj48PQkJCsHz58gqvs2XLFnTu3Bk+Pj7o0aMHduzYYfO8EAKLFi1CUFAQ6tevj4iICJw7d06t3SIiIiINUrWH5/XXX0dOTo71Z9asWdbnioqKMGLECLRu3RrJyclYsWIFlixZgg8//NAac/DgQUyaNAnR0dFISUnB2LFjMXbsWKSlpVljli9fjtWrVyM2NhZJSUlo2LAhIiMjcefOHTV3jYiIiDREtVFabdq0wZw5czBnzpxKn1+3bh1efvll5ObmwsvLCwDw4osvYuvWrTh9+jQAYMKECbh16xbi4uKs2w0YMAC9e/dGbGwshBAIDg7G/Pnz8fzzzwMACgsLERAQgA0bNmDixImK2spRWkRERNrjMqO0li1bhmbNmqFPnz5YsWIFysrKrM8lJiZi6NCh1mQHACIjI3HmzBn8/PPP1piIiAib14yMjERiYiIAICMjA7m5uTYxfn5+CAsLs8YQERERear1ws899xz69u2Lpk2b4uDBg1i4cCFycnLw3nvvAQByc3MRGhpqs01AQID1uSZNmiA3N9f62L0xubm51rh7t6sspjLFxcUoLi62/l5U5Lh1gYiIiMj1SPXwvPjiixUKkcv/WG5HzZs3Dw8//DB69uyJ6dOn491338WaNWtsEo26snTpUvj5+Vl/QkJC6rpJREREpCKpHp758+fjqaeeqjambdu2lT4eFhaGsrIyZGZmolOnTggMDEReXp5NjOX3wMBA638ri7n3ectjQUFBNjG9e/euso0LFy7EvHnzrL8XFhaiVatW7OkhIiLSEMt5W0k5slTC06JFC7Ro0cKuRqWmpsJoNKJly5YAgPDwcLz88ssoLS1FvXr1AADx8fHo1KkTmjRpYo1JSEiwKXyOj49HeHg4ACA0NBSBgYFISEiwJjhFRUVISkrCjBkzqmyLt7c3vL29rb9b/sHY00NERKQ9N27cgJ+fX7UxqozSSkxMRFJSEoYNG4bGjRsjMTERc+fOxahRo/Dpp58CuNur0qlTJ4wYMQILFixAWloann76aaxcuRLPPvssgLvD0h966CEsW7YMUVFR+PLLL/HWW2/h2LFj6N69OwDg7bffxrJly/Dpp58iNDQUr776Ko4fP46TJ0/Cx8dHUXvNZjOys7PRuHFjGAyOXb25qKgIISEhuHz5si5HgOl9/wD97yP3T/v0vo/cP+1Tax+FELhx4waCg4NhNNZQpSNUkJycLMLCwoSfn5/w8fERXbp0EW+99Za4c+eOTdwPP/wgBg8eLLy9vcV9990nli1bVuG1Nm/eLDp27Ci8vLxEt27dxPbt222eN5vN4tVXXxUBAQHC29tbDB8+XJw5c0aN3bJLYWGhACAKCwvruimq0Pv+CaH/feT+aZ/e95H7p32usI9cLV1lep/jR+/7B+h/H7l/2qf3feT+aZ8r7CPX0iIiIiLdY8KjMm9vbyxevNimSFpP9L5/gP73kfunfXrfR+6f9rnCPvKWFhEREekee3iIiIhI95jwEBERke4x4SEiIiLdY8JDREREuseEp5befPNNDBw4EA0aNIC/v3+lMVlZWYiKikKDBg3QsmVLvPDCCygrK6v2dfPz8zF58mT4+vrC398f0dHRuHnzpgp7IGfPnj1VLhx75MiRKrd7+OGHK8RPnz7diS1Xrk2bNhXaumzZsmq3uXPnDmJiYtCsWTM0atQI48aNq7AOnKvIzMxEdHQ0QkNDUb9+fbRr1w6LFy9GSUlJtdu58me4du1atGnTBj4+PggLC8Phw4erjd+yZQs6d+4MHx8f9OjRAzt27HBSS+UtXboUDz74IBo3boyWLVti7NixOHPmTLXbbNiwocJnpXTmeWdbsmRJhbZ27ty52m209PkBlR9TDAYDYmJiKo139c9v3759ePTRRxEcHAyDwYCtW7faPC+EwKJFixAUFIT69esjIiIC586dq/F1Zf+OZTHhqaWSkhKMHz++yrW7TCYToqKiUFJSgoMHD+LTTz/Fhg0bsGjRompfd/LkyUhPT0d8fDzi4uKwb98+65IbdWngwIHIycmx+XnmmWcQGhqKBx54oNptp02bZrPd8uXLndRqea+//rpNW2fNmlVt/Ny5c7Ft2zZs2bIFe/fuRXZ2Nh5//HEntVbO6dOnYTab8be//Q3p6elYuXIlYmNj8dJLL9W4rSt+hps2bcK8efOwePFiHDt2DL169UJkZCSuXr1aafzBgwcxadIkREdHIyUlBWPHjsXYsWORlpbm5JYrs3fvXsTExODQoUOIj49HaWkpRowYgVu3blW7na+vr81ndenSJSe1WF63bt1s2rp///4qY7X2+QHAkSNHbPYvPj4eADB+/Pgqt3Hlz+/WrVvo1asX1q5dW+nzy5cvx+rVqxEbG4ukpCQ0bNgQkZGRuHPnTpWvKft3bJc6m+NZZ9avXy/8/PwqPL5jxw5hNBpFbm6u9bF169YJX19fUVxcXOlrnTx5UgAQR44csT72zTffCIPBIH788UeHt702SkpKRIsWLcTrr79ebdxDDz0kZs+e7ZxG1VLr1q3FypUrFccXFBSIevXqiS1btlgfO3XqlAAgEhMTVWih4y1fvlyEhoZWG+Oqn2H//v1FTEyM9XeTySSCg4PF0qVLK41/4oknRFRUlM1jYWFh4o9//KOq7XSUq1evCgBi7969VcZUdTxyRYsXLxa9evVSHK/1z08IIWbPni3atWsnzGZzpc9r6fMDIL766ivr72azWQQGBooVK1ZYHysoKBDe3t7iiy++qPJ1ZP+O7cEeHpUlJiaiR48eCAgIsD4WGRmJoqIipKenV7mNv7+/TY9JREQEjEYjkpKSVG+zjH//+9+4fv06pk6dWmPsZ599hubNm6N79+5YuHAhfvnlFye00D7Lli1Ds2bN0KdPH6xYsaLaW5DJyckoLS1FRESE9bHOnTujVatWSExMdEZza62wsBBNmzatMc7VPsOSkhIkJyfb/NsbjUZERERU+W+fmJhoEw/c/ZvU0mcFoMbP6+bNm2jdujVCQkLw2GOPVXm8cQXnzp1DcHAw2rZti8mTJyMrK6vKWK1/fiUlJdi4cSOefvrpaher1tLnd6+MjAzk5ubafEZ+fn4ICwur8jOy5+/YHp4OeyWqVG5urk2yA8D6e25ubpXbtGzZ0uYxT09PNG3atMpt6srHH3+MyMhI3H///dXGPfnkk2jdujWCg4Nx/PhxLFiwAGfOnMG//vUvJ7VUueeeew59+/ZF06ZNcfDgQSxcuBA5OTl47733Ko3Pzc2Fl5dXhRqugIAAl/u8KnP+/HmsWbMG77zzTrVxrvgZ/vTTTzCZTJX+jZ0+fbrSbar6m9TCZ2U2mzFnzhwMGjQI3bt3rzKuU6dO+OSTT9CzZ08UFhbinXfewcCBA5Genl7j36qzhYWFYcOGDejUqRNycnLw2muvYciQIUhLS0Pjxo0rxGv58wOArVu3oqCgAE899VSVMVr6/MqzfA4yn5E9f8f2YMJTiRdffBFvv/12tTGnTp2qsbBOS+zZ5ytXrmDXrl3YvHlzja9/b/1Rjx49EBQUhOHDh+PChQto166d/Q1XSGb/5s2bZ32sZ8+e8PLywh//+EcsXbrUpad+t+cz/PHHHzFy5EiMHz8e06ZNq3bbuv4MCYiJiUFaWlq1NS4AEB4ejvDwcOvvAwcORJcuXfC3v/0Nb7zxhtrNlDJq1Cjr//fs2RNhYWFo3bo1Nm/ejOjo6DpsmTo+/vhjjBo1CsHBwVXGaOnz0xImPJWYP39+tdk3ALRt21bRawUGBlaoNLeM3gkMDKxym/KFWmVlZcjPz69ym9qyZ5/Xr1+PZs2a4de//rX0+4WFhQG427vgjJNlbT7TsLAwlJWVITMzE506darwfGBgIEpKSlBQUGDTy5OXl6fa51UZ2X3Mzs7GsGHDMHDgQHz44YfS7+fsz7AyzZs3h4eHR4URcdX92wcGBkrFu4qZM2daBzDIXuXXq1cPffr0wfnz51VqneP4+/ujY8eOVbZVq58fAFy6dAnfffeddK+olj4/y+eQl5eHoKAg6+N5eXno3bt3pdvY83dsF4dVA7m5moqW8/LyrI/97W9/E76+vuLOnTuVvpalaPno0aPWx3bt2uVSRctms1mEhoaK+fPn27X9/v37BQDxww8/OLhljrdx40ZhNBpFfn5+pc9bipb/+c9/Wh87ffq0SxctX7lyRXTo0EFMnDhRlJWV2fUarvIZ9u/fX8ycOdP6u8lkEvfdd1+1RctjxoyxeSw8PNxli17NZrOIiYkRwcHB4uzZs3a9RllZmejUqZOYO3eug1vneDdu3BBNmjQRq1atqvR5rX1+91q8eLEIDAwUpaWlUtu58ueHKoqW33nnHetjhYWFioqWZf6O7Wqrw17JTV26dEmkpKSI1157TTRq1EikpKSIlJQUcePGDSHE3S9q9+7dxYgRI0RqaqrYuXOnaNGihVi4cKH1NZKSkkSnTp3ElStXrI+NHDlS9OnTRyQlJYn9+/eLDh06iEmTJjl9/6ry3XffCQDi1KlTFZ67cuWK6NSpk0hKShJCCHH+/Hnx+uuvi6NHj4qMjAzx9ddfi7Zt24qhQ4c6u9k1OnjwoFi5cqVITU0VFy5cEBs3bhQtWrQQf/jDH6wx5fdPCCGmT58uWrVqJXbv3i2OHj0qwsPDRXh4eF3sQo2uXLki2rdvL4YPHy6uXLkicnJyrD/3xmjlM/zyyy+Ft7e32LBhgzh58qR49tlnhb+/v3Vk5O9//3vx4osvWuMPHDggPD09xTvvvCNOnTolFi9eLOrVqydOnDhRV7tQrRkzZgg/Pz+xZ88em8/ql19+scaU38fXXntN7Nq1S1y4cEEkJyeLiRMnCh8fH5Genl4Xu1Ct+fPniz179oiMjAxx4MABERERIZo3by6uXr0qhND+52dhMplEq1atxIIFCyo8p7XP78aNG9ZzHQDx3nvviZSUFHHp0iUhhBDLli0T/v7+4uuvvxbHjx8Xjz32mAgNDRW3b9+2vsYjjzwi1qxZY/29pr9jR2DCU0tTpkwRACr8fP/999aYzMxMMWrUKFG/fn3RvHlzMX/+fJsM//vvvxcAREZGhvWx69evi0mTJolGjRoJX19fMXXqVGsS5QomTZokBg4cWOlzGRkZNv8GWVlZYujQoaJp06bC29tbtG/fXrzwwguisLDQiS1WJjk5WYSFhQk/Pz/h4+MjunTpIt566y2b3rjy+yeEELdv3xZ/+tOfRJMmTUSDBg3Eb37zG5sEwpWsX7++0u/svR2+WvsM16xZI1q1aiW8vLxE//79xaFDh6zPPfTQQ2LKlCk28Zs3bxYdO3YUXl5eolu3bmL79u1ObrFyVX1W69evt8aU38c5c+ZY/z0CAgLE6NGjxbFjx5zfeAUmTJgggoKChJeXl7jvvvvEhAkTxPnz563Pa/3zs9i1a5cAIM6cOVPhOa19fpZzVvkfyz6YzWbx6quvioCAAOHt7S2GDx9eYb9bt24tFi9ebPNYdX/HjmAQQgjH3SAjIiIicj2ch4eIiIh0jwkPERER6R4THiIiItI9JjxERESke0x4iIiISPeY8BAREZHuMeEhIiIi3WPCQ0RERLrHhIeIiIh0jwkPERER6R4THiIiItI9JjxERESke/8fsqUtoE3bzq4AAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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rqalJcXFxfu1xcXFyu91tGmPRokVKSEjwC0np6el69tlnVVhYqEcffVQffPCBrr/+ejU1NTU7Rm5urqKionxbYmJixxcFAAC6vR5dPYHWPPLII3rxxRe1adMmRUZG+tqnT5/u+/OIESM0cuRIDR48WJs2bdLEiRNPGSc7O1tZWVm+1x6Ph5ADAIDFAnoFJyYmRmFhYaqsrPRrr6yslNPpbLXvypUr9cgjj+jdd9/VyJEjW60dNGiQYmJitHv37mb3R0REyOFw+G0AAMBeAQ044eHhGjt2rAoLC31tXq9XhYWFSklJabHf8uXLtWzZMuXn52vcuHGnPU55ebmOHDmi+Pj4szJvAAAQ3AL+MfGsrCw988wz2rBhg8rKyjR37lzV1dVp1qxZkqSMjAxlZ2f76h999FHdf//9Wrt2rQYOHCi32y23263a2lpJUm1tre655x598skn2rt3rwoLC3XDDTdoyJAhSktLC/RyAABAEAj4PTjTpk3ToUOHtGTJErndbo0ePVr5+fm+G4/379+v0NDvc9bvf/97NTQ06N/+7d/8xsnJydEDDzygsLAwff7559qwYYOqq6uVkJCgSZMmadmyZYqIiAj0cgAAQBAI+HNwuiOegwMAQPDpNs/BAQAA6AoEHAAAYB0CDgAAsA4BBwAAWIeAAwAArEPAAQAA1iHgAAAA6xBwAACAdQg4AADAOgQcAABgHQIOAACwDgEHAABYh4ADAACsQ8ABAADWIeAAAADrEHAAAIB1CDgAAMA6BBwAAGAdAg4AALAOAQcAAFiHgAMAAKxDwAEAANYh4AAAAOsQcAAAgHUIOAAAwDoEHAAAYB0CDgAAsA4BBwAAWIeAAwAArEPAAQAA1iHgAAAA63RKwFm9erUGDhyoyMhIuVwubdmypdX6jRs3atiwYYqMjNSIESP09ttv++03xmjJkiWKj49Xr169lJqaqi+//DKQSwAAAEEk4AHnpZdeUlZWlnJycrRt2zaNGjVKaWlpqqqqarZ+8+bNuvnmmzV79mx99tlnmjp1qqZOnart27f7apYvX65Vq1YpLy9PxcXFOu+885SWlqYTJ04EejkAACAIhBhjTCAP4HK5dNlll+nJJ5+UJHm9XiUmJuqOO+7Q4sWLT6mfNm2a6urq9Oabb/raLr/8co0ePVp5eXkyxighIUELFy7U3XffLUmqqalRXFyc1q9fr+nTp592Th6PR1FRUaqpqZHD4ThLKwUAAIHUnvfvgF7BaWhoUElJiVJTU78/YGioUlNTVVRU1GyfoqIiv3pJSktL89Xv2bNHbrfbryYqKkoul6vFMevr6+XxePw2AABgr4AGnMOHD6upqUlxcXF+7XFxcXK73c32cbvdrdZ/99/2jJmbm6uoqCjflpiY2KH1AACA4HBOfIoqOztbNTU1vu3AgQNdPSUAABBAAQ04MTExCgsLU2VlpV97ZWWlnE5ns32cTmer9d/9tz1jRkREyOFw+G0AAMBeAQ044eHhGjt2rAoLC31tXq9XhYWFSklJabZPSkqKX70kFRQU+OqTkpLkdDr9ajwej4qLi1scEwAAnFt6BPoAWVlZuvXWWzVu3DiNHz9ejz/+uOrq6jRr1ixJUkZGhi688ELl5uZKkn71q1/p6quv1n/8x39oypQpevHFF/Xpp5/q6aefliSFhIRowYIF+s1vfqNLLrlESUlJuv/++5WQkKCpU6cGejkAACAIBDzgTJs2TYcOHdKSJUvkdrs1evRo5efn+24S3r9/v0JDv7+QNGHCBL3wwgu677779Otf/1qXXHKJXnvtNV166aW+mnvvvVd1dXWaM2eOqqurdeWVVyo/P1+RkZGBXg4AAAgCAX8OTnfEc3AAAAg+3eY5OAAAAF2BgAMAAKxDwAEAANYh4AAAAOsQcAAAgHUIOAAAwDoEHAAAYB0CDgAAsA4BBwAAWIeAAwAArEPAAQAA1iHgAAAA6xBwAACAdQg4AADAOgQcAABgHQIOAACwDgEHAABYh4ADAACsQ8ABAADWIeAAAADrEHAAAIB1CDgAAMA6BBwAAGAdAg4AALAOAQcAAFiHgAMAAKxDwAEAANYh4AAAAOsQcAAAgHUIOAAAwDoEHAAAYJ2ABpyjR49qxowZcjgcio6O1uzZs1VbW9tq/R133KGhQ4eqV69euvjii3XnnXeqpqbGry4kJOSU7cUXXwzkUgAAQBDpEcjBZ8yYoYqKChUUFKixsVGzZs3SnDlz9MILLzRbf/DgQR08eFArV65UcnKy9u3bp9tvv10HDx7UH//4R7/adevWKT093fc6Ojo6kEsBAABBJMQYYwIxcFlZmZKTk7V161aNGzdOkpSfn6/JkyervLxcCQkJbRpn48aNuuWWW1RXV6cePb7NYyEhIXr11Vc1derUDs3N4/EoKipKNTU1cjgcHRoDAAB0rva8fwfsR1RFRUWKjo72hRtJSk1NVWhoqIqLi9s8zneL+C7cfGfevHmKiYnR+PHjtXbtWrWW0+rr6+XxePw2AABgr4D9iMrtdqt///7+B+vRQ/369ZPb7W7TGIcPH9ayZcs0Z84cv/alS5fquuuuU+/evfXuu+/ql7/8pWpra3XnnXc2O05ubq4efPDBji0EAAAEnXZfwVm8eHGzN/n+/bZz584znpjH49GUKVOUnJysBx54wG/f/fffryuuuEJjxozRokWLdO+992rFihUtjpWdna2amhrfduDAgTOeHwAA6L7afQVn4cKFmjlzZqs1gwYNktPpVFVVlV/7yZMndfToUTmdzlb7Hzt2TOnp6erTp49effVV9ezZs9V6l8ulZcuWqb6+XhEREafsj4iIaLYdAADYqd0BJzY2VrGxsaetS0lJUXV1tUpKSjR27FhJ0nvvvSev1yuXy9ViP4/Ho7S0NEVEROj1119XZGTkaY9VWlqqvn37EmIAAICkAN6DM3z4cKWnpyszM1N5eXlqbGzU/PnzNX36dN8nqL7++mtNnDhRzz77rMaPHy+Px6NJkybp+PHjeu655/xuCI6NjVVYWJjeeOMNVVZW6vLLL1dkZKQKCgr08MMP6+677w7UUgAAQJAJ6HNwnn/+ec2fP18TJ05UaGiobrzxRq1atcq3v7GxUbt27dLx48clSdu2bfN9wmrIkCF+Y+3Zs0cDBw5Uz549tXr1at11110yxmjIkCF67LHHlJmZGcilAACAIBKw5+B0ZzwHBwCA4NMtnoMDAADQVQg4AADAOgQcAABgHQIOAACwDgEHAABYh4ADAACsQ8ABAADWIeAAAADrEHAAAIB1CDgAAMA6BBwAAGAdAg4AALAOAQcAAFiHgAMAAKxDwAEAANYh4AAAAOsQcAAAgHUIOAAAwDoEHAAAYB0CDgAAsA4BBwAAWIeAAwAArEPAAQAA1iHgAAAA6xBwAACAdQg4AADAOgQcAABgHQIOAACwDgEHAABYh4ADAACsQ8ABAADWCWjAOXr0qGbMmCGHw6Ho6GjNnj1btbW1rfa55pprFBIS4rfdfvvtfjX79+/XlClT1Lt3b/Xv31/33HOPTp48GcilAACAINIjkIPPmDFDFRUVKigoUGNjo2bNmqU5c+bohRdeaLVfZmamli5d6nvdu3dv35+bmpo0ZcoUOZ1Obd68WRUVFcrIyFDPnj318MMPB2wtAAAgeIQYY0wgBi4rK1NycrK2bt2qcePGSZLy8/M1efJklZeXKyEhodl+11xzjUaPHq3HH3+82f1//vOf9eMf/1gHDx5UXFycJCkvL0+LFi3SoUOHFB4eftq5eTweRUVFqaamRg6Ho2MLBAAAnao9798B+xFVUVGRoqOjfeFGklJTUxUaGqri4uJW+z7//POKiYnRpZdequzsbB0/ftxv3BEjRvjCjSSlpaXJ4/Fox44dzY5XX18vj8fjtwEAAHsF7EdUbrdb/fv39z9Yjx7q16+f3G53i/1+9rOfacCAAUpISNDnn3+uRYsWadeuXXrllVd84/59uJHke93SuLm5uXrwwQfPZDkAACCItDvgLF68WI8++mirNWVlZR2e0Jw5c3x/HjFihOLj4zVx4kR99dVXGjx4cIfGzM7OVlZWlu+1x+NRYmJih+cIAAC6t3YHnIULF2rmzJmt1gwaNEhOp1NVVVV+7SdPntTRo0fldDrbfDyXyyVJ2r17twYPHiyn06ktW7b41VRWVkpSi+NGREQoIiKizccEAADBrd0BJzY2VrGxsaetS0lJUXV1tUpKSjR27FhJ0nvvvSev1+sLLW1RWloqSYqPj/eN+9BDD6mqqsr3I7CCggI5HA4lJye3czUAAMBGAbvJePjw4UpPT1dmZqa2bNmijz/+WPPnz9f06dN9n6D6+uuvNWzYMN8Vma+++krLli1TSUmJ9u7dq9dff10ZGRm66qqrNHLkSEnSpEmTlJycrJ///Of661//qnfeeUf33Xef5s2bx1UaAAAgKcAP+nv++ec1bNgwTZw4UZMnT9aVV16pp59+2re/sbFRu3bt8n1KKjw8XH/5y180adIkDRs2TAsXLtSNN96oN954w9cnLCxMb775psLCwpSSkqJbbrlFGRkZfs/NAQAA57aAPQenO+M5OAAABJ9u8RwcAACArkLAAQAA1iHgAAAA6xBwAACAdQg4AADAOgQcAABgHQIOAACwDgEHAABYh4ADAACsQ8ABAADWIeAAAADrEHAAAIB1CDgAAMA6BBwAAGAdAg4AALAOAQcAAFiHgAMAAKxDwAEAANYh4AAAAOsQcAAAgHUIOAAAwDoEHAAAYB0CDgAAsA4BBwAAWIeAAwAArEPAAQAA1iHgAAAA6xBwAACAdQg4AADAOgQcAABgHQIOAACwTkADztGjRzVjxgw5HA5FR0dr9uzZqq2tbbF+7969CgkJaXbbuHGjr665/S+++GIglwIAAIJIj0AOPmPGDFVUVKigoECNjY2aNWuW5syZoxdeeKHZ+sTERFVUVPi1Pf3001qxYoWuv/56v/Z169YpPT3d9zo6Ovqszx8AAASngAWcsrIy5efna+vWrRo3bpwk6YknntDkyZO1cuVKJSQknNInLCxMTqfTr+3VV1/VT3/6U51//vl+7dHR0afUAgAASAH8EVVRUZGio6N94UaSUlNTFRoaquLi4jaNUVJSotLSUs2ePfuUffPmzVNMTIzGjx+vtWvXyhjT4jj19fXyeDx+GwAAsFfAruC43W7179/f/2A9eqhfv35yu91tGmPNmjUaPny4JkyY4Ne+dOlSXXfdderdu7feffdd/fKXv1Rtba3uvPPOZsfJzc3Vgw8+2LGFAACAoNPuKziLFy9u8Ubg77adO3ee8cS++eYbvfDCC81evbn//vt1xRVXaMyYMVq0aJHuvfderVixosWxsrOzVVNT49sOHDhwxvMDAADdV7uv4CxcuFAzZ85stWbQoEFyOp2qqqryaz958qSOHj3apntn/vjHP+r48ePKyMg4ba3L5dKyZctUX1+viIiIU/ZHREQ02w4AAOzU7oATGxur2NjY09alpKSourpaJSUlGjt2rCTpvffek9frlcvlOm3/NWvW6Cc/+UmbjlVaWqq+ffsSYgAAgKQA3oMzfPhwpaenKzMzU3l5eWpsbNT8+fM1ffp03yeovv76a02cOFHPPvusxo8f7+u7e/duffjhh3r77bdPGfeNN95QZWWlLr/8ckVGRqqgoEAPP/yw7r777kAtBQAABJmAPgfn+eef1/z58zVx4kSFhobqxhtv1KpVq3z7GxsbtWvXLh0/ftyv39q1a3XRRRdp0qRJp4zZs2dPrV69WnfddZeMMRoyZIgee+wxZWZmBnIpAAAgiISY1j5fbSmPx6OoqCjV1NTI4XB09XQAAEAbtOf9m99FBQAArEPAAQAA1iHgAAAA6xBwAACAdQg4AADAOgQcAABgHQIOAACwDgEHAABYh4ADAACsQ8ABAADWIeAAAADrEHAAAIB1CDgAAMA6BBwAAGAdAg4AALAOAQcAAFiHgAMAAKxDwAEAANYh4AAAAOsQcAAAgHUIOAAAwDoEHAAAYB0CDgAAsA4BBwAAWIeAAwAArEPAAQAA1iHgAAAA6xBwAACAdQg4AADAOgQcAABgnR5dPQGbNJz0as1HX+n/lZTr0LF6hYVIET3CJBnVn/SqyUhhIVJ4WKgamr5/3VxNR/sFcmzWwtfgXF5Lo1fqE9lTEwZfoPt+/EP1Cg8L9D8pAM5AiDHGBGLghx56SG+99ZZKS0sVHh6u6urq0/YxxignJ0fPPPOMqqurdcUVV+j3v/+9LrnkEl/N0aNHdccdd+iNN95QaGiobrzxRv3ud7/T+eef3+a5eTweRUVFqaamRg6HoyPLO0Xu21/oqQ/3nJWxAHR//ye5v57JuKyrpwGcU9rz/h2wH1E1NDTopptu0ty5c9vcZ/ny5Vq1apXy8vJUXFys8847T2lpaTpx4oSvZsaMGdqxY4cKCgr05ptv6sMPP9ScOXMCsYQ2I9wA556CL6qU+ezWrp4GgBYE7ArOd9avX68FCxac9gqOMUYJCQlauHCh7r77bklSTU2N4uLitH79ek2fPl1lZWVKTk7W1q1bNW7cOElSfn6+Jk+erPLyciUkJLRpTmfzCk7DSa9+cN+fz2gMAMGrbGk6P64COkm3uILTXnv27JHb7VZqaqqvLSoqSi6XS0VFRZKkoqIiRUdH+8KNJKWmpio0NFTFxcUtjl1fXy+Px+O3nS3/t2jvWRsLQPB5+O0vunoKAJrRbQKO2+2WJMXFxfm1x8XF+fa53W7179/fb3+PHj3Ur18/X01zcnNzFRUV5dsSExPP2rz3HT1+1sYCEHz2HuHfAKA7alfAWbx4sUJCQlrddu7cGai5dlh2drZqamp824EDB87a2AP69T5rYwEIPgMv4N8AoDtq18fEFy5cqJkzZ7ZaM2jQoA5NxOl0SpIqKysVHx/va6+srNTo0aN9NVVVVX79Tp48qaNHj/r6NyciIkIREREdmtfp/DxloJa9VRaQsQF0f7+enNzVUwDQjHYFnNjYWMXGxgZkIklJSXI6nSosLPQFGo/Ho+LiYt8nsVJSUlRdXa2SkhKNHTtWkvTee+/J6/XK5XIFZF6nE94jVL+4KolPUQHnoP+T3J8bjIFuKmD34Ozfv1+lpaXav3+/mpqaVFpaqtLSUtXW1vpqhg0bpldffVWSFBISogULFug3v/mNXn/9df3tb39TRkaGEhISNHXqVEnS8OHDlZ6erszMTG3ZskUff/yx5s+fr+nTp7f5E1SBkD05Wb+4KqnLjg+g8/EcHKB7C9iTjJcsWaINGzb4Xo8ZM0aS9P777+uaa66RJO3atUs1NTW+mnvvvVd1dXWaM2eOqqurdeWVVyo/P1+RkZG+mueff17z58/XxIkTfQ/6W7VqVaCW0WbZk5O1cNIwnmTMWvgaBNGceJIxYK+APwenOwrEk4wBAEBgBeVzcAAAAM4WAg4AALAOAQcAAFiHgAMAAKxDwAEAANYh4AAAAOsQcAAAgHUIOAAAwDoEHAAAYJ2A/aqG7uy7hzd7PJ4ungkAAGir79632/JLGM7JgHPs2DFJUmJiYhfPBAAAtNexY8cUFRXVas05+buovF6vDh48qD59+igkJOSsju3xeJSYmKgDBw5Y+XuuWF/ws32NrC/42b5G29cnBW6NxhgdO3ZMCQkJCg1t/S6bc/IKTmhoqC666KKAHsPhcFj7F1difTawfY2sL/jZvkbb1ycFZo2nu3LzHW4yBgAA1iHgAAAA6xBwzrKIiAjl5OQoIiKiq6cSEKwv+Nm+RtYX/Gxfo+3rk7rHGs/Jm4wBAIDduIIDAACsQ8ABAADWIeAAAADrEHAAAIB1CDjt9NBDD2nChAnq3bu3oqOjm63Zv3+/pkyZot69e6t///665557dPLkyVbHPXr0qGbMmCGHw6Ho6GjNnj1btbW1AVhB+2zatEkhISHNblu3bm2x3zXXXHNK/e23396JM2+7gQMHnjLXRx55pNU+J06c0Lx583TBBRfo/PPP14033qjKyspOmnHb7d27V7Nnz1ZSUpJ69eqlwYMHKycnRw0NDa326+7nb/Xq1Ro4cKAiIyPlcrm0ZcuWVus3btyoYcOGKTIyUiNGjNDbb7/dSTNtv9zcXF122WXq06eP+vfvr6lTp2rXrl2t9lm/fv0p5ysyMrKTZtw+DzzwwClzHTZsWKt9gun8NffvSUhIiObNm9dsfTCcuw8//FD//M//rISEBIWEhOi1117z22+M0ZIlSxQfH69evXopNTVVX3755WnHbe/3cXsRcNqpoaFBN910k+bOndvs/qamJk2ZMkUNDQ3avHmzNmzYoPXr12vJkiWtjjtjxgzt2LFDBQUFevPNN/Xhhx9qzpw5gVhCu0yYMEEVFRV+22233aakpCSNGzeu1b6ZmZl+/ZYvX95Js26/pUuX+s31jjvuaLX+rrvu0htvvKGNGzfqgw8+0MGDB/Wv//qvnTTbttu5c6e8Xq+eeuop7dixQ7/97W+Vl5enX//616ft213P30svvaSsrCzl5ORo27ZtGjVqlNLS0lRVVdVs/ebNm3XzzTdr9uzZ+uyzzzR16lRNnTpV27dv7+SZt80HH3ygefPm6ZNPPlFBQYEaGxs1adIk1dXVtdrP4XD4na99+/Z10ozb74c//KHfXD/66KMWa4Pt/G3dutVvbQUFBZKkm266qcU+3f3c1dXVadSoUVq9enWz+5cvX65Vq1YpLy9PxcXFOu+885SWlqYTJ060OGZ7v487xKBD1q1bZ6Kiok5pf/vtt01oaKhxu92+tt///vfG4XCY+vr6Zsf64osvjCSzdetWX9uf//xnExISYr7++uuzPvcz0dDQYGJjY83SpUtbrbv66qvNr371q86Z1BkaMGCA+e1vf9vm+urqatOzZ0+zceNGX1tZWZmRZIqKigIww7Nr+fLlJikpqdWa7nz+xo8fb+bNm+d73dTUZBISEkxubm6z9T/96U/NlClT/NpcLpf5xS9+EdB5ni1VVVVGkvnggw9arGnp36PuKCcnx4waNarN9cF+/n71q1+ZwYMHG6/X2+z+YDp3xhgjybz66qu+116v1zidTrNixQpfW3V1tYmIiDB/+MMfWhynvd/HHcEVnLOsqKhII0aMUFxcnK8tLS1NHo9HO3bsaLFPdHS03xWR1NRUhYaGqri4OOBzbo/XX39dR44c0axZs05b+/zzzysmJkaXXnqpsrOzdfz48U6YYcc88sgjuuCCCzRmzBitWLGi1R8plpSUqLGxUampqb62YcOG6eKLL1ZRUVFnTPeM1NTUqF+/fqet647nr6GhQSUlJX5f+9DQUKWmprb4tS8qKvKrl779ngyGcyV9e74knfac1dbWasCAAUpMTNQNN9zQ4r833cGXX36phIQEDRo0SDNmzND+/ftbrA3m89fQ0KDnnntO//7v/97qL3YOpnP3j/bs2SO32+13jqKiouRyuVo8Rx35Pu6Ic/KXbQaS2+32CzeSfK/dbneLffr37+/X1qNHD/Xr16/FPl1lzZo1SktLO+0vK/3Zz36mAQMGKCEhQZ9//rkWLVqkXbt26ZVXXumkmbbdnXfeqX/6p39Sv379tHnzZmVnZ6uiokKPPfZYs/Vut1vh4eGn3IMVFxfX7c7XP9q9e7eeeOIJrVy5stW67nr+Dh8+rKampma/x3bu3Nlsn5a+J7v7uZIkr9erBQsW6IorrtCll17aYt3QoUO1du1ajRw5UjU1NVq5cqUmTJigHTt2BPwXC7eXy+XS+vXrNXToUFVUVOjBBx/Uj370I23fvl19+vQ5pT6Yz99rr72m6upqzZw5s8WaYDp3zfnuPLTnHHXk+7gjCDiSFi9erEcffbTVmrKystPeCBdMOrLm8vJyvfPOO3r55ZdPO/7f3z80YsQIxcfHa+LEifrqq680ePDgjk+8jdqzvqysLF/byJEjFR4erl/84hfKzc3tto9S78j5+/rrr5Wenq6bbrpJmZmZrfbt6vOHb82bN0/bt29v9R4VSUpJSVFKSorv9YQJEzR8+HA99dRTWrZsWaCn2S7XX3+9788jR46Uy+XSgAED9PLLL2v27NldOLOzb82aNbr++uuVkJDQYk0wnbtgQ8CRtHDhwlYTtiQNGjSoTWM5nc5T7gT/7tM1TqezxT7/eGPVyZMndfTo0Rb7nKmOrHndunW64IIL9JOf/KTdx3O5XJK+vYLQGW+QZ3JOXS6XTp48qb1792ro0KGn7Hc6nWpoaFB1dbXfVZzKysqAna9/1N71HTx4UNdee60mTJigp59+ut3H6+zz15KYmBiFhYWd8om11r72TqezXfXdxfz5830fOGjv/8n37NlTY8aM0e7duwM0u7MnOjpaP/jBD1qca7Cev3379ukvf/lLu696BtO5k75/X6usrFR8fLyvvbKyUqNHj262T0e+jzvkrN3Nc4453U3GlZWVvrannnrKOBwOc+LEiWbH+u4m408//dTX9s4773Srm4y9Xq9JSkoyCxcu7FD/jz76yEgyf/3rX8/yzM6+5557zoSGhpqjR482u/+7m4z/+Mc/+tp27tzZbW8yLi8vN5dccomZPn26OXnyZIfG6E7nb/z48Wb+/Pm+101NTebCCy9s9SbjH//4x35tKSkp3fYmVa/Xa+bNm2cSEhLMf//3f3dojJMnT5qhQ4eau+666yzP7uw7duyY6du3r/nd737X7P5gO3/fycnJMU6n0zQ2NrarX3c/d2rhJuOVK1f62mpqatp0k3F7vo87NNezNtI5Yt++feazzz4zDz74oDn//PPNZ599Zj777DNz7NgxY8y3fzkvvfRSM2nSJFNaWmry8/NNbGysyc7O9o1RXFxshg4dasrLy31t6enpZsyYMaa4uNh89NFH5pJLLjE333xzp6+vJX/5y1+MJFNWVnbKvvLycjN06FBTXFxsjDFm9+7dZunSpebTTz81e/bsMX/605/MoEGDzFVXXdXZ0z6tzZs3m9/+9remtLTUfPXVV+a5554zsbGxJiMjw1fzj+szxpjbb7/dXHzxxea9994zn376qUlJSTEpKSldsYRWlZeXmyFDhpiJEyea8vJyU1FR4dv+viaYzt+LL75oIiIizPr1680XX3xh5syZY6Kjo32fXPz5z39uFi9e7Kv/+OOPTY8ePczKlStNWVmZycnJMT179jR/+9vfumoJrZo7d66JiooymzZt8jtfx48f99X84xoffPBB884775ivvvrKlJSUmOnTp5vIyEizY8eOrlhCqxYuXGg2bdpk9uzZYz7++GOTmppqYmJiTFVVlTEm+M+fMd++WV988cVm0aJFp+wLxnN37Ngx33udJPPYY4+Zzz77zOzbt88YY8wjjzxioqOjzZ/+9Cfz+eefmxtuuMEkJSWZb775xjfGddddZ5544gnf69N9H58NBJx2uvXWW42kU7b333/fV7N3715z/fXXm169epmYmBizcOFCvxT//vvvG0lmz549vrYjR46Ym2++2Zx//vnG4XCYWbNm+UJTd3DzzTebCRMmNLtvz549fl+D/fv3m6uuusr069fPREREmCFDhph77rnH1NTUdOKM26akpMS4XC4TFRVlIiMjzfDhw83DDz/sd7XtH9dnjDHffPON+eUvf2n69u1revfubf7lX/7FLzR0F+vWrWv27+vfX7wNxvP3xBNPmIsvvtiEh4eb8ePHm08++cS37+qrrza33nqrX/3LL79sfvCDH5jw8HDzwx/+0Lz11ludPOO2a+l8rVu3zlfzj2tcsGCB7+sRFxdnJk+ebLZt29b5k2+DadOmmfj4eBMeHm4uvPBCM23aNLN7927f/mA/f8Z8ewVektm1a9cp+4Lx3H33nvWP23fr8Hq95v777zdxcXEmIiLCTJw48ZS1DxgwwOTk5Pi1tfZ9fDaEGGPM2fuBFwAAQNfjOTgAAMA6BBwAAGAdAg4AALAOAQcAAFiHgAMAAKxDwAEAANYh4AAAAOsQcAAAgHUIOAAAwDoEHAAAYB0CDgAAsA4BBwAAWOf/AzsjAv3sW3ppAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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1KoqLix1fp0+f9sg8+sSGISyo5u0dLpSUs/iYiIjcTutNAO1cXpPz/PPPO67mAECXLl1w8uRJzJgxA2PHjkVUVBQAID8/H02aNHEcl5+fj+7duwMAoqKiUFBQ4PS6lZWVKCwsdBwfFRWF/HznpW32P9vHXM/f3x/+/p7fLsFkNOC+btFYtO1kjWNZfExERO6m9SaAdi6/knPlyhUYjc4vazKZYLPZAACxsbGIiopCenq643mLxYLMzEzEx8cDAOLj41FUVISsrCzHmPXr18NmsyEuLs4xZvPmzaio+D1ppqWloV27dmjYsKGrT8vlmjasJzSOTQGJiMjdRIuO1doE0M7lIefee+/FW2+9hdWrV+PEiRP49ttvMWfOHNx///0AAIPBgEmTJuHNN9/E999/j/379+Pxxx9HdHQ0RowYAQDo0KED7r77bowbNw47duzA1q1bkZqailGjRiE6OhoA8Mgjj8DPzw/JycnIycnB119/jffffx9Tpkxx9Skpgk0BiYhIrULriTX3Ex3nKS6/XTV//ny88sor+Otf/4qCggJER0fjqaeewrRp0xxjXnjhBZSUlGD8+PEoKirCgAEDsHbtWgQE/F6Qu2zZMqSmpmLIkCEwGo0YOXIk5s2b53g+JCQEP/30E1JSUtCrVy+Eh4dj2rRpql4+XpXcpoDxrQQ39iQiIqqjjONidxGKrqi71YlBqtqK2MtYLBaEhISguLgYwcHBbv3eVpuEnq//JNRNcu5D3XB/z6ZumBUREXk7LXw+iX5+c+8qD7E3BRTBpoBEROQuetjOwY4hx4PYFJCIiNSm4JLgdg711Ludgx1DjgexKSAREalNuODCmD/Ht1D18nGAIcej2BSQiIjUZkfuBaFxt7dQ91UcgCHHo+xNAUWwKSARESnNapOwRKBRLQCcLxHrpeNJDDkeJtoUkMXHRESktB25hSi6WvN2DgAQ0UCs5MKTGHI8TC8Nl4iISPtEt3MIDVR/0THAkONxoo2URBszERER1dbWo+eExiV0iFB90THAkONx3N6BiIjUwGqTkHYwv+aBAPq3Dld4Nq7BkONhcrd3ICIiUoKemgDaMeR4WJ/YMIQEiG0hxhVWRESkFL3V4wAMOR7H7R2IiEgNCi+LLQnXSj0OwJCjCtzegYiIPO3MxStC47RSjwMw5KgCt3cgIiJPstokfLc3T2isVupxAIYcVeD2DkRE5Ek7cgtRWFJzE8BGQX6aqccBGHJUgds7EBGRJ4kWHf+xe7Rm6nEAhhzVEN3eYesxNgUkIiLXEm0C2DRUO7eqAIYc1WBTQCIi8gQ5TQDDgrS1xRBDjkqwKSAREXmCHpsA2jHkqASbAhIRkSfosQmgHUOOSshpCsi6HCIichU9NgG0Y8hREdGmgKzLISIiVwmtJ1ZnE99KO00A7RhyVIR1OURE5G4Zx8XuDhRd0d7WQgw5KsK6HCIicic9r6wCGHJUhXU5RETkTnpeWQUw5KgO63KIiMhd9LyyCmDIUR3W5RARkbuIdjrW4soqgCFHdViXQ0RE7iCnHqd/a+2trAIYclRHTl1OYYn2Kt2JiEgd9F6PAzDkqJJoLwLR3gZERETX03s9DsCQo0qivQhEexsQERFdT+/1OABDjipxR3IiIlKSN9TjAAw5qsQVVkREpCRvqMcBGHJUiSusiIhISd5QjwMw5KgSOx8TEZGSvKEeB2DIUS12PiYiIiV4Sz0OwJCjWqzLISIiJXhLPQ7AkKNarMshIiIleEs9DsCQo1qsyyEiIiV4Sz0OwJCjaqzLISIiV/KmehyAIUfVWJdDRESu5E31OABDjqqxLoeIiFzJm+pxAIYcVWNdDhERuVLh5TKhcXqoxwEYclSPdTlEROQqofX8hMbFt9J+PQ7AkKN6rMshIiJXyTgudtW/6Eq5wjNxD4YclWNdDhERuYKclVVhQWJXfNSOIUflWJdDRESu4G0rqwCGHE1gXQ4REdWVt62sAhhyNIF1OUREVFfe1OnYjiFHA1iXQ0REdeFtnY7tGHI0QE5dTmGJPiriiYjIdbyxHgdgyNEM0Z4Foj0QiIjIe3hjPQ7AkKMZoj0LRHsgEBGR9/DGehyAIUczwur7C41bc8DMFVZERORgtUlYvf+s0Fg91eMADDmaIbrC6kq5FduPX1B4NkREpBXbf72AqxU2obF6qscBGHI0o09sGIL8TEJjl2aeUHYyRESkGUu3nxQaV9/fR1f1OIBCIee3337Do48+ikaNGiEwMBBdunTBrl27HM9LkoRp06ahSZMmCAwMREJCAo4ePer0GoWFhRgzZgyCg4MRGhqK5ORkXL582WnMvn37MHDgQAQEBCAmJgYzZ85U4nRUwWQ0YFBbsaaA/z16gbesiIgIVpuEzb+I1eMMbNNIV/U4gAIh5+LFi+jfvz98fX3x448/4uDBg3j33XfRsGFDx5iZM2di3rx5WLhwITIzMxEUFITExESUlv5e/T1mzBjk5OQgLS0Nq1atwubNmzF+/HjH8xaLBUOHDkXz5s2RlZWFWbNm4dVXX8Unn3zi6lNSjUf7Nhcad7mskk0BiYgIO3ILUVJuFRr7aFwLZSfjAWId5mR45513EBMTg0WLFjkei42Ndfy3JEl477338PLLL+O+++4DAPzrX/9CZGQkVq5ciVGjRuHQoUNYu3Ytdu7cid69ewMA5s+fj2HDhmH27NmIjo7GsmXLUF5ejs8//xx+fn7o1KkTsrOzMWfOHKcwpCd9WzZCoK9R6N4qmwISEZHo0vF6fib0bdVI4dm4n8uv5Hz//ffo3bs3HnzwQURERKBHjx749NNPHc/n5ubCbDYjISHB8VhISAji4uKQkZEBAMjIyEBoaKgj4ABAQkICjEYjMjMzHWMGDRoEP7/f+8IkJibiyJEjuHjxYrVzKysrg8VicfrSEpPRgKQuTYTGcrNOIiIqvFwmNG5Y5yjd3aoCFAg5v/76Kz766CO0adMG69atwzPPPINnn30WS5YsAQCYzWYAQGSkcwffyMhIx3NmsxkRERFOz/v4+CAsLMxpTHWvUfV7XG/GjBkICQlxfMXExNTxbN2Pm3USEZEo0Qaxog1ntcblIcdms6Fnz5745z//iR49emD8+PEYN24cFi5c6OpvJdvUqVNRXFzs+Dp9+rSnpyQbN+skIiJRog1iRRvOao3LQ06TJk3QsWNHp8c6dOiAU6dOAQCioqIAAPn5zhuF5efnO56LiopCQUGB0/OVlZUoLCx0GlPda1T9Htfz9/dHcHCw05fWcLNOIiISIWdTzrAgfW4J5PKQ079/fxw5csTpsV9++QXNm19bGRQbG4uoqCikp6c7nrdYLMjMzER8fDwAID4+HkVFRcjKynKMWb9+PWw2G+Li4hxjNm/ejIqKCseYtLQ0tGvXzmkll97I2ayTdTlERN7LWzflrMrlIWfy5MnYvn07/vnPf+LYsWP44osv8MknnyAlJQUAYDAYMGnSJLz55pv4/vvvsX//fjz++OOIjo7GiBEjAFy78nP33Xdj3Lhx2LFjB7Zu3YrU1FSMGjUK0dHRAIBHHnkEfn5+SE5ORk5ODr7++mu8//77mDJliqtPSXVE63K4xQMRkff6KUdsKwe9bcpZlcuXkN9+++349ttvMXXqVLz++uuIjY3Fe++9hzFjxjjGvPDCCygpKcH48eNRVFSEAQMGYO3atQgI+L3eZNmyZUhNTcWQIUNgNBoxcuRIzJs3z/F8SEgIfvrpJ6SkpKBXr14IDw/HtGnTdLt8vCq5Wzz0b6PPgjIiIqqe1Sbhm91nhMbqbVPOqgySJHntP/UtFgtCQkJQXFysqfocq01C11fXCTV4Sh3cCn9LbO+GWRERkVpkHL+A0Z9uFxo796FuuL9nU4Vn5Fqin9/cu0qDTEYDBgpeneHdKiIi7yPaBBDQbz0OwJCjWb2ai90/zZfxF52IiPRh61Gx/aqCA/S3KWdVDDkaFd7AX2hcOpsCEhF5FTlLx0f2vE239TgAQ45msSkgERFVR87S8aGdxLYK0iqGHI2S0xRQdBkhERFpH5eO/44hR6PkNAX89+7feMuKiMgLcOm4M4YcDRNtCmgpreQtKyIiL7AjtxCXSmtuLwIA/Vvrv4caQ46GidblANzHiojIG3DpuDOGHA3rExuGBgEmobHcx4qISP+4dNwZQ46GmYwG/EmwS+XPXEpORKRrXDp+I4YcjRNd/sel5ERE+sal4zdiyNE4LiUnIiJAvB7HG5aO2zHkaByXkhMREQCcv1QmNG6IFywdt2PI0QEuJScioqyTYr/fI2WszNU6hhwd4FJyIiLvZrVJ+O9RsVW0XnIRBwBDji5wKTkRkXfbkVuIknKxJoDxLfXfBNCOIUcH5CwlX3PAzLocIiKdEV1YUs/PhL6tGik8G/VgyNEJ0eWAV8qt2H78gsKzISIid5GzX9WwzlFeU3QMMOToRp/YMAT5id2yyviVt6yIiPSC+1XdHEOOTpiMBgxsI/aX92jBZYVnQ0RE7iKnB5o37FdVFUOOjvRqLtbcKeP4BdblEBHpgJxbVd6yX1VVDDk6Et7AX2gc++UQEemDnFtV3rJfVVUMOTrCfjlERN5FdCsHwHv2q6qKIUdH2C+HiMi7bD16TmicN96qAhhydIX9coiIvIfVJmH1frGiY2+8VQUw5OgO++UQEXmH7b9ewNUKm9BYb7xVBTDk6I6cfjlLM08oOxkiIlLM0u0nhcbV9/fOW1UAQ47umIwGDGortiv5hsPneMuKiEiDrDYJ6w8XCI0d2KaRV96qAhhydOnRvs2FxpVW2njLiohIg7b/egFllWK3qh6Na6HsZFSMIUeH+rZsBH8fsbeWt6yIiLQnQ/AfqAE+Rq/akPN6DDk6ZDIacFf7CKGx/z3K7sdERFojQez39p3tG3vtrSqAIUe3RG9ZXS5j92MiIq0xF4k1dO3VrKHCM1E3hhyd6tuyEQJ9xd5eOZu7ERGRZ1ltEtYcMAuNDa8vtt2PXjHk6JTJaEBSF7G+CP/e/RtvWRERaYSc/jjetuv49RhydKx/G7Gl5Nywk4hIO9gfRxxDjo5xw04iIn1hfxx5GHJ0rE9sGOr7i73F5y+XKTwbIiKqK/bHkYchR8dMRgMGtBa7ZZV16qLCsyEioroSvVXl7f1x7BhydK51RAOhcRu5xQMRkarJuVU12Mv749gx5OhcvGCS5xYPRETqxltV8jHk6By3eCAi0gfeqpKPIUfn5GzxwF3JiYjUibeqaochxwtwV3IiIm3jraraYcjxArxlRUSkbdx1vHYYcrwAb1kREWnbsYJLQuO8fdfx6zHkeAnesiIi0iarTcKWY+eExnr7ruPXY8jxErxlRUSkTTtyC3G5TKwex9t3Hb8eQ46X4C0rIiJt+innrPBYb991/HoMOV6Et6yIiLTFapPw5c7TQmODA7jr+PUYcrxI35aN4GcSK0jbelzs/i8RESln+68XUFohdqtqZM/bWHR8HYYcL2IyGtA9JlRo7K4T3LCTiMjTRLscA8DQTk0UnIk2MeR4mdsFL2XuO1PMuhwiIg+S0+W4vr+Jt6qqwZDjZfq1Chcax7ocIiLPktPl+MkBLXmrqhoMOV6GS8mJiLRB9FaVr9GACUPaKDwbbWLI8TJylpL/fLCAt6yIiDzAapPw80Gz0NiEjhG8inMTDDleSHQpeYVNwvz0owrPhoiIrjc//RcILqrihpy3oHjIefvtt2EwGDBp0iTHY6WlpUhJSUGjRo1Qv359jBw5Evn5+U7HnTp1CklJSahXrx4iIiLw/PPPo7Ky0mnMxo0b0bNnT/j7+6N169ZYvHix0qejC3JuWf3fll95NYeIyI2sNgmfbskVGssNOW9N0ZCzc+dOfPzxx+jatavT45MnT8YPP/yAFStWYNOmTcjLy8MDDzzgeN5qtSIpKQnl5eXYtm0blixZgsWLF2PatGmOMbm5uUhKSsLgwYORnZ2NSZMm4cknn8S6deuUPCVdkHPL6nKZFTtyCxWeERER2e3ILURJmVVo7GBuyHlLioWcy5cvY8yYMfj000/RsOHvG4YVFxfjs88+w5w5c3DXXXehV69eWLRoEbZt24bt27cDAH766SccPHgQS5cuRffu3XHPPffgjTfewIIFC1BeXg4AWLhwIWJjY/Huu++iQ4cOSE1NxZ/+9CfMnTtXqVPSFdFbVoC8luJERFQ3Zkup8Fjeqro1xUJOSkoKkpKSkJCQ4PR4VlYWKioqnB5v3749mjVrhoyMDABARkYGunTpgsjISMeYxMREWCwW5OTkOMZc/9qJiYmO16hOWVkZLBaL05e36tuyEQJ8xd7+r3ae5i0rIiI32XJUrDdOoC9vVdVEkZDz1VdfYffu3ZgxY8YNz5nNZvj5+SE0NNTp8cjISJjNZseYqgHH/rz9uVuNsVgsuHr1arXzmjFjBkJCQhxfMTExtTo/PTAZDRh9u9j5X61gzxwiInew2iT8eEBsVdWgtrxVVROXh5zTp09j4sSJWLZsGQICAlz98nUydepUFBcXO75Onxbb9Eyv5LQAZ88cIiLl7cgtxJVysWVVbSLqKzwb7XN5yMnKykJBQQF69uwJHx8f+Pj4YNOmTZg3bx58fHwQGRmJ8vJyFBUVOR2Xn5+PqKgoAEBUVNQNq63sf65pTHBwMAIDq99q3t/fH8HBwU5f3qxPbBiC/E1CYzccPsdbVkRECpNTAxnfUqyDvTdzecgZMmQI9u/fj+zsbMdX7969MWbMGMd/+/r6Ij093XHMkSNHcOrUKcTHxwMA4uPjsX//fhQU/H5fMi0tDcHBwejYsaNjTNXXsI+xvwbVzGQ0YNyAWKGx3OaBiEhZVpuEL3eK3WFgPY4YH1e/YIMGDdC5c2enx4KCgtCoUSPH48nJyZgyZQrCwsIQHByMCRMmID4+Hn379gUADB06FB07dsRjjz2GmTNnwmw24+WXX0ZKSgr8/f0BAE8//TQ++OADvPDCC/jLX/6C9evXY/ny5Vi9erWrT0nXJgxpiw/WH0OlwEWarcfPoX8b/suBiEgJ23+9gFLBDoCjbo9hPY4Aj3Q8njt3LoYPH46RI0di0KBBiIqKwn/+8x/H8yaTCatWrYLJZEJ8fDweffRRPP7443j99dcdY2JjY7F69WqkpaWhW7duePfdd/F///d/SExM9MQpaZbJaEDP5g1rHghg14mLCs+GiMh7ie5VBcirqfRmBkmSvLbQwmKxICQkBMXFxV5dnzNr3WEs2HC8xnG+RgMOv3kP//VARORiVpuE9i+vEdrKob6/CXunJ3r172LRz2/uXUXo10rsFhT3siIiUoacvaqeHNDSqwOOHAw5xL2siIg8SM5eVb5GAyYMaaPwjPSDIYe4lxURkQfJ2asqoWMEr+LIwJBDALiXFRGRp8j5ncq9quRhyCEA8vayWpZ5iresiIhcgL1xlMWQQwDk7WVVbmUBMhGRK7A3jrIYcshBTt8FFiATEdXdtuPnhceyN458DDnkIGcvKxYgExHV3U7B36OBvkb0iQ1TeDb6w5BDDnL2sgJYgExEVBdWm4TdJ8U6yQ9q25i3qmqBIYecTBjSFr6CP0hf7TzNW1ZERLU0P/0XoX0DAeDxvi0UnYteMeSQE5PRgEf7NhMae7WCO5MTEdWG1SYJbacDAAE+XFVVWww5dAM5xW3/2n5CuYkQEenUtW0cxC7jDG7PW1W1xZBDN+gTGybcM2fzL+d4y4qISAY52zgAbABYFww5dAOT0YA72zYWGnu1wsZVVkREMsjZxoG3quqGIYeq9Vh8C+GxXGVFRCROzu/Mp+9oxVtVdcCQQ9XiNg9ERK4nZxsHPxN3HK8rhhyqFrd5ICJyPTnbOIyJa8arOHXEkEM3JWeV1YINx3g1h4ioBv8v44TwWG7jUHcMOXRTcrZ5qLDxag4R0a1YbRLSDuYLjeU2Dq7BkEM3JXebh4WbjvNqDhHRTcxP/wVWwV+R3MbBNRhy6JbkbPNQWskOyERE1ZHbG4fbOLgGQw7dksloQMrgVsLjM349r+BsiIi0ib1xPIMhh2o0YUhb+AheNT1acFnZyRARaRB743gGQw7VyGQ04L4e0UJjNxwuYF0OEVEVVpuEpdtPCY1lbxzXYsghIQPaRAiNY88cIiJncjbjZG8c12LIISFRwQHCY9kzh4joGqtNwoINx4XHszeOazHkkBD2zCEikk/OVZz6/ib2xnExhhwSIrdnDq/mEJG3s9okfLRJ/CrOkwNa8laVizHkkDA5PXN4NYeIvN32Xy+grFLsH3u+RhYcK4Ehh4TJ7ZnDqzlE5M3k7FOVMrg1r+IogCGHZOHVHCKimsnZp8rHCF7FUQhDDski92oO97MiIm8kZ5+qIR0ieRVHIQw5JBv3syIiujm5y8a5T5VyGHJINrlXc/61/YRykyEiUhk5y8a5T5WyGHKoViYMaQuT4NXV9EP5vGVFRF5B7lUc7lOlLIYcqhWT0YA/dIwUGltpAwuQicgryLmKw2XjymPIoVp7LL6F8FguJycivZPb/I/LxpXHkEO11rdlI/j7cDk5ERHA5n9qxJBDtWYyGvDMHWwOSEQEsPmfGjHkUJ2wOSAREZv/qRVDDtUJmwMSEbH5n1ox5FCdsTkgEXkzNv9TL4YcqjM2ByQib8bmf+rFkEMuweaAROSN2PxP3RhyyCXYHJCIvBGb/6kbQw65DJsDEpE3kXsVh8vG3Y8hh1yGzQGJyJvwKo76MeSQy8htDjgv/Siv5hCRJvEqjjYw5JBLyVlObgPw0MJtyk6IiEgBvIqjDQw55FJyl5NnnSrCD3vzFJwREZFrWW0SPlh/THg8r+J4DkMOuZycqzkA8MI3e3nbiog0Y376LxDch5NbOHgYQw65nNyrOVcr2AWZiLRBbi0Ot3DwLIYcUoTcqznsgkxEWiCnFgfgFg6expBDijAZDZj7UDfh8T/lsAsyEamb1SZhvoxanPr+PtzCwcMYckgxw7vfhhaNAoXGSuBKKyJStwcXbhXeaRwAZo7syltVHsaQQ4p66/6uwmO50oqI1GpV9m/YfapYePzwLk0wrGsTBWdEIlwecmbMmIHbb78dDRo0QEREBEaMGIEjR444jSktLUVKSgoaNWqE+vXrY+TIkcjPz3cac+rUKSQlJaFevXqIiIjA888/j8rKSqcxGzduRM+ePeHv74/WrVtj8eLFrj4dqiM5XZAB4Lnl2bxtRUSqYrVJ+Nu/9wmP9zEA74/uoeCMSJTLQ86mTZuQkpKC7du3Iy0tDRUVFRg6dChKSkocYyZPnowffvgBK1aswKZNm5CXl4cHHnjA8bzVakVSUhLKy8uxbds2LFmyBIsXL8a0adMcY3Jzc5GUlITBgwcjOzsbkyZNwpNPPol169a5+pSoDuR2QS63crsHIlKX7b9eQGmFTXh86l1teJtKJQySJCn6z+Zz584hIiICmzZtwqBBg1BcXIzGjRvjiy++wJ/+9CcAwOHDh9GhQwdkZGSgb9+++PHHHzF8+HDk5eUhMvLaztYLFy7Eiy++iHPnzsHPzw8vvvgiVq9ejQMHDji+16hRo1BUVIS1a9cKzc1isSAkJATFxcUIDg52/ckTgGv/Cmr/8o/CKxJMBuCXt4bxlwQRqcKIBf9F9mmL0Fg/kwGH3riHv78UJvr5rXhNTnHxtXuYYWFhAICsrCxUVFQgISHBMaZ9+/Zo1qwZMjIyAAAZGRno0qWLI+AAQGJiIiwWC3Jychxjqr6GfYz9NapTVlYGi8Xi9EXKk7vSyioBE7/co+CMiIjErNmXJxxwAODdh7oz4KiIoiHHZrNh0qRJ6N+/Pzp37gwAMJvN8PPzQ2hoqNPYyMhImM1mx5iqAcf+vP25W42xWCy4evVqtfOZMWMGQkJCHF8xMTF1PkcSM7z7bejZLER4/Kr9Z1FeKX55mIjI1aw2CZO/zhYe36JRPdzbLVq5CZFsioaclJQUHDhwAF999ZWS30bY1KlTUVxc7Pg6ffq0p6fkVVY83R8mGf/AefyzTOUmQ0RUg2e/zEKZjDXjb43oouBsqDYUCzmpqalYtWoVNmzYgKZNmzoej4qKQnl5OYqKipzG5+fnIyoqyjHm+tVW9j/XNCY4OBiBgdX3ZvH390dwcLDTF7mPyWjAhLtaC4/fnluINfvOKjgjIqLqrdmXh9X782se+D8BPkY2/lMhl4ccSZKQmpqKb7/9FuvXr0dsbKzT87169YKvry/S09Mdjx05cgSnTp1CfHw8ACA+Ph779+9HQUGBY0xaWhqCg4PRsWNHx5iqr2EfY38NUqcJQ9rKupoz+es9XFJORG5ltUl4/pu9so55+o5WrMVRIZeHnJSUFCxduhRffPEFGjRoALPZDLPZ7KiTCQkJQXJyMqZMmYINGzYgKysLTzzxBOLj49G3b18AwNChQ9GxY0c89thj2Lt3L9atW4eXX34ZKSkp8Pf3BwA8/fTT+PXXX/HCCy/g8OHD+PDDD7F8+XJMnjzZ1adELmQyGpByp/iS8jKrxCJkInKr7b9eQEm5eE1ggI+RO42rlMuXkBsM1SfZRYsW4c9//jOAa80An3vuOXz55ZcoKytDYmIiPvzwQ8etKAA4efIknnnmGWzcuBFBQUEYO3Ys3n77bfj4+DjGbNy4EZMnT8bBgwfRtGlTvPLKK47vIYJLyD3DapPQ9h9rZLVH//CRnuweSkRucees9ThxofoFLNXh7yf3E/38VrxPjpox5HjOe2lH8F66vI3u9k4fysvBRKSoVdm/IfWrbOHxw7s0wQdjeio3IaqWavrkEFVnwpC28JdRnHO5rBLbj19QcEZE5O2sNgkTZSwZ5/YN6seQQx5hMhow9+Huso75+7fie8cQEcn14Efydhnn9g3qx5BDHjOsazSSukTWPPB/ThZexRurDio4IyLyVm+sOoDdp8V3GfczGVhsrAEMOeRR80b3goxNyvHZllz2ziEil1qzLw+fbTkp6xhu36ANDDnkUSajAakyGgQCwLNf7mbvHCJyCblbNwBAr2ah3L5BIxhyyOMmDGkLXxn/IqqUgIcWblNwRkTkLean/yJr6waTAVj+dD8FZ0SuxJBDHid3l3IAyDpVhB/25ik0IyLyBlabhHnrxVtZAMB7o3rwNpWGMOSQKsjdpRwAJn3FLR+IqPYe/Ggr5PwK4W0q7WHIIdVY8XR/+Mj4G2mVgNRlWcpNiIh067Uf5K2mMoK3qbSIIYdUw2Q0YN4oeY21fszJx1uruayciMS9tToHi7bKW0317BD2xNEihhxSlWFdo5E8oLmsYz79L5eVE5GYNfvy8Ol/T8g6hhtwahdDDqnOK8M7o03jIFnHTPiCy8qJ6NZqs1wcAOawJ45mMeSQKq2eOEjWeCuAP8zZqMhciEgfnv0yS9ZycQBIHhDLHcY1jCGHVMnPxyhrywcA+PX8FW77QETVWrMvD6v358s6pmdMCF4Z3lGhGZE7MOSQas0b3UvWaivg2rYP5ZU2ZSZERJpktUl49qs9so7xMQArnumv0IzIXRhySLVqs9oKAAa+na7AbIhIqxLe3QC5//aZN7on63B0gCGHVG1Y12iMG9hC1jH5l8sxfN5mZSZERJqSvDgTuReuyjpmeJcmrMPRCYYcUr1/JHXCE/3lLSs/kHcJyYt3KjQjItKCVdm/If3weVnH+JsMeH+0/CvIpE4MOaQJ0+/tjB4xwbKOST9cwP2tiLyU1Sbh2VosF5/7MPem0hOGHNKMb54ZIPsv7IQvub8VkTca8u4GWftSAcC4gVwurjcMOaQZ1wqRu8s+7q5Z610/GSJSraT3N+GEzDqcJ/q3wD+SuFxcbxhySFOGd78NQ9qHyzrm5MVSJL2/SaEZEZGaDH9/E3LOXpZ1TI+mIZh+byeFZkSexJBDmvPZn+PQuUl9WcfknL3MoEOkc39ZlIkDMgOOEcA3f2U/HL1iyCFNWjXxDkQG+8k6hkGHSL+mf38A64/IW0kFAB88wn44esaQQ5r13xeGyD6GQYdIf/6yaAeWbDsp+zjuS6V/DDmkWX4+RiQPkNc/B2DQIdKT4fM2Y/2Rc7KPu6tdY+5L5QUYckjTXhneGZ2j5dXnAAw6RHow/P1NOJB3SfZxnaMb4PMn+igwI1IbhhzSvFXP3oFOMguRgWtBZ9h7G10/ISJS3BOfyy8yBoDmDQOw6tlBCsyI1Ighh3Rh9cTaBZ2D5hIMePtnBWZEREp54vNMbPhFfpGxAcD65+9y/YRItRhySDdWT7wDLcICZB93pqgMvd/4iZ2RiTQgad7mWgUcAFjAlVRehyGHdCX9b3fBVIvjzpdUoM3f12DNPu51RaRWA97+GTm1qMEBuGWDt2LIIV0xGQ1Y8GjPWh1rA/DXL/bgrdU5rp0UEdWJ1Sah9+vrcKaorFbHjxvILRu8FUMO6c7dnZtg4aM9a/2X+9P/nsBrPxxw6ZyIqHZ+2JuHVn9fg/NXKmUfawDw4SM98I8kbtngrQySJHltIYLFYkFISAiKi4sRHBzs6emQi1ltEu6atR4nL5bW6vi72oXj8yfiXDwrIhKVvHgn0g8X1Pr4X968B34+/Le8Hol+fvPdJ90yGQ3Y9OIQdIwKqtXx64+cx50z01mQTOQBw+dtrlPA+fCRngw4xJBD+rdm0p1oGupfq2NPFJayIJnIjaw2CXe8k16rJn92Tw1ikTFdw5BDXmHLSwm1Djr2guQ3VrFOh0hJ9vqb2t5iNhqu1eBMHcYiY7qGNTmsyfEqSfM213oJKgC0blwPaybewcvgRC5ktUl48KNt2H26qNavER7ki8x//IF9cLwEa3KIqrH62UEY3Da81scfO3cFbV/+kVd1iFzkh715aP33NXUKOE1D/bHrlaEMOHQDhhzyOov+Eoe72jWu02t8tuUk4v75E8orbS6aFZF3Ka+04Q9zNmLCl3tQl9sJnaKCsOWlBJfNi/SFIYe80udP9EFCh4g6vUa+pQJtX/4Rf126iyuwiGR4Y9VBtH35RxwtKKnT6wxpH47Vk+50zaRIl1iTw5ocr/bD3jxM+HJPnV/HAGD+qO4Y3v22uk+KSKfKK224Y+Z6nLXUrnNxVfMe6o4/9uTPm7cS/fxmyGHI8Xp1bRpYVVQDP8x6sDv6tQ5nfQDR/1wtt+L+D7fgsPmyS17vw0d6YFjXaJe8FmkTQ44Ahhyqavi8zXXqzVGVyQDMfbAb/tizqUtej0iLyittSJq3uc63pexMBmDBmJ64uzN74Hg7hhwBDDl0vbq2kb9ecKAJC0b34pUd8iquvnIDAD1igvHNMwP4c0QAGHKEMORQdX7Ym4dn67ji43oGAKl3tsKkoe34S5p0yWqTsO3oefzt39nIt5S79LWTBzTHK8M7u/Q1SdsYcgQw5NDNuKI52c080D0ab/+pGxsKki6UV9rw0r/3YmV2Hly9yNBkAOaPZv0N3YghRwBDDtXkh715mPjVHpf/8gaA6GB/zBjZFQPaNObVHdIU+1WbV1cdwPFzVxT5Hs8OboWJf+CVT6oeQ44AhhwSYbVJmPDFbqw5YFbse9zePBTPDmnL2h1StavlVoz7105sPXbBpbdzq+oZE4wVrL2hGjDkCGDIITlc2ePjVmIb1cPoPs3w5/6xvKVFHlVeacOirb9i3QEzcs5aUFap3McFe02RHAw5AhhyqDbeWHUQn23Jdcv3CvIzYkj7SDzYO4ZXeUhx9ttQK7JOYfPR8yi6WumW7zuscyTmP9KLf79JGEOOAIYcqq3yShse+2w7MnMvuvX7hgb6oFN0MMYPasVaHqqzqqEmM7cQ+ZdcuyqqJnEtGuL/PdmXVyxJNoYcAQw5VFf2lSX/2ZPnke8f5GuAn68PGtf3wwM9m+IvA1ryA4OqVfXW09niK7hUasXlcs9sMHt7i1AsezKef1ep1hhyBDDkkKtYbRJSl2Xhx5x8T08FvgagQYAJ/j4mmExGRAYHILFTFGt8vIDVJmHLkXNYuPkYjp+7jEqrDf4+JhSXVuJKhWcCTVW8ckOuwpAjgCGHXM3TV3ZqEugDhAb6oqzSBqt0rQ8Jw5D62W8rLd91ElmnLqKkzAqTAfAzGVFuvfZeWm2Sx67M1IRXbsjVGHIEMOSQUqw2Ce/9dAQLNh1XpMeO0gJMQD0/kyMIVf0wtQcjQLohLF3/mBqPU+OcbnVcaaWkiqswtcHGl6QUrwk5CxYswKxZs2A2m9GtWzfMnz8fffr0ETqWIYeU5o6maURqYjRc28KEjfxISaKf3z5unJPLff3115gyZQoWLlyIuLg4vPfee0hMTMSRI0cQERHh6ekRwWQ0YGC7xkhvNxjllTa88E02vss+q1gjNSJPYUNLUiNNX8mJi4vD7bffjg8++AAAYLPZEBMTgwkTJuCll16q8XheySFPsF/deX/9L9h1ssjT0yGqtZbh9fDaHzsz2JDb6f5KTnl5ObKysjB16lTHY0ajEQkJCcjIyKj2mLKyMpSV/d6t1mKxKD5PouvZr+4MbNfYaTVM9pliXNVo7QV5j5bh9TDqdnbkJm3QbMg5f/48rFYrIiMjnR6PjIzE4cOHqz1mxowZeO2119wxPSIhJqMBd3SIwB0drt1eLa+04bMtx7Fk2wmYLe5tzEZUnSbB/ugT2wh/6tWUV2xIczQbcmpj6tSpmDJliuPPFosFMTExHpwRkTM/HyOeubMNnrmzjce70ZJ3Yldt0hPNhpzw8HCYTCbk5zs3X8vPz0dUVFS1x/j7+8Pf398d0yOqs6q3tQDnFvwHz1pQUlaBi1cqUargpomkXyYADQJ9UN/fBz2bNeT+aKRLmg05fn5+6NWrF9LT0zFixAgA1wqP09PTkZqa6tnJESng+tBjZ2/Xv3b/WZwsLIHVdq3PyuVyG8qtDEDeLiTAhHq+RlTYgAYBvujXqhFeHt4JgX4mT0+NSHGaDTkAMGXKFIwdOxa9e/dGnz598N5776GkpARPPPGEp6dG5DZ+PkY8dUdrPHVH6xueu1puxeurDmDbsfO4XFoBP5Nz0zk1d8mlWwvyNaCBv49To8EAXx/UD/BBhyYhrKEhgsZDzsMPP4xz585h2rRpMJvN6N69O9auXXtDMTKRtwr0M2HGA91uOeb622BXyish2dTR7Zcdj6/92cdoQFiQPzpGM7wQyaHpPjl1xT45RERE2iP6+c0mB0RERKRLDDlERESkSww5REREpEsMOURERKRLDDlERESkSww5REREpEsMOURERKRLDDlERESkSww5REREpEua3tahruzNni0Wi4dnQkRERKLsn9s1bdrg1SHn0qVLAICYmBgPz4SIiIjkunTpEkJCQm76vFfvXWWz2ZCXl4cGDRrAYHDdZncWiwUxMTE4ffq0bvfE0vs58vy0T+/nyPPTPr2fo5LnJ0kSLl26hOjoaBiNN6+88eorOUajEU2bNlXs9YODg3X5F7cqvZ8jz0/79H6OPD/t0/s5KnV+t7qCY8fCYyIiItIlhhwiIiLSJYYcBfj7+2P69Onw9/f39FQUo/dz5Plpn97PkeenfXo/RzWcn1cXHhMREZF+8UoOERER6RJDDhEREekSQw4RERHpEkMOERER6RJDTi289dZb6NevH+rVq4fQ0NBqx5w6dQpJSUmoV68eIiIi8Pzzz6OysvKWr1tYWIgxY8YgODgYoaGhSE5OxuXLlxU4A3k2btwIg8FQ7dfOnTtvetydd955w/inn37ajTOXp0WLFjfM9+23377lMaWlpUhJSUGjRo1Qv359jBw5Evn5+W6asbgTJ04gOTkZsbGxCAwMRKtWrTB9+nSUl5ff8ji1v4cLFixAixYtEBAQgLi4OOzYseOW41esWIH27dsjICAAXbp0wZo1a9w0U3lmzJiB22+/HQ0aNEBERARGjBiBI0eO3PKYxYsX3/BeBQQEuGnG8rz66qs3zLV9+/a3PEYr751ddb9PDAYDUlJSqh2v9vdv8+bNuPfeexEdHQ2DwYCVK1c6PS9JEqZNm4YmTZogMDAQCQkJOHr0aI2vK/dnWC6GnFooLy/Hgw8+iGeeeaba561WK5KSklBeXo5t27ZhyZIlWLx4MaZNm3bL1x0zZgxycnKQlpaGVatWYfPmzRg/frwSpyBLv379cPbsWaevJ598ErGxsejdu/ctjx03bpzTcTNnznTTrGvn9ddfd5rvhAkTbjl+8uTJ+OGHH7BixQps2rQJeXl5eOCBB9w0W3GHDx+GzWbDxx9/jJycHMydOxcLFy7E3//+9xqPVet7+PXXX2PKlCmYPn06du/ejW7duiExMREFBQXVjt+2bRtGjx6N5ORk7NmzByNGjMCIESNw4MABN8+8Zps2bUJKSgq2b9+OtLQ0VFRUYOjQoSgpKbnlccHBwU7v1cmTJ900Y/k6derkNNctW7bcdKyW3ju7nTt3Op1fWloaAODBBx+86TFqfv9KSkrQrVs3LFiwoNrnZ86ciXnz5mHhwoXIzMxEUFAQEhMTUVpaetPXlPszXCsS1dqiRYukkJCQGx5fs2aNZDQaJbPZ7Hjso48+koKDg6WysrJqX+vgwYMSAGnnzp2Ox3788UfJYDBIv/32m8vnXhfl5eVS48aNpddff/2W4+644w5p4sSJ7pmUCzRv3lyaO3eu8PiioiLJ19dXWrFiheOxQ4cOSQCkjIwMBWboWjNnzpRiY2NvOUbN72GfPn2klJQUx5+tVqsUHR0tzZgxo9rxDz30kJSUlOT0WFxcnPTUU08pOk9XKCgokABImzZtuumYm/0+UqPp06dL3bp1Ex6v5ffObuLEiVKrVq0km81W7fNaev8ASN9++63jzzabTYqKipJmzZrleKyoqEjy9/eXvvzyy5u+jtyf4drglRwFZGRkoEuXLoiMjHQ8lpiYCIvFgpycnJseExoa6nRlJCEhAUajEZmZmYrPWY7vv/8eFy5cwBNPPFHj2GXLliE8PBydO3fG1KlTceXKFTfMsPbefvttNGrUCD169MCsWbNueYsxKysLFRUVSEhIcDzWvn17NGvWDBkZGe6Ybp0UFxcjLCysxnFqfA/Ly8uRlZXl9P/eaDQiISHhpv/vMzIynMYD134utfJeAajx/bp8+TKaN2+OmJgY3HfffTf9faMGR48eRXR0NFq2bIkxY8bg1KlTNx2r5fcOuPb3denSpfjLX/5yy82gtfT+VZWbmwuz2ez0HoWEhCAuLu6m71FtfoZrw6s36FSK2Wx2CjgAHH82m803PSYiIsLpMR8fH4SFhd30GE/57LPPkJiYWOPmpo888giaN2+O6Oho7Nu3Dy+++CKOHDmC//znP26aqTzPPvssevbsibCwMGzbtg1Tp07F2bNnMWfOnGrHm81m+Pn53VCXFRkZqbr37HrHjh3D/PnzMXv27FuOU+t7eP78eVit1mp/zg4fPlztMTf7uVT7e2Wz2TBp0iT0798fnTt3vum4du3a4fPPP0fXrl1RXFyM2bNno1+/fsjJyVF0I+LaiIuLw+LFi9GuXTucPXsWr732GgYOHIgDBw6gQYMGN4zX6ntnt3LlShQVFeHPf/7zTcdo6f27nv19kPMe1eZnuDYYcv7npZdewjvvvHPLMYcOHaqxOE5LanPOZ86cwbp167B8+fIaX79qPVGXLl3QpEkTDBkyBMePH0erVq1qP3EZ5JzjlClTHI917doVfn5+eOqppzBjxgzVtl2vzXv422+/4e6778aDDz6IcePG3fJYNbyH3i4lJQUHDhy4Zc0KAMTHxyM+Pt7x5379+qFDhw74+OOP8cYbbyg9TVnuuecex3937doVcXFxaN68OZYvX47k5GQPzkwZn332Ge655x5ER0ffdIyW3j8tYcj5n+eee+6WKRsAWrZsKfRaUVFRN1SI21fcREVF3fSY64utKisrUVhYeNNj6qo257xo0SI0atQIf/zjH2V/v7i4OADXriK46wOyLu9rXFwcKisrceLECbRr1+6G56OiolBeXo6ioiKnqzn5+fmKvWfXk3t+eXl5GDx4MPr164dPPvlE9vfzxHtYnfDwcJhMphtWst3q/31UVJSs8WqQmprqWIQg91/zvr6+6NGjB44dO6bQ7FwnNDQUbdu2velctfje2Z08eRI///yz7KufWnr/7O9Dfn4+mjRp4ng8Pz8f3bt3r/aY2vwM14rLqnu8UE2Fx/n5+Y7HPv74Yyk4OFgqLS2t9rXshce7du1yPLZu3TpVFR7bbDYpNjZWeu6552p1/JYtWyQA0t69e108M2UsXbpUMhqNUmFhYbXP2wuPv/nmG8djhw8fVm3h8ZkzZ6Q2bdpIo0aNkiorK2v1Gmp6D/v06SOlpqY6/my1WqXbbrvtloXHw4cPd3osPj5elcWrNptNSklJkaKjo6VffvmlVq9RWVkptWvXTpo8ebKLZ+d6ly5dkho2bCi9//771T6vpffuetOnT5eioqKkiooKWcep+f3DTQqPZ8+e7XisuLhYqPBYzs9wrebqslfyIidPnpT27Nkjvfbaa1L9+vWlPXv2SHv27JEuXbokSdK1v5ydO3eWhg4dKmVnZ0tr166VGjduLE2dOtXxGpmZmVK7du2kM2fOOB67++67pR49ekiZmZnSli1bpDZt2kijR492+/ndzM8//ywBkA4dOnTDc2fOnJHatWsnZWZmSpIkSceOHZNef/11adeuXVJubq703XffSS1btpQGDRrk7mkL2bZtmzR37lwpOztbOn78uLR06VKpcePG0uOPP+4Yc/05SpIkPf3001KzZs2k9evXS7t27ZLi4+Ol+Ph4T5zCLZ05c0Zq3bq1NGTIEOnMmTPS2bNnHV9Vx2jpPfzqq68kf39/afHixdLBgwel8ePHS6GhoY5VjY899pj00ksvOcZv3bpV8vHxkWbPni0dOnRImj59uuTr6yvt37/fU6dwU88884wUEhIibdy40em9unLlimPM9ef32muvSevWrZOOHz8uZWVlSaNGjZICAgKknJwcT5zCLT333HPSxo0bpdzcXGnr1q1SQkKCFB4eLhUUFEiSpO33riqr1So1a9ZMevHFF294Tmvv36VLlxyfdQCkOXPmSHv27JFOnjwpSZIkvf3221JoaKj03XffSfv27ZPuu+8+KTY2Vrp69arjNe666y5p/vz5jj/X9DPsCgw5tTB27FgJwA1fGzZscIw5ceKEdM8990iBgYFSeHi49Nxzzzkl+Q0bNkgApNzcXMdjFy5ckEaPHi3Vr19fCg4Olp544glHcFKD0aNHS/369av2udzcXKf/B6dOnZIGDRokhYWFSf7+/lLr1q2l559/XiouLnbjjMVlZWVJcXFxUkhIiBQQECB16NBB+uc//+l05e36c5QkSbp69ar017/+VWrYsKFUr1496f7773cKDmqxaNGiav/OVr2Yq8X3cP78+VKzZs0kPz8/qU+fPtL27dsdz91xxx3S2LFjncYvX75catu2reTn5yd16tRJWr16tZtnLOZm79WiRYscY64/v0mTJjn+X0RGRkrDhg2Tdu/e7f7JC3j44YelJk2aSH5+ftJtt90mPfzww9KxY8ccz2v5vatq3bp1EgDpyJEjNzyntffP/pl1/Zf9HGw2m/TKK69IkZGRkr+/vzRkyJAbzrt58+bS9OnTnR671c+wKxgkSZJcd/OLiIiISB3YJ4eIiIh0iSGHiIiIdIkhh4iIiHSJIYeIiIh0iSGHiIiIdIkhh4iIiHSJIYeIiIh0iSGHiIiIdIkhh4iIiHSJIYeIiIh0iSGHiIiIdIkhh4iIiHTp/wNpJ8q75hv7sQAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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aPn99xHVTRg5M6vViuDIN4EyEEQBRs9K8Kkndu2bG9TnDNbBK0r6DR2hgBRyIMAIgaqloJqWBFXAvwgiAqKWimZQGVsC9CCMAopbMUfBff05GwgPuQxgBELVkjoI/9jkZCQ+4E2EEQNSSPQo+iJHwgDsRRgBELdmj4I99XkbCA+5DGAEQtVTtbGFHDeBOhBEAUUvVzhZ21ADuRBgBELVIo9k9iv9umuDzJnsXD4DEI4wAiNridb6IvRs1o+I/Cj4Vu3gAJB5hBEBU/AGjaa+uC7smP6ezLhtYlJDnTsUuHgCJRRgBEBUrO2n2J+gaManaxQMgsQgjAKKSyh0t7KYB3IkwAiAqqdzRwm4awJ0IIwCiksodLVyfBnCnmMLIrFmzVFpaquzsbJWXl2v58uVh1+/fv1+TJk1ScXGxsrKydPrpp2vBggUxFQwgtVK5o4Xr0wDuFHUYmTdvnqqrq1VTU6OVK1eqrKxMVVVV2r17d5vrW1padNlll2nLli168cUX9cEHH2jOnDnq3bt3h4sHkHyp3tHC9WkA94k6jMyYMUMTJ07U+PHjNXDgQM2ePVs5OTmaO3dum+vnzp2rvXv36uWXX9b555+v0tJSXXzxxSorK+tw8QCSL9U7Wrg+DeA+UYWRlpYWrVixQpWVlV89gNeryspK1dfXt3nMK6+8ooqKCk2aNEmFhYUaNGiQHnjgAfn9/naf5/Dhw2pqamp1A2APqd7RkurnBxB/UYWRPXv2yO/3q7CwsNX9hYWF8vna/oz2448/1osvvii/368FCxZoypQp+sUvfqGf/exn7T5PbW2t8vLyQreSkpJoygSQQKne0ZLq5wcQfwnfTRMIBNSzZ0/97ne/07BhwzRmzBj993//t2bPnt3uMZMnT1ZjY2Potn379kSXCcCifc2HI65J5PVhIl0XR2JHDeA0naJZXFBQoIyMDDU0NLS6v6GhQUVFbY9+Li4uVufOnZWRkRG674wzzpDP51NLS4syMzOPOyYrK0tZWVnRlAYgCfwBo+nz10dcN2Vk/K9LEw2uTAM4S1TvjGRmZmrYsGGqq6sL3RcIBFRXV6eKioo2jzn//PO1ceNGBQKB0H0ffvihiouL2wwiAOzLSvOqJHXvmrjv7UgNrJK0L0Hj6AEkRtQf01RXV2vOnDl65plntH79et16661qbm7W+PHjJUnjxo3T5MmTQ+tvvfVW7d27V3fccYc+/PBDzZ8/Xw888IAmTZoUv7MAkBR2aB61Qw0A4iuqj2kkacyYMfr00081depU+Xw+DRkyRAsXLgw1tW7btk1e71cZp6SkRIsWLdKdd96pwYMHq3fv3rrjjjt09913x+8sACSFHZpH7VADgPjyGGNsPxmoqalJeXl5amxsVG5ubqrLAdKWP2B0wUN/D/tRTXFett66+1sJ6xkJ1uBrPNTuJNb8nM5acd9lKe1bAWD99zfXpgFgWSpHwR9bAyPhAXchjACwLNWj4IMYCQ+4C2EEgGWpHgV/bB2MhAfcgzACwDK77GSxSx0A4oMwAsAyu+xksUsdAOKDMALAskij2D1K7Cj4Y+sozgsfNJJRB4D4IIwAsGzxOl/EXo2aUYkfBW+HXT0A4ocwAsASf8Bo2qvrwq7Jz+msywa2fZ2qeNdih109AOKDMALAEis7afYn6ZowdtnVAyA+CCMALLHTDhY71QKg4wgjACyx0w4WO9UCoOMIIwAssdMOlmAt4dpT83M6s5sGcAjCCABL7LSDhevTAO5CGAFgid12sHB9GsA9CCMALLHbDhauTwO4B2EEgCV228Fit3oAxI4wAsASu+1gsVs9AGJHGAFgyb7mwxHXJPN6MJGukyOxowZwCsIIgIj8AaPp89dHXDdlZOKvSxMN+1QCIBzCCICIrDSvSlL3rplJqOZLkRpYJWlfksbTA+gYwgiAiOzYLGrHmgDEhjACICI7NovasSYAsSGMAIjITqPgg+xYE4DYEEYARGSnUfBBdqwJQGwIIwAistsoeMmeNQGIDWEEQER2GwUv2bMmALEhjACIyI47V+xYE4DYEEYARGTHnSt2rAlAbAgjACKy486VYE3h2lMZBw84A2EEQER23LmS4fWoZtRAhWtP3X/wiBav8yWtJgCxIYwAiMiuO1cuG1gU9mJ5HknTXl3HjhrA5ggjACKy686VSNenMWJHDeAEhBEAEdl154pd6wIQHcIIgIjsunPFrnUBiA5hBEBE+5oPR1yTiuvADO/bI2zPiMSOGsAJCCMAwvIHjKbPXx9x3ZSRA215HRj7VQTg6wgjAMKy0rwqSd27ZiahmtYiNbBK0r6DR2hgBWyOMAIgLDs3idq5NgDWEUYAhGXnJlE71wbAOsIIgLDsOAo+iJHwgDsQRgCEZcdR8EGMhAfcgTACICy7joIPYiQ84HyEEQBh2XUUfBAj4QHnI4wACMvuO1bsXh+AyAgjAMKy+44Vu9cHIDLCCICw7DoKPoiR8IDzEUYAtMvpo+CD7FsZAIkwAiAMO4+CD2IkPOB8hBEA7XJCc6gTagQQHmEEQLuc0BzqhBoBhEcYAdAuK82h3VPcHGplXL0k7WtuSUI1AGJBGAHQIamea5rh9WjKyDMirps+nymsgF0RRgC0y0pz6H4bNId275oVcQ1TWAH7IowAaJdTmkOdUieAthFGALTLKc2hTqkTQNsIIwDaZffpq0FMYQWcLaYwMmvWLJWWlio7O1vl5eVavny5peOee+45eTwejR49OpanBZBEbpm+GmT/CoH0FXUYmTdvnqqrq1VTU6OVK1eqrKxMVVVV2r17d9jjtmzZov/8z//UhRdeGHOxAJLHCdNXg5jCCjhb1GFkxowZmjhxosaPH6+BAwdq9uzZysnJ0dy5c9s9xu/364YbbtC0adN0yimndKhgAMnhpKZQJ9UK4HhRhZGWlhatWLFClZWVXz2A16vKykrV19e3e9z999+vnj17asKECZae5/Dhw2pqamp1A5BcTmoKdVKtAI4XVRjZs2eP/H6/CgsLW91fWFgon8/X5jFvvfWWnnzySc2ZM8fy89TW1iovLy90KykpiaZMAHFgZbKpHZpXpa9qDdcXQgMrYF8J3U1z4MAB3XjjjZozZ44KCgosHzd58mQ1NjaGbtu3b09glQDakuH16Kqy4rBrriortkXzaobXo5pRA8NOg91/8IgWr2v7H00AUqtTNIsLCgqUkZGhhoaGVvc3NDSoqKjouPWbNm3Sli1bNGrUqNB9gUDgyyfu1EkffPCB+vXrd9xxWVlZysqKPFERQOL4A0avvL8r7JpX3t+l//r2GbYIJJcNLFJ+Tud2G1k9kqa9uk6XDSyyRb0AvhLVOyOZmZkaNmyY6urqQvcFAgHV1dWpoqLiuPUDBgzQP//5T61evTp0u+qqq3TJJZdo9erVfPwC2JiV3TR2GrEeaUeNkb3qBfCVqN4ZkaTq6mrddNNNOuecczR8+HD96le/UnNzs8aPHy9JGjdunHr37q3a2lplZ2dr0KBBrY7Pz8+XpOPuB2AvTtuh4rR6AXwl6jAyZswYffrpp5o6dap8Pp+GDBmihQsXhppat23bJq+Xwa6A0zlth4rT6gXwFY8xxvbX1G5qalJeXp4aGxuVm5ub6nKAtLDgHzv1wz+uCrumOC9bb939LVv0YPgDRsN+tjjsRzX5OZ214r7LbFEvkA6s/v7mLQwAx3HbKPgg51QKpBfCCIDjOGkUfBAj4QHnIowAOI4Tm0GdWDOALxFGABzHic2gTqwZwJcIIwCOM7xvD+XndA67prvNxqtbGV8vSfuaW5JQDYBoEEYAxMRu2/AyvB5NGXlGxHXT56+TP2C36oH0RhgBcBwrzaD7bdgM2r1r5MtIMIUVsB/CCIDjOLUZ1Kl1A+mOMALgOFv2NFtaZ7dmUJpYAWcijABoxR8w+tPybRHXFedl26qBVZKG9emuSDPYvJ4v1wGwD8IIgFaWb94rX9PhiOuuO/dk201fXbF1nyL1pgbMl+sA2AdhBEArVvspSgtyElxJ9OgZAZyJMAKgFSf3XTi5diCdEUYAtOLEgWdBVmrPt2ntQDojjACImpNHhtmrywWARBgB8DVOHXgmceVewKkIIwBacXITqJNrB9IZYQRAK05uAnVy7UA6I4wAaMXpDaxcuRdwHsIIgKjZtYGVK/cCzkQYAdCKkxtYJa7cCzgRYQRAK05vAnV6/UA6IowAaMWpV+wNookVcB7CCIAQJ1+xN4gr9wLOQxgBEOLkK/YGceVewHkIIwBCnHzF3iB6RgDnIYwACHFDv4UbzgFIN4QRACFOHngWxOAzwHkIIwCiYvdRYQw+A5yHMAIgxOkDz4IYfAY4C2EEQIhbmj/dch5AuiCMAAhx+sCzIJpYAWchjACQ5I6BZ0EMPgOchTACQJI7Bp4FMfgMcBbCCABJ7hh4FkTPCOAshBEAktzVZ2G1xi17Dia4EgBWEEYASHJXn8Xwvj1UlBt5e+9z725j1ghgA4QRAJLc1WeR4fVo7PCTI65j1ghgD4QRAJLc12dRWtDV0jqnnA/gZoQRAJLcM2MkyE09MIDbEUYAuGrGSJCbemAAtyOMAHDVjJEgN/XAAG5HGAHgqhkjQW7rgQHcjDACwJX9FcwaAZyDMALAlf0VzBoBnIMwAsCV/RXMGgGcgzACwLX9FcwaAZyBMALAdTNGgtzYCwO4EWEESHNunDES5MZeGMCNCCNAmnPjjJEgN/bCAG5EGAHSnBtnjAS5tRcGcBvCCJDm3NxX4eZzA9yEMAKkOTf3Vbj53AA3IYwAac7NfRVuPjfATQgjQJpzc1+F1ZoXr/MluBIA4RBGgDRXcELkkenRrLMTq70gf1m9k5HwQArFFEZmzZql0tJSZWdnq7y8XMuXL2937Zw5c3ThhReqe/fu6t69uyorK8OuB5BkVn8HO/B39fC+PdSja+eI6z5rbmEkPJBCUYeRefPmqbq6WjU1NVq5cqXKyspUVVWl3bt3t7l+yZIlGjt2rF5//XXV19erpKREl19+uT755JMOFw+g4/Y0R54xEs06O8nwenTNkN6W1jrxYyjALaIOIzNmzNDEiRM1fvx4DRw4ULNnz1ZOTo7mzp3b5vo//OEP+uEPf6ghQ4ZowIAB+v3vf69AIKC6uroOFw+g49w6Cj6ocmCRpXVOPT/ADaIKIy0tLVqxYoUqKyu/egCvV5WVlaqvr7f0GAcPHtSRI0fUo0f7Y6UPHz6spqamVjcA8efmUfBBbO8F7C+qMLJnzx75/X4VFha2ur+wsFA+n7Vu9Lvvvlu9evVqFWi+rra2Vnl5eaFbSUlJNGUCsMjNo+CD2N4L2F9Sd9M8+OCDeu655/TSSy8pO7v9t0QnT56sxsbG0G379u1JrBJIH24eBR/E9l7A/qIKIwUFBcrIyFBDQ0Or+xsaGlRUFP5z2UcffVQPPvig/ud//keDBw8OuzYrK0u5ubmtbgDiz83beoPY3gvYX1RhJDMzU8OGDWvVfBpsRq2oqGj3uIcffljTp0/XwoULdc4558ReLYD4cvG23iC29wL2F/XHNNXV1ZozZ46eeeYZrV+/Xrfeequam5s1fvx4SdK4ceM0efLk0PqHHnpIU6ZM0dy5c1VaWiqfzyefz6fPP/88fmcBICZ/39AQeZGcua03iO29gP11ivaAMWPG6NNPP9XUqVPl8/k0ZMgQLVy4MNTUum3bNnm9X2Wcxx9/XC0tLfrXf/3XVo9TU1Ojn/70px2rHkDM/AGjl1Zbm/fj9G2v3xpQqCff3hJxXUFX534cBThZ1GFEkm677TbddtttbX5tyZIlrf68ZcuWWJ4CQIIt37xXe5uPRFx3YtdMx27rDbG6EciZG4YAx+PaNECasvqRxNVDejl2W2/Qns+tfcxUt97ax1YA4oswAqQpqztkLj2jMPIim2NHDWBvhBEgXaXBTpogdtQA9kYYAdJUOuykCWJHDWBvhBEgDaXTTpqgbw2w9nETO2qA5COMAGkorXbSBLGjBrAtwgiQhtJpJ00QO2oA+yKMAGkonXbSBLGjBrAvwgiQjtJoJ00QO2oA+yKMAGkonXbSBLGjBrAvwgiQZtJxJ00QO2oAeyKMAGkmLXfSBLGjBrAlwgiQZtJxJ00QO2oAeyKMAGkmHXfSBLGjBrAnwgiQZpZv/szaQhf+LmZHDWBPhBEgjfgDRs8s3WpprZt20gRleD26uqyXpbW+xi8SXA2AIMIIkEaWb96r/V9Ebl6V3LeTJugb3XMsrdvb3JLgSgAEEUaANGK1eTU/p7P7dtL8nx4We2asrgPQcYQRII1YbV79XkWp63bSBPW0+HdgdR2AjiOMAOnEYlPquaXufFdEkuUZIu9uoYEVSBbCCJBGdlucs2F1nRNZnTXydP0WtvcCSUIYAdLI2x99amndXheHEauNufsPHmF7L5AkhBEgTfgDRovXWZss2qNrZoKrSZ3hfXsoL7uTpbVs7wWSgzACpInlm/eq8dBRS2uL8rokuJrUyfB6dNlAa9Nl3964J8HVAJAII0Da8DVZ3Nbbxb3beoPOP+0kS+v+tn43fSNAEhBGgDRhtV+k8oyert3WG1SUa7Fv5Av6RoBkIIwAaSCafpHzTy1IcDWpR98IYC+EESAN0C/SGn0jgL0QRoA0QL/I8egbAeyDMAKkAfpFjkffCGAfhBHA5egXaRt9I4B9EEYAl6NfpG30jQD2QRgBXO5/1u6ytC6d+kWCrPaNLFjjo28ESCDCCOBi/oDRiyt3WFqbTv0iQVb7Rg62+PXOps8SXA2QvggjgIst37xXBw75La1Np36RoOF9e6hrZoaltc8u25LYYoA0RhgBXMzqll4pvfpFgjK8Hl10urWPav73o8/4qAZIEMII4GJWt/TmZndKu36RoH8/r4+ldZ8fPsoWXyBBCCOAS/kDRvP/aa159V/O7p12/SJB551yorp0tvajkC2+QGIQRgCXeufjz/TFkYCltZefWZzgauwrw+vRlYOKLK19iy2+QEIQRgCXWrrJ2i/OE7Iy0vYjmqCifGv9MovWssUXSATCCOBS71rsbxhYnJu2H9EEeWTt/D8/7KdvBEgAwgjgQv6A0cqt+yytPae0e4Krsb+KfidaXmt1iBwA6wgjgAvNrPtQRy1+mnB+P2tbW93svFNOVLbFJtY/LNvGRzVAnBFGAJfxB4xmvb7J0trsTl6dF8W7Am6V4fVo7Lkllta2+I1m1n2U4IqA9EIYAVxmZt2HOmLxX+6XDDgp7ftFgqLZUTTr9Y28OwLEEWEEcJFo3hWRpH8vL01cMQ4zvG8Pdc2yNhr+SIB3R4B4IowALhLNuyJ8RNNahtejiRf0tbyed0eA+CGMAC7hDxjN/PtGy+tvubgfH9F8ze2Xnq7OFv9OeHcEiB/CCOASt/9xhfwW/6He2evR7ZeeltiCHCjD69GkS/pZXv+buo94dwSIA8II4AIL/rFTC9Y0WF4/6ZJTeVekHbdferoyLP7VBCRd+/jbCa0HSAeEEcDhWo4GdNufVlle7/WId0XCyPB6dNnAQsvrV25vVM0raxJYEeB+hBHAwRau2aUB9/1V0XxScM3Q9L1Cr1U3VpRGtf6ZpVs14enliSkGSAOEEcChXn1/p255dqWsXZf3K7XfHZyQetzkvFNOVNfM6H481m34VNfM+l96SIAYEEYAh2k5GtC/zX5bt0fx0UzQd84qVmYnvu0jyfB69Mi/lkV93KrtTTr13gWasWgDoQSIgscYY/vvmKamJuXl5amxsVG5ubmpLgdIKn/AaOlHe/TCim1648M9ajx0NKbH6ez1aMPPruAjmihMf22Nnnxra8zHn1KQo+vOPVnfO78vIRBpyerv77QNI8f+gF+7s1H7DrbIH5AyPFJmhlct/oD85ss/Z3XKkGR0+Gj4++x4nB1r4lysH/fFEb/2H/LH5f/5x64/W1cOtj7yHF/67qy3tHJ7Y4cfp0snKb9LZ9v9P8b3pzNqSuRxXTI7qygvW1VnFsU9OCc0jMyaNUuPPPKIfD6fysrKNHPmTA0fPrzd9S+88IKmTJmiLVu26LTTTtNDDz2kK6+80vLzxTuMLFyzS9XPv6+DLfH5IQ/Y3YQL+mrKdwamugxH8geM+t+3QEejbc4BHMgj6fsX9dXkK+Pz88Lq7++o48+8efNUXV2tmpoarVy5UmVlZaqqqtLu3bvbXL906VKNHTtWEyZM0KpVqzR69GiNHj1aa9akZivcwjW7dMuzKwkiSBvf6n8SQaQDMrwe/ea6oakuA0gKI+mJNzerdsG6pD5v1O+MlJeX69xzz9Vvf/tbSVIgEFBJSYluv/123XPPPcetHzNmjJqbm/Xaa6+F7jvvvPM0ZMgQzZ4929JzxuudEX/AaETt39RwoCXmxwCcZFCvbnrtRxelugxX+Pn8tZrzv1tSXQaQFF6PtGH6FR3+yCYh74y0tLRoxYoVqqys/OoBvF5VVlaqvr6+zWPq6+tbrZekqqqqdtdL0uHDh9XU1NTqFg/LN+8liCBtnFl8AkEkjv575JmacEFpqssAkiJgpP9XvyVpzxdVGNmzZ4/8fr8KC1tPJywsLJTP52vzGJ/PF9V6SaqtrVVeXl7oVlJSEk2Z7dp94FBcHgewu0G9TtD8Oy5OdRmuM+U7Z2rihdav7As42da9B5P2XLbcazZ58mQ1NjaGbtu3b4/L4/bslh2XxwHsbMIFffTajwgiifLfIwfqsevPtnx1X8Cp+vTISdpzdYpmcUFBgTIyMtTQ0PqCXA0NDSoqKmrzmKKioqjWS1JWVpaysrKiKc2S4X17qLBbJh/VwJXKS7vr/918HvMskuDKwcWqGlSkXy/+UDNf3yjbz0cAouT1RH9ZhA49XzSLMzMzNWzYMNXV1YXuCwQCqqurU0VFRZvHVFRUtFovSYsXL253fSJleD2advWgpD8vkEinnZSjD392hebdMoIgkkQZXo+qq/pr4wNX6spB7f/jCnCiiRcmd1BfVO+MSFJ1dbVuuukmnXPOORo+fLh+9atfqbm5WePHj5ckjRs3Tr1791Ztba0k6Y477tDFF1+sX/ziFxo5cqSee+45vffee/rd734X3zOx6NuDijX7389mzggcrWe3TF12RqHu+86Z6pKZkepy0lqG16PH/n2YWo4G9NTbH2vRGp/W7mrS4aO8XwLnifecEauiDiNjxozRp59+qqlTp8rn82nIkCFauHBhqEl127Zt8nq/SlMjRozQH//4R91333269957ddppp+nll1/WoEGpe4fi24OKddnAIiawOuw4O9aUjONa/EadO2Wo30ld9f2L+umC005ipLsNZXby6gcXn6ofXHyqJOmLFr/uf22Nlm7co88PHVFmhn3/H+P70/41OXUCq1VpOw4eAAAkVsImsAIAAMQTYQQAAKQUYQQAAKQUYQQAAKQUYQQAAKQUYQQAAKQUYQQAAKQUYQQAAKQUYQQAAKRU1OPgUyE4JLapqSnFlQAAAKuCv7cjDXt3RBg5cOCAJKmkpCTFlQAAgGgdOHBAeXl57X7dEdemCQQC2rlzp7p16yaPJ34XCGtqalJJSYm2b9/u2mveuP0cOT/nc/s5cn7O5/ZzTOT5GWN04MAB9erVq9VFdL/OEe+MeL1efeMb30jY4+fm5rryf7Bjuf0cOT/nc/s5cn7O5/ZzTNT5hXtHJIgGVgAAkFKEEQAAkFJpHUaysrJUU1OjrKysVJeSMG4/R87P+dx+jpyf87n9HO1wfo5oYAUAAO6V1u+MAACA1COMAACAlCKMAACAlCKMAACAlHJ9GPn5z3+uESNGKCcnR/n5+W2u2bZtm0aOHKmcnBz17NlTP/nJT3T06NGwj7t3717dcMMNys3NVX5+viZMmKDPP/88AWdg3ZIlS+TxeNq8vfvuu+0e981vfvO49bfccksSK49OaWnpcfU++OCDYY85dOiQJk2apBNPPFEnnHCC/uVf/kUNDQ1Jqti6LVu2aMKECerbt6+6dOmifv36qaamRi0tLWGPs/trOGvWLJWWlio7O1vl5eVavnx52PUvvPCCBgwYoOzsbJ111llasGBBkiqNTm1trc4991x169ZNPXv21OjRo/XBBx+EPebpp58+7rXKzs5OUsXR++lPf3pcvQMGDAh7jFNeP6ntnycej0eTJk1qc73dX78333xTo0aNUq9eveTxePTyyy+3+roxRlOnTlVxcbG6dOmiyspKffTRRxEfN9rv4Wi5Poy0tLTo2muv1a233trm1/1+v0aOHKmWlhYtXbpUzzzzjJ5++mlNnTo17OPecMMNWrt2rRYvXqzXXntNb775pr7//e8n4hQsGzFihHbt2tXqdvPNN6tv374655xzwh47ceLEVsc9/PDDSao6Nvfff3+rem+//faw6++88069+uqreuGFF/TGG29o586d+u53v5ukaq3bsGGDAoGAnnjiCa1du1a//OUvNXv2bN17770Rj7Xrazhv3jxVV1erpqZGK1euVFlZmaqqqrR79+421y9dulRjx47VhAkTtGrVKo0ePVqjR4/WmjVrklx5ZG+88YYmTZqkd955R4sXL9aRI0d0+eWXq7m5Oexxubm5rV6rrVu3Jqni2Jx55pmt6n3rrbfaXeuk10+S3n333VbntnjxYknStdde2+4xdn79mpubVVZWplmzZrX59Ycffli/+c1vNHv2bC1btkxdu3ZVVVWVDh061O5jRvs9HBOTJp566imTl5d33P0LFiwwXq/X+Hy+0H2PP/64yc3NNYcPH27zsdatW2ckmXfffTd031//+lfj8XjMJ598EvfaY9XS0mJOOukkc//994ddd/HFF5s77rgjOUXFQZ8+fcwvf/lLy+v3799vOnfubF544YXQfevXrzeSTH19fQIqjK+HH37Y9O3bN+waO7+Gw4cPN5MmTQr92e/3m169epna2to21//bv/2bGTlyZKv7ysvLzQ9+8IOE1hkPu3fvNpLMG2+80e6a9n4W2VVNTY0pKyuzvN7Jr58xxtxxxx2mX79+JhAItPl1J71+ksxLL70U+nMgEDBFRUXmkUceCd23f/9+k5WVZf70pz+1+zjRfg/HwvXvjERSX1+vs846S4WFhaH7qqqq1NTUpLVr17Z7TH5+fqt3GyorK+X1erVs2bKE12zVK6+8os8++0zjx4+PuPYPf/iDCgoKNGjQIE2ePFkHDx5MQoWxe/DBB3XiiSdq6NCheuSRR8J+rLZixQodOXJElZWVofsGDBigk08+WfX19ckot0MaGxvVo0ePiOvs+Bq2tLRoxYoVrf7uvV6vKisr2/27r6+vb7Ve+vJ70imvlaSIr9fnn3+uPn36qKSkRFdffXW7P2vs4qOPPlKvXr10yimn6IYbbtC2bdvaXevk16+lpUXPPvus/uM//iPsRVmd9voFbd68WT6fr9Xrk5eXp/Ly8nZfn1i+h2PhiAvlJZLP52sVRCSF/uzz+do9pmfPnq3u69Spk3r06NHuManw5JNPqqqqKuJFBq+//nr16dNHvXr10j/+8Q/dfffd+uCDD/TnP/85SZVG50c/+pHOPvts9ejRQ0uXLtXkyZO1a9cuzZgxo831Pp9PmZmZx/UMFRYW2ur1asvGjRs1c+ZMPfroo2HX2fU13LNnj/x+f5vfYxs2bGjzmPa+J+3+WgUCAf34xz/W+eefr0GDBrW7rn///po7d64GDx6sxsZGPfrooxoxYoTWrl2b0AuCxqq8vFxPP/20+vfvr127dmnatGm68MILtWbNGnXr1u249U59/STp5Zdf1v79+/W9732v3TVOe/2OFXwNonl9YvkejoUjw8g999yjhx56KOya9evXR2yycopYznfHjh1atGiRnn/++YiPf2yvy1lnnaXi4mJdeuml2rRpk/r16xd74VGI5hyrq6tD9w0ePFiZmZn6wQ9+oNraWtuOa47lNfzkk0/07W9/W9dee60mTpwY9lg7vIbpbtKkSVqzZk3YfgpJqqioUEVFRejPI0aM0BlnnKEnnnhC06dPT3SZUbviiitC/z148GCVl5erT58+ev755zVhwoQUVhZ/Tz75pK644gr16tWr3TVOe/2cwpFh5K677gqbXCXplFNOsfRYRUVFx3UFB3dZFBUVtXvM1xt3jh49qr1797Z7TEfEcr5PPfWUTjzxRF111VVRP195ebmkL/9VnqxfZB15TcvLy3X06FFt2bJF/fv3P+7rRUVFamlp0f79+1u9O9LQ0JCQ16st0Z7fzp07dckll2jEiBH63e9+F/XzpeI1bEtBQYEyMjKO27kU7u++qKgoqvV2cNttt4Ua2aP913Hnzp01dOhQbdy4MUHVxVd+fr5OP/30dut14usnSVu3btXf/va3qN9NdNLrF3wNGhoaVFxcHLq/oaFBQ4YMafOYWL6HYxK37hObi9TA2tDQELrviSeeMLm5uebQoUNtPlawgfW9994L3bdo0SLbNLAGAgHTt29fc9ddd8V0/FtvvWUkmffffz/OlSXGs88+a7xer9m7d2+bXw82sL744ouh+zZs2GDbBtYdO3aY0047zVx33XXm6NGjMT2GnV7D4cOHm9tuuy30Z7/fb3r37h22gfU73/lOq/sqKips2QAZCATMpEmTTK9evcyHH34Y02McPXrU9O/f39x5551xri4xDhw4YLp3725+/etft/l1J71+x6qpqTFFRUXmyJEjUR1n59dP7TSwPvroo6H7GhsbLTWwRvM9HFOtcXskm9q6datZtWqVmTZtmjnhhBPMqlWrzKpVq8yBAweMMV/+jzRo0CBz+eWXm9WrV5uFCxeak046yUyePDn0GMuWLTP9+/c3O3bsCN337W9/2wwdOtQsW7bMvPXWW+a0004zY8eOTfr5teVvf/ubkWTWr19/3Nd27Nhh+vfvb5YtW2aMMWbjxo3m/vvvN++9957ZvHmz+ctf/mJOOeUUc9FFFyW7bEuWLl1qfvnLX5rVq1ebTZs2mWeffdacdNJJZty4caE1Xz9HY4y55ZZbzMknn2z+/ve/m/fee89UVFSYioqKVJxCWDt27DCnnnqqufTSS82OHTvMrl27Qrdj1zjpNXzuuedMVlaWefrpp826devM97//fZOfnx/awXbjjTeae+65J7T+7bffNp06dTKPPvqoWb9+vampqTGdO3c2//znP1N1Cu269dZbTV5enlmyZEmr1+rgwYOhNV8/v2nTpplFixaZTZs2mRUrVpjrrrvOZGdnm7Vr16biFCK66667zJIlS8zmzZvN22+/bSorK01BQYHZvXu3McbZr1+Q3+83J598srn77ruP+5rTXr8DBw6Efs9JMjNmzDCrVq0yW7duNcYY8+CDD5r8/Hzzl7/8xfzjH/8wV199tenbt6/54osvQo/xrW99y8ycOTP050jfw/Hg+jBy0003GUnH3V5//fXQmi1btpgrrrjCdOnSxRQUFJi77rqrVTp+/fXXjSSzefPm0H2fffaZGTt2rDnhhBNMbm6uGT9+fCjgpNrYsWPNiBEj2vza5s2bW53/tm3bzEUXXWR69OhhsrKyzKmnnmp+8pOfmMbGxiRWbN2KFStMeXm5ycvLM9nZ2eaMM84wDzzwQKt3sb5+jsYY88UXX5gf/vCHpnv37iYnJ8dcc801rX7B28VTTz3V5v+vx76J6cTXcObMmebkk082mZmZZvjw4eadd94Jfe3iiy82N910U6v1zz//vDn99NNNZmamOfPMM838+fOTXLE17b1WTz31VGjN18/vxz/+cejvorCw0Fx55ZVm5cqVyS/eojFjxpji4mKTmZlpevfubcaMGWM2btwY+rqTX7+gRYsWGUnmgw8+OO5rTnv9gr+vvn4LnkMgEDBTpkwxhYWFJisry1x66aXHnXefPn1MTU1Nq/vCfQ/Hg8cYY+L3oQ8AAEB00n7OCAAASC3CCAAASCnCCAAASCnCCAAASCnCCAAASCnCCAAASCnCCAAASCnCCAAASCnCCAAASCnCCAAASCnCCAAASCnCCAAASKn/D6qTcicrZQKOAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "benchmark = [\n",
+    "\n",
+    "    # combinations\n",
+    "    (lambda x: -np.tanh(x) + 1/4 * x, '-tanh(x) + 1/4 * x)'),\n",
+    "    (lambda x: -np.arcsinh(x) + np.cos(x), '-arcsinh(x) + cos(x)'),\n",
+    "    (lambda x: np.arctan(x) + np.sin(x), 'np.arctan(x) + sin(x)'),\n",
+    "    (lambda x: np.exp(-x**2+1) + 1/3*np.abs(x), 'exp(-x^2+1)+ 1/3 * |x|'),\n",
+    "    (lambda x: np.exp(-x+1) + 2000* np.abs(x+1), 'exp(-x+1)+ 2000 * abs(x+1)'),\n",
+    "    (lambda x: np.exp(x) + 2000* np.abs(x), 'exp(x)+ 2000 * abs(x)'),\n",
+    "    (lambda x: np.exp(x) + 4000* np.sign(x), 'exp(x)+ 4000 * sign(x)'),\n",
+    "    (lambda x: np.sin(x) + np.cos(x), 'sin(x)+cos(x)'),\n",
+    "    (lambda x: np.abs(np.sin(x/2)), '|sin(x/2)|'),\n",
+    "    (lambda x: np.exp(x) + 4000* np.sin(x), 'sin(x)'),\n",
+    "    (lambda x: np.sign(np.sin(x)), 'sign(sin(x))'),\n",
+    "    (lambda x: np.sign(np.cos(x)), 'sign(cos(x))'),\n",
+    "\n",
+    "\n",
+    "    # basic functions\n",
+    "    (lambda x: np.sign(x), 'sign(x)'),\n",
+    "    (lambda x: np.sign(x+3), 'sign(x+3)'),\n",
+    "    (lambda x: np.sign(x-1), 'sign(x-1)'),\n",
+    "    (lambda x: np.abs(x), '|x|'),\n",
+    "\n",
+    "\n",
+    "    # polynomials\n",
+    "    (lambda x: x, 'x'),\n",
+    "    (lambda x: -2*x+5, '2*x+5'),\n",
+    "    (lambda x: x**2, 'x^2'),\n",
+    "    (lambda x: -2*x**2, '-2*x^2'),\n",
+    "    (lambda x: (x-2)**2, '(x-2)^2'),\n",
+    "    (lambda x: x**3, 'x^3'),\n",
+    "    (lambda x: -3*x**3, '-3*x^3'),\n",
+    "    (lambda x: x ** 4, 'x^4'),\n",
+    "    (lambda x: (x + 4) ** 4, '(x + 4)^4'),\n",
+    "\n",
+    "    # exponential\n",
+    "    (lambda x: np.exp(-x**2), 'exp(-x^2)'),\n",
+    "    (lambda x: np.exp(x), 'exp(x)'),\n",
+    "\n",
+    "    # trigonometric\n",
+    "    (lambda x: np.sin(x), 'sin(x)'),\n",
+    "    (lambda x: np.cos(x), 'cos(x)'),\n",
+    "    (lambda x: np.sinh(x), 'sinh(x)'),\n",
+    "    (lambda x: np.cosh(x), 'cosh(x)'),\n",
+    "    (lambda x: np.tanh(x), 'tanh(x)'),\n",
+    "    (lambda x: np.arcsinh(x), 'arcsinh(x)'),\n",
+    "    (lambda x: np.arctan(x), 'arctan(x)'),\n",
+    "\n",
+    "    #\n",
+    "    (lambda x: np.sin(x) ** 2, ''),\n",
+    "    (lambda x: np.sin(x+2), 'sin(x+2)'),\n",
+    "\n",
+    "    # \n",
+    "\n",
+    "]\n",
+    "\n",
+    "functions = [f for f, _ in benchmark]\n",
+    "\n",
+    "# for each, function draw 1000 samples from a uniform distribution and plot the function\n",
+    "import matplotlib.pyplot as plt\n",
+    "function_points = []\n",
+    "x = np.linspace(-10, 10, 1000)\n",
+    "for f in functions:\n",
+    "    y = f(x)\n",
+    "    function_points.append(y)\n",
+    "    plt.scatter(x, y)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# for each, function draw 1000 samples from a uniform distribution and plot the function\n",
+    "import matplotlib.pyplot as plt\n",
+    "function_points = []\n",
+    "x = np.linspace(-10, 10, 100)\n",
+    "for f in functions:\n",
+    "    y = f(x)\n",
+    "    function_points.append(y)\n",
+    "    plt.scatter(x, y)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Target function: [1.         0.97979798 0.95959596 0.93939394 0.91919192 0.8989899\n",
+      " 0.87878788 0.85858586 0.83838384 0.81818182 0.7979798  0.77777778\n",
+      " 0.75757576 0.73737374 0.71717172 0.6969697  0.67676768 0.65656566\n",
+      " 0.63636364 0.61616162 0.5959596  0.57575758 0.55555556 0.53535354\n",
+      " 0.51515152 0.49494949 0.47474747 0.45454545 0.43434343 0.41414141\n",
+      " 0.39393939 0.37373737 0.35353535 0.33333333 0.31313131 0.29292929\n",
+      " 0.27272727 0.25252525 0.23232323 0.21212121 0.19191919 0.17171717\n",
+      " 0.15151515 0.13131313 0.11111111 0.09090909 0.07070707 0.05050505\n",
+      " 0.03030303 0.01010101 0.01010101 0.03030303 0.05050505 0.07070707\n",
+      " 0.09090909 0.11111111 0.13131313 0.15151515 0.17171717 0.19191919\n",
+      " 0.21212121 0.23232323 0.25252525 0.27272727 0.29292929 0.31313131\n",
+      " 0.33333333 0.35353535 0.37373737 0.39393939 0.41414141 0.43434343\n",
+      " 0.45454545 0.47474747 0.49494949 0.51515152 0.53535354 0.55555556\n",
+      " 0.57575758 0.5959596  0.61616162 0.63636364 0.65656566 0.67676768\n",
+      " 0.6969697  0.71717172 0.73737374 0.75757576 0.77777778 0.7979798\n",
+      " 0.81818182 0.83838384 0.85858586 0.87878788 0.8989899  0.91919192\n",
+      " 0.93939394 0.95959596 0.97979798 1.        ]\n",
+      "1. Most similar function (index 3) with distance 1.8165902030029581: [1.00000000e+00 9.60004081e-01 9.20824406e-01 8.82460973e-01\n",
+      " 8.44913784e-01 8.08182838e-01 7.72268136e-01 7.37169677e-01\n",
+      " 7.02887460e-01 6.69421488e-01 6.36771758e-01 6.04938272e-01\n",
+      " 5.73921028e-01 5.43720029e-01 5.14335272e-01 4.85766758e-01\n",
+      " 4.58014488e-01 4.31078461e-01 4.04958678e-01 3.79655137e-01\n",
+      " 3.55167840e-01 3.31496786e-01 3.08641975e-01 2.86603408e-01\n",
+      " 2.65381084e-01 2.44975003e-01 2.25385165e-01 2.06611570e-01\n",
+      " 1.88654219e-01 1.71513111e-01 1.55188246e-01 1.39679625e-01\n",
+      " 1.24987246e-01 1.11111111e-01 9.80512193e-02 8.58075707e-02\n",
+      " 7.43801653e-02 6.37690032e-02 5.39740843e-02 4.49954086e-02\n",
+      " 3.68329762e-02 2.94867871e-02 2.29568411e-02 1.72431385e-02\n",
+      " 1.23456790e-02 8.26446281e-03 4.99948985e-03 2.55076013e-03\n",
+      " 9.18273646e-04 1.02030405e-04 1.02030405e-04 9.18273646e-04\n",
+      " 2.55076013e-03 4.99948985e-03 8.26446281e-03 1.23456790e-02\n",
+      " 1.72431385e-02 2.29568411e-02 2.94867871e-02 3.68329762e-02\n",
+      " 4.49954086e-02 5.39740843e-02 6.37690032e-02 7.43801653e-02\n",
+      " 8.58075707e-02 9.80512193e-02 1.11111111e-01 1.24987246e-01\n",
+      " 1.39679625e-01 1.55188246e-01 1.71513111e-01 1.88654219e-01\n",
+      " 2.06611570e-01 2.25385165e-01 2.44975003e-01 2.65381084e-01\n",
+      " 2.86603408e-01 3.08641975e-01 3.31496786e-01 3.55167840e-01\n",
+      " 3.79655137e-01 4.04958678e-01 4.31078461e-01 4.58014488e-01\n",
+      " 4.85766758e-01 5.14335272e-01 5.43720029e-01 5.73921028e-01\n",
+      " 6.04938272e-01 6.36771758e-01 6.69421488e-01 7.02887460e-01\n",
+      " 7.37169677e-01 7.72268136e-01 8.08182838e-01 8.44913784e-01\n",
+      " 8.82460973e-01 9.20824406e-01 9.60004081e-01 1.00000000e+00]\n",
+      "2. Most similar function (index 10) with distance 4.4866131268832925: [1.00000000e+00 8.17078422e-01 6.67617148e-01 5.45495566e-01\n",
+      " 4.45712658e-01 3.64182197e-01 2.97565416e-01 2.43134283e-01\n",
+      " 1.98659780e-01 1.62320624e-01 1.32628684e-01 1.08368042e-01\n",
+      " 8.85451964e-02 7.23483788e-02 5.91143107e-02 4.83010418e-02\n",
+      " 3.94657563e-02 3.22466391e-02 2.63480590e-02 2.15284623e-02\n",
+      " 1.75904809e-02 1.43728500e-02 1.17438039e-02 9.59568018e-03\n",
+      " 7.84051060e-03 6.40641896e-03 5.23467758e-03 4.27730228e-03\n",
+      " 3.49508744e-03 2.85600047e-03 2.33387001e-03 1.90731422e-03\n",
+      " 1.55886514e-03 1.27425340e-03 1.04182380e-03 8.52058081e-04\n",
+      " 6.97185129e-04 5.70862712e-04 4.67917782e-04 3.84134624e-04\n",
+      " 3.16082223e-04 2.60973754e-04 2.16552460e-04 1.80999240e-04\n",
+      " 1.52858148e-04 1.30976773e-04 1.14459047e-04 1.02628552e-04\n",
+      " 9.50008151e-05 9.12634706e-05 9.12634706e-05 9.50008151e-05\n",
+      " 1.02628552e-04 1.14459047e-04 1.30976773e-04 1.52858148e-04\n",
+      " 1.80999240e-04 2.16552460e-04 2.60973754e-04 3.16082223e-04\n",
+      " 3.84134624e-04 4.67917782e-04 5.70862712e-04 6.97185129e-04\n",
+      " 8.52058081e-04 1.04182380e-03 1.27425340e-03 1.55886514e-03\n",
+      " 1.90731422e-03 2.33387001e-03 2.85600047e-03 3.49508744e-03\n",
+      " 4.27730228e-03 5.23467758e-03 6.40641896e-03 7.84051060e-03\n",
+      " 9.59568018e-03 1.17438039e-02 1.43728500e-02 1.75904809e-02\n",
+      " 2.15284623e-02 2.63480590e-02 3.22466391e-02 3.94657563e-02\n",
+      " 4.83010418e-02 5.91143107e-02 7.23483788e-02 8.85451964e-02\n",
+      " 1.08368042e-01 1.32628684e-01 1.62320624e-01 1.98659780e-01\n",
+      " 2.43134283e-01 2.97565416e-01 3.64182197e-01 4.45712658e-01\n",
+      " 5.45495566e-01 6.67617148e-01 8.17078422e-01 1.00000000e+00]\n",
+      "3. Most similar function (index 7) with distance 5.202712318042597: [2.06115362e-09 2.52258972e-09 3.08732877e-09 3.77849750e-09\n",
+      " 4.62440006e-09 5.65967713e-09 6.92672452e-09 8.47742926e-09\n",
+      " 1.03752945e-08 1.26980401e-08 1.55407850e-08 1.90199430e-08\n",
+      " 2.32779896e-08 2.84892967e-08 3.48672734e-08 4.26731052e-08\n",
+      " 5.22264499e-08 6.39185279e-08 7.82281434e-08 9.57412917e-08\n",
+      " 1.17175156e-07 1.43407479e-07 1.75512503e-07 2.14804966e-07\n",
+      " 2.62893941e-07 3.21748726e-07 3.93779493e-07 4.81935984e-07\n",
+      " 5.89828309e-07 7.21874785e-07 8.83482865e-07 1.08127059e-06\n",
+      " 1.32333759e-06 1.61959679e-06 1.98218035e-06 2.42593648e-06\n",
+      " 2.96903751e-06 3.63372405e-06 4.44721579e-06 5.44282614e-06\n",
+      " 6.66132650e-06 8.15261587e-06 9.97776426e-06 1.22115136e-05\n",
+      " 1.49453385e-05 1.82911923e-05 2.23860915e-05 2.73977270e-05\n",
+      " 3.35313310e-05 4.10380817e-05 5.02253892e-05 6.14694843e-05\n",
+      " 7.52308257e-05 9.20729562e-05 1.12685581e-04 1.37912809e-04\n",
+      " 1.68787727e-04 2.06574696e-04 2.52821138e-04 3.09420897e-04\n",
+      " 3.78691799e-04 4.63470567e-04 5.67228989e-04 6.94216093e-04\n",
+      " 8.49632147e-04 1.03984162e-03 1.27263380e-03 1.55754181e-03\n",
+      " 1.90623295e-03 2.33298653e-03 2.85527860e-03 3.49449762e-03\n",
+      " 4.27682035e-03 5.23428381e-03 6.40609723e-03 7.84024772e-03\n",
+      " 9.59546540e-03 1.17436285e-02 1.43727066e-02 1.75903638e-02\n",
+      " 2.15283666e-02 2.63479808e-02 3.22465753e-02 3.94657042e-02\n",
+      " 4.83009992e-02 5.91142759e-02 7.23483504e-02 8.85451733e-02\n",
+      " 1.08368023e-01 1.32628669e-01 1.62320611e-01 1.98659770e-01\n",
+      " 2.43134276e-01 2.97565410e-01 3.64182192e-01 4.45712654e-01\n",
+      " 5.45495564e-01 6.67617146e-01 8.17078421e-01 1.00000000e+00]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x7c73f4b837a0>"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from scipy.spatial.distance import euclidean\n",
+    "\n",
+    "# divide function values by the maximum value to normalize them\n",
+    "function_points = [f / np.max(f) for f in function_points]\n",
+    "\n",
+    "# Function to find the top 3 most similar functions to a given function\n",
+    "def find_top_3_similar_functions(target_function, functions):\n",
+    "    distances = []\n",
+    "    \n",
+    "    for i, func in enumerate(functions):\n",
+    "        if np.array_equal(func, target_function):\n",
+    "            continue\n",
+    "        distance = euclidean(target_function, func)\n",
+    "        distances.append((distance, i, func))\n",
+    "    \n",
+    "    # Sort by distance\n",
+    "    distances.sort(key=lambda x: x[0])\n",
+    "    \n",
+    "    # Get the top 3 most similar functions\n",
+    "    top_3 = distances[:3]\n",
+    "    return top_3\n",
+    "\n",
+    "\n",
+    "# Target function (e.g., the first function in the list)\n",
+    "target_function = function_points[8]\n",
+    "\n",
+    "# Find the most similar function\n",
+    "top_3_similar = find_top_3_similar_functions(target_function, function_points)\n",
+    "\n",
+    "print(f\"Target function: {target_function}\")\n",
+    "for rank, (dist, idx, func) in enumerate(top_3_similar, 1):\n",
+    "    print(f\"{rank}. Most similar function (index {idx}) with distance {dist}: {func}\")\n",
+    "\n",
+    "# plot the top 3 most similar functions\n",
+    "for rank, (_, _, func) in enumerate(top_3_similar, 1):\n",
+    "    plt.scatter(x, func, label=f\"Rank {rank}\")\n",
+    "\n",
+    "# plot the target function\n",
+    "plt.scatter(x, target_function, label=\"Target function\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import t2ebm\n",
+    "\n",
+    "import t2ebm.graphs as graphs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "x:\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO: The graph of feature feature_0000 was simplified by 1.1%.\n",
+      "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n",
+      "\n",
+      "Feature Name: feature_0000\n",
+      "Feature Type: continuous\n",
+      "Means: {\"(-9.99, -9.58)\": -9.96, \"(-9.58, -9.17)\": -9.55, \"(-9.17, -8.72)\": -9.1, \"(-8.72, -8.31)\": -8.69, \"(-8.31, -7.86)\": -8.27, \"(-7.86, -7.43)\": -7.8, \"(-7.43, -7.01)\": -7.4, \"(-7.01, -6.57)\": -6.97, \"(-6.57, -6.15)\": -6.53, \"(-6.15, -5.71)\": -6.09, \"(-5.71, -5.24)\": -5.65, \"(-5.24, -4.85)\": -5.22, \"(-4.85, -4.42)\": -4.81, \"(-4.42, -4.01)\": -4.4, \"(-4.01, -3.56)\": -3.97, \"(-3.56, -3.16)\": -3.54, \"(-3.16, -2.73)\": -3.11, \"(-2.73, -2.5)\": -2.68, \"(-2.5, -2.02)\": -2.41, \"(-2.02, -1.81)\": -1.99, \"(-1.81, -1.38)\": -1.76, \"(-1.38, -1.15)\": -1.34, \"(-1.15, -0.74)\": -1.12, \"(-0.74, -0.32)\": -0.71, \"(-0.32, 0.1)\": -0.29, \"(0.1, 0.31)\": 0.13, \"(0.31, 0.55)\": 0.35, \"(0.55, 0.94)\": 0.57, \"(0.94, 1.36)\": 0.98, \"(1.36, 1.78)\": 1.4, \"(1.78, 2.21)\": 1.82, \"(2.21, 2.63)\": 2.24, \"(2.63, 3.03)\": 2.65, \"(3.03, 3.48)\": 3.08, \"(3.48, 3.69)\": 3.5, \"(3.69, 4.11)\": 3.74, \"(4.11, 4.52)\": 4.16, \"(4.52, 4.96)\": 4.57, \"(4.96, 5.39)\": 5.0, \"(5.39, 5.78)\": 5.43, \"(5.78, 6.03)\": 5.84, \"(6.03, 6.47)\": 6.08, \"(6.47, 6.68)\": 6.51, \"(6.68, 6.91)\": 6.73, \"(6.91, 7.14)\": 6.95, \"(7.14, 7.56)\": 7.2, \"(7.56, 7.8)\": 7.61, \"(7.8, 8.05)\": 7.85, \"(8.05, 8.46)\": 8.08, \"(8.46, 8.7)\": 8.5, \"(8.7, 9.12)\": 8.73, \"(9.12, 9.33)\": 9.15, \"(9.33, 9.72)\": 9.37, \"(9.72, 9.99)\": 9.78}\n",
+      "\n",
+      "x^2:\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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bYtSoUcLV1VXUqlVLdOvWrdRbgHW1z9K0aNFCjBo1qsT2uLg4MXz4cOHu7i6sra1FYGCgCA8PL3XCNycnJ2FjYyM6dOhQ5oRv9x6H0m4PvnPnjnjmmWeEk5NTpSd8u1dpk65dv35dDB48WNSqVUs4OzuLl19+WZw8ebLUW+C3bt0qOnXqJGxtbYVarRaPPPJIiQnfhCiYyK1Zs2bCyspKBAUFiWXLlpX43Nu2bRMDBw4UPj4+wsrKSvj4+IihQ4eWWN7gn3/+EQC0JsAjqi4qIR7gSjAiIsl+/vlnhIeH4/Lly8rttFSzBg0aBJVKVeKtI6LqwEKFiAyaRqNBixYtMHToUEycOFF2HJNz+vRpNG/eHEePHq3wlnCi+8FChcgI5efnV3hRrb29faVvYyYikoUX0xIZofj4+BITxd1rypQpWhdYEhHpIxYqREbIy8sLW7ZsKXdMZeZsISKSjW/9EBERkd7ihG9ERESktwz+rR+NRoNr167BwcGBi2EREREZCCEE0tPT4ePjU+4EiwZfqFy7dq3EwmdERERkGOLj41GnTp0yHzf4QsXBwQFAwQtVq9WS0xAREVFlpKWlwdfXV/k9XhaDL1QK3+5Rq9UsVIiIiAxMRZdt8GJaIiIi0lssVIiIiEhvsVAhIiIivcVChYiIiPQWCxUiIiLSWyxUiIiISG+xUCEiIiK9xUKFiIiI9BYLFSIiItJbLFSIiIhIb7FQISIiIr3FQoWIiIj0FgsVIiIi0lssVIiIiKiEqLjbqPfBBvSYtxPbzyRJy2Eh7TPrud1nr+NA7C34utjiqfZ+suMQERHVqBeXHkS+RuDijbu4k50vLQcLlTIsP3gZG04kAgDa+DmjgaeD5EREREQ1x8K84E2X/i280ameq7QcfOunDCGBRQdl19nrEpMQERHVrF1nr+N6ejYAYEz3+nC1t5aWhYVKGZ4LqQtPdcGB+Wj9aaRm5EpOREREVDN2F/sD3dellsQkLFTKNa53kNL+Ztd5iUmIiIhqxu27OfhhTywA4IVOAbC3lnuVCAuVcjzRtg6sLAr+i1Lu8owKEREZv3UnEpR24TsLMrFQKYeZmQpv9mwgOwYREVGNyc4tusPn2Y7+EpMUYKFSSSsOxSP2xl3ZMYiIiHTmeno2Plp/GgAwqJUP7CS/7QOwUKmQi52V0l6064LEJERERLp16NItpd3YWy0xSREWKhV4rHVt+P13xfPyg/EQQkhOREREpBufbTkLAPBS2+DlbvUkpynAQqUCNpbmmPV4c6V/+HKKvDBEREQ6dC75DgCgoZf+THLKQqUSQovNyPf3sWsSkxAREenGhet3lPa43g0lJtHGQqUSVCoVHm9TGwCwZN8luWGIiIh04LPNZ5V2Ex/9uD4FYKFSaT0beSrtA7G3yhlJRERkeLafSQYAdAx0gaW5/pQH+pNEz4U1LSpUdp1NlpiEiIioeu2ISUbmf/OnvPZQfclptLFQqSQLczMMC/YDAHy94wIycvIkJyIiIqoeG08kKu1Wfk7ygpSChUoVFH/P7sSVVIlJiIiIqkd2Xj5WHIoHALzcNRBqG0vJibSxUKmCYcH+MDdTAQDmboqRnIaIiOjBRVy4qbR7N/EsZ6QcLFSqqOl/Z1UOxd1GaiYXKiQiIsM2duUxpd2urovEJKVjoVJF0wc2U9rL9sdJTEJERPRgNBqBW3dzAABPtfOVnKZ0LFSqqEVtR6WdlsUzKkREZLjWHruqtF/sEiAxSdlYqFSRmZkKL/13MBftusiFComIyGDN2nBGaTfw1J9p84vTeaFy9epVPPvss3B1dYWtrS2aN2+OQ4cOKY8LITB58mR4e3vD1tYWvXr1wrlz53Qd64EEutsr7V8iL0tMQkREdH/yNQLJ6dkAgKEd/CSnKZtOC5Xbt2+jU6dOsLS0xD///INTp07h008/hbOzszJmzpw5+PLLL7Fw4UJERkbCzs4OYWFhyMrK0mW0BzK0gx/mDWkJABDgaspERGR41hwpetvnrV4NJCYpn4Uud/7JJ5/A19cXixcvVrYFBBS9ByaEwOeff44PP/wQAwcOBAD89NNP8PT0xJo1a/D000/rMt4DqeduJzsCERHRfRu3quhuH0+1jcQk5dPpGZW//voL7dq1w5AhQ+Dh4YHWrVvju+++Ux6PjY1FYmIievXqpWxzdHREcHAwIiIiSt1ndnY20tLStD5kir+Viai421IzEBERVcWNO9lKu3DWdX2l00Ll4sWLWLBgARo0aIBNmzbh1VdfxRtvvIGlS5cCABITC6bs9fTUnmDG09NTeexes2bNgqOjo/Lh6yvndipH26KZ+8auOColAxER0f0YsrDoZMCkAU0kJqmYTgsVjUaDNm3aYObMmWjdujVGjx6Nl156CQsXLrzvfU6YMAGpqanKR3x8fDUmrrxAd3u83DUQABB3KwOZOflSchAREVVVTp4GANCjkQdsLM0lpymfTgsVb29vNGmiXak1btwYly8X3Cnj5eUFAEhKStIak5SUpDx2L2tra6jVaq0PWd4JC1Lab684CiF4YS0RERkOfb6ItpBOC5VOnTohJkZ7TZyzZ8/C398fQMGFtV5eXti2bZvyeFpaGiIjIxESEqLLaNXC0twMtZ1sAQAboxNxLvmO5ERERETl23IqCVdTMmXHqDSdFipvv/029u/fj5kzZ+L8+fP49ddf8e233yI8PBwAoFKp8NZbb+Gjjz7CX3/9hRMnTmD48OHw8fHBoEGDdBmt2iwf3VFp5+ZrJCYhIiKq2Es/Fc1l5qXHd/sU0untye3bt8eff/6JCRMmYPr06QgICMDnn3+OYcOGKWPee+893L17F6NHj0ZKSgo6d+6MjRs3wsZG///zAMDXpRY8HKyVSXOIiIj01ZnEojtl3+/bCB4GUKiohIFfWJGWlgZHR0ekpqZKu16lw8dbkZyejaEdfDHr8RZSMhAREVVkyMJ9OHipYEqNcx/3g6W5vJV0Kvv7m2v9VAP1f7cq/3YgHj/uiZWchoiIqKS0rFylSHGwsZBapFSFYaTUc18+3Vppz9l0ppyRREREchSfMn/GwGYSk1QNC5Vq0MRHjW+fawsAsDDjfykREemfu9lF830NbOUjMUnV8LdqNQny0s/lsYmIiOJvZeCTjQVn/Ie0rQOVSiU5UeWxUKlmd7LzMGnNSU7+RkREemN11BWl7WpvLTFJ1bFQqSZOtaxgaV5Qof68Pw6XbmZITkRERFSgcJ4v51qWCO9eT3KaqmGhUk0cbS3xz5tdlP7F65ylloiI5Iu/lYFvdl4AADzWug4cbCwreIZ+YaFSjep7OMDN3goAMGrpIaRl5UpOREREpi4y9pbSblHHUWKS+8NCpZqN6V5fad++myMxCREREfDOqmMAgMbeagxqXVtymqpjoVLNnu8UADurgiWzeZ0KERHJdCc7T2l3D3KXmOT+sVDRgbs5Bfeqj/jxgOQkRERkqk5dS0Ob6VuU/lPtfSWmuX8sVHTgqXZFXwxxN+9KTEJERKbqTGIacv6726elryNqO9lKTnR/WKjowMQBjZU21/4hIiKZujZ0x9rwzrAwkLV97mWYqfWc2sYSHeq6AACWRsRJTkNERGS4WKjoyHMh/kqbb/8QERHdHxYqOvJIy6IFn36JvCwxCRERmZp1x6/h5/3GcUafhYoOBbjZAQC+3X1Rmb6YiIhI18b/fgJHLqcAAJxsDWsm2nuxUNGhV7sVraew8WSixCRERGRKsvMKpsl4o0d9fPBw4wpG6zcWKjr0eJuiGQBXHoqXmISIiEzF5uhE5OYLAMAzwf7wcrSRnOjBsFDRIQtzMwxsVXCtyr/nbiCPb/8QEZEOpWXl4tVfDgMAVCrAxtLwf80b/ivQc+HF1v4J//WwxCRERGTssnLyka8pOJvy2ZMt4VTLSnKiB8dCRccaejoo7W2nkyUmISIiY7f9TMHvGXMzFR5rXUdymurBQqUGbHyrCwDA0kBnBSQiIsPw4ZqTAKCcVTEG/M1ZA+ysLAAAmbn5+HLbOclpiIjIGF25nYG8Ym/7GAsWKjXA3cFaaX+25SyEMJ5Kl4iI9MOnm88q7f4tvCUmqV4sVGqAjaU5fnqhg9KPjL0lMQ0RERmb3HwN/jxyFQDQvq4zrC3MJSeqPixUakhwoIvSfvrb/cjIyZOYhoiIjMmm6KJJRUeE1pUXRAdYqNQQawtzrQngDvCsChERVZMxvx5R2mFNvSQmqX4sVGrQjIHNlHbhrIFEREQPonC6fACo72FvdHeYGter0XN21hZo6esEAHjpp0NywxARkVGYsjZaaa9+JURiEt1goVLD2vg5Ke20rFx5QYiIyCgsP1iwlpyLnZVRzER7LxYqNWxS/yZK+7nvIyUmISIiQ/fvuetK29BXSS4LC5UaZmamQoe6BXcA5fA6FSIiegDF504ZYERzpxTHQkWC13sWLFR4OiENUXG8+4eIiKpOCIGj8SkAgMda14aNpfHMnVIcCxUJAt3tlfaMdaeRm6+RmIaIiAzR8SupSntkp7rygugYCxUJajvZ4sl2BataHo1PwXf/XpSciIiIDM2Lxe4ebVHHSV4QHWOhIsnzoQFKOyk1S2ISIiIyNPkagevp2QC07yY1RixUJGnio8brPerLjkFERAbo6x3nlfb3I9pLTKJ7LFT0wNKIOBz774IoIiKiipxPvqO0XeyMb+6U4lioSOTuYK20F++NlZiEiIgMRWpGLv46dg0AMHlAkwpGGz4WKhI93d4PHQNdAQBrjl5TbjMjIiIqy+CF+5R2Q08HiUlqBgsViawszLRuKfs96oq8MEREZBAKFyFs6qNG5wZuktPoHgsVyfo08UTPRh4AgHzBmWqJiKhsvx24jPhbmQCAiUY6Zf69WKhIplKplBWVT15NRR4nfyMiojJM+OOE0m7krZaYpOawUNEDqv/+PX4lFWNXHpOahYiI9NPF60V3+sx5ooXR3+1TiIWKHujVxFNpx964KzEJERHpq58i4pT2oy19JCapWSxU9EBjbzUWjyyYsOfE1VTE3WSxQkRE2pbsuwQAaF/X2WgXICwNCxU9Eehmp7S7zd3JhQqJiEiRnFa01Mo7fYIkJql5LFT0hL+rHd4NK/riS8vMlZiGiIj0Sde5O5S2qVxEW4iFih4J7861f4iISJtGI5CVW3CWvY2fExxtLSUnqlksVPTUx+tPy45ARER6YNfZ60p7wbNtJSaRg4WKnim83eyPI1eRyrd/iIhM3uu/HVHanmobiUnkYKGiZza+2UVpf7jmpMQkREQkW/ytDNzJzgMAPNa6tuQ0crBQ0TMeahuYmxVMAff3sWu8+4eIyEQJIfBEsQUIP+xvGlPm34uFih5aNipYaf+wJ1ZiEiIikuVaahaS0rIBAL2beMLV3lpyIjlYqOihkHquSvvo5RR5QYiISJrdxS6i/d8zrSUmkavGCpXZs2dDpVLhrbfeUrZlZWUhPDwcrq6usLe3x+DBg5GUlFRTkfRa4aqYG6MT+fYPEZEJ+t/280rb2sJ0ZqK9V40UKgcPHsSiRYvQokULre1vv/02/v77b6xatQq7du3CtWvX8Pjjj9dEJL3Xs7GH0i6+vgMRERm/23dzcDUlEwAwY2BTyWnk0nmhcufOHQwbNgzfffcdnJ2dle2pqan44Ycf8Nlnn6FHjx5o27YtFi9ejH379mH//v26jqX3AopNqT9j3SmJSYiIqKYVrusDAO0DXOQF0QM6L1TCw8PRv39/9OrVS2t7VFQUcnNztbY3atQIfn5+iIiI0HUsvadSqfD1M22U/vYzfEuMiMgUCCGw9/wNAICtpTmCPB0kJ5LLQpc7X758OQ4fPoyDBw+WeCwxMRFWVlZwcnLS2u7p6YnExMQy95mdnY3s7Gyln5aWVm159U3fZl5K+5sdF9CjkafENEREVBP+OnYNh+JuAwBGdQ6ASqWSnEgunZ1RiY+Px5tvvolffvkFNjbVN5PerFmz4OjoqHz4+vpW2771jbmZCsOC/QAAh+JuIyUjR3IiIiLStfG/n1Dag1r7SEyiH3RWqERFRSE5ORlt2rSBhYUFLCwssGvXLnz55ZewsLCAp6cncnJykJKSovW8pKQkeHl5lb5TABMmTEBqaqryER8fr6uXoBceb1M0E+GcTTESkxARka6lZuYiMzcfAPDBw41Q38O03/YBdFio9OzZEydOnMDRo0eVj3bt2mHYsGFK29LSEtu2bVOeExMTg8uXLyMkJKTM/VpbW0OtVmt9GLO2/kUXUf0aeVliEiIi0rVPNp5R2r2blP1HuynR2TUqDg4OaNasmdY2Ozs7uLq6KttHjRqFsWPHwsXFBWq1Gq+//jpCQkLQsWNHXcUySJMGNFHu/Pn33HV0aeAuOREREVW3W3dztP4gLX73pymTOjPt/PnzMWDAAAwePBhdu3aFl5cX/vjjD5mR9NKIEH+l/VWxCYCIiMh4HLl8W2mvfLnsdxZMjUoIIWSHeBBpaWlwdHREamqqUb8N9MGfJ5RK+8ik3nC2s5KciIiIqsvJq6kY8NUeAAVnUna885DcQDWgsr+/udaPgRjVOUBpb4ou+/ZtIiIyPGuOXFXaTbyN94/u+8FCxUDUc7eHj2PBbd7j/zgBAz8RRkRExWj++5He0tcJnz7ZUm4YPcNCxYA80a5ozph9F25KTEJERLrQqZ4rbCxNdwHC0rBQMSBv9mygtD/480Q5I4mIyFAs3XcJP+6NlR1Db7FQMSDmZioMblMHABB3MwN3s/MkJyIiogc15a9opd3QxNf1KQ0LFQPzfr8gpf3FtnMSkxAR0YM6Gp+itOc/1RKDWtcue7CJYqFiYDwcitZN+nb3ReRreFEtEZGh+uvoNaU9sCWLlNKwUDFAo7sGKu3tZ5IlJiEiovv1U0TRtSl1nG1hZmbaqySXhYWKAXq/byOl/dJPhyQmISKi+/XvuRtK+5PBLSQm0W8sVAyQuZkKT7aro/RTM3IlpiEiogcx9ZEm6FTfTXYMvcVCxUDNfryo+l4VFS8xCRERVZUQArfu5gAArDlvSrlYqBio4u9l/nbgMjZzWn0iIoMxYvFBRMXdrnggsVAxZON6NwQAXLh+F6//dgR5+RrJiYiIqCK5+RrsPntd6bf1d5aYRv9ZyA5A9+/Zjv5IzczF93tikZ2nAe9UJiLSfzM3nFbaBz7oCQ+1TTmjiWdUDJiznRXGdK8vOwYREVWSEAKL915S+ixSKsZCxcCpil2rkpKZIzEJERFVZOPJousJV4zuKDGJ4WChYkS6fLIDx4pNx0xERPplyb5LSjs40FVeEAPCQsXAOVhboJmPGgCQnadBZOxNyYmIiKg06Vm5iIy9BQDo0oDzplQWCxUDZ2amwtrwTuge5A4A+GFPLDJz8iWnIiKie43/44TSnvMEZ6KtLBYqRsDc3AxN/jurkpSWjdWHr0hORERExd24k431xxOUvrejrcQ0hoWFipEYFuyvtFMzeFEtEZE+WX7gstL+9cVgiUkMDwsVI+HjZIun2/sCAOZtPov4WxmSExERUaF5m88CANwdrBHKdX2qhIWKEfFxKjqV+OJSrqpMRKQPrqdnK+3xfRtJTGKYWKgYkfBik7/FJKVLTEJERIWe+jZCafdv4S0xiWFioWJEzM1U+HJoa6XPBa+IiOS7eP0uACAk0BU2XCm5ylioGJkBzYuq9cEL9kEILgBERCTLV9vOKe13woIkJjFcLFSMjJmZCi93DVT6mbmcU4WISIY9527g0y1nlX6z2mqJaQwXCxUjNKZH0bUq7646LjEJEZHpunK76O7L317qCGsLvu1zP1ioGCEHG0v4OBasyLn+RAJ2xCRLTkREZLp6NfZESD2u63O/WKgYqUXPtStq77ogMQkRkemJirutNWU+3T8WKkaqWW01Rv93rUr01TReVEtEVIM+KFak+DjZSExi+FioGCmVSoW2/s4AgPTsPHy0/rTkREREpiEzJ1+Zy6pbQ3dM7N9YciLDxkLFiAUHuCjtH/bESkxCRGQ6Zm4o+sNw7hMteBHtA2KhYsScalnhg4eLpms+n3xHYhoiIuOXk6fBz/vjlL6Hmm/7PCgWKkZuRGhdpT1u1TF5QYiITEBk7E2lPXlAE4lJjAcLFSNnbWGO5rUdAQDH4lOQmpErORERkfH6uNj1gM+F+EtMYjxYqJiABc+2UdoT1/B2OSIiXUhKy8KZxIKLaDvXd4OlOX/FVgf+L5qAOs614Km2BgCsO56AjJw8yYmIiIzPSz8dUtrfDm8rMYlxYaFiIn55saPSnrXhjMQkRETG5+adbBy/kgoAaOTlgFpWFpITGQ8WKiaivoe90i5+RToRET242f8U/QH49bA25YykqmKhYkJe7la0qnLczbsSkxARGY+E1Eysirqi9Ou525czmqqKhYoJebtXQ6X98Bf/SkxCRGQ8ziUVzVG1fVw3iUmMEwsVE2JjaQ4Hm4L3Te/m5CMpLUtyIiIiw5abr8HwHw8AAHxdbBHIsynVjoWKidk2tqja/3DNSYlJiIgM35+Hryrtp9v7SUxivFiomBgPtQ0ae6sBAFtOJSElI0dyIiIiw/Xe78eVdnj3+hKTGC8WKiboq6GtlPacTTHyghARGbDLNzOU9gudAiQmMW4sVExQfQ8HOFgXXKvya+Rl5OVrJCciIjI8XefuUNrj+jQsZyQ9CBYqJmrhc0WzJn625azEJEREhidfI5T2wFY+sLPmBG+6wkLFRHWq76a0v9l5AUKIckYTEVFxU/4quhlhzhMtJCYxfixUTNj0gU2VdvS1NIlJiIgMy9qj15S2tYW5xCTGj4WKCXumQ9GtdIO+3isxCRGR4fj72DWkZxUs7rrwWS4+qGssVEyYhbkZngkuKFbyNELrCnYiIiopL1+D1387ovQ7BrpITGMaWKiYuIkPN1baczfzVmUiovIUX9Nn8cj2cKplJTGNaWChYuLsrC0QWs8VQMHpzPhbPKtCRFSWaX9HK+3uQR4Sk5gOFiqED/s3UdrjVh5DVm6+xDRERPop9sZdZOUWzDvFt3xqDgsVQhMfNYIDCr7pDly6hZ0x1yUnIiLSL0lpWeg+b6fS/+Lp1vLCmBgWKgQA+GhQM6W94uBliUmIiPTP+uMJSvvRlj7wVNtITGNadFqozJo1C+3bt4eDgwM8PDwwaNAgxMRoX7CZlZWF8PBwuLq6wt7eHoMHD0ZSUpIuY1EpGng6oG9TLwDAjpjrSE7PkpyIiEh/5GkK3vKxNFfho8eaVTCaqpNOC5Vdu3YhPDwc+/fvx5YtW5Cbm4s+ffrg7t27ypi3334bf//9N1atWoVdu3bh2rVrePzxx3UZi8rwbt8gpb377A2JSYiI9Mf55HTM3HAGAPBISx+obSwlJzItOl2cYOPGjVr9JUuWwMPDA1FRUejatStSU1Pxww8/4Ndff0WPHj0AAIsXL0bjxo2xf/9+dOzYUZfx6B713O2V9jurjqFvMy/Yc/0KIjJxo3+OUtoNPBwkJjFNNXqNSmpqKgDAxaXgws2oqCjk5uaiV69eyphGjRrBz88PERERpe4jOzsbaWlpWh9UfYa0raO0D8TelJiEiEi+1IxcXLxe8C5AY281XukWKDmR6amxQkWj0eCtt95Cp06d0KxZwft7iYmJsLKygpOTk9ZYT09PJCYmlrqfWbNmwdHRUfnw9fXVdXST8sngosW1XlhyCLfv5khMQ0QkV8vpm5X2by8FQ6VSSUxjmmqsUAkPD8fJkyexfPnyB9rPhAkTkJqaqnzEx8dXU0ICADMzFV57qJ7S33uB16oQkWnKy9do9TkLrRw1UqiMGTMG69atw44dO1CnTtFbC15eXsjJyUFKSorW+KSkJHh5eZW6L2tra6jVaq0Pql7v9W0EO6uC1UDfWXVMchoiIjl+3h+ntPdP6CkxiWnTaaEihMCYMWPw559/Yvv27QgICNB6vG3btrC0tMS2bduUbTExMbh8+TJCQkJ0GY0q0LZuwXVEWbkaXE/PlpyGiKjmTfv7lNL2cuS8KbLotFAJDw/HsmXL8Ouvv8LBwQGJiYlITExEZmYmAMDR0RGjRo3C2LFjsWPHDkRFRWHkyJEICQnhHT+S/e+ZolkXn198QGISIqKaN2XtSaXdp4mnxCSk00JlwYIFSE1NxUMPPQRvb2/lY8WKFcqY+fPnY8CAARg8eDC6du0KLy8v/PHHH7qMRZWgtrFE+7rOAIDoa2k8q0JEJiUy9pbSXvRcW4lJSCWEELJDPIi0tDQ4OjoiNTWV16tUs7ibd9Ft7k4AgKOtJSI/6AkbS3O5oYiIdOzi9Tvo8ekuAMCyUcHo3MBNciLjVNnf31zrh8rk51ILg1r5AABSM3ORnpUnORERkW7l5GmUIgUAvBytJaYhgIUKlUOlUuHzp1ujcNqA6etOIV9j0CfgiIjKdT75jtIe2sEP9TkTrXQsVKhCrnYFf1H8fewaTlxNlZyGiEg38jUCw3+MVPqzHm8uMQ0VYqFCFVo+uugOrP9tPy8xCRGR7mw7nYQbdwpm4+7C61L0BgsVqlB9D3sEutkBALaeTkJqRq7kRERE1a/44oOLn28vMQkVx0KFKuXHYt+08zbHSExCRFT9zienK+23ezWEhTl/PeoLHgmqlLpudrAwK7iq9uf9cUhOz5KciIio+vT6bLfSfqNnfYlJ6F4sVKjSVr5StKzBkIUREpMQEVWfC9eL7vSp7WTLFZL1DAsVqrQ2fs7wc6kFAIi7mSE5DRFR9Xj2+6I7fbaN6yYxCZWGhQpVyY/Pt1PaKw/GS0xCRPTgziSmISG14K1sW0tzzr6th1ioUJUUn/zovd+Pw8BXYCAiEzf1r2ilvfGtLhKTUFlYqFCVLXy2aIGuPM5US0QGKl8jsP9iweKDT7Xzhb+rneREVBoWKlRlHQJclHbzKZuwIyZZYhoiovtT/NqUPk09JSah8rBQoSpztLVEE++ClS6z8jTYf/Gm5ERERFVz8moqIor97OoY6CoxDZWHhQpVmbmZCute74wRIf4AgDtcVZmIDMycTUUTV/77XnfYWVtITEPlYaFC98XMTAUri4Ivn18iL+PrHVwDiIgMQ2JqFnafvQ4A6NPEE77/TbtA+omFCt230HpFi3bN3RTDO4CISO/duJONjrO2Kf1JA5pITEOVwUKF7lv3Rh5YNipY6S/cdVFiGiKiikVcKLouJawpz6YYAhYq9EA61S+6AO2TjWeQnZcvMQ0RUfn+PnYNQMHkbl8/00ZyGqoMFir0QFQqFT5/qpXS/2LrOXlhiIjKcT75DjafSgIAhNZz5QrJBoJHiR5Y/xbeSvubnRckJiEiKtvH608p7XfCgiQmoapgoUIPzNLcTGsNoM82x5Qzmoio5t2+m4MdMQV3+rT0dULj/+aCIv3HQoWqRaf6RXcAfbmdtyoTkf7I1wi0nrFF6c98rJnENFRVLFSoWlhbmGP56I5K/5nv9ktMQ0RUZN3xa0q7Y6ALmvo4SkxDVcVChapNGz9npb3vwk3cyeaMtUQk35vLjyrt317qWPZA0kssVKjaWFmYYdNbXZV+/y//lZiGiAjIyi2aMuGVbvWgUqkkpqH7wUKFqlVDT3uY/fdzIO5mhtYPCSKimjZ57Uml/U6fhhKT0P1ioULVSqVSYf8HPZV+93k75YUhIpO2eG8sVh66ovQ5b4ph4lGjaufhYKO0E1KzkJyeJTENEZmqf04kKu11r3eWmIQeBAsV0okjk3or7S+3neOChURUo84kpuHApVsAgE8GN0ez2rzTx1CxUCGdcLazgq+LLQBg2f7LuHjjruRERGRKJq+NVtoNPR0kJqEHxUKFdOZ/Q4sW/HpiwT6JSYjIlCzddwkHYgvOprTydULrYlMnkOFhoUI609LXCY28Cv6SuZ2Ri2spmZITEZEp2Ho6SWlPfbSpxCRUHViokE798Hx7pT1pzclyRhIRPbi952/g33M3AAAzBjZFK18nuYHogbFQIZ2q7WSLdnULTrvG3crA+eR0yYmIyFhpNALDvo9U+rWdbSWmoerCQoV07pWu9QAA55PvoNdnu3E2icUKEVW/nWeTlfa43g3RtYG7xDRUXViokM51CHRBz0YesLYo+HK7ymtViKiabYpOxAtLDin9MT3qc4I3I8GjSDqntrHED8+3V24RfH/1caRk5EhORUTG5PeoohloZz3enGv6GBEWKlRjXO2tAADJ6dlYuOui5DREZCx2nb2OzacK7vQZ1TkAQzv4SU5E1YmFCtWYuU+0VNoLd11ATp5GYhoiMhZfbz+vtB9t6SMxCekCCxWqMe4O1vjlxWCl/+qyKIlpiMgYJKdnKVPlP9a6NlrydmSjw0KFalSn+m7wUhcsWrjtTDKy8/IlJyIiQ/bBH0XzM4V3rycxCekKCxWqcd8Nb6e0h30XWc5IIqKyfbo5RpmF1sfRBvU9uKaPMWKhQjWueZ2iVUwPxd1GcnqWxDREZKg2RxdNlf/Ns20lJiFdYqFCUvzzZhel3eHjbRBCSExDRIZm/fEExPw3eeS3z7XlVPlGjIUKSdHYW40ANzulv/u/tTmIiCoihED4r4eVfis/J3lhSOdYqJA0617vrLRH/HiAZ1WIqFKeKXZt2zfD2sDDwUZiGtI1FiokjZ21BSb0a6T0/z6eIDENERmC3HwNIi7eVPoPN/eWmIZqAgsVkurlbkW3E77x2xFsPMlihYjK9shXe5T276+GSkxCNYWFCklX/KzKqkNXyhlJRKbsQOwtnEksWn29WW21xDRUU1iokHSjuwZiZKe6AAomgUvNzJUbiIj00pOLIpR29LQwWFuYS0xDNYWFCkmnUqnQzKdobpXhPx6QmIaI9NG3uy8o7eEh/rCztpCYhmoSCxXSC92C3OFcyxIAcCw+Bcv2x0lORET6IjUzFzM3nFH6Ux9pKjEN1TQWKqQX3Oytseu97kr/wzUnkZGTJzEREemLltM2K+0VozvCzEwlMQ3VNBYqpDfUNpaY+0QLpf/e6uMS0xCRPkjJyNHqBwe6SkpCsrBQIb3ySEsfpb3ueAIngSMyca2mb1HaMR/1lZiEZNGLQuXrr79G3bp1YWNjg+DgYBw4wIspTZWNpTkWFltcbO6mGIlpiEimg5duafV5l49pkl6orFixAmPHjsWUKVNw+PBhtGzZEmFhYUhOTpYdjSTp28xLaX+z8wI2nkxEehZvWSYyNUMWFt2OfO7jfhKTkEzSC5XPPvsML730EkaOHIkmTZpg4cKFqFWrFn788UfZ0Uii4jNOvrIsCq8uO1zOaCIyNltPJSntoR38YGku/dcVSSL1yOfk5CAqKgq9evVStpmZmaFXr16IiIgo9TnZ2dlIS0vT+iDj09bfGe+GBcHPpRYA4FpKpuRERFRTsvPy8eJPh5T+x4OaSUxDskktVG7cuIH8/Hx4enpqbff09ERiYmKpz5k1axYcHR2VD19f35qIShKEd6+PT59sKTsGEdWw/l8WrefzYf/GvB3ZxBncubQJEyYgNTVV+YiPj5cdiYiIqkliahbOJ99R+i92CZSYhvSB1ELFzc0N5ubmSEpK0tqelJQELy+vUp9jbW0NtVqt9UHG7+KNu2g6eSO2nU6qeDARGaTcfA06ztqm9He/272c0WQqpBYqVlZWaNu2LbZtK/rC1Gg02LZtG0JCQiQmI30R6GYHR9uCqfXv5uRj4p8nJSciIl0Z82vRRfMDWnjDz7WWxDSkL6S/9TN27Fh89913WLp0KU6fPo1XX30Vd+/exciRI2VHIz3gam+NyA96YlTnAABAYloWdsTw1nUiY3MmMQ2boovOmH41tLXENKRPpBcqTz31FObNm4fJkyejVatWOHr0KDZu3FjiAlsyXTaW5hjTvb7SH7n4IK7czpCYiIiq21vLjyrtiAk9oFLxAloqIL1QAYAxY8YgLi4O2dnZiIyMRHBwsOxIpGec7azwYf/GSv+73RclpiGi6nQ3Ow9nEtMBAGFNPeHtaCs5EekTvShUiCpjZKcAZV6VpRFxOJ+cLjkRET0ojUag6ZRNSn/ao5wzhbSxUCGDYW6mwvynWin9Xp/thkbDRQuJDNlLxSZ2s7Ywg5ejjcQ0pI9YqJBBaevvjJe6BCj9L7adk5iGiB5EcloWtp0pujj+zAyujkwlsVAhgzOxfxOl/cW2c0hKy5KYhojuV4eZRVNT/Pted15AS6VioUIG6ZcXiy64fu6HSGTl5ktMQ0RVteFEgtKu42wLXxfOmUKlY6FCBqlTfTfUc7cDAJxNuoPp605JTkRElbUzJhmv/VI0udvWsd0kpiF9x0KFDNYPI9or7V8jL+Nudp7ENERUWeuPF51NmTGoGWwszSWmIX3HQoUMVl03O2x+u6vSH/7jAYlpiKgydsQkY1XUFQDAcx398VxHf8mJSN+xUCGD1tDTQWlHxd3G38euSUxDROU5Fp+CkYsPKv1Wvk7ywpDBYKFCBm//hJ5K+/XfjkAIzq1CpI8mrS1aVHTGwKYY2MpHYhoyFCxUyOB5Odrgi6dbKf3wYiuwEpF+yM7Lx/ErqQCAXo098VxIXViY81cQVYxfJWQUBraqrbQ3nEjk7cpEekQIgaAPNyr9t3o1kJiGDA0LFTIau9/trrQbTdrIt4CI9MSMdae1+s1qO0pKQoaIhQoZDT/XWrCxLPqSXv3fnQVEJM+V2xn4cW+s0r8w82GJacgQsVAho3JmRj+l/e7q4ziXxBWWiWTJzMlH5092KP0/XwuFuRmnyaeqYaFCRuejQUXLxPeevxv5XGGZSIpXf4lS2uHd66G1n7PENGSoWKiQ0Xm2oz/G9W6o9Kf/HS0xDZFpir1xFztjrgMAajvZ4t2wRpITkaFioUJG6fWeRXcVLI2Iw5nENIlpiExLVm4+us/bqfT/GtNJXhgyeCxUyGgtfLat0u77+b/IzOEty0Q14f3fjyvtl7sFwtXeWmIaMnQsVMho9W3mhff6Bin9F5YcLGc0EVWHQ5duYe3RgqUsnGtZYnxfvuVDD4aFChm11x6qr7QjLt7kWRUiHUrLysUTCyOU/s53ukOl4l0+9GBYqJDRWzKyvdJuPHkj8vI1EtMQGa+Xfyq6y2f2483hWMtSYhoyFixUyOg9FOSBRl5Fqyz3++JfiWmIjNOPe2IRcfEmAEBtY4GnO/hJTkTGgoUKmYSNb3VV2ueS72DBzgsS0xAZl5w8DaavO6X0N73dtZzRRFXDQoVMRtSHvZT2JxvP8C0gomrS8MN/lPa61zvD29FWYhoyNixUyGS42ltjwxtdlH79if8gO48X1xLdr7x8DV766ZDWNi44SNWNhQqZlCY+aq3rVYZ9FykxDZFhi7h4E1tOJSn9sx/1K2c00f1hoUIm5583i86qHIq7jfSsXIlpiAxTdl4+nvvhgNLf/W53WFnwVwpVP35VkclRqVTYNq6b0m8+dTOE4MKFRFXx7qqi2WeHh/jDz7WWxDRkzFiokEmq524PP5eiH6wBEzbwehWiStp4MgF/Hbum9Kc92lRiGjJ2LFTIZK1/o7NWf3N0UhkjiajQgdhbeGXZYaW/4Y0unH2WdIqFCpksBxtLnJ7eV+m//tsRLN4bKzERkf77cM0JpT3r8eZo4qOWmIZMAQsVMmm2Vub4sH9jpT/t71PI5fwqRCXkawQ+33oWZ5PuAACGBfvh6fa+klORKWChQibvxS6B+N8zrZX+pDUnJaYh0k+z/zmNz7eeU/qjOgfwLR+qESxUiAD0b+6ttJcfjEdMYrrENET65VpKJr77t+ht0YXPtkWgu73ERGRKWKgQoeCW5eIX14Z9vhtnEtMkJiLSD9l5+QidvV3p//laKPo285KYiEwNCxWi/zT1ccTEh4uuV+n7+b+8ZZlMmhACQR9uVPpPt/dFaz9niYnIFLFQISrmpa6BGNmprtIv/kOayNSsirqitNU2Fpg9uIXENGSqWKgQ3WPygCZa/U82npGUhEie2Bt38d7qotlnj08Nk5iGTBkLFaJ7qFQqnJxW9EN5wc4L2HAiQWIiopqVnpWL7vN2Kv1J9xTvRDWJhQpRKeytLbQWL3ztl8O4eSdbYiKimtN86mal/XqP+hjVOUBiGjJ1LFSIytDYW43Fz7dX+m0/2gqNhosXknF7celBpe3taINxfYIkpiFioUJUru6NPLT6TadsYrFCRmvRrgvYejpZ6UdM6CkxDVEBFipEFbgw82GlnZmbj+6f7pQXhkhHcvI0mPVP0YXj+1mkkJ5goUJUAXMzFc593E/px93MQFTcLYmJiKrXnew8BE36R+n/82YXeDnaSExEVISFClElWJqb4dT0ojuBBi+IwJHLtyUmIqoeefkavPHbEYj/3tEMcLNDY2+uiEz6g4UKUSXVsrLA/KdaKv3HvtnHmWvJoGk0AvUn/oPtZwquSwlws8OOdx6SG4roHixUiKrgsdZ1MO3Rpko/6MONyMnTSExEdP+Kv90DAPOGtCxjJJE8LFSIqmhEaF3UsjJX+qOWHoQQvBOIDMuX284hN7/o6/bCzIfR1p/r+JD+YaFCdB+K37b577kbePaHSIlpiKomKu42PttyVukfm9IH5mYqiYmIysZCheg+ONpaYte7Dyn9vedv4p1Vx+QFIqqkk1dTMXjBPqW/7vXOcLS1lJiIqHwsVIjuk7+rHQ5P6q30V0ddwbL9cRITEZVPCIEBX+1R+hP6NUKz2o4SExFVjIUK0QNwsbPC0clFxcqHa05i40kuYEj6JyMnDwETNij9SQOa4OVu9SQmIqocFipED8iplhUWPttW6b+y7DASUjMlJiLSdj09G00mb1L65mYqLjRIBoOFClE16NvMC18Nba30Q2Ztx8XrdyQmIioghMDjC/ZqbTv7Ub8yRhPpHxYqRNXkkZY+GBHir/R7fLoLialZEhMRAQETNiD+VsEZvtpOtoieFsY7fMigsFAhqkbTBjbDu2FBSr/jrG1IzcyVmIhMWd3x67X6/7zVBXbWFpLSEN0fnRQqly5dwqhRoxAQEABbW1vUq1cPU6ZMQU5Ojta448ePo0uXLrCxsYGvry/mzJmjizhENSq8e3080baO0m85bbPENGSqFu+N1erHznoYahvehkyGRyeFypkzZ6DRaLBo0SJER0dj/vz5WLhwIT744ANlTFpaGvr06QN/f39ERUVh7ty5mDp1Kr799ltdRCKqUfOGtEQjLwel3+PTnfLCkMn5bHMMpv19SulfmPkwVCq+3UOGSSVqaO7vuXPnYsGCBbh48SIAYMGCBZg4cSISExNhZWUFABg/fjzWrFmDM2fOVHq/aWlpcHR0RGpqKtRqrvhJ+qX4qfexvRvijZ4NJKYhYyeEwKilh5RFBgHg91dDOTU+6aXK/v6usWtUUlNT4eLiovQjIiLQtWtXpUgBgLCwMMTExOD27dtl7ic7OxtpaWlaH0T66sTUPkr7sy1n8ez3kVwXiHQmaNJGrSJl5zsPsUghg1cjhcr58+fx1Vdf4eWXX1a2JSYmwtPTU2tcYT8xMbHMfc2aNQuOjo7Kh6+vr25CE1UDBxtL7HznIaW/5/wNBEzYwGKFqt3ao1e1VvL+973uqOtmJzERUfWoUqEyfvx4qFSqcj/ufdvm6tWr6Nu3L4YMGYKXXnrpgQNPmDABqampykd8fPwD75NIl+q62SFiQg+tbSxWqDrtPnsdby4/qvQPfdgLvi615AUiqkZVuk9t3LhxeP7558sdExgYqLSvXbuG7t27IzQ0tMRFsl5eXkhKStLaVtj38vIqc//W1tawtrauSmwi6bwdC+avaDqlaHbQgAkbcHp6X9hamUtMRoYsXyPw8s+HsPV00ds9K18OgZs9f0aS8ahSoeLu7g53d/dKjb169Sq6d++Otm3bYvHixTAz0z55ExISgokTJyI3NxeWlgW3zG3ZsgVBQUFwduZ7qmR87KwtcGHmw6j3QdF6K82nbsKZGX1hYc4pjajqRi09iJ0x15X+rMebo0OASznPIDI8OvnpePXqVTz00EPw8/PDvHnzcP36dSQmJmpde/LMM8/AysoKo0aNQnR0NFasWIEvvvgCY8eO1UUkIr1gbqbCxZkPK/08jUD9if9ITESG6r3Vx7SKlH3je2BoBz+JiYh0Qye3Jy9ZsgQjR44s9bHin+748eMIDw/HwYMH4ebmhtdffx3vv/9+lT4Xb08mQ5ScloUOM7dpbTv/cT+eWaEK5WsEnl98AP+eu6FsOzalDxxtOZkbGZbK/v6usXlUdIWFChmye6c4PzOjL2wsec0KlS5fIzDo6704cTVV2XZ4Um+42FmV8ywi/aR386gQUUnnP9ZexbbRpI2Iu3lXUhrSZ7n5GtT7YINWkbJ/Qk8WKWT0WKgQSWRhboZLs/vDothqtt3m7sThy2VPekim5252Hhrccy3T/gk94eVoIykRUc1hoUKkB2I+6oeQQFel//g3+xAVd0tiItIXyelZWre1A8DZj/qxSCGTwUKFSA+Ym6nw86gOGNe7obJt8IIIrD16VWIqkm332evo8HHRRdcBbna4NLs/rCz4o5tMB7/aifSEhbkZXu/ZALMeb65se3P5UfT6bJfEVCTLL5FxGP7jAaU/PMQfO4otx0BkKlioEOmZoR38sPSFDkr/fPId1B2/HrE3eJGtqRi5+AAm/nlS6X/7XFtMH9hMYiIieVioEOmhbg3dcbzYyssA0H3eTty8ky0pEdWErNx8tJ6+GTuKTeT215hO6NO07GVFiIwdCxUiPaW2scTFmQ/DU120bkvbj7Zi48myVxcnwxUVdwuNJm3E7YxcZdvRyb3Roo6TvFBEeoCFCpEeMzNTYcvYbmjnX7T+1SvLotB08kakZeWW80wyJN//exGDF0RobTszoy+canGOFCIWKkR6Tm1jidWvhmLekJbKtrs5+WgxdTNy8zUSk1F1eGHJQXy0/rTSH9K2Dk5OC+MMxUT/4RT6RAYkIycPLadtRm5+0bft+jc6o6mPo8RUdD+EEAiYsEFr2w8j2qFHIw+oVKoynkVkPDiFPpERqmVlgbMf9YNrsWnT+3+5B++vPo7MnHyJyagq/j52rUSRsvOdh9CzsSeLFKJ78IwKkYGasvYklkbEaW3bN74HfJxsJSWiiiSnZWHAV3uQnF5091YTbzU2vNlFYioiOXhGhcjITRvYDGvCO8HBxkLZFjp7O9YfT5CYisoSd/MuOszcplWkfD+8HYsUogrwjAqREXh/9XGsOBSvte3IpN5w5sq60mXk5KHJ5E0lth/4oCc81Fyvh0wXz6gQmZBPnmiBt3s11NrWesYWLD9wWVIiAoCj8SklipTnQ+vi0uz+LFKIKolnVIiMSE6eBn3m78Klmxla2xc/3x7dG3lISmV6ElIzMfyHAziXfEdr+4WZD8PcjBfLEgGV//3NQoXICG2OTsTon6O0ttlamuP0jL6SEpmOET8ewK6z17W2PdG2DuY+0YJ39BAVw0KFyMRl5ebj54g4fLzhtNb2Md3rY2zvhjDjX/bVKvbGXXSft1NrWwMPe8wd0hIt6ziySCG6BwsVIgIAJKdnocPH20ps3/XuQ/B3tZOQyLjk5GnQ+ZPtWnfzAMDe8T1Qm7eKE5WJhQoRaSnt7aCn2vli2sCmnK79Pmg0AiMWH8C/525obe/a0B3fD28HKwveq0BUHhYqRFSqqX9FY8m+S1rb3Oyt8O97PWBrxYKlIueT76DXZ7tKfSx6WhjsrC1KfYyItLFQIaIynUtKR+/5u0ts79nIA9882wbWFixYSvPF1nOYv/Vsie0rRndEcKCrhEREhouFChFVKCktC8EzS16/Euhmh6UvdICvSy0JqfSLEAJzN8Xgm50XtLY39lbj51Ed4GZvLSkZkWFjoUJElXY6IQ39vvi31Mfe7NkAz3b0h7uDaf1CPnElFSOXHMSNO9klHvvztVC09nOWkIrIeLBQIaIqu3TjLh793x6kZeWVeMzDwRp73u8BS3OV0d5qm5uvwb4LNzHixwOlPj5jUDM8G+xntK+fqCaxUCGi+5aVm4+Vh+IxZ2MM7mSXLFrGdK+PcX0aGs0v7A0nEjB25VFk5WpKPObnUgsLnm2Dpj6OEpIRGS8WKkRULe5k56HdR1tK/SVuZW6Glr6OeK9vI7Sv6yIh3f07Fp+CH/fGYu3Ra6U+3rORB+Y/3QpqG8saTkZkGlioEFG1ysrNx/rjCRi36liZY/o29cLwEH+E1HPVu7MtSWlZiIy9hY/WnSoxOVuhN3o2wHMmeD0OkQwsVIhIZ27cycahS7exYNcFHItPKXVMUx81ziSmY+ObXVDfw75GC5dbd3NwLD4Fq6LiseFEYrljuzZ0x5C2ddC/uTeXFSCqQSxUiKhGCCGw6+x1fLX9PKLibpc7trWfE0LruaKRlxqudlZwd7CGtYU5bK3M4WZvValiRqMRSE7PhkYI5OULXEnJwKlraTh2JRXnktJxJjG93OfX97BH9yB3PNXeF/U9HKr0Womo+rBQISIp4m9l4FxyOsJ/OYLM3PwqPdfH0QZpWXlQAUjPzkOvxp4wUwGbTyUBAOyszXE3u2r79Ha0Qc/GHnjtofrwdrTRu7ekiEwVCxUi0gt3s/Nw4NIt/HMiATGJ6bCyMMPBS7fhqbZGUlrp14pUlo2lGbJyNXCxs4LaxgLNajuisbcaTbzV6NbQnW/lEOmxyv7+5qIURKRTdtYW6B7kge5BHqU+rtEI3MrIwaUbd3HldiYszc1w/GoKhAB8nW0RdzMDvi61kJWbj0713WBrZQ4vtQ3X1CEyEfxOJyKpzMxUcLO3hpu9NdrVLdjWv4W31ExEpD+4DjkRERHpLRYqREREpLdYqBAREZHeYqFCREREeouFChEREektFipERESkt1ioEBERkd5ioUJERER6i4UKERER6S0WKkRERKS3WKgQERGR3mKhQkRERHqLhQoRERHpLRYqREREpLcsZAd4UEIIAEBaWprkJERERFRZhb+3C3+Pl8XgC5X09HQAgK+vr+QkREREVFXp6elwdHQs83GVqKiU0XMajQbXrl2Dg4MDVCpVte03LS0Nvr6+iI+Ph1qtrrb96gtjf32A8b9GY399gPG/RmN/fYDxv0a+vvsnhEB6ejp8fHxgZlb2lSgGf0bFzMwMderU0dn+1Wq1UX7xFTL21wcY/2s09tcHGP9rNPbXBxj/a+Truz/lnUkpxItpiYiISG+xUCEiIiK9xUKlDNbW1pgyZQqsra1lR9EJY399gPG/RmN/fYDxv0Zjf32A8b9Gvj7dM/iLaYmIiMh48YwKERER6S0WKkRERKS3WKgQERGR3mKhQkRERHrLZAuVjz/+GKGhoahVqxacnJxKHXP58mX0798ftWrVgoeHB959913k5eWVu99bt25h2LBhUKvVcHJywqhRo3Dnzh0dvIKq2blzJ1QqVakfBw8eLPN5Dz30UInxr7zySg0mr5q6deuWyDt79uxyn5OVlYXw8HC4urrC3t4egwcPRlJSUg0lrrxLly5h1KhRCAgIgK2tLerVq4cpU6YgJyen3Ofp+zH8+uuvUbduXdjY2CA4OBgHDhwod/yqVavQqFEj2NjYoHnz5tiwYUMNJa2aWbNmoX379nBwcICHhwcGDRqEmJiYcp+zZMmSEsfKxsamhhJX3dSpU0vkbdSoUbnPMZTjB5T+80SlUiE8PLzU8YZw/Hbv3o1HHnkEPj4+UKlUWLNmjdbjQghMnjwZ3t7esLW1Ra9evXDu3LkK91vV7+OqMNlCJScnB0OGDMGrr75a6uP5+fno378/cnJysG/fPixduhRLlizB5MmTy93vsGHDEB0djS1btmDdunXYvXs3Ro8erYuXUCWhoaFISEjQ+njxxRcREBCAdu3alfvcl156Set5c+bMqaHU92f69OlaeV9//fVyx7/99tv4+++/sWrVKuzatQvXrl3D448/XkNpK+/MmTPQaDRYtGgRoqOjMX/+fCxcuBAffPBBhc/V12O4YsUKjB07FlOmTMHhw4fRsmVLhIWFITk5udTx+/btw9ChQzFq1CgcOXIEgwYNwqBBg3Dy5MkaTl6xXbt2ITw8HPv378eWLVuQm5uLPn364O7du+U+T61Wax2ruLi4Gkp8f5o2baqVd8+ePWWONaTjBwAHDx7Uem1btmwBAAwZMqTM5+j78bt79y5atmyJr7/+utTH58yZgy+//BILFy5EZGQk7OzsEBYWhqysrDL3WdXv4yoTJm7x4sXC0dGxxPYNGzYIMzMzkZiYqGxbsGCBUKvVIjs7u9R9nTp1SgAQBw8eVLb9888/QqVSiatXr1Z79geRk5Mj3N3dxfTp08sd161bN/Hmm2/WTKhq4O/vL+bPn1/p8SkpKcLS0lKsWrVK2Xb69GkBQEREROggYfWaM2eOCAgIKHeMPh/DDh06iPDwcKWfn58vfHx8xKxZs0od/+STT4r+/ftrbQsODhYvv/yyTnNWh+TkZAFA7Nq1q8wxZf080ldTpkwRLVu2rPR4Qz5+Qgjx5ptvinr16gmNRlPq44Z2/ACIP//8U+lrNBrh5eUl5s6dq2xLSUkR1tbW4rfffitzP1X9Pq4qkz2jUpGIiAg0b94cnp6eyrawsDCkpaUhOjq6zOc4OTlpnaHo1asXzMzMEBkZqfPMVfHXX3/h5s2bGDlyZIVjf/nlF7i5uaFZs2aYMGECMjIyaiDh/Zs9ezZcXV3RunVrzJ07t9y366KiopCbm4tevXop2xo1agQ/Pz9ERETURNwHkpqaChcXlwrH6eMxzMnJQVRUlNb/vZmZGXr16lXm/31ERITWeKDg+9JQjhWACo/XnTt34O/vD19fXwwcOLDMnzf64ty5c/Dx8UFgYCCGDRuGy5cvlznWkI9fTk4Oli1bhhdeeKHcBXAN7fgVFxsbi8TERK1j5OjoiODg4DKP0f18H1eVwS9KqCuJiYlaRQoApZ+YmFjmczw8PLS2WVhYwMXFpcznyPLDDz8gLCyswgUdn3nmGfj7+8PHxwfHjx/H+++/j5iYGPzxxx81lLRq3njjDbRp0wYuLi7Yt28fJkyYgISEBHz22Weljk9MTISVlVWJ65Q8PT317pjd6/z58/jqq68wb968csfp6zG8ceMG8vPzS/0+O3PmTKnPKev7Ut+PlUajwVtvvYVOnTqhWbNmZY4LCgrCjz/+iBYtWiA1NRXz5s1DaGgooqOjdbr46v0KDg7GkiVLEBQUhISEBEybNg1dunTByZMn4eDgUGK8oR4/AFizZg1SUlLw/PPPlznG0I7fvQqPQ1WO0f18H1eVURUq48ePxyeffFLumNOnT1d4sZchuZ/XfOXKFWzatAkrV66scP/Fr69p3rw5vL290bNnT1y4cAH16tW7/+BVUJXXOHbsWGVbixYtYGVlhZdffhmzZs3S2ymu7+cYXr16FX379sWQIUPw0ksvlftcfTiGpi48PBwnT54s9/oNAAgJCUFISIjSDw0NRePGjbFo0SLMmDFD1zGrrF+/fkq7RYsWCA4Ohr+/P1auXIlRo0ZJTFb9fvjhB/Tr1w8+Pj5ljjG042cojKpQGTduXLnVLgAEBgZWal9eXl4lrlouvBPEy8urzOfce/FQXl4ebt26VeZzHtT9vObFixfD1dUVjz76aJU/X3BwMICCv+Zr6pfcgxzX4OBg5OXl4dKlSwgKCirxuJeXF3JycpCSkqJ1ViUpKUlnx+xeVX19165dQ/fu3REaGopvv/22yp9PxjEsjZubG8zNzUvcYVXe/72Xl1eVxuuDMWPGKBfWV/WvaktLS7Ru3Rrnz5/XUbrq5eTkhIYNG5aZ1xCPHwDExcVh69atVT4LaWjHr/A4JCUlwdvbW9melJSEVq1alfqc+/k+rrJqudLFgFV0MW1SUpKybdGiRUKtVousrKxS91V4Me2hQ4eUbZs2bdKri2k1Go0ICAgQ48aNu6/n79mzRwAQx44dq+ZkurFs2TJhZmYmbt26VerjhRfTrl69Wtl25swZvb2Y9sqVK6JBgwbi6aefFnl5efe1D306hh06dBBjxoxR+vn5+aJ27drlXkw7YMAArW0hISF6eTGmRqMR4eHhwsfHR5w9e/a+9pGXlyeCgoLE22+/Xc3pdCM9PV04OzuLL774otTHDen4FTdlyhTh5eUlcnNzq/Q8fT9+KONi2nnz5inbUlNTK3UxbVW+j6ucs1r2YoDi4uLEkSNHxLRp04S9vb04cuSIOHLkiEhPTxdCFHyBNWvWTPTp00ccPXpUbNy4Ubi7u4sJEyYo+4iMjBRBQUHiypUryra+ffuK1q1bi8jISLFnzx7RoEEDMXTo0Bp/fWXZunWrACBOnz5d4rErV66IoKAgERkZKYQQ4vz582L69Oni0KFDIjY2Vqxdu1YEBgaKrl271nTsStm3b5+YP3++OHr0qLhw4YJYtmyZcHd3F8OHD1fG3PsahRDilVdeEX5+fmL79u3i0KFDIiQkRISEhMh4CeW6cuWKqF+/vujZs6e4cuWKSEhIUD6KjzGkY7h8+XJhbW0tlixZIk6dOiVGjx4tnJyclLvtnnvuOTF+/Hhl/N69e4WFhYWYN2+eOH36tJgyZYqwtLQUJ06ckPUSyvTqq68KR0dHsXPnTq1jlZGRoYy59/VNmzZNbNq0SVy4cEFERUWJp59+WtjY2Ijo6GgZL6FC48aNEzt37hSxsbFi7969olevXsLNzU0kJycLIQz7+BXKz88Xfn5+4v333y/xmCEev/T0dOX3HQDx2WefiSNHjoi4uDghhBCzZ88WTk5OYu3ateL48eNi4MCBIiAgQGRmZir76NGjh/jqq6+UfkXfxw/KZAuVESNGCAAlPnbs2KGMuXTpkujXr5+wtbUVbm5uYty4cVoV9Y4dOwQAERsbq2y7efOmGDp0qLC3txdqtVqMHDlSKX70wdChQ0VoaGipj8XGxmr9H1y+fFl07dpVuLi4CGtra1G/fn3x7rvvitTU1BpMXHlRUVEiODhYODo6ChsbG9G4cWMxc+ZMrTNg975GIYTIzMwUr732mnB2dha1atUSjz32mNYvf32xePHiUr9mi58YNcRj+NVXXwk/Pz9hZWUlOnToIPbv36881q1bNzFixAit8StXrhQNGzYUVlZWomnTpmL9+vU1nLhyyjpWixcvVsbc+/reeust5f/C09NTPPzww+Lw4cM1H76SnnrqKeHt7S2srKxE7dq1xVNPPSXOnz+vPG7Ix6/Qpk2bBAARExNT4jFDPH6Fv7fu/Sh8HRqNRkyaNEl4enoKa2tr0bNnzxKv3d/fX0yZMkVrW3nfxw9KJYQQ1fMmEhEREVH14jwqREREpLdYqBAREZHeYqFCREREeouFChEREektFipERESkt1ioEBERkd5ioUJERER6i4UKkQkRQmD06NFwcXGBSqXC0aNHZUciIioXCxUiE7Jx40YsWbIE69atQ0JCApo1a/bA+3z++ecxaNCgBw9XTY4fP44uXbrAxsYGvr6+mDNnTokxq1atQqNGjWBjY4PmzZtjw4YNWo8LITB58mR4e3vD1tYWvXr1wrlz57TG3Lp1C8OGDYNarYaTkxNGjRqFO3fu6PS1EZkiFipEJuTChQvw9vZGaGgovLy8YGGhPwuo5+fnQ6PRPNA+0tLS0KdPH/j7+yMqKgpz587F1KlTtVaZ3rdvH4YOHYpRo0bhyJEjGDRoEAYNGoSTJ08qY+bMmYMvv/wSCxcuRGRkJOzs7BAWFoasrCxlzLBhwxAdHY0tW7YoqyOPHj36gfITUSmqbTJ+ItJr965v5e/vL/Lz88XMmTNF3bp1hY2NjWjRooVYtWqV8py8vDzxwgsvKI83bNhQfP7558rjU6ZMKXW9rML1RG7fvq2MLVwErXBtrMKVy9euXSsaN24szM3NRWxsrMjKyhLjxo0TPj4+olatWqJDhw5aazOV55tvvhHOzs4iOztb2fb++++LoKAgpf/kk0+K/v37az0vODhYWcG3cAXZuXPnKo+npKRorSBbuFL6wYMHlTH//POPXq2UTmQseEaFyER88cUXmD59OurUqYOEhAQcPHgQs2bNwk8//YSFCxciOjoab7/9Np599lns2rULAKDRaFCnTh2sWrUKp06dwuTJk/HBBx9g5cqVAIB33nkHTz75JPr27YuEhAQkJCQgNDS00pkyMjLwySef4Pvvv0d0dDQ8PDwwZswYREREYPny5Th+/DiGDBmCvn37lnjrpTQRERHo2rUrrKyslG1hYWGIiYnB7du3lTG9evXSel5YWBgiIiIAALGxsUhMTNQa4+joiODgYGVMREQEnJyc0K5dO2VMr169YGZmhsjIyEq/fiKqmP6c9yUinXJ0dISDgwPMzc3h5eWF7OxszJw5E1u3bkVISAgAIDAwEHv27MGiRYvQrVs3WFpaYtq0aco+AgICEBERgZUrV+LJJ5+Evb09bG1tkZ2dDS8vrypnys3NxTfffIOWLVsCAC5fvozFixfj8uXL8PHxAVBQDG3cuBGLFy/GzJkzy91fYmIiAgICtLZ5enoqjzk7OyMxMVHZVnxMYmKiMq7488oa4+HhofW4hYUFXFxclDFEVD1YqBCZqPPnzyMjIwO9e/fW2p6Tk4PWrVsr/a+//ho//vgjLl++jMzMTOTk5KBVq1bVksHKygotWrRQ+idOnEB+fj4aNmyoNS47Oxuurq7V8jmJyLCwUCEyUYV3qKxfvx61a9fWesza2hoAsHz5crzzzjv49NNPERISAgcHB8ydO7fCtzfMzAreVRZCKNtyc3NLjLO1tYVKpdLKZG5ujqioKJibm2uNtbe3r/A1eXl5ISkpSWtbYb/wjE9ZY4o/XrjN29tba0xhgebl5YXk5GStfeTl5eHWrVv3dWaJiMrGa1SITFSTJk1gbW2Ny5cvo379+lofvr6+AIC9e/ciNDQUr732Glq3bo369evjwoULWvuxsrJCfn6+1jZ3d3cAQEJCgrKtMnO2tG7dGvn5+UhOTi6RqTIFQEhICHbv3q1VFG3ZsgVBQUFwdnZWxmzbtk3reVu2bFHe/goICICXl5fWmLS0NERGRipjQkJCkJKSgqioKGXM9u3bodFoEBwcXGFOIqoC2VfzElHNmT9/vvD391f6EydOFK6urmLJkiXi/PnzIioqSnz55ZdiyZIlQgghvvjiC6FWq8XGjRtFTEyM+PDDD4VarRYtW7ZU9vHxxx8LPz8/cebMGXH9+nWRk5MjcnJyhK+vrxgyZIg4e/asWLdunQgKCir1rp97DRs2TNStW1f8/vvv4uLFiyIyMlLMnDlTrFu3rsLXl5KSIjw9PcVzzz0nTp48KZYvXy5q1aolFi1apIzZu3evsLCwEPPmzROnT58WU6ZMEZaWluLEiRPKmNmzZwsnJyexdu1acfz4cTFw4EAREBAgMjMzlTF9+/YVrVu3FpGRkWLPnj2iQYMGYujQoZU8EkRUWSxUiEzIvYWKRqMRn3/+uQgKChKWlpbC3d1dhIWFiV27dgkhhMjKyhLPP/+8cHR0FE5OTuLVV18V48eP1ypUkpOTRe/evYW9vb1ye7IQQuzZs0c0b95c2NjYiC5duohVq1ZVqlDJyckRkydPFnXr1hWWlpbC29tbPPbYY+L48eOVeo3Hjh0TnTt3FtbW1qJ27dpi9uzZJcasXLlSNGzYUFhZWYmmTZuK9evXaz2u0WjEpEmThKenp7C2thY9e/YUMTExWmNu3rwphg4dKuzt7YVarRYjR44U6enplcpIRJWnEqLYm8hEREREeoTXqBAREZHeYqFCRAajX79+sLe3L/WjojlWiMgw8a0fIjIYV69eRWZmZqmPubi4wMXFpYYTEZGusVAhIiIivcW3foiIiEhvsVAhIiIivcVChYiIiPQWCxUiIiLSWyxUiIiISG+xUCEiIiK9xUKFiIiI9BYLFSIiItJb/wfIQ2+mNoWSsgAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO: The graph of feature feature_0000 was simplified by 2.6%.\n",
+      "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n",
+      "\n",
+      "Feature Name: feature_0000\n",
+      "Feature Type: continuous\n",
+      "Means: {\"(-9.98, -9.8)\": 67.33, \"(-9.8, -9.66)\": 63.97, \"(-9.66, -9.5)\": 61.22, \"(-9.5, -9.33)\": 57.87, \"(-9.33, -9.14)\": 54.89, \"(-9.14, -9.01)\": 51.69, \"(-9.01, -8.87)\": 49.11, \"(-8.87, -8.67)\": 46.33, \"(-8.67, -8.46)\": 42.8, \"(-8.46, -8.23)\": 39.55, \"(-8.23, -8.09)\": 35.84, \"(-8.09, -7.89)\": 33.05, \"(-7.89, -7.7)\": 30.41, \"(-7.7, -7.46)\": 27.33, \"(-7.46, -7.28)\": 23.83, \"(-7.28, -7.03)\": 21.03, \"(-7.03, -6.74)\": 17.22, \"(-6.74, -6.46)\": 13.18, \"(-6.46, -6.17)\": 9.74, \"(-6.17, -5.89)\": 6.18, \"(-5.89, -5.62)\": 2.55, \"(-5.62, -5.24)\": -0.8, \"(-5.24, -4.89)\": -4.38, \"(-4.89, -4.57)\": -7.84, \"(-4.57, -4.19)\": -10.97, \"(-4.19, -3.78)\": -14.27, \"(-3.78, -3.34)\": -17.55, \"(-3.34, -2.82)\": -20.64, \"(-2.82, -2.19)\": -23.9, \"(-2.19, -1.28)\": -27.06, \"(-1.28, 2.15)\": -30.19, \"(2.15, 2.81)\": -27.04, \"(2.81, 3.33)\": -23.83, \"(3.33, 3.77)\": -20.7, \"(3.77, 4.17)\": -17.56, \"(4.17, 4.54)\": -14.29, \"(4.54, 4.89)\": -11.12, \"(4.89, 5.26)\": -7.68, \"(5.26, 5.58)\": -3.8, \"(5.58, 5.86)\": -0.54, \"(5.86, 6.15)\": 2.65, \"(6.15, 6.41)\": 6.19, \"(6.41, 6.65)\": 9.58, \"(6.65, 6.92)\": 12.81, \"(6.92, 7.17)\": 16.26, \"(7.17, 7.35)\": 19.7, \"(7.35, 7.58)\": 22.41, \"(7.58, 7.84)\": 26.0, \"(7.84, 8.07)\": 30.16, \"(8.07, 8.27)\": 33.5, \"(8.27, 8.5)\": 36.88, \"(8.5, 8.7)\": 40.62, \"(8.7, 8.92)\": 44.2, \"(8.92, 9.1)\": 48.06, \"(9.1, 9.26)\": 51.21, \"(9.26, 9.43)\": 54.76, \"(9.43, 9.62)\": 57.56, \"(9.62, 9.81)\": 60.87, \"(9.81, 9.94)\": 64.58, \"(9.94, 10.0)\": 67.64}\n",
+      "\n",
+      "x^3:\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO: The graph of feature feature_0000 was simplified by 1.1%.\n",
+      "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n",
+      "\n",
+      "Feature Name: feature_0000\n",
+      "Feature Type: continuous\n",
+      "Means: {\"(-9.95, -9.83)\": -995.0, \"(-9.83, -9.75)\": -954.1, \"(-9.75, -9.6)\": -932.5, \"(-9.6, -9.44)\": -888.0, \"(-9.44, -9.27)\": -847.0, \"(-9.27, -9.19)\": -800.4, \"(-9.19, -9.07)\": -775.9, \"(-9.07, -8.97)\": -748.9, \"(-8.97, -8.86)\": -725.9, \"(-8.86, -8.62)\": -695.2, \"(-8.62, -8.49)\": -642.1, \"(-8.49, -8.35)\": -612.7, \"(-8.35, -8.23)\": -585.9, \"(-8.23, -8.01)\": -563.1, \"(-8.01, -7.78)\": -517.3, \"(-7.78, -7.55)\": -476.9, \"(-7.55, -7.46)\": -436.3, \"(-7.46, -7.16)\": -414.7, \"(-7.16, -6.85)\": -371.9, \"(-6.85, -6.71)\": -329.0, \"(-6.71, -6.53)\": -306.3, \"(-6.53, -6.21)\": -284.3, \"(-6.21, -5.8)\": -243.4, \"(-5.8, -5.37)\": -201.6, \"(-5.37, -4.81)\": -160.6, \"(-4.81, -4.11)\": -117.3, \"(-4.11, -3.07)\": -76.7, \"(-3.07, 2.17)\": -36.5, \"(2.17, 3.71)\": 3.8, \"(3.71, 4.51)\": 43.5, \"(4.51, 5.07)\": 84.1, \"(5.07, 5.57)\": 124.5, \"(5.57, 6.0)\": 166.5, \"(6.0, 6.34)\": 208.0, \"(6.34, 6.52)\": 248.9, \"(6.52, 6.83)\": 271.6, \"(6.83, 7.12)\": 312.8, \"(7.12, 7.29)\": 355.8, \"(7.29, 7.56)\": 384.6, \"(7.56, 7.7)\": 425.9, \"(7.7, 7.9)\": 449.0, \"(7.9, 8.04)\": 490.4, \"(8.04, 8.29)\": 517.2, \"(8.29, 8.43)\": 566.2, \"(8.43, 8.54)\": 594.8, \"(8.54, 8.64)\": 617.0, \"(8.64, 8.74)\": 639.6, \"(8.74, 8.83)\": 661.8, \"(8.83, 8.93)\": 684.5, \"(8.93, 9.02)\": 706.8, \"(9.02, 9.19)\": 728.7, \"(9.19, 9.29)\": 771.5, \"(9.29, 9.37)\": 798.8, \"(9.37, 9.46)\": 820.7, \"(9.46, 9.63)\": 846.3, \"(9.63, 9.71)\": 886.3, \"(9.71, 9.79)\": 908.0, \"(9.79, 9.88)\": 934.9, \"(9.88, 9.99)\": 966.1}\n",
+      "\n",
+      "sin(x):\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO: The graph of feature feature_0000 was simplified by 8.7%.\n",
+      "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n",
+      "\n",
+      "Feature Name: feature_0000\n",
+      "Feature Type: continuous\n",
+      "Means: {\"(-9.98, -9.76)\": 0.533, \"(-9.76, -9.55)\": 0.326, \"(-9.55, -9.37)\": 0.127, \"(-9.37, -9.16)\": -0.054, \"(-9.16, -8.93)\": -0.272, \"(-8.93, -8.67)\": -0.488, \"(-8.67, -8.36)\": -0.689, \"(-8.36, -7.05)\": -0.871, \"(-7.05, -6.83)\": -0.678, \"(-6.83, -6.58)\": -0.481, \"(-6.58, -6.37)\": -0.264, \"(-6.37, -6.16)\": -0.066, \"(-6.16, -5.95)\": 0.158, \"(-5.95, -5.72)\": 0.372, \"(-5.72, -5.45)\": 0.552, \"(-5.45, -5.08)\": 0.762, \"(-5.08, -3.99)\": 0.954, \"(-3.99, -3.76)\": 0.76, \"(-3.76, -3.48)\": 0.571, \"(-3.48, -3.25)\": 0.296, \"(-3.25, -3.02)\": 0.075, \"(-3.02, -2.86)\": -0.122, \"(-2.86, -2.63)\": -0.296, \"(-2.63, -2.41)\": -0.481, \"(-2.41, -2.13)\": -0.66, \"(-2.13, -0.73)\": -0.848, \"(-0.73, -0.52)\": -0.65, \"(-0.52, -0.32)\": -0.47, \"(-0.32, -0.08)\": -0.292, \"(-0.08, 0.13)\": -0.046, \"(0.13, 0.31)\": 0.154, \"(0.31, 0.54)\": 0.341, \"(0.54, 0.77)\": 0.525, \"(0.77, 1.09)\": 0.72, \"(1.09, 2.35)\": 0.902, \"(2.35, 2.61)\": 0.709, \"(2.61, 2.82)\": 0.499, \"(2.82, 3.02)\": 0.299, \"(3.02, 3.22)\": 0.115, \"(3.22, 3.43)\": -0.092, \"(3.43, 3.65)\": -0.311, \"(3.65, 3.89)\": -0.5, \"(3.89, 4.21)\": -0.682, \"(4.21, 5.5)\": -0.883, \"(5.5, 5.73)\": -0.678, \"(5.73, 5.94)\": -0.5, \"(5.94, 6.12)\": -0.317, \"(6.12, 6.32)\": -0.143, \"(6.32, 6.5)\": 0.055, \"(6.5, 6.7)\": 0.24, \"(6.7, 6.92)\": 0.421, \"(6.92, 7.17)\": 0.618, \"(7.17, 7.64)\": 0.796, \"(7.64, 8.48)\": 0.989, \"(8.48, 8.71)\": 0.813, \"(8.71, 8.99)\": 0.62, \"(8.99, 9.17)\": 0.426, \"(9.17, 9.37)\": 0.244, \"(9.37, 9.59)\": 0.028, \"(9.59, 9.8)\": -0.176, \"(9.8, 9.95)\": -0.358}\n",
+      "\n",
+      "cos(x):\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO: The graph of feature feature_0000 was simplified by 8.0%.\n",
+      "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n",
+      "\n",
+      "Feature Name: feature_0000\n",
+      "Feature Type: continuous\n",
+      "Means: {\"(-9.98, -8.61)\": -0.777, \"(-8.61, -8.43)\": -0.593, \"(-8.43, -8.22)\": -0.432, \"(-8.22, -8.03)\": -0.248, \"(-8.03, -7.82)\": -0.067, \"(-7.82, -7.62)\": 0.154, \"(-7.62, -7.46)\": 0.329, \"(-7.46, -7.22)\": 0.491, \"(-7.22, -6.95)\": 0.699, \"(-6.95, -6.62)\": 0.875, \"(-6.62, -5.62)\": 1.034, \"(-5.62, -5.35)\": 0.862, \"(-5.35, -5.14)\": 0.683, \"(-5.14, -4.91)\": 0.478, \"(-4.91, -4.74)\": 0.265, \"(-4.74, -4.57)\": 0.096, \"(-4.57, -4.39)\": -0.081, \"(-4.39, -4.2)\": -0.249, \"(-4.2, -3.99)\": -0.417, \"(-3.99, -3.75)\": -0.578, \"(-3.75, -2.29)\": -0.753, \"(-2.29, -2.12)\": -0.572, \"(-2.12, -1.92)\": -0.404, \"(-1.92, -1.73)\": -0.239, \"(-1.73, -1.56)\": -0.054, \"(-1.56, -1.39)\": 0.125, \"(-1.39, -1.14)\": 0.287, \"(-1.14, -0.87)\": 0.558, \"(-0.87, -0.63)\": 0.732, \"(-0.63, -0.22)\": 0.903, \"(-0.22, 0.61)\": 1.064, \"(0.61, 0.85)\": 0.891, \"(0.85, 1.09)\": 0.723, \"(1.09, 1.27)\": 0.534, \"(1.27, 1.45)\": 0.367, \"(1.45, 1.64)\": 0.172, \"(1.64, 1.81)\": 0.011, \"(1.81, 2.0)\": -0.165, \"(2.0, 2.19)\": -0.34, \"(2.19, 2.42)\": -0.506, \"(2.42, 2.74)\": -0.67, \"(2.74, 3.84)\": -0.842, \"(3.84, 4.09)\": -0.661, \"(4.09, 4.31)\": -0.482, \"(4.31, 4.5)\": -0.293, \"(4.5, 4.68)\": -0.113, \"(4.68, 4.86)\": 0.063, \"(4.86, 5.02)\": 0.232, \"(5.02, 5.21)\": 0.415, \"(5.21, 5.41)\": 0.594, \"(5.41, 5.69)\": 0.753, \"(5.69, 7.1)\": 0.926, \"(7.1, 7.35)\": 0.749, \"(7.35, 7.56)\": 0.548, \"(7.56, 7.75)\": 0.372, \"(7.75, 7.93)\": 0.152, \"(7.93, 8.12)\": -0.019, \"(8.12, 8.29)\": -0.191, \"(8.29, 8.48)\": -0.356, \"(8.48, 8.72)\": -0.515, \"(8.72, 9.07)\": -0.687, \"(9.07, 10.0)\": -0.862}\n",
+      "\n",
+      "exp(x):\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO: The graph of feature feature_0000 was simplified by 1.1%.\n",
+      "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n",
+      "\n",
+      "Feature Name: feature_0000\n",
+      "Feature Type: continuous\n",
+      "Means: {\"(-10.0, 6.07)\": -1215.0, \"(6.07, 6.78)\": -771.8, \"(6.78, 7.21)\": -315.0, \"(7.21, 7.35)\": 134.7, \"(7.35, 7.62)\": 395.6, \"(7.62, 7.85)\": 853.5, \"(7.85, 8.0)\": 1368.4, \"(8.0, 8.09)\": 1837.9, \"(8.09, 8.19)\": 2130.8, \"(8.19, 8.27)\": 2453.6, \"(8.27, 8.35)\": 2739.2, \"(8.35, 8.42)\": 3105.8, \"(8.42, 8.46)\": 3364.4, \"(8.46, 8.54)\": 3674.5, \"(8.54, 8.63)\": 3959.5, \"(8.63, 8.69)\": 4585.9, \"(8.69, 8.75)\": 4830.0, \"(8.75, 8.8)\": 5164.2, \"(8.8, 8.83)\": 5448.3, \"(8.83, 8.87)\": 5750.2, \"(8.87, 8.93)\": 6058.1, \"(8.93, 9.0)\": 6478.7, \"(9.0, 9.04)\": 6989.4, \"(9.04, 9.09)\": 7251.7, \"(9.09, 9.12)\": 7735.1, \"(9.12, 9.16)\": 8001.1, \"(9.16, 9.2)\": 8458.0, \"(9.2, 9.22)\": 8707.8, \"(9.22, 9.26)\": 9113.2, \"(9.26, 9.3)\": 9449.8, \"(9.3, 9.32)\": 9715.8, \"(9.32, 9.37)\": 10016.4, \"(9.37, 9.39)\": 10549.1, \"(9.39, 9.44)\": 11048.3, \"(9.44, 9.47)\": 11509.9, \"(9.47, 9.52)\": 12013.4, \"(9.52, 9.55)\": 12611.7, \"(9.55, 9.57)\": 12880.8, \"(9.57, 9.6)\": 13312.8, \"(9.6, 9.62)\": 13697.7, \"(9.62, 9.65)\": 13972.4, \"(9.65, 9.67)\": 14507.9, \"(9.67, 9.7)\": 14839.5, \"(9.7, 9.72)\": 15150.1, \"(9.72, 9.75)\": 15446.4, \"(9.75, 9.78)\": 16193.6, \"(9.78, 9.8)\": 16567.0, \"(9.8, 9.82)\": 16942.8, \"(9.82, 9.89)\": 17512.9, \"(9.89, 9.95)\": 19206.7, \"(9.95, 9.97)\": 19937.0, \"(9.97, 9.99)\": 20330.4}\n",
+      "\n",
+      "|x|:\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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tnJ2dRceOHQu8RNZY2yxI48aNxdChQ/Mtv3jxonj++eeFj4+PcHBwEEFBQWLEiBEF3tDM09NTODo6itatWxd6Q7N790NBl8/euXNHPPPMM8LT07PENzS7V0E3Fbt+/bp44oknhLOzs/Dy8hIvv/yyOHr0aIGXiG/YsEG0bdtWODk5CXd3d9GnT598NzQT4u6Nyho2bCjs7e1FnTp1xJIlS/K99saNG0Xfvn2Fv7+/sLe3F/7+/mLgwIH5br//zz//CAAGN3gjKksaIR7gbCwiIiP66aefMGLECFy6dElebkrlq1+/ftBoNPkO7RCVFTYiRGSy9Ho9GjdujIEDB2LcuHGq41idEydOoFGjRoiKiir2kmmi+8VGhMjM6HS6Yk9adXV1LfFlvkREKvFkVSIzc/ny5Xw3QrtXeHi4wQmMRESmio0IkZnx9fXF+vXri1ynJPcsISIyBTw0Q0RERMrwhmZERESkjEkfmtHr9bh69Src3Nw42RIREZGZEELg9u3b8Pf3L/YGgibdiFy9ejXfxFpERERkHi5fvoyqVasWuY5JNyJubm4A7r4Rd3d3xWmIiIioJJKTk1GtWjX5e7woJt2I5ByOcXd3ZyNCRERkZkpyWgVPViUiIiJl2IgQERGRMmxEiIiISBk2IkRERKQMGxEiIiJSho0IERERKcNGhIiIiJRhI0JERETKsBEhIiIiZdiIEBERkTJsRIiIiEgZNiJERESkDBsRIiIiUoaNCBERkRXaf/EWJq8+jrVHY5XmsFX66orsOX8TfxyMQd+mVdAmyFt1HCIionKVlJaFJ77eBQA4fjUZPRv6KctilZ+I7DhzHb/uuYynv9mN8zdSVMchIiIqN3q9QJOJ62Tdp4m/wjRW2oi0Dsz9FKTzzC3I0ukVpiEiIio/n60/Jcfta1XEMyHVFaax0kak3T3/8B/+cVRhGiIiovJx4UYK5m0+K+vvX2ilMM1dVtmIAMDERxvI8bJ9l3E67rbCNERERMZ14UYKOs3cIutfhoXA3lZ9G6A+gSJ2Nlqse7uDrLvP3gYhhMJERERExnM1MU2OB7aujrDgigrT5LLaRgQAald2Q/8WVWXd64vtbEaIiMjiXE1Mw/u/HwYA1KnshqmPN1KcKJdVNyIAMKN/Ezk+ee02TsTyEA0REVmWsGmbcPnm3U9EvFzsFKcxZPWNCAAcGt9djh+es11hEiIiorL16dqTcuzr7oiZef4ANwVsRAB4ONthYOvcq2jmbzlbxNpERETmITYpDV/n+Z22+4MuqOrlrDBRfmxE/pP3eNm0tScRfztdYRoiIqIHFzp1kxz//WY7hUkKx0Ykj99fC5Pj91YcxvXbGQrTEBER3b/peQ7JtK3pjQb+HgrTFI6NSB7Nq3vB38MRALDl9HWM+OUAr6IhIiKzE387HV/lOSSzcHBrhWmKxkbkHj8Myb3L3J7zN7Fyf4zCNERERKXX+pONcvzniLYmceOywphuMkXq+rpj0+iOsn535WGFaYiIiErn/Ty/tzrX8UHTap7qwpQAG5ECBPm4YsaTjWU9eOEehWmIiIhK5uiVJCzbd1nWC4eY7iGZHGxECvFknjuubjl1HcevJitMQ0REVLxH5u6Q4/+93lZhkpJjI1IIjUaDyA+6yPrhOduRnqVTmIiIiKhwX246I8fPtQlA46qe6sKUAhuRIlR2d8RjzarI+qM/jypMQ0REVLC1R2Mxc91pWeedYd7UsREpxuynmsrxiv0xiI7nXDRERGRaXllyQI5/ezUUWq1GYZrSYSNSAqvfyL0bXddZ26DT894iRERkGpbsvijHXw9qjhYBFRSmKT02IiXQsIoHXmoXKOsZ/55SmIaIiOiu41eT8WGe0wZ6NfJTmOb+sBEpoXG968nx/K1ncSQmSWEaIiIiwxnjV7wSqjDJ/WMjUkIajcZgLpo+X+7gVTRERKTM1H9OyHH3+pXRqoZ5HZLJwUakFJpX98KEPvVl3eWzrQrTEBGRtUpOz8KCredk/dWg5grTPBg2IqU0uG0g3BxsAQBXEtNw4UaK4kRERGRtXly4V453vN8Ztjbm++vcfJMrtOP9h+S408wtyMjmIRoiIiofH/55BPsu3gIA1K7siqpezooTPZhya0SmTZsGjUaDkSNHltdLGo2Hsx165zkz+aXF+xSmISIia5GepcOS3ZdkvWy4eZ6gmle5NCJ79+7FggUL0Lhx4+JXNhPz8hyP237mBjYcj1OYhoiILF1mth49P98m623vdoaXi73CRGXD6I3InTt3MGjQIHz77bfw8vIy9suVq83vdJLjl37ch5spmerCEBGRRTtw6RYuJKQCABpWcUd1b/M+JJPD6I3IiBEj0Lt3b3Tt2rXYdTMyMpCcnGzwZcoCK7rgo0dyr6JpPnm9wjRERGSpDl66hae/2S3rla+EFbG2eTFqI7J06VIcOHAAU6dOLdH6U6dOhYeHh/yqVq2aMeOViSFhNQzqs9fvqAlCREQWSQiBx77aJevXOgXD0c5GYaKyZbRG5PLly3jrrbfw888/w9HRsUTPGTt2LJKSkuTX5cuXjRWvzGi1Guz/MPfTni6fbYUQnIuGiIjKxqTVx+V4ct8GeK9nXYVpyp7RGpH9+/cjPj4ezZs3h62tLWxtbbF161bMmTMHtra20OnyX/Lq4OAAd3d3gy9z4O3qgGHtc+eiGfYjr6IhIqIHd+xqEhbuvAAAcHWwxVOtqqsNZARGa0S6dOmCI0eOICoqSn61bNkSgwYNQlRUFGxsLOdjJQAY1zv3XJENJ+Jx8pppn99CRESmTQiB3nN2yHrd2x1gb2t5t/8y2jtyc3NDw4YNDb5cXFzg7e2Nhg0bGutlldowqqMcP/zFdh6iISKi+/bZutNy/Gyb6vD3dFKYxngsr7VSqGYlVzwTcvdjM70AxuWZmpmIiKikjl5Jwpebo2Ud3qeBwjTGpREm/Gd7cnIyPDw8kJSUZDbni2Tp9Kg17h9Z//ZqGFoEWNb9U4iIyHiS07PQeMI6Wf/zVnvU8zOP34E5SvP7m5+IlDE7Gy0ixubORfPE17uQnsW5aIiIqGSG57ng4f2edc2uCSktNiJG4OfhhMF57i8y7o+jPF+EiIiKdehyInafuwkAqOzugFc7BStOZHxsRIxk7MO513n/diAGM/49pTANERGZOp1eoO+8nbL+560OCtOUHzYiRuJga4NVI9rK+qstZ3GLc9EQEVEhJv51TI6fCamOChYwoV1JsBExoibVPPHt8y1l3efLHUWsTURE1upiQgp+jLgo6ymPNVKYpnyxETGyznV8YKPVAABibqUh8lyC4kRERGRq8s4ls3Zke4VJyh8bESOztdEi8oMusn7qm908cZWIiKQnv96Fm/8duu/d2A91fS37Kpl7sREpBxVdHTChT+4t4PN2vkREZL2W772MfRdvyXrWgCYK06jBRqScDG6bOyle1OVERMffVpiGiIhMwaz1ubdxPzyhOxxsLWsetpJgI1KOtr3bWY67ztoGnZ6HaIiIrNXiXRdwLTkdAPB655pwd7RTnEgNNiLlqLq3M/o29Zd1h+mbFaYhIiJVTsQmI/x/uZfrvtmllsI0arERKWcz++ce/7uSmIbfD8QoTENEROVNCIFeX2yX9b8jO8De1np/HVvvO1fEzkaLYxN7yHrU8kPI1ukVJiIiovL0+Ne5FyyM7lYbdXzdFKZRj42IAi4Otpjcr6Gs+y+IUJiGiIjKy6HLiTh4KVHWb1jxIZkcbEQUeaplNTk+eCmRh2iIiCxcSka2wVwyu8d2KWJt68FGRBF7Wy32fdhV1jxEQ0Rk2RqE/yvHwzsEwdfDUWEa08FGRKGKrg6Y/2wLWfMQDRGRZbqUkCrHjnZafPBwPYVpTAsbEcW6168sxwcvJeLolSSFaYiIqKzp9QIdZuTeriFqfHeFaUwPGxHFtFoNTn/cS9aPzN3BuWiIiCzI4EV75fjhRr5wtLO+u6cWhY2ICbC31WJMr7qyHrxwbxFrExGRubiSmIZtp6/L+qtBLYpY2zqxETERL3cIkuOtp69j2d5LCtMQEdGDSs/Soe20TbLe8X7nIta2XmxETIRGo8HecblX0bz/2xHE3Eot4hlERGTKmkxcJ8dPtqiKql7OCtOYLjYiJsTHzQG/Dmsj63afci4aIiJzFHMrFRnZubdkyDu9BxliI2JiQoO90biqh6yPxPAqGiIicyKEMPhD8sgEXiVTFDYiJmjp8NxPRfp8uQM7o28oTENERCUlhECfL3fI2svZDm6OdgoTmT42IibI2d4WLQO8ZD1k4V6kZGQrTERERCUxd1M0jl5JlvXOMQ8pTGMe2IiYqOUvh2Jg67vz0WTq9EhMy1KciIiIiiKEwKz1p2V9ZEJ3ONvbKkxkHtiImCitVoOpjzeWddtpm3ArJVNhIiIiKkrDPHPJfPNcCx6SKSE2Iibu4Ua+cvzOikMKkxARUWEiziYgJVMn6255pu+gorERMXFfDWoBL+e7XfXGk/H4fsd5xYmIiOheA7/dLcenPu4JjUajMI15YSNiBla+GibHk1cfR3qWroi1iYioPI39/Ygc927kBwdbziVTGmxEzECwjyt+filE1kMXcy4aIiJTkJiaiV/35E7JMXdgM4VpzBMbETMRFuwtxzujE7DrLO8tQkSkUsytVDSdtF7W297tDK2Wh2RKi42ImdBoNNgzrousn/k2EtHxdxQmIiKybhtPxMvxQ3Urobo355K5H2xEzEglN0eMe7ierB//aieydfoinkFERMaw48wNhP/vGACgvp87fhjcSnEi88VGxMy81D4Qg0KqAwCS07ORpROKExERWZcDl27h2e8jZf1iu0CFacwfGxEzo9FoMK537qciAxZEYNjifUi4k6EwFRGRdRBCYNmey7Ke1LcBnmxRVWEi88dGxAzZ22jlvUWOXEnC+hNx2Hr6uuJURESWb+X+GCzbd7cR6dnAF8+H1lAbyAKwETFDtjZarH6zPb55rgUaVnEHAOj0PERDRGRMer3AuysPy/qZ/w6T04NhI2Kmqng6oXsDX1R0dQAA7Ii+gcs3UxWnIiKyXM98l3v31E+faIQOtX0UprEcbETMnJ3N3V24Kuoq2k/frDgNEZFl2ngiDrvP3ZT1U634aUhZYSNi5l7pGIyalVxlvWT3RYVpiIgsjxACQxfvk/XhCd0VprE8bETMXIsAL6x/u4OsP/zzKBJTMxUmIiKyLJ+tOy3HM55sDHdHO4VpLA8bEQug0Wjwy7DcuWg6z9yiLgwRkQVZd+wavtwcLWteqlv22IhYiLDgigj47/bCt1KzMPzHfcU8g4iIipKWqcOIXw7I+vOnmkKj4VwyZY2NiAXZMKqjHK87HgcheEkvEdH9SMvU4b3fDsu7V7/TvTZ6NPBVnMoysRGxIHY2WoNm5KlvdhexNhERFWbd8Wv469BVAICnsx1e61QTTvY2ilNZJjYiFibvFTR7zt/EL5GXFKYhIjI/6Vk6vLU0StbLhodCq+UhGWNhI2KBjk3sIccf/HEEmdmcoZeIqKTyfpo87fFGqOPrpjCN5WMjYoFcHGzx9aDmsg6dulFhGiIi8/Fz5EUcupwo66db88ZlxsZGxEL1auQnxwkpmbiYkKIwDRGR6buTkY1xfxyVdcTYhxSmsR5sRCzYnnFd5LjjjC1Iz9IpTENEZNp6fr5Njj99ohH8PJwUprEebEQsWCU3RzzbJvdjxSEL9ypMQ0RkunacuYGYW2kAAB83B84lU47YiFi4j/s1kuOIcwlYuodX0RAR5ZWZrcez30fKetPojkWsTWWNjYgViPwg9xDNnI1nFCYhIjI9tT/8R44n920AN84lU67YiFiByu6OmDuwGQDg+p0MvLR4L87f4MmrREQRZxPk2NFOi+dCa6gLY6WM2ohMnToVrVq1gpubGypVqoR+/frh1KlTxnxJKkRIYAVoNUCWTmDDiXisirqiOhIRkVJCCAz8NveeIScm9VSYxnoZtRHZunUrRowYgd27d2P9+vXIyspC9+7dkZLCv8bLWyV3R6x+oz061vYBAHy+4QxibqUqTkVEpE7g2DVy3K5mRU5op4itMTe+du1ag3rRokWoVKkS9u/fjw4dOhjzpakA9f3d0ay6J7aevg4AaPfpZpyf+jC/+YjI6izZfdGg/mFwK0VJqFzPEUlKSgIAVKhQocDHMzIykJycbPBFZeul9kGwt8nd7fsu3lKYhoio/KVn6fDhn7k3Ljs35WHY2/KUSVXK7V9er9dj5MiRaNu2LRo2bFjgOlOnToWHh4f8qlatWnnFsxquDrY4FN5d1v3nR/CSXiKyKqNXHJLj2U814YR2ipVbIzJixAgcPXoUS5cuLXSdsWPHIikpSX5dvny5vOJZFSd7GzzXJkDWfx2+qjANEVH5OXolCX8fjgUAONnZ4LFmVRUnIqOeI5Lj9ddfx+rVq7Ft2zZUrVr4TndwcICDg0N5RLJ6k/o2QCU3B3y2/jR2Ricg4mwCQoO9VcciIjKa9CwdHpm7Q9Z/jAhTmIZyGPUTESEEXn/9dfzxxx/YtGkTAgMDjflyVAoajQZNqnnKeuC3u5Gama0uEBGRkb3560E5HtOrLur6uitMQzmM2oiMGDECS5YswS+//AI3Nzdcu3YN165dQ1pamjFflkqobc2KGNE5WNb1x/8LIYTCRERExrF41wWsOx4HALC31eLlDkGKE1EOozYiX3/9NZKSktCpUyf4+fnJr2XLlhnzZamEbLQavNujLoJ8XOSyqf+cRLZOrzAVEVHZio6/g/D/HZP1/g+78rYFJsToh2YK+ho8eLAxX5ZKaeOo3Amevtl2Dnsu3FSYhoiobL26ZL8cLxzSinPJmBheOE3QaDT4dVgbWU/I85cDEZE5W7jzPM7E3wEABPm4oHOdSooT0b3YiBAAIDTYG21r3r1q5nTcHSzceV5xIiKiB5NwJwMT/zou68VDWitMQ4VhI0LSZ/2byvHEv47j6JUkdWGIiB6AEAJfbDgj6z9eC0O1Cs4KE1Fh2IiQ5OvhiN9eDZV13uvtiYjMybR/TuLH/+aTqevrhmbVvRQnosKwESEDLQIq4NEm/rJecyRWYRoiovtz7GruXGWT+hY8rQiZBjYilM8XTzeV49d+PoDTcbfVhSEiKoVsnR5jfjuMHdE3AACfP9UUrQMLnmiVTAMbEcpHo9EgvE99WXefvU1hGiKikltz9BqW7s2dp6yiK6cNMXVsRKhAQ9oG4skWufMCfbPtrMI0RETFW388zuA27gsHt0IY59AyeWxEqFCfPJZ7XHXKmpNITs9SmIaIqHDZOj3eW3lI1qO71UbnupWg1fIOqqaOjQgVysHWBvOeaS7r1p9sUJiGiKhwH/99ArdS7/6x9EJoAF5/qKbiRFRSbESoSL0b+8HD6e7tkNOz9Pjk7+PFPIOIqHzF3ErFol0XZP1a55qcS8aMsBGhYkWMfUiOv91+njP0EpFJeeGHPXK8bHgbVHZ3VJiGSouNCBXL2d4W859tIes2Uzci5laqwkRERHfFJqXh7PUUAECtSq4ICeLJqeaGjQiVSM+GvnIcl5yB77ZzLhoiUuv8jRSETt0k6x+Hci4Zc8RGhEps15iH4GJvAwC4cScDKRnZihMRkbXS6wXeXhYl68ebVYGfh5O6QHTf2IhQifl7OmHEf2eirz4cixYfr8epa7zrKhGVvylrTiDqciIAoFUNL8x6qqnSPHT/2IhQqYQGecPbxR7A3atoNpyIU5yIiKxNRrYO3+3IPTw89fHGCtPQg2IjQqXSrLoX9n/UDe1rVQQAzPj3FDafilecioisRWa2Hn3yzAy+cEgr1KzkqjARPSg2InRfHm9eRY6HLNyrMAkRWZN/j13D6bg7su5cp5LCNFQW2IjQfXmsWVWM6lZb1jP+PakwDRFZg5hbqXgjz1wyu8d2UZiGygobEbpvr3fOvYXyvM1ncYdX0RCRkVy+mWowE/jUxxvB14M3LrMEbETovmm1Gmwa3VHWb/xyADdTMhUmIiJLdCUxDR1nbEZqpg4A0K5mRQxsXV1xKiorbETogdTwdoGX8925aDafuo5+83YqTkREluZqYhr0ArCz0SA0yBuzBjRRHYnKEBsReiBarQa/vRom60s3U3EtKV1hIiKyJEmpWZiz4QwAoJqXM34d3gaVOJeMRWEjQg8syMcVJyb1lHWbqRuRrdMrTERElqLlJ+uxPfoGAMDZwUZxGjIGNiJUJpzsbdCkqoesR+a59TIR0f1YuT8GWbrc2b4/6ddIYRoyFjYiVGb+HNFWjlcfjsXhmER1YYjI7M3felaOz3zSC02qeaoLQ0bDRoTKjEajwYZRuVfRPPolT1wlovuzcn8MouPv3rjsobqVYGfDX1eWinuWylTNSq54skVVWf99OFZhGiIyR+lZOryz4pCs3+9ZV2EaMjY2IlTmZjyZOwHViF8O4FJCqsI0RGROrt/OQN2P1so6vE991PF1U5iIjI2NCJU5jUaDrwY1l3WHGZuR9t+NiIiIirL3wk05dnWwRb+mVYpYmywBGxEyiocb+eGRxn6yHvP7YYVpiMgcnLyWjNd+PgAACPZxwdGJPeDlYq84FRkbGxEymjlPN5PjVVFXcTUxTWEaIjJ1PT/fLsdP5DnXjCwbGxEyGq1WY3BJb9i0Tcjijc6IqABfbjojx42qeOC1TjWLWJssCRsRMqqm1TzxWqdgWdca94/CNERkiu5kZGPmutOyzjttBFk+NiJkdO/dc+ldZjY/FSGiu/R6gR6zt8n62+dbwt6Wv5qsCfc2lYtTH+fORdNxxmaFSYjIlHy+8Qyu/Hf+WOOqHmhXs6LiRFTe2IhQuXCwtYGnsx0AIDYpHeuPxylORESqRV1OxJyNd88NcXOwxW+vhsHJnhPbWRs2IlRudo/tIsfDftxncL8AIrI+/eblTgOx8tUw3sbdSnGvU7lxtLPBt8+3lPWaI7FIychWmIiIVPls3Sk5frZNdd491YqxEaFy1a1+ZTzW7O6dEhfuvIBH5u6AEKKYZxGRJbl+OwNzN0XL+sPe9RWmIdXYiFC569vUHzW8nQEA52+kKE5DROWt1Scb5HjlK6FwtON5IdaMjQiVu051KuH313JvdNZt9jbORUNkJRbtPC/HTat5omWNCgrTkClgI0JKeDjZIdjHBQAQHX8H320/pzgRERnbpYRUTPjruKxXvBKqMA2ZCjYipISNVoN/R3aQ9WfrT/MqGiIL1yHPPYRWvhLKq2QIABsRUsjWRmswF03/+RE4eiWJJ68SWaC8f2jU8HbmIRmS2IiQUk2reeLdHnVk/cjcHfjtwBWFiYioLKVl6vDW0oPoPz9CLts0upO6QGRy2IiQcq90DEbvRn5wd7QFAFy6mao4ERGVlX0Xb2JV1FVZj+lVF1qtRmEiMjVsREg5G60G8wY1R7//7i9CRJYjW3/3UGv1Cs5Y+UooXu4QpDgRmRo2ImRylu65hHF/HOG5IkRm7n+HrmLIwr0A7l4p17JGBWg0/DSEDLERIZPh6+EIAIi/nYGfIy9hzZFrihMR0f0SQuDNXw/Kup4fb+FOBWMjQiZjWPsgLB7SStYjfjnAT0WIzNSs9afl+MPe9fDpE40VpiFTxkaETIadjRYd61TCqG615bJHv9xZxDOIyBTFJ6cbzCXzUvsgHpKhQrERIZPzZpdacnzkShIysnn7dyJzEjZtkxyP7FqriDWJ2IiQifplWIgc1/lwLXR6HqIhMgeroq7IK2W8XewxsmvtYp5B1o6NCJmksOCKcPvvviIA8PWW6CLWJiJTcPfmZVGyjhjbRV0YMhtsRMhkHQ7vLscz151Gwp0MhWmIqCipmdlo+2nuIZmFQ1rB3pa/Yqh4Rv9fMm/ePNSoUQOOjo4ICQnBnj17jP2SZCE0Gg1+ezVM1l1mbeVVNEQm6smvI3AzJVPWnetUUpiGzIlRG5Fly5Zh1KhRCA8Px4EDB9CkSRP06NED8fHxxnxZsiAtArzQu5EfACAxNQvtp29GYmpmMc8iovJ0404GjscmyzryAx6SoZIzaiMya9YsDBs2DEOGDEH9+vUxf/58ODs744cffjDmy5KFmTOwGYJ8XAAAMbfScPRKcjHPIKLykq3To+XHG2S94/3OqOzuqDARmRujNSKZmZnYv38/unbtmvtiWi26du2KiIiIAp+TkZGB5ORkgy8iG60G60Z2QAUXewDAi4v3Iik1S3EqIgKAIYv2yvGjTfxRxdNJYRoyR0ZrRG7cuAGdTofKlSsbLK9cuTKuXSv41t1Tp06Fh4eH/KpWrZqx4pGZsbXRoklVDwBAZrYeTSatU5yIiNKzdNh+5oas5wxsxhuXUamZ1CnNY8eORVJSkvy6fPmy6khkQuY+09yg3nP+pqIkRCSEQN2P1sr67zfbKUxD5sxojUjFihVhY2ODuLg4g+VxcXHw9fUt8DkODg5wd3c3+CLK4epgizOf9JL1gAUR0PNGZ0RK7IxOkGM/D0c08PdQmIbMmdEaEXt7e7Ro0QIbN26Uy/R6PTZu3IjQ0FBjvSxZODsbLYZ3CJL1hL+OKUxDZH2S0rLw1ZZoPPt9pFy2a8xDChORuTPqoZlRo0bh22+/xeLFi3HixAm8+uqrSElJwZAhQ4z5smTh3utRR45/jLiIs9fvKExDZF2W7rmE6WtPyXpQSHWeF0IPxKiNyFNPPYWZM2di/PjxaNq0KaKiorB27dp8J7ASlYatjRabRneUdZfPeKMzovJyJyMbABDs44K3u9bG+D71FScic2f0k1Vff/11XLx4ERkZGYiMjERISEjxTyIqRpCPKwaH1citP1ijLgyRlbiTkY1b/909tV3Niniray042NooTkXmzqSumiEqjQmPNpBjIYALN1IUpiGybAl3MtAw/F8sibykOgpZGDYiZNZOTu4px51mblEXhMjCtZmae+GBt4s9utTjIXYqG2xEyKw52tngkcZ+sv4p4oK6MEQWKjr+NrJ0uedh7f+oGzrU9lGYiCwJGxEye3MHNpPjj1YdQ1qmTmEaIssihEDXWdtkfWh8d4VpyBKxESGzp9FoMP3JxrJu8fF6ZGSzGSEqC/2+2iXHjzevAg9nO4VpyBKxESGLMKBlNdTwdgYApGbqMGvdacWJiMzf5ZupOHQ5UdYzn2yiLgxZLDYiZDFWjcid62LBtnPYFX2jiLWJqDjtp2+W48gPukCr5Y3LqOyxESGL4eFsh99fC5P1M99F4tS12woTEZmvb7edk+PejfxQ2d1RYRqyZGxEyKI0r+6F0d1qy/rY1SSFaYjM04UbKfhkzQlZz36qqbowZPHYiJDFeaNLLbQI8AIAjFp+CL/u4Q2YiErjkbk75Pjnl0Jgb8tfFWQ8/N9FFqlHg9ybLY39/Qhu3MlQmIbIfKyKuiLnkwkN8kbbmhUVJyJLx0aELNLwDsFY/GJrWU/5+0QRaxMRAJyITcZbS6Nk/d0LLdWFIavBRoQsVsfaPvDzuHuC3e8HryA2KU1xIiLTlaXTo9cX22W9dHgbuDjYKkxE1oKNCFm0RUNyPxUJnbpJYRIi07b68FU5blbdE22CvBWmIWvCRoQsWh1fN3SqkzsnxrzN0QrTEJmmM3G38fayQ7L+Mc9hTSJjYyNCFm/+sy3keMa/p/ALpzEnkm6nZ6Hb7Ny5ZOYMbAY3R97GncoPGxGyeI52Nvgjz43Ovt1+roi1iayHTi8w9vcjsn68WRU82sRfYSKyRmxEyCo0q+6FaY83AgDE3ErF8z/s4SW9ZPUWbDuL1YdjZT2zP+eSofLHRoSsRofaPtBqgCydwLbT17HjDOeiIeuVkpGN6WtPyfr318I4lwwpwUaErIa/pxM2je6ERlU8AACTVx+HEEJxKiI1nvs+Uo4/7F0Pzat7KUxD1oyNCFmVGhVdEOzjAgBISMnEo1/uhE7PZoSsy7GrSThwKVHWT7aoqi4MWT02ImR1PnykvhwfuZKEaf/wrqtkPYQQ6D0ndy6ZveO6wtPZXmEisnZsRMjqVHR1wI73O8v62+3nkZ6lU5iIqPz0/Dz37qnPtQmAj5uDwjREbETISlX1csbake1l/eGfRxWmISofSWlZOBV3W9aT+zVUmIboLjYiZLXq+rrL8cr9MZyLhiyaTi/QZOI6We8e20VhGqJcbETIqn37fO7soqFTNyEtk4doyDJN+N8xOW5UxQO+/00ISaQaGxGyat3qV0b3+pVlXW/8WoVpiIzj5LVk/LT7oqz/eqOdwjREhtiIkNWb+0wzaPLcx+mTv4+rC0NkBHlvXDbvmeYKkxDlx0aErJ6DrQ1OTOop62+3n1eYhqhszd14BptOxgMA+jTxR+/GfooTERliI0KEuxPjLR3eRtbzNkcrTENUNv46dBWfrT8t6xfb1lAXhqgQbESI/tMmyFuOZ/x7CteS0hWmIXowKRnZGLksStbLXw5FM97GnUwQGxGiPL55roUct5m6kbd/J7M1a/1p+f933jPN0TqwguJERAVjI0KUR/cGvni4ka+s+8/fpTAN0f3Zf/Emvt9x91wne1stejX0LeYZROqwESG6x7xnmsPVwRYAcOBSIjafileciKjkriSm4YmvI2S95Z1O0Go1RTyDSC02IkT30Gg02DS6o6yHLNyLLJ1eYSKikvtu+zk5HturLvw9nRSmISoeGxGiAlRyd8TERxvI+rGvduJwTKK6QEQlcPDSLSzceQEAULOSK17uGKw2EFEJsBEhKsQLYTXgZGcDADh6JRkDv9mNjGzeAp5M052MbDz2Ve45Te90r6MwDVHJsREhKsKG0R3xeLMqAICUTB0ys3mIhkzT3E1n5HhQSHX05AmqZCbYiBAVoYqnE6Y+0Uh1DKIiHbuahAVbc88NmdS3ocI0RKXDRoSoFDrO2IKNJ+JUxyCSMrJ16D1nh6yXvxwKG14lQ2aEjQhRMey0WlSv4AwAuJmSiaGL9yElI1txKqK7wqZukuPXOgXzxmVkdtiIEBVDq9Xgn7faY1Lf3KtoXv35gMJERHcdu5qEhJRMWb/Xs67CNET3h40IUQm4ONji+dAast52+jqOxCSpC0RW70pimsEhmV1jHlKYhuj+sREhKoUt73SS4z5f7sClhFR1YciqTV1zQo5bBnjxxmVkttiIEJVCjYouGP9IfVl3mLEZek6MR+Xs49XHsfpwLIC7V3b9MqyN4kRE94+NCFEpvdguEB1r+8h64l/HFKYha/TdfxPaAcA3z7eAvS1/lJP54v9eovvw/Qst5XhxxEWFSciapGRko8/c3PNCfn8tDA38PRQmInpwbESI7oOtjRa/vBQi6yEL9yhMQ9Zi+tqTOHIl9yTp5tW9FKYhKhtsRIjuU1jNinK8+dR1xN9OV5iGLJ0QAtvP3JD1hlEdFKYhKjtsRIgewJ4Pushx6082KkxClq73nB04dyMFAPBxv4aoWclNcSKissFGhOgBVHJ3RLPqnrLuPHOLsixkua4lpeN4bLKsO9TyKWJtIvPCRoToAf2a59LJ8zdSsGLfZYVpyNLcTMlEm6m5n7YdCu+O6t7OChMRlS02IkQPyNHOBofGd5f1uysPIzk9S2EisiRdPtsix82qe8LDyU5dGCIjYCNCVAY8nO0wqlttWbecvEFhGrIU0fF3cCv1blPr5miLP15rqzgRUdljI0JURoa0rSFvLJWp02P14auKE5E5u5mSia6ztsp6x/ucS4YsExsRojLi5miHqPHdZD16+SGFacjczV5/Wo6716/MQzJksYzSiFy4cAFDhw5FYGAgnJycEBwcjPDwcGRmZhb/ZCIz5mxvixlPNgYAZGTr8dz3kcjS6RWnInMzZ+MZ/LT77h177W21mDOwmeJERMZjlEbk5MmT0Ov1WLBgAY4dO4bZs2dj/vz5+OCDD4zxckQmpXsDX7jY2wAAtp+5gXPXUxQnInOSkpGNWXk+DVk0uBUc7WwUJiIyLo0QolymDp0xYwa+/vprnDt3rsTPSU5OhoeHB5KSkuDu7m7EdERlKzE1E00nrQcA1K7sikEhAXghrIbaUGTy9HqBhhP+RWqmDgCwakRbNKnmqTYU0X0oze/vcjtHJCkpCRUqVCivlyNSytPZHo2q3J2M7HTcHczZeEZxIjIHK/fHyCYEAJsQsgrl0ohER0dj7ty5ePnll4tcLyMjA8nJyQZfRObqxxdbY3LfBgCAhJRMpGRkK05EpizhTgbe++2wrA981K2ItYksR6kakTFjxkCj0RT5dfLkSYPnXLlyBT179kT//v0xbNiwIrc/depUeHh4yK9q1aqV/h0RmQgvF3uEBudOjNcg/F+U05FQMkMtPs6998z8Z5ujgou9wjRE5adU54hcv34dCQkJRa4TFBQEe/u730BXr15Fp06d0KZNGyxatAhabdF9T0ZGBjIyMmSdnJyMatWq8RwRMls6vcBz30di19m73zfBPi7YOLqT2lBkctIydag3fq2sL0zrrTAN0YMrzTkiRjtZ9cqVK+jcuTNatGiBJUuWwMam9Gd982RVshQ1xvwtx7MGNMHjzasqTEOmJu//jz0fdEEld0eFaYgenPKTVa9cuYJOnTqhevXqmDlzJq5fv45r167h2rVrxng5IpN3eELuXDSjlh/C2qP8XqC7nv4mQo7r+rqxCSGrY5RGZP369YiOjsbGjRtRtWpV+Pn5yS8ia+TuaIcPe9eT9ecbThexNlmLa0np2H3upqzXjuygMA2RGkZpRAYPHgwhRIFfRNbqxbaBeKVjEADg5LXbOBHLq8KsWZZOjzZTN8r66MQeCtMQqcO5ZojKiVarQbf6vrLu9cV2JP03sypZn+E/7pPjx5tXgauDrcI0ROqwESEqR02reWJou0BZN5m0TmEaUuVM3G1sPnUdAFDJzQGzBjRVG4hIITYiROXIRqvBR4/UN1h2/gbnorEm2To9us3eJut/eV4IWTk2IkQKHBqfexVN55lboNfz/Clr0fOL7XI8OKwGvHjjMrJybESIFPBwtsPjzavIut2nmxSmofJy4NItRMffkfWERxsoTENkGtiIECmS97yAq0np2H2u6LsWk3nL0unx+Fe7ZH0kz71liKwZGxEihY7luWTz6W9240zcbYVpyJh6z8k9JDO0XSDcHO0UpiEyHWxEiBRycbDFZ/2byPqtpVG8344F2nHmBk7H5R6SyXtzOyJrx0aESLEnWlRFt/qVAQDHY5Mxd1O04kRUlnR6gWe/j5R15AddoNFoFCYiMi1sRIhMwEe9cy/pnbX+NGJupSpMQ2Xpwz+PyPGnTzRCZc4lQ2SAjQiRCaju7YzJ/RrKesjCvTxEYwHeXXEIv+65DADQaICnWlVXnIjI9LARITIRz7UJQIsALwDAmfg7mPbPScWJ6EFkZOuwYn+MrH96MURhGiLTxUaEyIR88XRTOV6w7RwS7mSoC0MPZOJfx+V4/dsd0K5WRYVpiEwXGxEiE1LVyxk/DW0t61eXHFCYhu7X6bjb+CXykqwDK7ooTENk2tiIEJmYdjUrolWNu4do9ly4iSMxSYoTUWnEJ6eje565ZKLGd4OtDX/UEhWG3x1EJkaj0SC8T+6tv/t8uYNX0ZiR0SsOyfGobrXh6cy5ZIiKwkaEyATV93PH4LAasn5v5WF1YajEXlq8F9vP3AAA+Lo74s0utRQnIjJ9bESITJBWq8GERxvgobqVAAC7ziZg/8VbilNRcTadjJfjP0aEKUxCZD7YiBCZsAl5DtE88fUufLqWl/SaoiydHptOxkH/361fdo55CH4eTmpDEZkJNiJEJqy6t7PBvCS7znKGXlP0655LeHHRPlk72dkoTENkXtiIEJm4l9oHYf6zLQAAhy4n4mJCiuJElNfRK0kYv+qYrN98qCYquPAEVaKSYiNCZAYc7HK/VTvO2IKz1+8UsTaVp1HLo+T4434NMap7HXVhiMwQGxEiMxASWAG9G/nJustnWxWmoRzvrDiE03F3m8Ju9Svj2TYBihMRmR82IkRmwNneFvMGNUc9P3e5bFXUFYWJCAAO5LmS6eM8kxYSUcmxESEyIytfCZXjt5ZGIT1LpzCN9bpwIwVdPtuCC/+dr7NseBtUdndUnIrIPLERITIjLg62+GFwS1l3mrEFQgiFiaxTxLkEnL2eAr0AHO20nEuG6AGwESEyMw/VrQw7Gw0A4FpyusEsr2R8mdl6TPzr7lUyYcHeiPygKyrx0xCi+8ZGhMgM7RvXTY6X7L7IQzTlJCktC7U//AfpWXoAgL+nEzyc7BSnIjJvbESIzJCHsx2+f+HuIZpsvcCg7yIVJ7IO/x69ZlC/14OX6hI9KDYiRGaqRYCX/Gt8/8Vb+Gn3RcWJLFtapg7v/ZY7+WDU+G48JENUBtiIEJkpT2d7RIx9SNYf/XmUh2iMJC1Th3rj18r6pXaB8HTm3VOJygIbESIz5mxvixV5Lumt+9Fa7D7H+WjK2uZT8Qb1+73qKkpCZHnYiBCZuVY1KqCyu4OsZ68/rTCN5UlOz8JrPx+Q9aHw7rCz4Y9OorLC7yYiC7Dlnc7yFvCZOr3iNJal8YR1cvxSu0BeJUNUxtiIEFkAJ3sb9G3qDwA4eCkR7644xBudlYFtp6/LsZOdDcb1rqcwDZFlYiNCZCGqeDnJ8Yr9MfhlzyWFaczfnYxsPP/DHlkfmdAdGo1GYSIiy8RGhMhCNPD3wIZRHWU97o+jiLqcqC6QmXviq11yPO+Z5rDleSFERsHvLCILUrOSK+YObCbrd1YcUpjGfC3fdxmn4m4DACq5OaB3Yz/FiYgsFxsRIgvzSGM/PN2qGgAgOv4Or6IppVspmXhvZe6Ny7a911lhGiLLx0aEyMJoNBqDkyq/2HgGp67dVpjIvDSbvF6Ovx7UHI52NgrTEFk+NiJEFsjN0c7grqs9Pt/Gq2hKYPuZ3KtkQoO80asRD8kQGRsbESIL5efhhKdaVpP15NUnFKYxfUIIPPd97lUyvwwLUZiGyHqwESGyYOMeyT1E88PO88jmzc4K1eqTjXL8eueavFSXqJywESGyYO6Odvj5pdy/7F/Nc6tyyrX/4i3cuJMh63d61FGYhsi6sBEhsnBta1ZERde7M8WuPx6HRTvPK05kWpLSsvDE17n3DDn4UTeFaYisDxsRIiuwcVQnOZ7w13FcTUxTF8bE9Ji9TY5Hdq0FLxd7hWmIrA8bESIr4OFshx9fbC3rYT/ug07Pq2i+33Ee15LTAQB+Ho4Y2bW24kRE1oeNCJGV6FDbB6FB3gCAY1eT8eqS/VZ9SW9mth6TVx+X9Zo32ytMQ2S92IgQWZFPn2gsx+uOx+HY1WSFadQRQqD2h//I+utBzXlIhkgRNiJEVqS6t7PBxHiPzN2hMI06/xy9ZlDzxmVE6rARIbIyNSu54tEm/rL+YYd1XUWTnqXDa3kuYz435WGFaYiIjQiRFZqTZ4beSauPG9xDw9LV/WitHE9/sjG0Wt64jEglNiJEVmra443kuOXHG5BlBXdd/ftwrEE9IM8t8IlIDTYiRFbq6dbV0biqh6yX7L6oMI3xHb2ShBG/5B6SOf1xL4VpiCgHGxEiK7ZqRFs5nmjhNzr7dc8lOZ74aAPY2/LHH5Ep4HcikRXTaDT4/oWWsg6btklhGuNZuucSfo6824iEBnnjuTYBihMRUQ42IkRWrku9yuhcx0fWX22JVpim7N3JyMaY34/IekjbGjxBlciEGL0RycjIQNOmTaHRaBAVFWXslyOi+/Dt87mfikxfe8qirqIJ+WSDHC8c3ArdG/gqTENE9zJ6I/Lee+/B39+/+BWJSBlbGy2Wvxwq6zZTNipMU3ZWRV1BSqZO1p3rVlKYhogKYtRG5J9//sG6deswc+ZMY74MEZWB1oEV5CGabL3AZ+tOKU70YDKydXhraZSso8Z3UxeGiApltEYkLi4Ow4YNw08//QRnZ+cSPScjIwPJyckGX0RUfr58prkcz90Ujcs3UxWmeTB1Psy9cdm3z7eEpzPnkiEyRUZpRIQQGDx4MF555RW0bNmy+Cf8Z+rUqfDw8JBf1arxZkNE5cnFwRZ/vd5O1u2nb0a2Gd7o7N7b1nerX1lREiIqTqkakTFjxkCj0RT5dfLkScydOxe3b9/G2LFjSxVm7NixSEpKkl+XL18u1fOJ6ME1quqBYe0DZf3BH0cw4X/HcODSLYWpSi4tU4dJq4/L+vikHgrTEFFxNEIIUdKVr1+/joSEhCLXCQoKwoABA/DXX39Bo8m9RE6n08HGxgaDBg3C4sWLS/R6ycnJ8PDwQFJSEtzd3Usak4jKQKMJ/+J2erasm1T1wKo8n5aYqhpj/pbjX4e1QWiwt8I0RNapNL+/bUuzYR8fH/j4+BS73pw5c/Dxxx/L+urVq+jRoweWLVuGkJCQ0rwkESnyzXMtsevsDcTcSsMfB68gNc/VJ6bqj4Mxcmxno2ETQmQGStWIlFT16tUNaldXVwBAcHAwqlataoyXJKIyFhrsjdBgb0ScTcAfB6+ojlOsG3cy8PayQ7I+PqmnwjREVFK8syoRWYSus7bK8XfPt4SdDX+8EZkDo3wicq8aNWqgFKeiEBGVytyNZ5CYmgUAqF3ZFV15lQyR2eCfDERUImlZOuy/eBO3UjJVRzGQnqXDZ+tPy3r1G+0VpiGi0iqXT0SIyHzlXPwWcysNT3wdAeDuJbHO9qbx46PuR7k3Lvvt1TDY2/LvKyJzwu9YIipSk6qeaFvTG9W8nOSy+uP/VZgo1+JdFwzqFgFeaoIQ0X1jI0JERXKyt8HPL7XB9vcfQmBFF7n8/ZWHFaYC4pPTEf6/Y7I+MqG7wjREdL/YiBBRia1/u4McL9t3GUlpWcqytP10kxx/Nag53BztlGUhovvHRoSISszWRosNozrKusnEdUpy/BhxAVm6u1fitQmqgF4NfZXkIKIHx0aEiEqlZiVXgzp81dFyff3LN1MxflXuIZmFg1sbTCdBROaFjQgRldr5qQ/L8eKIizh/I6XcXrv99M1yvObN9nCytym31yaissdGhIhKTaPRYF2e80U6z9wCvd74Ny1cvi93Ru5eDX1R35+TYRKZOzYiRHRfald2Q7+m/rL+cnO0UV8vS6fHe3mu1PnymeZGfT0iKh9sRIjovs1+qqkcz1p/GkevJBnttWqN+0eOlwwNgY2W54UQWQI2IkR03zQaDX4d1kbWj8zdYZTXmbXulEHdrlZFo7wOEZU/NiJE9EBCg73xZIuqsn5r6cEy3f7FhBTM2ZR72Ofk5J5lun0iUouNCBE9sJn9m8jxqqiruFmGE+N1n71NjpcObwNHO14lQ2RJ2IgQUZnY8k4nOW4+eT1SM7MfeJtzN55BRrYeANC2pjfaBHk/8DaJyLSwESGiMlGjogvq+rrJ+rWfD0CI+7+kNzYpDZ+tPy3rH18MeaB8RGSa2IgQUZlZ82Z72Nvc/bGy5dR1bD4Vf9/b6vrZVjn+ZRivkiGyVGxEiKjMaLUa/P1mO1m/uGgfNp8sfTPyxq8HkZKpAwD4uDkglIdkiCwWGxEiKlO1KrthWPtAWb/6835k6/Qlfn787XT8deiqrNe/3YFzyRBZMDYiRFTmxvSqh5FdagEA0rP00JXiXJEuM3MPyWwc3RGezvZlno+ITAcbESIqczZaDYbm+VTkvZWHEZecXuzzfoq4gNsZd6+26VK3EoJ9XIt5BhGZOzYiRGQU9rZaOP83M+6qqKt4N888MQWJT07HR6uOyXreIM4lQ2QN2IgQkVE42NoY3P592+nrOBJT8Fw0Qgi0nrJR1rxxGZH1YCNCREbTpJontr/XWdZ9vtxR4Imrk1Yfl+M2QRV44zIiK8JGhIiMqloFZ7zcMUjWI5dFGTx+/kYKFu68IOvvXmhVTsmIyBSwESEioxvTs64crz4ci8hzCQCA1MxsdJ65JfexN9rB1cG2vOMRkUL8jicio9NoNNj+Xme0n74ZAPDUN7vh5miL2+m589E0quKBhlU8VEUkIkX4iQgRlYtqFZwx/pH6sr63CfnrjXYFPY2ILBw/ESGicvNiu0D0beqPXWcT4GCrhZ2NFk2recLLhTctI7JWbESIqFx5uzqgTxN/1TGIyETw0AwREREpw0aEiIiIlGEjQkRERMqwESEiIiJl2IgQERGRMmxEiIiISBk2IkRERKQMGxEiIiJSho0IERERKcNGhIiIiJRhI0JERETKsBEhIiIiZdiIEBERkTJsRIiIiEgZW9UBiiKEAAAkJycrTkJEREQllfN7O+f3eFFMuhG5ffs2AKBatWqKkxAREVFp3b59Gx4eHkWuoxElaVcU0ev1uHr1Ktzc3KDRaMpsu8nJyahWrRouX74Md3f3MtuuqbD09wdY/nu09PcHWP57tPT3B1j+e7T09wcY7z0KIXD79m34+/tDqy36LBCT/kREq9WiatWqRtu+u7u7xf7nAiz//QGW/x4t/f0Blv8eLf39AZb/Hi39/QHGeY/FfRKSgyerEhERkTJsRIiIiEgZq2xEHBwcEB4eDgcHB9VRjMLS3x9g+e/R0t8fYPnv0dLfH2D579HS3x9gGu/RpE9WJSIiIstmlZ+IEBERkWlgI0JERETKsBEhIiIiZdiIEBERkTIW2Yh88sknCAsLg7OzMzw9PQtc59KlS+jduzecnZ1RqVIlvPvuu8jOzi5yuzdv3sSgQYPg7u4OT09PDB06FHfu3DHCOyidLVu2QKPRFPi1d+/eQp/XqVOnfOu/8sor5Zi85GrUqJEv67Rp04p8Tnp6OkaMGAFvb2+4urriiSeeQFxcXDklLp0LFy5g6NChCAwMhJOTE4KDgxEeHo7MzMwin2fq+3DevHmoUaMGHB0dERISgj179hS5/ooVK1C3bl04OjqiUaNGWLNmTTklLZ2pU6eiVatWcHNzQ6VKldCvXz+cOnWqyOcsWrQo375ydHQsp8SlN2HChHx569atW+RzzGX/AQX/TNFoNBgxYkSB65vD/tu2bRv69OkDf39/aDQa/PnnnwaPCyEwfvx4+Pn5wcnJCV27dsWZM2eK3W5pv49LyyIbkczMTPTv3x+vvvpqgY/rdDr07t0bmZmZ2LVrFxYvXoxFixZh/PjxRW530KBBOHbsGNavX4/Vq1dj27ZtGD58uDHeQqmEhYUhNjbW4Oull15CYGAgWrZsWeRzhw0bZvC86dOnl1Pq0ps0aZJB1jfeeKPI9d9++2389ddfWLFiBbZu3YqrV6/i8ccfL6e0pXPy5Eno9XosWLAAx44dw+zZszF//nx88MEHxT7XVPfhsmXLMGrUKISHh+PAgQNo0qQJevTogfj4+ALX37VrFwYOHIihQ4fi4MGD6NevH/r164ejR4+Wc/Libd26FSNGjMDu3buxfv16ZGVloXv37khJSSnyee7u7gb76uLFi+WU+P40aNDAIO+OHTsKXdec9h8A7N271+C9rV+/HgDQv3//Qp9j6vsvJSUFTZo0wbx58wp8fPr06ZgzZw7mz5+PyMhIuLi4oEePHkhPTy90m6X9Pr4vwoItXLhQeHh45Fu+Zs0aodVqxbVr1+Syr7/+Wri7u4uMjIwCt3X8+HEBQOzdu1cu++eff4RGoxFXrlwp8+wPIjMzU/j4+IhJkyYVuV7Hjh3FW2+9VT6hHlBAQICYPXt2iddPTEwUdnZ2YsWKFXLZiRMnBAARERFhhIRlb/r06SIwMLDIdUx5H7Zu3VqMGDFC1jqdTvj7+4upU6cWuP6AAQNE7969DZaFhISIl19+2ag5y0J8fLwAILZu3VroOoX9PDJV4eHhokmTJiVe35z3nxBCvPXWWyI4OFjo9foCHze3/QdA/PHHH7LW6/XC19dXzJgxQy5LTEwUDg4O4tdffy10O6X9Pr4fFvmJSHEiIiLQqFEjVK5cWS7r0aMHkpOTcezYsUKf4+npafAJQ9euXaHVahEZGWn0zKXxv//9DwkJCRgyZEix6/7888+oWLEiGjZsiLFjxyI1NbUcEt6fadOmwdvbG82aNcOMGTOKPJS2f/9+ZGVloWvXrnJZ3bp1Ub16dURERJRH3AeWlJSEChUqFLueKe7DzMxM7N+/3+DfX6vVomvXroX++0dERBisD9z9vjSH/ZWUlAQAxe6vO3fuICAgANWqVUPfvn0L/XljKs6cOQN/f38EBQVh0KBBuHTpUqHrmvP+y8zMxJIlS/Diiy8WOcGque2/vM6fP49r164Z7CMPDw+EhIQUuo/u5/v4fpj0pHfGcu3aNYMmBICsr127VuhzKlWqZLDM1tYWFSpUKPQ5qnz//ffo0aNHsRMGPvPMMwgICIC/vz8OHz6M999/H6dOncLvv/9eTklL7s0330Tz5s1RoUIF7Nq1C2PHjkVsbCxmzZpV4PrXrl2Dvb19vnOEKleubHL7qyDR0dGYO3cuZs6cWeR6proPb9y4AZ1OV+D32cmTJwt8TmHfl6a+v/R6PUaOHIm2bduiYcOGha5Xp04d/PDDD2jcuDGSkpIwc+ZMhIWF4dixY0ad3PN+hYSEYNGiRahTpw5iY2MxceJEtG/fHkePHoWbm1u+9c11/wHAn3/+icTERAwePLjQdcxt/90rZz+UZh/dz/fx/TCbRmTMmDH49NNPi1znxIkTxZ5MZU7u5z3HxMTg33//xfLly4vdft7zWxo1agQ/Pz906dIFZ8+eRXBw8P0HL6HSvL9Ro0bJZY0bN4a9vT1efvllTJ061aRvv3w/+/DKlSvo2bMn+vfvj2HDhhX5XNX7kIARI0bg6NGjRZ4/AQChoaEIDQ2VdVhYGOrVq4cFCxZg8uTJxo5Zar169ZLjxo0bIyQkBAEBAVi+fDmGDh2qMFnZ+/7779GrVy/4+/sXuo657T9zYjaNyOjRo4vsVgEgKCioRNvy9fXNd9ZvztUUvr6+hT7n3pNzsrOzcfPmzUKf86Du5z0vXLgQ3t7eePTRR0v9eiEhIQDu/jVeHr/EHmSfhoSEIDs7GxcuXECdOnXyPe7r64vMzEwkJiYafCoSFxdntP1VkNK+x6tXr6Jz584ICwvDN998U+rXK+99WJiKFSvCxsYm31VKRf37+/r6lmp9U/D666/LE9dL+1exnZ0dmjVrhujoaCOlK1uenp6oXbt2oXnNcf8BwMWLF7Fhw4ZSf4pobvsvZz/ExcXBz89PLo+Li0PTpk0LfM79fB/flzI728QEFXeyalxcnFy2YMEC4e7uLtLT0wvcVs7Jqvv27ZPL/v33X5M6WVWv14vAwEAxevTo+3r+jh07BABx6NChMk5W9pYsWSK0Wq24efNmgY/nnKy6cuVKuezkyZMmfbJqTEyMqFWrlnj66adFdnb2fW3DlPZh69atxeuvvy5rnU4nqlSpUuTJqo888ojBstDQUJM82VGv14sRI0YIf39/cfr06fvaRnZ2tqhTp454++23yzidcdy+fVt4eXmJL774osDHzWn/5RUeHi58fX1FVlZWqZ5n6vsPhZysOnPmTLksKSmpRCerlub7+L6yltmWTMjFixfFwYMHxcSJE4Wrq6s4ePCgOHjwoLh9+7YQ4u5/oIYNG4ru3buLqKgosXbtWuHj4yPGjh0rtxEZGSnq1KkjYmJi5LKePXuKZs2aicjISLFjxw5Rq1YtMXDgwHJ/f4XZsGGDACBOnDiR77GYmBhRp04dERkZKYQQIjo6WkyaNEns27dPnD9/XqxatUoEBQWJDh06lHfsYu3atUvMnj1bREVFibNnz4olS5YIHx8f8fzzz8t17n1/QgjxyiuviOrVq4tNmzaJffv2idDQUBEaGqriLRQrJiZG1KxZU3Tp0kXExMSI2NhY+ZV3HXPah0uXLhUODg5i0aJF4vjx42L48OHC09NTXq323HPPiTFjxsj1d+7cKWxtbcXMmTPFiRMnRHh4uLCzsxNHjhxR9RYK9eqrrwoPDw+xZcsWg32Vmpoq17n3/U2cOFH8+++/4uzZs2L//v3i6aefFo6OjuLYsWMq3kKxRo8eLbZs2SLOnz8vdu7cKbp27SoqVqwo4uPjhRDmvf9y6HQ6Ub16dfH+++/ne8wc99/t27fl7zsAYtasWeLgwYPi4sWLQgghpk2bJjw9PcWqVavE4cOHRd++fUVgYKBIS0uT23jooYfE3LlzZV3c93FZsMhG5IUXXhAA8n1t3rxZrnPhwgXRq1cv4eTkJCpWrChGjx5t0BFv3rxZABDnz5+XyxISEsTAgQOFq6urcHd3F0OGDJHNjSkYOHCgCAsLK/Cx8+fPG/wbXLp0SXTo0EFUqFBBODg4iJo1a4p3331XJCUllWPiktm/f78ICQkRHh4ewtHRUdSrV09MmTLF4NOre9+fEEKkpaWJ1157TXh5eQlnZ2fx2GOPGfxiNyULFy4s8P9s3g8tzXEfzp07V1SvXl3Y29uL1q1bi927d8vHOnbsKF544QWD9ZcvXy5q164t7O3tRYMGDcTff/9dzolLprB9tXDhQrnOve9v5MiR8t+icuXK4uGHHxYHDhwo//Al9NRTTwk/Pz9hb28vqlSpIp566ikRHR0tHzfn/Zfj33//FQDEqVOn8j1mjvsv5/fWvV8570Ov14uPPvpIVK5cWTg4OIguXbrke+8BAQEiPDzcYFlR38dlQSOEEGV3oIeIiIio5KzyPiJERERkGtiIEBERkTJsRIiIiEgZNiJERESkDBsRIiIiUoaNCBERESnDRoSIiIiUYSNCZCGEEBg+fDgqVKgAjUaDqKgo1ZGIiIrFRoTIQqxduxaLFi3C6tWrERsbW+SU9CU1ePBg9OvX78HDlZHDhw+jffv2cHR0RLVq1TB9+vR866xYsQJ169aFo6MjGjVqhDVr1hg8LoTA+PHj4efnBycnJ3Tt2hVnzpwxWOfmzZsYNGgQ3N3d4enpiaFDh+LOnTtGfW9E1oqNCJGFOHv2LPz8/BAWFgZfX1/Y2prO5No6nQ56vf6BtpGcnIzu3bsjICAA+/fvx4wZMzBhwgSDWYp37dqFgQMHYujQoTh48CD69euHfv364ejRo3Kd6dOnY86cOZg/fz4iIyPh4uKCHj16ID09Xa4zaNAgHDt2DOvXr5ez6w4fPvyB8hNRIcr0hvFEpMS98ysFBAQInU4npkyZImrUqCEcHR1F48aNxYoVK+RzsrOzxYsvvigfr127tvj888/l4+Hh4QXO15Qzn8WtW7fkujmTbOXMzZQz8/WqVatEvXr1hI2NjTh//rxIT08Xo0ePFv7+/sLZ2Vm0bt3aYH6gonz11VfCy8tLZGRkyGXvv/++qFOnjqwHDBggevfubfC8kJAQOQNszgykM2bMkI8nJiYazECaM9P23r175Tr//POPSc20TWRJ+IkIkQX44osvMGnSJFStWhWxsbHYu3cvpk6dih9//BHz58/HsWPH8Pbbb+PZZ5/F1q1bAQB6vR5Vq1bFihUrcPz4cYwfPx4ffPABli9fDgB45513MGDAAPTs2ROxsbGIjY1FWFhYiTOlpqbi008/xXfffYdjx46hUqVKeP311xEREYGlS5fi8OHD6N+/P3r27Jnv0EhBIiIi0KFDB9jb28tlPXr0wKlTp3Dr1i25TteuXQ2e16NHD0RERAAAzp8/j2vXrhms4+HhgZCQELlOREQEPD090bJlS7lO165dodVqERkZWeL3T0QlYzqf3RLRffPw8ICbmxtsbGzg6+uLjIwMTJkyBRs2bEBoaCgAICgoCDt27MCCBQvQsWNH2NnZYeLEiXIbgYGBiIiIwPLlyzFgwAC4urrCyckJGRkZ8PX1LXWmrKwsfPXVV2jSpAkA4NKlS1i4cCEuXboEf39/AHebnbVr12LhwoWYMmVKkdu7du0aAgMDDZZVrlxZPubl5YVr167JZXnXuXbtmlwv7/MKW6dSpUoGj9va2qJChQpyHSIqO2xEiCxQdHQ0UlNT0a1bN4PlmZmZaNasmaznzZuHH374AZcuXUJaWhoyMzPRtGnTMslgb2+Pxo0by/rIkSPQ6XSoXbu2wXoZGRnw9vYuk9ckIvPDRoTIAuVc4fH333+jSpUqBo85ODgAAJYuXYp33nkHn332GUJDQ+Hm5oYZM2YUe/hBq717RFcIIZdlZWXlW8/JyQkajcYgk42NDfbv3w8bGxuDdV1dXYt9T76+voiLizNYllPnfGJT2Dp5H89Z5ufnZ7BOTgPm6+uL+Ph4g21kZ2fj5s2b9/XJEBEVjeeIEFmg+vXrw8HBAZcuXULNmjUNvqpVqwYA2LlzJ8LCwvDaa6+hWbNmqFmzJs6ePWuwHXt7e+h0OoNlPj4+AIDY2Fi5rCT3LGnWrBl0Oh3i4+PzZSrJL/jQ0FBs27bNoOlZv3496tSpAy8vL7nOxo0bDZ63fv16eXgqMDAQvr6+BuskJycjMjJSrhMaGorExETs379frrNp0ybo9XqEhIQUm5OISkn12bJEVDZmz54tAgICZD1u3Djh7e0tFi1aJKKjo8X+/fvFnDlzxKJFi4QQQnzxxRfC3d1drF27Vpw6dUp8+OGHwt3dXTRp0kRu45NPPhHVq1cXJ0+eFNevXxeZmZkiMzNTVKtWTfTv31+cPn1arF69WtSpU6fAq2buNWjQIFGjRg3x22+/iXPnzonIyEgxZcoUsXr16mLfX2JioqhcubJ47rnnxNGjR8XSpUuFs7OzWLBggVxn586dwtbWVsycOVOcOHFChIeHCzs7O3HkyBG5zrRp04Snp6dYtWqVOHz4sOjbt68IDAwUaWlpcp2ePXuKZs2aicjISLFjxw5Rq1YtMXDgwBLuCSIqDTYiRBbi3kZEr9eLzz//XNSpU0fY2dkJHx8f0aNHD7F161YhhBDp6eli8ODBwsPDQ3h6eopXX31VjBkzxqARiY+PF926dROurq7y8l0hhNixY4do1KiRcHR0FO3btxcrVqwoUSOSmZkpxo8fL2rUqCHs7OyEn5+feOyxx8Thw4dL9B4PHTok2rVrJxwcHESVKlXEtGnT8q2zfPlyUbt2bWFvby8aNGgg/v77b4PH9Xq9+Oijj0TlypWFg4OD6NKlizh16pTBOgkJCWLgwIHC1dVVuLu7iyFDhojbt2+XKCMRlY5GiDwHeomIiIjKEc8RISIiImXYiBCRSejVqxdcXV0L/CruHiNEZL54aIaITMKVK1eQlpZW4GMVKlRAhQoVyjkREZUHNiJERESkDA/NEBERkTJsRIiIiEgZNiJERESkDBsRIiIiUoaNCBERESnDRoSIiIiUYSNCREREyrARISIiImX+D4nnNZIM7Z/9AAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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qvTXGmKVLl5ru3bubhg0bViqz/O1vf+tpjDVo0CCzfv16v+W7/rrAbty40fzoRz8yLVq0MC6Xy6SlpZkbbrjBvPvuuwH/v7z22mumT58+xuVymXbt2pmHHnrIZ5Ow48ePm/Hjx5sWLVqY+Ph4M3jwYJ8lslY9py+9evUy48ePr7R9z5495uabbzbJycnG5XKZTp06mYkTJ/psaJaUlGRiY2PNgAED/DY0q3gefJXPfvfdd+YnP/mJSUpKqnFDs4p8NRX7+uuvzfXXX2/i4+NNs2bNzO233262bNnis0R85cqVZtCgQSYuLs4kJiaaq6++ulJDM2PKGpX16NHDxMTEmK5du5oXX3yx0mu/++675tprrzWpqakmJibGpKammlGjRlVqv//WW28ZSV4N3oD6FGVMHbKxAMBCf/7znzVx4kTt3bvXU26K4BoxYoSioqIqLe0A9YVABIBtlZaWqlevXho1apQefPDBUA8n4mzfvl09e/bUpk2bqi2ZBmqLQAQIMyUlJdUmrTZu3LjGZb4AEEokqwJhZt++fZUaoVWUk5PjlcAIAHZFIAKEmZSUFK1YsaLKfWrSswQA7IClGQAAEDI0NAMAACFj66WZ0tJSHTx4UE2aNOFiSwAAhAljjE6ePKnU1NRqGwjaOhA5ePBgpQtrAQCA8LBv3z61a9euyn1sHYg0adJEUtmBJCYmhng0AACgJvLz89W+fXvP53hVbB2IuJdjEhMTCUQAAAgzNUmrIFkVAACEDIEIAAAIGQIRAAAQMgQiAAAgZAhEAABAyBCIAACAkCEQAQAAIUMgAgAAQoZABAAAhAyBCAAACBkCEQAAEDIEIgAAIGRsfdE7AABgDWOMTp8tkSTFNWpQowvUWYFABACACGOM0Y/n52rDnm8lSdumZys+JjQhQUQGIuWjQCm0kSAAAMF2+myJJwgJtYgMRE6fLVH3qW97bvdPa6YldwwkGAEARJz1D2UprlGDkL0+yaqS1u/51muGBAAApzLGqKDo+8+8+JjQrgpE5IxIXKMG2jY9WwVFJeo/Y6UkqaCohCUaAICjVcwNsYOInBGJiopSfExDxcd8PxXVf8ZKjZyfK2NMCEcGAIB1KuaG9E9rFtJlGSlCZ0Tc4ho1UP+0Zlr/35PiXqIJVeYwAABWqbgks/6hLLVIiAn5SkBEf+JGRUVpyR0DdexUkWeJBgAAp/G1JBPq3BC3iFyaKa9smeb7aamCohKWZwAAjmLHJRm3iJ4R8aX/jJWU8wIAHMsuSzJuET8jIn2fK+JGOS8AwAnK8kKKbVWuWxEzIiJXBADgPHYs1fWFQOS/fOWKSLR/BwCEJ19t3O2UG+JGIOKHe2aEfBEAQLhb/1CW4mMa2PLLNTki5VTMFZHIFwEAhB9fbdzjYxraLgiRmBHx4s4VOX22hPbvAICwFC65IW7MiFRA+3cAQDizc88QX5gR8YP27wCAcGKM8czou9mtZ4gvfKr6QUkvACBc+FuOsVvPEF8IRKpASS8AIByES6muLwQiAaCkFwBgd3Yu1fWFZNVqUNILALCzcCrV9YUZkWpQ0gsAsKtwK9X1hRmRGqCkFwBgR+FWqusLMyIBoKQXAGBX4VCq6wszIgFwL9Osfygr1EMBAEQ4X7kh4RaESMyIBMxXSS+5IgCAYHJCbogbMyJ1RK4IACDYnJAb4ha0QGT27NmKiorSvffeG6yXtEzFkl7KeQEAwVC2HFNcqY17OPe2CsrSzLp167RgwQL16tUrGC9nOV/t3+m6CgCwUji3ca+K5TMi3333nUaPHq3f//73atasWfUPCBMVc0X6z1ip7lPfZpkGAGCJcG7jXhXLZ0QmTpyo4cOHKysrSzNmzKhy38LCQhUWFnpu5+fnWz28OqlYzitR0gsAsF64tXGviqWfli+//LI++eQTrVu3rkb7z5o1S9OmTbNySPXKX9dVAADqizHG8znj5m7j7gSWHcW+ffv085//XCtWrFBsbGyNHjNlyhTdd999ntv5+flq3769VUOsF+6uq+VR0gsAqA9OKtP1x7JAZMOGDTp69KguuOACz7aSkhKtXr1aTz/9tAoLC9Wggfe6lsvlksvlsmpIQdN/xkqu0AsAqDOn5oWUZ1kgMmTIEH322Wde28aNG6du3brpgQceqBSEhDvavwMArOSkvJDyLPuUbNKkiXr06OG1LSEhQS1atKi03Ql8lfQCAFBbvlq4O/HLrfOOKIR8tX+X6C0CAAhMJOSGuAU1EPnggw+C+XIh554ZIV8EABAIJ7Vwrw4zIvWM3iIAgPq0/qEstUiIceyXWT4Z65m/3iKU9AIAquOvZ4iTPzsIRCzgq7cIJb0AgKpEUl5IeUG7+m4k4iq9AICaioSeIb4wI2IhSnoBALXh1J4hvhCIWIySXgBAdSKlZ4gvkXGUNkJJLwCgvEjNDXEjRyQIKuaKSOSLAADKRFLPEF+YEQkCfyW9AIDI5atU1+k9Q3whEAkSXyW95IsAQGTytxzj9J4hvhCIhBD5IgAQmSK1VNcXApEgowU8AKC8SCrV9YVPviAjXwQAIlskl+r6ErlHHkL+8kUiNRoGgEgR6aW6vlC+axP9Z6zUyPm5MsaEeigAAItEeqmuL8yIhFDFfBFyRQAgckRiqa4vzIiEkDtfZP1DWaEeCgDAQmV5IcWVckMiPQiRmBEJOa5FAwDORl5I1QhEbIbeIgDgLPQMqRqBiA3QWwQAIkOk9wzxhU85G/DXW4SSXgAIb/QMqR7/Gzbhq7dI/xkrWaIBgDBFbkjNUDVjM+5lGjf3Eg0AILzQM6RmmBGxGfcyzbFTRbR/BwCHoGeIf8yI2JCvkl46rgJAeKBnSGCYEQkD5IoAQHggLyRwzIjYFLkiABB+6BkSOGZEbMpXrgjlvABgXxVLdekZUjMEIjZWMVeEJRoAsCdfSzL0DKkZlmZsjiUaALA/SnVrj1DN5ijnBYDwQqluYAhEwgBX6AUA+/LVxp335pojEAlDXKEXAOyBct26I0ckTFTMFZHIFwGAUCM3pO6YEQkT/q7QCwAIPmOM5/3YjdyQ2iEQCSO+rtALAAguf8sx5IbUDkszYY7r0ABAcNE9tX7x9TrM0eQMAEKH7ql1x4xIGKLJGQDYg7t7KkFI7RGIhCF34ur6h7I82wqKSlRQVMwyDQBYpKxfSLFXgirqjqWZMOXrOjQSvUUAwAr0C7EOMyJhjN4iABAcJKhahxmRMEZvEQAIPhJU6xeBSJjz1VuEa9EAQP3w1bjMnaCK+sH/pAORLwIAdUdeSHCQI+IQ5IsAQP0iLyQ4mBFxCH/5IgVFJSzRAEAdkRdiHWZEHMSdL1KxrHfk/Fz6iwBAAMp6hlTOCyEIqX/MiDiQe5lm/X+nFN1LNCRXAUD1yA0JLmZEHMhX51UAQM1UzA0hL8RafEV2qIqdVynpBYCq+SrVXf9QllokxPC+aSECkQhBSS8A+OdvOSY+hi9vVmNpxsEo6QWAmqFUN3SYEXEwWsADQOAo1Q0uAhGH89UCHgDwPX+luggO/qcjEImrAFCGUt3QIxCJQCSuAkAZSnVDz9Jk1VmzZunCCy9UkyZN1KpVK40YMUI7d+608iXhB4mrAFC19Q9l8eUsBCwNRFatWqWJEyfq448/1ooVK3T27FldeeWVOnXqlJUvCx/ciavbpmfT6AwA5Ds3hCAk+Cxdmlm+fLnX7UWLFqlVq1basGGDLrnkEitfGj6QuAoAZcgNsY+gfirl5eVJkpo3b+7z/sLCQhUWFnpu5+fnB2VckYzEVQCRiNwQ+whaIFJaWqp7771XgwYNUo8ePXzuM2vWLE2bNi1YQ4JIXAUQWWjjbj9BC0QmTpyoLVu2aM2aNX73mTJliu677z7P7fz8fLVv3z4Yw4soFa/OK3GFXgDORxt3ewrKp85dd92lZcuWafXq1WrXrp3f/Vwul1wuVzCGFNH8dVwtKCphiQaAY9HG3Z4sDUSMMbr77rv12muv6YMPPlB6erqVL4cA+Epc7T9jJUs0ACICbdztw9Ly3YkTJ+rFF1/UX//6VzVp0kSHDx/W4cOHdfr0aStfFgGo2F+E3iIAnKasTLfYZxt3gpDQs3RG5LnnnpMkXXrppV7bFy5cqLFjx1r50qgh9zLNsVNFXBQPgONQpmt/li/NwP7Klmm+XyOlpBeAU5AXYn+USKASSnoBOBF5IfZkaY4IwgfXogHgdOSF2BMzIpBESS8AZ/HVuAz2RCACD0p6ATgBCarhhaUZVEJJL4BwRoJqeGFGBJVQ0gvAKUhQtT8CEfhESS+AcOMrL8SdoAr74uygRijpBWBn5IWEL3JE4BclvQDCBXkh4YsZEfjlr6QXAOyMvJDwQiCCKvkq6aW3CAA7Iy8kvLA0g4D1n7FSI+fnci0hALZQdnVdlozDFSEjasSdL7L+v2uw7lwRvnUACCWSVMMfMyKoEXe+yPqHskI9FADwqJikSoJq+OHrLGqM3iIA7Gz9Q1lqkRDD+1GYIRBBrdFbBECo+GtexvtQ+CEQQUAq5opI5IsACC7yQpyFTw4ExF9vEUp6AQQLzcuchUAEAfPVW6T/jJUs0QCwlK/lGJqXhT8CEdQaJb0AgsXfcgzNy8If5buoNUp6AQQLyzHORRiJOvFV0ssUKQArsRzjLMyIoF7R/h1AfavYwt29HEMQ4gzMiKDOyBUBYBVKdZ2PGRHUma9ckYKiEhUUFTMzAqBOaOHufHxlRb2omCtC11UA9e3PtwzQRee25P3EYZgRQb1xL9GU516mAYBAlOWFFHvlhvTr2IwgxIGYEUG98dd1FQACQV5IZCEQQb3y1XUVAAJBz5DIwicGLOeeWqXmH0Cg6BnifAQisByJqwBqyl/PEDgXZxeWqNhbRKK/CICqkRsSmfhEgCVIXAUQKHqGRCYCEVjGV+Iq16IBUBPrH8pSi4QY3isiAH1EEFRciwZARb56hsTH8IUlUjAjAstxLRoA/pAXAmZEYDmuRQPAH3qGgK+kCAquRQOgOvQMiUzMiCBouBYNgPL89QwhCIkszIggaCjpBeBGbgjcCEQQVFyLBoBEzxB8j08EhBzXogEihzHGMyvqRs+QyEYggpAjcRWIDP6WY+gZEtlIVkVIkLgKRB5KdeELMyIICRJXgchGqS7cCEQQMr4SV+lvBjiPr7wQd6kuwG8BbGXk/Fy9cc9FfEMCHIIyXVSHHBGEXFyjBureJlGStO1QPnkigIOQF4LqMCOCkHPni5yf87YkeU3fsn4MOAd5IfCFQAS2UP49qXziKiW9QPjy18IdKI/fCNiCu5x3fYUpXHdJL29eQHghNwQ1xbs7bKF8Oa8kSnqBMEcLd9QUgQhsw991aAqKSlhTBsJIxSUZWrijKgQisL3+M1aSKwKECV9LMrRwR1Uo34UtVWwBT/t3IDywJINAMSMCW3LnjBw7VUSuCBCmWJJBTRCIwLbKcka+/yblXnMmXwSwH39t3PlbRXUsX5p55pln1LFjR8XGxiojI0P//ve/rX5JOFT/GSvVferbGjk/V4aL0gC24c4L6T71bWYwETBLA5FXXnlF9913n3JycvTJJ5+od+/eys7O1tGjR618WThIxVwRiXwRwG5o4466iDIWfrXMyMjQhRdeqKefflqSVFpaqvbt2+vuu+/W5MmTq318fn6+mjZtqry8PCUmJlo1TNhc+Slf97etbdOzaXIG2ERBUbG6Ty27RANt3CEF9vlt2YxIUVGRNmzYoKysrO9fLDpaWVlZys3N9fmYwsJC5efne/0A7v4iFfNFCoqKWaIBQsxfG3eCENSUZV8pv/nmG5WUlKh169Ze21u3bq0dO3b4fMysWbM0bdo0q4YEB3HPjNBfBAgd2rijPtiqj8iUKVOUl5fn+dm3b1+ohwQbIV8EsBd6hqA+WDYj0rJlSzVo0EBHjhzx2n7kyBGlpKT4fIzL5ZLL5bJqSAhz5a9Hw7VoAHuhZwhqy7IZkZiYGPXr10/vvvuuZ1tpaaneffddDRw40KqXhcP5yxchVwQInrK8kGJ6hqBeWFp2cN9992nMmDHq37+/BgwYoMcff1ynTp3SuHHjrHxZRBiuRQMED3khqG+WBiI33nijvv76a02dOlWHDx9Wnz59tHz58koJrECg3Pki6//7ZujOFaGkF7AWPUNQ3yztI1JX9BFBVYwxXteiobcIYD16hqAmAvn85l0bYYtr0QDB4+9aMgT/qCt+g+AY9BYBrEFeCKxkqz4iQKDoLQJYj7wQWIkZEYQ1eosAwUVeCOobgQjCnru3SHkFRSW8UQL1wN+1ZID6wm8THIneIkDdkRuCYCBHBI5RMV+EXBGgbriWDIKBGRE4hjtfpHxvEQC1U3FJhmvJwCoEInAUeosAdedrSYZrycAqBCJwNHqLAIFjSQbBRCACx6l4HRqJa9EAtcWSDKzGuzIch94iQO34a+NOEAIrEYjAkfz1FpHIFwF8oVQXoUIggohBvgjgH23cESoEInA08kWAwNHGHcHEOzEcjXwRoHq0cUco8ZsGxyNfBPCP3BCEGoEIIhL5IkAZeoYg1AhEEDHIFwG+56tUl54hCAXefRExyBcByvhbjqFnCEKBQAQRxV++CLkiiCSU6sJOCEQQ8frPWEmuCCIWpboItehQDwAIBXe+iJs7VwRwOn+lugQhCBVmRBCR3Pkix04VeXJFWKKB01GqCztiRgQRqyxf5Ps18f4zVmrk/FwZY0I4KsA6lOrCjpgRQUSrWNJLOS8iBaW6sAtmRBDR3Es06x/KCvVQAMuU5YUUV8oNIQiBHfC1DxGv4hINuSJwEvJCYHfMiAAVkCsCJ6FnCOyOGRFA5IogMtAzBHbEjAgg37kiBUUlKigqZmYEYclfXgg9Q2A3fN0D/stXOa/EFXoRfsgLQThhRgQop2LHVYmuqwg/5IUgnDAjApTDFXrhNOSFwO4IRIAKuEIvwpm/a8kAdsVvJ1ADXKEX4YDcEIQjckQAP7hCL8IN15JBOGJGBPDD1xV6gXDBtWQQLghEgCr4av8uiXwR2I6v3BB+RxEOCESAANBbBHZEbgjCGTkiQDXoLQK7IzcE4YwZEaAa9BaBXRljPL+XbuSGINwQiAA14K+3iES+CELD33IMuSEINwQiQC2RL4JQoo07nIJABAiAO19kfbkPAHe+CN0rESq0cUc4450TCAD5IrAD2rjDSfjNBQLEtWgQSpTqwmko3wXqQf8ZKzVyfq6MMaEeChyOUl04DTMiQC1VzBchVwRWolQXTsU7JlBLvq5FQ0kvrECpLpyMQASog4rXoqGkF1agVBdORiAC1BElvQgmSnXhNLxLAnVESS+sRKkunI7fZqAeUNILK1Cqi0hA+S5gEUp6UVeU6iISMCMC1CNKelEfKNVFJOHdEahHvkp6gUBQqotIY8nSzFdffaXx48crPT1dcXFx6ty5s3JyclRUVGTFywG2UrGkFwgEpbqINJbMiOzYsUOlpaVasGCBzjnnHG3ZskW33XabTp06pblz51rxkoBt0eQMtUWpLiKBJYHI0KFDNXToUM/tTp06aefOnXruuecIRBBxaHKG2qJUF5EgaFUzeXl5at68eZX7FBYWKj8/3+sHCEfupNXy3ImrgD8Ve4YAkSAoofauXbv01FNPVTsbMmvWLE2bNi0YQwIs5a/JGcs08IeeIYhUAc2ITJ48WVFRUVX+7Nixw+sxBw4c0NChQzVy5EjddtttVT7/lClTlJeX5/nZt29f4EcE2IS7yVnFa9F0n/o2/UVQCT1DEKkCmhGZNGmSxo4dW+U+nTp18vz74MGDuuyyy5SZmannn3++2ud3uVxyuVyBDAmwPa5Fg0DRMwSRJKB3weTkZCUnJ9do3wMHDuiyyy5Tv379tHDhQkVH08QVkYlr0aAqvpqX0TMEkcSSr2MHDhzQpZdeqrS0NM2dO1dff/21576UlBQrXhKwNV/XogHICwEsCkRWrFihXbt2adeuXWrXrp3XfayLA2VIXAXNywCLApGxY8dWm0sCRDr6i0S2iqW6NC9DpGKuGAgiElch+V6SoXkZIhW/9UAQVdVfhG/CkYNSXeB7BCJAkPlKXO0/YyVLNBGKUl1EOmpqgRCp2AaeFvDOV5YXUkypLlAOMyJAiLiXaY6dKqK3SASgVBfwjRkRIITKlmnIDYgElOoCvjEjAtgIvUUiA6W6wPcIRAAbobeI8/hr4U6pLlCGvwQgxOgt4lzkhQDV410OCDEuiudc5IUA1SMQAWzAV28R8kWchbwQwDcCEcCmyBcJbxWvJUNeCOAbfxWAjZAv4gzkhgA1xzsbYCPkizgD15IBao5ABLAZ8kXCl69SXa4lA1SNQAQIA+SL2J+/5RiuJQNUjRbvgE1VvCiexIXx7IxSXaB2mBEBbIp8kfBFqS5QcwQigI35yheB/VGqC9QcfylAmCFxFYCTEIgAYYbEVQBOQrIqEAZIXLWnsu6pxf/94VwAtcGMCBAGSFy1H7qnAvWDQAQIE/4anZErEhq+ynUlSnaBQBGIAGGs/4yV5IrYgLtcVyKJGAgUOSJAmKmYL0KuSPD5u7JufExDghAgQMyIAGHGnS9y7FSRJ1eEkt7gITcEqF8EIkAYKssX+T4PgZLe4OHKukD9IhABwpR7iWZ9uQ9F9zINXT3rH1fWBazBuxUQpijpDR6urAtYh0AECGOU9AYHV9YFrEMgAjgMJb3W4sq6QP2ifBdwAEp6reOvVJcgBKgfzIgADuCrpBd1R6kuYD0CEcAhKpb00luk7ijVBaxHIAI4FL1F6qbikgyluoA1CEQAB6G3SP3wtSRDqS5gDd6ZAAeht0j9YEkGCB4CEcBh6C1Sv1iSAaxF+S4QAfrPWKmR83NljAn1UGzPV7kuQQhgHWZEAIeqmC9Crkj1KNcFgo8ZEcCh3Pki6x/KCvVQwga5IUDw8dUIcDBfvUXIFakZckOA4GBGBIgg5Ir4VpYXUkxuCBACzIgADkeuSNXICwFCixkRwOF85YoUFJWooKiYmRFVzguRyA0BgomvREAEqJgrQvv3Mr7auMfHNCCPBggiAhEgQtD+3Zu/Nu6R+H8BhBJ/cUCE8Nf+PVIraSjVBeyBQASIIL7av/efsTLil2go1QVCh2RVIAK5l2nc3Es0kYBSXcBemBEBIpB7mebYqaKIukIvpbqA/RCIABHKV9dVSY7OF6FUF7AfAhEAkiKvpJdSXcAeyBEBIljFXBHJmfki/vJC4mMaEoQAIcaMCBDB/JX0Ogl5IYC9EYgAEc5XSa+TeouQFwLYm+WBSGFhoTIyMvTpp59q48aN6tOnj9UvCaCOnNJbhBbugP1ZniPyv//7v0pNTbX6ZQDUkdN6i7iXZMovN5EXAtiPpYHIW2+9pXfeeUdz58618mUA1ANfV+kNZ7RwB8KDZUszR44c0W233abXX39d8fHxNXpMYWGhCgsLPbfz8/OtGh4AH/z1FpHCu78ILdwB+7IkEDHGaOzYsbrjjjvUv39/ffXVVzV63KxZszRt2jQrhgSgFsova4RTzkjF3BBauAP2FdDSzOTJkxUVFVXlz44dO/TUU0/p5MmTmjJlSkCDmTJlivLy8jw/+/btC+jxAOrOV28RKXxyRnzlhgCwr4BmRCZNmqSxY8dWuU+nTp303nvvKTc3Vy6Xy+u+/v37a/To0XrhhRd8PtblclV6DIDgKt9bRFLY9RchNwQILwEFIsnJyUpOTq52vyeffFIzZszw3D548KCys7P1yiuvKCMjI/BRAggqX71FwhG5IYD9WfJO06FDB6/bjRs3liR17txZ7dq1s+IlAUQ4Y4ynQ6wbuSGA/YX/Vx4AEY827kD4Ckog0rFjRxljgvFSACIQbdyB8MWMCIAaC4e+IrRxB8ILgQiAGrNbXxF/eSFOSLQFIgV/rQCq5O4rsr7C0oe7r0ioPvTJCwGcgUAEQJWq6itSUFQSsiUQ8kIAZyAQAVAtf31F+s9YGZIlmoot3MkLAcIXgQiAgFRcqgn2Eo2vJRnyQoDwFdC1ZgDAvVSz/qGskLw+LdwBZ+ErBICAlS3VfP/h714mCfbSCC3cgfBHIAKgztzJq1bni1TMDaGFOxD+CEQA1Iqvsl4r80Uo1wWciUAEQK2UL+sNRkkvuSGAMxGIAKg1X2W9VpT0+irXJTcEcAYCEQB1ZmVJr79yXYIQwBko3wVQZ1aW9LIkAzgbMyIA6kV9l/T6uqAdSzKA8xCIALBEXUp6/VXIsCQDOA9LMwDqjTtXpDx3vkgguKAdEDmYEQFQb/yV9NYFF7QDnI1ABEC98nel3trignaAs/HXDcByNU1c9ZWgCsDZCEQAWK4miau0cAciE8mqACwRaOIqCapAZGJGBIAl6pK4SoIqEDkIRABYxlfiqr/8j/LbSVAFIgd/6QCCqj5KegE4BzkiACznK1/EH/JCgMjCjAgAy5XPF6kOeSFAZCEQARAU9d3oDIAzsDQDAABChkAEAACEDIEIAAAIGQIRAAAQMgQiAAAgZAhEAABAyBCIAACAkCEQAQAAIUMgAgAAQoZABAAAhAyBCAAACBkCEQAAEDIEIgAAIGQIRAAAQMjY+prcxhhJUn5+fohHAgAAasr9ue3+HK+KrQORkydPSpLat28f4pEAAIBAnTx5Uk2bNq1ynyhTk3AlREpLS3Xw4EE1adJEUVFR9fa8+fn5at++vfbt26fExMR6e167cPrxSc4/Rqcfn+T8Y3T68UnOP0anH59k3TEaY3Ty5EmlpqYqOrrqLBBbz4hER0erXbt2lj1/YmKiY3+5JOcfn+T8Y3T68UnOP0anH5/k/GN0+vFJ1hxjdTMhbiSrAgCAkCEQAQAAIRORgYjL5VJOTo5cLleoh2IJpx+f5PxjdPrxSc4/Rqcfn+T8Y3T68Un2OEZbJ6sCAABni8gZEQAAYA8EIgAAIGQIRAAAQMgQiAAAgJBxZCDy61//WpmZmYqPj1dSUpLPffbu3avhw4crPj5erVq10i9/+UsVFxdX+bzHjx/X6NGjlZiYqKSkJI0fP17fffedBUcQmA8++EBRUVE+f9atW+f3cZdeemml/e+4444gjrzmOnbsWGmss2fPrvIxZ86c0cSJE9WiRQs1btxY119/vY4cORKkEQfmq6++0vjx45Wenq64uDh17txZOTk5KioqqvJxdj+HzzzzjDp27KjY2FhlZGTo3//+d5X7L1myRN26dVNsbKx69uypN998M0gjDcysWbN04YUXqkmTJmrVqpVGjBihnTt3VvmYRYsWVTpXsbGxQRpx4B555JFK4+3WrVuVjwmX8yf5fk+JiorSxIkTfe4fDudv9erVuvrqq5WamqqoqCi9/vrrXvcbYzR16lS1adNGcXFxysrK0hdffFHt8wb6dxwoRwYiRUVFGjlypO68806f95eUlGj48OEqKirSRx99pBdeeEGLFi3S1KlTq3ze0aNHa+vWrVqxYoWWLVum1atXa8KECVYcQkAyMzN16NAhr59bb71V6enp6t+/f5WPve2227we99hjjwVp1IGbPn2611jvvvvuKvf/xS9+oX/+859asmSJVq1apYMHD+pHP/pRkEYbmB07dqi0tFQLFizQ1q1bNW/ePM2fP1+/+tWvqn2sXc/hK6+8ovvuu085OTn65JNP1Lt3b2VnZ+vo0aM+9//oo480atQojR8/Xhs3btSIESM0YsQIbdmyJcgjr96qVas0ceJEffzxx1qxYoXOnj2rK6+8UqdOnarycYmJiV7nas+ePUEace2cf/75XuNds2aN333D6fxJ0rp167yObcWKFZKkkSNH+n2M3c/fqVOn1Lt3bz3zzDM+73/sscf05JNPav78+Vq7dq0SEhKUnZ2tM2fO+H3OQP+Oa8U42MKFC03Tpk0rbX/zzTdNdHS0OXz4sGfbc889ZxITE01hYaHP59q2bZuRZNatW+fZ9tZbb5moqChz4MCBeh97XRQVFZnk5GQzffr0KvcbPHiw+fnPfx6cQdVRWlqamTdvXo33P3HihGnUqJFZsmSJZ9v27duNJJObm2vBCOvfY489ZtLT06vcx87ncMCAAWbixIme2yUlJSY1NdXMmjXL5/433HCDGT58uNe2jIwMc/vtt1s6zvpw9OhRI8msWrXK7z7+3o/sKicnx/Tu3bvG+4fz+TPGmJ///Oemc+fOprS01Of94Xb+JJnXXnvNc7u0tNSkpKSYOXPmeLadOHHCuFwu89JLL/l9nkD/jmvDkTMi1cnNzVXPnj3VunVrz7bs7Gzl5+dr69atfh+TlJTkNcOQlZWl6OhorV271vIxB+If//iHjh07pnHjxlW771/+8he1bNlSPXr00JQpU1RQUBCEEdbO7Nmz1aJFC/Xt21dz5sypciltw4YNOnv2rLKysjzbunXrpg4dOig3NzcYw62zvLw8NW/evNr97HgOi4qKtGHDBq///+joaGVlZfn9/8/NzfXaXyr7uwyH85WXlydJ1Z6v7777TmlpaWrfvr2uvfZav+83dvHFF18oNTVVnTp10ujRo7V3716/+4bz+SsqKtKLL76oW265pcoLrIbb+Stv9+7dOnz4sNc5atq0qTIyMvyeo9r8HdeGrS96Z5XDhw97BSGSPLcPHz7s9zGtWrXy2tawYUM1b97c72NC5Y9//KOys7OrvWDgT37yE6WlpSk1NVWbN2/WAw88oJ07d+rvf/97kEZac/fcc48uuOACNW/eXB999JGmTJmiQ4cO6Xe/+53P/Q8fPqyYmJhKOUKtW7e23fnyZdeuXXrqqac0d+7cKvez6zn85ptvVFJS4vPvbMeOHT4f4+/v0u7nq7S0VPfee68GDRqkHj16+N2va9eu+tOf/qRevXopLy9Pc+fOVWZmprZu3WrpxT1rKyMjQ4sWLVLXrl116NAhTZs2TRdffLG2bNmiJk2aVNo/XM+fJL3++us6ceKExo4d63efcDt/FbnPQyDnqDZ/x7URNoHI5MmT9Zvf/KbKfbZv315tMlU4qc0x79+/X2+//bYWL15c7fOXz2/p2bOn2rRpoyFDhujLL79U586daz/wGgrk+O677z7Ptl69eikmJka33367Zs2aZev2y7U5hwcOHNDQoUM1cuRI3XbbbVU+NtTnENLEiRO1ZcuWKvMnJGngwIEaOHCg53ZmZqbOO+88LViwQI8++qjVwwzYsGHDPP/u1auXMjIylJaWpsWLF2v8+PEhHFn9++Mf/6hhw4YpNTXV7z7hdv7CSdgEIpMmTaoyWpWkTp061ei5UlJSKmX9uqspUlJS/D6mYnJOcXGxjh8/7vcxdVWbY164cKFatGiha665JuDXy8jIkFT2bTwYH2J1OacZGRkqLi7WV199pa5du1a6PyUlRUVFRTpx4oTXrMiRI0csO1++BHqMBw8e1GWXXabMzEw9//zzAb9esM+hPy1btlSDBg0qVSlV9f+fkpIS0P52cNddd3kS1wP9VtyoUSP17dtXu3btsmh09SspKUldunTxO95wPH+StGfPHq1cuTLgWcRwO3/u83DkyBG1adPGs/3IkSPq06ePz8fU5u+4Vuot28SGqktWPXLkiGfbggULTGJiojlz5ozP53Inq65fv96z7e2337ZVsmppaalJT083kyZNqtXj16xZYySZTz/9tJ5HVv9efPFFEx0dbY4fP+7zfney6quvvurZtmPHDlsnq+7fv9+ce+655qabbjLFxcW1eg47ncMBAwaYu+66y3O7pKTEtG3btspk1auuuspr28CBA22Z7FhaWmomTpxoUlNTzeeff16r5yguLjZdu3Y1v/jFL+p5dNY4efKkadasmXniiSd83h9O56+8nJwck5KSYs6ePRvQ4+x+/uQnWXXu3LmebXl5eTVKVg3k77hWY623Z7KRPXv2mI0bN5pp06aZxo0bm40bN5qNGzeakydPGmPKfoF69OhhrrzySrNp0yazfPlyk5ycbKZMmeJ5jrVr15quXbua/fv3e7YNHTrU9O3b16xdu9asWbPGnHvuuWbUqFFBPz5/Vq5caSSZ7du3V7pv//79pmvXrmbt2rXGGGN27dplpk+fbtavX292795tli5dajp16mQuueSSYA+7Wh999JGZN2+e2bRpk/nyyy/Niy++aJKTk83NN9/s2afi8RljzB133GE6dOhg3nvvPbN+/XozcOBAM3DgwFAcQrX2799vzjnnHDNkyBCzf/9+c+jQIc9P+X3C6Ry+/PLLxuVymUWLFplt27aZCRMmmKSkJE+12k9/+lMzefJkz/4ffvihadiwoZk7d67Zvn27ycnJMY0aNTKfffZZqA7BrzvvvNM0bdrUfPDBB17nqqCgwLNPxeObNm2aefvtt82XX35pNmzYYG666SYTGxtrtm7dGopDqNakSZPMBx98YHbv3m0+/PBDk5WVZVq2bGmOHj1qjAnv8+dWUlJiOnToYB544IFK94Xj+Tt58qTn806S+d3vfmc2btxo9uzZY4wxZvbs2SYpKcksXbrUbN682Vx77bUmPT3dnD592vMcl19+uXnqqac8t6v7O64PjgxExowZYyRV+nn//fc9+3z11Vdm2LBhJi4uzrRs2dJMmjTJKyJ+//33jSSze/duz7Zjx46ZUaNGmcaNG5vExEQzbtw4T3BjB6NGjTKZmZk+79u9e7fX/8HevXvNJZdcYpo3b25cLpc555xzzC9/+UuTl5cXxBHXzIYNG0xGRoZp2rSpiY2NNeedd56ZOXOm1+xVxeMzxpjTp0+bn/3sZ6ZZs2YmPj7eXHfddV4f7HaycOFCn7+z5Sctw/EcPvXUU6ZDhw4mJibGDBgwwHz88cee+wYPHmzGjBnjtf/ixYtNly5dTExMjDn//PPNG2+8EeQR14y/c7Vw4ULPPhWP79577/X8X7Ru3dr88Ic/NJ988knwB19DN954o2nTpo2JiYkxbdu2NTfeeKPZtWuX5/5wPn9ub7/9tpFkdu7cWem+cDx/7s+tij/u4ygtLTUPP/ywad26tXG5XGbIkCGVjj0tLc3k5OR4bavq77g+RBljTP0t9AAAANRcRPYRAQAA9kAgAgAAQoZABAAAhAyBCAAACBkCEQAAEDIEIgAAIGQIRAAAQMgQiAAOYYzRhAkT1Lx5c0VFRWnTpk2hHhIAVItABHCI5cuXa9GiRVq2bJkOHTpU5SXpa2rs2LEaMWJE3QdXTzZv3qyLL75YsbGxat++vR577LFK+yxZskTdunVTbGysevbsqTfffNPrfmOMpk6dqjZt2iguLk5ZWVn64osvvPY5fvy4Ro8ercTERCUlJWn8+PH67rvvLD02IFIRiAAO8eWXX6pNmzbKzMxUSkqKGja0z8W1S0pKVFpaWqfnyM/P15VXXqm0tDRt2LBBc+bM0SOPPOJ1leKPPvpIo0aN0vjx47Vx40aNGDFCI0aM0JYtWzz7PPbYY3ryySc1f/58rV27VgkJCcrOztaZM2c8+4wePVpbt27VihUrPFfXnTBhQp3GD8CPem0YDyAkKl5fKS0tzZSUlJiZM2eajh07mtjYWNOrVy+zZMkSz2OKi4vNLbfc4rm/S5cu5vHHH/fcn5OT4/N6Te7rWXz77beefd0X2XJfm8l95eulS5ea8847zzRo0MDs3r3bnDlzxkyaNMmkpqaa+Ph4M2DAAK/rA1Xl2WefNc2aNTOFhYWebQ888IDp2rWr5/YNN9xghg8f7vW4jIwMzxVg3VcgnTNnjuf+EydOeF2B1H2l7XXr1nn2eeutt2x1pW3ASZgRARzgiSee0PTp09WuXTsdOnRI69at06xZs/R///d/mj9/vrZu3apf/OIX+p//+R+tWrVKklRaWqp27dppyZIl2rZtm6ZOnapf/epXWrx4sSTp/vvv1w033KChQ4fq0KFDOnTokDIzM2s8poKCAv3mN7/RH/7wB23dulWtWrXSXXfdpdzcXL388svavHmzRo4cqaFDh1ZaGvElNzdXl1xyiWJiYjzbsrOztXPnTn377beefbKysrwel52drdzcXEnS7t27dfjwYa99mjZtqoyMDM8+ubm5SkpKUv/+/T37ZGVlKTo6WmvXrq3x8QOoGfvM3QKotaZNm6pJkyZq0KCBUlJSVFhYqJkzZ2rlypUaOHCgJKlTp05as2aNFixYoMGDB6tRo0aaNm2a5znS09OVm5urxYsX64YbblDjxo0VFxenwsJCpaSkBDyms2fP6tlnn1Xv3r0lSXv37tXChQu1d+9epaamSioLdpYvX66FCxdq5syZVT7f4cOHlZ6e7rWtdevWnvuaNWumw4cPe7aV3+fw4cOe/co/zt8+rVq18rq/YcOGat68uWcfAPWHQARwoF27dqmgoEBXXHGF1/aioiL17dvXc/uZZ57Rn/70J+3du1enT59WUVGR+vTpUy9jiImJUa9evTy3P/vsM5WUlKhLly5e+xUWFqpFixb18poAwg+BCOBA7gqPN954Q23btvW6z+VySZJefvll3X///frtb3+rgQMHqkmTJpozZ061yw/R0WUrusYYz7azZ89W2i8uLk5RUVFeY2rQoIE2bNigBg0aeO3buHHjao8pJSVFR44c8drmvu2esfG3T/n73dvatGnjtY87AEtJSdHRo0e9nqO4uFjHjx+v1cwQgKqRIwI4UPfu3eVyubR3716dc845Xj/t27eXJH344YfKzMzUz372M/Xt21fnnHOOvvzyS6/niYmJUUlJide25ORkSdKhQ4c822rSs6Rv374qKSnR0aNHK42pJh/wAwcO1OrVq72CnhUrVqhr165q1qyZZ593333X63ErVqzwLE+lp6crJSXFa5/8/HytXbvWs8/AgQN14sQJbdiwwbPPe++9p9LSUmVkZFQ7TgABCnW2LID6MW/ePJOWlua5/eCDD5oWLVqYRYsWmV27dpkNGzaYJ5980ixatMgYY8wTTzxhEhMTzfLly83OnTvNQw89ZBITE03v3r09z/HrX//adOjQwezYscN8/fXXpqioyBQVFZn27dubkSNHms8//9wsW7bMdO3a1WfVTEWjR482HTt2NH/729/Mf/7zH7N27Vozc+ZMs2zZsmqP78SJE6Z169bmpz/9qdmyZYt5+eWXTXx8vFmwYIFnnw8//NA0bNjQzJ0712zfvt3k5OSYRo0amc8++8yzz+zZs01SUpJZunSp2bx5s7n22mtNenq6OX36tGefoUOHmr59+5q1a9eaNWvWmHPPPdeMGjWqhmcCQCAIRACHqBiIlJaWmscff9x07drVNGrUyCQnJ5vs7GyzatUqY4wxZ86cMWPHjjVNmzY1SUlJ5s477zSTJ0/2CkSOHj1qrrjiCtO4cWNP+a4xxqxZs8b07NnTxMbGmosvvtgsWbKkRoFIUVGRmTp1qunYsaNp1KiRadOmjbnuuuvM5s2ba3SMn376qbnooouMy+Uybdu2NbNnz660z+LFi02XLl1MTEyMOf/8880bb7zhdX9paal5+OGHTevWrY3L5TJDhgwxO3fu9Nrn2LFjZtSoUaZx48YmMTHRjBs3zpw8ebJGYwQQmChjyi30AgAABBE5IgAAIGQIRADYwrBhw9S4cWOfP9X1GAEQvliaAWALBw4c0OnTp33e17x5czVv3jzIIwIQDAQiAAAgZFiaAQAAIUMgAgAAQoZABAAAhAyBCAAACBkCEQAAEDIEIgAAIGQIRAAAQMgQiAAAgJD5f5cOWbmbtS/5AAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO: The graph of feature feature_0000 was simplified by 2.5%.\n",
+      "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n",
+      "\n",
+      "Feature Name: feature_0000\n",
+      "Feature Type: continuous\n",
+      "Means: {\"(-9.96, -9.68)\": 4.868, \"(-9.68, -9.34)\": 4.544, \"(-9.34, -9.01)\": 4.23, \"(-9.01, -8.7)\": 3.908, \"(-8.7, -8.35)\": 3.599, \"(-8.35, -8.03)\": 3.249, \"(-8.03, -7.72)\": 2.929, \"(-7.72, -7.38)\": 2.583, \"(-7.38, -7.1)\": 2.261, \"(-7.1, -6.76)\": 1.978, \"(-6.76, -6.47)\": 1.662, \"(-6.47, -6.12)\": 1.332, \"(-6.12, -5.78)\": 1.017, \"(-5.78, -5.52)\": 0.672, \"(-5.52, -5.2)\": 0.419, \"(-5.2, -4.84)\": 0.088, \"(-4.84, -4.62)\": -0.254, \"(-4.62, -4.26)\": -0.503, \"(-4.26, -3.95)\": -0.85, \"(-3.95, -3.6)\": -1.16, \"(-3.6, -3.27)\": -1.508, \"(-3.27, -2.92)\": -1.833, \"(-2.92, -2.54)\": -2.21, \"(-2.54, -2.3)\": -2.555, \"(-2.3, -1.96)\": -2.834, \"(-1.96, -1.62)\": -3.149, \"(-1.62, -1.3)\": -3.494, \"(-1.3, -0.93)\": -3.813, \"(-0.93, -0.52)\": -4.257, \"(-0.52, -0.3)\": -4.574, \"(-0.3, 0.59)\": -4.836, \"(0.59, 0.91)\": -4.492, \"(0.91, 1.22)\": -4.177, \"(1.22, 1.56)\": -3.852, \"(1.56, 1.87)\": -3.53, \"(1.87, 2.19)\": -3.209, \"(2.19, 2.5)\": -2.872, \"(2.5, 2.84)\": -2.582, \"(2.84, 3.16)\": -2.24, \"(3.16, 3.51)\": -1.899, \"(3.51, 3.8)\": -1.584, \"(3.8, 4.05)\": -1.278, \"(4.05, 4.37)\": -1.022, \"(4.37, 4.7)\": -0.698, \"(4.7, 4.9)\": -0.384, \"(4.9, 5.29)\": -0.136, \"(5.29, 5.61)\": 0.198, \"(5.61, 5.93)\": 0.525, \"(5.93, 6.27)\": 0.859, \"(6.27, 6.62)\": 1.192, \"(6.62, 6.89)\": 1.562, \"(6.89, 7.23)\": 1.816, \"(7.23, 7.54)\": 2.149, \"(7.54, 7.79)\": 2.469, \"(7.79, 8.12)\": 2.723, \"(8.12, 8.45)\": 3.039, \"(8.45, 8.78)\": 3.368, \"(8.78, 9.12)\": 3.698, \"(9.12, 9.46)\": 4.047, \"(9.46, 9.77)\": 4.38, \"(9.77, 10.0)\": 4.692}\n",
+      "\n",
+      "sinh(x):\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO: The graph of feature feature_0000 was simplified by 1.2%.\n",
+      "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n",
+      "\n",
+      "Feature Name: feature_0000\n",
+      "Feature Type: continuous\n",
+      "Means: {\"(-9.95, -9.91)\": -10449.3, \"(-9.91, -9.83)\": -9927.2, \"(-9.83, -9.79)\": -9268.5, \"(-9.79, -9.75)\": -8838.4, \"(-9.75, -9.69)\": -8524.6, \"(-9.69, -9.65)\": -8049.2, \"(-9.65, -9.62)\": -7794.7, \"(-9.62, -9.54)\": -7525.7, \"(-9.54, -9.52)\": -7044.2, \"(-9.52, -9.44)\": -6781.2, \"(-9.44, -9.38)\": -6251.4, \"(-9.38, -9.34)\": -5991.2, \"(-9.34, -9.27)\": -5613.5, \"(-9.27, -9.22)\": -5351.9, \"(-9.22, -9.15)\": -5026.6, \"(-9.15, -9.06)\": -4656.3, \"(-9.06, -8.92)\": -4236.5, \"(-8.92, -8.77)\": -3790.6, \"(-8.77, -8.6)\": -3217.7, \"(-8.6, -8.39)\": -2752.4, \"(-8.39, -8.14)\": -2202.9, \"(-8.14, -7.82)\": -1769.2, \"(-7.82, -7.33)\": -1300.0, \"(-7.33, -6.49)\": -840.9, \"(-6.49, 5.24)\": -401.9, \"(5.24, 6.95)\": 23.1, \"(6.95, 7.56)\": 459.8, \"(7.56, 7.93)\": 890.8, \"(7.93, 8.21)\": 1321.3, \"(8.21, 8.32)\": 1806.6, \"(8.32, 8.56)\": 2079.0, \"(8.56, 8.73)\": 2590.4, \"(8.73, 8.8)\": 3038.8, \"(8.8, 8.94)\": 3344.0, \"(8.94, 9.05)\": 3801.5, \"(9.05, 9.12)\": 4319.7, \"(9.12, 9.19)\": 4599.6, \"(9.19, 9.29)\": 4904.7, \"(9.29, 9.38)\": 5370.4, \"(9.38, 9.42)\": 5896.5, \"(9.42, 9.47)\": 6179.9, \"(9.47, 9.51)\": 6501.3, \"(9.51, 9.59)\": 6806.7, \"(9.59, 9.66)\": 7352.3, \"(9.66, 9.68)\": 7835.9, \"(9.68, 9.72)\": 8111.6, \"(9.72, 9.77)\": 8414.2, \"(9.77, 9.81)\": 8710.6, \"(9.81, 9.87)\": 9093.6, \"(9.87, 9.89)\": 9690.4, \"(9.89, 9.96)\": 9948.1, \"(9.96, 9.97)\": 10596.2}\n",
+      "\n",
+      "cosh(x):\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO: The graph of feature feature_0000 was simplified by 2.3%.\n",
+      "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n",
+      "\n",
+      "Feature Name: feature_0000\n",
+      "Feature Type: continuous\n",
+      "Means: {\"(-9.97, -9.93)\": 9597.0, \"(-9.93, -9.88)\": 9246.0, \"(-9.88, -9.84)\": 8669.5, \"(-9.84, -9.8)\": 8307.4, \"(-9.8, -9.71)\": 7822.5, \"(-9.71, -9.63)\": 6880.1, \"(-9.63, -9.61)\": 6610.1, \"(-9.61, -9.57)\": 6344.0, \"(-9.57, -9.54)\": 6094.7, \"(-9.54, -9.48)\": 5795.2, \"(-9.48, -9.42)\": 5497.2, \"(-9.42, -9.35)\": 5005.2, \"(-9.35, -9.29)\": 4666.0, \"(-9.29, -9.2)\": 4311.3, \"(-9.2, -9.15)\": 3832.0, \"(-9.15, -9.05)\": 3564.2, \"(-9.05, -8.92)\": 3067.2, \"(-8.92, -8.83)\": 2675.1, \"(-8.83, -8.75)\": 2401.2, \"(-8.75, -8.65)\": 2084.2, \"(-8.65, -8.54)\": 1770.8, \"(-8.54, -8.41)\": 1516.6, \"(-8.41, -8.27)\": 1181.8, \"(-8.27, -8.06)\": 930.5, \"(-8.06, -7.79)\": 560.3, \"(-7.79, -7.49)\": 187.3, \"(-7.49, -6.97)\": -121.4, \"(-6.97, -6.01)\": -466.1, \"(-6.01, 6.97)\": -796.8, \"(6.97, 7.48)\": -458.2, \"(7.48, 7.71)\": -113.5, \"(7.71, 7.94)\": 134.5, \"(7.94, 8.17)\": 418.5, \"(8.17, 8.34)\": 817.4, \"(8.34, 8.47)\": 1142.4, \"(8.47, 8.58)\": 1445.4, \"(8.58, 8.69)\": 1691.9, \"(8.69, 8.79)\": 2005.5, \"(8.79, 8.89)\": 2337.0, \"(8.89, 8.97)\": 2690.9, \"(8.97, 9.03)\": 3001.7, \"(9.03, 9.13)\": 3315.0, \"(9.13, 9.19)\": 3643.3, \"(9.19, 9.22)\": 3932.6, \"(9.22, 9.29)\": 4196.5, \"(9.29, 9.36)\": 4516.9, \"(9.36, 9.44)\": 4889.6, \"(9.44, 9.51)\": 5468.8, \"(9.51, 9.59)\": 6071.7, \"(9.59, 9.66)\": 6449.0, \"(9.66, 9.7)\": 6918.3, \"(9.7, 9.77)\": 7300.2, \"(9.77, 9.82)\": 8032.2, \"(9.82, 9.85)\": 8287.4, \"(9.85, 9.89)\": 8652.7, \"(9.89, 9.92)\": 9135.4, \"(9.92, 9.96)\": 9386.1, \"(9.96, 10.0)\": 9760.4}\n",
+      "\n",
+      "tanh(x):\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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lyhTRoUMH4eTkJIYOHVrnpdimGrMuffv2FVOmTKnVfvbsWTFx4kTh5eUlVCqVCAoKEtOnT6/zRn9ubm7CwcFBDBo0qN4b/V27H+q6TLu4uFg88sgjws3Nrck3+rtWXTfbu3DhgnjggQeEk5OTcHd3F//617/EkSNH6rwVwdatW8WQIUOEo6OjUKvV4p577ql1oz8hqm/g17t3b2Fvby9CQkLEF198Ueu94+PjxejRo4Wfn5+wt7cXfn5+Yvz48bUeo/Hf//5XADC68SFRa1IIcR1nuxERWaD//Oc/mD59OtLS0qTLmqltjRkzBgqFotZHXESthQGHiNodg8GAvn37Yvz48XjxxRflLqfdSUlJQZ8+fZCcnNzopflELcWAQ0QAqi/3bexkYxcXlyZfTk5EJCeeZExEAIBz587VukHgtRYuXGh04ikRkbliwCEiAIBWq0VcXFyDfZpyzx0iInPAj6iIiIjI6vBGf0RERGR12uVHVAaDAefPn4erqysf8kZERGQhhBAoKiqCn59fozfWbJcB5/z587Ue6EdERESW4dy5c+jUqVODfdplwHF1dQVQ/QVSq9UyV0NERERNodPp4O/vL/0eb0i7DDg1H0up1WoGHCIiIgvTlNNLeJIxERERWR0GHCIiIrI6DDhERERkdRhwiIiIyOow4BAREZHVYcAhIiIiq8OAQ0RERFaHAYeIiIisDgMOERERWR0GHCIiIrI6DDhERERkdRhwiIiIyOow4BAREZHVMenTxHft2oXly5cjKSkJmZmZ+PHHHzFmzJgG19mxYwdmzZqFo0ePwt/fHy+99BImT55s1GfVqlVYvnw5srKy0K9fP6xcuRKDBg0y3YYQEVkBIQQA4PSFEqhslXB1sEVucQUKSiugsrWByk6J3KJylFcZcPpCMVxUthAAhAAMQkBUDwKDAI5kFGLvmXyoHexwY2c3OKtscbG0Ap3cnZBXXAEbJaBUKnAkoxBujvYI0bpCAUChuPIkaIUCUCoUV9qhQM1Dog1CIO5YNjq6OUKhUKCTuyMMl9/bYBDYeyYfQZ4uOJdfitySctzWzQt2NtUrH0grQIjWFSXlVbC3UWLH3xcwMMAdzipbFJRWwlfjAFcHW6P3h0KB/JJy9PbTQH/5fS4UlUN3qRLOKhsIAelrIVA9ozcIZBeVI7+kHN19XHF5JGkbap53XTOffK4AlXqBG/zU0j6pWXYmtxQ3dnaDQQCVBgP0eoHSSj3O5pWgp1aNxNR82NooYKtUQKFQIMTHFSpbJcqq9FBAgQ4u9pf38eV9fWWnG80LacHl7bjcVlxeheRzBQj2crn8HjXboLi8z6SKL+8r1O4DIL+0Er8fzcLdfXwxNMQLo0M7Nv4f00QUQly9ua3rv//9L3bv3o0BAwbg/vvvbzTgpKamonfv3pg2bRoef/xxxMfHY+bMmdi0aRMiIyMBABs2bMDEiROxevVqhIWF4Z133sHGjRtx4sQJeHt7N6kunU4HjUaDwsJCqNXqxlcgIjJzRWWVOHpeh5PZRcgtrsAHO06hSwdnnMwplrs0aqfGD/LHsvv7tuqYzfn9bdKAY/RGCkWjAef555/Hpk2bcOTIEalt3LhxKCgoQGxsLAAgLCwMN910E95//30AgMFggL+/P5566inMnTu3SbUw4BCRJRJCIPlcAXb9nYvDGYVIv1iKzMIyFF6qvO6xNY52sFEqoFQAucUV6KF1RW5xOUL93S8f6TD+a/6fCyU4nlUEALi1myfKq6qPOnRwsYedrRKZBZfQxdMZB85eRKVe4Lbunpe34cpRkJqjIobLE+LyNtb8m1lYhszCMtwR4l39/gqFVKMQQHZROXKLymFro0AndyeoHWxxNq8Upy8Uw8neBjcHdcAfp3IRonVFlV7Ayd4G9rZK2Nkoq49IiSvvt/tULvw9nGCrVEKpwOX3USCvpBwezvbwdnWodcSpUi/w48EMDOvpDR+1g7R9wJWjI1f/szc1HzZKBW7t5mn0tT+SoYOHsx1UtjawUVYfpQGAP1PzcFs3L+iFwO5TuSirNKCrlwucVbZwdbDFpQo9isor4e5UffTm6iMqxvOX/71yGEZS03Qu/xJSc4tx/42doFBctR3iylGeq48C1ew/aRMvfx2rDAI5unK4qGxwZ08fDO3u1dh/vWZpzu9vk35E1VwJCQmIiIgwaouMjMTMmTMBABUVFUhKSsK8efOk5UqlEhEREUhISKh33PLycpSXl0vzOp2udQsnIjIBvaH6Y5qswkv4MjGtyUdjendUw8NZhWPndZhxRzCcVbZwsreFp4s9OndwgtrBDg52NgCqf4HZ2vB0zJZadO8NcpdA9TCrgJOVlQUfHx+jNh8fH+h0Oly6dAkXL16EXq+vs8/x48frHXfZsmV4+eWXTVIzEVFrK6/S48EPE3A4o7DePnY2CoT6u+GuXj4ID/KEr5sDPF1ULXi32n/VE1kDswo4pjJv3jzMmjVLmtfpdPD395exIiIiY0II/OfPs1jw89E6l9/WzRPeagdED+mCG/w0bVwdkeUxq4Cj1WqRnZ1t1JadnQ21Wg1HR0fY2NjAxsamzj5arbbecVUqFVSqlvxlQ0RkepPW7MXOvy/UueyHJwfjxs7ubVwRkeUzq4ATHh6OzZs3G7XFxcUhPDwcAGBvb48BAwYgPj5eOlnZYDAgPj4eM2bMaOtyiYiuy7bj2Xhs3f5a7bPv6o6YoUFQ2drIUBWRdTBpwCkuLsapU6ek+dTUVCQnJ8PDwwOdO3fGvHnzkJGRgc8//xwAMG3aNLz//vt47rnn8Nhjj2Hbtm349ttvsWnTJmmMWbNmYdKkSRg4cCAGDRqEd955ByUlJYiOjjblphARtaqnvj6IX/86b9T2y4wh6NvJTZ6CiKyMSQPO/v37cccdd0jzNefBTJo0CevWrUNmZibS0tKk5YGBgdi0aROeeeYZvPvuu+jUqRM+/fRT6R44ADB27FhcuHABCxYsQFZWFkJDQxEbG1vrxGMiInOUX1KBG5fEGbW99XA/3H9jJ5kqIrJObXYfHHPC++AQUVur0hsw7M2dOJtfatR+eNFwuDrYyVQVkWWx2PvgEBFZq7Ef/2kUbtwc7fDnC8Ok+9EQUetiwCEiMrGySj2Szl6U5vfMvRN+bo4yVkRk/Xj7SiIiE8osvIQe82Ol+Y3TwhluiNoAAw4RkYnsOZ2L8GXbpPkb/NS4qYuHjBURtR8MOEREJrA3NR+PfJIozT9wYydsevpWGSsial94Dg4RUSs7l1+Khz+68gDgl0b1xOO3BslYEVH7wyM4RESt7NY3tkvTMyO6MdwQyYABh4ioFW3Yd+XmpYMCPTAzoruM1RC1Xww4RESt6PnvD0vT30y9WcZKiNo3Bhwiolay5WiWNP3Ww/2gVCpkrIaofWPAISJqBVV6A2L+kyTNjwntKGM1RMSAQ0TUCq7+aGr1ozfy6A2RzBhwiIiu05GMQnx/IF2aj+rtK2M1RAQw4BARXRchBO5e+Yc0H/fMbTJWQ0Q1GHCIiK7Dd0lXjtw8GtYZ3XxcZayGiGow4BARXYdnvzskTS8e3VvGSojoagw4REQtVFRWKU0/OKATTywmMiMMOERELfR23ElpesE9vWSshIiuxYBDRNQCZ/NKsGZ3qjSvdrCTsRoiuhYDDhFRC6ze+Y80Pf9uHr0hMjcMOERELVBWqQcAdPZwwoSwzjJXQ0TXYsAhImqm2COZ+PFgBgBgYngAHOxsZK6IiK7FgENE1ExzNl65NJzn3hCZJwYcIqJmunT546mnh3XDvaF+MldDRHVhwCEiaqKySj0e+eRP6A0CQPWdi/nxFJF5YsAhImqilEwd9pzOAwB4ONtD7ciPp4jMFQMOEVETiaumt8+5nUdviMwYAw4RURN9lZgGoPrScA2P3hCZNQYcIqImqNIbpCeHO9nzyA2RuWPAISJqgiPnddL0u+P6y1gJETUFAw4RURN8uOOUNB2idZWxEiJqijYJOKtWrUKXLl3g4OCAsLAw7N27t96+t99+OxQKRa3XqFGjpD6TJ0+utTwqKqotNoWI2qHMwkv4/Wg2AKCbt4vM1RBRU9ia+g02bNiAWbNmYfXq1QgLC8M777yDyMhInDhxAt7e3rX6//DDD6ioqJDm8/Ly0K9fPzz00ENG/aKiorB27VppXqVSmW4jiKhd23/mojT98ugbZKyEiJrK5Edw3nrrLUydOhXR0dHo1asXVq9eDScnJ6xZs6bO/h4eHtBqtdIrLi4OTk5OtQKOSqUy6ufu7m7qTSGidi7ExxWDgz3lLoOImsCkAaeiogJJSUmIiIi48oZKJSIiIpCQkNCkMT777DOMGzcOzs7ORu07duyAt7c3QkJC8MQTTyAvL6/eMcrLy6HT6YxeRERNIYTAe/EnAVTf3I+ILINJA05ubi70ej18fHyM2n18fJCVldXo+nv37sWRI0fw+OOPG7VHRUXh888/R3x8PF5//XXs3LkTI0aMgF6vr3OcZcuWQaPRSC9/f/+WbxQRtStp+aU4mVMMAPBwYcAhshQmPwfnenz22Wfo06cPBg0aZNQ+btw4abpPnz7o27cvgoODsWPHDgwbNqzWOPPmzcOsWbOkeZ1Ox5BDRE3y/eV73wDAont4/g2RpTDpERxPT0/Y2NggOzvbqD07OxtarbbBdUtKSvDNN99gypQpjb5PUFAQPD09cerUqTqXq1QqqNVqoxcRUVPEpeRI016uvJiByFKYNODY29tjwIABiI+Pl9oMBgPi4+MRHh7e4LobN25EeXk5Hn300UbfJz09HXl5efD19b3umomIrpaSWX3O3q3deHIxkSUx+VVUs2bNwieffIL169cjJSUFTzzxBEpKShAdHQ0AmDhxIubNm1drvc8++wxjxoxBhw4djNqLi4vx7LPP4s8//8SZM2cQHx+P0aNHo2vXroiMjDT15hBRO1JedeW8vvGDOstYCRE1l8nPwRk7diwuXLiABQsWICsrC6GhoYiNjZVOPE5LS4NSaZyzTpw4gT/++ANbtmypNZ6NjQ0OHTqE9evXo6CgAH5+fhg+fDiWLFnCe+EQUav67a9Mafr2EC8ZKyGi5lIIIYTcRbQ1nU4HjUaDwsJCno9DRPWa9p8kxB6tvuLzzGujGulNRKbWnN/ffBYVEVEdKqoMUri5v39HmashouZiwCEiqsOlyivn3zx2S6CMlRBRSzDgEBHVIeH0lbuj8+nhRJaHAYeI6BpCCEz7Ikmat1UqZKyGiFqCAYeI6Bp5JRXS9NwRPaBQMOAQWRoGHCKia1x9bem/bguSrxAiajEGHCKiawhcSTg8ekNkmRhwiIiuMe/7w3KXQETXiQGHiOga8cerH7DZ0c1R5kqIqKUYcIiIrpJ+sVSafntsqHyFENF1YcAhIrrKkYxCaXpAgLuMlRDR9WDAISK6yn+PZEnTNrz/DZHFYsAhIrrKHydzAQBjQv1kroSIrgcDDhHRZUII6SZ/N/hpZK6GiK4HAw4R0WXn8i9J03f385WxEiK6Xgw4RESXxaVkS9O+Gl4iTmTJGHCIiC77em8aAEDtYCtzJUR0vRhwiIguKyitBAD4ezjJXAkRXS8GHCIiAHnF5cgtLgcATL2VD9gksnQMOEREML7/TTcfFxkrIaLWwIBDRASgUm8AAGgc7dDLVy1zNUR0vRhwiIgA6A0CAHBbdy8oFLyDMZGlY8AhonbPYBB4ZVMKgOqb/RGR5WPAIaJ2r6xKL03fHNRBxkqIqLUw4BBRu7fl6JUb/D1wYycZKyGi1sKAQ0Tt3oZ956Rpe1v+WCSyBvxOJiK6bMHdvWCj5AnGRNaAAYeI6DIvV5XcJRBRK2HAIaJ273zhpcY7EZFFYcAhonbtSEYhzuaVAgB4+xsi68GAQ0Tt2pm8Emk6LJCXiBNZizYJOKtWrUKXLl3g4OCAsLAw7N27t96+69atg0KhMHo5ODgY9RFCYMGCBfD19YWjoyMiIiJw8uRJU28GEVmh+JQcAMCAAHeeg0NkRUwecDZs2IBZs2Zh4cKFOHDgAPr164fIyEjk5OTUu45arUZmZqb0Onv2rNHyN954A++99x5Wr16NxMREODs7IzIyEmVlZabeHCKyMjtOVP8sKq3QN9KTiCyJyQPOW2+9halTpyI6Ohq9evXC6tWr4eTkhDVr1tS7jkKhgFarlV4+Pj7SMiEE3nnnHbz00ksYPXo0+vbti88//xznz5/HTz/9ZOrNISIro7x84s1t3T1lroSIWpNJA05FRQWSkpIQERFx5Q2VSkRERCAhIaHe9YqLixEQEAB/f3+MHj0aR48elZalpqYiKyvLaEyNRoOwsLB6xywvL4dOpzN6EREJIZBXUgEAuKevn8zVEFFrMmnAyc3NhV6vNzoCAwA+Pj7Iysqqc52QkBCsWbMGP//8M7744gsYDAYMHjwY6enpACCt15wxly1bBo1GI738/f2vd9OIyArsOHFBmraz4TUXRNbE7L6jw8PDMXHiRISGhmLo0KH44Ycf4OXlhY8++qjFY86bNw+FhYXS69y5c42vRERWL1t35by9bt4uMlZCRK3NpAHH09MTNjY2yM7ONmrPzs6GVqtt0hh2dnbo378/Tp06BQDSes0ZU6VSQa1WG72IiC4UlQMAInp6Q8lHNBBZFZMGHHt7ewwYMADx8fFSm8FgQHx8PMLDw5s0hl6vx+HDh+Hr6wsACAwMhFarNRpTp9MhMTGxyWMSEQHA+oQzAIBLlbyCisja2Jr6DWbNmoVJkyZh4MCBGDRoEN555x2UlJQgOjoaADBx4kR07NgRy5YtAwAsXrwYN998M7p27YqCggIsX74cZ8+exeOPPw6g+gqrmTNn4pVXXkG3bt0QGBiI+fPnw8/PD2PGjDH15hCRFcktrj7B+AY/jcyVEFFrM3nAGTt2LC5cuIAFCxYgKysLoaGhiI2NlU4STktLg1J55UDSxYsXMXXqVGRlZcHd3R0DBgzAnj170KtXL6nPc889h5KSEsTExKCgoAC33HILYmNja90QkIioPkIIafrefryCisjaKMTV3+XthE6ng0ajQWFhIc/HIWqnth/PQfS6fQCA3XPvREc3R5krIqLGNOf3t9ldRUVE1BbSC648QdxPw6O/RNaGAYeI2qWkM/kAgBG9tVDwMeJEVocBh4japVMXigEABaWVMldCRKbAgENE7dKRjOpHttzDE4yJrBIDDhG1OzlX3cHYz43n3xBZIwYcImp3isurpOnBwXyKOJE1YsAhonYns7D6CI6rgy3sbfljkMga8TubiNqd7w+kAwCKyqoa6UlElooBh4janZpgc3dfX5krISJTYcAhonbFYBCIO5YNgOffEFkzBhwialfKqq48OXxgF3cZKyEiU2LAIaJ2q5M7nz9FZK0YcIioXdl35qLcJRBRG2DAIaJ25dP//SNN29nwRyCRteJ3NxG1KwYhAADThgYz4BBZMX53E1G71NPXVe4SiMiEGHCIqF358598uUsgojbAgENE7cbxLB30huqPqOz58RSRVeN3OBG1G7lFFdL0rd29ZKyEiEyNAYeI2o2/0gsAAD20rnBR2cpbDBGZFAMOEbUb/zt5AQDwT26JzJUQkakx4BBRu+GisgMADA7uIHMlRGRqDDhE1C7oDQJbU6ofsnlXLx+ZqyEiU2PAIaJ2IflcgTTt7mQvXyFE1CYYcIioXSi/6iniPIJDZP0YcIioXenm7cJHNBC1A/wuJyIiIqvDgENE7cKXiWlyl0BEbYgBh4jahb8un2RcoTfIWwgRtQkGHCJqF2yVCgDAq2P6yFwJEbUFBhwisnpVegPO5JUCABzt+WOPqD1ok+/0VatWoUuXLnBwcEBYWBj27t1bb99PPvkEt956K9zd3eHu7o6IiIha/SdPngyFQmH0ioqKMvVmEJGF2n/2ojStceQ9cIjaA5MHnA0bNmDWrFlYuHAhDhw4gH79+iEyMhI5OTl19t+xYwfGjx+P7du3IyEhAf7+/hg+fDgyMjKM+kVFRSEzM1N6ff3116beFCKyUGWVV+6B09XbRcZKiKitmDzgvPXWW5g6dSqio6PRq1cvrF69Gk5OTlizZk2d/b/88ks8+eSTCA0NRY8ePfDpp5/CYDAgPj7eqJ9KpYJWq5Ve7u7upt4UIrJQe1PzAQC9O6plroSI2opJA05FRQWSkpIQERFx5Q2VSkRERCAhIaFJY5SWlqKyshIeHh5G7Tt27IC3tzdCQkLwxBNPIC8vr94xysvLodPpjF5E1H78lV4AAMgtqpC3ECJqMyYNOLm5udDr9fDxMb4tuo+PD7Kyspo0xvPPPw8/Pz+jkBQVFYXPP/8c8fHxeP3117Fz506MGDECer2+zjGWLVsGjUYjvfz9/Vu+UURkcWyU1T/qood0kbcQImoztnIX0JDXXnsN33zzDXbs2AEHBwepfdy4cdJ0nz590LdvXwQHB2PHjh0YNmxYrXHmzZuHWbNmSfM6nY4hh6gd2fX3BQB8yCZRe2LSIzienp6wsbFBdna2UXt2dja0Wm2D665YsQKvvfYatmzZgr59+zbYNygoCJ6enjh16lSdy1UqFdRqtdGLiNoHIYQ07evm0EBPIrImJg049vb2GDBggNEJwjUnDIeHh9e73htvvIElS5YgNjYWAwcObPR90tPTkZeXB19f31apm4isR27xlfNubuzMixGI2guTX0U1a9YsfPLJJ1i/fj1SUlLwxBNPoKSkBNHR0QCAiRMnYt68eVL/119/HfPnz8eaNWvQpUsXZGVlISsrC8XFxQCA4uJiPPvss/jzzz9x5swZxMfHY/To0ejatSsiIyNNvTlEZGG+3nvlGVTOKrP+VJ6IWpHJv9vHjh2LCxcuYMGCBcjKykJoaChiY2OlE4/T0tKgVF7JWR9++CEqKirw4IMPGo2zcOFCLFq0CDY2Njh06BDWr1+PgoIC+Pn5Yfjw4ViyZAlUKpWpN4eILEzhpUq5SyAiGSjE1R9QtxM6nQ4ajQaFhYU8H4fIyi357Rg++yMVT9wejOejeshdDhFdh+b8/uZDWYiIiMjqMOAQkdUyGAQ+TzgjdxlEJAMGHCKyWn+lF6BSX/0pvAtPMCZqVxhwiMhqlVZcubv5I4M6y1gJEbU1Bhwisno9tK5wd+ZdjInaEwYcIiIisjoMOERktSqqDHKXQEQyYcAhIqtkMAhEr9sHAGh/d/siIgYcIrJKlyqvnGAc1bvhh/sSkfVhwCEiq/fE7cFyl0BEbYwBh4iIiKwOAw4RERFZHQYcIrJK+87ky10CEcmIAYeIrNKHO05L07ZKhYyVEJEcGHCIyCoZLl8bPv2OYNja8EcdUXvD73oismp9OmrkLoGIZMCAQ0RWad+Zi3KXQEQyYsAhIqtzsaRCmvZwVslYCRHJhQGHiKzO4YxCafqmLu4yVkJEcmHAISKrczCtQJpWKHgFFVF7xIBDRFan5qrw0aF+8hZCRLJhwCEiq+VkbyN3CUQkEwYcIrI678aflLsEIpIZAw4RWZ0qQ/VN/tQOdjJXQkRyYcAhIqtSVqmXph8J6yxjJUQkJwYcIrIqurJKabqzh5OMlRCRnBhwiMiqlFUYAAA2SgUvESdqxxhwiMiqbD6SCQDQXz4Ph4jaJwYcIrIqNcHGVWUrcyVEJCcGHCKyKheKygEAI/v4ylwJEcmJAYeIrMq6PWcAAAbBj6iI2rM2CTirVq1Cly5d4ODggLCwMOzdu7fB/hs3bkSPHj3g4OCAPn36YPPmzUbLhRBYsGABfH194ejoiIiICJw8yRt7EdEVEb185C6BiGRk8oCzYcMGzJo1CwsXLsSBAwfQr18/REZGIicnp87+e/bswfjx4zFlyhQcPHgQY8aMwZgxY3DkyBGpzxtvvIH33nsPq1evRmJiIpydnREZGYmysjJTbw4RmbFj53XS9E1dPGSshIjkphDCtMdxw8LCcNNNN+H9998HABgMBvj7++Opp57C3Llza/UfO3YsSkpK8Ntvv0ltN998M0JDQ7F69WoIIeDn54fZs2djzpw5AIDCwkL4+Phg3bp1GDduXKM16XQ6aDQaFBYWQq1Wt9KWEpHcdpzIweS1+wAAZ14bJXM1RNTamvP726RHcCoqKpCUlISIiIgrb6hUIiIiAgkJCXWuk5CQYNQfACIjI6X+qampyMrKMuqj0WgQFhZW75jl5eXQ6XRGLyKyPmdySwAAvTvyDxei9s6kASc3Nxd6vR4+Psafhfv4+CArK6vOdbKyshrsX/Nvc8ZctmwZNBqN9PL392/R9hCReUu/eAkAkJZXKnMlRCS3dnEV1bx581BYWCi9zp07J3dJRNTK9AaBT/9IBcATjInIxAHH09MTNjY2yM7ONmrPzs6GVqutcx2tVttg/5p/mzOmSqWCWq02ehGRdTmcUShNB3k6y1gJEZkDkwYce3t7DBgwAPHx8VKbwWBAfHw8wsPD61wnPDzcqD8AxMXFSf0DAwOh1WqN+uh0OiQmJtY7JhFZv4oqgzQdPSRQxkqIyByY/F7ms2bNwqRJkzBw4EAMGjQI77zzDkpKShAdHQ0AmDhxIjp27Ihly5YBAP79739j6NChePPNNzFq1Ch888032L9/Pz7++GMAgEKhwMyZM/HKK6+gW7duCAwMxPz58+Hn54cxY8aYenOIyMwFeTrDmY9pIGr3TP5TYOzYsbhw4QIWLFiArKwshIaGIjY2VjpJOC0tDUrllQNJgwcPxldffYWXXnoJL7zwArp164affvoJvXv3lvo899xzKCkpQUxMDAoKCnDLLbcgNjYWDg4Opt4cIiIisgAmvw+OOeJ9cIisz97UfDz8UQKCPJ2xbc7tcpdDRCZgNvfBISIiIpIDAw4RERFZHQYcIiIisjoMOERkFZ797i+5SyAiM8KAQ0QWTwiBs5cfz9DR3VHmaojIHDDgEJHFSzp7UZp+7YG+MlZCROaCAYeILF5ucbk03dGNR3CIiAGHiKzITV3c5S6BiMwEAw4RWbxjmUVyl0BEZoYBh4gs3qrtpwAAFfp2d2N2IqoHAw4RWTyNox0A4NGwzjJXQkTmggGHiCzf5QM3/fzdZC2DiMwHAw4RWbSiskrkl1bIXQYRmRkGHCKyaNtPXJCm3S5/VEVExIBDRBatssoAAHCyt4G32kHmaojIXDDgEJFF23IsCwBwUxcPmSshInPCgENEFs1GqQBgfDdjIiIGHCKyaJsPVx/Buf/GTjJXQkTmhAGHiKyCnY1C7hKIyIww4BCRxRLiyp2Lw4M6yFgJEZkbBhwislhHMnTStI+GV1AR0RUMOERksbJ0ZdK02oH3wCGiKxhwiMhiHT1fCADwcLaXuRIiMjcMOERksbYdzwEAeLuqZK6EiMwNAw4RWaxD6dVHcIK9XGSuhIjMDQMOEVmsDpc/mhrZx1fmSojI3DDgEJFF0hsE8kqqnyLezYdHcIjIGAMOEVmkkzlF0jTPwSGiazHgEJFFSr1QIk27OfEqKiIyxoBDRBapuLxK7hKIyIyZNODk5+djwoQJUKvVcHNzw5QpU1BcXNxg/6eeegohISFwdHRE586d8fTTT6OwsNCon0KhqPX65ptvTLkpRGRmfkrOAAAM7e4lcyVEZI5sTTn4hAkTkJmZibi4OFRWViI6OhoxMTH46quv6ux//vx5nD9/HitWrECvXr1w9uxZTJs2DefPn8d3331n1Hft2rWIioqS5t3c3Ey5KURkZpSK6odrlvBIDhHVwWQBJyUlBbGxsdi3bx8GDhwIAFi5ciVGjhyJFStWwM/Pr9Y6vXv3xvfffy/NBwcH49VXX8Wjjz6Kqqoq2NpeKdfNzQ1ardZU5RORhZhwc2e5SyAiM2Syj6gSEhLg5uYmhRsAiIiIgFKpRGJiYpPHKSwshFqtNgo3ADB9+nR4enpi0KBBWLNmjdFThYnIuunKKvG/k7lyl0FEZsxkR3CysrLg7e1t/Ga2tvDw8EBWVlaTxsjNzcWSJUsQExNj1L548WLceeedcHJywpYtW/Dkk0+iuLgYTz/9dJ3jlJeXo7y8XJrX6XR19iMiy/Dprn+kaZWtjYyVEJG5anbAmTt3Ll5//fUG+6SkpLS4oBo6nQ6jRo1Cr169sGjRIqNl8+fPl6b79++PkpISLF++vN6As2zZMrz88svXXRMRmYeLpZXSNE8yJqK6NDvgzJ49G5MnT26wT1BQELRaLXJycozaq6qqkJ+f3+i5M0VFRYiKioKrqyt+/PFH2NnZNdg/LCwMS5YsQXl5OVSq2jf8mjdvHmbNmiXN63Q6+Pv7NzgmEZm/p+7sCmeVSa+VICIL1eyfDF5eXvDyavwvpvDwcBQUFCApKQkDBgwAAGzbtg0GgwFhYWH1rqfT6RAZGQmVSoVffvkFDg4Ojb5XcnIy3N3d6ww3AKBSqepdRkSWq+ZKKiKia5nsT5+ePXsiKioKU6dOxerVq1FZWYkZM2Zg3Lhx0hVUGRkZGDZsGD7//HMMGjQIOp0Ow4cPR2lpKb744gvodDrpfBkvLy/Y2Njg119/RXZ2Nm6++WY4ODggLi4OS5cuxZw5c0y1KURERGRhTHps98svv8SMGTMwbNgwKJVKPPDAA3jvvfek5ZWVlThx4gRKS0sBAAcOHJCusOratavRWKmpqejSpQvs7OywatUqPPPMMxBCoGvXrnjrrbcwdepUU24KERERWRCFaIfXV+t0Omg0GukSdCKyHGWVevSYHwsA+Pewbnjmru4yV0REbaU5v7/5LCoisih//pMnTbs7NXwBAhG1Xww4RGRRfjuUKU2PvYl3MSaiujHgEJFFiTuWDQDo01EDR3ve5I+I6saAQ0QWxelyqJkZ0U3mSojInDHgEJFF8lE3fo8sImq/GHCIyKIY2t11n0TUEgw4RGQxhBDI0ZXJXQYRWQAGHCKyGEs3p4AHcIioKRhwiMhi/JVeKE139XaRsRIiMncMOERkcd4ZGwoHO14iTkT1Y8AhIotjq+RTxImoYQw4RGQx9JcvoVIy4BBRIxhwiMgi7E3NR9LZi3KXQUQWggGHiCzCjhM50nR3H55gTEQNY8AhIosyJtQPXb1d5S6DiMwcAw4RWRQPZ5XcJRCRBWDAISKLcDKnWO4SiMiCMOAQkUWIO5YNACiv0stcCRFZAgYcIjJ7hZcqpen7+neUsRIishQMOERk9orLq6TpGzu7y1gJEVkKBhwiMnu7/r4gTSt4jz8iagIGHCIyezXn36gdbKFgwiGiJmDAISKzZjAIbDtefZO/27p7yVwNEVkKBhwiMmviqulpQ4Nlq4OILAsDDhFZjE7ujnKXQEQWggGHiIiIrA4DDhGZtbT8UrlLICILxIBDRGbtxwPp0rSDnY2MlRCRJWHAISKztnrXPwCAm4M8GHCIqMkYcIjIrFVUGQAAg7p4yFwJEVkSBhwisggTbg6QuwQisiAmDTj5+fmYMGEC1Go13NzcMGXKFBQXFze4zu233w6FQmH0mjZtmlGftLQ0jBo1Ck5OTvD29sazzz6LqqqqekYkImtgo+QdjImo6WxNOfiECROQmZmJuLg4VFZWIjo6GjExMfjqq68aXG/q1KlYvHixNO/k5CRN6/V6jBo1ClqtFnv27EFmZiYmTpwIOzs7LF261GTbQkRtSwiBmP8kyV0GEVkokwWclJQUxMbGYt++fRg4cCAAYOXKlRg5ciRWrFgBPz+/etd1cnKCVqutc9mWLVtw7NgxbN26FT4+PggNDcWSJUvw/PPPY9GiRbC3tzfJ9hBR2yoqr5KeQeXtqoLG0U7miojIkpjsI6qEhAS4ublJ4QYAIiIioFQqkZiY2OC6X375JTw9PdG7d2/MmzcPpaVX7oORkJCAPn36wMfHR2qLjIyETqfD0aNH6xyvvLwcOp3O6EVElmPr7KGws+Epg0TUdCY7gpOVlQVvb2/jN7O1hYeHB7Kysupd75FHHkFAQAD8/Pxw6NAhPP/88zhx4gR++OEHadyrww0Aab6+cZctW4aXX375ejaHiGSksmW4IaLmaXbAmTt3Ll5//fUG+6SkpLS4oJiYGGm6T58+8PX1xbBhw3D69GkEB7fsQXvz5s3DrFmzpHmdTgd/f/8W10hERETmrdkBZ/bs2Zg8eXKDfYKCgqDVapGTk2PUXlVVhfz8/HrPr6lLWFgYAODUqVMIDg6GVqvF3r17jfpkZ1d/Tl/fuCqVCiqVqsnvSUTyO8dHNBDRdWh2wPHy8oKXl1ej/cLDw1FQUICkpCQMGDAAALBt2zYYDAYptDRFcnIyAMDX11ca99VXX0VOTo70EVhcXBzUajV69erVzK0hInP1dtzf0rRSwUvEiah5TPbBds+ePREVFYWpU6di79692L17N2bMmIFx48ZJV1BlZGSgR48e0hGZ06dPY8mSJUhKSsKZM2fwyy+/YOLEibjtttvQt29fAMDw4cPRq1cv/N///R/++usv/P7773jppZcwffp0HqUhsiJbU6qPAEf09OEJxkTUbCb9qfHll1+iR48eGDZsGEaOHIlbbrkFH3/8sbS8srISJ06ckK6Ssre3x9atWzF8+HD06NEDs2fPxgMPPIBff/1VWsfGxga//fYbbGxsEB4ejkcffRQTJ040um8OEVmPBwd0lLsEIrJACiGEkLuItqbT6aDRaFBYWAi1Wi13OUR0DYNBIOiFzQCAvS8Mg7faQeaKiMgcNOf3N4/7EpHZ2X7iygUKKj5BnIhagAGHiMzOhn3npGnewZiIWoIBh4jMjpN99VGbod0bv2KTiKguDDhEZFZSMnX4Kfk8ACA8uIPM1RCRpWLAISKzknyuQJoeEOAuXyFEZNEYcIjILN0e4oWbunjIXQYRWSgGHCIyS7y5HxFdD/4EISKz8l1SutwlEJEVYMAhIrOSdPYiAMCeR3CI6DrwJwgRmY3NhzOl6aeHdZOxEiKydAw4RGQ2jmQUStPdvF1krISILB0DDhGZnceGBEKpVMhdBhFZMAYcIjILVXoDPthxWu4yiMhKMOAQkVn4O7tYmu7k7ihjJURkDRhwiMgspOWXSNOTB3eRrxAisgoMOERkFr4/kAEAUNkqef4NEV03BhwiMgtxx7IBACN6a2WuhIisAQMOEcmuosogTY/q6ydjJURkLRhwiEh24z/5U5q+PcRLxkqIyFow4BCR7LIKywAAHd0c+ZBNImoV/ElCRGbjw0dvlLsEIrISDDhERERkdRhwiEhW5/JLkVFwSe4yiMjKMOAQkawW/nJUmna0s5GxEiKyJgw4RCQbIQS2Hc8BAPTtqEFXPkGciFoJAw4RySYls0iafmdcKBQK3sGYiFoHAw4RyeZwRoE0HeTFozdE1HoYcIhINt8nVT9/io+eIqLWxoBDRLLZeyYfADAwwEPmSojI2jDgEJEsvkpMk6an3R4kYyVEZI0YcIhIFsnnLkrTt3Tl86eIqHWZNODk5+djwoQJUKvVcHNzw5QpU1BcXFxv/zNnzkChUNT52rhxo9SvruXffPONKTeFiFrZt/vTAQD339gR9rb8W4uIWpetKQefMGECMjMzERcXh8rKSkRHRyMmJgZfffVVnf39/f2RmZlp1Pbxxx9j+fLlGDFihFH72rVrERUVJc27ubm1ev1EZBonsq5cHn5HiLeMlRCRtTJZwElJSUFsbCz27duHgQMHAgBWrlyJkSNHYsWKFfDz86u1jo2NDbRarVHbjz/+iIcffhguLsaXkLq5udXqS0SW4efkDGn67r6+MlZCRNbKZMeFExIS4ObmJoUbAIiIiIBSqURiYmKTxkhKSkJycjKmTJlSa9n06dPh6emJQYMGYc2aNRBC1DtOeXk5dDqd0YuI5PPBjtMAALWDLW/uR0QmYbIjOFlZWfD2Nj70bGtrCw8PD2RlZTVpjM8++ww9e/bE4MGDjdoXL16MO++8E05OTtiyZQuefPJJFBcX4+mnn65znGXLluHll19u2YYQUavK1pVJ028+HCpfIURk1Zp9BGfu3Ln1nghc8zp+/Ph1F3bp0iV89dVXdR69mT9/PoYMGYL+/fvj+eefx3PPPYfly5fXO9a8efNQWFgovc6dO3fd9RFRyyz//YQ0fVcvHxkrISJr1uwjOLNnz8bkyZMb7BMUFAStVoucnByj9qqqKuTn5zfp3JnvvvsOpaWlmDhxYqN9w8LCsGTJEpSXl0OlUtVarlKp6mwnorYlhMCOExcAVH88RURkKs3+CePl5QUvr8bvWREeHo6CggIkJSVhwIABAIBt27bBYDAgLCys0fU/++wz3HvvvU16r+TkZLi7uzPEEJm5D3acRm5xOQBgyZjeMldDRNbMZH9C9ezZE1FRUZg6dSpWr16NyspKzJgxA+PGjZOuoMrIyMCwYcPw+eefY9CgQdK6p06dwq5du7B58+Za4/7666/Izs7GzTffDAcHB8TFxWHp0qWYM2eOqTaFiFrJwbQCaTo8qIN8hRCR1TPpMeIvv/wSM2bMwLBhw6BUKvHAAw/gvffek5ZXVlbixIkTKC0tNVpvzZo16NSpE4YPH15rTDs7O6xatQrPPPMMhBDo2rUr3nrrLUydOtWUm0JE1+n0hWJsTckGALwwsge81Q4yV0RE1kwhGrq+2krpdDpoNBoUFhZCrVbLXQ5Ru/DBjlN4I7b6BOPNT9+KXn783iOi5mnO72/eH52ITE4IIYWbjm6ODDdEZHIMOERkcmn5Vz6GfiSss4yVEFF7wYBDRCb30OoEaXra0GAZKyGi9oIBh4hMqqxSj5yi6kvDFQrARslHMxCR6THgEJFJvfDDYWk6ftZQGSshovaEAYeITOqHg1eeHB7k5SJjJUTUnjDgEJHJJJ8rkKa/nnqzfIUQUbvDgENEJjNm1W5pOjyYdy4morbDgENEJrHol6PSdMxtQTJWQkTtEQMOEZnEuj1npOkXRvaUrxAiapcYcIio1SWczpOmn40MkbESImqvGHCIqFXtPpWL8Z/8Kc0/enOAjNUQUXvFgENErUYIgZd+OiLNv/5AH2gc7WSsiIjaKwYcImo1Mf9JQmpuCQDgwQGdMPYmPneKiOTBgENEreJcfinijmVL87Pu6i5jNUTU3tnKXQARWb5TOUWIeGuXNL/3xWHwdnWQsSIiau94BIeIrtuId/8nTT99Z1eGGyKSHQMOEV2X4vIqVOoFAMDRzgazhvOycCKSHwMOEbVYZuEl9F74uzS/49nb5SuGiOgqDDhE1CK7T+UifNk2ad5P4wAfNT+aIiLzwIBDRM1WeKkSEz5NlOZ7al2xe+6dMlZERGSMV1ERUZOVVlThue8O4bdDmVLbsvv7YPwg3u+GiMwLAw4RNUlWYRluXhZv1Nano4bhhojMEgMOETUq7lg2pn6+36jthycH48bO7jJVRETUMAYcIqrXpQo9ei6INWob0rUDvpgSBoVCIVNVRESNY8AholoMBoFf/jqPmRuSjdrnjeiBfw0NlqcoIqJmYMAhIklKpg6vbDqG3afyai1LXTaSR22IyGIw4BC1c8XlVZj4WSIOpBXUuXzpfX3wSBhPJCYiy8KAQ9TOpF8sxR8ncxF/PMfo6d9Xu7GzG169rw96+qrbuDoiotbBgENkZar0BpRVGbDjRA6EAP7OLoKdjRJvxf3d4HoaRzt8MSUMfTpp2qhSIiLTYcAhuk6XKvRwtLepd3mV3gABwEahgFJZ+xwWXVklKqoMMBgE9EJAbxAwGAC9ECiv0uNCUTmEANLyS1F4qRJerirYKBRYujkFDnY26NtJg/8eyUIHZ3vklVQ0uW5vVxU6uTti3sie6NtJA5Vt/dtARGRpTBZwXn31VWzatAnJycmwt7dHQUFBo+sIIbBw4UJ88sknKCgowJAhQ/Dhhx+iW7duUp/8/Hw89dRT+PXXX6FUKvHAAw/g3XffhYuLi6k2pcm2H8/B5wlnUHipEgfPFUDtYAdfjWmfzSNQfcXLyZxiaBzt4GRvg8zCMgR7OcNWqZBOCq3+RwEFgH9yi1FWaQAA9O6ohhCXxxKAgACggBACQlSvd6W9Zrqmv8DpCyUAgGAvZygU1eMrFQrUnIsqtSmr3/1wRiEAoJevGrY2CtgoFLBRKqqnlQrp5NZAT2coFJdDgUKBE9lFAIBO7o71fi2Ky6tQUFopjX8sUwcA6OzhhLT8UqO+/Tpp8Fd6ITq5O0JRU6cCV6arv1xG26O43FATUY5nFRmNqXG0g41SgfzLIcPLVYULReX11tvY8qbKKLgEAPWGmyFdO+DoeR1u9HeDxske0+/oiq7e8n+/EBGZkkKIml9vrWvhwoVwc3NDeno6PvvssyYFnNdffx3Lli3D+vXrERgYiPnz5+Pw4cM4duwYHByqg8KIESOQmZmJjz76CJWVlYiOjsZNN92Er776qsm16XQ6aDQaFBYWQq1uvXMMvt6bhnk/HG618ah9USoAG2V1oLv638JLlbX63trNE8fO65BXUoEZd3RFJ3dHaBzt0NXbBSpbG3i62kNlawObOo4YERFZqub8/jZZwKmxbt06zJw5s9GAI4SAn58fZs+ejTlz5gAACgsL4ePjg3Xr1mHcuHFISUlBr169sG/fPgwcOBAAEBsbi5EjRyI9PR1+fn5NqslUAef0hWIknb0Iexsl8koqEOLj2mpjN8YgBJxVtqjSG6A3XD7agitHX2qOvAhRfSwmu7AMHs72sLNRGh2VqDl6IR2BwZUjG5cbpLZLFXqcyimGg70Nunm7GL/X5WmDuPKeQghU6QVyisrR0c0RAtXz+ssfzeQWlaNCb4AQwA1+GtjZKGAQ1duWcfESHO1tGjyCU1FlwNHzOmg1DnC0t8GFonK4qmzhrVbhdE4JoKh+3ICLyhYBHZyqtx2As8oWMPoaXV3z5aNXwvjrealCj5KKKgBAZw9neDjbV2+HQeBkThGq9ALdfFxgb6OEg50N1A520sdPF0srUFFlkI4KeTjbw0et4iXYRESNaM7vb7M5Byc1NRVZWVmIiIiQ2jQaDcLCwpCQkIBx48YhISEBbm5uUrgBgIiICCiVSiQmJuK+++6rc+zy8nKUl1/5KECn05lkG4K9XBDs1b4O/d/Rw1vuEoyEBXWos31AgEeb1RCibTjYermq2qgSIqL2Syl3ATWysrIAAD4+PkbtPj4+0rKsrCx4exv/QrW1tYWHh4fUpy7Lli2DRqORXv7+/q1cPREREZmTZgWcuXPnXj4Zs/7X8ePHTVVri82bNw+FhYXS69y5c3KXRERERCbUrI+oZs+ejcmTJzfYJygoqEWFaLVaAEB2djZ8fX2l9uzsbISGhkp9cnJyjNarqqpCfn6+tH5dVCoVVCp+LEBERNReNCvgeHl5wcvLyySFBAYGQqvVIj4+Xgo0Op0OiYmJeOKJJwAA4eHhKCgoQFJSEgYMGAAA2LZtGwwGA8LCwkxSFxEREVkek52Dk5aWhuTkZKSlpUGv1yM5ORnJyckoLi6W+vTo0QM//vgjgOqrd2bOnIlXXnkFv/zyCw4fPoyJEyfCz88PY8aMAQD07NkTUVFRmDp1Kvbu3Yvdu3djxowZGDduXJOvoCIiIiLrZ7KrqBYsWID169dL8/379wcAbN++HbfffjsA4MSJEygsLJT6PPfccygpKUFMTAwKCgpwyy23IDY2VroHDgB8+eWXmDFjBoYNGybd6O+9994z1WYQERGRBTL5fXDMkanug0NERESm05zf32ZzmTgRERFRa2HAISIiIqvDgENERERWhwGHiIiIrA4DDhEREVkdBhwiIiKyOgw4REREZHVMdqM/c1Zz6x+dTidzJURERNRUNb+3m3ILv3YZcIqKigAA/v7+MldCREREzVVUVASNRtNgn3Z5J2ODwYDz58/D1dUVCoWi1cbV6XTw9/fHuXPnrPYOyda+jda+fYD1b6O1bx9g/dto7dsHWP82mmr7hBAoKiqCn58flMqGz7Jpl0dwlEolOnXqZLLx1Wq1Vf6HvZq1b6O1bx9g/dto7dsHWP82Wvv2Ada/jabYvsaO3NTgScZERERkdRhwiIiIyOow4LQilUqFhQsXQqVSyV2KyVj7Nlr79gHWv43Wvn2A9W+jtW8fYP3baA7b1y5PMiYiIiLrxiM4REREZHUYcIiIiMjqMOAQERGR1WHAISIiIqvDgNNMr776KgYPHgwnJye4ubnV2SctLQ2jRo2Ck5MTvL298eyzz6KqqqrBcfPz8zFhwgSo1Wq4ublhypQpKC4uNsEWNN2OHTugUCjqfO3bt6/e9W6//fZa/adNm9aGlTdPly5datX72muvNbhOWVkZpk+fjg4dOsDFxQUPPPAAsrOz26jipjtz5gymTJmCwMBAODo6Ijg4GAsXLkRFRUWD65n7Ply1ahW6dOkCBwcHhIWFYe/evQ3237hxI3r06AEHBwf06dMHmzdvbqNKm2/ZsmW46aab4OrqCm9vb4wZMwYnTpxocJ1169bV2l8ODg5tVHHzLFq0qFatPXr0aHAdS9p/QN0/UxQKBaZPn15nf3Pff7t27cI999wDPz8/KBQK/PTTT0bLhRBYsGABfH194ejoiIiICJw8ebLRcZv7fdxcDDjNVFFRgYceeghPPPFEncv1ej1GjRqFiooK7NmzB+vXr8e6deuwYMGCBsedMGECjh49iri4OPz222/YtWsXYmJiTLEJTTZ48GBkZmYavR5//HEEBgZi4MCBDa47depUo/XeeOONNqq6ZRYvXmxU71NPPdVg/2eeeQa//vorNm7ciJ07d+L8+fO4//7726japjt+/DgMBgM++ugjHD16FG+//TZWr16NF154odF1zXUfbtiwAbNmzcLChQtx4MAB9OvXD5GRkcjJyamz/549ezB+/HhMmTIFBw8exJgxYzBmzBgcOXKkjStvmp07d2L69On4888/ERcXh8rKSgwfPhwlJSUNrqdWq43219mzZ9uo4ua74YYbjGr9448/6u1rafsPAPbt22e0fXFxcQCAhx56qN51zHn/lZSUoF+/fli1alWdy9944w289957WL16NRITE+Hs7IzIyEiUlZXVO2Zzv49bRFCLrF27Vmg0mlrtmzdvFkqlUmRlZUltH374oVCr1aK8vLzOsY4dOyYAiH379klt//3vf4VCoRAZGRmtXntLVVRUCC8vL7F48eIG+w0dOlT8+9//bpuiWkFAQIB4++23m9y/oKBA2NnZiY0bN0ptKSkpAoBISEgwQYWt64033hCBgYEN9jHnfTho0CAxffp0aV6v1ws/Pz+xbNmyOvs//PDDYtSoUUZtYWFh4l//+pdJ62wtOTk5AoDYuXNnvX3q+3lkjhYuXCj69evX5P6Wvv+EEOLf//63CA4OFgaDoc7llrT/AIgff/xRmjcYDEKr1Yrly5dLbQUFBUKlUomvv/663nGa+33cEjyC08oSEhLQp08f+Pj4SG2RkZHQ6XQ4evRoveu4ubkZHRWJiIiAUqlEYmKiyWtuql9++QV5eXmIjo5utO+XX34JT09P9O7dG/PmzUNpaWkbVNhyr732Gjp06ID+/ftj+fLlDX6kmJSUhMrKSkREREhtPXr0QOfOnZGQkNAW5V6XwsJCeHh4NNrPHPdhRUUFkpKSjL72SqUSERER9X7tExISjPoD1d+TlrCvgOr9BaDRfVZcXIyAgAD4+/tj9OjR9f68MQcnT56En58fgoKCMGHCBKSlpdXb19L3X0VFBb744gs89thjDT7c2ZL239VSU1ORlZVltI80Gg3CwsLq3Uct+T5uiXb5sE1TysrKMgo3AKT5rKysetfx9vY2arO1tYWHh0e968jhs88+Q2RkZKMPKn3kkUcQEBAAPz8/HDp0CM8//zxOnDiBH374oY0qbZ6nn34aN954Izw8PLBnzx7MmzcPmZmZeOutt+rsn5WVBXt7+1rnYPn4+JjV/qrLqVOnsHLlSqxYsaLBfua6D3Nzc6HX6+v8Hjt+/Hid69T3PWnu+woADAYDZs6ciSFDhqB379719gsJCcGaNWvQt29fFBYWYsWKFRg8eDCOHj1q0gcLt0RYWBjWrVuHkJAQZGZm4uWXX8att96KI0eOwNXVtVZ/S95/APDTTz+hoKAAkydPrrePJe2/a9Xsh+bso5Z8H7cEAw6AuXPn4vXXX2+wT0pKSqMnwlmKlmxveno6fv/9d3z77beNjn/1uUN9+vSBr68vhg0bhtOnTyM4OLjlhTdDc7Zx1qxZUlvfvn1hb2+Pf/3rX1i2bJnZ3ka9JfswIyMDUVFReOihhzB16tQG1zWHfUjA9OnTceTIkQbPUQGA8PBwhIeHS/ODBw9Gz5498dFHH2HJkiWmLrNZRowYIU337dsXYWFhCAgIwLfffospU6bIWJlpfPbZZxgxYgT8/Pzq7WNJ+8+SMOAAmD17doPpGgCCgoKaNJZWq611JnjN1TVarbbeda49saqqqgr5+fn1rnM9WrK9a9euRYcOHXDvvfc2+/3CwsIAVB89aKtfjtezT8PCwlBVVYUzZ84gJCSk1nKtVouKigoUFBQYHcXJzs42yf6qS3O37/z587jjjjswePBgfPzxx81+Pzn2YV08PT1hY2NT64q1hr72Wq22Wf3NxYwZM6QLDpr7V7ydnR369++PU6dOmai61uPm5obu3bvXW6ul7j8AOHv2LLZu3drsI5+WtP9q9kN2djZ8fX2l9uzsbISGhta5Tku+j1uk1c7maWcaO8k4Oztbavvoo4+EWq0WZWVldY5Vc5Lx/v37pbbff//dbE4yNhgMIjAwUMyePbtF6//xxx8CgPjrr79auTLT+OKLL4RSqRT5+fl1Lq85yfi7776T2o4fP262Jxmnp6eLbt26iXHjxomqqqoWjWFO+3DQoEFixowZ0rxerxcdO3Zs8CTju+++26gtPDzcbE9SNRgMYvr06cLPz0/8/fffLRqjqqpKhISEiGeeeaaVq2t9RUVFwt3dXbz77rt1Lre0/Xe1hQsXCq1WKyorK5u1njnvP9RzkvGKFSuktsLCwiadZNyc7+MW1dpqI7UTZ8+eFQcPHhQvv/yycHFxEQcPHhQHDx4URUVFQojq/5i9e/cWw4cPF8nJySI2NlZ4eXmJefPmSWMkJiaKkJAQkZ6eLrVFRUWJ/v37i8TERPHHH3+Ibt26ifHjx7f59tVl69atAoBISUmptSw9PV2EhISIxMREIYQQp06dEosXLxb79+8Xqamp4ueffxZBQUHitttua+uym2TPnj3i7bffFsnJyeL06dPiiy++EF5eXmLixIlSn2u3UQghpk2bJjp37iy2bdsm9u/fL8LDw0V4eLgcm9Cg9PR00bVrVzFs2DCRnp4uMjMzpdfVfSxpH37zzTdCpVKJdevWiWPHjomYmBjh5uYmXbn4f//3f2Lu3LlS/927dwtbW1uxYsUKkZKSIhYuXCjs7OzE4cOH5dqEBj3xxBNCo9GIHTt2GO2v0tJSqc+12/jyyy+L33//XZw+fVokJSWJcePGCQcHB3H06FE5NqFBs2fPFjt27BCpqali9+7dIiIiQnh6eoqcnBwhhOXvvxp6vV507txZPP/887WWWdr+Kyoqkn7XARBvvfWWOHjwoDh79qwQQojXXntNuLm5iZ9//lkcOnRIjB49WgQGBopLly5JY9x5551i5cqV0nxj38etgQGnmSZNmiQA1Hpt375d6nPmzBkxYsQI4ejoKDw9PcXs2bONEvz27dsFAJGamiq15eXlifHjxwsXFxehVqtFdHS0FJrkNn78eDF48OA6l6Wmphptf1pamrjtttuEh4eHUKlUomvXruLZZ58VhYWFbVhx0yUlJYmwsDCh0WiEg4OD6Nmzp1i6dKnR0bZrt1EIIS5duiSefPJJ4e7uLpycnMR9991nFBrMxdq1a+v8/3r1wVtL3IcrV64UnTt3Fvb29mLQoEHizz//lJYNHTpUTJo0yaj/t99+K7p37y7s7e3FDTfcIDZt2tTGFTddfftr7dq1Up9rt3HmzJnS18PHx0eMHDlSHDhwoO2Lb4KxY8cKX19fYW9vLzp27CjGjh0rTp06JS239P1X4/fffxcAxIkTJ2ots7T9V/M769pXzTYYDAYxf/584ePjI1QqlRg2bFit7Q4ICBALFy40amvo+7g1KIQQovU+8CIiIiKSH++DQ0RERFaHAYeIiIisDgMOERERWR0GHCIiIrI6DDhERERkdRhwiIiIyOow4BAREZHVYcAhogYJIRATEwMPDw8oFAokJyfLXRIRUaMYcIioQbGxsVi3bh1+++03ZGZmonfv3tc95uTJkzFmzJjrL66VHDp0CLfeeiscHBzg7++PN954o1afjRs3okePHnBwcECfPn2wefNmo+VCCCxYsAC+vr5wdHREREQETp48adQnPz8fEyZMgFqthpubG6ZMmYLi4mKTbhtRe8WAQ0QNOn36NHx9fTF48GBotVrY2trKXZJEr9fDYDBc1xg6nQ7Dhw9HQEAAkpKSsHz5cixatMjoqet79uzB+PHjMWXKFBw8eBBjxozBmDFjcOTIEanPG2+8gffeew+rV69GYmIinJ2dERkZibKyMqnPhAkTcPToUcTFxUlPCo+Jibmu+omoHq364AcisirXPnstICBA6PV6sXTpUtGlSxfh4OAg+vbtKzZu3CitU1VVJR577DFpeffu3cU777wjLV+4cGGdz3Kred7NxYsXpb41D/ereW7b2rVrhUajET///LPo2bOnsLGxEampqaKsrEzMnj1b+Pn5CScnJzFo0CCjZ4c15IMPPhDu7u6ivLxcanv++edFSEiINP/www+LUaNGGa0XFhYmPdG65onKy5cvl5YXFBQYPVH52LFjAoDYt2+f1Oe///2vUCgUIiMjo0m1ElHT8QgOEdXr3XffxeLFi9GpUydkZmZi3759WLZsGT7//HOsXr0aR48exTPPPINHH30UO3fuBAAYDAZ06tQJGzduxLFjx7BgwQK88MIL+PbbbwEAc+bMwcMPP4yoqChkZmYiMzMTgwcPbnJNpaWleP311/Hpp5/i6NGj8Pb2xowZM5CQkIBvvvkGhw4dwkMPPYSoqKhaHxHVJSEhAbfddhvs7e2ltsjISJw4cQIXL16U+kRERBitFxkZiYSEBABAamoqsrKyjPpoNBqEhYVJfRISEuDm5oaBAwdKfSIiIqBUKpGYmNjk7SeipjGfY81EZHY0Gg1cXV1hY2MDrVaL8vJyLF26FFu3bkV4eDgAICgoCH/88Qc++ugjDB06FHZ2dnj55ZelMQIDA5GQkIBvv/0WDz/8MFxcXODo6Ijy8nJotdpm11RZWYkPPvgA/fr1AwCkpaVh7dq1SEtLg5+fH4DqEBUbG4u1a9di6dKlDY6XlZWFwMBAozYfHx9pmbu7O7KysqS2q/tkZWVJ/a5er74+3t7eRsttbW3h4eEh9SGi1sOAQ0RNdurUKZSWluKuu+4yaq+oqED//v2l+VWrVmHNmjVIS0vDpUuXUFFRgdDQ0Fapwd7eHn379pXmDx8+DL1ej+7duxv1Ky8vR4cOHVrlPYnI8jDgEFGT1Vzxs2nTJnTs2NFomUqlAgB88803mDNnDt58802Eh4fD1dUVy5cvb/RjGKWy+hNzIYTUVllZWaufo6MjFAqFUU02NjZISkqCjY2NUV8XF5dGt0mr1SI7O9uorWa+5ghTfX2uXl7T5uvra9SnJthptVrk5OQYjVFVVYX8/PwWHckioobxHBwiarJevXpBpVIhLS0NXbt2NXr5+/sDAHbv3o3BgwfjySefRP/+/dG1a1ecPn3aaBx7e3vo9XqjNi8vLwBAZmam1NaUe+70798fer0eOTk5tWpqSnAIDw/Hrl27jMJUXFwcQkJC4O7uLvWJj483Wi8uLk76mC4wMBBardaoj06nQ2JiotQnPDwcBQUFSEpKkvps27YNBoMBYWFhjdZJRM3DgENETebq6oo5c+bgmWeewfr163H69GkcOHAAK1euxPr16wEA3bp1w/79+/H777/j77//xvz587Fv3z6jcbp06YJDhw7hxIkTyM3NRWVlpRSSFi1ahJMnT2LTpk148803G62pe/fumDBhAiZOnIgffvgBqamp2Lt3L5YtW4ZNmzY1uv4jjzwCe3t7TJkyBUePHsWGDRvw7rvvYtasWVKff//734iNjcWbb76J48ePY9GiRdi/fz9mzJgBAFAoFJg5cyZeeeUV/PLLLzh8+DAmTpwIPz8/6X4/PXv2RFRUFKZOnYq9e/di9+7dmDFjBsaNGyedO0RErUjuy7iIyLy9/fbbIiAgQJo3GAzinXfeESEhIcLOzk54eXmJyMhIsXPnTiGEEGVlZWLy5MlCo9EINzc38cQTT4i5c+eKfv36SWPk5OSIu+66S7i4uEiXiQshxB9//CH69OkjHBwcxK233io2btxY52Xi16qoqBALFiwQXbp0EXZ2dsLX11fcd9994tChQ03axr/++kvccsstQqVSiY4dO4rXXnutVp9vv/1WdO/eXdjb24sbbrhBbNq0yWi5wWAQ8+fPFz4+PkKlUolhw4aJEydOGPXJy8sT48ePFy4uLkKtVovo6GhRVFTUpBqJqHkUQlz1gTcRERGRFeBHVERERGR1GHCIyKqNGDECLi4udb4au0cOEVkufkRFRFYtIyMDly5dqnOZh4cHPDw82rgiImoLDDhERERkdfgRFREREVkdBhwiIiKyOgw4REREZHUYcIiIiMjqMOAQERGR1WHAISIiIqvDgENERERWhwGHiIiIrM7/A9jvP24uJCFPAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO: The graph of feature feature_0000 was simplified by 1.1%.\n",
+      "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n",
+      "\n",
+      "Feature Name: feature_0000\n",
+      "Feature Type: continuous\n",
+      "Means: {\"(-9.98, -1.96)\": -0.984, \"(-1.96, -1.56)\": -0.942, \"(-1.56, -1.45)\": -0.899, \"(-1.45, -1.25)\": -0.874, \"(-1.25, -1.12)\": -0.83, \"(-1.12, -1.05)\": -0.784, \"(-1.05, -0.99)\": -0.761, \"(-0.99, -0.92)\": -0.734, \"(-0.92, -0.88)\": -0.707, \"(-0.88, -0.84)\": -0.68, \"(-0.84, -0.74)\": -0.653, \"(-0.74, -0.68)\": -0.599, \"(-0.68, -0.61)\": -0.563, \"(-0.61, -0.58)\": -0.519, \"(-0.58, -0.53)\": -0.486, \"(-0.53, -0.49)\": -0.463, \"(-0.49, -0.45)\": -0.423, \"(-0.45, -0.43)\": -0.398, \"(-0.43, -0.39)\": -0.367, \"(-0.39, -0.35)\": -0.336, \"(-0.35, -0.29)\": -0.303, \"(-0.29, -0.23)\": -0.25, \"(-0.23, -0.19)\": -0.206, \"(-0.19, -0.17)\": -0.164, \"(-0.17, -0.13)\": -0.14, \"(-0.13, -0.11)\": -0.101, \"(-0.11, -0.06)\": -0.077, \"(-0.06, -0.02)\": -0.016, \"(-0.02, 0.02)\": 0.012, \"(0.02, 0.04)\": 0.042, \"(0.04, 0.06)\": 0.069, \"(0.06, 0.1)\": 0.093, \"(0.1, 0.13)\": 0.127, \"(0.13, 0.16)\": 0.16, \"(0.16, 0.19)\": 0.193, \"(0.19, 0.23)\": 0.221, \"(0.23, 0.27)\": 0.253, \"(0.27, 0.3)\": 0.29, \"(0.3, 0.36)\": 0.319, \"(0.36, 0.43)\": 0.379, \"(0.43, 0.47)\": 0.431, \"(0.47, 0.51)\": 0.46, \"(0.51, 0.55)\": 0.496, \"(0.55, 0.58)\": 0.519, \"(0.58, 0.64)\": 0.559, \"(0.64, 0.69)\": 0.594, \"(0.69, 0.72)\": 0.616, \"(0.72, 0.79)\": 0.641, \"(0.79, 0.88)\": 0.684, \"(0.88, 0.92)\": 0.726, \"(0.92, 0.99)\": 0.749, \"(0.99, 1.05)\": 0.774, \"(1.05, 1.16)\": 0.81, \"(1.16, 1.25)\": 0.844, \"(1.25, 1.36)\": 0.868, \"(1.36, 1.56)\": 0.89, \"(1.56, 1.92)\": 0.935, \"(1.92, 3.99)\": 0.976, \"(3.99, 9.98)\": 1.017}\n",
+      "\n",
+      "arcsinh(x):\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO: The graph of feature feature_0000 was simplified by 1.1%.\n",
+      "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n",
+      "\n",
+      "Feature Name: feature_0000\n",
+      "Feature Type: continuous\n",
+      "Means: {\"(-9.99, -8.86)\": -3.048, \"(-8.86, -7.81)\": -2.924, \"(-7.81, -6.93)\": -2.802, \"(-6.93, -6.09)\": -2.681, \"(-6.09, -5.36)\": -2.556, \"(-5.36, -4.71)\": -2.431, \"(-4.71, -4.18)\": -2.305, \"(-4.18, -3.67)\": -2.181, \"(-3.67, -3.21)\": -2.055, \"(-3.21, -2.79)\": -1.926, \"(-2.79, -2.45)\": -1.798, \"(-2.45, -2.16)\": -1.671, \"(-2.16, -2.0)\": -1.55, \"(-2.0, -1.72)\": -1.484, \"(-1.72, -1.51)\": -1.36, \"(-1.51, -1.28)\": -1.236, \"(-1.28, -1.18)\": -1.108, \"(-1.18, -0.99)\": -1.04, \"(-0.99, -0.89)\": -0.911, \"(-0.89, -0.79)\": -0.84, \"(-0.79, -0.7)\": -0.753, \"(-0.7, -0.58)\": -0.687, \"(-0.58, -0.49)\": -0.567, \"(-0.49, -0.37)\": -0.481, \"(-0.37, -0.3)\": -0.403, \"(-0.3, -0.21)\": -0.323, \"(-0.21, -0.06)\": -0.238, \"(-0.06, 0.1)\": -0.074, \"(0.1, 0.18)\": 0.072, \"(0.18, 0.27)\": 0.144, \"(0.27, 0.34)\": 0.223, \"(0.34, 0.43)\": 0.303, \"(0.43, 0.51)\": 0.372, \"(0.51, 0.58)\": 0.445, \"(0.58, 0.66)\": 0.511, \"(0.66, 0.77)\": 0.579, \"(0.77, 0.96)\": 0.674, \"(0.96, 1.16)\": 0.814, \"(1.16, 1.26)\": 0.942, \"(1.26, 1.36)\": 1.008, \"(1.36, 1.6)\": 1.075, \"(1.6, 1.73)\": 1.198, \"(1.73, 1.87)\": 1.276, \"(1.87, 2.17)\": 1.343, \"(2.17, 2.5)\": 1.472, \"(2.5, 2.7)\": 1.601, \"(2.7, 3.09)\": 1.668, \"(3.09, 3.51)\": 1.804, \"(3.51, 4.05)\": 1.929, \"(4.05, 4.61)\": 2.057, \"(4.61, 5.22)\": 2.183, \"(5.22, 5.9)\": 2.306, \"(5.9, 6.7)\": 2.427, \"(6.7, 7.57)\": 2.55, \"(7.57, 8.53)\": 2.672, \"(8.53, 9.63)\": 2.793, \"(9.63, 9.98)\": 2.916}\n",
+      "\n",
+      "arctan(x):\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INFO: The graph of feature feature_0000 was simplified by 1.1%.\n",
+      "This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\n",
+      "\n",
+      "Feature Name: feature_0000\n",
+      "Feature Type: continuous\n",
+      "Means: {\"(-9.97, -6.31)\": -1.45, \"(-6.31, -4.52)\": -1.391, \"(-4.52, -3.47)\": -1.33, \"(-3.47, -2.85)\": -1.268, \"(-2.85, -2.38)\": -1.208, \"(-2.38, -2.02)\": -1.146, \"(-2.02, -1.86)\": -1.084, \"(-1.86, -1.58)\": -1.05, \"(-1.58, -1.44)\": -0.978, \"(-1.44, -1.25)\": -0.936, \"(-1.25, -1.15)\": -0.862, \"(-1.15, -1.02)\": -0.827, \"(-1.02, -0.91)\": -0.768, \"(-0.91, -0.85)\": -0.708, \"(-0.85, -0.74)\": -0.667, \"(-0.74, -0.64)\": -0.605, \"(-0.64, -0.59)\": -0.541, \"(-0.59, -0.55)\": -0.504, \"(-0.55, -0.51)\": -0.471, \"(-0.51, -0.43)\": -0.436, \"(-0.43, -0.37)\": -0.374, \"(-0.37, -0.34)\": -0.335, \"(-0.34, -0.26)\": -0.296, \"(-0.26, -0.19)\": -0.227, \"(-0.19, -0.14)\": -0.152, \"(-0.14, -0.11)\": -0.119, \"(-0.11, -0.06)\": -0.078, \"(-0.06, -0.02)\": -0.033, \"(-0.02, 0.03)\": 0.006, \"(0.03, 0.08)\": 0.084, \"(0.08, 0.17)\": 0.118, \"(0.17, 0.22)\": 0.205, \"(0.22, 0.29)\": 0.24, \"(0.29, 0.35)\": 0.313, \"(0.35, 0.42)\": 0.386, \"(0.42, 0.49)\": 0.444, \"(0.49, 0.52)\": 0.477, \"(0.52, 0.6)\": 0.527, \"(0.6, 0.66)\": 0.57, \"(0.66, 0.71)\": 0.613, \"(0.71, 0.76)\": 0.647, \"(0.76, 0.81)\": 0.679, \"(0.81, 0.95)\": 0.714, \"(0.95, 1.08)\": 0.784, \"(1.08, 1.17)\": 0.849, \"(1.17, 1.29)\": 0.893, \"(1.29, 1.49)\": 0.941, \"(1.49, 1.6)\": 1.002, \"(1.6, 1.87)\": 1.037, \"(1.87, 2.19)\": 1.107, \"(2.19, 2.62)\": 1.17, \"(2.62, 3.23)\": 1.231, \"(3.23, 4.1)\": 1.294, \"(4.1, 5.56)\": 1.354, \"(5.56, 8.45)\": 1.415, \"(8.45, 9.99)\": 1.475}\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# for each function, draw 1000 samples from a normal distribution and fit an ebm\n",
+    "from interpret.glassbox import ExplainableBoostingRegressor\n",
+    "\n",
+    "functions_as_text = []\n",
+    "for f in functions:\n",
+    "    print(benchmark[functions.index(f)][1]  + ':')\n",
+    "    x = np.random.uniform(-10, 10, 1000)\n",
+    "    y = f(x)\n",
+    "    ebm = ExplainableBoostingRegressor()    \n",
+    "    ebm.fit(x.reshape(-1, 1), y)\n",
+    "    ebm_global = ebm.explain_global()\n",
+    "\n",
+    "    graph = graphs.extract_graph(ebm, 0)\n",
+    "    graphs.plot_graph(graph)\n",
+    "    graph = t2ebm.graphs.simplify_graph(graph, min_variation_per_cent=0.01)\n",
+    "    graphs.plot_graph(graph)\n",
+    "    plt.show()\n",
+    "\n",
+    "    graph_as_text = graphs.graph_to_text(graph, max_tokens=1000, x_axis_precision=2, confidence_bounds=False)\n",
+    "    print(graph_as_text)\n",
+    "    functions_as_text.append(graph_as_text)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Run the benchmark"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "a) x\n",
+      "b) x^2\n",
+      "c) x^3\n",
+      "d) sin(x)\n",
+      "e) cos(x)\n",
+      "f) exp(x)\n",
+      "g) |x|\n",
+      "h) sinh(x)\n",
+      "i) cosh(x)\n",
+      "j) tanh(x)\n",
+      "k) arcsinh(x)\n",
+      "l) arctan(x)\n"
+     ]
+    }
+   ],
+   "source": [
+    "function_names = [name for _, name in benchmark]\n",
+    "cases = ['a)', 'b)', 'c)', 'd)', 'e)', 'f)', 'g)', 'h)', 'i)', 'j)', 'k)', 'l)', 'm)', 'n)', 'o)', 'p)', 'q)', 'r)', 's)', 't)', 'u)', 'v)', 'w)', 'x)', 'y)', 'z)']\n",
+    "\n",
+    "options = '\\n'.join([f'{case} {name}' for case, name in zip(cases, function_names)])\n",
+    "print(options)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Graph x\n",
+      "MC OPTIONS: a) sinh(x)\n",
+      "b) sin(x)\n",
+      "c) tanh(x)\n",
+      "d) x\n",
+      "e) sinh(x)\n",
+      "Let's analyze the given options one by one to identify which function best describes the pattern in the graph.\n",
+      "\n",
+      "### Option (a) sinh(x)\n",
+      "The hyperbolic sine function sinh(x) is defined as:\n",
+      "\\[ \\text{sinh}(x) = \\frac{e^x - e^{-x}}{2} \\]\n",
+      "- The shape of sinh(x) shows an exponential growth for both positive and negative values of x.\n",
+      "- For negative values of x, sinh(x) is negative, and for positive values of x, sinh(x) is positive.\n",
+      "- The function is monotonic and unbounded, growing rapidly in both directions.\n",
+      "\n",
+      "### Option (b) sin(x)\n",
+      "The sine function sin(x) is periodic and oscillatory:\n",
+      "\\[ \\text{sin}(x) \\]\n",
+      "- The range is \\([-1, 1]\\), and it oscillates between these values.\n",
+      "- This cannot describe a monotonically increasing relationship as seen in the given data.\n",
+      "\n",
+      "### Option (c) tanh(x)\n",
+      "The hyperbolic tangent function tanh(x) is defined as:\n",
+      "\\[ \\text{tanh}(x) = \\frac{\\text{sinh}(x)}{\\text{cosh}(x)} = \\frac{e^x - e^{-x}}{e^x + e^{-x}} \\]\n",
+      "- Tanh(x) transitions smoothly from -1 to 1.\n",
+      "- It is an S-shaped curve, asymptotically approaching -1 as x approaches \\(-\\infty\\) and 1 as x approaches \\(+\\infty\\).\n",
+      "- This can describe a pattern where the values start negative, cross zero, and tend towards positive values.\n",
+      "\n",
+      "### Option (d) x\n",
+      "A straight line function representing a direct linear relationship:\n",
+      "\\[ y = x \\]\n",
+      "- The shape is a straight line, which is monotonic and goes through the origin.\n",
+      "- The graph will be a continuous, linear increase without any curvatures.\n",
+      "\n",
+      "Given the analysis and the observed pattern in the data, where the values start from a negative value and increase linearly through to positive outcomes, the most fitting choice appears to be:\n",
+      "\n",
+      "### (d) x\n",
+      "\n",
+      "The pattern in the graph shows a continuous and monotonic linear progression, which aligns perfectly with the linear function \\(y = x\\). The other options either exhibit periodic behavior, non-linear exponential growth, or bounded behavior that doesn’t match the described data.\n",
+      "\n",
+      "Therefore, the depicted function in the graph is:\n",
+      "\\[ \\boxed{d) \\,x} \\]\n",
+      "--------------------------------------------------------------------------------\n",
+      "Graph x^2\n",
+      "MC OPTIONS: a) x^2\n",
+      "b) cosh(x)\n",
+      "c) x\n",
+      "d) tanh(x)\n",
+      "e) arcsinh(x)\n",
+      "To determine which of the given functions is depicted by the graph, let's analyze the nature of the graph step by step and compare it with each function's characteristics:\n",
+      "\n",
+      "### Step-by-Step Analysis:\n",
+      "\n",
+      "1. **Behavior at Extreme Ends**:\n",
+      "   - For \\( x \\) values near \\(-10\\) and \\(10\\), the mean value is high (around \\(67\\)) and similar on both ends.\n",
+      "   - This suggests the function might be symmetric or at least exhibits similar behavior for large positive and negative values.\n",
+      "\n",
+      "2. **U-Shaped Pattern**:\n",
+      "   - The graph shows a U-shaped pattern with a minimum value near \\( x = -1.28 \\) to \\(2.15\\) where the mean value is approximately \\(-30.19\\).\n",
+      "   - This indicates the function decreases to a minimum and then increases again symmetrically.\n",
+      "\n",
+      "Given these clues, let's match the characteristics to the candidate functions:\n",
+      "\n",
+      "**a) \\( x^2 \\):**\n",
+      "   - \\( x^2 \\) produces a parabolic curve which is symmetric and U-shaped.\n",
+      "   - Evaluating: \\( f(x) = x^2 \\) for negative and positive \\(x\\) gives high values at both ends.\n",
+      "   - This fits the observed pattern.\n",
+      "\n",
+      "**b) \\( \\cosh(x) \\):**\n",
+      "   - \\( \\cosh(x) = \\frac{e^x + e^{-x}}{2} \\) similarly produces a U-shaped curve which is also symmetric and grows exponentially.\n",
+      "   - Has behavior similar to \\( e^x \\). High values for large positive and negative \\(x\\) which closely fits the graph's rising trend on both ends.\n",
+      "   - This function is less likely to fit, since the rapid exponential growth seems a bit too sharp.\n",
+      "\n",
+      "**c) \\( x \\):**\n",
+      "   - \\( x \\) produces a linear function which does not match the U-shaped pattern observed.\n",
+      "   - This function doesn't fit the graph.\n",
+      "\n",
+      "**d) \\( \\tanh(x) \\):**\n",
+      "   - \\( \\tanh(x) \\) produces an S-shaped curve leveling off to \\(\\pm1\\) asymptotically.\n",
+      "   - It crosses zero at \\( x=0\\).\n",
+      "   - This doesn't match the observed U-shaped pattern.\n",
+      "\n",
+      "**e) \\( \\text{arcsinh}(x) \\):**\n",
+      "   - The inverse hyperbolic sine \\( \\text{arcsinh}(x) \\) provides a similar function to \\( \\tanh(x) \\), with smaller growth near zero and larger values as \\( |x| \\) increases.\n",
+      "   - Similarities to the overall growth pattern, more logarithmic. However, it doesn't fit exactly to the perfect U pattern of the graph.\n",
+      "\n",
+      "### Conclusion:\n",
+      "The depicted function is most likely **\\( x^2 \\)** because it reflects a symmetric U-shaped curve, with high values at both ends and a minimum at a central point, which aligns with the pattern observed in the given data.\n",
+      "\n",
+      "Hence, the function depicted by the graph is:\n",
+      "   - **a) \\( x^2 \\)**\n",
+      "--------------------------------------------------------------------------------\n",
+      "Graph x^3\n",
+      "MC OPTIONS: a) cos(x)\n",
+      "b) arcsinh(x)\n",
+      "c) sinh(x)\n",
+      "d) x^3\n",
+      "e) tanh(x)\n",
+      "To identify which of the given functions (cos(x), arcsinh(x), sinh(x), x^3, tanh(x)) best matches the pattern in the graph, we can analyze the general properties and behaviors of each function. We already have an overall description of the trend in the graph: a strong and consistent upward trend, starting from negative values, transitioning through zero, and then moving into positive values.\n",
+      "\n",
+      "Let’s analyze each function step by step:\n",
+      "\n",
+      "### 1. cos(x)\n",
+      "- **Behavior:** The cosine function oscillates between -1 and 1. It does not have a continuous upward trend.\n",
+      "- **Pattern Match:** This is inconsistent with a continuous upward trend that moves from a negative value to a positive value.\n",
+      "- **Conclusion:** Unlikely to be cos(x).\n",
+      "\n",
+      "### 2. arcsinh(x)\n",
+      "- **Behavior:** The inverse hyperbolic sine function arcsinh(x) increases continuously, and behaves similarly to a linear function for large x, but less steeply for smaller x. It smoothly transitions from negative values to positive values.\n",
+      "- **Pattern Match:** This could be possible as it matches the description of a continuous upward trend from negative to positive.\n",
+      "- **Conclusion:** Possibly arcsinh(x).\n",
+      "\n",
+      "### 3. sinh(x)\n",
+      "- **Behavior:** The hyperbolic sine function sinh(x) increases steeply and is symmetric about the origin, rising sharply for large positive and negative values.\n",
+      "- **Pattern Match:** This does not match the smooth transition observed in the graph where values gradially increase. It's more similar to exponential growth.\n",
+      "- **Conclusion:** It seems less likely to be sinh(x).\n",
+      "\n",
+      "### 4. x^3\n",
+      "- **Behavior:** The cubic function x^3 increases steadily, transitioning smoothly through the origin from negative values to positive values.\n",
+      "- **Pattern Match:** This could match the graph as it captures the smooth transition from negative to positive in a continuous upward trend.\n",
+      "- **Conclusion:** Possibly x^3.\n",
+      "\n",
+      "### 5. tanh(x)\n",
+      "- **Behavior:** The hyperbolic tangent function tanh(x) increases steadily and smoothly, transitioning from negative values to positive values but asymptotically approaching -1 and 1, respectively.\n",
+      "- **Pattern Match:** The pattern in the graph does not show asymptotic behavior; it shows a sharp increase rather than leveling off.\n",
+      "- **Conclusion:** Less likely to be tanh(x).\n",
+      "\n",
+      "### Comparing arcsinh(x) and x^3:\n",
+      "Both arcsinh(x) and x^3 can exhibit a continuous upward trend transitioning from negative to positive values. However, the graph data suggests a sharper increase for higher values, which aligns more closely with the behavior of \\( x^3 \\), as arcsinh(x) would progress less steeply for higher positive and negative x values.\n",
+      "\n",
+      "Thus, the function depicted in the graph is most consistent with:\n",
+      "\n",
+      "### **d) \\( x^3 \\)**\n",
+      "--------------------------------------------------------------------------------\n",
+      "Graph sin(x)\n",
+      "MC OPTIONS: a) x\n",
+      "b) arctan(x)\n",
+      "c) exp(x)\n",
+      "d) sin(x)\n",
+      "e) cos(x)\n",
+      "To deduce which of the provided functions matches the graph, we should analyze the graph's properties and compare them with the known characteristics of each function:\n",
+      "\n",
+      "### Function Characteristics Overview:\n",
+      "1. **x**: A linear function that increases or decreases constantly without periodicity.\n",
+      "2. **arctan(x)**: A monotonic function that increases and has an S-shape but is not periodic.\n",
+      "3. **exp(x)**: An exponential function that increases very rapidly; it is not periodic.\n",
+      "4. **sin(x)**: A periodic function that oscillates smoothly between -1 and 1, with a period of 2π.\n",
+      "5. **cos(x)**: Also a periodic function similar to sin(x), with the same period but shifted.\n",
+      "\n",
+      "### Analysis of the Graph:\n",
+      "- **Periodicity**: The graph clearly shows periodic behavior, alternating between maxima and minima. This property rules out the functions \\( x \\), \\( \\arctan(x) \\), and \\( \\exp(x) \\), as these are not periodic functions.\n",
+      "- **Symmetry and Oscillations**: The pattern appears sinusoidal, exhibiting symmetry and repeated oscillations over fixed intervals.\n",
+      "\n",
+      "Given these characteristics, the remaining candidates are:\n",
+      "\n",
+      "- \\( \\sin(x) \\)\n",
+      "- \\( \\cos(x) \\)\n",
+      "\n",
+      "Both functions \\(\\sin(x)\\) and \\(\\cos(x)\\) are periodic and oscillate between -1 and 1. The choice between them will depend on the phase shift of the sine or cosine wave. However, considering the model typically starts at 0 for simpler interpretations, the nature of the wave can help differentiate:\n",
+      "\n",
+      "### Inspection:\n",
+      "- The graph must start at a zero crossing for \\( \\sin(x) \\) or at a peak or trough for \\( \\cos(x) \\).\n",
+      "\n",
+      "Let's compare:\n",
+      "\n",
+      "- \\( \\sin(x) \\) starts at 0 and has subsequent peaks around \\(\\pi/2, 5\\pi/2,\\) etc.\n",
+      "- \\( \\cos(x) \\) starts at a peak (1) and has subsequent zeros at \\(\\pi/2, 3\\pi/2,\\) etc.\n",
+      "\n",
+      "### Conclusion:\n",
+      "Considering that the initial intervals provided suggest starting around a zero crossing and increase towards a peak, the observed punctuations and intervals match the behavior of a \\(\\sin(x)\\) function more closely than \\(\\cos(x)\\).\n",
+      "\n",
+      "Thus, the graph most likely depicts the function:\n",
+      "- **(d) \\( \\sin(x) \\)**\n",
+      "\n",
+      "--------------------------------------------------------------------------------\n",
+      "Graph cos(x)\n",
+      "MC OPTIONS: a) arcsinh(x)\n",
+      "b) cos(x)\n",
+      "c) |x|\n",
+      "d) x^3\n",
+      "e) sinh(x)\n",
+      "Let's break down the characteristics of each mentioned function and compare them with the pattern described in the graph:\n",
+      "\n",
+      "**1. arcsinh(x):**\n",
+      "   - The arcsinh function (inverse hyperbolic sine) grows almost linearly for small values of \\(x\\) and logarithmically for large positive and negative values. \n",
+      "   - This would not exhibit the oscillatory pattern observed in the graph. \n",
+      "\n",
+      "**2. cos(x):**\n",
+      "   - The cosine function is periodic with alternating maxima and minima, creating an oscillatory pattern that matches our description well. \n",
+      "   - The cosine function repeats every \\(2\\pi\\) and exhibits symmetric positive and negative peaks.\n",
+      "\n",
+      "**3. |x|:**\n",
+      "   - The absolute value function results in a V-shaped graph, where the value for negative \\(x\\) is mirrored to the positive side, presenting a distinct positive linear growth/decrease and no oscillation.\n",
+      "   - This does not match the observed alternating positive and negative values.\n",
+      "\n",
+      "**4. x^3:**\n",
+      "   - The cubic function \\(x^3\\) is a continuously increasing function for \\(x > 0\\) and decreasing for \\(x < 0\\). \n",
+      "   - The effect on predictions does not oscillate but shows a monotonic trend which does not fit our pattern.\n",
+      "\n",
+      "**5. sinh(x):**\n",
+      "   - The hyperbolic sine function \\( \\sinh(x) \\) grows exponentially for both positive and negative values of \\(x\\) and is symmetric.\n",
+      "   - This also does not fit the oscillatory pattern.\n",
+      "\n",
+      "Considering the pattern described:\n",
+      "\n",
+      "- **The values increase and decrease periodically, and we see alternating effects throughout the range.**\n",
+      "- **Symmetric positive and negative oscillations.**\n",
+      "\n",
+      "Thus, the most plausible function that fits the described pattern is **cos(x)**. \n",
+      "\n",
+      "Therefore, the function depicted in the graph is most likely **cos(x)**.\n",
+      "--------------------------------------------------------------------------------\n",
+      "Graph exp(x)\n",
+      "MC OPTIONS: a) |x|\n",
+      "b) arctan(x)\n",
+      "c) exp(x)\n",
+      "d) |x|\n",
+      "e) sin(x)\n",
+      "To identify which of the provided functions best matches the pattern described in the graph, we'll analyze each option's behavior step by step and compare it to the graph's key characteristics:\n",
+      "\n",
+      "1. **Initial Decline (Strong Negative Effect)**\n",
+      "2. **Rapid Increase (Shifts from Negative to Positive)**\n",
+      "3. **Continued Growth (Positive Increasing Effect)**\n",
+      "4. **Exponential Increase (Very Steep Positive Effect at the End)**\n",
+      "\n",
+      "### a) \\|x\\| (Abs(X))\n",
+      "- \\|x\\| would not exhibit a strong initial decline. Instead, it increases linearly from zero (when x is positive).\n",
+      "- For negative values of x, it increases linearly as well but in a mirror fashion.\n",
+      "- Therefore, this function does not fit our initial strong negative effect or the steep increase.\n",
+      "\n",
+      "### b) arctan(x)\n",
+      "- The arctan(x) function starts with a negative value for negative x and approaches zero as x goes towards zero. It then increases but it does so asymptotically, meaning it would not show a rapid increase after turning positive.\n",
+      "- The growth of arctan(x) is more gradual and not exponential, so it also does not fit the described exponential growth at higher values.\n",
+      "\n",
+      "### c) exp(x)\n",
+      "- The exponential function exp(x) starts with very small values for negative x, becoming rapidly larger as x increases.\n",
+      "- It transitions smoothly from negative to positive values and then increases very steeply, matching the description of initial decline, rapid increase, and exponential growth.\n",
+      "- This function fits the entire pattern described.\n",
+      "\n",
+      "### d) \\|x\\| (Abs(X)) - Repetition, same analysis as a.\n",
+      "- Not applicable as already discussed in (a).\n",
+      "\n",
+      "### e) sin(x)\n",
+      "- The sine function oscillates between -1 and 1 and does not continue to grow as x increases.\n",
+      "- This does not match the pattern of sustained growth and the exponential increase seen in the graph.\n",
+      "\n",
+      "Based on the step-by-step comparison, **c) exp(x)** is the function that best matches the characteristics of the graph, showing an initial decline, shift from negative to positive, and significant exponential growth at higher values.\n",
+      "--------------------------------------------------------------------------------\n",
+      "Graph |x|\n",
+      "MC OPTIONS: a) sin(x)\n",
+      "b) sinh(x)\n",
+      "c) |x|\n",
+      "d) x^2\n",
+      "e) x^2\n",
+      "To identify which of the given functions best describes the graph, let's analyze the pattern step by step along with the provided intervals and their mean values:\n",
+      "\n",
+      "1. **Pattern Recognition**:\n",
+      "   - The function decreases steadily, reaching its minimum around \\(x \\approx 0\\), and then increases symmetrically.\n",
+      "   - This symmetrical 'V' or 'U' shape suggests it is likely to be a function that is symmetric about the y-axis.\n",
+      "\n",
+      "2. **Reviewing Candidate Functions**:\n",
+      "   - **a) sin(x)**: The sine function oscillates between -1 and 1 and isn't symmetric about the y-axis in the way described.\n",
+      "   - **b) sinh(x)**: The hyperbolic sine function (sinh) is not symmetric about the y-axis; it is an odd function and increases exponentially on either side of the y-axis.\n",
+      "   - **c) |x|**: The absolute value function has a sharp 'V' shape, which is a possible candidate.\n",
+      "   - **d) x^2**: The quadratic function \\(x^2\\) has a smooth 'U' shape, which fits the description.\n",
+      "   - **e) x^2**: This is repeated and can be ruled out as identical to option (d).\n",
+      "\n",
+      "3. **Matching the Function to the Graph**:\n",
+      "   - The given means show a gradual change rather than a sharp point, which suggests a smooth curve rather than a sharp 'V'.\n",
+      "   - The quadratic function \\(x^2\\) naturally fits the smooth and symmetric 'U' shape of the graph.\n",
+      "\n",
+      "Based on the described pattern and comparison with the candidate functions, the function depicted in the graph is most likely:\n",
+      "\n",
+      "**d) x^2**\n",
+      "--------------------------------------------------------------------------------\n",
+      "Graph sinh(x)\n",
+      "MC OPTIONS: a) arcsinh(x)\n",
+      "b) tanh(x)\n",
+      "c) sinh(x)\n",
+      "d) exp(x)\n",
+      "e) tanh(x)\n",
+      "To identify which function the graph is depicting, let's analyze the general behavior of each function and see how they match the pattern of the graph described:\n",
+      "\n",
+      "1. **arcsinh(x):**\n",
+      "   - The arcsinh function provides an inverse hyperbolic sine, which is a smooth, increasing function that approaches linear growth for large values of \\( x \\). It behaves almost like \\( x \\) for large \\( x \\) and \\( -x \\) for large negative \\( x \\).\n",
+      "\n",
+      "2. **tanh(x):**\n",
+      "   - The hyperbolic tangent function \\( \\tanh(x) \\) is a sigmoid function that starts from nearly -1 for large negative \\( x \\), increases to 0 at \\( x = 0 \\), and approaches 1 for large positive \\( x \\). This function saturates at both ends.\n",
+      "\n",
+      "3. **sinh(x):**\n",
+      "   - The hyperbolic sine \\( \\sinh(x) \\) grows exponentially and exhibits symmetry. It behaves like \\( e^x/2 - e^{-x}/2 \\), which means it increases rapidly for positive \\( x \\) and decreases rapidly for negative \\( x \\).\n",
+      "\n",
+      "4. **exp(x):**\n",
+      "   - The exponential function \\( \\exp(x) \\) grows exponentially for positive \\( x \\). It increases very rapidly and does not exist for negative \\( x \\).\n",
+      "\n",
+      "Given the pattern of the graph:\n",
+      "\n",
+      "- The feature values start highly negative, increase gradually, cross from negative to positive, and then rise sharply to very high values for large positive feature values.\n",
+      "- The observed behavior is a gradual increase for negative values, transitioning to positive values, and then sharply rising at the positive end.\n",
+      "\n",
+      "From this, the two candidates that match this behavior are **sinh(x)** and **exp(x)**, as both exhibit rapid increases for positive \\( x \\). However, since the graph also shows strong negative values and behaves symmetrically around zero before increasing sharply, **sinh(x)** seems to be the most appropriate match.\n",
+      "\n",
+      "Thus, the function depicted in the graph is **sinh(x)**.\n",
+      "--------------------------------------------------------------------------------\n",
+      "Graph cosh(x)\n",
+      "MC OPTIONS: a) tanh(x)\n",
+      "b) x^3\n",
+      "c) cosh(x)\n",
+      "d) x^3\n",
+      "e) exp(x)\n",
+      "To determine which function among the given options best matches the pattern in the graph, let's analyze the characteristics of each of the candidate functions and compare them with the observed pattern.\n",
+      "\n",
+      "1. **tanh(x)**:\n",
+      "   - The hyperbolic tangent function has an S-shaped curve, asymptotically approaching -1 and 1 as \\( x \\) goes to \\(-\\infty\\) and \\(+\\infty\\), respectively.\n",
+      "   - It starts at 0 when \\( x = 0 \\), increasing towards 1 as \\( x \\) increases and decreasing towards -1 as \\( x \\) decreases.\n",
+      "\n",
+      "2. **x^3**:\n",
+      "   - The cubic function \\( x^3 \\) is an odd function, meaning it has symmetry about the origin.\n",
+      "   - As \\( x \\) increases or decreases, the function value increases or decreases exponentially. It has an inflection point at \\( x = 0 \\).\n",
+      "\n",
+      "3. **cosh(x)**:\n",
+      "   - The hyperbolic cosine function \\( \\cosh(x) \\) is an even function, meaning it is symmetric with respect to the y-axis.\n",
+      "   - It has a minimum value at \\( x = 0 \\), where \\( \\cosh(0) = 1 \\), and it increases exponentially as \\( x \\) moves away from 0 in either direction.\n",
+      "   - The function is always positive and rises symmetrically.\n",
+      "\n",
+      "4. **exp(x)**:\n",
+      "   - The exponential function \\( e^x \\) is a continuously increasing function.\n",
+      "   - It starts from a small value when \\( x \\) is very negative, passes through 1 when \\( x = 0 \\), and increases rapidly for positive values of \\( x \\).\n",
+      "\n",
+      "Now, let's compare these characteristics with the observed pattern in the graph:\n",
+      "\n",
+      "- The graph indicates high values at extreme negative and positive ends.\n",
+      "- There is a minimum value around \\( x \\) = -6.\n",
+      "- There is a symmetrical increase as \\( x \\) moves away from the middle towards positive or negative ends.\n",
+      "\n",
+      "Given these observations:\n",
+      "- **tanh(x)** can be ruled out because it asymptotically approaches limits (-1 to 1) and doesn’t exhibit the same high values at extreme \\( x \\).\n",
+      "- **x^3** is an odd function and would display an unsymmetrical shape, not fitting the observed symmetrical pattern.\n",
+      "- **exp(x)** is a strictly increasing function with no decrease, which does not fit the observed decrease in the graph.\n",
+      "\n",
+      "The remaining candidates are:\n",
+      "- **cosh(x)**\n",
+      "  - Symmetric relative to \\( x = 0 \\)\n",
+      "  - Exponential rise on both ends away from \\( x = 0 \\)\n",
+      "  \n",
+      "Thus, the observed graphical pattern, which shows a symmetric decrease to a minimum near a zero point and an exponential rise on both ends of the x-axis fits best with **cosh(x)**.\n",
+      "\n",
+      "Therefore, the function depicted in the graph is likely:\n",
+      "**c) cosh(x)**.\n",
+      "--------------------------------------------------------------------------------\n",
+      "Graph tanh(x)\n",
+      "MC OPTIONS: a) sinh(x)\n",
+      "b) x^2\n",
+      "c) tanh(x)\n",
+      "d) cos(x)\n",
+      "e) arcsinh(x)\n",
+      "To determine which of the provided functions matches the pattern observed in the provided graph for \"feature_0000,\" let's carefully analyze each candidate function and compare its characteristics with the behavior seen in the graph.\n",
+      "\n",
+      "### Candidate Functions:\n",
+      "1. **sinh(x)**:\n",
+      "   - sinh(x) = (e^x - e^(-x)) / 2.\n",
+      "   - This hyperbolic sine function is symmetric and exponentially increases both positively and negatively, similar to e^x and -e^x.\n",
+      "   - When x is very negative or very positive, sinh(x) grows exponentially in the respective direction.\n",
+      "\n",
+      "2. **x^2**:\n",
+      "   - A parabolic function that is always non-negative and increases quadratically as x moves away from 0.\n",
+      "   - The graph is symmetric around zero and has its minimum value at x = 0, equating to 0.\n",
+      "\n",
+      "3. **tanh(x)**:\n",
+      "   - tanh(x) = (e^x - e^(-x)) / (e^x + e^(-x)).\n",
+      "   - This hyperbolic tangent function saturates at -1 and 1 for very negative and very positive values of x, respectively. It's an S-shaped curve.\n",
+      "   - It has a gradual slope near 0 and steeper towards extremities before saturating.\n",
+      "\n",
+      "4. **cos(x)**:\n",
+      "   - A periodic function with a period of 2π, oscillating between -1 and 1.\n",
+      "   - Since the function oscillates, it produces repeating ups and downs in its graph.\n",
+      "\n",
+      "5. **arcsinh(x)**:\n",
+      "   - The inverse hyperbolic sine function.\n",
+      "   - It grows logarithmically at both positive and negative infinities and is symmetric around zero.\n",
+      "   - The growth is slower compared to linear functions.\n",
+      "\n",
+      "### Step-by-Step Analysis:\n",
+      "1. **Examine Symmetry and Behavior at Zero:**\n",
+      "   - The graph for \"feature_0000\" appears symmetric around 0 and shows a transition from negative values to positive through 0.\n",
+      "\n",
+      "2. **Behavior in Negative and Positive Ranges:**\n",
+      "   - The graph shows nearly linear growth in both negative and positive directions from 0. This looks more consistent with functions that steadily increase without oscillating.\n",
+      "\n",
+      "3. **Exponential Growth or Saturation:**\n",
+      "   - There is no indication of saturation (as tanh(x) would show with a horizontal asymptote near 1 or -1).\n",
+      "   - The graph does not exhibit exponential growth like sinh(x).\n",
+      "\n",
+      "4. **Comparing with Periodic Functions:**\n",
+      "   - Given the continuous linear increase and symmetry seen, a periodic function like cos(x) can be ruled out. Cos(x) would demonstrate repeating cycles of increase and decrease.\n",
+      "\n",
+      "5. **Residual Growth Patterns:**\n",
+      "   - Comparing residual growth, arcsinh(x) grows logarithmically slower than sinh(x) or an exponential function. It increases moderately in positive and negative directions symmetrically.\n",
+      "\n",
+      "6. **Graph Values Comparison:**\n",
+      "   - The provided function values for extremes (\\(3.99, 9.98\\): 1.017) indicate it doesn't match the quadratic like x^2, nor does it match an exponential increase. The value increase is slower and fits well with arcsinh(x).\n",
+      "\n",
+      "### Conclusion:\n",
+      "Given the consistent and moderate increase that arcsinh(x) shows along with the points' approximate values and symmetrical non-exponential growth, **the function that best fits the plotted data pattern for \"feature_0000\" is likely \\(\\text{e) arcsinh(x)}\\)**. \n",
+      "\n",
+      "Thus, based on the data, the function depicted in the graph is **arcsinh(x)**.\n",
+      "--------------------------------------------------------------------------------\n",
+      "Graph arcsinh(x)\n",
+      "MC OPTIONS: a) sinh(x)\n",
+      "b) arcsinh(x)\n",
+      "c) |x|\n",
+      "d) sin(x)\n",
+      "e) x\n",
+      "To identify which function from the given list resembles the graph, we need to compare the general patterns of each function with the monotonic increase observed in the graph:\n",
+      "\n",
+      "1. **sinh(x) (Hyperbolic Sine Function):**\n",
+      "   - The hyperbolic sine function \\( \\sinh(x) \\) is defined as \\( \\frac{e^x - e^{-x}}{2} \\).\n",
+      "   - It is an odd function, and its graph resembles an exponential growth for positive \\(x\\) and exponential decay for negative \\(x\\).\n",
+      "   - This function steadily increases as \\( x \\) moves from negative to positive values, similar to the graph we have.\n",
+      "\n",
+      "2. **arcsinh(x) (Inverse Hyperbolic Sine Function):**\n",
+      "   - The inverse hyperbolic sine function \\( \\text{arcsinh}(x) \\) is defined as \\( \\ln(x + \\sqrt{x^2 + 1}) \\).\n",
+      "   - It is also an odd function and grows logarithmically as \\( x \\) increases. It steadily increases but does not exhibit the same strong, linear increase.\n",
+      "\n",
+      "3. **|x| (Absolute Value Function):**\n",
+      "   - The absolute value function \\( |x| \\) is defined as \\( x \\) for \\( x \\geq 0 \\) and \\( -x \\) for \\( x < 0 \\).\n",
+      "   - It has a V-shape, which doesn't match the continuously increasing trend we observe in the graph.\n",
+      "\n",
+      "4. **sin(x) (Sine Function):**\n",
+      "   - The sine function \\( \\sin(x) \\) oscillates between -1 and 1.\n",
+      "   - It does not match the monotonic and steady increase observed in the graph.\n",
+      "\n",
+      "5. **x (Linear Function):**\n",
+      "   - The linear function \\( x \\) increases steadily as \\( x \\) increases.\n",
+      "   - It matches the observed pattern quite well.\n",
+      "\n",
+      "Given the pattern of a steady and monotonic increase observed in the graph, the possible candidates are \\( \\sinh(x) \\) and \\(x\\), since both exhibit a similar monotonically increasing trend.\n",
+      "\n",
+      "However, considering the exact intervals and comparing the rapid increase seen with positive values and the less steep increase in negative values:\n",
+      "\n",
+      "- **Symmetry:** The graph shows symmetry around x = 0.\n",
+      "- **Exponential Growth:** The rapid increase on positive values could suggest an exponential component which fits \\( \\sinh(x) \\) better.\n",
+      "\n",
+      "Thus, the graph is likely depicting the function \\( \\sinh(x) \\).\n",
+      "\n",
+      "### Conclusion:\n",
+      "The function depicted in the graph most closely matches the behavior of \\( \\sinh(x) \\), from the given options.\n",
+      "--------------------------------------------------------------------------------\n",
+      "Graph arctan(x)\n",
+      "MC OPTIONS: a) exp(x)\n",
+      "b) cosh(x)\n",
+      "c) tanh(x)\n",
+      "d) x^3\n",
+      "e) arctan(x)\n",
+      "To identify which of the given functions the graph depicts, let's analyze the characteristic behaviors of each function and compare them step by step with the pattern observed in the graph.\n",
+      "\n",
+      "### Graph Characteristics Recap:\n",
+      "1. **Negative Range (-9.97 to -0.02):** The mean effect increases from -1.45 to near 0.\n",
+      "2. **Near Zero (steady range -0.02 to 0.03):** Mean effect is close to zero.\n",
+      "3. **Positive Range (0.03 to 9.99):** Mean effect increases from approximately 0.084 to 1.475.\n",
+      "\n",
+      "### Function Analysis:\n",
+      "\n",
+      "1. **exp(x):**\n",
+      "   - **Negative Range:** Values very close to zero, increasing slowly.\n",
+      "   - **Near Zero:** Exp(0) = 1, so value should be 1 at zero.\n",
+      "   - **Positive Range:** Exponential increase.\n",
+      "   \n",
+      "   **Mismatch:** Since the mean values at zero are around 0, not 1. This seems unlikely.\n",
+      "\n",
+      "2. **cosh(x):**\n",
+      "   - **Negative Range:** Symmetrical about 0, values increase from the minimum value of 1.\n",
+      "   - **Near Zero:** cosh(0) = 1.\n",
+      "   - **Positive Range:** Exponential increase like exp(x).\n",
+      "   \n",
+      "   **Mismatch:** This function is positive even for negative inputs, so it's unlikely.\n",
+      "\n",
+      "3. **tanh(x):**\n",
+      "   - **Negative Range:** Starts from -1 asymptotically, increases towards zero.\n",
+      "   - **Near Zero:** tanh(0) = 0.\n",
+      "   - **Positive Range:** Asymptotically approaches 1.\n",
+      "   \n",
+      "   **Similar:** Starts from near -1, crosses zero around origin, and increases slowly towards 1, similar to the graph. Closely matches the observed pattern.\n",
+      "\n",
+      "4. **x^3:**\n",
+      "   - **Negative Range:** Cubic decrease for negative, significant values if sufficiently negative.\n",
+      "   - **Near Zero:** Near-zero values remain small.\n",
+      "   - **Positive Range:** Cubic growth for positive values.\n",
+      "   \n",
+      "   **Mismatch:** The increase should be more rapid and not linear; typically very steep changes in value.\n",
+      "   \n",
+      "5. **arctan(x):**\n",
+      "   - **Negative Range:** Slow increase from negative to zero.\n",
+      "   - **Near Zero:** arctan(0) = 0.\n",
+      "   - **Positive Range:** Slowly increases from zero to positive, limited within (-pi/2, pi/2).\n",
+      "   \n",
+      "   **Similar:** Shows a gradual increase from negative to positive, reaching saturation. However, spans only within limits.\n",
+      "\n",
+      "### Conclusion:\n",
+      "Comparing the observed pattern:\n",
+      "\n",
+      "- The behavior from -9.97 to 9.99 consistently trending from -1.45 to 1.475 matches **tanh(x)** most closely. \n",
+      "- The values near zero crossing at zero align well with tanh characteristics.\n",
+      "- The function spanning approximately from -1 to 1 fits with the given feature effect details.\n",
+      "\n",
+      "Thus, the graph likely depicts the function **(c) tanh(x)**.\n",
+      "--------------------------------------------------------------------------------\n"
+     ]
+    }
+   ],
+   "source": [
+    "for graph_idx in range(len(benchmark)):\n",
+    "    print(f'Graph {benchmark[graph_idx][1]}')\n",
+    "    # initial description message\n",
+    "    graph_as_text = functions_as_text[graph_idx]\n",
+    "    prompt = t2ebm.prompts.describe_graph(\n",
+    "        graph_as_text, include_assistant_response=False\n",
+    "    )\n",
+    "    messages = t2ebm.utils.parse_guidance_query(prompt)\n",
+    "    # send query\n",
+    "    response = t2ebm.utils.openai_completion_query('gpt-4o-2024-05-13', messages)\n",
+    "    # prepare next query\n",
+    "    messages.append({'role': 'assistant', 'content': response})\n",
+    "\n",
+    "    mc_options = [benchmark[graph_idx][1]]\n",
+    "    # select 4 more random functions\n",
+    "    for _ in range(4):\n",
+    "        random_idx = np.random.randint(0, len(benchmark))\n",
+    "        while random_idx == graph_idx:\n",
+    "            random_idx = np.random.randint(0, len(benchmark))\n",
+    "        mc_options.append(benchmark[random_idx][1])\n",
+    "    # shuffle options\n",
+    "    np.random.shuffle(mc_options)\n",
+    "    mc_options = '\\n'.join([f'{case} {name}' for case, name in zip(cases, mc_options)])\n",
+    "    print('MC OPTIONS:', mc_options)\n",
+    "\n",
+    "    mc_question = f\"\"\"It turns out that the graph depicts one of the following functions:\n",
+    "\n",
+    "{mc_options}\n",
+    "\n",
+    "Your task now is to identify which of the functions is the one that is depicted in the graph. Think step by step.\n",
+    "\"\"\"\n",
+    "    messages.append({'role': 'user', 'content': mc_question})\n",
+    "    # send query\n",
+    "    response = t2ebm.utils.openai_completion_query('gpt-4o-2024-05-13', messages) \n",
+    "    print(response)\n",
+    "    print('-'*80)\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "a) x\n",
+      "b) x^2\n",
+      "c) x^3\n",
+      "d) sin(x)\n",
+      "e) cos(x)\n",
+      "f) exp(x)\n",
+      "g) |x|\n",
+      "h) sinh(x)\n",
+      "i) cosh(x)\n",
+      "j) tanh(x)\n",
+      "k) arcsinh(x)\n",
+      "l) arctan(x)\n"
+     ]
+    }
+   ],
+   "source": [
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'{{#system~}}\\nYou are an expert statistician and data scientist.\\n    \\nYou interpret global explanations produced by a generalized additive model (GAM). GAMs produce explanations in the form of graphs that contain the effect of a specific input feature.\\n\\nYou will be given graphs from the model, and the user will ask you questions about the graphs. \\n    \\nAnswer all questions to the best of your ability, combining both the data contained in the graph and your knowledge about the real world.\\n\\nGraphs will be presented as a JSON object with keys representing the x-axis and values representing the y-axis. For continuous features, the keys are intervals that represent ranges where the function predicts the same value. For categorical features, each key represents a possible value that the feature can take.  \\n    \\nThe user will provide graphs in the following format:\\n    - The name of the feature depicted in the graph\\n    - The type of the feature (continuous, categorical, or boolean)\\n    - Mean values\\n    - Lower bounds of confidence interval\\n    - Upper bounds of confidence interval\\n\\n\\n{{~/system}}\\n\\n{{#user~}}\\nConsider the following graph from the model. This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\\n\\nFeature Name: feature_0000\\nFeature Type: continuous\\nMeans: {\"(-9.96, -6.32)\": -1.527, \"(-6.32, -4.55)\": -1.467, \"(-4.55, -3.51)\": -1.408, \"(-3.51, -3.15)\": -1.347, \"(-3.15, -2.56)\": -1.314, \"(-2.56, -2.17)\": -1.252, \"(-2.17, -2.0)\": -1.188, \"(-2.0, -1.82)\": -1.154, \"(-1.82, -1.58)\": -1.122, \"(-1.58, -1.38)\": -1.058, \"(-1.38, -1.29)\": -0.998, \"(-1.29, -1.2)\": -0.958, \"(-1.2, -1.12)\": -0.922, \"(-1.12, -0.95)\": -0.889, \"(-0.95, -0.88)\": -0.801, \"(-0.88, -0.79)\": -0.767, \"(-0.79, -0.73)\": -0.711, \"(-0.73, -0.67)\": -0.678, \"(-0.67, -0.6)\": -0.644, \"(-0.6, -0.51)\": -0.564, \"(-0.51, -0.47)\": -0.517, \"(-0.47, -0.4)\": -0.471, \"(-0.4, -0.36)\": -0.424, \"(-0.36, -0.31)\": -0.391, \"(-0.31, -0.24)\": -0.314, \"(-0.24, -0.17)\": -0.26, \"(-0.17, -0.09)\": -0.184, \"(-0.09, -0.05)\": -0.139, \"(-0.05, 0.0)\": -0.076, \"(0.0, 0.05)\": -0.028, \"(0.05, 0.11)\": 0.024, \"(0.11, 0.18)\": 0.058, \"(0.18, 0.21)\": 0.133, \"(0.21, 0.26)\": 0.173, \"(0.26, 0.31)\": 0.21, \"(0.31, 0.39)\": 0.268, \"(0.39, 0.44)\": 0.33, \"(0.44, 0.48)\": 0.367, \"(0.48, 0.51)\": 0.402, \"(0.51, 0.63)\": 0.441, \"(0.63, 0.67)\": 0.513, \"(0.67, 0.75)\": 0.551, \"(0.75, 0.81)\": 0.6, \"(0.81, 0.88)\": 0.634, \"(0.88, 0.94)\": 0.669, \"(0.94, 1.0)\": 0.704, \"(1.0, 1.09)\": 0.739, \"(1.09, 1.16)\": 0.774, \"(1.16, 1.32)\": 0.81, \"(1.32, 1.42)\": 0.872, \"(1.42, 1.63)\": 0.907, \"(1.63, 1.77)\": 0.971, \"(1.77, 1.92)\": 1.005, \"(1.92, 2.09)\": 1.039, \"(2.09, 2.49)\": 1.072, \"(2.49, 3.01)\": 1.135, \"(3.01, 3.74)\": 1.196, \"(3.74, 4.92)\": 1.255, \"(4.92, 7.04)\": 1.317, \"(7.04, 9.99)\": 1.377}\\n\\nPlease describe the general pattern of the graph.\\n{{~/user}}\\n\\n{{#assistant~}}{{gen \\'graph_description\\' temperature=0.7 max_tokens=2000}}{{~/assistant}}'"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "prompt = t2ebm.prompts.describe_graph(\n",
+    "    graph_as_text, include_assistant_response=True\n",
+    ")\n",
+    "prompt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "messages = t2ebm.utils.parse_guidance_query(prompt)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'role': 'system',\n",
+       "  'content': 'You are an expert statistician and data scientist.\\n    \\nYou interpret global explanations produced by a generalized additive model (GAM). GAMs produce explanations in the form of graphs that contain the effect of a specific input feature.\\n\\nYou will be given graphs from the model, and the user will ask you questions about the graphs. \\n    \\nAnswer all questions to the best of your ability, combining both the data contained in the graph and your knowledge about the real world.\\n\\nGraphs will be presented as a JSON object with keys representing the x-axis and values representing the y-axis. For continuous features, the keys are intervals that represent ranges where the function predicts the same value. For categorical features, each key represents a possible value that the feature can take.  \\n    \\nThe user will provide graphs in the following format:\\n    - The name of the feature depicted in the graph\\n    - The type of the feature (continuous, categorical, or boolean)\\n    - Mean values\\n    - Lower bounds of confidence interval\\n    - Upper bounds of confidence interval'},\n",
+       " {'role': 'user',\n",
+       "  'content': 'Consider the following graph from the model. This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\\n\\nFeature Name: feature_0000\\nFeature Type: continuous\\nMeans: {\"(-9.99, -6.39)\": -1.417, \"(-6.39, -4.58)\": -1.357, \"(-4.58, -3.53)\": -1.298, \"(-3.53, -3.13)\": -1.236, \"(-3.13, -2.53)\": -1.201, \"(-2.53, -2.15)\": -1.139, \"(-2.15, -1.97)\": -1.073, \"(-1.97, -1.68)\": -1.039, \"(-1.68, -1.56)\": -0.975, \"(-1.56, -1.35)\": -0.94, \"(-1.35, -1.25)\": -0.875, \"(-1.25, -1.15)\": -0.831, \"(-1.15, -1.06)\": -0.792, \"(-1.06, -1.0)\": -0.756, \"(-1.0, -0.9)\": -0.712, \"(-0.9, -0.82)\": -0.66, \"(-0.82, -0.76)\": -0.625, \"(-0.76, -0.66)\": -0.575, \"(-0.66, -0.59)\": -0.514, \"(-0.59, -0.55)\": -0.474, \"(-0.55, -0.47)\": -0.425, \"(-0.47, -0.41)\": -0.372, \"(-0.41, -0.37)\": -0.324, \"(-0.37, -0.31)\": -0.278, \"(-0.31, -0.25)\": -0.233, \"(-0.25, -0.2)\": -0.166, \"(-0.2, -0.14)\": -0.133, \"(-0.14, -0.09)\": -0.071, \"(-0.09, -0.05)\": -0.035, \"(-0.05, -0.0)\": 0.015, \"(-0.0, 0.03)\": 0.057, \"(0.03, 0.1)\": 0.092, \"(0.1, 0.17)\": 0.177, \"(0.17, 0.23)\": 0.253, \"(0.23, 0.28)\": 0.292, \"(0.28, 0.33)\": 0.337, \"(0.33, 0.37)\": 0.384, \"(0.37, 0.41)\": 0.417, \"(0.41, 0.48)\": 0.463, \"(0.48, 0.52)\": 0.513, \"(0.52, 0.57)\": 0.545, \"(0.57, 0.61)\": 0.582, \"(0.61, 0.7)\": 0.617, \"(0.7, 0.77)\": 0.683, \"(0.77, 0.83)\": 0.718, \"(0.83, 0.91)\": 0.76, \"(0.91, 1.01)\": 0.811, \"(1.01, 1.1)\": 0.851, \"(1.1, 1.18)\": 0.891, \"(1.18, 1.25)\": 0.923, \"(1.25, 1.42)\": 0.956, \"(1.42, 1.57)\": 1.019, \"(1.57, 1.79)\": 1.055, \"(1.79, 2.05)\": 1.119, \"(2.05, 2.46)\": 1.179, \"(2.46, 2.94)\": 1.241, \"(2.94, 3.68)\": 1.301, \"(3.68, 4.81)\": 1.361, \"(4.81, 6.85)\": 1.422, \"(6.85, 9.98)\": 1.482}\\n\\nPlease describe the general pattern of the graph.'}]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "messages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The graph represents the effect of the continuous feature \"feature_0000\" on the output of the generalized additive model. Here's a detailed description of the general pattern from the data provided:\n",
+      "\n",
+      "1. **Negative Values (Left Side of the Graph)**:\n",
+      "    - For highly negative values of \"feature_0000\", we observe mean values starting from around -1.527 for the interval (-9.96, -6.32).\n",
+      "    - As \"feature_0000\" increases towards less negative values, the mean values gradually increase (become less negative) until around -0.391 for the interval (-0.36, -0.31).\n",
+      "\n",
+      "2. **Transition Around Zero**:\n",
+      "    - Around zero, we see the values transitioning from negative to positive. For example:\n",
+      "        - (-0.09, -0.05): -0.139\n",
+      "        - (-0.05, 0.0): -0.076\n",
+      "        - (0.0, 0.05): -0.028\n",
+      "        - (0.05, 0.11): 0.024\n",
+      "    - This indicates a crossing over to positive effects on the output.\n",
+      "\n",
+      "3. **Positive Values (Right Side of the Graph)**:\n",
+      "    - For positive values of \"feature_0000\", we observe an increasing trend in the mean values:\n",
+      "        - It starts from around 0.024 for the interval (0.05, 0.11) and continues to rise.\n",
+      "        - The values gradually increase with positive intervals, showing a positive impact on the output as \"feature_0000\" increases further, reaching about 1.377 for the interval (7.04, 9.99).\n",
+      "\n",
+      "### Summary of the General Pattern:\n",
+      "- **Negative Correlation**: Strong negative values of \"feature_0000\" contribute negatively to the model's output, with decreasing negative effect as the feature value becomes less negative.\n",
+      "- **Near Zero/Transition**: Around zero, the effect transitions from negative to positive.\n",
+      "- **Positive Correlation**: Positive values of \"feature_0000\" exhibit an increasing positive effect on the model's output, with this positive contribution becoming larger as the feature value increases.\n",
+      "\n",
+      "This pattern suggests that \"feature_0000\" has a nonlinear but smooth increasing effect across its range, with a significant change in the contribution happening near zero.\n"
+     ]
+    }
+   ],
+   "source": [
+    "response = t2ebm.utils.openai_completion_query('gpt-4o-2024-05-13', messages[:-1])\n",
+    "print(response)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "new_messages = messages[:-1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'role': 'system',\n",
+       "  'content': 'You are an expert statistician and data scientist.\\n    \\nYou interpret global explanations produced by a generalized additive model (GAM). GAMs produce explanations in the form of graphs that contain the effect of a specific input feature.\\n\\nYou will be given graphs from the model, and the user will ask you questions about the graphs. \\n    \\nAnswer all questions to the best of your ability, combining both the data contained in the graph and your knowledge about the real world.\\n\\nGraphs will be presented as a JSON object with keys representing the x-axis and values representing the y-axis. For continuous features, the keys are intervals that represent ranges where the function predicts the same value. For categorical features, each key represents a possible value that the feature can take.  \\n    \\nThe user will provide graphs in the following format:\\n    - The name of the feature depicted in the graph\\n    - The type of the feature (continuous, categorical, or boolean)\\n    - Mean values\\n    - Lower bounds of confidence interval\\n    - Upper bounds of confidence interval'},\n",
+       " {'role': 'user',\n",
+       "  'content': 'Consider the following graph from the model. This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\\n\\nFeature Name: feature_0000\\nFeature Type: continuous\\nMeans: {\"(-9.96, -6.32)\": -1.527, \"(-6.32, -4.55)\": -1.467, \"(-4.55, -3.51)\": -1.408, \"(-3.51, -3.15)\": -1.347, \"(-3.15, -2.56)\": -1.314, \"(-2.56, -2.17)\": -1.252, \"(-2.17, -2.0)\": -1.188, \"(-2.0, -1.82)\": -1.154, \"(-1.82, -1.58)\": -1.122, \"(-1.58, -1.38)\": -1.058, \"(-1.38, -1.29)\": -0.998, \"(-1.29, -1.2)\": -0.958, \"(-1.2, -1.12)\": -0.922, \"(-1.12, -0.95)\": -0.889, \"(-0.95, -0.88)\": -0.801, \"(-0.88, -0.79)\": -0.767, \"(-0.79, -0.73)\": -0.711, \"(-0.73, -0.67)\": -0.678, \"(-0.67, -0.6)\": -0.644, \"(-0.6, -0.51)\": -0.564, \"(-0.51, -0.47)\": -0.517, \"(-0.47, -0.4)\": -0.471, \"(-0.4, -0.36)\": -0.424, \"(-0.36, -0.31)\": -0.391, \"(-0.31, -0.24)\": -0.314, \"(-0.24, -0.17)\": -0.26, \"(-0.17, -0.09)\": -0.184, \"(-0.09, -0.05)\": -0.139, \"(-0.05, 0.0)\": -0.076, \"(0.0, 0.05)\": -0.028, \"(0.05, 0.11)\": 0.024, \"(0.11, 0.18)\": 0.058, \"(0.18, 0.21)\": 0.133, \"(0.21, 0.26)\": 0.173, \"(0.26, 0.31)\": 0.21, \"(0.31, 0.39)\": 0.268, \"(0.39, 0.44)\": 0.33, \"(0.44, 0.48)\": 0.367, \"(0.48, 0.51)\": 0.402, \"(0.51, 0.63)\": 0.441, \"(0.63, 0.67)\": 0.513, \"(0.67, 0.75)\": 0.551, \"(0.75, 0.81)\": 0.6, \"(0.81, 0.88)\": 0.634, \"(0.88, 0.94)\": 0.669, \"(0.94, 1.0)\": 0.704, \"(1.0, 1.09)\": 0.739, \"(1.09, 1.16)\": 0.774, \"(1.16, 1.32)\": 0.81, \"(1.32, 1.42)\": 0.872, \"(1.42, 1.63)\": 0.907, \"(1.63, 1.77)\": 0.971, \"(1.77, 1.92)\": 1.005, \"(1.92, 2.09)\": 1.039, \"(2.09, 2.49)\": 1.072, \"(2.49, 3.01)\": 1.135, \"(3.01, 3.74)\": 1.196, \"(3.74, 4.92)\": 1.255, \"(4.92, 7.04)\": 1.317, \"(7.04, 9.99)\": 1.377}\\n\\nPlease describe the general pattern of the graph.'},\n",
+       " {'role': 'assistant',\n",
+       "  'content': 'The graph represents the effect of the continuous feature \"feature_0000\" on the output of the generalized additive model. Here\\'s a detailed description of the general pattern from the data provided:\\n\\n1. **Negative Values (Left Side of the Graph)**:\\n    - For highly negative values of \"feature_0000\", we observe mean values starting from around -1.527 for the interval (-9.96, -6.32).\\n    - As \"feature_0000\" increases towards less negative values, the mean values gradually increase (become less negative) until around -0.391 for the interval (-0.36, -0.31).\\n\\n2. **Transition Around Zero**:\\n    - Around zero, we see the values transitioning from negative to positive. For example:\\n        - (-0.09, -0.05): -0.139\\n        - (-0.05, 0.0): -0.076\\n        - (0.0, 0.05): -0.028\\n        - (0.05, 0.11): 0.024\\n    - This indicates a crossing over to positive effects on the output.\\n\\n3. **Positive Values (Right Side of the Graph)**:\\n    - For positive values of \"feature_0000\", we observe an increasing trend in the mean values:\\n        - It starts from around 0.024 for the interval (0.05, 0.11) and continues to rise.\\n        - The values gradually increase with positive intervals, showing a positive impact on the output as \"feature_0000\" increases further, reaching about 1.377 for the interval (7.04, 9.99).\\n\\n### Summary of the General Pattern:\\n- **Negative Correlation**: Strong negative values of \"feature_0000\" contribute negatively to the model\\'s output, with decreasing negative effect as the feature value becomes less negative.\\n- **Near Zero/Transition**: Around zero, the effect transitions from negative to positive.\\n- **Positive Correlation**: Positive values of \"feature_0000\" exhibit an increasing positive effect on the model\\'s output, with this positive contribution becoming larger as the feature value increases.\\n\\nThis pattern suggests that \"feature_0000\" has a nonlinear but smooth increasing effect across its range, with a significant change in the contribution happening near zero.'}]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "new_messages.append({'role': 'assistant', 'content': response})\n",
+    "new_messages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mc_question = \"\"\"It turns out that the depicted graph is one of the following functions:\n",
+    "\n",
+    "a) f(x) = sin(x)\n",
+    "b) f(x) = cos(x)\n",
+    "c) f(x) = exp(x)\n",
+    "d) f(x) = |x|\n",
+    "e) f(x) = arctan(x)\n",
+    "f) f(x) = sinh(x)\n",
+    "g) f(x) = cosh(x)\n",
+    "h) f(x) = tanh(x)\n",
+    "i) f(x) = arcsinh(x)\n",
+    "j) f(x) = arctan(x) \n",
+    "\n",
+    "Your task now is to identify which of the functions is the one that generated the graph. Think step by step.\n",
+    "\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'role': 'system',\n",
+       "  'content': 'You are an expert statistician and data scientist.\\n    \\nYou interpret global explanations produced by a generalized additive model (GAM). GAMs produce explanations in the form of graphs that contain the effect of a specific input feature.\\n\\nYou will be given graphs from the model, and the user will ask you questions about the graphs. \\n    \\nAnswer all questions to the best of your ability, combining both the data contained in the graph and your knowledge about the real world.\\n\\nGraphs will be presented as a JSON object with keys representing the x-axis and values representing the y-axis. For continuous features, the keys are intervals that represent ranges where the function predicts the same value. For categorical features, each key represents a possible value that the feature can take.  \\n    \\nThe user will provide graphs in the following format:\\n    - The name of the feature depicted in the graph\\n    - The type of the feature (continuous, categorical, or boolean)\\n    - Mean values\\n    - Lower bounds of confidence interval\\n    - Upper bounds of confidence interval'},\n",
+       " {'role': 'user',\n",
+       "  'content': 'Consider the following graph from the model. This graph represents a continuous-valued feature. The keys are intervals that represent ranges where the function predicts the same value.\\n\\nFeature Name: feature_0000\\nFeature Type: continuous\\nMeans: {\"(-9.96, -6.32)\": -1.527, \"(-6.32, -4.55)\": -1.467, \"(-4.55, -3.51)\": -1.408, \"(-3.51, -3.15)\": -1.347, \"(-3.15, -2.56)\": -1.314, \"(-2.56, -2.17)\": -1.252, \"(-2.17, -2.0)\": -1.188, \"(-2.0, -1.82)\": -1.154, \"(-1.82, -1.58)\": -1.122, \"(-1.58, -1.38)\": -1.058, \"(-1.38, -1.29)\": -0.998, \"(-1.29, -1.2)\": -0.958, \"(-1.2, -1.12)\": -0.922, \"(-1.12, -0.95)\": -0.889, \"(-0.95, -0.88)\": -0.801, \"(-0.88, -0.79)\": -0.767, \"(-0.79, -0.73)\": -0.711, \"(-0.73, -0.67)\": -0.678, \"(-0.67, -0.6)\": -0.644, \"(-0.6, -0.51)\": -0.564, \"(-0.51, -0.47)\": -0.517, \"(-0.47, -0.4)\": -0.471, \"(-0.4, -0.36)\": -0.424, \"(-0.36, -0.31)\": -0.391, \"(-0.31, -0.24)\": -0.314, \"(-0.24, -0.17)\": -0.26, \"(-0.17, -0.09)\": -0.184, \"(-0.09, -0.05)\": -0.139, \"(-0.05, 0.0)\": -0.076, \"(0.0, 0.05)\": -0.028, \"(0.05, 0.11)\": 0.024, \"(0.11, 0.18)\": 0.058, \"(0.18, 0.21)\": 0.133, \"(0.21, 0.26)\": 0.173, \"(0.26, 0.31)\": 0.21, \"(0.31, 0.39)\": 0.268, \"(0.39, 0.44)\": 0.33, \"(0.44, 0.48)\": 0.367, \"(0.48, 0.51)\": 0.402, \"(0.51, 0.63)\": 0.441, \"(0.63, 0.67)\": 0.513, \"(0.67, 0.75)\": 0.551, \"(0.75, 0.81)\": 0.6, \"(0.81, 0.88)\": 0.634, \"(0.88, 0.94)\": 0.669, \"(0.94, 1.0)\": 0.704, \"(1.0, 1.09)\": 0.739, \"(1.09, 1.16)\": 0.774, \"(1.16, 1.32)\": 0.81, \"(1.32, 1.42)\": 0.872, \"(1.42, 1.63)\": 0.907, \"(1.63, 1.77)\": 0.971, \"(1.77, 1.92)\": 1.005, \"(1.92, 2.09)\": 1.039, \"(2.09, 2.49)\": 1.072, \"(2.49, 3.01)\": 1.135, \"(3.01, 3.74)\": 1.196, \"(3.74, 4.92)\": 1.255, \"(4.92, 7.04)\": 1.317, \"(7.04, 9.99)\": 1.377}\\n\\nPlease describe the general pattern of the graph.'},\n",
+       " {'role': 'assistant',\n",
+       "  'content': 'The graph represents the effect of the continuous feature \"feature_0000\" on the output of the generalized additive model. Here\\'s a detailed description of the general pattern from the data provided:\\n\\n1. **Negative Values (Left Side of the Graph)**:\\n    - For highly negative values of \"feature_0000\", we observe mean values starting from around -1.527 for the interval (-9.96, -6.32).\\n    - As \"feature_0000\" increases towards less negative values, the mean values gradually increase (become less negative) until around -0.391 for the interval (-0.36, -0.31).\\n\\n2. **Transition Around Zero**:\\n    - Around zero, we see the values transitioning from negative to positive. For example:\\n        - (-0.09, -0.05): -0.139\\n        - (-0.05, 0.0): -0.076\\n        - (0.0, 0.05): -0.028\\n        - (0.05, 0.11): 0.024\\n    - This indicates a crossing over to positive effects on the output.\\n\\n3. **Positive Values (Right Side of the Graph)**:\\n    - For positive values of \"feature_0000\", we observe an increasing trend in the mean values:\\n        - It starts from around 0.024 for the interval (0.05, 0.11) and continues to rise.\\n        - The values gradually increase with positive intervals, showing a positive impact on the output as \"feature_0000\" increases further, reaching about 1.377 for the interval (7.04, 9.99).\\n\\n### Summary of the General Pattern:\\n- **Negative Correlation**: Strong negative values of \"feature_0000\" contribute negatively to the model\\'s output, with decreasing negative effect as the feature value becomes less negative.\\n- **Near Zero/Transition**: Around zero, the effect transitions from negative to positive.\\n- **Positive Correlation**: Positive values of \"feature_0000\" exhibit an increasing positive effect on the model\\'s output, with this positive contribution becoming larger as the feature value increases.\\n\\nThis pattern suggests that \"feature_0000\" has a nonlinear but smooth increasing effect across its range, with a significant change in the contribution happening near zero.'},\n",
+       " {'role': 'user',\n",
+       "  'content': 'It turns out that the depicted graph is one of the following functions:\\n\\na) f(x) = sin(x)\\nb) f(x) = cos(x)\\nc) f(x) = exp(x)\\nd) f(x) = |x|\\ne) f(x) = arctan(x)\\nf) f(x) = sinh(x)\\ng) f(x) = cosh(x)\\nh) f(x) = tanh(x)\\ni) f(x) = arcsinh(x)\\nj) f(x) = arctan(x) \\n\\nYour task now is to identify which of the functions is the one that generated the graph. Think step by step.\\n'}]"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "new_messages.append({'role': 'user', 'content': mc_question})\n",
+    "new_messages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "To identify which of the provided functions is the one that generated the graph, we need to consider the general pattern steps I previously outlined in the data.\n",
+      "\n",
+      "### Step-by-Step Analysis:\n",
+      "1. **Examine the Ending Values (For High Magnitudes of x)**:\n",
+      "   - For large positive and negative values of \"feature_0000\", whether \\(x\\) or \\(-x\\), the function seems to diverge (negative values become more negative and positive values become more positive).\n",
+      "   - This behavior primarily rules out functions that are periodic or bounded, such as \\( \\sin(x) \\), \\( \\cos(x) \\), \\( \\text{arctan}(x) \\), \\( \\text{tanh}(x) \\).\n",
+      "\n",
+      "2. **Crossing Point Near Zero**:\n",
+      "   - There is a smooth crossing through zero, which matches functions like \\(e^x\\) and those with smooth transitions from negative to positive or those defined in such a way.\n",
+      "   - This crossing point further narrows down functions. Functions like \\(e^x\\) show exponential growth, but \\(e^x\\) doesn't cross from negative to positive.\n",
+      "\n",
+      "3. **Behavior Around Zero** and **Monoticity**:\n",
+      "   - The slope indicates the way \\(y\\) values change as \\(x\\) values surround 0. Given the function crosses zero and the nature remains increasing or decreasing continuously, the hyperbolic functions (\\(\\sinh(x)\\) and \\(\\cosh(x)\\)) showing direct monotonicity fit well.\n",
+      "\n",
+      "### Matching the Remaining Candidate Functions:\n",
+      "   - \\( f(x) = |x| \\) is not truly valid here as it would depict a V-shaped turn at 0 without smooth transition.\n",
+      "   - Functions \\( \\sinh(x) \\), \\( \\cosh(x) \\), and \\( arcsinh(x) \\) are hyperbolic. They demonstrate the gradual smooth slope we observed, but Hyperbolic \\( \\cosh(x) \\ngeq value <= 1 \\) for middle-interaction.\n",
+      "\n",
+      "### Checking Few Mathematical Functions' Grid Flat Analysis Could Apply:\n",
+      "- **Graph Reanalysis with Data Values Support**:\n",
+      "    1. **\\( \\sinh(x) \\)** describes how \\(y\\)-values when extended (+/- x yielding same modulus slope increasing up |1.255|-|1.37)|)\n",
+      "       - Fits both positive-negative correlation seamlessly.\n",
+      " \n",
+      "### Conclusion:\n",
+      "- Recognizing the data trends' behavior across the analyzed range, it seems most probable the function generated by this GAM is \\( f(x) = \\sinh(x) \\), hyperbolic-sine equally combining feature-graph pattern correlation seamlessly matching relatively unified data behavior noticed & the variance check to confidence levels.\n"
+     ]
+    }
+   ],
+   "source": [
+    "response = t2ebm.utils.openai_completion_query('gpt-4o-2024-05-13', new_messages)\n",
+    "print(response)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'You are an expert statistician and data scientist.\\n    \\nYou interpret global explanations produced by a generalized additive model (GAM). GAMs produce explanations in the form of graphs that contain the effect of a specific input feature.\\n\\nYou will be given graphs from the model, and the user will ask you questions about the graphs. \\n    \\nAnswer all questions to the best of your ability, combining both the data contained in the graph and your knowledge about the real world.\\n\\nGraphs will be presented as a JSON object with keys representing the x-axis and values representing the y-axis. For continuous features, the keys are intervals that represent ranges where the function predicts the same value. For categorical features, each key represents a possible value that the feature can take.  \\n    \\nThe user will provide graphs in the following format:\\n    - The name of the feature depicted in the graph\\n    - The type of the feature (continuous, categorical, or boolean)\\n    - Mean values\\n    - Lower bounds of confidence interval\\n    - Upper bounds of confidence interval'"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "t2ebm.utils.parse_guidance_query(prompt)[0]['content']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# TODO\n",
+    "\n",
+    "- convert queries to the openai format\n",
+    "- write a cot execution function\n",
+    "\n",
+    "- later port everything to the newest version of guidance? not required for the benchmarks at this point"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import guidance"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from guidance import models, gen\n",
+    "\n",
+    "gpt = models.OpenAI('gpt-4-turbo-2024-04-09')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "ValueError",
+     "evalue": "token_ids must contain some tokens.",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[20], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mgpt\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mgen\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprompt\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/guidance/models/_model.py:1171\u001b[0m, in \u001b[0;36mModel.__add__\u001b[0;34m(self, value)\u001b[0m\n\u001b[1;32m   1169\u001b[0m \u001b[38;5;66;03m# run stateless functions (grammar nodes)\u001b[39;00m\n\u001b[1;32m   1170\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(value, GrammarFunction):\n\u001b[0;32m-> 1171\u001b[0m     out \u001b[38;5;241m=\u001b[39m \u001b[43mlm\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_run_stateless\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1173\u001b[0m \u001b[38;5;66;03m# run stateful functions\u001b[39;00m\n\u001b[1;32m   1174\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m   1175\u001b[0m     out \u001b[38;5;241m=\u001b[39m value(lm)\n",
+      "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/guidance/models/_model.py:1376\u001b[0m, in \u001b[0;36mModel._run_stateless\u001b[0;34m(self, stateless_function, temperature, top_p, n)\u001b[0m\n\u001b[1;32m   1374\u001b[0m delayed_bytes \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m   1375\u001b[0m \u001b[38;5;66;03m# last_is_generated = False\u001b[39;00m\n\u001b[0;32m-> 1376\u001b[0m \u001b[43m\u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mchunk\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mgen_obj\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m   1377\u001b[0m \n\u001b[1;32m   1378\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;66;43;03m# we make everything full probability if we are not computing uncertainty\u001b[39;49;00m\n\u001b[1;32m   1379\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;66;43;03m# if not self.engine.compute_log_probs:\u001b[39;49;00m\n\u001b[1;32m   1380\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;66;43;03m#     chunk.new_bytes_prob = 1.0\u001b[39;49;00m\n\u001b[1;32m   1381\u001b[0m \n\u001b[1;32m   1382\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;66;43;03m# convert the bytes to a string (delaying if we don't yet have a valid unicode string)\u001b[39;49;00m\n\u001b[1;32m   1383\u001b[0m \u001b[43m    \u001b[49m\u001b[43mlm\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtoken_count\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mchunk\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnew_token_count\u001b[49m\n\u001b[1;32m   1384\u001b[0m \u001b[43m    \u001b[49m\u001b[43mchunk\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnew_bytes\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mdelayed_bytes\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mchunk\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnew_bytes\u001b[49m\n",
+      "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/guidance/models/_model.py:768\u001b[0m, in \u001b[0;36mEngine.__call__\u001b[0;34m(self, parser, grammar, ensure_bos_token)\u001b[0m\n\u001b[1;32m    766\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m logits_state \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    767\u001b[0m     token_ids, forced_bytes, current_temp \u001b[38;5;241m=\u001b[39m logits_state\n\u001b[0;32m--> 768\u001b[0m     logits \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_logits\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtoken_ids\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mforced_bytes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcurrent_temp\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    770\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_done:\n\u001b[1;32m    771\u001b[0m     \u001b[38;5;28;01mbreak\u001b[39;00m\n",
+      "File \u001b[0;32m~/anaconda3/envs/tmcd/lib/python3.12/site-packages/guidance/models/_grammarless.py:227\u001b[0m, in \u001b[0;36mGrammarlessEngine.get_logits\u001b[0;34m(self, token_ids, forced_bytes, current_temp)\u001b[0m\n\u001b[1;32m    224\u001b[0m logger\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstart Grammarless._get_logits(token_ids=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtoken_ids\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m)\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    226\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(token_ids) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 227\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtoken_ids must contain some tokens.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    229\u001b[0m \u001b[38;5;66;03m# compute the prompt bytes\u001b[39;00m\n\u001b[1;32m    230\u001b[0m whole_token_prompt \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mjoin([\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtokenizer\u001b[38;5;241m.\u001b[39mtokens[i] \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m token_ids])\n",
+      "\u001b[0;31mValueError\u001b[0m: token_ids must contain some tokens."
+     ]
+    }
+   ],
+   "source": [
+    "\n",
+    "gpt + gen(prompt)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "_Guidance.__call__() takes from 1 to 2 positional arguments but 3 were given",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[13], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mguidance\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mgpt-4o-2024-05-13\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m()\n",
+      "\u001b[0;31mTypeError\u001b[0m: _Guidance.__call__() takes from 1 to 2 positional arguments but 3 were given"
+     ]
+    }
+   ],
+   "source": [
+    "response = guidance(prompt, )()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "tmcd",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/benchmarks/utils.py b/benchmarks/utils.py
new file mode 100644
index 0000000..a27be95
--- /dev/null
+++ b/benchmarks/utils.py
@@ -0,0 +1,148 @@
+""" Load datasets and models for testing purposes.
+"""
+
+import pandas as pd
+import os
+import openai
+import guidance
+import pickle
+
+from sklearn.model_selection import train_test_split
+
+from interpret.glassbox import (
+    ExplainableBoostingClassifier,
+    ExplainableBoostingRegressor,
+)
+
+RANDOM_STATE = 1498672
+
+IRIS_SETOSA = (
+    "Iris-setosa"  # binary classification of Iris-setosa vs. all other species
+)
+TITANIC = "Titanic"
+SPACESHIP_TITANIC = "Spaceship-Titanic"
+CALIFORNIA_HOUSING = "California-Housing"
+OPENML_DIABETES = "OpenML-Diabetes"
+
+DATASETS = [
+    CALIFORNIA_HOUSING,
+    OPENML_DIABETES,
+    IRIS_SETOSA,
+    TITANIC,
+    SPACESHIP_TITANIC,
+]
+
+
+def openai_setup_gpt3_5():
+    openai.organization = os.environ["OPENAI_API_ORG"]
+    openai.api_key = os.environ["OPENAI_API_KEY"]
+    return guidance.llms.OpenAI("gpt-3.5-turbo-0125")
+
+
+def openai_setup_gpt4():
+    openai.organization = os.environ["OPENAI_API_ORG"]
+    openai.api_key = os.environ["OPENAI_API_KEY"]
+    return guidance.llms.OpenAI("gpt-4o-2024-05-13")
+
+
+def get_avaialble_datasets():
+    return DATASETS
+
+
+def get_dataset_description(dataset_name):
+    """Returns: dataset description (str), dataset y axis description (str)"""
+    pass
+
+
+def get_dataset(dataset_name):
+    """
+    Loads the dataset with the given name and return the train and test splits.
+
+    Returns: X_train, X_test, y_train, y_test, feature_names : 4x np.array, str
+    """
+    if dataset_name == SPACESHIP_TITANIC:
+        df = pd.read_csv("../data/spaceship-titanic-train.csv")
+        # transform cabin since 8000 unique values do not fit into the context windows of the LLM we want to use
+        df["Cabin"] = df["Cabin"].map(
+            lambda x: x[:1] + "/" + x[-1] if isinstance(x, str) else x
+        )
+        X_data = df.drop(columns=["PassengerId", "Transported", "Name"]).values
+        y_data = df["Transported"].values
+        feature_names = df.drop(
+            columns=["PassengerId", "Transported", "Name"]
+        ).columns.tolist()
+    elif dataset_name == TITANIC:
+        df = pd.read_csv("../data/titanic-train.csv")
+        # drop rows with missing values
+        df = df.dropna()
+        y_data = df["Survived"].values
+        df = df.drop(columns=["PassengerId", "Name", "Survived"])
+        X_data = df.values
+        feature_names = df.columns.tolist()
+    elif dataset_name == IRIS_SETOSA:
+        df = pd.read_csv("../data/IRIS.csv")
+        df = df.dropna()
+        y_data = df["species"].values == "Iris-setosa"  # binary classification
+        df = df.drop(columns=["species"])
+        X_data = df.values
+        feature_names = df.columns.tolist()
+    elif dataset_name == CALIFORNIA_HOUSING:
+        df = pd.read_csv("../data/california-housing.csv")
+        df = df.dropna()  # drop rows with missing values
+        y_data = df["median_house_value"].values
+        df = df.drop(columns=["median_house_value"])
+        X_data = df.values
+        feature_names = df.columns.tolist()
+    elif dataset_name == OPENML_DIABETES:
+        df = pd.read_csv("../data/openml-diabetes.csv")
+        # drop rows with missing values
+        df = df.dropna()
+        y_data = df["Outcome"].values
+        df = df.drop(columns=["Outcome"])
+        X_data = df.values
+        feature_names = df.columns.tolist()
+    else:
+        raise ValueError("Unknown dataset: ", dataset_name)
+
+    X_train, X_test, y_train, y_test = train_test_split(
+        X_data, y_data, test_size=0.2, random_state=RANDOM_STATE
+    )
+    return X_train, X_test, y_train, y_test, feature_names
+
+
+def get_ebm(dataset_name):
+    """
+    Returns: the ebm
+    """
+    X_train, X_test, y_train, y_test, feature_names = get_dataset(dataset_name)
+    model_file = f"../models/{dataset_name}"
+    if os.path.isfile(model_file):  # check if model file exists
+        # load with pickle
+        with open(model_file, "rb") as file:
+            ebm = pickle.load(file)
+    else:  # otherwise train and save
+        if dataset_name in [SPACESHIP_TITANIC, IRIS_SETOSA, TITANIC, OPENML_DIABETES]:
+            # classification
+            ebm = ExplainableBoostingClassifier(
+                interactions=0,
+                feature_names=feature_names,
+                random_state=2 * RANDOM_STATE,
+            )
+            ebm.fit(X_train, y_train)
+            # store for later use
+            with open(model_file, "wb") as file:
+                pickle.dump(ebm, file)
+        elif dataset_name in [CALIFORNIA_HOUSING]:
+            # regression
+            ebm = ExplainableBoostingRegressor(
+                interactions=0,
+                feature_names=feature_names,
+                random_state=3 * RANDOM_STATE,
+            )
+            ebm.fit(X_train, y_train)
+            # store for later use
+            with open(model_file, "wb") as file:
+                pickle.dump(ebm, file)
+        else:
+            raise ValueError("Unknown dataset: ", dataset_name)
+    return ebm
diff --git a/setup.py b/setup.py
index 837f946..022067b 100644
--- a/setup.py
+++ b/setup.py
@@ -28,8 +28,8 @@
         "numpy",
         "matplotlib",
         "tiktoken",
-        "guidance",
-        "openai",
+        "guidance",  # "guidance==0.0.64"
+        "openai",  # "openai"
         "tenacity",
         "scipy",
         "interpret",
diff --git a/t2ebm/utils.py b/t2ebm/utils.py
index 160bbe5..0512b47 100644
--- a/t2ebm/utils.py
+++ b/t2ebm/utils.py
@@ -10,6 +10,9 @@
 )
 
 import openai
+from openai import OpenAI
+
+client = OpenAI()
 import tiktoken
 
 
@@ -20,21 +23,21 @@ def num_tokens_from_string_(string: str, model_name: str) -> int:
     return num_tokens
 
 
-@retry(
-    retry=retry_if_not_exception_type(openai.error.InvalidRequestError),
-    wait=wait_random_exponential(min=1, max=60),
-    stop=stop_after_attempt(10),
-)
+# @retry(
+#    retry=retry_if_not_exception_type(openai.InvalidRequestError),
+#    wait=wait_random_exponential(min=1, max=60),
+#    stop=stop_after_attempt(10),
+# )
 def openai_completion_query(model, messages, **kwargs):
     """Catches exceptions and retries, good for deployment / running experiments"""
-    response = openai.ChatCompletion.create(model=model, messages=messages, **kwargs)
-    return response["choices"][0]["message"]["content"]
+    response = client.chat.completions.create(model=model, messages=messages, **kwargs)
+    return response.choices[0].message.content
 
 
 def openai_debug_completion_query(model, messages, **kwargs):
     """Does not catch exceptions, better for debugging"""
-    response = openai.ChatCompletion.create(model=model, messages=messages, **kwargs)
-    return response["choices"][0]["message"]["content"]
+    response = client.chat.completions.create(model=model, messages=messages, **kwargs)
+    return response.choices[0].message.content
 
 
 def parse_guidance_query(query):