bachelorThesis/figure_7/figure_7.ipynb
Claudio Maggioni (maggicl) f8ca4ac1d0 report fig7 done
2021-05-22 12:44:42 +02:00

637 lines
612 KiB
Text

{
"cells": [
{
"cell_type": "code",
"execution_count": 13,
"id": "955392b1",
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"import sys\n",
"import glob\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import itertools"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "28b395b2",
"metadata": {},
"outputs": [],
"source": [
"DIR = \"/home/claudio/hdd/git/bachelorThesis/figure_7/\""
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "92c38cf8",
"metadata": {},
"outputs": [],
"source": [
"def tier(p):\n",
" if p <= 99:\n",
" return \"Free\"\n",
" elif p <= 115:\n",
" return \"Best effort\"\n",
" elif p <= 119:\n",
" return \"Mid\"\n",
" elif p <= 359:\n",
" return \"Production\"\n",
" else:\n",
" return \"Monitoring\"\n",
"\n",
"def categorical_plot(df, key, title, sorted_xs = None): \n",
" if sorted_xs == None:\n",
" xs = set()\n",
" lines = []\n",
" for t in [4,5,6,7]:\n",
" xs = xs.union(np.array(df[df[\"term\"] == t][key]).reshape(-1))\n",
" xs = [str(x) for x in sorted(xs)]\n",
" else:\n",
" xs = sorted_xs\n",
" \n",
" plt.figure(figsize=(4,3))\n",
" ax = plt.gca()\n",
" lines = []\n",
" for t in [4,5,6,7]:\n",
" ys = []\n",
" if xs[0] == \"-1\":\n",
" del xs[0]\n",
" for x in xs:\n",
" partsum = df[(df[\"term\"] != -1) & (df[key] == x)][\"count\"].sum().astype(int)\n",
" y = df[(df[\"term\"] == t) & (df[key] == x)][\"count\"]\n",
" ys.append(100 * ((y.values.astype(int)[0] / partsum if partsum > 0 else y.values.astype(int)[0]) if y.any()\n",
" else 0))\n",
" lines.append(ax.plot(xs,ys, marker='.')[0])\n",
"\n",
" if key == \"tier\":\n",
" plt.xlabel(\"Tier\")\n",
" elif key == \"exectime\":\n",
" plt.xlabel(\"Execution time\")\n",
" else:\n",
" plt.xlabel(\"Machine concurrency\")\n",
" \n",
" plt.ylabel(\"Event rate [%]\")\n",
" plt.xticks(xs)\n",
" lgd = plt.legend(lines, [\"EVICT\", \"FAIL\", \"FINISH\", \"KILL\"], loc=\"best\",\n",
" bbox_to_anchor=(1,1))\n",
" plt.title(title) \n",
" plt.savefig('../report/figures/figure_7/%s-%s.pgf' % \n",
" (key.replace(\"_\", \"\"), cluster), bbox_extra_artists=(lgd,), bbox_inches='tight')\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "f3bb92de-1280-4a5d-ac4b-f6190b0372ac",
"metadata": {},
"outputs": [
{
"data": {
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sk09S9smeOPn62jSO/Lhl+ZbAQKouWYLH3S3tHZZ15NDSBMzdA8t61cGUasDgZOLx+eeo0d6qM2rt3r3bLTg42KVz5851AFJTUyUgICBl3Lhx+W+dWYEt+2AvAq1ExF3MTZuOwDFgK9DTsk9f4CcbxgCYv3L6vf02HvfeS9jb7xC/bbutqyzR0iIjudR/AOLqQtXPPy/081edfH2pOGQItTb/RsCc2bjUqcPVOXM406EjIcOGEb9tO8qU9TfQwhT/1zbOPfYo15avoHzfvtT46ceSk1xzq0b7BJ797hRtRoTy7HenrJ1cAZYuXVr+1VdfvRwaGnokNDT0yJUrVw5HREQ4nTp1yq6zjtsswSqldmEezNoPHLHUtQB4AxgtImeACsBiW8WQkTg5UeWzT3GpVYvQESO4cfJkYVRb4pgSE7k0aDBpMTEEzp2HUxX7XV0kjo54dexI1YULqPnrRiq89CKJe/dxqV8/znbuQtTixXa7qs8YG8vlseO49MorGFzdqPa/ZfiOfRODe/bdlSVWjfYJdJoYbovkCvDjjz+W79Wr17WMj3Xp0iVmyZIl/xnsWrlyZQVfX99G6bezZ8/abJ7HEnehQU5Sw8O58NTTAAR9t6JIfqUsqpTRSMiw4cT//jsBs2fj1eF+e4f0H6aUFK7/uomY5d+StHcf4uSEV+fOlHv6KdyaNSuUQc7rmzcTNnGiefmWfv3wGTwIg4uLzeu1BX2hQe7Y5UKDosjJz4/ABZ9jio/n0oCBGOPj7R1SsREx7QPit2zBd9y4IplcAQzOznh3fYSgb76hxto1lH3qKeK3biX42ec4/1g3opcts9lnnhYdTejo0YQMGYpjBR+CvltBpVEji21y1Qqu1CVYANe6dakyYwbJp08TOnIUKtXqE5mXONFLlxLz9deUf+EFyj/3rL3DyRWX2rXxG/8Wtf/8A//J7yHOzkS8N5nT7e4jbMLbJB09apV6Mi7fErfpNyqOGE7177/D7c47rVK+VnyVygQL4HlvG/zfnUjCtm2ET5qkZ3XKxvXffiPi/Wl4PfAAlV4fY+9w8szg7k7Znj2pvmolQd9/T5kunYldu5YLPXpyvtdTXFv1A6akpHyVnRpxhZChw8zLtwQEUH3VSnwGDSrSy7dohafUJliAsj17UmHgAK59v5KoBQvtHU6RlHT4MKGvjcG1UUPzhRrFfC5St4YNqDxlivmy3HHjMCUkEPbWW5y+rz3hU6eSfPZsrspRSnFt1Q+c69qVhG3bqDRmDEHf/g/XOnVs/Aq04qRETFdYEBVHjCA19DKRn36KU+XKeD/a1d4hFRkply5xaeAg89wOc+dicHOzd0hW41CmDOX7PE+5558jcc8eri1fQcy3y4lZ+jXuLVtS7umn8OrUKdPzezMu3+LWojmVJ0/Wy7domSr1CVZE8J8ymbSICMLGjcPJzxf3u+6yd1h2Z7x2jUv9B6CMRgIXLCixE5CICB4tW+LRsiW+V69y7YfVXFuxgtDRr+JQoQJle/SgbK9epEVeIXHXbtJiY4ldscK8fMuE8ZTr3bvYt+o129G/GZhHngNmzcQpMJBLQ4eRfC7LxSZLBVNKCiHDhpMaEkLg7Fm41Khu75AKhaOPDz79X6Hmpl8JXPA5bo0bE7VoEWc7dSL42eeI/OwzYr78EueaNc3Ltzz7rE6udpLZdIW3T0toMBia79q16+bXrtq1a9+ZPq1hlSpVGoaFhTkCvPHGG361atW6s06dOvXr1atXf8uWLR4ALVu2rPvnn3/ePHH55MmTzrVr187TyKX+7bBw8PYmcMHniKMjl/oPKLXrRimlCHtrPIl79uA/dWqpbM2LwYBnu3YEzp1Drd824X733ZB+ZZgIXp066uVb7Cyr6Qoz8vX1TZk0aZJ/duX89ttvHhs3bix75MiRY6dOnTq2devWUzVq1LDalG06wWbgHBBA4Px5pEVFcWnwkHyPLBdnkTNnErd2LRVHjtT90YBT5cpUHDkCcXU1ry/m4oJ7y1J2qasV7Ly80+OzfZ/57by802bTFd6uY8eOsadOnXI7dOhQlicih4aGOpUvXz7Nzc1NAfj7+6cFBQVZ7bzNUt8Hezu3hg2p8vFHhAwdRuhrY8wTmZSSpaavrVpF1Lz5ePfsQYUB/e0dTpFxc8233Xv+XV9MA2DC9gmBZ2LOZHv9b0JqguFC3AV3heKLf74gqExQooeTR5aTRdQqVyvxvTbv5Xm6wtv3MRgMjBgxIvzdd9/1/+GHHy5kVk737t3j3n///cpBQUEN7r333rjevXtHP/LIIzevROnTp08NV1dXE5gnkDHksUtIt2Az4dWhA77jxhG/eTMRH3xg73AKRfz27YS9MxGPNm3wf+cdPW/ubdybNsVnQH+dXPMhITXBUVmmK1QoElITbDJdYWYGDBgQtX//fs8TJ05kOumLt7e36Z9//jk2e/bs4IoVK6b17du35syZM2+O6C5duvRcej3r168/ndc4dQs2C+Wfe5bUS5eIXrIE54AAyvfpY++QbObGyVOEjhiJS40aVJnxmT5JXsu1nFqaYO4eGLJ5SJ00U5rB0eBomnLvlHOtKreyyaQvt3NycmLo0KHhkyZN8stqH0dHR7p27Xq9a9eu1xs1apT09ddfVxg+fHiUNerXCTYbld54ndTLl4l4fxqO/v4lckmP1IgrXBo4EIO7O4Gfz8fB09PeIWklTKvKrRLmdJxzamfYTq9W/q2uF1ZyTTd06NCoOnXq+CUkJPynr+/QoUMuBoOBhg0bJgMcOHDALSAgQA9yFQYxGKj84XTcGjXi8mtjSDp0yN4hWZUpIYFLgwZiio0l8PP5OPlnO+CqafnWqnKrhJHNR4YXdnIFcHV1Vf37978SHR39nwZlXFycQ58+farXrFnzzjp16tQ/ceKE2wcffHDZWnVnO12hiIzORRkJSqnPrRVQZqw5XWF+pEVHc+GppzElJBC0YjnOgYF2i8VaVFoal4YMIWHbdgLnzcWzXTt7h6QVQXq6wtzJ73SFYwBPwCub26tWjbQIcixfnsAFn4PRyKX+AzBeu2bvkApEKUX45Mkk/PEnfhMm6OSqaTaSUx/s10qpSdntICKFdl6bPblUr07A3DlcfPElLg0dStXFi4vtPJ/RX3zJteUrqPBKP8o9/ZS9w9G0EivbFqxS6vWcCsjNPiWFe/PmVJ72Pkl79xE2dlyRWfcpL+I2bODKhx/i1aUzFUeNsnc4mlai5WmQS0RaicgGEfldRB63VVBFWZmHH6bSa68St349kZ/NsHc4eZK4/wCXX38Dt6ZNqTxtmr6OXtNsLNsuAhHxU0qFZ3hoNPA4IMAuYLUNYyuyyr/8MimXQohasACnKlUo91Qve4eUo5TgYEIGD8bR34+AuXOKbfeGphUnOfXBzheR/cB0pdQN4BrmJbdNQJyNYyuyRAS/CeNJDQ8jfNIknPz9ivRAUVpMDBf7my99rbpgAY7lytk5Ik0rHXLqg+0OHADWiUgfYCTggnm57e42jq1IE0dHAj75BJe6dQgdOYobx4/bO6RMmZKTCRkylLSwcALmzsW5WjV7h6RpBebu7n7zmuUVK1Z4BwUFNTh16pTz6NGjK7/99tu+AD169Aj68ssvb2lN5GfKwYLIsRNOKbUWeAjwxtwlcEopNVMpFWnr4Io6g4cHgfPmY/D25tKAgaSGhdk7pFsok4mwsWNJ2r+fytM/wL2Zvo5eK1l++uknrzFjxgT+/PPPp+vUqWO1K7CsJdsEKyKPichWYAPwD/AU0E1ElotIzZwKF5GyIrJSRE6IyHERaS0i5UVkk4ictvws1t9XnXwrEfj5fEyJieZlwK9ft3dIN0V++ilx63+h0pjXKNO5s73D0UqxhB1/e1z5+BO/hB1/W+20zl9++cVzyJAhQT/99NOZO++8M9la5VpTTn2wk4GWgBuwUSnVEnhVRGoDU4Cnczh+BrBBKdVTRJwBd2AcsFkpNU1E3gTeBN4oyIuwN9c6dQiYNZOLr/QndMRIAj+fb/cJU2KWryBq4SLKPv0U5V96ya6xaCXX5XFvBSafPp3tdIWmhARDyvnz7ihF1KJFOFevnmjwyHq6QpfatRMrT52S7SQyKSkp8vTTT9f69ddfTzZt2vRGfuO3tZy6CGKBJ4AewJX0B5VSp5VS2SZXEfEG2gGLLcekKKWuAd2AJZbdllBC+nI9WrfG/733SNixg7CJE+26DHj8n38S/t57eNzXDr/x4/XUg5pdmRISHEn/e1DKvF1ATk5OqlmzZvHz58/3KWhZtpTTC30c6A2kAs/ksezqQCTwpYg0BvYBIwBfpVR6Z2U44JvHcousso93JzUkhKtz5uAcEIDPoEGFHsON48cJHTkKl7p1CPjkE8RRT5im2U5OLU0wdw9cGjiwjkpLM4ijo6ny+++f87indYEmfRER1qxZc65t27Z13nzzTb9p06aF53xU4cv2r08pdRWYVYCymwHDlFK7RGQG5u6AjOUrEcm0qSci/YH+AFWrVs1nCIXPZ+gQUkNCiJwxE6cqVfB+7LFCqzs1LIxLAwZiKFPGPPjmUSquYtaKOI97WicEzp9/KuHvv708Wre+XtDkms7Ly8u0cePG023atKnn6+ubNmrUqCI3AU1Og1z7cyogm31CgBCl1C7L9krMCTdCRPwtx/qToeshI6XUAqVUC6VUi4oVK+YURpEhIvi/Nwn3Vq24/NZ4EnbuyvkgKzDGx3NpwEBMCQkEfv45Tr6VCqVeTcsNj3taJ1R6dXS4tZJrOl9fX+OGDRtOffTRR/7Lli3zvv35UaNGVfP19W3k6+vbqEmTJvUAzp8/75L+mK+vb6MvvvjCZgPtOU1XmARkt0yCAN5KqUybmCLyF9BPKXVSRCYC6U2qqAyDXOVzms/A3tMV5ocxLo7gZ58lNTyCoG//h0utWjarS6WmcmngIBJ27SLw8/l4tmljs7q00kVPV5g7WU1XmFMHXb1clG3M5rlhwDLLGQTngBcxt5q/E5GXgWCg6F9nmg8OZcoQOH8+559+mkv9BxC0YjmONmiJK6UInzSJhO3b8Z/8nk6umlaE5NQHG1yQwpVSB4EWmTzVsSDlFhdOVaoQOG8+wc8/z6WBg6j29VIM7tme0ZJnUQsWcu37lVQYOICyPXtatWxN0wpGT6dkY24N7qTKJx+bR/dffQ1lzK7Bnzexa9cR+emnlOnalYojRlitXE3TrEMn2ELgdf/9+E0YT/zWrURMmWqVc2QT9+whbNw43Fu0wH/qFH2uq1aYTCaTSf/CWVjei0wvnMh1ghWRaiLSyXLfTUS8rBRfqVCud2/Kv/wSMf/7H9FfLcn5gGwknzvPpaHDcAoIIGD2LAzOmS75rmm28k9kZKS3TrLm5BoZGemNeSqB/8jVWegi8grmc1LLAzWBAGA+paQv1VoqvfoqqaGXuTJ9Ok6VK1PmoQfzXEZaVBSXBgxAHBwIXPA5DmXLWj9QTctGWlpav/Dw8EXh4eEN0N+CTcA/aWlp/TJ7MreX+QzBPCfBLjBfKisi+kTLPBKDgcofTONiRASXX38dx0oVcW+a+xmuTDducGnwYNIiI6m25KsSsbqtVvw0b978ClB4V9AUY7n975OslLo5FZiIOAL2u9i+GDO4uBAwdw5Ofn6EDB5CSnDuTtRQRiOXx7zOjcNHqPzhdNwaN7ZxpJqmFVRuE+wfIjIOcBORB4DvgbW2C6tkcyxXzrwMuFJc6j+AtJiYHI+58uFHXN+0Cd8336DMAw8UQpSaphVUbhPsm5gnbjkCDADWK6XesllUpYBztWoEzJ1LalgYIUOGYkrOejrL6G+WEf3VV5R77jnK9elTiFFqmlYQuU2ww5RSC5VSTyqleiqlFoqIPvGygNybNaXy9OkkHTjA5TfevLkM+MErB1l0ZBEHrxzk+patREydiuf99+M79k19OpamFSO5HeTqi3ny7IxeyOQxLY/KdH6I1MtjuDJ9OpEBVTjaqzkjtpr/d9W94si7y0y41a9PlY8/Qhwc7Bytpml5kdOy3b0xzwNbXUTWZHjKC4i2ZWClSfkXXyA1JISoRYv5++o61B0Kn1jFqOVJJHuVoc68uVa/xFbTNNvLqQW7AwgDfICPMzx+HThsq6BKGxHBd9xYws4epttP/2C86kCn/UZcUuH0lKdoWoyma9Q07V+5mewlGGhdOOGUXgmmG4x74CpjzzrTc1sKCkhzgNWHlnHnXQ9xZ4VCW2lY0zQrydUgl4i0EpE9IhIvIikiYhSROFsHV5rM2D+DUGMUFbo8Apgn2nXCQLMQJ4b8NoSQ6yH2DVDTtDzL7VkEszGvzXUa8wqz/YA5tgqqtDl45SArTq7g2TuepfrDTyKuruDggDg583ivCaSaUhn02yCu3bhm71A1TcuDXF9HrJQ6AzgopYxKqS+BzrYLq/RINaby7t/v4uvhy9CmQ3Fv2pSqX35BxeHDqfrlF9Rq+wizOszicvxlhm0Zxo20IrtCsaZpt8ltgk20rEpwUESmi8ioPByrZeOro19x5toZ3rr7LTyczCvquDdtis+A/jfnKWjm24xp7aZxKPIQb/71JkaT9eaU1TTNdnKbJJ+37DsUSAACgR62Cqq0CI4LZv6h+TxY7UHaB7bPdt8Hqj3A63e9zuaLm5m+Z7pV5pTVNM22crzQQEQcgKlKqWeBG8C7No+qFFBKMenvSbg4uPBmyzdzPgB4rv5zhCWEsfTYUvw9/HmhwQu2DVLTtALJMcEqpYyWybadM86opRXMT2d/Ynf4bia0mkBF99yf5/pqi1eJSIzg430f4+vhS5fqXWwYpaZpBZHbS2XPAdstV3PdXNdcKfWJTaIq4aKSovho70c0rdSUnnXytlChQQxMuXcKV5Ou8ta2t/Bx8+Euv7tsFKmmaQWR2z7Ys8A6y/5eGW5aPny490MSUhN4p/U7GCTvY4UuDi7MuH8GVb2qMmLLCE7HnLZBlJqmFVSuWrBKKd3vaiU7Qnfw87mfGdh4IDXL1sx3Od4u3szrNI9n1z/LoN8G8c3D3+Dn4WfFSDVNKyibn2olIg4ickBE1lm2q4vILhE5IyIrLKd/lQpJaUlM2jmJoDJB9GuY6RI+eeLv6c+8TvOIT41n8ObBXE+5boUoNU2zlsI4l3UEcDzD9gfAp0qpWkAM8HIhxFAkzDs0j9D4UN5u/TYuDi5WKbNu+bp82v5Tzl87z6ito0g1plqlXE3TCi63cxG0yc1jmewTADwCLLJsC9ABWGnZZQnQPZexFmsnok+w9OhSetTuYfVBqdaVWzOpzSR2he9iwo4JmFSmS7RrmlbIctuCnZXLx273GfA65qVtASoA15RSaZbtEKBKLmMotowmIxN3TKSsS1lGNR9lkzoerfkow5sO5+dzPzNz/0yb1KFpWt7kNOF2a+AeoKKIjM7wVBkg2+n1RaQrcEUptU9E2uc1MBHpD/QHqFq1al4PL1K+PfEtR6OO8mG7D/F28bZZPf0a9iM8IZzF/yzGz8OPp+s9bbO6NE3LWU5nETgDnpb9Mp6WFQfkdAJnG+AxEXkYcMWclGcAZUXE0dKKDQBCMztYKbUAWADQokWLYntdaFh8GDMPzKRtlbY8FPSQTesSEcbePZYriVd4f/f7VHKvRIeqHWxap6ZpWZPcXNMuItUsk2/nrxJzC/Y1pVRXEfkeWKWUWi4i84HDSqm52R3fokULtXfv3vxWbzdKKYZuGcqe8D382O1HKntWLpR6k9KS6LexHydjTrLowUU0qdSkUOrVSh4R2aeUamHvOIqr3PbBuojIAhH5VUS2pN/yWecbwGgROYO5T3ZxPssp8n4N/pU/Q/5kaJOhhZZcAdwc3ZjVcRa+7r4M2zKMC7EXCq1uTdP+ldsW7CFgPrAPuDlXnlJqn+1C+1dxbMHGJsfS7cdu+Hr4suzhZTgacntVsvVcjLvI8788j5ujG988/A0+bj6FHoNWvOkWbMHktgWbppSap5TarZTal36zaWTF3Gf7P+Na8jUmtp5ol+QKULVMVWZ3mE1UUhRDNw8lMTXRLnFoWmmV2wS7VkQGi4i/iJRPv9k0smJsX8Q+Vp5ayfP1n+eOCnfYNZaGFRvy4X0fcjz6OK/98RppprScD9I0zSpym2D7AmMwL+O9z3IrXt/ZC0mKMYV3/36Xyh6VGdR4kL3DAaB9YHveuvst/gr9i8k7J+vJujWtkOR2spfqtg6kpFh8ZDHnY88zt+Nc3J3c7R3OTb3q9iI8IZyFRxbi7+HPgMYD7B2SppV4uUqwIuIOjAaqKqX6i0htoK5Sap1NoytmzsWeY+GRhXSp3oW2AW3tHc5/DGs6jIjECGYfnI2vhy/da3W3d0iaVqLltovgSyAF81VdYL44YLJNIiqmTMrEuzvexc3Rjdfvet3e4WRKRJjYeiKt/Vvz7o532R663d4haVqJltsEW1MpNR1IBVBKJQJis6iKodWnV7P/yn5ea/FakT4dysnBiU/af0LNsjUZ/ftojkcdz/kgTdPyJbcJNkVE3AAFICI1gWSbRVXMXE26ysf7PuYuv7uKxdduT2dP5naai7eLN4M3DyY0PtOrlTVNK6DcJtiJwAYgUESWAZsxz5KlAR/s/oDktGTebvU25hkZi75K7pWY12keycZkBv02iNjkWHuHpGklTq4SrFLqV+AJ4AXgW6CFUup324VVfPwZ8icbLmygf6P+BHkH2TucPKlZtiYz759JyPUQhm8ZTrJRfynRNGvK7YTba4EHgd+VUuuUUldtG1bxkJiayOSdk6npXZOXGrxk73DypYVfC6a2ncr+K/sZ+9dYPVm3pllRbrsIPgLaAsdEZKWI9BQRVxvGVSzMPjibsIQwJt4zEScHJ3uHk2+dgzozpsUYNgVv4sM9H9o7HE0rMXJ7ocEfwB8i4oB5yZdXgC8wz/FaKh29epRlx5fxVN2nSsR0gH3u7ENYQhjfHDevTtv3zr72DknTir1cz0JiOYvgUeApoBnm9bRKpTRTGhP/nkgF1wqMaDbC3uFYzZi7xnAl8Qof7f0IX3dfOlfvbO+QioyDVw6yN2IvLXxblIh/qFrhyO2VXN8BLTGfSTAb+EOp0ttZ982xbzgRfYJP23+Kl7NXzgcUEwYxMLXtVK4mXWXctnH4uPnQwk/PVLf10lZGbx2NURlxdnDWk5hruZbbPtjFmC82GKiU2lqak2vI9RDmHJzD/YH307FqR3uHY3UuDi7M7DCTQK9Ahm8dzpmYM/YOyS7STGn8cekPhm0ZxogtI0hTaSgUycZk/gz5097hacVEtglWRF4HUEptxHyaVsbnptowriJJKcXknZMxiIFxd48rNue85pW3izfzOs3DxcGFQZsHcSXxir1DKjSX4y8z+8BsHlr1EEO3DOVI5BEeqfEIzg7OiOXixdVnVnM65rSdI9WKg2xXNBCR/UqpZrffz2zblorKigY/n/uZN/96k7Etx/LMHc/YOxybOxF9gr6/9CXAK4AlnZfg6exp75BsItWUyu+XfmfVqVXsuLwDgHuq3EPP2j25L/A+nAxON/tgy7mUY87BOSSkJjC93XTuC7zPvsHbmF7RoGBySrAHlFJNb7+f2bYtFYUEG5scy2M/PkaAZwBLuyzFwZDtquUlxo7QHQzZPIQWfi2Y23FusT4d7XbBccGsOr2Kn878RPSNaHzdfXm89uM8XuvxbNdQi0iIYNiWYZyIPsHo5qPpe2ffEvttRifYgslpkEtlcT+z7RLt470fE5ccx9sPvF1qkiuYW3IT75nI+O3jeWfHO0y5d0qxTibJxmR+C/6NVadXsSd8Dw7iQLuAdvSs05M2ldvk6rP19fBlSZcljN82no/3fczZ2LNMaDUBZwfnQngFWnGSU4JtLCJxmGfOcrPcx7Jdai402B22m9VnVvNyg5epW76uvcMpdN1qdSM8IZzZB2fj5+HH8GbD7R1Snp2JOcOq06tYe24tscmxVPGswvCmw+lWqxuV3CvluTw3Rzc+vO9Dah6qybxD87gYd5FP7/+U8q56JSXtX9kmWKVU6WmqZSHZmMyknZMI9ApkYOOB9g7Hbvo36k94onlFBD8PP3rV7WXvkHKUmJrIxgsbWXV6FYciD+FocKRj1Y70qN2Du/3vxiC5PYkmcwYxMLjJYGp412D89vH0XtebWR1nUadcHSu9Aq24s89yp8XIgsMLCI4LZsEDC3B1LDWN9v8QEd66+y2uJF5hyq4pVHKvRPvA9vYOK1PHoo7xw+kf+Pncz8SnxhNUJojXWrzGozUftUkLs3P1zgR4BTB8y3CeX/88H7T7oMi+N1rhynaQq0AFiwQCSwFfzP21C5RSMyyr0a4AgoALQC+lVEx2ZdlrkOt0zGl6re3FwzUeZsq9Uwq9/qIoMTWRlze+zJlrZ1j80GIaVWxk75AAiE+JZ/359aw8tZLj0cdxcXDhwWoP0qNOD5pValYo/cYRCREM3zqc41HHGdV8FC/c+UKx7q8GPchVULZMsP6Av1Jqv4h4YV6JtjvmKQ+jlVLTRORNoJxS6o3syrJHgjUpE31+6UNwXDBruq+hnGu5Qq2/KItKiuK59c+RkJrANw9/Q9UyVe0Sh1KKw1cPs+rUKjZc2EBSWhJ1ytWhR+0ePFLjEbxdvAs9pqS0JMZvG8+vwb/yWM3HeKf1O8V68Esn2IKxWYL9T0UiP2G+zHY20F4pFWZJwr8rpbIdObJHgl1xYgWTd01m6r1TebTmo4Vad3EQHBfM8+ufx9PZk6+7fE0FtwqFVndscizrzq1j5amVnLl2BjdHNx6u/jA9aveggU8Du7calVLMPzSfuYfm0rRSUz5t/2mhvj/WpBNswRRKghWRIOBPoAFwUSlV1vK4ADHp21kp7AQbkRBB95+608CnAQseWGD3P9ii6nDkYV7e+DK1ytZi8UOLbbpMuVKKvRF7WXV6FZsubCLFlEKDCg3oUacHXap3wcPJw2Z159eGCxsYv208FVwrFNvBL51gC8bmCVZEPIE/gClKqR9E5FrGhCoiMUqp/3z/FpH+QH+AqlWrNg8ODrZpnBmN2jqKv0L/YvVjqwksE1ho9RZHWy9uZeTvI2lbpS2f3f8ZjgbrjptGJUWx5uwafjj9AxfiLuDl5MUjNR6hZ52exeKUuaNXjzJ8y3DiU+OL5eCXTrAFY9MEKyJOwDpgo1LqE8tjJynCXQSbL25m5NaRjGw2kpcbvlwodRZ36d0pT9Z5kgmtJhS4xW9SJnZe3snK0yvZemkraaY0mlZqSo/aPXgw6EHcHN2sFHnhiEiIYMTWERyLOsbI5iN58c4Xi823Ip1gC8Zmp2lZvv4vBo6nJ1eLNUBfYJrl50+2iiGv4lPimbprKnXK1aHPnX3sHU6x8VS9pwhPDGfRkUX4e/jzSqNX8lVOREIEP575kdVnVhMaH0pZl7L0rtebHrV7ULNsTStHXXh8PXz5svOXTNg+gU/3fcrZa2eL/eCXlju2PA+2DfA8cEREDloeG4c5sX4nIi8DwUCROWN95oGZRCZG8ln7z3AylJxr7gvD8KbDCU8IZ+aBmfh6+PJYzcdydVyaKY1todtYdWoVf4b+iUmZuNvvbkY0G0HHqh1LTBJyc3Tjw3YfUrNsTeYenMvFuIt8dv9nxXbwS8sdmyVYpdQ2IKvvQUVuItVDkYdYfmI5z9zxDA0rNrR3OMWOiDDpnklEJkXyzvZ38HHz4Z7K92S5f2h8KD+c/oEfz/zIlcQrVHCtwIt3vkiP2j1KbL+3iDCo8SDzlV/bxtP7597M6jCrWPQla/lTaKdpFYSt+2BTTan0WtuL6ynX+an7T0VyRLq4uJ5ynRc2vEBofChfdf6KeuXr3Xwu1ZjK7yG3TgvYpkobetbuSbvAdqXqW8PRqKMM3zyc66nXmdZ2Gh2qdrB3SJnSfbAFU2IS7L7gGHaei6JVjQo0r5a3iwIWHVnEjP0zmNVhVrEb5S2KIhIieO6X57iReoPHaz9O/Qr1ORZ97Oa0gH4efjxeyzwtoL+nv73DtZsriVcYsWUER6OOMqLZCF5q8FKRG/zSCbZgSkSC3Rccw9Of/02aSeHiZGBZv1a5TrIX4y7yxJonaBfQjk/af5LzAVqurDu7jrHbxt7cNmCgfWB7etTpketpAUuDG2k3mLB9AhsubCiSV37pBFswBZtOqIjYee4qqSaFAm6kmpi1+TRxN1JzPE4pxaSdk3AyOPFmyzdtH2gpEp4YfnOJFUF4qcFLzOgwg3YB7XRyzcDV0ZXp7aYzpMkQ1pxdw0sbX+Jq0lV7h6VZSYlIsK1q+ODqZMAgYBD4/VQk97y/hSk/H+PytaQsj1t7bi27wnYxqvmofM0JqmWthW8LXBxccBAHXBxcSvzSKgUhIgxsPJCP7/uYk9EneebnZzgZfdLeYWlWUCK6CODWPlgnB2HhX+dZfyQMAbo28qdf2xo0qPLv5B/RN6Lp9mM3gsoEsaTLkgLPDar9V/o6Vi18W+hlrnPpaJT5yq/rKUVj8Et3ERRMiUmwmQmJSeTL7RdYvvsiCSlG2tSqQL+2NWhfpyJvbXuLXy78wvddv6dWuVo2iFrT8icyMZLhW4abk22z4bzc4GW7DX7pBFswJTrBpotNSuXb3Rf5avsFwuNuUK3KJaLLzKFfg/6MaD7MipFqmnXcSLvB29vf5pcLv/BojUd55553cHFwKfQ4dIItmFLxvdjbzYmB99Xkz9fvZ1rPusR6rMCU7MPXG2oxZ+sZriWm2DtETbuFq6MrH7T7gKFNhrL23Fo9+FVMlYoEm87Z0UCYrMXocJXRzd7iDr/yfLjxJK3f38LENUe5GJVo7xA17SYRYUDjAXzS/hNORZ+i98+9ORF9wt5haXlQqhLsyeiTLDm6hCdqP8HLLTrx9ct388uItjzc0J9lu4Jp/9FWhizbz4GL2a5go2mF6oFqD7Cky5Kbq2xsvrjZ3iFpuVQq+mABjCYjz61/jssJl1nTfc1/lhMJj73BVzsusGxXMNdvpHFXUDleaVuDTnf4YjAUratrtNIpMjGSEVtHcOTqEUY0G1Eog1+6D7ZgSk0LdvnJ5fwT9Q9vtnwz07Wa/LxdebNLPf4e25G3u9bn8rUb9P96H50++YNlu4K5kWq0Q9Sa9q+K7hX54qEv6FK9CzP2z2DstrEkG5PtHZaWjVLRgg2LD6PbT91o7tucuR3n5uq/fprRxC//hLPgz3McCY2lvIczz7eqRp/W1ajgWfijuZqWTinFwiMLmXVgFo0qNmLG/TPwcfOxSV26BVswJT7BKqUYtmUYu8N3s7rbaqp4Vsnz8bvOR7Pwz3NsPnEFF0cDPZoH8PK91alZ0TNfMWmaNWwK3sRb297C28WbWR1m3TJzmbXoBFswJb6LYFPwJv4I+YMhTYbkObmCeSS3VY0KLH7hLn4b3Y4nmlVh5b4QOn3yB/2W7GX3+WiKwz8preR5oNoDLOm8BKWUefArOHeDX/uCY5iz9Qz7gvVgrq2V6BZsXEoc3X7sRkW3ivzvkf9ZbUG+yOvJfP33BZbuDOZaYiqNA8vSv20NHrrTF0eHEv8/SytiIhMjGbl1JIevHmZ40+H0a9jvlm6wG6lGTkfEcyI8jj9ORbL+SBhKkauZ53QLtmBKdIJ97+/3WHl6Jd8+8i31K9S3elxJKUZW7g9h8V/nuBCVSGB5N15qU51eLQLxcLHlajyadqtkYzJvb3ub9RfW06x8Rxq7vcKZiBucCL/OhasJmCx/5g4GwWjZcBAY/WBdhtyf9aXiOsEWTInNAvsj9vPdqe/oW7+vTZIrgJuzA8+3qsYzLauy6VgEC/86x7trj/HpplM816oaL9wTRKUyrjapWyvdYhJSOBF+nZPhcZyMuM7xsOucimhPmpeR/WxkT9IpKiQMoH6lKnRtVJl6fl7U8/MiKiGF5xfvIjXNhJOjgVY19JpgtlQiW7ApxhSeXPskN9JusLrbatyd3G0Y3a32Bcew6K9zbDgajqNB6N6kCv3a1qCun1ehxaCVHMlpRs5eSeBEeBwnw69zIvw6J8LjiIj79/Sscu5O1PXzop5fGer5eRHnsJ+Fx6fcHPy6o8Idt5SZl9U/dAu2YEpkgp1/aD5zDs5hbse5tA1oa8PIsnbhagJfbD/Pd3svcSPVxH11KtK/XQ3uqVmhyC0LotmfUorQa0kZkqi5dXouMoE0y1d6ZwcDtSp5mluj/l7UtSTUSl4u//mdOh51nGFbhhGXEsfUe6fSqVqnfMWlE2zBlLgEez72PD3W9KBT1U5Mv2+6jSPLWUxCCt/sDGbJ38FcjU+mvn8ZXmlXna6NKuOkB8RKpbgbqf8m0jBzy/Rk+HWuJ6fd3CegnBv1/LxuaZkG+Xjk6XfmatJVRmwZweGrhxnWdBivNHwlz//cdYItmBKVYE3KxEsbX+JUzCnWdF9js5Ov8+NGqpGfDoay8K/znLkSj7+3Ky+2CeLpllUp41p6VlMtTVKNJs5F3vr1/mT4dUIzrLLh5erIHX5lqGtJpnf4e1HH1wsvK/1OJBuTeWfHO/x87me6VO/CpHsm4eqY+3EBnWALxi4JVkQ6AzMAB2CRUmpadvvnNsH+cPoH3tnxDu/e8y5P1H7COsFamcmk+P3UFRb+eZ6/z0Xh6eJI75aBvNimOpXLupl3urQbLvwFQW0hsKV9A9ZypJQiIi6Z4+mJNCyOE+HXORsZT6rR/PflaBBqVvS0fLX3uplU/b1dbd5lpJRi8T+LmbF/Bg19GtK/UX/OXDuTq5UmdIItmEJPsCLiAJwCHgBCgD1Ab6XUsayOyU2C/ePAQkYfmUMNjyp898S6wu3nVAqMqWBKNf/M1f0ULlyJZdM/IRy+GIkjRloEePKgbxwVjixETEaUwRHDvaOgYl1wcAIHZzA4gYOj5adzFvfT93U03zc4gcEBCrnv98Se34g5toVy9TtQ76789QEWFemvxaNOe9Kq3MWJMHMf6XFLqzQ26d9FNv29XW/5al/P34saPp44O9q3S2hz8GZe/+t1UowpGABngxMLH/oi2ySrE2zB2CPBtgYmKqUesmyPBVBKvZ/VMTkl2IP//I++e6diApwVLPZpSxOfBvlIepndTwNjSvb3TWlZxlZUKASjOGISR4yWm+mWn06YxMG8bXDKdN+b+xucMIoDJnG6tQxD+n5OyPXLtI1ehQMmjBj4vXwvUssEglKIMoEyIcqIoFDKiChlfgzz8//uYzJHr0wI6Y8pBOPNsgRThuP/fd7801xmelmCwpDxOaXg5jEmDKibcRkwgVK4GhOoagoxx4pwXvmSiCsGEVydHHB1Mph/OprvOxTh2dfel1j+52wEERyUYmjNHvRr+26W++sEWzD2OA+2CnApw3YIcPftO4lIf6A/QNWqVbMtcM+5jSjzQRhR7D2zjib7/nfrToacWn233Xd2z9v+t9x3srQec7pvaY1aWqZxqfDFqnUMjJyMI0bScOAN02AuOgbhoIw4koYTaThitNzSt82POZGGw83HM/xUludV2s3j0vfPatuJxFvqcblZpjHDvv/G4iSZzDZmyTMOGHkw5lvIx5WZRnPKw3Qz5QnpqdCEASU30+ItzysxWPYxP64kw/OSXqbDzX1VhuOUGDCJAaNl28MYByhEzF+3PV2dqVy5Nq5OhmJ3RkiXa/GsckojDXBSihY3btg7pBKtyF5ooJRaACwAcws2u33vqvEQLlH7SEXhpKBFuwlQv9etX5WLwR9CGaDto315YZHQXB1ln9zJmH59cjxXsUi4rZvk9L7NBG4acPMfRUjHudRq2g7EkPubwYCDvV8X5u6B5HW9cVJppOJIzAOf4ltMuzyaXNrNom+fYK+zgRYpJpp06mHvkEq0EtFFAOZugr3nNtKixkM0afCMNUMudHk5EbwoK4l9sCXhteRlEFV3ERSMPRKsI+ZBro5AKOZBrmeUUkezOsYaKxpompZ3OsEWTKF3ESil0kRkKLAR82laX2SXXDVN04oru/TBKqXWA+vtUbemaVph0ddqapqm2YhOsJqmaTZSLOYiEJFIIDgXu/oAV20cTmEpKa+lpLwOKJ2vpZpSqqKtgympikWCzS0R2VtSRjxLymspKa8D9GvR8k53EWiaptmITrCapmk2UtIS7AJ7B2BFJeW1lJTXAfq1aHlUovpgNU3TipKS1oLVNE0rMopFghURo4gczHALKgKxHBKR/SJyTz7LGSkieVruVkTqWeo+ICI1RWS4iBwXkWV5KKOJiDyc94izLE+JyDcZth1FJFJE1lm2HxORN7M4Nt6KcaR/Lv+IyPd5fW9vK+t3EcnzCLuIlBWRwRm2K4vIyjyWke37mR8issPyM0hE8jwTUn5eh2ZWLBIskKSUapLhdiH9CTErzNeRHktjYCyQ5SxgORgJ5DUJdAdWKqWaKqXOAoOBB5RSz+bmYMtEO00AqyVYIAFoICKW9W54APMkPgAopdbktCSQlaR/Lg2AFGBgxictr93WymL+TABQSl1WSvXMYxnZvp/5oZRKbwQEAXlKsCLimM/XoVF8EuwtLP+JT4rIUuAfIFBExojIHhE5LCLvZtj3ORHZbWndfG5ZssZaypBhGunMYhARDxH52dLi/UdEnhKR4UBlYKuIbM3k9TUXkT9EZJ+IbBQRf0urcyQwSES2ish8oAbwi4iMEpHyIvKjpe6dItLIUtZEEflaRLYDXwOTgKcs78dTVnof1gOPWO73Br7N8FpeEJHZlvvVReRvETkiIpOtVHdm/gJqiUh7EflLRNYAx0TEVUS+tNR/QETut8TlJiLLLd8GVgPpye2WVraI9BSRryz3fUVkteVzPWT5JjMNqGl5bz+0/J7+Y9k/q7pfEJEfRGSDiJwGnMn+/czuc/7C0vo+Z/kdu/01TAPaWuIblUNMa0RkC7D5ttdxS7wiMj1DPS+LyCnL39vC9M+9VFNKFfkbYAQOWm6rMf8nNgGtLM8/iHlUVDD/01gHtAPuANYCTpb95gJ9rBTLCSAWaJ5DDD2AhRmO97b8vAD4ZFK+E7ADqGjZfgrzjGMAE4HXMux7swxgFvCO5X4H4GCGY/YBbpbtF4DZVvxs4oFGwErA1fLetAfW3V4fsCb9/QeGAPHWjMPy0xH4CRhkiSMBqG557tUM72U94KIl5tEZHm8EpAEtMpZrud8T+MpyfwUw0nLfAfC2/F7+k2H/m9vZ1P0CcM5yvCvm3+sHsnk/s/ucdwAumK/SiuLf3/v09+ZmObmIKQQon8nruD3eYCAQc4PhAlAe8+/wX1jx96y43orsiga3SVJKNUnfEHMfbLBSaqfloQcttwOWbU+gNuY/lubAHjGvaOAGXLFWLGKePHypiDTIJoa/gI9F5APMv9x/5VB+XaABsMkSswMQlou47sWczFFKbRGRCiJSxvLcGqVUUtaHFoxS6rDlM+lN9rOktUmPEXNr+gMrhuEmIgct9/8CFgP3ALuVUuctj9+LOUGhlDohIsFAHcz/CGdaHj8sIodzUV8HoI/lGCMQKyLZzY6eVd0Am5VSsQAiYgKSMCe1zN7P7D7nn5VSyUCyiFwBfDEnyvzEtEkpFZ3FcRnjPQZUw5zU/0g/RkS+z1BWqVVcEmxmEjLcF+B9pdTnGXcQkWHAEqXUWFsEoJT6W0R8gIpZxWCJoxnmfs/JIrJZKTUpm2IFOKqUam3FUBNy3qXA1gAfYW4lVchmP1udF3jLP2Egfb2sgr72jPG6FrCsrCTftu1I7t/PrMoxUrC/7+zeN2vWU6IVyz7YTGwEXhIRTwARqSIilYDNQE/L/fT+q2rWqlRE6mFuYUZlFYOIVAYSlVLfAB8CzSyHXwe8Min2JFDR0jpGRJxE5M5chPMX8KzlmPbAVaVUXCb7ZVVvQX0BvKuUOpLNPtuBpy33czUwZ2UZ36M6QFXM7/efWAZ/LN9GGmU4JkJE7hDzQOrjGR7fjLkbAhFxEBFvsn9vs6o7K1m9n7n9nDNze3x5jSk7e4D7RKScmAcU9WJflJAEq5T6Ffgf8LeIHMHcf+WllDoGjAd+tXzt2wT4F7A6N8sgwUHM/XB9lVLGrGIAGgK7Lfu/A6QP7iwANshtg1xKqRTMfX0fiMghzH1wuTkVbCLQ3PI6pwF9s9hvK1BfrDvIhVIqRCk1M4fdRgBDLO9PFWvVnQdzAYOl/hXAC5av1PMATxE5jnkQcF+GY97E3J++g1u7akYA91vK2gfUV0pFAdvFPJj5YS7rzlQ27+dEcvc5Z+YwYLQMyo3Ka0zZUUqFAlOB3Zj/kV7APEZRqukruTRNswoR8VRKxVtasKsxD6Cttndc9lQiWrCaphUJEy3f1P4BzgM/2jWaIkC3YDVN02xEt2A1TdNsRCdYTdM0G9EJVtM0zUZ0gtXyzXIVUfoMZ+EiEmq5Hy8ic+0dn6bZmx7k0qxCRCZivub9o3wc66iUSrN+VJpmX7oFq1mdmGexSp8P1sMyy9Nuy4xN3SyP3zJjk10D1jQb0dcQa7b2FrBFKfWSiJTFfFXbb5bnmgGNsplURNOKNZ1gNVt7EHhMRF6zbLtivuYdsp+xSdOKPZ1gNVsToIdS6pZJRETkbgpnli9NsxvdB6vZ2kZgmFjmDhSRpnaOR9MKjU6wmq29h3mG+8MictSyrWmlgj5NS9M0zUZ0C1bTNM1GdILVNE2zEZ1gNU3TbEQnWE3TNBvRCVbTNM1GdILVNE2zEZ1gNU3TbEQnWE3TNBv5P54K/DoshqJ/AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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69aq25NvOlPzzLqqXLaPPY4/i79BiTVzGtA4DDirntBcWsfT9HAYctCnRiRfgySefzLvyyitXTZ48ubhmWs+ePfdatGiR5z3j2wm3JKn44gvWP/EEnU49hezRo70Ox5jUMOCgcg4bX9wSiRfg5ZdfzjvppJM2xk771a9+teGJJ57Y7sTbiy++2KWgoGBozWvJkiXBloiphnUpmQTRLVtYetxxEI4wYOor+LKt1mtaN+tSMj6NdSnpSc1XRC4XkW9EZL6IPCsiGSLSX0Rmisj3IvK8iHj+syBR1vzjH4SW/0jhpEmWeI0xgAfJV0R6ApcAI1V1T8APnALcDvxDVQcCG4A/Jju2llAxaxYbnnqazqedRvb++3kdjjEmRXjV5hsAMkUkAGQBRcAhwIvu/CeA47wJLXGiFRWsuu56gr160e3KK7wOxxiTQpJ+tYOqrhSRO4EfgS3A/4A5wEZVrbnw+SegZ7JjS7Q1f/8/QitW0PepJ/FlNX69uTGmffGi2aEzcCzQH+gBZANH7sDy54rIbBGZXVLi+aV6DSqf+TkbnnmGzmf8gax9rYcoY8y2vGh2OAz4QVVLVDUETAHGAJ3cZgiAXsDK+hZW1YdUdaSqjszPz09OxDsoWl5O0XXXEezbh26XX+51OMaYFORF8v0RGCUiWeI8kvVQYAHwHnCiW+ZM4BUPYkuI1XfeSWjVKnpMnowvM9PrcIxpN+rrUrJu15E+n2/EzJkza/9jDho0aI+arid79uy5V1FRUQDgr3/9a/eBAwfuMXjw4N2HDBmy+7vvvpsNsN9+++364Ycf1rYjfvfdd2mDBg3aY0dj9aLNd6aIvAh8AYSBucBDwGvAcyJyizvtkWTHlgjln37KxmefI++ss8jaZx+vwzGmXamvb4fFixenx44XFBRUT5w4sfC1115b2tB63n777ezp06d3+vrrrxdkZmZqUVFRoKqqShIZqye3F6vqTcBNdSYvBVr1tViRzZtZdf31pPXrR/5ll3odjjEp77NVn2V/VvRZzqjCUZtG9RjVIne51XXooYeWzpw5M2fevHnpw4YNq6qvzMqVK4N5eXnhzMxMBSgsLEx4L2jWt0MCrbnjb4SLV9P3mafxZWR4HY4xnrnhkxt6f7/h+0Yv8SkPlfuWlS3LUpRH5z9Kv479KrKD2Q12KTmw88CKm8fcvMNdStYt4/P5uPTSS4snTJhQOGXKlGX1ree4444rmzx5co9+/frteeCBB5adeuqp63/9619vrpl/xhlnDMjIyIiC01mPz7fjLbjWt0OCbP74Eza+8AJ5Z5/V6p8GYEwylIfKA+p2Kako5aHyna4M1jQ7LFy4cEF9ibfGeeedt+6LL77osHDhwnrvpM3NzY3Onz9/wb333rs8Pz8/fOaZZ+5y9913d6mZ/+STTy6t2c7rr7++uDmxWs03ASKbNlF0ww2kDRhA/iWXeB2OMZ5rqoYKTpPDhe9cODgcDfsCvkD01gNvXZqspodgMMhFF11UPHHixO4NlQkEAhx99NGbjj766E1Dhw7d8tRTT3W55JJLEvYIIku+CbD69tsJr15Nv+eexZee3vQCxhhG9RhVft+h9y1KdptvjYsuumjd4MGDu5eXl/vrzps3b166z+djr732qgKYO3duZq9evXaqo/e6LPnupM0ffUTpi/+ly5//TObQoV6HY0yrMqrHqPJkJ90aGRkZeu6556654YYbetedV1ZW5r/kkkv6lJWV+f1+v/br16/qiSeeWJ7I7TfapaSIxNMhQbmqPpi4kOLndZeSkbIylv7mGPwdc+j33//iS2szHbEZ0yjrUjI+O9Ol5NVAByCnkdeVCYu0lVk9+TbCa9dSOGmyJV5jzA5pqtnhKVWd2FgBEWmXHdRuev99Sl96iS7nn0fmXnt6HY4xppVptOarqk0+5TGeMm1NpLSU4htuJH3QILpecIHX4RhjWqEdus5XREaJyJsi8r6IHN9SQaW61ZMmEV6/nsLbrLnBGNM8jTY7iEh3VS2OmXQFcDwgwEzgpRaMLSVtevddSl+ZStcLLiBzjx3uS8MYY4Cm23wfEJEvgDtUtRLYiNPzWBQoa+HYUk54wwaKbrqJ9CFD6Hr+eV6HY4xpxZpq8z0Op4exaSJyBnAZkA50oQ085mdHrb51EpENG+kxeRJizQ3GpJysrKzae/uff/753H79+u25aNGitCuuuKLHjTfeWABwwgkn9Hvsscc6xy7X3G4hd0aTbb6q+ipwBJCL08ywSFXvVtXUfYxECyh76y3Kpk2j61/OJ2O33bwOxxjTiFdeeSXn6quv7v3aa68tHjx4cELvTEuURpOviBwjIu8BbwLzgZOBY0XkORHZJRkBpoLwhg0Uj59A+u670fXcc70Ox5g2o3zGp9lr/v5/3ctnfJqwS1bfeOONDhdeeGG/V1555fs99tij3i4jU0FTbb634PSxmwlMV9X9gCtFZBBwK84j39u81TffTKSsjD6PPoIEg16HY0zKW3Xd9b2rFi9utEvJaHm5r/qHH7JQZd3DD5PWv3+FL7vhLiXTBw2q6DHp1kY77KmurpZTTjll4P/+97/vhg8fXtnc+JOhqWaHUuC3wAnAmpqJqrpYVdtF4i17czplr79B/oUXkLHrrl6HY0ybES0vD1DTvYGqM76TgsGg7rPPPpsfeOCBrju7rpbW1M4eD5wKhIDft3w4qSW8bh3FEyaQsccedPnTn7wOx5hWo6kaKjhNDivOP3+whsM+CQSiPSZPXpp9wOid6mRHRJg6derSn/3sZ4PHjh3b/bbbbitueilvNJp8VXUtcE+SYkk5xRNvJrp5M4WTJyEB6wDOmETKPmB0ee8HHlhU/umnOdmjR2/a2cRbIycnJzp9+vTFY8aMGVJQUBC+/PLLU7Kzn6ZusvhCVRt9CmQ8ZVqjsjfeYNP06eRfcQUZgwd7HY4xbVL2AaPLE5V0YxUUFETefPPNRb/4xS+GdOvWLVR3/uWXX9537NixvQEKCwurn3/++aU//PBDekFBQW2/sJMnT15xzjnnbEh0bDWaqs7tJiJfNTJfcC5Ba1PCa9dSPGEiGUOH0uWcs70OxxgTp4qKirk1wwMHDgytXLnya4DTTjuttGb6f//732X1LRsOh79o8QBjNJV8h8SxjsiOblREOgEPA3sCCpwDfAc8D/QDlgEnqWqLfes0RFUpnjCBaEUFPSbdas0NxpgW0VSbb0J7bo9xF/Cmqp4oImlAFnAd8I6q3iYiY4GxwF9baPsNKnvtdTa99Tbdrr6K9IEDk715Y0w7kfSnF4tILvBz4BEAVa1W1Y3AscATbrEn8OD25dCaNRTffDOZw4aRd9ZZyd68MaYd8eLR8f2BEuAxEZkrIg+7HbIXqGqRW6YYKKhvYRE5V0Rmi8jskpLE3eGsqhSPn4BWVlI4eTLi3+6ZesaYxkWj0ah4HUSqcI9FgzeNxJ18RaSviBzmDmeKSE4zYwoA+wD/UtXhQDlOE0MtdR4sV+/D5VT1IVUdqaoj8/PzmxnC9spefZXN775L/mWXkT6gf8LWa0w7Mr+kpCTXErCTeEtKSnJxumWoV1xnk0Tkz8C5QB6wC9ALeAA4tBlx/QT8pKoz3fEXcZLvahEpVNUiESkk5o66lhZavYbiW24lc599yDvjD8narDFtSjgc/lNxcfHDxcXFe+LNr+pUEgXmh8PhBu/OivdU/oU4fTzMBOf2YhHp1pyIVLVYRFaIyK6q+h1OAl/gvs4EbnPfX2nO+psRD8U33ohWV1N46y3W3GBMM40YMWINcIzXcbQW8SbfKlWtFnF+TYhIgAaaBeJ0MfCMe6XDUuBsnG/KF0Tkj8By4KSdWH/cSl9+hc0ffEDBddeS3t+aG4wxyRFv8v1ARK4DMkXkcOAC4NXmblRVvwRG1jOrOc0YzRYqLmb1pElkjhxB59NPT+amjTHtXLztMmNxrlD4GjgPeF1Vr2+xqJJAVSm64UY0HKbHrbcivvbeRGWMSaZ4a74Xq+pdwL9rJojIpe60Vql0yhTKP/qIgnHjSOvb1+twjDHtTLzVvTPrmXZWAuNIqtCqVayefBtZ++1H59+f6nU4xph2qKlezU7F6ce3v4hMjZmVA6xvycBaiqpSNO4GNBp1rm6w5gZjjAeaanaYARQBXYG/x0zfBDTW21nK2vif/1A+Ywbdb7qRtN69vQ7HGNNOxdOxznJgdHLCaVmhlStZc9vtZI0aRaeTT/Y6HGNMOxbvHW6jcJ5osRuQBviBclXt2IKxJcSXa75kxqoZHFA4ms7j7gag8BZrbjDGeCveqx3uxXlS8X9wrs89A0j5xzt8ueZLzn7zbMIaZtkTD3L2p9V0nzCBtF49vQ7NGNPOxV39U9XvAb+qRlT1MeDIlgsrMWavnk1EI+RvVE59u5oNQ/vS6aTfeR2WMcbEXfOtcG8F/lJE7sA5CZfyv9tHFoxkj1V+zns5BAqrLj6OmlukjTHGS/Em0D+4ZS/C6QKyN3BCSwWVKINXKjc8E6KgFAJReHv281SEKrwOyxhjmk6+IuIHJqlqpaqWqeoEVb3CbYZIaRWfz0IiTl/Gfnx0W7iGf8z5h8dRGWNMHMlXVSNAX7fZoVXJ2m9fJD0d/H58aWn0+vmRPPfdc8wsmtn0wsYY04LEeWhEE4VEnsS5zGwqTrMDAKr6fy0XWtNGjhyps2fPbrRMxdy5VHw+y0nEew3hd6/+jlAkxJRjp5AdzE5SpMa0LSIyR1Xr65nQxCneNt8lwDS3fE7MK+VlDR9O1/POJWv4cDIDmdwy5haKyov4++y/N72wMca0kLiudlDVCS0dSLLs3W1vztzjTB7/5nEO63MYB/Q8wOuQjDHtUMpfLtYSLtz7Qvrn9uemT29iU/Umr8MxxrRD7TL5ZgQyuGXMLaypWMOds+/0OhxjTDsUV/IVkTHxTGtNhuYP5ew9zmbK4il89NNHXodjjGln4q353hPntFblgr0vYGCngYyfMZ7SqlKvwzHGtCONJl8RGS0iVwL5InJFzGs8Ts9mrVqaP41bxtzCusp13DHrDq/DMca0I03VfNOADjhXRcReYlYGnLgzGxYRv4jMFZFp7nh/EZkpIt+LyPPJuqljj6578Me9/sjUJVN5f8X7ydikMcbEfZNFX7dj9cRtWOQKnO4pO6rq0SLyAjBFVZ8TkQeAear6r8bWEc9NFvEIRUKc8toprK9cz8vHvkxueu5Or9OYtsxusth58bb5povIQyLyPxF5t+bV3I2KSC/g18DD7rgAhwAvukWeAI5r7vp3VNAf5JYxt7CxciOTP5+crM0aY9qxeLuU/A/wAE6yjCRgu/8ErmHrXXJdgI2qGnbHfwLq7fFcRM4FzgXo06dPAkJx7NZlN84dei73z7ufw/sczqF9D03Yuo0xpq54a75hVf2Xqn6uqnNqXs3ZoIgcDaxp7vKq+pCqjlTVkfn5+c1ZRYP+NPRPDMkbwsTPJrKhckNC122MMbHiTb6visgFIlIoInk1r2ZucwxwjIgsA57DaW64C+gkIjU18V7Aymauv9mCPqf5oay6jEkzJyV788aYdiTe5HsmcDXOo+TnuK9mnelS1WtVtZeq9sN5Lty7qnoa8B5br6A4E3ilOevfWbvm7cpfhv2FN5e9yfRl070IwRjTDsSVfFW1fz2vAQmO5a/AFSLyPU4b8CMJXn/cztnzHHbvsju3fnYr67as8yoMY0wbFu/txVkiMk5EHnLHB7lttztFVd9X1aPd4aWqup+qDlTV36lq1c6uv7kCvgC3jrmVzaHN3DrzVuK5HM8YY3ZEvM0OjwHVQE3/iyuBW1okohQxsPNALtz7Qt5a/hZvLnvT63CMMW1MvMl3F1W9AwgBqGoF0OYfA3zWHmcxNH8ot868lbVb1nodjjGmDYk3+VaLSCagACKyC+BZs0Cy+H1+bhlzC5XhSiZ+OtGaH4wxCRNv8h0PvAn0FpFngHdwbpJo8/rn9ufi4Rfz3or3mLZ0mtfhGGPaiHivdvgf8FvgLOBZYKSqvt9yYaWW03c7neHdhjP588msLl/tdTjGmDYg3qsdXgV+CbyvqtNUtV01gPp9fm4eczOhSIgJn06w5gdjzE6Lt9nhTuBnwAIReVFEThSRjBaMK+X07diXy0ZcxkcrP+Ll71/2OhxjTCsXb7PDB6p6ATAAeBA4CVjTkoGlolOHnMqIghHcMesOisuLvQ7HGNOKxf0ATfdqhxOA84F9cbp9bFd84uPmMTcT0Qg3zbjJmh+MMc0Wb5vvC8C3OJ3g3Itz3e/FLRlYquqd05srRlzBjFUz+O/i/3odjjGmlYq35vsITsI9X1XfU9VoSwaV6k7a9ST2774/f5v1N1ZtXuV1OMaYVqipB2heA6Cq03EuNYud1277XPSJjwljJgBw4yc3Em3f30XGmGZoquZ7SszwtXXmHZngWFqVnh16ctW+VzGzeCb/+e4/XodjjGllmkq+0sBwfePtzomDTmR04Wj+PufvrNi0wutwjDGtSFPJVxsYrm+83RERJo6ZiF/81vxgjNkhTSXfYSJSJiKbgKHucM34XkmIL+V1z+7ONftew+zVs3l24bNeh2OMaSUaTb6q6lfVjqqao6oBd7hmPJisIFPdcQOP48CeB/LPOf/kx7IfvQ7HGNMKxH2ThWmYiDB+9HiCviDjPhlHJBrxOiRjTIqz5JsgBdkFjN1/LHPXzOWZb5/xOhxjTIqz5JtAvxnwGw7qdRB3z72bH0p/8DocY0wKS3ryFZHeIvKeiCwQkW9E5FJ3ep6IvCUii933zsmObWeJCDeOvpF0f7o1PxhjGuVFzTcMXKmquwOjgAtFZHdgLPCOqg7CeVLGWA9i22n5Wflct/91fFXyFU8ueNLrcIwxKSrpyVdVi1T1C3d4E06HPT2BY9naU9oTwHHJji1Rjup/FIf2OZR7597Lko1LvA7HGJOCPG3zFZF+wHBgJlCgqkXurGKgwKu4dpaIMG7UOLKCWYz7eBzhaNjrkIwxKcaz5CsiHYD/ApepalnsPHU6yq33DjoROVdEZovI7JKSkiRE2jxdM7ty/ajrmb9uPo9/87jX4RhjUownyVdEgjiJ9xlVneJOXi0ihe78Qhp4UoaqPqSqI1V1ZH5+fnICbqYj+x3JL/v+kvu+vI9FGxZ5HY4xJoV4cbWD4PQP/K2q/l/MrKnAme7wmcAryY6tJVw/6no6pnVk3MfjCEVDXodjjEkRXtR8xwB/AA4RkS/d11HAbcDhIrIYOMwdb/XyMvK4YdQNfLv+Wx75+hGvwzHGpIhAsjeoqh/TcHeUhyYzlmQ5rO9hHNX/KB6c9yAH9T6IIXlDvA7JGOMxu8MtSa7d71o6ZXTi+o+vJxSx5gdj2jtLvknSKaMTN466kUUbFvHgVw96HY4xxmOWfJPo4D4Hc8wux/Dw1w/zzbpvvA7HGOMhS75Jds2+19AlowvjPh5HdaTa63CMMR6x5Jtkuem53HTATXy/8Xv+Ne9fXodjjPGIJV8P/LzXzzl+4PE8Ov9Rvi752utwjDEesOTrkav3vZr8zHyu/+R6qiJVXodjjEkyS74eyUnLYeIBE/mh9Afum3uf1+EYY5LMkq+HDuh5ACcOPpHHv3mcL9d86XU4xpgksuTrsatGXkVhdiHjPhnHlvAWr8MxxiSJJV+PZQezmTBmAsvLlnPP3Hu8DscYkySWfFPAqMJRnLzryTy94GnmrJ7jdTjGmCSw5JsirhhxBT069OCGT26gIlThdTjGmBZmyTdFZAWzuHnMzazYtIK7vrjL63CMMS3Mkm8K2bf7vpy222n8v4X/j1nFs7wOxxjTgiz5pphLhl9Cn5w+1vxgkm7O8g3c8+5i5izf4HUo7YI4z6psnUaOHKmzZ8/2OoyE+2L1F5z15lmctOtJjBs1zutwTBtRGYpQXFrJqtItFJdWUlRaSZE7/P2azfxYsYBA1hL81YN5+vSTGdG3c4PrEpE5qjoyieG3OUl/koVp2j4F+/CH3f/Akwue5NA+hzK6x2ivQzIN+HLNl8xePZuRBSPZu9vecS0T1SjVkWqqo9WEIiFC0RDVkera95rp9b3XlKud7i6zJVTFxi1bKKuqZFNVJZurK6mormJLqIrKcDXVkRBhDYGEEQmDREDC+HwRxBdB80NkSxTnueHv8/K3vRjR9+gWPXbtnSXfFHXx8Iv58KcPuWnGTUw5Zgod0jp4HVK7pqpsqNrAmoo1ta+vS77mlSWvENEIPnzsmrcraf60rQmyTlKteY9oJMHB+dFoAFU/aADUGfZLgKAvjfRAGjkZWWQG08kOptMhPYMO6enkZmSSGUgn6A/y+cqvWLhxHiKghAlk/ZDYGM12LPmmqIxABrcceAtnvHEGd86+k/EHjPc6pDarIlRByZYS1lSsYXXFakoqth8u2VLS6NOno0QprSqlT8c+dEzrSJo/jTRfGkF/kKAvuM147HTRAFuqhc2VyuZKKKtQSiuUjRVR1m+Osn5zhLIt6ibUgJtc/eRmZNC9Yw49crMpzM2kMDdj63unTLp3zCAzzR/3Mfiy75f8cfqfCEVDpPmDHDvkZ4k4tKYRlnxT2LD8YZy5x5k8Nv8xDu97OGN6jvE6pFYlHA2zbsu6rbXVLWu2qbmuqVhDSUUJm0Kbtls2M5BJQVYB3bK6sU/BPuRn5deO52c6wys3r+S8t84nFA0R9AW5/ee3b9P0sKU6Utumuqq0kuLSLW4769b21o0V2yf0zllBCnMz6Z+bwQG9nKTavWMGhZ22Du9IYo3H3t325pEjHt7hJhTTfCl1wk1EjgTuAvzAw6ra6OPj2+oJt1hVkSpOevUkNoc289KxL9ExraPXIXlOVSmrLqtNnqsrVtfWTmNrq+sq1xHV6DbL+sVP18yuWxNpVj7dsrpt+8rsVtvME4kqlaEIW0IRtlRHthn+emUpL3/wbzpnfMWGLUMp7HsCkaiyauMWissq602sedlpdO+YQY9OGXSPqa12z82gR24m3XMzyAgmNrG2BDvhtvNSJvmKiB9YBBwO/ATMAk5V1QUNLRNP8l046202LHiXzrsfwpB9D0tkyEkzf+18Tn/9dIZlD6bvZmVEvyM49hd/8jqsnfLKBw8zZ9n07falKlJVm1Tr1lJraq4lFSVURiq3W2eHQEc6pXWhU6ATOb6O5Pg6kq1Z5Ggm2ZF0ssJppIcFQiGioUo0XImGqiBciUSqkHAlRKrxRarwR6vwR6sJajXphEgjRDoh0sV9J0QO5RTIxtrtr6MjYX8m+IOIP4gvkIY/ECQQTCctmEYwPQ2/Pw38QfAF3Pcg+APue33jseVaaDmfe8Xpis9h2UfQ72fQe79GPz9LvjsvlZLvaGC8qh7hjl8LoKqTG1qmqeS7cNbbDJh2MgHCRPHxXedfQE53FEEREPfdfakIwNb5tdNx3nHfxRdThphlt06LHd+2nA91t+Fsn5jlauJiu7ieKX+dWcHViCp+4MBQb7pk9qZ21cjWwbrHtvafBubVHRapd37dBevOk+0G6tuOsGbzj7znX07End43kk21389GKimX7WuLQYXOYR+dI9AlrHQNR8kPR+gWCVMYCVEYrqZnpJIcdv5EVkiChCWNiC+NiC+dqD+NqC8N9aejgQwIpEMgAwlk4NuwlE5lC/EJRBW2dN2T7J57QCQE0RBEwu57CKLhBqY3Uq5Orb3FiA/E72wTIJAJZ05tNAFb8t15qdTm2xNYETP+E7B/3UIici5wLkCfPn0aXeGGBe8SIIxPQDTKLhs+pnpDEGJS3dY0Wps266RCZ9gn3n5JLc7tyKzOuagIYeD9tJ8g8pOnMTVbAGrSsapSThm7V1STH46SF4XOYaFzxE+nqJ9O0SCZkkbUl+4mw3QnEaanI4H02mS4KpiBL5iBPy0TfzCDQFoGgfRMAumZBNMzScvIIi0tE19wawLd9j0d/OkEfT6C8e7His+JPv4bopEQBIJkH/ePJmuMOyQajS9JNze5x47/OAOWfwooRKqdGnAi98VsJ5WSb1xU9SHgIXBqvo2V7bz7IVQt/TdBDRMiwMJfPs2AfQ5xZgooUFO3qK+GJ7L9VHEuhHRqJaqIKNROc+u0yjbjKHXKRbdbpv511WwPes56nvTiJwnh1ASv6HYihww9ZutxqX1X9zhtnV47rfYYxi60ffmaCXXL106JOep1l9N6tqN1ys9c+Br3b5hCWCCgysV9L+TYg89D/HGnvdTQez98Z70a90/1Hebzgc/9YmhpKz6HJ45xEq8/zdkf06JSKfmuBHrHjPdypzXbkH0PYyHP1rb5Dm+lbb4Av/nVX4l+0MVpJ+3futt89xiyP10+6NMm9oXe+7WNGmLv/Zymhpb6IjHbSaU23wDOCbdDcZLuLOD3qvpNQ8u0h6sdjElF1ua781Km5quqYRG5CJiOc6nZo40lXmOMac1SJvkCqOrrwOtex2GMMS3NupQ0xhgPWPI1xhgPpMwJt+YQkRJgeRxFuwJrWzicZLF9ST1tZT8g/n3pq6r5LR1MW9aqk2+8RGR2Wzkza/uSetrKfkDb2pdUZ80OxhjjAUu+xhjjgfaSfB/yOoAEsn1JPW1lP6Bt7UtKaxdtvsYYk2raS83XGGNSSqtPviISEZEvY179UiCWeSLyhYgc0Mz1XCYiWTu4zBB323NFZBcRuUREvhWRZ3ZgHXuLyFE7HnGD61MReTpmPCAiJSIyzR0/RkTGNrDs5gTFUPOZzBeR/+zoca2zrvdFZIevBBCRTiJyQcx4DxF5cQfX0eixbA4RmeG+9xOR3zdj+R3eD7NVq0++wBZV3TvmtaxmhjiSuY81sQwDrgUa7Ai+CZcBO5okjgNeVNXhqroEuAA4XFVPi2dht2OjvYGEJV+gHNhTRDLd8cOJ6alOVac29aioBKj5TPYEqoHzY2e6+93SOuF8HgCo6ipVPXEH19HosWwOVa2pHPQDdij5ikigmfthXG0h+W7D/Rb/TkSeBOYDvUXkahGZJSJficiEmLKni8jnbs3oQfdRRonSEdgQs63tYhCRbBF5za0pzxeRk0XkEqAH8J6IvFfP/o0QkQ9EZI6ITBeRQre2ehnwFxF5T0QeAAYAb4jI5SKSJyIvu9v+TESGuusaLyJPicgnwFPAROBk93icnKDj8Drwa3f4VODZmH05S0TudYf7i8inIvK1iNySoG3X9REwUEQOEpGPRGQqsEBEMkTkMXfbc0XkYDemTBF5zv0F8RJQk/i2qZmLyIki8rg7XCAiL7mf6Tz3189twC7ucf2b+zc63y3f0LbPEpEpIvKmiCwG0po4lo19xo+6tfal7t9X3X24DfiZG9/lTcQ0VUTeBd6psx/bxCsid8Rs548issj9v/bvms+83VPVVv0CIsCX7uslnG/xKDDKnf9LnDO4gvNlMw34ObAb8CoQdMvdD5yRoFgWAqXAiCZiOAH4d8zyue77MqBrPesPAjOAfHf8ZJze3wDGA1fFlK1dB3APcJM7fAjwZcwyc4BMd/ws4N4EfjabgaHAi0CGe2wOAqbV3R4wteb4AxcCmxMVg/seAF4B/uLGUA70d+ddGXMchwA/uvFeETN9KBAGRsau1x0+EXjcHX4euMwd9gO57t/k/JjyteONbPssYKm7fAbO3/ThjRzLxj7jGUA6zt1r69j6N19zbGrXE0dMPwF59exH3XiX4/TP3QPnbzEP5+/3IxL4N9aaXynVq1kzbVHVvWtGxGnzXa6qn7mTfum+5rrjHYBBOP+ZRgCzxHliRSawJlGxiPNMuidFZM9GYvgI+LuI3I7zx/9RE+vfFdgTeMuN2Q8UxRHXgTiJHlV9V0S6iEjNY5CnquqWOPdvh6nqV+5nciqN91g3piZGnFr47QkKIVNEvnSHPwIeAQ4APlfVH9zpB+IkL1R1oYgsBwbjfEHeHbMfX8WxvUOAM9xlIkCpiHRupHxD2wZ4R1VLAUQkCmzBSXj1HcvGPuPXVLUKqBKRNUABThJtTkxvqer6BpaLjXcB0Bcn4X9Qs4yI/CdmXe1aW0i+9SmPGRZgsqo+GFtARC4GnlDVa1siAFX9VES6AvkNxeDGsQ9OO+stIvKOqk5sZLUCfKOqoxMYannTRXbaVOBOnBpWl0bKtcR1j9t8OUPt46F2dr9jY83YyXU1pKrOeID4j2VD64mwc//vGztuidxOm9fm2nzrMR04R0Q6AIhITxHpBrwDnOgO17SZ9U3URkVkCE7NdF1DMYhID6BCVZ8G/gbs4y6+CcipZ7XfAflurRoRCYrIHnGE8xFwmrvMQcBaVS2rp1xD291ZjwITVPXrRsp8ApziDsd1kjCBYo/PYKAPzrH+EPdElPsLZmjMMqtFZDdxTugeHzP9HZymDUTELyK5NH5cG9p2Qxo6lvF+xvWpG9+OxtSYWcAvRKSzOCc3T2hqgfaizSdfVf0f8P+AT0Xka5w2sxxVXQCMA/7n/px8Cyjcyc1luictvsRp+ztTVSMNxQDsBXzulr8JqDnR9BDwptQ54aaq1Tjti7eLyDycdr94LmcbD4xw9/M24MwGyr0H7C6JPeGGqv6kqnc3UexS4EL3+PRM1LbjdD/gc7f9PHCW+zP9X0AHEfkW52TknJhlxuK03c9g26afS4GD3XXNAXZX1XXAJ+KcVP1bnNuuVyPHcjzxfcb1+QqIuCcIL9/RmBqjqiuBScDnOF+wy3DOh7R7doebMaZFiUgHVd3s1nxfwjmZ95LXcXmtzdd8jTGeG+/+upsP/AC87Gk0KcJqvsYY4wGr+RpjjAcs+RpjjAcs+RpjjAcs+ZqEc++uqullrlhEVrrDm0Xkfq/jMyYV2Ak306JEZDxOHwJ3NmPZgKqGEx+VMd6zmq9JGnF6E6vpyzfb7W3rc7fnrGPd6dv0nOVpwMa0ILv32njleuBdVT1HRDrh3On3tjtvH2BoIx24GNPqWfI1XvklcIyIXOWOZ+D0IQCN95xlTJtgydd4RYATVHWbDltEZH+S09OaMZ6yNl/jlenAxeL27ygiwz2Ox5iksuRrvHIzzpMNvhKRb9xxY9oNu9TMGGM8YDVfY4zxgCVfY4zxgCVfY4zxgCVfY4zxgCVfY4zxgCVfY4zxgCVfY4zxgCVfY4zxwP8HDOq7iVTuHgsAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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S9lS7M4m7R0Y5w3gBfvrpp5AnnnjifNZj999/f/z8+fOvu/G2cOHCMmFhYQ0zH//995+7MzRl4qqwgxvgLSIWwAc4A7QFutrOzwdGAp+4RJ2mVHJp/wHOjh1L8qZNuEVEoJKTUVYr4u6OT4ubXS3P4YjZTMT48ZxMTiFq1ChMvj4EPvSQq2U5leTk5B1Z90+ePLnn2jKzZ88+mbndoUOHBICBAweeGzhw4DnnK7xCkZuvUuqUiEwEjgMpwHKMMMN5pVTmHciTQER214tIb6A3QOXKRTomWlNCSY+LI2bqVM5/+x1mf3/C3nqL4CefIOXvv0neshWfFjfj06SJq2U6BfHwIGLKZE70eZHTw17H5OODf7t2rpalwTVhh2DgYaAqUAHwBdrbe71SaqZSqrlSqnloaKiTVGpKAyotjXPzPuO/+9pz/ruFBHftSvXflhHyzNNGb7dJE8r26V1qjTcTk5cXFadNw6t+PU69PJikDRtcLUmDayZZ3A0cUUrFKKUswA9AayBIRDJ74hWBUy7QpikFKKVIWLOGwx0fJnr8eLwbNaLaop8o/9abmIOCXC3PJZj9fKn86ad4VKvGiX79Sf7rL1dLuuFxhfkeB1qKiI8YAxDbAXuBNcBjtjLPAYtcoE1Twkk9eJATPXtx8qW+IEKlT2dQadZMPGvUcLU0l2MOCqLynNm4lyvHid59SPnnH1dLuqEpcvNVSm0GFgJ/YQwzMwEzgaHAKyJyCGO42Zyi1qYpuaTHxxM1+h0OP9KJlD17CHt9GNUWL8LvjjuK7yQDF+BWtiyV583FFODPiZ69SP3vP1dLumFxyWgHpdQIYMQ1hw8DrkuQqimRKIuF+K++JmbaNKwJCQQ9+QShAwfiFhzsamnFFvcKFagydy5Hn3mW491foMr/FuBRsaKrZd1wFO9sIRpNLiSuX8/hRzpxdswYvOvVpepPPxI+YoQ2XjvwiIyk8tw5qNRUjj/fHcvZs66W5BCySyl5bepIk8nUbPPmzd6Z19SsWbNeZurJiIiIBmfOnHEDGDp0aPkaNWrUq1WrVt3atWvXXb16tS9AixYtblq3bt3lvBX79+/3qFmzZr38atXTizUljtTDhzk7bhxJ69bjXqUyFadPw++uu3R4IZ941apFpdmzOP7c8xx/oQdVvvgct5Bik/SrQGSX2+HgwYOeWffDwsLSRo8eHf7LL78czqmelStX+v72229Be/bs2evt7a3OnDnjlpqa6tAPmO75akoMGRcuEDVmDIc7PkzKXzsoN2QI1X7+Gf+2bbXxFhDvBg2oOOMTLCdPcrRrV2KmfkTyjh15X+ggNp3e5Dt5++Tym05vclpKyWtp167dhQMHDnjv2rXLM6cyp06dcg8JCUn39vZWAOHh4emRkZEOTZSse76aYo9KTyf+22+JnfoRGRcuEPT444QOGohbmTKullYq8G3RgtCXBxE9fgKx06dzbs4cKn82r1Djn9/+8+1Kh+IP5ZpSMsmSZDp68aiPQjH377lEBkQm+7r75phSskZwjeR3Wr+T75SS15YxmUwMGjQoatSoUeE//PDD0ezqeeSRRy6OHTu2QmRkZP02bdpcfOqpp+IefPDBxMzz3bp1q+bl5WUFI1mPqQCpO3XPV1OsSfzzT4506sTZ0e/gWasWVX/8gfDRo7TxOhiVZgHbrweVnk7ylq1ObzPJkuSmbCklFYokS1KhO4NZV7LIzngz6dOnz7m//vrLb9++fdkm9QgMDLT+/fffez/++ONjoaGh6c8991z1qVOnXv7Qff7554cz21m6dOnBgmjVPV9NsSTt6FHOjp9A4po1uFesSMTUKfjfc48OLzgJnxY3I56eKIvFIbku8uqhghFy6LeqX610a7rJzeRmfa/Ne4dbVmhZJKuAuru7079//6jRo0fnuDaUm5sbHTp0SOjQoUNCw4YNU7744osyjsz/oM1XU6zIuHiR2E9mEPfll5jc3Ql95RVCnuuGyTPH8JzGAfg0aULleXOLNNdFywotk6a1m3Zg05lN/i3DWyYUlfFm0r9//3O1atUqn5SUZL723K5duzxNJhMNGjRIBdixY4d3xYoVHZriVpuvpligMjI4/91CYqZOJSM+nsDOnSj38su46fwdRYZPkyZFnueiZYWWSUVtupl4eXmp3r17R7/99tuVrj138eJF88CBAytfvHjRbDabVWRkZOr8+fOPObJ9UUrlfFLkFTvqSFJKfeo4SfbTvHlztW3bNlc0rXEgSZs2c3bsWFL378e7WTPCXn8d7/r5HjapKUJEZLtSqnnWY7t27TraqFGjWFdpKo7s2rWrbKNGjSKzO5dXz3cIRk7d3AJtLwIuMV9NySV5xw4SVqzg0p49JG/dhnuFCkRM+hD/9u11XFdzQ5CX+X6hlBqdWwERKbLxeZrSQfJfOzjW7VlIN5Y3D3riCcLeeB2Tl5eLlWk0RUeuQ82UUq/lVYE9ZTSarMR9Nu+y8WIy4R4RoY1Xc8ORr3G+ItJSRJaJyFoR6eQsUZrSS3psLIl/bjDGlJrNiIdHqVzCR6PJi1zDDiJSXikVleXQK0AnjBjwZuBHJ2pzCMk7dpT6pWJKEmfHjoO0NCq8PwHLqdP676K5Yckr5jtDRP4CJiilLgHnMRKeW4GLTtZWaJJ37OD4c88bA8c9Pak8b67+R3chievWcfGXXyjbvz+BHTq4Wo5G41Lyivk+AuwAlohIN+BlwBMj2fkjTtZWaJK3bEVZLKAUKjWV5C1bXC3phsWalETUyFF4VK9Omd69XC1HU0rx8fG53Lv65ptvAiMjI+sfOHDA45VXXqkwfPjwMIBHH300ct68eVflHS1oWsjCkGfMVyn1M3AfEIgRZjiglJqqlIpxtrjCkjllEhFQikt7/yW3cc0a5xHz0cdYTp8mfPQoTB7ZTqfXaBzGokWL/IcMGVLpl19+OVirVi2HzkxzFLmar4h0FJE1wDLgb+BJ4GER+VpEqheFwMKQOWUy9OVB+N9/Pwm//cbZMWO1ARcxKXv+Ju7zzwnq8iQ+zZq5Wo6mGJG0YaNv9Acflk/asNFhQ1Z//fVXv379+kUuWrToUL169VIdVa+jySvm+y7G0j7ewG9KqRbAqyJSE3gP6OJkfYUmc8qkUorocuWImz8fgLA3XteD+YsAlZ7OmeHDcStThnKv2DNhUlMaOP3Gm5VSDx7MNaWkNSnJlHbkiA9KcW72bDyqVk02+eacUtKzZs3kCmPeyzVhT1pamnTp0qXG8uXL9zdp0uRSQfUXBXmZ7wWgM+ADRGceVEodpAQYb1ZEhHLDhgJoAy5C4ubPJ/Xff4mYMgVzQICr5WiKEdakJDcyf4UqhTUpyc3k61uoEIG7u7tq2rRp4owZM8recssteWZWcyV5mW8n4CnAAnR1vhzncsWAFXHzPweBsNe1ATuLtBMniPnoY/zatcP/3ntcLUdThOTVQwUj5HDixRdrqfR0k7i5WSuMHXvY99ZWhUqyIyIsXrz48G233VZr2LBh5ceNGxeV91WuIVfzVUrFAh85ulERCQJmA/UBBbwA7Ae+ASKBo8ATSql4J7RNuWHDAAwDRhuwM1BKETVyFGI2U/7tt/T7q7kO31tbJVWaMeNA0saN/r6tWiUU1ngz8ff3t/72228HW7duXTssLCx98ODBxTLZT1433P7KqwJ7ymTDFGCZUqo20Aj4FxgGrFJK1QRW2fadQqYBB3d7lvjPvyB63Dh9E87BXPz5Z5L+/JPQVwbjXj7HfNWaGxzfW1sllXv1lShHGW8mYWFhGcuWLTswceLE8AULFgRee37w4MFVwsLCGoaFhTVs3LhxbYAjR454Zh4LCwtrOHfuXKcug51X2KGOiOzO5bxgDEGzGxEJBG4HngdQSqUBaSLyMHCnrdh8YC0wND9151MHYa+/DlzpAZcbNkz30BxAenw8Z8eOw7tRI4K7lKhbA5oSTnJy8uXVP2vUqGE5derUHoCnn376Qubx77///mh216anpxekI1lg8jLf2nbUkZHPNqsCMcA8EWkEbAcGAWFKqTO2MlFAWD7rzTfXG7ARE9YGXDiix40nIyGB8qNHI+brFgnQaDTkHfN1aOb2LG02BQYopTaLyBSuCTEopZSIZBsHEJHeQG+AypUrF1rM1QZsjILQBlxwkjZs4MKiRZR5sQ9eN9VytRyNptjiimWETgInlVKbbfsLMcz3rIiEK6XOiEg4WYa2ZUUpNROYCcZKFo4QdNmAlTbgwmBNSeHMiJF4VKlC2ZdecrUcjaZYU+Tmq5SKEpETInKTUmo/0A7Ya3s8B4yzPS8qSl0iQtgbWXrAIpQb+po24HwQO306lhMnqDx/vl7w8sbEarVaxWQy6bvXgNVqFYwkZNlit/mKSBWgplJqpYh4A25KqYQC6hoALBARD+Aw0B1j5MW3ItIDOAY8UcC6C8xlA1aKuM8+A9AGbCeX9u3j3Nx5BD7aGd9bWrhajsY1/B0TE1M3NDT0wo1uwFarVWJiYgIx0jJki13mKyK9MOKsIUB1oCIwA6PXmm+UUjuB5tmcKlB9jkRECHvzDQDDgEUo99qQQhvwzuidbDu7jeZhzWlcrnHhhRYjVEYGZ94ejjkoiLAhQ1wtR+Mi0tPTe0ZFRc2OioqqTz4XaiiFWIG/09PTe+ZUwN6ebz+MHA+bwZheLCLlCq+veHLZgJUibt48gEIZ8M7onfT4rQcWqwVPsyez7p1Vqgw4fsECLu3ZQ4UPJmIOCnK1HI2LaNasWTTQ0dU6Sgr2mm+qUiot03xExA1jZlqpRUQIe+tNgEIb8PcHvyfNakxZT8tIY9vZbaXGfC2nTxM9eQq+t99GwAMPuFqORlNisNd8fxeRNwBvEbkH6Av87DxZxYPrDFiEckP+L18GvCN6B0uPLEUQFAoEmodlF3EpeSiliBo1GpQifMQIHRvXaPKBvXGZYRgTI/YAfYClSqk3naaqGJFpwMFduxI3dy7R70+0eyryvrh99FvZj3DfcD5q+xG3R9yOVVmJSi62uT7yRcKyZST+/juhgwbiHhHhajkaTYnC3p7vAKXUFGBW5gERGWQ7VuoREcLefguAuLlzQaDc/+XeAz5y4Qh9VvTB18OXWffMItwvnNYRren6S1fGbxlP6wqt8ffwL6qX4HAyLlwg6r0xeNWrR8gzz7hajkZT4rC35/tcNseed6COYk+mAQd3fYq4OXOJnphzD/h04ml6LTfWKcs0XgA3kxsjbh1B3KU4pvxVsr+3oidOJCM+nvB3RiNurpiro9GUbPJaOv4pjDy+VUVkcZZT/kCcM4UVRwwDfhuAuDlzget7wLEpsfRa3otkSzJz288lMjDyqjrqlanHU7Wf4n///o+O1TvSMLRhkel3FElbtnD+u4WE9HgBr7p1XS1HoymR5NVl2QCcAcoCH2Q5ngDklu2s1HKtAYsIoa++iohwIfUCfVb0ISYlhpn3zKR2SPZ5ifo37s+KYysYtXEUX3f4GneTe1G+hEJhTU0lavgI3CtWJLR/f1fL0WhKLPYk1jkGtCoaOSWDTANWSnFu9hwAfAe+RN9VfTly4Qgft/s416Fkfh5+vNHiDV5e+zIL9i7g+frPF41wB3Du009JO3qUSnNmY/L2drUcjabEYu8Mt5YYK1rUATwAM5CklLphF+USEcoPHw7Audlz+PXoMv65OYYP7vyQWyvcmuf1bSu35c5KdzJ913TuibyHCL/iP1og9eBBYmfNJvDhjvi1bu1qORpNicbeG24fY6zldhBjJeOewDRniSopiAhl3hzG37dVpMXKU0w7eCttK7e1+9o3WhjTmMdsHlPsV9JQVitnho/A7OtLuaFOy3Gv0dww2D3/Wil1CDArpTKUUvOA9s6TVTKwKisjNo7kndZniG3fnJCFa4n58EO7jTTcL5x+jfux7uQ6Vh5f6WS1heP8N9+QsmMH5YYNxS0kxNVyNJoSj73mm2zLQLZTRCaIyOB8XFsqUUoxZvMYlhxewoCmg2jz4XyCujzJuVmziflwkt0G/HSdp6kdUpuxm8eSkFbQJHHOxXL2LNETP8D31lYEPvywq+VoNKUCew30WVvZ/kASUAl41FmiSgJTd0zlm/3f0L1ed3o26ImYTJQfPtxmwLPsNmA3kxsjWo0gNiWWj3Y4fKFoh3D23XdRGRmUHzlSTyHWaBxEnjfcRMQMjFFKPQ1cAkY5XVUxZ86eOczeM5vHaz3O4GaDLxtSpgGj4NysWSBC6OCX8zSs+mXr06V2F77e9zUdq3ekftn6zhN/YgscXQ+Rt0GlvPPuXlyxgoQVKyn3f6/i4YBlmzQajUGePV+lVAZQxRZ2uOH5Zt83TP5rMvdXvZ83b3nzOmMVk4nyI4YT9OSTnJs5k5hJk+3qAQ9oMoBQ71BGbRxFujXdOeJPbIH5D8Hq92B+R2M/FzISEjj7zrt41q5NyHPZTXLUaDQFxd6ww2HgTxF5W0ReyXw4U1hxZMnhJby3+T3uqHgH77V5D7Mp+5V5C2LA/h7+DLtlGPvi9rHg3wXOkA+HVkL6JVAZkJFm9IBzIWbSJNJjY40pxO4lZyKIRlMSsHdS/n+2hwljavENx5rja3jrj7e4ufzNTLxjYp6z0jINGKU4N3MmlrNn8axWFZ8WLfBp0iTba+6ufDe3V7ydaTuncW+Vey/nhHAYSTFZBRqhhxxI/msH8V99TUi3Z/Fu0MCxOjQaDVLcx5fmRvPmzdW2bduc3s6mM5vot7IftYJrMfu+2fi6+9p9rbJaOdl/AImrVwMgnp5U/mxejgZ8KvEUnRZ14pbytzC17VTH3eBKS4LJDSC4Kly6AOePQd9NUKb69ZrT0jjcuTPW5GSq//wzJl/7X6/mxkBEtiulSkdiahdxQw8Xs4fdMbsZuHoglQMq88ndn+TLeMHoAXs3vJI8R6WmEvXOu6QePJht+Qi/CPo26svak2tZfXx1obRfxfbPIPkc3DcGnvsZ3L3hp75gzbiu6Lk5c0g79B/hI0Zo49VonIQ231zYH7efl1a+RFnvssy8ZyZBXkEFqsfnlhaIlxeYTGA2k3roEIcf6sjxPn1I2rzlunjw03Wf5qbgmxizZQxJlqTCvxDLJfhzqhFmqHwLBIRD+/FwYhNsnnFV0dTDR4id/gkBD9yP3x13FL5tjUaTLXaZr4hcN5E/u2OliWMXj9FnRR+83LyYde8sQn1CC1yXT5MmVJ43l9BBg6jy5RfU/H0tZQcO4NKevzn+3HMcffwJLv76KyrdGOXgbnJneKvhxCTH8PGOjwv/YnZ+CYlRcHuWlYUbdYFa7WHVaIg9BBghkqjhwxFvb8Jef73w7Wo0mhyxt+eb3ej/Qs0IEBGziOwQkSW2/aoisllEDonIN64c2haVFEWv5b2wKiuz7pnlkKQ3Pk2aULZPb3yaNMEtOJjQvn2psXoV5UeOJCPhIqcGv8J/7e8nbsECrCkpNAxtyBM3PcH/9v2Pf2L/KXjDGRb4YzJUbAFVb79yXAQ6TAY3T1hkhB/Of/89ydu2EfbaENxCC/5lo9Fo8iZX8xWRViLyKhCadYiZiIzEyGxWGAYB/2bZHw9MUkrVAOKBHoWsv0CcSzlHr+W9SEhLYMY9M6gWVM1pbZm8vAju8iTVly4lYuoU3MqU4ew773LorrbETP2I/pHdCPEKKdzY311fw4UTcMdrhuFmJSAc7n8fTmwm/beJRL8/EZ+bbybw0Rt68qJGUyTk1fP1APwwhqT5Z3lcBB4raKMiUhF4EJht2xegLbDQVmQ+8EhB6y8oF9Mu8uLKF4lKimJau2nULVM0qzSI2UzAvfdS5euvqLLgS7ybNiV2+nSi7uvI+M3ViDu0l6/2fZX/ijPS4Y8PIbwR1Lg7+zINn4CbHuDs5E9Rl1IoP3qUnkKs0RQBeSVT/x1j2fjPbInVHcVk4DWujBkuA5xXSmV2704C2f7WF5HeQG+Ayg6c7ppsSabfyn4cOn+Ij9p+RNOwpg6r215EBJ9mzfBp1ozUw4eN5ep/WsTU9Ay2/z6Bk8MiqNjSvpSVAPzzI8Qdhie/vL7Xe6VREoKe4OKxnYS29sazip5CrNEUBfbGfD1FZKaILBeR1ZmPgjQoIh2AaKXU9oJcr5SaqZRqrpRqHuqguGRaRhqD1w5md+xuxt82njYRbRxSb2HwrFaN8HfeofqqlXg+14U6R9NJeL4fR595hoTVa1BWa+4VWK2wfiKUqws3PZhzsaQkoiZ8hGelcpSpsA823vBpmjWaIsHeGW7fATMwwgTXDwzNH62BjiLyAOAFBABTgCARcbP1fisCpwrZjl2kW9MZum4oG05vYPSto7k38t6iaNZu3MuVo/qwEXzWLox/P/uIZ/YcJqVvXzyqVaPMC90J6NgRk0c29yb3/Qwx++DROcYQtxyImTqV9KgoIhYsQPa/D6vfNUZBhNZy4qvSaDT29nzTlVKfKKW2KKW2Zz4K0qBS6nWlVEWlVCTQBVhty5i2hitx5OeARQWpPz9YlZURG0aw8vhKht48lE41Ozm7yQLzdLMeHLzvJl7t602Zce8inp6ceettDrVrR+ynM8m4cOFKYaVg3fsQUh3q5fyaUvbsIe6LLwl+qgs+TZtAh0ng4XN59INGo3Ee9prvzyLSV0TCRSQk8+FgLUOBV0TkEEYMeI6D678KpRTjt4xn8X+L6duoL8/UfcaZzRUad5M7w1sO50xqNJ9F/EfVH76n0pzZeNWsRcykSRy6qy1nx47Dcvo0HFwOUXvgtlchh+Q/ymLhzNvDcQsNJfQVW44k/zBj9MPJrbDRAeOLNRpNjtiV20FEjmRzWCmlnDcOyw4Kk9vh4x0f8+nuT3m27rMMaT6kxNzhf2fjOyw8uJCvHvzq8miMS//+y7m587i4dCkAAbU8KFMvDa9RO8CcfQKg2FmziPngQyp+/BH+d2cZCaEUfPMMHFwBL66H0Juc/po0JQ+d26Hw2NXzVUpVzebhUuMtDPP/mc+nuz+lc83OJcp4AQY1G0SwZzCjN44mwxYa8KpTh4j3J1BjxXJCHrqDxINJHFmYwfFeL5L455/XTV9OO36c2I+n4X/P3VcbL9gmX0wCD1/46SVjuJpGo3E49k4v9hGRt0Rkpm2/pm3UQolj4YGFTNw2kXur3MvwlsNLlPECBHgEMLTFUP459w9f7//6qnPuFSoQdtNRanQVQl8eyKWDBzjRoydHOj/KhZ9/RlksKKWIGjkScXcn7K23sm/Erxw88D6c2g4bi+fSRhpNScfemO88IA241bZ/CnjXKYqcyLIjyxi9cTRtItow7rZxOSZDL+60j2xP6wqt+WjHR0QlRV05cWwDHPsDc9tBlH3xJWqsWkX4u++gUlM5PeQ1Dt13Hyf6vEjSho0EPfE47mFhOTdS/1Go8xCsGQPR+5z/ojSaGwx7zbe6UmoCYAFQSiUDJarLuO7kOl5f/zpNyjXhwzs/xD2HWGhJQER4s+WbpFvTGb9l/JUT694H31Boaiz5Y/LwIOixx6i25GcqTp+OKSCApHXrAIj/31ck79iRWyPw4Ifg4afDDxqNE7DXfNNExBtQACJSHUh1mioHsjN6JyM3jOTlNS9TM7gmH7f7GG83b1fLKjSV/CvxYqMXWXl8JWtPrIWT2+G/1dCqvzFcLAtiMuHf9i4C73/g8phfZbGQvGVr7o34lYMHJ8Lpv2DDVOe8EI3mBsXeSRYjgWVAJRFZgDFR4nknaXIYO6N30uO3HqRZ0xCEAU0G4O9RelZBeq7uc/xy+BfGbB5Di7QgfLyC4Oac8xH5tLgZ8fBAWSyIuzs+LW7Ou5F6neGfn2DtWLjpfihXx2H6NZobGXtHOywHOmMY7ldAc6XUWufJcgzbzm7DYrUAIAj74/e7WJFjcTcbeX/PJJ1heuxmaNkXPHP+crmcV3jgQCrPm5vjUkZXkRl+8PTX4QeNxoHYO9rhZ+BeYK1SaolSKta5shxD87DmeJo9MYkJD7MHzcNK37DEJuWa8Ki5DF8G+LOv1l15ls+aV9hu/ELhwQ/g9A7YMKUQajUaTSb2xnwnArcBe0VkoYg8JiJeTtTlEBqXa8yse2cxoMkAZt07i8blGrtakuOJ2c/gw7sJNHsxesfky2N/HU69TlD3EVgzFs7udU4bGs0NhL1hh9+VUn2BasCnwBNAtDOFOYrG5RrTs0HP0mm8AOs/JNDsyWvN/489sXv49sC3zmvrwQ/AK9AWfrA4rx2N5gbA7gU0baMdHgVeBG7GSHiucSVxh2HPd9D8BR6o/SStwlsx5a8pRCc76XvRt6xhwGd2wp+TndOGRnODYG/M91uMJX/aAh9jjPsd4ExhGjv4YxKY3ODWAYgIb7V8C0uG5eqxv46m3iNGCGLteDhbiLXlNJobHHt7vnMwDPdFpdQapVQembw1Tuf8Cdj5FTTtBv7lAagcUJk+jfqw/Nhy1p1c57y2H5ioww8aTSHJawHN1wCUUr9hDDXLem6ME3Vp8mLDVEBB60FXHe5erzvVAqvx3qb3SLYkO6dt37LQ4UM4s8tYGVmj0eSbvHq+XbJsv37NufYO1qKxl4SzsH0+NHoKgipddSpz7O/ppNPM2DXDeRrqPmzkf/h9PET97bx2NJpSSl7mKzlsZ7evKSo2TAWrBdoMzvZ0s7BmdK7Zmc/3fs7+OCdOLLn/ffAO0uEHjaYA5GW+Koft7PY1RUHSOdg2Fxo8DmWq51jslWavEOgZyOiNo7E6K0TvW8bI/Ru1G9Z/6Jw2NEXGzuidzN4zm53RO10t5YYgL/NtJCIXRSQBaGjbztxvUAT6NNeyaTpYUqDNK7kWC/QM5P+a/x+7Y3fz3f7vnKenzkNQ/zFYN8FYukhTItkZvZMXfnuBKX9NodfyXtqAi4BczVcpZVZKBSil/JVSbrbtzP2Sm5OxpJJyHrbMhLodoVztPIt3qNaBW8JvYcpfU4hJjnGergfeB+8QHX4owXy97+vLeVAsVgvbzhZseS6N/dg9yUJTDNgyE1Ivwm3/Z1dxEeGtW94iNSOVCVsnOE+XT4gt/LAH1n/gvHY0TuH3E7+z7OgyBMEsZtxN7qUyD0pxQ5tvSSE1wQg51LofwhvafVlkYCS9GvZi2dFlrD+53nn66nQw4tDr3oczu53Xjsah/HnqTwavHUztkNrMuGcG/Zv0L715UIoZRW6+IlJJRNaIyF4R+UdEBtmOh4jIChE5aHsOLmptxZptcyElHm63r9eblRfqv0DVwKq8t/k9UtJTnCDOxv0TbOGHvpCe5rx2NA5h05lNDFoziOpB1fn0nk+5tcKtpTsPSjHDFT3fdOBVpVRdoCXQT0TqAsOAVUqpmsAq274GjBtsGz6CandBxfz/HPQwe/B2y7c5lXiK0RtHO++Otk8IPDQZzu6B9RMdX7/GYWyN2sqAVQOo5F+JmffMJNAz0NWSbjjsXcnCYSilzgBnbNsJIvIvEAE8DNxpKzYfWAsMLWp9xZLt8yEpBm4fUuAqbi5/M7dH3M6Sw0sQBHeTOx/c+QGtI1rjbnLgvdPaD0LDJ43Yb+0HIbyR4+rWOIQd0Tvot6ofFfwqMPve2QR76R+ZrqDIzTcrIhIJNAE2A2E2YwaIAnJZWvcGIj0V/pwCVVpDZOtCVVU7pDbrTq1DoUizpjFgtZEbKcAjgBCvEIK9ggn2DCbEO8R4th0L8Qq56nyei4+2HweH1xrhh15rwM2jULo1jmNPzB5eWvkS5XzKMfve2ZTxLuNqSTcsLjNfEfEDvgdeVkpdFLkyYU4ppUQk20kcItIb6A1QuXLlopDqWnb+DxJOwyPTCl3VbRVvY/7e+VgyLJhNZp6u/TQ+7j7EXYojPjWe+EvxHE84zs6YnZxPPZ/j5Ax/D3/DjK8x6Kue2w4l+JchhPw+Dvd2w69/WdE72XZ2G83DmusYYxGx99xe+qzsQ7BnMLPvnU2oT6irJd3QiFJFP1FNRNyBJcBvSqkPbcf2A3cqpc6ISDjGkkU35VZP8+bN1bZtpXg8YoYFPmpqLAffc5Wxnlohsdf0rMrKxdSLxKXGEZdyxZzjLsUZZn3Jtm87fz71PBkq+1U0/N18CPYue9mclVKsP7Ueq7LiZnJjcNPBNC/f/PJ5D7PuKTua/XH76bG8B75uvsxrP48KfhUKVZ+IbFdK6fFohaDIe75idHHnAP9mGq+NxcBzwDjb86Ki1lbs2PMdnD9ujCJwgPGCsbKHPT1Nk5gI8goiyCuIaoHV8ixvVVYS0hIuG3PcpTjiEk4Sv2488R4W4iLqEJd2nlOJpziVcOqyUVusFiZsu3oMsp+7nxHiyBry8Ay+LgSSua3NOncOxR+i1/JeeJm9mH3f7EIbr8YxuCLs0Bp4FtgjIjttx97AMN1vRaQHcAxjqaIbF2uGcdMqrAHUKv4J5ExiItAzkEDPQKoGVr1ywr08fPUkVOsM9xojIHZG76TX8l6kWdNwEzeGthhKGa8yxKVe6VGfu3SO+EvxnEk8w97YvcRdiiNdZb9ysq+77+VYdYhnyPXGbdsv41WGYK9gPM2el3WU9tDHkQtH6Lm8J24mN+bcN4dK/pXyvkhTJLhitMMf5JwRrV1RainW7P0Jzh2Cx+c7rNfrEm5qb6S+XP+hMfqhQpPLC5vmx/iUUiRYEq4z52tDIVHJUew9t5e41DjSrdmbtY+bDz7uPpxLOYdC4WHyYM59c0qdAR+/eJyev/VEoZh932yqBFRxtSRNFlwS83UUpTbma7XCjNZG77fvJjCV8ImIKfEwvRV4BUGf38HN0+lNKqVItCReH6dOjedcyjm2Rm1lf/yVdJstyrdgxt0z8h7JUUI4mXCS7r9151L6JebeN5eawTUdWr+O+RYelw410+TA/qUQvRc6zSz5xgvgHQwPTYX/PW4kX89m9IOjERH8Pfzx9/CncsD1o2Kyhj4AtkRt4alfnuK9Nu9xU0iu93mLPWcSz9BzeU+SLcnMuW+Ow41X4xhKwX92KUMpIz9CcFVjpYjSQq17ofHTxrJDp/5ytZrLoY8BTQYwv/18pt41ldiUWLos6cKMXTMuZ/gqaZxNOkuP5T24mHqRmffOpHZI3tnvNK5Bhx2KGwdXwoJHoeNHxuKYpYmU87bwQ2CRhR/yw/lL5xm7ZSxLjyylTkgd3mvzXonqNcamxNJ9WXdiUmKYec9MGoban4Apv+iwQ+HRPd/ihFJGUvKAitCwS97lSxreQdBxKsT8C4sHGqM5TmxxtarLBHkFMf728Uy6cxJnk8/yxJInmLV7Vo437ooT51LO0fO3npxNPsv0dtOdarwax6DNtzhxdD2c2AxtXi69U3Jr3gM174PdX8Oqd2B+x2JlwAB3V7mbHx/+kXaV2zF1x1SeWfoM/53/z9WycuT8pfP0WtGLU4mnmNZuGk3DmrpaksYOtPkWJ9a9D35h0ORZVytxLhUyk+0oSE+BjR9DRvHqXYZ4hTDxjom8f8f7nEo8xeM/P87cv+eSYc1+Fp+ruJB6gd4renPswjGmtp3KzeVvdrUkjZ1o8y0uHN8MR9bBrQPB3cvVapxLjXvAzRvEBAjsXQQfN4O/vih2yxC1j2zPjw//yB0V72DS9kl0W9aNwxcOu1oWAAlpCby44kUOnT/ElLZTaFWhlaslafKBvuFWXPjyMTi1HQb/DR6+rlbjfE5sMcIsVdpASpwxBO30DgiqbCwO2vjpYhV6UUqx7OgyIyG9JYWBTQfyTJ1nMJvMLtGTZEmiz4o+/BP7D5PumsSdle4s0vb1DbfCo823OHB6B8y8E9q+XaCVKkoFSsGhlbB2HJzaZtx0bPOyMeKjGI2KiE2JZfTG0aw5sYbGoY15t827RT5zLNmSzEsrX2JXzC4m3jGRu6vcXaTtgzZfR6DDDsWBdRON4VctertaiesQMW7G9VwJz/wAgRGw9P9gSmPY/KmxmkcxoKx3WabcNYUxbcbw34X/eGzxY3y598sc0286mpT0FAasHsDOmJ2Mu22cS4xX4xi0+bqas3th3xK45UXwCnC1GtcjAjXawQu/QbfFEFIVfn0NpjSCjdMgLdnVChERHqr+ED89/BMtwlswfut4ui/rzomLJ5zabmpGKi+veZmtUVt5t/W7tK9a/BMuaXJGm6+rWT8RPPwM89VcQQSq3QHdl8Lzv0DoTfDbGzClobGyR2qiqxVSzqccH7f9mHdav8PB+IM8+vOjfLXvK6f0gtMy0hi8ZjAbTm9g1K2jeKj6Qw5vQ1O0aPN1JbEH4e8f4OYexuKTmuyJbAPP/Qzdl0H5BrBiuGHC6z+E1ASXShMRHqnxCD88/ANNw5oyZvMYei7vycmEkw5rw2K18H+//x/rT61neKvhdKrZyWF1a1yHNl9X8sckcPOCVgNcraRkUKUVPPsj9FgJFZrCqlEwuQH8/j5cuuBSaeV9y/NJu08Ydeso9p7bS+fFnfl2/7cU9oZ2ujWdoeuGsubEGl5v8TqP13rcQYo1rkabr6uIPwa7voZmz4OfXksrX1S6GZ5ZCL1WQ6WWsOZdw4TXjDXSV7oIEaFzzc782PFHGoU24p1N79B7RW9OJ54uUH0Z1gze+OMNVhxbwZDmQ+hap6uDFWtciTZfV/HHJDCZ4Vbd6y0wEc2g69fQZx1E3ga/j4PJDWH1u5Ac5zJZ4X7hzLxnJsNbDWd3zG46L+7MwgML89ULtiorwzcM59cjv/Jy05fpVq+UJVnSaPN1CRdOwc4FxkSCwAhXqyn5hDeCLgvgxT+heltj6N7kBrByJCTFukSSiPB4rcf54eEfqFemHqM2juKllS8RlRSV57VWZWX0xtEs/m8xfRv3pUeDHkWgWFPUaPN1BRs+MlapaDPY1UpKF+XrwxPzoe9GqHWfkTt4cgNY/hYkRrtEUoRfBLPuncWbt7zJX9F/0WlRJ348+GOOvWClFGM2j+H7g9/Tq0EvXmyoR8GUVrT5FjWJ0bD9M2jUBYL1mlpOoVwdeGwu9NsCdR4yxgdPbgjL3oCEvHuejsYkJrrU7sL3Hb/nppCbGL5hOP1W9eNs0tmryimlmLB1At/s/4bu9bozoMkApCSv36fJFW2+Rc3GjyH9kpG/QONcQmtB55nQfxvU6wSbZxgmvPQ1I/RTxFTyr8Tc++YyrMUwtkZtpdPiTvz8388opVBKMWn7JL7890ueqfMMg5sN1sZbyin9uR0yE7hE3gaVWhSNsJxIjjN+Bte6z+iZaYqWuMPG2OBdXxkZ1WreCyHVoU6HIv9sHLt4jLf/fJsd0TtoEtoEBHZE7+DJm57kzVvedInxbj8Wz6bD52hZrQzNqgTnWlbndig8xcp8RaQ9MAUwA7OVUuNyK5+n+Z7YAp89YKQpFDM0eMz4SeoVCJ4Bxmq6XoG2R4Dx7OblvKXa14wxsne9tBHC6jqnDU3exB+DZcOMhUoz8QsD/3Bjsc/Mh0/I1fveWfeDoJArHWdYM5iwdQL/2/c/AEyYmNd+HnVDGpGabiU1PYO0dKuxbbGSlmEl1ZJBarr1yvGsZa7aziyTQarFSmqGUcf1ZYz6ElPTOZ9spPP0cjexoGfLXA1Ym2/hKTarF4uIGZgG3AOcBLaKyGKl1N4CV3p0PSojHQGUykD2fAd5Tf00e2Qx58Drzdkr0DDtq85n2fbwy9a8929YTLX1k0gJu4UAFxpvfno3pVZHcBWo2By1fxmCFYUgfuXAr5zx6+T8cWO88KXzuX5eMjz8yfAIwuIRSKp7AJfcg7jk5k+SKYAkkz8XTQFcxI/zypfzypdYqx/xVh8SLEJyWgaXLBlEmy5AACBgVYoun/+PtHNnCvXyRMDTzYSnmxkPN5Nt24SHm/nytr+XG2XdzHi6m/A0mzgUk0i1lK20NP3Llow6bDpc06WfjxuBYmO+QAvgkFLqMICIfA08DBTYfPd5NaKKcseddCy48WP96fhUaox7egLuliyPy/sXbduJuFsu4mFJwD0lDnfLsctl3ayXcm1TYcLi7keaewAWN38s7v6kpqVR4+IuzKKwRv3FgoXf4RHZsqAvq8AcPZfEzHWHSc9QuJmF3rdXo0qILwrj10/mj6DM30JKkf05285V5bI7dnn7yq8rpeBkfDILNh8nw6owm4SnWlQmItg7SxuKrD/ILtedRUN2ZdWVC67SkV05zzNh9FFulz8bH9KT09KQFPcMUlQGyeYMUt0tiOUiHmkX8LJcwCv9IoEkESQJBJFEUHoigSmJBJNIkEQTyBGCJJEqJGKWnH9RJos3SaYAks0B7DJbGe1vJR3BTVl5U7bRMDIas0kwi2AygVmw7YNJ5PK+SYxzmWUyz4kIkvkOKHXlnbn8pl6/f9EtGl+PzQhWUvHgmF8DoEaOr0FTeIqT+UYAWdNCnQRuubaQiPQGegNUrlw51wpXJUayKu0NWpr+ZZO1Dn9t84FtB7LWhtHtsD+bmDvp+JNMgCQRQDIBkmzbTyaAJPwlmYD0ZAIuZe5fpCpnMNn+Gc1kcGrHCqZv87G7TWdgyVBMW+P6dcnSrYovNh1zeL0ixl/X2Da2hCs/SqzWENZx5bNx8Ew4oUkX8fEw4+1uJtDbHe8AT3w8gvC2HfPxMONle76y7YanhxnlbibNw0yCu5kMd8FbJeOdfhG31PNGLzrLwyclHp/kOEiJp/zpPVQ+E8s2by+ap1yivjUeN4nisvrLv6Jy2s/tXJb9POoJSIlDiRUBvCSD2pd2ATpdpTMpTuZrF0qpmcBMMGK+uZVtWa0MU8212ZlRC3ezielPNKZ+RGCu9Tsj3Pvf7rX4r3kOd2X0sm675xGeanin4xvKg79PXeDlb3ZiybDibjYxpYvxfhg9JQO5/D8tl/cvvyVZzolcdSjnOuTaY7Dr5AV6frb1so65z99Mk8rBV5W7th672svHH2/7sXieni3sSq+Fu5uJBS+0cPDPbB+gbJ6lPE9soeFnD9HwQhKY3TE9/5Nrbgyf2ILM7wgZaYjZw7hBrXEqxeaGm4i0AkYqpe6z7b8OoJQam9M19ox2KC4xzn1bVxK/dzXBddtS+2bX9SiKy/tRHHQUBw1A8RmRkw8d+oZb4SlO5usGHADaAaeArUBXpdQ/OV1TapYR0mhKGNp8C0+xCTsopdJFpD/wG8ZQs7m5Ga9Go9GUZIqN+QIopZYCS/MsqNFoNCUcPb1Yo9FoXIA2X41Go3EBxeaGW0EQkRjAnkGiZQHXJHa9Gq3jaoqDjuKgAUqejipKKb0ESyEo0eZrLyKyrTjcmdU6ip+O4qBB67gx0WEHjUajcQHafDUajcYF3CjmO9PVAmxoHVdTHHQUBw2gddxw3BAxX41Goylu3Cg9X41GoylW3FDmKyL9ReSQiCgRyTvlVMHamCsi0SLydw7nK4nIGhHZKyL/iMggJ2iwuw0RMYvIDhFZ4mANudYrIstE5Py150Wkqohstv2dvhERj3y0ed17LyIhIrJCRA7anrPNoCMG74nIARH5V0QGZjk+1aZnt4g0tVNLkIgsFJF9tvpa5UOLXZ9TETnqxM9xbRHZKCKpIvJ/uZQbmdt5Tc6UevMVEQ8R8bXt/omRpNTxCWSv8BnQPpfz6cCrSqm6QEugn4g4emmL/LQxCPjXwe3bU+/7wLPZHB8PTFJK1QDigR75aPMzrn/vhwGrlFI1gVW2/ex4HqgE1FZK1QG+th2/H6hpe/QGPrFTyxRgmVKqNtAI472wV0uhP6c5GXs+iAMGAhMLWY8mB0qt+YpIHRH5ANgP1AJQSu1QSh11ZrtKqXUYH9yczp9RSv1l207A+KeMcLAGu9oQkYrAg8BsR7ZvT71KqVVAwjXXCdAWWGg7NB94xN52c3jvH7bVk1d9LwGjlTLWDVJKRWe5/nNlsAkIEpHw3HSISCBwOzDHVleaUuq8vVpy+pyKSBkRWW77NTObLKmWs2GbiCwQkbZSgNU4lVLRSqmtgCUbHW/afiH8AdyU37o1BqXKfEXEV0S62z4UszCWIGqolNrhYmnZIiKRQBNgs4vamAy8BuSxsF2+KWi9ZYDzSql02/5JCv/FFKaUylwULQoIy6FcdeBJEdkmIr+KSE3b8exWWMlLU1UgBphnC73Mtv36sldLTowA/lBK1QN+BHJbyqUW8BXQH9grIm+ISIXMkyIySUR2ZvPIqTeeeV0zoAvQGHgAuDmfr0Fjo1hlNXMAZ4DdQE+l1D5Xi8kNEfEDvgdeVkpdLOo2RKQDEK2U2i4idzqwTafU6wiUUkokx8XVPIFLSqnmItIZmAsUdDkHN6ApMEAptVlEpnBNiCEPLTlxO9DZdv0vIhKfU0GlVAawBFgiIqHAWOC4iNyqlNqilBqcz7YzuQ34USmVDCAiiwtYzw1Pqer5Ao9hJGL/QUSGi0gVVwuy3fzK7FW8aDvmjmGKC5RSPzip3avayEZHa6CjiBzFiG+2FZEvHdB0dvX+mqXtjrlcew7jZ31mp6Aixt+zMJzNDBPYnqNt27/Z9GSGRk4CmX+LH4GGtu1TGLHgTOzRdBI4qZTK/LWxEMOM7dXiEEQkUET6AIsxYtYvYHROCtzz1TgQpVSpe2D8fB0E7ARWApHXnD8KlHVi+5HA3zmcE+BzYLIT289XG8CdwBIn6Mi13uzOA98BXWzbM4C+hXnvMW7sDbNtDwMm5HDdOOCFLLq22rYfBH61vactgS126lgP3GTbHmnTYZeWnD6nwFTgLdv2/RjLEGf7OQa+BP6zva6ahfgbjgT+L8t+UwwD9wb8gYNZz+tHPt5bVwtw+gs0lqSvZNseiNErSQdOA7Od0N5XGOEPi62tHtecb2P7p9lt+3LYCTzgYA35asMV5mszpxggxfY+3Wc7Xg3YAhyyGbFnYd57jC/iVTaTWAmE5HBtEPALsAfYCDSyHRdgms3I9gDN7dTSGNhm+xv8BATnQ0u2n1Pb9cuBfzDuaRzLxXw7Am6F+NuVt2m4CJy3bQfYzr2JseTXH8D/tPkW7KFnuGk0Go0LKG0xX41GoykRaPPVaDQaF6DNV6PRaFyANl+NRqNxAdp8NRqNxgVo871BEJGMoh5MLyKRItI1y35zEZnqoLrfuGZ/gyPq1WiKCj3U7AZBRBKVUn5F3OadGGNAOzih7iJ/PRqNI9E93xsY2/TT/SJyk23/KxHpZdseIiJbxchhOyrLNd1sx3aJyBe2Y5+JyGNZyiTaNscBt9l62oNF5E6x5e8VI7ftT7a6NolIQ9vxkWLk5V0rIofFllf3Gt3jAG9bvQuytmlr43cRWWS7fpyIPC0iW0Rkj4hUt5ULFZHvba9xq4i0dvgbrNHkhqtneehH0TyADK7MdtsJPGk7fg/GjK4uGPlnAe7FWMtLML6gl2AkdamHMbOprK1ciO35M+CxLG0l2p7vJMsMt6z7wEfACNt2W2CnbXsksAEj0U1ZjHwP7tm8nsTs9m1tnAfCbXWcAkbZzg3CNuUaY2ZWG9t2ZeBfV/+N9OPGepS2rGaanElRSjW+9qBSaoWIPI4xhbaR7fC9tkdmKk4/jMQsjYDvlFKxtmtzzFtsB22AR231rBYjV22A7dwvSqlUIFVEojFSL57MR91blS11o4j8hzElF4zpwXfZtu8G6sqVVLcBIuKnlEpEoykCtPne4IiICagDJGPkHziJ0eMdq5T69JqyA3KoJh1bCMtWn91L/+RAapbtDPL/Oc16vTXLvjVLXSagpVLqUoEUajSFRMd8NYMxVrroipH82x34DXhBjHzAiEiEiJQDVgOPi0gZ2/EQWx1HgWa27Y6Au207ASPzVXasB5621XMnEKvyl9fYYtNaUJYDl79MRKRxIerSaPKN7vneOHiLyM4s+8uAeUBPoIVSKkFE1mGkLBwhInWAjbaf5YnAM0qpf0TkPeB3EcnACEs8j5Fha5GI7LLVm2RrYzeQYTv+GVfCGGDEdueKyG6MXvdz+Xw9M4HdIvKXUurpfF4LRuawabb23YB1wIsFqEejKRB6qJlGo9G4AB120Gg0GhegzVej0WhcgDZfjUajcQHafDUajcYFaPPVaDQaF6DNV6PRaFyANl+NRqNxAdp8NRqNxgX8P3I6oK//fc6hAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dfatot = None\n",
"dfbtot = None\n",
"dfctot = None\n",
"\n",
"for cluster in \"abcdefgh\":\n",
" # Processing figure 7a\n",
" \n",
" dfa = pd.read_csv(glob.glob(DIR + cluster + \"_priority/part-*\")[0], header=None,\n",
" names=[\"term\", \"priority\", \"count\"])\n",
" dfa[\"tier\"] = dfa[\"priority\"].apply(tier)\n",
" dfa = dfa[dfa[\"priority\"].ge(0)]\n",
" dfa = dfa.groupby([\"tier\", \"term\"]).sum().reset_index()\n",
" dfa = dfa[dfa[\"term\"].isin(range(4,8))]\n",
" del dfa[\"priority\"]\n",
" if dfatot is None:\n",
" dfatot = dfa\n",
" else:\n",
" dfatot.append(dfa)\n",
" \n",
" xs = [\"Free\", \"Best effort\", \"Mid\", \"Production\", \"Monitoring\"]\n",
" categorical_plot(dfa, \"tier\", \"Cluster \" + cluster.upper(), xs)\n",
" \n",
" # Processing figure 7b\n",
" \n",
" dfb = pd.read_csv(glob.glob(DIR + cluster + \"_exectime/part-*\")[0], header=None,\n",
" names=[\"term\", \"ignore\", \"exectime\", \"count\"])\n",
" del dfb[\"ignore\"]\n",
" dfb = dfb.sort_values([\"term\", \"exectime\"])\n",
" if dfbtot is None:\n",
" dfbtot = dfb\n",
" else:\n",
" dfbtot.append(dfb)\n",
" \n",
" xs = [\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"]\n",
" categorical_plot(dfb, \"exectime\", \"Cluster \" + cluster.upper(), xs)\n",
"\n",
" # Processing figure 7c\n",
" \n",
" bins = [\"0\", \"1\", \"2-3\", \"4-5\", \"6-7\", \"8-9\", \"10-11\", \"12-13\", \">=14\"]\n",
" bin_max = [1, 3, 5, 7, 9, 11, 13]\n",
" def map_bins(value):\n",
" for i, m in enumerate(bin_max):\n",
" if value < m:\n",
" return bins[i-1]\n",
" return bins[-1]\n",
" \n",
" dfc = pd.read_csv(DIR + cluster + \"_figure7c.csv\", header=0)\n",
" dfc = dfc.sort_values([\"term\", \"n_exec\"])\n",
" dfc[\"n_exec\"] = dfc[\"n_exec\"].map(map_bins)\n",
" dfc = dfc.groupby([\"term\", \"n_exec\"]).sum().reset_index()\n",
" categorical_plot(dfc, \"n_exec\", \"Cluster \" + cluster.upper())\n",
" if dfctot is None:\n",
" dfctot = dfc\n",
" else:\n",
" dfctot.append(dfc)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "763fed0f-718e-44d1-9207-dc1a6f6615e5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cluster = \"all\"\n",
" \n",
"dfatot = dfatot.groupby([\"tier\", \"term\"]).sum().reset_index()\n",
"dfbtot = dfbtot.groupby([\"term\", \"exectime\"]).sum().reset_index()\n",
"dfctot = dfctot.groupby([\"term\", \"n_exec\"]).sum().reset_index()\n",
"\n",
"xs = [\"Free\", \"Best effort\", \"Mid\", \"Production\", \"Monitoring\"]\n",
"categorical_plot(dfatot, \"tier\", \"2019 data\", xs)\n",
"\n",
"xs = [\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"]\n",
"categorical_plot(dfbtot, \"exectime\", \"2019 data\", xs)\n",
"\n",
"categorical_plot(dfctot, \"n_exec\", \"2019 data\")"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "5f3eb3a4-1bbc-4148-952b-67d0efd1ab1b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def malusa(l, r):\n",
" return [a for a in itertools.chain(*[[b for x in range(r)] for b in l])]\n",
"\n",
"dfa11 = {'term': [x for x in range(4,8)] * 4,\n",
" 'priority': malusa([\"0-1\", \"2-4\", \"5-8\", \"9-11\"], 4),\n",
" 'count': [18, 38, 20, 28,\n",
" 0, 4, 21, 78,\n",
" 0, 7, 25, 65, \n",
" 0, 85, 17, 4]}\n",
"dfa11 = pd.DataFrame(data=dfa11, columns=dfa11.keys())\n",
"\n",
"dfc11 = {'term': [x for x in range(4,8)] * 8,\n",
" 'n_exec': malusa([\"1\", \"2-3\", \"4-5\", \"6-7\", \"8-9\", \"10-11\", \"12-13\", \">=14\"], 4),\n",
" 'count': [45,12,27,18,\n",
" 20,16,20,45,\n",
" 10,17,18,55,\n",
" 9,24,20,57,\n",
" 8,25,18,51,\n",
" 7,25,19,50,\n",
" 6,26,20,49,\n",
" 6,26,21,50]}\n",
"dfc11 = pd.DataFrame(data=dfc11, columns=dfc11.keys())\n",
"\n",
"dfb11 = {'term': [x for x in range(4,8)] * 7,\n",
" 'exectime': malusa([\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"], 4),\n",
" 'count': [3,78,11,7,\n",
" 5,38,21,39,\n",
" 6,6,20,70,\n",
" 8,4,17,72,\n",
" 12,8,18,65,\n",
" 21,3,21,56,\n",
" 23,2,70,2]}\n",
"dfb11 = pd.DataFrame(data=dfb11, columns=dfb11.keys())\n",
"\n",
"cluster = \"2011\"\n",
"\n",
"categorical_plot(dfa11, \"priority\", \"2011 data\")\n",
"\n",
"xs = [\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"]\n",
"categorical_plot(dfb11, \"exectime\", \"2011 data\", xs)\n",
"bins = [\"1\", \"2-3\", \"4-5\", \"6-7\", \"8-9\", \"10-11\", \"12-13\", \">=14\"]\n",
"categorical_plot(dfc11, \"n_exec\", \"2011 data\", bins)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7e5fc71b",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "dc93b788",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "2429da19",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "venv",
"language": "python",
"name": "venv"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}