{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Doubly Robust Models\n", "Basically, different ensemble models that utilize a weight model to augment the outcome model. \n", "\n", "This notebook presents different combinations of mixing outcome and propensity models, \n", "but since the possible combination are a lot, it does not intend to show all of them." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "from sklearn.linear_model import LogisticRegression, LinearRegression\n", "from causallib.datasets import load_nhefs\n", "from causallib.estimation import IPW, Standardization, StratifiedStandardization\n", "from causallib.estimation import DoublyRobustVanilla, DoublyRobustIpFeature, DoublyRobustJoffe\n", "from causallib.evaluation import PropensityEvaluator, OutcomeEvaluator" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Data:\n", "The effect of quitting to smoke on weight loss. \n", "Data example is taken from [Hernan and Robins Causal Inference Book](https://www.hsph.harvard.edu/miguel-hernan/causal-inference-book/)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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ageracesexsmokeintensitysmokeyrswt71active_1active_2education_2education_3education_4education_5exercise_1exercise_2age^2wt71^2smokeintensity^2smokeyrs^2qsmkwt82_71
04210302979.040000000117646247.32169008410-10.093960
13600202458.630010000012963437.476940057602.604970
25611202656.810010000131363227.376140067609.414486
3681035359.421000000146243530.73649280904.990117
44000201987.091010001016007584.668140036104.989251
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" ], "text/plain": [ " age race sex smokeintensity smokeyrs wt71 active_1 active_2 \\\n", "0 42 1 0 30 29 79.04 0 0 \n", "1 36 0 0 20 24 58.63 0 0 \n", "2 56 1 1 20 26 56.81 0 0 \n", "3 68 1 0 3 53 59.42 1 0 \n", "4 40 0 0 20 19 87.09 1 0 \n", "\n", " education_2 education_3 education_4 education_5 exercise_1 exercise_2 \\\n", "0 0 0 0 0 0 1 \n", "1 1 0 0 0 0 0 \n", "2 1 0 0 0 0 1 \n", "3 0 0 0 0 0 1 \n", "4 1 0 0 0 1 0 \n", "\n", " age^2 wt71^2 smokeintensity^2 smokeyrs^2 qsmk wt82_71 \n", "0 1764 6247.3216 900 841 0 -10.093960 \n", "1 1296 3437.4769 400 576 0 2.604970 \n", "2 3136 3227.3761 400 676 0 9.414486 \n", "3 4624 3530.7364 9 2809 0 4.990117 \n", "4 1600 7584.6681 400 361 0 4.989251 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = load_nhefs()\n", "data.X.join(data.a).join(data.y).head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Vanilla Doubly Robust\n", "Used for average outcomes. \n", "Its individual outcome estimation is directly its outcome model one's, \n", "but for population outcome, it corrects the observed outcome using the individual outcome prediction before taking weighted average." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DoublyRobustVanilla(outcome_covariates=None, outcome_model=StratifiedStandardization(learner=LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None,\n", " normalize=False)), predict_proba=False, weight_covariates=None,\n", " weight_model=IPW(truncate_eps=0.05, use_stabilized=False,\n", " learner=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n", " intercept_scaling=1, max_iter=100, multi_class='warn',\n", " n_jobs=None, penalty='l2', random_state=None, solver='liblinear',\n", " tol=0.0001, verbose=0, warm_start=False)))" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipw = IPW(LogisticRegression(solver=\"liblinear\"), truncate_eps=0.05)\n", "std = StratifiedStandardization(LinearRegression())\n", "dr = DoublyRobustVanilla(std, ipw)\n", "dr.fit(data.X, data.a, data.y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Doubly-robust corrected population outcomes:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fraction of values being truncated: 0.00000.\n" ] }, { "data": { "text/plain": [ "qsmk\n", "0 1.772502\n", "1 5.185455\n", "dtype: float64" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pop_outcome = dr.estimate_population_outcome(data.X, data.a, data.y)\n", "pop_outcome" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "diff 3.412954\n", "dtype: float64" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "effect = dr.estimate_effect(pop_outcome[1], pop_outcome[0])\n", "effect" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Doubly Robust IP-Feature\n", "Trains a weight model, and then use its output (predicted weights) as additional features to the outcome model. \n", "\n", "If possible (like in IPW) the entire weight-matrix (weight of each individual for each treatment value) is used, \n", "but usually, only a weight vector (according to the actual treatment assignment) is used." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DoublyRobustIpFeature(outcome_covariates=None, outcome_model=Standardization(encode_treatment=False, predict_proba=False,\n", " learner=LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None,\n", " normalize=False)), predict_proba=False, weight_covariates=None,\n", " weight_model=IPW(truncate_eps=None, use_stabilized=False,\n", " learner=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n", " intercept_scaling=1, max_iter=100, multi_class='warn',\n", " n_jobs=None, penalty='l2', random_state=None, solver='liblinear',\n", " tol=0.0001, verbose=0, warm_start=False)))" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipw = IPW(LogisticRegression(solver=\"liblinear\"))\n", "std = Standardization(LinearRegression())\n", "dr = DoublyRobustIpFeature(std, ipw)\n", "dr.fit(data.X, data.a, data.y)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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qsmk01
04.3136837.773268
16.3805219.840105
22.0200795.479664
3-4.285034-0.825450
42.2786245.738208
\n", "
" ], "text/plain": [ "qsmk 0 1\n", "0 4.313683 7.773268\n", "1 6.380521 9.840105\n", "2 2.020079 5.479664\n", "3 -4.285034 -0.825450\n", "4 2.278624 5.738208" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ind_outcomes = dr.estimate_individual_outcome(data.X, data.a)\n", "ind_outcomes.head()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "diff 3.459584\n", "ratio 2.979170\n", "dtype: float64" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "effect = dr.estimate_effect(ind_outcomes[1], ind_outcomes[0],\n", " effect_types=[\"diff\", \"ratio\"])\n", "effect" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Doubly Robust Joffe\n", "This uses an importance sampling using the estimated weights. \n", "\n", "On the first step weight model is trained and used to predict weights. \n", "These predicted weights are then provided as `sample_weights` to the outcome model." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DoublyRobustJoffe(outcome_covariates=None, outcome_model=Standardization(encode_treatment=False, predict_proba=False,\n", " learner=LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None,\n", " normalize=False)), predict_proba=False, weight_covariates=None,\n", " weight_model=IPW(truncate_eps=None, use_stabilized=False,\n", " learner=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n", " intercept_scaling=1, max_iter=100, multi_class='warn',\n", " n_jobs=None, penalty='l2', random_state=None, solver='liblinear',\n", " tol=0.0001, verbose=0, warm_start=False)))" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipw = IPW(LogisticRegression(solver=\"liblinear\"))\n", "std = Standardization(LinearRegression())\n", "dr = DoublyRobustJoffe(std, ipw)\n", "dr.fit(data.X, data.a, data.y)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
qsmk01
04.1184897.588472
17.01064810.480631
23.4030316.873014
3-4.624051-1.154068
43.1254116.595394
\n", "
" ], "text/plain": [ "qsmk 0 1\n", "0 4.118489 7.588472\n", "1 7.010648 10.480631\n", "2 3.403031 6.873014\n", "3 -4.624051 -1.154068\n", "4 3.125411 6.595394" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ind_outcomes = dr.estimate_individual_outcome(data.X, data.a)\n", "ind_outcomes.head()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "qsmk\n", "0 1.777886\n", "1 5.247869\n", "dtype: float64" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pop_outcome = dr.estimate_population_outcome(data.X, data.a)\n", "pop_outcome" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "diff 3.469983\n", "dtype: float64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "effect = dr.estimate_effect(pop_outcome[1], pop_outcome[0])\n", "effect" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Confounders, Instruments and Effect Modifiers\n", "On general there are three main types of covariates in a graphical causal model:\n", "1. Confounders: variables that affect both the outcome and treatment\n", "2. Instruments: variables that affect the treatment assignment but not the outcome.\n", "3. Effect mods: variables that affect the outcome but not the treatment assignment\n", "\n", "For a Doubly Robust model that holds both outcome model and weight (treatment assignment prediction) model, \n", "These can specified by a list of covariates `outcome_covariates` and `weight_covariates`, \n", "which their intersection correspond to _confounders_ and their symmetric difference are the effect modifiers and instruments, respectively." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# Say smoke quitting does not depend on your weight and on your age\n", "weight_covariates = [col for col in data.X.columns \n", " if not col.startswith(\"wt\") and not col.startswith(\"age\")]\n", "ipw = IPW(LogisticRegression(solver=\"liblinear\"))\n", "std = Standardization(LinearRegression())\n", "dr = DoublyRobustIpFeature(std, ipw, \n", " weight_covariates=weight_covariates)\n", "# By not specifying `outcome_covariates` the model will use all covariates\n", "dr.fit(data.X, data.a, data.y);" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "qsmk\n", "0 1.750101\n", "1 5.201514\n", "dtype: float64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pop_outcome = dr.estimate_population_outcome(data.X, data.a)\n", "pop_outcome" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "diff 3.451414\n", "dtype: float64" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dr.estimate_effect(pop_outcome[1], pop_outcome[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Refitting weight model\n", "The doubly robust model has an outcome model and a weight model. \n", "As noted, the weight model is used to augment the outcome model, \n", "implying the outcome model is dependent on the weight model but not vice versa. \n", "\n", "This allows us to save computation power when having a multi-outcome problem. \n", "Since the weight model will be the same throughout, there's no need to refit it every time the model is trained for a different outcome.\n", "\n", "The `refit_weight_model` can be turned off by providing `False`. \n", "This way if provided with an already fitted weight model, it won't be refitted upon repeating `fit()` calls on the Doubly Robust object." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "ipw = IPW(LogisticRegression(solver=\"liblinear\"), truncate_eps=0.05)\n", "std = Standardization(LinearRegression(), encode_treatment=True)\n", "dr = DoublyRobustVanilla(std, ipw)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's imagine we have different outcomes, `y1` and `y2`.\n", "Calling the first fit with whatever outcome will fit the weight model, as it is not fitted yet. \n", "However, on the second call, it will not be fitted as we provide `refit_weight_model=False`." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "y1, y2 = data.y, data.y\n", "dr.fit(data.X, data.a, y1) # weight model is fitted since it is not yet fitted\n", "dr.fit(data.X, data.a, y2) # weight model is fitted since we did not specify otherwise\n", "dr.fit(data.X, data.a, y1, refit_weight_model=False); # weight model is not fitted." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluation\n", "Evaluation is performed for the inner outcome model and weight model separately" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "ipw = IPW(LogisticRegression(solver=\"liblinear\"))\n", "std = Standardization(LinearRegression())\n", "dr = DoublyRobustIpFeature(std, ipw)\n", "dr.fit(data.X, data.a, data.y);" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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accuracyprecisionrecallf1roc_aucavg_precisionhingematthews0/1brier
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" ], "text/plain": [ " accuracy precision recall f1 roc_auc avg_precision hinge \\\n", "0 0.750319 0.6 0.08933 0.155508 0.663946 0.407266 1.100185 \n", "\n", " matthews 0/1 brier \n", "0 0.156449 0.249681 0.178424 " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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S01GDjd2772twMJZl9W13kxWTRaG7kElJk8iKycJhDaN9U/0+OLMPTr8PjceuuJdQVUM7T28+wsvbj9Hp8xMVFsonIrYTFR5KGPBEOrBtL1Tthq5GMHbw4QiB1AmQMR1G3w3ZcyEkdFBvcbhSmBURERERGSE6fX62ljfwzmEPW8vrL6iUXquY8JC+LW/cUS4SooLdhZ2OKwdEp8NiVq6byZlx17XWtKGrgSNNR/oeR5uOUt9Vf0lTplBnKKOiR5Edk82omFFMSJzApKRJuMPd135jgyXQ0xtet0PF9mATJn93sHJ6UZA1xvBBjY81ezrYdLwruIcuMCs7jNXTnEQcew0u9weBqBTInA5Zc4LTiWPTBuHGRh6FWRERERGRYaytu4et5fVsKPOw7VgD3h6bQG9JNTcpklm5CYxPj/3Qab7hoQ4y4iLITogkNmJgqnpN3U0caTrC4cbDfeH1csE1zBlGbmwu2bHZ5MXmMTl58vCeJuz3wpn9UFnSG153Q0/XheE1LhtSJ0HKODjvPo6eOsNjv/kFEE9IfCIr5k5k9fI5jM25Qji1LEgeD1mzYASs9R1qeodERERERIYJ2zZUNHWyv6qF0qpWDlS3UO5pxx8wfQF2dEoUs3ITuHdSGpMy4m5oqu/Nave1c7jpMGWNZRxpOkJZYxl1nXWXBteQMPJi8siJzSEvLo/JScHgGhYSNuhjvmbedqjZC5U7gwG2Zh8EvBeF1yxInQjp04JTfxNHg2XR2trKtm3buPfeewEYOwsWbWugoKCAT33qU+e21pF+oTArIiIiIjJE/AGbklNN7K9sYX9VCweqW2jr9mMbE5ySaoLFurGpMczKdXPvpDTGp8cO6rYy3f5ujjYdpaypjMONhznceJiq9qpLtsJxOV3kxuYyKnYUo+NHB4Nr4njCnEMYXG0bmk4Ew2ntgWBF9UqMgYaj4DkEdk/wd8/O344fBSnjIXUKjF4CyWMvaL50+vRp1q1bxyuvvEJ3dzdjxoxhzJgxAPzoRz8awBu8vSnMioiIiIgMMmMMW47W89N3yjlR34Hd25QJID4ylNEp0YxOjmZKViyzchNJjhmcQBiwA5xqPUVZYxlljWUcbDzIyZaTl3QVdjqcZMdkkxObQ35cPlOSpzAxYSLhoeGDMs4r6m4Nrmet3hsMsDUfQHfLuWZK18JyQMLoYNOltKkw+k6Iz7mkc7Axhl27drF27Vq2bNnS997MnTu3b69YGVgKsyIiIiIig2h/ZQv/tuEoeyua8QcMyTFhzMxxU5gWw5y8BMakRBPiHJxuvXWddRxsOMihxkN9U4a7/F0XBFfLskiPSic3Lpe82DymJE9hSvIUokKjBmWMV2QHoKE8GFire4Nr47HgdODzq6oRbkguhMQCiEr+8HPGpEHeIohO+fBL2zaPPfYY+/btA8DlcrFixQpWr15Nfn5+P9ycXAuFWRERERGRQXC6oZP/2FjOhjIPftsQHRbCA7MyePSOPOIjXQN+/W5/N0eajvSF10MNh/oaNNnnVS0TIxLJjc0lNy6XiYkTmZEyg4SIhAEf31W11wUD69mKa20p+DourLo6QoL7sCYVQspEyJkfnB7cD82UmpubiY6OJiQkBIfDwZgxY6isrORTn/oUn/jEJ0hIGAbv0W3GMlfYB2m4KioqMiUlJUM9DBERERGRa9LQ7uWX757gpT1V+Pw2IU6L5RPTeHxhPtkJA9PB1xhDdUc1B+oPcLDhIAcbDnK85fgl04UjQiKCFde4PArdhcxIncGomFGDuib3qnq64a1vwME/nhdcezNMVAokjQmG18wiGDUXIvt3O5+TJ0+ydu1aXn31Vb75zW/2NXdqbW0lPDwcl2vg/xBxu7Esa5cxpuhqx6kyKyIiIiLSj3x+myO1bZRWtVBa3cKWo/V0eP0YAwsLknl8YR4TM+P69Zrd/u7gGteGgxxoCAbYZm8zxpi+qqtlWWRGZ5IXl0d+XD4zUmcwIXHC0DZoupr2Onj5i1CzJ7iWNWUCJBVA6uRg1TVxzCVrWfuDMYYdO3awZs0atm3b1vd6WVlZX5iNjY3t9+vK9VGYFRERERG5QcYYalq6g8G1qoXS6lYOn2nDF7AvaOo0LTuezy3I5Y6CpH6peno6PZTWl1JaX8rBhoOUN5dfUnWNdkX3BdfJiZOZmTaTxIjEm772oPGUwYv/D7RWQWQi3PP/wthlA37ZjRs38rOf/Yzy8nIguB525cqVrFq1iry8vAG/vlw7hVkRERERketgjOFAdSsbyjxsKPNQ3dx1wVY6AOnx4YxODnYknp3nZnZeIs4b3A+2x+7hWPMxDtQf4EDDAUrrSy9Z63q26pofn09BXAEz02ZS6C4k1BnaT3c9yI5tgFf/O3jbIGksfOSHwe7Cg6Curo7y8nISExN5+OGH+fjHP058fPygXFuuj8KsiIiIiMhV2LZhX1ULGw7VsuGwB0+rl0Bv5TUqzNm3lc6kzFjm5CWSER9xw9dq87X1hdYD9Qc41HgIb8B7yVrX/Pj8YNU1aTJFaUUkRST11+0OHWOg5L9g8w8g4IPchbDiX67aXfhGHTt2jLVr15KamsoTTzwBwMqVK4mKimLp0qVaDzvMKcyKiIiIiFyGMYa9Fc28dbCWdw7XUd/u7Zs67I4KpSgngUVjk7hrXAqRrhv7WH22UdPZ4FraUMrJlpPY9FZdeyu9KVEp5MflMyZ+DDNTZjIpedLwXut6IwI98Pa3Yf8fwPbD1FWw5BvQz3vXGmN47733WLt2Le+//z4QXP/62c9+FpfLRUREBCtWrOjXa8rAUJgVERERETmP1x/gzwdqWbfjNOWe9r4KbHJMGEW5bhYVJLN4bDLhLud1n9tv+znecpzS+lL21++ntL6Uhq6GC6YMOx1OcmNzGR0/mgkJE5idNpusmKzh1WG4v3U1wR+/DBU7go2eFv4tzPkrcPTffrter5fXXnuNtWvXcuLECQDCw8P56Ec/yqpVq1SFHYEUZkVEREREgLo2L8/vruTF3VU0dvoIBAyxESEsLEhmybgUFoxJxBVyfQG229/NocZD7K/bz/76/RxsOEinv/OCKcNRoVHkxwerrlOTp1KUWkRs2G3SKbfpJHzwNJQ+D13NEB4LS74JEx/o90sdPHiQ7373uwCkpKTw8MMP8+CDD6or8QimMCsiIiIit7WD1a08vfM06w958PoD2DaMSoxk+cQ0HpmVjTvq2it27b529tcHg+u+un0caTpCj91zQXhNikxiTPwYxsSPYVbaLCYlThq5jZpuRMAPx9+BvWvh1DYwgeDesSnj4Z5/hMzp/XKZI0eOUFJSwurVqwGYNm0a999/P7Nnz2bp0qWEhCgKjXT6JygiIiIit5W6Ni+l1S0cqGph16kmDlS3ErCDQXNmjpuVU9K5b1IaoddQhW3qbmJ//X4+qPuAfXX7ON58nAABbPvCLsNj3GModBcyN30ueXF5OKz+mz47YrR7guthP3ga2muD62KdLsi7EyZ+IrjtjuP6p26fz7Zt3n33XdauXUtJSQkA8+fPJzc3F8uy+OY3v9kPNyLDhcKsiIiIiNyyunsCHD7TRml1C6VVrZRWtVDb2n3BVjoRLif3TEjmkzOzmJYd/6FrU+u76vmg7oPgw/MBFW0Vl13vWuAuYGLiROamzyUtKm2Q7nYQGQPNp6H2AHgOQN1h8Hdf+fiAH87sh4A3WIWNSYex98L0v4CEm9+7tauri1dffZV169Zx+vRpACIjI7n//vuJjIy86fPL8KQwKyIiIiIjUk/Apq7Ni6fNi6e1m9o2L3Wt3XjavNS1ealt66a+zUfAmL4uxADhoQ7ykmMYkxzNhIwY7ixMJjX28lvpnOk40xde99Xto7q9+oLwGuoMpSC+gAJ3AVOSpjAnfQ7ucPdgvQWDw5jg2tbaUqg9GPzqOQTe1uDPjE1f2+UPYzkgezaM+yhM/DiE9k83Zp/Px4MPPkh9fT0AaWlpPPLIIzzwwAPExMT0yzVkeFKYFREREZFhp8sX6AuknlYvdW3BkFrb6sXT1k1dm5fGDl8wQhmDoTdXXZSpLAsy3RGMTo5mTEo0RTlupmTFE3GFTsS1HbXsrdvLXs9e9tXto6aj5oLwGuYMY6x7LAXuAqanTGd22myiXdED+l4MmY4GOPQylL4A9UeCodX0lrMBIuIhYTQk5EPyuKvvBZswGlLG9cvQDh8+zJgxY3A6nbhcLubPn8/x48cpLi5myZIlOJ03N11ZRgaFWREREREZNMYY2r3+3mpqMJj2fT3vtbZuf29ADVZUg6H1wnNZFsRFhpIY5SIh0oU7ykVClIu0uHAy4iPIdkeQ6Y4gOuzKzZU8nR72evayt24vH9R9QE37heE1IiSCMe4xFLgLmJEyg6LUIiJDb+Fpq4EeOLE52F34+CYI+IINmsJigoE1IR9SJ0LWLEgs6Netc67Gtm02b97M2rVr2b17N9///ve5++67Afj617+urXVuQwqzIiIiItLvArZh/aFajtV1XBJYu3yBqwZVp9PqDaihuCNdwcDaG1Qz4yPJSoggIy6cCNf1fZxt7G5kr2cvezx72OPZc8m04bPhdax7LEWpRcxMmUl4aHi/vCfDWv3RYAX24MvQWR9szmQ5IGMGjFkKUx4KVmKHQGdnJ6+88grr1q2jsrISgKioKJqamvqOUZC9PSnMioiIiEi/auzw8Y2XS9lxojHYJfiioBoW6sB9tpIaGUpCVBhJ0S7S48LJjI8gKyGC9LgIQpw3X/Vr9bUGK6+9AfZU66kLwmt4SDgF7uCa17PhNSL08utnbzldzVD2JzjwYrA509ktcuKyIP8umPIwpE4Y0iGuWbOGX/ziF7S3twOQkZHBqlWruP/++4mKihrSscnQU5gVERERkX6zt6KZf3hhP562bqJcISwZl0JKbBgZcRFkuCMY5Y4kKdqFsx+C6uV09nRSWl/Kbs9udtfu5ljzMQImcEHDpkJ3IYUJhcxImcGstFlEhd5GoSjgh1NbgwG2/G3we4MhNjQScu+Cwo8EuwyHDN2+t4FAoG/Nq2VZtLe3M23aNFavXs2dd96JYxCnNsvwpjArIiIiIjfNGMPv3z/Ff2w8htdvU5ASzTdWjmdS5sBOTe2xezjYcJC9nr3sqt3FocZD+G0/ARMAE9wqZ3T8aAoTCpmePJ25GXOJcd2GHW4bjsGB3mnE7R6wA8HX06fA6LtgyiNXb+A0gGzbZuPGjfz+979n9uzZfP7znwfggQceYNq0aUyYMLQVYhmeFGZFRERE5Ka0dvfwv/94kM1H6wgEDCsmp/HVewuJjej/dYzGGE60nKCktoRdtbvYV7eP7kA3trExxmBZFjmxOYx1j2Va8jQWZC649bbKuR6BHnjt7+Dw6+emEcekBwPspE9C+tRgJ60h0tHRwcsvv8zTTz9NdXU1AM3NzTzxxBM4HA6ioqIUZOWKFGZFRERE5IYdqmnl6y/sp6qpk7AQJ0/clc9fzs3B4ei/gFTXWceu2l2U1Jaw27Obpu6mvvAKkB6dTmFCIZMTJ7MgcwEZ0Rn9du0RzRj48zfg8GvgcELuIihcCYX3QcjQNkzyeDysWbOGF198kc7OTgCys7NZtWoVK1eu1FRiuSYKsyIiIiJy3YwxPL+7iqfeOkJXT4DcxEj+YcV4inITbvrcnT2d7K3bS8mZYPW1oq3igqZNcWFxjE8cz/iE8SzKWkR+XD7WEFYXh60tPwhOLbacsOy7MOnjQz2iPqdOnWLNmjUAzJgxg+LiYhYuXKgQK9dFYVZERERErktpVQv/uv4oeyua8QcMd49P4e/vG0dCdNgNnS9gBzjafLQvvB5oOECP3UOgd11nmDOM8YnjGZcwjnnp85iaPJVQ59A1KBoRdv0WdvwiWJ298++GNMgGAgHWr19PeXk5X/jCFwAoKiris5/9LEuXLmXcuHFDNjYZ2RRmRUREROSanG7o5D82lrOhzIPfNkSFhfDYwhwevSMP53VOK/Z0eig5U9K39rXV13rButfc2FzGJ45nZspM5mXMI9oVPUB3dQsq+xO8873gXrHzvwwzPzckw2hra+Oll17imWee4cyZM1iWxUc/+lGys7OxLIsvfelLQzIuuXUozIqIiIjIh2oCMwyPAAAgAElEQVRo9/Jf757gpT1VeP02IU6LlVPSeXxhPtkJkdd0jm5/Nx/UfcDOMzspqS3hdOvpC6YOJ0QkMCFxApOTJrMocxGZMZkDeUu3rlPb4PWvgd0D0/8S5v/NoDd4qqys5Omnn+aPf/xj33rYUaNGsXr1apKTkwd1LHJrU5gVERERkcvq9PlZ8/5p1mw/RbvXjzGwsCCJxxbmXXXLnbNdh3ec2UFJbQn76/bjs33npg6HhDHBPYHxieO5I+MOJiZOJMSpj6Y3pfYAvPxF6OmEcSvhrv8Jg7wGtbW1lYceegifzwfA7NmzWb16NfPnz9d6WOl3+i+GiIiIiPQxxnCsrp0NZR5e2F1FQ7uPgG2Ylh3PZxfksrAg6YrNllq8Leyq3dVXfa3vqr+g6/Co2FFMSJzAzNSZLMhYoKnD/anpFDz/OHS3Qu5CuPefB6VjcU9PD5s3b+auu+7C4XAQGxvLfffdh23brFq1irFjxw74GOT2pTArIiIicpszxlB2po0NZR42lHmoaOwkYBuMgfzkKIrnjuL+qZmXrIv1234ONx5m55md7Dizg8ONhwmYwCVdhycnTWZx5mKyY7PVdXggdNTD849BhwfSJsPKp8B1bdO/b1RraysvvPACzzzzDHV1dfzwhz9k8eLFAPyv//W/9M9ZBoXCrIiIiMhtyLYNB6pbgwH2sIea5q6+ABsdHsLMHDcLxiTy0SkZhIU6+36vvqu+L7yWnCmhvae9r/rqdDgpcBcwIXEC89PnMz11Oi7n0O5nesur3AVvfwuaToA7F+7/N4i8+e2RruT06dOsXbuWV199le7ubgDy8/NxOs/9O6IgK4NFYVZERETkNhGwDR9UNvNObwW2rs3bF2DjIkMpynGzYEwSS8enEB0e3Pqmx+5hr2c/O87sYEfNDo63HL+gcVNyZDITEicwPXk6i7IWkRSZNJS3ePuoPwpbfgjH3gl2LY5Jg5U/gfjsAbvk9773PV544YW+5/PmzWP16tXMnTtXAVaGhMKsiIiIyC3MH7DZU9HM+kMeNh720NDhw+4NsAlRLopy3Swam8RdhSlEuIIfDT2dHt45tp0dZ3awx7OHjp6OvuprqDOUiYkTmZA4gYWZC5mUNAmHpcY+g6a1Brb9Kxx4CWwfOF0w8ZMw94vgHtWvl/L5fAQCASIiIgDIysrC5XKxYsUKVq9eTX5+fr9eT+R6WWcX5I8URUVFpqSkZKiHISIiIjJs9QRsdp5sZMMhD5uO1NHc1dMXYJNjwpiV62bx2GQWFybjCnHSY/dwoP4A22uCAfZEy4kLqq/p0elMTJzIjJQZLMxcSFx43BDf4W2oqxl2/Bx2/w78XYAFBctg3hchdUK/Xqq5uZnnn3+eZ599loceeohHH30UgM7OTrxeL263u1+vJ3Ixy7J2GWOKrnacKrMiIiIitwCvP8D2441sKPOw+Wgdbd1+ArYBA6lx4czKdXP3uBTmj04kNMRJfVc9b51+g+0129nt2X1B9TXMGcbEpIlMTJzI4qzFFCYUqvo6VHq6ggF2x8+huwVMAHIWwNy/gpz5/XqpEydOsG7dOl599dW+rXX27NnT9/PIyEgiIwe2sZTI9VCYFRERERmhunwB3jtez/pDHraW19PhC/QF2Cx3BEW5bu4en8KcvEQsy1DWWMZvD/2R92ve53jz8ctWX2emzmRR1iJiXDFDfHe3uUAP7H8O3v93aK8FOwBpU2DW41B4X7/uH3vw4EF+9rOfsW3btr7XFixYQHFxMbNmzeq364j0N4VZERERkRHEGMPu0808t6uSd8vr6PbZBEwwwOYkRlKUm8A9E1Ioykmg3d/GzjM7+f7O99l5ZictvpZL1r5OSprE4szFjEscp+rrcGDbcPg12PoTaD4VbO6UkA/TPw3TVoOz/z++Nzc3s23bNsLCwli5ciWrVq0iNze3368j0t8UZkVERERGAK8/wJ8P1PL0ztMcrW3H31uBzU+OYlZuAssmpjIlM46K9tO8X/MWaza+R2lDKQH73L6vSRFJTEqaxMzUmSzOWkx8ePwQ35X0MQZObIItP4K6st4OxenBAFv0KISG98tlGhsbee6552hqauJrX/saEOxK/NWvfpXly5cTF6f10DJyKMyKiIiIDGN1bV5e2F3JC7uraOz0EQgYYiNCWDIuhQdnZFKYGsm++n1sqf4zP9i/neqO6r7qq8NyMMY9hklJk1iYuZCpSVMJGYDKntykql3BEFu5MxhiIxNhysMw+wkIj+2XSxw7dow1a9bwxhtv4PP5cDgcfO5znyMlJQXLsnjooYf65Toig0n/NRMREREZZnx+myO1bfyhpIK3D3nw+gPYNoxKjGTZhFTumxrD4ZY9PHfqWUq2l9Dp7yRgBwCIckUxOWkyU5OnsmTUEtKj0of4buSKvG3wzj9B6fPBEBsWDRMfhLlfgOiUmz69bdu8//77rFmzhu3btwNgWRaLFi2iuLiY5OTkm76GyFBSmBUREREZZB1ePwdrWqlt7aauzYunzXvu+1YvTZ0+DGDbwS0Up4+KZ25hAFdMOTvOrOP5tw8RMOemD2dEZzAleQpz0+YyL2MeEaERQ3h3ck0qdsIbX4PmimAzp8mfDIZYd06/XaK+vp6vfOUr2LZNeHg4999/P4888gijRvXvfrQiQ0VhVkRERGQQtHX3sOVoPRvKPLx3rAGf38Y2BgME/+cch8MiPtLB6KwGklJOcqJjD2tO1/RNH3Y6nIxPHM+kpEksyV6irXNGEr8X3v0x7Po1BHzB5k53/U8YfddNn7q+vp433niD1atX43A4SElJ4eGHHyYpKYkHH3yQ2Nj+mbIsMlwozIqIiIgMkJbOHjYdrWPDoVp2nmzC5w8QsAEL8pKiSIsNxx3lIiEqlPS4cBJjDPWBUg637GK3p4QjPe0cqg2AgWhXNJOSJjEjZQZLRi0hJfLmp6HKIPMcgtf+DuoPBxs+Tf4ULP46RLpv6rRHjhxhzZo1vPnmm/j9fvLz85k/P7gH7d/+7d/2x8hFhiWFWREREZF+1NDuZdOROtaXedh9qomegI1tg2XBuLQYinISuG9yGoVpMViWxZmOM2yr3sbWqq3sO72PnkDPBXu/np0+PD9jvqYPj1QBP+z8Jbz3U+jpgpg0WPg/YOLHgv9i3ADbtnn33XdZs2YNu3btAoLrYe+66y6SkpL6c/Qiw5bCrIiIiMhN8rR1s7Gsjg1lHvZWNOO3gwHW4bCYkB7LrNxggB2TEoMxhiNNR/j1gefYVrWN4y3HsY2NbWwsy6LAXcCUpCncmXUnk5InafrwSGbbULMXNn0fqvcEmzyNvQ+WfANi027q1J///OfZvXs3AJGRkTzwwAM88sgjZGZm9sfIRUYEhVkRERGRG1DT0sWGMg8bDnnYX9WCbQy2DU6nxZTMeIpy3aycks6oxCh67B4+8HzAT3ZvZWvVVuq66vrWv4aFhDElcQpTk6eydNRSsmOzh/rW5GYYA2f2w+HX4fBr0FYDdgAi3DD/SzD908GGT9fJ4/EQGRlJdHQ0AHPnzqW6uppHHnmEj33sY32vi9xOLGPM1Y8aRoqKikxJSclQD0NERERuI7ZtONXYSWlVC6XVLeyvbKHc094XYEOcFlOz4pmV52bl5Awy3BF09HSwo2YHW6u3sr1mO+097X3b58SFxTE1eSpFaUXclXUXceFxQ3yHclOMCa6HPfwnOPwGtFSACQRfj0yE3Dtg3pchMf+6T33w4EHWrl3LW2+9xRe+8AU+85nPAOD1egkJCcHpdPb33YgMOcuydhljiq52nCqzIiIiIhdp7vRRWtVKaXULpVUtHKxppb3bHwyvBjAQFupgRpab2XluVkxJJy02gvquet6rfpuf7H+XPZ49+Gwftn3h9jkLMhYwL2MeLqdraG9Sbowx0NkIDeXnHqe2QtNJMHbwEeGGUfNgzDIYuwxCw6/rErZts2nTJtauXcuePXsAcDgc1NfX9x0TFhbWn3clMiIpzIqIiMhtrSdgc7S2vS+4lla1UNnUhTEEt87pncTmjgplTHI0+cnRTM2OZ06eG3dUGBVtFWysepl3d77LoYZz+79alsXouNFMTZnKnVl3Mjl5sta/jiTGQEddb2A9Bg1He7+WQ1czYAeP6W3WRVgs5MyD0Uuh8D5wRd7QZTdu3MhTTz1FVVUVAFFRUTz44IM8/PDDpKen99PNidwaFGZFRETktmGMobbV2zdduLSqhUM1bfgCvXu+9uaS0BCL/OQoxiRHMy49llm5bgpSYnA4rL4GTs8ff5WtVVs51XqKgAn07f86MWki05KnsTRnKXlxeUN7w3J1tg2tVcGQ2ngsGFgbjwefe9t7w+p5oRUgNBLiss49UifD2OUQdmPrVo0xWL1djR0OB1VVVWRkZLBq1SoeeOABIiNvLBiL3OoGNMxalnUv8BPACfzSGPPPF/18FPBbIL73mK8bY14byDGJiIjI7aPLF+BgTSsH+qqurdS3ey+YLgyQFhfOmJRo8pOimJnrZlp2PDHhoX3n8dt+9tV/wJaqLbxb9S6eTk9fA6eIkAhmJM9gRsoMluYs1f6vw1WgJzgVuOHYeaH1GDSeAH93sMp6ttp6lisK4rIhLhPiRkFyIaRNgcQx4Lz5j9GlpaWsXbsWl8vFt7/9bQDuuOMOfvzjHzN//nwcN9AoSuR2MmANoCzLcgJHgHuASmAnsMoYc/C8Y34O7DHG/KdlWROA14wxuR92XjWAEhERub29d6yBkpONH3pMu9fPgepWjtW147cNtn1uunBkmJPRydGMTo5iUmYcs/MSyIyP6KuMneUL+NhVu4stVVt4r/o9mr3NfQE2LiyOqSlTmZM2h7uy7yLapU6yw1LTKXj3qWBzppaK4NY4fVODz/sMHOEOVlhjeyutKeMgbTLE50E/N1gKBAJs3LiRNWvWsG/fPiC4/vWNN94gJiamX68lMlINhwZQs4FyY8zx3gE9DTwAHDzvGAPE9n4fB1QP4HhERERkBGvq8PGDPx/mrYO1+G1zQRa5EocDst2RjE6OpiA1mtm5CUzMjMUVcvmA0tnTyY4zO9hcuZntNdvp9Hf2dSBOikxiesp0FmQsYEHGAsJC1IBnWGv3wB8+29tZ2AYsiE45NzU4PgeSe0NrbAZc9MeM/tbZ2clLL73EunXrqKmpASAmJqZvPayCrMj1G8gwmwlUnPe8Ephz0THfBv5sWdaXgShg6QCOR0REREYgYwxvHazlB38+TGOHjxCHgxWTUokJv/LHmFCngwnpsczKSyAx+sNDZ5uvjW3V29hSuYWS2hK8AW9fgM2KyWJayjQWZS5iZupMQp2hH3ouGSa6W+H5R4NBNnE0LP57yJgarMAOkcbGRp566imMMWRnZ7Nq1SpWrlyp9bAiN2Egw+zl/rx18d9QVwG/Mcb80LKsecDvLMuaZMz5K+zBsqwngCcARo0aNSCDFRERkeGnrs3LP79expajdfgDhvEZsXzl7gJm5SXc1HkbuxvZWrWVLZVb2FO3h55AD3bvx4/8+HympUxjSdYSJiVPUgfikcbvg5e/CJ4yiE6Flf8KKYWDOgRjDPv37+ftt9/mySefxLIssrKyePzxxxk3bhx33HGH1sOK9IOBDLOVQPZ5z7O4dBrxo8C9AMaY9yzLCgeSAM/5Bxljfg78HIJrZgdqwCIiIjI8GGP44wfV/GT9UVq7eggLcfKXc7N5fFEe4aE39vGlvqueLZVb2Fy5mX31+wjY57bQGesey7SUadyTcw8F8QWXrJ+VEcK24fW/g4r3ITwWPvKjQQ2yfr+fDRs2sGbNGg4cOAAEGzrNnj0bgCeeeGLQxiJyOxjIMLsTKLAsKw+oAh4BVl90zGngbuA3lmWNB8KBugEck4iIiAxzVc1dfO+1Q+w40UggYJiaHcd/XzaWyZnx132uMx1n2Fy5mc2VmznYcBDb2NjGxulwMj5xPDNSZrAsZxk5cTkDcCcyqIyBd74Lh18HZxgs+0cYdfEKt4HR1tbGiy++yDPPPENtbS0AsbGxfPKTn2T06NGDMgaR29GAhVljjN+yrC8BbxLcdudXxpgDlmV9BygxxvwR+FvgF5ZlPUlwCvJnzUC1VxYREZFhra27h99uO8nTOyvo8gWIDAvhL+8YxWcX5F6xYdPlVLZVsqlyE1sqt3Ck6UhfgA1xhDA5eTIzUmawPHc5GdEZA3g3Muh2/AL2/C74/eKvQuF9g3JZ27b5i7/4C6qqqgDIycmhuLiYFStWEB4ePihjELldDeg+s717xr520WvfPO/7g8CCgRyDiIiIDG8+v80fdlXw660nae70YdswJz+BJ5cWMDYt9uonAE63nmZT5SY2VW7iePNxAiaAMQaX08XU5KnMTJ3Jstxl2gP2VlX6PGz5IdgBuONJmPHpAbuUMYY9e/YwduxYoqOjcTgcfOQjH2Hv3r0UFxczb948rYcVGSQDGmZFRERErsS2DX8+eIb/3HSc6uYuAgFDYVoMn56fw/IJaTgcH75u9WTLSTZVbmJz5WZOtJzoC7DhIeFMT5rOrLRZLMtdRkL4zTWLkmHu+Cb48zfA7oGiR2HeFwfkMj09Pbz11lusXbuWsrIynnzySYqLiwF47LHHFGBFhoDCrIiIiAy67ccb+Ok75ZSdaSMQMGS6I3ioKJuHZ2VdcUqxMYYTrSfYXLGZjZUbOd16ui/ARoREUJRSxKzUWSzLWUZceNwg35EMiard8Mpfg78bJj4Ii7/W7/vFtra28vzzz/Pss89SVxds7eJ2uwkNPbdNk4KsyNBQmBUREZEB0eH142nz4mntxtPmpba1m7o2L8fq2tlX2YLfNsRHhvLJGVl8Zn4uUWGX/1hyouUEmyo2XRJgI0MjmZo8lbnpc1mas5QYV8wg36EMqX3PwvrvQE8n5N8Jy74Lzv79aLtu3Tp++tOf4vV6AcjPz6e4uJj77rsPl8vVr9cSkeunMCsiIiIXsG1DQ4ePujYvnrbuCwKpp9VLc5ePD2vXGLANjR0+2r1+DMGKqjG9m833/l6Ey8mD09N5bGEeyTGXNsn5sAA7LWUac9PmcnfO3QqwtyO/Nxhi9/8BbD+MXQ7LvgehN99syRhDd3c3ERERAKSmpuL1epk3bx7FxcXMmTNH2zaJDCMKsyIiIgLA0do2/mPjMbYfb8Bvnw2glwbRaxUaYpEY6SIhyoU7yoU70kVitIuMuAjmjk5gVELUBcefbj3NOxXvsLFiI6daT10SYOelz2PJqCUKsLez1mr445fhzD6wHDDvSzD/r2+6Iuvz+XjzzTdZt24dhYWFfOtb3wLgzjvv5NlnnyU/P78/Ri8i/UxhVkRE5DZX09LF/9l0nNdLa/AHguE1OjyEhCgXCZEu3FGhuCNdJMeEkRkfQWpcOK4PWSNoWZAUE0ZqTBhO54evJaxsq+SdinfYVLGJ4y3nuhBHhEYwO2U2c9PncvcoVWAFOLUNXn0SOhsgMgmWfAPGf+SmTtnU1NS3HraxsREIrpH1+Xy4XC4cDoeCrMgwpjArIiJym2rp6uE3W0/ybEkF3f4ADsvingmpPHpHHgWpAxceq9ur2VixkXcq3uFY87FLmjjNS5+nNbByjjHBPWTffQoCXsiYDvd+H5LG3PApa2pq+NWvfsWf/vQnfD4fAAUFBaxevZrly5drPazICKEwKyIicpvx+gM8u7OCX287SWtXD7YNc0cn8t/uyKUoZ2C2sfF0ethYsZENFRs40njkgm10ZibPZE76HJblLCM27Nr2lZXbhLcN3vg6HH0ruD528qeCFdmw6Js6rc/n48UXXwTgjjvuoLi4mKKiIq2HFRlhFGZFRERuEwHb8EbpGf7P5mPUNHcTsA3jM2L5zLwc7pmQ2u8f5Ou76tlcuZl3Tr/DgYYD2MbGNjZhzjCmp0xnTvoclucs1zY6cqnuVtj3DOz6LbTXQkgYLPq74D6y17kNjs/n4/XXX6ekpITvfOc7WJZFTk4OX/3qV5kzZw45OTkDdBMiMtAUZkVERG5xxhjeO97ATzeUc9TTTiBgyE6I4OFZ2XxqZhahV9jX9Ua0eFuCAbbiHT7wfEDABLCNTagzlOnJ05mdNpvlectJCB+YCrCMcO2eYID9YF2wKmsCkJAPd38L8hZe16kaGxt57rnn+MMf/kBTUxMADz74IDNmzADgoYce6vfhi8jgUpgVERG5hR2qaeWnG8rZebIRv21IiHTxiZlZfHpezhX3db1eHT0dvFv1LhtOb2BX7S78th/b2DgdTiYlTWJW2izuy7uPlMiUfrme3IIaj8PO/4KDL4O/G4wNqZNg0idgyiMQGnbNpyovL2ft2rW8/vrr9PT0AFBYWEhxcTGTJ08eqDsQkSGgMCsiInILqmru4j83lvPnA7UEbEN4qJNPzMjgsYV5JEZfezC4Em/Ay/vV77OhYgPvV7+PN+DFNjaWZTE+YXxfgM2IzuiHu5Fb1pn9sP1nUL4+uCbWGBg1B6auhsL7wHF9swZ8Ph9PPPEEra2tWJbF4sWLKS4uZvr06VoPK3ILUpgVERG5hTR3+vjVuyd4fncV3f4ATsvi3klpPL4wj9ykm2ua02P3sLt2N+tPr2dr1VY6/Z0E7AAABe4CitKKuC/3PnLjcvvhTuSW1tkIW34I+58LhliHE0bfDTM+DTnzg/s7XYPu7m5ee+017r33XiIjI3G5XBQXF9PQ0MCqVavIzs4e4BsRkaGkMCsiInILqGjs5A8lFbyyr4a27h5sAwtGJ/LYwnymZsff8HltY3Og/gDrT69nY8VGWnwtfQE2JzaHorQilucspzChUJUvuTrbhtLnYPMPoKspGFon3A+zHoPUidd8mvr6ep599lmef/55Wlpa8Pv9fWtgH3300YEavYgMMwqzIiIiI5QxhpJTTazbcZqt5fX4bYOxYXJWHJ+Zn8NdhSk3FDCNMRxvOc7bp95mQ8UGPJ0ebGNjjCEtKo2itCKW5SxjSvIUHNb1dZaV21jtQXj721CzN1iNTZsCdzwJ+Yuv+RRHjhxhzZo1vPnmm/j9fgAmTJhAZmbmAA1aRIYzhVkREZERprsnwJsHzvD0jgqO1bXjtw1Oh8WC0Uk8OD2TxWOTcTiuP8RWt1ez4fQG1p9ez8nWk30B1h3upiitiCXZS5idNptQZ+gA3JXcsrpbYetPYO9aCPggIh5mfg5mPX5djZ3+5V/+hWeeeQYAh8PBkiVLKC4uZsqUKZoVIHKbUpgVEREZIdq9fn733ile2F1Jc2cPAdsQFxnKknEpPDIrm4LUmOs+Z1N3ExsrNrL+9HoONhwkYP5/9u47OqrrWvz4986oIwlJSEK90zEdIaqx6AibZoolk2I78Ut+cfLS45dipzhO8lKdxHkpjuPEEmBM7x2MwZheJZp6QxXUpZm59/z+uFgGmyJAgxDsz1peQqN7z91nLVnSnnPO3jpKKbq4dmFo96GMjRjL+IjxuLvcfdEo8ZBRCs6sg12/MFvuoKB3Coz9FvhH3fL2pqYmmpub8ff3B2DAgAGsXbuWWbNmsXDhQsLCpLiYEA87SWaFEEKITuBCeR3fXX6SgqoGdANiAr2Y3DeEhYmR+Hm53dZYjfZG9pbsZXvBdg5dPNTaSsfN6sbg4MGMDBvJlJgp+LjdfnIsBGCejd31Khx5y9xSHNgLxvw39Jh8y+JO5eXlLF26lJUrVzJhwgS+//3vAzBhwgRGjx6Nt/fdFTITQjw4JJkVQggh7nNrj5fwy01naLLphPt78tzYWKb1C8HVpe1tS+yGnUMXD7VWIm7Wm9ENHYtmoW+3viSGJpISm0KQV5ATZyIeCg4bbPwOnN1gfp74PIx6Ady8bnpbZmYmGRkZbN26FV03i4wVFRVhGAYWiwUXFxdJZIUQ15BkVgghhLhPNdt1frXpLOtOlODQFWN6BPL9lD509/Vo0/1KKTKrM9mev52dhTu53HK5tRJxvF88w0OGMz12urTSEe2nuRbWfAUKPgCrGzz6HRjy2ZvekpWVxW9+8xuOHTsGmOdhJ0+eTGpqKv37978XUQshOilJZoUQQoj7UEFVI99bcYLzZfVoGjw3NpYvjovDxXrr6sGFdYVsz9/OtoJtFNcXX1OJeEToCCZHT6Z/YH8pmiPaV305LH8Wys+Ahy9M/hn0mnbdS5VSrd9/bm5uHDt2DG9vb2bPns2CBQsICQm5l5ELITopSWaFEEKI+8zWzDJeWZ9JXbODYB93vjWlFxP6dL/pPR8VctqSv4Wz1WdbCzl1de/K8JDhJEcmMyJ0hFQiFs5RlQ3Ln4OaQvAJgem/gagRn7rs4sWLLF26lOzsbF577TUA4uPj+dWvfkVSUhJeXjffiiyEEFeTZFYIIYS4D9gcBhX1LSz+sIB3DhXi0BXDYwP4YUofIgKu/wd+i97CvuJ9bM3fyoGLB1oLObm7uDMseBhjw8cyIWoCXq6SIAgnKjkKK56Hpiro1gNm/AGCe11zyalTp0hPT2f79u0YhgHA+fPn6dGjBwDJycn3PGwhROcnyawQQghxj+RVNpBZWkt5bTPldS2U1bZQXtdMRV0L1Q02FB9vv1yUFM2XH4vH3fXaIk+GMjhecZwteVvYU7yHBnsDuqGjaRr9uvUjKTSJGfEzCPAI6JhJiodL9g5Y+99gq4fwYfD4H8A3FABd19m1axfp6emcOHECAKvVytSpU0lNTW1NZIUQ4k5JMiuEEEI4iVKK7Ip6dpwpZ3tWObmVDRhKYShAXXutpoGflyshvh6kjogmZUDoNV/Pr81na/5WtuZvpbyxvLWQU5RvFCNCRzA9djrxfvH3aGbigaaUWcDp8FuQv49PfbNeTbeDYYeECTD91+DRtfVLLS0t/OQnP6GhoQFfX9/W87DBwcHOn4MQ4qEgyawQQgjRjpRSnLlYx44z5ew4U05hdSO6oVAKPN2s9A/zJcjHnYAuboR09SDcz4uIAE/Cunrg6bPHBE8AACAASURBVHbtr+XLzZfZWbiTzfmbOVd9rvUcrL+HPyNCRzApehJDuw/Fot26KJQQt2Rvhqy1Zm/YynNg6Nw0kQWwuMCABTDhZUoqqli+/N988YtfxN3dHS8vL55//nlcXV2ZMWMGnp6e92QaQoiHhySzQgghRDsoq23m3cNFbMkso/RyU2sC6+3hwtBof0bHd2NyvxB8PW9egMmm2/ig5AO25G/hwMUD2HV76znYxO6JjIsYx4TICbi7uN+jmYkHXl0ZHEuHE0uhqdpMYj39oedUGPw0+Mfd8FYFnMg8Q/r3f8iuXbswDIPw8HDmzJkDQGpq6j2ahBDiYSTJrBBCCHGHlFKcLK5h8YFCdp0tx64bGAZ09XJlWLQ/oxMCmdgnGG+PmyewH/WD3Zy3mZ0FO6m317eeg+3brS8jQ0fKOVjRvnQ7FB+Gk8vg7CbQW0AZ0C0ees8we8N6+t3wdofDwfbt20lPTyczMxMAFxcXpk6dyoABA+7VLIQQDzlJZoUQQojbZNcNtmWWseRgIVmlteiGWbRpeEwA0/qHMqlv8Ke2DF9PRWMFW/K3sDlvM4V1ha39YCN8IkgKTWJ67HQS/BPuwYzEQ6G+HHLfg9zd5lnYljpzFVYDIpOg/5NmIuty6/ZN3/zmN9m7dy8Avr6+PPnkk8ybN4+goCAnT0IIIT4myawQQgjRRtUNNlYcKWL5kWIq61vQdUUXDxce6xXEwuGR9A3ressxmh3NvF/8PpvzNnOk7Ai60jGUgY+bT+s52MSQRKwW6y3HEuKmDB0unoCc3ZCzC8qzzNVXZRYPo2sERAyHgakQPsSsQnYDBQUFeHh4tBZvmjx5MsXFxaSmpjJ9+nQ8PDzuwYSEEOJamlK3ONh/nxk2bJg6dOhQR4chhBDiIVLXbOffH+Sz+EABzXYdw4Bwf08m9+3OU4mRBPrc/A95pRSnq06zKXcTu4p2tbbTsVqsDAwayJjwMUyNmYq3m/c9mpF4oDVUmudfjy82V2OVblYotrpByAAIHww9pkLoQLDcuHiYUoojR46Qnp7Onj17mDdvHt/5zncAWnvFWm5yvxBC3ClN0w4rpYbd6jpZmRVCCCFuwOYwWH6kiDfez+Vyow3DgEGRfqQMCGXGgNBP9YD9pMqmSjbnbf7UNuKYrjEkhSbxeNzjRPpG3qPZiAfexVNw9D9wZj04Wswk1ru7ueoaPRp6TIEu3W45jN1uZ+vWraSnp3P27FkAXF2v3XosSawQ4n4gyawQQgjxCYah2JJZxl92Z1NyuQldV/QK8WFRUhRT+4disdx4O6ZNt7G3eC8b8zZyuOwwumFuI+7q3pURoSOYEjNF2umI9qPb4fxWOPJvKDkKhsN8PWIY9J0F/eeCi1ubh9uzZw+vvPIKlZWVAPj7+7eehw0IkAJkQoj7iySzQgghxFUO5lXz2vbznLlYh64rwv09mTc0goWJkbi5XH8lVinF+cvn2ZS7iW0F26iz1bVuIx4UPEi2EYv211AFJ98xW+rUl5tJrKsX9JoGg1LNs7A3OQN7NZvNhpubmfAGBwdTWVlJXFwcaWlpTJs2rfVrQghxv5FkVgghxEPNoRtkVzRwsriGXWfLOZBbjcNQ+Hm6MndIBJ8dFYO3x/V/Xda01LC9YDsbcjeQfTm7dRtxpG8ko8JGMSNuBtG+0fd4RuKBVnoCjr4NZzd8vJXYNxx6T4fBn4WuYW0aRinFwYMHycjIoLGxkb/97W8A9OrVizfffJP+/fujtTEZFkKIjiLJrBBCiIdKeV0zp4trOVVcw8niGrIu1tJsNzCUQhng6WZl1qBQnhsXS/B1Cjvphs6R8iNsyN3A3uK92HQbhjLo4tqFxNBEJkdNJiksSaoRi/bjsMG5jWYSW3ri463E4UOh7xPQfx64urdpKJvNxubNm8nIyOD8+fMAuLm5UVZWRvfu3QF45JFHnDINIYRob5LMCiGEeGA123XOXKzjZHENmSVm8lpe24KhFIYCrhT0D/Z1JyHIm/ggb54YHEZ80Ke3A5fWl7IxbyObcjdR0VSBbuhomkbfbn0ZFTaKJ+KeoKvHrVvzCNFmdRfNisQn3oHGKjOJdesCCdNh4FO3tZW4oaGBxYsX884771BdXQ1At27dmD9/PnPnzsXPz8+ZMxFCCKeQZFYIIcQDQSlFYXUTJ4trOH0lcb1QXo/DUBiG4qNOdJ5uVuKCupAQ5E2fMF+SYrsRGeB53S2VNt3G+8XvsyF3Q2tPWKUUgZ6BjAwbyYy4GfQO6C3bMUX7MHQoOwW5eyDvfSg9Dobd7A3rF31lK/FnwKf77Q9tGLz11ls0NTXRs2dPUlNTmTx5spyHFUJ0apLMCiGE6JRqm+2t24VPldRwuqSW2ib7NauumgYR/p7EB3mTEOzNsOgABkZ2vWVLnZyaHDbkbGBr/lZqbbXoho6LxYXhIcN5LPIxJkZNxN2lbds6hbip+grIu5K85u+Fpktm8qoM0KwQlQR9Z0Ofx9tclVgpxYcffsiaNWt4+eWXcXNzw8fHh29+85tEREQwdOhQeQNGCPFAkGRWCCFEp1B8uYn92VWcKqnhVHEN+VWNKIV51vXKqquvpwsJwd4kBHnzSERXhscGXPfc6/U02hvZWbiTDbkbyKrKal2FjfCJYHT4aGbFzyLcJ9yJMxQPDKXgyFuQs/vm1zVWQsW5K8mrbr7WJRjCBkFEIvScAl3b/j1ns9nYsGEDGRkZ5OTkAJCUlMQTTzwBwKxZs+5oOkIIcb+SZFYIIcR9TSnFqmPF/HrzOVocOoZhvu5i1YgN7EJ8UBd6hfgyPNafXt19cLG2vX+rUoqzl86yPmc9Owp20OBowDAMPFw8GBUyisnRkxkVPgoXi/y6FG1kb4JN34OzGz8u1HQzVjcIGQhhgyFholnUyXp732/V1dUsW7aMd999l0uXLgEQFBTE/PnzefTRR+9kFkII0SnIb2chhBD3rSabzi82ZrHx1EUcumJQlB+PhHVlUFRXhsUE4OPhekfj1tvq2VawjfU567lw+UJrS504vzjGho9lZvxMAr0C23k24oFXWwqrvgTlp80kNfGL0C3hxte7uEPkCPAKuKvHfu1rXyMrKwuA3r17k5aWxsSJE3F1vbP/P4QQorOQZFYIIcR9Kbeyge8tP0FORQNWi8YXx8Xy3NjY21p5vZpSisyqTNblrGNn4U6aHc2tLXVGhI5gWuw0hocMx6Ld2fjiIVdyFFZ/BerLwDsYJv4Uekxo98cYhsEHH3xAfHw8ISEhAMybN4/du3eTlpbG4MGD5TysEOKhoamPDhp1EsOGDVOHDh3q6DCEEEI40aZTF3l1Yxb1zQ5CunrwnSm9eLRX8B2NVWerY1v+NtblrCOnJqd1FbZXQC/GhI9hVvwsaakj7s6pFbD1R2BvhJBHYPqvIbBHuz6iubm59TxsXl4eqampfOMb32jXZwghxP1C07TDSqlht7pOVmaFEELcN1ocOr/deo6VR4px6Iqk+G78MKUPoX6etzWOUorM6kzWZV+7Cuvj5sPIsJGkxKYwKHiQrGCJu2PosOc3cPANs4VOz2kw+Wfg5d9uj6ioqGDZsmUsX76cmpoaAIKDg4mIiGi3ZwghRGclyawQQoj7QtGlRl5ccZIzpXWgwWdHxfCl8XG4udy8jc7V6m31bM3fyvqc9WTXZF+zCjsuYhwz42fi6+7rxFmIh0ZzLWz4FuTsMqsXJz4PY79528Wbbubdd9/l17/+NQ6HWUiqb9++PP300yQnJ+PiIn/CCSGE/CQUQgjRoZrtOksPFvLWvjxqmuwEervzjck9mdIvpE33K6XIqs5ibfZaWYUV90bpCdjwbajOATcvGPttGPL0XQ9rGAaXL18mIMAsCNWnTx8MwyA5OZm0tDQGDBgg38dCCHEVSWaFEEJ0CN1QbDhZyv/tzqa8tgXdUAyN8ecHKX2I7tbllvc32hvZVrCNNdlryL587Srs2IixzIqfJauwon3pdvjgz3Dgb+BoAb9ImPJziB51V8M2Njaybt06Fi9eTGhoKK+//joA/fr1Y926dQQH39l5cSGEeNBJMiuEEOKeUkqx90IVf955gQsV9ei6IqqbF08lRjJ3SMQtqxWfu3SOddnr2FawjUZ7Y2tF4lHho0iJTWFwsFRzFU5QcdZcja04Y56V7fM4PPYieHe/4yHLyspYunQpK1eupK6uDgBd16mrq8PHxwdAElkhhLgJSWaFEELcM6dLavjTjgsczr+EQ1d083bjyaERLEqKxsv9xr+SmhxN7CrcxZrsNZytPouudJRSJPgnMDZ8LHMS5khFYuEcugMOvQH7/gj2JrPtzuivwYAFcIdvmpSVlfHaa6+xdetWDMMAYMCAAaSlpTF+/His1rafExdCiIeZJLNCCCGcrrC6kb/szmZbZhkOQ+HlZuXJoWF8YWwc/l3cbnhfXk0ea7LXsDV/K/X2enRDx9PFk7FhY5kWM43E0ETpCyucpzoHNn4PSo+B4YCeU+CxH0DX8Lsa1sPDg127dgEwefJkUlNT6d+/fzsELIQQDxdJZoUQQjhNdYONN97PYeWRYlocBlaLxvRHQvniuDiiAryue49dt/Ne8XuszV7LiYoTrauwsV1jGRMxhtnxswn0CrzHMxEPBcOAhgqoKYSiQ7D/z2bvWM8AGPn/YPBnwHJ7b540NjayevVqduzYweuvv46rqytdu3blpz/9KX379iUkpG2FzoQQQnyaJLNCCCHaXZNNJ+NAAW/vz6eu2Y6hYExCIM+NjWVAhN917ymtL2Vtzlo25m7kcstldEPHzepGUlgSU2OmMjpsNFaLbL8Ud8neDLXFcLnATFovF171scAs7IQy2+0oA+Ieg+QfQkDMbT2mtLS09TxsQ0MDALt372bixIkAJCcnt/PEhBDi4SPJrBBCiHbj0A3Wnijh7+/lUlFnVigeENmVz42K4dGeQZ8qzKQbOh9e/JC12Ws5UHoAh3KglCLMO4xxEeOYnTCbUO/QDpqN6LTsTVCe+XGiWlP0cbJaX0Frsopx5eNV3H3AJwS8QyBmLAz7PNzGmygnT54kPT2dHTt2tJ6HHTJkCKmpqYwbN6795iiEEEKSWSGEEHdPKcXucxW8vjOb3KoGdF0RE9iF1BGRzB4cgdVybRJ7qfkSG3I3sC57HRcbL6IbOlaLleEhw5kUPYnkyGRcra4dNBvR6egOKDsJ+R9AwQdQchR0m7myqhRwVcKqWcE7CLoEX0lau4N/DHRLgG49wKf7HRd2MgyDl156iYKCAqxWK9OmTSM1NZU+ffq0yzSFEEJcS5JZIYQQd6Wu2c5P1may+1wFDl0R5OPOvGERpI2IwtPt418zSilOVZ5idfZq3it6D5tuw1AGgZ6BjI0Yy+yE2cR0jem4iYjOQymoyjYT1/x9UHQAWuquJK8GoIF/FPiGmyusvmFmwhrYEwLiwO3657VvV319PatWrWLSpEl0794di8XCs88+S25uLvPnz5e2OkII4WSSzAohhLhjWaW1vLjiJEWXGnF3sbJweDjPjInFz+vjCsWN9ka2F2xn9YXVZNdkoxs6mqbRP7A/yVHJpMSm4OHi0YGzEJ2GUpCzE97/vdnvtTV5BXxCIeQRCB8CCZMgINZpYRQXF7NkyRJWr15NY2Mj1dXVfPWrXwUgJSXFac8VQghxLUlmhRBC3DalFCuOFPPbredosutEB3jxP9P7MDw2oPWawtpCVmWvYkveFursdRiGgY+bD6PDR/N43OP0D+z/qTO0QtxQwYfw/m/NLcSGA9x9IXQghA6A+IlmInublYZvh1KK48ePk5GRwa5du1rPww4bNozExESnPVcIIcSNtSmZ1TTNDYhSSl1wcjxCCCHuc402B69uOMPm0xdx6IrHegfzP9N7083bHd3Q2V+6n1UXVnG47HBrW504vzjGR45nTsIcfN19O3oKojMpPQHv/87cTmzYzSS2/1wY8V/m2dd75I9//CP//ve/AXBxcWHatGmkpaXRs2fPexaDEEKIa90ymdU0LQX4LeAGxGqaNgh4SSk129nBCSGEuL/kVNTzvRUnya2ox8Vq4bkxsTw7No56ey0ZWctZm722taCTq9WVkaEjSYlNYVTYKGmrI25P5XnY+3s4v81ciXX1hEfmQtKXoWuE0x9fW1tLbW0tERHms8aNG8fq1at58sknmTdvHoGB0utYCCE6mqY+WZL+kxdo2mFgArBTKTX4ymsnlVKP3IP4PmXYsGHq0KFDHfFoIYR4qG08WcqrG8/Q0OIgtKsH353Wm+Bu1ay6sIodBTto0VvMgk5egTwa8ShzEuYQ6RvZ0WGLzuZyAez7E2StMVdiLa7QazqM/Ap0i3P64wsKCliyZAlr1qxhyJAhvPbaa4C5zdhms+Hu7u70GIQQ4mGnadphpdSwW13Xlm3GdqXU5U+ca7p5BiyEEKLTabbrVNS1UFbbTHldC+Uffaxr4WJNM+fK6nDoiqT4rkwYUs3Sgh+TeTSzdStxv8B+TIyaSEqcFHQSd6CuDPa/DiffBb0FNAv0mGpuJw517vvnSimOHDlCeno6e/bs4aM3+nVdx2az4ebmhqZpksgKIcR9pi3JbJamafMBi6ZpscDXgP3ODUsIIcS9cqq4hl9uOsPZi3UozD/szY9c89al1bWeof2yKbN8wJ9OVqMbOp4unowLG8fM+JkMCh4kBZ3E7WushgN/g2PpYG8CFMQ+ConPQ9QIpz/+3LlzvPzyy5w7dw4AV1fX1v6wCQkJTn++EEKIO9eWZPYrwI8AA1gBbAZebMvgmqZNBf4AWIF/KKV+cZ1r5gMvY/7JdFwpldqmyIUQQtyVZrvOX3fnsPhAATbdwGrRCPByw7+LK/5ebgR0ccPfyxXNo5gLTTs4W/sh51scGMog1DuU8ZHjmdtjLsFe0ktT3IHmWjj8Jhz+F7TUg9IhaiQkPgex48GJb4wYhoHlSuXjwMBA8vLy8Pf3Z968eTz55JMEBATcYgQhhBD3g7acmZ2jlFpxq9euc58VOAdMAoqAg8BTSqnMq67pAbwDJCulLmmaFqyUKr/ZuHJmVggh7t7h/Eu8sj6TwuomDKWY2j+Er07oQXdfc3uwXbezs3AnKy+s5Ez1GXSlo6ExMGggk6ImMSV2Cm5Wt1s8RYjr0B1mEnvgb9B02Uxiw4bA8GehxxSnttfJy8sjIyODI0eOsHTpUqxWsyjZ0aNH6devH25u8j0thBD3g/Y8M/sDzBXZq33/Oq99UiJwQSmVcyWgJcBMIPOqa74A/FkpdQngVomsEEKIu1Pf4uDPOy+w/HARDkMR7ufJl8bHM61/CJqmUdlUybrsdazJWcOl5kvoho6XqxdjwscwM36m9IYVd6e+HNZ9HYoOmhWKg/vB0M9Bv1ngpGrXSikOHjxIeno6e/fubX392LFjDB06FIDBgwc75dlCCCGc64bJrKZpU4CpQLimab+96ku+mFuObyUcKLzq8yLgk4dfel551l7MrcgvK6U2tWFsIYQQt2lfdiWvbjhDaU0ToDFrUBgvTOiBv5cbp6tOs/L8SnYX7cau2zGUQZh3GMlRycztMZdunt06OnzR2RUeNBPZ+ovg0RVG/j8YtAhcXJ3yOF3XWb9+PRkZGVy4cAEANzc3ZsyYwVNPPUVsbKxTniuEEOLeudnKbDlwCmgGTl/1eh3wvTaMfb237j+5p9kF6AGMByKAPZqm9VdKXb5mIE37IvBFgKioqDY8WgghxEcaWhz8estZ1p8oxaErYgK78JXkeMb2DOC9ovdYfm45Z6rP4FAONDQGBQ1iSswUJkZPlK3E4u4pBQf/Ae//DhzN0L0fTHkVQvo79bGapvGPf/yDkpISunXrxoIFC5gzZw5+fn5Ofa4QQoh754bJrFLqKHBU07R0pVTzHYxdBFzdYDACKLnONfuVUnYgV9O0s5jJ7cFPxPI34G9gnpm9g1iEEOKhdKG8ju8tP0leVQMWTWP+8EgWjQxkV+lmUtevorKp0qxK7OpJcngysxJm0a9bP9lKLNpHcy1sehEubDW3FfedBRNfMldm21lOTg6LFy/m+eefJzAwEIvFwgsvvIDNZmPSpElyHlYIIR5AbTkzG65p2itAX6C1caBSquct7jsI9LjSzqcYWAh8slLxKuAp4F+apgVibjvOaWPsQgghbmLt8RJ+tfkMjS064X6efGacJ3m2dTy7fRvNjmYMZRDSJYTHoh5jXo95BHoFdnTI4kFSfgbWvACX8sDFHcZ9C4Y9164FnpRS7N+/n/T0dPbvN7sGBgQE8KUvfQmASZMmtduzhBBC3H/aksz+C/gZ8GtgGvB52nBmVinl0DTtK5itfKzAP5VSpzVN+wlwSCm15srXJmualgnowLeVUlV3NBMhhBCA2XLnfzefZe3xEuy6Tr/4Cvy6H+b1s8fRlY5Sin6B/ZgcM5mUmBTcXGTFSrSzU8th28tgawT/aJj8U4ge3W7Dt7S0sHHjRjIyMsjJMd8D9/Dw4PHHHyclJaXdniOEEOL+1pbWPIeVUkM1TTuplHrkymt7lFJj70mEnyCteYQQ4sYKqxv57vITnCuvxvA6TreQozisFeiGjqvVlVFho3gi/gmGdR8mW4lF+7M3w46fwsll5rbi+Akw5Wfg3b1dH/ODH/yATZvMepFBQUGt52F9fX3b9TlCCCE6Rnu25mnRzL94sjVN+y/MLcPBdxugEEKI9rU9q4yfbPiQGus+tNDDeHrYaNEUfm5+PBZpbiWO8I3o6DDFg+pSvrmtuCILNAskfRlG/zdY2/Knxs2dP38eq9VKXFwcADNnziQ/P5/U1FQmTpyIq6tzKiILIYS4v7VlZXYEZm9Yf+AVoCvwS6XU3pve6CSyMiuEEB8zDEVuVQP/PPAB63NXoXuexNVq4OmuEdc1honRE5nTYw4+bj4dHap4kJ3bAptfhOYa8A6G5B9Cr2l3NaRhGOzbt4+MjAwOHDjAuHHj+O1vzU6BH/3tIrsLhBDiwdRuK7NKqQ+v/LMOWHRlcHlrXwghOsClBhunSmo4VVzLyeJLnKg8TL3bHnT3XPAED1cLI8IG83j8DJKjknG1yoqVcCLdDnt+A4feBMMOUUkw+ecQEHPHQzY3N7f2h83PzwfA09OT8PBwDMPAYrFIEiuEEAK4RTKradpwIBx4XylVqWlaP+C7QDJmqx0hhBBOdqq4hncOFXKyuIbiS00Yyo7D8ziG9wco70o0DdwsbgzsNoKvJi5kYPBA+WNfOF/dRVj731ByxOwlO/TzMO7b4Opx63tv4MMPP+TFF1+ktrYWgO7du7Nw4UJmzZqFj4/sLhBCCHGtGyazmqa9CswFjgM/0DRtJfA14JfAf92b8IQQ4uHVbNf5y65slhwswK4rlFaPxfcwms8hXKwNWDRFgKc/k2MmsKDXfMJ9wjs6ZPGwyNsL678JjZXg6Q/jvgMD5t3RULW1ta2Fm+Li4mhsbKRfv36kpaWRnJyMi8vdn7kVQgjxYLrZb4iZwEClVJOmaQFAyZXPz96b0IQQ4uF1KK+aVzZkUVTdhG4tJyr+BJcsh0BzoJRBpG8UE6MmMrfHXHzdpYKrcDLdDmWnoeggFH4Iee+DboPQgTDlVQjufVvDGYbBnj17SE9Pp6ysjJUrV2KxWAgKCmLZsmVERETI7gIhhBC3dLNktlkp1QSglKrWNO2MJLJCCOFcdc12/rTjAiuOFmF3ycczZD+uXue5ZDWL3jwS+AjTYqYxOWYyblbpDyucRLdD2SkovJK8lhwBWwMow/xP02DAfHjsB+Du3eZhGxsbWbduHRkZGRQVFQHg5eVFbm4u8fHxAERGRjplSkIIIR48N0tm4zRNW3Hl3xoQc9XnKKXmODUyIYR4yLx/vpKfbzxNqe0oRrcPcPMqwcVNw8ViJSk0idkJsxkeMlxWrITzNFabBZ3OrAd748fJK4BPKHTvD6EDIC7ZXI1t4/diY2Mj//jHP1i5ciV1dXUAhIWFsXDhQmbOnEmXLl2cNSMhhBAPsJsls3M/8fmfnBmIEEI8jJRSlNY08+ddWWzM3YTD6wMsPpfwdAM/D2/GR47nyR5PkuCf0NGhigeZYcDpFbD7V9B0CZQOvmFm8hoyAOKTIahXm5PXT3J3d2fLli3U1dUxcOBA0tLSGD9+PBaLpZ0nIoQQ4mFyw2RWKbX9XgYihBAPgyabTmZpLadLajhZVMPx0hIq1PvoXT5EdW3C3QXCfYOYHDOJ+T3nE+QV1NEhiwdd5XnY9rJ5HtZwQMgjMObrEPvoHSWvhmGwa9culi1bxiuvvEJAQABWq5Xvfe97+Pv7069fv/afgxBCiIeSlAgUQggnUkqxL7uK985XcKq4huzyBnSl0LUqdO/9GF5H0CwOrBaI9o1iTu9pzE2YSxc32XYpnMzeBB/82ewR62gGD1+zvU7i8+DqftvDNTQ0sHr1apYsWUJJSQkAq1at4plnngFgzJgx7Rq+EEIIIcmsEEI4SUVdC/+7+Qy7zlbgMBQowL0Uz277aXE9hYtF4WJVDAwaQEpcClNipuBqde3osMXDIHsn7Pgp1BSaW4x7Tjbb6wTE3vZQJSUlLFmyhNWrV9PQ0ABAREQEqampzJgxo70jF0IIIVq1OZnVNM1dKdXizGCEEOJBoJRi3YlSfrftHLVNdlytGiP61lBt3UlxUyYKA1csJIYmMit+FklhSVg0OTsonMxhg9zdcOId86PhAP8YGPkC9Jt1x+dhf/GLX7Bv3z4AhgwZQlpaGmPHjpXzsEIIIZzulsmspmmJwBtAVyBK07SBwHNKqRecHZwQQnQ2pTVNvLrhDPtzqrDrDqIj8vEI3M+p5jz0Fh13qztjI8byZI8n6RvYt6PDFQ86paD0GGSuNisUN9eYSayLBwxeBKO/Zm4vbiNd19mxYwfR0dH07NkTgKeffho/Pz9SU1Pp3fv2+s0KIYQQd6MtK7OvATOAVQBKqeOaZeljEAAAIABJREFUpj3m1KiEEKKTMQzFu0eKeH3nBWpbmnHxOU634ENctlRhNOr4uvvyWORjLOy1kHCf8I4OVzzoLhdC1hozib2UB4YOKPCPNgs7DVgAwX3aPFxdXR2rVq1i6dKlXLx4kQkTJvDLX/4SgMTERBITE50zDyGEEOIm2pLMWpRS+Z/oa6g7KR4hhOh0Cqoa+dn6TI4UXcTueQCP4EO4uTVg0xSBnoFMiZ7C/F7z8ffw7+hQxYPK1gAlx8yKxAX7oeSo2V5HGeDpZyawvWdA3HiwWNs8bHFxMYsXL2bNmjU0NjYCEBUVxYgRI5wzDyGEEOI2tCWZLbyy1VhpmmYFXgDOOTcsIYToHNYeL+EXWw7S4LYX1f0wHu423Fwg0ieSqbFTpTKxcI7mGig+DEWHzAS27DQYdrOYEwqsbhA1GhImmedh3b1v+xHr1q3jxz/+MUopAIYPH05qaiqjR4+W87BCCCHuC21JZr+EudU4CigDtl15TQghHlrNdp2X1+9lc+FyHAFHcXUx8HTV6BvYm+mx00mJS8HN6tbRYYoHRX25mbgWX0leK8+bK68fJa+aBQLiILgvhA4yqxP7ht3WIxwOB6WlpURGRgJm8uru7s7EiRNJTU1tPSMrhBBC3C/aksw6lFILnR6JEEJ0Eh/kn+HF7X+hSh2BLgYerhojQgcxs8dMkiOTsd7GNk4hPkUps2VO0UEoOmx+vFxgbhlWV5JXiwsE9jST1/Ch5jZi39A7elxtbS0rVqzgnXfewdPTk2XLlmGxWOjevTubN2+mSxfZWSCEEOL+1JZk9qCmaWeBpcAKpVSdk2MSQoj70pnqM/zvB29wsGwfSoFF0xgYNJwvDV1AUmgS2h22NhECgIZKOPwvs2hTffmV5PVKiQoXdwjqayavEcPM5NUr4K4eV1BQwJIlS1izZg3Nzc0AxMbGUllZSXBwMIAkskIIIe5rt0xmlVLxmqaNAhYCP9Y07RiwRCm1xOnRCSFEB1NKcbziOP/JfJs9hQdosuugrARZhvLiuIVMipdCOOIu1RTDoTfg5DKwN5sJrLsPBPUxKw5HjYToUXd07vV6qqqqeOWVV9izZ0/redgRI0aQlpZGUlKSnIcVQgjRabRlZRal1D5gn6ZpLwO/B9IBSWaFEA8spRQHLx7kP1n/4UT5KWqbbTgcrlgaEpkRn8KPpozD3VW2E4u7UJUNB/4GWetAbzFXYiOGwcCnoNd0czW2nSilWncO+Pr6kpmZiaurK9OmTSM1NZX4+Ph2e5YQQghxr9wymdU0zRuYibky2wdYDYxyclxCCNEhDGWwr2Qfb2e+zdlLZ2m02Wlu8UDVjqObGs03Jw7h8QG3V1hHiGuUnoADf4UL280KxGgQPRoGL4KECdCO29UvX77MihUrWLNmDf/+97/x9fXF1dWVV199lejoaAIC7m6rshBCCNGR2rIyewpYC/xKKbXHyfEIIUSH0A2d3UW7Sc9KJ6cmhya7HVtLF/SasVA/jCERIfwwpS/xwe2z1VM8hBqrYeuP4PxWMBxmv9eESTD08xDVvtvVc3NzWbx4MevWrcNmswGwdetW5s6dC8DgwYPb9XlCCCFER2hLMhunlDKcHokQQnQAu2Fne/52Ms5kUFhXSIvDgb3FG9ulx9DqhxDq68u88ZE8nRQl24rFncvZDZv/xyzsZHWF3tNh2LMQ0r9dH3PgwAHefvtt9u3b1/ra6NGjSUtLY/jw4e36LCGEEKKj3TCZ1TTtN0qpbwLLNU1Tn/y6UmqOUyMTQggnsht2tuRtISMrg5KGEmwOB7rdj+bKkdAwCD8PT2aNDOeZMTF09ZR+seIO2ZvhvV/B0XRzS3FwP5jwI4h0TmL5z3/+k0OHDuHu7k5KSgqpqanExMQ45VlCCCFER7vZyuzSKx//dC8CEUKIe8Gu29mYt5GMrAzKGsuw6w40Rzcay0dC4wA8XdyYOiiEL4yLJczPq6PDFZ1ZWSZs+BZUnQc080zsuG+3W1Xi6upq3n33XcaNG0fv3r0BeOaZZ0hMTGTOnDn4+fm1y3OEEEKI+9UNk1ml1IEr/+yjlLomodU07SvAdmcGJoQQ7cmm21ifs57FZxZT0VSB3XDgagTTVDYK1dAPK1Ye7RXMc2Nj6RPq29Hhis7M0OHQP2HvH8DeBL5h8Oh3oc+Mdhk+JyeH9PR0Nm7ciM1mIz8/n1deeQWAxMREEhMT2+U5QgghxP2uLWdmn+HTq7PPXuc1IYS47zQ7mlmXs46lZ5dS2VSJw3DgqYXQXD6apto+KMPC0Gh/Pj86hlEJgR0drujsaktg43eg8IBZ5KnnNEj+IfiG3NWwSik++OADMjIy2L9/PwCapjFu3LjWok5CCCHEw+ZmZ2YXYLbjidU0bcVVX/IBLjs7MCGEuBvNjmbW5qxlyZklVDdX4zAc+FrDaKgeQ1V1T5RhoUd3bxYlRTP9kVAslvZrhyIeQg4bHHkL9r8OLXXg7gsjvwxDnwGL5a6Hf/PNN3n99dcB8PDw4IknnmDhwoVERUXd9dhCCCFEZ3WzldkDQBUQAfz5qtfrgKPODEoIIe7UJ5NY3dAJcAunpWosZeUJGLpGqJ8H84dGsjAxUioUi7uXswt2/hwu5ZmrsZEjYMJLENz7joesqqqivLycPn36ADBlyhRWrFjBvHnzmD17Nr6+shVeCCGE0JT6VKHi+9qwYcPUoUOHOjoMIcR9pkVvYW22mcRWNVehGzpBHhFQM478ojgMQ6OrpyuzB4fz+VEx+Hi6dnTIorOrzoVdr5rJrOEA33Cz3c6QRWYP2Ttw7tw5MjIy2Lx5M5GRkSxduhRNM3cNGIaBpR1WeYUQQoj7naZph5VSw2513c22Ge9WSj2qadol4OqMVwOUUiqgHeIUQoi7cr0kNtQrArfG8ZzNjEXXwc3FwvSBoXxhXBwhvh4dHbLo7FrqYf9fzG3FjmZw8YDBT8PIF8DL/7aHMwyDvXv3kpGRwcGDBwHzPGx0dDQNDQ14e5vVjyWRFUIIIa51s23Gj135KBVRhBD3HZtuY13OOjKyMlqT2HDvSLraH+NkVgwtdgVoJPcO4gvjYunZXbZlirukOyBrNez5HdSXgTIgPhnGfB26972jIfPy8vjGN75BQUEBAF5eXq3nYSMiItozeiGEEOKBc7PWPMaVf0YCJUopm6ZpY4ABwNtA7T2ITwghrmHX7azPXU9GVgYVTRXohk6ETySh2gSOZsVyvsmBYSiGxwbw7JgYEmO7dXTIorOzNcLpFWa7nZoic0txYE9I+jL0eRy02yse1tTUhKenJwBhYWHU1dXRvXt3Fi5cyKxZs/Dx8XHGLIQQQogHTlta86wChmuaFg/8G1gPZADt0zBPCCHawG7Y2ZS7ibez3qa8sdxcifUJp5fXZA6fjud8jQ1dd9ArxIfPjIpmSt8QqVAs7k5jNRxLh6NvQ1O12T/WJxQeeRJG/Be4et7WcFlZWWRkZLB3717WrFmDt7c3bm5u/PWvfyU6OhqrVYqRCSGEELejLcmsoZSya5o2B/i9Uuo1TdOkmrEQ4p6wG3a25W/jP5n/obShFN3QCfMOIyUuhdqy4by1rwiH3kK4vyfzh0WyYHgEbi6SFIi7cLkQDr8JJ98FexMoHQJ7QN/ZMHgRuHdp81CGYfDee++RkZHBkSNHAPPs6+HDh3n00UcBiIuLc8o0hBBCiAddW5JZh6Zp84BFwKwrr0kZUCGEU+mGzo7CHbx1+i2K64vRDZ2QLiGkxKUwO+FJfrs5j/UnizAMxVOJUXz5sXi6uLflR5oQN1BfDrt+AWc3gmE3z8SGDYEBC6DvLHBp+68+wzBYtmwZixcvpqioCDDPw86aNYuFCxcSFhbmrFkIIYQQD422/OX3DPBl4FdKqRxN02KBxc4NSwjxsFJKsad4D2+eepO82jyzxY5XEDPiZjC/53x0w43vvXuCg3mXcLFofDm5B08nRbW2LxHijhQfhjVfg/qLgAax42DgUxA/Ae6girDFYmHLli0UFRURFhbGwoULmTlzJl26tH1VVwghhBA316Y+s5qmuQAJVz69oJRyODWqm5A+s0I8mJRSHLh4gH+e+ifnLp1DN3QCPAJIiU9hYa+F+Lj5UHK5if9eeoycinp8PFz57tReTO0f2tGhi85MKTi+BHa+AvZGCO4HE1+CiFu2trvG6dOnSU9P53Of+xw9e/YE4MiRI1y+fJnx48dLWx0hhBDiNtx1n9mrBhoL/AcoxuwxG6Jp2iKl1N67D1MIIeBY+THeOPUGpypPoRs6Xd27MjV2Kov6LMLX3Wypk1lSyzfeOUZFfQthXT358RN9GRIt7a7FXXDYYPuP4eQys0Jx7xkw6Sfg6dem23VdZ9euXaSnp3PixAkA3N3deemllwAYMmSI00IXQgghRNu2Gf8OmK6UygTQNK0PZnJ7e29bCyHEJ5ypPsPfT/ydI+VH0A2dLq5dmJIwhad7P02g18ctrvecr+D7K09R3+KgT6gvP5/dn+husl1T3IW6MljzApQeBc0Co74Ko14Ay62LhzU0NLB69WqWLFlCSUkJAD4+PsyePZsFCxY4O3IhhBBCXNGWZNbto0QWQCmVpWmamxNjEkI84AprC3nj1Bu8V/QeDsOBh4sH02KnsajPIkK9P942rJRi2eEifrvlHDaHweiEbvxkVn/8veRHkLgLRYdh7Vehvgy8AiD5R9Cn7d3m/vKXv7BkyRIAIiMjeeqpp5gxYwZeXl7OilgIIYQQ19GWZPaIpml/xVyNBUgDpDWPEOK2VTZV8tbpt9iYuxG7YceqWZkcM5lFfRcR7Rt9zbVHCi7xpx0XOFVcg0NXzBocxnem9sLDVSoWizukFBxfDDteAUcThDwCU38Jwb1vetuJEydwOByt24bnz5/P+fPnSUtLY8yYMXIeVgghhOggtywApWmaB/BVYAzmmdn3gD8qpZqdH96nSQEoITqfOlsdGVkZrLywkiZHEwCjw0azqO8i+nTrc821ORX1/GnnBd4/X4nDUPh6uJCaGMWzY+OwWqRisbgDtSVwdgOc2QBlpz4+Hzv5p+DR9bq36LrO9u3bycjI4NSpU/Tq1Yu3335bqmYLIYQQ90C7FIDSNO0RIB5YqZT6VXsFJ4R4ODQ7mllxfgWLzyymzlaHoQyGdB9Cap9Uhncffk1iUF7XzN9257DuRCl23cDNxcKMAaF8YWwcoX6eHTgL0SnVl5v9Ys9ugJJjoHSzb6yrF4z8fzDyK9c9H1tXV8eqVatYunQpFy9eBMDX15dRo0bhcDhwdZU260IIIcT94obJrKZp/wM8CxwBhmua9hOl1D/vWWRCiE7LYTjYnLeZf53+FxVNFRiGQa+AXizstZDHoh7Don28LbOu2c5/9uez+EABTTYdgOTewTw3JpZeob4dNQXRGTVdMldfz24w+8YaupnEWt0hcjjEjIP+s6FL0HVvP378OC+88AKNjY0AREdHk5qaSkpKCh4eHvdyJkIIIYRog5utzKYBA5RSDZqmBQEbAElmhRA3pJRiX8k+/n7y7+TX5qMbOlG+UcztMZfH4x/HxfLxjxy7brD8cBH/3JtLdYMNw4BhMf48MzqWpPhuHTgL0elU58Dhf8HplWBvNhNYi4vZKzZmDPSfCz4hn7pNKUVZWRkhIebXevXqhaurK4mJiaSmpjJq1Cg5DyuEEELcx26WzLYopRoAlFIVmqbJb3QhxA2drjzN/534v9ZesYGegcxMmMmCXgvwcPl4VcswFNuyynh9VzbFl5vQdUXPEG+eTopmev9QLHIuVrSFUlB0EA79E7J3fryNOHQQxI6D/k+CX8R1b3U4HGzbto309HQKCwvZsGEDXl5eeHh4sHz5cvz82tZnVgghhBAd62bJbJymaSuu/FsD4q/6HKXUHKdGJoToFApqC/j7yb+zt3gvDsNBF7cupMSm8Jm+n8HX/dptwgfzqvnjjgtkldai64pQPw8WDItkYWIkbi637u8pBLodzm2CQ29eKeakm2df45NhUJqZyN6gSFNtbS0rVqzgnXfeoby8HAA/Pz9ycnLo379/6+dCCCGE6BxulszO/cTnf3JmIEKIzqWqqYq3Tr/F+tz1OAwHLhYXpsdN5zN9PkOYT9g1114or+OPOy7wQXYVDkPh5+nK7MHhfG5UDD6eUlBHtMFHbXU+/CvUlZoVid19oNc0GPK5m7bXsdls/O53v2Pt2rU0N5uF+GNjY0lNTWX69Om4u7vfo0kIIYQQoj3dMJlVSm2/l4EIITqHJkcTy84uY8nZJTTaG1EoxoSPYVHfRfQOuDahqKhr4fVdF9hwshSHrnB3sTBzUDjPjY2lu68U1BFtpDtg+8tw4h0zifUNhz6Pw9DPgXfwdW9RSrVWy3Z1dSUzM5Pm5maSkpJITU1l5MiR0mZHCCGE6ORu2ppHCCE+ohs6W/O38sapN1orFD8S9Aif6fMZEkMTr0kMlFKsOV7CH7afp7bJjqZpTOzTnefGxtKju08HzkJ0OrZGWPd1yNlpbh8e/TVI/CK4Xr9dk81mY8uWLWRkZPCzn/2MuLg4NE3j29/+Np6ensTHx9/jCQghhBDCWSSZFULc0qGLh/i/4/9Hdk12a4XieT3nMSNuBtZP9OosvtzEzzdkcTC3GoeuGBjZlS+NjycxVioUi9vUUAkrn4fSE2bymvxDGDDvupdevnyZ5cuX884771BVVQXAihUr+Na3vgXQeiZWCCGEEA+ONiezmqa5K6VanBmMEOL+klOTw1+P/5UDFw+gGzr+Hv7MSpjFU72fuqZCMZhVipcdLuTPO7NpsDnwcnPh2TFRfH50jBR3ErevOhdWfAEu5UGXQJj6C4gb/6nLcnNzWbx4MevWrcNmswGQkJBAWloaU6ZMuachCyGEEOLeumUyq2laIvAG0BWI0jRtIPCcUuoFZwcnhOgY1c3V/OvUv1qLO7lb3Xki/gk+2/ezBHgGfOr6vMoGfrY+k+NFNei6IjE2gG9M6kHPEN/rjC7ELZQchZX/BY2V4B8LM/4AIf2ue2l6ejqrVq0CYPTo0aSlpTF8+HA5DyuEEEI8BNqyMvsaMANYBaCUOq5p2mNOjUoI0SFsuo3l55eTnpVOva0ehWJcxDg+1+9zxPt9+qyhQzdI/7CAv72XQ7Ndx9fTlc+OjOHppChcrNKaWtyB89tg/dfB1gBhQ2DG71v7xdpsNjZt2kRwcDBJSUkApKamYrVaeeqpp4iJienAwIUQQghxr7UlmbUopfI/8S637qR4hBAdQCnFrsJd/P3k3yltKEU3dPoH9uezfT/LiLAR172nptHOt989ztHCy+i6YkyPQL4xqScxgV3ucfTigeCwwbF02P1L0G2QMBGm/y94dKW6upp3332Xd999l+rqavr168eIESPQNI24uDhefPHFjo5eCCGEEB2gLcls4ZWtxkrTNCvwAnDOuWEJIe6VM9Vn+POxP3Oq8hS6oRPmHca8nvOYmTATF8v1f0QUVjfy9aXHyKtqwNfDlefGxLIwMQqLRbZ2ittgb4a89+HcJrNacUud2Xpn4EJIfonsgiLS0//Axo0bsdvtAPTq1YsFCxZc03pHCCGEEA+ntiSzX8LcahwFlAHbrrwmhOjEKpv+P3t3HlZVtf9x/L0P86QMgiMIiqCI5oBijuSUU84jWJqZZnabf2WT1a2b3rK5rG5ZlgmaltrgUJrmrDiLihOCgKIgyjycs/f6/XGKcjYTjsj39Tw+j2fvtfb57iP48GGtvVYW/9vzP1amrMRiWHB3dOeuhncxusloPBwvv33O3rQcnlywm6z8Eup6ufDqwHCa1/OswMpFpVZaCMd+g0MrIGkNmAutARbAKxCaDoZ2D/LrmjU89dRTAGiaRufOnYmJiaFVq1YSYoUQQggBXEOYVUqdBkZWQC1CiApQopcwP3E+cYlxFFoKMWkmegb2ZFzTcdTxqHPFvqsTT/PCkgQKS3XC61TntUHh1PN2raDKRaV2cg/EfwpJv4GlCIzfn1bxaQgBt1MS2JOjJZ6E/b6FTrt27fDz8yMqKoqRI0cSEBBgw+KFEEIIcTO6ltWMPwXUhceVUhPKpSIhRLn447nYT/Z8wqnCU+iGTku/lowNH0tLv5ZX7Ru3NZV3Vx3CbFF0DvHl5QFhVHdxrKDqRaV1NhnWvw0Hl/8+AqugRggEtIMm/Tnj6M83Cxfy7X9fwjAMli5dirOzM66urnz//ffY28t26EIIIYS4tGv5KWHlX/7uDAwCUsunHCFEeTiYfZAPd33I3qy96IZOXY+6jAwdSb8G/bAzXXkPWN1QvP3LIb7ZlopFVwxtXY8neobg5CB7x4oryM+EzR/CngWgl4DJDsL6Q6sxUPs2Dh0+TOynsSxfvhyLxTrNOCwsjMzMTPz9/QEkyAohhBDiiq5lmvH8v77WNG0O8Mu1XFzTtF7Au4Ad8JlSavpl2g0FFgBtlFLbruXaQoirO1N0hlkJs1hxbAVmw4y7ozv9G/bn7iZ34+Z49VWHi0p1nl+cwNrDmQA80KUB4zs1kIWexOWV5MG2z61/SgsABQ26QrvJULcFeXl5PPXgg8THxwNgMpno2rUr0dHR3HbbbfI8rBBCCCGu2fX82jsIqH+1Rr+vfPwh0ANIA+I1TfteKbX/gnYewMPAluuoRQhxCWbDzHeHvmPOgTnkl+ajaRrd63dnXPg46nnUu2JfpRRHTuezKvE0K/ZlkJZdhJODiUe7N2Joa/8KugNR6ZiLYO8C2DQTCs+A0qFeG2g7EXNARxwcrVPS3d3dyc3NxdXVlQEDBjBy5Ejq1q1r4+KFEEIIURldyzOzZ/nzmVkTkA1MuYZrtwWOKKWSfr/OPGAAsP+Cdq8ArwNPXmPNQogr2HJyCx/u+pDUvFR0Q6eZbzPGNh1Lm1ptLttHKcX+k7msTjzNr4mnSTtbhG4olAK/ak4837cJHRv5VuBdiEqhONe6IvHhn+HY2j8XdqoRCm3u47RvR75ZuJBFi/7DF198QUBAAJqm8corr+Dn54e7u7ut70AIIYQQldgVw6xmne91G5D++yFDKXXRYlCXUZfzn61NAyIvuH5LwF8p9aOmaRJmhfgH0vPTmblrJhtPbEQ3dPzc/BgeMpwhjYZc9rnYxIxclidksDrxNCdzissCrIezPa3re9Eh2IeeTWvh4exQwXcjbloFZ+DoKmuAPb4ZLCXWUViwLuwUPpj9zpHEzl/AL7+8ga5bz61evZoxY8YA0KBBA1tVL4QQQohbyBXDrFJKaZq2SCnV+jqufakHn8qCsKZpJuBtYOxVL6RpE4AJgGzPIMQFCs2FxCbG8s3BbyjRS3C0c2RA8ADGNR1HNadql+23eGc605YdwKJbA6ynqwOt63vRqVENujWpiZuTLL4jfmfokPijdRpx2nbrqsRKB00DvzDwt65MvPZQNnM+/ZqdO/8HWJ+H7d69O9HR0TRv3tzGNyGEEEKIW821/LS6VdO0VkqpHX/z2mnAXx+wqwec+MtrDyAcWPP7gh+1gO81Tet/4SJQSqn/Af8DiIiIuNaRYSFuaUopfj3+Kx/v+ZjMwkwMZdCuTjvuC7+PUO/QK/ZdsC2VN1YcxKIrokJ96dm0JlEhfjg7ygrF4i+UgqO/WrfWyTpkDbEme6jd3Lq1TthAqNGorPmvn7zEzp07cXNzY+DAgYwYMYI6da68d7EQQgghxPW6bJjVNM1eKWUBOgL3a5p2FCjAOuKqlFKtrnLteKCRpmlBWKcpjwSi/ziplMoBavzl/dYAT8pqxkJc3dFzR3l3x7tlW+0EVg8kpnEMPQN7XnU12Hlbj/PWL4ew6IpRbQN4vGcIdrI6sbhQ6lZY9yac2GkNsW41oNkwaD4CPAPIyMhg/tz5tG7dmo4dOwIwevRoQkND6d+/P25uV18tWwghhBDin7jSyOxWoBUw8HourJSyaJr2ELAC69Y8nyul9mma9m9gm1Lq++u5rhBVWX5pPp8nfM6So0uwGBbcHdwZ2Gggo5uMxsXe5ar952xO4f1Vh7Hoirvb1efh7o0kyIrzndoP69+CY+usIdbJA5oNhXaTwNWHhIQEYl9/lpUrV2IYBnv37i0Ls8HBwQQHB9v4BoQQQghRVVwpzGoASqmj13txpdRSYOkFx6Zepm3U9b6PELc6Qxn8nPwz/9v7P7KLslEouvh3YUKzCVfdaucPszccY+aao1h0xdgOgTx0R7DsFyv+dDbFOp344DJriHVwhvDB0O5BdI86rFmzhrlz57Jnzx4A7Ozs6NWrF9HR0Ve5sBBCCCFE+bhSmPXVNO3xy51USr1VDvUIIS5w6Owh3tvxHvvO7EM3dII9gxkbPpZOdTtddUrxHz5bl8T/1iZhMRT3dQxiUlRDCbLCSinYMx9W/8e6V6xmgib9oN1k8A0B4LsFC/jvf/8LgIeHB4MHD2bEiBH4+fnZsnIhhBBCVHFXCrN2gDuXXpVYCFHOcktz+SLhC74/+j1m3Uw1p2oMaTSE6MbRONk7XdM1lFJ8sjaJz9cfQzcUEzo1YGKXBtccgsUtrjgXfn4eDi23jsYGdoIOj3JCq8nxo8dp9/vWwr1792bJkiX079+ffv364erqatu6hRBCCCG4cpg9qZT6d4VVIoQArAF0RcoKPtn9CWeLz6JQdKvfjfvD76eOx7WvDGvWDT5ec5Q5m1MwlGJil4bc3ylIgqywOrETfnwcctLA3hF1+2T2unbi63fjWLNmDZ6envz44484Ojri7u7O119/beuKhRBCCCHOc9VnZoUQFScpJ4l3t7/Lnqw96IZOI69G3Bt+Lx3rdrym/mbdIP5YNqsST/PboUxyiswoBZO6NGRcRwmyAuuesVs/hY3vgaUYi2cQv7r0Y+7/drBv3xwA7O3tadeuHfn5+Xh7e9u4YCGEEEKIS7tSmO1WYVUIUcUVmguZs38OCw8vpFQvxd3BncGNBnN3k7txtHe8Yt/J9xc+AAAgAElEQVQSi86WpGx+TTzN2sOZ5BVb0A0FCmpVd2ZU2wDuvr1+Bd2JuKnln4al/wfHN4Fh4VTt7oybm8yprLkAVKtWjaFDhzJs2DB8fX1tXKwQQgghxJVdNswqpbIrshAhqiKlFOvT1/PBrg84VXAKQxl09u/MhGYTCKgWcMW+Cek5xG09zoYjWRSU6mUBtp63C23qe9MtzI/IIB/ZekdYJa2BZVPIzjqFt5cntP8Xfi3H4P5jNM5uHsTExNCnTx+cnZ1tXakQQgghxDW50sisEKIcncw/yfs732fTyU3ohk5AtQDGNB1D94DuV5wOnJpdyMw1R1h14DSW3wNsYA1XIup706NpTVoHeMlKxeJPGXtR699h5/qVxO44x7p0E4u+nUWdFl3RgA8++AAfHx9MJpOtKxVCCCGE+FskzApRwcyGmW8PfcvsfbMpshThbOdM/5D+jA0bi5uj22X7nckvYdb6YyzemU6JxcDeTqNvs9oMaVWP5vWqS4AV58s8iPm3t1m5/Efm7sghMdMCLl44+Pqz95SZP5YSk+nEQgghhKisJMwKUYESsxOZsW0GR88dRTd02tRqw4TmEwj1Dr1sn8JSC7FbjvP15hTySywoBZ0a1WB8pyDC63pWYPWiUshOgo3vMyd2HrE7csgsMMC5Op5BDRkWM4ahQ4fi4+Nj6yqFEEIIIf4xCbNCVIBCcyGfJ3zOoiOLMOtmfFx8GNV4FEMaDcHOZHfJPmbd4PtdJ/h0XRJn8kvRDUULf0/GdgikU6MasjKxOF9OGmz6EPYtBsPMgVMlZFrcadCyJdHjJtG7d2+cnK5tf2IhhBBCiMpAwqwQ5WzjiY28u+NdThWcQqHoEdiDic0n4ufqd8n2SinWHMpk5uojJJ8pRNcVDXzdiGkXQP/b6sqCTuI8KucE2+ZMZe43ixga7kzHIBdo2JXxr/Slv6kmkZGR8osPIYQQQtySJMwKUU6yirL4cNeHrEldU7bA033N7iOqXtRlw8Xu1HO8/+th9qTlYNEVftWcGNban9HtAnByuPQIrqiaSrPTWDHzaWK/+5HDp0sAheHmR8enZ0H99jQAGti6SCGEEEKIciRhVogbTCnF8uTlzNw1k7zSPOxN9gwOHcy9Te/F3dH9kn2OZRXw4eojrD2UicVQVHO2Z0CLutzbIRBP1yvvMyuqlrNpR/n2nf/jmx9+JrvAAii8vb0ZPiqGIROfBW9vW5cohBBCCFEhJMwKcQNlFGTw5rY32XZqG7qhE14jnEm3TaKZb7NLts/MK+GzdUks2XUCs27gYGdiwG21ub9zEHU8XSu4enFTK8yG+Fks+eQ9Pl6bCSgaBdQiZux4eo55Ckd5HlYIIYQQVYyEWSFuAEMZLDmyhM/2fka+OR8XexdGhI0gpkkMjnYXj6yWWgy+3JjMnM0pFJZaAIgK9eW+jkGE1ale0eWLm5RSii0rFpK/dyndnXZBST6DG9uxL6c+w+99kIhBD6HZyfRzIYQQQlRNEmaF+IdS81KZET+DPVl70A2dVjVbMbnFZBp5Nbpk+4T0HF75cT9JWQXouqJ1fS/u7RDI7Q19ZKEeAUBpYR7LPp/O3K/nkJR+mhquJrqMrYmDfyuqtRrDG8/3A5PJ1mUKIYQQQtiUhFkhrpPFsLDw0EJm75tNkaUIdwd3RjUexcjGI7E3XfytVWzW+fi3o8zbmkqpblDTw4nxnRowqGVdTLJCsQCyj+5g4cxXWfDTKs4WlIBS1HB3YET3CPS+j+MQ3hcus5WTEEIIIURVI2FWiOuQnJPM6/GvcyD7ALqhE1k7ksktJhNYPfCS7benZPOfnw6Qml2EoRR9wmvxSPdG+Ho4V2zh4uaUspEjS17n7jdXYNYVoGhcz4vogb3pMX4qDjWCbF2hEEIIIcRNR8KsEH+DbugsOLSALxK+oFgvprpTdWKaxDC00VDsLjFill9i4f1fD7NoRzoWQ1HPy4UHoxpyZ9NaMqW4ijMMgyMHEgjJWAw759LAUoq/pwP+9esTM2Y8LftPQnOQlayFEEIIIS5HwqwQ1ygtL43/bv0vCWcS0A2d9nXb83CLh6njUeeS7TccyWLasgNk5BSjaRqDWtTlX92CZaudKq64uJilS5cS+/nHHN+/le9He1GrmgOmlqOYM3YsTrVCbF2iEEIIIUSlIGFWiKv4Y6XiT/Z8QpGliGqO1YgJi2FYo2GXHI3NKTTz1i8HWZaQgUVXNPB146E7golq7GeD6sXNIisri2+++YZvFy4k5+RRyD+Nn5tGusWTWv3+A437IJvrCCGEEEJcOwmzQlxBRkEGb8S/wY7TO9ANnTa12vCvlv+65LOxSilWHTjNjJ8PkpVfgknTGNnWnwejgnF3lm+1qsowDF599VWWLl2KpaQQctII87IwukN1uvYdgn2PqeBe09ZlCiGEEEJUOvITthCXoJRi6bGlfLT7I/JK83BzcCO6cfRlVyrOzCvhjRWJrDmYiUVXhNby4NHujYhs4GOD6oWtGYaBpmlomobJZCI/Lw+jIIuufnnERLnRPMgXrcPD0PIe2WJHCCGEEOI6SZgV4gJnis7w5rY32XRyE7qh08KvBY+0eoSGng0vaquU4sc9J3l75SFyi8w42JmIiQzg/k4NcHWSb6+qpqioiB9++IF58+bx1FNP0a5dOyg4w0MhGTzibFDXww3qt4duL0ONi7+ehBBCCCHEtZOftoX4i7Vpa3lr21ucKzmHk50TI8NGEtMkBke7ixdtOplTxLSliWxOOoNFVzSrV53HeoTQwt/TBpULWzp9+jTz58/nu+++Iy8vD4ClS5fSzicffnmBgIJM8HaFtvdD5CSwl0XAhBBCCCH+KQmzQgD5pfl8sOsDfk7+GYthobFPYx5t9ShhPmFlbbILStl3Ioe96TnsS89lT/o5Ckt1XBzsuLdDfcZ1CMTJ4eIFocStKzExkTlz5rBy5Up0XQegefPmRA8dwB3GBlgyGQwz1GoGXV+AehE2rlgIIYQQ4tYhYVZUebtO72L61ulkFGRg0kyMaDyCcU3HkZRZyvz449bweiKX9LNFKKUwFChl7RsR6MVjPUJoUruabW9C2MS6detYsWIFJpOJHj16EB0dTbPqBbB8CuSkW5+HjRgHHR8HR1dblyuEEEIIcUuRMCuqrFK9lFl7Z7Hw0ELMhpmAagE81OIhmni25plvE9h49Ay6ocqCq5ODiUAfdxr6uRNW24M2gd409HXHZNJseyOiQhQWFrJkyRLc3d256667ABgyZAiFhYUMHz6c2jW8YN2bsOIr62isT0OIehYa3mHjyoUQQgghbk0SZkWVdOTsEV7b+hrHco5hKIO+Dfoy6bZJpGQqRs/awsmcIpwd7GgV4EVDX3ciAr1o4V8dNycHW5cuKtjJkyeZP38+ixYtoqCggJo1a9KnTx/s7Ozw9vbmkUcegZO7Yc44yD5iHbZvPgK6PA0u8vy0EEIIIUR5kTArqhRDGSw4uIBZCbMo1ovxc/Hj/ub30yOgB99sS+O9VYcpthg09HXjub5hsphTFbZ3715iY2NZtWoVhmEA0LJlS6Kjo9F0M6RuhmO/wbG1kH0MDAtUqwOd/w+a3AWajNgLIYQQQpQnCbOiysgqymLalmnsOL0D3dDpXK8zD7d8GBc7L55dlMCviaex6Io7m9bk6d6N8XSVFWerqvj4eCZNmgSAnZ0dvXr1Irp/d8KcMiDpG/joMTAXgqEDChxcIbQ33PEMuNe0bfFCCCGEEFWEhFlRJaxNW8uMbTPIKcnBzcGNu8PuZkToCI6cLuCBb7dyPLsQJ3s7JnUJYkz7QHkOtorJz89nz549tG/fHoDWrVsTFhZG27ZtGR7pj9/+z2DtAlAGKOuqxXjWh7qtILATNOwKzrIImBBCCCFERZIwK25pheZCPtj1AcuPLcdiWGhaoymPtX6MRp6N+H73CV5ffpBis46/tyvP9G5MZAMfW5csKtCJEyeYN28eixcvprS0lB9//JEaNWpgMpn48pP30X77L/z2vnVBJ3tnqN3KGmBDekPNpjKVWAghhBDChiTMilvW/jP7eW3La6TlpZVtuXNf0/vYk1bIoyt2senoGSy6okuoL8/2aYyvh7OtSxYVQCnFnj17mDt3LmvWrCl7HjYiIoLc3Fxq1KgBSb+h/fw85GVYA2vLu6HDo+DqZePqhRBCCCHEHyTMiluObujEJsby5b4vKdVLqeNehwnhD5JztgFjv9hJUmYBFkPhaGdiQucgxncKwt7OZOuyRQUoLS1l4sSJ7N27FwB7e3t69+5NTEwMISEhUJwLy5+BhO+so7E1GkGXKbK9jhBCCCHETUjCrLilZBVl8dqW19h5eie6odOhdle8Swbx2nfnyClMRDcUnq4OdGvix4g2/gT7edi6ZFHO8vPzcXNzQ9M0HB0d8fLyonr16gwZMoThw4dbR2IBktbAzy+cPxrb6Ulwlq8RIYQQQoibkYRZccvYeGIjr299nbMlZ3E0uVFbH8KajYGY9dMYBjTwdaNnWE1GtPWnuousVHyrS01NJS4ujh9++IG3336biIgIAKZMmUK1atVwdv59WnlxDqyZ/pfR2BDrHrEyGiuEEEIIcVOTMCsqPbNu5uM9H7Po8CLMhhlXI5gzSXeRbfFA0wwi6nvTv0UdeobVlOnEtzilFDt37mTu3LmsXbsWpRQA27dvLwuzfn5+1sa6GXbFwqYPoeisdTS21T3Q8QkZjRVCCCGEqAQkzIpKLTU3lX9v/jdHzh2h1GKg5XQn60w7NEz0CKtJTGR9mtWrbusyRQX49ddf+fzzz0lMTATAwcGB3r17Ex0dTXBw8J8NlYIjq2Dt63A2GQwL1AyHjo/JaKwQQgghRCUiYVZUSkopViSv4L2d75FfWoBhrk5h+gA0cwD1vFyYHNWQnk1rocnWKVVGYmIiiYmJeHl5MWzYMIYOHYq3t/f5jU7tgzXTIHWrNcRWqwOtxlj/2MvUcyGEEEKIykTCrKh0Cs2FvL39bVYeX0mx2YKe3xRLZh/sNVf6t6zDv7oG4+kqweRWlpKSQmxsLKGhoQwePBiA4cOHU7duXXr37o2j4wX//nkZsP5t2L/EOr3YyR2aj4B2D4KLpw3uQAghhBBC/FMSZkWlkpSTxMsbXyY5J4XCUg1zZl8oaEmwrwcPdQ0mKtTP1iWKcqKUIj4+nrlz57JhwwYA6taty8CBAzGZTNSoUYMBAwb8tQOcPgD7voM934C5EDQThPWH9o+Ad6BtbkQIIYQQQtwQEmZFpbEieQVvxr/F2eICLMU1UFlDcFK1GdK2Hg9GBePuLF/Ot6LS0lJWrFhBbGwshw8fBsDR0ZF+/foxcuRITKYLFvXKPw0HfoD9iyHzECiLNdgGtIfbJ0P9221wF0IIIYQQ4kaTn/7FTa9EL2Hq2jdYlbqCEouBVtAM7Vxfwmv58nC3RkQ28LF1iaIcrVu3jpdffhkAb29vRowYweDBg/Hy8vqzkaXEuqjTvkWQvN76PKzSwckD6neEJndBo55wYfAVQgghhBCVloRZcdMy6wYLdu/mwz3TyDXSQdmhne1LpG93BnapR8+wmjjY29m6THGDJSUlceDAAfr27QtAVFQUHTt2pFu3btx5553nPw+rm2H9O7BnPpTkWkOsZgd1W0NwV2g2XJ6JFUIIIYS4RUmYFTcds24Qt/U4s3cuJctxIUorwWR4EeFxN4/e2Uu22rkFKaXYvHkzsbGxbNq0CUdHR26//Xa8vb2xs7PjnXfeubhTYTZ8/y9Ii7eGWJ+GEBRlXdipRvDF7YUQQgghxC1Fwqy4qSil+M9PCSxO+RLddTMmEwS4hPNql/+jRW0JKLeakpISli1bRmxsLElJSQA4OTlx1113YRjG5TtmHoRFD0BOGjhXgy5TIHyITCMWQgghhKhCJMyKm8onG3az6MR0DLdUXB3tGNV4KA+2eABH2QP0lpOXl8eQIUPIzs4GwNfXl+HDhzN48GCqV7/C6Puhn2HZU1CSBz7B0Pt1qHNbBVUthBBCCCFuFhJmxU3jqx1rmXngPyiHfLycqjPl9ofo06CPrcsSN1BKSgoBAQFomoaHhweNGzcmOzubmJgYunfvjoODw+U7GwZsngkb3wfDDEFdoPd/wV22YxJCCCGEqIokzAqbU0rx8Y5YPt79Ccpkwc+pIR/1mkqITyNblyZuAMMw2LRpE3PnzmXr1q3MmjWL226zjqROmzYNV1dXNE278kVKC2H5FDi0HAwdWt4NUc+Cg1MF3IEQQgghhLgZSZgVNlVkKeK1TW/ww5GfMZRBTVNH4gY9g6+b19U7i5tacXExP/30E7GxsaSkpADg4uJCSkpKWZh1c3O7+oVy0mHxJMg8AHZO0OVRiLgPrhaAhRBCCCHELU3CrLCZ9Px0Xlg/lV0ZB9F1e2qYBzB39ER83VxtXZr4h7766itmz55Nbm4uADVr1mTEiBEMGjQIDw+Pq1/g3HFI2WjdMzZlo3XbHXc/6PkfaHhHOVcvhBBCCCEqAwmzwiY2ntjItC3TOJl3FnOJF9ULRvLhyLuo6SFBtrJSSpVNFz537hy5ubk0bdqUmJgYunbtir39Ff67Kc6B45shZYM1vJ5LBaWD+n1F4zotofcb4NOgAu5ECCGEEEJUBhJmRYUylMGc/XP4ct+X5JeUUpoXgnPuIF7s34awOtVsXZ74mwzDYP369Xz99df07NmToUOHAjBq1CiioqJo1qzZ5Z+HVQqOrIT4WXByNyiLdZEnFDi4Qu3WUOs2aNQdareUbXeEEEIIIcR5JMyKClNoLmTa1mmsT19PsVmnJOsOTHkdmdwtlB5Na9m6PPE3FBUV8cMPPxAXF0dqaipgfUb2jzDr6+uLr6/v5S+QuhXWvQkndoJhAc0OfEOhdnMI7GRdqdhRRumFEEIIIcTlSZgVFSI9P50XNrxA0rkkNByxnBqKXX4jhkX4c8/t9W1dnrhGp0+fZv78+Xz33Xfk5eUBULt2bUaOHMmAAQOufoHMg9YQm/SbNcQ6eUCzYdB6LFSvW77FCyGEEEKIW4qEWVHu4jPi+femf5NbmoubnS9nk4eiF/nQPtiHx3uEYDLJqrSVxfbt2/nyyy8BaN68OTExMURFRWFnZ3fljudSYeN7cOAH0M1g7wThg+H2yVC9XgVULoQQQgghbjUSZkW5UUqx4NACPtnzCWbdTA37JqQe6oducaZ9Qx9eGRiOk8NVQpCwGcMwWLNmDadOnWLUqFEAdO/enZ07d9K/f3/Cw8OvfIHiHMg8BIdXwO55YCkGzQSN+0C7yeDXuALuQgghhBBC3KokzIpyUaKX8Oa2N/kl5RcshoW6dl05crA9hm6if4s6TOkdirODfPndjAoLC1myZAlxcXGcOHECJycn+vTpQ/Xq1XFwcODZZ589v4OlFLKTIOugNbxmHbL+Pe8UYFgXelIKgjpDu0ng39Ym9yWEEEIIIW4tkibEDZdZmMkLG1/gYPZBTJoddfShHD0aCgru6xjIA1ENsZOpxTedkydPMm/ePBYvXkxBQQEAdevWJTo6GkdHx/MbGwYkr4OdcyBlExhm6zY6SgHK2sbOETwDwSsIwodZVyW+3MrGQgghhBBC/E0SZsUNlZidyPPrnyezKJPqjl7YZ48i6aQPDnYaD3VtxKi2/pffqkXYTEZGBgMGDMAwrPu6tmrViujoaDp37ozpr1vilBbAvkWw82vraKxhATTwqAWeAeBVH3xCoPZt4BcGji62uSEhhBBCCHHLkzArbpjfUn9j2tZpFJoLCXAP5mzKME6ctaeaiz3P9WlCtyY1bV2i+J2u68THx9OuXTsAatWqRbt27ahevTrR0dE0adLk/A7njsPOuZCwEEpywdDB1QdCe0OrMeDT0AZ3IYQQQgghqjIJs+IfU0oRmxjLrL2zsBgWwjwjObz/Ts4VKOp5ufDqwHCa1fO0dZkCyM/PZ/HixcybN4+MjAy+/PJLmjZtCsA777xz/igsQGo8bP8Cjv5qHYVVBvg2hsZ9oeXd4FzNBnchhBBCCCFEOYdZTdN6Ae8CdsBnSqnpF5x/HBgPWIBMYJxSKqU8axI3llk3M2PbDH5O+Rnd0LkzYCBrtrTibIGZ8DrVeW1QOPW8XW1dZpWXnp7OvHnzWLJkCYWFhQAEBASQn59f1ua8IJu+HTa8B8c3W0Osyc66gFOzYdCop/W1EEIIIYQQNlRuYVbTNDvgQ6AHkAbEa5r2vVJq/1+a7QQilFKFmqZNAl4HRpRXTeLGyinJ4YUNL7A3ay8mzcS4ZuP5bVsIZwvOEVa7Gu+NaoGnq+PVLyTK1csvv8xPP/1U9jxsREQEMTExdOjQ4eKR2BO7YOP7kLzeGmIdXKDpQGg1Fmo2ufjiQgghhBBC2Eh5jsy2BY4opZIANE2bBwwAysKsUmr1X9pvBkaXYz3iBkrJTeHZ9c+SnpeOh6MHj7V+jL2H/NmdlkI1Fwem9guTIGsjFosFAHt767e3h4cHJpOJPn36EB0dTUhIyMWdTu2zjsQmrfk9xDpbQ2zkA+AdVIHVCyGEEEIIcW3KM8zWBVL/8joNiLxC+/uAZeVYj7hBtmVs4+VNL5Nbmou/hz/PRT5HRqYPc7fsQSl4uGsjQmp52LrMKic3N7fsediJEycyYMAAAMaOHcs999xDjRo1Lu6UedAaYo+stIZYe0doMhAiJ0GN4Aq+AyGEEEIIIa5deYbZS+2/oi7ZUNNGAxFAl8ucnwBMAOtzfsJ2lh9bzoxtMyjVS2np15LnIp+jpMSdV37cikVXjGobwMCWdW1dZpVy/Phx5s2bxw8//EBRUREA69evLwuz3t7eF3c6nQibPoDDv1hDrJ0DhPWHNhNkOrEQQgghhKgUyjPMpgH+f3ldDzhxYSNN07oDzwFdlFIll7qQUup/wP8AIiIiLhmIRflSSjFn/xxm75uNxbDQM7AnT0Q8gaYcGRcbT06RmYhALx7uJqN5FWXfvn3MmjWLdevWoZT12yIyMpKYmJiyLXcucmofbPoQjqz6PcTaQ+M+1unENZtWYPVCCCGEEEL8M+UZZuOBRpqmBQHpwEgg+q8NNE1rCXwC9FJKnS7HWsQ/YDEsvLvjXX5M+hFDGYxoPIKJzSdib7LnlR/3c/hUPn4eTrzQLwwnB1nltqIcPXqUtWvX4ujoSK9evYiOjiY4+DK/TMjYaw2xR1f/ORLbuC+0uR9qN6vYwoUQQgghhLgByi3MKqUsmqY9BKzAujXP50qpfZqm/RvYppT6HngDcAcWaJoGcFwp1b+8ahJ/X6G5kFc2v8Lmk5vR0JjYfCKjGo9C0zS+332CH3afQNPgyTtD8ZcteMpNTk4O3377LUop7rvvPgB69erFmTNnGDBgwMVTiZWCklzIOgJbP4Gk3/4MsU3ugrb3y0isEEIIIYSo1LQ/pidWFhEREWrbtm22LqNKyC7O5tn1z5J4JhEXexf+1fJf9GnQB4DDp/K4d3Y8hSU64zsF8eAdMr24PCQnJxMbG8tPP/1ESUkJrq6uLF26FHdXFzixE1K3QmEWFGZD0VkoyobCs9a/GxZAgaGDnSOE9pJnYoUQQgghxE1P07TtSqmIq7Urz2nGohJLzUtlyroppOel4+XsxZS2U4isbV2MOq/YzNPf7qGoVKdzSA0mdG5g42pvLUop4uPjmTt3Lhs2bCg73v72dsR0uw23ja/D0VVQkGkNqpdeV826R6xzdfBvB5ETwTe0Ym5ACCGEEEKICiBhVlxk35l9PLfuOc6WnMXfw5+pt08lxMu6N6lhKF75cT/Hswup5+XCc32bYG9nsnHFt5YjR47w4IMPAuDo4EC/9mGMDHekQcFWOPLznwHWzQ/qRYBHLXCtAe6+4FYTPPzAvRY4V7PtjQghhBBCCFGOJMyK82w+uZmXNr5EobmQpjWa8uLtL1LLrVbZ+U/XJbH6YCZO9nY826cJvh7ONqz21nD27FnWrVtH//7Wx8Ub1a9D91YNaOR8jiF1MvC0XweZvwfYanUhoB006glBUWDvYNPahRBCCCGEsBUJs6LM6uOreW3ra5RYSmhftz3Ptn2Wak5/ju4tT8hg1vpjGIbiwW4NiWzgY8NqK7+kpCRiY2NZunQppcVFhGophFr2Q8p6pocU/z4CC1QPgoBICOkN9duDSVaMFkIIIYQQQsKsAOCHoz/wzvZ3MBtmegT24KmIp3Cydyo7n5Cewys/7seiK2LaBRAdGWDDaisvpRSbN29m7ty5bN64HopzoSSXzvUUdutngM/vQbVGqDXAhvaBuhFgkqncQgghxM3GbDaTlpZGcXGxrUsRolJydnamXr16ODhc32xDCbOC2AOxfLb3MyyGhQHBA3i41cM4mP78gjqVW8yTC3ZTZNa5o7Ev/+oazO9bKYm/wTAM7o0Zxr5d26EkF2dVxF1N3Bh1mysB3k7WrXIC2kGT/uDXBOQzFkIIIW5qaWlpeHh4EBgYKD8bCfE3KaU4c+YMaWlpBAUFXdc1JMxWYUopPt37KXGJceiGzqgmo5jQbAJ2f5nGWlSq88Q3u8nML6FJ7Wq80C8MR3uZ5nqtzmRlUa04DYfkNZiOrKRp7hZOqwJGRLgx+La6VAtqbQ2wYYPAO9DW5QohhBDibyguLpYgK8R10jQNHx8fMjMzr/saEmarKN3QeXfHu/yQ9ANKKcY1G8eYsDHn/WdsGIoXv0/gYEYuvu5OvDKgKZ6ujjasuvI4vGMdse//m+W/beWFO9zp09gFlMGkjjV4bHRvHBp0hLAB4FHT1qUKIYQQ4h+QICvE9fun3z8SZqsgs2Fm2pZprE5djYbGxNsmMiJ0xEVfTB+vPcrqg5k42tvxQr8wGvi626jiysEwDDb+NI+5H79O/J6DoBSapjiS4wHB3SGoCx6hfcCluq1LFUIIIYQQotKTMFvFFFuKeWnTS2w5uQUHkwMPtXiI/sH9L2q3bO9JZm9IRinFQ3O7Z/kAACAASURBVHcE0yG4hg2qrSSUYtX8j5j5zhukpJ8EpXBxMNG/Q1NG3TuZep2jwUG2MBJCCCGEEOJGkjBbhZToJTy/4Xm2ndqGq70rT7R+gm71u13Ubm9aDq/+dACLrrj79vqMbOtvg2orAcOApF9h66fkrFhHStoZano4MPLOdgx84Hk8GkfZukIhhBBCCCFuWbLfRxVRqpfywvoX2HZqG272bjwf+XxZkM0pMrPxSBafrk3i4bidPBS3gyKzTrcmfrJy8YWU4uD6H5h6by8+vCccFj8IafH0bebNtEkDWfLrVu5+Z6UEWSGEEEJUGDs7O1q0aEF4eDjDhg2jsLDQ1iWdp3379gCcO3eOmTNn/u3+RUVFdOnSBV3Xy44tWrQITdNITEwEIDk5mfDw8PP6vfTSS8yYMaPsdUZGBiNHjqRhw4aEhYXRp08fDh06dD23VGb58uWEhoYSHBzM9OnTL9vu3LlzDB06lMaNG9OkSRM2bdp0xeMVUdPl2l3ueGlpKZ07d8ZisfzjGm8UCbNVQKleygsbXiD+VDxu9m6MCXmS9JP+vPT9PoZ+tJEeb/3GI/N28fFvR1l/OIu8IgutA7x4oV8T7O3kSwRLCcaR1ax9cywTOtcmZtQwlv6yhm83H6PU3gNa34vT/T/T47n52NcOs3W1QgghhKhiXFxc2LVrFwkJCTg6OvLxxx+fd14phWEYNqoONm7cCFx/mP38888ZPHgwdnZ/7qgRFxdHx44dmTdv3jVdQynFoEGDiIqK4ujRo+zfv5/XXnuNU6dO/e16/qDrOpMnT2bZsmXs37+fuLg49u/ff8m2jzzyCL169SIxMZHdu3fTpEmTKx6/nDVr1jB27Nh/XNPl2l2pv6OjI926dWP+/PnX+AmVP5lmfIsz62Ze3PgiWzO2YocT1fLGMmOJjq4SUb//n2Zvp9HA142Gvu6E1vIgMsibYD/3qh1kzUVwcBmF+1fw49IVxG3LIvWcGQBXZ0cGdmrGyJEjcew8RhZ0EkIIIcRNo1OnTuzZs4fk5GR69+7NHXfcwaZNm1i8eDHffvstn3/+OQDjx4/n0UcfJTk5mV69ehEZGcnOnTsJCQnhq6++wtXVla+//pr33nuP0tJSIiMjmTlzJqmpqfTu3ZuOHTuyceNG6taty5IlS3BxcaGgoIDhw4eTlpaGruu88MILjBgxAnd3d/Lz85kyZQpHjx6lRYsW9OjRA2dnZ2rUqMEjjzwCwHPPPUfNmjV5+OGHz7unuXPnEhsbW/Y6Pz+fDRs2sHr1avr3789LL7101c9l9erVODg48MADD5Qda9GixT/6rLdu3UpwcDANGjQAYOTIkSxZsoSwsPMHN3Jzc1m7di2zZ88GrKHQ0dHxsscroqbLtYuKirpi/4EDB/LMM88QExPzj+q8USTM3sLMhpmXNr3EhvRNlJQ6YD4RzVmzJ84OJtr6e9LQ151WgV60CvDEw9nB1uXeHJSCw7/AmtcgN50j6UW8vjIT7J2oUy+AkcOGMGD807hV97J1pUIIIYS4ibT9z8pyue7W57pfc1uLxcKyZcvo1asXAAcPHuSLL75g5syZbN++nS+++IItW7aglCIyMpIuXbrg5eXFwYMHmTVrFh06dGDcuHHMnDmTvn37Mn/+fDZs2ICDgwMPPvggc+fOpXPnzhw+fJi4uDg+/fRThg8fzrfffsvo0aNZvnw5derU4aeffgIgJyfnvPqmT59OQkICu3btAqxTgwcPHswjjzyCYRjMmzePrVu3ntentLSUpKQkAgMDy44tXryYXr16ERISgre3Nzt27MDb2/uKn01CQgKtW7e+ps+xU6dO5OXlXXR8xowZdO/+579Heno6/v5/ri1Tr149tmzZclG/pKQkfH19uffee9m9ezetW7fm3XffvexxNze3i64RGRlJSUkJ+fn5ZGdnlwXx//73v9x5551/u6bLtbta//DwcOLj4y/+0GxEwuwtymyYeX7di6w+vp7iEgdMmaNxMOrQLcyP8Z0aEOwn2+xcJDuJfV8+wdbNG7m3tRt41ad56x4Mcc4gsvsAukRFnTe9RQghhBDiZlBUVFQWbjp16sR9993HiRMnqF+/Pu3atQNg/fr1DBo0qCwoDR48mHXr1tG/f3/8/f3p0KEDAKNHj+a9997D2dmZ7du306ZNm7L38PPzo3PnzgQFBZW9X+vWrUlOTgagWbNmPPnkkzz99NP069ePTp06XbHuwMBAfHx82LlzJ6dOnaJly5b4+Pic1yYrKwtPT8/zjsXFxfHoo48C1pHDuLg4HnrooUu+x/Ws/bJu3bpraqeUuqb3s1gs7Nixg/fff5/IyEgeeeQRpk+fzoABAy55/JVXXrnoGn8EyjVr1jB79uyy0dzrrely7a7W387ODkdHR/Ly8vDw8LhkDRVJwuwtqKC0mPt/epZ9Z7dgGM5op0dze0A493UMIiLwyr+1qoqM4jzWfPwkc+O+YXd6IWgmOt81moZDXwJnD565w9YVCiGEEOJm93dGUG+0P56ZvdBfR/guFVL+cGHY+SPUjBkzhmnTpp13Ljk5GScnp7LXdnZ2FBUVARASEsL27dtZunQpzzzzDD179mTq1KlXrH38+PHMnj2bjIwMxo0bd8l7Ky4uLnt95swZfv31VxISEtA0DV3X0TSNqVOncvbs2fP6ZmdnExQUBEDTpk1ZuHDhFWv5w7WOzNarV4/U1NSy12lpadSpU+eifvXq1aNevXpERkYCMHToUKZPn87kyZMvefyf+Ds1XardtfQvKSnB2fnm2HayCj8UeespKLEQt/UY3b98lL1nt2AYTgToY5kxoDczY1pJkL1AQX4+sTOeYmDbQJ5680t2pxfiXt2bex54HM/ez4Kz7X/bJIQQQghxI3Tu3JnFixdTWFhIQUEBixYtKhs5PX78eNkqun8srNStWzcWLlzI6dOnAWswTElJueJ7nDhxAldXV0aPHs2TTz7Jjh07zjvv4eFxUUgcNGgQy5cvJz4+/rzpsn/w8vJC1/WyQLtw4ULuueceUlJSSE5OJjU1laCgIHbt2kXt2rVZtWpVWb3Lly+nY8eOAHTt2pWSkhI+/fTTsmvHx8fz22+/XfSe69atY9euXRf9+WuQBWjTpg2HDx/m2LFjlJaWMm/ePPr373/R9WrVqoW/vz8HDx4EYNWqVYSFhV32+JVERUVddlT279R0uXZX63/mzBl8fX1xcLg5HlGUkdlbQNrZQhZsS+P73WmcdV6I7rIXO5y4K+ABpnYdgoO9TI29UGnqLgb160N2djYohb9fdUbFjKHfAy/heonnFIQQQgghKrNWrVoxduxY2rZtC1hHRFu2bElycjJNmjThyy+/ZOLEiTRq1IhJkybh6urKq6++Ss+ePTEMAwcHBz788ENq1ap12ffYu3cv//d//4fJZMLBwYGPPvrovPM+Pj506NCB8PBwevfuzRtvvIGjoyN33HEHnp6el32cq2fPnqxfv57u3bsTFxfHlClTzjs/ZMgQYmNj+eqrr5g8eTJPPPEEAC+++CINGzYErKPNixYt4tFHH2X69Ok4OzsTGBjIO++8c92fqb29PR988AF33nknuq4zbtw4mjZtWna+T58+fPbZZ9SpU4f333+fmJgYSktLadCgAV988QXAZY9f6I9nZi904TOzf6emy7W7Uv/Vq1fTp0+f6/7MbjTtSlMObkYRERFq27Ztti7D5pRS7Dh+lnlbU1l7OBOLobB4/IKp+kac7R15qs3jDArtZ+sybyoJe/bQ2DED+91zIHUr/1mZSUoOxIwcRqcJb2ByqWbrEoUQQghRiRw4cOCqW6nc7JKTk+nXrx8JCQk2eX/DMGjVqhULFiygUaNGl2yzc+dO3nrrLebMmVPB1YkLDR48mGnTphEaGnrDrnmp7yNN07YrpSKu1ldGZiuZUovBin0ZzIs/zuFT+VgMhZ1JIzBwDxmmLTjY2fNgiwckyP5O13V+XbGUuR+/TsKe3bzWw4OejZzA3pmnJ0Zj3+lRqBFs6zKFEEIIIaqc/fv3069fPwYNGnTZIAvQsmVL7rjjDnRdl8U4bai0tJSBAwfe0CD7T0mYrUSUUvzfwt1sPHoGXVdUc7Gna2M/guon80XiT9gZirvD7mF46HBbl2pzeXl5LI6bzfwvZpKRfhyUTjUnjXxcodVoaD0We6/6ti5TCCGEEMKmAgMDbTYqGxYWRlJS0jW1vdTiUKJiOTo6cs8999i6jPNImK1Eluw6wcajZ3C2NzGqfQCj2gaQlL+XZ9a9i8WwMKjRIO4Nv9fWZdrcV5/O5LP3plF4LguUIsDTjujOTeg7/B5cbh8PTrKwkxBCCCGEEJWdhNlK4lRuMe+uOoyuK+7uFMiEzg04fPYwUzdMpdhSTNeArkxuMRmTVvUWqFZKYbFYcLC3h8SfcN78NoVnM2nj70T0ne3oMOxBTE36gUmmpQghhBBCCHGrkDBbCSilmL4skbxiMy0CPBnbvj4n8k8wZd0U8krzaF2rNU+3fRpHO0dbl1qhLBYLK1euJDY2lsjbmjC5QQoc/ZV+QWZa/Ks9ISP+DYEdbV2mEEIIIYQQohxImK0EliVksOFIFk72djzRM4QCSy5PrX2KrKIsQr1DebHdi7jYu9i6zAqTm5vLokWLmD9/vnXvs8Js8nd/z6RoH0yOLrh2nkDI7Q+Bw82xmbMQQgghhBDixpMwe5PLyi/hzZ8PYtEVY9sHEOTrwOO/PU5aXhp13evy8u0v4+nsaesyK8SJEyf4+uuv+f77760bZ1tKCHLOIbqNhT6hXpj820DUM1DnNluXKoQQQgghhChnEmZvYkopXl+eSE6RmfC61RnbPoBXN79E4plEvJy9mNpuKnU86ti6zAqTkZHBN998AyjaBVUjus5Z2tWxx+TiA23GQ5v7wb5qTbUWQgghhBCiqpIwexNbdeA0aw5m4mBn4vGeIcw9+CWbTm7C2d6ZZ9s+S2OfxrYusdyYzWZ+/vlnDh06xGOPPQZY9xibMKI33dhAQy0NDAUNoiDqWdkrVgghhBBCiCpGwuxN6lxhKW+ssE4vjokM4IzaTlxiHIYyuL/5/bSp3cbWJZaLc+fO8e233/LNN99w5swZAAYPHkz9Wt5o699mgmkB6GZw84W2E6DVGFmlWAghhBBCiCqo6u3jUkm8+fMhzhSU0Li2B3c003kj/g0shoVhIcMYHDzY1uXdcMeOHeO1116jT58+fPTRR5w5c4aGDRsydepUaufvgy/6wI45YFggbACMXgwR4yTICiGEEKJKe+yxx3jnnXfKXt95552MHz++7PUTTzzBW2+9dVE/Ozs7WrRoQXh4OMOGDaOwsLBC6r1W7du3B6wDHTNnzvzb/YuKiujSpQu6rpcdW7RoEZqmkZiYWHYsOTmZ8PDw8/q+9NJLzJgxA7A+5jZy5EgaNmxIWFgYffr04dChQ9dzS+dZvnw5oaGhBAcHM3369Eu2CQwMpFmzZrRo0YKIiIjzzo0bNw4/P7+Lai/vmq7U5lLnSktL6dy5MxaL5YbV+VcSZm9Caw9lsmJfBvYmE/d19uXVrS9SaC6kfd32TGg+AU3TbF3iDZWXl0dMTAzfffcdpaWltG/fnpkzZzLv03fob6zAcdmjkJsO3g1gwIfQ902oVsvWZQshhBBC2Fz79u3ZuHEjAIZhkJWVxb59+8rOb9y4kQ4dOlzUz8XFhV27dpGQkICjoyMff/zxeeeVUhiGUb7FX8Ef93S9Yfbzzz9n8ODB2Nn9OfARFxdHx44dmTdv3jVdQynFoEGDiIqK4ujRo+zfv5/XXnuNU6dO/e16/krXdSZPnsyyZcvYv38/cXFx7N+//5JtV69eza5du9i2bdt5x8eOHcvy5cuv6f3WrFnD2LFj/3FNV2pzuXOOjo5069aN+fPnX1Otf5eE2ZtMXrGZ6csSseiKwa1qsST9XU4XniaoehBPR9wae8mWlpaybNmysv8gPTw86N+/P4MHD2bBggW8987btLU/iDa7LxxeAXYO1gWeRn8LIXfCLRbmhRBCCCGuV4cOHcqC3759+wgPD8fDw4OzZ89SUlLCgQMHaNmy5RWv0alTJ44cOUJycvL/s3fncTrX+//HHy9jFsskBmUaGkvCDA1mqGPJUgjZjlCEI1E6p9RR6lunOp2KltNPSpuUFltNh5yiTchSGRNpIgkjSyETWYeZef/+uK65zmB2s7jM8367zc11fT7vz+f9uq75GJ7zfn/eF40bN2bMmDG0aNGC7du388wzzxAdHU10dLRvBDg5OZlGjRoxbNgwmjVrRv/+/U8a2X377bdp1aoVMTExjB49mvT0dN+5b775ZqKioujSpQtHjx7l8OHD9OjRg8suu4zo6Ghf6KlcuTIA9957L5s3byYmJoa7776bf/zjHzz77LO+vu6//34mT5582muaMWMGvXv39j0/dOgQK1asYNq0afkOs4sXLyYwMJBbbrnFty0mJoZ27drl6/icrFq1igYNGlCvXj2CgoIYNGgQ77//foHO0b59e6pVq3ZGdRS0ptza5LavT58+zJgxo8hqzUr3zJ5lnv1sE3sOHqNBzcq4qh/x3bbvCA0K5b5W91G1QtXSLu+MpKSkEB8fT3x8PCkpKQQHB9OpUyfA84MKgP0/wztDYUeCZ0px7dbQfjxcFFOKlYuIiIjk4elLi+e84zbmujs8PJzy5cvz888/s3LlSq644gp27tzJl19+SZUqVWjWrBlBQTkPhqSlpbFw4UK6desGwMaNG3n99dd54YUXSExM5PXXX+frr7/GOUfr1q258sorqVq1Khs3bmTatGm0adOGESNG8MILLzBu3Dg2bNjAnDlzWLFiBYGBgYwZM4YZM2bQvn17Nm3axKxZs5g6dSoDBgzgvffeo0KFCoSHh/Phhx8CcODAgZPqmzhxIklJSaxduxbwBOl+/fpxxx13kJGRwezZs1m1atVJxxw/fpwtW7YQGRnp2zZv3jy6detGw4YNqVatGt988w0tWrTI9b1NSkqiZcuWubbJ1K5dOw4ePHja9qeffpqrrrrqpG07d+6kdu3avucRERF8/fXXpx1rZnTp0gUzY/To0YwaNSpftWRq3bo1qampHDp0iJSUFGJiPP+ffuKJJ+jatWuBa8qtTW77oqOjSUhIKFDt+aUwexb5ac9B5n+7CzMjrulmFmz7AMP4W/O/+fXKxZs3b2bmzJksXLiQ48ePA9CwYUMqVKjwv0bOwbp3YMkEOH4IQs7zLPAUOxICdJmKiIiI5CRzdHblypXcdddd7Ny5k5UrV1KlShXfvaenOnr0qC/ctGvXjptuuoldu3Zx8cUXc/nllwOwfPly+vbtS6VKlQDPopzLli2jV69e1K5d2zd9eciQIUyePJlx48axaNEiEhMTiYuL8/VTs2ZN2rdvT926dX19tmzZkuTkZAYMGMC4ceMYP348PXv2zHPUMzIykrCwMNasWcPu3btp3rw5YWFhJ7X57bffOP/880/aNmvWLMaOHQvAoEGDmDVrFi1atMjx9r2C3ta3bNmyfLd1zuWrvxUrVhAeHs6ePXu4+uqradSoEe3bt893P5lhcsmSJUyfPp3p06efUU25tcltX0BAAEFBQRw8eJDQ0NB8158fSglnkVe+2EJ6hqNlwz/45Jc3SM9IZ3j0cLpEdint0grtX//6l2+KgZnRvn17Bg8efPIPj0N74OP7YetSz2jsxX+Czg9B9UtKsXIRERGRAshjBLU4Zd43+9133xEdHU3t2rX597//zXnnnceIESOYMmUKU6dOBWDBggWEh4f77pk9VWZwhewDSqZTg07WUDNs2DAmTJhw0v7k5GSCg4N9zwMCAjh69CgNGzYkMTGRBQsWcN9999GlSxcefPDBXF/vyJEjmT59Or/++isjRow4bX+FChU4duyY7/m+ffv4/PPPSUpKwsxIT0/HzHjyyScJCwvj999/P+n4lJQU6tatS0REBPHx8bnWkqkgI7MRERFs377d93zHjh2Eh4efdmzmtpo1a9K3b19WrVpVoDBbEPmpKbc2eR2fmppKSEhIkdete2bPEj/8+gdLNu6lXOABdgS8QWpaKlddfBXDmgwr7dIKJDU19aR7JurVq0dISIhvKskzzzxDy5YtPT/wnIMN/4XpPWDLYigfDG3vhP7TFWRFRERE8qlNmzZ88MEHVKtWjYCAAKpVq8b+/fv58ssvueKKK7jttttYu3Yta9euzTY05aR9+/bMmzePI0eOcPjwYebOnesbOf3555/58ssvgf8trATQuXNn4uPj2bNnD+AJhtu2bcuxj127dlGxYkWGDBnCuHHj+Oabb07aHxoaelpI7Nu3Lx999BEJCQmnTZcFqFq1Kunp6b5AGx8fz9ChQ9m2bRvJycls376dunXrsnz5cipXrkytWrVYtGiRr96PPvqItm3b0qlTJ1JTU32/CABISEhg6dKlp/W5bNky33uc9evUIAsQFxfHpk2b2Lp1K8ePH2f27Nn06tXrpDaHDx/2ve7Dhw/zySefFHrl4g4dOuQ6KpvfmnJrk9u+ffv2UaNGDQIDAwtVf24UZs8Sr3yxhbSMNCpH/IfD6QdoEtaEu1reRYCffPTMvn37ePHFF+nRowdvv/22b3vfvn1ZsGAB99xzD3Xq1PnfAUdS4L93wId/hyP7oNZlMHAG/OlvmlYsIiIiUgBNmzblt99+800PztxWpUoVqlevXujztmjRguHDh9OqVStat27NyJEjfYtJNW7cmDfeeINmzZqRkpLCrbfeCkCTJk149NFH6dKlC82aNePqq6/ml19+ybGP7777zrdY1GOPPcYDDzxw0v6wsDDatGlDdHQ0d999NwBBQUF07NiRAQMGnLRacVZdunRh+fLlgCds9+3b96T9f/7zn5k5cyYAb775Jo8++igxMTF06tSJhx56iPr162NmzJ07l08//ZT69esTFRXFww8/XKBfCGSnfPnyPP/883Tt2pXGjRszYMAAoqKiAOjevTu7du1i9+7dtG3blssuu4xWrVrRo0cP333NANdffz1XXHEFGzduJCIigmnTpp3WT+vWrYmJiTnt6+OPPy5UTbm1yW3f4sWL6d69+xm9Zzmx3KYPnI1iY2PdqUtT+7uknQcYMT2B9PMWUbH6SmpUDGNSx0nUOa9O3geXsh9//JGZM2fy8ccfc+LECQD+1DqOyf8YA8cOwLE/PH+m/uF9vN/zeEciHN7rWam45XD40x0QGJx7ZyIiIiJnkQ0bNtC4cePSLqPEJScn07NnT5KSkkql/4yMDFq0aMG7777LJZdkP5tvzZo1PPPMM7z11lslXJ2cql+/fkyYMIFLL81+kbTs/h6ZWaJzLjbbA7LQENhZ4OUvtnAi4GfKV1mJmeOmpjed9UE2KSmJKVOmeFYmcw5LO0rHJhcyuGkglwUvhbcXeaYR47x/4nmcVc0m0PEBuPjyU08vIiIiInKa9evX07NnT/r27ZtjkAVo3rw5HTt2JD09PcfRWyl+x48fp0+fPjkG2TOlMFvK1m7fz1dbfyGjxlyCAjPoEtmV7nWLZxi+yKSf4Mi2NSQsWUBFjtGrYTkGNQ0hoso2T3DNMKhSx7MicVBlCKrk/aoMIedDhapQuSbU7wRBFUv71YiIiIhIAURGRpbaqGyTJk3YsmVLvtpmtziUlKygoCCGDh1abOdXmC1lLy/dzPHKnxAYvJ/aoRfx15i/Fngp8GKVeoi9G7/inZlvkbIrmX9cHQa/bSIu7RgPtDpO5wYVCA0uB1UvhguawkUtPSH1/Np5n1tERERERKSQFGZL0erkFFb9moCrlkDFoEBuuewWzg85P+8Di4NzcGg37NkAezfC3g388O1qZi7dyCc/HiYt3WHmGHXxhVwQGoCF1qJPn84Q3hwaXAXV6sHZFMJFREREROScpjBbSpxzPL80ieNV5hFUHno3uJYOtTuUTOdpx2HfT7A3M7j+AHt+gGMHyEhPZ9nWI8xYc4hvdqaCGeXKB3FV80hu6NGeC9p2gfCWcF64wquIiIiIiJQahdlS8tWWFNYemolVOEjDqvUZ3Wx08Xd6YCesngbfxUPaMXAZnq9MQZX5LbgW93z+LenlqlDpojD6/HkgA4cMO+MlyEVERERERIqSwmwpcM7xxBfvkR7yHRXKB/H3uNupHFS5+Dr87SdImAobPoD0VE+ADa0FVeuymzA+3HCY4bfcSbmal1IzoDyD3WSqV69O7969qVSpUvHVJSIiIiIiUkgKs6Vgwfof2ZL+DlYOrmvYj9gL8/wIpcL5ZR2sehk2fQYu3bPt4jbQ/Ea+T72QGTNn8tlnn5GRkUGDzvtoX8tzOdx+++3FU4+IiIiIiEgRUZgtYRkZGTyx6mmcHaVWyCXcHjuqaDtwDn7+yhNit30JGWlQLgAaXEV6zFCWbDnKjAkzWLduHQDlypWja9euXHTRRUVbh4iIiIiISDFSmC1hT6+cze9uPeUI4Z/txhJcPrjoTn78CHz6D9jwX8hIh/LB0Kg7xN4EF0Zzy803s2bNGgBCQ0Pp27cvAwcO5IILLii6GkREREREREpAudIuoCzZe/g35vz0KjhHiyp9uKJ2TNGd/PdtMGsgbJjvGYltNpBdXV/jj/b/hAujAWjbti21a9fmnnvu4cMPP+T2229XkBURERHxcwEBAcTExPi+Jk6cmGOb6OhorrvuOo4cOVIKlebuT3/6EwD79+/nhRdeKPDxR48e5corryQ93XN73dy5czEzfvjhB1+b5ORkoqOjTzru4Ycf5umnn/Y9//XXXxk0aBD169enSZMmdO/enR9//LEwL8nno48+4tJLL6VBgwbZfn8y7d+/n/79+9OoUSMaN27Ml19+mev2kqgpp3Y5bT9+/Djt27cnLS3tjGvMi8JsCZq48jWOZ6QSeOJSnux2U9GdePNiePvPsGcDrmIN1l1yF+MXp9PnL7cTSb7kyAAAIABJREFUHx/va3b99dfz3nvvMWDAACpWrFh0/YuIiIhIqalQoQJr1671fd177705tklKSiIoKIiXXnrppP3OOTIyMk47riStXLkSKHyYfe211+jXrx8BAQEAzJo1i7Zt2zJ79ux8n8M5R9++fenQoQObN29m/fr1PP744+zevbvA9WRKT0/ntttuY+HChaxfv55Zs2axfv36bNvecccddOvWjR9++IFvv/2Wxo0b57o9J0uWLGH48OFnXFNO7XI7PigoiM6dOzNnzpx8vkOFpzBbQvYe/o3FOxaAc3QKv5YalYsgTGZkwMrnYO4tpB/exyf7Ihi+rBYj/vkyixYtwsw4cOCAr3lQUBDlyulbLiIiIlKWtWvXjp9++onk5GQaN27MmDFjaNGiBdu3bwfgmWeeITo6mujoaCZNmgR4RjQbNWrEsGHDaNasGf379/eN7r799tu0atWKmJgYRo8eTXp6uu/cN998M1FRUXTp0oWjR48CcPjwYXr06MFll11GdHS0L/RUruz5dI97772XzZs3ExMTw913382zzz7rq/3+++9n8uTJ2b6uGTNm0Lt3bwAOHTrEihUrmDZtWoHC7OLFiwkMDOSWW27xbYuJiaFdu3b5PsepVq1aRYMGDahXrx5BQUEMGjSI999//7R2f/zxB1988QU33eQZ9AoKCuL888/PcfuZyG9NObXL6/g+ffowY8aMM6oxP3TPbAl5fMVrnHAnCDrRmPuv6n7mJzx2ABbcA1sW8/mPh/j3t5XYnfYH2CHOO+88+vfvz3XXXUeNGjXOvC8RERERyVWndzoVy3k/H/B5nm2OHj1KTMz/bl+77777GDhwYLZt09LSWLhwId26dQNg48aNvP76676R0MTERF5//XW+/vprnHO0bt2aK6+8kqpVq7Jx40amTZtGmzZtGDFiBC+88AI9evRgzpw5rFixgsDAQMaMGcOMGTNo3749mzZtYtasWUydOpUBAwbw3nvvMWTIED766CPCw8P58MMPAU4afAGYOHEiSUlJrF27luTkZPr168cdd9xBRkYGs2fPZtWqVae9ruPHj7NlyxYiIyMBmDdvHt26daNhw4ZUq1aNb775hhYtWuT5XiYlJdGyZcs824HnlwIHDx48bfvTTz/NVVdd5Xu+c+dOateu7XseERHB119/fdpxW7ZsoUaNGvzlL3/h22+/pWXLljz77LM5bs/uIzRbt25Namoqhw4dIiUlxXddPPHEE3Tt2rXANeXULq/jo6OjSUhIOP1NK2IKsyVgz+HfWLJzIThH54juVK0YcmYn3LuRjLm3Ue7ANgisQHDr/uz+5hMujryYG264gR49ehAScoZ9iIiIiIhfyJxCnJusgbddu3bcdNNN7Nq1i4svvpjLL7/c12758uX07dvXF5T69evHsmXL6NWrF7Vr16ZNmzYADBkyhMmTJxMSEkJiYiJxcXG+fmrWrEn79u2pW7eur8+WLVuSnJwMQNOmTRk3bhzjx4+nZ8+euY56RkZGEhYWxpo1a9i9ezfNmzcnLCzstHa//fbbSaOVs2bNYuzYsQAMGjSIWbNm0aJFC8ws235y2p6bZcuW5audcy5f/aWlpfHNN9/w3HPP0bp1a+644w4mTpxI7969s93+r3/967RzZAbKJUuWMH36dKZPn35GNeXULq/jAwICCAoK4uDBg4SGhmZbQ1FQmC0Bjy9/jTR3nOC0S7m/U89Cn8cdP8ra+KeZ8epkgknjsetbQNfHuSIijinRvYmLi9M0YhEREZFSkJ8R1JI0ZcoUpk6dCsCCBQtyDLynju5lF1IynRp2MkPNsGHDmDBhwkn7kpOTCQ7+36d2BAQE+KYZN2zYkMTERBYsWMB9991Hly5dePDBB3Psd+TIkUyfPp1ff/2VESNGZNumQoUKHDt2DIB9+/bx+eefk5SUhJmRnp6OmfHkk08SFhbG77//ftKxKSkp1K1bF4CoqKiT1pzJTX5HZiMiInxTuAF27NhBeHj4acdFREQQERFB69atAejfvz8TJ07ktttuy3b7mShITdm1y8/xqampxT7ApuRTzPYc3sfSXZ57ZTtf1JMqFQv+UTxph1JY+P/+ytC2dbh5/GMs+fEPlu4K4mCPl6FOa8qVK0fr1q0VZEVEREQEgNtuu823IFR2ISUn7du3Z968eRw5coTDhw8zd+5c38jpzz//7FtFN3Nxpc6dOxMfH8+ePXsATzDctm1brn3s2rWLihUrMmTIEMaNG8c333xz0v7Q0NCTQmLfvn356KOPSEhIOGmqbFZVq1YlPT2dY8eOER8fz9ChQ9m2bRvJycls376dunXrsnz5cipXrkytWrVYtGiRr96PPvqItm3bAtCpUydSU1N9vwgASEhIYOnSpaf1uWzZspMW3sr8yhpkAeLi4ti0aRNbt27l+PHjzJ49m169ep12vgsvvJDatWuzceNGABYtWkSTJk1y3J6bDh065DgqW5CacmqX1/H79u2jRo0aBAYG5lrnmdLIbDF79IvXSHMnCElvyANXXVugYw/9upX4SffyzvyP2PNHKuA4/7xK9O/Zjev+/m9CL6hVPEWLiIiIiN849Z7Zbt26FXrkrkWLFgwfPpxWrVoBnlHR5s2b+xZ0euONNxg9ejSXXHIJt956KxUrVuTRRx+lS5cuZGRkEBgYyJQpU7jwwgtz7OO7777j7rvvply5cgQGBvLiiy+etD8sLIw2bdoQHR3NNddcw1NPPUXHjh05//zzfSsVZ6dLly4sX76cWbNmnbai85///GdmzpxJu3btePPNN7ntttv4+9//DsBDDz1E/fr1Ac9o89y5cxk7diwTJ04kJCSEyMhI30JYhVG+fHmef/55unbtSnp6OiNGjCAqKsq3v3v37rz66quEh4fz3HPPMXjwYI4fP069evV4/fXXAXLcfqrMe2ZPdeo9swWpKad2uR2/ePFiuncvgnWC8mC5TSU4G8XGxrrVq1eXdhn5svvwPrq905+0jFR61rqLCd375+/A37dBwqvsWvkOfV7bRkaGo154dW4YNIBrRj9CcKXim3cuIiIiIvmzYcOGPD8i5VyRnJxMz549SUpKKvG+MzIyaNGiBe+++y6XXHJJju3WrFnDM888w1tvvVWC1Ul2+vXrx4QJE7j00kvzbJvd3yMzS3TOxeZ1rEZmi9GjSz33yoakN+SBzqcP22fl0tNZ/cFrLHrvde5pmkI50giv6Li1ewyN2v+ZywfeiQXo2yUiIiIiZcf69evp2bMnffv2zTXIAjRv3pyOHTuSnp6e6wiuFK/jx4/Tp0+ffAXZM6V0VEx2H0ph2a+eFYyvrt2DSsFB2bY7vm87n7z+ODPf/Q8/7joAztH+vJr8qWNXaDGUv0S2g0KsriYiIiIiUlQiIyNLZVS2SZMmbNmyJd/tc1ogSkpOUFAQQ4cOLZG+FGaLySNLp5FOKhUyLuEfnfucvDM9jf3rFvDeq8/wzmer2Xc4DXBUCw3huq5taHzL/dCoTanULSIiIiIi4g8UZovBr4dSWLHbMyrbpU4PKgR5V/E6kgJrZ5CxdjZDp3zLrgMnAKNBnQu4YcCf6XbzQwRVqlKqtYuIiIiIiPgDhdli8MiSaaS7VCq6BjzQqS/u4B5Wvf0Ijf9YynnljlHOpdOnxYV8eyiMwaP/TlzX6wr1Qc0iIiIiIiJlVbGGWTPrBjwLBACvOucmnrI/GHgTaAnsAwY655KLs6bi9svB31m5ZyHg6Fn9Cj6eMIyZcz9k895Ubm8TytBr20PTAfxlbG8sqHg/RFhERERERORcVWxh1swCgCnA1cAOIMHM5jvn1mdpdhPwu3OugZkNAp4ABhZXTSXhn0umkXbwIBVW7eeLhLt5/4jnftjqYdWo3GYE3PAvKFcOjcOKiIiIiIgUXnGOzLYCfnLObQEws9lAbyBrmO0NPOx9HA88b2bm/O3Db71+2f4tS9+fws7Fu4lITccBl0aGM3jYSK4edjeBQdmvaCwiIiIiIiIFU5xh9iJge5bnO4DWObVxzqWZ2QEgDPgtayMzGwWMAqhTp05x1XvGXln2HMHVHBXSHF1iGjB09J007zECK1eutEsTERERkXPUr7/+ytixY0lISCA4OJjIyEj69OnD/Pnz+eCDD0q7PJFiU5xhNruZtKeOuOanDc65V4BXAGJjY8/aUdvbez5JyLFRhDzekjsG31fa5YiIiIjIOc45R9++fRk2bBizZ88GYO3atfz3v/8t5cpEil9xDhnuAGpneR4B7MqpjZmVB6oAKcVYU7Gqel41xo+IV5AVERERkRKxePFiAgMDueWWW3zbYmJiaNeuHYcOHaJ///40atSIwYMHk3kn3yOPPEJcXBzR0dGMGjXKt71Dhw6MHz+eVq1a0bBhQ5YtWwZAeno648aNo2nTpjRr1oznnnsOgMTERK688kpatmxJ165d+eWXX0r41UtZV5wjswnAJWZWF9gJDAJuOKXNfGAY8CXQH/jcX++XFREREZGyLTY2Nsd9//d//0e/fv0A+M9//sPjjz+eY9vVq1fnu8+kpCRatmyZ7b41a9bw/fffEx4eTps2bVixYgVt27blr3/9Kw8++CAAN954Ix988AHXXnstAGlpaaxatYoFCxbwz3/+k88++4xXXnmFrVu3smbNGsqXL09KSgonTpzgb3/7G++//z41atRgzpw53H///bz22mv5rl3kTBVbmPXeA/tX4GM8H83zmnPuezN7BFjtnJsPTAPeMrOf8IzIDiquekREREREypJWrVoREREBeEZrk5OTadu2LYsXL+bJJ5/kyJEjpKSkEBUV5QuzmYG7ZcuWJCcnA/DZZ59xyy23UL68JzpUq1aNpKQkkpKSuPrqqwHP6G2tWrVK+BVKWVesnzPrnFsALDhl24NZHh8DrivOGkRERERESkJ+R1T79evnC41nKioqivj4+Gz3BQcH+x4HBASQlpbGsWPHGDNmDKtXr6Z27do8/PDDHDt27LRjMtuD575cs5OXunHOERUVxZdfflkkr0OkMLTMroiIiIiIn+rUqROpqalMnTrVty0hIYGlS5dm2z4zuFavXp1Dhw7lGISz6tKlCy+99JIv3KakpHDppZeyd+9eX5g9ceIE33///Zm+HJECUZgVEREREfFTZsbcuXP59NNPqV+/PlFRUTz88MOEh4dn2/7888/n5ptvpmnTpvTp04e4uLg8+xg5ciR16tShWbNmXHbZZcycOZOgoCDi4+MZP348l112GTExMaxcubKoX55Irszf1luKjY11BbkpXkRERESkOGzYsIHGjRuXdhkifi27v0dmluicy3lFNS+NzIqIiIiIiIjfUZgVERERERERv6MwKyIiIiJSSP52y57I2eRM//4ozIqIiIiIFEJISAj79u1ToBUpBOcc+/btIyQkpNDnKNbPmRUREREROVdFRESwY8cO9u7dW9qliPilkJAQIiIiCn28wqyIiIiISCEEBgZSt27d0i5DpMzSNGMRERERERHxOwqzIiIiIiIi4ncUZkVERERERMTvmL+tvmZme4FtpV1HHqoDv5V2EVLm6TqUs4GuQzlb6FqUs4GuQzkb+MN1eLFzrkZejfwuzPoDM1vtnIst7TqkbNN1KGcDXYdyttC1KGcDXYdyNjiXrkNNMxYRERERERG/ozArIiIiIiIifkdhtni8UtoFiKDrUM4Oug7lbKFrUc4Gug7lbHDOXIe6Z1ZERERERET8jkZmRURERERExO8ozIqIiIiIiIjfUZgtJDPrZmYbzewnM7s3m/3BZjbHu/9rM4ss+SqlLMjHtXiXma03s3VmtsjMLi6NOuXcltd1mKVdfzNzZnZOfCSAnF3ycx2a2QDvz8TvzWxmSdcoZUM+/m2uY2aLzWyN99/n7qVRp5y7zOw1M9tjZkk57Dczm+y9RteZWYuSrrEoKMwWgpkFAFOAa4AmwPVm1uSUZjcBvzvnGgD/D3iiZKuUsiCf1+IaINY51wyIB54s2SrlXJfP6xAzCwVuB74u2QqlLMjPdWhmlwD3AW2cc1HA2BIvVM55+fyZ+ADwjnOuOTAIeKFkq5QyYDrQLZf91wCXeL9GAS+WQE1FTmG2cFoBPznntjjnjgOzgd6ntOkNvOF9HA90NjMrwRqlbMjzWnTOLXbOHfE+/QqIKOEa5dyXn5+JAP/C88uUYyVZnJQZ+bkObwamOOd+B3DO7SnhGqVsyM+16IDzvI+rALtKsD4pA5xzXwApuTTpDbzpPL4CzjezWiVTXdFRmC2ci4DtWZ7v8G7Lto1zLg04AISVSHVSluTnWszqJmBhsVYkZVGe16GZNQdqO+c+KMnCpEzJz8/DhkBDM1thZl+ZWW6jFiKFlZ9r8WFgiJntABYAfyuZ0kR8Cvp/yLNS+dIuwE9lN8J66mcc5aeNyJnK93VmZkOAWODKYq1IyqJcr0MzK4fndovhJVWQlEn5+XlYHs+Uug54ZqksM7No59z+Yq5Nypb8XIvXA9Odc/82syuAt7zXYkbxlycCnCNZRSOzhbMDqJ3leQSnTw/xtTGz8nimkOQ21C9SGPm5FjGzq4D7gV7OudQSqk3Kjryuw1AgGlhiZsnA5cB8LQIlRSy//za/75w74ZzbCmzEE25FilJ+rsWbgHcAnHNfAiFA9RKpTsQjX/+HPNspzBZOAnCJmdU1syA8N+7PP6XNfGCY93F/4HPnnN/9tkPOenlei97pnS/jCbK6P0yKQ67XoXPugHOuunMu0jkXiefe7V7OudWlU66co/Lzb/M8oCOAmVXHM+14S4lWKWVBfq7Fn4HOAGbWGE+Y3VuiVUpZNx8Y6l3V+HLggHPul9IuqqA0zbgQnHNpZvZX4GMgAHjNOfe9mT0CrHbOzQem4Zky8hOeEdlBpVexnKvyeS0+BVQG3vWuQfazc65XqRUt55x8XocixSqf1+HHQBczWw+kA3c75/aVXtVyLsrntfh3YKqZ3YlnaudwDXpIUTKzWXhuqajuvTf7ISAQwDn3Ep57tbsDPwFHgL+UTqVnxvT3RkRERERERPyNphmLiIiIiIiI31GYFREREREREb+jMCsiIiIiIiJ+R2FWRERERERE/I7CrIiIiIiIiPgdhVkRESkTzCzdzNZm+YrMpW2kmSUVQZ9LzGyjmX1rZivM7NJCnOMWMxvqfTzczMKz7HvVzJoUcZ0JZhaTj2PGmlnFM+1bRESksBRmRUSkrDjqnIvJ8pVcQv0Ods5dBryB53OfC8Q595Jz7k3v0+FAeJZ9I51z64ukyv/V+QL5q3MsoDArIiKlRmFWRETKLO8I7DIz+8b79ads2kSZ2SrvaO46M7vEu31Ilu0vm1lAHt19ATTwHtvZzNaY2Xdm9pqZBXu3TzSz9d5+nvZue9jMxplZfyAWmOHts4J3RDXWzG41syez1DzczJ4rZJ1fAhdlOdeLZrbazL43s396t92OJ1QvNrPF3m1dzOxL7/v4rplVzqMfERGRM6IwKyIiZUWFLFOM53q37QGuds61AAYCk7M57hbgWedcDJ4wucPMGnvbt/FuTwcG59H/tcB3ZhYCTAcGOueaAuWBW82sGtAXiHLONQMezXqwcy4eWI1nBDXGOXc0y+54oF+W5wOBOYWssxswL8vz+51zsUAz4Eoza+acmwzsAjo65zqaWXXgAeAq73u5Grgrj35ERETOSPnSLkBERKSEHPUGuqwCgee994imAw2zOe5L4H4ziwD+45zbZGadgZZAgpkBVMATjLMzw8yOAsnA34BLga3OuR+9+98AbgOeB44Br5rZh8AH+X1hzrm9ZrbFzC4HNnn7WOE9b0HqrAQEAC2ybB9gZqPw/J+hFtAEWHfKsZd7t6/w9hOE530TEREpNgqzIiJSlt0J7AYuwzNb6dipDZxzM83sa6AH8LGZjQQMeMM5d18++hjsnFud+cTMwrJr5JxLM7NWQGdgEPBXoFMBXsscYADwAzDXOefMkyzzXSfwLTARmAL0M7O6wDggzjn3u5lNB0KyOdaAT51z1xegXhERkTOiacYiIlKWVQF+cc5lADfiGZU8iZnVA7Z4p9bOxzPddhHQ38xqettUM7OL89nnD0CkmTXwPr8RWOq9x7SKc24BnsWVsltR+CAQmsN5/wP0Aa7HE2wpaJ3OuRN4pgtf7p2ifB5wGDhgZhcA1+RQy1dAm8zXZGYVzSy7UW4REZEiozArIiJl2QvAMDP7Cs8U48PZtBkIJJnZWqAR8KZ3BeEHgE/MbB3wKZ4puHlyzh0D/gK8a2bfARnAS3iC4Qfe8y3FM2p8qunAS5kLQJ1y3t+B9cDFzrlV3m0FrtN7L+6/gXHOuW+BNcD3wGt4pi5negVYaGaLnXN78ay0PMvbz1d43isREZFiY8650q5BREREREREpEA0MisiIiIiIiJ+R2FWRERERERE/I7CrIiIiIiIiPgdhVkRERERERHxOwqzIiIiIiIi4ncUZkVERERERMTvKMyKiIiIiIiI31GYFREREREREb+jMCsiIiIiIiJ+R2FWRERERERE/I7CrIiIiIiIiPgdhVkRERERERHxOwqzIiIiIiIi4ncUZkVERERERMTvKMyKiIiIiIiI31GYFREREREREb+jMCsiIiIiIiJ+R2FWRERERERE/I7CrIiIiIiIiPgdhVkRERERERHxOwqzIiIiIiIi4ncUZkVERERERMTvKMyKiIiIiIiI31GYFREREREREb+jMCsiIiIiIiJ+R2FWRERERERE/I7CrIiIiIiIiPgdhVkRERERERHxOwqzIiIiIiIi4ncUZkVERERERMTvKMyKiIiIiIiI31GYFREREREREb+jMCsiIiIiIiJ+R2FWRESkiJnZ/5nZqyXYXx0zO2RmAUV0vpfM7B/exx3MbEdRnNd7vnZmtrGoziciImWXOedKuwYREZGTmFkycAGQDhwGFgB/c84dKs26CsPMIoGtQKBzLq0Qxw8HpgFHvZv2AkuACc65HwtxrpHOubYFOKYD8LZzLqIgfWU53gGXOOd+KszxIiIiOdHIrIiInK2udc5VBloAccADpzYwj7Lwb9mX3veiCnAVnmCbaGbRRd1RUY3uioiIFLey8B8AERHxY865ncBCIBrAzJaY2WNmtgI4AtQzs3Azm29mKWb2k5ndnHm8mT1sZvFmNsfMDprZN2Z2WZb94Wb2npntNbOtZnb7Kce+Y2Zveo/93sxis+wfb2Y7vfs2mlnnLMe97W32hffP/d6pwFd662ya5Tw1zeyomdXI471Id85tds6NAZYCD3uPjzQzZ2blvc+Hm9kWb11bzWywmTUGXgKu8Nax39t2upm9aGYLzOww0NG77dGsfXunTv9mZslmNjjL9iVmNjLL8+Fmttz7OPO1f+vtc+Cp05bNrLH3HPu972+vLPumm9kUM/vQ+1q+NrP6ub1HIiJSdijMiojIWc3MagPdgTVZNt8IjAJCgW3ALGAHEA70Bx7PDJZevYF3gWrATGCemQV6R3X/C3wLXAR0BsaaWdcsx/YCZgPnA/OB5711XQr8FYhzzoUCXYHkbF5Ce++f5zvnKjvnlnrPNyRLm+uBz5xze/P5tgD8B2h36kYzqwRMBq7x1vUnYK1zbgNwC95RXufc+VkOuwF4DM/7uTybvi4EquN5j4YBr3hff66cc5mv/TJvn3NOqTUQz/v/CVAT+Bsw45RzXw/8E6gK/OStU0RERGFWRETOWvO8o4fL8YxCPp5l33Tn3Pfee1AvBNoC451zx5xza4FX8QTeTInOuXjn3AngGSAEuBzP9OUazrlHnHPHnXNbgKnAoCzHLnfOLXDOpQNvAZmjuulAMNDEzAKdc8nOuc35fG1vADdkmSJ9o/fcBbELTzjPTgYQbWYVnHO/OOe+z+Nc7zvnVjjnMpxzx3Jo8w/nXKo3jH8IDChgvdm5HKgMTPS+/58DH+AJsJn+45xb5f1ezwBiiqBfERE5ByjMiojI2aqPc+5859zFzrkxzrmjWfZtz/I4HEhxzh3Msm0bnlHE09o75zL43yjuxUC4d4rrfm94/j88i09l+jXL4yNAiJmV9y5oNBbPVN89ZjbbzMLz88Kcc1/jWdjqSjNrBDTAM+pbEBcBKdmc+zAwEM8o7C/eKbqN8jjX9jz2/+49b6ZteN6/MxUObPd+T7KeO+v37tT3v3IR9CsiIucAhVkREfFHWZfi3wVUM7PQLNvqADuzPK+d+cA7GhrhPW47sNUbmjO/Qp1z3fNVhHMzvSsDX+yt6Yk8as3qDTxTjW8E4nMZEc1JX2BZDnV97Jy7GqgF/IBntDm3WvL6aIOq3unLmergef/AE8orZtl3YR7nymoXUPuURbxO/d6JiIhkS2FWRET8mnNuO7ASmGBmIWbWDLgJz5TUTC3NrJ93gaSxQCrwFbAK+MO7kFMFMwsws2gzi8urXzO71Mw6mVkwcAzPCsPp2TTdi2fab71Ttr+FJ5AOAd7Mz2v11lfXzJ4DOuC5l/TUNheYWS9v+EwFDmWpazcQYWZB+envFP80syAzawf0xHMPMsBaoJ+ZVTSzBnje+6x2c/prz5Q5Qn2P9x7mDsC1eO4pFhERyZXCrIiInAuuByLxjPTNBR5yzn2aZf/7eKbe/o5nJLSfc+6E9z7Ya/Hch7kV+A3P/bZV8tFnMDDRe8yveBYw+r9TGznnjuBZtGiFdyrz5d7tO4Bv8IyKZjvCmsUVZnYI+APPZ8yeh2fhqe+yaVsO+Due9yIFuBIY4933OfA98KuZ/ZaP15jpVzzv3S48vyS4xTn3g3ff/wOO4wmtb3DyLxHAMw37De9rP+k+W+fccTwLbF2D5318ARia5dwiIiI5MufymlkkIiLiv8zsYaCBc25IXm1Lmpm9Buxyzp32GboiIiKSu/KlXYCIiEhZZGaRQD+geelWIiIi4p80zVhERKSEmdm/gCTgKefc1tKuR0RExB9pmrGIiIieFxuNAAAgAElEQVSIiIj4HY3MioiIiIiIiN/xu3tmq1ev7iIjI0u7DBERERERESkGiYmJvznnauTVzu/CbGRkJKtXry7tMkRERERERKQYmNm2/LTTNGMRERERERHxOwqzIiIiIiIi4ncUZkVERERERMTv+N09syIiIiIiIoVx4sQJduzYwbFjx0q7FAFCQkKIiIggMDCwUMcrzIqIiIiISJmwY8cOQkNDiYyMxMxKu5wyzTnHvn372LFjB3Xr1i3UOTTNWEREREREyoRjx44RFhamIHsWMDPCwsLOaJRcYVZERERERMoMBdmzx5l+LxRmRURERERExO/onlkRERERESmTZn79c5Ge74bWdXLdv3//fmbOnMmYMWOKpL9JkyYxatQoKlasWCTnK6p+UlNTGTp0KImJiYSFhTFnzhwiIyOLvC6NzIqIiIiIiJSA/fv388ILL5y2PT09vVDnmzRpEkeOHDnTsoq8n2nTplG1alV++ukn7rzzTsaPH18sdSnMioiIiIiIlIB7772XzZs3ExMTQ1xcHB07duSGG26gadOmALz99tu0atWKmJgYRo8e7Qu5t956K7GxsURFRfHQQw8BMHnyZHbt2kXHjh3p2LEjAJUrV2b8+PG0bNmSq666ilWrVtGhQwfq1avH/PnzAU9wvvvuu4mLi6NZs2a8/PLLACxZsoQOHTrQv39/GjVqxODBg3HOZdtPXt5//32GDRsGQP/+/Vm0aBHOuaJ7I70UZkVERERERErAxIkTqV+/PmvXruWpp55i1apVPPbYY6xfv54NGzYwZ84cVqxYwdq1awkICGDGjBkAPPbYY6xevZp169axdOlS1q1bx+233054eDiLFy9m8eLFABw+fJgOHTqQmJhIaGgoDzzwAJ9++ilz587lwQcfBDyjplWqVCEhIYGEhASmTp3K1q1bAVizZg2TJk1i/fr1bNmyhRUrVmTbz8CBA4mJiTnt68033wRg586d1K5dG4Dy5ctTpUoV9u3bV+Tvp+6ZFRERERERKQWtWrXyfcbqokWLSExMJC4uDoCjR49Ss2ZNAN555x1eeeUV0tLS+OWXX1i/fj3NmjU77XxBQUF069YNgKZNmxIcHExgYCBNmzYlOTkZgE8++YR169YRHx8PwIEDB9i0aRNBQUG0atWKiIgIAGJiYkhOTqZt27an9TNnzpxcX1d2o7DFsYq0wqyIiIiIiEgpqFSpku+xc45hw4YxYcKEk9ps3bqVp59+moSEBKpWrcrw4cNz/GzWwMBAX2gsV64cwcHBvsdpaWm+fp577jm6du160rFLlizxtQcICAjwHXOqgQMHsnHjxtO233XXXQwdOpSIiAi2b99OREQEaWlpHDhwgGrVquX1dhSYwqyIiIiIiEgJCA0N5eDBg9nu69y5M7179+bOO++kZs2apKSkcPDgQf744w8qVapElSpV2L17NwsXLqRDhw4nna969er5rqFr1668+OKLdOrUicDAQH788UcuuuiifNWd2U9eI7O9evXijTfe4IorriA+Pp5OnTppZFZERERERKSo5PVROkUtLCyMNm3aEB0dTYUKFbjgggt8+5o0acKjjz5Kly5dyMjIIDAwkClTpnD55ZfTvHlzoqKiqFevHm3atPEdM2rUKK655hpq1arlu581LyNHjiQ5OZkWLVrgnKNGjRrMmzcv12MK2s9NN93EjTfeSIMGDahWrRqzZ8/OV20FZcWxqlRxio2NdatXry7tMkRKTVF/Hlp2SvoHu4iIiEhJ2LBhA40bNy7tMiSL7L4nZpbonIvN61itZiwiIiIiIiJ+R2FWRERERERE/I7CrIiIiIiIiPgdhVkRERERERHxOwqzIiIiIiIi4ncUZkVERERERMTv6HNmRURERESkbFr9etGeL/Yvue7ev38/M2fOZMyYMUXS3aRJkxg1ahQVK1YskvMVVT9ffPEFY8eOZd26dcyePZv+/fsXS10amRURERERESkB+/fv54UXXjhte3p6eqHON2nSJI4cOXKmZRV5P3Xq1GH69OnccMMNxViVwqyIiIiIiEiJuPfee9m8eTMxMTHExcXRsWNHbrjhBpo2bQrA22+/TatWrYiJiWH06NG+kHvrrbcSGxtLVFQUDz30EACTJ09m165ddOzYkY4dOwJQuXJlxo8fT8uWLbnqqqtYtWoVHTp0oF69esyfPx/wBOe7776buLg4mjVrxssvvwzAkiVL6NChA/3796dRo0YMHjwY51y2/eQlMjKSZs2aUa5c8cZNhVkREREREZESMHHiROrXr8/atWt56qmnWLVqFY899hjr169nw4YNzJkzhxUrVrB27VoCAgKYMWMGAI899hirV69m3bp1LF26lHXr1nH77bcTHh7O4sWLWbx4MQCHDx+mQ4cOJCYmEhoaygMPPMCnn37K3LlzefDBBwGYNm0aVapUISEhgYSEBKZOncrWrVsBWLNmDZMmTWL9+vVs2bKFFStWZNvPwIEDiYmJOe3rzTffLNH3U/fMioiIiIiIlIJWrVpRt25dABYtWkRiYiJxcXEAHD16lJo1awLwzjvv8Morr5CWlsYvv/zC+vXradas2WnnCwoKolu3bgA0bdqU4OBgAgMDadq0KcnJyQB88sknrFu3jvj4eAAOHDjApk2bCAoKolWrVkRERAAQExNDcnIybdu2Pa2fOXPmFO0bUUgKsyIiIiIiIqWgUqVKvsfOOYYNG8aECRNOarN161aefvppEhISqFq1KsOHD+fYsWPZni8wMBAzA6BcuXIEBwf7Hqelpfn6ee655+jatetJxy5ZssTXHiAgIMB3zKkGDhzIxo0bT9t+1113MXTo0LxedpFRmBURERERESkBoaGhHDx4MNt9nTt3pnfv3tx5553UrFmTlJQUDh48yB9//EGlSpWoUqUKu3fvZuHChXTo0OGk81WvXj3fNXTt2pUXX3yRTp06ERgYyI8//shFF12Ur7oz+9HIrIiIiIiISGnK46N0ilpYWBht2rQhOjqaChUqcMEFF/j2NWnShEcffZQuXbqQkZFBYGAgU6ZM4fLLL6d58+ZERUVRr1492rRp4ztm1KhRXHPNNdSqVct3P2teRo4cSXJyMi1atMA5R40aNZg3b16uxxS0n4SEBPr27cvvv//Of//7Xx566CG+//77fNVXEOacK/KTFqfY2Fi3evXq0i5DpNTM/PrnYu/jhtZ1ir0PERERkZK2YcMGGjduXNplSBbZfU/MLNE5F5vXsVrNWERERERERPyOwqyIiIiIiIj4HYVZEREREREpM/ztNstz2Zl+LxRmRURERESkTAgJCWHfvn0KtGcB5xz79u0jJCSk0OfQasYiIiIiIlImREREsGPHDvbu3VvapQieXy5EREQU+niFWRERERERKRMCAwOpW7duaZchRUTTjEVERERERMTvKMyKiIiIiIiI31GYFREREREREb+jMCsiIiIiIiJ+R2FWRERERERE/I7CrIiIiIiIiPgdhVkRERERERHxOwqzIiIiIiIi4ncUZkVERERERMTvKMyKiIiIiIiI31GYFREREREREb+jMCsiIiIiIiJ+R2FWRERERERE/I7CrIiIiIiIiPgdhVkRERERERHxOwqzIiIiIiIi4ncUZkVERERERMTvKMyKiIiIiIiI31GYFREREREREb+jMCsiIiIiIiJ+R2FWRERERERE/E750i5ARM4+M7/+uUT6uaF1nRLpR0RERETOPRqZFREREREREb+jMCsiIiIiIiJ+p9jDrJkFmNkaM/sgm33BZjbHzH4ys6/NLLK46xERERERERH/VxL3zN4BbADOy2bfTcDvzrkGZjYIeAIYWAI1iRS5krrPVEREREREinlk1swigB7Aqzk06Q284X0cD3Q2MyvOmkRERERERMT/FffI7CTgHiA0h/0XAdsBnHNpZnYACAN+K+a6ROQsUBKj2VoxWUREROTcVGwjs2bWE9jjnEvMrVk221w25xplZqvNbPXevXuLrEYRERERERHxT8U5zbgN0MvMkoHZQCcze/uUNjuA2gBmVh6oAqSceiLn3CvOuVjnXGyNGjWKsWQRERERERHxB8UWZp1z9znnIpxzkcAg4HPn3JBTms0Hhnkf9/e2OW1kVkRERERERCSrkljN+CRm9giw2jk3H5gGvGVmP+EZkR1U0vWIiIiIiIiI/ymRMOucWwIs8T5+MMv2Y8B1JVGDiIiIiIiInDtKfGRWpDToM2BFRERERM4txfo5syIiIiIiIiLFQWFWRERERERE/I7CrIiIiIiIiPgdhVkRERERERHxOwqzIiIiIiIi4ncUZkVERERERMTvKMyKiIiIiIiI31GYFREREREREb+jMCsiIiIiIiJ+R2FWRERERERE/I7CrIiIiIiIiPgdhVkRERERERHxOwqzIiIiIiIi4ncUZkVERERERMTvKMyKiIiIiIiI31GYFREREREREb+jMCsiIiIiIiJ+R2FWRERERERE/I7CrIiIiIiIiPgdhVkRERERERHxOwqzIiIiIiIi4ncUZkVERERERMTvKMyKiIiIiIiI31GYFREREREREb+jMCsiIiIiIiJ+R2FWRERERERE/E750i5ARKQ4zfz/7d15lK1XWSfg32uCDIapSWwxg0FBaXFguBBX082kthIksDA0SUAloEgrU4O0ONvo6oZWQXAhGsEQgjGMC4NGESGAKInchDAkATvGCBFaAkICRJHI23/UCRaVqlNfQr5z7r73edaqVecbzvneqn1PVf3u3t/e531o9mucdMxRs18DAIAvpWcWAACA4QizAAAADEeYBQAAYDjCLAAAAMMRZgEAABiO2YxZu1XMNgsAAOxf9MwCAAAwHGEWAACA4QizAAAADEeYBQAAYDjCLAAAAMMRZgEAABiOMAsAAMBwhFkAAACGI8wCAAAwnIPXXQD7rjPO+9C6SwAAANiWnlkAAACGI8wCAAAwHGEWAACA4QizAAAADEeYBQAAYDjCLAAAAMMRZgEAABiOMAsAAMBwhFkAAACGI8wCAAAwHGEWAACA4QizAAAADEeYBQAAYDjCLAAAAMMRZgEAABiOMAsAAMBwhFkAAACGI8wCAAAwnIPXXQDA6M4470Mruc5Jxxy1kusAAIxAzywAAADDEWYBAAAYzmxhtqqOrKpzquqSqrqoqp66zTlVVS+sqkur6r1Vdc+56gEAAGD/Mec9s9cmeUZ3X1BVt05yflW9qbsv3nTOg5PcZfFxTJIXLz4DAADAjmbrme3uj3b3BYvHn05ySZLDt5z2sCQv7w3nJrldVd1xrpoAAADYP6zkntmqOjrJPZKct+XQ4Uk+vGn7ilw/8KaqnlBVe6tq75VXXjlXmQAAAAxi9jBbVYckeW2Sp3X31VsPb/OUvt6O7lO6e0937znssMPmKBMAAICBzBpmq+pm2Qiyv9fdr9vmlCuSHLlp+4gkH5mzJgAAAMY32wRQVVVJXprkku5+3g6nnZXkSVV1ZjYmfrqquz86V00AIzvjvA/Nfo2Tjjlq9msAANwU5pzN+L5JfiDJ+6rqwsW+n05yVJJ0928lOTvJsUkuTXJNkpNnrAcAAID9xGxhtrvfke3vid18Tif58blqAAAAYP+0ktmMAQAA4KYkzAIAADAcYRYAAIDhCLMAAAAMR5gFAABgOMIsAAAAw9k1zFbVr1bV3VZRDAAAAEwxpWf2A0lOqarzquqJVXXbuYsCAACAZXYNs939ku6+b5IfTHJ0kvdW1RlV9cC5iwMAAIDtHDzlpKo6KMldFx8fT/KeJE+vqh/t7hNmrA+AFTrjvA/Nfo2Tjjlq9msAAPu/XcNsVT0vyUOTvCXJ/+ruv1ocem5VfXDO4gAAAGA7U3pm35/kZ7v7mm2O3ecmrgcAAAB2NWUCqEdvDbJV9eYk6e6rZqkKAAAAltixZ7aqbpHkVkkOrarbJ6nFodsk+doV1AYAAADbWjbM+EeTPC0bwfWCTfuvTvKiOYsCAACAZXYMs939giQvqKond/dvrLAmAAAAWGrZMOMHdfdbkvx9VT1i6/Huft2slbHUKpbPAAAA2FctG2Z8/2wsx/PQbY51EmEWAACAtVg2zPgXFp9PXl05AAAAsLtd15mtqqcmOTXJp5P8TpJ7JnlWd//pzLUBsB9a1W0SJx1z1EquAwCsx5R1Zh/X3Vcn+S9JvjrJyUmeM2tVAAAAsMSuPbP5t/Vlj01yane/p6pq2RMAYN1W0QOs9xcA1mdKz+z5VfWn2Qizb6yqWyf5wrxlAQAAwM6m9Mw+Psndk1zW3ddU1R2yMdQYAAAA1mLXMNvdX6iqf0jyzVU1JfwCAADArKbMZvzcJI9KcnGSf13s7iRvn7EuAAAA2NGUntaHJ/mm7v7c3MUAAADAFFMmgLosyc3mLgQAAACmmtIze02SC6vqzUm+2Dvb3U+ZrSoAAABYYkqYPWvxAQAAAPuEKbMZn1ZVt0xyVHd/cAU1AQAAwFK73jNbVQ9NcmGSP1ls372q9NQCAACwNlMmgPrFJPdJ8qkk6e4Lk9xpxpoAAABgqSlh9truvmrLvp6jGAAAAJhiygRQ76+qk5IcVFV3SfKUJH85b1kAAACwsyk9s09OcrdsLMvz+0muTvK0OYsCAACAZabMZnxNkp9ZfAAAAMDa7Rhmq+oNWXJvbHcfN0tFAAAAsItlPbO/uvj8iCRfk+QVi+0Tk1w+Y00AAACw1I5htrvfliRV9Uvdfb9Nh95QVW+fvTIAAADYwZQJoA6rqq+/bqOq7pTksPlKAgAAgOWmLM3z35O8taouW2wfneQJs1UEAAAAu5gym/GfLNaXveti1we6+3PzlgUAJMkZ531oJdc56ZijVnIdALipTOmZzSK8vmfmWgAAAGCSKffMAgAAwD5lUs8sAHB9qxoCDABc3649s1X12qp6SFXpxQUAAGCfMKVn9sVJTk7ywqp6dZKXdfcH5i0LAFilVfQym2QKgJvSrr2t3f1n3f3oJPdMcnmSN1XVX1bVyVV1s7kLBAAAgK0mDR2uqjskeWySH07y7iQvyEa4fdNslQEAAMAOdh1mXFWvy8Yas6cneWh3f3Rx6JVVtXfO4gAAAGA7U+6ZfUl3n715R1XdvLs/1917ZqoLAAAAdjQlzP5ykrO37HtnNoYZAwBMsqqljEw0BXBg2DHMVtXXJDk8yS2r6h5JanHoNklutYLaAAAAYFvLema/JxuTPh2R5Hmb9n86yU/PWBMAAAAstWOY7e7TkpxWVd/f3a9dYU0AAACw1LJhxo/p7lckObqqnr71eHc/b5unAQAAwOyWDTP+qsXnQ1ZRCAAAAEy1bJjxby8+/8/VlQMAsO9bxczMZmUGWG7ZMOMXLntidz/lpi8HAAAAdrdsmPH5K6sCAAAAboDdZjPmRljVovAAAF8uQ6aBUS0bZvzr3f20qnpDkt56vLuPm7UyAAAA2MGyYcanLz7/6ioKAQBg/6T3F5jDsmHG5y8+v62qvjLJXbPRQ/vB7v6XKS9eVd+b5AVJDkryku5+zpbjN0/y8iT3SvKJJI/q7stvxNcBAJDE7T4AB4plPbNJkqp6SJLfSvI3SSrJnarqR7v7j3d53kFJXpTku5NckeRdVXVWd1+86bTHJ/lkd9+5qk5I8twkj7pxXwoAwP5DKAdY7ismnPNrSR7Y3Q/o7vsneWCS50943n2SXNrdly16cs9M8rAt5zwsyXUTTb0myXdWVU0rHQAAgAPVrj2zST7W3Zdu2r4syccmPO/wJB/etH1FkmN2Oqe7r62qq5LcIcnHJ7w+AACslB7zG8a9zMxp2WzGj1g8vKiqzk7yqmzcM/vIJO+a8Nrb9bBunRV5yjmpqickeUKSHHXUvv+GOOmgN6+7BACAA8ve1VzmpINWcJE9J89/jb2nzn+NJMkKvpZVWdn3bGar+Pe1Ist6Zh+66fE/JLn/4vGVSW4/4bWvSHLkpu0jknxkh3OuqKqDk9w2yT9ufaHuPiXJKUmyZ8+e64VdAAAADizLZjP+ciP7u5LcparulOTvk5yQ5KQt55yV5IeSvDPJ8Une0t3CKgAAAEtNmc34FtmYdfhuSW5x3f7uftyy5y3ugX1SkjdmY2me3+3ui6rq2Un2dvdZSV6a5PSqujQbPbIn3OivBAAAgAPGlAmgTk/ygSTfk+TZSR6d5JIpL97dZyc5e8u+n9/0+J+zcQ8uAACwKvvRfZMr43u2z5myNM+du/vnkny2u09L8pAk3zpvWQAAALCzKWH284vPn6qqb8nGJE1Hz1YRAAAA7GLKMONTqur2SX4uGxM2HbJ4DAAAAGuxa5jt7pcsHr4tydfPW85+Yn9ZG2xV9wXsL2t2AQDr435GOODsOsy4qu5QVb9RVRdU1flV9etVdYdVFAcAAADbmXLP7JlJPpbk+7OxFuzHk7xyzqIAAABgmSn3zP677v6lTdu/XFUPn6sgAAAA2M2UMHtOVZ2Q5FWL7eOT/NF8JTGJ+0IAAIAD2I5htqo+naSTVJKnJ3nF4tBXJPlMkl+YvToAAADYxo5htrtvvcpCAAAAYKopw4xTVcclud9i863d/YfzlQQAAADLTVma5zlJnprk4sXHUxf7AAAAYC2m9Mwem+Tu3f2FJKmq05K8O8mz5iwMAAAAdjJlndkkud2mx7edoxAAAACYakrP7P9O8u6qOicbMxvfL8lPzVoVAAAALLE0zFZVJXlHku9Icu9shNmf7O7/t4LaAIBVrSu+99TVXGd/sYp20SYASy0Ns93dVfX67r5XkrNWVBMAAAAsNeWe2XOr6t6zVwIAAAATTbln9oFJnlhVlyf5bDaGGnd3f9uchQEAAMBOpoTZB89eBQCwXu4B3fes6n5pgEHtGGar6hZJnpjkzknel+Sl3X3tqgoDAACAnSy7Z/a0JHuyEWQfnOTXVlIRAAAA7GLZMONv7u5vTZKqemmSv1pNSQAAALDcsp7Zz1/3wPBiAAAA9iXLema/vaquXjyuJLdcbF83m/FtZq8OAAAAtrFjmO3ug1ZZCAAAAEy1bJgxAAAA7JOEWQAAAIYjzAIAADAcYRYAAIDhCLMAAAAMZ9nSPLAae06e/xp7T53/GgDsG1bxewWAtdMzCwAAwHCEWQAAAIYjzAIAADAcYRYAAIDhCLMAAAAMR5gFAABgOMIsAAAAw7HOLACwGtZ/BeAmpGcWAACA4QizAAAADEeYBQAAYDjCLAAAAMMRZgEAABiOMAsAAMBwhFkAAACGI8wCAAAwHGEWAACA4QizAAAADEeYBQAAYDjCLAAAAMMRZgEAABiOMAsAAMBwhFkAAACGI8wCAAAwHGEWAACA4QizAAAADEeYBQAAYDgHr7sAAA4we05ezXX2nrqa6wAAa6FnFgAAgOEIswAAAAxHmAUAAGA4wiwAAADDEWYBAAAYzmxhtqqOrKpzquqSqrqoqp66zTlVVS+sqkur6r1Vdc+56gEAAGD/MefSPNcmeUZ3X1BVt05yflW9qbsv3nTOg5PcZfFxTJIXLz4DAADAjmYLs9390SQfXTz+dFVdkuTwJJvD7MOSvLy7O8m5VXW7qrrj4rkArNqq1oDdX/h+AcDarOSe2ao6Osk9kpy35dDhST68afuKxT4AAADY0exhtqoOSfLaJE/r7qu3Ht7mKb3NazyhqvZW1d4rr7xyjjIBAAAYyKxhtqpulo0g+3vd/bptTrkiyZGbto9I8pGtJ3X3Kd29p7v3HHbYYfMUCwAAwDDmnM24krw0ySXd/bwdTjsryQ8uZjX+jiRXuV8WAACA3cw5m/F9k/xAkvdV1YWLfT+d5Kgk6e7fSnJ2kmOTXJrkmiRm0gAAAGBXc85m/I5sf0/s5nM6yY/PVQMAAAD7p5XMZgwAAAA3JWEWAACA4QizAAAADEeYBQAAYDjCLAAAAMMRZgEAABiOMAsAAMBwhFkAAACGc/C6C4CV2HPy/NfYe+r81wAAAJLomQUAAGBAwiwAAADDEWYBAAAYjjALAADAcIRZAAAAhiPMAgAAMBxhFgAAgOEIswAAAAxHmAUAAGA4wiwAAADDEWYBAAAYzsHrLgCAifacvO4KxuL7BQD7NT2zAAAADEeYBQAAYDjCLAAAAMMRZgEAABiOMAsAAMBwhFkAAACGI8wCAAAwHOvMAny5rGcKALByemYBAAAYjjALAADAcIRZAAAAhuOeWbiprOq+yb2nruY6AACwD9MzCwAAwHCEWQAAAIYjzAIAADAcYRYAAIDhCLMAAAAMR5gFAABgOMIsAAAAw7HOLIxmFevZWssWAIB9nJ5ZAAAAhiPMAgAAMBxhFgAAgOEIswAAAAxHmAUAAGA4wiwAAADDEWYBAAAYjjALAADAcIRZAAAAhiPMAgAAMBxhFgAAgOEIswAAAAxHmAUAAGA4wiwAAADDEWYBAAAYjjALAADAcIRZAAAAhiPMAgAAMBxhFgAAgOEIswAAAAxHmAUAAGA4wiwAAADDEWYBAAAYzsHrLgDYB+05eTXX2Xvqaq4DAMB+Z/ae2ao6qKreXVV/uM2xm1fVK6vq0qo6r6qOnrseAAAAxreKYcZPTXLJDscen+ST3X3nJM9P8twV1AMAAMDgZg2zVXVEkockeckOpzwsyWmLx69J8p1VVXPWBAAAwPjm7pn99ST/I8kXdjh+eJIPJ0l3X5vkqiR3mLkmAAAABjdbmK2q70vyse4+f9lp2+zrbV7rCVW1t6r2XnnllTdZjQAAAIxpzp7Z+yY5rqouT3JmkgdV1Su2nHNFkiOTpKoOTnLbJP+49YW6+5Tu3tPdew477LAZSwYAAGAEs4XZ7v6p7j6iu49OckKSt3T3Y7acdlaSH1o8Pn5xzvV6ZgEAAGCzla8zW1XPTrK3u89K8tIkp1fVpdnokT1h1fUAAAAwnpWE2e5+a5K3Lh7//Kb9/5zkkauoAQAAgP3HKtaZBQAAgJuUMAsAAMBwhFkAAACGI67xHSIAAAjqSURBVMwCAAAwHGEWAACA4QizAAAADGfl68wCfNGek+e/xt5T578GAAArp2cWAACA4QizAAAADEeYBQAAYDjumQX2b6u4LxcAgJXTMwsAAMBwhFkAAACGI8wCAAAwHGEWAACA4QizAAAADEeYBQAAYDjCLAAAAMMRZgEAABiOMAsAAMBwhFkAAACGI8wCAAAwHGEWAACA4QizAAAADEeYBQAAYDjCLAAAAMMRZgEAABiOMAsAAMBwqrvXXcMNUlVXJvm7dddxADg0ycfXXQQ3mHYbk3Ybk3Ybk3Ybk3Ybk3Yb077Qbl/X3YftdtJwYZbVqKq93b1n3XVww2i3MWm3MWm3MWm3MWm3MWm3MY3UboYZAwAAMBxhFgAAgOEIs+zklHUXwI2i3cak3cak3cak3cak3cak3cY0TLu5ZxYAAIDh6JkFAABgOMLsAayqvreqPlhVl1bVs7Y5fr+quqCqrq2q49dRI9ub0HZPr6qLq+q9VfXmqvq6ddTJl5rQbk+sqvdV1YVV9Y6q+uZ11MmX2q3dNp13fFV1VQ0xA+T+bsL77bFVdeXi/XZhVf3wOurkS015v1XVf138jruoqs5YdY1c34T32/M3vdf+uqo+tY46+VIT2u2oqjqnqt69+Jvy2HXUuYxhxgeoqjooyV8n+e4kVyR5V5ITu/viTeccneQ2SX4iyVnd/ZrVV8pWE9vugUnO6+5rquq/JXlAdz9qLQWTZHK73aa7r148Pi7Jj3X3966jXjZMabfFebdO8kdJvjLJk7p776pr5d9MfL89Nsme7n7SWorkeia2212SvCrJg7r7k1X11d39sbUUTJLpPyc3nf/kJPfo7setrkq2mvh+OyXJu7v7xYv/YD+7u49eR7070TN74LpPkku7+7Lu/pckZyZ52OYTuvvy7n5vki+so0B2NKXtzunuaxab5yY5YsU1cn1T2u3qTZtflcT/Nq7fru228EtJ/k+Sf15lcexoaruxb5nSbj+S5EXd/ckkEWT3CTf0/XZikt9fSWUsM6XdOhsdW0ly2yQfWWF9kwizB67Dk3x40/YVi33s+25o2z0+yR/PWhFTTGq3qvrxqvqbbASjp6yoNna2a7tV1T2SHNndf7jKwlhq6s/J718MnXtNVR25mtJYYkq7fWOSb6yqv6iqc6vK6JX1m/x3yeK2pzslecsK6mK5Ke32i0keU1VXJDk7yZNXU9p0wuyBq7bZpxdoDJPbrqoek2RPkl+ZtSKmmNRu3f2i7v6GJD+Z5Gdnr4rdLG23qvqKJM9P8oyVVcQUU95vb0hydHd/W5I/S3La7FWxmyntdnCSuyR5QDZ6+F5SVbebuS6WuyF/U56Q5DXd/a8z1sM0U9rtxCQv6+4jkhyb5PTF7719xj5VDCt1RZLN/wt9RPbBoQNsa1LbVdV3JfmZJMd19+dWVBs7u6HvuTOTPHzWiphit3a7dZJvSfLWqro8yXckOcskUGu36/utuz+x6Wfj7yS514pqY2dTfk5ekeQPuvvz3f23ST6YjXDL+tyQ328nxBDjfcWUdnt8Nu5RT3e/M8ktkhy6kuomEmYPXO9KcpequlNVfWU2fricteaamGbXtlsMe/ztbARZ9xPtG6a02+Y/yB6S5P+usD62t7Tduvuq7j60u49eTIpxbjbedyaAWq8p77c7bto8LsklK6yP7U352+T1SR6YJFV1aDaGHV+20irZatLflFX1TUlun+SdK66P7U1ptw8l+c4kqar/kI0we+VKq9yFMHuA6u5rkzwpyRuz8Qv8Vd19UVU9ezGLaqrq3osx8o9M8ttVddH6KuY6U9ouG8OKD0ny6sU0+P6jYs0mttuTFktNXJjk6Ul+aE3lsjCx3djHTGy3pyzeb+/Jxv3pj11PtVxnYru9McknquriJOckeWZ3f2I9FZPcoJ+TJyY5sy2lsk+Y2G7PSPIji5+Tv5/ksfta+1maBwAAgOHomQUAAGA4wiwAAADDEWYBAAAYjjALAADAcIRZAAAAhiPMAsCNVFX/ulj+6v1V9eqqutW6a9qsqs6uqtstPn5s3fUAwE1JmAWAG++fuvvu3f0tSf4lyRM3H6wNa/td293HdvenktwuiTALwH5FmAWAm8afJ7lzVR1dVZdU1W8muSDJkVV1YlW9b9GD+9zrnlBVn6mqX6uqC6rqzVV12GL/N1TVn1TV+VX151V118X+l1XVC6vqL6vqsqo6frH/jlX19k29xP95sf/yqjo0yXOSfMPi+K9U1elV9bBNdfxeVR23su8UANwEhFkA+DJV1cFJHpzkfYtd35Tk5d19jySfT/LcJA9Kcvck966qhy/O+6okF3T3PZO8LckvLPafkuTJ3X2vJD+R5Dc3Xe6OSf5Tku/LRkhNkpOSvLG7757k25NcuKXEZyX5m0Uv8jOTvCTJyYvab5vkPyY5+8v6JgDAih287gIAYGC3rKrrguOfJ3lpkq9N8nfdfe5i/72TvLW7r0w2ekGT3C/J65N8IckrF+e9IsnrquqQbITLV1fVdde5+aZrvr67v5Dk4qr694t970ryu1V1s8XxrWH2S3T326rqRVX11UkekeS13X3tjfj6AWBthFkAuPH+adEb+kWLAPrZzbtuwOt1NkZNfWrr627yua2v3d1vr6r7JXlIktOr6le6++W7XOv0JI9OckKSx92AGgFgn2CYMQDM67wk96+qQ6vqoCQnZmNIcbLxe/j4xeOTkryju69O8rdV9cjki5NIffuyC1TV1yX5WHf/TjZ6h++55ZRPJ7n1ln0vS/K0JOnui27MFwYA66RnFgBm1N0fraqfSnJONnpSz+7uP1gc/mySu1XV+UmuSvKoxf5HJ3lxVf1skpslOTPJe5Zc5gFJnllVn0/ymSQ/uKWGT1TVX1TV+5P8cXc/s7v/oaouycZwZwAYTnX3umsAgANSVX2muw9Z07VvlY0Jq+7Z3VetowYA+HIYZgwAB5iq+q4kH0jyG4IsAKPSMwsAAMBw9MwCAAAwHGEWAACA4QizAAAADEeYBQAAYDjCLAAAAMMRZgEAABjO/we0yTt+hSvHFAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "prp_evaluator = PropensityEvaluator(dr.weight_model)\n", "results = prp_evaluator.evaluate_simple(data.X, data.a, data.y,\n", " plots=[\"roc_curve\", \"weight_distribution\"])\n", "results.scores.prediction_scores" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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expvarmaemsemdaer2
model_strata
00.1251065.00304948.5050033.8198130.125106
10.1406706.07553265.6031344.5946940.140670
actual0.1474265.27904652.9050964.0565150.147426
\n", "
" ], "text/plain": [ " expvar mae mse mdae r2\n", "model_strata \n", "0 0.125106 5.003049 48.505003 3.819813 0.125106\n", "1 0.140670 6.075532 65.603134 4.594694 0.140670\n", "actual 0.147426 5.279046 52.905096 4.056515 0.147426" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "out_evaluator = OutcomeEvaluator(dr)\n", "out_evaluator._regression_metrics.pop(\"msle\") # Outcome has negative values, so log-error is not approproate\n", "results = out_evaluator.evaluate_simple(data.X, data.a, data.y, \n", " plots=[\"common_support\", \"continuous_accuracy\"])\n", "results.scores" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "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": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 1 }