{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "hideCode": false, "hidePrompt": false, "hide_input": false, "slideshow": { "slide_type": "notes" } }, "outputs": [], "source": [ "import sys\n", "sys.path.insert(0,\"../\")\n", "import pypillometry as pp\n", "import numpy as np\n", "import pandas as pd\n", "import pylab as plt\n", "import scipy\n", "import scipy.signal as signal\n", "from scipy.stats import pearsonr\n", "import itertools\n", "from joblib import Parallel, delayed\n", "from IPython.utils import io\n", "import plotnine as gg\n", "import os" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "source": [ "# Estimation of tonic and phasic pupillometric signals\n", "\n", "![](../logo/pypillometry_logo_200x200.png)\n", "\n", "Matthias Mittner\n", "\n", "pupil-symposium, 6.2.2020\n", "\n", "Universitetet i Tromsø" ] }, { "cell_type": "markdown", "metadata": { "hide_input": true, "slideshow": { "slide_type": "slide" } }, "source": [ "# Data model" ] }, { "cell_type": "markdown", "metadata": { "cell_style": "split" }, "source": [ "- pupil signal is made up of a slowly (<.1 Hz) fluctuating process\n", "- and stereotypic responses to (internal or external):\n", " - Pupil-response function (PRF)\n", "- the amplitude of the events is variable over time\n", "- the shape of the PRF is fixed per subject or can vary over time" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "cell_style": "split", "hideCode": false, "hidePrompt": false, "hide_input": true }, "outputs": [ { "data": { "image/png": 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9s1PNHdNXI/qk6o8vFco55zsOAACAVxQ8oAtUNzTr5W37deGE/pye2ckCAdMNM0doc0m1Xt6233ccAAAAryh4QBd4cXOpmlrbdNEETs8Mh3mTB6hvz0T98aXtvqMAAAB4RcEDusBTb+1Tf07PDJvEuKCumzFMr22v0Ft7q3zHAQAA8IaCB4TZoYZmLd9WrgvH91eAm5uHzVVTB6tHUhxH8QAAQLdGwQPC7MXNZWpqadPFE/v5jhLTeiTF6+ozhuiZt/dpV0Wt7zgAAABeUPCAMFu8oUT9eiZp8qAM31Fi3rVnDVVcIKB7X97hOwoAAIAXFDwgjOqbWrV8W7kuGN+P0zO7QHbPJH1s8gA9vHqPKmoafccBAADochQ8IIyWbytXQ3Obzh/X13eUbmPBzOFqbGnTA6/v8h0FAACgy1HwgDB6duM+pSfHa+rQTN9Ruo2R2T00d0y2Hnh9p+qbWn3HAQAA6FIUPCBMWlrb9OLmMs0Zk624IH/VutIN54zQgbpmPbJmj+8oAAAAXYr/dQJh8sbOSh2sb9b5Y5k9s6vlDcnQ5MG9dO/LO9TS2uY7DgAAQJeh4AFh8tzGUiXGBTRzVJbvKN2OmemGmcO1u7JOz2zc5zsOAABAl6HgAWHgnNPzm0p1dm4fpSTE+Y7TLZ03tp+GZaXq7uWFcs75jgMAANAlKHhAGGwsrlZRVT2zZ3oUDJi+cPYwvbX3oFYUVvqOAwAA0CUoeEAYPLdxnwImzR1DwfPpE1Ny1Ds1QXct3+47CgAAQJeg4AFh8NymUp0+NFOZqQm+o3RrSfFBfe6soVq2pVxb9h3yHQcAACDsKHhAJ9tVUav8fYd0/jhmz4wEV58xRMnxQd29vNB3FAAAgLCj4AGd7PlNpZKk88dyemYkyEhN0JWnD9Lj64pUcrDedxwAAICwouABney5jaUa07+nBmWm+I6CkOtmDJOT9OdXd/qOAgAAEFYUPKAT7a9p1KpdlRy9izCDMlN00YT+emjlblU3NPuOAwAAEDYUPKATvbi5VM5JH+H6u4hzw8zhqmls0UMrd/uOAgAAEDYUPKATPbexVDkZyRrTv4fvKDjM+IHpmj6yt/786g41trT6jgMAABAWFDygk9Q3teqVgv2aO6avzMx3HBzBgpkjVFrdqMfXFfuOAgAAEBYUPKCTvF64X40tbZozJtt3FBzFzNwsje7XQ/csL1Rbm/MdBwAAoNNR8IBO8sLmMqUmBDV1WKbvKDgKM9MN5wzXtrIaLdta5jsOAABAp6PgAZ3AOaclm8t0dm4fJcYFfcfBMVwycYAGpCfpjy9x43MAABB7KHhAJ9hUUq191Q2cnhkF4oMBfX7GML2xo1Lr9lT5jgMAANCpKHhAJ1iyuUxm0qxTKHjRYP7UweqRFKe7l2/3HQUAAKBTUfCATvBCfpkm5fRSnx6JvqPgOKQlxunqM4bo6bf3aef+Wt9xAAAAOg0FD/iQyg81av2eKs0ZzdG7aHLtWUMVHwjo3le4Fg8AAMSOsBY8M7vAzLaYWYGZfeso23zSzDaZ2UYzeyiceYBwWLqlfTbG2Vx/F1Wyeybp45MH6pHVe7W/ptF3HAAAgE4RtoJnZkFJd0i6UNJYSVeZ2djDtsmV9G1J051z4yR9LVx5gHBZsrlM/dOTNLZ/T99RcIKunzlcjS1teuD1Xb6jAAAAdIpwHsGbKqnAOVfonGuStFDSvMO2uV7SHc65A5LknOPGVIgqjS2tenlbuWaPzpaZ+Y6DEzQyO01zx/TVX1/fqbqmFt9xAAAAPrRwFryBkvZ0eLw3tK6jUZJGmdmrZrbCzC4IYx6g060srFRtUyu3R4hiN5wzXAfqmvXI6r2+owAAAHxovidZiZOUK2mWpKsk3WNmvQ7fyMwWmNlqM1tdXl7exRGBo1uSX6ak+IDOGpHlOwpOUt6QDE0Z3Ev3vlKoltY233EAAAA+lHAWvCJJgzo8zgmt62ivpEXOuWbn3A5JW9Ve+N7DOXe3cy7POZfXp0+fsAUGToRzTi/ml2rGyCwlxQd9x8FJMjMtmDlCeyrr9czGfb7jAAAAfCjhLHirJOWa2TAzS5A0X9Kiw7b5l9qP3snMstR+yiZzliMqbCur0Z7Kes0e3dd3FHxI543tq2FZqbrrpUI553zHAQAAOGlhK3jOuRZJN0l6VtJmSQ875zaa2W1mdmlos2clVZjZJklLJX3TOVcRrkxAZ3pxc+j2CNz/LuoFA6brzx6uDUUH9Xohb0EAACB6hfUaPOfcYufcKOfcCOfcj0LrvuecWxRads65W5xzY51zE5xzC8OZB+hMS/JLNW5AT/VLT/IdBZ3gsikDlZWWoLuXcxIBAACIXr4nWQGi0oHaJq3ZdUBzxnB6ZqxIig/qmjOHatmWcuXvq/YdBwAA4KRQ8ICTsGxrmdqcNIfTM2PKZ84couT4IEfxAABA1KLgASfhxc1lykpL1ISB6b6joBP1SknQlacP0qJ1xSo5WO87DgAAwAmj4AEnqLm1TS9tLdfs0X0UCJjvOOhk180YJifpvld2+I4CAABwwih4wAlavfOADjW0cP1djBqUmaKLJ/TX39/Yo4P1zb7jAAAAnBAKHnCCXtxcqoRgQDNGZvmOgjBZMHO4ahpb9NDK3b6jAAAAnBAKHnCCluSX6YwRvZWaGOc7CsJk/MB0zRiZpT+/ukONLa2+4wAAABw3Ch5wAgrLa1S4v5bZM7uBBTOHq+xQox5fV+w7CgAAwHGj4AEnYEl+mSRpNgUv5p2dm6Ux/Xvq7uWFamtzvuMAAAAcFwoecAJe3FymU/r20KDMFN9REGZmphtmDldBWY2WbinzHQcAAOC4UPCA41Td0KxVOys1ewxH77qLiyf214D0JN3Fjc8BAECUoOABx2n51nK1tDlOz+xG4oMBfX7GML2xo1Jrdx/wHQcAAOADUfCA47Qkv0y9UuI1ZXCG7yjoQvOnDlbPpDjdzVE8AAAQBSh4wHFobXNatqVc556SrWDAfMdBF0pLjNPVZwzRMxv3aef+Wt9xAAAAjomCBxyHdXuqVFnbpHM5PbNb+tz0oYoPBHTPyxzFAwAAke2od2o2s8sOW+Uk7Ze0zjl3KKypgAizJL9UwYDpnNw+vqPAg+weSbpsykD9c81e3XzeKGWlJfqOBAAAcETHOoL30cM+LpX0DUlvmdnsLsgGRIwXN5cpb0iG0lPifUeBJ184e7gaW9r0wGs7fUcBAAA4qqMewXPOXXuk9WY2RNLDkqaFKxQQSYqr6pW/75C+c9Fo31Hg0cjsNJ03tq8eWLFLC84ZobTEo759AgAAeHPC1+A553ZJ4jAGuo0l+e03uZ49uq/nJPDtxlkjVFXXrAdX7PIdBQAA4IhOuOCZ2WhJjWHIAkSkJfllGpyZohF9Un1HgWeTB2fo7Nws3bO8UPVNrb7jAAAAvM9RC56ZPWFmiw77eEXSU5Ju6bqIgD/1Ta16tWC/Zo/Olhm3R4D01Tm5qqht0t9WchQPAABEnmNdRPLLwx47SZWSMiVdLen1cIUCIsVr2/ersaVNc8ZwewS0yxuaqbNG9NZdywt19RlDlBQf9B0JAADgXUc9guece+mdD0nVap9J80lJP5C0uYvyAV4tyS9TakJQU4dl+o6CCPIfs3NVfqhR/1i1x3cUAACA9zjWKZqjzOz7ZpYv6XeSdksy59y5zrnfd1lCwBPnnJbkl2lGbpYS4zhKg387Y3impg7N1J3LtquxhWvxAABA5DjWJCv5kmZLusQ5N8M59ztJ/E8G3cbmkkMqOdigOcyeicOYmf5jzkjtq27QP9fs9R0HAADgXccqeJdJKpG01MzuMbM5kphlAt3GkvxSSdKs0X08J0EkmjEyS5MH99Iflm5XU0ub7zgAAACSjn0N3r+cc/MljZa0VNLXJGWb2Z1mdn5XBQR8eTG/TJNy0pXdI8l3FEQgM9NX5uSqqKpej63lKB4AAIgMH3gfPOdcrXPuIefcRyXlSFor6b/CngzwqKKmUev2VHFzcxzTrFF9NDEnXXcs3a6WVo7iAQAA/07oRufOuQPOubudc3PCFQiIBMu2lMs5afZobo+AozMz/cfsXO2urNPj64p9xwEAADixggd0F0vyy5TdI1HjBvT0HQURbu6YbI3t31O/W7KNo3gAAMA7Ch5wmKaWNi3fWq7Zo7MVCDCvEI7NzHTzeaO0s6JOj75Z5DsOAADo5ih4wGFW76zUocYWTs/EcZs7JluTctJ1+4vbuC8eAADwioIHHGZJfpkSggFNH5nlOwqihJnp6+efoqKqej28ao/vOAAAoBuj4AGHWZJfpjNG9FZqYpzvKIgiZ+dm6fShGfr90gI1NHMUDwAA+EHBAzooLK9R4f5azeH0TJygd47ilVY36sEVu3zHAQAA3RQFD+hgSX6ZJG6PgJNzxvDemjEyS3cu267axhbfcQAAQDdEwQM6WJJfptzsNA3KTPEdBVHqlvNHqaK2SX95bafvKAAAoBui4AEhB+ub9caOSs0Z09d3FESxKYMzNHt0tu5eXqjqhmbfcQAAQDdDwQNClm0pU0ub03ljKXj4cG45b5QO1jfrTy/v8B0FAAB0MxQ8IOT5TaXKSkvQ5EG9fEdBlBs/MF0Xju+nP72yQ5W1Tb7jAACAboSCB0hqamnTS1vKNWd0XwUC5jsOYsDXzx+luqYW/W7JNt9RAABANxLWgmdmF5jZFjMrMLNvHWO7T5iZM7O8cOYBjmbljgodamzh9Ex0mpHZPfTJvEF6cMUu7a6o8x0HAAB0E2EreGYWlHSHpAsljZV0lZmNPcJ2PSR9VdLKcGUBPsjzm0qVFB/Q9JFZvqMghtx83igFA6ZfPrfFdxQAANBNhPMI3lRJBc65Qudck6SFkuYdYbsfSvqZpIYwZgGOyjmnFzaV6uzcPkpOCPqOgxjSt2eSrpsxTIvWF2vD3oO+4wAAgG4gnAVvoKQ9HR7vDa17l5lNkTTIOfdUGHMAx7SxuFrFBxs4PRNhccM5I5SREq+fPrNZzjnfcQAAQIzzNsmKmQUk/a+krx/HtgvMbLWZrS4vLw9/OHQrz28qlZk0e3S27yiIQT2T4nXT7Fy9WlCh5dv2+44DAABiXDgLXpGkQR0e54TWvaOHpPGSlpnZTklnSFp0pIlWnHN3O+fynHN5ffr0CWNkdEcvbC7VaYMzlJWW6DsKYtTVZwxWTkayfvp0vtraOIoHAADCJ5wFb5WkXDMbZmYJkuZLWvTOk865g865LOfcUOfcUEkrJF3qnFsdxkzAexRV1WtjcTWnZyKsEuOC+uZHTtHmkmo9vr7og/8AAADASQpbwXPOtUi6SdKzkjZLetg5t9HMbjOzS8P1dYET8eLmUknSXAoewuyjEwdo/MCe+uWzW9XQ3Oo7DgAAiFFhvQbPObfYOTfKOTfCOfej0LrvOecWHWHbWRy9Q1d7flOphvdJ1Yg+ab6jIMYFAqbvXDhGRVX1+tMrO3zHAQAAMcrbJCuAb9UNzVpRWKHzxnD0Dl3jrJFZOm9sX92xtEBl1dwZBgAAdD4KHrqtl7aUq7nVcf0dutR3Lxqj5tY2/fxZbn4OAAA6HwUP3dbzm0rVOzVBkwdn+I6CbmRoVqo+P32Y/rlmLzc/BwAAnY6Ch26psaVVS/PLNGdMtoIB8x0H3cyXZ49U79QE/eCJjdz8HAAAdCoKHrql1woqdKixRReO7+87Crqhnknx+sZHTtHqXQf01IYS33EAAEAMoeChW3r67RL1SIzTWSN7+46CbuqTeYM0pn9P/WRxPrdNAAAAnYaCh26npbVNz28q1ewx2UqMC/qOg24qGDB975KxKqqq193LC33HAQAAMYKCh27njR2VOlDXrAvH9/MdBd3cmSN666IJ/XTH0gLtqazzHQcAAMQACh66naff3qek+IDOGZXtOwqg/75krIIB0w+e2Og7CgAAiAEUPHQrbW1Oz27cp1mjspWcwOmZ8K9/erK+NjdXL2wu0/ObSn3HAQAAUY6Ch25l7Z4DKjvUqAsncHomIse104dpVN803bpoo+qbmHAFAACcPAoeupWnN+xTfNB07mhOz0TkiA8G9MN541VUVa87lhb4jgMAAKIYBQ/dhnNOT7+9TzNGZqlnUrzvOMB7TLdaYIAAAB56SURBVBveW5dNHqi7lm/X9vIa33EAAECUouCh29hYXK2iqnpubo6I9e2LxigpPqjvP75RzjnfcQAAQBSi4KHbePrtEgUDprlj+/qOAhxRnx6J+uZHTtErBfv1+Lpi33EAAEAUouChW3jn9MxpwzKVmZrgOw5wVJ+eNkSnDuqlHzyxURU1jb7jAACAKEPBQ7eQv++QCstrdeEETs9EZAsGTD+/fKJqGlt025ObfMcBAABRhoKHbuHJt4oVMOnC8dweAZFvVN8eunHWSD2+rlhL8rk3HgAAOH4UPMQ855yeWF+i6SOzlJWW6DsOcFxuPHeEcrPT9P8ee1s1jS2+4wAAgChBwUPM21B0ULsr6/TRiQN8RwGOW2JcUD/9xESVVDfo58/k+44DAACiBAUPMe+J9cWKD5o+Mo7TMxFdThuSoWvOHKq/rtilVTsrfccBAABRgIKHmNbW5vTkWyWamdtH6Snc3BzR55sfOUU5Gcn6xiPrVcupmgAA4ANQ8BDT3tx9QCUHG/TRSZyeieiUmhinX14+Sbsr6/TjxZt9xwEAABGOgoeY9sT6YiXGBbi5OaLatOG99YUZw/S3lbv10tZy33EAAEAEo+AhZrW2OT21YZ9mj85WWmKc7zjAh/L1809Rbnaa/vOf61VV1+Q7DgAAiFAUPMSslYUV2l/TyOmZiAlJ8UH9+spTVVHTpO89vtF3HAAAEKEoeIhZj60tUmpCUOeeku07CtApxg9M11fm5GrR+mI9+Vax7zgAACACUfAQk+qbWvX02/t00YT+Sk4I+o4DdJobZ43QpEG99J1HN2jvgTrfcQAAQISh4CEmPbdpn2oaW3TZlBzfUYBOFRcM6HfzJ6vNSV9duE4trW2+IwEAgAhCwUNMevTNIg3slaxpwzJ9RwE63eDeKfrxZRO0ZtcB/eaFbb7jAACACELBQ8wpq27Qy9vK9bHJAxQImO84QFhcOmmAPpmXozuWFei1gv2+4wAAgAhBwUPMWbS+WG1O+vhkTs9EbLv10nEanpWqr/1jnSpqGn3HAQAAEYCCh5jzf28WaVJOukZmp/mOAoRVSkKcfv+pKaqqb9YtD69XW5vzHQkAAHhGwUNM2VxSrc0l1Uyugm5jTP+e+t4lY/XS1nL9dgnX4wEA0N1R8BBTHltbpLiAcXNzdCufnjZYn5iSo9tf3Kal+WW+4wAAAI8oeIgZza1temxtkWadkq3M1ATfcYAuY2b60cfHa0y/nvrqwrXaVVHrOxIAAPCEgoeYsTS/TOWHGnXl6YN8RwG6XFJ8UHd95jSZmb744Juqb2r1HQkAAHhAwUPMWLhqj7J7JOrcU/r4jgJ4MSgzRb+Zf6ry91Xru49tkHNMugIAQHdDwUNMKDlYr2VbynRFXo7iguzW6L7OPSVbN88dpUfXFunu5YW+4wAAgC4W5zsA0BkeXrVXbU66Mm+w7yiAdzedO1JbSg/pp8/ka1hWqs4f1893JAAA0EXCeqjDzC4wsy1mVmBm3zrC87eY2SYze8vMXjSzIeHMg9jU2ub08Oo9mjEyS4N7p/iOA3gXCJh+dcUkTRyYrq8uXKeNxQd9RwIAAF0kbAXPzIKS7pB0oaSxkq4ys7GHbbZWUp5zbqKkf0r6ebjyIHa9UrBfRVX1TK4CdJAUH9Q9n81Tr5R4feH+1SqrbvAdCQAAdIFwHsGbKqnAOVfonGuStFDSvI4bOOeWOufqQg9XSOLu1DhhC9/YrYyUeJ0/rq/vKEBEye6ZpHuvydPB+mZd/8BqZtYEAKAbCGfBGyhpT4fHe0PrjuY6SU+HMQ9iUGl1g57fVKpPTMlRYlzQdxwg4owbkK7b50/WW0UHddNDb6qltc13JAAAEEYRMd2gmV0tKU/SL47y/AIzW21mq8vLy7s2HCLa31bsUqtz+syZXL4JHM15Y/vqh/PG68X8Mn37UW6fAABALAvnLJpFkjpeFJUTWvceZjZX0nclneOcazzSCznn7pZ0tyTl5eXxPxNIkhpbWvXQG7s1+5RsDemd6jsOENGuPmOIyg816vYXtymrR6L+64LRviMBAIAwCGfBWyUp18yGqb3YzZf0qY4bmNlkSXdJusA5VxbGLIhBizeUaH9Nk645a6jvKEBU+NrcXJXXNOrOZduVlZao62YM8x0JAAB0srAVPOdci5ndJOlZSUFJ9znnNprZbZJWO+cWqf2UzDRJj5iZJO12zl0arkyILX95bZeG90nVjJFZvqMAUcHM9MN541VZ06QfPrlJGSnxumwKc1sBABBLwnqjc+fcYkmLD1v3vQ7Lc8P59RG71u2p0vo9Vbpt3jgFAuY7DhA1ggHTb+afqs//ZZW+8ch6BQOmeacea/4rAAAQTSJikhXgRN3/2k6lJcZx9AE4CUnxQd17TZ7yhmbqlofX66m3SnxHAgAAnYSCh6hTWt2gJ98q1uWn5SgtMawHoYGYlZIQpz9/7nRNHtRLX124Vs+8vc93JAAA0AkoeIg6972yQ21OTBABfEipiXH687Wna0JOum566E09t5GSBwBAtKPgIaocrG/W31bu1sUT+mtQZorvOEDU65EUr/s/P1XjBvTUjX97U4+ve9/dbAAAQBSh4CGqPLhil2oaW7Rg5nDfUYCY0TMpXg9+YZqmDMnQ1/6xTg+t3O07EgAAOEkUPESNhuZW/fnVnTo7N0vjB6b7jgPElB5J8Xrg81M1a1QffeexDbrrpe2+IwEAgJNAwUPU+L8392p/TaO+dM4I31GAmJQUH9Rdn8nTJRP76ydP5+sXz+bLOec7FgAAOAFMQYio0NzapjuXbdfEnHSdOaK37zhAzEqIC+j2+ZPVIyledyzdrpKqBv3kExOUGBf0HQ0AABwHCh6iwj/X7NXeA/W6bd44mXFjcyCcggHTjz8+XgN7JemXz21VUVW97v5MntJT4n1HAwAAH4BTNBHxmlra9PslBZo0qJfOPSXbdxygWzAz3TQ7V7fPP1Vrd1fp43e+qt0Vdb5jAQCAD0DBQ8R7ePUeFVXV65bzRnH0Duhi804dqAe/ME0VNU36+B9e1YrCCt+RAADAMVDwENEamlt1x9ICnTYkQzNzs3zHAbqlqcMy9eiNZyk9JV6fvnel7ntlB5OvAAAQoSh4iGh/W7lbJQcbdPNcjt4BPo3ok6bHvzxdc0Zn67YnN+nmf6xTfVOr71gAAOAwFDxErKq6Jv32xW06OzdL00cycybgW4+keP3x6tP0jfNH6fH1xbrszte0c3+t71gAAKADCh4i1u+WFKi6oVnfuWgMR++ACBEItE++ct/nTldxVb0u/u3LevTNvb5jAQCAEAoeItLO/bV64PWd+uRpgzSmf0/fcQAc5txTsvX0V8/WuAHpuuXh9br5H+tU09jiOxYAAN0eBQ8R6adP5ys+GNDXzx/lOwqAoxjQK1l/X3CGbp47So+vK9LFv31Za3cf8B0LAIBujYKHiPPKtv16ZuM+ffGcEcrumeQ7DoBjCAZMX52bq3/ccKaaW9r0iTtf008Wb1ZDMxOwAADgAwUPEaWhuVX//fjbGto7RQtmDvcdB8BxOn1opp65eaauPH2Q7lpeqIt++7LW7OJoHgAAXY2Ch4hy57Lt2rG/Vj/82HglxQd9xwFwAnomxesnl03UX6+bqsbmNl3+x9f0gyc26lBDs+9oAAB0GxQ8RIzt5TW6c9l2XTppgM7O7eM7DoCTdHZuHz1780xdPW2I/vLaTs3+1Ut6fF0RN0cHAKALUPAQEVpa2/SNR9YrOSGo/3fxGN9xAHxIaYlx+uHHxutfN05X//QkfXXhOl11zwptLT3kOxoAADGNgoeIcNfyQq3dXaXb5o1jYhUghkwa1EuP3ThdP/r4eG0uOaQLb39Z33lsg8oONfiOBgBATKLgwbvNJdX6zQtbdfGE/rp00gDfcQB0smDA9OlpQ7T0G7P0mTOG6OFVezTrF8v06+e3cu88AAA6GQUPXtU1tegrf1+r9OQE/fBj42VmviMBCJPM1ATdeuk4vXDLOTp3dLZuf3GbZv1iqf786g5uqwAAQCeh4MEb55y++9jbKiiv0e3zT1VmaoLvSAC6wNCsVN3xqSl67MazNDI7TT94YpNm/Gyp7lleqLomjugBAPBhUPDgzcJVe/TY2iLdPHeUpo/M8h0HQBebPDhDCxecqYULztAp/dL0o8WbNeNnS3XH0gIdrOPWCgAAnAyLtmmr8/Ly3OrVq33HwIe0emelPnXPSk0bnqn7r52qQIBTM4Hubs2uA/rdkm1atqVcyfFBXX5ajq6dPlTD+6T5jgYAQEQxszXOubwjPkfBQ1fbVVGrj//hNaUnx+uxG89SrxROzQTwb5uKq3Xfqzu0aF2xmlrbNGd0tj571lCdPTKLXwYBACAKHiLIgdomXf7H11RR26THbpyuYVmpviMBiFBlhxr0txW79eCKXaqobdLAXsn6ZN4gXZGXowG9kn3HAwDAGwoeIsLB+mZdfe9KbSk9pL9+fqqmDe/tOxKAKNDY0qrnNpbqH6v26JWC/TKTzhnVR5eflqM5o/sqOSHoOyIAAF2Kggfvahpb9Nk/rdSGooO6+zN5Ond0tu9IAKLQnso6Pbx6jx5evUel1Y1KSQjqvLF99dGJAzRzVB8lxDF3GAAg9lHw4FVlbZOu/csqvV10UHd8aoouGN/PdyQAUa61zWnljgo9sb5ET79doqq6ZvVMitNHxvXTeWP7akZullIS4nzHBAAgLCh48GbvgTp99r43VHSgXr+9arI+Mo5yB6BzNbe26ZWC/XpifbGe31iqQ40tSogL6KwRvTVnTF/NGZ3NNXsAgJhCwYMXKwsr9OWH1qqppVX3XnO6pg7L9B0JQIxrbm3Tqh2VemFzmV7ML9WuijpJ0sjsNJ01orfOGtFbZwzvzey9AICoRsFDl3LO6b5Xd+rHizdrSGaK7vrMacrt28N3LADdjHNO28trtCS/TK8WVOiNHZWqb26VmTRuQE+dOby3ThuSqSlDeim7R5LvuAAAHDcKHrpMcVW9/uv/3tLL2/br/LF99ctPTlLPpHjfsQBATS1tWr+3Sq8VVOjV7fu1dvcBNbe2/xuYk5GsKYMzNGVwL00enKFT+vVQUjyzcwIAIhMFD2HX3Nqmv63YpV89t1Wtzuk7F43Rp6cNlhk3JQYQmRqaW7Wx+KDW7q7Sm7sP6M1dVdpX3SBJCgZMI/ukaUz/Hho7oKfG9k/XmP491Dst0XNqAACOXfCYYgwfSlub0wubS/WzZ/K1vbxWM0Zm6ccfn6DBvVN8RwOAY0qKD+q0IZk6bci/rw8urqrXuj1V2lRcrU0l1Vq5o1L/Wlf87vNZaYka0SdVI7LTNDyr/fOIrDQNzEhWMMAvtAAA/lHwcFKaWtr01IZi3blsu7aW1mho7xTd89k8zR2TzVE7AFFrQK9kDeiVrIsm9H93XWVtkzaXVGtTcbW2lh5S4f5aLd7QfmuGdyTEBTS0d4oGZaQoJyNZORkpGpiR/O5yRko8740AgC5BwcNxc85pY3G1/u/NvXp8XbEqa5s0qm+afn3lJF0ycYDig9xgGEDsyUxN0PSRWZo+Mus96ytrm7S9vEaF5TXaXl6rHftrtfdAvd7YUalDjS3v2TYlIah+6UnK7pGovj3bP2f3SFJ2z0T1CS337ZmotMQ4iiAA4EMJa8Ezswsk3S4pKOle59xPD3s+UdIDkk6TVCHpSufcznBmwokpP9SoN3cf0LIt5Vq2pUwlBxuUEAzovLF9dUVejmbm9lGA05IAdEOZqQnKTM3U6UPffwuYg/XN2nugTkUH6rX3QL32HKhTaXWDSqvb31PLqhvV2NL2vj+XEAyoV0q8MlIS3v2ckRqvXikJyuywrkdSnNKS4tQjMV5pSXFKTQwqMY5JYQAAYSx4ZhaUdIek8yTtlbTKzBY55zZ12Ow6SQeccyPNbL6kn0m6MlyZcGTOOR2sb9auijrtrKjVzv112lp6SOv2VKmoql6SlJYYpxkjs3Tz3GydP64v95ACgGNIT45XenK6xg1IP+LzzjlVN7So/FCDyqobVXaoUaXVDaqsa1JVbbMO1DWpqq5Z28trdGBXs6rqmtTSduxJ0RKCAaUlxSktscNHUpxSE+OUFBdQUnxQyQlBJcUFlBgfVHJ8UEnxQSXFB95dTuywHB8MKCEYUHycKT4YUHzg38txAeNIIwBEqHAewZsqqcA5VyhJZrZQ0jxJHQvePEm3hpb/Ken3ZmYuyqb2fLvooIpDRchJak/f/i0413Gd5OQ6LLf/I/+O9m07PO/eu02Hl313O3e0Pxta2djSpvqmVtU3t380NLeqrqlVB+qaVVnbqIqaJlXUNqnpsN8kD8pM1uTBvXTt9KGaNKiXJuX0UkIcp2ACQGcws1AJjNfI7A++T6hzTjWNLToQKn81jS061NCi2sYW1YQ+Oj4+1NCimsZmlR9q1M79tWp499+ANjW0tKoz/pVNCAYUFwyVv2BACUFTXDCg+A7rAgFT0NpnJQ2YKRjo8GEWer798Tvbvn+dvfvn44Ltn80kk2Sm9sftg/ruOpMpYKHlUBHtuO0727zTUd/7mkdafu/XtHdf5/0l9/A1R+rBh6+z9/2pI/+592/z3o2O62sfttWRtzmeLCf+OkA0Sk+O17ThvX3HOCHhLHgDJe3p8HivpGlH28Y512JmByX1lrS/40ZmtkDSAkkaPHhwuPKetPte2aFH1xb5jnFM8UFr/+1t6De4vZLjld0jSWP69VRmWoL6pCVqSO/U9kkCMlO4/xMARBAzU4+kePVIiv/QsxQ759TU2qaGpvay957yF1pubG5VU6tTc0ubmlvb1NzWYbm1TU2tTi2t7zxuf70jbdvq2mdbbm1zanVOTS1tamlzanOhdR2W25yOsK7jdv9+vuMvOZ1rfw4AwuHUQb30ry9P9x3jhETFJCvOubsl3S213wfPc5z3ufm8Ufr8jGHvPj78N4Pve6yOv+n6928F27e19zzf8c+9+1rv/Dayw2v/++vo3RczmZLiA++eagMAgJkpMa79mr10xfuO06mce3/xO/zMmDbn3n3+3TNsjrL+3SLp9L5SeaSjoIevc3r/Ru/f5sjfxwdv8741H/D8+1/nyNscx+ucxPcJRKvkhOg76BHOglckaVCHxzmhdUfaZq+ZxUlKV/tkK1FlUGbKe75RAADQ9d45pTL0yGcUAPAmnId1VknKNbNhZpYgab6kRYdts0jSNaHlyyUtibbr7wAAAAAgUoTtCF7omrqbJD2r9tsk3Oec22hmt0la7ZxbJOlPkv5qZgWSKtVeAgEAAAAAJyGs1+A55xZLWnzYuu91WG6QdEU4MwAAAABAd8HMGwAAAAAQIyh4AAAAABAjKHgAAAAAECMoeAAAAAAQIyh4AAAAABAjKHgAAAAAECMoeAAAAAAQI8w55zvDCTGzckm7fOc4gixJ+32H6MYYf38Ye78Yf78Yf38Ye78Yf78Yf38iZeyHOOf6HOmJqCt4kcrMVjvn8nzn6K4Yf38Ye78Yf78Yf38Ye78Yf78Yf3+iYew5RRMAAAAAYgQFDwAAAABiBAWv89ztO0A3x/j7w9j7xfj7xfj7w9j7xfj7xfj7E/FjzzV4AAAAABAjOIIHAAAAADGCgtcJzOwCM9tiZgVm9i3feWKRme00sw1mts7MVofWZZrZ82a2LfQ5I7TezOy3oZ/HW2Y2xW/66GNm95lZmZm93WHdCY+3mV0T2n6bmV3j43uJRkcZ/1vNrCj0d2CdmV3U4blvh8Z/i5l9pMN63ptOkJkNMrOlZrbJzDaa2VdD69n/w+wYY8++3wXMLMnM3jCz9aHx/0Fo/TAzWxkay3+YWUJofWLocUHo+aEdXuuIPxcc3THG/y9mtqPD/n9qaD3vPZ3MzIJmttbMngw9jt593znHx4f4kBSUtF3ScEkJktZLGus7V6x9SNopKeuwdT+X9K3Q8rck/Sy0fJGkpyWZpDMkrfSdP9o+JM2UNEXS2yc73pIyJRWGPmeEljN8f2/R8HGU8b9V0jeOsO3Y0PtOoqRhofejIO9NJz32/SVNCS33kLQ1NMbs//7Gnn2/a8bfJKWFluMlrQzt0w9Lmh9a/0dJXwot3yjpj6Hl+ZL+cayfi+/vL9I/jjH+f5F0+RG2572n838Gt0h6SNKTocdRu+9zBO/DmyqpwDlX6JxrkrRQ0jzPmbqLeZLuDy3fL+ljHdY/4NqtkNTLzPr7CBitnHPLJVUetvpEx/sjkp53zlU65w5Iel7SBeFPH/2OMv5HM0/SQudco3Nuh6QCtb8v8d50EpxzJc65N0PLhyRtljRQ7P9hd4yxPxr2/U4U2odrQg/jQx9O0mxJ/wytP3zff+fvxD8lzTEz09F/LjiGY4z/0fDe04nMLEfSxZLuDT02RfG+T8H78AZK2tPh8V4d+x8knBwn6TkzW2NmC0Lr+jrnSkLL+yT1DS3zMwmPEx1vfg6d76bQqTj3vXOKoBj/sAmddjNZ7b9JZ//vQoeNvcS+3yVCp6itk1Sm9mKwXVKVc64ltEnHsXx3nEPPH5TUW4z/STt8/J1z7+z/Pwrt/782s8TQOvb/zvUbSf8pqS30uLeieN+n4CFazHDOTZF0oaQvm9nMjk+69mPjTAnbRRhvL+6UNELSqZJKJP3Kb5zYZmZpkv5P0tecc9Udn2P/D68jjD37fhdxzrU6506VlKP2Iw+jPUfqVg4ffzMbL+nbav85nK720y7/y2PEmGRml0gqc86t8Z2ls1DwPrwiSYM6PM4JrUMncs4VhT6XSXpM7f/wlL5z6mXoc1loc34m4XGi483PoRM550pD//i3SbpH/z7tg/HvZGYWr/aC8Tfn3KOh1ez/XeBIY8++3/Wcc1WSlko6U+2n/sWFnuo4lu+Oc+j5dEkVYvw/tA7jf0Ho1GXnnGuU9Gex/4fDdEmXmtlOtZ/SPVvS7YrifZ+C9+GtkpQbmmknQe0XWy7ynCmmmFmqmfV4Z1nS+ZLeVvs4vzM71DWSHg8tL5L02dAMU2dIOtjh1CqcvBMd72clnW9mGaFTqs4PrcNJOOw60o+r/e+A1D7+80Ozeg2TlCvpDfHedFJC11H8SdJm59z/dniK/T/Mjjb27Ptdw8z6mFmv0HKypPPUfh3kUkmXhzY7fN9/5+/E5ZKWhI5uH+3ngmM4yvjnd/jFkqn9GrCO+z/vPZ3AOfdt51yOc26o2t8vljjnPq0o3vfjPngTHItzrsXMblL7X56gpPuccxs9x4o1fSU91v7epjhJDznnnjGzVZIeNrPrJO2S9MnQ9ovVPrtUgaQ6Sdd2feToZmZ/lzRLUpaZ7ZX0fUk/1QmMt3Ou0sx+qPb/bEnSbc654504pFs7yvjPsvbpsZ3aZ5W9QZKccxvN7GFJmyS1SPqyc6419Dq8N5246ZI+I2lD6FoYSfqO2P+7wtHG/ir2/S7RX9L9ZhZU+wGAh51zT5rZJkkLzex/JK1VewlX6PNfzaxA7ZNCzZeO/XPBMR1t/JeYWR+1z5a5TtIXQ9vz3hN+/6Uo3fetvXACAAAAAKIdp2gCAAAAQIyg4AEAAABAjKDgAQAAAECMoOABAAAAQIyg4AEAAABAjKDgAQAAAECMoOABAGKKmfUysxs7PB5gZv8Mw9e51cyKzOy2Tnitm81st5n9vjOyAQC6L+6DBwCIKWY2VNKTzrnxYf46t0qqcc79spNe73OS8pxzN3XG6wEAuieO4AEAYs1PJY0ws3Vm9gszG2pmb0vtJcrM/mVmz5vZTjO7ycxuMbO1ZrbCzDJD240ws2fMbI2ZvWxmoz/oi4aO6N0f2n6XmV1mZj83sw2h14oPbfdTM9tkZm+ZWaeUw//f3v3z2BCFcRz/PmyisVF4AxIl1opQKCklxIZKotlERUFI6Kn0ColOp3SDbhuiZinFK5DYveJPVu5Pce+NW5BsxoTN2e+nmjMz55lnqsmTZ06OJElTFniSpNbcAt4nWUxy8zfXDwJLwDHgLvAlyRHgFXBpcs8D4GqSo8AN4P4mn70fOAmcAR4BK0kOAV+B01W1FzgHHEiyANzp8oKSJP3J3P9OQJKkf2wlyRAYVtUa8GRyfhVYqKrdwAngcVVN5+zaZOxnSTaqahXYCTyfib0PGADfgIdVNZiMJUnqjQWeJGm7+T5zPJoZjxh/F3cAn5Isdo2dZFRVG/m10H0EzCX5UVXHgVPAeeAK446fJEm98BdNSVJrhsB818lJ1oEPVXUBoMYO95HYpDu4J8lT4BrQS1xJkqYs8CRJTUnyEXhZVW+r6l7HMBeB5ap6DbwDzvaU3jwwqKo3wAvgek9xJUkC3CZBkqRO3CZBkrQV2cGTJKmbz8DlvjY6B24D63+dlSRpW7ODJ0mSJEmNsIMnSZIkSY2wwJMkSZKkRljgSZIkSVIjLPAkSZIkqREWeJIkSZLUiJ/vBcRpzRlMOAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,5));\n", "pp.plot_prf()" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "source": [ "\n", "## Simulated (fake) data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "cell_style": "center", "hideCode": false, "hidePrompt": false, "hide_input": false, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dd=pp.create_fake_pupildata(ntrials=100, isi=1100.0, rtdist=(800,100))\n", "d=dd.sub_slice(start=1, end=1.5, units=\"min\")\n", "\n", "fac=d._unit_fac(\"min\")\n", "plt.figure(figsize=(15,10))\n", "plt.subplot(311)\n", "plt.plot(d.tx*fac, d.sim_baseline); plt.title(\"baseline\");\n", "plt.ylim(d.sim_baseline.min()-5, d.sy.max())\n", "plt.subplot(312)\n", "x1=pp.pupil_build_design_matrix(d.tx, d.event_onsets, d.fs, d.sim_params[\"prf_npar\"][0], d.sim_params[\"prf_tmax\"][0], 6000)\n", "plt.plot(d.tx*fac, d.sim_response_coef*x1.T); plt.title(\"events\")\n", "plt.subplot(313)\n", "d.plot(interactive=False, units=\"min\")" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "hide_input": true, "slideshow": { "slide_type": "slide" } }, "source": [ "## Estimate tonic and phasic components\n", "\n", "- per-trial estimates of tonic/phasic pupillary responses\n", "\n", "*Traditionally:*\n", " \n", "- tonic (baseline): mean signal in interval [-200,0] ms before stimulus\n", "- phasic (response): \n", " - difference peak/max in interval [0,2000] ms post-stimulus to baseline\n", " - difference mean in time-range of expected peak, e.g., [800,1200] ms post-stim to baseline" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "hideCode": false, "hidePrompt": false, "hide_input": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "d2=dd.sub_slice(4500, 13000, units=\"ms\") # take a small part for visualization\n", "\n", "\n", "with io.capture_output() as cap:\n", " tonic_est =d2.stat_per_event((-200,0), statfct=np.mean)\n", " phasic_est=d2.stat_per_event((-0,2000), statfct=np.max)-tonic_est\n", "\n", "plt.figure(figsize=(10,6))\n", "d2.plot(model=False, units=\"ms\")\n", "plt.vlines(d2.event_onsets, *plt.ylim(), color=\"grey\", alpha=0.5)\n", "plt.plot(d2.event_onsets, tonic_est, \"o\",color=\"red\")\n", "plt.plot(d2.event_onsets, phasic_est+tonic_est, \"o\",color=\"blue\");\n", "plt.title(\"Traditional tonic/phasic estimates\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- traditional method can mistake build-up of responses for baseline fluctuations" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "hide_input": true, "slideshow": { "slide_type": "slide" } }, "source": [ "## Novel Algorithm for baseline extraction\n", "\n", "- in the absence of events, the pupil goes back to baseline\n", "- therefore: throughs in the the curve are indicative of baseline \n", "\n", "**Algorithm:**\n", "- detect throughs\n", "- find the most \"prominent\" ones \n", "- create smooth curve through these points that stays below signal" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "hideCode": false, "hidePrompt": false, "hide_input": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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Gl9eHT0/oUm0SMUMwWJ0RV+xxcLWk+ow0vTcZcqQIgiDSFKvTg33nDLhqfgEWFuegWCXFrtODqTaLmCEMW10Ra0hxcBGp3hFypCZDjhRBEESacrLPBLeXRWO1BgzDYPVcLb48bYCPks4JHuBypKKheKyxcT9FpKZAjhRBEESacrzXCABoKFUBAFZW5cJod6Nz2JZKs4gZgNvLRtVnj0MqFiJPnoVeqiU1BXKkCIIg0pQTvUYU5khQkOOPBjSUqgEAx3pGU2kWMQMwOn0AgDxFdFN7gH96jyJSUyFHiiAIIk1p7jNhUYkq8HdtoQJZIgFOjEWqCCJeTE5/GYNop/YAqiUVCnKkCIIg0hAfy+KcwYo5BYrAa2KhAAuKc3Ci15RCy4iZgNHBRaSid6SKVdnoHbGDZSlHbzzkSBEEQaQhQzYvXB4fqvLkE16fV6hA+4AlRVYRM4XA1F4MEalSdTasLi9MDk+yzMpIyJEiCIJIQ/rN/ptVtXaiIzW3QIEhixOjNirMScSPKeBIxZYjBdDKvcmQI0UQBJGG9IVwpGoLlACA0xSVIhLA6PBG3WePo1jtX/RAeVITIUeKIAgiDekze5AtFqIwZ2LEYO5YzhQ5UkQiGJ2+qPvscXDVzakEwkTIkSIIgkhD+i0eVObJptzoStXZkIoFlCdFJIRpzJGKhXyFBGIhg36KSE2AHCmCIIg0RG/xokIjm/K6QMBgTr6CIlJEQhgdPmhjqCEF+M+9whwqgTAZcqQIgiDSEIPdG2jLMZk5+QqcGSRHiogfo9Mbc0QK8Cec99HU3gTIkSIIgkgzHB4fbG4WhWEcqd5ROxxu7zRbRswU4pnaA/xTy320am8C5EgRBEGkGQab30EKFZGqyZeDZYFzQ9bpNIuYIbi9LGxuFtoYinFyFKuk0Bkd8FLj7ADkSBEEQaQZBru/xk9hTuiIFACcHSRHiogdrhinJoYaUhwl6mx4fCwGzU6+zcpYyJEiCIJIM7iIVFEIR4qrLUV5UkQ8xNNnj4MrgUDTe+chR4ogCCLNGLaPOVIhpvays4QoVWfjLDlSYXF6vHj0g5N4/MNmuDy+VJuTNnB99uKa2qOinFOIvqQpQRAEMS0Y7F7IxQxkWaEv0TX5cpyhqb2w/HF3J17b3QEAKFJJcPdlc1JrUJpwfmovvlV7ADlS46GIFEEQRJphsHmRJxOG3WZOvgJnBy1gWUr6DcXfDnShsVqDi2ry8Ke9nTRWY8TTZ48jRyqGUiKiEgjjIEeKIAgizRi2e6HJDu9I1eTLYXV5MUBJv0HpNFhxZtCKry4qwq0rytA9bMfxXmOqzUoLjA4vhAxi6rM3nmI1FeUcDzlSBEEQaYbB7kVeBEeKW7l3hiqcB2Xf2WEAwKV1+bisTgsA2H3GkEqT0gaj04cciSCmPnvjKaFaUhMgR4ogCCKN8Hh9GHX4Ik7t1eSPrdyjWlJBOdFnhEIiQnWeHAVKKWoLFPjy9FCqzUoLTE4fVNLw51c4StTZ6KepvQDkSMWB0e6GzeVJtRkEQcxABi1O+FhEjEgV5UghyxJSRCoEJ3qNWFicA4HAH3VZWZWLo92jlCcF/6o9lST+23+JSgqD1UWV9ccgRypG9p41oPHJLbj0Z1upqjBBjGG0u2F30UWVD3RG/5N+pIgUwzCoyZfjLF2HpuDzsTjVb8bCkpzAaw2lapgcHnQN21JoWXpgdHqRk4gjRSv3JkCOVAywLIvHP2xGTrYYDrcXT31yKtUmEURK8fn8v4llj2/Cqie3YOMJXapNynj0Jr8jpcmOfHmu0SqollQQ+k0O2N1e1BUqA681lKoAgBLOwU3tJe5I9Rtpeg8gRyomTvSa0Nxvwn1X12L9JVXYckofuOgRxGzk+a2n8eqX53Dr8jLMyZfjv948gm564k8I7uYUaWoPoObFoegci9JV5skCr9UVKSAWMrPekXJ6vLC5WagkCeRIqfyOVC9FpACQIxUTO9oHAQDr6otwy/Iy+Fjg0+P9KbaKIFLD6QEznvuiHTcsKcHPv74Yv7tzBXwsi99tP5Nq0zIanckBkQBRTb1Q8+LgdI458+MdKYlIiLkFSrTqzKkyKy0YtroAIKGIVKFKAoahqT0OcqRiYFf7EBYU5yBPIcGcfAUq82TYRatAiFnKc1+cRpZQgEdvWAiGYVCizsZNS0vxblMPLE5ajBEveqMDednCqJamB1bu0fTeBDoMVoiFDIrHIicctQUKtOtn91gZLGOOVAI5UhKREPkKCa3cG4McqSjx+lgc7h7BBdWawGur52qx54yBejgRs46OISs+PNqHOy+sRJ7ifHXkm5eXwuH2YXvrYAqty2x0JkfEYpwcNVp/Lamz1CpmAl0GG8o1MggFE53R2gL/VOhsXnU9ZPEXcE0kIgUAxVRLKgA5UlHSYbDC4fahftwqkIvm5MHq8qJFZ0qhZQQx/fxlfxcEDIPvrq6e8PqqKg008ixsaqak83jRGR0RV+xxcM2LKSI1kU6DDZUa2ZTXawu5Iqaz1/EMTO0lkCMFAKVqKeVIjUGOVJSc6vc7SwuKzztSS8vVAICj3aMpsYlvhq0ubG8bpMRVIixurw/vNvXiyvkFKMiRTnhPKGBwaa0Wu88YqF5PHLAsC53JEVWiOUdNvpwiUpPoM9pRmps95fW5Bf5VfO0DszdPKjC1l2BEqkSVjb5RO/3OwZMjxTDMqwzDDDAMc4IPvXTkVL8JIgETeKIBgFJ1NrSKLBzpzvxVIL0mN65+Zju+/ep+3PR/X8LscKfaJCJN2dY6iCGLE7etLA/6/gXVeRg0O9FhoNV7sWKye+BwR65qPh5qXjwRh9uLUZsbRZOcfMCffC4WMjg9i4uYDlmdEAuAbFF87WE4StTZcLh9MIxFuJKFyeHG7jNDaX1P4isi9RqAdTxppSWtOgtq8uWQiM5f4BiGwZIyNY72ZHZEimVZ/PaAv+LvT65fiFa9Gc9/cTrVZhFpyvtHepEnz8KaeflB328cyyPcf476msWKLoYaUhxc82K9iZoXA+frcBUGcaTEQgGq8uRom8UJ5waLCyppdIsZwlExNnWazHInrTozrvjFNnzz9/twxS+3o7kvPdNoeHGkWJbdAWCYD610pdNgRVWefMrri8vUOD1ggTWDVykd0ztxctCFH15Th++srsZNS0vxxz2dtPKKmILD7cW2lgF8pb4QYmHwy8ecfDk08iw0dWb2A0Yq6B9L3o1lao9rXkyFOf1wleGLVFMdKcDveHYYZu9U6LDVlVBVc46KsdISyaoU7/H6cO9fmyAQMPj1Py+FSMDg7j8dTMt7LeVIRYHPx6Jr2DahJgnH/GL/nHubPnPn3DeftUGZxeCfVvmnau68sBJ2txefHKMaWcREdp8ZgtXlxVfqi0JuwzAM6ktycLI/86e8pxsumhLL1B6VQJgIF9ULNrUHAFVaOboMNnh9s3Mq1GBxQp1gfhQAlOcmNyL1wdE+tOktePzGenxtaSl+841l6Bmx48UdZ5PyeYkwbY4UwzB3MwxzkGGYg4ODmbU0esDshNPjQ0WQiNT8Ir8jlalF3ow2N/b12HFppSwwbbm8Qo3KPBk2nqSVV8RENp3UQyER4eI5eWG3W1iSg1admUqDxIjO6J+ey5VG70gFmhdTwjmA887o5IUQHNV5cri8vllbTHLI4kqohhRHdpYQ+UpJ0iJSf9nXhZp8OdYt8j+0NVZrcF1DMV7ZeRamNMuXmjZHimXZl1iWXcmy7Mr8/OC5FelK51gYONhy2vJcGWRZQrRkqCP1eYsebh9wRdX5Y2MYBlfMK8DuM0MzcgUfy7LopdUmMeP1sdjcrMcV8wsm5AoGo75EBbeXndWro+JBZ3JAq8iCWBh9/go1L56I3uREtliIHKko6PuVYw/EnbN0MYTB6kROgqUPOCo0MnQP8++Qnhuy4mDnCG5bUT4hl+s/Lp8Dq8uLvx/o5v0zE4Gm9qIgWLsBDoGAQW1h5rYd2No6CLVUgDka8YTXr5hfAIfbh71nZ1bCsNfH4okdBlzy9Bf4tz8egm+Whvfj4Uj3KAxWF76ysDDitly9tZO96ZkcmmwMFifePNAFgyW2BHCd0R4ytyccNVoFzszilWjj0ZkcKFJJQyZTV2v9jtS5DM6T2t5hwx3v9OFbr+6PqbiozeVfFZpo6QOOCo0sKRGpzWN16G5cWjLh9YYyFRqrNHh9T0daXbv5Kn/wVwB7AMxjGKaHYZjv8qGbLnQZbBAKmEDH68nML1SiRWfKuAiH18diR9sglhdLIZh00Wms0kAoYHCgY2atIdhy1oamficurdViyyk9/nG0N9UmZQy72ofAMP6K/pGozpNDKhagNYNzB+PF62Nxx8v78MA7x3HHy/vg9kY/vakzOUPm9oSjviQHvaP2QNXq2Yze6EBhjiTk+wVKCaRiAToyNII3YHLg+f0jUEkF2NE2iGe3tEe9Lx/tYcZTrpGh32iH28vvvW9H2xDqChUoDXLP/ZeLKtE9bMeXZ9KnPRtfq/a+wbJsMcuyYpZly1iWfYUP3XSha9iGErU05Cql+cVKjNjcGDRn1kXsSPcIjHY3lhdPvehkZwlRX5KDgx0jKbAsObAsi4/bLZirEeP1f21EbYECr+/uTLVZGcPO9kEsLlUhV54VcVuBgEG1VjErE6D39TrQojNjXX0RWnRmfBJDY3O9yRF02X4kllfmAgCaOmfO7zVedBHGUCBgUJUnD6RsZBqv7+mAlwV+fJkWNy0twRt7O6OusXS+PQx/U3s+Fhiy8ZcC4vD4sP/cMC6vC54C9JX6QqhlYvwtjab3aGovCnRGx5Tml+OZxyWcZ9jT97bWQQgFDJYWBb/orKjMxdGe0ZieqNOZU/1mdBk9uKpaBoGAwe2rynGkezRjL6jTidnhxuHuUayujRyN4phbMDsdqT3ddmgVWXj+m8tQrsnG+4eji3o63F4MW11xRaQaSlUQCxkc6iJHatjqglYROiIFAFV5cpzLwIgUy7L45LgOiwslKFaK8O2Lq2B1efHp8egWBvEdkeJqSeks/JUkODXogsvrw6W1wR0piUiIW5aVYdNJXaDdTaohRyoKdCYHisPkLcwt4Po3pe6mcXrAjP9+7zjeOdQT9T5bWwewvEINRVbw02BlpQYOtw8n07QIWqxsbtaDAXBJhd8pvnqBP9dne1tmrSJNBXvOGOD1sVg9N/qFInPy5egZsc/IBQuh8PpYHOp34Mr5BRAJBVi7sAhfnjZEVZONW21WHCKFIBxSsRD1JapZH5FyuL2wubzQRIiaVmr9SdKZVgLh9IAF54asuLDMf44sLVejVJ2NTc36qPbnq2ExB+dI6a38/cZbhlwQMOejrMG4fVU53F4W7zZFf79LJuRIRYDrfRXuKTFfIYFSKsLpFD19j1hd+Mbv9+GNfV24/62j+NPeyNNVA2YHTvSasGZeQchtllb4ewkez/DK7Ry7zwyhOlccWLFSpZWjQiPDDnKkIrKzfQiyLCGWV6qj3mdugQIsi1nVB67b5IHNzeKisfIQV84vgMvrw8Eocg37xwpJhntoC8cF1Roc6R5N61YayWbE5o9Q5MrCO1KZWgJh9xn/4h8uHYNhGFyzsBA726PrkTpgjr28RjgKlBJkiQS8RqTaDC7UFSqhkARfdQn4Z4GWVajx5oHutMhNJkcqAmaXDy6PL+ycO8MwmFugSFn/pj98eQ5DFic+vGc1LqvLx9OfnMKA2RF2nx1t/kS9UPPQAFCikkItE8+IiJTD7cXhrlE0FEwM+V88Jw/7zw2n1QqQdGT/uWGsqMyNWPZgPFzF7dk0vddu8N/IF5f5Hc6lFeqoF21EqsgdiSvnF8DtZbGzPX2ScKebEavficyVicNux5VAyLQK501dIyjKkSJ/XMHWS+Zq4fT4cLQ78gOv3uSARh5beY1wCAQMynOzoefJkfKxLNoMLiyrCB2N4rh9ZTnaByxo6kr9gz45UhEw2Pz5QZGeEufmK3B6YPp/lF4fi7/s78aV8wrQUKbCYzfWw+b24rUvO8Lut7V1APlKSWCZejACFapngCPV1DkCl9eHhsKJjtTScjVMDk9GL4VONkabG20DZqyq0sS0X7VWDobBrGoQe3rYBZmYQfXYjVqWJcKiksA9GUgAACAASURBVBwciGLRBheRiidHCvDnNKqyxdg0iwvpBiJSEab2uBIImdZY+1DnCJZXqieUdlhVlQuG8T/sREJvcqJAGT5/LFYqNDLepvZ6TR5Y3SyWVUSOfF+/pASyLCHePNDFy2cnAjlSETDY/SdIYSRHqkCBIYsTRtv0htWPdI9iyOLE15aVAvBfIK5dVIQ/7+0M2ZPI4/VhZ9sgLq/Lj9i4sr5EhVadOeMTzo/1+tuV1OVNfFLlpi+jeZqbrTR1jYBlgZVhchaCIRULUarOnlXJ/GdH3JiTK4ZAcP53taJSg6Pdo/BE+A3pjHbkSEWQh5nSCIdIKMB1i4vx6QkdRtIkCXe64ZKPI+VIZWIJhAGzAz0jdiyfFK1Ry7Iwr1CJfVE4UoNmR8iK7/FSmSdHn9nDyxRb21hEd3kUjpRCIsINi0vw4dH+lE9nkyMVAcPYss5IT4ncNMZ050ltax2AgAEuH7fC4bura2ByeEIm4h3tGYXJ4cGaeZETh+tLcuDy+jI+qtDcZ0KpOntKRd/aAiXkWUIcIUcqJAc7h/2rO6O4uE0mWQX70hGWZdFj8qBcNdFZX1SaA6fHF7HyeH+E1cHRsP7iKjg9Pry8K/36kU0Ho2MRKXWEqT2uBEImOVIt/f5V4YtKVVPea6zWoKlrJGLyvN7kRCHPEamafDkcHhYjjsQfts+OuCEVMajRKqLa/vbGcn9f2BhKjCQDcqQiMGz3QsAA+RFOvlSt3NvRPoTlFblQjbtwLK9QY0mZCn/YHbz667bWQQgY4NIoVmAFKlRn+PTeyT4jFhRPncYUChjUl6pwopca7IbiYMcI6ktyIMuKPVLid6QyK6E3XgbNTtg9LEqUE8epvsR/44t0jnEVuROhrlCJW5aV4sXtZ/HOoZ6MW5WWKMOBHKnItc6q8uQZNaXfNlZeZ16hcsp7S8rUsLm8YfMRvT4WgxZnXHXKwsE5Pb2mxPOkOkbdqFRNjOiGY1m5Gq+uX4mbl5Ul/NmJQI5UBIZsXmgVkpDFODnKNTJkiQTTmljr9rJo7jNiRdXEUC/DMPjXS6pxdtCKHe1TV6Rtbtb78ykiPLUBQLVWAalYgFP9metI2VwenB2yYmGIfLD5RUq06S1psfoj3XB5fDjSPYoVMU7rcZRrZBiyOGF3Z/bUcDRwEafSSY7UnHw5JCJBxIcRf0Qq8Zvco1+rx+IyFe5/6yjueLcfT+4wRLVqcCYwYnNBKRVFvF4D/lW73cO2iFOu6UKrzox8pSRo/tfiMr+zfqwntLNusDrh9bEoCFP1PR5q8v35Zr3mxBwplmXRaXSjSh39AxvDMLhyfiGyRKl1ZciRisCw3RvVU6JQwKBGK5/WKbCOUTfcXhZLy6ZOuXy1oRgFSgn+MCnpvF1vRovOjK82FEf1GUIBgzn5CrRn8NReq84MlgUWBolIAf6neIvTg94MWwo9HbTpzXB6fFPyMqIlGXVm0hWuzENpzsQbgUgowPziHJzsC32Tc3l8GLI4E45IAUCOVIy3/uNivHDnClxRJcPpYRf+6cU9syIJfdjqipgfxVGtlcHtZdE3Gn6Fc7rQpjcHjUYBQE2+AvIsIY6FKVUzYPKXPihQ8huRKsqRQiJk0GNKLE9JZ3LA4mJRqY78gJ9ukCMVAYPdG3UodE6+YlpzpNqH/fkAS8qnOlJZIgHuvLAS29sGJzh3Hx7tA8MA10XpSAF+R6M9w6q2j6d5LJoWaoXifK4yfYY2nk4mXCQyVDQvEgFHisc6M+nK2UELsoSAVja1RER9SQ6a+0L34xwwO8Cy8deQmoxQwGDdoiL8+0o1fntdIRaVqrDh7WMxN1HONEZsLqijmNYD/NF2IDOaF/t8LNr0FtSFcKS4FIVwESmuJE64PoTxIBAwKFGK0JdgRIrLAasiR2rmYXT4ol4uOqdAge5h27RVcm43uJCvlIS8+H7zggpkCQV4fXcHAMDp8eKvB7pxaW1+TCs3agsV6Dc6YMrQQn/NfSYopSKU5QZP5K0bc6RayJGaQqvODIlIgKqx5fyxMpsiUueGrChWiKY0AAf8jpTJ4UHPSPCoJxcVKUow2TwY2WIBnvmnJbA4PXhxx8xOQh+xuaCJImUBAKq0/nMzExLOe0ftsLu9qCsMnYS9pEyF5n4TXJ7gU5VceQ2+c6QAoCxHlHCO1Cmd/6GtUkWO1IzC62NhcvqQF6FvE8fcAgV87PQVeesY9WBhcU7IEgZahQQ3LCnBO0090Bkd+PPeLgyanbhrdXVMn1NX4Hc0MnXlXnO/Kew45UjFKFVnU0QqCC06M+oKlRBGmfw5GbVMDKVUxGvl43Sl3+hAvjx4fgeXcB4qT6p7bGUj53jyzdwCJdYtKsJf93fB5pq538WI1R1VU23A35FCniXMiJ577QP+a1NtGEeqoUwNl8cXSEqfTO+IHSIBkxRHqkQpwoDVm1AQoaXfjHyZEPIQLcvSmcyzeBoxu3xgAeRF+cOcM5Z0Nx0Oh9fHotfsDvuEAgDfu2IOAOBr/7cLT396ClfMy8elMTSeBc7/eDNxes/rY9HSb444NVVXqAh5AZrNtOjMgabc8cAwjL9g3yxwpPQmBzTZwS+p8wqVEDBAc4g8qa5hGxgGKI2jz1603HlBJcwOD75oGUjaZ6SaEZsrqhV7gP/crNJmRvPizrHCoeEiw0vGEs6PhsiT6hmxo0SdHfdDUThKc0Rgx9kZDy06U0ZO6wHkSIXFOFYXI08RrSOlmLZKzgNWL1xefx2kSDa9un4VKvPkuH5xCZ7952URi3BOpjxXBqlYgDZ95kWkzg1ZYXd7AxGBUNTkK9BhsFKrmHEMWZwYsjgDOWTxwmfl43TF5fHBYHUhLzt4C53sLCHm5CsC+XqT6R6xoThHmtTVR43VGmgVkpTX3EkWTg8bVcPi8VRp5RnRJqbTYIM8Sxj22Co0MqhlYhzrDu6s94zYkuaocytV41217vR4cWbQSo7UTMToHHOk5NFN7UnFQpTlZk+LI8WtkJgbISIFABfW5OHv/34RfnX7UqiyYz9RBQJ/L8FMXLnH3bhCrdjjqMmXw+H2od+UGSt4pgNuqnN+UXyJ5hxludkYsPJT+ThdGRxL4taEcKQAhG231D1sQ3mSpvU4hAIGX6kvxLbWwZB5NJmM2eU/pmgjUoC/eXHPiD3tOzd0DdtQkScP+xDMMAwWl6nDRqRC5YkmClc7Ld46iqcHLPD6WFTGUPognSBHKgxGh/8pWhtlRArw99w7Mw3d7rvHEvu4QqDJpq4gM1fuNfeZIBYyEceJ6711dhY12I0Et2JvfnFiEalSdTZcXsDkTO+bVSJwDYdzwzhSC0ty0G90BNqYjKdr2Ja0/KjxXFarhc3lDbtMPlMxj51fGnn0D4tVWjm8PjaQo5audBqsqIzi/FhSpkKb3jwlD87p8WLA7ERZbnLOsWyxAAVyIVrjvEdk8oo9YBY4Uhs2bJjw909/+tOo9+UiUr956pGoNebkK3B20BKxonAidgFAt9EDTbYAT/z4oYR0orVrbpwr9xI9zkR1mvtNqC1QTpkymaz3wWvPAzhfCyjZdiVbL1adYNu36szQKrKgjXKxRShKxqYTBm1e3scL4GfMEtUYGItkclN7wfS46eXmSVEph9sLvckZNCLF53ht2LABF1TngWGAPWcMCWvxZRdfuianFyNbX51Q/iDS/tXcyr0I03uJHm8i+/t8LLpH7KjIi3x+nPjoD/CxUxc1cKtCJ0ek+Pweq9RifPT7n8el16o3I0skQLFCxLtd00FmxtGioK+vDwaDAVu2bMEXX3wBAPB4PNi8eTMefvjhqDS6unvh7DyNXS1bo9aYW6CA0+NDb4gTnw+7AKC9oxtSow5b9iamE61d3Mq9dr0lqirXfB1nIjos66/8fsW8ggl63d3dU/T27NgK+eUXRp14GkonkfHnQy9WnXDb56jWJDytB/gdKY9Rj527z2IHT+MVyfZoNfkad/2YI+Uc1WFfW19Qve//148A+NsVrR634IPrRVg57nrB5/k1/jd07bXXosDcjnc+PA32cHxafJ73fOn29fXh4KHTsHccQevhPbB1yKLan0vePjcUPCLFh12Jjpfe7IDL45sQsQyl29r0JbD6UhztHsWqKk1gey7SzpV8SMb1Cz2t6D91ABs3bUaWSBiTXqvOjNoCBfS6/qScX8lmRjtSvb29GB0dxa5du8CyLMRiMZ566qmoNfr7+8H2n4pJo3asYFqb3hzSkUrULgDo7e9H3khLwjrR2sUVgjs9YI7akeLjOBPRGTQ7MWRxTVix19fXhyNHjgTV+59D4XtVTbYrlE488KUXq06o7X/65P/gro0m3HlhZVzHM55SdTY8xgEcG2rnbbzC2R6LJl/jrjM5IRYyMBv0IfVy5VkoUUmnJJxzq0XHLxzh8/ya/BvKNujRrLfinSf/Jy4tPs97vnT7+vrQfPwofE4rmpv2oyNLGNX+GnkWlFJRyFpSfNiV6HhxK+EmO9rBdH/585/h/u32KYU5ubzduflK3uyafJyW7pPwOqz4cNNWFCglMem16sy4eE4e+vpak3J+JRsmFQmgK1euZA8ePJg0/SNHjgAAli5dCrfbDbvdDqPRGEh2raioiErn9uc+h87iwZb/d2XUGmaHGw2PbsKGtfPw/SvmJsUuo92NJY9twreX5ODhr18Yt04sdvl8LBY+shF3XFCJH1+/MGE9vuwKx9aWAfzrawfw5t0X4oKavAma9fX1U/R++aUBTV0j2PXAlVHbFkwn1vHnUy9WnVDbdxqs+Jc3z+IXX1+M21aWx3w842FZFvMf/hRr58rwv3dewst4hbM9Fk2+xv2Hbx7BvnPD+L91mrB6d71+AB0GG7b88PLAvs9sbsPzX7Sj+fF1kIqFvNoV7Df0150teOLjk/jzdy/AmhXhf8uh9Pg67/nSPXLkCN48YcJfjo6g6aHLYbOYo97/a8/vQk62GH/67gVJsSuR/QHg7we68aN3jmHHhisCD+fhdP9n+yBO6UzYvuGKgMaGt45ia+sgDj58NW92TT7OHpMb3/+wDz+9vg5rahRR6xltbix5fBMevHY+LlSZebWLTxiGOcSy7Mpg783YiBTH97//fXR1daGkpAQsy4JhGLz66qtR7Wt0+qCSCmPSUI4Vd4xUkygRu7jEyEKFKCGdWOziVu7FWmuJL/vi0eF6mwWrIRVMr+EbD+LDY31wuL2BG9p0HR/ferHqTN6+d9QOzPsXXqb2GIZBvlyIQauX9/EKZns8molq6M2OCa03QuktLFHhi5YB2F1eZGf5z7F2vRmVefKg5xyf48VpKXLzMXpCh8d6NmLNB28mpMXn95iorsnpg/mLF3HH8d/FtH+VVo5DnSNJsyvR/buGbRAKGBSrpxbSDKa78lsPYeNJHUbHtctpH7BgbsHUGlR8fo/FChGMW17AE1+YsXVJXdR6bWPFRucVKgGHmXe7poMZ70idO3cOmzdvjmtfo8OLuZqsmDXqChURq2QnYlfPyJgjJRcmpBOrXXUFSuw5a+BNL9k6J/tMqMyTQSmduhIkmN4/jvSCZf2h9GiLUE7n+CdTZ/L2z2xqxemtp8NWUo4FrUyIIZsXQzyPF8DPmCWqoTM6JpwzofQWFufAx/oXQXBT5K16f35IMuwKpuXzsVj82CasXlaasBbfJKJrcvrAmgew8VBssx1VeXJ8eLQPTo8XElHwB6hEjzeR/TuH/fWfxMKpa8OC6e4bu0bvOzeMtfVF8Hj91c7/KUhkmc/vUShgILYP4YINz+PVING9UHD3ynlFSgx08G/XdDDjHamSkhL8+te/xqJFiwI1OK68MvLUDcBFpAQQxKhRV6TEl6cNcHt9QU/+RO3qHvb36ypUiBLSidWu2kIl3j3cC5PDjZwgzkmsenzZFYqTfSY0lAYvxBlMb868FQD8iZnROlLTOf7J1Jm8/edftKIqf0HUkblI5MuE6Bh1YwnP4wXwM2aJagyYnLi0Nh+AO6we5zztO2fAispcjNpcODtoxS0hnBo+z6/xWvnmNnz+eQueuGlRwlp8fY+J6ppdPihz82Pev1orh4/1R/rnhihwnOjxJrJ/l8E6IT8qku7qy9ZAniXEjrZBrK0vQpveApvLi2UVU5vb8/09FhQWYfu7r+PzKkvUeq06M5QSEYpVUnA195N1fiWLGe9I1dTUBBLXAP80QzRfiMPthc3NQiURIj9GjflFSri8PnQarCF/mPHaBfirIMvEDBRZgoR0YrWLe2qOduVeJD2+7AqGyeFG17ANt68Knt8TTO/+Sy4DAJyNoWXEdI5/MnUmb3+iqQPXfzv6p8pIaGVCjDp8qKis4nW8AH7GLBENq9MDs9Mz1sPMHVYvXynB/CIlvjw9hO+tmYvD3f56TstD/J74PL/GazH6QbT1GOH1sXG1DOH7vOdD1+T0Ia+4POb9qwI15JJzvU50/85hG77aUByT7kVztNjRPgiWZXGoyz9tuax86jnG9/c4Z84c7GgbxGefb4NcIopKr1VvRl2RckKx0WSdX8lixjtSjzzyCPbu3Yv+/n7ceOON6O3tjWo/rmieWirAhhg1uBVurTpLyB9mvHYB/ienwrHmqInoxGoXd1zt+uhW7vFpX6w6XK2e+hA99oLpySUiFOZIYmpzMJ3jn0yd8dtftfar+L3+Lwn12JtMvtwf2fruD34E3enjvI0XwM+YJaLBlT4oUkkAmCPqXTJXiz/t7YTN5cGeMwaIhQyWlE2NFvB1bMG05q1dhv/3x63oGrYFitHGq8XX95iortnpwxXf/B7WVjhi2p8r1ts+YMFX6vm3K5H9jXY3Rm3ukMU4Q+letaAAW07pcbTHiC9O6VGuyUa5ZmpVc76/xx//5Ce48cd/gKxIg4e//62IeizLok1vxrWLJjqKyTq/ksWML8h5zz334P3338dTTz0FoVCIu+66K6r9DBa/I5UjEcSsMSdfAQGDsFVe47ULALpH7ChUCBPWidWustxsSMWCmFrF8GVfrDonA45U8Km9UHr+gqrRR6Smc/yTqTN++9NDNhg+fS7hHnvjyZf5Hf/7/+sHvI4XwM+YJaKhN/nbwxQqzycDh9P7ysJCuDw+fHS0H5+e6MfFc7SQS4I/0/J5fo3XWlCqhuHT59CqC96yJhYtvr7HRHVNTh92//HnMe+vkIhQopKG7dyQ6PHGu393kBpj0ehev7gYsiwh/vu949jZPoSvLioO2l6G7+/xlZ/9GPbTe/Hq//0qKr1BsxOjNjfmTcrFTNb5lSxmvCN16tQpPP3005DL/U9dXm90zVOHrP6Lo0oqiFlDKhaiSitHW5iE83jtYlkWPSM2FIxFpOLViceueFbu8WVfrDpNXSMoVWcjXxm8KncovZp8Oc4OWqLuCzed459MnfHbt+rMAOvlZcUeh1bmd/zbWlp4HS+AnzFLRGPA7I9IFeScd6TC6TVWa1BboMCP3jmG7mE7vr6iLCl2hdOqK1QCrBetuvhaIvF93ieq6/SwcHpZjPR1xLV/baEybFP2RI833v25GlIVmuBRw1C6SqkY379iLk72mZCdJcT6S6p4tSsU7W0tuPiffwAXI45Kr2XsHlk36aEtWedXspjxU3sKhQL79u0DABw+fBgqVfAIxWS4iJRKIoxLY16hMuzKvXjtGrQ44XD7UDg2VRKvTrx21RUosftM9Cv3+LJPoVBg09adaNObcdVDr8EjDN18k2VZHOoYQWO1JuQ2oeyq0SpgcngwZHGFdMKi0YkXPscrFp3x22/9ch/EUgWvDU45RwribF7HC+BnzBLR4PrsFamkON0XWY9hGPz864vxn387guUV6pD5L4naFU6r5eQxKJQ5aNXHF5Hi+7xPVJdrWBzv/nWFCuw9awiZM5bo8ca7f+ewPzoerLhzJN3vrZmDJWVqlGuyUawK/ltOxvVLbe+CxelBU1NTRL3Air3CiY5Uss6vZDHjI1KvvPIK3nrrLchkMvz5z3/GSy+9FNV+hrFu7mqpIC6NukIlOgxWONzBPel47Rq/Yi8RnVBE0qstVEJncsBoj67nHl/2vfzyy7jv6Rcw6hLg1M6P0VN/J45Pqt7L0Ttqh87kCJvHFcqumvzYmhdP9/gnS2f89ts/eRerv/MQBHEkIYdCLGSQKxXg8rse5nW8AH7GLBENvckJeZYQinHTc5H0llXkYsePrsCz/7wsbLI3n+fXZK1r/+ORQEQgUS0+vsdEdE1O/3X2R08+E9f+tYVKOD2+QLsevuxKdP/uYRvy5FkTzq1odRmGwepaLSrzQufAJeP6ZTixHT5BFn778msR9Y73GlGskiJvUj/PZJ1fyWLGR6S2bduGJ554AtnZsT1dG6wuZAkBqYiJS2PBWL2YU/0mLKuYekOP167xNaQS0QlFJD1u5d7pgehW7vFl30tvfgjLolvx/E+W4aalpfjqb3biR+8cw0f3rp5yI+KK64WzL5Rdc/L9x3d2yBqohh6O6R7/ZOlw20ulUix9fDOWzA0dJYkXrUyIYwf24LNn+BsvgJ8xS0RDb3agUDWxWGKqvsdYtJ7Z1IpdW0/HVIA2GXbxoWseazB/9tiBuPavG9faK1jyfaLHG+/+nQZbyGhUKu0Kp/fTJ57ATS8exHW3L4FWqw27/Yk+IxYFKVGTrPMrWcx4R0qn0+HWW2+FUqnEzTffjBtuuCEw7xqOIYsTKokQDMPEpdFQ5j85TvQagzpS8drVNTZnXjDmSMWrE4pIerGu3OPLvk/2tcC4bxs+7qpC9q234IdXrMSG91vxTlPPlEJzO9qGoMoWh02WDmVXiTobEpEg6ojUdI9/snS47cVSGfo8NahevT7uYwiFVibEIZ7HC+BnzBLR0BsdExLN+bKJT51gWhVVK+FjgTODlpCLMqbDLj50uak9u9EQ1/7nS7uYsba+iDe7Et2/02DDyqrQ19lU2RVO75Xv/StGuqx43X0dvlL3/ZB6FqcH54as+NqSqTXUknV+JQ2WZaf934oVK9hkcvjwYfbw4cMTXhsYGGA3bNjAKpXKqDS+9co+9qqffTZBJxYNn8/HLn98E/v//n6EV7s2vHWEXfHE5ilaseqMJxa7vF4fO//hT9nHPjjJi140dlmdbrbuvz9hH/nHiQk6X3t+F3vBk1tYm9Mzwb4VT2xi7/1LU1S2BbNr7a+2s9/5w/6obEvk+JKhF6vO5O3f3X2SzWm8hZUpFDEeQWS77nllKzv/4U9Zn8+X8HhxmomOGR8aq3/2Ofuff23iTS+ZOuO15AolW/nAR+x7TT3Tbhffuk/+fSdb+cBH7IDJEbddFz/1+ZTrRqJ2JbK/0+1lqx/8iP3fz1p41eVj/0h63/j1Z2z55beH1dt31sBWPvAR+/kpXdLs4hMAB9kQPs2Mj0i1trbi7bffxtatW1FVVYU334yut5TB6oRKIohbg2EYLCpV4Xhv8DyeeO3qHrZPqAcSr04oIulxK/faB6LLreDDvh1tQ7Dou9C/fSe+8Zv9AZ28+QvwTy/uwatfngs0iD7UNYIhiwtXzi+I266afDlO9U/f8SVDL1Ydbvs/vfsJfB4FXv/jX+L63HBoZUKYdJ348WNPYO+uHbyMF8DPmMWrwbIs9CbnlKm9VH2PsWj95a9/xQ93MzH3z+TbLj50TWNTe/rus3jpvXfjsquuMPSK5ESPN579e0Zs8LFARZgcp1TYFY3e4fc+wYhbgRf/8KeQ254YuzcuChINTdb5lSxmfLL5M888A6/XiyVLluCFF16IehmlweKCSipMSKOhVIX2AUvQhPN4NbtHbKgYV5wtXp1QRKNXW6BAe5ilwrHqRWJrywAcTf9AsVIyQaexWoOrFxTihW1nAgVU/7a/G/IsIa5ZWBi3XTVaBbqGbXB5fNNyfMnQi1WH215WVIP62+6HVMxfojlHvlwE04H3MWp18jZeAD9jFq/GqM0Nl8c3ZWovVd9jLFoCsKjWysMu+58Ou/jQNTt9kIsZPPfrZ+O2q65IiTODlqC/+0SPN579ucT3ihDFOFNlVzR6jSuWQbP2+zjZMxpy26M9oyhQSiaUDUmWXclmxjtSvb29aGxsxIEDByASifDss89G3IdlWRisrkBEKh4NAFhUqoLXx+JU/9QlxvFoerw+9BsdKM89/8OK17ZQRKMXy8o9Puw70DEMudeMCy+8YIrOA+vmwery4NEPTuJknxHvH+nF11eUhSxwGI1dNflyeH0suoYjF+ZMxfgnQ4fbvqPlGOaXqhM+jmBoZUJ4LQaUzl3E23gB/IxZvBr6sRpShZNuBqn6HmPVqitURh1dTpZdfOianD4oJYKE7FpUooLbywYdj0SPN579uyIU40yVXdHonT11DCqZBG+88ruQ2x44N4xVVcFL1CTr/EoWM96RcjgcWLduHUQi/42VjaLQosXpgcvjb1gcrwYwMeGcD7v6jQ54feyEqb14bQtFNHpcEndLEAcxHr1wjDq8ODtkhVzoC6pTW6jEf11dhw+O9uG63+yCRp6Fe6+qTciumrGVe2eiqHCeivFPho7D4cBV13wFDi8wvygn4eMIhlYmBOtxoWzxRbyNF8DPmMWrcb6G1MTl26n6HmPVqi30R1/trtie+Pk+7xPVNTl9yJEIErKLWz12snfqdS3R441n/06DDVKxAAVh6tmlwq5o9MQiES6Zq8WI1Qmfb6pmz4gNfUYHVoVIpE/W+ZUshI8++ui0f+hLL7306N133500fZ1OBwAoKirC3r17ceLECRw4cAB2ux1isRjXXntt2P37Rx14bXcHLq+UoTpXjI6Ojpg1AEApEeHPezshFYuwtr4oYbtO9hrxTlMvvnNJNcQu/489XtvGE6tdcokQv995DvOLlEGbrSZ6nON1juic2NVlxzLpIM61twTVaazWYG6BAlVaOZ742iIUq0MvmeVsCzduMokQv9t2BvUlqpBPTNHoxAJferHqjN9++75D2LtvlkmF/wAAIABJREFUP0oVQpTlKeM6jnB2SUQM/rzlIEZ7z2LwbHNC4zXZ9kTOsUQ09p8bxuZTetx7ZS1U2eKUfY+RdEL9Fi+47Cp8fKwf1y4qCjrFkiy7+Nb9/Y7TUEsFqGAH4rZLJRXjlV3nkKfIwhVjOZaJ2pXI/n/a0wkGDP7loipedfnYPxq9gmwGzXobrr322ikFQT9v0eOzk3psWDcPBeOmxZN1fvHBY4891v/oo48GLWg14x2p6667DqOjoyguLkZtbS3uu+++iPufGbTg7wd7sG6uHMVKEb773e/GrAH4E84Pdo7gRK8R6y+pTtiu3WeGsOXUAO67ug52o7+6eLy2jSdWu+QSEf66vwsSkQDrFk2tN5TocY7X2XzGhnNGD7Y8ex/MJmNQHYZhMK9IidVztVDJxFEda7hxk4iEeGNfF1TZYnwlyFLoaHVigS+9WHXGb7/jeAeOGhh8a92F+MmDG+I6jnB2MQyDQ9JlUDBOXH9hfULjxWkCiY1ZohpftAxgz1kDHrx2PkQCQcq+x0g6oX6LDAP8cU8nVlblYkFx5JZAfJ/3fOk+/0U7ynNE+P0j98RtF8Mw2NY2CJ3RgdtXVfBiVyL7P7+1HZV5cty4pIRXXT72j0Zv2aIF2C+/EKrsLKyunVhP6uWd59A3asd/X7cQgnE9AJN1fvFBOEdqxq/aA4Drr78e119/fdTbD3HtYaTnZz5j1eBorNJgc7M+0I8rEbu6h+0QChgUq6QY36QlXttCEY1eQ5gVifHoheL0sAv1JTmQiITTepxz8xVoi7I5cyrGPxk6srmNyL+kEP92x9qEPzsUJapsQNWIDf9xEa+6fIxZPBo6kwMaeRYkoqkFLVP1PcaiVZknh1jIxJVwzvd5n4iuP0dKmLBdi0pU+Mv+zqCtYhI93lj2Z1kWXcM2XFabz6tuMvYPp/eJaR8+Pt6HH62dF+iU4PWx+KJFjyvnF4St6p+s8ysZzPgcqXjg+uzlSGKr9hsMrpjawY6RhLW6R2woVkkhEqb+a1tUqsLZISssTk/SPoNlWXQa3VE9KfPNguIctOpM8AaZ35+pNPebML9ImdTzq0QtRZ/RnjT96UZvcobNYUl3xEIBarQKtMdRAiFdcLi9cHpZ5EgSP28XlebA4fZFXZA3WQyY/T1VwyWaZwK3rSxH97AdO08PBV7bf24YIzY3rloQvkRNJpH6O3IawvXZU/Hyw1QhWyzE/nPDCWt1D9smrNhLJQ2lKrAs0NwXX9PTaDDYfbC4WCwIU6E8WSws8V9Qzw1FTjifCbAsi+Y+ExYm2WktVmdDb3LMGAd1wOxAkSpyblE6U1uoQFscK/fShREb9+DLz/Ua8LcuSSWdYx0swtWQygTW1RdBq8jCyzvPBl7724EuKKWiiLX+MglypIJgsLqglIogFiZeS0csFGBZhRoHOhJ3pLqG7WFrikwnDWMXnGin9+KhY9RfXmF+CiJSnEPRHMXKxJmA3uTEiM2NhSXJHesSlRRuL4uhsYeVTEcXpD1MplFXqET3sB02V/Kiy8mEqyGnzEr8dlajlUMqFuBYiIbo00Wnwf8AV5km1/t4yRIJ8O+XzcHO9iFsOqlDq86Mj47147YV5ZBlzZzMInKkgjBkcUKr4C9cv6pKg1P9JlhckQs8hsLu8mLI4pxQ+iCVFORIUZgjwbEwBdcSpcvod6S4/n7TydwCBcRCJqkRt3Ti5NgTeLKnUbnVO32j/EzvsSyL0wOWmJfv84HH68OQxYnCnMyd2gP8Fb0BfyPyTGTE6r9O8BGREgkFWFSiwtHu5F3XoqFr2AahgEFpbnpc7xPh2xdXYUFxDu7962Hc/tIeqLLFuOfKuak2i1fIkQqCweJCnjyLN73VtVr4WOCYPv6n8O4Rf6i3PI2eUFZU5vKS+xWKjlE38mVCqLLDr8RLBlkiAWoLlLMmInWkexRCAYP6ZEekxkpT9BunLr6IFZZl8Zt9I7j6me24+pntgZpO04XB6oKPxZT2MJlGbaAReYY6UjxO7QHA0nI1TvSZoupskCw6DTaUqKUQp0E+bKJkiQT443cacV1DMVZU5OLP370AGh7vr+lA5n9LScBgdSJPwd8XvbRcDaVEhMP98V/ou4fTz5FqrNKgd9SOnjEnj286Rt2oVE+/E8WxoDgHzX2mtC8GxweHOkewoFiZ9HB7idrvdPARkTrY58DWDjtuWVaKEZsLj35wMmHNWOAct0yf2qvUyJAlFGRsnhTnSCn5cqQq1HB5fGjRpe4hqnPYhkpNZudHjSdfKcEzty/FK+tXJT19IBWQIxUEg8WFPB6n9sRCAS6em4cjOmfcN+WAI5UmyeYAsKraX6ySj/yvybg8PvSaPKhSp24efWm5CkMWJ3pGZs4qs2B4fSyOdo9ieUXwKsN8osoWI1ssRN9o4tGj91ssKJQL8bOvL8Zdq6ux8aRuWqen9Kbg7WEyDZFQgJp8ecZGpLgcKQUPOVIAsGzsd3AkRdN7LMvizIAFc/JnjiM10yFHahJeH4thmwtankOPl9cVYNDmRY8pvoTOrmE7ssVCaHmMlCXK/KIcKCUi7D/H//TemUELvCxQqUpdRGpFpd9RPNjJv6OYTnQa3bC6vFgRpEo93zAMgxK1FP0JlkDQGR04OejCVTUyiIUC3HlRJQQM8N7hHp4sjYze7J+qL1Rldo4U4M9DbMvQEggjVhfkYgaiMDWJYqFEJUW+UoIjXalxpAbMTlicHswtUKTk84nYIUdqEiM2F1gWvM/hXlbnr+x6WBdfnlT3iA3lmmwwDD8XCz4QChisqMrF/nOGyBvHCBdWr0rh1N68IiWUEhEOJDEPLNm06sy4/+9H8eTHzRgdmwKZDJe711gdvB0O35Sos9GXYD7TxhP9AIBLyv05VwVKKVbX5uODo33TNhWrNzogFDDIk88ER0qBnhE7rEmsC5csRmxu3vKjAL+zv7RcnbKIFBdVnZNPjlSmwMvZxzDMOoZhWhmGOc0wzIN8aKYKrhinlucie2W5MpTliHCoL74bSPewLW1KH4zn4jl5ODNoRS9Pq7A4WvrNEAmAEmXqpvaEAgbLK3NxMAlTl9NBx5AVt72wGxtP9OPVLztw2wt7YHK4p2x3qM+BeYXKKf2wkkWxSppwjtSu0wYUK4QozTnvaF+zsBDdw3acnabaX3qTA/kKSdjqzJkCl3CeiSv3Rmwu3vKjOJaWq/0FhxNYaR0v3HdAEakocU/vIpNgJHz2MQwjBPB/AK4FsBDANxiGWZiobqrginEm4ymzsVSKEwPOoDezcLAsi+5hG8rSKD+Kgyuqtq11gFfdUzozKlTilN+kGqs1aNNbMGBK/Y81Vn768SmwADbedxn++J1GnBuy4r/+dmRCN3aLy4dTQy6smRe5FQVfFKuyMWRxxr0qyudjcaBjGPUFE3+jl4+109jZNpiwjdGgNzszfsUeB1diJBOn94atLl5qSI1nWbkaANBuCB7FTSZnBi1QSkTIz+CK+dNG/1HgueXAma0pNYOPs68RwGmWZc+yLOsC8DcAX+NBNyUMjSUuJiMXqbFUCi8LbGuN7UI/YvPnsKRjRGpOvgJludnY2sLvzaul34RKVeoLtnFtDD5v4ddRTDan+k3YckqPuy+tQblGhkvmavHj6xfi85YB/G77mcB2Ozpt8PiAG4I0Rk0WpepssOz5ZO1YaRsww2h3oz5/4o2mIk+Gaq0cO9uHQuzJL3qjA4Uz5GZXoZEhSyRAeyZGpKwuXtp5jaehTAWGAdpS4EidHrBgToEirdI40pJzO4E/XAcwAiCnNKWm8OFIlQLoHvd3z9hrGUkgIsXjqj2OWk0WVBIBtjTrY9qvKw1LH3AwDIMr5xfgy9NDcLj5KYo4bHVhwOxMaekDjnmFSpRrsrE5xu8s1bzb1AORgMGdF1YGXvvWRZW4YUkJ/ndTK3afGYLH68NHbVbU5IoDrTGmg+KxEgjxTgdz7ZYW5k992LmgWoODnSMTom7JQj8D2sNwCAUM5uQrMjMiZXNNaDDPB0qpGLUFipQ5UjStF4HmD4A/3wKoSoHvfAbk16XUnGlLNmcY5m6GYQ4yDHNwcHB6Qu/xMGRxQihgoE5CEUihgMHKEim2tg7A7Y1+WuPckP8psVqbfo4UAFy1oBB2txfbeZpSSYdEcw6GYbCuvgg72wcxYP7/7d15eJTV2fjx75nJvu8JWVgChB3CKgioCOKCC+64tFq1tlVr7ft2t7/W1vatvravXWxtrbWuda27UgTcEBDZwg5JWEP2BLKvkzm/P84EIiQhmcxktvtzXc+Vycwzk/Nk5pm555z73Mc3hvc67Jq38ko4b0wK8V0mTSil+M1VkxiRFMm3/7WVb7+4lZJ6G8smDm7l+M5cLGdn7u0uqSMhMoSUyNN7IaYNi6e2uZ0DVe7tWWlp76Cmqd3nSx90lZMa5XMlEJrabLS0212abN4pNyuO/Or2Qa0jV93QSkV9K2M8sJqDT9Aa1v8FXvkqDJkCX1tugikPc8WrrxjI6vJ7puO6L9FaP6G1nqG1npGcPHj5GP1V3dBGQmQIFjfl5pyVGUZ9i40NB/qewHygshGrRTHUSwu0zR2ZSFJUCG9uPe1pd8reUvOt2BsCKYAbzxpGe4fmxQ1FZ97ZC+w/3k5FfSuXTh5y2m1RoUE8fvN0gqyK/+wq49rx0czKGNxlKE4W5XQuMN1XXk9OavdDH521sLYcdu+Mq4o603Od4idDe2DypIprmmnwoZl7nTWk3BNIxVPfZqesYfCWH9rlWJLK3SsM+KQOGyz/Aaz4MYy7FL76NkQMzkzjM3HFq28jMFopNUIpFQIsA952weN6RJWLl4c51ZTUUMKCLaza0/ehov2VDWTFhxMS5J3VKoKsFi6dnM7qvRX9TqTvzt6yOhIjQ4gLc23eg7NGJEWyaFwKT6454BNJ59scJTbmjU7q9vac1GjW/vB8tv98MTdNHvw37IiQIOIigp3qkdJak19W3+M39uykSOIigtl82L0lK8rr/aMYZ1ejHcNJBT40vOfKdfZOletIOB/M4b3OQMofq38PSGsDvHwTfPEEzLkHrn0WQrxnhGbArz6ttQ24B1gB7AFe0VoP7loNLlTd6NoFi08VGmRh3qhkVu4u73OX8YHKRrK9vKbI0qkZtNnsvLOtZMCPta+snrFDvKtr+/4l42nrsHP7M5so9PKlNPLKWpiQHtPr6zjIaiE6zHM9fkNiw53qkSquaaaxrYMxad1/0FgsiqlZcWw54t5AqnOtwCF+kiMFJ2fu+dLwXnWj+dLgjkAqJzWKUKsa5ECqlsz4cOIivKfwssfVlcI/L4aCD2DJ7+DCX4PFuzoVXNIarfX7WuscrfVIrfWvXfGYnmKWh3Hvi3jx+FSKa5rZU3rmD2S7XXOwqtHrlwuYkhnL+CExPLvu8IByCjrsmn3l9YxJ9a5vZCOSInn85mkcqGxg0f99yrLXSrjrvTK+9fxm1u0fnFlifdHcbmdfdVuPvVHeIiPOuVpS+8rMOTMmrecvFpMz49hf2UBTm/uGqMo719nzo0AqKyGC0CAL+3ypR+rEgsWu770OsloYlRA8qIHU7pI6Gdbr6tBn8LdzoHo/3PAyzLzD0y3qlneFdV6guqHV7ZWKF4xNQSn6NBOsuKaZVpvd63uklFLcOnc4+8rr2VHh/BvPoepGWtrtjPOyHimA88em8tH3zuOXV0xg8cgIhscFs+nwcW78+wYe+7DA080DoOBYOzY7zM5O9HRTejUkNvxEr05/dH7Ij+4lGXdiRix2bUpAuEtpbQuRIVaiQz1fosNVrBbFhPQYtnmoorczOgsou6NHCiAnMYSDNe202tyfJ1Xb3M7B6kYmpg/eDFqvpTV89nt45nIIi4U7VkHOYk+3qkcSSHXR3NZBY1uH23ukkqNDmTY0nhW7ys647/5K082eneTdPVIAl09JJyEyhLf3OT800PnhN26Id34rS4kJ46tzhnPb1Dh+MDeRNT9YwNLcdH77QT5v5bkm2X4gOr89dxYU9FZD4sKobW7v95Ik+WX1pMeGEdPLsOTEDPPa2VnsvkCqvK6F1Ngwv6v1M31YPNuLawclcHCF401tWC2KyGD3PA85iSHY7KanyN22HD6O1jBjuHckUHuKta0eXroJVv0cxl0Gd34Eqd5d41sCqS6qHDWkkt2YI9Xp4olp7C6t43B178tZdA7/jUnzvh6aU4UFW7llznA2lbRw4LhzvVJ7SuuwWpTP1FEJC7byyLVTmDEsnp+9tYvKeufWUnSV/Oo20qODvD7HIt3JEgj7yhvIOcO5kBYTRmJkCDuLa51u35mU1jb7VX5Up+nDEmiz2d0ahLrSscZ24iNC3BbQjkky59HWQVjA+ItDxwi2qhNJ7oEovKaAnE++AQUr4MLfwLVPQ6j3f/ZJINVFtWMqrbt7pAAunmSmpr+3o7TX/XaX1pER5zvJh7fOHU5EsOKVXc7lWewprWdkciRhwd4xY68vgq0WHrp6Mk1tNh5dle+xdmitKahuIyfRO8pG9CY9zgRS/Uk4b++ws7+i4YxfKpRSTMyIZYcbA6nyula/mrHXadow8yG+xc2zHl3lWGMrCZHue70nhFtJDLeydRCGOzcdOsbEjFjCQ3znvc+ltj7P6E/vQnW0wq3vwZy7wEd6fCWQ6sKdVc1PlREXTm5WHO+fKZAqqfWpqbCx4cFcmhPF50dbThTW7I+9pXVeO6zXm1EpUSybOZRXNxVR5KhEP9iKa5o53mInJ9H7g+7O3pz+9Egdrm6krcPep2KFEzNiKKhocFm1/a467Jryuha/7JFKiQ5jaEIEG31koe7jje0kuLFcDcCYpGDyitwbWDa22thWVMusQBzWa2+Gt+6Bt+6mMWEi+QuehKGzPd2qfpFAqovOxEV31pHqasmkIewsruNIdfcfvE1tNg5UNTLexwKLy3KiCA9S/Gl1Yb/uV9PURklti08GUgB3LxiFUoq/fNy/43aVPMe3Zl8IpNJiw1AKivvRI7WvzOTe5fQlkEqPNTNAy1w/A626oRWbXZMWO7iFTAfL2SMTWb+/ul+rL3jKsaY2twdSOYkhFB1rPpH64Q6fFVbR1mHn3EFcPNwrHDsI/1gMW5+D+f/N/rm/xRYa7+lW9ZsEUl1UNXb2SA3OB9HFk9KAnof3dpfUobXvVbmNDrWwJCeS93eW9qu4X2c+2FgfyAfrTlpsGNfPyOK1zUedXv5kIPKO1BBsgWGx3j+0F2y1kBIdSmk/SiDsK6/HouhT/lzn2oE7S1w/vFfmKMqa5odDe2BmFde32th0yPuH9441Dk4gBeb8cpeP9lYQHRrEzEDqkdq3HJ44F2oOww0vwcKfgfLNYU0JpLqobmgjIsRKRMjgTGnOjI9gSlYc7+3ovojlF47u9enDfC9Cv3xMFOHBVv78Ud97Z3Y5PvR8aSjzVHeek41dwxOfHujzfex2zeoDjTy6/hhPrjngdE9AXlEN2fEhBFt9I6+gvyUQ9pXVMTyxb/lzmfHhxIYHuyXh3B+LcXY1d1QSwVbFR/sqPN2UXnXYNTVNbSS4OX90ZHwwQRbFVjcN79k67KzaU8H8nCSCrQHwkdxhg1UPwIvLIH443PkJjLnY060akAB41vquqqF10HqjOl022QzvdTcE8cXBY4xKiRqUnC1Xiwm1cvPsYby9rYSDVb3PTOy0taiGjLhwUqJ99wMqKyGCpbkZvPjFkT4NBdjtmv9+dRt/+qKGrWWt/Oq9PXzzuc102PtX1LS9w86O4lrGJHl/b1Sn9H4W5cwvP3OieSeTcB7jloTz8jr/Wx6mq6jQIGZnJ7J8Zyn2fr4OB1Ndczt2zZcW5naH0CALY4dEnxg6d7U1BVVUNbRy+RTPL77rdg0V8NxS+OxRmHYL3PYBJIzwdKsGTAKpLqob2ty6PEx3rpqWSYjVwr82HP7S9W02O5sOHWfWCN/t6r1j/giCrRYe72POUN6RGnKH+v7U37sWjKTVZuefaw+ecd9/rjvEG1uLWTYxmmeWpvGLyyewem8FT6871K+/ua+snlabndEJ3p8f1WlIbDgltc19qoTf0t7BoerGPuVHdZqUEce+snqXJ5yX1LQQbFWDlkvpCVdPy6ToWDOfH6z2dFN61Lk8jLuH9gCmZsWzrai2319w+uK1zUeJjwjm/LEpLn9sr3J4Pfx1PhzdCFf8BS7/IwT7x5cRCaS6qKx37zp73UmIDOGSSWm8vqX4S0tarD9QTUOrjYU+fHKlRIdxw6yhvL6l+Iwz2SrqWyiuafb6QpJ9MTI5iksmDuHZdYepbe55EefCigb+9z97OX9sCtdPiEYpxVfnDOPcnGQeXZnf631P5UuJ5p3S48JpabdT03Tm4ywob0Dr/tVTm5IZS3uHZq+LE86LjjeREReOxeIbQ6jOuGhiGtFhQTy3/vCZd/aQynozOSg52v3v2blZcTS02k4USHaV4ppmVuwq48qpmV67KP2AaQ3r/wxPL4HgcFOlfOpNnm6VS/npM+ec8voWUmMGfxjtK3OGU99q+1IvxNt5JUSGWJk7yrvXTDuTb5ybjUUp/vrJ/l7360zknOoHPVJgeqXqW208t/5Qt7e3d9j5r1fyiAix8tDVk04UFFRK8YOLxtDQauP5z/v+Ibb9aA3xEcGkRPpOsma6I8eopA+J+Z1Lw/SnR2qyIyjfftS1QzJHjzeTleA9K8+7Q1iwlVvPHs7ynWVuLWw6EBX1Zog1ZRACqc73pa0uXgz7745cytvn+/7wVrda6uDVW2DFT0we1J0fQ9okT7fK5SSQcmi1dVDT1O6R/Jzpw+JZODaFxz/eT1ltCyU1zbyzrYSrpmX6VGHK7gyJDeeaGZm8uukoZb0kFq8/UE1okIUJfrLO1IT0WM4fm8I/PjvY7eK5f/loP9uP1vKrpZNOe81NSI9l/ugknll3CFsfE8+3FdUyJSvOp5YsGdKPopz55fWEBFkYntj3ACY91lQ431bk2kDg6LEmMuP9s/RBV3fMzyYhMoTvv7bdLfW4BqpzFYHkKPe/Z49IiiQ2PNileVLVDa28tPEIV+RmkBHnh6+n8l3w9wWw51244Jdw/fMQ7h9flE8lgZRD50npiR4pgJ8sGUeHXXPzPzZwxzObsFoUd56T7ZG2uNq3zh2JXetee6XWFlYxa0SCzweOXd29YBTHm9p56rMv50rlFdXwpw8LuHxKOksmD+n2vjedNYyK+lbWFFad8e80tNrIr6hnSqZvvUl1fngcPX7mAqb7yuoZlRxFUD9mNSmlmJwZ69IeqcZWG9WNbWTG+3ePFJjiuo9cM5k9pXV8+8WttNm8q65UZUMrIUEWYsLdP8taKbN0iyuXivnn2kO02ux86zz/eJ//km0vwd8Xmh6pW96Gud/xmSrlzpBAyqG8zgRSnpoxNjI5ir99ZToNLTbK6lr4/bJcvxk+yEqI4Jrpmfxrw5FuZ2mV17WQX97APB8fxjzV9GHxXDwxjd+vKuCLg6aURWV9K/e+uJXUmDAeXDqxx/uePzaF+IhgXtt89Ix/Z2dxLVrDlCzf6s1LigohOjSIQ32Y1bmvrN6p9SYnZ8ZRWNnQ78WRe3L0uHn9+su5eSYLx6XyyysmsHJ3OV9/dhOtXhRMVda3khwVOmi9sLlZceSX19PggtdSbVM7z6w7xEUT0hiV4pt187pla4V3vwtvfAMypsE318DweZ5uldtJIOVQ2Tne7qEeKYD5o5NZ/+Pz2fzTRVw4Ic1j7XCHe84fhUbzWDd1pT7YVQbAeWN8N7G+Jw9dNZmshAi++tQGfvz6Dpb+eS2V9a08duNUYsN7LlUQEmTh8inprNxdfsak884el8k+1iOllGJ4UiQHzhBI1Ta1U1bX0q/8qE5TsmLRGpfl+XROmgiEob1OX50znIeumsSagkoe+LiahjbvCKYq61sHJdG809Shcdi1a3Lu/rnuIPWtNr59/mgXtMw7hDSWwlMXwqan4Ox74atvQ7R/fY71RAIph84eKU/XhlFK+VSeS19lxkdww6yhvLKx6LQlcd7KKyEnNcqpHgdvFxsRzCvfmMN5OSm8lVdMQmQIL3z9LKYOPXOR1SunZdJms/Ofnb2vx7itqJbM+PBBn3HqCiOSIs9YZyy/wiSaj0k7c0XzU03K6Ew4d00g1TkMmRUAQ3tdLZs1lMdunEbBsTZ++mFVt3l/g22wA6lcx+SFgeZJ1bWY4f7F41N9uvhwV9HlG8j5+E6o3m9yoRY/CNbBKWztDSSQcqiobyHIotxeJTeQ3b1gFKFBFu5/c8eJ2kG7SmrZdPg4V07N9HDr3Cc5OpS/fmU6u395Ee98ex7T+hBEgZm+PyIpkje3dl/5HkBrzabDx068yfuaEUmRFNc002rrOZl5b6lZ/HpsWv8/dJKjQ8mICyfPRXlSR441ExZsIWmQC/d6g0smDeFH8xI5XNPOr9/b47LH/WhfBd94p4z7/lPRr4XOBzuQiosIITspcsB5Uv/acIS6Fhv3LvSD3ii7HT5+iOz1P6Q9PMnMyht3madbNegkkHIorzMnpT/XhvG01JgwfnTJONYUVPGXj/fTYdc8tHwvUaFB3HjWUE83z+sopbgiN53PD1b3uHbfkWNNlNe1clZ24iC3zjVGJEWiNT0u3A2wp6yemLAgp5dkmTE8ni8OHutT4c8z2V/ZQHZSlF/2GvfFjPQwLhsTyQsbjrhkuPRQVSPfen4zwVZFbUsHtz+9qU+9Xe0ddo41tZE8yL2wuVlx5BXVOP1asnXYeW79YeZkJ55YD9JnNR2Df10HH/+G45mLyD/ncUgc6elWeYQEUg4V9a2DUo8k0N00ayiXTUnnkRX7mPOb1awpqOJHF4/tNV8okC3NzUBrU1esOxsOmCT22T5aAX9EUiRAr8N7+8rqGTskxung5awRiVTWt54xF6sv9lc2MLIPiyb7s+snxBAXEcz/rtg34Md6dFU+AL9U1cqxAAAgAElEQVRckMT35yZQXNN82izX7hxrbEPrwSnG2dXUoXFU1rdS3I+ljbpataeC4ppmbjl7uGsbNthKt5kFhw98DJf8liPT70cH+UeVcmdIIOVQUddCip+uneVNLBbFo9dN4adLxjE5M45HrpnMzbOHebpZXmt4UiRTsuJ4s6dA6uAxEiJDGOWjH+7DzxBI2e2afWX1jBtA/tzsbBNkdgadzmpu66C4pplRyb75v3aVyBALX5+fzaf5ld2uEdpXFfUtvLOthK/MHkZCuJXxyaGck5PMs+sPn7HUQmdNusH+8pubZYblnc2TembdITLiwlk0zocn1mx9Hp68AOwd8LXlMOvrfl3aoC8kkHKQHqnBE2S1cMf8bJ68ZQbXzsjydHO83pW56ewpPX1ha601awurOGtEgs8ONcWGB5MYGcKByu4DqeKaZhpabYwd4nxS7oikSFKiQ/n8wMDWjTtQZZapGZkSOaDH8Qc3zhpKaJCFZ9Yfcvox3tpagl2bRPZOt55t6qd9kl/Z6307h7ozBnn25Ngh0YQGWZzKkzpS3cT6A9XcMCurX/XQvEZ7C7x9L7x1Nww9C77xKWTN9HSrvIIPPpuu19LewbHGNqdzMIRwp0unpGO1KN7MK/7S9btK6iira2HhuFQPtcw1clKj2Vvefc/GnhOJ5s73SCmlmJ2dyOcHqgeUJ7XfEez5au+fK8VHhnBFbjpvbCl2ukbXm3nFTMmKY2SXHr75o5OJiwjmve09T7AAKHZUwx/siuDBVguTMmKd6pF6y3H+XjnNByfW1BwxpQ22PAPzvgs3vwGR/lX3byAkkIIT492D/e1GiL5Iigpl3qgk3s4rwd5l9fkPdpejFCwYk+zB1g3c+PQY9pbWdbsczu7SOpTq3xp73Zk3OomK+lZ2lfR9Vtip9pbWEWRRDE+UHimAa2dk0dzewcrd5f2+b0V9C7tK6rjolHp5wVYLF01IY+Xu8l6XpSmpaSYixOqR3MqpQ+PYUVzbr0rvWmveyCvmrBEJvrcczP4P4W/nwLEDsOxfsOiBgCpt0BcSSMGJatvpsT72AhcB48qpGRTXNLPxkMnzsds1r285yuwRiST6YP2orsYPiaHVZudQ9enDe3lFNeSkRBMZOrA37oVjU7AoE3w6a0dxLTmp0X61jNFATB8aT0Zc+Imelv5Y61j6aP7o03s1LpyYRmNbx4nVALpTUtNMely4R4a0pw6Np81m71ephh3FtRyobOTKqRlubJmLaQ3r/gTPXw3RQ0xpg7FLPN0qrySBFFB8XHqkhHe7YHwqMWFBPPZRIVprPthdxtHjzX5RNqKzKOGpvUVaa/KKalxSIysxKpTpw+Kd6j3pbMvO4lom+fqUdReyWBSXTUnn04IqjjW29eu+a/KrSIgMYXw3uW+zRyQSEmTpNU+qM5DyhM7XY3/ypN7YWkyI1cLFk7pfW9PrtDebZV4++CmMvRRuXxmwpQ36QgIpzNCeRXm+qrkQPYkMDeK7F+SwpqCKX7yzm1+8s5tRKVFcPNH3l2AYmRxFsFWx+5RA6lB1EzVN7eQOdU2x0cXj09hTWsf+yoZ+3/fo8WaON7UzMVMCqa6WTBpCh13z0d6KPt9Ha81nhVXMHZXUbd2+8BArZ41I6DWQKq5pISPOM+/XQ2LDSI0J7XOeVIdd8+72UhaMTfaNMi+1R+Gpi2D7y7Dgp3DdsxAqeYG9kUAKE0ilxYQR7IszKUTA+Oqc4Vw5NYOn1x2ipb2D31+f65uzf04REmRhfHosW44c/9L1Ww6b311Vtf2KXJO0/8rGon7fd9NhM8w01UcryLvLxIwYUmNCWb237z19+eUNVNS3Mr+XRcrPzUmmsKKh23pNzW0dVDW0eiwVQylFblYcW095vfZkT1UblfWtXDYl3c0tc4Ejn8MT55mlXpa9COd+P+BLG/SF778Lu0Dxcc91EwvRV1aL4tHrc/nk++ex5ofn+35l5C5mZyeQV1RDc9vJBOO1hWb4Z8wAE807pcSEsXBsCq9tPtprInN3PiuoJj4iuNuhqECmlOL8sSl8ml/V5+TrNQWmp2leN/lRnc7NMRMoPtl3eq9UZ82xbA/W85o6NJ5D1U19GtJce8QsK3T+WC+vHbX5aXj6UgiNga+vhrGXeLpFPkMCKaCktlnyo4TPGJYYSdQAk6+9zezsRNo79Ilv+Xa75tOCKub1MPzjrFvnDqe6sY0XNhzp833sdlOva87IRFlCqhsLx6bS0GrrNTm8q88Kq8hOjuz1y+uolCjSY8P4eN/pQ4YHqszQbGdVfE+YMcwU5jxTbbIOu2ZdUTMLx6YSEeKl52xHO7z33/DOd2DEOSaISh7j6Vb5lIAPpGwddkprWnxvSqoQfmTm8ARCrBZW7TEfnHlHa6hqaD3RM+EqZ49MYu6oRB77sIDyupY+3WfzkeOU1bWwyMfrdbnL3FFJhAZZWLXnzMN7rbYOPj9QzTmje39elVKcOyaFdfurT+vp6ize6slAKjcrjpiwoG4Dva52VbZR22pnyWQvTTJvOgbPXQkbn4Sz74WbXoXwvi2qLk4K+EDq6PFmbHZ9YqkKIcTgiwoNYsHYZN7eVoKtw86rm44SFmxh8QTXBy+/uHwCLe127nx2E8ebzzzE98rGIkdbfD+x3x3CQ6zMHZXE6r3lZyx4uvnwcVra7czrJT+q03ljkmlotbH58JdzkQ5WNZIRF054iOfKUARZLcwfncwn+ZW9HvPaI02EWhULxnjfsF5oQxE8uQiKNsBVf4fFD4JFSns4I+ADqYOO2jXZEkgJ4VHXz8yiqqGVn729i39vPsrS3Ayiw1w/y2lUSjR/WJbL3rJ6vvFuGT9eVckPX9vOXz4u5D87y6hqaD2xb2FFA29sLWbZzKF+N5zqSgvHpVB0rJnCit5nRH5WUEWQRTF7ZOIZH3PuqCSCrYqP87/c67OntM4rqsufOyaZ8rpW9pR2X5W/vcPO+qMtzMwI82jQ152oyq2M/uRb0FILt7wLk6/zdJN8WsC/Mxx0dBNLj5QQnrVgTAoLx6bwrw1HSIoK4b5FOW77W4snpLH8O/N59J1NFBxrZ/XecqoaTiYOj0mNZtqweD7NryQmPJi7FkgNnd50JlKv3lvB6F4mB6wpqGLq0Lg+BaVRoUHMGJbAJ/sq+fHF4wCznFdBRQMXjPf8MOt5jmHnj/ZVnKiF1tVHeyuoa7VzzjAvSxvZ8hwj1/03LVFZBN32FsQP93SLfJ4EUlWNRIcFkRgZ4ummDJytFeqKoaESGiugoQIaK823jvYmaGsyP9ubQNsBBcpCdn09WlmhMMPUCwmNNjM3IhJMRdvOLSpFun6F2yilePzm6azdX8WE9BhSot1bJyg7OYrbp5lyBrm5udS3tFNQ0cDnB6pZv7+aN7YeJSMunMdvnub2tvi6IbHhTEiPYfWecr55bvdBZ3VDKztLavmvfgTI541J5jfL91Ja28yQ2HB2l9bRYddeURg1JSaMaUPjeDuvhLsXjDrt9lc3HyUuzML0IV7y2rHbYfUDsPYP1KfM5NDMB5gsQZRLBHwgdai6keykSI8sNeC0+nKiy78grG4/HHnKrIF0/JAppEY34/Uh0RAcDiEREBxpLiuL2VfbsbY1onQHlJRDawO01oPt9PotWIIhIRuSRkNSjtmGTDEzPCTAEi4QEmTxWD5JdFgw04bGM21oPHedNwqttW+9L3jYwrEpPPZRIccb24jv5ovpZ4VVaA3n9GMCwcJxKfxm+V7e217KHfOzWb/fzJJzVZHWgbpyagb/761d7CmtY1yX0hgV9S18uLeCy3IisXrDTM+2Rnj9Ttj7Lsy4nQPpN4Il4D/+XSbg/5MHKhuZMdyLZyk0HYOiL6DocyjdBmU7obGCE9/5IpJMcDPsbIgfAXFDISoVopIhMsWs0G3tPc+kIC8PMN/KT+hoh6ZqqCuB+jKoL4GaIqguhKp8yP8P2B2rvgdHmIAqfRpkzcTaGk9HqHe80QnhLAmi+mfhuFT++GEhH+dXcOXUzNNu/yS/kviI4H7VPxuVEs2UrDhe2VTE7fNG8PG+ikHpreyrJZPT+cU7u3llUxE/v2zCieufXnsIu9YsHukFKSN1pfDi9VC2Ay56GM76Bmzb5ulW+ZWADqRqm9oprmnmpjQvWq+ssQr2fwSHP4MjG6Byj7neEgQp42H0BZA2iYKGcFpiRjJp1nz3tMMaDNFpZutOR7upfluaByVboXgLbPoHfP5nJgHNMdlQutjUJRk+H8KkkKEQ/mxSRizJ0aGs3nN6INVh13yaX8m80cn97qG5cVYWP/z3Dh5dmc/GQ8f53mL35c71V0JkCJdPSeelL4r49vmjSYgM4VhjG899fpiLJ6aRHu3hnvqSPHjxBmitgxtegpwLPdsePxXQgdQex+rdHq1W3GGDoxth/2ooXGVe+GgIjYWsWTDpahg6x/T2hEScuFujoxfJY6zBkDLWbFOWmes62qF0GyXrXiK6cgtsfgY2/NUMCY6YD2MugZyLIC7Ls20XQricxaI4f0wK7+8spc1mJyTo5KTwDQerqWpoc2ptyKumZfL0usP88cNC4iOCufGsYa5s9oDdtWAkb+YV86t3d/Pba6fws7d20tzWwX2Lcmgq3e+5hu19D/59B4QnwG0rIG2i59ri5wI6kOpcJLW7GRdu1d4CBz6C3W/BvvdNMriyQOYsWHA/jFpohsp8Le/IGgyZM6jICaIi52ZyJ44zw5IFK2Dfcnj/e2ZLnQTjL4eJV8uK4kL4kYsmpvHypiJW7ynn4kkni1C+t72UiBCrU/lvwVYLz98+izfzSjg3J4kEL5sYNColmm+fP5o/rC7gs8IqKupb+f6FY8hJjSav1AMN0hrW/QlW/gwyppk186I9P8vRnwV2IFVaR1JUyOCMt7c3E1uyhtiSj+H9DdBWD2GxJ3tpss/1v4qyQaGmJ2rEfFj8K6gqMAHVvvfho1+bLX0aTLoGJlwFMV5a/VcI0Sfn5CQzJDaMFzcWnQikGlttvLOthAvGpzpdTykxKpTb541wZVNd6r5Fo4mPCGZNQRXnj0vhxlkeShfpaIf3/gu2PAsTroSlj5vJRcKtAjqQ2nLkOJMz3ZgU3dYIBStNz1P+Cka0N2ILjoGJS2H8UpM/FORd367cKmm02ebea2YY7nwddr4GK34CK+6H7PNg+i0wZklg/V+E8BNWi+L6mVn8YXUBu0pqmZAeyyubiqhrsXHL2cM93Ty3UUpx69wR3DrXg8Fecw288hU4+Cmc83047ydgCfia24MiYAOpyvpWDlQ2ct0MF+frtDaYGW273zJBlK3ZzKybfB2FoRNpSMold9oM1/5NXxSbaQKqufeanqodr8LWF+DVWyEiEabcQGjELFqjvSsfQgjRu6/NHcEz6w7x0zd38vDVk/nD6gLmZCcybaif9bh7k9qj8Pw1Zlb10r9C7g2eblFACdhAauMhs1L5rBEJA3+wljrIXwG73zQJ47YWU4Jg6k2m52nY2WCx0uDpBHFvlTQaFvwEzv0h7P8Qtpgk9XH2x2hInALB34Wxl4E1YF+uQviM2PBgHlw6kXv+tZXFj35KTFgQDy6VRGe3Kd9lgqi2Brj53yZNRAyqgP1kWr2ngpiwIOcr5NaVmB6nfcvNjLuONohOh+m3wvgrIOss30sW9zSL1ZR3GH0B1JdTsvx3JB562/RSxWTAzDtg2i0QeeZ1uoQQnnPp5HSSo0LZeOgYl05OlyW43OXgp/DSTRASCV9bLjPzPCQgA6k2m52Vu8tYND6VYGsfx5DbW6B4ExSuNgFU+Q5zfWwWzPy6CZ4yZ8qYtKtEp1KRcyMVo68nN7zclFFY/Qv45GGYdK0pKpc2ydOtFEL04KzsRM7Kli897hJ3dDW885ApyHzTa1JWxoMCMpB6f0cpdS02Lp+S3v0OWkPNEWJK1xJ5bBds3g8lW0yvkyXI1HW64JcwejEkjwWpgOw+ygpjLzFbxR7Y8DfY9hJsfc4U+px7nykXIc+BECJAJBe+TMbOv8CwubDsBf+b8e1j/DKQslfsJaJ6G6h9ZuHd8HgICgOLldYOeGPlZi5JbOGcoD2wdyM0lJtkvdpiOH7QfGC31pENZjHfjGlw1jdNrtOws03ZAjH4UsbBZb+HRT+HLc/B54/DC1dD6kSY+x1TQkHyqIQQ/spuhw/uJ2PnXziefh7xN78Mwd6xXE4g88tPnerCDUyreAr2nX5bKPBM5y/PdblBWSEm3axVN/l6SB1Pfl0ILTEjmTxjjvsbLfouPN7M9jvrm6Z8wto/wOtfh9UPwtn3wNSbTc6AEEL4i/YWeOMbsPtNKkZeS8nEu4iXIMorDCiQUkpdCzwAjANmaa03uaJRA9UxaRkPH1lEWW0TR4uLidb1hGDDip1gi53Lp6Rz/uRsCImC0CizuG902mnJ4U0yy867BYVA7o0weZmpnv7Z72H5D+Djh0wO1VnfhHBZPFkI4eOaj5uk8sNrYfGvKYmY5+kWiS4G2iO1E7gK+JsL2uIyadGhpE3IIDc3l7qWdtbkV7GvvJ6YsCDOH5tCdnKUp5soXMligTEXm+3I56aH6uPfwPo/m4Bq9l1miFcIIXxN7VF4/mqzSPzV/zArQciXfK8yoEBKa70HTFVXbxUTFsySyUNYgiw/EhCGzjZb2Q749BGzff44zPo6zLnH060TQoi+K9sJL1wDbU3wldfNahjC68hcfeGf0ibBdc/Ct9ZDzoVm2O/3k0jf+ThBLcc83TohhOjdgU/gnxcDCm5bLkGUFztjIKWUWqWU2tnNdkV//pBS6k6l1Cal1KbKykrnWyxEf6SOh2uegru/gHGXkVz4CuM/uB6W/wjqPLE0uxBCnMGO18xwXkwG3LESUid4ukWiF2cc2tNaL3LFH9JaPwE8ATBjxgztiscUos+Sc+CqJ9iTcjmp+c+R+MUTsOkpmPZVUzpBitkJITxNa1j3J1j5/2DYPEeNKJkw4+1kaE8ElLaoTIqm/Ri+vRmmXA+b/wl/zIW37jbJnEII4Qn2DvjPj0wQNeFKkxMlQZRPGFAgpZS6Uil1FJgDvKeUWuGaZgnhZgkj4PI/wb15MOM205X+2Ax47TazCKgQQgyW9hZ47WtmKazZd8PVT0FQqKdbJfpoQIGU1voNrXWm1jpUa52qtb7QVQ0TYlDEZcElj8B3tptZffkr4PGz4cUb4OhmT7dOCOHvmo7Bc1fC7rfgwv+Bi/5H1mz1MfJsCQEQnQqLH4T7dsC5P4LD6+DJ8+HZpXDoM5O7IIQQrlRTBE9dBMWbzKSYOXd7ukXCCRJICdFVRAIs+DF8dycs+gWU74Snl8DfF8D2V8DW5ukWCiH8QdkO+McFUF8GN78OE6/2dIuEkySQEqI7odEw7z7TQ7Xk/6C1wazn94fJ8OlvsbbWeLqFQghfdeBjeKqzRtR/YMR8T7dIDIBfLloshMsEh8PM22H612D/avj8L/Dhg0ywhHAsazGkfA/Sp3q6lUIIX7H9VXjzW5A0Gm56DWIzPN0iMUASSAnRFxYLjL7AbBV7OPb+r0ko+gCeeBfSJsP0W2DStRAW6+mWCiG8kdZmHdBVP4fh8+H656W8gZ+QoT0h+itlHEdzv8euC/8Nl/zWvEG+99/wu7Hw5t1m4WRJThdCdLJ3wPIfmiBqwlVw878liPIj0iMlhJM6QqIh9+sw8w4o2QKbnzH1qPKeh7hhpodq8nWQPMbTTRVCeIjqaIVXb4E975gSKxc8KOUN/IwEUkIMlFKQMd1sF/7avGFufwU++z9Y81sz9Df5OlOtODbT060VQgwSa1sdIzb8BKp3woW/gTl3ebpJwg0kkBLClUKjIfdGs9WXwc7XYccr8MFPzTZkCoy9FMZcYhYiVcrTLRZCuEPNEUavuYeQxhJTI2riVZ5ukXATCaSEcJfoNPMNdM5dUFUIe9+Bve/DR/8DH/3aDP+NXgzZ52JtizNDhUII31e2A56/huCWBvaf/VtGSxDl1ySQEmIwJI2Ced81W3055C83QVXeC7Dx70zEQnPcaKi8GIbONsOEUSmebrXojq3V1BVrqwdtB2UFZQFlIailGm0JgQ4bWOXtNSAVroJXboWwGArO+RMtMdmebpFwMznThRhs0akw/Vaz2dqgeBPl614mqmoLrP8zrP292S82CzKmwZBcSBlnktbjhoHF6snW+x57B7Q1QlvDyQCotQFa64k/sguLrQkaPnLcdvo+p11nb+/xT03svPA+EBxhhnpDoyEiyfRQRg8xP2PSIX4EJI401fSFf9jyLLxzH6SMh5teoeVAhadbJAaBBFJCeFJQCAw7m7LjEcDXyB2fA2XboXiz2Y5uMouZntg/DBJHQ8JwiMk0xfxiHFt4PEEt1XQE93OI0G6DxmporYWWWmipMz9bO382mMsngop6x+a4vqMddId5HLvNBC52m+mpsQaBJZjxdszvn0SANRisIWAJOuVyiOP3YLA4rrc6rrcEmwDSbjN/z24jq6oCZbdBYYzpJWprgLamk0FTW6PZbM09Hvqwrr8oC4REQ2gUhESd/BmV4vi9623REBJp2m3vMD1TuoOiI0ewdLSSkRx78n/WUgeNlVC+CwpXm4Csq/AEU5wxcRSkTYK0yVjawR4c2b/nUXiO1ma4/tNHYORCuPZpCIsBJJAKBBJICeFNQiLM0N7Q2Seva66Bqnyo3AuV+05uhR9Ce+OX7n6iR2R5mKnKbgk2H/aWIBOU2Dugo81stjYm21qw9NLDckLX3pXOQCIuy1wOCjn5N5TVcdkCdrsjsGqnvrIcZbeREBdzIhAy7Wg3m63FEZSZ/c1tjn3sjn3sHY7AzGzRHRqtrNAcaYKtkCgT3ESlmJ8ntihH+6McgdLJgGj3gaPYg8KZOG222WeAyf/V1jwAMnJze96ptR7qSuHYAaguPLkVrjJDvcBkoCUyEwpmmdfCsLNNL4f0RnofWxu8/W3Y/hJM/Qpc+qj5MiAChgRSQni78DjImmW2rrSGlhqoLYb6UmippahgB9b2BtLjw6G9xQQhdtvJAEVZTeBjDYWgUCqrj2O3hjFk+FhTlT0s1nyT7rwcGm2CjwHm+xTlmQAjobcAo592Ox4zdwCP2dbZYRAyiL0/odGQHA3JOaffVl8Gpdsp3bqC8Jp8woq+gF2vO+4XC0PPMkHVyPMhdZLUI/K05uPw8lfg0BpY8FM453syEzcASSAlhK9SCsLjzZZm+qKqO0YBkN7H4KLUEYwMcWGAIwYgOg2i0yhvMhMNcnNzoeYIHF4PR9aZnwUfwKoHIDIFRi2EUYtMYCW5VoOrch+8uAxqiuDKv8GUZZ5ukfAQCaSEEMKbxQ0125Trze8NFbD/QyhYCfkrYNuLgILMmTB2CYy7zCSxC/fJXwGv3Q7BYXDLOzBsjqdbJDxIAikhhPAlUSmm92PKMpM3VpIHhSth3/tmLbdVPzf5VGMvJdwymubY0Z5usf/Q2syqXfULMzFg2b9MrqAIaBJICSGEr7JYIXO62c77kRkG3Pse7HkX1vyWMdpOW3galF9tKmtnTJccHme11ME798KuN8zCw1f82UwOEQFPAikhhPAXcUNh9rfM1ljFkVV/I7ZkDSEb/w6f/9ncPuEqmHi16VGRoKpvSrfDq7fC8UOw6AGYe5/878QJEkgJIYQ/ikzi2LAlHBu2hNwxw01P1a7XYd2fzPBU4igTUE24ClLGerq13klrEg+9A+88ZpL5b33XzJoUogsJpIQQwt+Fx8HUm8zWWA173jILan/yv/DJw5AywQz9TbwKEmRJEwAaqxi+8efElXxiimxe9QREJnm6VcILSSAlhBCBJDIRZtxmtvoy2PWm6an68EGzpU+DSdfAhCvNUjaBaO/78M69xDQdp2T8N0i/5iGp2SV6JIGUEEIEqug0mP1Ns9UcMYnUO16DFT+BFffDsLmml2r8UhOA+bvGKvjgp6akRNok8mc9TEvsSNIliBK9kEBKCCGESUSf+x2zVRXAzn+boOq9/4L3vw8jFxAfM5PaIfM93VLXs3fA5qdh9S/NOo3nfB/O+QEtO3d7umXCB0ggJYQQ4suSRptyCuf+EMp2mKBq5+sMK1yF3fI7OHAhTLwGci40azr6soNrYOX/g5KtMHw+XPJbSb4X/SKBlBBCiO4pBUMmm23RA+R/9ALxR1eTfOQz2POOWRB67BIz+y97gVnH0VcUb4bVD8KBjyA6Ha560uSGSVkD0U8SSAkhhDgzpWhKmEhTwkSSJz9pFurd+W/Y/TZsf9ms+TjuchNYDZ/vncUq7XYoXAXrH4ODn0BEIlz4PzDDsdyLEE6QQEoIIUT/WKyQfZ7ZLvmdWfuvM6dqyzMQFAYjzoHRi80WP8yz7a0rge2vQN4LUJVveqAWPQAz74DQaM+2Tfg8CaSEEEI4LygExlxktvYWOLwWCj4wC/sWfGD2iRtmClkOnWN+Jo5y/xBa9X6zsPO+9+Hgp4CGzFlmCG/CUrAGu/fvi4AhgZQQQgjXCA6DUQvNdvHDUFVoFlQ+vNYENdteNPuFxkLqBLOlTSSyxkJbRJqZPWex9u9vak1Q63FCG4pg/Too2QJHN5rlXAASR5uk+cnXQeJIlx6uECCBlBBCCHdJGmW22d8CraG6EA6vg9JtUL7TBFYbGxjduf/KYIjNgKhUCIuFsDgIiwFLl48qWws010BLjan7dPwQE9saTt4enQ4Z02DOPTBqESSMGMwjFgFIAikhhBDup5Qpq5A0+uR1djvUHGb/plWENJaSFW03hUEbK6Gh3OQztdSCtp+8jzXEBFjhcRCbCcPmcrQ5hLbIDLLPXgoxQwb/2ERAk0BKCCGEZ1gskDCC+pSZAGTl5jr1MFV5eeaCBFHCA6TuvRBCCCGEkySQEkIIIYRwkgRSQgghhBBOkkBKCCGEEMJJEkgJIYQQQjhJAikhhBBCCCdJICWEEEII4SQJpIQQQgghnDrPd8UAAAkWSURBVCSBlBBCCCGEk5TWetD/6IwZM/SmTZsG/e8KIYQQQvSXUmqz1npGd7dJj5QQQgghhJMkkBJCCCGEcJIEUkIIIYQQTpJASgghhBDCSRJICSGEEEI4aUCBlFLqEaXUXqXUdqXUG0qpOFc1TAghhBDC2w20R2olMFFrPRnIB3488CYJIYQQQviGAQVSWusPtNY2x6+fA5kDb5IQQgghhG9wZY7UbcByFz6eEEIIIYRXCzrTDkqpVUBaNzfdr7V+y7HP/YANeKGXx7kTuBNg6NChTjVWCCGEEMKbnDGQ0lov6u12pdStwKXAQt3LejNa6yeAJ8AsEdO/ZgohhBBCeJ8zBlK9UUpdBPwAOFdr3eSaJgkhhBBC+IYBLVqslCoEQoFqx1Wfa62/2Yf7VQKHnf7DfZMEVLn5b3izQD7+QD52COzjl2MPXIF8/IF87DA4xz9Ma53c3Q0DCqS8mVJqU08rNQeCQD7+QD52COzjl2MPzGOHwD7+QD528PzxS2VzIYQQQggnSSAlhBBCCOEkfw6knvB0AzwskI8/kI8dAvv45dgDVyAffyAfO3j4+P02R0oIIYQQwt38uUdKCCGEEMKtfD6QUkodUkrtUErlKaU2dXO7Ukr9USlVqJTarpSa5ol2uoNSaozjuDu3OqXUfafsc55SqrbLPj/zVHsHSin1lFKqQim1s8t1CUqplUqpAsfP+B7ue4tjnwKl1C2D12rX6OHYH1FK7XW8rt9QSsX1cN9ezxFf0MPxP6CUKu7y2r6kh/tepJTa53gP+NHgtdo1ejj2l7sc9yGlVF4P9/Xp514plaWU+kgptVsptUsp9R3H9YFy3vd0/H5/7vdy7N533mutfXoDDgFJvdx+CWYNQAXMBjZ4us1u+j9YgTJMrYuu158HvOvp9rnoGM8BpgE7u1z3v8CPHJd/BDzczf0SgAOOn/GOy/GePh4XHPtiIMhx+eHujt1xW6/niC9sPRz/A8D3znA/K7AfyAZCgG3AeE8fz0CP/ZTbfwf8zB+fe2AIMM1xORrIB8YH0Hnf0/H7/bnfy7F73Xnv8z1SfXAF8Kw2PgfilFJDPN0oN1gI7Ndau7vQqcdorT8Fjp1y9RXAM47LzwBLu7nrhcBKrfUxrfVxYCVwkdsa6gbdHbvW+gOttc3x6+dA5qA3bJD08Nz3xSygUGt9QGvdBryEec34jN6OXSmlgOuAFwe1UYNEa12qtd7iuFwP7AEyCJzzvtvjD4Rzv5fnvi8G9bz3h0BKAx8opTYrszDyqTKAoi6/H6XvT4YvWUbPb6ZzlFLblFLLlVITBrNRgyBVa13quFwGpHazTyC8Bm7D9Lx250zniC+7xzG88VQPwzv+/tzPB8q11gU93O43z71SajgwFdhAAJ73pxx/V35/7ndz7F513vtDIDVPaz0NuBi4Wyl1jqcbNNiUUiHA5cCr3dy8BTPcNwX4E/DmYLZtMGnTpxtw01CVUvcDNuCFHnbx13PkcWAkkAuUYoa4As0N9N4b5RfPvVIqCvg3cJ/Wuq7rbYFw3vd0/IFw7ndz7F533vt8IKW1Lnb8rADewHTpdVUMZHX5PdNxnT+5GNiitS4/9QatdZ3WusFx+X0gWCmVNNgNdKPyzqFax8+Kbvbx29eAUupW4FLgJscHymn6cI74JK11uda6Q2ttB/5O98flz899EHAV8HJP+/jDc6+UCsZ8kL6gtX7dcXXAnPc9HH9AnPvdHbs3nvc+HUgppSKVUtGdlzEJeDtP2e1t4KvKmA3UdukS9hc9fitVSqU58ihQSs3CPOfV3e3ro94GOmfj3AK81c0+K4DFSql4RzfwYsd1Pk0pdRHwA+ByrXVTD/v05RzxSafkOl5J98e1ERitlBrh6LldhnnN+INFwF6t9dHubvSH597x3vUPYI/W+v+63BQQ531Pxx8I534vx+595727stgHY8Nk5G9zbLuA+x3XfxP4puOyAv6MyeDfAczwdLtd/D+IxARGsV2u63r89zj+N9swSYlne7rNAzjWFzFdue2YMe/bgURgNVAArAISHPvOAJ7sct/bgELH9jVPH4uLjr0QkweQ59j+6tg3HXjfcbnbc8TXth6O/znHOb0d8yY55NTjd/x+CWbGz35fPP7ujt1x/dOd53mXff3quQfmYYbttnd5nV8SQOd9T8fv9+d+L8fudee9VDYXQgghhHCSTw/tCSGEEEJ4kgRSQgghhBBOkkBKCCGEEMJJEkgJIYQQQjhJAikhhBBCCCdJICWECFhKqfOUUu96uh1CCN8lgZQQQgghhJMkkBJCeIyj+vJ7jkW1dyqlrldKTVdKfeJYaHVFl6VARimlVjn23aKUGulYseARx313KKWud+x7nlLqY6XUa0qpvUqpF7pU+L/Icd0WzBIrnW05VymV59i2dlaFFkKI3gR5ugFCiIB2EVCitV4CoJSKxaxkf4XWutIRGP0aU6H6BeAhrfUbSqkwzBfBqzCLl04BkoCNSqlPHY89FZgAlABrgblKqU2Y9bnOx1SH7rpO3feAu7XWax0Lpba48biFEH5CeqSEEJ60A7hAKfWwUmo+ZqHRicBKpVQe8FMg09E7lKG1fgNAa92izRpj84AXtVnEtBz4BJjpeOwvtNZHtVncNA8YDowFDmqtC7RZ1uH5Lm1ZC/yfUupeIE5rbXPzsQsh/ID0SAkhPEZrna+UmoZZF+tXwIfALq31nK77OTnM1trlcgdneL/TWj+klHrP0Za1SqkLtdZ7nfi7QogAIj1SQgiPUUqlA01a6+eBR4CzgGSl1BzH7cFKqQla63rgqFJqqeP6UKVUBLAGuF4pZVVKJQPnAF/08if3AsOVUiMdv9/QpS0jtdY7tNYPY1aPH+vaoxVC+CPpkRJCeNIk4BGllB1oB74F2IA/OvKlgoDfY1av/wrwN6XULx37Xgu8AczBrHCvgR9orcuUUt0GQVrrFqXUncB7SqkmTCDW2dt1n1JqAWB3/L3l7jhgIYR/USZNQAghhBBC9JcM7QkhhBBCOEkCKSGEEEIIJ0kgJYQQQgjhJAmkhBBCCCGcJIGUEEIIIYSTJJASQgghhHCSBFJCCCGEEE6SQEoIIYQQwkn/H5shOJP+qcTbAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "d=pp.create_fake_pupildata(ntrials=50, isi=1500.0, rtdist=(800,100), \n", " prop_spurious_events=0.02 )\\\n", " .lowpass_filter(cutoff=2)\\\n", " .scale()\\\n", " .sub_slice(5,25,units=\"sec\")\n", "plt.figure(figsize=(10,5)); d.plot(interactive=False, model=False, units=\"sec\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- lowest throughs are prioritized\n", "- account for build-up of responses that look like baseline fluctuations" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "source": [ "## Extract peaks/throughs and rate their prominence" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "hideCode": false, "hidePrompt": false, "hide_input": true, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "peaks_ix=signal.find_peaks(-d.sy)[0]\n", "prominences=signal.peak_prominences(-d.sy, peaks_ix)[0]\n", "peaks=d.tx[peaks_ix]\n", "plt.figure(figsize=(15,5)); \n", "d.plot(model=False, units=\"sec\")\n", "plt.errorbar(peaks/1000., d.sy[peaks_ix], np.vstack((np.zeros_like(prominences), prominences)), 0, \"o\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "hide_input": true, "slideshow": { "slide_type": "slide" } }, "source": [ "## Smooth curve through peaks...\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "cell_style": "center" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "interp_methods=[\"nearest\",\"linear\",\"quadratic\",\"cubic\"]\n", "plt.figure(figsize=(12,6))\n", "for i,met in enumerate(interp_methods):\n", " plt.subplot(2,2,i+1)\n", " f=scipy.interpolate.interp1d(peaks, d.sy[peaks_ix], kind=met, fill_value=\"extrapolate\")\n", " d.plot(baseline=False, model=False, units=\"ms\")\n", " plt.plot(d.tx, f(d.tx))\n", " plt.gca().axes.get_xaxis().set_visible(False)\n", " plt.ylim(d.sim_baseline.min(), d.sy.max())\n", " plt.title(met)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- simple interpolate between lower peaks?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Better Solution: B-Spline basis functions\n", "- weighted sum of B-spline basis functions (knots peaks): guarantees smoothness \n", "- customized fit to go through peaks and stay below signal" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "hideCode": false, "hidePrompt": false, "hide_input": false, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "knots=np.concatenate( ([d.tx.min()], peaks, [d.tx.max()]) ) ## peaks as knots\n", "B=pp.bspline(d.tx, knots, 3)\n", "\n", "plt.figure(figsize=(20,8))\n", "plt.subplot(2,1,1)\n", "plt.plot(d.tx, B);\n", "plt.plot(peaks, 0.8+np.zeros_like(peaks), \".\");\n", "plt.subplot(2,1,2)\n", "\n", "for i in range(10):\n", " coef=np.random.randn(B.shape[1])\n", " sig=np.dot(B,coef)\n", " plt.plot(d.tx, sig, color=\"grey\", alpha=0.2)\n", "plt.plot(peaks, d.sy[peaks_ix], \"o\", color=\"red\") \n", "d.plot(simulated=False, units=\"ms\");" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "source": [ "## Staying \"below the signal\"" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "hideCode": false, "hidePrompt": false, "hide_input": false, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ny=800\n", "x=d.tx\n", "pad=0.5\n", "y=np.linspace(d.sy.min()-pad, d.sy.max()+pad, ny)\n", "[X,Y]=np.meshgrid(x,y)\n", "\n", "SY=np.tile(d.sy, (ny,1))\n", "py=pp.p_asym_laplac_kappa(-1*(Y-SY), 0, 1, 0.2)\n", "\n", "def prominence_to_lambda(w, lam_min=1, lam_max=100):\n", " w2=lam_min+((w-np.min(w))/(np.max(w-np.min(w))))*(lam_max-lam_min)\n", " return w2\n", " \n", "plt.figure(figsize=(20,5))\n", "d2=d.copy()\n", "start=d.tx[0]\n", "d2.tx=d.tx-start\n", "plt.imshow(py, origin='lower', cmap=\"jet\", aspect=\"auto\", alpha=0.2, extent=[0,d2.tx.max(),d2.sy.min()-pad, d2.sy.max()+pad])\n", "plt.plot(d2.tx, d2.sy, color=\"green\")\n", "plt.errorbar(peaks-start, d2.sy[peaks_ix], yerr=prominence_to_lambda(prominences)/200., fmt=\"o\", color=\"black\", elinewidth=5);\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "- estimate coefficients B-spline\n", "- criteria:\n", " 1. the curve has to be (almost) completely below the pupil-signal\n", " 2. it should go through the high-prominence peaks with high probability\n", " 3. it should go through the lower-prominence peaks with lower probability\n", "- use: Asymmetric Laplace distribution\n", "- parameters: \n", " - $\\mu$ (peak location)\n", " - $\\lambda$ (inverse variance, \"wideness\") \n", " - $\\kappa$ (assymetry parameter)" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "source": [ "- distribution centered at signal $\\rightarrow$ $\\mu=0$\n", "- set asymmetry parameter $\\kappa$ as follows:\n", " 1. specify the probability $p_a$ that the baseline-curve can take on values above the pupil signal, e.g., $p_a=0.05$\n", " 2. using the properties of the distribution determine $$\\kappa=\\frac{\\sqrt{p_a}}{\\sqrt{1-p_a}}$$\n", "- no matter what $\\lambda$ is chosen, the negative part of the distribution will integrate to $p_a$" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "kappa= 0.22941573387056177\n", "Proportion negative= 0.052898137321281825\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu=0\n", "lam=5\n", "pa=0.05\n", "kappa=np.sqrt(pa)/np.sqrt(1-pa)\n", "print(\"kappa=\",kappa)\n", "\n", "plt.figure(figsize=(10,5))\n", "y=np.linspace(-1,10,500)\n", "py=pp.p_asym_laplac_kappa(y,0,5,kappa)\n", "plt.plot(y,py)\n", "propneg=np.sum(py[y<=0])/np.sum(py)\n", "print(\"Proportion negative=\",propneg)" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "hide_input": true, "slideshow": { "slide_type": "slide" } }, "source": [ "### prominence of the peaks\n", "\n", "- map the prominence of the peaks to the width of this distribution: \n", " - mapping prominence $\\rightarrow$ $\\lambda$\n", "- how far below the signal can the baseline go? parameter: $\\lambda_{sig}$\n", "- assume z-transformed PD, so 1 unit is pretty large: $\\lambda_{sig}=1$\n", "- for the highest-prominence peaks, the baseline-curve \"snuggles\" tightly against the signal\n", "- $\\lambda_{max}=100$" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,5))\n", "lam_sig=1.0\n", "lam_max=100.0\n", "y=np.linspace(-1,10,500)\n", "py1=pp.p_asym_laplac_kappa(y,0,lam_sig,kappa)\n", "py2=pp.p_asym_laplac_kappa(y,0,lam_max,kappa)\n", "plt.subplot(121); plt.plot(y,py1); plt.title(r\"$\\lambda_{sig}=$%s\"%lam_sig);\n", "plt.subplot(122); plt.plot(y,py2); plt.title(r\"$\\lambda_{max}=$%s\"%lam_max);" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "source": [ "- the signal should be closer to the lower peaks than to the rest of the signal but can still go away if the prominence is very low\n", "- we therefore set the lower boundary for $\\lambda$ for any peak to be the same as for the rest of the signal $\\lambda_{min}=\\lambda_{sig}$\n", "- define mapping \n", "$$\\text{prominence}\\rightarrow \\lambda$$\n", "- such that $\\lambda \\in [\\lambda_{min},\\lambda_{max}]$ and higher prominence is associated with higher $\\lambda$\n", "- we start by mapping the (strictly positive) prominence $\\rho_i$ into the interval [0,1] and then map it linearly into $[\\lambda_{min},\\lambda_{max}]$\n", "$$\\lambda_i=\\lambda_{min}+\\frac{\\rho_i-\\min_i\\rho_i}{\\max_i(\\rho_i-\\min_i\\rho_i)}\\left(\\lambda_{max}-\\lambda_{min}\\right) $$" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# convert\n", "w=prominence_to_lambda(prominences)\n", "\n", "plt.figure(figsize=(20,5))\n", "plt.subplot(121)\n", "plt.hist(w);\n", "plt.title(r\"Distribution of the $\\lambda$ values\");\n", "plt.subplot(122)\n", "y=np.linspace(-0.5,2,500)\n", "for i,cw in enumerate(w):\n", " py=pp.p_asym_laplac_kappa(y, 0, cw, kappa)\n", " plt.plot(y,py, color=\"grey\", alpha=0.5)\n", "plt.title(r\"Distributions for these $\\lambda$ values\");" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "source": [ "## Estimate baseline\n", "\n", "- implemented as Bayesian model (Stan)\n", "- free parameters are the spline-coefficients" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "hideCode": false, "hidePrompt": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pystan:Automatic Differentiation Variational Inference (ADVI) is an EXPERIMENTAL ALGORITHM.\n", "WARNING:pystan:ADVI samples may be found on the filesystem in the file `/var/folders/28/_ftmv1_n41n48znrymwflm940000gp/T/tmphamv9sz1/output.csv`\n", "WARNING:pystan:Automatic Differentiation Variational Inference (ADVI) is an EXPERIMENTAL ALGORITHM.\n", "WARNING:pystan:ADVI samples may be found on the filesystem in the file `/var/folders/28/_ftmv1_n41n48znrymwflm940000gp/T/tmp6hpwu7k6/output.csv`\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Using cached StanModel\n" ] }, { "data": { "image/png": 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k+5ubm1myZAkHDhzA09OTxx9/nA0bNrB27VoeeeSRfve9a9cu1qxZw759+/j4449JT08H4K233iIjI4P09HSef/55qqur2bNnD8XFxezfv5+srCxuvPFGAFauXMkLL7xARkYGzz77LHfccceAzykgIIDMzExuv/32vumXTz31FEuWLGHXrl1s2rSJVatW0dzcPJw/2UlkRE4IIYQQQmOFdZ0kBHtg0A/9mnlqlC8AGYW1nDMhWOvQhDit/kbOTtTSYmpY7+7uPuJjJicnc++993Lfffdx0UUXMX/+/JPud3Z27kvuJk6ciIuLCwaDgeTkZAoKCvrd9znnnIO/v2nN6eWXX862bdtITU3l+eefZ+3atYBp1C43N5fx48eTn5/PXXfdxYUXXsi5555LU1MTP/74I1dddVXfPtvb2wd8TpdffjkA06dP59NPPwVg/fr1fP75532JXVtbG8eOHSMpKWkQf6Uzk0ROCCGEEEJjx+o7WZgUMKzHJo/zxqBXSC+skURODMhoVFEU7LJdRUJCApmZmXz99dc89NBDnHXWWSfdbzAY+p6XTqfD2dm57+eurq5+933q30NRFDZv3szGjRvZsWMH7u7uLFq0iLa2Nnx9fdm7dy/ffvstr7zyCh999BHPPfccPj4+7NmzZ0jPycXFBQC9Xt8Xo6qqrFmzhvHjxw9pXwORqZVCCCGEEBpq6jBS3Wpk/DCmVQK4GvRMGudNRoGskxP9e/+nY0x+Yj3Tn9zIZ3uKrR3OkJWUlODu7s7y5ctZtWoVmZmZmu17w4YN1NTU0Nrayr/+9S/mzp1LfX09vr6+uLu7k5OTw86dOwGoqqrCaDRyxRVX8OSTT5KZmYmXlxfR0dF8/PHHgCkZ27t377BiWbp0KS+88AK9bbR3796tyXOURE4IIYQQQkPH6jsBSAgZXiIHkBrpy77ietq7urUKSziYTTkVPLg2i0mh3kT5u/O7D/ewNbfS2mENSVZWFmlpaUyZMoXHH3+chx56SLN9p6WlccUVV5CSksIVV1xBamoq5513Hl1dXSQlJXH//fcza9YsAIqLi1m0aBFTpkxh+fLl/OUvfwHgvffe480332Ty5MlMnDiRzz77bFixPPzww3R2dpKSksLEiRN5+OGHNXmOMrVSCCGEEEJDhXWmRG64I3JgKnjy+taj7C9uYHqkr1ahCQfR1W3k4c/2kxDsweqbZmA0wsX/t40HPs3i+3sXDakJvTUtXbqUpUuXnnTb5s2b+35uamrq+/mPf/zjSdudeN+pVqxYwYoVK35xu4uLC998881pH3O60cDo6GjWrVv3i9sfe+yxvp9Xr17d9/OJ6/ZSU1P7noubmxuvvvrqGeMdLvt4lYUQQggh7MSx+i7cDQpjvV2HvY/e5C2jsEarsIQDWXegjKLaVlYtTcTFSY+bs56HLkyiqLaVD38+Zu3whIVIIieEEEIIoaFj9Z1EeBtGVHwi0NOFSH930mWdnDiN93YeI9LfnbMSg/puW5gQyORwH/7+Y0HfWixH9+233zJlypST/rvsssusHZbFyNRKIYQQQgiNqKrKsfpOZoe7jXhf0yN9+eFQJaqq2mVFQmEelY3t/HS0mjsXx6HT/ft9oSgK182K5A8f72VHfjVzYgdXNdWe31+nm5ppz4aagMuInBBCCCGERiob22nsUInwNox4X6mRflQ3d1BQ3aJBZMJRrM8uw6jC+cljf3HfRSlj8XJ14pOMokHty9XVlerq6lEzgmfLVFWluroaV9fBT8mWETkhhBBCCI0cKm8EIFKLRK6nMXh6QQ3RAWNGvD/hGL47WEGkvzuJp6mK6mrQc86EENZnl9He1Y2Lk77ffYWFhVFUVERl5eCrXXZ0dAD09XSzFGsd15JcXV0JCwsb9PaSyAkhhHBYRqNKTUsHnq5OA57QCKGFQ2WmRC7Ce+SnWHGBHvi4G/i5oIarUsNHvD9h/7q6jew6WsOyKaFnnA55YUoIazKL2J5XxZLE/hvKGwwGoqOjhxRDb4PspKSkIT1upKx1XFsmiZwQQgiHU9/ayYub8vjw5+PUt3bi4qTjopRQ7j8/kUBPF2uHJxzYobJGfFx1eLuO/MKBTqeQGunHrqNSuVKYHChpoKm9i9kx/mfcZl5cIJ6uTnydVTZgIifsmyRyQ9Q7h9heF4UKIYSjO1jawMp/pFNc28oFyWNJjfQlr7KJj9KL2JlfzT9XziLcz93aYQoHdbiiiXCvkU+r7DUz2o+NB8upaGgjyGv47QyEY9iRXw3AzBi/M27j7KRj0fggNh+qxGhUTyqIIhyLFDsZgiOVTZz33FZ+kitjQghhkw6WNnDN6zvp7FL5+LY5/N+vp7FibjRPXprMJ7fNpqm9i1veTqelo8vaoQoHpKoqeeWNhGswrbJXWrTphH1XgZx7CPgpv5rYwDEEefaf1C9MCKSqqZ2DZQ0WikxYgyRyQzDOx42Kxjbe2nbU2qEIIYQ4RUVDG9e/tQtXJz0f3jqrr6Fyr5QwH164ZiqHyht5bmOulaIUjqy0vo3mjm7CvbRL5CaGeuHurOdnuYg86qmqyr6ieqZF+A647YJ4U+uBHw4PvoiJsD+SyA2Bq0HPtTMj2XCwnMLqZmuHI4QQokdnt5Hfvp9JU1sXb9+URqT/6Sv8LUgI5OoZ4by57Sh5FU0WjlI4ut73VLgGFSt7Oel1TI/0ldlAgpL6NqqbO0gJ8x5w2yAvVyaM9eKHQ5LIOTJJ5IboutmRKMBH6cetHYoQQogeL27K4+eCWp6+IpnxpynJfaJVS8fjrNfx4qY8C0UnRovcnkQuTMMROYC0KD8OlTdS39Kp6X6FfckqqgNg0riBEzmAheMDySispaldppI7KknkhijYy5X58YH8a3cJRqM0TxRCCGs7XN7Ii5vyWDY5lEumjBtwe38PF5bPiuCzPcUck0bLQkN5FY34uhvwdtH29GpGtB+qCumFMio3mu0rqsdJp5A01mtQ28+J9afLqJJRWGvmyIS1SCI3DJdPG0dxXassPLaiji4jJXWtdHUbrR2KEMKKjEaV+9bsw8PFiUcvnjDox90yPwZFUXh/1zEzRidGm7yKJuKDPDWvbD0l3AdnvU7aEIxyWcX1JAR74moYXGuL6ZG+OOkUfuqpdCkcjyRyw3DuhBDcnfV8vrfE2qGMOkZV5cVNeaQ+uYE5T3/PtD9t4M1tR/vaQgghRpfP9haz+1gdf7xwAv4eg+8PF+zlypLEID7JOE5Hl1wQEiOnqiqHy5uIDfLQfN+uBj2Tw73ZKYncqKWqKvuL60ke5LRKAHdnJ5LDvNkpiZzDkkRuGNyc9SwaH8iG7HKZXmlBRlXluZ21/PXbQ8yM8efJSycxNcKXP32ZzeNfZFs7PCGEhbV1dvPXdYeYNM6Ly6cOPKXyVL9Oi6CqqYPvc8rNEJ0YbaqaOqhv7STeDIkcwJzYALKK6qhr6TDL/oVtq2rqoLalc8A1wKeaFePPvqJ6abnioDRJ5BRFeUtRlApFUfaf4X5FUZTnFUXJUxRln6Io07Q4rjWdMyGYysZ29vYsPBXm90FWI1sKW/nDuQm8dt10ls+KZPWNM7hpbjSrfyzgo5+lAI0Qo8lb249SUt/GgxckDavh7YKEQAI8nPliX6kZohOjTW/Fyvhg8yRyCxICMaqwLa/KLPsXti23vBGAhOChJXIzo/3oMqpkFsr5qiPSakRuNXBeP/efD8T3/LcSeFmj41rN4vFB6HUKG7LlSq4lZB6rZc3BRpZEu/PbxXF96w8UReGPFyYxK8aPP32VTUVDm5UjFUJYQn1rJy9vOsJZiUHMiQ0Y1j70OoVzJ4bw/cEKWju6NY5QjDZ5FaYT7TgzjchNDvPGy9WJLdIXbFQ63JfIDe39lRrlh16n8NNRmV7piDRJ5FRV3QL0N3H7EuAd1WQn4KMoylgtjm0tPu7OpEX5SSJnAV3dRu77ZB/+bnpumeb9i0Xkep3Cny9Lpr3TyN82HLZSlEIIS1q9vYDG9i7uPXf8iPZzYfJYWju72XyoQqPIxGiVV9GEh4sTIV6uZtm/k17HvPgAfjhcKevCR6HDFU14uToR6Dn4tcAAHi5OTAr1knVyDspSa+TGASfOeyvque0XFEVZqShKuqIo6ZWVtn3V6ewJweRWNHG8RspXm9NH6UXkVjRx8zRv3A2nf8vGBHpwTVo4n2QUyeshhINrbOvkre1HOTspmAmhgyvDfSYzo/3wH+PMN/vLNIpOjFa5FU3EBXloXrHyRAviAylvaOdwuTSzH21yyxtJCB5eRdS0aD/2FtXT3iUzDxyNzRU7UVX1NVVVU1VVTQ0MDLR2OP1amGCKb2uuzFc3l5aOLp7beJjpkb7MHNf/Vc7bF8Wh0ym8uuWIhaITQljDP3YWUt/ayV1L4ka8Lye9jkXjg9iSW0m3FK8SI5Bb0WS2Qie9FvScd2ySEeRRpbciavwQ18f1mh7pS0eXkQMlDRpHJqzNUolcMRB+wu9hPbfZtdjAMYR6u7I117ZHDu3Z+z8do6KxnfvPTxzwKlSItysXp4SyNrOYxrZOC0UoBmP3sVqufm0HaU9t5K4PdlMuaxnFMLV0dPHG1qMsSAhkcriPJvtcOD6QupZO9knxKofUbVRpbjdvxb76lk4qG9vNtj6uV6iPG5PGebFORpBHlcqmdupbO4e8Pq7XtAhfADKlMbjDsVQi9zlwfU/1yllAvaqqdl8mTFEU5scHsj2vShpTm0FXt5G/by8gLdqPGVF+g3rMdbMjae7o5l+77f46gcPYV97O1a/tpKCqhTmx/mzMLufyl36kolGSOTF0azKLqWnu4M7FIx+N6zU/LgBFgR+kiITD2ZpbyZynv2Pio9/ym3fSqW8xz0W+vEpTIQpzVaw80fmTxrLneB3Fda1mP5awDXk9U2njg4Y3Ihfk5Uq4nxsZksg5HK3aD3wA7ADGK4pSpCjKzYqi3KYoym09m3wN5AN5wOvAHVoc1xbMTwigoa2LfcX11g7F4Xy9v4ziulZWzo8Z9GMmh3mTPM6b9346ZsbIxGDVt3XzPz/WEOHnztf3zOe5q6fy0a2zqW5u5/cf7pEF+2JIjEaV1duPkhLmzYwoX8326zvGmclhPpLIOZjD5Y3c/HY6Pm7OrFwQw+ZDFdz+XoZZLrz2tR4Y5on2UJw/KQRARuVGkfyqZgBig8YMex/TI3xJL6yV710Ho1XVymtUVR2rqqpBVdUwVVXfVFX1FVVVX+m5X1VV9beqqsaqqpqsqmq6Fse1BXNjTVdyt8k6OU2pqsrrW/KJCRzDksSgQT9OURSunB5GTlkjh8oazRihGIx39jbQ3GnkhV9PxW+MMwDJYd788cIJbM+r5qssux+YFxa0JbeSI5XN3DQ3WvOCEgsTAtlzvM5sIzbCslRV5f41+/B0ceK938zkwQuSeOrSZH48Us0HZug5mlvehKtBxzgfN833faqYQA8SQzz5Wj4/R43C6mZcnHQEew6/Iur0SF8qG9spqpWRXEdic8VO7I3vGGdSxnnLOjmN/XS0hqziem6ZFzPkRr8XJI9Fr1P4fK9Mr7Sm/MomNhW0cH7cGBJDTq4s+Ou0CBJDPPnbhsMYpcCEGKS3thcQ5OnCBcnad6+ZHeuPqsLPBf110hH2YnteNZnH6vjPcxMI8DCVa78qNYzZMf78bf0hzdfM5VY0ERvoMazG9MNxyZRxZBTW9o0ECsd2tKqFSH/3Eb2/pkX2rJM7JtMrHYkkchqYFx9A5rE6msy8mNqW5FU08tRX2fxxbRbfHSzXfKj+9S35+I9x5vJpp+1S0a9ATxfmxPrz2Z4SmUJgRS9vPoJBp3DFhF9ONdLrFO5YHEd+ZTMbD0ovRjGwvIpGthyu5PrZkTg7af/VNSXcB2e9jl2SyDmEN7flE+TpwpXTw/puUxSFPyxNoLalk08yijQ9Xp4FKlae6MrpYTjpFP65S5YRjAaF1c1E+Q9/WiXA+GBPxjjrZZ2cg5FETgOzYwLoNqqj5kruZ3uKOe+5rbz9YyGf7y3h5rfTueO9TFo7tOlPklfRxHc5FVw3OxJXg35Y+7hkyjiKalvZfVyq0FlDXUsHn+8tYVGUGz6up38NL5gUwjgfN/6+vcCywQm79P5PxzHoFVCaBrEAACAASURBVK5JizDL/l0NeqaE+/CTNM21e3Vt3WzJreKK6WG4OJ38+TM90o+pET68tf2oZrMBmtu7KK5rNXvFyhMFerqwdGIIn2QW0dYpvcEcmdGoUljTQlTAyBI5J72OKRE+ksg5GEnkNDA90heDXmHnEcc/AcgorOU/P9pLapQvOx88i8yHz+GB8xNZd6CM297NoFODReRvbsvHxUnHdbMih72Pc5KC0esUNmbLaI81fJJRRHuXkfPiznxi46TX8asZ4ezIr6aoVpq4izNr7+pm7e4izp0Qgn/PNDlzmBnjx/6ShlE1u8IRbTvWSrdR5bKpp5/Rcf3sSAqrW0jX6IT2cLlpPXbCMHt8Ddd1syOpa+nkAxmVc2hlDW10dBmJ9Hcf8b6mR/hysLTB7O04hOVIIqcBN2c9U8N92eHgV3I7uozc+9EeQn1cee36VPzGOGPQ67h1YSx/viyZHw5X8uy3h0Z0jKqmdtZkFnP5tLARnbB5uxuYGe3HBknkrOLDn48zLcKHaF9Dv9v1Tp39NFPWM4oz25hdQW1LJ/8xI3zgjUdgZrQ/3UZVrljbuR3HW0kM8TxjYrV0Ygjuzno+zdRmemVOT2GtpLFeA2yprVkx/syM9uOlzUdkVM6BFVSbKlaOdGolmNbJGVXYK7OVHIYkchqZFevP/uJ6Ghy4EfX7PxVSUN3CE8sm4eV68gn6NWkRLJ8Vwatb8tl8qGLYx/jHjkI6uozcPC96pOFydlIwuRVNFPSU7RWWkV/ZRG5FE8smhw64bZivO7Nj/PnX7mJZzyjO6J8/H2Ocjxvz4gLMepxpkT446RSZXmnHWjqN5FR1sLifasfuzk6cNymEr/aVapIAHSprZIyz3iIVK0/1n+ckUNnYzoub8ix+bGEZBVWmGSsjnVoJMLWnMbhcrHIckshpZHaMP0YVduU75jq5zm4jL20+wsxoPxaNDzztNg9dOIGEYA8e+DSLxmEktG2d3fxjZyFnJQZpstbgnAnBAFJMw8K+O2hK5M9KCh7U9hekjCW/qlmqr4nTKqptYVteFVdOD0Nv5oqA7s5OTAz1kqpudmxfeTvdKixKOP33VK9lk0NpbO9ie97IWwfllDWQEOJpsYqVJ5oZ48/l08bx8uYj7JFRFodUWN2Ms5OOsV7Dbz3Qy9vNQHyQh2bTioX1SSKnkakRPjg76Rx2euW3B8qoaGzn1oUxZ+zf5GrQ88wVKZQ1tPHf64Y+xfLTzGJqmju4ZQgNwPsT7udOYoinTK+0sI0Hy0kM8STcb3Dz+c/pSfi+PSDNbcUvmUZrTaXjLWFqhC/7iurplrYYdimztA03J6Wv1PqZzIkNwNPFifUHRvb9oKoqOWWNv2ixYkkPXziBEG9Xbnn7Z3LLpX+qoymobibCb2StB06UGuXL7mO10vrHQUgipxFXg57pEb7scNCCJ+/sKCTcz42FCf03554a4cuNc6L5x85Cdh0d/OhkV7eR17fmM2mcF7Ni/EYabp+zk4JJL6ylvtVxp7zakrqWDtILazl7kKNxACHerkwJ92G9JNziNL7YW8qMKF/CfEe+0H8wpoT70NLR3VfAQtiXfeXtJAe7YND3f3rj7KRjUWIQGw+Wjyhpr2hsp66lk8QQyxY6OZHvGGdW3zgDULjspR95efMRKhrarBaP0FZhdYsm6+N6TYvwpaGti7xKmQXjCCSR09DsWH8OljVQ19Jh7VA0dbymhV1Ha7h6RsSgpjbde24CYb5u3L9m36DXH6zdXczRqmbuXhJ/xhG/4ViQEEi3UXXYBNvWbD5USbdR5ayk/hP+U507MZh9RfWU1reaKTJhjw6VNXKovJGLB7HeUitTI3wA2H1MpqnZm8rGdsqaupkQ6Dyo7c+dEEx1c8eIptIeLG0AYLwVEzmAuCBPvrhrLqlRvjyzLoe0P3/HzD9v5KHvK3kto45PMooceg2/o1JVlcLqFk0qVvZKjTJdLE8vkOmVjkASOQ3NjvVHVWGng62T+zqrFGBQxSsAxrg48cwVKeRXNfO3DYcH3L6z28jz3+eSPM67b12bVqZG+ODh4sSW3EpN9ytOb8PBcgI8XJgc5jOkxy3pKUyw9fDI16sIx/HlvhJ0Cpw/aazFjhnh547fGGf2HJeTHHuTUWj67k0MGFwit2h8IM56Hd/uH/607kM9FSutOSLXa6y3G6tvTOPb3y3ggfMTmR8fSEe3yvdHW/jDx3uZ9efveGlznkwbtiM1zR20dnYT5qtdIZ0of3f8xziTXuhY56qjlSRyGkoJ88bVoGOng62T+yqrlMlh3oNe8wQwNy6Aa9IieGNrPrsHuNr59+1HOV7Tyn+em6DpaByAQa9jdqw/Ww5XSlVEM+voMrLlUCVnJQYNeS7/+GBPAj1d2KpB4QHhGFRV5fO9JcyJDSDQ03y9406lKApTwn1kRM4OpRfUYtBBrO/gEjlPVwOzYv3ZeLB82N8Ph8oaCfFyxcd9cMe0hPEhnty6MJZnr5rMf58TxAdXjGXtHXOYFxfAf687xK3/SJd2BXaiuM40S0XLiqiKYlpDmikFTxyCJHIacnHSkxrp51CJ3PGaFvYV1XNhytCviD94QSIhXq6s+mTfGZtPFte18tzGXM5OCmLx+KFNxxusBQmBFNW2UlAtTafN6eeCGhrbuzh7GKOqiqIwPz6AbbmVsgBbAJBVXE9hdcugZwJoaUq4D3mVTTR3GC1+bDF86YW1xPk5Y9AP/kLSOUlBFFS3cKRyeG1qsksbSBxr/dG4/iiKwtQIX167PpXHl01k48EKVn2yTz5r7UBxbU8ip+GIHEBqpC8F1S1UNrZrul9heZLIaWx2rD85ZY1UNznGP47vc0yl5JdODBnyYz1dDfz1qsnkVzZx70d7f/Gl0dlt5O4PdqMAj148UYtwT2tBvKn31FaZXmlWG7LLcXHSDbvX14L4QGpbOjlQ0qBxZMIefbO/DCedMqzPnpGaEu6DqkJejWOtd3ZkbZ3dHCipJ2mQ6+N69bZJ+W4YbWpaO7rJrWgiZZz3kB9rLTfMieK+8xL5Ym8J/9hZaO1wxAB6R+TCfLQt9pQaJf3kHIUkchqbFeMPwE9DqNhoy7YcriTS353IYVZMmhsXwIMXJLHuQBn3fry3bzpHS0cXd72/m4zCWp6+ImVI0zaHKtJ/DBF+7mw5LImcuaiqync55cyLC8DNWT+sfcztSQC35snrJEwXBmbG+OHtbrD4sSeHm9Z4Hq6W4hD2Iru0gc5ulQT/oSVyoT5uTBjrNax+o9mlDXQbVZKHuCbY2m5bGMPChECe/iaH4zUyU8WWFde1MsZZj5ebk6b7nRjqjbNeJz0zHYAkchpLCfPG3VnvEFUSO7tVduRXsyC+/8aqA7l5XjR/ODeBtbuLWfzsZu76YDdLnv2BdQfKePiiCRapSLcgIYAdR6rp6JKpUuZwuLyJ4zWtg24CfjqBni4kjfWSgieCoz0N4ofSxkJL3m4Govzdya+VETl70TuSH+M79MT/7AnBZBTWUtM8tNc7q8i0jjIlzH5G5MA01fIvlyejovLs+qH3fBWWU1zbyjhfN83rB7ga9CSHeZNe4BiDDqOZJHIaM+h1zIjy48cj9n8ymlPVQUtHNwsSRpbIKYrCnUvief+WmYwP8WTv8ToSx3ryz5WzuHletEbR9m9+fCDNHd0DFl4Rw9N7NXuobQdONSfWn8xjtZJwj3Ibe3oKWiuRA5g4zpv8WhmRsxfZJfX4uBsIdB/6jICzk4IwqrCpZynBYO0rrifI04VgL9chH9PaQn3cuGluNJ/tKeFASb21wxFnUFzXqmmhkxOlRvqyv7hBCt/YOUnkzGBunD9HKpspq7fvhpy7y9pw0inMjvXXZH9z4gJYfWMaW/5rMatvTOubhmoJs2L80SmwXaoimsXGg+WkhHmP+IQmLdqP9i4j+4qkYuBotuFgOYkhnmadcj2QSaHelDd30yQFT+zC/uIGJoZ6DWvkYlKoN8FeLkOeXplVVE+yHa2PO9WtC2PxdHHi1R/yrR2KOIOSulZCzZTITYv0paPbyP5iSeTtmSRyZjAn1rTWx95H5faVtzMtwhcPF23nZluDt5uByeE+Ut7eDCob29lzvE6T0ZMZPY1KHWWNqRi6muYO0gtqOFfjnpJDNWmcF4CMytmBzm4jh8oamRg6vKRKp1NYkhjMlsOVtHcNbnSiub2LvMomku1sWuWJvN0M/GpGOF9nlVJa32rtcMQpWjq6qG3p1LxiZa/pkaaCJ+lS8MSuSSJnBhPGeuHrbmB7nv2uk2vtNJJf20latJ+1Q9HM/LgA9h6vo6FNTsy0tCmnAlUd+bRKAL8xzowP9pREbhTblFOBUWVYbSy01JsUyDo525dX0URHt5GJoV7D3sc5E4Jo7uhmZ/7gPnt2H6tDVWFqhO+wj2kLbpgThVFVeWeHVLC0NX2tB8w0Ihfg4UJ0wBipXGnnJJEzA13PdMTteVV224T6cHUHRvXfJWodwdy4AIwqDlGIxpZsPFhOqLcrE8YO/yTqRGnRfmQU1NDVLVPaRqPvcyoI8nRh0jBHV7TiN8aZQHc9R2rkwo+t650aNtwROTDNpHE16AbdhmDX0Wp0yr9HNexVuJ87SxKDWZNRJJ+5Nqaot/WAmUbkwPT+zSystdtzVSGJnNnMiQ2grKGN/KrhNRm1tuzKDof4kjrR1Ahf3J31bMuV6ZVaaevsZmtuFWclBWtWVSst2o/mjm7pJzcKdRtVtuVVsSAhEJ1O2yptwxHja+CITK20eQdKGnAz6IkOGF6bHDBV8ZsfH8jG7PJBndTuKqhhYqi3Qyw9uHL6OCoa29kmSw9sSklPImeuNXJgOserbu7gqJ2eqwpJ5MymtyfWj3b6wXiwqoNIbwOerpbv4WQuzk46Zkb7ScETDe04Uk1rZ7cm0yp7zeyZzrtLpleOOlnF9dS3djI/fnhN5bUW62egpLGLRpmObdMOljaQONYT/QiT/3OSgimpb+NgaWO/27V3dbP7WJ3DLD1YnBiEt5uBNZnF1g5FnKC4thUnnUKQp/mqoqZGSmNweyeJnJlE+bsT6u1ql+vkOruNHK7uIClwaI1V7cG8+EDyq5oprpOF3VrYcLCcMc56zSqbAgR5uRIdMEbWyY1C23JNzeDnxdlGIhfja/oMHOjEXljXkcomEoI8R7yfxYlBKAoDVq/cV1RPe5exrziTvXNx0rNscijrD5TR3N5l7XBEj+K6Vsb6uI74AkV/YgM98HYzSCJnxySRMxNFUZgTF8CO/Gq6jfY19/hgaQNtXSoTHDGR6zlB3C7TK0dMVVW+O1jO/PhAXJyG3rupP2lRfuw6Wo3Rzv7tiJHZklvFpHFe+Hu4WDsUAGJ7mktLeW7bVdfSQVVTB3FBHiPeV6CnC1PCfQZcJ7cppwL9QK15VBWntmqoOAgle6DyMDRXg42uRbogeSztXUY2H6q0diiiR0ldK6He5ptWCaaaDtMjfdkljcHtliaJnKIo5ymKckhRlDxFUe4/zf0rFEWpVBRlT89/t2hxXFs3Ly6A+tZOsu1src/PBaYrM0kBtnEypaWEYA+CPF2kDYEG9hc3UN7Qrum0yl5p0X40tHVxqFxGQkaLpvYuMgtrmR8faO1Q+vi66fF11bFfGibbrLyKJgBig4a/Pu5EZycFs7eonvKGM/eB/T6ngtRIX7zdTlh6oKpw7CfY+Di8cTbJX57PpHWXw0uz4LWF8OIM+GsMPBMFqy+C75+Cogww2kaBkRlRvviNcebbA2XWDkX0KK5tNVvrgRPNivEjv7KZin7e88J2jXiVrqIoeuBF4BygCPhZUZTPVVXNPmXTD1VVvXOkx7Mnc3qu1m0/UmVXvWb2HK8j0F2Pv7u2oyy2QFEU5sUFsPlwJUajahMFFezV+uwydAqcpUH/uFP1rj35uaCGJI2qYQrbtvNINV1G1WbWx/WK9jXI1EobdqTSlMjFBY58aiXAOROC+eu3h/g6q5Qb50b/4v6SulZyyhp54PxE0w2drZCxGn5+A6rzQNFDWCo1kRfS7hFGWMJkcHKBjhZoroSqw1C6F7Y+C1v+G7zDYdr1pv88QzR5DsPhpNdxTlIwX2eV0t7VrfksCzE0nd1GyhraCDNjoZNes2JM56o78qu5ZMo4sx9PaEuLEbk0IE9V1XxVVTuAfwKXaLBfuxfk5Up8kIfdFdfIKqojzs9xipycam5cADXNHRwss6+RUluz/kA5adF++I3RfgpumK8bod6usk5uFNmaW4mbQW9zlXKjfAzkVTTSKaXZbVJeRRMuTjrNRi4Sgj2ZHObN+z8dO231ys/3lgCwdEIQZLwN/28KrLsf3P3hkhfhvgK4eT3FKXdRFXMZTLocEi+ElKtg9h1w8XOwchOsOgKXvQb+sbDpKXguGb5eBQ2lmjyP4Vg6KZjG9i5+lBY9VldW34ZRxSIjchNDvfF0dWJnvrzu9kiLRG4ccPyE34t6bjvVFYqi7FMU5RNFUcLPtDNFUVYqipKuKEp6ZaX9z9WeGxfAzwU1tHV2WzuUQalv6aSguoU4P8dbH9drXs8Vf2lDMHwFVc0cKm/k3AnmuYKsKApp0X7sOloj/W1Gia25VcyM8bO5kYBIbwOd3Sr5lVKe2xYdqWwmOmCMpgUhrp0VSW5F0y8q56qqypqMIi4a10LUl1fDF3eDbxTc8CXcvB6mLgfXQc4gcPeDyb+C6z+DuzJh8jWQ/hY8PwU2PwOdlp/mNjcugDHOejZmD66XnjAfS7Qe6KXXKcyM9mNnvlw4tUeWKnbyBRClqmoKsAF4+0wbqqr6mqqqqaqqpgYG2s5aieFakBBAW6fRbkqpZ/Us6nfkEbngnpFS6ZkzfOuzTesozpmg/bTKXjOi/ahsbKegusVsxxC24XhNC/lVzTa1Pq5XlI/pszBHRvBtUl5FkyaFTk50cUoovu4GXtx85KTbt+dVE1v1Pf9bdzeUZ8GyF+CmdRA9f2QH9I+FZc/Dnekw/nzY/Gd4eQ4c3TKy/Q6Ri5Oe2bEB/HC4Ui6gWVlvZe1xFkjkwDS98mhVM2X1sk7O3miRyBUDJ46whfXc1kdV1WpVVdt7fn0DmK7Bce3C7JgAXJx0bDpUYe1QBmVfcR0AsQ48IgemUbldR+1npNTWrD9QzoSxXoT7uZvtGL395H62k4sgYvh6L6ossLH1cQDjvJww6BVZJ2eD2jq7OV7bQmygtomcm7OeOxbFseVwJZt7vruN3UbK1j7IK87PoQ9Ogtt/NK1rUzRcZ+0XDVethuvWAiq8vQw2PAJdHdodYwALxwdSVNsqDaKtrLjWciNycOI6ObnAbW+0SOR+BuIVRYlWFMUZuBr4/MQNFEUZe8Kvy4CDGhzXLrj19NjalGMfiVxWUT2R/u54ODt2Z4p5cQG0dxmld8owFNe1kl5Yy3mTzLswPzbQA78xzrJObhTYlltFiJer5iMrWnDSKcQFecqInA06WtWMqmKW9811syOJDRzDHz7eS3p+JfteuYErWz4kP/wKdDd9A95hmh+zT+wSuG07TF8B2/8fvHk21BaY73gnWNgzKv7DYftf2mLPiutaCfBwwdVgmanmE8Z64e1mYOcR+b61NyM+W1dVtQu4E/gWU4L2kaqqBxRFeUJRlGU9m92tKMoBRVH2AncDK0Z6XHuyeHwQBdUtdnGFa19RPcnjzFxh02iEmnw4uhXyNkJxhqm/jgXNjPHHSaeMmumV7V3d7D1ex8HShhH3Zvt8j2mx/6Vmrm6lKAozonzZVSALsB1Zt1FlW14V8+MDULQc3dBQ0lhPDpZKImdrelsPmCORczXoeWX5dAwYKfv7cqZUfs53gTcQfeMbpiqU5ubsbiqM8qt3oaYAXlts+s40swh/d6IDxrBFEjmrKq5rZZyPq8WOp9OZ1qXvkIIndmfE7QcAVFX9Gvj6lNseOeHnB4AHtDiWPVo8PohHOcCmnAqi5/2ynLGtqG5qp7iulRvmRAIaTyNSVdN8/93vwuFvof00fZkCxkP8OTD1OghK1Pb4p/BwcWJahC/bcqu47zyzHsrq1u0v45HP9lPRaJrdHOnvzmPLJrJ4/ND7v6mqytrdRUyP9CXC33zTKnulRfvz7YFySutbGWvmxqjCOrKK66lv7WR+gu2tj+uVFOLFp5nF1DR3mKVKqxievIomFAWiA7TpIXeq+CAPNiV9hmvWTvKn3seSZQ9Y/mJD0sUQmAQfXA3/uBQu+Cuk3mTWQy5MCOSfPx+jrbPbYiNC4mTFda0khmjTUmOwZsf4syG7vCeJlO9be+HY8+dsRIS/O7GBY2x+nVxvoZPkcT7a7rh0L7y1FN5ZBnkbTF9MFz8P138ON30LV38AZz9mmqry0yvw0kx49woo2a1tHKeYGxfA/pJ6apstt/7A0tbuLuL29zII9nLlxV9P49mrJuOs13Hj33/m9S35Q95fdmkDh8ubuHSqZXrN9K6Ts5diQWLotvZc+Z/b03fTFiWONZ1QyfRK23KksolwX3fzJRsbHsE16z1Y8F/EXPKg9UaMA+LgN9+Zplx++XtTM3EzFiNZmBBIW6eRnwvkc9caVFWlxArJVG9F760yGmtXJJGzkCWJQfyUX0Nze5e1QzmjrKJ6FAUmjdOoAbOxGzb92TQlpOYoXPg/8J85cOmLMP0GiFkIEbMg8QKY93u47lPT/UsehqJ0eG0RfPE7aDPPydO8+ABUFYftmXOwtIH712SRFuXHx7fN5sKUsVw5PYwv7prHhcljeerrg7z9Y8GQ9vnuzmO4OOm4OGXswBtrIGmsFx4uTpLIObCtuVVMGueFv4cFpqsNU2KI6TMxRwqe2BRzVKzsk/4W/Pg8zPgNLH7QPMcYCldv00XPqctNjcS/utf0HWsGadF+OOkUh/1utHX17UbaOo0WK3TSKz7Ig7HerrI+0s5IImchi8cH0dFttOk1WXuL6okJGIOnqwatB9rq4YNr4IdnIPkquHMXzLgFDAPM+fYIhAV/gN/tg9l3Qubb8NIsKNwx8phOMTnMG08XJ7blOd6HlqqqPPSv/Xi4OPHStdNOumLtatDz/DVTOWdCMI99cYB1+wfXgLa+pZO1u4u4bOo4fNwtM71Mr1OYHukriZyDamzrJPNYLfPibHdaJUCgpwsBHs4yImdDuo0qR6uaiQ00w7TKgu2m5txx58D5z2hbmXIk9E6w7P9g7j2Q/iZ8+hvo1v7i8BgXJ6aE+0giZyVVLaYE3dIjcoqisDAhkG25VXR2Gy16bDF8kshZyIxoP7zdDHx7oMzaoZxRVnEdKWEaTKtsrobVF8KR70yjcJe/Cm6+Q9uHqzcsfQpu3mBaWP72RQQc+UTT6SROeh2zYv1tOrkeri/2lZJRWMt95yeedqRDr1N4/uqpTAn34Z5/7mH3sYGrd777UyFtnUZumBNlhojPLC3aj9yKJmoceArsaLUzv4Yuo8qCBNtrO3CqxBAvcspkRM5WFNe20t5l1H5Eru4YfHQd+EbDFW+AzsbWiCkKnPMEnP047F8Da281y8jc7Fh/sorqaGjr1Hzfon8VzT2JnK/l16ktTAiksb2LPcfrLH5sMTySyFmIQa/j7KRgNmaX09Fle1c6yhvaKG9oH3nFyqZKePtiqMqFaz40jcKNRFgq/GYTxJ9LWNYLhO39m6ZfWvPiAjhe00phte1XFB0sVVV5aVMe8UEeXDntzCWy3Zz1vH59KkFeLvzmnXSO15y58XZ9Syev/nCEJYlBJI3VaOrtIPX1k5P1Gg5nW24lbgY90yOHeKHHChJDPDlU1kj3CKu+Cm3kVZqSak17yHV3wscrTP+/5gNw03i9uJbm/c60tnz/J/CvOzRP5mbH+mNUpY+nNVQ2m0ZZw3zMX1DsVHPiAtDrFH445HgzlRyVJHIWdP6kEBraumyyvGtWkanQSUrYCBK59kZ49zJTa4FffwjxZ2sTnJsP/Oo9yuN/TUDB5/DxDdDZpsmu+xb35jrOqNzmQ5XklDVy68JYdLr+pwQFeLjw9xVpdHQZuXH1z9S3nv7q6/9uPExDWxd/OHe8OULuV3KYNy5OOple6YC25lYxK8YPFycbG/U4jcSxXrR3GSlwoIs+9uxIhel10HRE7vsnTe1wlj0PAfHa7ddc5v0eFj8E+/4JX9yt6YyVaRG+ODvp2CHTKy2usqWbMc56vNw0KSw/JN5uBqZF+Mg6OTsiiZwFzYsPYIyzftBrkixpX3E9OgUmhA5ztKW7Ez66HsqzTX1vYhZpGR7odJROvJXiSXfCwS/gn9dokszFBIwh1NuV7Q40vfLvPxYQ4uXKssmhg9o+LsiDV69LpbC6mdvfzaCt8+Qru5sOVbD6xwJWzIka/vtjBFyc9EwJ95FEzsEcr2khv6qZ+fG2vT6uV28pcCl4YhvyKpoI8HDWbr3uke9h+3Mw7QaYeJk2+7SEhatg4X2m1j4bH9Nst64GPdMjfG3ywrOjq2zuZpyvm9WqpC5MCCSruJ7KnpZFwrZJImdBrgY9S5KCWX+g3Oam52QV1REf5Im78zCuAKkqfPWfpi/Ci5/TbiTuNCrjrjIt9j7yvWkKTNfI1k0pisLcuAB+PFJtc6/JcJTUtbI1t5L/SA3D2Wnw/7xnx/rz9OUp/Hikmqte2cGe43V0dhv51+5ifvteJkljvfiv8yw/GtdrZrQfB0rqaZT1Gg6jd22qPayPA9MFD71OkYInNuJIZRMxWk2rbK6CtbeZepme97Q2+7SkRQ9A6s2mRHTny5rtdnasP9mlDdS1yPpkS6ps6bZqH7dFPT1mZVTOPkgiZ2HnTwqhurnDpkYXVFUlq7ie5OFOq8xYDZnvwPx7Ydr1msZ2WtOugwv/Boe/gTU3j3htwLz4AOpbO9lffJom5Xbm08wiVBWunB4+5MdeMT2M169P5XhtC5e+uJ34P37D7z7cQ3ywJ2/fNGN4Sb5G0qJN6zUyj8kCbEexNbeSEC9Xbdc4YDzj6wAAIABJREFUmZGrQU9MwBgOlkoiZ22qqpJXqWHrga/uhdZauPItcLb8uqQRUxRTo/Cki2HdA6YiKBqYHeuPqpqKEgnLqWzusnjrgRNNDPUixMuV9TZcnE/8myRyFrZofCBuBj2f7y3pd7tVq1ad9PuTTz5ptphK69uoaupg8mkSuQHjKM6Eb/4LYs+CxX80W4y/iGnGzbD0z3Dwc568YeGI1gbMjTONCGwZ4dUnS75mp6OqKh9nFOGa+T4R/v8+GRlKHOdMCGbrfy3mmSuSuXtJHK8sn8aa22YT5NlP24juTqg+AkUZprLdJXug7jgYTy7qM5K/z9QIH/Q6hZ9GOM3H2q/RmdhCXOaM4dR9P/GnP7E9r5r58QHWa7I8RKtWrSJx7L8rV9rKe6eXNd9Dlj52dXMHdS2dxA1wEWBQcWV/Btn/Mk1PDJmkZZiDj0ELOj1c/gZEzIZPb4WCbSOOZXKYD24GPTuOmG/pgS189vXH0vG1dhpp7FAZ5+tmtb+NoiicOzGYLbmVtHb0f6HcWjHa+vvGkqx3iX2Ucnd24vxJIXy5r4RHL55wUn8vgJKSEqqrq9m4cSPff/89AF1dXWzYsIGHHnrILDHt6yl0knxC64GSkhKOHz/efxwtNfDRDeARDJe/bvYyzb+MKYkulwvZsPUjHtrxIsy5c1j7DfBwYUq4D+uzy7nrrKEvcLfGa3Y6P2YXkpNxAPfCvSOKw9PVwK9mRJx5A1WF47sg50vI3wQVOWA8zZRHgzvxHlFkE8932TNG9Pfp7Ws03LWMtvIanS6uAf+d2XEMZ/q7f/bVOuoXTWN+gu2vjzvxOcwPSSF3z3HWftlm9ffO6eKz9HvIWsc+UtEEQOwZRuQGHVdLjWk0LiTF1JtNQ1b5t21whWvehzfPhQ+Xmyo+M/zXydlJR2qUedbJ2epnci9rfTZXtXTTVV9O1aEmq/5tlk4M4Z0dhWzJrWTpxJBf3G+tv48tfGfaGknkrODyaWF8uruYjQfLuSjl5IIUJSUlFBcXU1dXx7Zt21BVFYPBwF/+8hezxbOvqA4nndK3mL83jj179pw5DlWFz++CxlK46VsY42+2+PqNyWkif7n5bFj/EHiHwcRLh7Xv8yaF8PQ3ORTVthDmO7SpNdZ4zU7nh/2FdBYfxNjeZJ44urtg7/umNRgV2aBzMl39nf1bCBwP7v6mnn8dzdBUDpWHIXcLzbvXsu3oR9QdM7LtH39BDZ2KYYzPkONamBDI/248THVT+2l74/XHVl6j08XV778zO4/hTH/3uVffxZflpvYftu7E59BQkEX78WI2/tBi9fdOL2u+t6117LxKUyJ3pqmVg47rm/tMUyqvWwt6g6YxWu3ftpsvXPNPeH0JfHA1urS/jeh1mhMbwDPrcqhsbCfQc2ifu/2x1c/kXtZ6/Sqau+mqr6A4p86qf5u0E3ofnymRs8bfxxa+M22NompYrlZrqampanp6urXD0Fy3UWXu098zIdSLt1bM6Lt9z5498P/ZO+vwKM6vDd+z2bi7koSEYCHB3YprocUpUINSWiq/Uv9K3ahDBShFirTFobi7WyAEAkQgEHf37Hx/TIJmk02ylnTv6+ICspOZZ9+ZnZ3zvuc8B2jTpg0lJSUUFBSQlZVFxTny9q5ilaQOTFlymrTcYna83vMRLYGBgZXruPg3bH4JBnwO3V/TiK6HUaqppBDvgzMh8TJM3QPuwTXe963UPB77/hAfDm/J1B6Na6xJ2+fsYUJCQnh5exJN3O1Z+nQ79euI3Ae7/g9Sr4NbEHR6EVqOkBq3V8HFixeRleQSbBpPybmVFEQcIavUGDFwDHScindgxyp//34u3clk5G/HmTehDSPbeKr8e/pyjqrSpvRzVo81VDXuzy49g4OrB+tf6lb3N6BBHn4PUQnp9J+zkzcHNmV0Oy+dXjuV6dPmNaTLY3+69Qqrz9zhyqeDHmmxorKuG7vh73HQ+z3o877aNer8sx19GFaNIsu5Aze7fEWbtu1rdZ4q7rs/T2yrshNydejzPbkCXZ2/OeuPs/BcJiff74uThVynYzNrzUX2X0vm3Oz+GBs9WImlq/HR+edKhwiCcF4UxQ4P/9ywIqcDjGQCT7T15I+j0UpnuWbOnMnt27fx8PBAFEUEQWDp0qVq1yKKIqGxWQwNenTGRamOHz6GHe+AT3dpNUbLVKrp57/g996wZhJMPwwWDjXap6+TJc3drNkdllijQK5aXRo4Z5URk1VKQm4ZMwPd1KujOE8qnr+wHBz8YMLf0GyoVFyvIgpjKwgex8xf93E7sjUeQgrivmUIshUsnfuFdA3Jq5/pDfK0xcHShEPXU2oUyN2PLs+RvuvSpIb7951XVMKZy4l8/8tCtexbW1S8h7wkkT+vm3PZx0Evrp0KdHkNafvYUSl5+LtYVtsnU6mukgLY8bbkUtnzTY3prFKDpvHrDUO+xXb7LDzCFkLbP2qlpZWnLdZmck5GpaotkLsffbj3VYW29aXklWIkgIu1GS/NeFGnYzMw0I2NIXGcvZlONyXZE7o6f/p+3WgTQyCnI8a092Th4Sg2Xojlxd7+j7x+8+ZN9u7dq3Edd9ILyCooIcjTrtLXH9GhKIPlj0v/fmKBxuviVNJUwfhVsGwwrH8OJm0Ao5pd3oNbuTFvf0StU0i0dc4q41RsAQIwMNCV5erSkR4Nf4+H1AipfqTPByoFXMq4efMmew8cubfv3bNh/6cQshJGzgefrlX+vkwm0CvAiSM3UlAoxGof4pRq0NE5qgp90KVJDffve+WpGE5vDqN/CxeNHEtTVLyHcQtPohBFlurZaqIuryFtHzsqOZeOvvbVbqdU19EfITMGntkGcjX1oaupBm3QcSopV4/iErUWQgfWSouRTKCLnyPHIzXTT04f7n1VoW19KfllOFkYYSQTdD42vZo6YWYsY9eVRKWBnK406nps9AlDIKcjmrhY09HXnr9O3+aFnn6PPJR6eHgwb948WrVqddfVrW/fvmrXERon2bkHK2k98IiOK5vom3ZcCuLsfdSuRxWUjo1Xexj2g1S7d+AzGPBZjfY7uJUbc/dFsPtKIpO71Py9aeucVcap2EKaO5ngYm2mHh23T8E/E6V/P/2vNLtbRx7R5TqNvh2nwrY3YNkQ6PaqFCwaK3fI7N3Mmc0X47kSn12rdhm6PEdVoQ+6NKnh/n2v2n0dm6wC/J2HqmXf2qLiPZhmWXI0Mo39TQvo16+frmXdRZfXkDaPnV9cSlxmAROcq2+xUqmu1j5Sv7WgsdC4ZzV7qDu6/mzHBb2CeXYkVltfw8O+U620dPN3ZO/VJO6k59PIQb3tGXQ9PtWhbX0peVIgp4tjP4yFiZw+zVzYcTmRjx8PxKiSyVNdadT12OgThkBOh0zp6str/4RwJCLlbgPGCvz8/O4Wc4JkB6uRQC42CxO5jKau1pW+/oCOggyEs8voO20EtJ6odi2qUuXYtHsa4kPg+Dzw6gQthqu832au1vg7W7LlYnytAjltnbOHScwq5FZmCU+3tlGPjqiD8M8EsPGESevA8dEV49pQqa6PPoKXjktmNSd+lo49foWUxlkJPQOcEQTYF55Uq0BOV+eoOvRBlyY1VOz7wKEjnDsVRetGdvWm7UAFFe8hPzaGzOgkduzL1atATpfXkDaPHZ2SByg3OqlSF9A37leQm8FA7diV6/yzLZNzq+OntDo6A7/cs2SmBnLsWGaNtHTzl1ZjTkanqT2Q0/n4VIO29aXklxHkYqKTY1fG46092BmWyOnotEpX5XSlUR/GRl8wBHI6ZHCgG05Wpqw8GfNIIPfxxx9z6tQpEhISGDFiBHFxcRrREBqbSQt3G0zklbcUvKsjPp4RWcuIE61h2Pc1qpFSN9WOzeA5EHce/p0J7q3BTrXm2IIgMKqdF9/tvs7ttPwHerGpRZeGqOh/187drO46og9JQZyDPzyzBSzV5yqoVJepNTw+T6q92zgdfn8MRi2CZoMf2YeTlSkdfR3YFZbIGwOaqk+DjtEHXZrUULHvTccuY9WlPW8+4au2fWuLivdgeSmCc/a2tOtXuzpNTXDwejIXHPtxLfQC3mZFLPjgRUyKMrV2fG1ev5HVtB6oUtfBP+HYj9J3hHXldeHqRh8+26VmjjD2Tz7Of5xTRhdIaDmdESNHqqylqasVTlYmnIhMZVwH1b5PVUUfxqcqtKmvpExBekEZzpZyrR9bGX2auWBhYsTW0PhKAzldadSHsdEXDA3BdYiJXMbETo04cD2ZO+n5D7z2yiuvsHnzZr7++muMjIyYNm2a2o+vUIiExWUT7Kl8ZeOujo/exijmCNMOO4CN+guea0K1YyM3hTHLpHq+DVOlhtUq8kRbTwQBNoXU/KagjXNWGYcjUrA3k+FjK6+bjtun4G/NBHEq6Wo6CF48LKXs/jMeDn9baaP3oa3cuJ6Uc/eBTq0adIQ+6NKkhop9L5k/Fy8HK+Z98pba9q0tKt7D6sU/I8iM+Pw99fYdqy37o/N4btlZzv/zA3bJFzm+YTFPLjjJhMnPak2DNq/fqJRcjGQCvo6WNdOlKGbazNfBNQg6vqAxfVVq0OU9x7c7r4S2YvOug3w9+40aaREEga7+TpyISrvrEKgu9GZ8lKBNfYlZhShEcC5PrdSHsTE3MWJAS1d2hiVSUqZ45HVdadSHsdEXDIGcjnmqszcyQWD5iVsP/Dw8PJw5c+ZgaSl9WZWVlan92DfT8sgtKq0yRS08PJw5s9/EsiAOvLtSZqmdWcyqUGlsHP3h8blw5zQc/ErlfXvamdPVz5GNIbE1/sLSxjl7mNIyBcciUmnnbnY3Va1WOlIjy9MpPTQSxKmsy95XaiERPAEOfimtqpYWP7DJ4FbuAOwKS9CMBh2gD7o0qSE8PJy3Z39KXpkRj7f20JtxrwkV42NtZYW3gwW5hcXV/5KGic4o5rezmfQMcCLANIvTm5fSxs8NW3NjrsRlkJGnHY3avH4jk3PxcbBQmkWiVNfp3ykrKYQhc2pshFUX9OGzfVdLpjFzXh2HZUE8xJyokZZu/o4k5xQRlVLzCbQqNenR+FSGNvXFZhQA4GJppPVjV8XwYA8y80s4Fpn6yGu60qgvY6MPGAI5HeNua87wYHf+OXOb3OJ7sx1WVlacPn0akHqE2drWvB6oOi7HZgHQ2qtyx8q7On55HhQKQnxf1IiOmqLy2ASNgXbPSKk0kftV3v+odl7EpOVzLiZDM7rUyKXYLLIKSmjrfs9NssY68lLhr9EgGMHk9RoJ4mqky9gcnlwo9Xe6+Bf8PRYKs+6+7GZrRnsfe7ZfTtScBi2jD7o0qcHKyop5/+xABAKMUvRm3GvC/ePjVBRPsaDclEcblClEfj2Tia2pjF8ntsPG2prTp09jKpfxehs5ZXJzPt5yRStatHn9Ribn4udcfVrlA7oUpYSsnYOtoxv49tCYtio1oPt7jpWVFafdnwO5GSHzJmNrZa7y73Yvr5M7EaVe90p9Gp/K0Ka+uEwpkKtIrdSXsenV1AlrMznbLj06eaorjfoyNvqAIZDTA17s5U9ecRk7I/Lu/mzJkiWsW7cOCwsLVq1axaJFi9R+3EuxmZgbG+HvrDxFZcn7k1m3dQ8Wrn6s2n5MIzpqSo3GZvAccGkJm16EnCSV9j+klRvWpnJWnYrRnC41cfhGCjIBWrvee6iskY7SIsmdMicRJq5WajKiDmqkSxCkJr0j58OtY7BsGOSm3H15WJA74QnZhCdka06DFtEHXZrUsHjxYpb/tRpbK0tO7N6sN+NeE+4fn/RL+zHvO4PCEt3NAu+4nEB0RgnPtrHF1sL4AX2n9vzLO1/8yJZL8Zyv4YRUbdDW9VtapuBWWp5KRicP6CpMYNXZDBYtX6MRXSpp0IN7zpIlS1i3ZQcW3m1YdSqBRUNNK01fr4xGDuZ42plzQs1tCPRpfCpDm/riylfkKlwr9WVsTOVGDAp0Y8+VxEfuebrSqC9jow8YzE70gJYeNvRu6sy2G2mMaCZ9QR06dIjPP/8cc3PVZ8xqyuXYLAI9bJAbVR7Py0rzObRwFp+PDcb81WN16iGmTmo0NiYWUr3cot6w5RV4am21Ri2WpnLGdPBi1akYPhjWAhdr1WbetXHOHubwjRTaNLLD2vTeOayRjt3/B7FnYOyf0Kij5oTWVFcFbSeBtSusngx/DpVaIdh48ERbT+bsvMaas3f4ZESgZjVoAX3QpUxDZn4x687FEp6QjZ2FCYMCXens51ijff+xdhti+/H8MrGj2s0StMX947PzcgIv/XWBiKTcWrmn1hWFQuSXAxE0spHT08f8EX0AeUWlbLtxiG93XWPNi1X3aKwr2rp+b6fnU1ImqhzIHTp0iM/ffBFz2xUQNBVadteoPqUa9OSe84CWk79J9/+zi6FT9TWDgiDQzd+RPVeTKFOIlVrR11mTHqJNfXGZ+dibyTAxErR+7OoYHuzO+vOxHLmRwsDAeyU2utKoT2OjawwrcnrCi739yCpScPCWZHqSmJjI6NGjGT9+PKtXryYvL6+aPdSM0jJFtb243MKXkZicyugtxoyf9LRGdNSGGo+NS3MY8DlE7JG+tFRgShcfSspE/jl9R3O66kh6XjGhsZn0bvqg46nKOi7+I41Ht9cg8EmNaq2Rrodp0h8mb4DseKnfXEYMDpYmDAx0ZVNIXI1WRbR9jlRFH3RVpuHwjRR6f3eIL3eEcyo6jb9OxzB+0Sme//MsqblFKu9726lwMrfMYe03b+rVuNeE+8fnxsndKIoLCU+s2YqwujgamcqNpFxGt7RGVj4x9fD5o7SI6b38OH0znZDbml2V09b1G1XeeqCqLJJHdA3vz/i12axOC9Sbz5WueEDLLQfyGvWF3R9A4mWVfr97EyeyCkpqnAmhsiY9vDdoU19cZgHO5fVx2j52dXRv4oS9hTFbQx9Mr9SVRn0aG50jiqLe/mnfvr34X0GhUIj9v9ktdvpsp1hSWnb358nJyeLbb78tWltbq/V4l2MzRZ93t4n/Xoyr9PVrB9eKik/sRXHLaxrVURNCQkLEkJCQu/+vkSaFQhRXjhLFz11EMfmaSsebsuS02PGLvWJRSZnSbR7WVGNddWBzSKzo8+42MeR2Rs11xF+SxmLZMFEsLdGYRrWOz51zovh1I1H8oYUopkaKxyJSRJ93t4nrz93RngY1U6drWsMaLCytRP/3t4uDfjoshidkiaIoigXFpeLvhyPFgA92iJ2+3Ctejc+qdr+hd6R7zbx9N/Rm3FVF2bXz5ltviTITc/GzrVd0omvGynNim093i2fOXajy2s4pLBGDPt4lzlh5Tu0adPG5mn8wUvR5d5uYVVCsmq7EMFH82FZMXvOG3nyutH3tV32erETxu6ai+HN7USzKrXZfiVkFos+728SFhyI1qEk/7g26OH+9vz0gPvXrfr0dm/c2hIrNZ+8U84pKdHZ968vnShcA58RKYiW1pFYKgjAYmAcYAYtFUZzz0OumwAqgPZAGjBdF8ZY6jt1QEASB0S2tmXMsnS2X4gm0zGP9+vUcPHgQX19f1qxRb27/hfIZ2vY+9o++qFDgdelHSo2tiW70FOu//FJjOmrD9evXaz42giDVWy3oChtfgKn7QG5S5a88392XZ5edZeOFWCZ08taMrjpw+EYK9hbGBHnacvm+soVqdRRmwdopYO4AY5ZqzcGtzuPj1R6e3Q7LR8CKkXR9ZjvNXK1ZeDiKJ9t6IlMh1Ufb50hV9EHX/Rqc3b1weeI9mrhYsW5GV6zNjAEwMzZiei9/ejRx5rk/zzDu95MsfrqD0lRLURT5akc4pnmJpB47z8Svj+jVuNeEh89Rx+c/45oOVuRScorYezWJZ7v5Ymx0z5WysmvIylTOxM7e/HEkmqTsQlxtNGPQoq3rNyI5B1cbU2zKr8dqda14i/Un4eDh8/j6B+j8c6Xra/9RLWuhuaV0T935Doz8rcrfd7Uxo6mrFYdvpPBib38NadKve4O29CkUIvGZhbRxvte/Vt/G5vHWkjHfgWvJeOlYo76NjS6pc2qlIAhGwG/AEKAlMFEQhJYPbTYVyBBFsQnwE/BNXY/bEOnkaYavnZxfD0Tyww8/UFZWRuvWrVm4cKHarVXPx2TgZmOGh20lX+znl2GZcZX4oJn8uGCpRnXUhh9//LF2mqxdYcQvkHAJDlXfkqB3U2eCvWz57VBkpf1T1KarFigUIkdupNIjwPmRWoVqdex4GzLvSHVxVg+mZWoStYyPWxA8vRmKspGtHMGsLlZEJOey56pqRjbaPEc1QR90VWgIDg7G9LEXKS0tZdGUDneDuPtp6WHDhpe64WxtypSlZ9geWnkriD1R+ZyMTsMr9gByAb0b95rw8DnytDMlPCFH7X21quPfi3GUKkQmdHqw1lDZNTShozcKEdafj9WYJm1dv1HJuQS4WKu28a1j/Lh6P2VeXWndroPOP1f6cO1XqqVxL+j1FoSsgrCN1e6jT3MXztxMJ6dQ9f6sNdakR2hLX2puEcVlirutB7R5bFXp3NgRZ2vTB9wrdaVR38ZGl6ijRq4TECmKYrQoisXAamDkQ9uMBJaX/3s90E+oaHpl4C4yQWBcoA3RqXmEXIumU6dOnD17Frlczty5c9V6rPMxGbT3seeR05CbDPs+JcepLRleA4iLi9OojtpQJ03Nh5W3JJgruSFWgSAIvNY3gDvpBWxWoUG4NscqPDGb1Nwiejd1rpmOy+shdA30fge8O2tMX2WobXzcW8PkTZCXxsCzL9DOoZjvdl+juLT6YFsfr2fQD10VGvYeOcmhiHSsI/fg7WihdHsvews2zOhGkKctM/++wPxDkZQp7gU1IQmF/HEhkx5NnDArztL5+6srD5+j8L2rSc8rJqUGtYLqYMflBAI9bGjyUECj7Bpq7GRJFz8H1p67g0KhmaBTG9evKIpEJueqZnQiirD3Y+IKTOn05Ay9+Fzpw7WvVEvvd8GzA2x7Q6pFroK+zVwoVYgci3i0p5haNekJ2tIXm1nRQ+5ehoy+jY2RTGBYkDsHrieTX6LQqUZ9Gxtdoo5AzhO43xEitvxnlW4jimIpkAVUmosjCMJ0QRDOCYJwLiUlpbJNGjRdvKTUhajEDAYMHIRcLn2o1Tnrm5RdSGxGAe0qS6vc/QGUFhDbehYIAoWFhQwePFgjOmpLnTUN/lqy2d80Awoyq9y0XwsXWnnaMG9/RLWmGtocq8M3pM9Gr4BHe74p1ZF5B7bNAq9O0PMtjWlThlrHx6s9TFqHkBPPCvmXpKcksPT4Te1qUCP6oKuwsJBBgwYRn12Er6MFbiqk4dlbmvDXtM4MC3bn213XGf7LMebuu8Gbay/x+ZE0PK3l/PpUW4qKChk8oD9ysRiu7UDMToDj8+D4z3BqAVxaI02sZMWpbIeubR4+RxYm0sz5tYQcrWlIyCrgwu1MhrRye+S1qq6hCR29iUnL58ytdI3o0sb1m5BVSF5xmUqBnG38EYg7R6G1D4OHj9T550rXn+1qtRgZw6hFUFYMm18ChfJJsfY+9tiYydl/LVmzmvQEbemraD3gbHFvRU4fx2Z4sDvFpQrOxBUCutOoieOWKUSuJWbrxTjXBL1zrRRFcZEoih1EUezg7PzoakNDRyYIvNo3gBIrN6bOmk16ejo//fQTgYGqW6xXx4UYJfVxUQfh8lro8QZF1lJNWNOmTfnmm280oqO21FmTiSWM+kOaedxRdUAjCALvD2lBbEZBtYGCNsfq8PUUWrjb4FLJw3alOhRlUi89USF9YWupLq5aXXXBpytMXI1V/h022vzEwj2hhMZWHZjr4/UM+qGradOmvPDmh+RkZeKbcIhWrVTTYGZsxK8T2zJvQhsA5u6LYPeVRAb5WzK3cz5253+lqSKCb4bYkR5xlp9eH0WgEAl7P4K9H8Ku92DTdPhzGPzUEr5vCn9PgNO/Q8YtDb7jmvHwOWrXOgiA64naC+R2hyUCMCTIvVp9919DAwNdMTc2Yuulqldbaos2rt/I5FyA6gM5RSnu4X+AcwuatuupF58rXWtQSYujPwz6CqIPwZnfle5DbiSjV1NnDl1PVssKrz6NT2VoS19sRsWK3L1ATh/Hpp23PR62Zhy7LTms60qjJo578U4mg+ceZWf5fba+oI5ALg64P1nfq/xnlW4jCIIcsEUyPTFQCUOD3Ok8+R0u5Vrx1FNP4e/vz88//6y2/Z+PycBULqOlu829H5YUwvY3pZWqHrPu/nj+/PkEBgYyadIkteuoLWrR5NUeHnsfLq+D0HVVbtq9iRP9W7jy24FIkrMLNatLBXKLSjkfk0Gvpo+uxinVcXwexByHod+CQ2ON6KoOjYyPX28YswzfkkgWmfzEy8tPcTNVuQ2xPl7PoB+65s+fT3ihLZ4dBjCyV9saaRAEgZFtPNn5ek+uf9qP0CfS+D7//2h75FnY/ynzxzUisPsQJk0cj/+Er/h5dyS8Hyv9eecmzDwLUzbBkG/Bvy+kXpfMF+a1hgU94NRCyNfMapKqPHyOFi34DVcbU622INgRlkgzV2v8nR8NZqq6hixM5PRt4cKusERKVaj3rSnauH4jVAzkHGO2Y5Z7B/p/wvwFC/Tic6VrDSpraf8sNB0Mez+G5HCl++nb3IXU3GIux2VpXpOO0Za+uMx8bM2NMTe+91iuj2MjkwkMC3bnYmIRucUKnWnUxHH3hSdhJBPo7l/5s5W+ItR1CbE8MLsB9EMK2M4CT4mieOW+bWYCQaIozhAEYQIwShTFcdXtu0OHDuK5c+fqpK8+cfHiRQDatGnDvxfjeH31RRZMalfp7GtdePyXY5ibGLH2/iaxh+bAoa+lhyn/vg9o0RfUrqmsVFoFSL4KM46BvY/STW+m5jHwp8MMDXJn3oS2mtOkAnuvJvHCinP8/UJnupXfcKrUEXcBlgyAFo9LzdG1WJ6qtfEJWQX/zmSn0IMCvOYTAAAgAElEQVTZwmt8MjKIYUHuyGSCXl7LFeiDtgoNZm5+DJ57lA+GtuCFXn4135GiDC6thiPfQsYtCq28SfMZjueg18CmFvewtCi4sUuabIkPASMTCBoL3f8Hzk1rvr9aUN35eWbpGVJyitjxek+Na8nML6bt53t5tW8AswY0VUnf/ewKS2DGqgusmtqZHpWkZNcUbV+772+8zK6wBC58OODR2u4KinIp+TGIIisvrF45otV73cPow2e7Vjpyk2F+V+kzO20/yE0f2SQ9r5j2X+zl1T5NmDWwmeY16QBta3xu2RmSsov4qre1Vo9bG0JjMxnx63Fe6WTHW6O6a/XYmjovoijS5/tDeNlbsGqadv0DVEUQhPOiKHZ4+Od1XpErr3l7BdgNhANrRVG8IgjCZ4IgjCjfbAngKAhCJDALeK+ux23oDA/2wM/Jknn7I9RaoJ6VX0JYfBbd/O8rUUyNhKM/QKsx0mz4fwUjOYwqTyHZOF0K7JTQ2MmSmX2a8O/FePZc0e2y+5EbKViYGNHBx6H6jYvzpHYLVq4w/CedPtholLaTof8nDBGP8bHJSl795wK9vz/Iu+tDWX81h33Reey5ksi5W+lEJufWqIn4f4VVp2IwkcsY096r+o0fJuGSNFnw78tgZgcT13Ct3wpSAsbXLogDKdWr60yYfkiaaGn3tOSq91snWDMFkq/Vbr9qpLm7NZHJuSq52taVE1FpiCL0VrISXx2PNXPB0sSIbaGaSa/UNFHlRidV+qSdWoBxUTrxgS823HudprFygZG/Sk3CD35Z6SYOliZ0buzA9ssJ9a6eSF+JyyzA095c1zJUIsjTFldLI47GFOhaitq4lpjDrbR8hgQ9Wn+s76ilRk4UxR2iKDYVRdFfFMUvy3/2kSiKW8r/XSiK4lhRFJuIothJFMVodRy3IWMkE3ilbxOuJeawN1w1a3VVOBktPQx0b1L+MCCKsP0NkJtL+fH/Nex9pQDnzik4+n2Vm778WBNauNvwweYwMvOLq9xWkxyJSKGrnyMmchU+vrs/kFY2nlwI5pWY2zQkuv8Pur7CiMKt7Gx3hqYu1uy5msiq0Gx+PZPJ9JXnGbPwJP1/PEzwp3uYsuQ0+64mGR5EgIISBZsuxDE82B17y6r7Kz6AogwOfg2LHoPM21Lt6fRD0Gyweh+k3YJg2A/wv8vQc5ZUx7Ogm2Tek6s7U6wWbjYUlymqTOdVF0cjUrEyldPay65Wv29mbMSAlq7supKolcBT3UQk5zzi1PkAealwfB6Z7j3Jd2ilPWENkWZDJHfn4z8rdXceFuxBVEoe17RYI9pQEUWRuIwCPO3qRyAnCAI9fcy5nFxEqpZdezXFzssJyAQY2PI/GsgZ0AwjWnvg62jBz/sj1PaweTIqFXNjo3sPAxeWw80jMOBTqc/af5GgMRA8AQ5/A7dPKd3MRC7j+7HBZOQV8+6GUJ0EADFpecSk5dOrkrYDj3BtO5xfBt1fk3oFNXQEAQZ8DsHjaXF1HkuCrhDy0UDWjPHg9+GubH2lByue78S8CW14pqsP0Sl5TFtxjslLThObka9r9TrlZGwBecVlTOpcfeP7u+QkwoqRcHiOlPL4ylkIHqfZlRArZ+j3EbwWAh2eh/N/ws9t4fSiKp32NEUzNymwCE/QfJ3cscgUuvg5Ijeq/df2kCB3MvNLOHtTt/WGNSUtt4iM/JKq6+OOfAcl+SS0nK49YQ2ZQV9J9dSbZkDho7VwQ1q5IRNQ2kPSgOpkFZSQV1yGVz1ZkQPo4W2BQqTeGYNUhiiK7AhLpFNjB5ytH00l1ncMgZweIzeSMbNPE67EZ6vc8Lg6jkel0bGxg7Sakx0Pez4E355SkfN/maHfgZ03bHihypYEgR62vDekObuvJLHs+C3t6SvnSHnbgcr6xz1ATiJseRXcgqHPbC0o0xNkMhj5GzQZIPVECt+GqVzA1UpOkJctvZo6M7KNJx8Ma8mhtx/j8ydacelOFiN/Pc6F2xm6Vq8zjt+WZoPbeau4aht/EX7vDXHn4YkFkhOqNld8LZ1g2Pfw8inw6gA734Zlg7WebunvbIVcJmjcuTImLY876QX0rGNtW68AZ8yMZWr7PtEWFUYnAcoCufSbcHYJtJty13HZQB0xtYInF5W7O7/zyMtOVqZ09XdkW2i8IauhjlQ4VtaXFTkAH1s5XjZytmnICVebhMZmEZmcy+OtPXQtpVYYAjk958m2nvg5W/LDnusPNNutDYlZhUQm50r1caIopSWVlcCInw31BGY2MHoJZMfB9llV9rKa2qMxA1q68tWOcG6kaTfF8vCNFLwdLPB1slS+kUIBm1+G4nwYvRjkNUiVawgYGcO45eDRDjZMxTIttNLNjI1kTOniw7+vdMfKTM6kP05zPqZ+rVSog5wiBRcTixge7F51/VEF13fBsqHSOE/bB22e0rxIZTg3lQyanlgIqTfg955w7Cetrc6ZyGU0cbHSeHrZ0fLmy3U1KTE3MaJngDN7riTWq4fvalsPHPgCZHLobSi/VyuNOkKvtyB0NVzZ/MjLw4M9uJWWT2hs3d0r/8tUZIQ0crDQsRLVEQSBnt7mnLmVTlIVbt71gbXn7mBmLDMEcgY0g9xIxpsDmnEjKZctlx7u6lAz9l+TZmH7NneBsA1wYyf0nS21HDAgzez3eV8am0urlW4mCALfj2mNm60Z3x5PJ6tQO8YZRaVlnIxKU9p24C5nFkHUfhj0BTjX3FGsQWBiCU+tBdtGND71PmbZynsA+jtbsX5GN9xszXhu2Vmt9gXTB07FFlAmwrBgFUxJzi2D1ROlAGraPnDVfV8jBAHaTJRaGDQdDPs+gZUjpZUELdDczZprGk6tPBaRioetGX5VTeCoyMCWrsRnFXIlXnttE+pKRFIOliZGuNtW0qQ+/iKErZeMcWprrGNAOb3eBo+2sO1/UqbHfQwLdsfMWMbqs7d1JK5hEJMmBXLejvUnkAPo4W0u2SzU4/TaguIytlyMZ2grd2zMjHUtp1YYArl6wJBWbrR0t+GnvREUl9Z+pnnf1SQaOZgTYFkg9WjybA9dXlKj0gZAj1ng011qFJ4WpXQzWwtjFkxqT1ZhGd+fSNdIb6aHORWdTl5xGf2aV1HLmHRFarTcdDB0mKpxTXqNpSNM2YhoZIrfybchK1bpps7Wpqyc2gkzYyOmrzxHVn6JFoXqlmO3C3C1NCLI07bqDU8tlB7mmgyAZ7eDtZ4VhVs5w7gVMOIXiD0HC7rDtR0aP2xzdxviswo1ds2UKURORKXSI8BJtRXTaujXwhWZQL1KrwxPzKG5u03l73/fx2DuINUCG1A/RsaSiVFJIfz7ygPZKjZmxjwe7MGWi/HkFil3fTZQNbfT87GzMK53gYSnjTEt3W3qrRMuwNbQeHKKShnbobwddm6ybgXVAkMgVw+QyQTeHtSM2+n5rD13p1b7yC8u5XhUGv2buyBseQ2KcqVaIpmRmtXWc2RGUr2PzAg2TINS5Y5MQV62vNzRnsvJxczZqfnanL1XE7EwMaLr/a0j7kMoK5I0m9nCiF8N6bIAdt5Edf0Oo5ICWDmqyqbSXvYWLJjcjvjMAv63JkStbT/0lbTcIi4nF9HD27zqIOH4PNj1rtSLcPwqacVTHxEEqU3Bi0fA1ktaPdz/ueSuqSGalxueXNXQqtzluCyyC0vpEaCCwZEKOFia0MHXQedtVFRFFEWuJWTfHecHiDogOZj2elu67xnQDE4BMOAziNwL55Y+8NKETt7kFZextQHUSumK2+n5+NSjtMr7Gd7anQu3M+ulYZgoivxxJJrmbtZ08XOQzO5+agXXd+paWo0wBHL1hMeaOdPBx55fDkTUqgfW4espFJcqmCQ/IKVUDvgUXFpoQGkDwNZLCoTiL0j2/VXQp7EFwwIsWXzsJv9erFvqa1WIosi+q8nlZgWVB98eV36Xmps/sUBanTAAQKGtP9FdvoSMW/DPBKl2UAntfRz4aHhLDl5PYckx5emYDYVdVxJRiJIDmVKOfC+t8rYaLTWUrw81l04BUupn2ylSW5G/x0OBZsxsWpWvZIbFaaZO6FiEZHDUXckETm0Y2NKVa4k53E7T/4ev+KxCsgtLae5u8+ALCgXs/Vgyqer4H88+0AYdp0l9ZvfMlnrPltPO247mbtYsO37zPzH5pQli0vLxdtTTybFqeDxYqivbVg/TKw9dTyEiOZfpvfwQirIlsztrNykrqx5hCOTqCYIg8NagZiRlF7H0eM0fMDeFxNHeMhX/C1+BXx/o9KIGVDYgWo6Arq/A2T8gdF2Vmz7X1pZOvg68uyGUK/GaeZgLi8smMbuQ/i0rT6u0TjqFc/QG6PwSBPTXiIb6TJ5TGxj9B9w5A+ufr7L5++QuPgwKdOXb3dc0dj71hW2XEvC0luNrJ698g9OL4MDnEDROcrAzqkepP3JTKc1y+E/Sqs2iPlLqsZpxsjLF086cUA0FckcjUgn0sMHRSn222BW9kvZc1f9VuYr6w5buD63IhW2AxFDo+6F0rg1olgpHYCMT2DT97j1UEAReesyfG0m57FNjz9v/CqVlCuIyC/B2qD+OlffTyMGC1o3s6l2dnCiK/HwgAndbMx4PdpdcrrPjJNM7M5vqd6BHGAK5ekQXP0f6t3Dl1wORJGap7hKUkVfM8etx/GI6H8HYTFqxkRlOfbX0/wS8u8LW1yA5XOlmcpnAb5PaYWduwosrz5ORp34ny71XE5EJ5UY1D5ObgveFbyiwaSxpNlA5LUdKlvU3dkq1Xkpc+wRBYM6oYBwsTXh99UUKijWTlheVkss/l7OZcyyNmX9dYNGRKFJytNdcNTmnkNM30+iuLK0ydJ1k699smHTPMFIS7OkzgiD1m3tuB5QUwJJBELlP7YcJ8rTlcqzytiW1Ja+olAu3M+jRpG5ulQ/j7WhBczfrelEnV+EI2tT1vkCutAgOfCY1im81RkfK/oPYeEgTI3Hn4egPd388LMgdbwcLfjsYWa/cUPWB+MxCyhQiPg71c0UOYHiQO5fjsriVmqdrKSqz+0oiIbcz+V//AIzD1kgTQ33el5xa6xmGp/l6xkfDW1KqEPl6p/LA4mH+vRjH+8JyPPKvSTPUBmcv1TAyllLJTKxgzRQoUu5m6GxtysIp7UnOLuLVf0LUan4iiiI7wxLp4OuAg+VDaW2KMtg0HaOSXGLafwjGlbi6GbhHx2nQ6x0IWQkHv1S6mb2lCT+MbUNkci5f7VD9s6YK+cWlvL/xMgN+PMy6qznEZZdyJT6Lr3Zco8/3h1h9RjsOcLvCKtIqK5kJjtgLm2eATw8Ys7R+BnH306gTvHAA7H3hr3GS+6YaCfKy5VZavtoNT87cTKekTKxz24HKGBjoxrlb6aRrYOJJnYQnZNPIwRzr+40gzi2DzNvQ/1PDpKS2aTUKgsbC4W+kgI6Knrf+XIrNqpcpdrrkdnr9az3wMEPLHY+3X64f576otIxvdl0nwMWK0b7FsP0t6buuxyxdS6sVhjtgPcPb0YIZvfz492I8J6JSq92+TCESf3gZk+X7odtrklmBAdWxcZceZNOjYPNLVfanatPIji+eaMWxyFS+23NdbRLCE3KIUNas8sj3EHWAuOBXKbT1V9sxGzR9/g/aPQNHvoMzfyjdrEeAEy/0bMzKUzHsVdPKRXpeMU/9cZo1Z2/zTDdfloxw45ehrhx6uw/7ZvWidSNb3tt4mW92XdP4zPa2Swk0dbXC2/ahdMnbp6WJC9dAmPhPw5kcsPWE53eCfx9pRXbvx2rrNxfsVV4np+ZU3KMRqZjIZXT0dVDrfkGqk1OI6H06XHhCNs3d7kt1KsyGI99C495SzZYB7TP0O6mWaOOLd2uOx7RvREt3G77aEU5+scHBUlVi0qVVLJ961nrgfjztzGnnbVdvgvjfDkRyMzWP2YP9kW+aVu7M+nu9Nf8zBHL1kJcea4KPowVvrwslu7DqGeBTxw8wq2g+aU6doN/HWlLYwGjcEwZ8DuFb4eAXVW46rmMjJnfx5vfD0Wqz5N1yKR65TGBY0EMrqVEH4dDXEDyeNB9DgK4yggDDfoRmQ2HH25U2uq3grUHNaOVpw5trL3InvW7GELEZ+YxZeILwhGwWTG7Px48HYm9+74ujiYs1y5/rxMRO3iw4FMUfR6PrdLyqSMwq5GxMOsODH5ocSLoCf4+VUqgmbah3tQLVYmoNE9dI6ZbH58KG56t0plWVitYN6m6MfCwyhU6+DkoNjupCoIcNnnbm7A7T3zq5wpIybqbm0eJ+o5MTP0N+mmTYZXDm1Q3m9vDEfEiLkNo/AEYygU9HBpKQVcgX29WbxdCQuZ2Wj4mRDDeb+j1hNjzYg/CEbKJScnUtpUrCE7KZfyiKJ9t60jt+McSHwIifJZO7eoohkKuHmJsY8dP4NiRmFzJ7U5jSmfvi1Fs0OzCVLJkttlNW1v/0KF3Sdaa0inP0B7j4T5WbfjQ8kPY+9ry9LpRriXWzJFcoRLZeiqdngNODaZXZ8VKrAedmUs2C4YGmZhjJpZXWRp1h4wtw82ilm5nKjZj/VHsAXvrrfK0cYwGuJWYzesEJUnOKWDm1M4MCK+/BJjeS8eUTrRgW5M7XO6+ptOpeG3ZcTkB8uAl4+k2pRYOxJTy9ueE6nxrJpUB+wGdwZZPkaFlUt4cPOwsTvB0suBynvjq5pOxCbiTlaiStEqRa0CGt3DgakVrthKCuuJGUg0KEFhWtB3IS4eRvkoOqR1vdivuv4/cYdHkZziy6W3fa0deBF3v78ffp22wO0ZyLc0Pidno+Xg7myGT1+zt8aJA7gqDfzcFzi0p55e8L2FkY81lQGhybKz3XtRypa2l1whDI1VPaedvzRv8AtlyK5+f9kY9uUJBBzpInMFEUcWvwCuS2eta8t74hCDDsB2jcC7a8CjEnlG5qIpexYFI7rM3kTF9xnsz82tegnIxOIy6zgJFtPO/9sKRQSn0rKZAaIOtrTy99x9hcSh108IPVT0Hi5Uo383a04MdxbQiLy+bDzconTpRx5mY6YxeeBGDdjG50alx1mpxMJvDd2GAaO1nyxpqLGjHP2RYaTwt3G/ydrQCQF6bByiehrAimbJIs3RsyggDdX4eR8+HmEVgxssoeg6oQ5GWr1hW5YxFSEK9uo5P7GRLkTnGZggPh+tkE91L5eFa0eODQHCgrhr6zdajKwF36fQROzWDzzLufn7cGNqNzYwfeWneJffXATEfXxKTV3x5y9+Nma0ZHHwe9DeREUeS9DaHcTM1j/hM+WO+cKbWpGfy1rqXVGUMgV4+Z2acJo9p58tO+G/y45/q9Hi4FmWQsehzr/Nus8v2Szp3rV08MvcXIWAqc7H3hn4lVWpm72JixYHJ7ErIKeG31Rcpq2V9n1akY7C2MGdyqPBAXRdjyCsSdk3K6nZvVar8GyrFwgMkbpJS7VaMhI6bSzfq3dOW1fgGsOx/L9zWof9x9JZHJS07jYm3Khpe60ayypsaVyTKR8/OEtqTlFtfI2EgV4jILuHA7k+Hlq3FGxTn4n3gbcpNh0npwaa7W4+k1bSfB+JVSEL9siLTSXUuCPW2JzShQW+B9PDIVB0sTWj7cP02NtG1kh7utmd6aFITeycTB0gQve3NIjYALK6S0WAc/XUszANJk2KhFkJ8K22eBKGJsJGPxMx1o6WHD9JXnWHw02uBkqQRRFIlJy8OnnvaQe5jhrd25npRDRJJyYzhd8eeJW2wLTeDtgc3odPkTKT179OIGMRFuCOTqMYIg8M3oYMZ18OLnA5EM/fkov247TczcAVimX2Wuw2yenfS0rmU2LMztYfJ6MLaAFU9gkhurdNP2PvZ8OqIVR26k8EMtzE8SswrZczWJcR0a3auROfo9XF4nzYQajGvUg60XTN4o1UqtGgV5laczvtE/gImdvPntYBQ/7b1R7cPJn8dv8tKq8wR62LB+Rje87Gs269rK05apPRuz9lws527VbbXofrZdkoKVx4M9oDifxqffxzQnRgpovDqo7Tj1hubDpGA+K05qT5AWVavdBJUbnqijn5woihyLTKWbv6NGU65kMoHBrdw4fCOF3CL9M6gIjc0i2MtWao+x7xMpcOj1jq5lGbgfjzbw2PtSmvLl9QBYmxnz9wtdGNDSlS+2hzN+0Sm9fLjXNUnZReQVl+HvXP+DCYDBrdyQCfrXHPzsrXS+3B7OgJauzDDfB9e3S62a3FvrWppaMARy9RxjIxnfjA5m3oQ2eCtiGX5mCu5F0Wxp/i2vvfw6FiaGuji1Y+8r1RCJZTQ5PgvjfOXpI0919mZip0bMPxTFjhrOei89fhNRFJnU2Uf6wcV/4MAXEDy+3trk6i0uzeGpNZAVC3+Pq7TVhCAIfPFEK8a092Le/gjeWHORrIJHa4vyikp5f2Mon2y9Sr8Wrvw1rTP2D7eNUJHX+wXgYWvG7M1htV7VfZgtl+Jp3cgObztjWPcslmlh3O7wATTpp5b910sa94Rnt0JJHiwdDElXa7yLIE9bZAJciMmos5wbSbkk5xTRU0P1cfczNMid4lIFB67pV3plfnEpEck5BHvZwe1TcG0bdP9fw63drM90/59Ub7z9TekeCliZylkwqT3fjA7iemIOg+cd5dOtV9TeoqM+E11uDFKR4l7fcbE2o3NjR7aFxuvNKmxiViEvrbpAIwcLfuwJwt4Poelgqb6zgWAI5OqCogyK86SaJR0iACNlx1lU9C4+1gpMnt/BmInTNOJ0ZqAc52YwZRNGJXkEHH2tyln8T0YE0tbbjrfWXeKGirOSqblFrDh5i5FtPPF2tJAcM/99WbLcfvxng7mJJvDuIvUNjL8If42t1ADDSCbw3ZhgZg1oypZL8fT/8TC/7I/g3K10LtzO4PfDUfT/8TCrz95hRm9/Fk5uX6fJFAsTOR8Ma8m1xBw2XlC++qsqUSm5XInPZkSwm9ROI2I3sa1nkelpsHHHoy08t0uyoF4+XGnNpDKszYxp7mbDeTUEckcjUgDoEaD5oKW9tz0u1qbs0LNZ9LC4bBQitPa0gT0fgpUbdG04D18NCiM5PLkQFKUPtOmRyQTGd/TmwJu9Gd+xEctP3OKx7w+yMyJXbRNT9ZkKh0e/BhLIgWSgFZWSx3U9WIEtKi1jxqrzFBSX8sf4ZlhvfQEsneGJBQ3qGcoQyNWErFj4ewL81gW+dIfPHOArD/jSFT53hu8C4I++sP55aeXk6r+QcUuqa9IU6dGwZrLkvOfcHOGFg+DdWXPHM3AP99ZE9vgRWVmBNIuv5MHPVG7EwsntsTSVM33FuUpXcR7m5/0RFJcqeLVvE6k58/rnwbM9TPi74fT10keaD4UxS+DOGaXBnCAIvNYvgM0zu9PM1Zof9t5gzMKTjJp/gq93XqORvQVrX+zKe0OaY6SGtLihQW60bmTHj3tv1No1s4Ktl+IRBJEJab/eTdFNazyizhobDM5N4dntIDeHP4djnlmzlOiOvvZcuJ1BaVnd+tMdiUjF39kST7tKmrWrGZlMcq88eD1Zr9IrQ2MlB9AOBccg9gz0/aBB1LM0WBz8YPBXknnQ6YUPvORoZcpXTwax7dWeNHOz5vfzWczanczp6DQdidUPolLysDQxwtXGVNdS1MaQivTKS7qfGPpkyxUu3snkh7HBNDnzofQ8PnqxVBvfgDAEcjVBbg6Zt6UbVvtnpbzw/p9K9UpdXoZmQyTThNhzcPRHWPs0zGsN3/jC8hGw9yMI2yjZfNc1uEsOh21vwK+dIHK/pOP5XWDXSB3v1ICKFNg1I6LnL5IRyrKhcH1Xpdu52pixYFI7YjMKmPnXBQqKlT+Qh9zOYOWpGKZ08cEvabdkrOLcHCatA9OGM3OntwQ+CaP/gDuny9MsK7emD/ayY9W0zpx6vx/Lnu3I4qc7cPSdPqyd0VWtDZwFQeC9wc1JyCpk+Ylbtd6PKIpsuRTPt447sLy4FLq+YkjRrQxHf3huO5jZ0OTYLCzSlZsaPUx7Xwfyi8sIT6j9bHRhSRmno9Po1VR7KYQj2nhQVKpgpx6ZnoTcyaSRjRzb41+Ccwto/ZSuJRmojnbPSGlr+z6B5GuPvNzSw4Z/XujCO90dKCgVeWrxaf46XbnBlK5Jyi3lxJ0Czt1Kv2ckp2aiUnLxd7GSakAbCI5WpnTzd2L75QSdplduDonjnzN3mNnHn8El+6WJy8f+D3y66UyTpjAUUNUES0d4Wbnt/AOUFELyFUi4JP2Jvwgn54OifDXGzE4qtPRoKxULu7REVlqAQq5kBrYgE5KvSv2uInZD3HkwMpFc1x57H6wN7QV0RZG1D0zdI1nY/zNeuln0ehtkD86TdPB1YM7oYN5ef4lnlp3hjykdsLUwfmCbtNwiXvk7BDdrU9633w/rP5ZuPBP/ATNbbb6t/zatRkuTLRtfkIK5SeuUrga42ZrhZqvZVdKu/o70aebMbwcjGd+xEXYWNa+5C43Nomf6RsYa/wVtJ8PALxpUeolasfeFZ3dQ+scg/E+8Cf5+4NO12l/r6GsPwLmY9LvmJzXl7K10ikoV9NJCWmUF7bztaexkyfrzsYztoPvJQFEUOXsznXccjkFSNDy11tAHtT4gCDDiF5jfRbp3TtsPcpOHNhHo1sictm6mLAor5YNNYRQUlzGtp344kRaWlPHp1iusPpOECHD8JM1crZk7oc2DjenVQHRK3t17RkNieLA77228zJX47HutQ7TInfR8Zm8Oo4OPPW+0VsDit6XWUT0b5sSl4c6oKYzNpFQ4z/b3flZaLAVj8SGQcFH6++Rvd4O7YKDU2AaOuoLcFGRyyXShIAMKKlzrBGmfAz6DNpPAUvPF8AZUwNYLnt8NW/8Hh76CqAMw8jdwavLAZmPae2EilzFrzUWGzDvCpyNb0b+FC4IgcCMph5f/ukB+bgYHAzZidmCb5Ew56g/Jrc2AdgkaI/298QVY8YRkhqLDlAYWh5AAACAASURBVIx3hzRnyLyjzD8Uxf8NbVHj34/e9QufGi+npOkwjIfPMwRx1WHXiMge8/A/PgujVaOk89+4V5W/4m5rjqedOeduZfBc98a1OuzRiFRMjGR09tPetSYIAmPae/Hd7uvcTsuX6nJ1SExaPvk5GQxnJfj2hICBOtVjoAZYuUh13GsmweE5UsZSJZgby/jj6Q68tjqEL7aH42Bpwqh2XloW+yDFpQqmLj/L8cg0RjazopePOYKdB9/susa430/y17TOkvmOGigoLiMus4AJzrqfOFE3gwLdmL05jG2hCVoP5ErLFLy+OgQBmDu6GfL1w6VJ2FF/SPXPDRBDIKdN5CbS6ptHm3s/Ky2S+pGlRRJ/7SwmBUk4WcikoE9RIqVxmttJDXpdAsGznSF401eMzaWCb7/esOs9WNgdOs+QGg/fFwCMaO2Bj4MFb6y5yAsrzuFibYqNuTGRyTk8aR7CHJtVmN5KltJlu79ueODWJUFjpJXvDVOl1NkpG8HGQydSmrvZMLqdF38ev8XTXX1q1M6g6NRinoz7nitW3Qgct8ywuqEiJebORPaYS6vz/yfVTE74u1p3zw6+9pyKTkMUxVqlTB25kUIHX3utOw4/2daT7/dcZ8OFWN4Y0FSrx36YMzfTeVG+DbOSDBj4ueEeWN9oMRzaTIZjP0HAIKV1+3IjGT+Nb0NG3lne23iZZm7WBHroLvPk821XOR6ZxndjggmQS/V7bdp40dnPkXELT/LiyvNsfbUHTlZ1r2mLTi13rHRpeOUS9pYmdG/ixPbL8bw7uJlWU0cXH7vJhduZzJvQBq/Tn0mLJ5M3NOisNUONnK6Rm0rBWfA4kptOIrb1LBj7J0z8W0rnGrsMhv8EPd6ApgMNQZy+IwjQ5il4+bS0mnZ8nlQnuW2WZKBRJpkJtG5kx+43ejF3fBv6NzZjoukJTjt9wU/i95haO8HUfdDjf4YHGH2g5QipUXbWHanPWGqkzqTMGtAUQYAf99xQ/ZfOLcV015vsK2tL4ZNLpXuOAZUpNXOUDFAcm0j1qjf2VLl9R18HkrKLuJmaV+NjJWcXci0xR6v1cRV42JnT3d+JDRdide4oeP1GONPkOxBbjZHKDwzUPwZ/LWWqbJqutM4YJDOwX55qi72FMS//dUFnhjvHI1NZeSqGaT0aP5Je7Glnzu9T2pOWV8yHm8PUcryIpIbVeuBhhgW7cye9gNDYuvfVVJWYtDzm7rvBoEBXRnIEzv8pPTs36a81DbqgToGcIAgOgiDsFQQhovzvSpN9BUEoEwThYvmfLXU5pgED9QIbd8kd6aXjkgnOxb9gyQD4xgcW9YG/x2P8z1ieODGaryJGMDVlDq4mRVJKyvRD4NW+uiMY0CZ+veGZij5jA+HWcZ3I8LAz57nujdl0MY4wVRpPn/gFtr3BKXlHfrKfTTu/hjsrqVEsnaTz79JcqoW9tkPpphW9345FVt5Yvioqern11kEgBzChUyNiMwo4qMOecqIo0jV6HkYCCP0/1pkOA3XEzAae/B0yYmD3/1W5qZOVKb9MbMft9Hy+2/WoSYqmKSot44NNl/FxtOCtQc0q3aaVpy2v9wtgZ1gi+8OV945VlfCEbEyMZPg1kGbgDzOopRvGRgLbtWSgJIoiszeHIZfJ+LKrIJkB+vaEPrO1cnxdUtcVufeA/aIoBgD7y/9fGQWiKLYp/2Pwujbw38E1EEYtgjevSz3KWk+UUmWz4yA/Hex9pALcqXvhlfPQ/hnJAdOA/uHZDp7fA+b2sGIkXFihExkvPeaPrbkx31T1wKNQwO4PYM9skhsN4encV3iud/MG5Y6mdSwc4Ol/wS0I1k6Bq5XPSfo4WuLtYMGRGzUP5PZcTaKRgznN3azrqrZWDAp0w93WjKXHb+rk+AAJoQfoX3aMcL/npZICA/UXn27Q/TW4sLzKyQ+ATo0deKarLytOxXA+Jr3KbdXNP6dvcystn09HBFbZf/eFnn40cbHiqx3hdW4xEp6YQ4CrFcZGDTMxztbCmJ4BzmwP1Y575ZZL8RyNSGV2P3ectk+VnrPGLP1PlBHU9QoaCSwv//dy4Ik67s+AgYaJuR20GgXDvocpm2DGMZh+UDJQ6DsbGnV6xOXSgB7i1ASm7YPGPWHLq7DzPSirvi+gOrE1N+aVPk04GpHK7iuJj25QUgCbXoSTvyJ2fIFXi2fiYGPNiNa6qe1rUJjbw9ObwaMdrHsWwjZUulnPACdORqVSUoOHvbyiUo5FpjKghZvOAm5jIxlTuvpwIiqNa4nZ2hegKMN07/vEiY44Dnxb+8c3oH76fCBNfvz7stSLtwreHtQMD1tz/m9jWJ0DJVUpLCnjt0NRdGrsUO1KuIlcxlsDmxGVksemkLg6HTc8IZvmbup1wdQ3hge7E5dZwIXbmRo9TkFxGXN2XiPY04bxcV9LZRBj/5SMd/4D1PXJ0VUUxYp100TAVcl2ZoIgnBME4ZQgCIZgz4ABA/UXc3t4ap3UO/L0Alg6SOoNqUWe6eZLC3cbPtgURmZ+8b0XMu9Izekvr4W+H7Lb+01Ox2Qzs28TTOSGiQK1YGYrmd406gQbpkHo2kc26RngTF5xGSE1eIA5ciOF4lIFA1oq+xrVDhM7emNmLGPxUR2syl1YgWPudZZZPI+Xq6EevEEgN4Wxy6UJr/XPVznxZWkqZ/awFlxPymHd+aqDPnWx6lQMKTlF5fXH1U+gDAp0JdjLlnn7I2o0UXM/qblFpOQU0cJdNyvv2mJAS1fMjGVsuKDZc7n4aDQJWYX85nMU4foOqbWOdxeNHlOfqPabXRCEfYIghFXyZ+T924nS2qmy9VMfURQ7AE8BcwVB8K/ieNPLg75zKSkpNXkvBgwYMKAdjORSMf/Y5ZAWCQt7Sg/0WmqAamwk4/uxwWTmF/N/my5LDWtv7IZFvSE9GiauJrvT63yxI5wAFysmdmx4Ftc6xdRackLz6Q4bp8PFvx94uau/I0YygYPXVa8123M1CTsLY533lbK3NGFiJ282hcTVyrCl1hRkIu7/nLOK5giBT2rvuAY0j6M/PD4P7pyGA19UuengVm508LHnhz03NG58UlqmYMmxm3Ru7EAXP0eVfkcQBF7vF0BsRgE7aln/dS0hB0Dtfen0DWszY4YGubP1YjwFxWUaOUZyTiELDkfxml8CjUK+g8BRklv4f4hqAzlRFPuLotiqkj//AkmCILgDlP9d6beWKIpx5X9HA4cApTZUoiguEkWxgyiKHZyddVPwbcCAAQMqEfiElCbrGij1m/trLGTc0s6hPWx5Z3AzjlyOJmzB01Ljcis3eOEgZQGDeXd9KAlZhcwZHYy8gdZh6BQTS6lRtV9v2PwynF9+9yVbc2O6+jmy87Jq9SEFxWXsuZLIoJZuenGuXnrMH2MjgXn7auCOWlcOzYGCdD4peZoBge7aO64B7RA0Bto9A8fnYp10SulmgiDwwbAWpOYWsfhotEYl7b6SREJWYY2bkfdp5oK/syWLjkTXqv7raoJkVKWrWlhtMq5DI3KKStkZphnTkx/33MClLInX078ExwCpIf1/rBa8rt8YW4Bnyv/9DPDvwxsIgmAvCIJp+b+dgO7A1Toe14ABAwb0AztvyZ5+8By4fRJ+6yI9lBblaPa4CgUv2JzhuNV7BCZvZZ/jJG6O3kaU6MaMVefZGZbI+0Oa095Htys8DRoTC5i4Ruott/U1OLv47ktDg9y5lZbP1YTqa832XE0kr7iMJ9v9f3v3HV9lef9//HWdlb1O9l5ACCGDIUNQojha3AtX1dqibW2/amvHt7X9dvxqW2urVdu6rYuqaAEnRRFBZMkKCWETRgaQvXOSM67fH3cIICAryclJPs/H437c59znzrk/5ybhnPe5rvu6Evuy2lMWE+LPHeem8c7GqlMbHfVsVRXBF8/wacjlNISOZLz8zg5OX38YYnJIXfcHrB0n7nE1JiWCS0bF8uLnu2l29N01yP9avpsUeyAXjjy9a6lMJsVd52VQWtXMyl11p33cjeVNJEUEENkL89ENdBPT7aRGBjJnbXmvP/e2Ay28v3YHb4Q+gRm3Mc+n3+CczuGrnG2Q+xNwsVJqB3BR932UUuOVUofe0bKBtUqpjcCnwJ+01hLkhBCDh9kCk74H318Nwy+GJX805g9c8SQ4ennQCI8Hti2A56ej5n+X0Jhk5uS/wHf3X84Fj61k+l+XsnRbDb+6fNRpf9MszoDV3/gAMeLr8MEDsPoZwLiWxmxSp9T9au76ShLDA5iQZu/rak/ZPdOGERlk48H5m/p2XjmPG967D09gFA/UXcUVBQmYTEPrG/UhwxoAM19GubtIXfu7nnlVj+fe6cNpdrh4ZcWePimlpKKJtXsbuOPcNMxn8Pt29ZhEooJtPHsGrYYb9jUwJmVofFmhlOKGcUmsKqtnb13vdtV+ZMFmHvd7ilhHmTEqeNSwXn1+X3FWQU5rXae1nq61Ht7dBbO+e/tarfWs7tsrtNa5Wuv87vULvVG4EEIMOGFJcOOrcNdiiMuDj34Jj2YbH/CrNpzdNXTt9fDFc/D0FHj9Jmirhav+iZq1mJuvvY5Pf1zIQ9eM5g/X5LL0p4V8e2p6770u8dUsfjDzFRh5OSz4Kaz4O5HBfpybGcn8DVVfGYTK69tZtqOGa8YkDqgAExZo5ZeXjWJjeSOvrtzTdwf64jnYX8QnqT+kwRPItWOS+u5YwvuihlNR8COC64ph8e9OuNvoxDCmj4zh+c9398m1cv9avpsgm5kbxp/Z75u/1cztk9NYsq2GHQdPvffFgSYHVU0OxiSHn9FxfdF145IwKXq1VW7Nnnpydz3FdNagLv2D0StiiPJ+Z3whhBhsEscZw9Tf9SlkX2nMOfdsITyeBwt+BqXzoKnyq4NdVztUrjda9V67Dv4yAj78MSizMdHuvethzK0901Yk2wO5dWIqt0xMIT4soH9epzjMYjOGvB51NXz0ICx7lFsnplDZ+NUTbL+8Yg8mpbh10sCbM+2qggQKs6L5w4db+6aLZVMlLP49nszp/GZXFpMzIskaAtcNDXUNyZdQm3YlLH8cNs094X73Th9OY7uTV1fu7dXj17Z28n7xfq4fl0So/5nP23rrxBT8LCZe+PzUR3gtKm8AYEzK0Aly8WEBXDgyhje+KMfhPPtBT7TWfDbvWe6zzMOVf+uQG9zkywb/THlCCOEtiWPhmqfg0odg24fGJNLrXoLVTwOQaw6gKzAONiQaQQCgoxHaa42pBA4NBBw1AiZ+B/JvMuZkEgOT2QrXvWCsP/ktF09zEhs6jpdX7uGi40wr0NTu5M015czIjR+Q4VspxaMzC7jsiWV859V1zPnuZBLDe6lOrY3WS4+T/6b8mMrSBn59ZU7vPLcY8Cpz/4co1wF45/sQnWUMGPUl+cnhnD8imhc+L+POKWlfOVn36Ziztpwut4fbJqed1fNEBvtx3bgk3l5XwQOXZBEdcvJr3tbuacBmNjEqYXCPWPlld05JZ9GW1by7sYqZ489uFOW92zdwT+NfqbaPIeaKx4bc4CZfJi1yQgjR1wLtMOYbcOsc+N9yo+vl1x+hLu1yuoK6B7hwNIOjyZinLnkiFP7cmN7gR1vgB2uMMCghbuAzW4wW0/ybMS/9A/+I/y/LdtSwuuzYQRH+sWQnrV0uvjvthDPyeJ09yMZzt4+n2eHkludWsbO6tXeeuORt2Po+zvP+l9+v6CA/Kczrc+iJ/qPNNqMbul8ovHGL0XX8OL5fmEltaxdvrumdbnluj2b2qn2cmxnJsJizHxjjW1PS6XJ5eG3VqbUaLt9Vx/i0CPwsvRNKfcW5mZFkxYbwr+V7zmikz0MszeUUbvk/6k12Iu6cY3RrH+IkyAkhRH+y2IyulxPvpir3B+ye9BDc+QHc9YkR8G6bC9c9D4U/M6Y3CE3wdsXidJnMcNU/YcxtjN/7HP8v8C1+914pna7D3YpKq5p4afkerhubNOC/nR+dGMYr35pAq8PFVX//nGeW7qLDeWaTIQPQvB8+fACSJvBQw4VUNTn4xYzsU5qQWQwiIXHGtaVNlfCfWcbAN18yId3O+NQInlm6iy7XWfzOdVuyrZrKxg6+MSn1rJ8LYFhMMNNHxvDqqr0n7TZY09LJlv3NTBk29Ca7V0px55Q0tuxvZlXZ8UP7SbXWkPj5T3Br2H7xy1hDT2+00cFKgpwQQgjR20wmuOIJOGcWt3nmc3vNX3nwPxtwuj3sq2vnu6+tIzzQyi9mZHu70lMyJiWCD+49jwnpdv64YCt3zN/PrxbX8Mv5Jfxl4TaeWrKLf6/ex8ebD1Jc0UjbiQao0Bre/R9wdfFO+q94aVUFd05JY+IpTsgsBpmUiTDjEdj1CXzy22MeVkrx/QuHUdXkYH5R5Vkf7rVVe4kJ8evV1t9Z52VQ39bFvA1fXd+KXbUAnDd86AU5MEb6jAyy8c8lO0//h7vacM++Af+uOn7j/3MKJ0/s/QJ9lFwjJ4QQQvQFkwlm/AUCo7hx6Z+wb2pm6pYfUe8042818+q3J2IPsnm7ylMWF+bPv+6cwIZ9DbywaCPbart4b+N+WhxOvjwwp1KQFhnEqIRQRieEMToxlFHxoYRuno1158fMj7+P+z9u4cKRMT4TZkUfGX8nHCg2Bj+xZ8K4O456uHBENDkJoTy9ZBfXjU06o+kCAPbVtbNkew33Xjgcq7n32jEmZdjJSQjl+WVl3Dg++YSjz360+SCRQTZyEsJ67di+xN9q5u7zM/jjgq2s3VPP+FOdbsXVBW/didq/kXu77mf61PHSen8ECXKiX3m0B4fLgcPtoMvdhUd7cGs3Wmvc2o1He3oWALMyYzaZsZgs1HbVYlZm6h31mJUZq8mKv8Ufk5KGZSHEAKUUXPBzCI7mog9+zLDAh5k38q/cdH4eCb01cEg/G5MSwayxxqh7BQUFaK1xOD00dnRR3dzJgWYH2w60UFrVxMbyRj4oNubSG6HKecf2K1Z7cvjpvgncfX4GP74kq1c/VAsf9fVHoGEvvP9DCE+GzAt7HlJK8f0LhnHP7PUs2LSfy/POrLv57C/2YlKKmyf07gixShkThN//ZhFLtldz4chjW/s6utws3lLNtWMTzziIDga3TU7luWVlPLZoO7NnTTr5D7hdMPcu2LGQX7tn4Uo5j5FRcl3ckSTIiVOmtabV2UpdRx21HbU0dTbR3NXcs7R0tRxedzbT7mo3Qlt3cHO4HHR5us6+kC9NJx9gCSDAEkCgJZBAa2DP7SBrEGF+YYT7hRPuF374tr9xPzogmmDb2V/sLIQQJ3XOLFRgFOlz7+JH5feBaS7gm0Huy5RSBNjMBNgCiA8LIB+4NCeu5/HG9i627jtA1rsPop0hNBb+g2W52cSG+nuvaDGwmC3G9B0vfg3m3AHfWgixo3oevjQnjozoIP7x6S4uy40/7RaZtk4Xb3xRziWjYokL6/3fu8vy4nlk4TYe+3gHhSNijmmV+2jzATqcbi7Lje/1Y/uSQJuF707L5PcfbGHJtmoKs77iOjePB979AWyez+ywu5nbMJ0n84dma+ZXkSAnAHB6nBxsO8j+tv1UtVax/sB6Gl2N6HpNXUcddQ4jvHW6O4/78wpFiC2EUFuosfYLxe5vx9/ibyzmL60t/thMNkzKdNRiVuae2wBu7cbtcePSLnbv2Y0bN/GJ8bg9bro8XThcDtqd7bS72ulwddDu7F672qlur6axs5GmziZc+vjXawRaAokJjDlmiQ+KJykkiaTgJAKtgX123oUQQ0jO1caopG/cCs9fBDe/AfF53q6qz4UH2pi05Y/Qvgdun8/lGWO8XZIYiPxDjZF9n78IZt9gDAAVYnwhYDYpvjctk5+8Xcyn247f6vVV3lxTTlOHk7vOz+iLyrGaTfzk0izuf7OIuRsquX7c0RONv7RiD+lRQUySa0G5bXIq/169j1+/W8rC+yOPP62E1sa8qRtfZ+Owe3hw01R+f3U2dv+G/i94gJMgN0Roral31LOvZR97mvawr2Ufla2V7G/dT1VbFTXtNWiOvsghxBxCnCeOSP9IUkJTiAqIIiogCru/nciASOz+9p7wFmQN6vMujkUtRQAUjCw4rZ/TWtPmbKOxs7FnaXA0UNtRS3V7NQfbD1LdXs26g+uoaa85JvRF+kcaoS4kieSQZJKCk0gNTSUjvG/eEIQQg1jGNLjzQ3j9JqP14brnYeQMb1fVt754Djb+G6b9DDIKvV2NGMjCkuCWN+HFr8Or18A3PzCmb8EYLONvi3bw98U7uSAr5pRb5VxuDy98vptz0iIYmxLRZ6VfmZ/ASyv28McPt3De8KieFucl26rZsK+R316Zc8Lr54YSP4uZ3101mm+8sJrHFm3n51//0jWyHg988CNY9y/q87/LzRvOZ+owO7dOTGHjRglyXyZBbpDpdHdS1lhGWVMZ+5r3sad5D3ub97KveR8tzpae/SzKQlxQHPHB8UyKn0RCcAIJQQnEB8eTEJTAwZ0HsZqsFBScXmgaiJRSBNuCCbYFkxSS9JX7erSHekc9B9oOUNFSQUVrBeUt5VS0VLDh4AYW7F7Qc/0eQLglnET/RPI788kIyyAjPIOMsAzs/na5GFcIcXzxecZUE6/fbMyhddFvYMp9g3Ni252fwIKfQdYMI8gJcTLx+XDz60ar3Ozr4fZ3wC8Eq9nEd6Zl8H/vlLKqrJ7JmafWuvVecRWVjR38po8nnDeZFI9cn8eVf1/Od19bx0vfnECny82D8zaRHhXU69fm+bKpw6O4eUIKzywtY3yq/fAoom6XMUl88Rt0TPgfri65kCA/D3+5IV8+U52ABDkf5fa4qWitYEfDDnY07jDWDTvY17KvJ2goFAnBCaSEpHBZxmWkhaWREpJCWmga8cHxWEwn/uevN53hPB8+zqRMPS2Po6NGH/O40+2ksrWSPc17KGsqY03ZGqo6q5i/cz7trvae/ez+dkbaR/YsWfYsUkNSMZuG1iSgQogTCIkzWubmfw8W/Rpqd8Dljw6uCW5rtsNbd0L0SLj2WWN+PSFORcY045q5N79hfOFx61tgDWDm+GSe+GQn/1yy85SCXJfLw6Mfb2dUfCjTR/b9vGPDY0N47MYC7n19A1MfXowGXB4Pb949GZtFBvU50q+vGEVJZSM/+Pd6nr5tHBdkhsN/vg1b3qVx8s+4YdO5HGzp4N93TeqT6xoHCwlyPsDpcbKzYSeldaVsqt3ElvotlDWW4XA7ACOwJYckMyx8GJemXcqwiGFkhmWSEpqCn3kQfSgYAKxmK2lhaaSFpVGYXMhY11gA8vPzOdh+kLLGMnY17WJ7w3a21W/jlc2v4PIYXTUDLAEMjxhOtj2bLHsWuVG5DAsf9pWBWggxiFkD4LoXIWoELH0YqkvhhpchoncmK/aqpgp47Vqw2OCWN8AvxNsVCV8zcgZc84wxauGbt8GNr+Fv9WfWeen8acFWVpfVnXT+wde/2Ed5fQcv3Tm637o1fm10HHPvOZdXVu5Bofj2eemMiJXf/y/zt5p5+c4JfOOFL7jvX0t42/5PRrRv4KPk+/jRinFAJy/dOYFxqX3XHXYwkE+QA4xHe9jVuItNtZsorSultLaUrfVbe0Z7DLWFMipyFDOzZjIsfBgjIkaQHpYuA3J4mVKKuKA44oLiODfx3J7tTreTsqYyttZv7Vk+LPuQN7e9CRjhLtueTV50HrlRueRF5xEbGCtdCIQYKkwmuOAXEJcH8++BZ843Wq9GXOrtys5caw28cjU4muCO9yBcupSJM5R3Azjb4b374N8z4ebXuX1yKq+u3MuD8zfxwb1T8bMcv6W3utnBXz/axuSMSKaNiO7XskcnhvHn6/P79Zi+KDLYj3k3J9Hy4g8Ibyvnfuc9vLtzIpfmRPGLGdkk2+Wz7clIkPMirTXlLeU9LW2r965mb8deHMVGS1ugJZDsyGxuHnkzo6NGkxOZQ1JIknzI9yFWs5UsexZZ9iyu4irA+HevaK2gpKaEktoSimuLmb1lNk6PE4DogOieUDcudhw5kTlYzVZvvgwhRF/LvtwYbn3O7cYH1vMegMKfg6/97bfVwWvXGC1yt82DBN+/zlp42bg7jC7H878Hr15L4K1z+P01o7nzX2t47OMd/O/XRx7zI1prfjl/Ew6Xh4euGS2fmwaq8jX4v3Ez/jhx3v4OD0SM44/BfgTYpBv2qZIg10+01hxsP9jT0nZo3dJlDEBiM9lI8U/hvIjzKMwuJCcyh7TQNLmmahBSyugKmxySzIwMY7S6LncX2+q3UVxbTEltCSU1JSwuXwyAv9mfvOg8xsaOZVzsOPKi8qQFVojByJ4B3/4YPvwJLPsrlC2Ba56FqGHeruzUNFcZLXGNe+Gm2ZA62dsVicEi/yYjzP1nFrx8JRfcMoebJ6Tw9NJdZMeHcFVB4lG7/33xTj7afJBfXpZNRrTMFzvgaA1rnof//hzCEuGWt7BGjyDZ23X5IAlyfaSuo66na+Smuk2U1pZS56gDjBEjh0cM55LUSxgdNZrRUaPJDM+ktLgUgIJM+QZzqLGZbeRG55Ibnduzrbajlg3VG1h/cD3rDq7j2eJn8WgPFmVhVOQoxsaOZXzseMbFjvNi5UKIXmUNgKv+DsMugvfvh6enwiX/D86ZNbBHtazdabTEtTfAN/4DaVO9XZEYbHKuAWsgvPVNeH46v7vxDXbV2Pnhm0VUNHTw7anpON0eHl+0g+c/3801YxL59tR0b1ctvqyrDd67H0rmwPBL4dpnjPk1xRmRINcLGhwNbK7b3BPcNtdv5kDbAcAYiCQjLIMpiVPIicxhdNRoRkSMwN8iI/CIrxYVEMXFqRdzcerFALR0tVBUXcT6aiPYzd4ym5dKX8KszKQHpJMTnIMzzkl+dD42s83L1QshzkrO1ZAyyRiK+8Mfw5Z34bJHIWq4tys71s5P4O07wWSBO96Fp+5qGAAAIABJREFUxLHerkgMViMuhTsXwOs3YX3pa7xyzQv8MCiORxZu42+LtuPR4PZobpuUyq+vGCVdKgeayvUw7zvGKL0X/hKmPmBcJyzOmAS509TU2dQT2jbXbWZz3WYqWyt7Hk8NTWVMzBhyInPIicwhOzKbIGuQFysWg0WILYTzks7jvKTzAHC4HGys2cjq/atZvGsx71a/yzsL38Hf7M/Y2LFMjJ/IxPiJjIwYKV10hfBFIXFw69uw7iX4+Nfw1LnGfHPnPWC03Hmb9sDyx2HRbyBmFNz078Ex4qYY2BIKYNYn8O8b8X/zRp6a9lNWTpzFZ7vqsZgUF2XHkp8c7u0qxZHcTlj2KHz2ZwiKgdvnQ0aht6saFCTInYZdjbu4+p2re+4nhyQzOmo0N2bd2BPaQmwyxKzoH/4W/56wdr7pfNrcbXRGd7J6/2pW71/NY+seAyDML4wJcROYFD+JKYlTSAxOPMkzCyEGDKVg/J0w8jL46Jfw2SNQ/CZc+H+gM0F559tsa3s1Kev/CLXrYdRVcNU/wU+uRRL9JCwRvr3QuJ506cNMTlvB5GufhdAEb1cmvqyqyOgmXrUBcmfCjD9LV8peJEHuNKSEpnDf2PvIicxhVOQowvzCvF2SED2CzEFMSZnChSkXAlDdXt0T6lYfWM3Hez8GID0snSkJU5iaOJVxseOkm68QviA4xpiWYMw34L+/gLmzyAodxv5Rs0Dn99/1c24XrH2BkYt/B9oNVz4JY24b2NfvicHJFgRX/9O4HvODB+Afk+CS38GY26W73kDQ0QifPmQMahIYZUzwnnONt6sadCTInQarycqs3FneLkOIUxITGMMVmVdwReYVaK3Z3byb5ZXLWV65nDnb5vDaltfwM/sxPm48UxOmMiVxCmmhaXJNgRADWfr58J3PoHQupgW/ImPV/8Lu12Dy92H0dcbIfn1Ba9i+ED75LVRvpj16HOX5P2LU2Mv75nhCnKqCWyB5ojHX3Hv3QfFbcOlDMvWFt7idsOFV+PSP0F5rDNR0wYMQIN1d+4IEOSGGAKWMQXcywjK4bdRtdLg6WHdwHcsrl/N55ec8vOZhWAOJwYlMSZjClMQpTIqfJNMcCDEQmUyQez1bnGnYyz8ipfI9Y46tRb+BvJmQdxPEje6dY3W1w5b3YMWTcLAEwlPhxtfY5UiSVjgxcERmGpPPr3/F+Dt4dhrk3mDMxRiZ6e3qhgaPBzbPg8W/h/oySJ4Et86BhDHermxQkyAnxBAUYAlgauJUpiZO5Wf8jIqWClZUreDzys95v+x95myfg9VkZULcBKYlT2Na0jQSguXaAyEGFJOF+tQZpFz5c9j1CXzxHKx6yghdMaOMKQyGTTdaK05ncBRHE+z+zGiB2/wOdDZD5HC4+injw7HZCkVFffe6hDgTShmTh+dcbQzCs/KfUPI2ZF8Ok39g/B3Ilw+9z9UJJW8Z/+/UbDX+77n5TWOEUTnffU6CnBCCpJAkZmbNZGbWTJxuJxuqN7C0YilLK5byh9V/4A+r/8CIiBFMS5rGtORp5EblYvLSIAtCiC9Rqju0XQRttbBprjFdwaqnYMUToMwQNQLiciE8GYLjjG5Oh/6GOxqgrQbqdsHBUqjdblz/ZguG7CuMrmupU+W6I+Eb/MNg+v/BhLth9TOw9kWjVTk6G/JvNL6MCEvydpU+z+Kog2V/hdXPQusBiB0N1z5ndPGWkbL7zVkFOaXUDcBvgGxggtZ67Qn2+xrwOGAGntda/+lsjiuE6DtWs5UJ8ROYED+Bn5zzE/Y07WFpxVKWlC/hxU0v8lzJc9j97ZyfdD6FSYVMTpgsXTCFGCiComDi3cbS2Qp7PofKtXCgBPathE3/MULa8YQlQ2yO0YKRUQhJE8Aic1IKHxUSBxf9Gs7/sTHS68Y3jG6Xi34DcXmHW6wTxoJN3sNOiasLdi4ifdXfCT24yvi/JKPQGHQm80JpgfOCs22R2wRcCzxzoh2UUmbgH8DFQAWwRin1rtZ681keWwjRD9LC0kgLS+OOnDto6mzi88rPWVq+lE/2fsL8nfOxmWycE38OhUmFFCYXEhcU5+2ShRBgTAeQ9TVjOcTjhvY6o/uk1oA2hgIPsINZOumIQcgWBOO/ZSz1ZVA6z5jEfsUT8PmjRot1TLZxLVf0SIjMxK+li67AeG9XPjB0tRtdt7e8B9v+C51NBPrZqR42k9hLH4Co4d6ucEg7q/+1tdZbgJONcjcB2Km1Luve9w3gKkCCnBA+JswvjMsyLuOyjMtwepxsOLiBJRVLWFq+lIdWP8RDqx9ipH0khclGqNNayyiYQgwkJrMxlUFwjLcrEaL/2TPgvAeMxdEMe1dA5TqoWg/bPjRGW8ToZgbAx+HG30pQDARHg18o+IUYiy3Y+LLEFmzc9w8zHvcPMxZbkG+2UDkdxjnZswx2L4OKNeDuNL7wyb4csq+gtC0aTBZiJcR5XX98/ZYIlB9xvwKYeKKdlVJ3A3cDpKSk9G1lQogzZjUd7oL503N+SllTGUvLjS6YzxY/y9MbnybCGsGY0DFcF3UdE+Mn4mfuo6HRhRBCiNPhH3psi3V7PdSXsXfDYmxt+4kPMUNbNbTWGN2TO1uMxdl+8udXZuMYh4JdQISx+Icfvn3UEo61owaXLbTvXvOR3C5oKoeGPcZ1sfs3GkvNVvC4AAXxeTDhLhh+CaROOdxqL4MdDRgnDXJKqUXA8fpKPai1fqe3C9JaPws8CzB+/Hjd288vhOgbh6Y3uHP0nTQ4GlhWuYz5JfNZ0bCCxZ8sJsASwOT4yRQmF3J+0vlEBkR6u2QhhBDisEA7BNppqDU+HscXnGAuOo8bulq7g92hdbPRZfnQcuT9jkZwNEJTpTG4UEfDca9VzTl0Y4H/CUJf+OG1X6jRwm6yGKHRZDHue1zgchijSbocRgtbR70xEFJ7LbTVQXOlEeI8rsMHD4qG+HxjtMnEcZB6rnEsMaCdNMhprS86y2NUAslH3E/q3iaEGKQi/CO4MvNKUlpScHqcdMV28Wn5pyytWMri8sUoFHnReRQmF3JB8gVkhGVIF0whhBC+wWQ+3NJ2JrQ2wl9HgxHwusNd+fYSzM5mEsIDDge+jkaj1Wx/kXH/VFoDj6GMUBYUBYFRxmTpOdeAPR0i0iFymDE4zBB+H3a6nczfNZ+rM6/GarZ6u5xT1h9dK9cAw5VS6RgB7ibgln44rhBiALCarJyTeA5TEqfwoH6QbQ3b+LT8U5aUL+Hx9Y/z+PrHSQpO6gl1Y2LHYDX5zn+iQgghxGlRqrvbZSiQ2rO5zpkOQMKJWgLBaGFzNBpB0OM2WtW0u/u22+j+aPEHi1/32t8InDIlwHFprVm8bzGPrnuUfS37CLWFcmnapd4u65Sd7fQD1wBPAtHAB0qpIq31pUqpBIxpBmZorV1KqR8ACzGmH3hRa1161pULIXyOUoqR9pGMtI/ke/nf42DbwZ6pDeZsm8NrW14jxBbC1MSpXJB8AVMSpxDaX9cLCCGEEAOd1R+scUYLmjgrpbWl/HnNn1lfvZ7MsEyeuugppiZO9XZZp+VsR62cB8w7zvYqYMYR9z8EPjybYwkhBp/YoNieicjbne2s3L+SJeVL+KziMxbsXoBFWRgXO47C5EKmJU8jOST55E8qhBBCCHECB9oO8MT6J3iv7D3s/nZ+NelXXDv8Wiwm35uCxfcqFkIMSoHWQKanTGd6ynTcHjcltSUsKV/CkvIlPLzmYR5e8zDDwof1TG2QG5WLSZm8XbYQQgghfEC7s50XNr3Ay6Uvo7Xm26O/zazcWQTbgr1d2hmTICeEGHDMJjMFMQUUxBRw/7j7KW8uZ0mFEer+telfPF/yPHZ/O9OSplGYXMik+EkEWgO9XbYQQgghBhi3x807u97hyQ1PUttRy9fTv859Y+8jMTjR26WdNQlyQogBLzk0mdtG3cZto26jqbOJ5ZXLWVK+hEV7FzFv5zwsJgtjYsZwbsK5TE6YTLY9W1rrhBBCiCFu1f5VPLLmEbY3bKcguoDHL3icvOg8b5fVayTICSF8SphfGDMyZjAjYwZOj5P1B9ezvHI5K6pW9IyCGeEXwaT4SUxOmExYVxh2m93bZQshhBCin5Q1lfHo2kdZWrGUxOBE/jLtL1ySesmgm+pIgpwQwmdZTVYmxk9kYvxEfsSPqO2oZWXVSmPZv5IFexYAkOiXyAVdFzAxfiJjY8fKSJhCCCHEINToaOSpjU8xZ9sc/Cx+/HDcD7k1+1b8zH7eLq1PSJATQgwaUQFRXJF5BVdkXoHWmh2NO3h7zdtsatnEW9vf4rUtr6EwpkA4J+4cxseOZ2zsWML8znBSVyGEEEJ4ndPt5PWtr/N08dO0Odu4fvj13FNwD5EBkd4urU9JkBNCDEpKKUZEjGBGzAxmxMwgOzeb4ppi1h5Yy5qDa3hj6xu8svmVnmA3Pm4858SeI8FOCCGE8BFaaxaXL+bRtcaE3lMSpvDj8T9mWMQwb5fWLyTICSGGBD+zH+fEncM5cefwPb5Hp7uTkpoS1hxcw9oDa5mzbQ6vbn4VhSIzPNMYNTPaGDkzJSRl0PWrF0IIIXzZ5rrN/GXtX1hzYI3PTuh9tiTICSGGJD+zH+PjxjM+bjzkQ5e7i5LaEtYeWEtRTREL9yzk7e1vAxDhF0F+dD75MfkURBeQE5VDgCXAy69ACCGEGHqq26t5Yv0TvLvrXcL9wvnlxF9y3YjrfHJC77M19F6xEEIch81sY1zsOMbFjgPAoz3sbtpNUXURRTVFFFUXsaRiCQAWZSHLnsXoqNGMihxFTmQOGeEZWE1WL74CIYQQYvByuB0sqFnAgtIFuDwuvjn6m9yVexchthBvl+Y1EuSEEOI4TMpEZngmmeGZXDfiOsAYDau4tpii6iI21mzkg7IPeHPbmwDYTDay7Fk9wW5U5CgywzOH5DeEQgghRG/xaA/vl73PX7b9hQZnA5ekXsL94+4nOSTZ26V5nXzCEEKIUxTuH875SedzftL5gPHmUt5STmltKZvrNlNaV8r7Ze8fFe4ywzMZFj6M4RHDe9axgbFyzZ0QQghxEusOruPPa/7M5rrNZARk8IPUHzBzykxvlzVgSJATQogzZFImUkNTSQ1NZUbGDMAId3ub91JaV8rWuq3saNzB6v2rea/svZ6fC7GFMDx8OOHucOL94mmuaCYlJIXEkETpnimEEGLI29O0h8fXP86ifYuIDYzlj+f9kYSmBEzK5O3SBhQJckII0YtMykR6WDrpYelcnnF5z/amziZ2NOxgZ+NOdjbuZEfDDlY1rqLd3c7sqtkAmJWZxOBEUkJTSA1NJSUkhYTgBOKD4okPjifEGiItecInuD1uOt2ddLm76HR3Hru4jrPtK/Zxa/dJj6lQtDa2YjFZiO+Kx2qyGovZis1kw2a2EWAJINgaTJA16Kjl0DarWb5IEcKbajtqeXrj07y9/W38zH78oOAH3J5zOwGWAIqKirxd3oAjQU4IIfpBmF/Y4VEyu23YsIEWdwuhKaHsbd7bs+xr2ce6g+vocHUc9RxB1iDig+KJC4rrWUcFRBHpH0lkQCR2fzuRAZH4mf36++V5hdYal8eFw+04KgC4PC482oNbu/F4utf6iLXHjVu7UUphwmSslQmTMqE4fHtn206UUlhrrSilMCszJmXCrMyYTYdvH7m2mCzH3W5Spn4N4VprXNpFl7urJ0wdue7ydB0TtI7c92SBq66xDqd2Yim34HA56HJ34XAfXrs8rrOq38/sh81sw8/sh5/Z75SuNXV73HR0duDUTnSzxulx0uXpwqM9p3zcAEsAEX4RhPuHE+EfYdz2C8fubyfc31jHBsYSExhDpH8kZpP5bF6mEKJbu7Odlze/zEubXqLL3cUNI27gu/nfHfQTep8tCXJCCOElSilCLaHGnHUxBUc9prWmzlHH/tb97G87Yum+X1pbSkNnw3GfN9gaTGRAJBF+EYT6hRJsDSbEFnL0Yg0h0BpIRWsFVmXFr84PP4tfzwdnm9mGzWTrCTsoekKPQvWEkkNhyqVdxrp7qeuqw63d7G7aTZe7iw5XBw63A4fLWI66f8R2h9t47FCAcLgdxm2PESoOhYVDgeJ0PqSfsR298zRfDnenEggPbVNKHRVQXR4Xjk4HHu1BbVM9odWlXbg9blzaddbnRqHwt/gfE6r8zH548OBv8icqKOqo7Uctlq/ebjPb8Df7H722+GM1Wc+4+9Shb+wLCg7/Pbk9bro8XT2/h23ONlqdrbQ5245aWrtaae5qpsHRQENnAw2OBvY07aHeUX/Mlypg/HtGBUT1BLuYwBhig2JJCE6gvb2dGFsMWmtpRRfiK7g8LubumMtTG5+itqOWi1Mv5t4x95IWlubt0nyCBDkhhBiAlFJEBUQRFRBFbnTucfdxuBzUO+qp66ijzlFHXUedcf+I2zXtNex27qalq4XWrlZc+gQtJTtPv0aTMp08LGw9teeymYwP8f5mfyM8WPzwNxshIswv7Jhg4G/2P+b+obBhMVkOByOT+ahAdGR4AiOIerQHj/agOeK21uzctRMPHtLT049t1dNu3J5jt3m05+gWweO0BJ502xGh7NB9NIdb+0xmLMpCU0MTJmUiJioGs8l81OuzmCzHhPIjw5jVbD3m8Z7b3cHKYrKcMIQcLzANVGaTmQBTAAGWAML8ws7oORwuB42djdR11FHdXs3B9oNHrcuayli1fxWtztajfi54ezBJIUkkBSeRFJJkdJ0OSSE9LJ3YoFi53kcMWVprPi3/lL+t/xu7m3YzJmYMjxU+dsyXmuKrSZATQggf5W/xJyE4gYTghFPaX2tNh6uDVmcrLV0ttDnbKN1WitPjJCkt6agudg6Xgy5PV8/PHQo6WuuewKPRmJW5JzhZTBYsJgtWk5WqiirMykxGWkZPODsyqB26HWAJwM/sNyC7qAXWBAJQkDwwP1j4Upjydf4Wf+IsccQFxZFDzgn3a3O2UdlaybLiZVR3VaNDNZWtlZQ1lfFZxWc9f1NgdONMC03ruaY2IyyD9LB0UkNTsZlt/fGyhPCKNQfW8OSGJ9lQvYG00DQev+BxLki+QFqvz4AEOSGEGCKUUgRaAwm0BhITGAOAp9JoUStI6d0wUNTRHTIyJGSIoSPIGsSIiBG0h7UDR4dsj/ZQ21HL3ua97G7abSzNuymqLuLD3R/27GdSJlJCUhgeMZwRESMYETGCLHsWCUEJ8kFX+LTimmKe3PAkq/avIiYghl9N+hXXDr9W5ls9C3LmhBBCCCH6mEmZeq6lOyfunKMe63B19AS8sqYydjbsZFv9NhbtXYRGA8a1r0eGu0NLoDXQGy9HiFO2tX4r/9jwD5ZULMHub+cn43/CzKyZ+Fv8vV2az5MgJ4QQQgjhRQGWAEbaRzLSPvKo7e3OdnY07mBb/Ta2N2xnR8MOPij7gDedbwLd052EpjMqclTPMtI+UsKdGBDKmsr4Z9E/WbhnISG2EO4dcy+3Zt8qv5+9SIKcEEIIIcQAFGgNJD86n/zo/J5tWmuq2qrYVr+NLfVb2Fy3mZX7V/Je2XvA0eEuzBFGWkAaI5zScif6z/aG7Txf/DwL9y7E3+zPd/K+w+05txNqC/V2aYOOBDkhhBBCCB+hlCIxOJHE4EQuTLmwZ3t1ezWb6zazuW4zpXWlrNy/ktqOWgD+UPaHnnCXE5VDXlQeWfYsGVRF9KpNtZt4tvhZPi3/lCBrEN/M+SZ35NyB3d/u7dIGLQlyQgghhBA+7tD1d4XJhT3bPl3zKbvbd+MIcxzTcmc1Wcm2Z5MbnUtuVC55UXkkhSTJgCritK09sJbnSp5jRdUKQm2h3FNwD7eMvOWMp/sQp06CnBBCCCHEIBRhjSAiLKJn9EytNQfbD1JcU0xJbQnFNcXM3TGX2VtmG/v7RTA6ajS5Ubk9AU8+jIvj8WgPi/Yu4uXSlymqKcLub+dH437EzKyZBFmDvF3ekHFWQU4pdQPwGyAbmKC1XnuC/fYALYAbcGmtx5/NcYUQQgghxOlRShEXZMyHd0naJQC4PC52Nu6kuKaYTbWbKKkt4fPKz3tGy0wNTTWCXVQuedF5ZEVkYTVbvfkyhBe1OdtYWLOQhbULqemqITE4kZ9P+DnXDr9WRqH0grNtkdsEXAs8cwr7XqC1rj3L4wkhhBBCiF5iMVl6RsycmTUTgNauVkrrSnta7VbtX8X7Ze8DYDPZyI7MJjcql/zofHKjc2WOuyGgqrWK17e+ztvb36bV2cqIoBE8eO6DFCYXYjaZvV3ekHVWQU5rvQWQP14hhBBCiEEi2BbMxPiJTIyfCBhdMg+0HaC4tpiSmhKKa4t5a/tbvLblNQDs/nbyovPIi8ojLzqP0VGjpXvdIODyuFhWsYw52+ewvHI5JmXiktRLmGidSGZgJgWpBSd/EtGn+usaOQ18pJTSwDNa62dPtKNS6m7gboCUlJR+Kk8IIYQQQhyPUor44Hjig+O5NO1SAJweJ9sbthvBrvuauyXlS4z9UWSGZ/aEu9zoXDLDMqXlxkccaDvA3B1z+c+O/1DdXk1MQAzfyf8O1w2/jrigOIqKirxdouh20iCnlFoExB3noQe11u+c4nGmaq0rlVIxwMdKqa1a68+Ot2N3yHsWYPz48foUn18IIYQQQvQTq8lKTmQOOZE53DTyJgCaOpsoqS2hpKaEjbUbWbR3EXN3zAUg0BLI6KjRxHhiGBY4jKSOJKICorz5EsQR2pxtfLLvE97f9T6rD6xGa825Cefyi4m/YFrSNCwmGR9xIDrpv4rW+qKzPYjWurJ7Xa2UmgdMAI4b5IQQQgghhO8J8wtjauJUpiZOBYwumXub91JSW8LGmo2U1Jawrm4dbtz8bc/fSAhKIDc6t6dLZnZkNn5mPy+/iqHD6Xaycv9K3i97n0/3fYrD7SAxOJFZubO4etjVJIcke7tEcRJ9Hq+VUkGASWvd0n37EuB3fX1cIYQQQgjhPUop0sLSSAtL44rMKwD4Yv0X7OnYQ0d4B8U1xRTXFLNwz0IALMpClj2rZ4TMvOg8UkJSZCyGXtTubGd51XI+2fcJn5V/RouzhVBbKFdmXskVmVeQH50v59uHnO30A9cATwLRwAdKqSKt9aVKqQTgea31DCAWmNf9S2EB/q21/u9Z1i2EEEIIIXyMzWRjRNAICnIOD5RR015DcW1xz7V27+x6hze2vQFAuF84o6NGkxeVx6jIUWTZs4gNjJWwcRrKW8pZWbWSZRXLWLl/JZ3uTsL9wrkw5UKmp0xnauJUmVLCR53tqJXzgHnH2V4FzOi+XQbkn81xhBBCCCHE4BQdGM30lOlMT5kOgNvjZmfjzp7pD0pqS1heubxnbrtwv3Cy7FlkRWQx0j6SLHsW6WHpWE0SRgAaHY2sPbiWlVUrWbl/JeUt5QDEB8Vz/YjrmZ4ynTExY+S6t0FA/gWFEEIIIcSAYTaZjaBmz+L6EdcDxmAc2xu2s7V+K9vqt7G1fitvbH2DLk8XYAy+Mix8GJnhmaSHpRtLaDqpoamDurXJ7XFT1lTGxpqNFFUXsbFmI3ua9wDGADMT4iZwa/atTE6YTHpourRkDjIS5IQQQgghxIAWZA1iTMwYxsSM6dnm8rjY07SHrQ1b2V5vhLy1B9f2TF4OYFZmkkKSSA9NJyU0hcTgRBKDE0kITiAhOMFn5rvTWlPvqKesqYztDdvZ0bCD7Q3b2dm4kw5XBwARfhHkx+Rz9bCrGRMzhtzoXGmlHOQkyAkhhBBCCJ9jMVkYFjGMYRHDIOPw9nZnO7ubd7O76ejl0PVhRwr3CychOIG4wDiiAqKICoiio66DUEsoqkYRFRBFhF8EAZaAPm3N6nB1UN1ZTZOridq9tdR01FDVWkV5SzkVLRWUt5TT7mo/qu6siCyuG34d2ZHZFEQXkBySLC1uQ4wEOSGEEEIIMWgEWgN75rg7ktaaOkcdVa1VVLVWUdlaaazbKtnXso8N1Rto6Gw4/AN7Dt80KzNB1iBCbCEEW4MJtgUTYg3BZrZhNVuxmg4vh649c2s3bo/bWGs3Lo+LDlcHbc62o5bmrmbanG2HD7bTWNlMNhJDEkkKTmJc7DiSQ5JJDU0ly55FdEC0hDYhQU4IIYQQQgx+SqmeVre86Lzj7uP0OFm2bhnNzmbsKXbqOupo7GykpauFlq4WWp2ttHa10uJs4UD7AbrcXTg9TmNxO3tuKxRmZcZsMhvr7tsBlgCCrcEEWgOJDogm0BpIiC2EqIAo2mvaCbOEMSFnAlEBUUQGRGJSpn4+S8KXSJATQgghhBACY9AUu9WO3WqnIKng5D/Qi4qKigDIjszu1+MK3yUxXwghhBBCCCF8jAQ5IYQQQgghhPAxEuSEEEIIIYQQwsdIkBNCCCGEEEIIHyNBTgghhBBCCCF8jAQ5IYQQQgghhPAxEuSEEEIIIYQQwsdIkBNCCCGEEEIIHyNBTgghhBBCCCF8jNJae7uGExo/frxeu3att8sQQgghhBBCCK9QSq3TWo//8nZpkRNCCCGEEEIIHyNBTgghhBBCCCF8jAQ5IYQQQgghhPAxEuSEEEIIIYQQwsdIkBNCCCGEEEIIHyNBTgghhBBCCCF8jAQ5IYQQQgghhPAxEuSEEEIIIYQQwsdIkBNCCCGEEEIIHyNBTgghhBBCCCF8jAQ5IYQQQgghhPAxEuSEEEIIIYQQwscorbW3azghpVQNsNfbdRxHFFDr7SKGKDn33iPn3nvk3HuPnHvvkXPvPXLuvUfOvXcN1POfqrWO/vLGAR3kBiql1Fqt9Xhv1zEUybn3Hjn33iPn3nvk3HuPnHvvkXPvPXLuvcvXzr90rRRCCCGEEEIIHyNBTgghhBBCCCF8jAS5M/OstwsYwuTce4+ce++Rc+89cu69R86998i59x45997lU+dfrpETQgghhBBCCB8jLXJCCCGEEEII4WMkyAkhhBDZSLrfAAAHWUlEQVRCCCGEj5EgdxqUUuFKqbeVUluVUluUUpO9XdNQoZT6oVKqVCm1SSn1ulLK39s1DWZKqReVUtVKqU1HbLMrpT5WSu3oXkd4s8bB6gTn/pHu/3eKlVLzlFLh3qxxsDreuT/isQeUUlopFeWN2ga7E517pdT/dP/ulyql/uyt+gazE/yfU6CUWqWUKlJKrVVKTfBmjYOVUipZKfWpUmpz9+/4fd3b5f22j33Fufep91sJcqfnceC/WuuRQD6wxcv1DAlKqUTgXmC81no0YAZu8m5Vg95LwNe+tO1/gU+01sOBT7rvi973Esee+4+B0VrrPGA78PP+LmqIeIljzz1KqWTgEmBffxc0hLzEl869UuoC4CogX2udA/zFC3UNBS9x7O/9n4Hfaq0LgP/rvi96nwt4QGs9CpgEfF8pNQp5v+0PJzr3PvV+K0HuFCmlwoDzgRcAtNZdWutG71Y1pFiAAKWUBQgEqrxcz6Cmtf4MqP/S5quAl7tvvwxc3a9FDRHHO/da64+01q7uu6uApH4vbAg4we89wGPATwEZHayPnODcfw/4k9a6s3uf6n4vbAg4wbnXQGj37TDkPbdPaK33a63Xd99uwWggSETeb/vcic69r73fSpA7delADfAvpdQGpdTzSqkgbxc1FGitKzG+id0H7AeatNYfebeqISlWa72/+/YBINabxQxh3wIWeLuIoUIpdRVQqbXe6O1ahqARwHlKqdVKqaVKqXO8XdAQcj/wiFKqHOP9d0C3SgwGSqk0YAywGnm/7VdfOvdHGvDvtxLkTp0FGAs8pbUeA7QhTd39ortv+FUYYToBCFJKfcO7VQ1t2pi3RFon+plS6kGM7iCzvV3LUKCUCgR+gdG1TPQ/C2DH6Pb0E2COUkp5t6Qh43vAD7XWycAP6e6NJPqGUioY+A9wv9a6+cjH5P22b53o3PvK+60EuVNXAVRorQ+l9bcxgp3oexcBu7XWNVprJzAXONfLNQ1FB5VS8QDda+nm1I+UUt8ELgdu1TIBaH/JxPgCaaNSag9GF5v1Sqk4r1Y1dFQAc7XhC8ADyGAz/eMOjPdagLcAGeykjyilrBhBYrbW+tA5l/fbfnCCc+9T77cS5E6R1voAUK6UyureNB3Y7MWShpJ9wCSlVGD3t7HTkYFmvOFdjDd3utfveLGWIUUp9TWMa7Su1Fq3e7ueoUJrXaK1jtFap2mt0zCCxdju9wPR9+YDFwAopUYANqDWqxUNHVXAtO7bFwI7vFjLoNX9meYFYIvW+tEjHpL32z52onPva++3aoAHzQFFKVUAPI/xZlIG3Km1bvBuVUODUuq3wI0YzdwbgFmHLoAXvU8p9TpQiPHt90Hg1xgfquYAKcBeYKbW+ngDQ4izcIJz/3PAD6jr3m2V1vq7XilwEDveuddav3DE43swRs+VMNHLTvB7/yrwIlAAdAE/1lov9laNg9UJzv02jJG6LYADuEdrvc5bNQ5WSqmpwDKgBKPFGYzu3KuR99s+9RXn/gl86P1WgpwQQgghhBBC+BjpWimEEEIIIYQQPkaCnBBCCCGEEEL4GAlyQgghhBBCCOFjJMgJIYQQQgghhI+RICeEEEIIIYQQPkaCnBBCCNFLlFKFSqn3vV2HEEKIwU+CnBBCCCGEEEL4GAlyQgghBg2lVJBS6gOl1Eal1Cal1I1KqXFKqaVKqXVKqYVKqfjufYcppRZ177teKZWpDI90/2yJUurG7n0LlVJLlFJvK6W2KqVmK6VU92Nf6962Hrj2iFqmKaWKupcNSqkQr5wUIYQQg5LF2wUIIYQQvehrQJXW+jIApVQYsAC4Smtd0x3MHgK+BcwG/qS1nqeU8sf4cvNaoADIB6KANUqpz7qfewyQA1QBy4EpSqm1wHPAhcBO4M0javkx8H2t9XKlVDDg6MPXLYQQYoiRFjkhhBCDSQlwsVLqYaXUeUAyMBr4WClVBPwSSOpuHUvUWs8D0Fo7tNbtwFTgda21W2t9EFgKnNP93F9orSu01h6gCEgDRgK7tdY7tNYaeO2IWpYDjyql7gXCtdauPn7tQgghhhBpkRNCCDFoaK23K6XGAjOA3wOLgVKt9eQj9zvDbo6dR9x2c5L3UK31n5RSH3TXslwpdanWeusZHFcIIYQ4hrTICSGEGDSUUglAu9b6NeARYCIQrZSa3P24VSmVo7VuASqUUld3b/dTSgUCy4AblVJmpVQ0cD7wxVccciuQppTK7L5/8xG1ZGqtS7TWDwNrMFrvhBBCiF4hLXJCCCEGk1zgEaWUB3AC3wNcwBPd18tZgL8BpcBtwDNKqd9173sDMA+YDGwENPBTrfUBpdRxQ5jW2qGUuhv4QCnVjhEED7X23a+UugDwdB9vQV+8YCGEEEOTMrr0CyGEEEIIIYTwFdK1UgghhBBCCCF8jAQ5IYQQQgghhPAxEuSEEEIIIYQQwsdIkBNCCCGEEEIIHyNBTgghhBBCCCF8jAQ5IYQQQgghhPAxEuSEEEIIIYQQwsf8f4ilSKWbDat5AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "d=d.estimate_baseline(method=\"envelope_iter_bspline_1\")\n", "plt.figure(figsize=(15,5)); d.plot((6, 22),units=\"sec\",model=False)" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "source": [ "- baseline seems to \"high\"\n", "- because of accumulation of pupil-responses to stimuli\n", "- **solution:** \n", " 1. estimate responses riding on top of signal \n", " 2. remove them\n", " 3. repeat baseline estimation" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pystan:Automatic Differentiation Variational Inference (ADVI) is an EXPERIMENTAL ALGORITHM.\n", "WARNING:pystan:ADVI samples may be found on the filesystem in the file `/var/folders/28/_ftmv1_n41n48znrymwflm940000gp/T/tmp_d5qeetp/output.csv`\n", "WARNING:pystan:Automatic Differentiation Variational Inference (ADVI) is an EXPERIMENTAL ALGORITHM.\n", "WARNING:pystan:ADVI samples may be found on the filesystem in the file `/var/folders/28/_ftmv1_n41n48znrymwflm940000gp/T/tmp59y5ghp7/output.csv`\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Using cached StanModel\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "base1=d.baseline\n", "d=d.estimate_baseline(method=\"envelope_iter_bspline_2\")\n", "plt.figure(figsize=(15,5)); d.plot((6,22), units=\"sec\",model=False)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Summary Algorithm baseline-extraction\n", "\n", "1. find throughs in signal\n", "2. rate them by prominence\n", "3. create B-spline basis-functions at location of throughs\n", "4. estimate B-coefficients using Bayesian model $\\rightarrow$ first estimate for baseline\n", "5. subtract baseline from signal\n", "6. estimate response-model using default PRF and subtract from data\n", "7. repeat steps 1. - 4. to get final baseline estimate" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "source": [ "## Pupil-response function (PRF)\n", "\n", "- Hoeks + Levelt, 1993 measured resonse to attentional stimulus\n", "\n", "![huhu](../data/stuff/hoeks_levelt_fig.png)\n", "\n", "- model: $$h(t)=t^{n}e^{-nt/t_{max}}$$" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "source": [ "### pupil-response function model: $h(t)=t^{n}e^{-nt/t_{max}}$\n", "\n", "- parameters: location ($t_{max}$) and spread ($n$)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "hideCode": false, "hidePrompt": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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Yrmip4XDyvY7q+qF9vfT92d9jw/uhuBJee8aZNYkIDz30EEePHmXbtm3s3r2bd7/73dx66610dHTw0EMP8fTTT3PllVeyefNmjh49CsCzzz7Lnj172L59O+9973s5c+YMAB//+Md55JFHAHjuuee4/vrrSSQSC67hjTfe4Prrr6eoqIjKykq2bNnC9773PSzL4sc//jG33347AHfffTff+ta3APj2t7/N3XffDcDtt9/Oj370Ix2HE0f9omuQd3U2UlLkg7GzEBubO4PXuMG+BrsAqK0o5ur1jXz/9dP676WILKi7u5vLL7+cD33oQ1xxxRXs3buXiYmJBT+3fft2WlpaALjiiiuYmJhgcnKS/v5+RkZGuOqqqzDG8Pu///sz++diKMDLM0fOjlFa5GN1fcW877usuYajA2PEphf+S1lGun4Ite3nNsFslFTAZTfbtXzxHAxkF1kGHn30UdavX8/+/fv5zGc+w4EDB/jSl77E4cOH+eu//mvefvttXnzxRe69914+//nPA3Dttdfywgsv8Oqrr3LnnXfy6U9/GoA/+qM/4mtf+xrPP/889913H3/5l3+Jz+fj6aefZtu2bRf9kwrctm7dyve+9z0ikQiDg4M8//zznDp1imAwSCAQoKioCIC2tjZ6e3sB6O3tpb29HYCioiJqa2sJBoO5/uOTAtU/PMHJoQhXdTTYLwzZX27MmcErqYDqFggem3lp78aVdAcjHDk75vJqRaQQHDlyhD/4gz/g9ddfJxAI8M1vfpPPfOYzs+6f991330Wf/+Y3v8mOHTsoLS2lt7eXtra2mZ+dv38uRtGi7yCO6h4cZ21DJT7f/N0rL1tVzVTc4tjg2LzZvozEp+DYT2Hzb2XWPXM2m34LDn0Djv8UOt/rzPpE8sU/PQSnDzl7z1Wb4f2Ppv323bt309zcDMD69evZu3cvAJs3b+b5558HoKenhzvuuIP+/n5isRjr1q0DoKKigieeeILrr7+ez33uc6xfb/9l+K677uKuu+6a85l79+7lpZde4l3vehdNTU1cffXV+P3+rP51RZzw4vEhAPak5sYGkwFeQ8fcH6rvOBcIYgd4/8+3X+O5106zYeXc5REikkc83IfXrVvHtm3bANi5cyfd3d08/PDDPPDAAwt+9vXXX+fBBx/k+9///qKXOx9l8PLM8eA4axvnz94BXJrssvnWaQc7aZ56EWKj9jy7xeq4EYor4K1/Wvy9ROQipaWlM7/2+Xwzv/f5fExPTwPwsY99jI9+9KMcOnSIL3/5y0Sj0ZnPHDp0iIaGBvr6zrWIXyiDB/Bf/st/Yf/+/fzgBz/Asiw2bNhAQ0MD4XB45rk9PT20trYC0NrayqlTpwCYnp5meHiYhoYGl/5UZLl54dgQ1WVF5xqThU+C8dknUebS0HEuEARW1JSxvT3A99844/JqRaQQnL//+v1+pqen08rg9fT08K/+1b/iK1/5yswXq62trfT09LzjPan9czGUwcsj8YTFqaEI/2LjygXf29FYRZHP8ObpUW51agFHf2TPDup49+LvVVwG62+Ct74HNz+2+IygSD7JINPmlOrqakZHM/tCZ3h4eGajeOqpc6NLTpw4wWc/+1leffVVbr75Zm677Tb27NmzYAYvHo8TDodpaGjg4MGDHDx4kL1792KM4cYbb+SZZ57hzjvv5KmnnuLWW+3/Z7rlllt46qmnuPrqq3nmmWe46aabMPr/A3HIi8eD7F5bjz916mW4xx5m7p99jixgH9+MDEJ0GMpqAdh7xSoe/ac36R+eoLm2PAcrF5FF8WAfns8DDzwwbwYvHA7zgQ98gEcffZRrrrlm5vXm5mZqamp44YUX2LNnD1/5ylf42Mc+tuj1KIOXR/rCE0zFLToaKxd8b0mRj84VVc5m8Lp/YY9HSG54i3bp+2Gkx/kUusgy1NDQwDXXXMOmTZvSOgYC8MlPfpIPfvCD7Ny5k8bGRgAsy+Kee+7hscceo6WlhSeffJJ77733Hdm9uUxNTXHdddexceNGPvzhD/M3f/M3M3V3n/rUp3j88cfp7OwkGAxyzz33AHDPPfcQDAbp7Ozk8ccf59FH82tTlqVrcGySowPjdvfMlJEeqG2b+0NgH9GEmVEJADdc2gTAP7896PQyRUT4whe+QFdXF4888shMdu/s2bMAfPGLX+Tee++ls7OT9evX8/73L6LRYZIyeHnk+OA4AGsbFg7wwD6m+VKy/mDRpiag7xXY8xFn7gdwyf8GGHj7e9C8xbn7iixTX/3qV2d9/Sc/+cnMr2+44QZuuOEGAG699daZTNr5fvjDH878eufOnRw6lN6XMGVlZbzxxhuz/qyjo4MXX3xx1s984xvfSOv+IpnYfzIMwK41dedeHO5deL9JddgMHrW/1AQuXVnNyppSfnpkgN/ePc/xThFZ1tauXctrr7028/v/9J/+U1qfe/jhh3n44Ydn/dmuXbvecU8nKIOXR7qDdoC3Lo0MHsAlK6roG44SiU0v/uG9L0M8Bmvetfh7pVQ1QdsueOu7zt1TREQEONgTxu8zXNGSPHViWTDSCzUL1K/U2c2GCHXPvGSM4bpLmvj5kUHiCY1LEJGlTQFeHukejFBR4qepunThNwMdTVUAHBsYX/zDT/wKMLD6qsXf63wb3mcPTh9V8bqIiDjnQM8wl6yoorwk2ck1EoTp6PwNVsAelVDRAMOn3vHy9RuaGJ6Y4mBP2KUVi4jkhgK8PNIbjtBWV552A4KOJjvTd2zQgQDv5C9hxUYor1v4vZnoTHbkPPYTZ+8rIiLLlmVZHOwJs7UtcO7F4WQnuto0OtDVtkP4nQHedZ2NGAM/Ux2eiCxxCvDySG94gpZA+t271jZUYgwcX2wGLz5tj0hw8nhmyqqtUF4Px553/t4iOWZZOrrlFv3ZSiZ6QhOEIlNsaT+vKVgqwFvoiCZAoP2iDF5dZQlbWmv55yMDDq5URJy0HPeKbP6dFeDlkd7QBK0ZBHhlxX5aass5Nji2uAefeQ1iY84fzwTw+eyxC0eft+sjRJaosrIygsHgstxc3GZZFsFgkLKyMq+XIkvEgeQxyi2t52XwRnrt60JHNAFqV9sZvAv+93zdJU28eirM2KQDte0i4qjluA9nuz+qi2aeiMSmCUWmaK3LbP5OR1Pl4mvwel+2r227F3efuay/CV7/Bxh4E1Zc7s4zRFzW1tZGT08PAwP6dt8NZWVltLUt0N5eJOlgzzAlfh+Xrqo+9+JwD/hLobJx4RsE2mF6wq7bO+/9V3U08IXnu9jXPcQNl65wYeUikq3lug9nsz8qwMsTfeEJgIwyeADrm6r4xr5TWJaV/fDgvlfsgvPA6uw+v5COG+3r0ecV4MmSVVxczLp167xehogAr/UOc3lzNSVF5x1EGu2HmmZIZy9MZfnCJ98R4O1YE6DYb3jhmAI8kXyjfTh9OqKZJ3pC2QV46xorGY/FGRidzP7hva9Ay470NsVsBNqhoVN1eCIismiWZfHm6VEuW1Xzzh+MnYGqVendJJAM8C6ow6soKWJrW4BfHw86sFIREW8owMsTvakMXhZHNAGOZntMc3LMPjrZujO7z6er40bo/jlMx9x9joiIFLSBsUmGxmNc1lz9zh+MnYWqNLNu52fwLnBVRwMHe4YZVx2eiCxRCvDyRF94giKfYUV1ZkWUqaHox7MdldB/AKwEtO7I7vPpWncdTEWgf7+7zxERkYL2Zv8owBwZvJXp3aS8DkqqLhqVALCno554wmLfidBilyoi4gkFeHmiNzTBqtoy/L7Mjkk215ZT7DecCkWye3DfK/a1xeUAb8019rX75+4+R0RECtqbp0cAuOz8BivTkzARSj/AM8bO4g1fHODtXFNHkc/wwjEd0xSRpUkBXp7oDWc2IiHF7zO01VVwcijLAK/3ZbtddFVTdp9PV2UjNF0GJ37h7nNERKSgvXl6lJU1pdRVlpx7cTzZVS/dI5pgD0Qf6bvo5YqSIra2BxTgiciSpQAvT5weidJcm90MqPb6Ck5lHeC9Aq3bs/tsptZcAydfsAeri4iIZOHN/lEune14JqSfwQOobrY7b87iqo561eGJyJKlAC8PWJbFmZFJVtZkF+Ctqa/gRDCLAG8iBOET0Lwtq+dmbM277IHqpw/k5nkiIlJQpuIJus6OcfmqWRqsQGYZvJoW+3PxqYt+tGutXYd34FR4EasVEfGGArw8MDIxTWw6wYosA7zV9RUMT0wxHLl4k5rXmdft66rNWT03Y2uvta8nfpmb54mISEHpHhwnFk/M0kEzlcHLIMCrbgasc589z472OgBeVqMVEVmCFODlgTOjUQBW1pRm9fn2+gqAzButnH7Nvq7clNVzM1a9CurXQ7fq8EREJHNvnrY7aG5YOUcGrzKDevKaFvs6cvExzdqKYjasrFInTRFZkhTg5YEzI3aAl+mIhJTVyQAv40YrZw5BRYMdeOXK2mvg5C8hEc/dM0VEpCAcHRjDGFjfVPXOH4ydsUcfFGXwRWl1s30dvbjRCsDONfW8cjJEImFluVoREW8owMsDZ0YmgcVk8OzumxkHeKdfs7N3JrPRDIuy5hqIDp87HioiIpKmowPjtNWVU1bsf+cPMpmBlzJPBg/scQmj0WmOnB3LYqUiIt5RgJcHFpvBqy4rpr6yJLMALz4NZw/nrv4uZc277OvJX+X2uSIisuQdGxijo7Hq4h+Mnc2s/g7sEyz+kjkzeLvWqA5PRJYmBXh5YGB0kpqyIspL/Au/eQ4Zj0oIdkF8Mnf1dym17VDdAqdezO1zRURkSUskLI4NjF98PBOyy+AZY5cozJHBW9NQQUNlCftODGWxWhER7yjAywNnRqJZd9BMWVOf4bDzM8kGK6tyHOAZA+27oUcBnoiIpK9/JMrEVJz1Kyrf+QPLSmbwMgzwwP7CcY5ZeMYYdq6p4xVl8ERkiVGAlwfOjESzrr9LWV1fQW9ogul4Ir0PnD4EvmJovHRRz81K+x4In5zzW1MREZELHRuwa+EuyuDFxmEqklkHzZSaZhiZ/Ygm2HV43cEIg2OTmd9bRMQjCvDywJmRSVZmWX+Xsrq+gumERf9wNM2HvgZNl0JRyaKem5X2PfZVWTwREUnT0WSzk46mCzJ4kUH7WtmY+U1TGTxr9k6Zu9aqDk9Elh4FeB6zLIuB0clFH9Fsq7M7afaEJtL7QKqDphdWbQF/qerwREQkbUcHxqkuK6Kp6oITL5Ggfa1oyPymNc129i86POuPr2ippcTvU4AnIkuKAjyPhSNTxOKJRR/RbE0GeL3hNAK8iRCMnYaVGxf1zKwVlUDrDjj1a2+eLyIiS87RgTHWN1VhLhztE0k2QckmwJuZhTd7yUBZsZ8rWmvYfzKc+b1FRDziaoBnjHmfMeYtY0yXMeahWX6+2hjzvDHmVWPMQWPMzW6uJx+dGV3ciISUVbX253vTyeANvG1fmy5b1DMXpf1K6D8AU2keKRURKSDaHzM3ZwfNRWXwUrPw5q7D29Ye4FDvcPo17iIiHnMtwDPG+IE/Bd4PbAR+xxhzYcroYeDrlmVtB+4EvujWevLVYoecp5QW+VlRXUpvOI1OmgNv2tcmDxqspLRdCfGYHeSJiCwj2h8zNzY5zemR6MX1dwDjyRq8RWXwTs/5lm3tASam4rx9RgPPRWRpcDODdyXQZVnWMcuyYsDfAbde8B4LqEn+uhaY+yu0ArXYIefna60rT++I5sBbUFQOtasX/cystV9pX3VMU0SWH+2PGTo+MA7A+tkCvEgQfEVQVpv5jVOjFcbOzPmWbe0BAPaf0jFNEVka3AzwWoFT5/2+J/na+T4J/K4xpgf4LvAxF9eTl1Ktl5uqF5fBA2gNlKd5RPNNaNoAPg9LMKtWQN06BXgishxpf8xQd9AO8NY2zhHgVTTYc1YzVVIBpTX2HL05rK6voK6imAMK8ERkifC6ycrvAH9lWVYbcDPw18aYi9ZkjPmwMWafMWbfwMBAzhfppuBYjMoSP+Ul/kXfq7WunL5wlERi9nbPMwbe8rb+LqV9j91Jc4721CIiy1ha+yMU9h6ZcnLILj9YXV9x8Q9TAV62qlbYjcfmYIxha3tAGTwRWTLcDPB6gfbzft+WfO189wBfB0gXipkAACAASURBVLAs61dAGXDRIBvLsv7csqxdlmXtamrKYpBpHguOTdJwYcvnLLUFyonFE/MPZI2OwEiPt/V3Ke1XwvhZCHV7vRIRkVxybH9M/rxg98iUE8FxmqpLqSgpuviHiw7wVs6bwQPY2hbg7bOjjE1OZ/8cEZEccTPAewm4xBizzhhTgl0k/p0L3nMSeA+AMeZy7A2sML9+nMPgWIyGKmeGjadGJfTMV4c3eMS+5kMGr223fe192dt1iIjklvbHDJ0IRlgzW/YOkgFeffY3r1oxbw0ewLbVASwLDvXMPi9PRCSfuBbgWZY1DXwUeA44jN0N7HVjzCPGmFuSb/uPwIeMMQeAvwX+tWUtr/N6g2OTNDqUwWsN2JvfvHV4Mx008yDAW3G53exFAZ6ILCPaHzN3IhhhdcN8Ad6syc30VK1KK4MHarQiIkvDLGcdnGNZ1nexi8PPf+0T5/36DeAaN9eQ74LjMbavDjhyr7SGnQ+8Cf5SCKxx5JmL4i+G5q0K8ERk2dH+mL7oVJzTI1HW1M/SYCURtwedL7YGb3IEYhG76cos6itLWNNQoUYrIrIkeN1kZVlLJCyGxmM0VDqTwasqLaK2vHiBDN5b0HgJ+F2N7dPXutOehRef8nolIiKSh04lG6ysmS2DNxEGrMXX4MGCxzS3tqnRiogsDQrwPDQ8MUU8YTlWgwfJUQkLZfDyocFKSttOmI7C2Te8XomIiOShE8FkB83ZArxI0L5WLuaIZirAm/+Y5rb2AKdHopwejmb/LBGRHFCA56FUt0unumhCctj5XBm8WATCJ/Oj/i6ldad97dnn7TpERCQvnUhl8GYdkTBoXxfTZKU6zQyeBp6LyBKhAM9Dg2MxABpdyODNWosfPAJY+ZXBC6yxj9b0vuL1SkREJA+dDI5TXVpEfeUse2Uqg5eDI5pXtNRQ5DMc6FGAJyL5TQGeh4LjdgbPqS6aYAd4Y5PTjEzMMqsnNSKh4RLHnrdoxthZPDVaERGRWZwYsjtoGmMu/uFMgLeII5oVDWB8CwZ4ZcV+Lm+uYf9JBXgikt8U4HkomMzgNcz2rWSWzs3Ci8zywC7AQH2HY89zROsuuzZwctTrlYiISJ45GYzM3mAFzgvwFnFE0+eHyqYFAzyw6/AO9oSJJ5btxAoRWQIU4HkoODaJz0CgwtkjmjDHLLxgFwTaobjMsec5onUnYEHfq16vRERE8kg8YXEqFGH1bCMSAMaDUFwJxeWLe1DVygWbrIBdhzcei3NsYGxxzxMRcZECPA8NjseoryzB75vl2EmW5p2FF+yChk7HnuWY1h32Vcc0RUTkPH3hCabi1vwZvMXU36VUrYTR0wu+bWtbLaBGKyKS3xTgeWhwdNLR+juwj3uWFvnouzDAsywIHs3PAK+iHurWKcATEZF3ODlfB02AiSGoqFv8g9LM4HU0VVFVWsTBnuHFP1NExCUK8DwUHI85OgMPwBhDa6CcvvAFc3rGB2ByJD8DPIC2XdCjAE9ERM7pCdkBXvucAV4Yyp0I8FbA+FlIJOZ9m99n2NRao06aIpLXFOB5KDg2SUOlsxk8SM7CuzCDF+yyrw3rHX+eI1p3wmgfjPR5vRIREckTPaEJfAZW1c5ROz4RcibAq14FiWn7fgvY2h7gcP8Ik9PxxT9XRMQFCvA8FBxzPoMH0FJbfvERzZkAL08zeKmB55qHJyIiSb2hCZpryyn2z/HXlWgYygKLf1DVCvs6lk4dXoCpuMXhfnV+FpH8pADPI9GpOKOT047X4AG0BMo5Ozr5zm8Xg13gL4Hadsef54hVm8FXpDo8ERGZ0ROamOkOfRHLci6Dl+awc7AzeAAHdUxTRPKUAjyPBMftGXiNbmTwAvZRltPD59XhBY/a8+98fsef54jicli5CXr3eb0SERHJE73hCdrq5gjwYmP2scpyJzJ4qQBv4UYrLbVlNFaVqJOmiOQtBXgeCY5NAlDvRg1eYJZRCfk6IuF8rTuh99UFi9xFRKTwTcUT9A9PzIz/uchEMsDKcQbPGMPWtoA6aYpI3lKA55GhZAavvtL5DF5qM5zppJmIw9Cx/G2wktK6A2Kj5+oFRURk2To9HCVhMXcGL9UQxYkAr7TKHpg+unCAB7ClLcDRgTFGo1OLf7aIiMMU4HkkHLE3hbqKYsfvneo2NtNoZfgUxGNLI4MHqsMTERF6QvYe1hqYY0RCNJnBc6LJCtiNVtLI4AFsba/FsuBQr7J4IpJ/FOB5xM0MXmmRn6bqUnqTm2Ped9BMadwAJVUK8EREZKbMICcZPLCPaY4vXIMHdgYP4MApBXgikn8U4HkkFInhM1BT5nwGD+xOmn3DqQDvqH3N9wDP54fmbdCnUQkiIstd6kvK5sA8M/DAmSYrkMzgpRfg1VeWsLq+Qp00RSQvKcDzSCgSI1BRgs9nXLl/W+C8YefBLiitgcomV57lqNYdcPoQTMe8XomIiHioJxRhZU0ppUVzdH92sskK2Bm8NI9oAmxpq+WAOmmKSB5SgOeR0PiUK/V3KS2BMvrCE1iWleyguR6MO8Gko1p32PWCZ17zeiUiIuKh3vA8M/DAzuD5S6B4jhq9TFWtsO85PZnW27e1B+gbjnJ2NLrwm0VEckgBnkeGxmOu1N+ltATKiU4l7Fq/pTAiIUWNVkREBLvJSlvdPMHbRMhusOLUl5dVK+zr+EBab0/V4R1UHZ6I5BkFeB4JRWLUVbgb4AH0B4chfArq83xEQkptO1Q0Qt+rXq9EREQ8Ek9Y88/AA7uLplPHMyGjWXgAm1pr8BlUhycieUcBnkfcDvBSx1pCfV2ABfXrXHuWo4xJDjxXBk9EZLk6OxplKm7N3UET7AyeUw1W4FwGbyy9DF5FSREbVlazXwPPRSTPKMDzgGVZdg2ei0c0UwHexJnkiIS6JRLggV2HN/AWTI56vRIREfFA78wMvPkCPG8zeABb2wIc7Anb9e4iInlCAZ4HxmNxYvEE9ZXuNVkJVBRTXuwnETxuv7BUMniQrMOzoG+/1ysREREPpIacz1+D53CAl+o0neaoBIAt7bWEI1OcHIo4tw4RkUVSgOeBUHLIecDFI5rGGFoCZZSMdENx5dIYkZDSssO+ah6eiMiylBrzs2AXzTIHj2gWldr3yzCDB3BAxzRFJI8owPNAKGIHePUuBnhgN1qpivTY2bulMCIhpbIBAmtUhyciskz1hCI0VpVQXjLHDLz4FMRGnc3gQcaz8C5dVU1pkU/z8EQkryjA88BQMoPnZg0e2N98Nk31Qt1aV5/jitad0KtOmiIiy1FPaIEZeNFkxszxAG9FRkc0i/0+rmipUSdNEckrCvA8EI5MAbg66BygtbaUFuss04G1rj7HFa07YPhkRhutiIgUht7QAiMSJpIBlZNdNMHO4I1ntu9saQtwqHeY6XjC2bWIiGRJAZ4HUhk8NwedA6wvG6HUTBEua3f1Oa6YGXiuOjwRkeXEsiz6hhfI4E2E7KsrRzQzC/C2tQeITiU4cnbM2bWIiGRJAZ4HQpEYPgM1Ze5m8NYYe5M67W929TmuaN4KxqdGKyIiy0w4MkV0KsGq2jQCPCebrABUNUFsDCbTD9a2tNUCqA5PRPKGAjwPDI3HCFSU4PO52/hkVbwfgBPWClef44qSSmi6XI1WRESWmb5hu4NmS23Z3G+Kpo5oupDBg4yOaa5tqKSmrEidNEUkbyjA80A4MuV6/R1AINrDlOWna7LW9We5onW7fURTA2RFRJaN/nAUgGZPjmgmvxDN4Jimz2fY0hZQBk9E8oYCPA8Mjcdcr78D8A93c9o00Ts85fqzXNG6EyaGINTt9UpERCRH+kfsAG/eDF6qyUqZw19gpjJ4GdbhbW2v5a0zo0Sn4s6uR0QkCwrwPBCKxFwdcj5j6DgDJa0zA2OXHA08FxFZdvrDExT5DA1VpXO/aSIEpTXgL3L24TMBXvqz8MDupBlPWLzep2OaIuI9BXgeCEVirg85tx90nNHyNvqSx12WnJVXgL9UnTRFRJaR/uEoK2vK8M9Xpz4Rcr7BCkBFg93gK4tOmgAHTinAExHvKcDLMcuyCI1PuT7knMgQRIeZqllDb3gCaynWsfmLoXmLAjwRkWWkLzxBS2Ce45lgN1lxegYegM8PFY0ZZ/BW1pSxsqaUAxp4LiJ5QAFejo3H4sTiCeorXW6yEjoOgK+hg9h0gmBy9t6S07oT+vdDfNrrlYiISA6cHonSPN+IBLAzeE43WEnJYhYewNa2AAfVSVNE8oACvBwLJQMt12vwhuwAr2xlJ2B/I7okte6EqQgMvuX1SkRExGWWZdE/HKV5vgYrYDdZcSODB3YnzQwzeABb2wMcHxxnOLJEG5uJSMFwNcAzxrzPGPOWMabLGPPQHO/5bWPMG8aY140xX3VzPfkgFLEDPNdr8JIBXqD1EgB6Q0s0wEs1WtE8PBEpINofZxccjxGbTqQR4LmcwRsfyPhjW9vsgPNgr45pioi3XAvwjDF+4E+B9wMbgd8xxmy84D2XAP8XcI1lWVcA/96t9eSLoWQGz/UavNBxqG6mpbEeYOl20qzvsNtgqw5PRAqE9se5pTUDz7Lca7IC5zJ4Gdaub26zRzZoHp6IeM3NDN6VQJdlWccsy4oBfwfcesF7PgT8qWVZIQDLsjI/9L7EpDJ4rg86HzoOdeuoLS+mosS/dDtp+nzQsl0ZPBEpJNof59A3bH8Z2TJfDd5UBBJTLmbwVkA8ZjdyyUBteTEdjZUcUB2eiHjMzQCvFTh13u97kq+dbwOwwRjzC2PMC8aY97m4nrwQGrfP5rs+6Dx0HOrXYYyhNVC+dGvwwK7DO/M6TC3hfwcRkXO0P87h9LD9ZeSqeYech+yrm0c0IbtGK+0BZfBExHNeN1kpAi4BbgB+B3jCGHPRmQtjzIeNMfuMMfsGBjI/F59PQpEYPgM1ZS5m8KYmYLQf6tYB0BIoX7pHNMGuw7PicPqQ1ysREcmVtPZHKKw9sm94ghK/j4b5vgSdCfBcPKIJWTVa2dJWy9nRyZlAVUTEC24GeL1A+3m/b0u+dr4e4DuWZU1ZlnUceBt7Q3sHy7L+3LKsXZZl7WpqanJtwbkwNB4jUFGCb74BrosV6rav9ecCvCWfwQMd0xSRQuHY/giFtUf2h6Osqi2bf4+cSGbI8jSDB7BfWTwR8ZCbAd5LwCXGmHXGmBLgTuA7F7znW9jfTmKMacQ+knLMxTV5LhSJ5ab+DmYyeK2BMoLjMaJTcXef65aaZqhuVqMVESkU2h/n0D88kV4HTXC3yQpkFeBtbK6hyGc4qIHnIuIh1wI8y7KmgY8CzwGHga9blvW6MeYRY8wtybc9BwSNMW8AzwMPWJYVdGtN+SA0PpWb+juYyeC11tnF6ks+i6cMnogUAO2Pc0trBl7U5QxeWQD8JVkd0Swr9nNZczUHFOCJiIeK3Ly5ZVnfBb57wWufOO/XFvAfkv8sC6FIjPb6CncfMnQcSmtnNr9UN7K+cJSOpip3n+2W1h3w5v9yd/aRiEiOaH+8WCJhcWYkOv+IBHC/yYoxULkiqwwewJa2AM8e6CORsNwtxxARmYPXTVaWnaHxmPtDzkPHoX6tvUlh1+AB9IYj7j7XTamB532versOERFxxeDYJFNxi5Z0jmj6iqCk0r3FpGbhZWFbW4DR6DTHg+MOL0pEJD0K8HLIsizCkSn3h5wPHbMHhCetqi3DGOhdqrPwwJ6FB6rDExEpUH3JzpPN883AA7vJSnndzJeYrqhamX0Gr90eeK46PBHxigK8HBqPxYnFE9RXuthkJT4N4ZMzDVYAiv0+VlaXLe0avPIANHQqwBMRKVD9yT1q3hl4kJuj+lUrYDy7AO+SFdVUlPg5cEoDz0XEGwrwcig0HgMg4OYRzZEeSEzPNFhJaa1b4qMSwG600qcAT0SkEPUnM3gtC9XgRcPuddBMqVoJ4wOQyLz7tN9n2NRSq0YrIuIZBXg5FIrYAZ6rNXgXjEhIWfLDzsGuwxvth5E+r1ciIiIO6x+eoLTIt/AooVxl8KwERLJrXLq1vZbX+0aITSccXpiIyMIU4OXQUDKDV+fmEc0LRiSktATK6A9HSSQs957ttpmB58riiYgUmr7hKC2BcsxCtXUTIfvYvptmZuFl12hlS1uA2HSCt8+MOrgoEZH0KMDLoXBkCnD5iGao257fU93yjpdbA+XE4gkGxyfde7bbVm22O6dpHp6ISMHpD0+wqmaB+juAieEcZPBW2tdsO2m22wHo/lM6pikiuacAL4dSGTzXj2gG1oDvnf/Rnj8Lb8kqLoOVVyjAExEpQP3DUZoDCwR4iThM5iLAS2Xwsmu00lZXTl1FsTppiognFODlUDgSwxioKXfziGb3RcczwW6yAiz9RistO6BvPyRU1yAiUiim4wnOjk7OfBk5p2iyM6XbTVYqFxfgGWPY2h7gYI86aYpI7inAy6FQZIra8mL8Ppdm91iWHeDVrb3oRzPDzkNLPMBr3Wl/ezt01OuViIiIQwbGJoknrIUzeBMh++p2Bq+0Ckqqsg7wwK7De/vMKJHYtIMLExFZmAK8HApFYtS5eTxzIgSTI7MGeDVlRVSVFi39TppqtCIiUnBS5QMLZvBmAjyXM3gAlU1Z1+ABbGuvJWHBa70jDi5KRGRhCvByyA7wctBBs+7iI5rGGFoCS3zYOUDTpVBcqTo8EZEC0j+c7pDzZE2b2xk8sButLCLA29JmB6EH1GhFRHJMAV4Ohcan3M3gzczAWzvrj1sC5fQNL/EAz+eHlm0aeC4iUkBOD2eawctFgLdiUUc0G6tKaQ2Ua+C5iOScArwcCkdi7o9IgDkDvNZA+dLuopnSsh36D8J0zOuViIiIA/rCUSpK/NSUF83/xmgyWHK7yQosOoMH9sBzBXgikmsK8HIoFJly/4hm1UooqZj1xy2BcobGY0u/4Lt1J8Qn4ewbXq9EREQc0D88QXNtWXpDziE3NXhVK+2Acjr7+bFb2wKcGpqYGZMkIpILc35VZoz5zQtesoBBYL9lWaOurqoARafiTEzFqat0M4N3Ytb6u5TWwLlZeJ0rqtxbh9tad9jX3pft45oiIjmmPdJZfcNRmhc6ngl2gFdSBX4XvyxNqWqyr+MDUNuW1S1m6vB6wtx46QqnViYiMq/5zkL8xiyv1QNbjDH3WJb1Y5fWVJBCEfvbO1dr8ELdsOaaOX/cEjg3C29JB3iBNVDRkKzDu8fr1YjI8qQ90kH94Qk2bGha+I0T4dzU34GdwQP7mGaWAd7mtlqMgYOnhhXgiUjOzBngWZb1f8z2ujFmDfB1YI9biypEofEpAPeOaE5PwnDPnPV3UEDDzo2xB55rVIKIeER7pHOm4gkGxiZpXqiDJtgZvFwczwS7yQosqtFKVWkRnU1VqsMTkZzKuAbPsqwTQA7ORhSWcDKD51qTlfApwIL6uY9orqwuxWdY+rPwwK7DG3gTJse8XomIyAztkZk7OzqJZUFzIM0jmrlosALvzOAtwtb2AAd7wliW5cCiREQWlnGAZ4y5DMi+4niZGkod0ax0ad8PzT8iAaDI72NVTVmBBHg7wEpA/wGvVyIiMkN7ZOZOpzsDD+ymJ7k6olmZPDI6NrCo22xtq2VwLFYYe6+ILAnzNVl5Frto/Hz1QDPwu24uqhCFIvYRzXq3MngzIxLmzuBBchZeIWwyLec1Wlk7d92hiIgbtEc6JzW+Z8EZeJA8opmjAK+o1H6WAxk8gIM9w7TVzd7lWkTESfM1WXnsgt9bwBD2Bva7wK/cWlQhCo+7fERz6DgUV5yrGZhDS6Cc/acKoBagqsluttLzktcrEZHlSXukQ1JDzhfM4FlWsslKjo5oAlSuWHSAd9mqGkr8Pg6cCnPz5maHFiYiMrf5mqz8NPVrY8x24H8HPggcB77p/tIKSygyRWWJn5Iil0YPhrrt45kLzBBqrSvnn17rJ5Gw8PkWmDeU79r3wPGf2pv+QrOTREQcpD3SOf3DySHnZQsMOZ+asGeg5iqDB/aXpotosgJQUuTj8pYaNVoRkZyZM9owxmwwxvxXY8ybwOeBk4CxLOtGy7K+kLMVFohwJOZe9g7sGrx56u9SWgLlTMUtBsYKoESk/Ur7m9XwCa9XIiLLjPZI55wemWBVJkPOc9VkBexGK4vM4AFsa6vlUM8w0/GEA4sSEZnffOmkN4GbgH9pWda1lmV9HojnZlmFZygSo96tIeeWlczgzV9/B9AasI/AFESx9+qr7OupF71dh4gsR9ojHdI/HE2v/i6azIDlNIO3ctEZPIAda+oYj8V58/SoA4sSEZnffAHebwL9wPPGmCeMMe8BdA4uS6HIFAG3ZuCND8BUJO0MHhTALDyAFRuhpBpO/drrlYjI8qM90iH94Wh6HTRTGbxcH9GcGl/0SJ5da+sB2Nc95MSqRETmNWeAZ1nWtyzLuhO4DHge+PfACmPMnxlj9uZqgYUiHIlR52aDFVh+AZ7PD2274KQCPBHJLe2RzpiOJzg7Gk1/yDnktslKahbe+OKyeK2Bclpqy3jpRMiBRYmIzG/Bjh+WZY1blvVVy7J+A2gDXgUedH1lBSY0HqPOrQxeakTCPEPOU2rKiqkuK6I3VAABHtiNVs6+DtERr1ciIsuQ9sjFGRibJGGlOQNvwosjmqlZeIs/prlrbT37uoc08FxEXJdRS0fLskKWZf25ZVnvcWtBhWg6nmAkOk2dWzV4oeOAgcDqtN7eGiinNzl3aMlbvcceeN67z+uViMgypz0yc/3JEQmZZfByXIMHjjRa2b22jjMjk/QUyhesIpK3XOrZL+cLT9hDzl07ohnqhppWeyhrGgpm2DlA6y4wPjVaERFZgvrDqQAvzSYrxg8lVS6v6jwzAd7iM3g71yTr8E6oDk9E3KUALwfCkdSQc5eOaA6lNyIhpSVQRt9wgQR4ZTWw4go4+YLXKxERkQz1J/eitDN45XW5nXta0WB/iehABu/SVdVUlxbxUrfq8ETEXQrwciAUyUEGr35t2m9vDVQQjkwxPjntznpyrf1K6NkHCXUoFxFZSk4PRykr9lFbnsYXoBOh3DZYAbuZV2WTIxk8v8+wY00dLyvAExGXKcDLgaFxO4Pnyhy8WATGTmecwYMC6aQJ9jy82CicfcPrlYiISAb6R6I015YvPOQc7CYruay/S6lc4UiAB3Yd3ltnRhlOfvErIuIGBXg54OoRzfAJ+5rGkPOU1uSohIIYdg52Bg80D09EZIk5PZzmiAQ4d0Qz16pWOHJEE87V4b18UnV4IuIeBXg54OoRzdSIhAwCvJZCC/ACa6BqlebhiYgsMf3hifRGJIAd4JXl+Igm2I1WHArwtrUHKPIZ1eGJiKsU4OVAKBKjxO+josTv/M0zGHKesrKmjGK/4dRQgQR4xthZPGXwRESWjHjC4szoZPoZvKhHRzSrV9kBXiKx6FuVl/jZ1FqrOjwRcZUCvBwIjceoqyxOr8Yg45t3Q2kNVNSn/RG/z9BeV8HJoXHn1+OV1VfZx1VH+r1eiYiIpGFwbJJ4wmJVOiMSEnGIDue+yQpATQskpmF8wJHb7VpTx/6eMJPTagwmIu5QgJcDociUix00j0PdmozbRq9uqOBEMOLOmryw+ir7evKX3q5DRETSMjPkvCaNDF502L56ksFrtq+jfY7cbtfaemLTCV7rHXbkfiIiF1KAlwPhSMy9GXih7ozq71JW11dwMhjBsizn1+SFVVuhpBq6f+H1SkREJA39yTrw5kCaM/DAmwCvpsW+OnRCZPda+9/h18fVaEVE3KEALwdcy+AlEhA6kVH9Xcrq+gpGJ6dnGsAsef4iWL0HTijAExFZCmYyeOkc0ZwI21cvmqzMBHi9jtyuoaqUDSur+NXRoCP3ExG5kAK8HLAzeC4EeKP9EJ/MKsBb01AJwIlgAdXhrbkGBt6E8UGvVyIiIgs4PRKlpMhHXTonXKIeZvAqm8D47T3XIVd3NLCvO8RUfPGNW0RELuRqgGeMeZ8x5i1jTJcx5qF53vdbxhjLGLPLzfV4wbIsQpEp6itdOKIZSnbQrM/8iOaahgoATg4VUB3e2mvt6wnV4YlIftP+aGfwmmvL0h9yDt4EeD6/XYfnYBOvqzoamJiKc7BHdXgi4jzXAjxjjB/4U+D9wEbgd4wxG2d5XzXwcaAge9yPRKeJJyx3jmgOHbOv9R0Zf3R1vR3gFVSjleZtUFSuY5oikte0P9pOD0+wKp0GK3BeDZ4HRzQBapodO6IJsKejAYAXjumYpog4z80M3pVAl2VZxyzLigF/B9w6y/v+G/ApIOriWjwTjsQA3DmiOXQMfMVQ257xR8uK/aysKS2sAK+oxJ6Hp0YrIpLftD8CfeEoLYE06u/A2xo8sDN4Dh7RrK8s4bJV1QrwRMQVbgZ4rcCp837fk3xthjFmB9BuWdY/urgOT6WamKRVY5Cp4FG7/s6X3QD1NfWVhTULD+xjmmdeO/dtr4hI/ln2+2MiYXFmJMqqdIecT4SguNL+Is8LNS0w4syYhJSrknV4sWnV4YmIszxrsmKM8QGPA/8xjfd+2Bizzxizb2DAmUGjuRIatzN4dZVuZPCOZ3U8M2V1Q0Vh1eCB3WgFC06+4PVKRESyksn+mHz/ktsjB8cnmU5YNKcb4EXD3tTfpdS0QGwMoiOO3fKqjvpkHV7YsXuKiIC7AV4vcP7ZwbbkaynVwCbgJ8aYbuAq4DuzFZJblvXnlmXtsixrV1NTk4tLdl4oeUTT8Ro8y7KPaDasz/oWa+orODMySXQq7uDCPNa6E/yl0P1zr1ciIjIXx/ZHWJp75OnkiISMavC8DPCqk6MSHDymuWed6vBExB1uBngvAZcYY9YZY0qAO4HvpH5oWdawZVmNlmWttSxrLfACcItlWftcXFPOuXZEc+wMTI0vOoMHBdZJs7gM2nap0YqI5LNlvz/2he0AL/0avJB3DVbAbrIC8nzg8AAAIABJREFUjjZaqUvW4f1KAZ6IOMy1AM+yrGngo8BzwGHg65ZlvW6MecQYc4tbz803ofEYPgM1ZQ4HeMGj9nURAd65WXgFFOCBfUyz/4CjR2lERJyi/dHuoAlkUIMX9jjASw07dy6DB3Yd3ssnQkxOF9BJGhHxnKs1eJZlfdeyrA2WZa23LOu/J1/7hGVZ35nlvTcU0reTKcHxGPWVJfh8acz5ycQiRiSkrJkZlVBojVauASsBpwqys7iIFIDlvj/2j0Qp8fuoT7d8YWLI4yOayQzeqLONVq5e30B0KsGBU5qHJyLO8azJynIxND5JvSsNVo6CryirEQkpgYpiqsuKCuuIJkDbleAvgeM/9XolIiIyi9PDUVbWlqb35adlQWQIyuvdX9hcisvtANPhTpp71tVjDPyia9DR+4rI8qYAz2VDyQye8zc+Zo9I8BdlfQtjDGsaKgrviGZJBbTvgWM/8XolIiIyi/7hKM01adbfTY5CYgoqGtxd1EJqWh0/ohmoKGFLay0/V4AnIg5SgOey4HiMhspS5288dGxRxzNT1jZUcnywwI5oAnTcAKcPwbg2TRGRfNM/PEFzIN36uyH7WuFhBg+Sw86dzeABXHdJE/tPhRmemHL83iKyPCnAc5krGTzLguAxqM9+REJKR2MlPaFI4RV4d9xoX5XFExHJK4mExZnhyfQbrESSXSY9z+A1O35EE+C6SxqJJyx+dVTdNEXEGQrwXDQdTxCOTDkf4I2dXfSIhJSOpioSFpwstGOaLdugtFYBnohIngmOx4jFEzSnOwMvErKvXtbggX1Ec3wApicdve321XVUlvj5edfSGFIvIvlPAZ6LUjPwGqocDvCGFj8iIaWjyR6VcHSgwI5p+vyw7jo7wLMsr1cjIiJJ/ckRCWnPwMuXDF5tm311cBYeQEmRj6vXN/DPR1RSICLOUIDnoqHxGAB16baBTvvGyREJDYsP8NY12gHescGxRd8r76y/EYZPnfvzEhERz/WFMwzw8qUGLxXgDfc4futrOxs5EYwU3mkaEfGEAjwXpQK8BqePaAZTIxJWL/pW1WXFNFWXcqzQMnigOjwRkTzUG44C0JpJBs/4oKzWxVWlITWWKHzK8Vtft6EJgH/WMU0RcYACPBelArx6x49oHoPAmkWNSDhfR2OBdtKs77A3ZAV4IiJ5ozc0QXmxn0BFcXofiAxBWcA+eu+lmQye8wFeR2MlrYFy/vltHdMUkcVTgOeioXG7ENvxJitDRx2pv0vpaKri2EABHtE0BjreDcd/BokC6xIqIrJE9YUnaAmUYUwaQ87BzuB5XX8HUFQKVatcCfCMMVx3SSO/ODrIdDzh+P1FZHlRgOeioBs1eJYFQ8cdDfDWN1USikwRSq63oHTcCNEw9O/3eiUiIgL0DU/QWleR/gcmhvIjwAM7i+fCEU2w5+GNRqc50DPsyv1FZPlQgOeiofEYteXFFPsd/GMeOwuxMYczeAXcaGXdu+1r14+9XYeIiAB2Bq813SHnYB/R9LrBSkqg3ZUMHsA1nQ34DPzkrbOu3F9Elg8FeC4KjsdcaLByxL42djp2y3WNVQCF2WilqglatkPXD7xeiYjIshedijM4FqOlNs0GK5BfAV5tu91FM+H8McpARQm71tTzo8MK8ERkcRTguWhoLOZ8/d1gKsDb4Ngt2+vKKfYbjhVioxWAS/ZCz0v2XxJERMQz/cN2B820RyRYll2D5/WQ85TAaojH7IHnLrjp8hW80T8yMytQRCQbCvBcNDTuQoAX7IKicqhpc+yWRX4fq+srCrPRCtgBnpWAozqmKSLipYxn4E1FID6ZXzV44NoxzfdctgKA59/UuAQRyZ4CPBcFx2M0OD0iYfBtaFgPPmf/o7M7aRZoBq9lu/2XgyPf93olIiLLWm8ywMtoBh7k1xFNgPBJV27fuaKK9vpyfvzmGVfuLyLLgwI8lyQSFqGIS0c0Gy9x9p7A+qYquoPjTBVie2afHzrfC10/1LgEEREP9YUnMAZW1pam94HU0fp8yeAFkgHecI8rtzfG8J7LVvLzrkGiU9qvRCQ7CvBcMhqdJp6wqK9McxNLx/QkhE9Ag/MB3oaVVUzFLU4ECzSLd8le+5vgvle9XomIyLLVF56gqaqU0qI0h5anMnj/f3t3HidXWed7/PNU9b6kO70m6ewhIftGWEV22UQWRUWUwXHhOg7jRcdxYLzXy+g44+g4jnOdgUFBUK6IMIKAhEV2CVsg+7510t1J7/veXfXcP87ppBOT0FVdp04t3/frVa9TfarOOb9zUjlP/erZEqUPXk4RZE/wrIkmwEXzK+gfCvPGnhbPjiEiqU0Jnkda3EnOYzqKZutepy+ZBzV48yoLAdhRn6L98OZcBCYAO5/1OxIRkbR1sL1/7P3vAPranGWi1OCB00zTo7nwAM6cXUJeVpAX1ExTRKKkBM8jre6k4TFtonl4BM3YJ3inVBQQMLCzoSvm+04IeSUw9XT1wxMR8ZEzB14kUyQkWB888HQuPIDsjCDnnlLGi9sasdZ6dhwRSV1K8DzS4kWCNzIHXmns5sAbkZMZZEZpfuomeOA00zy0Hrr0q6iISLxZa6lr76NqYoRz4GEgp9izuCJWPN0ZZMXD5OviBRUc7Ohny8FOz44hIqlLCZ5HPKvBK5wM2YWx2+cocysKUjvBm3eZs9z5jL9xiIikodaeQQaGw0wpyhn7Rr0tTr+3YIZ3gUVq4kwY6PR0btVLFlQSMPDM5nrPjiEiqUsJnkdaut0+eLGcJsGjETRHzKsspLqll4HhFB25q3Kx88vr9qf8jkREJO0cbI9wknNwErxE6n8HMHGWs2zb59khSguyOXNWKas3H/LsGCKSupTgeaSpa4AJORljHyns/VjrNNH0YATNEfMmFRIK29SdD88YmP8R2Psy9KvZi4hIPNW19wIRJng9TZBf7lFEUSpxE7xW7xI8gCuWTGJPUw+7UrlljYh4QgmeR5q7BykvjOEUCT3N0N/hcQ1eAZDCA60ALLgKQoOw+3m/IxERSSt1bg1eRIOs9DRDQYIleBNnOksPa/AALls0CYDVaqYpIhFSgueRpq4BygpimOA173SWHiZ4s8sKyAiY1E7wpp0JeWWwTc00RUTiqa6tj9zMIMV5mWPfqKcx8WrwMnOhcIrnNXiVE3I4bcZEJXgiEjEleB5p6h6IbQ3e4RE0vUvwsjICzCzLZ2dDis6FBxAIwvwrYdfzzsTxIiISFzVtvUwrycUYM7YNQsPOQCaJluCB00zT4xo8gCsWT2LboU72t6Ro1wkR8YQSPI80d8U4wWvcDpl5zgSrHppXmeIjaYLTD2+wC/a+4nckIiJpo6a1l2kT88a+QV8rYBMzwZs4y/MaPFAzTRGJjhI8D/QNhugaGI5tE82mbVB+KgS8/SdbMGkC+1t66eof8vQ4vpp9PmQVwvYn/Y5ERCQtWGupbetjWkkECV5Pk7PML/MmqPEomQnd9TDY6+lhppXksaSqiNWbNJqmiIydEjwPNLtTJMS8Bq98Qez2dwKLq4oA2HYohWvxMrJh3qWw/WmnCZCIiHiqvXeI7oFhpkYyyfnhBK/Cm6DG4/BUCdWeH+qqpZPZUNvBvmY10xSRsVGC54GmkQQvVjV4va3OL4UV82Ozv5NYNGUCAFsOdnh+LF8tvBZ6m6H6Vb8jERFJeTVtTk1XZDV4zc4yEZtolng/F96Iq5dPwRj43fo6z48lIqlBCZ4HmrpiXIPXtN1ZViyMzf5OomJCDmUF2Ww5mOLzxM29FLInwKb/9jsSEZGUV9vWBxBZH7zuRmeZiE00J8ZnLjyAyUW5nDmrhN+tP4i11vPjiUjyU4LngZgneI3bnGW59zV44NTipXyCl5kD86+CbU9qNE0REY/VtI7U4EXYRDOQATnFHkU1DnklkFMUlxo8gGuXV7GvuYeNtSneukZEYkIJngdG+uCV5GfFZodN251BQYqmxmZ/72PRlAnsauhiYDgUl+P5ZsnHYKDDmTJBREQ8U9PWS3FeJoU5kcyB1+TMW+rx4GJRK5kDLbvjcqgrlkwmKxjgcTXTFJExSNC7ZnJr6hqgJD+LzGCMLm+jO4LmWOcOGqdFU4oYDlt2pfJ8eACzLnC+PGx+1O9IRERSWk1rX2TNM8Hpg1eQgP3vRpTNg+ZdcTlUUW4mF82v4MkNhxgOheNyTBFJXkrwPNDUNUBZQYxq78BJ8Cq8H0FzRNoMtBLMgEXXwo5nYCDFk1kRER+NTHIekZ6mxBxgZUTZXOisg4H4jDp97YopNHcP8PqelrgcT0SSlxI8DzR3x3CS855mZ7THOCZ400vyKMjOSP1+eACLPwbDfbDjab8jERFJSeGwOwdexDV4iZ7gzXOWcWqmeeH8CopyM3lkbU1cjiciyUsJngeaugdiN8l5nAdYAQgEDAsnT2BzXYrX4AFMOwsmTIWND/sdiYhISmrqHmBwOMzUSKZIgORJ8OLUTDM7I8h1K6p4bksDrT2DcTmmiCQnJXgxZq2lqWsgdnPgjSR4cazBA1gytYgtBzsZSvW2/oEALP8U7HkROtR5XUQk1g6PoBnJJOcD3TDUm5hTJIwomQ0mCE074nbIT54+jcFQmMfWqbwSkRNTghdj3QPD9A+FKYvZFAlbnaGYCyfHZn9jtHxaMQPDYXbUx6dvga+W3wg2DBse8jsSEZGUE9Uk590NzjLOZV9EMrKcCc+bd8btkAsmT2DZtGIefueA5sQTkRPyNMEzxlxujNlhjNltjLn9OK9/zRiz1Riz0RjzgjFmhpfxxENDZz8Ak4tyYrPD+k0waWncRtAcsWK6M+/QugNtcT2uL0pmw8wPwroHIZziNZYikhDSqXysaXUmOa8qjqAGr+uQsyyc5EFEMRTHkTRH3HD6NHY2dLOupj2uxxWR5OFZgmeMCQL/AVwBLAQ+ZYxZeMzb1gGrrLVLgUeB73sVT7wc6nASvMoJMUjwwiFo2AKTlox/XxGqKs6lrCCbdQfSpABZ8RlnwtoDa/yORERSXLqVj9UtPUwuyiEnMzj2jbrqnWUi1+CBM5Jm6x4IDcftkB9ZNoW8rCAPv63BVkTk+LyswTsD2G2t3WutHQR+DVwz+g3W2pestb3un28C8ZnJ20P1boI3KRYJXsseZ4RHHxI8YwwrphezPl1+IVxwtTOZ/LoH/Y5ERFJfWpWP1c09zCzNj2yjkQSvoDL2AcVS2TwIDUL7/rgdsiA7g6uWTubJjQfp7B+K23FFJHl4meBVAaN/Xqp1153I54HVHsYTFyNNNCfFoolm/UZn6UOCB04/vL3NPbT3psFoXVl5sORjsOVx6E+D0UNFxE9pVT5Wt/QysyzSBO8QZOQ6fdAT2chImnEcaAXgprNm0jsY4pG1tXE9rogkh4QYZMUY8xlgFfCDE7x+izFmrTFmbVNTU3yDi9Chjn6K8zIja4pyIvUbIZgFZaeOf19RGOmHlza1eCv/zKkx3fBrvyMREQHev3x035OwZWRH3xCtPYPMLI1wioSueqf/XZz7n0dsZITrhi1xPeySqUWsmjGRB9ZUEwprsBUROZqXCV4dMG3U31PddUcxxlwCfBO42lo7cLwdWWvvsdaustauKi9P4DlxcGrwYtI8E5wBVsrnOyN1+WDp1GIChvTph1d1mvN4+x4NtiIiXopZ+QiJXUZWN/cARFGDV5/4A6wAZBfCxJnQsDnuh/7sB2ZyoLWXl3c0xv3YIpLYvEzw3gHmGmNmGWOygBuAJ0a/wRizAvgvnMIrJe5Q9Z39sWmeaS0c2uiMoOmTguwMTp00gbX7W32LIe7OuAVadsO+l/2ORERSV9qUj9UtToI3K9IErztJEjyAysW+JHiXLZrEpAk53L+mOu7HFpHE5lmCZ60dBm4FngW2Ab+x1m4xxnzbGHO1+7YfAAXAI8aY9caYJ06wu6RR3xGjGryueuht9q3/3YgzZ5Xw7v42BofTpEZr0XWQVwZv/9TvSEQkRaVT+bivuQdjYHokc+CBW4OX4CNojqhc7AyKNtj7/u+NocxggJvOnsFru5rZ1ZAGc9aKyJh52gfPWvu0tXaetXaOtfa77rpvWWufcJ9fYq2ttNYudx9Xn3yPiW1wOExz92Bspkio3+QsJ/tXgwdw1uwS+ofCbKpLk2aaGdlw2mdhx2poi9+oaCKSXtKlfKxu7mFKUW5k/dIHumCwO3lq8CYtBiw0bov7oT91xnSyMwL87LV9cT+2iCSuhBhkJVU0dsVwkvP6Dc6yctH49zUOZ8wqBeDNvWnUTHPVn4MJwDuqxRMRGQ9nBM0oau8ACpIkwRspp31oplmSn8UNp0/jt+tqOdjeF/fji0hiUoIXQyNTJFTGIsE7uB5KZvs+RHRJfhbzKgt4a18aJXhFU2HhNfDuA5oyQURkHKpbopkD75CzTJYavOKZkFXgS4IH8MXzZmMt/PS1vb4cX0QSjxK8GDoUq0nOrYXatVC1KgZRjd9Zs0tZW93KUChN+uEBnHsbDHTCO/f6HYmISFJq7x2kvXco8gFWOkcSvCTpgxcIOLV49f4keFMn5nHtiioeevsALd0nHGxVRNKIErwYqo9Vgtd50BlBbGpiJHhnziqldzDE5ro0qs2avAzmXARv3gVDavYiIhKpfSNTJERag9fhzgFfNDXGEXmocpFTg+fTFDtfOn8OA8Nhfv56tS/HF5HEogQvhg6295OXFaQ4L3N8O6pb6yyrTht/UDFw5uwSANbsafE5kjg796vQ0wjrf+V3JCIiSWdPkztFQnmkCV4t5JVCVoR99/w0ZaXT6qN1jy+HP6WigMsXTeKBNdW09Qz6EoOIJA4leDFU09bL1Im5GGPGt6O6dyGQ6fsUCSPKCrJZNGUCr+xs8juU+Jr5QSfJfv3HEBr2OxoRkaSyq7GLrGCAGZFOkdBRA0XT3v99iWTkB9natb6FcNsl8+geHObuV/xJMkUkcSjBi6Hatj6mTozBL4617zrJXUb2+PcVI+fPK+fd/W109g/5HUr8GAPnfg3a98PGX/sdjYhIUtnd0M3s8nwyghF+1eioTa7mmQDlpzoDrdS961sIp04q5NrlVdy/pvpwlxERSU9K8GKo1q3BG5dwCA6uS5j+dyMuOLWCUNiyZnez36HE1/wPw+Tl8PI/w7A6r4uIjNWuxm5OqSiIbCNrnQSveLo3QXklEIQpK3xN8AC+esk8QmHL/31xl69xiIi/lODFSEffEF39w+NP8Jq2w1BPwvS/G7FiejGF2Rm8vCPNmmkaAxf/b+g44EybICIi76tvMERNWy9zKwoj3LDNmeQ82WrwAKpWQv0mGPKv9mx6aR43njmdh9+podod5EZE0o8SvBipbesFYNp4m2jWvO0sE2SKhBGZwQDnzi3jlZ1NWGv9Die+5lwMMz4Ar/4ABlVgioi8nz1N3VgLcysjrMHrqHWWSZngrYLwkG/z4Y249aJTyMoI8N2nt/kah4j4RwlejNS0OkPpj7sP3v41kF8BpXNiEFVsnT+vnEMd/exo6PI7lPgyBi76386Imm/d7Xc0IiIJb3djNwBzI22ieTjBS7JBVmDUQCvv+BpGRWEOf3XRXJ7f2pB+g6OJCKAEL2ZGavDG3URz/xqYcY6TVCSYixZUYAw8s7ne71Dib8bZMO9yeO1H0NXgdzQiIgltV2MXGQHDjKjnwEvCBK+oCoqmw/7X/Y6Ez507k5mlefz9k1sYHPZnbj4R8Y8SvBipbesjf7xz4LUfgM5apzlgAqoozOH0mSWs3pSGCR7AZf8Iw/3wwrf9jkREJKHtauhmZlk+WRkRfs1o2w8ZuZBf5k1gXpt5rvNDrU8Tno/IzgjyrY8sZG9TDw+sqfY1FhGJPyV4MTIyRcK45sDbv8ZZzjgnNkF54MrFk9jR0HW4+U1aKZ0DZ/0FrH/Q95HSREQS2c6GrsibZwK07oWS2QnZimVMZn4AelucAdN8dtH8Si6aX8GP/rCTmtZev8MRkThSghcj1S09zCgdb/+71yGnCCoWxiYoD1y+eDIAz2w+5HMkPjnvb5w+kk9/w/dfaEVEElFX/xDVLb0smjIh8o1b90Lp7NgHFS8zz3WW1X/0Nw7Xd65djAH+7rFN6TdAmkgaU4IXA6GwZX9LD7PKI+xrcKz9a2D6ORBI3H+WSUU5rJxezO/TtZlmzgS49DtQtxbW3ut3NCIiCWd7vTMQ18JIE7xwCNr2OTV4yap4htN/cH9iJHhVxbncfsV8XtvVzCPv1vodjojESeJmEkmkrq2PoZBldtk4Erz2GmjZDbM+GLvAPPLhpVPYdqiTnek2muaIpZ90pk74w51Ov0kRETlsS10HAIumFEW2YWcdhAaTO8EzxqnFq/5jwrTy+PSZMzhjVgnfeWor9R3+zdEnIvGjBC8G9jY7/dFmlUXR32DEnhec5ZyLYxCRt65ZPoWMgOHRdP010Bj4yL+BtfDkbc5SREQA2Hqok9L8LCoKsyPbsHWvs0zmBA9g9oVOP7xD6/yOBIBAwPD9jy0lFLbc9vA6QmGVWSKpTgleDOxrdia/nj2eJpq7X4AJVVB+aoyi8k5ZQTYXzq/gt+/VMRRKjF8o4654Olxyp5OYv/eA39GIiCSMLQc7WThlQuSDjqVKgnfKJYCBnc/5HclhM8vy+furF/Hm3lb+46XdfocjIh5TghcDe5t6KMzJoDQ/K7odhIZh7ysw56KkGTns46dNpbl7gFd2pPEkqqd/AWZfAKtvh6YdfkcjIuK7weEwuxq6I+9/B9CyB4LZUDgl9oHFU34pTDsDdj7jdyRHuf60qVy7fAr/9oedvL2v1e9wRMRDSvBiYF9zD7PL8qOfIqFuLQx0wCmJ3zxzxIXzKygryOKht9O4D1ogANf9F2TlwaOfgyH1bRCR9La7sZvBUJiFk6NI8Jq2Q/m8hB5obMzmXQaH1kNX4gxIZozhH65bwvSSPG791XvqjyeSwlLgLuq/XY1dzCkfR/+73X8AE3Bqg5JEZjDAjWdM58UdjYebqKalwklw7d3QsBmevcPvaEREfLWupg2A5dOKI9+4cVtCTxMUkbmXOcudz/obxzEKsjP4r5tW0TMwzC2/XEv/UMjvkETEA0rwxqm1Z5CGzgEWRPNr5Yjtv3emR8idGLvA4uAzZ80gI2B4YE2136H4a96lcM5XYO19sPbnfkcjIuKb9/a3U5qfxfSSCOeF7Wt3RtGsWOBNYPFWuciZMmHr7/yO5E+cOqmQf7thBZvqOvjGoxs1P55IClKCN07b6zsBmD+5MLodNO+Gxq2w4CMxjCo+Kibk8JGlU3hkbQ2d/UN+h+OvS+50OtY//XVnPkMRkTS0rqaNFdMnRt5loWm7syxPkQTPGFhyPex9GboTr6/6hxZW8vVLT+WJDQf552fUh1wk1SjBG6fth5y54OZPirIGb9sTznLBVTGKKL4+d+4segZD3P96td+h+CsQhI/d6/xi+/BnnMRdRCSNtPcOsrephxXTo2meudVZpkoNHsDi68GGYOvjfkdyXF++YA43njmdu1/Zw3+9ssfvcEQkhpTgjdP2+k7KCrIoj3S+nxHbnoQpK6FoamwDi5PFVUVcsqCSn722l46+NK/Fyy2GG38DGPjltdBR53dEIiJxs+5AOwArp0fR3aBxG2QVQNG0GEflo8qFULEINv7G70iOyxjDd65ZzFVLJ/NPq7fzq7fSeNA0kRSjBG+cttd3RV9717IHDr4HC6+JbVBxdtslc+nsH+a+P+7zOxT/lZ0Cn/lvpz/Jgx+FXg1FLSLpYe3+VoIBw7JpRZFvfHAdTFqaGiNojrbsBqh9Gxq2+h3JcQUDhn/9xHIuPLWcv3tsk8pxkRSRYnfS+BoYDrH9UFd08/0ArP+VM3rm0k/ENrA4W1xVxOWLJvGz1/bS0Klhl5myHD71ELTug/uvgu5GvyMSEfHcmj0tLJtaRF5WRmQbhobg0EaoWulNYH5a/mlnbr93fuZ3JCeUlRHg7ptO4/JFk/j2U1v5vy/s0sArIklOCd44bK7rZDAUZmU0/Q3CIdjwkDO5+YQkn9QVuOPK+QyFLN9bvd3vUBLDrA/CjQ9D2z6473LoqPU7IhERz3T2D7Ghpp0PnFIW+cYNWyA0kJoJXn4pLP4YbHwY+jv9juaEsjOC/OTGFVy3ooofPr+Tbz6+maFQ2O+wRCRKSvDGYd0BZ76fqPob7HvFGRJ6+Y0xjsofM0rz+eJ5s3hsXR3vVKtZIgBzLoSbHoOeJrj3Mqjf7HdEIiKeeGtvK2FLdAle3bvOsuq02AaVKM74Agx2w7v3+x3JSWUEA/zw48v40vlz+NVbB7j5vrdp7x30OywRiYISvHF470AbVcW5VEzIiXzjt+6BvFI49cOxD8wnf3nhKVQV5/I3j2ygd3DY73ASw/Sz4LNPOSOp3XupM+ehiEiKeX13MzmZgehG0Kx5G/LKnFGIU1HVaTD7Aljz7zDY63c0JxUIGG6/Yj7/8vFlrK1u4yM/+SPra9r9DktEIqQEL0rWWt7b387KGVHU3jXvhp2r4fQvQGYUyWGCysvK4IefWMb+1l7+8eltfoeTOCYvgy++BOWnwq8/DS9+F0JKgEUkNVhr+cO2Bs6ZU0Z2RjDSjWHfqzDrPGfuuFR1/u1Oa4619/odyZhcf9pUHrrlLMJhuP6uNdz9yh7CYfXLE0kWSvCitLe5h/rOfs6cVRL5xm/dBcEsJ8FLMWfNLuXzH5jFg28e4IkNB/0OJ3FMmAx//jQs+xS8+n34+RXQtt/vqERExm3roU5q2/q4bFFl5Bu37Iaug06Cl8pmnA2zL4RX/wV6WvyOZkxOmzGRp7/yQT60sJLvrd7ODfe8ye7GLr/DEpExUIIXpVd3NgFw/rzyyDbsqIX3fukMnVxQ4UFk/vvG5fM5feZEvvHoBjbXdfgdTuLIzIXr7nImRG/aDnefC2//1BlwR0QkST27uZ6AgUsWRJGjLzPnAAAXK0lEQVTg7X3ZWaZ6ggdw+T85ffFeuNPvSMasKC+T//z0Sr5//VJ2NHRxxY9f40fP76R/SOWWSCJTghelV3c2Massn2kleZFt+PL3AAvnfcOTuBJBVkaAuz5zGiV5WXzu/nfY19zjd0iJZcn18KXXYMoKePrrcO+H4OB6v6MSEYmYtZanN9ezamYJpQXZke9g+++hZA6UzI59cImmYgGc+SV47xew9xW/oxkzYwyfWDWNF/76fK5cMpkfv7CLC//lZX6ztoaQmm2KJCQleFHo7B/i9T0tXHBqhLV3hzY6c9+t+jwUT/MmuARRVpDN/Z87g+Gw5cafvsmBlsTuWB53E2fCn/0OPvpTaD8A95wPj34OWvb4HZmIyJitq2lnd2M3H11RFfnGva1O/7uF16R2/7vRLvw7KJ0Lv70laZpqjigryObHN6zg17ecRcWEHL7x6Eau+PGrPL6uTlMqiCQYJXhReG5LA4PDYT6yLIL568IhePIrzsiZF/ytd8ElkHmVhTz4+TPpGwrx0bte5z13WglxGeNMcn/rWvjgX8OO1fCT0+HxLzvzQomIJLiH364hLyvIVZGUhyO2PeGMMLzw6tgHlqiy8uH6+6CvFR65GYYH/I4oYmfNLuXxL5/DXZ9eSdjCbQ+v54IfvMy9f9xHR9+Q3+GJCErwovLYulqmleSyYloEw0G/9q9wcJ3TBj83ipE3k9TCKRN49Etnk5eVwQ33vMmv3jqAtWrScZTcYrj4W/CV9c7AO5t/C3edAw9cDduegmHNQyQiiae5e4Dfbajj6mVTKMjOiGxja+Gdn0HFQpi83JsAE9XkpXDNf0L1a/DY/4BQ8iVFxhiuWDKZ5247j3tvXkVVcS7feWorZ3z3D9z263Ws2d2sUTdFfBThHVm213fy+u4WvnH5qZixNinZ/QK89F1Y8glY/DFvA0xAp1QU8vhffoCvPLSOv3tsE89vrecfrltCVXGu36EllsJKuPL7cMHtzoS4b98DD38ackucfntLPuHMpxTQ7zIi4r+fvraXweEwXzwviv5zB96A+k1w1Y/Sp3nmaEs/Dt318Nz/gqE+uP7nkBVhn/4EEAgYLl5QycULKtlc18HD79Tw+Po6Hl9/kIrCbC5dVMnliyZz5uwSMoMqu0TixSRbbcqqVavs2rVrfTv+Vx5ax/NbG3jjjosozst6/w1q3oFfXOP0ufrC807zjDQVDlseeKOa763ejgU+f+4svvjB2ZTkj+E6pqPQEOx5ETY8BNufhtAA5JfD3Mtg3mXOqHO5UUwqLJJEjDHvWmtX+R1HsohXGVnb1suH/vVVPrSwkn//1IrINrbWmSqmZQ/8z/VpXS7yzr3w+7+G8vlw/b1QucjviMatfyjEc1sbWL3pEC/vaKJvKERhTgZnzirlnDmlnHNKKfMqCgkE0jCxF4mhk5WPqsGLwFt7W3hiw0H+6qJTxpbc7VgN//0Fp2bmpt+mdyGG80vfn39gFpcumsQPn93BXS/v4b4/7uOjK6v45OnTWTa1aOy1oukgmOkkcvMug7522PUc7HwGtj0J6x8EjNO8afpZMP1smLLcGYkuEOFEwyIiEQiHLd98bDPGwN9eMT/yHax70KnBu+pHaV8ucvrnnR+AH/sS3HMBnHGL0yc7L4o5dhNETmaQq5dN4eplU+gfCvHqziZe2tHIG3ta+MO2BgCKcjNZOrWIJVXOY3FVEVXFuUr6RGLE0xo8Y8zlwI+BIPAza+33jnk9G/gFcBrQAnzSWlt9sn36VYPX2NnP1T95nYyg4fmvnk9u1km+RPe2wgvfhnd/7gyFf8NDzkTXcpRdDV3c9/o+fvteHQPDYaaV5HLpwkmcM6eU02eVMCEn0+8QE1NoCGregv1rnC9JNe/AoDv5bEYuVMx3fgUuO9X54jDyyJngY9Ai0UnVGjwvykfwvoy01vKDZ3fwny/v4TvXLOKms2dGtoPq1+HBj8G00+Gm36nJ+YjuJmd+vHX/DzLzYNknYflnnO8QKXSN6tr7eGNPC2urW9lU18GO+i6G3b56uZlBZpXlM7s8n9nlBcwuy2dyUQ5TinOpnJBDVkbqXAeRWDhZ+ehZgmeMCQI7gQ8BtcA7wKestVtHvefLwFJr7ZeMMTcA11lrP3my/fqR4L27v5XbHl5Pc9cgj/7F2SyaUvSnbwqHoHYtbPmt8+vkUC+c9WW48JtJ2a4+njp6h3huaz1PbTzEG3tbGBwOEzAwqyyf+ZMmMK+ykNnl+Uwpdm70FYU5BPUr3xHhkDPqZsPmI8v6zdDbfPT7cidC0VTIr4CCSigod5b5Fc5rORMge8KRZVZ+evaNkYSSigmeV+UjeFtGdvQN8Y+/38bDa2v41BnT+Mfrloy91cVQn9Mc8YVvw8QZ8NmnnXuQHK1hC7zxH7DpUadZfkElzLkIpqx0W2nMcWr3UuTe3D8UYkd9F5sPdrCnsYe9zd3saeqmtq2P0V9PjXGmaZhclEN5QTbFeVmU5GcyMT+LkrwsivOymJiXSX52hvsIkp+VQW5mULWCkrL8SvDOBu601l7m/n0HgLX2n0a951n3PW8YYzKAeqDcniSo8RZeh/bvpH7H21gbxoYtYRvGhkNYa7HhsLs+TNiGae3qp7qlm5rWXibmBPnMWTOYPjEbbBiG+qGn0fnVrWW386V6qBeCWc6cPud+NSXa0sdb/1CIdQfaeXNvC1sPdbKjvosDrUfPoRcMGIpzM5ngPopyM5mQ49zIszMDZAWdZXZGgOyMIFkZAYLGaSJqjCFoDAEDAWMIBI48N8bZt8GcsOw8WTFx4vL2xFtFd5yxFVYZg53k9tSS21NDbncNed0HyO5rIKu/iYLhNoI9jRA+yehtJgjZhU6il5Ht1A5mZENmLmTkOI9MdxnMhECGs00gw2kmerzl4dcznJM3xjnbcS058eteissXrGQ+BwPzrxz/XlIzwfOkfITxl5Gb//gEgz0dDIfDhEJhQqEQfUPD1LX2sLm2naFQmA8tKOfKxZMIYAHr9Kmz4T99Hg5B50Fo3gn7XoOBDph7qTOCpJK7k+ttdZrl71jttNboaTzyWlYBFE1zpl3KLXYeOcXufTnb+R4yemkCOPfFwNH3yKOeBzjuvdUP086iP6uY2rZeDrb3U9/Rz8GOPnfZT0v3AO29Q7T2DNI3FDrproyBvMwgedkZ5Gc53weyMgJkBQNkBp3n2e66zKCzfuR5wBiCAee7Q9AYggHjrnO/NxxvfeDId4yR45uR+/ioxUg5bji6GBt57+jLb8zhPfzJe0av5zjbpooUPCVmleUzt7JwXPvwqw9eFVAz6u9a4MwTvcdaO2yM6QBKgaOqHowxtwC3AEyfPn1cQdW8u5ozNn4rso0ygRDw+jHrg1nOoBfFM2DlzTB1lVN4qSlc1HIyg5w9p5Sz55QeXtczMExNWy+H2p2b/KH2ftp6B+noG6Kzf5iOviFqW3vpHwoxMBx2HyGGQsk1gJB3St3HkaHI77npNC5dWAn97dDdCP0dRx4DndDfeWQ51AfD/UceQ/3OdsMDR14LD496hI/+G/07pCUThP/T6ncUiSpm5SPEtowsfPEOZoRrj/9iwH3sdh9jEciA4unOXHdLPwkzz03Nb6CxllcCy25wHtY6ifKhDdC+H9oPOI/eVmjd6/TR7m937sepcL+9+UlyZp3HKRWFnFJx8i/AfYMh2noHaesdpL13iJ6BYXoGh+kZCLnPnWWvu25wOMxgKHx42dU/TIv7fGhk/bDzPGwhFLaErCXsLpNsXEJJYF86fw63R9OHeYySYpAVa+09wD3g/Do5nn3N/eAn2D1nFcYECAYDbq1OkEAw6NToBIMEAwECwQDFudkEAoEjv3qZwJFfuTKyIadIBVUc5GdnMH/SBOZPiixxDoXt4Zt12Lo3afcGHbaWUPjo52Hr9C850dQ99iQF54lu+icrDE60v3gUINNK8pzPbu5E7+dlDIedyYwPJ33ucxt2T9ZGuGTs7/NMHP6RUuEcJC5iWUbaj/+CvcMDZAQDZAYzCAYD5GZlUpiT+ac1PYdrewJ/+nykvMwtgWBSfNVIXMZAUZXzeD+hYadp5/AAhAad5VG1qyeodcUefU/2U8nYp93IzQqSm5XLlDhNu2RHfV8Y+e5wOAE8/Nwp3609ciVHKt5H39ad1+2o50fea0e9h+O+55htR4pGv//tPJCqSXVZQban+/fyrlsHTBv191R33fHeU+s2QSnC6UzumYnlk5lYrgFP0kEwYNybv0aV9FXA/dk/qEFzRFwJWT4CzFxwmteHEC8FM5xHuo9O6hFjDBlB/bAvic/LIYneAeYaY2YZY7KAG4AnjnnPE8DN7vPrgRffr3+BiIhIklP5KCIinvGsBs/tM3Ar8CzOMND3WWu3GGO+Day11j4B3Av80hizG2jFKeRERERSlspHERHxkqcN4621TwNPH7PuW6Oe9wMf9zIGERGRRKPyUUREvKJZI0VERERERFKEEjwREREREZEUoQRPREREREQkRSjBExERERERSRFK8ERERERERFKEEjwREREREZEUoQRPREREREQkRRhrrd8xRMQY0wTsH+duyoDmGIQTT4rZe8kWLyjmeEi2eCG1Yp5hrS2PdzDJKo3LyGiky3lC+pxrupwn6FxTUaTnecLyMekSvFgwxqy11q7yO45IKGbvJVu8oJjjIdniBcUs45Mu/xbpcp6QPueaLucJOtdUFMvzVBNNERERERGRFKEET0REREREJEWka4J3j98BREExey/Z4gXFHA/JFi8oZhmfdPm3SJfzhPQ513Q5T9C5pqKYnWda9sETERERERFJRelagyciIiIiIpJy0i7BM8ZcbozZYYzZbYy53e94Rhhjqo0xm4wx640xa911JcaY540xu9zlRHe9Mcb8u3sOG40xK+MU433GmEZjzOZR6yKO0Rhzs/v+XcaYm32I+U5jTJ17rdcbY64c9dodbsw7jDGXjVofl8+NMWaaMeYlY8xWY8wWY8z/dNcn7HU+ScyJfJ1zjDFvG2M2uDH/vbt+ljHmLff4Dxtjstz12e7fu93XZ77fucQp3vuNMftGXePl7nrfPxejjhc0xqwzxjzl/p2Q11gSt3yMxAnu+Ql7/4xWMpYV0Uq2+/V4pcs908Toe28SfH6LjTGPGmO2G2O2GWPOjst5WmvT5gEEgT3AbCAL2AAs9DsuN7ZqoOyYdd8Hbnef3w78s/v8SmA1YICzgLfiFON5wEpgc7QxAiXAXnc50X0+Mc4x3wl8/TjvXeh+JrKBWe5nJRjPzw0wGVjpPi8EdrpxJex1PknMiXydDVDgPs8E3nKv32+AG9z1dwN/4T7/MnC3+/wG4OGTnUsc470fuP447/f9czEqlq8BvwKecv9OyGuc7o94/v/z+DySrpyK8jyTrqwYx7km1f06BuebFvdMYvC9N0k+vw8AX3CfZwHF8TjPdKvBOwPYba3da60dBH4NXONzTCdzDc4HA3d57aj1v7CON4FiY8xkr4Ox1r4KtI4zxsuA5621rdbaNuB54PI4x3wi1wC/ttYOWGv3AbtxPjNx+9xYaw9Za99zn3cB24AqEvg6nyTmE0mE62yttd3un5nuwwIXAY+664+9ziPX/1HgYmOMOcm5xCveE/H9cwFgjJkKfBj4mfu3IUGvsSRd+XhcyVhORSMZy4poJdv9ejx0z0ytz68xpgjnR6d7Aay1g9baduJwnumW4FUBNaP+ruXkX0TjyQLPGWPeNcbc4q6rtNYecp/XA5Xu80Q6j0hjTJTYb3Wrv+8bqRonwWJ2m1uswPm1Mimu8zExQwJfZ7cZzHqgEedmuQdot9YOH+f4h2NzX+8ASuMZ87HxWmtHrvF33Wv8I2NM9rHxHhNXvD8X/wZ8Awi7f5eSwNc4zaXydU6K+2e0krGsiFSy3a/HIZ3umbH43pvo5zoLaAJ+7ja7/ZkxJp84nGe6JXiJ7Fxr7UrgCuAvjTHnjX7RWms5+S/2vkuGGF13AXOA5cAh4If+hvOnjDEFwH8Dt1lrO0e/lqjX+TgxJ/R1ttaGrLXLgak4v27O9zmkkzo2XmPMYuAOnLhPx2m68bc+hngUY8xVQKO19l2/YxEZkaj3z2glY1kRjWS7X0cjDe+ZSf+9dwwycJqM32WtXQH04DTJPMyr80y3BK8OmDbq76nuOt9Za+vcZSPwGM4NrGGk6aW7bHTfnkjnEWmMvsdurW1wC4sw8FOONF1IiJiNMZk4Bfb/s9b+1l2d0Nf5eDEn+nUe4TaXeAk4G6c5RMZxjn84Nvf1IqDFj5hHxXu520zLWmsHgJ+TWNf4A8DVxphqnOZ+FwE/JgmucZpK5euc0PfPaCVjWTFeyXa/jlBa3TNj9L030c+1Fqgd1eLmUZyEz/PzTLcE7x1grnFGJMrC6ZT6hM8xYYzJN8YUjjwHLgU248Q2MlLOzcDv3OdPAH/mjrZzFtAxqqo33iKN8VngUmPMRLfJ3qXuurg5pr/idTjXeiTmG4wzMtUsYC7wNnH83Ljt5+8Ftllr/3XUSwl7nU8Uc4Jf53JjTLH7PBf4EE4flpeA6923HXudR67/9cCL7q9uJzqXeMS7fVQBYXDa8I++xr5+Lqy1d1hrp1prZ+L8W75orf00CXqNJTHLxxhJ2PtntJKxrIhWst2vo5VO98wYfu9N6M+vtbYeqDHGnOquuhjYSjzO0ybACDPxfOCMULMTp/32N/2Ox41pNs6IRxuALSNx4bSlfgHYBfwBKHHXG+A/3HPYBKyKU5wP4TS1G8L5VeLz0cQIfA6n0+9u4M99iPmXbkwb3f9Mk0e9/5tuzDuAK+L9uQHOxamq3wisdx9XJvJ1PknMiXydlwLr3Ng2A99y18/GKQh3A48A2e76HPfv3e7rs9/vXOIU74vuNd4MPMiRkeZ8/1wcE/8FHBkRLiGvsR6JWT5GcQ5JV05FeZ5JV1aM41yT6n4do3NO6XsmMfzemwSf3+XAWvfz+zjOKJien6dxNxIREREREZE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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,5)); plt.subplot(1,2,1)\n", "pp.plot_prf(npar=10, tmax=500,label=\"tmax=500\")\n", "pp.plot_prf(npar=10, tmax=900,label=\"tmax=900\")\n", "plt.legend();\n", "plt.subplot(1,2,2)\n", "pp.plot_prf(npar=5, tmax=900,label=\"n=5\")\n", "pp.plot_prf(npar=20, tmax=900,label=\"n=20\")\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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ntmax
meanstdmeanstd
mean10.3408333.349051917.0135.357865
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" ], "text/plain": [ " n tmax \n", " mean std mean std\n", "mean 10.340833 3.349051 917.0 135.357865" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## data extract from original paper and saved in a CSV file\n", "hl_data=pd.read_csv(\"../data/stuff/tabula-Hoeks-Levelt1993_Article_PupillaryDilationAsAMeasureOfA.csv\", sep=\";\")\n", "hl_data[\"tmax\"]=hl_data[\"tmax\"]*1000. ## our implementation uses ms, HL use seconds\n", "## between-subject variability\n", "hl_per_subj=hl_data.groupby(\"subj\").aggregate([np.mean,np.std])[[\"n\",\"tmax\"]]\n", "hl_between=hl_per_subj.aggregate([np.mean,np.std]).filter(like=\"mean\", axis=0)\n", "hl_between" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib.gridspec import GridSpec\n", "\n", "\n", "fig=plt.figure(figsize=(15,5))\n", "gs = GridSpec(1, 4, figure=fig)\n", "ax1 = fig.add_subplot(gs[0, 0])\n", "ax2 = fig.add_subplot(gs[0, 1])\n", "ax3 = fig.add_subplot(gs[0, 2:4])\n", "\n", "#plt.subplot(131)\n", "ax1.hist(hl_data.n[hl_data.n.notnull()])\n", "ax1.set_title(\"n\")\n", "#plt.subplot(132)\n", "ax2.hist(hl_data.tmax[hl_data.tmax.notnull()]);\n", "ax2.set_title(\"tmax\");\n", "#plt.subplot(133)\n", "\n", "mn,sdn,mtmax,sdtmax=np.array(hl_between)[0]\n", "nrep=100\n", "duration=4000\n", "fs=1000.\n", "n=int(duration/1000*fs)\n", "t = np.linspace(0,duration, n, dtype = np.float) # in ms\n", "\n", "ns=np.random.randn(nrep)*sdn+mn\n", "tmaxs=np.random.randn(nrep)*sdtmax+mtmax\n", "\n", "#plt.figure(figsize=(10,5))\n", "for i in range(nrep):\n", " h=pp.pupil_kernel(duration=duration, fs=fs, npar=ns[i], tmax=tmaxs[i])\n", " ax3.plot(t,h,color=\"grey\", alpha=0.5)\n", "\n", "h=pp.pupil_kernel(duration=duration, fs=fs, npar=mn, tmax=mtmax) \n", "ax3.plot(t,h,color=\"red\",linewidth=2)\n", "ax3.set_title(\"Between-subject variation in PRF\");" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "source": [ "## Signal modeled as sequence of responses (PRFs)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "d3=pp.create_fake_pupildata(ntrials=10, isi=5000.0, rtdist=(2000,100))\n", "X=pp.pupil_build_design_matrix(d3.tx, d3.event_onsets, d3.fs, 10, 900)\n", "plt.figure(figsize=(20,5));\n", "plt.subplot(211); plt.plot(d3.tx, X.T); plt.vlines(d3.event_onsets, *plt.ylim(), color=\"grey\"); plt.title(\"slow paradigm\");\n", "plt.subplot(212); plt.plot(d3.tx, np.sum(X.T, axis=1)); plt.vlines(d3.event_onsets, *plt.ylim(), color=\"grey\");" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "d4=pp.create_fake_pupildata(ntrials=10, isi=750.0, rtdist=(500,100))\n", "d4=d4.sub_slice(5000, 15000, units=\"ms\")\n", "X=pp.pupil_build_design_matrix(d4.tx, d4.event_onsets, d4.fs, 10, 900)\n", "plt.figure(figsize=(20,5));\n", "plt.subplot(211); plt.plot(d4.tx, X.T); plt.vlines(d4.event_onsets, *plt.ylim(), color=\"grey\"); plt.title(\"fast paradigm\");\n", "plt.subplot(212); plt.plot(d4.tx, np.sum(X.T, axis=1)); plt.vlines(d4.event_onsets, *plt.ylim(), color=\"grey\");" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "source": [ "## Assumptions\n", "\n", "- shape of PRF constant for each person\n", "- magnitude of the PRF varies by trial $\\rightarrow$ target of this analysis\n", "\n", "$\\Rightarrow$ can we recover the magnitudes?\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "hideCode": false, "hidePrompt": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "coef=np.abs( np.random.randn(d4.nevents()) )\n", "\n", "plt.figure(figsize=(20,5));\n", "plt.subplot(211); plt.plot(d4.tx, X.T*coef); plt.vlines(d4.event_onsets, *plt.ylim(), color=\"grey\"); plt.title(\"fast paradigm\");\n", "plt.subplot(212); plt.plot(d4.tx, np.sum(X.T*coef, axis=1)); plt.vlines(d4.event_onsets, *plt.ylim(), color=\"grey\");" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "d5=pp.create_fake_pupildata(ntrials=10, isi=750.0, rtdist=(500,100), prop_spurious_events=0)\n", "#d5=d5.sub_slice(5,12,units=\"sec\")\n", "d5=d5.lowpass_filter(cutoff=2)\n", "\n", "d5.sy=d5.sy-d5.sim_baseline ## remove baseline for now\n", "coef=d5.sim_response_coef ## these are the simulated magnitudes\n", "\n", "with io.capture_output() as cap:\n", " d5=d5.estimate_response()\n", " naive_response=d5.stat_per_event([800,1200])-d5.stat_per_event([-200,0])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Algorithm for estimating response\n", "\n", "- build regressors by \"putting\" a PRF at each \"event\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Algorithm for estimating response\n", "\n", "- fit linear model (non-negative least-squares algorithm, NNLS)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
\n", " \n", "
" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,5));\n", "d5.plot((5, 12),simulated=False,response=True,units=\"sec\")\n", "plt.title(\"Near-perfect recovery of the simulated responses\");" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "hideCode": false, "hidePrompt": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Correlation(real, new method) = 1.00\n", "Correlation(real, traditional)= 0.45\n" ] } ], "source": [ "print(\"Correlation(real, new method) = %.2f\"%pearsonr(coef, d5.response_pars[\"coef\"])[0])\n", "\n", "# compared to naive estimates\n", "print(\"Correlation(real, traditional)= %.2f\"%pearsonr(coef, naive_response)[0])" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "source": [ "## Baseline+Response estimation together...\n", "\n", "for the naive estimator" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "hideCode": false, "hidePrompt": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "BL : Correlation(real, traditional) = 0.61\n", "Response: Correlation(real, traditional) = 0.48\n" ] } ], "source": [ "d6=pp.create_fake_pupildata(ntrials=100, isi=750.0, rtdist=(300,100), prop_spurious_events=0)\\\n", " .downsample(fsd=20).scale()\n", "\n", "real_baseline=pp.stat_event_interval(d6.tx, d6.sim_baseline, d6.event_onsets, [0,0])\n", "real_response=d6.sim_response_coef\n", "naive_baseline=d6.stat_per_event([-200,0])\n", "naive_response=d6.stat_per_event([800,1200])-naive_baseline\n", "\n", "print(\"BL : Correlation(real, traditional) = %.2f\"%pearsonr(real_baseline, naive_baseline)[0])\n", "print(\"Response: Correlation(real, traditional) = %.2f\"%pearsonr(real_response, naive_response)[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "for the new method" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "hideCode": false, "hidePrompt": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pystan:Automatic Differentiation Variational Inference (ADVI) is an EXPERIMENTAL ALGORITHM.\n", "WARNING:pystan:ADVI samples may be found on the filesystem in the file `/var/folders/28/_ftmv1_n41n48znrymwflm940000gp/T/tmpzi6u8bjn/output.csv`\n", "WARNING:pystan:Automatic Differentiation Variational Inference (ADVI) is an EXPERIMENTAL ALGORITHM.\n", "WARNING:pystan:ADVI samples may be found on the filesystem in the file `/var/folders/28/_ftmv1_n41n48znrymwflm940000gp/T/tmpdml_2tz7/output.csv`\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "BL : Correlation(real, new method) = 0.78\n", "Response: Correlation(real, new method) = 0.84\n" ] } ], "source": [ "with io.capture_output() as cap:\n", " d6=d6.estimate_baseline()\\\n", " .estimate_response(npar=10.35, tmax=917)\n", "\n", " est_baseline=pp.stat_event_interval(d6.tx, d6.baseline, d6.event_onsets, [0,0])\n", " est_response=d6.response_pars[\"coef\"]\n", "\n", "print(\"BL : Correlation(real, new method) = %.2f\"%pearsonr(real_baseline, est_baseline)[0])\n", "print(\"Response: Correlation(real, new method) = %.2f\"%pearsonr(real_response, est_response)[0])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Simulated data example" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "hideCode": false, "hidePrompt": false, "hide_input": true, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,8))\n", "d6.plot((15,70), units=\"sec\",interactive=False, simulated=True)" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "source": [ "## Validation of the method\n", "\n", "- dependence of tonic/phasic recovery as a function of the tuning parameters of the algorithm\n", "- robustness of method\n", " - against noise-level\n", " - against mis-specification (PRF pars)\n", " - against unknown \"events\"\n", "- performance for different designs (ISI/RT)\n", "\n", "**Outcome variable**: Correlation with \"true\" baseline/response coefficients" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "source": [ "## Validation\n", "\n", "### setting tuning parameters\n", "\n", "- scanning the tuning parameters for the B-Spline based baseline estimation\n", "- `lam_sig` (float) - parameter steering how much the baseline is shaped by the non-peaks of the signal\n", "- `lam_min`,`lam_max` (float) – parameters mapping how much low- and high-prominence peaks influence the baseline\n", "- `niter` (1 or 2) - use 1 or two iterations of the procedure" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nbname=\"tonic_phasic_validation\"\n", "path=\"stuff/results/\"\n", "sim_label=\"tonic_phasic5\"\n", "fname=os.path.join(path,\"{nb}_{sim}.ft\".format(nb=nbname,sim=sim_label))\n", "res=pd.read_feather(fname)\n", "colnames=np.array(res.columns)[:-2]\n", "df=pd.melt(res, id_vars=colnames, value_vars=[\"est_bl\",\"naive_bl\"])\n", "df[\"estimate\"]=[\"new\" if \"est\" in v else \"naive\" for v in df.variable]\n", "df[\"method\"]=df[['estimate', 'niter']].astype(str).apply('-'.join, axis=1)\n", "(gg.ggplot(df, gg.aes(x=\"lam_sig\", y=\"value\",color=\"method\"))+\n", " gg.stat_summary(fun_y=np.median, \n", " fun_ymin=lambda y: np.mean(y)-np.std(y),#np.quantile(y,0.05),\n", " fun_ymax=lambda y: np.mean(y)+np.std(y),#np.quantile(y,0.95), \n", " geom=\"pointrange\", position=gg.position_dodge(.02))+\n", " gg.stat_summary(fun_y=np.median, geom=\"line\", position=gg.position_dodge(.02))+\n", " gg.theme_bw()+\n", " gg.ylim(0.4,.8)+gg.ylab(\"Correlation\")+gg.facet_grid(\"~lam_max\")+\n", " gg.theme(figure_size=(12,3))+gg.scale_x_log10()\n", ").draw();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- using 2 iterations generally better\n", "- method works for a broad range of parameter-values\n", "- getting `lam_sig` right is more important than `lam_max`" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "source": [ "## Validation\n", "\n", "### influence of design on performance\n", "\n", "- manipulate experimental design parameters\n", " - proportion of \"unknown\" events\n", " - inter-stimulus interval (ISI)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sim_label=\"tonic_phasic1\"\n", "fname=os.path.join(path,\"{nb}_{sim}.ft\".format(nb=nbname,sim=sim_label))\n", "res=pd.read_feather(fname)\n", "colnames=np.array(res.columns)[:-4]\n", "df=pd.melt(res, id_vars=colnames, value_vars=[\"est_bl\",\"est_resp\",\"naive_bl\",\"naive_resp\"])\n", "df[\"tonic_phasic\"]=[\"tonic\" if \"bl\" in v else \"phasic\" for v in df.variable]\n", "df[\"estimate\"]=[\"new\" if \"est\" in v else \"naive\" for v in df.variable]\n", "(gg.ggplot(df, gg.aes(x=\"prop_spurious\", y=\"value\",color=\"estimate\"))+\n", " gg.stat_summary(fun_y=np.median, \n", " fun_ymin=lambda y: np.median(y)-np.std(y),#np.quantile(y,0.05),\n", " fun_ymax=lambda y: np.median(y)+np.std(y), #np.quantile(y,0.95), \n", " geom=\"pointrange\", position=gg.position_dodge(.02))+\n", " gg.stat_summary(fun_y=np.median, geom=\"line\", position=gg.position_dodge(.02))+\n", " gg.theme_bw()+\n", " gg.ylim(0,1)+gg.ylab(\"Correlation\")+gg.facet_grid(\"tonic_phasic~isi\")+\n", " gg.theme(figure_size=(12,4.5))\n", ").draw();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- new method always better\n", "- fast-paced designs harder to estimate\n", "- more unmodelled events (mind-wandering?) $\\rightarrow$ worse performance\n", "- tonic levels more difficult to estimate than phasic response" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "source": [ "## Validation\n", "\n", "### influence of misspecification\n", "\n", "- simulate data with a set of `npar`/`tmax` parameters (this is what is being manipulated)\n", "- recover using standard \"wrong\" pars (those are fixed, i.e., using the mean only)" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sim_label=\"tonic_phasic2\"\n", "fname=os.path.join(path,\"{nb}_{sim}.ft\".format(nb=nbname,sim=sim_label))\n", "res=pd.read_feather(fname)\n", "colnames=np.array(res.columns)[:-4]\n", "df=pd.melt(res, id_vars=colnames, value_vars=[\"est_bl\",\"est_resp\",\"naive_bl\",\"naive_resp\"])\n", "df[\"tonic_phasic\"]=[\"tonic\" if \"bl\" in v else \"phasic\" for v in df.variable]\n", "df[\"estimate\"]=[\"new\" if \"est\" in v else \"naive\" for v in df.variable]\n", "(gg.ggplot(df, gg.aes(x=\"tmax_diff\", y=\"value\",color=\"estimate\"))+\n", " gg.stat_summary(fun_y=np.median, \n", " fun_ymin=lambda y: np.quantile(y,0.05),\n", " fun_ymax=lambda y: np.quantile(y,0.95), geom=\"pointrange\", position=gg.position_dodge(.02))+\n", " gg.stat_summary(fun_y=np.median, geom=\"line\", position=gg.position_dodge(.02))+\n", " gg.theme_bw()+\n", " gg.ylim(0,1)+gg.ylab(\"Correlation\")+gg.facet_grid(\"tonic_phasic~npar_diff\")+\n", " gg.theme(figure_size=(12,5))\n", ").draw();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- `npar` - misspecification does not matter much\n", "- `tmax` important to get right, both for traditional and new method\n", "- shorter pulses (low `tmax`) beneficial for baseline-estimation (less build-up)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Validation\n", "\n", "### compensate for misspecation \n", "\n", "- is it possible to compensate for `tmax`-misspecification by estimating `tmax` from data?" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sim_label=\"tonic_phasic4\"\n", "fname=os.path.join(path,\"{nb}_{sim}.ft\".format(nb=nbname,sim=sim_label))\n", "res=pd.read_feather(fname)\n", "colnames=np.array(res.columns)[:-4]\n", "df=pd.melt(res, id_vars=colnames, value_vars=[\"est_bl\",\"est_resp\",\"naive_bl\",\"naive_resp\"])\n", "df[\"tonic_phasic\"]=[\"tonic\" if \"bl\" in v else \"phasic\" for v in df.variable]\n", "df[\"estimate\"]=[\"new\" if \"est\" in v else \"naive\" for v in df.variable]\n", "(gg.ggplot(df, gg.aes(x=\"tmax_diff\", y=\"value\",color=\"estimate\"))+\n", " gg.stat_summary(fun_y=np.median, \n", " fun_ymin=lambda y: np.quantile(y,0.05),\n", " fun_ymax=lambda y: np.quantile(y,0.95), geom=\"pointrange\", position=gg.position_dodge(.02))+\n", " gg.stat_summary(fun_y=np.median, geom=\"line\", position=gg.position_dodge(.02))+\n", " gg.theme_bw()+\n", " gg.ylim(0,1)+gg.ylab(\"Correlation\")+gg.facet_grid(\"tmax_fit~tonic_phasic\")+\n", " gg.theme(figure_size=(12,4.5))\n", ").draw();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- estimating `tmax` allows broader range of misspecification\n", "- SD for `tmax` from Hoeks & Levelt (1997) was 135 ms, so feasible range should cover most subjects" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "slide" } }, "source": [ "\n", "### Future directions\n", "\n", "- validate method on real data\n", "- include auto-correlation for response-estimation?\n", "- trial-by-trial variations for the PRF-parameters?\n", "- include pupillary hippus (stronger tonic fluctuations at low baseline levels)" ] } ], "metadata": { "celltoolbar": "Slideshow", "hide_code_all_hidden": false, "hide_input": true, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" }, "rise": { "enable_chalkboard": true, "scroll": true, "theme": "serif" } }, "nbformat": 4, "nbformat_minor": 4 }