{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Chron.jl standalone age-depth model using radiocarbon data\n", "\n", "This Jupyter notebook demonstrates an example age-depth model using [Chron.jl](https://github.com/brenhinkeller/Chron.jl). For more information, see [github.com/brenhinkeller/Chron.jl](https://github.com/brenhinkeller/Chron.jl) and [doi.org/10.17605/osf.io/TQX3F](https://doi.org/10.17605/osf.io/TQX3F)\n", "\n", " \n", "
If running this notebook as an online Binder notebook and the webpage times out, click the badge at left to relaunch (refreshing will not work). Note that any changes will be lost!
\n", "\n", "Hint: `shift`-`enter` to run a single cell, or from the `Cell` menu select `Run All` to run the whole file. Any code from this notebook can also be copied and pasted into the Julia REPL or a `.jl` script.\n", "***\n", "\n", "## Load required Julia packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Load (and install if necessary) the Chron.jl package\n", "using Chron\n", "using Plots, DelimitedFiles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "## Enter sample information\n", "Paste your data in here!" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Input the number of samples we wish to model (must match below)\n", "nSamples = 4\n", "\n", "# Make an instance of a ChronSection object for nSamples\n", "smpl = ChronAgeData(nSamples)\n", "smpl.Name = (\"Sample 1\", \"Sample 2\", \"Sample 3\", \"Sample 4\") # Et cetera\n", "smpl.Age_14C = [ 6991, 7088, 7230, 7540,] # Measured ages\n", "smpl.Age_14C_sigma = [ 30, 70, 50, 50,] # Measured 1-σ uncertainties\n", "smpl.Height[:] = [ -355, -380,-397.0,-411.5,] # Depths below surface should be negative\n", "smpl.Height_sigma[:] = fill(0.01, nSamples) # Usually assume little or no sample height uncertainty\n", "smpl.Age_Sidedness[:] = zeros(nSamples) # Sidedness (zeros by default: geochron constraints are two-sided). Use -1 for a maximum age and +1 for a minimum age, 0 for two-sided\n", "smpl.Path = \"MyData/\" # Where do you want output files to be stored\n", "\n", "smpl.Age_Unit = \"Years BP\"; # Unit of measurement for ages\n", "smpl.Height_Unit = \"m\"; # Unit of measurement for Height and Height_sigma" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that smpl.Height *must* increase with increasing stratigraphic height -- i.e., stratigraphically younger samples must be more positive. For this reason, it is convenient to represent depths below surface as negative numbers.\n", "\n", "***\n", "## Calculate calendar age PDFs for each sample\n", "Using the [IntCal20](https://doi.org/10.1017/RDC.2020.41) radiocarbon calibration curve" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "image/svg+xml": [ "\n", "\n" ], "text/html": [ "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "smpl.Params = fill(NaN, length(intcal20.Age_Calendar), nSamples)\n", "hdl = plot(layout=nSamples)\n", "for i = 1:nSamples\n", " # The likelihood that a measured 14C age could result from a sample of\n", " # a given calendar age is proportional to the intergral of the product\n", " # of the two respective distributions\n", " likelihood = normproduct.(smpl.Age_14C[i], smpl.Age_14C_sigma[i], intcal20.Age_14C, intcal20.Age_sigma)\n", " likelihood ./= sum(likelihood) * intcal20.dt # Normalize\n", "\n", " # Estimate mean and standard deviation by drawing samples from distribution\n", " samples = draw_from_distribution(likelihood, 10^6) .* maximum(intcal20.Age_Calendar)\n", " smpl.Age[i] = nanmean(samples)\n", " smpl.Age_sigma[i] = nanstd(samples)\n", " smpl.Age_025CI[i] = nanpctile(samples,2.5)\n", " smpl.Age_975CI[i] = nanpctile(samples,97.5)\n", "\n", " # Populate smpl.Params with log likelihood for each sample\n", " smpl.Params[:,i] = normproduct_ll.(smpl.Age_14C[i], smpl.Age_14C_sigma[i], intcal20.Age_14C, intcal20.Age_sigma)\n", "\n", " # Plot likelihood vector for each sample\n", " t = (intcal20.Age_Calendar .> smpl.Age[i] - 5*smpl.Age_sigma[i]) .& (intcal20.Age_Calendar .< smpl.Age[i] + 5*smpl.Age_sigma[i])\n", " plot!(hdl[i], intcal20.Age_Calendar[t], likelihood[t], label=\"\", xlabel=\"Calendar Age\", ylabel=\"Likelihood\", title=\"$(smpl.Name[i])\", framestyle=:box)\n", "end\n", "display(hdl)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "## Configure and run stratigraphic model\n", "note: to spare Binder's servers, this demo uses\n", "```\n", "config.nsteps = 3000 \n", "config.burnin = 2000*npoints_approx\n", "```\n", "However, you probably want higher numbers for a publication-quality result, for instance \n", "```\n", "config.nsteps = 30000 # Number of steps to run in distribution MCMC\n", "config.burnin = 10000*npoints_approx # Number to discard\n", "```\n", "and examine the log likelihood plot to make sure you've converged.\n", "\n", "To run the stratigraphic MCMC model, we call the `StratMetropolis14C` function. If you're not using radiocarbon ages and want to run stratigraphic model with Gaussian mean age and standard deviation for some number of stratigraphic horizons, then you can set `smpl.Age` and `smpl.Age_sigma` directly, but then you'll need to call `StratMetropolis` instead of `StratMetropolis14C`" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mGenerating stratigraphic age-depth model...\n", "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mBurn-in: 1132000 steps\n", "\u001b[32mBurn-in... 100%|█████████████████████████████████████████| Time: 0:00:00\u001b[39m\n", "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mCollecting sieved stationary distribution: 1698000 steps\n", "\u001b[32mCollecting... 100%|██████████████████████████████████████| Time: 0:00:00\u001b[39m\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAIAAAD9V4nPAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOx9aZgkR3Xgy6yqPmZ6JHQxnAKE0MexGATGXLZZ25i18Xpts+wuy+Jvjb0GW7uG9QLCCGEugdfmkoAVEhIfuoUORoclpJFG0mhmNBrN1XNfPWd3T99n3VWZGbE/XuXLly8is6p7eg5N1/sxU50ZGfEi4sW74sULR2sNbWhDG9rQhjYsVnBPNwJtaEMb2tCGNpxOaAvCNrShDW1ow6KGtiBsQxva0IY2LGpoC8I2tKENbWjDooa2IGxDG9rQhjYsamgLwja0oQ1taMOihrYgbEMb2tCGNixqaAvCNrShDW1ow6KGtiBsQxva0IY2LGpoC8I2tKENbWjDoobs6UZgPnD55ZdfeumljuO0Ulhr3WLJNpwd0J7xxQbtGV9s0PqMFwqFCy+88Pbbb08v9qIUhHv37v385z/f0dHRSuFKpdLd3X2yUWrDmQPtGV9s0J7xxQatz/imTZt6e3ubFntRCkLXdT/ykY+0OBCFQmHZsmUnG6U2nDnQnvHFBu0ZX2zQ+ozncrm+vr6mxdp7hG1oQxva0IZFDW1B2IY2tKENbVjU0BaEbWhDG9rQhkUNbUHYhja0oQ1tWNTQFoRtaEMb2tCGRQ1tQdiGNrShDW1Y1NAWhG1oQxva0IZFDW1B2IY2tOHFAZ/85OMTE5XTjUUbTieMj58UAmgLwjac6fAXf/HYwEDhdGPRhtMPAwP5Usk73VictVAu+w8/fOh0Y9EEPvrRh6anqwtebVsQtuFMh8nJSrFYP91YtOH0g9anG4OzGvr78zffvON0Y9EEfF/5/sLTQVsQtuFFAEq1WeCZBUNDRX065FKbEk4qnJY5nSsopRa8zrYgbMOZDloDwKK7W2BkpPTxjz9yurFIhP/+3x8bHi6d+nZfDIz6xQpKvQjkoNYnhQbagrANLwJ4ESzQhYZSyZuaWvi9kIUC31dBcKonRWu9CCnhlMGLYmxPEg20BeHZAFrrK6989nRjcRJhETrEtNZncq+VOj3onclj8uKHF4ffpW0RtsEOQaAfeeTw6cbiZIHWi5H9zcMF9Oijh7/97Q0nBx0Jp8WN9mKwWF7E8KKwCOHkKENtQXiGQhCo558farHwi4SA5wmL0yGm9ZwZU7nsnbLTBW2L8OyDFnWvZ57pPxkHGA4cmG5lctt7hIsLRkfLV121tsXCZ7eoOKs7lwjzcI2eJB6R3NZpmJVFSAmnDFqc0Ftv3b137+SCt/6ZzzzV4nHhtkW4iGBO/sBTyQFPC5zdvbPCPHyPp1IymRbhTTftOHYsfwraPdlNnC74679eOTJyGgJxCVrUp0+SV7xFH8NJIvK2IDxDYU4GwdluEZ7N7C8JznDlxuSG69cPHTo0c1IbPfVm6NNP94+OniLhdPx48cQTRzz77EChMM9KWhzek8dtWqy1bREuIpirRXgWw9kt5pNgHr0+lbJTKQt6J3uH8tQTwv3379+5c+KUNXfivbvxxu3/9/++EATzOXLedHB37Zo4ejSfXurGG7c3bf3gwekTk9bz+zQN2oLwhGDr1tGTVPM81vzZKi3OcNuI4CtfWbeATHN+dvApowHTkaW1PgWZ8E4xJZxKG7TFhh577EhK4mmt4f77D5RK/rxQcKworFs3+JOfbAOAhx8++Mwz/UrplIMWP/3pjnK5SevXX79t7dpB8bD1oW5nljnj4BOf+NVJ8trNwyJ8UUiLucIPf7h1eLj0ouja0FBxAaPp5sGCufJUqfh/+ZePLxQyJlgFYaHgffazT5+8Rk9LhM6pjD9qBe6//8D+/VP4u14PjEo0zFcfSvpqdLTc31+AkCnhLIQS0VJJ09at24EtukBOklegLQhPCE7qaarW/RsnQv1nOBw7lq/XgwXRAQcGCkmCqrd37MTrB3DmOgXbt49dffU666vWF/yaNYNmkpdq1d+5c3xOyMwJrHnvSiVv/frjJ69ROOXBMk1F73e+s6mvb3qB2mqpayQwSiXvQx+633gb/Tt3BOw40HMShABw9dXrrJmPUnrxD/+wZmioCMmTeBoZWFsQniicvH3j1itOwiEI1He+s2nBcDp9sCBjfMstux577Ij11V/+5WNN/TlNYR6UMDpaTgoUbF3H+upXnwsDOiJJfLL9yTaLEH1WJzE7yanfLW7a3O7dEycp5+rWraM/+9lO8XBsrEwz63kqn6/t2RM7yXAiw5PUWSJFpRTuDSMOSumf/GTbypVHDQTsNLB//9TMTA0ArD7YljF32sEyZxycvIU5p6jRsKSkv2o1uPPOPQuK1+mBBRnklPjskIlLuPrqdSkT7PuK74rNwz1QqfhJ37ROAMQZuZw42SLDDJbRWit10t0SKdXfddfeZ58daFrD0aP5ffum5tJcmmjXWntejHKeeqp/1675bBWLrg0OFsVxvUrF//f/fgV/Uip5IpfQiblG7cPLtStcRAhK6bGx8vh4OaXOfL72jW+sZ/Unotc6zm3X6JkIJ88inIvi45wMTLZsGV23Tu5pnxoIApXP12BBvb4posVkAZ6ntNa//OWBFKfsypVHr7kmYkPzQLJS8ZP57BwcrZxV0Y/W/cmVin/33Xvpz0984tGmTVvpc37Biq1DunTftWuiv7/5QcZVq47967+2ev1sUxtUa/C82Ebd2rWD27fP0ynNmzLb9X3leQGhhP+KWcA/5+saTbEIuWu08VuHILrAn8zM1Fav5tqJY+LMPmwJybZFeGaBlRAXsPIg0C2eYUqxKubabhCo555rbPNs3Toq0rxNTVW/+tXn5lrnPGD16sEvfSlKrHMig8z2/xJVe9O++epXn3viiWPWQwIEvq94tMI8uE+tFqRwn5YtQm3dGcI/h4aKt966O72G8fEy98Jt2TLaVIbazF8nSOzNgkFKA6WS1yInPXBgDhZh0zrrdTlYc1UIbrvNkqvFFMEk/+Ly0lKmddiwYZiUueRPHWp6cLCIU6+UfvLJY/TVCy8M4+EZgYBSXDlr4q5ofZe0lWJzgrYgPFE4ea7Rej247bbdBw5M//jHva3gYHW7zxW90dEyhW+YzG56urpx47D1w3y+ft11W2s1GcY2PxgbK/m+ghMOiJ2drX3600/Qn0n1mCuzVgvK5San4oRyquce0+h5QQpKLe63WY0zetjfX1i16mjTGlJ4qwnkHLM+bwXn+YHWMDubeEKj6XxRJa0f/G86p1prYRGiCtti/QhPPHH0yJFZU4+xGVvcwdhoLl7Z3JxDMzPVsbESr7+3dzTcyaN2G/UppRFPnP1Dh2aIRH/4w620W8kbFzyEY24Ctn7HHWm7OfPgaa3AYheETz9tDwJuBU6q8ksCYHCwsGNHE09Lkv+wqWPHCjQgSTqpFfr789df37tQOaJmZ2t8XuY9R0GgldJ/+7dP7tgxnjIa5urSWnNJnPQVt5yaDrVSjToZJPo/W/eNa62PHp39h39Yw/tHQrpFgRqX6M39gWBMitY6CE76nRRf+MLqpFeep1q0CFvHsYXCjnmGwWoRzs7WzIcIKHjEsNuWc+N53PaKTe5cXaOmlLr55p2bN4+YdTIE8IdDgTMQo7dY/UGgxOdhDfbeHTuW3749LYR7XiytOSx2QfiVr9iDgFuHFmdl48aR225r4qFKqrwpQ0w2m+wnZNOBE24SvZqAi3+haLRWa4mpNQV0MJZKXrnsp4gWq/ZtCC1L5ZzlNdVVV6zo+8EPtogaUmVzq4JwZqZ2+PCs1vqFF4bQEcoF4Zw4RyuFsWY+mHfeubdWC7gfbKGgt3eMpykQkSkcWh+u+cmJpNoQpeuv7/3Vrw7jJ6ZFODpa+uhHH05pxaaKyScUE/eNbzxvPIzwaYKxgT//TWAtg+RKdMU0LYCIA8Q+FxROUtOKJ9bZgkOifaD+JMC8l26SHWaF/v45xKrFW2lpNc7peYu1CcmxcePI17/+fFKdY2NlWLgd02rV554frFaEzLUCWkd+PFx9zz8/dPCgPPhlLkylGg6u9DE0zda+vumnn+63Fi6XPeG+S2HKei5Ro8RuxscreKwNdXZogbwrFf/WW3eZXDgJrr++N1TpIlvkhz/cMjlZIbVgZqb2+ONHWkG+KaxePbB2bRRt0cxUbT5irWsY0LJxDAATE5XJyUbCF9MiDALTGRBrpZXniIvWulCoc1PMis9cwEn/lrMgGr3wZH30KlwvsW+DIBpALlBtregWeV3bIlx4OPExbcqtRkZKP/jBlrlravhvpIK1Uth83kq7n/3s0wcORLKBu9dGRsp0QmB6ujI2lpjk5bvf3WTFYX5QrfrCWQcABw/OzFXQKqX44GitV648ummTTIxnGou6hZ0e8RU2sWnTyFNPHfvWtzZUKpaDiYa8SbMI0+GFF4avv76X1yPcXMwiTKtnbKx85517Tf9VElQqPpIE7zsGqpBFeODAVPpOT1MYHS298MKwwD/FpofWVEaEOaazb1om+hcSKCcdNyLOdHWEGlJKV6sBfTsyUqIWw6qa4GxtgkSRzTaN9NGwTEwSkx1s0KFswnzIW2ntAopWe9c6tAXhiSgYjVDg9NQSY2Pl554bnGsjXI1q0RVgo62WOjc2VqYcuEL7W7nyyDPPNPTx7dvHU2rDZbBQFiGFU2KLwgnTOoTeS7KNHHOxJdCA09Q1arA8BwDKZU9rePzxI3j8I17eGuzulMs+FZ6crPzd3z0FTIQnwfBw8fDhWTAca4zXaLIhtNbbttm3XoThS0w5udeR4lWp+JOTlVot8DyFQx1+OB+fPIctW0bxRAf3lWmtm57qa1rznJZ8awZKTADo+M4xQTMRbpGCprVHzVF+c63hS19au2XLCEeYPpyZqX3yk2mZ9uKj4Vhnn3eNKVjkaxEdjE1QECg2fXOgrpQCq1YdFeE8Jw6LWhD29o5a1fYWAafz8OHZv//7Z9KLtbjufF9uLOswg0MzTBKft9g2L0a/sV3y89xyS9oep9CLAeAjH3mo6f7rhg3D1isL+FAAAPPe6G3bxm68cXt6tRwrlgtDh/4cyV/AGEPmGm1SOftTQ+OMvH3SEYGdOyfWrKHTmY7W+p579t18804AqNeDiYkKutCbzrtSjd2psF8Wk65U8up1pTVMTlZRvppAWzuEUlKLV121FicUEVu37vjjjx/5wQ+21Go+Iex56siR2RPTLxu9QGe7dZATPmmxxTkI6ZR+3HjjdryKISzgAMDq1QNi55jVMzfMTanPFWJqQmsdBIq2TkVNxWL96NHZpHZF+SQM49FzmvqCuhrJtunp6thYWfSUB8vwRs22sL+tBB7fcsvuNWsWOJPfohaEjz565EQEIYLvRyrP5GTF6hU5dGjmiSeONl1+//zPG3/0o94bbtgGcQ3d+mH8BJu96qYatPVzTvfieYq+Fq6N6PXUVLXpdQTXXbdl376pT37ycXMDleu2vNrjx2XGjRQge4Kp7XJAhRJN3fH9JkdBxFE/bAuTxSQsdVBK9/aOUup9/MT3FZLNHXfsufHG7RxVs8WrrlpLtZGovvbaLVr6oAAAvv/9zb/85X6sKUmsCnkfth4VWL16AE/UbN48MjFRgXA67rxzTxgHi64RhTG6Q0PFpnp9K7B16xjEoy2aKgfWRsVh3DnK6MSw3g0bhgcH82KdfulLa6anq1anOpZ87LEjtA1x33370YEsBh8A1q8/vnnzqEmoOjLHIwGsmZODiOf3f/8+3Ghv2tm4xdao02g3WoYUMiMKP/BA30037RDNiYVgIB8bn3DhNEd49+6Fye9KcPYLQqX08HAx4ZXQhecGJgP9+tfXW5M8VSp+f3+el/zZz3auXHnELHbgwNTGjSPxyu259d7//ruLxTrRPX2S5NBTSj/8cFJCjYju42wiirYQyqAJ+Fig2sI2m9ZaJ0SRaNufjta6VPJa9MGirGJ7G5aVZspafHjffQcglTxQGRf1oDCAOFPesmX00UcPk0DijI9LTc9T9bririfRYrHoPfhgH/1Zq/mf+cxTWuuJiYq1U7VaUK+r9CQ1hiCMPkcolTzyRFUqHp8ZHU81wiOHzRa/9a0NrWR+Ify11jiY1q7ZwNLNiYnKxz72SPzzOSz5lJJhYlVn5cqjmzePaOYGsB6fwFfPPNO/Z08jCHZ8vEIXKgmyfOCBvjVrBkTjfIOAVkTothGCECYnK/V60IqBJTprjg/HTUhivk49Tz333HHBIWg5xDti51GcnFJAtZxronU4+wXhgQMzn/mM/WqYE1daIU43vq+uu26LkQbXwmeHhoqjozJHn1LRsudEaZ31QqF+9dXrnn56ABjreeKJo1/72norbsWi981vPm/WQyXN3/GF13iSPmjxetIi5UJwuJ7Lgfear3OtYc2awXjepib4qPAGtYRwtUbN4iFmyhfw/e9vZpttTvwcIVcXYl/t3TuJvFL4ZulPwoHSo2gNpjWfz9d4jF+57D/9dD/XVIyORzSAT264YZvQTtDwTXID4BM6M16pRIVpbNHAVUrjaIQ7hRL5nTsnJidbOqo0MVHBfEDoWON6AyRMYgiy0SBQggiTdTkLpEhNYtm9vaO7d0+SQqNtxye0hkKhjrYpX1+hLh71DqFU8pLvdnCMJ9GYGKahZWXdc88+OsrFO7hhgz1XBhe6pErqaKMBSzm+r8yzkrT0eFvWEQ3JqenGfCJLPBE4+wVhECSG/6XMSitgLkutYd++KYOBNliwEBJmu1qjo1XTV2Aj5bvv3nfbbbu11pWKH27PNCRWueyJm4Y4E0la0oKB0p8mY00ZK3Mxa5126otjZVI2X2Ag/cAAtpvYOHzve5vwzrbQmUMfWoJlTAMOADZvbkSWrlp17IknjtLzI0dmKWmANjLLMORFd6ibiuuzDzxwUFSyfv1xGklztZdKHp8dz1N+mLWbtw6ReaowWoFm/+abd4pNWbx2g1Ubqw0Bs4hpDZWKB/ENKqX0v/zLJmCnKkN2aRGoLYqgtWsH0WcYRmDJLATWr6yVY99nZmq8g0lsVGstFm8KyijbmIQAkoVWi7BWC0ZHY1tozFcRG3ze+h137MGQKN4KMBpDqmYzwtG2b7lNTVWtGsnRo5Q1JvachJnW0N9foMMbAnkrp1VKVyoeetR5v8zWCe1WaGQOukxrcPYLQgDQWh87ljfzR7c+mEGgky5aE5QNABMTFdznS2/roYf6xKrDAA2SalS/WLdTUxXM+E7bk1zH5LuecamW2F9SsjDLaLXq40YUVxRSLAb+fO6u0ca3VrWAgAWLN9hiukq4Z88kP9dI0YzWlWbVh5DjA8C+fVN7906xwlGnhIsmFHYwO1ujc5D0VSiGYwSDFp6QEIy3yj7yDWlSm9BcE2NIs2YLv4pVixmoucIkGtUsr3QQaAo2ITzJI0pqhzXtZwoFCoWJ9lAxZkrI+JSpT5KFV1zx5K5dlAAsUbgdPZrnCfnANlwESulvfvN5fIkEhoU3bhxOsmoE+Wmt47sPsXaxwLp1xynaxaqjhLMgu0yUZtVIrL/TDQbscqFQz+frwGYTBf/UVMUIcMM6lecplnDK2bhxGAO4tm6NnWLimoQVDY7MQsvBRSAIcXC3bBl55JHDxqtGgaaVDA0V//EfZbJpc1nik0OHZh5//OjTT/d/61sbgM1cnP5g9+5JvPf52LE8HsVVSlG0MV/8QsGkcMEg0Pl8/Y479jAeF8u4yGVqyvpHGBsrX3nlswDgeQpzbYtIEEh1jdpGo7lrlHiBdQkdOjSD7dVq0fn6kPXoW27ZZY04NfExPZBmSetDMMZNxwMTRGYZhIMHZ8plX0w3aRu4sRSv3OGTjvUfPDhjDos4noxmMWoJHOEvfnENkkHchohUAQ6USU5rfeSIPcIwtAg1V3d0I6Q52mUMR1u98MJIK8sKYXi4+B//40Oim/iDbxYQJKtiFv6IhX2fk6KTZFNS1BL/PKkfuAxJDoXj7JTLvjVq1Iqw2PYzCwCbWWFq87fUolBY+ej9xV88RvPLqYh+B+HNFuZa0FqvWnUMr5fC80iauUanp2vHjuUpQJR/zZwxjbauuWbDrl0TQaD+23+Tl5yEA+LccsuuFSsOmCPGql1gSbhIBKFOWSTpUCzWd++egGQdhNeM0zM9XVVKz8xUZ2Yi/4MZi0H//vznO9H5prVl09tcilqD7+PyVsePF26/fTfVppTmufAFL0YcPvWpJ0h+BIEeHi7S58ZlCBG/aEp5Vk1N5CO2foUdNPcGBgYKV1zxJP6uVrmZ22jorrv28n3W48eLmzZRjkSH48M5tUkJ+OdnP/v0sWPWUA5HSHfuhjJ1BcbdYt0cHCxglgDT1DNlLQBce+0WYDN4yy27isU6P+qgNRw+PMPL0PN16wYLBfRhamasNMoQztPT1U9/+gn8yvOCJ5889jd/84SVzmkeTXVHhedMaI9QKUAPsKgEu/nBD94rMrNXKoHhz298ixawydwtKMY//M53NnIrU8XF6VxsysSga1JuIJJDTvhnoqgGgF27Jij4VpCKTRY2aOPKK5/FHTjOGegH4xtRH0MM4dZbd2/ePJLP14tFL6VTFCZtLhCtYdOmkcHBAsNKBhsisYk6hfsUQv24VgvM3aIQbc3DiIwBsWB44nD2C0JItvxaUSu2bh277rqtglWF1Zr8DqBxpFpTlo2Qd1iMqfCJQx4S2iPkep+5f4aMCX0R6GfAegST5QjQ8927J+hUw5Yto1ddhXfPOloDcSj+SbySxIEi24v3TliEu3dP8PRjN9+8s69vJknYe56iMazVItnDxjM2p889d/z++6UWySzCxqja2tIA0N+f5+yYChn+zxibEyv5/vsPVCqWiFat4bnnjm/fPt7bO8YRIFYlCrOaGzwLpb7QrwUmvB5kajzqUjBQACiVPErjWan4X//6epOfIpAmMTlZJfxDzqXCrUH6IXkfjQ8A4AF8uuoLAIJAJZ1iCvGX9G8FXuzee/djjggdnsTlwiZJAzYfp7AIjphwOViDZejHXXftxe6brvUnnji2atWxIFBo0PNx3rRpJJ+vC780RLOgJyYqjM4bE41P9u2bQiWPRBdnL4Qb3qKVIox5d0LtShNKbKdGanVs9TWeh24MbdYJcXXNCguebvQMEoS33XbbP4Tw7W9/e6GqFcuAO9NaUS6sWzVJBUKiRHYpknuJ7+TJBIh0avFKrkbuGg0CXa1GXjirkpXP14UlRAsVgymofL0exD/nnWowu6bDxT8X5Lp9+zg7Sw79/flq1b/22s3WM84csfXrj4d8TYeCULLI+OZoVAwA0DSnRWusah1iq7/ylXVCq123blCU59JCDNfq1QOTk1Vs9Kqr1mIcCjB5jM40wSlMWSVwA4B6XZVKXjwLjCV6ECKaAQB45pn+kL9oKo+JbPbsmazVgkol2swLOWmstrCbjT/vu28/RKIOkY/EJA5dSPnS7CCpPzJS+uIXn+XPDUHohEOt4tKiyaFYwpNH7YtFZOX1AFCvB2NjZVNJEk9mZ2u4S8LPioROy0bNSfcR0tTzf4GNzL59k3v3Tq5a1Y8BnGGdjc9NhZgqCQL1uc8989OfbseHe/dOik0BSJAuvHukttJD5DPCJQsxAogK+749t5wV0MezYkUfrREACFV5i3YoEE7nQvOAM0gQrlixYmRk5JJLLrnkkksuvvjihaqWKSMaAD7/+dV4UI+gaUh3krzkrBaBQjNQpBncRGIlQCmNqRkgtkhkWR3GR+Bq5/mpjZKAXd6wYYjX+e1vvxBm54oWML5EAiXBLLqfxERGR0vcb8N7dPx48brrttKfxWKdbjTEwkeP5s0lqrXm+2E7doyTWyZc4VLqoyHOKzlwYPq//tdHAGB8vELywBwlYhlBoB9++FDoUmvw3FpNKgd8P0ZMMbCcOBs3DpPlTdxKa7npZSIU55Wwf//U/v1T9Xrw7LMD5IIzh5rXo8IAFt9XlGGuVPIwE8q99+678cYdX/va+t27J6vVWO8E0QrQoYnPbT6lovuqhMFqfk7jwPVRPOFgdScGgZ6drVFNnCxt6FlUPRqQlAWF8Mwz/ddcI88XmbNz0007Hn74YNicDlESf8Y+efLJozyFIf9XWM84hiIimigh9HLHJIFmO7W3394IF9iwYVgp/cUvrsEsP2xwHD5QoiG2R9h48vnPr96wYdhkgD/5yTaI8weIiM069YRq4yU6n266aUdf3xQfahVK3XSL8GwWhADwgQ984FOf+tSnPvWpT3ziEwtXaxSJ4HmqWg3wyAGEE/md72xM+dhcCWNj5VWrjgEA3XMtVDbkJmLrmI4kDw8X2Q2W+mMfe4QfHRseLoa1ORARR7QtDw3WowHA84IgUNyfyRf8z3++Cw9f1+sBuk+ple3bx8bHyx/72CPFoieOIWPNJi/jC8+EiYlKmO5LvhoaKlLArVJ6166JH/1oKy+AgTAm3VtTf5EkVsahWjNc9v7799PmIk6jqdtSzWRimsqE8F+RmSsKh1xepvngTSAzEnazMIhFc48/fuTxx4/U60Gl4mPks2CFrB7CKtLNiSSCQA0NFbTWnqfq9UAp/FfzHTvuQx4cLOBRdN5NGkY+OEyTIIvQKmyiE0GVSsD0CYC4FUUfB4HlNvl0UY0/fF/t2zcVpu1uhGDwLhCMjJTQXV+vK3Z4iSqU4xwf2EanSERhYSGGf/rTHeFVwBEOkLBHyGd/166JrVtHGSvgwixGY2SehjUrADh0aGZyElVAiw4xNlb+rd+6m/eOq54IxWK9XPYKhboYBMq0p1m36T5Ic37MKSMZPDJSwh3TUKJrQWNGVQDJytC84cwShPfff/8VV1zxgx/8oFAoLGC1OLL790/91V89rpTCeDwIx7SF66Qdvh527Bj/n/9z1cGDDWtDsC0A8P1AGUfjaZ2vWTN49917SdodOTJDHJyrh1yPU0p//evr6TSbDs/nBYFWCthmZMzaGB8v8z15zuPRm3/06OyKFX1iRZnCjy+hZPpzeBfoc+TIIrpEyFSM0DEZkLjcjjNf1i7fWCMAACAASURBVKmogFjGJguDiJtELzBbNMRNPT4O3CIRxUwZCeHsc1SB6c62nvIn8uKkrVvHPE8Fga7Xg2rVRw3MVFMAoL+/8NBDZKkIT2DjE7T/cNyYg10ElTR+Vyq+yBtO9YSVO8AsYBUdqJeExCA6QEL7vjZ/XeOHESxjLx++jZ4HgX7++eMrVx4Jm+OSI1Zy+/axX/7yAACEeVhknfzRzTfv/OUvD3A0aHXzYio8RoWZdPhbUYwWHck5nqV6YqLCjyridPCOsDGJDR2bEWoikrLYWG/v2MxMjXc5tOxjwwgAZhBZnJ4bDz0v4M4VMIAXJjwfe+zIP/3TC6yUw1FNyle84IIwu7DVpcPk5GSxKLN1dHV1LV++HADe97735XK57u7uFStW/OQnP9m6dWtPT4+1nnq9/gd/8AeZTAb//M3f/M0rr7wyqdFKpeL7fqVSKRZrmYzu7s7t2TNaLL4WAGq1mlLK8zwTK/55vV4vlUpBEGCxcrmslJqdLaLNVy6X6ZXn+Uqpet33/aBcrtbr9WKxWKlUUEGr171isVipVGu1uuOAUqpcLvt+UK/Xp6aKxWIxxMcvFovYyshI/qGH+s47r7NYrMzOlrGVWq2GJWs1r1KpBkHw6KP7lVKlUqlSqVJ36vV6tephsVKpXCwWfT8oFou+7wdBA+1Dh6YuuKDL94NyuVIsOkqpYrGklPJ9v1gs1mp1pVSlUi0Wi4VCTSkVBIHjaBquFSsOZbPOf/gPl5RKJewjNoRvgyAolyv1ulOv+/iwUqn6foAdpPFXCmo1r1yu8FnwPC8IgiAI6vV6WHNJKYUDiFh5nl8qlYrFHH5SrdZwhEulkud5lUoF8ce3mzcf9zyvWq15noc9wucf/vDDP/vZ7+Gwl0qVIFDFYjEIshT3OD1dqVZrVL5er9Pn1WoVByrE2cfRDgJFOBeLGksqpep1LwgUEgB+FQTK94NqtVareUQAIQ5Ka71mzZFKJchm3VrNz+crvh8opQqFQkdHhugKQSk1NlZCeg6CAOcRqY5Gb3q6GARBtVrH/hYKJcSK6vG8oFgsKqVWrz6yfHk39g5XULFYDILA85x6vV6t1pRSALpSqezZM46fBwEQwdTrHs0yn9NKpRIEQalUVkrNzOSV6gCAQqGolCoUip2dGSqJdU5M5IMgoPFXSimlSqWy68aOzZRKJcdxfN/HgQ0Cjd2sVLxSqVSpePl8lQisVqvhQsBvi8UKflUolH0/Rt4A4PtBtRpRy8jI7PR0pbMzUywWcbp931dKVav1et2rVms49X19k7Oz+fvv7xsZKV1xxa+Vy3Uk2lKphKONJFSr1ev1xpJEWsKxFTOLmPu+/4//uC4IAmy3WCxls65SyvcDz/PK5Yrn+b7va+0opXAifD8olSpK6Xq9XqlUPM/Hqmq1Wr0eFItlpVS5XGEcw8faDh6c+Nu/Pfid77y/VvOQAVYqwUUXdRJWQRBgK57nVqtVpK563ccCt922w3Wdj3zkkpe+dEm5XMFWkH7K5TKOGK5r3w8qlXom4+Bb4mC1Wt1xgmKxODSUn5yc7eiInD1BECil05k2h2q1mqCTxeCUCsJvf/vbDz30kHj4jne849577wUAEmZ//dd//da3vvWee+75q7/6K2s92Wz2yiuv7OzsxD8vvvjiJJEJAF1d3a6b6ezschzXdTOum8nlOrB8NptzXTebzaZ/ns3mli5d6rouFuvu7nZdt7t7ieO4rqs7O7szmQy+ct2M67rYUDaby2ZzPT093d1F13UBIJfL9fT0dHZ2ZrO5TMZxXberqxvAzWZzmzeP/93fvQvxwdq6u0uu63qeUyr5F1ywJJvNdXZ2EtpYUmsnk8m5rlutguu6S5YszeU6qDsdHR2e57iui91fsmSp62Z6enoymYzn+V1dXS6+y2QzGd3d3b1kyRJECZ/39PTkcjnXdbu6unp6eqpV6ppLwzU56Xd2IrZV7GNXVze9dV23u7vbccBxGp/kch2O42YymXXrxj/0odd2dHTgV0HgdHZ28VnIZrOIBuIQzqO7dGlPZ2en67pHj5Ycx+3uXkJf5XK52dlCf3/t1a9ems1mu7u76VsAKBZVNpvr6OjMZn3eVqHgZbNdrusCuJ2dXY7jLF3as2RJ1nVdgMb66ejooPLZbC6bbfzZ2dmVyWRZf3GIMgAOtrtkyRKaC9d1XTfrOG5HR2cu53V3L1m/fginO5fL5XLQ09ODxRzHyeW6XdfVWnd2dtVqmFbNUcrNZDLhIGQ6O7uodzTg4YhlOjoabx0nk8k4SMAAWcdxs9msUjqTybpuBxIA1eM47tKlPa7rfve7277whXfhxHV1dQ0Olp56agRbz+Vy2azvuq7rOl1dXbOzXtiQg1Xlch0dHR20KBBmZmozM15XVxfOmuu6HR3dPT3dANDVVXJdd+nSpV1dWT77AKB1znUzuHCwCVx6PT2dvONa656enmw2hzNVqwWu62azOcfRS5YsqdXU6GiFlk9HRycRJABksx04iZlMDomTo53JZDi1hBPk9vT0uG4mCKBQCHAMc7lcR0cHYnjkSAGgEyCTy3Vcf/2eI0cKSLRLlizBruGayuU6lPKxqq6urkwmk8t1ZDI5XJuEwze+senii8933Yzve0gwOFzIQ5CDdXZ2ZrPZTCbjug72HfHMZjscx8nlkPKzQZDp6enp6OjU2u/o6HRdt7Ozi4YXwEEcVqw4fMEFuJDdrq7uXC73/POjF164lNMJtpvN5jo7u5B1KNUg+2oVcjnn6qs3ffnL7wm5ZTd2s7u7G0cA/w1ZZSZ8uySX68jlcrlcRy6X6enp8X1YsmQpnxFcF3zdpUNXV5fjNL944JS6Rr/3ve8dNAClIIdMJnPZZZeNjIxYKwEA13V/93d/94MhXHbZZentsr0fSwJroS4k5e4SRj05WEx7H3103GMZvm04lF54YZg5zXj0AT6L9gDiGwCadafRHPdYoj9herqKx+nIkYWW6759U8w1GvldRS/i3sWYk5Y+KRTqt966G+IZWwi3+KBpnniJfClf/epz3OXoeUokaE0admoiDIWNOZqef37o9tv3CMz559bn6BESAbRWrywNMj03lU1rfg2aJq01Jh0dH698+cvryCEmCt9++x5C1fOiYwlWp6iJp9ZizBsF6nVFlKmU3rFjTNRGPSqV6pzMPE9hsBInVFxQ/Nt4irXG8/HxyrFj+V27xsNrlTTGR8Sz1dgB08qb7sqk8vgGr3cQDjqtoa9vGncBeQU0X5ju3GjLQkU0m76vMKF/OMjRXq/WjQpxC5a7MVk9Kk5aDeoSSFQqPiZzCY9piiUWjYlYIzxBB4YC4O3Z+KfYVgQ2sBSyxwcwPpgxtiM+x5vIMAZKICZyR0BjAVJqJE1MCQvQyeZrrtkQXlAjtw8WBM6UPULf90nyHThwYPXq1b/xG7+xIDWT+NHhxr4h0qJB3bhx2MzQbV14nBuykgBR1KhKOuySz0e3Rmi2hRPfI4wqRLnFWxHbWhSthxz2nnv2ccwxomx0tER14taL1o2QvDjTj9rlW0H88OzwcOnee/dDnPNaRwMxnJqqst31RjFeUin9//5fL79cSawWNiyafijjhB8+HxwsTk/LfrFlpuPPo6hxnqKaQ5z1NDjIDTdsu/XWXUKKQDxYBvkXH0OtYceOcUSFH+rSGoJAh1EDul6nGB/AhKJ8NMzBEc/5yNAVJdCQPQ5tHfEsdNQFLEtptAheeGGYSEhwQDECguq/+c31d9yxh/MvjBwhqk6aa5hL0u1nnx2Ymmocwd6xYxyYYKZvv/zldXv2TIoppk1i2uIi+PnPdx0/XiBhf/PNO3A30UQDNcLe3lFSo7XW9XqgLdGPDq+B+h6ShOZ7hPH6LSopxHiI5BtIVAwaAWVcyGmtR0ZKiDbnh4i27we0XsQqgGQ6rNV8HJCkYyTUCtIqP1KFg0arm8bz8OGZiYmy+HwB4UwRhNVq9fWvf/3b3/729773ve985zuvuOKK3//931+QmrWGQqE+M1NV4Y08Vq6NMDZWpsDuQqH+f/7PM2AzIyAUDBBXqYgVahbrYcpdpkM11Gds1Iy8QOAnlniLKsrlIRHgf5L453jib0xGHF9CjTJXXPEkT7iF2QJJ0psr2RxSWm+TkxWM30MV+PBhzEAWDSbGdlJCUXO046NHQwfWw2r33Xdw//4pPs6EKj4TrJ84sjVYxvyNY14u+yKjZqi1RGo+9hpiE6HQLGOMDFBbX7du8K679tITqtbzAopiSMKKP8Fi1JeRkdKRI7N9fdPQiOvTJF3CdNtRDYZQjP4cGCjQ8XxTAeIjEAr4xkM8nkjltYYdOyaAnVqzJSSjn442AgitPPCWW3YfO5bnSzW0SKKqwo7HsKYyZozPpk3DpLMCwORkNbxdQRoluNjjBNw4eCOupoqPmKM1bN48QpkcNItJ5sDnQnRfKBDcZFfsEFdcmDk69BloDXTcntdGY2LllozSpGYJ4YmjkAfGRlX0AgU/Czh3wmRJQFKQLxPWtGWUTgRO6R5hCvT09IyPjx84cKBWq1122WXnnXfeAlY+NVXdsmXUVLjCWYmYTj5fp/WJJ97+6I9eLyQE15gggfXrePQXf6uZCagbp+Vgz55JchVu3z5+3XVb3/veV0Ckl4lco4p9HstAHQrCBt/Ew4L8kmi2omIZF01yHxkpc8WfrgvX7JCGmYhEZM8i5DdsGPrDP3wdimQ6SUJfIX+xavqs17G2tAZr3qw4K+EdbLAJU5wwi1C+FXgCsyCJC/CqIG7srlx59K1vvfDyy5eHr6Bep+sg8LcOmZfDLSRObJ6nXNcBgCefPGZ4Ju14hlpCAzxPYTLb0BPQKEP5SPkY8qY5AaAnkyMAAJh8koB52+TI8GrxICmlQEuxG/jAWrssyhgzFf2dz9f6+/NcIOHWUTzqVYsaOAjxH4+2tVCO5ynC/amnjvE6maDSY2NlPqoiADWsn09uJIQEboWCR30BgKmpqu8HnH1xnM2bPbhUw39DV4RlbCFcC/fdt//P/uwNHFu8LlTHkxGybzkNN5r71a8O4wD6vnKcRiJTzvfEmKTzinnAmWIRAsCSJUve/va3v/vd715YKUjjTtQm1hUfYt+Pbi/T0Q3gJmXGmA795ivK1IYInyBQ+/ZN0rdY4BvfeP75549jgYmJchwrLdDmGh8A7xoAk09hLm+7Ck8SkY8DEzPRQWmIEW60/Ul8k6otlbz4VWcNZEReZjERJm5WU49/tXnzSK0WUzUIE2LfvMK+vumBgQKihBYJglJabFaZiAldxzhJFsOQWyGbN4+gqKDh4hmu8/ka+ah590VzNIZ8Ent7x+6+e2/SEIEhXbAG3LNBw06pRmIzq2sUGDkhoNw6frw4NFSkT9BVmDRQ/Dnml9da08zSsHNvvIB6PRDZjiD56mnRNOVZxYdDQ6V8vl4ue3S4MKwt0iatpqdY3eZzCMeNf75jxzjdQAkAeFRRCDOcBbZhTy4r2SOhoACbHbJxteauGlIyosp1lPEAiUoe/DWnj+QoSDpp6IJbtoxMTVXFrdovvDAczzEUjacpzrFaSrYcsk2HmBsT/DEGtbBwBgnCkwZ04pWUvhhBC+B7wuFmr/CExG5LiIuW6Ct2oF7K3UrF3727sR+mlMbf+/ZNUdPkOeQWHm9FME1mDMWkTtgjxQ1BIf4Fhd155176yswTgb/pVjxCjDCfmal973ubeWHOtvha+spX1kEczONK5sqhSiYnK0J3TlFWAGDHjvFQJmnMok5luEUI4Bw7lqeTpqKeq65au3XraLi3HxMbTz/djw4ucSU3X7fCQxjvpkwJxl+ZV8v29+dtp7ukDkeAf2JCdnRQq/AcoZBYccKIkCcDrlq13K4Qfh5hiFU99xxer+j8678epFccJWDUa1a4atWxiYmKeIM3TQogdjkzU6Pbg/m4TU9XAGBiooJhWdQcs5ka3d+xYxxTsArExJI3LWn+ZOvW0b6+aW3x60ZrDeknnpjeSXaNRr/jFUbViofAqNFUj2xUGincxElY9y0ebMFq4hXy0CHJQ2jMeYAVsN1QJbd45YDIJk8MFoMgBGCUyhVMPiUEfPGkxLPZnI1c0bNrdqI5nHK02/h6oGxhXJbwlUDELdQ6zDwi7mRRiscQRlKZszlaAFu2YMRplENSIK81oKoLjPFR7hh+cyww+4lGhuo0r6z71a8O8w9xTI4fj2VWM0SIReSYpj8Bijp+L4HWkiM//vgRzMhDkM/XUT8oFr1aLeB+Ampi06YRNLCMe3wiPIV447+FciOkkVmnlbYYO5NxCqoRGIkSImbB8JqERcjZDfNk2gkbIFah1jA5WcWLvbhMTdJsfvjDraaGipQvArlF7FgcnB//uBenTynts7uwhPlrXU34cPXqgWefHYBo1qQgBAsdgnWvYfPmkW3bxjh+vE5cR2xyGyq72av4hk5UDxikJVClydJhdgv6LbLlffzjjwhKCP9t9AttejF6nIcIBHQsS2KUJ0ugzQkD6TbUomJSlpGQXfSeIJz9gpALp6NH83TdM9hUUa3B99XkZGVwsKDjMVeiQr6QaIYw6EN42KxqEUKSylOp+JyAfF8iwDtF9WitMW+qaQ3ccMO2hx+W96/SmuQUhjVoDUopLsMY4WpmCMYCDQBg/frjjF84rBXgYxJ+K/EU4zMxUcFQeIjt80cFrEJR9IsD4sMuFdKa2VuI0sRERThm168/HoaxaIibMubkGuZ71H0MtRe4kRRk2PLWHTP82No1AIoJjHzmBNhH1JNUI24IOCsMexT7ijdDgtB0IbLPY2ImbEjr8GITsdb4j1tu2WWqawg8pxLYTBOICExTbJGwCEVYmY3pK0I47miRCIvfYU+12btDh2bYnbR84hwAGBwsMG95gzJbcI3GhqhaDQ4fnrW2DmHYJ9XPfTwiPnzLllEqZu0mv0Wcq1xgzBcwDxy/FY6XpHYFByOsDhyYonmnETPrWShYDIIQgK1JiFG2ZTR9Xz366OE/+ZMHq1Xf3CQjMBW3gwdnUMqSA1aQrAmc9XPmwlJ3NuhMlCQRznePqIOMqhpvx8bK4X6hnYma2NL5PyFsQt0NeIsE27aNaQ35fC2J4zBL2hyNRE8IxJaQfaEKvR5sI49kIAL3iV3imD/wQJ9g9GTmYvnJyYrWGuI3y3MPgWgRQt5NAcnmkALA+vVDHEn+VvTjV786Aqmgjcuc8QwWHmIhVzln99Qcn7j4UEeEkSQI45pTRGxPPHGUzsaY8yiYIwcyZLnOipSzadNI/LxNhB7+zOfr3PQPd61MKnIEUxaXWYoarIOD8WtiJK1DFAeH62FaQ2/vmNULZQbLEHqFQn12tibkBGHi+5iXPwj7GOEfF4rINyQ7Mhd4HAdLYkWOWxA0rvjm4xn/l4iwsXKD8Nbf3t6xxx8/wirEA2D2VXbicPYLQoQUShKrHdd5sVhHJxgTn1KX4X8CI6PwK3Nhy6jrJJd9X980D7KAuMNWa+B5osGyYk21y9J33q8NG4aPHo1sZd2I2pIhoEyraKycej3o7R0VwumLX1yzfv1xzsRpYbDhkqpvsyvGHGArh3ent3csvi2P69NytRPlQ+cuZRou8qQZiMW0h0cfPdzfXzCUKvmD/2k8jHpRLvsHD05rDfH84Drl86mptKxR+LkYTIxqodOBSDlhx2M8lEX6aWvr1oNu/FvNTsVh/ex4gB1h44cs88ADfcePNywSrPb22/cgk41XFU3Wxo3DfLsBv6L7QNj6la7RpI6nyDmtTcq09FQk3cY6ubS2Vg5xChQiSnAn0Xqt5geBDk8TxYSfCDiHaH8uqoHbD9b6rQNFCPMruowPG8+RUPfvn0L6xxVKJMpbRCWbD8ICwtkvCEnlMUWXdRYpnJoWc8LqbfxApxnEbIJGMELow4lRf1yRtFSIgK4kbmdwtGkxcD2XFrAgPrTPmMh0eGEk/UceOSxupzLca7HbMEiw7d079bWvrefIK6UHBgpTUzW6e6+7O8utBCxm8tOkY3wA8MY3nm9VUfHnF7/47PHjRRpe9gMEkPSli9YgZhHab+g2sUq5d00sUSuf4kJ6ZKT0/PNDOo6uGE+bYLZjSPWbSgyEm210jtC0CCGuRVnZDQ9CFoDfrls3iBcRmLpg/E/H9tAODz10cN++KaI6CE/Ni9p0eB4JAEolj+5DgHCt/eIXlGsiQonGgQ7AaQ333bcfLXiriqOlRai11vGLne0d4TwnFE4xPSCdbpNqpnVN+OAP9EyGKmlMIQ6TnkfauXlqMInOzLVmIKy5UmL7t4E2MsliETPieuPj0ZWQcYecjo9/WxDOEUj9sSmeFnZGDBr/Dbk5aA3Dw8WBgQJJVvwELzqJV9sgEfGc3hIkWYQAgCegrV8x8qKdj0gTB8MiLJd9a09pELQtS4tSMkgn/B3dbauUnpyMjkufc04nVtjXN93XNxVebQiua3qfrK7RROLu6emw+loJDa350kqbX5pWKnDLLbvwLe3FJg2XKavw3zVrBvGcpe1bS0YoIfY4YgjUhcOHZ4aGiuLzZgfvHG1YhKKtuCCMFSUDJYmAKaW4CaEgPI6JGkxmav1tsnjziecpHhMLCdqAZtHaEA9AC8ILGvFP0yLEZYVXmymlbr55x9AQHfmIeicGh2rTGshmBWM5s69iwkDFT9SYn1CXTXmsNXR0ZKhmXp4u7wzDozTpEIjC4GDhhhu2cUyA6dP4YVjY2hH6NxZCH0dYHz48Q5/39o6OjJTEpBNDwIs1jh7NDw0VqU2RIY9rhG9+8wVJYzU/OPsFIQLnj4Kl2lgSJ46ILzz00EG8oZtXYh4aTXKNms1xAhLMBRVeIa7oN7EYM+mMwFm0ZaNqyv4VW+fGGaBIB+SUisGf+HdnZ0ROYW8crbXrOkJ7ABs3Lxbr1167xcQcAKgGQzGMeic0R3P8gS0tvCgV8cFYeQDgic2sYE4H/nvHHXt27hwnTPgn1mE3jbzduydYPraoktWrBw4cmDasTDt6hJtKjmeBcJPPXA4IFKKZVEnKHiGZoSRoRTcTnIfSYWhKRAz2DvW8xiEQXjOV5E2IWzwhtkilDoqvJiYqhw/PaFtmKHH2PKlfAh8rEPEoZZ6NsXxrOkuwSE9Pztoc7Z5u3jxKdYYKBGjjDiw2sI25mJioDA4WrXzMbM4sgARASUK01pOT1SDQo6Nlzga11n190VElwbj4tVA6Hgi9fPkS2eSJwdkvCCcna9A4FUfTJfZ4zQQrUXbNINBUgJJjQVz2cNIEZqCI51SeQKg8HIxbqmP1sz1CWY/ATTzkAo+zG3H5H1ZeqXgQJ3odZpahP7kAzeUyVBIzBtTrwR137HGcmAps9ghhfLyCN+qZ4DhA15KZVoUYbdPUIKC1tHbtIBhjzowhicCRI7M/+9lOEzEyJqwGK8NQTJBEbd++Kb5Ha0yoFCcpbDac6MQSxsZPbI8wfrbEQsApe4RiKxpDr03cEOgwfrolRFjF6d8uMLSOyWl+0EKFcTcGqpDP17nZTW49kXTN1At5uyk9NYv5vh4fb9xGu3nziPjEJnjkW1TFMOUQPoyfR2wAWlrVqs96F9saxI6sXHkUDH7IlQ8TH8IBAOiMEwHPgQxs4V911dowtUKjBs7o6KHYs0CstI5wa+E+ibnB2S8I0ceoWP7WFEYJbM5I4JENxJOGmIyPu25UAzSEKYatzaW4RvkmFv647rot6Hvh4gQrZ6xB4GbhFPSD21gGb3VUdOAavvGN9ZRiDaSnBYaGCtPTNQDIZiNywlPP5bJ35MhsJuPSh/E9wliT8SOeMbSzWbe3d0z0HfGkb5GzgLFKORDm1mwm3CsIBvD0GUwfaoy8OLvJS9oemtXHHhrJU+zxLFbg95kkFGjJIjSZe9i6/dpVjjZ+GzrfogL8N4Xjm5NurlDP49mfG2jwpvGVuFyXb5RieUxrDvE1MjRUvO++A7R+BwYKYoh4DWZHwGbiW4eut3d03brjALB27eDXvvYcfmi9eFaA9WC71prkwfR0VaS748Cjq1CcUCXYxyNHMA16bEnyaAlrtTQj11671XiFaCs6PmFOLhijxIOtIB7roLV+9NHDK1Y0lKe2IJwz8MXDnwAAz+JKr4iBcjmBPyj6A+KH1klk8ifER0gQhk3Y6cDKjzhHmJioYE5OwkFFl1YD2NgHb4to2ihMOHPEYsxu8+bR8fEyNU2UisyiXPYxTCCTicgzTGKiAQD11v37p+69dz8ThHJ1cUcWB8dxXNcR+PMOaq23bx/DQ3JUYGKisn27iKeIGEqIf0yiMD5u15Do8fHjxTBBCYTjANZvEW084SdqEyB8ekmvQkwS5ZxQhkwQLN6qgQHrr2grNWo0IipOJwy36M/duye2b5f3QFn7AgCTk1Whg5JfhMOePZMirsTUXI0/HQBYu3Zgw4ZGhvRDh2Y0cy9baxBaQrqNTnDttVuQb3ieMg9xpihwPIkB5zZ0QWAraefwk699bT3E+GG0hy12fik8wgRhlCMXEgW0hjVrBleuPALMyCPA7BmmPsFRpeNGEGrAYdJzyGYzsKCweAShJSLRun9TryvMeWZICMxIIkPdTNOQopDxQ8q6QvVQWykWoZEL3wGAH/94q2Y3lvEWASCfr8dT3VuVcUc8wYVn6r9cg4u7/qKoUcEsuEWIjhrsheOA1pDP17nNZ/KOJN7tuo7j2ENpqAaKVaErJ48dsyYh0zyiIQkB6+LnHOraa7fwg9J48VvCtw6EqSZ5uyaD4d03HOOSNlLYblNBSIedrZVzx4k1KCZlj5Cqigfi24VuPl/HVHZW5UdUODtbI7I3k2RSSd9XSUGtxvqKdW3nzgmusHKLULALas5UoOPNpVvtPELHfC8F/KpVRwVxYvukeqZMN8INN2wfHS1BI52NFrOPdQrCoAuqUgA/x2tMRAe11qg9Y4/4JUpg4W9R16j74Y03vGTj1Vven+rXHgAAIABJREFUspD5qGFxCEJcPFo8AWMaEIrFeqjFAMRNJe6fod0sWhJcD1WxA/UWfKik9TfRtxC3Tz3Vj2fdmFIcvb366nV092nSOHBsaQ1owzWqma9PM+uW944PDv6by0XkJCxCao5bhMJWpv5iJAuB64LrWu4RhZDdaN0Iv+b9svoPp6aqoWkbG17eetIAxjWYSAP453/euG/fFPE9q2vU3PMzWUzcIgySXpl/WusxrwFhrcesOtFXW9SorN96NiPehA53o9MSgghJYxt/ywUptDDHxiJdJKxQzrtVjAHAv/zLJitK1ART/izCxuxIEi1ZIQgUZbphyzDWHAeMTjDRIA9henMAUKn4RBLaiBykQatUvN7eUfxNen+S2pXCSLFfrEVNKYhFMf5nsjYJgntkMgssuc5+QWiafWK9xSWTqb1G5+fCBPwFYDq+kFW8Reva4A+TPFRJUdGsnhiB4v98dwcMbisoyeRuojD/k4ekh13TY2PlbdvGuf3BLULu+Qm39GXyi/5+M8u2BoAPfvBezsdd13EcR/iyRC9sPQUTxH5t6+sQmGDgNWitDx2amZmpidnn3bRVZWmClxSH5HgKlfDzRM6H9Tz33PGkAngtQxLCYp/P+jluCacAS3EZH7U4DZjncwTwb3/xi33hTSaNqFF+oJ5sGjPsi1Dif1qz/PDaSFp8//ubN28eGR+vGEsgKi92FtI7BUwU8Q9T9DDuB+Y7ZxQs09R0Y03H+KFgSnwD+K679jRz+VpyVoT1yOVndd6aXAgMmtmzZ5IuIaDn7T3COQPn1CkFJiYqR4/mTQ2USEFr8H115517RfSg1VGJgiSfrx06NGOIQy5g7IKQ6JtFOXM9Xeqq5vUUSd3ki43Tljk+vKQydpW0hpmZGqVSMwUh7yCeIxRLim+ks0Y1AFQqPjeJUl2jkpsTh0pPXmzqQNAC8+IqMI2nMEATtB/RkOSbEJ8CvD+BgJ+s4L1IwFND6qaR1jA5WeXHJEyEeVWm9cNPjlshTFwJtVowOhr5xAwtwYI5xGgPAOCCC7oBgKJqf/rTHaOjJeyFaFepmIznUyboYcOGoc99brXZO8KE4syDQP3TP73w4IN95siwP2FOyTDpLGbKUhX9ogpxQ27TppF7790/D0EIYe84nlY0Vq8esBJqK2B6mBIwsfwplIzvf3/z1q2jgk05Cy0Jz5SLeU8emIJQLDOEX/3q8LFjebpSHACsGdOrVb8aX33mXgvxviNHZm+6aUcKJSXRCtH3wYPTJs7cM8lxMDVKm3iLdQeY8ivWOXdPaXbRKzGXOA4OAGSzkjq5a1S8qtUCU1axyYqqQjeIEDyEG/7H03OElYAJQaAzGdGQxNZ8LmrmZfDCPIhLYvGVWVVf34zYBRQfpu8wNRXY6WWCQIn9MP6WdySJvaakPuBoaK3r9YBt31qUoXRUsXxXVwaYz3ZsrLxt25hSmpLSUUl0WSf7USKoVHwMA7YWVvHbY/r6pjs7M8uWdbAiMZJWSgvOnD5H1j1Cq9pB5cXjvr7pvr7p1l2jAjFBrkl+C9OdFi+QyNvoNtb0kgY9NEZAqN3EEOYnlVuBxSAIYzIDjNHEPzGTAnfWhbnvNJOI1vol61FKUy4VHd9dE60nuUZJEJo4c4vQFL3459BQEVN7mIybPcHbVSLWn8T1QotQ8T+pX9wiNB33TBBaOJG1OTAcTa7r0B6hiRv+oBySNDjW8kppjqRAifb2my5a4hGlkjc0VAImG4xhtGSWGR4ulkqW+IIkxASYJ0/MepoWIBDmHdcGwjqkT7sV+yOJoaegmvQDlwM/FDg1VbUKPDoCSJ9TkSStKwl5Xk+tFlSrQU+PLMA6oiiA09pTs2n8nKaSKjRvbgrLxyr0PBUEar4WIVCol8mUWDEt5H1TrAi2bRs777xOozZLDRzYplKMMZJeTo/brtE5w8hIGeLLYP/+6fBOomhw6/WgXld8a+pv/uYJ/IGz4PtKXMRMb8MfsYdEYYbcjX5zxb+ZIIx+mEIFe0fbHpWKHx6rsPBWQfraFumujS0Qc4+Qjx7+Nv0ViBgeqDdXMhhA2kN8NID2CEU1VB4zaIQPperD8Ike7to18YUvPMvf8tuSrbhZlZgkczylKjDCYSBZKzJBWMzWepruBRAIv6sgg+Hh4o9+tFUUaEUxR4pIb5qnDgHbGOL/uBz4iJVKvlXhCOWKZXCSbGwe/Uuwffu40DZEr00OblWvk4AHW2kNb3pTlDBsaqrKbeiwfom95wVaR8cn5rRHqBt3jUV4Wj/3PIXXVszDDvN9NTMTbSTfffc+6/gnL5bYFpVpbCw4nP2C8ODBWYiP4PBwcePGYVHM8zRZFQh0wxF+W6sF4uJyBMYQ7We/hHqbZBFyDPmBPPOtSQ34JO6Dwv8tW55UgLMbU80Xb7kc5X/iV3jTnim/cUhc10lh3KLRjRuHhSMok3FpjxCXMVl1VG52NrrfILQI7YKQ5PfsbA0DytnbdIdkxGEHBwskP1IMULBN+ite0QO2Pbz0KU4qmfQ2pUyzbjZ+IHMvFDy8wIsXaIUfJbkoOWB6raa1oX7FLcKkXdLQV2HRTXmvlyzJQjgpjz56xKxnZqaWtMpYQ1I1TCpsxRPJplj0gkAvW5YDkDVwMIkZ71cizXNOFqHAJAXbdKUnXSPimu6mTSOtSFOm7ErGaK6jhYWzXxBa2SLf2UKo1wNrxDkncasRQyS4evUAe2zPjckbzWQcLjo5KZuGvzDgzACHTMYxHyYJXSoAybTF1XNlOUfY+A6fHz2at6KN3Icfn0iCf/NvLsRGP/nJxwVWjgOOE2Nk73vfK/DHli2jN9+8U2sdP8mUdtM3X2yiDN8HtUHkJqpUfBGjmwRmr1/3unNf/vKeXbsmxfPWLUKeZySpxRSsWjA3AQB+/vOdScKsNdeoBQfx4aZNwxCjbdM0BAg9DXyy6AIN1lxjmZurw2z6/PO7w3okDSAUi3VzNcX/lPwkaavVCjrcdD94cHpwsBDupDSx8jmEFuGcXYRiXjDydn5ytHVjsel5f6oQAMzLt7duHRXqXds1Omfg/Np4FbGMej2wzhb/MOlMt9YQBPrWW3ebH+KrCy/sdhzaNWxU0tGRSdq5TNpso9/mOuzp4Tv5iWaBjelok3WKD+OCUOrdBCZ1kkXY1Iz4/vd/5y1vuaBYrJsh9ZmM6zgOJUXTWpPFPDhYwKSmHPPQ9rU3xFVg6zXukKAcJK15unc+pTnO4xwHsllHuB8AIB76kVIl4DWw6S2mSsr0yhuvMWWduShaZJqtjKFBpfIcPYK5HMg6NMVP3CLkqyYqhlFdWsvEBQSlkmc6SAwzJXauVDAHyiBqBesNHnOyCNeuHcRYBNQSUo6NpkN472k6tdjFTjPlNoIWBSFdlxgfao2Xm0Iz0j0RWAyCENliE31tdraWFKBPo59yFMZY4Y0/9+6dmp6uXn758mXLOprKGwKbohfxCG2E8ymlhTdVh5DUFvELElFCKtO309PVSsUXaGutQ8MremGizS1Ce1dDWLo0l8tlrGmvMxmHLELEizYjediO6GmSA9D3FTonJyYqpj5htm7WPEeQY4IZ42zOrsQ0Q3NCo+keYbNUpbEPW2Rh1nrMSReVN40+xfI2T4MGgErF/9//+xnKiEvPuUFJv7ngwezwWmtromqwCTZTHmDvkOYPHJianY1pNlytsfYr7gFqYuDYLEKFrlH8NCXRqICJicqDD8rU9ilByitW9O3ZM2lu1swJWgkzBjZ9gnHxY6n4cMGPT5z9gtDKF7gqioM7PFwUeyFUkrlGrb5Tu9sPn+AnjgMAsgTlzzShWdSoxVEjPjHFM3VZvLKqzwBAy37t2uNcQQ5dTxblPSnGpxXXqOPEiNtwjTpxxtH4YQ1SSFceg0Cfd16n1voXv9hv8OWmuUbnLAlDZGLIZ7NuuoBJbyjdNdo00HxOUvab33x+Tp/zYiYOhqchZv2z8jFCMpneli0Ne2vlyiPoX0Wg+/Zs+DR+vPnNF+DtRb6vn3lmwFI0xN9A3qJW/tmfvQEAymVf5NtMPf8S22WHaIEklk8ImQYIBydd7nKo1wMzNWhK2wcOTBWLdasPtvUV0WIxqyaqVKSUzHsrtCksWkFoWaIHDkyDAVzqJDGvQqFOl7vSV3j9An1rukYdx34kAOxRJxGJCORf+coepSyH2SFOT1avlLUJ0QrG4DBUHW5uNtvNIosQ0uNlHCc6yyGwxWAZFmUXu31m1apjLKVhNF9Jk6XCwy3Vqi+4Ff1p9Zg1leVWML9wXSeTcdIFYdNtvHvv3Z/+bQqm6Z0QfaTLGlv8fE4lQ3d3E5ltLofDh6Mrqz772aepElTRuG53zTUNQU4EvGRJDn2tx47NfvnLa1vuSwzNYrGOf1JaQTGhTefXtAhTx8HyMAiU45yoa5TwSXpFumzC+4W0zLjXhyGgT4FFePafI0QQhML3UdINCK60Jhn4nqcodT2C1hoTYYS+nWjiqCE6a2iCawg1YRFywl2yJGezCDUYx7+AcXOb+8hiU0Jo1HK1XbMjHEKxFWhT0u2mIMrwDvLjE42yTiQIxcxWq/7sbAVSuXAm42qtq1VfsB5iXtYNnnn5RWNiCX0AjuM0tQibGm1TUxbvRfi2iYLSYrBMev1NoWnEChgy22YaAtjoivtmRMSZZsEyQaA3bRoRTZM7sVoNrOFvVhCdHhgoUG0hSrGq0p2BRmbwJoOacogWB+fkCcLwBFTiNuGJtGug0aiTd0dr8P0Ar5vgk7iwsEgtQg6mF1F8zizCxErINXH++V34I9y6wE+04zhc7uLDubhG6afDYyUcx8nlXOseITThhmlBEGbuN3MH0WwiyZC1plhDoBgfhysLAFwqd3RkHCfG76ghk0Fs2za2Z88Uf9XdLbW9N73pAgDHTG3DGaiJ6vbt4/NY9cIpiv/SHmGSop3O15SKbhi/8MJu8y2kiu1mPLppJ1tiQq24RskCCN9qUczU8BC4GiHUWe7C4S59oh/HaUTftO5OFOgBUyiJaA1B2ETRERrkPLQT7HF4tmSeW7lhVU3YIx44MV8tqBxsDNq+fVN9fVO8FdoLILJfcFgsglCAac0kzyiPDUuchp07G1mS3/72l5oNQUyFafyyUj+uKzNMTqBKH77nPS9HMWMIQrsv1LTktAZDQsdyl+D/cfe9Pfgl6UA9z5EmgF9YwYGPTFdXFphprtl9pCZPJxFCr1760iVmo6h1CpQY07Tgms/XqtU5691czUKejnuEZCvPw8mjlKpUGskTOjvlxWxNdaCkUEmOcGrrLTE/qzNcpBMyl6EBjqEhAcSljmFW2j3YpPk5jhMKwrnNJq+WxDzJaRFA0EzbUJyZpOySIFhRtfqN5+czTJkCbOUtb7nQ9tWCisFQWfE8NTFRZQ8VCULaD24Hy8wZrJNlc42mWITNN4eI/1pTDoaLWZKsyVOIVxq9iLRmjsuyZR24f2a9lyTpeIa1wqQ+CsZK1qBZ3oZ243nSGNIyJoeViS3yekQApRcThInsgxB+73tfYS3geUEST7c+P3RoBi+SnRPwTuMcua7rug7eZIQRpHOt0/MUSYKkAOMUijUFIWcrC+UatVLIgQNT/E/DIpRNaK2XLs2BEWiW5JthrgoJJJkcp7H1kC57jJrtejNzTsRanZNrFC/sTAGr7oJudvFwfuGdTR3pSXJnQWQh9cIaraY1+H7DB5bikztBWKSCUAw0AKSelZnD6AvSDP0nDUr6X//rqc2bG0qN6zqHD8tUNVgsxSJE/kL5IdGksO0Rxr4CYxzoz0KhjrUl9VKEpEOy8y3dNWoFGi2h+PPynZ0Z4hSf+9wzkMx94mg3FhXGygs8cVqS1v8CarpczSLXKGd85n5wUygUolR/SWOe0gVzY4xXclL3CBOI0H58ECv58IdfZ7J7c/2GTxydkCuc+Wacedxml8/XaF8QmFxMkhDpUrZc9nhfHcdynKYpoEYoCMAaNNcUUgUhQIIPP+Wriy8+p/XW/+RPLn3ta89JqZAsQhrV9h7hnCF1Vdjj9cXnc2KLYtEKm6xc9ugKWceJcTR6CDbmKE4vkIvp3e9+Ba4i2zlC6cyBmCO08ZySpIhukrGCH/KFrRIO1KcKQvswctkn8KffS5d2QMwi1Cl7hKyGxg/zTgw6zpG88BZsK4J3JDT3HQohNhlZK0BXp4I9iUE0v698ZU826+I1RgTm7VdzYivmPHZ3Z62yqqlMtV5TLppo6gRLcnUIYHEWc/ar9fR0jI2Vh4aizAnc0Tq3ugAAoFLxhUXYCsl94QvvOuecKG/G7GzNRGB+FmFT1+hcBeHLX7609dY/8IFXvfa15yZVyC3C9vGJBQZz4pNIwcrxU8AWvdlYezrMQUNvzYgV/Dz1HGEM1Xe962WhEWmN+UyU9OZ+mCAy13Xw+pt4hQChNAIDUl2j9mGkrMF46aC1uf/8ny9LUpkxtZsVmCCMiBxNAXTVQuqkLxRw05z83oQAJLCYFmHZso4kawlJ60tfeve553Z+4hNv4gWQ53Z0ZF73unNNHObBa377t1/1oQ+9BtMUcLAdxYt+v/nNFzSNGuWWdBJwUtdaJ7l2lNKY29p152wRmhux1LWm05fNujTO1hoQWiG55cuXcmIulTzTtT6/q9spuN18NT/np+mGSYKuruzv/d5rwix6lrb4UZN52M0twtkvCBO0DM3+jZ7YSkrZ0wwaRV/5yh5gkgBnWilFqbHnFywjXLV02Fx8Ytv4dMLPAWK8JvYJryNp62hiooIMykAerIDHFfiTJUuyuKTxk0suOdeaIg6hoyPDT2HqMMXi8uVLzTz9DGEFAFdccTkPX0Kx6zjQ1zfj+yqJ6S+g4hk3bhr/0vbwPKwTDnhBlXh46FCUZd5xnFtv/UNKrcnBcaJIJa5FteAajX6/5CWdEBLtq1+9LKVk+ERDGCF18cXn8K365LYsO2Gizh//eMfAQJ43YYUw9FHP1R39oQ+91njmIB02FYQdHe7rX/8S87kgDGtCf9lkwu4N/2PZstw8SEoE/piQdKA+CTo6Wh3ibNbFvQ9I5tXklmsfn5g/WGerdcGWfkWqCUSFeI0n35lAJs629xyzbuKVSWBKZWuwjNYQl5j2I1xgk4iEnhCEFKlfLNatW6c26wQgvH2CF3/ve1+B4/Pxj7/pggu6Ozuz4nPbdlG0kY4lL7rIwt9F0+9+98vPOSe6F42ck488cki4p8S3mYxr2gEmNGU6PMwhDJZx+B5hSg3mwQ8BlGqSg7jt9g1vOM/aAmfijgPnn98VRuc2WRu8wMtethRC0Z6UYI8DYoUzksk4IZWaLcZ2DZsJQti1axIvA0nRWSm0ZB57hC97mQw8xkHo6sqQHErySVqjXiE+jK7rPvhgX1M0zKrMYb/88uVf//r7mlZlRSYlhpm30soliO9618tabJr7wJLuEIWQEk7wlEgaGiep3jMHrBoiPyZvM57453Nrjgipuzv3qlctE4q/2DFKihpNOUf4yCOH6Hcm4yxfvhQFoVByd++259IlFyWzpYjp2DuCoJSmEGqtQakmMRdhycYCMzFBxoH5ruh8PG+OYeI4LLMMNZQeFxCWjFUrhpcjddll59HvIFBLl+Y++MHXpNTPK0wB2hIGJoYdB4rF+nnndUEqlz/33M6kV1RhknHDz0E35W6u6775zRegYtGU4M1dT0jgoUmMEjUMZOJKaWuC2RCam8xclKaEtimlafZb3EgjeWlNgq+1dl2XXl10kRSWUQdsrYk9wlZARFaDbdgdJ3a7oes6/KRpUsdpWSXRM2+FKkkRhB0drbpGQ9UfHWayLSxCs5riATpBOPsFoXW2MAw37hq1f37gwPScZCGbRZ3JOCQJwsTTDitpwS3JNUr20MaNw/S7oyNzzjkd1k82bRoRaAsGcdNNO8KapWlImHCCrFR8WgBaQxAoTJ3DITXXqOwmXwAmmMjwO5Ks26JLl+bMGqw2Ez3h4899s+RXtOLGoamTDW+ZIA85hMyrt3csm3VM1kbQ0ZH5vd+7OL3yFBUepUuKg4GPDP4OmVETL1kcARLtFkTMheN5ges6lHTCdUEpeOSRQ8aHMZpsNg8xhTJ531ejSuS6Tos7WDS5KRoerbu57vUKVa+VT6zFjHOEsWKdnZl3vGM5/ZlkCrMzEvbh4y0LBZQvQ2q69eBVrpuiwXfBBV2u6+DWEoS7IfPbqmwdFqkg3LZNHghLGugtW0ZT1EwTiGK4HQMA73zn8oGBgtjeM2tNPkcY/TBNN2vUqBU9es7U8MaTJKmMUCp5tIpUQrIeG9oaAC66qJuG0HWdzs6M4zgUJkNLN+4alVVxDwl2VqzqN7/5Av4n1oB5SiH0VAuLkHfB2CfTl112XlPFtin74+lLWLAMooG7pPYauruz73xnE/9SK3tUSU1w0cXFeVNByAMrmGi3zL4Z2vDoo4cvumjJn/7ppRBqh4plybHtW6cJe/rK3EG3eunDYYc//uNLUiokYBazrO2BBw5ihSnCEiEJf34KsHWLEABe/vIe8s2Y+odpIPInSQ3RpKf0goCEXKnkAcB11/0uezVPQcj3CB0HOjsz3/rWb3Hc0v1VJw5nvyAUMR0veUknhSrEnaL2oa3V/DnpIpySHMehapcsyU1PV+M75I5tAxIZvRks0/gyYAGbZFRpbdkjTAZ7T8X5XEFqpZLHXCLyykCEJLTf+Mbz8/kafpXNuv/jf/waRIJHs3/t+DsszBKfX3rpeT09HUL2m75cYIwAAxaEnsFbMb1Gn/7028ysNAKayiGeV/q3futVr3hFD7OGEbfmOnhK6/PmCPxb/M2996n9ipQJcvaCTfYkuc5e8pKGRYikSzlZuPYWZiOykId5ZNa0CK3OCXyYybi4G9oUqBKTNrZsGdFat2IRJk0xuWphjmw9l3OXLo3wNwUhf+K6rrk1YELTHWv6sLMzE4a5ObOztUzGecc7lpuGoHlmKQm40wItQuxCOmXPn+4T4OwXhGI1vvvdLxcRTXyn0ATPa/UgoU0Xi6p13Wh/LnySGDWKaiZ37tN3iqVwDFvEQEqJjxXtlK6MjpYuvTQKb+ML+JxzOqamqkTlWImJvC3dFwCA67q7d09i2iRuQ0B8/5+Pn3V3k364LmSzcqfHenCF+BT3xFJDImABWgMu75sKQr7/f8UVb3/Vq5aRT7LpYra+F7E/jgOvec0573znckvRVNcoj8bkvUgSJKwASkqsObJxzVasgpDbjugUMSMgtNZve9tFwMw4DkuWSB84pw16bCITLq7m+44IKRYhZcgjIkwmn5Q9y8bv1l2jhuUtQ2pFTS121twjFF/R88suOw+7jO/xlCqVxXjgV71q2bJlTba3Rc38yDKeb4lzgznHaswVznJBaHo1HSfaIeBv0ge6lWkQ1gayeLJLXNcJ4qfvUlyj+C8P2ra6RmlhW6NGk/tif1coeBgNT+jRYli+fCm3CFsXhLxTQaDCvSiAuDhJd43ic+7+chzHdR3hfhGSjNY21srdktRQ3AQRDCU2mxzOO0+GoaaAiOEMOVe09WXyKX7u3qyQB/UgXWWzbnd3zixpBc7cxR4h/g6ZUWIN3HfKbRpzKKyC8NxzO0W/km5jhmgrLip//vld73ufzJlnLmSba1SHhNeqMZFi7eFa5kcSk7bfkuaRLFSYg0UoNGD0zUq6FX4dXnm6azTJW87Bdd23vvUi3N0AY+Uia331q5cl5RC2VRgREmWiNy1CQUtt1+jcwOT5jgPZbCx2Y3KycuxYPsXsy+frrQjCkOHGtr5oJWcyrorn43/Na84RmyhEiMji43o6uUaj02/EMZXSgjLmsbdMxxJEjyBU9DKZhlRJSuJlepx4kIhiF2rH3YMWZEy6px5hwk/XdZYvj2WvMD1mAIBXOEFcTbG22Dp/5J/znANW4M5vZFtOtCdq7346f+QcynUdtyHqk/yrUpzHFbWoHsIklHNNOEOIZNRui65ROndPxa0WYSgIpa156aUv+fM/f7Moz83upPgabhEmDZeAlP2/IFCt7xFaIe4abd0ibExo0rfpFmHStOK2hfCWi3qo/re97aJzzumIj2HjNx74McVzCvCFSfxQzJHWegGTPdnROKm1n3awCUKHtBWttes6tVowPFyyOmEQCoV6Kze22CxCbr3h76iJc87pTFJzfud3LoY4ifP8L0x8NqSsuUe4du3g3r2xBMdNwZSmDDFafgBybzWCpJsQyO/BV1roYOHyKY2VkPSlhBp4iE0UszUds2BMZRPBjL5LQolzE5EHwASRV5p7t5IcpGTpWlsXjtlQmqYNHX/LrRxuEVIxFEtNGRmdiYRkiZ60R8jWCLpGG8V4sIzpMKDfZswnjyhO3uOMXBFzdY1alaQgUNdc85ukjZktYhhzgkE4nz1Ch7mguS5lQGz/pRWLkAaeSgt+wlHlbhVByZi8Ikm7TeoUhGsqPPMj58jqP19YOMsFoTWyMZfLCCaOHtSm7qB04NwEawXmc3jrWy8SFqFjuEaJvDDEkRMTd41ScAHRorlHmM/XR0ZKJpIp3natQawZ0RcIl0dS1KjYvCG0kY8EgXZCANDMdLawCnNkREihGSdi3SMkds8Eod0gmEduKsdxxJkNE+IWIbARSDRPaQ/m1399+Z/+6RvE23g0VqIQiuNp+TxprrdvH4dU12hYD34otRkOyYIwtlJYsIzEU9AkgimW4hZh1IRAJhSELcrBtD1ChA984FUYFWK1gSifn7U9LghbBBo3bokmmYBERXE1wl6zGTUqSlIljtNwQiS4GajM3CxCsUdokrThPGux+lbhLBeEVg8hC5ZpTGfTSLnWXaOCPsg3+LKXLRUGvmM5R9j4M1xdllaCILqCh8jO3COEhL6nQL0eCNWbW7f4gxxWYLC5v//7d/72b79K1MnOJ8VC4bliy9ZYIvI0kqiyOE5s0SIkuEadUOWUQl2AYP1JzJ1vYFhuAAAgAElEQVRX9da3XthUfOJ1S9wxQCglWYTE6C+4oBtV7Msvj2Jh4p4uJ9x2TbIIZRPxgjH9Bl8hdTVlZMYeoQWHpGAZjp7W2uoafc1rzjn//C7Tz+nYNiOJS7LjE7JdpRRXiVqBVs4I0jiYqoNpjsfx0U0FrVFh5ADgQtFsFJjJLgbcWjOmfeC1WR0kwKSUzSJslOnocOfnGiVvhPDoWolkYeEsF4QdHZn/9J8uxd9ksZFFSLtimMsuham1IlSsu9bMJwZg7BiJ4xPMFSP3CImn0GUREJG1tmqXVpRTzkRWKr4QhADw53/+FogvA2BeSg4XXbQkKWaagmVoJQPTWMHGr83jxtwmRpVTdPnXfz0WOYk1kI+Fi0ODd6AGbZ/9c8/tvPTS8+LlGz9e9rKlTTVTdjF6pAEQSlZjjsLTsbsQz7UWN+8aW4TpG1S8v1bXKGdtLR6ox0MImL0ztFFaokCOleM4AwMFaxLDj3zksn/3715nBsvYWL/DaYNvSwtk3MbxCVkDZUlNUq2sWbMhNI+wepN+uN/YBKUS9/mSgM8mVW5jOwAAmLUgXVkkQJaSskdoCEKhzMWK/fEfv74V6RvvFABbLGbonxlOkVLnPOC0CcLjx48PDQ2JhwMDA0888cShQzLTxInAhz/8WuS5RDq2hLBEsonqW9OGDB05svlo9XKL0E3Ot4K7mHGdqPFjz57JiYkKNQFh1GiLxyda6QLHJzyHHguNw5rTD+BztMmhyvTZSCZZh9yM9aVzhORuFR/iTS4GSjHGEdpPsTJ4tU3SqcRs1v3udz9gQTGcVrMDlDkF2B4hU6UtzgMO6WE7wjwiFN7whvNa+SRuw1laRIRNjnnJJbHhdV340Idegxc8cTnKIT3AAYs/+ughWzEHQCeTcOyp61qud7eSIq0X8ZYoR3xE7t+U46RUp801mjaPQaCogJUSrJ/TdDNlwoIPAFx55W8AwIUXdguC4WBKOyHSbCU1V+YIK2BcLpeLWYTvf7/9ZmxeM/6L7hOra5QswgUXgQ00Tkal6XDXXXddeOGFr33taz/60Y/y57fffvvll19+/fXXv+9977v22msXqrm3ve1CPMBLhEXpQkhJXLdusL8/n8m4SbTbiiAU3C0ki5jGRHrNH/3RJXQNjaiBUOXEZGUJJEus5qyViTTrSGwLU7BsJwqWsVdlU8M1dWd6usrXj9jrEq2LPVwn7hrFJ+naLt66R/IS9y/NNQy2GF3RqVe+cpl4QohZP+TRszMzte9+d1PI2SM9AJK9r9lsBqIxl5QgftM0LV9uYdYm17Cq/FdccfmnP/220CKUbxG++91/y/8Mo1UbrTiOY/qcky3CSABYs6ORq2Zqquo4IGJTDYswliYw5fgE/kgy3YB5YjAGKt2kA2aQWQUhrZok3p1kfiEkZTXCCtkGpHjbGB+k6je96QJTYiX/mbgtyp/HeUKMhvHPTMZNolgTUMkOXU0RGhw3xW5i4q7UBYTTIAjf8573bNiw4ac//Sl/WKvVPv/5z99zzz0PPvjgU089dfXVV09PTy9Ui6S1QcMizIglevDgTK0WuG5KUto5B8sgQeL8vfGN5+NjUl3f//5XvuQlXYYgbHwbxg1Gb1MEmOPEziQJnC+//KWUkKlpR8w1IzrFg2XMbbykBY+jun//VLhIGwcBqY9JpiQHxuzAcZz/8l/eKI5PiDqGh4vA1P8Pf/gSQlI0h+ilJoWyT1PI/SWufC5KJe+mm3aEbmHHcaL9j6QRiydvlAjwT8LdFHASwxPkhhm3QrCq7u7shz/8OrqsKskiFE8ymegIHV9fHJKJlk96orbnOI717lnTWOHO1dTjE1jeFB5RVQDw8pcv/bVfuwgY8SdLMoeCn82NMfSo/3/2vjRMjuJINLOq+qru6blvzWhGo9HoGkkI3QeSAOsAYTAgcd/mENd+XBbY2NheAyswp/12AR8sNjwbcywGDIuNwawx8HwtGGMDu8Au2CAQl/BIc3V3vR/ZlRUVGVldPdM90siKT9+ouiozMjIzMiIyMzJSzS0XuoM3mFWGhIYpUNJ048CtB/WrC7jBSTuVMTZ1aq1MQ5mweWziJ1qtCVaEbgR2xjzeExMSWvpBBVxC2AWKcNKkSZMnT0Yvn376acuy9t9/f8bYzJkzp0yZ8sgjj5SqRLd78pVFxycYOMipk4ak+lAOdGPO4+6CnjxXAG9s4IqzjMwrHMT1cxQO03POc7mcHJAo14IFzWvXdpJ4VPDn9aY7wOJjTH+OUAWRUkxxhNco2tvQmasBS6MC56mn9oplWzK7WiN5EyFTxEFbW0V1dVxdFlZTup+8B1IDkR0HvQxcI4OONaputfpbyYfTXewNuloI6U63FEMqMOgsI8dCABLG2MqVbaedNhM1BcpScB2FcyK4EvM7iyJFovaIASI0gT1Cghg5VUJf4XYGLFFGAQyQulK5VlbGzzxzNvwkTkyqlMipXrCGUI+oci7i9DLT5HLZVlV1kHikxVUbAv3UTVIrK6OS+EjERONXmREiZRlUTXGXvUgvI8VLdgo5uEYPu4uzzFtvvTVx4kTZZBMnTvzLX/6iS5zL5e67774fufC73/0uFwhum+azmybv78/89rfvSGk7MDDMGDNNQydNyN0OUhECcBzHiyYsynrrrb+Br3h6BrgQcw9MKfa0mKsChdaQIh4c5nNnEyCzqIj+pj20BsXcKviWlQQ+6rY5LNRyuVx1dbyiwmKMZTI5OX5kmA+X/px4kBm3bx+CaB0nx7yLhR3GnFwuJ5tXJV7APvs0VFfHcrn8xgNzxxiis7u76p/+afk++9SrxJMnJlHPUDqD9pbM5XJiQuyS6qizjZNOmiEvnZC+VKhE5dlx0WIQLYtWvAUYhpw8cTFMxE8xCaOOT/jw19TE5a6h7BSUQeonfx0d+AC5KJvNSUok2eo4UbtDInEzkhZMnorDDusSLIFImjKl2r2IKl+XuXMbhUwgLyWVo89F7UQieHIWi5mLFjUjguF+m0ypwpe+tBi9cZycnD8FONq4PvDymV5OIH8ikxfhZIyde+6cI4/0HemRAlbWSBliQfbQ5ZcvlM0roni7WyH0BrMUIMEyX0JIV4lQwWeLhR//+Me33HILemma5sMPP6zLMjg4aFkeMdFodGBgQJc4m83ee++9ppmX5gsXLpw2bVoAZulz7zhONptlLOc4zscf78xmc46Tcxznd797lzF28slTf/GLv/z2t/hiCsbY4OCQ2qCVlRHbNj/4IE+nQJXNZlxfkpwcw8PDw0NDPgzDw8OOk81kfFHXRO86jpPJDHPuoWKMwZTiil+RfmBgIJvNZjLZXC4rSjPNPBdms1nHcYaHhzMZjy9Fa6TTUfJmL1EF8ZzL5RyHC7QuVRnRdNlsznEc1CZDQ0NDQ4OolTKZ7KRJFbEYcxxneDjrODnH4cPDw0KNiZoKfhUVgfWFmDOZjGiBXC7HGB8eHh4YGBgeHobFZTJDslnEw8yZNdnskEg2PJy/TFhUxG8cZBcsqHvxxffFy7VrJ/77v/+v4+QGBgaEDh4cHIDp5ejK5bKwl2FDqlaB4zhDQ0PZbBbkysl2kMkaGmLuvce5gYEBQbboBVS66K/29mRvb/vPf/6WSkZ1dWx4eGhgYADxnhSUkgwx1sTPd9/d0dtbV1cX/9///QRiQ52byQwPDAyIluztrX7++W2QSLdhHdezyTs1n81mRaUymUwul4WdODAwMDAQcdMMC+TZbAZWWWaHTStHRy6XZ07UqoyxTCbf7HV1kTfe6EcN4jjOMcd0P/DA6//7v584Tr5TOjtT55zT+4tf/BU1oMwlW4AxJ5fLKnyViUaNL395/mWX/Qq+l+NXKgw40iVEoz4emjSpcsqUdCTCBwayjpPL3/PtYP7J5bJijGezw6L1RIPAuoIq4LySixA7yW4yjGw2O+Q4wn51crmsO0wcx2Ful/lkjtoXEFIpPjAwAJnHcRzO8yU6ygVMPT1Vf/rTB0NDQwEKAgLZdyqURRHOnTv3wgsvRC+DgzY1NTV98MEH8ue2bduam5t1iSORyA9+8INEIuiCcgnZbFb40EciJuc8Go3E45xzHolEjbz7ed70WLNm8h/+8BE5kY9Eour7hoZkc3Pqpz/9H/HTsiyB312BMS0rv1gei8USiTjEEI/HLMsQRph8aZqmINW245GIadtxuZgDU0q0pmnYth2NRhjj8XhMLNPF45G+vgxjjHODcx6LRSVJjLFYLM45lxgQiCq4xBiGYcRiMVmpaDQSiYgE3DC4bJNYzBwczMbjsUQigdBalhWJOLad4HmPHtOyrFgsallWJGJ1dFTOnz/Bsn5vWZZt25FIhKQqkYhHo1F3AdDMZp1YLGbbtqgySJZwF2rybRWNRmzbTiT6Oeei/S3LNE0DNghjLBaL2rZt27Z4mUrFOeeGYdi2bZqmYWTlJ9T+kUjEsizT9FhIQDQaMU0DOXybppFIJCIRUf1BURfDMEz/jko0Gk2nLUmAaH/YMpD4SCRSU5M84ojpv/zlVrHyDEu07Wg8HrdtOx6Pgyym2ziWqIhpmrZtw3pVVMRiMczwohM3bOi5555XGGOiCwQxhx469U9/2p7LZUTL+4W+aGErm81IlpCVMk1z69YBWVAikRCUGIaZSMRFrSORCKy+ZZmQzQT9zNvSzrenqXoVuxVMpZKJxDD8Krg6FouJXJZliXrZdty2WTxuIQaoqop9/PGgYXDbtsUgNU0jEokghozHY3KE+oe5IUWEYRiO4wj2RtSKBpc/J02qam2ttu1oJsPECBL8jMZyMhkXGVOpJOc8Go0uXtz40ENvJJORHTuGUbNYljk87HVWJGJxnnN520J1ET9FH1mWZRgZyTyiRoaRH1nJpB2PewXpxrVbTRsNyUjEymZzopdV1/rKyng8Hkkk4oJVCoJgtoLJyqII29ra2traisoyf/78//7v/966dWtTU9POnTt/85vf3HTTTaWiB250cXd/mzwvxTmrq0vI8wmF0Po2G8SpDDhEYeLp02vT6dgnnwzKr5yrxyfyD8J/dcmSlu9976Xt2wcty/jkE2+pEK2KcH+sUbnsKeWRygc6xvBvxnCubIDJUMimaUji0+notm39JLe5EwIRP8lz9RR7AKlUROyXFGRUDq5hctxlVVRi8JaqPyQYkZH0l+OUcw2wFTinzvBxN8Y6eimb1JXanFMeiTNn1jHQuUzpF7XKgkakhOSBOX/2/APYKsN8QnalMGTB0SO8ii57VrW/IxGTsQxI7OF/4ok35bMyHKRZ43uJqgOXRiUS3TYt8++ESSQSlfuQT+kowU4ZY6lU9OOPB2UaxlhLSwotVzp532aC31CQPDEuINTXJ7ZvHyJdtKJRsT9HbwEy4AAhNziFO3FPT83vf/9u8EDjHPIA+iS0o4ESwJEosnd3V0+eXPX2232wjoGFcpTGMLgMe8w5V1dWw4cFDg+7YI/w9ddf37JlyyOPPPLXv/51y5Yt999/P2OspaXlmGOOOfroo3/0ox8dffTRy5Yt6+3tLW25IE68kOZ5/0OUbP584jbUgjEyGGOxWP5wsfwKn6NRUz2/qHqNSpZqakpaluFGu0YCDl0txBjzvNfQziWqoOtKQHxi/lk7p068QbcCubIvYz+qw8xdTuHMC7Emy5VigpHZkVyGvvVkenV/F+IXfwN9rx1URx3I7MuXT1AlEVPcx120eTsJtCpREKe8TlAf+hNLmvFuJXBPJXRnQERT0d4kDahT/C2sbdvKSt+lPEBu5t+gE+uOEv9dB6L9QaxRb9WR8rr05DX1noPaMUadYoJfBTQ3pxhjEyemISMIY1TVuIwx27bgIFqwoIkpjbZmTWdTU5L03jLyMQE8RyeUVypC4BJh6OoS4CyjUC63QvNf/azljZ2pU2sqK2N6z1IakJueHEGk09aSJa0ikkMJYZc5y8ybN+/ss8+Gb2677bZDDz30Jz/5yeLFi++9994SliXZWvS0GCHUIVzCwhKgV4Te+1jMc71zE2jZTpSDaJDJTdO45pqVU6fWuD8RHl96gQeyu0Iz3h8ShC1ahBefVeKVybQXl0Til8f/1aZzQIR+cQ0TcN+Ho44wnOFSOndnz0LQaQxtteO8yqIQM/6CfEPO71/K1XrJn2I6C7tVNIVhqCsN+aINA80IQyldUpMxv12iVk11yoAv5SKZKvvIrkStpOTlKqkSbr119ZFHTlGq5qWEoXNQAqS3OJ5Di/05ub3kGUzr13cpCL2KqFWDZh+oLKGSofSvrs4HcIF0bto0m4EVI4ihvT0NG03cF60ymMSGDt3zvKOyFxUPVUdape5pVB5gAgaYXDo1TDJsgL2loiJLhLKFc86Yo5v2cc5uuGEVyTCjgbIsjQbDpEmTNm/erL6PRqMXXHBBOUo84YQZ//RP/880DeGRLBThBx8MfPBBv+LmS5ui5HYrkhfiGLUqGhhgI5DXE+7wpQDT5L29dfINsm39HCMHLWOMxWKm6rzqr4hX0OTJ1c8+6wvuQw5I+F5exQfX7qU7uNpyyoyQue7+qlGJwTSNbNYLJgf20gn1wIAtjKoDbWdVsbW0pI44YgrEVjB8KMjuIN/65csnPPHEm6S8cN/AKzgc8J7NmFH30kvvM0bUTvccbODLeYPI0tSUHB72opnIhVPK/7Cwc4HCKr7WRmBZXAZkV8cFc8X9r3/9TiJhNTTYDo61TSwSAmy+MxiS5cjJhGrYrFjRtmRJyyOPvC4/yAfRRIrqRfYiY4qV4EZvoK0uaEyQjcY5i0RMcYomEjHF9iroLDFh8moE80YicrKYRyUnkawQw0DaSO0FbSaRQKy7UrYUkYtCKNucRSKGPMPqOLTmZgrjlQp2l+MTZYWDDupkjJkmnzGjbu7cRqFXXn75gw8/9PkdBZi0jBH8geSdqwgxl8P0qDh1UwQNDMHvwTNCdxAajLFEIkKOf/kMNRO1vICX3dAIl0cSOTgEKff51KYTh7dEdhEkyW8ocAbkBcotF3NEMnl4Ubc0CiNxUFY/1Ove++rqmLjqVicCCslBX6WnT6+tro4LPyMFiRSyPgtA5hd3squiDZUoyVu4sLmx0QamOhb9Z501e/r0Wpm9ocFua6uQrSRmDIxieIoEdUYIq0DYTAURwoYVQ/IHP3j5179+B9UaNQj6KcagP7KME1Ciuknc01MtAsVBECwhLAmVsUlLxVCubkA/JcFoZ5dRjoR33XVwe3ua+YzgvNkkytJFlgF7hIYkjPnXOSSgeRWsKUpJ9jtjTDSdKgFgjQJmhHPnNsg0YFGXcy90TtBYKCH8XShC0abRqDlvXtORR04REra/P8tw35NSiDGwjurnfgZvBt9/f3GJIAMpsbsEekYTTZkAhb2XMgt9BUYiS6UijDHorOVO/lB9fKMXVVO3HQLlnaQBKcIAUGaEhHRTc8FT3hyEWNOcTvNEwIYNk8VRS6j2YKNphLUsl9BSJAhMaFHB0EbBdqRtAQhzYKcj7kJ/EZ2LFrVIQUZOLFasaHPv85I6mIudbMZYc3MS5WppScoiyLAmTGkleCgQSX8le1BLuu5UuYKO7kj0C16CVxPINY8A1UuaMnLAcs42buypqIi6qxeEoaAg8alexcLDmhsmI6GqKu/rCLcSGGA5tJwroaUlBcUC81swqHdQSArDMCQ23YxQNqArmgzG2CmnzHSTeJuFwZFUEQGmaYCFJaEICZYuH/xdKEIhIoV3NHOnbv39eTc23c1eEODZG/nEOfvqV5fW1eXNSWHBQZMKmVfKHqFWDyGSlBkhgbarq8oweGVljBz/oCLejBAZqsw/Mv22KpZPcGlUaiC1aOjCl8nkuBetnxYT/iJE3Q1kNIB1Mx9VkgzbtvzzFVlZaVN7uVQTePHiFv9tD9puorqVcS7EOu0GJVeGGXCfQQRQPYj7RVQfoCKkhipwW1tTdXX5gOAnnTQDpZceK5zz447DB3MhhxxySNfRR09F5JHKWFKCWon5h4BYBtREogkO7MI5911NEOA1yulbA/GA5Zw3NSUXLWoRwXfUhW7VLnHNu/xLuRpJMk+YHpcv4TxJZpehW1Qx0tZW4XIacxOIahITLBgd3m0BSSfhc4ec6SR57ozQIwfaUgEH5yQ9GzZM2bixR2KGepRslpLD34UiFG0ajeYV4ZlnzmKM7dw5zPKWC3aVVAEeRYCrBHJFnvn36iQ2CMG7dzALErWIJ5CpJegXns0XXLCvLBTeBShh06afqS+Zf3IJiYGGpN/mZZQi9BmhzFVaYEbI3SVKpHcJUpH7D3CWoWeEfosSJxBSiSvLXBLkcE2lotGoCcV6oBzk6CejnGWYN2nAsUZlduG9ghqHmnxw9OCiwhIHeRczxq67bqUMGqkiNwwuLADOfXHDIRLxd9myVnn9ukQVxieCKY0pQKx5ONSt0UjWKz9xh8LFG/SJMj59Edc4Z7FYvut7eqqbmmyyCDU2nuhTsNrMGGNVVTFhTyDFqdoESpV95MGX3F0alUNSt+3nEukzklBiaMczxmw7giSPjk5gwWiNuTAzQvmppSUlItK5L529e4SlByEio1FTcKpYzxQzQs6x1iEbGo5PJO4RE4jgziilCsEDAC1+6mK5QUEmvMUsi3Dch2SIgDJykKCiFRGPNQqsOzg+IbHh3TvkLONf0uFueno5DF6xDfUu8Br1pYcTUyQ6mc+vz0kkLHLoguy4ZSDA1lCkLX1pMJyMcjDzkJ87OyvJCYQqvwLUgCITCVQ6lyLGmGEYcimV5CLKgpFk0KJWQ7bs2fwbebRXnhYN6ILgn9L+ozqOmDrLmKvir21HRBOdd97c2bMbQij4fINwzg4+uFME2hZZYjHzrLPmoPTwaA3gBC1mdWm0tjYunWXg/FImEy9kxoDpaTLpcymYOLEi+C5idXcTjH2f/DQMzywIaEB/R3gEcxDNXMmyVxGOFKJRMx634nET3vzuBnjlYB1SlWt5APtSDB1ARmvx0sJSh2LBpVFVOrtMTBt9kOMjEYP5bnUIumiClBEkMYqC9PYAZJtIq1DSL4eTcJYRFO7YMeRKorz+Q/oVNYg7I8wjBwfqaZMFTkz9I1MQ7KU/4ogpcmUPmTUMqF7UFKitbNuaPr2WK3uEnHPyHOHpp89yL3eU+BzJJJdeunDp0hZoGegIUMUoY4R8ZwqfqK2EDof5XTAw/S42Ylc7YODIsgIUm21bM2bUMuVEE+K9qqrYscdOU7UgeiOWSUmK1EVO5gs7wDnnixe3XHTRPB0NupfiOZ2O+Tdl819PPXXmvvs2qjTo2sx963DOTzxxhoszn72xMcm5HGJ43RiJI/kg7txQKuKjwLJMaA5SIGNZ5ImUpzX8lAetbfqp9RQQ9N4CrIhlQnn04N+HImSMpdPRM86YLRzlBYholoClGNMYksyvVBTpgxhO65QBWVNjsXLXDPSth4Q5PiHtKc65cOWSzjI6taeKV812l29kyq+ySVTHCqSMKyqi3d3VroTCjUMKA9PkyJlTgs5rNJmMyruEIGbZStydjRnARQ21CfP79ZEFCYSpVFS9XkAqUTXLZz87S8zXpRUP+Wfu3MYlS1rdvByVRWoRV5P5nAlhoYhPxF9xcI1Ezt37JtUqM8ZU2mDdZX/qZ4Relo6OSnECXbypqor39NQwxhyH/frX72zbhuM6iZSJRMQ9dYeo8pUoAjfrBrK6qilFuSBp2bLW5csnIMpJSwi2HjRu1EaYPLm6rs6WeakZIUGreHnyyTPhNRSG64olByZlGXDGWGOjffDBkziHFOJSUCvBWyMEfhkJgfIhEIoQLY3mS2losD/3ufkwLwmwdMh7nJq7Cxs6wN4aDXg7Ac8888wdd9xRMMOtt95aDjrKDTfffMDs2fWwO6UcL3ZptKUl9eabIh6xz3JHdqK0uBkYLfJnsAVdyFnGR7n4K2NIcs5WrWq7995XA2eEqnglGF3SqFKqOsvAQQXRiMQNDfZ//ddHUA2o6SUNjuPI/SqX+72iZdgRRK1p8quv3m/duntB0/qUBKwRqjh8gL5zmi7yJlIIoSAjEjF1hxGhmvSTQuySKmk8kjjncIFXtWMgNohDHKhgoP0hErQjRZVLUBXwCZTlvZ84Mb1iRdvwcA7J6FzOuffeV5csaYV1h0yo9ju54idxwjHIgBKCnS4DC6DL3EEWwvVJLc6/e6Imc1SCpfpUlRkDHYReykMdsEYqWJYxfXrttm397hEsIyA4gBh0lmUgE7y9veLFFwchDWjwiosb1T0RyzLWr++67LJfsgKKEGtWaW+pS6PkmkSpwFOEb7/99uOPPy5/vvfee319fbFYrKGhYdu2bQMDA/F4vKWlpRxEjAHss08DeiOPtfljndDqSSwD2raVyTjr1nXeeusLTFmPoiZVtGDSS0nGGDv66KnSq1hg0B2f8CtCTxspEzti3JJFB4s/VFkQWQafSJMUioiLzD+MJVVgUHktaRgc7iaq44H04IVNoVaZc/hP1ymcc55KRSZO1Hr/wrKkrkU9/t3vrr3jjpeamuwjjug566yfiri1sAHJNVgooEmzAxbBGFu/ftKJJ8746lefgboBqWRSAOk0K/PL5ebm1JQp1a+++hFMpg4P2Eo6B2O1Ci7AmHYO01z4rFILSZg3r/FPf/pAn1z13c0jcYv2nGXIkUIKBFXxiz8ygW7+xPzrDapeJ9+jLoZ6Qp3nyYEpuQssjWrrIgadsAmOPXba//2/fxbvA+5eFrjEkq/G+vGqjD6lUtHGRntwMCvPETLQKZxzzonbzdRWLSF4EvnII498zYVrr722urr6xz/+8c6dO998883+/v4nnniivb394osvLgcRYw753SbmlxdqE6fT+ZUBkRgdmEP8ihQhGrHwEznHX7WqXXCqiGAJs+hmhDB+ILhnNb9BJeWJfiQHD12ooqSx5hEG9giJr7DdIH5ozGpYOj/fgs4y3jcHOstwJa5zkAwAACAASURBVJckHskOHuDDLaC5Ofkv/3JgRUU0nY4GjzUk4PzqRxxCcBoabBEbSM2L5gEqqagXGNVTTU1J/3svoDlM5ifYYQrxftq8uFzJZAStM5OTTohHJVVNA8ggLCHhfeXGVecqQvWN9O9FMGFCBXnmB9FvWYbuLm5YqE79A5JUvYiRAGzydYGFPjT6GOAf245UV4tLRQJ2bb03cJ1Dpco9qsQNg3d0VDJ3DVmVjQC/tikUwB1RWRk999x9ZsyoO/lkeQDRZ8VyYDFLcN2qyaYaLRBMkMvlzj333JtuuunTn/60FB+rVq363ve+d9FFF/3tb39Ts4xHEDvz3BfjDktn6V785z9/wNzwRUjcQxZnftYhbTpGWWeHHda9Zk2HSqRIpByfkMEjPNkEqfKLZlJyeX/9FOKUqnaXD+oeIRpXjLHXX/8YCXpVQAOBCKsjjQA8HsDtE3Q1kQgQwkIZwDgjdwM/MiA1oEBRyYZNBFuAu9ZVR0el6l8OJrseO4m/kydXIVS6Z3HmT9IGeUDoSN0xHvVZvunqquru9kJfomoL602z+uqtXevXwYjVRSReZfAgBKg3IV2I2+XQqK2Nqz3HlaVRI+/TIU0E7HvCOS6RrCOamVFe2V6Jfu2CrRNYU2jeiUuD5eZCLGZ2dlZyzrq6qlU7SbzYb78JBx00SRrTBCu7bSIipoqlUchR6JAl7C9/p/goR88kS1CLUlBQEHKLU2sSpQJCEb733nvvvPOOetXt9OnT+/v7X3311XLQMfYgfTfgFjFjjHMeiRhiyh+NmiJs4B//+D5z1wB1mk/Z3cXmHkiJrTPohQxBvNEdn/BfLZQnXkqrgBUmVdKpW9NwG1xVk4bBt23LX+3rynqCQhnETo4rsRLlKgBCCsi87e1paf/KNLrIMmi5EloVsps4Z8E2uKomNcl8f+GJOtlQ4uGuuw6WMTZlXs7ZggXNKLHQWxUVUZJCVdeiZyEgRLKVK9uYf/ndbyXg6jQ25gPKrF7d8elPT2ZusDel1pxRfCKgtjYhTmeTTceVrSykwNra0rZtiQM56Jwo56ymJiHrSOoMATJiBgNdiaqA+nfSpCoZikWjJ7hBuJn43L4YY6tWtQs/ZB3/yDdQ2pBaVs0iUqxb18k8PeodEfnyl5cgQ1lqqcmTq2fNko4R3ntUu5aWlNiXhVMuJNwQY3POV6/ugHiY0kFA9xMndqZNq129eqL/tbfRKNkDso1wai2PHqQUYTqdjkajDzzwAHov3jQ04M22cQd5iQicKk3TOxovumHChArxLG5UGRrKMv8ZLMpOpBcTmDI8oCu/TKCTIEyZEUp2lKv/sETDyC8DugKF0IfUtrNPJ/X01Nx22xpAFdY9hsHFLJmBuBLiZyRiiCA7akX22adxy5b94Bv/sy/qzfnnzxVbOHAwwDPXsA2rqmLwjRjY/vHJ4DgFecmwBsi44eRX8Sx8Rw2D19UlenqqURrU9ZxzwzDcKwvyLw86qBMGqoUUktIcIWTYGGJKRgelZICL4BKuyOXukqKSHQ7OGiGSzjxz9mGHTVbbCpGt1DH/d+rUmra2tOhZNb6MuKBRVgQCVKi9vfX+9yoteEZ7/vlzFy5sdgnz2gSSresCCM3NSXlXDAvcI4QjXacFybZS1Cepoek9DuYFlCAkiWxDyzJRKHZgTjmoy1xjDlFOVod4M3FiGl0P4tLmkBYPY+zQQ4MYbJRA8LVt25/97Gcvv/zys84667HHHnvhhRd+/vOfX3LJJWecccZhhx1W7I27uy3Ie8sEiwgfPMlkcpYjfJfFoUOxISF6orIyKtlUzsw4R+aer0Q4dwy0BDnKgmYVgHHVGSExuvTCFBckKYzFzI4O74o1cmlUXl88aVI+NFckYiQSVltbxXnnzUWly43M5uYU968Hop+IwuuuWzl5chWUgOTS6JNPHgUagcMEUsCJt8LPDSkSAZWV0UWLWuDXBQuaOGfkNox8lie65s5tXLZsAiQANp1MLy16yQZLl7ayQIAlQklHdrQiwmiJzEBzkcWh95GI2dlZSS6NogZpbEzK26HJKjDmdQcE5CyDyIC9CdHKBNdeuwI2u1prdY9QN8FF+CEq0zTE7qkU3KheAKHPYVVAZ2fV4sXYLVZXtEqqYXB4qYjKBlK3IWziHOGqVVh6c+BeJ26Sh4qwtjbOKJCiEpKq6C/6mJMOAGM7jApd29hoq0K1VEBvFN94443nn3/+HXfcsXbt2jlz5hx44IE33njjMcccc+edd5aFirEF0ZTS8BQBsW64YX9xx5BoayHc5exqaCjb2po65BDPhJk+vU4YqobBDzywXazXKwURo47RVht3eYvA8JnPdKOXLrMKbNizi3KU8AG5ycEAy8oBpkMF30+bVivY17KMSy9d6LIyURGEXL4Tkwk/Jflv3d3VUqZHIgaIsEYrTkg2GKhyiTW/kklCOh276qrlkLZkMqpLDGRuvghYnHxGlIj7maGs8eP0ZAlUA7qWB5zAuecfaCjJ8F9/4/gIAOT4OtEw+MMPHx5wR5Uke9my1vr6/LG5DRt6XDpRctVzJ79bIZ1lFPo5bB/QAgQxa9d2nnDCdPkNXZkJGsFHuYqtsdFGQ5vz/PJDAOg3SllXV+Upp8yQqEiDBqkQqBIM7wCSpy38RdNBo0R2RDnkw/r6xPHHTzdA7CfG2MqVbTANYhVpbQTzkm47kHypU+RuieU6+E7jjUQi119//datW5999tl777336aef3rp163e/+91kMlkmOsYehDydMaNORGpYtqwVDrOqKrHhke+yoaFcQ4M9bVot50yw6cyZtZs2zRFpurqquXevQh4/1AeIXdAGiQT1rZxIKS8d5u0RoryqR4NaGD72qxmQeKYI3huSsM7Oyv32Q2eQMWZF0TLOuWzk1tYU849YUmobBu/vz0ivUUrd0lXm/kkh0wxdHf0Im39OxkETkeGHfJgvvnj+oYdOljVFw56ypbwS4RulfTyy0SelOkR9lUK1idAXZH8wt0HkYv6lly4gZSXUaDKBZlcbtySkgZz5Mcbq6hJigVeAoKeqKrZ2bYefGF9Xco7rvmBB87nn7iOeV6xoYz7thf8y3Du+Zq+tTUyeXO1nQp+UQLVQedjNgnkPJeOU/Qo9s1Bi245wzqJRM52OyXjxksnhmIJCRvwluREBcj/WARIOpETiZZsRBl3MW1lZuWjRorIUuxuAGHWbNy/44Q9ffvHFbWQayU9ijxCNW/GJc37QQZ1TplRPmJDieGmUYGVGm1c60SyYkjHGTJNLBx8xftzgat5lYNx/L5qCTb4kxo/6HokqfxUYY6yqKvb++/3Qn4VTZrXMOG1aLSRVHu4OoASOMaEINdQ68gUQLr4DVeShdVLoc88nltxB9P4uXz7ho48GxE9y9oy8Xt2o1j7jALjdegpep72QGoaaUjyr99eQqoJRzajLBZAb6kv/G58iFH5hqvwiOUQ4cqvOUH5m8E0WoU3JfWaor5RIxOzvzySTEbFoT+pUdcAiWLmy7amn3iI5EwE5B5oypfroo6fC+SU5UiRYVj64ksstXhBtEbkQ4olEDDdmJE0VuaEo8m7c2PPHP74Px68sVIoa1Y4hcZK8tGQJPn0eUGsZT45KU66wMkw3I2SMvfPOO1/84hcPOeSQOXPmrFu37pJLLnnjjTfKRMQYg2hNeey0pSXlj4smHsSL/JgUTKYiYYydccasCRMq1q3rVC7mxb0mhwdpnTFqKDY0JCdOTIso4cLDggEuEVIJOegbhqE41+CCdDvqqpKAdhk0CQWG1tYKNVdAievXT1KTCVdS5o09TxmYphG4Fqcr1xd6RlDtbsjRlqaKB478AN153HHT3Lhfvv5Gy+AknbIXgBOWg3gAWV2Mmh3KBzh9h8l6e+vq6xOwUKZ0rlo1stYBWlY8xONmPG76jyR5chzmUpQWJ49PUMPEe1NVFQN4aH3PwFFX8RNNwQPUP0wmNj4lP8B7G0gKISbBfmvXdvb01PhZy+NJVJxpGvfffxhjbPXqjnQ6qiyN+gJvrlrVLotGCCVvUAVxzpkJjmJKMxp0Fzxb4hsU1MoWEYoyYAirtb7oovkcLLpWVsYaGmxxhTiiobRAk/jiiy/29vZeeeWVr7/+en19/TvvvHPjjTf29vY+9dRT5SBil4Dw1eb5i4HyL9HAkANmeFjMCLma5tBDJ8vLa2zbgqiQjHC9GLh0zZIgOFLt4xkzaqdOrUXSR8oU8T+KcMb9d+gEDGx1/KPtRuYJa6a+b2lJHXvsVOb3/VEFNywLDSTx64YbVondVlWa3333ISiYIaS2oiIqnTKQ6PEX6ktACh2yffTgm7HJUvxdLxtKi1/+VWaEmAb1Geh4qFN9n2SWZDIiQ0OEkSMhecYlwPfmsMMmf+5zCySHy8BAKBllHzhKZBm8VaZqjRUr2gKplbJYx8Y+C0zXNrAu8qfYB0WtPXNmndQl4mQ6zIKehWSniwSwefOCioqo/35Bh3O2dGmr7HfEe+riBJRyABzDsxAZU6JWqYMF1lexJ1RVm0cVsGmK6AR1cRhjs2c3WJYREMC5VEArwk2bNlVVVb3wwgsvvfTSz372s+eff/6VV16ZNm3aaaedFhwAabwABxsSqG1JZ4ShoVzBDjBN4xe/OEony+TP229fV1+f4PTcn6ATMR9j7PDDu8WziAPijx/tcM7gvbIqGQwwrnxDus9xZZ1EQnd3dUVFFFzIiZUcAtI/SDw0NNiwzeFBCOmSTuq5CRMqVq/ukHH9QTKOCuLeDi5X664C574mItWwqnRlshUr2ubPzzvlB5jDsk3QHrDKjbo3sZgZi4l9Yu9vS0tqzpwGfafDOqqdgquJIGBpVApHcS5bTMLk1qlf+vvaUGYcGvItjZJ0BmjigC5FlySoNzUypX0gRKNGJGIYhgHju5Jw6aUL5UEsGCwbXoGrcg4CtQjLMsQwhzPCZDKCUl5yyXwRJlsdaNBahZ+4f+Gac58lyrkv+5VXLmtosN2MuAfVunDOTzxxhrziMRj8axWIQ5hLTCixOQIgRuknn3zyzDPP3Hzzzb29vfLlpEmTvv3tb7/22mt7zIF69xyhT4Qh21D2jXtBTH7lSh49RpBK+ZwM0dWUAltXVxUlXr0Tsgjk+oNMP3duo3gUskYRozz4gnVQLxyrUwWF0fMPsZjJqQjxqprRMDRXVznEz0WLiPNJurpwzkRcf3+56tIoYU/ocGoKorUFU3iGMbZ0aau4V4h5rkxEFndpy4GheZC4Enj8JovX3eecs8+xx05jnt8NY4y1tCSFGxcJamfpfI4C1L/8tHZtJxKCrtyECxWECCYXgV0jm4ubthQCaM2BusbdhyaNlfxvxTspr6p1QpZzXldnWxZPp8VKrO+ErtpQqtnX21unKmzQLgWCet9zz6ebm/MOZXJjZdmy1sMP74ZZ1q7t1A1J6QWjq6B4iMctscoyZUq1CDUAUS1bNgEKCmWPkNjbPuOM2dCPDLWA+pJzlkpFZMgRqPipEksGhCLcsWOH4zitrfhsk3jT19dXDjrGGDj37cmTbg6MYnHx0NGRlofnFPDWc5SoInkeBQ7QhemUfd/QAG865Izll0BRVBrD4OiEgE6sk3oFZUGiB3EkGeMNNoIEMrpEwGF/VQiSNUJISMEnmsu2I4sWNQOPc7z+hmgAeRlj7JhjpqqlQ4J1nsCaGaEvNAm5NCoAbTwzv8limhw646BaQ1BNGSmFdcxP0oyq09aGQ3oKDJZlikkYOPRG0wMIdjtGWXPyi3VEoYNqJMLUoVS6iay/6KD9p+98Z01ra0pM8gIGjoZInVQhzj+QIK9DgibdhAkV8kQjGjUqWlKFcO/KgXzdt2zZTzjHRqNmKuWFTEKkcv8eoSofYEryvQqyL8R6hmROZDeURw9SirChoaG6uvr73/8+en/nnXdaltXV1aVmGY8A79qFApRj5108zoN7Qn5ub0+jJUpwZWDhkeMvThzYqEM0iGGJ1icNg9t2RMTZYtSQYPRxCM6IqOLY8wI1lLxTpqHBrqyEV5LqxoOsLCECOGctLSkR8YtsHyN/yDcB7hIirG9yuCQS1o037i+/BPei+hVe1qrsm3qgotLodTnIOeeYMWBa/Zwbl4II0Fs/KoW+pXVUkEqz+lIFMSOELvhIRrujDNeLMRwsXtXcSl+jogmSUKMhV6YwLNHVVWXbkcbG5Ne+tgzVXWko2jRU0+vYJoCQKVOqJ02qVAUISQDEBl27GWMXXLAvc4cPfB+NmpIHLMsABySIfuf+VRa1LvomIql3JPESIZozlEkLMlIRmqZ5wQUXXHfddYcffvjdd9/9H//xH/fdd98pp5xyySWXnH766VVVVWqW8QjkXbvgjfdXvgkwfFBGxtjq1R1oRnjSSTOZIjcXL24RC6pAB/sQSrYAzJ2n3PUmjcFyhTOONCFhelRfWJC4y7ehwT7jjFkwmW7JVM4IRYKvfGXpvHlNsgVUAacKUFIEHHDARBEzmgSRvr4+0dZWASlBz9y/hqYYOoVFudrXqo4h5ZqKKkAuy09oRgh7R7dHSJYC7RW9ivJJZ6Zx59GButKrajjGmGkakYgZsIym09PM9WJTAQhfmjbBUeQUHDWaati5mIO0YXd39Xe/u3b9+q6C4lhNQNZ9BGL9iCOmiGtqgktUE6CwjtKqltaYigF2mcJRXmgkRIb/hSP5oWDVgNnEJS8JHx84IsqkC2n6vvCFL3zpS1/66U9/evTRR69YseLII4/8wQ9+sGnTphtuuKEsVIw5cNdZhrRMVcsR5Q1ZxLx5jfBNOi13EL2oEN3d1SDMqYrZUfcI5YNw4HanUHkGuuKKJTBkV4DxFY9bchdTnFhijFVUeBoUsSAEcVup9ImAWchC4XsdzsAS6WVk0vgFAwm3GFOGk64zoXeDAr7ziC7D0Mtc6n2K8qeg/MwzZ8tLJygBmk9fUREV5zQClo798xsVD3Z2VQyswhZeQfc/geG003p7e+sgPV1dlf5kal+7Jzfx8Yk8Wu5Zihzh8VMIc+U/KXaYj1r5t+DI9kei95AgknTzePQMDlkS7BEIOPIOmtqqloorRmQ4rXyV1aNcsnbiZjeNpegzZYGNQts311yzwv+SqBKkE1Qkn7S7u3rWrPp0OhpS/BYLtCI0DOMrX/nK1q1bf/nLX95zzz1PPvnku+++e/PNN8diBWILjSNwzxH6rCEwOD3zRGZxfwbt7UFBIwNNKYrW15fi0mC9yuGQJBcD6+hIn3LKTJyasYYG2+9HSpqHnDFWUREVEbAYYSMT8R7VhpJHAFFxZC0ktnQ66vq2oYxamt2f6m48h+2pPHhHoED6wgPJMPikSfnTger5DYRBLkuSc9ngGSHn/FOf6oA+VoJAw+DwqhPOWTodde8g9DAgGsJUU5XIwX5SkDCm7PVyZeosYOXKtsbGJNTZbW1pPy/RElOAex+hx5O6W6VgRiFD3U1T3EcwI+J2KHZHJGfV3RMSiRooIIzOIyA4F+dEL8tdDIhBNiyJEDqaklvg1MQaaej8L2lnC4jFiEAu/n7Mj1+pF5cta507t/GggyaVRw8GRpZJpVLLli0rS7G7Hhzope3vvPzPqqpYS0sSplEFLgnc83/D72ERkheXLm19443tjJ4QQPuIoIT5hzFVoyBKFCRY4itrblA2cdOk7zXViTnxV4RsveiiXwQ0I/mJJBuKZtAUvjTIhvBXhFZU8rXwHUBfVQycs4MPnsQUUO9TlFkCZldNTck77zwYIPeqVHBpVNJDAsVjatV8FWT+ftd9ciHPb7Nm1d933ysQv9opatFMc6AeOdbCr/KXOLzoV5l0o6nnZZm/7sGg0+UAP07gT+xpxEiEdLIq4EaHVB2CRMKaOrUWJOYyi9ogUNv5iyBsXEgAY86WLfv5j4UQw5NkdXjQ2Y8zTyfaXZaY6+vtbdv6dVSNBrSK8K233rr55puff/75v/zlL01NTb29veecc05PT085iNiFgPgD6Cfe0VEpr2rzpy8wVjj3zmag9wJzLGbFYmYmk2f3+fObJk2q/PjjQc45ueiBRJtruWJBzDSDk3NWXR3P5Zzt2wfFG1KxuT997hI65HKPEM0+XSCuy0ENQo49UBaugu4T8ivzk80ZY4mEJe6UYEHWOkGJQKVqMiQHpXc4iVizAye3WIhqigdxnlLVcAFLo6q+VyulSufQXqMEkAaZ/An1ja6mKioUYk3cw+5vK8eyjNNO67311hcY7gh6RqjS5mZBiUMdklbNGsQeAbVjvgZ3ZLQaXWINATgB7MR0Ovbtb69B1Cp+s/n0cqao2CsOvD8cDRzxvHy5L8Iwo+rulp7nNNG50ajWeoZ9LUYfZPiZM+v83g8lA3qY/v73v581a9b111//8ccfT548eWBg4NZbb50zZ87jjz9eDiLGHrgbz4kRfMx0vnPiubOzUn92wpcY6Sr5/vrrV86b1yQ5rKenRtyfRwK1R4jroiNVfq2rS4AdSkIMIdWIhAslQTjnwjkQO5pybLPDv4R4It+El8j+hL5DEeJTPG7dfPP+4m13d5XSmERBlsV1rc2YvInXIyBAv2rkspALal04py13zJCkNRBSpSGXIs3JlgJWi/pJ7VzSxRQIVrpGaDVFbLTL+5yZKyvlQrEsRRyVUx1BOeeoF/QbAaHsJLK+VMUJmxJm5JzH41boAgsXHZDY9B9ql23ueqMQGd2LcHFdmL86zMcDuGiRrLU1dd11K2WzF5wRyuyme/GdeDlzZp24oLjkQM8Izz777MbGxueee05OAd96662NGzeefvrpr732WvnuwhhLgBfz+k1pLAUQrF1boCc45+SZJPkGnbuXX8ksyNUb0Mngex3B3D89EgBmOfh+DP9o8UwzVAWB1rJM5CwjvyIAogE3tb+4IGVPrTihXLTgk9DYmHz33R3BpDIQHIvslHnzmh555HWEQa2OgIAQa4YyJSR7AbzBd4aAUqD019YLlELHUvC3rVatgl9BF4BIvxVKs+KmlT/Q8Ql35w+yDWJI6QDCmN87SZWtqMpIN9h2BIaD0UGwPRdGmXLOxbWaASohMDumPLBIFHreV4Q6UiQTokVmsrPkz/r6RDbroE6VTMs57+qqks0+e3Y9UwBYSN5VUAEOO6UFohu2b9/+61//+tFHH4ULoW1tbd/61rd6e3tfffXVqVOnqrnGHZAzQqjDVHYPbTDSISc0saZ8RTBlGEhpOXVqzdSpNS+//CFpjrmShbA6VfqkWFm5sv0nP3njk08GJech93qRu7IyJmJq+LWvIwOIAGI45zwaNQUHy2DlAWYBqoj6rP70F6cmwxdRSViypHXbtp0BCAUADUUcYFI3nGQXkKggHkk2SYPOgKCOiHA1Gez0gOZFZk0Yjj7pJO8KPQWtT6nAn/49S1VEIgye16iILAO/QoGosrp4Fqt8BQ0FBtpTBLKXaL/61aWapX4E2pVwsimoKos6chEhr1hBr6YPsIZh4yjpObAVcOampmRVVUzDJNgAMk0jm80GkMq5dyfJZz87S5eSczZ9eq2Mwo/iu5YPCEW4c+dOx3EaGxvRe/Fmx44dapZxB5yzXI4ZBheXzvs/Bf0Mh5wzZauPAjp2M0Il9wjb2iqWLm19+eUPZd5wxBCYgSJsq66OMebIUF7kiauamrg8eOS+N4TCQyatMDCnTat97rnj7rvv1auv/n9+29xneJKaIECpIIkp0sPYUXLLx90uwkh6e72gBOKBvENAfj3ooC4U+lISAPVKgIUUUBG9uyZXuIIruYilKvUkCfkTWE6MKSsNTGHFhgZbRoyjSKVrCux6rnKgZRko9LxnejholcIbBZS8doTGdZz8Kh+5NEoen7jwwnnNzT5H3HBakGgERJLas+q4lpSPoETVOTMEkT5tJ9s24Cacf/zHZczfkigBelYHAXpDTsQVJKynp6anp8ZPXsH6jRboyDK1tbW33347ev+v//qvkUiku7tbzTIeIZdzTjxxhrjGRTa08Ox335ASsAgNpDnGoJsv0khUNlUsYu8vzOhP7/uKlo/a29NSz0HfkMMPnzJhQv7oOppziDlTd3f17bevg5gtNyhxRYXvxE/w+i2sl3gWUQLgJzK7ECio1omEJU76H3HElKDyGGOMHXkkkUa2uYylp8odtf01w5szpa/FL1OJRYxwMt9+XpAQgfeSozahkPtQQHOBFK8cnFInqyPAtq3Jk6v99gEs3ZfrqKOmfvazvaSUJL1Gk8lIPG4ahrwsgfk39jwiqbPbODyKKOu446bB6oQ3eUkGgF+pa+KxsgwosSAlOrWksboYU2aEQpVyZROOEbXTWnLwJ8il2xllRuA1FGQvAGupvJc9EDNC0zQvvvjiyy677LXXXtuwYUNLS8t777338MMP33PPPeecc046nVazjDvgnDtODoS2yj9cfPH8v/6179vf/gOZJeRQkUw5dWrN9Om1f/rTB2RGpBt06DVekeyoo6b6X3JN3DICLRQWfv5z4MbA8cdPz2RyLhk+LpcsLpwbJZDHChm1oKdrS5FmzpxG/0ucANZFvonHTdPkixY1iUZDMVf9EGSOBHe06gNSrMUqMjQ2Jr/ylaUqVUh/MNDvjHB09EhSM0KQcekUxqPJg6jCnDW0LGPx4hYoQJE+gIlt25LCBwlxdA2T4LTu7urrrls5PJybN68xFjMPOmiSLAXKcc653w8zj8pleN/OqHomMiRQLeZ7JhMoRkY+7Lh43dKS6u/PyEueCxJAmlaaxJwRzjKeTaBiYz4eIHamlerIWtNBrORzIJ24ItydETKFJ0sOtLPM5s2bHcfZsmXLT37yE/HGtu0LL7zwyiuvLCs1YwxQr6D3wMYhsoRBKwBG7yTNUjUvYh1wfMKntqdNk1cUeX8phPCAah7gJACOBJVTZSPINc/29vSbb35CHrBlrncfJAyUUkB/cM7A/YK+T/B0OcqCmqu2NmFZFKAM+QAAIABJREFUXC1OB5peUPudMcbWrOl87LE3OGdNTUmZQO0gNaPyRQSw5vvtN8GfmEPhKHFCiU3OrTk4fSWNfYRZeiggzaSLNSqf167tRMymVpD6Kh04tX1BGkbUWjQzTR6NmtGoKYybq65a/oMf/JmBinOer4VkIViKhnN8ZBQvarW3T6iye999G6HJaJo8k/G4l3O+//7t27b1P/bYG2EKVkssmBjxoVRdkGfkJwZYjhzOCxe2tLSkyLIgMdXVceRMd+CBHY899kbgSPENZzlhLTfQa+Kc88suu2zr1q3PPffcz372s1/96lfvvffeNddcE4kEmNjjCZBxpA5IsulD9gfEoJiBWAxBy0vt8MZGu6UlBV5DBzCfQoXKG4Eq6929aJVC1YvM5y3S3p5eu7aDUYoNYqYAz1bV3KbJm5uTZPurroAuEo6U1h13HNTUZMPLu0kgh3dBuOyyBYwxw+DyLkYWyDDM37wFQaRtbU1dfvli8UacE+jtrQdCk8goecCyjGjUYhoFjwhztWwBLbV+fVd7O1oHCrjQB+L3EgP1QBfkpaZun1AXPKFdaBhcXr07dy6M04THiMzuX2gpUCld0SRce+0K4YMDIZWKzp7dIH+KWyM6O6tUUgviZxrbnQVKLWS5ykJdvzackzz6IuHss+dMnJiGX8nOffLJo8Aw4Yw5PT2+EDOoiIYGe8GCJvhG7HGMgS4MiiwTj8cXLlxY3vJ3KcjOKyijiwXDkCfNA45a47dqMhGE5c03P3ET8FjM1MzGtNE4VW2hnMTwbFjk7i9Lkqpl/vzm2277A+d0idAAhGODVJzozYUXzrPtyM9//r/qJzJiJ2NMdUyYNKnyb3/7m2EEXakjobY2IaKNK4TRRrcMDdXVVXXllfIWAgaPHqsUqpTrpiBixEciBjyq/NRTRz/77NvyZzRqzJxZh/JK59Jrr10xf37js8++HdDapOeInzCyIj4kAkzTgCpqzZoOcGGQ6poYzACSnfIvhajlnM2cWUcewXYxOLCs6uqELDGZjGzfPkhuTR18cFfBSITBAG0pmHf58glbt+5ggc0oXMzWru0UPsxuYsf9WuAIh8JOhe0esYMArQfx/OUvL7HtyIsvblPTA8KYZXER4l8D2ktLENmBCpsL73SIStyAwYrvnWJBqwj7+vqefvrpt99+O5PJwPdnnHFGWQkaeyCbmBq9TkjDhHN+++3rxNIBmm8x3/gRD6qPHEZYX2+n01GRcuPGqchEUh/8LwmadTt5TCMlOfC7C1BsLmZiyYg6tY1b3u/LriUY2c4kJbqVW1Svgw+eBA1bsgiYHi5LysOgnAfLCG3pxaT3yjUM3tBgIwprauINDfa2bTt1/u6kGSRS6nxNSb5CkEhYd999iPwpbyBhgPH+8R+XpdPRHTuGda2KxoVcGl22bIJ439mZ7uzEISz8HO752UejhmSJhgb77bf7GLWevGXLfpBUFmIOrRY9ygSy4ii93P4PyB5eMYiEsZjPwZtzNnlylWGwioqoSwMyrWRKzhiLx62f/vTIwFJ4MFVcs4moJPDhdJdGy6sFmU4RPvzww6eeeuq2bdhMYHuKIoQmOdkBmlwhkTNxpyXzD3LSikdinUSYSFjyqiZ0SFlBTmxWu4oTqiVU/fwnedGrSpK8xkVKDZJYGGgGpSfP0ukASSW4losgGjWPPhoLjvB7hCToRqxofFR3w+C2bQ0NFbg8qOBL8o36nnO+cGHzxIkVMMH++7fvv3/71q07yNMgCMk116zYtOlnku2plYl8xxkGRzt2inXIxJ0YVHF542nNmg5dXpI8tDRayKAR8je/NRiPm7YdkX0n2Sa4aMacMPcEwUIZ7hRtskAMdIIRnKkIqKB42dSUvP/+Qx9++DX58sEHPxNAKpoRMk0YEJm9oiK6fPmE4EHHOUc3nqIqKNkdeXyi3LqQ7v6zzjprwoQJTz/99HvvvfehH8pKzS4BpCTcdg/iqjA4denBJ/Q+qL8DGV1mJ3Qqp5ZN4I3BclRblvGpT01UbWf3TJ5kFbnlQxBD7jeIXLoJgaY6vm/+PUJfZxkG/8IXFiEk6glCpZQCI5Z8ozvMbtsR1ZySFKr06BUeTZffbuMnnzxz8mRir6WpKSlPIgfUT17a7B7mwwXJZ/2KdGEoxr70laK7mFeTK19Zcffno48eKebEclAICFYtJZ9yFEQHxqz3JviYHcqOei0M/X43IvUcqo82tGxQkJ5Ewvryl5cEayzO2YknztAZqWot5IyQhWiTUQKhCN9///2//vWvN9xww9KlS+vr66v9UF5yxgr8Y4w+deA+jiQOYUChEsIcrYP0IHkBGDdIWkmTWX6fMKFi48YekMAT1ul0TFUhHM8nZS6ixClTqjdvXoAoZNQMMmDMGAaHkVEZ9u7x0UZO3Qo6ywiQE3cEOtrkRgv8OmlS1fnnz9UVIVKS8+yQlgFjLOQejFoE/KlyzqWXLjjppJkBk8iAJfQwoKif4PvL3ETUfYTBpQhbhLmyXh0a5B0ggaQGAdLQOukRUBw0Xt2//MIL5zU34/0UTfaRU0tiUBHCmHYhigirNaNRc/XqDjLuYCSCr7LhnLW3pw89dHJrK+GhWlogKEomk9Fo1DQLx9zbMwDJtQD+Do2QKaG5CEFGHUfTqjTJzRpl4I0ohXis5i0rv0BBmn5U4fIgkbdrrVsajcXMBQuaIUJw00KBsSffz5vXeOaZs+FL3QxPj4R87UuwYEHzP/zDvqHRap2ebNs68MCJwXZSyBmhntribLCQ6VOp6ObNC+A9U5BdOZeKcIRnmZWDepi9VTZmjOVyjgixFlwHIN8d246g+4BQRYJbg488wossrrj+5ZwfccQUuPEphL7wCQqTnXyjm2mhN+3t6drauD8NzhXgUaUhSVscouSmm/Yn03R3V99yy2qUvq4ucfzx09va0qOchBQEQhEmEonTTjvtW9/6VlkL3h0A2mXKR3Lw07eQK2gJtaovHSbQ+joWNPB15XBlj9A0DduOgBN7ef3nzguJILyc4z2DcJtwKMYEIozpJKyKOeC8BwlhZoT19dqZkK6jLcuYP7+JFKz69s/TQ5aiJg40g4IKUrLQspKBHi+IQXcYJtwoQHpOO3NCRkYuR++2BtA5bVrNbbetBm8QfiJkK8IwgnsERiOZOef77tsorp6AOoycvYUoWhtcVyaGCc46aza6YK6+3l62rFXSxkJsLviLkImL8IVRAQ1J0I/haRkheHtFr7zyylNPPSWep0+ffvXVVy9ZsmTdunUo6Oie4SwjAM6lwMvRtjvSbRAzhOCTOgpO+U9rVutkKDLMhXMHuE7dp311hzrCqzGQxiNVVZwLFzaTZ3JJEJuaIQ1eBlx7AmgraLqqbzjn3//+QQ899JomlxZVMXuEBeoYZu6iMTsKA+Iuao+wiMN2RXG4BBAN3/urB2GyOFBngxAH3puamrh021GhqBt1lLYtWl4E5whjo4Qv069iafzHHIPdzVRnmcAiRkJYCLQjYbyRgacIn3nmmTPPPBN+e/vtt5999lmUYU9ShALIzpMiCU68gqUnyg4fSL2l9xoNsKoIziioFKXSamiw33tvp7IWmv/rOsXgCtbUJJgSPyXMjNBvXuDEMkqWAsRszL9lWHhIJBKRgCseVfLUT5raOaIq4Ye7SKhsfqgKhjHGTj99liYIOOaoEOWOTCD5IsugyyaLAk7cR+j99b/xpmucczLWKIVfWrG0/cdACNa6usRFF83X+T2qpAZDwKCGPwMZjIO6OygaalFrLQw0giYfjpFWyHXIlyYkSWGWGYplSb9+LZ2CpcBThMcdd9xhhx1W1sIEfPjhh9/61rd+97vfffTRR4888oiMVnPFFVc888wz4rm2tvaHP/xh+WhwW9UL1AI+aZs9tFmtey5gIKuGvIpHL020MxI5xsQJYirUpCMbobu7evHilmzWG2k9PdVcuQ+l4EE9VMEw6QNAHLMlZ6sk2kjE+OY3DwhEGey4QRQk38+e3aBGMa2oiJJ3ywlQZoR0W3R3085oATJXl56y7VCCwqJt0aLmJ554U+XhMH3J8W0YBUqUU2fywEZwRlIPwYdo1CSjq+swFAWkGc0KtBK+3kuxcQu0lSJMghIzfGKqcG2L8hpFZRX7KQTaEWcNC97QjUaj0aj2pEgJYdu2ba+//vqsWbO++MUvwv2AF154Yc6cOWvWrGGMxWIxPYLSA2zoysrYscdOY4yNeDIOuRQaSuoUk/kHbTAbucYj/InRIuRiq0zO3sRyB1gEIu6BamlJrV/f9eMf/xcs2iXPR3boqYmvmiHSE2JJPe+hPhcLBWWH+ka8bmuraGurQAngqSwElmUoXqMFCFDAAe1fRLODnyFz+YykhgZbRoopFoSBFUASKk78tSwjl3McxwuXqp8R5v+SaMlBEQAj2BIL5J/CGND4hRulIWyUkJR6idEtuwVzKRGmQtFTKFlxoxV2brl14S64a76np+fWW2899thj1U/Tp08/8MADDzzwwOXLl5eVBv848fVQLGZu2jQHqQeZK1x/wH1BbQbyUFpBspFaYkAiqFBREeHgumfhLIrK5QAgQgRIlJNhqxRqfelHw8ruHmFQEUVB8ASF/LL//u0jqAPnLBo1Qs4I9UjQdKHYLARVIYQ16TkVpvA8AWTMGh02OSNUQo3SIM5LsPw0ml4qRGFO9aSO5PgELE6TLGjsk8YxiV+FSMRAsQwLZoGboGHUlWXR4e91WYrS/bsheK1z1113VVZW3nDDDYyx7u7uSg2UlZobbrhh8eLFJ5988iuvvFLWgiDoOkjhzrC9qFMqSGMFRPSgcAYUR9PAwM0SIo24Q0BVaSxwLAnTPiAulw7QtkT4qYyaEkWH8qcfyegKowYQ/Mu/fGpEBfFYzCKdZYrhKC99uFyhQq0GF1RREUWnOUGyUDRA4WsYeFqsYHMYY7Nm1SvOMnRZ69Z1VlbGOOfV1TFVkfhbrMRzLAWC7h4qVBy+KzFM9k9/evIllyyAbwK9Rr0Byzlrb0/Pn9+kS8wYi0SMyy9fJINfF8VIMvq5hpLwmPJFh+/BUYInX6ZNm3buuefuu+++jLFTTz21r69vxEg/+eSTJ598Un2/fPnympoaXa5jjz22vr4+Ho/fc889ixcvfvHFF1tbaX+HwcHBlpYW+XPDhg3XX3+9Du2OHTvURnQcJ5fLDQ0N9vX19ff3Z7NZVN+BgYFMJtPX15fJZMT6bSaTIVOqkMvldu7c2dcXFblyudzAwEBfX9/OnTtzudyOHTuGhgzG2M6dO3K53ODggEDY39+fzWZEKWoRuVyuv79/aGhwaCjb19eXy2Vlsp07hwXaXC7b358vd2hoKJfLOU5uYGBgYMDIZDKZTNZxsrlcLpfLYxBUZTLDhsFFdoFwYGAAVnN4eHhgYGB4eMgwzL6+vv7+naLpMpnh4KZYsqSuszMtmnFwcNBxnDBM1d/fPzyMMTuO4zhOLpfN5XICoaRtcBCjJXscweDgoFqKhOHhIcdhoxkCEjKZjGUxx8lBbDt27JBcEQZJf39/LpcbHh7u6kpXVRkFcwlegskymczAgMdXLotiCS4KEqx15JEdjLE77/yjZCrG2MDAgEwQTMPAwIDkKMZYPO7ceOOyo456dGhoSL7MZr0OFSOluzu9Y8dANpvdsWOHaQ7ncrmdO3f09WXJIgTDDw0NQZZgjDlObseOHfF4NpMZzuVyuVxueHgogOD+/p0hmVPA4OCg6A6RRYw+mHvnzqFcLtffv7Ovj/Y2ymQyg4Oe8BkcHBwezvb19VkWC09JX9+geMjlcmK8i1qrKR3H2blzR1+fMTAw0NAQS6UKFPGZz0xkbKivb4gxJgbdzp07+/q0Y2pgoF90wac+1TI4SEtIITeKGlNuw/KhoSHRXPJTmDHu0jag3meigqcI586dO3duPkDGZZddFp5cFT788MPvfe976vuenp4ARbhx40bxsHjx4mefffb+++8/77zzyJSxWOxPf/pTPJ4/E5pIJOSzCo7jpFLYTd8wDMMwYrFYKpWy7YRlmSiNbScsy0qlUpFIRBi2lmUlk7Zp4pQqmKZh27ZIFolYhmEkEolUKpVM5gzDSKVSwmmlooJLGmSJluWIxAinZVm2bcdiMcfJpFIp0zRlEYwNGYZRUeF7GY1GDMOIRKxEIp5M2pFIJJPh8XjUssyenjqBQRQUiUQ4Z8lkUtSXMZZIxOUzYywajSYSiXh8KBo1U6lUIvE3wzASiXg0GgluilSK1dQkIpFIKpVKJOKmaRRsOsaYbdskZtuOmKZpmqZAKF7GYtFYDCcmexxBPB6PxQZ1yWKxWC5XGEkYiEQiPT21a9d2QmyCExKJeMgikskB0zSj0eg//MO8BQvaC6a37T7YSowxyzIhX5mmmUwmUylbydgv2VWmBJzGEokESqCnIRGJWDDZPvukDMOIRqPypWVZhmEIZhMcG4tFh4YkeTHDMJLJZCpFn/gUtMXjcVSQmz0RjUbFSIeFUqQOR6NW+O6Ox2OGYUguNU0zlUrC7LnckGEYsN0QRKOReDyeSqVs2zZNMx6PmWYulUpdffXKjRsfLJbxTNOMxWKGYaRSdFuZplFRkUqlUolEAg7tkMjdXghoQFvwWwBi286qYjYYLEv0YyoWi8XjMZg3zBgXEI/Hw6jMoGuYRgwdHR333XffaDDU1NTs3LkzIEFVVVUiEXAgugjQLV6TS3DFrpijzUiIgTw+oVuilOsnEiHc5NPVQixIylUR0zTicfNrX1uGMIdZ7QTnirTFkblEqtFE7hAgVkepcDwjRFjsHuFIS2GNjckNG3rQy2ACdPQUU9ui1+uYn13JjEWNArLTYd7q6riIWicxm6bx+9+/Cy34ghtaagJepGNXGXavCt8chBb9xN9IxJB7n0VBwVYqyhsoPObwaUZUNA/Zg6MHTxG+/PLLTzzxRMEMZ5999iiLdBzn448/3r59O2Pso48+isfjVVVVg4ODv/rVr1asWGGa5oMPPvjEE0989atfHWVBAaBsIYTMFXaXKwxQx41DBWNkfprhFguiEOwRCinjU5/icfr0uj//+QMKoa9cMGIl5jDbhJCSkK1Hp0wkLNFE/o8l8OzVfC3NAV6NjRVWnQB6eDodhbe1BaYvyKsj3EQUEO5Qf+ED9bNm1T/77F/dr3nMr776UWOjuJ+5gDrR2WTQXnTfFTgtM5pzhJQmLoDtmGOmTZhAT2hGoAiRNqXAGzXF9vuVVy7fvPk/Rq+GRsBvI6Z5BOApwmefffacc84pmGH0irC/v7+rq4sxVl1dPX369Kqqqtdffz2bzZ5//vmvvvpqJBJpbW397ne/K3YrxwD0M8Jg3iqA033QfiIT6IoD2ggnQ5NFiAfdXEheDbFsWevLL3+AECpUEZfYhWkY4HtWQM37gUgZj5uOo/UwKi2UFCVRl+LxO4yxq64K60ptmhx6FbLQkx44kZJv0M9Ewlq6tECwAsaYbVvqaUuqxDxhYsoiLKdMJgcSFEcwY+y003qFmw85NEgYjdco05o7Wgz77tsoM/onr9y2R7ZKF0rTj2CwLF7csnFjj7grNAB/mNE9gmEV0pQZPXiNfsIJJ2zYsKGshQmwbVu9zsm27T/+8Y/ZbHZ4eDhgw69U4DfJw94QFNKOVhUSOVxVT8KCxi+ZOIAiMQWU80KovdTswTUzTQPuOYdcrJChzuJxEwR1CwId1uOPn/H9779E6vsRQCHxGnb+OrKypDERGkNxxMye3XDddauKpSpkQYbB0d3uJMyaVX/LLQX9bD1v5I0bpz744GtiBX54OBuSGIEE/T799FniISSCRMKsqipa5sDFFeVTscjySNrbK5A7aMi8wW3FlTiLRcG55+5TKEkoLVgsGx933DQRS30EeYsFTxEWu4laDhDeEGNWHFhaCZM4PFrvecOGKe+8gxyl8mEjqqpi++zTSM7tSJzcBeUToWvhDFLKGjLQl4Bo1LvAWkeA0INSp4bhfln0oYdOPuSQroLpAwhYsKDpzjtfUqeqIzMVC3V6yczPgLlCURxVlBwQt9gXS1XIlKMRSdQaZv6lOLkvvvtnhAHWoUSiW0cJtXrR3Jz60Y8OCVkF5h9xAQlConITO4yxeNw64IDCzlAILMsQpkkgSfm/Y7DMGExDePjsZ6VBU3aatWZCJpP593//9+uuu+6qq64Sb15++eU333yz3ASNFRSY3EgG9a8LhZ0oyFSf+lRHQ0NSZmegUznn8DKUgqMLkY2iNJGkCT2UTkebmpKcoz1CX6VqauL/9m+HQUpgXTjYROHUlfc6kDLIMLRXGYQEiSdkvIIQCIPm36UaegGiJ7yRPnpqQkvAwl4epQXEkGJGODSUY0B2B2YPpZBKWyPVGlPehFeExaUn4aGHPiNmtAHXa4zYWSYMlHYFRVNEWdFrFOHWrVvnz5+/bt26z3/+8//8z/8sXt52221kOJjxDHLYExfiqDDSzsBxBQFCH/8Ei2b4UFA9izdCrHR1Vd100/4svxirrWlFRVS+URHCq8w5Z11dVWE2inRnqIOhqHYe6QgMulGrhKOOFBEjmBGWFopsYd/zaIjhyo6jnNPDm5IymVxROkyXBFp7IydaW6iWwqL6d/S6UEymDzxwoi4eHh/dhYsFIXRNR0zDqHy7wgC9MXv66ad/8sknzz33XH9///HHHy9eHnXUUTfddNP27dvLHV9mjEFnzozSyiv2K6ccYfy5HDj2oCmty8j9vqCRiC+6B0hfYKedc7ZxY4+7RegYBp8ypXrKFDpCNIQSDj/uzkJhNUdjiRaaEZbXgi5reg2SkRRUbktc4ncVoUpM0GUswT0VbpWlaCghbwhUK1a0hTn0HYiH1dZqj5PBRipHh4ZpkOrqOLwCuuT4RwmEItyxY8ejjz76wAMPLFy4UN5QyBjr7u7O5XJ/+ctf9gBFCFcpSSOXNPdCike9hUgqKrQOSRdw0EGTmptT8+c3DQ/nEM0axZmfEcKvVVXxu+46uCC1JMhhVpSOGNl9p7oacc7RcuKhh04e2ZpPcB1KKukIbGKVOLyV0NBgB9ylF46MUBrOfVlA94yGEhUbHIzqEkLB4gK/h4o1WixMm1bb21sHV3oCxmAhcBhjvb11o6cqeIWjrDPC4NIFpNPRyy9fNGLk5daFhKDavn17NpsVJxwgZDIZxtjg4GBZCRp70M8IR9j0wboNaVbyQgkVTj99Vk1NfN68psWLWxAS0+SbNs1hlEb3u4kyxlhXVxX8yRhTlx3UWRf6Gn5QjWxplISJEyuuvno5quOkSZUTJ6ZHhjBYcJQKyD6tq0uIXduQUFUVO++8uSWkJDxvm6ah3Eo48rmLyuRg75kxxlIpfOKi0PpK0LgBlm4pxeiMGbVr1+pu0xTllrC0sBBQR8Pgbvz0shRtmthCHXdAUF9XV2fb9m9+8xv0/uc//7lpmqqCHI8AF/EtCx+6YhqOCT+iAs1tCE7gz+AiPHTnn09LyYIqTX1ZsCxWzHAiZ9sFyyKzmKYxa1Z9qUZycFeOgOxiUYW5vqOsEGD8wU/f+c4aaGqUVpKqvbB8+YSjjpoaQKGSvUACF0p/Cq0kS7Kl0tDBaH74w0PkRWblmFrtu2/TVVctK5xupFDmnQrGyKXRaDR67LHHbt68ecKECeIwg+M4jz322IUXXnjEEUfsAeuiCObMafj611ehl6DhHeWhAKA+g6OdWqHyFRRSBIdcL5IRztwsdBUUgoPUXlGLY6ZpwCsnw8D06bWHH96t+1rSpbmgBcASFaGFMVjt8RfHkad0SGhsxKc/S022vH4h/1usdfv5NggCWrKcLYwvfkIkhYRSmVwBo5sxJrfzy9Qgpsmbm8t49K60C/Ik0M4y119//SuvvHLAAQfYtj08PFxdXb19+/ZZs2Z985vfLCs1YwbQ8jUMXl+P95krK2PqSayQ3RHQbYVUTtjO1o0fdd1JNyMEurloIotZGuVF6kGxH9ap+1qqWVTw0CqtltLNvXbJAhogIOxLf4JRku1z1oW9IIckiGrrvQ+gJ+AruGKs9G0tUU6YUBGLEUtrY9zBu5ifxjnQirCiouLJJ5984IEHHnvssW3btqXT6ZUrVx577LFjfHH8LoTe3rqrr8YRrUJymk61kO+h5TtKTtaUW2AeQKoEdVILn4s0eEs5PkuFMLgWJdWCjDTVR3lT8YgoCbsGPoaEOdJWk4UWdTc6KzAjDIukWIAl3n03PoxfjEVbGoOoGHYqb6yycoBuEJUQaEX4q1/9aunSpUccccQRRxwB399yyy1nnXVWWQkaSyhqe6wofoWJ5W6QyvTkSmmYgsJdEM/9M0KfUwy0Z5csaUUZ/ZhGco+BANM0hJtrqWBstEcJB56uQ/nool6NEkbcjKM0RAJMLqkOiwq8oDMxgwsdPQS3QxiqYMrRw4EHTgy+bre0xY09lHvg0zx3/PHHP/vss+jl9773vTBRuccFjCVDXHbZogAe1S1dBsPXv75y0iS8WetfaPL+BUNbW8UZZ8zy4wlKX9TSqIw1Wioo4Z5KoCAr5bqo7jaisWRCtTidetZ9QmlGQYmP4WU/gBlh2P22gtTKBLvzKmVJaGtosLu7C5/r3Qs6oBXhunXrDjvssNdee02+ufvuu0899dQvfOELY0XYWECZRgdC29GRFmE81XkGTOnO3kJNRKZMqS54MoFDMaMsvQYIByQ41AniLjk+4RJTQlQBuEoZyUKjCHelcT7iwktOtopPzghD70RoWRnahaWFQro1vGPdWGvo8biVOAZWIy2nvvGNbyxZsmTNmjXvvfceY+zHP/7xCSeccN5555X1jsCxBLkzX2SukMsdYRFDvpw9u0F3CiIkKOQ5PPD4xGgKCgklPyFQqpE8lnuEJLLd4PjEiDOOZmkU/5QsKueFBW8xVDEEk7qbS/7dnLzdAcZAf9OK0DTNO++8s7q6+rDDDvu3f/u3o4466vQKBK4dAAAgAElEQVTTT7/++uvLSsruCWAPY7Tykdoj9PDbtrXPPg2MsZLsTsnZoJ9+VLSuOnjaGnIqqULJXUJKpTyam5NtbRW6ryW0QDlwg0Tvx3ZpNFR54bbcSkRTHhtHD+jmyzD2in5tA6csFQRLg2IU8Ji6roxTpWua5Q0aznTOMoyxZDL56KOPLlmy5PDDDz/ppJO+8Y1vjMc5tQ7cqpSFC3WDJIwsGp25jbXsyNwxCtrg4dGWnH3Drx4Hw6c+1VGolNKAOsUJfj9mMNI6jjIkJl6fR5Fl1DFSiBuDBpX4FPLKsKKg4BgpmCYMnnLAeJTiZ545e5R31xQETxG++OKLjzzyCPq8bNmyDz74YMqUKddee614s3nz5rIStDtDaLN6rLfKVWycE0KnmHK1Vx3x4pxlyr6lVA7o6KjcuXO4VNhImke/wFA8GWFZd8wIcweU7+4nNM8LMT0NCIzgFTRqYrXIqU+7TALskaC7VaOE4CnC3/72t5deeimZCPrI7EmKsEwmW8BCjTppK0mJJDaueI2qCcLgUUkKT6BllXhtdGz0xygjXCPQOcuMrQAs2WmQkuARkExGZHBR3XJiiBVIbZLytXCYpZ0wpY+xEtyrdHXgzTdPOeUUJwTsQlpLDkVxBdpyGxlm6n3JmtRx1M083+wt/PwsQPMVtaZXws02F+H4G8uaPcIxFoJquxGM5yYKvparZHQcd9y0s86a7XeWUbf9tMQ4jiNP6AYXuktWoUNy6l5duDvA+A4ZvnvC6afPUsOzkaButo2GSxUtyCIRAzijI9RhI22qezZFzQjDJg0Hu3ZfbQSg26BC0e/KD9pzO0XBKGfkRfmPFCyIc46MPwQyxNrYQ2iLeYyJ26NmMiUEn7OM43jHp3STvz3DoAhfiYBtNh1s2NATvtAStueCBc1yMZ1zduihky+6aF4qFdWVpSu6YLLwNI/TPcLSgm5pdCyVOtre1u12j33zSkLk3/Cb2WJWHXAQBaydlp4PC21ehpwOjkOG3hPBM9hvv/12wzCuvvpqxlhjY6OhgV1HaumhyD3t0ZvDeECqw2k0Y/ZrX1tWVeXtKjc1JdPpGPTKQ6JQT2dQKUWt6ZV8Rjg2e4QlBN1K8u5ZkYLOMqNUKtI1Rlc083m4+H7qYPXqjhNPnEp+WrWqLeTaTBkgVEyGveuiuwl4M8L58+dfc801++23H2Psiiuu2LFjx66jquywqxhCVXvlK6t0FzVgOnep1+g4G8m6md+Y7xGy0vnLlASNh43cIwQJCpRXWRkzDPoOoFWr2ltbX3j//f6SN3VBgyA8o465LhzT4sYLeIpw5syZM2fOFM9nn332LqJnTCGcW1fQhtkoiyvftICaffpeBAvi4E9FXcMUMmVIGPtLG0YJuuYyDGMsK4LKMk1D58JTCM+oiA7kKw4fuAvBxIQcwruEaUYgXvbCroI9aqmz3NDUlDzrrNllLaKEg3Y0DhEBUFdnr1rVFhJVyfXWuBMcATPCMXb8gU13992H2LY2mEZJdr+KzS6dE8JT8pWvLAm98ln6A/WFlHRpCywN7J5U7Q7gDYY//OEPDz/8cMEMn//858tJzxiBYfDm5lSRe4Q8FjMPP3zKiAsdS/eEmpo43C9kjKl3ouryBi9PVVXFLrlkQUgySr5HOG9e47vv7iwtznID2dLQoXfsQb26RECIGWHJl0Y52pgEzFZgm23FisIGmWmWxbGhdFPnUoZ3DwPjzpQcG/AU4X/+539+6UtfKphhz1CEN9yw6ic/eT3c2kX+obWV3ocID5RrjLa4UcJpp/VSBIT3x/M+JRIWeQF3GCj5pGfy5Krxpgjpyzr+z/85MJ2Oqu93LRR0likn5OPLyMJN0/j85xeOEulVVy3/5jd/X44aFfQpC4dkrxbcLcATcCeddFImBOxCWksIc+c2mmYRXNHUlAyOTjkyGMvdi/BaEK1nfulLS1av7hhZoclkJJGIjCwvCbtou2fkoFsarayMjWVNQl52Ue49QrII6CaDvh5//PRRFjdxYtqyzHI4yxRMEFoXloCevTBK0O4T7PFw2mm94prAkIkXLWoeZYmk2ivfpJAiIFSy+fObmpqS8mckMvKlpfXrJ61b1zni7CqMuwP1Y78XSMJlly2aPLmqYLJy6+YAbgcPhEYcdbnlmBGWAOfYH5/Yq3dJ+PtVhI2NycKJSgx4P4CSC2XkU/85QqbzIEgkrClTSnPbNefcskpZo3E3jnUzwjGGGTNqwyTTnWEA4JRpdrVLV2VHAAW8b0I6hO8qj9a9gODvVxHuDjCWY6Dkbg67CMZZjKgTTpiRTJZycbisMPYe/6SPTAnxs/Jw/l79tYfBXkU4dqDu05BjqXwjbA8Yu+NOAHV0pHc1CUVAmK2vUeKnMAg3mYAEo4WxZ5qQ2neMzdPxNXbGEvaeIywAJWSdVCr6ne+sKYS/XDMezjm6ZXCcqRTG2DjcIxxf4Gqjwmn+zqFUXkVjPAbr6hIdHfTJmb9z2DsjHFOYNase/lSHwcKFLbsuOuI4gJBbL3thZBBiRljy9pd3TUj8JUUPkI8x7IaMOmtWPRJBe0HAXkUYCsrG0th95oIL9i1TSYoIG2ebbQJ2Q+Gy50FZF+d14RrCH+/ZHaDgekroGWFp6NkLowRaEa5evfrDDz9U31dWVnZ0dBx++OEHH3xwmQnbXWDM3DjHAAoe59/9Ye+MsKxQwuNxJKxfP0mPOSwNI4AyOMsUTrCXT8cR0HuEEydOfO2111566aVkMtnZ2RmNRl944YWtW7emUqknnnhi/fr1l19++RgTukfCWB4yQ8b4OFUn45PqcQPlbl54PtUtkaMD9eOii2tqEg0NQeevwo+vcVHfPR7oGWF7e/vUqVMfeOCBxsZG8ea1115bu3btkUceef/992/evHnLli2bNm1qbW0dQ1J3JZRJbZxwwgx4cW65YXytPpEwPl18xh1ol81H2fgBeq6s3VpypjnggPYDDmgPSGAYoWzcvcy8mwAxIxwaGrrmmmu+/vWvSy3IGOvq6rriiiuuuuoq0zSvuuqqSCTy3HPPjSGdeyZ0dlbW1yd2SdHjdASOU7LHC4T0+C9tiehAfcmV1i5ZTr/rroMrKkLZuHstu90BCEX4/vvv9/X1pdP4/FNlZeUbb7zBGItGoxMmTNizb+5FsGcwK6yE44zLSo3TUx/jBcKEdxlN+5N53XcOeC4lczrOLrCfJk8OFZtpLzvvJkAowvr6+nQ6fcstt8CXuVzu1ltv7erqYow5jvPuu+82NDSMEY27FMoR+XAXAbqGadcRMgpApyH3Qmmh4DnCckd7KIdi2OtgtRcKArFHGIlELr/88s997nPPP//8+vXr6+rq3nnnnXvuueell166++67GWOPP/54X1/fvHnzxpzaXQbO+Je9e8AGIRu3+nu8gOCKYG4fTRfozk5ItM4eMNKKgZaW1GmnzdrVVOwFjbPMJZdcUldXd+21115++eW5XM6yrNmzZz/44IPr169njC1fvvyDDz6oqioczH6PgT1D/hYM+b37w17rvqwQIrLMaC+SVXPD9VjpYFLqTt5N9WsiYR155Mjv+t4LpQLtgfpTTjnllFNOGRwcfO+995qamiIRL3BwPB6Px+NjQt6uB+jbPd5hD6jEntERuy2U+wqIXdV7e9lmLwRDgVijsVisoaEBasG9ME4BzaXG6dRqvJwzG7dQ8HahUW3iBTrL5JGXYY9wPHL6XhhT0CrCp556avXq1Q0NDfF4vKamZsWKFQ899FBJivzb3/52//33f/3rX7/rrruQ6+nPfvazLVu2PPjgg7vPVsEeM4bUPcLdp5HDw8yZdWvWdO5qKvZYKD+3Y5aDJYp10T1mxO2FcQS0InzooYcOOOCA559//pBDDvn85z+/YcOG//mf//n0pz/97W9/e/RFLl++/Dvf+c677757xx13TJ8+/d133xXvr7jiirPPPnvHjh1f/OIXN23aNPqC9gICJcTa+JM47e3p0l55vxcgCFUUcBJ8lDNyylnGez7nnDmGUXq2HKeLH3thLIHeI7zoootWrlz54IMP2nb+JoTh4eGTTz75c5/73IknnhiNjioYyuOPP15XV8cYcxxn8eLF3//+9y+++OLt/7+9Ow9r6sr7AH6SQCDsJCwhlkVAZSnuMGIBseIOCIKKIpYuSp+n1XGmjlbpaKuVaUVrq9aiU7XTylCrj2Us44IgKKIWI1oBpS5VwciqoIBsSe77x33NIAoEkXsD9/v5wyc5ucn9xZPwzT13OQ8fbtq0KS8vz8PD47333nNyclq1apWDQ2fXbmBW39t4aqfdqBOfjzFGaI+Bk4U6yaT33hvRG2scO3aAg0NfmhUSmPf8E+qvX7/+ySefaFKQEKKvr79+/fqampri4uIerpJOQUIIj8czMjISCASEkNzcXKlU6uHhQQixtbUdOXJkRkZGD1f0kvT5CGzjf+9l7Vq/ESM4cSYoaI8OKYGgwz0mL/2Q0VGjbBctGtb5Mj00depAT0/JS35R6F+es0WoVqsJIXQ+tUW30I++FEePHi0oKEhJSSGE3Lt3z87OTvOQnZ3dvXv3OnqiUqlctWqVnt7/F+/t7T1jxoyOFm5ubu7JJqxKpaYoSqlUNjc3v/CL6AKVStX2XUilBipVq0rFblG9ooc9zmXNzUqKolSq1o4+7S0tLRSlfuHvglKpVKme+ioZGhIPD/O2La2trRRFtbS0NDdrO204epxrtO9x+uPU5WLP+ajZ2Ng4OTklJCQolUpNI0VRCQkJZmZm7u7uXb7orl27ZM9oN86Zn5//xhtv7N27l76iabtjNyiqi9OVzM3NLZ7o5YNa+8kWoamp0NgY009CZ7SYXahHh2Bqdx1qDNkD057/l/Gzzz6bO3fuoEGDwsLCZDJZVVXV4cOHi4qKNm/ebGBg0OWLzps3LyQkpF1j2893QUHB9OnTk5KSJk+eTLfY2dmVl5drFigvL5fJZB0Wrae3YsUKkUiry1W3tLRoU3Mn6+LxePr6+j15EV3w9dcT2S6BIT3scS6jKAGPxxOJDDr6DxQKhXw+/4X/e8PChjQ2Kjt/ur6+Ho/HEwqF2q8FPc412ve4vr6+Nj+tnh+Ec+bMMTY2Xrdu3datW1UqFY/H8/Ly2rt3b3R0tDbrFolEnaTU77//PnXq1C+++CI8PFzT+Nprr5WXlxcVFXl6epaXl+fn5wcFBWmzrt5Gb6fiRypwQbvLu3SwzIu/vpWVtnOt4BsHTOpwrCw4ODg4OLixsbGmpsbc3NzY2Li2tva3334bNmxYR0/RUnh4OI/H+/nnn3/++WdCyMSJExcuXGhubv63v/0tNDQ0Kirq0KFDb731lr29fQ9X9FJgoAa4g/6wd3X6BL4R0N90sdOo7bbd4cOHo6Oje34W9oYNGxobGzV36RktCCFr1qwJCAjIz8/fsGHDlClTeriWlwtffuACbbYImakBgEksHD1BX7n7ucaPHz9+/HgmiwEADS22CHs9p5CDwDxtD1DmLC2uxw/QT2i3jxBfBuhvEIRd0GaGNoD+giKdBqGNjZGf34BerQBBC8xDEHYBR40CdzzZIuxwAWtr0V//ysSM3IhDYNJT+whTUlLq6uo6WjQvL6/369E5vT1DG4Du6HIfIWM1ADDpqSD88MMPS0pK2CoFANj1ZIuQzYEi/OgE5j0VhIcOHerrV9QEgB5iNQcBWPBUEPb8ZPn+B0eNAqfw+TxdGBrFNw6YhN9+APA/PB6vk2mYAPolfOK7gD0WwCmffRYgELD/mccJS8AkBCEA/E9oqAu7BWBoFJiHIAQAAE5DEGoFv08BmIGdEcA8BGEX8K0EYB7iEJiEIAQAHYIEBOYhCLv22msDPD2t2K4CgBOeXOYeh40CcxCEXZs0yWnIEDHbVQBwCIZGgUkIwq7hKwnAGEQgMA9BCAA6B2kITEIQAoAOQQQC8xCEXeDxMFYDANCfIQgBAIDTEIQAoEMw/gLMQxB2gcfDyCgA0/CtAyYhCAFAhyACgXkIQgDQIchBYB6CsAs8jI0CAPRrCEIA0CH43QnMQxB2DV9MAIB+DEHYBaQgAJOefOMw+wQwB0EIADrkSRDiFygwB0HYBeyxAGCSl5c12yUA5yAIAUCHCIUCQgiGRoFJCEIAAOA0BGEXeDzC52N0FIAh2BcBzNNjuwBd9/77I8zMhGxXAQAAvQVB2AWZzITtEgA4BwepAZMwNAoAAJyGIAQAHYJtQWAeghAAdA7SEJiEIAQAAE5DEAKADsG2IDAPQQgAAJyGIAQAAE5DEAIAAKexFoRNTU0qlYqttQOAbqJPn8BJFMAkFoLw3//+t5ubm1gsNjc3j4iIqK2tpdujo6PFT3h4eDBfGAAAcBALQSgSiZKTkxsaGu7du3f//v2PPvqIbm9oaFi3bt3Nmzdv3rx59uxZ5gsDAAAOYuFao+Hh4fQNMzOzsLCwQ4cOaR4yMjKytLRkviQA0BEYEwXmsXmwjFqtTk1NDQwM1LR88MEHIpFo5MiR//3vfzt5IkVRt27d+uOJ+vr6Xq8VAAD6qV7ZIqyoqNixY8ez7W+++aa9vb3m7po1a2pra5cvX07fjY+P3717t0gk2rdvX2RkpFwu9/T0fO7rt7S0TJs2TbM7fdKkSRs3buyoGMQk16DH+7T6+ha1Wt3Q0KBWC7R+CnqcW7Tv8cbGRrVa3eVirE3DlJiYuH///pMnTxoaGtIt3t7e9I3Y2NiUlJQjR450FIQGBgZXr14ViURarsvU1LTnBUMfgh7vu9TqZj6fb2JiYmTUjb9O6HGu0bLHRSIRn9/1wGevBKGtre3q1as7WWDLli07d+7Mzs62tbV97gLNzc16epgrEYBzcOIEMI+FsNm9e/eKFSu+/vrrq1evXr161djY2NfXt7GxMSkpacKECQYGBvv3779w4cLu3buZrw0AALiGhSCsqKjw8/NLSUmh79rb2/v6+vL5fLlcvnv3bpVK5enpmZ2d7ezszHxtAADANSwE4cqVK1euXNmu0cDAIDk5mfliAEDHUAQnUQCzcK1RAADgNAQhAABwGoIQAHQIjhoF5iEIAQCA0xCEAADAaQhCAADgNAQhAOgQ7CIE5iEIAQCA0xCEAADAaQhCANAhOH0CmIcgBACdgzQEJiEIAQCA0xCEAADAaQhCANAh2EcIzEMQAgAApyEIAUDnYLsQmIQgBAAdggQE5iEIAQCA0xCEAADAaQhCAADgNAQhAOgc7CkEJiEIAQCA0xCEAADAaQhCANAhGBQF5iEIAQCA0xCEAADAaQhCANA5uMQaMAlBCAA6BBEIzEMQAgAApyEIAQCA0xCEAKBDMDIKzEMQAoDOQRwCkxCEAADAaQhCANAhOGoUmIcgBAAATkMQAgAApyEIAUDnYIAUmIQgBAAdggQE5iEIAQCA0xCEAADAaQhCANAh2DsIzEMQAgAApyEIAUAHUWwXAByCIAQAAE5DEAKATsG2IDBNj/lVnjt37uDBgwqFQiKRzJ4928/Pj25vamraunXrxYsX3d3dly5dampqynxtAADANSxsERYUFFhZWYWGhspksqlTpx49epRuX7Ro0ZEjRyIiIi5cuDBr1izmCwMAAA5iYYtw4cKFmtu3b99OS0ubMmWKQqHYt2/fnTt3pFLptGnTbGxsLl++PHToUObLAwAW0adP4CQKYBKb+wjv3LmTm5v72muvEULkcrmrq6tUKiWEiEQiHx+fs2fPslgbAABwRK9sETY2NtbX17dr5PF4VlZW9O0ffvhhwYIFhJDY2NioqChCSHl5uUQi0SxsZWVVVlbW0eu3trZGRUUJBAL6rre39+LFiztauKGhAb8uOQU93qep1ZRara6vr+fzte1E9DjXaN/jTU1NFNX14Ve9EoTJycl///vf269JT6+0tJS+HRMTExMTc+3atfnz569du3bNmjUikai1tVWzcFNTk5GRUUevLxAIZs2aJRQK6btDhgzpZGGVStXJo9D/oMf7NLWa4vP5RkZG2gchepxrtO9xAwMDbSKzV4LwnXfeeeedd7pcbPDgwe++++6OHTvWrFkzYMCAkpISiqLooktKSubMmdPRE/l8fkREhEgk0qYYPp/P5+MsEQ5Bj/dpPB5F/r8TtQ1C9DjXaN/jWm44svDpqayspG+o1erMzMzBgwcTQvz9/ZVKZWZmJiGkoKDg+vXrU6dOZb42ANAFGOkEJrFw1OikSZMEAoGVldXvv/9uaWn5yy+/EEKEQuEXX3wRFRU1ZsyYvLy8hIQES0tL5msDAACuYSEI5XJ5QUHBgwcPZDKZm5ubZtM1Ojp6woQJhYWFQ4YMsbe3Z74wAGAdDnsB5rEQhHp6eiNGjHjuQ1KplD6DAgAAgBnYwwwAAJyGIAQAAE5DEAKAbvnoozHYUwhMQhACgG6JifFkuwTgFgQhAABwGoIQAAA4rZ8HYWNjY3Z2NttVAHMeP3588uRJtqsA5tTX1586dYrtKoA5dXV1p0+ffrmv2c+D8MqVK6tXr2a7CmBOQUHBJ598wnYVwJzffvvt008/ZbsKYE5+fn5CQsLLfc1+HoQAAACdQxACAACnIQgBAIDTeNrM3qtr9PX1AwICtJmPqq6u7sqVK3/6058YqAp0waNHj4qLi318fNguBBjy8OHDa9eueXt7s10IMKS2tvbGjRujR4/WZuGqqipCyKVLlzpfjIWLbvfc999/b21trc2SKpXq7t27jo6OvV0S6AiVSqVQKBwcHNguBBiiVCrLysowXw13dKvHm5ubtZnLvk9uEQIAALws2EcIAACchiAEAABOQxACAACnIQgBAIDTBB9//DHbNfQWtVqdkZGRk5NjamoqFovZLgd6qqqq6vz58xRFWVpaahpVKlV6enpubq6lpaWFhYWm/e7du6mpqXfv3h04cKBAIKAbKYrKysrKzs42NjaWSCRMvwHojubm5pycnJycnJqaGgcHh7YzFJ47d+748eM8Hk8qlWoaHz58+J///OfKlSv29vYGBgaa9osXLx49erSlpeWVV15h9A1AN1VVVZ08efL06dMVFRUODg6ary0hJDc3NzMzUyAQ2Nraahpra2tTU1OLi4sdHByEQqGmXS6XHzt2TKVSyWQybddN9V8zZ84cNmzYwoULJRLJL7/8wnY50CMzZ840NDQ0MTFZt26dplGlUk2ePHn06NFvv/22RCLJyMig2+lcfPPNN319fceNG9fa2kq3R0dHv/rqq4sWLbKysjpw4ADz7wK05+joOHbs2NjYWHd3dz8/v8bGRrp95cqVAwcOjIuLk8lkX375Jd2oUCjs7e3Dw8PDwsIcHR3Lysro9k2bNslksri4OCcnp48++oiddwLamTNnzrRp0xYuXOjj4zNo0KCKigq6/S9/+YuLi0tcXJxUKk1KSqIb79y5Y2dnN2vWrJCQEBcXl6qqKrp9/fr19vb2cXFx9vb269ev13LV/TYIc3NzbW1tHz16RFHUDz/84OXlxXZF0CO3b99uaWmJjIxsG4THjh1zdHR8/PgxRVFJSUm+vr50e1BQUGJiIkVRzc3Nbm5uBw8epCgqPz/f0tKypqaGoqgDBw4MGjRIrVaz8E5AOzdu3KBvNDY2Ojg4pKSkUBRVVlZmaGj4xx9/UBR1/vx5CwuLhoYGiqJWrFgRFRVFLz979uxVq1ZRFFVXV2dmZiaXyymKunnzpkgk0vxtBV2mVqt9fHy2bNlCUdSdO3dEItHdu3cpisrJybG2tm5qaqIo6s9//nNsbCy9fGhoKP1noaamxsjIqKioiKKoK1euGBkZPXjwQJs19tt9hGlpaZMnTzY1NSWEhIeHFxUV3b59m+2i4MU5Ojrq6+u3a0xLS5s2bZpIJCKEREZGnj17trq6+vHjx5mZmREREYQQoVAYGhqalpZGLxwUFEQPnwYHB5eUlBQXFzP+PkBbLi4u9A1DQ0MLC4uWlhZCSHp6+tChQwcOHEgIGT16tLm5eU5ODiEkLS2N7nFCSGRkJN3jp06dkkgko0aNIoQ4Ozt7enqmp6ez8l6gW1QqVVNTk5WVFSHkyJEj3t7eAwYMIIT4+fkJBIJz586Rp3s8IiKC7vETJ044Ojp6eHgQQtzd3Z2dnTMzM7VZY78NQoVCodklYGxsbGFhoVAo2C0JXjqFQkF/QwghEonE0NBQoVDQw2Ka9gEDBtBd3/YjYWBgYGVlhY9En5CamlpZWRkcHEye7kTydOd23uNt20FnJScnT5w40dXVddKkSXPmzCHPdKJMJqM78d69e5r2nvd4n7zEmjZUKlXbvet6enpKpZLFeqA3qFSqtpecFQgESqWS7npNO91I8JHom+RyeVxcXHJyMn28W0ed2LYdPd53jR071tra+vLlyxs3boyIiBgzZsxzO5GiqJfb4/12i9DOzq6yspK+3dra+uDBg24cQQR9RNterq+vb2hokMlkUqmUoihNe0VFBd31bRdWq9VVVVX4SOi4y5cvh4SE7Ny5MygoiG5p24nk6c6lL69MOuhxQkh5eTl6XMcNHDhw0qRJy5Ytmz9//rZt20gHPU4fMPwSe7zfBmFgYGBmZib9cyAzM1Mmkzk7O7NdFLxkgYGBGRkZarWaEHLs2DE3NzepVGpmZjZq1CjN3qD09PTAwEB64aysrNbWVkJITk6OmZmZu7s7e7VDF4qLi6dNm7Z58+YZM2ZoGgMCAuRyeU1NDSHk1q1bJSUlvr6+hJDAwMBne9zX1/f27dv0wQEPHjzIz88fN24c4+8DXkR1dbW5uTkhJDAw8OzZs/X19YSQ4uLi6upqeqaRwMDAY8eO0QtretzPz+/q1atlZWWEkIqKisLCQn9/f21W12+HRqdMmWJpaRkZGRkQEPDll1/Gx8e3PSsF+pyUlJTs7OwLFy7cuXOntLQ0JibGz88vPDx83bp1c+fO9fHx2bhxY2JiIj0wEh8fv2jRoqqqqoKCgvv370dFRZHZ8ngAAAlESURBVBFCxo8f7+TkFBYWFhQUtHXr1hUrVjx79A3ojtdff93U1DQrKysrK4sQEhwcHBISMmjQoBkzZgQHB8+ePXvPnj1xcXH0+aBLly719fU1MzOjKCo5OZk+nsLGxmbhwoXh4eGxsbH79u2LiIjAr2Fd5uvrGxQUZG5uLpfL09PTz5w5Qwh59dVXg4KCpk+fHh4e/u233y5evJgOyA8++MDf318kEjU1NaWmpsrlckLIgAEDFixYEBoaOn/+/OTk5JiYGC1PHu3Ps0/U19fv2bOnvLw8MDBw4sSJbJcDPZKbm1tUVKS5GxAQ4ObmRgipra397rvvqqqqJk2a1Pb3/pkzZw4fPmxpaRkbG6s5d/7x48d79uxRKBT+/v5Tp05l+C1At3z77bf0tj5t1KhR9PGfSqVy7969xcXFI0eOnDVrlmaf0PXr11NSUng83ty5c11dXelGiqL27dt36dIld3f36OhoPb1++9O/Hzhx4sS5c+caGhrs7e1nzZql+dq2trZ+//339ByEM2fO1PR4cXHxvn37BAJBdHQ0fSAxIUSlUv34448FBQVeXl5RUVFabv/05yAEAADoUr/dRwgAAKANBCEAAHAaghAAADgNQQgAAJyGIAQAAE5DEAIAAKchCAFehFKppK920Y8dOHDgxIkTbFcB0OsQhADdoFard+zY4ebmJhKJTE1NjY2N/f399+/fTz+qUCh27tzZ9mqHfdratWt37drFdhUAvQ5BCNANq1evfvfdd4cPH37gwIGMjIwtW7bY2tqeOnWKfrS4uDguLg4zXwL0LbjgEEA3fP3114GBgT/++KOm5e2331apVF0+kZ7vwtDQkL5S4rNaWlpqamokEomWlwGrra0VCoVGRkZaVt6umOrqarFYrFlXa2trXV0dPdXRs+j5W8Ri8XOvztrQ0FBXV2dtbd3R5azoa2RbWlq+QKkADMAWIYC26P2C9vb27drpAEhNTQ0PDyeEBAUFicVisVicl5dHCKEo6vPPP6fnh7KwsPDx8cnPz9c8d9iwYX/961/j4+PFYrFUKpXJZN99911HBezfv18sFp8+fTowMNDS0tLMzMzPz08z9WhpaalYLD548KBm+XYt8+bNmzJlSkpKikwms7W1lUgku3btUqlU8fHxFhYWEonE1dWVvnhxWwkJCVZWVlKp1NbWdvv27W0funDhgr+/v5mZmZ2dnbW1dUJCguaSjdu2bROLxb/++uuIESPEYnHbGSQAdA4FAFrz8fERiUQ7duyoqqpq91B5efmGDRsIIdu2bTt+/Pjx48dra2spilq2bJlQKFy/fv3FixdzcnLoDFMoFPSzHB0dJRKJr69vTk7O+fPnIyMjeTzekSNHnrv2vXv3EkKcnJw2bNiQl5f3r3/9y9TUNCoqin6UHpJNSUnRLN+uJSQkRCKRDB069NChQ2fPng0JCREIBG+99VZISEhWVlZGRoabm9uQIUPoiU8pivLy8pJIJMOHD8/KysrPz4+JiSGE/PTTT/SjhYWFJiYm48ePz8jIKCgo+Oyzz/T19T///HP60cTERE2pZ86cyczM7Pl/PkAvQRACdMOlS5fomQ14PN6QIUPef//9vLw8zaMZGRmEkF9//VXTUlJSoqent27dOk1LTU2NpaXlxx9/TN91dHQ0MjLSxKpSqXR2dg4ICHju2ukg/Mc//qFpWbZsmUgkUqvVlHZBqK+vf+PGDfouvSnp4uLS0tJCt/z000+EkIKCAvqul5eXvr5+SUkJfVetVnt5eQ0fPpy+GxER4eTk1NDQoFndkiVLrKys6Nt0EG7ZsqWr/1EA9mFoFKAbhg0bVlhYmJaW9v7775uamm7fvn3MmDGbN2/uaHl6dmgbG5uMJ+Ryub29fWFhoWaZgIAAKysr+rZAIAgLC7t48WInNbSdQMrDw6OxsVEzVXeXXF1dXVxc6NsymYzepNPs+Rs8eDAhpLS0VLO8t7e3ZiiYx+NFREQUFhbSkxunp6e7u7ufOXNG89YsLCyqq6vpaVFpGBGFPgEHywB0j4GBwfTp06dPn04IuXbtWnBw8Icffjh37lypVPrswhUVFYSQFStWaCZRo8lkMs3tdk+0s7Orq6t7+PBhR4fVtD3qRCgUEkJaWlq0LL7dEStCofDZV2tubu6kNqVSWV5eLpFI6urqsrOz6Slw275+ZWWlnZ0dfdfW1lbLwgBYhCAEeHGDBw9evHjxkiVLCgoKnhuEdJjl5uZ6eHh09CLV1dVt71ZVVRkZGZmZmXW3GPoQUKVSqWl59OhRd1+k89oqKyv5fL6NjY2+vr5QKHzjjTe++eabTp7O52PMCfoAfEwBuqGpqaldC73NZ2Jiovm37TIBAQE8Hk9zxv1z5ebmai5SQ1HU0aNHPT09221BasPW1lZPT+/mzZualpMnT3b3RdqRy+X379/X3D169OigQYMMDAz4fL6/v//hw4cbGhp6uAoA1iEIAbrBwcEhPj4+KytLoVBcv379q6++2rRpk5ubm7e3NyHE1dXVwMAgKSnp9OnTFy5cqK+v9/DwiImJSUhISExMLC0tbWxsLCoqSkxMbHuSQ3Nz84IFC0pLS6urq5ctW3b58uWlS5e+QG16enoTJkxISko6depUZWVlSkoKfcRKD0VHR9+6daumpmb16tW5ubma2tauXVtWVjZjxozz5883NjYqFIpDhw69WOUA7MLQKEA3TJ8+fdeuXQkJCfRdPp8/efLk7du308OSEolkx44dn3766euvv97a2pqbmzt27Nh//vOfNjY2a9asWb58Of2swYMHb9u2TfOac+fOffz4saOjI0VR+vr6a9eunTdv3ouV99VXX82YMWPcuHGEEGdn5y1btoSFhfXk/YaGhpqYmLi6uqrVaoFAsHz58ri4OPqhsWPHHj58eMmSJT4+PnSLiYlJdHR0T1YHwAoe9eQEWADQhlqtLisru3fvnomJiYODg7GxsTbPampqKi4uViqVr7zyStu9iU5OTlOnTv3mm28UCoVCoXBxcZFIJD0pT6VS3bx5s6mpydPTs6NLvXRXeXl5SUnJwIEDra2tn330jz/+qK6utrCwcHJyog+3AehbEIQAbNIEIduFAHAX9hECAACnYR8hAJsSEhKevXgpADAJQ6MAAMBpGBoFAABOQxACAACnIQgBAIDT/g++9fkraUyJfgAAAABJRU5ErkJggg==", "image/svg+xml": [ "\n", "\n" ], "text/html": [ "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Configure the stratigraphic Monte Carlo model\n", "config = StratAgeModelConfiguration()\n", "# If in doubt, you can probably leave these parameters as-is\n", "config.resolution = 0.2 # Same units as sample height. Smaller is slower!\n", "config.bounding = 0.5 # how far away do we place runaway bounds, as a fraction of total section height\n", "(bottom, top) = extrema(smpl.Height)\n", "npoints_approx = round(Int,length(bottom:config.resolution:top) * (1 + 2*config.bounding))\n", "config.nsteps = 3000 # Number of steps to run in distribution MCMC\n", "config.burnin = 2000*npoints_approx # Number to discard\n", "config.sieve = round(Int,npoints_approx) # Record one out of every nsieve steps\n", "\n", "# Run the stratigraphic MCMC model\n", "(mdl, agedist, lldist) = StratMetropolis14C(smpl, config)\n", "\n", "# Write the results to file\n", "run(`mkdir -p $(smpl.Path)`) # Make sure that the path exists\n", "writedlm(smpl.Path*\"agedist.csv\", agedist, ',') # Stationary distribution of the age-depth model\n", "writedlm(smpl.Path*\"height.csv\", mdl.Height, ',') # Stratigraphic heights corresponding to each row of agedist\n", "writedlm(smpl.Path*\"lldist.csv\", lldist, ',') # Log likelihood distribution (to check for stationarity)\n", "\n", "# Plot the log likelihood to make sure we're converged (n.b burnin isn't recorded)\n", "hdl = plot(lldist,xlabel=\"Step number\",ylabel=\"Log likelihood\",label=\"\",line=(0.85,:darkblue),framestyle=:box)\n", "savefig(hdl,smpl.Path*\"lldist.pdf\")\n", "display(hdl)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "## Plot results" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "image/svg+xml": [ "\n", "\n" ], "text/html": [ "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot results (mean and 95% confidence interval for both model and data)\n", "hdl = plot([mdl.Age_025CI; reverse(mdl.Age_975CI)],[mdl.Height; reverse(mdl.Height)], fill=(minimum(mdl.Height),0.5,:blue), label=\"model\")\n", "plot!(hdl, mdl.Age, mdl.Height, linecolor=:blue, label=\"\")\n", "plot!(hdl, smpl.Age, smpl.Height, xerror=(smpl.Age-smpl.Age_025CI,smpl.Age_975CI-smpl.Age),label=\"data\",seriestype=:scatter,color=:black)\n", "plot!(hdl, xlabel=\"Age ($(smpl.Age_Unit))\", ylabel=\"Height ($(smpl.Height_Unit))\", framestyle=:box)\n", "savefig(hdl,smpl.Path*\"AgeDepthModel.svg\")\n", "savefig(hdl,smpl.Path*\"AgeDepthModel.pdf\")\n", "display(hdl)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Interpolated age at height=-404: 8192.122299020031 +155.43082431068433/-159.3675004509496 Years BP" ] }, { "data": { "image/png": "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", "image/svg+xml": [ "\n", "\n" ], "text/html": [ "\n", "\n" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Stratigraphic height at which to interpolate\n", "height = -404\n", "\n", "age_at_height = linterp1s(mdl.Height,mdl.Age,height)\n", "age_at_height_min = linterp1s(mdl.Height,mdl.Age_025CI,height)\n", "age_at_height_max = linterp1s(mdl.Height,mdl.Age_975CI,height)\n", "print(\"Interpolated age at height=$height: $age_at_height +$(age_at_height_max-age_at_height)/-$(age_at_height-age_at_height_min) $(smpl.Age_Unit)\")\n", "\n", "# Optional: interpolate full age distribution\n", "interpolated_distribution = Array{Float64}(undef,size(agedist,2))\n", "for i=1:size(agedist,2)\n", " interpolated_distribution[i] = linterp1s(mdl.Height,agedist[:,i],height)\n", "end\n", "hdl = histogram(interpolated_distribution, nbins=50, fill=(0.75,:darkblue), label=\"\")\n", "plot!(hdl, xlabel=\"Age ($(smpl.Age_Unit)) at height=$height\", ylabel=\"Likelihood (unnormalized)\", framestyle=:box)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are other things we can plot as well, such as deposition rate:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0.380095 seconds (966.03 k allocations: 93.440 MiB, 5.03% gc time, 93.83% compilation time)\n" ] }, { "data": { "image/png": "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", "image/svg+xml": [ "\n", "\n" ], "text/html": [ "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set bin width and spacing\n", "binwidth = round(nanrange(mdl.Age)/10,sigdigits=1) # Can also set manually, commented out below\n", "# binwidth = 100 # Same units as smpl.Age\n", "binoverlap = 10\n", "ages = collect(minimum(mdl.Age):binwidth/binoverlap:maximum(mdl.Age))\n", "bincenters = ages[1+Int(binoverlap/2):end-Int(binoverlap/2)]\n", "spacing = binoverlap\n", "\n", "# Calculate rates for the stratigraphy of each markov chain step\n", "dhdt_dist = Array{Float64}(undef, length(ages)-binoverlap, config.nsteps)\n", "@time for i=1:config.nsteps\n", " heights = linterp1(reverse(agedist[:,i]), reverse(mdl.Height), ages)\n", " dhdt_dist[:,i] .= abs.(heights[1:end-spacing] - heights[spacing+1:end]) ./ binwidth\n", "end\n", "\n", "# Find mean and 1-sigma (68%) CI\n", "dhdt = nanmean(dhdt_dist,dim=2)\n", "dhdt_50p = nanmedian(dhdt_dist,dim=2)\n", "dhdt_16p = nanpctile(dhdt_dist,15.865,dim=2) # Minus 1-sigma (15.865th percentile)\n", "dhdt_84p = nanpctile(dhdt_dist,84.135,dim=2) # Plus 1-sigma (84.135th percentile)\n", "# Other confidence intervals (10:10:50)\n", "dhdt_20p = nanpctile(dhdt_dist,20,dim=2)\n", "dhdt_80p = nanpctile(dhdt_dist,80,dim=2)\n", "dhdt_25p = nanpctile(dhdt_dist,25,dim=2)\n", "dhdt_75p = nanpctile(dhdt_dist,75,dim=2)\n", "dhdt_30p = nanpctile(dhdt_dist,30,dim=2)\n", "dhdt_70p = nanpctile(dhdt_dist,70,dim=2)\n", "dhdt_35p = nanpctile(dhdt_dist,35,dim=2)\n", "dhdt_65p = nanpctile(dhdt_dist,65,dim=2)\n", "dhdt_40p = nanpctile(dhdt_dist,40,dim=2)\n", "dhdt_60p = nanpctile(dhdt_dist,60,dim=2)\n", "dhdt_45p = nanpctile(dhdt_dist,45,dim=2)\n", "dhdt_55p = nanpctile(dhdt_dist,55,dim=2)\n", "\n", "# Plot results\n", "hdl = plot(bincenters,dhdt, label=\"Mean\", color=:black, linewidth=2)\n", "plot!(hdl,[bincenters; reverse(bincenters)],[dhdt_16p; reverse(dhdt_84p)], fill=(0,0.2,:darkblue), linealpha=0, label=\"68% CI\")\n", "plot!(hdl,[bincenters; reverse(bincenters)],[dhdt_20p; reverse(dhdt_80p)], fill=(0,0.2,:darkblue), linealpha=0, label=\"\")\n", "plot!(hdl,[bincenters; reverse(bincenters)],[dhdt_25p; reverse(dhdt_75p)], fill=(0,0.2,:darkblue), linealpha=0, label=\"\")\n", "plot!(hdl,[bincenters; reverse(bincenters)],[dhdt_30p; reverse(dhdt_70p)], fill=(0,0.2,:darkblue), linealpha=0, label=\"\")\n", "plot!(hdl,[bincenters; reverse(bincenters)],[dhdt_35p; reverse(dhdt_65p)], fill=(0,0.2,:darkblue), linealpha=0, label=\"\")\n", "plot!(hdl,[bincenters; reverse(bincenters)],[dhdt_40p; reverse(dhdt_60p)], fill=(0,0.2,:darkblue), linealpha=0, label=\"\")\n", "plot!(hdl,[bincenters; reverse(bincenters)],[dhdt_45p; reverse(dhdt_55p)], fill=(0,0.2,:darkblue), linealpha=0, label=\"\")\n", "plot!(hdl,bincenters,dhdt_50p, label=\"Median\", color=:grey, linewidth=1)\n", "plot!(hdl, xlabel=\"Age ($(smpl.Age_Unit))\", ylabel=\"Depositional Rate ($(smpl.Height_Unit) / $(smpl.Age_Unit) over $binwidth $(smpl.Age_Unit))\", fg_color_legend=:white, framestyle=:box)\n", "savefig(hdl,smpl.Path*\"DepositionRateModelCI.pdf\")\n", "display(hdl)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "## Stratigraphic model including hiatuses\n", "We can also deal with discrete hiatuses in the stratigraphic section if we know where they are and about how long they lasted. We need some different models and methods though. In particular, in addition to the `ChronAgeData` struct, we also need a `HiatusData` struct now, and will have a new `hiatusdist` output." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mGenerating stratigraphic age-depth model...\n", "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mBurn-in: 1132000 steps\n", "\u001b[32mBurn-in... 100%|█████████████████████████████████████████| Time: 0:00:00\u001b[39m\n", "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mCollecting sieved stationary distribution: 1698000 steps\n", "\u001b[32mCollecting... 100%|██████████████████████████████████████| Time: 0:00:00\u001b[39m\n" ] }, { "data": { "image/png": "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", "image/svg+xml": [ "\n", "\n" ], "text/html": [ "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "config.nsteps = 3000 # Number of steps to run in distribution MCMC\n", "config.burnin = 2000*npoints_approx # Number to discard\n", "# Data about hiatuses\n", "nHiatuses = 2 # The number of hiatuses you have data for\n", "hiatus = HiatusData(nHiatuses) # Struct to hold data\n", "hiatus.Height = [-371.5, -405.0 ]\n", "hiatus.Height_sigma = [ 0.0, 0.0 ]\n", "hiatus.Duration = [ 100.0, 123.0]\n", "hiatus.Duration_sigma = [ 30.5, 20.0]\n", "\n", "# Run the model. Note the new `hiatus` argument and `hiatusdist` result\n", "(mdl, agedist, hiatusdist, lldist) = StratMetropolis14C(smpl, hiatus, config); sleep(0.5)\n", "\n", "# Plot results (mean and 95% confidence interval for both model and data)\n", "hdl = plot([mdl.Age_025CI; reverse(mdl.Age_975CI)],[mdl.Height; reverse(mdl.Height)], fill=(minimum(mdl.Height),0.5,:blue), label=\"model\")\n", "plot!(hdl, mdl.Age, mdl.Height, linecolor=:blue, label=\"\", fg_color_legend=:white)\n", "plot!(hdl, smpl.Age, smpl.Height, xerror=(smpl.Age-smpl.Age_025CI,smpl.Age_975CI-smpl.Age),label=\"data\",seriestype=:scatter,color=:black)\n", "plot!(hdl, xlabel=\"Age ($(smpl.Age_Unit))\", ylabel=\"Height ($(smpl.Height_Unit))\", framestyle=:box)\n", "# savefig(hdl,smpl.Path*\"AgeDepthModelHiatus.pdf\");\n", "display(hdl)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "## Getting your data out\n", "As shown below, we have access to the system command line, so we can use the unix command `ls` to see all the files we have written. We'll try this first using `;` to access Julia's command-line shell mode:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AgeDepthModel.pdf\n", "AgeDepthModel.svg\n", "BootstrappedDistribution.pdf\n", "DepositionRateModelCI.pdf\n", "DepositionRateModelCI.svg\n", "KJ04-70.csv\n", "KJ04-70_distribution.pdf\n", "KJ04-70_distribution.svg\n", "KJ04-70_rankorder.pdf\n", "KJ04-70_rankorder.svg\n", "KJ04-72.csv\n", "KJ04-72_distribution.pdf\n", "KJ04-72_distribution.svg\n", "KJ04-72_rankorder.pdf\n", "KJ04-72_rankorder.svg\n", "KJ04-75.csv\n", "KJ04-75_distribution.pdf\n", "KJ04-75_distribution.svg\n", "KJ04-75_rankorder.pdf\n", "KJ04-75_rankorder.svg\n", "KJ08-157.csv\n", "KJ08-157_distribution.pdf\n", "KJ08-157_distribution.svg\n", "KJ08-157_rankorder.pdf\n", "KJ08-157_rankorder.svg\n", "KJ09-66.csv\n", "KJ09-66_distribution.pdf\n", "KJ09-66_distribution.svg\n", "KJ09-66_rankorder.pdf\n", "KJ09-66_rankorder.svg\n", "KR18-01.csv\n", "KR18-01_Concordia.pdf\n", "KR18-01_Concordia.svg\n", "KR18-01_Pbloss.pdf\n", "KR18-01_Pbloss.svg\n", "KR18-01_distribution.pdf\n", "KR18-01_distribution.svg\n", "KR18-04.csv\n", "KR18-04_Concordia.pdf\n", "KR18-04_Concordia.svg\n", "KR18-04_Pbloss.pdf\n", "KR18-04_Pbloss.svg\n", "KR18-04_distribution.pdf\n", "KR18-04_distribution.svg\n", "KR18-05.csv\n", "KR18-05_Concordia.pdf\n", "KR18-05_Concordia.svg\n", "KR18-05_Pbloss.pdf\n", "KR18-05_Pbloss.svg\n", "KR18-05_distribution.pdf\n", "KR18-05_distribution.svg\n", "agedist.csv\n", "distresults.csv\n", "height.csv\n", "lldist.csv\n", "lldist.pdf\n", "results.csv\n" ] } ], "source": [ "; ls MyData" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, we could do the same thing using the `run` function:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AgeDepthModel.pdf\n", "AgeDepthModel.svg\n", "BootstrappedDistribution.pdf\n", "DepositionRateModelCI.pdf\n", "DepositionRateModelCI.svg\n", "KJ04-70.csv\n", "KJ04-70_distribution.pdf\n", "KJ04-70_distribution.svg\n", "KJ04-70_rankorder.pdf\n", "KJ04-70_rankorder.svg\n", "KJ04-72.csv\n", "KJ04-72_distribution.pdf\n", "KJ04-72_distribution.svg\n", "KJ04-72_rankorder.pdf\n", "KJ04-72_rankorder.svg\n", "KJ04-75.csv\n", "KJ04-75_distribution.pdf\n", "KJ04-75_distribution.svg\n", "KJ04-75_rankorder.pdf\n", "KJ04-75_rankorder.svg\n", "KJ08-157.csv\n", "KJ08-157_distribution.pdf\n", "KJ08-157_distribution.svg\n", "KJ08-157_rankorder.pdf\n", "KJ08-157_rankorder.svg\n", "KJ09-66.csv\n", "KJ09-66_distribution.pdf\n", "KJ09-66_distribution.svg\n", "KJ09-66_rankorder.pdf\n", "KJ09-66_rankorder.svg\n", "KR18-01.csv\n", "KR18-01_Concordia.pdf\n", "KR18-01_Concordia.svg\n", "KR18-01_Pbloss.pdf\n", "KR18-01_Pbloss.svg\n", "KR18-01_distribution.pdf\n", "KR18-01_distribution.svg\n", "KR18-04.csv\n", "KR18-04_Concordia.pdf\n", "KR18-04_Concordia.svg\n", "KR18-04_Pbloss.pdf\n", "KR18-04_Pbloss.svg\n", "KR18-04_distribution.pdf\n", "KR18-04_distribution.svg\n", "KR18-05.csv\n", "KR18-05_Concordia.pdf\n", "KR18-05_Concordia.svg\n", "KR18-05_Pbloss.pdf\n", "KR18-05_Pbloss.svg\n", "KR18-05_distribution.pdf\n", "KR18-05_distribution.svg\n", "agedist.csv\n", "distresults.csv\n", "height.csv\n", "lldist.csv\n", "lldist.pdf\n", "results.csv\n" ] }, { "data": { "text/plain": [ "Process(`\u001b[4mls\u001b[24m \u001b[4mMyData\u001b[24m`, ProcessExited(0))" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "run(`ls MyData`)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you're running this as an online notebook, getting these files out of here may be harder though. For SVG files, one option is to view them in markdown cells, which you should then be able to right click and download as real vector graphics. e.g. pasting something like\n", "```\n", "\n", "```\n", "in a markdown cell such as this one" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Meanwhile, for the csv files we could try something like `; cat agedist.csv`, but agedist is probably too big to print. Let's try using ffsend instead, which should give you a download link. In fact, while we're at it, we might as well archive and zip the entire directory!" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Make gzipped tar archive of the the whole MyData directory\n", "run(`tar -zcf archive.tar.gz ./MyData`);" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Download prebuilt ffsend linux binary\n", "isfile(\"ffsend\") || download(\"https://github.com/timvisee/ffsend/releases/download/v0.2.65/ffsend-v0.2.65-linux-x64-static\", \"ffsend\")\n", "\n", "# Make ffsend executable\n", "run(`chmod +x ffsend`);" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/bin/bash: ./ffsend: cannot execute binary file\n" ] } ], "source": [ "; ./ffsend upload archive.tar.gz" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You could alternatively use the ffsend command in this way to transfer individual files, for instance `; ./ffsend upload MyData/agedist.csv`" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Keep in mind that any changes you make to this online notebook won't persist after you close the tab (or after it times out) even if you save your changes! You have to either copy-paste or `file`>`Download as` a copy.\n", "***\n", "[![DOI](https://raw.githubusercontent.com/brenhinkeller/Chron.jl/main/readme_figures/osf_io_TQX3F.svg?sanitize=true)](https://doi.org/10.17605/osf.io/TQX3F) " ] } ], "metadata": { "@webio": { "lastCommId": null, "lastKernelId": null }, "kernelspec": { "display_name": "Julia 1.9.2", "language": "julia", "name": "julia-1.9" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.9.2" } }, "nbformat": 4, "nbformat_minor": 4 }