{ "cells": [ { "cell_type": "markdown", "id": "629cd4b2-a943-4ac2-9bb2-5f8ea6dde15c", "metadata": {}, "source": [ "# An overview of `causallib` evaluation plots\n", "\n", "To make it easier to assess the quality of the causal models, `causallib` supplies a number of evaluation plots.\n", "The plots are accessed by first running `causallib.evaluation.evaluate` on a model and data. More useful results are obtained when the cross-validation evaluation is used, by supplying `cv=\"auto\"` to `evaluate()`. \n", "The resulting object has a method `plot_all` to create all of its supported plots. \n", "\n", "In this notebook we detail each plot and offer brief comments on how it may be useful for assessing the causal model. \n", "For more detailed discussion, see the notebooks for each model (most of which include plots), the package documentation, or our manuscript [An Evaluation Toolkit to Guide Model Selection and Cohort Definition in Causal Inference](https://arxiv.org/abs/1906.00442)." ] }, { "cell_type": "code", "execution_count": 1, "id": "374f817d-f52a-404f-a23d-16864bb4640d", "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LinearRegression, LogisticRegression\n", "from matplotlib import pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "\n", "from causallib.datasets import load_nhefs\n", "from causallib.estimation import IPW, StratifiedStandardization\n", "from causallib.evaluation import evaluate" ] }, { "cell_type": "code", "execution_count": 2, "id": "ba4a68ad-7719-446e-b181-14844e426faa", "metadata": {}, "outputs": [], "source": [ "data = load_nhefs()" ] }, { "cell_type": "markdown", "id": "a9b9faad-f84f-4a1c-9af8-b51daedb8044", "metadata": {}, "source": [ "## Propensity plots" ] }, { "cell_type": "code", "execution_count": 3, "id": "6becf2f1-dcc7-4b5d-b93d-c6fe18335c01", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "frozenset({'calibration',\n", " 'covariate_balance_love',\n", " 'covariate_balance_slope',\n", " 'pr_curve',\n", " 'roc_curve',\n", " 'weight_distribution'})" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipw = IPW(LogisticRegression(max_iter=2000), clip_min=0.05, clip_max=0.95)\n", "ipw.fit(data.X, data.a, data.y)\n", "results = evaluate(ipw, data.X, data.a, data.y, cv=\"auto\")\n", "results.all_plot_names" ] }, { "cell_type": "markdown", "id": "0bc60018-56b7-4913-ac7b-feb7ea881292", "metadata": {}, "source": [ "### Covariate Balance\n", "Covariate balance plots show how well the weighting (most commonly - inverse propensity weighting) reduces the imbalance in covariates between treatment and control groups. If the weight calculation was effective, the imbalance should be lower after weighting, and if the model is not overfit this should be true for the validation set also. Often a threshold of 0.1 is taken as a cutoff for \"imbalanced\" features. In this case, the weighting worked but for the validation data, several features are still above 0.1. Causallib supplies three versions of this plot: the popular `kind=\"love\"`, a slope-graph variation of it with `kind=\"slope\"`, and a scatterplot version (`kind=\"slope\"`) usually most suitable when wokring with a large number of covariates." ] }, { "cell_type": "code", "execution_count": 4, "id": "f6ffa44e-33ef-42c7-8eaf-b8e410318943", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, [a0, a1] = plt.subplots(1, 2, figsize=(12, 6))\n", "results.plot_covariate_balance(kind=\"love\", phase=\"train\", ax=a0, thresh=0.1)\n", "results.plot_covariate_balance(kind=\"love\", phase=\"valid\", ax=a1, thresh=0.1)\n", "for ax, suffix in [(a0, \"Train\"), (a1 ,\"Validation\")]:\n", " ax.set_title(ax.get_title() + \": \" + suffix)\n", "plt.tight_layout();\n", "\n", "\n", "fig, [a0, a1] = plt.subplots(1, 2, figsize=(12, 6))\n", "results.plot_covariate_balance(kind=\"slope\", phase=\"train\", ax=a0, thresh=0.1)\n", "results.plot_covariate_balance(kind=\"slope\", phase=\"valid\", ax=a1, thresh=0.1)\n", "for ax, suffix in [(a0, \"Train\"), (a1 ,\"Validation\")]:\n", " ax.set_title(ax.get_title() + \": \" + suffix)\n", "plt.tight_layout();\n", "\n", "\n", "fig, [a0, a1] = plt.subplots(1, 2, figsize=(12, 6))\n", "results.plot_covariate_balance(kind=\"scatter\", phase=\"train\", ax=a0, thresh=0.1)\n", "results.plot_covariate_balance(kind=\"scatter\", phase=\"valid\", ax=a1, thresh=0.1)\n", "for ax, suffix in [(a0, \"Train\"), (a1 ,\"Validation\")]:\n", " ax.set_title(ax.get_title() + \": \" + suffix)\n", "plt.tight_layout();" ] }, { "cell_type": "markdown", "id": "283c8109", "metadata": {}, "source": [ "### Propensity/Weight Distribution\n", "\n", "It is often informative to view the distribution of propensity values obtained from the model. \n", "Because the propensity is a one-dimensional summary of the covariates, it is an easy-to-use statistic to analyze the model and data.\n", "Specifically, we can examine violations in the positivity assumption (aka covariate overlap or common support) by examining whether the distributions overlap or not. \n", "If a given propensity value only has a density only in the treated distribution and not the control (or vice-versa), it is a warning sign that the groups might not be fully comparable to support a causal claim \n", "(though it might also suggest the model overfitted. Therefore, it is worth to also examine the plot on a validation set if possible)\n", "\n", "Note that this plot does not plot the actual weight, which is the inverse propensity. Rather it plots the propensity ($\\Pr[A=1|X]$) itself." ] }, { "cell_type": "code", "execution_count": 5, "id": "c1dc5b07-fb1c-4bb2-90b0-6444a64b70c6", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, [a0, a1] = plt.subplots(1, 2, figsize=(12, 6))\n", "results.plot_weight_distribution(reflect=True, ax=a0)\n", "results.plot_weight_distribution(reflect=True, phase=\"valid\", ax=a1)\n", "for ax, suffix in [(a0, \"Train\"), (a1 ,\"Validation\")]:\n", " ax.set_title(ax.get_title() + \": \" + suffix)\n", "plt.tight_layout();" ] }, { "cell_type": "markdown", "id": "cc3d3f89", "metadata": {}, "source": [ "### ROC and Precision-Recall Curves\n", "\n", "ROC curves are interpreted differently for propensity scores in a way that can be unintuitive for practitioners used to apply it to classifiers. \n", "For a deeper dive on the subject, you can refer to [this blog post](https://medium.com/towards-data-science/using-machine-learning-metrics-to-evaluate-causal-inference-models-d066f1bb2b7a). \n", "Briefly - too good of an AUC (and sharp vertical/horizontal lines) might suggest the groups are too separated and therefore violate the positivity violation.\n", "Too poor of an AUC might be a good sign that the groups are well-mixed and overlap. \n", "\n", "Furthermore, we can have additional ROC curves.\n", "Mainly, the \"weighted\" ROC curve is a post-balancing curve. \n", "Therefore, if the model did a good job at balancing the groups, they should be indistinguishable and therefore the corresponding curve should align on the diagonal (chance curve).\n", "Secondly, the \"expected\" ROC curve also has a probability-calibration to it, as it presents a \"soft\" curve, where each propensity score doesn't count toward either a true-positive or a false-positive, but rather contributes $p$ to the TP and $1-p$ to the FP.\n", "Consequently, it should align with the original ROC curve if the model is well-specified." ] }, { "cell_type": "code", "execution_count": 6, "id": "85c6f60e-9c94-406f-865f-5c484fae54fd", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, [a0, a1] = plt.subplots(1, 2, figsize=(12, 6))\n", "results.plot_roc_curve(ax=a0)\n", "results.plot_roc_curve(phase=\"valid\", ax=a1)\n", "for ax, suffix in [(a0, \"Train\"), (a1 ,\"Validation\")]:\n", " ax.set_title(ax.get_title() + \": \" + suffix)\n", "plt.tight_layout();\n", "\n", "fig, [a0, a1] = plt.subplots(1, 2, figsize=(12, 6))\n", "results.plot_pr_curve(ax=a0)\n", "results.plot_pr_curve(phase=\"valid\", ax=a1)\n", "for ax, suffix in [(a0, \"Train\"), (a1 ,\"Validation\")]:\n", " ax.set_title(ax.get_title() + \": \" + suffix)\n", "plt.tight_layout();" ] }, { "cell_type": "markdown", "id": "70ee31e1-7a0b-4c7f-91aa-d01c50b3f488", "metadata": {}, "source": [ "### Calibration\n", "Because the propensity score is supposed to represent a probability, we want to verify that it is indeed calibrated with the observed probabilities." ] }, { "cell_type": "code", "execution_count": 7, "id": "aa08e27d-0141-4779-b6dd-95d2dbc3d804", "metadata": {}, "outputs": [ { "data": { "image/png": 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EWCLyJYfc0eOVn5taGz7vKXUMy1NcUWz8HLGwJFYJIVaafLrM60/1ko4XibYFOPrCIL6gyZqtselPFg1ZzC6CQghxSfjua/1sSlWqwjItjZXMeXi85OtlWy6CTy+tEgshhBArj9aakdMZ3nimD2UoYu1BxgZy5JJltuxpxzAlVs0V+UsKIcQ0/umVPrZkhrD9QTx/oKFzXnd7SfjKXJmX2SshhBCLy3U8jr00xGuP9+APWoSb/HiepvdIglDUR0dn/TXFYmYkwZoj9913H7t27eLuu++uecwDDzzAZz/72arPRaPV/8P++Mc/zurVq7n66indg4UQCyCRK3GwL8X2zABOONLweT/VhwDYlW2Zp5EJMXMSq4RYefLpMvt+1E3P4TGa2oP4AiYAI2cylPIOnTtbUar2Xoli5lZeieD/fzvkhqc+HlkN//n4rC/71a9+lccee4zOzs6LGNxUH/3oR/nsZz/LPffcM6fXFUI05pH9/ZRLZdZkRsiua2zz2KJb5NXgEJ3FEDHXN88jFMuSxCohxEXSWjM8XhJoGAax9uC551zHo/94kqa2AM2rq3eRFbO38mawqgWseo834NOf/jSnTp3irrvu4stf/jJjY2O8733vY8+ePdx8880cOHBgyjldXV3ccsst7N69my9+8Ys1r/1zP/dztLW1zXpsQojZKzku/7K/j/W5UUzPpdjSWCfAY4VuekNFdsrslZgtiVVCiIvg2h7HXhrkwOM9BEIW4abJN/sGT6Vwyh6du9pk9moeLL8ZrB99AQYPzu7cv3939cfX7oa7/qTmaV/72td49NFHeeKJJ+jo6OBzn/sc1113HY888giPP/4499xzD/v37590zuc//3k+85nPcM8993D//ffPbrxCiHn1Rl+a3kSBN5dGACg3T/8F0tUuT+pjoODKXPN8D1FcqiRWCSHmSS5V4vWn+siMFWlqD2IYkxMou+gweCpN67ow0ZbG1hWLmVl5M1gL4JlnnuEjH/kIAHfeeSfxeJx0Oj3pmGeffZYPfrDSHfjssUKIpUNrzQ8O9BPPltmT7UMD5ej0LWxH8iMciaaJOT7Wl6TsQixdEquEWF601gx1p3nxe6coZG1iVZIrgL7jKbSn6dwhTZjmy/Kbwapz9w6AL9W5o/yxH8ztWKYhU7JCLF1dozkO9qXQwLb4aZxgGG1aYNs1z9FoTmZOcWp1gWszbSjk/+OiBolVQog55NoeJ/YNcebwGOGYH5/frHpcIWsz0pNh9aYmghFZIzxfZAZrHtx+++089NBDADz55JN0dHQQi02+833bbbfx8MMPA5w7VgixdPzs+AjDmRIhn0lHfIBydPpyv2QpyWFfnLLpSXmgWPIkVgmxPORSJfb+qJueIwma2oI1kyuAvqMJDEOxfnvLwg1wBVp5CVZk9cwen4UvfelL7Nu3jz179vCFL3yBBx98cMox9957L/fffz+7d++mr6+v5rU++MEPcsstt3D06FE6Ozv527/92zkbpxCiuni2xMGeJIPpIpc3GfjyWUqx6UspetI9nIgVsDzF5fmmBRipWLYkVgkhpqG1ZqgrxYvfrV8SeFY2USQxmGft5c3nWrWL+aG01os9hhm58cYb9d69eyc9dvjwYXbt2rVII1p8K/39CzHXfnhwgH/c28PjR0f4eGCYX/32nzF4zS1k128mU7TZ09nCmlhw0jl5J8/z/c/zl1ecYU05yEf7ty3S6OvTaPJ2jrdtvKPmMfbgAGu+8AXMpsVLEpVS+7TWNy7aAC6SxKqpVvr7F2IuubbH8b1D9BweI9xcuyTwLK01R54fpJi32fO2Tkzr0p5jKeZsmleHuebOjYs6jlqxavmtwRJCiItQtF2ePj5CsmCjFOwePgZAual+yV9/to/RoM2Yv8xbE2sWYqhCCCFWoFyqxMEne8klSlW7BFaTHC6QTZTYfHXbJZ9cXQokwRJCiAkO9CaxXY+esQLrmoOsOngCrRTlSO3ZHNuz6c300b26BMAuWX8lhBBijmmtGe5O88Yz/RimQVN7cPqTAO1peo8kCEYsOjZK+fpCkBRWCCHGeZ7mp4eHsQyDkWyJrW0hwvFByuEmMGqXXwznh/G0x9Fohg3FEM2OfwFHLYQQYrlzbY+jLwxy4MleguGpGwfXM9qbpZi12bCjtaHZLnHxZAZLCCHGnRzJMpotkcxXWrHv9JXx5XMUWjtqnuNpj9PpbtyAxelgjjvH1i7UcIUQQqwAk0oC2xorCTzLdTz6jiWJtARoXRuex1GKiSTBEkKIcU8dGyHkM3l1NElT0GJTahCzVKjbon2sOEbRKXKq2UYruDIr5YFCCCEuXqVLYJpDz86sJHCioa40dsnl8utXyZ52C0gSLCGEAIbTRY4MpFkdC9KTyLNzbYyOw0+hqN3gQqM5kz6Dz/BxKDpKk2OxviR3CIUQQlycc10Cj4wRifmxpukSWI1dchk4laJlTYimtpknZ2L2ZA3WHLnvvvvYtWsXd999d81jHnjgAT772c9WfS4ajU55rKenhzvuuIMrr7ySq666invvvXfOxiuEmOz5U3FMw6A/WcB2NVvbw8R6TwLUnMHK2TmSpSSW5edYOM3OXDMGcodQLF0Sq4RY+nKpEi//sIu+YwlibcFZJVcA/SeSeI6mc8f0+ziKubXiZrDe9u23ES/GpzzeHmznyV9/ctbX/epXv8pjjz1GZ2fnRYxuMsuy+PM//3Ouv/56MpkMN9xwA29/+9u58sor5+w1hBCQLzs8fzJOe9TPcyfimIbiMp9NIJNEKwM7PPVLJUBvphdDKbpDOUqmJ+WBYs5IrBJi5ZlSEngRs07FvM3I6QyrNkYJNUnjpYW24mawqgWseo834tOf/jSnTp3irrvu4stf/jJjY2O8733vY8+ePdx8880cOHBgyjldXV3ccsst7N69my9+8YtVr7tu3Tquv/56AJqamti1axd9fX2zHqcQorpXzyRwXA/LUHTFc2xsDdGUjmPlc5SjMTCmflSW3BIDuQHCVphD0RSWp9iWl/a3Ym5IrBJiZXFslyPPD3LwqZl3Caym72gSpRTrr2iZmwGKGVl2M1h/+tKfcmTsyKzO/dijH6v6+M62nfzum3635nlf+9rXePTRR3niiSfo6Ojgc5/7HNdddx2PPPIIjz/+OPfccw/79++fdM7nP/95PvOZz3DPPfdw//33Tzu27u5uXn31Vd785jfP6D0JIepzPc3jR4ZpCftJFmxSBZvrNrUQGTiOr5Cj0F590+Ch3BBaa1CKw5EU2/JN+PXsyjjEyiOxSghxVi5Z4uBTveSSJWJtQdRFtlLPJUuM9edYt60Zf3DZfdW/JKy4GayF8Mwzz/CRj3wEgDvvvJN4PE46nZ50zLPPPssHP/hBgHPH1pLNZvnABz7AX/zFXxCLxeZn0EKsUMeGMiTzNpGARddoDoCt7RFiZ05glYtVG1x42uV0+jQhK8Swv8iYv8xO2VxYXGIkVgmxuLTWDJ5K8eL3TlHKOzTNQXKltabnSALLb7DuMolLi2XZpbX17t4B7H5wd83n/v4X/36uh1NXI+0ybdvmAx/4AHfffTfvf//7F2BUQqwsTxwZJuKvfBR2j+Zoj/hpNRwiw/0AlKo0uEiWxrC9MkEryOHIKAC7JMESMyCxSoiVzbFdjr88TO/R2XcJrCY9UiATL7LpyjZMn8yjLBb5y8+D22+/nYceegiAJ598ko6Ojil382677TYefvhhgHPHXkhrzSc+8Ql27drF7/zO78zvoIVYgQZSBU6OZGkJ+yg7Hn3JAls6IgTHRrAKldmsC2ewtIbBQg9+MwDAkUia9cUQLY4sIhaXFolVQiyOXLLE3h9003/84roEXujs7FUgbLFqs6wJXkwrLsFqD7bP6PHZ+NKXvsS+ffvYs2cPX/jCF3jwwQenHHPvvfdy//33s3v37pqLgZ999lm+8Y1v8Pjjj3Pttddy7bXX8sMf/nDOxinESvfsiVEsw0ApxZmxPJ6ulAeG4kP4Cjk808QJRSad45Aj72QJmH5yhkN3KCvlgWLOSawSYvmZVBJYmJuSwInifTkKGZsNO1ow5vC6YuaU1nqxxzAjN954o967d++kxw4fPsyuXbsWaUSLb6W/fyFmI1O0+ePvH6IjGsAyDX5yaIgTI1k+dftlbPvJP7LpmUdR2qP31ndMOq83d5RIuEBHJMarTWM8vK6bz57ZwcZipMYrLS0aTd7O8baNd9Q8xh4cYM0XvoDZtHh3QJVS+7TWNy7aAC6SxKqpVvr7FyubY7sce3mIvqOJOS0JPMtzPQ4+2YcVMLnytnUNlfZeyoo5m+bVYa65c+OijqNWrFp2a7CEEKIRr5xJ4GqwTAOtNd3xHJvbwljaJRwfxJfPkl+1btI5jleiqBO0mZVNGw9FUkQdiw3F8GK8BSGEEEuA1rpuQpNLljjwZC/51Nx0CaxmqDtDueiy9ZqOZZ9cXQpWXImgEELYrscTR4Zpi1TWTQ1nSuTLLls7IgSTccxSudJB8IIGF1l3BFAopXDRHIuk2ZlrxkCCmRBCrFT/eOwfGSuOTXlca83AySQvfu8U5bw95yWBZzlll4ETKZpXhYh1hOb8+mLmJMESQqw4RwczZIoOIV+lRKN7vD375vZwpcFFPgNMbnDhaYe0O4hJJSnrDmUpmi5XZmX9lRBCrFRFp8ip1Cls1570uGO7HH5+gNef6iMYtgg1zV8jpIGTKVzHo3Nn67y9hpgZKREUQqwoWmt+eniIaOD8x19XPMfaWJCw36Kp/zSmXQKgHD3fUS3vJtDaRalKkDwUTWF6im156dQkhBAr1WBukEw5M+mxbKKycXA+VSLWPj+zVmeVCg5D3WnaOyOEY9LNdjrpdJpoNIphzO8ck8xgCSFWlN5EgTNjeZpDPgDyZYehdIktHWHQmshQL1apiGv5cIKVtVVaa1JOP6Y6H7yORFJcXmgioOd2obIQQohLR2+2l5xdqYLQWtN/MslL35/fksCJ+o4mANhwhcxeTefUqVP85V/+JU8//fS8v5bMYAkhVpRnT4ziM41zi4C743mg0p7dn01hlov4c5nK+qvxY4peGkcX8RsRHDxG/UVG/SVuS6xetPchhBBi8R1LHEOjcW2Pw8/1038sRTjmm/MugdXk02XifTnWXhYjEJKv9LVorXnxxRf513/9Vzo6Oti9u/ZG7nNFZrDmyH333ceuXbu4++67ax7zwAMP8NnPfrbqc9FodMpjxWKRN73pTVxzzTVcddVV/OEf/uGcjVeIlSiVt9l7OkFHNHDuse7RHBG/yaqmAMHECGiNP5ui3HS+PDDtDqIm3I86HquUg+zKTd6UVYilTmKVEHPH8RzOpM/QZLdx6F9HGDiRoqktsCDJFUDvkQSmz2DdNlkLXIvjOHz3u9/lxz/+MTt27OATn/gEbW1t8/66Ky7dPfaW23FHR6c8bnZ0cMUzs58y/OpXv8pjjz1GZ2fnxQxvkkAgwOOPP040GsW2bd7ylrdw1113cfPNN8/Zawixkuw9XenyZI6XbLie5nQ8z/Y1UZRSRIb6UJ6HaZcpR1sAsL0CRTeJT53f5+p4U5p1pRCtTmDKawgxFyRWCbH0DeWGMIeiRE6sw17j0t429QbEfEmPFkiNFOjc2Yrlk1L1WkZGRjh48CA/93M/x9ve9rYFa2G/4mawqgWseo834tOf/jSnTp3irrvu4stf/jJjY2O8733vY8+ePdx8880cOHBgyjldXV3ccsst7N69my9+8YtVr6uUOne30LZtbNuWvQ2EmKWy4/HksRE6IufXUQ2kCpRdjy3tleSpqf80hlPpBHW2wUXGHUZhnK0WpGS6nInk2JmV2SsxfyRWCbG0OWWX1352muCxdXgBm0B04eYstNb0HEngD5ms2SKNlqpJp9MArFu3js997nPccccdC/q5tOxmsAb/+3+ndPjIrM49/ZF7qj4e2LWTtb/3ezXP+9rXvsajjz7KE088QUdHB5/73Oe47rrreOSRR3j88ce555572L9//6RzPv/5z/OZz3yGe+65h/vvv7/mtV3X5YYbbuDEiRP89m//Nm9+85tn9d6EWOkO9afIlxzawucTrO7RPIaCTW1hzFIBfyaJVSwAUG5qwdU2WXcYS52fqeppzaEV7Mq1LPRbWNKm22hTTCaxSohLVzZR4uCTPfT1jGE0OXh4C/r6YwM58qkyW6/pwDBX3FzJtF577TW+//3v8/73v59du3bR3LzwJZTyb2UePPPMM3zkIx8B4M477yQej5/LpM969tln+eAHPwhw7thqTNNk//799Pb28tJLL/H666/P38CFWKa01vz0yDCxoG/S413xHBtaQ/gtg+BYZRNhfzaF6/Pj+gPk3LHxxOH8R+Xpthxhx2RjMbzA72LpOnPmDH/zN39DJpOZ/mCxZEisEmJmtNb0n6h0CSwVHFK+UfzWwrZG9zxN39EkoSYf7Rsi05+wgniex49//GMeeeQROjs72bx586KNZdnNYNW7ewdweOeums9t/sbX53o4dc3kbm9LSwt33HEHjz76KFdfffU8jkqI5ed0PE9/ssCGlvM73KcLNmO5Mlev7wAgNDqEVow3uGhGo0k7/VgTWrO7StPTmmNXuhkDma0BeOWVV/jBD35AS0sL5XJ5sYdzyZBYJcSlxSm7HHtpkL7jSSLNfsqqhJt0MdTCrn8aOZ2hlHe44qbVUjUwQaFQ4Dvf+Q4nT57kpptu4p3vfCemuXhr02QGax7cfvvtPPTQQwA8+eSTdHR0EItNXq9x22238fDDDwOcO/ZCIyMjJJNJoPIfzk9+8hN27tw5fwMXYpl6+vgIfsuYFIy6Riv7lmzpOLv+qgvXH8SfTVOKNlPwUri6jKHO34cajBYoWx7bM7L+ynVdfvSjH/G9732PrVu38lu/9Vu0t7cv9rDEDEisEqIx2USJl3/QxcDJFLH2IJbPJFPOoPXCjsOxPfqPJ2lqDxJbFZr+hBXk5MmTdHV18Z73vId3vetdi5pcwTKcwZqO2dFRszPTXPnSl77Exz/+cfbs2UM4HObBBx+ccsy9997Lhz70If70T/+UX/7lX656nYGBAX7zN38T13XxPI9f+7Vf45d+6ZfmbJxCrARjuTIHelOsjQUnPd4Vz9Ec8tEa9qNch3B8CNcXxHRsytFm0k4/hrqgpLA1i+EpLstGYfJTgAatQa2M+1ZPPfUUL730EjfffDNvf/vbMYyV8b4XisQqIZaON57uo5R3aGo7H0fGiglMY2G/xA+eTOHYHht3tcrs1bhsNks0GuXqq69mw4YNtLYujQ2XlV7o9Psi3XjjjXrv3r2THjt8+DC7dtUup1juVvr7F6KeH78xyE8PDbFuQnmg7Xr81c9OsXtDM2+9YhWh+BCX/+jbGK7N+r0/o/tNt3IyPIBPRZgYw76x5xTRosXHercRDVxwf6qYAu1BaGl8uNei0eTtHG/beEfNY+zBAdZ84QuYTVO7U51tZlEoFDh16hRXXXXVvIxTKbVPa33jvFx8AUismmqlv39xaSpkyjz3TyeItgbOJTUaeK7vWUxlYhoWWTvLTWtvIuqbvzVR5aLDwSf6aFkb5vLrVs3b61wqCtkyQ6UTnOg/wCc+8QnWrFmzKOOoFavklqMQYtkq2i4/OzZCW3TyIuSeRB7X02xprzSqCI6NbzCcqSzwHwkWUcqYlFwlA2WSoTKbEjUCaDlXSbCWsSNHjvDNb34Tx3EIhULzllwJIcRSEe/Lopm8FrHklii55QWdweo7lkRrzYYdLQv2mkuV49q8MfAch0/vY+fOnQuycfBMrbgSQSHEyvF6X4qi7dIRnbwhcPdoHp+p2NBamdVq6j+N6w/gzyaxA0HSRhIfk+vbu1qzAGwai8KU/YU12HmwlufGw1prnn76aZ544gnWr19PqVTCsiR8CCGWv/6TKQLByZ932XJm/AbcwpTpFTJlRnuyrNnSRDA8pT59RcmXsrxy6kkyhSRXbb2JX/mVu5ZkuaRESCHEsuR5mp8eHqY5NDkYaa3pGs2xqS2MZRigNZGhXpxQGH82TSFSqbG/8AO7uyVLW95PrOSbmmC5Nnj2fL6dRVMul/nud7/LG2+8we7du3nPe96Dz7eyA7wQYmUo5mwyIwWibZM/9BOlJGoBO8n2Hk1gWop121sW7DWXqt74CQrlLHs6f47LOi9fkskVSIIlhFimTo3mGM4U6WydvF9VPFcmW3J4c3ulpMCfTWGWS9iRJvyZFCPrmyZtLAxQMl36m/JcN1ijDMEtgefOy/tYbP/yL//CoUOH+IVf+AVuvfXWJRvMhBBiro31Z9Fq6g23sUIcv7kwFQuZsSLJoQIbdrTg8y9uZ7zForWm7JQI+IJsW7eHzvZtGM7SrhiRBEsIsSz97NgIQd/UYHRhe/ZgYgTQWPkshueSDVtT9jU53ZzDM2BrIlr9xewCC1UqstDuuOMOrr32WrZv377YQxFCiAU1cDKFPzA5HtieTc7O0+SvEQ/mkNaansMJfAGTNVtX5vYgnudyqPdlhlN93Lbz3QR8QcKBKEVnaVeNSJMLIcSyM5IpcWggTVvEP+W57tEcq5oC57oARob60KaFP5sCoBANTz2nNUvQNlmTrbHvSDkPC9yudz4dMQy+/6//itaajo4OSa6EECtOueCQHMoTCE+ei8iUswu2/ioxmCeXLLHhihZMc+V9ZS/ZBV46/hg9o8fZ0HYZfmtqTF+qVt6/rXly3333sWvXLu6+++6axzzwwAN89rOfrfpcNFr7Tojrulx33XWyr4gQDXqxK44BGBeUdRRtl4FUka3t5zsBNvWfxgmGMTMjABQik7sEemi6W7JsSUYwqgVU7YJbXhb7X7la83Qux9OWRTqTwXGcxR6SmGMSq4RozNhAtrK14QVxJF1OLcjre56m72iCYNRHR+f8z5YtNal8nOeO/JBUPs41W97Cjg3XoS6hOLviSgT/7r88QyFdnvJ4KObn43/2lllf96tf/SqPPfYYnZ2dFzO8qu6991527dpFOp2e82sLsdwUyi7Pnhilo2lqffbpeB4NbOmozFKZpQL+TJJi6yqM9AjFgIV3QVnhQFOBkuWxJVkjwDml8R8u7RLBoufx42yGPsdht+vynl/5FWlmsYgkVgmxuAZOpvAFplYmjBbi+I35n0kZ7clQzDlsu3E1yri048tsnBg4AMDNO95Jc7h9kUczc5dOKjhHqgWseo834tOf/jSnTp3irrvu4stf/jJjY2O8733vY8+ePdx8880cOHBgyjldXV3ccsst7N69my9+8Ys1r93b28sPfvADfuu3fmvW4xNiJXmtJ4ntaHxVyim64jlCPpM1sUqnwOBYZdbK1iWC2Sy58Q6CE3W3ZDE82Jyqsf/VuQTr0qW15nuZNAOOw52RKDe7Loax4sLDkiKxSojFUy46jA3kCF5QHuhql0w5g8+c3wTLdTz6jieJtgZoWV2jNH0Z0trDdiqfcXs238qtO991SSZXsAxnsJ7+h2OM9mRnde4///krVR/v2Bjl9l+7ouZ5X/va13j00Ud54okn6Ojo4HOf+xzXXXcdjzzyCI8//jj33HMP+/fvn3TO5z//eT7zmc9wzz33cP/999e89r//9/+eP/uzPyOTyczqPQmxkrie5qdHhmipsk+IpzWn4zm2tEfOlQ6GRofQSpG1h4nkyyTbpy4i7mrNsiETxu/WWGNVzlXWX3mX7ibDSineHA7jV4q1lo+lvXR4eZBYJcTSlRzKg2bKzFG2nAOt571F++CpNE7JY+MNrSumc6vtlnmt6xlst8ybr3gHvkt8X0m5RTkPnnnmGT7ykY8AcOeddxKPx6eUTDz77LN88IMfBDh37IW+//3vs3r1am644Yb5HbAQy8TJkSxjuTKRwNR7R0PpIkXbY2vHxPVXXdh+P262B0NDPjL5Az0VKJMIldlSq3sgGpwCqEuvwYXWmr2FPK8VCwBs8vlZa0lJ4EoisUqI6gZPpbB8U78iZ8pp9Dy/tl1yGTyVonVtmGjr1KqK5ShXTPP8kR8xmu5nQ9tlGJfQWqtalt0MVr27dwD3f/rxms/9yn+8fq6HU9d0dyWeffZZvvvd7/LDH/6QYrFIOp3mwx/+MN/85jcXaIRCXFqeODJMqEprdqi0Z1cKNrVV1l8p1yEcH2I07BCOV8r88heUCHa1VmYYttZaf+WWGV8FPUfvYGF4KH6Sy3KiXGaHP4DWesXcJV0qJFYJsTQ5ZZfRnizh5qllgKPFOD5zfm9E9R9P4nmaDTta5/V1loqRVB/7u59GKYObtr+d9qY1iz2kOXHpp4hL0O23385DDz0EwJNPPklHRwex2OTSo9tuu42HH34Y4NyxF/of/+N/0NvbS3d3Nw8//DB33nmnBCwhahhKFzk2lKnamh2gezTPuubgub2xgsk4eC5pb5CmnIdm6gxWV0uW1oKf5lKNevtLcP1VCYvu4DZOlMvcEgpzZyQiydUKJbFKiKkSQ3k8rTEuKA/0tCZVTM5rg4tizmbkTIZVG5sIRZd/RYGnPQ737iXkj3Lbjnctm+QKVmCCFYpV/z9Grcdn40tf+hL79u1jz549fOELX+DBBx+ccsy9997L/fffz+7du+nr65uz1xZipXruxCimYVRNFrJFh5FsaVJ79uDYCLaXw9ElorkyxZAfb0JjjJLp0t+Ur725MICdv6Tas7sojvg2UDb8vDvaxHWhkCRXS5TEKiEWx1BXGsua+rmed3J4ePNavtZ7JIEyFBuuaJm311gKXM/B9VwMZXDjtju5+Yp3Egosr1b0Suv5riadWzfeeKPeu3fvpMcOHz7Mrl27FmlEi2+lv38hsiWHP/r+IToifqwq3QNf70vx0yPD3P3mTXREK7NUm576AcWep0iFPd784hnyYT+H92w+d87xtjSPbu/nA29sYn32/ObDJcdjTSxINGDCWFelPFAZ4JQh3AZLvOPRsBHFKid4Z+etNY+xBwdY84UvYDY1LeDIJlNK7dNa37hoA7hIEqumWunvXyx9ru3xs28fJRT1YVwQSwZyAxyOH6HJP/VzMWtnuWntTUR9NbrNNiCbKHH4uQHWb29mwxXLtzywUM7xyqkniYVa2b25dhyaTjFn07w6zDV3bpzD0c1crVh16dx6FUKIGvafSeB6umpyBZX1V01Bi/az5YNa4x88QdpXxPJ8hAqlqeuvWrIEbYO12Rotcj0XPGfJz2B5wBmznZSqvI9VXoaAvvRKG4UQYr4lh/N4rp6SXAHEi2NYxvw0NNJa03tkDMtvsPay5nl5jaUgkR3muSM/JFfMsLp5cROj+ba0vxkIIcQ0HNfj8SPDtFZpzQ7geB49iTxb2s+vNfJnU5QLg3g+i3ChjLqgg6CH5nRLjs2pKEatdryXwPorB4Nj1jqGzGayxsroRjUbSqlfVEodVUqdUEp9ocrzm5RSTyilXlVKHVBKvWsxximEmF/Dp9MY5tTPfA0kign85vy0Dk8NF8iMldiwvQWzSnnictAzepwXj/8Ey/Rxy45fZE2LJFizJkFLCDHfjg1lSRVswv7qTVH7EgVsV09qz27Ge8h7SSyCRLJFAHLR8wnIYLRA0efWac8OOEWY571QLkZe+Tjk20BWBdnqDLPBTSz2kJYkpZQJ3A/cBVwJfFApdeUFh30R+Aet9XXAbwBfXdhRCiHmm+t6DHWlCUam3qwrOAUcz8achy05KrNXCQIRi45Ni1eWPZ9KdoEjvftoi67hlh130RRqWewhzbt5a9M+IWi9HegFXlZKfVdrfWjCYWeD1l+OB7QfAlvma0xCiOVFa83jR4aq7nt1VvdoHtNQdLaeL/Xz+vbhGQqlFOFcCa2gED7fPKCrNYvhweZUnXr6sxsML0FFLA5bGzDx2On0E5WSwHreBJzQWp8CUEo9DPwyMDFWaeBse71moH9BRyiEmHfpkQKuo6vOIGXLWearZcFob5ZC1uby61dN6Vx4qXNcG9OwCPhC3LzjnUSCzctij6tGzOe7PBe0tNZl4GzQmkiClhBi1vpTRbpGc7SEqpcHaq3piufY2BrCN15T72kHX99BnGClcUU4V6QQCqCN8x+H3S1Z1mfCBNzqCZTSXmUGa4kmWAEc1rlJrrT7JLma3gagZ8LvveOPTfQl4MNKqV4qNwI/V+1CSqlPKaX2KqX2joyMzMdYhRDzZPh0BlUjwUmUEpjzkBi4rkffsSSRFj+ta8PTn3AJyRQSPHP4e5weOQJAU6h1xSRXML8J1pwFLSGEqOa5E6NYZvXW7ADJvE2qYLNlQnlgKnuMYDaH66/MWEVyJXIT1l+lAmXGwmW21NpcGFBeeY7ewdxxUXSZHRTxoYD1XhI/7mIPa7n4IPCA1roTeBfwDaWmflPQWv+11vpGrfWNq1atWvBBCiFmx/M0g6dShKLVqyHihTh+c+73vxruSmMXXTbubFtWW2YMJk7z/NFH8bRHS2RlfhYudirZUNCSu4JCiAulizYvd4/REa0d9LriOYBz+19prckMPYOBBUphuB7BQpn8hPVX3S3Zyjl11l8pd2nNCpUwOWKtZ9RoIiPNLGaqD5i42rpz/LGJPgH8A4DW+nkgCHQsyOiEEPMuPVLAKbtVywNLbpmiU8Qy5nZVjV12GTiZonl1iKb25fG5rbXmeP9rvNr1M5pCLdy68120RFbmR+V8JlhzFrTkrqAQ4kL7uhN4Giyj9sdY12iO9oif2HgJYcYdIjDSi6Eqv4fyJRSTOwh2tWZpKfhpKdVO3Ay7sGTas2dUgEO+TkrKx3ZnkFVeZrGHdKl5GdiulNqqlPJTaWLx3QuOOQP8PIBSaheVWCV3+4RYJkZ6MpU9DavI2pnxp+Z2hmngRArX0WzcuXz2vErl45wYPMCG9st50/Z3EPQtr7LHmZjPbwgrJmi9/PLL7Nmzh2KxSC6X46qrruL111+ve87jjz/O+973vnO//+QnP+FXfuVX5nmkQiwPtuvx5NHh8/taVVFyXPqThUnlgf3F11g/nKc83hTjXAfB8T2wyqZLX1O+7uwVgOEUYI7vZs5GWgU5aq3HxGWX3UeLLiz2kC45WmsH+CzwY+AwlcZLbyil/ptS6r3jh/1H4JNKqdeA/w18VOv5WvI+fyRWCTGV9jSDJ2uXByaLKdQcJ1elvM1wd5qOziihprkvPVxojmsD0BLp4Nad72L3plswl+ga5YUyb98QtNaOUups0DKBvzsbtIC9WuvvUglaf6OU+g9UGl7MSdB64IEHpjx21VVXcdNNN2HbNg899NCU56+99lquvfZa8vk8//AP/zDpuY9+9KN1X++mm27ive99L1/84hcpFAp8+MMfZvPmzVx77bVVj//Wt77FHXfcwb/7d/+OkZERVq1axd///d/z8Y9/vNG3KMSKdnggTbbk0BKuHZh6xgp4+nx5YNHLEC8epWPMIRc72+CihKcUhVDlOmdiOTwDttZZf2VqB7RX827nQorqEqu9FOvdJBbeYg/nkqW1/iGVdcATH/uDCT8fAm6b69eVWCXE4suMFSkXHZrC1cv04sW5X3/VezSJUooNV7TM6XUXw2h6gNe6n+aaLW+hI7ae5nD7Yg9pSZjXW7CLFbQWwx/8wR9w0003EQwGue+++zBNk/3799c95yMf+Qjf/OY3+djHPsbzzz/P17/+9YUZrBCXMK01jx8epilYvXPgWV2jOfyWwbrmStAcKh0mli6jAD3eKSqSK1bKA8d/72rNEnAM1mVCtS6LpRe3wYWDQY/ZxkY3joVmkzu2qOMRlxaJVUJMNtqTqdlgwvEccuUsUX/9qoaZyKVKjPXnWHd5M/7Q4ldCzJbWmu6RIxzp3Uc0GCMUWJ57eM3Wpftvto56d/F8Pl/d58Ph8LR3AauJx+Nks1ls26ZYLOJ5HrfffnvVY7/1rW9x5ZVX8rGPfYz3vOc9BINBfvVXfxXLWpb/OoSYUz1jBXoTBda31F4UrLWmO55jc1sYw1A4ukxfaT+XpQzUhDnycLZEuqUym+Wh6W7JsTkZxahTDuLzSpU5+UWQVz5OWGspY9Hm5WiWksBLmsQqIRaX1pr+EykCker/TWfs7PjSq7mrWOg9ksDyGay9vHnOrrnQXM/ljTMv0jd2kjXNG9mz5TYss/5Nz5VGPiXnyL/9t/+WP/qjP6Krq4vf/d3f5Stf+cq0dwXXr1/P+vXr+eM//mMee+yxhRmoEJe4Z06M4LNU3Za2w5kS+bLL1vH1V/HySRxdYu1wDttfyY5MxyVYshkcb3AxFC1S9Ll1ywMB/F4RFuELZkKFOWWtls2DxUWRWCXEedlEiVLepqmt+g27dCk9p6+XGimQHi2y8cpWLN/SaJQ0G4OJbvrGTrJt7R62rduzrFrMzxVJsObA17/+dXw+Hx/60IdwXZdbb72Vxx9/nDvvvHPac++++25GRkbYtWvXAoxUiEtbMl/m1TNJ1sTqt7TtHq20Z9/cHkZrjzPFffiJ0DFymlKgcpctnKskKGcbXHS1ZFEaNiUj1S9KZYNhS9toVbuEcD6MGlG6rNVEvCLbnCHZ30rMisQqISaL92brTk7Fi3F8xtysv9Ja03skgT9ksXpTbE6uudBcz8E0LNa3XUYkGFuxe1w1QhKsOXDPPfdwzz33AGCaJi+++GLD5z7zzDN88pOfnK+hCbGsvNxdWW9kGvXvlnXFc6yNBQn7LZJ2LwUvwepCDJ/tUhifsQrnKh0Ez7Zo727Nsj4TJujWrv8zF2n9VcwrsNpNsdEdw+CSa14nlgiJVUKcVykPTBKssQ7K1R6pUorIHLUaj/flyKfLXHZtB4Z56c349MVPcrT/Vd68/R2SXDXg0p2fXAZuuOEGDhw4wIc//OHFHooQS17Z8Xjq2Ejd1uwA+bLDULrElo5KUOwtvYqJn1gyNyk1ieRKuIaiGPKT9tvEwyW2JGrPXgGY3sIlWCVMzphtaMCPy2Y3LsmVWBQSq8RylE+XyafLWIHqN9Vydg7QqDn4quy5Hn3HEoRjftrW148zS42nPQ737uXA6eeIBGL4rEu/rfxCkBmsRbRv377FHoIQl4zDAykKZZf2CZsCV9MdzwOV9ux5N8GYfZqI0U776Olz3QMBwtnxDoJK0d2arZyTrN8FyecW8BZgg+GMCnDCWotGscrNEMKe99cUohaJVWI5Gu3NohQ11w9lymnmare74dMZygWXLXs6Lqn1SrZTYn/X04xmBti8agc7O2/EWIAYuBwsmwRLa31J/Uc7Vy7BvS6FmDGtNU8cGZm2NTtU1l9F/CarmgJ0FfZioFDKYNVgktKE88O5Esm2SkOLrpYsLQUfrcV6d+Y0Pq9IeZ5bCI4YTZw2O/Bjs90ekuRqmZFYJcTi01ozcCJJIFz7a3C8MIZvDjaUd2yX/hMpYh1BmjsWdv3uxTo5+Drx7BBXb7qZjR3bF3s4l5RlkWAFg0Hi8Tjt7e0rKnBprYnH4wSD9Rf8C3Gp600U6E3mWd9cPzi5nuZ0PM/2NVEcXaK/fICg0YKvZBPJFUk3V8oGLdshUHbIRQKUDZfeWJ49Qy11r216TuWHefyM6TNa6LfaiHl5LneGZfPgZUZilcQqMT++91o/ezqb2dzeWPldIWOTS5aItlaviNBoEqUEQbN2xcSDvv9JQVUaKuGHb2YqP8ZUC19uffDccQMnUri2x8adrY29mSXA9VxMw2T7+mtY17qF5ohsHjxTyyLB6uzspLe3l5GRkcUeyoILBoN0dnYu9jCEmFfPnRzFMoxpv5QOpAqUXY8t7RFGysfR2sUwLJpTKUCdS47OdhDMR4P0NOfxDD1te/ZKg4v5vQvfrAt4bpJOd2wOd10RS4XEKolVYu7lyw5PHB2mP1ngUz93WUM3L8b6K2XhtY7N23k87WKo2hUL55KrC6R18tzPpYLDUHea9g0Rws31y9uXAq01p4Zep3+si5t3/CI+0y/J1SwtiwTL5/OxdevWxR6GEGIepIs2+04nWNU0fXDqGs1hKOhsDfBafi9+VWmF2zKWmdzgIlvpIJiLBOhqieN3DNZl6neKstwieh76AhWUj5QKs9ZLEdUloq7sb7VcSawSYu6dHM6hgGNDGXoTBTa2Td/1r/9ECn+w9lfgjJ2dk/VX/ceSAGy4ouXiLzbPHNfm4OnnGUyeZl3rFllrdZHkryeEWNJePZPA02AZ039cdY/m2dAaIk8fJS+Lz6iUJK0aSFIOnA+m4VwJxzQoBSy6W7NsTkYwdf27nj6vgK5zN3M2EirMIWsDg2YzjnwcCyHEjO09PUbIZxLwmfz08NC0xxdzNpl4AX+o9uf5WGEMy7i4z/t8usxob5bVm2MEwtOvH15MhVKWF479mMHkaXZsuJ5rtrwFcw7Wn61kEtGFEEuW43o8eWSEtvD0bWFTBZuxfJkt7RF6ivuwxjcDNlyP1kSWcmBig4tKB8GhaImCz522PFBpF0M76Dkq3NNAv9HCCd9agrrMlXafrLcSQogZKpRdDg+kaQn7aY/4OdiXYiBVqHvOWH8WdO3yQA2MFcfwmxfXjrz3SALTMli/rfmirrMQ3uh5iUI5y42X38lla65aUWtE54skWEKIJevYUJZ00Sbkn/5OYvdopR5+TUuJlNNPQFWSpqZ0pW37uRbtWhPJlchFgnS1ZlEaNk+TYFlemYlruC5Wl7mKPquNNjfDLmcAP+6cXFcIIVaSkyNZPK0xDYWhFD7T4Mkj9dc4DpxI4QvWjiklp0jZLWNeRMVCOl4gNVJg3bZmrAbi12LxvErsuXrTzdyy4y5WNW9Y5BEtH5JgCSGWrCePDhPxN1am0BXP0RzykTPfwFDWuTtwsUQO5Z0vpvfZLj7bJR8N0N2SZV0mRNCtHwBNb27XRcV0gU4nzmXuiGweLIQQs7Tv9BhB6/znd0c0wL4zCUYy1T+zSwWH5HC+bnv2jJ0dr1Wof0MtpKt3LIzRQu/hBL6gyZot9fdWXCye5/L6mRd45dRTaO0R9IeJBpf+TNulRAoshRBL0mCqyMmRHBtapm/tbLsevYkCV64PM1Q+Qsg43w531VAKe8IdxPB4g4vRZovRSInbzqya9vo+r4h3keuvMiqArSzavBwdXvairiWEECtd0XZ5oz/N6qbzMcI0FKZSPH18hPdfP7Vr5Vh/pXlFvRK4ZDGJaqDBw2/av8M/Wn+DjwA/X3g/N629iagvwlh/jpOpEbbuaccwl948Rsku8Oqpn5HIDXPZmqsWezjL1tL7Ny+EEMALXXFMQzVUC96TyON6mljzMBp9vrWu1nSMpChNWH8VGW/RfmhDZV+rLYn65YFojeWVLqqD4IjRxFFrPf1Gi8xXCSHEHDgxnMXzKuWBE3U0+Xn+VJxkvjzlnMFTKXyB+jfL4sV4Q+uvShSJqyHW603nHvM8Te/RBKEmH+2d08SWRZDKx3nuyA9J5eNcs+Ut7NhwfUPJpJg5+asKIZacfNnhhZNxOqKNLTLuHs3jMxVF/16Cxvkyh3CuhM928SaUkIRzRWzL5NC6PM1FH63F+q9harvywyzWX3nAabOdbmsVTbrATmdA9rcSQog58MqZBAHf1GTJMgyUhmdPjE56vFx0GOvPEaxTHmh7Nnk7j6+BDnqDqgetNOu9LeceGzmToZR36NzZuuQaRXja49VTPwPg5h3vZH2bbBkxn6REUAix5BzoSeF4Hr4Gyiu01nSN5ljTrPFUAUudr3mPJXNTZozCuRLZaIDe5gK7h1pQ06Q8pje7DYY94Ji1jowRYo2bZKNsHiyEEHOiaLu80Zeio8b+iB1NAZ4+PsrPXbGKpmClgiE5VGl4pIzan8SZcmb8Xtr0n9b9xmkMbbJGb6BICdfx6D+epKktSPOq0Izf03zRutKh1lAG1132VoK+EAHf0hnfciUzWEKIJcXzND89MkRLqLHZq3iuTLbkEIx141OTFx23j6bPdw+ESgfBbJGhNgPX0GyZpnsgjO9/NYuPSgOI6iJbnWE2SXIlhBBz5tRIDrfO/og+08D1NC+cip97bPBUCstX/7M8VUrTSHIF0K9Os1qvx6KSwI11F3DKHp07YrhjYxSPHMFJJBp7Q/PEdsvsO/kkx/r3A9AcbpPkaoHIDJYQYkk5OZJlLFemszXc0PFd4+3Zg9Eu/Co26blVg0lKwfPrr/wlB8v1OLlG43cM1memfw2fO7MGFwkVxodLVJfodBc3uAohxHL0ypkE/mkqHNqjfp44OsJbtq3CB4z2ZAk3179xFy/G8RvT39wrU2JUDXCddxsAZh7i3XliIRu9/0Xy2gPHRdsOVmvrNFebH7limn0nnyBfykj79UUgCZYQYkn52fERglXq6mvpHs3RFC4R8HuTat59JZtIrki6+XwSFclVOgi+tqnMplQUU9e/U2loB4ULavqPSg0MBNbR51tLi5djuzPU8HsQQgjRmKLtcrAvSUe0enngWQHLpGyXeLl7jF2hIFqDUac80NUumXKaiG/6yoaz66+2xDto7u/Dn1tD2dB0qBGMUBgMAzwPZ3QU7XmoGjNt82Uk1cf+7qdRyuBN299OW9OaBX19IQmWEGIJGc2WONSfZn1LYyUMRdtlIFVkzdpeQsbkPTyaU3ku3Bw4PN5B8MRaj1sGpg+ilfVX03Mx6GrdQyK0jnY3wxZ3dPqThBBCzFjXaA7Xq10eOFF7NMBjh4doisUwrfo31LLlLKBqr8vVGitXwp/OkwgcxFijuPxUAJRJ2VhDcyBHMHK+YuJskuVlMpjNC7fHVMku8Mqpp4gEY9xw2dsIBZZeN8OVQBIsIcSS8VLXGKZSGA12Xzodz6OB5uZRlPJNeq5lLDO1wUW2SDZkkAspNierbxI5keWVmK4e31Y+jrVcQ96K0lnoYa1py3orIYSYJ682UB54VtBnMpoucqxvjM3r6yca6XIa9OSooVwPK1skkMjhT+QwXA+t4PTuIdblOzCDYXKlTsCjNZSh2tdqJ5FYkATL0x6GMgj4Qty47U6aw+1Ypm/6E8W8kARLCFGX1pqSW0KPpytaT+2oV+25c4/VO0+fP6Zku/z02CliYYuCO3HmaOo1zzo+ksayyrRViZurBpKUA5M/4iK5Er0dsDYbIuRM//HncwvTrr+ytE3QzbMhfYwW04Nw+7TXFUIIMXMlx+VAb4r2SGNNkAA6tEHvWI5NnU11j4sXxvCZPpTt4M8U8Mdz+NP5SghSCjdg4QUsyobNYGSUNw1fjeNGsL0WfGYvVpXyQxUI4AwNE9iyZYbvdGYK5RyvnnqKzat3sqHtMtqb1s7r64npSYIlhKjr1eFX+c7x72BgNNZcaWIOdOHxmnPrpDQahTr3z9FskZOFPBG3TkKj1LkX0B50x99Gc3Mcy5h8l85wPVoTWbJNE0oNtSaUL3JyB2ydbnNhQGkPU5dxVfVAPhpcQ6ycwO+VuTx9CJwyhNumva4QQojZ6RrN4XgeVoMzWADhrEfe9RhOl1jXHJzyvAbcXBa7t5fVSRtfvlK54JkGbtA3ZQ/EvvAwntJsyqyl4KxDYWMZg8C6KddWPh9eJoNXKmEE6q8Zm61EdphXTj2F67lTYqFYPJJgCSFq8rTHkz1P0hJoIeKbvqRutrTWnByI0+wLEzAba3CRzkVwXT+rW4pTnmtKV/Y7mdiiPVC0sVxN7yqDrQ20Z69sMKymBFeNojd2BfHoRtbmzrAxd7Kh8QohhLg4r55J4m8wRgDgadRYGStscXI4y5pYEENVYo6XTuPE49gDg5RzGZqLSUx/ECcUqHszsSc6iNKKtekdlL0oIV8PSnnVD1YKrcBNpTBWr57Zm21Az+hx3uh5iZA/wpu2v52mUMucv4aYHUmwhBA1nUmfYaw4xvro+qlPOuMb8FoXf1cuVbDJlhxiwcY/ksZSzYCmpTk95blYIofyJpcTnu0gGI9Z7BqZvrzE9EpTHnMNH/2rdlMItbMmf4ZOSa6EEGJBlB2P13qSMyoPJOuApwkETTK5IqM9A8TyKeyhIXBcAFQwiB2yKCtfQzf4zkSHWJfrwClvxFBF/GYcu0Z+BaBMC2dkFN8cJ1jJ3Civn3mBjqZ1XLv1dnxzEIvF3JEESwhR04sDL+KrVnLglKHnBTB8sOnmKbM8M3VmLI+pFI1u8AgwlooRi2bxWe6U51YNpbD9kwNlcDzB8llNtbtETeBzJ28wXLZC9K66HtsKsjHxBmvt4YbHKoQQ4uJUygP1jMoDraEMvmyK4PAobakEaQWhWAgVCqFC52NEPp/AUNNf11YO/eERfvHk+/F0kLC/a9rwZwQCOCMjaK0nbSUyW1p7KGXQEung+svexqrmDQ2NXSwsSbCEEFWlSilej7/O6vAFd91cB3pfhlIWtAvZIbiIBbVF22UwVSQaaPzjqFT2kcuH2dLZN/VJrekYSVEKTE4MVTnHaAzW52JTz6nC8kp4E/a/Ml0byy2yZvQAbToHlgQ0IYRYKPvPJPCZ0yQoWhNIJ4gM9tBy8giZ9FoMbDAN3GCIvAclf5DQpJkqTdEpYDWwoXxfZBhDW3SO3YRpZPEZqekHbprguniZLGasfqON6WQKCV7tepprNt9Gc6SdNS0bL+p6Yv5IgiWEqOrgyEEAzIlBx3Oh/xUoJiEQA7cMQ69DpAOM2X2c9CcLADO6szeWqiRJbc1Tg1s4V8JnuxQigQseL9LbodiQCU8550KmZ1fabyhFKrKeWG4QUztsGt6H63ngl49OIYRYKGXHY39virZw9fJAfzpJS9dhWk4dwZ/LAFAIdeAEIpjG+XJvU2vGcmU2+E3OVkzYnoOnPawGYlhPdIg9/W/D8IKE/MdmVLzhJsYuKsEaTJzmwOnnsEzflI66YumRW7BCiCkcz+GZ/mdoDbSef1B7MHCgMmMVGJ8FMv1gFyHRPavXcT1NdzxHyD+DRctAItlMwF8iHJra4CKWzE3Zy0R7Hu0pl3TUj6mnj4imLuMpg4H23Qy1X0U6MrU7lBBCiIXRHc9hu27N8sCNT/+Q1QdeRAHF1g6KbavI+1aBmhwLLENRdDyKExZNld3GNpQHGAymua7/F/AZSSwz3/B5yu/HHppdWbnWmuP9r/Fq189oCrVw68530RLpmNW1xMKRBEsIMcWp1Cky5QxBa7ylrdYwdAjSvRC8YMNEfxRGjoFdmPHrjGZLOK7GMhr/KPI8RSLdRFtzuurdw/bRNN4FQbhAFp8LbrCxTogaTdfaW8mE17AqcYzmXJVSRCGEEAtif08SX4044cukCCVGKLatxg0EK537NJS8WKU8cCIFhoJEbrxJE1B0Cg2ty3WUw/qx67E8H0HfwIzGr/x+3Ewar9x4MndW39gpTgweYEPb5bxp+zsI+qavwhCLT+pchBBTPNf3HCFrfA8prWH0GIydgmALUxpRGOOzTyNHYf21Db+G1pqu0Ry+GSxYBkhlonieSVtL9dr3VYNJSsHJ66+KunJsSDVdGG6nKPtCDHdsRyuDDSP7iRZHZzQ+IYQQc8d2PfafSdJao3tgdOD0uc2Az3J1AI2JoZwpx/sMg7ztUnI8ApZB3ilgGtNXUQwE8uwcvo1i6AytTO0yW5dSKBReKoWxalVDp5xtirGhbSuWYbGmZdOcNMkQC0NmsIQQk4wWRjmRPEFLoKXyQKK7MkMVbK7dLTAQhVQPFBINv06m6JAq2AR9M/sYGks2YyiP5qbMlOd8JZtIrojtmxwszWIBj8ZmsEy3jM/Js2ngRUmuhBBikXWP5ii7Xs2bcW0nD+OEJs/qlLw6ex2qypffZN7G9Vwcz2moC59X2oinHFrU2EyGf55hYI80FlNG0wM8e/j7FO08Shmsbd0sydUlRmawhBCT7B/ej0JVAk6qt9LEItgEdQOQqqzHGnoDNt/WUNv2nkQeY4at2bWuNLhojmUwzamLfJtTeS7cHDjrs2lL26Sj5pTSwXPXBQrBFkLFJAE7x9aB5/CMGey1IoQQYl681pPEMqrHCV8uQyg+SLH1/KyQ1lD2Yqg69Qo+0yBbcggFnJoRKFW4Cs35aoizxfHl/G5CoTdm+jZQweB4u/adNZMlrTWnR45wpHcfkWAMz5u6DYm4NMgMlhDiHNu1eaH/BdpD7ZAZgv5XK2usGmhfiy9cmcFKT1+bXnJc+pMFwjNsblEoBiiWgjXLA1vGMlN6K3W35Ng4oilEglXP8ZTJWOsWUs2dlH0RLK80g5RPCCHEfLFdj1d7krTVKA+MDJyp/DCpPNCPpy0MVW/338qtvbF8ruYhE5OrRh6fjjJNcBy8bLbq867ncvDM8xzu3cuq5g3csuMuwoGLa+suFo8kWEKIc46OHaXoFvGXMtC3F3yRmbVf90Vg+HVw6690GkwV0ZrxGazGjaUq9xDbmtNVn181kKR8wX5aPbEM68bADoamHG+bAUbbLqfsC9Oc6iVg5/B5BbRs2iiEEIvudDxPyaldHth68jBOYPJne9lrrJmRzzTI2XkUM7vRd7HcZLLq48f799MXP8m2tXu4/rK3YZmzS+TE0iAlgkIIoFKa8EzfM0Q8D/peAisIM/2AN31QzMNYF6y6ouohnqfpHs0R9DUW1F54dTe2M3kcLx+4Gp9lc/N1B889ZrgerYks2abzwdZRHo6Tw/Igf8EMVtHfRLK5E6U92hNd+O0CoLG8Eq5q/H3/fPtBAsbUhdQlHeCnzl0NX0cIIcRkr/UkMWuUB1qFHJGRfoqt7eceq3QPbEap6doZAXh42sZ2DRoMRxdN+f3Yg0P4N57fIPhsM4vL115NW9MaVjd3LsxgxLyS27RCCACG8kP0JI4RG3ijMmtlznINUiAK8RNQrr5HyFi+XPeO5IUuTK5qPd6UrryenhCMe5rzrB+rlInkopMTLIXGckp0jJ0cT64qGwxXnmx8Zq1acgUQUDPsMiWEEOIcx/V45Uyi5ubCkYGeSkY1oeLAxY+rfSjqlAeePVbbGIai5Hh4emE27lV+P146jbYrsaYvfoqXjv8E13PxWQFJrpYRSbCEEADsPfMk1vDRyuJbq/p6pYYoE1AwcnjKhr8AXaO5mptFXoxYIofyzr+e1n66W7JsHgatoBD246Eo+is17YFylvbEKUzvfIJkeuf3RplbGlfLYmUhhGjU6bFKeaDfqlEe2HUYNzg5VtluGEVj98hczu9JVbKnT8jmxPjA7GSCI737OHD6WQA8r/qNOnHpkgRLCEEhO8ze1x+iXSvwTV2rNGOBCKT7p7Rtz5YcxnJlQjNszd6IVUMpyn4TrZtwvd04+s10teS4YsCkEArgWAHibZeRaNmEY1Rmvy6MwT6vgJ6Hj8WCUyRdSuNcAkHUiccxm2KoQGCxhyKEWMHqdQ80SwWigz3YofPt2LWGkm5GVdn7qhrbK6IwMZSi6Lh4F9xbq9WFsF53wkY4BrzS9zxdw4fYvGoHN23/BXyWfN4uN5JgCbHSlfMceuZPcOwi1px1LFJgBmDwddDn7wz2zqI1e0M8TeuoIh94E66+EU0Lo+EEuYDNhlFNtinMaPvluKaf1uRpLK96gPS5RXQjHRNnQKNxPJutzVvJO3nmZ4ZsbjjxOIbfT/snfwvDL23qhRCL42x5YGut8sCh3kpGZZz/Guvhw9V+FNNXC2itcSmjMM5Fo5Iz+bym4BFAE4+9wddu+Ty+pudpCe2neRYt2ic6Fk2QdNNctfHNXLnxTQ3twSUuPdM2uVBK/RPwt8CPtNYLNIcqhFgQTgn94l/zdOIwsUDz9MfPhC8ExSSk+qBlI7br0Ts289bsdWkI5UKs7m3GNlrwDA1kUMDptm58ZU1z1uXQ5nUoz6U9eRrLLVe9lKEdFC6emtveP3k7z+rwGra1biNTTpO1s4Ss8PQnLjAnHscIBmj/5Cex2tunP2GJkVglxPJxZixP0XZpj1Sf2Wk5dZj/uObnSRsXPB+EqOfyu/l43et747NQZ5MrQylKtkvQMs+VF9puM6A41rGX9mIzEefiqjs0GoXiMr2GcibD2tD6i7qeWNoaSZu/CnwIOK6U+hOl1I55HpMQYiG4Duz7Oj3D+xmxLCJznFgA4I/A8CFwywyli3haz7g1u2VVn23ymw6dJzfSeXIdLWMuhpdGUTwXME+3nmZPbxBFpYNgx9jJmskVTGhwMUNlr3rCWNIBPO2htcdlLZehUFzRtgPHc/GW2Pf/SnIVpP1Tn7okk6txEquEWCYO9KYwjepfUY1yiVhf99TkalzWmP4mnqMnf94rKrUFE2exbLcVpYocbj/Apuy6hsd+IY3mjBrlmDGARhMmQMwN1GzXLpaHab9Raa0fAx5TSjUDHxz/uQf4G+CbWuuLK0YVQiw8z4MDD0PfXl60DPy2WXNn+Yti+MAuoEdP0pXuIDCLXrhr2sfoH17NTXteJ+CzCacjtA+10ZRShHszRLIpDMD2n/84y/jzDEdHePfeJiAHKo2h6zfusLwisyldPJJbz56mHp4a3kYusA7C5xOUvJNlY9NGwuMzVlFflK3NW+hKddPkXxobSJ5Prj6J1da22MOZNYlVQiwPrqfZd3qM1nD1DrKRob6qDZRmwtFF1AVzDIZSFG2PgGWisXC8KHawi7LlsCm7Zlav4+Jx1Bhg1Miw2ouhqUQZ5ffjDA3j75SugctVQ7eslVLtwIeBjwCvAg8BbwF+E3jbfA1OCDEPtIZD/wJdPyMTW8eB5H5WG1OTjwcyhylU6XwXUiYfbdrV+Ov5o5RGjuPqAIHwzMoQHcdgcKSDjtYEbTk/a/tW05T0aEqPYrlFPFNhBywmJkaO5XG48wwAlw0beEpRCk2/gNjnFvBmsf6q3Zel5Fnk3MlrBVztYKDYFNs86fGNsU0M5AYouyX85uIubHZGRzHCoUpZ4CWcXJ0lsUqIS1+lPNCjLVL987il6wie7yLWiGpwdWnKBsMK8NCUXQ+olAf2tlTWW23Mrp3xyxSxecPsJUeJre4qOnUbajxWKb8fN5lEOw7Kki1pl6NG1mD9M7AD+AbwHq31wPhT31ZK7Z3PwQkh5sHxn8DRH0HLRg6URtCAWWWRbbXkqt7jNSmDbNljve4mHt7DTGaJhkZW4Xomt8dttp0KEiiOgipj+yxKvql3N0sBl3SLTX+0n0gpQkfSphD2T9obq+oQtYep7RltMFyhafNliZejU95X3i6wrWUb/gv2E7OUxc62Xbw6/Co+038u4C40Jz6eXH3qU1itrYsyhrkksUqI5eFgX4oa1YEYdplY7ylKTS2zvr6LjUZPaG9xnlKKgu1iqlYMVeBE6xHaijGizszWzWo0B80zlHG52uukTUcnH6AUGnBTqUu5LFvU0Uja/Dda6x9OfEApFdBal7TWN87TuIQQ86H7WXj9H6G5E1cZPFPsp1XNb7c42/VIOQFaGCNvJyn4pv8yb9iaNact9sfXsMkpcFViBNd0KQdNYGoSpNHkoy65JgdlewwHh9gxspNI7jDp5ukXJpt65hsMA4SMMiHT5mR+cvC0PRu/6WdD04aq57UGW1kbXstIYZiIL1r1mPkUSBcxOiK0f/K3lkVyNU5ilRCXONfT7O0eq9k9MDzcj/JcMGffLMmtUy1sAK62cIkQsAbobRpiZ2Jrw9fW411iFYpt3loC2keY6u9FKYUzGpcEa5lqpMnFH1d57Pm5HogQYp71vQqvfB2a1oPpo8tOk/bKhIz5LU/IlBxQ4JoBVuWPoeo0eIgmS+x6xebWx5qwu9aQMSxuLA9RDoBr1Q+orukRyBvknDEc0+Xy4Q0Ei2XyNbpQTTTbDYbb/VkAxuzJSVLBKbC9dRtmjZJDheLy1stRysBd4L2x/Mk8TsBabskVSKwS4pLXM5YnX3YI1Pi8bz59DM+q3GRrqpEoRb36VRaOLtWtHKhUGitSkW5Kps2mBssDPTTHjSH6VGX/x1YdqZlcAahgEGd4eAlv3CEuRs1vVkqptcAGIKSUuo7z9S8xYOn1GBZC1DZ8BF7+a4iugfENDZ8rDhBidncBbe3ha2DvDk9rkgUbn2ngqAABJ0NTaYB08PzMjq/ssLo/w6YTCn9xAygT2yrxQjRGq1tim5OteX3X0GilsVyDplQl6O7f2o/lmmwfqLzPXKR+cws4u8HwzP8WbePrr7JuEMbb/pbcIk2+KKtCq+ueGzSDbG/ZxuGxI8T8Tcz53mBV+FN57JCPw+/YxvuXSXIlsUqI+TE2kKOYswmELYJhH4GIhTWLRkUzcbAvVbPTrHJsWk4fpxyNAfCfyof5w8Ae3lFKM2wEOGb5+EJutP4nqT7b4KLe+2hD6xzdTScB2JSbPsFyleawb4CMUWSj197Q/TplWXiFAl4uhxmJTH+CuKTUu3X9TuCjQCfwPyc8ngF+bx7HJISYS2Nd8Pz9EGyr7E0FjLlFjpWTrDVn9/3zoexRrvOv4kp/W91EK1d20Z5GmZVjbDNER+EUeauDWKLExq4EqwYi2OYWXMuiHCiisOk1wwxYYd6R768ZLMs+j1RrGdNVtMYra5k0mtOtvWxMrSOWSwE0NINlucVZ7X/V7suMz16dH2XJLXNV+9UNbR65NrKO/uwAeSdPyLq4PVam40/lcYI+Tr/3espWZl5fa4FJrBJijnme5o2n+yjlHJQ53sTcAytgEo75ibYEiLQGCEX9BMIWgYgPf/DiutGeLQ9sq1UeODKAcl20WfmsfsWsNObZaYNlldnvC5BWBs11qiQ8XDQeRo0ES+MHoih66I4M0lJqosmun/wUTZfBpjJaKXa661mtYw282/PcZFISrGWo5jcKrfWDwINKqQ9orb+zgGMSQsyVdD889/+APwyB82Vs+0ujKKXq7klloXCq3IYLYNBuBHmuNMir5ZGaiZYGkvky5oQGE/48rOnNsbNvL2V2UfLvJh820RRQlM+lKS8H2gl6DleXE1XHVgg5ZJodTFcRS/rOlXvEw0mygTw39u4hmovjGopiqP4aM8OzUehZrL8qETJtTk1Yf1Vwy3Q0raUl2NLQNQxlsKNtBy8PvoynvYaSstnwp/I4IT9n3ns9TjQAheWTYEmsEmLuJQZylAsOsY7zFQBaazxXU8rZ5JIlnBNepeW4UmitUYYi1OQn0uwn2hogHAtUkq/x2S/TrP/51pvIkyu7tNRIsJpPH0dPWHu1z2hlk1egVWvWj5cFDhgWzXX2O6y3/qpivJuqijPQNMz21Ka6R7vKoy+ax/DgKns9rcbMtt9QPl+lXfuG6ut1xaWrXongh7XW3wS2KKV+58Lntdb/s8ppQoilIjcKz94LyoAJX/ht7fJccYC2Gps0ApS0W9kY1xfj50MbJz330TceI+yUeSUQ4C9bYzynXY7k+/hIOkdu083nEq2S41JyPMIaWobyrOvOE0n6KfivphDcSskXRlNEoSfNUiUMP8d8MW4pjeC7IMHTaLIxh0LExV80iCV9GPr82d2tvQBsSWwgknuOfCQ0beJkzXJ7pDbf5PVXGo2Dy+Ut22bUGbDJ38Tm2CZOp8/My95Y/mQOJxLgzHtvwIkGYYltcnyxJFYJMfd6Do9h+SYnREopTEthWgb+KhPunqdxbY/EYJ7RngxajydfAFoTCPsIx/xEWgNEmv0EI36CkUoCZvkNXu9LYdYqD3RdWrqPUY5UPiOHVIBeI8K7SykUHms9B6U1A4bFzjoJ1nTrrzRtQJax8DAlX5k1yfr7X5naYHU+iFXyiDRQLTHlfQUCuMmEtGtfhur92zw7X7nwLa6EEBenkITn7gO3DJHJa4GO2ykK2qmbYB0pJ7Dx2OPvmPJc2KkEr+tLJf5mcORconVva4zQ2dJBqxW3L8cVXVnWDZTQOko2dA2jLVvReJg6hd/NUzanlkXsDbRjoLm+NFZ1bLbPI5Q1iWasKYHydGsfq7PthO0QkdwYybbp119Z7uw2GG73Zyl7Jhm38hp57bLe30p0Fl0BN8e2MJgbpOyV8Rtz19VxSnK1PEmsEmIO5dNl4n1Zoq0zSxgMQ2EETHyBqd1etda4jiaXLJIayeO5evxjV4HWGJbBGwNJVoUtVEFDwET7DPAb4FOERwcwnDLaagFgn9GO0podtsLAJgC0aZcB03d2OWxV1TYYPjdGgkAExRn6Y0MArEmuwlEayzwfI1w0w5EisZKPiGPRZPso69pJXV1KVfblSqeXxV6E4rx6JYJ/Nf7P/7pwwxFCXLRyDl64HwopaJq8OFdrzTOFfiJ17q14WnOwHGedGWaVOf26oImJ1hfXb+W50iAHMkO8pc+kc6SDRNN12MZGFC6KNMZ4OZ6pbQxt403Ye6qoDA76W7nSThHV57vrOZaH4SoMfX691YXyvgJD0VHe1LMHyy4RKOfIRVqmHb/PK+DNojSvzZc9t/7K05WZti2hVTO+DoBlWOxo28lrI6/h9/uYi4YXKyS5klglxBwbPJkEpS5qPdWFlFJYPoXlM6iWtiWyZeySR5PnoFPOudzrbBGDMZYgbm0Hx8JUNvt87VzmFYhpfa5IYZ3r0GvW3stQaw8PB6PKVh8VbeMvOEZfbIimYoRYOULBcGkaX/dVNjwGIgVswyNiz1HDj7Pt2iXBWlbqlQjeV+9ErfX/Z+6HI4S4KHYRXvwrSA9AbGpN97Bb4LSdYX2d5hbdTpqMtrnVP7Od668vlfhPPzY52Rrm+9s8Hr26yFNXJLmxL8GegTB+b2IwUnjKwOcVKE0IiPv9bdjK4Kbi6LnHzm4eHCgaxFK1N+Y93dIPCjYnOonkksD0HQSV9jC0jTvDvcBCRpmwWaarUEmoctphqxEmeBGzT+2hdlaHVxMvxIn4Lm7Bsz+Zw4kGOfOe65d1cgUSq4SYS67jceZwgnB0ppuuX5zRfBksBQFz6ie85xFMxSn5WtGeRb8yGTYCvLmQB863ZF/nObzuC5JHEa6yfvjs+qtqEURztjwwA5QZiA2zObEBQykcz8PxNCW/y1CkAFqxIRsi5M5NSd+5du1XbF+kbefFfKj3X8e+BRuFEOLiuTbs/XuIH4fYxqqH7CsNY05zZ/K1cpwm5WOLNbUTUmuxfnOETPMaIt4OfulQBwNN/by4aT9Pb32FfRve4Ma+bewZ2IrPO/uxY6C0g6lLuCqAi2JfoJ3NdpbVXmnS5sFWWRHJ1A/43a29REphOvKthPPHACprsOqo7H+lZtzgoiMwvv6qHMXRHpYy6DQuLpFRKLa3bCdeiONqB3MWXQ1hZSVX4y4qVimlfhG4FzCB/6W1/pMqx/wa8CUq38Ne01p/6GJeU4ilarQ3g1N2CURN9g+/xpbmzbQEWub1NbWG/kSBUI0W8FYhj+mW0X4fUOaQP4KhNVe7OUx1PpFaN76n4KBpcZk7tU7Q0SVqVweEgBCKIcZCKYq+EuvT59dfZbRNPFLC7xmsy4XweXPXkEhZFl4mg87nUWHZWWK5mK6LoBDiUuB5sP8hGNgPLZurJgxFz+Gl4hDtdRKBYbfAoJvn1sDaKR0GN6WHeUf3q3WHkdC3o7FBJ+nMROh84zb6muK8sOkIP9v6Bns3nJiUaGll4nOLeJafI75msoaPX8z3oZUm3WxTClU2D46lfHUXJjvKpadlgB0jW1EoIrkEjumjFPCh6hTkW16p7vuppcOfG19/FaKgbXb62/A5F988ImgF2da6jaNjR4n5Z9bqF8CfyOE0rajk6qJilVLKBO4H3g70Ai8rpb6rtT404ZjtwP8F3Ka1Tiil6m9wJsQlSmvNmTfi+EMmQ7lBRgrDJEpjXN1xNatmWf7ciHTRpuR6xHzVv5IG0olzMc0DDlpBtrnlKbNU67zKZ/2AUTvBqr3+6mx5YOLc+qsN4wmWoRRuyaM9H6DZ9mHMwzyTRuMkk/glwVo26pUI/oXW+t8rpb5HlS3TtNbvndeRCSEaozW8/h04/VzN5ArgcDkx7QbBB8uj+DDY6Z+wCa3WXDPUxa2DR8iUgmCB33KnnFtwI1ikKLvepBC2IdPOB+okWn5XYXpFXgp00O4WuczJ4hlg+z0iaYtwzpy2K19/bAjHdNicqJRFRnJJcpG2aWemfF4BPYv1V+3+yvqrsvYIKR9rzDDU2RB5JtZH1jOQ7afoFAjOYG8sfyKH3RSk57034Myim9Wl6iJj1ZuAE1rrU+PXehj4ZeDQhGM+CdyvtU6MX294zgYvxBKSTZRIjxQJtfo4NdBFxBdFAQdHDrKjbSfro+vnpYRtJFOqfV2tCSZGcH2Vz7Qew0fKMHl7eernbVRrmjyXfsMHFC64jMalXHX9VeVDow1Io3Dojw0RLYUJ22ESbWWaUhbKUfizBkZgfor4DJ+/0q59/fp5ub5YePVqUL4x/s//e7YXl9ILIeaZ1nD0R3D8X8eTqxp357Tm6WIfMaN2mV3Oszlhp7jK305AVUo1DM/j9t43uCrRw3C2iVcLW3DwUdJryLOT66LPsSv8Mv808glKOoJG42mNUSUG1Uu0mkeuZtgK8fZiL6AxPUX7SAClGwtm3W29WK5JZ7qybiySSzLaftk0Z2ksr4SrZrbWIGTaRK0yZwqrKGqPa/ytNVsLz0Zlb6yd7B18mYAOoBpIAP2JLHYsTM97rl9RydW4i4lVG4CeCb/3Am++4JgrAJRSz1KJZV/SWj9a7WJKqU8BnwLYtKn+/jlCLDV9x5MYlmI4P0TZLdE0Pose9hkcGTuM7ZXZHNsyp0mW1tCXLBCsUx5ouA6Or7K+9aAVwNKanU71rn3rPIcBY+pXW5fa668gDARRDKDR9MeG2ZBZS7KjjFbgmhq/a1B2PUKexqgW4C6S8vtxEwm066LMOWqeIRZVvRLBfeP/fEop5Qd2UkmCjmo9fT9KKb0QYgF0/QzeeASaN4JR+0O5180x5BZYb9QuP3i9PIYH7PZXOhkFnDK/2P0KG3JjdI928IbbSYkN5NmFqyMoipzM7+CqyItsC7/BG7k34XpnJxBqB6BqiZbR2UU4nqKjECKfCRDJWQ0nVxrN6ZY+OlNrsTwLX7mA3y5WZrDI1zzPHC8nmen6qzXBHAD95RAthp/2BjotzlTMH2Nj0yZ6sz1EffX3xlrhydVFx6oGWMB24G1AJ/AzpdRurXWyylj+GvhrgBtvvHHqKnshlii75NJ/LEEganJqqGvS7LmpTKK+Jk4mTlJyy2xv2V53k/qZyJRsSo5LLFj9Rpc/nTz3swu8bgXZ4ZQIVGliAZUE67jPj83kRvFunY+CSnmgByRIhNIU/EWavXaUVrSM+bCc8ze5io5H2D8PCZBhgNaVdu2trdMfL5a8aW+NKqXeDZwE7gO+ApxQSt3VwLXPlV6MB7mzpRcTSemFELPVsxf2fwti66FOa1qAlwuD+DFqNrdwtMche4wtVhPNRoCWYpYPHH+OtbkEb/Rv5BXnZsZ4Bxl9I1obWCqFqUpkvDYGShvZHjoIutJpqdG4ezbResfBn6dc2oC59lEe2/hDjjUfwzac6S8wbiycJBPMsSXRCTChg2B73fMqDS5m/h14TSBH2TMYcwJs87XMND9r2JbmLfgMH7ZX+4uBP5HDjoU5896VmVxNNMtY1QdM7AjTOf7YRL3Ad7XWtta6CzhGJeESYtkYPp1Gu5qR4jBlt4TvgmoHQxk0BZrozfRwKH4Id442LK+UB9b4ENUQmlAe2GX6yBkGe5xizeutcx20UgxdMIvleNX3v5pcHuhypm2gcp3MalpH/ZOSK0MpSo57bluOOacUbrz6/o/i0tPI4oM/B+7QWr9Na/1W4A7gyw2cV6304sK+0VcAVyilnlVKvTBeUjiFUupTSqm9Sqm9IyMjDby0EMvc4Ouw939BdC1Y9b9YZz2b/eXRuhsLH7OTFLXLNf4OOjMjfOD4cwQch5d7d/Iqv06aG0CDpVIYavIX/uOFPUTMDOv8XQDTrpeayDXgsHUN5Z6PcefJO1idifH85lf45nWPsH/doYYSre7WyvfhieuvgPEZrNp8XhHd0EfgZKuDeYbLEVabYZrNudsU+EI+w8eO1p0UnCLVEkF/IofdHOLMe6/HDa/s5GrcbGLVy8B2pdTW8dmv3wC+e8Exj1CZvUIp1UElbp2aw3ELsai0pzn9ehwrbHAq1VVz7afCIOaPMZwf5sDIAWyvzo6+jbwu0JeoXR5oFvMYdgk9XjJ30AoS0B7b3do3ndZPaHRx/oUq668U1V4nCgRQVBKb4fAIYTtE51ArxgVVFGd/K9lzk1xeSAUC2ENDs7jtJ5aiRr5dZLTWJyb8forKRgFzYWLpxQeBv1FKtVx4kNb6r7XWN2qtb1y1av462QhxSYifhBf+EsId4Ju+U9zrpVE8NGad9VkHynE6jCBvTw7zS6f2kvUFeaH/Crp4B64RwFclsTqrt3QZeTfC9vBrM57NyVgWR+ngSmeUawaa+Tevv5l/c+AO2vOtPLflFb55/T/z6jSJVndrL6uybUTsSvljJJfAtgKU/fW7MVUaXMys1CNo2MR8ZYZKYbb6mmd07mx0hDtYFeogZ08udTyXXL1HkqsJZhyrtNYO8Fngx8Bh4B+01m8opf6bUupsc4wfA3Gl1CHgCeA/a63jcz98IRZHaqRAPl0m4Y5SdstTZq8mUzT5oyRLSfYP76fkzq4TK0Cm6FByPHxm9cDhzyQ5m9Y4wCErwJVOqeY2wQAt2iOoPQYmVHW4OGh0jf2v2tB4pFqGcZVHf2yIDak1GDW+HhtKUXRcvHnIgpRloYtFdKEw/cFiyavXRfD94z/uVUr9EPgHKjccfpXKXb/pNFp68aLW2ga6lFJnSy8aub4QK0+qF567DwIx8E+/Ga2rPZ4uDtCian8J73WzJLwSny7AWwfP0N20mjd6NpAvXkc52Iyl0nVfQ2NyvHA1eyIvEjNTZNyWacdlW+Bz4IC5BheDt2QrZRlamWxKRVlz+A76m0Z5ufMgz295hf0b3uDavqu4euiKCftoQd4qMhQd5abePeceq3QQbKm7tsrQLkq7eDNMsFaPr7/ynA7C/rnZZLIehWJ76xW8OPACrnYxlTkhuboBNzx/M2iXiouNVVrrHwI/vOCxP5jwswZ+Z/x/Qiw7vUfHUBbjs1eNbO+giPqi5Owc+4Ze4drV1xC2Zt5efCRTu9QPDaGxEbzx5hbHTT9FZbDbqZ/QKSplghNnsGqtv6psLtxKOTCG47dJhIvk/UXWp2q3AzgbVcqOW3PmbdaUgrPt2kNzv7ZXLKx63xDeM+HnIeCt4z+PUNmRbTrnSi+oJFa/AVzYIfARKjNXfy+lF0JMIzsMz94LZgCCje2RdNrJkPRKbDBrJ2OvF0dp9Tw+OdjLq6u2cmJkNf54J7nIJiySDb3O4cxV7I68xI7I6+xNv6XmcRpINynSMYOWuObl4Bq2lROscs/esauEL8srsi6zmvce/nkGmoanJFr71x+i4D8fnF/eeICXNx4gVApw2zM2w6u31h3vbDcYXhXIUvYMYt7C9eMJWSEua76cE8njtGcN7JawJFeTXWysEmLFKuZshrrSpK34pM6BjYj4IhScQiXJWnUNTf76DXkmOl8eWH2myCwVMMtFnGAldh2wgoS1x2V1ygPPWuc5vOQL4VJp+1lt/yuNphAMEyz6cXwjtI4GONpRWdUycYPhagylKNouAcuc+zW4lg9neAT/unVzfGGx0Op1EfzYxVxYa+0opc6WXpjA350tvQD2aq2/O/7cO8ZLL1yk9EKI6vJjleTK8yDS0fBpzxcHCVatO69wCgm6vRyfSWV4ZuNu+jOttB73Mdp0NRbphoKHpzUFN8KZ4mVcET7Eq+mbcat8tHgKxloNCmGDcM7juG4nZ/i5uXhi0nFaGZheGdcI4GFWTbRqCZaL+By3MoNVx2w3GF4VyJEoNuGf4czXxdrQtIF4z3HSzSYjklxNcrGxSoiVbKgrhac1XZnuGe27d1bIClFyS+wbeoVrVu+hNdBYB7xs0aFYr3tgJkXlJhiUgaNWgOucQp1odt46z8FRilHDZI3rVk2wclEH5bWjcYlkcxgo+mJDhMpBWor1k0xFpedg2fEI1EgQZ8sIBHDjcWnXvgxMW+OilAoCnwCuAs7NHWutPz7duVJ6IcQcKGXg+a9AKQdN9e+sTZR0SxwujbHWrF66sT4bZ3/qBP5omKa2K+i2Y6zfW2A48nMY5FCqsYW8Z1uzH8ntZkvoJFtCxzlZ2DXpGMeE0XYT2wfNSZdoVvN/mtexxsmx1b6wBFEBBj63QMmMnnt0YqL1z1f/a9WxbBqpjCUXqR/kfV5hxuWBllGixVemO73wdxa9kVEuu/wGvnFdmo6Q2dCXjJXmYmKVECuR53qceWOMtDE249mriQJmAEMpXh3az9UdV7M6PP1a+ZFssX73wLFhPF8l+TpiBbCVYrfd2I2xdRMaXaxyS2g8jAs+NUM5H+gOFEkM9Ln9r9an1zTUqEkpRcFx8VvG3M5inW3XnslgtbTM4YXFQmsk9f4GsBZ4J/AUlbVUc9XkQghRj12oNLTIDs8ouQLYXxpBKVV1v5Ir42f4ua69fD8SZocZo2C1su6ZNPHQrWC4GKqxNulac641e39pIym7hZ2Rg1OOK/sVjgUdcY9YVtPla2bYCnNzcaD6wmOlUNrB1FO7VK3L1C7P6xyt/DMfbql5jNIa0yvPuINgeyALQKZY+9rzwR4awrd6DVs/8x+4YctbGM7JbhY1SKwSYgbGBvIU82VO52c3ezWRz/ATskIcHD1Ib7a3bie8SnlgsXZ5YLmIWSrgjTeqOGAFiXkumxrsWtjhuVhaM2D4cCfEkLLfJdVSRqMxdAyF71z3wHQgSy6QZ0O6sfJvg0qDqLI7Dx0FpV37stDIN4xtWuvfB3Ja6weBdzN1p3shxFxzyvDy30KiG5rWz+hUW3s8VxyY0ppdaY/b+g7xtt7X+fuO1ZQMxZX+Vax/Lk6aG3DMEKZqvIORO74fSOWOn+JIbjdrAoO0+SrbKdjjNw3DBc26QZdQsXL8C8F1RL0yV5VqVQQrtKrMYs1kr6pNI5qyL4jtr71Q2zy74HkGtx3LuHQGirieSa4Unf6EOWIPDeJbs4a2j30MMxrhFzb/AkErSN6uvYHyCiaxSogZOHMoTtJLVN33ajYswyLii3B07Chdqa6an9zZkkPBdrGM6l9BfZlU5QcFBRQnTD+7nVLDt8RMYI1XaXTh6Mpa3XzYIdlm41gabYCmnUpvwspr9ceGgOnXX02klKJgu8z1tljSrn15aOS/17Ppf1IpdTXQDCzcCm8hViLPhVe/AUOvQ6xzxs0YTtopcp5DYEIZnN+1eVfXPq4Z7WZfx2b+TzTEBjPCrtcKlNI7KAbWYM7whr/jeZOGdjy/C8ez2Bk5SKLFYHCtSXm8ENkcv9E3bIY46W/hpuIgVt0QYgDejNZLdY7oacsDZ7rBsEbj4LE+WCBXikED5SNzwR4axLd2Le0fryRXAGFfmPdc/h7GimPo+drs8tIlsUqIBuVSJeJ9GXrKFz97NZGpTKK+JrpSpzg6dhSvyobElc2Fa4e1UOJ898BDVgBXKXbX2Vy4mnWew4BpUdJFcs2abLODv2TQGvejPANoAZKo8VjQHxsmaAdoLTS+/cbZWSx7jmexlGXhFfLo4szes1haGkmw/lop1Qr8PpUNGA8BfzqvoxJiJfM8OPAP0PMiNG+acXIF8Eyhn4g6v8QyVsrz/uPP05kZ5cnOq/nm6g3ktMOto2ECpzvIhK/AbLCpxblhao3WkzcWLusgJ4tXcFn4KHbEpimr8V1QbfhCcB2WdrmhOH2pm1YmlldCMTmAhcpTZ6iU1mwcZdoGFz6vgJ7BKqaydlmlDCK+woKVB9qDg/jWraP9Yx/DiEzuALm7YzfbW7czWhhdkLFcQiRWCdGggZMpEqUEZW9uZq8mMpRBkz9GX7aPN+KHcLV77jkN9CcKBKwa+0yVS1iF3KTywDbPYb3XWNn6Wetcm6IyGGhRFMMe4YxJc8I3vnlwM2ChOF9B0R8banj91URnZ7HmlFIoFG4yObfXFQtq2iYXWuv/Nf7jU8Bl8zscIVY4reHI9+HUE9CyeVbJ1bCTp9tJs86oNLdYlx3jF7tfQaH53uVvoj/azoHcSVo9HzfsDTMavQGLDErNbEbEqbLTYtmCZwLXsEMd4pb8G5xM7Zn0fFb5OBjo4LrSMGHdSMCsvH+fV6BsnE80Prbv30w5MljIELS/M+0MluUWG25wodG4SnNFoBJAs6WWhs67GPbgIL7162j/6EenJFdQCejvufw93PfKfdiujc+c2y9HlyqJVUI0xrU9zhwapdc9PaezVxMpFDF/EyP5EV7zbHZ3XI3P8JErOeRtl6ZA9a+fvkyas90DM8qgy/TxVjs/47qBdeMJWaoYYVtREyye/8zXtFGZ8K5UbKQDWTLBHNcM7KpypfoMKqXy1eLhRbEsnOERfGvXzu11xYKZdgZLKdWulPp/lFKvKKX2KaX+QinVvhCDE2LFOfE4HP4+NG8ENbv2r6+URjBQKKXYMdbLe0+9SNHy8Z3tt9IfbWfQyTPsFnjr8RBjodswVBGlZnYHTutK90DjgqhXCBv0q7UM26vZ4zvAhaV4LwfX4KJ4c2Gw8ddSBqZnY0yTkEVySaD+DJbhOZWSkAb/tiXt0q5DtAWzuJ5Bvjx/66+01uPJ1fqaydVZHaEOfn7TzzNckIYXZ0msEqIxI70ZRrKjlCnO+ezVZIomf5RUKcWrw69SdEuNlQdaleTrDSuAVord9sxK5TKBLP5gHKU1cSIXJFdnywMTE8oDZ77+aiKFouzMbZmgEQjgxONobx6aaIgF0ci3jIeBYeADwL8BRoFvz+eghFiRzrwAB78NzRvAmHZyuaqSdnmxOESH8nNL/xF+vucA/ZF2vrP9VlKByhf2g8VRgo5i2/Bb8UwTQ02/ceOFnHN19ZUQ5YzHr1jaY+2Qy9Hsblp9Y6zx9587x0axN7iGK+wE7d5MAqZCY+Dz6jffCOeTQP0Eq9LgorE7jR4arWAtEaKBJLlSM419ZM6c1hpnaAj/hvW0f6x+cnXWretvpSPUQbp0YZv7FUtilRDT0FrTdWCEvlLvvM1eTaaI+qLknQKvDO7j9FiidnmgXcaXz+BZlfVXB6wga1yb1bqxG4AaTTySYCQ2husr0uaVGJmyTUkzYJ7rHgiV9VcB2097vmUW7w8MBa7nUZrLUkHDAM/Dy0gj1EtVI98W1mmt/0hr3TX+vz8GZpfmCyGqGzgA+x6ApnVgzn4T2SOlMZRT4j2n93PdyCkOtm/i+5fdSHm8jCzjlDjlprmufxNY7VgqN+01Xa2xJyxU1hpct9Ka3VMQbzMYWm3iGpWCPtODU4UrKHkBdkUOnDvvQGAVBcPHzYWBGb8vrQyUds93AKwikktQDIRxrdp/P59bpNEmFSXtsFaHCRsuIX9+3soDJyZXbR/9KEa4+r5lF/KZPt637X2ky+mqC8lXIIlVQkwjM1bkTP8AZTM/z7NXk0WsCEXHoa/4BlpV74Lqy47fLFKQUAY9po89TmNNjlzlMdg8QiqcIVaIsjbZwWo3z5A5OYmslAeWmbiDQ39siPWZma+/mkgpRbJgM5MGSo1wxqRd+6WqkQTrX5VSv6GUMsb/92vAj+d7YEKsGKPH4cWvQXgVWLXbi09Ha81r6VN8uvs1NqdH+NmGK3m682r0hHK4k0ODoOHqkTdj0sDMhwYHDwN1LsnytEYDrqkYXmVSCCmaMh7GhO/4rvZxPL+LzaGTBI08GnghtI51TpbNzuzuyGll1m3bHskl52yDYRcPE4MOwkQClTa+2WLj3aUapbXGGRzE37lhRsnVWVubt3Lj2hsZzkupIBKrhJjWmSNx+gt9BH0LMXs1metaKBRD5SMU3KnxJ5gYRVuVpO/geCxspHugRjPQMkTBV6Qj00ZHtg1PO6x2C2QNH/nxz/zJ5YEVGX+OdDDL+tTFNRxVCoqOS8meu5tdKhDAGRqas+uJhVUzwVJKZZRSaeCTwLeopPxlKmUYn1qY4QmxzGVH4PmvQLAF/DP7cn2h0cQJ3n/sGZrLRX5w2Y283rFl0vP+3iyvBnNsG9tCW9lrqH+Gg0dAmayzIpjjSZbjeZT9iqHV5qTNgy+83JHcbkzlcUX4DY77WoibIW4uVN9YuDEK0NXbtmuPSC45zQbDHoa2G9pguITLeqJYGESDqfH1V02zHnk155KrjRtp+83fnHFyddY7Nr8Dv+mn4DS+f9lyIrFKiMaUiw6HXu+i5Mst6OxVhSZTdPCbAQzlY7h8hJxzfnZGOTb+bBr3XIIVYKNr09rA7LxC0ZKPsT65hlixsk7WpcxqtzJTdn4WqxUwLigPvLj1VxPHYKBI5Gdecl/zmj7f/8vef8dJll33neD3Phs+Ir0t721XV/tGow3QILwlAUIESUkcUqJEUpzViNqZ/Wi0oxntSkvtSjsiRa4E0YEURYBwBAjXcO19VZf3Piu9CW+eu3f/iMiszEoXWZXZ3dX9vh8ksjPivfvui8q85517zvkdZLmCdJpvVRLy9mHRJw2lVFIplWp815RSRuNLU0ql3sxJhoS8I1EKTn2z/t2+zYf30RO0nvgGrm7wtW0PM5DsmPO2nXe5OpSjZkruG96CEE3ssikIULRoNoYQdBt1B8BTilJKQ5PQNXajefDNFPwWhmrr2Bk/wavRLlKBw2739tId6rLttfmy7dUimpJL11/J5hoMewTYSqeF+g5q0s5RdlJNOWbNMse5+nu37lwBJKwEH9v8MSark+/K3lihrQoJaY6hy1mGSkNElmjEvlZ4gcINJLom0IWBISKMexco+KMoBVapACgQgjGhM6KbS0avFIpsLE/Rrqe5J5w4Ed++cT1Zoyuor/mjeqRxTivgAKWZ44ZSY1i+ecv1V7MxdEHZDXD9VarFatiqIJ9fnfFC3lSaqqQXQnwCeLTx49NKqb9duymFhLxLmLoEg6/Xe13dKkrBlWfh2ktci2f44YaD+OZc46k7Ad3P5/mze3x6im30l5t75vSR3PvC32J6N3bP+hvfXdPmtYc+jrbM8/zp8j7e3/ZdNtmX2FxsR7/t/HQBCMygiqvfEIK4oSC4eIqgIZffWVQoPCSbyaAh0DWPqFUmm9t4m/OedY1p52rDelp/+ZfRorefqrO/Yz+vj77OcGmYtui7VzgvtFUhIQujpOLwa2dx9AoJbXkRndWm4s5VgdWEjkmUKe8KUnmks2WUXn8kPW5GEEqxd5H6K4lkPDlFOVIhWY2TdObej1KKAJeYMklJl1E90uh9mALG5mRRDKVG6Sl0oq3SBpoAchWPzlTzvRaXRNfxR8cwO8Oe6Xcazci0/1vgt6k3bTwF/LYQ4t+s9cRCQt7RTDcTtpK3LMdO4MKpb8C1lxjr2M6fbtg3z7kSgaLn5SmOpNeRjZW4b2Rz04W8AWqOczUby3NQTaRuXKttYlKm+GX9hxx0VqdOSAkNTc2Vbb/hYC1eJ2XKKmqZ+isXSUKZpKgLZSSm669WSeBiLZwrqDf2/MSWT+BKF096qzLmnUZoq0JCFmdipMC1sUHs6K2LKN06ikLVx7ipr4cmNCwRp+hch8J1AsNEUU8P3BR4JBewMZ7mM5QZpWxXaC1laC+1zjtGUl8DBdAV1BjTo9xID7zRXLhsVshHi/TdZnrgbExdo+j4eMHq1GLV5donQrn2O5Bmnuw+AnxAKfXHSqk/Bj4EfHRtpxUS8g5n8DBkL0N0vnFoCqcAR/4bTJxHbn4ff969kYR+U9qHUrQfy+JPbuWl9UMknAg7pvqaGj5QEmsZx699bIDk1DCJ4hSRagndc+sRtVnktQh/Ebyf92rH6dBWSw1JoMRc2fZ4OUs1kkQu2nRXYcgaksUdLIUiQNJLcsYJTdg5pNSoOLdffzXjXG3csKrO1TSdsU4e73+c8cr4qo57BxHaqpCQRXjl9ZO4OG9B7dXc9MCbEUKQrup4skZZZRkSOpOasWB6YCACBltG8HWf7kIHmWpqwQ1Df5babKdfZUqzCGgDasANBcPVqr+aez/TUaxVqsXSdQgkslRa/tiQtxXNNtvJwExV4OpLaYWEvJvwanDiryHesWw90IIUhuDk1yDwYO/PcTXVQTZ/kl5jbppE6mqZyKU2znZ2cDXzAo9d24OumouW+Si6tKUdgJ1nX5v3mgJ8w8I3LXzDYtROMR6JMxpNsYuXuBZsnXlv+rtnWPXC5hV9FhpC+Tz8wl9hzWpC+fjTfwqAa0Z44T2/OvO6LhvRriWu4aiAFiLEufEAkojkKbu3X381z7mKrE0NxHv738sb429QdIskrdUV5bhDyBDaqpCQORQLFS6cG8BKrFLa2gq5OT3wZlL5KmgmvqpxWFfoSrF7gfRAXelkKilibhQrWNxR9JWDaKzZXUGNmBIIksBckaXB1Bimb9JeXlp9dqWYukax5tMSkxj66qQeBlNT6KmwpPROohkH6/8JvCGE+Cl1x/xR4H9e01mFhLyTufwM1AqQuYXaq7HTcPY7YMVh/+ch3sHLxXPzok2RKYe2Q4Kx2D280f0MRqBzYGxjU5cIlKTGI1wJLK48/uCc9yy3wCMv/i/127jnk0i/QtUvYXkepu9hei6GX//SPBfl+2ybHCTnx9G9Eps4suA1ZxyzWY7XQv/tGWbdIWu8Ptu5mjPPm15frsFwvamwokfdcFJ14RE1S4zkNyz/oS3BjHO1aSOtv/RLa+ZcAVi6xae3fpo/Ov5HxM042q2mn96ZhLYqJGQBXnnjGK5yiev28gevOgunB04jAkW8XMO1dASC01aKjX6RiPJB6PXmwYksiVpdxCJTXcbJUIpAOYjG421XUGO7Vx97tnogNOqvih2rVn81c0+NW81XPdoSt/+ZC9vGGx3D2rjxtscKefNY0sESQmiABB4E7mu8/H9VSo2s9cRCQt6RVLNw5m8hscKUBKXg6vNw9QVI9cOez4AVIx84nHIn6dJuqNAZFZ/u58tMRh+nZuU52XGVfeMbiPrNLfSuUCi1cJ6+a90wbl4sBaSQ+IxQQ0dDm7U/+JrdxfcSm/j7+RM8oJ/ig63f5Lmx93G9uGHGCTMaDtlsx8zwXEzPIVotNl67/ZoiI6guGYVyVEAHMexZS2I8kkcIKN5G/ZVSCn94GGvzZlp/6RfX1LmaZnN6M3d33s3xieN0x7vX/HpvB0JbFRKyMI7rcPzIZazYWxO9mk4PtI2F199YxUEoBQiG9BhFzeLR6hCloEDUaGE8naNmORiBMUclcDECfNSs1T6pPHa7GiXhkVQ30sorZpVcrMCu8S2rcJfzMXWNfNUjEzPRtdtz4IRpIktFpOuiWW9FDV3IrbCkg6WUkkKIf66U+grwrTdpTiEh71zOfLfuLBkr2NUKvHrUavwMdO2D7R8Erf6ne8ydACXQGltmwpf0vJQlLx4i0HWOdp8h0CT3DjdnRGqaYrzFIDWx+DEKCGaJaUQwSBMhT63RCaQuov5ytIc+r8g6v8SQv46CzLCj5RQXgr3N3zuAkhi+h+Y5RKSH7Xvonovuuay/eKSpIUxZW1TgIkAigE7mplgm7RxSCSrOraVlzHGufvmX0Ow3Z/dYCMEHN32Q01Onqfk1IrfRvPpOIbRVISEL8+qpo3hOQDz21jyYL5cemCxUkA37dcpKYyjJdq+Cb0gGW0ZROnQW2kg4zSkfBurmDTmT3kDnqFXl4KyyqKFkXXRpNeuvZiNE3VYWqj4t8dv87Kfl2nN5tM6OZQ4OebvQjFv9IyHEPxNCrBNCtE5/rfnMQkLeaeQG4MpzkFhBVMEpwtG/rDtXm5+AHR+Zca58JXmhOkyL1li8laLr8BROcQ+ulQGtwOGuS2zOddFeW95JqJow1KYRL+SWPO6Zx/6/vPrwv6BIDw4JJBpRDFLYePVkO86ZLWT1CA/VhhtnCc6U9tFlj9BqrFCEQWh4pkUtmqSW7qDQ3ku2ZyMT67c3d7oK0JTP/FbIdRwV0EMC86blMBHJ33L/K6UU3vAw1pYtb6pzNU3KSvGRTR9hvDr+buqNFdqqkJBZeIHHa6+fxrKbLbdffYq1JdIDpSJRrOKbOhI4a6bZ6hURhk+u3QcBqQmdSLX56Nvs+qs6rQgEhy0IZtmAofQoRmDQXl67JcLSNXIVFylXYQ3WDfzxd62A0R1JM08OPw/8BvAscKjx9fpaTiok5B2HUnDia2BEQWvSWBRH4PCXoDwBe34W1j0wR6ThopenKD0iDYer5XwR/Xo/5egGdAqcaRukbDncO7x12UvlozDYKkgVizz+9LNLHhtVWXxs8voGxvW9DGn3MartwxHbsEU/LhYvR3pIBw47ZzUWPl/Zha90diaON3f/s1CqnnKxEh2MQCoCNd3/SiwocOEjMdFpY66ghy58ombpluTZ687VEPaWLfW0wDfZuZrm7s672ZjayFRttdQb3/aEtiokZBaHLh3Fn9Ixo29NLaYXSBx/YfVAgGjFQUiFEoKrRoKKZrDLy2H4glhZp3XCxvR1ynISV1YWHGMOCnxVm+NgKVqpUWPSEEzMqkGbrr9qVvjpVhCinrdcrN1+mrtm2/jj76oNszueZbc1lFKb3oyJhIS8oxk9WReoyDQpmDB+pl6rZcbg7l+CxPwmgy9Wh4mJ+p9wbLRG6pjNeGIfBkUQitd6ztNWSbIpv3SDwkDAZFKQzpV57OlnOL/555Y8vj04Q81IURVpIl6JmtaCI5JURAdK1KNzH6sqPIoEYh1KFdAo4qoIlyo72BI9y2v59+Cp5hwPhUII0BdwkDzTXrBXl2dFiZg6XgDKryGVQimFmDWGQuESsJE0+k3Rrbhdr78q1TJNzXFmzGnnats2Wr/whbfMuQLQNZ1Pbv0kv//G7+NLH0N763ax3wxCWxUScgNPejx/6DC2kaHJ1oerTtUNlnw/UaiitOn0wBSW8tkQFBEIEsVplUCBQlCVUygktkgsej8SH4VEa7TjUFhAAimGgBZG9QhdQY2qUWMqlmfbxNovGaYmyFY8klFzJpX/ltB1CAJksYSeelcqxN5xLGtxhRAR4B8Dj1BPKX0O+P8ppRaW7woJCZlL4MGxL0O0ZXkpcqXg2ktw5VlI9TXELObnnk8EVS76eXq0GGbRo+slh4n44+iiAkiuJSYYjef5mYsHkLLuTCgUjf+hFARCgazbqs7rNQ6+8SxX+z/ISPeDoAJYoGZJUx55uw/ZeFjXA5eW4BKBZqEAjxjPRtajiLPTNfC1RvRMSQQlXir2IrRvsT56nYuV5urClKqnWiz00R1/5JM3fpA+mHFo1IdZgUZ3KorK+biuiS8BKRFCoAnwhCSqDDLMd4ISkXr9Vdlt3pAppfAmstj3HnjLnatpuuPdPNr/KM9ef5beRO9bPZ01JbRVISE3ODZ8HHk9gpFY2XnVYzZRb/66VzWLRPcv3Hh+MQo1b9HolZCKZKGCZ+rUdMVZK80GPYuyAqjNtT0CgYZJTeZQIiCipUHAXc/+PqY7P7LlmhFefM/ngXr6X0yNY6p0o+FwjqFUo/4qv/r1V4vNybfiTHzyd257/CCbDR2sO4RmtjS/BBSB32v8/AvAnwOfXatJhYS8o7j6EpTHl49eSR/Ofg/GTkLnHuT2D+Gj47s+XqDwpcQPFF4g+WltgLzvYbpVdjxfZEQ8hic9NFl/lny1+wIRz2TrSB/uTR3gBeCZMNFukChJMnmXfcdfZLzjPVzvfz9xOUJGXUEohaZ8NCSuHqNqtBBoJnLWsuHoCeygNDNuSfP4TszisdoQaXmFMqDRghJppEhTUlt5Kl83MkKroakCGnk0VUBQRNwkpV6POrGokZ57Yzr4FTAsmJYnVwpDOhgRm6gCN5A4XoCvFK4K2EBqTlRrmoTdqL9SzaVzKqXwcjXs/T20/uIvvq2Unh7tf5QjY0couSUS1gqftu4sQlsVEkI9evWTwy9iiS7QV5ZStpBzdeP15h0sv5EeuJh6YKTqoklFLSI5kYzj+Tr7ywUitYXX3LqTZeGoIlJKYlpmQUcGbrTpULQCJTRcOoIao3p9820oNYoR6HSuQf3VYnMy3PK8LIqVIiwLb3QUa8MttHgJedNpxsHaq5TaPevnnwohTq3VhEJC3lE4RTj5DYjflKb34u+BV17wlCvJe7jIPvwzkzNRm+klWVEXt3jOHiYuDfqP5PCD+/DtCLoo1jvI2xUutg1z//Xt2Mqcl05RjQgmWzWEgkjNZ8epl8gn93N508eJyXEy6gq68tFUgKdFKBkt+Jq9YFqGr9lIdISSKKHxbKQdgEdrE6SwUDhUGcNQEwhVT/Xoj4zRHSnwRulJKrKbQDQ+GxWgUaw7XSqPRh6Fi9Vso8bphHevAtOOhHTnvG0bGrahUQw8kkGUiGvgyABdE/VCbCHQhE/MKjJSaM6IKaXwpypEehK0fPSRt5VzBRAxInxq26f40xN/SsyMLX/CnUtoq0JCgOPjx/GvRolFBEv1/1tLKk2kB1biinyLx2Wnlaj02VJbus5KABoWnqpQvmnj8GY2XzjGha330TXyU9qnDvFP9FfJaRY7vTzxoSE+KjX6Cs+v9LYWRaEwxNJZC2XHJxFZvEHycgjLQhaLSNdDs259nJA3h2YcrMNCiAeVUi8DCCEeICwcDglpjvM/hMAB8yYHaxHnCmAgeYBII41toby4y+RAg61na8TzOyjGu9HIIxoe0JHeS2hKcNfw3PxyBRSSgkJax3IVbeM+u0++Ss3ewPntnyOipmiV5zGURyBMilY7nhZdOn9fCBwjScTPU9YivGS3ccDN0So9QJDCRgE1fIxGl6wRJ8PjLV8nKc7zdPZDKCwkaaRIEYg0vugHre7cCFVFUsBQBXQK6JSWzrIUOvgOTEuT++68QxotV9ifaCMmDCpuQKHqUXUDhIDWePP1V3Xnqozd10rL3Uk08+1Z57Qts439Hfs5PXWajug7VuY3tFUh73o86fGjE88Qc/ohubQTspYslR6Imk4PNDDKimtahn1etinVtbqTZeIvk/lbi6wHJekbehnLK2AJjTZhEFUufZ5DxLeJ+JMrvq/FUTO1X4uRrXi35WBNGz+ZnUSzXSiOQv89NzI2VolqycNzAkQzmSNvIUoqDOutEXBphmaeBu4BXhRCXGv8vB44K4Q4Diil1P41m11IyJ1McRQu/AiSPSs6zVgiYqNQnBAT9I/4dF1uI5fc0XCu6ji6x8muq2yf6CPhzlXG80wopDRiZUnLVMDW84eQtHJq5y9jyxydwQkQOiWzA1ePLV8v1sDVY0T9HC9brdQ0ncerN6RkBYI0NrIhKGGgESiT85Vd7IofI5KvUJOgM46uxjFV3UxJ4gSkEXoGnwwe07nyAYYqolPAII9OAU3c6LOS5yGUsGYyWUruNhCgBSU26P8egLLy6DXiJLS6oUvYBgnbwA0kpZpPotH/Kl9NoInFUzpmnKv+Vloe3YFWefv2tBVC8OFNH+bM1BmcYGV1FHcQoa0KeddzYuIE7jWTuKGBWDqKtGImNWiVy4pmLJkeqHwi1SmEChBYjNTS+HGN3W6+6WlMO1mLoYDr/Y8AZY4cfBKAET3CnyW38rD5DMe3fo9PnXg/vcWlBaCaRVJ3ZFN6N/f++HcXP+52FQADD9wC3qnnMHpijYJquWoOVuBLyjmHRGuEu96/jljq7ZWNsRC6eWc7WB9a81mEhLzTUApOfhM0c6Zv1WowRY1ascjBoxHyyfsQYm7d0smuq7iGz91DNwQkpABNgeVB11iA6cGGK8cxHYuj+38VQxXpCE5RNVtx9QRqhTnigbBwhckz0Xa2eCU2BNU57wsELUTIUsNFYiI4U97H3sQRtsdOcqx0303HS4QqYGtFLDGEUqCw8UnhkyIghcM6HOpRLk1VGg5XoaEaNR9JPWVQqno3rI3G/L5glq7RGrfIxIq4fhrbsCg3mmQamjZnN3aec2U236flrSJtp/nwpg/zjQvfwNbfegGONSC0VSHvajzp8dT5H5Gc2gCJVXauAK60wlgJ1lchvridWCw9UAQ1LHcckHiNB+NTVpqkdOkLmpBhnz3WEu+V471AFMGVmdfaAwdNKYZSY+hSp6vUtqLrLYXihvDG6qPqWRnVHDgFhFQEJR1lpxFOYXWuoBSVoocKFNvv76ZvZwt6s6n5IYvSjEz71TdjIiEh7ygmL8LwYUg3KcveJJfcce5+TVKMvQclHDRuGDKJ4o3eS/TmW+kutQDgWDDRptOalURrCsuD3oEzJPIuh+/+bRA10gxQjPSgbnUXTMChaDdTus2ny0OLHCLINJwsH0nBb2Go1s/O+AmOl+65qZlv3WGcbk4pBAgcLMaxqEfHlNIISM44XT6teCzfwLmsfDaZKSKL9CIT+BhaAdffRHc6gi8VJccnX/Fw/KCehikVKlfB3tRB62M7EMbb37ma5p6uezg0cojR6uhbPZVVJ7RVIe92TkycoDYoSAgDNH/5E26iTBFDj2EH82s1K2YBv2WA1MQOOBODtgL0e2DM9yqKC6QH6n4Rw5tCCYPOYQ2hdCqazmUjwb3O5C35Jo4ZwfbmpwoOd99P3Y5kZ14zULTJGrnkdbqK7ehNChgtx/T2pinqGSOeFVtQ6MKzVlj/qlS9nrg6BV4VEKDbCANk1UPWXPRVcOg8J6BSdGnvS7DjwZ47Imp1p/D2LBgICbmTkUFdlt1KLZhmFyi1TKb2wjiBS+ToMEp7lEDX0JgbKbrUNkwhUuHRy3sAKMUF2YyG4YPh181A5/Al2sYnOXT3/4QSAbYYwDNuX/L1GbuNDr/GXje/aGqh1ohkTVHFR3K6vJ/3t32X/sgVBmqbZ46Tqq4auFTPECEkBnkM6mklSoEkQpEHFj3HVxJDaPQvoVts6FmEUHhBXV3K0ASZqEk6YuL49VqtyngVY3vnHedcARiawae2fYqvnfvaWz2VkJCQVcSTHk9deor06HqIrDx6pVA8p3+P++xPYgQG+vYRKA2DlFTNgL9p+T5VzeHTiY/RMr4LJjsg50NPHjrVzLrvS0ntpvRA3ctj+jkCLYIm00ScCRxbcM5MIYXGLq/59MDZvLH/Z3jw0LcY2PUQYxv2AIJc1UWI/UABwVwns0PluBYZo3di7y1dbyEUAQY2WqOtydFHf3PmvZbRM2w5/i1O3f9LlJM9jQLg5QaU4JSgMgnSq9cV6/NFpoKSg34bpltJRSnvYhga+x7rp2vTwoq6IbdOGAMMCVltrh+C/EC979VNKBQXh8YX1XVytejCbyhF4cxlIsX9uHYGjfkiGYd7L5KqRdk82UM2o5Ft0Yk4qp4W6Cvaxq/Rc/0ahw/8NoGugTiN1ZCtvR2uaQYDhsWjtUkMtbRhn3ayNASXahuoBHF2xo/fuM3GJ2OusLi23oh46aLnqvLZaqYxl4jUWfoUSgm8IDNv/Iip0yIV67d10Pf+3XecczVNb6KXX93/q2/1NEJCQlaRExMnqEz4mL4N5sprfS6J0+jZGG2VPvS2CSgMAAIMi6iK8tHcBzCUzrfbv0ex+zT0nwGjBtfb4WQMivU6pIXSA6UewzdSeFYniaIzY/9Om2laA4euYOWt6hTQO3IBKTSmercihEAI0EQciCCYmndOJHoJIRStxdXrCaiQWNr8XpUApXT9Ooncwpkdc5A+VKZg6hKURgAFhg26Mc+5EoaGn1tZSuVsnIpHYcqhZ0uahz69he7N6dC5WgPCCFZIyGriVeHEX0OsfcFIzki+RmTgeUBwtOtTVKz2pobVBqeoDrVQS2xGJzfv/dF4jsH0JI9e3oMT1SklNJJFSTofoClFOjvCusvnOHTwn+EbEZQ4QUSzEKtQHPuCFSOqJAd8D0HAcsuKjkYrESapcbq8m4PJ10jqeYpBGqXqUaO1WOyjwqRLXzpNwzSm8GWahe7BL9XQIwbtT+xCt+7spTNqLOLIh4SE3HF40uOpK0+Rmehbcd8rgBoVXtCe4jPX/inKqiCMK42oyY11OCUTfDT3JH/T8gP+NvMjPqU+RLSvAqVWmOiDcx2QzlHJVNA1gZAuelDGNzIozcTXWkBBKl/BN3VKwuCqEedhZ/yW0gNV4NM9dol853oC68ZGoSba8KVEiOy8c2T8KkrqyMo64Pb7jysUAoEhFt6o9CIpXDtBvDBEXYNnAXwHajmoNaJ4ugliaaVBYegEFRcV2Cv67IJAUs65xJIW9364n5buhR3DkNVh0acrIURRCFFY7OvNnGRIyB3DxafBLYE1f+EqOh4DVy+w3jnHcGJP885VtkzpZJVsYh+6KCy4oL7RdxHTN9g7spFoVdE55pPJ++gqIF7Msun8CY4c+Ce4VhLEOQQ1LHH7i+uU0Dit29znVRF6BBBNpUFMO1lny3tQCHbET8xErwzt1p0+wXxZ9vrrRbZZGfQlHbd6/ZXnz28+KWse+IrWJ/egR8Mc9bcToa0KebdzYuIEpXwVK5u6pfTAF/Wn2Di+j4TTishcA9NecIOwLWjhw/knKOllvpv5Ma7mQXIKNpyE9Cgqn6brWg9tOQ2rNoLul2FWnbDteBh+gNQ0zpj1FPrdbu6W7rl96jqWV2Oyf8fMa0qBVK3U0wPnfw755CBBbR0T2u2nxUM9PdAUsSU3BEvpPhL5myNYjfqq/CDkrkKtALpVj1g1s+nZuFxQaa7OblrEopJ32XygnQc+sTl0rt4EFt2GVUolAYQQ/wcwDPw59X/WLwAr050OCXk3UJmCc9+FxHyxBS+QHL02xYHiizh6nIH0vU0NKaou6vA4A4n7EaKMYH5fk5JZ42z7dbYUNqMJE4Ek4kiU0NFrHlvPvM7R/b9BNdKBEOeQ5LFFalWiVy+ZMTTgAa+KEhquHsMKqgTL7MABGGgg27la28S22EkO5e9H081m1eEXJC1emvlvnxSt4oe4qkRcM2nTlpbkNfUcQijcYG5qp/QC/JJD28/swcy8oxv13pGEtirk3cx09Kol30h7W+H6eY1zXBSn+bsD/wrsEiQW79EI0ON18YH8o/wg/TQ/SD/NR3LvQ9eA9kHc2Bhich3J3DqiRiuF1vE5DkO8VL2RHmhl6PSrtMmFN8WWQgK9Ixdx7RiF9v6Z1wMZayjJDsw7x9VdJuNTmON7GF2F1HioR7AsbWmbUE730Dp2FsMp45pRcIr1+qrArX82C9RXNYUGfslZNg3N9wLKeY9MV5RdD/WQaFmdew9ZnmaesD6hlPoDpVRRKVVQSv0h8Mm1nlhIyB3Hmb+tJ4brcyMcSilODRXozB8n4We5nHkYqTXRbNAP0A4PMWgepKa7GMzfrVLAaxsuI4ViZ3YLWuAjFHh6DOHC7hPPcnL3r1GO9yHEBeo7ewJ7kZzxlVBFcNiMsNevkVJ1x8/VEws6gYthoDNQvoeoXmNj7AL6KjdMVAp8FFutzLKOmzlTf3XDwVJS4ueqZB7aSqR3fk1dyNuK0FaFvOs4OXGSYrWEPdy64uiV6xd4Vv9b7h18P5afgLbBph72N7rreKz4EIPWMD9JvTDTB6pMkULrCYotp9GUTuvYRjqHE5iurKcH5urpgTnNZMiI3bK4helUaJu6zlTvVpiV8VDfHJMIkZtnhYaT46hG/dWYfvsp0hKJho6+SGuQaUrpPgBashdoda9DcbguZKHbjXTAW7u+MAz8gotaJGNEKUUp5+BWAnY/3M09H9oYOldvMs08zZSFEF8QQuhCCE0I8QVYoMI+JOTdTPYqXH0REl3z3ro6VSGbnWBL5QhTkfVko01ItyuFcXKYMXcnZdNGUKlLhM9CChhtU5zquEx/sZstgzZKRKkZSXTXZ9+xH3Fu+y9RSG1GiMsI8kh8LJFYlejVITOKKzTe491QM/S1CAoNoZp3srLOJgpeC7sTx5GLyn/cGlXl06VHSWvLp/VZ+hS+TDEd2K/3uqqQ2NtHbPv8f9eQtx2hrQp5VzETvap0g6+B0ez6qaCa5RX1HRzlc9fwkxAtQLTU9LV31rbyYOkgFyNXeCHxGkHjQV8XGjKap9R1jFpyALOapnNwHR1jOobrN9ID0wDsWkFz4Vkzp3v0IkKpeemBXpDB1ApYOvMcj6HUGJrU6Cu2k9MtnNvUeFMEWFpiSQdJlx5ETZTQSOeu1tuRGDZo+m33zBK6QAUSWZ4vduHWfIqTNTrWJXnw01vo29GKtkLhqJDbp5nfsF8APgeMNr4+23gtJCQE6iv78a+CGasvnLOYqricHS6wv/oqAJdbHl5Uxnw2+uUJsuNdlKNd1MQU+gJ/qsWE4Fz7AK7uct+17bh6ikDYGJ7LvmM/4vKmzzDVugchriKYatQ4rU70KgBeMqNs9l165I3ImhICx0igqeZ7sCgFV8sH6LJGSBmjt9/tfta4CsWmhjFfmgBDz8+pv/KzFSLr20jdsyFUWLozCG1VyLuKkxMnKTgFIkPtYDS5qSV9KAwx7J3kZPwCH7j2WbTAgtbBFV//QGUve0u7OBk7y6HoUQQaumbU10uhcFNDlLqO4ds57HIfrnUAoeKcstL0+WXSylvxNaWU9I1cpJTpxElkZl73ZQKFiannMBZoEDWUGqWz1EaPV7dNt5MmeHPvq5vfNAKHhDtG2hnEklWceAt2cerWe00uQZDLzfy3DBSFqRpKwV1PrmfvY31E4k1ky4SsCc00Gr5CmGYRErI4I8dh4hxk5kamal7A0YEcfXKA1to1rqQfwG2i55Q2XqB6QZBNbgOyKBTaLAdLodCUJFWQXN52gbZyhu7iOkCgBR57j/+Ywd6fYazzXgQDiEZzXomPLZIIcfvy4icMm4Km8wmnOO89V48T8ZvXFpBSMe7eRaCe4+74GX6c78BU2pJ9sJrBR9JnxIlpyyv+TddfTfe/8gtVzEyMzCPbELchuhHy5hHaqpB3EzPKgUEH5E1INLGp5VWgOIwvPZ7uPER7rZN1Y3dDPAuRlcl+K6Wo+T47JnZTosLh1DE0z2J7efvc4wyXaut5EgPXcLXtSLGb91YDHDG/TqoZUsUJYpUcVze/d+6tBRkgwNQLqJvCQ57mMZaY5O7B3TOS8KNGlPXBrUmdKwIMcaP3Vf1FhSmrRP08hnRQaPjCAiGopjpIj5yvpwauIsLQ8MfGsdZvoFry8JyA9btb2XSgA9O6M9uIvJNY9slBCLFdCPFjIcSJxs/7hRD/Yu2nFhJyB+C7cOwrEG2dE5kKlOLYYB58l22FVyibrYwkl29uKEo15NECo4mDWKJMFW9WaqCiHFOMdul4usmltipTsQJ3De9CIBAyYM/Jp5loe5ChvvcCwwhGGmfW99wW69exEhTwohmjXfpsC+YXKPvCJhAGYpmeWFB3rnRNILQ4Y85u+iIn6TE0PORtRbKkqsvn9pvNqUXV66/AC1oIKg5C12l53y60O1yO/d1EaKtC3k2cnDhJ3s0THW8FoZZOOVMSyhP1/owIDqVPkzcKfPDqzyOUDq1N9GmaPZxSlFyXsudh6wbvLz1CT6WX11tf51r02rzjDU9hO5PY8lWu6OP0+xq73PUI2QUrSAuXQN/IBaSmk+2+0Zx+Jj1QLyCERBP1Vh/TI0/XX/UWukgon7j0GLutCJbEEvWG9UJJbL9Ixhkk6Y6hKR9fWASaOfNMUEu2o8kAuzxfOv52ELqGm82THy1hxwzu/9gmtt/fHTpXbxOaeXr4IvA7wH8GUEodE0L8JfCv13JiISF3BFdfgMrEnOiVQnFhtEi27LKvdgQrKHOu7f3z0gN+/dLD5AN73pDJfp//LXcehYeDX1fbU5JsRqOUNLBqAk+zONrzClE3wtaJjaAkO888Tym+m2sbPgiMIbg+M2Y9epWYu+O2EpTCcGoEls1lw2ZIN/lErbDwDo0Ax0gS9XIES11PKZRSRO16oe9g7R56IsfYEjmDV93PRFDDUtotped5SJKaidVkSoap1/tfBS7IWkD7R/djJMKC4DuM0FaFvCvwpMcPr/6QjN4Cg3GILRG9ClwojoBfA91mwpziSOwk+/N3kcxuhuQkWM33hFJKkXccfCmJGgYx08QLFA+PP8wz3U/zYvuLWGMW3c4NNd3ILDnxH8d0Ov0xPlWWBNp6hOpEV5cJtOK8OuObEb5H5/hlst2bkOaNulpfJlEYWPoNB8bUNNwgQBeCodQYQgm6ix0AdAU1Rm9R6GK695WFTsTLEvGLCCSBMPC1+fYcoJqqXzdanEB1zFcZvqV5KHCI4yubXetg05Ob0PUw2+LtRDP/GjGl1Ks3vdZ8gUVIyDuVWgFO/c08YYvRfI3Lk2W6tRw9pZOMxndRsueLJCzkXAEUdQMDlyo+AgUiYKzDoJQ0iJZ00lmLgl3kassge0a3YUiNbedfwdf7uLjlU8Akgquz4l51LC1xS7cppMSslnGSaXTP4SXdJiYlB/zFjbKnxepzXyIKJRUYuobZyJcvBr0U/G56I4dJaiatWgQXuahK0mIESmGgERPNRp8CTD2H62XwCzVaHtuB1XZrn1XIW0poq0LeFZycOEnOyRHLtdXDOgs+yam6JHjuat3JMmwCofhp8kWiMsID1z9SNw4twyu6thACW9dJWhZxy0IIgeNLTGXy+NjjJL0kz3Y8y5Q5NXNOrOATGIJhPc6UHmWbN46lzmAFhwAXX9uFUNvQ1OJrtgI6J65h+N4ccQu4kR5oaDdS1s1ZdVjT9VeWrNcjdQVVJjQb/xaUJpRySUpJxhkk4heQQsfXbNQSm4m+Hcc3I0QKEyu+3oLjKYOKSpEUWfYmLtLuXg2dq7chzfyLTAghttB4ThNC/Bz1XiMhIe9uzj/VMFw3Ih0lx+f4YIG4qbEl+zyeFuFa5r6Vj60CqqqGjsZESxTH1kjmTJJFE4HgWM8ZNKmxd3Q7G6+8geEnOLv980AOweU5ZmNaOfBWolciCDBqFYo9Gyhs2M75rfs4bUV5sFogWqsu6kAFmomv2WgLNHus318jemXOndNQ7R4SxjhpY4C0ZtGi2StzslS99qpVt5fdDZ1muv6qmo2Rvncj0Q1tzV0r5O1GaKtC3vHMRK+sDFyLg71AXY8KoDgKxSHQjLocOHA0dpJJM8sTk+9DL3RBagLM5vpQ1XwfN6iv51HTxDbqzpBU4EuJJsBSFk+MP4EtbX7a+VMKRgHdk1hOgNQFJ+w2NCXZ6dadL50CtjyEKc8gieNzACF7EAus91Ip+kYv4EQTlFpvtLdTSuAGGUw9jxA3ztMbqnme5jOWmKS3cKMPYmdQQwnBuL7wJudCaMrHCkqYQYVk4BMIi0CzmhOuaNRhRYu352ApBRUZJ8Bgq3GC7eJ1Yi0xaseOr3gjMmTtacbB+g3qKRc7hRCDwP8I/PpaTiok5G1PcQQu/gSSNxZ6L5AcGciia4L+6lkS3gRXMg8SLJI2sBTfi3YwYGZw9BTxokXLpEW0WndGarrDmY6LbJ/YyPZLl0gUA07u+rtAEcFFxKycdtX4f/sWolea76O7NXLrtlLt7AEBhxwPXQh29vVTS7di1iroTm3BNHpHTy5ahxUoMA1tntrTqLMHT9r0RQ6BgIxmk55xspafs4/EEjqxJhodTzNdf2Ws3058T1/T54W87QhtVcg7npnoVTUDZQPMmxwsvwa5a+AU6pt/DQcgq+c5FD/K5toG1o3eU6/baiJ6pZSi7LqUXJeaPz8g7AeN6zdSuWNBjCfGngDgp50/JXDrUSWF4JTVxlYvR3SWXRCAoYaJyFfQ1SCB6CPgAJpMwawNukitRDo7zGTf9jn1zr5MAvqc9ECoO1gCwUhiHKlJegs3skhmhC6WTRNU6MrFDopYQQlUgCYMNM1qSg14NtVkO1atiHCbT8ecjassKiRp10fZb71KmzGOEKDZNrJUwh8fv6VxQ9aOZnJoriqlnhRCxAFNKTVfNiwk5N2EUnDyG6CZ9d1BGs2EhwtU3IBW02Vd/jVydh+TsS23dInvx9cB60hKly1eka1ekfWUMVGc7rqArwd8/LU4bRNZjtz1m0AVIc7Pa/Kr8LFEfMXRK81z0QKfXO8OPDMBjqRqwslKlZ3RCJFojOL6LVQ6ukkMD2AX80jTJDCsmWJrT4+CJ+qf12xjpBSgiJrzlx+JyYizn77IIUxRwiNBq2ajUBSki6X0xe2aggBFpxapH9Pkhp6hJvBVmvQDO0I59jub0FaFvKOZiV7ZGTgfA322uIWCag7K4/V2IcaNjT2F4pnkixjK4L0Tj0OpFTIjYCydQSuVoug4eFISMQzi5vyNK8eX87IFUn6Kx8cf58edP+ap9c/x+cn3MGRkKOg2T1bmi2AACHwsdR6phvC0bfjaDoQqYKhLeMKhd/QSAFP9c1UK3aAFgT8nPXAaQxcMpUYRStDTqL8CyEgXSwWLCl0IFLp0MWQNUCihoYSBT0AKk1tpYlVL1q9v5cdwOtY3fZ5UGlViRKix1TxCSssteJx75QpmZ+eC74W8NTQTwboshPgvwINA813oQkLeqUych6Ejc2qvrk1VGM5XSdoGG7MvoSnJ5Zb3LLrL9VS2d8lL/HzkCI+rK/T4VU5ZGb6a2Mh/TO/ir+P9HOo5zwfeSLP98hRH9/9jlPAWca7qhnWl0SvddUAppvp347ZlkLtSoAmO5Sv4wD3x2MyxQTROftNOslt2ERgmRq2M1tjllELH06LzemIFSmEb+kwKx80M1u5BE5LeyNH6CwJatQgJYeISLOo4eUhiwiCyAmfSL5ax7CJ671ZEmMN+pxPaqpB3NDPRK5mE0ShEGhGeRm8rymOgWzMbfzPnRc8yYo3zcOk+opObQQsgM7rktaRS5Go1PClJWBaJRr3VbNSs9MCbaXPbeHz0EaaiRb6+7xWOR9KYKmC7u7SSnkYZSx7BlCcBC087gC7X0T45TLGtFzd6QxlWKYEXpBpp3vPHMnWNodQY7eUWrOCGKIZgYaELgcSUVWy/gCFrM44VaDNKvBFuTSiqlmhFCYGZby7SpBQ4KkpNxejTr7DXem1R50qLxagdO3ZL8wpZO5p5otgJ/Ih6+sVlIcTvCyEeWdtphYS8TZEBHPsyRNIzzlO24nJmpEjCNsnUrtNevcz11AFqizS4fS3fyp+Ob8eQC+8eRvBoL0ruzxf5dGWA38qf4XOly9zlTjGRucS24QKffd7mjbt+k6quMaZfY6Fa/nr0KobWtNgD6E4Vqenkenfjd6SQO5KolImzLcERt8YGw6T95siTAC+RIrttL/n12wAwqmVEENSbDs92/FS92XHEWNxIVWUbWW8jvfZhaJwrBLTrUeLCxFnAyVJKIVG06JGmNxeDqotlFuuyvm0bmzsp5O1MaKtC3rHMiV6NNiIvGvXeVtmr4FYaKYFzF8CiVuKV+GHWOb1sz+2DSqbuXOlLt9EQgK3rpG2biLGwDfECWV+LF9lI3DjZwcdOHmQoNcW5zT9kmzuJxfK9oOppg2PY8hV0eYVA6+LwXb/DxY0fRPk3mhN7MgXomHpu4YH0gLHkxJz0wGk6gyrjeqSuEaJ8rKCM7RfQpdtwrHRmG5MAhY0xpyflSlC6gRNvwcyNLXtsoHQqKklUlNlrvU6/cRVdLP65ackkzuUrSMe5pbmFrA3NNBquAF8BviKEaAH+T+AZuEU3PiTkTub665AfhJa6LHvNCzgykMM2NUwCNmWfp2JkGErdteDp5/Jxfn90D1udcX6tOIouTGp2mkBoDGZG8HWfRE5gO+ZM2oWBYpNfZpNfJuX+gH/wvRaO7f8tKobNXyRcssYGYtJns1dkq19ko1fCQjaiV831gUKB4VTwrBj57q3IngRyfYzprclz+QplKflgOgnVACLafKMqBG6mlclUhkh2gsTIAAT12imhFEoIAqWImDrL9e4drB1kb/LrtJkXmfS2TQ9Phx5FBoqa8rGUfiMdEUlSs5qWZZdegKx4pO81YQLIrGvucwp52xLaqpA7FaXUsunJ09Gr3lgfDMTB8qA8CdXJerq6bs07R6F4NvkyCni08CBish90D9ILP+Qrpaj6PpauY2gacWv+mLNxA7nkvOMFj+1uH/uuGBzf9AqyL0Cd3dO0AJFAYshLbLnyAyZa3sNU273gSvDmrvNldysCj3T05JzXR5ITBDfVX03T5dfwbI0SPp1BCRDznKrZKBSxpqpqFqea7CA9drHel2wBW6UU1FQcIRSbjDO066NoYvlcd6HroCTewAD21q23NceQ1aOppxEhxGNCiD8ADgER4HNrOquQkLcjXhVOfBXi9Vzq6WbCgaynvPUV3iASlLjc8p4FJVuHsjr/bng/LX6NX6iUsVB4ZpRAaAgEHaU2OqbSmI5Y0ABV1GV+5QceJ/f+E3wzSpTT/FL5NB8vD7DBL3HeTPHN+Hr+Y3onX45v4IjdS64ZgQ2lMGplnFiafM92gvUp5IYbzpVSijeuZWmLW/Tva0PFjbqTtZjqhKZRa+tkcsddlLrW4ckImlNDyXr/kKWiV9NMuNtxZKIudjELIaBTj2ILHbexEzqtnpRpUkxEBRI/VyHzyDYMf7Se6mmEPa/eCYS2KuRO48xwgf/7t07yt8eGyJYXVvSbE73KWVBVUBmA6hTodr3magHORS4xYA/xYPkgyXIP1JJ1YQttfjREKUXRdal4Hs4CYhbzj69HsBbJ9EbzJXY1IDAE5dwjBGNPMNhxgec3nlp27FlXQfc9eodO0jf5A+IcX9AxqR85vz5sID4CCrrznXOONJTDOreu6Deix1BCX9a5mu59dTtUk+1ogY9Rys17z1MmFZUio0+wz3qVTmOkKedqBqFRO3P2tuYXsros644LIa4Ab1DfGfwdpVR5rScVEvK25MJPwC1DurX+41iJbNklFTGIelP0Fo8yFttGITK/vio/7vJvxx9CaBp/r5SjLZjCNWIMp6ugarSXW7A9CzfIIhZYxO1aib2nDnNu52/h2BmEOIegSlTBbi/Pbi+PBAb1GBfMJBfMBD+KdvEjoF367PAddvgu66U3d3SlMKtlKplOSq3rkJsTqHZ7TnRqIFtlouTy5K5OhKkjtyXRLpUQOQ9iC0Sypoc2DCpdfaikTc/A66iCR8Qymtq7VOgM1Q6wMfo8ES1LTbbMvKcJQZceYySo4Kp6pK5FszGaEKhQSuFlyyQPrCe6sQVeHIKeA03MKOTtTmirQu40BqYq/MmLV4iaOs+eG+eZs+Pcv6mVx7Z30Jm6sekzHb3qi/eizvtQuQ6WO0fI4mYqosqLidfodjvYU9kBU31gOHVp9psIpKTgOARKETNNooukBM7Gu0k98GYilXoKoo/GGauFnYMHSARXeL3/PDHP4p7BbcteQynonLiOJgMmuzdhiqmmxYsAriVG6Ki0YgUmQkgM6aDLuhPbLnR0JRkxEuxzp5Ycx0cSx2w68rYYtVQ7AGZuDD9Zf46QSlBTcUzhst08SkabWqlAIQB6JkPtxHFSH/1IKNb0NmHJvyIhhA78sVLqf3+T5hMS8vakPAnnvjcjbDFaqHF5okwqUv8T2jz1PIFmcTXz4NzzlMIdKPBvC4+QN+P8o8IQff4Yvi642O5TsxzSlSQKhcRD4qPdtBNnulV2n/gJZ3b8Q6qxLjQuIpj/7KgB64IKfUGB9zsRakYHZw2Ls7rNy2aMF6w4ESXZ5rvsCBy2uzVStTLFtn6qrd3IrUlUZn5KyOFrWWKWzo7uRrqhLpBbEmhXy4gJB2L6kpK11WgbXnuKIK2IOJIgX0EYGpppLFkvNezczYboC/RG3uBS5X1z73XGySoTKEhpS6eyQMO5mqoQ3dRJ8q71iML1enF4pnlFp5C3J6GtCrnTmCg5fPG5S2ScEpFEC+loFF9KXr+S5eVLUxxYl+aJnZ10pox69MpIoK6cgaGtEPPqaYFL8HzyVXzh83jxYUS5BZw4dFypy7PPwpeSfK0uHZ6ybSy9uSiNG8xXD5xNrOgjNcF5K4OjGex1p9h0cT9Vw+HZTSeJeja7x5ZeexXQNXaVaixFJdW6/KQCdyZV0hcBQ/Fx7hrfhi0rGMqjngaoQWMbszOoMKLHl5nDtLjF7aUHAnh2gsCKYOXHqa7biaNsfGXSrV+nz7iKIW69L7qwbfzhSYLJSYz29tuea8jts+RvjFIqEEJ8DAiNVsi7m9PfBgToVqOZcJ64pSOEoLN0hpQ7yoWWR/Fny74qhTo7yr9z3se1aBu/UrzOFn8S1ww412Hi6w4dhTaSTn2Bd2SZm5MDdd9l7/GnubjlC5SS66kZp4j7i/fRuKEcmCSmAh7yqjzkVXEQXNAtzjUcruNmBGGn6E/BxmicDeujtKZNBPDF5y5RcecXQP/JC1f4tfdurv+gCeTGOEIXaKM1iOosmisiBGN6F9vtUeK97QRlF2coS1B2EKaOMBc26I5MMelup8c+yuXKo6iblitdCLr1OD4SrYkdO79Qw+pIkHl4K0ITkG/IBafD+qs7ndBWhdxJFGse//W5SySGrnL3y98lu2U3gw+8D0PT6U5HkLLe9uPIQI5UZoip4ArbK6Mw1FdvGqwt3Rz4snWNS5Gr3F+6m4yfhqleMKuQnJx3rC4Elq4TNU2M5YpjG0ynB+qLrLtaoIhUfDxL44TVTly6bPLyaAg+dO4eaqbHU9veIOJZbM52L3wNFLFKgURhkutb9jfXd8op1h1PK8ZwbARfC9iQTaIrHyn0eQ5ht1/hjNVS1+lYZEgJGGiYtyhuMQch8NIdGPlxyjJJTCuxwzxOYgGJ+ZUPXe+A6Vy5EjpYbxOa+Y15oaHG9F4hxMHprzWfWUjI24XsFRh4GZLdM82ENQGGrmEEVdbnX6VgdzMen9Wfww/Qjgzzf1bfx4lYF58rD7LPnQRcznTqSAE9ua4Z50qpAE9VELOcCC3w2Xv8J1zd8ElyLTs50f3Uks4V1JUDTRFFv6nRro1iT+DwaafI/1wY4R9nB3lI03AMk+eqFf7i+CB/+uIVnj47tqBzBcx/XQjUuhiyLwZVWe8evACOL3FjXcRMDRTocYvo1i6imzsRukZQcVH+wgpJg85BLK1Cp3Vmwfd1IbCbkGUPSg66bdD6+C60aYcud61eT2cu12wy5A4htFUhb3tqXsCfvXgFzp/n7pe/hxdL0nr+BD2vPwuyvg5qmqAzGaEnpXNp+K/Qr55gZLKCn90CdnXJ8R3h8FzyFdq8Fu6q7IFiK3hRaB2a8SKmmwfLhrhG0rabdq6g7lypJdQD7WrQmIvOeauF3c7UzMOmoXQ+cfp+OkppvrPzNYYWcPrqc4Su8asoIZjq2tDcxDQDlA+1PNdiAwCsK3WC0BdMLez2y1Q1k8ISGRASSewWe1/djAKqqT7MSp718hR7zMOr4lxNo8fi1I4fX7XxQm6PZmKeBxrfZ+8MKuB98w8NCXmHISUc/yqYMRSC08N5Km5AMlJ3YDbkXkGXHpdaHrlhbBwPdTjLF+0P8Eqykw9VRnjQmUBXPoFm01FMYwUWhrzx5+equtGcXsKFlOw69QzDPR9gov0unt/4VbZNLu0IzI5eLYbmuYggINGznQfa09y3LUkxCLgyWeHyRJmTQ4WVfT5CoHoiSEOgXalAVAP9hiFSqv5AsWtdF2LyKgQOGDZCgJGKoCe78bMVnOEcsuoiLBMx6/yst4lK0Epf5BCj7t6Vza2BdDyUH9D2wb3osYYhlQEUBqFnYbXHkDuSA43voa0KeVviB5K/evUaxaPHuPfwj3FTGaRlU7Vs2k8fQekGIwfrtsT2i0RG/4S4f5mImUEWu6jUBAqHqKljGQs7RC8lDlHVanw4/z50pUO2F+wyxHNAvb9VwXHwpUTXtEUl2JfCDZbOGogVPKQmOGu14guNPe7cui8rMPn0qYf48v5n+eael/ncsffSXknNOkKBknSMXiPf2oNv37B9AhfFfIdI0Ijqibq67EBqio5yiqhv42sKL1DzXKTuoJ5qP6LHScv5UcHb7X01mwADjxhapm6f20oX0GKpZc5aGVoyiXPhItJ10ZZRgAxZe5qRaX/izZhISMjbkpFj9cbCmQ0MZCsM5WszdVep2hCdlfNcTx6gajZEGIo1qm8E/G3scX6U7OSh2iQfqI1wtTUgXVVYfjsx76bceaVwZOmGuIVSbD/7AtmWBxnpfpDj3T9mNHmS91758JJTVfgYIjIvejWN7jooINu3C78rhdycAF2QNDX29aXZ15fGDyT/6emLK/uMhEB1RpC6QLtUBltAw/jX/IB01KQjGYFgA4yemFOYLYTAbI1jpGN4UyWckTzKVWi20Ug5FAzVDrI1/iPi+ijlYL7c7lJIXxIUHVo/sBuzZVaufXG4Xn+VDuuv3imEtirk7YxSim8fG2LkxVe599gzM84VAJpGta2DjhOvIw2DYGsHu0a+yl8bV7C1FAqdRHEzwvSQQMnx0TxRd7R0bWZv77o5xJnoBe4u76XDb4NCO/g2dFwFUa+3KjgOUimSloV9C87VcumBIlBEy430QLuNdOCwzp/f9zvm2XzmxMN8ef9zfH3Pi3z+2KOknHoTe6mgLTeG6daY7Nk457y0eGnZOQZCMpicZN94PfK1WPZ6l18BpRg24uzw5jdAvt3eV1Df4fFIIPDpCo6wqa3AlAAvW8HqXF0HS+g6SIl3/Tr25s2rOnbIyln2t0YI0SWE+CMhxPcaP+8WQvwPaz+1kJC3GN+F41+BWCvZqsfp4SIJ20AIgVABm7PPU9OTDKbuBkCN15g6lOKZ6D18I9XJbrfAJ2sDXOzwyUUlNSNOsEBhsq9cFEF9EVeKrRdepRrdyfX+xynaF3hh47e4a3jXkgXF09GryCLRK8OpEmgGud7deOsyyC2JOZGmmeP02zAkbTZyWwJcBV49hcT1Jdu7kvUHgGTDOVpA3l3oAqsjSXxXL1ZnCun6yJoHCoad/QTKoC9yeKUzws9XSD+4hUjfTQXSuUb9Vdj/6h1DaKtC3s789OwYZ7//DPccfRo33XLDuZpG03FaWtn6yje45/nf56JWI6ubRISJ7iYwnBRKd9CEwNA1BFB2fPJVj5oncZXHM6mXSfsp7infBVKDbA9EihAt4gYBuYaYRSYSuSXnCupOGrBsemBFM7lkptnjTi5qudJOnM+cfAhfD/j6nhepGDca5XaOXsEzbQptPSue40g8i6cHrC/UW6rcsJ1zbY+FpE3WGDFiC45zu72vfGxcUiTVEOuD50mqUTRTQ09G8HOVWx53STQN5+y5tRk7ZEU08zT1p8APgGnt6XPA/7hG8wkJeftw9XmoTFHT4/VmwoaG3tgK6yscJernudTyHqTQ8a64jJzq43R0PX+Z7mK9X+GzzmUudvq4hmLjpEXcmV94qpSkJouIxp/ihqtHkaKHKxs/AmqcZzd9lbgXZcvkcmpLPoaw0W9OnVBgVCt4Vpxc7w68TWnUrAbCq43KWAQ7UxAoamWP9oRNS7wxJyMC8XZYoo5MMzTsnjTxnT2YmThB1cWtmYw5u+myj6OLJjvVK5COT3xHD7EdCxRR56frrxY2rCF3JH/KLdoqIcSHhBBnhRAXhBD/8xLH/awQQgkh7r3dyYa8ezh0ZYrDX/sBB088i9PShjTnp2+ZQYXe8nESdg73Yo3rAyMkGoqyVqEPhZxTBiSmHS0BVc/n+chhinqJxwoPYaBDvhMCE9oGQYChaVi6TiYSWVG91c04/nLqgR5KE5y2WpFCY48zXxZ+Nu2VNJ889SAFu8I397yEo7uYvkNmcpiprg2oRXp8LcW1hhT9+kLd5gpRV55dqHVjt19eUElQ3kbvK4mGQxKNgL7gNbrkKXS8mffNTBw/V5np4bia6Ok01ePH12TskJXRzF9Zu1LqK9TFVFBK+cDCVfAhIe8Uank4+TfIeBfHrzeaCTfEESJenr7CESaim8nZ/ZRO6Yxe28RYJMafZHpIS4+/W7nMQIeHLmHHiMCQnfNqZAPlUgrGCHAQ6PRdP41di3Jh68+CmiIXPcJAyzB7R3bUc+kX4Ub0KjX3Go0GwrVEC/merQTbM6je6LJqTDFr4Wst9vo8Egbe9iSBUqyPR+bedmZ9XUp3GTTLILK+lfiOHvS4zfX8fgzh0WU1V8ArHQ89bpM8sH5+TxAZQH4wVA9853FLtqoh8f6fgA8Du4G/I4TYvcBxSeC3gVdWc9Ih72zODud59s//hv2nXsRt7UQZ81PEE84o6/KvYwZVXCtFNiXYdCrP+msuIjCwi31Ia+GIhxCCbGSKc6mzbC1sI1pooVIDletCxXJU9BxKKTQhSNl2U4qri7Fcc2EhFdFygG8ITthttAVVuoPlIzV9hTY+evY+xhJ5vr3zNTomrqEpOS89sFmupcZprySJ+TeihLq2cAutbr9MQbepiLmRqgBFbIW9rxTgqSgecVrlRdYHLxFjfuqh0RJD+ZKg1OSG4QoQkQhBdoogO/+6IW8uzcQ+y0KINhq/m0KIB4H8ms4qJOSt5tz3QfpcmPKYajQTBkApNmWfRwqNi7GHmXwjTaWcwrE8vpjegkDx64VLtMkAMaXRWvGpml3I2Up3CvY/93tY7lw1qLGOuzmx+1dA5RDiEsd6z6BLnd2jW5ecqiJA56bolVSYtTLlTDfljn7ktiQq3VzR64wU+20wLgN2v6ebzJSkXHCJpxrXjrWD0EDJ+vdl0KMm0U0deKUkhcqP6bMPMVg6gDAXX7qk46NZJlZXCqEXmPeMXRoB6YX9r9553Kqtuh+4oJS61Djvr4BPAqduOu7/AP5fwO+s2oxD3tFcz1b40Rf/ml1nXsNt70TpN7WakC6tlUuknGE8LYbUDCSKIb2KlrDYdjQPbj+uEPP6V00TEPBy28vEghh35w+gCYHIdSGkQS52Gd/zMDUNs8n+VkvRTHqgUIqiZnPVSPFY9XrT7smWqR4+cP4AT21/g8jUBOVkC7VEZsVzlEgGk1PsGZ+7gVZ3LOd/htMO4IgRY7NXF3lSjW3L6ArSAyU6LnGiZOkMTmEv0KtyGrOlnjnhZ8sYyciix90K0xuK7pWrGK1N9A4LWTOa+e35p8C3gC1CiBeADuDn1nRWISFvJYUhuPg0o7RyaaJEMmLMGJT2ykUyzhBnI49y/dhmpCvArPLF9FaKmsGnxDliRg1cjY5ygKMn8bQbCkhKSSoyO8+5mmzdzcldf4904TKFdI6aUeVsx2V2jG8i6i++ANfNgCSi34heCSkxahWKbeuodnQTbE9B/PabJDaLLyWBVHzo3j5Sms6RH12jlHWIZyyEbkKyty4yYSeaGk8IMJIRJswn2Fz+S9L2ILlSD8I2EDfVjCkvQAhBdHM7ZX8RB266/iqMYL3TuFVb1QcMzPr5OvDA7AMacu/rlFLfEUIs6mAJIf4B8A8A1q8PHfh3MxOFKt/7vb9g0+nX8Tu6UbMcHKECkrUR2qqXEErh6MkZG5OjhisCYoZJOanRfq2Pya4yVXvh65xMn6RgFnh87HFMZSKkSaTSQy0yhm+WEErD8RVCKIwVpob/vfJ/IL6Ao1AK4vye/lvzXo8WfZQQnLTbQAj2OAtLsC/GrtH1JEo5eqbO89SDJm2NNL2VMBLP4er+TP3VNHPrsG6M2ePfUBKcdrCme18ZTVy7HrWKI4SiS54gpYYRC8bKbqDFLISl42UrRNa3NXtrTSOiMarHjxM7ePeqjx3SPMtuISulDgOPAQ8D/xDYo5Q6ttYTCwl5S1AKTnydijQ4PlwmZukzKRW6dNiQe5kc3Rw7/36E56ObVf40tZHrepT3GZdIRMq4OmiNxoZVs2VmLfeVSzEYxVdz0wJy6S0c3/NrxMvD7D/+hwgkJ7vOE2gB+4d3Lj1dAnQsjEb0SgQBulMh37mZSncvwa70m+pcAYwXHR7e2k5nMkIkbnLwgxtIdUQpZp16Xni6D9TKs4yn7IP4IsqGztPY69sgUMiqi5J1Y6YCifIl0U0daNYS95wbqEfSrPl59yF3Lmtlq4QQGvDvgf+piTn8F6XUvUqpezs6OpY7POQdSrHq8v3/+CV6Tr1O0DnLuVKKmDvJutxrdFTO42sWrhGfca4kimHKM3U/vtGGY6VoGysQKfnzrpM1s5xMnWRjeSO9tXrpoVnsAaVRTV7DFCampuMFikLVo1jz8RfpV7gQCzlXAImFXpeKWMnHNwUnrHa6/TLtcum+jQvxxAmFrwn++4OTvNi3cP/DpRho1F+tK86teZ6pw7rp+JjySQUOI8YNeyCRxJvofRVg4pAizhgbghdIq6Flnav6XARGJrZmQhd6KoVz/jzKXT4dP2TtaEZF8LNAVCl1EvgU8OVmmzeGhcMhdxzjZwmGjvHGlIkmwJwVIVmXfR0zqPHq0KcxgzKaGfDlxDpOWykeNq+yTs+zdVyntSLQVEDZ6kCJujJgTRYpB+PU99Hu5SeP/6eZr8N3/1OkbuHYGUy/ii8CTnSfY12uh9ZqZtGpzkSvGrVXmu+juQ657h3UeruQu1IQuf20kJXgBfUC6Pft6Jx5zYoYHHhyHe39CYqTDiraArpZl0lfAVLYTNgP0OodIZYJiO/qwerOoNwAWfWQjk9kQxt6fIlUSCWhcD1UD3wHchu2ahCY/QvR33htmiSwF3haCHEFeBD4VmivQhai5rg89R/+mPTxQ6iuHmiINFh+iZ7iMXqKxxAoHCOJuqnuZzp6ZTQezTyxGTSJb2q0D1exyzfWTInkldZXsKXNPdl7ABC+hV3uwomNopl+PV1MCHRNYGiCQCoKNY9C1cMLFm7ufqvYtXp6YFaPMGQm2LuMuMXNKBSaCmgbvUahvZ9NpQ08t+40b3ReWtE411LjtFYTJLz5mR+atqCILd1BmRE9NjMPENhLJHgpBA5JQNArD9Mtj2OwsnoqMxMjKDlIb2V2sBnqcu0B7uDg8geHrBnNiFz8r0qpohDiEeD9wB8Bf7jcSWHhcMgdR+Cjjn2Z80WdshsQnRUFsQp5eiqnOF+4n4qXQJiC70e7eCXSxl3GEAfUJDtGDeKOQFcuVSODr9lIFVAOJnFkAW2mn8bCfao8qy6xfqH1KhWryl3Du5ac7kz0StjonguBT653F+66NuT2JJi3rhR1q4wVHd6/q5N0bO49GqbOvsf76dmapjDlIlPr4aY0yabGj7wHjYAO52WErmF3peqOVkeSSF8LZmYZVcDiSF1kI+x/9U7klmwV8BqwTQixSQhhAZ+nnmoIgFIqr5RqV0ptVEptBF4GPqGUen31byHkTsZ3PX7y7/8I8+hhVFc3aBq6dGkvn2Nd/nUifhFHTxJo8zeBbo5eSSJ4og9BGaUJAkOjY6iK1ZBBP5s8y5Q9xb1T92IFFoEKsIv9AHip4fniPkKgNRwtqaBYq0u8u75c0Okw5eI1RAsRLdXTA0/Y9ZS3Pe7K0gOVgvbsCIbvMtm9iQ9fOsiWbDc/2HSEM63NOQoSxfXk5Ix64M0sJvDR7VeY1KN4aAQoIuhoi0SvPCK4JMjIq6wPXiShJlaYxFjHaPRl9LMrt4NNITScCxfWZuyQpmjmCWw6l+ejwBeVUt+BBdpoz2emcFgp5QLThcM3M104vPJYckjIanL9VcYGL3OlbJGw686VUpCfamXL5LNU/CTnig8iDI2X7Fa+H+vm/tokHy2PsHVMx5QCXfn4mk3NSOPLWkMl0EXDRCjF+qvLZyyd7DtLppKiN9u9aLLB7OiV7taQiLpztbFlpoHwm03NC7ANjUe2LWzcdF1j13t6Wb+7jVLQgZRqYVmnpa6hd5M3ttNZe74ejQI0U8fuzWB1LNwDbA5h/6t3Mrdkqxpqg79JXeL9NPAVpdRJIcT/LoT4xJrNNuQdhXQcnv8PX8Q78gZ0d6NpkKoOsj73CqnaMI4ex9MXV3HN4cyJXvmiH4GYSTmTuiAwBB2DVWpBjmPpY/RX+umr9OEpD1wbs9KOmxhF6Uukhk07WrqGot60OF/1cBq9C9Nyivc63+XvV3+v+ZtXiljRJzAEJ6121nkF0rL59DTVuMfOkSu4dpRiaye60vjU+fvpL7bx7a2vcSU1tuw4Y/EcjuGzrrBweq42pw7rBt1+GSUEo0as0ftq/iZoXXo9haEc1gWv0KHOoXPr0ScjU6/N9nIrc2SbRU+lqB49Fsq1v4U042ANCiH+M/DzwHeFEHaT5y1UONw3+4DZhcNLDSSE+AdCiNeFEK+Pj483cemQkBXilim8/mVO5u2ZZsK+bzA6tJHukWNkjBGO554kEBGO2km+nOhnh1fg8+XrdJXqu11CSUBRMtuoyiJlOQkINAyi1SIHjnyfvsGLS06jZtuMxie5f2IPUdNAKoVcYIGsR69MbFcS6Da53p14W1pQ62LLyrCvFZMlhw/v7Sa2RP2Tpgm239/F5gc2UPRbCXxv0WMXYyzyCLbMkvFuFnlrgvwAxNrAak5gI+SO4lZtFUqp7yqltiultiil/h+N1/6lUupbCxz7eBi9CpmNdF1e+49/RPaNI9DVQ9zP3VRnlVhSNbUevSrNRK8UGp7Yhrip1knqGoGmeC3zCprSODh1kKBRzxovbQQhcRNDTc/7RtNiRZt7hQ9UvswXqn/Abv8og+aBJc/drs7O/LdVk2hSMWrGGDNi7F2huIVSEPFqpKZGmezeOPNZmdLg584+RGstwdd3vMxIfGnp8WvJuf2vbqaRMTlvX687qH/Ow3oMDYF507KhEHgkaZdnWSdfIUJhRfe3EJqh1xsOZ9emDktEowSTEwS53JqMH7I8zRifz1Hf2fugUioHtLIKMrVh4XDI24nyqR9ycXAMzYqha4JaNc7wta1Yw5Psjf+Q4epWRpztnIlE+FJiA22iws/XLt9oQagUuvIomhkKMo+jimiYaErQNXKBg4e+QzZzNy8++K+WnMe//pV+Ir7FvuxWoqZOKmKiaRqBVDNGQQFKBSRdEzeSJNe3HX9HC6pn+R5Xa0XZ8UlGTO7btLwsrBCCTXd1sPPBLkolgR+sbM45az+uSNFZe25lk1Sy7mCF6oHvVNbEVoWELIV0HE783hcZPnQUuy1JX/n4knVWC5G9qfYqoB0pbMQCEZKj/dcYaJnkgcG9WL6FQBDxMli1NtzEMEpvPqoilGSnPM3fU3/O3+UvWccAP+UBvqR+m9Pa38EVC2cFBGh8Wn6Tu+QRYDo9EE5YbQil2OVONT2HaXena+wqAsVU98Y570YCi8+dfg8R3+IrO19kKlJadKRrqXFaqnGSXnTRY/QFGg6npUtE+gwbMaIL9L6qpwReoUVdRWP1atfMltiaNRwWDU/SvXp11ccOaY5l//KVUpVGYe+HhRAfAl5QSj3VxNgrKRwG6KZeOBzmtoe8qfiFMa69/HWyehsRwyCX7SA33oE1PsY97d8EBMfzH+B8wuBP7M1E8fn1/GXaZgVfdOVR1EymGjuOGiamV2PH2ZfQZJzX7v1fcCLtQBZoWXQu59PXeGBsL6aq/2nqmiAVMXB8ScWtG06BJOaAm+qh3L0Bf0caUgvXdb1ZZCsuX3hgA7bRnKiGEIJ1D96Fce3HnBzdT9T2MY3mDJcSOuORh+mt/gArmMDVF96tnEdptF5/Ffa/ekdyG7YqJOSWkNUq5//wj7j62hu0x6u0Fs8hhTFHdn0x/n7bL5HT59eMJmSJfzp1CKHmR/eLVpXnNp5kXa6DPaPr8awAL25hF9chNQ8nMdLUvC3lsF8d4z71OhnyTNHC98UHeEXsooMWOlWMXNXla/zfSEVM8jWPEaNElhpRYWAqn0/Lb/IR9X1issLV4j58Q+Ok3c4mL09igbkvRl1SQtE+coViuh0nNt+pS3pRPn/6Pfz5nmf48s7n+cWTj81zoiSKgdQkO6Z6l7yepgmQcx0aQUPowojP633lY2FQo1UtnX1yKxiZGLVrUwQlZ9X7YUE9ilU7cZLYgQOrPnbI8jSjIvgvgT8D2oB24E+EEP+iibHDwuGQO4LTP/lv5KoBph5ndGQj+ZE2oiODrIucoDt2iTPFRzhrZ/izyBZA8Bu5S3R4s2TGVUBO+ExqEoGGhkHr1CD7jj3HUPeHOLr/N6jZceAcqcgVBAsbH0+vIICDE/PFLWxDIx01sTSBWXWoZjZR6t+EvyfzljtXhapHZ9Jmf396ZSfG2+nZ3MKBDeepuQau17zi4Zj9MCDorL3Q/PVm+l+FDtY7kduwVSEhK0aWy1z5T3/I8EvPsMG4TIs3smyd1WwWcq4ASlqCQHQimJs6plD8cNsRpFA8ef4AMUfQOhXQNmhjOJl6aqC2dPuLhCryuPwpvyH/gA+oH1MkyVe1z/CftV/leW0/7WToIoYQAsvQMXWNQs1HIFhHiiQWNRXgC5OvaZ/hhNjD4+pZ7s88x6AZJ6tH2HsL4haZUpZItcRkz6ZFj2utJfncmfdQNV2+svMFajfVmY3H8jiGN6//1c0sVofV5ZcY1+NzolcKQUCEruDEbdVbLYYx03B4DeXaz51FeStPxQ+5fZppkPMF4C6lVA1ACPFvgSPAv17qJKWUL4SYLhzWgT+eLhwGXl8otz0k5M3m3OmjVC+9RMXYwcTQJkTJIzp+HcP02df2E/JuJ6dL9/PX6c1UpcVvFC7QE9xY2H0VUKBCVbcRwkYPfDZefgPf2MDhu38HJQRKDSDEKKlIvadWOnpy3jwczeNP9nyZnblNpLyF+zNpEuK+R657PeW2LUz02XRGdN5cIfa5KKXIVz0+d99mDP0WVAs3P0b71J9wz644b5zpQSqIWMv3yPL0FrLWXjqclxmMfQQlmnAyc9cg2tp0g+OQO45bslUhISslKBYZ/g//hvzRl2iLKgIzRtBEKuDM+cummal5ynTHewe52jLKgfH9pJ2GAp2p4YotCFUjsBePXnWqUe5Xr7JbnUagOCt28Kq4nyHRi0JRwadLxegmzuzeT0ppmLqa8Rc3kOYiWRzlYwuDb/Mx/KrNgfRhHo8Y/IXcyc4VpAfOFrcIdINcR/+Sx/eUW/jM2Qf5ys4X+OqOl/j5049gqroFvDbd/2qR+qtpZtdhzf6MO/0ygdAY1aP0BnXNNZcEaXmNGEvXft0qetxGmDperkJk/fLp9StFGAbK8/GGhrA2bFj18UOWppkVYQiIcEPlz2Zuqt+iKKW+C3z3ptf+5SLHPt7MmCEhq8VYocLln/wZ1HYxVdqCWc5hTWVRls7OlmeIaCW+4X2Cv0huZECP8T8Ur7DZn5ZUVVTxKVJFahZCRIkXJ+kamWJg3edwIq0IOY7iOrrwSUTqfbUW43jreRzd497xeZ0MABC+RHM8xjq62XrPXh75mbv5ycVxnjs3Ttw2aIk1I+y5+mQrHhvb4+zsbkLBbyE6d4PQyMQr3Lt7iMNneqjWDKKR5XcLx+z30uoeo9U9wqR939IHKwn569C5dOPm20IFYC4jEx+yltyyrQoJaZZg4Ayj/59/Rf7aNWQ8jm+uLLXLJeASuSWP0WaJWyhgtMXjuQ3HaKu28sj5TTOOgaQNqWWwvdN0DJUZ648ijcZGl1Js5jL3y1fYxFVcTA6Lg7wm7iUvMo2x685Vp4rRQ4LZLoeUAs+NIoTCMGtomsJAYxMZzjOFS4CFxpHRh/DSNu/NvMSfe7/LGR7DX6QVyc0oBZYKaBkfINvRjzSWP29joZOPX7iPv9n2Kn+z7RU+c+5BNDQGUhOkazHS7vJrsC4EvrzhOCrUjNDF9YaDVU8NdGhTayd1PtNwOLs2SoL1i4Bz8WLoYL0FLOpgCSF+j/rfdh44KYT4YePnDwCvvjnTCwlZG2pewHe/8xRtI+0U/T6i+VH0YgVlGaTtUTbFD/M6d/El7QHOWGk+W7rOPq+uHCRRFHGo4mEIHV9E6B66RiW6lwvbPoTu5xGcRooiuqaRtM0lM0Ykktc7TtFX7qC3Mj+9QXgBwpNM9vQjt0ie/PhBLMvkUwf6OLiuhb96/RrXsxU6kxEs4xaiSLeIUoqK6/Ox/Rvn91xpFjsBPXfB2GmSiU7u2zPI4TM9lGsm8cjSaQ0Fczs1rYPO2vPLO1ilMQictUsPlEFd+ar3rrUZP2RRQlsV8qZQy+O/9jUmvvTfmcq5lOMZLHNl+QMVPC6RY1RfOlqhCBDUf4kn2zSeX3cMX3h85PQBTCkax4CnbUaoCkIbRXclHYNVpvpMdmmnuV+9RgcTFEnwU/E4R8QBaiIy6xr1TcJ2FaWXxNzUOAW+G6G17ToAU5N9mJaDpkksdDaT4TxZNMdHD+Dbzvv4qreXf2P8Vza2T/HUxCdw1XKOZz161T45iB74S6YH3syuqX6qV1ye2nSE333wm3Pe+7cPfp24a/Nbhz+66Pn1flg3UgQDFL2Bi6kk140o97lZfCL0y9fXJDVwNmZLjMp4EekFaCv8fWoGPZWmevQYyfe9b9XHDlmapSJY07VQh4BvzHr96TWbTUjIm4BSir/+wRmsYyNUaSM2NYRWcVG2gRKS3W3fpyxi/IHzs5xRHTxZGeWRhuysR0AOhwCJVbdwtBdhuOdTaIGLHlxEGlNIpTA0rSH5vvR8LqQGyNlFHh+6Z957muODFOTXbWBq4wif/MD7sKwbu3zr22L8X57czvPnx/neiREMTdCesG/d4VkBEyWH3b0pNrUvnNLYNBsehuE3AIhFfO7dNcSRsz2UqhbxiLv45yc0xiKPsL7yDaL+IFWjb5EDgfx0/6s1crDKo7D+QYguLmASsmaEtipk7fBduPoC/qtfZuInl5goaZQiCewVbmblcbgi8ozpXTzyyiAfdf7ZvGOm7ARf+PD/xl+kdvGZ4gUSymM4MsxAYoAHr+6kvZKaOTYQnSiRwJQnESj0iMs++zg75DFiosIoHXxbfJRTYjdSzH1wVyiqyqeVCP0k56nm+W6EWCJPKj2JEKAbPhNj69END10PiGKySWWYKo+hgJN2O8f8nTxRGObJ1u/x0Y6v8oOJT1KRi2c2KFV3dNpHrlCLJiinmxQranBwdDNPbTqy4Htly1ny3JuzSRSKBCa9fpVBI4pHgrS6TlStRA3x1jAyjTqsXKW5Xo4rRMRi+MNDBPk8enqFddIht8WiDpZS6s8AhBARYGvj5QvT+e0hIXciQSD5/vcvUXjxHH2ygpioILwAZRsgBG1th+nUR/mi8/P8VG3lvtoUH6uOQCOVooBT75MhJXYpTim+n7GOOLHqJarRAkIETTlXv7fnv1M25/4pfXPT08S9l/mtk38HAL3mEWgmhQ39VHZOEe3z2d0xP4XQ1DWe2NnFnr40Xzt0nXOjRTqSEaJrsBs2TSAVri/58N6e23fm2reDbtcV/nSLiB1wcNcQR891UyjbJKKLO1nj9gP0V/6WztrzXE38/OLXyF2DSAbs1TdgKAWBB1ueWP2xQ5YltFUha4JSMHoSjv0V3vAgky9Okq3qFA2NiKE13RJDoRinyqAoMmas48/Sn+fjzv+64LGtTglb+lw3kvznzD4+XjnFy71v0F5Ocf/17bPGFPhiE0KVyGjn2Jd4g22x0xiaz2BlPc9UDnK0fTtKm+8ETjtXGSKsIzXfufJNdMOjrf36zC0mEnl0/RJjo5tQSsMwPJLKJFrQyRoBp6xWdrhZhmqbeWrikzzZ9m0+1vFVvj/5KQr+wptOCkg4ZZK5cQY37X1TW4wIIRoRwnoVmIbAQqM/qHLIakHg0S7Pz6uDWwvW3MESAhC4164R3bdv1ccPWZxFt2CEEIYQ4nepNwj+M+BLwIAQ4neFaKaiPCTk7UW15PLTb1zg1KvX6fcuoI0UwZco2wQhiGhFHrSe55y/hX8jP84Ot8jny9dRKHI4FHDQ0TA9G+HtIdvyHiw3R8Q5RC2WBREQKIWpLx+5utm5mvO6Ar3q4plRCuv7kfcUmeoY4MmNT2JoiwedO5MR/uGjW/jCAxsoOz4j+eqCTYpXg4mSw70bW+nNLN5vpGkMC9Y/BJWJmZcsU3L3jmFaU1WKFWte35JpAi3OpH2Qduc1NFld+CCl6vVXaxW9qkxCxw5IL12gHbI2hLYqZNXJD8KL/xFe/D28ySKTL2Yp1gJyQqtHrpp0BiSKQUpcF0WGzU38SfoXiC7j9/9j7xAftU9hagHf3HKJkuXw5Pm70dWNx7VAdKNEjHviX+azXV9ie/wkl6rb+froF/hB9pNMFPpoG64hbpIjn3au0tisX8C5klJDSp3Orivo+lyxoWi0TE/PBQTgeybC9Yl6giG7g6pmssepr98jbj/fnfhZdOHz0fa/pt0cnXeP0+IWHaNXUIh5va/eDDSt3g8rQBLDBAR9fpWapiO4gr6I2u+qz8OsNxz21khJEEDYNrWT88W1QtaWpWLc/456o8ZNSql7lFIHgS1ABvh/vwlzCwlZNcYHijz39QscOTtBT+Uc+nChvrtnGZQsyfVMwN70jxEi4B/7/4iewOFXildQ+ExQpUaAjo3mbaBsP4xnJGmbfJZKfAg3Ut+NC6TC0jXi1vJpgUthVB2caIrixh7kA3mqLVlSVoo97XuWPVfTBPdubOWff2gn+/szXM9WKNZW11D4gUQqxQd2d63eoOvuAzk3190wFPu3jdLdVqJYtm9uXTLDmP0IOg7t7msLH1AeA7+2dg6WV4btH1qbsUOaIbRVIatDLQ9H/gp+8q8hewUvaGPip1cpuz4Tst4uo9mIvY/kMnnGqXDd3Mafpj9PSpb5lfwzS56Xy+j0uRU+4v8Es/VV3Kn38mPxEGVhIJCsty9h6F10m2e4K/5DjpXu5Ssjf5/nc0+S89sAgWdrRKrBHCdLoagpnyQWG0jPkiuvoxT4nk17+wCWvbATaNk1unsvoOkBXlFHCTgdaScifdZ7UzOO05TXyd+OfxZfWXy4/ev02tfmXcsQ0DZylUJrF17kzRcH0mf9O0YayVzdfv21kTexlhnqUay1ajgMdbn22unTKH9t68lC5rLUb9HHgF9TShWnX1BKFYB/BHxkrScWErIaBIHk/OujvPHDq5yfKJGYukJm6BqBZYGhMxmXXOwI6IhcpC92lj/0PslU0M4/LFwkoMYk1XoKgerH4z5q1ka6R14g4rxCti2KENqMc2UbGrFlIlcKxYXUwJJzribbKG9uR92fRWQ8sk6WD2z4AKbW/GZ8OmryCw+s59cfq2dMDeaq+HJ1OtCPlxzeu62DtoS9KuMBkNkIkTR4c3fxdF2xe/M467rzdSdrgVsoGxso6+vorD3PgqGumf5X6+a/d7s4RYh3QvuO1R87pFlCWxVye/guXPwp/PBfwpXnINWHW4ky8dQJHCkZD+qbZ806Vw4BF8hSxOWSvZ8vpT9Ha+Dyi4UJks7S61CqIEllXZ7deph0Nc4TV7YyblqU2kf5ZNdf0BbVqKoWkuI4Xxn9FQ4VHqYqb66DbThZFZ/WkRpIRU0FxDHZuIBzBeC5EZLJSeKJ3JLzM02Xnp4LREsTlIwWjllpDrh54uj4s+Tni0GGvx3/LMUgzQfavsWm6LnGO/U1uiU/juVUViRusZoIUY8wmugYaASY9AYVNCW5bKysHux2MVtiKC8gKC9dO3arCNOsy7UPD6/J+CELs5TIhVILuNNKqUAIsTZudkjIKlItupx4dpD8eJUx10VcuUBP9gLYBkrXGMwETCQkLTWfD+s/4bLs4b/6H+XXixcIVIkqARqtBGwhMNK0TJ0mU3iVgXXbkXoGuBG5ipg6MWvpmqfR6CQ/6X2Nq8mlF7ny1jQcmEJEJBWvQtJKsq995bnTQgh2dCf55x/ayQ9PjfL02THilkFL/NYl3V1fognBYzuWbua4YjQNNj0Gp78N6di8t7ZvmMTQAy4NtpKIuejarCVICEYj72Vz+S9J+BcpmVvnjp27VnfeImtQ4FvNwsG/W59kyFtFaKtCbo1ZdVaUJyDRBUYEZ7TA1A9P4Osao06AoQm0pfpszKKCxwXKBKKbE/aDfCO5ix6/xt8pXqJ//Bxbzh9a8vx0QfLsxjPko2V+4cRBPmJ+m/9gnyCqObzs7eX14i+gq0muV5dzAupOVrTkkxytILribBIZ9AX21X3PxLJqtLQNN5V9YdTK9BWO8b2On8EROgedHGlssih8JEbjGlUZ57vjP8uTbd/m8ZbvY2s1Tpf2NcQtLuMbFvm23uUvuAhx115Q0CLuLr/5pwmBRBFTBkqAR5Q++Qb9QRuXjbZbntOtMFOHla1gJFYm+98sCoV78SLWujXYaAxZkKUcrFNCiF9WSn1p9otCiF8EzqzttEJCbh0lFcMX85x5ZRhNCKq4lI8dpb06hWH6+JrNldaAfEzRUdR4Qr1KMpnnHzq/yReK1zCCHC42UuzG17qwa5NsO/8n5Npsrm3ciWoYj2nnKmrqRJdwrgpmmee6D3O89QLRwObJ6w/wo/5XFr+Be6YQZv25MOtk+fTWT2Pqt15KEjF1Pn5XLwfWZfjK6wMMZCt03aKk+3jJ4cN7u0lF1qC0pfduOPU39Yeem6y8ELC5P4dpSM5ebScedTH0G8/OU/ZB1le+QVft+bkOllKQH4D2bas/X78GZhR6D6z+2CErIbRVISsnPwgnvgqjp+rqn5l6n6DaUJapH51G2QajNQ9NgN7EBopEY0zEGRBtIPo4arfynXgP6/0iv5g7wfaLb9A1cplSIgM1MH133hieYTKSyHK47wIfmDL457FvIVBcrW3mjdK9PCM+wnZsfhwt8HjFIKaWS/kSVG1IFyU9QoNOwc3BqyDQUUrQ0XUVTWsuy0GfKKLjc8I2SEmXdb6GQCODzRQ1AuSMI+cqmx9MfIonWr/Hw5mnsUWFM4WDZCYGmejZjNJvXYxpKSn25VBKoWkCM9DxiJNimLgaZ7M3yVFrCUXaNUBP2AhDx89VYN3qNxwG0JMpKseOkXj88TUZP2Q+SzlYvwF8XQjxK9TlbwHuBaLAp9d6YiEht0Kt7HHmpWEmBorE0ha1coWJF18lEbhE9AqSulpge1kjXYN17iTbOl/lr/1H2VCwSfljBGIjgdiAUIqNV75DonySa5v3UIm0rMi5cjSPVzqP82rnCRSKB8b28tDYfiKBzUtdRxcUuojq0RnnqupXiRtx9nfsX5XPZl1rjH/y/m28eGGS7xwfwtA02hNW02kvVS8gauo8vGWN0icSXfU0PqewYLRJCFjfU8A0Ak5e6iJqe5hG/YFACpsJ+346a89jyCK+VldjEpVG/dVa9L8qj8Ouj8MKG42GrDqhrQppnloeznwPLj9T/9vNbJjZ0KlenyL7k9MQMRmt+QSSJTeiFIIqGYqiizGtk4qQaCrgUCTBD+K9bHZz/OrQS+w88wqRWonB/h0MbNjDz/f+MTH9Rjp04Akufa8Dw/B5detP6Qgk/yI/wpnyPk6VDlAM0ihMtmsx8lqBN+wY58x9/GzpPOv80qLz85HoQiNhR9ALNaTQCDqSM/erlMD3LTq7LmOa8x2+xdAHpihHohyy1/OB6mk65AiT2lYsSrQQYZIqAQq94c0FGPx46qO8J/Nj7km/Svx6FiUlkz0bm77mauOjSAgTqUyEJmkPziKATf4ET0e3kxNRMmoR4aRVRgiB0RJdU6ELLR6vy7UXi+jJNVDTDZnHUjLtg8ADQoj3AdPV9d9VSv34TZlZSMgKUEoxernAmZeGkVKRbIvg5vIMP/8qupSYpqRg+FRNg84SJB0NhWJd19MUiPFy4RG2uj5SewglYrRNHGXLpW8y3L+BS313E+gWsiFINu1cxSydyAJS6BLJsbbzPNf9BmWzyu7sZh4dPkjGbSxqCn770M+hSUmtJUU53YnaXoXNpTmBm2wty8e2fAxLv/WUvpsxdY3HdnSwuzfFN964zunhIu0Ji5i11F5LnYmSw2fv6V8yWndbCFFPEzzy35ZM5+vpKGMYwxw7341SPpZZd7LGIo/QXXuGDuclhqM/A4BWmO5/tcppEdIHRF39MOQtJbRVIU3R6GfFqW9C4EOqD7Qba1n16iRTT59Bi9uM1Ty8QGIZ89c6BTikKIpuilovASZlatTIYSl4IdLHT+Lr2VWb4J+c/jYbrp7CtSOc2vcYhUwHUjDHuQLQTUXPvXkGnm3j4GFFb38n3x3+2Jxmvb5YD+h0+qf5+3nB15Lb+LPUbt5XGeCh2vC8qiofiYaghQia0FC2QMtXUJpAtiVQCDw3QiY9SjxepFlExUEr1ni1cx+eMHhv7SKtahRduoxruzGo0IJiiioCbabeS6HxbPb9OCpKYvAaTiqCk0gtc7W1Q6JIahYlEaNPHsWg7mBu9utqiJfMdg66S9dLryZGJkb1/BjSD9AW+L27XaY3Ut2r14juXV4wK+T2WfapSin1E+Anb8JcQkJuCafqc/blYUavFIglLTS/RvnEBSYvX8NVOoZtkbPGGc5oxBxFR0khEJTTl9lhXOIPir/CFmcTUm/Hrk2w6+wfYQQTnNtzH06kLkPuafXvN5wrg4g5d2dTobiUHOSnva8xEc3RX+riZy+/n97KjXolzQ3QPB8vGSXf3U6gx2B7Hvqqc5yrml8jakS5u/PuNfnMOpI2v/rIZo4O5Pja4evkqx5dyciidQYlx6clZnLPhrVJX5ihZx8cFaAkiMV3jjtaqtyza5g3znQjlSBiBdT0bgrGNjprLzAceRIArXAV7FS9B9ZqUh6HDQ9BdJXHDbllQlsVsijjZ+GNP59TZzWbyqUxcs+eQ09GmHQCqm4wp5GwAlwSlEQnBa0fHxuhJBpVymRxCTDR+Gl0Hc/H+nlv9gK/8cZfky5MMtGxjktb7yYwLHwdxtsXfnge2SB5bo/gMy8qTty9n0o8Muv6Nr7oQ1cjaFToDeDX8sf5VnwzP4pv4JqZ5JOli0RVXVp92rlqJXKj5koIlG2gZ0sgBE6ylUikRKZ1bEUfpTZRAqF4LrKNjqDIDn8UAWTUdQzpMKzdhY5GBkWOGgKN6a5TIDg7sp89UyN03Z3l8ZZv8Wz+Y/hq9TYRm0EqhY6GpqWIy2HijM5E9Tb5kwBcNtreVAfLbIlTBfxcFas9sSbXEJZN7fSp0MF6k1h+2zok5G2KUoqJgSKnnh8mCCRx28c9d5HiwBA5J8A1bQxDMJEcoRCFlrJgXVZHIDhpG/xa9Md8K/+bqMoTCBWw8eq3WH/txwyu38lQ/2MgQKgA10gAAkV9YY7bxhzjCzAameKnfa9xJTlEi5Pk05efYHt+w0yfEeFLdMfDi1gU+tbhR2IQDWBbFtE+v0h3qjbFRzZ/BFtfRaW+m9A0wd0bWtjSleC7x4Z55fIUmZi5YH1Vtuzyyw9tuKW6rRURSUPnbpi6DPGlUxEzyRr37B7ijTM9VGsG0YjPaOS9bCv9MRnvFEV1N1phANo2r+4clao3Rd4cNhYOCXnbU56Al34fzPhMndWct8+PknvhPHo6Qs6RFGreTK8rlyhl0UFB68clDigMatgUCYQkSw2f+sP6D2MbeSXSza9c/AmfPvUUAOd33M9E53R6sqJdm2APFwF4fF0fkzdFKhKtirsuBWw5d4jjB56Y2WTyxAZAYKgrM8dGVMBnS+d51S/yw9h6/kt6Pz9XOkeXX0TAXOdqGiFQtonKuuiUae8fYKU6MMb1SQqRJEetPj5ROTYncpZQ4/QHrzOk341OgiSSAi4mGqi6zWkfvYISgnMt93O/9TTvb/kaT2c/haNWoadik/hIkiKOJhQ92jkCX6Hp9TuJK5euoMClN1lJ8IbQRXnNHCw9laJ28hR8dk2GD7mJ0MEKuSNxaz7nXxtl6EIOW/PQB69SGBoh6wSUNQszYmFqMJQZwTE8enM6HaX6TtpJI8766FW+M/m7lGUb6cIp9p78cwIDTt71GJVEvfO8UD6+FkFi3HCuLGOOk1E0yzzb/QbHW88TaQhY3D25A101DGegMByXQDfI963DS0ah1YX1U9DiLqjY5AQOtm5zsPPgm/BJQipi8vP3reOeDS38/9n77wC5rvu8H/6c26fPbK/YXfTeCLCAnRSpLlKSRUm2HMmyrThK5BLHTnF+Tt68iRM7eV3iEseOy0+2Y0m2ukhKlMTeAZAoRO/YBbB9Z6ffet4/7qIsdhfYBRYgQN6PtORy5raZAeae55zv93m+urWXU/kqzSkTTQ1f53jVpTVrsaYje12uh+67YHB2oYjphMOmCZFVqekIcy2OSNNUe4FRpQXhVeY//6oyAk0rIHN9G6EjIiLmiJSw+x8AZUrZsZSSyoF+8q8eRsvEKXoBYxUHVYtRUBoYF53YIk0oqmwMiufEhIvPKGEPrYbC44keDiop/vtrf87q/oMU0vUcXnYrthWnTh+kI3WYJfohMto4gQyPcrG4AijFBX/xXoVf+dYYracOcaZjGQExfNGKKk+jMLlvVwC31frp8Ir8Y3Ipf5VexYOVE7y3lp/WLRAgECqekaDz9PNo6Rhe9+wdYUXVQclXebl5A75Quds+PGWbGHk6/Nc5rd6CLjMkRJ4KLioKBpK6/hOM17dxVK6jlk9xV/ZxHqr7Gk+PfZRKcB1KBiUEgKZk6FH3opk+w47kwo+jxx2+7lbtiq6iJk3c/LXrw0LXkfalg64j5o9IYEXcdAz3Fdn70hmcsQL68ClqgwMUXclYoKJoGqaigABF+jSUJDEXko4KSI6qKYTSyXhxDQl5hlX7/hfNg29xpm0xJ7vXEEw4GgnpI4U6IbDCm/GF4spRXF5reovXG98iEAG3Dq1my0BoYAFAINFqLr7QKDS24+biyI4atI8gkpd2fhqpjvC+7vdhadfPPEEIwZLmFP/qvct4ev8gT+8bJGao5OI6harLp29dgDpLm+KrpnE5KBr4LszCPTERcydEVgulqsWQtYW26g9o1V4ON5hvgwu3DEveO7/HjIiImH/6d8HpN8OcvQuQUlLee5rx14+i5+KMexrHywmqxgJqSh0gUXEmiaqz1PDIU5sofFP4VnIRojDOX2z7XySdMie7VuEszLA2/gbdsSOktAIBgl63k7fGbuFEbSE/2fp/ZrzkV5YLPlvfxoITexirb6cQXwlI9AtWry6m3Svzs+M7+G5yCT9M9DCg5fl0uZe4nOwKeLbUsVEexIpXEHtGkaqC3zk7W3JlpAiE5YHt3hjd3ui025mUQ5GlbEDKOjxGsIVH88ggumszPJF9dcpZyNNjH+O+7Ld5eEJkFfxra5HuEaCTpVEdpk4dwpbqFGfFhd4wr1oLqQiduHSv6fVciJaN4wwUkFLO2nwq4sYlElgRNw2u43N42wAn3zyFMnwKMTpEMYBhVyUgdHsSAopmEctzaCqVydQkvtDxhcIppRONFuqDMitLf0N2++v4usHe1Xcznmu+4ExhyYSjxs+Jq6SpoatKaGBRd4gXWkMDixVjPdx75pZJBhZKzUFKg2JdC05THLmoAi3DCOPyFri2b2OoBhubr8/q1cVYusoH1rSytiPDP2zr5fBgmZVtaZY2X5uShWnRLejYDH3bIdUyq10s0+OWlWfYebCZxuEXEUi6vB+GT77+pxPHTcCWL13dtdmFsIejYenVHSciIuLa4lRgx/+FeOOk2AcpJaVdfYy90Us128UZr4X+WhZFF6jCnVZUTexJCZciDhoKEoVvxrq57dBr/MThZ3HjFtyZ5c6WV0hqJXypcEx28TS3c6bQjV60zh234senPQMAQnB00QbWb3+Klr5expZ/GC04jmDmgb5PgCXhC8XjvGjV+G68lf+hxfiZ4gk6/fNOeC4JknKArDwOqoJMmhi7enEUBb89d9m3VOsbYySeYa/eyifL22Z4n0J0anQE2zijrMOX9Qh1hLr+o7iGRaHu/Pf6kNvOD8c+wQPZb/Jw3T/wTP4RRtzWy17LleKhklNUurVDCDExboBJouZsH9ZxrZ6Vbv81u5aL0XNx7L4xgoqDmrh27QER14dIYEXcFIyeKbP7yf2Uj55CLwzgCcGIr1HzAnRFoCkCKSWj8SGU0jqqgcGJixY/BBJV2ct9e/8Mv99juKGDY4s34ukXNthKFOnjqDF81AlxpaOrgqOpPp5p28pQLE97qYmPHXuA9krT2d0QNRcpLaqpJuxuk2BpDeqHEXMwBBqpjvBQ10PE9UvcgK8DHbk4X3pgCdtPjNFVn7j+s2mdt8PJV+e0i6H7bFh2Bm14Bttit3z111XNwy2fi4KFIyJudA48CXYxjH6YwPPh9Ot5Th5KU0i+F88T1GwbU5S51AK9RFLApoKHjoKHwosiw6++9he0jo+SXGjTvvEMgapwqtbFq5UtvJFcRE1Y1I8ExGqT+5y+PPRZWPz4jOdzzRgnFq6lZG5GCWw0ObPZgo9EEvZc6ag8UBuixyvz18kufi+zmI+WT3OXPYKPiYpDc7D3vDDS1FBk7TiBowr8luzMb4LtooyVebH5VqQQ3GUfmXnbCVRcWv03OM1Kkl4duZF+znQumfL9mfca+cHoJ3kg903ek/s6z+c/xBmn+7LHnyuBlECapfphDBG6BioinFh0vABtog/rnJOg1nBdBZaWSwDgjlUigfUOIBJYETc0ruNx6Ef7OfbSEdTiKLomGVcM8jUPRQSYalgOKIIqg5lhSpakoTC9I5FAcP/zf4SPwqGlm8Pm44sDbWWAL3RcDKSUpEyd0cQYz7Rt5Vj6NFk7xaPH7mfZhQYWdkDgmTiJFM4yBW+FD+nxafurLoXjO+iKzuaWzVf0Xs03mqpw28Lrm2h/jvpFYCTCDKs5lEpq2twatudEFCwcEXFzkD8Jh38I6XaCAApli/7hBCf3SWpjCfQY6FRxHAcdUC7xZR1MuOE5+BhIGo1e0sNHuOetYVQtoOnOImMNbTxX2ExvrRtPGrga+JZK85iPflFF+GAizxPLtl32JZxpXoejraH72HcZa1ZwzKmTbgGSAHlOXJ2lx6vw6+MH+dvkAv4x2cEhPcXHyyMs8V5DvXglTFORCRPjjePYm3oImqaPyFCHiyDhBWsxC90h2v3xy74GgMD36Db2EgwaCCRDLQvxZZjPdSHlIMMPxz7B/dlvcV/2O7xSeJjjteWzOsdscUiQU0ZoUocnPR4zNKqufW5AnAsqpIPqde/DCgOHFbyxCnRcfkUx4sYmElgRNyRSSobfPMTOb++mOlohpntUTZ0zJQdfehhqWA6oBi66P8bhxiquKugcUbhUNKCZ9Xlj0f2MG9M19oaDc3vCkl2kXJ5qe51ddYewfIMHT93KxuHl5wwspCvAMfAtgbNeYq/2EXH3kmUTl2KkNsIDCx5421evbggUFbrvhkNPhXk1NwLlIVjxEdCimcWIiBuWwIc3/46azNB3qpHTg2kcV+ANF1DyI6RiKhJB0XYJJJfsLfUIGKdMq3mSRbEjtItjjGyNUz5j4TcZ9C9fyqssxhvVkUA5LkhUJLoHTUP+pHuBRLKr5TjPLdyN5RqYro6tTy37izsmEvDURYigRsep58gVM+xfeeekCcEAiU9ADguDqWUSCenz88Vj/Nhq5Il4K/2qyr8u6PRM1wKsq8i4gbn9OPbmhQQNU4No1VNjnInXcVhv4rPFVy7xAUwmkJKMpWKfPoibyWKkFlMJBhFSThG2tSDBj8Z+gnuy3+XOzPcxRZUD1fmJKglkaFa1TD86ZfLz4sgVASx0hzmqXd8JRiEEWjaOm5+HaouIt51IYEXcUEgpqR4+xoFvvExvn0TXQE+o9Jc8ap4dlgOqCkIGWO44ljeOCyQrCnolIHe8SHWqE+85ztyykvHK9OJKkT41JY6j+Ozr2s/Wpj34ImDz0CruHFiH5ZuhQ7evI2yBorvYt9SobrAQhkBw+R6rmXB9F1WobG6+MVavbgjaN4ZlPlJOWWm87gReeA0Lbn97ryMiIuLSnHiZ6uAZ3ji1mZqtoTlFlP5RNNdHjU0IIdvDDyTqDKW+Ci511lGaYvvoso5hKA6jfUmObW1AuoI3lm7Cb+qACUdAX4GRehXbFGieh+VM9k2wVZcfLd7BwcZTdI828d6DtxD3wokaKcMSPyE4VxXhkyMQWXR5kFMLltJzdCcNQ73nLN8vFFfmJYZxCnBPrcZydzd/mVrEv849ys8WX+bh2r6pE4G6hpRgbj2KfftigolyNQAcD3WkxAstWwBmVR4IYWakpgq0ikOlZJNe08By/QD73CXkg1EM6U8RWa40eWbsUe7MPMmm9HOYSpVd5TuY4kRx8Wv1gtAhUBNT7hdSgkeCFNtpVKdWOZyNXZnchzXMd+JrcVHQr+LePle0bJzq4UGkFyCudSxKxDUlElgRNwRSSpyjRznzvWc4eARsJYGVgkLVJZ+voggwVQWBRPfGUbwx+lMBak0ivACt0ICvLOV016VXfw5U1kz7uJABttB5q/kk2xbspGxUWT7WzX1nNpF1Ukgp8AMTYUtMJY+zQTK+MQOmesUrVhcyXB3mns57SBrX0UziRifdHhpKOCUwp86oXldKQ7BgSxQsHBFxI1Mdo7L9O7zRewu1koc6dBqv5iIMDTWmg4SK6+P6wZSVK1U4NJlHaYsdoNk6gq641AKTY8VFjO4yyZ4a5ES6mbfW3UGjeX7g6+gwXK8SKFA/4mM5ky9pIJHn8eWvU7Cq3HVsJZtOLTkXvBtMzB3pioLrByDCMF5XWYiQVVR5mv62xTQM9dJ9ZAf5bDOOYeATkL2MuAJwpYVBiTuc11k9+iZ/kH6AP03fw16jlV8oPk9MXrScZWhIKTFfP4J922KCiWwmdbR0rjxwhXOGhmB2KyxeEFCfNHEOD4AiMFqzNGoD6MJhh7Oc8aCEJZ0pPb4BGi+Of5DNwdOsSb6OpVTZWrwfOYP1PIFE+BI3pmFUPCQgFQj0MM/MJwn0s0gfQ4ip9xJFCExNxQ8CVHG2D2sEX6ic1OpY5A1P2edaoefiVAF3vIJRH40HbmYigRXxtiKlxDlyhPwPnqL3SIUzsh0troFvc2rMwZcSQxUE0sP3x5BenpLwGK83qMU1UnmTWGURgahHyDJrd/4RO9f9i5nPN+0XdMCx7BDPLdzPaCJPe7mRjx0PDSwCqeIFForjkqAXdyXkb23Gj81f8rwbuAghuL01Wh2ZhBCw8N4wx2YuAktPTG9ooSemPjYbpITAgUVRsHBExA2LlJRfRGqhaAAAhIRJREFU/RZbd/VQGyugV8aRuooSP/9dXfV8bNdHU8JVDk3YNFtHaIsdoMk8iqZ41PwYh6pLOFFdQnE4Qc+BN8hWB/nm4ntw2rtZEJzPKarEBKM5BSUISwKNCyr+JJIdrUd5oWcPccfksV130VasP/ecnAjeNRRlYvVKwfEDAtGAFGn0YF8Yby8ER5ZsYu2bP6L76JvsXb6ZLBbWZYZvPhpSqLT6O1HwyUiffz/+BF+Pb+AriU0c0Rr4tfEf0eVfZLVu6uFK1mtHqN2xGJmOoZ4a43i8kV6tji8UX5jlxxGuFCU0hcLpPGZLBkUPSxmz6hibjLfYai+nIBUsaU8pUpAovF58EDuIsTq5FVOp8tL4+wimed2qE1Bpsqg2mAhPolc8jIKLWXQJpIaqBFhiO02XmCCLGyr5is9E/CM9E6LqmFZ/XQXW+cDhSGDd7EQCK+JtQQYB9uHDFJ96isLJIY7LHqp6M5qwGS2XKTsOiuLiC5uSV0YNagjpE2gKo/UWnqqSG1qA6rYTEJAqvUHP0R9QP9aH4RRwjKmBhZbIT3lsOD7O891vcaJuiIyd5NFj97E0342UJq7U0d0aGX8v7hIYvW0Bbnp+0+allAxVhri7/W5Sxtu8SnMj0rouFFhzKRO8Wiv2i6mMQNNKSLfN73EjIiLmjfxrL/D610fwKmDqDne1/wmmMnWipebH2TN+fyiqrGOowqfmJzhZWcOh6kKOO01oUqW97yCrTmxjzEzxO3f8HGssjwXeZIdSJQDDDVeu1AuqyGqqww+XvMnhhjMsHGnh4UMbiXmh0DsrrjRVoF9QoqgqAkOolORChCyjyvPuddVEmr4Fy1lwYi8LGntw67sv+V5IBC4JWoM3MDgvCBXgE5U3WeH287vpB/n1uo/y88UXebB2YHIlhqVDzcF87TDOpoWogwVeaLkHRQbcUTt62c8CwPUlKVPDHywgvQCzs27S80m1yO3WW7xcW0pJxonJyjRVgIKd5TupyRibUs9jiG/z3PiH8OT5PljhB0hVUMtNvL+awEnrOGmdki9RxxPocistgy5a3sbFRokbKKY2aeXM0lUuLB5s9cexAoejWgNwYFaveT5QDA01YeJdy8DhiOtCJLAirisyCLAPHaL4gx9g951mRG+nV6wF4VOsjTJWKxNQA+EhAokmHazAQyBwdI2hBg3DbiEz0g1SJ1Xaz7IDXyNdGmTcCFco7nr530577hWfOs1fnvpFAEp6jVe69rGn+QSGp3N/32Y2Dq9ACRL4UsPwxkm7uwk6JUNbFmFP0/R7NTi+w2htlEAGdCQ7uKP9jnk9/juGeB3UL4bCmfD3twO3AkujYOGImw8ZSMaHq2QaY+/Y4FJveJj+7/6IXS/2ghDE4gEIbVpxBWCpFW6pe5yql+J4eT2nq8sZdloZw8HFJ1GrsuTANtKFYV5uW83/XvtRHq2doMULB7yBgJoliFclli0xLzKzOJMc5YnlWykZNe45upqNpxed6606229laMq5UrRJr4VmpEig+7snTSpJJMc7ltA4fJrOw9s4nmkj0KavojgbJpwLjpGUQ9Nus9o9w++Ofp3fyzzAH6fvY4/eyj8tvojF+ZJBaRmIqoO59SgSyYuxRax1TpGVtct8Ipx7ramYjr3vNEpMR6+fWkEQU6pssfbyUm0RFZnElKVp59EOVDZiB3HuSD/Fe3Jf55mxR7FlHKREdSSF9jhSnWZHL47fUKCvc5TbkptorMawT+WpHB3EHasgAMXUUGLGuT6ss++7AnR7Ixy7zkYXAFoujjMYBQ7f7EQCK+K6IIMA++BBCt//Ae6ZMzjxHIe1FYzVVCpOH0WniJQSRREoKOiBjxbY4b4idH1SvDSZkaWoQYp4pY/l+/8v2cIJ9tV18SebfoqTDV38yfd/65LX4Soe29oPs73jEL4I2HB6EVuGbsfycyDADAbJ1A7j1wcM3b2MSltu3gwWAhkwbo9T9aqYqsmdbXeyrmkdzfHm6Ev0UvTcA1v/4u0RWLWJYOH6Jdf/3BERV0mt4vLGD07QvaaenrWNiEuFPd1k+OPjFJ97juEXd3CwWI+qSwx9djENzw/+NGNuKyDwCBijRoCkZbCPhYd3IJH8z/U/wQudG/jp4j4a/VBUuFrYb+VpYPT7aP75RReJ5I32w7zYtZekY/HYrrtpLdWdezaQYeaSoSqTjB3G5R1IJoslV12DK21M/yWEAJeAtGIxuOQOFuz4Pg3HtjO4ZPpJOU/GschTLw9fsj84K6v8Zv4J/jG+ka8mbuGI3sivjf+QTj9/bhsZMxBVm8OxFgbUDJ8qvT6r99cPJLqqoLs+5eESsSVNM97jYorLndZBXqh1UZONmLIw7S33eG05TmByd/ZxHq77Gk+PfZSqncKzVJyMPnUHXwGp4LftR1MUllh16DEVvS5Jck0HXqmGfXqc6rEhnIFxkGDWXHxLR9XCUsaF3ghPW0sJYKbur2uClp0IHK46qPHItfZmJRJYEdcU6fvU9u+n+NQPqZ3uo2TCSTXJmeEUnhzD8Ur4gUBVNBQhUKWD7odlGFIoSASFhIlV6SFQWrFq4yw5/FfUjezguY6NfOOWj+PGU9xf7eWe8kGKZoyUPdWoXbV8vplM8Fe3/IiyWWPxUCt3H19DHYsQqiChnCRdOQYJycB7l1Bc2DRvYbJVr0reziOlZHFuMbe33s6izCJ0dZqbQsRUmlaEtu2BB8p1/sqy87Dqc1GwcMRNS+BJjrwxhF3xWXZbM4p6c/9ZDsplSi+/TOnZ5yj7FoflYlTZh6GFBhGzYcwNy30dfMaooXkOSw/vpHGol+F0I7+x+XOMx7N8rrCXuomJvqopGKlXEBIah0JxdZaq5vCDpds5VjfA4uFWHjq0AcufXBKoKmFJ4NReoxn6eYUJAhwZkBYGCXTsVANjHSuo69tLsbGbarZ10i4+OoiAFn83yiyc71Qkn6xsnygZfIBfq/sYXxx/mvdUdp97LwND5dn0GjTps6V6ABWJr1y6B9nzAxpTJk5f2N9ldVx6ciymBNxpHuHFWhWbrgmRNVUsn3Z6+PHYx7gv+20ervsaz/d/hBMtXVM/dgnYCWg7yKg+zgazEVNMtrLXkhbaUovE0maCmos9WGB81ylKx4dDCxJF0KMPUouv5oyamXXu13yg58I+LHesEgmsm5hIYEVcE6TvU967h4HHv0nh9AmG1SojqqBaXIHn1xMEFVzfQ6ChKwJFeuhBFSF9pFABgaco2GoTZmUREkHXiSdJD2/le12b+d7m/0hWeNxX6WVR4SRN+hnW1m3js7/oMKJN0wQrVXxRT0shxvv230VnoRXdhKR5lFTlJEKTDN21iPzKdqQ2NVNkrviBz2htFDdwyZgZ3tv1XlY3rCZrZa/62O86jAS0bYT+XeFq0vXCq4EWj4KFI25qhCpIZUxOHRzDqXqsursNzbj677jrTWDbVF57neKPf4R0PWrpNg7nm1GqpzEUF8RcJqwkVTzGscmNj7D0wDYMu8rO7g38hzWfIIHP5wp7yAShJWAxKchnFHQXGkYmi6tTqRGeXLaNimFz35E1rD+zcEpJoK4qaIoI/XKkTkCMAIuAS4eoCxVSvk4s0EIRIWBkwTqSw700H3qVExs/jFS1iVck8IjR7m9D5zJlfFIi8FEDF0V6bPIO8Md2L7+d+xC/l30v22PL+KR7GKFYuIrJC+ZSVgYFxpMrSBZ2IoFgBpF1tqwtbqgUesfQ65Oo8cubQiVUhTusXl6u1XBYjiELCDFVJA67bfxw9DEeyH6D+1u/wffMT9FP5+SNnBgk8lDfj+cHbDSni2Y5j2LpxBbU05BL0tvVQKbmogwWWDg0AMBxN027NwK6el0iQ9SUhVAnAofbo8Dhm5VIYEXMK/nyCL3bn2f0ye9RGTxDLabiWDrITmxnOX4Q4LhFJGHIoIKP7tdQpRuuWAkNKQPMioJnrUERddSP7sQY28r/7drIy2v/FS1+hY9UjrPEHaPd7GVtwzbazD7swGREm34A7gvBfx8c5sSBn8ZimLS2naTvoVQkIxu6GVu3AN+6OmdAKSUlt0TBKaAKlbWNa9nUvIkF6QUo4uaeNX7bWXA79G29vucsD8KKR6Jg4YibHqEIUnUmw31F3vzhSdY+0IkZuzlu/9J1qby5g+IPvk9QrqA2NFAixYHhejR3HN3Lg3aRULlMpWARl3JQo+fkfjp6D2BbCZ645cP8r467qPdrfKawj6ScHAIcq0rqxgIUefYUkq0dh3i5ax/pWoxP7ryH5nIWiUKAiU8MRAxFjVEjRiAtAmIwTSjwTGQVg6xmUbY9vCBABaSqMbDkDjp3P0X9iR0ML9w00XeVoj44RJyLXAGlRJEeqnQR0idM25J4iklFr6OmZ3DUBK4a52dlP096Kk8ZXbxodBFcICZ2qQZfSD5IOn4Xf9//R3gIAmWqqHV9ScrSCPIVgqpDfOnsJ8XSqs4ms59tdhWXDWiyhCKmJiOPe3X8qP8nuKfjuzxi/x3f5+Oc0CbKuIOwNJCOg1SlS1Y1addm58aXimmgKgR1CYL6JE3LQD0ScKilmy1nTqAUJoSroSIt/ZqJrbOBw5HRxc3NzfENG3HD4vgOfaU+Dg8foG/bc2Re2otVtPFSFmpzHZqMUbUXUXNy2F4JL3BRFIGGRAtqqIENCAKhojs22ZE848mNjGeXEav0o47/gD9rXc6RxT9Fs1fmseJBlrmjdFtHWJvdRqMxSMlP8P3K7bwi2oBtM17rPYWA7wRPU2ePosWaya9cwMimhVftDHihYUVzopmHuh5ied1y4vqlM7ki5kDDEtBj4NnXR/AEHggFuiLzkYibF88PGBivkcyaCCFI1VmUxmpsf/I469+zgHh6/uIm5hvp+1T37qX4+BP4+TxqXR16Nsd4zeDgSD0aDnr1DKjGlBIx1y/PaDxa9eMElRE2HthGspRnoLmb7y+/n69lV9DsV/ipwn7i0sNTwdMEli1JliRJ5ER6FVRVeK2zl4qZ4OEDn6BnrAdFxqkqsbC0bxI+ClUUaujkUYIKul9FiBq1+gB7fObvmDrFAgFJU6PseLhegKpANdtMvmUpuVP7KTV0MZ7qIc4QueAYinQniSmQuGqckt5ITTsrpmLTiiMV+JB/mkVBiT8xlk57TQXF5ExqDW3FXbgIggvLtqUMzS0sHfvIIEJTMFszM76+6WjQLNYxyk77ZXxuB1lDEZPDxVQ7YKS+ka/HP8uHal/hA/bXeFp+mAPa2rA0sPUQwqwy7jm8N7FgSpjxTJiagqWreGcDkhXoMMscU1uw716GqDooIyW002MooxMmKqoSiq15Lr3VsnGqRweRfoC4yct6361EAiviihm3x/nzN/4U7eAJFmw/RUclQKYT+G05NAm2V0+xthjbD3C8MQSgKaAFNloQzgRJFFKFERr7+8inN9Db/hiK72A7u/mbhmb62+6h0avwieJBVjhD9MQPkG5+k9OJKn+upXhDXcaJmEdNPw2cvuT1/vDoQhrdYcpLexi6b9NVOQOeNayoeBVM1WRL2xbWN62PDCuuFaoOXVvg6HPXxy69NAhdd4I1t8FBRMSNRMUJODFaRkvpdNeHEz6JjEml6LL18WNseHgB6fr5jZ64WqSU2AcPUXjiCdz+M6jZHHp7OwD5qsnB0Tp0JUCvDIEMwu+GC3C8gEXx5wB46xvdqI4z5Ryb+BGeZnBgxR0807aO7yQX0eEV+XTxAJb0qekK+WwC1bNQHRNJDCksJDECYSFQub333AUjsIEqqhyBoIomamiKjUoNgYtAovgSxZX4hkKl2cTO6GFP6aVaeyZuJUJAwtCo4GF7AZoCw93rSYz20XzoVarr6uj0X0PDwVETVIw6aloGV43jqDGkmNtQb4UsXPL5qlHHmdRqWotv4RI7J7I8KTE0BR1JqT+P2Za7InHQoiaoGQUOOc/hcTdSKqgiHDOICbeQar2JFIJvW5/h/bV/4D3Od3iP853wAKcmfoBAj8OWX5zVeQWChqTJ6XwVbeK6u80Sb5brQ3kdN/HjJn5nPTge6lgZ9UwedWAcfIlUBMR0mIc2Az0XpyrBG6+i111hhmPE20oksCKuCNd3+cbL/4dF33qFTFXgJuN4zeFsaBDolOweSk4DtltC4qIIgSYddK8GBCh+QMNgL81njpLPrObgki/gaglq/hm+nTE5qS+mPhjjfp4nlThOoe0kjyfyHDNVXJEAEqi+QkPFZPFIE43lDI3lDF9bO3MIopaA3tuXUlm/5YpNC6pelXwtj0SyKLuI21tvZ3F2cWRYcT3o2ARHfnztzyMlBC4svO/anysi4hojJRwcKJKL62Ri4fdUPKVTq7hse+I46x7spL7t7Q80lVLinjjB+JPfxz1+HCWVwug431szVjU5NFKPoXlofgXscVAnrxZ5vuSYXMvh8q1QBracf85wChdEeAjevOXD7E72cMRo54Nlm5UOINZRUWKIwCAzUWnnKYD0EFQZiw1wIncMVymxarCRbE1BUEMgz1uwqwrqWbdGKVG88MezFEotMZykPtmSTnXBn2416cLUYomQPgnVR5UBjhcgVEH/kjvo3PNjms9so3/JGlw1jrxO5egVo4H+5EpaSntwRBwpNHxfUp82cc/kwZdYnVfWPyQEdGtpbDlGr/sMPnfjyziqqKA6AaWWGFIL32NXmHzP+hT/rPLfpj2W4s6tzK4+YdA3dn6fbrPIc4VWxnyDOu0CsW5o+M0Z/OYM+AFKvoI6OI52egwq4XbS0q+4b+ts4LA7Vo4E1k1KJLAi5oyUkqf2fJP0N54liUWtMT7xONhejvHqEmquxAvGUBSBLv2wJEL6xCpFms8co3HwJMVkF7tX/QsqiTaKWp6n6nfQl+rFMvtoNE9RM0vnCv7qfJ+eqsJdY81YhU4aSxly1STKxJ1KYhCIODCzwDrxYBMs2jxncXWhYUXKSPFw98OsblhNzoqaT68r2S6I1YFTDo0vrhWVYWheFQULR7wjUEQYarurL8/tC+vRJ2bmrbiOq3i8+cOTrLqrjdZF2bftGt3Tpyk89RT2/v2IWBytvX1SJcBoxeLwWC4UV8KHUn/oAHHBuDUIJGXbwdenN45wjDQ71nyRWqyBqlWHVHR6fOipAlIHoeFpNVxjBEGVeLmCJmsIqlS0Ek8u305vdojlgx08eGQdhm9PHDm0YBcCzLMW7FKiugHCBzeuUmy3cBPa9CaH3btAgjdeof2URy6RQJEBSJ9zsVRChH1mVgxLtajZMFiTqM3LSI6eIHviMIWOhcjU9S0lK5tNDBDQXNqHrcQRQiFhqhT6xlAT5jmRcCUIAUv0LLYcYdh7Gk/cje8lQC9Ry04ubQ3mcSibsiYfq9sMXY2P11LUJUem30lVCOqTBPVJ3OVtiGINdaiA1jeKKNWQqbmvEiumhhI3QqOLiJuSSGBFzJkdp7aR//uv0OzpOHXhF2ggNYq1bgq1Rly/jMANyzj8Gppvkxs5Q/OZo6QLI5Rjdby+4WepJtdS1sd5ecHfcaTx9TCHSgrqqnGWVD02lYqscqukC0305m9nwGmfci0BJogYQpaxgtdJ2IKyObXDOYYCHRtn3b8jpaTslik4BRShsLphNZtaNtGV6kJVbj4HrncEQkDPvbD3W9dWYLkVWPLwtTt+RMR1xtJVijWPff1F1rRnzo3zdUtDqIK3nj+FXfHoWl1/XUucveFhCj/6MbUdbyJMC62tfcr5RyoWh0dzmJqPpkio5MF3J32XSwkl22Nh8g1O2XfOeD7XSJIsnaJheCd/vuw+Mv44d1ePoFIDJJWEggggMx6ce49OZoZ4ctk2HNXjoUPrWTXQdd4l8GILdiSq7SMk2EmdaoOJF1OnF1ZSgpQE0qcUONQndOoTKoHtQDwBejx8jaoRlhJe8L5kTYkjBKXaCEPLVpEa6aVp9+v03fGesHf0OlIyWxAyoK6wj3QiS1C28cYqxJe3XPWfJVUIVhp1vCmHKPvPgnMbY61tIC5ySXQv7cY4F2KGiq4q+EGAqih0mSUEkuN2ko0zCawLEQKZjuGlY/gtWazn9oef9RWg5+I4w6UocPgmJRJYEXOir9DLLzz1BSrLpzr7xJzd/JNtH0MVoAc1cAbIDh2mu7efuO3RnzV5+r73E1ceAinY0foU2+v3E7h1LDl5F3cVajwgDrEmvhcVn+PVxewsbeKg2zTlXAEWUlgosojpvkqycgrF8/i1H8UYbLUoLoijtiaxYhqiNg51PZC4tFUrhKWPI7URfOnTHG/mgQUPsKJ+BQk9WqK/IWhbD3u+wYwd7FdLrQDJlihYOOIdR9LUOJOvUp8waM+en1HXdJVkzuTQtgHsiseSzc0o1ziQ2M/nKT73PJVXXwVNRWttQ0xTWTBUjnF0LIeleaiKBN+BykgoOs4ioex46EqBlZkXeWHwSzOed/P23zn3u1i6nHurR/C00LhC9yA3dl5YBUheXbCf1zoPUFdN8fG37qShkr7gtKG40lWBJkQorIBaxqBar+MbChBA4FwwwD5rkwEIQVUIPFWlJ7OUruxCWKBS2boDkslLVlrYnkZD0mdxtsK+fo3+5Rvo2PUq2eMHyfcsv9RbP2tS0qU4jfV96iJ3RYCC2UrNdFgj+rB7ayDAmid7cV0orDUa2D1ymlL6Nbzm+6HYCFYxfDsDBfz5G8qGfVgGg0WbuKEQU3ya9SrH7bn3bMuEid+QRB2vhr1Zc0TLxrFP5Qmq7qys7iNuLCKBFTFrik6RH37lt6mYU8UVQNWosr1jG/VjZ9h4YJx1R8OwkG2LBbuWbaa19ihpL8sJY4gfxF2C0iY2Vjr4QGEfG5PbWJQ4iAQOV5azu3QLBW/yF7QEJBYSC1WOkyxvw3ROEyhwpsViuC2NaI2TTOgkzzbWulUwk9CwbMbXJaVk3Bmn7JYxVZPbW29nQ9MGWhJXPwMXMc8kmyDXA9VRuBaZYrU8bPp8FCwc8Y7jrFHCvjMFMjGdpHn+9q+qCqk6i969ozg1j5Vb2lD1+f874JfKlF9+mdJzzwESrbkZoU5fETBYjnHsQnGFDM1nEJMmVyquj+sFbGx4hp2F98/6Wj5SPkLVEozWKRguNA3558RVyajy5LJt9GVGWDmwgAeOrEUPzr5fYb+VQGIKgWaH97laTqea0wl0ASIISxhVKzThUAxQVRAaKCo+grJfJWNkWF6/jKR+vgfO6O7GPnECNTX9gN4LBIEULK4bI65bmHqWnUgyjW3UHdxNuakdN3HlBk5n+S1n56y3tb0AJdOFlkpReuVp9MYUijV/fckmCstEmm+u0wiyu0gMrICRNrBKYMeh5djlPK7mREPS5Mz4+VWybrPIkVr6EnvMjNfdiLrt6BUJLD0XTux6+UoksG5CIoEVMSu8wOOJx/+Q5pcP82e7PbLlqdtUDRiP76ElDyVL4Y3lzfS3rCcu72RhqZ68cPl2wmZUM7inMMTDwS42pLbR3XQEN9DYW17LW8UNVILJN4fw1hoDaWK4o8Tt19GCAQZaTAZbMlQbLTJJk5ypnrdj9ewwKFbRoHU9qFP/qNe8GqO1sJO5J9PDHW13sDi7GEONvshuaHrugTe+PP8Cy62FpYet6+b3uBERNwiaKlD9sB/r1p56tAtWqhRFkKo3GTxWwKl4rLm/A8OanyFCUKtRef11ij/+MdL10BoaEPrMA86BUpzj+ewF4gqwS2H/5QWZV7YbUHN9Wo1DHBq4lT2xj83qehzdpJASFDIqhi2pHzmbHCw5nh3k+0u346o+7zuwnpWDHYRLJT6cLQmUCqZUEZpKpT1FrSGFNE1Q1PBHKMxQF0h5wnRhWd0y2hJtUyzEje4u3NOnkY6DMCbfi8I+Z43FdaPE9XCiszltcUtXHbud9awYe4rGt7Zy+tb7r0sg7lkcL2B5SwpvrETg+CSajHmtMvDHq9QvaePjXc38xfhe9Nb9GJoD/QshXoD6PiqDBnFvqmPklcR6pC8Sh91miVdLzZR8jaQ6/QTzTAT1SdA18Pw5W7mrKQtUgTtWxmzLzmnfiLefSGBFzIpnXv8ase89h9JQR7Z8YtptYg44Vj0Hly1ipKELR11MTLbjIHk+5nBIq7JaP83P6G/wsPIaHWYvdmDyZuFW9pbXYQeTG0ElIGUMxTcwvBFi3muMNeQ52WoynmsgntDJWDp1uhreymQQ3oSRYKagcRmkmieVk/iBz5g9huM7JI0kD3U9xJrGNdRZddfsvYuYZ5pXhQOYwA8HM/NFZQhWPgpaJLAj3rnEDJVC1eXQYJHlLelJMkAIQbLOZHy4yvbvn2DDexZgJa98JeJcSPD3v09QraDWN6CYMw94pYT+UpwT41niuss5/Rf44erVBZlXri+p2A51w4cZVhfQ2/IAdaNvMpZdgVSm9uSUheT9j/4PAL4oX6MaV0mUfepGvbDSDJ+Xug+ytfMw9eU0H3jrNnLVLK6qIBEECPAkMQmGpVNpz2HXJ5EzrMBdjBu4VL0KjbEmluSWELs4HHkCoWmYy5dR3bkLVT8fZislVFyd5kSZutjkHqT6pMn65e0cG11H5/7tpHuPUFiweFbXdbX4gURVBQ0pk8or+xGWhbFsDYwdDWMurlJkSc9HCkitX0BWN3ksuZi/Lx2kpfEYmlmGWBmhSP561XsAOO2V+WCimzvMRtj+V2G/nu9MLiu9DHFDRVUEQSBRFHHO6OKEnWRVPD+3F6AquN0NaIcG8FNzE3tCEWiZeGR0cZMSCayIy/LWkVcofvnvSCQzuMal3XD2rLsfX7RhK4sQqOwwfN4wKqzz+/h3sde4V7xOu+inosV5ffwu9pdX48mLZ+kkih9HSB0tGMFJH6KvtcRoTkMYGTIxg05LOz/76tXCFStFhewCyHaCmb7gxjTZsGJV/So2t2ymKx0ZVtyUWGloWQ3Dh2bVVzcrAi/887Lg9vk5XkTEDUzS0jk5UqE+YdJ00aBPCEEya1IpOmx94hgbHlpAMjc3EwHp+1T37KH4xJP4+THUunr03KV7cqSEM8UkJwvpyeIKwr4r6Z+rRPD9AM6coOfELo4u+CD9LbeTtXdQyIxiyVfAh/9UP/PfZV9VSOchXtFxVZOCWeGpJVvpTw+xcmAxdx3fhBZooUU7oLg+uuejxQ3cBQ2U6xKzLiOWBJSdMpqqs6ZhLY3xxmnXti5Ea2pCq6/HLxRQ4qGRlO2pJAyHzsz4tJolGzNYtGUjowMnqd+/g3JjG37s2ofdVxyP7voEim3jHDuGtWYNonllKIRHr15keeM1UhsWoCbCP6drrQby0ubJ8gnaMkOoFxw7mDCDWGnWh9UrS98PO/4Wjj0Pi98z63MKIWhImIyUHWKGSrdZBOC4nZq7wIIwG/Rg/xWZXei5ONWjQ1Hg8E1IJLAiLsmZkRPs+9P/QRoDN5FkqLqURbwy7bZjmcWU1NvQiNOn+bxkllnlnOD/q7zA5uQ2mhih4KV5qXg/hysr8C/84zeRF4KMI4WBExtjvPUYw/VFPF0QM2I0xXTihhbenAIf7Eq4ahXLhqsaicZzoZN+4OP4DgWngBd4NMWaeGTRI6yoX0HSePszXyKukq474cyu+TteaRC67grFW0TEOxxFhLP0u/vG2bK4npg+daIpnjKolV22PnGc9Q92kmu5vNHPuZDgxx/HHRyYCAnumMV+cLqYpHc6ceXVwt7IicwrNT9E+sDrWMVRdq/5OUbq1rDQeIpeX0VndgPQzKiFQBAIOJ7t48eLXyZQAh46eCdLRnrObae5HsILcCwdb3Ezdn1yTmLB9m1s36Y92c6i7EJ0ZXargQIwly0NTUCCAFeGFu+L68YuWWWWjhmIhx+k+g//QN3urQxtvuealgpKGZZMtmVj2Pv3QBBgLV8enrNpZSiKx05cscgKbA/F0kksb530+N1WG+O+wyu1ftrV+Lle6fHAZrGeIaNMTNpmOqBtI5zaFl7PHKI3GlIGA4UaoJLRXHKqzXH7ysYOodlFCjE+TW/FZdCy8Qkb/yhw+GYjElgRM1KuFXnxf/9HkmM13KZmRivLebztVbwt/xXHmH4gWhYBL1lVOtwj/Jb/NBsy20lpBYaCep7Jv5fj1SXIszdBKVE9iQgkgUhixywq2TFGWvdRtcYRiiBtGaRjOsbEXSVwKji+jasoOKkW3EQ9vmYiEIjayISzk0RXdFJGis3Nm9nQvIG2RFtkWPFOonFZWPLhu+dE9RUTBQtHvAvRVQXH89l9apxNXbkpvUAAVkLHqXm88YMTrLm3g8auFNJxCCoVZKVCUK0SVKv45TJBPo99+AhO70nUdAZjFsIKwr9+fYUUp4upqeJKSigOgFBRqwWSh7YTGzyObabYetuvU7bauT35V+wtNqEx++8BgcAXAa8ueJOdbftoKOd4+ODdZCeMDHTHQwkCipZJqTNDqjWDOgfjm0D6lN0yMS3OLc0byZrZWe97FjWRwOjupnrsBI5Vx7L6ESzNv+x+qYZ65K23orz6CmMnj+Eu6Llm976aF5BLGCRMjbH9+1EbG9EaGsInhYDm1eEkaL437Jmd42V4xRq5u5eiGJOHqkII3p/oohA47HNGadNC4VHB5zarZfJBeu6FkUNw8EnY+LlZl5WnLX3S9XabxSsWWABuVwPm9sKc99NzE4HD+UoksG4yIoEVMS2e7/HM3/5X4gfP4Le2MlZZwSvZI6w4cmBGcQXw1fQYf+r+NetybxBXKww6Lbw6cg+9tR7OWtSqboAShKn31XiGWtyinB1mtG4PFX0URYeYqaLr4Co+o4EDTi10brLSpJrWkMstJBOrp86qI2flSOgJElqChJEgoScwFCMSVO9kNBMW3AYnX4VU6+W3vxSV4XAgkL7K40RE3GTEDZWxssOx/nF6sibSdcMfzwuFVM1G1qrIqstru96iU+2jUQwh1Auc/CRIGSBUDcWy0Ns7Zv3dKyX0ziSuAGrjKNVxEif3Eu87gBQqZxZs4kj3x3GUJA9m/oDBmoobTC6FO6Fd2kWvYJb44ZIXGUgNs7p/KVuO34ImFQzHRQRQTFoM5JLE6hPk4nO5l0iqXhVf+vRkF7IgtQD1KnKp9AULyJ8Yod0YIhubao8+E6kN6xk7eoTOwzvZk2silkpck/uh6wd01cfxhobwh4dJ3H335A2EAi1rIQigeBrMzKxFll+2MeoSxHoapn1eEwofTy7ir4oOA16ZnGJiorJIv2h8opmw5L3w1j9C76th9cMsSJgairigD8sqsXO0DidQMJRgdi/iwtdTn0TqGoHro0yzYjwTiqmjxKLA4ZuRSGBFTMvL3/9LeGErsqWdsepK9htjiPKL/ORzAU/fN/N+L1i/SDpW4Yjs4qVgM/ZwC4oUKF6A4oeiqhRXKSeyuIZOOTXAaOYQjlkgqxssiqVpNS3qFJM61yER+CSsBImuu0ksuJNYtisSThEhnbfB8Reu7hhSRsHCEe94hO9jFPIonoPqOCiug+o6KJ5Do+vi+gGjSRNTVyf3iSgKKAqKqhLTVXqDLvxUPZ3p4lVXnkkJJ8bT9JeSJHR3yvGEXSb+1tMkevciAp9i6xL62jcyHN+Ih8WDmd8lqxzl5cpPTNpvRLH4amoZQkrkNBeZSOzkH5Y8gUTy8IG7WTKyAN3xEAQUMgmGsglqhkZzxiJhzH6I5AceZa9CxsywvG45yXnITqyWA5o39NC0+xtIOXvhKhSF9AMPkP/a11h0bDcHlm4iZWnzeu/0/ABNEdQnTao7toKiYC5dOt3FQNs6OOVDaWBWIktKSVB1yd27fNp8tLNYisZPpZbxZ+Nvccwr8nB8AbqYRrzUL4bGFXDi5TCyJTG9aLsQRQhycYNCzcVSwj6sAIWTToLFVvGy+09BVXAW1OMPF1DmuBKl5+K4I1Hg8M1GJLAiprD/zacZ/8d/RDS0MGav4lTgc9J6kl/7uk8+U3/JfV8MVtOnLmbQb6JhwMWyw+BGJ6ZhpwykkUMTBrnYCEayl5TlsDi3kIXZJElDD3OrKsPgS2jeCIvuh8blV18GFvHOI9cdmpm4VdAvbb4yI3YRUm3hDTgi4h2KWquSOXEQqShIRQVFIIWKFAqBFSOQMOBDZyY2YymcCiSkx5liCtdX6c7m5+o6fY5Awsl8hoFyYqq4Cnxix94g+dbTqE6VWlMXYz0bGFLrGNNX4qOzIf5XLLVe4VuDn+bC0XpFaPx9ehkKki+Ob8duhERRx6qp+MLnla432dW6n3SpjvceuIvGYgwpfPJ1KfJ1CcpCwVAVOjMW+qxfXGiiJBAsr1tOa6J12nLLuWJXPDRTZe2HNlJyduP29p0vv5sFWn098U2b4PXX6ers5jgNpOdRZFVdn4WNSZQgwD5wAGPhQhRrBjMUoULbBji1HcrDEyZUMx/bK9Swuuoxmi/fE5tWDD6XXsH/W9jPBvMSpkeL3wNjx+Dg92H9T82qJ6wxZTJStrF09ZyT4HE7dWUCC3DbsjBUmLNQ0nJx7NN5gpqLGotcbm8WIoEVMYmBk/s5+L9/F5GuY8xfy5hjsLP1q/zqP9awrQT7Vr7vkvt/0f1lvmRvZdmgRDUSyKY4MmZiyjgJKTCsEWKpXhrSPt31ORqSJqqQ4ZdupRbaq6/4MHRsntUsU8S7GEWF7nvgwBNhM/OVUMvDmo9HwcIR73ikquJZ07vKqSLMMhoq2rSkrRkHn0JAXHcZrsRxA4XFdWNoytyc0QIJx/MZhsoJ4heKKykxT+0jtfvHaKURnHQD+bX3U8s0MVLTGdVWEKDQrD7Flszj7CzeQt47P+HnIfhqainjiklu8X/iy0Zt2vOvO72Mew6uQVE0hhvTFLIJXFXB8QJSpkZjypy1QHIDh6pXpSnezJLcEix17plL0+F7AXbVY9MHurHiOuqHP8LQ7/8+0vMQ2uyHbbGNG7EPH6bhrW0E93+QkyWPlKVdtQA8a27RmrFwjh1D2nZobnEpFA3ab4G+rWFQvDG9yJJ+AH5AemP3rEVIgxrjF7Pr0C9VjmkkYNGDcOBxOPNmaH5xGTIXhAM3ajUSisvxWhIys7qsKci4idmaxRktoiVn78ypZcO/t95YJRJYNxGRwIo4R7kwwvY//P+AMBkXt1CoWWxre5xf+N4YCjq7V3+Yknkrl6se7gnSsMAiUDU818D3BUZsiEx6iK5GhY5cIixXcKpQ7AVEWKfdcw80LJ02FDgiYlraN8D+715ZqOXZYOGWtdfm2iIibiIMVaHs+IxXXTLxmQdxZ0VWwTbZP1zP0vpRDHV2PSmBhGNjWYYr8UniSh8+QWrXDzFG+vBS9YytvQ+7oZNAaIzYBiPaCiQBRrCVBxv+kaKXZkfx1nPHlcB3kovo1dPcqx/hjRnEFcA9RzYy2pymmIkTqApeIPH9gMaUMTGgvvz3iJQBZa+MruisbVxHQ6xhrv4Nlzi2pDRms+yOFrJN4cBab24ied+9FJ99FqOtfdbHEqpK8oEHGP/61+k4+hbqyk0cHS6RMnXUKQ1vs6fq+jSkDOKGxvj+/SiJBHpn5+V3VDRo3wR9r0NtPJxQvQhvvEpiRRtaZm5VCZcUV2dpXg2De+Dos2HVgnnpFbKkGboWn11x6jJLHLcv3d93ORIrW6n9eAzm4JehpWOgCNx8JQocvomIRrIRAPiOzat//B9x82WKiXso1Cz21b/EJ54+Qa4k2LX+I4zHtlASgmbGqcmpUzgxZYwUOkEqiesY+K7EjA/RVDfC4haNlkwaQ8iwBDBvQywHq38iLB2IR0G/EVdAqjW03nWKl71ZTqEyBCs/GgULR0QAiFBkDZcdLF0N+7Fm2lRAXPeouhp7hxpYVj9KTPcuefhAwtHRHCNV65y4UgtDpHb/COv0AXwryfgtH6ba2Al2HqlojNgxhtVlgIsevMmG5Ivk9DGeGv4Ivjy/uvBsvIO3zAY2an2srQ7xxiWuo7e7g2BiLO66PoqA9kwMy5id8YDt13B8h45UJz2Z7llbr8+Wct6mZVGGzmWT74nJe+6hsnUbQbmMkph9D4/e3Exs3TqqO3bQvXQJenOWgwNFklchsrxAsqAugV8q4Z48SWzjxkv2Sk1C1cMKld7XwC6BeV5pBK6H0FSSa66wIuFyCAFL3gfb/gIOPQWrPn7JiTlVEWTjBmXbw5woE/zheBu+FGHlzRVgtmZRTX1OZhdh4HAsMrq4yYgEVgRSSrb/7R9QOniUQvo+irUYZxJ7uG3nThYOwO41H2I0dS9FRbAx/ce833p6xmNZ7h9QqenE44Msah1nUYtOXTyNcMpQOgUIaN8I3XdD/aJZW6ZGREyLELDwftj5f+cmsAIvbL5ecNu1u7aIiJsMIUAVgoFCjY5cHOUyA/CY7mN7aiiyGkZIGtM73fkBHBnLMVaNEddd1FqB5J5niR17E6npFFc/QGXJ7Ugk5E+AajDsJBlSlgBVjGAHWXWI9enXOVZdRJ/dfe7Yb8QaeCHWwWJ1iPuKvcSqlxY8tuUhfIHnQFzVaYhbaI4CNpMXr0LT24l/CHwZYHtVTDXOovRykjKJUwhwFQchwkGwUATKBb+fe3yWq+vVkouVNFh+eyviovdeicXIPPoIo1/+G/R4fE49PPFbb8U+epTS08/Q/alPoasKe04XSBgq2hwb6Vw/wFAV6hIGtTfeAikvXx54MaoBHbeGrn5OCSayKb1Cjexti1Cta9hzHcuG44+jT8PQfmhaccnNG1ImYxVnQmAVcaXKaSdGp3llYkeoCvEVrZR29s7J7ELPJageH44Ch28iIoEVweEffp2B555jPHMvJTtGWT1O4+nn2XRY8taqhxiqe4iCAlvSv88D1gu4gY6uTL2RVmWKWGKQZV1luhs04poV9lYVHIg3wJrHwpIu6woLmCMipqNlNewgzFuZrSVyaTC8yUbBwhERk9BUgeMFDJdsmtImlyuZMzUf11fYN9TA4rpRcjF70vN+IDgylmWsGiNBkeSel0gcfAWCgMriWymtvAdpJsIy3/FeEAqDXo5hsRAoYQY7UXC5I/scUiq8lr/33LGPaymeiC2kVRT4aP4IMUcyZl56WNPb1UvZ9uluiNPUlEJVCqFxogR8AcHEz9nffRivjuP6Prc23sbq3GoIFHw3wHX8Sf/2vQDfDfAmfs7+9/kKZnH2/xOyLUROODcKRbDxvV3o5vQTj9aqVZhLl8zZ8ELoOskHHqDwrW9Ref11Ou68E11V2Nmbx9LB0GY/YK+6PkubUgjA3r8frbUVNZud9f7n0MzQCfbkK+CU8X0dLWkRX9I892PNlY5NMLQXDv8wNEu6hElS9oI+rAuNLq5UYAHEexop7eidk9mFlovDUYlXqKLnojysm4FIYL3LGdj1Oge/8mVG03dTduIEcgDb/jEfetNnz7K76W/8CHlF8kDmd7jTfJ2Xxu5hq34L4ylBhhj1dgNSChpyQ6zqqfHhnIPmOVAZDFenOm6F7jsh1xMZCURcG2I5aFoehlnGL+1yCYRCLPDCnr+IiIgpGKpC0faI1VRSs1hN0NUAISQHR+rpyY3RGK8iRCiuDo3mKFRVGk68QGrf8yhOhWrnakqrH8BPXlAGZxfArTJIO8OyG8hjBrtQCOiJHaLDOsGr+XuoBEkkcNqK8bXYMup8m58a20/c9+iPKXxnzXcuea0112ddZ4aWtHVucCsEodpRziqtiW29GsPVYRZ2LuSRRY/QGL+ES90MSCkJAkngSwIvIPAlvicJ/LO/T/zbD4gldVJ1M5sfCCHIXKHhhdHejrVqFdWdOzEWL6a5uZmNXTnePDmGRGJql68mOSsEWzIWXn8/fj5PcsOGWV/DFDQLOm9HnngZf7RA3Xs3XJ/VGaHA0vfDG/9vuJK17IMzbpqywvdYSkmbUUEXPsftJHczcMWn19KxOZtd6BcYXUQC6+YgEljvYsp9J9j5v36XYet2ym4SxR9iQH+Wx56rsn/RrZxpfYy8EvD+7H9ho76TZ0cfYGRsLXKBTpOMkbTrSKYHuWO5Q3PKR1SGoeiFfTEbPgSt6ybVV0dEXDO674atfw7MQmBVRsJVryhYOCJiegToimCoaGNpKvosVjg0RSI0j2NjORxfpSVZ5tBwjuDoARbs/yFaeQy7qYfimvfg1V1k1BB4UB6in05G6UIwhBHsQUGiC5vbMi8w7DSyr7yWQMCpnME/KstQfMmni/tI12wONVT53urnURQNFQMfZ8o1qpjcvrD+sqIxkAFDlSFUReXjSz7OhuYNKFcYGCyEQFUFqgrMss/rUlyp4QVA/I47cI4fp/T002Qfe4yGpMnm7jq2nxhDSh/rMj1BFcenOWVh6SrFfftA0zAWX2XEhR7DTy3H1A9g1V1ZX9MVkWw+v4LWtCpcyZoGTVFIWzq252NoggVG+aqNLmDuZheKpaPEdNx8hSsMJYm4zkQC612KNz7Otv/5W5yRqyjLNKo/zJCxjY89O8zh7g30df40Y0rAo7nfZJV2gB8UH2asuJxYLkW7lsK2LbK5Xu5dMk5alKCiw4It0HUHZLvm7ugWEXE1NK0Is1YCL3SqmokoWDgiYlYoikBIyUChRlsuNitrb1WRxHSXvvE0hWMDZN76Bmb+NG6mmdG7fwqnefG09wZZGuZM0EGeTkTQjyn3IyZWkm5Jv0JMKfOjkQ/hqgr9dRqPyyVUAoPPjb1FU63KawuHea7ndWJKhp7YXRjKeTt6iaRY9WhKm6xqy1y2HK7klsjX8qxrXMf7et5HxrzxStqv1PBCMU2S991H4fHHqb7xBvHNm8nGDTb3hCKr6njELhGu7AeSzro40nVxDh/GXLwYxbg6kyDp+0hPkv7530Qc+TuojF4/06uuO2HoQJiNtelnZ8zbbEyZHB0qYWhhH9arpaYrMq69kCsxu9Cy8cjo4iYiEljvQgLH4c0/+R8cH2ujrObQ/GGK6iEeevkofW3r6O36PGOqz2PZ32CxdpTvlj/AzvQSMqZGu5HGtk1yDSe5v2eQhBWHVZ+DljVgTJ+xEhFxzdFjof3v6Tch1TLzdnYhChaOiJgluqpgewGjZYeG5PQZT43f+e+odnna5/xYmvzmR6l1rZ2xP1I6Ffrseoq0IYI+THnoXG9SvT7AisQu9pXX0ieaGW5UedbvYVCm+OTYAZqp8vj6I+xp2EtabaPLug1VXDhIlhRrHq1Zi9XtmUuKRD/wGagMkDSSfHbVZ1maWzpvobzzTWh48SijX/7ynA0vjO5uzCVLqGzbhrFwIVp9PWlL59aeOrYfH6NseySm6WNzvABLV8nFdewDB5Cui7Xi0gYRs8EfHia+aRPGsvXQ2gQv/P+gOhaWfl9rFA2Wvi80STr+Aix6YNrNsnH9XOFol1nix4V2hj2LRn3mOIDLcSVmF3ougXNmHL/mXlsjkIh5IWqKeZchg4CDf/OX7D+sUVbr0PwhPAbYuONN8tl1HFv4c4xoHp/J/jqL1GN8vfYRdqaWkrIVWvQGao5BfcNRHug+QyLTAPf+69CJLRJXEW83XXeAP7UsaBK1cVj+wWiFNSJilhiqwnjVpWJPb8M+k7gCGHr/l6h1r59ZXAUBJ8bjFGlDCY5PEleCgDuzT1MN4mwv3EGgCnZ4bRwN6nmgfJL6XJFvrt/Onoa9NGpL6LG2XCSuoGh7NCQNVrVdWlzl7Tz9lX7ubLuTX9r4SyyrW3bDiquzWKtWYi5dgj8yMud9E3ffjTAMSk8/jQzCDLOEoXFrTx2WrlKqTf2sa15oDCKEwN6/HyWdRmu9ujJr6ThIKUk++GD4QLoN7vzl8Hu8lr+qY8+a7AJoXR8GIBf7p90kZelha56U9FhnjS6uvv0h3tMI8nxv2+XQcuf7sCJufCKB9S6j74nH2f7yEAU9i+YPowZFug69iG9t4NDSn2NEc/h87l/Srp7m772PsT/eQ0NR0K4247oWjY1HeaB7gHhjN9z1K1F+VcSNQ92iUOh7M8wqutXQDrhlzfW9rogbGiHE+4QQB4QQh4UQ/2aa5/+lEGKvEGKXEOLHQoiut+M63y6EAE0RDBRreP7sAoXPMUPJFUAgJUfHLCo0ovqHMeXRSX6FKxK7aDCGeLF8D55vcNTO8YZsZ1UwTHvDII8vfIZTiZMs0NfQbm1AXCTiyrZHytRZ25GdMe/J9V1OFU+R1JP8wrpf4P0L309Muzk6XM4aXkjHQXqXziC7GCUWI3n33XiDg9R27Tr3uKWrbOrOkbI0ijX33MA/kBIBNKct/PFx3FOnsFasuGoR6g0PkXrwQbTcBatV2U6485fC7+ta4aqOP2sW3heGzh98AgJ/ytOGqpAwNVxf0mmUEMh56cM6a3bhl+3LbwxoaQsUgTc286RGxI1DJLDeRYy8vp2Xv72bvJpE90fRghrpU88SC9azf9nPMKLb/NPcL9EoRvjeyEc5RRsdI4JGswXXN2huPsL9nf1Ybathy5cii+uIGwtVg+67oDzDjG5lGJa+NwoWjjiHEEIF/hh4P7AS+LQQYuVFm70JbJJSrgX+Efid63uVbz+qIkDCYNGe9Wz7pfB8ODIax/bTqP5+DE5yoR18XCmxMf0KR4MuXkkv55iW4lvZxbQpRVakDvJUxxMUzFFWaSupM6eWqVVdD1NX2LAgiz6NK52UkuHKMCO1Ed7f837+2fp/Rmeq86pf1/XmrOGFOzh3RztjyRKM7m7Kr72GPz5+7nFTU9nYlaMuYVCseUgpqTo+rZkYpqZS278/3G7Zsqu69qBSQUkkSGy5Y+qTdT2hyHKKYRjxtUazwr7c0iD0vT7tJg0pE9sLMJWANqMyLytYEJpdBDOsDl+MUBS0TAw3H61g3QxEAutdQvHQcZ79q2cYIYYux9Clgzn8MvXVtexd8VlG9SpfzH6JlFLiuyMfI1+pZ/EZhVSyFSfQaGs9zL1tZzC7b4Nbv3DJ3IiIiLeN9ltA+qGZxYX4bmiCEQULR0zmVuCwlPKolNIBvgI8cuEGUspnpJRnRzSvAh3X+RpvCHRVoer65CvnMxD1oRNzPo7jBxzJJ3CDOLr/FjqnuThra3PueYQIeFw8gFeK8dXcctKKw7rkdn7c8QRScbhDdqLHLtbCoQ27QHBLV25aV7yaV+NU6RQdqQ5+ceMvclfHXejKzdvPkrz3XtREkqA8t1UNIQSJe+9FKAqlZ56ZJJx1VWFdZ5bmtEmh5uEHko5cDCkl9v796J2dqKmrW8HxRkdJf/BDKNYMNuX1i8KJ3FoenOuwYtOwFBqWwfEXQ6ONi6iLG2EQNtBtFudNYF1odjEbtGwcb7x6rrQz4sYlEljvAir9wzz9h48z6Ao0xtCli5bfTcv4EvYt/wyjeolfrPvnmIrDXyif5KTZQDLQkc0tOCh0tB/irtYBzGXvgVs+F60ARNy4ZDoh0QjuRTfk8lC4umVefVlHxDuKdqD3gv/um3hsJn4WeHKmJ4UQXxBCbBNCbBsaGpqnS7wyThZO8q3D/0BFDlLxR/Glgy9dpAwujHqaPSIslRqtOFRdH2PwGLkX/nZOh6i6AUfHMviBieHtRGUIMUlcSZoSx1lkHeZFeRvDQTPf1pcigBV1P+Klth+QQOV+L4OdWIO8aAjj+AF+ILmlK0f8Ije8QAb0l/spu2U+sfQTfG7152iIzT6s90ZFsSwyjz6KNzo659VFNZkksWUL7qlT2Pv2TXpOUxTWdGTpyMVIWRqZuI7b10dQKl21uYWfz6O3thJbe5ly7cZlcMcXw2gN9zqs2ix+KDS+OPjklEm6VGziz5OUdJslRj2Lgn/1wvys2YVfnJ1hhp6LQyDxCldusBFxfYgE1juc2liJZ3/ve/SXbRSRR5cuevEEzaOt7F/+GUaNcX6l7osECP5C+SS1cpqWUQnN7TiKSlf7QbY0D2GsfhTWfjIMD46IuFERAhbeG7pQneVssPDCe9++64q46RFCfAbYBPz3mbaRUv6ZlHKTlHJTY+PcQ2nnk9HaKAfy+7BlnrzXSzUYp+QPUvDPUPBPU/QGKPsj1PxxnKCCF9iXFWBn+7Fqx/aTffHv8BNZfHN6gyPfnOyMVnJ8juezBFLH8N5EYfSCHh6J6gVYts3d6WcZlnW8rGzhB/4iylJlYcs/8FbTizTJOPd5aaqxxTjq5ON7QYDt+mzsypGO6Redu8Tp0mnWNKzhl2/55avKtboRCQ0vll6R4YW5ciV6ezvll17CL00ux1OEYGVrmk3ddQgE9r59CNPE6Om54muVUhKUSmQ+8hGEOovxRPMquO0Xwkky9xqLCjMZOgmO90L/rklPWZqKpat4QSiwAI7X5mcVay5mF9pEyHBkdHHjE9m0v4OxyzbP/88nOTU0ilRGMaWPUR6lbjTNoaWPMaYP8K9yv0yRBF9WPo6at2gb8VGbO/F0hYXt+9ncOI5+y2eg597IeS3i5qB1Hez+R84FlZSHoXXtpe3bI96tnAIubL7pmHhsEkKI9wC/AdwrpZxdR/oNgKGaCEx0EUehhEooPOTEP33p4HO+r0ogkEgEAoGGIjTUiX8rqChCJTt6giW7voWdqKNw72eR1uUHmeM1j1PFcLVID3aiyrFzeXWKHyACSSWusrFuJxmlwN/waZ5xe+iXGgs6/5Le5FEWBlnW+HEC1SBvTe6X8gNJ2fZZ35mlLnG+wiKQAQPlAdJmms+v/jyLsotueHfAKyE0vPgwQ7//+0jPQ2izH9oJIUjedx9jX/0q5eeeI/WBD0x6j4QQ6KogsG3so0dDc4s5HP9ivKEhrNWrMHq6Z79T2zrY9HNhmHyqJeyZula0rIXBPXDkaahbOKnqoSFpcjpfpdssAnDcTrE2MTbTkWbNWbMLZ7SIlrz0a1MtHcXScfNlYq1RNdGNzDtnCidiEnbV5aU/eZq+46fwlBFMfHS7Siqvc3TRY+SNk/xa7hcp+mn+Rn4Ca9ikfsRDbWjDNxWWdOzl1uYS+u3/NHTYeQfelCLeoSQaoH5haMkuZegquPg9b/dVRdyYbAWWCCF6hBAG8CngOxduIITYAPxv4CNSysG34RrnHUEophRUFDRUdFT0c78LNCQBvrSxZYlqMEY5GMYYfIMlO79JOZHm9TUPcMIukq+NUXJK1LwqbuASyMm9ISMVh1PFRgQSnb1o/ggoKiKQ6LaPowtOdpnIpjybtK3sEqv5pn8rR4RCY/cfk08cY3XQwCqZQ5MeQ4nlyAtWnwIpKdkuK9tStGTOD07POgSua1rHlzZ8icW5xe9IcXWWqzG8ULNZ4rfeinP8OM7hw9NuYx86BL6PeRXlgdLzwPNIvfe9c/8sOjeFLQrFM+BdwzkOIWDJ+8Je3sM/nPRUfcIgkJKk6tGg1eatDwvmZnah5aLA4ZuBa7qCJYR4H/AHgAr8Hynlf7vo+X8J/BzgAUPA56WUc++ajZiEU/V45S9f4cTew9jqIBYSxfOJ5xV6uz5G3jjIr2V/g1G3iR+OfJh0oGHYHkquA5lQWd7xFuuaPbQtXwqX5yMibjZ67oVtfxXeLNNRsHDE9EgpPSHEvwB+QHif+ksp5R4hxH8Ctkkpv0NYEpgE/mFiUHhSSvmRt+2irwOhAJs8/1o/fJJVe56nnMixY93D+LrOeK2MG1RRlLCTquKsB6abVZfo6j6EPYyCQLUDAlUw2GpSigNS8iGexsHg//iPskPxSHf+IZ5WZbNsoYk4hl8kb3VQ086710oZBgkvbkrSmTtfqlh2y4zZY3x40Ye5o+2Od7SwupDkvfdS2bqNoFxGScwuvPYssXXrcA4fpvTCC+gdHSixyUZW9r59qHV1aFdR+uoNDZG46070pqYrO0DXHRC48ObfQrod1Gu0ghOvg6674NizMHQg7AWDSaWn3WaRE/MosC40u1CmMWe5ED0bxzkzTmB70SrJDcw1+2wi+9u3B6fq8epX3uTk9rewxRksJEiIjaucaf8Q48Yu/k3u39KrtPHN8qM40kC3fUS6DSWtsKpjN+vaBNq9/yoSVxE3L00rw3DT6igs+0C0AhsxI1LKJ6SUS6WUi6SU/2Xisd+cEFdIKd8jpWyWUq6f+HlHi6vpaBg6zqo9z1BK1rFz3cP4uomCgio0HE/BUAwM1WB6cQUg8O08lu2jeIJ8vUFvl0UpHq6k3SL2s4A+vsH7eNKARPefYqgOW2QrTcRRAwdfMRiLdV9wTEnR9uisi7GoMXlORI1WR6l6VT6/6vNsad/yrhFXcHWGF0JRSD7wANK2Kb/44qTnvJERvMHBq8q+Cmo1hK6RvPe+K9r/HD33wJpPQuFU6A57rejYDMmmcBVrIlvR0hUMVcEPArrMEmfcOLVgfvrS52J2cTZw2B2/aaqV35VcS/Eb2d9eZ5yqx2vf2Mvxl97Eln0YiiRAITZuMdT8EEV1G79U9584JHr4Xukj6FUVUfOQyWb0OoU1HbtY3ZlAu/fXw9rjiIibFTMZ9mKZ6ShYOCLiKmgcPMaqPc9RTDWyc93DeLp57jlFhCV6FcdDyksPvJN2lULO5Ex3nGLOIBBhr1cKhwfksxxjAf8l1oLV8Tekpc5dtJLGBCnRgxqDieUE4mzRTbhy1ZQyWdGSRgiBlJIz5TOkzBRfXP9FFufenavWV2N4odXXE7vlFuyDB3GOHz/3uL1/PyjKVWVfeSPDpN/3PtTk3FbWpmXxA7DqY1DoCw2MrgWKCks/EFrEH30GCCcD6pMmthvQbRaRCE7a8/B6Jpit2YWWjoWBw4VIYN3IXEuBNW/2tzeS9e2NilP1eO07Bzn2wht47gmEKpFCxSqmGWm4m6p8hc+0/A5H5WJ+PPZ+UuMKiu0TxBsxG1Q2dOxkZU8j6n2/DplLfUwRETcJS98L638qihWIiLhCmgaOsHLv84xnmti59iE8LYEkiaSegDYCehBiBY6/lvHauksea6DLIt9g4qsCIQSa0NCExgM8i4rNT2dXobY8QYOfZYtoxproYDD8MgWjhYqeO3esku2RjRusac+gKAIv8Ogr9bGibgVfWPuFd4T9+pVy1vBCOk7Y8zRH4rfcglpXR+m55wgcB+n71A4cwOjqmlI2OFv8YhGtro74Lbdc0f5TECL8fl/+odDxL5hdhtScSbVAx61wZifkw+6VhqSBH0h6zjoJ2vMX/XHW7MIvX1o4CVVBS8eiFawbnBvCRfAC+9tpfZSllH8G/BnApk2brj5G/h2GU/V4/YkjHHtxB1QO4Rs+itDQK43kc2uQ9ovcteSPGaot47Xh+4i5CjgevllPolGwqXMHixYtQt3yzyGWfbtfTkTE/JDrCn8iIt5l/OWvv0i14NB5wS21Zi4GXBR2zLifRAVMwCRZKKJ4bWzb+MsUU+0gTCbPyUrAAWyEGEdKGyFmLkKp6RqedCf8CTWEEHTKkyzmLR5rWsF4Yg+tdjsbdfNcNpYSeEihMhJfxNkw4orjETc01ndm0VSFqldluDrMQ10PcW/HvahRlMg5w4vis89itM1twlSoKkG5jLRtRv/8z8897hw7xshf/iX1n//8nI4npcQfz1P3uc8hjHmc7BICVnw47Mk6+APILLg2MTLdd8HwATj4fbjl86QtHQTUaTZJxZlXowsIzS5qPx4Luz4vgZaLUzsxgvR9hHJDDOUjLuJafirvaPvbGwW76rH1+8c5/PJuzLG9FC0PRegodjvF1DKM4nOY6/+C1MAyXh2/BwOBcH1crY5Ys8dtCw7Qs2Itym1fAGP+lrojIiIiIt4eqgVnhmd05ISAAnPS7+HP+SFBMQ2VeBVf9UFUgTwCG879OIgLArMCJJeq8vcIVxlUoSKEQJE+t4in+MmWNo4YFTrKK9gQu+C6pcTwK/QnV+Ir4cC85vpoimDjghyGpjBWG8PxHT6z4jOsaoh6hi/kagwvpD39UExWq3O+Dn90FHPhQqzly+e872URAlZ+NOzFOvIMZBeEvbfziarD0vfBrq/AiZeJ99yDpoQlqd1maV5XsGD2Zhd6Nk7t2DD+6Chac+u8XkPE/HAtBdY5+1tCYfUp4Ccv3OAC+9v3vVPsb68ndtVj2/ePc/D1faQGdjI2Ia7wuqnEF5Ie+TGHbv97PtK/lNfGt4TZJl6Aq+QwWmvc3XWIBWvuRNn0OdDMy54vIiIiIuLmRrL2gv8KOC+YSggc6kaOsPDYK1Qtg/0rtqCI2Q0TDC/A0RwQU1cpAsUJV66Eds4koU17kX/ebDAiTFrGb2NDun/SPnpQpWzUUzJDxznb8wmkZHN3PZauMFAZIGWk+Nk1P0tLIsq4u5izhhejX/4yejz+tph9yCBA1qqkP/iha3d+RYE1j4UrWcdevDYiK9cd5mP1vopoWk59wmSk7NBtlfh+vgNPCjQxP8VVZ80uSjt7UepmFsbnjC76ByKBdYNyzQRWZH97bTkrrva/eZjsya2MWS5CaARyMa65gMb+p3jq7m/wk8NL2ZnfHNru+hKPDLItz4PdvbRveAhl/adBjZaXIyIiIt4NqPIg50WVO+GwGf609e1nyeHXGKnrYP+KLQSzvDcogUSRkoH2XopqOOseV1zSzhnsicStC8XVmHmIbzT2YvkGmZEPsalh9+TjSR8hJcPxJYDA9QNcP2Bzdx0xQ3CqdIqluaV8YtknSOhR5cVMnDW8cHt70Rquf1+aNzRIfNMmjI5r3NetKLDuJ8H34ORrEyJrngXdwvth5AgceJKGhT/BQKFGt1nEkwqnnDhdZnneThXvaaS0oxcp5YzCVLF0FFPFG5h77lnE9eGajqyllE8AT1z02G9e8HuU/nkF2FWPbU8eZ++eE9QffYWC6RIoKpJleFo77b1P8tW7v8enRhZzfPiWsHI9kPhBBrutn0d6+um47eOIlY+GX0wREREREe8KTP9s1OTkgVvLqcN0H9vNaF0rh5dvQqeK9AUIgUQgUZAXiDHJxHMSDNujv70O19IxpEQJXBLuCFwkrCSSg/HDvFG/leW2T3HoMda27Zg8FpYSwy8zFF+Kq8bwg4Cq67NxQZaYITldPs097ffwUPdDaFHvySU5a3gx9Pu/j/Q8hHb93i/puiAh+eCD1+eEigobfjoUWae3hz1Z8ymy9BgseQj2fov6/G4QPXRfYHQxnwLrrNmFM1pES1rTbiOEQEubuANR8deNSvTtdJNxTlzt66P+8ItUNYeaqoBYha+00HX8e3zl9h/wQKmbkaEJx55AgJdmvPUYjy0u0nH35xCL3xNlA0VERES8y5DTlPy19R2g69huRurbObT8VuTExJsgQEjgnG302X+fv3fodkAlpaIaw+Sqw3gIXMKeLCGMc+IqIGB7ZieHMvt4T7lCw8DdjHbuQbmotEoPatS0NAWrlUBKSrbPmo4MpuEwapf55NJPsq5p3bsq3+pquBrDi6vBGxok9dBDaLnc5TeeL1QNbvlsaN1+Zsf8lws2LIP6xZh9L5HINRLTNUzhc9xOTu/QdhXMxuxCy5g4h8cIKhWUeHzmDSPeFqLli5uIc+Lq4Gnqj76AJx0KuoIUq/GVFhYe/TbfX/UDFqttqAObAJBSAS/FcNN+Hl1WoOOBf4ZY8lAkriIiIiLeocTSM7i1TeMj1X5yH13HdjPc0MGh5bchFZWzq1SgTKxcqRM/2sRP+N+KJ3ANjdGmBJ5iYKPinttTP3efcXF5vv4lDmX28Vje5vMDcQZbXQx1shmHkAGK9BhMLCOQgmLNZWlzAt0oAvCFtV9gffP6SFzNkeS996ImkgTl2a2yiBns2Gd6/GKCSgUlkSCxZcusr3He0Ay49edgwe2QPzm/Fu5CwJKHEUJhTfkVPN9ngVnieG1+jS5gstnFTOiZsHfejcoEb0iiFaybACklw30l9r58hoPHB6k79gLCqTFqgVTWIEUTiw9/g1e7n6HaVk/n/tsm9lMQbpKRuh18YKVg0ft+LQxfjYiIiIh4x/L537mLHYM7+Mq2r1L3YgMqVZr6KrjmZFeyjhN76Ty5l6HGBRxetmlOs/0ikCiBZKgjRqCAJz0kku92fhdbncaFTsIHhuv4jcJO/mvdg8SnKaky/DJjVhe2mqBQ9VhQH8O0CrQmFvCp5Z8iY2bm/F5EzN3wYq5W7BfjjY6S+9QnUazpy9uuOaoOG/9JWNZ35GnIdMJ8lZOaaVh4P+lDP6BRP0i3uYIXiy0EMgzeni9mY3ahpQxQFLz+fsyenvk7ecS8EK1g3eBU8lV2Pv4W276xjVMHttJw8jm0cpVBU+Cra5GiiSWH/oET2R/z2voEtx24C4FAoqK4SfLpbdy1IWD1h/9DJK4iIiIiIkBKOo+/RefJvQw2d3F42eY5llJJdCdgrMk6J9okElWo04srAAG/VdjJj6zllNJTZ+W1wMZVLMZinRRrHk0ZlWSiyObWzXx+9ecjcXWVWKtWYi5bij8yck3P4+fz6K2txNauvfzG1xJFhbWfhBUfCcOI/ZmiC66A1vV4yXaWlbaySu+nGmgMulcWwnwp4j2NIMNJ9ukQqoLWUI/b3z/t8xFvL5HAutHwHBg9hn/gGY599a955Y++wtAbr2APbiM22osy7jBsKTj6WqCRpQf/nqr6LF9+j8V7992DJlUkGsJJUIq9zJJbBXd85LehYcnb/coiIiIiIt5upGTB8bfo6N3PQEsPR5ZsmnPJuG4HlFM6xZR6zulMFzqquHTQ67gS4+WmqW52QkrUwGYosZyiI0nFPBozDo8ueYRHFj2Crupzur6IqQghyHzow0jHQXreNTmHlBK/VCTzkQ8j1Bsg8FkIWP5BWPdpKJ4GrzZvxxXL348qPR51vgcw74HDcN7swi/PHBGrNTfjDQ4ig2Dezx9xdUQlgm83ThnG+2D0KPTvRo6dYLiQ5sCpLmp+DKn5DFc8NNfAHM2TN6GmrkHIOpYf/lsM+2X+n8d0PnjoDlJODImBcE1s/TmSW2J88JHfg3SUkRARERHxrkdKuo7tou3UIfpbFnJs8YY5iyvVC3B1heEmDQ8PdeJ/s+mL+n5dN/Y0pVq6X6ZgtjMsk6h6kSXNOf7J6s/Qk4nKnuYTvbmJ5P33UXzmmWtieOENDRFbtQrjRipXEwIW3Q96HLb/FcQbwLh6a3810UBfZiPd49t4SNnGcbuR21ND83DBk7mc2YXe3Ext91v4IyNojY3zfv6IKycSWNcTKaGWDwXV8CEY2APFM5x1ZKpQz8EzGxnKJ7EMD8epcPxEF1JOfEwXmMRoXoW60Zf4lZ/Rue3UOtoL9UhMhKsDz1C7x+JnP/qHKKkogDEiIiLi3chj/+FJYsWps9++ol6RuBKBRPiSM50mnggmEq4uKISRlz7e7kTTlMfUwCUQGn1qB54Y4Z6uJXx+7U9TZ9XN6doiZkfynnuobN1GUC6jJOYvQ0z6Pngeqfe978Y0IVlwGxhxeO1PQfphL9VV4rbfSrF0hP+i/yW/WPt383CRU7nQ7ELRp64Kas3N4bUMDEQC6wYjEljXkiCA8lAoqIb2hYKqNh4+J1Sw0pDuwA8UTvZnOHYqhxCSeKzGUKGKPVI6L64uwtfi/D+f0mmtdLO2v5sAC8VTML0fc+Q9Fr/06B9hROIqIiIi4l3LdOIKQA38K3CSlQg/4GSXia9KFBRUcX7lSngmij+De+FZLj6nlGhBlWPmckpinI8t38JnVv8ElvY2mSO8C1Asi8wjjzD6N7MzvJgt3uAgiTvvRG+aKqJvGFrWwJ2/Aq/8YeguGLs6C/lswmJPagu35p/gUe/7wKL5uc4LuJzZhZJKImIxvP5+WL163s8fceVEAms+8b1wRWrsBAzthcH9Yc2vlKCZYGYg3XHuJiMljI7H2HesEdtRicdcXN+j70wBb2gU33XgEhNMmYzDvdvXIomjeJCo/pg9D8X5+Ud+l0z6+uVdRERERES8s9GcgPGshq+BJjSUs6YYUqA4SQK9wnDL9jAqa5oxuyGnzr4bQYUhLcuAEvCFDR/n0eUPnj9uxDXDWrUSc+lS3JO9aA1Te+LmSmDbCF0jed98p0FdAxoWw93/Cl7+n1AZDksGr5CUpVHQG3lVv41P8TSvVLIQr5+/a50g3tNIaUfvuX7HCxFCoLe0REYXNyCRwLoaPCd0pxk7Dv27wz6qwAMkaHGwMqBOv2RbqWkcOlnP0GgC0/RIJRyGCmUGegdRylU8TbB5x5O8eOdDM57+9waH+Y5MIfyAbOlH7Hg4ycc+8Jt05hZfm9cbEREREXHDs+k//5DhksOT83Q8X0gUVaGSs9AF5wZ5imshAp2/8tuoegaWtwMNlcrRL2HYOX5o/hqmXuF/tm3Gv0g4KdJjXHqc0Jr41du/wEOLN87T1UZcjrOGF0O///tIz0NoVzcU9IaHyHzkI6jJ+Td6uCZkO8+LrNIAJJuv6DCaopC2dPbEN7Egf5jlY89yIPbItGHeV8NZswtntIiWnLq6q7W04Bw7RlCtoswyqyzi2hNNFV0N+78Lz/02vPV1KJyGRGOYt5BZAIkGUKeWS/i+4PipDK/u6mR0PEYyblOmzM4TJxk4cAJRqeFbGoqmESiX/ovyWFsLwveoH/8Bbz2Q5o4H/hnrWm65Vq82IiIiIuImYLh09ZbUEnARDKVVjreanGiNUxI6ZWlQ9EyKtRwjCpxo2k9VmmjpXejp3fzy2AhHxb9kv/UzdIphmrwK/7rv5cnHlgEFf5whrYdfvf1XI3H1NnDW8MIbHLyq4/jFIlpdHYlNm+bnwq4XqWa4+1chXhc6DM5ghX45GlMmjVqVf+f+LLlglI7Cjvm9zgkSK1sJ7OndH/WWsB3EiwKHbyiiFayrwbNBT0Dy8jXHZ8sB9x9rpOaomJbDWFDhwMgo2qkSuhMQGBpSEQQKSCzeWP8rlzzmiKbSmP8B++5vouueR3io5+Ebs7k0IiIiIuKG4g+yGwiEIAACBAECX4hzv0/qlzrbylW96CA+cHopQitgNX+btTWbz40XppwrFbgX7CIpBONkg2Yeuf03uX9J9zy/sojZcrWGF1JK/PE8dZ/9LMK4TP/djUi8Du76FXj1f4WtHen2OfcmZuM6llLigLqE58Qm7i5sZyS2kIoxvyYtlzK70BobQQjc/n6M7u55PW/ElRMJrOtAtaZx8GQdQ6NJFMNhzMjTVxon3l8lPu7ha4LA0gCBo8FoNkUqvwZDc9HcEp4+ddm9ooc3sRN3t2HccTufWPoJtPlKKo+IiIiIuOkZNZPU2aUpjxeMBN1uAQUZ/kh5/nckCEktLpCKJF4L8GMqCgLVN5BaFS91CqlXUUQAIuBN5RQoDv95eOSSgwoHn4Kssr4WZ+nm3+DB5V3X7sVHXJarNbzwR0cxFy7EWrHiGl3hdcBMwZYvwda/gIG3wgqkObwPKSvMaOs2Svxn5zM8ob/FwrEXeKvpw3MM7740lzK7ELqO2tAQGl1E3DBEI/JriO8LevvTHDlVh43LkN7PgFMiMeLSOOziBRLXPO/CVLEE46k06bHVCCnZuOP3SZbPTHvsx/5t+NGN3rqSL678aeJ6fNrtIiIiIiLenfzU+//jlMd+c+RVAB4pH5lxv2JCUNAUmgY98k0xpEygoFJp3IWd6QNxvpyqlwKaMkSt/0P0uH8y4zHLuDjS48GSRduiT3PX5vVRxcUNwJUaXsggQNaqpD/4oZv/c9RjcOsX4M2/gd7XIbtg1uLIUBUSpkanUeC18mIO1N/J6vyPaSntpT81v65+lzK70FtasPfvRwYBQom6f24Eok/hGiAljORjvLKrgzdPpjjEGXZxkvH8OO1Ha2SHXGoKeKaCEAIJjKcE4+ksmbG1KIHPbYd/e0ZxdSE/ufKnaIxH2QcREREREVeOBNyJKddkKaDzpEMpm0D4WQKzyHjHK9jZ3kniqorLHjGCV+7BHdtyyeMrEt5fqmN5eilbHvoJFOUmH5S/QxBCkPnwh5GOg/Sm7/GZDm9okNgtmzA63iGOxZoBt3wOFt0H+RMThmWzozFp0qaGVUWvKRsYszpZML4V0yvO7yVOmF345anxC1pzM9J18UdH5/WcEVdOJLDmmWpN482DjfxoT443asMcUHupORXae12a+mw8P6CqC1AFYsLLVgqw9ToyI2tQ/Bq37v1vJE71U5mhpDl/werwktyS6/CqIiIiIiJuFhqS0988EsH05heBgJE6hYEmFU+VGHZAMVOHp8cpN+2l2PYGgVGZtI9EslMMIZHIgQ+RntKgNZkHK50s1QQrPvDP0Qzzyl5YxDVBb5qb4YV0XZCQes+D1/bCrjeKCms+Ccs/GDpE+7Mzi8klDDqNUGAdd1Iczd0FwMKxF6/YPGMmZjK7OGt0Edm13zhEJYLzhO8L9p+J8ebJJAN+GdcoEZMKzUM+sRGbQEBZC1erwok7gaeAGoCU9aTyq1CCMrft+m2M8hj/7eMqp1pzfHjfbfz9uuepGLUp56y35j9vISIiIiLi5mbbv3+IHYM7+Mq2r1L3YgMqVZr6Krjm1CwqT4XhehVXh8x4gFFVqSTqKDQWqDTtJ9Cn3nsATlBgWFRZEzTQ1fU4Pzm8B1mZNgILW1h0UaT7jkcxm+Y/jDXi6jlreOGXy6iXMbzwhgZJPfQQWu7qgnpvSBQFVnwE9CTs/iqkWuEywdcpSyOjOGRVm+N2EieX5GRmMz35V2ioHGE4MX/ROZPMLi687HQ6DBweGIgCh28QIoF1lQSB5MCI5NUjKYZrksAYIqYJ0kVI9pdRfImjC+xAIgBlom7WNsKbWmq8Ab22HM3Pc+sbv40Mivz7n9LQtE4e27UeNUjx868/Qi7/fbSGGLs/cSsN9Z18fvXnMaaxgY+IiIiIiJgNZ+9DUkD9SEC8nCBQAwYW76daNzi9WiLsp9onRmiUMRaQ5vbSadZUhngyu5DnM11IJCNUWSkbWOc0EfPLrF+QI7b6w9f3BUbMGsWyyDz6CKNf/jLKJQwvgkoFJZEgseXSJaE3NULAkgfBTMD2v4Z4Ixgz97lbmoplqCwwihy3UwD0J1fSUDlCd/5l8lY7vri0SJv1pV1odnHBJQkh0JubI6OLG4ioRPAK8QOf3WPD/O/Dab77VpphzyYWq5LxoO5klXRfBalAzZgQVxeEM5YSgsFGFavSgm6vwHCHuP3136KiF/k3/0Sj1V7N+w/eghokAIVc4WnUhOTQx25DS6T49PJPR+IqIiIiIuKqKMcVlACaBgVWNYNln2Fg2WtU62cWV2Fp4CACwVrZRJtT4oOjhzhg1fFCegESyais0S0zrHMbkUHAugZJ7LafCc0EIm5YrJWh4YU/MjLjNt7oKOkPfhDFmh/BcEOz4Ha4/YtQHQH70v1UDUmTDr3AKSeOEyggFI7U3Y0auHTnX53Xy4r3NIIMbfIvRGtpwc/nCWrTrzpHXF8igXUFlGpl/ujbf82TL2lUi1kSsSoJxSc5UCN3tIRa83AtBRtw/QlxRVgeOJZVGMuppMbbiJeWYtVOcdtr/5UzuSq/+Rmdjf13sfnUEsAATNKlZ1G1Igc/cQe1lMXnVn+OjJl5e9+AiIiIiIibEklYFgiQzQc0DMbRPINc8QXGOndTuEys4zHGGRU1VssGsgH85NAeyqrB1xpWIIWgIG0aiXO714bnwa0NDvFFd0Hj8mv+2iKujssZXvj5PHpLC7G1a9+Gq3ubaF0bZmU5JajmZ9ysPmHQqRcJUOhzwqWlql7HqfR6GiuHydV65+2SzpldVNzJjzc3A1Hg8I1CJLDmiAwkWx8/hnvIIhGTmGYVs+CQO1zEGnXwTAVfV3D8AD+QKBPiCsDToBwTZEc6MKuLSZSPcPtr/529C1z+8BMGdx1+H0vHGpFoBCRIll9EZ4h9H7sFr6GOn1/z87QkWt7mdyAiIiIi4mbEV2CoUWWoUSVAR5LFDE5RX3iSamaEU0umZi5eSBGH/WKUZhmnXSb46MgB6rwqX2lYSUU1KEmHGDr3+R14DmxoMUjF47D6Y3MOcI14ewgNL+6fYnghpcQvFck88hGEOrWX7x1NwxK4+1dBelCZfnUvHdPPG11MlAkCnEqvp6JlWZR/CSVwp933SkisbCVwgkmP6U1N5wKHI95+IoE1R4JAUsm7+EkbzXbInKiSOlVFqgLfUgmAmhcQyLP9VgJ/4l3WPGgc7EJzesiM72Hztt/nhVU+T77fYPP+j9JVsZAoBCRJVl/F9PvY877FiI5ufn7Nz9OcaH47X3pERERExE2KbQgGmlT+/+3deXTcV3338fd3No3W0W5bki15kRzvsi07jrO5pCFOGhLIQsgCOIkdIJBCaemhpy0PT9s/2odToA/lUGgaoNAQQkpoHkga0hA7Cc7iEMdZbOzYiR1vsWXt66z3+WNGtmxLtpaxxpI+r3M4nvnpzm++v3ukXL6/373fG/FDflsWhpdg4rfkhreAJ8Lb9YW4M5ROT+B4zY7ixVjkyljZ+T5Luo/yVOFM9gYL6SaKA66IVxPvNRZOy6fM2mDJbRAsGLsLlVHLu+xSPHl5xLu6jh+LNTaSPX8BgZkzMxhZBhVVw2VfAm8AOk+vthj0e6gIhMm2GHvDJ25UOPOyp/gysuKdzOz4XdrCSRa78JAInyjZboEA3pISPcE6TyjBGqHcxk4Kd7fijThiQQ/Oa8QSjnAsgdmJYhbdQePwVC9d2UbUaklQTXHTKyzb+h1+cZHj8GoPlbtuYUY4jsNIECK3ZytZkXd5Y00ZWRfUs37xeu11JSIiIxL1JDhU6QeMksYcCroPkJP4HwKJI2R3x9m5tJBI9pmfSuyhlTYLs8iVURPp5UMtb/N2sIhNBdWEiRN2MS4NV+ENe5k7NZ9KfwdMXQRVy8fmIiVt+gpexFuacc7h4nGIRcm/eu3431R4NPKnwmV/BtkhaD95n1LDKM/PYnq/Qhd9OrOmcDh3PpXd26H9YFpCMa+HnDnFxJtbTjrunzKF2JEjp63PkrGnBGuE/N1REl4jETAcRiSeIBpPnLTeqi3faCr14o+CLzyXuKeKsqPPsuiN7/OjK6F6rqN17yeZE+5JJlcWIie8nazILratziFnyWrWL/k0pdlD311dRESkj8MR9ToCES/lR43C8GaCbhvmIuS0x9hfm0tb2ZkLFrQTZpc1U+HyqEkEubXxLXo8Ph4unU+UBK2JXlb0VlCXU8jqOSXMLPQDCVhyq6YGjlPJghdziR87RuzoUXIvviQ5BW2yyymGS74IocrkXln9EpmSvABV/nbeC+eROCW/2VfQQNiTCzufgEQ8PaFUh8A5XOLEVEHf1Km4SEQbDp8HlGCNknOctt6qb9PG9pCXnE5HYdMFJGwa0w4+Qd3On/LD6+DaKWE2vr+BxT3tOCBBiGB4D8HeN9l6oZ/8xavYsPzzFAUn4D4TIiJyTkXDUYiBx/nJ7QkxY9975Md+g5djAAS743QUB9g/J/+M50ng2GpHCeBloSvl+ua3KY1189PS+bTg5Wiih0utkhura6ifUUi+D+g4BItuhlzdHByvkgUvrsVFo5jPR96ayzMd0vkjWACr74PSuSclWQXZfmYEOgg7L4ejJ5d1j3sCvB26CLqPwf70VBX05QXImjOLeFvb8WN9Gw5rmmDmKcEahYRzROIJEs4dX28FEM4yerKNUIsjr30BCStnxr6fM33/L/nZR+De3A6+23YvF3a2AuAIkRU9QG7PVn7X4CVUN497Lv5LVQsUEZFha2pq4tmfP0vgHT+R4GEixS+TF30dI1kZzhdJgINd9SGc98xPmHZZMx0WYbErY1XnUZZ1vc/TBdVs9+bT6gnzocJqPllTS2FOAIvHoP0ALLwJai4di0uVc8hfXk7+VR+k4EPX4s07cwGUSSeQA6s+AxXLoHUfuAQ5fi81Wcly7v3XYfVpDs6AsnmwbzN0HUtLGLkXrSLRfWKtnCcUwoJBFbo4DyjBGqG4c4Sjyceyfeut+opZZPc6pr4PWT2LSFDM7N0PUtj0NM9f5/hzbzNf6foCF7Z14MWRoABf7BgFXS/z8nIPRdVT+fQV/0CBkisRERmm3bt3c//99xPpjRCZHqZ7ysskAq3Hf24JR7A7xq6lhYRzfGc8Vwu97KGVKpfPoghc37yLtwMhniqYgeUluLKkko8Uz8JjHohHoe1A8slV7ZWaGjhB5K9ZQ+6KFZkO4/zkC0DDnTDzUmjdh7k4i4pi+Eictg7ruDl/CF4/7Prvk6YXjlTWrFl4c3KPF7swM3zacPi8oARrhPoWEPYNIZ25yWIW4QA4fMRdPQlCXPD7H2DhzRy8Cj5rjXwh/Hnq23rJdnES5OGLt1PY8Vt+2+CjaGo+9175NfJzSjJ3YSIiMu4459i8eTMPPvggoVCIy2+8nETh6Ws9ctpjHJyVR8uUM6+7ipNgmx0lCy9LYoV8rPFNwubliaolBENe5ucUc0P+bLzmgXgkmVwt/mjy/0AquZLJwutLVsqcew207WdaLlT4O9nbO8gTv0AuzL4i+aT30NZRf735/eRcvJp4y4k1V/6pU4m3tJxUYVDGnhKsUeq/eXBWxOGL+gl76nHksOjNf6XN/yq+Sz3c7DnMH0c+R02bl6JEmAQ5eOJhijqeZfNyD8UlPj57+V+RWzwr05ckIiLjTDgc5qWXXmLevHncdddd5BTknNYmqytGZ6Gf9+aeed0VwE5rptOizI+V8pHmPUyNdfN0dT1tuT6KfUFuy6/Db95kctV+EBbfAnOuUHIlk4/HA/Ovh4U3UxhtpNrfyt5w3uAPqKYshKIaeHcj9LaP+utz6ushkThe7EIbDp8flGCNQtwDR8v8dOZ5yO9IUHLMT9SW4lwW9a9/h/1FO5mxPMAVgf18ObaB3PZCpsc6SRDEk3AUd2zkhaVGQXGAexffTl71xZm+JBERGUc6OjqIx+MEg0HWr1/PTTfdRCAQOK2dN+bwONi1tJDEWdZdNblu3qGNqng+H452c2H3+7xaPpsdeQV4MT6RfwE5Hn+/5OpjMOcDSq5k8jKDuivJuvAu5noP0ZkI0BzLGrxt7drkFMG3nxz1VEFfSQlZc2qPF7s4nmBpmmBGKcEaha58I5xlFDfHKWgLEPbUg/OwbNs/s2vaIRbPy6Yh+x3+Lno7xzpmsSDSjCOAJXwUtW/i5aVxsouDfLrqQkLLbtfgJCIiQ7Z//36++93v8vTTTwOQn58/6D5FzmDXkhC9uWdYd+UcPbEYr3kayTU/NwRCXNv4ew7lFrGxvIZel2BdwXyKvcHUtMCDsPhWJVciKd6ZF5Mz60IA9vf4B2+YXZgsBNO8Bxp/P+rvzb149fFiF57UhsNRPcHKKCVYIxBLRAHIb3NMez9Kdnc2vd56PIkEy1/9J7bX9LJ0Zi6Lcrfz7dh1bOlawSU9h3D4cC5IUcdz/K6+F19xAffkV1F62efAN8idDhERkVNs3bqVH/7whwQCAerr68/Ytjfby55FIZqnDrLuyjli8QThWIJ3Aq30WIwPZlfwkQNvEDMPv5q+mGZi3JE/lwpf7oknV/W3wpw/SP/FiYxjS+pXAI79vdlkxToGb1jVkNy8ePdTEO0Z1XdmzZ59UrELf6rQhTYczhwlWMPgnOO5557lzfd/Q9wSGOCN5dHjXYIvGmHp1m/yVm0eiyqyqM//HQ/GPsDPetZybde7gBfn8ijs2Mxri9rxlBSzzlfAtMvuSf6BiYiInEU8HueJJ57gscceo7q6mg0bNlB+lg1go0Ev79fkDviUKZ5KrPxeD5af4F3aWBwo4ZYjeynt7eDX0xfzjtdxQ+5sagOF/ZKr22C2kiuRU9VNySc/6OcV7xI8LkYw2jpwQ/NA3dUQ64U9vxnVd55a7OL4hsMtLaM6r4ycEqwhikQiPPLII2x6dhOhYBkeZ8Q9BXT76skKd7Po9W+wq246teXGytDzPB5byTd7b+XmjrfxYDhXQKhjC28saMJbXs7NLpsZS9diVSp/KiIiQ9PS0sLWrVtZtWoVt99+O9nZ2SM6TyLhCEfjeDxGRSib0lCAzdHDFHoC3NaTYEHTfl4tm8mLublcmTODZVllEAunkqvbYdaa9F6YyAQxNRSkMCfA4S7j5aq7cOYlJ9I8cOO8KTD9QjjyBrTsHdX39i924evbcFjrsDJGCdYQtLa28q9f3MjRp0soPXwptmcm1tFAJGs5Hudj+av/yLt1C6ksiXJx4dO8EFvAX0Q+xS0duwi6BM4VkN+5je1zD5E1bSpXRvKonVmHb/HNmrcuIiJn1dGRnGpUWlrKvffey1VXXYXHM/whvC+xcjimFASZXpRDTsDLC72H6XJRPuQt4coDb3E4p5BHy6pYGZzCmuxKLB6BjsOw9A6YdXm6L09kwvB7PcwuzaEjHOOYp5iXpt9NxJdLXnSQzYWrL4bsYtj1RPIJ8Qj1L3bhLSzEsrK0DiuDlGANwaZNmyA2yMJg85ITbqWksJs1xf/N9kQNG6J/wg0deyhMhHEuRF7X79lZ+w45MypY2VPEwilBgqs/Bf4z70MiIiKyY8cOvvWtb7Ft2zYACgsLh30O5xyRaJyEc5TlZTGjKJf8LB8G7I228/toK8v8Jazbv4OEGQ9WXcCcrGKuzZ2JJx6BjkPJ5GrmZem9OJEJqKGmGIDGjjC9/kJeqFhHh780uV/cqeuiPD6oWwu9bbD3+VF9b1+xC204nHlKsM4gEkneSbj66qvP2vaKkl+yP1HO7dG/4IOdB6mKdZIgRE73u+yZuZP86koW9pSyKNRDwUV3Q8G0cx2+iIiMY845Nm7cyMMPP0x5eTmzZg1/n0QHRGJxYnFHUW6AGcU5hLL9eFKTJ3oTMTb1HqLEE+S+pibKe9p5tPICgtnFfDSvFn88mnpy9QmYeWl6L1BkgrpkTimQTLAAIr48XphyO5TWQtv+05OswhkwrR4ObEn+vY1Q/2IX/qlTiTc3a8PhDFGCNYB4PM7jjz/OAw88QCQSGXBPkVN5LcZHo3/Fsu5mFkaacBSQ032YvdVvkj+7innhcuqy2ilf9MFk5RgREZFBRCIRHn74YTZt2sSSJUtYt24d+fln3yC4PzPwmhEK+plRnENxTgDvKdPSn+s9TK+L8fFYkOVN7/FSyXTeK5zKHflzyU7Ek0+uln0CZl6SzssTmdAumFZAtt/L0Y7e48ei3mxY9RmoqIfW98AlTv7QrDUQyIWdT0AiPqLv7V/s4vh+WEePjvAqZDSUYJ2iu7ubH//4x2zZsoVZs2bh851hz5B+vOaY1hvjkp5DJFwewZ4m9le9SsGcShZEyij3dFFdMxtbdJPWXYmIyBnt3buXnTt3ctVVV3H99dcPeSzqz+8xphQEKc3Lwuc5fdzZE21jd6yN1d4i7ti/ncPZBTw1ZTbr8ucRci55J33ZOqi5OA1XJDJ5BP1epoWCHG0/5emRLwsa7k7+TbXuOzmR8gWh9oPQdRQOvDzi7+4rduEtKwNU6CJThv9f7AnsyJEjPPTQQ3R0dPDhD3+YJUuWDOvz13a9g3O5BMJdHJz2MqG6SubHynDxXuZNzcK36h6tuxIRkbOqq6vjvvvuo6ioaFTnGSCvAqA7EePZ3kOUe4L89cG9OODBqnncXjifKXig431Yvg6qLxrV94tMVvMrCvjV64eJxk95UuX1JStxBnJg15NQUAXe1KbEpXVQOje5Fqt0LuQUD/t7+4pdRA4exFtUpEIXGaInWCnOOX75y18Si8W48847T0uusgsGniYYiLTTlpN8bWThj0Q4Uv4CRRdUsShRTm8kRn1hD9krP6l1VyIiMmSjTa4G45zj2d6DRF2CL3aEqehp45HKWq4sXsRMCyi5EkmDhuoiHHCsc4A1UB4PLLgh+b/2A8ktEPrMuTKZhO164vS1WkPUV+zCN3WqNhzOkEn/BMs5Rzwex+fzceONN+L1egec537X/0nNP/9q6PSTzEj+44sYTcUvUDy/gnmuhI5wnAX5nRQuuAKmrzyHVyEiIjI0u6KtvBvr4BqXyx8d3cELxRVUT2tgsS8vmVw13AkzVmU6TJFx7eLaZKGLo+1hSnKzTm9gBnPXQiAPtv4ouSeWPxuy8mDWB5IJ1vvbksUvhqmv2IWvtJTwjh3EW1vxjqD6qIzcpH6C1bd58KOPPopzjsLCwmEvIu6vpXAzRQumMJ8yusJxqrK6qaisgYXa70pERDKvMxHl+d7DVFqQr+zfzcFgHs3Vq7nEV5xKru5SciWSBnPK8sjyeTjc1nvmhjMvgZWfgq5GiHQmj01dnKwsuOcZCHcM+7v7il1YMJnYxTRNcMxN2gSrtbWVBx54gB07dlBZWTnkzzW6AZ5gpY6XLCzjAk8pvdE4uZ4YdaUBPBdu0LorERHJOOccG3sOksDxd42NeF2CV2ZdxFXZFVjnEVhxN8y4MNNhikwIZkZ1Sc5JlQQHVbUMLv7j5F5YvW3Jm/K1a8HFYfdTI/r+nPp6PLm5WCCgQhcZMCmnCO7bt4+HH36YeDzObbfdxpw5c4b82RXh7wz6s594niEeTxCPxVhS2ot/+QYoqEhHyCIiIqOyI9rC/ngnHw97aOho4anqpawNXYCv62gyudJUdpG0WlgZ4hdbDxJPDGENVPk8uPRPYfP/he7mZIGL6kvg3Y3QuBPK5g7ru30lJQRr6+gufomoEqwxN+meYEWjUR555BGys7NZv379sJKrs3HO0RmOUV/YTW7t5TBddwJFRCTz2hMRNve+z2z8/NmhvWwrrmLVtNVkdTVCwwYlVyLnwIqaYhIOWrojQ/tA8Uy47EvJIhhdjVC1AvLKYfevITaEJ2GnyL14NZ5QiHhzMy4yxBgkLSZdguX3+7nttttYv349paWlw/58ad7A1QRD3jAdvTHm5IUpmTodFmvdlYiIZJ5zjmd6DmA4vn7wAI3BPCpnX0V+dxOsvAemN2Q6RJEJqaE6WQn0rOuw+iuoSCZZgdxkklV3DUS6k+uxhilr9mwC06aBc9pweIxNyimC06aNvFz6S1++gl//6HVeCf+WkNvH5TTSHSihOxwjFEgws8iHrbwnWQlGREQkw96INHEo3s0X2nqojEVpXnAtUyLdyYX1VcsyHZ7IhDWrLA+/13i/vYe6KXlD/2BuaXK64AvfTm74XbUiuflw+Xwoqh7yaczvJ/+PrqFz40aiR44QqNB2QWNl0j3BGi2P11hySTVrr76OMm8JAJFYAiPBooIevMs+rnVXIiJyXmhJRHkxfIRFMeOu5kaOVa9mmicAK+5RciVyjnk9xqzSPFq6osP/cHYhXPIFKJoJxTUQLIS3/xviwztX3urVePLyVOhijCnBGiYzo6K2iPysZDXBhHP0RuMsL+4ha/ZlWnclIiLnBeccz8SaCABfP3SAxpKZVBZM15MrkTG0qCpEW090ZJv9BnLhos/CtGVQsRR6WmDfb4d1Cl9JCYGaGm04PMYm5RTB9HF0ReIsLIsSKq3UuisRkXHIzNYC/wR4gfudc39/ys+zgH8HlgNNwC3Oub1jHedQrPnpGpp6m047/rGKqTxz6BDc8GmorB/7wEQmoYa/e4pjncniEt/fvI/vb94HJNfzv/JXVw7tJP4grFwPgWx4dxPsfzH5P4DX/iP5b245fOntAT++65JLiR87BkD7L/6L9l/8FwDe0lLqnn9uhFcmZ6MnWKPQHYkzNRum5Rqs2KB1VyIi44yZeYFvA1cD84FbzWz+Kc3uBlqcc3OAbwD/MLZRDt1AyRVAk8+LxcNKrkTGUF9yNdTjg/L6YenHwSUG/nnX4AUs+pKroR6X9FCCNUI+j1FZlE1NXhTP0jsgNPTNikVE5LyxEtjtnHvHORcBHgKuP6XN9cAPU68fAa4w03QFERlDHm+mI5Bh0BTBEZpVmseMBVX44sUwY1WmwxERkZGpBPb3e38AOHUx7fE2zrmYmbUBJcBJt4DN7B7gHoAZM2acq3hFROQ8pwRrhDweIzDvGvBlad2ViIjgnPse8D2AhoYGrSYXEZmkNEVwNLLykvNiRURkvDoITO/3vip1bMA2ZuYDQiSLXYiIiJxGCZaIiExmW4BaM5tpZgHgY8Bjp7R5DPhk6vVNwG/ceVrvuCRYMvDxWDxZaUxExkxpXmBYx89qsL/hM/xte0tLh3Vc0kNTBEVEZNJKran6HPAkyTLtDzjn3jKzvwFecc49Bvwb8CMz2w00k0zCzksbb9mY6RBEJGXIpdiHapBS7GeiUuyZcU4TrIm0t4iIiExMzrnHgcdPOfaVfq97gZvHOi4RERmfztkUwYm2t4iIiIiIiMjZnMs1WNpbREREREREJpVzmWANtLfIqbvxnrS3CNC3t8hJzOweM3vFzF5pbGw8R+GKiIiIiIiMzrioIuic+55zrsE511BWVpbpcERERERERAZ0LhMs7S0iIiIiIiKTyrlMsCbU3iIiIiIiIiJnc87KtE+0vUVERERERETO5pzug6W9RUREREREZDIZF0UuRERERERExgMlWCIiIiIiImmiBEtERERERCRNbLwV7TOzRmBfpuMY50qBY5kOYoJQX6aP+jI9Jko/Vjvnxu3GhxqrRm2i/B5nkvowPdSPozeR+3DAsWrcJVgyemb2inOuIdNxTATqy/RRX6aH+lEmAv0ej576MD3Uj6M3GftQUwRFRERERETSRAmWiIiIiIhImijBmpy+l+kAJhD1ZfqoL9ND/SgTgX6PR099mB7qx9GbdH2oNVgiIiIiIiJpoidYIiIiIiIiaaIES0REREREJE2UYE1gZrbWzHaa2W4z+/IAP/+imW03s9fN7Gkzq85EnOPB2fqyX7sbzcyZ2aQqRzpUQ+lHM/to6vfyLTN7cKxjHC+G8Pc9w8yeMbOtqb/xazIRp8iZaJwaPY1Po6exKT00Lp2gNVgTlJl5gV3AlcABYAtwq3Nue782fwC85JzrNrPPAGucc7dkJODz2FD6MtUuH/gVEAA+55x7ZaxjPZ8N8XeyFngY+IBzrsXMyp1zRzMS8HlsiH35PWCrc+47ZjYfeNw5V5OJeEUGonFq9DQ+jZ7GpvTQuHQyPcGauFYCu51z7zjnIsBDwPX9GzjnnnHOdafevghUjXGM48VZ+zLlb4F/AHrHMrhxZCj9uAH4tnOuBUAD2KCG0pcOKEi9DgGHxjA+kaHQODV6Gp9GT2NTemhc6kcJ1sRVCezv9/5A6thg7gaeOKcRjV9n7UszWwZMd879aiwDG2eG8jtZB9SZ2W/N7EUzWztm0Y0vQ+nLrwJ3mNkB4HHgvrEJTWTINE6Nnsan0dPYlB4al/rxZToAyTwzuwNoAC7PdCzjkZl5gK8D6zIcykTgA2qBNSTvVD9rZoucc62ZDGqcuhX4gXPuH83sIuBHZrbQOZfIdGAiw6VxamQ0PqWNxqb0mDTjkp5gTVwHgen93leljp3EzP4Q+EvgOudceIxiG2/O1pf5wEJgo5ntBVYBj2kh8WmG8jt5AHjMORd1zr1Lcj537RjFN54MpS/vJrlmAOfcC0AQKB2T6ESGRuPU6Gl8Gj2NTemhcakfJVgT1xag1sxmmlkA+BjwWP8GZrYU+C7JQUvziQd3xr50zrU550qdczWpxZovkuxTLSI+2Vl/J4FfkLxDiJmVkpyW8c4YxjheDKUv3wOuADCzeSQHssYxjVLkzDROjZ7Gp9HT2JQeGpf6UYI1QTnnYsDngCeBHcDDzrm3zOxvzOy6VLOvAXnAz8zsNTM79Q9BGHJfylkMsR+fBJrMbDvwDPAl51xTZiI+fw2xL/8U2GBm24CfAOucysbKeUTj1OhpfBo9jU3poXHpZCrTLiIiIiIikiZ6giUiIiIiIpImSrBERERERETSRAmWiIiIiIhImijBEhERERERSRMlWCIiIiIiImmiBEsmLDOLp8r6vmlmPzOznFGc6wdmdlPq9f1mNv8MbdeY2eoRfMfe1P4aaTXc85rZV83szwY4XmFmj6RerzGzX6ZeX2dmX069/vCZ+kZERE6msWpk59VYJeczJVgykfU45+qdcwuBCPDp/j80M99ITuqcW++c236GJmuAYQ9aozHSaxkO59wh59xNAxx/zDn396m3HwY0aImIDJ3GqjTSWCXnAyVYMlk8B8xJ3c16LrVZ5XYz85rZ18xsi5m9bmafArCkfzaznWb2P0B534nMbKOZNaRerzWzV81sm5k9bWY1JAfHP0ndkbzUzMrM7D9T37HFzC5OfbbEzH5tZm+Z2f2ADRS4mXWa2TdS7Z42s7J+cXzTzF4BPm9mV5jZVjN7w8weMLOsfqf589Txl81sTurzHzKzl1Kf+R8zm9Kv/RIze8HM3jazDan2NWb25gDxrUv11WrgOuBrqWufbWav9mtX2/+9iIicRmOVxiqZAJRgyYRnyTtmVwNvpA4tAz7vnKsD7gbanHMrgBUkdxifCXwEmEvyDtcnGOAuX2rw+FfgRufcEuBm59xe4F+Ab6TuSD4H/FPq/QrgRuD+1Cn+F/C8c24B8CgwY5BLyAVeSbXblPpcn4BzrgH4NvAD4Bbn3CLAB3ymX7u21PF/Br6ZOvY8sMo5txR4CPjzfu0XAx8ALgK+YmYVg8R2nHNuM/AYyR3u651ze4A2M6tPNbkT+P7ZziMiMhlprAI0VskEcc4f1YpkULaZvZZ6/RzwbyQHn5edc++mjn8QWGypOetACKgFLgN+4pyLA4fM7DcDnH8V8GzfuZxzzYPE8YfAfLPjN/0KzCwv9R03pD77KzNrGeTzCeCnqdc/Bn7e72d9x+cC7zrndqXe/xD4LCcGqJ/0+/cbqddVwE/NbBoQAPr6BOC/nHM9QI+ZPQOsBF4bJL4zuR+408y+CNySOo+IiJygsUpjlUwwSrBkIutxztX3P5AaOLr6HwLuc849eUq7a9IYh4fk3bfeAWIZCdfvddegrQb/TN/rbwFfd849ZmZrgK8O0n6g90P1nyTvYv4G+J1zrmmE5xERmag0Vg38GY1VMm5piqBMdk8CnzEzP4CZ1ZlZLvAscEtq3vs04A8G+OyLwGWpaRqYWXHqeAeQ36/dr4H7+t70m4bwLHBb6tjVQNEgMXqAvruWt5GcLnGqnUBN35x14OMkp2j0uaXfvy+kXoeAg6nXnzzlfNebWdDMSkguhN4ySGynOunaUwP1k8B30JQLEZGR0liVpLFKxgUlWDLZ3Q9sB15NLYr9Lsknu48Cb6d+9u+c+A/9cc65RuAe4Odmto0TUyD+H/CRvoXDwB8DDZZcmLydExWi/jfJQe8tktMv3hskxi5gZSq+DwB/M0AsvSTnjf/MzN4gOVXjX/o1KTKz14HPA3+SOvbVVPvfAcdOOeXrwDMkB+a/dc4dGiS2Uz0EfCm1GHl26th/pOL59RDPISIiJ9NYpbFKxhFzbqRPU0VkLJhZp3MuL9NxjJQl9ykJOef+OtOxiIjIuaGxSuQErcESkXPGzB4FZpO8mykiInLe0Vgl6aYnWCIiIiIiImmiNVgiIiIiIiJpogRLREREREQkTZRgiYiIiIiIpIkSLBERERERkTRRgiUiIiIiIpIm/x/HmlPXfHKHDwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, [a0, a1] = plt.subplots(1, 2, figsize=(12, 6))\n", "results.plot_calibration_curve(ax=a0)\n", "results.plot_calibration_curve(phase=\"valid\", ax=a1)\n", "for ax, suffix in [(a0, \"Train\"), (a1 ,\"Validation\")]:\n", " ax.set_title(ax.get_title() + \": \" + suffix)\n", "plt.tight_layout();" ] }, { "cell_type": "markdown", "id": "f32d5f60-41d1-422b-8761-ac1860088faf", "metadata": {}, "source": [ "## Outcome model plots (continuous)" ] }, { "cell_type": "code", "execution_count": 8, "id": "6e57dd5b-47e1-4251-8c4e-c58ab0859929", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "frozenset({'common_support', 'continuous_accuracy', 'residuals'})" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cont_std = StratifiedStandardization(LinearRegression())\n", "cont_std.fit(data.X, data.a, data.y)\n", "cont_std_results = evaluate(cont_std, data.X, data.a, data.y, cv=\"auto\")\n", "cont_std_results.all_plot_names" ] }, { "cell_type": "markdown", "id": "62a85530", "metadata": {}, "source": [ "### Continuous accuracy and residuals\n", "\n", "`IndividualOutcomeEstimator` models are essentially regression models and can be assessed for how well they predict the observed outcomes. \n", "Basically, we can compare the predicted with the observed values, like we would with a regular prediction model.\n", "This is a positive-control kind of a test. It does not guarantee the models predict counterfactual outcome correct, but at-least we can ensure they are not blatantly wrong. \n", "\n", "The continuous accuracy plot compares the predictions with observed values. With a perfect model, all points would be along the dashed `x=y` line. \n", "The residual plot is the difference between the observed value and the predicted value. With a perfect model, all points would be along the dashed `y=0` line. \n", "More importantly, the residual distribution should be similar across groups. \n", "If one group has biased residuals (e.g., mean 0 for the control and mean 1 for the treated), it might sneak in bias to the effect estimation that contrasts the two counterfactual predictions." ] }, { "cell_type": "code", "execution_count": 9, "id": "559dcbd1-cd22-4132-9b6f-88e222562afa", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, axes = plt.subplots(2, 2, figsize=(10, 8))\n", "row1, row2 = axes\n", "cont_std_results.plot_continuous_accuracy(phase=\"train\", ax=row1[0])\n", "cont_std_results.plot_continuous_accuracy(phase=\"valid\", ax=row1[1])\n", "cont_std_results.plot_residuals(phase=\"train\", ax=row2[0])\n", "cont_std_results.plot_residuals(phase=\"valid\", ax=row2[1])\n", "plt.tight_layout()\n", "\n", "# to add the train validation annotation to the titles:\n", "for row in axes: \n", " for idx, suffix in [(0, \"Train\"), (1 ,\"Validation\")]:\n", " row[idx].set_title(row[idx].get_title() + \": \" + suffix)\n" ] }, { "cell_type": "markdown", "id": "55880e9c", "metadata": {}, "source": [ "### Common support\n", "\n", "Ideally, we would like to plot the potential outcomes $Y^0, Y^1$ to check whether the exchangeability assumption $Y^0,Y^1 \\perp A$ holds.\n", "Unfortunately, we don't have access to the true potential outcomes, so our best way to imitate them is with the counterfactual prediction.\n", "We visually test for $\\hat{Y}^0, \\hat{Y}^1 \\perp A$ by plotting a scatter plot (each dot is a unit) colored by the observed treatment assignment, and seeing whether, overall, the two groups overlap.\n", "Failing to overlap may suggest there's a problem with how our model is consistent across treatment groups, and therefore we need to be even more cautious with a causal interpretation of the results." ] }, { "cell_type": "code", "execution_count": 10, "id": "70abb9cf", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, [a0, a1] = plt.subplots(1, 2, figsize=(12, 6))\n", "cont_std_results.plot_common_support(phase=\"train\", ax=a0)\n", "cont_std_results.plot_common_support(phase=\"valid\", ax=a1)\n", "for ax, suffix in [(a0, \"Train\"), (a1 ,\"Validation\")]:\n", " ax.set_title(ax.get_title() + \": \" + suffix)\n", "_ = plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "2f4748c6-8baf-47ca-9b92-5519d8262440", "metadata": {}, "source": [ "## Outcome model plots (binary)" ] }, { "cell_type": "code", "execution_count": 11, "id": "92ead5d4-272a-49c5-91c1-9d0934b6cc90", "metadata": {}, "outputs": [], "source": [ "# We generate some simple binary outcomes based on the original data\n", "y = 1 / (1 + np.exp(-data.y))\n", "y = np.random.binomial(1, y)\n", "y = pd.Series(y, index=data.a.index)" ] }, { "cell_type": "code", "execution_count": 12, "id": "dc480cdd-e40f-45e9-b35f-e77ea5512f85", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "frozenset({'calibration', 'pr_curve', 'roc_curve'})" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bin_std = StratifiedStandardization(LogisticRegression(max_iter=2000))\n", "bin_std.fit(data.X, data.a, y)\n", "bin_std_results = evaluate(bin_std, data.X, data.a, y, cv=\"auto\")\n", "bin_std_results.all_plot_names" ] }, { "cell_type": "markdown", "id": "747118da-6e73-47ec-b87f-046e4a8fc560", "metadata": {}, "source": [ "### ROC, PR and Calibration\n", "\n", "Binary outcome models have plots for assessing the quality of their predictions. \n", "The plots are the same as for the propensity models because treatment assignment is essentially a binary outcome prediction. \n", "The interpretation, however, is different and easier - as we interpret these like we would a regular classification task. \n", "The classification results are broken down by treatment group to help identify whether we model both groups comparably.\n", "Modeling the full response surface is a hard task and it is not unthinkable to misspecify one of the groups." ] }, { "cell_type": "code", "execution_count": 13, "id": "f09774e4", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, axes = plt.subplots(3, 2, figsize=(10, 12))\n", "row1, row2, row3 = axes\n", "bin_std_results.plot_pr_curve(phase=\"train\", ax=row1[0])\n", "bin_std_results.plot_pr_curve(phase=\"valid\", ax=row1[1])\n", "bin_std_results.plot_roc_curve(phase=\"train\", ax=row2[0])\n", "bin_std_results.plot_roc_curve(phase=\"valid\", ax=row2[1])\n", "bin_std_results.plot_calibration_curve(phase=\"train\", ax=row3[0])\n", "bin_std_results.plot_calibration_curve(phase=\"valid\", ax=row3[1])\n", "plt.tight_layout()\n", "\n", "# to add the train validation annotation to the titles:\n", "for row in axes: \n", " for idx, suffix in [(0, \"Train\"), (1 ,\"Validation\")]:\n", " row[idx].set_title(row[idx].get_title() + \": \" + suffix)\n" ] }, { "cell_type": "markdown", "id": "0b60ac0a", "metadata": {}, "source": [ "## Non-propensity weight model plots\n", "There are some models which are weight models but not based on inverse propensity weighting, such as the `AdversarialBalancing` model. For this model, plots assessing the quality of the binary prediction of treatment assignment are not relevant, but weight plots are still relevant. For this demo, we compare the plots of the `AdversarialBalancing` model with the `IPW` plots." ] }, { "cell_type": "code", "execution_count": 14, "id": "73fb6c88", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "frozenset({'covariate_balance_love',\n", " 'covariate_balance_slope',\n", " 'weight_distribution'})" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from causallib.contrib.adversarial_balancing import AdversarialBalancing\n", "\n", "ipw_model = IPW(LogisticRegression(solver=\"liblinear\"))\n", "ipw_model.fit(data.X, data.a, data.y)\n", "ipw_evaluate = evaluate(ipw_model, data.X, data.a, data.y, cv=\"auto\")\n", "\n", "ab_model = AdversarialBalancing(LogisticRegression(solver=\"liblinear\"))\n", "ab_model.fit(data.X, data.a, data.y)\n", "ab_evaluate = evaluate(ab_model, data.X, data.a, data.y, cv=\"auto\", metrics_to_evaluate={})\n", "\n", "ab_evaluate.all_plot_names" ] }, { "cell_type": "markdown", "id": "4c2ca7e8", "metadata": {}, "source": [ "### Covariate balance\n", "We see that the `AdversarialBalancing` model successfully reduces the covariate imbalance to 0 in the train phase\n", "but does not necessarily generalize so well in the validation phase." ] }, { "cell_type": "code", "execution_count": 15, "id": "5591ffdb", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, [row1, row2] = plt.subplots(2, 2, figsize=(12,12))\n", "thresh=0.1\n", "ab_evaluate.plot_covariate_balance(phase=\"train\", thresh=thresh, ax=row1[0])\n", "row1[0].set_title(\"AdversarialBalancing: train\")\n", "ab_evaluate.plot_covariate_balance(phase=\"valid\", thresh=thresh, ax=row1[1])\n", "row1[1].set_title(\"AdversarialBalancing: valid\")\n", "ipw_evaluate.plot_covariate_balance(phase=\"train\", thresh=thresh, ax=row2[0])\n", "row2[0].set_title(\"IPW: train\")\n", "ipw_evaluate.plot_covariate_balance(phase=\"valid\", thresh=thresh, ax=row2[1])\n", "row2[1].set_title(\"IPW: valid\");\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "854a6eb3", "metadata": {}, "source": [ "We can drill down a little more and see that the number of imbalanced features is almost always lower for the `IPW` model compared to the `AdversarialBalancing` model, though their performance is very close in the validation phase. Experimenting with different learners may yield different results." ] }, { "cell_type": "code", "execution_count": 16, "id": "2dd4e035", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def unbalanced_feature_count(covbalance, thresh=0.1, phase=\"valid\"):\n", " return sum(covbalance.loc[phase].groupby(level=1).mean()[\"weighted\"] > thresh)\n", "\n", "thresh_range = np.linspace(0, 0.2)\n", "plt.plot(thresh_range, [unbalanced_feature_count(ipw_evaluate.evaluated_metrics.covariate_balance, t) for t in thresh_range], label=\"IPW (valid)\", color=\"C1\")\n", "plt.plot(thresh_range, [unbalanced_feature_count(ab_evaluate.evaluated_metrics.covariate_balance, t) for t in thresh_range], label=\"AdversarialBalancing (valid)\", color=\"C2\")\n", "plt.plot(thresh_range, [unbalanced_feature_count(ipw_evaluate.evaluated_metrics.covariate_balance, t, \"train\") for t in thresh_range], label=\"IPW (train)\", color=\"C1\", ls=\"--\")\n", "plt.plot(thresh_range, [unbalanced_feature_count(ab_evaluate.evaluated_metrics.covariate_balance, t, \"train\") for t in thresh_range], label=\"AdversarialBalancing (train)\", color=\"C2\", ls=\"--\")\n", "plt.ylabel(\"number of unbalanced features (validation)\")\n", "plt.xlabel(\"threshold\")\n", "plt.legend()\n", "_ = plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "33622c17", "metadata": {}, "source": [ "### Weight distribution\n", "For non-propensity weights, plotting the weights is slightly more awkward, but we may still look for overlap between the treatment groups. " ] }, { "cell_type": "code", "execution_count": 17, "id": "442e6966", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, [row1, row2] = plt.subplots(2, 2, figsize=(12,12))\n", "ab_evaluate.plot_weight_distribution(phase=\"train\", ax=row1[0])\n", "row1[0].set_title(\"AdversarialBalancing: train\")\n", "ab_evaluate.plot_weight_distribution(phase=\"valid\", ax=row1[1])\n", "row1[1].set_title(\"AdversarialBalancing: valid\")\n", "ipw_evaluate.plot_weight_distribution(phase=\"train\", ax=row2[0])\n", "row2[0].set_title(\"IPW: train\")\n", "ipw_evaluate.plot_weight_distribution(phase=\"valid\", ax=row2[1])\n", "row2[1].set_title(\"IPW: valid\")\n", "_ = plt.tight_layout()" ] } ], "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": "3.9.7" }, "vscode": { "interpreter": { "hash": "69f88c614e1e3c90b1e7d1bcdbafb917f9042edfca4477b05464240f7cf41bf5" } } }, "nbformat": 4, "nbformat_minor": 5 }