{ "cells": [ { "cell_type": "markdown", "id": "2a54a84a-5b64-41ff-b2e1-bc3ca2bf7c28", "metadata": {}, "source": [ "# Forecasting with compotime\n", "\n", "compotime is focused on forecasting compositional time series, that is, time series where the observations at each time point describe proportions or fractions of different components that make up a whole and add up to a constant sum.\n", "\n", "In this example, we will forecast the popularity of programming languages using data from the [PYPL Popularity of Programming Language Index](https://pypl.github.io/PYPL.html). Data was retrieved from [kaggle](https://www.kaggle.com/datasets/muhammadkhalid/most-popular-programming-languages-since-2004) and transformed so that no additonal preprocessing is required." ] }, { "cell_type": "markdown", "id": "ca10c20e-b8d1-45fe-a575-82e74c33aa41", "metadata": {}, "source": [ "## Input data\n", "\n", "compotime uses `pd.DataFrame` objects for time series. Rows represent time indices, and columns represent the different shares (components).\n", "\n", "The `DataFrame.index` is used to represent the time series index. `pd.Index`, `pd.RangeIndex`, `pd.DatetimeIndex` and `pd.PeriodIndex` are supported as long as all the values of the index are evenly spaced." ] }, { "cell_type": "code", "execution_count": 1, "id": "1fe9cc64", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "id": "f4f0d910-d1a9-47ea-ab1d-90db4f5846b5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pd.read_csv(\"data/proglangpop.csv\", converters={\"Date\": pd.Period}).set_index(\"Date\")\n", "\n", "df.plot(legend=False)" ] }, { "cell_type": "code", "execution_count": 3, "id": "ef28cbe6-32f4-447f-a35c-d1d46fe604e3", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "PeriodIndex(['2004-07', '2004-08', '2004-09', '2004-10', '2004-11', '2004-12',\n", " '2005-01', '2005-02', '2005-03', '2005-04',\n", " ...\n", " '2022-08', '2022-09', '2022-10', '2022-11', '2022-12', '2023-01',\n", " '2023-02', '2023-03', '2023-04', '2023-05'],\n", " dtype='period[M]', name='Date', length=227)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.index" ] }, { "cell_type": "markdown", "id": "f89504c8-9b8a-432e-970d-9c17a0fef11b", "metadata": {}, "source": [ "At each time index, the sum of all the values in the corresponding row should equal zero." ] }, { "cell_type": "code", "execution_count": 4, "id": "2fe800cf-fc40-4c2f-a95e-c9fbe1ae21af", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.sum(axis=1).all()" ] }, { "cell_type": "markdown", "id": "e9418481-a7fe-4d9d-ba5c-49e084705d11", "metadata": {}, "source": [ "It is not a requirement that the different individual time series start at the same time, which means that `NaN` values are valid in a given column as long as they are not preceded by any other values.\n", "\n", "Next plot shows missing values in the time series. The yellow columns show missing values in the Dart, Go, Julia, Swift and Typescript programming languages, which did not exist at the beginning of the time series." ] }, { "cell_type": "code", "execution_count": 5, "id": "2220a736-41f9-4aa3-b177-5e869083c134", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(df.isna(), aspect=\"auto\")" ] }, { "cell_type": "markdown", "id": "fb846d2f-81e8-4499-9b88-2ca37094a924", "metadata": {}, "source": [ "The forecasters that are currently implemented apply an internal transformation so that the values of the time series are unbounded when the model is fitted. This transformation requires that all values are positive and not too close to zero to avoid numerical issues. The function `treat_small` ensures that all values in the time series are not smaller than the given minimum while preserving the sum one constraint." ] }, { "cell_type": "code", "execution_count": 6, "id": "581729bf-0760-44dc-82ee-a1e2e4ce4fac", "metadata": {}, "outputs": [], "source": [ "from compotime.preprocess import treat_small\n", "\n", "df = treat_small(df, 1e-3)" ] }, { "cell_type": "markdown", "id": "4cb3fbc3-98b3-4aa7-9a06-933879c1ad39", "metadata": {}, "source": [ "## Specifying the forecasting algorithm" ] }, { "cell_type": "markdown", "id": "e537441f-f551-43cd-a171-f830e1f53d13", "metadata": {}, "source": [ "At the moment, two different models are available: the `LocalLevelForecaster` and the `LocalTrendForecaster`. \n", "\n", "The `LocalLevelForecaster` is a very basic model that is only capable of forecasting constant values, whereas the `LocalTrendForecaster` is more flexible.\n", "\n", "The interface of the models is similar to the one used in `scikit-learn`." ] }, { "cell_type": "code", "execution_count": 7, "id": "b66911e0-0b43-4150-986e-e4fd03656550", "metadata": {}, "outputs": [], "source": [ "from compotime.models import LocalTrendForecaster\n", "\n", "forecaster = LocalTrendForecaster()" ] }, { "cell_type": "markdown", "id": "1341f438-4410-4d84-90a7-010b85516325", "metadata": {}, "source": [ "## Fitting the forecaster to the observed data\n", "\n", "We will use data before 2019 to fit the model and keep the rest to check the quality of the forecasts." ] }, { "cell_type": "code", "execution_count": 8, "id": "27d11890-944a-48d4-9336-0d33642adc17", "metadata": {}, "outputs": [], "source": [ "cutoff = \"2019-01\"\n", "train, test = df[df.index < cutoff], df[df.index >= cutoff]" ] }, { "cell_type": "markdown", "id": "5fc32815-9f42-4ec6-a885-ec99438ee319", "metadata": {}, "source": [ "Now we can fit the model:" ] }, { "cell_type": "code", "execution_count": 9, "id": "8d449fbc-5361-44a5-bbe7-f04b771f015f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "forecaster.fit(train)" ] }, { "cell_type": "markdown", "id": "b7139e29-9d3a-4c20-85a8-06c7c11f22d0", "metadata": {}, "source": [ "## Computing forecasts" ] }, { "cell_type": "markdown", "id": "ae11f3ff-801c-4623-974f-b17c67c6c4dc", "metadata": {}, "source": [ "Finally, we compute forecasts by providing an `horizon`, which represents the number of steps to be forecasted." ] }, { "cell_type": "code", "execution_count": 10, "id": "fa3a61c2-359b-476e-a0fa-e1e826f3fe8a", "metadata": {}, "outputs": [], "source": [ "horizon = len(test)\n", "forecasts = forecaster.predict(horizon)" ] }, { "cell_type": "markdown", "id": "37073c8c-6fe6-4482-9cca-987a2997d377", "metadata": {}, "source": [ "Next plot shows the real time series, the fitted curve and the forecasts." ] }, { "cell_type": "code", "execution_count": 11, "id": "c9fd6932-5393-4d14-b7ec-6754f92f542c", "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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YnRBCCCGEECfI3BW5pGWXk1FkYVT3cPy9jJ4OSRyCJEdCCCGEEEKcIDee3oWiaisX94uVxKgdkORICCGEEEKIFmR3qhj1CoqioNcpPHFBL0+HJI6QzDkSQgghhBCihTTYXUx+dyUv/rajSSEG0T5IciSEEEIIIUQL+SOjhBXZFby3LIfCaqunwxFHSYbVCSGEEEII0ULOTY6mvK4XvWICiAny9nQ44ihJz5EQQgghhIBJk5rfFodlc7pwuFT388lD4hnQSdYxao8U7SQYDGmxWAgMDKS6upqAgABPhyOEEEIIIU4RDpfKrR+vQwFeu7IfZoPe0yGd8o4nN5BhdUIIIYQQ4pRVXmvj/Nf+wqVpTBwYx+WD4ugQ7HPE56cXWli8oxSA7UU1JHcIOkGRitYgw+qEEEIIIQTMmgWK0viYNcvT0bSaT1bupqDaSrHFxqt/7OT05/7k+vdXk1Vae0TnJ3cI4t0pg5h19QBJjE4CkhwJIYQQQgj49NPmt09iDpfKRytzAZgypBPDEkLRtMaKc+e8spR3/tqFqh44A0XTNGptTvfz4YlhnJEU0WpxixNHhtUJIYQQQohT0vwtRRRbbIT7m3nk3J6YDDqyS2t5/PutLM0s46kft7FgaxHn9omm1uakzuYkMsDMrrJ6VmSX89G/UgnzM3v6Y4gWJMmREEIIIYQ4Jb2/PAeAKwd3xGRoHFDVJdyPD68fzCerdvPfn9JZtauCVbsqmpwX4G3A0uBk1a4KzukT3dphixNIkiMhhBBCCHHK2ZxfzdrcSox6hatSOzZ5TVEUrkrtxOkJ4bzx505qbA58TQbyKxtIyy4nLtiH687rLInRSUiSIyGEEEIIccrZ12t0bp9oIgK8mj2mY6gPz16aDIDF6sBqdzH82T/ZWmChc9iRV7QT7YcUZBBCCCGEEKeUslobP2wsAODaYZ0Pe/znq/MY/cIiSmttXNwvFoBZi7NPaIzCMyQ5EkIIIYQQp5S3l+7C7lLpGxdESlzQIY91ulQ+XplLWa2dBVuLuXFEYzL1W3ox2UdY7lu0H5IciXbN6nCRWVyDw6V6OhQhhBCifRs3rvntk8yynWXMWpIFwNSRXQ97vEGvY+6/Uvn3uT24Z2wiCRH+jO0RgabB23/tOtHhilamaJp2YPH2dsZisRAYGEh1dTUBAQGeDke0goo6O3PTcvkwLYfyOjt+ZgM9ov2xO1XMRj0+Rj27yuvQKQr3ndWdc5NlwqQQQghxqiupsXLOK39RVmtj0uA4ZkxIPuixtTYnfubmp+evzC5n4uwVmAw6PvlXKmW1dnLL6+gU6sP43nLN4WnHkxtIciQ8RlU17C4VL6MeAJvThdmgP+A4l6qxZU81u8rq2F1RT1ZpLQu2FmF1NPYW6RVwHeZf8dm9o/i/C3vz2ardnJEUQe/YwBb/PEIIIYRou1yqxtVvryQtu5ykKH++vW2Y+xrknzbmVXHte6uYMSGZ8b2jDnhd0zQuenM5G/OqDnjtk3+lMjQhrKXDF0fheHIDqVbXgjRNY2F6Cd2j/IkLkQomh+JSNa57fzXLd5Yxols4XcP9+CAth9TOIbxxVX8CvIzU2px8sSaP95fnkFtef0AbvWMDuGlEV6ICzFw+awUKEBlgRtWgpMYGgFGvoKoav2wpYvGOUurtLmYuzuLNqwcwslt4K39qIYQQog2bNQtuuaVxe+ZMuPlmz8bTwl5ZmEladjk+Jj1vXNX/oIkRwGer86isd/DxylzG9YpEUZQmryuKwn1ndeOG99fgZdTROcwXVYPNe6p58OvNzL/7dHxMcpndHknP0XF6/Y9Mvlibz4yL+5BXWc/0rzaTEhfEN7cOPeAHSez3yu+ZvPT7jgP2G3QKvWIC8DUb2JxfTY3NCYCvSY+v2UBpjQ0NGNAxmC+nDnF/x7OXZDGmRyRdw/0AyKuo59NVu8mvbOCSAbE888t20gstKApoGuh1CjMu7sPlg+JwulR2ltbSLcIfnU7+nwkhhDhFjRoFixc3bo8cCYsWeTKaFpVTVseYFxfjUjVenpjCRXsrzh2MS9WYuTiLKUPjDzq0bt9x+r3XDrU2J2e9uJiCais3DO/Mo+f1bNHPII6c9Bx5yHcb9vDCr40X+Dd+uMZ9oX7pgA4oioLV4aKo2kpssDdGvY7yWhtBPib3D1FbkFdRz/wtRdhdKqqqoSgwLCGMfh2DT9h7rtpVwSsLG7+3h89J4os1+WSWNFZ7caoaG/Or3ceaDTp8zQZqrA7q9vYGjegWzo2nd26SfN40oumEyrgQHx4Yn+R+PrRrGLd9vI5ftxVj0Ck4VY0HvtpEVYOdHzYWsnlPNWOSInjigl489PVmwv3NPHdpMkb9/polmqaxPKuc2CBv4sN8gcahgZJQCSGEEG3bm4t24lI1RnYLP2hiZHW43L1Jep3CbWckHLbdv1/T+ZkN/HdCH657bzXvLtvFucnR9D+B11PixDim5OiNN97g+eefp6ioiL59+/Laa68xePDgZo/9+uuvefrpp9m5cycOh4PExETuvfderrnmGvcxmqbx+OOPM2fOHKqqqhg2bBhvvfUWiYmJx/apTiCXqvF/P2zF4dL4al0eAKG+Jsrr7AB0CvXh8oEd+GZ9Pk//nEFpjQ2jXiHQ24ilwcmDZ3fnjKRI4kN9PN6ztGxnGVM/WovF6myy/4Vfd9Ah2JvzkqM5PTGcoV1DWyzWqno7d3+2HlWDCf1jiQv2IbOkFr1O4aXL+xLmZ6bO7qLe7uTnTYUs2FaMzdn43Q7sFMz947qT2iX0qN/XqNfx6qR+XPfeatKyyzEbdNicKk//nOE+ZmFGCcuzymlwuIDG/6//3nvXx+5UeeSbzXyxNh+dAhemxFJaYyO90MI9Z3ajpMbG4u0lXD4ojqtSO1Fea8Ph0ogKbH5ROSGEEEK0jryKer5etweAO8c0f21ZXe9g4uw0zukTzR2jE475uueM7hFM6BfL1+v3MP3LTfx45/Bm51OLtuuoh9XNmzePyZMnM3PmTFJTU3n55Zf54osv2L59OxEREQccv2jRIiorK0lKSsJkMvHjjz9y77338tNPPzFub5nIZ599lhkzZvDBBx/QuXNnHn30UTZv3sy2bdvw8jr8xeW+rrO1O/LplxDT4knHlj3VvLIwkz6xgYT7m3jo6y3u10Z0C+e2UV2ZOHsFANGBXsQF+7AqpwIAnQJqM99wbJAXep2O5A6BXNQvluEJYYcc+9rSPl6Zy2PfbcWlavSKCaBXTAC/bC5yD2P7u/OTo/nvhD4EeBmP6z1VVWPqx2tZsLWY+FAf5t6QysVvLqOs1s7tZyRw37juTY7fWlBNYZWVIB8joX7mFkkoa21OrpqzoknvlMmgY8bFfXjgy424tKb/z16/sh9Du4Zxy0drWbWrwj0s71BGJIaxcu+xX9w8lD4dpPiDEEKIduAkHVb38Deb+WTlbk5PDGPuDanNHvP56jwe+GoT4f5m5t91OqF+5mN+v8o6O2e+tJiyWjsXpsTwv8v6YtDL6jmtqVWr1aWmpjJo0CBef/11AFRVJS4ujjvuuIMHH3zwiNro378/5557Lk899RSaphETE8O9997LfffdB0B1dTWRkZG8//77XHHFFYdtb98XEHf354SFBNErJoCrUju2WCnFCW8uY93uqgP2x4V48/1tw7hp7lpW51TiZdS5K6jtu8A+p08UP28uAmBY11BUDdbkVuD4R3k1hcahYMMTQjm/bwzVDU6W7Szjr51llFiszJk8kEGdQ9iUX03XcF+CfExH/TnKam2s313Fgq1FfLk2H4CLUmJ45pJkvIx60gstvPTbDgbFBzN7yS5Ka23uc8f2iODtKYOO+j33ySiy8NDXm1m/uwqjXuHrqcNYklnK8wu20y3Sjx/uaL07KxV1dia/u5Kiais+JgO3jurKFYM78s5f2fz3p/QmyaxepxDhb6aw2oqf2cBLE/syc3E2a3Mr3ccoNCbJJr3Cb+klTd6rQ7A3P91xOoE+x5dYCiGEECfcSZgcFVQ1MPL5P3G4ND6/eQiDO4cc9Ni5aTkMjA+hR/Txz1//I6OYmz5ci1PVOLt3FK9c0Q+TQRKk1tJqc47sdjtr167loYcecu/T6XSMHTuWtLS0w56vaRp//PEH27dv59lnnwVg165dFBUVMXbsWPdxgYGBpKamkpaWdkTJ0d9V1NlZmlnGsp1l/HDHcHrFHN9d+7W5FazbXYVJr2NIlxAWZ5YBYNIrzLp6IJkldWzZY8HbqGfOlAH858d0EiL8CPIx8tGK3e7E6K4xidxzZjcA6mxO5m8t5Ms1e9i8p4pamwsN2F1Rzyer6vlkVd4BcVz/wWrMBj3VDQ56RAfww+3DDnkXYkNeFX+kF1NYbaWw2kpOeS35ldYmx0wZ0omOIT6Y9/6w9ogOYPbkgQBcO6wzMxdl8b/fGucGVdbbsVgdR917VFln5+2/spm1OBunqjWOx724N306BJIY6cfi7aU8cm6PVu1yDvE18f1twwHQ2D9e+IbhXRiZGM60LzayaW/PkkvVKKy2Ehfizd1juvHOX7tYm1uJ2aBj+tlJ+JkMjOoeTkSAF5YGO6fN+IN6e+OwvGAfI/mVDUz7fANzJg+UuUlCCCFEK5u1OAuHS+O0LiEHJEaqqjW5DrhmSHyLve/opEhmXj2AWz9exy9birDOXcNbVw9okVFCDXYXuyvqqbU5SIkLblNz2U8GR5UclZWV4XK5iIyMbLI/MjKSjIyMg5zV2BMUGxuLzWZDr9fz5ptvcuaZZwJQVFTkbuOfbe577Z9sNhs22/5eDYvFsv8D6RT6dQxidU4l//52C1/dMvS4LkpnL8kG4OJ+sYzpEcHizDKCfIzMvWEwPWMCWJ1TgUvTuGtMIsMTwpl/d2N56Dqbkz/SSyiotnLH6ATuHrt/jKuv2cAl/eO4pH8cAPmV9Xy7fg+/p5eQXmjB5lSJCfLizB6RDOkaxvSvNlHd4HD3SqUXWvh0dR7XnNap2ZgX7yjlhvdX42xmPJ9JrxDkY8LhUvkgLReA4YnhdI/yb3KcUa/jjjGJJEUHcMcn61ibW8Ulby7n7SkDsTQ46R0b0OwQt/JaG7+nF7NyVwXrd1exq6zO/dq4XpHcMrIrKXFBAHgZ9Xx202keSRoO9p4Jkf58f/twKuvsrMmtILukDoeqMmlwR77bUMCK7ApMBh1vTxnI6YlNS4EHeJv4/ObT+H5jAbOX7KKy3oFeUfhjewnrdlcyMP7gd6uEEEIIcfxeW5jJT5sLCfMzE+Fv5sfNhQDcObrpXCNN0/i/H7dRVmvjxctTTkivztiekbxz7UBu/HANf24vZdTzi0juEEiP6AAGxYcwLOHI53RrmsYz8zP4Zt0e93IlAI+e15Mbhndu8dhPZa1Src7f358NGzZQW1vLwoULmTZtGl26dGHUqFHH1N6MGTN48sknD9h/RlI4i3fVUVjdgK9Zz/rdVcxbk8ekwR2P6X2yS2v5dVsxADeO6MzLv2cCcGn/DvSJDQIgPtSXWVcPYFT3phfKvmYD390+nJzyOgZ2Cj7kP/4OwT7cPjqR20cnommN1dq6R/rjbdq/OOo98zaganBmj0h+Sy/mxV+3c0FyzAHDtbbsqWbqR43duMMSQhnSJZSCKiufrNoNgN2luX+ovI16hiWE4nCpB43tzJ6RfDl1KDd8sJrMklrOfHEJDlVlQr9YnrmksZpbaY2NBVuL+HlzISuyyw+YYxUT6EWfDkFUN9i5bGYat47qyrSzGucXtdXelGBfE2f2jIK/VeFM7hDIraO6cnbv6IPOI+odG0SvmED8zEZe/G0HLk2jT2wgiZH+zR4vhBBCtBnjxu0fVrd3Xnh7UmKx8vLCTFyqBtS49w/oFMyQrk2LOWWW1PLxylwcLo2Jg+IOuOHZUk5PDOfD61P51werKbJYKdpmdV9b3jk6wX09dDgLthYxa3G2+/m+qRxfrMmT5KiFHdWcI7vdjo+PD19++SUXXXSRe/+UKVOoqqriu+++O6J2/vWvf5GXl8eCBQvIzs6ma9eurF+/npSUFPcxI0eOJCUlhVdeeeWA85vrOYqLiyO3sJRJ729iT1UDSVH+ZBTVMLZHJG9PGXikH7GJR77ZzMcrdzMmKYLXruzHgKd+p8Hh4rvbhtF3b+9Ha/l4ZS6PfLMFgw6iAr3Jr2w4oIZ+XkU9F7+5nLJaG8MSQnnv2sHuOyG7yurQNK3xB7PaSpifmcGdQ464e7ewuoG7P9vAyl0V7n1dwn0J9DKyIb+qSZGCnjH+eBv1lNfZyS2r55//wFI7hzD3htSTfuztT5sKufeLDVgdKl3CfXn/2sFYnS7iQ31P+s8uhBBCtLY3F+3kufnb6R0bwPXDOlNssVFjdTBxUBydQn0POH7JjlJyK+oPOhKnJdVYHWzeU016YQ0b8qr4YWMBAM9dmszlA+MOea7dqXLmS4vJLa/nxtM7u0uMD/zP7zhVjd+njSAhQm7C/l2rzTkymUwMGDCAhQsXupMjVVVZuHAht99++xG3o6qqO7np3LkzUVFRLFy40J0cWSwWVq5cydSpU5s932w2YzYfWEUkyMfEq5P6MXFWGhlFNXSL8OP5S5OP5iO6ldfa3EULbhzRhXq7i8sGdmBrgYVkD1Qfu3JwR/7KLOOXLUXkVzbgZzagqhrLdpZRWmOjoLqBL9bkU1Zro0d0AG9d1Z8Gh8t9Ed5577o8XfYuknq0ogO9+fTG0/hsdR7/98NWrE6V7NL9Q+aSOwRybp9ozu4dTVyIN8Of/ZM9VQ0AJET4MbBTMP06BtG/YzAJEX4eL2PeGs5NjqZTqA83friG7NI6Lpu5HKtTJT7Ml9cn9SMuxMfTIQohhBAnBU3TmLe6cc725CHxTOjf4aDH7bsGGdHtxPQWNcffy8jQrmEM7RoGQMcQb974M4uHv95MbJA3wxLCDnruh2k55JbXE+5v5u6x3fDduyjtiG7h/JFRwg8bC7nnzIMnR39fv0kc3jGV8p4yZQqzZs1i8ODBvPzyy3z++edkZGQQGRnJ5MmTiY2NZcaMGUDjELiBAwfStWtXbDYbP//8Mw8++CBvvfUW//rXv4DGUt7PPPNMk1LemzZtOupS3vuywz+3l3D7x+uos7voEubLu9cOIirQ66D/MDRN45NVu5m9JJtAbyMpcUGU1dr5eXMhyR0C+e62YW3iYr66wcGDX23it23Fzc4nAogK8OL/LuzFxvwqvlybz8sT+x3QlXy8Cqsb+Pc3W1i5q4LavaW//c0G1j12pnvR1M/X5GHQKQxLCCMy4NRe66fEYmXSnBVklda5S4GH+Zn48pah7sVkhRBCCI+bNw/2FcL67DOYONGz8RyFtKxyJs1ZgZ/ZwMqHx7gTiL9bvrOMl37fwcyrBxxXqe6WoKoad8/bwPcbC/A3G5h38xB6xhzYw1FVb2fk84uobnDw7CV9mDho/1SRr9flM+3zjXQN9+X3aSObvVZdnlXGTR+uZVB8MDOvGXDKrLnUaj1HABMnTqS0tJTHHnuMoqIiUlJSmD9/vrugwu7du9Hp9g8Zqqur49ZbbyU/Px9vb2+SkpL46KOPmPi3H7gHHniAuro6brrpJqqqqhg+fDjz588/osSoOWd0j2icJ/P+arLL6rjojb+ICfJhcOcQHjm3h/sCHhrLW0//chMLM/aXYN70tzVw9DqFJZllDE8I83g1kEBvI29dPYCqeju/bivm582F7CqrI7e83n1MkcXKTXPXup9vLahu8eQoOtCbd64dhKo2JpXPzs+gxurk2/V7uGxv1/DhuohPJREBXnx642lMnL2CXWV1GPUKZbV2Jr+7ii+nDiHC/9ROHoUQQrQRb73VdLsdJUfzVjfOrT6/b0yziZHDpTL9603kVTTw5qKsJtMSPEGnU3j+smSKqq2syqngwjf+YsqQeO4YndhkPvkrCzOpbnCQFOXPpQOaXlud2TMSk0FHVmkd6YU1ByRXJTVW7vx0A7U2J39uL2X6l5t4aWJKm7jh35Yddc9RW3Sw7LDEYuW691eztWB/NbshXUJ546r+hPiaWLazjLs+W09Zrb2xVHfXEBbvKGv2PW4e2YXp45LaXAGBomorE95cRkmNDaeqodcpRAd60SHYm5HdIrhlZJcT/kNQUmPlj/QSRnYPJzrQ+4S+V3tWVG1l4uw0csvrMeoVHC6NHtEBzLv5tONeYFcIIYQ4bu10naPqegeDn/4dm1Pl29uGuavi/lNWaS1v/LGTpyf0aTPDzCrr7Nz52XqW7l0qJtDbyGUDOuDSNKobHHy/oQCnqvHRDakMTzxw6N3Nc9ewYGsxU0d1Zfr4JPd+l6ox+d2VLNtZTodgbwqrrbhUjdvPSOC+cUdWBKI9a9VFYNuiQ30Bm/KruOD1ZegUMBv1NNhdDO0ayutX9mfk839SY3XSPdKfVyal4HRpXPzmMs7uHc1VqR3x8zLwxZp8vt2wh6p6B89M6MMVx1j57kRzqY0/RAFeBlmFuQ0rqGpg3EtLqLE5CfQ2Ut3g4LQuIXxw/eBTpqtbCCFEG9VOk6MP03J47LutJEX588tdp7e7nhFN01i8o5QZP2ewvbjmgNdHJ0Xw7rWDmj33x00F3P7JeuJCvFly/xnuz/7K75m89PsOvI16frhjGOtyq3jgq00AzJjQ55grObcXrTqsrr1J7hDEsIRQlu0s56wekfy0uZDlWeU8/t0WaqxOekQH8M2tQ913EFY/MpYgH5P7/F4XBPLQOUnklteTGHFsxQxag16nEOJrOvyBwqNigrw5p08089bkkdo5hOVZ5VTVO9heVENyhyBPhyeEEEK0O5+taizEMHFQXJPEqNbm5O7P1nP/uKQD1nNsSxRFYVT3CE5PDOeb9XvYkFeJv5eRQG8jwT5GxveKPui5o5Mi8DbqyatoYGN+NT2jA/h+YwEvL9wBwH8u6k1ChD8JEf7kVzXw6sJM/v3tFvp3DG7T34knnfTJEcAtI7uybGc5v24rZlT3cH5PL+HHTY2Lgj16Xg9Mf+tp+XtitI/ZoKebrFMjWsjF/WOZtyaPtKxy/rxvJOEy50gIIYQ4Jpvyq9hWaMFk0HFxv9gmr834OZ3f00vILq3jt2kjPT53/HD0OoVLB3Tg0gHNV9prjo/JwNiekfywsYCHvt5MUXUDlfUOAC4b0IFL/tbWPWMT2VZQze/pJby5aCevXNGvxT/DyeCUGH81PCGMXjEBNDhcBHg3zu3QgDFJ4QztGsa176/mlrlryS6t9Wyg4pQwOD6E2CBvamxOVmRXHP4EIYQQQjTr3b92AXBO76gDbnDfP647I7uF8/IVKW0+MToe5yc39iylF1qorHcQ4W/mtjO68tRFvZscpygKd4/tBsAPGwvILa87oC1xiiRHiqIwdVRXAH7cu+iWAtw0oiu55XUs2VHKgm1FmNvI5DxxctPpFPfdra/XNa6lVW93kl9Zf6jThBBCCPE3hdUN7pFA/zq9ywGvB/mY+OD6wSf9sPUzkiK4bEAHLkyJ4f3rBrH8wdHcPy6p2aITvWMDGdktHFWDWUuyPRBt23dKJEcAZ/duXJDT7mqsP3HjiC6kdgnlizWNF6enJ4YTGySV1kTruLh/Y3K0JLOMT1ftpv9Tv/Hvb7d4OCohhBCntNTU5rfbqPeX5eBUNU7rEkLv2EAA3lu2i4XpxR6OrHUZ9Tqev6wvr1zRj1HdIw5bmOu2MxIA+HJNPsUWa2uE2K6cMsmRXqdw4967CqG+Jm4fnYBL1fhybWNyNFHW5RGtqGu4H33jgnCpGrnl9VgdKst2lmGxOjwdmhBCiFPVs882rlSuaY3bbVitzcknqxrXNvrX8Mbru78yy3jyh23cNHctGUWWQ51+ShvcOYSBnYKxu1TeXiq9R/90yiRHAJMGd+TR83ry7rWDCPAy8umq3RRZrAT7GBnbM8LT4YlTzCV7e4/+2llKQoQfDpfGn39bjFgIIYQQzZu3Oo8aq5Mu4b6MTmq8hkvtEsKE/rFMHtKJ7lJI65D29R59vHI3VfV2D0fTtpwS1er20esUbhjeGYBdZXXuYUzn9ImWNWZEqzsvOYanftzGlj0WkvaW03x76S6GdA0lQirYCSGEaG3z5sEVVzRuf/YZTJzosVCySmuZm5aLw6ViMugwG/QkRPgxtkcEfmaDuxDDDcM7o9tbbMGo1/G/y/qiabS7tY5a26ju4fSIDiC90MI7f+3i3rNO/oVhj9QplRz9XXyoD0O7hrJudyXXDevs6XDEKSjE18SZPSP5eXMRGUWNi75t3lPNuJeW8OH1qUQHeVFea5d1CIQQQrSOt95quu2h5GhHcQ1XzF5BRd2BPRoGnUJStD97qhoI8TVxWpdQ5q7I5ZrTOgGNSZHkRYenKAp3jE7g1o/XMXtJNhMHxdEh2MfTYbUJp2xypCgK7147iHq7SxZPFR4z4+JkRnWPYE9lPW8v3UWd3UVlvYMrZqdx99hE/vtzBs9fmsxlMidOCCHEKSCrtJYr56ykos5Oz+gAzuwZid2lUr93+YvtxTVs2dM4n2jioDhu+nANWaV12ByuZivWiYM7u3cUqZ1DWLmrgv/+lM5bVw/wdEhtwimbHAF4GfXNljkUorUE+hi5fG/iU2dzsWhHKQ6nSm5FPc/N346iwMPfbCY+zJdB8SEejlYIIYQ4cXLL67hyzgrKam0kRfnzyY2pB6xdlF1ay/ytRZTW2Lh1VFeCfYx8sDyXc/eu9SOOnKIoPHFBL859dSm/bCnir8wyhieGeTosjzulCjII0ZZdmBJLea2Nr28byjl9onCoGpoGDpfGzXPXklch6yAJIYQ4OVU3OLjq7ZUUW2wkRvjx8b8OTIwAuoT7ceuoBB4/vxf+XkZuGtGVX+8ZQXSgLMdyLHpEB7iHJD7xw1YcLhUAl6pRVH1qlvmW5EiINqJPh0A+v3kIRr2O1yb159IBHQDQKVBRZ+eGD1ZTc5KU+lZVDZeqeey9hRBCtC1Pfr+V/MoG4kK8+fjGVEL9zM0ep2ka328scF/EA/iaT+mBUMdt2pndCfE1sbOklke+2cydn65nwH9+47QZC3l+QYanw2t1khwJ0YYkRvoT4GVEr1N4+uI+DI4PQdUaKy3uKK7l7s82HPLi3qVqfL4mj9f/yGT5zjLq7c5WjP7IZBRZGP/KEpKfWMCdn65n/pZCGuyuVnnvslob415ewnmvLWVPVUOrvKcQQohD+2lTIV+v34NOgZcn9jtkxdY5S7O589P13Dx3rdzsaiGBPkYeGNdYre7zNfl8v7GAqvrGm7Fv/JnFe8t2eTK8ViepthBtlMmg482r+3PBa39RUG1Fp8DCjBLmLM3m5pFdDzi+1ubkrk/Xs/BvayUpCpj0Osb1iuT/Luzd7BCFE6nG6sDfywg03u2btzqPx7/fis3ZeMfv+40FfL+xAG+jntO6hDCkaxgju4XRLdK/2TKsq3MqWJdbSW5FPbvL6/Ey6nnw7CQSIvwOG4umaTzw5SYyS2oBuPTNZXQO92PS4I6c2yfaXQpWCCFE6ym2WHnk280A3DoqgQGdgg95fOcwP7yMOoZ2DZXf2y3o8oFxrMguJ7usjtMTwxjVPYIVWeX877cd/N+P2wjzM3N+3xhPh9kqFE3T2n3abbFYCAwMpLq6moCAAE+HI0SL2pxfzaUzl2NzqiiAt1GHXq8jOtCLc/vEcEFKDAadwr8+WMP24hpMBh2ju0ewJreCstr9ZVD1isIlAzowfXz3gw5XaCklNVamfrSOtbmVhPmZ6B7pT4NDZd3uSgBGdgtnypBOPPLtFmptTmqsTXu4ukb48dENg5uMIZ+9JIunfz6we9+gU7h9dAJ3j+0GgM3pYv6WImwOlQn9YzHoGzvIP1iew+Pfb8Vk0BET6EVOeeMcLj+zgWUPjibQ23hUn1HTNFlHQwhxcpk+HZ57rnH7gQfg2WdP6NtpmsaU91azZEcpvWMD+HrqMEyGww9qyquop0Owt/wOPsE0TeOJ77fyQVouJr2O968bxNCE9lGw4XhyA0mOhGgHfthYwH1fbHT3uPyTTgFVgzA/E29PGURKXBAAs5dk89XaPHYU17LvB91s0PHIuT24KrUT+hNw121HcQ3Xvbf6oMPWekYHcN9Z3Zi5OJtVORX4mQ28fmU/NuZV8erCnbj2/kpSgN6xgZyeGEawr4n//pQOwNgekQT7GPlqXT5/H1Fx+xkJaGh8tiqP8r1rYyR3COSRc3qwKqeCVxdm4nBpPHF+T87qFcnI5xfhcGmY9Tqeurg3fWICaXC66N/x4HctC6sb+GJNPl+szaO0xkavmEB6xwSQEOlPjyg/4kJ8CfczU2Sxsmh7KX9klJBTXsfIbuFcNrADSVHy+0kIIQAcLpUnf9jKRyt2Yzbo+PGO4SRGNr+u366yOkJ8TAT6HN1NLHH8XKrGHZ+u4+fNRQT7GFl03xnt4v+DJEeSHIlTgMXqoLregUvVsLtU7vtiI5vyq5scExvkzS0ju3DpgDi8TfvL1OeW1XHP5xtYt7sKaEymfr1n5BENRzsaf2WWMfWjtdTYnHQO8+Wtq/tjc6ikF1r4dNVuNv4jXn8vAx9eP5h+exOSvIp6nvhhK39mlNDcUPJbR3XljtGJnPvqUrLL6hjVPZxaq5M1uZVNjgv3M2Fzqlj+0SM1OimCd6YMZM7SbJ7+OQOTXod976ReRYFgHxPvTBnIql0V/LqtmKzSWoK8jQT5mDDqFdbmVjYb19/9vc1/8jcbSO0SwtMX9yEi4OBj6oUQ4mRWVmvj1o/WsSqnAoAZE/owaXDHZo8ttliZ8OZyfEx6Prh+MDFBUpWutdmcLs5/7S92FNdy/bDOPHZ+T0+HdFiSHElyJE4xb/y5k+cXbCcm0ItesYGgaazKqaS6wUG4v5kf7xhOZDMX3y/9toNXFmaiU+Cjf6UytGvLdY+vzqlg0uwVOFWNwfEhXNQvhpS4YHrGNP5MaprGxvxqvlybx/cbCjDs7aJP7hB0QFt5FXVMnL2Cgqr9ZURTO4fw2U2n8eQP23h/eQ6RAWYW3D2CIB8TX6zJ4z8/pRMd6MWO4hrC/MwMSwjjm/V73OeH+ZlYcPcIDDodI57/k+oGB89M6EON1cnLv++g7giLQgR6G0ntHEJlvZ3VOfuTMpNBh9OlomqNyaePyUBkgBmjXsf2ohr+/ov23D7RvHFV/6P7goUQ4kRbvhyGDWvcXrYMhg5t8bfYlF/FzXPXUlhtxc9s4KWJKZzZM/Kgx+8oruGad1biazbw1S1DCfZt3bmzotHSzFKueWcVBp3CgntG0DX8+G+uqqpGocVKTlkdOeV1e/9bT05ZHXaXyqtX9KPv3pEwR0uSI0mOxCmmzuak1uZskgDV2518sSafD9NySO0SytMX9zngPE3TuOuzDXy/sYBAbyPf3DqUQG8jTlVrNpk6UlX1ds55ZSkF1VbG9YrkvrO6c/7rfxEd6M2Pdww/oMyqw6XiUrVDLsJcYrFy1dsrySypJSnKn5/uGE5adgVXv7MSgA+uH8zIbuFNzimrtXH12yvJKKpx7xuRGIaiKNw5JpEBnYL570/bmLN0F90i/fjlrhHodQqlNTb+/e1mFmwtdp8X6G0kMcKPUd3DSYz0p9bqJKe8jtf+2Ok+Rq9TuHxgB24Y3gWTXkd0kBdF1VZMeh2pMxY2ia1HtD8uVWNHcS0B3ga+v2048WG+R/9lCyHEiTJqFCxe3Lg9ciQsWtSizX+1Np+HvtmM3anSJdyX2dcMPKIRDAVVDbhUjbgQnxaNRxydG95fzcKMEsYkRfDOtYOOqY06m5Pf04v5cVMhSzNLsTqaH2kBEOFv5oeD3Ow9nOPJDaRanRDtkK/ZcEDC4WMyMGVoPFOGxh/0PEVReO7SZPIq61m/u4qr316Jc+8fnM9uOg2j/uir+++rAldQbaVzmC8vXNaXWz9eh9WhEhXghXczCZBRr+MQeREAEQFefHf7MLYVWOjfMRidTqGkxoqXUcdlA+IOSIwAwvzMfHLjaVz//mqKqq389+LejOmx/46kqmr8tbMcgOnjk9xzrsL9zcy6ZiC7Smv5Zv0ePlmVR1mtjTW5lThVjdtHJwKN497D/Mxs2VONj0nPdcM6H5DgxIX4YHO6mDN5ICU1VqwOlZHdwkmI8MPqcDFx9go25lVx/Qer+fLmofy0ueCAYZBCCHEycbhUnv45nfeW5QAwJimCl65IIcCr+bkrmqZRWmtzl/SWoXRtw8Pn9mDxjlIWZpSwZEcpI5r5O9wcTdNYm1vJh2m5/LqtqElCZNApdAzxIT7Ml06hPnQO8yUuxIcZP6ezo7iWmz5cw7ybhxzyZmpLk54jIU5BpTU2LnpjGXuqGtzFHG4e0YWHzulx1G19mJbDY99txaTX8fWtQ9lZUsvd8zZgNuhYcPeIFu8dyS6tJSrQCx/Twe/taJqGpnFAmdd6u5PHvttKiK+Jh85OOmilI6vDxfcbCsivrOeClNgWnZtVYrFy4RvLKKy2EuJrpKLOwemJYdw9thvJHQKPKUEVQogWcQJ6jupsTv71wRrSshtvTN05JpG7xyQesgz3awszeW95Dm9PGXjIIjmi9f3fD9t4d9kuEiP8+OWu090VYZvjcKl8s24P7y/PYVuhxb0/PtSH85JjOLtPFN0j/ZttI7e8jgvfWEZVvYOL+8Xy4uV9j6o6ofQcCSGOSri/mbk3DOaK2SsoqbEBMGtJNv07BTOuV9QRtVFd72BJZin/2VtF7sGzk4gN8mbyu6uAxj+AJ2LYWJcjGOesKArN/Q71MRl44bK+hz3fy6jn8kFxxxLeYUUEePH2lIFcNjONirrGRfaWZpaxNLOM7pH+vDQxxT1PSwgh2rtXFmaSll2Or0nPixNTDvs3xuZ08eu2Yirq7O6RA6LtuGtMIt+szyezpJaXft/B/eOSmj0uLaucx77b4l5b0GzQcVFKLFed1pE+sYGHTXQ6hfry5pX9uebdVXyzfg8JEX7cdkZCi3+e5kjPkRCnsOzSWibNWUGxpTFB0isKQxNCcbhU7E6VmCBvYoO9ifT3osHhwtLgoKrewZaCarYVWtj322NMUgSzrhnAnZ+t5+fNRXSP9OeHO4Yf0XoVp6pN+VV8viaPZTvL2FVW796vU+CcPlG8ekV/WeBQCNG6WrjnKLu0lnEvL8Hh0nj32oGMTjp44YW/q7M5+WVLEZcO6HBc7y9OjO827OGuzzYA8MoVKVyYEut+rcRi5emf0/l2QwEAIb4mbh7RhYmD4o5pIfp9o1MAnrqwF9cMiT+i86TnSAhxTLqE+/Hpjadxxew0SmrsuDSNpZll7tf3lf4+mI4h3oxOiuSeM7uxu6KenzcXoSjw9IQ+khgdRnKHIJI7BOFwqUycleb+rlUNftxUREXdSmZPHoifWX5NCyHap//8lI7DpXFG9/DDJkZ2p+r+u+FrNkhi1IZdmBLLtkILsxZn88CXm4gP9aVXTAAfpuXy0m87qLE5URS4KrUj953V/ZiSon2uOa0ThdVW3lqUxaPfbcXLqOeygSdmZMc+8ldXiFNcl3A/5t08lJd/38Ha3EryKxvoGu7LPWd2Y09FAy8vzKTBsb/MtUGnYNTraHC46BTqyxMX9AIgwMtAj+gALukfy4BOMgziSBn1Ol6/sj+Pf78VvQIWq5M1ORUszyrn5rlrePKCXpgNeqnSJIRoV/7cXsIfGSUYdAr/Pu/Q6+KUWKxMnL2Cu8cmNumFEG3XA+OSyCyu5Y+MEm6au4ZgH5O7UmzfDoE8dVHvZpfqOFqKovDAuO5YHS7eW5bD9K82oWoawxPDCfAy4GsytPgoC0mOhBB0DvPllSv64VI1Zi7OYvKQTvjvrSLk1DRyyuoorLayMa+KGpsTp9qYLNXZ9i+yqigKP985/KgmTIpGMUHezJk80P18Y14VV85ZwbKd5Vzw+jJ8TQY+uH6wzEUSQpxYqan7h9Wlph5zM3anylM/bAPgumHxh10T54O0HHaV1fHKwkzG947CbJDqnW2dXqfwyhUpTHhzOZkltRRbbAR6G5k+PomJg+Lc1WBbgqIoPHZeT2xOlU9W7mb6V5ubxDGgUzDje0UxvndUi1Q2lDlHQogjpqoau8rrUPeW/27N0pqnmuU7y5jy7iocauOvaB+TnhGJYewqqycuxJvHz+/VpDdpTU4FT/2UTs/oAJ64oKdcXAghPObtpdn856d0wvxM/HHfqIOW7N5HVTVeWZjJJf070DFUesnbk9zyOu7/YhMJkX7cd1Z3Qk7gIr2qqvHM/Ay+XrcHS4MDu+vANZK6hPkSE+RNsNHJ69cOl0VgJTkSQpxMFmwt4pa5a2nul7Sf2cD/XdiL85JjeGXhDt5alMXePIrUziHMnjyQQO9DX5AIIURLsztVhj37B6U1Np6Z0IcrBnf0dEjiJGV1uCiqtrIwo4QFW4pYnVvhLhSl2urJe/lySY4kORJCnGy+XpfPkz9sxe7UaHC40OsUogO9yK9sACDU10R5nR2Acb0i+SuzjDq7i67hvnx4QyqxsniiEOJILV8Ow4c3bv/1FwwdetRN/LCxgDs+XU+4v5ll00cftDjPrMVZ1Nmc3HNmNxmOLVpEaY2NzOIaCqut7Cos5f7z+0u1OiGEONlM6N+BCf07UFln58q3V5JeaCG/soHbRnVl1pJsd2LkZzZwx+hEjHodP24qJKu0jrNeXIyf2UCDw0X3SH9G94hk8pBO+EoFPCFEcx5+GPet94cfPqZS3h+m5QBw5eCOB02MdhTX8Mz8DDQN+ncKZlT3iGMMWIj9wv3NhPubAbBYArj/GNuRv5BCCNEOBPua+Phfqdz28TpcqsZF/WI5u080P24qYMmOMrYVWrj4zWU4XBoKEBngRZHFSp29sXjG6txKVudWMmvxTi7u34FJgzvSLdLfsx9KCHFS2VZgYXVOJQadwpWpBx9O1y3Sn2cm9GFHca0kRqLNkeRICCHaiRBfE5/edFqTfb1jA7n1DAfXvbeatbmVQOM6U5cO6EB6oYX5W4p4c1EWAEa9QlWDk/eW5fDeshz+c2FvrjqtowxpEUK0iLkrcgAY1zuKyACvQx47cZDMRRJtk6zSKIQQ7VyAl5EPrx/MLSO78saV/Zk0uCNGvY7kDkE8MD6Ja4fGA+BwNZ1i+u/vtnDT3LUUW6weiFoIcTKprnfw7foCAKYMiT/g9Yo6O//5cRvWv62bJ0RbJD1HQghxEvA1G3jw7KRmX3v0vJ707xSMn1lP96gAwnxNvPHnTt5clMVv24r5K7MMg17By6jD5lAZ0CmYFy9PIfgElmQVQpxcvlibR4PDRVKUP4Pimy4Ermkat3+yjuVZ5RTX2HhtUj8PRSnE4UlyJIQQJzm9TuGCvjFN9k07qzvnJEdz/xcb2bzHAg6o2duB9Of2Uia8tZwHxndHpyiMSYrAoJeBBkKI5tXbncxdkQvA5CHxBwzVVRSFO0YnkldZz52jEzwRohBHTP7aCSHEKSopKoBvbh3GExf0JDLA7N6vU2BXWR1TP1rHe8t2YXM2riWxNreCqnr7Ae2s313J5bPSeOrHbZTUyBA9IU4ly7PKGP/yUnLL6wnwMnBRv5hmjxvSNZQ/7h1FohSCEW2c9BwJIcQpzKDXce3Qzlw+MI4XFuzgveW73IvJAmzIq2LQfxdSv7fqnb+XgcfP78Ul/WNRFIXvNuzh/i83YXeqrNpVwdy0HPrGBREX7MPj5/ci0EcWohWi3UhKgsWL928fQp3NyX9/TueTlbsBiAn04n+Xp+Bj2n9puWBrEf07BrvLKxulB1q0A7IIrBBCCLddZXWU1doI8zNxx6fr2bLHAjT2JvmaDdRYnQDEBXtjNOjILq0DYES3cGqsDtbvrnK3ZTbouHxABy7qH0v/jsFSFU+Ik4Smadz44Rp+Ty8B4OrTOjJ9fBL+XvtvhvyVWcaU91YRFeDFN7cNJcL/0NXrhGhJx5MbSM+REEIIt85hvnQO8wXgq6lD2ZxfTYC3kdmLs/l2wx6iA70orLaSV9ngPueS/rE8d2lfft9WxC0frWPfHTebU2Xuyt3MXbmb07qE8NwlfekY6tOi8X6/sYAHvtxIQoQfIxLDGdktnP6dguUOtRAn0Odr8vg9vQSTXsd71w1iWELYAcfEBnsTF+xNSlwQ4X7mZloRom2SniMhhBCHpKoad83bwA8bG8v06hTw29uLZNArfDV1KEa9jovfXIbVoXL1aR2ZNLgjt328jjqbE4vVgc2p4WXQMbZnJA+M607HUF93+5qm8eOmQl7+fQcR/l5MGRrPmT0j0esO3dOUU1bHOa8udQ/52yfU18i9Z3XnytROLf9lCHEyy8uD5OTG7U2bIC7uwEMq6hn/8hLq7C4eOjuJm0d2PWhzlXV2fMx6zAb9iYpYiGYdT24gyZEQQojDsjpcvP7HTvy8DEzoH0u4n5nSGhu5FfUMig/B6nAx7fMN1NlcvDNlIAa9DpvThd2pUlnnYPpXm0jLLgdAAUZ1D+eWkV3xNRv4vx+3sWpXRZP3C/czkxjpR2ywN5V1DixWB2f3jmLKkHh0OgW7U+XSmcvZlF/N4M4hXDEojiU7SvkjowTL3qF/w7qG8s61A/EyyiAJIY7IqFH75xyNHAmLFjV52aVqTJq9glU5FQyKD+azm4Y0uYlRb3eyp7JBii4Ij5PkSJIjIYTwOFXVsDlVvE0H3iVWVY0Xft3OzMVZTQo+7GM26LhlZFccLhfvLsvB6lCbfY8zuofzv8tTmL0km5mLswj0NvLLXacTE+QNwJ6qBi6fuZw9VY1V8/zMBl6amMLYHhGHnPNUY3XgZzYc8bwoTdP4et0evt2wh1HdI5jQL1bWhRLt32GSo9lLsnj65wx8TXp+uWtEk2GyLlXjlo/WkpZVzltX9+f0xPDWi1uIf5A5R0IIITxOp1OaTYz2vfbA+CRuGN6Zx77bwk+bi9yvJUX5M+3MbpzVKwqHS2VZVjkb86ox6hUcrsZMql/HIDblV/Pn9lLOemkJ5XU2AJ6Z0IeYIG/eWpRFl3BfzuoZyV/TRzP9q818viaPWpuTGz9cQ6S/mQkDOjBpUMcD5j39sLGAez/fyKju4bx5VX++3VDA7vI67hrbrdmhfbU2J49+u4Vv1u8BYGlmGc/+ksH43lHceHoXukf5YzLInCdxcimvtfG/X3cAjQtL//PnqMHhosbqwO5S8TnI7wEh2gPpORJCCNHqlmeVceen6ymrbVw36aKUGF6+oh8A+ZX1pGWVM753FE//nM6nq/IAMOgU4kK82VVWD0DHEG9endSfQG8jZ764GKeq8d1tw+gbFwTAou0l3DNvA5X1Dvf7BngZ+OTG0+gdGwjAlj3VXDpzubun6sKUGL7b0Di3asaEPkwa3NF9rqZprNtdyX1fbGJXWR06BSYN7siGvCq2Fuyv6hfkY+Ktq/qT2iX0RH19QpwYh+g5ev2PTF74dQfJHQL57rZhzfay2p0qm/dUM6BTcOvEK8RByLA6SY6EEKLdKa2x8fW6fDbmVzEmKZJLBnRo9rglO0p5a1EW/l4GHjo7iQ9X5LIss4wdJbX4mQ10i/Rj3e4qzugeznvXDW5yrsOl8n8/bGPuilzC/EyU1doJ8jFy/bB4Fu8oI7+inuIaG0lR/mQU1TQ5N8zPxJdTh7J0Rylp2eWszK6gvK4xmYsO9OLVSf0w6XXM31rEOb2jeP2PnSzYVuw+/4pBcTxxQS/MBh02p4qXUe6mizbuIMmRw6Vy+rN/UmSx8tLEvlzcb//PalW9nSAfGVIq2hZJjiQ5EkKIU0qdzckNH6xmRXZjIQdFgV/uOp2kqOb/BizeUUrfDoFc9/5q1u+uwsuoc/cWdQrx4fs7hvPB8hxe/G0HegUURcGpaugUmsyRMukVukX6M6BTMBark/lbimhwuJgxoQ9XDIpjztJsZvySwb6/rHqdgqZpqBqclxzNC5f1lSRJtF0HSY5+3FTA7Z+sJ8zPxLIHR7urz23ZU82kOSu4f1x3Jg+J90jIQjTneHIDGRQthBCi3fE1G3jv2sGcnti4vsrEgXEHTYwARnYLJ8jHxAfXD6ZvXFCTgg+RgV74mQ3cMTqB8/vG4NLAuTcjUrXGOVH3npnI5QM7YHdpbCmw8EFaLt+s30ODw8XpiWGc3zcGRVG4aURXvr11GKF7izO4VM2dXP24qZDJ764ir6KelXsr9wnRHry/LAeAK1M7NSnL/dPmQmqsThZsLcLVXKUVIdoh6TkSQgjRbjlcKpvyq0mJCzrsukj7VDc4uPa9VWzOr0ZRwOHSiAn04v3rB9MxxIcp764io8iCj8lAYbWVc5OjmT4uifGvLKHe7mJU93C6hPkRGWCmU6gPY3pEHrDobIPdxZ/bS3hufgY55fWkxAWxs7iGWruLbpH+7Ciu4cXL+zKhf/NDCYXwiFtugVmzGrdvvhlmzmTLnmrOe+0vDDqFZQ+OJjLAy324pml8smo35yXHEOht9FDQQhxIhtVJciSEEOIoqKpGjdXJksxS7vh0vXv/D7cPp3dsAIqikF5o4ZlfMnj4nB50j/Ln582F1NqcXD7wwIUxD6bW5uTuzzZQb3fyyLk9mPLuaspqbSg0DgV8e8pARidFnoBPKETLuO+LjXy5Np8L+sbw6qR+qKqGsnfoqRBtlSRHkhwJIYQ4Ri/+toNXF2YyKD6Yz28e0uIXfaqqsXlPNX3jgsgtr+Oad1ayu6LB/fp5ydE8el7PJnfkhWgLymttDHnmD+xOla+mDqV/xyAe/W4LOkXhsfN6YtDL7AzRNsk6R0IIIcQxumdsIsMTwuge5X9C7obrdIq7vHinUF8W3D2SL9bm8fTP6VgdKj9uKmTVrgo+u+k0uoT7tfj7C3HE8vLgmmsat+fOZe72BuxOleQOgfTvGMSWPRY+XrkbgPOSYxjcOcSDwQpxYkjPkRBCCOEBJRYr57y61L3Wk16n8M3UoSTvTaSEaHV/q1ZXPWo0w0c+QI3VyetX9uO85BgA5m8ppLDaynXDOnswUCEOTXqOhBBCiHYmIsCLeTcP4eGvN7NqVwUuVePKt1dy2xkJlNXayCmro8Hh4obhnRnTo2XnJdmcLjblV7OnsoER3cIJ8ZV1akRTfxijqLE66R7pzzm9o937x/9tW4iT0TENFn3jjTeIj4/Hy8uL1NRUVq1addBj58yZw+mnn05wcDDBwcGMHTv2gOOvvfZaFEVp8hg/fvyxhCaEEEK0G13D/Zh38xDSHhpN/7ggam1Onp2fwTt/7WJhRgnLs8q54YM13Pv5Rirr7RxusEe93ckfGcX8mVFyQGllm9PF20uzuXxWGn2e+JXLZqZx97wNDJmxkIe+3szOkpqDtCpORX+aogC4Zkgn7vtiIzVWh4cjEqJ1HHXP0bx585g2bRozZ84kNTWVl19+mXHjxrF9+3YiIiIOOH7RokVMmjSJoUOH4uXlxbPPPstZZ53F1q1biY2NdR83fvx43nvvPfdzs9l8jB9JCCGEaF+iAr355KbTePn3TLbsqWJDXjU2p4uzekbx0+ZCvlqXz9fr8okK9OL8vtH4mY3odQqKAvq9C9au3FXBiuxy7M7GNZx6RAfw73N7MCwhjCU7Snn8+63sKqtzv2eYn4lgHxOZJbV8umo3n67aTYS/mfP7RnNG90gGdArG2yQL1p6qGhQ93SP9+GptPuvzqnCoGq9N6ufpsIQ44Y56zlFqaiqDBg3i9ddfB0BVVeLi4rjjjjt48MEHD3u+y+UiODiY119/ncmTJwONPUdVVVV8++23R/8JkDlHQgghTh42p4sbP1zLkh2lx3R+bJA3FquDGqsTgMQIPzJLagEI9zdzx+gEukf6U2dzckZSBKtzKnl7aTa/bitu0o5Rp9CvUzBDuoQypGsoAzsFS3Wyk93f5hzdeN79XDJjGrFB3jz8zWZmXTOAmCBvz8YnxBFqtTlHdrudtWvX8tBDD7n36XQ6xo4dS1pa2hG1UV9fj8PhICSkaYWTRYsWERERQXBwMKNHj+Y///kPoaGhzbZhs9mw2Wzu5xaL5Wg+hhBCCNFmmQ16Zl09gCnvrWLVrgoCvAyc3SeaWqsTs0GHt0mPqoGlwUFFnZ2qBjs1Vif+XgZig7wJ8TXRKdSX0hobH63IdSdGnUN9+fjGwVTVO7n+/dVU1Nn5+MZUBncOYXDnEGYvyeLdZTkUVVsBcKgaq3ZVsGpXBa8szKRPbCBvXNmfjqE+nvx6RCvpoNYxrlckiqLw/e3DZF0jcco4quSorKwMl8tFZGTTiaGRkZFkZGQcURvTp08nJiaGsWPHuveNHz+eCRMm0LlzZ7Kysnj44Yc5++yzSUtLQ68/sEt/xowZPPnkk0cTuhBCCNFueJv0zL1hMJvzq+kdG4iX8cC/ha8tzOR/v+1osi+9sHHeUJifmRUPjWbK0Hie/jmdPzJK2FVex2UzV1Dd4KDW5iQhwo/owP1rK900ois3DO/CF2vyeOHX7e4qevvi2bynmnNfXcq0s7oxuHMIvWICT9CnF55SrDOx7wpvhK3EnRBJYiROJa1are6ZZ57hs88+Y9GiRXh57f+FfMUVV7i3+/TpQ3JyMl27dmXRokWMGTPmgHYeeughpk2b5n5usViIizvyFcuFEEKIts5s0DMwvvl1ZLYX1fD+8hySOwTSLdKfxAg/zAYddpeK3akS7GvCqWp0DvNlzuSBrN9dyZ2frSdv7+KzqZ1DmH3NQAJ9jE3a1esUrhjckfP7xrBqVwUZRTVkFFm4dVRXHv5mC2tzK3nyh20APHx2EjeO6CIXzieRuZH9uJffAPgotBe9aqxE+MvixOLUclTJUVhYGHq9nuLipuOSi4uLiYqKOuS5L7zwAs888wy///47ycnJhzy2S5cuhIWFsXPnzmaTI7PZLAUbhBBCnLK6R/mz9tEzj/j4fh2D+enO03nx1x2YDDruPasbZsPBiy34mg2ckRTBGUn7Cy19dtNp/O/XHcxcnAXA079kkFNRz5MX9MIoc5HavWU7y3i90wjemD6CzuG+nJ4QRrifXGuJU89R/TYzmUwMGDCAhQsXuvepqsrChQsZMmTIQc977rnneOqpp5g/fz4DBw487Pvk5+dTXl5OdLTU0hdCCCFaQoCXkScu6MXD5/Q4ZGJ0MEa9jgfPTuLZS/q4932ycjfXv78ai5R5btccLpUnvt8KwOQhnfjh9uE8el5P6RUUp6SjvtUzbdo05syZwwcffEB6ejpTp06lrq6O6667DoDJkyc3Kdjw7LPP8uijj/Luu+8SHx9PUVERRUVF1NY2ThCtra3l/vvvZ8WKFeTk5LBw4UIuvPBCEhISGDduXAt9TCGEEEK0hImDOnLt0Hj386WZZdz28TpU9aiK34o24o+MYh74chOZJbWE+JqYdmZ3fM0GqUwoTllH/S9/4sSJvPDCCzz22GOkpKSwYcMG5s+f7y7SsHv3bgoLC93Hv/XWW9jtdi699FKio6PdjxdeeAEAvV7Ppk2buOCCC+jWrRs33HADAwYMYOnSpTJ0TgghhGiDHjm3B6mdG+dDKTQmSG/tHW4n2o8aq4MHvtzEN+v3APDiktkE+ppAURrLegtxCjqmggy33347t99+e7OvLVq0qMnznJycQ7bl7e3NggULjiUMIYQQQniAUa/jjav6c8Frf1FQbUWnIPNT2qF3/trlrkrYOzaA01cc29paQpxMpM9UCCGEEEctzM/M7MkDCfYxomrwwq/b2ZRf5emwxBHQNI2Zi7N4dWEmAN0j/Xh3yiCOfiaaECcfSY6EEEIIcUx6xwby/e3D6RbpR0mNjctmpjHj53SK9y4kK9qmp39O55lfMlA1uGJQHN/fMZyIACnZLQRIciSEEEKI4xAX4sNXU4dyRvdwbE6VWUuySZ2xkMtnpvHl2nycLtXTIYq/2ZhXxZyluwD4vwt7MWNCn2OqXijEyUqSIyGEEEIcF38vI29PGcQ1p3VCr2ss/7wqp4L7vtjInZ+uxyWV7NoEl6rxyDeb3c97xQRIuW4h/kGSIyGEEEIcN71O4amLerPq4TEMig927/95SxHDnvmDN/7cKeW+PWze6jy2FFgAiA3ypm+HIM8GJEQbJMmREEIIIVpMqJ+ZeTcN4YHx3fEyNl5mFFmszFqShXRSeE5lnZ1n56e7n992RsKBaxnFxTW/LcQpRJIjIYQQQrQonU7h1lEJbHliHNPOTATA0uDkpd8zPRzZqeu5BdupbnACEOlv5pIBsQceNHcuaFrjY+7cVo5QiLZBkiMhhBBCnBAGvY47x3TjqQt7AfDqwkx+3FTAjuIaNE2G2LWWLXuq+XTVbvfzG0d0kSIMQhyEJEdCCCGEOKGuGRLPzSO6AHDPZxsY//IS3luW49mgTiHPzs9wb4f4mrgytaMHoxGibZPkSAghhBAn3P3jujM8IQyHqqFq8N+f0knLKvd0WCe9pZmlLM0sQ68oBPsYuX5YPD4mQ/MHjxoFitL4GDWqNcMUos04yE+HEEIIIUTLMeh1vDapH+e/vpT8SisuTeO691cxJikCp6rRNy6IywbEEe5v9nSoJw1V1Xjml8ZeoylD43lgfHdUGc4oxCFJz5EQQgghWkWwr4nZ1wzCbGgsW2d1qPy0uYgFW4t5bv52hj6zkNs+WceqXRUejvTk8Pj3W9laYMHfbOD20Ql4GfUH7zUSQgCSHAkhhBCiFfWMCeCdKYM5t08UXobGy5A+sYH07RCIw6Xx06ZCLp+VxhWz06iqt3s42vbrrUU7mbsiF4DLBnYgxNfk4YiEaB8kORJCCCFEqxqeGMYbVw3g3esGodcpRPibef3K/vx053Am9GssMb0iu4JB//2dtxbt9HC07U9WSQ0vLNgBgI9Jzz1ju3k4IiHaD0mOhBBCCOERQ7uG8cg5PSipsREX4kOvmECentCHywd2QFHA4dJ4dv52zn5lifQiHSG708WkOStx7Z1b9OQFvfD3Nno4KiHaD0mOhBBCCOEx1w/vzH8v7o2qNl7Mexn1PHdpX5Y+cAY9ovwBSC+sYdTzi1iaWerJUNu8GquD819fRkmNDYB7xiZy2cA4D0clRPsiyZEQQgghPCq5QxA6ndJkX4dgH365ewTn9okCoKrBwX9/SpfFYw/C5nQxcVYa24tqAJjQL5a7jnY4XUhI89tCnEKkZIkQQggh2qxXruhHed1KVmRXUFFnp7zOjgLklNdTb3eS2jkUk0Hu9b7xZxbbChsTo04hPjx7afLRN/L11y0clRDtjyRHQgghhGizDHodM68ewEVvLCOnvJ7UpxfiUvf3HvWMDuDFiX1JigrwYJSelVFkcReuuHVUV87qFYVRLwmjEMdCfnKEEEII0aYF+Zh4e8pAArwM7sTIoFPwN+vZVmjhvFeXMmnOCn7YWODhSFufS9WY/tVmHC6NM3tGcv+47qTEBXk6LCHaLUmOhBBCCNHmJUT488d9o/jh9mHEBXvjVDW6RQUQ4mvCqUJaVjl3f7aB4mqrp0NtVe/+lc3GvCp8TXqeurA3iqIc/qSDGTUKFKXxMWpUS4UoRLsiyZEQQggh2oUwPzN9OgTx1tUDMBl0rM2tpGLvHCQAl6bxy5ZCj8bYmnaX1/Pc/O0A6HUKQT5SsluI4yXJkRBCCCHald6xgTx/aTLdIv24eUQXFt9/Bv93YS8AnpmfQU5ZHdsKLNTbnR6O9MRxulRu+Wgtjr3DDO89qxteRr2HoxKi/ZOCDEIIIYRody5MieXClFj386tTOzF/SxHLs8q5/ZN1FFRZuWRALI+c29ODUZ44L/22g22FFgBO6xLC5CHxng1IiJOE9BwJIYQQot3T6RSeuzQZP7OBLQUWKurtvLssh20FFk+H1uLW5FTwxqIsAPzMBl6b1P/45hoJIdwkORJCCCHESaFDsA//PrcHADqlsZLbw99sblL6u72zWB3cPHet+/lrk/oR7m/2YERCnFwkORJCCCHESWPioDjGJEWwLx/akFfF7CVZng2qBT327RbK6+wATBocxxlJER6OSIiTiyRHQgghhDhpKIrCW1cP4K4xiej2jjR7dv52Plu127OBtYDfthXz7YYCFOCKQXE8fn6vln2DkJDmt4U4hSiaprX7vmaLxUJgYCDV1dUEBJy6K2QLIYQQYr8te6q5bGYaDQ4XAE9d1ItrTov3bFDHyGJ1cOaLiym22Lh5ZBceOruHp0MSos06ntxAeo6EEEIIcVLqHRvIvJtOw6hv7EJ69NutvLWofQ6xm/FzBsUWG51CvLlnbDdPhyPESUuSIyGEEEKctJLjglj50BiuHxYPwLPzM5j+5UbmLM1ulfdviQE6aVnlfLp3WKDVqVJaYzvuNoUQzZN1joQQQghxUgvxM/PY+b2IDPBixi8ZzFuTD8CPGwt48sLepMQFHfd7aJpGaY2NrNI6MoosbM6vZvOeanLK6xjYKYTLB3Xg7N7RR71Qq9Xh4qGvN7mfG3Q6YoK8jzveZo0fDwsWNG6PGwfz55+Y9xGiDZPkSAghhBCnhJtHdiUmyJvHv9tCRb2DjfnVXPTGsmOaw6NpGlsLLCxML2FJZik7imqosTmbPTYtu5y07HIe+WYLF/SN4YkLeh1xkvTpqt3klNdj1Cs4XBpXpnZErztBaxpZrc1vC3EKkeRICCGEEKeM8/vGcG6fKO79YhPfrN8DwKzF2VTU2rn3rO5EBXodcI6maSzaXsqm/GqKLFaKqhtIL6yhyNI0gdAp0CHYmy5hfqR0DKJPbCAGncJj329ld3k99XYXn63O4+fNhbw8MYXRPSIPGatL1Xh/eQ4ADpeGUa9w+cC4lvkihBDNkuRICCGEEKcUnU7Hi5f3JTLAi5mLGws0fLE2n9+2FbP+sTNRlP09M3anymPfbeGz1XkHtONt1HN6YhhjekQQEeDF2pwKfthUSHSQF3fvLZpQY3WQV1GPBngZdVgdKhark+s/WENKhyBendSPjqE+7jZtThcllsY5RRlFNeT+rddoXK8oWfBViBNMkiMhhBBCnHIUReHBs5M4t08U98zbwM7SOqwOF8UWm7v3qKLOzi0frWXVrgp0ClyYEkvHEB+cLpVPVu3G26RnV1kdc5buYmdJrbvtuOD9yY6/l5GXJqaQGOFP9yh/lmeVccen66mqd7Ahv4oRz/+Jv5eBAC8j9XYnlfWO/eeaGy/T9tV0uPq0Tq3wzQhxapN1joQQQghxSquzObnkreVkFNUQ4muiS5gvEQFmNuVXk1/ZgL/ZwKuT+nFGUoT7nBcWbOf1P3e6n+sUGJ4YzoR+sZzZMxJf88HvP9udKg98uZHvNxagNnMVZtQruFwa6t/2mQ06YoO8qGpw4mc2MGlwR65M7Uigt7ElvoJGo0bB4sWN2yNHwqJFLde2EK3oeHIDSY6EEEIIccrLq6jnkreWU/KPMtkdQ3x4Z8pAuob7YXW68DE1Jj3FFiuF1VYa7C6sThe9ogOICDhwvtKh2J0qFqsDS4ODXWV1PP79VmqsTqobHIc/mcZhesO6hhHiZyK3rJ6s0lo6hfrw3KV9SYjwO6pYAEmOxElDkiNJjoQQQghxnOpsTrYWVHPnpxsosljpFRPAA+O6U1Zr59dtRVTWOXj/+kHuBKmlqKrGFbNXsCqn4oDXkiL9CQ8wM3FgHCF+JoJ9jLz4WyZ/pJfgOsglnK9Jz/OX9UWnwMhuEXibjrB8uJTyFicJSY4kORJCCCFEC1m3u5LLZqbh+seYN71O4f3rBnF6YniLv2dWaS0lFhthfia+WpfPzMXZ9Iz256c7T29SIKKyzs6I5/+kxupEr1Mw6BRszsYBeF3CfQnxMbImtwqATiE+hPiZmHtDKn6HGOYnxMlGkiNJjoQQQgjRgmYtzuKZ+RlE+nvROcyXLuG+nN83htO6hJ7Q962oszPq+T+xWJ2YDDpenpjCOX2i3a/nVdSzPKuMHtEBdI/yR0Hhw7QcXlmYSY3VyR/3jmTe6jxmLcl2n+Nt0jNxUByXD4ijZ4xcJ4mTnyRHkhwJIYQQooWpqobuRC24ehCPfbeFD9NyATDoFH69ZwRdwg8/f6iizs47f2VzemI4p3UJZf6WImb8kk5ueX2T4yYP6cS9Z3Vv2UIOQrQxx5Mb6E5QTEIIIYQQ7VprJ0Y7imv4aEWu+/mVqR2PKDECCPE1cf+4JHfP1vjeUSy+/wzm3jAY37/NOfowLZfUpxfy7fo9HHB/fPx4UJTGx/jxx/+BhGiHJDkSQgghhPAwTdN46sdt7tLeAV4G7hqTeNztnp4Yzle3DiU2yNu9z+pwcfe8DVw5ZyU7S2r2H2y1Nr8txClEZucJIYQQQnjYou2lLM0scz+/f3wSoX7mFmk7KSqApQ+cQZHFSmZJDb9tK+aLNfmkZZcz/uUl9IgO4LVJ/ekEtG5fmRBtj/QcCSGEEEJ4kMOl8p+ftrmf944N4MrBHVv0PXQ6hZggb0Z2i+A/F/Xh92kjOaN7OE4VNu+xMOqFRbxXsT8Zq2n3M9KFODaSHAkhhBBCeNB7y3aRVVqHl1GHUa/w5AW90Z/g+U5xIT68e+0g7h6TSFywNzoF7Nr+9/yx2kxmcc0hWhDi5CTD6oQQQgghPKSgqoGXf88E4KkLezOyezgR/l6t8t6KonD3md24+8xu2Jwuqv563v1atUvhgtf/4oXLUjg3OfoQrQhxcpGeI9GuuVwNVFauwmorQlVVT4cjhBBCHJWnftxGvd3FoPhgLunfodUSo38yG/RE6pvua3Co3PbJOv797WbqbE6PxCVEa5PkSLRrW7bezbr1k1i2bBiLFvdg6V9DKCj4Ak3TSE9/iPKKvzwdohBCCNGsP7eX8MuWIgCuGxbf6qXDD+DlhQZoQPdAPTeP7ALARyt2c9ZLi1m+s+yQpwtxMpBFYEW7VV6+lA0br2V/jr+v50hHfKep5OS+AUByn5mEh5/pgQiFEEKI5lkdLs58cTF5lQ0AnNYlhM9uGuLhqA60bGcZ932xkcLqxtLekwbH8ci5PfEzy8wM0XbJIrDimO0pmMfqNZeQv+cTVNXu3q+qKjU1Wykr+xOXy4rdXsbu3e9SU5PuwWj30zQXmTufBiAubgphYaMB8PKKBVTy8ucSFjYGgG3p07FaCzwVqhBCCHGAtxZluRMjg17hqQt7ezii5g1LCGPS3yrnfboqj3EvLWGZ9CKJk5Sk/aewkpIFZGQ8AmhYLBvIzn6Jrl2m4XBYyMl9E5erFgCdzoymqWiag4CAfgwc8AWK4tmu/4KCL6ir24HBEEhkxHmsWXspAH16v8X2HY9hsWygri4Hf7+e1NRuY8vWu+nf7xN0OvknL4QQwrN2ldXx5qKd7ue3jkogMdLfgxEd2m1nJBDsY8TqcPFBWi75lQ1c9fZKLh/UgSfO74WPSf62ipOH9BydoqotG9m6bRqgEeDfFwCHo4KM7f8mK/s5d2IEOlTVhqY5ADAY/Nk/fM0znM5asrJfBKBz5zsoKJgHaISFjSEgoBfJfd7CbIqkoSELvcEfvd6X6uq17Nr1ikfjFkIIITRN4/Hvt+JwNc5q6BLuy62juno4qr0mTABFaXxMmODerdcpXDMknhtHdGXB3SO45rROAHy+Op/LZqbhcElBJHHykOToFNTQkMfGjTeiqlaCggZT35ALgK9vd7y9OxMYMJDw8PE0rpOtYjD4E+CfAuipqFhCevpDaJpK/p5PyN399gmL0+GwYLFsprDwG7ZuvZet2x4gc+cMtqXfj8NRjrd3POFhZ1JY9C0AnTreBIDZHEFy8kx0OjNVVSuJib4MgJzct6ioWHbC4hVCCCEO55ctRSzZUep+/uh5PfEy6g9xRiuqqGh++298zQaeuqg33fb2dG0tsDD9q02cBFPYhQCOcVjdG2+8wfPPP09RURF9+/bltddeY/Dgwc0eO2fOHD788EO2bNkCwIABA3j66aebHK9pGo8//jhz5syhqqqKYcOG8dZbb5GYmHgs4YlDcDrr2LjpRhyOcnx9k7Dby3A6qwgI6Ev/fh+j13u7j62oWEZNzRZiYiZhNAZQXPILW7feRWHRVzgclZSV/wGA2RxJVOT5LRhjDZs230pl5fJDHpeY8CBOZw2aZicwcABBQQPdrwUEJNOp403synmNastGYqIvp6T0F2prtxMSMqzFYhVCCCGOVK3Nyf/9sM39PCnKn1Hdwj0Y0bH77rZh/PvbzXyzfg9fr9tDZIAXt52RgI9R7/mqe0Ich6PuOZo3bx7Tpk3j8ccfZ926dfTt25dx48ZRUlLS7PGLFi1i0qRJ/Pnnn6SlpREXF8dZZ53Fnj173Mc899xzvPrqq8ycOZOVK1fi6+vLuHHjsFqtx/7JRLN2ZP4fdXWZmE2R+Pp2pr4+G5MpguTk2U0SI4CQkGF06nQzRmNjlY/IiLPp2fN/gI6y8j/w9W1MXrdte4DKypUtEp/LZWXjppvdiZFOZwZAUQwYjSHo9X4YDIHExEwkLGwsPj6dAB1dOt91QFuxHa5GUUxYLOuJjDyP4cPS6Njx+haJUwghhDhar/y+gyKLlbhgb569pA/3j+vu8Tm8x8rbpOd/l6fwzIRkoLHAxCVvLufyWWlkl9Ye5mwh2q6jLuWdmprKoEGDeP3114HGqmZxcXHccccdPPjgg4c93+VyERwczOuvv87kyZPRNI2YmBjuvfde7rvvPgCqq6uJjIzk/fff54orrjhsm1LK+8gUF//Ilq13AQqdOt5E7u5ZgI7+/T4iODj1iNspLPyGben3AxqKYkTTHBgMAfTo8QzhYWNRlGMbHqCqDjZvvpWy8j/Q6/2IirqQPXs+RlH09E1+m9DQEQeco2kqLlfd3rlQB9qWPp3Cwi+JiDiHPr1fO6a4hBBCiOOVV1HPGS8swqlqvHfdIM7oHuHpkA40ahQsXty4PXIkLFp0RKe9tjCT//22A2gckP/VrUPp3zH4hIQoxJFotVLedrudtWvXMnbs2P0N6HSMHTuWtLS0I2qjvr4eh8NBSEgIALt27aKoqKhJm4GBgaSmph60TZvNhsViafIQh9bQsIeM7f8GID7+VrS9RRW6dLn7qBIjgOjoi+mbPBsfny7uQg1Op4XNm29ledqYY5rXo2kutqU/QFn5H+h0Znr3eoWy0t8B6Jb4eLOJEYCi6A6aGAF0jGvsKSopmU9DQz6aplFZtRqnU+5qCSGEaD1vLtqJU9UYnhDaNhOj43D76ASmj09CpzQuIHvf5xtJL2y8Nquqtx/6ZCHamKNKjsrKynC5XERGRjbZHxkZSVFR0RG1MX36dGJiYtzJ0L7zjqbNGTNmEBgY6H7ExcUdzcc4YZzOWjIy/k1u7ixcrrYzJFBVnWzddg9OZw0BAf3oHH8HiQkP0q/fR8R3mnpMbYaFjSZ18C/0SHoWsznavd9qzcPlsh1VWw5HFRs33Uhx8fcoioE+vd8gLGwUAwd+SWLCI3TocNUxxQjg59edkOBhgEp+/ods2nwz69ZdQXHxj8fcphBCCHE09lQ18OXafAB2FNfy8cpcD0fUshRFYeqorsy7eQhRAV5kl9Vx0RvL+HhFLiOe+5Mnvt+K1eHydJhCHJFWrVb3zDPP8Nlnn/HNN9/g5eV1zO089NBDVFdXux95eXktGOXRqa3dTlbW/ygs/Jrt259gT8Gn7Mx6jrQVY6mryz6mNjXNhaa13C+R3bvnUF29Fr3ej969XkSnMwIQEjwERTn2fwI6nYGYmEsZOmQhXbvcj6I0zg/avOVW0tMforDwK/bs+QyH4+C9NDU1W1m1+iLKyxejKEYiI84jLOwMALy8YlpkjlDc3jb2FMwjwD957/anx92uEEIIcSRmLsrC4dII8jZSUmNje1GNp0M6IQbFh/DzXadzRvdwbE6VR77dgsXqZENeFUa9FEgW7cNRVasLCwtDr9dTXFzcZH9xcTFRUVGHPPeFF17gmWee4ffffyc5Odm9f995xcXFREfv74EoLi4mJSWl2bbMZjNms/loQj8qqmqnrOwPFEVPePiZlJX9SV1dJtHRl2AyhbqPczgsbNh4PTZb0x4uRTGiqQ50uv0FDuz28ibn/l15+WIKCr8kNvYabLYCMjP/i5dXDP1SPsBoDDquz1Jfn8OunMa5NgldHyAndyadOt6Ej0/8cbX7dzqdmfj4W4iMPI8dO56krPwPCgo/p6DwcwAytj9KaOgIggIH4O3TmdCQERgMvhQV/0B6+nRU1YbRGIrDUU5R8Xd06HANgYEpLRZfaMgIfHy6Ul+fhYaKopioqdmCxbKZgIA+LfY+QgghxD8VVVuZt7rxJm5VgwNFgeuGdfZwVAdxhHOMDiXE18TbUwbxxPdbmbuisYcsMdKPfWUnVFWjxuYk0Nt43O8lxIlwVGm8yWRiwIABLFy40L1PVVUWLlzIkCFDDnrec889x1NPPcX8+fMZOHBgk9c6d+5MVFRUkzYtFgsrV648ZJsnQkNDHjuznuevZcPYvOU2Nm2+hYztj5OX/yE7s55l7bqJWK0F7uN37HgCm60Iszkao3H/xENNc2B3lLE87XQ2bLyehoYCli0fwcqV51BRsb88taraycx8mg0br6ek5GfWr7+SbdvuxeGooKZmCxs33YSqHtlYXZernpyct6iv3/W3ODS2b38cVbUREjwcu72MgoJ5bNp8ywlZj8DbuwPJybPpl/IhHTv+C1/f7vs+KeXli8jK/h9bttzO6jUTKCr6ga1bp6GqNoKDh7NvYdnoqAnuKngtRVF0dOx4AwC5ubMJCWn8d7Wn4LMWfR8hhBDin2YtycLuUtlX3fqWkV3pHObr2aBOML1O4f8u7MX94xqvA75Yk8/9X27CpWp8vGo3Y/63mN+2FR+mFSE846j7OKdNm8acOXP44IMPSE9PZ+rUqdTV1XHdddcBMHnyZB566CH38c8++yyPPvoo7777LvHx8RQVFVFUVERtbeNQK0VRuPvuu/nPf/7D999/z+bNm5k8eTIxMTFcdNFFLfMpj0Bh4TekrRhDbu5MHI4KjMYQQGHPno+wWhvHCdfX72Lt2onU1+dQXPwTRcXfATriO03F4agEdPRNnkNCwoMEBKQAGuXli9m48XpU1UFt3XY2bZ5KfX0u9fW7WLP2MnbnvbM3Ah2N0xjB1zcRgyGAsLAxKMrB76zk5M5i/YZrsdRsYWfWC2Rlv8C6dVdh3duTVVz8PRWVf6HTmenSZZr7vTp3vvOElQ5VFIWQkGEkJjzEaak/M2xoGl5eHQAwGAIwGoOpr9/J1m3TAJXo6Esxm8NxOCrx9e1GUtJ/MBha/o9GTPSlhAQPQ1UbqK3NBKC4+AcaGvYc5swjU1e3k23p09md9x52exVFxT+Qn/8xqtp0/pXLZSMn503y8j5AVZ1UVq1mR+Z/3f/PhBBCnDxKaqx8vLf3RNVgcOcQ7j2zm4ejah2KonDbGQm8cFlf9DqFr9blc+en6/hiTR5ltTb2VNZ7OkQhmnXUpbwBXn/9dfcisCkpKbz66qukpjZWPBs1ahTx8fG8//77AMTHx5Obe+DEw8cff5wnnngC2L8I7OzZs6mqqmL48OG8+eabdOt2ZL9AjreUd0VlGhs2XIemOfD360VNbTpeXtF0jr+LHZlP4HLV4+UVh6pasdtLMRpDUVUrLlcd8fG3YzaFsyPzP8REX0pS0n/c7dbUpLNu/ZU4nRZCQ8/A6aim2rIOszkGh6MSVW1Arw9A0+yoqhUvcyxWWyGgYjKGExo6gpCQ4QQGDUBTnXh5xaLTNY6ELC39lU2b9xVT0NOYWDX2vvj79yG5z1usWn0BDkcFXbvci91RQV7ee/j792bQwG+Oa67R0bJaC1m9ZgJ2ewl+fj2orU0HIDT0DDp0mMLGjdcCCgMHfEFgYL8TFofdXsbKVedjt5dgMAThdFbh45NAZOS5VFWtJjAghfDwcRQUfoFB70OnTlPdazwdjKZp7NnzMZk7Z6Cq+4pwKOxLdL294+mR9DTBwanU1e1ky9a7qK3NAMDLKw6brRBNcxIedibJyTNP2GcXQgjRujRN4+55G/huQ+OIk1A/E7/ceToRAcc+5/qEmzABvvmmcfvii+Hrr1uk2flbirjj03U4XBpjkiIYnhjGlCHx7sVia21OfE36drvmk2h7jic3OKbkqK05mi/A5bKi05ndP4B1dVmsWXspTqeFsLCx1NRsxWYrJCLiXHr3eoXa2gw2broRm63wgLZ0Oi9GjtiATmekvj4Xg8HvgHlFlZWrWL9hCppmJzLiPEpK56NpTgCCglLp1fN/1NVnUVT4NT16PEdV1Sq2bL0Lh6Pib63oAReKYsDLK5aoyAvJy/8Qp7MKb+9ONDQ0Jp96vQ+apjYmWl5xWK15+Pgk0CPpv6xbfw2aZicl5QNCQ4Yf+5d9jCyWTaxdN8mdQAQE9Kdv8mzWrJ1AQ8NuOnS4hu7dnjjhcVRWrmLd+qsAFZ3OhKq6gOaLXxiNISR0fYDo6EuaTSbt9jK2pT9IefmfAHu/83z2JUb7RISfQ0BgX7KzX0JVrRiNIbhc9X9LpmDY0OV4eTWt2CiEEKL9+npdPtM+34gCKAp8dEMqQxPCPB3WoR3jOkdH4o+MYm75aB12p8oZ3cOZdc1ATAYdLlVj4qw0QnxN/PfiPoT7n7g55eLU0WrrHLVHhYVfsX79ZAoLvyM//2OWLO3PmrWX0tCwB7u9jA0bb8DptBDgn4KqOrDZCvfe7f8viqLg79+DwYO+Jb7TVPz8ejRpOyR4qLvym49Pp2YLLgQHD6Znz+cAKC750Z0YAcTGXIGXVzShIcPp1etFdDoDISFDGTZ0KSkpH9Cp401737Px4l3TnDQ05LIr51Wczir8/XuT0vd99v1v/PsFt9XaOPnTbA5n7bqJaJqd4OAhe8tat76AgGR69nwBRdHj59udlL5zqK5eTUPDbszmKLp2ua9V4ggOHkzXLvcC7J3P5cLXN5GoyItoTEL3czgqSM94kMKiA++cWW1FrFlzGeXlf6LTmQgKGrT3O9fw908mIvwcdLrG4YElpT+zc2/PkskUga9P1yaJEUB6xnSczsbqRS6XDDUQQoj2LLe8jke/3QLAPWd24497R7X9xOgEG50UyTtTBuJl1PHn9lL+/e1mNE1jU34VG/OrWJ5Vjt2lejpMIU7unqOCgi9Jz5je7Dne3p1wOKpwOqsxGcMxmcOorU1HpzMxcMBX+Pv3bPY8q7WQispl+Hh3wd8/Cb3e54hizN39Njt3ziDAPxl//14UFH5On95vEh4+9pDnaZpGbu5bZGX/D8A9HAygc/yddOlyF3V1WRSX/LQ3ObJj0Pug1/vi79+b2roMsrNfJiR4KN26PYG3d+wRxXui2GwlGI3B7qSyqmpNY8GIkNZL2jRNZceO/6PBmkeH2KsJDR1FdvaL5OS+SUBAP4zGQMrLF6HX++Hj3YmBA79EpzPt/wz2Mtatm0R9fTbeXh1JTp5JTW06GRkPkZjwb2Jjr0RRFFwuGxUViykq/pHq6rXExlxJTu5bqGoDAJ063oKvbyIZ2/+Nqjbg69uNqMiLyMt/j+Q+b53QIYZCCCFODIdL5bKZaWzIq2JwfAif3nQael07GS52AnuO9vkzo4QbPliNqsEj5/TgxhFdSC+0kFtez/je+ysf25wuzAb9IVoS4uBkWF0zX0Bx8Y9s2XoPoKLX++FyNb/WjtEQjMNZCTQOS0vq/l+ioi44IXHa7GWYjCFomsr2HY+hKEaSuj95ROcWFX3HtvTpaJqjyf5ePV86ZLxOZy2KYkSvl27qQ9E0FwUFnxMdfRmqamP1moupr88iOHg4/VLecw+rczgqWbfuKmrrtmM2RzOg/zx3wmmzFWM2H3xonKapWGo2U162CG/vOKKjJwBgsWxm46absNtLUBQ9muZCpzPRo8dzREWef+I//N84HJVUV2+g2rIekzGE2Ngr0TQNVa1vUpFRCCFE8/7363Ze+2MnRr3C21MGMbJbuKdDOnKtkBwBvPPXLp76cRuKAm9PHsiYHk3/dm4vquGad1by8Dk9uDAlRuYiiaMmydE/voDS0t/ZvOU2NM2JyRSB3V6C0RBEaOgZVFT+hcEQSHjYaMLCxuDn14s1aycQGnI6nTrdhMnUdru9KyrTyMh4mJCQkSiKjpKSn+iX8iF+ft0Pf7I4KrW121m9ZgKqaqVz/J0EBg5id95sGhryaWjYhckUQbfExwgKGojZfPx/+KzWAjZuunFvsYb9BR06x99J5853nNACGprmorDwG3bnvU1dXWaT1xTFtDch14iNvYru3Z5o1WIeQgjRnhRUNTDy+T9xuBp/h4f6mlj+0Oj20wPSSsmRpmk8/M0WPl21G1+Tnk9vOo3kDkHu1x/4ciOfr8lndFIE70wZKMmROGqSHP3tCzAaLaxYeSaqaici/ByqLWux28s4LXUBPj7NL7qmaS4UpZ384tpL01Ts9tJD9lSI41NQ8AXpGQ8esN9gCCQoaBBlZQvxMkfTr9/cFllU1+msJT3jIUpKfm6yPzh4CD17PI+XV/RBzjzS9uvI3Pk00DgHrKpyFRWVywCw20vdx+l0XgfMiQLw8urAoIFftekbCEII4Un//nYzH63Yjdmgw+ZUeejsJG4e2dXTYR25VkqOoHH44ZR3V7E8qxyTXscD47tz/bDO6HQKDpfKnKXZXNK/A5F7q/upquaubifE4UhBhr/JyX0TVbUTFDSYXr1eYuiQxfTv98lBEyOg3SVG0LiwqSRGJ1Z09KXExEwEwGgMY9+Pi9NZQ1nZ74BGQGBKiyULBoMfvXu9Ss+e/0Ov93Pvr6xMY9XqC9wFG47Vjh1PUFDwGQUFn5GR8TBFxd9it5dit5ei0/mQkPAQnTrejKpa0et96NTpFry9O+49W0dkxDl71/8SQgjxTwVVDcxb3VgMyeZUCfMzcc2QTh6Oqu0y6nW8dfUAxvaIxO5S+c9P6Vzz7kryKuox6nXcOirBnRgBvLIwk9s+WUdFnd2DUYtTwUnVc1RUlM7WbRehaQ4G9J9HUNBAT4cm2jlN03C5ajEY/Nm9+x13z0tw8FC6dr2PwIC+J+R9Gxr2sHXbNKqr1wAKkRHn0Lv3q8fcXlHRd3sX3tURE30ZhUXfoGl2QIe3d0cGDvgakykQVXWwfcfjdIz7F76+XXC5GsjIeGTvgscQEnI6vXq+QFXVGoKDhx52HSghhDhV/LPXaF+xAXFomqbxyardPPXjNqyOxmp1Ib4mEsL96BHtz80ju2Iy6Bj2zB/YnCpvXNmfc5OPbySFOPnJsLq9X8DqNfdTXf0VwcFDSOr+FF5ece5FU4U4XpqmUlT8PV7mKIKDTzvh76eqNrZsvYfS0gWAjp49niM6+mKczlr0ep8jnvtTX5/DqtUX4HLV0bnzXdjtpezZ8wne3p0YPOh7DAa/Q56vaRoFhZ+zY8f/oarWvRUTq/EyR9Oz5wsEB6e2wKcVQoj2659zjQK9jaQ9NBofk1yDHKms0loe/GoTq3Mqm+wP8zMze/IAjDodP28pZPr4JA9FKNoTSY72fgHf/5CAj49Kv5SP2JZ+H6CQ0vdd/Py6eTpEIY6JqjrJyHiYwqKvAOjY8RYqKpYQGJhC925PHjZBUlU7a9ZeTk3NZoKCBtM5/k7Wb7gagP79Pj6qJK+2dgdbtt75j6INCp063UyXzvfIjQghxClrX69RoLeR6gYHN43owsPn9Dj8ieIAdTYn2aV17CytYdbibDKKajAZdDx/aTIXpuxfjsTqcHHz3LXcNKILw07xNaTEgWTO0V7a/7N33/FRlFsDx3+zfbOb3itJILTQW+iggti7Itar1971em2v16vXgoq9IVbsYENQUVQUpHcIJSSk9963l3n/GAhEgrTApjzfzyeyzM7Onl3i7px5znMe2U1QUBoudx0ORzlerxM/P1HvK3ReKpWGfv2eJT7uHwAUFr5Nc/MuSko+J2P3I3+7YKzLVc+OnffQ1LQdjSaI1P4v4XLVoFabiY2ZcdSjX2Zzb0aOWEB4+OkASJIGkCkoeJusrMfpAtdZBEEQjtqBc43OGhhFbJCRq9I66bnH1VeDJCk/V1/tkxBMeg0D4wK5cGgcX986lin9InC6vdw9byuv/ran5bvmvRW5LM+q4t75W7G7PD6JVeiautyl3sTE28nLewWA2NgZqFRifR+hc5MkFSkpj+IfMJA9e57C5VJKDsrKvqK2diW9Ux4lPHxaq1anNTUryMh4EIezAlDRr99zGAzRGAznEBg4DI3G/5hiUauNDEh9ha1br6eufi1qtQmPx0pJ6ReYTCnEx1/bHi9ZEASh03jnz1xcHpnRySHMvGhQ5+6qVlTU9m0fMes1zLl6BM/9vJt3/szl5d+ysLs9PDCtD9eNS6K80c4pfSIwaDtfYy2h4+pSI0d+fklkZT1BQ8NmJElDXOwVvg5JENqFJElER13A6LSfiYg4u2W7w1HG9h23s3XrP7Dby/B6HWRmPcHWbf/A4azAYIjBaIxHPqA1t8EQc8zJEYBKpWfQoLfxN6fi8VjQaJTh6qw9T9HQsPWYjysIgtDZ1FmcLaNGt5/SC6DzJkYdlFol8chZ/XjsnP4AzF6Ww8yfduOnU/PUBQNbLSC7Ib+Wl3/NwuXx+ipcoQvoUsmR1ZqH1ZqDRhNEv74zRatrocvR6cIYOOA1+vV9tmWbJKmprVvJ7t3/x+bNV1Jc/DEAUVEX4fE4sNkKyM9/q13L3jQafwYP+QCjMQG3u2HvVi8bN13Orl3/xmLJxmYrxuM5eL0kQRCEruKjNfnYXB7iQ4w02FzipPwEun58Ev87PxVQRuue/CGj1fea3eXhvi+38urSPbz1R46vwhS6gC6VHKnVfiQl3sW4scuIjr7I1+EIwgkTE3MpKSmPAsoixn5+PWls2kFD4xY0mgAGpL5Bc3MGLlcNZnNfhg79tN1XGNfrwhg+/CuSk+4lJGQyWm0w4KKs/FvWbzif1WsmsWLlKMorvm/X5xUEQegIrE43H63OB8Dllrnj8y0to0jCiXHNmESevnAAAB+syuOOL7ZgdboBMGjV/HtaX1JjArh+fKIPoxQ6uy415yht1I+EhSX6OgxBOCkS4q/D7WogL/91rFblKpnJ1JuBA94kO+c5mpsz0GpDGTzoXXS6E7N4q14XRlLSHYDS8ru+YSO7dv0bu105QfB4LOzceQ9WSy5JSXe1e4ImCILgK/M3FFFndRFm1lHeaMekU3P+kBhfh9XlXZnWA51axcPfbufH9DJyqyy8c/Vw4kP8OG9wDOcMjG5V2vjp2gKm9o9staCsIPydLjVydKJOAAWho0pKurulk11ExFmMGP4129JvoLr6N1QqHYMHzcFgODlf1pIkERw0krRR3xMVdWGr+/LyX2PHzrtEmZ0gCF2Cy+PlvRV5ADTYXIBS9uVv0PoyrG7j0hHxfHHTaMLMOjLKGjnvjZUs3FqCw+1plRgty6zk0e92cMYrf1JncfowYqEz6VIjR4LQ3UiSRO/e/yEx8TZ0ulBqapZjsxUA0K/vcwQGDj3pMWk0/qT2f4HQ0ElkZv4Ht7sJgMrKxVgse+jXdyYqlQ6NJhCjMe6kxycIgnC8fkgvpaTehkoCl0dmYu9w7pki1lQ8mUYmhrDojvHc/Mkmtpc0cPe8rQT7abloWBxXpCXQM9xMXLAfA2MDGd4jmGCTztchdxpNdhffbS1lS0EdE3qHcfbAGHSaLjWe8re61CKwx7LQkyB0JbIsU1o6D602mIiIM3wdDjZbCTt33UdDw8Y27/f3H0BgwFCMxgQiIs44aaNcgiAIx6qqycE5r62goskBQFKYie9uG0egnxg18gW7y8PsZTnM21BIRaPyb6LTqPjy5jEMiQ/C6fbileWWdt+NdhdZ5U2MSBTVRgAl9TbKG+zYXR4sDjfLsqpYuKUEi3P/2lGRAXquGZPIFaMSOk2SeTy5gUiOBEE4oWTZQ37+bPLy30CWXahURjQaf5zOKuDAjx8V0dEXk9jjVrF4syAIHZLL4+XK99axPq8WUNbh+e72cfSKMPs4MsHt8fLnnire/COHTQV19I408/2d49FrWq+BdM+8LSzaVsp/zunPdeOSfBRtx/DF+kL+b8F2vG1kAr0izExICePH9DIqm/YnnWcNiGLGqARGJYV06HnEIjkSyZEgdHherwOQUKmUq07ZOS9QUDAbSdIiy64D9lQRE3MZvVMeQ60WizgLgtBxPPH9Tj5clY9Zr+HZiwcSYNAysXe4r8MSDlBrcTL1peXUWJzcdVoK903dX+7o9nh56NvtLNhSwle3jGFYQrAPI/Wt7Momzn5tJQ63l9ggI2a9BoNOTVKoH9NHJjA6WUl+nG4vP6SX8v7KPHaWNrY8vm+UP3OvG0VUYMdsdCGSI5EcCUKn43TWIMse9PoIyssXsSvjQWRZmTBrNvdn5IhvUalEmYogCB3Dgi3F3Dt/GwBzrh7OtNQoH0d0Alx9NXz6qXL7qqvgk098G88x+iG9lDs+34JGJbHojvH0j2l9bphd2USviP2LoZfU24gJNHTokZD25HR7uWj2KnaUNDIhJYyPrht12MWLZVkmvbiBL9YXsmhbKVanhxmj4pl50aCTFPXROZ7coPvMrhIEoUPR6ULR6yMAiIo6j1GjFuHn1xOA5uZdbNo8g4qKH/F63b4MUxAEgezKZh7+djsA00fEd83ECKCoqO3bnczZA6OZlhqJ2yvzwDfbcP9lcd4DE6OqJgfnvb6Smz/Z1NJ5sCNye7zYnB6K66ysyanhy41FvLci95hifnVpFjtKGgny0/LCpYMPmxiB0gBqcHwQz148iI+uHwXAN5tKqGzqel1oRbc6QRA6BLMphZEjFpCd8yylpV/T2LiFHTu3oFabCQ2dSI+Em/D3H9BtruwJgtAxeLwyD36Tjt3lRQK+3lzMtWMTDxqNEDoOSZJ48vwBrM2tZUdJI++syOW2yb3a3HdzYR2NdheFtVb0Hawj26rsau7/ahsVjfY25wUBLM2o5ON/jkKrPrLYN+bXMnuZsjbiMxcOPKb1n0YmhjC8RzCbCuqYuyqfB87oe9TH6Mg61m+BIAjdmkZjom+fJxk39k+SEu9ErTbj8TRTWbmYDRsvYN36M6msWuLrMAVB6EY+XpPPpoI6VJLSQmZCShj9ov0P+zjBtyICDDx2Tn8AXvltD9mVzW3uNy01iu9uH8frM4a2dLQDpfmGLxXWWLnts82UNbROjLRqiaQwExNSwjDp1KzJreHpHzOO6JhNdhf3frkVrwwXDYvlrIHRxxzfzROTAfhkbQHNjq5V4SGSI0EQOhy9Ppzk5HsYN3ZFS6kdgMWyhx077qS2dpUPoxMEobsorLHy/M+ZAHhlMGrVPHm+GMHuLC4aFsvkPuE43V4e+HobnkMMv6TGBJISuT/hXbClmPPfWEV2ZdPJCrUVq9PNTZ9spMHmYmhCEGsePpUt/5nKziemsfvJM/nj/sl88s80Xp4+BIC5q/P5coNSBllUa+V/3+/iyvfWklXROv7/fb+LolobsUFGHj8v9bhinNIvkuRwE012N/PWFx7XsToakRwJgtBhabUBjBj+NWazcvVPpTIgyx6277gTqzXPx9EJgtCVybJSTmdzediXCj1yVl/iQ/x8Gpdw5CRJ4pkLB2LWa9hcWM9Hq/MP+xi3x8vLv+5hV1kjP20vP/FB/oUsyzz0zXZ2lzcRZtYz+8rhRAcaCTbpMOk1qA+YH3R6ahT37l18+NHvdnDTxxuZ/MIyPliVx6rsGq54dy179iZIP+8o46tNxUgSvDx9CAGG42t4pFJJLaNH763Iw+n27UhbexLJkSAIHZpWG8DQIXMxmVLweu1Ikga3u4HMrCd8HZogCF3Y5+sLWZNbg4RSTnda3wiuGi3WYOtsYoKMPHyWMidm1pJMCmusf7u/Rq3i61vGcPOkZG47pe15SifSnD9zWbStFI1K4q0rhx22Vfadp/bijNQonB4vv+yqwOOV95Z+BlDd7GTGu+tYnVPd0lDk5ok9GZXUPgvgXjA0lgh/PeWNdhZtK22XY3YEIjkSBKHD0+lCGTrkI0ymFGRZqW32N/dHlrvOlSpBEDqO3KpmnvpBmcchA2FmPc9dMkiU03VSM0YmMCY5FJvLw0PfpnO4VWwiAgw8fGa/llEar1fmwa/TWZNTc8JidHu8PL5oJ8/+tBuAR8/ud0RJjEol8eJlgzlvcAyXDI9j8V0T+OSfaXxxYxr9owOobnZwxbvrqLO66B8d0Grdp+Ol16i5fryykO4zizPILPdNGWJ7E+scCYLQaXg8VjIzH6es/BsAQkImMHDAG9gdZZhNKT6OThCErsDl8XLx7NWkFzcwJjmE0/pF0ivCzOQ+Eb4O7cQrKlLWOgJljaP4eN/G044Ka6yc/spy7C4vc68beVT/nvM3FPLgN9sxatWseuhUQky6do2t3urk9s83sypbSb7+NbU3d5za67iT8TqLkyveW0dGWSM6jYof7hxP78j2bSZidbqZPmct20saCDHp+OLG0fSJ8n3DErEIrEiOBKFbKS37mszM/+L12gkKGkVDwyYSe9xOYuJtYuFYQRCOy6wlu3nzjxwCjVp+vmcC0YFGX4cktJOnf9zFuyvyGJoQxLe3jj3i5MPqdPPEol0MiA3g6jGJ7RrTutwaHvgmnYIaK346NS9dNoQzBrTfOlq1FievLd3DpD7hnHKCEvwGq4ur3l/XoRIkkRyJ5EgQup2amj/Zuu26Vtuioi4ktf8LPopIEITObn1eLdPfWYMsw0uXDeaiYXG+DkloR5VNdiY89wcOt5dP/jmKCSnhR/V4WZZbEqqiWitbi+o5d3DMMcVS0+xg5k+7+XpTMQBxwUbeu3YEfaM653nsgQmSn07NsIRgBsYFMjguiLG9Qo+7AcTROp7cQMw5EgShUwoNnUhM9GUAaLWhgER5+QLq6jf4NjBBEDqlRruLe+dvZd8l41eX7sHSxdZvOaxbbgFJUn5uucXX0bS7CH8DV6YpTTVe/W3PYece/dW+xMjl8XLXvC3c+cUW5izPOeo4ft1VwakvLm9JjGaMSuCHO8d32sQIINBPy6f/TGNoQhBWp4eV2dXMXpbDLZ9uYsRTv3HzJxv5Ib0Um9Pj61APS+PrAARBEI5VSsoj1NSuwOEow2RKwWLZQ1bW/xg18jskSX34AwiCIOz12Hc7KKm3oVZJeLwyE1PCMem72WnS7t1t3+5Cbp6UzKfrCthYUMeanBrG9go76mNIwISUcPKqLZw96OgWUt1aVM/tn2/G6fbSLzqApy8cwLCE4KOOoSMK9NPy9S1jyShrJL24gfTietbn15JbZWHJzgqW7KzAX6/hgqGxXJGWQL/ojpkMirI6QRA6tQPL69RqPzweK336PElc7BU+jkwQhM5i4dYS7p63teXvsUFGltw7EXN3S44mT4bly5XbkybBsmW+jOaE+e/CHXy0poBRSSF8efOYYz5Og81FoHF/uVhGWSN9o/wPOZepotHOua+vpLLJwZR+Ebx91XA06q5dxCXLMrvLm/h+WymLtpVSXGdruW9YQhCPnZvKkPigdn9eUVYnCEK3dWB5nUqlByA39yXcbosvwxIEoZMorrPy6Hc7Wm175qKB3S8x6kZumdwTnVrF+rxaVudUH/NxDkyMdpU2cv6bq7jho41YnQeXY9pdHm76eCOVTQ56R5p5efqQLp8YgVKK2C86gAfO6Muf/z6FT/+ZxlkDo9CoJDYX1nPp26v5YGXeUZc4nkhd/19FEIQuLyXlEfT6KFyuOozGHgxIfRWNxuTrsARB6OA8Xpl752+lyb7/ZPau01KY1PvoJuoLnUt0oJHpI5U25U/+kIHbc/xr5u2p3L/Gj1Hbuqy7oMbCfV9uZVtxA0F+Wt69ZgT+J7lBQUegUkmMTwnjrSuHs/rhUzlrYBQuj8z/ftjFrZ9uprzBjqsd/i2Ol7gsIghCp6fR+NOv70y2brsOm60ASep+XzqCIBwdWZZ56sddbMivQ5JAluH+03tzx6lizbTu4J4pKSzaVkpGWSOfri3gH+OSjut45w+JJSXCn6hAA5IkUdloZ976Qn7aUU7G3sVR1SqJt64YRo9QcfEuwt/Am1cM46PV+Ty9OIOfd5bz885yAEw6NWH+ekb0CGF8SijjeoYREWA4abGJOUeCIHQZGRkPU1r2JUZjAmmjfsThqEKvj0Kt1vs6NEEQOhBZlnnu50ze3ttp7H/npaLXqpg+MsHHkflYN5lztM+nawt49Lsd+Os1/H7/ZML9j/+7orLRztvLc/lsXQEOtzIKopJgTM9QbhifzCl9u8FiwkdpW1E9//56G1kVzYfcJ9SkIzrIQEygkX7RAdwwIelvR9/EOkciORIEAXC7m1i77gwcjnJCgsdT37CJuLgrSen1cLs+j8tVh81WhFYbjE4Xilrt167HFwThxHrp1yxeW7oHgCfPT233hT07rW6WHHm8Mhe+tYr04gYuGhrLS9OHHPOxXB4vL/+axfsr81qSIrUk4ZFlZl44kBlp3TzxPgJuj5cmu5sGm4uCWiurc6pZnV3DjtIG/pqtxAQamHnxoEOWwIrkSCRHgiDsdfDisBLDh80jKGjEcR/b7W6ioGAOhUUf4vXaW7ZrNP4kxN9Ajx63oFKJamVB6MhmL8vhuZ+VNtWn94/k7auGo1K13V2s2ykqgkGDlNvp6RAf79t4ToJtRfVc8NYqZBnm3zSatOTQoz5GdbOD2z/bzLq8WkDpwnbPlN7EBxv5aWc5t03u1d5hdyuNdhfFtTZK620U11n5YFU+hbVWAC4dHsfNk3rSM9zUqkugSI5EciQIwgGys5+joPCdlr/vK7M71hEer9dBccnn5Oe/ictVB4BGE4zH04gs71/Qzs8vGa/XQWTEOSQn34tKJeY+CUJHsqmglkveXtNyFTrcX8+v904kyE/n28AEn3r42+18sb6Q2CAj71wznNSYwCN+bHpxPbd8sonSBjtmvYbnLxnEmQOi2mznbXd5eOTb7dx1WgqJYWLe0bGyOt3MWpLJ3NX5Lf8vB/tpGd4jmJ4RZrQqFW67hYcvGC6SI5EcCYIAynyCPdnPUFT0Qcu2sNBTGTDgjaOafyTLXioqfiAn9yXs9iIAjMZkwsNPo7LyZ+z2ImJjryQwYDCZWY/j8VhbHuvvP5DU1JfwMyYdcs0LQRBOHpvTw1mvrSCven+b/7nXjWRyHzEHpLurszg5942VFNfZ0GlUPHFeKpePjD/sZ/fvuyu45VNlQdfkMBPvXDOcXhH+h9z/qR928d7KPJLCTPx23yTUYsTyuGzIr+XlX7PYVFDXUsq4j9dhpeiVy0RyJJIjQRD2kWWZ7OyZFBa937LNYEigf79nMZv74PW68HqdSJKEXh+FJO1f2cDlqqOmZgWFRe/R1LQTAJ0ugujoi6mv30BDw0YA9LpIevZ6gOioC7Ba80jffjsWS2arONRqf+LjryEh/ga0WvH5JAi+8viincxdnY9KAq8M147pwRPnD/B1WB3LLbfAnDnK7Ztvhrff9m08J1Gdxcm/vtrG77srATh/SAx3nppCrwhzm/uvy63hmg/W43B7ObVvBK9cPoSAw7TnLmuwcc+8rdxxai8mpIh28e3F6fays7SBTQV1lDfYcXtlmpsaefGqsSI5EsmRIAgHkmWZ7JznKCx892/3U6v9MJl6YzL1wmrJoaFxG7B3Qq3aTHT0hbhc9VRUfA+ASmWgR8KN9OhxU6tSPY/HQUHhO1RX/0FT0w7Ac8BzmOiRcCPx8deh0bT9ZSsIwomxJqeGGe+ubfl7VICBZf+ejOEv69F0e92sIcNfeb0y76zIZdaSTDxe5fR4YGwgFwyN5ayBUUQHGgHYUdLAjHfW0uRwM6VfBLOvGo72CBd0lWW51YhUenE9Rq2alMhDjzgJR0/MORLJkSAIf8NiyaG0dD5V1UtxOqvxePa1C933ZXbwonMGfQxRURcQH/8Pioo+JL9gNgBRkRfQs+e/MBhi/vY5HY5KtqXfuDdJOuC4hlhiY6/EbEohLOzU431pgiAchsXhZtorf1JcZ8NPp8bq9PDEealcOzbR16F1PN08OdpnU0Ets5flsCyzCrd3/2lyakwAk/uEM299ETUWJ2lJIXx0/ahjTrLrrU7Ofm0lNRYHH/xjJGN7hrXXS+j2jic3EG2VBEHo8kymnqSkPEJKyiPIshdZ9uBwVLJ6zcRDPiYi8mx69vwXADExl2G15pPQ40YCAwYf0XPq9RGMGP41jY3bcHssOJ3V5OW9jt1eRE7O8wCEh51Ov37PoNUGH/+LFAShTXP+zKW4zkaYSUedzUVkgJ7pI7t+Fzbh2A3vEcJ714ZQa3HyY3opC7eWsqmwjp2ljewsbQRgQGwA71074rhGHz1emeRwE1q1xMDYI28CIZxYYuRIEIRuyeWqo7x8IU5nDQZDDEZjAgZDHHZ7MfUNmwgJGUdQ4PB2fU63u4mdu+6juvr3lm16fQyDB72Nv39quz6XIAhKi+WJz/+B1elh9pXD6B8TQFGtjfEp4gp9m8TI0SHVNDv4I7OKpRkVuDxenrt4EKHm41801uuVqWxyEBVoaNlW2WQnwt/wN48SDkeU1YnkSBCETkKWZYqKPmRP9rPsm5MkSTr69X2G6OgLfRucIHQx+5owDIoLZOHt40TnyMMRyZHP/bqrgjs+38x/z03lCrFw7DE7ntzgyGaPCYIgCO1CkiQSEq5nxPB56HRKC2FZdrIr434ys/6HLB88/0kQhKNXVGvls3UFAFyV1kMkRkKnsHh7GQ63l+zK5sPvLJwQIjkSBEHwgcDAYaSN+pHg4PEt26qrf8duL/NhVILQdbz8WxYuj0yPUD8e/Dad/y7ccfgHCYKPvXjpYGZdMoiHzuzr61C6LZEcCYIg+IhOF8LQIR+SnHQvIGG3F7F23VRyc1/F7bYe9vGCILQts7yJBVtKACiusyHLkComvB/eM8+AJCk/zzzj62i6JZVK4tIR8eg0yim6LMv8+6ttfLK2gC4wE6ZTEHOOBEEQOoCmpgyy9jxJff06ACRJo7T9jplBePgU/PySfByhIHQOXq/MNR+sZ2V2NSadGovTwxmpUcy+apgorRM6nT8yK7nuww2oVRJL7plArwixHtKREA0ZRHIkCEIXIMsylVU/kbn7MVzuulb3hYefQf9+z6LRiC9GQfg77/6Zy9OLM1BJ4JUhwl/PknsmEmzS+To0QThqsizz/so8AG6YkOzjaDoP0ZBBEAShC5AkiciIsxg/fg0pKf9Bp9vfbriq6meW/zmElSvHkp8/24dRCkLHlV5cz/NLdgNKYgTw4mWDRWJ0pB58cH9Z3YMP+joaAeV74YYJya0So8omO/PWF4oyuxNEJEeCIAgdjEqlJSH+H4wft5q+fZ7GYNi/YKXDWYXJ3NuH0QlCx9TscHPXF1tweWR0auX05vpxSUxICfdxZJ3IunVt3xY6DI9X5p55W3no2+3MWpLp63C6pGNKjt58800SExMxGAykpaWxfv36Q+67c+dOLr74YhITE5EkiVdeeeWgfR5//HEkSWr107ev6NIhCEL3JklqYmMvZ9zYZYxO+xWjMQHwsnPnvdTXbwQQVw4FYa/HFu4gv8ZKTKCBx8/rz6jEEB44o4+vwxKEdqWS4NS+EQQYNFw0LM7X4XRJR50czZ8/n/vuu4///ve/bN68mcGDBzNt2jQqKyvb3N9qtZKcnMyzzz5LVFTUIY+bmppKWVlZy8/KlSuPNjRBEIQuy2RKZtTIRQQHj8HjsbB12/Xk57/N1q3X4nZbDtpflmWROAndxoItxXy7uQSVBK/OGMoVaT2Yf/NoDFq1r0MThHa1r8xuxYOn0ivC3LI9v9oiPvPbyVEnRy+99BI33ngj1113Hf379+ftt9/Gz8+PDz74oM39R44cyaxZs7j88svR6/WHPK5GoyEqKqrlJyws7JD7CoIgdEcajT+DB71LSPA4PB4LObmzqK1bxbb0G/F4bHi9DmpqVrA787+sWj2e5X8OISf3ZTwe0RZc6LoKaiw8ukBZw+jGCcmMTAwBEJ3phC4t0KhtuZ1b1czZr63grnlbsTk9Poyqa9Aczc5Op5NNmzbx8MMPt2xTqVRMmTKFNWvWHFcge/bsISYmBoPBwJgxY5g5cyYJCQlt7utwOHA4HC1/b2xsPK7nFgRB6CzUaiODBs0hPf1mautWAVBfv45lywcB3oP2z89/g8LC99FozERFXkDPnvehUonJ6ULX4HR7ufOLLVicHvx0ar7dUsLpqVEM7xHs69AE4aTZVlyPw+2lstGOVi0uChyvoxo5qq6uxuPxEBkZ2Wp7ZGQk5eXlxxxEWloac+fO5eeff2b27Nnk5eUxYcIEmpqa2tx/5syZBAYGtvzEx8e3uZ8gCEJXtC9BCgkef8BWJTHSaoOJjr6EwYPeY8CA11GrTXi9NpzOKgqL3mXjpsuw2Yp8E7ggtLMXf8kkvbgBnVqF1enB5fESG2T0dViCcFJdODSO+TeP4bUZQ9Go9y8eK8rsjk2H6FZ35plncumllzJo0CCmTZvG4sWLqa+v58svv2xz/4cffpiGhoaWn6Ii8UUvCEL3olYbGTJkLmmjFtO37zNIklJi4XLVERV1AWFhpxAZcRYDB76Nv/9AJEkpFGhq2s669edQWbXEl+ELwnH7M6uKOX/mAuD0KBcHXrhkMFGBBl+GJQg+MbxHMJEB+3/331+Zx73zt2JxuH0YVed0VMlRWFgYarWaioqKVtsrKir+ttnC0QoKCqJ3795kZ2e3eb9erycgIKDVjyAIQncjSRJmcx9iY6YzaOBsVCodkqTBas1r2Sc0ZCyjRn7H0CGfoFL5AeDxNLN9+22Uly9qdTy320Ju7isUFLyDLIu6daHjqmpycN+X2wDQqJQyolsn92RK/8i/e5hwOM880/ZtoVOpanIwa0km320t5ecdx17Z1V0dVXKk0+kYPnw4S5cubdnm9XpZunQpY8aMabegmpubycnJITo6ut2OKQiC0JWFhZ3C+HFrmDRxC3GxVxx0f3DwKEYMn49Gs2+yuhq7owyPxw5AXf0G1q8/h7z818nOeY6t2/6Jy9VwUl+DIBwJr1fm/q+2Ud3sQKdR4fbKpCWF8K+pYv2v4zZ2LMiy8jN2rK+jEY5RuL+eT/6Zxj/GJnLRsFhfh9PpHHVZ3X333ce7777LRx99REZGBrfeeisWi4XrrrsOgGuuuaZVwwan08nWrVvZunUrTqeTkpIStm7d2mpU6P7772f58uXk5+ezevVqLrzwQtRqNTNmzGiHlygIgtA9aLVBqNV+h7zf378/I0d8hUEfjyx7yMl5nlWrJ7J9x51s3jwDm70QvT4KSdJTW7uC1WtOobk56yS+AkE4vA9W5bE8qwq1pDRkCDPref2AuRaCIMCopBAePy+1pWujy+PlzT+yRTe7I3DUnyTTp0/nhRde4LHHHmPIkCFs3bqVn3/+uaVJQ2FhIWVlZS37l5aWMnToUIYOHUpZWRkvvPACQ4cO5YYbbmjZp7i4mBkzZtCnTx8uu+wyQkNDWbt2LeHhYlVrQRCE9uTnl0ha2o+kpDyKQR+Dy1VDZeViQCYwcBQjhn9DRPhUANzuBjZsvJCqql+prVuDy1Xn2+CFbm97cQPP/bwbgAfP7Mv145J46bLBRASIeUbt4sEHQZKUnwcf9HU0QjuatSSTWUsyueaDdaJRw2FIchd4hxobGwkMDKShoUHMPxIEQThCXq+LoqKPyM55FlC+CiRJgywrE3gNhgTs9sK9e6sICBjEsKGf/O3olCCcKHaXhzNfXUFetYUzUqOYfdUwsZZRe5s8GZYvV25PmgTLlvkyGqEdrc6p5u55W3ny/AGcMaD9+gR0VMeTG4gxaEEQhG5KpdLSo8cNjB2zjOSkezAaEpBlN5KkY0Dqq4wZ/Qtxcdfs3dtLY+PWvXORxAiScPK9vTyHvGoL4f46Zl40QCRGgnAUxvYMY9n9k1slRkW1VuwuUWb3VyI5EgRB6OaMxjiSku5kzJjfGTH8a9JG/UBk5DmoVFr69P4v/fo+x741w+vr17Nm7ek0Nm73bdBCt1JYY+WtZTkA+Bu03PHFFvKrLT6OShA6F5Ne03K72eHm2g/Wc9Fbqymqtfowqo5Hc/hdBEEQhO5AkiQCA4cetD0m5hJMpp5sS78Fl6sal6uWDRsvJC72agIDh+NwluN0VCKpdGg0/mg0/phNvQkKGuGDVyF0RU98vxOn20vfKH92lzdRWm/DoFX7OixB6LTyqy002FxYnZ5WSZMgkiNBEAThCAQGDmXc2D/IzXuTwsJ3AC/FJR9TXPLxIR8TEjKJfn2fwmCIAcDrdVBTs5zGph1YrXlYrfnY7aWAp2WCcGjoRPr0fgKdLuQkvCqhM/htVwVLd1eiUUGTXZkPd8P4ZLHYqyAchwGxgfx41wSqmx2EmHQt22VZ7vYlqyI5EgRBEI6IWu1HSq9/Exd3Jdu334rVmovZ3B+DIRpJ0lJfvwGHowJZdgJQW7ucVasnoNEEYTKlYLFk4nY3/u1zVFYupqF+E6mpLxMUNApZdqFS6f72MULXZXd5eOKHnQCEmPSU1NuI8Ndz86RkH0cmCJ1fVKCh1UWG1TnVzFqSyWuXDyU+pPs23hHJkSAIgnBUjIYYRo1c2OoKo9Wax5q1UwBQqfRoNIE4nZUAuN31NDRsAECvjyIkZCJej5Wa2hW43a0XmjUY4rHbi9i85SqCg0fjcTczePD7YiSpG3K6vdz35VaKam3o1BKVTQ6C/LR8/M9R+Bu0vg5PELoUr1fmvwt3sqeymXdX5PK/8wf4OiSfEa28BUEQhOMmyzJFxXMJDBiMv/8AVCodXq+T/Py3KCtfQFDgKKKjL0Sj8Wd35v/R1KSMBuj10ZjNfdFqg9Bqg4mP/wd5ea9RVvZ1y7E1mkCGDH6/zflQQtdkd3m49dNN/JFZhSSBLIO/QcPnN4xmYFygr8PruubPh8svV27PmwfTp/s2HuGkKq6z8vKve3jqggEYdZ17Tt/x5AYiORIEQRBOmmbLHtavPxuVykhS0h3Ex12DSqU/aL/yiu/Jzn4Oh2P/ouLBwePp1/dJjMaEkxmycJI1O9zc8NEG1ubWYtCqeObCgXywKo8nzhvA8B7Bvg5PELqVD1bmcebAKKIDjb4O5aiI5EgkR4IgCJ1GRcUPBAePRqcL+9v9ZNlDaek3ZO35H16vrWW72dyP1NRXMJt6nehQhZNsbW4ND32TTn6NFbNew/vXjiAtORSvV0al6t6TxAXhZFu0rZS7vthCqEnH7/dPJtDYecpZxSKwgiAIQqcRGXnOYRMjAElSExt7GRPGryUy4lwkSZkm29ycwfr151Nd/fuJDlU4ScoabNz08UYuf2ct+TXKmit3n5ZCWnIogEiMTpYHHwRJUn4efNDX0Qg+NjgukNSYAGaMSuhUidHxEg0ZBEEQhA5NozEzYMAreL2zKCh4l7Lyb7DZ8tmWfjO9Ux5Dll3ExExHozH5OlThKHm8Mh+uyuPZn3bj9u4vZJmQEsbpqZE+jKybWreu7dtCt9Qj1MQ3t45Fc8DFiQarC4fHQ4R/122lL5IjQRAEoVNQqbQkJd1Gjx43kpn5GKVlX5K153EAyisWMmTwB+h0ob4NUjhi2ZVNPPB1OpsL61u29Yow8+T5AxjTU/w7CkJHcOBiy7Isc//X29hSWM/sq4YxMrFrdhEVyZEgCILQqahUWvr2fQaDIZbcvJcBaGrawcZNlzF0yEcYjXE+jlA4nPkbCvnPdztxerwt2/53XipXje4hSugEoYOqs7ooqrXSaHNh0HTubnZ/R8w5EgRBEDodSZJISrqD/v1eYN91Ppstn42bLqG5OdO3wQl/a11uDY8s2IHT42VgbAD+eg23TOrJNWMTRWIkCB1YiEnHgtvGMfe6ka1a6neB3m6tiORIEARB6LSioy9k6JAPUamU1dydzio2brqM+vqNPo5MaEtlk507vtiCxytz/pAYFt0xnp/vncj9p/f2dWiCIBwBo07N2F77G+qU1ts467WVbMiv9WFU7UskR4IgCEKnFhIylpEjvkanUybwezzNbNl6DU5njY8jEw7k9ni58/MtVDU56BluYuZFA5EkidggIxq1OB0RhM7ohSWZZJQ18szijC4zgiQ+jQRBEIROz2zuw6iRCzCbUwHweh1k7XkKl6vBx5EJ+7zwSxbr8mrRqyVqmp38mVXl65AEQThOT14wgBmjEnh1+lAkqWuUxYrkSBAEQegS9PpIRo74mh49bkeS1FRULGLdujPJzX0Vp7PO1+F1a7/sLOft5TkAaNQq6m0u9lQ0+zgq4SC33tr2bUE4BJNew8yLBpIQ6tey7Yf0UjYXdt7PXEnuAmNgx7MKriAIgtD1NDRsZVfG/ViteXu3qIiJuYyUXg+h0fj7NLbupqDGwjmvr6TJ7iYhxI/CWisDYgNYcNs4tKKcThC6lMzyJs57YyUer8zXt45lSHyQT+I4ntxAtPIWBEHwgXp7PQVNBQwKG9RlShE6ksDAIYwa+QN5ea9SUPge4KW0dB6lpV8SFDSSxMTbCAkeh8NZgaU5E4s1F7XaD4MhFqMhFknSYbeXYHeU4nLVERw0CrO5v/i3Okp2l4dbPt1Mk91NYqgf+TVWtGqJFy4dLBIjQeiCooMMnNYvAqvTw6DYwMM/oAMSI0eCIAgnSUZNBmHGMML9wlmUs4hHVz7KDQNv4M6hd4qT7hPI6axl+447qK9f95d7VIC3rYe0yWzuS3TUxQQGDUeW3cheF5JKS2DAECSp6675cTwe+HobX24sxk+nRiVJNDvc/Gtqb+48LcXXoQltmTkTHnlEuf3MM/Dww76NR+iUZFnG7vJi1Cmfi16vTE5VMymRJ2/UXowcCYIgdHCfZ3zOzPUzMWqM3D3sbibETiDMGMa7299FJam4Y+gdvg6xy9LpQhg+7HMaG7dTWPQ+1dVL8XisKImRhJ9fT/z8kmhqTMfhrAY8LY+VJA1qtQm3u5nm5t3syX76oOP7+SXRo8ctRISfjUZjPGmvqyOranLw5h/ZfLmxGAmwOpX3dFhCELdM7unb4IRDW7Kk9W2RHAnHQJKklsQI4M0/snn992wePy+VK9ISfBjZkRHJkSAIwgn2XfZ3zFw/EwCb28az65/ll4hfOK/neby/433mpM9BLam5dYiYAH0iBQQMZEDqK8iyTH39empqV5CUeAdqtQFZllmz5lTAg1ptxqCPwmrLQ5bduN0NBAeNJiLiLMrLF2C15uNyK5ONJUmN1ZpHRsaDZGQ8iMEQx6CBs/H37+/bF+sjlU123l6Ww6frCnC6lcKUf5/Rh+I6G6kxAVwyPE6U0wlCNyLLMhnljTg9XnSazvH/vkiOBEEQTqAl+Uv47+r/AhBiCEElqbA4LWyu3Myuml3M6DuDL3Z/wVvb3sJP68e1qdf6OOKuT5IkgoPTCA5Oa7WtV8pDaNRmgoJGolLp8HjsNFsysVpy8TMlExgwmLi4K7Fa88jNe42Kiu+RZU+rY9vtxVRU/tjtkiOPV+aTNfk8+9Nu7G6lVLF/dAD/PqMPp/SJ8HF0giD4iiRJvHnFMP7cU82k3uEt271eGZWqY5aTizlHgiAIJ8jSwqXcv/x+3F43YYYwqu3VBOuDeX7i88xJn8PGio1Em6I5r+d5zEmfg0bS8NnZn9E/tHudWHdWzZY91NauRKcNRa+Poqz8a8rKvgEgKfEukpLuQpadqFR6H0d6YmWWN/HQt+lsKaxv2WbQqHj9iqFM7R/lu8CEozd5MixfrtyeNAmWLfNlNEIXZXd5mPHuWi4aFsdVaQknZM6tmHMkCIJwnOrt9czaMIvi5mJcXhcerwcZmUhTJLMmzkKn1qGSVMzbPY8aew3+Wn9CjCGEGkIJ0gfh8rqQkRkcPhhZlnl3+7u8seUNZOSWxMhf68+cqXPoF9qPAWEDmP7DdAqbCsmoyWBKwhR+K/yNlza+xHvT3vP12yEcAbMpBbNpf2OBoKCRGI09yM19ibz817BY9tDQuIVBA2cTEDDIh5GeOAu3lnD/V9twefZfZ53aL5KnLxpAhL/Bh5EJgtBRfb2pmC2F9RTUWDl7YDQhJp2vQ2pFJEeCIHRbmbWZfLLrE3bV7CK7PhuZgwfSM2ozGPnZSADMWjMOjwOX19Xm8QL1gcw/Zz4vbXyJXwp+ASDOHEdxczFGjZG3prxFv9B+yrF0Zl6c/CJX/nglf5b8ya2DbyVQH8jdw+4+Qa9WONEkSSIp8XY0Gn+ysp6gsuonALZsvYZhQz/D3z/VxxG2r993V/CvL7fh9sqoJPDKcNbAKF67fCgaMa9IEIRDuDItAbvLQ68Ic4dLjECU1QmC0E2tKV3D3X/cjc1ta7XdqDHi8XrwyMrPsVJLaowaI82uZrQqLW+e9iZjYsYctN+XmV/y5NonUUtq5p4xlyERQ475OYWOo7x8ITt3PQgoibRGE7A3QeoaJZMb82u56v112F3elsRoWmokb1wxTDRc6MxEWZ3gI1uL6tle0tBuZXairE4QBOEo/JL/Cw+teAiX10VaVBoX976YxbmLuXf4vSQHJbfsJ8syLq8Ll9eFw+Og0dFIvaOeOnsdTq8Tg9qATq3D7XWzsWIja0rXkFGbQYghhMfHPM5nuz8jpz6Hx0Y/1mZiBHBp70vZWL6Rn/J/4tFVj/Lted+iVWlZUrCECbETMGlNJ+ttEdpRVNT5GIxxbNt2M253HW53Ixs3XcqAAa8RHnaar8M7LhlljVw/dwN2l5fxvcIIM+todrh5fYZIjDq9GTP2J0czZvg2FqHbaLK7uOPzzRTX2XC5vVw/Psmn8YiRI0EQupWvs77mf2v+h4zM1B5TeXbCs+jU7TesX2+vR6fW4af1O+LHNDmbOO+786i2VXPn0DtpcDTw8a6PuXHgjdw17K52i004+Wy2Eral/xOLZc/eLRI9k++nR4+bO+XCv7UWJ2e/toKyBjsjegTzyT/TMOrUeLwy6g7aeUoQhI5NlmXeX5nH5+sL+e72cQQYtMd9zOPJDcQlHkEQuo3vc77niTVPICMTY4ohwT8BtaQ+/AOPQpAh6KgSIwB/nT/3j7gfgHfT3yUxIBGAj3Z+RGlzabvGJ5xcRmMsI4Z/g7//kL1bZBobt/kypGMmyzL//mobZQ12EkP9eP/akS0LPYrESBCEYyVJEjdMSObnuye2Sow2FdThizEckRwJgtAtrC5ZzWOrHgNgUNggSi2lfLLrEwoaC3wcmeKspLMYGTUSu8fO8uLljIoahdPr5OVNL/s6NOE4aTQmhgx+F6MxEQCrrRCPp9m3QR2D91fmsXR3JVq1RJCfjvu/3kZZg+3wDxQ6j5kzQZKUn5kzfR2N0M0cuEjs77sruHj2am7/fDNuj/ekxiGSI0EQurxdNbu4d9m9uGU3IyJHsL16OwD/GfOfVnOMfEmSJP4v7f/QSBqWFy/n1PhTkZD4Of9ntlZu9XV4wnHS6UIYOuRDtNpQLJbdbN12A5VVv9HQ0DlGkdKL63n2pwwATusbwdaiepZnVeFwndyTFuEEW7Kk7duCcJKVNzjQqiXCzfqT3v1SJEeCIHRZsiyzunQ1t/52K1a3lXBjOOlV6cjITO8znQt6XeDrEFvpGdSTq/tfDcAnGZ9wfq/zAXhu/XN4ZXES2tkZjQkMGfw+arUfDQ0b2b79ZjZuuoiNm6ZTX7/R1+G1qdbi5O1lOVwyezXuvb+CP++sAOCuU3uRGCYahgiC0P6uSEvgu9vH8cjZ/Vq2Odyek1JmJ7rVCYLQ5TQ4Glict5gvdn9BXkNey/YqWxUA42PH8+DIB30V3t+6ZfAt/Jj7IyXNJVweeDkmrYkdNTtYnLeYc5LP8XV4wnEKCBjIiOFfU1zyBWVlX+H12mlo2MimzdMJDT2FlF4P4ufXy+fNGhZtK+WdP3PYUdLYartWLZEQ4seElHBumtjTR9EJgtAdpMYEttyWZZmHv9lOk8PNrEsGEeR34tZHEsmRIAidXo2thhUlK/i98HfSq9OpsdW03Oen8ePU+FP5Kf8nJsVN4trUaxkaMdTnJ5+H4qf14x8D/sHzG57nq6yvuC71On7K+wk/zdE1eRA6LrO5D337PE6vng+wYeMFWK05ANTU/EFNzR9otaH0SLiRkJCxGI0JaDT+LY+VZS/1DZuorPiRpuYM1Co9arUfKrURCQkZL7LsRa0yYDDEYjDGYjTEExg4BJVKf9jYZFnmtaXZvPxbVsu2xFA/3F6ZFy4dxMjEUNF8QRCEky632sIP6WV4ZJnsymZGJIacsOcSrbwFQeiUchtyWZy7mD8K/yCrPuug+81aM3cOvZPzep6HWWem2lZNmDHMB5EePavLyunfnE6Do4GZE2ZydtLZHTaZE46Pw1FFQeEc6us30tycgSy7D9pHownCaIzHYIimsTEdh6P8qJ9HrTYTGXkOMdGXEhAwuM3fJ5fHy6MLdjB/YxEAN01M5oYJSUT4G47+hQmdk1gEVujAdpQ0kF7cwBVpCYfdVywCKwhCl1Rjq6HeUU9SYBIqSZkimV6Vzvvb3+f3ot8P2t+gNtA7uDfjY8dzSsIp9A3p23JfZ0mMQBk9uqLvFczeNpuPd37M2Uln+zok4QTR68PpnfIoAF6vi6KiD6mqXoosu7HZinC5anC762lqqqepSWkkolIZCAkZj9nUF6NfAl6vA6/HRnX179TVr23zeTyeZkpL51FaOg+TqTfx8dcRFXkB6r1rfOVVW3hs4Q5W7KlueczZA6NFYiQIQocxIDaQAbH7S+2qmx0882MGj5zdjzDz4UfGj5RIjgRB6BAqLBWsLVvLN3u+oaipCJvbhsVlASDKFEWvwF7UOerYWbOz5TFB+iDqHfUMChvE7UNvZ0z0mC4zwnJF3yuYu3MuGbUZrC5dzbDIYSzMXsjQiKH0Cenj6/CEE0Cl0tKjx0306HFTy7a6ug1s3nJ5q/28XjvV1b9RXf0bqf1fIib2YgDUahOSSovdXorH3YxKbUSt9kOS1NhsBYQET6C6ZikWSxa7dz9MZuajuPTnsDh/OovSqzmwjESnVrGrrJHB8UEn4ZULgiAcvUe+3c4vuyqobHLw6Q1p7XZckRwJguBTq0tXM2vDLLLrsw+5T7mlnHKLUkqkRs05Pc/h+gHXY/fYsbltDI8cfrLCPWmCDEFcnHIxn2Z8yvs73ufXgl/5Zs83nJV0Fs9NfM7X4QkniZ9fD5KT7kVGRpbdOOylWKw5WCw5yLIL+wEldrGxlxMbe/nfHA1crkbyCz5l0cZf+KNoLDtq+gH7R4sk4MJhsdw3tTdxwWKeW7czY8b+sroZM3wbiyAcxr9O70NZg53/nNO/XY8r5hwJguAz3+75lv+t+R8e2YNKUpEamkpadBolTSVsq95GaXMpACpUmHVmGp2N/CP1H/xrxL98HPnJUW4p58xvz8TtdfPUuKd4dNWjqCU1P130E9HmaF+HJ/iQ8tXtRZLUR/yY8gY7H67K4+tNxdRYnK3uC9A1MiZ6G9NH9+HUode1c7SCIAgnhizLrSpGVu6ppmeECZPkEnOOBEHoPGRZ5o2tb/BO+jsAqCQVL0x8gamJU1vtV9JcQkFjAQPDBuKv86fJ2YRB3X3mQESZojg76WwW5ixkXdk60qLTWFe2jk8zPuXfI//t6/AEH1JOBtpOjLxemUa7iya7m7mr81m0tRSH20OT3d1SOhdm1nPBkBgSA4uxVc8iKSAXSQK5DopL9MTFXnHSXosgCMKxOjAxKqyxcsunm9CqJT64IvWYjymSI0EQTipZlvnv6v+yIHsBADq1DqfHyYqSFQclR7HmWGLNsS1/99f5091cmHIhC3MWsqxoGTMnzGRd2Tq+2fMNdw27C726/SagCp2fzenhq01FzFmeQ0m9/ZD7XT4ynqcuGLB31fn+1NTo2ZZ+M7LsAlTk579BcfHH6PVRJCXeQVDQiJP2GgQfmzMHbrlFuf3223Dzzb6NRxCOgoxMYpgfBo2aHqHHvkC1SI4EQTip3tv+HguyF6BCRax/LEVNRQwKG8R/xvzH16F1SEMjhhJuDG9ZwDbSL5IKawXrytYxMW6ij6MTTqbM8iYKa60E+WkJMmrRqlXkVTezpbCe/Borq7KrDyqX22dIXCBje4Wh16jpE2XemxgpQkMnMXjQu6Rvvw2v14rDUYHDUYHFsofa2hUEBaURHDSS8PAz8Pfv1+bxhS7iiy9a3xbJkdCJ9Ag18c2tY2myu9F4Hcd8HJEcCYJw0vxe+DuvbXkNgLGxY1lZshKz1sxzE59Dq9L6OLqOSSWpOC3hNOZlzuO3wt+YHD+Z+Znz+aPoD5EcdQM5Vc0U1ljZWlTHa0uzOdwk4fgQIzdN7MnWwjrG9gzjzAFRqNUSes3fz00KDZ3AhPGrlU53Hhsej5XsnOdpatpOff066uvXkZf/FpGRZ5MQfwMGQ8ze/Sx4vXZUKj1qtRmNxoTVmk9t3SrqaldjseYSGDiUsLBTCQudjE7XeVrqC4LQ+eg1avRmNY2NIjkSBKGD21O3h4dXPAzA5LjJLC9WOiI9PvZx4vzjfBlah3d64unMy5zH74W/88yEZ/g66+uWNudC1+Txytz/1TYWbCk57L56jYpgPy0PTOvLeUNi0KhVXD26x1E/p0bjj9mstImvrV1FU9NONJoAvF4XXq8N8FJR8T0VFd8f1XGrqpZQVbUEkDCZUoiNvYK42Ku6TNt9QRC6FpEcCYJwwpVbyrnz9zuxuq0MjRjKhooNyMhc0vsSpiVO83V4Hd6wiGGEGEKotdeiklUsn76cQH3g4R8odEper8yD36SzYEsJapVE70h/4oKNxAYZiQjQE2TUEeynJcxfT58ofwIM7T/qGhw8lkkTt6DRmPF6XVRULKa0bD719eth7/iVMlpkQva68XityLJn730SarUfWm0IZlMK/v6pVFf/TlPzTiyWLLKyHicn53liY68iOelu1N2oyYogCB2fSI4EQThhZFnmx7wfeWbtMzS5mog1x/LaKa/xxtY3yKnP4YGRD/g6xE5BrVJzWsJpfJX1FUuLljIhfoKvQxJOEFmWeXThDr7eVIxKgt4RZuZcNZyE0JO75pAkSWg0ZkBZnDY6+nyio8+nsTGdysqfSU6+D5VKOYXYsvUf1NauOPBV4PFY8Hgs2O0l9Ov3LMnJ99DQsJVdGf/Gas3F47FSWPgOxcUfk5x0NwkJNyBJqjYiEQRBOLnEOkeCIJwQDY4Gnlz7JEvylwDQL6QfL05+kXj/eBweB1qVFpU4GTpia8vWcuMvNxKsD+b3y35Ho9JQb68nyBDk69CEdmJ1unn6xww+W1cIgFYt4fLIjEoMYf7NoztsGVpV1S94vA502hC02hCQJNyuBlzuemSvi9DQSWg0+ztNNjZuJ2P3ozQ372jZptEE0r//LMLDTvPFSxD2mTx5/yKwkybBsmW+jEYQjtnx5AZi5EgQhHZXYangn7/8k4LGAlQoCZDb6yZAp3xAiRbUR29E5AiC9EHUOepYV7aOd9LfYUvlFhZftFjM2erkXB4v8zYU8cqvWa26zbk8MsN7BPPiZYM7bGIEEB5++lHtHxAwkLRRC2lo3EbGrgewWLNxuxtIT7+J8LCpJCTcQGDg8A79mgVB6LrEZVtBENpVuaWc65dcT0FjASGGENQqNV689A7p3S3XKWovGpWG0xKUq+q/F/6OSlIhI7c0thA6H1mW+TG9jKkvLec/3+1olRj1iw7gg3+M4OtbxhAfcnJL6k6WwIDBjB69hCGD5+LvryzYWFX9K5s2T2fV6gkUFs3F63X5OMpuZtq0tm8LQjciyuoEQWg3Zc1lXL/keoqbiwkzhtHsbMbusXNq/Km8OPlFNCoxWH08VpWs4pbfbiHEEMJ1A67jxY0vkhadxnunv+fr0ISjkFdt4bstxfyQXkZOldJ10KRTY3F6CDHpePTsflwwJBaVqnuNnFgs2RQWfUBZ2TfIshsArTaEHgk3EBd3NWp110wSBUFof6KsThAEnytoLODmX2+mpLmEIH0QDY4GXF4XY2PGMmvSLJEYtYNR0aMwaU3U2muJN8cDsKl8E43OxpaSRaHjKaq1Mm99IevyasmqaKLR7m65z6RTc+PEZK4bl8SHq/K4dkwiwSadD6P1HZOpF/36PkNszNVsS78ep7MSl6uW7Jznqaj8kcGD3kevD/d1mIIgdHGirE4QhOO2oXwDVy6+kpLmEgL1gdQ76nF5XUyOm8zLk19Gp+6eJ3vtTavSMipqFAC5Dbn0DOyJW3azsniljyMT2pJV0cS987cyadYfvLksh40FdS2JkQQMjA1k+QOncM+U3gQatdwzpXe3TYwOFBDQj7Fjfic8/IyWbU1NO9m46WIsllwfRtYNzJkDkqT8zJnj62gEwSdEciQIwnFZmL2Qm369iQZHA4PCBvHe6e8RYYzg7mF38+qpr+KnFaUw7WlczDgAVpWuYmLcRADWlK3xZUjCXvVWJw1WF+UNdu76Ygunv/wnC7aU4N1bvG7SqTk9NZI3rxjKhken8P2d4wkzi+YkbVGrjQwc8AY9k//Vss1uL2HL1mvwet1/80jhuHzxRdu3BaEbOabk6M033yQxMRGDwUBaWhrr168/5L47d+7k4osvJjExEUmSeOWVV477mIIgdAwf7fyIR1c9itvr5vQep/P+tPfpG9KX7y/8nhsG3iBadZ8AY2PGArCtchuDwgcBSpvvLjB9tEPyemXyqy2U1tt48ZdM3B5vy30Ot4edpQ1kVTTx+KKdDHvyVwb/7xfGPruURdtKkSQYEhcEwNWje7DpP1N55+oRnD0oRiRFR0CSJBITb2PY0M/Q6SIAcDgqyS+YjcNR5ePoBEHoqo56EsD8+fO57777ePvtt0lLS+OVV15h2rRpZGZmEhERcdD+VquV5ORkLr30Uu699952OaYgCL73Z/GfvLjxRQAmxE7gjKQzMGiUle7FaNGJEx8QT7x/PEVNRbi9bs5MOpPR0aPxyB40kpjX1V4cLg9fbirineW5FNXZkAAZ0KgkLhoWx+frC/loVT5Wl+egx3plGJoQxJPnD2BAbCA7ShoYEBt40l9DVxEcPJrRaYvZteshqmt+Iy/vFfLzX8ds7kdU5PmEhE7AaIhDrTb6OlRBELqAo+5Wl5aWxsiRI3njjTcA8Hq9xMfHc+edd/LQQw/97WMTExO55557uOeee9rtmCC61QnCyZbbkMuVP15Js6uZqQlTWVa8DJfXxfunv8+o6FG+Dq/Le2rtU8zPnM/0PtN5dPSjvg6ny7A43Py5p4rnf84kr9rS5j7S3v8c6pszyKjlmjE9uGdK727Xbe5Ek2WZ8oqFFBd/SmPjloPu12hCCAkZQ4+EGwgIGOSDCLsAsQis0EWctG51TqeTTZs28fDDD7dsU6lUTJkyhTVrjq3m/ViO6XA4cDgcLX9vbGwEYMYPM5jWdxqjokcxPGI4WrX2mGISBOHQGp2N3P373TS7mhkcPpg99Xtami+MjBrp6/C6hXEx45ifOZ/Vpat9HcoJU//tApqXL8d/yhQCzz2nXY65Pq+GLYX17KlsZk9lMzanm3G9wtCqVfyxu4LsKstBSY9ZryEpzMSguEByKptZm1cLMoxJDkGjUrGzrJGr0hK4fFQ8jXY38cF+mPRiBO9EkCSJ6KgLiI66gNratezKuB+Ho6zlfre7lsrKH6ms/BGTqS+9et5PaOhksZisIAhH5ag+waurq/F4PERGRrbaHhkZye7du48pgGM55syZM3niiScO2p7XmMe729/l3e3vkhKcwtwz5or2toLQjpqdzTyw/AHyG/MJNyotdfMb84nwi+DJcU+Kk5CTZGTUSDSShqKmIgobCnF6nawvX8/0PtNRq9S+Du+YuGtrqXr9ddzVNbhKS3Hs3AmA7PFgPuUU1GYTnmYL9V9+iaFvH7Sxscr9Xi+SVoc2NoaqZgfbihrwN2gYlRhCWaOdxellZJQ3sja3htJ6+0HPm1XR3OrvkQF6ogMNDO8Rwh2n9Dqoe1xRrRWVSiI26OASrpj2ejOEwwoJGc24sX9SX7+eqqpfqaxa0ipRslh2sy39BkymFGJjryQifBp6vSjTFwTh8Drl5a2HH36Y++67r+XvjY2NxMcra35oJA16jZ49dXu4f9n9vDXlreNeX2VP3R6+y/6OBkcDVrcVq9tKoC4QP40fwYZgBoQNYFTUKMw683E9jyB0ZBvKN/DoykcptZSikTRYXBa2VW3DqDEya+IsggxBvg6x2zDrzAyOGMymik2sLF3JG1veoMnVxKDwQQwIG+Dr8I6adcsWSu69D3d5+UH3Nf/2G1kjRqCNiwO1mrrSCgxuJ406E3kB0aSHJbM8bhg2g4lG9f4mB2a9GqvT09Ip7u9IwK2Te3L9+KTDNkqIDxHz6ToKSVIRHDya4ODRpKQ8isWShc1WiMWai82aT0XlYiyWPWRlPU5W1hOYTCkEBY3Ezy8JkymF4KDRqMT6a4Ig/MVRfSqEhYWhVqupqKhotb2iooKoqKhjCuBYjqnX69HrD/4CGxw+mB3NO9DLevRqPWvK1vD8hud5JO2RY4rN6rIye9tsPtn1CR754Em3fxVjimFo5FCm9ZjG5HgxlC90DQ6Pg1c3v8onuz4BIMIvgiprFVa3lUFhg5g5YSYJAQk+jrL7GRczjk0Vm1hbtpaRUSP5veh31pat7VTJkSzL1H36GRXPPQduN5LRiGyzAWAcMRyVyYRjdyYZdg2fxU6l2BxO2eBQALyHGCHTqMDthWaH8pmdbPBydv9wUvv3IDHURL3Nxcb8Wjbk19FkdzF9ZDxnD4zGpNeIz+xOTJIkzOY+mM192LdMbErKIxQXf0Zu3ivIsguLJQuLJavlMVptKJGR55IQfx1GY5xvAu9opk3bP+do2jTfxiIIPnJMDRlGjRrF66+/DijNExISErjjjjuOqyHDsR4T9k+6Kq0u5d/r/s22qm1oVVpcXhc6lY4F5y84qpM3WZZZWriUZ9c/S4VVSdr6hPShoKGAGf1mkBSQRLWtmkU5iyizlOHwOA46xrCIYbxz+jvo1aJdq9B5NTgauOv3u9hcuRmAi1Mu5t8j/81HOz9CQuLGQTce98iscGx21uzk8h8ux6Q1ccfQO3hu/XOkRaXx3rT3fB3a37Lv3k3zsuXY0tOxbU/HU1UNgKTXIzscoNUS+9yz/BEzmDnLc/F4ZbIqmvjrF5WETKylhuimSlwqDfV6M4X+kS1JU1xTJQFOC8+tnI1G9qIOCcFvxAhM48fhf9ppaEJDW44lyzLuqiqcBYU4MnfjyM7BXVMNbg/qsDD8hg1DExKMOjycqpdeRh0chL5nL/S9U9D37o02NlYkVh2Yx2MnN+9lKip+bFV6t59Ej4Sb6NnzfkAS/5aCcLQczaAzKYsHdxAnrSEDwH333ce1117LiBEjGDVqFK+88goWi4XrrrsOgGuuuYbY2FhmzpwJKA0Xdu3a1XK7pKSErVu3Yjab6dWr1xEd80iZtCZmT5nNvcvuZV3ZOgAC9YFk12cT7x9/RB94RU1FzFw3kxUlKwCI8osi3C+c7dXbAai11XLfcKWk78ZBNwJK2d3sbbNZWrAUL8oaGFqVViRGQqdWbinnll9vIachB51KxwMjH2B63+kA3DbkNh9HJ/QL6UewPpg6Rx0BWuWDf0vlFuxue0tL9Y5ElmVq535E5axZ4N2/VpCk1xNx371k19p5ryEQa3A44U2hGHJr2V3eeFBZXL/oAJ67aCC9o/zROe3Uf/cdTT8vwVPTSLPDTbo2FFNNOX1rC1s9zlNbS9Mvv9D0yy9UPPkUoTffhLu6GntmFvb0dPAcujqg4auv/va1aSIiMI0bi/+UKfifdtrRvznCCaVWG0jp9TC9ej5EQ8MmCos+oLFxG253ExpNAA5HGQWFc7BYcrDZC+iRcDPR0Rf6OmxB6ByyfoEvr4bgRDj7JUgc5+uIjttRjxwBvPHGG8yaNYvy8nKGDBnCa6+9RlpaGgCTJ08mMTGRuXPnApCfn09SUtJBx5g0aRLLDmgR+XfHPJy/ZoeyLPNz/s+8sPEFKq2VAPQJ7kNyYDJx/nH8Y8A/WjVqsLgs5DXksaJkBe9vfx+Hx4FGpWFS3CQ2VmykwdGARqXh9iG3c13qdYec8FzUVMTjqx9nffl6DGoDb099m+GRw3F73XhlLzq1rs3HCUJHs6duD7f8dguV1kr8NH5Y3Vb6h/bn87M+77QT/ruiR1Y8wve53zMhdgKZdZlUWit5Z+o7jIkZc0KfV3a7qf3oY6ybN+N/2mn4nz4VtfnQcy69Dgfl/32chu++A0AyGJDtdoxDhxLxzru8tbqYt5dn4/Ye/FijVk1CiB+1Vien94/ksXP7o9f8/e+gp9mCIysL++4MrOvW0/T77+ByHdmLU6uR9HpUBgOSRoPKbEYbHY27thZ3eTmeurpDPlQyGtEnJ6Py80PS6bBu3Ig6MBBNeDjq4GD8Rgwn8NxzW5pJCB1DWdkCMnY/hCy7W7YlJ91LUtIdPozKR+bPh8svV27PmwfTp/s2HqFjK90CH54NrgOWPhh8BZz+JJjCDt5flqE2FwpWKz812ZCQBv0vhNhhbY881ebBypeUP621YK0BrwtMEeAfCeYoMAaB3h90ZtAaQVLRaHUReMrtxzRydEzJUUdzqKEzq8vKO+nv8Pnuz7G5bS3bVZKKEEMIgbpAmlxNLQnUPn2D+6JRadhRswNQEqunxz9Nn5A+h43F7rZz1+93saZsDUaNkZcmv8S83fPQqXXMmjhLnFgKHV6js5HzFpxHjb2GRP9Eyq3l2D12nhz3JBf0usDX4QkHyGvI46JFF+H2ukmLSmNd+TquH3A99w5ve8Ht42HPzKT6rdnILhd4vTQfuP6JRoMuLg4kcNfUEvXE46jN/njqamle/ifNK1bg3bvkApKySJA2IYGS/73Ko8tLKarb//l8zZgexAUbqbE4MWrVXDsm8aCOcUfL09hI0y+/0PjTz3jtdlQBAWhCgtGEhqFP6YXXZkPfrx+G3r1RtTGf9UBeux37rgysGzdi3bgB2/YdeP8mYWqL38iRBM+4nICzzjqel9V2fA4H9h07QJLQp6biysnBVV6O34gRqMU6gIdUW7uKbem34vXuP8lL7HEbycn3da8yO7HOkXCk6gvhvSnQXAHJkyEkGTZ+CPuKoDUG0PopP14XuGzgsoLX3fbxAuOh//nKT+wIZb/Vr8Gfs8B9cKfRw2l0yAQ+2ySSo0O9AQ2OBr7M/JK5O+fS6Gxs8xhmrZn+of25MOVCzFozd/5+J2pJzT8H/pNbBt1yVGsm2d127v7jblaXrkar0uKVvXhkD9P7TOf/0v6ve33QCp3Oc+uf49OMT0kMSGRC7AQ+yfiE/qH9mXf2PPG72wG9vOllPtjxQUuJ3bnJ5/LMhGfa7fheq5Xqt96i5oMPW5XDHQ85dRCfXvwvPk+varU9LSmE5y8ZRI9QU7s8z8nidTrxVFXhqqjE29SI12LB09CAdes2rBs24C4t3b/z3uQw5NpriXjowXb5f8pdXU3d519gWbcOW3p6m6Nk6pAQIu6/n8ALzkdSqY77ObuipubdbN16HU7n/gumCfH/pFevh7vPZ59IjoQjYamGuWdD1W6IHADX/QSGACjaAD/eB+Xph36sWqckPz3GQEhPyFkKmT+3Hn0KiFWSq9oc5e9JE2HYteAXAn6hoNIoSVlThfKnoxEcTcqPywayh8ZmB4E3fC2So8O9AS6PixXFK9hWvY01pWvIqM1oue/OoXdy06CbAKi117K0cCkjIkeQFHhwSeCRcHgc3L/sfpYVL2u1/cykM7l72N3EmkVZhdDxZNVlcdn3l+GRPbw0+SUeXfkoVreV1055jVMSTvF1eEIbrC4r5y44l0pbJWOixzB7yux2GaGWnU4af/6Zyhdfwr23m6j5tNMwpaVhz9yNPWM3npoa1BERqP388Npsyom/BLLdAV4v6tAQkFTg9WA+9VT8Bg1ii+zPg78UtBotMmhVPHRGX64Zk4hK1fVOQp1FRVS/8QYNCxcB4H/GGcS89CKq40xSPM3N1H7wATVzP0K2Wg+9o1oNHg+aqChiXpiFsX9/JI0G2etFZeh489N8qbk5i02bp+N277+Qmtjj1r3NGroBkRwJbZFlyFwMWUugeANUZgAy+MfADb9BYGzrfW114GwGp0UZLVLr9o4iGZXkRvOXEXqXDbKXwq7vlETJ2aRs9wuDac/AoMuOutnD8TRk6FbJ0V/lN+ST05BDjCmGhIAETNr2vVopyzLf537PixtfpNZe27JdI2mY3nc6Nw68kVBj6N8cQRBOHlmWuX7J9Wys2MjUHlNJDkxmTvoc+gT34atzv+o+V047oZ/yfuKBPx/AoDaw8IKFxJiPfTlST0MDdfO/pHbuXDy1ta3ui3nuWQLPP/+Yjuv2eHlt6R5e/yObA791BscH8er0ISSGda7RoqMlyzJVr7xKzZw5AAReeCGhN96ANi4Oy6pVmCdPxr59Ow3fLcRVUaHMdzKZ0ISG4n/GNLRRUTQtXYpp9GjUwcHUz59PzfsftMyBMgwcSPD0y/A0NtLw3UKCr7oSZ14+9QsW4K2vbx2MVos+ORlHZiaqwEDMkyYRMO10TOPGiWQJqK/fyJat1+D1Kp1oDYY40kb9gEbj7+PITgKRHHVOtXnw88PKHJwpTyhzcA4ky8feSc7jgsX/hk0ftt4e3hcufh+i2nn5CJcdcn6HplJIvUgZLToGIjk6jjfgZGh0NvL65teZlzmv1fapPaby0uSXfBSVILS2OHcxD654EIPawGdnfca1P19Ls6uZlya/xNQeU30dnvA3Dkxsh0UM48lxT/JV1lfM6DvjiBMlT2MjtXPnUvPBh8j21vXdfiNHEnL9dZgnTTqmkqyyBht3f7GV9flKsjWhVxircqq5YUIy95/eB52m+5R51X72GRVPPc2+DFEymZAtFiQ/I7LVdsjHaZMSceXlKyc4KlVLdz3JaCTwwguJ+s+jSJKE7PWCLCOpldFDr81G87Jl2DN2Y8/cjSNjN+7KyjafQzIaCZg2jZDr/oGhz+Hn2HZlVVW/kr79NsBLRPjZpKbOQqXqBh1oRXLU+Wz/Gn64VyktA6Uk7YLZkDxJmRe0djZs+RTiRijd5EKOoiLKWgtfXQt5fwISjLxBmV8UN1JJxDowkRx18ORon+y6bN7c+ia/Ff7Wsm1C7AQu7X0pqWGpmLVm/LRi9XXh5JJlmV21u7jjtzuotldzx5A7uLLflXy862PWla3jwzM+RCV1n5PXzmpP3R6u+PEK7B47GkmDW3YzOHwwb015q1V3zr/y2u3UfvghNR/O3d80YS/zaacSduttGAekHnNcv++u4F9fbqPO6sKkU/PMRQM5f0gsedUWkrr4aNGhWFavpvajj2leufJvW4hrExIwDkil8dff2u62p9GA2406LIxeS387bDMJUP5/dxUU0LRiJZZly7CsWwfugydIRz32HwLOOx+1+cT8G8kuF86iYtzlZbjKypSETatFpTegMhown3oqmpBju2LcXkpLvyJj9yOAl4CAoQwa+BYaTQBqdRceXRPJUefhaIKfH1ISH4C4UWCpgro85e+JE5SOcPIBnzFaPzj1PzDqJqjYoYzQlGxS2nDHp0HCaKX0rWKXMm9o7Wxl3o/ODBe/B33OPOkv81iJ5KiTJEf77KzeyetbX2dVyaqWbXq1HgmJc3qewyW9LyE19NhPRgThSOQ15PFZxmcsK1rWstgxwPor12PUGAHlREqU03UeOfU5PLb6MdKr9k+GDdAFcPOgm7m87+UHLSfgzM+n+O57cGRmAqBP6YU6OARVQADhd92JoXfvY47F6fby/M+7eW+l8kWtVkl8dP0oxvdqo71rN+Wpr6fxl19o/mMZksEAbhe2HTvRBAcTeuMN+E+bhqRS4a6upv7rb2j88UckowFJp8e2eTN4vRgHDyb6qSfRp6QcUwzuujoavv2W2s+/wF1S0uo+Sasl4PzzcBUX47VYCZh2OkGXX46ruBh3dQ3qoCA0wUGog4NR+bW+sOepr8e+ezfO/AJkt1sZ0fJ6cObnY9+5C/vu3Ydtr65LTMQ4YjjepmbUwcGYx4/Db+RI1IGBx/Raj0VNzQp27LwLt7sRjToAJJm+fZ8hMqL9Ow12CCI56vgczbD+HVj9OthqAQkm/hsmPah0dfvl0dYlcEmTYNg1Sie5gpXKNo3hyDvABSbAFfMgsnOdl4rkqJMlR/vkN+Tz7Z5vWbBnAfXO+lb3nRp/Ki+f8rK4Yi+cEJXWSi79/tKWuXASEjIy/lp/frv0NzGC2Yl5vB4+3/05r2x6BafX2bI9xhTD42Mfb1kDqfGXXyh75P/wNjejCgkh6uGHCTjrTKUjnUZzXElxYY2V2z/fxPaS1iNRd5zSi/unde9yrfbiLCjAkZuLeeLElhK64yF7vVjXrsW6ZQu2HTtxZGTgLi8/eMe93fYO2mwwIOn1yA5lns5fSzOPmEqlPMehRtRUKsyTJxPz/PMnbFTrr6zWPLZuuxmbLadlW2zslaT0+j/UXW2x9wcfhOefV24/8AA895xv4xFa2zQXlv5PWesHILQXnPMKJE1ovd+e35QucIOmQ8wQZZvXC5vnwi+PKQ0PdGalC1zCaKjLh8J1ULmLlkYLUQMgeogyymQOP0kvsP2I5KiTJkf7WF1WrvjxCnIacgg1hNLgbMDtdfPwqIe5ot8Vvg5P6GLcXjf/XPJPNldupldQL5ICk/i14FdizbEsOH9By6iR0Lll12Vz3c/XUe+sR6PS4Pa6MagNfHD6+0R+upSad95RdlSpMKT2J+G99477inxNs4O3luUwd3U+Hu/+rxadRsW/pvbmponJYiSyE7Fu3kLNB+/T/NvSQ++0txPekfAbMwZD/34YU1Np+uMPLKtWYxwyBL+RI/EbMRxdUnJLwuNpaMC6eTO2TZuomzcfb3NzSxkhgHH4cBLemYPKdHISJLe7iZ277qe6en9ZvMnUh0ED38TP79i62grCUdm5AL76h3I7JFkZKRpwCag1R3cca60yFykyFf66TI29AbyeY26C0JGI5KiTJ0cAufW5XP7j5djcNibFTWJ58XKMGiMLzl8g2n4Lf0uWZbLrs0kKTEKjOvyH5L51cUxaE89NfI57fr8Ht+zmjVPfYFL8pJMQsXCyZNZmcv2S62l0NhKgCyDMGMbLOaNxvPsxAJKfH7LVit/IkcS//x4q3bEttupwe3jz92zeX5mHxbn/RDncX88/xiZy+ch4Qs1d7Ap7N+LIzaXh++9R+/vjrqml4bvv8NTXY54wgZAb/omxXz/cdfXYMzOx79iB19KsjCJZLHjtDgyp/fEbMQJ9SsoxNfRwFhZSdONNOAsKkPz8QJaRbTaMI4aTMOfkJUiyLFNc/BFZe54BlN9zlcpAv37PEhV57kmJQeimqvfAO5OV9thpt8LpTx19UtTNiOTowDegPgPWvK60AgzvB7XZgAQzPvd1mIe1MHshj656FAmJXkG92FO/h/N6nsfT45/2dWhCB2JxWXh4xcOUNJdwVtJZZNRksKRgCc9NeI6zkvfXwcuyTFZdFll1WUT6RRLrH8uSvCW8vPllAGZNnMUXu79gc+VmTok/hddOfc1XL0k4gXZU7+DGX26k2dXM1duDOfcHZeFVTUQE7spKdL16kvjZZy2jRh6vh8y6TDaUb2B9+XrKLeWc1/M8Lu19KTW2GsL9wjFo9k9Itzk93PzpJv7MUo4bGaCnotHBvVNSuO2UXmjVojS4q5HdbmSXC5Xx5I0yu+vqKL7tdmxbtigbVCoknY6ETz7Gb+DAkxYHQGNjOtu3347dsX9x31EjF+Pv3wVKRufPh8svV27PmwfTp/s2HkFZK+jd06AqA3qMh2sWisToCIjkaN8bMOccAkr/bGMPCc54FkbfovRrL1x7cH3myWZvAI8bTKHQWAYZ38PAS/i/zS+yKGcRZq2Z0dGjeWr8U+2+/tI+siyzrnwdu2p2cXHKxQTqT94kV+HY1NvrufW3W9lRs+Og+67ocwXhpnCC9EHsqdvDH4V/UGYta/M4V/S9gpFRI7l32b0YNUa+O/+741obR+jYtlZu5fMXb+S6hc0ANIf6Ya6xQmgwvb78CjkqnHVl61hauJQ/iv5otS7bPvvmpQXoAjg1/lScXifVliYydk6mtNqEXiPx7MUDuGBIPJsL6xneI/hkv0yhi/Pa7VQ8M5P6BQtamjmoAgMxpaVh6NcXZ0kJgRdcgHHQoGMeBT1SbncTuzIeoqrqZwDCwk6jf7/n0WqDTujznnCiIUPHIsuw4BZInwfmSLh5RYdvod1RiORo3xvwkD/+ehWy3g/JYUECZVVez95JyWm3QuI4pWbz0rnQ74BhcKcVmsshqAe0w+ryfyv7N/j6eiU5OvdV+O1xaCyGxAlYZ3zBjb/dQnp1OhqVhsdGP8aFKRe269M7PU4W5y3mk12fkFWXBUCwIZiBYQO5adBNDA4f3K7Pd0LIstJ+cts8KFoHkloZbrbXg0oDxmAwhUPK6TD61hP/b3oSVFmruOnXm8iuzyZIH8SoqFH8UvDLUR9nQOgAPj7zYyRJYn7mfACu7Hdle4crdCD1C76j7P/+D7xemg1gtoNNB49fqaYgWo0aNS55f+cwk9bE8MjhjIwcyacZn7bqZriP7DFiLbwOrz0BcGOI/Qx9YCajo0dzdvLZTIydSJAh6OS9SKHbcFdXU//Nt9TNn4e7tI0LQBoNxoED8RudRshVV6EJPTGLrcuyTEnJ52TteRJZdqHXR9Or18M47MUkJNyAJHXC7x2RHB27hmL49THlnPP0p5T22MfKVg87vlHadJduVs5xrv1eOYcVjohIjva+AT98k4AhQA0qCT+bTFLg2USMeg7WzUa19H+41BL18Qn4lxVhcAI9pyj936v3QEOhcrCoQXD+m0ryYo6E819XJr61B1mGtW8pbRZlr7JN4wcB0UofeYApj2MffSuPrnqUJflLALim3zWUWkqZ2mNqS9lUuaWcN7a8QVFTEacnns7UhKksL1nOqKhR9Ajo8ZenldlTv4f1ZetZV76OTeWbaHI1AUoLcY1Kg8VlASDcGM67p79LpF8kZp35yF+bx3XwxL4TwVYPGz+ArZ9BTfaRPSZyIJz+P+XPH+6Bqf+D0J4nMsp2UdBYwIriFdTaa6m117KmdA2lllICdAFc1vsy5u6ci1t2c0nvS+jh34NqWzV1jjo2VWyipHl/S16tSsukuEmclXQWfUP7EuUXhfZk/FsJPifLMtWzZ1P92usA+J95Bo2rV9GAjacvlimIPLg5gk6lY+llSwnSBwHwe+HvFDQWUG2tZknBEppdzTTUxmGvuADZFbx3PElCY96FMf7jluMY1AYeGPUAl6RcIpowCCeE7PFg27YN68ZNNP32K/aduw5qDiH5+RF2042EXHttm2WA7poanHl5SHoD6uAg1EFBqEymtn9n7Q1gb1TWinHblXOH4ASa1Ba277oHmy2/ZdfAwBEMHPAGen0n6/IlkqOj5/UqrbN//a/SBQ6U35HTHlM6vXk9ULgacv5QGh0MvBQC/lKpYatTLvgWb4KSjcqiq/tabas0SvXTqBtP7uvq5ERytPcNWLgoEZPp4Pp2SdJiVkXQ7CpGVklonV6GbG/A6qfGqVMRV2JHBUpmLnuUX0RDgNLRwxgC0z+BxPHHHqAsQ20u/PkCbNs792nAJUorxtw/QGuCwTNg43vKc9/wG3L0EGZvm83sbbNbHerU+FNJCkzis4zPsHv2t0o1qo3oNXqaXc1c2/9abh9yOxaXhUU5i/h2z7fkNOS0Oo5WpcUre9F6XAxyOInweAjd+9OkUlGhUqNSqZED4zlt9P0Mih2NjEyYMUxZeKwmB8q2QsEaKFwD9QUQ0V8ZebPXQ1CC0nc/tJfyd1u98qe9AQxBENxD+VOWldatLruyurMpXGnj+lfNlUpiuf691h8+SRMhawkgQ2Cc0nZSUkFzBViqoakc9iZ+mKOU0UGNEU77D6Td0iFHlLyyly92f8FLG19q1YoZINYci0aloaCxAICzks7i2QnPtvoid3gc1Nvr0al16NV69Go96g74OoUTS3a7KX/iCeq/+hqA0BtvJPzee7Dv3IUmIgJXiJlNFZt4e9vbpFent3rs8xOf58ykgxf7K2+w88T3O/lpR+sWz1EBBu4/K4bvy55lc+XmVveNjxnPk+OfVD47BOEE8lqt1H4xj5r33sNbV7f/Dkki4MIL0EVF47Va8TQ24q6qwp6Rgae6+qDj6Hr1JOappzAMHkzth3MJOnMS6q3vwMb391eiHEhS4w6MJKO3P5WGmpbNGk0gAwe+SUjwmBPxchUet1I1oQ9QvkuPl0iOjk75Dvjpwf3rB8WNUiqW9v09rLdyHuI4cFkDCZInKz+VGUoy1NbF3vB+MOxqGHhZp2yl7WsiOdr7Bvy4eCB6veVv91V5wKsGZGDv+WR8sY3e+Q6llnPZM8r8H1BOot02JWE5+yUYfu3+A3nckLFIWT24KhOSJykn6zlLYdpMSL1AuUqQuVjZVl+4/7EaPfQYB5d/Dp9fplwh0JohepBydSG0F9z8J+hMLMlfwosbXmxz7kjv4N6ck3QO3+V8R25Dbqv71HuH8z17V0Y2qA0Mj1LKZH7I/YHy2iymNzZxbaOFYM/Bq6MfSAbcgFUlYUCF3ntkbVsBJVHZN0p2JPuE9FQ+DFIvhm9vhB5joDYfsn7afxXFFA5THof+54PeXymtix4CEX0PPralBv6cBRveBe9fXmfkQGUeWuqFoGuHeV0e93FPkqy0VvLYqsdYVaosEBxjjqHWVsvlfS4nKSiJ0xJO48WNL1LcXEzfkL7cM+yegxb2FATZ46Hk3vto+uUXkCRCrruOyAf+3fa+sky5pRxJkjBpTfhp/A5KprMrm5i7Op+vNhbjcLf+/3nGqHgePqsfAQZlNHJp4VKeXvs0Vbaqln2GhA/hjdPeEPMahZPCa7NR/9VX1H+3EMeuXUfwiANOCPaStBJh06cib/2a0H5WVOq9v/cHluq3cZTSKD2ZKf7IBxzOzy+Z6KiLCAkZj79/KtKxrl/o9ULecmWtm5LNygKgzuYDglYrF/wiU2HwFRA9GMJ7KxdnIwco5x6HI5KjI1NfCH88o5x/IO8dKfrv3tEd6eCRJFM49JoCdQXKeV5bQpIhdgTEjYCEMRA1sO2LxcIREcnR3jegvr4eg8FBc3Mm4EWlMlBV/StNjTsJDZ1AePg0yisWkZ//hvLAAz4P+yU9QkzSP5WRjJ0LYPH9ysiOzn//L/ekB2HcvcrVo7WzlXlCf2UMUeYyZXy/d+XiQ/CPhvsywGVTEqT8FUowerMyMjP1SRh3F6B0j1pRsoI52+YcNBH/8j6X80jaI6wvX8/C7IWsK19HpbXyoKf7z+j/cFmfy8DtoGzJA4Rt/RKty6rcqdKC16UkJr3PAFstrtLNqKsyOdRHuEdjQB03Uvkf2BAIv/yf8qfHBfuOeyCtH7IhCNlSgepIkiuVRhmK5oBfT61Reb8kFdyx8ehK42pyYMWLkP4V/GU0Bn0AjL0TJj1w5MdzNMPSJyB/JQTEgtuhfOAFxsN1P0NA1JEfa691Zeu4f/n91Dvq0al0xJpjyWvMA+C2Ibdx6+Bbj/qYQvdUMXMmtR99DFot6sBAvI2NxL31FubxR16vXtPsYPH2MhZvL2NNbuvPMgk4Y0AUN0/qyZD4oIMea3PbWJS9iPe2v0e5VRllivSLZOaEmXhkD6GGUFKCU47nJQrCEXHX1WFdtw7rho3Ie797mr79DFOUA78wJ8ZwN/pAJzJqkNRIkkdJQpBbnZd63RK2AY9gmv5v5bspf6XyPV6RDnkroGg9VO0GZKwGFcVRBkpjDHg0rb9FtbKOQF0SfmEj8AtMxWzqQ0DA4IPL+JoqoGaPUsFiq1NK73ctgrq8Y38ztH7KOYp/JATEKRcU+18Akf337yOSo79XlQXr58Dmj/cnyakXKhds/zrHqKEYcn6HiFSIGbp/ZK82F7bNh8qdSsVN3EiIHd4l1hbqSERydBRvgMNZzfr156JS6bDbiwE14EGStIwc8Q3+/qnKjjU5MPccaCoFv9D9qxEbgpTyMFA+aPYlAm2NkPiFgb1u70k+ylWAoVcrqxFHpO4fZXBa4cd/7S+50xjgvNehYqdSstZUDr2mQmAMrtItlBvMfODvxw+lK3DLbhZfuJhoc3TL05Y0lfDM+mfIqMmg3lGPy+virdPeYoLKX+l6UpWxPz5rDSCDWg/D/wFnPd/qJTQ3V1KRv4x161/DUJuLRgYVMt/6m6mLHsCQiCHE6sOZGNIfi18gVc3lqAtWEYSKXtpgApHwpt3MH6WrmZM+h+DizcgSWCUJg1fG7JUJl9RMDExhQsQIZdRs80dQvGFvBBKtEiSdWanhHXvnsX2QWGthyyewdg407Z+Xw+SHYfJDR3aMks3wzQ3754m1xT8akiYpiW5IkvIBmHpBmyNUsizzxe4veH7D83hkD72CeuGRPeQ15GHUGHlw5INclHKRmLchHJHajz+h4plnANAlJ+PMzUUbH0/il/PRBB/cQS6v2sL8DUXYXW4a7W5qmhzsKm+kqmn/RQSVBFP6RXL+kFhWZldx44RkksMPPyfR4/WwrHgZL296uaUUNEgfRLOrmYdGPsRlfS4Tv9fCyVOyGda9jbzjWySv6/D7H0CWIevbKAIvu5qw225tu8mDrQ72/AaZP0LxJrwNRexOMVEWbUDj8iJLHJQsAZhtavo2JRFQVY3kaFTOCQ4cETqQPgAGTYed3yrf3xH9YexdynlKcwU0lYGtQUmsyrYppeR/J6I/THsakk9RRilaJUcTYdny1vt7PcrzNBRDQ9HeP4v3/91pVc6FZI9ycTn1AhhyhVL23lnJMuz5RbkonvvH/u2JE2DqE0piI3Q4Ijk6yjfA63Ujyy6277iDmpplAKjV/gwY8BphoRP371ibC3PPVUaIDhxKN0VCeB/I39s2PO1WOPVR5UrSxg/AFAYDL4G8lbDyRWU04dT/KJPwDlUTLMvKSfuP94PHcfgXrdHjjh2JNeU0AkbdooyqOC3KyFOrw8o01hfgt+VTtCtfVkrL/EKVOUGle9eLGHKl0qTAdOg5AbIss7VqK8uLlvNn8Z/sqd9z+BiBCGMEJp2JvAblapdBbSDMGEZpcyleWieTZyWdxfjY8QTrgwluribZLxJjSAqsmw25y6DnKTD6tva5uuK0wA/3Ke0xAXqeBhe9o7wH+8rjZBl2/wC7f1TeX0OQUtq3/h3lfTRFKF8secuUYwQlKtvbGlEEJSGe8Xmrq0suj4un1z3NN3u+AWBy3GSy6rIotZQSYgjhrSlvkRqaevyvV+gWmpYupfiOO0GW0af2x7FzFyqTicR5X6BPUUZqsiub+HRtITtLG7C5PDRYXRTV2Q55zNToAN6+ejjxIX7HHJfVZeW5Dc/x7Z5vW20fHjmcp8c9Tax/+y103ehsJLsum+z6bLLqsihqKqLJ2USzqxmL04JRYyTUGEqgPhB/nT+x5liiTdEE6gMZHjlclP51NTU5kPkT7PrugItu0HLhbfLDypxf2at0Pm2uUr5HJTWe6iJsq36jcUMetmotziY1ICFptQRdeSWR9/8LSfM3pdQuG9RkY8v8GnfJKkwFWTTqLdQHaMlJPvhCmeSVCa920Dfbgtb9l1MzY7BSUTLgIuUi26I7od95SqnW311gsNUp5eUVO6FkA1RnQX0RNJbuv9ALyoVJvT/8uBoW7U0czwXOGK2Ue9nqlcZVjaUHl6gflgS9TlMqU6IHKyV+umP/PDmpqvcoF6/z9iWJEvQ5SynJT5wgyt46MJEcHeMbIMsy5eXfkrVnJm63MnkzscetREaei1YbhF4fCXX5SoLUUKiUn429U7lK8/V1yhWEac/AmNvbfoKSTVC5GwZcDFpD2/v8VVm68j+irVYZYUIFWz7++8f4R8P4e5RJgb3PgAn3K0PvhWuUhgn7RopAaW1dvEH5wFTr4KxZMOzao/4fvNZey5bKLfya/ys/5f+E9zDzisxaM1N6TGFt2VrKLcqVrMHhg7m639XMy5zHxoqNBz1Gp9IxMW4iqaGpGDQGzko+ixBDCHa3HRkZo+bQCxCWW8r5IfcHtldtp9HZSIOjgTp7Hf46fyJNkUT4RRCkC2Rg4Sam7PwFjezFodaR2fs04ip244gZREhjFfpD1QYHJRwwj0yCM5+HtJuUvzqalCuUix+A6t3Ktn3z14whcNnHyInj+bXgV75bOIuIHaVUB0gMGXUOX9hXUCk3EB+QwJwpc4gPiN//nPYGpXmHWgPl25X1sXqeKhaD68Y25tfyzeZi6qwuLLX1nLHwbQy2JmLDA3klcBjbwnuRFOpHXFw4Bq2KjQV1lNbbD3m8AIMGf4OW+BAj5wyKYVpqFOH+RzBP4QgtyV/C46sfp9nV+qr44PDBzOg7gzOTzkR1lPMxyi3lzNs9j911u8muy26z7fiRMmlNXNH3CppdzQTrg7mq/1X46/yP+Xj72N12dtcqnwVGjRE/jR8u2UW5pZxySzm19lri/OPoF9KPeP/4o34Puj23U5kDvOUTZTRFbVC+c5sroTrz0I+LHqKMmhym4ZJjzx4qX3yJ5r+UmEk6HdroaFSBASCpMPTrh9/o0ZjGjEYT2EaSLctQk4O3uZS6ps3UNm6kVqrEYi9AZn/CofaqibAYMdlkdIG90UaNQhc/AXPIcFSqdpxjWpUJG96DrZ//Ze6SSomVQ50eqpSRoLZ+DIHK4yW1Mnq15dO90wYOIKmUSppBlyujYKYDRuE8LrBU7S0nrFVK1uNGKMnhgbxe5UKy9gQtROy0KqX4q15Vph1oDDDyBmVO0fG06BZOGpEcHccbAOByNZCT+xIlJZ8CoNdH43TWEB9/Db16PojUVA7pX0L/8/a39bY3KslH72nt+VIOlvGDMnrR7zzlAyLrZ+WkuGRvMlG5e38b8r8T1keZU9P/Aniuh/JBc9lH7TIc7JW95DXkkV6VTnp1OjuqdyAhEe8fT+/g3kSZopgcP5mPdn7Eu9vfRaPScPuQ27ku9bqWid+7anYxb/c8SptLSa9Ox+Y++Ep2kD6I3sG92Vq5FZfXRZw5DoPGgMPjIN4/nn4h/QjzC+PP4j9ZU7oG+ZAf7K31dzj5b3UN/Z0Hl1m4gQ0GPSPtDnL1Bir9I6iMHsDw5gbiCjegkiQsZ79Ifa9TsLlthBvD96/t4rLD0v/B2jeVv6s04HUjo2JrZTg1W1XE1h6clDYGaun5+1LCTEp3GuvmzRis61AtfURJ0IPilCYVskeZ5Dnmdhh/7xG9VqFzs7s8zFtfyLq8Wtbn1VJjaXtiOKBcCT/ESbYEvHjZYIL9dBi0akx6NT3DzZj0Jz7RbnI2saF8A9/nfM8fRX+0NI2RkJg9ZTbjYo9sXpQsy/yQ+wMz181sWZrgQEaNkcv7Xk5yYDJB+iCe3/A8RU1FAKhQ4adVrlxbXBb8df6EGELIb8xviWXfgrf3Db+PC1MuPKqERZZltldvZ2nhUjZVbGJnzU7cR3i13agxolFpSAlKYWLcRM7veT5hfqLTX5uaymHjh8rk9+ZDJMX7utDuozEozXyGXQs9xh7VhUHb9h00r15N86+/4igoQG46+Peu5Wl1OvzGjMH/lMn4n346mpBDVzzIskx5xSL27HkKl+vQc5W12lDi4q4mLvYadLp2HOG0NypdX7UGCE1RSsFfGaSU5J05S3mPjMFKMvXn85A4Ef7x/f7Hf3qJcsH17BeUuTWgJDeNJcqFREs1bP9auWD811I/lRZSpiqjUTXZSsOCA/+9QPk37DEW+py5ty323i65tnqIH6WM5PQ5S0nMbLXKc2sMyijVsVw8rN4D86/ef2G511TlQnJI0tEfS/AZkRwdZ3K0T0Hhu2RnP9tqW2KPW+nZ8/7jDfHEcTtgw/tKR7ZDNYDwC4X7doNm7xWnsnSlveSRjma1k2pbNZsrNtMnpM9BazEdyOVx8cXuL/gx70cyazNbTp6O1vDI4UxJmMLWqq0syV+Cv9afYEMwdo8du1v5cXvd3D3sboL1geh2L2bI9kXEuto+4fzDz8i9EWF49n6ZamQZvSxj+UuppE6lI8QQwuiY0QyPHM44u4uQX55A3VjUso+jQU1dtgmQ8LokmkoMeF0qkGSQJXTJyYRcey3mU06h9vYJRKa2sdDhPpJKmdA58FIl+c36WWlxHnzo91joXGRZZvH2cp5evKvNkR+V14vB7SDCa8Wh86MSHZ4DOs7pNSr0GjU9Qv04Y0AUIxNDGJYQhEbt2xGKSmslr29+nSUFS1ouiPQJ7kOIQTmRjDZHU2evo9ZeS4OjgWhTNP1C+9E3pC9L8pewtHApAAPDBtI/tD8Lshfg9DjRq/UkBiTy9XlftzzXmtI16NQ6EvwTCDGEtFyYcXqcNDobCTGE8EfhH7y17a2WxbH38df6Myh8ECMiRzAudhy9gnuhVR28VpjVZeWnvJ+YnzmfjNqMVvftS7jaEmuOJVgfzJ76PTjaKKsO1AcyNmYs5yafy4ioEX87at7lybJS/rb+Hdj53f4TaUnaO9qBcmJ89kvKkhyRqbDlM+WEPGowDLr04FGIYwnD68VVWoqrtJTGn37CsnoN7qoqZOvBDYkSF3yLsV8/ZFnGVVKCp74BlZ8RlVH5kfz8kLRaQMZmK8Zi2U1T826s1jyqq5fi8RzchVerDSEp8Q7i4q5q38VmV6+GcXsvUPzyLZxy9v5zh7wVyuhcRL/WF+SeT1ZG7G5ZBVEDlG3b5sOCm5TSs3/8sH/fNW8qZe0qDexaqCwJ8leSWimfN4YoSdPfze/9O8ZgpWS+9zTlzwNHqA5l10L47nalEZc5Es5+EfqeI8rnOiGRHLVTcgSQnf08BYVzOLARQGr/l4mKOu/4Az2R7A2Q+bMyZ6Z0Cyx/Xhlyjk+DEdcrpX2dcOHPgsYCHlv1GJsrN6NX6zm9x+lck3oNwfpgrv35WursdSQHJlNpq6TKWtVy8nHXkLu4cbCyYFq9vZ5fC3/lvJ7noVe3LhGqt9fvH+kBXE4r2oxFuDRGiqp3EbzhfYKbq1gSP5AlSSM4LXEqmXWZ7KzeycaKjX9bTqh3yozO8DJph0zfUpmInhbCUhtpq/O2LAOSCgkvtno9lVvMWCv0BCZbiRlVD0Btlh9+4U4MwW7cdhX2Wi1+MTIqDkjm9jUJkVSQepFSbhk1cP/9DSVKsqw1KGUDliqRRHVADpeHldnVrM6pocnuIrfKwsaCulb7RPrrueeUZAbOeQbVulVoIyOVpgthYTStXYtt4HCaHW6iAgwnZUToeFhdVl7d/Cpf7P7iiEd8ATQqDdN7TyfUGMobW9/AK3sZFzOOFya9cHSLWB/AK3v5I/83VmYvZEvJKiSXjUCPB4ekokatokGlwqXRkxSUTKw5lkBdIM2uZvIb8yloLMC1d6K/RtJweuLpjIkZw7CIYdzzxz0UNBbQJ6QP/UP7E2oIpcpWRZW1ihBjCE+MfQK31012fTaf7vqUjRUbKbeUH3RxaGDYQD4767OT1sii3FLOp7s+ZWHOQlSSiki/SCL9Iukd0pteQb3oH9qfBP+EkxNPba7SVKhoXdv3m8KVMq1RN/nsc032erFt2UL5/57EkamU9PmNHYvabMa6ZTOeqoPXVQJAkpD8/NDFRKPv07elZK9sVDo2qRSXqw6nsxpZbj0CGRl5Hj163Iy/uY2lLI7FsXSrK92iNGToedr+uUSbP1ZaWfc5Cy54c/++zyUpF3JvWal8N5Vvh1WvKfOhEicoc8D8o5VkxGlR5lfV5irnN9m/Ke3IE8YoI0mmcKVRQuZiJXHzusEYpCRV1mrlvGgfSaW0ye59ujJX2GVTvisP/LMuH9LnK/v3GAeXfKh09hM6Fbulmfxtm4kZMEQkR+2VHMmyzO7dj1Ba9mXLNknSMnz4fAIDBh9vqCdPQ4nyP3xY52+X65W9VNuqCTWEtlp/Ja8hjzBjWMucgEZnI+vK1mFxWRgSPoTEwMR2eHKP8gHbRhMIr+yloLGAPXV72FG9g121uzC71PTZ0cDQn3IJKG9qtXJGsx4+P0Omf1Qz8W7lhCfOHEu/plrU+7ohHsDj0qDSuJEkqM00IallgntZ8Tgk8n4Nx+0NIPLf9xN02nCk3KV4V76BqrmNZhC9psLoW2HbF7D9K6VsYur/lLltzeVw2cdK+/nWT6782QkT6s5KlmV2lzfxzeYiPlpdgMvT+qPZoFVx04RkNhfWkZYUyo0Tk2l4YRa1H32EymSix+efYejTx0fRt4+ixiLyG/NZlL0Qx67vGGuz4ZZAL8v0cbgo0GrYaDTgCulJY3ACd6Y9yHvb3+Pn/J8BuDjlYv5v9P+1OapzWLKslP1s/wp2fAuWg5dE2KdZkrgzMpyNRmX0XSvLuPaNKKs0uL1u1JKaNVesaRnlKbeUE2oMParYZFlmZclKPtzxIZsrN7ckSmNjxvLfMf8lzBhGs6u5ZaTtWMmyTI29hryGPBodjdg9dhweB5sqNrE4dzFu+dAlgZFuN2e5VIyMG8/YnuehbixR5ldGDYbAWKWRUUOJUv7dUKI0sokeqIwOeBwQP/rIqhh2fAOL7lau6GsMSgOBih3KCETqhUpSlHxKh5mDKXs81H70MVUvv4zs+kvJtlYLf932NyS9HkPfvhiGDEaKDqbWsZqquG24jPvnCUWGnUtwaBrR0RehUh3HPMH2buXt9exfbN3rhV//oyQhF8xWRvYAls+CP55SmkNd8Nb+x87qpTz++iXKek2g/A5Za5SlPA7s/up2Ks+z77k8bmV+9Z4lsOdX5XflSI29S1mzqIP8LglHzm5p5r07/4nDYuGix2aSPGCQSI7aIzkCkGUPmVmP8//snXd8FHX6x98z22s2vTcg9BI6UmygggUVbGdvZz3L2fX0LD/Pcta7U0/PimdHBRELCiIgvfeWkN6TzW62l5n5/TFhQyD0Inp53yuvk8l3yk52Z7/P93mez6eq6qPYNlE0kJHxBxQliiz5sdn6kJl5abvmyGjUR339t2i0VhITRqPVHn4jbye/DSJ1ddS/8AItP/wIwfZlT2JCPKF+3aifOJzFCU5W1a8i1ZLKHQPvoFdiL7XGevMM1RurgxVRqe8VKCc9ilK1GnHmTTRW9MS5oKzViwN0WVkkXHE5ri++QNuynqRBCma7mmXYaeW1h8XhrtLzhji45EPVrLh+s+rj0FyijrGngzUNrCmq+EPWMFWePrFAnfiAOqnsLDk4LIrqvfzpo1VsqW3fw2DSieQkWpg4IINJgzJJj2srp4pUVVE0fgJEIiTecjPRujqSbr4FfdaRU377VXDugG/vVVeJ94UhDsY/xX0ta1lau4yr+lzFNX2uOfgMRsNWNSBa9xm4yg5q12WJWTxvVHixrpapNhvvxdmQW8+fZc3itXGvkR93ZPoUvGEvH235iNfXvE5EiWDWmumd2Jttzdu4pfAWxuWMI9mcvM/eqPKWchZVL6LCUxETqtkZFHnCe++fselsmHVmQlKIR0Y8QnPAyaqVr3FqzXbG+vwc1hRSY4CBl6kVDq19YCiyqgy60+Nn+4+wRu0JJnsEXPA2GB0oH19M09CrSex9wXErCR/ctg3X55+jTUomuHEjnlmz1F+IItZTTyHu7HOQfT4knw/r6NGEy8sIbdmKa/o0IhWVIO29rDycK+M9TSZYKLPTlFATNZJlupC8/neijXMc/AX/Gj5Hzh2qiJE9Q80IgSps9HSr/PcDFW2B1IIX1F7e/pfApDfajrFyiioIkTuq42DbXam+j4pmq71qerP6ftOZVKEjnUn96XqqqozbyW+GcMCP3tSmfjjjxadorq5i2CVX0nvoiM7g6EgFRzvxereyvejvOJ0/d/h7rdaBzdYLnS4Bs7kL1dUfEw7vTJlr0ensKEqEtLTz6ZJ/Jzpdp0Ts75HAunVU3vonog0NbRtFkcTrryPh6mvQJhxEfbuzRPWKaNiqKghpdOqq2c4v/mhIlXFvaKD5k09p/vBDJJdrj8NY0oOkDmzBYG9b8VW0RoRJb8IPD6uTQJ0ZHLnt1QwPFI0BTv8/KFukNvKe/aLqZdHJQdPkDXHeawupcAbQiAKSrKARBT64bhgndN17I37NI4/gmvo5pmHDkL0eQps2k/jH60m5++5jePVHkMYiVVp/0b/UibFGrzbNh72qC70pfpe+ytaQXxDhliWqtcLBsnkmzHtGLevZic4CPc9S+/dWvK0qUg74g/pvS7J6XS1VsOgVdbKuyCiiLuaZ05TUjaIxt9G1+9kkmY6OiEKJu4RHFz3K6vrVe/zOIBrIsGaQZkkjz55HvCmesBSmOdjMstplMUGKjhAFkUxrJsFokIZA27NMVBQu8Hi5wdWCQ5bRCRp1Hr6LwESLIGBvnUoogCwICFoTokavruQb7eqz7bAR4PqfIGsQlZ5K/rLgIVY1rCY/Lp/BKYP5pfoXUs2p3ND/BjY2bcQdcjM+bzx9E/tS7C4mw5pxRNQHDxUlGsX53nvI/gCOCyajy8jY73jv/AU0f/wx/uXLUaJRiEbR5eVhO+lEvAsXEi4qJtRVxnlDFGWXl6YrE4h/24gtfxCWoUPQ5+ejy83DkJONGBe392DyeDKBDXnVLNPOPiZQs0xL/61aqJx0b9u4p1sXhe4raav02P6j2tPU5RRV0KqT3xUhv585b79GyZqVXPfPNzFao81hgwABAABJREFU1FLqoM+LwWTG4/V2ltUdjeBoJw0Nc6ip/RyTMRuNxkwk4qayqmN5bYMhC1HUEgiU7vE7ozGbtNSJZGZdjtGQcsSvs5Njj3vGDGoefgQlHMZQ0A3HJX+g8ZVXyHj+Oaw7m1qPInIggHv6dFq++x7J40H2eNSm4FAIBIXkE0yYrE1oBpyB8dQrVKEGd6VqcLy707o9Q5WBt2fCnMcguZfak1S7Qc0W7cSa1qY2FJfTppY47nEYdUdnFukgCEYkLntrKSvLmkmxGWjyhpEUhSfO7cOVJ+Ttdb9wWRnFZ54FkkTynXfS8PLLiBYLXWf/2KHR63FLSzUse1P1EttVctnogOvnQFI39d/lS9SsZeUy+O4+VfEK1ABq8NUw7Ea1zMbXCNbk/Z932ZtqdgpFLe8CtbH/T8tVsRpQJ1x6y97fz7XrVfuEsoV7/i5ziHpdfc5TvWOOMLIi89nWz5hVOosiVxGukGuvY02yTJdIhCaNhjqNBoPWRDAaQATSohJWWebasc8zLu90DBoDs8tmM3XbVHok9KAwCgOXfUB8UwcN8VqjasrtVxcEo8AXNiuvO+Jo1GpIMaeQZc0iy5bFqPjenKpxYDQ61Cy0NVX9G1Ysa1Udc6qT4GhYLcPbh9efcvmXzMDL08uexhfZU6igI+GLnaWOdr2dPw38Exd2vxCt+NsrmVIUheCGjQh6XayENlJTg2/5cjwrF1EVPwtf/5ZddgD9VoG4qRp0NbtkFEUR0WxGk5CALjMTfZcumPr2wdSvH5orr0S7eLE67tcOjvbFruV6nlq1TNzXANf90Dbmqz+pAhIn3Q+nPKRui4Zg+s3q99uoO9rEJv7HcYfcrKlfw6biJegVkdMHX9LeSuQ4RJFlptz7J5oqyznzT3fTa0z7jF+nIMNRDo52R5ajrFl7DeFwEz7fNnb1AkhOHk/vXs8QCjVQU/sldXUzCAar240BsJgL6NbtPhITTzluywE62Tuyz0f9Sy/T/IFa6mE99VQy/v53NFYLss+HaNnT4O9YoYTDNLz6Gk1vvgmyjCYtjeSbbiTu3HMRTSY8P/+MKS8J7ddXqz4U6YXqREVvgVuXqeVy0XDbl4aiqNksg12VWs0crE4uf3hYncRoDeoXDqgT2NOfhJzhv9bL/82gKAp3fLKGGWursRu1TBqUxXuLSpk4IIN/XFK4z+dC9f334/5qBuYxo5FqawltLyLplptJvv32Y/gKDpNts2DajWrZFLCrCA6CCA+UdxxYyLLaP7fon9CwpW17/klqoNLjTBh+E+R1sDihKPDzM2rGCKDvBapfnb9JXTi47HP1/XygKEqr+ffbsGnGnhLEpni4ZRnYjvBiWDSknrd8CTRtx1ezFtFVRkgQ8Gq0RAQwiHossowt5N1ZcYVEW4mtQKwSC8UUj9D/YnWBQxDU0qP1n6vGqYqs+rSZHOCpUSeag69WA9iateozIegi0OVkpjat5s31b+41WNMIGnom9OSGfjdwUvZJ7XpIY7ir1PLekFvNUGtbf0zxVMlhnt/8HrMrfwagd0JvwnKYIldRu0OkmlMZlDqI1XWrqfXX7nEKs9bMmV3O5N4h98Yk3X8vNNX8THnp2zgDS2Cn0boMcVvSMH/kQ3Du22Q+YUcxqa39UHVGI829+yBqtegLumEuLMRUWIihoABNQgKi1Xp8z1/WfgLFP8GAS9RyOVAX+14fpZblPlDWtvix8J/q+27gZfv1vfo9UeIu4f7597OlaRPjVyj8YZ6MPgIrCwRKT+vN0LOv5fS8Mzr+rB5DFEWhZM0Kti5awPib70RoVQmu3LQBndFIapdue+zTGRy13oClS5cydOjQY/ph9Xq30ty8nKjUQknJP8nJvpZu3e5rN0aSQpRXvEVV1ceEQrXsGijFx48kN/dGIuEmUlLOQvwNrmb9r+FdsIDaRx8jUl2tbtBo6PL11xi6HF8eCP5Vq6m+/34iFWopjSYuDvv55+P66CMUWcZ2ymjizzoJ8+kXIax8V51cJu35gNkrtRvg82s7NlnUWeDKryB7aPvtigJFc2Dp6+qkuOdZ0O8C1QsD1Elfc6kaqMVlHdoL/w0Qiko8/e0W3ltUilYUeP/aYYzslsSczXWM6JK4T3W5UFERO86ZCIpC0p130vjyy4h2O91m/4jmGCwOHTZSBOY8rpbPgZqp8Teq/SU6C5x8v6palT6gbWW4IxQFdvysvpe2zWIPw8qsYer7S9So55Sj6uRn45fq7wdeASXz1RLTtP5w9TdtfQ2HgqdWNbxcN7XN/BnUQC93FPQ8B0rmqUbc/S9qU/UCdTHCU61mdd1V6vs/e7iaBdv5Fe0qaytjLZqjChMcIJIpASHQjLg/JUBzkpq5Ce2SfbAkqyvyoAZ7Zz6vfmb3wk4BnRpfDTW+GtbUreHDLR/uMc6utzO5YDKX9ryUNGvaPi+rKdDEG+veYOrWqUSVKBo0jMgYwYq6FYSkEDa9jSdGPkFBfAE6UUe6JR1BEPil6hf+s+4/pJnT2Ni0kXJPe0/AFFMKfx7yZybkTeDLoi85r+t56H4nIjTRqJ9Nm++loeH72DatJo5UzWkotR7sK+1ESsuJ1NUhuVwIooig0RC3elVbcKTT4ezSde8n0enQJScTd8FkEq64Ao3tN9Bn3VKjKtJJYdX7cSfvngVlv8B5r0PhH9RtzhL4+nY1Ezzu0V/neo8iiqJw/Q/XU7lxKTd9I9Gzas8xFUmwZWJ/brhrCkbtsbV/2ZVwwM9/brmGkN/HxHv+QsHQE/a7T2dw1HoDHnjgAbKyshg1ahR9+/ZFqz22gUaLZwPFRX+nR4/HMZs7nijLchSncz5NTfOorvkMWQ6zc8XUbM6nd6/niYsrPJaX3ckBEq6souHll2mZObPddk1cHBkvvIB19NEvoztYZL8f19SpOP/7AZHKDpTsAF12NvGXXopj0vloOnJ13xfRkLpa765SJ21bv2kTegDIGan2g9RtUL2YdvwM9Zv2PE5af7UBd9dSP6NDnUAqsqq4N/K2Q+stOc5YX+nmnqlr2VqnTm7vH9+Dm08+8KC08s4/4/n+e6zjxhIuKSVcXEzynXeQdNNNR+uSjwyKomZpZj/e5m2SM1KVAY4GVIPtSz5SPVQOltr1MPux/Ys4dER8vlqKYz2C2Z2mYtUvZeM0qF3X8RiNAVDU8qC9ebkJonrfNDp1Mrcr1jToNlZV2GvYovYQxue1KngJ6jHjsuCMp1tV46JqIClH1cZzf5NqdtlUrAaQzaVtPV1ao9pfFbtWvSqYMOaeAytb3I1gNMhP5T/xVfFXLKlegkzbM0JAIMeeQ649F62glr/pNXrCchh3yI075KbaW01YVl//qMxR/LHfH7nr57twBp2MSB/BEyOfIN2avt/r8Ia9rK5fzXsb36PYVUxTUFUJzbBkUO2rpkd8D/42+m/0SPjtP2d2Eom00NKyhqKiZ/D62hayrNbe9OnzIlZLe0Vb5d574fnnAdiRm0vGV18hGI0EN2zENXUqgTVrQBRjgkA7EaxWEq6+iviLLkKbnHzEFqkVWY5lCQ5ofDRKtL4eRBFd2r6D7nZs/1EVheh/ofosAvUz/NmVanXFjfPaxn5zj6piO/I2SO9/4Oc4jlAUhaXfvcPat1/ghC0KOglEi4WUe+/BPHQolVPewj/jG7RBNVCuybEy4PEXSRgxGrmlhUhtHdH6eiS3G8ntQvb5sZ44BmPPIyMpHwmHqNiwji6D2hZYl077jKDPy+Azz8WasH/Pqs7gaJfgyGBQSyLS0tK46qqrMJnam+WFw2G0Wi3iQXzYjhaBQDnbtv+Nxsb2X+gGQzr5ebeTmXnRr3RlR4fQ9u1458/H0LPnMenHOVJEampofP0NXJ9/vodykP3MCaQ+9BDapOPbwV6RJDxz5uB8/30CK1a2/WIX40TBZCLj6aexjz/j0E/kd6omw6ve67jMSD2TukK/qwfFgZBeCMNvVLMBgqhOBn+tVL8UVa/hIJ4jkqzwjznbeXVuEZLc9tg9f2AmL03MU/066jepE9bGbeBvBqNNDRKNdkjqQcTVQsN/vyXUosd+3UPU//05NWv00xw01kPz9TnqKAqULoC5T6n9JaA62U98BRa+rE7uu50Gk988fHPOHfNUjzdnsSrkEGrNrjhy1LIaUacGFF/eqAYRiV1h4j8hoQuSL4Jo0iKIR7jyoLlMVaLcNF3NXIW9HY8TtBCfo/b8NZe19fJ1xMUfquWDoghli9UsbNdTD8/YW4qo909vUd/f39+vBl2Fl6qldI4j03/gi/iYVTqL/276LztcO9oFSvvj8RMeZ1L3SQDMKZ+DJ+zh3K7nHtJEPCSFeH/j+7y5/s2YATGo/Um3Ft7KtX2v3afy328NWY5SWfkBRcXPoCg7ZcRFEhJG44gbhCyHEUQdGtGIqDEhinqE1uJLQdBgNucSnbONlg+mYjv9NBKuugrJ5cK3dBk1DzzQ7lwahwN9bi76bl0x9e2LoVs39N26HVQ/pOT1Uf/ss7imTUPQ6dA4HGgcDkwD+pNw5VWxSg1FkvD8+CPNn3xKuKREFUbaqeSam4N11Cgso0djPfFEhINdMHdXqWV5OlP7bOnzPdS+2+t+hOxh6rayRWo2vOupMOyPB3eeo0Bo+3ZcX04jUlNDtKaGSH39LvcxjnBpGZHytmeMZcwY0h9/rJ1IiOTxsP7Vp1E+nIZx51vGaIBgx6WZgk5H2qN/xXHB3jPLB3Ttfj/v3HkDfreLq1/4N4lZh/bs6QyOWm/AY489hqIoCIKAoijk5ORwxRVXoNPpCAaDzJ8/nyVLlhAXF8fIkSPp2rUrPp+P7Oxft+msqWk+ZeX/weVa3s7gTadLIC/3ZnJyrv0Vr+7QUBSFwPr1uD6bSnDTJmSvt90H0X7WWWQ883SrK/jxgxKJ4J4xg8CGDYRLSpFbWght376HT4UuN4e0R/56XGaL9keoqIjmzz7DPf0r5JbW8pnWL40u332L4Uh9Hpwlaqaocbtq0re7AASCqgQ27AZ1Mqszq19Eqz9QV8mTe6hlPu6K9vuKWrClQcAFPSao5VG5o46eJ0UkqGY6KpapGbD6TVC/VV3Nzx6q+raEWmDoH6FgXIeH8IWi3P7xauZsUb1zdsakY7MFXkyYRlzRV/tsQu8IRWchrKQTtg3BduPf1YDjeCIaUjMnS19Xs0OgBgCDr4STHlDNFcsWqYHgwCuOfKCrKGpQsu17yBwEQ6/f61D/2gacn27BPDCVhAu7H9nr2J1IUL2umjVq8BZ0QbBF7ZPqMb71gpxqsBx0q+V6YS/UbVKDS2McTHpzr++1I4Ysq+c9nFLD/aAoCg2BBkrcJZR7yplTNodF1Yv2agT8zhnvMDRtaIe/O1TqfHU8tvgxfqn6pd32E9JP4OkxT5No2v8K9W+JQKCSjZvuwe1efgh7C5jNXbBZe2Gz9cZq7Y3Rn0jdrQ8Sqa5Gm51FeMvWtlLQ3dD37EncGacTd+65+1Tq869YQfX9DxCp6qDOC0AQsJ56KuZBg2j+5JNY6XgMnU59/+6ymGkZNYqs115FNByGBxSor23bLKhbryrmGVoXpRa8qJYL95kEF77bNv6rP6mlqSNuPrLZ6X3gnTePyj/fheL373NcQA/L++g5/8+vkjx01F4XGTZuW8j8J/7EmJVBNK1/Wo3DgTY5GU18PBqHA6m5Gf9y9T0Vf+kfSH3wwYOa30VCQXSGtsWdr55/kvrSHZx+w+3k9i884OPsSmdw1HoDioqK+PLLL/H52hRs0tLSGDp0KHPnzsXr7XjFLjExkfz8fLRaLYmJiaSnp5OamoruGE/cFUWmquojioqfQ5LUa81Iv4hevZ4+ptdxMCiKogYQxcX4lixBm5ZGeNt2vD//TLi0tP1gQcBQUECoqAj7mWeS+fxzv8o17w3vLwupe/ppwsV7KjOZhw5Fm5xMtKEBy6iRJFxzzeE/ZH9l5EAA19SpNL75Zsy1XeNwYJ94Do7JF+B87z1Ek4m488/D2Lfv4ZdJtFSrpTzRkFqyY0tXV+53JxJQS392bcZvKlZNIDd80b4JfyfmJOh1tqo+tLMk4nAI+2HVFHVyX716z5Kmjhh5uzoJNyepE/2wHyI+ahpdXDffyCavFS1RJEQURM4WF/OS7jV0QusXuM6sGjfvxJQAQ65Re2e8tUSXvI9Yu3LvMcTwm1TjQv0RajAPeaB4rjqJFzRqaZW/STVH9dRCc7kaFCZ1A0ceDLpCvf6mYrVJf+u3bb0qgkYt1Yr44OQH4eQH9nXmY06k3k/di2pGNfXPg9Cl/nqCKvskElSD8l+5OfpoEpEjNPgb8IQ9GDQG9UdrwK63HzWFOVmR+XDzh7yw4oWY0S6AXtRzSs4pXNzjYganDv7dZJIURaGmZhpVVR/g8W5GUcKASFrauVBcS87NnxK1wOrHk7F1G4FGY8bnKyIcbujwePGOEaSnTiIl7SyECIR37KD28ScIrF2LoWdPtQxrZ49uK7qcHJAk5GAQJRRCtNnQxscjWq3qJFtR0GVkkP7k/6HLzkZyuYjW1eH64ku8c+e2O5bG4SD+8suxnnQiurQ0NImJyH4//qVL8S1ciGvadJRAAOspp5D1z38cnUXZ+i3qYmBCF+h+urot5IGnswEF7ilqK0nd9oPqaVhw+hEXL2qeOpXaxx4HScI8dCi208ahTUtDl5qKEo0iuVyEnI08v/5fzM52cdOIO7m+394Xjnayw7WDe6ffQEtzLU02GFswgfuG3keyWX1NiizT9MYbNPzjnwCYCgtJvPEGrGPGxDJ2kteL75eFSJ4WDPn56Lt0QTIamPvem+xYtYzr/vkmBrP67PW3uDFarIiag3/WeRcswNC9BwGTsTM42nkDQqEQH3zwAW73niU7CQkJnHLKKSxdupTKvfRf7Irdbqdnz54MHz6cxMRjt3okyxLrN9xKY+OPiKKZoUM+x2rtgSSF0Gh+3Qm5Ikn4li7F+fY7BDdvRnK7925Sp9GAIKBNSCDa3BxzBNfl5hJ/0UU4Lr4YjdWCf9VqvPPm4Zg8CX1OzhG7VjkQILR1K8GiYjw//EBg7VqUUAhDz54kXnsNglaL1NyMc8r76oO3vn6PY8RNnkziNVdj6HYQQgW/MeRgENdnn9H09jtE6+o6HGMo6Eba449jHjToGF9dBzQVq9LPqz9s3/gOahbnmu8OTlhiV0JefEveYfvC6RB04cBLrlCHYE1Wy5129sq0nssfBUOwAY3Q9hiVFTWIDKNljjyIJyJXUEcCWqJEW+0yL9LM5WntW2isyWqwsSsFZ8CIm1Rvjl0C0vJrr8O3eCFJk0aTfM4Qtb+meg34d5mwGOOg97mqxLIgwKg/779HRIqoEtjuCtXXp7kESheqamhyZN/77o9dzYZBDYhPfkBVOzvOaHh7PaHtLkyFySRecmTq5jv5bbGpaRMPLXiIYveeC2Qp5hRMWhM2vY2JXSdyZt6ZxB1v2dpDIBx2sn373zAY0+nW9Z52Pkcbbk+gx/PF6HQOAFpaNhIMVuD3l+DxbsLj2dTOtkSrtZGZeTn5ebeh0RiQ3G4ErRbRYiHa3EzDy//A9emnB3RdcZMnkfrggx2WC4eKi3G+9x6hHSXYJ0zAMel8RPPeF4V8S5ZQccONKOEwtvHjyXz+uYMvsTsUQh7VXNq5A874W9v2nRLjY+6GsX9Vt0lR+OUlyBiomtB2sAASrqig7tlnUUJhUu65B2OPtiy3HAzS+Nq/afrPfwCIO+880v/viXaBoKIoVHmr+HjLx7y/6X1SzCnMPH8mJq1pj3N1hC/i49U1r/Lh5g+RFRmrzsoLJ73AyMyRsTGen+ZSfe+9yK1JCm1KCvYJ4wkVFeNbtiw2D9yJEBfH/LwUPMiM7jOIngOHoXHEoXE4EC3W9iKmej2i0YBgNCGaTR32ormmT6fmwYcw9u1L/KuvEJ+a2hkc7bwBkiRRWVnJ8uXLqa+vJxAIMGzYMHQ6HT///DPBoNpo2rNnT7RaLS0tLWRnZ6MoCtXV1ZTunvEAjEYj6enpFBQUkJubS2pq6lEVfJDlEKvXXI3LtQydLhGjMR2vdxt2Wx8MxnT0+kT0ukTMlq4kJ51+VFXulEgE99czaf70E4IbNu4zGDL27ImpVe7TMmY0mlazuWhTE01vv0PzRx+htN5/0WIh7tyJRGpqYytB1lNOIemWmzH167fX65HcbgSDAdHYcX19aEcJzo8/wv3Fl/tNK+8NXU4OGU/9DfOQ/x3jOEWS8P3yC67Pv8Dz008gSQhmM0SjKOEwotlM9ttvscycSXGDj4gkU5BiZWyv1F/pghW1jOGXl9R/mxPVzMbAy+HcV/e/f+16lMWvU7ZtNSWhOEojDsrlRBQE3pPGx4Z1TdDTJzsRnSjQVFvO4Jw4bAnpaAxGZq6tZnmpE6sYQVYUwopIWNHSppymBjfdhQpMhNis5HKdfRn33nkPojFO/QJc8IKaVdEa96oY6Fu2jPIrrwKtloxnnqH5449JuuVmtXfP71Sl1dd8qCqa7Y49E7qNg+7j1SxU6XxVsa12vbrvrspku+PIbe3V0UL5ItWcWGtUs3s7V9gNNrVPRdSr5ovx+WrWaGeZoEav9osNvEwtozwYqeyjSLComeB2F3Hj8xAEgXC1l/p/rgYBUu8ajC759yXx3MmBoSgKTcEmNjdtZnH1YrwRL7PLZuOJ7KkOaNKY6J/cn9FZoxmaNpQ+iX1+hSs+MiiKjCCI7YIj3+kjsMxaHBuzfsNtNDXNo2ePJ0lLmwhAIFBFTe2X1NR8TjCoLjpbLN3p0/sFbLbeu51DIVpbS6i4GEGnTnQxGKm4+mokl4vke+9B64hHn5+HIIo0f/wJljFjiDv7rMN+fd7586m49U8QiRB37kTSn3oK4RCyEkeETV+pAhD9L1ItBEB9Hr8+WrXMuL+srZ+1bDEK0PzTRur/+RpKoLU/TqMh4corSfzj9bTM/IamN9+MGdEn3XIzSbfdps695CiLqhcxc8dMVtaupD7Qthj3+MjHmVQw6aAvf3PTZh5f/DgbmzaiFbU8M+YZzshr61UOV1bS/OFHuKdPR2pu80hUgKaCfGrtFgprm4lWV4Oi0Gg1oZVlHP4DLy0X7XYMZ51O8JyT8GY46J3YG7POTLiigpLJF2Do0gW310vhNzM7g6P93YBvvvmG5cuXY7VamTRpEl267Fl+oygKU6ZMwWQy4XQ6qa+vp6NbZLPZGDNmDOnp6aSkpMSEII4kkYiLFSsvwu/vwIBvF0ymPHr2+D8SEkbuc9zBIofDuKdNp/GNN9Q38S6IVivGvn0x9u2LaeBATP36HpBCjeRy4Zo+Hdcnn7Yru9MkJiI5nbFaZcuYMTgmT0a0WZF9PsKlZWgTE3D+9wNCW7YgWiw4LrmYhCuvRJeaSqS2Fs9PP+GZ9QP+pUv3OK9ot2Ps2xfRYkb2+VF8PhRZRrTb1ABKq8U6Zgym/gPQZaSjy8z89R6cxwHh0lLKr/8jkcpKhMQEnHm9WNwYZVr3U6i0tIlPjO2Zwr8vH4xeKyLJCmNf+JmLh+Zw88n7kH890ix+DWY92PZvQaOWqCXkq4FSYje1Yb3bWHX79h9g6Rt4SlZwV+RmfpQ7DoBFJBREFA69nDDdrHBeF7h5sJm6iJl4u5Wk9NyDMgZVFIWyK64gsGIljksuJlxWhn/xEuIv/QNpf/1r20BZhpKfYduPsHkGtOw/O75frvkOclufKwGXGhjpjOq5gi4162RNaW+UGg3Bhi/Ve545WJXkPhyhgCOMEpFwzdyBb6nqf2MakEziH9RMUeOUjQQ3OzEPSiHhot+PYlknh0dYCrOgagFTt05lk3MTrqBrj74ou97OwyMe5oy8M37b5Xe7BEe7msDKcpRly8/B59vGsKEzsdlUVclIxAWIaLVWGhp+ZMvWR4hEmhAEHV3ybycn54Z9Lt4qikJo82YCa9cSN2lSrFy98fXXaXj5H9gmjCfrpZdi453vv48uJwfLiBF7XSDdGy0//kjVnX8GScJ+5gQynn32V+l7VmSZ4ObNhDZvRvYHkINBRF85VnE5msRkxMveVxdsKioQPp6Ezr+N6mVxuHdY1BJ/h5nA4jlEvJo2RUtAm55Oyl13EXfO2TQFmvhg8wfMKJrRLiDSilp6J/ZmXM44rux95SH7F0WkCA/+8iCzSmchIPDXE/7KBd3bCzEo4TCen+aqQlxd8tGPHMl7f3+McMDPeff9lfw+/QmXlREuKSG0YwfhHSVEGxuRXC4ktxu5tRUmIkcISSE0koKhg2KGTVkQsOvpoksnRbIS2bIVolG8ksSwou2dwdH+boDX66W5ufmgghlJkiguLmbVqlVUVFRgs9lwu90EAm3qNqIo0r17d3JzcwmHw3Tt2pWsrCPj0RKNemhsnEsk6qKk5J9EIs17HZucfDrx8SMx6JNJSRnf4RglGqX5k09BlrCefHKHZWyKLNPyzbfUP/dcrNRMk5hI4jVXYxs3DjkaxXiYZWaKouBfsgTne1Pw7nwQQzv1tANCEBAtltiHCFAlPLOyiNbWYjttHPGXX46pcN+mmp20Ue8JkmIzEqqr47O7/sZb9v6Uxe1dJtei1/Dk+X3pkxHH6S/NB+CBCT256aRjGCCt+wxm3rVv7xetUX1/RQKUyylcH7mHbUoWAjICMELYTJ8kgSIhjyVNRgJS2wTHpBMJRmXizXr6ZcZhNWiJSDJGnYgsQ0SSkRQFWYGoJJNiNzCyaxLnDshAozm8iZJ3/nwqbrgRQa8n9ZFHqH3kEdBq6Tbre3SZmXvfMea781l7LyqdWe1P6jZOHTPtRlW+NrGgNcgRVNW4pAJVYt1wnKrgHSSKrBDY0Ijr6x3Inl16yERIvX0QujQL4UoP9a+sARHS7hqCNunAyk06+d8iGA0yo3gGP5T9QLGrmMZAY+x3vRJ6cWP/G5lfNZ8b+t9ApnUfn9Hjkb0ER6B+b3s867Hb2+Sri4ufp7ziHbp0uYvcnOsJh5vYsvVhGhp+ACDOPpDevZ/HbM47qMsIrN+Ad+5cjL17YRunio9IHg/bhg0HRaHglwUxldhQSQkoCvq8vP3KfrfM+oGqe+6BSATrqaeS+dKLx6x/2PPTXFq+/w7fwkVITU17HaeJj0c0m4lUVZFxQjOW1BAVS7Jx3PwwjgsvQNj6DXx6OQG3jdLvbGjT00m68Ubizj0b0WTBE/Zw6TeXUtpSCoDD4ODsLmdzas6p9E3qe8BldPtDkiWeXPokn2/7HICHhj/EH3r+Ifb7oNdL2fo19DihzVR3yZefEgkGGHTmuVgc+1Yv3OHawRNLnmBl3S4Ku4qCPgq9KhROX6UweLtCR39xQ+9eiOMnkH/jDZ3B0aHcgEMhGo2ydOlS5s6dSzQa7XDM0KFDGT9+PJojmH1wt6xl9eorEQQNDsdQHI4h6LQOWjzrqa7+BGWXRlKjMZtuXe8lJeVMZLcb77x5KLJM80cfEVy/ITZO360rGU89ham/+rDzLVlC/d+fI7hpFy8anY5uP81Bl3zw/hYHQqioiKZ336Xl65ko4d0a3wUBQ/fu6HOy8S1ZiuzZ++RXX1CA47xzsY8fj2A2IxoM+6xD7qSNKleAt+bvYGFRI0UNXiYNymJthYvt9e1FTBzBFvo2l2FISaYmMYtSdxi/oj6aHhzfA19Y4p8/qW71f5/cn4uGHkMlSCmiqmtFAhD2wZz/g81f7TFskdKPW6S7cUX16DQCEUl9BD55WhqXjx0MqCatK0ubqfMEGZKbQHbCr/M+ktxudpx7HtHaWhyXXIJnzmykhkYSr7+OlHvuOfADtVSrMs3REGQNgbS+bb/zNhySd81vBUVS8K+uxzO/gmh926KWJtGINtFIaJsLXbqFlFsLEbQije9uILitmfjzC7AMSyPSGCDaGECfYUFjPz5KAjs5vmgKNDF121Te2/gevkibIJRG0HB2l7O5d+i9xBl+I/1J+wiOOmL1mqtxOhfQt++/SE05E4BoNEBNzWcU73gRSfIiiiYKCh4iM+MPh7VIGamrp+Ef/yBaW0vOO2/Htlf/5S+4v/iSpFtuJvn22wF1kVcJhzvMLnnnzaPytttRwmEsI0/AcfElaBPi0cTHqwHWEW6ZUGSZ+mf/jnPKlNg2wWRC6dsdS2IqWpMFQaslVFREcMOGNnVcrRbTgAFYRozAceEFbb5NS9+AHx5G6XcxgayrMfbvj6jXw8v9UAx2nsjqwufONaSYU3hg2AOcnHXyUTM3VhSFf6z6B29veBuT1sSsybOIN8YT8LTw1m3XEQ4GuebF10nIOPBFgkA0wJvr3uTdje8SlaOYtCZuHnAzZ+Sd0SovDzqNDofBQfX1N+JbtIhwbhrTh0GZXE9NvICtR28eGvAQA3MHdgZHxyo42onf72f+/Pls3LgRv9+PtFsvTlZWFpMnTyY+Pp5QKNRhtkqSJKqqqqiuriYUChGJRIhEIlgsFjIzM8nMzMTY+uGWJAm/34PFYoOohKDTxR40Xu82Sktfpb7hh1blGRUNJoyrBAyLwhi2CAiyOl6wWNTeH0mi27x5aOw26p55do9mSdOgQaQ/+WTMU+BookQiRJ1Oog2NRBsbEA0GjP36xRoylXAY76JFeGbPRvb50CYlo0QiyB4PllEjsY0de/Ampv/jVLkCPPPdZmauq+kwYWczaBme58DYWMeEurUULPpeLX9sRTGZ+U/XcUzvptZNX58nImbn8p8FJYgCvH75YE7vcxBGfEeSaFjNJC1/G7bMpDSawPPV/ZgpjQDa+jz1GpFnJvdj0qAjk+09UiiKQtVdd+H57nt0uTmYBgygZcbX6PPzyZ/25UGXlPyvokgytX9fjuRuey7qsqwkX98PJSJT9/JKZF8U28lZxI3PJ1LvB1FA15o1aplbQcusUgC0qWaM3Rzos2yIVh2iRYcuxYyg/Q2XUXVyxHAGnby57k0+3vJxO9U7AYFMayaDUgdxZv6ZjMwYefxWMhxkcKQoCi0ta7HZeiOKegCqaz5ny5a/kJZ2PsFABc2uJQAkJY2ld6/n0OmO7Pd09YMP0fLdd2S+9CK2U04BILh1GyUXXIBl6BBy3nlnj318S5ZQccute/Ql6/PyyHrttSM255GDQarvux/PD2omzXHppWwvTORJ7+fURBowaowMTh3MCRkncEbeGaToEghu3Ijs82MqLERj3YtyZjSkLgKaE9R/e2rhhR7ICIzIzUTWmZgyYQp9ylaq0uMD/qAquh4FFEXh4pkXU1qzlcuHXMftg9QAddrfn8DT2MC4628lo/uBidz8UvULTy55kiqvKuN+ctbJPDj8QTKsHUu/S243ja+9pgbFZhPfl3zP08uexhVyoQ1rWXPDms7g6FgHR7sSDAb56aefWLZsGaCW2smyjFarJTk5mZaWFq644grsdjvV1dVUV1dTXl5OWVkZkci+FaF0Op3ayNiapUo3mThh3Tr0I04g4eKLSElp086X5QhV1Z+yY8dLRKOudscxrBGI/0iP6G39k4si1rFjSbzmGmoefpjwjh3qdo1GlYEcMYLsf7+GaOosLfm9sbXWw7PfbWHutvp2QVFOgplBOQ6SbQYyHCYmD87CbtxF7UaWCW7chOvzz3F//TWK348CfNpjLFN6TQBgWKAafa9e/FLqRiMKDM2L543LhxBnPrq13YokEVi7Du9Pc/DM/ZloYyNCcgpbInp+SOjFdzlDkQQNakikTkxO7pHMY+f0IS/p+JNudk2fTs0DD4JWS+r991H3t6dAEMj98IPjQzXwN4AiyfiW1+H+vgQlqE5W9Xl2kq7ug2hUV4cDGxpp+mAzCBA/uQBjjwQ0Nn3sGP419bTMrSBa76cj+53Ue4bEAqlOOgGo8dbwY9mPfFvyLZuaNu3Rn9QroRdX9rmS8XnjCUQD2PQH3oN41DnI4Kgjtmx9hKqqj+ja5W5yc2+ionIKRUXPoigRjMZs+vd7FZvtyIpXKOEwCEKsh8j1+efUPPwIlpEntAuOqv/yFxAEEq+9Dtnnjam0Ss3NROrqUAIBRLudrH+8jOWEEw76OgLrNxBYvy7275avZxJYvRpBp8P46H08H7+EeZXq/dWJOiK7KIJqRS3ndTuP6/tdf0jlmD9t/JBP5j/KYrOJZ8Y8w1ldzoJPr1B7UMc9BqP/rA6MBODnZyBnhKqOehBm5h3hb3Hz/tP301xezjenN/PNJd8TZ4gj5PehN5kPaCHAGXTy1NKnmFU6C4BUcyoPDn+QsTlj240LV1biX7Jkn0azDf4GHln4CPOL57P55s2dwdGvGRztxO/3o9Fo8Pv9fPnll1Tsbk7WAWazmZycHJqbm6nbi5Ty7miiUaTW1O85Z55JQbML+xmnE21uxvX55zS+/RaBZBct50tE89r/iY26DIzb9BhfqUIMtL1pRbs9ZgpqPmEE2a91Bka/NX7cVMf/zVS/jCcPyuLCIdlkOkw0eUMsK3WiEQT+u6SMBdsb2+03KMfBYxP70D/LccDnkjwe3NOm0/CvfyF7PHzfdRT/6nsucmszskEjEJIU4s06pt8yipxE9SH59HebkSSFUd2SOLnH/kU89oYcDhMuKsK/YgX+FSvxLVtGxOWmJC6dhen9WJbWmzJ7KtIuzcB57mpK4zJI8TdzT5Kb8266ECEaJbhtG6EtWwlu24bc0oIcCsWkSE39+6HPziZu4kS0R6m0dHfCFRWUnHsest9P8p13Ei4pwf3VV8RfeQVpDz10TK7ht4znlyqk5iCBLU6kJlUdU+MwYD8tF/PAFASx/XvO+dlW/Kt2aVpOMqHPsaHLsKLPsKBLt6LICqFiF6EiF9HGAJIvguyLkHb3EEST+h5rmVMOioLt5Oy9ZpNkf4T6V9cgeSPo0i3oM63oMq1qUGY5vkyxOzl8/BE/H235iHkV8yhyFeGL+GLBUro5HU/EQ2FKITcNuIkByQN+5asFbroJ3nhD/e8bb4TXXz+kw3i9W9Hrk9DrVRuUquqpbNmi+psJgo4e3R8lI+OSo5ZBUxSFSGUlst+PsYcqrqJEImwdNhwlEKDL1zMwFBQArQHNmjUYe/ei/vkXCKxeDRoNaY88QvwlFx/w+ZzvvEv988/v0Tct2u24HruRO1z/wRfxoRW1XNf3Oq7vdz0VngoWVy9mTvkcVtWvAkAraBmdNRqzVv3OjP2v9V6lWdI4Pfd0usd3RxAEqr3VvLn+TaZvn05UiXJN32u4a/Bd6smrVqm2DN3GQWqremDZInh3AlhT4e6tbYI6VatU1VdHTnuRnf29dlnm3btvpqmmijmD65h42jXcUnjLAe8/p3wOTyx+AmfQiUbQcFmvy7i18FbMuvbl7JG6OnacMxHZ4yH7zTexjh6192tSFN5e8TZ/HPbHzuDoeAiOdmWnNPjq1atZtWoVstzm9yGKIqIoMn78eAYNGoQoimzfvp0ff/yRvLw8EhLUVGk4HKZ+0yZqNm5i5IIFRPV6Fowejddu2/VEjFi8hF6ZGfhXrIzpyItWK5kvvUS0n5Hy8vfw+jYSCJS3u0aNW4Nuu0yqcxSJA8+k/oUXMQ8eTOaLL3QGRscxG6rcbKhyY9Rp2FrnodzpJy/RjN2o4+nv2nv/WA0avKH2JZ+iAPlJFtLijNw/vudBBUW7E66ooPKOOwht2kyZLZVZXUcxO2MAHn37bIzNqOW8wgy+XleDy6++R0/qnsyT5/XtsKdHiUZxfzUjJiuOIIAgIDU1ESopiQXyDcY4FmT0Z1bucKpsyUi7qe/okRkRquXMFV+T566ixpJEgasSza7+OwdA1r//je2Ukw9qn0NB8voov+YaguvXYxoymNwpU0AUcX/1FfbTT+/so9sHiqzg/GwrgTVt3k+iVYf9lGwsw9P3HrCEJFrmlBHa1kykruMMEVoRjVmLaNaiTTFj6p2IsUdCLDBSojI1Ty1F9kfRpZmJv7AH+kwrkjdMpNqHsXtb83HtSyuJ1u1mMyAKGHvEYxmahqn3sfPV6+TY4gq6+GzbZ3y4+UOcQWe73w1OHcythbcyJHXI8Vt2d4iUlb9JUdEzGAxphEKqUqTN1o/s7GtITzv3mFyDEongXfALgfXrSL7ttph4Q91zz+F8+x0cF15A6sMPU/PwI7R8/TUA9nPPJf3Rv+7zuauEw9Q88QTuz78AwDx8eKzEX7RaWTUum4crX0dSJAYkD+DxkY/T1bGnYNHKupW8vvZ1ltQsOaDXkx+XT/f47swpn0NUViuLJuRN4OkxT+9bha52Ayx9XZUNH/9U2/Y3ToSatXDRf6G3KtWOFFEVYFvvVcjvY+U306nctIEL//pU7H1avW0Lq/wbeXDtY9h0NmZdMGu/GdEabw3/Wv0vvt6h3utujm78bfTf6J3Ye+/7/PVRQlu3kvnyS+jS9y4UBYcXG3QGR8eIYDDIvHnzqKmpobq6mnCr8MDwggLGX3pphw/CaGMjTe++i/Odd9utRERTkpnXty+NKSnqdkFAkGVGLlxEVpVapynodKT+9RHiL7yw3TEjETfNzUtZv+EWdp0BCIKGrMwr6ZJ/N1pdZ1B0PLO1toWJrywkFD24yT1AVryJ03uncc2ovCMqMiCHQtQ99XSsZy0saliS1peV6b0oz+9LUUhLVKNOIvUagR5pNrbUeohICkadyJ3jujNpUCYpNqOqiDR7Ng0v/wNneRUNJgd6KYopGsIohTFFQ4Q0OmbnDOXHnCFsi99TcVEU1Nc6ulsSl4/IpXdGHOHychrfeAP3VzNgVyEVrRZDfj6CwUBwwwbQatEmJ6GJT0BqbiZaUxMbaujVC1O/fkSbGhFtNjQWK4qioEQj6HPz0KWnoc/O3qdP1z7vYyBAxQ034l++HMFup8sXn6PPPoaiFr9hoi0hGt9YR7Q1U4RWwHZKNrbRWYiGAxfGkf0RQuUeIpUewtU+ItVeJNde/Dc0AoauDuynZKPPtRNY14Dr62JkXxREMHR1ECp2gwDaFDOCKCBadAgaAY1Nj2jXI/ujhEvdRKrVTKV5YAoJF6sr3dHGAA1vrsPUJwnLsDR0acdf+Wcnh0YwGuSroq94c/2b1PnbV4zk2/O5fdDtjM0Z+7sKkgKBShQlSkPDD5SUvoIkqe95jcZC714vkpR08lH1bNwb7q++wv31TByTJ2GfMAFFUah/4UWcb70FgC4vj6x/vIyxRw8URWn3N4k2NVF1192qhYgokvrA/cRfcQWCIKAoCq+tfY3X16rZt7O7nM0TI5/YQxwhEKhk+/YnMRjTyUi/gJKgxNqGtep3S+s8bed/y4rM+sb1LKhcQFhu66Mcnj6cmwfczODUwYd2E2RJzSZVrYQ7N4C9NfBY87FqlTHoKjjtcUJ+H/+55WrCgQCTH3qCvAFtJd6yIjPpq0kUu4u5beBt3ND/hj1O0+BvYG7FXL7Z8U0sUyYKIlf3uZpbC29Fr9G3Gx9taEC02WI9tnI4jIBqCLs/OoOj30BwtCuSJFH03w9omjIFR00Npj59sJ99FtHGRkJbtxEqKsJ64om4v/oKJdT2pSzo9SRcfTWJN9xA08cf8e2CXyjdpWlQkCRGLVpEQW4e6U88gT5r7zWr4XAzpWWvU1X1X2R51y9+EZutL1ZLAWZzHjZbXxISxvyuHtC/RZq8IZ7/YSsry5rZXudtt7Bt1mm4bkw+Ne4gK0qdlDapK9I5CWa6JFuIN+sY2yuVMQXJxJmObtmOf9Uq/MtXENy0ieCGDURag/WIoGF9Uhem9J4QC2aMOhGDVoM70FZzfZ6lBaWiAr/Hz6bEXKqsKXucwyhCVFaIxvyHFLSCgFErMnFgJmf3z2BwXjwGbccT4mhjI9GmJkSLBY3djmixIGg0RJ1OpOZmVa1oF5VJ/6pVNL31Nt6ffjqge6BJTCT5jttxTJqEoNUSrqza52dxJ3IoROXNt+BbtAjRaiXuvPOI1NSQ+fxznVnc/RDY4qTpw80QURcM9Pl2kq7ojXiE+tzkUBTZF0X2R5D9UUIlbgIbm9Q+pFZM/ZKIm5APWpHmT7eoQdEBoInTY+yZgKDXEG0IoM+zY+6XhDbR1CYt3oo+24b1xExMfZM6n8m/E6JylNlls3l97esUu9t7GvZN7MuQtCHkx+XTJa4LfZL6oBOP/DO81F3KzB0zseltDAwl0Wvs5YSQ0a1eiSHv8Gw79kY43MimzffT1PRzbJtOl0hq6pk44gaTnDzhgAOlSKQFj2c9FmsPDPqk/e9wAPhXraLixpuQAwGIRhH0ehL/+EdC27YRbWgg6fbbkBobqfvbU0huN6LZTMaLLyCfMJD5lfNZUrOEJdVLYh5DN/S/gT8V/mmPz63Xu401a64mFG4LkK3W3qSnnU9i4omYzV1j+0hSEI9nA7IcQtGmsKh+E1ubt3Ny9on0tqfg95eg1ydhs/Xd6/NBlsM4nQuRJB9JSaeh0ewmFBb2g15dOFUUhbL/3EDt+sWMmHg+nP5/AKz+/mvMmz6gYPAQxBE3t7N7+HbHt9y/4H4sOgtD04YSb4jHorNQ2lLKFueWdrL3AENSh3DHoDsoTCnc41p9S5dRdffd2E45mfT/+7/9/9F2ozM4+g0ER4H166m6626QZTRxcQhWC+EdJUiNjfvczzRgAIbevZFcLlLuvrvdJKv5y2ksXr2KZbtM5LKtVq656y7EA2ywC4XqqKmdQW3tNHy+rR2O0ekSSEmZQHz8CSQmnIhW27l6eSwJR2UufXMJK8rae1wNzonnujH5nN47Fe0uXjpN3hAaUcBh3v/KytFEURQ8339P7d+eir3PFWBBxgCm9B5P9WHKR2c6jPxxTBfO7J9OrTtIl2QrVsPRW3WM1NURWLuWwJo1eH6aq/pUSBJyMKiaou6GoaAbjj9cSt0TTxB3wWRS7r4bbXzHvg6yz0fVXXfjnTcPwWwm4coraHpdrfvPeO454s45OipDvwd8a+pp/qTt2WU9KQvHhKOvrgkQafDj/aUK37Ja9c2tFRA0IsquZawCGLvHYxqQjGjSInsjSL4I4QoPoW3NKJGOM8DaFDPGnvFo7HpCpS0ENzlBVr+ujb0SiD+vG5q4Tmnx3wuKorCibgUzimYwu3w23oh3jzEGjYEhqUMYkDKA/kn9D1v1bl3DOt7Z8A4/lf8Uy1A89+w2xm9WMxLf9zKw5K0HODXnVIakDkEn6tCImiNqcutuWU95+Vs0Ny/czcdRQ0bGRWRmXIQoGpAkf+tPAEkOIEsBAsFKnM6FtLSsA2RE0URe3s3kZF8fm/SrYlZutNq4g75XiqIQLi2l/pln2/sxos7NAmvXAmpmyTRgAO6TB3CT+980h9peh0lr4v6h9zO5++TWzFkEkykHQdDgdq9mzdrriEbdWCwFWCwFNDTMbqc4bDCk4YgbQiBYicezEUVpW0wURQN6fQqhUG277QZDGklJ40hIGIlGVBfWZDlMY9Nc6uu/j4l16fUp5ObeQGbGH9Bo9lQ/ba6p4p07bwQBrnvsERw9h6u/qNsE/z5B9cy7vwy0rXONssVIssTFq//OVk9Jh/dUQKBnQk8m5E9gQv4E0ix7V7P1LV5M+bXXYSgoIPejj/au3LcXOoOj4zw4kkMhSs6f1KYGty+0WkSjEWNhIUl//CPmYUMB9vmh3rhxI19++SWSJJGYmMill15KYuLB16z7/CUUFT1DasrZBAJl+P07qK37Gmj78tbpEino9iCpqWfFZDs7Obo8NG09Hy0tx6QTCbROpN68cjCn9f6VJLIPEsnrpfFf/8L5wYdq7xAgI1BmT2VjQj4bE/MptadjjQZJDbpI8jZhjoYIGSzou3VB16MnFVob2+u9lDf5yUk0M7JrEo+e07tdUPhroUSjRJua0CYkEK2vp+X7WTS9+SaSy9VunMbhIOXee4mbdH7s86xIEu7pX9Hw8stEGxpAr8c8YAD+5csBSLjqKlIffOBYv6TfDHJYova55cieiKo2d3EPLIV7ZhuPNpFaH66ZOwgVuQAQzVoMXeIwFMRj6pOIxtrxs1KJyARbRR4kbxjZH0X2honU+mOBEIChwIHtlGxCRS488ypBUhCMGtLuGoLG3vkc/r2hKArbm7ezun41JS0lFDUXsbR26R7jJuRP4K8j/opVv6dRs6IorGtcx9KapTiDTpqDzbhCrnb/H5SCsfH9k/uTYEzgvNveZewmtdzt+1567r2/OwBmrZleib3Y2LiRSQWTeHD4g0f0NctyBGfzQiorPqDJOfeg99fpEohE1B4uozGL9LTz8Xq34HKvIhJpwmrtSW7ODaSknIl4kNk3RVFo+fZbnO//l2BrQARq+0LSrbeAAg3/+AdrRmhYNjFKgiGO5KRTGOTsQd9hZxHV11Na8goNjT8CIIomrNbueL3bkOUAdvtACge8hU7nIBJxUVs3g8aG2bjcy5Hl9t6Pen0SWq2dQKBit0DJiNmUSyBYgSTt1s+4G3p9MoKgJRSqif07I+MirPoTCTQK5BW2lebNfPlZLI54hk6cjDWhdV7pbYANX0DQBSfv8v30/rmw42d8pz3O4qy+OINO3P5GvKEW0hy59EroRff47nsILex+r3ed73p++gnLCSccUvVEZ3B0nAdH9S+/TNPrbyAmJaKLT8B60onoCwoQRA3a1BR0KSlok5MRzAcmedgRVVVVfPzxx3i9XoxGIxdccAG1tbX07dsXh8NxyNdeWzuDsvI38Hq37PE7i7kbmVmXkZ52PlrtcSRF+jviw6Vl/GXaBgQBHj6zF1MWl3FKj2QeP7fv/nc+zpC8PiSXC9nrwfXFF4S2b0eXmkrc5MkIWi3G3r1xT5tGtLkZfXYOtrGn7tEEu/uD83hlp/eC88OP2vc3AYbevbGPPwPRasM1dSqhzZsBEB0OlFAIJRAAjYbEa68h+c9/3q/j+/8qckii8b2NhEvcoBNJvKwnpp6/npCBoihEqrwgCOjSLXso4h0MciBKcKuTwKYmAhubQFJAAMvwdEwDknF/W4Iu2UTCRT2O4Cvo5HhFVmRW1a/i32v+zbLaZe1+l2hM5IlRT9AjvgeukIumYBNLa5Yyq3RWzCvmQBidOZp/j/s3ysknI7RmSTYMyuGd5yezybmp3bHMWjMT8idwQsYJDE8bzvU/XE+OPYe/DP8LiabD/wxGIm6qa6bidq2g2bUMQdASjbagKFEEXRp6QzJ6rQ2TIZnE+BNISBiJwZBOXd3XFBU/GxN86AijIYOc3D+SmXExonjwmdfAxo24PvmEaJOTlD/fibZLFktm34nL/RPGpPZZYNEF2gaBcMHOabaAKBqQ5bagNCFhDP37vYZGs2fAIElBXO4VtLjXYDJlExc3CKMxC0EQkOUowWAVoVAdRmMmRmM6giAiSSGamxfR0PgjHs8GUIhlBe22vqSmnk18/AgURaKm5gtKy/5NMFiFv8HItul5aHQw8a/nkpt/ZYfZpH0y/VbYPguu+hpSeqnbtv0An10BfSbB+f/e5+6euXNp+Oe/yHnn7b1WWRwMncHRcRwcBTdvpuSCC0GSsE2YgOe779BlZdHl229UR+MjiMfj4dNPP6WysjK2zWw2c9FFF5GXl3dYx252Laes9DXcLWuIRlva/U6jsZCcPJ5otIVuXe/BYjk6Ncr/ayzZ0cRlby5BUuDeM3pw6ynd8AQj6DQiRt2BN5h38usR2lFC4yuv0PLtt3sdI9psmAoL8S1YAICxf3/SH38MY69ex+oyf3PIoSiN724kXNqCYNCQdF1fDDnH17P/SBFtCuD+tkQNkgDRosNxfjeM3eMR9epzQPKGkZpD6LM7F6l+7yyrWcbjix+n3FO+37FaQYtVb8UVcgFqIPX4yMdJMCbgMDqYPGMydr2dJFMSA1MGcv+w+zv0OVIUhZV1K5lWNI1ZpbMISbv0QiOgoKARNHw+8XO6OdTv/y+3f8mmpk1MyJ9wUCIBDf4GNjZtpNZXS62vlkpvJTucG7nAvJ0krcJfq034Ws3s03QCPeJ70ifjFE5IP4E4QxyBsBtX3efoog2kJAwhLm4QJmM2NTWfU17xHpGI+jkyGjPpkn8naWnnIgj7/j6NRFooK/8PVmsPUlPOji3QBQKVLFp1OYRUyxZZEUhIGI1ea6Wp8WckJdB6BJG01Ink5d1Cywsf4N6xBOPlJ2Lq15/k5NN+lSocKRrF62zElpRAff331NZ9zS+vlKE1R8k5uRp7SiJd8v9Mevr5+70/7dgZUuxcxJz7FMx7FgZeAee+0jZu+q2QkA9DrgVzAkokwo5zzyO8YwcJ115L6n33HvZr7AyOjtPgSIlGKbnoIkKbNmM+4QQCa9agBAJkvvwS9vHjj8o5o9Eo33zzDatXr45tEwSB8ePHM2zYsCOy6u50LmbzlvuJjx+F270Sv799E6lOG09q2rl063oPGk1nI/nBEghL/GPOdt6cX4ykQK90G9/e3imK8VsmtKOEpjfewP3112p/kiCgz8/HPn488ZdfRrSujqq77ib+8suIv+SSdoIQnbRHURQa39lAaLsL9CLJ1/f73QZGuxIsduGaURyTADcPScVxThcEnYbGdzcQ2uHG3D8ZfbYNfbZNzV7tRbq8k982ETnCmvo1/FT+E7PLZ1Prq0UjaHAYHASlIL6Ir914URA5MfNEJnefzIlZJ8Z6hjrMxO/HBNYf8bOibgWLqxezuHrxHiISvRJ6cXGPi/mh7AcWVS/iwWEPcmmvSwFoCbfw4aYPGZA8gBMyTmiv+iZH+WDTB7yy5pV2wVcbCr2sCQQ1DtwhN+6Qmz/E+xlikfjKpWOup32pnIDAnYPv5Jo+1+wiaBCipvYLSkteiQkgWCwFakbGkIHRmIHDMRSTqU0hNBRqYM3aa/B61Qy/3T6Q7t0fQZYCrFh7A6LswyNBsdiHG0f9B6tRLXeX5RDNzUvwNG8iJWM8ZrPaB1l81tmEi4vJeuVf2MaNAyBcWUXzBx9gGTUK65jRHbz2I0tN0VZmvPg0RrOFK597JXZ/PK5q3L6fKSv9N8FQdev96U7vXs9it/c/tJMpCjRuU+XAk1oXzltq4MWeIIhwXwmYHAAE5n9Fyw/zSX74SUTj4c8dO4Oj4zA4UiSJhpdfpunNt0CnU0trFAXTwIHkfvThUZ3oKorC2rVr+fHHH/H52h6S6enpjBs3ji5duhz2+RVFVlPcgo7m5sWUlb+Fy7VkN+U7Aau1BwkJo8nNuSFmBtfJ3vlpSx33f76OBm9bnXG8WcfCB07FrD/2EqedHFmklhbVL0KSEAyGmDxpJwdOcHszjW9vUPXaRbCNziRu/LERYPi1UaIy7h/K8C6oBAU0cQaMvROIVPsIl7XP6KNRy/uMPRKIOy03tllqCSOatZ2B0++IsBRGJ+oQBIFb59xKpaeSbFs2WbYscu25nJp9KqmW1AM72H6Co92p8dYwt2IucyvmsqJ2BVFFLSM2aU1kWbPoldgLh8GBKIgEo0E+2foJWdYsvpv8XewYX277kvc3vR8LtLrEdSHXnkuaJY10Szo94nvQM7EnCcaE2D6yLLN8zbV4XL+wUBjDT/U7iMgRknVa0nQyi10uFATOzD+Tx0c+jlHb9qyVpAAVle9TVvb6HpUwgqAlI+Mi8vNuQ5aDrF5zFYFAOTpdArIcjPXzKK05s4qwQJX1XO4b+cwBKQlGGxvxL1+OZdQoNK3z1eZPP6P20UcxDRlM3gcfxMYGNmzEkJ+HaDl8EaxoOIy2tVop6PPyxs1XoTeauOxvL2JPbt+nKUkhKqvep7T030SjbkTRQM+eT5Gedt5hXwcAfifK2qk0fzMX7UnXYT/tNHX71Kth4zQ49WE4sTVztHsm6iDoDI6Os+DIt2wZdU89TWhL+z4d2/jxpD74ILrUY9MwHA6HWbp0KfPmzSO6S9/D8OHDmTBhwlE5Z3399+wo+Qc+37bYNlE0Ulj4Ho64NmM7r3cbdfUz8fmK0Wnt6HQOtNo44uOHYbcXIhxBNZzfAmVNPv761UbmbWtot31cr1QePaf3EfUk6qST3yqKotDwxjrCpS2qR1BLGPtpudjH7ul19XsmtMON87Ot7f2XRBCterUfIRBBCav9D4bu8SRd2RtBK6LIClUP/wIyCHoNolWHaNSgRGWUsIyxRzzx5xf8Sq+qk+OCgwyOdsUVdDG9aDqfbv2USm/lPscmmZIISSFC0VDMr8ekMfHg8Ac5r9t5+CI+JEUizhC3z+OEQvWtAgPq3GLHjn9QUvpPgsZ+PFxURlSJ0iuhF1f0voI0S5r6Y05Dp9ERibhobJxDIFhFMFiN17cdT8saQJ23aDRmIhEnJmMOhYXvodEY2Vb0LPV1XwGwwqchLutP3Fh422EtOPtXrcI9bTqGXj1JuFTNsinRKNuGj0AOhegy4ysMXboc0rFri7fz8/tvYrY7mHj3Q7Ht1du2kJLfFa1u7wFdJOJi06Z7aWxSbSxycq6nW9f7Dq7Mbi+4vviSmr/8BTEujq7fzESblATTb4FNM+CyzyB3pDqwciV88gfodQ6c9cJBneNwYoPOpegjSLS5mdonnsDz3fcACGYzSjCIZdRIku+8E1OfPsf0evR6PWPGjGHw4MF89NFHsV4kq3VPZZsjRUrKeFJSxhMK1bFp8wM4nfOR5SCrVl2C0ZBBXNxQvN7N+Pzb9noMgyGttQ7XRFLiydhsfdBqrUSjHgKBSoLBKszmLlgsh/awOJ7wh6O8OreI/8zbQaRVnUojCkwelMmNJ3Wla/LR+1t10smxIFzpoWVuBYIooIkzoIkzYBmSimhSv37kYBRBKx5QJiO0w024tAU0ILeEQVDLy/7XMHSJI/WuwQS3OAltdxHc3ozkCqn3ZDdC25qpenghgl6DYNTExEeVsITklNhFdJxIrR85LCHq1YCp7p+r0Sab0GdY0aVbkP0RInV+IjU+zIXJWIaoJUSSO0TDOxvQZ9nQZ1nRpVrQJBjR2PWHJUzRya9Az55twVHPnge1q8Po4Oq+V3Nlnyv5peoXVtevRlLUd1hUjlLqLmVT0yaagk17+N1oBA0fnvUhBfFqcP7Njm94cumTnN/tfJ4Y9URs3O6lgAZD+8VmUdSh1ToY3OUa/tMlg7t/vpui5k3MWnMvK/1avLKARtCQac0k155LijmFam81ZS1l1Phq6GIwcn68TJYuiCwHEQ05DBr0CUZjKrW+Wv5WUo2rxUi8VuDCwseZ1H3yQd2jjjAPGoR50KB22yK1dWgcDvB40Oe2ZX4bX38d36LFJFx5Rawsb19o9XqqtmxCo9MR8HowWdW+xIzu+//b6nQO+vd/neIdL1FW9m/Ky9+irvZr9IYU9PoETMYccvNuwmg4eOXcuInn4Jr2JfYJE9DsVFc+7zU455/ts0Ql88BbB57dRDZ+eQkcOVBwOhiOfK9lZ+boCBFYv4GqO+4gUl0Noojj4otIvv12lEAAXUbGr3JNuxKJRJg6dSrbtm1DEAQmTpxIYWEhwWAQ0wFIJAaDQZqamjAYDMTFxaHbx2rDrtTXf09F5RTc7tXtZCdBwGBIRRT1BAJqY6nBkEYk4kGWfXscRxC0KEpb9ksUTQwe9NGh18EeB4SjMle8vZSlJar8qCiogdH0W0fRJ2Pfq2WddPJbIFTeQuPbG9r7/gBp9w1Fm6CWubTMLqPlpwp0KWZ0GRZ0GVb0rf8vGDTtJkK1L60kWudHk2BAcoYw9kwg6epju+h0PKIoClJTkHC1l0iNj0i1l6gzqEqDByK7ujHsHwF0qWZEm17t69oHolmLJsGIoBXVoHV3NAIahwH7uFzMfZOQWkJEGgL4ltQQafCDpGAdlYH1hIzOMr//IRr8DTQEGjBqjZg0Jsw6M1adFY3YlpF4bvlzvL/pfW4acBO3Ft4KqL1W478YT0F8Ac+OeXavWaWd8teiqKfKW8XXax6mIDwfp6Tn2TozIWnPRYT2KPQ1SmTpZeZ5dBQkDeCs/LP4z7r/0BRsIs4Qx/MnPc+I9BFH5H7si6jTiTahrZyw9NLLCKxaRfqT/4fjggsAkFwuXF98gT8/l3UbVuNIy2DURZfF9lk/9wfyBwxuk+I+BOrqZrJp8wPIcqDddp0unt69niMp6ZR97i+53bi++JKEa65us7KQ5f2rsUaCULkctEbIVq1tCHnh2VyQo3DHWojPU7d761XvpVZT2s6yul8xOApu2UL98y/gW7QIZBnBaCDz+ecPKKI/1kiSxFdffcW6desAyM7Opr6+nvPPP5+erStEiqLQ0tJCbW1tu5/m5vYGpAaDAavVSn5+Pv369SMrKwtNB03kkUgERVHQaKI4nYvZuOluJMnTbowgaElNPZuc7Oswm7vS3LyQ2toZNDT+2E7ycnd0ugSGDP4MSQpQVf0xPbo//pspx1MUhfs+X8fUlZVYDVpeuGgABSlWNlS3MHHA/oNpRZEJhWrx+bbj9W0jEChHaV2hk+UQiiKj0yWg1yei08WrkqVKFFmJYtAnYbEUxIzoOunkaLBrYKTPt2Pqk4TkDiG5Q8RPKkA0qpkj5ydb8K9p6PAYmjg9aQ+oQjKhEjcNb6xr9/vEK3pj6tPZy7gvFFlBCUaR/VEkfwTZHwVJRtBpELQCSlQhXO0lXOEhUulBcu9v4njwCEYNSrA1QNaKEG0frWniDcSdkYepf3JnpqmTGM6gE0VRYvLgGxs3csk3l2DT2/jlkl9iwhIfbv6QEncJE7tOpH/yngumjY1zKSl9lcSEMeTn305DoIFSdyn1Fa/TICTjiBtGnkPtc1IUhTp/HbW+WhZWLWR60fRY2R9A9/ju/OOUf5Blyzo2N2E3QjtK8C9dgvXUU9Glqlnzllk/UHXHHTT17MpSAxhtdm789xRwudAkJR2xHvdIxI3fv4NwxEkk7KSy8r94vBsByM6+luSksfj8O/D7S4hGXOh08eh0Ceg0Djy3v4GyuZb0vz2JY/JhZtt8jbDgRWjaDpdNbds+8y5YNQVOewKpz/X4CHUGR4dyA5ree4/AylUk33E7hm4HJj+tSBLuGV8TWLMG/8qVhIuK9hijz8+ny9czELTHX9WiLMvMnz+f+fPnI8vqF5QgCGRmZqLRaKivrycQCHS4r1arbde7tCs6nQ6LxYJGo8FgMBCNRvF4PAQCAURR5KSTTmLgwIFYLAYCgVL8/hL8/hJAIS3tfIzG9A6P6/eXUF3zOU1N84lGPUSjLUSjLeh08UQiTgyGdCTJSzTqoWuXe8jLu/mI3KedyHKUSKQJg+HIlu68Ma+Yp7/bgigovH1FHkNz9DEHcJMpB5Op7cGrej58Rm3tDMLhRqJRL7K8b5O3A0EUDRgMaYRCDYiiAVE0oBH1CKIWAS1arQ173AASE0/CYu6KLAeJRFxEIi4CwQp8vmL8/mJCoUaMxgzi7P2w2wsxmrLQ6+LR6eJRFJlAoAK/v5hAoBxRNKLTJ6DXxWMwpGI0ZiOKe35OJCmA07mwtR68kpSUCaSlTqKq+r+YTfkkJY3tVO87jok2B6l/bS2yJ4zGYcBQ4EDUaUCnls9pLDq0SSa0SSbEOD2yJ0ykytcu87Gznyb1vqFoHQZVkW27C02iEV2yGW2Ckbizu3ROpo8wUkuIcIWXcKUHyR1CYzegcejVkkibHtGiQ7ToQFGINgWRnEGiziDRpkDr/wfVv53cwdRCI6ieTa1ok0xInnAss6iJ05N2z1AE3W9jket3SUUFXHGF+t///S9kZ+97/DEkIkfY1ryNOl8dp+acGtt+xbdXsKZhDU+OepJzu50LQGOgkW92fMOglEH0S+4HqIuKOxdQW1rWsXzF+YiikTGjl+zVq7Ex0MiHmz/ky+1fMiJ9BI+e8Og+TUyPFc01Vaz54VvSu3UnW2PEOWUKuoJubE600XvMKaTkd6Vo7FiIRMl+6y2MPbof8WuQ5RBFRX+novK9/Q9WwFhiJqf/zWQOue6QPKb2y5SJSDvW0midQtSrx3JbL+KTEzqDo/3dADkYxPneFESbFam5mcZXXgWtlm6zvkeXmQmoK/qy14vkdiP7/SBJKJIMAiiRCPXPPEtgzZo9jm0eOhTT4EEIOh22cacdlTfikaSuro6vvvqK6urqPX4nCAJJSUmkp6eTlpZGZWUlmzZtajcmKSkJRVHweDzqqm6oI+nN9uj1eu677z60hxk0KopEOOxk5apLCARKMejTCIVrEQQNgwZ+hMMxpMP9QqEGNBozWu3+lV+CwWqqqj+lpnoqoXAdaWnn073gL+h0B29M5veXUVv3FYmJJxFnH8AnC3/gHz9VIAoy1/T9nHz7ngG2IOjQ6xOx2wfQ1DR/j1T27tjthSQlnQqKgiwHqaicgixHWrNJ7Vdp9fqk1gBr71m5I4cA7P0RIwh69PpEZDmCVmtGEPQIgojfX7JbGWarM7jGhj9QQmLCifTo8Tgm0/9WI/7xjOQNo4Rloo0Bmj7cvEcp3V7RCGgTjWiTzGgTjSghiUhDgEiDD8W722KMKJB2z5BYSV4nxyeKrCB7w0RdIWRfpDXAMiCatISKXXgX1xDc3NT+0SCoHk62U7LRJZnQOAw4P9kKgCbRiGjSIuo1CDoRQadBm2DEPPDYiBv9T3EYggy/FnPL57K8bjmX9bqMTKs6l/u+9HvunXcvvRJ68dk5n8XGbmzcSIY1A4Psorz8bRAEevb4v9jvt23/G3pdIhkZFx7XCrvLZ3zB/A/fJSW/K5c//fIei4WR+nqKTzsdRZbpsXRJzFDdPWMG/uUrsJ9zNpZhw47ItTQ0zKao+BkURVL7wc1dkavcKHYRyRghECjD7V4VGy+KJuz2/sTFDSQubhAJ8aPRaA4tWFJkRV2Ei1P3V5qKqX27CckdRn9hDqkDc49dcPTqq6/y3HPPUVtby4ABA/jXv/7FsH3c5KlTp/LII49QWlpKQUEBzz77LGeeeWbs91dffTVTpkxpt88ZZ5zB999/f0DXcyDBkez3U3HLrfiXLGm3XYyLw3byyaDVoIQjtMyc2SYduDuCAIqCaLFg7N8P/+Il2M85h5T770OXlHRA13o8Icsyy5cvZ/Xq1TidTsLhttTxVVddRX6+Ko+7efNmNm3aRHx8PJmZmeTk5LTrU5JlmaamJkKhENOmTaOpqWmv58zKyuKSSy7BYrHg9/uxHIZEZSBQwYqVFxION8R6kgyGVIYNnYle31aj6/eXUlT0DA2NPwJg0KchagxoNGbS0yaRmXkpGo0RWY7S1PQzVdUf09Q0j90n9VptAj17PEZKypn4/EWYTfkdZj12oigyVVUfsb3omVhw0xyMJ97YjKwIKApoRAVJFtFqTCjKnr1WO7Fae2I2d6W+/htArfNNT5uMIGiQ5ABmUy7Z2Vd3uK8sR4hEXIQjTUTCTRiNGZhMOQQClXi8m3G7VuBrzeyAjCDoEAQNshxEp0tQM0WBMkRRv5tUexuCoMFm7YMkBwmF6olGXXt9LQB6fSrRqPuAArTs7GtpqP8+5rvQdk49+fl/IivzMnQ6x36P08nRQZEVvAsqcf9Qhj7DSrjKC7KCNsWMLs2sZhrMOpAVVRUtIiO1hIk2Bog6AxA98K8g6+hMHGf/9oVYOlGzi4F1DQQ2OQmXt+xrDaVDdOkWUu9oa2KX3KHYBAlU2XNFVmJGuZ0cIL/B4KgjltQs4cPNH9I9vju3DbwNUBe/T516qpoNOvPDWAneTin0SKSZXxaegKJEGTF81nFjaN/S2MD6n2aRXziYjO6qObi/xc2P//kX/ceOJ69wcIeVFHIoRGh7Eaa+bX2ZFTffgnfuXFLuuZvE66+PjfMtXox5yFA01sOXDW967z3qn3kW87Bh5Lz3LoIo4veXUVP7BTU1XxAKtRdX0GrjSEs7j8yMizEaM/H7d6iVKYFSQsFqgsFqQuF6LOaupKaeTVLSWDQaE+EqL00fbELQiqTe1XYPwhUeNAlGfFLg2JXVffrpp1x55ZW8/vrrDB8+nJdffpmpU6eydetWUlL2XMVZtGgRJ554Ik8//TRnn302H330Ec8++yyrVq2ib9++gBoc1dXV8e6778b2MxgMxMcf2Cr9/oIjyeul4sabCKxciWA0ooTDqhHjIWA5cQzpjz+ONi2N4Nq1mAoLD+k4xxuRSIRFixaxePFiDAYDZ5xxBr179z6kYzmdTnw+H4qioCgKoijicrmYOXMmoVCIpKQkunfvzvr167nqqqtIOozA0ucrZuOmu/F41se2GQzppKdNxuEYhtM5j4rK9/fIQuyKyZRHQsJoGhtnt/vQmky5hMONSFL7oMVi6UEgUILdXsiA/v9Bq7XhDUXZVN1Cml1DiiVIOFxHUfHzNDcvBKDam0qapY49KoAMJ5GS0I36mrcBSEoaR072dTS7luJyrcCgTyYj40IcjmFs2HgHDQ0/kJ11Jfn5t+21DOBooCgykYgLl2sZLS3rUJAwmXIxGbMxmdSfXfuXQiEnTc65rQbBIpLkQ5aCGE1Z2Gx9iLMPRKu1EQxW09T0M82u5YTDja0/dSiKgl6fhE4XT6+eT2E251NX/w3l5W/i9W7Z7eoEjMYM7PZCdFo7khxEivqQlQgCWgRRRBQMpKRMwGbriUZjRaeL7yzLOwJEXUGcn24jXOJut91cmEz8Bd3322SvyAqSK6SWZDWqP4JBgzbZHMseIAqqeJEoxPqUOvl9IXnCBLc3E633E2kIEG0IEG0JQURuV4a3O4bu8dhPzSbSEMA1rQhtqhl9hgXZHyVU7EKJyNhOysI+LrdT8OFA+Z0ERx3hDrm58rsrqfBUsOgPi2LeR2+vf5spG6dwVe9LGJ+USEvLOnr1/Ftsv6Li5/H5tpObewOOuMHH/Lp//M8rrJvzPT1HncRZt997WMfyLVqEd958HBdMxlCgKgP6liyl/Oqr0aan0+2nOW2CCR2ZBB8A4fJydpx3PvEXXkDK3XcjtPorqceU8ft34Havwu1eTZNz/h7B0t4QJB2aiA3FEsRuH4ASguSvrwFBpmHsFIQ4Ba0uDoMhBbO5K1I0jfz8049NcDR8+HCGDh3KK6+8AqhZg+zsbG677TYeeOCBPcZffPHF+Hw+Zs6cGds2YsQICgsLef311wE1OHK5XEyfPv2gLn4n+wqOok1NVNxyC8G160CnQzQakD1ezEOHknDN1UQqKlCiUZRIFEWKIodCaOMciDYrss9PpKKCcGUFssdL3EUX4jjvvN/9pOpQPxD7o7GxkSlTpuDxeNDr9YTDYaxWK9dffz0Oh+OQjyvLUSorp1BU/AKK0nFmw2LpgdXanbq6mYCCVhuHVmsnGKxk1yVLQdBjNGYgSX7C4XoANLocPJqJFNWW08/xLQJtpT6yIhKRdciyehSzrv35I7KGrc4CkkxO0iz1yIqIIOgwGVLo0eNREhJGs3r1Fbjcy8nOvpaCbg/sVSShvn4WVmsPzOa8Q75Xv3UURcHlXkFFxfs0NHzPwclwtZGfdxtdutx5RK/tf4WoK4hrWhGCTiS43bVH+ZztlGzsp+f+7p+TnRwblJ0Zx7CEEpGRgxK+pTX4ltV23Ne0G5o4A6l3DFSzl53sn99xcLQTX8SHRdeWIblz7p3MKZ/DPUPu4ao+VwHgj/i5efbNDEjuz9Dg54TD9fTv9wbJyarYliSFEAQR8QCMXw8Gj7ORjXNn0/uksdiTkgGo21HEvP++zcDx51AwfOQRPR+AZ84c6p79O6YBA8h87u+x7aWXXoZoMpH60IMYunbd6/6RunqCG9ZjGzs2ti3a1IQ2cf9liYoi4XT+QlX1pzQ2zkFRouj1SZjNXTGb8zEZMzEYM9CUJBL6NkogoYiKAc/E9je6uhGylaNo9hSS8flkzp1YevR9jsLhMCtXruTBBx+MbRNFkXHjxrF48eIO91m8eDF33XVXu21nnHHGHoHQzz//TEpKCvHx8Zx66qk8+eSTJO7lxoZCoXY9Li0t7SVEw5VVeGZ9j2fuXAKrVoMso4mLQ5uaSmjbNgwF3ch69ZWYO3En7Tlak5qkpCQuvvhi3n33XcLhMGazGa/Xy2effcY111xzwPLguyOKWnJyriM5+XSKd7yAy7UCSfJhMKSi1drJy7uFTZvuo65OrV9PT7+Q7gV/Qau1EYm4aWj4EXfLauz2QrZte5RAoBSAkJzI59vP4OfyociKBuhOgnEYg1LWMyxtCV3iyhAFGYMmBLvEM7Ii4AlbKfdkYdP76ZukZjoiJDFk0BskxPVFEMRYY2j//v+msfEn0tP3reCSknLGId2f3xOCIBDvGEq8YyihUANu9yo83s24XMuIixuEKOrRaEw4nQtxOhcgCDpEUY+iSLESPlHQY48rRJbDiKJ+P2fsRA5JyN4w2kS1lFb2RQlubd5jnGjVETc+L+Z900knRwJBFBD0GtilPE5/XjdsozNx/1hGcLMTjU2HYNYiNYeQ/W3S5dokI7aTs2OB0c614M7A/X+bXQMjgOdOfI5Nzk2kmdueXesa17GqfhU1vhpuGD+FuvpvSEwcw9fFXyMrMj00ddRX/ofcnBvIzb3hiF3b96++RPmGtUiSFJPjTu3SjYseffqInWN3bGPHYhs7FnmXeXW0uZnAKrVPaNe5sn/5ckJFRVjGjEGflUW4tJSSCy5EiUTo8tV09Hl5AAcUGIFakp+YeBKJiScRjXpalXbjkNwhEAQ0dvU7OiL6qYusxBYtZHDhF/hDRWg0FrQaM6JoQpL9RCOqYFcwWIXPX4wsbwFKD+meHFRw1NjYiCRJpKa2V+5KTU1ly5bdS11UamtrOxxfW9uWRhs/fjyTJk0iPz+f4uJiHnroISZMmMDixYs7lId++umnefzxxzs8n2/xYipuvEktnWvF2Ls36U8/RbS+ASUawXLCCYjGzobeX4OsrCzOOeccpk+fjt/vR6/XU11dzXfffcfEiRMP69gmUzZ9+7wM7Jn9Sko6FVkOkpZ2HkmJJ8e263RxZGRcQEbGBa0SnlnMXfclG2pEfqkaQURuP3l2Bu3MLh/FkrqT6JPqobttAcmmalKMFSSaGpAULU8u/yd6nYF+WXHc1Hc5olytlvqlT8ag37OEUKeL329g1MmeGAzJpKSc0WHQmJ11DUCsJ0xRFGprp7Nt+5NEoy7Wrr2utSm0EAC9Ph5RNCGKOmQ5jBT1Ikk+BNGIyZSF0ZiORjRhsXTDbh+ARrN/b7DfOkpExr+mnpbZ5YhmLSl/GgiKQmBLE2iFWK+QLseGbWQGpr5JnaVLnRwztEkmEv+wp5GlHIzimVeJ95cqoo1BmqcXIQeiWEdl4l9ZR3CLE8ekAjSWzkxSJyo6jY4ByQPabStwFPDEyCeQFAmrtTtWqyqy9c6GdyhyFfFyjwKINIMg4Aw6qfZW0z2+G0Hfdmy2vgcUgLc01rNx3hyGnjMZbWvpWb9TT0eWJFLz956pOVqIhraePY3DQf6Mrwhu2Ig2OTm23fXlNNzTppF4/XWk3HMPutxcjP36IblcKNIBivDshZ2tAi1zymmZXab2mJ6l9pjqUsyk3FqILtOKIAo4KNzv8dTEyaF5Rh4XBdyXXHJJ7L/79etH//796dq1Kz///DNjd0nT7eTBBx9sl41qaWkhOzubwMaNuG79E0o4jCY5GamhAdFiIWfKe2hsNujR45i8nk72TWFhIXV1dSxevJhIRO0FWrVqFRaLhdGjR2MwHL7E4+4Ppt69ntnLSJX1lW7+MWcbszc7gZNj21PtBm4/tYBzCzPwhiRqW4IkWvRkxZtaz3FBbKwv6MekNzB+3K4B/cDDfi2dHDy7C2UIgkB6+vkkJI6huPh5GhvnEIk4cbk6znjvD50ugbi4wWRnX0W8Y8TvaiVa8oTxLqnBt6QG2ad+PmV/hLpXViN7wshedZsu04rjnC4Y8joNizs5fhCNWuLOyMN6QjrNXxYR3OLE/U0JgY1NRGp9KEGJUIWHhIu6Y+x28OqjnfxvkGhK5PyC89ttUxSFE7NOxKKz0L//84jBIqyWHnxT/jOPLnqUczN6cIpmNXb7AIYM/oKIHEGv6bg6QVEUPnv8Qdz1dThS0ug1RjVR7THyRHqOOumov779IQgCxu7dMXZvr7xs6NkDXVYW5hEjYuOSbr2V8ssvp/qhh8j75JOD+j5UFIVwaQu6NAuiSf3e1qVbQCFm57ATffax67M+qOAoKSkJjUZDXV1du+11dXWkpXVcSpGWlnZQ4wG6dOlCUlISRUVFHQZHBoOhwwl01W23Y/L70RcUEN6+XT3/44+rgVEnxxXjxo2jubm5XcZxwYIFLFiwAJ1Oh9VqRavVIooiGo0GnU5H3759GThw4F6lwBVFobi4GK/XG/twBoPBmJFtU1MTCQkJZGZmYjabSU1NJbdLN56ZtZ0Pl5YDIApwcvcUGr0hbj21G6f1SkVsVVGwGnWkxe0942gx/vreB53sG4M+id69nkFRZHy+IqqqP6Gx8aeYV5aitPWTCYKe9PTJ6LR2gqEa3O5VrT1qEIk4aWz8kcbGH1v9olLR6dQyAgHQaG3E2QdgtfZEq7XhcAw74rXpR5pIYwDP3Ar8a+r3aIJXIjLRGlWYRLTqiDsjD/Pg1E6PoU6OWzR2A4lX9ca3rBb3NzsIl7aABgSTFrklTONbGzANSCZufB7a+M5Kkhi7+hodRx5HxwOCIPDnwX9u29BahueL+LDr7fSwxiOGjFgtPZAVmVM+O4VMayb/1+8MzOGe1GyuYejEyQiCgCAI9Dl5HBUb12OJT2h3juMVRVFomfE1kcpKQlu2YB09GoBoVWVrCVxcu+uvfeopRIuF+IsuQpfesZdl0/ubCG524ji/G9bh6hhjj3jS7h0SK+X+NTgkQYZhw4bxr3/9C1AFGXJycvjTn/60V0EGv9/P119/Hds2cuRI+vfvHxNk2J3KykpycnKYPn36AZVa7RRkWNatALvDgezzgSyTcN21pN57eMoenRw9FEWhsbGR4uJiFi5cSDAYjGWS9oUgCPTv35/zz29b1XG5XMyYMYMdO3Yc8PmbZSPzIt1wKeoH8PyBmdx2aje6JFsP/sV08ptHURQiESeCIKLRWDsMZlo8G6ioeJf6+u/2KmveEXp9Kjk515CZcckxVRk8GIJFzTS+taH9RgEsQ9PQZ9lUSW6rDl26pVMeuZPfFNGmAM1fbidU3KqqqBNVJTwArYhtTCa2k7MQDcdFMU0nv0FkRSYkhdAhI0l+yv0uJs2YRIbByN0OFxveL0CRRBKuP40iUz3ndTuPIalDjutgqCNc06bT+OqrpD36V6xjxsS2R5ubkd3uWM+RHAqxbdhwlFCILt/MxNC1K5IvgveX7egyZUy9eyOIIp75lbTMKcd+aja2k45sMH6gHqgdcUhS3ldddRVvvPEGw4YN4+WXX+azzz5jy5YtpKamcuWVV5KZmcnTT6vNY4sWLeKkk07imWee4ayzzuKTTz7hqaeeikl5e71eHn/8cSZPnkxaWhrFxcXcd999eDwe1q9ff0AlVrsGR9bWHiX7WWeR8fdnETroWerk+CUUCuH1etmyZQsLFiwgFArR0VtUq9VSUFBA9+7diUaj/Pjjj4TDYbRaLenp6dTU1CDLMrm5uWRnZ5OSksK0adOQJAlZge1yKksjWciIgIIIfH7LKAbldJZZdLJ/olEfgUAZoVAddXUzcblX0L3gEUBBUSRKSl/B693K7mp6Go2F7Oyr6ZJ/Z0yQ41ggh6J4f6lGtOjQ59rRpZpV6ex6P6a+SYTKW/DMryS4oc2jzNgjnrizuqBL6cyIdvLbR1EUgpuacH1bgtSkirMIOhElIoMIaXcNQZv0++8l7OToosgyFZs20FheQuZJIyhpWIjRPZONM5qxmgbzffpWfomu4ek+Y+ibPID0tPPwK3qmF01ncOrgmPfS8YDs99P4+htYTz4Z88BC2PQVSjSEkjYIMaWb6v25t32DQVq++ZbA+nWkPfooKFDz1FJkbwT/Ly9gP30waX99BDkkgaB+Fo90oHhMgyOAV155JWYCW1hYyD//+U+GDx8OwMknn0xeXh7vvfdebPzUqVN5+OGHYyawf//732MmsIFAgPPOO4/Vq1fjcrnIyMjg9NNP5//+7//2EHLYGztvwMohQ8m6+CLiJk3G0CX/YF9WJ8chsiwTCATw+/2EoxJzlm/i53U7MIRdpIredmPtdjtDhgxh4cKFhEIh4uPjueyyy0hKSiIcDvPLL7/QhI331vnZWNt+3yTBywU5IcYO6UWXLl1wOBwdioF00smBIklBGhpmUVL6aqvfk4rdXsiQwZ8flRVDJSqDRmh3bCUi0fDOxnZeRIJBgxKWELQi2hQzkaq2z4OhwIHtxCyMBZ0LBZ38/lCiMt5F1Xh+rkD2q2W0olmLuTAFbbIJbZKJSK0PQSMi2vRo4w1qE/hvbIW/k1+Hpspy3rv7FkSNhhv/PQVznANQLUdEUcuSmiUsr1lCX8+7yJKXQQM/YlWLlzt/vpNujq5MO3d67FhbnVvJtGZi1f861Sx1f38O5zvvYOjVg/xrchBWTWn7pT0TckdC/4uh66kgts2XFFkhVOImUulplw1q/nI7vhVFBFd8QPIdlxJ31lkAROrqKL3kD1hGjST9iScQxCOzcHjMg6PjjZ03wNXYSNwBygd2cnwjyQplTT4+W1HBrI11uAMRPMEIkV16IU5I1zBUU0ZLY80e+2dnZ3PJJZdgsaiSnS3BCE9/u5mPl1W0G5cRZ2Bcih+hfFW7RRCdTkfPnj3p378/eXl5hywz3kknshyluuYziotfJBpVJbBttj7k592OxVJAJOIkLu7whTsi9X4aXl+LaNURf34BhnxVKCGw1UnTexsR9Br02TbC5S0o4d38oTQC5sIUbGMy0aUdvkN6J50c78ihKN5FNXgXVMaCpL2hz7PjOKcr+sz/gZLr/wGfoyNFOOBn25KFyLJE/7HjY9unPvkwjpQ0Rky+BFvingq1khSitvZLnM6F9O37D1bUreK/m/7LcIOTAl0Lubk3kJp6Nqd/fjp1/jqmjJ9CYUohoJbviUex6kCR5VhwEnU6qbjharJP9KJ1rgQESOsH9ZtA3uUzY8+Ewkuh59mQ2peoR6L2mWUApD0wFK1D7elTojKCVkSJRkGWY+awrunTqXngQYz9+pE/9bPYYV1fTkMTZ8c8fAQa68F/L3UGR4dxAzr5dfCHozz61UZWlTdzWu9U8hMtbKx2s6y0GV8oSm1LsF0gtBNRgLxEC6VNPkw6Dd/feSJGyUdZWRmlpaVUVlaSn5/PmWeeGQtoNla7ufXDVZQ2+dsd68aTuvDncd0x6jS43W42btzImjVrqK+vbzdOp9MxevRoRo4c2RkkdXLIRCItlJW/QWXl+0iS+l7Uah1Eoy4cjhHk591CfPzIQ1qhVhSFxrc3ECpyxbaZh6ZhGZaKaNAS3OIEnUi0xodvVV1Mhls0a7GMSMd6QgYaW6fnUyf/e8jBKIENTUTq/UQb/IQrvcieXQwlRUE1m23tv4ubkB9T1fpd0hkcHTDbly9mxvN/w+KI54bX3kNsrTbZ3UrkQFm+/HxaPOvo2eNJ7Mlnc/HMi6n3VvH9xA9IcvQD4P2N7/PRlo+4tOelXNnnyiP2WiJ1dTS8+BKCyUj6Y4+pG507UD6/FqF6NWiNMPkt6HUOhH1QtRK2fIO0ZhY+31BAwK79FPRWyBxMY+M1aBx2bOO6oM3J23cJXiCAf+UqkCWsJ54IqEHa9lGjkZqbyf3wA8yDBwMgeb0IOl072fG90RkcdQZHvwm21np4btYWghGJonovtS37bmg36kTyEi3YjFqsBi1LdzjxR1Qd/dwEMxcOyeZPp3aLjfeHo5j1bV9aiqLw0bJyHpuxkYikkOkwMb5vKu8uLOXxc/tyxYjcDs9bWVnJd999R1VVVbvtcXFxnH322RQUFBzqLeikE8JhJ+UV71BRMQVZbh+w22z9yc+7maSkcQfVkxTY0EjTB5tBK2Dul4x/db0qm7eXp7suzYzlhAwsg1IQdJ3lo510shNFUQhta6ZlTjnhcs8ev7efnouxZwK6VDORknLEQBUaoR7BWwvphZAzYp8TweOezuCoQ5oqK9jw84+k5neNSW1L0QifPfEXugwcwqAzJ6IzHJ7qYTjspKHhB5KTT0OvV6ugSqqmsWPrPSQkjGFg4Xv8ee6fmV0+mz8P/jPX9r0WgJAU4r5591GYUsjlvS9HdwjKqP4VKyi7/ArQaCj45CW0mz+AzTNAkcGUAJd+CtnDgPbBX3BbA43vbEEQg2RYb0AIO/c8uDkJht0Ao/8M2gNbhJO8PupfeJ7A2rXkf/JJLMvU+PobNL72Gol//CPJt/1pLztHYMtMWua/TtwtP3QGR53B0fGJoih8sryCx2ZsJBSV9zlWrxE5f2Amt48rIM1uRLOLVLA7EGHKolLeWrCDlmAUUYBrRuVz9+ndWVHazB2frObqkfmEJYmFRY1sr/PiC6vB1Kk9U3jxogE4zHqK6j10S9m/YlhFRQU//vgj5eXlsW19+/Zl4sSJ6PWdq+ydHB6RSDPl5W9TXvEeshxo9zuLuRv5Xe4gNeXMfR5DiUgEi924pm1HcoexnZqNLs2Cc+o2VY1LKyLqW4MsQcDQJQ7ryAz0efbOHopOOtkHiqIQ2u7Ct7yW4HYXStCPQVyPTihBJ1Sh1ZShF7ax+6dISeiBMPx66HcBmFslmqUo+JvAYAVBAwEnNGyBmrXgroTuE6BgXEcXAaEW8DWq+8dlgT3j6L7w31NwFA2Dv1Gd4MdltW2vXAneWkgf0La9pQbWfQp6Cwz7Y9vYZW9CzRqWu7oy/9ufyOjRmz/8+Vb45i517EXvt42d/Ths/wFG3g4DLla3uavgnfGgNcBtK9rGzvoLrP0YxtwNJ9yqbvM74V9qhoT7doAgUFb+FvLsR8mul9GOvAvfCbewtmEtNvdcen/3PqLGyJrJr3LlnJtJNiUzJ+9ShNX/hb6TmZczAFEQGZgyEOvn14MgwrmvgDkBJRolsuQz9K4VIGrBGEdwybfojT7ElpK26+w6Fs58DnQmAmtK8G7QYuybie1E9b4pQR/OL8ow9kjA3C8RoXkrVCyBqtVQswbqN4PSag6b0gfO/RdkDj7kP2nlnX/G8/33pD7yMAmXXQaKglS6kuZ/PYE5LwFTlwSErd+Cp4aWkELcM55Dig1+x7nhTo4HPMEID03bwNdrqwE4qXsyE/qmUVTvZWuduip3Tv8MTuqezPZ6L73SbSRaO06Xxpl03D62gMuG5/B/MzcxfU01b/9SwtQVFXhDUWQFXpq9bY/9Eq163rpySMyv6EACI1D7lq655hq2b9/ODz/8QGNjIxs2bGDLli1069YNh8NBz549yWuVrjxYJEmisbGRpqYmwuFw7Mfj8eByuXC73UiSRGpqKg6HA6vVSteuXWPjvF4vTqeT5uZmWlpa0Ov16PV6BEEgOTmZAQMGYNuLx5csyzQ1NREMBklJSTkixrudHBw6XTxdu95DTs51lJe/Q3nFFGRZ9RLy+Yuor/uOlOQJew1iFFmh8b+bCW1T+5jQCoTKWvD8pPbV6fPtJP6hFxp7ZyDfSScHiyAIGLMUjJ7lKMEPoHIFws5JXgcoihaQEJxb4bt7if70Gtoew0FngpAHNny+95PVbYCSnwFBDZpK5qs9HbLEHunfcY+pK/AAsqxmqX7rCx2RIHhb/TDjd6no2Pw1tFRDjwngyFG31ayDX15Sg8Qz/tY29pPLoHwJnPdv6H66uq1iCUw5B5J7wq1L28b+9H+wYy5MehP6X6Ru89TA7EfBnsXmSHfWz5nFCZMvIXvHz7BlJj1PeoqaYSPpfeKpEA1C0Www7SZa465U/5a+hrZtigzucrUsbVdCHjXgDe9SPaAoauC8C7k51yOnbUIsfxvCfiw6CwPiUli28W00Laq6aIYlg3uG3KNmdGrL1KAk5wReXfMLm52bee7EvzN+23cAeENP4a4qJ3LvAyRnr0Of6IudywiwS0WpfMHnCD3HImhFWPJvpB/mEorehhypjwVHwr8KSfTVw9iFYEiDtL7QXAINm6HgNLh+jvp3/P5+qN8Ib45VRRwGXQnZwyHQDM4dYE2BhP0LqWW+9CLh2/6Exm6GVf+FpW+gqVtPkh1wtv4AWJKJZJ4CvLXfY3ZEZ3DUyVFj7pZ6/jJtPdVuVTbVoBV59Jzee/URSt2HwequJFoNvHzJQM4dmMlfvmw7/s4qIlGA7HgzQ/MTOK8wgxFdEmOB0cEiCALdu3enW7durFu3jnnz5rUzr12yZAlGo5HevXvHxmm1WhRFwe/309TUFAtgQqFQLLBxOp3U1dUhSXv/st1JQ0PDfsd0xOzZs0lOTiY7O5uqqiosFgtGoxGXy7XHuRMSEkhPTychIYFQKET//v3JzMzszC4cA9Qg6W41SKp4h/Ly95BlH/UN37JiZTXdut6PRqNKDNvt/WL7eRdXq4GRqkYPUYVwq4+L9aQs4k7PQ9B0/v066eSgCPtg63ew6n0oWQDI7bNDvSaipPRG0uQQqfMhlMxG71uIKLRXQNWGSmBdCQdE+RL150BY+ga4yiF3FARdMO85NeuUXghJBZBYoAYOx/LZ3VyqZj2SuqvZMYC6jbBxmnotQ65tG/vJZWpD/6Q3IWuIum37D/DZFZA9Aq6b1TZ2wQtQvRri89qCI38TbPxSzULsSqhFzRKFWtq2aU1qpk7YrXQ4uSeEvWBURWukaASNJRkGXAqWRCo2rqNi4zriUlLJHnMhZA7C1nUUE08pVPcPtqhBmG436ffRd0LhHyCxrdwfawpc/xPsrsB28gMw4mawJLdtM8bBrcv2uL3imPtg8HVgbhMcS0mfSPEp9XTNv4PUuFyuiu/Cps33s93aSNaklzGmDqdX8f+z995hct3l2f/nnDNnep/ZXrWr1ap3S5Ztyb0bsA2YblqoKZg3CQGSNwVS3l8gJEBCEkJJIMGAMaa427JlS7J6L6tdbe9lep857ffHkWa13lWxLWGb6L6uvXb3zOkz8z3f+3nu535+QkbJsKpiJbztX0BTeH5yL51P/CGfXZpEspwi3s4wxsI7EcJt5nu4/4fEh64h+6CD0HtjOJaEwerGERpDd3XifMf7p09OOaV6OPNepEbNmiRfA8h2WP5OaL0e/nGJSSwP/9j8cQTMezW8x3w/7/yq+d44g/CdmyA9Ae/8T6g/lWkaO4yw81vYspNmZuoUkTREK6oURpersK2+DqqXw8I7Gbrtrln38kJxWVb3JkZJ1dnbH+P4WAqLKPChq6dZ97df7CFf0gm5rYTdNmp8dpbV+V41SbhQFEoqP94zxM/2DXN01BykTtezuqwS//K+1VzXXnnRjpcvaRwfS1LhtlPjt6Pp5sfZfonqKAzDYHx8nIMHD3LgwAFKpdKM151OJ6FQiHg8TiaTOctepiEIArW1tTgcDiwWCydPnpyTMEmShCAIWCwWrFYrFouFWGwObS+mgYTD4SCVSs35+oVCEARcLhfhcJimpiba29uprq5GvEg2m5cxNxQlcaom6ftl4wZJ8qBpaRz2RlzuBVi1KowXfVjT1fivX0Rw9XJKQ2lKoxmsDR7srf7X9yIu4zLebEgMmsRj7/dByc58zWI3o+DrPm6SEnHm88UoFlEObkObGEeLJNAiCfRUCsEoIVBEtOuohSCqXoFU14hrUys2bwYiJ83jGpqZNcAwJU6GAa4wyE5TUhfvNwnF2CHOWkj48vN1V8LSt5tOYtXLzYxU5+OmjKztVpi3ceaEVi2BJMP110/L6u6YDz/eBp5TbVU6nzSzLrUrzcn2aXx9pZkt+NDj0LjBJALHfwk/vd/8/yNPTq/779eamY33PjSd4eneDD9+L9SthQ8/Nr3uM38BiQHY8PvTE+TUKBz/lXlOS6YbwRPpBq1kXp/91DzQMM5JEg1d56l/+wYnd7/EB7/6z3jD5txkvLuLgaOHWHT1tXgrLt585VJC03K8uPUKdL3AuisexeNZBECxFKHY3UPhyZeo+OwDPP3kH3DrLlMKaFQsQdj0f1Bb7+RPH/wcqSaVL1/9ZcKOMIlHe8lsG8F9TR3+u1rOfuBS1iRIdj9Ip/ItiUEYP2oSv4Yrptd97m/M997igP4XzazRXAi1QWrY3O/GPzQ/w0oe9n7XzDKdhq/RlEDu/wFET8L9v4SW6wDQOzcT/dcPUfn14cs1R/9byFHPVIZH9o/wnW29FE51+ZZEgaaQE59DJuC0sqs3Wq63OY0VDX6+/LYlLK/3v+ZzGIhm2dUb5YWuCKPJPNmiSjynkMiV5nSZm1/p5t/ev4b5lb89VqiGYXDs2DGeeuop0unZhbsAHo+HTCYzZyNbgJqaGj7xiU+U/+/u7gZAFEUkScJqtRIMBmfJ3kZGRti+fTt+v59AIEAgEMDv9+P3+7FYzAEqm83S19dHX18fo6OjxGIxisVpEwxBEPB4PFx11VWEw2HGxsbo6upibGwMVZ3b2tZisRAIBKitraWhoQGXy4Xf76e6uvpylukio1icoq//G4yM/JiXN5M9E6LooL7uvdTUvhOnYx6GUUKSLjduvYzLuCAM7YGd/2JOuF8um6tfB1d/BhbcahKHVwAtVSLz0giZnWMYhdkBL2uzF8+19djbgwgXGrQsJKF/O/S9YGZUJk9AMXn+7cDMnpx5faIM/gaTUBRSpszLYoOTBvzglFrhg1a4cp1JokTZPNb4EXPSu/xdZiZDssL2r5sTXUM3M0f168xsT2oEmjfChk9PH3dojykZrFw4LUs7D4m5WNB1jfjYKKG6U713Ckl+8lefZ7h3iOvfcgOrr1pj1hE5Amb2opiBrifNTGL/Ngi2wKr3m9furjj3wX7DMAyNZPIAsfhLzGv+/fLz+OTxv2Fw9Hu4nxBZctOXcB/8EygmKaz9CPY7v4ahGgz/9UsIRYM/aPt7fvLhnyOLMmq8wLNdT3NU6OK2lttYGl56cU9YU2F4t5mdTQyYhCoxaP59TghQuRiu/yIsuM0kZP9xA0x1wYcfh5pTTXQP/ojUTz75qmuOLpOjNxH6Ill+/8H9HB258IyARRSo8NhI5BTyioYgwKeubeVzty18VeewbyDGv23p4ZmOyXOu57VbuLIlRHPYRZXXzruvaMBl++1UcWqaxoEDB9izZw/FYpFMJsPdd9/NggULsFqt/PrXv6ZYLFJdXY3X68Xr9eJwOMo1Qqd7MV1qGIbB1NQUhmHgdrtxOBxnzQKlUik6Ojro6elhYmKCdDqNrp99gl5RUcGGDRtYtmzZZbvzi4xstpfxiV9SLE4SG3+JojF81nWdzvnk8/04HM24XG3Y7TU4Hc04nPOw2SrBMCgWxygUx5BEO6HQ9cjyb++YeRmXMSc01XTi2v51M5J9GvOuhSs+Zk7aVt9vytReI/SCSnb3OJltI2ip0qzXLZVOwh9ZisX/Kuo+DcOUmUVOQqTL/JnqNJfpGvjrzd/De03J2esBm8/MELXfAbWrzCzABTqWXUwkJ8f50Z/9EVoxzyc/sBpL/xYY2cdw1oWAQa0jfeH8TLSYDVA9NSZBdARNUiU7zGyf1Tn9tyibpDYfN2WQ1ctMR8NLCC2ZRPKZksEjR3+fycnHqd27kjbrFMVoENW7nKm3OQhX3YLft4ap7x8hP5Fi6Jo8V18zbQzysac/xs6xnfzZ+j/jXQtNg4lUKcXmgc2sqlxFs6/54p98LmbK7IZ2mZ/n0xRFEEwjh+XvBm/N+feTHCHVtR3funddJke/zeSoayLN+76zi6n0dOTfZZX45ntX0RBwklc0skWNZN7M3kSzJX6+f5ieKVMe4LJJVHvt9Exl+fu3L+e+K8zISUHRkCVxhivcXNjdF+PvnzzB3oGZaVBZEljTGOCjG1uo8dnxO2V8Dhm3zfK/NpNQKBSw26frp15tz4M3GgqFAplMplxzdfDgwVkSQKfTyYYNG9iwYUM5g3UZFwfZAxPEf9JF3teDak1Sce06vMsXkEzuZ3TsZ0Sjz2Oco2B8bghIkgNDV/H5VlNb+x6CwY3I8mU3u8t4/WHoOqNdJxg8dghPMEx1axvhxuazrq+WShgYyNY5iIZhmHUQh35supKdWZti88GHHp2OOl8CGKpO7tAU6ReHUSfOKMIXwbWhFkd7EGuzF2UsiyXsQHJdxCCTYZhypKFdpntaLmr+n4uYNsvOENzwf0FXTFOB5LB5f2SHKdGTrOZratGUN502E8jFzNqdinZTule91CQBQ7vNY/W9ONOcAAAB3FVmZql6mekYV7HQXC96EqLdILvMbF3zNefO2JWyp84jah7XVQGh+RiSjZHO46i5FM2VMozux+h5nm8/FkPVBd7ZdIRK+ynppL/R7M1z+j6VsmYtSyljurvVrzMNIVqvNz8/B/7b/P1asPAuuPlLEGqFfAKOPmzWZ+mambFyBExivvYjYLsAAyldh2M/x9j6DxTHsww/Y9D40BNY6+sxDINCfgTbM3+Luu8lJkvfBEmn69pP4fK3sH7do+gFFcEmYRgaojj93H6q/yl2ju3k/sX3M89nlm28MPQCv/fc79HsbebX9/y6vO5QaogqVxVW6Y1jAHS5z9FvOTk6OpLkA9/dRTyn4HPIJPMKHpuFBz9+JUvrfGfdTtMNHj8yxjefO0nXxHT9y4p6H7cvq2FxjZe9A3Ee3D3IklovbZVu2io9XNkSojFkynKGYjn+7okOHj8yPmPfdlnkMzcu4P1XNuKxX84U/G9EqVSio6ODF154YVb9U0VFBZ/61Kcu1yddBBiqTuKxXrI7xswFAnhuacJ3feOM9YqlCBMTj5NOHSadOUY2283L5XiS5MZur8VuryGR2IemzV0XJwg2fL6VeD1L8XiWgiAS8K8zs0+YhF/TMhiGjiyffQy6jMs4DV3XGDxyCF3TCDc04QlXoGsaU/29VM9fUF7v2AubycSilAp5Tmx/gdTUtEqhqmU+7/+7f5q1b7VUYtcvHmLPLx8CQWDxphu45eO/D0B2rJcTD/8L6e49CMUkVlHHKqp45BKNrjj22oWmTGrdx0F2UCrkERCQ7TMNgl4e5Crlc0iyjGSZ/fwrFfJY7Y5Zy0/vpzSYJrtnnNyhSVDOmIJJAAJoBnKNC3t7APfVdW/eBs2ns1adj8HJZ0xCphYufHubD1quBdvpeZ1h1mCVCdxckkKBY8pCnuwOU2HLcH/LgfIr0aIDv8+B1HqdSXZarjelhXNBLZryP+scyo7JDvO68jGTIOZjpuuckgfF/G0oOSjmzP04fQjOIEg26HnOlDeKsnlt/dvOfk/cVaY74fJ3zzZ0ADMD2v8iPPuXp+rRTi0uCSQDf4jqfSs2bwxf5q9hZC+GIRCt/CVao5VI3SO4Q/Npavq4eWcNnZd23IDT2cyihX+H3T53dmb7yHa+ffjbLAgs4E+v/NPy8jt+fgcT2Qm+d9v3WFGx4tQ+X9/A8GVy9FtMjnb2RvnYD/aSLqgsr/fxqWtb+T8/PcQPP7qOtc3BC9qHrhu8cHKKn+4Z4pnjE6j6+d/ylrALv1PmyHASRTdm9JO8ZXEVf/HWJdT55x78L+N/FzRNY+/evTz//PMUCtODvMvlYt68eSxbtgxBEKisrMTn813OSLwCGIZB7Med5A+Z0VfBLlHxieVYa85fu1cqxchmu7HIXmTZj0VyY7FMbzcV2UwivpticZx05hiFwvisfksvhyBYEAQLul7iNPGS5RA+3yo8niV4PEsQBJmAfz2SdNke/jJM9B7Ywws/+C6x0WlJqNXhQBQlSoUCn/r2f2N3m5/Nn/7VFxg6fqS8nmx3MG/lGnKpBFUtbVz3gY8CpsPY8//1HeoWLOSln/2IxPhYeZuVt9zJjbeshf3/xdSeR/nBybnrJURRZN0993H1fab71sGnHmPz9/8NURSpbl1A47IVBGvrGTh8gOETx/jw1/61TIae/e6/cviZJ/BWVhKsqcNXVUMmFmGirwdNUfjkv/+wPNblkgkc3tljn17UKHTGKHTFKZ5MoCVnN0YXrCLujfV4NtUj2n4DDZsvZZ+j0zLA5JApBRw7BOOHzb/dlaZzWagN0qNmnc+srNNsjBSCHM/U01oJLdZBKCTIqxa+37uWee4YN89PYaldahpptF4P1SvmJhqvEXpOodCToNidoDSaRZ3KlWvNpKAd95U1uNZWIWZ64KkvQs/m6Y0rFpm1TL46k2zlonDwR6bJBZhyxKqlJolS8uY6ySGM1CiCoWEYoFoWIa27G7oeRYweIadtIqZ8DoswTLXtk6YJwi1fntnD6Qyk08fZvectSJKLTRv3IIrm+J1ImL2ZvN6VM7JKZyKrZLnj53cQL8TZ/p7teKxmtutHHT/iwRMPcl/7fXxg8Qcuwl1+ZXgt3OCy7uUNilRB4e+fPMF/7zQbkK5tCvC9D1+B1y6zuNZLU+jC61REUeD69kqub69kKl3klwdHODCYoGMsRW9kpivPaWe5M5dfPT/En925iG+/2Mcdy2q4eXHVxbnIy/itgCRJrF+/nmXLlrFr1y66u7sZGxsjm81y9OhRjh49Wl63qamJW2+9ldraS9zI8LcEqWcHTWIkgHNNFd7bmrG4LyyKbLUGsVrXnfX1ivCNVIRvnLGsVIoyMvITNC2L0zmPdPooydQh0umjgI5hqBjGTLMORYkSiTxLJPLsjOWyHMTvv4KK8M14vEtxOedfJsa/pdBUlVI+d+onTzoawRUIUjWvFTAzO7HRYWwuF+5AiPjYCKW8ScSdPj+x0SFqF5juWvPXX4UgSSiFAo3LVtC6Zh3ecCUu/8yeMoeffYpDTz/GoadNdzO3Q+K6doWQEMEy8P/Bd00JuE8UWVBRwlNVB6lRlNASSvYqJgf7iY0MlR3KAPw1tWAY6JrGaFcHo10dM445dPwozctXAZBPpzAMneTEOMmJmcoKMAnR6XN+7Bt/j6Zq3Pyx3yNUP52pEG0SzuUVOJdXYBgGyliW9JYh8oen64OMkk568yDZXWME39WOvS0w61hvGgiC6cLnCpsT/tM9hubC6azT0M5T/Z7M7RXJgyXUhBBoBG8t3Q89xOFf/5zi/I20fOZzkIviiHTxyWIWsWb5tNPeJULhZJzUMwOUhtKzjQQFECwiWqxA8vE+Us8M4FxZievGH2DdsBNG9ptNVutWzzakuPozsOvfTKv20QPmz+zdo6sCEfFrlLJtBMILcN30R7DtH7Fv+To+4z9wWPfD+t8zG9Oe41643Yu4cv1TZHM9ZWIE0Nv3T8TjO1jQ9uc0NHxwzm1dsost921hLDtWJkYABycP0p/qJ6dMy0hLWok/fOEPWR5ezgeXfPANJcM7E5czR29APHN8gj/7xREmUmYUySIKPPXAJlovgdNbrqSybyDOU8fGefrYBJOnapoqPDbmhV38n5sXsH5e8PKk5jJeERRFYXR0lH379nH48OFZr69atYobbrjhrE1qT0PXNTKxKJ5QBcmJcV747+8SrGvgynvfhWy7sL5YrxZKqYiuaticr4/zW+7AJLGfdAIQeHsbriuqX5fzOI10upNI5FkKxTEUJUaxOImmpvF6V+DxLCadPkYisZd8YXDO7d3uhcxv/Ryh0LW/4TO/jEuFUiHPSz/9Hw4+9SjayxwuV956Jzd+5FOAWTt06JknWLTxeiRZZrjjCJ07tpEYH8NfWYXT50e2OxjvOcnQscOU8rlZx6oOO1hZnaG9TsIopNl7Is3eqUpKugUw8FiK+KxFs4+mJpPTZPM1UQJEBAECNXXULlhEbfsiXP4AI10dZBNxcokE7kAAb2U17kCQQiZN956dTPb3UsyeKT0VcHg8eMIVuINhJEkkOjJEanISVSkhihL+mhpq2hbStGwl7Rs2ous6//aJ91PMZhElC+vveSfr7r4PyzmMa5SJLKnNgzNIEkDgvgU4V1ZeuLvdq8GlzBy9BhiGwRP/8jVO7n6J9375q1Q0mTUwE73dHN78JAuv2kTDkktXM/Zy6HmVxGO95PZOlJdZKp3Y5/uxNnuRK51YQg6z5+HBSbIvjaGMTwedrc1ePBvrzB5C50J6Ag7/GEMtUZqIoVlXUIoH8N3oJ/niIdI7D+K86iPkjxfw3tCI94YzmuX2b4Vl7zSzcq8ChmHQ0fE5piKbuWLtz3E6mwGIxrbR1/tPVFffQ339+866fbKY5NDUIZq9zTR6zfM6OHmQDzzxAQK2AC+864Xy3HLzwGYUXWFdzTqC9gtTRZ0Pl2V1vyXkqKBofOnR4/xo18zJxeIaL99632qaw5fW1UzXDU5OZgg4ZSq9l3bieRn/exCJRNi6dSuHDh2asdxqtbJp0yauvvrqOcn3SGcHm7/zL0wN9uOrqiEbj6GWTPIeqKnllk9+hvqFS2ZtpyoKw8cOExkeJDk5QXJiDKfPz9LrbqZ+8VKe+fY/I0gSm973Iax2B4VMhqHjhxk4cojRrg684UqsDgcntr0AAizeeD3r730XgerfXLarOJBi6t8PgQ7ODTUE3zb//Bu9QaCqOaYiTzM29jCJxB4MQym/5nEvpaXlAYLBjWeVaFzGGxOaqiCKEsIpSVIhk+GHn/+DGTVBFqsNq8OBy+enbvFSDE1n4PABBFHEYrUiWSxEhgdRi7PlY2fCLikErTkKmkxes5DXZDjVitUhKRhAQXvj17oGauq45j33U9Uyn+e+92/07t9jLq+t5+aP/S4Ni5edc/u5SJLolnEsCaFlFCSPFcfSMLZ5vovX8PkNQo6SkxNMDvTSdsWG8rJffOXL9Ozdxab3f4Qr3nLv63JeAIWeBLGfdKKfch90bajBe10Dku/sUmLDMCj1p8jsGCV/NFIuBw1/ZCn2BWfPBhqqDpLA4AfuJ7fvAJ63/yuoUPm7K7E2mMFFPaeAJCBeIkdgw9AQzmik29n1JYaH/4va2nexaOHflpdHIs/j861Clv1n3ddkbpKn+5+mpJf4yNLp5sDvfey9HIkc4f9t/H/c2XInYJKrgdQAi4KLkF+hlT5cJke/FeSoayLN7/1o/wzjBIC3r67nb+5Zesmaml7GZfymMNTXxzPPbWZwaLruwGWVWVoRQFBLGLqOWirhCYUp5XMcee7pWfsQRAmLbEEpFmlds563/tEXySbiRIeHSU6M0b13J8PHj6CWZlvmAqy4+XZioyPl7ue+ymqGjh3BMM5uU24eV2Txxhu46r734Q1f2v4Wel5l/Gv70NPmNYgumZrPX4HwJhwDNC3H+PgvGRr+IdlsZ3m53V6H17sCTctTW/MOwuGbLpOlNxAMXefI88/QtXMbmViUbDxG4VQG5d1f+gp17aYE7vFvfpWRzuPc+JFPUdUyn8TEONHhQU5sf4GhY7MzxqfhlEo0uRJUOdKUNImCJlPQLQSteZpccSrtGc5MjuRUmSPJOg4masiUzM+JNxRk5a1vYcn1t6CpCqmpKdKRSQRRwuHx4vR6sTpd5cCLrqlMDvQx2tnBaNcJCpk0gZpaAjV1eCsqycZjxEaHiY+OIMkyte2LqGtfQnVrGxartXxf8ukUqcgU6cgUpUIef1U1gdp6/FXVpKNRJvt7mOjt5tiWZ8mnTUe86vkL2PT+j5BLJHju+/9GLpkAYOn1t3Dd/R/F5jx34FOZyJLeOkL+WBQjP7sHnWCTsC8K4lwWxtYWQLS+hrHiDUCOEuNjfPczH0OyWPj0d36E1WFm7yd6zT6AlfNaXzc1i6EZjP3dLvSMgiXsIPCONmzNr8yURksWif+im0JHDOfaKoLvWDBrnUJPjORj/Yh2CxUfX8743/wtiYcewv/+v8G+oB3XVbXI4den7rtQGCMafQG3ux2fb9WpZaNsf2kjgiCzaePeGfWtF4Kv7PkKeyf28g/X/gP1nnoAHut9jM9v/TyrKlfxg9t/UF43XUrPkO+dDZfJ0ZuYHBVVje9t6+efnu2iqE5P0GRJ4M/fsoT3r2+8LGm7jDctsok4XTu3cWL7i4x2dWAAqttPoaoerKeyk4aOJZ3EMHQM2YpYzIMgYshWLB4fJUVBKOSxFXOQjiMV8qBrCIAgiOclNp5QBdWtbZzc/RIAdo+HUi6HfqYNuSAQrK3nqne+l/Gekxx7YTP5lOmEZLHayhkru8vNbb/7WVrXrL/Yt6qM+M9Pkt09DpLpWuW5vgHfrc2z1jMMg8n+XkZOHKeUyxIbGyE2YhJPu9vNtR/4KIGaOiyyTD6Txmp3IL2O9urp9HFGx37GxMSvUJSZLQHs9gZaW/6Qqqo7EYTLDodzwTAM8qkkuq4j22xYrDZESQLDKGdzLgYiQwM8/e1vMtZ1Ys7X7//7b6LrZkYoMthPfGKc5PhomQichiDA/AqNpZ4hrGoSVRdRDRGfXCBsy02XWDhDsOitsPI9pvvWaQcwUTKL0EOtoBTAFTaPe+QgAtC4fCWi+MYNGBRzOfY++gj7Hn0EpWga1bRv2Mj6e9/Fwace5fCzT+IJV/Chf/jWWZ3tXg5D0yn2JMkdniJ/JIJRnMO6XxSwLw7iWBRCsIoIFhHJY0UK2BAdslkHc645xW+YHE309XDomcfxhiu58l6zl45hGPzn//kUTr+fWz7++wRq6i7pObwSFE7GiXz3KKLLQs3n173qoFWhM0bk+8eQfFYqH1hNsTuJJWRHrnYy9bWvkfz1czg2fAEkgdo/34CeTYIgYAm8MWvOksmDdJz4PBbJzdq1PysvP9H556hKkqamj+PxzFZ6nAs/7fwp3zzwTe5quYs/WfcngPnZuO6n12GX7Hznlu/Q4D2L2yCXydGbkhwZhsFTxyb428c7GIyZ+urmkJP+aI4rmgP8xVuWnNOm+zIu442I09aduVSSLT/4Die2vTCDvIiS+SDRNB3NG0AJVqI6XnktnWAYGLqGWMwjFXLYSgWMZBQJ8FVWU93aRnVrG23rryoXXA8ePcTT3/7mdPG0IEw3mAOalq/i7s/9ORZZRlNVevbuZMsPv0s6YjomufwBsok4jctW8o4//fJZJxiaqiBKr67PV7E3wdS3p526RLdM9R+vLcslDMNgouckXbu207lzG6nJibPtytxeslDV0koxmyUxMUZF0zyalq+iYfEyatsXXfCk7NUiPj7Kie0vMHD4AMVcnkImRTGfJNAWoWLlFLJjZhRckjyEQtdSX/9+/L61GIb+hp4AX0oUczmOvbCZnr07SU5NkIpMYbysr5ggihinmjMLoohsteH0B3B4vQSqalhz1z1UNre8ouMOHDnIz/76z7A6HKy7+z6qW9pwBQK4/AEm+3rY98Qv6du/d85tPXKRgDVHrSPNMv8YXvmMDK4om4THXQn1V5gNHcPt0HKd2eX+txTZRJztP/1vMxNuGFhkK2vuupuatoXINhuNS03bY01VOPjU4yy9/qbzZpLAzGAU+5PkjkxROBpFzyjn3QYAwcxGW4J25BoX1mYvksuKnleQa9zI991RJkf6tdcjbnnuVV/7XEhOTmBzubC7zHH/5K6X+NXX/hZ/VQ0f+fq3y+Ompipz2qS/3jgdvHKtqyZw76trEmwYBoaiM/qlHaAaOJaHyR+O4LqyhsDd8xn8nY+R3baNwEf/lIpP3Yd0gSY8bwRoWh5JMp8rhqHx4tYrUNUka9b8FL9vDQD5/BC5XC9+/7ryumeDYRgUtAIOi7neWGaMWx++FYtoYed7d5YNHb5/9Ps8P/Q872p/V1mWd5kcvcnIUcdYii/9+jg7eqMAVHlt/MltC7llcRXbe6LcsrjqcrboMi45sok4sdFh6hYupmfPLrb88Ls0L1/Fpvd/+LwPZ0PXmejtpnvvLmKjQ9S1L6F1zTr2Pf5LunZuQynkUU7VFYiShK5prL/nPq559/2z9jU+Ps6JEycYHR1lZGSEbDY7ax2r1UpraysjIyOkUqlZr5+GxWIhGAyyevVqamtraWhomPFdUgoF9j76CKIksfjaG9nzq5/R+dJW1t/9Tlbd9pZZEfhiLsvz//kfHHth2oktVFdP3aKlODw++g/tJzU1gaqUcAWCCIJIYnwUdyDEpvd/mPYNGy/4u2woOhNf348ayZdtI/13z8e1rorRk52c3LWdrl3by2Tt5ZBkGX9VDaIkkUslUQr5siPY2eAOhKhtX8RdD/zJKxpzVEUhE41QzGVPSZdAKRZRCgWy8RhTg3307t/LRO/Js+5DkHSC7UmC7XGc4SJnJowMA1KDbhI9HgoRP4JkkI9JeCuqeOsffpHKU8XYul6iWJwkXxgikzlBOn2MTOYEssVHRcWtWG2VqGqSivBNWK0hdE1jorebgcMHGDh6kMT4ODanE19lNYuuuZaK5hYCNbVM9fcRrG+Yu5noJYRaKjE10MexF5/j2AubUYuvoCfMHFi88Xpu/70/PPcxFYWJ3m7q2heh6xrx0VF2//IhLFYrhXS6vF4+nSpbbAuCQEtbA5X6IMF8JwFrlqA1jyyaRM0A8NYjXPMANG4we8nY/3cH+yb7e3n+v77N8HHTvdMiW1ly/c2svese/FXVHHnuaZ7+929gsdqYf8WVLN54PU3LV5UDSueDmihS7E9SOB5DL5hBB6OkoSWKaIlz13idCfnQQ1Q++U0ARm75I8Lf/GK5JkYZz5LdM45c7ZphEKMXVQSrdN4x5PFvfpWObVu4+eO/x/IbbwPMflFbH/wBrWvW0bR81Rt67mNoBmN/uxM9qxL+6NJX7BxoGAaJX/VQOB6j4hPLiT/cRbEniZ7pQG5aiesKs3Ypf+gQajSG+7prL2pW+DcNw9BJJvcTi22nufl3y9Lpvr5/prfvH6msuJ1ly/75jPUvrC9SppShL9nHsorpmr1PP/tpto5s5fPrPs/7FpkmEcORYRoqGi6To1d6A4qqRrqgEnaf+wFoGAbD8Tx1fgfia3CJ6ZvK8NWnO3n8yHjZ8bHCbePpz24i4HrzRAYuYxqqrpIqpUgUE8QLcQZTg/Sl+vjIko/gt/tnrd8V7+LhroeRRIk7W+5kcXDxRXkYaKr6iiRTXTu38fS3v0kxm8Xmcs9wZPKEKrjlk39Qtqw1DIP42AjR4UGmBgfo3buL6PAgqjK7rsfu8VI4Ja8RBAHRIqMpJSoam7nn83+JJ3QeZx5MspTL5XA4HDidTpxOJ/IZzk75fJ6enh46OjoYGxsjnU6jKHNHTSsqKlAUBb/fz8qVK1m2bBnSBU42zsTJPTt48YffIzExdv6VT8EdDPGRf/z3Wc0kz4bk0/2knxsq/69VCHQ49tJ7YE9Z4gcg2+y0rL4CTyjM8a3P075hI23rr6KuffGMiZRhGCQnxhnt6mCk8zhDx44QHx+dkS07jWBdAw1LltO0dAXDJ47hCYZoXLaSisZmCtmMuY8Txxnt6iAxPkY2EZ+1j7kgiCKNS1dQ1dLG7l/8lGBdPY3LVmJzuIgM9hMbHSYdnULTCrjrslQsjeGqLCDZZksl1byEkpMQRBm7y4FgLWFwdqJ8JgxNJN5VycguH1rx3JMNSbaiqebnyeULEG5opG7RUmra2qlsbsHpvXiT/EwsysCRgwwdO8JkXzfRkaGZcs8zYHO5WXXbW1h63U24AkHUYpFiIUc2FiOfSZOOTNG9+yWGjh1GP5VNsjocLL3uZpbfdDu6rpEYHyPU0EhqcoLY6AjxsWF69+8ll4yz4R3vZd9jvyjXw8wFAYNFvknWh4YI2mYT75zgYc9EJccSFeQ1GdlmxxUI0L5hE4mJMfKpBE3LV7Pi5tsvKDvy2wbDMOjeu5NdP/9pOXAgCCINS5YRrGtg4MhB4mf0gnL5A6y6/a2svOWOV32/DE3HUHT0ooYWL1DsTVLsT6KMZtGzCqJTRvJaEWSR0kgGtJnjg1znxtbiw7miAmUyR/ynXdjm+6n4nemJ6cQ/7UeZypnmAq1+VEXhyKNPMLD3ADe/65O4lpsW0jsf/jEv/exHXPHWt7PxPXPbQr+RMUNS98Urz2mCYeimNbsWL+BYOv3cm/y3Q5T6U/jvbkUvaqSe6EedOIrvthCBd53D2vy3CAOD/8HQ0H/R3Pxp6uveC4Cqptmx82b8/itYvOirr7hP3kBqgIOTB1ldtZoGjym1e+bEM9yy6JbL5OhCbsB4soDHbiGaKfGh/9xNXyTL21fX89mbF8xoaqrpBsm8gs9u4YuPHOUne4doCDp45NNXn5dMnT7O1pNTHBtNsaMnSl8kS0mb/cBvDjn54UfX0xB8feyC34zQdI1EMUGylCRVTFHSSlQ6K6l2VWO3zJ6IKrqCLJqTa1VX6Yx1sn9yPyWtxNV1V7MwuBCAVCnFrrFd7BrbRUEtUOWqMvcp2emKd/GRpR8hYDcjRT88/kO+tvdrqMbs4liA79/6fdZWrwXgmf5n2DG2g654F4emZjq2vbv93eUu05lShqn8FPWe+vL5ng9KscALP/wuh599irpFS1h921toXbseXdN44l++xrq3vYOqlmmnM6VQ4Pn/+va02cEZ0jJBELHYrCinGrne/PHfw+5ys/uXD58zA1DVMh+rw8lwx1EMXUcQROxud7kGoWn5Kt7y2S9cUktsVVUZHBykq6uLdDqNpmn09PTMIk0+n4+rr76aVatWzSBcF4pMLMrYyU5GT55AKeQp5nKUCnmKuSy5RIL42Eh53eYVq3nLZz+P1eHEONU75UwCq2sa8bERYqPDZE5OEj4SRDjlyDWR72frxMNoL/t8Ldiwkds+/QCy1WZOogVekexMLZWIDA0w2dfD0PEjDHccIxOLnH/DOSBZ5DKJmAv1i5Zy1wN/gssfMCOmE2Nndfwr5XOkoxHS0Qi5ZIJcvpcCe1CEDnRp5LRR2ZzQVVCyMvmYDcmq4akzJ+2GMbN1iKHD0NYqigk7slvB6lJAENCSzchiFZK9wGTvBEr+3PKkynnzufKe+6homocnHCYxMU6gpva874NSKhIZ7Geyr5fJ/h6TrJ7xeTkNu8eLgJmpOV0Lt/zG21h+462ziLamKuSSSdzB0IyGo0e3PMuhZx6f4SQn2+3l7/bLIYpimVBZBI0Ke5ZKe4agNY/A6fEBGp0JgrY8BiI5KcC4GkIsJonnJHozQQayfs75Zp2C1eFg1a1vYfWdb7uoZPPNAsMwGD5+hN2/epj+g/vKy0VJon7hEqwuFyMdx8pjqM3p4iNf//Ylv1d6TiF/NEru8BTF3kTZUe005Do3lqAdW6sP95XT3+XBL20ll0zQ8ofXY611o2sa3/rIeygWctx2xSdZ8kd3AeZneuo7R5GLFoLvXYit0ZyvqbECxb4klrADW9MbV/1zPkmdoRtlm/XSUJrJfzmIYJOo/fMrQddIP/c86ReOEbz/fmwtfrRYgYl/2g+CTvUfLsMSvjgW1m8GGIaBYWjlbNLU1LMcPvIJHI4mrtowLeUcG3sEQZAIhTad0wVvLnSMdLC4fvFlcnSuG6DrBl/ffJJvPHcSSRBMGcgZERKrReRb713NTYur2DcQ49P/s5+JVBGbRSwbJdT57Tzy6avLNtePHBimOeRiWZ0PiyTSMZbi5/uHefb4BH3R2X0aACRRoNZnpynkYkWDj9+9fj5O62+v3vpS4JGTj/DnL/35nK8FbAHes+g9fGqF2V8jp+S46sGrqHRWEnKE6Ev2kVWmZVsfXfpRPrTkQ/Sn+nmy/0n+p+N/znrc+f75SIJERskQzUcpaHNPNKyilWsbrqXZ28yW4S2cjM8kFkF7EK/Vy1B6iPuX3M+d8+5kvn8+Lw6/yB88/wd4rV6ua7iOm5tuZkPtBmxniaBM9vfy2De+QmxkaMZyT6gCp8/PRO9JBEEo937IJhKko1NmDxFBYP3d72T1HXfz0y99gWI2QyYWnbEfdyhEJmouO7O2wepwsmD9VdQsWITL78cTqqCyuYVCxswwBOsa8FVU0n/4AOnIFEuuu+l1MQLI5/Ps37+fnTt3kj5DHgTg9/t5+9vfTkPD2Ys5Xw1io8Ps+vlPOL71eQA84Qqu/+DHiAwOcHzrc6y6/S0UM1kGjx9hvOuEKcez+Lmp9v3YJRfD2ZMkS5N0JHfOIEZWh5N5K9ew/KbbaVx6cXt55FJJRjqPM3jkEAOHD8w5YT+N6vnt3PTRT+EJV+DweJka6MPh8WKx2VAKBRxeD8VMlnQ0gmy3E25oes3np2k5IpEXGJ94hEJ+lFxuBN0wJ42GDtt31HBCMaifdDDPYuAMFygmrJRSXpbfsQx8R1Glo8zu0HgmREDHaq2k0v8e9OQSRru6GT95gtjoyJx9d2DarEOUJIK19dS0LaRh8VLqFi4hMTHGZF8PkwN9TPb1EB0ZmjNrdxq3fvIzNC5biScUZuxkJ6IkEapvKPfzigwNcHTLs8xfs576xUsBGO85yf988bPYXC5CNTWIWhElm6SUz5HKaty4oQZHqhs1OkBJl3hmfAGSoOGTi9hFhYxmI6WY+7eJCldVDLIiMIYkGICAYfOg2wLkcZIqSgxMaZyYshMruTgXCRJEkeYVq1lzx90UsmkOPv1YWU72ctjdHlbecidXv+v953h/fnuRnBznxPYXObH9BSJDA+XlwboGqlvbGDvZib+6hns//5fl1w5vfpKKxnkEauvKtTsXG4amo0zkUEYzFLoTpp24bn5+LRUOnCsrca6oYHDoKL/6h7+lsmEe7/nyVxEsZmb2xW9/D3U8x6I1m6i5c3rMGv3yDvSsStUDq5GrzWxYdt8E8Ye6sLX5qfjodEYq8p/H0Isq/rfOx1pjrqulS6jRPFLAjuUc1tkXG+eS1OUOTJLaMoRjaRjfzeaYZ+gG41/Zg1ztMomUUOLkpmsxcjkaf/BfuNatwzAMxv5uN3qq9Kpkem9GGIqGoRuzbMd1XSGVOoSqpgiHbygvf2nH9eTzg6xY/h/l5aqaxjB0LBYvWqqEOplDmcyVf6cjSVRVRbRJLPjCdZfJUdffbqFieQPWBg+2Vj+Sy4wMx7MlHvjJQV7omq3VFwUIO63kFI3nP7qBp0cT/OWjx2YQp5djYbWHJbVefnFgFM0wkCUBURBmuM0BrKj3sW5eELfNgmYYbGwLs6Yx+Jqkef9boOgKiUICr82LVbTSEe2gP9VPb7KXvmQfO8d2klfz2CQbFtFCppQpZ3Hq3fVc13AdAXuAqdwUP+788Yx9i4JI0GY2tlUNlXjhwiRCZ0OFo4ImbxNhR5jd47uJFWKz1rFJNjRdO2umyWv10uhppDPeiaJPR66dkpON9Ru5pfkWNtZvxGFxkJyc4NgLz7L7Fw+hqao5QVNKYBimJGgOudvLcffn/oLWNVcAZv0QgsDYyU6OPv80J17ailIwo+92l5uVt91FOhrh+Avm5P7q+95XtlZ9M0DXdfbt28dTTz2FekajSkEQuP/++5k3b95FP+bA4YM8/e1vkpo6t2GCTXRyc/39uCQfJUeJ/NVwfOfzVDbPI1TfRKC6Fn91DU6f/6Jq8Y1ytnD2PjPxGIV0ClGSiI2OkIpM4vIHcfn8eCsqyThURjOjxAoxksUkqqGSLCYZTg9T467h/sX3X5DN6oUiU8ownh1nID3A1uGtbB7cTLEUxyYapDWRM0VoN9ffyOfX/AlBVxjJMm2KUSxOMjb2M8bGf4GhK4iSk2x2bjc2gEDgapqbPonfvwZRtJHPpIkM9DHW3cXUYD+xkSGiw4NoZ5FzXih8VdVUNbdS0dzCshtuweWfOTlSSkVO7tzOoWefZLTzOABXXrWYq9fWwdghunbv4NGBFoyzEJWrwgNsqBjEMCCp2IgUnaRLdo6mqpgsmO+RgMFS/wTLV7ai1G0gqocoDuynNyIQGRqeRQwlyUL9kmXULVxMLpWid+8u6hcvNSWH/gAun59QfeOsa4kM9nP4uacY7exgaqAfXTtzLBRoXLaC+WvXUz2/nZO7X2LJphsI1jW86s+9YRhm5uXUZ72Yz2N3ubC7PW/YupbJ/l4OPfM4x7c+P6MXVFVrGwvWX01t20KsLhc//Nzvl1+ze7z4KqoQLRLoBguvuZbVt7/11Z/EWdzq1ESBYw8+xcl9L9HkXESNsxWAUkjhkb1fw+0O8e6P/DX2eh/WejeCNLd8VU0U0VJFrDVuBNlcJ38iRmb7CNYGD75bmsvrjn5pB3ruwohU/JfdprvntfVYQqYKSC9poBkI9vPXQ50PpyV1gk3CfU0d7qtqy3PM7J5x4g+fxNroofLTK9ELBdLPPEuhp4eqBz5T3sfkP3wNBIHA+96LXGVKDWMPdZHbN4F7Yx3+O1+ZecobFXpRQ53MYSgauqJj5FVKwxmKAymUkQzoBqJHxhJ2YAnYMUoaek5Fz6kIDgvWWhdyrRspJDMy+CMyyS5aG/8YshJqskhmtJP8xAS2XAOienYFSLqYZfE/3X6ZHB1/4Ak8NvMLJNglbLc2sdst8OVHjzOWLGITBK4zJJ5CpQ4BF9B1KppoAZYicfDUo9ZuESmcIjv3rKqjwmNje3eEY6MXpnF/28pavv7uVRf9Wn/bYRgGj/c9zlf3fpVI3pT7CAgY54z6vnZUu6oRECioBQpaAY/sodnXTJO3iQZPA16rF7fVjVt2l3+7ZBc+m6/sogKmbG/P+B6eHniavJrn6tqr2Vi3Eb/dj6qrdCe6OTR5iMH0IGPZMcayY/QlesmqMycg1pKILhqolunr/oTlbtxdWaInunhpaZSRcB5vTsabteAqWPC2NOJorWV4qo/36DfgyMDUQB+R6BiqS0J3WdBcFqw1QSqWLyJHEUVX+MTyTyCdkgT1JfvI5lJMHD+BGwerrr4Zq93Bvsd+Sf2iJTMkehdaPPlGQTQa5ZFHHmFoeAgDA1mSufHGG1m7di1W68Wv+VMKBTb/5LvsO7iFYN6Bks/NkDW5XH6uq3o3bsOH4LBQ+bsrkMMXj3QahsFwepiOWAe7x3dzcPIgGSVDTsmRUTLM886jNdBKQS2QLCYZSg8hCiKqrhJyhGjxtVBUi/Qme9HRTRkEBqOZ0bN+HwUE7pl/D/MD8/FavTw78CyxYgyraMUu2REEgaJWxC27mR+Yz6qKVWSUDPWeeobTw/Qme3Fb3eiGzp6xPeyf2E9Gzcx5rDMhCRKaoeG3+fnqtV+l2lVNopjgyNQRfFYf8/zziBfiTOQmWBBYwOLAPCYmHiOX68Vmq6FQHCUW20Y22zVjv6Jox2qtBDS83pWEghsJha7Dag1j6Dqx0WFGThzjxI6tjJ44PqteqKZtIS2r1lI5r5ViPsfw8SNUNrdQ0TSPcGPz3G6BhkF0qI/DzzzG8Re3UCgUT91bg1ZPlNWBURpc0zVoqi4QLzmIlpwIgCFIpHUvWSlATgqQyEIsVaJYnBmYEdEJ2bIErHnG8h7S6oU5F17z7vtZf899p0711Y0BuqYRGx2ma+dLdO140cyqzQGrw0l1axstq6+gtn0xofp6RElGKRbIp1LkU0lKhTx2lxurw4Gm68SHBxk8doTe/btnZcNPQ5KtOLxewvWN1CxYyLwVq6lpW/iKr+NSoZjLcmzLs3Rs28J4z2xJ8+ki/dPZ/DOx6JrruPVTDyBZLORSSX76V1/A6nQiICCIAsG6Bto3bKRh8bK5zR7OIEcD119L4+bny+/x8//5bfY/8SsWr7iWtdW3U+yOgw5pJYbbEiivJ9gkbC0+bM1eBLsFwSohWkWsDR4k74Vne4q9SbRUEfviULl3U3bfBKnNg9jb/ATumZa2nYtI2RcFCX9w2kY6vW0EQRJwLAuf0wnO0A20dAmLz1aW1AkOC0ZeJfi+hTiXmT3vtHSJYl+yHJQv9vXRe/sdIIrMf/65MhGaC7lDk8Qe7MRS5aT6s2su+N68EaGlSmReGiGzcwyjMHft5MWGjk5eVgm1VRHRn8Fa5WUq24Qk2QiHw8zbdFlWx/HPPoHL6mQ3Gk9TYgsqp2Po9Yj8NQ7mCxKbUdhkWJAROITKdyhy4BQpEoA7kHkMMyL4Yaz8jt2F6LSAJBLXNPaXSgw5RKKVDkYLRZJ5lRUNPtqrvBQUjZUNfta3hF6fm/EGRl7N82Tfk4iCyPzAfFp8LWVioeoqj/c9zveOfI+eZM+c29e761lfs555vnlmBqWYJFlMklNzuK1uvFYvLtlFUS0SL8aJF+Lohs6CwAIWBhfS6m8lVUoxlB5iMDUIQHuwnYXBhRc10n0hMAyDvgN7eemhHzHW10XUW2I0XGA0nGcyUMQ4R824rJgPIEWe+6trESz8zvLfoaAWyCgZdozsYCQ7t1RKFERub74dp+zEaXGybWTbjPt/WgII4LP5+NCSD7EwuJA6dx2fevZTyJLMNbXXsDS8lPmB+WeVAF5qKIrC+Pg4fr+fbDbL8ePH0XWdlStXIrklXhh+AU3XODJ1hCd6nyCv5XErbq4Zv4aQNcSyZcsYGRnhiiuuYMmSJa+4HmkqN0W8EGf/5H52je3CZrFxS9MtPNX/FI/3Pc58/3x+Z9nvsLTYiKDpBOsayP9qlHxH1JygaAYnVk2y4d7bcMmvvPBa0RTGsmMMpgfpjHVycPIgByYPkCwlz7/xa4QoiOjn6TX1WmGTbDR7m1lZuZIaZw17J/dS7azGYXGwbWQbfam+V7S/DTUb+IPVf8DS8NLyMsMwKJWmiMW2E41tJRbbjqKcrR5LQpM8ZAUvh1hORNFIF1MouTwrfUtZ4V+OvS/NrqYxlletYEPNBny2uetFlGKBk7teYvHSeXDwf9D3/w//tr+BvGZO2jyWAs2uOA6LQqzkQneGcTjtOFwuZFmkIDrIClZymkByIkl6bHJO+Z4BqB4LWY9OqkIk2eakRvFhGU4jaiIFi8KUNY1Xc0BvFFdJJiT5aaidT0VTM6H6JmrbFxGsrb/oQZHExDhdO7cxcPgAwx1Hz2pKcSkRqKmldsFiatsXER0exB0IMm/lGkINTa9rECgdi9Czdzd9B/YQHRkiNTl53t5uYNYvCaJ0ViWB0+fnhg9/kvYN12DoOomJcfxV1Qg33FAmR9+9ZSP3fP9BgrVmn6HhE8foP7if1jXrqGlrR8uUKPYk0RIFMyMUL1IaTKHn5lZIIIC9PYhrbRX2hUEM3bS0NooaWqqIliyiJUogClgqHMgVDqSAvVzHczYYhkFuzwRqsohnU11ZspV+YZjkE30411QRfOd0o9WRv9qBkVep+uxq5CpzvM0dnCT59ACOxSH8d7WgjGeZ+vZhs+7v/QuJ/vA4Rk7DsaoCVAP3hlpsLT7UqSkSj/wCQRIJffSj08f4489hbWoi8L73nrM3kZZVGPvrnWBAzRfWIf0GpYIXA4aqU+xJkDscIXdwsmzoIbplRIcFQRYRZAm5xoWtyYu1yYvotKBG8qhTeZREAcEqYnFZEZ0yk32jDOw7SVBzE5S9p7YXmYhOkVQy1C5ooLK1FsNdIG9X6ZyYpLa+loqKFHv3vRNZDrDxmt0IgnjZyvv0DfjHn+3hxwcjjCszB1Yn8HOLl+r1tYgemdSTAwiyiHtTPa4rqzGyKtuPjvNIxwR3zAuxpC/Lr0fiCMCdyOUi6blgbfLiXBEm89IYznVVuNfVINpf/xqiTCxKMZcjWGc+yAxdZ/DoYRqXLv+NW0NqusYve37Jvxz4Fybz0wXCAgI3NN7AjY038u+H/52B1MCsbe2indsbbuFtrW9jdf0Vv/GHlK5ppKYmEUQBUbIgShJjPV04XG5cgRBWp5NSLkshk6GYzVDIpEEQKGazFHNZhjuOUszlzCaAhjmIa6pCNh6jmDNrn0TJgtPnJxOLYHU4CC9ZyEhlgU7HGMP6JCW9REEtUtALlISzPHR+w3DLbjLKzIi+KIg0uBuo95gk9sNLP3xRj6lpGgMDA2SzWVKpFHa7nUKhQE9PD/39/eWC8pdj0jnJgeABMvLsDMT80nx8SR8Ww8KIc4SCVMCje/A4PFjsFpxWJ7cvvp0b599YJi2xQoxHex6lM9bJSHaE7nj3WUmIQ3KQ16ZdvdyyG4fFQbqYRtFKOHQ7743czlvj13H/8j/HJtv52nVfmzFpnwuZUoZtI9vYPLCZHWM7zkuCBATq3HU0eBoI2oP4bD78Nj9uqxubZCOn5tgyuIWuRBfpklmfZZfsFLUiBgbvXPBO3tr6VgRBIOwIU+2spqgVUQ0Vr9VLVsnSn5yWvfan+skqWdMwRS+RV/OoukpGyZT3L4syTd4m3LKbnkQPaSU957l7rV4+ueKTfGDxB+Z83TAMjkWPsX9iPwenTFKYU3K4ZBexQgzNOIv7m2TDZ/OxLLyMaD7K4chhQvYQDouDqdwUeS1HtWyw2qGy2GEQkDQcoinFfjnGFYHOghnZ7i+KnChIGKIDzdBQdAUBgeUVy7mq9iqWhJbgsXrM708pw8D/PMTksUmq1h6kWtcIaRrDw3UkM14kwWA870HnlY3ZKafClL9I0q2QdKkk3Qppp4L2KlpGhR1h1lat5UNLPsSS8Ctr4vhqoJSKjJw4znDHUYaOHSYyODBnzZfV4QBBpJSbbf1/Gh/9xnfwV5mW06pSIjo0yGhnB+O9J4kOD5KKTFHMZND1s5MxUZLwVVZR3boAf3UtTctWUrdw8Wu/0FcJVVFIToyRSybKHFgtFRnvOcloVwdjJ0+c08JflCwYuoZhGIQbm1EKedLRKLqm4glVsKazlzXPvQjAwzdtZP03vkX9onOPR2fitEtbsTtOaTRrkh9FQ88oKGNnf6/OCknAEjKJkqXCaZZNtPnLmaTzQS9poOqITrl8folf96AlSwTvW4Bot5A/ESP5RB/qRA7n2iqC71iAMpE1zRLOmCGLTgs1f3olhe44uX0T2Ob7odjN0Mc+juT30/LEs0g+53nJ3Msx8c8HUIYzBN7Rhmtt9fk3eAOg0JMgu2OUQlcCozT9/bE2efFcW499YXDGfdB1nVwuh9s9XSP38MMPc+LECd7xjnfQ3t4OwPDwMN/5zndwu9380R/9UXndEydOYBgGDQ0NM/ZxGoqSIBLdgqZmqK836xcvk6NTN6DhgZ8i2qZlKTZR4F6rnfsbQix492Ikl4yhGaQ2D+C+suas6V3DMFBGMqiRPHpOIXckQmkgjWiXED1WRIfFHACG07PcXBAF5Con1kYP9vYgcp0bPV2icDKBMpbBPj+AbYGf/JEICALuDbVntYM0dAM9q6DnVUSHBdFpOauOV5nKmezdkmH/7sc4vvV5DF3HEwrTunY9Tl+Al37634QbmrjirW+n/apNl7xIvqSV+EX3L/jWwW8RLZjyBpfswmv1Ei/EKWgFbJKNombKRuyqBXtRwpkXsBclfFkL7QMe7Io5CL7jT/+apuUrL+k5A8RGR+g/tJ/+w/sZOnoItXT+Gp5XA0EQWPuWe1l71z04vD4OPvUoS6698Zz1PFkly0RugonsBCWthNfmxWv1YpWsjGRG6E/205fso6SXytI/u2QvywJdsgvd0MmrefJqnoJaKP+dUTIMp4fpS/UxlBpCN3Rq3bX4bX4kUUIURHJKjp5kD6p+bpLWHmjn32/+d0KOEIZh8JPOn3Bny52vKkM3NTXFwYMHOXjw4Jw9kM4HA4MdlTsYc44hiRINYgMT2gR5zt0D6EzIyHxxzRd5KfISzw89f87rv7r6aqqsVbww/gLR0tyynpdjvtCM4jEYSA0gizJfWP8F3tH2jnIwQDd0OmOd7Bzbydbhreyb3DdntsYqWtlYv5FVlatYUbGCzYObuaL6CtZUrbmgjJRu6PQmerFKVhq9jSQKCQbSAywOLb5gB8XzIV1Koxs6Xqu3fH2GYTCcGaY73k21q5pGTyMHpg6QKqa4ruE6nPKrkxsahkFezXM4cpgfn/gxzw89/5qyXBICDVaVhXaNZqtOpWzgl4xZhMkwIKkJdBVEtmctDJRE5jIw8GUsvG1rLaIh8ItrRhGA+eNO5g27cBam73fBqjERKDIZKFCyGNhLIjZFQlYFNMlAFQ1UySDhKTEZKFI4ZYXus/rKxFlAIGgPEnaEsYgWskqWsCOMKIgU1AKxQoxoIUpenft7Ue2sZlXlKpp9zQBMZCdYVrGM9kA7Tb6mcob5UqBUyKOpKpl4FE8wjMVqwyLLxMdHycZiOHw+XL4AomxBFASyiTjpaITa9kUX5OaYz6QZO3mC0c4OhjuOMtHbfdZx31dVzUf/6dtv2P4zuq5RyuVRSgXUYpFMPMbg0cMMHDnA+Mmu82ad/IkUH316KwBbb9iE47MPEKyrp6Jx3gxXxFcDZSpHdu8EuX0TM5vWWgQkjxXJZ0Py20AzzKxCJA/qHOdrEbHP92NvD2AJOZD8NiSfDdF27vfaMAyU0SzF3iTuK6sRZHP90xkmS41JvpTBNMr4ywi5XcK5UCC34yfI825GGffiXFtF4O4Whh94AM9115E9VotR1M2MVIU5ZpWG0xQHUljrPWd14jvdxsG+OET4/tePeF8I1GiexGN9FI5PP9tEjxXH4iDOVZVYGtzE43HsdnuZxIyOjvK9730Pt9vNAw88UN7u4Ycf5siRI9x4441s3LgRgFKpRHd3N5WVlYTD52/9cS4kk0n8fv9lctTwwE+RHS6W1Hq5aVEVH7iyiYDLiqHpZyUVF4q5tNVaqkh23wS5oxHU0ey5zZDOAmuzl+B7FmLx2TB0g0JHjOzuMZTxLFqqNHufAohOGfvCIHKNC0PVyewaY2Ksh970IfozR2eufMYOznQcC9Y18JbPfv6iuElllSxd8S4ypQwFrUC8ECdVSvHjEz9mInfugnQAW0lkSZ+XRf0eZG3u98kdCHHDhz8BopkF8wTDiJJEKjoFhkHL6iteUzftVGTSdAx66UWm+ntf9qqAxWZFV7WXFRHPhmyzU9UyH5vLhc3pYuxkJ4IoYrFay/puQ9dxeLws2HANy66/5VWf86WEoisYhlHuPj3jNU2hJ9lDR7SDE7ET9CX7iBfixAoxYsVYmTjIoszNTTdT7azme8e+h9fq5Y55d7CxfiPrqtfNabt+GoVCgWPHjnHgwAGGh4fnXMfn81FTU0OoNsSOxA5Odp8kbUkjGALVhWoq8hWIZ0bcvXD3HXezd9teorEoLWtbGPAMcCJ2AlVXiefiRHIRMnoGfVbUYyYEQ8AQDARDoKpURWOhkXqlHrEooioqkiFhYBC1RYnaoxgY6IJO0ppExoK/5MWn+NDQ2B86SF4ya5Fsoo2ibgYL/DY/uqGjGRqiIJYzLi+HS3ZxTd013Np0K+3Wdlw2F8Fg8E1VD/abQqKQIFFMlP+PF+McmjzE7vHddMW7cMtuZElmJD2CZmjc0HgDNzfdTHugHY/Ng9viZjw3DkCFswJZlFGUJPH4DiKR55icegpNm52hVHToKIj0lyQqLCapcmBgjdmwFCzoVh1R1nHYNKweBV0TSI466UzJdLgUKgIlBjQ383yt+B01PNz3LLXuBpZXLKc90M58/3wavA2EHWGskpVMKYMkSDhlJxO5CZLFJPN88y6IIBfUAt2JbjpiHeyf2M+e8T0XNo5LtrI5zf2L76fJ14RdspsBmnN819+oyKWSRAYH6Nyxlc4dW8/oBScwb+Vqlt5wS7mBdvtVG98UfZtK+RzpWJRCOk0+nUJVSriDIbzhCuxuD73799D/53/GbZtNcvTdWzaS8E9PKh0eL5XzWgnVNeAJV+AJVeCtqCBQXYd9jmj+y49dyGbKzaIL8TTFQpZCLk0+kyYTM63805EpSoVpgm5oBugGhmZgaDpOwUNIqiFsryNkq8MmTdfKSSG7Kd1q9iJXONELKlqqhGi3mNmrkkbq6QGMgob7unpszT4wDHIHJymciGMUz8ggCphB7jY/OV+e/bsep9Tbh7R3H4H6hTTc9ylCbU24l5j1RHpJY/QvXwIdav9yQ1lBlNo8SOqZgXJG6jQmvrEfwWYh9J52tLTC5DcPAOC9o/kNo0A6E4aqk3p2kPTWYVM6J4K41EeuWaL1ysXlLNFDDz3EsWPHuPXWW9mwYQMA2WyWr3zlK1gsFv7kT/6kLFuPRCIYhkEwGHxV/QfPh8uZo1M34MWj/axrr8dmubg3WVNVxro7iY0MMdHXy0jHUTzhCm7/9Gdx+vwARAYGcKle8genKA2kUKOF6WZqVhF7qx9LpZPMtpHp5ae4iyCL2BcHKfan0JNzR6uKWp6R3EnGcmY9iNPixWFxEykMM5brQ2e2LEASLGy66X6i+igd27agFAtIFhlJtlDK57FYbdz0O59mybU3AuakPTo8iCTLeMOVjHQeJzk1QW3borI87zSORY7xy55fcnDyIJ3xzrNGYyudldy34D4SY2P0HdlPImNGG0QDRF3AUZRom/DRvnw9Tp+PI5ufonHZSpbdcCv5dJJdv3iITPT8fVgq57Vy5x/8McHa+vOuC5CKTDFw+AAjnccZOXGcxPjonOtJspX2Dddw26ceMMnlqX41uqaiKgpqsYjN4US0WBBE4TURtN8GZAtZNg9v5iedP+Fw5PCM1yy6BdEQTUKhVLHctpwVnhUUMgXi8TiKoqDrOhUVFYyNjc1wljsNv9/PlVdeybJly0gaSb539Hs83PXwDBdAWZR538L3cUX4CoLZIPuP7meoZ6jc88hisZT3XVdXxx133EFdXV15e03X6E50s7V3K8cnj5MoJBhNjpJTcgQLQZozzQy6B5F1mZZUCzZ9ZgZaEATcbje6rl9QpqsgFjgaOsqAe7as9Ew4LU7WVa9jID1ArpjjBvsN+CI+4mNxZFlG0zRKp6LdFouFQCBAa2tr2a5cVVUSiQRutxtZlrHZbFRXV+P1ei8TqZdBN3SzgP189yU5DLoO/S9Cx6PQ8xx5WWG8wsZUyErGbcG4RO6komhDFG20L/gSVVV3IAgXf3JxGvFCnMNTh+lN9tKf6ufg5EGG08OU9AvLqgsIWESLmZH0NLI0vJQWX8us4Eu8EMdhcVDhrKDWXUuDp4GALfC6fz41VaV7z04OPvUowx3TAUiLbEVVSgiiSLihifpTNu6h2np8ldUX3ABaVRQysSiZWASby02wtv7Us0ad27TjUuIMQ4Z9N2xi9K7biQ4PEhsdntMA4jScPj/B2npC9Y1UzmuhsqkF2e6g98AeevbuYrSz44JqpV4ZBCo8DdTa51Nna8Ujv7Y+QYJVxL4ggH1xiMzmHxP72YNM3Xc3+/fvRJvjeYQg4KuoJFjXwNLrb2b+mg3oWWWGxXju8BT5w1PYFwRxrTMlc3pRY/QvXgKmiVTyiT7SL5iBQMeyMKH3LSrvI/7LbkSnjGdjXZk0ndlT6WLAMAyMko6eVRBsUtmJD2Cya4TcI/1Y4ub7Z2vzY7muiq//8FsIgsCf/umfYjmlRHruued46aWXuOaaa7juuuvK+4hGowQCAcRLnHHNpZLlpunpdIZ5i5dcJkcXcgPi46MYuoE7GKTvwD6iwwNUty6gtn3RrH4BkcF+jm55luNbn5/Rof40ZLuDK956L62r1/Gj//vHNC5dzrq3vZNsIs5YTxcjR4+QTcRxBgLINhtWh4Pk2ATFZAarZiNorWZpYOOMyIfotOBcW0X+cIRMJMqo0csoPYwOn+RCU1MWSaa1Zg3zWY5bDuC+uhZ9lY1H/+bvmIqZEzCrw1nWcc9feyUOn4/efbvJJua2tXb5A9QvXsbye95GpzHIoz2P8tzQc3OuC2BVRK6LL+BqeRWjhw6dUV8jmbUhhoHFamXd297J6jveis3pIjE+hmiR8IYry/tRFYWjzz/Die0voKsqiAKpyUmyCdMuWxBFJIuMWioiyTJX3/d+1tx1T/kLqOtaWVZhGAYjHcfY/8Sv6N6z86wDtSAIVM9fwNLrb6Z9w6ZL2rz0zQSzYL1EJBJheHiYRCJBMpkknU4TCAQYGBggmUzidrtZvnw5zkYnW0e3cvLESVwJF8FS8Jz1ey/H6ZR6JBIhHA6zceNGli5dyt7Jvfyo40c8P/T8LNe0oD3Ix5d/nHcueOeMiVcmk+HFF19k79696LqOIAhIklQmSddffz2bNm066yTMMAyip3o+RSIRnnvuOWKxGOFwGK/XiyzLKIrClVdeSWNjIxaLhdHRUY4fP051qArlRIKIkmC4f4icUkCTDdYW5pGylzhkHSBfyJO1ZMlLeYpSkYScIGfLIesyDsNBs9JMW7ANWZJJppKkkqkyEXqtsNls1NbWsnz5clatuuywWYZSgL4XoePX0PcCFBKga+A6Q+qRGgXtLO+DZMVouopEy2JGnVMUEh3YnA3YQ1dwbOuTuJvNDLVWFMGwI9tlDCGHYSg0NX0SUbASiWwmnTl23lN1OJppavwd8vlhZNlLff0HkKRLP24li0n6kn10xjo5EjlCd6LbdDM0DApa4ay94F4pLKIFj+zhQ0s/xKrKVSwKLmI4PUzAHiDk+M2aH8XHRjj6/DMce/E5svHZbRvKEARW3HQ7tQsW4g6GwTCQnQ6cHh/pyBQjnccZ7epgvOckuWRi1ranC4qcXh+hhiZqFywkWNeAJxTGEzL7jF2SZ9O998Ijj5h/33MP/PzngFkLFh0aZLK/h8T4GKnIFOnIFMmpiXPfhzMgyTKy1YbFakV2OHG4PTi8XhweL+5gqHxtNqdrzrHYMHSiI0OMdnYw2tlBbNQkEwt962jxrGDIOIm7sYJGuR0xI6LHiyAJWBs8iDapbA5g6AZ6TkHPqRiKhrXBjSBG8L/1KgTZVNgc/MLn2NNxiLTDJDotq6+gdsEiYqPDxEfN5t3Fl9W7NSxexnUf/BiVzee25DY0ndJgGi1VxLmisrxs/O/3oiWLiF4rNZ+7AsEizkmkwMxIZbaP4NpQW+6tBJA7NIXktWJt8JR7Tp31PBSdzM5RMjvH0JJFUKefp1LYjvVUk97swQlE3ZTwBm5owlLnBkXn148+iuYTufN9d+N02JGtNhRFQZKki06CDMMgPjbKyLGjDB86QjoawWZ3Ybe7kW1WkvkoU0N9pKPTLXsKisKfPfL0ZXJ0rhsw2nWClx76HwYOHzjrfkL1jSy65jry6RQDhw/MaMh2Jjxh074xHTHfBFGSXrW7jsPhZV3DnVQrjfjvbsW61M+xbZs5/uxmxoe659zmtINOJhalVCjgCYYwNJ3E6BgNy5ax4rY7sbvcpJ8bIvWMeQ2WSgeliSwdqZ0cT7x01gJU0WIxScgZ0DE41JakpzFH1qae1cbXk7XQOOGgftJJVdyGaJx9Ijxv1Vpu+fjv4w6+8geboesMHDnIi//9PaYG+2e97vT5mLdyLU3LVvLsd/+VQE0tDo+XdDRCdHiwvF5FUwvzVq2hrn0xDp+P8e4uqua1UtE474Ijfm9mFItF+vv7GRsbo6+vj9HRUWw2G21tbYRCISRJYteuXSiKgqqqlEolLuZwoaOjiRoW6ZR8wAXj0jgJawLFoeCr8FEr1uIRPEzJU+S1PH3JPoYzs2V2lc5KPrj4g7xjwTvOWZ8Si8V46qmn6OzsBCiPGwCLFy/m7rvvvmBbb13Xz/kAUOJ54j87SalnZmBF9MhUfGKFWcPokikWi2zfvp1du3ZdNMIz43iiiCCYWRBN0876HjY1NfGBD3ygHAE83/W94VFMw/hRiPXAVCdEuyE5AqUMaEVQiyax0VVYcDs4g1DKwdBOSI2Yr7+SSLcggihBzSpY9zFY/DawzK5r3fHwg+x98vvY/UWKcTfv+MLXqW41LfINQyOfH0SyeLBZTRKm6yXAQjK5m7Gxn6MbJWQ5iCTaKRTHiEZfQFVnfsYkyUlV1duoqrzzVK+mi29VfyHQDZ2T8ZPsGtvFvol9HIocoqAWynWPAgLX1l9rOh6ic3jyMKlS6qz94E5DQEAWZUp6CZ/VR9AeJGAPEHaECTvC1Hvqua7+OqpcVVgl6yVpO6BrGpGhAWKjwwwdPczQ8SOko1OvukZVssi4QyHTnvwchgplCALhhiYK6TSGYVDbvpDWNetpWr4Kd+C1ZVBeKYq5HPExkzBMDfQxdarxcTGXpWHJclrXrKN17foZgc9XA72kkd4yhDKaJXT/YtPJb98uStuj1JVa6E0fZk/kCSRZpnnFaqqrW/E11RCsbyDU0IRlDhdSvVDg5MZNKJkM4f/6Pn2DvRzd8my5R53d7eGGD32chddcN+MzZBgGuWSC2OgwA4cPsO/RX5hZREFk0TXXsmDDNTQuW4lsvXD3OTVRYOLrBzDyKu6ravG9pQWjqJHZPoqWKRF423QrjfjDJ8nuGcd7UyPem0xydDYild07TqEzjmNZGOfyCgzdYODpY2jbI9iUmRlnDR1pDgMYwzCIF8dJKFPk1TQ5NUVOm/6t6iUqKpq54f0fp279stfUn0zPqRSn0kyc6GLkZAfjAyeZmOihULqwmmO7xwMI5Isl/vi/H75Mjn7wfz9HVX0DVrudYF099YuWER0a4PBzT9F/cJ+58hkRmVcCq93Boo3Xsfym26lsbsHQdTp3bGXbj39AcnJuPbbFaiNYV8+6t70TMIgOD7HnVw+jlsyaAtluL/c9ad+wiUBNLYc3Pzk7ioSZsm5bt4GWNetoXLICywVO4HKHp4j9tMssajwl48soCTItOVLWOBOD3RRzORqWLKN1zXrGursYPn6E1rXrcYfD/GjX9/i1bTcl6/Q986dlaiJ2wkkrjpKErSRhL4o4ixJOr5+KxmaueOs7UAp5UpFJcqkUwbp6cskEifFR6hcumTXQvBrousbR556hc8eLZOJx0pFJlDMa550PS669kds+/dnXdA5vRhiGweHDh3n66adflcEBmNm1YDDI6tWrcblcDA4OcuLECXK52a5SAMuXL+emm24iokf4h93/wNaRrRiCMVeN+nnhsDi4uvZqnh18lvn++Xxg8Qe4q+WuOeuj5oJhGOzYsYNnnnkGwzBwu91ks1m8Xi/3338/oVAIRTlVc/Uq+h+VxjIkftlDqX9mTzRLtQvn0hDONVUIXpnjx4/T09NDIpEgFouRz+fL0r9XC4vFck4CdCacTieKosw4pizL1NbW4vP5GBgY4N5776WpyXzwZrNZJiYmEEURr9eLx2M207RcYmOXWSjlzIzNxHFI9EM+fuonYf7ORSE5ZGZ6LhYkGequgPk3QsMGsJzxubDYoGqJSYzOg9joMD/4498rS3Suec8HWX/3O1/TqalqltGxnzI09AMKhcE51hCQZT8VFbfQ1PhxHI7X15r6NGKFGMPpYRaHFmMRZ36GFF0hWUySLqUZSg+ZDojJfuLFOAcnD5YNfs4HSZCY55tHJB9BFETaAm1cXXs1a6rWsCi4CFmanixPZCc4MHWAQ5OHyCk5bBYb6VKarJKlzd/GisoVLAouosJZcc5jpqMRRjqPM9bdRTGTIR2dJB2LkZqaPKuttmSR+fA//hu+yioMXWf0ZCfxsRGiI4NM9vUSHxshl0yiq0pZLaEUz56VC9bW075hI21XXk1FY/MF3auLDcMwMAz9ggwx5oIazVPojCO6ZZzLzXtu6Aajf7kDo6TN6GekTObIjcToHTrIkW1PMTUw29pfkmWqGucR1AVsCBgLF5CORkhFpkj0dlN8WdDX5nSxaON1bHj7e8rlE+dCamqSF/7n+3Tt2FpeZrHZaF6+iqXX30LLqrUXZOKRPx4l+gOz4bOtxYfv9nlYG2YbGelFFS1eRHBYyjI+LVUi+uMT6DmF6gemeybt+8pTVEWdiLUOZLvVdBEsmGOQgUHgrfOxLwoiumS2/WwzzoxETdqDMWW6lY4qPeyZeIqiMrue8uUQEGgLr2XdxntwtVRghGT606NMxSJEIuaPKIo0h+tpSYVxjoNgQLoYZSLbTyQ1TDw/TkqJzArEi4JE0FpDhbcRf6gaRS9QVPIU81kcKQ1fvoQ7GUdGQ3SHyMpOlj/4F5fJ0V/fcwv2s/QnEUSRxZtuYP0972Lzd7+Fr7Ka9qs2kolFGek4xuCxwyTGR/GEK2lesYqmZSsp5rJ079nJ4k030Lp2/ZwRAE1VSYyPYXM6sTod9OzZhSCKVLW24a+qmfUQyibibPvxDzm65ZmzkjRPqIJ8JoVaLOIJVXDjRz9Jy+p1r/qBVhpOk/hVD6XB2QXdyXkq0bYiG6+/FUEQ0A2dydwkzw8+z/eOfq9cfAwQTMpsOlhBW6gNWbAxOtAJCDQuXM6iK66lef1a3BW/2YjVy6GWSox2ddB/+AD9B/eTikxiczgo5HKUclksVhuNy1Ywb+VaWteswxN6bW4obzZMTk7y2GOPMTBgZhQlSUI7lfVsamqipaUFwzCIRCLl9LimaSiKQmVlJc3NzTQ1NeFwzNbBG4ZBMplEUZSyzCyXy+Hz+fB4PDMKLveM7+FoZFq7r+gKI5kRTkRPkFEy5NU8iq6g6Aq6oeOSXayvXs8dLXewqnIVDouDTCmD3+5/1fdiYGCAhx56iExm5oDv9/sJBAL09fXhdDppa2tj4cKFtLa2npMsaakivT87wLHeExQw7ZutSFRUVVK1sZVgQwUjIyNMTExw5MgRUqm5G0qLoogoimXJnyzLuFwu6uvraWpqoqamBq/XSzKZpLu7m7GxMaxWKzabjVtuuQVZNrNRvb29jI+Pk06nyWQyZQv0fD5/VtvzVwNZlqmoqKC5uZn29vYymTordN3M1ljmuJf5uDkuOk+NI8kRM5PT/Sz0b4dCCgpzS3/nhLcOKhZCLgLZCNi84AiA3Qd2L9g8ILvMv5UcyE7AALUAjiA0Xg3+enCGzMDaa4Ch6/z0S19kuOMozSvXsPYt91K7YOEriiyfD/n8INHoi4yOPkQ2dxJdnx0sstvrcLsXkcv1EwxeQ1XlnVitIVQ1SUmJIVu8OJ0tyLL/op3XxYQZwY7Tn+znWOQYB6cOEs1HSZQSpIopCmoBAwNVV88p6xMFEZfswmVxYWBckOlEwBZgQ+0G5vnmUeuupSvWxdrqtbT6W6l11ZabaZ8NSqFALpWgmMuhqQraqcBEVct8ZNuFqRVOZ8GyiTijnR2c3LODsa4TJCbGZq1rd3tYc8fb8FXX4AmGUUpFatva33DmEcpkjtJgGvuiYLnWJbtnnPjDJ7G1+Kj4+PLyuqktQ4h2C46loTkbuBqGwWRfD0PHjxAbHiQ2MkR0dMRss3EeWKw2atraWXr9zbStv+pVfTdHuzro2LaFnr27Z0i8fFXVrLzlTpbdcMt573/6xWGST/WX69Mdy8L47mzB4p8+H0VRiMVi+P1+bDZz+fHjx/nVr35FY2Mj733ve01567EoQw8exKm97FpkAUPRQRZp+PI15cXD/7WX/JEpHBY3mqGyc/LXDOfM5tiyxU7twoV4KirxhMK4HD7c3iBudxA9WmLH4z+hb/SgeS8FK15rCK8cwi0HUCWBnKiSExVcuo2AaqOk58mqSSbzA+TnMLKxyS4qg81U182nZl47tUsXYm/0l9/3QmcX8f/+b5KPPYYxR2A2o2ms6z55mRz9f++5G0mbHXkVRIn3/d3XqGpuBcyH1FwMXlUUJIvlNxJVmxrs5+Su7fQfPsBYVydg4AlXcuW972LJtTfQ+dJWxro72fieD57T2vmVoDScJr19hPzBKSalGD8JP8XTvh1cJazhG+/8VzSLzpH4UT701IdmbGeTbHx+4R9z5WArjGgwVmI43UVWTdLgasdpOeNDJwmILhm5zo1zSQhLhRMpaDOjXa7Xz6zAMAzSkSmc/sCcqfXfVuRyOQYGBujr66O3t5dIZLa5hd1u584772TZsmWvwxm+vshkMhw5coSxsTHGxsbK7jlzwWKx0NbWxtKlS2loaEBRFIrFIunxBEMvddEx2U1UPH9k7Wz7vvnmm1mxYgU2m41cLodhGDgcjovu4mMYBvF4vCwnBHj22WfJZrPkcrnXJO2zWCxs3LiR9vZ2qqqqULNx5P4t0L/NlKrFeiHeb8rZBNH8cQSgchGE2kwp28H/BtlhStrUs2SCrW4zm1PKTsvZZBfY3CbB8dTAtX8CDVe86mu52Di8+Ume+fY/Y7HZ+NBXv4WvsuqSH7NYnCISeY5odAuF4gSZzHEM48Kyk7IcxOlswSK50Y0iXu9KfN6V+HyrsVpf3yDYhcAwDCZzk3REO9g9vpvDkcN0xbvOalUuCiJt/jY6453l/z2yBwODdCl9Vjn5aUiCRKu/lWvrr2Vt9VpWVqx81Rb0rwapyBS9+3bTtWs7I53HZ8njXw5BlE7Nd8xqZkEQESWRhXsPc+OREwA8t3wRsXfeS7C2nnw6RXJinFR0EgEBb0UlnrA5SfaGwtPudeEKHF7f3DVDuoEazaOnFWwt002RJ/5pP8p4ltAHFuFYYgYslckcycd6sbX68Wy6MKOlMxH9/n8S+eY3Cdz/ASo+8xmzXuXEMbp/8J8YAR+hFavwVtdMX8Mpx76LNf8zDIPJ/l46tm3h6PNPUzyl0nAFgtz1mc+dt3eUGi+QemaA3H6zN6RhF6j8yHJsp+qA/vmf/5lIJMIHPvABWlvNuW3v8W6e/PGvqXaFufnK68kfjVAaMkmhYRNxLA/jaPQh17mRK50ggJ5VSKQn6d69g6G9h1iYX43fWklJL7Jt4mGKnhLzFq8m0Omj0t9Ew19tLJ/jXNK+Y1te5IXv/jv5V9qAXBARHD4Mh4eC3Yq7ppa6eS1UVFQQDodNqb8oUuzpoXjoEOpzz6MfnjZ9ElwutOZm0sEQKjLWTJpiNMKmZx6/TI4SiQRaNs3QscNlSZsZURln7VvuxRs+dzr89UIhmyExPkZFU/MldTvTDZ0HTzzI9w5/l8nCdETDqdkxoGwnDIABfsPLKm0xH43cSygx06xC9FvRE69iEiUKSD4r1joPotOC5LPhvrr2vLaVhmactR/UGxmGYaCM5yj1J9ELGnpBQZ3MY+gGosOCrcmLrdWPJWiHU9f3WrS60WiUgYEBuru7GR4eJp2eHS2bP38+3d3dOBwO2trauPHGG/H5fHPs8X8fisVi+f719PSUTRheLdxuN+FwmHQ6TTKZRFVVsynzGcPuihUruOmmm/B4XnkPqEuBaDRKNBoln89z9OhRxsfH8fl8+D1OnEae3sFhojkdo6yJNDitj5zHAOs5gIwKgoVmYwDpPLboFwIDAc3bQH7t76IvuB2LO4T9EhDHS4VMPMb3P/tJSvkcV977bq5+1/tfl/PQtByJxB4i0S3EYi+Rzw9iGK+GDAuIohUBCxbZhyjKOOz1iKIDBB2ns4Vw6Ca83iW/EWOIC4VhGAynh9k/uZ+eRA/JYpIqVxUbajewILAAl+zikZOP0OAxbdJPS3UVTWEoMy3v60v20RHroCfRc9Ymw3fMu4O/ueZvZkkGfxPQVJWpgT5GO48z3ttNOjJFfGzkrIZLZ2LlkU5u7DDrnTcvms/BZe2v+PiSLOP2hwj76qlsn0/L1eupmtdKqT/F1LePIPls1HxhXXn9xK96KI1m8FzfgKP9lRPv9JYtZLe/RPjTn8ISCGBoBomfPcrUN7+DZdkVGFddS7w0wXiqh9j4CEo+j8VqxWK14bYFqA60EHLU4tTciKKEYRUwZAOcIq6FlXjaqhDncEHWkkUyu8bIH4siWCUsPiuS3461zo1jaRhBNoPwSqFAx7Yt7H3058THRhFEkY3v/RBr77pnxvP+6NGjjIyMsGLFCqqrTWe7nt0dZB7pI2R4wCIQfGc7zhUVPPjgg/T39/OWu+6izdtE5qVRs3+mPnNKL8gi7o11eDbVzznP2vfYL9nyg//AIwe5tvo+XBYfRfJE2iIklAhDxw8jaAIBqRKLYCXnz1LXvpja9sV4u1yUjifwv60V19pq4vE4P//uT7h5ahFRdYLeRTF8VgulaJxsb4RSNo8maUhWC+7aMM6ABymp462tQ22oYCyRYHhkZOZz1zCoGRujpaeXiqkpbGcE73RBYKS+nv6lSxj1emdl94vFIv/v//2/y+To1dyA/w0oqAW+vv/r/KzrZ+d1DxIMgdXZRXxs4u00lWpmvCa6ZXy3NGObb07m01tHEO0S1mYvgl1CnchR6k9RHM2YE8CihjqVQzuLPflpOJaH8d7YiJ5XEWTJbHZrl1CjBYonYuQ7YigjGUSvFWudG7nGhW2+n0JHDPuCALZ5vvO6slwqaJqGqqqoqkomkzEna5pBoS+BPpCF7hzRTJyUkMNl2PEZTuzI9IuTOA07YcNjFj8KIHqt6GnFzLxVmc3o5BoX9vn+cnfvl8MwDLq7u9m3bx8DAwPkz1LI6/V6uf3222lubsbhcDA5OUk4HH5zF9z/BhCJRDh27BiHDx+eRZRkQ8KKhRIqiqAhiRJOlxOn00lNTQ1XXnll+QEH5ntVLBaxWq3ouk46nUaSpDfWmGUYpvws2g0Tx2DyuPl76sSMGp4kbvaynD2soMBpOdA0SfKRIkACOyVy2E8RJAMBgxJWRHRCxLCgIXlqcFgM5NQAVZYMJUMkXRIQ0dAQ6aORfurPOM40rFYrdrsdp9NJZWUlTU1NLFiw4A1DNMGsjXz4b/4vg0fNKGeovpEPfuWf3zBNRFU1S6EwQibbSTbThSBaqQjfgoFCLttLJLKZZOoQpdIUuv7K3edkOUQodC3VVW8lEFj/uplDXAqoukpXvIt9E/vYNrKNvRN7KZ3hXljpqORt899GjauG7aPbeceCd7ChZsN55XeXCrqmkYpGSIyPkJycIBOPoRaLKMUCtW2LqJ6/AN71LoLbtgNwZOVSsv/3T1EKBRweL6noFEeff4aqefNZdftbSEcipKNTHNv8DHbdScFWoJDJgGGwoeKtNLoXcTD6HJ2pPdjdHgIVtVxl3ElKi9ET7qB51Srq2hfjCgRITU7iDoZwB0LoGQUtWURNFMxmsacm/AZg5BSUqQTFgkYhlcZe46P42EMoPUcIfOj3EWx1FHsSGMXZQZmilmcs10NeyxKwVRGwVmK7APJe1PLEjQksIQcVLfPwVFeiDGfIH4tw1tiPXcRzZS2u9TWIPnPMN1SVZ/7jn+nYtgVRkPBVtrDk2g04fKZj347DR+kdGeWuu+5i7dq1ACQSCR78wY+4OttGMGmOgY4VFRgioOgoI0m0+HSWUJBVLFVe5LALS9iBa30Nkmfu71zH9hd4/BtfIWSr5dq6dyEbVvCKDNX1s+e5X6AUzm0MIkoSy264jSvvfRcFXecHP/gBWqLAOq2Rtrpa/Ff6ER0OBFkm/qtx1EkDS2gYbWwvhY4O1GgR1w1/iVHKknn8swhWK5aaaixtt6JjJzu1F04ewnKGZM4AdEnCABRZRpMkVIuFos2GEAxir67GWlWJ4vaQEEVu/aM/vEyOflvI0ekaEEmSiMVijI+P09jYWO42fCFIFBJ0x7t5cuBJHu97fEYDyWZvM+9d+F7ag+2mpbEg4bV48RgujC0xSCnoRe2UzaUOhhkhwTCo/qO1WEIONE1jYmKCwcFB+vv7GRkZKReDZ7NZrFYrlZWVhEIhQsEQLRUNeIsOOo8cJz0YoyHpx8rFiagJdgnPdQ04V1agjOfQkkX0nIqeU9CyCupUDqOgoRc1BIto2nmKAqLTgmN5Be710yTQUHWK/SnQDSwVDlRdIzEYIWnJMZmIMDExQSwWI5lMUiwW5+zFMwPT88UyZCRUdAwMJEQqDB8L1GpatCoszHxo6ujkKJG1lcg7NWxNXuR5XgrxLBPDY4wUppiMTPFyiKKIz+ejurqa2tpampuby/1uLuOVwdB00jtGGd3ciVHQsBoWZCyIp97Ykk+g/jNXYHVevNqRS4ZCEiLdcPIpGNoDugKiBdLjUEyZ0rdzwdcI3lqw2CHeR8HiZ1ehiR3ZRgrGpct6nx77VFWlWCye13DC5XJRXV2NzWZDVVUWLlxIQ0MDoVAIURTLdXRnmlcYhlEOdBQKBQzDwOv1Ip7qb+bxeF5VMGHHww/y0k//p/z/vV/4K+atXHOOLd64MAyDfH6QZOog+VwvJSVOVdVbwDDIFwaZmnyadKaDUmkSYw7Hufr6+wkGNmCRA1gsHmzWSmT59e9jdLFQ0krsGd/D5oHNPD3wNMk5pEVOi5PFocW0BdpYGl7KPO88FoUWvS4ZpjlxRp8jrr0Wtmwpv2QYBlqqhK5pWIMmqdAyJUb/eicAwT9eht3nJhOLMvjgbjwjLnqKRzie3F524JMEK7XOFgLWamySA5vowGZxYRVs2CxOrKL9FbV8OBtUXSk7qYk2iaClBos++x4bgkHJWiShTjER76Ok5rFb3ThkNy7RR1CqwSqefWzP2jNMysNMjfRjUSy4LD7qXe24zig3SOkpVK+OvcaF0+ah0J9CTotIggXd0MgoCVJKlEhxhHi+D7+sEnS6iRkqU4UsqVyG+vpmVtTfhGMsMPsatBLK0C6Uvi3oySGQJFxXXonn5puRa2uQ/H5Ej4dSTw+5/QfI79vHWCbBsUA18zzLafWsxCLKRAujbJ34GUXdfK8qm1tZd/c78VVUYmCYvTBPWamPnDhOfMx8XkgWCx7dQv1UnOpIDGthdhBFsHkQnGGMXASjaM5HRV899jUfQi/mKGz/2vTKknV2iwTZhfOqPwCrh8wzXyRnk8nYZCy1q9DtPpLpXkr5KSTDwFlUqUplUYqlyzVHF0qOThczntbd67pe7qfym4Tp5GIgiiKFQoFEIsHY2Bg9PT10dnai6zqyLFM440Pm8Xhwu904nU7q6upYv349siwzMDBAR0cHk5OTaIbGRHKCUraEaIgkrUmOBo9CCOZ55/HF9V+kxX9uD/65oJc01Kk8ebvK/sMH2Ldv36xC9vPB6/XicrkYGxtDFEUq8VFV9OLCjlO2I9usVKVcWIzZBCEh5Eg5i2QaRUbGRyhm8nhxYjEkLIiMiXE0DCyIiIaIIRgYGGinwjpOw4Ym6OgYJIRsebkAIApmMzUDRA1chp2SoFJEQRFegUX7HEToNEREXFYH6XNYUYqCiF2yYtFFNE1HRaWIel5HN4sgsaJuEYlsir74EKvsbawNL8ZR58Na66LQGUeudWNr9SNXOS9q47jfdhQ6YyQe60WdnBlBE2wi1gYv/re2mtrtNzKSI7Dv+3Dox6aL24VCkMyHlNVlmhosvAM2/O6cqxYKBY4dO0ahUCCTydDX10cul2PTpk1lc47du3czNTU1J7EJhUKEQiHGx8fRNA2LxYIkSVgsFqqqqli8eDGBQACn04mqqkQikbLLXzQaJZFIkEqlKL4Ct8pXCkEQsNls5b5QLpcLp9NJPB4vX0NlZSWVlZV4vV6sVitDx4/w07/6Iqd71C259iZu+/QDl+wcXyvODMy9FhiGTjpznMnJp5maeppc7uQ51hYQRRuS5MBqrcDtaicQ3EBd7bte0zm83ihpJZ4fep5Huh9h+8j2c65b6aikpJcoakVUXS2TA0EQsEk2nBanaR4hu1gUMpuDOiwOFE3BKTsJO8IsDi1mQWDBa69zOoMcFW+7D+ujDyJIZlAg+cwA6c2DuNZXE7inrbzJaXJU8YnlyBXm8Q1FwxAF9LyKGssRPTGA1p2FIQXROHeQQTd0ClqGnJomr2Vm9CRUjRJFLU9Ry+OpCCOkDVyiF7clQEZNMJHvZyI/gBG20LxiFaFTzsXB2npKAynyHTGMkoZc68Ja60aucpXlb3NBLSqkOkZJHxkh1j9EeiKCYAgoepHe9GGSypnBSQGbaCHk8SEqAVq9q6l2NJ/zOkVh9rFTpSjx0gQOyY3T4sEuuTHQ0XQVdAULEqIBYICuYWRPINpHkCtD5A8foXB02uwoZ7UwEPKRrGzAa/ETMFx4RDfW8CJC9trp9zDXw0uTvwRDIeDysnL1etqu3oS1oQE9l0NLJNDicUrDw5R6+yj19TEy1M8xm0DSZWa0ZFVj3lSCeekCzvp69FIJI5dHKxaxBINYa2uw1NRgbWhEbmwAQaDY1UXq8SdQBl7WOkeU0N0eSnVVqI31WB0NhLiKrB7nydH/RD3l/Lip6j5qnPPYNfUY/Rnzuj1ykGsq7yWSGeLa//iDy+Rorhug63qZdPT09DA4OIjNZkMQhLIEacGCBdx8881UVFzcmqR8Ps/o6CjJZLL8Mzo6SiKRuGj9TERRPK/zVO2CWt79lnfj9XhJp9MIgvCKslDFYpHu7m6OHTtGR0dHeXJjs9loaGigtraWY8eO4Xa70XWdTCZTzqiUSiWqqqoYHR09f5YFqPZWEvYGCFdXMBQZZWJyklwhd1HdtV4LREPAjoxXdxIy3KxUm09lEUTAoIRGzq4g39eIIAq4XC4K2TzZQo5ly5ah6zrRaJRjx45x4MCBV0wwgTIJEwxo02q4Qp2PAyslVLJCkYBxdiccwSZhbw/gWBbG3h5EtL45ajZ+0yj2J0k+M1DuUSQ4JUS7jL3Nj/e2eUiON0CUt5CC6EnT0jrWA/GB6f48C241sztjB+H4r5jdQFoAfwOE22HJPWY2yO419+mtB18dWC8+6cvlchw/fpy9e/cyPj5+/g3OAVmW8fl8ZTmrIAhks9nX1IvLYrEgyzKqqr5mW3VZljFyGeSRPkSlhK+yinf/xd/i8fl/I5mSXC7H2NgY4+PjTE1NUSgUKBaLRCKRMgmCU9mAU/Lg0+PsaWJ6+jl12kFRlmUcDke5lu7222+/ICt3RYkTiWwhEn2eQmGUUil6FtvxachygNORIV0vmYRBsCAIIoIgAgKCICGKNmy2KiTJjiQ6yRfMaLYgWJBEO3ZHLQ57PTZ7HV7PEtzuV15D81qRKWXoT/XTFetiy/AWuuPdTOYnKWoXn8z7rD5qXDV4bV6aPE1k1AyyIDOZn6SklbCIFlyyC6/Vi9fqpc5SQ4taT3u6CUeVF+mPPoX1qZ8BMPaJn+D58EYEScDQDUpDaXJ7J5Br3Wa/HEVDV3SMvIqhGxiKjp43VRt6VkHPKKb65GWQgnYcC4OIHhnBLhHvOESq/wT6kjYyhQTZQpLsieNEujrRvG4slZVlCaDV7kC0WGhctoK3PPB5dF0jMjjAQ1/+UwqZNLf97v9hwfqrkG12Onds5dF/+v+oW7iEd//V/1c+/q+/9nfkUkmuu/93qGoxewelYxFGOjtwBcM0tJsENJvJsOUb38C7ezcVPb0YioIiCoz53WTsVkTdQNINJF3Hny/izxVOkRZQRIGIx0nKF8LursPpqsPlrCEnqkyWRpgqjJBVEzgkD145SNhaSdg5jwp7I5Lwyp/LJQoMcZKkLYZdsGJJZtDTKjZbPVWOppnGWaegGxpj+R6EQjfWIy9gSSSQXuH4aQD91SH6KgMUBHPbGtVgodOPPZNFnIpgRKIIsowUCCAFAmipFOrYy9wVbTYKLc1MuG2M5DMkRTBeNk6KgoRVtFPQssg2s2XPQs86fEKYdG2anC2LUiyS64iwgmsYTvez4Vv3XyZHp2+AYRiMjo5y5MgRjh49ekETUEEQ/n/2/jvesquu/8efa+12+jm39+klM5MyaSQhgYTQxKAgSlMQ9OPXhgqiYvmgyO/jRxTxAygI2EFBilQjAiGmEEISSK/Ty525/Z5+zu5r/f7Y996ZydQkkwRwPx+P87j37rvOPmuvs8t6r/f7/Xpz8cUXc9555+G6LjMzMwRBgGmaKxK4IyMjbNiwgbGxsZOurPm+z44dO3jooYfYtWvXE35QX3jhhVx88cVkMhl27tzJ3Nwcvu9jGAadTmclqXs5fA3Aztr4ro9AoFC0rBY4MBAOEPjByvHl8/mVsJRcLodlWViWhW3b5PN5CoUCGzZsIAiClQfr3Nwcc3Nzxx1HT08Pb3nLW864xkkYhhw4cIC9e/fSbDZpNBrUajU8zzsjo+lolqWDt23bhlft4C20WfDruK0uQcsDKRIPiRBIKSkUCmzbtg3DMDAM45jV67DlE8y0COo+0paItmKgncMWJuUNg6g1GRzLQU4HGHMB8ZS7Ui9qWWZzGaMvQ2ZDhex5Azjryqf10Cil2L17N5OTk9i2TavVYmpqinXr1rF58+YV2WilFKZpIqWkWCyiZlyqt08SL7gYPsQ1Dx0ceQDJokXxRauIpjqEUx2CQ63j58YAAqyRPEbJIa77RE0f6RjIjLkiGJHd1kd2Sx9m//HS3T+MPN4oQkDhyjFKL1yFcIxn3uvmt5Kcn5kHE8OncTj5OX1/Usz0iSIknP86uPod0Lv27Pf3DNFaMzk5yXe/+1127tx51gsML3P++efT09PD9773veNqeo2MjPDyl798xUvV29u7Eja3bBh5nke1WqVara7ctxqNBuvXr8f3fbrdLlNTU9RqNXzfP8boOB3LNaIcxyGXy1EsFrn00kvJ5ZK8tTiOyefzZLPZlfDqmZkZOp0Ovu+jlFqpU1Wr1VaeC0qpJL/hGXq027ZNLpdbGV/DMFbk5wuFAr29vaxevZpt27Yd8z7fn6PZfADfn8X35/D9adqdnbjuAaLoxDL3Tx1JsbgFxxnBcYbwvCkss4yTGaJSfg6FwiYsqw/DOHWIbKvVYnJykrm5ObrdLq7r4rourVZrRWlSCLHyfLVtm4GBAa666ip6eo6ERVW9KgebB7GkScbI4JgZvr776/itDuWogO2buN0u91d20um2MTH4sdYLKNezxHHEXGeOOI5Ag6MsHG3zhZ4bcbBxlM01jUtZ449gYCRRFtpACU1Mcp76IqSsjl0oNerTjHws8dpN/9JniCvH5h4/qVEvWBgVB3t1CWswQpgd8hdftPL/3S98EeHhw4x/5G+wV69GdTqE09N077mH7LZt2GvWJDmbrovR7RLPzhJOz6BaLczBQayRYab9LkE+x6arX0hmafF313e/w3c+9ylGNmzmxb/4a8k+Jif5x3f/Lm67xev/5C8Z3ZgYy//+1+/nwG03UiyWedWlVxPs3Uvnrrv4TkbjmybnHpqn4ibGrGuZLBYyZGPNgJbITAajUkaWK5g9PRj9fVgjo1gjwxiVHqLFBaLpacKpKYKFRWbrixz22nQkjK/fxNbX/QyDF13CgQfv4/ZPfhJjTpMzS+gMbH7R1ay98jkIYHbXHh74+n+xOHmQeGnhomT1saVyOQXr+HC7o9ESomzEQnWStl+jGS5SumSMK97wM2TyBbRS+Lt3495zL/7OHfh79xHs3Us0N4fI5TAqZYxKBWt4BK+vl4drNQ5pTb1S4coXvYjnPe8qdv3X9Sz85fvpnzk+1P9EiOEhWL2KSVvycG2O2DjiRbOcDD2jYxjGkTlmZWSUsc1bGN28lf7xVSfN21RuRPWh/Tzy3Tu4+i1vTI2jd7/73ZimecwK2DIbN25k06ZNrFq1ijvvvJNdu3adUMnrTBBCrMgfb9myBcMwOHDgAPfddx8PPfTQcSuOw8PDjI2NUS6XVwyPnp4eyuUy+XyeTCaDaZorCfJnuqrY7Xb5wqNf4H0Pvg809Pg9NO0mz13zXP7i+X+BicnDDz/MXXfdxeHDp8kleAJUKhXOO+88XvCCF5yVhH6tNd1ul0ajsaKUtbi4SLPZTFZftSYMQyYmJti8eTPj4+Mn/VytNWie0iQ2qnoIS54wiVHHGiRoN8I/2EK1Q6yhHOZQ7lnzwuhYE850kFkTo2yvhEAso/wIb2cN96EF3EdrEDyBUMElhGNgjRWwRwsIK8nBUO0QYRvIjIE1kMMcyCIcA7PiIKwfLI+U8mMaX91L585jvRmll6ymdO2qs/QhcVK8dP6xRPBgcS9YmWR72E0Mntr+pAaQjiEKkpygM8HMJJ6fTG+yz/7NidR1tgL9mxIjS5qw/loY2HR2jucss+y98H2fubm5FS/OcvgaJJ5oIQSGYdBqtVZk6huNxorHZ3Z2lkwmw0UXXcTFF19MsVik2+3y+c9/nj179gDJBP7Hf/zHueCCC87qMYRhyMGDB7nxS//O9MIi2krCTaRpIIR8QsbT2cK2ba688sqVBbH9+/cfYzgdPYnv6elh69atxxhdnU5nZfK/uLhItVqlXq+fVPzlRBiGwcaNGxkeHiafz7Nv3z6y2Sy5XG7Fc7Vs0DmOQ7FoEgSzS8bpIbK5W1BKEcfJ5YLQGEaMaUImM0A281yyWUm7vYjmdiBEEKEJgBCl3DOWMAdw7CEKxeuYmb54pSac53l0Op0Tzi/OFBuTEaOPisjj9wuaXpueXBlnXmF3BQ42ReVQ1FlyOCfNvdFoIhQRMTGKSMRExEQoXBHg4eOKEI8QTwTJNhESEGFjruzXIyASCkGSCzsg8qxehKs/9Da0gJve8gF0by8ts00oIjQaT8dkTYfNgxuRloHhWNy7eB9N3eIF617IxMBqZN5kTi/yrambGBge5qXnvgKA+W98g1s/8H+Z2jxBZ/M6Gt0azahNF5+s6zEy12bjZJfx2TaB9GlloZ0VNHPQykIrK3Ad8E2I7SK2cti+s8klOzyMpVPaXr+e3EUXYa5ZzYE9e1g4PIUZ+PQ0m2SmppGuy0IxR7WnjCpWaA1UGD0whVxcYN9ghXLXY9tUIr6jgJu2rsa3TDZd+jz6Lr2cvv5+mgf2cOvH/5bxrefy2nf92cr38tl3/z7t2iIv/ZXfZGzJ+1SfmWbvvd+jZ2T0mFzDZQP68Sil+NZXvsD9X/0yYSMJ2bV7+7ErfQitQCniOMIPQwLPQ8UKTIu1mc1sc7aREVliHRMT4WufaaNBtxyirRqT37sNrTWV4RFe/tbfXfGanQodRYilRfB6vc4NN9zAww8/DCTRQ694xSvYsmkTtU99ivkP/hWq0wEpaW3ZRKOYo65j5r0OOgiwI4Udx8RC0Mo6REfPVYRg3YWXcM5zn8/gug30jIw+6QLCyzwVPYIfKuPo937v91aKYR2NlJLXve51bNp0ZFKglGLPnj0rRRQPHz688uAaHBxkZGSEdrvN/v37T/lAy+Vy9Pb2cujQoZVtR0v1bt68mec///mMjY2drcMFYH9jPx+670N8ff/Xj9n+ivWv4I+f+8fHJXc2m006nQ6dTofJyckVqd5ut4vneYRhiBCCcrm8spI5OztLGIb09vbS29tLsVhk7dq1jI+P/9Ak0P5PQytN3PAJ57r4u+soL8YeLyQGTd6i/qXdEGviTohqBSf2OJ0Bma29FK+ZwBrOJ8aa1s+aoiCQ1MPx2+BWYf+3kr/Pfx2URvAPNFn89AOoWgRLghjCNuj5qY0rldkBiKOkno7XSHJ3oiAxSOwCoGHusUTdza1Cew66VZh9CFrTEIc86cFcZsNLYO1VSWFTaSa5QL3roDCU1PdJAU496fj2t7/NrbfeurKAtX37dl784hdz//33MzY2dvoCtmfAvV+/nv/+x4+CEFz3G79D4HY579qXopTipptu4nvf+94xuaRPBsMw2Lp1K1EUrRRtVkphGAZKqRWv1LLXolwuk8vlyOfzbNiwgXw+j2VZK+GITwalFJ7nrXhODhw4gO/7+L5Ps9lcqaX1VI/1bFHpcTjv3BFKpZhM1qXVPEAY3QHaJVZdtD42xE0pQbMxRLM5QKPZj2O7NBrDeF6BoxNBV8cDDKtEYKhJl7roIpbDrEVIICI8AjrCR6+8TSOEwjAihDxqfqEFUWSjtcFQXKZIFoGgjYcvQiJifCICER61r6cHjU6MqAzIrKQW1oiDmN6gF9dw2V3aTdfsEsqQCxcuJBfniAoRGZkhDmKUp5DIpD6UAUgQ4Zl3OpABHbODa7iEMkSLpD/5ME8lqGDqI3McT3YxvQajM4usPlxjaL6O4/s0SkUOjBaZ7S/iZ/NEdpbYyqPNwlJo5hEiQjw9Q0fWqWZdFgod6pkk38mJLWydoRxUGHKHGF5wKC5UMUo99Jx/MeVymfHxce75xw/TrVf5mT99P8PrNxLHMQ/f+t/c8NEPMrH1PF7zrvesfN6//N5baS3M8+Nv/wPGt55LvV7na//xZfY89hihaSey1FGI1axhdpoYnVZiHB3zHFk2Ho6eowqEYWHlcsRaEbVbCHTyBQC6d4DR517Dhs2b2b59O5ZpJWH6p7gPNBoNbrvtNu655x7iOEYIwUUXXcS1116Lvu8+Zt/zHoLdycJT5oLzGfnjPyazZcvK+5WKqU0dZm7fHmb376U1P4fbbuG2msRhwPpLLueCF/8olaHhk3XhSZEaR0sD8MlPfpK+vj6y2Sx9fX0rnplCoYB1msKfSimazebKQwOOPGSXKxEHQYDv+8zOznLgwAEmJydPunq2HI+9XJzrbHGweZCPPfAxrt97PUorBILz+pPinb9x0W9w2chlZ/XzUv7noiNFVPUIDrfw9zSQjpF4jQJFVPPwDySqfjrSEJ18JVVkDLQXIzIGMmsmr7yFUbCQeRtzOIdRsIkXXYK5Lnp6B9rtEkar0FHiGZMZE5kzyZ0/gDWUQ4eKuNtBxB1EeQhpSYQhMEpgZBUicuHAd+DhzydhafUDx/VLGxliZy1BqxdTTGOJfWicpBidoRA6WlqmJiksGi6FZQkj8ew8FaSZeHs2vgQqq5b234XOYpLrY+ch15cIIRQGk//3rAHj+yDX6QecZrPJjTfeyP333w8kq5/LQg5bt27luuuuI58/dQX7k7H//nv4/HveBVrzvJ9+M5uveTEHDx7k4MGD7Nq1i3q9DiTe9/7+fnbvTurJnEnu6NPJ0RMjy7IoFAqUSiXe/OY3P+V9L4epL7+63e5KuPjyotxyCDQkyoSDg4MYhkEmk+HRRx9FSonjOCveJtM0V0SLcrncijE2Nzf3pEMKLcult2+S/r6DlCtzGMaJr3GtDAgzqCiDDrPk/F7K9S1k6xsxwgLENjK2UXYLt7IreZX2E5kdlNVFixiMCCFO3EetQWuJUpJqdZxGfQjXLRMEDiBw3SLLE91lHMfBtm0sy1pZ8FzOEzMMA9u2V8buOc95zsoi8tzcHNVqdUWdcTkndnFx8QmHu58pMTEGBm2myAcBls7Qdhwy9BAT4xs+2Th7WsU6jSY2Y8zoyd0TlYa22aGeWWTAGyAbnzh0PEYjY4e6U+NQcS9tq01AzIt3/AKmNtk5/jX6/D6ycZZ8fYxsMI453MItHqbZbCJbbXraL0QIyUVvKNE/2IdlWVz/ns8T2KswBqp0zMXT5qELZZCJsvT1RhQdByP0md15MWAwsu4+Ws0pGq0WXjCEkTkHnzka5kF6Fmdw0Jj2G5BkqfZ/l9hM5q29eh3G7DhrL+jnR3/l/JXP+sT/vp12zeOS1/Yz357knnvuwWz3UmhuxKoEvPKtl9DT7TL3F+/jltp23NwgF+z/FBt/8SepvObVTD5W45Z/28ng6iIv/YUjxW5v+KeHqc90uerVGxnZUAFg7kCT73xxD5XBHFf/9JF8wO/+5z5qM13Ov3ac4bVJHcbGvMv9/z1Jvmxz8Y+sWWm763uztBY9Vp/bR99YslDodUIe+s4+Ln3x5tQ4eqalvOM4Zt++fSwuLrJp0yYWFxd59NFHGRgY4JJLLjnjfJwzoeE3+Mj9H+HfHv031JLS2tXjV/Or23+V9ZX12NJOvTkpzxpa6RVDKtjXIJz3iGY7qHYAS2ufjnwUpfNARM74Nq66GIEmI+/EkY8CCilaGCLJN9DaItRjBGoLkR7HknuwxD4kbRAxBnWEUMS6iMbCoIE4A3VBvZQ09nRcLVpI4uFrYOQi5MAwQmpE2IWe1VBZk/zM9hxXrC7lmefQoUNcf/31xwlD5HI5rrvuuuNyZE7H3P69fPpdv0vouRSHRtDbLmH6cUnHhmHw4he/mEsuuQQpJV/96le5+OKLGRkZWamDtfxMGR0dpdFoUK/X2bFjB/V6/aRemCuvvHKlftbOnTtXhCmSULRj85AMwzhjQaDR0VGy2eyKcqppmmQyGWzbplAoMDw8zNDQEOVy+aw+706E1hqvHVKfcwncxGPmtkK2PPf4nBit9YoAhRCCarXKoYOHmZmeo1pdZLG6SBB5J1UYHYiLvMgZIqzsxa3sot37MCpzvCz3s4HWoFQGFRcRqgi6jC37MfQ5GGotC/vKtBcVcSxRoYWKFQ0L89wAAGe7SURBVHGkUbFCxZrekTzGkjpbt+HTbSUGarHPYdtVYxR6HQo9Do/eNUm33Wb1RRWEneS3HbrxTg7ubmL3WPRcPEGj0aDb7dLZV0XpPGq8gZeZQVYXsWcK2OKFoKqE3U8ihMHwQpfG+C/gZ/MEZo3IaWGGJUSQR5gBGggyCygUBgbENoiIWAsKBZueoWFmGvOoWhsRO1z7m79Gvdvi/p03Edy8FyljAqIliSRJSIiFBVrwwGCVjgUdW/D8fYPYImA6P8x3Ln8um6wOa3Y/SGH3FGhBabBI2A1xO6cIHdUCMyzw5fWfxjM91rGOSx95KTmvn8Bq4BUOJwac1gzOXwFaUB2848j5ppdUlY5CCEGmPYLjDVKZ+gIVr0arUmZy1ToC51iD2DRNlGcitAHZgDg6TdiolhhRhoGxCtJMin2L2RxF7zxkpc3Qc6KVvEqxYxOGcqj13UNkJbmtY7mtBHv7GV+b4ZL5L9L8z/8ErbnjOX9ENzfEK355E+PbxwHYc88cX/vbhxjZUOZVv30klPAz//cuFibbvPzXL2D1tj4ADjy8yPV/fT/9EwVe+7+PFAb+wvvuZnp3gx/5xXNZf9EgAFO76nzxL++hMpTjZ959+Urb//ir+zj4SJUXvnkL51ye3A/mDjT5xLtv4Xf+6cdT4+iHpc7R0UQq4nM7P8eH7v0QzeBIkur2ge38y4/+y7PYs5QfGOIwyT/pLMLemxJ55qFt0HcWvZqNw8m+9387Sfovj6PdKnz3H8DMQthZcu0fQWEheWqKYCdDa5OYAgKN1lkUOXx1Ad34KkK9CYgxxQymmMQQC2BYGJkAQ9ZRgUbFGZTKopWDUnkixlG6h8SoChDCX/ocB40JCBQleFydquz2gcTbNZxHxwphSczK8cVMU54d4jjmjjvu4KabbjpupXzr1q287GUvO6OCstWpQ3z6Xe/AbS4Z9kB37VZU5ljFv6GhIX7lV37lKfVZa0273WZxcRHP8+jv7z9GTOJMWK7zND09TbVaXfFaHV2/7vFFj0+FaZqMj49TLpcplUpUq1X6+voYHx9fCcs+Wf/iWNGcd1k41KY206XT8OkdzuN1Qto1j+k9DToNnyhQJ4xMvfaNmyn158gULBrzLl4nREWaOFK06z6ze2tEMy6lMKZkCAqGYCbU2ALKhiBnRHhGcj0bS5PqjLaSOnwCzKEczpoyetilk30YzzmAFx3GdQ8SBPNoHWNZfURRgyhqEccdThZCm8mMsWb1W+jvvwYps7juARrNhyDOEAU2Qddies9hZg/tRlrzCCPEylexizNY+YUzXlNRsYGQMVqZqDCLViZaSbQ2QEPo9sBSyQzD7iCtLjq28RtjWDPwI3/6WZQluOH3foJWfAk5Z4iCowhmDnM4GqXQXeCi4gF0J0Y329yduQS/kmf91GcoLRxGLGRYdC7ksXPeiOPNM7DwTTr5ElNDYwi9lUxos9gvKLTA8Y8dKzcncCsS7UBmIcIKYXEiw6GiRSOKKXY8Nsx2UFJzYKCX0BBEJozP78DUHt9b08PuYR8z9qi02zx/dw1t2ux92es57AdM+yEvv+PT9Hk2M4U1LBa2EEtB3t3DltouYuDhzT/GsG0x4AjcB/+dnC+QfSXWDE3g1qrMzs+ilqIllFAczB/kYOEg6xobGHdHyYznmOudoTnZpNKsUIhPHvZsZ7KU1m9kYXSUux59jB+5+3v0NppccN89mComkgZ7JtYQFnK0igXmhgbwssd7ubTWmEGI43tYYUwm8NHAYm8vkWOfcDFQqBhrcYEoU0AVE2+50WnhzM5DrkTx/HMZHBrgwvFxvJu/hfvALoyHHsDx6wAUXvhCnJ/7deTwGKX+DHYmWSDZPzvJnY/ey1RwiH3mY0y2JumEHQqLA+hAslg4hM5GOIZDTzzAmvY2ysUCvZttNvVs4tLhS5l/yKdd81hzfj+VpXIZzQWXR749RSZvsf1FR3KB7/vmQRYPt9l61Rgj6xMvU22mwzc+cS+v+93npcbRD5txdPvU7bz3rveyp7HnmO0vW/syfvuS32YwN/gs9Szl+5Y4hO4iHPoePPg5mLwzyXkREo6qFUGuD9ZclYRrmRl47D8To8m0k7/NTBL6pRU4xUTq2bCT/Tz2H6BUkn8DEHQheHLiJpTGYfPLYOYBmH8MPXoRFMYgbCOak9BcyteZeA6MnA9D58JD/w7dGtqrg9eF0hAQQ3MGNfFC/LW/STgXYvZnMXsyCEfSvu0w3QcXTxn+d6aInIn24+PUCk//RhKxkIyBUXawhvJYI3kym3qwRvNPq+dXac1DbZcZP+SxjsuNiy3mghBbCN6zaZy1OYdh2+I79Q5zQciFpRyrsz8ARW3PEtVqleuvv569e/ces71UKvHWt771lHV/Zg7u57Pv/n3CdmvFEeEPryboOZKvtmbNGp773OeyYcOGsyJi80xQr9c5fPgwYRjSaDR48MEHCYIAFWtU1yKKYgLZPG71+xg0CG2CjBN1VJklSwU7rqBaGZRroQPBaYu5PQ6BpiATQ8cRgo7SNOLEG1wwBIOmYMgS5KRIli7O5NoSJNflWIHM+grOOT3J/eMJXpdx7NJsPUzgzyUe4qX7bql0HtnsmYm7RGHMvvsXmNpZx22HNOa7tKstpHMYp3c3md49WPkFDLubvBwPEa8FuQjG3BPq7+ORruIFL98PwE3Xr0Fln9z5GgcZIrdC5JWJvAqxX0BFGVRko2MbvVSQNZCCxaJJNL+K/KGx09ZAOu3nSpjpt2hVTNbHkl5XEzaDlcef1poobmLlFrFyVaTVxauuJWgNJ4VOhUIelc8UmR0i6RJKg2a2TDxQoJxfYHbuFgo4WPGRtjExsYwJRHBCg0ijcbOKWp+N1fIZbJjcP9Ak7D7Ai++Z5nkPm3zlVT+RjMvsv/PQGpjsh/NaF7OuvhbHb3Dp7ffRX6viZjJ8/UdfBsCLvv4Neup1pNbs2rCBfevWsurAQc7ZsQMAJQTfvfQS6sUSdSfPfP8ABanIel0ApBAUSyUcy0I3G4T797Kh22V73xD+Y48RPK4GUeFFL2TgV3+V6cDl+g/8GeNbzuUnfvddHG4f5u8e+Du+vPNL2NGR54dAILXE0AamMo8LmYxFnLxkjNSSjMqwPruedYV1lLIlCpkCxWwRaUgiERGJiNiIMR6nILtszkQ6wo1c6guz/M6170yNox8W4+hA8wDv++77uPnQzcdsX1Nawzsvf2eaV/Q/Ea0TIYC5x5bUznYlymaNQ9CeTf4Xh2eubvZ00bMGLnxD0q/GIfBaiWS0mYHOPIxdCOf+FPhNkBYMbkkmEPM7k/eaxysEPhV0qFj4+MP4u+vHbC++cBWlaycIF1yi6Q4ikySmayCc6RItuom0u2NiFG1kxkCYElmyE5EJS4JK9h83feJOiJACYYikqLApieZdvN01/D0NooUunMoukwKj18Eo2piVDOF0BwyBUbIxKg5GxUFmLWTGQOZMhGUkdUS6IVEzIJp3iasuXivAE6ANgQEcLBh8acLiG1ZM/TTCP+s8jWkZ7DSSjj5XWLy+Uua6df3kSj/83i6tNQ8++CBf+9rX6HaTScPw8DCvfvWr6evrW3nwLk+W6/U63/rvb/LYFz6FDI+EqWXXbmLOKSKkZNu2bVxxxRVnXZDn6SAOFY15l07Tx2uHeO2Q2f1NZvY08DohgRuBSOrdLLPuwn4KAxbdTpfFyS7thZAoSMK3EueJRCT+WzQxklOH3mkUWsQEdgMtA5ThgzLoE1l6DcG4zNNPHnNpv0cTaY15CkNGAzJnYuQtjL4MVm8WazSP0Z/FLCfX2DMdmq61ZiGMWAiS132tLjN+SKA1a7MOGhh1LB5sdWlGMf22xZBtMuBYKK3Z2/U57CfCOZlWi9y+vdxhGRhGgzF1mFG1m574EJYIMGWEISP6WjU6u/rwVYZWrkC+t0GhXEc2JH17fDLBPJf81RQAN39uDZHIgCFQwgBbYTgeKjbRykQaAUIqtBYIofGbQwipsHILCPnEp5Za5GlzCdX2xSw0LiPugvA0JdOgYhr0mCYZx8C0JKZtIA1BHCqiQOG7ITN7GjQXHhd6KiIyvQfI9e8m27+bbN8ezMzxi3k67CVsnk9QHyFsCOIaqFaOVrCJkJPLZHtOE79nlsiooeIjn62E5kBPkT29krj7OUJD4Rtdcr5mdBEmqnlW1bJcsKvN+FySzxqaJjc8bzMPrjHZt2aaht8g1jHrG+sZ74xzsHCQfcW9rK07nL8jxhx6JQBXfPOzHBiEgyMGXu/5FIyNTFk7mZMPcPFuxcW74a4XvAaAV37hizhBgBKC2668kunxk9+bSvU6G3bvYWxmhul1a9g9sYotF27npW94IwCPfOsmvvypfyU7NkD9eRlu2nkT461xVrVW4einf3FNoXANF9d08Q2fQAYERkAoQ2IR43ouX//dr6fG0Q+6cdQKWnzs/o/xycc+uVIlW6NxDIdfvuCXedPWN2EZpxaWSDkLaJ3IKS8jZOIlac2CW4PicCKR/FSJQ6juSzw7Kk7klhuTyefFQSL7vLgr+dk49ATq2ogkZC70QEoor4KJy2D0wsT4CNoQuslrWcVt/rFEEGB5e+QlK56mnaijTVyWjEnYTQwZIcG0EnEC04HRi6BvQ5JT07PmqY/NWUBHisV/fRTvsSpYIrmeQkX+OcP0vGrj6XdwNvsSa+K6h7evgbezRnigSdx46oWgpzOCWwZNHikZ3N1rMJsRZ5TPNOAphl1FyxIEUjCbEcRHy99rvbKfXKQZ8zSrlOQFmQyV/hwTPTm+2G1jS8n6co6NuQwbcjaDztk1bp8NOp0ON9xwA/fddx+QiCVceOGFCCE4cOAA5513HgsLCzx47z1k9z2KER5RObvsJ17DBdf9BLfddhuXX375MTVtni28Tsj8gRbdVoDXDpneU6c63SEOk1yUOFSEfkx8Fryqp0dj5jVO1sJrxthFTYcFXLmAK2poeeS+W9AZLspuZEM4jOycWd80mhYuLeHhYDInmsxaDaoFl0wpx+rVq1m/fj2rV69eqSN3tlku17Gs4lfvdNjfdgmkJDYsAimZEibfjQSPuCGt75MC52hN2e3wxs/9C+/8+N8C8Ja3v5MDl15CHwqVzTOVyTBlhhS0osfqJwTqseLC+GsM6HluDX6UBdFP6IRcI7/OT/JZFhhG9LyMtbZHvxFyYOrzOHSJcxcynE+iXxba+9HujmO6Y1m91GOBVB3i0d/nBWPbCYMaO+buYMf0V8kIxbp8ESkdDJnhsXaHySjLxtwmJrxxPLdFYN+Lr+/FkcfnDjV1mVxcotQNcPPzaOMU30PTgHoJ9lUIdqzDdSfoZodoF8aJzWThSKMJzS7T/U2m+iy+t2aCVjHLxdmY6KFbeN49D3HNA49Sma8ft3uVdTCu3U7juaP8b+/LZIwe/rFr02cUaOd6+OlwkoPhPJXsKHU3MVwNYRCrGJssb77gf3GVkWdr9RC/PnkP+9t1zh2+kJes38Jj3jz3LzyCfMCntyUY3Xs/5xyOmZiHves3sGfDenoXFhmdniYyTVq5HI9ccP5xfcxms7iuy8jEBNdcdRXZbJZGt8bnP/NF0NC0mpTCx8+/BcJMVuViEvU9ADeXRxtmsrzhedhxtKS+KIikgWcaSOWhREAkIyytMbTGCAWGlpjawNDGaUU7fN/nz/7sz1Lj6AfVOIpVzBd3f5G/uuevqPmJrv2VY1fyWxf9Fl/c80XesOUNjBZGn+Ve/hARdJKws858YhjMPgTVvYlx0l1MimxGR68+CcgPJJPF9myyycwkoWmlscQYGNgM298A6MSgmXs0ycPpLiSyzp25ZRmixPBRUeL5eaKqZ8JIPsN0wC4mSmblcehdnyibbXk5ZMpHQt7+h6JjTfVTj9J4ZJHAFmQKDp2mRzhRxHntJioZk2HbelZFTOJ2QLTgoiOF6kbIvIVqB8R1H3dXLaku70YoP06qzKtkNV4bgrvHHT4zanJzUZxS0jejYCsGCwZkDclFCyGvrwnWGSZIkagNBjGNMOaWQZOvleF2IyZ+ksOyqqt4flPzwrbg4ijxcmU29ZDZ0pvUDVsa72e8mO6TYGZmhhtvvJFdu3Yd/884IndwJ8ZSWArANT/7C1x83SsTMQCl6cQxjSimHSuqQcR0ELK741ENI+pRTKiSFfGiaZA3JM/vKfKCvpM/v5TS1KY7tGs+zYUuoa9WDJpuw2d6TyO5vWiNrzReEBN3QozgiT3i47yB0eugcwYLYUQlFBR7Hfr6c4yUHWwhcVs+bitckQAWQhBHCr8bki3aODkzWdmXAiEFmZzJ0LoyPcM5TMtAK33cOeDVOsSTHdoPz+PvqiO6amXqIxwDe3WRaNHDHi+S2dyDDhWd2QbN+Tp1OszqOnuCKgteh67n4Vk2XSdLKA1Cw0BqsOOITBSQX7uBvrVrWZ91GLVNRjM2WRUz2+lyoO3iBj6272F0O8w5WXKOw+p8lozv02o1iaKIIAhWCsS3Ox0Wo5iqnWXByTFf7GGxUKKZyeNb9hktWAAIrbCiCDOOWTd7CCuM6NoO0739tLP5lRx+JSUIgRHHZD2XV938dXzbpl4osWd8Fc18AS0lkTSIDAOEJJYCLQROHGGpGFMpFnNFImmgxJFFlVd87St87L3vAuCX3vFuvvwjP37G585rh3p5+WCZPtvksbbH23dMcn4hwzcuPWelzVvu/CyznSl+bssruG4kKUR92+R/871df40wSrx8YjvT05/H96dP9jFPmBCT0f4XUMycS2Y6z13f/Q96D++k8r0Ic16gLY23SeGfpwjLEmukgu7LEDldwqh23P6caJzJByzW3DuDsVCkFW5mevC5NCpH1w3SlESD3voOCpMPUGxPkvEWEYA5OMD04BB3TvQyfmmb9b0P0LK7x32OGSqK7Yh75SruyKxnrQ+vyxuEPZsJ2x1ePbMT6OFfdi+iuhkWrCHuY4BD+DjZCr9Uu5GsbDJVkPxWf0Qzq3hjaRN71Dx3N/YzUFWMVjX9DYu5gXF2jg4wV85S6NxJRg3Ra/0clzTmMKoLZ6QAqdHMZYvMl/tYU51l38Ao395wxND6+duux44jPvWcF9HMJmGH2w7v5Xm7H2BP/yg3bDsiyPCG73yNQuDxuYuuYbFYAWDTzEGu3XEPkz2DfPW8K8gFHgXP5fm77iMTBuzrG8ZRIeXARfgBRqvJX//J/0mNox804yhSEf+177/42wf+lv3N/QCY0uR9z38fL1z9wme3cz8sxBEs7EwKbO67FQ5+B2oHOHWM05NlKankiWDlE0PGf1xFeGke8V698qMwfkliiBlW8kqhGcU82ury7XqHOxptdnZ8OnFMv5BYnYgwjKnbgpp94hj2imnwjrXDvGG0D1tKFoOI2SBkXdYhY5ydvBCtNV6omGt5HK65LLYDhICsbdD2I2Kl2TJSYqIny0I7oO1HVDs+u+ba1DphUiOEJGfosNTskTGTFsyp441qGWuKsx6FBY9sCKYU/Ph5I2wcLOKGMfNNnwcO1Zlteix0ArpBTKw0IlT0BnD5ul4uWd/P0HCeb+1a4JHAp1qQTFvJ5zuBYqCr6NiChYxkPpNMtk5Ej6u4+nBAUUEBwR39BoZO7DGhIKdgxNMUY82wr3llW2IUbIrXTpDZ2EPcSoxE7UXInAWmQHWWig7nLNAa6ZgYpWT1X8caYST15WaCkMUgwlUaN1a4SjHrhzzSdvGWQsIMkVytphAUTYO1WYd+26QbxkzNtXm42qEZx3ho6qFPPfKJhCZAU27VuObWL9NXncWzM3z7OS8msh12nnMhgdJP/M6iNVYMxVDTj0FWCuxAEdQCJhYiSl1FTzOi1FGYT/K21XEEsxWDriMJDOhtKwJTEBoC34JmXlItGLQygsWySSdz4vNfABtyDheX8rxqqIfn955erOLkh62J5rp0H17AvX+BaPb4yaES8JnLyvz3sM1MHNOKY1ylEscmsCWfpWwZzAYhB9yA8KlMZ47ylp50u9YIrZEkP4XWOGFA18mgzmBBqthtY8cRhcAjkhLXcsgGHsPNGhO1WQabdeQJniG5dptSs0nG8/FtCy0ltuejpSS0LALLolvI42UysCThvW7dOgYHBxkfTxTEcrkc4+PjJ1QVjLVm2g/Z1/UJf+WXufaznwLgA7/4Gzz4a2/DlIKyaVAwJKYQVCyDsYxNVkqKpkG/ZWBJyaBtkVu6d7qxYjGMsIVg0DnyzFoIIkKtqJgm2aW2vlLUwxgpYMC2UCpiYeFG9h74ezqtewAT2+7FsioYRolQhVhhhWH3fJSOUCLgMF8lkFVKuYsxHJnku7kmi/7NOI1+Rv95BH/nTtCa+d8JCddq+j7Zw/DqV+Bs3EB7qM5O3ofprOHqK29c6e/3HnoHnfYjVMqXofw91Gq3ox+/qKkE1mEJhxw6jXOo621EvRZWroqZrWM4LQy7jem0sKwO0vDAjMA8usYVENjE0gApMaSb3CxPgYosYr+AkWkhjSNeV785RHd2K925zQSdAcJuLyrIExkRI9Yu1hgPkM0+zO+t9TlohpxsPhQbfYSZLVgqw+raFP1tm3xcxo4kjnKQWtK0m9TsJpMjr6Nr9jG+KNk4uYeiG9PM5QjNPL7hY4Zt2rmDaOnQWy+Ta88SSpepQU1tcIBYZPnZ73wGFWgW/ByPXPpiMG3cdoNst0W10o/pZNlcn2eyZ5AH+0fJeh2yXpcLq7Pkw4B9psn5D94BIkN75CK8TCv1HP0gGEexipnqTPHwwsPceuhWbj10K43gWHlQS1p87MUf49LhS5+lXj6DRAFU9yReGDufiAPYS/VFvEbyQMqUj2rvJx6TUxFHMHUv7L0Zdt8Ah+8+NkRumdJYUkDTrUFt35InqDfxxiyprbH+hbDu6uR/7dkk/K01nRhXi7uTELjlULtoyW0vZOJJiiNoHgKnlBTotLJLhpAJaHjOL8Ka5yVCB2E3+Qy/ley/MJT0pVtNPFil/5lew04c82jb49GOSzWIacYx1TDiwVaXHR2P8CzduUwB5xZylEzJrbU2jhRcXi5wVU+Ba3qLbMtnmGp4PHS4Qawga0sypsGhepfv7KliSEEUK6YbLjMNn1o3wA1jDCEIYsVyioY2BDpnog0BGQOdNdCWxJg7Kk69YCYzd6XBlKisic4b6KIF1lGTr0gls0NDIlohxsE2xlT31M9SDVkNRSUoKcF4JFkTGfQpgXwCCfEKjUSgBMyVDfYNWewbMtk/YBGbT9wjVGnFbJ0M6HMVawPNA2MW+RhUpEFCLSupZSR1W5APFIUAnDgpLLmzz8KRSbikZwi6pjhzr5fWZIIkiV9oiCSUXcVwLWaoGjHYjMn5mryvyAQaLSAWGhpfRPr7iQyHey9+I25uiM1T4cqU1lAaKwJTaQwFzbJJe8iBrEGr7rHpUIihwQo1Vqgw4ycqR5AwX5IcHLDQgBVpetvxMcrUkSGo5yQD/VledPkY5mieGT9gj+vjx5r5IGQxjGhESVFHCWzLZymYBof9gH1dj11dH1ed+EJ7UV+RbYVERaoTxxzyApReMqQNyYBlMuRYDNkWm/MZDCHoxoq56SbGQ1Umdrfobx5/b1bArqLkG8Mmtwya7M/LpyR9v2zmXVTKEYQh857PQqwJT2HMZH2XwLSJTyHE8XiE1mQ8DzebRShFpd1kqLrAhsn9rD90gPWT+znn4D4MpRLPj1I0ensQ69bRXbWKwHXpjI7RLOTp+P6KFPnZqn+1XEvKsqyVmlEbNmxgbGyM4eFh4jimv78frrkGbrkledPVV8PNN5+Vzz8ZURTR7XZXJOOP+3+7gb9zD/5jj+E98gidBx8k3LMXcao6TEKAlKhMRDiqERHY+5IzwZqYoPvaPHpjgXUX/gHFUlKsdGHxZh588C0UCuewadWHqR4+RKu6SI33Eon9lPQvUcxejp3XNMPrWWx+ASFshDBQ6hSS36fBra6ise95tA5dhAqzWPkF4jCLCvLYpWkyPQdxyocwnBam005+ZhqY2WMXVLUWSHrQos6JjB0V2cRBDh3bqNgi9srohUFWt/bTMB5h0RTUCgMsDmzgAUPxcHM/kT7xGGth4WcvxOI8Nhw+zHh9DeONbZTd5HOF4WNYLnGQR6sTLOYKleSrGQHCCNGxRaQMMkYOO5/BzArub92LZ3e4dOhiRvIhltnhG+Ihvs0+BrPbeGs8QbPq0ap73Cw6iLjA+u4AZc/C7WSJjC4NMcm7PvRrqXH0RAcgDhVxrDAsSejG+G5EpmAhDejUA0zLIFMwacy5dBsBQ2tL2Nkzr+WgtWZnbSe3H76dO6bv4N75e3Gjk19EV45eye9f9vusLj2JKu1RkEzynVKiKjZ5R6IiNnwu9G08s+KRkZ9M/HN9iRHinFx+8oQolRgEi7vBayYGxbJoQHcxMSTas0lYGTppf9zFt1IEIPnRswaGz4eBLXDXx5JjKw4nhlQcQOwn/baWJHMXdyfGxokQRlJw87JfgsufmpzucURBEkK3PHaRnxzLWRYY+H5Gac1BL8AUgmHbYsoPuKnaYmMuwzl5B7G02luPFXfPNwh9RX/WYlfd5f7FFo94PjNhREeCsiTaPLP8GbSmFGjWdxRrO4qt9YgpP+KbOmQ6jskojScE2jEgb6LzJipjoPMm2EZijJwC4ceIZoCoBwhfIQKF6nPQlkR4EaIbI7w4MXosibYEQkq0LdGWRFVscE7/OWdynNasx7CrGA8F9DiIbsTsTIdixqSctShnLUSkiJohNENKIZQjQd7XOF3FyaZ6GghzkihU6EhjL31XgmRyeaLY7q7QNKWmN04m1r6EVk7SKBpUSybtjCAyBB1HMFc2QBzxq3q2pOuc4ff7BMeo3FXkPU25G9HbUWRjKHQVjqsYqcU4YWK0SP3EjZLIu4vIvQ0wsPIvx7DPbpFvAGkJhG0QWgK6EUoK4qxBnDcIcxIvbyArJlJrXCmQBZuDNngGVNoR65RkSBoMGQbnWzaVjE1oJuIeuZE80jLAEtSDmE6o6AQR/QUbrWGu5VNwTCZ6cxgy8cRN+yEPtV3ubXb5r/kGj3VPXGvpVDix5iUzET91MGBb88jEzZcwlRFMuJo7+wy+NmJxT4+JKQSjJYd2GDOlYrKRphJCnw99HUVZS8r9Dr0FB6tksWmsTBfFjB/SY5lszGdYl3VWPBMnIlKaWhRR9UP2LlbRQUjou9Rcj952g6C6yNRilfmuSyAEhcFhvEKJFoKFTpdGEIKKecGd3+bCB+5nsF5jsVxhrq+f+lAf02Nj2IFPmDWx7KSmkuUpehGUe/sY3H4l46tXMz4+fsoi9a1Wi+npaWZnZ2m32xw6dIhGo0EQBGitV+pZLYcI53IWYRgTx5owPPNCrqZpMjQ0xNYvfpHn/td/AXDby15G3/vex6pVq8jn87TbbaampigUCseIjLiuS6vVol6v02q1VnKuwjBcKT67nLPSrNfpTk6id+/G2beP0tQ0PbUaWgiUaaItC4RAhiEyijBOYgQFlkWrVESJ5DsWWuP4PrluF2PJoPRtm1pPD/WeHtSGjQxceQU9wwOE9Rq16UNUDx+iuTB3JGRMazr1KlFwRNgoP+xiF2w6cxNEXRutXTI9iwyeP0noSqa+M4hViCiPB4xeNoPMBEhfYrcUcbeCRwlj1UG0nyfa/1pi3UMYZbHHPoPTs4v5+36a9uRW4qCGXa6x6kX/SOSW2HP9n6N1chceuvDfyA3uoL7zGoLqCJlCTGU8S3bkW9i5Ik75dTTcIo22T4YdFO1dmNYiWh4iCGYIw1PL8qsgiw4dtBZoJHGQI64NELi91LwKi60CTa8HJ5DEZgWMAUquIBtKzGyVbP8esn17cEpTOMVpzHx9Zd9x6KCCPMgYaXgII0KepMDykfYFIr+ACvKoyEbF9pJRZ6OX/laRQ+wXiIN8YlTmqtilGeziDKbTAruL31ng1T/7SGocHT0AYRCzeLjNwmSbxUNtAj9aUeCpz7mEXkTTqtK1m5S8fjJR/pgJwHI4i2lLFoxpFnNTFOMK567dzMWXbmZiay+WYxyXsxDEAXfN3MU3D3yT/z743ys5RMvY0ma0OMp8d5715fVcPXE16yvrWVtay9ryWoRbSyb4renEc+BW4fA9UN2L9ltov71UL0ZDHIOO0aUxRO0AQodLfT/2oa+R4BQQ0kzkm5eZezTZv1ZHkvCXERI2vAQqE+DVE2+M10wMkshLfi6fOoaVeGFqB454UJ5NnNKRMLXiKGx6KWz6EVj7fLBzp37vDzkqTh6iTyTnQ8WKTiNAGgLTkjQXPQI3YtZQPBSF3N3u8N1mlwMqJl6aiwgNhRhaZ6kuZG8jYnQ2pOgr8r4mtgQDLcX5ETw/0OS0INYaY+l6fCiIuNmPEEBfnFzZiiRMRwOe0FSlZtpQ3FeBsMdGV2zCHgdVegbCFjWYWmMqKMVgWokkaZWYQCd9lYANGCTGxwWGzR/29LF5Yy9O1kTFiuaiR226w9zBFjN7GiwcauG1z3xC5ORNeoby9I3lufTla8mXHaJY4YbJwytWmkM1l4Wqy8Jcl+p8l3oUI8sWnoDphscdu+ZZ9I79TFvBYCwoK0lJCXIaMnGioGcI8AXM2Jr5HhOdM8hKA1sKTEOS9zWrFyJyvsaOlhJxY1jOl/ZNqOclvgGRKRhsKrQAJ9TYERhn4YmmlooEH1FaAxXNErU+DSiEuQodTWPmrsF0zjujfdok3+lyEMuy4Sk5tjqWJZNwP1uApzXLWgRKw7FTCo0hFJYQGAgiLQi1RiyFDBoIDAHW0j5X25K8FBhCECq95HlNPGKe0ngKulonlcck7LMhEFAUkoyrkCKRSW7kJLtGHKr5pNdCSvaUBK4jEGqpILSEDIJ1nZhr5iKum4rIL0spA7sKgs9MWNxZMSi6inJHUWgr+psxa+Yisk/QLXzlxDfJZwMsS9KZm8VQAZYZYhgRhhkjTU03lswzxJ7MxXR96AYaGSiCWKK0QsUGUmhMqZEyQpo+dvkwmB7K6qK9Mrn8ApnCHIU5j957O/Tc7SMfN8+bf16W7k8ZmOapi1KbmfPQchAl+gncRxC6hZJlpMwm54DUmAaYhkV/7+VImSGMIxrN+wmCGmHk4wd14riN0F0M0UU+TlY9jCRhkMf383heno5bouuWCMIMQZhlvztCTsVUhIdxKkl2wLRshOUQdlvEhsN5m9fjtlrogwdh3z56anUq9TqRaVLvqVDr6aGby1FotSm1mhSbLYqt5GXGTyzX1nUcar291Hsq1Csl3IpFu5IlHhxARzba11izNUzXo5vNIbXCQBNbJv0Li2ghmB0ZXtnfwPQ0xVaXWs8wncIYRpjFbsesOnQfIDg0cRmOKREiR8/UAcrNAyz2baXWk+ROmWGXjXs+Dyrkkc0vR8ctlGoxNnMvA439zPZtZnbsFUiRxzQW2db6K4TS3J/7I7RMHoqrh/8fxeJeqo+ex17rp7BVnlzfIdZe8V5kQ7Djpv9HZCWRNBsveSfGuln0l7fwmPcb6HgRpzzJ+us+hmzArs//Jn52GCEybNz+XsxzDqO/Os6djZ+nbXfIT1S54pJ/QnagFv8u4WAfeQ6TrX8anZlHyNN7J3UsCb0yKszBkty6YXew8tUTv2H5IXba/RqIUxhLT4VOR/GKH9//pIyjp7ek9TPMDf/wAMJVtJoLNLwFQulyuLSf2cJhev0SC7lZZnsX6Qy6BDImOkpq0lSSfJjDUBY5v5/5wmEC6SarnUfdNL4I8ACIBwS52OL55SsoF3qYDqb5Xv1+utpfMayOZpXI8IH8VtbKPFKDbrYRh+6Ch+9cStKP0GEbcRI3JhxZyT1ue3U3AIHKYAnvuMVYgTpiLDz6lTMbTK1g19fOrG0cJGpnQLxUH8AQEUoLIp0h1BkCnUObObSdZ+Hy9zK+aQCU4MHb9jM4EjE6GOP4CwjTAsNJjlQaSY2d6fsTkYMoAHcRmjNJqJzpHMnB6T8HNr4Y+jcmhtrB7yQCBfn+47obxYrdh5u0Gz7jg3mm5tvs39NkeCDHxtVlsnmLbiugPuvSrftEocK0klX1yUerGIbEyZlk8hamLQn9mMCLiKNkQuV1IzoNj9aCt6TBoBM78qjTQkgwLCMRuI0VRMdmK2mx9JKCuGKx5bIByllFIR+xb+denIwim2mCcZCIAwRBDRWUyNjn0N9/DVG3l9pMwKGdU4SeBUoQx4kyFYBhCor9WXIDWbpeSKfpEywGy2Y3MZrFosFMxWC6YlIrGiiZTI6mes3ECHr8iSZBKJ0kDBvi9IaR1mQDTdbX2JGinjfIBpqCq+htK0ZqEYONmFJXUekoMkIzamsqhkHZkJSkWFqcEEvnXPJzlxez19NMnMhPsjTIRQ0DCjZHcM0sMAsQAAH1nGTXqMWOMZuFomT5NjHSiKFgEhdMFgxNW2liNGrZ0NR6peTLeft9ip4m52taWYHU0NeMKbrJsfR0FE9C6ZZvMc0DAxmkKWnMuYlk8ilYf9EAg2tK9Aznadc8Ij+mZzhPeTBLqS+LYR3/9DKEgE7MzL4G03vqzB9s020EeJ0AFWnGejOYto9pSYanu5wfO0gzSywToQUdKiI3Pq1XZlsIdGDJbD3jMciFkKufqXpZch3JrMAoxuDGRB2BNj2k0QURgTJBWRA5WAM7KW26m0r/w0gR4VZXk+vdhatsDnxhFLDJjIV40wcAgXPpYSi52MJFujNIP4MOsugwiw6yRJ1+wuYIOnZ4vDahPslRJ5EpZ3JyCGJtPK7c1hH3XHT0bhQsPEE1upwHuaU3H10gIN9VbF84dhHsBUBWwIAlGDAlPYYgfxJPqQCcdoft9za4IDaRMgah0FInX5ZhgLAQhgd2F+k00K1RVJRBmj5CxER+GR0fCbH+9uSLntCxQWKswqknQWru4qVOR0gUrrZxdUwnaFOP6mQ3zVNsHyTrVelv30P7RTHhixqcwhG0QuQ9iIqTIq1Ci+RZEbmEQR43zKLCDCrMosIce4K9RG6J2C8hjDUIsQphemQKh8jmJnGEjx0JpAvNWgllCkqFFplQIbsdjPkOyKTuq3ZAZzUqAxQgUgaNoAyewXxzCBVb6Mhk7PAithdRLfUk4bsaMp5HpV5DaJBfVZQbjRUvzdGMTp9aTEEDXsnC36IJN8R4QY6hLwW4hQxzrzOSCbOj6Pusone2weGXVhBXV8nKOXK7bNb8jUu35FD/syOS3Nn3V+jZ1WXqlRm8Sz1i38CYlaz7QkiYNbjjTVdQaw3iRhbr9+1n9cGD3HPhhdQG8pCtI2WbrXu/RWSYPHLhBvSSYbtq152sOvQYjWKbhRKYcZZCRzEycwcAD5z/KhADmNEaSuEuBmsLdIsXMy/ydK0mB0v38vwbFwDY+arvUAom6O9MYNy+nsGDe/DH+shs7AMB7eoqRn7HQqP5+zf8G7WCIpIBP3Y/XPUfJnMiixg2EeYQWlnkvmEhwxjDGEIavck52y1gzAjibpGKMUElBrt2IPn+Ecx+4j+ZzueoWT1cdbmif5Oidf851LicYHo3hpxh7Ut2o2PoHB7C6Wth5lyEobDzNeDYBX+tQShBa+clVJngsArIWXezScwxNW/xpfE8WakJpMer6wHZluSbTh+dwghD3UE21kMmJg/SVIM8MPxiFBrT7rKpeScFUWOufxw3n8c2Q4q6SX/3INqRuOUejKUww4yoo1smNX+MhXCMtldEdzW9B/YC+09/MZ6AHyrP0bv+fJwHKln22HaivvIsk1eKiz2PH2l3eUHXpfAEhnohXE0rHsRTRRzZIiubuKqEp0pE2kIIjSQCBAf8izgcrWNe9TMsquRlA0OEZGQLSwQUjTmKch6BYjFas/IZJWMGW3TRQtKNK3RVhUDncFUJgabHnCIn63iqQMWcoiAX8XSBVjxIPRrB0wUECqE1IVla8SDNeIhBaw+hzlCLxtAnCeRRQCMvKbgKSyXx/o2cJDQEUmukgq4JxkiWS7b2c96aHm696SCNgmDtcBGvGzE726Y15xE1A2IJ5WIGESuEr9C1pPaDVIkXQ7IcRqOXPGuCaGleGEmS0BUJvgWRFASWwLMEgYTRRkw20GQCaGeSXAsn1DjRGS2MnFVCCTO9JpP9JosFyULJoJ6XeHby8LryEZfRWuIx2TlqsVgykuPV4FuCVlaS8zVjixHXPOQiSMZ9viRp5CSH+0zmKiaNnEQ/Ae+SGWsm5kO27wvYdjCgnRE08hDku2RbBUztEw3MUpI1Kr6LqTSENoRF0FlU6BCHgjjMgjaS+GllkJeSXlMwbkn6THGcp3YZX2laSrPXV0yHGmm3kgJ/ZkjsZwm9ZNVII0Cb6NgELZd8Mkd4vNf1TNCAkkc8G8sIs4udX8TINIncCmG3vJQ0K4gjK5mQ6yTczHQEQijiUKPiJcv4xEshJ/h08bjfNQiFVZlECRtLCUK3iI4NtJJobSyt/B3ZlzCDFc+5Whqbp47CzHYwzGTy6zcrnOyKEYaPUz6MYXcwMnW8xQ3Jg89OXtJ2kYaPijIILAxLks1uAExacwXisIu0W5jZBoZTx8zOkenbgZk/vLJ6v0gfj3AuMYni4wHWUKeXAm1ydDCImGWYOj3MM0SbIjESHQuu++8vsHnvg3SdHO1CL4OLh1jsGWT/y87h3MJ9KGHSosghVmHjI9AoJCYho/owQ62AnqqDHSkit0TQGiEOCkRIQiwiLJQQhMJkYaJKzmrg+BJaZWK3TMfIEAkDrQy8jKZeDmkVYyJLMRFP0xc1MNt5pJujG5WxQ8gEgowPtm8iAzsJaVEmOrKJo0xiFB5zHiWnhJAh2b49aG2gwuxS6EoOoUwcCVmpyRmavCEompBzAnJRHudEuQUkURhdI2Au22S2f4aZvj3oyi4yhkeMYJZR8rTI0wYEERaBsgjiDNrQWEQgBS4ZDurVGLHCEBGVukXvZJbcYh7MLJYCGZn4zRF0bB1zrsnYJ+PVsIIGOT1JvjuLloKuMYYSWbSGobm7kSrEjH1kHCJ1iBF7GHFEqzBGvbKZ2LCIjAyVxl58p0JgF+nkR+jm+3G2f5W6E7IQZCm3JJnyDCZZuotrEI1xnACy3YiM60MMIgbPHsTN9uP4TTLeIll3DjtokfFr2H4DK+ogVYTUEYFVREsTK2xjBS2sqPukctXONnEmyZE0Ali8rIegmMeZ8chNtsg0fGJL0lo9SpAvE+Z6KO26j+JCmz1XX4JbPh+TFriPcs4ND9GpZFi8apDACAismP7vxAwerrLrBQNM9do0zBIF3+CaLz9Mp5DjK2/biGU0MI0G2//VYWiywf4XlIkusVCNMdx9g5xz662EVoaHt74TACUihuY+RV/tII+sW8O9myWVoEhv2+aiex8gNgzuvvSSleMbn5ykd7HKzMgwc0NDABhRxMZdu9BCsGPz5qT+F5rK/CKVhstcqYeHV7cIbZcxVWR8+jEC2+OeVa+hpjOIcJaLGo9QaSvqJcVcn8+U7NC0q/RXA5AQ9mssU2ADzZZF6FogHMbFEOdEfRDkcbs2UtnJYqupMGRELGNcpbGEIBfl0G4PSlmYTgthhHheAaSHwCPXu4+gZ4pmN2D9QhHL6UWYFeTYLrQyqT34k0i/gvaKDF/yLxTH76Gx/zI6U9vRMiYqHmLd9i8RKcE7JguoJTfqq3sCrixE/FfD4oaGiY1BQWV455rESPzQI1sJ0cQi5nmDc1zWV+e++QHunlqLpSWGULz+/LuIleSzj27H0xCKmC3lOpt7qkxWh9g9P4FruHTNLpeNTKK15IHZUYiyGNqg7HTJ0eR9v3ZjGla3/YPnEJWMY1a0hdbkleIq12NLEHBOELLXNKkaBpU4pmtIFqTBlGWwaBj0xIqXdLpsDgL6YsUu20RpgScFjgZDK5qGpCMlXQR1w6IjYTjStKRAoVgbRlzgh6wKY0CitInC4DH3GlxVASAj62RlA7REC4nWgnbcTyMewVM5AjR1PYxHHh0XQFtLk7ln/nYYJcIvWAoCI5lMz5WTSbkWiQHSzUramWSC3duOcYIkJKboKnraMU4I2UBjLlUxL3pnftopAbWcoLejn9LRa2C61+BAv8WG6YCB1tlTrIsFTPUaPDrhEBoQGjDQUEQmBKYgkmLJCEvmvYEhkjwADUIpcn4S3tLKSnxLEprg2hLfEtiRxlKJp6GaN5+Q0XI2cALFS+7rYi45NRs5SWnpe02uNc1ILV4xDlR5nuHtn6Fn4KGk/sHMlcSOhe6uRSiHQBUI4hJCWeS0S4+YJx862JGJ2R2i6OUxYxN5gvN9UfhMEdIINDqwCWJBW6tkBV4AMiIsN1CVKkJomF2F0c1ixUc0oI42JfYMGQSWREnBQCMiEybf5bJkrtAaqZdEhbQmtCRKQMFTR453qb2SGi0V2gpwextYVoe89jAWhsAtoCMbcVaMjmeeWj4xnA8MGMyXDKwYrBh6mzGVrqLUVRQ8lZzXViKy5NuSL1+WR8qAAm0G1Ryruoscbl2Ag49ptyiHXYpBiF9q45fbjLbbnBc9irS7mJkGnmEzzyDzDLJIHy55PBxccvRQ4zzux8bHIGYXm0j85IIQB5cMLlkaVJhhlEUxcNLjE0rR26wztLjA2qlJhhdmqTQX6V+cRsY+C8UsAHI5mR64bPdh+joec5VePvSaN7FrYg0zfQNc/tC9zPf0sW9kHHVUQn9PXKMYu3hk8EyDliiixTN7PlTcLiNuDTv2gYiazNHXqrNuvsWaqsd4RzGospRlgaKRRxgOsWXhYGOftoCrZo/ts0822Gu22do2qIou+/QibUeikeTcLgONKnYQIITACXyKnQ4bJxOhAiuKsKIQQ6kV7c/IMOhkc1hRRMb3MLQ+bhEjlpKuk2Gut4epgQGsUFPodlg3dQg7DDCfgVpCsTBR0iJwygRWAUMFGGGXTFBHaIXUT28fjjxRBaGVx3N6UYYFWlHoTCF0jFDLHt3l0dUEVhE3O4CSFlpIivMHOH/PPQA8tmoT06u20s04aCHJ+iGldhXPKTM1cjmdwhq8TB9Ds9/FCtss9F+Al+0DwPbr9NR3EVoFqr1bVnpXbB3EiH06uWFCu4hCEdMg59bxLVgsW/imT8d2cQIXhc+B/g6TfYu4xgFKXZPN1c0YyqJldai4g1S8IQqRgyk0GW8QM0rC0SKjQ6e4D6FNoqDMQv4wi/lZKmhKQYadgy5+7jVoobHDRzl/cpJABuwYvWKpqGiXc6Yepdd3qDkxrtODqcCOQiqei0bTcUxMFZM5g/rrltXFtn2UknT9HEJZaBFhmyEaiVIG0VJselLFR6KeqALuU0DGNkaURSoHoY2l55UgNrqEdgslQrTQ+IZH22rjG13yjospFS2vSJY8tsrTl12gmKnRbg7gtpYMSiNgw4a7kDLm0UevXvnMVavuZ3hkN1NTmzk0ee5K2+de+RkAbvvWTycLesCaNfcwsephDh3awr69ywas5nnP/1cA7vjOqwnDpO7UxMSDDAze86TD6p6UcfThD3+Yv/iLv2BmZoYLLriAv/7rv+Y5z3nOSdt/7nOf4w//8A/Zv38/Gzdu5M///M/50R/90ZX/a61517vexd/93d9Rr9e58sor+chHPsLGjWdWqHHZOLp160XkDYPIEERWhMoUkfnVeP0bWdx4KY5dxPJC8i6UFUlhqaCdFMUMFpGtA2jLYWZ4Iy42RBEF2aBkdomIacdFOspB4NGMy8xFIyyUITJjpDLIupJsGIOWSC04OoRXAA+Pm/hOcmsqdjT9LUXOUzgxyDhACwMtDWQcLt3UNEJHSBWv3LikChNjSppJErUBD66yaRQMfEswUo2odJKkY2vJs2HESW5DLGCy3wSReEmKbqLCFEtoZyTNvKSWN6jlJdViMjFXUtDNSNAaM05i/E+GpUJ6wiYamLd7MXWMqWOsOCYXexQjl/5wkZ9Y+CYDrZCWu4pqPEpN9BCFFaSfQbFkLCJQQpAJodw9+UMlFolHpJ6XVIvGiurUYCPJf4kMQS0v2T1qMdlncuG+gKsfdhk1BFkpCLSmYggGLYmrNK048UD4SmOIpL67qxI9i6wUlIGcBEsILJF4oDpK42u4Z7XFN4cDHqlYYEi6mEQyqTHxpNCagqcpdRXlrmJ8IcQO9ZJ8skaJxOOViTWFUFPPSzqOpGmzFMcf03YMmllJo6iJTPBNyULBIjSPKEBJHaMRyURt6XbghEm4mxlryu0YC4WdqeEEgowniIICWksMJZBaYWUMBjWMe4rxZkzG1ziugjAJlVFolE6knA2Sauo2rHiCqpFO8iVWLhhxjBGTE9AQcMAWZLsK+/ukbuJTQYlksWG61yQ0BJEpKHViDA2eJXBtQTsjaWUT8QKpwbcFVpSENxbcxGBWMvEoapmE5mQDRTbQBFZyD3JtSX8zwoqhawvaWUkrJ+k4idEeS5JrfAkr1PiWIFx6fywTQ+dosrHHunASW3h0TZsDchUxBiHW2RdZeAIIFVNsN7FDHzsMkp+Bn/z0O1hWRCRKVBoLnL9rB1v37Waw3ibv+XQci4ViltlinnreQcsTX7dOGLF6ocGGufpx/2s7FtkgUaOLJFSLBtWiwULJYrrX5LGJHHdtO4fYGgMdI6MmZrgHoeOl+0Ry3ktlY4oebLaCdT6LhRyGUhg6QiqdiHNEEXboM1CvUnK7aCFoOzkWykVG5ucZcRUbmwHrWzFjoU1J5LDNPMKwEHEEho0wbDCdM673pbVGiESoARWhIw8ddNBeg3hhJ8GO/3jyX94zhAZCUzDdYzPT14MTZXACTU+riRX5lLoeVqxW2i6bEbddcAme4zA6N8v6wwfJhE+tiLMCtBAYWtPK5mjlMowuVlEC2hmLVs6ikUue64ElONzn8NjaDSz2bMXNDDIxM0ut0GW2dxzPLoIwyUQBlY5LzgsodW3ywfJ9PMKMNaaysOMMGo3EwIlymLGNpY8IB51/xz/yvPs/CcC3LvgZHrj8589gTDUCQcOZx7WSYuVOlKXHGyaUPou5qWSqrw16ukOY2iaUPpY6jfrskxrXmJZTo5mZp56pcd7sc/HMDn9z7bcIshcROhv5qVsfYMvMam465wC3XXAhAD31ef6/GzuERsD7X7lpZX8/dse3WVXNsHMoZNfmS6nbAuHVePWdD4HQ/O21zwNpUHI7vOy+2yj7fvKcLfUSSQMzDhivL56VZe1IQMuOcc02ddtjay0xPP57+Lto2cTQBptr5zDiDVOzGkznZ4hFQCxiLqhegEDwUHEHPf42et0RcqqGttrJQ+QM8o6eCqE08A1JYBo0MwWEMDDjGCsO0DrGtU2a2SKxUEBEj5rD0S51NQg4SX5uZoGezDRtlaWjN2OFEsv32dZ7M8KIuHfhKgI7TyBNVucfZULeza+85rZnJufoM5/5DG9/+9v56Ec/ymWXXcYHPvABXvrSl7Jjxw4GBwePa3/77bfz+te/nve85z28/OUv51Of+hSvfOUrueeeezj33MRKfO9738tf/dVf8fGPf5y1a9fyh3/4h7z0pS/lkUceIZPJnHHfHrzij8kuSUEvn4iCZAXYevhRIsvAy5TIY9GycsRIFCZaF5J8mPIYMupQuee/qYRVpGGhhEVQGMIwLHKigY0gQpATswyLPTCnELFP6BQxgjaGYREbGSKnQJgpENm5pC9as+qgAhWhVIgddMhohRO4mKGHCQjDBGkiDYuos4h2q6BCYiOLyPWhVYRWcZLDQnJjjU2HLQsZtOmgzBxxJMCpEEub2LBQhkUsDJZTfkdnXCIjTpRDIkFG5wAFLYWY14nYg0gm4A07xjMEZmTg+AY5bSBOUHFSkNRJEDLAMCKiWGKwmIyUEWFIH4mPRQdTdbDMVWSpUqHGQOjjyhAlppP8G0xiIYhIQn9sWlhZ8HWFKFAgKiTR4mYiNIEJsWSsBa7XpZPpEpuCGIuyVyCwJKsDg4sXBcXQYI0wGSmaOCfwvpQMwdCTyMUvLMXWr5qOaXZDyvmQNQuChbyPoyMcDfZR4xZIRWRoDhUyaAycSNPnR+TCCKE0Jc+g6JnkPQtbSaSAUIsVheeM1BhLZ3gERFoT6yMrh/5RRrklouMCG6VWrNEL5GgT2AuQXSSQPkoVkZ0e2oZFXWRxdQaEiUGAiaBhmSijgBNJykFtKWnaIEYSYhAhkyrYQlA7pg/6cTeaY7Kr8I7quyWWbkqPW7Np6+QMHu0uZfTJpJ21nO6DIhIxWiQPDgn4+FhCU4gDak6Fkl8nHyxQDmfJxjHKcIjMDLGwCAkIzTKRkQXtIMMMWtuJaLVSCCLKwSNoTHwEsV3ANUqEsoDQWZSwEgNzKWzTt5L8QY8Az6qgDIlvCMpBG606hEabSAQgoD9IUvO7Mmauv4dsFNNw+lk7P0Om2cBQXrIospLCDz4ei+UClhYsFEZYt1Al5zVXVt5lHCNVnIyvcFnMgzZjvEyFwRZI5SLQSCUS5TYEZhSjwzba1vShkEJgBkV8LZZEA5YCUmViAMXEhHaEEZdACOwQYtUFmSy4KKGJDQBFpF3mSjGdXJaakWGwbZLtesl9TCcmQSLXIIlVyIEeg2a5AFqxth7Rv+gndWWSJFDEUp+UipkuKmbG1uCJiPXVDmMzJxaFiXVEvrnA2vkmoSEh10urtIZDgzZd20QLiSFMcsIkJwSRcvHtkEY+YG04hiEsvIxCCglrBJOhIBMKbN9H1qaohHl67QKyPIEw8wg7S1larGV58gjqcAfvoR2EZgcloJTdjDC2keQKKbRSoGNQIUHY4rB/O6G4FSfQDKlRJAaGmUE6JYRTQjgFhJUD0QOhi7AzCNtBWEctLOZPOBwnRasYFXWJgyaeN8OhuW/g6zbKbzNRtZCBhxEFScjyUe+LDFisQDOXlHBZtZCEmgqO5FZJkmt9pgceW2uhy0UiHdM366HDANfWdDLQyoDrJGHOgZHkMFaLgkhq8h70N5Mw50wABQ9yfvLybKgVkpDeWGjGqoLA1LQz4DqCZg4a+WTRDEKUmKNWFAzWNa+9VbFpaulYJJhLfb9js+ATL5R0e3eBkASxT6QVeddgsAEFV9PX1IwtgBNBrWBRKw5hiCKRqLNqzsOzDQ71dpmtuHiOoJWFVuKMxFAQG0m+ox0aREbihea4LLUOcNfSC2rjBrGIkwH1kxYuybjhAOXTfM/Jp6OFRWyMIEUPJgXetut+nrfUZl/lYb67ZYEN3T4MBHsz08yJ3SgDBmSZruzSMT28MMJUknYhh+8UaGccjGCRTVOH6DqaRycchPZBa87fP0fZdXh4zCUoDLCq3ctQw6IwH6AMRX/GRoY+OgygnSHnOwihyYZOEoZM8t1GhmaVkJSkpCAFX8+FZLqC2QkTv28Vc84qhKsJFlx8K8/z3VdTaWjKYYTLeiBiLNrIOxYEOtI0m0WcKNn//5kT5As2lUKG73jb6G0pzikJPjo6juqG7JqRfKd6Hhr4h3sDagLmMwYHuJKh2YC7N5vcvSnLgm1ixPC7X6ihRMgnXigBRWQYXLjH47wDPg9PZLh9SwEBWFHMG26ZAaH5t6vGaeZMQmly9cNznHuozt6BXr582RimBlPHbP/G3UgU4egfk6lY5IMq5t2HsfxFLLmJgxs24+oaoZrmwvlJQFPNVNnRn3hlnnfoJQyGReLY4WurPk82zlAMi1w6fykIOOzM0nEadCyX8fYWBnwbnzJfP28tudAgG/o8d88jCBR7e9bSyRSwY4vBxiw9/mEC0cPOy6+i6phUsg7b/uuLFEIP2bOFkSsvwtOahdtup2/mMQK3zMuv+zEGLZMxy+QTf/thBLC9UuZ/veGn8bXmK1/8LLt2Q0Vk+H+/9uaVc/lPPtxCq5iLigVed87Lies+t+8rcttiCbjt1BfCSXjCnqPLLruMSy+9lA996EMAKKWYmJjg13/91/m93/u949q/9rWvpdPpcP31169su/zyy9m+fTsf/ehH0VozOjrKb/3Wb/Hbv/3bADQaDYaGhvjnf/5nXve61522T8ueo0fe9l8UnRM/CW5shrSX7tCbHck52ZPXL7i1FVFbynLd6Ei2nqJtyg8mKo6IZx9AWDmEnUdkexNvhTSXahEtrRdqjfabqG5irAo7jyyOJKulQQfsAkZp7IxXXlNSUlKeabSKk/tYZwHVmiI8eDvEAToKEJkyOmhD5KKj4PtDcfRZQglWhFI8C/7pxZKbzhdn1Ru6XItsZb1MgBUKnNBAKGjlIwwlMGOBEYul8N7Eo2jGAteJ8ZyTrPLr5XBg6GvarAuGGKCMEWp2cZiBapaKa+MEFoZyUNLAiiMyWpPN5zEMk+d++atsOZhYiQ8M9nPHT74cBDi5PEpDY36GbLmXjRddjGk72E6GB+/5Lp1Oh2t/6vVsec7lWLbDY488xGe/9EWcoVEu/4nXUAsjMsB9X7uBaKHGj1xwCeeuWocOYiYnp7j9wUcomlmuXbuVuBUS1z3u73RomgYbWoo+XxFpaFtwf5+FqWKujmxk3kLmTG7qLjKN5iJszsmWQGnmdcj1cRsT+IVNazAHspj9Of7phrvY7yueM5jnJ37iCgD2757hQzc8hoHmz3/lBStD+td/eyv7QsH5Rcmbf/ZKAA7tX+B9X3kMreH9v3YFuhujOiEf/sy97I8FGwzNL7z8XHTOZH+tw998dTdoePOaCt2sxYGi5KYd88iGwiwKfv6157O1lMWONL/33u+Ahre8YRMTawbxlOIDH76D9mKMXRT8/377qpX5xjv/4Bakglf85BouvnQ1AH/+/m8THgrp9kj+9J3PJ24HhFMd3v+R+8iEmolzNXOVe9gXH8Q9OM45By9isvcQzVV3QJCcV6v2vpRsaHFg3TQVu0CBCaa9gNHJGgulLD0jA2QU5CPNoZm9ZMOIseIqnu8ly6BfyTRodg7j2SV+IR5fGct/MB/CjAOGnXN4qZfIvfxnZp65cDeKMv8r3rrS9u/tuxB06Tcu5BVuYul/PTPHJA8iojL/K7rkqLZ3gmxTFtt5tZuEdd7sLPBwcNczUwQ2CAJyuRz//u//zitf+cqV7W9605uo1+t8+ctfPu49q1at4u1vfztve9vbVra9613v4ktf+hL3338/e/fuZf369dx7771s3759pc3VV1/N9u3b+eAHP3jcPn3fx/f9lb+bzSYTExPc/9avULRzSysiRzTjlFZcr6aJ3Sa9jSp9uTKjuQEMJFIYSGkmPzEwhOSGoIOvKphKsFrPcF5hCFvanChBOtbLYU4kQgKnuInGWi15OxJhAOOYtkveoKUJuasVSAsDsFAYp0j9j3USYrXcB+MUYVxKx0l9IQEgkacohKe04miZNSlP7mg8st9EaNw4VVs0auXJoDFPMWYKfYwTwThlW/W4tsePg0ajdcx8/THy3/7Y0hsjbto8ftJM/N5OwAWHl+QqVcytm0aJjvI85a0e1lQuYay0DVPaCEy0EIk3cDkE5QQ9iXQMmCASr8jJjkyj8YI6ju+CMJDZHrRhLgXgnOCcVMERBSHDPmVYX6RDEIm77FR9WGmLddr+AkTqqDh/aSXKg2fUdtk4PVnbEGM5bv50bXWIEZ9Z21iHSBUnobDSSPp8Jm2FkaglnrRttNRWL0kUnrzuVawjhIqRZ7ltcm1GS23FkhrkGbRNlCJO3pYY4ifTlqTo8UnQOkarM2uLjtFxeORcPE3biHjFTWnKU9Qgi31UZyGJAwXkUh5F8t6lO/VSGKiOQ1R7Bh13IewiK+uTRZWwgw7d5DoVyUvHEbo7DzIJYTV61ibnECTfo1gKw10qFq39FmLp/JK5vuS81AqtYtARRAHKb6C6VYJDdxDHXVTQQWb6MSMf7TVQfus4g0cL0Ev5UFprjPgUITVSsiy/prVGBCcPJ9OAWq4tpDmhktnRbSNTrHwf1mmUF2PjiIiIcRopaGUu3aEEyNPU+lGmiZKCxZEBnMUaxa5HtWBzx+Y+FguS0FSEUpMLDfJkMVUSJtykgxnLpfBmRWRqAlPjW4pMaFAkQ8GzkArmrTZ516TgmpjqyJ1To0FKHCc5bxWa0POOCck/GmkYFHr7iLIGFGzCmRqRjnB7DAbLo6wf38L4xi0MrFpLrlzGyT1BtyHwTBeBPR06UuhQocMYHSiwJEbORFg/GIvWSQgqyVzKOCIqpPwI7ccIy0Au1c/UWhPNddEKrMEcYikqJap5RFUPo2RjDRwpR+I+vIhWiszmXqSdjEc40yE42EL2OmQ39Ky0nbvtEFEY03/pCHYhuffV9tWYfWSRbH+O1ZeNElU93EcXeejuKTw3ZpUQZLrJPXMexUED8hrOUUfmFN+TMV0h2BZD39I89RCaRwxNXsOVR7W9UcZ0gO1asmppDrgPxd1SkxVwXXzkO71exrQUbJewRSXb94iY76gQUwpep488bz4r2nSjmM3FIteuG8SoODwwV+Xr9z7K//3Ln3n6w+oWFhaI45ihJcWOZYaGhnjsscdO+J6ZmZkTtp+ZmVn5//K2k7V5PO95z3t497vffdz2/zj4ITIn0dC86Nd/gRdc9SYA3vf/3sLuO795wnYA237pZ/iRa18MwPv/6m3s+fbuk7Zd+8Yf51Uv/0UAPvg3v010y4nHAWDwVS/gja/9LQA+8vfvpHvDfSdtW/nRy/hfb/pDAP71s3/J7OdvOmnb0o9czP/3c8l4fOH6j7HvX04e921ffQ6//qvvA+A/v/EJHvuHz560rbh8LW//zb8G4Jbbv8L3Pvi3J22rLx7nt9/xUQDuvv9mbv7T9560bXTeEL/7zn8AYOee+/jCH7zzpG2Dc3r5/Xd/AoCpmX3821t//aRtvXVF/vd7/g2ATqfJR3/+p0/edlWe//3w/St//+drrzup2MXuVQVe940j4/+Vn7kOMzrS1qPNYuNm7m7cTLff5A8//CXQGtUNed+vvhrDO/GD3K0YvPNjRxYU/vTnfwync+KnYlA0+P2/P6rtL74Cp3Hi/QZZ+P1/PuKp/T+/8gpy1RO3jSz47Y9/Bbkki/1nb3sN1vSJi+gqCb/zb0f2+753vBFxoHbCtgC/8ckvYC0Vwf3QH/8y/qOHTtr2l/7+kxSKyerQJ/7yfzN/1/0nbfvmD/0dfQMjAHzuI3/KwZtvP2nbn/nLv2J4fB0A//nPf81j//X1k7Z97Xvex/i6pI7FTZ/5J+75wudP2E4IwU+960+Z2JLUt/nuV7/I7Z/+16R+lJDJw2+plpQQkh//zd9nfGsSQvzIt27itk9/YqkdyU+ZGLlCCK79+V9m4rztAOy957t8+zP/urSfpX0uf4YUXPGTP83E+Unbwzse5c4vfgZpGEhpJD+XXkIabLv6Wsa3JH2oTR/moZu/eYK2JtKQjJ2zjcE1yZh1mw0OPnQ/hmEiDAMhJYZpIqWBYUjKg8MU+xK5/ND3aMzOoJRayU0xbTt5WTZWNotln/0cgzNleZHiaC/vcj9TUh7P1advkvIMIEyJMCVkfzArzwixtJr4uPmFdExwzOPaWkPHG7RmTwaz5/iFn+y2vuO2WcN5rOHj9zF41fhx23rW9tCz9ogBZfZmKF45xhVXjh3XdgzYftzWZPuJtl12gu0/e5K2V51g+y+dpO3zVBKHL44qFfDWIIZIIWwjOVeAq6IJtj1vnP/7lyfY0RnwhDxHU1NTjI2Ncfvtt3PFFVesbH/HO97BLbfcwp133nnce2zb5uMf/zivf/3rV7b9zd/8De9+97uZnZ3l9ttv58orr2RqaoqRkZGVNq95zWsQQvCZz3zmuH2ezHN0203XUygs5xwlA7f84Ft3znby+cRynDm8n4WZyaNGYant0p+rN51LoVABYH72EAtTB4/rw/J+x9ZtplhK9OVrC7PMHz5wbLujLojh1espVpK2jeoCC0e1FSt9SH72j62i2JOc+J1G/Zj9HvHGJ7/1jIyttHVbLRYPHdWHxz34K4PDFHqTtn63w8LBY/t7NKWBwZWJT+C5zB/Yf9K2xb4+Sv1JzlkY+Mzv33vStvlKL+XBxBiOwpC5fXtO2jZXrlAZSoq3qThmdu/JDdVMsUjP8CgAWilm9u46edt8gZ6RI5f1zO6dJ21r53L0jh65sczu3X0SbxBYmQx9YxMrf8/t35vkEZwA07bpG1+18vfCwf3EJ6kGblgW/ROrV/5ePDRJdJKEYMMw6F+1ZuXv6tRhosA/YVshJQNHta3PTBN4Jw6rEUIwsHrtyt+NuVkC98SGFED/qjUr53VzYY6ge/K2veMTK17MVnUBv9M5aduekTEMM3motGtVvPaRWhfHGBtSUOofXGnrdzsEnrtiwDze4LBz2ZU+xFGEVmrFwDm6bUpKSsoPLd9nnqOUlCfLcsrN0+456u/vxzAMZmdnj9k+OzvL8PDwCd8zPDx8yvbLP2dnZ48xjmZnZ48Jszsax3FwnONXIM+76HlnNADDY2sYHltz2nYAA0PjDAwdb3GfiJ7+IXr6h07fECj39lPuPb5A6YnIlyvky5UzapstFldWiE+Hk8szds7W0zcE7EyWsc1bTt8QsGyH0U1n1ta0LEY3nXNGbaVhMLJx8xm1FVIysuHM2gIMb9h0+kZLDK3bcMZtl1fgz4SjDZrT0Tc+cfpGS/SOnmht58RUhkdO32iJZQP3TFg2nM+EYm8/xTO8Ngo9vRR6es+orZPLn3GYybJBlZKSkpKSkvI/iyekMWzbNhdffDE33njjyjalFDfeeOMxnqSjueKKK45pD3DDDTestF+7di3Dw8PHtGk2m9x5550n3WdKSkpKSkpKSspZ5uabk/wYrVOvUcr/WJ7w8ujb3/523vSmN3HJJZfwnOc8hw984AN0Oh1+7ud+DoCf/dmfZWxsjPe85z0AvPWtb+Xqq6/mL//yL7nuuuv49Kc/zfe+9z3+9m+T/BUhBG9729v4kz/5EzZu3Lgi5T06OnqM6ENKSkpKSkpKSkpKSsrTyRM2jl772tcyPz/PH/3RHzEzM8P27dv52te+tiKocPDgQeRRxfOe+9zn8qlPfYp3vvOd/MEf/AEbN27kS1/60kqNI0hyljqdDr/4i79IvV7nqquu4mtf+9oTqnGUkpKSkpKSkpKSkpLyVHjCdY6+H3kqSVcpKSkpKSkpKSnAq14FX/xi8vtP/AR84QvPbn9SUp4kT8U2eEI5RykpKSkpKSkpKT+kVKsn/j0l5X8QqXGUkpKSkpKSkpKSkpJCahylpKSkpKSkpKSkpKQAqXGUkpKSkpKSkpKSkpICpMZRSkpKSkpKSkpKSkoKkBpHKSkpKSkpKSkpKSkpQGocpaSkpKSkpKSkpKSkAE+iCGxKSkpKSkpKSsoPITff/Gz3ICXlWSf1HKWkpKSkpKSkpKSkpJAaRykpKSkpKSkpKSkpKUBqHKWkpKSkpKSkpAC88Y0gRPJ64xuf7d6kpDwrpMZRSkpKSkpKSkoKTE6e+PeUlP9BpMZRSkpKSkpKSkpKSkoKqXGUkpKSkpKSkpKSkpICpMZRSkpKSkpKSkpKSkoKkBpHKSkpKSkpKSkpKSkpQGocpaSkpKSkpKSkpKSkAGA+2x04G2itAWg2m89yT1JSUlJSUlJSfkCJomN/T+dVKT+gLNsEyzbCE0HoJ/Ou7zMOHTrExMTEs92NlJSUlJSUlJSUlJTvEyYnJxkfH39C7/mhMI6UUkxNTVEsFhFCnJV9NptNJiYmmJycpFQqnZV9Ph1ceumlfPe73322u3FS0nE8e6RjeXZIx/HskI7j2SMdy7NDOo5nh3Qczw4/KOMIP5xjqbWm1WoxOjqKlE8si+iHIqxOSvmErcIzpVQqfV+f1IZhfF/3b5l0HM8e6VieHdJxPDuk43j2SMfy7JCO49khHcezw/f7OMIP71iWy+Un9TmpIMMPOG95y1ue7S78UJCO49kjHcuzQzqOZ4d0HM8e6VieHdJxPDuk43j2SMfyWH4owuqeDprNJuVymUaj8QNhTX+/ko7j2SMdy7NDOo5nh3Qczx7pWJ4d0nE8O6TjeHZIx/Hs8UyPZeo5OgmO4/Cud70Lx3Ge7a78QJOO49kjHcuzQzqOZ4d0HM8e6VieHdJxPDuk43h2SMfx7PFMj2XqOUpJSUlJSUlJSUlJSSH1HKWkpKSkpKSkpKSkpACpcZSSkpKSkpKSkpKSkgKkxlFKSkpKSkpKSkpKSgqQGkcpKSkpKSkpKSkpKSnAD7lx9J73vIdLL72UYrHI4OAgr3zlK9mxY8cxbTzP4y1veQt9fX0UCgV+8id/ktnZ2WPaHDx4kOuuu45cLsfg4CC/8zu/QxRFK/+/+eabEUIc95qZmXlGjvPp5pkaxze/+c0nHMdt27Y9I8f5dPNMjSPAhz/8YbZs2UI2m2Xz5s184hOfeNqP75nibI3jb/zGb3DxxRfjOA7bt28/7nM8z+PNb34z5513HqZp8spXvvJpPKpnh2dqLHfs2MELXvAChoaGyGQyrFu3jne+852EYfh0Ht4zxjM1jvv37z/hPfKOO+54Og/vGeOZGsc//uM/PuE45vP5p/PwnlGeqbEE+OxnP8v27dvJ5XKsXr2av/iLv3i6DusZ52yM4/3338/rX/96JiYmyGazbNmyhQ9+8IPH7GN6epqf/umfZtOmTUgpedvb3vZMHN4zxjM1jrfddhtXXnklfX19ZLNZzjnnHN7//vc/4f7+UBtHt9xyC295y1u44447uOGGGwjDkJe85CV0Op2VNr/5m7/Jf/zHf/C5z32OW265hampKV71qlet/D+OY6677jqCIOD222/n4x//OP/8z//MH/3RHx33eTt27GB6enrlNTg4+Iwc59PNMzWOH/zgB48Zv8nJSXp7e3n1q1/9jB7v08UzNY4f+chH/v/t3HtQVPX7B/A38AW5KBmJiHIRKyzC8FIoKIMmKk14m6kx08AyDZERUXJCaaBmlLBQhxx1jBBHLcm8doEpATUVLWlNWBCQEZlGEJwJlVFX2H1+f/hjxy36/b7knrPL+n7N8AfnfDjned6zy+HZ5SxSU1ORkZEBrVaLDz/8EEuXLsW3336rar9KMUeOXd5++23MmTOn2/Po9Xq4uLhg2bJliIqKUqwfS1IrS0dHR8TGxuLHH39ETU0NNm3ahM8//xzp6emK9aYmtXLscvToUZPflWPGjDF7T5agVo4pKSkm+TU1NSEoKMhmrjWAelkWFhZi3rx5iI+PR2VlJbZs2YKNGzdi8+bNivWmJnPkWF5ejoEDB2L37t3QarVYs2YNUlNTTTLS6XTw9PREWloaQkJCVO1RDWrl6ObmhsTERJw4cQLV1dVIS0tDWloatm/f3rOC5RHS0tIiAOT48eMiItLW1iaOjo6yb98+45rq6moBIGVlZSIi8sMPP4i9vb00Nzcb12zdulXc3d1Fp9OJiEhpaakAkD///FO9ZixIqRz/6uDBg2JnZycNDQ0KdmM5SuUYFhYmKSkpJudasWKFjB8/XumWLOLf5Pig9PR0CQkJ+T/PERcXJzNnzjRn2VZJjSy7JCcny4QJE8xSt7VRKsfLly8LANFoNEqVblXUejyeP39eAMiJEyfMVru1USrLuXPnyquvvmqyLScnR3x8fMRgMJi3CSvwsDl2SUhIkEmTJnW7LzIyUpKSksxat7VRI8cus2fPlvnz5/eoPpt+5+ivbty4AQDw8PAAcH8K7ejoMHlV+JlnnoGfnx/KysoAAGVlZRgxYgS8vLyMa6ZNm4abN29Cq9WaHH/kyJHw9vbGlClTcOrUKaXbsRilc+zyxRdfICoqCv7+/kq1YlFK5ajT6eDs7GxyLhcXF/zyyy82829MD/o3OVL31Mry0qVLKCoqQmRk5MMVbKWUznHGjBkYOHAgJkyYgCNHjpinaCuk1uMxNzcXgYGBiIiIeLiCrZhSWf7T9eaPP/7AlStXzFC5dTFXjjdu3DAe41GkVo4ajQanT5/u8bXmkRmODAYDli9fjvHjxyM4OBgA0NzcDCcnJ/Tv399krZeXl/F+oebmZpM/RLv2d+0DAG9vb2zbtg379+/H/v374evri4kTJ+K3335TuCv1KZnjg65evYrCwkK88847CnRheUrmOG3aNOTm5qK8vBwignPnziE3NxcdHR24fv26wp2p69/mSH+nRpbh4eFwdnbG008/jYiICHz00UfmKN2qKJlj3759kZ2djX379uH777/HhAkTMGvWLJsckNR6bt+9exd79uzBwoULH7Zkq6VkltOmTcOBAwdQXFwMg8GA2tpaZGdnA7h/H40tMVeOp0+fRkFBARYvXqx0yVZJjRx9fHzQp08fvPDCC1i6dGmP/5b8T49W92JLly5FZWUlTp48afZjDx8+HMOHDzd+Hx4ejvr6emzcuBG7du0y+/ksSckcH7Rz507079/fJm+CB5TN8YMPPkBzczPGjRsHEYGXlxfi4uKwfv162Nvb1ushaj0eHwVqZFlQUIBbt27h999/x3vvvYdPP/0Uq1atUux8lqBkjgMGDMCKFSuM37/44ou4evUqPvnkE8yYMcPs57MktZ7bBw8exK1btxAXF6foeSxJySwXLVqE+vp6xMTEoKOjA+7u7khKSkJGRgavN92orKzEzJkzkZ6ejqlTp5qxut5DjRx//vlntLe348yZM3j//ffx1FNPYe7cuf/18W3rkfsPEhMT8d1336G0tBQ+Pj7G7YMGDcK9e/fQ1tZmsv7atWsYNGiQcc1fP72l6/uuNd0JDQ3FpUuXzNSBdVArRxFBXl4e3nzzTTg5OSnQiWUpnaOLiwvy8vJw+/ZtNDQ0oLGxEUOHDkW/fv3g6empYGfqepgcyZRaWfr6+iIoKAhz587Fxx9/jIyMDOj1+oct32pY4jE5duxYXmseIsfc3FzExMT87R15W6F0lnZ2dsjKykJ7ezuuXLmC5uZmhIaGAgCGDRtmlh6sgTlyrKqqwuTJk7F48WKkpaWpUbbVUSvHgIAAjBgxAosWLUJycjIyMjJ6VKdND0cigsTERBw8eBAlJSUICAgw2T9mzBg4OjqiuLjYuK2mpgaNjY0ICwsDAISFhaGiogItLS3GNT/99BPc3d0RFBT0j+c+f/48vL29zdyRZaid4/Hjx3Hp0iWb+zcHtXN0dHSEj48PHBwcsHfvXsTExNjEK3nmyJHus2SWBoMBHR0dMBgMD3Uca2DJHHmt+fc5Xr58GaWlpTZ3rQHUz9LBwQFDhgyBk5MTvvrqK4SFhdnEi3HmylGr1WLSpEmIi4vD2rVrVavfWlgyR4PBAJ1O1+OCbdaSJUvksccek2PHjklTU5Px6/bt28Y18fHx4ufnJyUlJXLu3DkJCwuTsLAw4/7Ozk4JDg6WqVOnyvnz56WoqEg8PT0lNTXVuGbjxo1y6NAhqaurk4qKCklKShJ7e3s5evSoqv0qRa0cu8yfP1/Gjh2rSm9qUivHmpoa2bVrl9TW1srZs2dlzpw54uHhIZcvX1azXcWYI0cRkbq6OtFoNPLuu+9KYGCgaDQa0Wg0Jp+eqNVqRaPRyPTp02XixInGNbZCrSx3794tBQUFUlVVJfX19VJQUCCDBw+WefPmqdqvUtTKMT8/X7788kuprq6W6upqWbt2rdjb20teXp6q/SpFzee2iEhaWpoMHjxYOjs7VelPTWpl2draKlu3bpXq6mrRaDSybNkycXZ2lrNnz6rar1LMkWNFRYV4enrK/PnzTY7R0tJicq6ubMeMGSNvvPGGaDQa0Wq1qvWqJLVy3Lx5sxw5ckRqa2ultrZWcnNzpV+/frJmzZoe1WvTwxGAbr927NhhXHPnzh1JSEiQxx9/XFxdXWX27NnS1NRkcpyGhgZ5+eWXxcXFRQYMGCArV66Ujo4O4/6srCx58sknxdnZWTw8PGTixIlSUlKiVpuKUytHkfsf5+ji4iLbt29XozVVqZVjVVWVjBw5UlxcXMTd3V1mzpwpFy9eVKtNxZkrx8jIyG6P8+AQ6e/v3+0aW6FWlnv37pXRo0dL3759xc3NTYKCgmTdunVy584dFbtVjlo55ufny7PPPiuurq7i7u4uoaGhJh9929up+dzW6/Xi4+Mjq1evVqk7damVZWtrq4wbN07c3NzE1dVVJk+eLGfOnFGxU2WZI8f09PRuj+Hv7///nuuva3ortXLMycmR5557zvg7ctSoUbJlyxbR6/U9qtfuf4smIiIiIiJ6pPX+GxCIiIiIiIjMgMMREREREREROBwREREREREB4HBEREREREQEgMMRERERERERAA5HREREREREADgcERERERERAeBwREREREREBIDDERERWaEFCxbAzs4OdnZ2cHR0hJeXF6ZMmYK8vDwYDIb/+jj5+fno37+/coUSEZFN4XBERERWKTo6Gk1NTWhoaEBhYSEmTZqEpKQkxMTEoLOz09LlERGRDeJwREREVqlPnz4YNGgQhgwZgtGjR2P16tU4fPgwCgsLkZ+fDwDYsGEDRowYATc3N/j6+iIhIQHt7e0AgGPHjuGtt97CjRs3jO9CZWRkAAB0Oh1SUlIwZMgQuLm5YezYsTh27JhlGiUiIqvB4YiIiHqNl156CSEhIThw4AAAwN7eHjk5OdBqtdi5cydKSkqwatUqAEB4eDg2bdoEd3d3NDU1oampCSkpKQCAxMRElJWVYe/evbhw4QJee+01REdHo66uzmK9ERGR5dmJiFi6CCIiogctWLAAbW1tOHTo0N/2vf7667hw4QKqqqr+tu+bb75BfHw8rl+/DuD+PUfLly9HW1ubcU1jYyOGDRuGxsZGDB482Lg9KioKoaGhWLdundn7ISKi3uE/li6AiIioJ0QEdnZ2AICjR48iMzMTFy9exM2bN9HZ2Ym7d+/i9u3bcHV17fbnKyoqoNfrERgYaLJdp9PhiSeeULx+IiKyXhyOiIioV6murkZAQAAaGhoQExODJUuWYO3atfDw8MDJkyexcOFC3Lt37x+Ho/b2djg4OKC8vBwODg4m+/r27atGC0REZKU4HBERUa9RUlKCiooKJCcno7y8HAaDAdnZ2bC3v38L7ddff22y3snJCXq93mTbqFGjoNfr0dLSgoiICNVqJyIi68fhiIiIrJJOp0NzczP0ej2uXbuGoqIiZGZmIiYmBrGxsaisrERHRwc+++wzTJ8+HadOncK2bdtMjjF06FC0t7ejuLgYISEhcHV1RWBgIObNm4fY2FhkZ2dj1KhRaG1tRXFxMZ5//nm88sorFuqYiIgsjZ9WR0REVqmoqAje3t4YOnQooqOjUVpaipycHBw+fBgODg4ICQnBhg0bkJWVheDgYOzZsweZmZkmxwgPD0d8fDzmzJkDT09PrF+/HgCwY8cOxMbGYuXKlRg+fDhmzZqFX3/9FX5+fpZolYiIrAQ/rY6IiIiIiAh854iIiIiIiAgAhyMiIiIiIiIAHI6IiIiIiIgAcDgiIiIiIiICwOGIiIiIiIgIAIcjIiIiIiIiAByOiIiIiIiIAHA4IiIiIiIiAsDhiIiIiIiICACHIyIiIiIiIgAcjoiIiIiIiABwOCIiIiIiIgIA/A/2sIStCr8AiQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Function to plot the time series\n", "def plot_time_series(\n", " time_series: pd.DataFrame,\n", " fitted_curve: pd.DataFrame,\n", " predictions: pd.DataFrame,\n", ") -> None:\n", " num_series = time_series.shape[1]\n", " color_cycle = plt.rcParams[\"axes.prop_cycle\"].by_key()[\"color\"]\n", " colors = [color_cycle[i % len(color_cycle)] for i in range(num_series)]\n", "\n", " for i, (name, series) in enumerate(time_series.iloc[:, :num_series].items()):\n", " color = colors[i]\n", " series.plot(color=color, figsize=(10, 7), label=name)\n", " fitted_curve.iloc[:, i].plot(color=color, linestyle=\"--\", label=\"\")\n", " predictions.iloc[:, i].plot(color=color, linestyle=\":\", label=\"\")\n", "\n", " plt.axvline(predictions.index[0], color=\"red\", linestyle=\"--\")\n", "\n", " plt.show()\n", "\n", "\n", "plot_time_series(df, forecaster.fitted_curve_, forecasts)" ] } ], "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": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 5 }