{ "cells": [ { "cell_type": "markdown", "id": "GWMGsEDSzosM", "metadata": { "id": "GWMGsEDSzosM" }, "source": [ "(psychophysics_subject_level)=\n", "# Fitting a psychometric function at the subject level" ] }, { "cell_type": "markdown", "id": "d22c4768-6aa4-4899-a06a-5c175f15cce8", "metadata": { "id": "RS4nPf2SHuhG" }, "source": [ "Author: Nicolas Legrand " ] }, { "cell_type": "code", "execution_count": 1, "id": "designed-insulin", "metadata": { "id": "designed-insulin" }, "outputs": [], "source": [ "import pytensor.tensor as pt\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "from scipy.stats import norm\n", "\n", "import pymc as pm\n", "\n", "sns.set_context('talk')" ] }, { "cell_type": "markdown", "id": "fM0gAqRdKTcA", "metadata": { "id": "fM0gAqRdKTcA" }, "source": [ "In this example, we are going to fit a cummulative normal function to decision responses made during the Heart Rate Discrimination task. We are going to use the data from the [HRD method paper](https://www.biorxiv.org/content/10.1101/2021.02.18.431871v1) {cite:p}`2022:legrand` and analyse the responses from one participant from the second session." ] }, { "cell_type": "code", "execution_count": 2, "id": "QAxgnhh98LEo", "metadata": { "id": "QAxgnhh98LEo" }, "outputs": [], "source": [ "# Load data frame\n", "psychophysics_df = pd.read_csv('https://github.com/embodied-computation-group/CardioceptionPaper/raw/main/data/Del2_merged.txt')" ] }, { "cell_type": "markdown", "id": "-z2rrtNp9MPh", "metadata": { "id": "-z2rrtNp9MPh" }, "source": [ "First, let's filter this data frame so we only keep subject 19 (`sub_0019` label) and the interoceptive condition (`Extero` label)." ] }, { "cell_type": "code", "execution_count": 3, "id": "70iPUt9nzZUD", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 226 }, "id": "70iPUt9nzZUD", "outputId": "cea129c9-cf08-4868-8752-64fbb867e86c" }, "outputs": [ { "data": { "text/html": [ "
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TrialTypeConditionModalityStairCondDecisionDecisionRTConfidenceConfidenceRTAlphalistenBPM...EstimatedThresholdEstimatedSlopeStartListeningStartDecisionResponseMadeRatingStartRatingEndsendTriggerHeartRateOutlierSubject
1psiLessExteropsiLess2.21642959.01.632995-0.578.0...22.80555012.5494571.603353e+091.603354e+091.603354e+091.603354e+091.603354e+091.603354e+09Falsesub_0019
3psiCatchTrialLessExteropsiCatchTrialLess1.449154100.00.511938-30.082.0...NaNNaN1.603354e+091.603354e+091.603354e+091.603354e+091.603354e+091.603354e+09Falsesub_0019
6psiMoreExteropsiMore1.18266695.00.60678622.569.0...10.00188212.8849021.603354e+091.603354e+091.603354e+091.603354e+091.603354e+091.603354e+09Falsesub_0019
10psiMoreExteropsiMore1.84814124.01.44896910.562.0...0.99838413.0447441.603354e+091.603354e+091.603354e+091.603354e+091.603354e+091.603354e+09Falsesub_0019
11psiCatchTrialMoreExteropsiCatchTrialMore1.34946975.00.56182010.072.0...NaNNaN1.603354e+091.603354e+091.603354e+091.603354e+091.603354e+091.603354e+09Falsesub_0019
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5 rows × 25 columns

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" ], "text/plain": [ " TrialType Condition Modality StairCond Decision DecisionRT \\\n", "1 psi Less Extero psi Less 2.216429 \n", "3 psiCatchTrial Less Extero psiCatchTrial Less 1.449154 \n", "6 psi More Extero psi More 1.182666 \n", "10 psi More Extero psi More 1.848141 \n", "11 psiCatchTrial More Extero psiCatchTrial More 1.349469 \n", "\n", " Confidence ConfidenceRT Alpha listenBPM ... EstimatedThreshold \\\n", "1 59.0 1.632995 -0.5 78.0 ... 22.805550 \n", "3 100.0 0.511938 -30.0 82.0 ... NaN \n", "6 95.0 0.606786 22.5 69.0 ... 10.001882 \n", "10 24.0 1.448969 10.5 62.0 ... 0.998384 \n", "11 75.0 0.561820 10.0 72.0 ... NaN \n", "\n", " EstimatedSlope StartListening StartDecision ResponseMade RatingStart \\\n", "1 12.549457 1.603353e+09 1.603354e+09 1.603354e+09 1.603354e+09 \n", "3 NaN 1.603354e+09 1.603354e+09 1.603354e+09 1.603354e+09 \n", "6 12.884902 1.603354e+09 1.603354e+09 1.603354e+09 1.603354e+09 \n", "10 13.044744 1.603354e+09 1.603354e+09 1.603354e+09 1.603354e+09 \n", "11 NaN 1.603354e+09 1.603354e+09 1.603354e+09 1.603354e+09 \n", "\n", " RatingEnds endTrigger HeartRateOutlier Subject \n", "1 1.603354e+09 1.603354e+09 False sub_0019 \n", "3 1.603354e+09 1.603354e+09 False sub_0019 \n", "6 1.603354e+09 1.603354e+09 False sub_0019 \n", "10 1.603354e+09 1.603354e+09 False sub_0019 \n", "11 1.603354e+09 1.603354e+09 False sub_0019 \n", "\n", "[5 rows x 25 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "this_df = psychophysics_df[(psychophysics_df.Modality == 'Extero') & (psychophysics_df.Subject == 'sub_0019')]\n", "this_df.head()" ] }, { "cell_type": "markdown", "id": "U0T9eifxMiDP", "metadata": { "id": "U0T9eifxMiDP" }, "source": [ "This data frame contain a large number of columns, but here we will be interested in the `Alpha` column (the intensity value) and the `Decision` column (the response made by the participant)." ] }, { "cell_type": "code", "execution_count": 4, "id": "3V1boQV-MiQ0", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "3V1boQV-MiQ0", "outputId": "22f97444-3765-497c-d42d-ecfea4bdaa24" }, "outputs": [ { "data": { "text/html": [ "
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AlphaDecision
1-0.5Less
3-30.0Less
622.5More
1010.5More
1110.0More
\n", "
" ], "text/plain": [ " Alpha Decision\n", "1 -0.5 Less\n", "3 -30.0 Less\n", "6 22.5 More\n", "10 10.5 More\n", "11 10.0 More" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "this_df = this_df[['Alpha', 'Decision']]\n", "this_df.head()" ] }, { "cell_type": "markdown", "id": "__V5KcOWziWr", "metadata": { "id": "__V5KcOWziWr" }, "source": [ "These two columns are enought for us to extract the 3 vectors of interest to fit a psychometric function:\n", "* The intensity vector, listing all the tested intensities values\n", "* The total number of trials for each tested intensity value\n", "* The number of \"correct\" response (here, when the decision == 'More').\n", "\n", "Let's take a look at the data. This function will plot the proportion of \"Faster\" responses depending on the intensity value of the trial stimuli (expressed in BPM). Here, the size of the circle represent the number of trials that were presented for each intensity values." ] }, { "cell_type": "code", "execution_count": 5, "id": "vrFlhsuX9K1n", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 352 }, "id": "vrFlhsuX9K1n", "outputId": "f9a2e67c-76fb-462a-eea4-22de761d2a3e" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(figsize=(8, 5))\n", "for ii, intensity in enumerate(np.sort(this_df.Alpha.unique())):\n", " resp = sum((this_df.Alpha == intensity) & (this_df.Decision == 'More'))\n", " total = sum(this_df.Alpha == intensity)\n", " axs.plot(intensity, resp/total, 'o', alpha=0.5, color='#4c72b0', \n", " markeredgecolor='k', markersize=total*5)\n", "plt.ylabel('P$_{(Response = More|Intensity)}$')\n", "plt.xlabel('Intensity ($\\Delta$ BPM)')\n", "plt.tight_layout()\n", "sns.despine()" ] }, { "cell_type": "markdown", "id": "kwXfRILRryN2", "metadata": { "id": "kwXfRILRryN2" }, "source": [ "# Model\n", "\n", "The model was defined as follows:\n", "\n", "$$ r_{i} \\sim \\mathcal{Binomial}(\\theta_{i},n_{i})$$\n", "$$ \\Phi_{i}(x_{i}, \\alpha, \\beta) = \\frac{1}{2} + \\frac{1}{2} * erf(\\frac{x_{i} - \\alpha}{\\beta * \\sqrt{2}})$$\n", "$$ \\alpha \\sim \\mathcal{Uniform}(-40.5, 40.5)$$\n", "$$ \\beta \\sim |\\mathcal{Normal}(0, 10)|$$" ] }, { "cell_type": "markdown", "id": "DsF_cKB9PjWx", "metadata": { "id": "DsF_cKB9PjWx" }, "source": [ "Where $erf$ denotes the [error functions](https://en.wikipedia.org/wiki/Error_function) and $\\phi$ is the cumulative normal function." ] }, { "cell_type": "markdown", "id": "K14zcyan0iCz", "metadata": { "id": "K14zcyan0iCz" }, "source": [ "Let's create our own cumulative normal distribution function here using pytensor." ] }, { "cell_type": "code", "execution_count": 6, "id": "nG910VJ3Atgt", "metadata": { "id": "nG910VJ3Atgt" }, "outputs": [], "source": [ "def cumulative_normal(x, alpha, beta):\n", " # Cumulative distribution function for the standard normal distribution\n", " return 0.5 + 0.5 * pt.erf((x - alpha) / (beta * pt.sqrt(2)))" ] }, { "cell_type": "markdown", "id": "iSetK_Gd021N", "metadata": { "id": "iSetK_Gd021N" }, "source": [ "We preprocess the data to extract the intensity $x$, the number or trials $n$ and number of hit responses $r$.\n", "\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "FOedFUWQcWHc", "metadata": { "id": "FOedFUWQcWHc" }, "outputs": [], "source": [ "x, n, r = np.zeros(163), np.zeros(163), np.zeros(163)\n", "\n", "for ii, intensity in enumerate(np.arange(-40.5, 41, 0.5)):\n", " x[ii] = intensity\n", " n[ii] = sum(this_df.Alpha == intensity)\n", " r[ii] = sum((this_df.Alpha == intensity) & (this_df.Decision == \"More\"))\n", "\n", "# remove no responses trials\n", "validmask = n != 0\n", "xij, nij, rij = x[validmask], n[validmask], r[validmask]" ] }, { "cell_type": "markdown", "id": "Jbz8no1H09lk", "metadata": { "id": "Jbz8no1H09lk" }, "source": [ "Create the model." ] }, { "cell_type": "code", "execution_count": 8, "id": "UlywVNYd1OO7", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 129 }, "id": "UlywVNYd1OO7", "outputId": "5d32c4fd-3551-4ab6-9927-142c7835148f" }, "outputs": [], "source": [ "with pm.Model() as subject_psychophysics:\n", "\n", " alpha = pm.Uniform(\"alpha\", lower=-40.5, upper=40.5)\n", " beta = pm.HalfNormal(\"beta\", 10)\n", "\n", " thetaij = pm.Deterministic(\n", " \"thetaij\", cumulative_normal(xij, alpha, beta)\n", " )\n", "\n", " rij_ = pm.Binomial(\"rij\", p=thetaij, n=nij, observed=rij)" ] }, { "cell_type": "code", "execution_count": 9, "id": "657c61d4-4b44-493d-b3c0-48ab9073e3fc", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "cluster25\n", "\n", "25\n", "\n", "\n", "\n", "beta\n", "\n", "beta\n", "~\n", "HalfNormal\n", "\n", "\n", "\n", "thetaij\n", "\n", "thetaij\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "beta->thetaij\n", "\n", "\n", "\n", "\n", "\n", "alpha\n", "\n", "alpha\n", "~\n", "Uniform\n", "\n", "\n", "\n", "alpha->thetaij\n", "\n", "\n", "\n", "\n", "\n", "rij\n", "\n", "rij\n", "~\n", "Binomial\n", "\n", "\n", "\n", "thetaij->rij\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(subject_psychophysics)" ] }, { "cell_type": "code", "execution_count": 10, "id": "8241e619", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [alpha, beta]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:01<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 2 seconds.\n" ] } ], "source": [ "with subject_psychophysics:\n", " idata = pm.sample(chains=4, cores=4)" ] }, { "cell_type": "code", "execution_count": 11, "id": "qFp4jTS6FytS", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 405 }, "id": "qFp4jTS6FytS", "outputId": "f15afbab-5fbb-4de2-dcea-78523020e957" }, "outputs": [ { "data": { "image/png": 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nyM/94DZMDabg+gQ/evtGbLmED2BNkSBLArLa6asFkqqE//W26wEA/+uuwzDdq3ciyeFwnh94AX1O23IQQrHStOCtk6W8UNzws6yr9J66npw3Cg6i312qufm+xSa+tncZJ8odCAI7PvsWG6h2ztzGRwt7wPenlHP+roshVHJ9gplqB4cL7Wf/YZeQluXhkRNVHC1e2eO8FESmUeX22f1HngvWKWG/6HAV3oXDa2w5nHPk1k39eMWOYXxZX8KHX73jtK9brJvYu9jEweUWlpoWym0bjk9iF0pZFBAQipdsHcQvv3YHBtIq/uZ7s/jdbxzGr79xJ372ldvwqmtH8Euv3oHPPzKL7xwpYfNQGjdtyOPOrYM9zsiv3TWK1+0axb2HS7hr3wp+7PZNl3w/cDgczumoGSyAMd0A6TMszF0sjhTbOFHuYKIvids3XxyZpiyK6E8pyCau7CnS6YLT9QJbw/VR77hQZRGZhIxDKy3cNnXxZa1zNZblLrVtjOcTOFLUcbykQ7d9/PczqJyiEV8Mz4rz4Wqp6a12nPjPzrHc5R7Oc4oVBrbzdRNbrwA58sU+R2nYfzqhSPHPeFb4wrmy79oczhVAoWVhLJeAIAj4nR++Af/19dfE9UoRx4o6vnGggHsOFnC81Dmnzz1W0vF3j87hhskcxnNJ5BIKMl0TwYru4GhRx9HiqkRKFFh97TtuncQP3zIJTZbw8bfuwjtvncQbrh+7OBvM4XA4z5LnKuNQ0VkgXWhdvGxOUpWwdTiDsfyVbsq3OvkVBAEj2QTKuo3ZioG5uold4zls76qlna0ZuHY0C4A5zN666fT9bi+UXEJB2/aQUEQYjg9RYMZH+bNkYiMzq+mSjju2Dp73956pd++ZiN5zLnLpy0l/OOc4F3PJ5xvR4sOVEuxd7GF870QVdcPF63eNIaPJ6Dg+RrJX9vl4JcMDWw7nDJiuj7f++fewdSiDL/7Ui6HJUhzUEkJx39EyPvfwDB4PnR8BYDyfgCwKWG5aIOHcTpVF7BzLYutQGtmEAgEUZd3B/qUWDi63cXCZyYvuOVjEcFbDa68bxcffugs//4PbMF3W8aEv7kHHCZDRZDw+W8fjs3X86b3H8aFXbMP77py6YtwCORzO1Y/lBThW1HHtWPa835tNyNBt/znJ1l4qDMfHdLmDtuVdtCzwpeBUSWT0f8MJQCmNzaVOh08olItct7hxIIVDKy30pVTIkoi0KmOyP3lW5/4gfFhWziJZPh2UPruA4wqJmU7LQGge9UKmabo4Welg2xWQtb2Y1A3Wp7duupd5JM8Prt4nD4fzHLDStJBPKii1bfzVgzP4qZdvQUqV8fB0BX94zzEcWG4BACb7knjjDWM4sNyK2xtkEzLevnsCr9s1hju2DPTITCIopThS0HH3wQL+5alFfO9EFd87UcWOkQx+7Q3X4nW7RjGSS+BvPnA7nppv4GdfuQ2PzdTwuYdncP+xCn77Pw7jn55cwB++62bcvCGPr+1dQVqT8bpdo8/pfuJwOM8fHJ/g0HILbdvDaDaBTYPnvnAmi6xW8krJrlwIAaEICIX5HLTEOV+qHQe1jotrx7LYPJiGJksYyqqglML2WblLUmXHIDJvipg8JbhsWR6GMhc3MyTE7sYUaU1CX0pBx/ExNXhmTwpNEQEbuGEif87f1S0KuFB9QBDWHp+tBvhCoZSC0FXTrjOx3LSg294LTmp8PhwptC97YDuQUnHNaBbyRS62JYTCJ1Et/EX96CuKuuHisZkaxvMJ3LKp/6J/Pg9sOZwzsH0kiz9/9y34oU9+D194ZBZvvGEMf/StY7EL8XXjOXz41dvxul2jqJsufvCPHsBkXxIffs12vO3mSSTVtcFsN4IgYNdEDrsmcvjwa3bgviMlfPahGTy90MTPfHEPbpvqx2+9ZRfu2DoYy7Netn0IA2kVv/Cq7fiDe47iybkGfuJzj+NT77kFH/nnvRjLJfDSbYNXdcaEw+FcPiRBgBMQrDQtrDQtuAHpkbSeied6PnYpvy+hXJi/5mzVgCqLawLJMzFT6cDxCa4bP3NQ88iJKgCWwRvOauhPMwWRHxA0w4xPPqniunEZA+nekploIi6FPg91w40DWy8gkEXhWUuTdZsZbpluAAECDCdAsW2j2LKBjad/3+6NffAC2lOOcz4QSiGd1if69FzqlkEPHq+gZXl4y00TZw1un5pji+JTA2nsX2pCt3285roRCIKAluXh8Eobw1kV20fOX0lxtUIphSgIIJSiL6XildcMX+4hQRSFs16nFwKlq0ZZxZZ9XguKVxOUUlB66e7dfObL4ZyFP713GhTAbVP9+OG/eASmG2CyL4n/9qadeMmWAWQTCmRJxEg2gS/+5Itx/UR+3ezs2VAkEW+8YRxvuH4M3zlSxh/ecxR75hv44U8/gh+/fRP++xt3Ip9ScKKs48c/+xi2DKXxDz95B/7pqUWkVAk/eO0I3nD9KL51qIS/uP8Efv2NOy/+zuBwOM97sgkZt27qjx1Y52vGOQe2UXClO95ZF/YuJhczdyJLAvpSygUtDlJKsX+pCQCYPA/paKT+2TmWPafgMnJuJiRyOV59TyYhY3idGr2EIgHCquw3ckq2vQDfOlTEcEaLe7OX2zYCSjF+Sp1x3XAhiQLyyfVrZhfrrP96zXBBKIUXBMglZNjemR2mU+oF7OuuqfG5lnQ/115RLYvJwb2AQBLXvx4IoXGvVgAIKEUxdAAOCIUsCajoNsrhnzMFtkcKbQSE4obJc898XwiuT0AohSqJPWM/V46XdKw0LdwwmT+jakAQBLxu1yi+daj4bIZ7VUAoO24LdROq/PxtWpNJyNgylEZauzTPh+fvnuNwngUt08NH/2UvvrZ3Gd85UoIqifjOkTIcn+BnXrEV9370Fbh2NIsf/otH8Otf3h8bpdw2tb7k+HyIbuR3//LL8Ttvvx5ZTcY/PrGAN3ziITw8XUF/SsXmwRRu2dSHlCbhJ39gC979YuaG/LEf2gVZFPDXD81grnpl92DkcDhXJpYXYK66aoJ3QZOsq1hKl1JlbBvOYCx3/uZRF5rxfNn2Ibx029A5v59SisW6ibv2r+Bbh4qQRAGbBliGZ6ai4z/2r6x5BszWev8fBYZRjV93feujM7W4rKabh6creOBYGZRSNE13jUlYPHzKsreiKGKpYZ1Vmu74AR6bqeHAUuvsGx99RY8U+co84d6+exJv3z2JjuPj8Ep7zf6q6A7u2r+Ck5XV663bqTk6HwZCc6vhs0jH52sGZp+DZ//+pSa+daiIxgXWhZpugJblxYss50LTdOOFs8tJrePga3uX8bW9y+c1/vUotCyoEru/aoqIbcMZvOraEYzln78mYV5AMV3WsdSwLsnn84wth7MOf/foHL7y9DLuO1IGgFiK92c/vhvXhzVA/WkFhLKHkBsQaPLFXX2SJRHvu3Mz3nzjOH7r64fwjf0FvO9vnsAHX7oZX/jgi9GXUuKHnh8QyJKIPfONuEbjt//jMD7/wdsv6pg4HM7zH8cnKLTsWOaqSFfwGvgliGdM18d0qYPJ/iR+YMfQmt8/cqIK0w3w8h1Dp13IPN/nwfnWulKKOKiIsrdR8Gg4AQJC0bR6zaOielIAuGVjP3JJGeW2jSfn1gawrK9sbzDaHZQdKeiYLjODse6aUAECWJhJIQqAKonYOpzG+Cmy7Mdmaqh2HAxlNGwZSmOxbqLUtqFIIm7ccP7Zxiu9a08kIR/MqBjNrQYt02XW9eDg8mpA370tUTL0XM2jHH81k38hmdRzJaXK6EupMJwAaS047wX9XeM5XDOaiYO600EpheOt9qh+8HjljPvB9gIm4x1IXbLtD7oOkE9On4k/G5RSPDFbx0LdjBelmqYLQrGmjOD5hCaLuGVjPxLqpXmuXMFPKw7n8vH+O6dwzWgmlhH92Is24K5f/AFcP5GPH+4j2QT+/Rdehk+9+5aLHtR2M5jR8BfvuRV/9uO7kUvI+Nvvz+FHP/tovPq+UDPx2j99EA9PV/DiLQPYMpTGQFrFd4+Wcd+R0iUbF4fDef7SnWC7ogPbZ4nrk/g+HxGEJi7WOuZRXkBQ7Thw/OC0wdRz0YuV0iiIjP6/6oKcC2XC3Y7HQxkNAaVxoLRpMIW+lBpLoE/ljTeM44039LaQi5JTaVWOM6Sn7oNV8yi2H0yPOWSvNHuzM5YXYLZqYLlh4onZOjoOkyr755EB637lxWz3dDFpmi7LiIeD9QLS8/sosOvOaNNI4itceM3zpY7zO44Pw/Hx1HwddcPF8ZKOZxYa5/z+6bKOew+XznrcfELxwPHyOX/u96ar2LfUjPspX2qezYJK9N7oCAeE4nsnqnh4ugLHv/KM6y4WDcPFoZVW3KrtYvP8fVpxOBdItePgZ/5+D46XOhAE4AMvncIfvOtmJFUJX31mCT/1d0/FN52xfOI5ayj/9t2T+NavvAIv2z6IE+UO3v6pR/DtQ0V892gJczUTdx8sYqIviXt/5RX4vR+5Abmw7QaHw+GcD5IgxNJHAGfNqjzXGI4P0+29t13obfg7R0p44Fg5DqyA1RrUbGKtqE2RRLz1pgm8+YbxdWuIA0JZluk8J6aRtNFwzu2eXTMc6F3tfLyAxpLiwYyGa8eyPXW2kXHUuU7ErXWkotGiriAA10/k8fbdk2tMdGIlMmWv120fMxUDhWZvAPPKHcO4c+sgZEkEoRQvCtsqZS6w7o6ZLZ25vdF6XOxMb8v0ehZEHjxewcPTldg4KndKbXKUqb9mdLVullKWCezODLZMD0/O1c9JZiwIwjm5MD9bKGVqgf1LLRwptLFQN+H65OxvRO+izJlft9bd+0wY4X3hks59us6ZZyNFFgTgRZsH4nMgoUjx5y1fIpnuxSAyuFqPWsfBPQcKa+7P3QSULRyScztVzpsr62nF4VxmHjlRxVs++T08MVfHdeM5fPe/vhIff8v1ANjE46P/sg/3Hytjz9y5r0xeTMbzSfz9f7kDP/eD29BxfPzMF/egbnr46/ffhv/1NjZOWRLxhuvH8NCvvQoty8N3DvOsLYfDOXeyCRm3Ta22YVDkc58kR5NQ+RIGw9PlDu49XFqTBbwQogxap2sirEgi8knltIZGoiicVuZ4ag3lqRBC8ciJKvYuNgFgTSBAzvL+nWM5ZBMyDq+0WU0sBY4VdRxeYZnXXELBlqE0do7lMJI9fZ3evsVmbPS0Hs8sNvDAsXIcKLCxsb+94PRjjDO24f9Nx0fL8rDS6j1Wj82yGt5oAeB7xys4UtDPGPB0HB/zXZm4U/f1uQRVhFJUO86azOnFwAsIHjhexrcPrzU6ilQP0ikrMOvtSUIpnppr4On5BvxwnCXdxkrTio3JTockChe9Dc163LqpD6/dNYJEqFYj5xngRRLss7VZkiURL79mbTnA2XguAnugV5Z8vgiCgJPlTrxAltFk7LoEbssXkwNLLXzrUBGl9vqZ9rv2reD7MzU8erJ22s8YySawYzTDzaM4nEvNXftW8P7PP45i28Ztm/rw5Z+7E1uGMhBFAQ9PV/Cr/7oPAoA/+/FbYufIy4EkCvhvb9yJv3jPrUipEj553zS++syqiUGxZeOPv30MJyodfPzrh/Ar/7wXx0N3Uw6Hc/XyP//n/4QQyhOjP2NjY2d/43liewGOFfXT/r7QYhPs9YxcoozUpZxWSoKA4Yx2XnVoZws4u0lrMraPZE5r4LLctHAw7PO75nvO8tkeYVLmhulioWbi7oMFzHQbB50l3rp2LIuXbhtCJswmOwFBx/FXzYcE5jj7zQOFnsC1eMpEdK5moGa4PZnujWGdX8fxsdywYLlBb8Y23DrHZ3WM35uu9gSawKrJ0faRDCgAKexrfOqxEiCw7w4zu6YXwHL9NSZQuu3hRLkDSinuO1LC3sXmaSfVUQ/lM7HcsDBfM3GizPaXJJ3bmTpT6eCJ2foZzyNnncA6Mo9KhZP4U5UF0f7tzoJRrJ5HPqFoGC76wutqMH3mWmxKWYB9/9Ey9oWLJxeK65N15fgAc/G++0ABuu3B8QMcOc0cw3T9M+6zsy3kABfWE/tS9tHuHjF9FusjlFLM1wy0LQ9vumEcmizGCsDzTQTbXoCWef6KhfOh4/gotCyYrn/aRaSO40MQcNrz5nhJx8HlJo4V9UsmF+eBLecFDyEUf3jPUfzSPz6DgDDJlhtQzFTYRXdwuYWf/eIeeAHFb7/9Brz15onLPGLGD900jq/+/Msw2ZfENw8U8f7PP4GW6eFX/3Uf/uL+k3h6oYEP3DkF3fHxrr989IzyEQ6Hc3Vw/fXXo1AoxH8OHDhw0b/D8QkWzpDNq3VczFaNHvluxKkZu0vB9pEMNg6kYHtBHAidKdO3WDfx9X0rqJ0lOxRhewH2LzXXDe4dP8BTc3WcrHRgOmvvqdE8PZdYvx2OKonIaDLalodjJRYMdH/P2TJAfkB6Jm6nbnXb8lA3XHgB6XGsjXwgUl3yaUopkspqVjoKBgJCMVPpYLlp4WS50/X61e85UmyjZjj47pEy9syvBnxRXW9aldC2PVQ7DlRJxJahdM84KShUWYQiiSAUmKsaoAAOr7R7AvLvHi3j0EoLR4t6/AyL5Nqn7imha8fMVDrrZgMjh+9IXp9LKBAFITTLOj0HlltYbpiodJx15ae2F/SYc51KNGbzlAl/VN8915OJXs3wlloWHpquYK5m4u27J9c1M+smChSjfX9wuXXO8uBTuftgAd8+XFw3G5tUJWSTSnzOrHfaVnQH9x5mpVKn42xxLSEUphtgQ//anq6uT/DAsXLP+UIoZdfIOoezojunLRE4n/lR95ifTcbWDyimyx1MlzuYqXZQM9yuutPezz280sbexea6x8LxA9x9sIAHjpcv6TyvqjuoGy429KdOa3a3cSCFWzf1I59a//53pNDGTNXA7o19PaZzFxMe2HJe0Oi2h5/++6fw6QdOIqPJ+NS7b0E+qeDAcgsBYatpH/zCEzDcAB9+9Xb8xEumLveQe7h2LIuv/PxLcd14Dk/M1vGuv/w+Pvya7fjx2zfi/XduxkdeuwOyJKBt+/iVf957uYfL4XCeJbIsY2xsLP4zPDx80b+DZYxO3yM0Mvjx15nIR/Jg/yIUUJ1uEtowXTy90Dhj8N3N06GpzZHC6bPQ3fiEwgtoHITsX2rie9PVNYZR67WYiX92mjhbEIQ4GIj+7jbnOlsG676jZdx9sBhPYLcMpXHNaKZnJOt9xhtvGMNHXntNjycEBTCUWc2kZsK+vfmkgusm8tg+nOlZvIg+ti+lxmOfrRlYalioGadk7wW2fQNpBQMZNe6H27I8tG0PphPECwOUUiiyCFEAyrqDYyUdDx2v9EzSHzhWxqGVdrwPbS+Ia4pPxXB8HFhuxU7E3chh4K2cEsieS3yy0rLxncMlPLPQwH1HSjhZ6aDj+HjweAXfOlTEQ9OVNe9pmR5alhdnrE+3/NKdYSThtaNIAiodto2F1vnL7qNM/qGVc2+htB7BOtdy3XBhOQE0he3H9c65KGv3bIItN2DB61Jj7bU+WzXQsrz4+gbYItGRgt7jpAwAZd3G909W8dDxtefEdEnHtw4Vz1q/XNEd2F6AoYyK6ydYUHa0cOFquO59dqyoo264KOtMjXDq7pwu65ivGbEDeoQfENxzsBibwJ263c+GuuHCCOX/CzUTgsAWNIaz2ml7lJuuj1LbXmPI103T9HCkoJ+xDvfZwNv9cF6wrDQt/OcvPIljJR1Tgyl87v0vwjcOFFAzXPzQTePYNJDCj3z6EVQ7Ln7sRRvxK6+75nIPeV1Gcwn8y4degp/90h48cqKGX/6nvfjHn34JEoqEhCLhv77uGvzBPcdw98Ei7jtcwmt2jV7uIXM4nAtkenoaExMT0DQNd9xxB37v934PW7duPe3r/+qv/gqf/exnz+mzjxw5AoBJfYcyGjq2j4DSNZOsKEMyWzOw+ZRMXMyzTNkeXmljuqzjJVsHMZpLwA8Ijpc62DiQhCQKGM8nMZTRzlqj1zuk0w+q+3demOGKZNXRhNfxyTkZac3VDCiSiFddO7Lu71+2fQiiAMzVTBxaaWHzUDoOPs4W2NpeAEIpmqaHsbyEGybzWG5aPTWjwxkNfUkV/enerEnylJYslPbukcWGie0jGQBswuwFBKlgdZoYv5pSLDWsHultlEmKJrTHijp2juWwaSCNmUonzh4/cIw53O4YyaAvpWC5aUGEgN0b+zBXNTBXNXC8qGOyP4kT5Q5EQQChdE3d6JFCG8eKOnTHx0hokhXtujPtwehTCKF4cq6O8VwibNl39hO23LbRn1IwUzWgySKapovFuhlv83rHLnL0na0aAGXH/mixjelSB6osYq5qIJ9UcPuWgbjlT0ApkooIWRLj7LDp+tgz38BwRsOmwbXZyzNhrKMsOBvRopIfENy1v4BtwxncvLEv/j0hvQ7Wq/t+9WeZhIwtQ2n0p05fMnC6vW57AZabFsZyp68Tz4fXZ3ReE0Lh+gQZTUZa6w1v2laUMV8bTB0rsQWvuaqxRlkQv9/28P2TLCh+++5JbB/J4lBU574OkYz7dJlLgC1obR/JxDuhW65/rrdPO7wG11tkfDa4PsHDpyzUTA2mUWjaWG5YGEir6Euqa3qcG06AxbqJhCLhqbk6FEmMz5uodIUQ1iJzPQf0gFAcXG4hqUo9hmrnAw9sOS9IDq208F/+9kmU2g7u3DqIa8ey+I/9BXz2oRnIooCPvGYHfv4fnsZczcSrd47gd3/khufM/fhCyCYUfOGDL8Z//dd9uGvfCn7ss4/iH3/6JcgnFdxzsIisJkN3fHz4n57BA7/2qh63TA6Hc3Vwxx134O///u9xzTXXoFQq4X//7/+Nl770pTh06BAGBwfXfU+hUMDTTz99Xt+TTcjYvbEPn31oBgBw84a+nt9HwUbT8DBX7Q1uB9Iq6ob7rHpI2l6AQystKJKA2aqB0VwCx0o6TpQ7WKib0BQRbcvD9RPZc66d7Tg+CKUwHA+mSzCUUU97T1ckEbmE3CPbBcLgretH63216xPUOutnEgFmlnO8pGOyL4lo+to9jLMlum/d1I/DhTaSkRx3NdYEwCb7O9aZED6z0MBSw4Lh+PGkn4b9MjcOpGA4ftxLE2DZqeWmheu7zGyieWixbWO5afVkc6PfRYGYbrN6WUIpNEVak7X79qESFFnAYJplf/YuNmMZZhQg+oRiajCF2aoBTZF6gtvxfBIzVQOu0fW54RjOdOqVw+9YrJtYaVo4WmyfVjYesRyqEKLDXdEdbOhPYqVpn3MrrLrhQhEFBITG0vOjhTYSigTTDXoyuRTMnMxyA7gB276ZioFCy8ZEPolNg5vW/Y7zqSOfqxpYaVl4yZbBNddq03RjV+G27SOXkDFXM3oC2zu3DcIPCOqGiyfm6vG+6R5Cf0pBUsmecUHpdBxaaeFYUYciiWuCp4hIPt4XBs4U7JyxvGDNvjjTORGds+vdDlyfoNCyTvv+07V6fGq+joru4PW7xk6b3RRFtoAYLUrluxyzTz2Urk9wtKDjmtHsGidygC1AEEovaF9TSnFopY3hrBb3WO5eKItq7xuGi5rBjNe+8vQyxvMJvO3mifg+GhCKx2ZqIJTi1k39WG5aSCgSbg4/58HjFcxUOmjbPnZv7FtjpBZ9xv1Hy7D9AB957TXn3R8Z4IEt5wXIA8fK+IV/eBqGG+Adt0ziv77+Wrzyj+4HwG6KP/3yLfi7R+fw6EwN145m8cl333JJHT4vFqos4hM/thuyKOCrzyzjxz/7GP7wXTdhoW5iLJ+AXu7AcAP86r/uw9/+59uv6ECdw+Gs5U1velP87xtvvBF33nkntm3bhr/7u7/DRz/60XXfMz4+jltvvfWcPv/IkSOwLJaJ6677PDUTFU3yDhdaEEVmaOcFBBN9yTVZwQvh+yerOLDcwu6NffF3RxNtxw8wmtMgCQK+daiEhZqJLcNprDQtPHi8gt0b+tbNkpTaNjyfIq3JsNwAN23oO212JpOQsSORjSfME31JrDStNbWV600hzya7nK0YWG5Y6EuqyGgysgkZSldB4Nlq9jYOpJBQpDh79I39K9i/3MKNk3kATKZ7pNDGTKUTLjJ4ePGWASzUTRxYamHLcBo3TOZxcLkFGo53rmpACifZh1faSKlS7GLcLdmNggXLC9ZM9B2f1SUvNy30pxTcuqkftktwNJRYnro4AgABYRk+SmnsSr19JBNnxVmmNvp373vH8gm8dudoT4/T9XrrUkp7nnVRltkLP1AOs/+DmfWzilFNdTeRm2tGk8/a1untuycxW+1gsW4ipco97ZxesnUQ/WkVRwrtHukmIRS2R3rOpablwfHJGZ2uz4f7jpZgewRbhtKxTDziweMVtC0PuaSC0N9rDYdX2pipdnD75gGokrhuUG17BN8+XERAKEZzCbx4y8CahYDTne6SKMILs3qnBrYsiOvumcw+JJJw+2HmtptzMZNaz3zswWNlPHyiihsn8/E4yrodu/5Gxz/KMG8eTPc4MrsBQRK990TXJxAEpoypGy4oaLy4QiiTfp8aoJpuAI+wILs7sJVFAUFAUdIdnCh38Mpr1leJnImVpo3pko6TlQ7evnsSQO/+unUTc8i//2gZA2kVpbYNSikCwv5E8v7vHClBFADHp0hrEjYPZdbcMxuhwdXexSbG+5LYMZpFQCiWGxbG+xIghKIeZnZLbRtTg6dRBJ0BHthyXlD80xML+P/+/SACQvHhV2/Hr7yO1Rz9/jtvxK/+634MplUMZzX83jePYiCt4nMfeFFcd3Q1IIkC/vg/3QxREPDlp5fwq/+6H3/wzpvwAzuG8FtfO4R/27OEB49X8PV9K/ENjMPhXJ2k02nceOONmJ6ePu1rPvShD+FDH/rQOX3ebbfdhqeffhq2F2Chy/Dl1MmncIphzHzosLvYMJFLKHj5juF1e8ACrJ7tcKENWRTxQzeNr/l9uW3j0EqbyWTpaq/D7gnSdeM5LDUsLDVMWOHk3w0ImqYLJwgArA1sm6aHtCpjqW5iMKOh1LIwkFLWBD4Am3geK+oYzSXwymuG44nqerLsbqodB98O26utN40utmws1k0sNyxkEzI2DqSg235v5vMsdqiWG8Bw/HjcPQ6tlGXbCKFoWR4em6lBEAT4hECRBHiEYCijYbIvCVEQkFYlVHQH+5ea2NhlztMXBjSjuUSPjDRqf0Qp1uyzluVhNpTVvm7XGBKKhEMrrXh7pgZTmAvluBCYO3ROlZFS2UIDBYUiiqh3XGSTMpKqBEpp7IDs+UHY+7JL/noO2SkvoFC72lVN9iWxWDeRC8/PlCrjxVsGzvo5EYIA9CfZPhnMqOfUb/TgchuKJGK+ZuDhaeDlO4ZxYLkFTZGweTCNI4U2ml2OtgGhcZufiKQi4bap/rgdzGLdxFDm9LWOZ4MQFjicbhdGP14vHiSEQlNEZBMyZFE47SJ5VA86U+lAEgXM11al7mfjpsk80qqEgytra1gfnamhbrjxwlQxDLQa4eJAQCieWWzgRKUTL2CJggDXJ/FCSveY79w6iIbpYaKvd9HgviMl7IvaK3Xtp/Vkv4/O1NC2PDgewa6J3GpguM7+vftgAQDwmutGcDyUQd821Y+VpoVDK8zsa8fIquqCkNVM7KnzUVUSmbN32DN6vmagL6mwRaGuRQTD8VHWHWQT8hrjp28dKmC+ZuLWrhZv3YfU8YN4ewbSKigFCi0btkd6FpxsL8C2sC7f8QhmqwZsL8C1o9k1qoBXXDMETWbbcmilhdmqgWI7iesncsglZMiSeMY63TNx9czYOZxnAaUUf/Lt4/jU/ScgiQL+8J034Udv3xj//jU7R/GBO6dw/UQeth8goYj4zHtvjSUYVxOSKOAP33UTJBH4l6eW8PGvH8K//dxL8T/efB3mawaenGvg418/hDu3DV601V8Oh/Pc4zgOjhw5gpe//OUX9XPXc33tZvNQiskE5dVsmigIWGlaeLJRx61T/fjB02QOooyZ6fqwvaBHahYQii98fw4rTQtq6JYbZTAjaZwgCNBtH88sNFDWnVgunFIlbBlK98hKCaFwfBIHCQEl8fcfWmnj/mMVyCJwzSnunG4QoNCy4oC21TVh7ubULJXlBmsCEoDV5xmOD932YXoBjpZ05JIyBjMqDMfvycx1Z8fnqgZUWcRE32pG7f5jZZR1GwlZYsFf1/cQSiGFgawXEHiEQpVWt6FpeBAAJBQpDgq+e7SMlCqj1nExFJaovGjzAAJK0bb8ngmuJApMeknXBjzrBeQT+SQEgU3Gv75vBbdN9aNlecinFNguAeBjJEfhBQQJWYKNAKW2BYoEhjIaCEUc9HfCYD5qsfToyRpWmmb8mtmwPrIvpfbsEy8gUGURpuvDCygcL4BueXGGti+l4kRZR0CYGeOpdGfxJJEZf7EFBbbIEX2X6xNYXgBNFuNzmlKKlumhotvYt9iM928kXzVdH7WOAz8gPeeW47NAv9iy0A4z2f2hCmEgrWK5aeHphQYUScSbb1xdHBLC2vhT6843rTOPEQQmuT+132t8TtPVbe7eoU/O1VFo2chqMgwnwEzFwKaBFBy/P3z/6msroRFSPlwI+M6RIg6tJHsW1dfL9FJKWcuxko75qO5VYNdR9wJAZO4mCAIen63jSKENLyA9WeH9S01M9rHzcLrcge0F+OHdvYsdI7kERtap5e04PkRRxC2b+rBrPIejRR1Tg+k1sSqlFNuGMlhuWnGZV6QwWc9ETxCYh/upm17tuHGmufue4BOKlCpjajDVY8L28HQF2YSCt++eRK3jQFNEbOxP4r6jZZiuj7feNBEHlC3Lw/6lJrYOZXoCW0IoAro2/u5uqXXPQdaXeSSbQEKRsGkghWrHge0Ha7LphLJtX2paoJRJ1ruRRAEt08NMxcTOcXa9RdeLJovwAxqXUlxIbTjAXZE5LwBcn+Cj/7IPn7r/BNKqhM9/8PY4qH30ZA2EUPSnVfyvt9+AHw3dhB/69Vfhjq3r16xdDUiigN9/x014680TKLRsvO9vHofh+BAgIKVKaJoePvbVg+dVk8PhcC4vv/qrv4oHH3wQs7OzePzxx/Gud70L7XYbH/jABy7q9zg+wVBWxWBGjTNb3Yzn2OQqqnn0AoKAkLD2lk1sCm17XaOWsXwCluvj0HILX3l6Mf65FxAUWxZSqgTXD+IJdxToRRP/KIs3lksgn1DiAKtpsoxhd21Y0/Lw7cNFzNdMyJIA2yNxIFzRHczXTbj+2ntgseWgbftxgNAOA1vXJ+v2ro2QJSHO5ox29cC9/2gZT8zWYboBVpoWhkLjlbbl42hRx2Kju11JtD0u9i018eRcHcWwd+TexSbmawYoAWrGWtOa1ZY7Iq4dy2EsXLjcPJjGfM1Ew3TX9Fo1XJYxdgISH6+0JuP2qQGUWlZsuhMhCOtLPaPj1LF9/Me+FTw5V0d/mrkhR8HkiXIHJJxCXz+Rw80b+jBdYu1ONg+nsaE/haQixYEfITTO/C82LJTaDg6ttNEJFwMcn2D/UjM294rMl7qJzod7D5dCZ+UWqoYLSRTwxhvGcNumPhxaaePoOn1YmRkRm1zLIjO4SigSbI/tE5Y5Z6+N+u0u1EzMVo1YpvngdAWDGQ0jORZMvHbXKAbSCl60eQBzVQOPz9ZQajtrJOillgPLI/G5Z7kBZisGZqsG9PAc9NZZRFkvd7peVjdqCVVs23hqrh4vyJxqAiWGqoDIxMl0Wf2q6QawPHadd5+L3Vn0XELB1GA6/v7os6Oa5dPxyIkavvjYPBZrJuqmGy9uTOSTmOi6rtLh5944mUepbcPxVvvuZrXVBa6lhglRFGLZsH6GazjejnCwRph9dOP9Q09ZiAL2zDeQVCXcuW0wDmyja8lep9XSi6b68aLN/UipMnaOZbF9eDWLHaki5FOc0jVZxFBGiw3tovOrabp4ZqGOg8stHFhq4VChHS8oOD5b4Fqsm0gqIq4bz2E035utFUUBr7tuFDdM5jFd6sR9qfeGPZC754h9KQXLDQul8PNzWq8yhlKKhumiZrgotW24AQGl7DtIfP9mr7O81R7ZUa20pojQHQ+LdRNl3bng+SnP2HKe17RtDx/6+z14dKaG0ZyGz3/wdlw/wWqRnpqr491//Rhetn0Qn37vbdi72MQrr2GtM54PmUxRFPAn/+lmtCwPDx2v4Bf+YQ/G8kls6E9Btz0MhpISXmrL4VwdLC0t4d3vfjeq1SqGh4fxkpe8BI899himpqYu6vckVQnXjuXiIOvU+jRJEpBUpDj43DKUhiAIeGa+EbebeGqujs2D6dhwhhCKf3xiAQDLhCy3bNRNDzdM9uGmDX349qESGqaDfFLGWJiVoFiVnnphwHisqOPgcguDGRWjuWTcBmUsp2HLUBodx0c2zNpGEyNRFJBWZbQsL84w9KUUGAUfJd3GNX62y4SJoti2kVTWmtYcK+r43okqxvMJTPQl12RcCF2VXyqSuCZ7JAAwHR8V3UHLdtG0WS3ZYt2M1UHdxkkAm5x+70Q1zhaeKHew7TRyzmg8LcvDy7YP4UihDcP14/dSsEm97QU4Ue4grcnIaQoGMyqKLRtHCjoGQ2fWQtvGcsuG25VJjN670jJRbDnoTymQJRHFlg2fMOfiI8U2pgbSUJoWCKGwPB+OT1A1XGSTSpwpXWpaMB0fDdOFpkh4eq4BURR6JrMBpdjQn8KRQhu5hIxCy0KxbeHBY2X8/A9ux7/tWYIiCYhiB8cLsG+x2WMydWoimYJl992AQpMlNAwW5Kwnp73/WBk1w4EoCJiv2aCgmBpIwSeABqBquHGtcTRJny7rGMsnMVvtYHNYH1jVHZTbDvIpBRP5JB6dqYXya1bfqCkibC+IFQySKCKgFJ5PUNUdjOQENC0Px0o6lpsW3r57AksNMzQgW4UQusal99qxLIptGxXdwbVjWfiEgBKKib4kfELw+EwNI7lEbDomigJev2sMhZYVt5ChYHXVZd1GPikjozE3bscjuP9ouaeHdPc1MZJLIJdUMB3KbV+1cwQ7x3L42t7l+DXrOd/WDGZcFgWxUdLc8oI44OtuORWZEAnCapBUNx0MpFn2+nhRx40b+zCc0VDWnbh8IeLB4xU0TRc7RrLYFbbxibbDcP2wPpoF0UcK7R7H5YbhAqDhcekt79JtHyfLOtKqFNfrA+hRYLx65ygen2X1ut1Ze6nbUI5SlNsOim0bO0YyyCfzPd9z35Eyjpc76E+pmKkYqHWcOOt5YLmFxboJWRLhBwS7xnPx/NZwfDw5V4cgCLhhMgcBTGLcXdcqCAKmBtPwAgJCWOA6nk9gLJ/ATZO947D9AIUWC3qzmhy3L6KU4q79K/G2ZJMK0pqMUtuJ1QSzVQNN08FYLoXlpoW0KuO6C+xzyzO2nOctDcPFe//6cTw6U8POsSy++vMvi4NaAKFZhorHTtbw7s8+hg9+4Ql8Y3/hMo744qPKIv7yJ27FLZv6sH+5Dd328fkPvAgBIbj3SAmdS9RHjMPhXHz+6Z/+CSsrK3BdF8vLy/jyl7+MXbt2XfTv8QOCmUoHs9UO5mtr+0fWOg4m+5PxxDqpSHELB69LejdXM2Kn24BSHCvp2LvURMv0YHs+/IDE2TafEBRbDg4tt7FQM2F7ARbrVpwZjCZ9gxkF+aSCobQWG9scK+qo6A7u2reCbx4oxK8NCJO5tm0vbuETb4PhQpVFqJKIY6V2/J6W5SGlSBjLJ9e4x0eZpmjyBrCa4fuPllHRHbQtLw5sG4aLh49Xcbykx9mwXFIBoSxo3bfYwlKdfZ4silAkEZN9ybjWlRCKYsuGbnlhloNl7cqhSUw88Q6zWaos4hXhwuxSw8LX966g46xmprYPZ7B5MA1NluAFBCcrHRSaFpyAuThHAZogCHjoWAWPnawxGW/XDDs+FmFcEO2z5aaF+aqBk2V2vsxUO5BFEUtNE+W2A2DVAKhpeNi/1ILrB5AlFmxHmR4ASKhS3PaE0tVFFVEQQAkzpomMzV67axTXjK5OfluWj7magYNn6Nval1IxmmMmNd8/UY0ztVPryHU7jg8/YNmlrMbk2pP9SYzmVs+L6DhooZwyki57AY37BG8eYllL2wvwyIkaOjbrs5tSJVw/kY+lodG1Fi1uOH6A5RZzsqZgQToFxeOzdZTaTk8f35bprasmqHVcPHayiumyjqpu456DRXzivmkEhMBwAthhFrM7Y5xUpXh7SFjr3rI8PHqyhlxCwW1TAzhZNnD3wQLqoVPunvkGvICskbQ+cKwS9x9ez5xJltZfWY/Ol1s39cdZzELTjrOl20cyscw3yugKgoBMV+30NaNZOB7B92dq8WLYtuH0mhrTqA1NdwY82g7LDbDSsvBkaCB2vKT3lAvkEjKun8gjqUj42t7lnmy0bns4WTHW1Ired6SE701X4QUEZd2OZcuFloViy0JVd7Chq+Y9CJ2evYDE94zuBSBRFOEFrAxBFFfblAFAPXRor3ccaLLUIz0/Wmyj1nFwoqQDVMCO0eyaxRIA2L2xD7dvHoBHCPLhPSytyii0nZ7sNyFs8S6piMinFGzoT2I8n1zXUO/xmRruPljAV59ZxqEVZp52YJn16nV8liG/EIdngAe2nOcp1Y6Dd//1Yziw3MKtm/rwzx+6s2eVDAD6U0wKJksifuz2jbhuLIcf2DF0mUZ86UipMr7wwduxYySDR2dq+KuHZvCSrUOodlz83jeOMEMPDofDCfEDivmaiVrHRbXjIKC9QeFy08KJcicObKodB08vNNC2/TVSyMi9l1AKSRRgOj7SCRkBoUiqUk82mIICAst6lnUH1Y6DUtvB909WcbLSQd1wUdE9XDeew00b+2K5X8fxsVC3sBz2Vo1bzjg+WqaH6VIHhwptzFYNrIQTT9sLMNmXZJMon6LcVVPmU4rFuhlPCiMix+dInk0pcLjQRtv20LJYfVwU/HUcH0eKbRwptLEQ9v0VAUz2JzGQVuOM97bhNPrTCryAoNCy4wl9ocVa6pR0G4SyAF0UBWQ1GVsG01DCgGC2aoBQCtP14wm35zMjLctlNcVt20PDdKHbXo9xDsVqEJVUZVw3nsV4PoGm7eJEuQPDCXqky1HWKZeUMZxVeybJhKKn/jGtSbGMmQJx9i2tscC6YXrIJ9VQ2svGmVZlFBpWPFkmoewzq8kwXR+SJKA/qUAWBXz7MKv7c9cJRnoNtVbl2ZIoxNk9LyCodJxYenlqwtb2AqiSCE0We1yrHY/En1FoWfH+S6sSdoxmYkduShGebzYePF5BRpPRcXwcXGmiY/ssIOy46EspsXlV9/FzfYKAUojhFZUM66K3DmViaW+0/ymleOB4GQ8e7+07CrBrMzqGlkdiGXHb8mOn8FOhlMZj6a4j3jiQwnRJxz0H2eJRSpUgdEURx0t6T6AzXdIxW+1gJKdh/2IrPhaaLIFS1tM3ClpP5frxHDYPpVE33Djr7hMSB8lPzNbiBbDpso6lhoWW5cYLDdWOg4PLLSzUTRBKsVAzoUgiUqp82hYyPfei6LwRBVQ7bpyVjhaZIhRZxLbhTJwFXqr3LgSqsrhG/t9xfNQMBx3bx7/tWWIGUl3j1h2/1yWbsgUSAPH+7j5q+aTM2pNpErYOZuKWPRQ0rhu/YTKP68azceAPsPu84QaYr5v45oEVyKKwrq+MFzCfgrkqkwiP5DQUWhb2LTbiY3O8pMP2AmweSmM0l4AqS2hbHqbLOkyX9bbdM9+I7xHbR1hW+MByC3XDxUBaZQtGggDD9mG5Po6XOnh8prbOkTozPLDlPO8otmz86F89iqNFHS/ZOoAv/uQdp/QHYyuQv/m1g3ADgg+9Yis+8NLNuOuXfqDndc8n+lIqPv/B29GfUvDFx+YxNZiEKAD/9OQiXv0nD+Ceg8+vTDWHw7lwyCnuv90uoISs/s4jbMJTbjsQBLZSf7oMzD0Hi8glZKQ1GeO5BKYG00hrcpydA5jJUEVnwaQmiUgpEjRFRCUOcm2IApsYHlxuYaluQo8dhSnyKQXDGa1npV+VxR4nUd32QQhFreMy184wYxVNTIPQeTfqh9lN9NpkOBnPJuQ4OxJNJtOqDEpp7CwMIJYueoRgLJ/AliFmQGO5ATR5tT9rdyYo+u7lpoVDK23M10xosojNQ2lsGkyB0lWX0qG0hiMFHfcfK2Msl8BIToPlBXFGSxZFlHQbSVXCLZv64nFRijigV0Q26VdlEW+4fgw3bsghn5TjbBLAAql0+Jp8UoEkCnGAnVDYdHLTQArXT+Riye9wVuvZ/3WTGWktN0y0bQ8bB1IYyqrx5wWUGRSxgJ1N9FuWBzk8H1q2BwJg/1IL3z1aihUB0TnQ/Vf3PwmlEAUBczVWp9qXUlirlfAFs1UjDmaOFNr41qEi/IBAltg5HYR1josNE80w6OjOmMa9UON9S5FR5biWkEmNCSr6aj1tw3DgBiygj44HO/Zsn0eBlnZKIBbtTzE+b9jP06oc18JGbBpI4QMv3Yy3756EKosQBAHDWQ0eIWGgJ4XjZp/l+AG+vm8Ff/fIHGi4zVEwx6SorO3QbM0ApSxBEO1k2yNx1plSim8fLqHQsuGHSo4Hj1fwtb3LqIULYfceLsauwN0MZzQQSnFwuYW5moEgPI8zidX7hesT7FtuxYFuqW1jsW6hGJ7PosACYdP1YTg+BjMqjhV1HFhundZ5vHuhJnpFSpOxZSiNqaEUNg6ksH0k02u4RZnC5eYNfRjKaLGMN5dUIIsiErK4ZrFPCWXBp9b6ej5BpeOiZXl45GQldqYnhB2HqYFULN3tvj8fK+rQZBE7R7PYPsrKFJYbFo4W9fh+rNteWKPPPnOuaqDQtuPrt237+M6RUrzQ0z2mv//+HL62dxnjfQmM5hLIJ1S0bR+EshZLXkBwpNCOP9twfCw12ELChr4URHHVgK9luWiZbo8SKJ9UUNGd+BoczSeQVGWUdTs+nucDr7HlPK9Yaph4z18/joW6iVdeM4y/et9ta1bn/vWpJXz+kVkcLeoYSCv4+VdtB4A17oDPNzYOpPCZn7gNP/G5x/EX95/ESFZDsc0mBR2bS5I5HA6DTX7VuJdpNIkyXR/3Hi6haXroSymYLnXCiZEATRKwNTRBqXWYMc1oLgFBYEFtx/GwdTgDSRRh+QF02+upVUsqElRZREIRQSjBYEbFNWNZpDUZt2wK3XSTCvYvtrBnvoHrxrMo6y6qhoOhjIqOE0AMg8GFmhlnhdKqjHyY5aNghjaE0rhuT7d9DKSDeBt9QuM64VOnv92TyddeN4q0JuO2qX54PkFKlTGeT2CyPwnTDdC0PKR8gsn+ZJzha5oe5msGKroLKTRhOlxoY+doFocKbSRkCYdX2qh0HLRMF44XxO2OujPBpuvDDQIQQrF5MIWK7qBuMilgsW1DkUSM55MQBAG2x2rc/IBCkUQEXfJeQmmc8TRcH/sWm9g8lI73HWs707sXBIFlkyVRwE0b8rDcAE/ONZDVZOwYzcSBvuMFeHqhgaUGc0eNap+jtiMZTUY+KWM4q2Ekq+GOLTJGsgl88r7jUGWJZeoIy+BTsDELIjMnSykSdo1nY+lxLiFDEsU1teBN08Vc1UBSkXBkRcdgRokzRpSyfRUHghT4/skaym0bphsgk5DRdnxkNBmCIKCsO7ghrClcaVoYzSZ6anlrhotCi703l2T12U4QsB61phf3Ld0xmo3rRE9WDWTm6mvi8WiXpzUZ141lkVIlOF6AjuMjrUqrrbTC10migLfeNAEAaFguvICiZjjwfILHZmqYGkzh0EoLtbD+VgAwU2FtYaJ5z2pPWBaYuKGsODwEKLVtCAJ7Xa3jQAqvp/5TXKgjxYHu+EipEoYyaujU7MbfFZUfnCh1sGu8t04TAHZv6sNgTcVi2EqpojuQRBGS0CsZn8wnMRsGYklFQhPM9Tujybh+og9LDROSyAzd0qoULxwV23as4Kt1HBRbNsbyCXQrpaNrPaVKMN0ALYu10om2NZ9UMNGXxFLDwjcPFKDKUk/7MssJAFC88tqReCHieElHue1g00ASe+ab+N6JKvJJhS0uCCy4HMlqqOoOVhr2qnFe2LpnMKP1ZGMBxG7rlFIs1E0cXm7jRFnHsWIHgxkVG/ojoz8R145lY/+BfUtNnCh1sGM0g9um+lHRWQ3vctPC1GAars8UDY5HUDdcZA3WmqvUtuOAfDyfAIXQVePMauRdn8D2CCj1kVAkJBWZnS+UgkTXXeijoIjMr2Esl0AuwfpCV3W2UDrZv1YWfS7wwJbzvKHUtuOg9nW7RvGp99wSuytGUErxT08u4GhYo9MwPSw1TGwfWWtg8HzkJVsH8Ts/fAN+4ysH0HF8TPYlsdy0kLqKevVyOJxLS1KRUA1lyEMZLXayLYa1pcWWhb6UAkIoPACTeQ2KLKJuukgqEubCyWYuySZDc1UDR4pt9CUVuAGBJjPDoYG0iidn69g0kAKhFCsNG/mkAlUS0TBdVHUnrj2N1DSaIoJ6LOOaSUiodii8gGVr0yoLiO4+WMRITsNNk33QHQ8rTQuZsH+jLLHgaCCtARDQtj24PokngI5HIIkCErII5ZTFzuGMFjsvR0F5d3uhKLMW1TrG2eTwY1KqjBPlDuaqBoayGgQImOxPwiPMuTSryZgus2fTE7N1rLRseD5BX0pBUpEQEIqFmoGq7mDLcBpPzdfRMDykNAlBsJqnVmURG/qTsatzsW0jl1BQN108PlMD2cxqJrvLULyAgFABRws6axUUECw2mEt13XBxcLmFXILJaaPd4gcUJ8odtCwP83UTphdg63AaAaHIaSwL0zSZYZfXJj3tZUzXx3SpA1kSkVZlzFQMtCwftk+RCx9HbdvD4ZU2rh3NwnR8pBQmDW5aHt5y8yTuPlBAX1KBTygksEC8brixZPxkxWABkcja85ysdMKgkCKpSDBOabM0W+3geKkDALhpQ55lmUIpbkDY+7cNZ3CyYqDQsmNzmygbDCDeN0MZFS0rdE0Ogxap6zVxkNWysX8pagXEfhZlFAmlqJse6paHls0yj4sNKw6Mu52pRVGAFxD84+ML2L/Uwq7xHBIKUwM8fLwCCALqHRf5lIKy7iChSEipUhzACWDZN9MJVg23KDsvZEmAEcr+HZ/gidkGto2k2byJ4hSzLhqPbSClYud4FoYToG542D6cwUu3D+HAEquBZiZ1vXMvQiiWGxYeOVmN9+Vc1YCmSNjQl4yz1IMZDZLgQpPZvcInFH0pmQXiAqtxj/Z9WpMAQcCG/hRmq8xcyfICPHqyhkLLgm77SGsyDMfHtw8VMd6XhOWyY+d4AeqGi5QqoS+poKo7CMLFjsj4Sre9nrY+tY6D789UYbkBDiw14w4bpbaNuuFiLK+hL6XAdHyU2zY0RcJEXxICWCDdl1Zww2QOY6F8nxCK6ZKOhbqJqcEUbtnEyugW6iYquoNKx4Fus9ZEJ6s6jhZ02D6B45G4Hn3fUhMb+lO4ZVNfV8Z6dUlCltgKUnQ+lNo2yqEaYjCjghAa9/SNnKczCTlcJFzNCs+Fru07x7Iod1wU21bc1idCk1kJytRgCvM1ptwQBObePlNhPdGNcH4KrN8S6kzw2SzneUGt4+C9n2NB7WuvG8Wn33trjxtlhCAIePmOITy90AQAfPwtu14wQW3Eu1+8CceKOv72+3PIaOxm/G9PLeL1u0ZhuMHzVo7N4XDODTdg5h267TOjla6Mkun6MNxVwxkRAvJpFY4XYK5m9shOjxR03DbVj6TKAhIKVru41DBBCMtMOQHBdEmPDUOWGxYoAEUSsNiwkFBkLDVMtCwPWY1JY10/wHCW9TmN5jyyyPrbmq7BsmOigKPFFnQ7QFqT4+eBH9BYQjoSymQFAZgudbBlOAM3IEiqEmRJw2CamcxEtZmTfUk8EbZGeXKujobhYiSXQNN0MdmXRF9KQcvyUNEdNtmLJ4lsgWAkq7FASxLDAIIiIBpkUURWUzCcVTGWS6AYZseifV7WHaQUCaO5BALKWojotg9FFHGyaiCtStjQn8KGviTyKQXfP1nDUt2MjxMAbBxIYqlpYbZq4EWbB3Ai7OkZKZrSqozlsPfkZx44GQfFkiDgwHKTtVOqsSyfKkvMVKfJ5NGaLMbB5KMnauhPK9g8mMHB5RbM0PRGEoUe0y1QoNC2EFAmYU8oLDMmCmwBIJJQRpJsN2CLGY7PMkj7Fpu4fcsAOg4zYkprMjIJ5rRquj5umwr7qoLi2tEs6oaL5aaJlaYdO7J21xtCYMFbw3TRl1RwtMgcoh0/QC7BFluapsdk6gEBIKGk26gXHfgBjbNL3SGD4xPcvDGPwys6goDC9ALMlDu4fjIfSzF37+qDKAosGxi+OZI1+wHL6JtugGrHQT6pQOuStnYbPt19oAA3IFhpWrA8ZgoVLTRNlzt42fYhUCA2MpMEtm8js7f7j5Xx1Wc8bBpIxYFLVIO9d6EVZwrZOa9hsc4Cwkh6HhG1JzIcH3sWGlAlEeN9CUgiUDfdHoMmy2VKCT8geGK2jo0DKXQcH/ceLsJwAvSnVdw21Y898w0ATJaf1lgt6a7xHB49WYUXMDOxpYaFLUNpiAK7JyiyiM3ZNBZqBqYrHTx4vIJbNvZh6xAzj3pspsaMoAgLzHxCcLJiYLqko2G4eMm2QTQMD03LQ8vykNFk7FtqodS2kUnIaJqslGGij5V1zVZNfG3vMl6ydRCPzdTi2uADyy3cuKEPKVWOpe/3HyujZXoYyyXg+AQk2tlhr17bJWiG95GNAykElGKpYcEnFA8cK+OWTf14ZqEBUQgXG7uyy7IkIqnKGMiIuHPbAEyXXS83TObRsX2IghA7rgNAw3RBCLvfDmbUOJjsLinZ2J+ELLGSkMgvoC+lIqsx9UtkYEcIjQ39lpoWto9kkdLknlZafSmmmvAJgQABuYSMpCpBt30EhECSgICw+nICpqhpmGdvz9QNr7HlXPW0LA/v+5sncKLcwct3DOFT77ll3aAWYDfGf9vDrObf8+JN+ODLtjyXQ71i+NgPXYeX7xhCse3ghokcHD/A2z71CN74iYfOqccbh8N5/hLV0Y7nE6CUZQuKLRsPT1fwzQPFePIaEBqvpkfywpbFAgOAZQ4H0xpu3MCcXwWwjGi57UAQWX3oq68dRrFth1kTaY3813B9PD5Tw4lyB/vDmruVUArreAEghNmmsDeiKosYSqsotW10HB9lndX4RRPR42U9di5NqRJySRb0tkJjJUIpCk0L+5aaWGywbYrih0hmKYpiHEA8PV9Hy/LQcVhP2hPlDjqOj7blxbWBURZLkURMDaYwmFZh+wQt24duB0hpMm7d1IebNvTH7XCmBlIYzWqQRZb96rg+FEmELAqxFFUQBYxktXg7dMeDKLD9YnlBTx/hhuGx3pJ+gFToPOx3BRkJRcS1o1n0pxVWExkQDKZVDGW1eOJKwwlxSpUgANizwGr2JsKMuh8Q6I4fT5yjwIuC9ji1AoBLCFKKjJQqoeOwlipeQNG2PFiuH0/WRUGA6QXIJphUvS+pYLIvyTJDdLVfqBE6GAtYLSuKgm1RFNBxfEhdWlMtrAmOW0IJwKb+NDKajJrhoh66ZkfOzNHrO66PGybzuG2qH44XxNJmAcypd6IvCS8gMB0/rlUXBCAbbn/DdLGzK0s5XzdhuQGqpxiVSaIAywvifS8JAvIJBdeOZWNZp+H4eHi6gmcWGrGkXBIFaLIYZ4ctL4iP8x1bBuLrywnrOaNzs2F6KLZtBF3y9Kbp4nvTFRbohp/HjNpMBIQ5XW8eTPdIwJkEl7UxcgOCE2UdSUVCJiHD9oKe+tYbJvugySJmqgYqYd3tfM1AteNiLJfA5sEU6saqhNkLCI6VdASE4tGTzHH8ZKWDUliH2bLYwkPH8fHdI2V8fe8K6gYzdQsCAlFgdfFt24+vZUUSMJ5PYNNACqokQHd8tG3mRO4TgsHQQdkP1QCj2URXXXaHqSeGMvF5OFc10AlN9GRRAKWrrssAO607doC27cP2CIot1oqJgN1D64YX+hVIsSrEDygG0yr8YLVMgrnIs/c6foB8QoYmi9jYn0JfSoEmS8hoSk+N+cb+FKtjD49BWpMxWzEwVzNwstLBlqFMXMO7apZF0XED5BNKbII1lmeLeU8vNGB7Acyod3BSwYb+FNKRuR6AQtOKfROE8BwGWO384ZUWKFh2OK3J0GQJmsz+ViQBfkCQ1iQ8PL3WFO1M8MCWc1Xj+gQ/96U9OFxo48WbB/DZ971oXcc7Sil+9xuH8Z/+8vtYblr4oRvH8b9/+IbLMOIrA1kS8Wc/fgsm8gkcXGnj8dkGFupMXvV/7j56uYfH4XAuI4SyAEGTRfiEotpx8M0DK5ipRK15VgO1Df1J5u6aVHH9eA6SIGLbCKvbunEyj5rhoNhyMJxRMZBWkdYkDOc0jOUSkAQBK00b+5Za+NahIk6WO/EYFElEUhExkFZwODSIUbsWLE+WO/Gk1ycELdNDLpw8V3QXiiTiFTtGsHkwhXxKjU1nzHDiXWxZ2LfUQrHJJsVLDTOuK4UABAQwwtdGtaix0U1XpiyaaN44mYcmS7F7KYC4ftP1CZYaJmZrOg4sseynHxCkFAlJVYQiCcgmFQykVUSxpu0TbBxIxcFYqW3jSKENMZyYdqvzotq2pukxg6ipfuZA7QYICMETMzVUDZaBVWUJCUXCRD6BTJeMWpZEpMLM9nBGw+2b++MA2vWjAJWxoZ8ZPkmCAMtnQTRbEGVBws7RHCodO67PHUj3tleJ6/B8Ers0+5Hk1Qni9jZsXAKOFFoQBQF9KQWKJMD2gtDgqYBSe9U8qml5uHPbIDYNpFDrsDo9UMTjs7wACzUT5TaTwVNQDGc1zNcM7F1sotJhLXSMsNewF4TuwELXIaddTsyCwCSkAqtF3dCfQl9SxlLDwgPHKxjJanB8Ju/VbR+yKECVRSw3LAgCMJBSsNwwYbo+tgylkQ97vtLwXE/IEgRBwIb+JDYPpSGJAmRRQEKR0LQ8LDcsPDZTizNijk9guczJuntR49qxHMbzLGPfLRWWRQGOF2Z53QADaQU/dON47PptugEMl8AlFB3bAwkoFhsmnHB/qpIIw/V7VF5RjJvRZDRND5LEpOPTpQ6OlXR882AhHsO+pSb++uEZnOi67qMg1iesZnS2aiAgNHYcVyW22OD4JGwltdrjum64cR9fCgoCiprpsrZNhOJQoY39S63Yof36iRx2jucw0ZfEjhFW+7zcsOJ7hOOxsoktQ2mAUta/uj8ZZ6h128e+pSY8P8AtG/vRl1Ixnk/iWEkPW2WxNl5ul/O0KKxmQ6NexgGheHK2Fi+yGC5blIqUJQGhGM8nkVIl7Bxn392xfczVTCRV1rLs2rEsdo3nsCNUIDZND8dK7Xhfl9oO/uPACqZLnVg2PTWYxiuvZS3CCGUO9v/jqwdw98FCHIyrkohHT9bwjYMFJBURw9lVgywB7Bzu7r+b0iQYto+G4SEhi7hz6yBu6MroCwIbe63j4pqxLHaO5SBLIp6cq+Op+TrKuo3BjIp8UgWlq7XM5wMPbDlXLZRS/Pev7Mf3T9Zw7WgWn/vgi2Ib/FP5f08s4K8fnsVK08brrhvBJ358d1wX8EJlIK3iU++9FYokgFCKD71yGxRJwP97fAHfP1G93MPjcDiXEVEQkNJkZDQZPqWodFxcO5rFcFZDPskmvpIoYCCtwXJ81E0XiizGcjqWHWQTqL0LDexZaGIg7OkZEArPJ7C8AIdWWrFjpu2TOJOSSyrYPpKB7RGYXoD+lIJdE7meVjsJRYIXSot1x48nsASsPc5X9y6jZriYGkhhKKMhl5AxEvYgzWhsMl4zmEmT2iWVjqSYuURvtVZUc9a0PNyykUldb9qYx8u2D0GWRGQTMqYG03EATrseMaW2g/sOV9AwPOiOj9FcAhQUK00b5baNuw8W8bffn8O/PLUIgLma7ltqxpnCgAALdQOuT2A4PryAIDjF2MkL2CLEnVsHsWM0i4G0BkUSYbhBrMTZNJjCaC7R8/yjlKJj+zhaaDO5LYAXbxnEjpEspgZTSIZj6K55rBsepgZTEChwcKmFY0UdczWDmcWorB44Oq6uH/Rk9QRBwHg+ibGchrmaCcPxsWM0G7cs6XEBpuz1cmgcRSnL9hwptPHkXANHCu24j6kfShgX6iYW6ibMMHB4+HgZ3zpUwlOzddgea7aZTyrYMcpao1Q7LvyA4sHjFRRadlwzarp+fE5EvTgpWAauabpYblhYaVrxfj+43ILuBMhoMpywxvFwoY2W5cJ0WRZv98Y+VDsOMqqM2ZqJ5SZzr5VEAXsXm9i31IqdqAfTCsbz0eJIAEFE/DvTCVBoWdi/1Irroh86XsGBlTaSiogdo6tZ4YAQFFoWah2ny3k5gB9QlNoOCi07zi7P18y4HVQuIWOiL4mMJsEnFCXdgekwYzSKsMaXAo+crEIAC9ROVJjEnVCKROjkOxL2g/YD2lPXHRAWVH/l6aX4/JzsS2IgpcInqz1xGwaTMFc7Dgoti3W2AOJa49EuJ+ho+yLVCCWszVFshAe2qOX4BAmFqQWeWWjiWFGPyygEkUm1y7od16jqNlNhzFWMnp7YTdPFXfsLOLDcwu4NfRCF6N5GkFRFJn8eTqObzYMpbB5MIaVJcZDMJPQs8yoKQLHtxD2E9y01IYoCckkl7qEc3VszmgxZEsN9b+BwoQXbC9AwXRwvdrAYSofl0A1740AyDkS9gOAHtg/jtql+bOxPwXCY7PdYQcfBcDFRFAUkFRG2G6DYZu2xHjtZhe8TdBwf9x+r9kjiW6YXllhQVs9suEgn5HCRjo2bUAoKiu0jWWwcSKHQsJDRorZfTAXh+Kx8Qbd93LKxD+cDD2w5Vy1/dt80vvL0MkayGj7/n2/vMfHoptpx8JkHTgJgK0z/7Y3XnVaq/ELj1k39+P/efB0IBT5533S88vnrX97PJckczguUhCLB9lnmbOdYFpIgghCKTIIFupLI6iolkWVGJgeS2NDPDKBUScTxsObtZMUAKJOkuj7BdKmDpuWh2LJRNz20LQ8eYe8Zza5O2BKyiIbhYqlhYT7sP6nbPmarRpx5pZRlPhwv6GmnIQkCy1p5AZqGi+8cKePB4+Ww5YcWB52bh9IYCGsoLY/VrB5YbmKpacXSulPbrHRnSTWFTSZNl6BperC9VWflaEDRNkUU21b877blwgqzvbrN9rXpsvphgAVTXsBMjsbyCZbNDShEAaFZDkHH8VDWHZR11hJnrmZgsW4hoUjYMZLFYFoNjbJWs8jTpQ4OLjex0rLQND3olofpcgdl3UHDcplpV8eBFxCcqHRYDV8Y6EiiiHLbQVW34YTjk0QR3V067VCe2+2m3LT82JEXQFzXvNK0w+xigLLuYqFuIqXKcQsSgGVHRUGALDKnYU0W4QYEU4PpWILOjg2F7xN851CRtWzqyrCerLDJfcP0QEEhCwIkUcBy3Y7rfn1CoFs+HJ+g2HYgCkw1QCjFctOKs7RMWurhZMWIZZuSKKBhMkdeM/SpyGkyJAnx+e8T1qu3Zfl4ZqGBWpiNoxQ4vNJGVV/tNxtJyTuOj6ruYKlhodR20LZYb+SO7SGpiGiGfYJ3jmex1LDifbzUtHrqKJuWD9sLcKLcQcNwYHsBBsO+oV7AFkpkUUBKlfGdI0W8ZOsAbpjMwacU7bA/c7SPvIAFrJsH07h+IscWlGwfuaSCYtuG61N8be8yCCHIJZl0OhO29conZFw7losDZ8MNMBO2eJmvmRjNsXYym4fSKLZsdMI5iCiygDRa9KJgfYOjzGN0vkwNpOLAz3ADgAItO2rN5GEiDIDrBvvZUsPCdIkFf4/N1lBoWnGtviAI0GQpzmi7AUG14+LASgtPzTfjfWu6AQ4stzBdbuNLj83hbx6ZAwENJfYB6oazpuNGX0rFYEZDQpXibCQFq/VNaRL6UgquG89hajAV94KO3N9Nly2yREe3briwvQCzVQOFpoVv7i/GiweWH8Qyi6WmiaW6haOFdk+bqplqB7mEgpdtH8INkznkk0rPoher27ZRNRwYtoeZssFqXgVgoj8JnxAsNy0EAQvoi20bkiRg40CSLYa0HbRMpi7YNpxhvbgTMjb0p3CirOPJ2RqMsMzC9QmW6hbqpgvb8+P76flZR3HzKM5Vypf3LOET35lGSpXw+Q/eHhe8n0rDcPHev34cS6Ft/Edfd03c54vD+MBLN+PJ+Qa+sX+1l+1Sw8L/uusw/vg/3XwZR8bhcC4HPiE4We5Ad3xkNZZZAoBdXZKyfFIFIcDxUgd3bh1EqdXCctNEosuJnlCKgNJ4wg6wGryVlo2sxgyCgrBHY1KVkLA82KFENSGzTGPLcsO6NB8b+pMwwqC1qNvY2J+EFgZ+HduH5Qax0UjT8uI6Q0oRGuOJqJsehjMqaoYDVRKwYySDTYNpzIfZM5YtorFRDwC86YZxOH6Au/atsH6elODre5exULfgBQT9KRUv2dYPASJqHScOBPYsNDHRx4IfLyBwuiSJtt8dDrKAPIgKMsFqAWuGG0qyJXjhfiEUGMkmoEgi7KDb1Zf9PV1q454DBRwutCCGMua25UMQgcG0CgEs+8vMf9i+apjMmEuEgKQioGG4eOh4BQFhgbUXB3WsjrlhenFgL0kCFFGAIomx/HS22sFgRkNGk9AOM4xRlkgWBWQ0GRmNta3ZM9+EGNYU5hIyBtMqXrxloKcVFMCcnU9UOiB0NSMzkFaRSyoICIHtByi1WJC/YySD/mgBBBR3bBnAcsPEYsOCKAoYyDD58XLTilu8sLl8aNpEWGDC6gdZ/e72kQxOlDvIJWRM9ifheAQty4MbUPRJIjIaK/ZeqpnouD5u39wP3Q4w2c/MwHSL1dw+s9BA3XRZO6iw1rluejhe0iGLzNgnamEjhM6xM1UzPqccj6DUdiCEwXlCFjGeS2KuZmI8n4j3c5TNp5Si1GZ15tWwV6hPKCb7EqgbLoay7Dqu6A6myx0MZ1TYHoEmS2gYLmslA6Av3DtpTYIgULRMF/ceKWHzYDrOmANAzXCgSMxsLSAE9x8tYySXQKnFam6vG88hrUlomtGCxaqZ0U0b8ti/yOroKVj7qsg8qmm6qOouRBHYu9DERF8iLhWIzk9RFOL2PLLEpOsNQ4Wm+EgpEnJJBVskEWO5BJZbFkptG9UOC/QPLbfQNFwMpFW4fsCywpT1Hy53nLg9lyqLUBV2jS43LCw1TXRsHwt1A9mEAstlxnamG6DQtHB8MIXXEApFYgsgrk9wvKijbXsYySZQ1tnCSi4hY7nBjrPuBNi/1MRtU/1xFrlteegIAp5ZaKATKjYopawWVqBsgRA07rc8kU9gIp8IF73YPTSgFN89Wobtsxr6lYaFuuFiqW7ilvC7HD/oMfiilC0oqJKAhCrBCVht72i+Dx3Lw8kyqzNu2z4gsF7GCYUFqdeMZWF7Af7xiQV0HB+lto2tQ2msNC2IAnC0qKNje8iF9bsN00Nak+IEi+sTPHisjLblxWZ25wIPbDlXHXsXm/iNrxyAKAB/8Z5b495yp9KyPLz9Lx6JXdxu3pCPe9ZyVhEEAX/wzptwpNCOa+hEAfi3PUt49c4RvPnG8bN8AofDeT7hBzSWyxZDYxbD8XF4pY3ZqgFRAJ6YqzE5oChgy1AaxZaFSseBIDNTEtMNmByQAglZQkJmNbNPLzQhAnD8AEOZDG6azON4ibWnyCZk2J3VujIS9lGdD+/hBBSEMBnlSE5jpjwJGcmwrcnJSgeaLMWT5SjoMj1WdzhbZTLCXBg0umErnYzG+jMeWm7jtbtGmYzUJzhaYA6p3z1aQkCZcU6xbUEAYHsUTdNBoW1j61AG5b3MyKXHVZ6umhPJooBrxzJM9mx5cfuUlCKhP8WylElJirPP+aSC4awGVRYREBK2lAFGcxo29qfQtj3IoXlU9HqASUkPFdqQBAGbBlKQJZZZb5gulps2XrptEGM5jRmEgSKjychqLMAiYAG2bnvYM99gUs+wb2lfSsVczYAXUMiSAEFg2SpNkdCfVpHWZGwZSsf1kobjoxMGHoooxIFmf0qB5fnoSymQw6iSUKBuOLh2LIu5moGDyy1cM5qFKovMEEwSUDfdOHiP5OQAy9aV2i4CQmG5ATIaqz/tT6uQRSGUMbP64Rsmc7h9agCPnKziwHIbuu3F9b+SKGL7aAYzZQOEUnScALZH0DY9eOH+B1iLk19+zTUotmz8xlf2A2AZ1uGshrQmQZYF2EYAw/XDWl12Pmc0GQ2LSfSjNoSEsFrPtMLqnrMJhZ0vNAqwCVRFwkhWQ63joD+poC+tMvO2UE5t+wR7F5ughLUckiXWt3W5aYX9RAMEAWGLNSkVjVAe7gcUTcuDFxCMhP2m11RnUXbeGo4Px2PBXjtsPTQ1mMZSY7VmN4KEMmE3YAH4StOC7ZEuI7FVY6KUKsFNyGiYHtqWj0PLLeY0bbjYNpxGX0qN5ey5hAKfmnAcgrJuY6ZqMPWFgLjOumG42DrUj5mqgXrHhe0GCEBBCXPaFgVAAGXtscJsbxBeB6zdFUU+yYznjpV05FIKEqqEtuPHvYWzmoyKzoLs2SrzJdkxmoHiBnA8AkFAnEiRwnrolaaFrcMZjGSZ6dJK02LqAUrx/RM1EDCnbUoBvau+N6Wshmij2QTmagZI17jdMECNjqHtBaCELZqJgoCW5UEWRWiKBFUSkU8ozAmaAifKBhbrBoTwdQt1Ey/dPoR8UkErXOiKr7Hwfkqi+5lAQQKKExUD10/k4BN236CUsvuYIiGgLDNtusyMi42HtbxKazJ0y0fD8pjBW3iNZjQZmixADRU6UU340WI7lp2fCzyw5VxVVDsOfu5Le+AGBB/7oevwqp0jp31toWlhscEmRKok4E9/bPcaSQiHkdFkfPq9t+Ktn3wYHlld/f8fXz2AWzf1x/3UOBzO85/o+k8qIihEWC6bnEetV7yA4uByCyNZDdeO9qFj+9g0mIYmS9i/1MItU/0QBbbiXmjbGMsnkFBEBGE7iP60AklkbUsWGxaKbbunpUNCWXWjzSRkBIRCDlvuELCJc8P0IAkiHI+gY7NMbz6hQHd8SAIzfEkpEtoWk8VqsgjDYb0zbY/VJxLC2txMlzvYOJDC1qE0lC7nXNcnqHQc7JlvotS2meOtzxx+FUmA4xMEYaDNni003kcAq9OLJv4bB1Jomi5ML0AydAJOKiIGMipa4fiVLvmoKotIqRKWG6uy0sE0kyLWDReyJMTZlIG0CklkE1TbJxjJJFDp2JitGtgwkMJSzcRAhpl73bShD7LE2utQsACHUGZO9eItA5ivmdAUKc5WN00PaZVNFesdNzS50lDRWf9NLyCxYVDH8TGc0zA1kIJuebGUcDAMmgFWq2iGcuXup7GmSEye3LJRCtsd6baPmuFiU3+SnQsaazOUkCUs1k2ooXlZpe2AgCIbliPJ4b7oS7H/B5QFeKokY7ZqYq5mxnWAxZYFSRQwnE1AEUUoMjP88UIX3aJuIyAkdgJfaVqodhw8PlPDWJ61a2laHjqhidJgimVAq7qLx2ZqMFwvdGpmQTghLLiPahc7tg/DW21f1XGYCRfAFp0XayYGMypuneqHE8rUU6oUmyT5hODgSgtTg2kU2zZqhgdRYG7ihZYFQoGxbAID4cJERNQKygsXBFqhGZQiiXjgWBll3UE6zNC1LB+qZDM1hRdAEgSIAqtjHUxrMF0z/tyW5WM8z4QHzFlaAgW7/hyf1Rx3lVtDt5mUWeynmC53cN14DstNCy3Lg+H4KLYdFJrsGKXC0oCAhI7DYBnLqOa2Ybp4aLqKDf1JULAgut5xmQJEEXHPoRLqhgtNkZFQZOwaz8ELW4wpGlv8mKsxs6q27SMvMLOv4YzKFsGSSnz/iM9bWYRh+7hz2xCemKuH2UimSlAkEZmEHGeWX7xlAMW2hYenKxAEAYYbwAuvbccjPe2n2L3TiqXKQXi+ioK46kBv+0jKYmy+NpLREIBCt30cL+voS6kYy2sIAgotwUpE6oaLg0steIRAkVhAWQnNxvbMNZBQRKRUOS5f8AKCsu6AAhhMe+F2CeiEC3N1w8EdWwaw1LCwZ6HBFqvCA1zRbWwaSGNqIB3PxZdbNuZrJgbSKjYNMJfmqCbYCwiSqoKhtIrxPLsXaLKIsRw3j+I8T/ECgl/4h6dRaNl4680T+MkfOHOrnom+JPLhjeLX37gT24a5BPlM7BzL4eNvW3WKlkUBTdPDr/3bvh6Lfg6H8/xGFFhdGwvcaLwgODWYwm1T/VDCHq1HizoapoeTlQ5OljuQwgwKgNi5ttS2MVczcLzUwUBaxY7RLPLhBHGlZeNEWe8NamURqixh00AK145lkVAkjOY05MNWEvmkAlkUQqdZD5bHJr+67cMNCAhZlT4TUPQlFWiKiJGshqwms+8Oe8KmVAmG68PyAizWTRwutDHep8VmSVtH0uhLKcwIK5T+jeUTGMtr2BI6g/YlFUzkE+hPsXrCbofQvrDGFUA4gWPjMlwfgxn2u6WGharOzIjqhosglAEu1Fh9cRTMAKy9j+H6MFwfc1UDTcvFK68ZxpbBNEyHuaimFAkbB5IYziQgiSLSKsueBIRCVUTcOtWPwYwGKXQMblkeDDdA2/Kxf7mNuuFBDDOdLPhjrZL2LTXjWrdyy0YlzKw3TA91w8Ni3cRS3cSLNw9gNJfAyYoBPZSoWmG2D2DZJAEsAyeKAoYzGrKaxCSkDutjKwgCDiy3UWixWt4oKI56H1NQ+ITC9gPM1U04YUZSEgHL9ePWLNWOC8sN8PhsHTXDxcmqgVIo/exPKhjKaLA8VuNLKEVFd1jrFcrqBRfqzCm7Znh4YrYON/ye+4+WYbg+dJu5J7s+QcvwmJQyocDyAjRNF4dW2qjqLnJJBX7oZD2SS8S1osW2A91h574sAk/O1rBvsQXD8cNMK0U+pUAQwsm/4bJWMoIQ1hFTNA0PZd0GpTQ2lmJ9jVdNgqQw4x3J31kdOnut6xMsN020QsMegtWaxpFsIg4SokCYUHZvWGnazO240oEfkDjYE4G47UxSkZBS2cJLFMt6PqtlXm5asTt1QhXRsQPsX26ydkijWbx482D8vsg9m4RlDYoshO7CbHSVDjvWnbDFkh8EGEyxHqtJVYIosMW4ts3O9dlKh8nfVYm1TgLLLvaHZQiGy+4Hh1barK82ZT9r2x6WGhZUScSmgRS7NiwPJ6sGnpytYSSrgVJmViWALTq9ePMAKCiapouZSge/942jMBwfG/uT4cIACyDtgC2OpVWmONEdH7MV1tLK8wkW6ybSmoS27bF+uFiFLUCC9S42WP11QChKus0CUVnA5oE0JvqSyCYVeITtz5rhYSCjIp9UQMN65Pk6K8mIFh8IZTJnMex7bPsENYO1MkvIIuywBnksrI/Op2QQwp4bDx6v4tuHSrGpa0Ao6h0Hsihg+3AGP/vKrZjIJ2E4PnIJGUMZFZ5P0LJcCIIQ1rgDE32J+P5xLvDAlnPV8H++eRSPz9axcyyLP3jnjbEBQTfLTQvv/uxjWKybyCZk/OZbrsdrrhvBf3mB9qs9X957xya86YYxAKxX2UhWw8PTVXz+kdnLPDIOh/NcoSkSCAEKLTuWGyqSgMWGidGchom+RFinxaSJKU0CoRSm7WPLUAq2x/qS+oQim5DjWte5momKznoWej5Bqc3Mg5JdJk22TzCRZ9LIUtiDNqlISGnsNX0pJXbYjTJ/Uvh2SlmdnRM6Lh9cbmOhwWR/jkcwmk8wOR2Ajf0pZkTks56jPmFyxIenq3FgPJxhE+v+lIqRrBZPto4UdMxUOxDCjI4qsYlkX0rtyUKCIpY8un6Y+aAUuuWjHRoVUcoyZm5AYYXGRYbtww4D2u5SXAEUiijgSEFH3fDQMFw8cKyM46XVxQFBYMdv20gGW4fTYYBKMFsz8fR8E98+VMBTc3UgzKi3LDYRJohatLjo2B4sN8AzC03M1pjc0g9Y31RKASUM/N2uwfmEwglY5qcd1o9mw2PWsn1Uu3qmCgLr0dowXEgCkFRltExWp0goMJRRIQsC2rYfulmzICWq/asbLjYPpjCY0WKHWlkU0DJ96E4Aw/YREALXC/DYTA3HizpzwLV9HFppIRX2CI0CwWxY41cJM1MNw4XtB1hsmEipIgbTLLh0vAALNQPfPlTE4QJrpZJWWRa54/o9xlvsHApbGRGCtsXOsWtGM6yNTvjd0cKH5RI4AY1rIf2A9CwIrDQtzNctHCq0Ue04kEWR7VMAUwPMaTwyUTLdIG6RFe0bWRRQbrOFgoQqYiCjoT/F5Np1g8naU5qEKNXpBQTfOVqCGS7GCOF+T6oSxnMJvG7XKACg1LJQM9zYhCsqT1BlEX0pFUlVRj7Brtm0KuP2LQNx655qx2H3iYCiYbrYt9DCvYdLTIbaMGF7BMNZDRv6k0iqctwmRxIESKKIgZQCAYiDQ5a9BY4WO5iuGGhZHhSJ9bUWBcSGZpGhVEVnjtCuT+D5BPmkjES46NBtHGd5JMxYsu9pWx6ThqdWTdmWmhaqurMawBMKWRRxaKWF2aqBJ2brmKkaMFwfKU0OFzjYgk409pQmI63JyCXkWEa+Z76OuZqB2aqBIwUdrh9g51gWhFCM55mMXnfYwlRZZ+2qTI/V4gcBxXSpg+OlDh6dqcWLeQlFjB3eCaGxSoFSoG37aFsuGqYHw/EwX13NxlMa9jgHc+XWFOZ+vn+phbsPFrHSYA7n2YQCUWD7uuN4ocYmapvGFC+aIuKZhSaSKjOD0xRWj2+6PgotB9WOHZ/7FIDtri7wnQ0e2HKuCr55oIDPPzKLXELGX73vNqTU9VX0f/vILB6dqeFP7z0OQRDwzts24G8+cPsLvrXPuSIIAn7/HTdhPKdhqWGhorPVtT+45ygKLevsH8DhcK56CKFxqxsjlMy2LQ+VtoNjRR0+ZQtfLPPKpHFHizoOFVownQD7l1o4FNbjDme02KSI9XO1MBdO8KJ6q4QswickbrNytKhjoWaiGQZrus3kxZRSmC6T8g5kVAxlmLvozZN9yCZkuAEzIDFc5jKcC9sSiWAyxYCwCTQFa+WSTykYyyfiQDmtyaCUyZ7zCRl9KZaBuWEyh5TKnHwJISCEOckCLHA9Xu6EQbsTb6cZZoKjwCVyKu04PgjQI2ckYS0jwLIvurPqCBrV1PWnFIznU9CdAANpFSM5DQlVxnLTxpGiHrsp+wHFTKWDE2VmzOIHJA5AE4qI46UOvIDCcklXRpWAUIKjhTYkkfUWPlxoI6DMeGpjfxI3TuYhSyIomCQyIBSm6yOrSRhKKxhKs+DzgaNlHA5b8HR50KxxNk0qrIVMueNAlUQ4PttXrH6ZteRJymJsJBMENJZtRnWI+YSC0bBMxgsonNBMy/CCuPPBSstGw3SxsS8RLySM5DTUTTfOhg+mVeze2BdPwG2fsIXzMPu2ZYhl56sdF3WDyb3rYTY4oUhQQtm4HrZMckN58vaRDDYNJJFUpHgOUtFt1DoOjNDNOwqOTlY6EBEKHiiQCZUFlCKsX2cZcik02hIE9u+sJuHWTf0wHB/D2QQyGqunjFycm6aLtuWhEdYoszpIlskHgJs39GEwrYBQFjzrthe2NPLghbXmSUXEUIYFUX0pVtf75FydXVsCq6mMpNpRYH640AYFRaVt4+BKC6YXQJGYRDfKWAuCgI7jo2378fZ5PsHdBws4UtRRN10MZVnLqoQiwXJXF4km+hMQBRHZpIyJfAJjOVbjDDDDs1xShiqxvquj+QTE0Ewqp0lIqxKWGqxVUq3DHMZPVg3cta+AfFJFSpEwFAaxTNURICCs5ZkiCRjLa+hPq+GiHTuf3dCXIBfWukfy/nsPl1gLsbD376b+FDyfYK5m4ERZj/vF+oTiRLkD3fZQD1vmrLQslNsODCeIDdJYGyHWGicgq32DRaHXtV2VWF17J1xoilzMKQWahhe2RiNoOz5UkVU9R+e/KktsIbNuxTXZA+H2RrgB8ydomsxgrNS2UDM9+ITV5LcsH6NZDZmEgnLbQcNwsVhnPZAB4EihjaNFHYt1CxlNhh3es6PrpOOwfV4zHOxfbK2byDodPLDlXPGsNC389y8zk4ZP/PjuuDn0erzphnEIAO4/WuqZOHDOnXxKwZ+/51YIArtpvn33BH7vR27EeP786hw4HM7VieMTtG0f/SkVfSkF2YQCM3TDPVkxMF8z4HoEWU0GBQswJEEIpbOsv2HH9kAIwUzFgBsQpFUJhBIEoUGKbjEDod0b+kAAaJIIWWQSybLuYLlpIyAUw1kNEICm5WKhYUIAkzraboB6x2WtVZIK+lNM7imGE36EfTkFMMMfQllfRcP20TI9lNoOKIufIIUZLS8gOLDcjiep3zpUxIlKB4dX2nF9YlF3UDc9LDasOBMXcWCZBXSOH6DjBCi1bbQsL3RrdjGSVTGY1pBSpFheq8kiVFlASmHmWhAEtG2W5UgqrOYTWG1fkpBFCKAQKDMPGslqGMlqSKoyDMeHIouQJRFt28dCndWSplRmysLMZSiuG89iIK1ClVh9niYJyCcVbBpIoS+txvV8fUkF/Sk1dpnNJxVUdSb5VCQhdLOWIYoiBtIa2hYLUDYNppi5VNczeCSrQRQEEMIy15YXQAiDoigImxpIQRSYo7XhBlDCBY+25UFYVbnHhlkUFDlNxubBFDOekSRoYaShSMxpWwQAgUmYUyqToBNK46AeYIsKvk8wlGGS90gW2ZdiZk7HinqcPVIkEbdu6seLNvdjKKOhbXtohkGj57NIo+P6rKVVx4XpBqh23FjefrzcQVJlwVUuqeDWTf140/Wj6EuxwIECWGiYqHeYvL6qO7Fx0VBawWCG9ZGWRAGDGQ0j2QRWWhYKbRsrTQuaLCKdkGPDJiaNZeZpqiwioTLnatcnaJgudNuDGppZ5ZOrTtIZTY4NnxyfwCcEkiCgY7Prs9px0TJdJBWm1tg8lIr358Hlduy4G1D2fkEA+tMqxvKJ+HMTymrGEuF12HEDFNvMiE0Eq5EF0HM+dVwflbaDUttCy/QxWzPQMJl8NVJtFFt2XL9b1R0EAZMxqwoLVJ+YrYV9fUlcV+8FBJrMzPBUWcCmgWScRMlqElqWi4ymYKlp42ihjWLLRkDZYlQUTAkCW4RSJAGaIqLjBNi7yGr0iy0bAQliCXvb9uNFmoioBVhAKLYNZ5iMVwBySRWSIKARLlRIErtn5ZIKFJEtEEaKCFVmGfNN/UlM5FnbncgdudCysG+Z9Ur2fIJC00JRt9GwPIzlElBEAY4fxGoGAHHttRuwzLUqsVZIUT2+5a2+NhkaoQlhH3RNFiEJApqWhyBcmIwWTA4st1DtsHNJd3ykVBkpVYImM/fouumhP6lCEIW4n/e5wM2jOFc0AaH4lX/ei7bt44Mv3YxX7xxd85pjYXPz7SMZ3DCZw1g+gULLxr/uWcL7XjJ1GUZ99fOizQP46Gt34E/uncaXn17GUsPCO2/dwDPfHM4LAD8gsFwfosAmn8tNCwGJHH6FsO7QRVIVsdSwcNzRMZ5Pomm5KOsOspoMZTDNJremi+G0hkzYluVYsRPWfbEeocdKOk5WOhDA3JNJKLdl2TlW09oO26r0h2ZAphOgYXlIyCKyAYFue6z1StgOR5VYjehwWoHjBxAgrLadCYO2qH3EUEbDYFrFxoEUspqCx2ZqcfbDcgOU2zbm6wbaFms3ZLt+LGemJJIcRi1LKHyCUE7I6gCXGkx+vWkwjZmKiWZXX9CRjIaRXAKaxAKOBFgGrG15SCky9MCLnYNdn6BmOrB9AtenGM3JcTsfRRLh+QSGG6Ci2+hPZZmc2CNoGGzfELAArtJxcaykYzCjYkN/CtUOkxnTMGuc0mSkVQml0A27Ybg4XtYx3qeh1LZQ7bjxsZBFZlqT0mSYYQaSUgAEca/MpCLGGXGwXwFgSoDopyTsZbzQsOIgDghlkbaP4YwGWWRtj6Ks7FLDgiqLmBpIwQ1rwTMJGduH09CdAK4XxBNxz2d1wlFNcdv2mWN1+D37lpo4WtIhCkJsmpWQmcTY9gjcgEKVKXN+BYXjB7j/WAObBlIQwLJ1vsnalgAAKMvY5VIKqh0HHduP27B0HLafdoxkoMgiDMcLgxuWSW7ZPhoGM0YjCGD7AbaG/iCuT0IZrhCfQ7rjY/9SCwFh7riWJ0ASsNp+yWDZv2LLDl2P2fZFbsOiyCTWUW/bjCZH1sWx9JuEElVFEtHqCngS4QKNGC7GCOEJkFJlOD7rDe0TinSXrPfp+QZMx0dCYfWZUd35YFqBEvazrug25msG8kkmzS20LDjequTccAKQ0EAqoAQdJ2B1pl3tsiLzqOWwp68mC3B8Zl5nuSzQzyVlDKY1OAHBWE5DteNioWFh+3AaszUDfkBDQydmHqVKIm6b6sfTCw0sNyyM5bWw5p/tb8PxIUsCPJ9AFAVYHkE2wbKxkVNyzWDZc8dnKomIlCKyFkvhcREALIQLhQKArcNpHC8SuAHBE7N1eD4LVpMKy0pP9CVQajMpshewfV/QbUhdLZVOlnUU2w5SigRZEsJsuxzfC3XbgyiyhUfHt5FPKhjNaqzMwCdwfReiwEoW0hrrdZ4KXY0H0xKqRiu8B1M06yZsz8fW4Qy2jaSxZ6HBJO6EouP6yKgSHC+I+zkDzAgtKSqrCyyUueLvGs+eV8aWB7acK5q/eugkHp+t49rRLP77m3au+f3hlTbe+7nHoEgi/uOXfgD3HCqi0LIx2ZfE226euAwjfv7w86/agUdO1vDYTB2Pz9bxqe9OxyYYP/XyrZd7eBwO5xJiugF0J4AsChgNs4L5pBK24GEZ2ErHQTahoG66SKoym+AHbOIfUAqfsBrOYstCX0rBzRv7kU3I8AMC3yWQRBHTZT2WoAIsO+AHAdIK60f5+EwdCUWCJlOMZDV4AY1b5VBK0bE9HFxqww9rMIfSCgKyGhRRSjGYVuEEq7WCth8gpUroOAEs10cDYXsa24MkMrmlbvnhZJXJ/whYgDSWT4aTPJYR60sqGMkxR9um4cD12TjSKQUpVQToas/agEZ/AwNpBV7ApNl9KRkt04UUBqq1jo2qwSa4wxk1ntQVmnYolWb1yrmkAjcgyCcVWB5ryyGGpn9eQKGF5ivdpDQJR1bacaujluWiZjjIJ2QUWjamhlJIaywj2JdSw0yfhKPFDoptJzYSa5keBtIK6qaHjhPEWdekKuC+o+U4I0op4AQBy/rILMjNaqzGVVMkGDbLcKc1GSNZFZW2DcsnsdtrQEmcUWdmVuxYjeWZ0+9Cw4QdZhQtl4ZGYh7qpgsRAnMipsByk2WlRLDju7E/CdMjcS24LIoIBArd8qCEtY/d/ZcFQcB4PgFZFLDcsMJgmgVmqiTADc2Jcgk5Pu8KTRvzdRMpVUbHYQtFwxmWEc+nFJaVDI+tpshoWWGrq7C1E4CwFQ8LZC3XZwoGMFltx2Hqg6blYSLPajYjpdqmwRQkQWBu27IE27OhykwVMZzVUGxZAFiLrFoo+SeUmXLN1QysNO2evstuVyYRALYMpnG8rKMSGhT5YZ3kxsEUamGWVQmzikziz+T/NcNFzXAx0ZdEw3Dh+DJkke3fhukircrIJhQ0QoMkQmgYAAdIh7JgALA8HwNpDQpYgFs3PUhigJQqx7XSkbM1ADg+hYjVhRVKKWw3gCyK8AN2HUMQQAjFU/MNuAFFQhbRsjxkNLavKWUS2s2DKRRbFootJz7PBQDDWQ1V3cHqWQMMpVVs7E/FwaPpBsiFMnNJBFRJwlyd1ROnNRkpRYJPCBoWMyzLJWXsHMvBdH0kFAmyxNyls5oc+gKw2mo/YOeMIglIKDJqhod9Cy1sG0lDkVhN+3BWxdRgEpW2C0op1DC7Gi1miGCu3aLAFmsCSpFWZTRMFz4R4p8TyoL1tMrKP+odB9tG0sgnZAhYNZxaaTnQZBlbh31sGkiiaTKZNcCMvwSBLcJIoghBAHxFjuudVUUMne+BA0utnnr+s8EDW84Vy/6lJv7028ehyiL+7N27keha9QPYyf4Tf/M4WpaHDf1JPLPYwO/8x2HIooA/f88tvf0EOeeNJAr45Ltvwav/+AF0nAB/+p3p2B7+h2+ZjGtuOBzO8wtWS8nIJmRYXsBMfJIKpNAYJpLMAYAmS6h1nDhoZH1wPSiyGGaRCMYUCfM1A03Tiyd+IgKosggpzJBqqgiBCtBkio4boNC0IYiI7/2s1m41WHMCCmr7GEyzgFAUBBCw+i8C5pDrBmzyl0vIGO9LYtELUG2zgDytrNZriiKbvHoBjSdRsiTgcKGNpMIkrj5hBkqEsu8mNMDmoTT8gGIsxzLLFAGcUPZ461Q/pks6RAHQLQ+Wu1rvarkkrnO0HGYchIAZ+3QlcpBWWX9T1kaIwvaCeMwdm9XrgiJubQPKstVRrV8+KSMTBls+oajqDmaqBkzXx3LDQkKRWDseQtGwPVR1F5sGZQgQUGrZSIR9VAFgIKWAht8bbSPC/R3R7sroAVECTUDD8mI5clJlE+CGwSS6iVBGLYkiskkFruFADVsOKZIIWWKtfqJuNZEs2/IC5BIKSq0w4+QEcAMzDsgySWYYpXTJmEl4Hg2kNZSLepxR9MMg1aeA7wWo6A4Ml2VXU6oU9wVNKBJOVjoIwkDA9VkwJXkBXI9AUEWokgDbZ6oAN6DwLFa3qogCBtIqCi0bCzUmZS+3HTQtD5N9ibhuu5vIeM312XHXHRNyGAjUOixAySdYbbgUOpkLiOq8A9bRgFL0p1TUTRcZTcbWoXTY/5TCcn3kwiDJCQiI5SKrKfAJCesuowPJjju73lmGNjIs8wICz6fYOCBjy2AaT883IIJlBFMJKZZhty2PZWzDcTl+AFUWMJzWUOk4TM4dEPQnFVR1Bw3Dw8REEhN9CejW/8/ef0dJkl3ngfj3XviI9Ka86WrfPT09HuMBEIYwNKAFQEoAQYEUIFISaHVIafesxNXKcEX+KOm3hAhSpCRS9JJWoBcIAiS8GT/T49p3eZc+w0fsH/fFy8zq6umewQAzJPI7Z05PV1dlRka8iHr33s9EaLqhoEWnsDWii293A6kzpYExMSjChJytA1G0hplzsxjqVnMGvDCWJkpNN5TFaRAPKNgpAENj0AMOV0z+HUNB043IHV4gBU0886Y6MtXWVS5Nr7LvC6IE82UbQUxNo4u7fTDhRJ4Tjb9GP8QuAjTcAMenCtjqUkPAMRQ4nGK2NE6Ni0u7FJlWtHRBO0+FG3qC7Y4vG2tBlKLmGOj7MZpuiPmKTkwNhWO6ZKJgaWgJja+hku7WDWO0vAgckAZ+mabaHNJWZ82Mtk/xYEVxHtI0hS+YD6amoGBQMZ1dtI22j1pOx2TRAmehNBQEICLeqNEzNo8a4689en6ED/32o4iSFD/9tuM4PlUY+fdHLjfwvb/yebTcEIfrOSw3XPzIbz+GME7xv3/zSdy+UH6FjvxvFibyJn7uu2+Vfy9ZOv7j++4cF7VjjPE3GEmSSvMdL4zhh7SZ7PsRmSelKaYLBl6zVIGlkXEOUS5DbHd8iscRubJJQlMgjfNBIQYgZ5ABDhWdGg7UHBgKRy+I0A0GWrowogIqzByEw9HOfRCnmCvbcvPc7JE+MxQ0VCCLEOIiLoRiNeIkgapQvEYYp7Ig7/oxXJF7OSioGQxNwXpLZHmKjRfn5Pr55Gobf/7MJhX3wtAnTRM8udyEwsnB9dmNDmX5Zi64goYXxpSVqwvNahingyIVFGUSJxRbcmnHRUdE4gCQ09O2F6LjhVis2pgsGNjt+9jpkSlOAqKWA1QkTxTI7X6t5WG3H6InpmjZuer6IZ7f6NAkitHGnGI3UnDOoXCOoq1D4VRgFkwVqjCfGYamMDiaAlesHQCo2DoWqzZqOR2VHGlK+yGZE/WCGH1R2FVsXVKCJwt0rBttf2SC2vEjKJxhtmTCiwYT46yoLdvUhIlT+gzV3MDBturouLDdxY6Youkafa5wz3hb5QwlS4Nj0AyoH8QjxcyuMCJTOIRxEYAUUDlRaucrNmqOhnqe4pXChCKFojjBdpc28EWLispME2qqHHmDtIYFU8VSzcFm20M/iKW5VEPkIWdGUFFMtFQ3iMWEOsVyo4+1poswTrDa8sA5Qy1HRkzkVq5BV2i9zVUs6CrHVidAENEkb7ZooezQOjRUsTYTKpiKlo6V5sBMMkpSJKDopy9d3JUmRj2hg7+066LRo0JoqmjCUEne0AtiHJvME/OZMUwWTKQAzm/3ECYpAnGvJilERm8AQ0ydq3kdeVOjxoXChZGdiomCgRPTBcyVLFgGFVK6yuEYKsoOGUOlCT3X9jZhsqtvawpMlZp7nJGZmSvW3uXdPsKYmglFW5OaboD0sYrCoAmGAUCZu+5QUdbsh1htebiyS27DLdEciIUOdlNo+B2DptMKY3hqtY1LOz34UYK+oK0DGFmvQZTK/G8AmC2RPtiLEswWTcyWLByu55CCYo4MhWO97WFTrMeMLcIFdblo6XBFZjYAUXCTTCRKiCUSi2ikFEQvjuJUGsZlWty8qeKJ1RYu7fRwbqtHtH7xXPVD0u67UYLLO+RinT0X3DBGyVIBxnB5t48XwUQeT2zHeHXiZ/7gDC5s9/C6o3W8774DI//22JUm3vMfv4iuH+HvvvYgfvj1h/DWf/sprLU8vPPOObz33rGu9uXEW05N4fvvO4Bf++xFbHV9/MXTm7jvUA0AbZiyLLkxxhjjbwYSkBbN0RVoCofCyV2VMYbdddrM3zSdx3zFRpxQsRknlM9atDS5wSJJLkM9p8M2lJHNMANNzjSFNkqWxpE3Tez2B5orCOOZrGiJ0gSWRvFBjqWi44WU/WgoiFqpLKBk7ZFS0WFoijS3aonYlZJN2x8DNNl1gximqiBNU+QNch0N4xBpSm6oCiOzJjLRASxDgcq53PjR+zI50e0FMZr9CI5BrxkLTWfeoCilXhjLaBRTo+xKzokKmblBE02PYb3jIYwS9MMYBUOFqSto9gPYuiojXnKGKqJlUsQxbZT9gDJDVU4GUb0gxk7Xx/2HqtKZtuVG0BUGW1coIkdM2ys2ZVtGcYLnNzqYLJgo2zrcMCIqcMGUxUrWAOh6oYyHCeMUYTxqHtXyAmx1PTBBpVUV0s26YQKkwPktGslqKkfXD5ETsVBuGMvpKWP0WvMVotpyUXzGIq5J4Qz9rJBIaS3oGhU+ZTHF7vgRNto+dJXDE3FPRVtHzdEQxpSXWskZ6HkhOCejMl1l4JyKwnrewHrbh6FSQd7xYxii+WHpCnZ7AVpeSGZmomDIGTTBavRpqped/3qe8oavNPrwwwQ5U0HHCxGJyWM3iDBbsnBpp4+SoyFNgOmShY2Wh7zQ9GYsCDekQpmDwQ1IE5plvyZJClPnaHuUOx0nwKWdHjyhNR0uHNKUImAyXasfpcib5BTuidiqDLamYLZkYrsboB9GctKdIWvkRGmKRj/EQpUMwgxNwaRpYrnhousN3HBVhYEJynYtb1BDBQPX8F5A8oiNlg8Ghn4Yox/GkqGXM0iru9ML0PNJAxrFZF7FBbU9SYEwTEXWLIOucMmCiBI6H3GSoiTo0aM52+So7EcJGGco2jp8MdUEaChTzeno+ZHQqlImbsagyNzLu34EpePjnHBL34uuH6PiaOQWHNB0OJvQximgMQaFU+FM9HKdIqXilKacSYokSTBRMDFVshDGCbpBhKfXOoC4j7xgEEu12wtwdCqPjk/rlpphNLM3VWIhRDGDJ7J7qzkDF3b6KJoqAAZLo+g0WzAtdnpkqNYP6BzQ74hUMj4sbaDXVngKNySd9MG6g0thf2TKDVDO8Na+Z+pqjAvbMV51+JMn1vA7X76CqqPj//7u0yOi8WfXO/i+X6Oi9vvvO4CffttxMMbwoTcewf94ZAX/57edelEi8zFuDP/km07gy5d28cRKG598dhM//bbj+Dcfew5PrrTwa++7a1zcjjHG3ySkRC+tGBo451T4hVQ0ZDOCjbaPo1M0FXX9iDIgY46qQ2yOlhtSFz9KkCRk+FK0NPSCGLksVkdhUqN2brsnaZdDhzGSYRHHKRI1RZgk8N0EHBSXkqRio8gZbehSmhjauibphSvNPtwggsIpG3a744NxhqpDWZsqZ1AVhlreoKxZPxZ/ZqZTdCiZW3wYJ/DDBGFCpkAZbVHlHI5B07aNtj+y6Y6TVNANFfTCmCaXjo7dHjUNKraGnV4ATeU4OpFDww3Q8yK0vcGkcqJgwBSbdYjC11QVdH1yJK7ndJRtohT2whjbXXKX9kWFURaa3byhwhYTZM7oesVJKiJoqOgMRa4uZ0DBVNHoh3DDWNA7aUoZJXQdOOeo5Q2sNFzKuxTHa6ocJUtDP4jEdJNcnaM4wU7Ph6nSa2gq6QATAHpChVjPF87OYupvqRyTRTLburRDE68kTWXRmxUPJVtH14+oCM4ZKJqaLLb6YYwEKcqOLmmUfpwiTmhqZYhfZRVbh61xbLR9hEmCNGLo+aHIAaVCnnMmtdp+nMIxGRq9kNyHNUVOUHVVAdMUKEILGsYJjkxQxnDbI42sO2SOxHUVHT+EH6V4aqWNo1N5VMV16/ihjOSJklQ64QJ0Hf0oQU/obEuOIs2m3JBYDIamwIwTrLU82cTZ6gh3ZIXo1rahkFt1RNdWUykzt57TB00DAEs1B46uoJ6nNXl2i6KkbI3LNVcwKX82i+p5br0DT0gben6EtaaLJKXJ/IGKTbprn5xz6znSrmdRXQDRTJMkRT8hozSAGkAap2isL1zYRd5QkBNFf2bGNDCkg5y6U/QQk87oQZSAMyaabgxhnMLUVeSFIZTCOV6zVMaXLzVk3FIsmikFUxWO6KQJzq5n0w2FszK5Z6uc0XMsTUeMk2yNQ1MVkRWd0voRxXZfNAxtXRFyggC6yuV0NEmJEVMp6UjTFC0vwoXtHixdgR8mUDnHpZ0eNtsevJDiwlpuKE214pimv61+iEAwHsI4gW0o4EzFZscnLb+pIU5TotqLddDxIkwUTFQcHT0/QT+KpQ4XIBO5iohOMjWSsLhhLBsVwCCyKIiJmm9pCnKGIjJxVSxUbDyi3Pi+frwbHeNVhbWWi5/6708AAH72u05jIm/Kf7u008Pf/o9fkN3sM2st+W/vfs0CfusH74Ghjupwx3h5oCocH3nvnbB1jrNbPfzTj57Bx85s4FPPb+Of/cEZGYUwxhhj/PWHMEXFdi9Eo0cuvlmUjq0pUBhpOj/1/DZ2u6QR7AeJdPDNQFNImpBdESY6BYtiKQoiVkUXGxZTVUQ+Kv2srSlgoA1X2dKQNxTMliwqmsTjRhW0y9WmR86zSSomCEIPmA42aY6uIYhTTOZNOdFNEtIY+hEVWStZhI/UEipo9kOphW24IXSFptGWpoKLKa5jKFLneGQyD84ZTF2VU6ieH6JoqjLD0Q1jVGwNcUwU1N0+uUlf2XURClrpWsvFTjcYod8CELRBBlPjaLsRVM6RM1U5OfZCmvBkG8cUNBnPKJNFU5MmPtmGPNtshoKBoylcatsYSOdZyRmikKLjaLoh0RHjFLu9EJsdHx03wk0zxZHM2hRE2W37NNnMeqCWrsqCP4pTWJoqi+FAGOLooiieK1swVfqcCmdYb3uSXv3kChnLhAlpDrteiI4XoSlMrWIxKdxsk3mUHyWI4hRFS0POGOwXsuzhnh+Ri3SawotS0bQlOmzeVBHGNFHnjNahLZoiAE3AiraKnk8UWj9KsN0L0Q9i9ANan4bCyKQnBS5s99Ed0tVWnMEUe/A1XRiq0VrNJAF10YABqImgKxwFU4OhUpSQJkzEAJqa9YKYHGtFLnLPp1xThZNBUpwSHRiMpo7LDZccv8U0H6B/D0Xzo57TkdPpnq061KBRBQXX1BU5YDBVanZ5IeWUNnohWl4EN4wQxAksXUXZ0eCFMR650sR6y0PRUlFydEwWTFxp9EfkB1mGL0DnPm+Q0dd2L0RPFIJelGAib5ApksAwbdcx6Jo5ugKFU3Mnb2qwhCxhu0vT3p1ugJYbwhMT2aKlYrXpoWLrMFWOrh9hRxgidb1ISrTiZEC/r+cN2BrH0+sd9HzS/KucyWucPVv6YUL0fYPMsxxDBRhQcjS87aYpODqZrTkiQifLYM5ewxV64TilCWsCmm6XbQ0Xt3tYbrhQOcdMiYrQrFGgKxyVHEWQ9fxISCIYOsK9e9jUz9Q5VEb/drnRhyHep+OFWG95MFSOgqUiTQbXKxbSlYm8geqQhM0xFNw8W0RORHJp4pz0BSMkSen3T9sl1syL2WOOC9sxXjWIkxQ/9juPoeWGeO+9i3jjiUG0z1rLxd/6lS9gq+PjHbfO4Lb5Ik7OFPH/Proiv2ccRfPVxXTRwgdeewgA8Ntfvowfe9NRlGwNv/75S/ilvzr/Ch/dGGOM8XJB5Uy6tYbCsjhzss2ZKqo5A3NlC5xRpEXJ0mBonPJnG6TrS9MUnNFEVONEGXxmo4O2S27FXhhLN9oMtqEgbyjy+3WVo+bomCtbsHQVjqliyM6GqKB+hJYbSMqjpjDaLDGGlshVPb/VQ8ejQmyyaJI2lZEpUEYjTRKaymYZi1pWlItiKJvyKJzMj8h9VIEXRuJnib4ZJ2SU0hVUVAAwFEVGJVGRQ4WGJ7JFs2I+ShJJVfRFdFH2uSbyBmqOhoYb4bHlFtbbvjSzWmsNYnIUYUJz00wBlsZRNDXhLkz/3nIpi7gnCk25XxTvxUBNBU3h6HgUyZO3VJQtXehzdegKk9rDFIPprGOoWG+7I1rFrOgzBfW27UVwTKK+tt0IBVMV+a2p/F4OMgxzDBVTJXIvzhmK0EBHaHkRuj7pUd0wkVFRu/0A/ZAcklNAmvAEcTKSl6opDLfOFbEjnKcdjQqavh8jSSnDda3loevRxlrhkBrtOKEolVpOR9XWEIm1niFOaF1mNFdANFDCBC0vQpiQnnu54aLZD7DbpaZG1dHkvZAiRaZaZowaEx1BbQ0TagJsdzxsdQP0fDqHJUl1TUShnyJvqJiv2FA55ay6UYJ+SMefMxRJkx82itM4F87jtA4zx3JD5ZKCrHKGNE2x2nKx0wtwabePS7t9dHzSjcfJwAl8pmQhb6oo25qMZQKA89t9rLU8KjA1iq7yRHMFAPwwwkOXGlAYMF00caDmoOro4JwmrZbGMV+h50LmrlvNGxT1JY63ltPFPaAiZwzWYja1NHUFmx0fjX6ItZaHHRGNFSc09czWdZxNNlMyluv6EbyIZBEZEhAVv2CqIwMWRTwjFc4GxatOa1tXucxnVQRVOm9SLrO4JZGmwLMbXWx0KMonThIs1mwcrDuYyhswVKJRb3UDbHUDdP1YnnsA2O2H0FWGyYKBxZqDnEESDoDM4AxRYBtCU2wbKmZKFuZKltQ3A8KQL6GmnC6np6n8o+fTM73rRWB80EgL4hSK0HV7QYS8QWZ1ukreDAfrDmxDRdnWEccpLME+yabbmU5+mClwPYwL2zFeNfjlT53H587v4MhEDv/47Sfk13e6Pt71S5/HcsPF205N4ee++xb80Dccxn/53CX85O89LkX4Y3z18aE3HcW3nJ5GGKf44d96GN937wEYKse/+pNn8N8fXn6lD2+MMcZ4GUBU3sH2wNJoE5YZOOUNFYcm8gCIAlywNakZBIimnG1gKzkDhyZyMuMzm7akIN1uEJNmVeUMu2Kak71WlCSo5gwyj4oTMBA9ECBjkjCmgoEmILR5b4nMUFVM/BROmzFLJ/ruxe0eyrYOTeGo5wxJCc0ao5mLasFSKTtVp81/2dGxULbgBjHaLtFHWx6ZWzVdmg42eyHCBKjmdIrLsYS5DAPaPhXqhsplLqQbxrJ4tFSO2bIlHVmzP4HBVKflRjJ/NEmBnK6g7UeyQJvMG5jMm3DFRNbRFZg6UX0zKq+uMJl1CRDNE4DUtHX9CI1+gJZHU19NZeAAvnRxFyuNPhTOUbJ1aWKUF9FAZYsmXp4wWDIUBlunYkXlXE6ewzhFqx8gSYhK23YjtN1IsgIAKhKyiJ/MGKsjsosbYjIdxCksgwqWFFSsZI7TXTG5i1N6j7zYOGfgnOGxlZYs6DSVY65soZY35ISK1htpQY9M5KEpHJauYrJgiAKXih9D4yjbGurCnKrnUUarrnJMFy3UHGr6ZJRhxjL6cgTOKFKJM6LHSzDA0VUUDIqE2e56kjaqKzSxzgoOUyW68U7fJ3p8RMVvwVTBGU1tkzSVRVr2+SxdhaWrWKw48mukkyXnYFtTULE10ZBIMVOyJNPB1ommzMCwVHPIjTwdxM0kQxO7Kw0Xj15pyoguMnDicg1zzrAjGAtxSkZoy7suTdk7nogQS2RMEANpmXWV4/xWH5sdH20vQtnWMJE3kDdVVMS01zE0FC0q3mxdlTnYWUMoy5bNvgYAhkIRUcMmYRSvo6Hvx9jseMQmUBTkTBVD34a+iH6yhybFvmACFMRxMcbQ8sjhGYDUMccpySPWWx4u7vRlhrKjq7i02xd53FTockaNuCybGqBnxPCkv2iqMBQGL4xx63wZh+o5KJxyp01VwXSR2JD08yk4H3gqVGwdrz1aw3qbDAEBaiZESSKaIXQMOYMafKn47G4Yi6bM4HzahkrNwTDGdo/u47JNWbVBNKAkN/oBvCiRz6F+INgdKdAXMpMbxbiwHeNVgSeWW/g3f/YsdIXj3777tpFon088s4nLu32UbQ0//85b8Pnzu/j7v/kI4iTFv/j2mzFfsV/BI//6w8+981YcrDtIU+AXP3kWP/OtJ8EZ8I9+/3F86vkblfePMcYYr1akKY1pHI0otiVLQ9ujSdlWN8Dl3T42257cKCpCs6krZOREmkvaiGgKFTeawlBzNOQFVTiIEjnZKloaGCNtZ2a8lKHRD3B+u4dGP8Tl3Z7s3N82X0acpFA4RWTkTU24HKuoOgaKlk5OqLaGpZqDgjlqkDORM5AzVVQcA9UcFRec0dRqqebA0lW0vBCe2Hg2erTxSoUJlCo0sSVbG1CbAZzdIA3hVsenjZvCEYuiJk1TlG0NjjZKgTU1BUFMVO6Ko0uTIwAoD7ny7oWlU/FRz+mo53SYmoJa3oDKOfpBhO1eKPNxDeE++ux6F0VLxUzRBANtqHOGgqKl4XDdga6SqYvCSc9btHQ03JCmVaLYTpIEhqogSVMEcSKpqHlTRZSQ5s8fckjlHDgxlUdeUH97foztnjAgYhQRVbQ1SSMHIDWA22JKGESJdI4umipNr4UeuWBpcHQqdoqmioI5er7IdZoK0Gyy2fdj6bzcCyLJQpjIm/L7UtAm+dxmB203FBRxnyaHIlu2H8SSMsmFbbEbxFhveWi7ETinvE5TTPEOVCwcnsgjSSjr09Q4Tk4XUHMGhXejF6AXROgFCXp+IgoJostmU7RMn+kY5CBLU9KYCjvRaBq+B8uWhlqOMlWHUw1aXoClmjNSOOgq3VN+mKCS07Hbj9DsBXLq3vIitEXzYCJv4MR0HjNFixgGSSqNmABIE6GpgolQaIJzpoZb5oq4ebZwlTtxx6NpqKMP3KLdMMbeusYNYjK0G/paFhl1ZDJPbr8JGc9FyYCCrXJGMgdG94+lcumoDhC9uWjrKNkaKo4GjZO5VJyk4JzWX8eLEMYxgjCm4pwuO4qmCkVMngumKhykNfSDeBCNJOO+qJnTC2KiV2NIl65R46PqaFhukDdA0dJQyxvUeOoFAKMpq6FxzJVMnJjKk8EZqEkWpymmiiYsXcFMyZB0/OWGi62uDz+ORRMrxHY3wE4vxOm5Eq2/foAzq23SLivk8K0pDF6YoCNYDUCKnV4IhTH5fEtSwNYolziWjReqTjOjKFNkWU8UyKG7JSQkmVdBNWdIKnvmcN4PYqFTvjGMC9sxXnH0gwgf+u1HECUp/tFbj+HkzGi0z9tunsZsycS33z6LTz+/jb/zn78EP0rwT95+Au+8a/4VOuqvX+gqx2/94D00wYlT/OyfPYef+dZTiJIUH/z1h/DkSuv6LzLGGGO8apE5qVo6l5upcGiCGCYpvnhxFyUxBXMDmoiWbB0FU8NE0ZRUZoA2JjQV5VA5x4TQB04LWnCUkOHKsPsoQG6sw5O8ME6hiInXVpe0eEcncjhQzcGPYmgK5eZOFQzU8zocQ8FS1UE9b8DQFByoOjg+lYdjqGj0A1zc6aHthsibNO2ZLpo4ULVxeq4kdF2AqXMogpYMDAyKXFHkqgqnQkccc97SYKmkBy6YGo5M5GAoIt5CTJ6yICJdYSg7mtwItsV0RFM56jkdE3kDHT+iaVaSoOzQ1/KGAlvjknac/bfZ9rDedhGnpHsFSKeWJMnI9WOMYbpkoZajWJ04SWFoXOSR0vba0mhS3XSJWpoZe7mikFPEhCcW7r3ZRDYzGDNEYVV2dMyWLASisDAUBkXQRbkw4uKMwVSIPp5NyuKUaOCeiF7KVtNUwYShDcyBVM7hiWlg3tRwsO7gQNVB2dJgCCqwpStouiEURhEjfphgqmjKaVEYpzi72UXXI0fbgqWh7Og4PJGjaXwQSwZCxw3BhdHQZseXtFM/TmHr1DzxQnKunS9bSJKE9N9pioWyhWrOgC6K8ZmiCU1EXDFZhDJJSbZ00nO//tgEjk7mYQrXZU1hmClaqOd0TOYNZGRiP6JiI4jJnXauZCFKqJmiiYLi8ESOiuEgkqZwusqANJXXuGjp4j4nqrypEhXaMQaaeA7g5EwB8xUbtq7CEfRgU1XEn4PywlAZ5soWKjY1n3RB41cYk+ttsWJhIm9gsWojhbgXhDRgveXLyJzh5lTeouKzbJHJ3UbbRz+IcGWnjzhJsLzbx24vxG6PdNdb3YDOh0O06FpOx90HK1io2JgvmajndKkB7/kx2m4ESycjI86piK/kDKiCWpuCitmipeH4VF4ed9eLEMaJnNJnZnI7XV82Gzp+TLm6oOetqXEUZOOHjNa6PjmnB3GCecEWCYQG/+m1DlYaLuIkxWLVQdePcLDmYLZkIU4ptkxXOE7NFDFVtBAnKWXECmOnJCHWQ2YYxwBc3Omh0SNd8VbXR1k0rOIkHaHt27oCBrpXc4YKlTFUHU1obtMRtokXxbJALVoakjTFRsdHsx+CMYbtri+bNClSbLR9lCx6Hpdt8i84VM9BfxEGpePCdoxXHP/nH57B+e0eHjxSw9+5fwkA8LEzG/ijx1eRJCkcQ8X/+tHX4c7FCv7ef30YQZTgf//mk/jB1x58hY/86xeTBRM//bbjAKgj+/hyE//wDYfRC2K879e+NKaHjzHGX3PESYrtHunNMnqYwojuOpE35FTxUD2H7V6A6YKJmqBj8pHXSeAGEbY7PtwgQpKkYEhFYcGFEZKCubIFAFdpMrt+hKKpYiKn48EjNbz11CQsjbRxZPoU4NmNNvKmRrRmzlDPGwijFD0/RtnRcWIqjzSlWJRazkDOUHDf4SpMkU17abcn4yiCKMXl3R40znGo7uBgzUE9Z8jNfsGk6WDF1hCKYs3UFFRzOo5O5nB8Mo9eEMGLYnR80lQem6KJcSSo026YoGxriFNgp0dT4byhSHppFjE0HKuSNwZT3Ex/utMN0OqTznKz48ONEvT8WF6fvEFUyZqgaAKAoVF8zXLDRd4kqqYbUj5my6XYFY0zHJ/MwzE02JpKG9hsCioKi44f06Q5SrHT9bHcdLHccKGptNk9PEFTQD8k+mbbpc26rnLkDNJpl2xNmDipgtbJMFcZrANVYbBUBdWcAUdoQlWh750smAjjBDtdH36cwo8TuR6uNPpouCG52qocjX4ojXvciNZILafjzsUycoYi8oMTrLVcbHR8bHV9sRYGWciSas8g9YF70fUi6QALAIrC0XQj9MMYfpSMGIFVczqCKEHB0sDBZFGZ5ctmzZy7lyq452AVM0UDXY+mfI6hoioctTWVIxSFQzbVpKYBQ4IUtZyOmRKd0yRJ5P3V9UnnHUbkRCs12gxg4qNSnBSXLuZUZFH8Ti1vYKZkYqfro9EjPaSmcHAOUfgQJvIG5so2TE2FqlCDoutHWG+5FHukka6+ZOui4I5hayQBYJyKvn4YUyE0dK7nK5ZojBHNe7Pjo+MPGmOpcFrO4A8VW36UQFcpz3atRRrb1x+dwOm5IqKEnHz7In6mLSbIWZTXVsdH2SJmyVY3IGMpN8SVRp/WJydZgxuSa3oQU1Zv24skNT7TATNGzSGSJSRQVQ5b55gqZCZUqZz2Gyo1NLjwBgBowpsmZOQXxAlJQIR5FABsdHy4YYynVtq4LPZklsaRMxTZUChZGqrimdjxIhQsFSVbw24vQBTTuc+aeVGSIm+pSARrhXPyRVAUhryhwdQU6Aqdg6xBFcWkWafpN60fXzB4blso4XA9h+mCKbT9qjC/o+vd6IfCfC3CQAl+fYzjfsZ4RfGnT67jt754BRVHx8999y3gnOF3v3QF/+i/PQ4A+M7bt/Bz77wFjqHimfUO4pTox99798IrfORjfP/9S3h+o4Pf/OIV/O5Dy/j5d96Cd945h9/98jLe+6tfxH/7e/eN/JIfY4wx/nogoyUaKtHQ1tuemIrQxDKLiwCAqqNBU/IIkxRrTXKeLVs0IZoSk1tN4UhAZkVRnBIFUFex3vTERp00npamQFeYNGcpWxoUhYys5ssWTI30XV5I0w5bV1C2deQMBVcaLpKEir7HV1oIY8pm/NTz2zTR8EJMFmhCTHo7HRCb9ShKxSSFoWCpeH6jC13lKNsUxdPsUwQKYwwpUugKFeTdPukRl6oFovN1adpALq5UYFcdDTMlC1caFLsTiclTXsTnADQB51ECa5/HpczmFYY92TQ2c+UFAH8oL7bq6IiSFLahoOYYOL/dRRilmCpaiBKKzvGiBB0vREtQYYFsykjU7qKl4exWD81+AENToCkayrYOL4px50IZf/n8lpj2AIwNooSSJJGxTtkkk6Y3DAqnKVLeUGCIXFk/ovxiUyPDI9tQMJE3cWmnL2N1lqo2CraGKKacWk9EECUpmUMNCjKKqkmSRGpsNYXJtRwmqXSlTlNgs+PjstAyzldsBFGC1ZYHzgKoigI/9CRtOaPHGyoTTtAJGCNdd6ZFr9gaUdUTcjLeFtRdymkW014vgiaK1rI9iM5hwuUagHACH2iFD9QcaArH+e0emm6IhbKFqaIJxsgQyNJVLNUdbLU9hCIWyY8SeFGMJNFg6BzTJQuXd/tY7YR4ZqONthvCMaj4zIuYGkMlR96CoWGuZGEFHho9H30/gq0pgEPmPrrCkKakQX56rSNlY30/gqkp2O76mC5aCCIXVUPHUs1BFCeo2Bo4qGj0ooTMsDzSjJcsovxmUTeOoSIQcVqW0DADVLinojcwWbBgqCJHmlHBV3MM0qJKzS9d+4JwLPdEPFcK4KaZAvwoxnMbXfSDGF++3ADnbMTROHN2lpJhBhkBln0PQAVm34+RJMBsyYSicCw3XEQxUfbJfZqiyDLn6GyqaYlYqIy5kDc1nJotYqcXgHOGvmhAXNrto+1FKJia1LZudmjSeWXXRdulIrBoqmj7sXAIj/DFC7vS3MwSdF5bp2bOnJDxdbwI+bwJQ+OYLJCDtaUp0h0/Scmxm4vjLVk6NrseDOGg3g8iFCwNDHRuHH0g+/DDGIlBfgVZEa+rnDKoGRO6Y6Drh/Ai+v0ABuR0ldzsDXIib7sDuvr1MJ7YjvGKYb3l4af+OxWw//o7T2OiQGL2t908hWNTedTzBt5+85T8/h990xH8/gfvHRe1ryL8i+84jXsOVgAAP/OHZ/DWU5P4hmN1XNju4fv/05fQD278YTTGGGO8OpBt1hloyumGZOqRuY0CkDrGrW6Aet7AZMGUE6l+SI61BeHIe2QyL3WliXjljZaHza4vXF45dIUjb1KkRVas9EKK7AmGpl1dP5TGQl5EbreGpohoDzImyiJzooToxG1BrbvScMmkJIzR6gcUgyMKWD+K0fVDRDGZ4KictGMdn6avMyUTeUOFHyWYLJqS2huKQnGiYKJgalhveVKjeediGUcnC+j6MWqOjnrOQF7oZb0wgTVE17SGNGSZZi1DZh611Q0kxThJB9PtDLpC06LNDlE3VYU2yh2PJpaOoWKqYKFsU75vd0j7RxpfJjbYRAskWizpOHd6PlpuiJYX4mA9B4WRKZepqhhETA6iYThjKNvawDFYbI6jJIUfELWSKOlUJLW9UDo0Z3rZvKHC0hU8fqWJizs9bLTJXAegolZTuFxXsngU9E2AqLm9IMZS1R6Z3uVMBT0vAhhRnt0gllTHrOAIh/JJaX0yFEwNBVMjIylNwXTJwmTRxHzZwkLFBlKKPqnmdNQcDZMFE5MFA7UcUdWTNJXZuVnhc6jugAPYaHuDtaApKFm0hqYKBp5ea6PVFznNQtcMEGVYV7i8Bw7VHZRtHarCYagKtrseNjpkAJRRebfaPrwwga2rmMibODlThKYwyUgwdQUVx0DF0cE5TSzbwugqiBIEMTVDskYCAPrscq2qCLNMYJVjo+XhSsPFVpfMnyxdxUTOEMZgEWrCIZdxal4xYYwUhAmiOAHn9Gxo9EPs9EIULE1GQT212kYotPq1nIGyo4tnkYFazoAtaMRE4VZRFpIBDnomrDZcaXq13fWx2fZg6aRRLpqqNGMKYmr6hBFRd/0oRsFQULY0FG0dhsJQcmhq6ov8XV006qI4wdmtLlIReaPxjPhLunFLV6RZWhyniOIUj6+0cHw6jwNVGwWLtMabbQ9+lEDl1GThTEz1WZavLRyfhav6TMmCpnA03XCPSVYCNyBX6LxBk9kgilF1dBQtWjumpsjGG0W5UbHKOZms6RpJSqZLRI+OEqDVD+AGCbwwGWm6aSofOK+Lwr0irnmjR+aBLTcUdGghqwDp3pM0RZIkWG72gdFH3QtiXNiO8YogSVL8+O89imY/xLvumsMXL+xIt8O8qeFPP/Qg/vRDD+K/PbyMz5/fAUA37h2LlVfysMfYB//l79yNIxM5NPshfuA/P4S/+9qDuHW+hJtnC+Nc4THG+GsI6RarcOma23QprzHbIA9DV2liUnZ0aAqDoSqYKBhyCgUAB+s5zJZM2JqCII5l08tQGHRVQcHUMC/oyCVhBlQwybQqiBJsdXycWW3h0SstmJqCiQJpJFOkWG26SJEiTolyqCtcFn0Kp6LH0lQw0GQlSlI0XKIGqgpH0VYRRqQ9cwwV0yVyJx7eEO506TxsdXysNV1MF00crDk4NplHlKSYKdEU7XLDxYaI4umKCdRKw8V2z0fJIQOfYfOozHRm2FV6eA9XEuZRWd5ppj+zNAVFS0VdFFH1nI6STXq4hshw7YncU0WY3kRxgo4fimkjHUNmHmXrClSFyyllmgKcc5QdHY0eNQvihL5u6wpqOQN+GCNNybn6+FQedyyWZTYtG1pHADBR0JHTVSAlKu/FnT7abiiiPULS2WZTS8bQEgX3RtujCWy2UVY4CqaKep60joZOhlF1YYjEGaS2FqBGjBvSFNk2yAhNVzgaLr2nyhma/YAijWyaTFcdHRWhS1UExTZnqmLTzXDbQhlvOTWFW+aKKJga3IBiaharNo5NF9BySdd5cbeHIxN5cMaIAj5Ebd7s+ORCHMSYKBio50l7qykcjqFS8WQS7XO3F6DjR8gbKra7viyCNYUaEX6YYLcX4NJOH0maYjJPhWMWKdPxIqgK0a/nKw4xKUB04pPTBdx1oAJNoWIlEQZP2bmsOzp6Yu1p6mC6zzlFV00XTbz7NQs4Pk0T0F5AWbXUBFNwcbeP7Y4PxlJpHlXLGzA1BVGSYlc8XxgGhnNeFKOWNzApnHv7QYScaJjMVSzcNFMceQ7R1J9jo+3B0oim3fYiuMKROxpyaS47pJ/ueZGgVTNZbLpioq8qHJqgm2ucXJLTRDR/FI6eHyNOB+fDMWkiuVC20PUjbLQ9qAo5smfPkOHYnIxFEKfAWtaoEecmTkgSYWsqPvDaQyjb4v7Om6g41CgsWhp0lZoudy9VcHgihylxrpJE0MkZUMmREZ10ok8BP0iw2w8QxKQ1Bkhjvt7x0PXJvXiuYpEmG9Rkef2xunAWpyzwhbJFDRTOMF+xBbWaIWUkIbGFaZYjJsNZIzKIYnmO86aG89s9URinaPsxJosmipY68mxKQXFpw47P18OYijzGK4KPfOo8PnN2B4fqDgxVwS9/6gJ2eyFmSyb+/huO4Px2F3/vNx7GBREs/T9/+H7ZkRrj1QVd5fjtv3sP3vTzf4lGP8R/f2gFv/mDd4sg9fE1G2OMv25IkpTcQDN6oqVBV0g3ZqgcF7Z7UDiwUHEA0MbaC2j6kMWqXN51oe3NqDUduGGE3R5NEDt+TJuqlgtP6BAByJgeT1B6VeEEm8W5AGSw4uikk7M0BWstDwojg5KDNRtuQPrWet5Ax4sAEAX69HwJl3f6WG978MMYkwUDnDHMli0wAMem8vjyxYY0JCpa5L7b6IdwDDJa8cWUYUqY/9Ry+kg8Us5QyEQppbiYjI6pKxxHJykmqReQE/DJkgk3SLAtGrsA6ZZLViCmFoPrkhlcZedptkRU77WWN6BPApLu6+gK3CCBC6DjR7h5tojtno/ZkiW1jpWcjq22D0XjmCmaSEHTlxSkRWz0QqQAajmDonwUjocv7ICBpkyZyRgDMFW08PRaGwBtSDtehGnhzFrPm+AskK6+/SACZ/Q9SUpU8F4QYV6nyWeYkHFVFNNm39ZVeGGCuYqFZj+EppBBkRcBfT+EF/o4PplDmCSk501T2IaKdj/CetvHbJniatwwxlYnkZphjVPRudqkTNWcWO9eGMtpP0AND5XTtPe2hTI2Ox5yugpdIZOsrW6AxaoNTRhLFS0yKGolIbEJ0hQFczDRzpsqTE1Box9gpxsgZ6qYLirSjTkr+s+stfH6Y3XcsVDC+e0e/JBJt2lNodzkrY4PXaVM5o4fI2+Sg27bDRFFZNaTTcJUhSGIIDSkpFtu9MlYKwQ1sLIIGsYYfEFvpvejGKdQ/P3UTAGzZRs5Q8VkwUQsNM15U4XCqJBuewFNoIXZ13Y3QMnSZPMmSYGWGyBnFLBUc9DzQuz2yATqYN3BWtNHS2SoAhDPAnr/ybyBDfHZGYAV18Uy66MkqMvLux6aXgiN0/19cacvGhUB3CBG2SaDud1egGrOQNvj0gXdVBVsdX05DU+SBPW8gX4QC9Owwd4mM8Rr9gJ0/UiwRwBdVeS5yxuKKPAhTKooiifLnC1axASYyBuIkxQnZgqYKJhwdAU7nAsKs6C9OzrObXZGjPUa/RAVR4Ojq7jScLHZ9lGytRFKthdGCIXOOk1TtNwQE3kDW22PHI9dF6rKUMvTNPfUXAGMMSw3XEwKWUnXj5C3hFFUmqLdDzGRM1DLG7iw3UMriME5x8GaKRsy9ZwBy1Cw2faw0iRJxs2zdNy7Qv9OxxcL/bqKaY0MAhXOcXQqhyfUG5/Djie2Y3zN8fhyU0b7/LvvuQ0//uZj+O7b57Dc6OPf/cVZfPA3HsK3/T+fwYXtHl53tI7//P2vGRdIr3JUcwb+29+7D7bO8XsPL+PHf/cxESae4skVinJK99DrxhhjjFcnYqG9bPRCaCqZO82WbRyqO3BMVRjE0OZtpmTi8q6LlaY3kv0IAJcbfVRzOrpeiEs7PWx2PFRzBt595zzFAjHIKJvs6ZBNWhmI7nywZqOaM1B1dBybKqCeNyiaR1jqrrUpDoQJWul00cR81YalU+HAGRlYVRwdp2aJdrnbD6CrHEs1BypnWGm42BHxM2lK8TCK4Ndmm7/sODWVAymZ5mWmPTMlCwpjmCqaKFsa4oR+brXloh9EmCqamC4RzfJz53ew3Q0wUzIRJymuNDy0vEjqPwEqKLK4leGvTwm6N01EVGx3qQAtWho2Oz42Oz40JSsiKWZmqmjiUM0hkyZTxa3zZUwVTeRMomZWcwbcKIHGGXZ6AaKYmgkQGtYoIQOiqiOijTgVVH6ciuxKOsblRh+XdrrSaCZbR5lWMIyosO8FMUxhIKUonKKHSiZRUhUF/SAW1FcgTgBT48gbGlQxNc3WRy2n484DZYQR6XP9OIWpK+CCzggQHVrmE4vmi8I5+mEMRxRjlRyZFsUJ0UBTkDbbjxI0+wFiMaHOXpOiqMjRe6mew66InNEUjmY/RFW45moiyuriTh9dPyKjpnjgHD2ZN7HZ9tD1iOZLlFoFlRzlJWdO3ZlGXVNIqzlZMDFXtihOxlBlsTqZH1Cts9+1uspRy+syizlJBjmhXY+MkNIUaHuRZAQoHDg0QQ0rhTHUhUt09rp+nIIxYKnmYKZkotkPsN7yYKoMEwUT1ZyBIxM51PI6ipaGkqUjb2rQNEVS1nd6AXRVwUTewPGpHGaKFhr9EJ98bgstoUPOGxoWKg7ypipddem4Y9GoylyRdfhhjLWWizglKnTR0pGmKXSNY1Y0Vnp+hJyhIE6ImVHPGyg7GsVSCabGsEGbyiGLN4C0+1sdH61+IGOpGiJbd6dL9O6umCJn2mm6zoY01SMqOTUVdJUMshyNpsJRnGChYstGYpykSJMUB2o5lC0yqouHJs8pAC+iSX0QkxY5FfesIRg0QTxwQ6/ldDGFVnGo5sjr7Rgq6gUTGmdouKGIUQqx0nSRJkKWkhJNGKDztt3xsd6mjOF+ECNIUsyVLUwWTJKopCk1mDyaAIdJAoVRQytr/IAx3H+ohpPTeZpGW0TznxJMGF3jUEQhnzc1vJjt43hiO8bXFF0/wgd//SFESYqffMtR3DRTlA+gL1zYRcFU8RfPbIIx4MfffBQ//A2H5S+mMV7dOFjP4R+95Tj+6R+cwZ88uY4vXNjB4YkcVhoeVpoublso4Y0nJl/pwxxjjDGuA84ZLF2FphLtbr5CBUPbi8AALFYc7HSpEIziFBVHh6owbHY8NPsBbD2j1gqKWkqTmbZHhjGdIIIfkf41e7pnj3ld4UjSGGA0LV6sOlhrebB0BdMlE6stV2rTcgZl1gZxIjeTOVPD2c0ewoQcczsii5YzThrXoYzTsmOg1SedbyxMS7wwlnrUMCZtma1z9MMEHDT5NDUF/TDGRsdDKdLQ8yNc3O5DUxkS0FRwIm+gN5TnmcXFtL0ICqMNusopb7IvMi0NTZFU3rYboiGmhRMaUfF0lUFVFFzZJXqjG0aIYtL8liwNcZLgwaM1PHypQXmhhoZDEzk8t94BegEubvfx+mMO1tsemn2haU3JEChOiZaZOcak4nMsVGwcqNko2TpmyzYUzuDobaH3I3OmlhchbyhwwwTbYl1k1zWMEyxVqbD+X09tgIspbzZBLJg0NZstW5K26WgUr6KrHBMFQxqBVRwdQUgxOwoHTs0U4UVi8miqWGm4YIwK9JyuIIpTGd/CBD0zo2UXLRWrTQ9dP8LJ6TxWm+SIbOocRVPb42LMULJUuGECBmC16aKWNzFbpglZwSI9rRdS3uhN03ls92g6XbY0dIMIbkAmQElKVPmcqcrmEGM0He+1PTg6OYSf2+rBi2JsdTwwMJzd7KDphqjnKf+zLgpZVeUj+nYA8IJYFremMOyJhHP05Z2+dNa1dI6zW10ANNWbLpo4PpXHVMEC0ICmkglSGMUiFopef6pg4o7FMoIowRMrLRStHTyz1sJK0yUqqqFgoWqDM4atrg8GotBrCkcijrPVp+gdBnK41hQmC9aCqSFBCjeIsVSn+5+B4o+yhhMDOUZ/5uy2zGq21BRlYUaUTTJTALa4X8M4lZE6SzUHmsrxzDObcMMESzUHQIq8oaLjR9BVBYeLFpZ3+yg5ZDS3JeQIXhSDg0HXiI4dp3QN4ySRedxBTCZVtkHNmJYbIklDJGEMQ1VEzFmCSKO1rakcs2UT6y0fYZxQs45T02K15SIFEMcp8hbHkYmczElOAZzd7CKKSYJQtjWYqoJqTkPXJ0M2gIrDCeE+3A/ikazhthsOeRjEMFWFdOGc3I5PTOfR7Ac4t9XD0cmc1FZzRo2n7PnbDyL0gxj1HEPXC4myLTKvAxF/VHb0gd5YpedHzlBRyxtI0hRbbR9qieQDaUqu0F0vwlZ34BB/PYwL2zG+pvinH30Kq62BPgQAfvUzF/Ffv3AZtq6g7UWoOjr+7btvwwNHaq/koY7xEvC++5fw7EYHv/XFK9jthdjpBvj333MbPvX8Nt5wfOKVPrwxxhjjBpBNKYKIOu3bnQD3H65htelKTdikMPvb7PiYKZqo5Ax8+WIDutA06irHfNnCXQfK2O766InMzChJRH4jvYcbxqjmyATHC0l/piscqQLcsVhGz6PnyGTRAFKavDFhmJKmwFLdEfmtHCVLxWbbQ8HSoDAmNYtRTLTWTz2/hW+7dQ6nZgtwgxiLFSry1tpriEVuLef0c1VHg8453CgCQHRjLxjQpSEmqX4U49xWD9sdH/W8AS+MULYoH3Oz7cPSFARRIickhsLgxynaXkjFQkRTD1ujze7hiRxR+LwQKifn3QxXGi5l5woTIYCaxYeEltJQVVQdHd933wEAwKNXmnSoCVGnbV3FWstDxwuxvNvHesdHEJMhUOyGuG2hhCCiiA8ghSGiXqYKFs5tdoQeVwUYI6p4lKBkaTCUBJZOulBTVSiTVVS2cQKsNFysNj2xCSatpaMr8MIYKmeCHjzYuM6WLTTF5rnZD6npAEj6JAC4AU2rcqaGviiIwjiFrjLMlUyst320mi45Z1saposWun4sqaKZRnMir+PoZB5zZRtPrLQQxwnypgZDTMY7XoiSrcHUVLhhIE1uipaGqYKFI5M5dPwQRyYc7PRCMAZU8yYY5zg6kQPnDH/53CZWmp5YLykcI0WzHyBNUxyZzOPJlZbM8lxu9MmR29HQcgFdU/D8ZgcNN4SpMpRsDTMlU2ZI5w0V00UT2z0fVUfDjqCOG6qCrh/D4LT+VYVBVWnLX7J0BFEKhXN0hLFUywvBWwy1nIHNDh2rwkiTPl20cGquiE8+uwVNGGpd3u2PUD53eiEUkaecJCmSBHhitYnn1jtwIyocD9YcpCnp290gkhpKMMh9IUBrzNTJlVcTkVFulGCuUoRjcPR8aqpc2e0jSlIULA31vIJ1oT3mwgDNMVQYwlAt6QbSwZmON0DBpGZFxjTp+jHJC1SOrY6Hw5M52JqCvKXhwlYPpsrRFbTovEURRW0vQqsfwDHoeBcqDiqOjkhoacM4wWY7QM+PYWo0Ae76kaS9e0GIOE3h6CrWWz6ShLT9msLxrbfMDEU4MaiKiJoyVMRpKqOD/HDAeOkHERYrDl53rI4vXdiFG8aSiszAEMYx+n4kn/EAsFh1sNPzpRwib6qIU+DCdlc+57OJbcYCqQsDsJJNPghrLQ/9MEaKFNMl0nCHcQrOOeIkwWrLRz1HNOtb5kpEwxeO82maIm8ShTrzGmj1Ka6LM2L9RfGgcXM9jAvbMb5m+Ohjq/j9h5ZRcXS8995F/MADB/EXz2zgn//RGegKx6+97y78+dMbeP8DB6UQfoy/fviX33EaF3f6+Ny5HZzf6qHpBvjQm47g8k4ftbyONB3QD8cYY4xXLyq2Di9KpGZsmA6WYjCFtA0qqIqmijhJUHWIBnxoIoe80NbVhQPu6dkSDk3kYKoKTBGXUnUoa7Ptjbqo5wwVTyy30AsiLO9SQbvdCwamP26IMI6x2faRJkTTbPTJHKlgacIVORV5q4nQpNEE4YHDdURxSrRjRrTRxaoNQ+WYLVlouSEabgAOYN0nUxpTI6fX5aaLvKHgrgNlAMBG2wcYNQQmC+SebGoKOM9osYMTZ+sq1KFNWknQKTPpRqa64ZzLuDSND4xtANrcOoYCN6Tsyb4fiYkTbTy/dGEX5aGotcxcSRFmQwDkJj9KEhRMFRVbx+m5Eh6+1JTXerZs4R23zeAL5xsy0ifTV+oKBwNNXur5Am6ZK2G97eGLnV3UHW1oMw0kSHG46kjToyy+JQVQtFWcWeug4ug0xVE4Lm530XJDzJVt7HQDREJjmwIo2Br8KMaxyRzmKjaabkjOzTo5VhdMFQsVGx1/F36U0JpMafJVsIi+m8QJtsQmfr5C0+iSTSZNbTfEwboDP0qw2qSs3wM1G9NFC0+utMEAHJ/O46Rgm53f6uLSTh+zIis2TYGn19rouCGOT+Wx3vaw1RlE/zCQdjxKKN9zMm8inQWU1TZ2xOTx4nYPmx0fKYC+F8lmStHSxWTVkteWMQZLV7C55iNvapgr25SFq3Icm8qhZOlY73hgYiJrqgo0lWG7N5isW7oCXdA+k5T0x5mjbz1vYKFqC+22KrTwKb54YReH6w7uWCzjLTdNYUU4jnMmYmgYI7M5cexpStp0Q6GJ41pLwdmtHjgjjbzKGDKVuR8nOFTKYSJvYK3loS4iaDgDjk4WcGaVGANPiFgvXeVgDPCCCD1B7VY4ZcJudXxUnQFNG6DGEEULAcen8tA4QzWn49JOj85BkqJk6ZgqmMibGj5/fgcdj2KKGGPSCT1zp3YMFQWTmmnrLXckl/uhS1mzj9gfQZSg7HCojFFskChqmZiiZ42bE9N5KIyh0QuJUu4YxOBIiS6uccrpPTldRNePsNZycXGnLw3wekGMet7AptD1XtjuQVc5QmFgxoeeSZsdH+stl2KdkEJRuDRztTQFJ6YL+MKFHel+fbCWw9GpPjbaHmaF+7IfJWAgUzqVc5RsDett0nZnMUmqwjBTslCwKH7p3FaPWBYAGqLxNpHX5e+VNE2RgCbbqnLjytnx7nKMrzq6foR/9tGn8CdPrAEA/n/vuhWvO1rHmdUWPvDrDyFNgX/9XTfj7oNV3H2w+gof7RgvB37j/XfjzT//lzi/3cMP/Ocv4zd/8G7804+eEdbyCf79996GB4/UX+nDHGOMMfZBmkJscgiNfoC2F6Li6Fhve7i43cN8hWipjAFhJDIndRUVRgY5mX41K6QUznGo7uAdt87i3FYXfTGt0xUOzhi2uz5Wmh5snYrQvKmi6QYwNCo6wYBtkdtoqApFzWgKdroh5isW1tuunG5wBlgqF7RIFTtdH0GUIEwS3H+4hq2uj4cuNbDT8eGGEWbLlnCMtTGRN3FiOo9PPrNFr8UZTK6IyWYio3f8iOJmOGM4NVPAStNF24tQcWhDzIe8jYctIlSFAYzL/1+s2vCjGLs9MtnJ3IDzpiqpmRNFE+tNDwtV2ljeOl+CwhmeW+/i8ZXmyBs0+yEeX2mNfN9MiaaVtRzpHnt+jIKlYbpAMU1dP8LRqTwYgFpeB2MpdroUi9T1IsxXLGy0XUwXLSRpioWKhQvbPUwUdBgqmScZ2WSZDcp4zoCipeKuAxV03GikqO6JiWnmiktT9RDTBRMdn4qnKE6wWLHw/FZPfrYDVRt5U8VNMwWYOrlCP7seQOUJqo6Og/Uc+kEElRNjIGeo2OkF8MJEahCbboCqaCZonOOZtTae2+yiYmuYq9g4OpXHxe0eEuEorXKKk9EUJnM2M1Qcmlx99twORRgVhO43TjBXstBxQ6ktPVTP4UDVgSEmd8UaOV7nAhVgxJBI0lRMhTMdZYwT03nMlixEcUJuwjG5EmfNgyu7LsI4Rc7gOD1XxEabopnypgo3jAeUZwBTJRMrTcrvDcTrAQyOoKxudwNoCsPJmQLaXghd4ThQc3BmtU1Oy7oqGBcQec10Pe85WMXTa22EcYLXHqnhypCjuKlyOKaKm2eLuLzbRxDHmCyQxrgq3KwniyYiQcE9t9nDl7xdfONNk0RtFxrPthvBCwcU8YKp4fJuH2XbQiicdXNmLNfZasND2wtRdQyEcSKbWwfrOfhRDFsnHT9j9Ll0hbK3d3oUYXZhu4cpMbHs+hGKlo5a3oC/0kKcpPIeVxWOu5cqWG24aHkhOm6I8mxRujFzBvGcoxzwA1UHukINjH5I1+Sm2QJi4aRedXS87ugEdJWjYKlQOMds2UbeomfDuc0euT4HsZRgrDRcVGyNIqySBM1eII38Mmf7jIFDkVGZ9tZA2dax0XYRJwkck+K7bENB3rIBBhydzGOp5uBLF3Zh6QomiybedGISHTfEUt3BZ8/toOUGWG704Yax9BVgjBol8+UcDtdzI2uCscHvhpaXRZglIqOXA0jR7NNkv14w8PDYPGqMVxP++R+ewe89tIxuEOMHHljC647W8ex6B9/+i59FGKco2xreccvsK32YY7yMUDjDH/6DBzBVMJGkwA/914dRsjRYmoKmG+IDv/6QpMmNMcYYrz4YghoL0KYyM9YBBq6/ABXBl3b7aHkBjkzkUHF0mJoiDZ04Y5gVeYdukOC5jQ5UzlAUG7bTs0VUHE26kQKkj4uTFGVbx7vumpeTy7yp4t6DFXLtNDXkhZlQZqLEhBNrzlTR8iJ4UYIwoqlT3lSxWHFQEPmgUZzg0m4Py4IiamgKXnOggnsOVrDR8qW3w96YiV4QQxeVyqXdPk1aDBWzZQtvPjGJt940jUSYS2X1z7BLxE6XHJZniiaCKMGZtTbOb/URRJT/mGkD98LURyOCAGC11UejF+BQ3cFK08XF7R46YuJD14kKmrsOVPGapQomCiYMMU1K0xQzJQu2oWK3F2Cz5eGRK025+T42lYelq1hteChaGrwowXrLg6aQqctM0ULJ0tAPYrT6IT7xzCYu7VAx6A6Z53hRgidXWnhytSXp2MPu1h0vRs5QUHbIRXil5Y4YDVaHzHcgrrGpKjB1FVGcIE6BbkDmW6RvjnCl0ZdUS8aAgzUHpsax1vLQ8yPECRkDTRZN6KqCthui70e4uNNHz49wbrOHrheh5UXY7QU4u9lFIvKUGaPJbtePsNMLUBUNEQbST1dsKq7nyjYeudLEc5tdeGFCUT8p8G23z6KaMzBfttHzY2reqBxxkkodqqkronClfOOSpSMntJ8dN8Rjyy3Z9ABI1jVbsjBdtGQsFQChUbfl+dMUjsm8gTQhCUCzR5nQSZIgEEWYxjnSlFaYrnIcqDpiapfHbNlEyw2gcoaFigVNYWi7ITY7Hm5fLOO99y7i/Q8cxOuPTeCbbp5G1dFga1xM8WjSrCmcKLdpiqV6Tq5RYKDBz/TVSUIsiCxLlfMUK42+/H7OGTFH0hTL4uunZim+SBH/BpAu3hdTcscg5sVC2ZaT26KIjzpYz6Fsa5gtmiJ6J8Wl3b54L47JgoGbZgo4PJFDECVE3+362O0F+LOnNrDW8mTmbZZZe3quiJpjCMfqSMQqEZW9ZGsoWhpOzRbIoVlXwRnDRMHAjDCbu/9wDQsVS5h+pcJtnabUXpig0Q8QJolsctBEl+FAzUE1pyNOIU2YLE3BQtXCXNmSE9DbFkq4+2AFZVtHAnJ4brsRlhsu+n6EthvJtXPf4RpuWyjj6dU2nlptYanuoGTruHOxDEtTUHMMOJoi2A7UPGn0QqmVBei+ywnTs3sOVnFsKo+yrYMzosj3M+q0YFnMVWwUTG00O+w6GBe2Y3zVkZl1HJvK4yffegyfPbeNb/53n4IfJcgZCn73g/eODaL+BsI2VHz8x1+L77p9Frs9ckX9xb99O37kTUfQD2K89z9+Ab/1xcuv9GGOMcYYe2CoHGGcQFMpMzSrpDJTzjlBSQOEYyyAC9t9PHKliQsim7ApJo+GoM1auoLVloumG8DSFbTcCEFMzplL9Zx8vaooYr2QJqL1nImiTdRWL4xRsnUYqiKns5nzMQeDHyaYLdmkL/RC7HR9rLY8rLc8+FGCKUHhJO0Wkxu+DJpC+uDdPm3eJwsm5ioW9sIStFii0TG85aYpfM9rFvHg0TqOTOZEDE4sjaCGUXZ0FC0VJ2cKKFk6wpimNGGUjFTAaUpuxzlDxWzJQn5YviE2idvdAGFCZkQlSyNN31BhnOniiraGMKYCs+NFomBScKDm4PhkHidnCtjpBVgWGt7MHbbnRwADZooWbp0rYbJIWZoAFRVTRROTRQPrbYob6gWkYW0I3RwDuf1mzOtATPqyBknW4KjnqcAEaHJraIponnAcmcjjjccnsVSzMVmgydv57R4eutRAkpLZl6UqKNo65koWgijFestHFJP7LWeUtVnLGZSNLK5JnKZYb3lYb7uYLlnQVS6YAhoVx7t9MlwSU75EnFdVYdjpBHhiuQVd5Wh7IQJhYFW0NBydzGOmRBnLvSAiZ9wCuT6vtT1ZtE8VTbk+JgsmDEGnjWIqUubKFhLh8s05w0bbQ6sfSvqrMjSlVzhlhbbcEFtdX0oGipaGE9MFfMPxCdx3qIqpoiUn0JMFE5MFA0VLh60rmC5YWKzaODVblI2H4V3Z0ckCvuHYJN58chKzJRMK58ibGp7f7OJz53bwmbPb+MvntvDQZdJ1TpcsnJwpYrpooeToeO2ROg5UbXIQjmKsNFxsdXxc2unBD8kpuyVMjFRRlAZxgpmiRZnFnKPlRtIVO1s/ADCZNzFftnFyuoB7DtZQyxmyIWUbRP/VFGoUTBdNzJZIM3x8Oo+cqaHlUaySohAt19QUaArH/YdrqOeMQTYzo/s6Y22oCpfn2o9ipEP3bcXR8dqjEzg6mUfOJOdjlWV0b/ohQ1NQMMmROxSGeDfNUOxR1gSyNLrvO+6gyFQVjpmSJWONnlvvYrcfYFesDy+kuCnGmIzSmSqYqOepeM6iyebLtnxOTOQNEX+kwjYUmCoH5/uXiBlVmIHhyZUWPntuG24Yw49iuIIZsdsLULI1HKo7+NbbaHCVM1Scmi3KolpXKBoqZ6qYKVnkgB3E2On5CJJUXl8vHOSe3wjGhe0YXxVQoHuCv3puC7/y6QuwNAW/+Ldux397aBl/65e/gFB0Jz/5k6/HkYn8K324Y3yV4Bga/tV3nsa33DKDtbaP7/rw5/C2U1N4zz2LaHsRfvq/P4Hff+jKK32YY4wxxhBUzpA3VblByKiR2WbLCxPMlCh25MR0Af/gjUdwfCqPtksFTbaZYiJ6JW9qcjKz2fZRsnTcOl+CoxODY6ZoSbOpzDwqMxHZ6ZL7JwMVFZm+9kDNkZs7x6DN0Z0HyoM4E5/cSsOY9FmZDg8Q7rhio5tBYQzPbXTw+fM7VCjamojVubo4nStbqAiaX/ZZAWCt5eKRy03MFE3cOl+S9NzhuLqcocBQKRvTj6nQC6IEuspHNMxJCtw8U8CRiRwWyjbAhgtWwnTRRM6g6d5M0cR33jGLwxODpsN2j6bRUZygljPgC6qrKijUhspRsnWK9MkbmC9b8KMEF3d7UIXzbs6kjW7OVHHHYllOhrp+hO1uAAYGZeAVJSf5ABUmjNGxHZ3MoyJop5mHBmfkph8nZKaUfbbb50uwdZqsxQnlD5+cLsLWVRys5VC2SYencIbXLFVQckhTutxw0RVRQTlDRcEkU63XLFVw76Eq5YIaKmmgRSHt6Cq4oNgeqDo4OpGHxikqqWRryBsK8oKuyhgVFWC0hgqmhpxBU9bFmo2ZEkWe3LFYwe2LZcyXbUwVTByfzsvmvRdQ0Xh2s4M4SXD3UgX3HKwiTMjVNrvHZkoWjk3lcaiew7mtrtRfM1H0Zjm82XrmbNCQMoZom5wxHJ8q4N13LQjKvo8DNRs3zRRRzRl0nzGGOEmx0nCx2SH67t51W8vpODSRw8F6DrZofGT3GgBsdz20vUi449K65mAo2uQa/udPb+Djz2zCEJmzzX6ArY6PmZKF0/MlqAqXOuUkoWImSlKonKPrRWi4ZCJWtDUsVm3hwk6T34qj447FMr7p5mncf7gGxoDFqoWFqo0J4R5taApuni1isWpLQ6Th5sBc2UIYpaLxQ07uFUfH647VpbY0SlJ86vltfPb8LpZqDm6dL+EbT05irmzB0hTSa1saCpYGQ1PkUMcNiE2gKuQWfHG7h+c3utgVsUcXd/ro+HTOTU3B02sdfPzpDQDAp85uYa3loevTdN3SFdg66VhtXZXvkRWBqTDk0kXxeKjuwBYFs8I5woTM6iyN40qjj4cuNeh9RbFuqNQkoyih/Z2IsyfRQ5d3cW6ri65Pmc9c6I9VheFgnRgf8xUHT6+2cWa1LQviDJlh2pF6Doaq4PnNrpzCr7c8NHoB4iSRbuk3inFhO8bLjmY/wPf88ufx/v/0JXzotx9BmgL/8jtuxtNrbfzj//EkUpAJwR9/6AHUcmOTqL/pUBWOn//u06g4Gtwwxrf8+0/ju+6Yxe0LJQDAf/jL89IwYYwxxnjlkRU+jIuIH7GR/8aTUwAEjTNvYqcboOWGqOUMmb2qKXzEHC6bThysOyJHlku3YkcnOnK2AVUVKihmyxZmxHT1L5/fRtsj51A/TPDps1uYLlo4OplH1dHJdbTjo2BpqOYM3HWgQpMoW+TOKuQsnBVDAE3Ivunm6RETHj+iaWPHi/Bdd84hiBJc2e2PRPYAZLa02nSRE2600yVTFsxfvLCLJKWJ4wNH6lLbOIyyo6OeN6ArXObgVhwNmspHaM+TBQNTJQuHJnLw40ROwLOi8PBEDsenCjg6mQcDw10HqnjbqRlY2qAQv3m2SHmd9oDKm9GEM+o25/T7mDMGVWSxNvshdnvkhP0tp2fwxHILD11q4OJ2TxY7pkrmVoaqYKHq4PR8CadmisgZKsq2NlIUMc7w7tcsoJYjWrEhikpTJWfU9TZRnCfyBubKNiyxyXYMFQeEKVY25S07mphqkcb71vky3npqGscm85gqUYbq6bkiZssWCoLaW7Z1zJUHBT9AE+f5soVb5kuo5wxMFU3cvlhGxw9x02yRdJDiM2YGaCM/Lz7fatPFlV1XTnRTpFJbqXCGrqCfHqjamC1Zshi8sN3H2a0eWoJmq3KGqqMjJ95rpmjh5tkipkVWbD+g7F3OBo7k2XsEIm/YNlQcrufx2qN1nJimgQED8ORKC2fWyFn2QMVG2dbR6AfY7vqYL1s4PJET8TNX8z0tob1loOJf5RwbLQ8XtntIE3Iuf8etszhcp/fL1g5AzwlZcIGynRXOcNeBCk5MF1EwVWy0PVhC9pA1s5I0RcXWUcvpcuqdSdMXqw4O1nJwdHUwORT65O2ej5YwjzM10vRWh0zUVM5wsJ6T64sPr1FATufDmNgTF7Z72O0SFT17H1Mj92M3SHBiqoBDEzl8w7EJHJnMg4MK8ikRq5O9vsK5yM8VOcBgCJOECt40M0ran7UYxgmmCybuPljFPQcrtM4L9NwqiEnnTTMFLFYdee6mi4a8/0q2jnfeOY+/dc8i/vHbTwBpio22J58DJIdo4Zm1DtwgQpKQa/l00ZSMj72YL9s4NpWXucxMnJuZkoWqo0NhwDefnsbNs0W87dQUFEYNyZ4f4aFLDfSDCIwxPLPewbktimbbEuvg8EQOPY+cywPBrMkkLTeKsXnUGC876EEd45HLTXT8CN979wK+7bZZBFGCN5+cxLHJPN58chIzJfv6LzbG3whoqoKP/v0H8NZf+BS6foTv/PDn8Fs/eDf+7cfP4tNnt/GBX/8yfuZbT+E3vnAJP/W24/tuCMcYY4yvDbyQjGWGJ6+qwlEvGDg2mcelnR4eERr5thtiudFHR2gF63ljsAkRpilvv3ka6y0PD1+m6QBjQMsN0A9jHJ3KU56tMB2q2ho2Or40iJkWhVwWI5QEwPmtLuI0gS6K6JmihfWOh45H7sBzZRuNXoA0JX1lECe4sN3HvD/qJvvg0RpypoonVlqUnZmk4JxhrmyjF9DE6Jn1NgCaAA5rRHs+mU6ZmnLVBnC2ZI3oRLPsVD9KcMdCGatNl3RwVQe9IEQkInCGJ0gLQ3RvBip0iOpI5kKKcHK9uEPFwMOXG2i4AQ4P0boXqg7p08TnrecMqVcumBoYA6aLFp5d70hHaltXkMkYd3sBnlxtwR4qNLOPpankEF20VTi6DT9MYOpcmh5lrzVVMPHtt86iaGq4ebaItheiJIoWzhgevdJEnKToeCE4YzhY0+FFtOk+MkGmM2kKnNvq0PsqHFMFU067K46Ok9N5tEsUvZMzNHzkr86hO9SQWG640JXMCTeVx6erHBVbxzPrbagKw2TBQC1noB/EKFgq6pGBk9MF0taKnwmEVja7VLfMlbDZdoUDN2WKzpVsPLveked9o+2hZOuYr1jy/Jds0nqvNl08s95BmkLSpAHSha42XcyULBydyGO6aKItzpEXxmRGxBm+4dgEvDDG48stlCwN77l3Eaam4KJw+GWM4dxWF2EsjptT8dnxQtx/iGi7RYv06v0wQrMfIhIsh+mCCUtTMFOyYOkKCpaK+YolJ21tf9CQXqgSFbjRD+SUdK5iI0gSHJnM4faFMhWKvUDq4KfEfXJ5t4/JgoG5kok4SfHYchNtL0TPi6RW31RpSll1dKy3fXBG+tCL2z003RCmqmBls4uT0wVMFU2kaYqnVlrYFDFSKgcu7PQxVbQGjAE+XNgO/j9FKk2jGv0AbhjDMRScmiliu+vj+Y0uOn6IW+ZLeGy5CUsXngMMqOYMtNxwpBhbrNpYbxGbIHuOFiwVz6135X2S0YoB4PRsEbfMlQAA9yxVhxgsgsKrDpoFGVRObuMqpwzyYTbKYtURTIoEHY/ui+EehioK7yBKYOpEj759sYQnV9owtavnn5mJ3VrTgyfi1wCK/5orWzhYz2NRaLMfvdKk5/ZQaHkojKsWKhZMjWNdRAUlaUqF+F3zuNJw8flzO2CMmhHDHgPXw3hiO8bLjsWqgweP1NDxIxydzOFv372AjkeW5b/83jvxE285hlvmS6/0YY7xNcZc2cZf/PjryLglSfHuX/4C3v/AARyfyuPz53fxnl/9Av7L5y7h1z936ZU+1DHGeFXjF3/xF7G0tATTNHHHHXfgU5/61Mv6+lE8mIRkf+YMFQpj+KbT01CGoheiJMVDlxo4u9UD9pR4WSe/0Q/wyOUGVgSlLE1p41h1dGgKw2bbQ8uNULY0HKznUDR1VIXhzZtOTOK+g1XMFS3MCqqnG8bo+zEYY9AUjpWWi3Y/xHMbHbmZTAB8y+kZMGG2YmmKzP7MYKgDE6ypkimzUz92Zl1+DlNVUHb0ga6Oc6JJpilOzhRHztNbbprC7QtlpIDM+5XnQnzPQ5cbeFoUPZcbfVzedaGpDGVLH8nZzCJKDJVjtmxhQmy03SAGGNEoswagoXGpvbwyZK4zfC12ez62hDs0AFGQA46hoB/EuLDdw4XtnqQqA8Bqs49zm11MCWp1kqbSOCsUr+P6CfpBjCdWWtjpBlAVLnNnc4YqtdV/9tQ6tro+NtpkuENUYwVvPzWFm2cLyBkU17PR8dHoBdBVyl+1dAXHpvIwVWVQtLPBSktT0hqvtz1yDE7INTeVk7AUZ1Zb+Oy5HWx2fHghZQozkO+HqSsIkxQ9P8alnT650uZ0GJqCIxN5WLpyVZMh+w+gta0I6jJAFMriUJGCNMV2hz6zG8SyGGEALu70ZUPhYN1B0dJwQBQNLZdoyVsdD7rKZW4pZ8BTq21J9zU1BYZwAK/m9JF80mzdnRKTS10lY6C1tivPGedM3KcMnPGhiCrSYTNGE9Z63kDbi3BhuwfGqCgxFMrB3en6UDlHCorWygr0g3UHS1UHrzs6IXWdYOTi3OgHuGOxjLypYbcX4PxWD585t4PNtgeVMyqoGMCQou/Hcn2nQlddtnXMloj+7YcJLu70YKjkXl3PUbSYrnLZsOh4MQyFjzAJrnpYATJf1hCmV9n1OVTPUb6wrcm4qseWm3h+o4PnNjroeCEOT+RQy+mYKZo4MpHPzM9Jd+6G4Jxjvmwjb6gomDqmiyaOT+VxYrowUtjOVWzJVDgymafPOKTzdsR9v1gdrMsJETNWzxtIkoFZ04XtHv7w8VX8z0dX8PGnN3DbQhF3LpZxYrogf/bEdAGOocCPSeu73Q3w5EobXS+6xsx29JwNF/GmpsAxyN39+c2ubCzsd7qXao40PSvZGgqmJjKviQGR/Q6YKZpj86gxXhn85XNbSJIUf/rkOv7rFy7D1hVsdwN8/3/6Eh7815/A7315rKX8esdEwcQnfuL1qDpEC3z/f/4y3nvvIiYLBjbaPm6ZK+HvPLD0Sh/mGGO8avE7v/M7+JEf+RH8k3/yT/DII4/gwQcfxNve9jZcvvzyGbFxTgVBIJyK50UmI+dEbfuGY4OorqxYPD1XwvGp3OjGEbRhThKi+a23PcRJijgBrjRcsWlkWG5SwesYKuYrNmYrpjSqUhWObzo9g7ecmoIXxoiFA+hwEagwJie8w7o/TRRHT6604Yax1KMNQ+GU75k3aNqRpJQ9qSlkjnSTKApsQ8WE0Ig6ugKFMTxyuYHtjj8ogjUFUZJitemOaG+BQQbwapOMrKKYMlcBclqeLpkoWoPjC8RE8vaFMu5crEhKZ7bR5pzhDccncLOgdx+ZoKKv7OiYLJg4WHeuuhbAgNLLRHE4PH0EqKlhCkro2c0eIkGhzBoAhjjvipicWpqC81s9JMIwptkPZFP7yGQOx6fy6ItoGX8fU6K7lqo4PJGXObxdL8JMyUTNMVAVBUrR0vD209Mo2hrimBopj4jpP0DZyDfPFtH1InzszAbObnZlIcQYra8UgKVxGWsDUKYwZ0xO51bE952cLuDBI3XcNFMQn5XJYnrQ7Mmonpo0GwKoWL4K4mfObfUkfRMYmPAULA2TBROHJ3KYK9lYqjpoCc1xy6Up81bHR9sNB1NGRmuDKLwKbEOFpjBstHwZxwPQvXGonsOJaWrCbHd87Arn5DBOJSUdACbyBm6eLcprTVrTQUWRHS9RhzksXcFzG118+uw2OAe2OgEubPfQFg2inKHi+HQB00ULsyUbc2WL9LVugMeXW/j8uR0RVURa7JYbwosSEaND+aW6omCqaMpiMtOtlx0d33R6GvMVcjdmoGdQ5iac6aI1hbSoS3VyRF+qDYrB/QogxoC8qeH+QzXcf7gGU+NECRdT3rZHE21LU2BqCu5YrKDjEbV2vmLj5rkS3nhyEpauyGIvTlLkTTKUsnRqsJkqF8dKnjRRNDjPB+vO4PpxhocvN/DkSgumpuA1SxXcPFfErfMlfMftc5KWbqgKKo6OfhBjq+PLiW2WRwvQM3i2REXzMJ2dMcpIBui5b+sK3Rt78rOvhazJdGQihznBYrnS6GOr45E5VpzK60HfP/hJAKjlSULSdEOESYKPP72JRy435L3UC6KxedQYX3v80eNr+L5f/SL+/m89gp/8vccA0M282wuwWHXQ8SOc3eq+wkc5xqsBZUfHJ3/i9Zgv20hS4Gf+4Az+wRsOw9EVPLbcxEcfXQUAXNnt4yd/77GrNohjjPH1jJ//+Z/H+9//fvzAD/wATpw4gV/4hV/A/Pw8PvzhD79s78EZ6emyTbzUig1pxqaLZB51y1wR77h1Ft91x9xVEoKCpYkp68CllDEGhQOLFQeWxpE3VCyUbZqECBOgvKnK4mq356PrR7B0MlzSVY7XH6vL7NkwTlCyNaRIMVuy9tVicc6gcCbzHPdipmThwaM1FCwNnAGnZgpwDBWWcC2NkhSOruCW+RKmiyZMnbJRt7s++kE8Ypg0XTTxwOHaiKbzjsWyLOpMlcNQFdy2UMbdSxVM5g0slh3kRFFfFzTO5zfo92XLDcEZRtxgs2sxrEus5Q2849ZZvOZABXNlC2VbHykgM63weosmKI1+AMaoyMibKhYqFubLFvphLIu07BrpyqAYzExpvCDGasslCjVn0BQGW1MwWTAxVTCpqJkq4HvvXsQ9B6u4Za6EoqBFZ9NGgN6/2Q8QJ3T9bF1BxTGwWBOFkKzjmMzRBWiCdqhOE7KirWGj7eNz53cAkLP2gaEpa1Y0myppwE2NI2eqSNIUBVOFwommXTBVtF3SaFYcHbWcgTsPVDBTpILM1hXMlSjbM7scDx6p49hUXl6frNGT6bc5Yzg+WZC50Nm5nSlaODaZw00zBXzDsQn5c3ctVXDTbHHkWssp/NBkLGNDZP9Pn5Hh8ZUmun6E03MlzA4552Z/mrqCrLS2dUVOAd0wxnKjPxKnk73+WsuFF8ayyF0UmviFio3poombZgrgjKFgqZgsmJI2en6rh08+u4k/eXJNUHFj1PMD/WfLDZEkZGjWcgNJj43TVDjsxjA0jrYbQlcV3DRTxGzJwu0LZQDAnz21DoCaWbfMl3D3UkUeu64oKFmapNFbIuYqWwv0+TMd/kDfHsY07dzuBrJhUbYHOuvdboC2H8OLYtyzVEU9b8j3eMtNU3jHrbND157ep2DSc7Bo0XT6wnYPWx0ffpjguY0uzm/3pHkUAFwQuc0Zst7CfNkW000d33H7HHSVy9gnzqjpNFkwpfYdGDSiZksW7j1UlX+fKIgmnUHMjbKtQRPmVDmDordMlePY5LXNXdnQ/9D112TBnDUrkjRFglSeo5ww+gPoWckYw8FaDgyMnJhF82i1RU3Qm2YKIxFWN4KxkG2MlwVzZfql+PClXXQEzcePEvzIm47gQ288gqdW27L7OcYYeUvDJ37idfj5jz2HX/zkOfyzPziD99+/hE+d3ca9h6oAgH/5J0/jj59Yx2zZwo+86egrfMRjjPHKIwgCPPTQQ/ipn/qpka9/4zd+Iz772c/u+zO/9Eu/hI985CM39PpPP/00ACqiMgfWYQ5YVsB5IW1Qz2528fxGF7eJjaaqjPbKs40PYwwPHqlJx1pdVXB6voggilHJ6Tg+U8Bam6i7OUPF649O4C+xBQD40sUGFPEzlpiIHpogZ9woTvC58ztouSHqOQOnhqZNWSFRzekiM1KXRZk8vhFW4uAv737NIv7Nnz2DM2ukr13e7WOxZmOl6YKDCuSyreOmmQK+776lkcmoKSY5w9CVgfb0jsUKDJU0twrnePBoHdWcgZ2uj5yhyolLNrWZKJjgwnxlGMMGXQBpP90glsY4ez9fNinMJh+LVRsFS8OBag4PX2rC1onGeGa1DUtXcMtcCd98yzQMVUHHCwHqN6JeMKApHHNlG2GUYqqgY7JA9MfdXoAza22UhHlUdl40heNAzZHvPVzYPnq5iXNbPRyqO5gqmsibKjpehNmShTsPDBUqwt04RQovSvDG4xOYFi66aZqiZFNTYqnmyPNQdgxc3Onhm0/P4NErDeRMRR5Tx4uw1fGhKhxvuWkKDMCfikIpg6UrmNUtbHd9MMZgaAO3bmVPoyH7azJU/K21XNxzqIqcruLZjTa8MJEFUs5SEfZSbHZ8zJVt3H+oin4Yo2BqMFSOFHQvmCpHEJEjcnGPiVVW8PSCGM+ud6ArDIcmcrLQHS7iTE3BW26aAkRG9LO8g6qjy9dIkxRhnCIeonw+cLiGthfhixd2ccdiGSVbh6aQVrwX+Jgumnj3XQsoOzrSlHKnyzakrnulSa67ZVvDUtUh5+sUePPJOp5Z72KhbOPMageGShTyLHJpukQZyZN5E1vdQBpbHZvMwY+Ikt31Izx8qYGyo4Mxoug/vd5G3tRg6QpUlc5FkqaS5eBHyYgcIXNK9qMEFZtij6I4haVR8yO7xr0gQj2nY6sbyMYEA5PF92LVwV2LZay3XHz67A6CKMbrjk1Il2dTV1DPG9jtCb2urtC1VpicggdRClGLYqY08AJo9UMsVmwkGKUeA2RWJyFMlm6aLuLUbBGTBQPnt7uwxIR7qeagmjPw+JUWffahyJ1n1ttouqE07VMYPTsqjo6yMyrfGEZ2L92xUMaTq62Rf1uo2NBFhNOa8BQARhkNMyUL31wwsd728ORqEwrnuPdQFb0gQlvozs+stUdyr28E48J2jJcFp4SN+qfPUseUMeB7XjMvC5JTezqQY4yhKhz/6K3HMVkw8X989Cn8h786jzccq0ta2P/1bTdjtmThh15/+BU+0jHGeHVge3sbcRxjcnJy5OuTk5NYX1/f92fW1tbw8MMPv6j3SVLSzmaRKhsdH/PVAbX12fWONKfpeCHWWx5UhY2YH+2FqSuy6GIANtr0MxN5E10vwkbbo6LGj/DESlMa58yXLTy30UG76UnX1szQZq3lDoqsOIau8qGpsqC5OVTwrjRcGTcz+llTPHK5iSimz5rpI7t+hDAmWjEdM9EyFQXSZfibbp6WMUb74d6DVQRxIo1lkFKhnblCk1bRRtWhwtaPYrTcEFVHx7vvWkCUpLKQYkM1+cLQZDfDk6stdP0I33x6Rn5tuFjPLk1WtxRMDd98egZBlKCeN+TrcUab7TednJRTn7yp4Za5EsWYqByn5wa/z7NC9MRMAZ85u00f80Xo4aYKJm6ZK8pp3bWcWDPcvVTF3UvVka/t9gI8t9HBbIm0yNk6s3QFJ6YLqDg6kgSYKVu4ODQNcwOaQrbcEE+vtrHV8a86r3RMhHToL3sbDUGcwtSA59Y7uPNABUVLwz0HqzA1BW03hKpw5IYaKzldxeF6Dl6U4M+eWsebT07KgjA7fVNFE6amYKnm4L5DVTy50oalKdJQKYOtKegHEULlhUmYpqYgTlJJD9UULqnptqFA73M0+gEWExucM3DOUHZ0HEiIUZAzVBydzKHthlhtunjTiSl5vzBG1Hh1KPs0kwVwzjBXsfB99y7imfUuoiTB0Ql67Y22jzhNsVRzcHK6gMu7fVRsHastD70ghheSkZUXkb73jsUywjhB14swX7HR8SIojNynP/70Jg7Vc5jTbVmAHp7I4eHLTXhhDJUzXNweXH+VM9y9VEWcknlZtsa3u/5VjaNjUwWc1hQkcYqZYls2MMIoga0rmCyaePRyE89tdGDpCpr9AHNCwpGduzhJUXN05AwVizVHUrajJEXZ0SSrY36IbZAihaZyyrTeI6U4OV2QzbeOG+LYZB5vuYmuyU7Xl9dleE31RHMpjFNyty+YIhqNIrfcMAZXGE5OF65q3uzFHYtlOg+iAB1GNUcu92c3NykSbM9rSTYQZ9jq+JRZPUlyCqKMO1huEntgsWq/KEPRcWE7xleERy43cOt8CT/7Z8/g02cp/4+xFLWcid/8whW84dgk3nRy8vovNMbXLb7vvgPY6fr4d39xFn/x7Bbe+m//Cr/x/rvxb/7Xs/iRNx0dyrP08dxGV050xxjj6xV7tZNpml71tQzT09O4/fbbb+h1n376abiuC86AZKioAkYzH0fyCBnwhQvU0BzWtwKQBaumcHzx/A6WG67Y7KU4MV3ATTNFLNUcPHy5geWGi9kSUT77fiw3ebcvlHGonsOnz26j40eYKhiYFMVHklIBu931cXwqj7sOVHBltz9yjjJDm6ozoAwOIztiVWGUdZo38dClXdw8W4Slq+h6EVYafTTdECVLQ9UxcHnXxUTewGPLLTy/2cObr/E7LjN8avYDWeytNPoo2bosKFZbLjba5AK93PBlVArnDPrQZvB6Gztf6KGfXmujaGnSmXXwOcX5GKo6ad1Qc+I5QX1+553zODlNE3TanFOsTmZmM6zfPFjL4fw25XF+/twO2m4EMEgTrhfeFhNuXSjj9FwJf/D4anagLxqqQvR1Q6UCzwupyZEVn2stFz0RZeJHCTxxriYKBlLQuWu6gYxA2YvsdTpuBC/oUZwL2/s9tNYaIpZpu+uj58c4UNPQ3ieGk3My/9rs9EbeAwAu7fQGJlOM6KJTBQtxQoXao8KRPLuUDxypIYhjXNymtb9Pao9E1qjywhjLzT5uFbF7WawKAxu5BrMlS04eASq6aiL/1trDTNgbizRTJKdkUyOda8Ux8Ox6B8+tt5EzNXzToRoevUyfReUcbkBO51k+KxWnNJ3d6floCg3ukYkcFMbw5EoL9byBuZKF//nYKmx9wJaQlO3MTC6lwn53SHOagqjwu70Adx6o4PRcCWc3u9ju+lc1LuI0Rc5QoQo3cC9MSO881DCqZZm5CsdSLXfVa+z2Ahiagqpwop4qmnLNLdUcPCNM5YaRHb+hKlc9449M5pEzVfzJE2uYKlJGc9ZoyNZAdr9udXzUBKvlufUOwGjgNF8hSdgXL9DztetH0vhppmSOGKftRdbU615DLjZ8uHt/NwzjppkCvnTRRpKmeHK1BUPlmClauLTbg6Zwmri/iOfCuLAd4yXjr57bwnt/9Yu460AZX7rYQN5Q8QvvvhU/8wdncGm3j/sPV/HAkdorfZhj/DXAj33jMVRzBv6Pjz6F5za6eN3//Qm4YYK2G+E/vOcO+FGM9/zHL+LsZhe//v7X4O6D4+J2jK8/1Go1KIpy1XR2c3Pzqiluhg984AP4wAc+cEOvf8cdd+Dhhx9GnKRYbXlYKFtoC5fY4Yb7fMVC1w/hhQnmyqSzq+UMGXEiIShtfhSjH8ZouTTFSEGbUkdXsVRzsC2cMzkjapyhKbKQ5iOUVoaSrcMSRV5mvmSoitR2ZcVrps3PG5qYvib7TiAyPSUdLv37csOFqnC86855fP78DpYbfUzkDaE7U1B1yH32oUsNnJy+vsRmOFZkrkLTpIKpwdFVPLfRgaoQNVlTyJE1cwMdxjCNeqPtwY9iOVEdRuYGa6h8ZGOZTTGHJ2rZ5jdJUyw3+gjjFI2+jzNrbZwTnhjTReuakxtLV0QjoIGipQ6cbwX2Fn97N+bZxn/4/NxIXuX/fHQFAPCOW2cBkLnU7QtlxEmKj53ZwFOrbZycLsjPnOWkc0aGR003hCoKyzSFNLbpX6OwzVx+kzQFZ/tTkefLNnb7gdSyXt7tY6vjj+Qc70UK4K2npuBHyVX09bKtY7Xp4vhUXlL5s4gtQDAIRPnrGCq+5ZZZeV4GgUZXo+WGmMgb2Mob6PkxZksWLu/2kaREDb1NFLoAcHaji4cvN/HG4xNygmmoyr7rbj8wNlh3jAGbbQ/ntns4s9ZBlKQjzryqMjBWq+domsxA7IzJgilduJFCmkJlxY6uKsgZlOmaOQYPa9IZo+fCqZkCXnesjj97aoNin1Iqmnd7AT5zdgu1nCFjovbq8TOneE0hWUDeUuHoKrbEs6vRC2TUmKnSse9lsJRsDc1+iHuWqqjmiQb+2HITAHBkIo9n1jvy+IePHRhtSA1jumjhtUfreGp1dGKafX9W2K63PJyYLkht+pcu7mK16SJvauh4IcqOjqpjYKHqIG+psHXSF988xM7YD3/13NZV+cfZM9GSpmrUsDDU/RkFqsKxULHx6bPbmCtbdG+aKjqejo4foeMG8G/AxEq+3g1/5xhj7EHOVFF1NHz5YgMMwD/71pvwr//0GVza7ePeg1X8ynvvuuphPcYY18L33XcAMyUTH/z1h+CGCRQGfNcdtHExVAXvvHMOf/zkOk6LfLcxxvh6g67ruOOOO/Cxj30M3/7t3y6//rGPfQzveMc7Xrb3UUTx0+yHaAvPhOE92n2Ha3KieqDqSN2UwskpOJvYFUwNE3nKlDw1Uxg41YIoqNnvh0MTOSw3XJHnqMPRVRyaoA1Y0w1xbrNL+kyxf8oKIU3hSFNgrmzKqVI1Z+D2hbI0xbENFTfPFtHohZJWnOHqQov+rOcN+GEiXUwP1clF9MpuH4zTpENXGc5u9qC9wCRCns+h9ylZOnpBJKmbU0UTF7d7CKIEBQsjbqX7HRtAWsGuF8HI7VPYIsWt8yXESTpSgGQU2+Eoml4QwdYUxAkZuSQpUDR0WdTSORp9/eEN/+GJHDY7HjijqeeBqoOHLjUG2mpcvbFvuaGUm+xXMF+H/Tj0faPf+OiVpixgh4+7YGmyKHF0Bcen8ijbGgxVEcyDFKrCUBbZupV9NIUKZ3jTiUl0vBBxQkXXcIMgZ6joeCEZromvZYY3V3b7KFraVa8JQF6j/QrFgkXmVo6uIk1TPHKlCYUPNJmMvTjKdwbOBhpnXeFQFY4Hj9TxB4+tYqcbYKpI99J9h2q4sN1DywtxebePA1VnRL99I9h7KT93fgd+GMOPiJHxpQu7OC4muld2e/KZoimMppsqB0A5wNm1DWKij3/67BYu77o4MZ0HY6TdvPNARR7j8NqayFPqwun5Ek0+QY+SFMCdixV4YYyPP7OB3V4oKcZRvP/JTVKazGYmZBmy5sQdi2UsN/oUzbRnMR+sOVhu9PHIcgO3zpdHNLPXupTZNd7q+tf4jv1xLQZPhpPTBRysOciZKs6shjg1U4QXJqg5OiyVord6/v7NswyPXWmi0Q8Qxolsar395mn5/5rC8Y0nJxEnKX7jC5de8HjuP1zDStNF2SbDr7YXSWlKP4iv+3mGMS5sx3jJ0BWOphsiBXB0Moef+9hzWGm6uP9wFb/83jtf9ENwjDHefHIKv//37sO7P/J5+FGCH/3dx/CFn65BURi+774DeM+9B+QvrBeiX44xxt9U/NiP/Rje85734M4778S9996Lj3zkI7h8+TI++MEPvmzvoSoMReFovNH2RLExuNcKpgY/jHFhpw+NM1nYqpxhoWqjuUxGIrac1jAcnSrg3FZPbviGWReH6jkcrDmIE8pQfdPJSQRRghQpPvHMJuVcbvdwsOaMaN/SlI5qpenhwnYPR4SD53zFxnrbw2rTxbHJPHSVY/sFnDWzzWz2PLnvUA1Prbbw2fPbQs9IJdrhiRyOTOZxfCoPQ+X4o8fXrtq87geFk2YtRYrjU3kkKW36OGc4NUtmLztdH5rC8Ilnt6Sr6jCyYiSj/2XPQbYnkgUAPnN2B/0gwrecnpHHN5E3MF+24IYDI5ZsGs5AzQwFNGG7faGMh4fidIYR75nOhHGK2xbKmCyYiJMUixUHyTW26dkULZso7nfqNIUL+uq19w9vv3n6qsK2ljNgqJR52w8iYc7F8MDhmmxoOCKfdLnpwnVDbHY8pGkReVPDa4/W8eCR2jV/pziGiqKlQ+UMb7t5euTfHjhSw9NrHVza7snzk62pthtdlZ88wLUr04KpUfEhsnsPVIkKnmnb9/vpU7NFrDU91JyrdcIZcoaK1x6tQeUM2tAEbanqIE0H+cQ5Q8Vrlip4fJl0oyVbg6WTrj0zLfrm0zMvqMMcLoqy66UqHAeqDq40XHR8MvCar1jQFEVONOsFEzGI0rsmcm0zE6PJgoWLO32EcSLNyLJzvt5yZYNreH0MZx4DoukhKltdMBs4Y+gHER48Use5rS5OiYzqew9WsdJ0ZTOGgdatpY1SgxmAtaaLj51ZR8nS8fxG5yq9NhmQqWBg0BU+Mp1tioZRlIwaJV1P53ot1HI65so2mv1w3393DFU+S5/d6OCRyw3yNShaOFBz5ET7hZA1MDWF49RsETnjataGqnAoPMXp2RI0pb3fy8jj+b57D4Bzhs2Oh8+d28F81YaqcHS9/T/DtTAubMd40XhmvQ1T4fjOD38WcUKbl82Oj2Y/xNtOTeEX3n3rDVNVxhhjL25bKOOP/uED+K4Pfw5NN8Tf+pUvIElTvPHEJP7hG48AIJrhD//mw/iBBw6O6e5jfF3hXe96F3Z2dvAzP/MzWFtbw6lTp/DHf/zHWFxcfNneQ+FEz42TFAVLQ9ONripCoiRFz4/QHaJvhnE6MqW5ea440oB6zVLlmvo/xpjUYaVpij95cg2WpmC6aKHRD1C0NDiGOvL6jX4AMEhH5GFkGyxDG1Dg9isYAcjN3/BnPL/Vgx/FuCDMZjinqd4dC2V0vAhelFAxdwNjM0XEaABE99yvGK4KY6vhiccwsp/JCqbs7/cfquKJlZac/nDGUHE0OLoyUvhQoVTEZaFBft3ROnKGiiRJR6ayhsYxX7Hx3EZHuFjvnbpSgZEZaGUb8oPCdfXPn95Aliezt0Z826lpnFlr45IozvYrIhkgGxTXwt7zE0QJzm11kTdVVBxd6pErDrn4LlRsWdR8+uyWnMZ54WgJfr1GaZKmCPaZ5BmqQhNFBqwLd+8bQT23/3Q+w3zFluvmlvkSgigZKWyTPWsvo5m+EBhjKFm6jOLKMFUysdUlHesdi2X5vhnNNGMdXEuHvB8WqjZypoooSWRTg7NRI6Fjk3lYuoI3HJ/Ao1eaeGatg4m8KRs5bpBgvmLD1hUcnypAVzjiJAVnTEZqZV4Ayw0Xd4jH4DAzIW+pYMyU5lycMcRI96VsVxwdFWfgxj1RMKVWPjt/t8yV9tXrr7Zc9IMYnIXwov3P00TewFHRHMugKVzelzfNjD7HcoYqTa2uBWsf/T1jDHcslrHe8hAlyQvS0xnIdbrZD7HZ8XFkIodTs8XrygIyVozC2QuuO8YYJgsmVlvu0Neu/r7smZY1Klr9EPW8gYqjI/8CJn17MS5sx3hRePhyA9/94c+CMboRMipGsx/ie16zgH/+badecodpjDEyHJ7I43/96Gvxvl/7Eh650gQD8NhyCxVHx9++ZxEff2YTn3x2Cy03xP2Hq+PJ7RhfV/ihH/oh/NAP/dBX7fWzjcVS3cZKw8N8xbrqHsviY4apuMkeFsXHz2ziwaN1Obk4t0XU3f2cZ4eRvYYbxrhlvoSluoNPPLMJYHSC4QrdVTWnj0RkAENOtulgw3TVNGTPZ8omOw9dagg9JcNM0YIbxJJOGsQJPvkcHUum8bweht/neo+q/YpaALhpuoDVpkvRO0OvWc0ZeP2xCXzszAb6QYS5srXvhLDRD7DZ9WDpHMenCiPf44WDAj4rXK5Vrzs6xcYMf47dboA/eWodbM/P7P2oEwUTeVOTtNL9XLRvZAK+Fwqn3GVL239LyxiZX212vBEd7VTBfFF03o4X4uxmD3NlG7fNl0aO1dIUNIGrIqVSpFedh/sO1bDbCzBf2b/Rci2MmoHhKj3mjb9ONjkfIIuUsnRFFoxJkqIronJkHmqZ8lh1ld/QXm+Y2p2Ze7W8EH4YU36qo8lYp54XoeUGchILALOi4I6Twec/WHNQz+n4xLNbKNk6jk7m0fOjkefKbMlC5eQUnlptAU1q7EgHZ/E9p0zRGAABAABJREFU2ePgRnTdA6TCMZquc8HU0PZCOIaKFEDF1lHLG4hfIKEm03QDpLHmjGG95YExtm8Be2Aotmk/zBRN3DRTlNm0LxZHJnN4fLmBIKZif7cf4Jn1Diav83rxnqbHV4rdXoDzokG1VCMn7idWWlBE/NyNYlzYjvGi0Oz7SFLqqGucIYgSJCnww99wCD/xjcfGBcYYLxsmCiZ+5wP34IO/8RA+I2Kk/rf/90mYKsd33TkPL4jx5pOT4zU3xhgvM7LNvqOrkma89y5TOIOpcTkFAYgOOqIRZaMmLutt76qN/7Vw+0JZbpwLpoY3nZjEnz+9MaJtnC1ZSFNyjd2LrOhdbvSlSc3eadNkwcB8xR7oRsWhLjdoenLHYhmLVQd/fmZDxmS8lMfNcAH0Up9XRybzePRKU7q67i0q7jtUvSqncxi0aezhrgOVkSxJxkaPKUwSPHK5Mfi8e16HMTZCE37gcA1//MQ6dvs+ipaGNE3hvIAMafjj832Wwks5OwpnuPNA+bpFKmdMTu8NlYykXkwdTWsllGZiw7EsWW7tdOnqYnXvJR+OV9oPWYTSlV0XhqKgYKm4suvK1zk1W8StcyVMFV944nstZJPevW62N88VURuKxHpytSXvjcF5U/bVdu+HME7gRwk0hcFQFbz+WB0cKZ7f6Eq9/aKgWIdxggR0jUq2jk1hyjRXobzlRwQ1vh9GKNoairaOb7tt0FgazjzOYOnKvverNGQSf1c4w10HKi/JE6ZgUWGrKeTCvSTyp+Pk2pXt8P2WsRvnK/bIenoxYIzh8MT+E9MbfdzMlSw8u94BFzTpzDzqhZBN819KM2o/rDRcrAjZwBtPTCIW7IjdXoDONZyX98O4sB3jhuGFMf79X5xDCtqshEkKTWH4V99+M9555/wrfXhj/A1E3tTwa+97DX7kdx7BHz9BTrA/8fuPI4gTfO/dA+plnKToB9FVcQNjjDHGS8fwBmxvEZI3NRnXk0FXORbKo5szZWii++Dh2g1PR/Zu8qIh2lsGU1OuuaHL9MGWrkiKc29PYcsYw+0LZRkRlL30QsXGbi9AxdERxQmiOBHT6OvnrH61ILNwBfaeR9LMXfvnNzs+Wm6ITz2/haKl4dBETup1LV3BfNlCCooVemKlJX/uepermjPwnXfM4q+e24IfJrBnhsyQrvOzw5+BM4YkTV+y4eQXLuzCC2N86y0z1/weRUwkC6YKTeWwdC4LqxvByemipK3v3fRL/ab4e8nW0ewHyBsv/nfSwJ27j+miCcdQ8MiVBiwRW2XpHEenXpiu/ULInHLbQ2Zb/SDCpZ0+Fio27j9M8h4+UoDdWENqGCsNV7r+vuPWWZiagvsO1/FnZzZQzxu4Zb4kC/wvX2wgjBNpGvfcBjmsZzrP7JxwxuCFMT757BbKtnbdhIT9mx0DyUOGvYyP673e4MwMm3kNXu/W+fINvV6Glhvic+d2MFkwcNvCi/vZF8JsycLFnZ6UDuwHQ+Wo5AyiNDOgbGsjjtXXQtYgUV+mwnaiYGCl6aJka9AUJl+/0Qte1FN3XNiOcUM4u9nBv/qTZ/DI5SYWKhZ+6T134t99/Hn8nQeWcNc+nbIxxni5oKsc///vuR3/ovQ0fuVTFwAA//h/PInNjo8PvfEI3DDGh377UTT7AX7jB+4e67vHGOMrBbt+VEs/oIlSzlClwQ0AlBwNUwUT620PDIA2VBGX93GcvVFEYsLzQnmI+4GBpkVvOD4xksu77/eKz3jbQhnntrrSafexK03SO2ovbsI3jJtmildpIl8MFM5gDBnOvFjJT85QYagcvtBp1vMGcgZRIlVOU9icqV51fm9kwmzrKsq2jvW296KovcOF02uP1nFppzcyTX4xmCyYCKIEjJFR15m19lW6P85pLQRxirYXoJ4zr7smhpEd7lzZumpaGgjTpczZd6pgUmFrqi++GbLn24cniy+Hp4S6z6g8ScigzAv3nzRm62Cz7eFz54lBdT0q/n5NrJyp4u2nptESU055TGLdVR3KyF2qOVA4UXQBSCmApSu4vNuHH8VYb9+43nf0s9CfL/1uHODIZB7zFRsFU5NO2ABecJq+32po9AL4UTzi7P1yIKM2Oy+gUb2808cTyy25hm90uZZsDVsdH0evo4nfD/vdE5MFE289NSX/nh1P3nxxpeq4sB3junjk8i6+4xc/hxTAVMHA733wPkwWTHz4b9/xSh/aGF8n4Jzhf/umk5gqmPjnf/Q0AOAX/vx5dL0IP/rmo0J7Rg6Lc+WXRucZY4wxCAxXb0r36qiihDIgO3scK/OmhtmyRY6Ze4xiXiqCKMGnz24DuPHpQEazzCiPN8LmGH7ls5tdeGGMx5dbI8WsqnDcvVQdifq4EVxrsvxi8IbjE9DU7RfMlr0WKJ5EkYXX8GbxnXcu4A8fXwXwYvWGA2QT9b2Zlnsx/PLDn6FoaV9RlNut84OfPTKZx1LNgbpnqsoZrYtsYnmt3NprYVi3vReZadSaMMiZKZnImSpKloaOd+M0SmB0kjry/uzlSQPIiWs/TDu2DQUKZyOF1X7H4b6IPNFrHSbn7Crd5N4BSbYWCqaGhy83sCDM0RgGz4AbmSrutxqzZ9n1XH/3w2LVwfObHXk8BVOTcoy9juHXwn7nJXteXc/866uBoqUhTlP4wvBKYRzA9a/zzbNFRHH6ogvPG0X2LKrljBfFxhsXtmO8ILpeiPf92pflw4FzJulLY4zxtcYPPHgQFUfHj/3uYwCA//HICn70zUfxq++7Cypn0ll0jDHGeOnYr7jZW0iZKm2E99N0RnGCIIpHNqFfCYbf++ANbvwyM6SdF5H/OPy5j0+RprXiEKV0+FO8VG3jV4pMy/ZSNuTA6MbbHjIe6gcRHrpEGsbhAuPFFFDb4jx3vGiwR7jOYX417RH2FrUAXd/ekFbv2NSLKyKy89H1I8RJOrIuD0/ksNZypTt33tTkZvzFFrbDSDEURwWGjz5GDYi3npp6yeykAb13gNmSjceXWyNFynzFxlbXHykgp4om7tWqN/TeGX15eEK83fVxbqsLTbmx39fzFRtTRRONXgAvTGCoCg5UHcxX7JdsWpQdzgsZPF0LJ6bzmC1bKOxTzJWEOdX19sj7TSu/WvfCmtCs7nQDYHL/77nvcA0Xd3pIkhSH67mRGKgXwsst/Wq5Ic5udpEzVByqO/J5zMfmUWO8XOi4Id7w859Eyw3BGXD3UgVvPz2zr835GGN8rfAdt8+hmtPx/b/2Jez0Ajz4s5/AH/6DB9DxIlRzBtI0xdnN7nUjI8YYY4z9YWoc1h6t495iV1c5bp0vXaWFbXshHhM5tgwvj7FI9hKWpkhK4vVQMDXs9PyRAu56GP6Ii1UHi1UH//PRFRlp82pBZiD1YuCGMbp+JIux4cIsBbBUc9Dqh5gumjIb96VcueGie7+6dngdvVxuqjcKhQ8YBLauoGC+NGp8yw3R6AcjE8+Ko4/kBn8lqOUM2SgA9uSvCrzUyTowcAMeNo+6faGExaqN+tBnmitbKDv6SKFmqAomCje2B6znDdx/uDbyLOl4ETY7HrwwQW0o7iiIErTcEMYeQzqA2AbDkTsAwG9wde7XA8rO3Y1Ede0FY+yaz6CZkoV7DlZlgbv3PWVU136GVl8l7X42ge9dx3zpgcN1PHC4joWqjS9f3L2h115u9HFxu4+lujMSHbUfbmS5rrc8ady3ULGvcgG/UYwL2zH2xXrLxRt+7pPoBwkUzvD7H7wXt86Xxg60Y7wq8LqjE/i9D96Hd33kc9jtBXjtz34CqsLwC++6FX/0xDr+/MwGfu+D916VbTnGGGNcH6am4Ojk6DTrRqmvGufQVU76qJfp1wUTUSQvRqM6UzKx0/NRy12/eNEVjvgFjIsMlQMML6pI/mog+/0bvIRRU2EP/bTthfL/C6aGd901jzAimisDFaW1r5AB80JFBfDyuaneKBjLCloVpqYgiJIXp7Ed+v+XK6poP5yaLeKxK03pSJxN2lXOMV20oKv8uo61L4SMTjxMK+6HMZ5d72A758ssVca+MoYeY+yqNVTPG7KIG/4Ij1xuSDr39bS7LTfEF87vYKJgjlDQbxTKV8h8eCFMFvZncyicIckykPdZJhmF/anV9kt2R94Px6byeHa9g0PXkUJk1GoAODlTQC+IcWL6hYcDj15pIk5SOIZy3cL2KuxzDiqODoVT40DhbE/27o3fW+PCdoyr8NiVBr7zw5+TWpn/9L47X1aXtjHGeDlwx2IZH/3h+/EdH/4svDBBlKT44G88jPsPVVGy1K+ooz3GGF/v2NvEvNY+eu8G39IVnJjKy6nty4UkTeFHKTba3jU3j8PItkQ3+hjYu8ddabq4tNNDsx/gQM1BPW+84kaJWZHxUvJL0z3z064XjWosdRUQPQDGqEFx76EXdpx9se8JjE6rvtaR9wpjsHUVSUou0c+st/eNibkWRqOKvnoHX7Q0VBwdjX6ANE3lZJFz4DVLX/kanCwYWBAU3wxJkqLRD67rfrzd9fGZs9vgjOFbXsCB+lrIGSp+8MGD2Ox4I1PYrNi8EUbGcqMPN4xxaad33cJ2v+L1a80UAEYbOvtNZwcqgZe32D5Yz/1/7J13eBznde7fmdle0TsJNrD3ot67rOamSLESS3HiyNeSLEe249iKbdlxiZ3rxNdxokiOYzuxFclVxeqyRFESKYmdBAk2EB1YLLb3nfbdP2Z3sAssgAUIYAHy/J6HD4HdwcyZ/p3vnPOeCcs3WvvC6PbHoTAGl9WEi5ZW4vLl1ROuOzvhUmRp8YRUO824ef3wNZVbOjGZUzb1KR/irORfXz+JD/7bTt2pPW9ROS5dXlNiqwiiMKsb3Nj3lWvxmauW6Z+90+7HuqayvDYkBEGcGSMnii5YUonGMmvB6MLiKse47SXOhFSR4jXZusZiBIIYRg8nT3iiGIqm0eGLwyjwWF3vhrXEZThKgZZHxVJmNWFxpR0Vds1xGC/6zYGblLoxMCxGNWF94YgWP7OJwHNIiMPiUcW2eMmS65BMhyhasajZ885xSMuKLvIzVTiOw6aF5ah3D++/y2IEx3Ga6Ns4mA1amUL9GdSZVznNWN2Q3zN366IK3LaxEVesmHi8mb3GWmqmVm40m5kC2ej30urh8Uihy16voy6B0y0qKpKSglNebSJPViZ388/UvZDtL9xYNjmxPIrYEgCAYDyNu/7zPRwd0HqHVdpN+NKNK3HbpvFTQgii1NhMBjx03QqsbXTjvl/ug6QyvHJ0EB9+9B385O6taO2L4NrVtZRGTxBnwMgat1qXZczI6ebmciytdkwqzbNYinWG+oJaap+vCPEoKZPam1t32lxpw+G+MFbUOeGyGFFeoG5utsk6tsWqr+ZS47Sg0mnWI1jjrUJlDCpjCCelomuaL1lWjWhK0tWrJ9oGMPuOLcdxiKVkyCpDmdWIGuckU61z1bFnyTnq9id0kSWB5/BSq9bP/dYNDdP6TitWmMxpMeK6NXXjLjMegbiITn8cVQ4TmspsU3Iym8q1aHOhtkUjKaiKPIuO7bIaB5ZW2zEUHX4OFbruR/fHnT3WNLjQMRRDapITJs2VdnT542gqn3iCqMZl1mv3gcLHIJaWcXIwCpvJgJYaB3ieQ0OZFQ1lVqqxJYqHMYZf7e7B3z/TCikzS/PxC5vx9VvXkCNAzCs2LCiDychDTitgANoGovjCrw/hnXY/PnftcjxwdUupTSSIeceW5nJYjcKkFcfd0+wIZgdRxdYW1rnN6A0mUe2YOLJkNQpISkre4KmYFL7ZJpJprRQXJ6+y67YZcePaOrxweAAAxm1XlI0etfaFcfGy4vqmmgz8pK+R2XQwsjgtRgh8CmU246THONMl3jSZbQ3F0hjKTM7MdKTx1g0NM1J3mksgLuLN414EExJuXt+gp1aLsopoSoLZKEwY9ddEwIrLnnBZjBiMpPIEqWb7suM4Lu/cFZrwayq3on0oVpJ2hQaex4amMkQmqd69cUEZVtY5x9QmyMVsEHDrhgYE4iIO94WxaWHZqGWGoml0BzTxqEVVNpiLPMcjIcf2HObUYBT3PbEfxwej+meTbM1HEHOGWpcFT/31hegNJvDswQG8cHgA77T74bYaceHS0tbGEcR8hePmRhstJSPlahCKG5VuaCpDrcuSl245FuNFoLJpoLMtdFSI7IB/pGJ1sRgFHletrIE3mi5K7KV6shHNEUzkJJVi7txqEqYkOATk1zZPximfrv3MrQ2d7sBDPC1jf3cIZTbjjIouVthNKLOZEE3JqMvJ+DjQE9IFlCYSjxqKpnGwJ4TGcuuEvWxX1DlhNvJ517tQRKR3usmN8JsKTM6trneh3m2ZsRKO8RB4Douq7DgyEAEwueu1GKc2lwq7acz63Wx2iNNiOKM6aHJsz1EeefYIfr6zMy9Ng+cAo0GA3WygaC0xL1nb6MbaRjeuX1OH3+ytxpd/fxjhpIRP/3I/rllVi3/44NqSRAkIgjgzsnVfxaaAGgR+WqIf77T7EIiLuGRZVckdfLvZgKtX1cJyBineuf1Vx2JNgwuKCiw/w5ZpE8X+Si3wN9mtCzwHs0FAWlZm/D2SbbtzyhvTf3cW6J06Xcgqgz+exkz7fOU2Iz52/kIoKstTGc8ez2JUmPtCScRFGScGoxM6tgLPYemIzItSDAFyJ8aMBSbneL50E4htAxF0+uKTKj2YCSrspgknNYqBHNtzjLSs4Cdvd+AX73aBQRMCSMsqeA74lzs2YtuiiqIUJwliLsNxHEwGHpLCYBQ4eKNpPPF+N14/5sUv/vI8LKMetwQxLpsXlqMvlET9HHkfZFuBTJcCZ7Fke8YmixStmmnOpP1KsSyboijPKGb5XM0GKmOzMjla47KgxmVBtz8BhTFclEkJP9w3vWrjWbLXVSI9s9c5x2mTAyPZvLAMmwukpxaiwmZClz8+ymEtlqZyGzp8cSycxrY6EzGT0fYzJZaWkZKVSbVTm8uQY3sOkJIU/HpPDw70hLCnK4gufwI8B2xpLsO+rhB4DvjBnZtw6xSk2wlirnLNqlpcv6YWLx8ZhMBzUFQGTySF636wA//7yQtw/pIza2VBEGczCyps09pP8Uy5tKUagbiICvvsp+oBhXuynq3E0zJCSQlOiyGvNnGyVBbRQ7iUTNa/SEmKLjQ2G8TTst6zmDE2ow5R1lefaecmnJDQFYij0mHOSw+ezL41lltR4zJPeYKhwm7CDWvrCjrYM8VczhRbWeeExcDr2QGlsjUpKjgxGNX7qE/1eifH9ixHVRme3t+Hrz5zRJ88vbSlCh87byH+zy/3gee0GfBuf7ykdhLEdGM3G/DoXVvwg9dO4Ievn9I/Vxlwx+Pv4u4Lm/G1W9bMido5giDGp8JuKplTe66xtyuIYELEshqH3q6kWLJCXC6LEWsn+bdzHXkW0wUCcRHHMjWPADAYSaNsBpW5OY7DLesbZjzIPhhNocMXR4cvjsactFNRVhFLyzAbeNinUTxqLGbTqQW0WtQtzeVT6kE90zgtRqxrKsO6prKS2hFIaIrZgKYmXaScwijm3hEmzpjTQzH8fFcnmsqs+O2+PhzzaOJQS6ptePgDq3HVyhpwHIcvXL8Csqrif3Z14QKKXhFnITzP4aHrVuC8xZX4m18dwFA0DaPAQVIYfr6rCwe6Q/j+HRumL/WOIIizis0Ly9ETSEy65+l8JpjQ0q+nErm5eFkVOv1xLK91TjhpWOqMzMlGhLKiP8Uqc+vbmdTSGoORlK6GDADvdfixrtGNa1fXzkj2QFJUsL87CJd1ZsWjsnXCIx28Q70h9IWKE4+ar5RC8Xg+4chcE2YDf0Ztj8ixPUuQFBWvHR3ET97uwJ6uYN5365vcePDqFlzaUoXW/oj+ML/vymUAgE9euiSviJ8gzjYuaanCSw9eii/+9hBea/MC0ERoDvaFcf2/7MBfXroEn7m6ZVbq1wiCmD/MtZTs2cBpMSCakiftwAFapsxko7zzBZOBnzWnq8ZphjeaRigzyeCyGuGwGGZsrKYwhqFYesYjtrVOC65fUzdqUiM7CUJj0dKxq90PWVVx8dKqkmSyuW1GEo8igJODUfx6by+e3N2NSHK4BxUHLeX4U5cvxYVLKxFNy/jEz/bg/Y4A7jxvAVbWufCx8xcCoAcJcW5Q6TDjxx/fiucPD+Drzx3VG6YzAI/vOI2n3u/GNz64dtob3xMEQcwn6lxWRFPRgm1J5jtXLK/B9hPeUpsxIZUOM5ZW27G3S3NsNy8sn1HF2uy5TsszKx7F8xwsBdKINzaVYUNTWUkUiwkNb1QT6JNVBtM8PhHk0cxDvJEUfr+/D0+8340ufyLvO6fFgDu3LcDHL1ykzzIf7Y/g07/ci05/As2VNvzy3S6YDAKuXV17xn3qCGI+wXEcbl7fgMuXV+MfXzyGp3b3QMnUTYVTMh588gD+6+0OfPWW1djSTL1vCYI498g+E+ey4M1Ucc9gnep0k5tyrM5wfW92LnemRdIiKQldvgTK7ca81FzSupg7zPd5fXJs5xE9gTg+/ct9aO2L5KWLcBxw4ZJK3HPRIly5skZPH2KM4dd7e/GVp1uRllVcuaIaP7hjE3acHEK100xOLXHO4rQY8a0PrcN9Vy7D2yd9qLCb8MD/7kdSUnCwN4yPPLoLN6ypw9/esAJLpthSgCAIYj5y2heble1wZ1RJN3UuWlo151ubDEXTOJojHtUXSsJmFmZM9Mgo8LhpXf2MrDsXXzSN074YTMH8PtOirCIhyjAbBFhNsyvsRJxdkGM7hxFlFTtODkGSVbzaNog/tg0inEk35gBsWODGndsW4Po19SgfoRapqAz3/XIfXjriAc8BN6ypw7/ftRk8z+EWautDEACAhjIr/mTbAnjCKcgj2ji8dMSDV496cPOGBnx0SxMuWVZFKcoEQRDznPkwqR+Ii0jl9E5uH4qh1mVBtXNmnL6UpGBfdxBOsxHrmmauRnphhQ3hpITmSnve5+eCeNR8Yb6PcsixnYMMRlLYftyL77x4DKGEpH9u4DlsXliGj2xuwo3r6sdtfSDwHGpdZtS7LQjERfzx2CA6zqChNUGczdS5LXj87q3o9MUxFE3jqT098MdEGHgOzxzoxzMH+mE28Lh4aRUuWlaJtY1urGlwwXkGPR4JgiDmMjOVitxUbkNvMIE6t2VG1n+2MpPZuoxpUWJZmdlItkHgsWlh+ajPs9fabLfhIUYz3yfwybGdA0iygl/t6cVTe3oQjIvoCSb173gOuGBJJf5k6wJcuaJm3PqQnad8OO2L467zF0JRGb5440p8/voV+M3eXjAGLB4xQ0YQxDBXrqgBVmg/P3BVC778+8PY3x2C22rA4b4w0rKK14978fpxTXiE47R7am2jG+sa3Vjb6MbaRnJ2CYI4O7AYZ8bJ2NJcjnWNbpgMZ5841Uxi4GfueGV9GaVEKdobmsqwttENYZ47VUTpIce2BDDG0D4Uw5O7e/DHNi86ffG8mtnGMiuuWFGNq1bW4OJlVeO+XBhj2Nnux3+82Y63TvpgEnj89J0OfGhTI+6/qgUA8BcXL57hPSKIswurSUA0JaE7EMfLn70MLx/x4P++ciJvGZPA47QvjtO+OJ492K9//v3bN+AjW5oAaHVRLouBnF2CIOYNl7VUI5yUZlaF9xxyarPP/8lMFBTy72bQry05PM/hzLqXEtPFfD8L5NjOAowx9AaTeOvkEJ47OIADPSEkpXxJdYfZgAuWVOAvL1mMC5ZUTpgKkJIUvHB4AP/5VocuMNBYZsVfXLwI33q+DTtO+PDpK5aR0hxBTJEff3wr2gaiaKl1wmIUMBBO4Zfvdevfp2WtJrfGaca6RjdUBhzzRLC4ejgz4mvPtOK1Ni+evu9ibFxQBkBr0VXntpCzSxDEnKTcbhql20FMHatJwDWramE+Q2een8FoptnA48a19fNeEZeYOmdLbTM5tjNASlJwqDeMfd1B7Gr3Y3dnAAlxdG+wercFVyyvxl9cvAjL61wTrpdlGmjXOC343K8O4vnDAwC02oR//PA63LaxESYDj4uXVWFlnXPe58kTRCnhOA6rG7T7ckGFDfdethSvHPHAYhJg4Hl0+OIAAG80jT8e82r33tJKBGJpyIoKg8Cj2mlBY5kVy2qGa9v/4me70RtMYnGVlsa8vtGNNY0utNQ4UeUw0X1LEARxlmE3n/lweybbL3EcB5OB3j3E/Icc2zMg62ge90RxbCCKowNh7O0KoTeYQKGWYyaBx5oGFz60qRG3bmxAmW3sGdE3jnvRORTDFStq8X6nH68f82J/dwjeaBpHvn49bt3YAEVl6A7EYTcbcPGyKj21Z1X9xE4yQRCTY2GlDe99+RoEEiIq7Sbs6QriP986jZePDKLBbUEoKeGN40N44/gQAKDCbsLtW5rw449vAQ/glDeGKocJaxpcUFWGDl8cHb44nstJY3ZbjWipcWBZ5t/iKvuE5QgEQRDE2UXWxVxW48Apr9Z+aSYjtgRxtlASx/Y7L7Shy5+AxcjDYhRQZjOh2mlGjdOMWpcFCytsqHWZ50TkQlZUBBIi+oJJ9AST6Akk0OWP48RgDKe8McTScsG/u2x5Fc5bVIF1TW6cHIxh26IKrG10Y8eJIZz2xfMGqp/87z14vyOANz5/BSRFxXMH+/GjN04hlJDw9T+06cuVWY1YWeeEL5bG9WvqcP2aOqgqo3RjgpgleJ5DlUNrFbFtUQXWNbrR2heGQeDRXGHDnY+/ixPeKBjT2jU8tuM0HttxGjwHqAy4pKUK//OJ8/DMgX5EkiKeOzSACpsJPM/hlDeGDn8ce7qC2NMV1Ld58GvX6c+Lj/34XZgNPH5y9zbwPAfGGJ492I8KuwkVdhOqHGZU2E16L2uCIAhi/mIxCrCbDIiLMgw01iOICSmJY7uz3Y/DfeFxl7EYeSyqtKO50ob/c8UyvT4tnJRgNwkwjDFwa+0LQ1JUrG8qwzFPBIORFDyhFGSVocxuBGOArDBEU1KmRo4hIWqNocMpCdGkjGBchD+ehjcqIpyUCm4nl0tbqsBxgCQzrG10od5txe1bm/CXP9uD//vKCbz35atR67JAURm+/8pxtPZHIHAcJEVFVyCOo/0RJEUFgXgaCVHBN58fdmaXVttx4dJKXLmiBhcuqYRtRDoLObUEUTosRgFbF1Xov7/8N5dBlBW8enQQzx8ewMGeMPrDST2D4+2TPmz5h1cRSOQ/VyrsJlTaTVhe48DRgSjOW1SOy1dU49WjXvz7GyfxyhEvVtY7savdD4fFgJ++04GeYBKr6pz44u8OF7CLh8UgwGzgsazWAZfFCJfFiKMDYaxtdOMbt62FUeDxzIE+AMO1NarK8PYpHxi0jBQ98YQBDAxZwUzGAAZNAOby5dXTeEQJgiCIbFzHE04hLsrgOI7GewRRBCVxbP/ljo0IJyWkJQVJSUEwIcEbTWEomsZgJIVOXwKd/jiOeaI45oni7osW6X/7uV8dxBvHvXjmvouxtlFrIv2/73cjLSmocJjxzT8chTeaxrP3X4x/ee0k3jjmnXb7s9GXm9bV4bzFlbhyZTXuf2I/DvWG8cGNDRAEHk+8141QUkKD24KEqOCUN4obfvAW5MwI95Hnjujrq3GacfybN4DjOCREGZ+7djnWNLqwZWHFuO19CIKYe5gMAm5a34Cb1jcAANKygr2dQbzT7sPbJ3041Dt6Ui8QFxGIizAKHBZW2LCwwo6Lllbhn14+gQM9IQBAh1+r6Y2mZPzjS8cgKQy3rK/HX126GP/5Vkfe+lKSipSkiVsNRtN53x3ui+ArN6+GUeDx90+3QlLUYceWMXz8v94vel+rHCbs+ftri16eIAiCKB5fTHt+sxK14SGI+UZJHNtcIZWxyNavdvoSuoALANjNAsqsRtS6hht7P/ZmOzr9iby/v/VH74y57lX1TngjaaRkBRaDAH9cxK0b6tHaF0FclFFmM2EomobVKCAuylAUhrVNLjhMBnAcB18sjfMWV+KvL1uCcFLCZd/brq87N3pS77Zg15euBgCEE5p0fn2ZBfVuKxrcFtSXWdFUbsXy2mGhJ5vJgAeubpnw+BAEMT8wGwRctKwKFy2rwheuBxKijMO9YRzsDeFgTxiH+8LoDmjPL0lh6A4k0B1I4Df7egFoE2lWowCTQSvdMBl4GDgOjeVWLRLMgM0LyyDwHAw8B4HnwAFg4KAyFYsq7UjJKtKSgu5AAvVlVvzzKyfAcUBLjQOKCnz9uSNgDFBVFUur7XmR2szKCmIUOHz+1we1RTNR3ezf5UZ9GdOcZpb57oObGnHt6toZONoEQRBnA/nRWdcMtl4iiLOJOSsexXEcapwW1DgteZ//vzs3jVr2M1e3YF93EL94t3vUdwBgMfBYUe+CWeAhqyr2dYf07+JpTa342YMDWFptx3tfvgaqytAXSuLS772hL7erPaD/XOey4O9uXAlAU6lrLLOiymFCpcOMSrv2f5VDqxvO4rYZsfcrFNkgiHMdm8mA85dU4vwllfpnKUlBlz+B9qEY2r0xdPoT8EZTWilFOIVISkZcVAAMpzC3Z1SZJ2JnzrML0CK2IznYG5rSvgDA8cHYpP9mXZMb14IcW4IgiEK4rAY0V9rR4LZAVlneeJIgiLGZs47tZPjw5iZcv6YOH97cBFlhkFVV/19SGBwZ1WBAS/l7en8fREWFJKuQFBVpRYUkMzgs2uHgeQ5umxEPXt0Co8DBbjbAaTHCZdH+L8tJD3ZbjXjn764qyX4TBHF2YDEKWFHnxIo6Z8HvU5KCaEpGNCUhmpIRS2v/FJVBVhkUVYWiAoqq6uUOPKdFbnmOA7jh37nsz5w2gZhdJrOY9tmI5bXvMhGEnP+ymSbZ2ELuctn15W+bA88BTeW26T6EBEEQZw2FAjsEQUzMWeHYAlqPsM0LyydcrsJuwicuWTzhci6LEX9z7fLpMI0gCOKMsBgFWIwCzdoTBEEQBEGMAfWEIAiCIAiCIAiCIOY15NgSBEEQBEEQBEEQ8xpybAmCIAiCIAiCIIh5DTm2BEEQBEEQBEEQxLyGY0V0fa6oqEAwGITVasWqVatmwy6CIAiCGJe2tjYkk0mUl5cjEAhM/AfEuNC7niAIgphrTOZdX5Rja7PZkEwmp81AgiAIgpgurFYrEolEqc2Y95hMJkiSNPGCBEEQBDHLFPOuL6rdT01NDbxeLywWCxYvnrhVTpash30uzv6ey/sO0P6fy/t/Lu87QPs/m/vf0dGBVCqFmpqaGd3OuUK2L7EgCNiwYUOJrTk7ONefBzMBHdPphY7n9EPHdHqZzLu+KMe2s7NzSoZs2bIF+/btw6pVq7B3794prWO+ci7vO0D7fy7v/7m87wDt/7m+//OZtWvXYt++fdiwYQOdu2mC7ofph47p9ELHc/qhY1o6SDyKIAiCIAiCIAiCmNeQY0sQBEEQBEEQBEHMa8ixJQiCIAiCIAiCIOY15NgSBEEQBEEQBEEQ8xpybAmCIAiCIAiCIIh5DTm2BDEF7rnnHmzcuPGM1/Pkk0/iZz/72RmvhyAIgiCI6YXe9QQxvyDHliBKCL3sCIIgCOLsht71BDE7kGNLEARBEARBEARBzGvIsSWIM+C5557DqlWrYLFYcP7552Pfvn1533s8HrS0tMBsNmPZsmV47LHH9O/uuecePPPMM3jzzTfBcRw4jsMjjzwCAHj++edx7bXXoqamBi6XC+effz5eeuml2dw1giAIgiAw/rteVVV897vfpXc9QcwBDKU2gCDmK729vXjwwQfx9a9/HU6nE//wD/+A6667Du3t7foyHo8H3/zmN7Ft2za8+eabuO++++B2u3HnnXfiK1/5Cjo6OhCNRvHv//7vAICmpiYAQEdHB2655RZ8/vOfB8/zePHFF/GBD3wA27dvx2WXXVaS/SUIgiCIc43x3vVutxsPPPAAfvazn+Hv//7v6V1PECVmRh3bv/7rv8bAwADq6+tncjNzknN534FzY//9fj9+97vf6S+fiy66CAsXLsSjjz6KD37wg9i3bx/uuusufOlLXwIAXHPNNfD7/fjqV7+KO++8E0uXLkV5eTk4jsMFF1yQt+77779f/1lVVVx55ZU4cuQI/vM//3POv+zOhXM/HrT/5/b+z2fo3E0/dEynn9k+puO96z/60Y/i0UcfxY9//GP85V/+JYD5966na3T6oWNaOjjGGCu1EQQx37jnnnvw3HPPwe/3531+9dVXw+124/rrr8enP/1p+Hw+OJ1O/ftnnnkGH/3oRxEKheB2u/HBD34QoVAI27dvz1tPb28vHn74Ybz22msYGBhA9jY9//zz8e677874/hEEQRDEuQ696wlifkGpyAQxRWpqagp+1tnZCZ/PB1VVUVFRUfBve3p64Ha7C36nqipuvfVWhMNhfOMb38CyZctgt9vx1a9+Ff39/dO6DwRBEARBjA296wli/kCOLUFMkaGhoVGfeb1e1NfXo6KiAjzP45133oHBMPo2W7p06ZjrPXXqFPbv34/nnnsON998s/55MpmcHsMJgiAIgigKetcTxPyBHFuCmCJ+vx87duzQ62C8Xi/eeecdPPLII7j66qvBGEMwGMSNN9445jpMJhNSqVTeZ9mXmtls1j/r6urCO++8g9WrV8/AnhAEQRAEUQh61xPE/IEcW4KYIpWVlbjnnnvwjW98Aw6HA//wD/8Au92OT33qUygrK8N9992Hu+66C1/4whewbds2iKKItrY27N27F0888QQAYOXKlXj++efx9NNPo6mpCQ0NDVi5ciWamprwhS98Ad/61rcQjUbxta99DY2NjSXeY4IgCII4t6B3PUHMI9gsk0ql2IYNGxgAtn///tnefEno6Ohgn/jEJ9iiRYuYxWJhS5YsYV/96ldZOp0utWkzxr/927+xRYsWMbPZzDZv3sx27NhRapOmlbvvvptt2LCBPf3002zFihXMZDKxpqYmtmrVKuZwOFh1dTW79dZb2cMPP8zWrFnDTCYTq6ysZJdccgn7j//4D309g4OD7LbbbmNlZWUMAPva177GGGPs/fffZ9u2bWMWi4W1tLSwn//85/o25wvf/va3GQD24IMPltqUWaO3t5fdddddrKKiglmtVrZhwwa2Z8+eUps140iSxB5++GH9Gbd48WL29a9/nSmKUmrTiElwtj+3p4tvf/vbbOvWrfqz/rbbbmPHjh3LW0ZVVfa1r32N1dfXM4vFwi6//HLW2tqat0wqlWL3338/q6ysZDabjd1yyy2sp6dnNndlTlLo3VGq41noXb9t2za2e/fuPNt++MMfzrl3/UTvI7pGi6eYdxwdz7nBrDu2n/nMZ9iNN954Tjm2L774IrvnnnvYyy+/zNrb29kzzzzDampq2Oc+97lSmzYjPPnkk8xoNLIf//jH7OjRo+zBBx9kdruddXV1ldq0GeX6669nP/3pT1lrays7cOAAu+mmm9jChQtZLBYrtWmzzvvvv88WLVrE1q9ff844toFAgDU3N7N77rmHvffee6yjo4O99tpr7NSpU6U2bcb55je/ySorK9kf/vAH1tHRwX79618zh8PBfvCDH5TaNKJIztXn9lQo5ln/j//4j8zpdLLf/va37PDhw+yOO+5g9fX1LBKJ6Mt86lOfYo2NjezVV19l+/btY1deeSXbsGEDk2W5FLs1Jxjr3UHHc3IU8z6iY1o8xbzj6HjODWbVsX3hhRfYypUr2ZEjR84px7YQ3/ve99jixYtLbcaMcN5557FPfepTeZ+tXLmS/d3f/V2JLCoNXq+XAWBvvvlmqU2ZVaLRKGtpaWGvvvoqu/zyy88Zx/aLX/wiu+SSS0ptRkm46aab2Cc+8Ym8zz784Q+zP/uzPyuRRcRkoef21Bn5rFdVldXV1bF//Md/1JdJpVLM7XbrUbxQKMSMRiN78skn9WX6+voYz/PspZdemt0dmCOM9e6g4zl5Jnof0TGdHBO94+h4zh342Up5HhwcxCc/+Un8z//8D2w222xtds4SDofHlIefz4iiiL179+K6667L+/y6667Dzp07S2RVaQiHwwBwVp7n8bjvvvtw00034Zprrim1KbPKs88+i61bt+L2229HTU0NNm3ahB//+MelNmtWuOSSS/DHP/4RJ06cAAAcPHgQb7/9Nj7wgQ+U2DKiGOi5fWaMfNZ3dHTA4/HkHU+z2YzLL79cP5579+6FJEl5yzQ0NGDt2rXn7DEf691Bx3PyTPQ+omM6OSZ6x9HxnDvMingUYwz33HMPPvWpT2Hr1q3o7Oycjc3OWdrb2/Gv//qv+P73v19qU6Ydn88HRVFQW1ub93ltbS08Hk+JrJp9GGN46KGHcMkll2Dt2rWlNmfWePLJJ7Fv3z7s3r271KbMOqdPn8ajjz6Khx56CF/+8pfx/vvv4zOf+QzMZjM+/vGPl9q8GeWLX/wiwuEwVq5cCUEQoCgKvvWtb+FP//RPS20aUQT03J46hZ712WNW6Hh2dXXpy5hMJpSXl49a5lw85uO9O+h4Tp6J3kd0TCfHRO84Op5zhzNybB955BF8/etfH3eZ3bt3Y+fOnYhEIvjSl750JpubcxS7/1u3btV/7+/vxw033IDbb78df/VXfzXTJpYMjuPyfmeMjfrsbOb+++/HoUOH8Pbbb5falFmjp6cHDz74IF555RVYLJZSmzPrqKqKrVu34tvf/jYAYNOmTThy5AgeffTRs96xfeqpp/CLX/wCTzzxBNasWYMDBw7gs5/9LBoaGnD33XeX2jyiSM715/ZUGO9ZP5XjeS4e82LfHXQ8i6fY9xEd0+Io9h1Hx7P0nJFje//99+POO+8cd5lFixbhm9/8Jt599928Xl0AsHXrVtx11134+c9/fiZmlIxi9z9Lf38/rrzySlx44YV4/PHHZ9i60lBVVQVBEEbNPnm93lEzWWcrDzzwAJ599lns2LEDTU1NpTZn1ti7dy+8Xi+2bNmif6YoCnbs2IEf/ehHSKfTEAShhBbOLPX19aN6D65atQq//e1vS2TR7PGFL3wBf/d3f6c/D9etW4euri585zvfIcd2HkDP7akx1rO+rq4OgBahqa+v1z/PPZ51dXUQRRHBYDAvguP1enHRRRfN0h7MDSZ6dxw/fhwAHc/JMNH7iK7RyTHRO46O59zhjGpsq6qqsHLlynH/WSwW/PCHP8TBgwdx4MABHDhwAC+88AIAbQbkW9/61rTsSCkodv8BoK+vD1dccQU2b96Mn/70p+D5WStvnlVMJhO2bNmCV199Ne/zV1999ay/cRljuP/++/G73/0Or7/+OhYvXlxqk2aVq6++GocPH9bv8wMHDuiTVwcOHDirnVoAuPjii/UBWJYTJ06gubm5RBbNHolEYtQzTRAEqKpaIouIyXAuP7enwkTP+sWLF6Ouri7veIqiiDfffFM/nlu2bIHRaMxbZmBgAK2trefcMZ/o3bFkyRI6npNkovcRXaOTY6J3HB3PuQPHGGMTLbRo0SJ4vV5YLJZpGayLoojW1lasWrUKVqv1jNc315EkCSdOnIDJZMqL4AKA0WgsjVEzSDAYREdHB5qbm2G32+Hz+eDz+bB69WqYTKZSmzdjdHd3IxAIYNmyZXnZCYIgnLUTGRNx4sQJ2Gy2cyJynUgkcOzYMTQ0NKC8vBzxeBxdXV1obm4+6wXEOjs7EY1GsXDhQlitViQSCXR1daGqqgqNjY0ztt2Ojg6kUinU1NSc89oNZ8pTTz2FO++8EyaTCRaLBRaL5Zx4bk+FYp71g4ODGBgYwKJFi2A2m+HxeBCNRrF27Vp9me7uboTDYSxatAiCIKCvrw+yLGPVqlUl2a+5xMh3Bx3PyVHM+4iOafEU846j4zlzTOZdX5Rja7PZkEwmp8s+giAIgpg2sgON+cx3vvMd/O53v8OxY8dgtVpx0UUX4bvf/S5WrFihL3PPPfeMKt05//zz8e67706LDSaTCZIkTcu6CIIgCGI6KeZdX1SNrcViQTKZhNVqpVkFgiAIYk7Q1taGZDJ5VoiVvfnmm7jvvvuwbds2yLKMhx9+GNdddx2OHj0Ku92uL3fDDTfgpz/9qf77dEZTHQ4HgsEgvesJgiCIOcNk3vVFObaLFy9GMBjEqlWrsHfv3jM2kCAIgiDOlC1btmDfvn1nRT37Sy+9lPf7T3/6U9TU1GDv3r247LLL9M/NZrMuVDLd0LueIAiCmGtM5l0/K31sCYIgCIIonnA4DACj6rO3b9+OmpoalJWV4fLLL8e3vvUt1NTUjLmexx57rGgV/ra2tqkbTBAEQRAlhhxbgiAIgphDMMbw0EMP4ZJLLsHatWv1z2+88UbcfvvtaG5uRkdHB77yla/gqquuwt69e0e108syMDCAffv2zZbpBEEQBFEyyLEtEdGUhJ+904nnDw/AF0ujqdyG+65chmtXU89AgiCIc5n7778fhw4dwttvv533+R133KH/vHbtWmzduhXNzc14/vnn8eEPf7jguurr67F58+aitputYyIIgiCI+Qg5tiVgZ7sPf/PUAQxG0gAAjgN8MRGf/O89+JtrluPBa1pKbCFBEARRCh544AE8++yz2LFjx4Rtsurr69Hc3IyTJ0+Oucy9996Le++9t6htZ+uYCIIgCGI+Qo7tLCIpKv7l1RN49M12MAbcuLYOf3PtcrTUOPDyEQ8e+tVB/MtrJ7CoyobbNs5c70eCIAhibsEYwwMPPIDf//732L59e1EiGX6/Hz09Paivr58FCwmCOFvY2e6DPybiypU1cJjJFSDOHuhqniXah2J48H/3o7U/AptJwDduW4tbN9TDKPDgOA43rK2HxSjgnp/uxiPPHsEly6pQ6ShcM0UQBEGcXdx333144okn8Mwzz8DpdMLj8QAA3G43rFYrYrEYHnnkEXzkIx9BfX09Ojs78eUvfxlVVVX40Ic+VGLrCYKYTwxFtYzBeFomx5Y4q+BLbcDZjqoy/HxnJ67/lx1o7Y+gscyKPzxwCT66pQm/2tOLy/7pDbzUqg1grlhRgz/Z2oRgQsK/vn6qxJYTBEEQs8Wjjz6KcDiMK664AvX19fq/p556CgAgCAIOHz6M2267DcuXL8fdd9+N5cuXY9euXXA6nSW2niCI+YhJIDeAOLugaZoZxBtJ4XO/Poi3TvrAcwDPcfj0FUuxpNoBAOjyx9ETSMJuFvDKEQ86fHGU20wwChz+e1cn7jp/IVpqacBCEARxtsMYG/d7q9WKl19+eZasIQjibKbaYcZQLA1B4EptCkFMK+TYzhAnB6O4+7/eR384hSVVdvzzHRvRWGZFlcOEN4558Zt9vXjo2uW4fesCtNQ48PH/eh9vnfTlreMDP3wLf37BIjx4TQvcVmOJ9oQgCIIgCII4ayB/ljhLoRyEGaDTF8efPLYL/eEUtjSX4w+fuQQbF5ShN5jAB/99J/7iZ7vx/KEB7O0MYnmtExzH4Y5tC/Cpy5eA46DXO0gKw093dmB/d7DEe0QQBEEQBEGcDWRrbEVZLbElBDG9UMR2mklJCj7533sQTEgwCTz2dgXRE0jivQ4/vvHcUcgqw4paJz595VJcs2q4Z+3N6xtw8/oG3LaxESlJwWNvnsZLRzz48/ObccWKmhLuEUEQBEEQBHG2oajjl0AQxHyDHNtp5l9fP4mT3hguWFKBv7hoEQ73RfDWySF88/k2mAQeX791Nf7sgmYIfOE8kFX1LgDAxy9qxktHPHj9uBdfSElwWox45YgHaxvdaCizzuYuEQRBEARBEARBzGnIsZ1G+kJJPL7jNCxGHt/7yAYsrLThkpZqfOTRnTAZePznx7fisuXVRa3rgsWVcFoM6A0mcd8v9+HO8xbi07/chy3N5fjVvReO6RgTBEEQBEEQBEGca1CN7TTy6PZTkBSGj2xuwsJKGwDAbjbg95++GL++98KinVoA4HkOH97UCABorrLhqpU1WFXvwt6uIH7xbteM2E8QBEEQBEEQBDEfIcd2mgglRPxqTy/MBg5P7u7BZ5/cD0nRivKtJgEbFpRNep23b10AANjdEYTFKOC7H1kHjgP+78vH4Y+lp9N8giAIgiAIgiCIeQs5ttPE7/f3QZRVXLS0ClUOE7zRNG7517fR2hee8jrXNLiwpNqOY54oTnmjcJgNuHPbQkTTMh5/6/Q0Wk8QBEEQBEEQBDF/Icd2mnhqdw8A4DNXt+CZ+y7GwZ4QTgxGwc5AcI7jOFy/pg4A8Imf7cFNP3wbHzt/IYwCh//Z1UVRW4IgCIIgCGJKGAVyA4izC7qip4HTQzEc80SxpMqOjQvK8O/b2xEXFXzs/IVY1+Q+o3Vfs0pr9ZOSFTSVWyEpKu7YtgCyyrCvOzQN1hMEQRAEQRDnCm6rEQBgMwkltoQgphdSRZ4GXj4yCABYUGHD26d8eOK9bthNAh68ennB5VWVIZAQEUlKqHNbYDONfRo2LihHhd2EoUgaL33mUlQ4zFhQbsP9V7agzm2Zkf0hCIIgCIIgCIKYT5BjOw28dMQDAHjzxBDe7/BDVhkeuGwpqp3mvOV6Agk8tqMdL7UOwpeTRryyzol/uWOj3sM2F4HncNXKGvxmby/ePDmED21qGrVegiAIgiAIgiiGcFICAEiKCouRorbE2QOlIp8h/aEkDvaEUOs04+MXNCMlqXBbjfjLSxfry6gqw7+9cQpX//Ob+MW73fDH01he68DW5nLUuSzo9MfRWG4dcxvZdOTXjnpxqDeE779yHIwxDEZS+PnOTrAzKeQlCIIgCIIgzjniaaXUJhDEtEIR2zPk9WNeAMCN6+rxmatbYLcYUGY1wmHWDm1SVPDZp/bj5SODMAk87rtyKe65aLEedWWMoTeYhMui1Tt4oyk8d3AAn7h4ETiOAwBc2lINk8Bj+3EvTnqjODEYw5Ura/CVp1txpD+CtY0ubGmuKMHeEwRBEARBEPMJp8WAaEqGzUzRWuLsghzbM2Rnuw8AcNnyKlTYTfjiDSv17yRFxf/55V5sPz6EpnIrfvzxraPSjTmOw4IKm/773zx1AO+c8sPAc7j7okUAALvZgAuWVmLHiSHcsLYOf3qeCYsr7bhj2wJ89Zkj+PWeXnJsCYIgCIIgiAm5amVtqU0giBmBUpHPAFVl2NnuB88B2497MRhJ6d8xxvCl3x3G9uNDWFJlx+8/fXHBGtqR/N0Nq/CBdXW4fWtT3udXrqgGAKQkFX9x8WKU2024ZX0DjAKH5w8NIClSOglBEARBEARBEOcm5NieAUcHIgglJPAc8N+7uvFPLx/Pq3fdtLAMTeVW/PwT5xUt+LSuyY1/v2uLrpSsqNr6rlyh1dm+kUl9BoByuwlXr6xFNC3jlaOe6dotgiAIgiAI4ixlf3cQbxz3IiHKpTaFIKYVcmzPgHdOaWnIGxaUAwBUxvS6WI7jcNf5zfjj5y7PSzWeDD2BBG7517fx6tFBLKqyY3GVHSe9MRzuDeGLvzmEz//6ID66RYvs/mZv7zTsEUEQBEEQBHE20x1IIJKUEEmSY0ucXZBjewa80+4HoDmgAPCXlyyGpKh477RfX8ZsmHphfmtfGEcHIvibpw7glDeKy5dr6ch7uoJ44fAAXjg8gPMWV6DSbsI7p3x5LYQIgiCI+cN3vvMdbNu2DU6nEzU1NfjgBz+I48eP5y3DGMMjjzyChoYGWK1WXHHFFThy5EiJLCYIYr4j8FypTSCIaYUc2ymiqAx7OwMQeMAbTWPbonKsaXDj0e3tuOPxd/H4jvYz3saN6+rx6SuWIpaW8df/sxcXLa0EoEWKH//4VrzzxavgshrxlZtX478/cT7KrMYz3iZBEAQx+7z55pu477778O677+LVV1+FLMu47rrrEI/H9WW+973v4Z//+Z/xox/9CLt370ZdXR2uvfZaRKPRElpOEMR8o7FMazFJfi1xtkGqyFPkpDeKuKgg+0y45yKtb+2CCisay6y4amXNtGznc9etwOG+MN466cOrbYOwGHm8c8qPH31ss95U+4ObGqdlWwRBEERpeOmll/J+/+lPf4qamhrs3bsXl112GRhj+MEPfoCHH34YH/7whwEAP//5z1FbW4snnngC9957bynMJgiCIIg5Azm2U2RvVxAAwKD1A7tujSad/qFNTbh1Q+O0pXcIPIfv374BN/y/t/DrPb1Y1+jC4b4I3u8I4LLl1UiIMhjTWgIxxiCrDEaBAvEEQRDzmXA4DACoqNBauXV0dMDj8eC6667TlzGbzbj88suxc+fOMR3bxx57DI8//nhR22xraztDqwmCmA/0hZIAACVH8JQgzgbIsZ0iWce2pcaBG9bUQVJU3aGc7pqFGpcF3/3Ienzyv/fglFdLS3sj017oq88cwd/esAINZVb8wx+O4t7LluDPL1w0rdsnCIIgZg/GGB566CFccsklWLt2LQDA49GU72tr8/tP1tbWoqura8x1DQwMYN++fTNnLEEQ8xbya4mzDXJsp8j+7hAA4IlPXoBKuxF3PP4uHGYDvv8nG1FhN0379q5dXYs/u2AhfvFuNwCt7c8H1tVDZQzBhIRV9S70BpP4w6EBcmwJgiDmMffffz8OHTqEt99+e9R3WeX9LCxHjb8Q9fX12Lx5c1HbbWtrQzKZnJyxBEEQBDFHIMd2CvhjaXT44lhQbkW104w3jnmxuzOIpdV2uCwzd0gf/sBqvHs6gFPeGDr9CVTaTdj7lWvhMBugqAzVTjPe7wzAG0mhxmWZMTsIgiCImeGBBx7As88+ix07dqCpqUn/vK6uDoAWua2vr9c/93q9o6K4udx7771F199u2bKForsEcQ5BEVvibIOKMafAvky0ti+URE8gju+9rLVk+Nx1K2CYwfpWq0nAD+/cpKvY/e/73XCYNUda4DnctK4ejAEvHB6YMRsIgiCI6Ycxhvvvvx+/+93v8Prrr2Px4sV53y9evBh1dXV49dVX9c9EUcSbb76Jiy66aLbNJQiCIIg5Bzm2U+Cl1mHHcV9XCG0DEaxrdOPGtXUzvu3VDS7cdf5CAMD/vt8DxhgiKQkvHh7ATeu1WfznDpFjSxAEMZ+477778Itf/AJPPPEEnE4nPB4PPB6PnhrMcRw++9nP4tvf/jZ+//vfo7W1Fffccw9sNhs+9rGPldh6giCIM4Mxhp3tPpwYpPZlxNQhx3YKvHPKDwC4Y2sTHn1T61f70HXLx61zmk4e/sBqGHkOaVlBSlLxJ/+xC//nl/vgtBhQ77Zgb1cQvcHErNhCEARBnDmPPvoowuEwrrjiCtTX1+v/nnrqKX2Zv/3bv8VnP/tZfPrTn8bWrVvR19eHV155BU6ns4SWEwRBnDmRlIyhaBptA5FSm0LMY6jGdpIkRBmeSAoAsGFBGf53dy/WNrpwxfLqWbPBYhJw1aoavHxkELtO+/DhzY04NhCFgedx8/p6vNbmxUA4haZy26zZRBAEQUwdVkSxG8dxeOSRR/DII4/MvEEEQZz1mAxzKL5F9b7ENDCHruj5wc/e6QQAOM0Cfr23DwDw6SuWzVq0NsuVK2oAAC+3DiKYkPDND63FshoHPnfdCrz+ucuxbVHFrNpDEARBEARBzH3sJi2u5bYaS2wJQUwvFLGdJE/u1trtGA0C9nYFsaTKjuvXzHxt7UiuyDi2zx3qR0JUoDKGL924ChajMOu2EARBEARBEPOL2Q3JjI/ZqMXask43QUwFunomAWMMg5E0AMBhEhCIA5+6fCkEfvYfDXVuC1bVu9A2EMG1q2tw57YF+J93u8AB+JOtC/DOKR9ERS2J000QBEEQBEHMTeKiDAAQFRUWfm4ERCxGAbdtbCy1GcQ8h1KRJwHHcaiwaWkb3cEk6t0WfHBT6W7CK1dodb3nLaqEySDgK0+34kevn0LHUAx/8bPd+N5Lx4qq2yIIgiAIgiDOLUIJqdQmEMS0Qo7tJPCEUxiIpPWahL+6dElJC++vXKmlI//x2CAay6y4/6pluGPbArTUOrGyzon2oTiOkrocQRAEQRAEkcEoaGNX6xwqX0uKCl49OojdnYFSm0LMYygVuUhSkoKvPtMKALhyRRVuWFuPS1tmTwm5EJsWlKHKYcJ7HQF0B+L49Z4eBOIiblpfj1s2NOCY5zieOziANQ3uktpJEARBEARBzA0+sK6+1CaMIikpSIgyEpk0aYKYChSxLZK3T/rwytFBAMD6pnLcsLYednNp5wUMAo+b1zeAMeCVI4O4+6JFkBSGL//+MG5ap9XWPr2/D7KiltROgiAIgiAIgiCImYQc2yJ5/ZhX//nSlqoSWpLPbRsbAADPHOjHJy9dgsYyK/Z0BvHjtzpw4ZJKeCIp7Dg5VGIrCYIgCIIgiLnAMU8EuzsDSElKqU3RIU0YYjogx7YIGGN5ju2v9/aW0Jp8Ni4oQ3OlDYf7wuj0xfGx8xcAAH69pxc3rdeitk/t7imliQRBEARBEMQc4bgniv5QksSjiLMOcmyLoG0gCk8kBQBwmAXcuHbutNDhOA4f3dwEAPifd7tw72VLcc2qWoiKin3dIfz9TavwrQ+tK7GVBEEQBEEQBFEYitcS0wE5tkXwm73DEc9PXb4UmxaWl9Ca0fzp+QthEnj8dm8vkpKC/3v7eritRvx+fx8uWFKJKoe51CYSBEEQxLyB0iKJs5lFlfZSmzAKuuWI6YAc2yJ4+cig/vPWRRUltKQwVQ4zbl5fj7io4Nd7elFmM+FvrmkBY8Ajzx4BYwy9wQQUlZ4aBEEQBDEexzwRPHuwH0lx7tQfEsTZjiMjyGouYRtNYv5DV88EMMZwybJKAAAHYENTWUntGYt7Ll4EAHhsRztSkoJAXKub2NMVxGefOoDL/2k7Xj7iKaGFBEEQBDH3Oe6JAgB6g4kSW0IQM0N3QLu22RxKALaaBNy2sRE3rJ17rYjOFhSV4b3TfgyEk6U2ZcYgx3YCOI7Tb/tqpxlW09xpZp3L+qYyXLOqFoORNH7ydgduXFeHGqeWgvzOKR8UleGxHacpvYogCIIgimCyb0vGGCRFpewoYs6j0ljwnKQ/lIQnksL7HYFSmzJjkGM7AdGkhD8cGgAAXL6iusTWjM/f3rACRoHD/3vtJBgDdv3dVbi0pQq+mIhKuwkHe0LY3RkstZkEQRAEMeeZ7NjfG03jhcMDONwXnhmDCOIsJpqSsOPEEFrp/pkxqp1mrG8qw4VLK0ttyoxBju04MMZw5fe3I5Gps7l8+dx2bJfXOvHQtSsgKioefHI/YqKCr9y8Gg9e3YIHr24BADy+o73EVhIEQRDE3GeyaZocp/0fiKdnwJqzB1VliKXlUpsxL+gLJRGfwWM1lwK3sbSMYEJE+1Cs1KactViMAhZX2VHjtJTalBmDHNtx6PDF4YuJ+u/nL577Mxx/fdkSXLS0Eie9MXz8J+8hkVbQHUhA4DlUO814rc2LtoFIqc0kCIIgiDnNZAf9VXat/EdRZ8CYaUJVGY70hxGMixMvPEPsbPfjj22DCJTQhvlAIC5iT2cAr7UNTrxwCVFVhhODUURTZ9YTdy452Wcr2Umls1kYjxzbcXj6QJ/+c0uNHdXOud82R+A5/Mefb8HGBWU42BvGx/7zXfx+fx/+e1cXbtvYAAD419dPlthKgiAIgji74HkORoGHKBfv2aoqm1Xti8FoCqe8MezuLF2NnT8T0fbFKLI9HklpfjgfHf442gYieOP40Bmth/zamWcolsYf2wbxytGzV0yWHNtxePbAgP7zRUurSmjJ5HBZjHjyry/An12wEKnMg7EnGMdP3upApcOEv7p0SYktJAiCIIi5zWT9TVlRISkqZFWFWqSA1B8OD+CN494pWDc1DLw27KucA/3tbTlinOGEhHDyzCJ+ZxvcLGxjOpzJbPTvTCdoSNx05klLM5NO0htMzJkMDHJsxyCWktDlj+u/z7dCa4tRwDc/uA4vPngZblpXj6SoggEIxSU8+V53SdOQCIIgiNHs2LEDt9xyCxoaGsBxHJ5++um87++55x5wHJf374ILLiiNsecAk1WOHcqJQCpF/K2sqGCMIZqavXrTrPPAz4bXNAZ1Lq2+z2k26p9tP+HFrnZ/qUyak3CzcI6MQgkvhBGQXzvzVDvNWNfonlafJiUp2NsVxFsnzyxiP12QYzsG33nxmD6TxXHzo762ECvqnPi3uzZjx99eiTu3NUHggV/t7cVNP3wL75zyldo8giAIIkM8HseGDRvwox/9aMxlbrjhBgwMDOj/XnjhhVm0kBiP3IF5MYN0uQRtgbLbDCamf3K7bSCCnad8E0be9N3O8anqXJZ5Ue51tmASeAg8d1aLCBGjsZoELKl25J13VWUIJ6aeLTHX2psZSm3AXOX1Y8OpQavqXCi3m0pozZnTUGbFex1BSArDugYXDvdHcM9P38cfHrgUK+qcpTaPIAjinOfGG2/EjTfeOO4yZrMZdXV1s2QRMVWKUVQuiWOraNuc7igxY5qAEACkZRUWozDmst5oCoAW6XFbtajthgVl02rP2QA3g8nIc8sV0XBZtGshmy5PTD+MMSQlBTzH6ffo3u4g+kNJbGkuR1O5bdLrnI3MgslAjm0BPOEUBiMpmAQeoqLOuzTkQgg8h09eugT7ugOIpWQc7o9AUhj+9Me78NJnL6NZO4IgiHnA9u3bUVNTg7KyMlx++eX41re+hZqamjGXf+yxx/D4448Xte62trbpMnNek62PnWxqZO7iRUVsSyCfPFOD0OgUWtJk29ioKsPLRzywmQy4dnXtdJs2b5nJdHEpc+1JigqjMDccSbfNiNs2NpbajLOaQFzE25lszeyxzj7vphp5NWWun7lyHZFjW4BoSsIlLdXo8sXRFUjgkmXzRzhqPD52/kJ87PyF+OyT+/XPAnEJn//1Ifzsnm3gS1l0QxAEQYzLjTfeiNtvvx3Nzc3o6OjAV77yFVx11VXYu3cvzObCaZwDAwPYt2/fLFs6f0nLCvb3hGA1ail7U2WupiIbZqimUsooQVc7zDAbihvgOi3DNbYCP7X4pDeSwklvDFsXlcNsGDtKTBRmMJKaUpSOmJ8kCrT5OX/JmQXveE5rJzpX7j9ybAvgjaZx/5VLcfdP3oPZwOOCMzzpc40v3LASL7R69JYEO04M4RfvdeHjFy4qrWEEQRDEmNxxxx36z2vXrsXWrVvR3NyM559/Hh/+8IcL/k19fT02b95c1Prb2tqQTCbP2M6UpKDDF8eSavucGewUS9YhnUqrldza0mKEp7JpwbNJvdsKo8BPWhhrIrJrMxt5cAXCwrG0DAOvpT+W20wIJkQ4zNoQlOc5cOAgTiGCveu0Jjh1cjCGtY3uMZfr8MUhKyqW1TgK2jcnmQUz59L9GUqIOO6JosJuQkstlcjNBBV2E9Y0uOGyTp/7x/PcnOocQ45tAT7/6wMYCGvqhpcvr4LVNHdu/OkgGBdh5DnkSkf800vHcePaehJvIAiCmCfU19ejubkZJ0+O3Zv83nvvxb333lvU+rZs2TIt0d3dnQEE4iISoowtzRVnvL7ZJJ3Tg/ZMXL9i/lZWc7bF2Kw5XDzH6amo04XAcXBZjAVra1WV4Y9tgwC09MesU527u1Mde7gsRkRSEnhu/GN4qDcEAFhUZZ9TSsClYjpTfqfrsvXHRXgiKXgiKXJsZwi72YBlNfmZKEPRNAYjKdS5LaiaQhuwlKTgrZM+uK1GnLe49M/7uZEQPYd49kBf3ovtyhXVJbRmZmiutMFmFmDKSReKpmV896VjJbSKIAiCmAx+vx89PT2or68vtSl5rKh1YkmVA4sq7aU2RSeUEPV+m8Uy2b6a+arIk4vYzlarE1lRdcdyOtVMy+0m2M0G9AaTo47zyOhwtl9tLFNjyxjDhgVubJyCgJTbZkQgLmJvVxD7ukMTLi/Ks1/XPGXmosLTDELtfmYexhhSkoJUTkbKznYf2odiODYQneI6gYQoYyBcXLYPYwytfWH4c9qjTSfk2I7g8bdOIxAflr2+YsXYohzzFafFiJcevAzfuHUNAKDebYHbIuA3e3txpD9cYusIgiDOTWKxGA4cOIADBw4AADo6OnDgwAF0d3cjFovh85//PHbt2oXOzk5s374dt9xyC6qqqvChD32otIaPoMZlwbomNyqnMPtfDOGENKmIY0pS8OaJIbxy1DOp7ZzJOJsvIoylTDJ1eTroCiT0Yzfd2xRlFSlJGbXekVtZXKVNeGTtkFWGl1o9ePvU5PtgMgaEEhLAAb3BxJjLnbe4AhsXlOVN6M91ZvKK6PLHcdwTzXNweoMJvHPKN+lo/vSpN5NnO9NEUjJePuLBy0eGn4UNZVYAQH3Z7IjI+mIi2odiONw3M/7G/LnDZ4mPbm7Sf15Sbceiqrkz4zydVDrMuH3rAqysc2IgnMKVq7T2Ef/y6okSW0YQBHFusmfPHmzatAmbNm0CADz00EPYtGkTvvrVr0IQBBw+fBi33XYbli9fjrvvvhvLly/Hrl274HSeO2l7oYSI7Se82HGieCcoPcUo3VT9vpYaJ+zmiSu9ctc/WzpS2Ujy2kb3tKqYyoqKuJiJwE6wbNYRyu4/B008air4MlGf0AR9OOvdVjRX2ueMcmsxzORcx4GeEI55IhiKDkfN9nYF4Yul0RMYe4JgJqGI7cwTTY2+T7YtqsBtGxuxdIpiecW0NsvFwHMwCbze6mu6oRrbHBKijN/v79N/v2HN2d0rUOA53LqxAcdeOo63Tgyhym7Ca21e7O8OYtPC8lKbRxAEcU5xxRVXjJvC+vLLL8+iNVPnaH8EJ71RLKtxYE3D2II+UyGYyE9jnW7yA61TT0UubvmcVORZilapOc7kdOKPi3nRv1zGStHO/mQQeBh4DvH05AW7stucKM28wxeHytiUB++lYLauidHbLQ3k1848bqsRq+tdcNumz6mc7HOv3G7Cjetmrnxm/kxdzQI7T/lwsHc4NH7j2rlVtzQTZPtP+eMi/HFNTur7r1DUliAIgpgap30xAIA3Mn01VKKsTrrmNYstIwDptEw8l59NIXaYDVOOIIUSYlHpnJPtextKiIgUiLhMhux2AnFxWvvojldfnOugqWz4+shdrtJhRqXDNOntVtrNYJhYfOpQbwitfeGiJkSOe6LY3x2ctC3TzWRrtidDS83cy/KYyf0lNJwWI1pqnahxDqcdh5MSjnkiGIykZsUGSVHR7U/glDda9HmezNVAjm0GTziFL/++FULmpdbgtmBto6vEVs0891y0CN/76HoIHAcGwGEW8PYpH/Z0BkptGkEQBDEP2dBUhuZKOzY3T0/mT1JU8GLrAHa1+/UeqcXUsOYSTclo98agTpDzq6n7GmA3C5OOIC2stKGxzIqhWBqR5MQOaP5AfqJlGd48MYQ3jnknaVU+2frXvlAS8UmKaY1H1nk97oni/Y6xxw+5StD63zKGDU1lOG/RxIqqIwfCZqN2PRRbO1soFXMkxzwRdOfUImcZCCfx8hGPLn4FaJMN3ml2CJKigraBCPpDw2I8M5Wqnns4K+zaxEKVXZskCCckeKMT79t0qSKX27Uo4mTvbWJypOV88ahd7X4c90RxqHdqNa+TvTTTsopXjnrw+/19ecHEsRgIJ/PuuYkgxzbDy0c88EbT2LBAS5u6YW39/Ol1dgYYBB5/snUBPnb+QgDDD8//98ex20cQBEEQxFgsqLBh44KyaauhCiS0bKKhWBpWowCXxYgl1cXrX/AchxODUXijaXRPUD9oNQloqXWiqdw2pYhtmc2k9YotwtHKj2TOVipyrhLz9G0zu6pYWs6r28z9DgBUFaPSgdOyihdbB/D2Kd+42zjcG8azB/vzBuWMAaqqTphaffGyKqxvKoPLUvw1OdKx9UbSSElKniP75okh7Drtn3DCZDIkJQUnBqPw5Gxnuq+PXKc5ywVLKnHD2jq9x+n2E17savdPq3r2eNQ4LbhtYyNu2dBwToy/S0EsLeOl1nzxqGy2w8IK25TWaSvQ4ms8wkkJwYSIWEpGlz8+4fL+mDjhMrlQjW2GF1sHAGjpOQBw28aGUpoz6zx80yoc6AnicF8E5TYj3jrpw77uIDZTrS1BEAQxRyi3m3Dlysl1K8imn6ZltWDEcCR7u4IwChzqXJNXCR3ZI3I8ck2ZyHGZLr8mV6RpOv2V7KrKbEY9iloIhTE9wqeLR3GaXROZ8/apIdhMAgbCKV1Z+Uh/GJGUDISS4/Y+rXKYJ92jU5IZkJMdne3RayggQKUyBn6aKpc9Yc2hHYqm9SjqeNeHqjLsOu2HxcgX3Tc6K/SVy1jCWipjEKa9KpsoBaHEaCdxS3M5tpxBdg3Pa89KucgHilHgYOB5VBXZu3ptoxtlk5gkpYgtNFW9904HYOQ5dPoTWFJlx/qm6RW8mOvwHIf+kPYwNWSal/+QorYEQRDEJDnljeKZA3041BualvXlDqklRUXbQASnh2JF/32u4O5EDmK27lRSJu/1dfnjeO5gP04MFtcPMjdiO9HWpssHXVnnQlO51t5jOqOA2ejvdavr8KFNWncJRWUIJcS8Y64obNSxNRsEmAQekaQ0ZhQ5kpK0dPKhOMpzhG+ykcfEGMJVWTp8cXT6Jo4O5UZexRER2+x1VOi4TWdMU0+rHhHpHgsGbRwbjJ9Z/XVrXxgvH/HoStPFMpngqj+WRttApOB5HoqmcaAnhN5gYt7U2IYTErYf96JtIFJqU4rCZTViVb0LFy6tnNb1nr+kEhcvqxp3GW8khZSkoMZpwflLKqYcIZ4IcmwBvHJkEAyAlHmgfXBT4zmXBmEy8Pje7etRZjNiKCrCZhSw/fgQDvaESm0aQRAEMY845tEcu8mmkI1Fhd2EJVUOrG8qgyirODEYxSlv8Y6tI9N6x1REq5dcZd7JDq15joPKGHzR9JgKwbnk1dhOEEieTic0W8M4nemzBp6H3WTQa6ABYE9nAG+eGEJfTn9ZhbGC6YcVdhOqHGZ0+eMFJwZUlemOZe74LJvWPFE65KHeEA72hhCMi4imJOztChZUUuZ5DkuqtHWOTEU+mnFe4jOkyJ0lO+C35bSMGq8HM88BtS4LyqagdJs7udI+FENKUkbt33T6mG+f8uHEYBSDBYTl+kNJdPnj2NsVnNH051haRrd/eloaDUZTCCeloiezZpreYALhcVpfuSxGLB8hHpUUFZwcjBZMTy+GWFrG68cGcWAcfyGUELHrtB+vHB2EqmrPyPHszCUhyqMmmcaDHFsMpyFn+eDGxhJZUlquXlmLP7+gGRwAZ6bG4l9fp6gtQRAEUTyr67Wo4HmLi0uLnAiLUcC6JjcWV9l1ZzlZhOOYJesIzXT7lAUVNiyusmMolkawQMrfSHIdhtb+qQm3TBZFZXoK8nT6DnVuCyodJrzU6sGbxzWBq2yN6GCOAFGuw5Ldf8YYNi4owwVLKnGwN4y2gUhBxyb7yVRa3lozjm82Q683mBhzIG40aBsQx+h/XOi4TafzZ8jsYLGq1RzHYSiahi+WhqSoY9pdLCP3ZSbum9xJA8YYjvZHJiUQdCb8sW0Q+3uCRQljTUSVwwyO49BQpmVBSIqKDl98yudAUtQptzKLpWXs7Qpi+4nxBeZGXiPvdvhxdCCCvV1TUwJXVIZoSsZAKDkq0p6dPIumMj2uGYOsMpwYjKKvSEf6QHcIiUkI3Z3zNbahhIhd7X4YeA6yyrCo0oaFlTMTHp8PfO66Fbh4WRWYynDf/+7Da21etPaFsbbx3ErNJgiCOFcptlZqLJbMYK/QqSRTMaa924UiPKK89OApHAY9GlrE3+ZuyxfTIhhj9ZecLscpm+oJaLVu00lKUjEUS6Nv1AB3eDtKTk5tdv+TkoJXjw7q9aRANrWZy1kDpw+Og3EJzowIlF6vO4Ft5y+uhC+eRqXdpGcUpOTRg2VVZZAzqdIj67HXNLhxpD9cMPI/VedPlFUc90SxuNquZxYomWM3MkrFGBszm3DronLwHIcXDmuBmtvOIEAzchMzkRWcuw1/XMRJbxRDkTSqXVrdZXaTisowEE6izmUpWNt8JuRG7L3RFOJpBXUuC6ym4sWQKuwm3LphWJPncF8YPYEEhqLpKU3s7e4IYCiWxg1r62A2TE6USSrCmY6mJLyeUVbPXiNlViMiSUmvW58qoqJCUZleznhyMIqjAxFc1lKdt5wvlobNZMBgJFVU3bt5kuJU53zE9tWjg3kv8Tu2LSyhNXOHj/3kPf3hTbW2BEEQ5w6FUjRLhTeSwmtHPfjBqyfwi3e7prSOcFJCpz8BXxGp0XnpwZN0VlSV6ZHGYmoERy0yjp85XVGzrF2XLKtC5STFlAohyirCCQnRpARRzlcrzqYJ5w5elZydzjqnPKeJyahs2L7ssExSVLx90ofe0HDqaK5TdHJQS0mfKILvthmxtNqBMtv4vXIjKQntmfrtkZMT5nGUrqfq/B3pD+O0L4adOYrQ2TT7kaniY21DUlR0DMV10anJMB1OKzcFYalcB93AczAbeNjMww5M1q4j/WHs7QriUN/MZjR0+hI41BtCKDn8jOjyx/VJoGLJZpQE4lPr4Z09HcXU+Gf1BrIR3mIm/QrVYW9aWI7bNjZOGMAaM4OAFfxRT93P9q3OwnFaa7Tbty6YsC4X0MStSDxqErzYqtUtyCoDB+DPL2wurUFzgK3N5VhQboMoM5gEDq8cHUTrDD9UCIIgiLmBpKgT1ohm09kKOXBd/jieOdCHfd1TS23LJZKS0BdKIpAQJ6xj82WihSPR1XeL2B4b85eJ6fDH0ZmpHy3GYRhZNzueM3wmDkhrXxivZESBsr7SdOmIDMXS2H7Ci3c7/AglJWxpLseNa+vB81xO9Hp4QJwNgjrMBj1CazEKsJp4hBJiTpq09kN3IAF/PI2Tg1G4LAZ0+uLYftyrp1Jmo0MT7U2nL46eCVo9AdpxEXjN0a515qti83x2f6axtU9mEinXMdcnR6A5E13+BJKiMublqKhMT3+/fHk1LinCWchSKIuBAzet9deFyN1smc2EG9bWF1S1ztbiTnevYCD/noqlNYcvNx36QE8IrX3ji0IF4yLePunDycyzKdvizDmJtlK5LKywYU2Dqyg9gOOeKE4MRvH2yfHbZOXithqxos6Ji5YWf40A2nF5/vDAhIKAhW4NjuPynO56txU3r2+YsUzQc9qxjaYkvHVySP+9pdahp4KcyxgEHkuqbAgkRIiZWaPvvXy8xFYRBEEQswEDkJbGT2t74fAAXmwdKNgX9lCvNhFarDjIeFTazfogcaJU4j2dAezpDIyOdGX+D02ihq/MZjyjGGkxvs/IRSbyJXyxdMF2HYAWOR1L1Kh9KIakpMATTunOczgp5U1epCRlSoI9iqKiP5TMq4Fj+v/Z6HXO8hnPNpaWcbg3rNdauq3GvFRkfV1MUzQ+2BvGqaEYWGb9DAzeSApLMumTksLGPDYAcLA3hH3dQfhj6eFBdoHddVuNuHl9A25aXz8qLXxPZwDAGKrIU71YClzSw7XHgC8maorHCXHMiQ+zgUdDmRU2kwFlNlPRkXiLUcCCAsq0HDey33FRq5sUuVFeNZNu7M9RY55shkKXPz7u+Z+IJVUOlNtMeb23m8ptqHUVPpZZwaRjngj88bQencwuX+kYPzNgLFxWI6ocZr3OGtDUogvd29l7Lp3JlCgmcu62GbGyzqX3rgW0Z0f7UGzc6HRfUJsw7CigLJ6v7j76vPEFJtFOeqN46+QQBsJj19kqKtMnWUcKuY3HOe3Yvn7MC0lhenrJHdsWlNiiucNfXLJE/5kDsOPEEN6ZoHk6QRAEcXaQHSz1BBJ4+YhnTKepkC/UUutAvds6LS0lwkkJ0ZSEBrcVGxeU6Z8XcnIFvvCQJtchmGi4LPAcHGYDLEbhjCJzxQzMR4n0TNCrtMufQPvQ8MAyJSkIxrXB/J6uAF5rG8RggcjW0moHzAYBNS6zfr4O9YawryuInad8SIgyXj7iwduZd3xPIIFT3hiODoQnVEo9OhDFQDiF/d1BKIomCnM4k+GVTan1x4cdjtzx6WlfTD/GmxaU45JlVfp5zXWyoykJisr0gTxjDCaBx77uUJ5jmHtsRuK0aEGLgSmk62a3maWgeNQUp0Gy6rTLc6KVuenasqqCw3CfX8YY3jnlw3HPcPYCx3Hwx9LwRLTz8NbJIUiKikhKwvsdgYLXRCGyY+Hc66SYfZtK8D/39pVVhvc7AvpEmNnA605a9rgPRlJjTpSlJKWo6Op4LKqy47Ll1ah3W/XPhqIp9AYLX/9H+sKIpmTd0avN9Lwetnty209JCo72R7Cr3Y83TwxBykwAJUQZO9t9eK1tcNTfjDzuxT6vsg5jlt2dAbT2hccVj8rePwDGjdoWjNgWWO75QwPYfsyL9zsCBdfT4YvjD4f60enTVLLjJB5VHLLCUO0wYyiWxrpGNz5x8eJSmzRnuKylCkur7WgfiuuPtO+82IZn77tET8chCIIgzk7SspZq/O5pP0wGHie9sTzH8vo1dZBVpqvN5rKyzjVtdtjMAqqdFl3BVOA52E0GLCogdHL+kgowFWO+o8arkcySTdUDJj84ZZNUHB6lIDrO3xRyLl4+opVSXbu6FkNRLdrlCaf0QXaWtY1uPe3v1OBwvVtrfwS1LrP+WSgTFezwxTEUTYExwGjgceuGhjFTl7ODaYHjoUJTR+0NJMaMsIyMCmuiUJqgTW4tbu5SZoMASZHRWGZFKCFhQYUtYw/TU5tNAo/VDWNfd9sWVWAwkkKZzaSni49EVlQwaBGy/lAStS6LHtHMtXs6I7bZw5oboctNRa60m9FYZkVvMIkufwLVDjN8MU0BOXudAsCGBWVgTHNSsuvYecqPtKxgIJzEpS3VekQ8e92Jsib2k51MuGJFDRjTjmVazlUtntq+FUsgM/FhMQkFRa8CcREdvjh+vbcHf3XpklHfZ+1TJmlo7tLeaApJUUGtywKL/kzjxnTqs5/azYY8mwOJyau2A8C+riCGciLWaVmF2SBMSu+gGMc2Vzzq5vUNEGVVF2VzZlL9Cz1bTTnPzg5fHOubyvTfnRaj3uqsECMjtn2hJKxGAcG4mDeRkEvWeU6ISlGif3nbm9TSZxk3ra/H1uYyAMCfnrfwnOtdOx4cx+GTIx4grX0RPHeov0QWEQRBELNFa18YLx4ewOG+MFTGRjlhFqMAh9lQcNARSUnoCSQQTZ15KrKqagPXaEpGLCXDKPAosxmxqED3gkRaQSgp5gk4tfaFddEoe4FSo0K1hId7wzjQE5p0DC6YkLC/O4guf7w48ahRv4/3N1rNKs9xYIzpNX1AvtjXRFvNHedkbXRYDLoCa0JUsKTajpV1Lv3cRgtE6z3hFGJpGeub3NiysBxrm1ww8jyqHWbYTAIYG57gyE3vHKk0LCqqLh7F8sSjhvcka7JR4FHtNKOlxomEKCMQF3GkX4vSqWCjrsVoSsLbJ30IJUQ4LUYsq3GOqcLaF0ri+cMD2NcVxO7OAPpCybx2MLlOU6EJkqn6fnr9d4HzAjAcHYjg+GAM3mgaB3sKR9RSkoJOX0J3ELM2VjuH02F5DvpElTeaAph2jHNLCbRaZwEcx40QURuf3EmMUELMS1dtG4jgcO9ojZbc247ntHOb7R88kuz1XajsAdD29aKlVdjQNPWazXZvHAd6QohknlmKypCWFf1cRFNSXhuqsZytrI2TbV0USeXfY9kygbGOvaoyPZtCn4grYju5AnqMMbT2h5GWFVTazYimZBzsDRV8duV+NLL+V+C1dkdjCbNxnNYfPFsXr6oM9WVW3HnewjGVo+tcFthMBqyoc+L8xRWTEo86pyO2zx7ox4tHBsFzwHVrakttzpzjw5ub8P/+eDIvdeefXj42JRlygiAIYn4gcBwiKQldfm2QxtjoaKKias6uwHOjJoVb+8J4qdWDLc3lZ9R2BABCSRGDkSSGomkMRdNwWAwYjKQRiIu4bk1d3rLHPFovzFqXBQIvwBNJoX0ohrYBrWfiyBrOtKzgpVYPFlTYsLbBDU84BZ7XnC1RVtEbTMAbTcFlMeKUNwanxYBIUsbaRlfhifCc2s1iBpnZwaIr024jd/AoK2resWXQHIC4KCOWlPSaPkAbWG5bVIHdnQEk0lp6ZG7rjiP9YQxGUti4oBwXLq1El18bxGedR57jEEtLOOWN47KWahwbiMIfT4MxwGoS8npeyoqK5zMtZQBgfVMZwkkJdrMAXuBww5o6LKt15AvG5O7XiAtJURncViPsZgH+eBqyymAUOOToTekRJVlRMRBO4f0OP5ZUO9DujWEwkkKd2wJZYaN6hw6EU/DH0+j0xVFul2AQeDSWWTPpoixvIuFQTwixtIzjg1G4rUZYjYKu6gwMi17ZTIa8+sThczn2GY+nZfQEE1hW7RjVsibb7/hIfxjLarTtZQ9RdpXZMoCRW+j0xSHwHMrtJnijKajMrAtHcRyXN05788QQllbbMRhJ4VBPCL2hJFbXu/RIXCQl4bQ3Bl9MxNpGd17q6Xj7lpYVPeU8ux0AsJkE1LosuuBbc5Utr6abgUFVGSRVRY3Lgg+sq0d/KImj/RHUuS0osxrB81oUMNsP2WzgkZaVUeNPSVURToqwmgwoK9Ct0xdLo7UvjC3N5WOKOmX91J5AAjVOy6g+u++eDiAhyjAKHJbVOFFpN6E/lES924Kd7T7UuSxYUu1AvduC/lAStgKZLCcGo3BaDAWjlJNNhOwvUJuaXxdduDWU22pES40T1U4zDAKvT+zxHNAbTCIQE7FtUYXelzdLXBx2vAtdDVuay8e0VWUMu077cHooji3N5VhQYStY253L+UumXsZyzkZsn3y/G7/d1wtAe4gUKog+1zEZeNx72RIsqbJhQYV2kfcGU/jlu90ltowgCIKYKURFxUuHPfqAEhg9uP3DoX48f3gAPQGtZ2lPIKEPXN/JqHQOTrGeMZcapwVuqwmVDhNaah1QVIbeYCJvMJ0lGyXJRlNYRmkoGE8jLSl5ES0AiCS1wVpPIIG0rGB/T1CvM+sLJdHtT6A3mMTBnhDah2J4ancPTvtieSmD+evTth8YR+gnl+E03ny1XUVleP7wgO4kAJpIU0JU0B9K4dE3T+etR8hRIB6KpXGoN5S3r6e8MURTsq4KXKgOsDuQQEKU0RdKoLU/jOODw46zMad2eWTLJE84iVNDMYSSEswGAUYDr6+3zGrEshpHngjTyJYh2VR2f1xE+1Acxz1RJEVFPxa5Y/OeYBKyyiDnpM/mDuYPj+jeYMk4QEaBx4GeEPZ0BvSU7ZEc6AnhuCeq2zcyApWN2CZEGbva/aOuJZUxDEZSBVOwW/vCaBuI4J1TPr01i77eAhkDI6PaY5EVxLIZBTSV22DgOZSPIx4lytq2ekNJbGkux4o6JxozDswbx7z43f4+xEUZsqrmO0k56+j0xbGnM5AnQpbL6noXWmqcKB8RvXvjmBe72v368WUM2HFyCC+1epCSFHijKbzX4ddFhbI9fHOPj1HgR01eAJpD9pu9vTjcG8rLEpEUFduPe/HcgX6EkxIO9ITGPJaLq+1wW41wW03wxdL6ZErW1uW1DjSUWfWI/4IKG65ZVQurScBQNK1fe1mHcGR2SFJU0DYQGbOmtJDAUnbbhci9RArdz2OVNVTYTVjdMCwetbbRjW2LKuC2GbXrV1ULKss7zQatzCCY1K/9SErC0f4IAnER2497cbS/cI1zoWv89FAML7V69NZaY8GYFjmfjHjUORmxTUkKvvGHo3p6g80k5NUOEcPcdUEz/vzCRXjnlA8f/6/3AQA//OMJfGRLU156EUEQBHF2wBiDwpg+m8/Y2EmykqqiO5DQB41Wo4BIUoLbZsSS6sKphZMhIcowCByuXlmLlloHfvJWh/7dyOiNSeAzET/NETMKPLzRNPrDKX2gmjv4q7CbcOGSSq1/ZQFhGgYGxqA7I9m6ubHUg6WcQXdxNbba/3mOOIbTEHOdhrSi6oO7kanBDBg18MsdJrfUONHhi2uiQCrTncWsieGkCIfZCAPPQ5QZXBYD7CYBf7J1wah65ZHj72zvVG8kja3NFfjFe10wG3jcc9FidPji6AokkBRlyCpDlcOMkX5JtrZ0abUDBp7D3q4gjnkiuHb1cBadKKvwRFL6+T7SH8FN6+qxoMI27oA3a6vKGMptJgQTInqDiXHFjrIO1chlRp7zkQ76YCSNtoEIFlXasWHEeNJuFvBeux8KA14/7sWDV7egwq45FuU2EwYjKWzIqVnM1reaRqY8j3FN8TyHUEJELC3jSH8EkZSEjQvKRjko5XYjcrOZx6qJHJmhkV3s9FAMb5/ywZ2ZsCiUeprbsifr/FqMAlKSAsa0iL1B0HYle32HEhLe6/DjQHcImzORP0lRYTbw4HkOC8qt6AkmdUXskezvCiIhKtjXFURaVnHz+gYIPIf+UFLrYR2Io8JhGqX0njv5VOO0oGaFBSlJwctHPEhLCsyZSReVMTRX2tFcOZwFIWTaQtU6LTg9FEd1xuHVkxRGGJqdGzKMIXDnthnzoqITkbuaY54IVtQ5886nyhiEMVSSVZXpGSB2swH7uoP6fWwzCQW7w5iNAnwxLVMm+3x673QA4aSIPZ0BTdyMaWnRI9O0cydqugMJvHZ0EAd7QwgnJaQlZURmBEOnP45YJvOkqdyKhKiQeNREMAb82QXNeHyHNut5+fJq/UVI5JM9Luub3DAKnCapn5Tx72+cwpc+sKrE1hEEQRDTjUHgsbjKnjeIHFmLev2aOoiKCqtR0OscAc354wUeLbVOCMKZ61ZYjQLqXBY4LQbsavfnRZH3dAaxrsmNfV1BrGt046KlVXnppRw33F5m2Hkc/l7gOfjjIuKigl3tPn0gCwC1zmFl2Gw0Jfu3wlieUc7HxYwpsrby3Ojo40hUhhyHNH8fjDyv9wyuc1mwdVFFXmrj6gaXLqz0+rFBRFMyHGYDajJRG6tRQK3LDLfViDKrEQPhFNKyFrXjRwyOR6Zz20zaMNJsFBAXZZzwRFHrsuCYJwIDz2sRNKZFkqscZpRZDSizudCWSaXmOM0xefpAHzgOSKRlWE1CnmPlj6d1kSObUcikmvOodVkwEE7lCfXE0jIiSQmHekP6+RyMpHHh0kr0hZJwWYw4MRiFSeALRsOyDuwpbwwcOP24jYrAj7gEsqnThS6NhjIbwilZnyD51Z5efOrypQCQqRe356X+Zh2wkb2krSZhzIa9axrckFVVzziQFTbq751mLRhhNfIIJyUY+cKpvaP2l2mTSIf7wjjljWFLc/nw+RlnAofl3D92kwGRlJTj+A3/oSecQocvDpUxJNIybGYDXj/mxbWra8FzHMpsJvQEkwBjBc/ZSEcq69Tpqf6Z9OO4KI+KmGfxRlNIpBVdOCp3M/qu6lkEHNo8ETxzoA9rG9x55RbxtAy31YhatznvMyGTVs1xhQ/YgnJbvgJ5Nh19jAOcve+y9mj25R+DQuSKR12fKeWIpWQoKkOF3YT1TWV5jubwNoZra7PPq6XVdrx9KomUrKA3mITDYkBClEele8vK8HkbiqZhNyXyroWBcBKnvDEsrLDp9vliIrY0l2slDUV1IB/mnPTmrCYBJ73DwgtXrqwpoTXzgy5/Ag1uiz67+l9vd6DbP3Gzc4IgCKI4duzYgVtuuQUNDZoK7dNPP533PWMMjzzyCBoaGmC1WnHFFVfgyJEj026HxcBjSXW+MubICKTFKMBlMcIo8KMGURaj5tDs7QwUFI6ZDGlZRTQl4YXDA6Naz/hiaRzo1mb+d3cGISqawqeUk+5Y5TBjWY0D5QV6pAJa+rA3kkaVY1hJOC0p6A0l4QkltX3LjKtcmSylMTUmMsstqLDl1biOBWOAN5pGlz+eqVnWPh9ZKwdoisuFUFQGi5HXbfLHRRwbiCA1Rh/ibPDkihU1eq2fyoBATEQ0pUVW61wW1Lks6PTHcXooprd+AvLVewEtGrlpYTkWV9rAg0Ol3QQGoCITIXVajKh2modr9jKRriwJUcFxbxSRpARJVjEYTSMpKnmOTzbKZeB51LotmjpyUkQwIY5KTfXH0tjdGUBaVvXU8Lgow242YHmtE2lZwTFPFKfHKD/LrQEejKb0Nigja4NVFegYiuG4J6pN+nDZ7IbR60yIMhRF1SdZIjmR+FqXBRsWlOnpw9nUSyD/OtvSXI7LVxQeq8ZSEroyUa4sDothVJ2kQeDgshhhNvCZdk4RvZ2NJWdSp1BN/Vh+/cjdPdgTwjMH+tA2ENGv44Qow2zgwRjTWz/l+83Daedtnii8EU3candnYERdboENQnO0WmocuGx5NW7b2KhPKmUnGXLFvsZqfXRqMIaDvSGt1Y4yIhWbAXu7Anj2YL9ettg+FEdKUkeVRHgiKYSTkj6JEElJeK1tEK8c8eCdUz7s7gjqLbry9oHP37fsj/6MAvbIDIHs/dFYZsWtGxoA5D83svd5XyiJnkBCX947IhX/SH8YoqKisdyKu85vxvJaR0FhrEBMRJXTjOZKG+rcZjDGsKTagRW1TthMOdfOqL/UnhFLqx1YWm3PrJuhwmbSrk9OE+vrCWhlH8c9UfhiIgw8h7SsYmNTGS5aWjmpDNFz0rGNpiS8cWy4duWKFdUltGZ+EEyI6Aok9QeEpDJ858W2EltFEARx9hCPx7Fhwwb86Ec/Kvj99773PfzzP/8zfvSjH2H37t2oq6vDtddei2g0WnD5qRJNyRgIp/R0QIPAj4pYdfni8GdqTUcOg5Kign3dIbQPaY7RmRCIizjti2MgnMKxnN6dWWGlrGOTVQre1x3MURRlOJYRrzHkiDBlCSVEHB+MoieY0AfXjGnOdDYFWVWZvn82k0GLFo4RieaY9nmx8QXGtEF/SlIQTQ2LR+XWz2UdKpUN19Ll7oQm0sThwozYijeawlN7erDj5PAY52h/BC8eHkDHUFwfIHMAKh0mVDvMUBlDVyCOne0+9IYSSEoKegIJ7Gz343BfOK+elOO4vHrAeFpBLCWhL5zEYDSFVQ1urGt0QRA4/fpxWgz6wFRlLO/4ZFtGWXMGx2V2E5KSovU2TUq6o1LlMKEvlMS+riDaBiI47onCG8t3VApFdxgDuv0JDOQI7oxM813T4MLiKnte+6pYSsYxTxS9wQRiSTmvl7PKGA72hhFLywglJcTT2jUnFkiN7gsm4YtrTrjTbMg7frG0jD8c6sfOTA/hbBqy02JA8wjlb8YYREkd5cyLiiawFIiJuGhpld4PeOQkRDQlo77MMuxE52Y35Gwju3/6dke4K5GUhB0nhuCPpRFPy+gPJfVId7aVUigh5TnHe7uDGIqmMRBOjXLS6t1WLCi36T2OoykZcVFGd6ZtVK4GTqEIpqSqSEnqmMHj3M/HyrbIRhklRYU3kh7leGcnALKTB5bM9RNOar2Cs4Ge7HHIbibrxKYkBYORNNqHRtfoKyrDUCStR8SBYcffFxXhi6bx7ulAXo1wtuY7N1uhUMS2tS+Mfd1BPaqbTSO/eFkVLEYBsZQMXyyNY54o/ntnJ362sxOiPDrtNyUrMBt4VDnMaCiz6c/eQELMc5YLTeykJIbGTM06Y9qxvmx5Nerc2mTiicEYuvwJ+GJpMAAui0F/dsRFGTw/uZjtOZeKvOPEEB55dniGe22jS2+QTYzNFStqcNvGBjxzoB/nLSrHkf4wXmz14L3T/jNSLyMIgiA0brzxRtx4440Fv2OM4Qc/+AEefvhhfPjDHwYA/PznP0dtbS2eeOIJ3HvvvdNmBwNDLK2lp2WjlLnjlXhaxk/e0WpdP3npEn2ZlXUuHPNEMBhJodxmQhJKnnDQVKh3D7+fbSYBFXYTAnFR08ZoKsPRgYjuyGYHjHoaMNOiY4rKEE5KqHGZ8wZeCVFBSlLAQXOwYilNFdcg8EhJCmqdFiiM6Y6I22rQIhQFFE+B4chQrUur1bOMsVwWBgaH2QCDwOX1gVSZZq9J4PHWySFsXlgOlan6YDnXCWRMSznleG3wnBUIyp2IOOmN4rgnipOZdD+O0+p0w0kRQ7E0eI6DLyYinJTQG8g4f1pgJbOuYZsHwsk8p6cvnESnLw6XnkrLwHE8JJnBYhS0yQ/GEEnJcFmN6A0k82sJM6sKJiQ0lVuxoNwKh9mAE4NRJEQF3khaT6seiorgOO349AQSYEBev1UAOO2LoancqjsiWfZnikvXNboLtoVxWoxgQJ4TrzKGQ70hrGlw4fXjXnT645myLB6KynDd6lpIigqDwKHDF4dB4OCPjY7GdQXiehTUYhLQVD4cSQ0ltPZU2bppi1Hr5ToUTWFXewBVDhNqXRZEUxKGomns7w6itT+MzQtzVGiZJup03BNFS60DlZnsg5FR10hSwqmhGGLp4Z7AWZKSdi+EkxIkRYHKhh3/kc6KJ5xCr5JEdzABl8Wgd85oKLNi04JyRFISllY78pzQQFyErDIoiorW/jAa3MNO+0A4iQ5fDN6MwrUz8zxRFAZFYLozWSiSDGgTQdnJKcaAS1uqoLLhOujcdli50cjcVS2utqMvlEAEDAaBGxWxXdPggj8m6pkYJgOPMpsJoYSIgXASA+EkFlba9Lrh/lASS6od+rEbL3O7wxfHMU9EU2NPZlriZP6Q5zl0BRJQVYZTg1FdDyglqvpxjae1jIRcm7OO70h15CqHWRfASkkKjgxE0O6NYUWtE+GM8NZpXxxrGvLvEZZ5JkUzLdcA4I1jg3jnpA/BhAhH9v4fsYO+WBreSBoWI5/ZLxWH+8KwmgQMhFKodVsQyvy9wHM4f7Gm6n2oNwxVZUiI2nOUxKPG4flDA3oKyscvbCbRqEnw1ZtX462TPrzfGdQ/++bzbXjmvotHCUwQBEEQ00dHRwc8Hg+uu+46/TOz2YzLL78cO3fuHNOxfeyxx/D4448XtY22Ni0LR1EBXzSN1Q0uVDlMUFWWN2jKdSbSsqIPNrNOQblNq9VcUefMqzU95omg3RvHxoVluhoroA2a2ofiqHaaR6WcyZkU3SqHWY9g1bq0gbvFyENWVRzqDcEfE3HjunqYDbzuUKpM6w8ZT2u1dSMHlVUOMxxmA9Y0upEQZQxmIg+VdiNSFTZUOk1Q1eHoS6cvgR0nh1BpN8FsFLBtUX4PxoWVNiyqtKE3mMBxT3SUiFAusbSMwYhWd7q4yq7XGAJa6mw2cmM1lePtUz6szRlojow2ZiOJR/ojeo2igecRSWmOarnNiHhazkRnVQgcj+3HveA5DvVuK3hOq/VUVK0GMJTU0pKzg9Xc4zZSRKnSbtLbzqRlrcZzWY0DQ7EUHGYDOobiSIoKfHERLqsRoqKJCOXWCxt4HnVuC1Y3uLG/O6hFJnOuMafFAH9cRFKSYTMZYDMLsGccxJHRP4Hn4DAbASR10aJ1TW4MRlIYiqbx1kkfyjKTLbkOWyytXSe9gQT6gkksq3HoEwiiokLNFNFq4mSa42E2CmCMocufxOIqGzr9cbRUOzESu9EAFQwWgwCbUYDAA13+OBxmzSlkTBNmOuGJYHmm9+/+7hD2dAVgEDg0V9pxzBOFURBQYTPCZjLkOSz7e4I40BMCz3N466TWemZVvUtL6c1BZQyKynDaG4fbboQvKuKPbYNISwp8mWiqycDj1o2NecdfVFS098V0B3FBuQ3+WBpVTjMcJgPCSW3SwhdLg+M0pV1gdI2w02yAL5ZGKCEhmh52qrsDCUSSMgIJLd2VMYZYSsFgNJmXTj1WRNZk4MFzHIaiadS6RJwajOGNE16YBB7ldhMkRYWiMJz2xcZsM+MwG3DD2nr8ek8PTg7GsCynFIMxYFmNE8tyMsGNAo+l1XYkRM1JrLCb8u6NUFLCMwf64IumUeEoXAaRpVC/7+yaFlXaUGk34aQ3lqd2nSse9VrbIG7b2Jh3PSdFBS6LUX9WpyRNaTyWltHpi6POacHh/jA84RRCSQkd/rj+rI6N6Knb7U/grZM+DEbSkDIidtetrkUoKcEbTSEtqfo9NbIshTHoE1DdgYReK3+gOwQxMynEMn9nFHi4rEaoKoMvlsaeTu36L7OZSDxqLGRFxYutWv+1pnIrvn7rmsK96IiCVDrM+KePrsdf/nwPhMyL8HBfGL/d14vbty4otXkEQRBnLR6PBwBQW5vfc722thZdXV1j/t3AwAD27ds3qW2ZDTxqXBbE0wp8sSjWNLjyIiWKyrC+yQ1ZYVhYYdc1K7JpmGsby7B5YRmO9EdGRXu6/HEc7AnhoetaYDFqQ5DBSBpH+rVa3JF9b80GHuU2kx4JiaW0diSXtVSjxmXJON3D2z5/8XAGkVHg4LIYEE/LsJkzojA5BpkMPJor7fBG0+DAIPBArcuMpnIbkpIKDgz+eBq7OwKwmwUkJRWKytAfSuYJTWWpd1tx0dIqdAc05d1XjniwusGFpvLRg+lDPSEc7guh3GaC3ZTvQOY6BD2BBHiew7rGYcc2G7nidecQo9qI8LyW0nnSG0VzhQ2bm8vBmBYhLLeZAE77+4SoDXQtRiHTAoTDycEY0pKKAz0hbGkuzztmTeU2nByMIZIZjGcz3nhwUFTt+AyGtcGuSRBgMWnRzawD2uFLwJRJaczaH01JmmOfidDwXL7TyeekUQocB4fZAFFhqHVZMBRN5020LKl2gOc0O5OZiLyB57B5YTm6/Ans7w5i+zEvLCYBV68cvpda+8JISoqe9lpfZtEdWx6a+NHyWgcWlNvgi6X1iKAnkkIgLsIk8PDHRKhqBB9Avb7egXASvrg2gSFmUtyP9Ecg8DwEnsOmBeXo9sexs92P3R1+XL26Di01TtRkJm8qM7XhFXYTGsusMBl4VNiMeWPXUEJCPC2D5zj0BpNQVQazYXSUS1WB3mACvngakbSUqRGNotJuQlcggaZyK65ZVQO7yYC0NBx5Pj0UQ08wiTZPBIur7NjSXI6DvSEYBR4VDjNkpk18HfdopQBZ55Ex7eLMbWNlMfKocVrQWG7VJ2+GommA0yasTAKP7kACVQ4zhqKi3jZIUVV0+rTWWyN1cXheq9v2hNMwG7R6bW80DYfZALdN60k8EEkhkpLRMRQb1UsYALyRFERFRaXDjDKbESe9MWzNTFwVSn/2RlM4NqAJpf3pedozK7d2dmm1Q88qYGz4ejbwWous5Tnq0dlsgdxMg+w9F4iLONIfQUpW9NprfyyN9077kZZVWAyCbp/KtPssISl497QfN69v0Lfx8hHt/RFNSXj3dAAGnkOtS+vXK2Xr0RlwwbIKLKtxoH0oBllhWFHnRJsnAp7j9OtJVrSWW0uq7NhlMsBp4WDNPMuHoikMxdL6xKXNJGiTimxY4CqSlOC0GCHwQLXDjIFQCrGUdv12+uJ4+6QP7UNxtNQ4IPA8ZGWsKY3CnFOO7XsdAUQyMxFXrawhp3YKXL2qFvdevgSPvXkayYw4xbdfaMNN6+vzVNoIgiCI6Wfke2tkqtlI6uvrsXnz5qLW3dbWhmQyCY4DFpRbMRRLw8APp8n2BBKwmgRNiVfgYRQ05zCcyLbt0AZ2FgOPQxnRKH98uP6q0m7GUCyd6UWbxLIabXCXLlDTlaUnmERrv+YARrwiwkkZzZU27DrtRyAhYW9XELGUnIkCcoiLmhNrNgiodJhx8bIqBOMi/njMC8YYRlbiVdhN+M3eHjjMxkwkmOFIfxi7OwJoKrdiw4JyeKMp2EUDnBYjVMaQlBTYzfmRZUVlMAocjg9G4TAboKracod7wwUd2/09IfQGk0iJWu1apcOkiwvl+iPZ+jWH2YAalxmDkRSODkQQS8vYkmmNkjtwTskqbGbNIW7JHF+DwKOhzIp32/3oDyexuMqBWpcZfaEkajOK07LMEIinkRS1WrhUToTk9FAcKUnRz1duhlYkKWF1vQtlVhOSsoJ1jW54oymYjTz8cc254DjNOT3aH4HTYtSynFUGCJpybVO5FcZMxHcwkoKhzJp3nrIDaklhaKqyocFtHU5tHRFBZipDqyeCbn8CDeVWRDM1hM2Vdqyoc+K9Dj98cRGIj26RBGgT9g6zIV8gjENGkdkAp0WLOmZ7DZ8e0qLVJsPoGm4AODYQhSirmiAWGPpCSdS4zBiKprGy3oU6twUpSYXLYoBB4HHcE8WJwShuWd+gn9+BcBJpScGCcgvePuXHYCStO77Zc5CSFFhNBgAMrf1h8DyHCrs2IdTh06LmdS4LoikZHDjdWUjLDN5oGnaTgLgI+GMiQkkxL/KWreNkTLtf3FYjIkkJLqtxeHIlZ8efOdCHpdUOLK6yZ1JKteMcTkpoqXWgO5BAe47okqYWPHyu42lFU9IFg8MswBvVek4nJRXvnvaPcmwZY6hxmBFJSYiLCk4MRtFYbtUF4WRVhZzWDMx1anNtPuaJIpgQIckMfcHhmuGFFTZ4I2kc6BnUbVxa7YCsaPd3ZETfXABortR64q5vKkOHL45wQgSD5tR7Iykc7Y9oE0TeGDYvLNO3lZs+n7Xt/c4AZEWFSeCRyNyTh/vC8EbTMPI8jnmisJuGM1TaBqIQFRVrGlwFe/4ORdOIpiQ4zEa0DYQRTSlwWQ1IyyoayqyQFQAc8NzBftS5LFhe68D1a+rQkelfHElKekZMnduKxsw9VmYzwmkxYOdpP04PxbG2wQWzUdDbAHEc9LZxPK9ly9jNmso3g+Yoe8JJhJMigplJTDUzgVrvtsJtKb6k5ZzyRJ492K///PT+Pty6oUGfkSGK5/PXrYDNaMDFyyrxzeeP4kBPGP/2xil84fqVpTaNIAjirKSuTmvN4PF4UF8/HBHyer2jori53HvvvUXX327ZsgX79u0DY5rqp8BrfTZNBh6xlIwXDg+gymHCR7YswE3r6ofr1XL9agYMRjUhFIdJU8yNpCS4LEac8sZgMwmIp2W9BQeAPDEdQIue7DrtR1O5Dbs7AwjEJXT7k2DQ+kmGkxIO9oQgKQzdgQRklcFu0tJC93YFsbbBjaYKq+6c5Dob2QGjrKjwxUTs7w7CFxOREBU0lFmQlhl8MREqNCdx5A4KPI+NC8pRXzbsWAxGUnj3tB8Oi9YT0sBzWFbjwLZFFWgsK5z6WGk3od5lQULSIhX7u0MIJiS01DjzIkSKqjlFCmO6OrDudDDNtGzf4eEPNbK1rG+dHILZICAtK1hV78LqOif6wik9GmYQeHQF4pBVhrQy3EO3sdwKlTGc8mqD/mU1TjDGYMmke29aUIZfvNuFcFJCldOMhRU2XLe6Fm2eaF4vYbvJAB4cdrX7sKDchvoyKzr9ca0GEVkBrJy+pwY+76SFMgNdk8DBk6nxFWUVFqOAaErKay9y2hfHe6cD8Me11FpRUdETSKDcZoLNJOj10WVWY57wTpZwUotkpmUFFpnHYDiFlhoHGJ8vDMYyOZbZmt9kpuZRVRmO9kf0NkECzyGUkBBOSjAbeDSV2VBhN+PWjQ2od2up1P54GpGUjHKbCQaeG+Uc9waTYIzh9FAcSUnJpEYP136DA9IKg9vAg+M4JERFP3/hpKSXCLR7Y6iwm7Qa65Qm7rSyzoGV9S6kJRW7O/14/ZgXS6sd6AoMd72QFYaUKENRNeGqPZ0BdPoTqHdb0BtMIhAXsareiQqbSXd4IykJKmOQ1GFbVcbAGINJ0OzMnu9alwXGTMRbVBisJkHrp2oxwJi5h11WIyxGQc/I0KLmDDVOC1bVudCeEakrt5kwFE2hxmnBkmoHuvxxDEbSiKW0fti5te+5mQiVDk3F2xNJwh8XdWeT5zgc7A3pkeh4WtZSpTPp/xV2E/Z2BTIp/cPXSCghIpKUYDPyiPJatNMfE5GSGSSFYcfJIZzOiLktrLDnOdlyppfrggob+oMp7dyaDPDFRH0f3VYDHBZjprZYiyB7wkkYBQ6d/iRqncNpy9l7H9D61tY4LVprL5sBB3rC4DgOBp5HTyABWVFxcjCKQFxEMC4iM/+kOdcGHlWZ9apM0wdo98Z1R/rKFTX4712d2n2UklFjFDAYScFsEHJaJmmK6Rctq0SPPwGVaVHdaEpGhd0EWWXYtKAM/SEtDZ2xrFDgqFt1TM4Zx1ZWVDx/SEtDthg4RFJj97Mixsco8HjwmhYAwPJaJw70hPEfb7bjjm0LsLBi4hYHBEEQxORYvHgx6urq8Oqrr2LTpk0AAFEU8eabb+K73/3u9G6My6a5crow1ClvTItoZKISzx/W3qdbmsuxoakMSUlBKCHhUE8IB3uCSEoqmMogqyp2nvLhhrX1aCizoN5thcXIw2YeHn6M1GjYddqPaErCvq4ArEZem9mHFk0rt5vAVAaTgUcwIcJu1lKNq50WTUhJVrG3K4CDPRxMBh57O4OwmQQoGbs7/XG91gvQaiurHSbE0ppQkZIzwtTqJ+PI9bJODkbRUmPPE53MqkN3DMUQSWj1ak6zVnu4rEaz/b3TfiQkBRcvrYLJwEOUVSiMoanMhhqXBSe9MTAViItKXhQyEJcydXEJJEUFTeU23blSobW2YMhvB5TdhWzEpj+URJnNBKOBh9tqRFcgCZ7TIqDZRCtRUcFzWkphNsISjIuQFZYnuHN8MIrBaBobm8oQSoo47YvBaTGC57QovpIZiGbVnCNJCf5M6m40LeNgbxhS5jtfLK1lHEBzrk0GHo1lVlQ7zbAaBSQkBQI/LPgTTmo9btOyCnum122Z1YjcTMVDvVr7El9M1KKsJgM8kRR+trMTK+ucmb6x2mRDoZZIZoFHvVtztHpDSSQkBSe9MSwot6InkND7zSqM4ZrVNej0xxFMiOjI1MwyaBHWJdX2TB2tAG80DYtRc6otRq0zsChrTqI/noaB5zX1cR4wG3msrHOhudKG9zsDcJgN6PInkJYVLK914nBfGG6rUXfsAeDaVbV4ryMApqrwhLXa4qSo6H1HszpgcVHJESAzgIcWCT3UE0JKUtAxFIekMhzpj+j11ZFMHeWpwRjiotbL1mHWVGuzqdUAEE1KCGREgJor7VhR64CUqc2Pp2Q4rUYwBvSGUqi0m+CLpRFJSmCZY5EUZXjCKRgEDiaBx8IKG9Y3uSFlTm40JSOYEJGQtEmOPZn2XrduaIDLakCZ1YhTg5pz2xNMIJqSIcoqrBkHOZqSEUnJ2NMZxCUtmkARg3b/+6KaunOnPw5RVmESOH0io8xmBPyaiF04ISGSklCeiepfu6oGO08H0NoXxopaJ25cp004dvrjaO0PA0yrD1dUBg6cfl+vrHfi9FA8c01r68xewkur7eCQL2LGZ86hlqovoyuQgNkgYE9nEGaDFsl99cggOnxxhJIS0rKKzkBCzwDJfbw6LQZU2E0wG7Qexk6zAeVWIySVocOfAs9xum1aGjWDKDO4rUa0DURhMvBoKrfiQHcIO054oagqZEVF20AE7UOa6JQ/JqLdGwVj2iRhg9uKbEI3YwyiwtDhi6G1L4JKhwk8rymnb1xQBqvJgDqXBc8fHtBr5PtCSf06KIZzxrF993RAd2QlVTu5Fy2tKrFV8587ti3Ab/f2QlGB2370DnZ96eoJlSAJgiCI0cRiMZw6dUr/vaOjAwcOHEBFRQUWLlyIz372s/j2t7+NlpYWtLS04Nvf/jZsNhs+9rGPTasdssIwFEtjVZ0LVpOgqSNbDBAVFU6LASlJQULU1DETooKmcoPuYEbSWtsap9mApnIr3FZTXg3kicEoqhwmeMJaKrKm5Ds6cnYiM0jN1gs2llmRFFX4o2ksqLCiymFGpd2EgN2EcpsRA+EkGCsDBw5mI4+dp3zoD6cg8Fpqr1bnpbVeiadltGRq3Aw8D7fNBItRQV2ZBX3BJIw8hwq7EaGEpkSbjfyqTEuXe3J3L66MpNGYqYkLJURsXliOWNoOxji0++LwxdMIJ0VEUhKSaRlvnRxChd2EpVUOLKy0ISlpA3mB5+CKpWEUODBoyqOyzBBLSQinZJgzzkkkpfVt9cdE2MyakxSIpeG2GXWBFkCLyDBoA9Fskwy31YhwUkJzpvZRUlVwALKxwd5gEk6LISPAk0JKklHvtuDyFTW4amUNXj/m1c+L1m9Xc1gO94axvFYbpDeVW9FUbsV/7+xEfZkVK+uckGQVJ70xmAQePM8hLSl5tckGgUNSVDAU02pQW2oc6Akm0FRhQ5XTjFhaht0koG0gijLrcKqnJ5zCVStqICoqQgkRg9E0LAYeDNBTQ40Cj6SowJap/avItBrpCST11H1RktE2EMHCCi0yHUlKMBsFWI0CJFnV03U1kTKGk4MxuCwm1LrNUFXt2hkIJ2EQeCTSspZ2nTlGP9/ZiVNDMYiyAofZCJtJQIPbAo7TapF/u68XtU4LVtY7UeEwISUpCMRF8ByHlXXA7s6g5uhlvJJYSsHOU9rkiM0k5CtTh5IwCxwCaRWRlIy0pKDCbtL7Pi+tdkCFFimVZO16klUVSVGF26YilpYRSUpISAriaa3VjsNiQDrj1DMG9GdsqbCb0FhuhcXAo9plhstiRPtQDCaDVkspcBzW1rvw8tFBCDyHoUgaCUmBM9M/N5yQ4IulUW41gueHW0dFkpI2mZKQYDMJEBVNbMhqFBCIp9ETSMBlNSEpqlBVhgq7SXfYshH7pKTAF0sjKaqQlTRiaVm7rzJRwaSkQM7ppcWYNnnzzikf4qKMWqcF/aEkQklJzyg50BNCQpR1Eau2gShUBpy3qAJOqwHvdwYwEE5pE26Z9cZSMnqDCbT2R1BpN8FhMWDLwnK4rEaYJQVg2jVl5DksqrJjKJpGMK6pK3vCSSyosGF9UxlkWUWd26IryzeVW/Hq0UHIiqo9JxRVn/Q5PhhFMC4O1+ez4VZhyczxP+WNAmAIJUTUZCKvRgOP44NRfXKIMQZZYbpTqTLgxdYBKBmnOiFq2gVmA49oWsse8MdFLKiw4sRgFAsrbDAbeZgMAroDCfAch1BSy4hBznMq2x7LHxPBAVhcZUe53ZSZFFMRT0s47hERTUloKLPmK6lPwDnj2P5mbw8ALZVFVBiuWVU7SlmQmDwpaXjGLpiQcNeP38WvPnVRwQbPBEEQxNjs2bMHV155pf77Qw89BAC4++678bOf/Qx/+7d/i2QyiU9/+tMIBoM4//zz8corr8DpHK3EeiYIvKaWm5IVnByMYUWdE1VOs56G5gmnYBR4SIqKBWVWBBPa4KQvlMTpIS01rb7MCoOgRaeODUTRUhOBLVML5ouJaO2PoCeQhD+mDXzdViNiaRlvn/QhLSlwmA2IpWVYjALiooz2oTiiKQmSogkMOSxaJKvLF0e1y6w5zxywrsmNE56IXo9mEngkVRXnLa5EnduMYEJCMC6i0m7G1kXleOHQADr9DMGEBGUojnBSRG8wCYdJa58hqwxVDhOSkoouv9ZXc2EFj1haxnFPFN2BBBZW2BBNyTgxGEWXPw6zoCm0HuoNI55WsLTagUhKizZmI8IpWRNt8cVEVNnNkBRN/TkpypBUFUOZtMNsuqQkaymdoqLCrPDoT2jnoKHMCmtGnRfQUiezbVziolZf6rAY0FLrhC+WxitHPFhS7cC6JheOD8SwMBN9q3dZ4bYZMRRNoz+UQmVGyTVXdVhVmd5j92BvCAd7w7CbBCREzSGKJCV0BRIIJiUsqbbnpHJrTmmty5qXZssBkBlDNCVjd0cAHb643t7JYuBhFExa6qqBR0pWUOUwISWpWtSTg14nPBTVWgLJihYFr3ZY0FRuBccBDW4rYh4ZCytsqHNb0OGLYyCU1NS3OQ4nBqPoC2k9NP1xEWAM5TYjhmKaw69FUnlU2k0ot5tQ6TDi5vUN4DmgbSCSSVsdbvWkqJqDHIin4QmnADA0V9jBcYA3kobAy7BlotGBuIgl1XZ4wilEUzJSsoq0rAlw1Ti04XmVw5xRYuZR5dRqZg2ZusUsvcEEKuxmWIwCQkkJSUlFPC1jKJbW0lYzjpHZoNV4yioDU7PnVrufBqMpcACqM6rEAHTBtqFMnbesMrTUOrBpYTlae0MwGwWU20xorrQjJckYiqbR4Y8jmtYE3mQlv82Nlr4qIJLSJnAUBtQ4zZpKckqCpKgw8hzsJgEGnsNpXxzNmRY6KZnBoap4ryOA69bUYSCcRIXNBFFWsePEELr8Cd2RMxl4mA3apInFyGdEq7TJsfx2PwxxUUYkJWEgnILLIkHgOdiNBt1pzka/s6ysc2JVvRPeWAo/2+VBJClhcZUdq+td+nGTVRUGgQfPadHooYw6tdtiQHdC0sSxnGaU2UxYU+/G9qgXwYSoTWxAq13t9MeRkjUl41BCAgctHTuYENE+FMdAOIlgXMTCyhz1ZgyXTzAArx/z6vvbF0ygN5hElz8BbySFGtdwSnH2HGVr/evdFvRlJkUKCWdlnedqpxknPBHYTQIEnseudh/SUrl+vBSVgRc4/VlsNgr65F13IIFqhxnhlDaR4Yul0R1IgDFg+3EfWvuj/5+9/w6z7LzqfPHPznuffOpUruquzklqpZasYDnbAhmDGTMGDAZ74IKZSzJmCBeGi2d+JgwMzDPgIV5fBl9gzAA2GJtkGyc5Wzm0pJY6VleuOjns/Ptj7bO7St2SWrbkVkv78zz9WD51wnve85593vWutb5ftlUdHlho8cBC67wxPBUvisA2CCP++cFlQBa8F4Z80xWTl3hULwxeumeU9/ybw/zCh+4H4M7TDX72r+/lv7756kycKyMjI+MZ8MpXvnJL39cTURSFd7/73bz73e9+TscRRfFWQadYbht6uvpBlIhHqRxdbvPJh1cYyZmp8rC16dB4EIR0PVHnvX7HCLqmJD174h+73vXSwGyh0adgibWLbWg4pmwqH1sdpGq5w4AaRA12pe3S9QOqjknOlGyyH8bsGS+k9iXLSa+lG0S0BwFhHPPVUxtoqkLb9Znf6FFyDOmDa3v4YUy972OoClfPirpzEIrAT8c9Vyq8b6JIq+/T7Pnc2dnAD2WO3DCi3vWJkw31l06sA6L+HMUx7YFPHEFETM8NmK/38cMoKcuUYHo6ERVq9iXAnW/0cQwNQ1Npu4EoBxOTS5RfvTBCVxX8UEp87zpdZ7zYZ6klCsVTZYcTa13J6AURtx2aou+dlY83hq7rY2gKfT/A1FQKls5Gx+NTj67iBiGPLXep5sy0NL1g6SIspipcN1fhtQcnONvo0/MCojjmlt012oOAe880WOyJSFXfD2Ud5cXPtmDpSa+qCKCtJAHqfL2XiAgFDHwJ6Bcbfdwg4kBSRVDvejy81GY5CRpEGVuCNEPzqebFpkqy2SIatnu8wIMLTQZBRNz3yZk69a6HY0h/pKWrRFGMH0kPpR/G6XoLI1GI3TNeTIOFr57aoNEbiijJbYau8sCCiPuMFS3mRnLExKy0BrTdAMfQKNk6S2vyfh5f6XK2Ib2Rmqqhawr3nGkwdmiCI3NVoihmqSVBZ9kx0VSVOI5x/Yh80kb55ZMbNHvSaxwkCtQn17qpPczpjR5dN2BHLc/J9R45Q2N1EKQl4Zah4AcyVyttl1Y/YLJ8LuMXx7H0vFo6JdtgqdHniyc2uGqmzEii2qygpAdXf3XnGbwgZqpsbbF16nohfhjR6En/rdxf7qMkpfHDMm1dlZLwimMwkrfwA1kjC40+dxxbpeTo3He2SdcL8MKIkbxJ1w3TgD9n6ExVbB5f6bLadun74XmBbasfsNjsYycVGa1BADFYpppmFG/ZXcPSNR5dbvOR+xboDAI+et8CmqZKn7YXpu/7vvkmDy20GC1YSSmxkviBRzy00MKPYso5+Yz6Xkiz7/GF42uAHCJ0ktfc6Hr0/ZAzdWmZGAqT3T/foJzYcpmaulXb4IkkfeipZdVm25/kOz9WtFjrSCl8ztQoOzp+GHP/QnOLYNgbr5nh1Ho3GWNAJbkGlB2DUnK4ALJeHlpocbbRp5wToT03CLF0jcmSTSVn8Ohym9ZgQNHWeeM1M5xY6/DQYovF5oAvPr7OUmvA8TWp1gmjiJ2jeUxN5QH74sPVF0Vg+/nH19IPqeOGmLrKK/aNXeJRvXD4nhu38/hKm/d97iQAf3PXWXaNFfjRV+25tAPLyMjIyHjGuEHEQmPA9hEHTVWJiLl3vsHpjR57xwtpj+JaksnpegEKMJIvcHimzGKjz0rLZUPzqOQMNFWEY+4+VcdQVUxN4TUHxZngM4+spuXL40WLnKmz3Bqk9kLHltts9HxURYKXsYII1AwFhUBsTFRVYeCF3DffkDJbRQ6y1zrulk0aSGlyGEastAc8vtrBj2IpE9SlpDSIYnp+iJ/YkziGSt+XHtJqTqWaMyCWsuo4hsdWO+wey3Om3mPgy0bONjRGSxZ7xvPce6aejjWOYwZ+xEbPS4VRYmI6yRz4ofSsWYbGRs/DNjWCMObUupT1DfvmRvIm126vkjclAL1/vsmZuggrhWFEZyABXqMnirnHErVmIN2YnlrvUUwUnB9b6bK9JgGcZWqstl0+c2yVas6QjKwnGdMbEvGeq2YrrLRd7p9vML/R56+jeSbLNiN5k2rOpJYIwewYzbPU1LAMNc3ktPshJNY0YSTBuaUr9HzJ3h5b7nBirUez53FwqsTAC0Xt2dBYaklJbMPWqff8LeXNVtJDPFGykvcd0HVD5ut9vnh8g/2JRyzAZNlmtS0lpF84vs4tu2vcO9/k+FqXZs/nJTtGCMKWlDQngk1n631MTeWq2TKKIirJeUunM/CZGrchjrESobW1jgux9Eyutj1ObfTJGSq2rqEoCttreXKmxkp7QKPr0XZDipZGoyeqs/fPN5mpOoSJUNFSS7K/1bxFs+cx8COum6uQM3XCpHWg2Q+YKluYmioBTCS1n6ttOVD54vF1yo6BsengaabqsGu0QN+LeGylQ5j0xbYGfpqtj+KYqbKU4va8gM89tsZq2+XhpRYrbSn5PTBZZNtIjkbX49GlNuMlm0ZP3WRzo0gvrS978EbPSwPCWt5kvGix1HKJiTFUlZiYoi297xtd6X1XY2j0A754fJ3vuG4bqtLm1EaPb7lykrP1PrqmEMURcRwzVjRTVWZdUzAjWRsHJs9Vt3zm0RV0TWWpOUjKdXUaPR9/U+/1QmPA/skij692pCxcSbKiQcR4wUqz0wBeIrymJNfGKI4lC62p1Hu+HKpFIsTlh5J9/uLxDW7dM7olRm30fHaPFRjJWyw2+5QdOaS550yD2ZEch6ZKdF0p6e66Afnke/3EM9HN2dahjdFG18MNQnaN5Yli6QcWf+OI+XqfSs5gpnrOO3ipOcDURH1ZrNZiNroeY4my90KjTxRLmbQCNPseMdITLevbZaZic+98g7ylp4dZMxWHo0tNvnqyzkZXsrbHE6stOTAQ322Z1yitQrkYXhSB7f/8vHj8VXIGnUHAqw+Mp6cYGc8O/9frD3LPfJM7T8kP+G/+8yPEccyPvXrvJR5ZRkZGRsbXwkbXZyQvm4zHE0GRx1a67J/scc+ZBifWurxq/xh7xwucrfdBEeGc+XqfCNgzlscPI6bLNo8stSnYOrWCyUTJxtI1So6BpsmWzg8jKjkzKbmFjY6LqihMFC0GQUTPC9N+w9YgYNdYno0k2zvs9R1uMB9fleAkiCI0RfprH15sMV/Xma3mUBXImToLjT5rbY+xxGP02EobXVXZbHP58aMr1PIWXhBiJt6gXhhTzunM1/vM18+px5qaxsAXhVs/iPjcY+vMb4iPab3rM1OxuedMg0eX2pLJiWG8ZJE3dcqOzkp7wKPLbfq+iPxoqsJYwdpS/RTF0HUD2gOfG3fWaA583v/Fk8TE1HseZcdA11SumC5xIsmymJpKK9lU7xzNU7INPnF0maOLIt5SMKV/eqXtyedTNGn0fLwgpOerRLFkepZbgzTY6XkiujNWMPEjl0bPS0rSFVQFztYHnGn0aPQ8em5A3wNDV+gOQgZBkHhuhvzVV88wXrTRVAVNkYBTU5U0E/vYSocwjsXuKemBDaNzZkBOIiIFiboy0kcdpgGVWMcstwZ87KEl2n2fuZoIcG30fBZbAwae9Iy3BzJXY0WLkbzJWNGWktkw4uGlNn0vZNuIw/u/cIr9E0Vee2iCzz22xnIUESHWVCgKXS/EDSTA6gwCjq91KFgacSQlomEkAfB8XYSevDDC0CTw0zWF6bL0/C42+xiqSi85OEJR0s+g5Bj03BBbl0ODKIrphgFRbGHpIkalcE5BO04yeMfXuiK+ZeuJQJTCYrOPgpTdSum/tCBoqhykDJL3oihw75kma20P1w9pD86pmy81B3iB9Pbapsa2ao6BH5I3RTDLT5Schwx7ukEyfW1Xym2DRBHt5LpkK+W7JFl9N4gxNYXJss3f3nOGLx6vM1W22T9ZZKk1SBSBJdvf86PUJzeKpZR/uTVgomSlmWzH1NIqiiCMWGt7dL0AW1eJQvmwcqZUXHhBxL7JIl89WZcMM1ByJISq5kzuPFXnuu1VfujlO/nIfYtoqoKtq+lB1ETJ4rHVNn0/opo3ObEm142cpTHfOGfzM8QPI0qJvy3JmhkEEattl3AiJowky+uFMTvTwFbuXXZ0cpa+JdAdekQ3eh5F2yBn6ul6V5PvTSTTzEprkFhHwf/+6hkR6TN1+n6IlvRZr7Vdjq205dAylL5cx9SYLNvS995ypTojilnv+nSSSpkj2yuoCiy1Bjy2In7Yjq6jmFIqbmpKovLsEgEbXZdm75mJ/b4oAtuhX9a/f8UuvufGudTLNuPZQ9dU/t+338ArfuOTNPpyuv5f/+VRvCDip163LytLzsjIyLhMMDUJTvp+wOmNAEPdFOkpW+15Bn5E2ZENWKvvi02QpmCpCjfvHkVRoO+FGKqC50ccX+4wX+9zYq3DrXvG8MOI0+s93CBi+0iO2arDRtfl2GoXBRJvRVEqreTMxAtRVEa3j+Q4HnXPZUw29XQ2Bz4rrQEl22Dgh6L4m/b4SkA2krdwko23pWsUTF1EsXSVKdugM/BFTCUKqfd84lhEUCZ2VJko2Tyy1OFMXcruDk2X0DWVBxdaWLqCpolY0sm1LsutAYqiUHF0/u6eBSqOQT2xgDm90eP2K6do9DzcRCW3mpMMzVrbY6Prs3ssh6Fp9JLNXTfJfD6y3ML1I5aaA166d5SFhvRP6prK3okCK22XgqUxXrTTgGponXHnyQ0sXUqO+8mhwcALpTTXlMcstgby2SWBsaVrSeYQvnJig/bAp94TO5nuQDJH9Z6HqSv87b1nKVo6p9a7dF3JhkVhzLaqw0pHSo7dQKXvS+BUcgwcU5eydCBnaIwWLWYqDu2BzwMLLbxQAqzWIGC2KuqxqqJIbywSxHW8gCgi1VAJY8kIumHEesfl5FqPmapDztRo9nweXZH+veW2y2rbZSJRZF5o9HnwrCg4S79ojGNI7+cjyx1OrHUwdIVT6z26fsh0OZIAbeDjGGJX5AYx//rIalqJECYZVF2T740fREnAB5Mli6WmZHktQ+OxlTa2oaEoMF60CcI48dD1sAw1XdNRHKOpKoau0usHtAdyaGCbGgvNAVMVh11jeRpdn9MbfdoD6cEdyUlPe9cNID5nxzKs1G31fRxTo5eUx55c76EgNkHVnCWlxJbOzrE8yy2XgRdyeqPPwckiu0cLnNroSv940aLZl2oEQ1MxNZW261NxTIrOphAklr7qTtKiIK/Z5dBUGVWR//ZDaYV4fLlDrIh3sBeEDJLAv+3K+rUNyRQvt1yCUBSXu36A2oeeF1JL36u8UhzLHrZoy7xu9HxMXQKsu07XU0up8aJUJJxe75G3dCbKNpNtFxQwVfGwHvghrX7AIJCWCAn+dUqOKCkbWsR9Z1sUTBEoc/2IXaN57jvbpGRptFzxO+77IWEUMVNx6HkBC40B7YGPyjCgTRSPkSBYfJKHl2h5X3lLZ9dogeNrcjj0yFKbVt+nnDPxwkgEwTSVnuenvbm6prLadtk2IqKBax3Jyg78kJmq2B0tt8QCS1MVqjkRPjOSA0rH1OkkCtRO0oNtahLkr3dcPvf4OqMFK6mYkYqfsq0yUjDTvt5rtlVwDKlecIOIta57nl/1U/GCV0/qJA30hqbw3TfMUbQNZirO0z8w4xlTdgz+6kduZudoPvG+Uvidf32MX/7wg1ISk5GRkZHxvEdLrFeGukEnN7riu1q2mamI+uV02WayZDFWlIxiFElgqSrgGBqjBYvT611yhoaqwFrX48GFJo+udDix1uWBsy0+cu8i9a6f9tzdN9/g4aW2lEuqElxbmkLB0tO+XSlnjDhdTywp4piZpExy889Mzw1kXEgw5xgqChJs9r2Q9iDk1EaPlbbL6Y0+J9e75CwNIxEL0lUJnBt9nxNr3cTfVHoEz2z0+fhDy5yp9+gMAjw/5KGFNksNyVpZukYUiQ3QcivZPPohqx2PKIppJAJAIH1+rb6PoansmyhiJsHxycTipdn3eWyly2jBZBi2l5N+s9W2lP35UUzBFFVqPQl2Hlnq4AYhtaQR88j2Ku2+z3KiFB0hYjSmpnK20afoGOST513veKx3PelfTnqKR/PSQz0cd9cLObHWpesF5JPbqzkDN4jY6Ho8ttLhs8fWWGoNJIDyQqp5ET+q93zWuz62oSZq10FSphwnKtiiQqwlnq4TJZswkmDMD6U3Mwgjum64pWfSCyI2uiIAVHEMpss2BUslVmC6YgNKmgkdyVtYhoobSCaw3k3mMpTM3meOrXK2OWCl7bLR9ZMDFcku1vImUQzHVjromoKuSnAdxzFnNvqpOvCQgqWxo5ZDU+TAZb4+EJ/Qvp9u2L0gTuxxZE3nk4zZRNHmyFyVvROFtLe81ZPA4dGVdtoHO518B5p9Dy+IcP2QKJYMX9cNqfekusFKhJXiWEq3w2Q9LjX7mJqSqv92vYBGUvXgBxFRFIkauh/R9YL0ECJn6IwWTE5v9FhsDjjbGBAlNi+aqjBRtlhuDYiBSiJkVXZMqnkjVRvf6Hpoqkre1skbGiXbYLpi0+gHLDT7icWTzI1jqLhhTD2xSVJVlfvnW/hhJOXfSIDb8wI2OrL2Kklf6lLT5cGFVnoANswCdl0Rvjpb79N25TMpWEnf9CYlXz+MqOZMto3k0DWFRxbbgPjE1ooWZ+t9ji23UZBqi3pP5sDUtdTSTETnWuRsHUNXcQMpAe4MgvTAilgOoc5s9KkVTBYbA+o9OZDY6Hl8/OgSx1c7KIji8dm6eO+6fkgciyL6MHsbxtKrbpsqrYEIdm10PT57bI1Wz5PrbDK2oqVTcXQGyZjWOx6LTbEACiLZ07tJ9Uzfi2j2JLs9VbapFSzCKKIz8FMFY1VVqOTESmi5NaDrhay0Byw2+iy1XUxdTT63QXro03UDTq/30qqV4XU9eAYxxAs+Y/sP9y3S80LKjs4vfuh+fuu7rk6/TBnPPnsnivz3776Gb/8fn0vVH9//hVOsdz1+681XZ1ZAGRkZGZcBmz0+w4hUNAhIT/vdQEp9H1pooSriH2kkQiRuENHzQx5f7RBEki3QVQk0Qfp4IySIMXTptwSx32j1A8o5g4mSzWprkAgjqfhBRDPJgLT7Ac2+z2rHI0yylDlTY260hJMomQ6zi8Pf/JKjM1m20TWVgi2qy0EU0eyLUm0u8fbc6Hs4ho4bREyWzimERpGoLK+2BxwF5mo5RvJGWiKaMzUsXVScwzhCUcTOZLrisNKWsZi6KpvdTfXO9Z5Ho+ez0OjTS5Rcpyt2KhzVGohgy45aTuyHDI1cYvlRtHRqeZMHFpq4QUTRViCMeXy1k2RUPXaPFej7ISc2eqjAifUeUShB5EbXY6wovXytXoCZZLuG8WI8PBgwNb5yss6p9S55y0jLtyU7FjNdcRgt2JRsHScJPBebUhJs6+IpPPBlTYA8f98LeXipxcCPaLsBRUtnsTVIPHYjrI5KFEXsnSiy3pXDAE2FgmlwbKWDppJmruQ5zwWTjqmhaQqNfkjO0NJy7NZArIxEBdlFRTKkpqZItlBRpJ/X1ECRtW+o0qOoa9Ij2/VE7OuuU/U0+FaS55Gsu1gymYYq/cFJ8BHEIhpk62oS/MoctPu+KPlqCutdlxNrHXaNFpgo25zZ6PH4Ske+E45BvSu2PMNDiEbXY6HRp97zsRLLI1VVmCzZTFdyHF1siYCbK6JgO0cLnG1I5hZEWKqaM6QEmJj5ep+RnFhF7RrL8/hqh3rfZzRvMFt16C53aPV98pbY8Kx13FTJGWC9M+AfH1ik78uhyonVDl03kMDW0TE16a89sdZl52heeviTxxpJP3+951HNG5iaBIc7RnKJ72qUBumWppIkCTm20qHsGIwXLeJYgrkwjum6ISttl7Jj0PfPiSctNkWIrZ1Ub5r6uay/ras4poYXhPhhyOMrXXRNwfUj7jxVp++HrLQGafnusKy81fdx/QDHdJLPySMMpYR++0iO0+sd6j0fTVHww5iHzrbwg4gwijhb73Fmo5eWz+ctKU/f6HmUbYOyY7DREzE7S1cTyygpR+76QdpjHsWiOPzVU3V2jubpDAJOr/d5eKnNalvsx/KmRnNYtaooqT6CnnzHG32xRVtKql0kyyyVHTNVh35iNzVZsXlsVXxtdU3BDUS469R6j5PrXXRVYaU9YCLxFyfRPDCSgzRVVXjdwXEeWmhT73kcX+2w0hI9hKVmn9YgYKbqsHM0n6yNi6/6fEEHtsutAf/9E8cAMfb+yP2L/J+v2sOh6dLTPDLj6+Gq2QrvePlufv/Tj6Mporz20fsWOTRVygSlMjIyMp7n+IGU77lBhK2r2KbOo8ttUXR1DLZVHQ5Nllho9jnT6OMl2ZK+F7JrNM8gMFlo9Fio99EVBdvUGAQhpqZStHRsXWUkb4r9ynqXgSd+pI6hcWqjm27a/CDCNjTWex5hdE6l2dRUIsQ2CKRXsuIYnNrosZqUua51XPwgQlHFbxSkB3Oj66XlikOG2Q1LVyHWUROhkiCMGC+KKFAQw2p7IGWLSTb50ZUOBVNjod6n4hiYuspkxebUWhdd08kZKpqm0k3m0jE0FKRv2AtjipaGF8ZUHYPVjtgMDTMT26oO+ydKLCcZz0eW27h+RBBFmJrK7vECThJILTQHTGNv6teUzWM/6YPsuU1OrvfYVnHo+RJYzbf6LLdd4jim6Oi4fkTXD7FMFduUnmVLk8znUmuQeoE2emLBFMbS89dryXOUHJNqLmLbSI5KzmB+I+khNDQqOQNHV1nregRhnHpoKoqSWgX5YUyrH1DJS7ap44a0Bl3WHZ2+HyX9nrIuGqGHpWu0kzLZsiOllaauUrA01rsemgJuGNHuD71Mc4nQT5yKO4ngmcFE2UkPDPpeQKvus3eiSD7JzneCUESiOi5fPLFOwZL+6rJjpL3L9Z6U7uZMeX0viMglWVd5LwGWLkJkfhhTyZkikuOH9AM57hkpmCw23eR9xcljA9Y6Ho8stVAUUfsdS+av74WcWO/R7IuIlpN8/rqqsNHz8YIOy60+XS/CSg4WRGRNghc/koMbPamKWG27LLcH9JOM7EbXo+uGjBdNrp6tyHs0xL+07Ya0V7qcWu8xnlRtlBJV9L4fsd7xkl55D0WBVs+n2fMYK9ryGbghZzb6yWcmntdnGyJ+FsWgqSrFpAd4vetxcLKYZPc8TE2hlDPp+VKGvNZ2aSYHP7ahMvBF4dmxdKbKNl03oGRpdDyxWPrKyXoaMPW8ED+UwClI+lhtQ/q2H13pJMrcYSpW5yR/i+KYyZLNsdU2zXWfybKNF8rjY2L8MCYCNEXKtzvJ2hvihWG6Hgcb/VShGiRrWbAMxgomn31khTP1HiN5I72OjRVMagVL/MbbA2YTsadmT17HCyUzupG0NwCMFkTQbbg2bUOqUzY6bmpNtN5x0VQFXVWp5MT7OmdqdFx57xtdL2mRcHmEVnJ46JIzNVp98fqt5jVOrHXTNTLwIrbXchRMPWlTlGOgWs5kpS0WW103oJo30yxt2TEZL9mihp2o0T8TXtCB7R9/5jhnE4n8vh8yXrQ4OPXs+v1lXJifet1e/vxLp2gN5KTu+26aw9JV/vnBpcxqKSMjI+N5TN8P06BBV2P8IKLe94kcsaJxDI1mv0HXC4ijmKJjiOJnGFGwdfEjhFQgaWctx/3zJlHi6TletGgkm/Gxgsk9p+t4YYwXBpSQnk9VhaWWlH2qKMRKjKYo4iWaN1nrehiagqUpuKH0Nq62Xek382VjN2y5FZ9FCWq9IKLeFUVWx9SoOiZ5U2et40qAEETiBdv3KVga987XIZZyvY2uLwqrWlKmrcTUOx4ocPfpBlfMlNjoenTcAFVVKJgWrSQbpyC9nj0vJIzB9UN0VaVgqdQKFodNnS88tpZ+Bo+vdvGDiJ2jOdwg4thyB0NT2ej65BPBpL3jBdkwB9I/qmtKosqsUs2ZBGFE3hQxoH7bZapssXM0T97SOZv0zeUtjfmNPoamkjM04hgOTRaZb/RpDiQ76IfnsuxhJH2BYSj+sqYm2UddVVhoiu+rpiqoqmSWagUDUFjvyQbWC+NEtEiscSxdFVsSQzJyfhgTR1FaVu6Hogpcy8tGWEH6ZoeZ37YbUt7UXWZoKhCy0vGSCgFww5jlZG2AKGa3+j6KolB0zC2KtG4g/bSirC2ly7qm0h5Iaa6oJMvzdF0fS1MJopCeHzJbdaS8NQYvisGTvmMpbdUSUaMYQ4vTIFgN5NVtQ03H0eh5hLGUb250vURISwHEhgqkD360YGJoClfOlFluDmj0PXRdI4rjNEMbJkGYkYjyrLbdtOQ1Z4gqcxST9pHauhxC6UlbQS1vMlfLMV1xaA9aBKE813BNxEjiKIgisRsKIwqmRpAzJAtoaHT9UEplg5Cxoi3Z4NE8Z+s9NnoReVPH1FVcTw44yo7KqfUuuqoyXhKVZ0VRsAwNy9BoDXyOLUvLgmObtNw+jb5UJzR7Hh1Xyv43kmsEKEnGWK5TbiBZctvUWG4NCKOIsaLFQlOqKsRayaCZHHD1/YiSIxnaTtI7SmIf9fnja7jBubmYLjs8ttIhZ0qPKgocX+0SbFJyKlkafmLrBVu9oofPs9jq86UTGzy42EpbQrpJ//RU2SIMY9queB83uh6jBYtyzsANI/r+gDg658M8ZCiwVdxUfZO35dCp74c0BwFhGOOFYeotvtAcoClS9XKm3ksFqZbbbpr59YOhlZoI2i02Byw1+0n/vAipSf+5qHaPFU38RJCt60oGeJgVVlQo2Dq2Id+X1baL629tOXg6XtCB7fCEZedonocWW3z3S7ZnIkbfIExd43/90E284b13sNyS0po//9IpTF3l//n+67n7dIN3vGJ3KvCQkZGRkfH8QN+0iRhmnYC0ZDCKY7wgJIoivCCmqoq3bdcLuOtUAy+MmC47uEFI1/U5vpaU8wUxp+tdgjDCSCw/jq108MJzm75U3DGCIAoIQuk9HGYscoZG0dYZL1oEUUze0nF7fhqEBKGov1q6RpBs4IcbeU1R6CkBXS9gsTVgZy2HoasEkWS5cqZO3xukFj+KopA3NcJINoUxIjQTRTEoUuo4CCJmKzaGriU9vBG2LmI8InoCbhDiBjGLrQF+IBvSICkl7nmStdQUqORNVhNBleH+5bHVbtpz6gZbhS/P1JNsXRhRUnWumCqy0HCTUk5RNjYsyca03TAJdGSzGCMBXi1vEURymFGydXpuSL3vc+VMmVpBAvONrozFDSLqPZ/llstSa4CWzHkUiW9qztI52+hh6Rrbqg55S2ej6yciT1K2qQLNnid+q1GEY+h0vZCibVCEVNwIIG9oIsS0ieFKGS9aInyUYOkqfS9g8xZvsyd0HMdpuawoK8d0XRG6zBny2IEfYRkqXhhyZqNHhGTgCpYotnphRK1gkTM1xosWjy616SYBtq3L48qOkfgBiziOEUgm2feHGVzpvy2YOgvNPu1BwEjeoGwbaWDVc0MeWepQcoy0KkFRSAMoIP3OKIrCVNlmuSl9mDlTk15rVU3FeaZKNoamSJCwSWCt74fomkLfC9P+7b4vBy/1vvS+XzVbIYojPv3oqhwaBREqULQkY543NSm97fl4gSgf502dnhdSzZmJn6t8ZxQUlpp9SraBF8ZYhoaWlOSHUYRj6cxUc/SDED+I8UI5ZFITj+OcqXFqXbKBKlLaWrB1SrZOaxDQ6Ae03HOVHZ4fQaxiGUr6XJYhdkyrmstcLYemSrm5H0aM5g26XoihqzT7fpoJNzRF1u3Ax1RV3CDk4FSJkbxBNWey1BJxI1VVuG++wUbXYyMJihebbtLHCiVbTwXP3CASZWVbT0uJB36YJoN8P+JfH16Rg5F4WHYs763nReQt+fxLtkFz4NNJStxX2wMsXRVlbi9komSx3nFZabssNQdExGnfva4qTI/mREMgue4WLS09fBt2S8SJKnrB0iHRUNjcAjAUWDM0UZQvWHp6MJXE9oyXrDTI1VQR61vvind2NSdeyEMbqpW2m1p29ZJr9zMRj3rBBrZ+GPGpR1YAsR9QFPjO62cv8aheXFwxU+YXX3+Q93z0KHc8ts6/PTLLS/fUeM9Hj/LwUpvttRxvvGbmUg8zIyMjI2MTpq4yXbZZaA7ww4i8pVG0NPRkp7ORZAg2uj6GrrLY6KeZpL4v5XVFW0fzFFqDgPm6ZAdzps7AlezvWttFUySTMlm2qXe9NADNJxsnP4qJtRgjKY/zg4jlgY+iKmnQomviK9t1w8SPMRbxHUtPMiKipKqpCvW+z7huMZo3sUwdFIX2QDwlgyhmodFLM9V5Q2N7LcfusQKPrbaphiY9L6CTqJaaoZoqiRqqiueHnFzvst5xmSjbtHo+bhAnfYASbUVRjGOqtPoBfiRetVEsHqSLjT6KClEUbTmAD6IYA9kA933JLG10PXpeQMm2IRFW6bgBXz6xwbaRHOsdF1tXQQFdU0Tox5SeYUeXoCOMJEizDI1q3qAcGUkwJ5/veNFK/DclMBlmxvOWTt6Sw4K8qRGGMaoqvZ0ihiMBeCMpWx0k6jsx0qfqB1EqYuMHEZYmfYEgZZvDM46h1+5a108DzmE5KYhQVNkxkoA/ZKbq8NiKZOvspO9P1mOEqSrsnyjy+FoXzQ9ZT0SGQMp5H2y10VRRk+0MAyMFwiRuHooN5UydKIroDsT6ZmjJpKuSTex5EZ2B2McUk6x0GMXoqpT6KoqCrqh0/ZCVjmRKi4ldThSTBp39RKRsPaksGMlLqXSjdy5g0lURgBJfZFn7CtB1RR03VM8FHl4YEsbSv6ooYCgKdlJS3E1UpGNIFJ215Hul0Oz53H+2Sdf1We96STYcNE1hz3iRsw3x9Z2t5mi7rfQAJAil9Hmt7eKF8v5nqg6WoXK2Lv2VnSSgP77aE9Gs5HtrJlZVGz0RbYtjCKIo8VuVwKviGGmfuhdGdJKgLEi8jofZ/EEg39VaITkwMhRsTZXrUFKmv30kz+m1Lottl7wpImhlx0jXpPR+GzT6Pu2BT8HSGclbFB2D//dzJ6WP1jEYyZuoqlxnOoOAfJKpBlkjQzXyZj9IFd6HlQuuL6XuA/+ceBQKabZUU5Uth3+nN8TSqD3w01aG4Vp2gxjNhCPbK2iqQqPnU08UsYff42bPww1jyrbOQiNOs7COrlLLW6iqT88VD2hTUwiSsupuUoGgKtLbnUvK6i1DxVBFiOzEWo92UvkC8h2fr/dStWQvjFPRspwhugi1grnFrabeFdEqXVUoWiKy9UzkZ1+wge2/PLjMWsdjsmSz1Bqwf6LIbDV3qYf1ouP/eNku7nhsjU89ssoH75rnrTdt573fcy1//qXTxMDZRp+pks0/PLDIK/aNpRf5jIyMjIxLR9HWGQtNlEQR09mcuY1jFhp9YmTT3/ZDyrb4HHpBjBtGnKn3mSha9L2QjhuQMzU0VbIOfmuQbtTypsZa26WSM9FVhZ4vm9FqXk7x+16AgiKqrEEovaBJ39swCDVUhdGCheuLfUotb2Lo0usFIg4TRdLruNZxOTBZFF9GL2S0YPLggli+bN49BbFszEQVNqbZ9zATwZowEtGivCECQ2tdl54fkUuyi46hEVoxXV+scoal1zGkAko5Q6OaKIYuNPo8stxJbJYUSo7BSN6g0fXTEj5NUdCTrI/0dHrkTB1N9VKrE5CxhbG8Tt8PCBOxGTURrWn0xbJotGhTMDWafY++L9mjYShU73loimTyvCRDZxsaKCGjeZOuJ96wG0nwaukqy20XS5ceaj+UntiJok2j57PaHsj4BiKApKkKYSiWJpvX1aa9e1pSDpIR6nTPBXRBouTbTUpX80nvssqw/1lJgnJ5jG3r5C2dAxNF7jvbZBBKT+vwvgVLQ1UUum6QZohreVMCxDBmMRFKmyhZ4pPb6DPwInRdgufyE4TVOm7ASN7kmtkKrYHHQkPEhmxTZRBsCsxzBrW8SZioxhqJEJWhyYFLyTEoJ5Y4lZxBq+9h6Uri5yrZOUWx+erJOoaubJm/oqXjBZEIbAURiiIHPIemiqx3vVQsKY6GXsCxlI76EhxqmkLLlWqAOPGQzRkqClKaPjzwiJEMuAi0yXzPN/rnqiRU+Y47psZSc8BGz6c9kBJaP5SeX6I4yUpKhvyxlU5aLtvzpFze1M4dJEmJbJ+xosVKWyopLF2h6MhhVsGW9+4HEdNVh2rOYLExkJ5RQ6Ng6zIGv8v2kZg4OUfqeiGOoaaBsSZDwwtDJss2K22Xvi9Kxw8utOi70jJh6tIPrCiS3Ry6o2mJNZqT9LOGUZSW3nddCRIB2oMgqWBISppj0vLjMIaqrbOWrH+QYHFYgWAk6sthTHooMfDlOldyRA16oyd9ycNM67AiojkImLF0PEVE2UYK0rccRnKoSBRj6XIoYyZr3dLlGljOG0SbKqhj4MRal9W2S98PtnxXh6Ju1ZzJclJFoCXX7GpeypL7rogBzpSdtNKgljeIk0PBZ1Jr+4IMbOfrPd75l3cDpP52rz88dSmH9KLmD956hJf9xidZbbv88WdO8D++9zrecNU03/mHX2C8aPGf33gFP/YXd2NoCodnyhyYKrGzlqfsGMmF3aCSk38jeTNTtc7IyMh4DgkjEfJp9n0mSue8G9ubBFCGfZxeGFJypJ+u60k2rOIYeEHEAwst1MTuYth2YibZV0VJ+v6SzfhaxxUPVlWh50fMjujoqsqxZQ8/itPNZj7ZvLU3lRxqqvTezm/06PmyCR34YlOjKGChM12RHroohsXmAEMTSx8vydbqqsJI3pT+OzdMBLRC7p1vkDd1bF2TkkRFwQ+ln3AYR3QSASFVUajkDUbzJuWczkrHxUusMyKg7Oj4gZRVD8eds/TUdiSKxRoGRPBqtGjRGfj0/IhGsimfb/RRUNg7XuDq2TKmrvDYSpdGopDc7PuM5MS3te2G4IaoCti6ZEa0ZKNd7/ksJtY7O2pOmgkE8b98bKVDP5B+3bYr/XcVx6DoGFTyJuudAc1VXzKkyWfScUXJtN7zMA0ph6wVTNoDP/28oijiwGSJpdZAxMF0NS0HBZLeVslCD6sPR/OyId6s6Fqy9VQkqevL4Ympq8xUcxxdatNLeo3dIGLgyUZ/aBUURlKuXnJ0xgoWSy2XgR8yUbKTck2SwEMCy0EQUckZrLRcen5IvesTAapP2vvnh9J7PPwcGz2PQ1Ml1joqx9dESCtGMt5xHGMbGtuqOTY6Hr2kv9FIsmP5REzpTL1Ps++fUwT2Qq6YLrPWcVlsDhgE8rpRsl5czn1HDF28beM4ZjUpZ56r5XDDiJG8yWqStc5ZWvpd0NVQfGsVeT5NESVpKRc1MDQV25Ae43Z/KIgkYxiW04fxudJ/Q1UYLZrkLR0vCKWSIwm4QcqobV3F1lUmSjZrXRmTG0QMkuBGVMsjUZnWVcqOqCUXLalA8JKS3lreouQYbHS9VHHcDyWADCLxvtYUcEwpM1YVKec+ud4jis8dsumaQhSJrsBkzUHTVBpdDz0pR46SdT5Xy9Md+Kx0PHBDSraXaArEtBMbqjCG6bLF2aTE3FCl6gEkm5xP3kMEqWgWSGZ0tpoT/9ggwtA0JssqYSifZd7SmCw7dF059NN18d8tWTrNQUAcx2LJk6xHx5DPeCRvJu81ZrUl9lamruJHMWVVROJMVZWDBF36+VVFoWjrbPQ8RnLJAV0cs6OWT4TtQrxASpflN+BcNUSQBN5zIyLcVnQMicliyNtysLiw0CKIYsykBxzi1M7MMrQt6vwXywsysP3DzxzHD2NsQ+W933MdH7r7LD/88l2XelgvWmxD46/fcTNveO8dfPT+RV5z1zzfctUUbz4yy3Xbxej+266e5pMPr3DX6QZ3nW486XOpCly/Y4T//Y6bv3FvICMjI+NFxNBOQlelpHMoiLRZ1dMNIpZag3RTOZKXjX9TU2n0/eS0HUiEa7QkjbF7vEAYxUmpmmQp1jreeT6FGx2PqbLDjlqOY6uSebU0hYPTRVw/Iopiul6QZARgrT2g5QYYqoKXCAA1+olFhqZyKgkuIAlaTB3d1KjmTFw/pOeFbPQ8Bkn2UlFgo+sCSpIxVdno+ZST/sByzqDrigdtwdZxg6QXT1FZ7Uo5qqWpuJt60UbzFovNARtdH0tTqDome8by3Hm6IT22OYPuIMALfSxdMtxDj0mQjbqp6wRRxFLLZa7vU3ZMto/E1LwAPwhp9INEQfjc60aJ2JLtBly7vZLaoMSxZMoWW2J7MywtDJJs6krHY6xgps/T6Ps8utym4hjYhspowWR4MlFxDEq2TtHSUJCy7brrUe9KxjhnqPR8CbZtQ2WQeF2KL6wE8AVbp9UP8DbZxzhJgFbJGZJF9kO8UALDkq2jqSoDP2Cj69L3pFe64kjpqBtEWJpCP4g4sdajYOuiAqy6rHU8tlVz1LseQSJ+4yVBBsiG39IlSxiGESfXZf0M7WC6SV/qZNLrXctbtAY+3STwdoOI+842OTRdSstjVUVJSmtjFEVhodHf4r1sqAqGqhKEYWq35CSq0ovNAVoi0NUZiECVrUv/d9HSKNoGu8byLLfOBRZAeujg6CqrbTlomanYVBzxHBa1Zvk+jhXMNPs/8EPKOYOCLXYv/qZ1bGkKsSKiXJoiGULXD1FVhVwShHtJb3zB0llqDhj48rpRFGM7OhDT8wLcIKaUBFI7anmWmgMJ9Hs+4yULYikHFm9p+Q6cSazBNno+02WLgR+xlBxWtfsi8JazdLZVbTZ6AYEbAEpSLaDiBn7a13wi+Vx1VUHXpMrgbL1PPwjZreaJ4lgekwjQuslB2Im1Lo6ZzK2hcmJdlIttXXQA/DBC0xS6fpgKkSUVxuQMEehaa7vkLfH5djcFcI6h0UoCSF1VMHWFek8CVkNV2DlWwEu+60EUc922CgM/pO+HqZL90B6oVrCYqdgM/IgzGz1KjsGByYKoVasq189VeHChLWXLXR+PiKJqoCvnKhHCSLL5LdcnTITVhloAyqb2gSiK09L8KBLf59mqwxUzZb7w+DoKsGe8iGNoHFtppwcuw2vU0LbtXM9xRLPviXggF88LLrAd+CF//dV5AN549TQ37apx067aJR5Vxtxonvd+z3W8/U++zM//zX3cearOz3zTfmoFaWL/nbdcy2cfXaVWMDmx1uNso5c27zeTzEGjJyU9O2rnSsofWWrz/i+c5MdevYepzdKIGRkZGRlfE5auoqqkNg6KwhY7imGJGUgJWt7UOLneYy3xlAVEQMYVK5O+fy6rN/DDNBgdyVs0el6qCjpetKh3PdnoBaJkO7Tl0VSFcs4kCCFn6eweL9BzA1Hn7HmSOUHGHMVxKr5kGypLLTftDwTJ1AR9P1XlNXSVPAqmodH3paR2+0iOnClCKsttl5mKja7mOL3RI29qjOZNztal5LKaM7l6W4V616PkGLQGPkEQS0niucQyPT9IM89hLJmfYdldGItS77BEe3i/IcP+UhGcMdA1hQfONul6IljkGNJ7mDMD2dRqahqk24YqvY6aQt7U0zJIP4ioxCT9uBI09nwffxAwO1UkiqXfc9hfCyLuFccx02WHZl9slvwwJowiVjseamLTUnIclpqDtJy4YBu4oYetJaJGivRfm4aUAU+WbcaKNvecrks2FCgnwjpxLH67xcRTM4xDdo7mMTQVQ3NZ70pmL4wi2sn4hpRzJnEcUytYnNnocdoP0yzVybUubhChaxL0GLqKkwh1eUHMmu+KX+mmnufRokXB1nl8pYMbxjR6PqMFk9ceGucLj6/TsQLm66IKfnK9RxTFjBUt1oZ9vYr08gZRhKHK+puuOGmWLUyCwVNJT2QlZ2wKTjWWmpK5NnWVPeMFFhp9HFPE1DRVnncoqhUkCtTDMt31jo+iSFAyXXF4LDkwGmZQhzZLw/XoehEk5xqbM78AZVVhvGjR8+T77EdiXzVZtqn3fJo9Hz+Kafalh9ePYhxTZ7qaY6ExoOsGGIpKzlSSEl65JlQcQyy7VBEV6ntSPTFIPjfL0NLMqaUpjOYtFBQWWwPONsQuK6+IunfXS3rgNRGN0rVhObC0Jkifp1hXzVZs/DBmEIQEcUQcw4n1LutJCfC12ys8ttomiBSqBVNsm5L3PFxtcQRBBGNFM/38Nrp+Knznh6IAPVowOV3vicq6qjJa0DESr9x636NWkOuirqnsHy8w8EK6nhwiKsj19szGOWuwta6bZjYVSKtVyrZOo+fRTzLAHVdsx0xdEcEnP+DxValy6XkiJGaoKo6hESRl0+2Bn36f4ihmtupwaqPHWsdley2PoihoSYY/imM0TYFYDh1G8nJ4omkKlZzBjtE8Ky25Jribrm9D1XprU288wCA5+NDVF7l41P/68un0Qrp3oriljj3j0vKKfWP8h9v285v//Ah//qXTfP7xdf7ih25kquzw1ZMb/Lv/+RWu3lbhf7/j5qeU9t68wP/8S6f48y+dplaweNfr9n0j3kZGRkbGCxpVVdgxmufR5bYIRKkKByaLrLQHqZciiJKprooy6dpZNz251xQpIys6onS7mVZfspHFvMHZRp8wEuuTKJKMlR/FlCwdx0wEiZIMwDAuPVPvsm0kJ/Y0ls4EYn0y35Byv9GCRaMvG/C8qbF9JMfRxbbYXNhSilfv+aiqwljBIm/p0r/nBeQ1ODxdouMGKEgQY2gicDJRstnoedSScr4oHgpDkW7uGz0pG91Zy3F8rZeWAgJJb925367JksXME3Q/hkHtRNGSctkwOic4o6vkkUDHMTXqXZ+65+EYeip04xgalq6k1j8iaCObTi+IuGZbmZJj8PBSC0tXGckZhE3p11STDLWmQhSBpqjsGM1xar2HbWgUYlhPRKV2jebJmRqPrHSI45jttRyNnsd6WzL7jb7PbNXZkm0G8d+UQFEyid3Ew1ZVFHqeZJrF0kU+UzVZayIMBigKJUdHHcBjK22qOYuRvJmosMbcebrByY0e02UJUozkA5oo2RyeLaWb6uHmeWhHRQDVnEqr79NP+lLdRM3Y0FRizn2OIk4mpZT7yiKI1B6EnN7o0RkE9Dzx+R0GHYoCL9s7yqceWaU18KjmTE4lJfPjRSvtJY8R0aWiLb3AbTdgsTlgrGixb6KIrirMN/rQ9ZIsokKz72MaKnEsfb8lR6oI4lh8YMNYeqFNTd5HxdGTUu5EJRgJEEu23N7zQqbKNs2+L5ZBfpj22EaxqIo7pnwfpspOIvYkfeZ9L+TBxRb9tR5FW6fs6Kx3JYNdzhnongi+iZWOjqnZHJou87nH1iRgjuGGHSNoqk/RMTi53kVRZHxDz+R+EFFVlTRjnjN1TF1LS5+DxFYpCGM6A5+ZySJxLKJm02U5aHl4qUXZMbENleWWS9kxGHjSfuAFERMlm/GizUbXSwPWWt7kVJLZnShLIL3cGtDuB9SKJh03oGBp6Xrr+5I1dRN/4iiKqRXlOXaMWFiGStkxt1xLh57UUQQFW2OxGYpX8yBIFcWH3HW6kSrXayqUbYOBLwcnuqbQGoSM5g3GijaPLLWTwzeJhfpJZr3vhYDYmo0XLU6u95gqOzT6Prqq0PfjdL3rqvy3bWrUe+JLPDxc8UOVomWTs3SIRajrC8fXZSxJxc8D801R/FZgqTlg+0iO2ZEczX5Lrv+GipoE1I6hbVFGl7lRX7x2P34Y8bv/+hggPRnv+ehR3v+Fk3zmZ199iUeWMeT/fOVu7jlT52MPrXBircu3/u4d/P5bjzBbdbhypsy3XzP9tAt489/f+dp9lB1jS6n5SmvAeMl+zt5DRkZGxgudOIa5kTwqPSZKFgVb+tfETVPQVPHefGyls0W4Joyh3nXTwGQzmqbihiGqkohDJdkCxxAfQ0NTKOWkR1c2T1JyOgyS1rs+mjpI/Vk1RWGqYqXqxqpKKtgE0PMjpiq2lPcNAoJkw2QbKpNlm44bUO+KSI7tS9bhxHpP+vhyBi/ZMYKCBHWWrtIaiEpvOWdQK9iE0YCuF7CQKD+jKMyO5Ol4IYvNAcQx20ZytAaB9PglPYpTpXMVRnvGC6kFj2Oo7BjNU8mZnFjtJOXUUmJo6SpjRUs8gpNy1M30/RBD0wljCIOYkq3jmBqNpH+2kjMZL1pMlh28IOLUelfKDKOQgqXhJUJMo1WTkUTURYkl22YbKmVHx9JVjuyoktNVPvXoKl1PSiqDKE77qIcBv7Yp09keBHiBZLdFDTYkimL6iQVQBAx8KYEOk1Ljgi3PN3ybzb6P50sVAG4IsRx41Hs+YwWL0bxBBBycKtF1A44n4mF+GNEdyBwO/IgdtRxu4rFJLMJDeUtnJKey1Bqk8yxKxlImGUQxQfL4ric2VIvNAY6pUrYNto/k0RWFr56qY2gq0xWLKI6xdTUJIsAxRFXZ0uUxO2t5wkhsn8JwWPqv0nJFOTdnSmDzyFKbg1OltN/WMTQKlk4tb7LU6icHIInglG2gqgq1vImfeDIvNvustFzpN9eln3bgR4wWrfT7nAulLH1o2ZMzNbwgwjY0Oq702U6WbExdJUjEweJYYXstl2RKI8pJgFzvSQ+rrimUcwbjRYuFZowbir+upkhv9PHVbtoP2xoEnFjrsme8wEhiVdUeBCiKgqEpjBVM3FDUk3VVRVPDpP856d1OFJMdU0/mzWel7TFbdbh1zygdN+C+s01pK1AVKmWb0xt9aR+wxBdaVxX8MEwP24qWwVTJZhBErHfEA9sLYiZKVprhnChZ+PWtX8ROIo5VsDT6fsS2kRwg72O6YtNKDs420/PkOpgzNHKmngoudd2AN1w1Jd7ifelVd4MIzdSwdJW8OQyIo7THGBAfaUizpsODGtcPWW97OIaWeo2PFS10VaomhoHvkIIt+gJDL+59EwWOrcj3aqxgEUURQSRZ4jiOWWm7TJYkq5u3dCaKVqqQrCCHbV4QUSuYqXCUH8YYisxrHJ8ry9ZUODB5bt1fLC+owPZv7z6bfqjDH9lXH5i4hCPKeCKKovDfvuta3vjeO3h8tctax+Mtf/RF/sM37ed//dCNackNwNHFFgcmi0/pPTySN/np2/an///hpRZvfO/n+MFbd/Ku1+1L7SkyMjIyMi6eZt+n6wbUCqaUkQYBa203zV05hkbB1Jgby7PW8RjJxWhbype3XreLlk7bDRgriJLpRtfD0JR0g9f3IxaafeJE2AdIy4ejGAZuwFTFoWjpdL0gzdKoKsxUcigonNno0exLGWbe0kQ5ue+xbSSPqUvQsNjsM5I3ePX+CWoFk7W2S7PvcWq9x2RJBFmsRMhkqHI8XrLpegHTiWDLQmMgCqNGRN7WWWm7BKGfWnZEUQyx9KgVbZ32QISMikmgWe/57BzPS3Dlh1y9rUKr77PcGqTzppBkZw2Nja5H2w2JY4WT6z10VZGMqCKB+0jOZKPn0RkEuJsUqou2wUKjnyoo66rCVdsquGHEHcdWafZ9VjseZVtnoiQHAbap8vI9Yzy+1kVVFMp5k3rXTTOrI3kTUNgzUZTgN4jS7ORM1aHvid2Mo2tMJJkgPen5DcKIjZ7HWNFiRy2XCvvoipJkUeO0N28zeUuj2VfSPkgSZ5CcpVHJSRBU73mMF20URWHbiMNa2+PYSptt1RwFS+fhpTaOKWtiz3gBy9A4vdGjnZTKOoaIoZ2p93BMDds4Z2+lAboaczYRoAKwdC3x8I0JYmj2PbYngjrH17rJWGU/0+h76edvaCqlnMlLd9fQNQmk7zi2Rt8XwaFhgHVgskx74LPUGjDwQ+4/28QNQq7ZVkleX2XXaJ6WG9D3RMW27Bisd1xWOx7tvs+h6RJRDJ2VEEMXn+airadlqzlTY6xocbbep5oz6HkB610P25AMb61g4RjS3zyaN7l2e4Xjq13uPtPASHohF5p95us98cLdVAIexVA0dSqOga6pTJVsohimKk4q8CRiXw6OKYdOeyeKvGr/GHc8tkY+yQ7mk6zs3IjDWMHi1EafiZKFpkKjF7DWcRkrWHiB+M+OFyWjmrd01jsuPTfgKyc3eO3BCbaP5FhtDZgo2cSJ4q+qKGiagpsoNDumTs9zU9GkYb9vxw0oJlY3PS+kbBtcs63MWvdcefaQMJmHjhsyXrBYbrlUcgazIzmmKg5xvY9tqHRcuX5FkfSvR4kqdGcQsGe8QNk2qOYNKjmTsYJFEMbSXqBImX7J1tk5lmel7eEGIWNFm7yps951CSJY60prwK6xHJMlm7vPNKQdwZbsqqGL9RhIZcHZugT68n2Tw7CcoVMrmCw2B1RzBqfWe6x3XGoFC9cP6bphaku0fSSHoihJKXaPrhuwfa5KGIt4V9HWMQMRCxvqHHfcQGzQYo31rlTE7J0s4HoRHVcy/lPlZ5aoesHs+gd+yG/+8yOAqArWex437hzh3d92xSUeWcYTKVg6f/z911NIGu9j4Nf/8WF++q/uTX/U7znT4I3v/Rw/+YF7tvTLPB1nNvroqsLvfepx3vYnX97iV5eRkZGR8fQMexp7nmRB1ztyCj9U8wXpyxwvWyiKQscN2DtR4PbDU1iGbIqCJADYPuJQcWSDBuKBaeoq20ZyTJRsRvNmqnQ8U81xYKqcvkbe0tk1lmckb1CwDUYLFm+6bpYrpsu85sA402VHNqmJV61j6pKR6Ig40FrHoz0I0g13ydbZPVZgWzUnPruqwuHZCtdtr1K0ZWO/1BqQt3QqOTMVvDowWeTgZIlq3mS8ZOOY0sM3VDMuWRq37hllJG8mmZcg9WXUFMkCiRourHc86j2fU2tdxksWN+6q4Rgau8YK6e/fStvlxFqXvhdSzhsULF1KFUPJUgVRnIgZyf0LSbtVTJxuqg1NRVHEysULY6bKFhMlm5Jt8Kp94yw1XbpJP2VzIBnIa2bLaKpK3tJFGTYSD2PpuZNgpT0IOLPRY/tIjjccnmKmKiWpEyWb/ZNFRosWMxUHFCg5BlNlUdUWz1w1mQ/ZvI+XLPaM5anmTQqWkdqmDC2ESN+hHGIbmoJt6OnGtewYHJgsJr2lMWtdD8dUuWXXaHpIULANul7IasclDGWc05Uclq4xW81Jr3EUE0VwcKpI2THYN15kmCe+arZM3w85td7DD6UEuJY3KTs6O2o5JstOIjwlfcavPTTBztG8lM76IduqDoMgwgslY+aYkm3VNcm8TibVZVEcp1ZDqqJwMlkfIOX7Jdug4pi0+n7qyzxVtnEM8X2dKEpZ9kw1h6kpRMhhURDGjORNDk6W2DNeYLJ4LkhYbg54fLXDStsVG5bE+igIY9p96VW+ZluVmYrDDTtGcEyd2ZEcYwWL3LC6Iun3lkywStnWKVgaeVOj4/pYhsrV2ypMVWwmyxbVnMG2ao4rZ8rUex4n13vEMeyo5Zmr5VhsDlKhrJt2jbB3Is83XzlJOWey2vVwkv7Sja4E/XFMWlHiJcrRy60BS40+rh+x3Hbp++LXe3CqxE27a9QKlrhu2AZBGOGYGtNlh7kROQSZqtjsqOVQVWj1PbwwYqpkizKyIiXVqqpQyZtpVlL8fB22VR3KjoGlK8yUbWoFaQdw/TCxzRG182GmOnEVo5ozGSmYjOZNNFVK9XeN58lbBoNEgAqg6OiMF22mKg5LLZe7Tjfpe6GILukqfT+k4pistF3qXY9q0qM9U7VTReoojJgsO2yv5hnNm+xMKkS8MGIkZ/ETr97L9pEcjiGlxMMzSi2xo7JNDdtQCeNzFkVhDDtH8+ys5dBUlZIthxqOKb3/lq6xayzPNbMVvuO6GTquz0rbJYqGPuMq+yeK7Jso8rI9Y+wez6OqKutdl54bpoJSF8MLJrD9sy+eSkUYhnYwP/mavZdySBlPwa6xAv/9LdcCclK0eyzPW2+cS/++2nKp5Q2umi0/Zcb2ibzu0AQf/vFb2Tte4HOPrfOG372Du0/Xn/XxZ2RkZLxQyZk6e8YKSZmiKIzWez5Xb6tSsnVG8gbbRnLsrBW4bq7KrrECV0yXKFiiijtbdc4p2aoq1bz0VpqaSsHU0hJVyQqZYn1hahycLHLjrmq6MWn1fVw/4rUHJ3jNgXFqBbHj2T9ZpJo32TEqvbZHF9uc2ujR9wLcMCKMpQfMD6U7clgKqigK12yrcOV0maIlG8SRvFjKXTFdYsdojh2jeXaN5Tk8U2a0YLF7rEBxUyl00TIYLZiUcwZRDKamUnRMbtg5wo5anu0jOWLOtczYhoqqSFnp1dsqaJpYnKx3fR5caPGJo8scXWzRTHxBNVV6+gApZ673MXVVPG/DmLlaPn3unCWB0bDiu2DpbB/JYRka40ULx9AoOyIsZGgaVpJBVFWFqYpNydYTdWYJQC1Dww/EWmiybHN4pkwtb5G3DSqOwfaRHLYhPpatQcDusUJqIRJFMQ+cbdLoeZt8PMWWqGCJdZNjSBAwVXZY63p03ZCCZVArmLz+8CT7J4uMF236San3ZMlmomQTRnEispQjZ6pcu73KvvEC+ydLEgCM5qnmTMnKq2p60DFWsLhiuoSpK2mQP1N10FSFPeMFVCRTVrA0Ssnm+/WHp7h5zwjtQch8vcfe8QJzIznpcTY1rtlW5lUHxrntikl0TaoAdFXsZ16xb5yZqsP+ySLNvs9GUr4exzBdcbhuexWQg6M4loOCkqOngcXQb1hTFVAk2DVUlcOzFW7aVePIjiolx6Dj+nQGAXefadDqB1TyJrMj0q+92OzjhzFxHDPwQmoFi2u3V7hlzyjXz41sqYrrJ16volouwmJtVw5hun6Iroo11Mv3yqFNyTHE+7locd32Cv/Hrbt47cEJFMTaZq4mmUFbVyH5bnihlF5rqsJE2ea2Q5OMFy1mqpKBna06qQfsSM5k11gBkEORuVqe/RMlFKQkt51kES1j6M0Mu8fzsm4KFrmhMFpiCzW0s9kxmkdF7n/NtgpXzpRYbbtJmbMcMOydKHBkxwhH5qpUHRM3kEoIkH5rVZXrh6oqXLO9wkv3jpK3dKYrDnayrq7dXmG8ZFMwdVRFpeclPtYFmzA+d0gzXrI4MFmSQHhElN9vv3KSHbUclqESxcOqDYWX7hnljdfMpPOiqyrlnEHPC7e23MXiGlJOxjyaNxkvWdy6Z5SDU0WOzI2I73MUgyIl0ZahUnTERnPol/yyfaPMVHNcva3CztECmqJwer3HetfFC2MmyzZXTpdTD9ohO2o5pqtOOqZhr72unhNf01SV6+aqdLyQnbUCTuLlXc2bjBVMttdylBKbz8mSgx/KgVBzICJ1F8sLohS50fPS3lpdlV6YnbU8N+0aucQjy3gqXnNwgl96wyH+fx95iIVGPz2RieOYX/3Ho/T8iIcWWvzvr57hJTtGkp6op1c+3j1W4G9/9KX83N/cx0fuW+Q7//AL/N9vOMRbb5p7RkFyRkZGxosRM/GrBPCDCMfQ+KYrJtlezXFspcPADzk0XRK7lSSDcWq9x/7JIvsny1y7XeNsvX9OCRaYKImOwoMLLXaOFtLeuJ1jBTqJONDQH/LauSrz9T7rHZezjT77kkC24wZ4YZxaoYwVLSZLNo8sdzi62ETTVMqKThB65C2d3aNijbN9JMdE2eaxlU6SxdNxklLlh5cG+GFMyTHw/AhT9ynbJlNlmzdeO0PR0mn0fHbU8pxc75K3JLujqgr7Jgu0B2Ix1HED8rb0vRGfC2yrORNT08hZGiN5k8mSCBtVc2YqCNNKevKGIlXjRYuxQswDC01UfVgObTFaMKnlTUbzFsvtAWEYM1Y0zimiKuKD6gYR40WLq2bLHF/tEiMByo7Rc2JVh2fK2LqWZp1nKjkeXWnT8aTX8YrpEoYmljQbXS+d654XcPW2CovNAQtN8dSdLNvkDI31bpiUkct7L+cky7p7vMBY0eLYSkfW16Z+OUNTODRd4b6zTWxdpZqXjfZIXj6DR5fb9Fwpby7ZBmNFi1reJCZmvi5CUY6lU4liKjmDa7dXRFSsbDNXy6GpCrdfOcXsfJPTGz2cZJ9RdgzylkbO0DCSjO9KW9Szz2z0uWGuiqoqzFTkoKCaM1EUuHGnBHkPL7WYKEmZaZz0IFfzJs2+T848Z5ETxjE/eOtODE38m798ciMNqg5NlZjYFJx0BgE7RvPp+M7W+6BID/ZL94zS7IlTxNFFeW1T18TzN4yYqTgsNvv03IBa3qTt+rTdgJ2jOQxVJYohZ6rp9w6kJzVv6dx2aJJ75huM5c2kDFslXDtXYr7Ucpmv9+h5YVJGKkHXXE1K/PcmPeLVvEkQSRmsbYoqt58IpkWxlKcvNgfcsHMEL4hYbAzY6LrDynKafZ+X7RvjyJwcALxs7xhFS2e5NeBLxzdY7XhYhsZcLc9sVcSgAI6vdVlJrjWzVYcgjIk2ehiawraqw8v3jHF0qQVIZvihxVYqMpuzdLaNOCL6pWsUbJ0jc1U+fnSFricZ94LlY+saOVPKjMeLNsstl5NrXQqWnh7UWbrGnvECG4nAlxuGOKbGQqOPpsCeCQlO610R5xq2WowXreQ7ochhXBQB0l/dGkgwP5I32VHL44cRrb58tpOJ0Jef9Dx33ABDVTnT9dg1lqdg6em+ekctz21XTPLg2SZ5S3rlbV3j8ZUOCmBqWtJnLgHk3vEClq4yU7H5hweWRD06ipkpOyy3XfZOFHh0uYOpqTiG9KTbuqgbFyyd2YpD3tITL2XYVnU4Mldhx2ieIIoZKZhsr+boegHVvEnO1CCGa7ZXuP9sky+dWMdL1o+unMsaXwwviMD2N//5kbQeXNdUgiiSU9ILCFdkPL/4wVt30hkE/LePP8r3ve9L/I/vuY7rd1SZrTqc3ujxwbvP8sG7z6b3n606fOKnX5Fm5Z+MvKXzu2+5luu2V/nVfzjKL/3dg9x5qs6vvukwOfMFsewzMjJeZLz73e/mP/2n/7TltomJCZaWlp711+r5IdtreQZ+yMGpIjfvqqGqigi2+CFO0oNo6qJePLQYGS9JltNMsjSryYZz73ie0xt9VEVUP3OxlopRVfMmq22XtUSJdM+YbA7jvMl612WpOWCybKMopEEtSMb3tkOThNECbhCQM3Xag4Ado5JBuHq2QtExeGihmR5qhlGEqqjkTZ2llmyM75tvSPZGVcibGo2Bxz67SMmWTV41L0Inmqrw+cfXWG67zFadVNhkfkMUU4uWztSEw0ryvCBZN9vQ2Dde5JX7x/F86TM9MFnkEw+vAFICe7bR53TyPIemJaN0cr2bPo+CWGbYupa0W6lsr+XYM15gKdlkx5DadJRtHUVRaA78VG10czlfFMW0B346L6Wc/C7OlGVDunM0n6g9R8m8xQRRxLXbq9QKVmqD821XT6NrCsfXunzi6LL0kNo6u8fyvPbgOJ9/fJ3tIzm+dGI9fe3N2hctN6DvRxyeKSfZVY27Tm+w0Bikv/OqCmEiUKMosNwe0BmESQY/4uBEkXrf50y9x87RQlJmfO4QvGAZjBYt5ht9dtTy7BotsNjsM1PJcWylSzVnoilSAnx6o8dkyeY1B8eZq0mQWUsC7Wu3V7h+RzUV2vnkw8ssNQcEUZyWu9cKEgDvnyhi6Aq3XTFJI7FfmhvJ0fPOBZZDkad23ycII6YrDq8/PJlUCRj8P3ecYPdYPj1kKucMvv+mHSw0+9x9uk6j59NzQx5f6eDMSgXCQqIOXnFMyo7BoakSn3h4hb4n3+NrtlWYr4tVjGPq0p8ayuFVztIlM2vLYU7O1Llx1wjbqjn+5u55NFWh6wY8tNDi/rMNbtldw07UfL0gkvcy8KnkjESUK6KYZAI1RSx5Hlho8o5X7CYGHl0WtXLH0ECD+882ecPV0+fWvCJzNFKQ97LacQmjOC3jreTOiSWB7PvmRiTrp6sKZ+qi6D0cg1wzZL2P5KUvvWTr7BwtcO98k9V2m6myzaGpEnlLgrRY19BVLSnxjyk7Un2iKQpdL0zLksMo5rZDkzimxt2n6vT8MPUlHpb2KyhMlR0WG31CS9b2aMHkiukyrYGfiDHF7KjlOLHeozXwObPR49ptFSo5A0WRig7H1FBVmVNDE29kRVXYM1ZkreOyf7LIrsQOC+SQRNdU3nxkGyM5g+NrXa7dVuXLJ+tMlW28MGa8KOXZ+ydLAFw1W+H0Ro+CLZUaUvJtM111mKlKafrJteNpj7SqKOmBlRxwbtLDV0SnYKYiB2sTJYsHF+A7rp/l6pkyv/3xR+UaE8fkTJ0dtTzbqjnWOx75pI/4S1w8l/0Ov9nz+ft7FwDxtPqZ2/bzmWNr/PRtmfXL5cJPvGYPAP/t44/yg3/6FX7o5bv44++/nr4X8oXj63z5xAaffHiFUxs92oMg/bEb+CE/9P6v8qr943zHdbOUc1tLFRRF4Qdu3clVs2V+9C/u4m/vWeChxRa//9Yj7E7KOjIyMjIuJ6644go+/vGPp/9f0y6+9+hiCeOYoqVTD73Ez/VcKe4v3H6IzxxbTU/QD06VOL7WoZaXfkBVUZir5Ti62KKSM9LA9vBMhW5Sxqgqstmar/fpexIQT1UscobOS3ePcveZOmXHoN33CSPpHX0yZLOnYOki+OMHEV4Ys31Egj7H1Dm6KNmaA5NFbtxZwwsjiraRBrZhLEJRO2t5cpY8TxzL/mLz78rusQKn1rpcPVvhwYUW959toilKmnmt5Ew6ffGKHJY/d9yQSs7ENFQ+9cgKYRzz2oPjzFQcwjjmwGSJ0xs93CBituKwd6LAeFHK/QxdZbHep3mqznpXVG0fWW5zar3L7EiOvROyebxhR5XHl9vouspa4jXqRkORI8mcGUl/4JBHltpJn67YC00lPbIlW2fvRDERDwsp2FKqvdKWfmViOVDYUZNey5IjAXTXC7liuszpjR6qorB9RMprb79yEkVRGC2YvO9zJ4jCmLkRh4Klce+ZBrUki112DA5OlVAUhbONPpaucc+ZBqAk5ew6o3mLtY5HxRARJIBBICWzRVvn2m0Vrpot03YDNhMjHrFjBZMjO6ocmCxxcKrIl05scHy1g6qq9L0gDUilnFg2+HEcJ0FtlVfuH9sSLCiKiD3FSNACULQNbr9yCpUlUCRT9uF7F5I+6jzXzlZoDTx2jhUwNOmPVVWpIthey3HjztF0zf34q/fQHgSMFqz0vaiqwmw1x3jR5i+/epqImObAp+8FNHp+2te43pF+1GpelLDXOpLF+/KJeqp0DFLyW8mZXDmj006yg61BwM27a6x3POIYio5BNSlx7Xsh7UGAY2r80WdOJH2oPmXHoGDrFC2DlbbLVFJdN160uGZbhbypc9/ZJjlT+jyHB2L1no+aF5snL4xYbPZZbPapOGZaumvpGvsmCjT6Ijhn6vKXpVaf46s9SrbObNVBV5VUJM00RNyq3vV44GyTsmPQ7PvUChaHZ8p89WQdx5C1e/32Kqttl+NrXRabA/aOF/HDOLWMMg2VXqIePMxi7xzNU+95SUZVwdAVTq53OThV4qV7R2kl6s+1gvTOLjb6Yi2mq0xXHRYafa6eLaNrKm1X1KwfHrTJmRq2qXHddikFPrne5RNHV9I6Zj+MOTBZpNHzmavleGChRc+TTK1tquxLAso94wUeSyokXrFvDJBKiQNTZcZLNuMlW6oIEquv5bYrqu4Jw4qT9a7HRFEqNao5M72G1AqyHnpuSHcg2e6nIorj9Dq52eao3vc5sdalmOgIjBZMxooW1ZzJQ4v3UUpKkMPwyX8DnshlH9iWcwa37K7xTw8u8+9u3cUPvkz+ZVw+KIrCT752L9tGHP7j3z7AH376OH939wI/cOsOvvXqaV5/eIp3f9sVnFzvEJ2ztuLD9yzw2WNrfPbYGr/xzw/z7dfM8KOv2pNIq5/j+h0jfOTHX8ZP/K+7+cLxdd743s/xG//2Kl5/eOob/E4zMjIyvj50XWdycvI5fY04jgljKDsmli5lxSfWusxUHEYKJt9+7QyfemSF0xs9vnRiHT+It5SXqopCLS/qpDlTk14zXdli1TaSlG0emavy5RPrVHImMxUn3dQrChQcgytnyowUzPPGWLR1RvKSOVRVJQ1cavk833TFJCfXu3zq0VXmankOTpU4uthKxKjOHWo+YkuG9/B0meX2AFOXftiipbPe9fA3/+AgmZJvSTJKY0WLD941T8cN0iqg6YrDmY2elPkZGkEYJRmieMtzLDZddo8XU9eGIIxZbg2o5Iw0SzxesnnTtbP8ry+fYrxksdb2CKMIRZf+wp4bcOepOodnypQdg9cemmCj53HP6SaKArMVCSy2j+Toe1GqyJyyKfOtayI6U7B0OomglBtEYp+E9Mb1vYBmT2EQhKJmrShbgn5TU9OnFHXfoY+r3DpZdjg0VeLu0w06boAfROSTnuBb9oxS3tRDN/To3DteYC3RThkrWFy7vcrpJItt6ueUW+cbfWarDkqSRX5i1WK95/HochtVgW2Jd7Cuqbx0zygPnG0mdjVxWqa+Z7xAvSt+nZWcySv3jz9x+QHimewY0te7+UVtQ6PR92glhxxDH1kFmKzYTGLzqgPjRFGMpql88xWTPLjQYq6WwzbPfY+KtkHRvnBvoamr+EGErWvUCib7Jktcs63KR+9fpO+FdD2fcVVEivKWzp7xIj0vYrk1wA9lXY8VLQ5Nl+i4PuttLz2skgDDYrRgpdn1yZLNStvl0HSJr57cwNI0gkjEhtY7LqaucuPOGoaqcnqjh6mrnFjt8k2HJpmr5ZkqO0xVbHKJt7SSZD0VSNdlLW8yX++z0Bikli9DBoEcRk2WbV59YIK7TtexdU2mXVHQVTi53sPUNEqOTsHSGcmZtAYBx1e77B6X730Ui8bL9Tuq3HumzlWzVWpFix2jeVbaLnvHC9ywYwTXD1nruqy0XWYqDpauSrtBItQ2U3XouD53nW4wXpR+1eG8vnzvGPsmimx0Pc5s9Lg1KYVebg2wjXNtHjlTxwsjJks2HdfHCyNcX7yHXSViomRxYq0r38VoqBSv8K1Xz/DA2SatZP1fPVtmouRw/VyV42tdaa3YtG42t+AN/JCBH1Gydf7NtTOstl3yls6jy21gq18uQL3rYeoqN+wcYbaa4/FVCZaHwekgCKnmDXKWlCpfyK4zimPun28SR3BLIrIHUjXS6vtMlmzqPY8rZ85p6sxUHV6+b4zTGz1KtoGmnf+8T8ZlHdjGccx9803+6cFlcqbKgcknWsFnXE686bpZbtgxwrs//CCfeHiFX/2Hh/nVf3iYuZoo6B2eKXPd9iqz1YiT611+6e/u5zUHxhktWPzdvWf5wFfO8Dd3zfO9N87xU6/dt+VHd6xo8f/94Ev47Y89yu996nHe/4WTfPMVk+cZyGdkZGQ8nzl27BjT09NYlsWNN97Ir/7qr7Jr15Mf5v7hH/4hf/RHf3RRz3306FFAskL7JgocW2pvKdcdLZjnvEpVCVqnKw437qzx4EIz9Ss0NJVb945yfLXDgwtNQLIuV86UeeBsE0tXOTxTZt9EEVNTeXS5jampXL/jnC5G2Ta4f77J/vECByZL6cZryLmg8NwGuJq32D9ZpFaw6LgB8/U+Y0XrST0Qb941ymKzL32R1rmg74rpEoaupf2YF2K64nDT7hoFU3xjd4/lOZb08CqKwg07qjy81GYk6Q22DS3NiKx3t6r1b08CmqEBwHDzDHDL7lFOrUsWVAG2jeQYJGq3gGRrNBVDV8mZOodnyhI81HKstF2u2VZl91gBP4q2bHb3jBdYaYli7Hji2XrPmQbDKuH9E0W2j+R4ZKnNetclZ+qMFk1cP0pLQTdj6iq95P3pmrKlv3rzfJcdg/GizT89sMjAD1EV5bzPZxjYDnv0DE1lJskAbhvJpxYpi80+URTT7Itf6XB+z7eaMsiZks1/4sb7dYcm+PLJDdqJ7Ukh6T/8zLFVAN54zcx572PIkTkJtAf++c87X+/jBhFnG31ec3ACRdk6rs2fxeHZCj0/ZK6Wf9o2q82M5i0afZ+RvMmrkuD7SyfWWWwO2D6S54YdI2iJAJRjaBxfk6Ck7IjX7d6xgpQSJ+XxkyWLvRMFcpvW/fBt3birRhjFdNwg1Tq5YYcEO2ttCWzFv9dhtGglnqTnFJNMXeWK6XOK50BSRt/H0FSumi3zsj2jjBZt7jy1seWgY+CHLDT6tPo+u8fyjCUe1ZNlR2yFbIMgiqj3fBRFDr3KjsFMRey59iXZd5DrhZeIZh2eqXD7lSICdvVshWbfZ6osh2uvv2qKD9+7QL3rJwGtzb89sk3st3oeIzmTU0mGdrxkpWrVIIcmtqGx1nHZPV6gnDM4MldNPF7t9Fq2N7HMsg2Vjz20zFRZAn/bkL7cLzy+zkt2jjBVdji20uGuU3U0VcSuBsE5v1nb0LlqtsJIwWIkye4vNPoXXDPtgVgkBVFMJWdSSTLxtiG+xcETAlsRGxN17GG/7/A9HpmrMkh8yIfK2E98vKwhqago5wwqOSP9frcGvii+mxqO6WypTADpsT662OTa7VXe9wyabC/bwPaTj6zwPz93ksWmfHg9L+Kdf3kPJUfPvGsvY7aN5Hjf22/ggbNN/vrOeT7x8DKn1nucWu/x0fsWAVGZ3DteQNdUDkyW+Jlv3s8vvP4gf/zZ47zvjhP8z8+fZLpi88Mv373luXVN5We/+QDX76hy5Uw5vSh0N53CZWRkZDxfufHGG3n/+9/Pvn37WF5e5j3veQ+33HILDz74ILVa7YKPWVxc5K677npGr6Mgm5G2e86PtpIzt2Rlh4qfbhCxbSTHQ0m572bUTWW6lq6ye6zAaN7CNiXrONxMAXibAlRNVRgtWuybLLJrrCA9e5wfsAxf49x/n/O+FYEZEQ/auIDXJEimaNdYga+c3Nhy+1Ch9qmwDY1b94yl/7/R81ho9FNFZ9vQODJXlSyGovDqA+PcN99gvt7fsmkfMl60ee2hCZaafeY2VR3N1fL84K27+OTDyzyw0MIxNK6cKQEKjy630VTJhA8zKHlbxmUbWw8KHLYGTNfPjbDR8Vlo9tk9XkBBYbrisH1EVGZ3jxVQVQU3EGGvn3zNXh5Zam8RvdmMqZ+z6NFVhZt3n78eJ8s2k2WbE2tdRgsWlbzB/ski8/Ue8/U+20dy7Er6sy1dZbaa445ja6k4jaYqTJZspisOD5xtUrCk/HVodzQUHdKfEGTuGS9QsGdR4bygfNdYgfvPNnEMjSumy+wZL6QluU+HbWiUHOm9ff2VWyvAvvOGbRxf6TBbddLvzdC6UH3C2hJdGLHIeSa89ooJIiVm3/i5KgQjydBePVPhlj01ohj6fph+v9wkUw7gRzE5U+PGnSM4psbByRKPrmw9QNr8PRgGyXvGCpza6PHqAxO4oVjNDOf1lj2jrLTFhidv6szVtlbQbeZle2p8+tgqh6bLvGr/eKrYPCxjHs6bH0a0BwFdLyAItx6s2IZG0dYZL1mM5Exu3DmCbehs9Dx21OQQyDE1/u4e0WppDQLunW/Q90Nu2TOa9p07psbhmXI6N4qicGCyxEbHQ9cVKjkz/dswALvtkFTOnG30uesJ7htBGNMeBGnm2dBUscFCDqNArlfD7CVIz+ywX3Wl7bKtmkNVpSJl/2SRveMFNFUR4bgoFj9bR2yyKue14l14zq+cKXFounTeod3OpJ/8ickeTYUoEouuJ67b4fzvGJWeWMtQWagP0gOUzewaK/DK/ePnHQDp2tb1tZn9k3K45jzD78VluZuP45jf/cQx7jrdSG8r2joHJou8Yt+FS0YyLi+unClz5UyZd3/bFWwkPRL3zTf48sk6Xzmxwf1nZRP1x599nOX2gLffsoOpis17vv0Kjq10ePstO9Pn6nvhli/G5oOPRs/j9v/+Wb792hl+9pv2Z6rJGRkZz1tuv/329L8PHz7MzTffzO7du/nTP/1T3vWud13wMVNTU1x33XUX9fxHjx6l3+8zTLMcnimnvqi37hndsvE4MFnk6GKbPU+hV6CpSrqhTnsTc09v23D1tgp3narzQ7fuZLRopwfYtbz0X01vUsffvBFTFGVLUDMc79MV5nQ29WRuLod7Jgz7VVHgSCKw9OUTG0BMztIwNJXrtlcZK9hpf9oTKSQlo09krGhRzpkcnBI/3StmysQxfPCueRxTQ1dVrtle4c6TdQ7Pls/LfFyIvKUzWbZZSOZ2Wy2HoirsqOXSLA7InA77JzVNQUPBuEAG3NRUxosWOVPjm66YSrNqF2LnaJ5qboaFxoDRosmx5Q7Nvp+ukWsTW5zT673EMkqy2tdur6afzXTF4SU7R7jnTANH13HDMO3zNjUVS9dwEwVgy1DZN/H0FX3DtZMzdW7eVcO+iA31rXtG8cLovDnZO15k7xM+S0URheYnbuBnqzlOrfe2BDkXQ87U+fZrZrfcNl1xmK44fPPhSQxNJYxiXndoAk1VUvui+Xo/KT0X5d2xos2brpulNfDPC2zz1tY5MHWxm7kqV0bTFB5blCBm8/tXEhXbb7piktqTrMVGz+NsYyCe1AcnthyWvPbgBG4Qpdnrom0kitwhu8eLaZ+x64eQWCddu626xcpoeJ0Z7v1u3lXjdOK/fN98g5JjbAnu7MRLejP7J4vsHM2z1nEv+NkMrz33n5WqlGH5PYhA0usPT51XFg9wxXSZsmOm4mQg18eio2+9v0KqKg1w064aDy22mChKZvfYcoebdo2kh4QXw5OJp9qmVJSU7K1/j2P5PNuDIL1uDa8Pc7U8p9a7WJrKWsdl30SRw7PlCwa2T8TQVKI45orpMidWu1Tz5gXfwzMNauEyDWzDKOYV+0bTwLZg6fzZD974jD1PMy4PRvImL983xsuTBngviLjzVJ0P3jXPR+5b5K/vnOev75xHTVQNv/gLr0lP+u48ucEP/3938ktvOMQbr5k+b308uNCi2fdZbg62/C0II05v9GgNAsIoSvu/LvbikZGRkfFck8/nOXz4MMeOHXvS+7zjHe/gHe94x0U935EjR7jrrrvSDf50xWG9O/RX3XrtnKvlt2zMLsRY0aLiGOQt/UnbPkxdeh03Z4NLtrGlrzFnyFbFNjRu2T36lK9ZsM/f1lyo72vLOAtW2q+242ne05Ox+RUmy3ZS5mew1nHTPklFUdj+FBmsp+J1BycIn5AtHW76bEOlZBu86sDFH+wbmrolq2MbGtdsq5x3v6tmyomn6ubHnj+fVtL7W7SNi9qMNvs+x1baqGqRm3bV0h7fzXTcgCuny8xUHa6bO9++cdj/+qlHVnD7YRpYqKrCN185yeceW2Oj62E8jUPG0Mpp+PuuqcpWj9Cn4GIOajZjPklZ/I07R7aoRX+9DC1otERQCSS4W2wOuHFXja+e3DivUq2+qbKhmPSf6xeYu5t31yCG5daA1aQH+kLl6SGTdHsAABuUSURBVE+1X1JQQJFezSdWAOQtnfwT4uHbD09xer3LrXvk+39krsp8vZf0R4fnZemfyFAwCaQy8MxG74KVB0/E1KW8+qnQVQU/3PrZKoli8YWwDbEF2sw3XTFJFMcowGePraW2SpuD5b0T5yopyjmD2erXdi25EK8+ME7fD8/r6e554mt8bKXNoekZbjs0mb7Pa7ZVODhV5K5TDVbaA+ZG8tiGxsv3jrHUGrBrLM8/PSCK/TMVZ8t1WFMV/ETU7k1Hth7OfL1cVoGteH/Bb/3LI/yvL58BJKj93++4mUPTpad5dMYLBVNXuXl3jZt31/iPbzjEX331DH/6+ZOcqfeJ4pg3/M4dfN/Nc9x+5STf+74vMfClTP0j9y3y87fv55MPr7JjNM/rDk3w0j2j/N2PvpSzjT7/+MAiDy20+PA9C5xt9Aii8197z3iB6+eq3LSrxqv2jz/jH7WMjIyMZwvXdTl69Cgve9nLntXnVRT4lsOSWfrcsTWaAz+13Hkm2IbGu27b/7T3e7oMYzlncOPOGiXnwluWm3fVuHq2jKqojBfPH2PRNti9qaT5iRycKlEriDrv13o4fqEyvSNzVU6ud9k5+rUFy1ueX1VQn5D/uWX3KI2etyXDerGM5E12jubTMm3tSd73jbtq1HseM4kwVs7ULtgHWnIMLF18fHMXcQBcK1hct70qwjCJ9+UTOVPvgbK1TP1CDPf+TzzAeOmeUeI4ftrPNA2IL2Fe5NkMauHCpajD4G6lNUiD2qlN1Q+b52+sYBOE/QsGrMPvmNnzMDT1ST+/pwpsyzmDa7dVqeQvbg91noUMcjhj6iom6jOav+u2V7lmtvKMvFGfipt211hru19XoKmpUg0B8Mr9Y+yfLHBqvc9MdWtQ/Vzpwhja+QcMAFMVm1Y/4OrZCnB+BtXStVQzYKHZp5wzUns0gG+9avqCYx5eb8Io3lKO/Gxw2QS2x1c7/MD//Aq2oVHvyYW4mjP4ve+9LgtqX8SUHYP/42W7+Hcv3cknH17hf37+JHc8tsZv/vMj/LePPUoYx+wZz9N1Qz5+dJkvHl+n4wa8bE+NnaN57jpV56P3L/DpR9fOe+6cqXFgssh40Waj63Fqo8tjKx0eW+nwga+cQVMVXrJjhNcdmuB1hybOU2POyMjIeDb5D//hP/Ct3/qtbN++nZWVFd7znvfQarV429ve9qy/1nCjeHC6xB2PrfGlE+tPKaTzXPNUQfXFZNeunCk/6d80Vdmywf9aMPRzm7Ph3NmGxoHJ525/Mla0nrLk9+m4arbCiTVRGX6yTf62kVz62zasmroQtqHxzVdevFp3wdIvGAxt5qZdNR5ebHF49sk/OxA7Ez+KLhhwX8xBxUqSdbyQ8M3lRi1v0ffDp3zfT+ybHTJTcfCCiPGSTcHSn3beKzmT1x+eStWAhwcMV0yX8cPzBbWeyNdavTBkomTz2oMTW2xqLpZnM0As2cYWMbCvF0VRmK7kmK587fNzvjb410bJNrhue5UdT3E4N9RRGMZmm3myee4mfcaDIKLwLB/qPO8D2ziO+dt7zvIfP/QAXS9MyyNesmOEP/2Bl3xN9dcZLzw0VeG1hyZ47aEJji23+dMvnORv7jxL4Ic8tiI/3Kpyrpfqs4+t89rf/vSW55gu23zPjdtZ7Xj81VfP0PNC7jrd4N9cO8PPvmw/V0yXOLXe49GVDp9+ZJV/fXiZLxxf5wvH1/nPH3mIa7dX+DfXzvAth6eetK8kIyMj42tlfn6et7zlLaytrTE2NsZNN93EF7/4Rebm5p6z16zmzFSwJ+PJ2Tmal95OQ3vagO35hKIoxE8iCHWpKTsGN+66sCjaZlRVwVK/9r3gMDDynyYzfDlw697RVKTqYtickVUU5bw+02fCsGr5iWW2zyVStnz5fN++UTyZEvwzew7pU68+TUWIrqoEUfSMgumX7Byh3vWfk2vl83o13H26zm/+8yN8/vF1QJrY24OAI3NV3vf267OgNuOC7J0o8p5vP8zPfNMB/vnBJb58YoP758WrbhjYDu0mDk6VuHXvKLfsrm3pLXjzkRn+098/xANnm3zo7rN86O6zTJZslloDvuPaGX71Ow6jKYe581Sdjz20zD8+sMTdpxvcfbrBf/77h3jFvjHeeO0Mrzs4ka3TjIyMZ4UPfOAD3/DXVFXlooKLFzuWfr74zOXA7VdOEoQX9p98sXDjzhrz9V7qcXu583RZ6qEqL/C0WdmL4YYdI5xt9LeIumVcWqp5k8Mz5WcsSLaZV+4fY73rPe2h5kv31Hho4ekrKzYzVXa+7iqZJ+N5Fdh6QcSxlTZfOr7BR+5bSMWhhlnarhvyrVdP85v/9qpMxCfjaSk7Bt95/Ta+8/ptgGT//TDGDUJ0VU0Dzl/+uwf46H2LvOm6GW7cWcMxNa6cqfBXP3ILrYHP392zwF986TRHEzuLv7n7LH9/3yIHp0R+/Z75Jv/X7QcI45gP37vAF4+v84mHV/jEwyuJQuQk33bNNLfuGX1enopnZGRkZLw4kd66Sz2KS8vQhujFwrN9iDFUYs54fvH1HrTZhpZaFD0VlZzJLXueWtTvG8nzIrB9ZKnNW/74i+d5zeVMMY5uDwIKls7//a2HePOR2Uz5OONrQlEUTF3ZolwXhBH/+MASK22XD9+7gJkYhe+dKDBXy/PvXrqD77tpju+7aY7//ZUzfOXkBg8sNDm51uPe+SbNvs/J9R6qonB0qcUnjq4wW3Houn3Kjk6zH6QZX4Ba3mD3WJGZqsOjy210VWG0YDGSNyjaYiLvmBr7J4oYiRBHxdEZyVtUcwZG0kPUc4PUJDyXlHJ8/rE1VjtucggUoCaqfKau8frDk6nAyHy9h6mJimbXC1jvesSx+JUNA37b0MiZWhaIZ2RkZGRkvIAYthdUv45sXkbG85VveGD7zg/czVdP1YljyaDFiJHxRtdDFfVvwqQ9oOeFOIbG9988xw+/fFfWt5jxrKNrKp/8D6/ko/ct8rFEXOqrp+p89ZSYbf+7l+5I7/vLH36Q/hNECobehTfsrOJHEW+4aoqPPbQMQLMf8ETWuz7r3Q04+bWNd3ikM+yguWZbmVfuH2e8aPGejx6l511YROETR5ewDI3jq10eW+0QhBffg6MpokRtGRqGquBHMRXHQFcVul5IjPjIXTld5vffegRF4ZIExAM/pNX3afR9psp2Wlr+9/cu8NBii0bPZ66W40desfsbPrYXOnEc4wYRHTegPQhoD3w6g4DWIOC1B8dTMZ3f+pdHuG6uyqv2Z37jL1SeQXtfRkbGJSBv6Vl7QcYLlm94YLvacZmv9y/4tyiWRva9Y3kOTZV41YFxXrl/7DxfpYyMZ5O8pfOdN2zjO2/YRhjFHF/t8Phql/l6b4vK4nccmcEPYlRVQVeVNLPpGBoFy+CN18zwxmtm+MyjqygKOIZkXN0g4q7TdR4422Sy7LDQ6LPYGPDIcoueF6ZG1UEU4yT3PzJXpdH3eXS5g6acO+x54p7xnjNN7jnTfNr3+ImHV8+7TbnA812IMIa+H9H3zwlrNHr+efcb+HVe/98/y2OrHRSkN69ki7CDY2g0+j5+EJHY16EoCrW8ye6xAj992z5aA5/f/9RxwkheJ4phveOy2BzIQRgx+ydLVBy5Hjy42GSt7RFEEUEYb3kvf/L2G5ipOvy3jz3KybUuR5fEdP7gZJG7T8uhxeYN+ObHbr59rpbjl95wCIAzGz3+098/yBXTZX7qdfsAeHipxW/80yObHrt1Rp84v6MFi//65quTOfT4iQ/cw85ajv/0xivT1/iFD91/wbHI8229wdY13vf2GwARPvn+932ZsaLF77zlWkB8CX/kz+580vFcaAH8+Q/dmB5MfN/7vgTA//eDN6av8V1/+AW8MKLnhnS9gJ4X0vPCVBnxidz1S69L+3z+6qvzAFlgm5GRkZGRkfGs8w0PbP/k7S8BRFp+uLlVlYuTZM/IeK7RVIW9E0X2ThTP+9t7vv3wRT3HhSwRrt9xvrn8hYiiOJVHP77a4cRal0PTJabKDnEc85H7FvnKyQ3qXY9G36fZ82m5kh3zgghFEV06XVNwDI3ZqsPO0TzbR/JEcczZRp99EwVKjsE126r03ICjSy0eWmhxdLHFK/ePsW+yhB9EvP8Lpzix1kVXwQ9j2m5AzwsII/i977kORYUP37PAvfMNFhoDmn2fZl8C3hiRgG/2feoXCIKHbHQ9jq10ePtLd7DR9fj40WWmKzYLjcEF7//F4+tPOX8FS+OabVXyls56x+MfH1ji5t01/uubr6biGDy+2uHX/vHhi/osAA5vsgjpegEfP7qCtynbXe/6/OvDKxf9fLObPOm8IOIzj65Sf8JrfPbY+dZTT0Z+kzBZHMMXjq9veQ0/jPjSiY2Lfr7h8wy5+3RjS7Aex6TaB0McQ6OaM3BMOeAp2jpFS5f/tY0t3pC/8m+ufFZN5TOeP+weK/DgQpPdY1+/Z2tGRkZGRsbXghJfhC74kSNHuOuuu7juuuu48847n+7uGRkZL1DiOKbvh1i6lgpQnNno0fPC87zsAHaN5dA1lYEf8dBCk2Y/IIojohiiOMYxNGoFiz3jBeIITm106bkhRUdHVRSaPZ/l9gA1OQAbyZtYxrk+Y11TMTUlNWEs2Tp7xuVQojXwObbcYSRvsjPxYGv0vNS3EbYeqG0+Whve7Bhaesgx8EOOLXco2Hr6fB034OSW59v0HJuecXi7oSnp+Pww4vHVDraupR5xAz/k9EZvy5w/8chvy2soCrsTgYg4jjm+1kVXFeZq8nxBGHHmCRUyT/V8ANtHcum8nEnGMvSxjOOY+XofS1fJJZn4S6mmmv02Pbt8vfPZ8wJy5vNCuiMjIyMj4wXCM/ltyn6BMjIyLhpFUc7buA6DnqfC0jVu3v30qnlX5Spf69DOo2QbHJmrbrmtkjO5dvvXJphhG9p5cvYFS+fKmfKTPOKpMTSVA5Ol815j3wWqBS6GzUHuEF1T0yD8a+GJn62iKBf1eWe8OMmC2oyMjIyMS0kmeZqRkZGRkZGRkZGRkZFxWZMFthkZGRkZGRkZGRkZGRmXNVlgm5GRkZGRkZGRkZGRkXFZc1HiUSMjI9TrdRzH4eDBg9+IcWVkZGRkZDwlR48epd/vU61W2dh4ZurPGeeT/dZnZGRkZDzfeCa/9RcV2OZyOfr9C3vPZmRkZGRkXEocx6HX6z39HTOeEtM08f0nt+fKyMjIyMi4VFzMb/1FSRiOj4+zsrKCbdvs3LnzWRnc84HhCUB2Ov3cks3zc082x8892Rw/9zzTOT5x4gSDwYDx8fFvwOhe+AxtnjRN4+qrr77Eo3lhkF03nn2yOX12yebz2Seb02eXZ/Jbf1GB7cmTJ7/eMT0vGfoiHTx4MPNAfA7J5vm5J5vj555sjp97sjm+tFx55ZXcddddXH311dn8P0tka/rZJ5vTZ5dsPp99sjm9dGTiURkZGRkZGRkZGRkZGRmXNVlgm5GRkZGRkZGRkZGRkXFZkwW2GRkZGRkZGRkZGRkZGZc1WWCbkZGRkZGRkZGRkZGRcVmTBbYZGRkZGRkZGRkZGRkZlzVZYJuRkZGRkZGRkZGRkZFxWZMFthkZGRkZGRkZGRkZGRmXNVlgm5GRkZGRkZGRkZGRkXFZkwW2GRkZGRkZGRkZGRkZGZc1WWCbkZGRkZGRkZGRkZGRcVmjX+oBXEp++Id/mMXFRaampi71UF7QZPP83JPN8XNPNsfPPdkcX1qy+X/2yeb02Seb02eXbD6ffbI5vXQocRzHl3oQGRkZGRkZGRkZGRkZGRlfK1kpckZGRkZGRkZGRkZGRsZlTRbYZmRkZGRkZGRkZGRkZFzWZIFtRkZGRkZGRkZGRkZGxmVNFthmZGRkZGRkZGRkZGRkXNa8KAPbd7/73SiKsuXf5OTkpR7WZc1nPvMZvvVbv5Xp6WkUReFv//Zvt/w9jmPe/e53Mz09jeM4vPKVr+TBBx+8NIO9THm6OX77299+3rq+6aabLs1gL1N+7dd+jRtuuIFiscj4+Djf/u3fziOPPLLlPtla/vq4mDnO1vKl4fd+7/fYuXMntm1z5MgRPvvZz17qIT0vebauE67r8uM//uOMjo6Sz+f5tm/7Nubn57+Rb+V5ya/92q+hKArvfOc709uy+XzmnD17lre+9a3UajVyuRzXXHMNd955Z/r3bE4vniAI+I//8T+yc+dOHMdh165d/Of//J+Joii9Tzafzw9elIEtwBVXXMHi4mL67/7777/UQ7qs6Xa7XH311bz3ve+94N9/4zd+g9/+7d/mve99L1/5yleYnJzkda97He12+xs80suXp5tjgG/+5m/esq7/4R/+4Rs4wsufT3/60/zoj/4oX/ziF/nYxz5GEATcdtttdLvd9D7ZWv76uJg5hmwtf6P5y7/8S975znfyi7/4i9x999287GUv4/bbb+f06dOXemjPO56t68Q73/lOPvShD/GBD3yAO+64g06nwxve8AbCMLwUb+t5wVe+8hX+6I/+iKuuumrL7dl8PjPq9TovfelLMQyDf/zHf+Shhx7it37rt6hUKul9sjm9eP7Lf/kv/MEf/AHvfe97OXr0KL/xG7/Bb/7mb/K7v/u76X2y+XyeEL8I+eVf/uX46quvvtTDeMECxB/60IfS/x9FUTw5ORn/+q//enrbYDCIy+Vy/Ad/8AeXYISXP0+c4ziO47e97W3xG9/4xksynhcqKysrMRB/+tOfjuM4W8vPBU+c4zjO1vKl4CUveUn8Iz/yI1tuO3DgQPzzP//zl2hElw9fy3Wi0WjEhmHEH/jAB9L7nD17NlZVNf6nf/qnb+wbeJ7QbrfjvXv3xh/72MfiV7ziFfFP/uRPxnGczefXws/93M/Ft95665P+PZvTZ8a3fMu3xD/wAz+w5bY3velN8Vvf+tY4jrP5fD7xos3YHjt2jOnpaXbu3Ml3f/d3c/z48Us9pBcsJ06cYGlpidtuuy29zbIsXvGKV/D5z3/+Eo7shcenPvUpxsfH2bdvHz/0Qz/EysrKpR7SZU2z2QRgZGQEyNbyc8ET53hItpa/cXiex5133rllXQPcdttt2bq+CL6W68Sdd96J7/tb7jM9Pc2VV175op3zH/3RH+VbvuVbeO1rX7vl9mw+nzkf/vCHuf7663nzm9/M+Pg41157LX/8x3+c/j2b02fGrbfeyic+8QkeffRRAO69917uuOMOXv/61wPZfD6f0C/1AC4FN954I+9///vZt28fy8vLvOc97+GWW27hwQcfpFarXerhveBYWloCYGJiYsvtExMTnDp16lIM6QXJ7bffzpvf/Gbm5uY4ceIEv/RLv8SrX/1q7rzzTizLutTDu+yI45h3vetd3HrrrVx55ZVAtpafbS40x5Ct5W80a2trhGF4wXU9XPMZF+ZrvU4sLS1hmibVavW8+7wY5/wDH/gAd911F1/5ylfO+1s2n8+c48eP8/u///u8613v4hd+4Rf48pe/zE/8xE9gWRbf//3fn83pM+Tnfu7naDabHDhwAE3TCMOQX/mVX+Etb3kLkK3R5xMvysD29ttvT//78OHD3HzzzezevZs//dM/5V3vetclHNkLG0VRtvz/OI7Puy3ja+e7vuu70v++8soruf7665mbm+OjH/0ob3rTmy7hyC5PfuzHfoz77ruPO+6447y/ZWv52eHJ5jhby5eGbF0/c57t68SLcc7PnDnDT/7kT/Iv//Iv2Lb9pPfL5vPiiaKI66+/nl/91V8F4Nprr+XBBx/k93//9/n+7//+9H7ZnF4cf/mXf8mf/dmf8Rd/8RdcccUV3HPPPbzzne9kenqat73tben9svm89LxoS5E3k8/nOXz4MMeOHbvUQ3lBMlScfuKJ1MrKynmnWxnPHlNTU8zNzWXr+mvgx3/8x/nwhz/MJz/5SWZnZ9Pbs7X87PFkc3whsrX83DI6Ooqmadm6foZ8PdeJyclJPM+jXq8/6X1eLNx5552srKxw5MgRdF1H13U+/elP8zu/8zvoup7ORzafF8/U1BSHDh3actvBgwdTMbhsjT4zfuZnfoaf//mf57u/+7s5fPgw3/d938dP/dRP8Wu/9mtANp/PJ7LAFpHfPnr0KFNTU5d6KC9Idu7cyeTkJB/72MfS2zzP49Of/jS33HLLJRzZC5v19XXOnDmTretnQBzH/NiP/Rgf/OAH+dd//Vd27ty55e/ZWv76ebo5vhDZWn5uMU2TI0eObFnXAB/72MeydX0Bno3rxJEjRzAMY8t9FhcXeeCBB150c/6a17yG+++/n3vuuSf9d/311/O93/u93HPPPezatSubz2fIS1/60vMsqB599FHm5uaAbI0+U3q9Hqq6NWTSNC21+8nm83nEN1yu6nnAT//0T8ef+tSn4uPHj8df/OIX4ze84Q1xsViMT548eamHdtnSbrfju+++O7777rtjIP7t3/7t+O67745PnToVx3Ec//qv/3pcLpfjD37wg/H9998fv+Utb4mnpqbiVqt1iUd++fBUc9xut+Of/umfjj//+c/HJ06ciD/5yU/GN998czwzM5PN8TPg3//7fx+Xy+X4U5/6VLy4uJj+6/V66X2ytfz18XRznK3lS8MHPvCB2DCM+H3ve1/80EMPxe985zvjfD6f/S5egGfrOvEjP/Ij8ezsbPzxj388vuuuu+JXv/rV8dVXXx0HQXAp3tbzis2qyHGczecz5ctf/nKs63r8K7/yK/GxY8fiP//zP49zuVz8Z3/2Z+l9sjm9eN72trfFMzMz8Uc+8pH4xIkT8Qc/+MF4dHQ0/tmf/dn0Ptl8Pj94UQa23/Vd3xVPTU3FhmHE09PT8Zve9Kb4wQcfvNTDuqz55Cc/GQPn/Xvb294Wx7FIof/yL/9yPDk5GVuWFb/85S+P77///ks76MuMp5rjXq8X33bbbfHY2FhsGEa8ffv2+G1ve1t8+vTpSz3sy4oLzS8Q/8mf/El6n2wtf3083Rxna/nS8T/+x/+I5+bmYtM04+uuu26LBVPGOZ6t60S/349/7Md+LB4ZGYkdx4nf8IY3ZOs84YmBbTafz5y///u/j6+88srYsqz4wIED8R/90R9t+Xs2pxdPq9WKf/InfzLevn17bNt2vGvXrvgXf/EXY9d10/tk8/n8QInjOP5GZIYzMjIyMjIyMjIyMjIyMp4Lsh7bjIyMjIyMjIyMjIyMjMuaLLDNyMjIyMjIyMjIyMjIuKzJAtuMjIyMjIyMjIyMjIyMy5ossM3IyMjIyMjIyMjIyMi4rMkC24yMjIyMjIyMjIyMjIzLmiywzcjIyMjIyMjIyMjIyLisyQLbjIyMjIyMjIyMjIyMjMuaLLDNyMjIyMjIyMjIyMjIuKzJAtuMjP9/+3VAAgAAACDo/+t2BPpCAABgTWwBAABYE1sAAADWAinQeQAga26/AAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(idata, var_names=['alpha', 'beta']);" ] }, { "cell_type": "code", "execution_count": 12, "id": "5cL_9iEkFy1U", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 112 }, "id": "5cL_9iEkFy1U", "outputId": "5f4e1480-ebce-4b6b-bc3e-8d20c329efde" }, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
alpha2.1971.576-0.6645.1430.0290.0213149.02042.01.0
beta7.4381.8434.42410.8660.0370.0262712.02349.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", "alpha 2.197 1.576 -0.664 5.143 0.029 0.021 3149.0 2042.0 \n", "beta 7.438 1.843 4.424 10.866 0.037 0.026 2712.0 2349.0 \n", "\n", " r_hat \n", "alpha 1.0 \n", "beta 1.0 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats = az.summary(idata, [\"alpha\", \"beta\"])\n", "stats" ] }, { "cell_type": "markdown", "id": "YkJy6W8rBb6i", "metadata": { "id": "YkJy6W8rBb6i" }, "source": [ "```{hint} Here, $\\alpha$ refers to the threshold value (also the point of subjective equality for this design). This participant had a threshold at estimated at 2.25, which is just slightly positively biased. The $\\beta$ value refers to the slope. A higher value means lower precision. Here, the slope is estimated to be around 7.46 for this participant.\n", "```" ] }, { "cell_type": "markdown", "id": "wwL7l3YzkoXq", "metadata": { "id": "wwL7l3YzkoXq" }, "source": [ "# Plotting\n", "Extrace the last 10 sample of each chain (here we have 4)." ] }, { "cell_type": "code", "execution_count": 13, "id": "f98u15bxkObF", "metadata": { "id": "f98u15bxkObF" }, "outputs": [], "source": [ "alpha_samples = idata[\"posterior\"][\"alpha\"].values[:, -10:].flatten()\n", "beta_samples = idata[\"posterior\"][\"beta\"].values[:, -10:].flatten()" ] }, { "cell_type": "code", "execution_count": 14, "id": "1j8c193ZBJJO", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 352 }, "id": "1j8c193ZBJJO", "outputId": "e7a4e3d3-5290-4488-86a5-77e6de361e00" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(figsize=(8, 5))\n", "\n", "# Draw some sample from the traces\n", "for a, b in zip(alpha_samples, beta_samples):\n", " axs.plot(\n", " np.linspace(-40, 40, 500), \n", " (norm.cdf(np.linspace(-40, 40, 500), loc=a, scale=b)),\n", " color='k', alpha=.08, linewidth=2\n", " )\n", "\n", "# Plot psychometric function with average parameters\n", "slope = stats['mean']['beta']\n", "threshold = stats['mean']['alpha']\n", "axs.plot(np.linspace(-40, 40, 500), \n", " (norm.cdf(np.linspace(-40, 40, 500), loc=threshold, scale=slope)),\n", " color='#4c72b0', linewidth=4)\n", "\n", "# Draw circles showing response proportions\n", "for ii, intensity in enumerate(np.sort(this_df.Alpha.unique())):\n", " resp = sum((this_df.Alpha == intensity) & (this_df.Decision == 'More'))\n", " total = sum(this_df.Alpha == intensity)\n", " axs.plot(intensity, resp/total, 'o', alpha=0.5, color='#4c72b0', \n", " markeredgecolor='k', markersize=total*5)\n", "\n", "plt.ylabel('P$_{(Response = More|Intensity)}$')\n", "plt.xlabel('Intensity ($\\Delta$ BPM)')\n", "plt.tight_layout()\n", "sns.despine()" ] }, { "cell_type": "markdown", "id": "05756add-7cdd-4ac2-a56c-548d5266ae72", "metadata": {}, "source": [ "## System configuration" ] }, { "cell_type": "code", "execution_count": 15, "id": "4847252c-aa78-45ed-bf0f-334b7fc759df", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Fri Nov 10 2023\n", "\n", "Python implementation: CPython\n", "Python version : 3.9.18\n", "IPython version : 8.16.1\n", "\n", "pymc : 5.9.0\n", "arviz : 0.16.1\n", "pytensor: 2.17.2\n", "\n", "pytensor : 2.17.2\n", "pymc : 5.9.0\n", "seaborn : 0.13.0\n", "matplotlib: 3.8.0\n", "pandas : 2.0.3\n", "numpy : 1.22.0\n", "arviz : 0.16.1\n", "\n", "Watermark: 2.4.3\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p pymc,arviz,pytensor" ] }, { "cell_type": "code", "execution_count": null, "id": "e2887feb-97bf-4782-ae18-856dabaeaa47", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "psychophysiscs-subjectLevel.ipynb", "provenance": [] }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.18" }, "vscode": { "interpreter": { "hash": "40d3a090f54c6569ab1632332b64b2c03c39dcf918b08424e98f38b5ae0af88f" } } }, "nbformat": 4, "nbformat_minor": 5 }