{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Blink preprocessing\n", "\n", "One important step in the processing of pupillometric data is the handling of blinks." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import sys\n", "sys.path.insert(0,\"..\") # this is not needed if you have installed pypillometry\n", "import pypillometry as pp\n", "import pylab as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Blink detection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first step is, of course, the identification of blinks. For this, we can use the `blinks_detect()` function:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "d=pp.PupilData.from_file(\"../data/example_shortblinks.pd\")\n", "plt.figure(figsize=(12,4))\n", "d.blinks_detect().plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Detected blinks are marked in red in the plot. In the current case, the blink-detection did a reasonable job with the default settings but the `blinks_detect()` function has many parameters that can be tweaked.\n", "\n", "The function `blinks_detect()` looks blinks using several strategies:\n", "\n", "- First, blinks are detected as consecutive sequence of 0 (or another placeholder value for missing data). \n", "- Second, blinks are defined as everything between two crossings of the velocity profile (from negative to positive).\n", "- Finally, detected blinks have to be at least `min_duration` duration (in customizable `units`).\n", "\n", "As a consequence, there are several parameters that can be adjusted (see the [API-docs](api.html) for details).\n", "The most important ones are the following:\n", "\n", "- `min_duration`: minimum duration for a sequence of missing numbers to be treated as blink\n", "- `vel_onset`: negative velocity that needs to be crossed; arbitrary units that depend on sampling rate etc\n", "- `vel_offset`: same but for the offset of the blink\n", "- `min_onset_len`: minimum number of consecutive samples that crossed threshold in the velocity profile to detect as onset (to avoid noise-induced changes)\n", "- `min_offset_len`: same for the offset\n", "\n", "In practice, it often makes sense to start with a default set of parameters and adjust them for each subject by visually inspecting the results (see [this example notebook for a fully worked example](preproc_example_pavlov.html)).\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the next example, default parameters produce suboptimal results:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "d=pp.PupilData.from_file(\"../data/test.pd\")\n", "plt.figure(figsize=(18,4))\n", "d.blinks_detect().plot((4,4.3), units=\"min\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that a period of seemingly valid pupil-data (around times 4.05 and 4.15 min) was marked as blink because of a sudden downward change in the pupil signal which might resemble the onset of a blink (a likely source of these artifacts are sudden eye-movements but we would need eyetracking-data to corrobate this hypothesis). \n", "\n", "This problem can be fixed by setting a stricter value for the velocity-profile based onset detection `vel_onset` or requiring a more prolonged onset-transient by increasing `min_onset_len`:" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18,9))\n", "d1=d.blinks_detect(min_onset_len=15)\n", "d2=d.blinks_detect(vel_onset=-15)\n", "\n", "plt.subplot(2,1,1)\n", "d1.plot((4,4.3), units=\"min\")\n", "plt.title(\"min_onset_len=15\")\n", "plt.subplot(2,1,2)\n", "d2.plot((4,4.3), units=\"min\")\n", "plt.title(\"vel_onset=-15\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The second method changing `vel_onset` seems to have worked better, as the last \"false-positive\" around time 4.25 is still present when increasing `min_onset_len`. However, we introduced a new problem, as the ultra-short blink at time 4.024 went undetected. As a consequence, we can decrease the minimum blink-duration required `min_duration`." ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18,4))\n", "d.blinks_detect(vel_onset=-15, min_duration=5).plot((4,4.3), units=\"min\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Merging blinks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some subjects blink in quick succession so that the eye almost immediately starts closing again once it opens from the previous blink. In that case, it is very difficult to define the onset and offset of such blink sequences and interpolation is even more difficult. \n", "\n", "We reuse the first example above, which is from a dataset recorded in our lab. We see a couple of \"normal\" blinks, as well as some fast sequences of sequential blinks (e.g., between seconds 131 and 134)." ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "d=pp.PupilData.from_file(\"../data/example_shortblinks.pd\")\n", "plt.figure(figsize=(18,4))\n", "d.blinks_detect().plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we would attempt a normal interpolation of these blinks separately, the interpolation would fail because the signal \"neighbouring\" the blink is contaminated by new blinks. Therefore, such sequences should be merged before interpolation using function `blinks_merge()`. We can specifiy how far apart two blinks need to be to be treated as separate blinks by setting the `distance=` argument (in units of ms)." ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18,4))\n", "d=d.blinks_detect().blinks_merge(distance=130)\n", "d.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we require 50 ms of clean signal between two blinks. As a consequence, we see that the rapid blink sequences have been merged together and can safely be interpolated." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interpolating blinks\n", "\n", "The final step in the treatment of blinks is to actually replace the contaminated parts of the signal, a procedure known as *interpolation*.\n", "\n", "In `pypillometry`, there are currently two implementation functions available, `blinks_interpolate()` and `blinks_interp_mahot()`. The difference between the two functions is which datapoints are used for interpolation. While `blinks_interpolate()` uses all available datapoints, `blinks_interp_mahot()` uses only four points that are determined by a heuristic following a [suggestion by Sebastiaan Mahot (2013)](https://figshare.com/articles/A_simple_way_to_reconstruct_pupil_size_during_eye_blinks/688001).\n", "\n", "Both approaches can be tweaked to give good results but `blinks_interp_mahot()` seems to work better in general.\n", "\n", "We will now use this approach and plot the interpolated signal on top of the original one:" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dinterp=d.blinks_interp_mahot()\n", "\n", "plt.figure(figsize=(18,4))\n", "d.plot()\n", "dinterp.plot(highlight_blinks=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While the resulting signal looks somewhat ok'ish, there are some worrying discontinuities in the reconstructed signal especially at the end of some blink periods, e.g., the one around 133 seconds. The reason for this is that the opening of the pupil was somewhat slow for this subject and therefore the upward-going transient at the end of the blinks is not yet fully recovered to the pre-blink baseline levels. \n", "\n", "The solution for this dataset is to set the `margin`-parameter of the procedure to a larger value. Here, we set the `margin` parameter to (50,100) ms (50 ms for the onset and 100 ms for the offset of the transient). Plotting the two interpolations on top of each other, the one with appropriate settings of the `margin` parameter has fewer discontinuities." ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dinterp2=d.blinks_interp_mahot(margin=(50,100))#, plot=True, plot_figsize=(25,15), plot_dim=(5,5));\n", "\n", "plt.figure(figsize=(18,4))\n", "dinterp.plot(highlight_blinks=False, highlight_interpolated=False)\n", "dinterp2.plot(highlight_blinks=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The procedure has more parameters that can be tweaked to make interpolation even better. Please refer to [Mahot (2013)](https://figshare.com/articles/A_simple_way_to_reconstruct_pupil_size_during_eye_blinks/688001) for a short and readable summary of what these parameters do. \n", "\n", "Finally, the `blinks_interp_mahot()` function supports an argument `plot=True` that visualizes the interpolation procedure and can help to detect errors and set the parameters appropriately:" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "image/png": 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ORkZG7s39gR6O378BliilPgR+BvyA9cAkYA/QUyk1HmgFTAAGYVzbA5RSrZBrVpSjii4fyDUryqoyyrTlydvbu3VaWtqGku43ZsyY0B49eiQPGDAgecKECXXGjh17ys/Pz14e51hWxa6jrZS6CkgBpuQKtN8EErXWryulxgEBWuunHDXW04EOQCiwEIjUWtuUUmuAR4B/MALt97XWvxV3gj4+Pjo1NbX031Bc1pRSaVprn4o8plyzoiyKu2aVUiFAiNZ6vVLKD1gHDADupIT35Zw85ZoVpXXgwAEaNWp0vvCnlDqrta6Z87lS6gwQDbyLEWz/hHHNbgbMwGEgCuO6DADmAy87fpdrVpSbii4fyDUryqq4a/ZSW0e7tIF2bvXq1Wu+du3a7SEhIVZXnVdZlHgdba31MiAx3+b+GDXVOH4OyLV9htY6U2u9H6PGuoOjYOivtf7b0Yo9Jdc+QgghnKS1jtdar3f8ngxsB+pRwvtyxZ61uJxpreOBU47fc65Zb6A98IsjWe5rNpiCyxKjlVJrlVJrrdYqUaYSQgjhcN9999V7/fXXa+e8f/TRR0NfeOGF4Oeeey44NjY2KjIyMnrs2LGh+fez2+3ce++99SMiImIiIyOjP//88/Nzezz77LPBkZGR0U2bNo2+//776wEMHDiw4VdffRXwyiuv1ElISHDr3r17ZMeOHSPfeeedWnfffXeDnH3/97//1brnnnvql/f3Lkpp19EOdjw40VrHK6XqOLbXw2ixznHEsS3b8Xv+7UIIIfKyKKXW5no/SWs9qaCESqmGQGtgNSW/LwvhMrmuWU+l1BNa6/86KtkTHNuPAA1yXbO7AH8gDqif65qtj9Fd/HCu7I8A9Rz/DyaB0TpYzl9JCCEuXf+MasDZLd4uzbNmbBqdJh8u7OPhw4cnjhkzJmzcuHEnAX766aeAsWPHHl+5cqXvpk2btmut6dWrV5PffvvNt0+fPik5+02ZMqXm5s2bvbZv3741Pj7e0qFDh6jrrrsuZfXq1V6//PJLwLp163b4+fnZT5w4Yc59vGeffTbhk08+CV66dOmukJAQa1JSkikmJiY6MzPziIeHh546dWqtzz777KBL/wYlVNpAuzAFzRSqi9hecCZKjcaYGAV3d3fXnJkQBSiP8a5ClJFVa92uuERKKV9gNjBGa51UxETNJbr/ClEaOdesUuq/GF3CAUZidBUHmAfMAG4DXgWeBGyOADtZKdXJkW4EsL+gQ5TXuQshhCi7Ll26pJ8+fdpy4MABt/j4eEuNGjVsmzZt8lq2bJl/dHR0NEBaWpppx44dnrkD7eXLl/sNGjQo0WKx0KBBA2vHjh1TVqxY4b1kyRK/4cOHnx9/HRwcbCvs2AD+/v72Ll26JH///fc1mjdvnpGdna06dOiQXr7fumilDbRPKKVCHA/Ii2qsc6WrDxxzbK9fwPYCXTa11unxkHUOajSrtFOwW+38Ov5jArtF07nvNWSmZrL5x39oc3s3slKy2Ld6B15BviTsPUxM9/b41vWttHMtJ1bgsdzjXZVSCzDGuy7KNd51HJAz3jVn5txQYKFSKs/YQVFC53aAe03wquv8PtOmwfjxcOgQhIXBxIkwbFieJAfW7uXA0g30eOxWF59w5VNKuWEE2dO01nMcm0t6XxYllXoY7Fngd0WFHTIrNYt/pv1BwoYNxAwdQLMuzVGmqrH61ZAhQ1iyZAmAUkodAV4AXgdmKqXuBg5hBNZgtGB7AiHAWOAB4F3HtXofMBXwAfYCR5Fr1vWsaXBuKwS1L3UWiYcT2TR7MT3GDHThiVU9Ugl/ibGmw9nNUCvXqKhp07COewbz0cOoQsoJ1VoRLc/l6aabbjozderUgOPHj7sNHDgw8cCBA+5jxoyJf+KJJwodO17YfGFaa0q62uPo0aNPTZw4sW5kZGTG8OHDK328emlnrpuHUVMNF9dYD1ZKeSilGmEs07HG0Z0xWSnVybE+5ohc+1y+5obCL1GVdvi4eav5O7wOfd98iA79enLG04SHryfthvfgeE03TEFeRF/fmkbtI+g4+BrM9f354/3vKu18y4OMd60CfomCH0vQk3naNBg9Gg4eBK2Nn6NHG9sd/p29jKDOkfR4/DZ+7Pl/5XDSlcdxD/0S2K61fjvXRyW6L1fU+VYrP4XBz03KLfuz+8+g7UaB4/Th08yP6Ya7rwdX3duPWz99gairWqLMJma2787a2cs5vOkgM/uM4pf73i4m5/Ixffp04uPjAdK01vW11l9qrU9rrXtqrSMcPxNzXbO/aK1raa2bOiZDnQeM1FqvxViV5F2t9YPINVs+/h4Bf3SAjJOlzmJJn6voMfZW4hb+68ITq5JyKuGjgE7AA46K9tIsXyfK2+p74M+OkOaoj3OUEyxHDqEc5QTb8DvI/uKbovMRZXbHHXckzp49O3D+/PkBw4cPP9OnT5+kb7/9tta5c+dMAPv373c7evRonobe7t27J8+aNSvQarVy7Ngxy5o1a3y7deuWev311yd9++23tZKTk00A+buOA/j4+Nhy8ga45pprUuPj493nzp0bdPfdd+efY6zCObO813SMpTpqFVdjrbXeqpSaCWzDuEk9kKul7z4uLO/1m+MlKsHZ+LP8/uKbtJn5NpEpmUzt3B2PTIVn8iECU9JJCKiDZ8ZpzvnVJLNmCP6nznAuuBZ9/v6T3o8M45vFvxEU2oprJtyHd5Brh3+UAxnveinQxazKYLfDiRNw9CiMHQtpaXk/T0vD9tQ4Zq7cxhWzp9Ah4cKUEAP++oK00+9dCteqs7oAdwCblVIbHdueoXT3ZeFC8afSeOqDf/j2n19w88zmpZvv5Gm37Rf1vlhrrUdgRCgNOzbhhyFjsFsU18z9hOCMbABsCoK0sa5mmkWxpHE70kIjsKbuZ/C/fzNo7TK49SrgQrPvoanjWNGiGx3f+JjGnSOrTKu3g1yz5Unb4fBsaDAQVBHtJ6cdwbEtrfA0OZL3GulqNjfeT5uGfuYZbjl0CICW13Zg4UtT6PX8HWU8+arJ8fzPKQMkK6VyV8L3cCT7BlgCPEWuSnhgv1IqpxL+74o988tUoqOYl50EhMK4cReVE8xozP93J7vHPE1EinSQKS/t2rXLSE1NNQUHB2eFh4dnh4eHZ2/dutWzffv2zQC8vb3t06ZN21+vXr3zM1recccdZ1etWuUbFRUVo5TSL7300pGwsDBrWFhY0vr1671btWoV5ebmpnv16nXuww8/PJr7eCNHjjzVp0+fiDp16mSvXr16F8CAAQPObNq0ybt27dqV/twodnmvylatl0P4zlEQGuqCf4NCutKePJjAyomf4xZWh8CGDTm4ewMd332WRknZpFtg7iMvMvStF5w6xJzn3+WWl8eef7++th+2SfNpP+Cqsp9/OXF2+Q7HeNelwESt9ZyClqjRWgcopT4C/tZaT3Vs/xL4VWs9Oydttb5my0Pu/wdJSbBjB+zaBTt3Xvi5e/fFwXUxvr//edxX/sXNcStY/Plcrr7n0ljoQJakq8KKuGdnZmqCHulDasiF3qJD4hST51vwzM4+v81qccNiNd4f8jMTlmyUA6wKspUZL7uNTBOsDa7HgX7D6Tv+aWo0qHF+/4RtJ9ixfQMBo4cQkJnB8q4302nlzzRKOT/cjaPenhz47ywCw+rhU8OfsEN/FzvUoizkmq1kuz6CtQ9Ch8+hyT2Fp/sxHNIOQb/94Nuw6DxzX+s5vYgKugdX8TJkUZRSWRjLzOUosCLeUQm/DIgFDhVSNvgQ+Cdf2eA3rfWsnLRyzZaj+c0gaSckPQfTl8KyZUUmt1ttmMyX3nLU1W15r/Jy9dVXNxkzZsyJ/v37J1f0sfMv7+XqydBEZcj/EDx4EPs9/8fmR8cRmXiEAblWQbkSOOhn5qt7H6bzyNEMvTLG6cPcMmEMaY+OZul73+H9+f/odnQHppu7M6lHRxreNoZe9w66VG9cMt61MiQkwPr1F95HRMCePRfem0zQqBE0bQpXX8227EY8t2AXHxz7iNCUi7PTwIyufQi9cRRXXNeB29uEsXJWV7jtOvYs/IEeo/ozvWd/YrYs5chT73D9wyMxu0vPPuEaT3492wiyd93IvZETGHZjOOFv1cczOyNPupwgO8VsIcHLhzWNI/BMT8bnsde4evTNZKdlg9VOF38PuhRwnDrRwdSJvh7rjScxu5sZkqvlevo94zCv+4NBGzdS74G+juMorJix2BwPgpyhFnB5jVesztIdj6CME0WnK+FYR8Co5Hz44UIrOn994mNu+O/9Jc+3aih24kmZdLKKy8yEuXMh8TDUBCa8DDWj0P41UEnnLkqeMzvz0sZNufrg7oo+W1HOTp06ZW7Xrl1UVFRUWmUE2QWRFu3KVIIW7T37s+g74UM6RYXTPaoJf6+Ko1eDQE4cWcPt77xGnYyC1xRdU7cmR8K6YfX2wp6dRFZoPXpOeIF6zRoUmL4klkyeh8ezo7ky3ni4H/G1sKRNT/rNmol/bf8y5+8KxdX+OcYOfgMkaq3H5Nr+X+B0rsnQArXWTyqlYoDvMLqEhWKM0YrI3a2xWl+zpZEzjnrDBiOw3rDBeB3LGUvlSDf7FmjdGmJjjeD6iivAserAup0naPfB1VB7O0MWNWPa2kOo9FwFP29v7B9/imlk3m6M1gwrFi83AP4JrkenExd6HM2Lak6fDetw83Bz3Xd1YpK24kjrYBVWyD3bagWfRzph8kri3JiFuC9fCosWob/8suDSt1IoezHDJcrgl8c+oNe7Y/Ao4hiZJhPfD7yL4dMnkZqQyq4lG2k9qEupKkvlmi0nyXsg7QgE9yg6Xdx42PoqtHgFYscXnu6nhpB6sOgW7XPn4K+/IP0W470Tt68ZPW5m8OI5xSesYpwoH7gB84E/cubDUErtBHrkqoRforVu6pgIDa31a450fwAvaq3Pdx2/LK7ZirJ7N0yaBF9/DadOwbtuUDsbIn+Ctjex5sXXiXntGXyyc+3j7c3Rsc9Rb+LTAOzbvJvGseU350Z5kBbtqi9/i7YE2pWpoEJbWhocPmwU1HO9NixdhTl1F7XToHYqWJz4Z9MANnu5j9X7e/pCtv84ha5//kDk2QyO+ZhZHRaOtUZTAu64i5733VriWQNdxYkHaVdgOUb3sZxS6TMY47RnAmE4xg5qrRMd+4wHRmGMHRzjmNTnvGp9zRbHZjO6eucE0zmvM2eMz00miIoyAuqcV/w1xmeFVDhprQl9vD/H/X+GNfez5LnX6L73Z6cD2u+vvo3blxi995LczKz+YDrX/mcQAIf8LKxu3JyY978i+qqWZfvu06ah/+//UOm5VpLw9jYKAyUItiVoqcIKumdnZbH83e9ZO3cEtx6qS4Njx43tNWsarS3pBawsEh4OBw6U++narXaUu8WYDKgI8d5uhKRlc9jXjRXNu2Ezg1fSWSwDRnHTc/ehTIqETccJbhVS4P5yzZYTZyvj456FrROhxcsQ+2zh6QoLtE+ehB9/hNmzYdEio+YopwL07EfG/fXYxR23Mk0WPOxGJf+/Py6lff+qO4wsx6hRo5g/fz516tRh69ataVprn4JmEgfOYlTCN8aYedwGPAz0Ak4DC4BfAA/gW+AzpBK+fGltdAl/80349Vcwm6F/f7j3Xsh8GJJ3wo3boEYU3ce9S73dY/liZSjeCfF5ygnT+g5n2C/TOOZjpnZiOm7uLqxsL2cSaFd9EmhXBRkZRhfZTY5JRhbcaYxF3b3beODlphSEhvKv7RzHvRW+NbpyxteCtUYIB7EQFBHCyGkfYU44fvFxKqgwl9u3Ix4iYuFU2h8/i9lxaR3wc2dJq3Z4BLfixvdfw7e2LyZLxXQxv2QKgC5oCS0XBZxXSv9hrF0L3Tuko7ZugY0bLwTUmzZd6GLo4QEtWuQNqps3N4LP3IopTD72xWzePnor1+q3+PPFx0r1NeK3H8Vms+Ffsyb+9f2xZduYPuw+ev7yNSFp2Rzwc8e2aDON20aUvmKqYUOj5T6/Ev4/vGSu2ctRzrXa+xT89hvMmwd//AFJSWSYIatTF/z79oWePaFNG5gx4+KxraWofCmTQq5LW/36/OobwE07NpPoYeKgXyAxiadwz9cIvquGN0HpVmN7SAAAACAASURBVIKysviqZy/uWrjgorzkmi0nTgfaz8HWV6D5BGj+XOHpzgfa+yDZE+bMMYLrpUuNCScbN4aBA6FvXzjS/fyx0778Fv2fEfjk7jjnuI7nxMVzy3+fYGrnqxi+cmlZvm2FWLZsGb6+vowYMSJ3oP0mRq+2nB5sAcDPGJXwGRhL07k5trfAWA++C0YFfW+Maon3gTZIJbzr2WxG9/A334R//4XateGBB4x7a4ij8m9+FCTtgBu3Qo1o/B68hhTbaTLejcPDI292KadSSKlfl7qZqUy9fxzDP3qt4r9TKTkRaO9r3rz5GZPJVLWDu2rKbrerzZs3B7Rs2bJxzjYZo12erFYjgI6LMwKQTZtg27YLyxLl1Bj/8QdERho1c40aGQFNzis0lNX7j9FpemOuVi/y1wvPX3ycto0KLsxNnFghXzO3O6Z8AHxAdno2P97/Mm7/LqDb7n+5c/kqYBXM+ph1dQLYffVwmg0dSsu+Hava7LgVr4Ax9mUdQ5mdlo0ty4ZnTU+Xnpf9zrs4WOclaqUfRp/LRtkdlfX+/tCqlZE+J6hu1gzcylZTnJVt54Nt43GzxfL9hEdKnU9IVN6J4c1uZobPnIS2f8a08S8z7PUXoENTAOY3bUHGNQNpMexWtv73C2IWzsTDlsHaZhFc/csvBIYGFnwQx2y8+emDB/nrgx/o+dBtBX4uLhE7d174vU4dIzCpWxcGDeLWEwtZ1qAOCR+tyLtPzv/fyqxEmzixwOeD+fXXuWnYME7vOkVQZC0Cgfidxzi6fS/eFl+8Gviz6Kn7GbboT7wcAZZHpx4Vd97C9XKK3neOhLkrjWs4KgqeecYIsFu2vDCOO9dKnj/Ub84f/eDDpUEEJibmuY5vGQYLfnidzltXYbPZMJur9rwXV111FQcurvi8aCZxrfVTSqln4KLu4E2A4cBirXV7x/YpwACt9b1AxRe8qiu7HWbOhOeeMxqnmjSBTz6BkSPBy6vIXdN8tnOF7fqLgmwA31q+WM6c4lCwD/XmfwmXUKDthC0nT56Mrl279jkJtiuW3W5XJ0+erAFsyb1dAm1XSU6GdeuMMai5g+rMTONzi8V4oF15Jdx5pxFY66HGZwV0ycqhNdw1+TXwgvF9RxacqCoU5vJx83Jj4FcTgAkAHNl0iAWvPE+LJT/TOiGRtt9/AN9/wJIGtQmY9istuxU5H8kl78y5M6x8bBJpZ4+SZk+k1tZ/SKoRiEdkL274/m28rJl5d0hLI2X0vZxp25UGzcIB0HZNxtkMvALzPmDSTqfxS5+b6L55OekWEz5WG5kmE8HpWWQqxcbagaS99iWeGR6Edm2Kl7s3QY1r8ffk3+k44jrcvNxY89Myjv2+kqCebTi5ZjN2k50B37yHJd8EOCZrNk3jd/NrBOxs05eB999lBNiNGpVuop1iPPPNT2TX2MljYTMIqOH625UyKYa99jxzTthpNfM9Gqeepe/OTbBzE3zyApG50oZvPM3f7Zpw+KqRhFzdk67/d2OeSiJbvXqYjxy5+BhA17GD2NJ0HbHXtXH5dxDlxGaDVavgp5+Mluvduy9Ujj7zDNx0E7Rrx6LNu5j94xcM8BhbcD7DhlVu75Ring9BkbXOJw1pGkpI09Dz7+/5/Q/STqdhr+GJyWJiaIWeuHAJu91osZ4yBVofglrA3r3GNTxkCERHF5vFL5tX8kMLePDltXSObnjR5/FXDuTa6ZP47rnXGPpqEV3Xq66SLueZ7fg9//aLKKVGA6MB3B1zjggnLFoETz1llKtbtIBZs2DAAKO7eIEuPIu37kvE7n2celnNCs3e08uTP9t15p7FK/j3x2VVevWckrBarfccP378i+PHj8cCl97sxJc2O7DFarXmXfpBa12lX97e3rrKSU/X+p9/tP7gA61HjNA6KkprpbQ24mKtQ0K07t1b6yee0Prbb7WOi9M6M/PifKZhvIrw1fytmhfRrZ4aW05fpuId3LJfz3jkJf1Vty46xc34my2p30CvnbvcSDB1qtbh4cbfNDzceF9KQKquAtfst0MfuHB9gM40ked9Ua9NgQF6Zd3Q8+/3+nnr024e+t/awXqXv//57YkeZr27hofWoJMtJq1Bx3u5FZt/oody+lw0aBtoXkS3ffqxUv+75FHE/wPfB3pot8ca64ysbNccywnf3/ucnt6pp94QVFvPbd5J/3jbeL3dt4Ge3uGqPH+HjbV89cxbHtInD5/UWmu9+cFHC/x7LbnlFq1BfzL4dqeOX1Wu2ctSaqrWc+dqfeedWteqZfwbursb9/OPPirwWm3zyETNi+hlG49U0klXvipzzbrw2VElOFFG0FprvfFZI92mly5s275d66ef1rpBA+M69vPT+gtfI9253SU6dpOxo7UaF6htNnuBSU8dOOl43rg7860q3f79+3VMTMz56xY4q3NdW8AZx8+PgOG5tn8JDATaAwtzbe8G/KxLc82KvDZsMO63oHVYmNZTpmhtsxW/389RxvV6Zose9ervmhfRz0z6q8hd/l2+Smea0N90bOuiky9/lXGvlVfZXtKiXRytYd8+WLkS/v4b1qyBzZshZ13U4GBo3x4GDzZ+tm1rdCss0THsoAqueJq4+C3w9GLuo8+U8YtUHWExDQl793ngeVbNXUTIiP50P3KY9FuvYnPNOkSdPV3tlqLp+v7jfJWdQs2j6fgNGUi3u/rz00ufYPv9O3rv24lPatJF+6T61STJmkHzxDPAmfPbGycbrcyBJy8s5bK0fgO6HTpAgOM68nVsrwss+nw2B/6ah0pLJXTbXsITjnHSzw2frGw8rNkc9/fnbM3aeNkCsZptWLLtnG3Xgpu/+xhva+4pOw0qLByPs34cNe286DNXOnA8iZTAFfRwfwIPt4q7VQ36dML531ud/+0VmgG/vzOVpCUrMB/cSJ+tq2k55wOY8wG/N2nDoZ4diQXSagbhdfY0CljTrg9dp88EDwv/mfE9h595gwbNwyvsuwgnJCTAzz8bLdcLFhhzaNSoATfeaLSg9O5tDI0A+O6BPLtqDXFZcwhM60i3lgU2aImKUg5DcC4ZOb2J0tLgww+N1ut//zVa/667zhjb2q8fLIiB1BRjUsoSSLDtxC+zGaZChnkFhddiv3cAjdLO8MPo57lt0oQC01VhJV3O84jj9/zbRWkdOGB0EZ82DQIC4H//g/vvB08nh7/l6lG3K3kDeMBjw1oXuUu7rlfyZ3gIV2/bQFpGGt6e3kWmF6JUKjvSL+5VrjWABdV+Z2Xpl+6YocfFXqczbrpF67p19fnWKX9/ra+5Rutx47SePVvrQ4e0thdcw+uUnBpjawGt3Vrr9dvOacZ76RbjR5f+GJcAu82u5z72lj7kW3jra7Knt/7hwVd0/NZjOv1sutN5U1VaWooydarW3t55v7O39/nWmNP7Tmmttc5MztR2R4vCuSPn9PzmN+gfrx6t5973WsmO54Lzqv1wP+01toVrjlNIq81z02dpXkS/OXOJa47jYgc27tNTrx+ss1Xea3XP0h0641yGPrkt4fy/17w2/bUGPaln92LzLeiaBcYCWzHG/kwHPIFAjJlvdzt+BuRK/zSwB9gJ9M6fX/5XtW1pKegeb7drvXGj1q+9pnWXLhd6I4WFaf3QQ1ovXKh1VlbB+eW7VlfvOKh5EX3TG69XyNepqqrEfTY8vODnR3h4eX3t8udMi3Zmptbf32akG2j0ZNKtWmn99ttax8fnTftjIyNd8t4SHdv0ZF3d5LG7iky+Z/mO839zm9WJFshKVECL9n+BcY7fxwFvOn6PAeIwZhZvBOwDzI7P/gU6YfRZ/g24QV+u99myOHVK67FjjZ5Dnp5aP/ug1tunlDyf+dHnW7RDH75duz3e0KndZtz9tNagv3hoTMmPWQkq414rr7K9Kv0EinuV143JNuVbbfP00nkeyCaTtrtdCPZOBtbRetgwrT/5ROvNm53rvlISOQ+y7NQCPx70xmeaF9Fz16x27XGrMLtyrhvz4gb19LSu1+qUMylF5lclCoDOqKpdHgs5r6gn/qPVU7Vcc4xCCpP1Hxmi1ZO19ekzFddtvDR2/bFVT7nzYa1Bn3OznA+u81tVt45OcUN/0/MGPbvttXrL+rgC0+W/ZjHG/u0HvBzvZwJ3Am/mKxy+4fg9Ol/hcG9O4bCwV7UsAE6dqm0e+e7xZrNRYZrzvlUrrV94weiu6Eylab5r9foX3tO8iP5pxc7y+x6XgCpxny3s2aFU+X3x8lZYoG23a71mjdYPPKB1YKDWAx3p3upsDFUrTE6gnbTH6WMnpiRrXkRf/fyrxe7ye5P2WoOe9cxbxedf3gp5dg0ePFjXrVtXWywWjTGm8m4gCGM5rt2On4H6wv13vOMeuhPok2t7O0fF517gQxyr+BT1qpb32dJKTTUqO2vU0Npk0nrUKK0PH77QBdzqfIOK1jpPoO02NlKHjLnZqd3OHjmrbaAXhNcsxZeoeEXdazF6XywGtjsq5h9xbHdZpby8Sv6q9l3HM85lEPfn37j5erLt7TfxPbqbBqeP0CbhHBd1grLbSTbDPbfCyjCopUcR93YFzEaorRdtstntzD/xER72WPq3a1/+51BFqLCwApeiSQ+sxQ/db8D90E5a7d1Cj8NH4fBRCPBleqeriX3rfzTvUnQ3oSqtsidMKkwh5xXqF8p2+ykSz2USWKOAaT3LyGa3c9RzAY1tNxBYs2rfpiKuiybiuvc4NOoRtAn8C+leWXP2Qo7d2I4Ri34F4ItXXyPmh+nOHsYCeCmlsgFvjG6KT5NvplzgKYwZdGdorTOB/UqpPRhru/5diq9XJG3XBa8akG9ZuBMjHmT1j7+QXCcAu8VC/0U/ctLLg5PePoQnnWN77QhaLv+LwPpBJGw6ztqvZnJ66594p7thstq47rfp+Ab65jmELcvGmb2JBDWtReLu09RsFIDZ3Ywty4YyK9LuGY1vZr41rG02MtIy+bnvJPq9fyMejUIpi/WJy3D3bEy/LpHFJxblq5BnB2FhFX8u5eXIEZg61egavn270a12wAC4TUHGdKObePMWhe9/vnutdvqQK7ftA6BZnSuKTdts5gxocwW2+V/CxNItxegSRQwjmD79wj1XKZWutf7S8bZnQVlprSdSwEziWuu1QKxLz/tyYLXCN9/ACy/A0aPGpJKvvQYxMcbnKw8YP7W90CyKkpicSrb/bpoq58pTNerVYFqXaxi28i+WzPqFHrfeWKrjVhFW4DGt9XqllB+wTim1AKNifpG+sHzdOOAppVQ0MBij50YosFApFalzrf0uyq5ql2DLYOG733N61jTabl5ExyTjZpsz32+SW+Hjk3yz7WQ2+YHT2c9iy95dAWcK2C8OtMd88jNp/psY7PEtqhxmc66yClmKxuv9dxmRK+DLTstmxpC7uWPetwz5ZzF/bNnpVKCtlBoL3INR0tgM3IURuHwPNAQOAIO01mcc6Z/GqPG2AQ9rrf9wxde81IUFhsAp2LT/OD1auX7M8S9rN6O9TtGt5jUuz7u8hHVrXOTnUZ2bYz2eyvKpf5CSdoZRDzo3h7PW+qhS6i3gEJAO/Km1/lMpVdKZcvNwZjbc7LRs3LzzLtF24tBx/r6hL7GHd+GTnclfgx/g2ueeokZwTWY/OJ6orGRa/PAN5izHTPoHDxL88hP0y5e3f3I2IekpeFsh5NBmCK8NQDCQv6hzKKw28x96DtNffxGQcASb2U6zE4dpmJIBGM1RAD9GxXDVvu34WO34FlJUcLdmMqjNf5i68QTDGhWcxlmJljhC9SVcwVedFPLsqIxlLl3u00/h+++N2cO1hq5djbXYb7sNataETS8Ybava+QDaWWt2G4F264ZF398Awls3ZmVoLQZt2s7mX9fS/IZKWk1k/Pi81wEY78ePr5oV2pcDrY25MJ5+2liRp1MnmD4dunVz0QGMcvL6fQdAaZrXiXF6z6ixE2DlX2z9/NVLOtB2lAdyygTJSqntGM/+i5avo4Ir5S9nl16gna+lJPcyJUf/PcS6OT/S/MNn6ZWSfH6XxQ0acqRRBA2fe5I2La/EL8gb1bhRgbXfttAG/PTardR59AuSVAG14+WhgBbteXtmYfKoxZRnB1fMOVQVTi5V5ubtxh0/TeHsgffIDrRyjXfNYrNWStUDHgaitdbpSqmZGLV50UhtX4nU9Q+CU3DkVCLg+kD7tbk/godiROfeLs+7Mlk8LHS7u2QPcqVUAMYDsRFwFvhBKTW8qF0K2HZRCVxrPQmYBODj43PR5/v+2YVbr+ZsaNSRlKZR2LLTsAb5c+VPkxiQeOGeNeyrd+CrdwCKXP4p1cuHzVPnYbVl07bPVXh4euBlUmhgZs9B3Lp0Fhtq1yQozUqWBXYOeQ770RNkxK9m8L8rCXt9fJ78Ej2MZV7sXFjDZMD2rZzwsvBv3QBanUrFNzPjovM45K/AZGftsX8ZRp8izrhoxxNTsPrvJcI8otR5CBeqgstcFquw8szp0zB3rlEFDHDffdCsGTz/PNxxB1xRfOtywUpeab/5iBFod40pPtAGSBz7GjzxfzS/sT22LCtmt0pYV/vQoZJtF+Vnzb2wZxJ80hVWrDCWtp09G26+uVyWBN1y9AAAbcKbOr1Pm4Fd2FHDnwf+XEVqZio+Hj4uP6+KppRqCLQGVlPy5euEC11agXYB3YHsd9/Dtr/W8HdKAjfPm0m/DKO7yd9163HqtkcJaBZJj//ceHH3xkJqv93eNLqKB7jX4XT2jor4VmDPO7OzzW7niPufhFl742a+tP6JXKIE3ahrNgwoae5VsgvupSbY3/i7Hz97tlzy35L+B+p0B7q3rVsu+V9iegH7tdYnAZRSc4DOlHym3BI5nnqMSJuNfluWw5bl57efczcx68FXGPDfpzi6+RBrxzxO6L7VnKrhzdmmnRg+b2qBxXmfjDQ63VJwD4XbF/+ALctGO/cLhfLcxaQ/JnxF2tIV+PTsTrf7bkOZFIE1jNloc4JsW5aNjXNX0eqWzgS7mS9+XgB4e2N6eSKcGcuRsycoi4Ubt4PStKnXvEz5CBeq4CE48QePkXE8jUYdm5zflnwiGb9gP7bNXEf07e1I8PBgzX1v0Hbkrax/ewqdpk9kae87abR2Pi1PHLyw0O3Bg3DXXUbZZNcuYx33nHXb4+KgefMiApMSdgkvQcv3waT9YPOnWXigU+lvevweFn34AT0PbmL2bQ8x6MePnT6Wy1wOwwguBTt3GkE2wJ49Rs+Mu+8GizPl2tL1zjhwKh6A9hENS7TfjhYDaLZ8CjNHPshdM74q1bHLrIiGxFwsSqm1ud5PclSan6eU8gVmA2O01klF9Ip1qlJelM2lFcUV0B3IlJlB7OT3iQXSzYo/mnTEe+wzdLs/f0fFfIqp/Q7yDmJXxmkyMpxfXaD08l7XP/6zAbt3Aj1qVK/WvMpWXl1wL0chAUagfSLpTDEpSy7hbDIpNdZwpe9TJV2Fpro6BHRSSnljXLc9gbVAKjASeN3x8ydH+nnAd0qptzF6YkQAa0p60M49exD/90Hm/vdjsjzsmENqkf33Kq6d/Cm3NjS6eYe3b0z4yjl5d2y4vFSFXLN74S1fvZ+/C2OUR9H7t709VzfEQu7xAbf2h9fHkpiZUHBGTvp3714AOkY2KSalqI7S09MJaZj3cRDv5UVIujEvQLRjW53MTPq+OwbeHXN+SMQtv3xUcKbZ2UZA8uSTcOutsKOtsb1FEeOu83CyjFyClsRjafvxsDcqUeNjm3+WQEggg376hA2LRtK6Z0fnd3aF6jyM4FIQHw8vvghffglTHNv27AEfZ1qKHRdaKcdon0g+ARn+RDb0LT5xLjf89jlngqbSacF07LYvMZkruPDh/PKEVq11oWMylFJuGEH2NK11zsO5XCvlRdEurWJsId1+NDDvsXdwT8um9+5/ig+ycwwbZqzdZ7cbP3NdzLW8g8AjhYTTWWU+7WLlu6G89+dPYDfxWL/Sd2sUF8vXBTcU8HFFF1xH3qOVUmuVUmut1ouHAlQ39YKMrvqnUlzfov31XyvAZKNP1NUuz/tSpLVeDcwC1mPMK2DC6PL9OnCtUmo3cK3jPVrrrRgzk28DfgceKO1wh5BW9bh52kRun/wat058jCF/zaaWI8gu1MSJRqE2t8oq5BZwj/d19wGtSLUmF7d3kbYcMwLtHi2c61IrqhcvLy/+Cs8bAOcE2bn92HdMgfsXGhJbrfDqq9CmTWEpLnY+CnZ9V9yz1ngCLCWbNDCgbgA/NzPmLjAP7pkzu3HFGTbMGMMeHm78bcLDjfdVeRhBdZCUBM8+C02awFdfwQMPXPjMqSA7t9JdM6czT2BJr4ebW/Fpc3P3cWfObXcSlZjJ8obNSnXsMilqXgEnKaPp+ktgu9b67VwfzcOojIeLK+UHK6U8lFKNKGWlvCjapRVoF9IiosLD6ffWmCJbREoqyNuYXufQqdMuy7NQ+QLtdSk/4nemG7GNa5X/sS8v57vgaq2zgTxdcAFKW9untZ6ktW6ntW5ncapb1KWtQS2jRft0mutbtOeu+Re04s5enVye96VKa/2C1rqZ1jpWa32H1jpTa31aa91Tax3h+JmYK/1ErfUVWuumWuvfKvRkq3ghVymFyvYh3Zpa+ky05mDyXkxpdQny9y4+vaiWrt63kdSEFNb/soo53Yby01PvYs+2sWnyKv4aMxm0ZsDP7xS4SKUKL2Ruiwro3nw4Posb//MPBdQLXCTbkoi/W1DxCfO5aft6pvboQ4tTqcz7tBK64hbRkCLKzmrV3PvGQg4ftUJGBrzzjjF3wMSJ0K+fMSv+e++VPGNVthbtJFsCvvb6pdr3dsf5dj+ym1kPvVKqPErNNfMKdAHuAK5RSm10vG6gAirlReEurUC7AltK6vgaD5ajiYnFpHSFCzeUldv2kea3mU41+1fAcS8757vgOmr+emKsNyi1fSUUGuQHdhNnM8rYol1AS8eB9E24p15Bg+CSdf0SVUgVL+Qqmw/ptrIE2nZO2fbim1XaSamqP6XUWKXUVqXUFqXUdKWUp1IqUCm1QCm12/EzIFf6p5VSe5RSO5VSl8S4KWVS+NT2oc0NV3LLsmn0f/0RTBYTLe66kmveKXqoQ/mUZ4prBTQ+v/HNl/g15Eq+/WNrsTnaPRKp6eHc+Oz8urzxPgD977+b5LNl60Eiqohp06BhQ8xuZp557Vo23NDVmODs0UehdWv4919jNvFST9iXo6Qt2kaAnmFOINBSuhF+voG+7Fm+HYBbP3wOba/AnhiFVbCVoOJNa71Ca6201i201q0cr1+rbKX8ZeLSCrQrsKWkrr8RaB87U7Et2q/NMtbYHXujk93fhdMqswtudWOxKLB6k5JZhmAFCqy1Pu0WRy1ry7LlK0QRzDYfMsoSaGMnxW0fQSbpNl6QXCs8tNNaxwJmjBUcxmGs8BABLHK8J98KD9cDHyulKmG66gqUqzxjBw74myqs50dauDF083i6E61lnkkEepUu0G7UoQm/R3YBYO6AW9g8dy12W+laKkUVkDOO+OBBFJrwc9Bv02pjcrOFC+HPP6FdWZd0K22LthEU2zxOUde39FPpNOnajB/aGnN9TLvjoVLnU2JVaciVcKkyBdqVUmNdQS0lITWNB8uJpApo0c7VqrclcS3m9GD6dJSWkvJwSXXBreJMVh9Ss8sYaJP3YXom7RzZfnto5NWqjPkKUTiL3YcsXfprNy0jA5v3Uer5lHEh7uotZ4UHCxdWeOiPsbIDjp8DHL+fX+FBa70fyFnhoXpzlGeufPYxGj3oVYbyjLNjs410ShtFv6Nnjzu1V23f0gXaANdtW8b6Oj6MWLqQ5re0x2QxM/+qe0udn6hEBY0jBmOG/J49XXus0o7rN9lpFFS2OWv7r1gIwPDvPuLsifJZWeUiVXzIlSi9Ugfa1b3GunZNo9vqmdSyBhLOuBBsHGcDQdmtK+CYQpSN2e5DWlkD7Xy11l/+tg6A1nXaly1fIYpg0T5kUfprN27vMVCaxkENik98GdJaHwVyVniIB85prf8k33quQO4VHg7nyuKyWuHBYnIHc2YFHMkRvJiMJUVPpyY5tVdOD7/SMJlNJDyRd4mvfeEV0FNQuJwubLzw4cMFby+VnEqj0vV8UEDDoJJN3pefu6c73/TqC0DNugHsWL65TPk5rYoPuRKlU9au49W2xrpuoBFon0tLKf+DOYKNcymZZPpvo4mvBNqi6rNob7J0AbXbJZEv0P59k7E85L03lbX7mRCFc8eH7DIE2hv3GgXOZqGlm3SnuiuvFR6q6+oOZmUGk63UjXjnOZmBMhnpzqQ5F2jn9PArresfH3F+ErjEtNM8/O2sMuUnKt5vzfuiCru+ymMCv1L+Z1BAw1p1ik1XnJELfma3Xw0AaveS8ogovVIH2uVZY10VHqbBAcZSBOcyKi7Q/nXtVjBb6dBAAm1R9VnsPmSrsvb4yPsw3Ze8DXNqKLFXlL4FRYjiuKuyXbu7jh0BoEVDadEuRLms8FBdV3cwKzMojc1WMZMv5dRqJGU4N0FZ/aCyBdq5lXa8t6gcaafTWNoghj5bfgEurv1Ks5hdO45Ylb1Fu3HdYpagdFLdPYc56+ZOUFYWW/+Oc0me4vJTlq7j5bYmcVV4mAY41vxLqohA23FDWbR1IwC9W0igLao+tzK2CgIXtWif1Dvwz66ENSzFZcVDeWMzl/7aPXTGqDNu20QC7ULICg8lYDYZo+ispZ4ozCheLd14GPfb7ibxnHPd0NOszpVvGtSS4LjcOGbxxmQyfk6bVtlnBIC2a5aEXYF3LR+6H9kGwPpvlqGmTj0/jvigv4VxvTo618XZ2RbqnHSlbdFWEFHPNUvj+tXxY9W9bwIQ07kVZ467fjlTUf2Vpet4ua1JXBWYTWbI9irbWqvOcgQb6+M3QKYvV7eSmWxF1eeOD1aT6yZDs9k0KZ47LgClkQAAIABJREFUCXFvWsY8hSiau8kbu8mJRYQLcSL1KGT6UTfA34VnVX3ICg8lY1JGUSzLWravvOzwYrJjJzNj6cYi0+W0elh1tlP5SqBdTnLN4o3Wxs/Ro6tEsP1Du470OLwPgD8btyUjOZ02I7rlGUfc9J4mzGnm7PCZkgbOpUxvs1AvqEYJ9y3cDR88wj91IgEICAkkM6Mi5lIQ1UlZAu1qX2NtsvqQbqu4ruMH0jfindISD/dLa9U1cXlyxwdbWQPtXC3aG3YngOdZYoOlRVuUL3eTB7oMk0+dyTqCR4a0ZhdFVnhwntkxL2xWdsGBdmamc/NNKV9jFvHDiSeKTuf4abVnFZ+pVgTXcF3gInIpaBbvtDRjewWzZdv4/qb/4/dWg0EpBm34l1+bhJORnM51e9fi6et50T5Ku2HDiWsISr1cV0mZs2piMjk7C79zOp3YyZraEQDM7dJFlqgTJVLqftla69VKqZwaayuwAaPG2heYqZS6GyMYv82RfqtSKqfG2solUGNtsvmSYa+YruMZmXbOesYRYR9RAccTouyMVsEyToaW62G6bNsOANqGS6Atype7yQNN6QPtVHUMX7tMhCZcw2wyKtet9oIL8Dc//x2/6Uc49uRBQmp5F5gGAIsR9KRkONFbI6Mm2dqJICmzJhZzlV0g5tJW2CzehW0vR9Ovv4Xhf807//63KxrSY/3WAgPsHCbtjg3nekU4HTir0q6jbXC31SzVfsVpF7+Dn2KuYPD6dWAxs+ef7TTpKGUVUbwyNZ1W9xpri82XTHtFdB3X/LxiP9o9mR7NZHy2uDS4mz2wm8rYjSrXw3T9wZ0AdIuWruOifHmYPcGSUer9M92PEmiRFm3hGsW1aP+eNR58TrFw446CM1B5W/BSs4oOtJUCS2ZtbE50HTdnXj7dxpVSY5VSW5VSW5RS05VSnkqpQKXUAqXUbsfPgFzpn1ZK7VFK7VRK9S7xAQubrbs8ZvEuQEpiCv8G1wWl8gTZPz38Jn327Mfbr4hKHcCk3bA73aJd3l3HDV66fAJtk9nEdX9vY2l9o4J1z9Be5XIcUf1IH+UiWLQPmVRM1/Hlu4wxVde1aFX+xxPCBTxMnmhz6YMVIE+gvePUDsj2on2kBDBFUUpNVkolKKW25NpWfoXBasjd4gHm7NJPPuVxijreIa49qWpMrtmi5UyGZiukRVv7GbPcHzyVUODn+RUbaFstuGlfrE60aFus5RO4VDVKqXrAw0A7rXUsYAYGA+OARVrrCGCR4z1KqWjH5zHA9cDHSqmSNf1PnAje+YJZb2/XzuKdy7YFG5l+3RBmt+3OjCGPkBEaRPsEY5hBksXCiq9+Ba3p/94TTuWnsGDH2ZWBShg4l3IyNB9z+V2vXgFedD98mG8GDIf7Xi2344jqRQLtIrhpX7JVxXQd33hiI9jN9GoRUwHHE6LsPC2eUIZxrkCeQPtg6g48U5tiMcttqRhfYxTsciu/wmA15Gk2ukMmpZbu+jWZNHV9g115StXd18g1W6hiJ0MzG8HM0bMni8wnp107rZhAG6s3ZpwbX+umfYtNU41YAC+llAXwxpiwtz/wjePzb4ABjt/7AzMcPTn3A3uADiU62rBhMGnS+Vm8CQ833jszi3cJJZ9KJnlET4YsmMHA9csY/P/svXmcZHV19/8+t6r32TeYDRiGRUYGEZElLkERWcSARgyuGEiIipLkiVGI5jF5/PFEs/iLhmhC3DCJC2pQHmUXl/DINsq+zgADM8Mww+xL93R31T3PH997q25336Wquqq6quu8X6+ZrrpbfevWufd+P99zvud854ssGB7h0dlLKI4U6N87xGs/cHZVx/TI4VPpDNBGe7Sd9c/Kz83YbvJcdP2/u9rwhlEB1qNNoVsGKEy6TnAFqM/avQ/QtfsYZg8kz4cx6o95WmqnJ/AKJoU7VkZZaO+SZ1iYO2LyDZvmqOovgR3jFjeuMzgN6c33ALB3qEahLbBk9qJ6NmlaYzabTj7waI8mCO1QQG/Zly60Q4ZG0yONcsV+PCqbX9tNZwhtVd0E/D0ut9BmYDduwOdI4LZgm83AQSJyG/AJ4N2R/sFG4CNV9w8iWbxZv77uIvsbH/pTEGHmwlmc/OIOdncL989fxO2Hreb7p13Iqh0byXXlyPdWn7JJyKGVCu0GJ0MLo0Fm9VjiPqO1MKGdQrf0UZDaS8CkEgmLUfXZwgMc0m1h41PANzBPS0305QOv4OAkvNqR66DQv5GD+yzBVI0cFHQCw85gqAKXAtF8xRuDZR1Nb1cgtGu0XQ84dIEJ7UliNhuQVUc7FNq7BvcmHGHsHO0RP92u834/ObopVhA63uMNZG4zHQgE83nACmAJMABsAsZ7W3px/YL/BB4l6B8Ac4DXMK5/ICKXisgaEVlTKFQaZl0/5v78J2PeP3/jfbxy2xbe9OxDvONn30YmkaG7oR7tKkPHw2iQef2dMdXBaB9MaKfQ4/VNqtZqKpHRvWc27kBnbeS4RSa0m415Wmqnt2ty4beOSMeyez/L55jQBvJhxyz4d+kkjhXXi6pt8ts0oi+03aHacgx4wMqDLHQ8gtnsJAizjid5tMOOWkXZxIGinyB+AvHihHYXvmQL7V6vMzzawJuAZ1X1JVUdBf4LmA9sJajQIyKLcT/HtbgBoGco9w9WAzeN7x+o6jWqeqKqnpjP11zop2be+vATbH5oI8XhAtvXvsTq019Vt2N7Uo1Hu7Gh4+G1s3CGebSN1qL5V30b0ZPrw2+URzsiMO57ei0Ap64wod0A8iKyJvL+GlW9JmOfMZ4WEYl6Wu6ObDftPS1p9HX1wBDsHpxEQrRx4WQrF3Xs6YxSUNUTq9xni4gsDux1Ma5zCM5Go9nlluHmHXY0oUd73yRCx49cah7tCGazk6Dk0U5IhiYAxTzDxYwkZ8Hfgp/uOe2i33kjJVsk9eWmtUc72j8YAGaLSD8wBJwOrMElRTsv2OYiwA9s9gbgW8AiEVkBHAT8KnLslugfeHmPxatdM+YfsaC+x24hj3ah4LafOdCxQYZGi2Ie7RR6831orvEe7Sc2PwPAGcetbsxndTaFcDQ5+JclstPoOE9LGv3doUe7fkJ71VLzaNfIDbhOIMHfH0WWXygiPUFn8Ejg3iloX0sR2u7eAzV6tH2PI5Y2PunONMdsNiAn6R5tOTAH78AChv2E/khY3ssXGO1PFtrBdt3SV7E3sj8/rT3a0f7BMcC/Ab8BHsb1j68BvgzMEJG1wBnAMICqPgpcB8wCbgZ+ycT+wLTuH3jVzNGu9FSUBHZ1py4coxroq2o3w2g45tFOoS/fBzKI7yveJOaxxBIRGJv2bIThWRy3cmF9P8OoFfO0VEB/9+QSSjnGPkyPWzHlDoCWR0S+DZwGLBCRjcCngc8C14nIJbhkPheA6wyKyHXAY0ABuExVJ5O9bloQ2u7+A7XZbm54Hj3dNk5dKWaz6eRz6cnQugqz8DXHMIMJR3D9E9EexO+iqAlCOxAxPdKPR74ikTTQPa092mNQ1U/jbLOEiOwC1gclvwgSnS0Oot6+BrxfVY8WkSvpsP5BK4WOqwICOXNoGy2G9RRS6OvqA1H2DmbPY6qe8k1kx8gL9A2trL+YN2rFPC0VMNAbJkOrn0f7mKVLJtOkjkBV36Wqi1W1S1WXqepXVXW7qp6uqkcGf3dEtr9KVVeq6tGqetNUtr1V6O9xtruvRo92z+j8ejZn2mM2m05W6Hi3PxvP72NUM0LH/W7w85mh4z25wKMt2cm5ZnZPa492LVj/IKAqod3g0HEJjh+WyutUrJJO69HZFplBf5eLQdmxtwHh4xGBMeS9wILcyvp/hpFJ4Gm5CzhaRDYG3pXPAmdEQsU+C2NCxR7DhYpNe09LGgMlsTKZrOPl68AbWkhf4Gk0jEYyENjZ4HBtttuv8+rZHKPDyUqG1iMz8ejKFNA57UI0n+zRDujLuTnaWsEc7Zm9nePRHo/1D9Kp1IYcDfZoB3/F/FXfwCrptBQWOp7CjJ5+OAA79w2xgnqXDCgLDO3bwiFiQnsqUNV3Jaw6PWH7q4CrGtei9mGgJ0goVaNX0FG+DnpGzJudhIjMAb4CHIvrU1wMPAl8FzgMWA+8U1V3BttfCVwCFIHLVfWW5re6dRnorUFoRzwsMzwT2kb9COtoFxM82n3MZC8jFDOEtqfdiHqJQlsRBOdE8MSnEh04u69zPdrWP0jHk1xFNgQ0PHQ8pNN1tqr+UkQOG7f4PNzUHXAZ83+OqwNfqqQDPCsiYSWdu5rR1k7BPNopDHQ7j/bOfY31aHtekWMWmdA22ouZfZMLvwXGXAez1IR2Cl8AblbVlwGvAB7HRqlrZkYw7WH/SBW2G7HVOV0mtI36keXR7s/NwiNPkdGEIzh5kaMH0eTQcT+w4f6uPnKSr8gbObu/cz3aRjo5aZxH+9v/ZzNbt1VTdzwIHa/qUzqGMZV0gGglnQ2R7VoiU/50w2wyhRm9TmjvarTQFjj+UBPazUBE5ojI90XkCRF5XEROtfkrtRGKlVrDbx3lh+/8vAntOERkFvB64KsAqjqiqruweu81E3q0h0aqsd3yPXt+v2UcN+pH6NEeLcaLlhl5FzrukxE6ThdCLtGjXSw6Gx7o7g9EUraQmWNC20igkcnQrtrwJk6/4p+rblMHhI7nRWRN5N+lkziWVdJpAia0U5gZCO09g40o8VW2ZQ846UgT2k3CPIN1YlZ/kLl5uD4e7UX9iyfbpOnK4cBLwNdF5H4R+YqIDGCj1DUzMxwkqtGjffAM82gb9SPMOp4UOj6jeyY58viJHm1Ht9eNaD5RkBf9oNZwTy+e5KACb+S8GZ0bOm6kk6vQhhzVJjeD/fkNmduVjy6l/aY5tZSs3RJU0MEq6TQfE9opzOxzQnt3I4R21KPt53jl4VY/uNGYZ7C+zOyvIfx2PJHrYPksE9oJ5IETgC+r6iuB/QSDQQlUNEotIpeGo+KFQjUheu3PjD43SHRgtBqPdvkULplT75wdRidTCh1P8GjP7p5VkUc7L914mqeYMG/WD4T8zJ5+clQWOj5/pnm0jXi8BoaOC7B4RuX94jDruHSAS7sGLFP+FGJCO4VZ/YFHe6ixQrtreFFpRNtoKOYZrCOzA6FdXfjteMrXwWHzD55ki6YtG4GNqnpP8P77OOE9qVFqVb0mHBXP5zsrL+aswHYPFKpJhhYZFFpgQtuoH2HoeCFJaPfOcB5tSfdo56UbIY+fFDoe2PDMvl5XUqyC0PEFs8yjbcRTlUe76nJdVFE6rCzjO13UWKb81qOzeldVMivwaO87MNiAo5c7bTP8gxpwfCOG0DP4UVW9R0S+QB08g+C8g8ClAN3d3ZNtZ1swMwgdHxqdjEe7fDqPWGRCOw5VfVFENojI0ar6JC7j7WPBv4twD83xo9TfEpHPA0uwUeoJ1GS7EaG9YI4NjBr1I5cLhXZ86Pjcvpl4kk+cUz1a9OkCunPdiI5STPB8h5Hp/b25iufXLphtHm0jnpxXRdbxGjzafhVCm5JHu6qPmXZYpvzWo9MHf1IJPdr7hxvr0Z7XZQKjSTTEMwid6R0MvYLD1XgFJ1C+DlYfZgNOKXwU+E8ReQg4Hvjf2Ch1zYT5BYaLtSVDmzO7zg2ahljiycrJB6HjSR7tuQMzyKWEjg8OO093dy6PRx5N2C4c1+ztIfBoZ98WFs0xoW3E05g52mXBXI1HO6TDdbbRgkxKaE/3B+mcgX4A9o80Nhnaor5FKdsZ9UJVXwQ2iMjRwaLQM2jzV2pgRm8oVuozR3vVYRaOm4SqPhAM5Bynquer6k5V3a6qp6vqkcHfHZHtr1LVlap6tKreNJVtb0V6ezwodnGgUJtHu7szxtImiyWerJCu0KPtxwuL+QMzg3Jc8aHjwyOuP5HLiZujnSG0e3ogL3nwsoXM3Fk9mdsYnUlOchXZEMBdd8VHa4wn7Bm70PHK9onimdI2WozJerSn9YN0zoDzaA+ONtajfdBsmwPVRMwzWCe6cnnwvboJ7e6cPSGN5uB5QKGHkWo82hFbzZnfJBVLPFkdXqAOisV4r9+CmTPJSVdy6PhoRGinebSDv/lcKJKy52jnTLkYCVQaFQFwwX+v4Nu3rMvczg8y41c7RzvErNVoNWoW2p3wIJ0zozlCe+E8uzU0C/MM1g8RgWJvleG344hcB2LlG41mUuytcpCobJ9mq5lY4skqyOdcVywsvzWehTNnOI+2F+/RHhkJjuOBkEvJTh6KGMHzPBA/M0eVZXE2ksh5zqOdUJVuDJIf5Y51d2Zu52tZaFc1R1ujvnDDaB0m49Ge9g/SuYHQHmqE0I6ExCyca502oz2RYg8j/iQ82lHBUmVWUsOYDJ7fw4hfo0fbxEcWVpKuCnK5cI52vGKZP6uffIpHuxDoEc9zwlgzBoJEwJPAZ2gxWkaNhHO0K7EhAV7auztzO40I7WoTqIGFjhutx2SEdkMepNA6D9Pe7jwU8xwoNLi8V84EhtGeSLF3ckJbox3L6udjGUatSLGX0WpsN2KrlkU0EytJVwVhMrSixt8DZw1Iqkc7OrPVEymJlaTNPIKQcDGhbdSO82j7pakLaQiwa6gSoV3ePmvAKA7PPNpGizGZ/kJnZHAu9laXMKdSIlN9cxaGaLQp4vcwWo1XcAKRjmVCJ9MwGoGn3Yz66XWJx2JCu1Is8WR15EpztOPvgf39kPe6EpOhRYNmhTSPdkSQB0J7GgUGGE0mrP8+Wsh+dguwZ7gCoR3ZPnHAKHY/K+9ltCY19xc65UEqxW5Gi9V0xiokIrSnz7i80Wl45Cn4k+ipRXPLmdA2mohHnoJWcW+P2KoJ7YqwxJMVkjVHO+dBLphTHUd0eqqkebTDzUqh45hHO8J0r6RTb3KB0B4ezTYiAfaOZgvtUGmLAFK9E8p0ttFqTFbjhQ/SbuAZ4PdxfZDrROQS4HngAnAPUhEJH6QF2uRBKtrFSHGk/geOiBPPQmaNNsXTPEWtk9C268BoIh55itUMEkVDx603l4mqPgCcGLPq9ITtrwKuamijWpSy0I6/B3oipTnVcZS8eWTN0ZbgeOVM54WCYvKkRFhJ5x1Bv7Yf+AtcJZ3PisgVuCmSnxhXSWcJcLuIHNUO/dp6kfechBgeLQDdqdsKsL+4q+JjO492NX0CifxvGK3DpIR2JzxIXXhhA4S2hY4b0wCPLgqTEtoWOm5MDVXbrnm0jQYRJkNLCh0XgvDyBI93iBfO0a40dBwYNaENjKmk8wFwlXSAERE5Dzgt2Oxa4OfAJ4hU0gGeFZGwks5dTW34FBKGjo9U4tEWGNIKPNrh9lQ7R9tta4OgRqth/YUMqp/HVyEa9WgbRntStVdwPBY6bkwROclTrDF03Mp7GfUknKNdSPBoC6EHWmNLKUUFSSWh46VkaIQebYMOqKRTb3JBEr/RhAGiMdsemMco+ys+dq3J0ExnG62GabwMPO0yj7ZhJOBhoeNGe5KjqzrbNY+20SDC0HE/wWMtaCl52WjM2FB5jrbg4VVW3muMR9vAStJVTUloV5B1vFcGKHjVCe1ayntZ3Xej1bD+QgYe3dUlzKmUiBcwZwLDaFM88vhM4voY49G2Dp/RPHJSpe1Ghbb15Yw6ks+nz9EuhY6TniXcQwOhkdSnKGdmDpOh+XbfDbGSdFWSywVRERV4tPPSVVUEkQdoFX3jaJ4Cw2glTGhnkJMuCg3xaFsyNKP9ceG3NkfbaD/y0kWRGpOhNaA9RudSqqOdJLRDD3RCOS6Nph1HMrM1u9Uybt/OplMq6dSTkke7gqiILi+PX0VfV6TGOtqmtI0WY3oNrzWA3nw3Ow+M4vvg1bN3NSYM0R50RnuS97oY1EkMRFnouDFFDPTleXH/KCMj0J2eMNdhc7SNBhF6BhOFtlLKOh4rtCN+vLQ62uFSTwTBPNoxTPtKOvWkPM+/Ao+2l0Or8GjXHDpe9R6G0VhsYD6DGf3Ooz00VOcDTyJ0/Oqrr+bEE0+kp6eHD3zgA3VumGFUTne+sjraw8PDXHLJJRx66KHMnDmTV77yldx0002WDM2YMnp78iAFRlLGid773veyePFiZs2axfnnv7W03B6cRj3pyqij7UK9U+poRzaUII3U2rVr6e3t5b3vfW/M8aQ0l9U82mVU9YEgzPs4VT1fVXeq6nZVPV1Vjwz+7ohsf5WqrlTVo1X1pqls+1RQzTz/vORRSR6HOO200+jt7WV02HW25frqPNpioeNGi2L9hQzydENupP7TR6Me7SoFxpIlS/jUpz7FxRdfXOdGGUZ19ARCO+v6KBQKLF++nF/84hfs3r2bz3zmM7zzne/kpa1byhuZ0DaaSI4u8NJt98orr2T9+vXs2bOHf/z8P5SW24PTqCflZGjJc7QlCAmPtVeNigwntC+77DJe/epXpx+PCoS2CXEjgVL992K2jeQklzhQFHL11VfT1dMHgLyt2jnaDsuFZrQaFjqeQU66wBttgNAuewF7962tate3v/3tAKxZs4aNGzfWtVmGUQ35XB687HCwgYEB/uqv/qr0/txzz2XFihU8++zTLCwtNaFtNI+c5DPv7S9/+ctLryVin1IcbGTTjA6jlFQqQWh7hB7opJDwstAWBH/tTubMOZrf+q3fYt26dRM/j9GyRzvTa2h1to14yh7t7Ge3Rw5SPNplooNGFjputD82MJ+BkAOv2FCP9sDOe2HdV4LlNnpstA+CG6Wu1my3bNnCU089xbKli8sLH/pLKDYg8aBhxCAkh+JG+fCHP0x/fz/veteF5X3v+yAMbmpk84wOIrO818h2SPFoh2L5t71b8IcL+Pds4R/+4R8mbLcg5xJmn7D+svIc7YTPLLHxhxV+C6PTyIdztCvwaOeDvnQaV155JaMjBwDo21pbMrS8Dle9z3RCRM4SkSdFZJ2IpJWnM5qECe0MPHGjcI3yaP/tDij0LIJ7/xBuPhG+Pw8e+Is6f5hhNAYPr+rrY3R0lPe85z1cdNFFLDn4oPKKjT+CZ79Z/0Y2k5FdNljWJngVDhJ96UtfYu/evfzLl64eu+Lu37ff2qgLJaGdMH2m66e/XQodjyVqh/c+gqyaw/Llyyds9uDwq0qv+8UJkkwx89+/Cy/cnL7NNMVESzqeV3no+Ov7d6V6tD/3uc/xzDPP0NPdBcCPT4DhXbsqbksYcXTcpk/CtwQ2/QSKByrefzogIjngn4GzgVXAu0Rk1dS2yjChnYHXKI+27244X9sDm0/7Gcx7Nez4NYzugsf+Bn7zZ/D0V8sevqEXYdDCxBuBPUxrJxQrleL7Pu973/vo7u7m6quvLkV2PDjUCz0L3IDTjcc522839j0D358LT12dva0x5UiQXKqSe3sul+O41S6M/Kk9wNF/DC/eBv/3XSa2jUnjSSC0GStEnhw6uPT6j+f8GEgwt8jCa964AXnl/NjPGdL+0usrZ7t7bFLW8c3DM8pvfn42rP2y+5zw3zRn2okWVdh0Iwy+AKN73bLiMIzucf3RwiC8dJdb7hcnDhoX9rsonv3Pw3PXwZ6nONW7kzxQrCC/yl8seop8yv325JNPZubMmTw7ekRp2fD6Zyr+epsKh4xd8Itz4bt9cMORsGctbLvX9aMf//sxyYgzaS9bPwlYp6rPqOoI8B3gvCluU8djc7TjeOILMP9EWPiahnu0C4DXNRvOuhcObIMXfgJ3fwCe+Lzb7p4/gAWnOhGuPrxjJ3TNSDysUR2Rh+kZwEbgPhG5QVUfm9qWtQdh+G0l14eqcskll7BlyxZuvPFGurq6SkL73RsO49Gz/h7ueh/setjZ/UN/CUvOgeM+A32LM47eAmy7x/19/O/g6I829KNE5CzgC0AO+IqqfrahHzgN8fCqG0QNbPUPbvH45R99HvID8Oj/hgWnwMv+pHENnSZMS5vd/7wbcJEuGHzeCZHFbwZ/FH71LvfMPuXr7v2uR2DgEHj++9C/BPBg/knw1BdZMudNvHUAlrAJdj9eOny3lAXBWTPuZ1EOvH2PQc/Ymag9/rbS6zOPKbL0E0/yul8uYHBwkKJf5Hff9Bt+8IMf0CuDPDsKK7rg6K7nWJCD7sEnYPfEPkVeinx9Zze/PzcY7L/vw+5fyMpL4Ig/gsI+6FsKM4+EAy+6AVNVGN4K+56Fha8Ff9hFK734UzjmYzA/Pklbi1ESLQAiEoqW9uobbPgh3P9nbiC4zlzowfJl8PJtZ8KNXdlNefl2uOkVqdsc0vVs6fWmS34FN6ZvH3JM11oeHYbBVf/Bq5+OZNrftw5+fNTYje//c/e392DXt1h0Gmy8HoZfcq9f+MnED5h7Agxvc9c5wPGfg1Ufr6htTWQpsCHyfiNw8hS1xQhoT6E99CIc2OJu2sNbYc4r4MBW91rybuTtwFaYdwJs+Rl0zYJD3gmDG2DG4e5h4PW6jtPMla6jtOcpeOlOWP+fsOUO9znvVjxyiFfA2/sIThbXieCmV1TIeTm3rHcBrHg/dM2Ertlwx5vc8m13lfd7/jqKXfMoFoss61nPCSsepvCri2HVFeRnHuJG6jZ8H576Egwsh/7l7kE362UwvB32Pgkv/V8YWAGbb3Ye9IPPhGP/EvY84W40o3vcPnuecG1RH8SD+aeA5Nx5zvVB9xzXJlUXopN32SIpDLlj5Pvd8lyvGy3N9bjOxrxXBesH3KCB+sHoqe9+k6FN7gb40p1w0GnumIMb3cP8wGaYcQTsfcrdIPMzoDgEvYtq/SWm9mFaGHLnp5ZUmYVBdx30HwK7H4U5q6s7jmr29nHbbL7N/UaHf6Aqr+CHPvQhHn/8cW6//Xb6+gJbCcK9fM3B0rfA7zwNNx7vHmZDm51n+/nvw/K3O7s56HRntysvcbY5pq1+eaR6aBPkZ7prKrp+44/goDeUbTcLvwBe3v1O4jkbTmLPE+7vga3OI3BgMzz3XVhx0dh2TBIbHKoPkhGNsXXrVu644w6VMxzuAAAgAElEQVTOPfdc+vr6uP++ezkR0INzzhaO+wxsuxt+86ew6cfufnvcVYGIMqJMS5stjsCPDp24fN2/jH1/9+9P3GZ78HfD9wGYP/gNblgC8Jfwk78sbbaiF763Fy4IbnVbDgfufjnjeRkwqnBn8WzekL+J5z/nRz4E4HH4ySqO74FHh2HTgnezdNu3eOlw4LGTYp92C7thaG8PvOVR+NmZEyPqnv5qbZFHz1/nrp1jP1X9vs1leoiWl/7bDYaE5PohTOa49K2uLzWy2/WLoyw51/WrXrzdPS9H98D+9W7dwW+GHffByE5e0wcHii/BjNfGfvxdGzx+PvoAV86Dg7sU9Xon3CNHRkfZuWMnCxbM57ED3Xxr3Rr+4bhg5YzDK/qaT2zp4V9338c7B46HC0fgN//D3Z93rEne6cCL7t/O+8vL4kQ2wM7fjH1frHfN34rJi0j0S12jqtcEr+M6dG3lkp+OtKfQXncNPPzp7O3W/3vk9X/EbyOeE+rRCy1kZBceOf7woF3MvnN1bW3NYL9C3ov8DCJOVAC8fSt0z4Pt98LIDrjnErjnEnI4l8AHVwb7rH8I1n997IG758Huh53QffIL49bNhZGdTuj2Loanvuj+VcucVzhhfGCLE+hds8DrDkKRUpJaed3BenHiqbCvLFKqIdfvjlUchDfeDoteV/0xmvUw3fcM3Pxq9+DqXw5eD8w9Hp75mjtfWoRZx0D/UicIZ69y30+LbqS19yA3gOQPu99sZLuziyhzVsOsVbDncTcQogVnB/NfDaP73EBIcQTw4aVfwd61bkAl3+c8DwOHuM/Z8RuYfYzz1my7y10jhf1OuB7yDngmsLVlb0PwOGfuXnJrLk2diLJ33z5OKHybV7/C43sfm1tafu7rVrBQQMOdu+fC+c/Bjvvh138Mhb1OuD7z9fLnghM3oR3PPtYNoo3unvjBS98Kr7venefHPgf7nnaDOEdcCgOHOTE8uAkOe7cbgBrZCUMvwO7H3PWx7S5Y/g547ltuQGP1/4T134Y5x8GcY5333euG/c+6gT9wv9HGH8Kay9y18cT/D6/7gVvXt8RdazsfhFVXwMFvrMh8AqGyBtgEXAWsB/4VOCzY5PeATwfbXglcAhSBy1X1loo+JI7CoLOlwn43cLZ3rTtfhX3u2u2a6a77cNs9j8PcV7rt1Yfdj8DAoW4g0+uGha9x5+fAFrc8HMQDN6hR2A/ds+HJL7prYMFr3LLeBc52R3c5j1lxyH0e6j5/ZDf0HeT+Dm1yv+3mW6HvYNdR654Hz33bRUjsvB92PVKqS5w0SCQifPnLX+aDH/wgvu/z7jfM48TfA10eeG7Eg9V/5QZmtwS//TPfgFWfcNfKy/7UnTMIwm0j1/KWX8ARf+hseNfD7pzsW++ur1yPG0xWv2zX80929ujlgzJ4QQbqbfdArrs8eBn+FuFnbrzeDZD2HVw+z+q7di76bTfQPLLT7Tu83Q1Ol9rrg5dzf/c/736zBTXfGqeHdzBKrttd1498xl0Xhf2w6PXOBnc96M73rFXuGgA3QKyjsP85915yziZyfaVO+wuji1hyWvlZ/Bff+h7XFn/AO864Frn7IgD2L76EgcPPGNOUOx/axMcf+zMuXXYsEJRzXv2/+N4tD/Lilhf56EdchM2/3Pgrvrjri3x31W+zdNu3ANgx7/eYd8zbJny9y6/9KteN/JoPz14F52+AAy+58HF/2EVyVIrkYOYR7v45vM3dB5aeW/n+jWX6i5ZX/I37l+vO3raSwfeQwiBcNwDAjq7VLHn99bGb/X+3X8M9XX/ElfPce/+YK8kdev6YbXa/9BLnnnMOTzzxM4YLPrOWUxbaCccdz5fu/y5f2X0hF4qA1wUn/pNbsf85WP8tOObPnfPmwFb3DD7k99zzIHTabL0T+pfBQb/twut3PeieV4VBJ9ZXvK/8vKrmPNWfgqqemLBuIxBNzrAMeKHxTTLSaE+hfcg7YeZRrtMx5zjYfo8Lr+492D3wZh7hHmDPfQcOfpO7uPIz3LZ7nnA3eoJ5Rg9/2t38X3GV85bNO9F1nH72ZtixBk9yLMwH5Yte+3330KgT7/78z3hpzhddfcE4eoPCRwtPdX9PugZeuMl1znc94jpeC18LiDsHgxtcZ2nOajjqo5TKcrx4mzsv/cudkJt/sru59CyAnvlOdD33bSecRVwnz8u7jtjQC86zOLILHvlrFwJ3wudh79Ow9edOOMw/yYm0/etdp3H2sa4Ne9c6QZ2f6W5g2+5yo4fd850oLuyHrb90N8WeBa6ti9/s9jmwxYkkcPOIvK7yqOzoPucF3nGfez+wwrUhnrQHKTTrYbrnKXeD3vOE+y5ahBd+PG6bx8u/y+ZbxpSAY8+TkfcPTDz+Ie90neHnvztx3Yu3uUgP8Zz9hsIZ4MVbnRBRH168A4r7XQjg+v90vzW481t8zoneqNjduxaPHH++eBey/hupXtuZwKVviQv/3se9L85mT2FcJ2DeK+GMX0Y+62m474NudB3c7z/jCGcDYUc2yuxVbkBi0/+B7wS3uZ4F0DXH2eAj/2vs9mu/FLyIKaET/k6Dz7uQdigLq/Es+C3Y9iu48x3u/cFnuPN/6ykTtz32Lycuc0ywWWAG8DgwCzc4tAD4tqp+VkS+C5wLfDqYQ3gh8HJgCXC7iBylGilzUCm7H4OfRLxnEUEwhtBDEgqHviXuvhGH5N29JZqkJtfn7kkHtrhrIEp+hrvuw/OaxsBh7rcdnwAnvN7UH/MdZnkX82eL9jLnjkWxd4GFwC8uBwhs098Jo1D0IyNKi14H79jhwjN1FO7/uBvQAXjoU64DN+tl7vodf04e/1tAy9ciwF3vJZH8gIvqGdzgjju8zQnkKLOOdtEXC06G578XOQfB4GbfUjcQEbL8d929Jry39i0tH1ML7rk6vA12PeSWveFWWDxW5FXI9PAOjmf528sD45Ngz+1vZdbWH7OnOJMlh/5eafltOx/jhYEfIBGv3sisVzEQ2QbguScf464Df8Z7JTLQsvgMLvjY2HvMvQd8Hh/5IsPdS0vLBvuOY9644wHcuOPnbOuLPGt6F7qBxkLwjDjsPe7aGk9x2NlbexQ0nv6ipRKBHVLNb5brK73UlFF2RdkeDRyK+YyFCxdy332uP/f+v/0OPxl+V+XtCD+nVEt+3PEHDoWXX+lehxGSh76zvH5m4LGae3x5WfdcmBN59s0+Jmi7l/gdWoT7gCNFZAVuUP5C4N1T2ySjPYX27Je5fyGzIvMv5r2y/PrID7q/M4+I3xZg6Tkxxw8usD1P4ZEj7wV3ieVvr+sFdv/up2FOJHQ8i2W/4/4BHHLB2HWhGI9j6VsmLpt1dGTf33L/sjjknYA/dt96EbqV6n8Dm/AgjfEOrhCR2yh7B78V2bY+3sElZ7kIhej32/OU67z4BecZ9HrK6wv73b/9z7tl817lBIQXPDSHXnTh4sUh1+kJHwSFISdkENd5zg+4gaa5JzhPYYj6bgAl1+sGW0rLg5Ha4gG3TeiRG97uvGU7H3Tt+ulpsOcJBI+cKLrgdcgZCeIzg9deciZzD47xRkeZuRJOu9l536KC3g8G1Ap7nBib+wqX66BnvhMW3+11280+Fs55yH23F24JPNuLnAga3AB718Gh73Ihci/e7jx7Izudrau6UfG9a92yZb/jzu/+58vnt3+ZEySLfttl6d3yUzdo98Zb3QDGHae7dhxyAbzif7vBDUnsnIyxWRFZBlyLs9X/4T6cQ4NlAP8NvDl4fR7wHVUdBp4VkXU4b2Jk/kmF9C9332frL9zIf2GfE8pHXea8yy/82IVMd812djz/ZGdPL/3K2evmm6H/UJixAg57rxuI2/8s5Abc+TywxQ38FYfd+eo/xA0Q7nva/R4zVrh2bL7FiezZq5wXYnCDE/fgXg9tcgN7e56CZec7wb/7UTj8953Affor7lz3L3fiMZiKsyg/xKl9o+76W3Fh/DkYxz/ddg8PHnh27MLuubAyCA9e+la49TWuXeCusaHNzk4OucB5Bb0u94zZcofzmOx+1OXgOPLDzoa23+M88AtOAcTZHAT3g+eCaREz3HHnn+Tav/M3rkM5usd1gDeNC3/snjc2NHT+Ke65+Px33blc/o4gkuNRJ+IXnOq+w4Et7vMXvsZFfGy7K0lot8aAZrsibkqKP+E0KaiUrwXA14mnMkxoNkpfZGnyKS/0lJOsJU2ecMIl5hj5ATj8Awl7kT69pr0w0ZKGCKN00cUoGmOTITrewlK2ddvXUtTL7QnlTOidiKoWROQjwC24wNevqeqjU9ysjqc9hXaj6VvsOoz7nsaTHHlRVHJInUWgBqUOEj3arcasIxt37OaOEP4xZe/gfcCrcGG4bwGew3lfqKt30B1w7Pvxgz5R8gNBaH9k7nmut/y6f0n8XNB8pKMVzkM+6A0xbfGcyElqY/SzoCzG55/oPN25Xth5P554eEKaaKwA32Uvz8LLTfSaezlY8Z6xy8Jtcj3w5rvg1lNh5cXl77bkzLHbzzl27PslZwXHCc69CMw4zP2LEl4P0dFxgDfcBE/8oxOn4MTqqitg2XmBeKqafwQ+jgsMAOdpGVDVzcH7mUD4gy0F7o7suzFYVj1dM+H0n7nXcdfnYRfWL4SuMOQEqBfzSBrd59bV2oFfHfHqqQ/PXAv3XMw87wCegN+7HO/VX0reP8JV//phCgdtSN6gbzGcFyQd8gtOOBf2jR3sHc/4HBeVUhxx50UEhnc4wR/9LdR3/3b8OhDkwxOv65O/Mtb7mPZ7FgbLA28xa1M8gzBdvIMNQhNsW/GdMMlMBhkIaKK/b7Ig93Pl/BaJ+TVEM0XRdMZESzaFQGj7Kc//UDa/ONrPwV2Dmc8Lxa9JaIel8SZ4tDsMVb0RuHGq22GU6dyhnzREnMdp3zNOaHu+yypaZ8JSHvm4zqXREALv4FuAr4B7mAL7gHfgxPc3gHCyd8k7qKrPAqF3sLPxumDO8bD9vrJHexK3EpWiy17eCBacAm95DI66vDHHj8PrglV/Xg4983Jw/N/UJLJF5Fxgq6r+OrL4PsATkRUi0o0bDAqTIlTsORSRS0VkjYisKRQSEj2KpHeM6jVAlu+LF9ngEibWy0smnvO2A7NyI+TER6sa6PQrt1Uv7+ZGp4lscOewWpENLiQ0PP898yb+FuK5Niw42a0bL7LBndfofmm/Z7LIroSSdzBiszdM5oDTiiBSScddvhpO/xKv5MmO82iHYmY0KrRjxU/g9RNhWLuCJUn2nODR7iBU9UZVPUpVV6rqVVPdnlZjNJhWk+rRDgRwGK2Rtq1bX5tHW0se7c62WaP1MKGdxIAT2jlyrvaf1F8MayC0Kw4dN+pB6B2MxjPNCB6kK1X1SiB0I8fNK4z1DlYkWqYT818NO39DHsFDJ+fRFt9lgG4Us49xYrc9eQ3wOyKyHlcT8424waDNwO24waEbgTAuuGLPoapeo6onquqJ+XwHDfYFUyhmeKMuGqOKx6BKEdG2taWmIyI5Ebkf+CHwEeA2YBfuPvqPIjI3su2VIrJORJ4UkTPjjzhNkVD0jqfsVS4L44n4fuDRlsiATcygSShGRIRRTXceKD6i1kU0kikS2mSa0NYx26Rt69bX5tFOnKNtGFPMpO+i4YNURH4cvJ8nIreJyNrgb3s+SAeWw9CmIHTcd3MT64wf1Mhsm9DxNifBO5i6S8yy2GdAx4mWea+Cwn6Wd++tWqxMQKrwEnYYqnqlqi5T1cNwXsA7VPW9wLeBf1PVlcBu4EfBLjcAF4pITzC38Ejg3phDdy5dEaFd5SCRm29otloF4TSdMKTxv4D/paoLgJ8CV8CEaTpnAV8Kcml0BBokrBrvrdaIV/mApkV1uMdSUaLbxAjtiBgZIfzMpCOaR9tIp0BWVATohBKK6TblT9KjbULbaDXq0WMoPUgDrgB+qqpH0s4P0v5lMLydXlHynjZEaEMRVOo+99tIZIJ3UET+A9giIosBgr9bg+1tXmESQTjs0vw+PFEmJ7QbGDo+ffkscIaIrMXVJv4sQDCH8Dpc2aSbgctqzikwXcm7+akzvBG8Kqc9mEe7csZP0wk4j3ISv2uB8yPLO3eajpeUGToqtOPDy6E893psVZR0j/ZIyvHGf7ZhxFEIB2sq8GiX3mfeb2vNkWih40ZrMqne7bR+kPa5COFFuUG6RBsSOu5TRLQDvJ8tQop38AbgomCzizDvYDYDLgvu0q69eCg6idBxbXTo+DRBVX+uqucGr7er6umqemTwd0dku6uCaRBHq+pNU9fiFsXLQX4mA95IDdEYFn1RBXHTdA4Kk/gFf6uapjNtp+iUcsCMEyUaDR1P9kBHBXT5mCke7SBj9MRPHHfMDk6GZmRTlApCx0sWJuP+xuOrn5ygL22/CZ9jGK3BZHsMdX+QQos8TPuXAbAoPxgkQ2vAHG0pgnlHWgHzDlZL38HgdbM4v68OoePm0TaaTPdsZsgIOdFxXsB0zKNdGY2apjNdp+hIEDqeGxdmqzEe7Tjiw2aTT6k3xqOdfFQLwzXSKFQyR5swG3hIlk3VGDoeJF3LdXB5L6M1qdkip/1810BoL8ztD8p7NSIZWsE6bVOEeQcniXjQt5j5ucFgnusk7FgqLO9lGPWiazYzvGE8KgllLGNztCvGpulUg+cEi8fYcdyoV3k4mKMdZ6/xiaBSQscjc7STvIedOkd72uYdagCl0PHUOtrjQ8czPNq1JkOzOdpGizKZHsP0fpAGoeMlod2AkuPmHTHamr4lLAg82i1b3ssw4uiazUANQtuiLyrDpulUSTBHO8f4xFFasrdiMBjpxyjjaEh4iYys4zZHO5HpmXeoARQly4bKnmatMHRca/RoR6M1DKOVqLnHMO0fpF0zoGs2C3N7yQuNCR23OdpGOzPGoz25rOPm0TaaStdsBmTYDRJV0TFzJY/MVieBTdOJIxDanoz3aPsT5knHiZpYoZ2ynSdSroGc0KROnKM9rfMONYCwbrufKiXGepozy3vVmHXcj70GDGPqaYTK+yxwnYhcAjwPXADuQSoi4YO0QDs8SPuXsWDvPoYVtAEDlT5FSwJltC99S5if28fmIkx2jraF4xpNpXsO/d4wuWL1oePm0a4OVf058PPg9Xbg9ITtrgKualrDWggJhHY+LnQ8ECZloTKR2GRoGVnHC2Fd7kRV05Ee7TDv0MzIsjF5h0Qkmnfo7sh2iQn8gEsBuruT59m3I+G9M008+xOiNBpTR3u8oDeMVqEuQnvaPkj7lzE/9whbC+A3JHS8YMnQjPalbwkzcwfYq5MLHXcebRMvRhPpms2AHAhCx6vomFkCS6MRhHO0J9QcnuhVjhPGftwc7ZgoozAxlSdeSe8kRXRohyVDi+YdEpHTKtklZllsAj/gGoCBgYFaa1e1JKv9nwOQ18HEbcIoivA+qxlRErV6tEvRGlbey2gxrHebRv8y5nt7yEtjPNoudNw6bUab0rcYgCV5Jh06bpEdRlPpnk2/d6Dq/ALm0TYaQSnrOMlZx8vL4qgyGZpIaX2y8Om40PHpnXeoAeySg9yLlHpc47OOZ5XuUmor71VOhmb3Z6O1MItMo28pc7x99ApoA4SAS4Zmc7SNNqVvSellVV7BcVgyNKPpdM2mS4r0S3W2awksjYYQJJXKy/jZdHFCe6K9+kHCqYrraEckeZpE6qTQ8Wmfd6gB/LrLTVdP08Xj62hnaehak6GVojXMo220GKby0uhfhifKEV2TExJJOIFhnTajTRk4rPTSn8z1YcnQjGbT66ZZLs1XGzpuHm2j/kg+TIYW49HWsXO0/RgVUml5r1JmZk8yPYydWt4rhumTd6juZN8LQwEcmlmc/Y7ZfpKh45003cFoD0xop9E9D4BDumBvAzpXFjputDUzDueA30WvN8pkk6GZeDGayozDAZibg11VhY7b4KhRfySoatIvB8atiYjdcE51Ski4V2HW8agYSfNod6pombZ5h+qNhMnQ0qxonM1lZAWvNRmaRgaRDKOVsN5tGgtfU3rZGI92wYS20b54ebYXZwGT92h3WPlRY6oZWFF6WV3ouI+oPTaN+pIbeh6AgdzwmOWKluwtLdS7XFu7sjrankhpfZL9u9JiZutGGpV7tEP8rGRoNYeOm0fbaE3sLppG38Hs9l2Vh8aFjltQgdG++IF3b3JCu2jixWguA4eUXlY9R9s82kad8eedHLvciZTsrOOlZGhVlPcqh44npVez0HEjA8/dC5NsKFgJfvn57mdkOlOdnEfbhLbRaljvNoNiIIQbIrQtdNxoc/ywjuYkstOq+K7cjGE0C/F4ruASBldnu+blM+qPBIJlorcvprxXSki4V0UytPLxEmSNdG7ouFEpYeh4MuMHiypJhlYLVt7LaFWsx5BBsR4euwQsg63R7hQD+53UQJSV9zKmgFru7ebRNhpBOHXGk7Eiw4mHscnQKg4dz0yGlp4FWmNEvmFEKdtQsp04O4p6tLNDx2sjHGwyWZOEiFwgIo+KiC8iJ45bd6WIrBORJ0XkzMjyV4nIw8G6L4pkTLI3JmAWmUFRG+nRLlinzWhrQo/2pEPH7VZkNJnSvb2ajpllHTcagOfF25RKdXW0M5OhxYXXJobyWui4kUXQf00JB/fxgwGbSst7+RlbpO9nOjCVR4C3A7+MLhSRVbiSdi8HzgK+JOXEOV8GLsWVrzsyWG9UgfUYMijSBWSXJKgFq6NttDulOdqT8XxYeS9jCqjFdl3WcXtsGvUmyQYjXuXgT1xfxC+FhEdsMyUZWlSM2Bxto2YkO3TcrY16tNMPmTrfu4L9bLpDMqr6uKo+GbPqPOA7qjqsqs8C64CTRGQxMEtV71J3gr8JnN/EJk8LrMeQQUPnaFsYotHmhGJlcqHjJl6M5lOT7Ypv032MuuPl4m1KtbJ50nECOr57F0mGJlkeRhPaRjriVVDeS8d7tLNkeY1C28p7TYalwIbI+43BsqXB6/HLjSowd2oGodBuyBxtS4ZmtDnlOdqTwDzaxhTg1zCIqjYoZDSARJuKhI6HVhofgVFZMjS/mmRoKGJztI1UKhwE0io82jWHjneMRzsvImsi769R1WvCNyJyO3BwzH6fVNUfJRwz6aaSfLMxKsaEdgZ+EDo+mazKSagUEHrqflzDaBZ1Ke/lmXgxmk9ou8Uqs45bFJJRbyQhT0A0GVoatSRDKy+x0HGjNkKrTfVoj8863qBkaB2UdbygqicmrVTVN9VwzI3A8sj7ZcALwfJlMcuNKrDebQalOdoNyzpuYx1G+1IW2pO4lYif2NE0jEZRm0fbkqEZ9aecd2g85fmtoacurg6xxnm0U8qACdE62inzw01oGymEz+108Rx6tCtMhqbm0Z4CbgAuFJEeEVmBS3p2r6puBvaKyClBtvH3A0lecSMB6zFk4JdCxxuAFC1k1mhr6jNH20LHjeZT07QgK8loNIBEj3YpY3N0WYzQjksElZIMzZX3Ki+N/2yro22kI6HtZGQdFySSzK8xc7StvFc2IvI2EdkInAr8RERuAVDVR4HrgMeAm4HLVLUY7PYh4Cu4BGlPAzc1veFtjllkBloPIZF47CJYp81oY8qZmydxEJv3moqILBeRn4nI40ENzD8Ols8TkdtEZG3wd25kn9iamEaZ8r29mn3Mo200gISSRLHh2zEGWxLaGR5txnj9ZMy+8dua0E6ilprEvu+zevVqjjjiCC6//PKaM2y3CtkJ9YK16pW83tnlvWpNhubcYZ6V90pEVa9X1WWq2qOqB6nqmZF1V6nqSlU9WlVviixfo6rHBus+ou1utFOA9RgyUKmDkEg8dsE8eU3EBEsD0DrU0fZ8vMTQSQMoAH+mqscApwCXBXUvrwB+qqpHAj8N3mfVxDQCSvf2aj3ads826k5yMrTQqyyl0NuJnRFf42oIZ9TRzjT7SGkxI46qaxKPjIxwzTXXsHbtWtauXcvNN9/c7DbXlbLQzpijrYKI2yarnGLNydBiB5sMY+oxoZ1JHYREAjZHu+lUK1j+FPg0cDjw50QemEkCXEReNTQ0NG1GrDOpaEQ7mVIHUe1WlISqblbV3wSv9wKP40psnAdcG2x2LeX6lrE1MZvb6jYgHCSqpo62zdE2GkGSR1sn1tGOe6bEzk/NDB1PnvNd3tZESxK11CRWVU499VREhPe///388Ic/bG6j60xFpee0hjrafvX32Pg8BYYx9dTcY+gU76DWIzQ26djmHWkqNQiW5cA/40asX6D8wEzzGH65u7t72oxYZxN21mp7uIVC2zzalSEihwGvBO4BDgqSlRD8XRRsllQT04hQs0fbpvtk0in9g/pReUKyeO9hZaHjsXO5k4ZJbVCpVhJrEkd/n2XLlrFp06YmN62+eBUMtJfzDKQP7IzZvoYBnvha8oYx9UzmLtoh4YyNq6Ntnbapo0LB0g3cH9ktfGAmjlgDs3K53LQZsc4ivCqKqVslU/SLwXGsQ5eFiMwAfgD8iaruSds0ZtmE3o2IXCoia0RkTaFQqFcz24gwWqlybI52xXRI/6BOJCZDm1hHO06mxNXHTp2jHREjSbpHOyN0PB/eA4N/l0ZXisjtIvJIzL/zUo5ZcU3i9heF4Tz/5C3G19HOync0fvtKMY+20arU3GPomHBGqb4zVinm0Z4a6iBY4kasL8J1HJeEomU6jFhnUaqjOVmPtl0HqYhIF85m/1NV/ytYvCUY3CH4u1VELgDeAXwzkqBnGfDCeI+hql4T1OP8o9HR0c6Z7lCi+tBxS9xXGR3TP6gbKR7t8VnHYy/PGJGRFjoukWRoif7Ijsg6XlDVE4P74NuAd0WjMIKaxK8HNgM9wd/XqeqPwEVhACcD349EYSTWJI7eWzdu3MiSJUsa/PUaS1bmerdmfB3trKPWNsBjc7SNVqUuPYZpHc4ogUe7YcnQbI52gxk/Yv0hIoJFRG4H+plc6qwAACAASURBVETkiWCk+gmgPxixTnpgxt3Jb8OJ7Xvz+fJvOu1v+sH3q3UgqjRH28RLIuKM6KvA46r6+ciqG3A2R/D3R7gEPRcDg0CXlGti7sWmO4xFasg6Lr4NjlZJVv8gGBz6GHBVZHBoIy7UdszgUCQK47HplQsjOev4hGRoMd/VjxMZMV5yv5SZ2cuU0B04R7vWKIx7gcsp31MTaxKLCHfffTeqyje/+U3OOy/NMd76eF4loeMa5GCprK/g+gS1hI6HfYmOslmjDZh077be4YzBMVsopLFxydAsdLwpREesX42rH1gSLMGI9ReBb6jqscA3gC8EI9Y34B6kAiwheGCSMmIdvAamx4h1FuFDrVijR7sYlGpMqiNrAPAa4H3AG0XkgeDfOcBngTNEZC1wBvDZIEHPT4CtwPcIamICb8WmO4zD2VyxmjBF82hXRYX9g0dwdjo+sdRSxg0OAV8N7uX7ptXgUGodbW/csuRkaGO7WcldrlAgQdqc2c4S2jVEYVwJHIYT5f8GzAZOSqtJ3N3dzR/8wR9wxBFHsHLlSs4+++ymfLdGIaHppA50jRXOvp8ltWsLHY+zbcNoBSblTk0LZwxG7xbjOnyQLE4moKrXANcADAwMTO1QteRBLRnaNCEULA+LyAPBsr/ACZbrROQS4HngAgBVfVRErgM+hRPjH1LVoojcAHxLRD5PRIAH6/YWi8XSiPVHP/rR5n7DKaLWOvMWOp6Nqt5Jco/39ITlzwMfU9U1ACLyFuDuyPowomg0eH00dMZ0hzJhMrTKUXwbHK2QSvsHqvq4iDyCGwQNWQaMEAwOAc+KSDg4tJ6YwaH2Fi0Jl7dMFLuxwljj5qemJ0Mre787OnQ8lrQoDBEJozR340T0fwT7fJUgSlNVrwKuGn9cz/N45JFHGt7+ZiEVerSJeLSz62iHydOqY0yGfsNoISaTdbyacMZw+YRwmlo/v1loDZ2xyo9dNIHRRFT1TlUVVT1OVY8P/t2oqttV9XRVPTL4uwNARN4GfAh3nfQBfxIcJ3HEGvjQyMjItBmxzqLs0a5tf0uGFosl6GkCWkMyNPNoV0aN/YNFjJ3u4JOQvTl4DUyTwaG08l7jL9G00PEKy3uJCBK8Tsqv0SHJ0CZgSScrJ5yAkHYPnThHOyPreJzNV0Borx3y+DLaiMl4tGv1Dj6GmwsTFScti0iuYR5tvILV0W5hVPV64PqEdbEj1qq6ZmBggKeffrrRzWsNwvIeNT7drLxXLIUgPDaWYLpDtdh0h3GE0xWqS4Zmc7QTyIvImsj7OxjbP1gJbAeGgOUi8te4aIo/glL/IJzusB833eHcmM+ZpoNDCYM3EY+2pHoEqyzvJdH1SeW9Oit0HBoTpdlSEZpTQOjRLg3sZPi0J5d1vLPs1WgPalZ5tYQzJomT1iYs71V/VMyjbbQ3ZY92bf2H0hxt8xI2GpvuMI6S7Vaxj5pHO4m4waGPV3mM8dMdjqdTBodSPNoSDgRJedl44pKhqcZK7Qle6iQngvuczrH1CqIwPsvEKIwJ99TmtXjqkQrmQ7uSiOUs91nRb7WGjmMebaNF6Zy7aK00MOs4NkfbaHNCsVKVVzBC0TePdj0RkbeJyEbcfNefiMgtYNMd4ghFSVWl6cS3wdHmkZi9GRgzONTu2ZsrmaNd9j/HdUYmho7HmfWY8FopL0367A6bo11x0knIvKd2BGmZ8MuMHdzJDB2v1aOttSZRM4zGYnHLmbhOVSPunooJbWN6UGvER6FoHu16YtMdKqc0SFTFPubRrj9BLox/AhbiBoceUNUzM6abfWhkZOS+I444grPPPrv9B4cSqy5MDIeNzYUWEzqevN34UHTLOg6dFKVZP7yswRrCOdqR0PGGzdGurSyYYTQaE9pZBB7tWssXpaFeAc/maBttTNixqzXio5x13MSL0VxC260qkZ/N0a47NjgEiXW0YzIpx5b3KmUd9yLbxR5x4vGSQsc7NBmaUTnpeQMI1gV2JJV4v0GlxqzjFjputCjWu81ApHFZxy103Gh3wmda7VnHLXTcmBpC263u3u4jFp5o1JskdSBaiqAohY6neLSj5b1iA8wDb6HImDzQCY3quNBxo2pC8Zy8haJjooDCwfXkHWrLDWDJ0IxWxXoMWQQe7axRuGpRVRC1+X5Gm1N9+G0US4ZmTBXV5hdQVfD8UrZyw6gf8TY1Jhw2pe51ubZ2htAe46UuZVdLaJMJFyMdz0u2yTLOQ13pwKYlQzOmG9ZjyCQMHa/vUcsCw4S20b6Ez1m/xg5ZyaNt14HRZMIOWTGj3ExIyWtotmrUm6Ss43Gh3nGh44F8GZMMLdasyx7tks5OuHWruLm1hpFEJTLb2WtkSkMjk6HZwJDRgthdNIMwdLxQ5wu44BcA8GyavDENqDWHgXm0jamiWo920Q/ycFnouFF3kmxwYvh2bOi4xoSOp2Qdj35isvCx0HEjHZUuAEZT+rHjPdRZwaG1hoDbHG2jVbEeQxZhMrQ6HzbstJlH22hnyuFgNdbRDjzaOZujbTSZcjRGZbZbStxntmrUm4TpCJVmCa8l63jW/FpLhmZksX3O+XxuB1w/dH7iNuEc7VJfwU8PHq81dLxWT7hhNBqzygzCEeJinbOhhZ48C0M02hkv6ODV7NH2zaNtTA2ljl+F+TdK0RfWmTPqTrJHe2KW8OSs41GhHddlCbOYR71+aeW9zKNtpOJ1c8V22K+9iZuEwrkQeL2zugo1h45bea9MROTvROQJEXlIRK4XkTmRdVeKyDoReVJEzowsf5WIPBys+6KIxQxUi/UYMqjW61EpJYGhJrSN9qU0z7VGoR16CS3BlNFswsGdShNdlmzVBkeNupMyR3t86HiaR7vCOdpjP9GSoRm1EZaTSx6scWvB41/3fYKrdsC+/PLUY6r6NQ3wxA0iGRO4DThWVY8DngKuBBCRVcCFwMuBs4AviZRCt74MXAocGfw7q9mNbnesd5uBV2Htv2ope7RtjrbRvpTmuVrouNFmSJWDqBZ9YTSMxIHGicK40jnaflLoeEmMVBA6bkLbSCG0t7SSXaFHe7su4VPbK4kKr9XuzF6zUNVbVbUQvL0bWBa8Pg/4jqoOq+qzwDrgJBFZDMxS1bvU3WS+CSTPEzBisR5DBuEJqrdHO0yGJiYwjDZGguuiYMnQjDajJLSr9GjbdB+j/iR7tMvevSrnaCccrxIPebjGQseNNEp5A1LvoW6OdjhLO3uOdq2h4x3j0c6LyJrIv0trPM7FwE3B66XAhsi6jcGypcHr8cuNKjB3agahENaUEbtaCL0j1mkz2prSiHZtu1t5L2OqqDZ0vDQoZNMcjHqTqA4ioqNU9jp5jnZURMcPIEWyjkvwNsn+xTyERjqeF94Lk++hoUdbSn2FrPJek0iG1hn2WlDVE5NWisjtwMExqz6pqj8KtvkkUAD+M9wtZvukE1rnYsfTHxPaGZQ8zlrfvOPlxDomMIx2JrTf2q6PUjiuiRej2ZRsrjLbLc3Rtnu2UXeSPNqVJniKKe8VJ8ijdbQzjqvm0TYyqCx03M3Rrsz7PbHuduV0jEc7FVV9U9p6EbkIOBc4Xcs/xkYgOnl+GfBCsHxZzHKjCqx3m4GWQrsb5dG2sQ6jnXHXh+/XJrQtHNeYOsJB1Mru7aV7tg0KGfUmxaMdCpS0LPl+XNbxJKE9vo52WjI0K+9lpFBJMrRwsKi0bYM82j6+lffKQETOAj4B/I6qDkZW3QBcKCI9IrICl/TsXlXdDOwVkVOCbOPvB37U9Ia3OWaVmVTn9aiUUX80OLoJbaN90Sq9guMJcxWY0DaaTTk/RmW2W7pna1eDWmR0Ov/20uox71WiYrcsjSdSqUfbiZEx5b0ShU/HhOIaNVKJRxsUUSG0JT/DaVVrCLhSBIs2yuJqYCZwm4g8ICL/AqCqjwLXAY8BNwOXqZbCeD8EfAWXIO1pyvO6jQoxlZdFaRSukLFhdQyNDgGQp6+uxzWM5hLkMPBruz4OFIYByEtP3VpkGJUQlunyK7y3Dwe2msNs1ag/3q+X87KeE/jDMUt9ZEI3baIwLlUxiSRXjU2apn5ZjGTE2KoUrZSdkYrnJSfoCwkFcEmUZyR0UYrgV293vvrg5zo+dDwNVT0iZd1VwFUxy9cAxzayXdMd82hnUUqGNlLXww6OuqgNE9pGO+OJ8+4V/eGa9g/FS5dn4sVoLjnpBsAPPNVZDBdNaBuNRCZ4l51IGdtNi9MpfhCVES2TGCdoNBJeWy4XFi98FN/yERiplKuFJItnnwKiedIjMqLbF2uyu7hrxTBaAbPKLAKPtq+VdcYqZagQeLR9E9pG+yI4oV3waxuICsVL3sSL0WTEc525YoX39pJHW81WjUYgLlQ8gkpZ7Ibzr+O8h6VcF5H8AbHbBd7CsV6/BKEtRSu7aKQSerRTk6FJ6NEO+9KVeLSrD7Z1g0jm0TZaj6bfRUXkLBF5UkTWicgVzf78qindHOrr0S6HjvfX9bhG/Wk7m20iIqHQnpxH20LH64vZbCUEQrvCQSLzaDeWTrdZUYE4j3bQTXsWV9Fnr3fQhH19jfFop8zRDj4xWJZU3isSZm4k0sl2m6sgwVnooQ5Dx4sZySdrnWvtm0fbaFGaapXiss/8M3A2sAp4l4isamYbqie8kTTGo91loeMtTXvabPMI5w/65tFuGcxmK6TKaCXzaDcOs1kAmSB6o+Hb93EhS56Bnd6yCXtqkGCqXNc4KRlaMRI6nh7Kq5hHO4tOt9tSbeyUBGcq40LHMzzafo1CW/FrmtttGI2m2cnQTgLWqeozACLyHeA8XKa71iQYId4x9BKrPv7Buh12d34t9EBeTWi3OO1ns80kuD7WbLifv6/h+tiRewx6IR/MlzXqgtlsRTgR8cyOdRXd2/fnNjhbtUGhRmA2i7B+9J4xtrgnt54BXeLWeh6bi/CZ2/6Rq+/4/pg9Xyg+CLOcR3tXcQZzcvt4w998jK5xEXPP6K8iydDcn5uevJ0rYux/pHubzdHOpqPtNvRS3/r8f7Hq48/GbrMr9yy9enBp24/98G/5zA2LE4+5UR5CdGnpfaX97qe5F9T6EUbr0WyhvRTYEHm/ETh5/EYicilwKUB399ReOAMvewfb7vgLvvRSH0/KD+t34CLkt72C15+QfMMxWoK2s9lmUjzyf/DSQ9/m+j1DbK3l+vCh66UTOfW8efVvXOdiNlsBXS+7mO13f55rd8BzldiuD7ldR3HaK1Y2vnGdR8fb7CHF03i+6yc8ScQW/TzHznotAL/1ssPpuu9ItubXsJU1Y3fOQ9+2U1l5SB/fXfvv/NcTl/KM3DrxQwQOHj4bAD3q42x78DauH3qRl2LsX0ZmcsKiU+r2/aYbIvJ3wLuBPhG5Hvh9ArsVkSuBS3C1A28CXguQz+dZvXo1Q0NDnHPOOXzhC18YU/u83VhyUA/921/D/r51PMlz8Rv5eVYNvJbXrjqS/OMreTF/Dy9mHPdw7/X8as8oPxt8sqp+99LRN1feeMNoEpJVPL6uHyZyAXCmqv5B8P59wEmq+tGkfQYGBnT//v3NaqIxzRCRQVUdmMT+ZrNGUzGbNdoNs1mjHZmM3YrIm4G5wBnA9mDxI8CZwGqct3sJcDtwlKoWc7mc3nnnnZxyyimcc845XH755Zx99tmT/yJGxzDZe63RfJo9AWcjsDzyfhnwQpPbYBjVYDZrtBtms0a7YTZrtBWqeivwPM5u78bZ7DJgAfAdVR1W1WeBdcBJIrJYVTn11FMREd7//vfzwx/WMUrSMIyWpNlC+z7gSBFZISLdwIXADU1ug2FUg9ms0W6YzRrthtms0Y7cBxwJXAbcirPbHUycBrEUWBoNE1+2bBmbNm1qXksNw5gSmjpHW1ULIvIR4BZcbZWvqeqjzWyDYVSD2azRbpjNGu2G2awxReRFJDrh/RpVvSZ8IyK3AwfH7PdJVf1RYLf/DbwdWAF8DRcuPh6llH6uTDvPzzYMozKanQwNVb0RuLHZn2sYtWI2a7QbZrNGu2E2a0wBBVU9MWmlqr4pbWcRuQg4CjhIVQeDZVcSPw1iYzQn0saNG1myJE6TG4YxnbAiiYZhGIZhGIZRISJyFvAJ4HdCkR1wA3ChiPSIyApcaPm9qrpZRLj77rtRVb75zW9y3nnnTUXTDcNoIk3NOl4LIuIDQzGr8kChyc1pBex7V0efqjZ1QCnFZutJO9uBtT2d6WqzjaKd7Smk3b9DK9lsu5/LemHnwZF2Hmq2WxFZB/RQzjh+t6p+MFj3SeDi4HP/RFVvCpb7kUMUgZEK29kqWBvrw2Ta2PR7rTE5Wl5oJyEia9JCfqYr9r0NaO/zYW036sl0+E2mw3doFexcOuw8ONrlPLRDO62N9aEd2mjUDxsVMQzDMAzDMAzDMIw6YkLbMAzDMAzDMAzDMOpIOwvta7I3mZbY9zagvc+Htd2oJ9PhN5kO36FVsHPpsPPgaJfz0A7ttDbWh3Zoo1En2naOtmEYhmEYhmEYhmG0Iu3s0TYMwzAMwzAMwzCMlqMlhLaIfE1EtorII5FlfyciT4jIQyJyvYjMCZYfJiJDIvJA8O9fEo45T0RuE5G1wd+5zfo+ldKg7/1XIrIpst05zfo+lVLN9w7WHScid4nIoyLysIj0xhyz5X/vJBp0PppiB1Xa8Hsi7XlARHwROT7mmE35LRvU9pa//lqZKn+TbhH5enANPCgipyUcs6m/ScJ3+EzQ/gdE5FYRWRJZd6WIrBORJ0XkzIRjtu39rZ404ty2K9WcCxE5Q0R+HVwrvxaRN05dy+tLtTYRrD9ERPaJyMdasZ0iclLkfvWgiLyt1doYWd/Uc1nleayo3zyVbQzWZfbpjDZGVaf8H/B64ATgkciyNwP54PXngM8Frw+LbpdyzL8FrgheXxHu30r/GvS9/wr42FR/tzp+7zzwEPCK4P18INeOv3eTz0dT7KCato/bbzXwTMIxm/JbNqjtLX/9tfK/Kq+Fy4CvB68XAb8GvKn+TRK+w6zI68uBfwlerwIexNXjXQE8Pd3ub61+btv1X5Xn4pXAkuD1scCmqW7/VJyHyLIfAN9r4ftCf+SetxjYGr5vlTZO1bms8jweRgX95iluY0V9OvvXvv9awqOtqr8EdoxbdquqhgXd7waWVXnY84Brg9fXAudPqpENoEHfu+Wp8nu/GXhIVR8MttuuqsWYw7b8751Eg85HU5iEDb8L+HbCYZvyWzao7cYkqPI3WQX8NNhmK7ALmPLapAnfYU/k7QAQJkc5D/iOqg6r6rPAOuCkmMO27f2tnjTo3LYl1ZwLVb1fVV8Ilj8K9IpIT1Ma2mCqtAlE5HzgGdx5aBpV/l6DkXteL5H2t0obYWrOZbVtnAqqbGNL9emM+tMSQrsCLgZuirxfISL3i8gvROR1CfscpKqbAYK/ixrdyAZQy/cG+EgQovK1Ng0xjH7vowAVkVtE5Dci8vGEfabD751ELecDWsMOxttwyO+RLFZb5bespe3QGud9uhL9TR4EzhORvIisAF4FLE/Yb8p/ExG5SkQ2AO8B/meweCmwIbLZxmDZeFrlmmhJJnlupxUJ5yLK7wL3q+pwc1vWXOLOg4gMAJ8A/noq2xYl6fcSkZNF5FHgYeCDEeHdEm1stXOZYveV9psbTkIbq+nTGW1IywttEfkk/D/2zjtMqur8459zp2zfZZfell4EFAuKXSMaGyqJYkRUbGCMiS2JJZpY8tNETSwpaozGEgELNizYCxpABUQEAUHpvbN9p7y/P+6d3dmdOzN3ypbZPZ/nmWdm7txyZvbsued73oYfmGpt2gyUishBwPXANKVUYUu1r6lI4Xs/AgwADrSO+WszNDdt2HxvN3A05sB0NPATpdSYFmpes5PC79Hi/cCm7aHto4FKEVlie2ArIIW2t/jv3lax+Zv8B1M8zQceBOZYnzemVfxNROQWEemN2f5fWpuV3a7N16q2gf5t64nyWwCglBqOGX5xRUu0rTmJ8jvcATwgIuUt17KGRPt7icjnIjIcOBS4uSXjdjPht4zSxlalF6K0sV3PcdsDrVpoK6UmAWOBiSIScqmpEZGd1usFmHFXg20O36qU6m6dJxTjkhGk8r1FZKuIBEQkCPybDHKVs/vemBPpT0Rkh4hUAm9hxr40JmP/3tFI5fdo6X4Qpe0hziO2RbhF/5aptL2lf/e2SpQx0S8i14nIgSJyFtABWNn42Fb4N5mGaVUE8/853ArfC9gUcUQbHN+aiGR+27ZK+G+BUqoX8ApwkYh832Ktan7Cf4fRwL1KqTXAtcDvlFK/jHZgM9Pg7xVCRJYBFZix9S1NJvyWdW1MQC80N43HKSdzXE2G0mqFtlLqFEy3lDOtzhfa3lkp5bJe9wcGYcaINGYmMMl6PQl4rWlbnB5S/d6hyZjFT4BWazUMJ9r3Bt4BDlBK5Sql3MBxwLc2p8jIv3c0Uv09WrIfxGg7SikDGA88F+MULfa3TLXtmfr/15qJMSbmWu6LKKVOAvwi0qr+F8LaMCjs7ZnAcuv1TOA8pVSW5f4+CPjC5hRtanxLJ2n4bdsM0X4LZWbqfxO4WUT+1xJta06i/Q4icoyI9BWRvpheMHeLyD9aoIlAzL9XP+v+jlKqDzAEWNPsDSQzfssYv6NTvdDkxBinnM5xNZmKtIKMbJgWos2AD3N15zLMxCXrgUXWI5Sh72zMxAtfAwuBM8LO8zgwynrdETNRzkrruaSlv2czfe//Ysb0LMacaHRv6e+Zyve29r/A+u5LgHsz9e/dzL9Hs/SDJNp+PDDP5jzN/rdsora3+v+/1vxIcEzsC6wAlgHvA31aw98kynd4yfp/XQy8DvQM2/8WTEvLCuDUKN8hY8e31vjbtoVHIr8FcCumVXRR2KNLS3+HlugTYcfdTvNmHU/k73Uh5j1+EeZ8b1xra2NL/ZYJ/o5R582tpY3W/rZzOv1oGw9l/ZE1Go1Go9FoNBqNRqPRpIFW6zqu0Wg0Go1Go9FoNBpNJqKFtkaj0Wg0Go1Go9FoNGlEC22NRqPRaDQajUaj0WjSiBbaGo1Go9FoNBqNRqPRpBEttDUajUaj0Wg0Go1Go0kjWmhrNBqNRqPRaDQajUaTRrTQ1mg0Go1Go9FoNBqNJo1ooa3RaDQajUaj0Wg0Gk0a0UJbo9FoNBqNRqPRaDSaNKKFtkaj0Wg0Go1Go9FoNGlEC22NRqPRaDQajUaj0WjSiBbaGo1Go9FoNBqNRqPRpBEttDUajUaj0Wg0Go1Go0kjWmhrNBqNRqPRaDQajUaTRtwt3YB4GIYhOTk5Ld0MTYZSWVkpItKsC0q6z2qSoaamhkAgAICIKAClVAnwPNAXWAOcKyK7rc9uBi4DAsDVIvKOtf0Q4CkgB3gLuEZEJNa1dZ/VpIIeZzWZSHP3W91nNanSEmOtJjVUnPlXi5OXlycVFRUt3QxNBnHppZfyxhtv0KVLF5YuXVopInnNJVhA91lNcsyePZv8/HwOOeSQuhupUupeYJeI/FkpdRNQLCI3KqWGAdOBw4AewPvAYBEJKKW+AK4B5mH227+JyKxY19Z9VpMKSqlKEclrzmvqPqtJlebut7rPalKlJcZaTWroVRFNm+Piiy/m7bffbrz5JuADERkEfGC9xxIs5wHDgVOAh5VSLuuYR4ApwCDrcUrTt17TXjn22GMpKSlpvPks4Gnr9dPAuLDtz4lIjYisBlYBhymlugOFIjLXWhR6JuwYjUaj0Wg0bRClVG+l1EdKqWVKqaVKqWus7SVKqfeUUiut5+KwY25WSq1SSq1QSp3ccq1vu2ihrWlzaMGiaUN0FZHNANZzF2t7T2B92H4brG09rdeNt0eglJqilJqvlJrv9/vT3nCNRqPJVLRo0WQgfuDXIrIfcDhwlWVMSsbQpEkTWmhr2gvRBMsQ4MLQzRQoxBQm+wGdQzdTYI+1Xd9MWxtTp0LfvmAY5vPUqS3douZA2WyTGNsjN4o8JiKjRGSU293q03W0LdpZn9WiRZOBaNGSibSzsTUcEdksIgut12XAMsx5a0KGpuZtddtHC+0kmH3fy6AUtRW1Ld0Ue/xVsO6llm5FpiDAtLCb6TDMgelizNjY0M30AkCi3Uy1dbCZ2LsMdi2sfz91KsHLp8DatSBiPk+Z0pZurlst7wqs523W9g1A77D9egGbrO29bLZrorF7sfloJt791X34L5vclvusHVq0tAT7voOdX0b9+LaHv+G5N/XwYIcWLa0AXzlseM35/lOnmmOpw7G1YnsFs6Y8wN5Ne/ly5qdsXrIRAAkKb9z4D9657T/p+BYtglKqL3AQ8DmJe8Zp0ogW2klw7A1nA+DNz2LP2j0t3BobFl4Pn50D2+e0dEtaE9EEy3eYSdBCN9MaTPF9ZNixTwM/whQstjdTbR1MgD1LoWJ9/P3seHMYvH0IfPcdvP02tVf+EqO6suE+lZVwyy2pt7N1MBOYZL2eBLwWtv08pVSWUqofZg6BL6ybaJlS6nCllAIuCjtGY8eskeajqdm7l6///QqHPH4D7pqqhp+1rT4bgRYtLcQbQ+CdyJ9t2w4f+UdO5c7tBzBhfox59e5FEPQ1YQNbHHdogdx6TLHbSYuWFuKLKTB7nDlnaExFBaxeDQsWsOTJl7n0R5ew87LLzbE0nEZja9XuKmb94iFWz1/FnNGHceq/r6eoZwcOPetYuu/fi5dHHs60E05n7L2/4uQ7L+P9vv2YdfeTrF3wQxN/WcfE7bNKqXzgJeBaEdkX41yOPeA0yaMVQRI8fdo5THprBgAfj7+EcV+80sItakTFGvO5thUuArQcIcHyZyIFyzSl1P3AoUAJZjz2ncBKpdThmDfXztYxp2Fmcw6hb6aJ8tYI8/l8h+P5tm3w4Ycwdy6MtrYNGQKAN8ohsm6d7R2kNTNhwgQ+/vhjAKWU2gDchtlfX1BKXQasA8YrpXoD/wC6gqDKmAAAIABJREFUA2XAbkwPjCKl1PNAV8ws5NuBN4FZ0TLra5qQ1avh/fdh3jyYNw9ZtoyRMYoWZGKfDcOtlJof9v4xEXnMbsdYokUpFS5a9DjbBNz7zCJuXH0QxHPG37cCZh0EQ66DQ+5vlra1AH4RGRVrh8aixVy/tN/VZpsWLYkiAjt2wJo1sM4aUv58Gyzzwdat5nxg69YGgnoEEMv2LOvWUbmtglevuJqJr/6HUwEeuZZ+1uc/FHr57ODj+clnH/DTxZ/XHbeiKJ8T166BWy4FS6vP7tmTPef/ll6jRzH0uIPI7ZSbtq/ukJh9VinlweyvU0XkZWvzVqVUd2uMdeIZp0kjWmgnwaQ3XwRrsB3z1Zst3Bo7Mni6lgZCgmXHjh0AuUqpNZhiZIBS6jpgCTAeQESWKqVewLSw9AD+JCJ7rJvpldSX9woAs4DTbS6pb6bpJBCA//0PZs40hcrXX5vbc3PrhfaTT8LAgWw69UR6lNdEnEKJ8Mmdz3PcH37WfO1OkenTpwN15TvC3b/HhO+nlMrCdMNdqJQqABYAa6l3wz3JphRYyA23B/C+UmqwiASa/lu1I6qrzQWht982HytXmts7doTDD+c+Txc+HPExj7/qpldFZHiJEuGzB2dy1NVnmO+NjBrH4woW0KKlqSgvh+xscOJMdeOqw8BywvdsPA5f908RESL+FtXWXHxXdNdzgL1r91DUp0MSrW79aNGSOGVlwux55Zx+UkHsHSsqYMUKWL4cli0zn5cvhx9+qBfRtwGDgffeBX8/6NoVBg2CLl2gSxd8xZ2Y8PID7Oq8jBPy/s71L9xJ7u6tEZdSIuR1zWei9f6DPsOBCsryO3L8e+/Tr2sR/Q3FhmXr+P7Yg/iu7wjOeP9thhTl8Podj1L7+gzy92yiY9lWjt24Ee67tu7cswb0pNOjz3HoiUen4+dLCcuL7QlgmYiEr445MTT1wPKMa74WtxNEpFU/cnNzpTVSsb1CxFx7E7/f39LNaciHp4pMRWTDmy3dkhYHqJA4fQzwAO8A14dtWwF0t153B1ZYr28Gbg7b7x3gCMmAPttqmIr5CMfnE3n/fZGf/1ykSxfzf8vrFTnhBJG77xb5/HNzn7Bjt+/wy4Qzs6TS7a77X2z8qK6uboEvmBpO+qw07L+vASfpPpskdv3RKdXVIq+/LnLhhSKFhWa/y8kROfVUkYceElm2TCQYFJ8vKFzXS7jiQJlz7RMiubkN+mmwUb/9umOhvDz5j+n9nk2IHmdbjmBQhBN+Jydc9kHDD6qq6vv2H/4gMnmylI89S97tj3zQF1lQOky+GDhIpg9HfD+/UuT220WeekpkzhyRHTtEts42j333KPN8zz4r0qePiFLm87PPyjuDTxQBeeWM65r7a6eFWP0Wc7HnGeDBRtvvA26yXt8E3Gu9Hg58DWQB/YAfAJe05T7bqE/8cN8jUnDxROFWrzz88iJzH59PZMkSc9/f/lbk5JNFSksb3qsNQ2TgQJGxY0Wuu84cO197TeSVA80+uPVT28sfcNXdwu3IuNv/U98em7F1U1aObMzJkQ97j5B1X69J6Su/cNIkea/vcJnfuass6NSp7jrv9+kv3839NqVzOyFOnz0ac0FyMbDIepwGdMTMgbHSei4JO+YW4HtrLD412rn1I/lH/B1Mj4xtwJKwbSXAe9Yf7T1My0nos5sx46lWACeHbT8E+Mb67G+ActLA1jwwvd/nABGQpyZMbummNEQL7TriTQD1zTRFAn6Rqm2JHRMubFasELnpJpHu3c3hKDdX5NxzRZ5/XqSsLOax/3ljiXA7MvXKK+pu9sHSUtnw+z/JCkv0vL7f4al9vxYgEaEN9MV0KS8E9jT6bLf1/A/ggrDtTwDnSHvts41JVGgHgyKzZ4tccolIUZHZb4uLRS69VGTWLFPgNOKPjywTbkdOuukxc4ONaHn+6LOk8ULRc2MmpOUrNjV6nG051mwqF25H1B8QmTvXHE+PPNJcqAz1baVEunSRjV26y5xeyOYRI0WOOkqW9S6V5R2RQIcOEX1PRncwj328VOSGG8SXld3gc5/H0+D987+8o6V/ioRpbtHSpvqsjaitcCO3HYf84jTktQMPEhk1SiQ7rN94vSIHHihy/vkid94p8uKLIt98Yy5Y2vHuUZbQnh3x0Y2PzxJuR4on/0wCgWDDdjUaW5uS2Y++Li+OGCiB0Jh92PGyc8vOJrteIvMD/Wgdj/g7wLHAwY2E9r2Nbo73WK+HNbo5fh+6OWK6Ixxh3XBnOV05ac0D05wn3hEB+bC0c0s3pSF1QvsNZ/t/cVXyFp1WjoMJoL6ZpsKXV5t9p2aP82NCk79jjjGHIJdL5IwzRGbMEKmocHasiFz04BPC7cj7i5ZH7Faxq97jZOYDTyTyjVoczIR888MeU8S+7+Zjuo3/1HofTWj/00Zony3ttc82xqnQ3rxZ5J57RAYPNvtWfr7IRReJvPmmSE1NzEPPvM3sq3O+i23x8FX5ZN6j78rTPx5X138fv/LqRL5Ni6DH2Sagdq/ZL1dPi7pLIBCUfiefKfcciawvMPuLuN0iRxxhWg9Dfdta/Cm85hjx/npwnTAZf+8/hduRb9dtEamtFfnuO5E33hC5/36Ra06xrOHU9UW7x4xx19S9Xr9obbP8NOmiuUVLm+qzffrE7Bc7sr0iY8aI/PrXIv/9r8jixWYfS4R3j7aE9icRHxVcfYyoa/vK92tbh9fazHv/XSe2t+a45KkJU+q9XdMo/rXQzryHs51Mq0m40E7I3cvaZ3nY9gnAv5xcu7UPTK8M7S+b85QE/IGWbko9H52WmNBOxXWyldMSg1Jr77Np5ZVeZt8pXxd/323bTPfEUH8bPNgULps2Ob9eWF/tdc35om7sJLU++/+9hW/MFQH5tGdHCYaveLdynPRZtBtu+og1/gWDIu++KzJunLkgBCJHHSXy5JMi5eWOLzHgusvFuLmDBILO7xNfvTlPlpTkiYAsLuonviqf42ObGz3ONgG7Fpn98s397T+fO1fm9N9fAiA+hbw6MNsUNLt31+8T1rfXbNkt3I4c+/t6y/OkB/8j3I7MW7Ym8vxbPzWPfWu0BFFiJ6aCmOeeftlNIiAVhjttX7850EI7eYLKvk+IUnLAFUdI9i+OSP0i7x5j9sEtHzfY/OhrC4XbkZPv+Gvq10gju1btlOfPulK25Lrqfo9PBw+TYCPLv+TmJi22tdDOvEey5b0SLW/Q03rdeHvGs2vk0XSrED59cVbiBy+6CabpCmuatoBE/2jFCvj5z6G0FG6/vX778uVwww3QvXtSV9zqmk8P37F43Pb/QwedfjiPnnk6R2/cycyftZ3SSQ4SnoCDUmDN1d6MpKoK+ffjVAwcDj/+McyZA9dfbybt+ewzuPhiyMtzfLoNzKW48nAM5Xy8P/C00Rgv/A+A/feu5vU7/pbot9BkNFESxS1eDGPHwhFHMGDLN/xxdCF9roPzTzsQLrgAOtgnJnvkZbNW/Cn7H1q3LdebDcDeyqrIA0LJ0Vwuyjp1ifwcUH36AHDe43/i+/wicoN+Xrz+bidfTpMhBGoDfPbgTF745R28OPrHrC7MAaXMpRc7Sksp69ATnzsNVW/qEvQ1vNY9Hz8EtXn864pLU79GGikeUMK5rz5Mpz01TD1hHGsKvBz93beoOCXHNG2bdKu8aJlCE8ogqpSaEqoR5/dHZmdtTQwYdy4A655MorD9t/fQHIlU//H8Mvqd/wBjb3iRVev3Nvn1NO2JKJNBEfj0UzjrLNhvP3jqKbjwQlOo1B2afFZlf9CPL/97eniHxtzvzH/+C4AR7/wz6Wu1Qo4CLgROUEotsh6nYWYUPUkptRIzOdqfAURkKfAC8C3wNnCV6Izj9mzeDL//PcHSUtSUyaysWMakI/bnu49WwL33wtDY/c2ObXvKqCn8lv07HJHwsfuNGcm6pasB6Pr0PQkfr2lDlJfDb34DBx/Mvvc/4aYx0P/SbhzztxUE5QyCKrL6QjgLNpjVG84fU18zPs+bA0BZVXXMY5859SQqPI025ubCXXfVvS1Y8R0A4x/QAiIT8Ff7mf3oTJZ/8g2B2gCfT/2A5868nB1rtjPv5Y94dvJveOnmv7KqcyeOvu4szv3n7Yz/4j28QT97PW425OQQ8GY1PKnVJ/I9BQTcZWlopSVRJFi35fMl21idN539aibRp2vrzHbv8riY+MErlO6uijrDl3XrmrVNmpYj2fJeiZY32GC9brzdFjHrbz4GkJeX1/RKNAWOGX8qTIDcjV+3dFNsMH+6Xy0+FIZUsAZ48/ajeOPClzj9+K4t2jJNG8Xvh5dfhr/8Bb780ixt9Pvfw1VXmSU5ABamfpm5S9eDEWBQx/4x9+vRqydfdO3IYVt3svjjBRxw/CGpX7yFEZHPiF7Db4zdRhG5C7jL7jONxaRJMH06+P0s2G84vz19B59U/gSGv0L1zJd4fthlSZ121leLQQmH9jo4qeNLh/Xlsx69OHrTBmaM+hHnzP8oqfNoMphPPoGLLoJ169j1s4sY2OcZdufC73tP44TDuuF+PougEVtor9i3CFd+Z0qL6z2I8rJMi/a+KhuLdh3CswOKmXNKNs8u6oqxYZ3pnXTXXTBxYt1eXXp0YWu2l67VtXzy2iyOO+vUlL6yJjVq9tXw5fPvs/7J++n/wzcocdOhZh+rO/ZnwPZ1DCzby7Fh+4+2Hrz+BJ2Aw8M+W15UzOJTJuHt3Zsz/3wthsugCGDqVNMyu65hn8i74wvw7sPvd1ZyLio2Fu2/znoJ3LU8eMGVKZy4eTBcBvTpA2vXRnzmBzZ88z2f/eFOui36iIqcPLru8lPzq//j+FsypyypJj7JWrQTclG03MvLlFKHW26PF4Udk9EYLoOPSrswcNv6+Ds3G/Vz8Nc/Ww3eivqPSv/H2E+6Ec3rR6NJivIyeOghs8blz34Ge/bAI4+YN+A77qgX2Wni3fnfA3DcAQPi7rvretO7esU1F6W1DZoMJxCA18JuQy+9BFdcAStWcOxJHhYUH0bguZcwaor5fNPcpC/zwdJFAJw4/MCkz9HrzU/YnuXlnAUf8/yJ57Po+TlJn0uTYWzdCiecAFlZ1H74GR2DVezOhUmBT7nz0h8B4CYrrkV7m/qajv6RDepl52aZZuqKKp/NEfX7bavczAv9+2KsWwPBIKxZ00Bkh1j78FsAHDfuNCSoJxmJsGTmfF446nTWLVljv8PUqdC3LxiG+Tx1qu1u+zbu482RZ5JVlM3RU8YyYe6HjN66ncO2bWbw3gpO/uEbBpaZno1zuvdh5pAhAHxfkMcHfQbXneeFybfy8ugzmTfjA4bu2cW5zz3AuPuuN8VjiIkTzb7QqE/keQrBW05VVap9IFJof7ZlFq59/Thp5PAUz91M3HWXaekPI6AUHhH6HTCQC199hpPWrGfcsuUcsXUVx996Hv/96cUEgtrprK0QV2grpaYDc4EhSqkNSqnLSM5F8UrgcczyXt9jZh5vE6zvfyD7b69l2VdLWropFmGrf29YE8mZ/+YfA+pX1coq7G6sGk2CBCyXriOPgGuvhV694NVXzfjrn/884gaTLpZtXWVedujAuPuecsNF/PfQAxi/+FvevDeJEA9N26KsDP72NxgyBMaNq9++YQP8/e/MrsyiuvgrxnQ7F8NQdPYdyhaVvBvGgo1fQ1UJPzok+bQkfQ/sj//7NQD87IPpHHjeUexcuyPp82kygDLL9XbbNjPsZuFC+v19AQx/EYBHflcfiuAyXIiKPjEvq/BTU7SEAfkjG2zPyTLNjdU1sSf1u/2byA30iNvkwy4Zg8/KQ/D69Q/E3V9jMmPS7+g04XDOnfMWRaP6gVKs7JDHi+dcwxt3/ovax59EpkwxLaMisHYtgUsuRZ6tF9ur5i5n2tEnUT64M6cvfh2AJR068cGDzyOBIF88+T5rP/ue139xH8s/WgwiHLlpDWcuXw4iDNhXztGLF/P2+LvY+s0mzn3sj/x03mscfvYJCX+ffE8BGEF2llXG3zkmltC2LEPVvlo2Z3/IYOPUBgtGrZqJE+Gxx0zLtlLQpw/GM//l2fGTeeHAg3np1vsp31lG2aZ9vHnNQ1S5FCe892xC+Tw0rZu4Th0iMiHKRwm5KIrIfGBEQq3LEDqceS7Gx+8y/y8Ps9/Uh1u6OQ0o866E6iJq512Gx6O459IbWd/nHvZV1lCY3zjoSqNpSG0tuFzmowGLF8Nf/wqHbIROwDHHwLQ/wOjRzdKuNfu+B1cW+/WKP/kDOPLJGTBiMAfccQ3c0LoSqGiaiTVr4O9/h8cfh3374Igj4E9/Ap+ZZyOUROrVL+YDMH70MQAUG6Vsz/omges8B3MmwLmV4M5ha+335PqG4PGkNjHs3rM7swYO5tRVZixsx76dWfrWQoafelBK59W0QlatgksmmuaJnj3hxqcA2NbVFFa/yp1DTnb9oOxSLmKlXZi7ZBO4axjRbUiD7dkhoV0bIxeOCBXGZrq5jnLU9LULv2XgQUM586Ffw4PXOzqmPROUIP3ffoCC2iAzRh6Cu3YPPXbt4bCtOxn00t/gJfArUI2Mwy5fLcELL+CtO++irDCXU79ZyPm1wq4sg1X5xZRPn8WBY0fXTboPu9icsvc56jdR25JVmMUpL/wu5e+U7y2ASti+bx99ezhPGhlBI9fxtxcuAW8Fx3Y7LuU2NisTJzbwAFHABRdEeoSc/uDV7Pr1Baz84DN6ZspCgiYueskkDZx4ubkWkb1kdgu3JET9KuDGqpVkVQyqm+SNHmYKk7Kq2G5mGg1A8eUTOfxX1uKRCLzzDpx8MowcabraFhSYn/3jnymL7JXr9/DGZ6sd7bul5ns85f1xGc6GsAHDB7E+N5feleVUVcSKR9S0KUTMLOHnnAMDBpjhDaedBvPmmZnEx4+POGThxsUQNDjtkP0BKPZ2Ipi9g6BTV9jFt5rPVRsB2Gesplj1TcOXgSM/+YKZV97DvC5mUjZj4rHs27gvLefWtBLmzzfH0j1W1ubi4rqPJGcHfcvP5W+/bZhYz6VcEMOi/e1GM7RtcNfeDbZ7XabQ9gWiC20BfNmb6ZLjbFFz4IH1Yn7DkhZM+OTQ1bqlMZQBs2ZTu3Un5yyaz7hvV3HYlh0s+WAB0yb9mumH/whXlKHHAE5fuYzzFixgd5aHNx5+mpLqAAPLdnHg2OZZ9LajKKsQgJ1lqSZECyVDM3+AtxYtAOC0gzI/10o0SnqXcPzFZ7Z0MzRpRAvtNJBbkMu3xbl03tP6sgjuVispCdbH3eR4vQCUV9a2VJPaHxlyw6/Daq8YBktnTmPYpqtMK+CIEXDKKfDNN6YlcP16KCmxDkotFmvjjjIGP9aVMz7oz8eLv4+7f1lgO3nSLaFrzL7CXMmfPvkXSbVR04oJ+x8Llvblncl/5cWJf4JDDzW9LT780MzYvHq1mfAsxqLQmvLluMv7UlxgZmQuye4ELh+bdzsVtKGFziC+gB9f7jp65PZL7ftZFPUo4syHb+DwrcuYPvo49ttdTmGvIlbMbi1hS+0Tnz9NoVhz5sCYMVBUFHafMMfW12evJVD0A0OLR0YcZigDUcGI7SG+325WVx3crVeD7R4rU5UvaCe0zX5c4/ODu4ZeRc6ENsD0P/0FgE8nX+z4mLQydSo0crVmypS4916l1HVKqaVKqSVKqelKqWylVIlS6j2l1ErruThs/5uVUquUUiuUUicn29yDDz6U4pLiBttGnHAw5z/1FybM/bCujFpjpLSU5Z9+w/bvttJzSzljr2wdeUgKsk0r9t7Kijh7xqHOqmv27S/WL4TqIk4+NHYSVI2mNaGFdprYkded49eVsW3ztvg7NxP+YIDanHX0zK0flLI9ZjkGbdFuJpK84bcYYe1VIvTdC0+9BkyeDF4vPPOM6YJ7002WpSU97k2X//1pcJuLPzPmfh53/yq1kwJ3Sdz9wplw320s7ZjFcW9O14l62hKN/seM9Ws56fHfMH7a75DKSnj0UXNR6J57oHfvuKfbKt9S5K+3ynXIywdg8w6Hk8a62Dph8ZoNYAToX5weoR3OGa+/QdD6/+t1wkHs/G6H7tfNjN/vZ21+Hh6Pl9UffpfayWbPNmu2d+1qvi5tKK5unPEIAL89LTIjsRHHov39dtOivX9p4hbtimpzXO7XuXvUfRrzk19eBcCEeR8xa/DBbPp6g+Nj08Itt5i1isOJU7tYKdUTuBoYJSIjABdwHnAT8IGIDAI+sN6jlBpmfT4cOAV4WCnVOMgqPdgk1CI3F3X33Qw9egSdB3XBk9t6QgHzstM1z2wYo726egEF5QeTlaXdqjWZgxbaaWL7AScB8NZfH0zL+Wprofj0v6DuUKhb8vnf11sTPsfGnXvACNK3Y/1KdLbbHACrarVFu1lI4obfnOzetpvlBT3NlWOl4IILItqrwJz8LVxoJuWxvCLSyaf7noFd5oLQup3xF6v8nl0UuDsmdA3DZbBg5AkM2FfDc6ddkFQ7NekjUGsKg9eve5B3Bx7B23c+yScPvMzaL35wfI43jroM34UXRfRZA9iaB1s+XGRmEs9zFie4dnMF1flLGVFS75pYnGdOcLftchhyoOot2p9/Z4ZCDO+ZfqGd3zkfw6ovmxfw03FIZ97YbyA1lXoRtblwu930qTD7Xr8xQ/ik98F8+8x89m1w6P0Q7u10/PGmJfuTT8ykknWYImNZxWdkbz+cEw6MrLTgUrGToa3YuQIqOlHatbDBdq9l0fbHENpVNeZcYWgP5xbt7PxsXrjZrPt+6sqv6HFgb77/MsWFiESIVqM4fu1iN5CjlHIDuZhlaM8CnrY+fxoIZVA8C3hORGpEZDVmot/DUmp3NGwSavHYY7aZ31sD+VbZuHj12eMTGksDBIJB9uUspl92cmUSNZqWQgvtNHHyf++jxgWuj2ek5Xyjr/47ew77rfnGW8El//hXAkebg9OqDbsAGNKz/gbpNkKuYjrreLOQ/A0/7exav4upk67l2+KiOmFd3LWEoeVRS9rXs21bmBtXeqmsqaGi4CsOyT0Hgga7auJnU5bsXXTwJmbRBvjZm68AMOGdacyZ9m7Cx2viEwwEeXTi+Sx5a0HEZ5vXbOLj3v1BKVxZblCKMx68jh9/P49TbruU464/mz6jB9T1z5cOPJLZvYbUvZ81eBSze4/knbueZvq5v2TsnP/gEXuX2c4VsG5XYpm53/pqARhBjhtYX0W2IMcU2nsaL5hFpd6i/c16U2gf0j/9QjvE8k+/YUOeObE947sfePWIA5rsWonQUm64zc3O1dvrXh+34SuGTTqUwt7mGPvS2Kt485ZHefWUX4JSVBleZo46i2VF3fihsJDg5ZPrvZ1EYPduM8wBCPcWWrBkH/T8nOpVR2BHPIv23sAmsmpKcbkajuExXcet8b7GbwrtYaXOhTbAuXffwHv3T6t7v3nc0QT90d3b00ppaWLbARHZCPwFWAdsBvaKyLtAV6tELdZzqFZlTyC8rusGa1sDlFJTlFLzlVLz/f4YSefiEaWUVmukIMccj8qr07XoJ3y5bIuZ0K9H/EojGk1rQgvtNJFfks+avA5cuGAlPyxYmdK5Nm6rYlH3qwHo+OWDUNGZtdWLEz7P2u27ARjRp/4G6TJMzyZ/c93w2jtJ3PCbgpdOnkxJaUcmPvMQw/Y0tLbMHH4ELx5yHJ8/+g5VWQX2J4jb3uRcVpf8sJ17nv8EXH4OLz0EVVPM3tqd8Q90+SjOScyiDZCVncUbk01Li+e61hHP1mpJMrfAe0++yM+nTWfE6aNYXZhb7y2hFN379eT4DZEJ79bkdmButwFMO/rHzOvWuW772V/P5diN9ZawU1cu4NgNizn51ouZ8OI/Aagqsl9wWVcEG3YnKLS/mQfAGQfVx3DnZ5mx2vucCu2Q67gE+W7baggajB4a32U9WYYePYJe5VUgwkv7H8jPFn/H45Mub7LrOaFVu+GmmY59O4EIX74WmQz17Dcf5vS7r2TcO2ZfzREfZy6YyX77ttK/rAyjupGXRFVVpLeTCLMWLQSXn1+eZlvsJa7QLmcrxZ6uEdtjWrQtd93agLkoP6KPc9fxECddN4FArZ/dXg9Hb9qO4XGxbvXa+AemShRXa+6KKIhTh7XocxbQD+gB5CmlYrk+2a08R9wIReQxERklIqPc7riFftoEBbmm52R5daoWbQsJ8tFC0zhx2JDmnTtpNKmihXYaWfpjc3Lz1ZVXJ32OYBB+/7RZYvzo8gfY8cY1dKg5AG/JloTPtbPCtGgP7Vl/gwxlaQ4EtdBuFpK44aeLfRv38cXD77Ery8vZ7z4OwLrcfOY+9x7lm8vYuXw7iHDmkjmMn/8xo6/4MTlPPBLR3go3MdqbvJV7++5qDvjHKO5cfTIEDc47+nAMfz6VPmeCpnNe4hZtgLGP3QDAodu28vGzryd1jjZPCrkFTr78Z8z4kWlt6VcW6W79wkU31FnwPn/xQ3yVtfSt2M0Rm1dx/qfvcPjmbfgqavnk/peY//qnLH73S+ZP/4Qtizbyvwdn8taf/sO0w4/llQOOYuuazeT8828RfbbWm8XvxsDuBOu4Ltw8H09Zf0YN61S3rSDbPHdZY1EUlXrX8R/2rMYo703H4uaJnzzqubdYWZTD5c88wWc9u1KRajKi1GidbrhNxKFnHsPqhSt5Z+ChAHxX0HAhcHVeh7rXH/c+NPqJQt5OYR5EL35meodccrL9cQYGGNGFdo1nK52yI5NHet3mWoZ9MjQTX8AHvlyK83Oj7hMLl8fF/666r+79JxdOSuo8CZGcq/WJwGoR2S4iPuBl4Ehgq1KqO4D1HIpt2gCEr6D1wuzj7Z7CXNOiXVmTotAOS4a2fLP5fzFqcNMtWmo0TUH7WF5rJsY9dw+4/8LZX76d9DmOmfISc3qfAwE3r956BQC5rkJ2SuJJ1nbX7AJRDO5Rv5IG3VgoAAAgAElEQVQdEtp+h0K7al8V+7bspevgxDI8ayxCN/ZbbjEnUKWlpmhtArevmsoaZo6/mvFvPQZAIQ1nqu89MJ2Trj2P0Hpwfrf8uO3dUljI9WP28uyE82OvykniFu0/P/cxUrQOKjpzotzL0fuX4pY8qgLOxEH3DskJbYBPH3+DYy4fi//Wq+GCM5I+T5slVm4BB333nA+fpWLnv1gx52v2P/FQNixaQ+mo/rg8Ls4N22/0OT+yPd6T6+G4634asb3bSMs756ZL6jf2ifwf+/DsC5heeBcHlydWym2X+o6S4H4NthXmmBbtsuoELdoIO3yrKXI1ndt4Y7oN607e6q18NHIUP1r/HeTl8/qk/0OVV9PjJz/m4InHNEs7RGSjUirkhlsFvCsi7yqlGrjhKqXC3XDnhZ0iqhsuMAXA2wS5IlKl30ED6bfyCwAGN/4s7PXxYHqJrLWx7kZ4Dwn78hbBvp4cPKRL5P5YFm2iC23yttI1N9Ki7bGSofljuI4HJICrtjjy8wQYe/81bJ10Lh8+/jBdhg5L6VyOaVS72AHrgMOVUrmYfXYMMB+oACYBf7aeX7P2nwlMU0rdj2kBHwR8kZ7GZzYh1/GK2jS5jkuQdXvWQxYM76kt2prMQlu004jhMvish7natmvLrqTOMd/9EAAXeF+iY5E5wctx5eN3JV4rdZ9vF6qyM7nZ9daUOqEdiHFTtgj4AuQU5dJ1SHdQiqXvf5VwGzQ0W2zVjGMOqhPZ4VS7FOW7yjjp2vOcnSisvRf/5iamH+Ase+j5d7zOLY/Oddze+RvM/rTjtu94776LAfBIHjXiTGj3KE7cdTzEMZedzvQDB3Pi2jVMO+vSpM/TXDR7vGsacgvkdczj4DOOxJPjod8Rg3B5mtATuNH/2I6xZh1S53HVEAwK1bmr6JE1qMH2QstaXlHr9Fz1Fu3KrNV0akahDVBQXMCP1q3ggz5mGagznr6VsS/9HwdfcCz/Hn8eScWJJhhGoN1wHeDY20mxQy2hQ+2IqKcylCumRRuXj2750V3HA0GbY63F04D48QaSX9QM0XVkdyb8/Y+cfNWElM/VFIjI58AMYCHwDeb8+DFMgX2SUmolcJL1HhFZCrwAfAu8DVwlIvEnVu2AojzTdTxli3YICbKlah2qtoAOOUXpOadG00xooZ1mVv/kfADev+BXCR8747211Hb/lIL15/DfW+sL1ruVF1GJT44qgrtxVzeMq4rrOh5WQ9nlbTiRGX5S5md7bKsJegKBAMcsN/OyLP/sGz68ezrV+6rwVdRSs3o3+cU21msHZLvNlek95bFvmMvXb2E6Z3L31iMdn/v7ykV4yvvRMcyl0i25+JVDi3aU2FynnD77SwDOn/kkvprWmxywReJdW0lugWQpKTAFzN4EhPbStVvAW8GAkobJdopCQrvGadZxc4ytrKkmmLc5bTW0E2XMmkUsnPEZswbux7v9TCv95BnPU5GXxbOTf+P8RMmFEWg33HiEuTcHgbUF7qjuzZXetXRxR08C5TJcEKOONkCvDtFdx20t2haCn2xSs2hnCiJym4gMFZERInKhFcqwU0TGiMgg63lX2P53icgAERkiIrNasu2tiaJ8c95Q5Uuf0N4ZWEd2TWbcfzSacLTQTjNn/OEmAM79YBrLP/wmoWPH338/ABfu3zCGyaXciJG4EKgO7iMr0KnBNreVDM1WaE+dioTVUA6xuNswNmWb5XHmvPJBwu1oLbTlBD0ul4veZfvYt2EvQ48awQk3n0d2QTaeXA9FvZNfAc72mN4QFVWxF3qmzq63ZO8uc3Zz3aGWUuLbv8E2j+ThN5wJ7Z4lyVu0AQoLCllSZM7tK/MK4+zd4jRvvGsL5hZIByGhXVbl3HX8f8tXAbB/z4YW7aJc07OoPEGL9qJVmwEY3KVPrJ2blIPPPopTV37Lj3/4lkCtn+eP+wkf9e+I0TUB4ZRcicI6N1yllMJ0w12G6W4busE1dsM9TymVpZTqR3txw7U8MYb+dhIDpvSwFdkBCRLM2k2PgghP+jpcygVKCMaoo17aMdKi7XbHWHi3XMeDyk+ekbpFW9N+6JAXEtrpyjoepMxYR6Fooa3JPLTQTjMdunTg1eGjAPjqT84npTW1QRg2A5afyT+vGdvgM5fhhiQs2j4qyVENRZbR2KIdPoG65hqUjQXogKwKlv7hUQAO/+mJCbejldFmE/QoQ1HYM72CMctjejXEE9qrd9XHGn70lbOssjW539Mzp6Gocatsgjir8d6rY+qTv2E71wBQFKhm7lOts9xXU5WdiUmG1W1tTFGeKY6dJtYDWLxuDQCjBvRtsL0usY8vsXjv5RvMBJYj+7aOyaHL4+JnH7/MuGXbOP//YorkhiQRRqDdcBPDrTyRi+nWYndNrTn29i3p1fiwOgzLi8IXIySsT+fIhcmQRdtWaFvXF+Unz2gfFm1NesjNMl3Hq9No0a7JWk+JWydC02QeWmg3Ace/+x4AE95/3vExz324BAo3MfnoyARAHuVBjMSFtt+oINdVZNbm/OILmDaNY2ZM5ZmXYdz1k6FTJ8jLqz9gZ5SySuvWceKN5gTbABa+4zwOt0lJMG6wRQRLhhOqs1pdG7v/7a7ZWvd64y6H+Qk81ezXtaE7pFt5CCoHQrs2l44dUk+GZLgMPnrGNKoNuHIsO9cmVg6qOWiqeNe49V0zqG5rY0Lu3okI7ZXbTOHYuBRXQa7Zz2p8Dr2KLEvg2h2m0D6of+sQ2kmTZBiBdsN1jtvwIMq+f1Vb/5sDOke/9RiWo5XPH11o9+4SuQjrdjmoQqL8FHq0RVvjHLfhhqCLan+qQtscSyurq5Hc7XTPzfCxVNMuyTyhnWRt1+akQ48ObLAmeu/933/jHyDC/1Z9DcCpIyMNpo4s2rt2mWJ66lT4zqw7++ePdrPoselQUgKjR8PEiRz14n85di34srLh7LPh7rvrTlHbNdK1DIDSUpSh+HiqWQrp4FOcx+E2GUnEDTaVYLHOHVu0ZCgewxTatXG+U1lge93rrfucJwIc3rN/g/du5XUmtGsKyc52fJmY/OjCM3li/ES6VPvw79edJW8tiBmz2AI0Sbxrm0os1YjiPHP8rQ44t0Kv37cWo7JLXRLKEAW5ZvhEjT+x8J3tlZtBFPv3yfC1uQwPI8gEXHYWbWvBptbqd0N69IhxvCW0Y1i0u5cURGzzhFzHJbrrOEooytIWbU2C+LOpDaYqtM3p1rrtphGotCi6V4dG01rJLKGdQm3X5mb1/aY1e+A9v3Cwt/DNtm/A7+XkUYMiPvUYbnD5GorpO+6ACy4wBXTHjuZj9Ghz20pTaNd4hI/3Gw733QevvgpLl/KP596m73Xw4h1/gX/9C26+ue46T530Uyoal3sNm1AdN+H0us2flB5B0N+CtbiTixtssgQ9bVW0uF3OhPae2u14y8y+u73MudAe1rvh4o7H8DrKR2D488PLzKbMZS88y9MXX0XXKj8jTh+F2+UhaDf5bBl0vGuC5GR5TItKwLlFe1vNOnJ8kRaTnKyQ0HYW0hBan9vr24Kq6EpBbpbjNrRKMjyMIBMwY6ztx5tQhZD9Su1Le9UdD9TGsGgX5UQX2sEYruMARVk607MmMYxgNrXB9MRor9lszimGl0ZfbNJoWiuZpQhSrO3anBxzxVimPjaciQuXUpFXSF5VefQayiKsq1yGt3YIuWW74atVsKr+8e9PPqbbTh/8MSzGSino3RsGDoTx483nQYPMx5bfwJZZ3DoGpHoi435zXf1h35srg3auYk/3LeHjM+Dpz3vj2bQhor1KKb6eMZeR5xzBcevngcfFvh17KezYAomkkis/pOtkJojHodD2e7fRuXY0G1nJnqoyx+cf0b9zw+sZXkcx2q5gclnUYzHpyX8w+70POXbjMt7pvx8/tnVoaH5E5HOlVCje1Q98hRnvmg+8oJS6DLNvj7f2X6qUCsW7+mln8a51+LOoVc4nentZR9+syBq/hjIg4MaXoEW7MrAbd00UL6FMI/GaxJoEUMoAGt2TLaHrC/gh4GZIaXSrcl3ulYB9MjQVyMLrigy1CbmOx1tULMrNi/m5RtMYFcxKg0XbZNuePQCMHNA9zp4aTesjs4R2Gmq7Niejjx0HC5eSV2kJj7VrYfJk83lEWE3MCecx85P3Gbg7AH8PW7W2rAdVWdk8PwImn3Mf7qGWmO7fn6i+s9vqHRU65jdciY5V3muzfwnzeg1l2kvLon6nkWcfzg+5nelfaboKF3Yyz//lm7M59LRjoh6XdkpLzd/RbnsUtGBJHKeu4+TsoIcaxEZgb7Vzod27Y8Os+B7DgzgQ2p5gpHUmHRy74VsqtldwcucmnFhOnWouDq5bF33xrREichtwW6PNNZiLRXb73wW0b9/eoBcfzsVxsGAtPXJOifKhB18wMYt2jewlK9g5zr4aDRgY0S3awQBGVRc8nugLf4bl3uMP2J/DFbAfLz2xso6H0UELbU2CGMFsfJIeob27yhTaw/tooa3JPFJyHW/2msQZVtt14CvPRm6sqjIn2WedVbdJFn3F9rwaZg0fAQ88AK+/DsuWmfuuXs3Nl1zKL8ZC1a+uNo8bNiy6yG5EpwLnQnt3YCO5tfFL0fSv2MbuNQ0Tp337rM13bUqSjBvUCXoSw6nruDKEXvn9IWhQVlPu6NxGTYcIK4vH5QWXA6Et6bdoh8hrapGdIeEvmY4Keqh1LI4BbyW9C+zHPxX04gsmlgzNr8rIaSf1hzWpYSgboR0qr4WfLH9sz4hQ1vFo5b2iLUzGjNEOo0OeFtqaxHAFs/FJqq7j5v9Aec0e8HvpXqST8mkyj6SFdovUJM60pCzRLO1KmbHWFgtfe49TLxJmnDsFrr0Wxo6FoUPBKpEQir+Ktlodi64dogntSMNspbGZQqObo/MW9ylh4Quf8lXxEN665m+Me+LehNuWEjpusFkIuY77AnGENtAtrwfKl095rTOLtscXae3zurxg+MLDA23JUk0ntJuU5HILaJLAEC9+p+LYol9H+0VbFfTgkwREOxA09pHv0hNDAKXUf5RS25RSS8K2Nd2ifIZhCu1G92RrEAziJ4/YnhEuS2hHmyN4gvbhXXWu43Es2iX5WmhrEsOQLPxpsmhXBvbgqemOSmdiFo2mmUg1GVrz1iTONHEVywJ/6KF1b79Y+QMA/Uv62e5uxLmJxqJ7cUOh7Tai1830ebfSMdt5TOHB44/moF3LOe3BX1GU0wLJUjK4/FCmEOov0YV2vSLukl+CCuRSHaxwdO4ciSK0XX58cRLtZbsyVGhnWPhLJqMScvc2GdItmtBORLSbk0Fxl1Po1RZti6cwF9jDabpF+QzDsE2GFhLaAQrdsYV2KEbbH0UwZ2Fv0VZWX41n0W6vQlsvECWPS7Lxkx6hXSN7yAlot3En6D7b+khaaDdlTeKYpZIySVw5tMCv3r4ZgMOG2JcuSEVo9yhpJLRj1M1ULj9d86NnNm2L6EEpNolYtDsVFCQkSPKVndA2MzyXVcYWSLmuponRbnIyLPwlkzHEi18Ss2iP6B1FaIsHf4IWbcPtozhbW7QBRGQ20LgcQdMtymcYLsMAI2jvyaMCFHo62nxQT12MdpQFymwjitBWCkTFtWh3KmqfQhu9QJQ0brLwO8i34gS/sY9CpYW2Q55C99lWRSqu401Wk7jNlEoKs8AHgTWFytYCv2GPWU1qaG97a3JIaMez8tnRrdh5jDZArw7tS2ijB6WYOM06roDORQWWuHF2cy2ysdK4reRr1bWxr5fnzlCLdhrCX/TikDMMPPgTsWiLYlBPe2FsiJeAY9GurOtDSa62aMcg5UX5tkLoHt8wa7j1WgUpye4UeZDd8VFitHOMGJVBxIibdbxzOxXaeoEoeVzKWQURJ4h7Lx29Wmg7QffZ1kcqruNNVpO4TWFZ4I+97Wb6XeNCzo+0wG8r3wpBF4N62U/y4onjWDS2aIfOZXdjVUCfzu0rS64elGITEtqhWq7RUEDXDokJ7ZLsyEWdOmHvi329fG+GCu30hL88hV4cikvCFu2aIgry7X8aIxmLNtCloN0IbXfIC816TEnhXI4X5dsKtl5rYebtznmxLdqh+3o0r7dcdwwPICdCu0ObFdrJ9Fu9QOQAt/ISSKC8YiwMbxVd87TQttB9NsNIxVysaxIngFu5weUnEBDc7obziB1VW1D+LmR57dc9knYdD7jpkN8wO3ndDdkmGRrAoB5tTmi7lVLzw94/JiKPxTmmwaCklAoflOaF7dfmByWvO4FkaCUFCVn+OudFWmncLlPo1MQR2gVZGeo6DinXJBaR2Uqpvo02nwUcb71+GvgYuJGwxSFgtVIqtDg0N+kGZAgGHgIJWFTcvhh1ihNYQAplizaAbu0nS65fREYleMxWpVR3a4xt14vyDe/xocWeMKGdH7sfGXEW4/PiCO12HKOdTL+NRrtbIIqFW3kJqlQt2vVjaa8OWmhb6D6bYSQttHVN4sRwGx4Imu7fbndDq8k+3/aY5TuMOKvV0VCBLBonaQwJGdsYbaBf9zY3MdSDUgrUWZgDscWzAroW5+ESr+O4rE75HSK21Qnt2thDQ1FOhlq0naEXh9KAC+d9ESArGENo4yGQQE1uAENBj5J2Y9FOhpnoRXkgLDwsEAA8EZ8X58VeWIxXRzvfG8eiHcNbToBst7Nyou0EvUDkAI/KSoPQNjGAfp200E4B3WdbkJQCoEXkNuC2RptrMK3bdvvfBbTSWlxNi9twQxCqfT5yshsK7Uq222ZgDuFSybmOG8GsiG2eGMnQAHp2bIHs4a0PPShZ1CfPi7aeYE7wlC+XwkKFgdexFbFLUWRf81hZzmv97Vpo68WhNODCQ20C4jhHxRLazvt1uBWmd6c2t3CZFEqp6ZgeF52UUhsw5w1/Ri/KA9G81ur/TUvyYo93rjh1tAuzko/RVmLoskoN0QtEDvAYXoIJVn2IhqFgUHcttFNA99kWJIMzjWUWbhU9yVONsYNCY3DUY5N1HTfEG7HNFaNupgK6l8S4Ibcf9KBkERLa8WK0DV8uLhe48eJzKrQLIoV2yNsjnut4cZyJZztELw41woWXIM5KzQHku6MLbdNTw6FoD3Md79tVW7QBRGRClI/0ojzgstImRIvRLo7juh2vvFdRdnSLtsIgEGsdQ9pFSgdb9AJR8ngML2Kkz6I9vFQLbSfoPtv60EK7mXAbpjuYXfZmn3cHxUYMi7YRcitLUGhjI7RDsVx2K9i+vLqY3PaCHpRiE6scnIk5GTQCpvB14aWackfn7lwY3aIdz3W8Y34Gx2g3DXpxqBEu5SGonFu0Cz3Rrc8u5aFWVSZ0fUMUpV31wqUmPvaVReqFdscCZxbtaOW9inJiuY67oli0Q9dPJWduZqMXiJLHY3gRV5qSoYlicM82lz+oSdB9tvXRvlRVC1JXtsgXOfFT3nI6Z8UX2oEEhbZLIl3H3XVJUyKFjLs2Mma2raMHpdh43DaWFrv9xCxZ5VIegg6TRnUpihQhoevFcx3vWNh+Ldp6ccgZiSbjKfLGch13EcTpz2ZZtP155Oa0X5GicY4RJzysU5zxzjCsGO0ox5fkRV/wUWIgMYS2Et2HNYnjdXkhwUoNEVjeQS5/Hl5P+/Ws0GQ2Wmg3E3XZvv2RMVRKQY8O0YV2vet4YvNjl4q0aNclQ7O5sXoC2vqiaUiscnDhNBDaDq2IjWu8Q33/jFfeq3M7Ftp6ccgZptB2btEuzonhOq4SEdomHn+bzdSsSTP25bnq5wpdOsSxaBuxY7Q7FsTyAIoTo40WOJrE8bqyQGoJBMCVYhfyBrUHmyZz0UuVzUTdirONZVABvWIIbZflThtttToabmws2jFitL3B9mfR1sTG4zBG26tMoW3gQpQzQWKXeM/jVGjHmXhqNG7lQRKwaHfMiz7+GcqFJGjR9ogW2hpn2FYWCa+jXRS7L8Wro90phtBW0ZKhWddX7WiaqJTqoJSaoZRarpRappQ6QilVopR6Tym10nouDtv/ZqXUKqXUCqXUyS3Z9tZGlssL7lqqq1PIvWn1wWz0/V6TubSfEbSFqb8R2li0gd4du0RsrztWJec67o4Zox05acxBW7Q1DalLhhZnkSfLEtouw7kgKcyNLBnj1HW8a7G+8Wpi4za8iOHcot3FptxcCJdyI8SuJd+YLLTQ1jjDFdNrTZGfG1nyK5x4CVPtwnTCjo4Zo93OLNoPAW+LyFBgJLAMuAn4QEQGAR9Y71FKDQPOA4YDpwAPK6Xa1Y8Viyy3Of+sqEps3GyI2S9zDH2/12QuWmg3EyHB4vPZ3wj7dIrhOh4no2g0PIZd1nHT2mLnYpbt0u45moaEhG+80nI5rhzAdLF1atG2qxhTZ9GOI7SLC3XUiyY2HsOTUNbbbgUxXMcN5/061LFzjBzH126LaOugc+qyjgdtXMfFsB0rGxzvil1Hu1txHIs20cd3o51ME5VShcCxwBMAIlIrInuAs4Cnrd2eBsZZr88CnhORGhFZDawCDmveVrdeQkK7rCr5hGhBK5dQnic3LW3SaFqC9jGCtgLqVpyjlNXq26VT1GPjuYVFw21Euo67LBf2oEQK7VyXtsBoGhI/67hJrttyHU/IxTaSOot2HNdxr1fXddXExqMSs2j3KIkMZQjhSqJfZ7na/WKQtg46JKbruINkZPFitGMJ7bgW7fbzZ+gPbAeeVEp9pZR6XCmVB3QVkc0A1nPI/bAnsD7s+A3WNg1hFu3q5BOi1daa/TLX2+7HUk0Go4V2M+GOkTlcAX26xpjkJZl13M6iHYoVFzuh7WnfFhhNJB53aIHIXmSINRnL9YSSobnAqeXPBq8ltH1xLNoKLbQ1sfG4PJCARbtncSzXcecW7WDQ7JvteXKorYOJYR8eFnLdjj/WxVuMz8mK7noeNeu4NUcw2s9Y6wYOBh4RkYOACqyFoCjY/TAREyul1BSl1Hyl1Hy/TXnXtkq2xzT0lFclL7Rrasx+mR05ldVoMgYttJsJFaP8hqrNJzcn+qqxK0HX8ZCI9roSs2jnuLXQ1jSkzqIdZQIX2p7nDcVoG4hKbEEoHKcx2iEPEY0mGh7DCy4fNkOdLb06xxDaCbiO+wOW63hW+xXaaOtgQsQMD3Ng0XbHmSPEEuuK2K7jKp7fetthA7BBRD633s/AFN5blVLdAaznbWH79w47vhewqfFJReQxERklIqPc7vYzJmR7zMWd8hRcx6sqzTHXJp2LRpMx6NlqMxFasbZz7XL7YsdGu+LU2GxMwEq45rVzHY8Ro53j1nEwmoaELNp25eCgvk8WZNXHaMe0aMdRPU6Fdjua/AE63jUZPIYHXD5qa50p7Z4do4/DLsOdsOu4p/243NqhrYMJ4LJNZuY863fIUy3agmjs8dLedTxUitRoJ7NEEdkCrFdKDbE2jQG+BWYCk6xtk4DXrNczgfOUUllKqX7AIOCLZmxyqybLEtpVNcl7uPmsELLsyKmsRpMxtJMhtOWJ5drljlMj0EjQddxn7ed129TRrquLbOM67m37y4ZasCRGvGRoAWvBpignLOt4TMtfbNGjXcejouNdE8TrTmyi545xN3QrFxjOhJ2I2Tfd7Stbc2O0dTAB6ucHYX01gfJadeFlUWK041m07VzHa2pSKMuUufwKmKqUWgwcCNwN/Bk4SSm1EjjJeo+ILAVewBTjbwNXidiUc2mnZFuhM1U1yS+IKcvTwtXubveatoQW2s1ErPIbXoldVqv+JupMaIdu1tkumxjtOot25Lly20dmRy1YEsBTlwzNfv4QmtjlZ5l9LVWLtmOh3Y4s2jreNTnchtmXnE/0ovdNl8vs106G4FDojsdoO0IwUbR1MDFcVl+1s2g7CZOJF6Mda7yM5joeGqrb01grIoushZwDRGSciOwWkZ0iMkZEBlnPu8L2v0tEBojIEBGZ1ZJtb22E7uXVtamX99JCRZPJtN+ZQDMTK3tzNrFrBCaadbzeop1YjHZeG7dohwmWi8EULECtUuos4Hhrt6eBj4EbCRMswGqlVEiwzG3WhrcgbnfsRZ5QN8rJMfcLFyTJuBx6PZbQtq0n224Jj3cdCSwArqFRvKtSKjzedV7Y8bbxrkqpKcAUAK+37WWb8bjdUJOA62KMRSC34QIjgM8HWXHcGIOWQHK3rzU5O0LWQS/wA3AJ5pz5BaXUZcA6YDyY1kGlVMg66KedWQdjL6Y7ENqu6Dlg4hHNoh3P+0ijiUWWZdGurk3l39gS2u1nrUfTBtFCu5kwrFVhuxtpvtuZRdvpTTRk0c6ysWi7XdGFdkFWm7doN4lggbYrWjxxhHbIUzEUQ2W62AYIBKIJ7fRYtNsZoXjXX4nI50qph0hDvKuIPAY8BpCXl9fmZtWhmuwxLSoNxsEYFm3LU8Pvjy+0A5bLeHY7nxyKyCJglM1HY6LsfxdwV5M2qpVi2OZhCVm043ckd4Jeb+FEraPtNIugRmNDyHW8Og2u49qirclkdP9tJowYMVR5XocW7Sjuu40JWb6zPZGCr86ibdOOguw2n3W8SRL0QNuNHfS6Q0n8oli0rc05lvhwGfWCxB5nQjteMrR2RpPEu7Z1vNb/YU1Mi0pYf4yS8A/A7aq3aMcjoEzPoNwEanhr2je2Xmt1MdrOjw8lQk0EhYHYZh3XQluTPDmhGO0UXMeVlYDS0H1Rk8GkJLR1YinnxHL/jmfRDsUaOs46bgnyLBuh7XZHr6Odn922XcfRgiVhsrxW7GDURR6zH7ms0IhwF1v73eMIbe06HoGOd00Ot8tBjLZEWhDt8BhuUM6EdtBKhpaTQA1vTfvGznXcHxLNDpS2K0ZoWjyUMgjaeOlrg7YmFeos2ikJbfPYdpQmQNMGSdWirRNLOcQVI3N4gTdOea8Es46H7rUed+ToFLJoB2zuooW5bduirQVL4sTKLRBOqKe5XalZtEPuvnYTv3aOzoabICKIVhMAACAASURBVFlOLNoOhbZp0fY7EtpYP7VXtZ3yU5qmpS5ZatiCZt1aowOV4YpT3isWSlwxLdrtsMKDJg2EFulrfKlbtNuNUNC0SZL2cdWJpRIjVrKTwixnruNOV6tD1mqXTU2E0DaxcR0vymnbQttCJ+hJAPvYwXBCcYTmO5fhAiOIzyck4Hkfdj3LeyPezyzSrpa5dbxr4oRK08V2XQx3HY8ntJ1ZtEOJpTwxy9xpNPXU18GOzBmgHLjNhhZE7XKvxCOq67g2aWtSICfLSehOPMx+6eR/QKNpraQSTNpkiaXaIrGSoXXIcWjRdiq0rWe7lejQNrsbcmE7ENpasCRGPKFd39dMQmEOtb4gtuvQcSZvoeODxLs5RxPyGo2JoxjtcIt2rBhtwwVKYiwghZ/TvJ5HW7Q1Dqn3HLJb+HFi0U6sMkk4CgOUTXmvhM+k0dQTEtrVabBo66zjmkwmFdfxJksspZSaopSar5Sa74/ug5pR1N8II79yh5x4Fu3oIj1RQsLJTmh3yIuTTlfT7nA5tDCHboShuNgaX3J9NVRPNq7ruLa2aOLgcVTH1ZnruGNPC6gT7J64i0UajYntQnwCY1xIqCdT3osoFm2lx1hNCtRbtNORDE2jyVxS6b9NlliqLWZwjhXrWpIf26Jd51Zm4+5tT/TYKqVCFm2bWHEttDWNiO86bhLqaa5QrGHUZGbxXMcNa6/UF5U07ZtQjHatL/UYbQPnXkX1ruNtY5FY0/QYNtVAEtG59dVEkrFoK1uLdqS/kkbjnOys1GO0DZ11XNMGSFpo68RSiRHL/btjfmyLdugm7PTGW3d7/P/2zjxMrqpM+L+3qpekO3sgkIU1CTsIiCyigiASGDTgDA7ujDgMKrh9jojO6MwnjAguMw7iGFGBb1BkXALKJqCMKCAEDEuIEBCQbIRsZOv0Vu/3x7m31rtWVVd3Vb2/5+mnq+567u23zznvegJyWPOh4wFKe0+7L/xqVBBlmCnG92j7nr+aFe1YYbeB14jGr2AfvY52Mg+i5A1ACeTOQseNlGQDl/9METruG/LDlveK6k9VAuXaHNpGLXRlnaFzmFr6QT9H2zCal1rdxVZYKiFRivauE+MUbfc7SDlOi684BSkyHQFVyg2DXCbck5dfgcbJTmyIbczsLW9UivVo2yzQiCafox3l0S6Ro3CZ8z3aGmNwKr5OhynaRkKCa7gk7+P8+UW4QTS8toDru4PulXwdb8MoJ7nRPOoalqNtND81pT6o6lIvxPswVT1TVTep6gZVPVlV53u/NxYdf5mqzlXV/VX19tqb3zz4CkRQDtX0Sb3R50qwF/rGG2/kwAMPpLe3l7lz53Lfffe5Hb7yE+XRDuj8rC8zAtHgdVa9nUBB1nz5Kh9cJ0yYwIQJE9h9993y2y666KKKq0XJZ+ltTdE2oun2PNoDUXU+ihWTLc9U7H7hhRc4/fTT+dnF/wpXwqVf+gRxdUN8+/H+2acgl2Q9MKPdySvKJaHjyfu4fO0Vhlm+fDknnXQSkydPTnh2sKJdi4JkGL5MBxknr7rqKo466ii6u7s599xzS/bdc889HHDAAfT09LBj6yuAVR03mhurMdAgOgIGUp+JPdEqbqEYWmHbXXfdxcUXX8wPfvADtm7dym9/+1v23XffkvOCrloIBa5sR6aNlksy0hCy/EsRvujkFe2ygXHbtm1s27aNtWvX5LedffbZlXfKy6CFjhu10d2Zsur4E1+s2P2Rj3yEGTNmcNZl/wwXwCMP/46rr7468r5SfM01v0rVZqM9ydRY8NTvd4eHhli4cCFnnHEGGzfmfRw888zTkWcnSokwjBQUG3/KmTVrFv/0T//EBz/4wZLt69ev5x3veAdf+tKX2LhxI51eVJIpKkYzY/LbIKJCx7MxIdteIeYSJf2LX/wiX/jCFzj22GPJZDLMnj2b2bPdamn+oDlOt1RcKypH2/RsI5CQHD4oqLu7bfdW7guJviicUNj+xje+sWJ3VGpDCWvvid5vtD1+jnZ/pAfa9cdDCqz7X3hpccne559/nne+8510dHbDRDju+JNZtmxZ5H1zmuOBPtigu8Hv/xaWXATb/1LLo7QEIrJARJ4WkWdFJGqFkrYjG1AMze8r9+zcGHRKCb6BcsPal1i9ejWf/OQnyWYLyyvefOO3Q891y3sF9LeewejA7lWx9zeMcgqKduWc9x3veAdnnnkm06dPL9n+s5/9jIMPPpizzz6bcePGMW6cW3J2722/h1cegP74/wXDGGuYot0gohTtoDGumEyZF3p4eJglS5bwyiuvMG/ePObMmcOFF15IX18fAJN1LQCn7Lyi8l4RHu3scF/CpzHaCwlVfLepC0+cu+kmGNpBJsSjHXjVTX+s3CYJz//fv4L1D8bew2hfOjLOG5LTqNBxJ2fXb/LSd+47C34o8Iv9YWg7H//4x7nxxhvJDQ7CFvj97+5iwYIFkffdtjXHdoW79RwY2g7PXAU37wVLPl6X52pGRCQLfAs4DTgIeJeIHDS6rRo7BBZD82SzQxT61sZcwTdQBnvET+j9n5hzK88ryffe+mzM/Q2jFH+pzmR1LRzLli3jNa95Tf57prga/l2vh1v2heGddWujYTQCU7QbRKEqaGWn07Mh2jtXbu1++eWXGRwc5Cc/+Qn33XcfS5cu5Y9//COXXnopAOPYWji5f0PJtQpLflUqMt3r7kj0LEZ7EV4sBzYOzyh8uakXYnKsX1pZ5Nm747UwVGrcCQs9z99vcFzhy6+Og4HN0Y1vUca8dzA3XIheKP6tWton7VwP6/8Am59Mf4+BTbDyZuh7GXJDzvAyuAWGdsCGJUwZWumaEjnRc/se7euC1xV5/bY+A8u+zAlveiPLli3jx5/+HHwdDjzoCM4888zIZmVkmJzCwPw3wKQDCzue+aZT4n86A7Y979pc/n8yuMU918BmGO4PaO4gPPbPgfnkY3wCejTwrKr+WVUHgBuBhaPcpjFDNi50/OczYdsLoef7oedTdp/NjBkzuPLKKxkcLNQHOHrWWvj57MCaARIWOl78f/OL+bA5OpKjFRnz/ewYppqlOrdt21ZSW0Akx7cegO+sfpvbMPgqrL6tru00jJGmNRapbgLyA2nApG/q8oth+WfhXcOB8dvly3uNH+/CaS666CJmzpwJwKc+9SkuvfRSLrvsMp6SN3O0/tQd/NNdvOu6Ti/IY7hk+34c1fsMvU/8I4yfBPPOr8MTNw8isgD4DyALXKOql49yk+rL4FbojF6rnaE+yHbn5QRwAvfyb5goUR5mZeUgzOl03yZntnunBg+uP77xRj69d9GGm3rgnCF4+hsw/RgymT29qwbfT1C+v6mbD071lJCfTIUjvw7zP+La3wYUeQdPAVYCD4vILar61Oi2zGPLCvjVMU5hDEWgdy/Y/kLp5q5pMOUQ2PIn2LnOfUcL1xq3G4yfDZsejW3GgswEThwP543/BNwdUhjKU2ZVMzD/Apj5VrjnJHfvZZfRu+Fyrv+Hg/ha36WM6/8cf5+5gz9/dy/mltXDKGb3juf40yBksp1wxlOu7b9/N6zxDJn9rzjPDLhnGT8TdrwEO1+uvNge73DezOEdMH4ODPfBy/fAskuhZ0/Y4RmuOic5JX3X42HqEe5/fmgbvPTTwrWmvAamHOauccQVMGGf2HdYR2YDLxV9Xwkc08gGNIxNj8Ok/Uv7I9XI3Kzx7KBHYoqh3VL095pzJhx3Hc5XkuOk59/G23shk8myePFiLrroIr7yla/w0L90MHe6F9HRtxpu7IJjr3X/d927uH5TQ4qhlW+47RA48TbY5VjomprouZqZMd/PjnHyoeMpPNoTJkxgy5ZCymOGHMOD8AKvgXN+Botnw31/Dcf+APY9t95Nbglafj7bhJiiXQ19a+GV38HAxsRK6eTcavbuKB1I/7hjP47o8T0TCj/KwMH/BJMPggn7Oovy5APy45h/7tSpU5kzZ05gVXGAnZRVMf9RFmadDq/5Mqy7lzeMg+1bC53fcHFgw0P/4DxOs06H/vUw7SjQIeguzaVpFVpqMH3s87Ds39zfbOMSyI53k+pidj0etr9UmKDv/lbYugK2P196XOdkZz0GrpmVZc3WB+CJ/1txy92zf2HjMMzxvn+o5wZe6IVZL38VyuUQmPjSt2Fv+PraWXxq99Vu442FbuiAjsm8fhy8Y+It8MTKivPHZ4fYMdwJR30LlnzUbXz0U+4HYJfjYP0D7vPUI93/0aFfhFefcsrT5APc72eucorH5IOcvA94uV/DffDcNTD7bfCmm8fqJDLvHQQQEd87ODZktmeWm4iXK9rZcc7rKlnompKXrxLG7+68vTvXue8DGykp6zi0DV4t96wVKQq7vhFecasvdOW2cUYv7JN9HKisB+Da1M1vNs7k/h1eHzhhX1j4AqiybelXkd99hoMnPMHxmUM5cAIc2N3PEy/1RyraKwf358atj3Kqvy5j11R48+2w8VEXxVFM3yr3E8ZLPyt83rS0dN+OouiQQW9y+srv3U9QFMrmx9y70yGYtQAmnBd+3/R0iMiSou+LVHVR0fegf6TWqMC19tfw65NrusTfAX83D/6YuxL+8EMAura4/u+Hm4/j3VMeKD1h5WL4n4LxqBe4eRbc3381h/Xtzf9esR+wH9ueuY4blwrnHF70qh88t/B5yYUsO6yLmzdMgz/8fckteja+AMDFr3yIr+x6jdt47+nRDyIZZxDaEVGT4E03w5y3R19nbNDYflbVjT8dPbVfZ2CjZ6Qk+Rg23A+Id7xApkg9yA2Vfi+nby2Mm+H+/oPbYGh7VR7tgw8+mOuuuy7/XRhmuA/2mr+Pu/+x18O9C+DBv3M/+3zAyVKmC3Z7M3REr+BDbhhy/YV33Peya/O4XUuP05wzfI6fmbjtY4GWms+2EKZoV8OtBxcm5g/9A+z1LjeZenaRm8QEcCZw5j7wx6HL4f7rAdijK8CDsezSik3vBIZ3h/26r4D7bwDgl5+bwuoVn2Tnr29BMhkmPnEv156/G9z/XvbX+wFYn53HLsNebtXq2/IhN/ftAbf2LIb7nXI1t3s1ywfgwC7vho99zv2k4fQnYcrB6c4ZG4xtpSUpqk7JBqdkQ6WSDd4kvIi1IVWRi5SgsycNw6T74Yn7Kw6b2QG/74O1h/+Wk5e/icO7lvHdGTBz3RWwrvKy//BGGMoJf9g+Ef5mk/NIF9Ex9Cq3zoIp2ZvhiZsrzh+Xgaf7x8N+H3GD6rPfKSjWUPp506Pu56WfBD/j+geCtwNseXo0lew4pWVsewc7euHUh52i3TnRTcDi6N/o+tDidz7cHx6lkBuETGfhu+bITxI1B498nNwz36aDYfoZx/i33Bt663f+z3vZPrUs31+ECUf8I0ecfTVLv7ie4zqX8OoAPLaqh28++VZuuOSG0Otd/dWHuW770ZxWHB0CMO1IeLen8OS8cSLTAcu/DlMOBR12E8DevWHHSjch7N3bPc+yS2HXN8D4WfDyvdAz200sEdj8hPtf3/dc93+75WlnbBvYCJ1TnGFDMt678aIDuqeFtr9KhlT1qIj9K4E9ir7PAVbXuxGjQo1KdjGHcjesdpP+jMLyfvjZ1qN493uucfOOGI7q+i2DLz5GR0cHCmzdKdz3Jzjrn1bRvXZxwThZxG6dA5y/+1pY9QsnKx6dw7CsH1YO7Qpnv1qi2IeiuWglG4INbKNHVF/bmH5Wc/DIJ+H565whcZ/3gXS6/k06YGirM1JueNj1p31rnYG4e1fXT4i4vnLDH5xi2DkJNjxUuP7kQ1z0SrbHGSEnH+QMc8P9sHONi4DpmgYv/9oZ2PvXu75j5mmu715zuzt+1hmw/UXXngnz3P2GtrpzyqNxunch8+bf0yNw7owfw0N/KNmd0xy5nHLGbkvYPmEbQw+cTyYjvO+AfrKHPsyfbzyVPffaiw76yI2Hvfb1ojlmnQpvWwH3nOzk7Pnr3I+PZGHifu5z52TY76MukmjTY+7drL0LOibALq9372nlYjdnz3Q6p8OUQ93Y8qevuWtMeQ3sdqIz1E/Yx11zYJMzWGbHwaSDXASW5pyyvulxV5djgmcY2LEKph8Nq291jg+ATDfMPMW9/+euccdIxkWKDPfD5IPdODC3tCJ7QlpjPttimKJdDa/5N3j4gsL3F3+U+NQDsw/C+lkADGgHX94I571vMzO6dsDiPdxkK4B3TYSd+of8uYfNgpldQ6x+/OdIRjhizwlMn74D1j9IJzv5xTZYs8cPOP/QTfDbSuvxW6c+BeudItaf6+Rn2+ATf/07en/zhsTPUsKOl8aqot3cSktSRFwI9tZn3GDTvwF2OcYNEP0b3GDQMcFNyAdfhY6JbpDsmu4GmfUPFhSicTMgN+AG33veDOsfYEiFjndXGpE+/M2f81+b/4Y7OybC4ZfD0s8yswPWTP0AMxd8v+TYCy64gB07dnDzpLVke/qcV/Nv+5xiMOUw57G740imZOHxvgM47IOVOYHzPnEBL4y/hf8E2PcD7ufVP8GrT8C6+9x1nvueU/ZevseFWK4srSTNhH1h25/d5549oHdPZ9mee557Rz1zYNZpdfijVE2c0jL2vYPd09Ipc0HHRqUCFCvZUJryIBmYMJcMw0zLgsaUIlFyRbUrSvmfn/yc+xYv4JBdnmHrZtAu4Rvf+Ebk9fxQyUy5ol3S/qKh98BPVe7v3bP0+7E/KHwul80phxQ+d011EzYINnCIjISSnYSHgfkisg+wCjgHePdoNKSuqMKbFsO638J+FzolZf0DzkAycwHkdroIot493AR9w8Mw5yx37os/hBknOqPJj5yC+wxHc9BZvwNg2xY46GsdnDxuolOO3q3OI7f5MS/3X92EfHALQz/ZnQ7t48nB1/KjpcdzzTXXMDg4iO6yO30LXuVbk2bBpI84A2VuEF76uesHH/1UPgKE05a6iBKP1Wv6OWTRON7WM8EpJe9WeOpKd15Hr4uKAFh9J5CDV+53zzu4DVbdDH1r4NjrnBxu+iP85SdwzDUw7YiG/GkSEtXXNqaflQwMbIAJc51h+M/XOqV4eEfpcT1z3N9u69OwZXnpvuw4mH6s+735Mbdt/CynAOb6ndzt9Arq9a128jO8w0UOrbnTa0e2VGFed69TDqce7orhrfuNGx9VnYE+0wm7n+K2bfuzG8cHvZop/esZv/kxjhoHfz39DnhxCmS78pfesW0727dvZ58OYDJsWLqC3t5eJkzo5b0n9LJ1yz1sWDoMmQ4emjXEAZmivnTiPDjzRRgegOe+69qx6lZY/Us3fy5+Nw8UGVBffRJ694GuybDBq+cx5VBnqMwNuve2+tbC8Z2T3Db/fQbx8m/C90Wx3CtU3D0devZyc7JnrirM/3v3gr3+NsxDP/rGISMVpmhXw9wPwdP/7vIIo5hxAkx/ncule+RjADw6eAKvf/vtAHzoS1/j9tyn+ZCIs7a9a8gNpCLuH27pJTD7r1zOIPDI4Js5/u2uIxBghvdTzrd+dCdfWLOA7+6VgTlvcwPo7/8W9j0Pln4GgBf7pzHv7c7bfe6/Xs7dXMInph0JZ61xVu/Zb3cd/5RDYfXtLufsiS+63L+da+DAi12+5G4n1h7qNLI0v9KSlEwWJh9Yuq14Eg5Oeema4j4XT7h3OyH4ml4unqqUKjMe6r2+jIiz3Oa3ZyqO/6/vuLFg4oUnk/Vfe3YcTPWqjE4+GCWDkHPXDbifU2HK/mSTD3A/e3rrcs/7UPCztA6t6x2sF17Y5PSsJ7uRKGF1QQ8//HCQD5F78t94uUfZe/phTJ8R7aH3QyWzUYp2m6GqQyJyIXAnLnfw+6ra/NW1RGDOQvcDzpM1/XWF/dmuggG6c5KbQPvs8778x5e6jmePgd8HyKqWGoEyWRcZUUznJLZ3z2XyzidR4Morr+TKK68EYL9PfpTnxv249PhMJ+z1Tvd5+tEFRbusX/VT1UpS1A76x8p3MOtU73exAahsObFZC+DgSyrPHds0rp897no33m18BLK9br718m+c4Xhom1Ngpx5eOH5ouzOid04CBCbtF3393LBTovvXgw7CNC+FJTfkPMM9ezjv+cu/cY6j1/6787xK5TgOFMLMi5Rncp6SOLQVfjKV7s2Pko+POOEWmFFI35ng/QTR7f0AXHDF3dykp/B3QW3IdjmPNbgUztwgbH7ctXviPKf8P3UFHHSxe5/FoeBDfdC/zv0/rrzZRQfs+nqndD/9TTjsUqfkvvQzNwfa7UQv9akPVnwHdj/ZOTCmHenOmbCPKxbY/4qbF0/Y1xkxJs51aabTjnLXGdrmjBaDW5xzas+/hXG7uDZpzm1fdSvsflJUGPzoG4eMVJiiXQ2ZLJyx3P2jdU6Ozl3xePGZu9lr6y0Uy7xf8CkjZQMpuM7tyK8CsKbnjczccR9J/1/8Gir5AXrqa+AMzyigQ/DY5+iSgufcb4eIOIv2G39KCXuf436fcEui+zcZprRE0enCBcMkz68unpGMCyfz0BAPYX5vkPKT7WJo3Cw6d66MOF9DvY9tRGt6B+uJZyDaJRsni6AS7tF215pGRpQpmfhrQUKPdhuiqrcBVjI4gJy4CI1i+VLFW/szXuaGM+ML55QQc37xZL4sVSY/L2iz/tbLc12CmwfMF5HDga/iCj08IiL/paqbvGMvAc4DhoGPqeqd1d3U6yumFdVw2P0k78Mulcd39JYadOLIZF3tjJ5ZZds7nFJYfM/8fSMIijby565dU2D8LDq3v0DWF50q+0K/L/WXCosk01n6/iYfBMddW/henG/dMR46PKOXbyQD51g65ruF7/u+v/Ie5cam3U50v4uNaFAwfvgOAHDvpmcOgUjG7d/nPcH7k2Hz2TGIzQRqoXt6IiUbIJdxyxIVW6xLFNwIhrITvOOTDnh5TbsSL0+kKzNUdHR7DqgeeaVFRLpwSktLWhSqwvN+50Jkw/feZURceGR+e7SiHTb5G+6cnj8i+Ez1quS2L6o6BPjeweXATS3hHawnXrTG9Ex86DgoaMQxXiHIXbOgCfL28/8TGRteRSQrIn8UkV9636eJyF0issL7PbXo2Eu8ZZSeFpFTR6/VjaegaJchyQyL+flF2XaNM0yWeM1CPNrtNy/4OK5fVVw/+2vgCOD/4uYGnwXw1oE/BzgYWABc7SnpxrgZZAY3FfW81fWFhfmF9aUJsfnsGMSkt0H4A2Gu2KOtAR7tAIbFheckjf/wvYyBA6SvaEuRou23I9N2A6opLXH4Hu0Q5VbLZG1TzinmUbIaNfnL5e8XfnYSD0+ro6q3qep+qjpXVS8b7faMObzQ8V2y4UYin6gcbSCvaE/KesuAxZCzyWExvtLi81ngHlWdD9yDKS0AqDiDfZCsJlK0xXkYKw2cMYbJbHHaV8C5xDsCWgkRmQP8FXAN5KMwXgEO8frZ63C1bcEVmbpRVftV9XngWVwxKqNrOpmBjQUFo2qPtou8tL40GTafHZuY9DaIXF5ZTu/RVv/cxJ68CAXeC/npzAxXHN+GlmvAlJZIOlw0RYcEL9FRLsM71fesRHQtokjI/lxMqLpT0tuv2zLPYEq80PHJCUPHI4fCrsLShkmiivw15Ns9R7tcafFYiFNWwJSWPOpl8RUbGANzpMPOz/iKdvl1aw8dbzPD5r8Dn4GSNal2U9U1AN5vv0hDUOGp2eUXFJHzRWSJiCwZGgpelabl6N6FzMCmmhVt36PdkW0bm1vN2Hx27NHeM4FG4lmsiwfCwBztAHxrd1LyHu2g62ac0l6sOLWbR9uUlhR4E7HOTIiiXZaPuhMvVzDikm7wDPGQd0yJbI6Sa9fQcfMMpqGrsGxckmJokiB03Dsy9tbm0c5Td6WlZQkY49Mouhoa9ZZC0U5SDK2FEZEzgHWq+kjSUwK2VWbJqy5S1aNU9aiOjjYpi9Q9HRnYQH5KWWOOdsZUFaOJMeltEOrlcmeo9CTHKbih+Vvhd/N+RyjaBCtObYIpLUkJr3wJVBqLdqqvaEd1LeGTP43xaLdj6Lh5Bqsg282Q+LIYJy/hhh+gTNGOx3K0R05paVXvYFDoeJocafWWuwuqWh5pmLRiaMUcD7xdRF4AbgROEpH/Bl4WkZkA3u913vFWeCqM7l2Qgc0UFmGsUtH25svZNu5LjebHpLdhOP1MqPQkxw1k6ivaCTXtXFTutzcgF3so22lANaUlJdnopdu0LHqin8qifwFnhcqaZt3ET0JUmthQyNbEPINVMJSdBCTJ0Y5JR+icQs6TZ03gmSmP8mhTRkRpaVXvoHr226CIt0Sh4yHG+PjQ8agc7fZCVS9R1TmqujfOwP5rVX0vrpjUB7zDPgDc7H2+BThHRLq9FSDmAw81uNljk66pCMpU3y1RrUebFFXHDWOM0tYzgYbiWaxLFO2EHm3fWp2USMU501WxKc2A3gKY0pKGjvGRuwsy7IWOex7tyHiJqCVrOp2i3SWDoXdspwnhSHkGvWu3pHfQZ7DDj46IGeYkxqOdyRZSIhKkLVjouCktqcmnlhUv75XCox0SOh5bdTwbETqe4v4tzuXAKSKyAjjF+45XZOom4CngDuCjqjocepV2witGOT2vaFenKJvR0mgFapZey3dNRlDoeFJPsh86niXhZDgyR7tSaW8Xj7YpLVWQjVa0faXCl52dOA9JVLhupAfRK742TvrDz22vHO0RC2dsVe+gz1A2emm6AjE52sBOjZfrwtWsGFoEprQE4Hu0c8XF0NIoupmw9LIaQsfbWNFW1XtV9Qzv8wZVPVlV53u/NxYdd5lXdGp/Vb199Fo8xvBqZOzid4FVe7QtdNxofuohvZbvmgSpPkfb90JnEiraSYqhldI2Hm1TWtISo2hTlqYwQHfx5mAkvKBZdqd7vfPHvRS438lq+wy65hmsnqFs9NJ0Phrn0Qb6EhiQfHLmhSnBlJZ48lXHA1YlSVYMrf6h4/48olwBN4xYq0APEgAAIABJREFUugvLKzpqK4aWbSNVwWg9apoJWL5rCoJCx1PmaHeEhtNWnAGE5WgHhI4nTf5uckxpqYIYRbs87cCX5ehc1vBwxo5tz0TfL0JJbzPMMxhH3suXwKMdMxTuVOf5i/eOWzE0Iz0SkKM9nPOihZIYbAIN6P4Vq6s6nl+NpA092kaN+B7tGnO01TzaRgtQq+vNz3edWLStJN9VRIrzXR8sOi4031VEzgfOB+jqChtAmgxPWc5Uk6Mtvkc72Xy5YAdPETre3srL5cBNInIe8BfgbHBKi4j4SssQ7ai0JAwd98NkfaUmynYT5WXZue9HGLf2FnbmOr2yapVnt2MoIzjPIHCv93kDcHLIcZcBbb9+ZtfQKwBMzmyKPC6JR7ufpBXMzaNtpMevOl7cb6bL0fbnF6XDUy3raJPCo24YJVTkaNe4vJf1pUYTU7WiXZzvKiInJjklYFvgdFxVFwGLAHp7e1vD3ZoJL4ZW7xztvIc66LJhxdDaTNE2pSUhcR7t8jQF73e0QhKuLMdlk7Rp1XGjCtZPO4vJ2x4mK3G2sVx8jjZOIUmzvJd5YYzEeAbw4tUW0tROUW9cz1YY42NqWpT07yHF0Cx03EhL3TzaVnXcaH5q8Wj7+a6nA+OAScX5rp4329Yc9NCIHO3YgcxT0uMnjP5V01Udb7dKzkYKYqqOl6cpSH5rtKIdlrUiscqJyaqRjFzGyW7YUnEF4kPHB/1l65IoPeaFMVLi52hL0fwgv452EkU3xKMd21+WyKgVQzPqRLYbsj3smt3hbbBiaEb7UrX0Wr5rOiTIo50wN1ozKUPHE6yjXXF8m3m0jYQk9mi7riSfox05ucuFe7RjuiRNUCHaMAAymWR2ZOc1iVtr28uhTdBPqi3vZaQlH8lTvDBimqrjwR7tVBFA5VXH22Q1EmOEGD+TabV6tM1oabQAI1Ee2fJdAwlZ3ivBxC2rOwGYIFsT3SlyXWzzaBtpCC2y4yisGVzwZUPpMjXlRE3+JOtG5jAvZBKlyDAcCcMNJb6Svb8Wdy6Bd7G8boFhxJIvllro9/JVv9Mo2lKeXpbGiG6h40Yd6ZkN255zn6te3sv1pR0WOm40MXVRtC3fNQH5dbTLcrQTDYLumImZVxPdqiJvtuRSlX/ydszRNpIS4+krk7VkYY4ROdqUhqAH3DG2TYYBhSiiuMxqJYfEKOW+op3Io21eGCMtUhk6HjmOlzFu57MAzMyuLdmerqZFcOi49bdGVYwvqnVc5fJcOc8XZ32p0cyY9DaI8NDx+EFsoGsOAFtzkxLdKzLkS3OVm0x5McKIHeCC0xTiVJsweYtbEsmMQkZSJMCoGEySdAQ3UbTlvYwRIWj5zxSh21M2/hKA3To2lO1JsUqDhY4b9WTifkVfai2GZn2p0byY9DaIfDE0KcvBGgGlITJHe/zuQWeY8mKEEJe76staWY52ZP2BqMlfvGJvEz8jCX4F+1hpSbC8lwascxxGznK0jbQEGOJzKYqRrd3rCwCsGtqtZHs6w2RIMTQLHTeqYeLcwucaQ8et6rjRzNhMoFGErqOdJP/K/zMlLJ4WlaMd0OEl9awbbUjMJKs8R7tweLisquRCi57FewFNVo2EJC6GFl913Je5RFXHzQtjpKRQdbxoea8Uinau061bPKRlConUHjpuhk2jKoojiqpe3suqjhvNj0lvowiwWCf1JEvKTiqtJdrCcY1wYkK5y3O0vYlitaHjcTKrEUuDGUYxGYkurJcniUfbDx1P0E/mLEfbSInk19Gu9GgnU5SDZS2VEb2s77ViaEZNFK9wU61HW60YmtH82EygQUgmoOr4CHmS0+ZWWY62EUrsJMsLHc+Uh45HnxNaDE2iozdUcogZhYwEJC2GlmQdbVKEjptH20hN3ihUufxnEkW3fNWHwnXTpNpYjrZRR0pqZNSWo21GS6OZGYnlvYwA/MI8WUlfddwfRJMFjsfkaAefYR5tI4SY0HHP4lxeLTw6QzvKo22h40Z9EPG9hNE4402y5b0ShY6bR9tIScGjXRQ6nkLRLRRbLaUWj7ZVHTdqIlN76HjOQseNFsCkt1EEhIYl9yRn/BNGBPNoG6GkrDouSYxCEV6WjBciJhJ2BZNVIxmS8ZXjOJKsze6to52m6rgNr0ZCCjna1S3vVaghUOnRrra/tNBxoybqkqNtxdCM5sdmAg1CAtbRTupJzmS8Y0KVj1Iii6GFnGHKixFMXDG0EFmLqTpOiAcxzqNtRiEjKZmEy3upxIeO+zna0dX0/WMtdNxIh0htxdDCoydq6S8tdNyogUwdQsfV+lKj+bHQ8UZRQ7XvfLhiQo926mJoaqHjRggJc7Sz5TnakdfMJcjRDr+f5WgbSfCX94ongUc7n6OdxD/uvJIWOm4kJqIYWqJxXIJTG7SG5RCt6rhRE3XwaPt9qcmg0czYTKBBBCkQKiNUddyKoRkNojJH26s6HqGPRMtbXPXnHNZthSMiZ4vIMhHJichRZfsuEZFnReRpETm1aPtr+/r6mDdvHh/72McSeW2bgeT9psbmaBdkLomibV6YNJjMkldKKpf/TOvRLn8P1RvRLXTcqIkSRbu60G8lB7mMyaDR1NhMoEFkApzSST3aibyEFddNXgzNlvcyqqdsea9EwRdRXpbSomrpzjWAJ4F3AL8t3igiBwHnAAcDC4CrpeDy/XZXVxcrVqxgxYoV3HHHHQ1t8EiR8UIX4wqYaaLlvTyPYYJO2IqhpabtZTawGFqqYmTBx9RiRLeq40ZN1KMYmuZC08wMo1kwCW4UgRbnpB7tdLeyHG2jUfiTwWxevpMVQwuVtyTraJtRKBRVXa6qTwfsWgjcqKr9qvo88CxwtIjMBCZls1lEhPe///0sXry4oW0eKZKHjsfnaEs+NNdytOuNyWxBVoNCx5MYbCS0WFQNxdBypmhHUU0kRi6X49BDD22dSIwoSmpkVGvsGTZF22h6TIIbRCago0lsbfa9hQl92qlztE15CcRCGuPxlYpyWYtdRzt08IzLlTWjUJXMBl4q+r7S2zbb+wzAnDlzWLVqVYObNjIkVrQjagbkD0kRVZSztV/rRdvIrASs016elhN9fnDoeD082qkt/U2KiOwhIr8RkeXeuP9xb/s0EblLRFZ4v6d6pzwJ3AH0Az/x5wFRkRgDAwMsWrSoZSIxIinuf6uUISUHahXHjebGZgINIiywK8kgmHod7apCvtpjME1J24c0xuHLWn55r7LtgedILsIIFO/RbgMPS4eILCn6Ob94p4jcLSJPBvwsjLhm0EsL7IBaJR8umw9djOs5lbihsPBOknu020zRLpfZi8uUlqc9GV0uIttEpN/7/e6ia+wJ/LzIeJleZm+4AfbeGzIZ9/uGG+r+oCNBYA2XFMXIwusR1FI8su082kPA/1HVA4FjgY96Y/1ngXtUdT5wj/cdnBy+BXgI+BiFeUBoJIaqctxxx7VMJEYkdej/nKLdVv3oiFKt80hEnvD2fVNaZYLQQEyCG4S/RFexp2/kqn2nzNFuca+rT1qLtaouxynax1BksaaNQhrjKE9TkKI9UWeFyn1oUZ/i67Z8tzWkqkf5P8DtxXIL/EJVDwHeBKwBur3fxQahcqVlJbBH0f45wGpv+xx/48qVK5k1a9aIPlzDSLj2qkouPnTcPzbJ8l6eJ7Ij21aemHKZvZ5SpUWAdwK/AC5V1W7gUuA1kDdezvCOWQBcDawijczecAOcfz68+KIbaF980X1vAmXb7z8r5gduZ+z5eaNOhXjWIXS8TebVqrpGVR/1Pm8FluOiJxYC13mHXQec6X1eCNyIe8mr8eYBRERiFL/LVojEiKQOinZOLXS8zlTlPALOB+Z7Pwsa1toWwSS4QQQNVknDutIOc+mrhbaFlxBSWqyLOp9yi3XbhDTGkc/R9vNRPZnLxYWOh8lmbI52gqWYWo9q5LZcafklcI6IdIvIPrgB8yFVXQNsHR4eRlW5/vrrWbgwyjHePCTv/+JDx32SmCTb1KNdQpVKyzpgsMh4+QJpZPbzn4cdO0obsmOH2z7GKUhKUTG0NB7lEFmzYmixBEYPicjewBHA54B5wF0i8iRwFzDPix4Kmwe0XfRQMHVQtMlBrq0MliNKtfUwVPUBdZO96yn02UZCql5HW0T2wL303XELkS5S1f8QkWnAj4G9cQPlO1V1k3fOJcB5wDDwMVW9s6bWNxHBPW8yj3beG554wLOq40V0iMiSou+LgEdVdauILAf+G2fFe15E3ov7n9hHRO4HDsJZrE+l1GJtA6lHPke7bHmvSCKXtUtQdbzNLNyeYrHG++zLra+0nOgddh1wr4g8CFwLjAMWA0txcjsBuAl4Cqe4f1RVh71zPzwwMPDwvHnzOO200zjttNMa8lwjT/DawuW4/i9Z6LgVQ0tPkdLyB2A3T55R1TUiMkNEzgI+j4vMuFVEluKUlgHKZBY4z1OGegYGBiiR2b/8JbgBYdvHEEHjRC5F6HjU8l5Vr6PdHor2kBeBkUdEJgA/BT6hqj8Tkc1eBJG/f5Oq3iwibw24nlIZPXQs8HpgIJcrFLtrqeihIKpc0qsYCx1vGLOBB4u++0ajQYqcR0XbjRRUrWhT8LI8KiITgUdE5C7gXJyX5XIR+SzOy3JxWWjCLOBuEdmvaLLX0gTrW2mtzUmLoeXvmvCqLV1gqmIghZLJ3yHAX1T1gKJ9/kB6CsGdT/uF4YaQz9HO+Mt7iYsMj/VoV1kMrbVlNZY4pUVVfy4iJwMPqup/e+d8D5itqpcBlxVd63xcSBidnZ0899xzDX2WESepRzlRMTR/ea/k62i3uIKSiDKlZUtgZJeT2euAB8pkVstl1mMRQG9vr5bI7J57unDxcvbcsy7PMpJIQB2WdDnaYVVgbB3tNIhIJ05eb1DVn3mbX/byq9d4Hr513vawecCfgB+KyNdxc93xwHxVHc5ms/rggw9yzDHHcP3113PRRRc15LlGhXqEjlvV8SAqnEequsj/IiJ34xyg5XxeVW8OuWZi5xHJy0UZHlUr2mm8LMDFFIUm4LyHvnfwgWrb0EwEDZZJB0FfKUlcdTyfN5u0dS3t0a4gyeTPPzRgmwK3UDqQzgcOA/4T2GNgYCAf0tjSAymVk8Ek1ZlVcuEFepIs79WmCkwd5LZ0gxuc80pLvdo5Zkg80UuwvFf+yCRXy4FKWykoQdRJaUnOZZe5nOzi8PGeHrd9jBPUb6ZZpjO0wn4tqzSkUPRbAa/I0/eA5ar69aJdtwAfAC73fvvKynbgq7g/2+1ALy61YVhEAqOHurq6+NCHPkRfX1+LRQ8FUJfUGas6HkCg88hHVd9SxTUTOY+opl826pOjHeVlweUKQng+S1sgmcp1WFXThXUlrjpezfJe7TOYhk7+vP3Fk79JwLeA44Bbccai1aq6jEJI4x24gfQ7Xud3wvDwMPPmzWPu3LmtPZBSlI/qe7TzUhpdDC1cNmPkUNqmnkAJKeW2dqWlFUg40VOJz/vPK0JJi6G1uRcmgdICpUrLLQTkY6e66XveA4sWwV57OYPdXnu57+95T03P0ggKaV6l8wNIW3W8fst7taFH+3jgfcBJIrLU+zkdp2CfIiIrgFO876jqN4F/xfW3G4G/9hVqVb1MVeeq6v6qert/g0wmw5NPPslzzz3HVVdd1drv1oqhNROB/a9fD0NEjvX69PdT6LONhNQSOg7U38viXTMf0tjV1VVrE8cEwfnSSZf3Kjo8AeVLLsUer+2haFdhsb4c56k+Gue5vgdv8hcS0oiqLunt7W29MNwQKqMykuSyRslbgtDxNht4q5DboIiLdEpLCxCenlBOvEebAEUo/GqmaFNQWp7wcq7BFZa6HLhJRM4D/gKcDaCqy8K8gKl4z3uaQrEuJ2p5r0QFU6OW97Ic7USo6u8If9knh5wTOA8woB5+POtL64tXD+M/gV3x6mGo6qkx/e+HcXVfxuMiN26vvLIRRU2K9kiFhrViSGMtxdCirxJw3bQhX5HFqVqK0Zn8tTDqLVHn6yH+71yUPEV5pfPLhAX/2ys5Mm0y8SvC5LYqkvZ/8R7toKrQYdjk0JSWtGQC3pTvUU5iMA93cNRQdTyFom8YFdQlR9tCx+uJqv4c+HnIvlDnEa6WkVEltVQdNy9LCvyBtDywK5lHO3nF2+K7ZIJG76Cj28SjbZO/kaDUw5w0WSHc2u22h4tue8hqMSa31VFI14kjgUfbe/3Ry9b5VzNF26iOktQy0iu6lTXHqzeiawpF3zAqqIOirVYMzWgBavFom5clFZXLFuUST8j8YmjJyKUeoNtPeTHqQ85b1zrv0fa2RxqFaiyG1i6hjEZtaIoc7dhiaHmRS1B13HK0jZTkjelF4pWm1kr4IbWvo21zA6M66hM63m7LeRqtRy1Vx83LkoJg73KyQTCbOkk7/TraoYqPYUQS7DGJqhmltRRDM6OQkZjky3vFef0KxdDiL2cebSMtIpWG+NQpYO6siu9V52i3XzE0o57UxaNtoeNG82OzgQYRWFU05fJeyQPHreq40RhcjnamIkd7xIqhSfsVQzOqww8djyfJ8l7J03dM0TaqpzJ0PFnV8bCr1aHquM0NjGqwdbQNAzBFu4H4HpESmzVJBsG0w1z6aqFtUwzNqDNKcCGpSHUkQTG0qPvZxM9Ihje8xenGkkCmUtTJMEXbqJZc8edcGoN5RDG0anO026zquFFvzKNtGGCKdsPIBHj6khYhSxs6nraIiUYWpzKMcPyojEKOti/oMetoh8qbhY4b9SFdRE9Cj3aSdbRN0TZSIlIpV/XyaNe8vJeFjhvVULfQcetLjebGJLhBBA1WKglzo1N2WFWFjptH26iC8tBEf1muaI921HJKVgzNqBNJ+80EHu00ukbyIpeGUYqWfK6Dois1FEPLmUfbqIF6hI7rsBVDM5oek+AGEehdTurRTpujnbqISfw6soYRTGmONgHVc4POqTZ0vJaJo9FeJK9tkTxHO5eoFzZF20hHULdXyJFOI0uVxdCs6rgxKtTDoy0WOm40PzYbaBCBHu2kOdr5iqQJQ8dT5lZZMTSjWpz3rtij7W+PIDJHO65LMlk1kpF0ea/oCAvvkBQyZ8t7GfVA1fWiiWQvxEBZSwRQztbRNmqiDoq29aVGC2AS3CCCBrukIdtBFcujKHi0k7bOlvcyqsUpvgVZi5fVaMNOgtBxG3iNJCRdRzuJRztfesBytI36U+g1C/KVq8vyWrWkhZlH26iBuuRoW9Vxo/kxCW4QtayjnQ+BTDxgpszRThjCbhjl+Mt7+eSL/sWGjldbDC2XLmHWaFukjjna+VUjrOq4MSJoyS8g1TrahWKUdQwdN4+2UQu2jrZhAKZojwLp19HO5kfRZB5tP48wXdVxG0yN9KgXOl4uanHF0Kpe3itpAUHDyC/JFUeOuKEwTVSRKdpGWgrdXsA62jUs71WPdbRtbmBUR30UbYtgM5odk+BGEThWJcufKnhmEpZDS2EJz1/XlBejCiqrjvs7opf3qjZ03HK0jaQk92gnT0dI0gObom3Ug2o82hXyGVUPI+7+to62UQv1qDpuoeNGC2AS3CCCBsKk1uaM32El1bN9j3ZguHrY8TaYGtVQaqRJtryXRnhp4hVtm/gZiUico52L9RqmXkfbhlYjDUHzg6o8yvWvOm6h40ZVWOi4YQA2GxhVtKxicxiZdHq2VR03GkZ5jnaycN2ICIrYSZ3JqpGMxEWkEni0JXEYuoU7GtVTLF9pqn6HHZI0PQ0CjEj5r9bfGtVQu9xYdJDRCpgEN4iwDKo0xdCSq9r+eclDxy3v1agGLVuDPah6bgWRHu3oLkkTLMVkGOmIL7CX92hbjrYxAgxNOY77t3dw9ebX57fVZx3r5BFA5bKdJHrDMEKpQySEMpxyHXnDGHuYBDecomInCat9Z1IOtJpyWRDzaBvVUu4xySvaIXM0VfXyBkO6nliZzSEWSmYkwsnS9lxH6BGqCpl4D7RYMTRjJMn2cPyKKTwzMD2/qZrQ7fIj3TUSplCUddrD3jremTqEABtGNQzLIOQ6R7sZhlET1oM2COmdDcCdWw7Ob1NJFtaVdh3N9AO0KdpGdbhiJZWKb5jnL+dP3ghTluOqjueQ0HMNo4B09vDJP+/O+1a9KfSYYR0GIEOyyVwSL58V8DHS4oZqodiQk8v5im58fxduCEqexlDp0U5+f8MYCYbpR4a7R7sZhlETNhtoFN270LW8ix9tfl1hmyYM6wpY+iOKqjzaFjpuVIEyDLnCRCy0+q2Hr9iEK8sxijbDlv9qJObfV83gxcGe0P1DuSEAMoR7vaG43kUSRdu8MEYVaKZE2S30lcn7u4pSaJK8MF+lR9szQplH2xglcgwgua7RboZh1ETDe1ARWSAiT4vIsyLy2Ubff7QQgUHNVFV1PL232Tza9aRdZdbn6R0TWLxpcuC+co92nBQN53wPYoiiHSezMmwe7QS0u8yCJ0qa8eoIBJNXtDVaMfYXcEiStjrMIGKKdmraXmZVSmQ1l8aj3OX656f6Z5TtyCVW1Ms92oXoI1O0o2h7uR1BhqUfzKNtNDkN7UFFJAt8CzgNOAh4l4gc1Mg2jBZ+aFip1Thp6Lh/TkKPdhVVx23JpGDaWWZ9jl/6Ft77wp6B+3Ja6tH2xSgXIqp5L01onnVc6Piw5WhHICJXisifgJuBF4Dj8GRWRC7xJoNPi8ipRee8tq+vj3nz5vGxj32stYoglXkJyxkcHgRANNqj7ctlLqlHe9i8MGlo9342bxQq+t9LpeiOn8WRf5rGl195Q8nmNP1l+f99KkW/TWl3uR1pLHTcaAUabao8GnhWVf+sqgPAjcDCBrdh9NDSHKyRKkKWdh3tpAp/m9LeMotvsAlWMLTMo/1k78f5f1vgEY4PPD7v0Q6dvCVQtM2jHcVdwIeAe4GlwKdxMvv3wDnAwcAC4Gpvkgjw7a6uLlasWMGKFSu44447Gt/qESCVRztx6Hg8wwxY6HgKRORK4DlgBvA1oAevn20v45CQK/FoJw/dFoE/7uiiP1faN6YpzFfp0bbQ8QS0/fwgCX4/m5ZhGTCPttH0xJnx681s4KWi7yuBYxrchlFEWLJtMTM/+SwA67oeIsPM+LN69wLgO68M86NPnhl7/Kbsn2Bi/ORwpnetdd0Pk2WP2Ou2KW0uswDC9q4X8vJSzCtdD4FOyX8fzE7n/S9D7zNX870lv6g4XmUQJkOoja8odDzofkMTXzWPdgSq+isR+RuczD4I/A3wJPB24EZV7QeeF5FngaNF5AVgUjabRUR4//vfz+LFiznttNNG6xHqjPBc38OBsgSQy+yESfHF0HyxXPbKE5wf0wevG/8k5I6qqrVtyl3Aw8BbgQ3AJTiZXQAcgjMOzQLuFpH9VHWYIuPQ6aefzh133NHUMuuMQsKjm+/Ky2pfZp2TzcQeZWHptjtLZH1Hz0p6ODLR2Xt/5uySvnV7Zi1MSpcj3obY/CABcz59VlXj9s5JmxlnOdpGk9NoRTtI86swRYvI+cD5AF1drfNPNrfvXazSh9nMCwB0DezO4T3viD1Pxu/KvIfPZRWPgndu5PHD45i5/hx22SV4/+JXT+bWDc8U2tE/kyMnnJXsIdqPtpZZgLfscQaL1z6Xl5diOgdmcFD2bfnvxx+6B1NueQs7M68EHo/C+E1HsfB1wR5vEO7YdCDfXNcfeP64rQdz6n5vqeo52ghfZj8I/Nj73kvlhPADwJuAWUNDzuMwZ84cVq1a1biWjiCdnXBIx1k8u/PHwbIIkIPxG1/HwtceG3mtCYd/mN/+4mq+vWaX8Gt5dPXtyRGTzamVFM84dLb3tdg4tA+VxqHLROQ0YD9VbRnj0OTJsO/Od7Ja7ynIVw4mbnwjp561X+z5HR0wf+CdvJS9t0Q+x+2Yx0l7Rr+XX+Y+x9Nrv8er+lLpjhxM3HgCp7xzXsqnaSti5wetPDeI45YN53HXlrsrZSsh47ccykl7n1LnVhlGY5FGhlyJyHHAv6jqqd73SwBU9cth5/T29ur27dsb1EKj1RCRHaraW8P5JrNGQxGRAeCJok2LVHVR0f67gd0DTv28qt7syez1OGXlHcBncR7tb6nqf3vX+B5wG/AX4Ms9PT0nb9++nfvuu48rrriCX/yiMhrBMMKoVz8LDOCMQ3sQLLO346zNlxfL7Fe+8hV++ctf1vgURrtRi9x6KQ9nA9OBu4G/Az5cdMh5wDDwMVW9E2D8+PE6b948+vr6OP300/mP//iP1Mu3Gu1NrX2t0XgaHRP0MDBfRPYRkS5czuAtDW6DYSTCG0h/AJwoIneKyK54MtteuYNGgxlS1aOKfhYV71TVt6jqIQE/N3uHHIBTVD4HdOJk9kFvm88cYDXOsz3H37hy5UpmzZo1go9mtCgdIrKk6Of84p0icreIPBnw47v+HwZeB3QBN+Fk9vmA+wQWNjFlxRgF7gL2B14BXgY+j5PbJwmphzEwMMCiRYtarh6GYRjhNFTRVtUh4ELgTmA5cJOqLmtkGwwjBXfhcgTPwk0Cn8FNApU2KyxlNAcisgD4R+BcXOXx5TiZvQY4R0S6RWQfYD7wkKquAbYODw+jqlx//fUsXGhhz0ZqajUOvQenrOxLQWafwIxDxhhFVX/lpTVciIu+uAAnt4fgpTyo6vOAXw9jpqpy3HHHlaQ8GIbR2jS8yoWq3qaq+6nqXFW9rNH3N4ykeAPpkKrehgsDu82T2YWEDKQEFJYyjAZyFTARFy6+A7hLVS/zDJo3AU8BdwAf9YpKAXx4YGCAefPmMXfu3KbOdTWaD884dDHwJlWdXzQ3uAUzDhljHG9+8AjwYU9ugwqkzQZmF0detFI9DMMwwml0MTTDaFb8wlLgBs0Hi/b5A+mg93l/sIHUaDyqGlq5yJsEVhg3VXVJb28vzz333Ii2zTBCuAroBu7yFJEHVfUCVV0mIr5xaIhK49D+itmFAAAIsklEQVTD8+bN47TTTjPjkFEtHSKypOh7qnoY3jGfx8nnDf5pAcdbyoNhtCmmaButjg2khmEYYxQzDhmjyJCqhq7Fp6qRS1yIyAeAM4CTtVCQZSUhKQ/FNVss5cEw2oOGVh2vBhHJAX0JD+/AKUTNSDO3HcZu+8eratUpEt5AegFuIN3hbSupPC4id+Iq5r4A/AbYDyezHbj0jIHqmx/JWH3nMHbb1gztqklmqyFlP9vsjFUZGAka9axjQWbb6e9aTLs+N9T+7FXLrZfy8HXgBFV9pWj7wcAPgaNx67/fA8xX1WERUWAnkMNFcQzhKpOPJZpdnpq5/Una3vC+1qiNMe/RTiNQIrIkyjo5lmnmtkPztz+IotzBE3wl2+MW4Ici8nXcQOrnDg6LyFbg9cAfcMsn/aeXwzUS7Ruz73ysts3aFUw7Ddyj/a4bSSs/a7nMtvKzRtGuzw2j/uzVpDy8DrgWGI9bqu6iIk/4mKDZ5amZ29/MbTfCGfOKtmGMIlXlDlI6kN7e8FYbhmEYhjFiVJvygKtKbhhGm2CKtmGEYAOpYRiGYRiGYRjV0GrhgoviDxmzNHPbofnb34yM5Xc+Vttm7TLa6V3bs7Y+7frc0N7PPlI0+ztt5vY3c9uNEMZ8MTTDMAzDMAzDMAzDaCZazaNtGIZhGIZhGIZhGKNK0yjaIvJ9EVknIk8WbfuSiDwuIktF5FciMqvsnD1FZJuIfLrxLS4lbftF5DAReUBElonIEyIybnRanm9P4vaLSKeIXOe1e7m/HJaRjrH6zlO2q0tEfuC16zEROXGk2hXWtqJ9nxYRFZFdirZdIiLPisjTInLqWGiXiEwXkd94fddVI9WmViTt39/bPmbGibSklKu9RaTP+x9dKiL/1fgWV0+7/W19qujTxtTcoVpSyrbNOQIYiXcoIv8iIquK+pHTx0DbE80zRGSaiNwlIiu831NHou0j2P6GvHujvjSNoo2r5LygbNuVqnqYqh4O/BL4Qtn+bzB2qj5fS8L2i0gH8N/ABap6MHAiMNi4pgZyLcnf/9lAt6oeCrwW+AcR2btB7WwlrmVsvvM07fp7AK9dpwBfE5GR7HeC2oaI7OHd/y9F2w4CzgEO9s65WkSyo90u3Dqr/ww0rXIwilxL8vfsM5bGibRcS7rnfU5VD/d+LmhA++rJtbTX39bnWpL3aWNx7lAt15L8721zjmCuZWTe4TeK+pERWb6UdG1POs/4LHCPqs7HrW/+2Tq3uZhrqX/7oTHv3qgjTaNoq+pvgY1l27YUfe0F8gnnInIm8GdgWUMaGEPK9r8VeFxVH/OO21C0fNSokLL9CvR6g/54YAAoPtZIwFh95ynbdRBuQENV1wGbgRFbJzKobR7fAD5T1C6AhcCNqtqvqs8DzwJHj3a7VHW7qv4Op3AbKUj59x9z40Ra0j5vM9Nuf1uflM895uYO1ZLyuW3OEUAzv8OUbU86z1gIXOd9vg44s17tLWeE2m80IU2jaIchIpeJyEvAeyh4hHuBi4F/Hc22JSGo/cB+gIrInSLyqIh8ZvRaGE1I+38CbAfW4Kx2X1XVoA7HqIKx+s5D2vUYsFBEOkRkH5ylfI8Gt+vtwCp/8lnEbOClou8rvW2j3S6jjoS952YaJ9IQI1f7iMgfReR/ReSNjW5bvWm3v61PxN+4aeYO1RDx3KM+/jULdXqHF4pLFfv+SIZflxPR9qTzjN1UdQ2A93vGiDa4jDq0H0bp3RvV0/SKtqp+XlX3AG4ALvQ2/ysuvGLb6LUsGSHt7wDegFNY3gCcJSInj1ITIwlp/9HAMDAL2Af4PyKy7yg1seUYq+88pF3fxymwS4B/B+4HhhrVJhHpAT5PZVoJgARsa4gHMKZdRp2Iec9NM04kJeZ51wB7quoRwKeAH4rIpEa2r56029/WJ+a5m2bukJaY5x718a8ZqNM7/DYwFzgc16d8bWRaW0pM20d1npGEOrV/VN69URtNr2gX8UPgr73PxwBXiMgLwCeAz4nIhWEnjhGK278S+F9VXa+qO4DbgCNHrWXJKG7/u4E7VHXQC4P5PRYGMxKM1Xeeb5eqDqnqJ718ooXAFGBFA9syFzdpeMzrD+YAj4rI7rj/s2Kr8Rxg9Rhol1E/ot5zM44TcYQ+r5cisQFAVR8BnsN5QJuVdvvb+sT1ac02d0hK1HOPpfFvLFPzO1TVl1V1WFVzwHcZoXSrNG1PMc94WURmAni/1zWo7VCH9o/iuzdqoKkVbRGZX/T17cCfAFT1jaq6t6rujbMO/ZuqjrnqvWHtB+4EDhORHi9f5gTgqUa3L46I9v8FOEkcvcCxRfuMGhir7zysXZ4M93qfTwGGVLVhsqyqT6jqjKL+YCVwpKquBW4BzhGRbi9caz7w0Bhol1Enot5zs4wTaYh6XhHZVbxif56naj4uh7kpabe/rU9M39EUc4dqiHlum3MkoB7v0FdUPc4CKqpqjwQxfVvSecYtwAe8zx8Abm5E26E+7R+td2/URtMo2iLyI+ABYH8RWSki5wGXi8iTIvI4rgjIx0e1kRGkab+qbgK+DjwMLAUeVdVbR6npQOr3/y1gAq4TeBj4gao+PhrtbmbG6jtP2a4ZOKvtclzO5PtGok0xbQtEVZcBN+EmoncAH9URKhyUpl3e8S/g+oBzveMPGol2tRpp33Ozk/J53wQ8LiKP4fIxL2imPNZ2+9v6pOzTxtzcoVpS/r1tzhFAvd6hiFwjIr53+wpxy1A9DrwZ+OQYaHvoPKOs7ZcDp4jIClx178tHou3efUei/Q1590Z9EdWWKUpqGIZhGIZhGIZhGKNO03i0DcMwDMMwDMMwDKMZMEXbMAzDMAzDMAzDMOqIKdqGYRiGYRiGYRiGUUdM0TYMwzAMwzAMwzCMOmKKtmEYhmEYhmEYhmHUEVO0DcMwDMMwDMMwDKOOmKJtGIZhGIZhGIZhGHXEFG3DMAzDMAzDMAzDqCP/H/1vO0UIbo69AAAAAElFTkSuQmCC\n", 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