{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" name | \n",
" created | \n",
"
\n",
" \n",
" | id | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | glottolog | \n",
" Glottolog 5.2 | \n",
" 2025-05-27 09:27:58.292501+00:00 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" name created\n",
"id \n",
"glottolog Glottolog 5.2 2025-05-27 09:27:58.292501+00:00"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%matplotlib inline\n",
"\n",
"import functools\n",
"\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.basemap import Basemap\n",
"import pandas as pd\n",
"\n",
"ENGINE = 'postgresql://postgres@/glottolog3'\n",
"\n",
"read_glottolog= functools.partial(pd.read_sql_query, con=ENGINE)\n",
"\n",
"read_glottolog('SELECT id, name, created FROM dataset', index_col='id')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Index: 8612 entries, aari1239 to zyph1238\n",
"Data columns (total 2 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 latitude 8300 non-null float64\n",
" 1 longitude 8300 non-null float64\n",
"dtypes: float64(2)\n",
"memory usage: 613.9 KB\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" latitude | \n",
" longitude | \n",
"
\n",
" \n",
" | glottocode | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" | aari1239 | \n",
" 5.95034 | \n",
" 36.5721 | \n",
"
\n",
" \n",
" | aari1240 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" | aasa1238 | \n",
" -4.00679 | \n",
" 36.8648 | \n",
"
\n",
" \n",
" | abad1241 | \n",
" -9.03389 | \n",
" 146.9920 | \n",
"
\n",
" \n",
" | abag1245 | \n",
" -6.12028 | \n",
" 145.6650 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" latitude longitude\n",
"glottocode \n",
"aari1239 5.95034 36.5721\n",
"aari1240 NaN NaN\n",
"aasa1238 -4.00679 36.8648\n",
"abad1241 -9.03389 146.9920\n",
"abag1245 -6.12028 145.6650"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"QUERY = '''\n",
"SELECT id AS glottocode, latitude, longitude\n",
"FROM language\n",
"JOIN languoid USING (pk)\n",
"WHERE level = 'language'\n",
"ORDER BY id\n",
"'''.strip()\n",
"\n",
"df = read_glottolog(QUERY, index_col='glottocode')\n",
"\n",
"df.info(memory_usage='deep')\n",
"assert df.index.is_unique and df.index.is_monotonic_increasing\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Equidistant cylindrical projection (equirectangular)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(fig, ax) = plt.subplots(figsize=(12, 6))\n",
"\n",
"ax.axis([-180, 180, -90, 90])\n",
"ax.set_xticks(range(-180, 181, 90))\n",
"ax.set_yticks(range(-90, 91, 45))\n",
"\n",
"ax.scatter('longitude', 'latitude', 1, color='k', data=df);"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def shifted(degrees: int = 180):\n",
" \"\"\"Return a function shifting longitudes westward by given degrees.\"\"\"\n",
" degrees %= 360\n",
" cutoff = degrees - 180\n",
" def shift(x):\n",
" return x - degrees if x > cutoff else 360 + x - degrees\n",
" return shift\n",
"\n",
"(fig, ax) = plt.subplots(figsize=(12, 6))\n",
"\n",
"ax.axis([-180, 180, -90, 90])\n",
"ax.set_xticks(range(-180 + 25, 180 + 25, 90))\n",
"ax.set_xticklabels([0, 90, 180, -90])\n",
"ax.set_yticks(range(-90, 91, 45))\n",
"\n",
"ax.scatter('longitude', 'latitude', 1, color='k',\n",
" data=df.assign(longitude=df['longitude'].map(shifted(155))));"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(fig, ax) = plt.subplots(figsize=(12, 6))\n",
"\n",
"m = Basemap(ax=ax, projection='cyl', lon_0=155)\n",
"m.drawparallels(range(-90, 91, 30), dashes=[], linewidth=.25, labels=[1, 0, 0, 0])\n",
"m.drawmeridians(range(0, 360, 60), dashes=[], linewidth=.25, labels=[0, 0, 0, 1])\n",
"\n",
"m.scatter(df['longitude'].values, df['latitude'].values, 1, color='k', latlon=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Robinson projection"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA7wAAAH5CAYAAACiSTLBAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsnQX4FcX6xxdEQkIUEARBRewWFbFQEbsDFQPBbu+122ti3L+oCCYiBiUN0t0l3d2NdOP8n+/cO9xhmN2zu2djdvf9PM/xJyd25+zZmXn7LcAYYxZBEARBEARBEARBpIyCcQ+AIAiCIAiCIAiCIMKAFF6CIAiCIAiCIAgilZDCSxAEQRAEQRAEQaQSUngJgiAIgiAIgiCIVEIKL0EQBEEQBEEQBJFKSOElCIIgCIIgCIIgUgkpvARBEARBEARBEEQqIYWXIAiCIAiCIAiCSCWk8BIEQRAEQRAEQRCppFDcAyAIIn9mzZpl9erVy+rTp481cOBAa9OmTdYhhxxiFSlSxLrmmmsiv8SbN2+2Vq5caf39999W0aJFrcMPP9wqVIiWG69s377dWrRoEf8dK1eubBUsSDZKP+zZs4fPkRNPPNHX54n/sGLFCj6fS5cuTZfEJxs2bLCWL19ulS9fnq/RhHfWr19vrVmzxmKM8WtYpkwZq0CBAon5/YcMGWKtWrXKKlasmHXxxRdbderUsa644grrlFNOScz3IIikUYBhxSAIInEC/MiRI63OnTvzB4T5Aw880Lrgggv45onHWWedZR1wwAGRjWnevHnW8OHDuRBSpUoV68ILL4z0/Glix44dVvv27blyceONN9J1zJOffvrJuu2226zixYsH8wNlmB9++MF64IEH4h5G4hk8eLA1Z84c66677uKKD+GPqVOnWuPGjeP/X7NmTevYY481/lLCEDx58mSrd+/e3EgNBRjGzaOOOsq64YYb+Jp/0UUX8T2dIIhgIIWXIBLC1q1b+eYIBbdbt27W6tWrrcMOO8y6/vrr+SZ52WWXWSVKlIjc0g7PMjbrqlWrWueffz4pZ3kAYwGuJ7zjt956a+S/Z1oFYsyVSy65JO6hpIK+fftaxx9/PI84IPJj27ZtVuvWrfnaWatWLbqcea6dI0aM4MbfkiVLWldffbV10EEHJeKaYv8cNGiQ1aVLF/5YsmQJj6JAdBaU36uuusoqVapU3MMkiERDCi9BGL4R9ujRw2rTpo3VtWtXrvSecMIJfBPE49xzz41cwdy9e7fVv39/Ht6ITRneZPJQ5M/8+fOtnj17Wtdeey33kBPBeFK+/fZb69FHH6XLGeA1bdmypXX//ffTNQ0IePsQHXPvvfcmRkkzGaT0YN+EQQGRTqeeeqqVJMV9/Pjxe6O3Jk6cyFNaoMDXrVuXG7jJEEoQ3iGFlyAMDGdFqBOUXFh7sXmffvrpfLNDWOZxxx0Xy7gQfjds2DAeZnXppZfyvFwiGANC27ZtrUMPPdS68sorKYcrQCAw1qhRw6pQoUKQh8088EoiqoSUs2CNm7/88ot19tlnW2eccUbm77GgQLjzlClTuNcXxkQoj0li4cKFPL0Fe8SoUaN4mgu+xx133MH/0hwkCHeQwksQhuTkotgUBJ6OHTvywhYnn3wy39Sg6CKEMA527drFlW+EhFarVo3nCFNRjeCAJX/MmDH8N6ZCQMEC7067du2s++67L+AjEzDCIRrh9ttvp4sRMAhtRUgrcnupSF2w6Tfdu3fnBkaECKNoWNJYsGABX9NgDIciD2UXHt977rmHG0sp55cg7CGFlyBiBJbnn3/+2fr111+tpUuX8oIbEHSgAEHhjYvFixdbAwYM4OHSCFlGrjARHBC6fvvtN+uYY47hRgQieBB2i4gI8oCEVwisfv36IR0928DA2KpVKx7iTJWcg197UScBVZLPPPPMxHrT586dy72+uE8QEl+uXDnrzjvv5PcMogTIME0Q+0IKL0FEDHJfsUlBIJ8wYQIPZcVGBU8UcnLj2qiQO4TKoai2jII0KIJFHobgQVEV5EDDsHHwwQeHcAYCwizC72+++Wa6GCGB6wtDWBKq4iY16gfGUChlSGkhgufPP//kObIVK1bkht2k7nf4DsJwDvkCdT6g+N59993WkUceGffwCMIISOEliAjYuXMnLzqFlh6wLqMn7XXXXceVXBSjKFy4cKy5Ywj12rhxI+8JCK8jEY5BAeFoUHIRfkaEB+YZiipRW6xw72cY7cjLGy4wjmFtvummm0I+U3ZBCDlSd2B8xr6c1J7x8F7369ePK79IjUKRS1Snb9CgAUW7EJmHFF6CCJFp06Zx4RsbEMLUUEAHmw9y37C5xgla3yAPD3k/KH5B3sbwwG+PvCuE2FIBpXCBhwN50chtI8IFCi+8SGRYCL+COwylDRs2jNU4mnbWrl3Ljb8obIWibEnuPoA8eyi9LVq04OlJaGtUr1493kO7evXqFPJMZA5SeAkihI0GuTXff/+9NXLkSKts2bI8vAgbTZx5uYJJkybxghcIR4SnManW7KSA3pAQWBG2ntSQuSTRvHlz7t2lax0+ixYt4tXbkf5AhMuWLVv4vQ2lpUyZMnS5Q2Tz5s28QwLCyqH4Jt0YjHzfH3/8kSu/qBVy2mmnWQ8++CA3VsVteCeIqCCFlyACCu+DV+mbb77hnjyEEkGZhJKLDTNuqzzGN3ToUGv27Nl8s0NRCyJcICyhMBUqbCM3mwif5cuXc2MOwhKJ6Ly8VAk7uh7IKBZWs2ZNnqdJhN8iEKlIMDZgH096ATHsSYgUQNQZFHpEZqDOwcMPP8xDn6nQFZFmSOEliDzARogCVM2aNeMFMFAgAmFn8DBVqVLFCAEJGxwUgQsvvDC2Hr5ZA+HiyNeFN4Ys6NFB3t3ogYEP+aVJ62+aZLp168b7ytaqVSvuoWQCtOeDggjP74033piKFnLYo5BqBeV3xowZ3IDy6KOP8pz8NHw/glAhhZcgfObmfv3119y7gYIi11xzjfXYY4/x/n4m5LOhSBaEIvTzveKKK6xKlSrFPaRMhTAvXLiQ91Ami3m0lZlHjRpFubsx5KePHTuWF98jomP06NF8naFeyNHuq1B8YeiGkSfpoc4i+gu9n2G079ChA6/pgQ4CkGcoEoxIE6TwEoSHzQ4bAjYGtO9BDixClhEOdNRRRxlxHbERd+7cmYcuIawz6SFYSazCjJZOCDkkogWhnvfcc48RBqesQWHN8YAWcqjijKgiylmPVhbAPrtt2zau+KIgVFoK/sHj++233/L8fBS3guILBZj6mRNJhxRegnAR+gNvLhRd/D9a92ATuOWWW2LPzZUV3U6dOnGhByFXtDlFCwQfFAVBntcRRxwR8dkJ3P/ItUNhMCKesGasO0WLFqXLHzHwsLdu3dp65JFHjNmPspTji30X7YAgDyS5qrMMDOZ//PEHl3nQyQGebBS5evLJJ6mvL5FYSOElCBuQk/v5559zYQKVjFGYBQu+CZWWZUEfrQfg1YKlOS0bbpJAWCGEA7SbIoE/HjBHYWwgQ088rFmzhoeTo70ZEc8+gK4A8PQit5eI/voj+gvrDww/aep8gA4DTZs25feX6Af97LPP8poglLJDJAlSeAlCApZahCpB0R0yZAgvPAUlF9ZNk8KDUTwDlmVsrNhgSdGNL1932bJl3LpPm398cxbVsKlScLxQWHP88wChqFiLqNd3fH18IT8cfvjhvJ5HmvYEKPWY41988QUvcnXmmWdazzzzDI+qoYJ1RBIghZcgLMtav349t2B++eWXPHcF1kss5rBmmmStRbsj4dElRTdeULwE/TAvuOCCmEeSbfA7IGe6XLlycQ8l06Ba/W233caL3hDx1RFADiYKFZrQJSCrQIZAKPBJJ53EZYk0gc4Pffr04U6BHj168FomSPHCo3z58nEPjyBsIYWXyDTwzn322Wc8RxeFKGCthKJ71llnWaa1RYBHF3/RN488uvFu+LB0Q8lCj10iXpA7jXByIl4WL15szZkzx7r00kvpp4hZ6UW7GShaVatWpd8iRqZOnWoNHTrUql27tlWtWrXU/Rbw9MJJgIKBiDBAO8bnn38+ld+VSD6k8BKZZObMmdYnn3zCBQPkXT7++OPW008/zUORTFOukB+KHDl4m6k/XvzFqeBBgWGkbNmyMY+GQJ49oh1OP/10uhgGgPX03nvvjXsYhGXxMH8YbtFflYjXANGvXz/u9UUERFoqOsv89ddf3GnQuHFjLqvge7700kvGOQ6IbEMKL5EpxowZY3300Ue8wATCb/7xj3/w6pam9dPDJjlgwABeMAI9fk1TxLMINnIUR3rooYcoZ8kQyLtrFoh8gMKbptzFJIM2aSeeeKJ1yimnxD2UzCPaGiLkH8brNLZPg0EY3l44E9Ayq06dOtbLL7/Moz5oTSDihhReIvVAeezbt6/VqFEj3rMQ4TYvvvgiF8xMrKo7efJkXgzpsssuo9Agg8I1ka+E4mXU79Icr8LAgQN5iD9hjkGxRIkSXMkizKB9+/Y8l5R+E3MMp0hPghHivPPOs9IIwptx30HmmjBhgnX22WdzxRdrNe2fRFwUjO3MBBEBUHCRy4QiHhs2bOAWb+SdwEtnmrK7atUqXmVz06ZN1sMPP0zKrkHh7/C2456hzdocYIBA9ANhDtWrV7fGjRsX9zAIiVtvvdWaOHEiz68m4gepMDCcorIx9ntUdk4bKPR5xx138JSTXr168VZZCHNG6gm83HBCEETUkMJLpBK0FEIYDYpFoNAThGN4H7DomhZKhFCnX3/9lRe3eOCBB6zzzz8/7iER/2X8+PHWlClTeMsbCskyBwhMmNfUDsMsyCBkJqg5MHz4cN4znDADtPXBfo/8XnReSKMSiD0TzgY4HnD/oV0WDDAwjHXt2jWV35kwF1J4iVQxcuRIvsBefPHFvNUQWpaMGjXK2J542Ah++eUX64YbbuD9E01TxrMMDCRLly7lGzRhFmPHjuVhcoR5IHIGuXyEWSCFB6k9y5cvj3soxH/Bfl+3bl0e2vzNN99Y06ZNS+21QVcDtDMaNGgQ9/hC5sH3hgeYFF8iCkjhJVIBwuiuvfZavqii1dDvv//On7v++uuNVHShSDVr1syqWLGi1bBhQ74BEGYpuwgxv+666+IeCqEBguHJJ59M18ZAEKECbw5hFtgHsdcgpHTz5s1xD4eQQFHKRx991Fq5ciU3gCMHNq3AGYHaCzC+QOGHM+Kiiy7ixn+CCBNSeIlEs2DBAuuuu+7i3p65c+darVq1siZNmsS9ciaG1+3Zs4dX+oWHChsctYwwD/w2UHZhQCHMAykAqHRKmAmMeORFNFfpRX2I5s2b85QAwiyQhgUjPVrfoYdvmu9DpJsNGzaMp5vt2LGD/xvKL1KICCIMzNMICMIFCFdGpeXjjz+eh8h8//33fKFErpKJii5AAQdsZAi5vvHGG430PGcdRAUkUdlFD8SjjjqK/007CItDuwvCXGhtMxcYixo0aGB99913FEpqIGiRiFaJ2IfS7u3FOgEld/To0byqM5wWKGyFApFkNCOChtoSEYkCVmnkurz99ts8T+yFF16wnn/+ed4Kw1QwThSlSnMbgjQAgwk2XBgjkgaUXRSkOfLII3nUQ5pBn8f69evHPQzCgW7duvHq+KVLl6brZChQKBBWitxewkzQWQJRa5dcckkmosEQvQOj7b/+9S/u9YVT47nnnrOKFy8e99CIFGCmK4wgFFDUoHPnzlxpfPrpp7lSMnv2bK74mqzsomDWb7/9Zt19992k7BrM/Pnzef/jJCq7AD0Ooezib5pBy65SpUrFPQwiB1B2UXWeMDtv9IwzzrB69+4d91AIB28vUp9gzIQHNO3FnQoXLszlO7TQeuyxx6z333/fOu6446wWLVrwdDCCyAdSeIlEFKi5/PLLrZtuusmqUqUKbxWD0GDkipnK1q1beZg1wqvReqBYsWJxD4mwAYVCUDADueBJBUIRPLv4m2bgkUKuF2E28OzCO0WYzamnnmr9/fffqc4XTQNXXnmlVaNGDeurr75KZd9elUMOOcT65JNPrOnTp/OCVgjBP+ecc6gYHpEXpPASRntzEK6MnI5FixZZ3bt359Zo/Nv01kgIQ7rnnnv4Ik2YnQsOyzmql2aFJOf7koeXIIJF5FBmQZFKMkcccQT3eqLIU1aiJ6pWrcqLfKLqO5wHF1xwAVd+kd9MEF4hhZcwDoTtQGFEQaqmTZvysGXkV15zzTVGF0NB/gk8z8Kri36UJpJkhSdIkCPUsmVLXiDE5PsqaBo1asRD5PA3SWzZssU66KCDAjsezYNwKVKkCJ9jhPkgJx6pN2kukJQG0MYHhnREjP3444+Z+b3QbhLpYVizu3TpwsOcv/zyy8x8fyIgGEEYxJQpU1itWrWQqMJuueUWtmDBApYEZs6cyZo2bco2btzITOfII4/k1xd/s8rff//NmjRpwrZs2cKSQLNmzfjvhb8mHStKOnfuzNatWxfY8ZI+D0z/HefNm8eGDRsW9zAIl2zYsIF9//33dL0Swvr169mXX37Jli1bxrLE6tWr2UMPPcQKFCjATj/9dDZ06NC4h0QkBPLwEkawefPmveHLy5Yts3r27MlDTVGIx3RvNMY5b948Hm5UsmRJy3SyUuDICbR7QK/mID2GSfHKJjXfF+HnyO0KiqTPA9M99YgiQTG4NJCFaAAUg0MXAbT9IpJR0OqJJ57gbRnRzzYrlC1b1vr222+5xxdFrlAgDxEKq1evjntohOGQwkvEzh9//MGrL6MgwzvvvMOr5aJIg+msWbOGjxnFJJAHlRRUhScLwpwMcsHPOussq0KFClZSsFPOsvLbobVX0CkCSVX8k6KwpylNIF/jQlLm6cknn8wLLqbFUJF2MMfuvPNO3lsZRlwUIMsKqI+CeilQfrt27WqdeOKJPEUp7ZWsiTyI28VMZJcVK1awO++8k4cV1qlTh82ZM4clhcGDB7Nff/2V7dmzhyUdObTT9DDJfBk5ciQbNGgQSwtJD8t1yx9//MFWrVoV9zAIj/zyyy88fSDp5LsuJm2eIj1n+/btcQ+D8ADWxy+++IKtXbvW03VLw56/cuVKVq9ePT7HateuzWbPnh33kAgDIQ8vETmwwKG4Exqpo83Izz//bPXq1cs65phjjP810AsOPeHQCL1evXq8QJVpePUmCE/R+eefbz355JNGh0nmA8LOly5dal188cVWEtH9rqZ7+YKMpihXrlzcw8gMQXkkq1WrxntqJp18owGSNk8RIgpvGZEcsD4+/vjjvKjTxIkT84peSEpEguCwww6zfv31V17Beu7cubzd1ocffmjt2rUr7qERJhG3xk1kixkzZuwtSlW/fn1egCApoDgEikT89ddfzGT8ehPE5w444ABHa28SLcKbNm1i33zzDUsySfMSBQU8hC1btox7GJkiqHttx44drE2bNoGNi4iO6dOnsx49etAlTyC9e/dm3bt3d/Ve3X6e5L1m8+bN7Pnnn+dyzKmnnsqjuggCmOeeIlIJysd//PHHvCgVvGzw7MJTigIESWDw4MH8gSIRpUuXtkzGrzdBfK5Jkyb833YWXtOL5egiCnCvoX9fkkmalygo4K0444wz4h5GYvHjrQnqXkNRGfKyJBNEYKHVHjzbRLKoU6cOn/OIpENUmtfohSTvNYi+++STT6wxY8bw9QctjVAQFXUgiIxDej8RRauhc845hxUsWJBb3rZu3ZqYi757927WvHlzNnbsWJYlnCy8SfPwwjuIHB8imeD3S0MeaFzE7a1BHi+RzDUU8+6rr75iu3btinsohA/Qxu3zzz8PtJ1bksB9+/HHH7MiRYqwY489lg0ZMiTuIRExQh5eIlSv7gcffMAr4m7atImXzoflDU3Tk8Dy5cutZs2aWTfffLNVvXp1oz00ud7jN69XZ+EVFmFgep5P//79eT4PcnyI5JKmir9RE7e3BhVk4Skkkhclg3mHWhWtWrWKeyiED9DGDVFpaJ04ffr0zF3DQoUKWS+88II1YcIEHk2I+h3PPPOMtWXLlriHRsRAAWi9cZyYSDeTJk3iIaRYaLDgvP3224G3FQkT9HhDkSOU/I9b2IZSCeEIQqtdeFmu97g5RhjjipOZM2das2fPtq677rq4h0L4ZOXKlXwNSUKbMkIPBG2EE8LwSfwHGAmh7MIIkYS2WMOHD7eKFCkSq+GXyI9u3bpxGezyyy/P5KVEaPcXX3xhvfbaa9bhhx/Ow70vueSSuIdFRAh5eEMAOar33HOPVaZMGe7NhIdp7Nixe1+HjeHNN9/kkw6vYwGCYC4zYsQInrcm8jBkoIBh4YKyIXPTTTdZ999/vxW3V/e9996zzj77bGv79u38e2BjT4qyi9+mXbt2/HvcddddsSi7qjfWTQ/WXF6cMLw8cXuOnNi4caM1ZMgQT8pu0F5yIn8GDRpk1apViy5lgjnuuOO48YlIbg9oVPBHLv3mzZvjHgrhE+yFhx56qPXbb79lslftAQccYP3jH//g93GlSpWsSy+9lHelIG9vhogznjqNIFcCuTn3338/GzVqFJs3bx7r1avXPj1mGzVqxA4++GDWqVMnNnHiRHbDDTewo48+mm3btm3ve0488UT2+++/s2HDhrFjjjmGLVq0aO9r+NmKFi3K7rvvvn3OfeONN/LKx3FWYK5RowbP1X3llVd4H7+k5CoB5BY3adJkn2ttcs5d3Ll5JuedoR+h17yzXNeTrnf0/PTTTzGclQgayuNNPqi4nYR9nHAG8g36LO/cuTOzl2rPnj08t7lYsWI8t3fEiBFxD4mIAPLwBsxHH31kVa5c2frxxx+tc8891zr66KOtK664Ym+PWeirjRs3tl5//XXrxhtvtE477TTe727ZsmVWp06d9h4HVieEgKGqMfIwkAMrA8vUL7/8Yk2ZMsWKm7///ptX9j3zzDOtdevW8Vxd5O4iBCopuUqwtuM3e+CBB/jvFyduPacme1jjpG3bttZtt93G83e8EIeXnLAHeZ+oskkQJkRXmDCGOMFchFesV69ecQ+FyAPIN4hAbNq0qbV+/fpEXMug517BggWtp59+2ho/fjyXry+44AIuk1OtgZQThVadJeCZffbZZ9ltt93GypUrx8444wz27bff7n197ty53Is0fvz4fT538cUXs6effnrvv7///nteWQ69xJ588sl93ovPd+zYkXuGr7322lg9vLAWXn755XxMTzzxBO+BJpMED++gQYNY+/btM1EJNgm/Rz6MHj2aKjGmBMzL+fPnxz2MzBDm2oBopXyq85sQXWHCGEwAfZWp6n3yQQQUetMjCtF0wpx7uA7vvvsuK1SoEJfXJ0+eHPg5CDMghTdgoKTigZDeP//8ky8oCD9u0aIFfx0hypi4y5Yt2+dzt99+O6tbt+4+z0F51JWTFwrv1KlTuUI8ePDgyBVeKIc///wzD82uVKkSD9tOGvgOCLWDkpRkgdPL59IstK1Zs4ZCYFPWjoiIjjDXBqT05BM2GKQyHvY6m3ajIsJB0aooCwbiLNC2bVtjZKA459S4cePYSSedxAoXLsxbGaElJZEuSOENmAMPPJDVrFlzn+eeeuopdt5553lWeO0QCi9o0KABO//88yNVeKGE33HHHXwcd999t1YpN33Th7fhyy+/ZMuXL2dJFzi9fM703yXfnBz8Tet3zBqk8P6HqO7nMM8D5ejXX381YixhG/2COr7J6xi8gt27d2dJxOTrGhf9+/dnf/zxB8s6qKPz3HPPsQIFCrBatWrFXs+FCBZSeAOmSpUq7IEHHtjnORQIqFixoqeQZrcKLyYkPMj4dxQK78CBA1nlypW5Z7d169aJ9CQuWbKEF6dCUS2TiMLDmzTcfjcoR6tXrzb+3vNCmn9XN976bt26xT0MIwj7fo7qPvNSuCrM7xz29w3q+KavY+3atWMrVqxgScP06xoXkyZN4nOUPPeMDRgwgB1xxBGsdOnSPISfSAek8AbMXXfdxS688MJ9nkNOr/D6YjGpUKEC+/TTT/e+vmHDBh4G3apVK88KL3j++ed57vB1110XmsKLin6vvvoqt3xBOV+4cGHO64Bwa/w1ibFjx3JPQxCLepYVEpOEk6FDh/KK6CaFPwZBlgWzDh06sI0bN8Y9DCMI+x6M6j7zovDm+s5pW3t13yeu7+j2vEkNbU7bvRPkd4Nc9/XXX1M4738jGRF5ibURcjXtR8mHFN6AQS4Ekt/ff/99Nnv2bK5cHXTQQfts9mhLBMtR586duVUNnlm1LZEXhXft2rXc4wpPbxgK76xZs9jZZ5/Nv9eHH37oajE0UVhHCFa/fv0CO16u75jmjTUqcl3DVatWhdryJM77OMv3D+oDEOm6z1AYcMuWLYEcy8T9JS3fx8tYFixYwLp27brf81leu5J+H0GeRHqQW3k0zcCYg/o7JUqUYFWrVqX2RQmHFN4QwAZwyimncK/tCSecsE+VZjGJ3njjDVa+fHn+ntq1a7OZM2e6Pr6q8IIPPvhgryUqKDDOH374gSvs6FU2ZswY1581acODJbp58+a8yFc+qN8pl1XeJCEmjeD+RB42ft+wMOk+zgqiIB6RLmA4lSMxTJuXcc51vx5eE64DQpvVWhi098VDUPcDlF0ovbr6LFkERfdQhwdRi//617/IA55QSOEltCDM+s477+QKG3KSN23alMgrhXF/8cUXPCcwX9xs4oceeih/D/562XxIsfIOcmvU4m90jZPP9OnTPRnXiGQAw9Rvv/3GTMW0iB03+40JiiUMVKhTIkP7WfJBJB9+Ryrc9L/2RW+++SYrWLAgL2iFWjBEsiCFl9gPCJsI3yhVqpRjYaqo8Lt5YkHCRoz846jGISu8XkhykZY4QCqA1/B0E4TDsEjTb4w0EGoJkc77z0ul5qjJVXci6vUjLg+vXw9Yz549Yx1DmonrdxatG6dMmRLpeU0GhVtRhLZs2bJUWDFhkMJL7GOB//e//81bKyFnFxWlTcCPoBFXxcGoKy27+VzaFD3kAaK/tVdMEQ7DIE2/cZThzGm+J0y8/8LMt0+qhzct9yB+2/Xr18c9jFQS9/repUsXyl+VQEeIa6+9lv8m//znP9mOHTti+V0Ib5DCS+wt/nPNNdfwCYw+ZCZNYK8CAUrKR9VTLm5hxc1GGPcYgwZVJOWCGiSIpuc3RjSG22r1aRAks+jhDTPnPolzKC33IOauWq+ESM/63rdvXy5bEf8BzpTPPvtsr4MIUQ6E2ZDCS7DBgwfvDdFIajN5uRLoyJEjI9towhBWspr76+a79OrVi02bNi0SgTFuQdTU1l5hMnz48EgFhzTNnySAolUoXkUEfw/6OU7Q9z/a/gVVmIwwD7QAjMqZkKQUwGOOOYaVLFmStW3bNu7hEA6QwptxC9XHH3/MheqLLroo0Un48Bp8//33gQtTUYa5iWOJPGD8LnEIQXGR61qjEqhuQ0mrhxe/v7gPsgLCmZPW1zOpxHF/Ix0BPZZNI8pqx16fD9NAF4ZRD/uwSRFiRLCMGzfOyDkcd5HXO+64g8+lp556iu5/QyGFN6P89ddfvP8vJuhLL73EK9AlFYS3ohIz8iqCQggf8K5FJRQK4QMKr1B28hVE4vZSesFJ4IMS1KRJE2OVIb9tRZzIooeX2hFFR1xrg4l5vGFcC7tjen0+zDUoDEUfnRFatmwZ2PEI80CLR5MrrseBkFEQ4nzuuefyHtWEWRTAfywiU4wbN866/fbbrVWrVlmPPvqoVb16dSupbN682Ro6dKh12WWXWYULFw7suE8//bS1Zs0aq2zZstYXX3zh6jN9+/a1unTpYt1www3W5Zdf7vmc8udBPscKakxh4mVsY8aMsapWrWqVKVPGMhHd/eLnHsoyu3fv5r9zzZo1rawQ5/yM69xYry+88ELLJMK4FnbH9Pp8PsS1Bk2ZMoWv1Ycffnhi9iPCG5Afp02bZtWqVcsqUKAAXb7/MmfOHOurr76ydu3aZf3yyy/W1VdfTdfGFOLWuIloLVAo+FO4cGGeZD9v3rxEX/7Fixdzy3QYLUz8WL7D8pjIY4k7zDZI3F6v+fPn8yqRQRBl+HOafqsoGDJkSOLXpDRHYKTZw5tW4owSgayhRuRk8X5PM8uWLeP7m6mF6OJi7dq1e6s4v/rqq4mOoEwTpPBmhK1bt7L69evzCfj444+z7du3syQzffp0HjYVZ4irqtD4KTblJmRaFhJMFxiCLriFjTTIUGbTr1+WyWI4cxaNIj169Ag0/YQwc71DSKda4CjK+z2LcysOMJexR5PSuy+4Hh9++CErWLAgq127Nq15BkAKbwbAxnPWWWexYsWKpcK6jkqQJhRNyEeYEJ+VCxO5ybMyfRMPWsBCixq0zHKDm2tj+vVLy5j9kEWFN6teIbQ4IcxbO4Jea2CU3rx5M4sDMm5G69H88ssvQ4m2Szr9+/dn5cqVY1WqVOGyKxEfpPCmnD59+rAyZcqwo48+mo0fP54lHfSBQ2saE8hHOJA9vEEVqDKBIAUmePF79+7Nsi7gpPV7ySDipE2bNnEPg4gARGugHy+R/rUG8/rHH39kcZAVQ6FJhVCh9FL47v4sWrSInXPOOaxIkSKsRYsWMfw6BCCFN+UthxBOccUVV3ALXNLp2rUr79NpIvkqv6jMjAdtzv8BluKmTZtG9huYTFq/l8ygQYOoqmWGSEOkURoJY63p168fmzlzZmDHI8xuz4OOGTt37ox7KEZ2E3nggQe4QemJJ56g1kUxQApvCkFbgNtvv51PrFdeeSUVYSbw/kyaNIklyTLuRXiQP58FBScXaHmwZs2a0M9D19oMqI1Jtu5xUnizFyptaks5Ilg2btzIPv/8c1LoNGAOfPPNN7x10QUXXMDTO4joIIU3ZaCi7WmnncZKlCjB2rdvz9KS2zdr1iyWNAFAVYKdhAT5tSyEsDqBSr3du3eP5FxRX2s/yoeJCkvQUP5ueJi4nkDhJQUoO/cU5BK1gJXJZGHNDRPkbZPSa8+IESNYxYoV+WPMmDER/jLZhhTeFDF48GBWtmxZVrVqVTZlyhSW9I0EAtEPP/yQ2FBHtdiU21zdLG+2+M2/+uqryIThqK+1H+XDRIUlSJDzBY8+EQ4mrieoxbBkyZK4h0FE6OFFLRGEuyaBtK+5UbBlyxYKb3YA3t0aNWqwokWL8uKcRPiQwpsSvvvuOx4mcckll0QSCprvRoJ8VacNEyXdEfqRlpAPuSqzSYKnad7Ijh07sqVLl7K0Qh7e/Rk3bhybOnVqDL8GEReovG5K8UEiuv0PSm8SMNFIlNTwZhg50pBWF1Ze77333ru3Xy+1dgoXUnhT4B15+umn+YR57LHHjC8WgKrEKKSF8dpZULE4wsvnth2NX6gnoPN10OUV5+obnI9lfPny5ez333/39VsSyQXhrbTRZ08Yp0rN2btnH3nkEbZixQqWFtIyF8MC16Vy5crsjjvuoDU+R4HZAgUKsBtvvJEbCYhwIIU3waxbt47VqVOHew29VrSNC6EQ2Xk7obDDIogS92FvUgcddNBeb3OWsVNSRcskoeTKfYPtFNp8BADcw5TXlz0ofzeb4Zak8GZPoYNh69tvv2VpIS1zMezrc8QRR0SaqpREunXrxkqWLMlOPfVUnvNOBE9Bi0gk8+fPt84//3xr3LhxVp8+fazHHnvMSgIvv/yydeihh/JHkyZNrEcffXTvazt37rSaNWtmNWjQwCpdunRg5/z666+to446iv8FjRo1shYuXGht3749sHOo5ytTpgx/iHOa/psceeSR/K/M8OHDrT179vC/4j1169bVvleA33PBggX7/K5uwD1cp04dq0CBAnl9lzSj3sdpAEZXIpj5ShBBI/bK1157ja899erV22cN8romFSxY0DrppJOsKVOmpOLHMnUumrJXiOuD++e2226zvv32W1rzbbj22mutkSNHWlu3brVq1KhhjRo1KtofKwuEoEQTEVR4K1euHKtWrZrx1YvdsmPHDl7VD9X9grBIn3322ft5J9VqybnCc4PwYvux/JoSJhXVOFDcgpqx5/4dEImQNm8CCtKh2B5hDlHNe3h4yeOTrLVHjfDx207v66+/pt8+g55n1GRBvRma9/asXr2atyxCMStK8QoWUngTRrt27fhEwITAxEgDQSm7qrIph037FeD8FhmCgICQafz1el5TN6uwaN68OS/eQORX6C2JYEPfunVr3MMgYlh/hgwZwhYuXEjXPgHYGYl17fTcrFOzZ89mffv2jfAbZAtTjOY6MOcpjcUZyEN33nknz+tFfi8ZCIKBFN6EJbZjQ8GmkwQFwc2ii5zdoJRdOw9vXMKf38+GtVmZuAlOnz6d9e/fP+5hGI2Jv1tQkOCT3fsNNSiS1Js1K+T6/e1e9xqJ8v3332e6em+a1/VcTJs2jXXo0CHuYRgN8t1fe+01PpdQ7A0Faon8IIU3AeBGxw2PG//11183ptpdrgU7l8IHZbdx48Zs06ZNzFSi9g6HSRyeY6drACOOKdcmCrJkyHALKbzZhvovm0eufSLX627XI3RhyLLSk7VILpUxY8ZQazKXEXCFChViV155JVVwzhNSeA0H+Y033HADv+Fx45ua16Pb3Jw2Pq/Kruy5RVsjhAubKuCbqoDEMS6nTb1Lly5s8eLFLCuEJeC4Oa6J9yTaL3Tq1CnuYRAxQpWazUOk5Nil47hdS9y8D7Ubtm/fzrKIiWty1AwcOJANHTo07mEYD8L/Dz74YHbWWWelqq1X1JDCazBr167lubpQ7nr06MFMAIuzKFyBDTFXmxr1s3gfytOj9ZDbfmP4HHIZ5NxcPKD4ik05V5iVKUqeKUR1XezOs2HDBt5/NUvE6eE18Z4cMGAAW7JkCTMZk4VSk8fmFlJ4zSSI9cLNMbAPtGrVyvc5iOSDtIbx48fHPQzjmThxIjv88MPZMcccw+bMmRP3cBIJKbyGAs/XySefzMqUKcNGjhzJTEHux6oqmm5DnKGkIn/L6znxKFy4MFd0ZQUYr9ttrqaF8ZpC3ArQDz/8wIuVZZE47g8T78kkGDz8VqHNwhwOAlJ4zcTNve4311d3D5ic1kREU4wVhcwIZ9Cf97jjjmOHHXYY+/PPP+lyeYQUXkMT+itXrsyqVKnCZsyYwZIS7iRCnPFXR9OmTflrH330kadz6M4pnjvwwAO5AoxQ51weXtME1jiJ81rMnTs307k7aVBUsqLw6qrQmvK7pWE969y5sydlJw3fOS2o88Hvb4MCnC1btgxplERSQBGzNWvWxD0M40Hu+znnnMNKlizJ+vXrF/dwEgUpvIYBby4UuVNOOcXYcD+d4IdNDoqnCDXWKZgoUIO+m7kQirMb4VI+px1uqkfq2i6QcBUO33zzTabL7NN9lRyFN5ehj37L/Ku0jxs3zvX7TTM6ZBn13s+nmBXakyGFi8guKMaKVLckdCCJGxgJr7jiCu7wadu2bdzDSQyk8BqWwF+iRAl24YUXegr5jRrdxiWHHYtNTyiYyEEuW7Yse+utt1wdE+/H5xC2nEvxFO/FX93Y1Jxju+PIodq5wqQJ/wwbNoxNmjSJLmEO0q5IofBG7969WVIwKWUiTSCtAeGMbkn7vEgyMBY7tQJ0misoYokCVkT497vJcwg92b/88ktjOpGYvnbWq1ePO3to7riDFF5DQIhnsWLF2OWXXx5YT9ookT2kwhMilFHxUKs524ULqkqs00apLt5qWLX4t1Ce3YyfPLzhgE3s22+/ZWFi8mbuhbQrUt26dTPaqKdiUlG8tEF5vOkg33ZF8FT99ddfrs4VZKXotO8DXj3xJoTsmtKRJAky1UMPPcR/z6Te41FCCq8BoD0LijFde+21qQjnkItTlS9fntWuXVtbzVm8D4otFFLRakj2DAvF2a5FgoqdwotjkCIbLx07dmQrV64M9RymbeZ+Ba6wBbW4BUG34cxxj5MIH1J4s+HhzTW34bGqX7++q/kuyxhuCmWash94JYj1L6hc6yiZOXMmtaxzCdLDnn76af4bf/bZZ+H+MAmHFN6YQTgXeuzeeuutiapa67S5iQX1zTff5Mq8/Jwcoiy8qaLiMo4nv9dLLq96bjmkWc3fjXoTTMIGEzbotfjTTz9l7lqbKnDFPS63Ci/N1fRDCm868DpXde9H6pObY7ipyxHkfmDavpKFsQ8ePJiNGjUq7mEkRul96aWX+Fx4//334x6OsZDCGyMQ+hB/jzj8Xbt2sSQhPLZCSVVZunSpbeVFdaNDhWX8G39lhLfXi4fXboF3UrjD3gjiVi5M4LfffnPddznpJKEyeJzjwuZsqoeX5mo8Cm+Wi9ilBa9zVff+unXrcgO4Xy9xWNC6EJ/cAFmSyA3W0H/9619c1nz99ddpTdVACm9MtG7dmiu7DRs2ZLt372ZJw8nDi2byaEFkJ8TY5ZSI49kVxPJqOVZzhqNWRKNWrE0Fim6WvDgkHOXuMY4CfSZiqoEi7fUrkLdHpAd173O7B4q1E20ZTZrjtC7EA2TIJk2apCLVLyrQ9hNzCMovsS+k8MaUywhl7N57701dNToo759//vl+HmunDUOupKzL9fVjOdYdJ2rhlhSf/4BQ5ixtWCQcOdO9e/dEFayK+7dO+/00a9YsCl1MGWrXA/mvrASrrb7wF8ouHAFh3fdeimASZlRu/uqrr8hj6YEPPviA3+ONGjUK74dJIKTwxiDsoXcWQneSFsbstnm4rtKi2wqOQXlD7XJ5o9zIaPNkvJE8eiwS2cLp3k9S/10TjFppN5whv99LayIimR5enfJrV6Pjxx9/ZFWqVPF13+fad51e9zvXaK8P95osXLiQ+s165I033uD3cuPGjfO+/mmBFN4I6du3LytSpAi78cYbed+5tIECVTNmzAisxU8ur7CX47mt6ujn2FEQ5LWIErQXSKNhJ03I81X1uPjFab7FqfAGPVfIwxsMWUp5yCpyTQ75oVtvkLf5xBNPuJqrdilSbpTWoAzjaTdK+SHoazJo0CA2bty4QI6VlXDwF154gf8GX3/9ddzDMQJSeCNiyJAhfHG/6qqruEU7SbjZBMaMGcMGDBiwz0KHHGW5RZDXc8nHUTdFr2FJuqqOdt/LxM3LaUwmjld4dzt06BD3MAiX88zJ4+IVpyqqcSq8bvP7c2GykSmJkMKbDcT8k9cZu+iuH374wZdX1svcDGrvpPUgmmsCz39a0mGiUnqfeuopfo//+OOPLOuQwhsBEyZMYKVKlWKXXnopz0dIGrmExCVLlvBqegIRvoTQba8Kr7wBybm46qbkVDTLaQPUCfrqZmfi5pVED2+LFi1SGcmQBtR5FrSH1+7e3LJlC2vfvr2nzwSJ2/z+XJhqZEoqpPBmA8w/0YYQf+EEEIZxdV5OnDhxb263U8RIPuuFqXun6cR13VAj5ssvv9Tm89JvqQd1gh588EE+zzp16sSyDCm8ITN37lxWoUIFVr169cS2ZXESEuGtRhU9eQHyEj7sJsRIJ4R78fDKVmVZQY56gczSgrx+/XrKuTGYuO5FCLAzZ86MTJl0ivYgD685kMKbHUTUh1B8xQNtCdV5Kby8ThEjWd5nwySMXOcgWL58OWvVqpVRYzIdGApuvfVWVrRoUd7fOKuQwhsiK1euZNWqVWPHHnss//80Ln7IDYDXxs17cx3fi3fJyznwHrGp2vUN9oPfPOIsLMjowZy00H0ifBAJkqsNW5BKapbmXJKBAJvE9nyEd8RchndXVnh1BvI+ffqwBQsW7PdZp7ogUc75NBvPvKaNRZ0iiDQ6k8ZkOtu3b+dRpgcffDCPnsgipPCGBHrRnnXWWdy7O2/ePJZGUKRq9uzZ+z2fa+HRvS57Yb2EQLsFnl2EdGCTDWpB1IWFOh07Kwvy5s2b9wlxJ4h883f9CrFZmXNJBwVpFi1aFPcwiBiLWInQZnmOIxzTLvfQhJQkrzJArmOYhOlrJ1KmdB1BCGe95Mwzz2SHH354avUSJ0jhDcmSctlll6XakjJlyhTWq1cvXwu47nUsqmLDw18v3h23C7ObjcWr5zhXPnAWNymEJyYxV50wV+EN4742Ya4Q/wHKLpReIluIEGWx96tpR2LN0EULxTV/vdYE8XK8sMebJtD9oWnTpnEPI3GsWLGCHXPMMamIPPUKKbwBA4skFmy0H0rrBg4rEfrt2uFVQRUFqJDDI3KF5fAmXdGsXBuNl7DIJGxabolb8d62bVuq+qwSwYE8f5PujbjnCvE/EM5MUSHZVXjVys0C7KdHHHEEe+SRR/b5nJvQ5rAwwbNswjoXVn2EXOeQgZeya9eugZwri7WFzj333P1SEtMMKbwB88orr/BiDL///jtLq9CKKnl+eqvaLV5yJWbRmkDk94icXrVollwYy2tRqzDCkkwh7vG3bduWG0QIQlfNXbQuM4G45wqxLyYZQ4hokPd2XScIsTeXKVNm73OQEWTlOGrDVVDrRlTrT1jn0V33oH8LN8fr3LnzPnnehDvGjRvHihcvzm688cbM1E8ghTdAUMAJk/Pf//43SyutW7dmy5Yty/k+pzxdVbFUNzDV8ovXxfuFQiz+ivepiq/f0OQwyIpg7ZRvRRC9e/fOXAgV4R5SeLOJXF9D7cUr9k44EtDeEcgKclgeXlXeCGPvTnqEiZOH18t1c/r93Py2cMJ89dVXmVHagqR79+58Pj355JPaVk9pgxTeAG8cLNpo8pzWG2f06NFs6NChrt6bK8xYDVPWKbSq1VdWcMVx1efDbGcSZ9/PoMcVBj179uRePILQQa1nCCdI4c0msiwg7+/qXieMqSIFSs31DWtM+ezd+SpzQZwnjuN5qZcSRKupdevWsZ9//tnXWLPON998k3pHnYAU3gAYO3Zs6kMDUA0PVfHc4iaPV7eZyAulvLHJIcx2ebhe2hpFFeasyz8OalymIXomEvFiqlGEFF7CCVJ4s4ksC8iRWkIREntn+/bteX/3qMYUhIc3qv3az3mc9ol8x+1mD8ol03kdD1oVIUyX8M4rr7zCry9S0tIMKbx5snjxYl7iO83J3/BYN2nSJHBlXl0U8Ve0J1Ctt1EL8UEUslKPE8RYTFVm4P2fNGlS3MMgYjCKuL0n81F4Tb3vieCgXrzZxc64LRvFURCxYcOGiVoHTM7Tddon7I4Xl1fa7XthdEdbRMJ7Olq9evV4sd0RI0ak9vKRwpsHmzZtYmeccQarUqUKL/WdVlCAC4q9W6XV7t+5Fi2xAIdtWTThmF7OYbJXN+ne3Xx/WxMVsajH5Ob+hNHMi8KrfockzAEiP/r378+WLl1KlzGD2EVUqesAilfROhDMuh+0kmwCaF/17bffxj2MRLJ9+3Z2wQUXsMMOOyy1RcBI4fUJvJ033HADK1GiRKo9W5MnT2bPPPOMa2XM6d+5Fks5LNlvKJGbc5imoAC5+Jbba2LKd0GJewirSSTfkHPTBYAocHMfotBdv379fF9XU+5108aSJubMmZNq7wKRfwjxO++8w8qXL09zL88QYb+4SVWLe22cOHEiGzx4cGznTzKrVq1iRx99NDvllFNS2W2DFF6fPP/88zz0tlu3biwtqHmwCNGGtcxL6IsfD6/ueb+KhFsvsmmCtJ3CqzMYyEW8TFC2mjdvnthCbXa55F4+b8L9Yzp9+/b1FAVj8nU1Zd6l0cPQrl27uIdBxISuUKUOL7VE/GLy+hNEEah8z2Enw4V5bi/89NNPqVTYomDq1KmsVKlS7Oqrr/bVftRkSOH1wXfffccndePGjVmaUEOKsYhBCAl78ddZJt2eM58wnnyVnSCxMwzIuU3yeEUbBzzy8YjnC6ojduzYkSWZoO5v1WBE/A+EMyfVKJIGYTgpUOGq7CK3G3Lakzt06MCLaIZJko1aYa5PdtdFKLqQR0xYG3fu3MnbhBL+6NWrF5+PiO5ME6TwemTQoEGsUKFC7LHHHjNegPOjDGLhwqKFUO2333479DHK5y1QoICn8FInhdXNd883nDUs5HHp2jCpgoH8UD3EUQioO3bsYKYRh1ISRA56Wq8ZVWgm3EAKb3ZBLRSxfkIWgByiixTbunUra926dahjIaNW7usi/79TSlZcCjDS8ZKaamUCTZs25b8p2halBVJ4PbBo0SJWrlw5dskll3ALkmkEVeilUqVKkVd5dWvddauw2i3ASfDGyddDl48Db64wDqiPAw88MLINBnnsUYSXJcVCb/I9Ffc1I4WXoPuEcEJnyLWrDWLqvpNmRdtJvrTrjezmPWGHNocdDZBmHnvsMS5TDhs2jKUBUnhdAqti9erVuRUSid0mEkR+KrzWd9xxB/+eUS26CM8VG5wIzXUTouv0/XIpvKaHLKmWVOF5l/sTOj2i+F49evSItaqq0+9vsuBgKmFdM6wpv/32WyznJpIFeXizizDkQinCXwjadik748eP54+0YbJc4iRf2o1bfo8waOC3jWqtRw4q7Sn+2bFjB7vwwgtZhQoVUlFBnxRelwLbfffdx4oWLWp0Y2unSoc6gVL3HIqGNGrUyLXS6WVcdseRFbWgFv5c1kRTBWxdyJCq4Ir8XSeFN4rvhWJVcV7HoIUDU++JpLN69WqeE5RUQY+IDlJ4CTlyy8mAm0Yvb5D1JILey/IxMON5yCwiVD3KwqHoooJURMIfKDaJqM8aNWrwmj5JhhReF6A4FSZoUjZjnfAoP2dXUW/WrFnca6duOPkIoW4KQ4ncHfwVeAl/0S2YunBntwsrzimUSre5xE6VC70s5PLvJBfzUkOY8ZpdLu/ZZ5/NwmbatGls+PDhsSoqQW+UpHSFA8Kh5s+f7/geMjYQwuCadKGKyA8R0STvb9jTVCN8q1at2LZt24y53CatYXHtZXaOFfFbCpkuiNQ7L3z//fc8SpPwx+jRo1mRIkXYAw88YHztIidI4c0BLEOYpM899xxLCrpFR1YgZUVKvA+hH0hSlz/v18OrC3XxWhjKy+fU8GWxYYpQabs8IDtyWZbtxqq+189C7lShWf5N8FdYSv3kP+fLDz/8wBe+IMOK4xYY4j5/WkGBGeR7JxW6L6IDRjT09Sayjdg75agm1Qi/du1a1qVLF2PmrkkG07jqSTg5W+zkkyh+I7TY/PHHH0M7fhb48ccf+e+X5OrXpPA6gFzdihUrslq1aiW+H5XOwysrtA0aNGBHHHFEIIuOrFD7XXR1nmE7r69aEl9WgOWFNEwPr+575ruQO22gskFADnl2O+Z82LhxI2vbtm3gAoBJAgMRHLnyd02H7svoWLJkCRs4cGCEZyRMRITAyoqSnMsLjy/2vvPOO8+YuWuaYSyOdcvOwyvXIInr+mBdmTJlSiznTlMRqyJFiiQ2f54UXhv27NnDrrzySl6V2fRkbaeFViiJIiRIF/YLpf6www4LbHG0C5n2iqrgymExTufTVTb2OnYvn8V7RchxkG2BxEaB4h1QwGVFXzYIYCOJsvohlN1Nmza5zkF2GylgmsBA5MbNb5b0Cs10X0YHIgEQqkoQTilRcj/6Tz/9NLAoo6A+my+6fdSrTJKPhzff765+3hSjIcYD2Z7wB1IIzjjjDHbssceyDRs2sKRBCq8NH3zwAVdichVbiQN1MXNaTOyURHEc5M3eeeedkRc5cIP6vXLl9QZR9l53LdXvYbeYB63wqsfOpehHtZk4hQa5zR+PUogghSU83AgySVd4iWih+4VQPb1QbOU8XhiBse6cddZZrGzZsqHsf3EqabpaHl7Gke/Yg/58HC2JdKxcuZK1b98+1jEknVmzZrGSJUtyvSFp+byk8GoYPHgwn5yvvfYaMwlVwXGjRNgtNOIzjzzyiHEebL85xEFsULprqSpsqsU5zHwZecM3oeL01KlT2ciRIz2HNKk53UELEU7XwBTrchqV9FzjdNOSiCBkSOEl7PI/RVsbWf6pX79+KGtl0j28QXpo8/28SXsw1pckeidNq8thWRb75ptvWJIghVdhzZo1vAT3RRddZFzerl1urJ/FSRwLIdumbRLyJufFIhjWBhVEEa4wxxcl8O7mY9XLpRD7xWlDTeJ1l+d60sau5mQOGDAg7mEQCYIUXkKAdU94c9UHjMB4vV+/fmzRokWZuWhJ2M9yRcXF3VsWRTeJ/Hj00Ud5Pu/EiRNZUiCFVwKCfN26ddkhhxzCBTWTcPIi+rGeieOJysxBEZSX1S6M1+3nw1pc81HYdNWk/Ywzrs0DG0WQwmiQIdkmbahBIL6PKNyihsqbmIKgA8quaREkhNlQRAAho2u/J5RdkfeNoptpWv+dMMlb6naMpu3PMJIgNJfIL5/3lFNOYaeeempiWsmRwqtstJikcNebRtAeLLR/mDBhQsCjDG5h85vzgfdH2Z7HywakKrxu8oXDqoKdC904unXrxlavXh26F9NNGLcbTNtk/aDeM2EKPWEcEwaSpOX5EPFCHl5CBnuA2oceXl+R9iT3qTdZCQxqv0rCvmZySLMgye11TGHChAl8Lr700kssCZDC+18WL17MSpcuHXtSfRiLnPpZWES//fbbEEbpbRxhIPr14RHVhuA2h9dNmI+bjcEulztIdOP46aefIrkf5JB2Ow+/F8OASZusV+y+Z1I8vKS8EHTPEGHk8sp9eaPe88MgDftVkpT0mTNnsv79+8c9jMTz4YcfcoPTkCFDmOmQwvvfUOY6derw9jxoZp421IW0TZs2sXxPMQ5MDrmnXhCLoFhQRb4PPIRJ3KzE93BzbYTlO4zeu+oG9ddff7FOnToFeg6nc4vfEZU5dXgxDJi0yWaNfBVe+g2zB6qoIlyOIFSjMvY64c0VEUCywptk0rDWJe07fPfdd9SmKE/gQDv//PPZ0UcfzTZu3MhMJtkrREB89dVXfLE0sQVR0BXzEJLarl27wMfodhyyRVbXXy+qIj+5rqnXa+4nHCnfvOwoLcLovbtly5a8juHlmubKAUraxppV8lV48ykSRySTYcOGsQULFsQ9DMJQRGSTyOMV6U/nnXce7QsxkzQv9bJly1jXrl3jHkbimTNnDitevDh76KGHmMlkXuHFxoofChXHsrCIwKIFi0xcyEpeUB5etyHFXq6p/HqQypUswIuCRGLzxvjh0cRrouegXXEs+TujyBqOgZ7KufCiOMp51PmEM/spTpWEHKA4SJqiH4SHN0jDGGE+c+fOZSNGjIh7GIShYE0QXl7soWI9hOJyxBFHxLJWkEE2udcBnSd27twZ9zASz9dff83nXt++fZmpWFkPZb766qv5ImlyXy7douFnIZk2bRrvMWx37HzzhMMqoJQLP8pQru8tf58gqgjrBHi1EIeam2T3PeUiHWrLhlzXXr1WTtdOjBPKOKIf/N4fTsWpdMWq8N3s+kabvHFGQZIU/61bt7IOHTrkfRz67bNFUPcNkV7k+hViPUQEEjxMcewTXvbVLK2DqjfeRJCuhTQ/Ij/27NnDatWqxY455pi8owHDItMKL7wPmIxJDGnws6DqClXJx8nHqykXlYjbuhqUB8lrmLSffCT81fUZ1BVP0xWr0inKTsYLPx5e5GbAe+xX8c9VnEoVEpyKVfmt3p00cv1+Qea/+x1LLqZPn87GjRsX2riI9EKtiQgnsBapbYqwJt5///2hr4tuHBBB71NJjXQJs7BmkPzyyy9s8+bNcQ8j8cycOZP35n3xxReZiWRW4UUua9myZdkdd9zBkohXIRR5UZMnT3Y8jvz/XhVqtx5e0xQWpxxBP3m5Xs9rp8A6HUu+1nJVanljkZV1P553+TuVKVMmUMVfp7SJAlyy51p3HrHp++nPnCTchtwHbYzxMxY7evTowdasWcOSRBK9KGmEFF4iF0KWEHsG/h8ynVirxOu69CA/iOOJVCS79TAM5TSKWgZhrH1uClCaAIrkQekl8ueDDz7g96mJxu7MKrz33HMPz31csWIFy0LotlMboqBCpt1gmsLi93vmYxxQPy/+HxuCUFrdKjKysixyeXEcoRSrirBbxHeqVKkSe+aZZwK9F3TXSxferdvcTTOYxOHh1UUFhGk99ztHIEAkrQdvkkLG0wwpvIRb5D0BLVIOO+yw/ao3+60dISOnIjlFRcle5yCjwkwwbHoZh3ivMMqbIvPZ0apVK/LyBgDyoU877TR25plnsl27djGTyKTC269fPz4BmzdvzrJAt27deJ9hvwtdkItt2ApLkGN1OlY+4d9uzuk2fFi2JqvhwHKIsJv8Xt3vVLNmzcALOujCqu1CtN0W48oKduHsJnokk9iDlzy8ZkAKL+F37iKsWV4nYRx0mwbiJAu5kV3kvTio1ohRrUluzuPFICjeKyK3TDdSo3ZAEvcsExk9ejT/zT/77DOWWIW3adOm7NRTT2UlS5bkD5SB/+OPP/YJC3j88cf5YoPKx7fccst+HtTOnTuzY489lh133HH75M7Onz+fT45y5crt18vp9NNPZ2+99RYLgh07drATTzyRXXDBBYnzPugW3lyLFCwsuRT7XMdIktcjyLGK0CXdxuXH0uk3pNjpeTm8WVR4FhtLPuFE4joinDmqkDSnR9YRv7u4J3HNChcubLQgYZLwQIpssiCFl/CKvGcJhRfro9grnWQDP7URdHux3HkhX4VXXfPxneLGrVyS1LxjRCVB8SXyB7og9ES0fjIFT5Jkly5dWPfu3dmsWbN4cvKrr77KBeopU6bw19Hap3LlytyDOnbsWK4QoyGxYPv27bwicp8+fVjv3r35/0MBlRXeokWLsjfffDM0hfeTTz7hIRYTJkxgSUUOC86l4LVv356tXbs2r/NFGfKcL0GOS4Ti4K8pSrjqWRZjDHozxLExP7FohfU7qJ5p2SIv5ybLoc1qKHhclcGjQvX4R5Gzm0aFN8qcZyJ/SOElvCL2AxTNKVSo0H7GQLcRW25RPyP+HdSeLHtITVF47bC7fqbKiXagcBWtPcGwbt06nlOP9FFTyNt1grzB77//nq1fv54Lqu3atdunSicmgeiph9Y/uPlRMAqPo446aq83Vyi8L7zwAitRogRbuXJl4Arv0qVL+bGfeuoplmTcengRiooeY2GQJK9vkNcZ/+9VyQpi0dedXw7b0m2G+Z63bdu2+1k73YakuwmTl63hsrKrK2IllF65eIf8/UUf46RsrHEpalHmQMdZBETnffGSKkDECwmdhB/UNB7RpzeX5zaIKCw/XuIwj6c7Zr7vC+vzJvHzzz/zaFUif3744Qc+D9V2qIlTeHfv3s2TvBFWN3Xq1L15sehpJYP8u//7v//b+++3336bW98g2H700Ud7nxcK759//snOOOMM9sQTTwSu8GLhQEEDdYxpBcYHWFmCRvWspWmxs0NWtJyKKuVCXCs1/Njt+fFXVoKclO98jRItW7b0XXTM6Z6QQ50gkMiVL9XvqOYmC4VN/v6yNzhtikyu6+hVIIqqaByieWAwiYu0eByyCmQL9HUkCD+yiWwIlfftIGpuhLWGhOFEcHvMfM+dpCjAXMAJR315gwFreI0aNXgqrAkFrDwrvJMmTeL5uVhADj74YB7iLMLXoPyqnHPOOfv1ZII3WM3TFQrv+PHjWc+ePblCPGfOnMAUXlgYcPwWLVowkwlqkUCo+E8//RT4+XV5GVnw9qoeVrGRev3OqiKH43i1wHrJ7831GTswPzt06ODKQ+j12LLxQJeLLMYLJRjXRxgH7ASWLIQ2uzHCuLkXo/LwYj0fOnSo78+bKpQS0QAZIGktrQhzePDBB7mzRRgDZaOgrBC7XQfl9SQseSfINcvOGOolB9cLumuSZLkQkZFw6hH5g/ZEiNRr0qQJS5zCC0Vq9uzZPEf35Zdf5jHa8PB6UXh1yAovuPTSS/cuRvkqvLAyYBwQnE23Gge1SMC7AsNC0Oe3U1ayJlz6/c6yhxfKnAjZDTq/18truu+D4nJuIyHc3rO5PJLqGOTjihBnEfacpegCO4LuMxkkUHaxpvslTmEpy/eUKUBImjFjRtzDIBLKwoUL2T//+U/tPJYVXuwpXtcjr+tDHOuJ3foZpbKe5HV0+fLlvLsJEQwPPPAA1xX96CRG5fDWrl2bPfzww65Dmt0qvKNGjeIKAUKc81V4kQ+EYw8aNIiZjpdFwu69yN314911c34nL2KaUT1jQXxvnfEgn2M7KZS5jqluhMhj8XreXOO1+752Y9BZ1eWHyGtNqhU5X0z+7kinEAUJ/RDnumLydc2SwjJkyJC4h0EkGFRrtktrEMZTuZKym/QRP+tRHOtJWJ7crOWfEsGA+kmYa26cn0YrvPDE1q9ff2/Rqt9//33va7DQykWrvCi84LbbbmNXXHFFXgovks8xwW+66SZmOn5DQ9WFFKGoTrm7QYaAZkE4xDWSFa2gwprswkt11mQveZp+xibfe2jX5UXh9XIOp/DbXAKHaLGkFrny03YpyYj5iw3E1DBukyo0e4WEwvjZsmUL69ixY9zDIBJMgwYNHPcTVQaSK+EHCa0nyQSRq8OHD497GKnhrbfe4lHA+UR+RarwIoQZXlIMGLm8+DcsZWgxJNoSwaPbv39/HvJcs2ZN/nCDTuFF6yMUuEKrIr8KLwpj4Rg4lsnkUgbsPqMu6AjZzmWZkr1lfkJ04qr6Ggf4XqqSle81y1UxVufZlAs15TpvvgYNtOzC/A6DfO4XnZdXzoWOi7AFGlXBlUPyTDU0JVnhJcyA7iEiH2Aw2bRpk2vDcFgKb1IgxXx/yMsbbMunww8/PFZdwZPC27BhQ744QEsvV64cD2cWyq7wpqJvJ1oVQTi7+eabeSy8X4UXIFwaz/tReFH0olSpUuzJJ59kppMr3NMtvXr1YosWLXJ8j6oQ5eOtTLuHV4Q+yY98J6y4Zm6VV9nD67atijiHn3Y98O7CyxsG+dwvciia7gFjWxyEmRelVqEWv6l4zlTPdhTKCglo6YYUXiIfVq1axYufud1bo2hd5IegQq1zGcLTLsv5AQ4+1CwiggEtbHGPjR49miUypNlkXnnlFV5RWu7paypBCW9+LFJBeCtNDKsMOpTZq1fN7tp4rXQsv+b2essRA143MV04s9fcbqdx5SM0iE3bTumNg7DmgJNHWzzCbi9ksrJCAlq6IYWXyBc3qTlu1xE/600Qa5TTMbwcX43syycqLM1ynwwM/6jYTAQDKl+fcMIJ7KqrrmJxYKXZugdlF2HXphL0ojFy5Eg2ZcqUQI6Vdtxce7sm9vnmWOuet3uvn1D3fEKbUXSua9eurr+L29fzwS70zI3Cm+SNWQ5lFuHMch/iIKINolBWwvoNkvzbErkhhZeIQuHNx1gblCHY7/jcHF+3j6jvV/fYXMfNkrERRW+3bt0a9zBSQ+vWrfm9M2zYsMjPnVqF9/nnn2clS5Y0updf0ItG8+bNAzlOFnBz7bHYi9BRP3k9Xiol2r03qFB3t3Tp0kVbOj7OjV19XlV4RZ9eXXuefAt4xYldrrcp43OyisvKSpaEIyJYQZMg8qFTp068p7xbvK6tJq5t6ndw8uzm+ozb96cZyEPt27ePexipYc+ePezUU0/lKbFRk0qFF3nDxYoVY2+88QYzmSAXjSVLljjmqxD+rn2+v1EQIbxercr58Msvv7CwyaXc5xIe8DlYqsUmLrzYwjghf97PtYpSiHFS8uVCZUFVVY8CGBnltShLwhERHOThJfJl2bJlrG/fvqGt/SasbbmUVbFfYn9ERJB4v5qz7Cd1KtdY0gI5k4IFnWRwjw4cOJBFCe+6baWMZ555xmrevLnVsWNHq2TJklYW6N69u3XVVVdZBxxwQCjH79Chg9WyZUvrvvvus2655ZZQzpFGbrrpJmvFihVWhQoVrE6dOgXyGd3rb7zxhtWvXz+rdu3a1rvvvut7vD179uT3UZj3i933s/uM3XcT79+6dau1ceNG/lzBggWt4447zpoxY4ZVpEgR6+KLL7YmT57s6b4N4l7PdQx17Oq1ENcI1KlTh38Hr/dRHOB7/fDDD9b1119vPfroo3EPh0gwvXr1sq688sq4h0EkHC97mpd9NA6ZSHdOdT/N9R6A/y9QoAAcXlapUqWs3r17e5ZV3IwlLcyaNYtfq+OPPz7uoaQCxph1//33W4cddpg1ePDgyM6bOoV37dq1VuXKla0HH3zQevbZZy1T+fXXX62vv/6aC4V33313Xp/ZuXOn9ccff/DFJiwuuugia9myZVbFihWtIUOGRPq980U9p90YwhhbkL+z7nWA/8dvA7CJzZkzx/fcmTp1KlcSvYIx/fvf/+b//9xzz+0dk+5+0Y3f6foce+yx1t9//82V2dmzZzueG2Pv2rXr3tfwGXz24IMPtooXLx7ZbyvPF7yuvk+8XrRoUT5/r732Wqtx48b7HPvtt9/mY7c7hinI10H87uXLl7eGDx8e99CIBNOlSxfrhhtuiHsYRMLp3LmzdeONN7p6b651O0iZyI9soDunm+Ooey72yw0bNvD/x974559/eh6P37Eklfbt21u33npr3MNIDX369OH3CeSEmjVrRnNSljLeeecdHs6MolUmE2TFv86dO4eeq5xvaK4gyNwQt+9Vz+mlmFRceP1u4nHggQeG1rfQ7TjEuN2ER7m55l5698qhzqKok/xckLnQTu2l5O+sy8O2y8/VFRtBGzi0YwqiQFUYIWfyb4jjli1bljVp0iSw4xPZhHJ4iaDuI1SHdYNu3Q4rjzXO+hJB1AZJa/iyU4rFjh074h5GqnJ5jz/+eN6+NipSpfCikhr6A6MXsOkEpUDi/8uUKWPkoqNb0IOs/ucl59MuV8XpfaYoEW7OLZQ6P8W1vFS0dBoHxqBTzJy+S1C51OJ1tU+vWtVYfS0f3CitOIfcR1d9j9v5EFQLojCMOup3oNxLIgjatGnDdu3aRReTyIuJEyeySZMmef6c1/aBXonzWFlTVoMATrRu3brFPYxU8d1333GZbebMmZGcL1UKLyYvhMs5c+awrFCxYkVjvJJhKfVBHj8MolAign6/jpYtW7IwroNbZdVp7LmusXgdHm5VsUX1Zqc+trrqzl5Qi4DIxUCEsotFHc/hXHgOxgE3Sr7sncZn8wVjw1jcnN8v5JkjgqBXr15Gd1kgkgG8u37WJN2ek2uPk/eAKAoNujG6EsHRokULupwBsm3bNla+fHn28MMPsyiw0rSoHXPMMaxu3bosS9SvX59VqVIldqUvCYSlIMeteAdx/rVr17Lu3bsHMg61+mO+oWPq+51e1/XoVcOc7R5uFHWn8Go5TEwcT5wbf4Hsgc4VKqeOOx/vvTiuk7fZdIVXeMth1EhKxWrCP6NHj2azZ8+mS0jE0n3ALqJOtw+pa78cVRSmEir2O+wVJhj/007Xrl3Z6tWr4x5Gqnj//fdZkSJFeHedsEmNwotQA0z8UaNGBX7suBUapxh4sji5J84c3TDvoSC+V48ePQJbyN2MR837DCKsWbxHWNZFf143yi4UKbv8WuGRlVsf4a+q3AtlGAYo4TnGZ8RnZY8tFF+7/Gad0i4rvH7vJTXf221It9fzQeEN+n7HcXIZKIh0MWvWLDZmzJi4h0GkgLDb7anGXi+RPPkg9op8jaGEO7Zv385atWpFlytA1q1bx+suvfvuuyxsUqPwXnfddax69eqpU5ScQA+ruXPnxj2MxBCn4SLMe0j+Xn6/Y5ACgZsiU37G6VRoQ3c8VcHz81Bzgv18Rqd0i2sje4CFsq5+Xrbe4yF7kL1cS3F8uV9xEOHkOoU3yPtd/s4ibJ08vNnImevTp0/cwyBSkg8eZcEhPwbdNDlj0sxPP/0U9xBSR8OGDVnlypVdF5fLtMK7YMECLiQiAToMTF1UVO+uqeMkovltdMqQ2/MHqfA6KaZeUMds9/2cnlfDioNQgr0+5DBi2Vurei3lsYk8W1WxU68tHkJBdmPllz3g+YSTO4WvB+3hFV4M4RWPC1pfo2Xnzp2sXbt2EZ+VSCNTp05l48ePj+x88jobREFJwhyQ+mV6F5ikMWbMGD5HEDIeJqlQeF9//XVWqlQp3y1VkgislWqunKmeaCIanBRNp3sDofG5Kut6LSZmp3i7+axQpJyUWCclMNfYRRErt+HOsqc1KCVYtDKSn4PnMldBKdWbL38H2UusKsuq8h9UeLTuNwo6h9eUsD1aX6OHwgeJIIDnKOp7SV3fKc82PYWWWrduHfcwUkf16tXZtddeG+o5rDRYgStUqMCeeOIJlrUKlmqSN3kgso3T7+/02vTp09nYsWMDFfa9FPzIVfxD9SKqSp/XapjyOXBsXWVn3UMo4vDY4rO60GWnEGi8JleE1uWlysqw+n2Eoi6qNesEKtWbLHKJVW9zEAWwdB5e5Di1b98+r2Or54mi2qnbsVAETbRQxW8iKKJsl6amj+CvnEpCJBuqnRNeiyJE7IZF4hXeTp068UUEvdayBOURZAu/wrabzyG/CYajfPNy1ferRTvc5DXpFClV2Zb/7cfrJntG8deuSJQuBFn+fqpyi9dRsMruGLpxyMeQw5h110k9l53C7PQQBbWC6kGsGjQqVarE/vGPf+R17CAiBYh0QB5eIokKr9iXhPFSrOn5pvmokBEuPr0DxZaI4Ni8eTMrWbIke+utt1hYJF7hRRui008/nWUJKCdRLt5E/OSr2Dl9zk3+rtfz69rfyJuz0/F0ubvyv2XlOx9DgLg2chVm0T8R/4bnF68J5VBWxlVFUhRSslM0RVsi3TWVH+J86nUSx1CvqRz6rT5ElejChQvvo1QHIXjpfj/x3OGHH+77uLpzBC0kEsmBPLxEUEBm+vvvvyO5oLn2sLAUa1ono2HDhg2sY8eOEZ0tO9x///2sWrVqoc1TK+k3XdGiRdnHH3/MskTfvn3ZkiVL4h5GIkiLBdTP93CrMLgxnngJl1Y9j1CyVI+i0/HEuKHgyd5I8RnZA5oPOoOAnSKO9+qKT+E5uTCJ3UN8B1VZF2HIcli18IpjDHI4shBsdOG9dqHU4nkxdnFN8xWS1LByYQhAE/n33nsvr99Fdw4im5DCSwRF//792bJly1J1QYPeEwn3tGzZki5XwKAqf1jtZROv8CKOHgLdokWLWJb4+eef4x5CYshyoRk3CgMsaflWaFaLCuk8l1CyvI5bKGlCYQ9CUVPPIbypsmfXqTqyTqEU4dtOCq8aliyuh7h2ssIrlGi7Y+kMGLLCqyrJQsHG95LziOXfLdf1dGOgwF9UsFy/fj1/XowD342UVsIPpPASQYGaJ3AWpJG0GAeT9D2g8EYVMZCl4nIVKlRgTz/9dCjHT7TCW6dOHVarVi2WNciylM4FNA4QKQDLdz7IbX+AWj1YDgv28vvIRZp03up8flu7vGDVm6oWxxIKsc6LavfA91fDk8V3EuHG8jF059CNTf7+umsln0suqCWUbZ13wC5X220IOnIuUfVb9fI7FcmiOUrYQQovERRQTigVzGyS5KBAm6tJkybFPYzU8eyzz/JIsV27dgV+7MQqvOiDBUHym2++YVlizpw5bOjQoXEPg0gJ8MitXbs28LYxQgFDkSQnpVRscMKrqfOq2hW5yrU5OhXa0lV6tlNkdcfX5fE6KbvyeIQCKr9PeJXl0GNZCZarfIrX5e8v/wZy+DX+Lc6F46nXQ62CLBfzsrteTs+JHry672dX2TlJQg4RLaTwEkGSNoU3bcbCJH0fGFAo2jK8nrwIbw6axCq8P/zwAxfgVq5cybK2YIdh+SCySb7hzHablKrwOCmldu/LtfnlKgxip7ypCIVLKJiiWrLsUdblrOZqZwTvrU5BVz3COg+wemx8Rn0Oxxch1bKXXc4Nxmty32HVqKAaK7xU49YpqlBQdOHYct9hNW86SUIOES2k8BJJUnijXsvIWBgvpPCGY0iAoySMVrOJVXhvuOEGdsEFF7CsQeHM6SAuIV89b1gCgFcPLxQ3KGhyn9p8N3+5NZLsVdTl78oKulBy7byQasjwIYccos3hVRHeVPV9cih4rvBoNx5l+Ryyh1cXXqwqyl6uvZ2HV/cdddedFFwiF6TwEklSeKNWQMlYGC9I4SEHVPA8+eSTrHLlyoHnSCdS4d2yZQsrVqxY5qoz79ixg7Vu3TruYRAJtsyqHr2wBAC330/NI82nMJUaniuPQyiSsqdRDvvF+4UHFUq33TjxVxfOrCp5umPI41GVVKEE2uXu4j1ulWFxDcRDfH/5GgjUwlX53pNQUNSiWfn2/CWyCym8RJB07tyZbdy4MbSL6teoR4prMpkxYwYPwSXCqdY8bty4QI9rJbXpMy7GzJkzWZYYNmwYmzt3btzDyCxBbkpxbXCyghNEheYgvp+sqApBwW+bBZ2XV1YU5WJPQsEVHla3Cp9TxWbhKXX7XeUwajuPrNuHHLIs5wurnm1dHq6oUi0bC/zcow0bNtR6dwnCD6TwEkEyefJkNnHixNAvqlfjYZr76aZZmQ9ThsoyO3fuZAcffDB78803Az1uIhVeCFUnnHACy2K+QNAu/jQvRkF/xzTky8jXAvnvvXv3jvy8bjZ7P7+Zk4dXDvcVr6nebjfnFOewa0OUq+exilqdWXx3vyHN4t4U48Nfv/e2n/u9bNmytmMiCK+QwksEyaZNm7jDJGy87l9I/ZGjjtK0ZqZBbnKCFN5wgBH+jDPOyLbCC4WvYsWK7LnnnmNZI4wE+bQvRkF+x7QZB4YMGcIWLlwY22+geiH9eHXl38TuHFAqRfsfnYLrJfxMVs5zKZ1ukMOjRbEor3m8oo2R7GFWW0XlunZ4iGskwrH9enjVa5OW+ULEo/BSr0si7ZWa1ZSUNK2ZaZObdAovWvERwc9TzIdly5ZlV+FF3ytchKg8UyY1ZA5joc5nMUrKQpaUccYhTEa1UDtVcpb7wsoeWl1lZDXcVlaSdedQKwPrlEAvBhH5HHZhzbqQYadK08Kq71XRxfvlEG1Z4XZzz6vfWz62X7BGyWPJFeJNEE60b9+ebdu2jS4SkWqFV657IK/rWZBrkp4q9ueff7KpU6dGdr6ssGrVKj4XWrRokV2F95NPPuEFq7K2CSJ527RJlQXvcJqJe+MXm7wcaqwroiSHEAvvrHgNCpVTGx1xTLmvrVy0KZ9NEtWZdUqoW8+28Cz7CV0Wha7k7yd6+fotlCJ+D7uCW24QfXjzycMmCEGvXr3YmjVrUndB0qKsJJG49z07cC/Ihlm3tSTcGjhNJUg5Mg6ZFM4oVGsmgqd69eqBFr1MnMJ7+eWXs6uuuoplDYRNmBbalZRFNinjzNrGr1P2ZKVUKIZy5WLhQRWKnni/3QYnCxGy5TyIe0KXx4tCWE6FoFTPtlwd2usD51A9u3HPBznnkuYdkS9Dhw5lCxYsSN2FJGNxdvc9r3UodO+R9xfZmJvEqvhJ9/Cafk8lmVdffZXXBQkqEtFKWjuiIkWKsMaNG7Os4SV/lwTNfSHhwsxFWtfeR1YEZQ+vTrmVw5XtNjhVqRYeYaFE52MJ1imqeE4No1bPIXt4gVM+cK5wZnhjRY6yW+9uWPMB/QjbtGmzz3O0FhH5MH78eOMim4KA5kW8+55pzgMvyOu33d5Bxv1syVJpZfDgwfx+Hj16dCDHK2gliCFDhlg7duyw6tSpY2WJv//+2ypQoIDr9zdq1MhauHAh/0tY1ssvv2wdeeSR/C/xH3bv3m0dcMABsV2Or7/+2mrduvV+zx900EFWkyZNrEcffXTv7/b+++9ba9eutZo2bbrP73j++efz71C3bl3+fnHcMmXK8Af+Xxzjrrvu4n+3bdtm7dmzx9q+fXve90TJkiX3ew7HFufEuPAX4yxevLhVsGBBq169etZvv/3Grz/+5gLjPvTQQ/c+BDBWrlu3zho3bhz//127dvF/2815XIujjjpqn2sS9HzYtGnTfteE1iIiH4oVK8bnbNrAerVgwYK96xYRHRUqVLBWrFhh9CWX12sV3fqtyoePPfaY9rNhjIewrBIlSlgbN26kSxEw5513Hr+2ffv2DeaALEGgMjMqNCfZOucHWLjHjh3r+v1kPSZyMWfOHDZy5MjYLpRd7mour6OuKjO8tQgvhndVDjPWtRtSvatB5lzpQsp071ELOclVlXWebvl9cj6z7KnGX6dQriiiHFDxGxZZGVqLiHzvKVSTJ4igmD9/Phs2bJjRF9TNei32DVHPQbd/BBXeS1FyzixdupT1798/7+tM7M91113HLr30UhYEiVJ4Tz/9dFa/fn2WNZAQj3BBggiKP/74g61bty62CyoXWxL5urrNWbTpEUqiXNRKKK921Y3VAldhKHtqLrEQNHIp9nLRKrnytHosecy6Nkpeegf7KWzl1TCHEFSCCLJSZ9Y6MhDhAlnK9CJDXqr7i71O9PK12wfDHA9BYc1h8fnnn/OULaS0ZkbhXblyJZ+8YfSiNR1qbE0EvTGZmnOijl+tWikrvOL/hWcXf1Xl2U0RkCCQc6lUDy9e0+X7qsWrdMqprKCKc4jnvObseqkA6gdEDCBygCCCYtOmTaxz586ZuqBBRqEQ6ZCp1H1RNaTKtSPEQ+1sQISLqTJV0pk6dSq/j1GxPzM5vP379+d/a9eubWWN/7TIjA/K30gOScmZVO8p8e/XXnttn/EjDxb5ScjtRc4S8nlFXq8AeaPInd25cyfP9QWLFy+2nnvuOf5Abisejz/+OM+hDQMxrmbNmu2Xm/vXX3/xHFuByMctUqQIz+vF2MX3feaZZ/hYkeNbtGhRa+vWrfvl5ornnHJ25WuKHGKRUyzOHUY+uy6HlyDyAXMA+fZZom3btnxNwF+CkPf1J598cm8dBhnsF3gO+yT2S9R++Oqrr/bbK02RA9MoU/7XgRj3MFLHiSeeaB1++OHB5PGyhPDggw+yk046iWWNtWvXsq5du8Y6hqTmb2QxDCcpHl61wrJckdntb6Z6b8Vx5FAvNdxZDjeOAl1Is9p/F+NFtWX1varXGN9P/j6iRVOuc3u5pvnQoUMHtnXrVpb1OUiE1+oqC5CHN3yS6OFVq/7LebvYQ9RaEfD6Yo8IKlJAjq4yVaaUZQK7NKmwGDhwIFu0aFEk58oa9957LzvzzDPzPk5iFN6qVauyp556KtBjJkEY69GjB1u9enWsY0jCdUqToh4FcSu88gaOv1D4RBifl/tN/o3lIlZ27XzCDBPUjVtXkErk4dqFN+Mv8rF0Qo58LPx/rvGoRa7CnMNQTERBQXEthJBEc5DI574iiKwpvOp+ottfRI0Lu/1OPExTeMOSKWWjsdrG0Ou4vI4R6RcdO3bMY/SEHT/++CP/PeEATL3Ci6p6uHGDvpl0CpFpyp1pC7Np1yctY40SKCUmKLyyMibnG3kxVMiFnGTLrmrpjiInzmnccg6vUO7FpoyHyD9WFUT1Hpa9vrhmue5t1WscpuIpKyby91WrUhOE3/uKILJSCDTXPqjrAKCrFSHvO2plZ3EcNzUhopan1MKWbqO+hCyRq3OB+jnVQOtHPzBNXk8LCxYs4L8FoshSr/A2b96cC4VBV5XV3bymeQVNm0CmXR+3pF359fL9li1bxvr168fiRA23FZ5LsbGp1Yi9WJ91ocFx/waqR1v8lRVYud2S3TF03munsDU/1zIfxQTHV4UujI8g8rmvCCJIBg0aZHz4aa49XexzoouBztirPtT9Q1WaTZLr/Bpr/ch6uvQfP/qBafJ6mqhatSp78skn06/wIn77rLPOypxitHv3buM2+7CuT9jX3W1fO7/hLOrn46ra6GZTGDp0KLeYmR6u5eU7yYojNnWhdJnkXRS5eSJf16mKtNP10D1g1Y4bRA3YeRhM+Q2I5BF3NAqRPpLQizcX8h4hK7+5wptVJVI2TObK+Y1axvHq4c3nXG6+V673QV6H3E6YWcfJSkL45RFHHMGee+45lhXEpHrttdfYxIkTAz2mqYJn2J5jN2E7unxQL+MJMsfF7QYn8jK9/L4I50rCouzlO5lsqRZ4uafk96ph22qOklDsTVBMnDwLBOH3viKIINm5cydr06ZNai5qLs+u7iHqRKjPy4UkVYM01WTYF/U6jRkzhs2YMSOGOyD9/Ppf+WLFihXpVXhF/m7QvfhMVgCFsFu2bNn9FBOv407KQhXF7+EmJyYfD2+YCq+s0IlxqQWN0iZAeq1W6jYXySQvtpvPqvetuM+iKkbl5b6CEGWqB5pIJqZFORHpICn7oBucon/sHqLKv1ORR7Hn6EJ+if1lym3btrHff/+dLk0ILF68mF/rfK6v8Qrvzz//zL/kmjVrMpOLKoTcBg0a5D1uWqj2v65hLdZhHl/16OZzvqTkmci5rlHno5q0xqiGGLk4l+7/47guOCcMdIULF9YKTmEXDCPSCym8RBikSeEV+4JXpRcpKHafldve5dp7TXYghYnOyJ6m+8o0jjrqKPbss8+mV+F9+OGHQ+m/G+cEdXtunWLi1UtkkscrSwR9fwV5vKQovKqHV1fEwuSNNsg8cLtIDZ1lP6oiXV48DCb+PkQyIIWXCIM0KiaoD+FV6RWo9Rd0+4idEddkB1LYqN89jfeVSfWcqlevnl6F98QTT2SPPPIISwtuQ1GRY9K6deu8zhXmImSyohF3OGqu8Oa4r11SFF6nuSPnGaVpo80lUKghZbocLAguUd9funHoQuMIwiuk8BJhkFbFxEs+LxRkO6UZHl65fZFTmlG+6WBJRv2+uK9EP3oiWL799lt+T27cuDF9Ci/CmDHxENYcBlFPTFVgF+EhunDECRMmsMmTJxsfYps2QVb1pPlRrPB+ub+sev11BYmiugeRE46iVabgNyddnjtJ2lxzRV3k8vDqnrcTZqL29IoiWnIxrSzlfHnNOSfcQQovEQZpVXgFWIeEHJJLyc21n6A2g2rIt1Ny45RvTFj7Bw4cyPNNieCZNm0av7d69+6dPoW3Z8+e/MvNnj2b/zvfySMsV2LCR620yWF/uoVIHgu8u34aoztdoyAXH9MWsqDGI3vS1CJRbo+vhneqRYWcChKFzdKlS9mAAQOYKfj9/kk1uMj3htcK27qoA7kytc7TGyW6MWRJ+VNzzolgIIWXCAMUv0GRobTjJbXNKQ9YLnCFv/IebKfkJnWfzmftX79+PevWrVvcQ0ole/bsYaVKlWLvv/9++hTed999lx1yyCF7wwPymTyq5SouD69dnzQowPKC5Dfs1Okaeb1+cSrIXkOKg1pYZUud3yJJOkXEblxR34MjR47ca0AyAb/f3zSDi1fhQxi8VGHBTzi30yPK62OClzlOyMMbDqTwEmEwZMgQtnDhQrq4LhVeKLli35I9vFj3xGtOoc5ZWvvTHj0QJ5dddhm76aab0qfw3nDDDaxOnTqBTB5VOIwKNezDbiFRFTtdhWav5/Pymu69ftve5DqWG4ujqgTkUgqC9vDK5/GjTPtVlsMmK1ZtU9HdF17mg2xAEceyM6JFbVk/+uij9/Eui/Bm0+YAkSxIeCTCYNasWWz06NF0cW32J7s9Ra7erO5Nuv0mK0qvDK1Z4fHSSy+xSpUqpU/hPfzww9mrr74ayLFkZVOdsF6URS/Cm6roOXlkxPHEe9Diw+33CmMxEePwGnbpdCwRTi57P+08QF49vEGhO0+aFmxaiONFZzyRhYtcBh3d+mMnnIiWE1GBNUue12pOr8jnJQWY8AJ5eIkw2LBhA+vSpQtdXBvs9hW1Lkkug21WwpplSM4K12mD+2nZsmXpUXiXLFnCv1THjh1DmcCyoiWESTkhXxUqZQXQ7eRVlUYnq5ns+SxdujR76qmnXH2nfBcTt0Vy8gmHVsMxsxTyaJqybOJCrN4rJl2vKEKx5TlhdzxdqL38XpFbJT+izCVF2knDhg33EXzEeiryvdS6BWmY+0m5X5MMKbxEWGuWifuhacjrtmy8FHsSnBhOMmQWDZxUqTk8kIaAe7Bz587pUXi7d+/Ov9T8+fMDO6bqYZXzEGRFV6f4ypPXbQEAO6VRXjzkxUC8Xr58ebZo0aJIBC63+YNe+vmqnm18R3xXPIe/8DxBCM5Cf2DTrJsmbvDy/AsqjD5snNpOeQH3P+aCWAvskA1GuntKjEcWTuRUibDZvn07t7zKa4Uatq0q5GlQeE2b32mEFF4iS/uhacjGVnnfy1WnxK1smRZlWP4uffv2ZY0aNUrNdzPNUIXaTu+88056FN6PPvqIlSxZMtB+ViitbudZlW9MMcGF1yTXRHY7afG66uWQjy3n7+q+d9CLgxBOcymfdguXnWdO9WznqkhtAmEtvKYt6CZu8ELpkz2TTtfLqwEmDOS2U1EoTHYeXtXKLoQSuShWFPz111/cSCkb9eQq0aqxT1fgJImYNr/TCCm8RJb2Q5Nx2nvU9DPVs6tbK9NkMJS/C7phwHGVlu9mGhdffDGrW7duehTee+65h9WsWTOw4+k8DGoIoWhbJAqu2PWQtAvXtVMIRd6qbCETD12Iot0inM/i4LTYOCmgsjKieqFkz5xavU9WSMTn8R43ITB+hMd8K6T6NWJETb7jMnGDV+dmru8m37dxbSbyeMP4PdX72e59Yu3B3BJChlMP6LBAPk3//v33+y1lb6+69pEgQLiBFF4iLEzcD5OKmhqoru+6qKg4KttH4dwQKT4mypBp4IknnmAnnnhiehTe008/nT300EOBHU9V7oQCJyO/5jYcUPVmOp1TvEf2ZuE9qrJltwjnM1F1yjKOIxeW0R1XV6Zetdip+YM4VuHChffL9dAJ706eYSeEYA/jhDpGP9fHLvzczggQ10KWr0XUxA1enSdOm5/bqIQwUZW6MBCKLOaSXZqFLhpFnYdRXR+EF1WoUMHWsCiU8XznKZE9SOElwsLE/TCpiH1cbbHppPDG4eEN45w6mZDurfAQjkakUiVe4d21axdXmL744ovAjqkTxFSBUHh4hdLl9rh23kpMbLU9B5AVNDynKoRig3c6dq5QERU7S5rcSFx+LxYtPKcTpO0sd7qHENB1Qq+q7Dt5y9Xranc+dUG1uz65rpldWE7cYTj5KNu7d+9mrVq1YqahC3tH+oHue5oQAiXff1inwkBVZPFXl2YhGwDENZTbFEV1nVBRX5xPbZMkPM1yzlcawpmJaCCFlwgLUkqCI5f85kcOC4MwzqmTS+jeCo+hQ4fy6z1+/PjkK7zoj4Yvg8TvIJEVWjvlSLwHf/2iCneyR0P2qgrFWg4B2bNnz16lxE64ly1lsrLgVATG7lhCgIZiriqdQlhVv4csrNopoCLEUs71EH/V6+FFedd56nP9pqrn2I1i7XTdTA13zsXKlStZnz59mInYGTFkQ4wJ195NVETQ55M9vELxFXNQng8YjyiA5WRpD4OXX36ZVaxYcb/cLtkbL6d2JHkeEdFCCi8RFqSUBIvTmh7leu/ksAjzfOThjYZ169ZxGcerA8cyuUIzyk8HiRAaIRDKQmHQ3js5tEMW3kWYr87TLLypaEn0z3/+09YrKyu4Qvh1UkZlpVP3PtWDK0KQ7QpNqdfGTgGVr6vq4bXL2XCzIKoGA/U66gR8O6+yMGy48fSmQSifMmUKmzBhAjMROyORCOk15frL906UVYbt8qOEwUnMV/kaiuiSKLy8gwYNYosXL97veXl9UcOxTfDWE+bTunVrHp1CEEFDCm90RLney04O3TnDlOvEsZHDS4RH2bJlPVdqNlLh/eyzz1jRokW5tzNIVM+orDgJj24QE8Gp367dQx6LUBadch7s8vaE51R+rywoqw8hFMseNbvj2inVOkVFHrfba+p2QbTLE5S9uPJ71VYtaui60znTpPCiqJCfZt1Roftd7Sqlx4XbNkJBn1OX8y6/Jryn8r0tR1mEPTb0DV+zZs1+r8vrmryexZ2HTSSHDh06sG3btsU9DCKFoJUa3VvhYdemLszzCZkWf+3aiIaZxyv2uXLlytG9FSIoanzvvfcmX+F9/PHH2SmnnBL4cVVhUee5DCK/wE3YrZ2XUve6HDopLyB2iqZOsQvyIRYJOXRR933UcNRc19TL9XZSyt14oIWym2sRTpMXqm3btmznzp3MZHSFjaIMTXJD1PeE0/l0luwoK1/KhjT0xlN/H7XCu2p8S8O8IsKla9eubMOGDXSZicDp168fW758OV3ZkJDlr7DWelluVOU9XVRUrtaGTq85Iacd4VxI85kxY0ag35X4H/fddx8777zzWOIV3jp16rCbb7459PPolDTZQ6jewG5vficPpAhf9qtkulWow3yIgkKy51R3LXUhn2o+rXzNgrjGTh5eOZQdDzdh1SYqXGkO31LvbVVJMkFBysfr7+ezboxEcdyfavSE7vfR1RgQAoVpHt40RXOkiV69emmjBwgiX/788082bdo0upARRESJjhpB71VCZhBKqthvcrUXtTMke1HSZeVYnE84elatWsV69+4dyHck9ue9997znFZmpMJbtWpV9vzzz4d+HuEJUZU1MTnkfpZ2N7+dkJQr11SXI4vnypQpo/2M3K8X/+9HaY7ygclvF4KpCyP24jVTwzhlhVbX7FztBer0e+ZaBE1QuNKs8KoeXnGv2G1aSSMN95GuVgHqE+g8vHaV4E28FqaNh0hGKgaRXObPn8+GDRsW9zBSjZ2DJqh1Vlffwo2X1kl2d+vhlb+batiVC9AS4dR2wPX+66+/kqvw4iaBstSkSZPIzilCf+G5lPPLxE2M5+0qN6t5tjqLj51CqCq7qqdUzX+TLVl2ns2wwpi9KLryQqETInULihfvinpM+bPq7yF76cX1lCtSe1kEdZ7fJClgSVB41c0xV1GxpJHE+0aHOoedKunaKbx+Q8eCIg1zOistKBYsWBD3MIgUsn79etatW7e4h5Fq7Jw/wikSZmhz2MbLXDnKVGE+PEaMGMF/44kTJyZX4V2yZAn/El26dInsnE6FoHAjy21IVFQFS2fxgfdDDadVH0KwRyK2zvsrhEJdASocX55wcSq8qoJuF76Sz4LkJJjaKbyqccEJNzmQSfQGJUHhFSFQ4rcy8fpmWTHSWdNzbey64ntCUJDXuqh78yZxDmeR0aNHs9mzZ8c9DCKFwMFCSkn4yNGJqpzo9H5dlKDb80VhTM2VUkT3VngsXbrUs65onMI7fPhwz1p7vshhtmqPXHmC6qqe6rwEwkOs5qjpLF3i3+IYKLWt8wzbtRvSFa6J4uGkvIuFxkmYtFvE5OstWwDdLnpOIdSyccFpHOL9+Gt3/CTm9CZp8XXbDzsO5TOripK8fsHIJl93p3tLN2d0hjndfEuj4cJtFIlJxDm28ePHs6lTp0Z+XiIbJMEQnCZUp5KcrqeLDPS739pFF4aRP2zX7YPurXCNVZBDvvzyy+QqvIh5x42DUJMokSsOy5YhnWCmVk0Wwpwc2iAmgOiVKxRWWaFDqLRsiSpWrJitEulUOEvOaY1Cwc3lSXabQ6H7DrpjAb+LnhiHbESwyx2W32vXdibJyk6SFF6nqIq4fw/hhYYBzItX0mSFxg3y/FR/Fzf3lpxeIEfOyGtcFNcm7t8hiXUC4hwblF1T+4cTyYeUkmiRU89kR5K8vqge3qD2WzfrmJf9IZcDhO6tcDnmmGM81XsyTuH9+OOPWcmSJSM/r1Ouqc6biedkT6bOu4oJKhe+wrFV7y2w65GrHivXRHUTzizykb0qu6rCiAmuuy6ih7DdNbULHRbvlY/px8Orvle1wNlVh8YY1KrTXnJ8k0CSFl91juiIMwdUnu9uz22yQpMLca1FeoYqeDjdW2LOyC2KxF8RCSOe81p10Q9x/w7k4fXGzJkz2ZgxY0L6NYisk6R9MU3ItR1yyVViv823t7wb+S3I/YHurXC59NJLWd26dZOr8D777LPshBNOiPy8OuFZ3PjCuqRTBoUiKApeya/h37m8rjiX3bHVh+oBkSevXdVmoVA6hTvLSqabsYjqyOI7Cu+ymvfqdhETSqhsKRMec11oeC50XltxHN2x7IoqJFExScvia3oetRyp4fb8SQ6Hz3Wt7e4tNSVEzEF57VGNXGETp9EqyQazuJgzZw4bNWpU3MMgUkqSIp/ShJe1UMgDYu8Is2uDHO2Z7zmwL9KaHx533303u+iii5Kr8N5xxx1ca48DnaIke3FloU1XiArPi3BY2WolK5+yAizClN16WmXlVfaKqoq27I0V49DlssrvF0q9mOTqd1bHoXpLvSgfcgi2nVJjF0ruRllwk+Msh4jrzhVVeGWUJEnhdUPcG4nf88ftYfRDLm+6TmjE+3RrWK51Lgn3Rq7j616X1+Aw88rSxrx583htD4IIA1J4k4Oq+MoynNf6Ln7zcr3w+++/742qTNJ+nxQQzlytWrXkKrwXX3wxq1evXiznlieEUPiEkmWnEOo8q7L1SScoqvkJwutTvHhxR0EQE0fnFc0VEi0UcKc2SfICIsaotmgS75Pzle1Cjp0WF9WwoHuf7JnVCczq4uF0Pvkaq55c2YAhX680koaNXfX8xu2t8xNSLd/bcbXk8YK6zujmre7ekg1JYt3EX6cokqDmXthGhVzH170uC1Je88pykWaleeHChWzIkCFxD4NIKWnYF7OC7ORRHRa69VPnuFLX31we3nwisvr168caNWrkWjYmvPHvf/+b602JVXiPPfZY9txzz8U9jP08nGqurjyJVIUwV4ViO3IpvMIbqybvq54UkV/spODqHnaTUL4W4jupwpsq/NstQnbvc1qEhFccSqm8+OhydXMpwnbGAaH4yt75NLFr1y7Wpk0blnTUCtpxektlhc7r+fP5bNTIc0aNXBFj1wmNurD0XBEtQbUmMtXDa2fcy3es6u+RJqFq8eLFbNCgQXEPg0gppPAmBzfrqk4uFDKel1o4qqzrZ5+WK8zrDMdE/nPXS1SYcQpviRIl2Keffhr3MPbLrZX7ygpvr5xPIN4LhUmE6so5ALr8PXWiulF47ZQ6VSkGdnm9dg8n4U3n0ZW9raoAb5evqPbktAvzk9EtOHJuoBzirX4H1Zvs9pqkbTFC1fPu3buzpJMGD6/dZ01UUtR1UKwT6u+AjcculUCdt7p8+SR4uk3G7tqHmesWFcuWLWP9+/ePexhESklbqk+W0Cm7sjwpR2sKpVfsW24NkH72ZfGZ9957jw0dOjR1a7IpDBgwINkKLwbfsmVLZgJ2QqnsSdUVYlEfojWRUM7EX9nSI1dPhsJq56HVCYY6ryXwouw6eQd0Idi6/9cJ/6rCKYRnuRqr3TF1rwt0ecVO4czqwuf0yBXyYqJi4kZoxOJAmIW4l+TcfpOMLbo5I9cekD286lx3Wg/kR65ey4T3dShN3oSVK1eyvn37xj0MIqWQwptc7LyxqhNElRdlJ40uRSdfGU8cu3LlyqxLly6ujdxuinUS/wPe88QrvD169GCmYlfMyamSs+qJVCscy95KVfGUFWm7SaAq2wj99dOT184zI//ba3iH7Om1aw0kkysfQywOOmNArjHJv90hhxyivQZ27YjcjtFUqNKpmegUShM2u1zrh7pxqx7eXCkN8pqFdZPYn1xCl5t1KInGOZXVq1ezXr16xT0MIqVQSHM6I77k9VFXedlpv9KtrV7WUvHepk2b7mNQkRVy2QkjHEBBtV/KCqtWrUq+wmtyzz07T67aY9JOmcKNLIpPibAKtXKp19AJp3Pmeoh8X7c5EW5Cs3WIiS336VXPpyuGJSMvQrKiYLeI6Y6fq0qsl8UsSYvRpEmT2OTJk+MeBqEgF8eTlcm4ybVmqGuHKjS6mSNyH0a/JHEuuiWXQpvPd0/SdVu3bh37448/4h4GkVJI4U0Wbp0obtc4J8+rLJP6jZaRFV415FoufisivdQq1IQ9u3fv9lTo0kiFd8GCBcxU7MJi/SidwsMrPi8qQntBFyLo9SF7lOWJ77QQyJNfFcxEeLa8CIkJDM+sugjJVi+dVU2MQVWy1VwNO0VYV11W5yEOIrTSVEFy5MiRbO7cuXEPg1CwC7WPK6c1V+i/rq83/r9hw4axzJUkRluYsJYk6bpt2LCBdevWLe5hECmFFN5kocqLqhzrdT1V10Kd51fsyW66K6jnadCgQU4HkqpMu03tIxgrU6ZMshXezZs3M1NRJ4GTIquGzYoqcULZkisV42+rVq18jcdtbqrdA+ME8veSK1PLE1G8Rw7HlhcBNTxbvFf1jOtCRXReY3UMckikvPDIhgO730NecNRr5lTEIA2CJIq+LF++PO5hZA4395TdehLlPaSbE7q5JIryiTko0jjKli0b2VjVcZMQkO7rtmnTJta5c+e4h0GkFMrhTRZe0+TEZ3K1tBTyp1yMFs+JOj06BViHGkrtZj+3W4/dpAllnRNOOCG5Cm+RIkVYElAVO9HOxo1nxu7mzsfSKPeR9fPAWNTvJIdy6EI95MUhl4dbVnhzLU6qYq1rY6R6wuRK2epDbeGk5lCLsQSRE2eqIAkPCTwlRLR4uafkvFldqkGY6IxmuWoSyBuxHw9vUuYOES9bt25lHTt2pJ+BCAVSeJOFnxQ7NXdWh3iPXFhV5/1VC6+KfVtECMrnl/dQL/uazvNL+6Oe888/nyVW4S1fvjxLCrqQX7/s2LGD/f7773mNxWsbIlVxlCennGurCytWQ4JFSLZYVDD5hTfbS9Nv+buo/YblsYhzyRWwhdFBFdRlS5zTwufFG5c0Kxt68O7cuTPuYWQG3UacC9mYI+7vKO4zjM1rSoY6f4IIC0zq3IqCLAs727dvz2tvJAgnWrduzXMBiWSg2yfk53Svu1k/ZcOzU+siVe6X90WnOhVexiAXs8p1/qxzzTXXJFfhPf7441kWWbt2LevZs2fgx7ULd1bzEdTq0/JEchsybddfLNcEVRcCWfAX41O95yLUROeVUttEwfvtZP3LguBJVuxokTddt/eMHH3g1jgU5FhzPTCn7BR4vwqvzlqftLkVBVk2BuzatYsb7AgiDDp06MCjCIhkkMurm+8+4matld/j5OHFA+k+bkOS1ZRB3XdwE1adJerVqxe+wtukSRN+4RGCfO6557JRo0btfW3GjBnczVypUiX27rvvejpujRo1WBZZuHAhGzJkSODHlavAydVVxWSUPbc6xVLn/YFSicktvLooUiV7c9XwZ5131yk3QQ4FUZVaEeqpKzqlhluqFXDDEBaTIqRTYY5osbu/nXJ1ZCONOpeiGKubCBG7OeT3/vKryGWtX2FS1pkw+Pvvv33VtyAIN3Tv3p2tX7+eLlbC8LN3qOuonQfX63t04xJ1cES6Ty6lXMgATsVr1QhHUngZe/zxx8NVeBECAq9Z8+bNeePfhx56iJUuXZo3iAeXX3457z81duxYrhgNGzbM9bGvvPJKlkWmTZvGxo8fH/hxnSaZbCkSi4a6iMghwELJVNuI6PJq5efxb7W4gKoE2OUKy6HRucIuRTEducq0sATqPMxBCJFJ8byQhzc6nDZMu/vFzsuqa+MVBqKyujAQibmkMzbpxhOEh9cL8npCpB8y2BFh0adPH97Pk0gWwrMK2dBNeprsvFFlVDWaSpZJvaTj6SK1ihcvbptTrAvLdjKOu/EAZ41XX301XIUXHt0nnnhi77/37NnDKlasyD788EP+7+rVq3OPL3IGb7jhBm5Bc8utt97Ksgh6D8+aNSvUc6iKpZOiKcJF5LARtW+mrJSqgrHOg6xrI6Qq36oCLCft5wqttlM65QVIt8DkEzqalJBMEhijQ86/Ebgxvni9r/2A84tcd3mOqgYreR7KqQJ2VuUw7i+n+ZQ1D2/WofWLCItBgwaxxYsX0wVOGLIDxM6AbKdQij0sl2yoOmx0e7GdHC0iJnURhrq9za4itNdc5Kzx4X/1zlAUXhRXwo+vVk287777uHILoOCWLFmSFSpUiN10002eCgLce++9LIsMGDCALV26NNRzyJPYScmTFwH5fXJ4dC4FVO3Xqct1UM+pesHEucQiIJRvEU6t9mHTKe7y8XRWPKeFLE3eXlMExiws2DqFVy1CobtPxCYpzz25UFwQ10zNEdaFMctN72VFXa1OGdb9pYZtmTifiGyuX0T6oB71yVd4hZKYy8PrJtJPVlbldptucmrtFG+7dD4nuSELslIQNG7cODyFF0oZfpThw4fv8/wLL7zAPb9yZUU/YSIPP/wwyyJBto1xmuxyFWO7sAhdiLLw8MqeHtFX2EnplSe7LGw7FRwQObryueRx6JRtVTiWFw/Va61a1YLwFNktpqZgisBoslEgKHTzT70fne4VeZ6oUQ75jkV4eNW5iufUdUGO8hBjEnlJ6riDvL/kuR1V4S7CbExZv4j08eeff7Lp06fHPQzCI2obzaBkCl0qnjh2Ltlap0yLolVOThZduLUKKcB6vvnmGxa7wuuXZ555hmWRdu3ace95WEqF3C9XCLJ2grSYWHIIoyyEyguBHLKhCtDwxKrCtvo+1eMlW8TE60IQl88lF7WSLXB2zcNlb5YudCVfZcJ0Rc4UgTGri7ZTCL+bHt+6Fl1e8nLxedmwo1Zl17VgUA1fIhRatyl7ub/k74cxOn33rN0nhNnrF5E+pkyZwiZMmBD3MAgH7BwTujQ9nXxhp6g6vVfeI8X+aBcRiNfsIqDE2iW/R63NoXqCnfJ3TZUx46Jly5bxhjTnwyuvvMKyCAqBIRc6CHSTRZfv4DThVYuVnMsn5yE6VXa1y3eQPVgYl/DmikVFPbdY7HSVmcXCoSqedmPTVaG28/7mQpxLeKJN9e4CEhjjIdccc2rVJRt7/Gx0ujmJ4+nmIeaW2vtafY9s+HLa1J3CxnRGLxldD20/cypNhpU0fRe/0PpFhAW6iqDAKmHuuqcWKVQVYCenhk5ZlI8puo2oyrS8V6nOGFV+VB1CurVLl0Os+6524zU5gjBOvPRo91206sknn9z7byhqaEHkJXnYjrfeeotlEUwKtF8IC9nDm2vCyJNXpxzLk1ENORZVldWcChkRHq3z9uomu/i3XZVmWQiXFwU1x1d+qKGSfqxn6jlMtryRwBgPTvm6bvLH1SJTXjjkkEO0Bh95DE5zQxiNhEFKrYIuU7NmTa2yKtYMO8OYUMAFOqOWn9YLabKGp+m7+IXWLyJMhXfcuHF0gQ1DdV7ISqmaLic7UNx4eO3qz8jvV88hK9mqoqvKnjrZ3ovS6iUiLOt07do1/LZE6L/bokUL3k4HebdoS7RixQqWL2+//TbLIkFs6E75qF5CPcQk1rUhUSetWrnZLWq4pCzYql5X4VF2UnjlxUdcg1x9RcX3tsu/yEU+n40aEhjjwW7e6azFOvLZ6HSGIlVxlq3Ycui0mkcr/9WNRTc35ZQJXa6/TonXCSJe15a0eUWT/l2CGD+tX0RYkMJrJqpSKe+VogAqUmJkp4ObvUIOLVYfIpxYV7RVl3qn1sHRrXXQl7wU7k3jHhB2/SO3FMB/LB80adLE+uSTT6wVK1ZYZ5xxhvXFF19YNWrUsPLlnnvu4Y+sMXDgQOuSSy7x/fnu3bvz3wQULFiQ/9vLZ0qUKGHdf//9VosWLaxdu3ZZBx54IH9+8+bN1mGHHWb99NNP/N/169e3Vq1atfe522+/nb8Hn2/Xrl3O87Vt29aqW7cu/3fTpk2tv//+m3/2oIMO4s9fe+21e98vnwvg//HdMLYdO3bw54oUKWI99NBD/HM4vjgm3oe/Oo499lhrw4YN/HwYD44LChQoYD3xxBP7jMEJ9Vqk+f4igkWeC073W6NGjawhQ4ZYF110kfXyyy/7OsfatWutPXv27H1enau6sdx0001751itWrWs6dOnWyeeeCL/q44ZYxw0aNA+5xbriTju5MmT974Hc/Pxxx/Xfm/dsTDHDz744L3rBtYogOO7natEfASxTtL6RYTFkiVLrO3bt1vVqlWji2wY2Juw3m/ZsgXOub1riFhTBJDdihcv7mpPEDKrDlnWFHuf2HdV+VW3f+vWOuzfNWvWtAoVKuR63yfcM3r0aOvNN9909V7fCm9Y4OZ66aWXrKzRvn1769Zbb/X9+dNOO40v3ADH+e677zx9pnTp0lxIlf8tqF27tjVq1Cjr2WeftUaMGGF17NjRuvnmm/k5mjdvbjVu3Ji/1rBhQ9tz4X0vvvgiV0KPOOIIa9KkSTk/K78O3nvvvX3GAwOLGJf4vPiMeG3ZsmX7Kb6ffvrp3uNBqN+2bdve18TY3OD2u6fh/iLiQcxRL/elStWqVa3169fv/Tfm9rx582znGf4fSrKYF3j/66+/bnuPH3roofvMLXn+6eam03yR1yRxboDx4xpAUBHfRf0eRPDAmCiv934IYp2k9YsIi1mzZvG17vTTT6eLbBhiP5DlUexF4Pnnn9/7HGQbdb+xW4Mg98n7IYAyWqFChb17oCqr2h1LPZfuta5du1p16tSxihYtGsh+TuxL7969rTvuuMNyBTOMrIY0//rrr5GEPMjvk8OTRRijCM+VwxHl8Es1bNhtmIVTwr+bMGun3F6ncE9diKT8neSQTzm/OW0hJBQSaCZO91lQhSrksGXdvNWFaqnpAE55tHLerXpMubidm++htk2S24qpucCiHzjC2/C91KrwUZK29UKgFouJC1q/iLBASyK0JiLMQ1c7RpdT6yQLyiHMQtbNVSfCaT33kmYk2hJ98cUXOY+bD15l6ayGNBun8L755pssi4RdtCqX4qn2yJUnirxAyC2J3BTdcZp4dguHU6EfNbc312RWBWi57LtcDEFd9NJWJIAERjNxus+CugfVOa+rACkbwdSqk04Kr5oPpebhq4pzru8iVz7XnVdtp6TLw9JV3Qx740/behF0n/J8ofWLCAtSeM1FlvnkrgWyEizvWzqHhbpnqHub3CJIt084HdvuPeq+oLbfCxq7miBp3ZdkunTpwhKr8L700kssq6W1t2/fHrpnVwgwYrIL74i8AKjWfFkIVXve2nmg3IxLVWDVBUVVbNUeu2ovMzfFsey8W+K72S1qSbeUkcBoBl7uq6DuOfU4Yg2w84jidVFpPZdRSRUeoGjave6m0rTdmiC/rlNydQVM5ArQuTwAfq6z+Byuo9tK2klfR+KC1i8iLEjhNRdVfhNRPbkMt3KEka57gNoaUxft5EVpdHLSwMMbtudVdlrJY8jCftO2bdvkKrxPPfUUyyKwUmzYsMHz59xacNQQQzuhUafYCqVYhC7KYYZy6LOfcQG73p6qt0fn2RFV8mQBWRaaZQ+TKFmvWyTV76EuFEm3lJHAaAa5ohfcbkz5bGSyNVg3FnV+OZ1DVwldtbzrzuPHcyiOq2tdhAeeVxVsuaKnKjh5bX9ktyaohkK34XBZEEaCgtYvIiymTJnCJkyYQBfYQNToQ3mNVlN+dGurLgVPTt9To/t0+5IX543uPbq1y04OyCeiJqv7SYsWLZKr8D744IMsi/Tq1YutWrUqdA+vquwKIdEuPFAWjMV7sFDITbtFKxM/4wJiTMJjq3p5VOFU7gcqL2hiAbFTlIWHV7eg2AmzOoU6iZDAaAa5Qp/cGlTyMcA4eVF1HlSnc+iUT7Wlg+47+8kNFXNd5APbtR3D83IvcCfjnu6B/sU67IxlwiAoUkHsxqRei6Qb0aKE1i8iLNCDF15ewkxUxVZ+Xpb7nJRVeY2W113V2aLKfUFEV6keXrvvk2/NhKwqvM08fF/jFN67776bZZGBAweyJUuWRHJzCEVQKJhOHl8R+iiHQNoVgnJzbrvQZdnSphMsZeFW5ymSlWA7RVl81s14xdjEMXJ5f0yHBEaz0SmhUYQ7q8heS10fbnUMuZRHKMQ6ZOHE7XfRRYLo5rj8HN6r8/C6fXgtZKd6fe3WSCehh9gfWr+IsBg+fDibN28eXWBDsXNSyJFKuQyIsiJpt/fIa7Jd5KJXvIZI5+PhzRU91Cyle87//d//JVfhvfnmm1kWGTlyJJszZ07o58GNLpRLkQ8hC4i6cEZ1IolJA0FS9qTkQp3odpY23WRVFzddyIouLBnPFS5ceG8RG/nYQhBW83fdhFtnrQo4EQ3ynAjD2uwmNMttVWUn5U5+5EInAMhGMPEXObrq+PGcTklVFe58lF7xcCOEyOur+rBbz9wYF7IOKbxEWAwYMIAtXbqULrChqF5PuwglJ4eKCF/WVXTWpbUFVazPzsPrdz/PZQR3UtiPlPbrNEUVvf/++8lVeGvXrs2yyNSpU9n48eNDP48saIlJIQtbckVmdUGQlV8oiXLFPDtUC5rdApVrEVAL6YhFUC5A4CX8WOedkpVttU1T0gVREhjNR1U2xX0cprU5n/ci9FedQ1BAVYUz19xRi2jp2kbYKZ9uFdV8lV35IUeTOHm/ndYPeS2VH7gOWQxLywWtX0RY9OjRg61du5YusKGoyqdYN0VqnVx8Uaf0qTUkcqWvyVGPQTg6gly7cu3LTkbyZkobUq/7jKkh0y+++GJyFd7q1auzLIJwZoQ1h40siIlcN3mCyOHKYoFRFVO1qrNT/8tcYRZuJ5OuHYnq7XWjIKjWPJ3AKf9NizWMBEbzUb1+akRFFB5eL+9V5w4UYFlQEJEjoniUHari51RPQPWYBuG5zeeRr4Kq81Cra46pgkZUoF0frV9EWHTq1Ilt3ryZLrCB6JwiQs5T9wk5KkqWaYWH167WjO61qBRer2u73fvtvN5BGL/z+UwUPPzww8lVeI855hiWRTZt2sQ6d+4cybl0i4KY4HIRGqe+nTqhNFdOgtOEkS1TOiuUWn1VN7l11i01rEUWqu1CD916cZJEVH2eCf+om5YcyWBnnY4T3RogF5aS55oTOiOam4cQRtzkEof9yEcwwvjV4l9Yf0wXNKJiz549rFWrVnEPg0gpbdq0Ybt27Yp7GIQGu7Q3u/Z6dgqsXTEouzDfIPdZJ4XX7dqeazxuHEvNPERU+hlDXNStWze5Cm+ZMmVYFonSiq0LtxM3s6oE4t8QxvAXubDy++Xqzrqy72ougW7CqEK+Lp9YnFMds10uhlOunPrd1L+qx9u0ye2X9u3bs23btsU9DMID8r2rGnVMUH7EfBOhzfBW6iIonCJA5GM5VYvH8+I4ukJycs6vPKfF+Z2MW0E97Ko7u72W6hqlq+ycRXbv3s1at24d9zCIlELRA+Yir326Oi86j6Zu31TDosXxhGzrtg5NXB5ep1BlN44leX850kDjeT5cccUVyVV48aNk1RMVdWEh3cQQngYImHZeF3UiCcVWCKKy0CryLOyS/9UxyHnFao80+XW74lYqsqKsE6JlRVycV+7PZoJiocNrUQXKU0oeunDmIEOcg0JXmEO+P92GNotjYc6JUF/Z06kKOXKriVyCgex5lpXmMBRhpzlpt2bZ9Rb2Y3hLiyAjgPcNXjiCCANSeJOBvK6pjgxVuZXXTzdpNGHKefncX27T9bwWfTXNeJ4P5557bnIVXvwA69evZ1kk6oVXNzHUiYO/sgdUJ2iLiSP36RVKoxAs1UllZ6HTeY7txmf3HdTn1fHJCq/8fp1321Sh0Wu/tkGDBkXS9ooIFt1GFlQRq6DQ5TvJm6m8fuSDukHr5oCb9UD+t6g0H7TSq0O2ssuKrF1RLbHe6tZBp++aFkFGsH37dh6hQhBhQApv8pDlR9Vzqabs6T4runfIkTQm3l9qqLKdsVs16LrZK5oFXNMjCWmwRiq8s2fPZlkk7oXXbkI5TTT5NV1zbzsPhZt8XlnI04U0Ox1Ht1AIRVwskBivLmQml3UwiR7eMWPGsFmzZoU+LiK8MK5ccyoOZEORrmetWpQpH8+0uunKldu9hv6qxoOgPb25rOyy0UJniJNTR+x6GtutfSYLJ35AQaGo6lsQ2SNuuYtwt3bpjJYiLFnO2c0VBRWldzcoD68uhU/3vrCM4UcabEQtVapUshXeESNGsCwSZ6/UXDH+dnkBQliTvRFCuVQLB8hWOV2opjiXk7CoG4Mbi5YulxfPyUqEmj+cFoFRtL2aMGFC3MMgXKAaa+R5YVo4cy7hQacM6ryV+Z4f10Rev1Rl2OlzunSHoB467zGeE4YAtbUTvA4q8uu6EG83wmGSQcRX9+7d4x4GkVKoR705OFVHVvdF1UipM/zZOXB0odDiNTdpcl7W1qDurzDGFuS5wzy/HTt27OC/Y6IV3i5durAsEufCmyvGX6eQ6jyi6vPyIqQqnbrX7CxI+Qj78mdVZVv3XYIUyE1h/vz5bPjw4XEPg3CB06ZhmqVVZ/SSx22nAAY1fnX+irkrK5p2YW1CMQ5L2fWjHOt+c/V9btYm0+6TfFizZg3r2bNn3MMgUgopvMlQeHUOGLt9R1Zq7ZRhv+kgXtZW1COK+v6S97aoDaJHRrzvLF26NPkKb/PmzVkWidvD6zbGX86JhXfEbUiJ00T0MwHdKsF2irs6Jl3IdFpYsWIF69u3b9zDIPLELqwrzntWFK2yq57sN+xYdx63G7gs7Di1RVKNdnE+7K6JTimHh9jvtUoaK1eupLWLCA1SeM0hV6SfU5SgjJyqIhwdTuuhGyVRvM/pvOqYkY6BPs9R4uRYClsxjXrfmThxYrIVXoR4ffjhhyyLJGXhVcOf3Xhnw7Qmyd7lXMq0Ola7MBmTC1b5YePGjZmNnEgzdqH+UYM8JSfrfBgpF07vVRVEExReXb6ueOTKxdd9xksOf5KBFX/gwIFxD4NIKUmRu7KGKqu52QOEjCdX4dcVtnI6l5PSnSuPVj0PIuuGDRvGwkY3Zq8e3maGhi070bt372QrvCeddBJ7+umnWRZJ0sKbyxJnly/nxormZQxqv1+3C6I4t9y8XG3DZHLRKq/s2bOHtWrVKu5hEAGD+1iuiO4UURFUZIWdwhv0Rqibm27SDdS8YrXYk4xs5JIfQlAS1zaIolbifHILIrcVQp1Cr9Ou9C5cuJANGTIk7mEQKSVJcleWUGVMeQ/I1d1DrungZu+wc4rolG47D68uLXD06NFs5syZoV+rIDy2R7o8hknpMj/99FOyFd7atWuz22+/nWURKCS7d+9maUOXZ+dWePViddKFJOf6vFOV1jQpvICqUWbLy6sqfn5y573eW25Dw9ygGqDcFhhxMgLYrRtQQuU1QO3XKyq8+1V25WJTfpE917Kn2ClkOw3Mmzcvs4UsifAhhdd8VGVS3bfUSB2st6JwKv7fi6HXyZmjKt65jvnHH3+wdevWuf6efo3GQaQK3aUxIjg9b4KHt1GjRqx06dLJVXjvuecedsEFF7AsAvf8qlWrWFqRJ5Db8ESd1czu2G4FennCqgqvyPdIY7ggKbzpxM7qLM8JIQSoG1VQ97q4t9zkD+nGLxRUVCkW30P28KoKrOyZzccwJdcjkBVrOSROnMOvwovPBYW8dsnKuPpamkA7NbRVI4gwIIXXfNR9Sl3rVIVXLVjlJTRZoFtPVSNyrv0N+yIKV+U6rnp8r+PKhyNztPbU7eWm7DWIBj7xxBOTq/C+8MILrGrVqiyLoG3MlClTmKnorF35WpXceG6d2iXpFiJdKyTde+VwaNmKFWYuYpyQwps97AxB4j4PQml06+FVw87gVZWNX7oIC/F5+XmMWf6M37ELpRHjUas6y8qk8AD79e5ivEEDI4BOsQ7aq2wC06ZNY+PHj497GERKoX3RXMT+INY2p1Q12fOKtQ9rOtZtNeVNTlVxMvTq5MBc+5v6nM6YkisPOJdcHHRIcbMcrT1139WUsGZEA1922WXJVXgbN27MihYtup9VJAugOMeAAQOYqag3eRg3vW7y2Vnz1IVILHiqIqvr+SsL3qoFUBw/bb14yZKdTdxYqsX8kMN7IRToNjtdj1uRw6sLIxM9Z/08xNpip0jmU51aV7BKrAluvbl4n075VMcZ9Dpidy7VeCD3+RUKsCnW+VyIcb7++uts0qRJcQ+HSCmk8JqLWM9EHQWnFBVdHq4sE4r/l42bTrKrV8eHTh7WyVz5RlXFvX7fdddde3+PuKMgEQ2MqODEKrwdOnTgNw1aEWSNnTt3srZt27K0eXi9TFA3SrSdwqsWsFIFQPmY8nuEUC8rv15CMpMCKbyEU867qgTL80cWJFRvKJ5r2LCh9vP5eEZlZVZWmqHEBbHh68LgxFpgV01ZHZ9Mrp6+OuHAr/CC0G+7czhdc5Os87kQ4zz88MO5l5cwh7iF7iAhhTc5Hl7duqW7F+V0GOGlFLKhnK6SK03OTZ6v/JzqOfbq4U0CB9iEiwdVjNYLRxxxBHvttdeSq/COHTuWX0hUN8siJiolfkIe/E5wNxupk8dKjEeEswiPk/BwiM+qC2iQ4dqmYuK9RZhDLg+vmGNiTgllGc+hDy/e41e5daMchvF97dYvN2O0E4ScPoPrJkeeyFEmfoyIWNPkYlvCACF7dlWFNylrmxjnyy+/zPN4wzi2CdfApLG4JelCuwwpvMkz0MoKrNiD5HvRKRoxiPmmOl1UYzD+4t8NGjRIxXzX7TlyJwNhQIhyTYCDENf522+/Ta7Cu3r1an7Rfv/9d5ZFTFRK/CS1Rz3BdeEsdl4Z8depgXhU444S2tiJfNDNBzmcF/+vKlpOFTLVuYl1JJ8Q5SDJFaas+15uP+ukPPsVzMR7narO2ynppoMKzajUnFaFzaSxuCUteyO160sOcuSdzoio8/Dirxz95+V+dXL0yO2PgGwMlj3SwhDs5/ymzc0jbdo1ib0Gf6NcE9DjGOft1atXchVe5O7iZvn3v//NskgaPbxRb452C6OYlHYLj/p9dJbDJEMKLxE0XhUqeW7Kobdx5wI5IYQnocwLZddpbfCq8DoZ7rysP+JzdgpvEgvxoQcvevGmVWEzaSxZGjtAyxi0jiHMx8mRIdrI6QyH4v/t8k7t7mE3jh67iEDxbzXVJwpZMiwDWjObdk1yKo/bvvJBMHDgQH7O6dOnJ1fhBSgz/dRTT7EsYqLCG9cEtJtgbj9rV3jGbhyqx1qEByZ1M8/CvUXEi9u5JazcQhFLekG4XOuRVy8vlGmv53DCLp/YbYskk1qzQbBBQcekknSlMG3eaZm5c+dSj+eEIOflCg+rvJ/I96HsvJBTR4R85+Ye1jl0VG+teh7ZmbJ9+3bWrl271Hh47VDTeKJaC3766Sd+vi1btiRb4b3++uvZ1VdfzbKIqUpJPjmufiegXQiFl2PKIX7wKGHhE2EuulBLtZBPPuM3DfLwEkEjFDuEblWuXFkbuqwzPiXN0+hnDfCq9Po9j9OYRREVL950WVlWhcM46Nu3b6KLWCZdKXQi6Xsj+jvPnDkz7mEQLpA9tXI4M9YoFDWUi1Spnl4h1+Gz6nty3cNOcqjqJJEdJe+++y4bPnx46BGWUc69Zjk6PkTp4UX1/kqVKnn6jJEK7z//+U9WrVo1lkVQpRnJ2HGj3thORQCiGEOu8bg5htPCJdDl0KUltLljx46erGEE4Zbu3buz9evX7/OcThgQAkHSBGS/rcpEAT27EGO1V2+Y4Whue/TKYzXBw9uzZ0+2du1aZgp+oo2SrBSmmd69e7NVq1bFPQzCZ6qaXTV9J8eI1zVW9eLqHCdyb19h3C1fvjxbtGhRYN/ZSVaNiiM154xrfatbty675JJLkq/wih/ZBMUvaoYOHcqTseMml0fVbf5uLvxOFrefU3MN5OqzujATnYKcltBm3FsLFiyIexhECunTp89+gqM8h1TFLkiEJxWCSFhzVG5h5DYsWIe4JnJxL9kqbhcyF8T3UsOc7VCFRyflOAq6deu2nzElTtLssc0abdq0Ybt27Yp7GITPqBW5C4e8xzitn/lGHMrRLzp5URTRevDBB/fRYZzOazdOoezK+cJxpp00M8h4d+aZZ7KHHnoo+Qpvv379+I+cxVCTZcuW8e8fN25v7Hw3fz+f9zLpdF5dWYl1OrcfpdpkMJ8QwkUQQTNo0CC2ePFi7WtyD90gNmd1vqne4zDmoqwsQqAJE9kznk90iU4gEsYBJyVWfC6X0hvVute+fXu2bds2ZgpJWe+J5KaQEfaokUOiRZ5IRRMeVp2Mlys82MmBI96DtVDu2S7GIu9zOLd6bznJm7pxymuwLlQ4bsNbsxjXQRQ3LlGiBPv444+Tr/AiDAA/ZNeuXeMeSiw/ZJIW4Xxvejef9xvOLH9WeHRlodXN4uZVqTYZqkhJhAX6ps+ePTuSC6zONzk/tXDhwlorfz5FQ1TPaNh5SrKwk48CL3sH/KDmIMe17rVq1Yq3jyGIoEmSrEXsGwEjG+bk9VKkZIj13o3sqCrRupBdIUPKNV7w0IVV4zm1B68XD6/qTdaNOW7D25Exyr1wDOLcSNNLvMILpa9kyZKsUaNGLItkfRG2m/xC+PMTRi0fI1ffYD9KtbwIm2r9x7yC8EhER9ybUlRMnjyZTZw4MdKQNjk1wS5HVlj/ZWXVaxiYTqAJe5MP4r4JIuRN5xEOKp3FLVRsjwiLrMtaSUM4LUTRQ7lys1xvRTynrn9OHl5ZmZXXNp3yKcbgtPfgeb9pKWrNhaDqXjQLuChiXLINcu/9RAEbqfCCmjVrsnvuuYdlEdMW4ahvbLswlHzC++Tv4MernOszThZCkyCFN1qS4v1PSnsPXR6VTthQBQ+h/Arl1YvXU3dME4o5peWezrW2ksJLZEXWIpwRMqAIYZYNkGokjy7CxUkO1KW/idfVfQZRRbKiKyvYcn0G+Vheo3WcomuyLo/83//9HytWrBjbvXt3OhTehx9+mJ1++uksi5iwCOuS8aOaJLnyLNw+H+QY3Ob7CsugzrpoAqTwRktWPLzLly9n/fv3D/08quVbV7BEZ3EXlns/81Kn8CZdYHBDVOttrrWVFF4izbIW4R7V+SEeOjlVF+Fip9TmUoZFZJHdviMUbZ1h1K/DJgyFt1lK5BGEi1evXt3z54xVeL/44guej5XFSs1QSrxaLoJGtXC5mSRRh7rpxhrWMb0uFG7z56JegEh4JMJgw4YNvJpumIi5ovPqitBlNbdL9fLqql36CWmOst+gKeGDYRGEhzctghwRLaTwJhPZ8Cmq5ufKkdXl38oKri4tTef4wR4ilF9RkVmsk7oWfH7WKLluRNxV8k0E16R+/frpUXgHDBjAf+ypU6eyrDFs2DA2b968WMfgJ//LbVhv0MKJ1+N5CWn2q7y7vX5Re89J4SXCAIZJ9BAPE7k4lazoygXo1PA2oeiK3F2vc0300RUPNYwuzcj5cPgLA3QcCqWbNSstoXpEtJDCm1y8yH1yKoxujZBfl50VcsVntXiVUI7VNnJyhJFfY6HfgoNZMPzt3r2bhzN/+umn6VF4UVEWP/jPP//MsgZ6DsZdodqPdd+tkhiV5yAI4ShsQYo8vERaCNuYogstFt5X2bMrCpg4WfH95FGJ80HxFkp2mgUMXcGWONbsoD28af7NCPeg8jel+KQDu5orQhbVKabq+3XVn+X9xU1YtDhW8eLF8yo05bfgYBYMf1OnTuXfsW/fvulReEG1atXY008/zbJI3JbHMJVS9dhRCyBeClKlTTgiDy9h4r2lCzlzo/AKr6/swdW19BEChLDY+8mjUpVsv17jpKF+/6jXQvW+yndNzoJQSORmzZo1rGfPnnSpUoA6p3NFG8qv6+RAnTdXpxzb1YT45ZdfPBtYdetaGNGLSadFixb8t/vrr7/SpfDiJkK15iyCCRMnYU4c1XrlJV84jAXATgBK4+KByAHkWxKEKQov5pea+6RTRqpUqbKf8iWUWmFEk3N55ZBcoaTir5c5rfailUOa5RC4NK0RAl0udByKonpf5auwpnFdJ7wzZcoUNmHCBLp0GfDw6p6XDaTqv+W1QbfeiOd0HmAhv+vCqJ3WHqfzkHHufzz55JPsuOOOY36wTC89XbRo0UwWropb4Q0T1bqmKwxgN8G9LgBu3m+3CKVxsRk/fjybNm1a3MMgUohfhVfMM1Fh2a4glCxAwLOrK0AiV8KUFWk//XedvLzyw+Te2/lg932jLqIStIeXIEC/fv3YihUr6GKkDLdKpc7QqlNQdV5acQ45x1fw999/8whN3WedZEo7D3PU0Y+Hekz7iZoaNWqwu+++O30K7+DBg/nNASE9a/z+++9s27ZtsZ0/39y3XMe2CzVx6+HVhZoEHa4chWAVtfC2evVq3rSbIOJUeHWbu13bBjurvKrcqjlbQQkMKNZkp/xB4EmjYQzYfWcYJaKE0jCIMGjdunXs3TCI4HGrVIp/q55eeV+S5VSdEqqT3xYsWMCef/557b7jVt7zs6cEIUseqXilTTMu7tixgxUpUoQ1btw4fQrv5s2bWaFChVjTpk1Z1pg+fTobO3Zs5OfVCZ+60Ixcn3eaIG7y9XTHk/9f7nkmT0xVaHaylJkgqEY9BlgfSYAk4q47IIcgOxmndEKHmqMrK8JqDpc8r/xs3rqqm3KotJ3QkwZ0/YzFI0rcrldp/R2IdNZJIcLBi5PDyZmjRiLahTGrx0R7vsqVK+e1//hZy4KQJZvZFO8yJW1n1KhRfDwjRoxIn8ILzj33XFavXj2WNWB5jEMxEZNGLviiTgKniehm0skLidv3yoq3mrMnL0ZinHIZebtz4btAqEN4ZK7vFpYwFYeQRhs9Efd9pRqs7FCFDt2ccfMevwKBPE5R/dkuL8wEgSBI5O+eBIU3KCNH2qFr8h/I8Js91DXCqzdYDmOG7CjLmOIYIpzZzpMclnMj6Hl9pFKh34QIJrQiQksieHpTqfD+85//5NaSLBJHHm+uSZNLaHTr4cV77Crc2R3P7v/V98ljtPMmywuQeNgVIDChlVKQ0EZPRK3wqvNVGJvkfF07D2+udAq3G72fFAZZ6fNS8TMN4Lvoeh+HrfCqv0M+Hl4Tonjiwu5+z/I1kaF9MHvYyY1eUl/sQp3FZ3Vyu90eYbLxqVlMecRO3HjjjeySSy7x/XnjFd6OHTvyGwVx8VnDRE9ckBNUp0QGcXw7D5C8wYvnhNAtlGKdUiuHNaZB4TXxviLSLUCKuYW/ueaknUKZj5HNDjtDmfy62oJC7vMLIBCYZAUPGp3CG6bwo/4O+ba7MkVYixq7eZPlayJDCm92cSMjOhlbVWVQVgp18pWpxqdmynd0Y2COs292mTJl2BtvvJFehRdFdnBDpLlqsR2dOnViGzdujHsYnry2XiaJKgQD1TsbludG5y22K0aQNg8OKbxElAIk5oxc8MjOamw3j50iO3RCg5e1SP6s2i5NPY6cRqELixNrWRrWiFy5vGEKaOp1p/UqmOtI7AvdV9nBTsF1qsMgr+t26518HPw94ogjWPfu3X2PK2qOlL6jXAjSROMtuotgXL169UqvwgtOOukk9tBDD7GssWTJEjZgwIBEWIrzyY9TPbxyHq4bQTZfK5lOydZVgE2L4NChQwe2devWuIdBZEDhVVMHhPLkNFed5ptdjQGdMOP0HnEe2ZqtrkeqQU78G2G+alicrBSaJigERVQeXhXyxHkjbftVGKAXfZcuXeIeBhEROqNorpxaL+k0woD79NNPs5UrV7Kk0Oy/31FO5zPVwyt+s3ycgIlQeJ944glWrVo1lkVMsELa5T3IAqKbFkEqqkdFfEZMPtHywynsxGl8Tp4iu+d1wnLaQJuvqVOnxj0MImXoFBPZYizyQXXtH9zMc6AzSLl5j5sQalXBFUqsaMPjlMcvK7xpXDPCVniF4KXrrdygQYNAz5V20lRvIiwmT57MJk6cGPcwiIjIFeUXtrxuuhGqmYd2nnFRt25ddt555+V1jEQovO3bt+cL+MKFC1nWMEHhVRGCIoQTCK9CUFQ9sbk8tE5CqF0urZtJaBfi6CQki/eZat0KEljIyLpNRK3wwpCliwixm6/5Vk3PFQqtGtzEWIWhTSjoQgFW1wf5mDrjXdoIM6RZXvfl3wD/X7ZsWWOFMBMhhTc3aB2zfv36CH4NIkvYyetx5+p65UjDxov83XLlyrFXX301/QrvmjVruAW9RYsWLGuYqPDqPLy5Qgrl551ClO2UTi/CjlOIo5NCa9okz9p9RaQzpFkojij2pFNm7RTcsOejqhjkWtfkMeE1XY/CNCtl+H1gtBBt3IL8juLYsnFEXMuGDRtmbn3OhzTfg0FB+x8R5X2VtDnZzLDxTpo0ia/9ffv2Tb/CC8444wx23333sawxcOBAnstrIvmEDns5Xr7Cji5k2SkUMuxJbsJiQhs+EYbC+/fff+/3vKpA2s0/NwYxN7j9nJ0nzOnzqlKsejyz4F3TFRsMOmpI9pQLQ0pY66YJ6zERLbT/EUHP+2XLlrFnnnnGl+wbBPmco5nha2Djxo1Z4cKF8649kxiFF/14UQFNJ1Clmc2bN/PWTGlGFSJ1vcqCCjU2YWKb4KmgDZ8Ims6dO7NNmzbt97ysBLpRJvOdm27nl9cwZF2ItOqVVsOiTRUg8iGMfGW73x77fdhFq0xYj4loof2PCHLeY91CyG3p0qW1x4xijcnnHEcavgbecMMNrFatWnkfJzEK7x9//MF/kBkzZrCskcSWTF68vLowQafiMknHhFxh2vCJoEFFeVi58823zRe/uf65jqV7v12xD9kDbHJer5/rjtB0XV52GOzYsYP9/vvvLExMMIIS0UKVv4kg571dGh/A+g8jYdgt69Lq4d21axcrWbIke++997Kj8MJzgNyhJk2asKyRFIXXTehwLqHRLq/X6fUkKp5BhW/6pVWrVrwQAEEExdixY9nMmTN9fdarUSuI+eLmGPK4nIx16jyGkCO3YjIVP8ZE8Zkwi1gJ/vrrL099LQnCDWTwJYIE636ZMmW0e4lc64HwzvDhw/n1GzlyJMuMwgsuvvhidtNNN7Gsgb6pulBB08glHAYhqIpzqGHPblDPLQtuYQhsXsI3w/Ji24VtDho0iC1atCjQcxHZQ7Zev/3221zp9YOdp9RujgcxX9zMT6dK0bpjyOsTco5EeLOpFnSMB+PTeSCc1nBRiAwe3jANhogYMKEXPZEedu7cydq2bRv3MIgE4HYfQOqFakQRn0VEjAkV/JsZugfl4p133mEHH3ww9/RmSuEN8osniaVLl7J+/fox04kqMT9Xw3A7dN6YMD28XoTysK6dnXURhdBQEI0ggri/8KhUqRLr379/IPd0rrkTRJi00zm8hjvLz4lrIoe3mZyWIefkimrabgpwRfGd5syZw0aNGhXa8YnsMW/ePO41IohcyAZMp7UO99SwYcNyyqlxKp1HGrwHReXoTJTCO2LECP6D4W/WSEpYsymhiGGdO4zzBTUu3XHsPLwIZ6Y8JsLr/aUaiGQP72effcYLVwWxwXr1+OqwO79stRffR1jw1b9uw52dxu53/FFXXZYfssKL39dNlEpY7SjwIIigQMQAnAgEIcgVkZhrP0CdgW3btuWMRIxT6Wxm8B4UVSprohReeHbh4UXoXNZIi8Ib1IRP4uQN+5p4PQ7lMRFu0BVi0t1jakXdMIqCeJkjdueXj6Va8HXeWbvjpWUNwvhVhVfUS/AbTRMU8O7Cy+sWU38TU8eVRezapxHZxW9Ej518HlZKX740S9g61KVLF/67zJo1K3sKL7j11ltZzZo1WRYX6d27d7Ok49f7EVXOaxyE6eF1ghRewg1irkEJhDcQeZtqxIC49xo2bBjKRfVyb+d6r/y6asEX+VbC6ymvL2lac1QOOeSQ/ZReXAMvHu8oK3/bYepvZOq4sgjte4Sf/cVpDrtVeP0Qt+E4Tp544gl29NFHB2agSpzC+91333GBa926dSxLTJkyhY0fP54lCTdFYdzmt6khInahJkmzYMUJbfyEDnVuyXPMbq6K58uWLRv7Rc1nU5eV+ySFJQeB3G5IPMR6G5eghArNqNTsFlN/I1PHlUVo3yO8pvHA+IeHrt4Lwm47duy4zzwXBlO7+gde8Lv2Ji21Rke1atXYY489xoIicQovKsvix89alT3kXCZtoXaaqPJrdnmmMnbhdeo5kmbBipPWrVunImqACBY1zFfMJXnzVzf+sD28+eQZ271PZyiLy5NpstIbZ5Vp5MahFy9BBEXS5Cgi/r1QPHSGUBRqRBFQWUaV3++En+hGr2NPqiw8Z84cPv5OnTplV+EFJ554InvggQdY1vj5559ZEnAjPHr18KqfsXvOJAuW27HENWYUf5s7d26k5ySSO39VRVgolrJyif7OqgEryvvb7VriZCgLc7wmrU9uBT1EVMWpnFC+JRH0PUUQblCNvDrPrZDLVeXYTevMMJVSU/OI3fLVV1+xQoUKsQ0bNrBMK7zPPfccq1ChAvd6Zm2hToJHzuskjmoCRj3R/QrfUYG0gD/++CPScxLJwMm4pOa5yvcuag2orbCivL/9Gpn8GOD8kBSrO66DXb52lJByklxMFKyx5yFMnsgWQdyL+CzWQzuFV/bwqspunMpnUuvfXHXVVezSSy8N9JiJVHgHDx7Mf7CRI0eyLDF16lQ2duxYZjpRTW6vhWyirjjqNlwlzF7AuaDWRITXuSLnuar3Lu6nXB7eoIQPL3Pfy/mi8vCaqBCYBq1P7jHtfjJRsIb8NGPGjLiHQSTwXlTryAA43eSCVXbyXJxzQT13M8PWCR0bN25khQsXZo0bNw70uIlUeNGeqEyZMuyVV15hWQKhXS1btmRJxc+kd5qcXo6nW6zcnifNQgEJlITbueImVcHN/RSk8OFl7kc9x3KtKbnWJII8vEnaS1RMFKzbtWvHtm/fHvcwiIgJwtCoqzUzbtw4XlA21zyMcy6YOA9zgRpNuIbz589nLOsKL6hfvz476aSTWNZIssLrx9PjtIkH6eWJKpfCtJxjChkk/OTw2t2vbhTeMD28bvL888Xt8XKtKXFEnSQNWp/cE/dekgTofiL8ynqiD70azqzWGKB5mD933303O+2001jQJFbh7dChA7/5Zs+ezbJEmzZtUmOhdLPwRBXyG+YiJX9P06zwVBSG8BIKVaBAAcfqk3FHDEQxv9yew41STsKRM6SgZJcw5gbdT4Tf+8pO4fWCF3k2q3vDzp07WenSpdkbb7wR+LETq/Bu3ryZFStWjH3wwQcsSyxbtoz17t2bpQG33pgwi2BFXTRAXfDiXtQGDhzIFi9eHMu5CbPR3Zu6Td8khTeKuW8ntATl+SX+Byko2SWMeSLnWxJEPhFPUMzQ2tFPJKGbkOes7hM9evTg3xvh4kGTWIUX3Hnnnezkk0/OXNuCn376iSUJL4JlEPkPpuf3meTxpaqVhBdyzUVEoJhWSd5uzPmsNbrPui0OEreRK0nEbUAh4iPoeYICQ2RAIbxil8rz/PPPs4oVK2oNwoiEsqsV47aoVVb3iXvuuYcdf/zxoeh1iVZ4u3btym+SiRMnsqwpvElS8u2Uunzz7ew+7yUEOo5FxbSQRhICCCe83KM9e/Zka9euTez647ZmgJu1Sz6W0zU0La/fJEjhJYICBXCGDRtGF5TwhF2tBRTOVZ8TCq/oXy7LoV72gKyyZcsWVrx4cfbOO++EcvxEK7wIKcBN9+KLL7IsMX78+EQp+V48LF7QtUcRC06+Ra6yBCm8hBNe5umoUaPYnDlzArmgQc1Xu5A0u/faGczySa1w+qz6WtxRHyZBCi8RFOi/i4gmgghiL7r//vttHS6i1oW8juvSgUgm3ZdWrVrxaxSUDJEqhRc89thjrHLlyjxcJSvAu5u0sGYd+U528XnZqnbQQQfZektIkNRDCi/hNDe9zNNZs2axMWPGBHJBg5yvdlZ6L+fNZ73KZd03Ka/fJEjhJYKC8neJoFi4cCEbMGCAJ8OpTuElmXRfrrvuOnbeeeexsEi8wosQFdxEffr0YVmiRYsWcQ/BGLCgIHxEV0zHLqyQhMr/0alTJ7Zp06bIfzfCXPxuxKtXrw6sqF4+RaXsQpXd9Lz14hHOd1zq+Miruy9kjCOCghReIkhDHCJMoyp0mAWWL1/OChUqxJo0aRLaOaw0eDtRuOq2225jWWLkyJFs2rRpcQ/DGLwWiCEB838sWbLE0VpJZA+/G/GuXbt40/iocJuH6+f7uF0j3BrS3OYHE/+DFF4iKEjhJYKiZcuWnt7vR97M2p7w/vvv8847f/31V2jnSLzCC7788ktuGUDLnqyQlrDmuMjaYpILEgaIoOYHrN9RzS83yq2bseRTQM9t1fV8C/JlDexxFNJMBMHWrVvZ77//HvrFpHmbftavX886duzo6TNhGlzTwO7du1mVKlVYw4YNQz2PlZYbELmb7733HssSSavWTJgLKbxEUJstlJSoNms3goSbsbh5j5sokqAE3iwJO05KSocOHeIeRirJmmKGYnqoLxA2NG/TDwwnmzdvDn0OZmmOduvWje93o0ePDvU8qVB4wQMPPMAtBKb1gAyTyZMnh9Kc2WSytAhEyc8//0zGEyJxHl43+PXw5hJmvX5HL+PAXoZznX322SyrrFy5MnO1OaIia4oZQuOjKGxq0rpH+COXYbN+/fqBXNqszcFcxarOOuus0GXQ1Ci8qAyKmwcFeLJE2otXqYsPLRLhMHjwYF55kCD8zMuk5l3mqp7sFBrtdS0S70fhEjuBSlSSFg/8O6ugNQVqVRDBkzXFjCKYCLfYrevi+XLlygVyMbM2B+2YN28eLzr7zTffsLBJjcILLrjgAnbhhReyLAFvyvbt21lacetVCauyapYafrdv3z7uYRAJwUnZM1Hh9VO8LpdC6zVXWLxu1ytcriQNzy7+Yj3LKmPHjmUzZ86MexhECiCFl3CLk4xZtmxZ9sUXX9DFDJAnn3ySlSlThsugYZMqhRfeXQgMw4cPZ1kBjdTT7NX2WjjGrtcmWdPchTUThBugiNkpZCYWGvLTW9frmpHLg6s7ru7/cU11LSyyBtpboc0VQeTDtm3bWLt27egiEr6Q1+i0R1RGDdZ3VGZ+6623IjlfqhRe5Ggcf/zx7Oabb2ZZgibh/xYlO88IhULnhhRewi1O88lEhddvhWQ/n7Pz4Lq9juK5rOd3tWnThre5Ioh8GDp0KJs/fz5dRMIXYj2uWLEiGzhwYGBXkZwwjP3rX//iCu+qVasiuTsLWimiYMGC1vPPP2916tTJmjVrlpUVjj76aGvu3LlWEvn666+to446iv/N5/NgwYIF1urVq609e/ZYw4cP3+d9L7/8snXkkUfyv4Seww47zFq5ciVdHiInTvOpSJEi1vbt22NfG2QeffRRvj7gb67jN2rUyFq4cCH/K/+/23O8//77rtea888/n+9bWLfEOPBcgQIF+AP/n1V2795tFSpUKO5hEAkHcxLzkSDy2evq1KljXXzxxYFdRC97SxrZtm2b9eWXX1oNGjSwypUrF8k5C0DrtVIEBC0IMSeddJL10EMPWVkAP+HgwYOtWrVqWUnj6aefttasWWOVLVvW+uKLL/L+fN++fa0uXbpYN9xwg3X55ZeHMua0grkzefJk65xzzol7KESCmTFjBp+PeMS5Nqioa4N8fDwnXgO6/5fXE/VY4t/HHnusNXv2bMf1R/4s/mIMQHxPMS75uSwCo2WWFX4iGIYOHWpdeOGFdDkJ3/z999/WsGHDrIsuuiiwq5h1WbVPnz5WixYt+H55zDHHRHNSP27hpk2bslNPPZWVLFmSP8477zz2xx9/7JMz8fjjj/PQruLFi7NbbrmFrVixYp9jdO7cmR177LHsuOOOY127dt3nNfTeq1GjBitVqhQrUaIEO+mkk9gzzzzjenyffPIJK1SoEJs7dy7LCq1atYok6Tto8i025aY3JuEeKu5B5AsKDb388st5z7+g57BTATy/FZfF+3PVELD7LM6t5uvqnssiJobGE8kCbU5oTyPypVevXmzp0qV0IQMCOmKlSpVYvXr1WJT4Uni7dOnCunfvzht5Q7h59dVX2YEHHsimTJnCX3/00UdZ5cqVWb9+/XilRSjE559//t7Po6rwEUccwXvsoTAF/n/Hjh38tb59+/Jjffzxx2zGjBn8+B07duQKtFug+JUvX541aNCAZYVNmzbxnKekEnSOLeXs+oOEAyJf1q9fz1s3mJaDGmSBKrsKzW4KTgU5jjRDCi+RL5BRR40aRReSyIsff/yRrmCAfP7557wVUdRV+AMrWnXIIYew77//ngs7UFjlqnjTp0/nws+IESP4vzds2MA3dVTowuOoo45iGzdu5K/Bk3vJJZfkPZ7GjRtzazsWvKzQvHnz0Bs3h0XQgh55SfwBIxVZMol8wBoEY2NWFbd8jG1kqPsfpPAS+QIngHCmEIQfIA/16NGDLl5AwCFZoUIFdv/997OoybtoFQoEtW7d2tqyZYtVs2ZNa9y4cdauXbv2iUk/4YQTrCpVqlgjRozg/y5VqhRPVD788MOtihUrWo899phVsmRJ/lqFChWsqVOnWlOmTMlrXI888ohVvnx565133rGywmWXXWb179/fSiK6ojL5Hg/31Lp166zXXnstsOI3aeeCCy7gOU8E4RcUW8L6H+R8ThL5FMij4noEERw7d+60ChcuTJeUyCvXFAWriGBo1qwZr1HxxhtvWFHjW+FFcZsSJUrwipwQajp27MgLRa1YsYIvMKVLl97n/VA+8Zrgrbfe4l967dq11osvvrj3+aeeeooXzTn11FO5knLnnXdazZs3t3bs2OFpfEWLFuWKzq+//mpNmzbNygIQslD1LclAKS1Tpgx/5KugCuERZLkanhcwnyEkEEScVZWTdO4gjXdBG/4IIuvGNyJ7BLUfoJAn9JkDDjggsLFlmc2bN1sfffQRd3hWrVo1OQrv8ccfb02YMMEaNWoU99DWr1/fs2J58MEH7/XsCooXL251797dmjNnjvX6669zpfq5556zzj33XGvr1q2ejv/AAw9krhXNKaecYk2aNMlKKlBK4ZXFI18F1U+bEMLirUAQpUEQYbdZCEow0Z3bJCWYIIhomTdvHm/ZSGSPoFr+QBe55pprAhtX1vn444+tjRs3ct0uDnwrvLB6VKtWzapevbr14YcfWqeffrr1+eef85BkeIjWr1+/z/vR3xOvuQVlqh988EHr+++/t/7880+uTLdp08aztwo3fNeuXa0BAwZYWQCGgTFjxlhJBUrpoYceyh9BKajkNfEGUhNE+gFBhBmOG5Rgoju322ObohibMg5TIO8ckQ+jR4+mFnsZJYjUENQ4gnIGxxyRP0uXLrU+/fRT6x//+AdPcY2DvHN45T5VCDuGAnzggQda/fr12/vazJkzrUWLFnFB2g8QAg466CCeJ+yVunXrWjVq1LCef/55PsYscNxxx/FrniSEsAcQ5o4HhfXFAzYKzFeCCNuwFFTOqu7cbo8tK8a5lM4wldKglP80gFBCGKwJwi+7d+/msiiRLtyswUE4OdAHHDVNiGCAVxcRvLFGWvqpdIUei4MGDWLz589nkyZN4v8uUKAAbzEk2hJVqVKF9e/fn7clqlmzJn+44a233mIvvPACGzBgAJs3bx77888/eTWvYsWK8TZFfhg6dCivmtmyZUuWlSqpqJidJKg6qVlkZa4Q4VRY79SpE2+VZiJ2LYXc9OMNcp1Se5D77UWeRhYvXsyGDBkS9zCIhLJnzx5qsZdSopIVf/jhh1CPnyXGjx/PdcSvvvoq1nH4UngbNmzIb7bChQvzfou1a9feq+yKpsLom4tWRQcddBC7+eab2fLly10dG0ryrbfeyvv44vjop3vVVVflvfnhmOj3i5LYWQA9jmGQSArUf9K89kQQOgnCjwACQ6dfA2WcAlOudSjIdQq9ejEOCAKm9SyOm3Hjxhl7/xDmA0fMhAkT4h4GEQK6NTho+XHq1Kls+PDhOc9LuHPAQUc84YQT2M6dO1mcBNaH13Rmz57NFeg333yTZYEkenkJc8DC9Ouvv8Y9DCIB6AQBGDj79u3LTMNvf263wo4XoUgovDAKkyC1L+h7uW7dOte/D0HI/PLLL9zLS2SDoL2+Otk51zlIIdbToUMHft26du3K4iYzCi949dVXWZEiRdicOXNYFoDXfcGCBXEPg0goFNZM+AXC5m+//WbcBbQTWuyEFfG8UE7xV7xP9xkvghcJSPbg3oHRliD88PPPP9OFyxBBrqWIjNQZa3Odg9Ly9gcRtUhvvfbaa41YzwMrWpUEXn31Veuwww6znn32WSsLXH755bxpNkH4AZWyUTyMILxSsGBBI4sEqoWsRAEU9GzXtTV68skn9/Y2V3t664pMeSnChYIqeJ8olkXsC1VpJvyA4qbFihWji5chguzE0b9/f+uyyy6zPQfQFc0KqgBjmvjggw94hx508DFiPWcZo3379twC36VLF5YFBg8ezKZPnx73MIgEsnXrVta2bdu4h0EkOKzQdIRVXvbcqq8dcMAB2gJXfrwK6mfIK6DHxOgAIhl0796drV69Ou5hEAlkxYoVXDdwWtvlaB/CnlmzZhmXRpopDy+4+eabrSuuuMJ65plnrG3btllp56KLLrKGDh0a9zCIBAIrOdqDEERaEVb5999/37atUZMmTfY+L3sS/HgVhFcYHmV4Cc4//3zyChBEgCAqqWzZsnRNCc/88ccf1jXXXEMt4vIE6bJPPfWUVbFiRaM83plTeOFW//LLL60lS5ZY7733npUFzjjjDGv8+PFxD4NIIOibtnnz5riHQSQQI0KYcuCktAYZJqcq0QCKL3o9Bn0OgsiyoE0Qfli1ahVP4zrggAMcw5NhHBVGUkLP77//bvXq1ctq3LixUekFmVN4wXHHHcct7B9//LE1adIkK+2cffbZ1tixY+MeBpFAkMvSr1+/uIdBJFThzYoAKnKB5bwu3XNCiRZCk0nWb5NIgrGEMI9p06ZZJ598ctzDIBJI165dreuuuy4WQ2iaWLduHa99gWjaG2+80TKJTCq8AIIGFN8HH3zQ2rNnj5V2LrzwQmvw4MFxD4NIGKVLl7Y2bNgQ9zCIBFK+fHlesCKpQFEtU6YMf+QqKqUrYKU+JyvAJDQRRPAgkg0RbQThhaVLl1oVKlTg3l0iP1544QVrx44dPBXINDKr8BYpUsT6/vvvuecTIc5p58QTT7RmzZqVCeWeCJYSJUpYmzZtostKeALKnahqmUSgqMJajYesyOrQhcCpz+mUYmJ//tsukS4N4RncN6gQTxBe6NGjh3X11VfTRcsTRAM2b97c+uSTT3j+rmlkemWoWbMmd70jvDnJgplbbrrpJqtTp05xD4NIGCjy1rt377iHQSSMI444wlq8eLGVVKCoIqcLj1yhx248tuJ4q1evduU1ziqoGVCyZMm4h0EkjDVr1vB5RRBegBGycuXKZCjJk61bt1qPPPKIVatWLeuBBx6wTCTTCi9ALhUWyYceesjIvpFBgsqFCDUgbx3h1cOL3oYE4YXChQtbu3btSuxFg/KKiq94+MnXUj26OAYUOQgGbrzGWS4ec9hhh8U9DCJh2PVPJQgnYMyHUZ/IjzfeeIMXA/7222+NNR6YOaoIgQDyww8/WH379rWaNm1qpZ3bbruNV1AjCK/GEnimCMILaS8+pBamkv9tF+bs1mucVUjhJfwAY37RokXp4hGumTx5Mi9ylvZ9KmwGDhxoffbZZ7zzDWojmUoBNOONexAmgNBmxJ6j6MHxxx9vpRmUC8dNefTRR8c9FCJBwgTC4e+44464h0IkiN9++82qV6+elXSgwMIjCyVV9vZCuYUXF4otQprVfxPe6dChg3XttdfyOhsE4YaNGzdyDy/StgjCLfBGPvzww3TB8px7p512Gt/zMAdNLvyVeQ+vAC2KEMd/3333Wbt377bSDMI3oPSSrYNwC4RPKL0EkUV0BaegBCM9RPbWCq/u+eefv19LIuJ/183p2mCdIWWX8Fosp3bt2nTRCNdAObvkkkvoiuXJM888w9N+fvrpJ6OVXUAK73856KCDrJYtW1rjxo2zPvzwQyvNIHyDChERXjnmmGOs2bNn04UjXINcnjRUhteFJ4sqzkiLEV5fUbxq+PDhVJHZBqpWTQQNFTrLhjEsKLAnzZ8/3+jw2yTQqVMnq0WLFtbnn3/OfzfTIYVXokaNGtarr75qvfPOO9bo0aOtNFO1alXeIxMbBUG4AV6rESNG0MUiXAMlcdGiRYm/YroqzDol2M1rWRdmsY7QtSGCAkXgihUrRhc0BUpuVMYwKGoU/p4fy5cv5+HgN9xwg9WgQQMrCVAOrwKqil544YW8cAbyeUuXLm2lFYSO/frrr1bDhg3jHgqREH755RfrzjvvtAoVKhT3UIgEgFAn9Dq/8sor4x4KETNu85tbtWpl3XXXXZGOjUguUF4uvfRS6+CDD457KESe6wIMhLpaCUHy119/8ZQ+yDGEfw95nTp1rOnTp1sTJ05MTFV98vAqHHjggVabNm2s9evXc0UwzXmuyJOqVq2aNWXKlLiHQiSEyy+/nOdLEYQb0PINSi9BkNebCIMNGzaQspuSdcFNP/N8QZcSdCsh/PPuu+9agwYN4sbJpCi7gBReG4vTjz/+aHXs2NFq0qSJlWYuvvhia9iwYakv1EUEQ4UKFawVK1bQ5SQIwhNRCLNEtlizZg03qhHJDWOOcl1A1CYqClOEmn/g8EDa59tvv524ol+k8NqA+P5nn33Weu6553hIXppBqxl4tQnCDbDoIf+bIAgiSFBTonjx4nRRCVf06dOHh1YSySKOwnV///23NWbMGF6rh/AHnB133303r4iOekdJgxReBz766CPrjDPOsOrWrcvj/tMK8pQPP/xwa9q0aXEPhUgAEDB69+4d9zAIInPVRbNQCKVixYpxD4NICDt37qQWVgkkjvQGRGzefPPNkZ0vbezevduqV68e7/KCWi6mtyDSQQqvA4ULF96bz4sfOg3tNey47LLLrMGDB1NoM5ETEQ5EYfCE23U07T2cVY+FrACTMuyepUuXWpUqVQrtdyLSw7x586yjjz467mEQCUhvEBFp5cqVi+R8aeTll1/mOgLydsuXL28lEVJ4c4AFFUovPFpvvPGGlWZQtY5Cmwk3oOpuz5496WIRrvo3QzjNksdCKMCvvfaa9eSTT1JPXg+CaZKKoBDxMWTIEN5RgyBy0aFDB/Lu5sFvv/1m/fvf/+aPpOXtypDC6zKEE+HNH374odW2bVsrzaHNCCejqs1ELiCUrl69mi4UkZNjjz3WmjVrVqY8FkIBBogMQvgX9eR1l2eXxFA5IlpEtF3BgiTCEs6gBdEVV1xB94pP/vzzT+uBBx6w7rvvPuvpp5+2kgytFi5B8Sr0BkSD5UmTJllpBf3sRowYYW3bti3uoRCGc8opp1iTJ0+OexiE4ZQoUYIXI8oSQgF+//33rUMPPZTaphBEgAwYMICnYRHpIuj0j3Xr1vH6O4gyIrwDpwbynk8++WT+myB/N8mQwusS/NDff/+9ddxxx/EKzmnuLXnvvffypHSCcOKcc85JfQVzIhiSvlHmo/iWLFmSC15RViQliDSzZMkSq3LlynEPgzC8enO7du2s22+/PZBjZY1du3bxDi5wfqHgV7FixaykQwqvBw466CD+w2/atMm69dZbeYXANFK0aFGrZs2aVv/+/eMeCpGAMPg0VzAniHy9Feeff37kFUkJIs1ep7Jly8Y9DCIEb26Q1ZsRBXDxxRdTioQPGGO89gTy5H///ffUGJdI4fUIJiiUXoT9wnqPGyOt4apo6o6+WwRhxzXXXGN1796dLhCR08OL/MysACFOFKtC3QcIcFFVJCWINIMCoiiaSKTPmxtU9eYNGzbwKIATTzwxgJFmj8aNG1vffvstf8BokBZI4fUBKgP+8MMP1o8//mh98sknVlpBKAisO1kSVAlvFClShBt90hrtQAQDrPaLFi3KzOWEECcK6+AvhTPnBpFTyPcmCDuw16Ad3oEHHkgXKeGE2YsXrXNQc4fwTteuXXnNohdffJHXLEoTpPD65J577rFef/11Plnh8U2rV6Zu3bo8D4Ig7Lj22mvJy0s4ctJJJ1lTp07NnDAHoYvCmd0Bg0iVKlVsX6d+xgQi65BuRSSfsHrxoipz7dq1rUKFCgV63CwwceJEvmfdeOONvCtN2iCFNw/+9a9/WbfddhtXfseNG2eltf3M4Ycfbo0fPz7uoRCGgiq0yONNa3g/EUyuN8LMsibMoX9hGEJdGkF4o2jlFEVBGyJ5oL0ZCocS5hKnYWr58uU8UgSt8Ajv1+7666/n8wtFa9PY8it93yhCcEO0aNGC57ted911qQ3ZQwz/hAkTrPXr18c9FMJQ0CICRSIIgiD8gP3l4IMPjiUEkjAfVDo/5JBD4h4GkYO4DFMwuHfo0IEXlCW8sXnzZq7DIP0GIc3FixdP5SUkhTeAys1dunThJbtRwCetSqFoVURePEIHLLrwZBEEQfhNoXFqXxVWCCSRDHr06GFdffXVcQ+DyEFchikou7fccktmW+D5Zffu3dadd95pzZ492/rjjz+sSpUqWWmFFN4AKF++PL9Rli1bxidcGgv4IB8C3w0VRwlCx+mnn84jAQhCR9YqNRMEEQxYNyCYFy5cmC6p4cRhmIKyBq8k0u8I9zDGrKeeesrq2bMnL1ALGS7NkMIbECeccILVuXNna9iwYdaDDz6YSk9oxYoV+YKS1nxlIj+qV69Oud6ELbD6I9SNIAjCC/379+dpMwShAkNI3759rauuuooujkc+/vhjnmuN9kNXXHFF6q8fKbwBctFFF1ktW7a0fv75Z+vNN9+00prPO3ny5NSGbhP5ccQRR1iLFy+my0hoKzVPmzaNrgyhJY1GYiIY0FO1cuXKdDmJ/UBhwHr16tGV8Ujr1q152Dl0lYYNG2bi+pHCGzB33HEHt5q89957sVSpiwLK5yXsuPzyy7m1lSCyXqmZcM+uXbuojQihBeGxTtW7iewycuRIHl3pVOyO2J9+/fpZ9evXt+677z7r7bffzswlIoU3BJ5//nnrmWeesR5//HEeF582DjjgAF4JD829CULN0yxbtqy1atUqujAEQbhi6dKlPDqEIFQGDhxoXXLJJXRhiP2qds+ZM8c699xz6cp4YNy4cdZNN93EUwS+//77TBX5IoU3BHAD/d///R9v4Hz33Xfz/JO0gVzeatWqWUOGDIl7KIRhoFo5irgRBEG4AS39yItHqGzfvp0XqsqSUE64S3+AwwUyNuGtuNfVV19tnXzyydwZd+CBB2bq8pHCG9aFLVjQ+vHHH61LL72UW1PGjx9vpQ1Y1lauXEmFaIj9IgBKlSrFLbAEoVZ7R/gqQcgsX77cqlChAl0UYh+6d+/ODahE8kGKH9oXBpHqB2Xt5ptv5rIG4Y5ly5bxwlRlypTh8yqtvXadIIU3RGCZxMQ88cQTeQU5hF+kDYQ2Y/Js27Yt7qEQBnH99ddb3bp1i3sYhGFgLZwxY0bcwyAMY8+ePSS8Evt58ZDzj9x/Ivk0atSIO0fwNx9QNBVKG7qGEO5AkdmrrrqKV7Tu1asXv35ZhBTekClRogRXCA855BBe0CdtFWwRaoQKb82bN6cqm8ReECpTrFgxa+PGjXRViL2gwMj06dPpihAE4ciAAQN4hByRDlARGGkL+OuXzZs3W6NGjaIWVR6v2bXXXssrnaPfbpUqVaysQgpvBKCIT58+fbhyiERxhG+liaJFi1o33HCD1a5du7iHQhgE7okuXbrEPQzCMEMIrMwEQRC5qjMfffTRdJFSwqOPPsp/U/z16/Fv0aIFry5MuGPr1q082g5e8Z49e/Lc3SxDCm9EoIccilehCEPt2rVTV8UW3w/Wu8GDB8c9FMIQihQpwhUc8vISBEEQbpkyZUrmhXNiX9q0acNT6LJWaMkv0DWQ5zxmzBirR48eVM2aFN5ogbUS/a/++usvq06dOqkr6lOjRg2ec0Mhi4QAC26nTp3oghD7WesJAmzatImn/hCEYPTo0VyeINJVbMovI0aM4A4VdAchcrNz506rbt263AHVtWtX64ILLqDLRgpv9Bx33HFc6RUV06AgpgmET6AZ+OrVq+MeCmFI4baSJUtaa9asiXsohCGg2Eja0joI/8ybN8+qWrUqXUKCs2LFCqt8+fJ0NVJWbMov2Ctw/po1a8Zy/qSBlKF69erx4lQdO3akPHgJCmmOgZNOOsnq27cv3+ih9MLjmyaQY9G6dWseUkEQlMtLyJx++unWxIkT6aIQHFJ4CRn0cEevUCI9xaby8VS2b9/euuOOOyI/dxJBy7+7777b6ty5M6+pg8rMxP8ghTdGoQ+e3rlz5/JCVmnyiKIH8YMPPmh999131t9//x33cIiYQa889NhElUCCQMX6tKVzEP5BS7uDDjqILiHB5SC0TIEMQaSj2FQ+aS/ff/+91aBBA17wlXAGDibkOCOFDMouHA3EvtCqEiNnnnmmNXDgQB6ycckll6QqzA8tae68807eroggYLFHlUCCIAiC0IEWjmihQhCIErzxxhut4sWL08VwUY0Z1wrdYODdvemmm+iaaSCFN2ZOOeUUa9CgQTyXt1atWqnq01uuXDnee7hVq1ZxD4WIGVho0YN16tSpcQ+FMACy2BMEIYOoD9R7KFSoEF2YjIPox+OPP96qVKlS3ENJRNG/a665xho2bBhPB6AwZntI4TUATGxUU0P8/cUXX2zNnz/fSguo7nfqqafySnFEtrnwwgutoUOHUoVegheuWrp0KV0JgtYDggMZgcIwCbSkgix81lln0cXIwfr163kdoPHjx/MiVZdeeildMwdI4TUEVKmE0gvrJhQDTPo0ebHh7R0wYEDcQyFiBh5/WG+JbFO9enVr7NixcQ+DMCAUj/J3CUS4IQ2KeqxmG1To/vPPP8lL6QKRCjlz5kwuU1HrodyQwmsQlStXtoYMGWIddthh1kUXXcT/Py2cd9551p49e3gTbCK7HHPMMdaiRYu4BZfILghd3Lx5c9zDIGJm9uzZvFUfkW3QPoXyDrMNQnM7dOhg3XvvvXEPJRHrJhRcFHlDSuTZZ58d95ASASm8hoFqtriBUdAKoQpIQE+Td2/lypXWhAkT4h4KESOoJIhWAwRBZBsIbtWqVYt7GESMrFq1yipdujTv2U5kE7Qf+vHHH62HHnqI6jvkYNy4cVzZxXwZPnw4Txkk3EEKr4GUKlXK6tGjh3XddddZt9xyCy/NnhbwnVDiPk0h24Q3Dj74YN52glrTZBsUrqK2ZdkGgm6RIkXiHgYRc+7u9ddfT79BRsEe8O2331oPPPAAhbTnAFWYEcaMFEjUQ0F/ZMI9pPAaCoQAlGV/7LHHuNXrvffeS01xD4QuzZgxgz+IbAJDzu+//x73MIiYi/XNmjWLfgOCyCgLFy7klXjRq50wk6+//poXH8XfMIBn94477qD2QzmAPoCWXUh3RM5u2bJlQ/k90gwpvAaDTeDLL7+03n33XeuNN97gjb93795tpYHbbruNhzbPmTMn7qEQMYDibGeccQYVLsowCMWaNGlS3MMgCCImevfubV155ZV0/Q2mUaNG3DCBv0HTpk0bXlkYRU0JPXB0ffLJJ9Zdd93FH0hzpN7E/iCFNwFhf6+//jq3gjVv3pyHBG/cuNFKA3feeac1cuRIvpgS2ePcc8/lFRlRzIzIHshBQkgrkd1QRurHnF2mT5/Oe7PTPWA2L7/8Mg+dxd8gPb7du3fnUT4IzyX0oLgnHF0vvvii9dprr3E9gCqZ+4cU3oRw//338z5bUBDRtmjx4sVWGrjnnnusgQMHktKbUaiAFUFkE+xhVapUiXsYREygCwXCMwmzgcKFuiv4q/P4+lGA+/bta5UpU4ZHeRH2rbrg4IKjCw+kNaL2CeEfunoJ4rLLLuNV2VC+vUaNGrxaWxqoX78+r0w9f/78uIdCRAw2PYQ3o3o3kT1QnXX9+vVxD4OI0cNHZA/IMTVr1ox7GIQDdoqs6vH1GvIMQwe8lGhVSehB60Y4tkaNGmX17NnTatCgAV2qACCFN2GcdNJJ3MuLnr0XX3wxr3CYBu677z6+CVJOb/ZAEbNOnTrFPQwiBiD0YD0jssfatWu5wYvIXig7ujRQOxWzkRVZWflVPb6qAuzE6NGjre3bt1u1atWK4BskEziy4NBCn3rIxLVr1457SKmBFN4EUr58eWvAgAHWVVddZd144408oT0NFZzvvvtuXsRo5syZcQ+FiBCE6Zx//vm8zD6RLVBpcs2aNXEPgyCIiOjSpQuXWwizkRVZJy+uqgDbgSKl6Llcp06dEEedbNq1a8fD/JHqAUMwHFxEcJDCm1AOOuggPjleeeUVntCOsGBYztJQyAqVW6dNmxb3UIgIgbV/9uzZ1rZt2+i6EwRBpJAtW7bwlCwY7QmzkRVZL15cu/SFuXPn8pxUQh/18NZbb1l169blxiDUtaE5Ejyk8CbcM/b+++9bv/76q9W2bVte3n358uVW0rn99tv5Ajl58uS4h0JEbOxo1aoVXfOMQdWas0caIpII77Rv357v70SycOvF1YE0NXh3UaCS0BuBoOi+8847XJ7/7bffrGLFitGlCgFSeFNAvXr1eCEAhJycc845qShmhcVx3rx5vG0NkQ2wyKOIzfjx4+MeChEhZ511Fs3zjLFs2TKrUqVKcQ+DiJClS5dahx56qFW0aFG67hkByi4KL6F/LLE/kNkvuOACXpgKdUxeffVVatMVIqTwpgQoush/rVixIs8BQEPvpIPQDuR8DBs2LO6hEBGBXN4xY8bw/nNENjjmmGN4uBuRHRC9Q0WLsgX6rl577bVxD4OIWNlFbRZifyDXQm5H+6ERI0ZQXnsEkMKbIqDsor3PzTffzMNDX3rpJWv37t1WkkFhrj179vC+bUQ2wL3bunXruIdBRESBAgXoWmeMdevWUYXmDIHqvNWrV6e5nhFI2XVO52jatClPQTzxxBP53CDjXzSQwpvCsNBffvnF+vTTT/nj6quvTnwVVLRfOvjgg3l1RyL9lCpVihtvqFp3tpReyuskiPQBgzVyOKHwEumHlF17UJSzYcOG1hNPPMHzoeHIKVeuXIS/TrYhhTelwuNzzz1n9enTh280Z599duJz5BD6cfTRR6ciVJvIDXrP9e/fnwtLRPpB7jZVZieIdBaqooJF2YCUXed8XaQbInqtZcuW1hdffGEdeOCBEf46BCm8Keayyy7jBaxgQUJiPCZZkkHYB5T3H3/8kbxBGQCVC8nAkQ1OP/10a+LEiXEPg4gApNkccMABdK0zwOrVq3k3iTJlysQ9FCJkZs2aRTm7NsB4D9l17dq11vDhw617772X7scYIIU35aCBNSo4o0oeevU+9dRT1s6dO60kF7i58sorra+//pq8fykHQhJ60U2dOjXuoRAhAwUIvQiJbHiBqlWrFvcwiAjo2LGjdcstt9C1TjlTpkzh3RWoQNW+IE0HqYV16tTh3QhQWPbMM8+M6VciSOHNAGgD8MMPP1jNmjWzvvnmG54Tu2jRIiupIL8TCvxXX33FcyKIdIc2w2CTZCMN4T4Vg5Te9IPQ9ZNOOinuYRAhgwq9yNuFh5dIL0iXgxHrjjvuiHsoRrF+/Xpu7HnhhResF1980frjjz8o0iFmaCUKue/cPffcw29yFJNCSC4sPLL1580337QOP/xw/vrll19uzZ49e59joFz5GWecYR111FFcaZVBRWaELaO33UEHHWQde+yx3IurUw4gTCJJfujQodaKFSu4lalHjx5WUildurT1yCOPWN9//33ii3IRzsBqjGbsRLrB+oh2NUS62b59O9/viPSC2gtIUaBCVekG8inkyZtuuinuoRhnBMC9P3DgQKtz587Whx9+SGkcBlCAUWnMUPjrr7+4UonS44899hjPo4Uyi5BcPMBHH33EJ8JPP/3ECzK98cYbXOCDBVw0Z4cl/N133+VK8X333WcNGDDAqly5Mn8PJhRClPE8BAgcHwUikAzvJFCgJQQ+g754WKhuu+22xFph4RGC4o/rhPBXIr35QYUKFbKqVq0a91CIEOcy8psuvPBCusYp7z+JmhJEesE8hgGrZMmScQ+FCInp06fzfHxqqfM/oE4hXxf1ck477TSrXbt2XLYnDAEKLxE8L730ErvwwgttX//7779ZhQoV2CeffLL3ufXr17MiRYqwVq1a7X2uSpUqbN68eWzz5s3s7LPPZlOnTuXPf/bZZ+yoo47yPb49e/awDz/8kBUsWJBddtllbMWKFb6PZQJt2rRhf/75Z9zDIELku+++Y1u3bqVrnGJ+/vnnuIdAhMyvv/5K1zjFLFy4kHXp0iXuYRAh0qdPHzZ48GC6xhKbNm1id999N4Na9fjjj7Pt27fT9TGMZLr1EgB6xqIq2+23324ddthh3Nv73Xff7X19/vz5PBQEYcwC9JqtUaMGDxMRIOQZzanx2nnnnbc396lChQrW8uXLrcGDB/saHzy6L7/8stWvXz9eFAhh0wi/SHJF31WrVnEPOJFOkB6AHtNEesG6RK2o0sumTZusEiVKxD0MIkQPFyLHrrvuOrrGKQW5qPDco8UO8b+iXeeee67VqVMnnn6F+jJFihShy2MYpPCGxLx583iRKOTV9urVi4c1P/300zx8GUDZBWoYLv4tXgMPPPAAL2WO8v5ffvnl3uehSKNwU61atXi4880332w1adLE2rhxo6dxXnLJJbxXL5Rq5AO/9dZbPEwliaB6M3KZURmSSB8I84dBiIwa6QWGQaxHRDpBXieMq0Q6QV2Qq6++mtcMIdIHQnRRNBT7MPEfAw8cWeeccw431o4ZM4bL5YSZkMIbYj4aypB/8MEHXIh7+OGHrYceeoi30/FK8eLFrUMOOWS/Nh7oR7tkyRLr448/tipVqsTPdfLJJ3PPrxfgLe7Tp4/1r3/9y3rvvfd4ZVwcN4lgIcY1QDEr8hSlD+TFrFy5kj+I9HHCCSdYM2bMiHsYREigOwBqUBDprFuCyrQosEmkT7GDvAlZlgxW/2HDhg3WnXfeyWV7FIuFsgvHEWEupPCGBLyuausFTAbRDghKJlAFd/xbvOYGKLpoYg3vLkKTUQHTj1INBRpFsxDWDO/06aefbnXt2tVKIscddxwvB4+wks2bN8c9HCJg0P4AlmZqYZM+4BmiOorphrx/6QRrMlKLiHSBiD9EK8JzT/2z/8Po0aO58t+zZ0+rbdu2XOamyvPmQwpvSKAK5cyZM/erNHvkkUfy/0flNii2yKEVIBwZvetq1qzp65zwAkPR3rJli+9xIy8DIYWolHrDDTdY//jHP6wdO3ZYSQOtmtCGCdXykuqtJuwFZii9bdq0oUuUQgoXLpzINYcgslyVGdFVqKRPpIdt27ZZTZs25fUzvDhi0gqM7J9++imX71GbB7Iy0guJZEAKb0hAURw5ciQPM0ZTbiSyf/vtt9YTTzyxV2h/9tlneQgxClyhHRFaBSE/wk1Ps2+++YbnBffu3duaO3cu9+6+9NJL/O/111+f19jRNxjJ959//jlf7KCAJzHMEIIzrtGQIUN4XzQiPaDNF6Ibxo8fH/dQiIA5//zzeesaIl3AiIE1mUifUgTjPqLCiHSFqCM17JFHHrFKlSplZR2kCl5zzTXWCy+8YD333HNcrqSWQ8mCFN6QQBI7iie1atXKOuWUU3gv3caNG1t333333ve8+OKLvI8ucgDwfoTfIkRC9OB1AhXh8H54MZGziuJVULChqOL/8wUKOYpsoWL01q1beT4ywjaSFm6I74EiAug9jOJhRHq4+OKLuSGDwtbTxRFHHGEtXbo07mEQIVQyxV5IpAsY85HLSKQHrL+IoHr88cep2vB/u66gfgiK7kFGb9SokXXggQfG/TMRHimA3kReP0RkCyi8sGhB4UWYM6x+8LAljUmTJvEFC+E5lEeWDnbu3Gk1b96cG36I9PDzzz/z2gREeoDxFzmeqBdBpAOkYKE6LQz2RDqYPn26NXbsWJKTUiT7Ev+BPLxETtDqB0ULOnfuzHN1YOlCKHXSwLjR9xjFrLCQEckHIZJ16tThFlgiPaA9G1XiThewrZOymx6whyKFipTd9DB06FCeIgdjY9adAogeQ2QjWolC4UX0JCm7yYYUXsI1sHDBSwrFET1vkaeMqtBJAkW90B4Ki9jChQvjHg4RAMcccwxPA4DwRaQDFM1DjhSRHiiYLH0e+3r16sU9DCIgYDSGt/66667L9DVFO8tPPvnEOu+887izB4ov8pizbgBIA6TwEp4VRjSXRz4yvL7Vq1dPXEGoIkWK8BBY9E2Dx5pIPldccQX/LSmfNx1A0EiaMY1wFiLJu5seUNsD/Vjd1BshzDdEtWjRgrdzRMHALDN//nzr0ksv5QVgUVQWdXHQG55IB6TwEt5vmoIFrWeeeYbneUB5RDsCVJtGv7akAGvdbbfdxv+ijxp5H5LP/fffzz339FumA8xN6rWcDlDF9/jjj497GEQAoO0hujbA2E0kv3I6UrzQYzfLih1kBuTnInpx8eLF1sCBA62PP/6YqsqnDFJ4Cd+g4iYsYC+//LL11ltvaXsPmw5aLuEBbzV5lJINqibeeOONVvv27eMeChEAED6QQkEkH6QboJsAkXwolDk9bYfQ3rJhw4a8ZkKW2w2hlSdS3VBtHHsOOkAQ6YMUXiLvokFouYS+mVhAzzzzTOvLL79MlGemcuXKVoMGDbiFj9qhJL+lDQpLJC3MntAb1NDKhkhHNXXqwZt8/r+9M4GOosre+EMT1kDCHhASIoR9DYgsgbAJERWMDCADIzAYBNFhHEdwOSzDDKjjCDODIOphU0CWSGSVPRKWhBgkCGGRLWwGCIEEPCwi1P98d+z802wi6e6qV/X9zumRpDNJ9evqqnfv/e53ExMTxaQKyi6iL4cPH1ZxcXFq2LBh0j7iVBYtWiT3GagVly1bpj755BNVsmRJsw+LeAkGvMQjoME/LS1NDRo0SOb3oqcyIyNDm9UtVqyYXPzhUsi+Xr3BHGpkaTF7megtaaY8nRBrkJ2drU6cOKEaNWpk9qGQAoDiBMYzoqLp1L76s2fPiuEaxqShZxeJVaebdTkBBrzEYyBTiOouRhYdOHBAMmeQCutS7cUGu3fv3nITmDNnDjfbGoOxCnPnzhWzHKIvQUFBKicnx+zDIAWs7qLdgOgLEk/z588XySfRF7T7wIMlJiZGOXkN0F6xatUq2eehyluuXDmzD4v4AAa8xONgLuquXbsk6HjxxRdVx44dRUKjCzDhQoX6gw8+4GZbU5C06Nevn5hYEX1p166dSkhIMPswSAGA2oJVQb3BDFL4IyBYIvpx7do16deF0Rg8S5zImTNnpKILs1K4Ue/Zs0f17duX44YcBK9exCuUKlVKqrvr1q0TaXODBg206u2tUKGCBOvx8fEi/yH6Ubp0aZHaY4wW0RP0U3HUlN58//33Kjw83OzDIPcJ1FoYPwR/BKKnFH3atGki4a1WrZpyojphwYIFUtXdsGGDmK4tXrxYBQcHm31oxMcw4CVeBdVdVHthCoXeXlRscAPVpUqI48YNA4Ev0Y+6devK+4hzkOgJ3j+dRp6RWzecrAzqWxlcv369jK0h+oEqJsyY4E/iRDOmU6dOSUUXUnz06mI98G+0rxHnwYCXeJ2AgACRB0OaCBdkVHsnTJggvV060KFDB3GfRsUaMwiJXkCevn37dklcEP2ABC8pKcnswyDEcXz22Wci+yT6AS+Vo0ePynx6pyWcoCSE43KdOnXUpk2bpE934cKFotwjzsVZnwJiKqjuotI2fPhwNXr0aOkn0WUjCykQ5tVBDsPZoPrx3HPPiYkVK4X6ERYWppXjO/l/cnNzpb2F6AcS1LhHO7EyqDO4x82YMUNVrlzZkZX5vXv3yl5z8ODBYs6Fr1HlJYQBL/G5k/O7774rc88wCqh169Yit8HGyOpg9uDzzz8vlUJkCzkyRR+Q4XbNWub7RohvwHW+WbNmXG7NOH78uNznaDamF1lZWaJE69Gjh0zJcBJXr15VY8eOVY0bNxYpM/p1EfiXLVvW7EMjFoEBLzEFXJRQ3Z00aZI46aLXUpc+WfSCtGnTRk2ZMoUyWY1ApaJr165iYEH0q/IeOnTI7MMgv5HMzExVqVIlrptmfbtLliyRoInoA9p2Vq9eLQWEwMBA5SQSExNlTzl+/Hg1YsQIUeFhn0ZIfhjwElPNaCBvhpFARESEeuaZZ1S3bt20GGGETRxcnDHLbevWrWYfDrlHQkJCVM2aNcU9nOgD+3j1hOYw+vHpp59KCwjfOz2AYgmuw/AXwSg+J/XrYtQQWs2ioqJkKsOOHTvU3//+d3EVJ+RmnPPJIJYOQpYuXSrGArhgodr7t7/9TV2+fFlZGdxYYOjh7++vZs6cqY0Jl9NBcgWmFjjXiD7JMV1GmpH/gfeLQZNewJH5kUceYd+1Jly8eFEkzOi1btu2rXIK6FOGEWqtWrVkRjTWYPPmzY6TcZPfBgNeYgmwMYKxAAwGXnnlFZGmYG4aLPWtDjYIOHYEvenp6WYfDrlH52aca+hVI3qAOaAnTpww+zDIPYJrIa7hRA8wLhAzrxs2bGj2oZB7YOfOnVIkiI2NVaGhoY5Zsy1btogvAMZcYt+FOd9DhgxxVGWb3B88Q4jlRhi9/fbb4uYcHh4uEuennnrK8jJn9Ie+8MIL6vTp02revHnq+vXrZh8S+RX69OmjVqxYoc6dO8e10gBUMNCrRfQA13BWXPSpFMLkp3v37mYfCrkHCTNMM8+fPy9yXijMnAD2VhixFBkZKa85OTlZRg+VK1fO7EMjmsCAl1gSSFXQH/vFF19IJhMy51GjRkkG2uoze7t06aKmTZumjhw5YvbhkF9RFWB0AcYVcb6y9fHz8+NYKc0kzZCiE+u/T7NmzZLgiVgbJGch5UXQh9E7TgCtYv/+979lTwjF30cffSTBbvPmzc0+NKIZDHiJpQMSGFlBevrqq6+q9957T9WoUUOyelauoMIGH4ZWkPTFxcWx99DCQAaFyjzGFcGdlFib4OBgGTlBCPEMc+bMUc8++6xjKoU6S3mXL18uewvM2HVCJRsFDxQ7sP/DOQr5MpLUTKSR+4EBL7E8JUqUkJ7e/fv3q06dOskFDxb0sOC3crD+5JNPSiYWGUn0RxFrUrhwYTVo0CB5n2iMZG1Q1UhISDD7MMivcOzYMVW1alWuk8VZs2aNzNotX7682YdC7sCVK1ckyV+sWDFxz3ZCsLdt2zYZ/YgeXUxVwJghqOY4U5cUBAa8RBtgzIBsdEpKiljQR0dHi3wYvWJWrkgNHTpU5M04dlYRrds7jgzyxx9/LJllYt3kBN3QrQ+u0TDzI9YlNTVVgicEvMSapKWlyb4B44YwXcDuYJ8Eb40WLVpIXzkSMitXrqT5HfEIDHiJdmAjtXHjRhUfHy8XSFR74VRoZQdXuALDfGvGjBkch2NRYH4RExMj2XQGvdYFZnaQthHrgpFyxYsXN/swyB04dOiQysjIUB07duQaWXTsDuYhI+h7/vnnpbprZ7Kzs9WIESNU7dq1ZW83ffp09e2336rHHnvM7EMjNoIBL9ESSIaffvpptXv3bjE0QPCL/t7hw4erzMxMZUUCAwOlXxSbQfSM5ubmmn1I5CYqVqwozuB4fxj0WpOWLVuqpKQksw+D3AF+bqzN2bNnpS0AclFiPSDfRcCH+xBkvXYmJydHjRkzRoWFhampU6eqN998U9q/YKDmBOk28S2FDN6diA24cOGC+u9//6vef/99dfXqVTF2GDlypGV7kyBtxgw9VEEwCgIBPLEOP/zwg0ip0NvL98Z6zJ49W/rZ+N5Yj3379kllipJm6wE3eqiMhg0bxrmlFgOJ8M8//1x6VuH9YWdwffjPf/4j+zX0KON8RIW3QoUKZh8asTEMeIntMoYTJ06Uqi8MiDCc/K9//asqU6aMsiKoRi9dulSqVg0bNjT7cEg+Tp48KXN6ISnjUHtrcfDgQXFrtvvGUEcwh7x3796s0FgMJIJh/ANPCfTCE+uwefNmadNA/6qd5ctIuGCsEiZuIOiF4u2NN95QlSpVMvvQiAOgpJnYiqCgIDVu3Djp7X355Zcli1itWjWRzWBQu9XAhR4XfcwXhowWcjNiDR566CEZi/Xhhx9y/qvFQPsCgl5iPTh/15qKIgS7mHDAYNc6ZGVlyXSAkiVLiozXrsEuAt1Jkyaphx9+WI0aNUr17NlT+sihymOwS3wFK7zE1pw5c0a9++670h+CnhAEl6+88oqqUqWKshqYLbxkyRJ16dIl1aNHD9ve/HQDmeiZM2fKZrFo0aJmHw75BSgjWrduzVEVFgIO2osXLxbHc2KdBATuf/3795fAiljDlAozZv38/MQo0a4KIphRoaI7efJkUd/hHETAiyIEIb6GAS9xBKdPn5Zs4pQpUySghM3/a6+9purUqaOsmA3FzRAmV3B2tuvNUCfQZ4SRRbhh430h1giu0Afft29fsw+F/ML69evFaRXqCGKNJCoqiEhAWLWtx2ls2bJF7d27V5LaGK9o1zncaC1zTTyAF8arr77KQJeYCnfSxDHuu+PHj5cL8YQJE9SqVatU3bp1JbuanJysrESJEiXEkAez6GAwkpiYaPYhOR5UdmGENn/+fHX06FHHr4cVgDQTlRJUsIh1zN4Y7FoDfDbQjoG+UAa71vCEgKwcVXb4Qtgx2E1PT5ekcPXq1WWsEoJc3C9R4WVVl5gNK7zEsQYeGOj+z3/+U8wioqKixCUwOjrachVVZIORFW7UqBGdT00G2eqFCxfKLNiIiAizD8fxYDOFXrAOHTo4fi2s8Nn47LPPJFlHzO/ZRbA7YMAAVapUKb4dJrfEQOZftmxZ9cQTT9jOWR6fe5huwYhq2bJl0i72l7/8RcXGxqqAgACzD4+QPBjwEkfj6pt955131DfffCMjAeDsjCyl1S7WaWlpKjU1VYJeBL/EPNatWyeVxc6dO/NtMBmoIGD4Qsxl586d8l9em8xP5kLGDBkp1ELEvAp7fHy8/Bfmh0WKFLHdeQbFE4xBd+zYIe1hKBr8/ve/pzEasSQMeAn5JUuJKiou3sjGQnaEDcNLL70kQ9GtREpKigynh2GPFXuQnQJu8pg5iv44u2XtdQKfW1RP0DtKzAMSxj/84Q/8LJgI3P6RAEJ1jaaH5u0l1qxZI/L+p59+2nbSZYyDgzQbCgKYgnbp0kX9+c9/luSv1dRxhOSHAS8hN4E+X5hbwXAhNzdXde/eXQ0fPly1bdvWUps5bPT37Nmj2rdvL2NaiO85ceKEKATsPFJChw0mXLRZ5TU/4KWc2TwQfMTFxUmw6+/vb+KROBeoxJAIRfBnt57V7du3S0EAVV2cX1DBQQ3HRCPRBQa8hNzFLRk9aXB3Rh8tpHqY7QsTkOLFi1tms79x40bpY4TJVb169cw+JMcBaReqKl27dlWhoaFmH44jWb58uWrWrJkKDg42+1AcCeaeHz9+XJKCxPfg+g9zQ/TsWikp6xSguILyqmnTpqpJkybKTk74kGVjtBD6dHF/g+oN6je7Va6J/WHAS8g9BJVr166V7OZXX30lJiDIbg4ZMsRSkuKkpCSp+OKGS0Ml358jGCWFgCsyMtLHf52gFx/JKWz4ie+BASASgZh1TnwLKooHDx5UPXv25NL7GLS0IBBs0KCBevTRR22z/hkZGTKGb/r06aIcQCILKrdu3brJ7GBCdIQBLyG/sZIBQxBU9LKyslS7du3U0KFDpVcHY1KssgHCA1KjVq1amX04jmLbtm3q8OHD7Os1AUjtMLeaRj2+h3Jmc4C6BzPC0UdJfAeu8a6Z023atLFN0hDjGtGbu3LlSvExQYsCEvtUjhE7wICXkPuUscLcCjeHTZs2yZxfzNYbPHiwCgkJscSaotqLqi9Mt9DnS6mbb4BZCc4NGPgEBgb66K+SS5cuifyub9++XAwfcuDAAUn+MbnmW9CvW7VqVVtVFq0OZPsICh9++GEZhWaHeyoquKjkIpGPMW9QhyGJD8UGk4fETjDgJaSA7N69W1wLUeVA3y8MKxD8otpkhaov+rtQCShTpozMAaShiffBKAqcD5CX26mny+rMnTtXxcTEWKbH3glASo4kAx1afXdtQYCCqq7djJGsXNFNSEiQGbO4v+se6KKaCydpnEcwXYRMGdMGEOhi7KHur4+Q28GAlxAPjoSArBI3keTkZFW+fHmp8sHgoW7duqavc3Z2tlqxYoX02SEYRy8y8S5ff/21ZNDRX8dNhPdBwgkbOMyCJL6BcmbfkZOTI+uNXnVev70PzCq3bt0qFV20L+l+DUdLFtqxZs2aJRMGGjZsKPuTfv36SUKcEDvDgJcQL5Ceni6BL6ofZ8+eFQdl3Fh69+4tvTFmgp4vuNpevHhRderUSWRxxPsSZ2wqgoKCuNQ+MFDq0aMHx0T5gF27domTK9xpifeVOugbxfgtGgd5l507d8oYnlq1asm8e53B/R73H+xHNmzYIIkSyJWhQsPnVvcgnpB7hQEvIV4Em8GlS5fKzWb16tUitfzd734nlV9kjM10Nb1x44Zat26d9CU1btyYm1YvyxDnzZsn85LZ6+j9Ki8+c9jUEe+CShEc67lp9i4IVC5cuCDmiMT7kw4wghBjznSeGoDXgoT7ggUL1Pnz58VpGUl37D/Y8kGcCANeQnzEsWPH1OzZs0WShjESDz30kFT9EPya7YKIOYLIaMNkCX2+RYoUMfV47EpqaqpUD/C+c42928vbvXt3FRAQ4MW/4myuXbumFi5cSJMwH4zbQkISD+KdNca4QbSetGzZ0lKjBu9HBQCFC84Z/Bs9x7jXDBw4UNWsWdPswyPEVBjwEmJC9hXjaxD4Ivt67tw5MTbCCABUpeD4bBbIBGMkATazkDvjhkk8X4FEQIZKb/369bm8XpLx4bOF6iPxDrhOoApWoUIFLrGXPBdwnWB/pfeuw8uWLZOJC9HR0abedwsC9g9IPCHIRb8xknyo4mI/ERUVRTM5Qn6BAS8hJkuesXFE8Iu+WsiMMe6gV69e6plnnjHNSMIldz558qQYdkAORdmiZ4HrJ9YX7pjsyfM8MK/CyJbg4GAv/HYCOTPMk4jnSUlJEcMkqH/ofu15TwU4FBctWlTbud2QtyNYR1IPrVJomYF7NIJcKFsoWSbkVhjwEmKxTC0ecPdFf+9jjz0mwS96t8wyPMJIBswaxsYLVd9KlSqZchx2dV3F+928eXNKFr2QtEHvfGxsrKd/teNB0IA2CFTGiGfltajqhoeHi7yWeE5VlZiYKPeyypUry33MTP+M+50CgaQ47hdIkqMyjXME+wMkTZnYI+TuMOAlxIKcOnVKffHFF5LB3bx5s1QAMXcRUqUnn3xSlS1b1ufHhCwyXEIzMzNF/oVgnJVJzwApGio6kLQzO+85tmzZIq7oGL9BPAe8CCC11S1osLrHA8zWMNO4dOnSZh+OLUAlFKP4EBy2adNGVa9eXelEbm6uWrVqlYqLi5PXcfnyZUmOIsjFXiA0NNTsQyREGxjwEmJxIHvFDQ/BL5wXUWmNjIwU6RIeZtzEEZCvXbtWKhIwU4GrJSXPnuk7RTIByQ2up2eYNm2aGjx4MKWhHgLBA65HCMyIZ6qP8fHxkjzo1q0bP/ce8sjYt2+f9LN27dpVqyQipiYg8YGWDCi94KcREREhIw0xzz0sLMzsQyRESxjwEqIRCDTRu4ObIXpssfmEwzM2So8//rjM+/X39/fp5gLSxrS0tLxAnDfkgpGRkSF9WZj/SFOrggP3VUjyMZuXFBzM9ITPAGdKFxxIbFHBi4mJYauIB2T2GN+EJCyqoLq4LeN44d6P8wCB7rfffivKqfbt28t9HY+QkBCzD5MQ7WHAS4jGLpMw30Dwi94euHoio435vpAb41G7dm2fVQzQMwn5NQI2BL8wDEIvGrk/sJaoUsCMhBuegoGNZIMGDZiM8cDmHHLmP/7xjwX9VY4G0tRFixap8uXLS6KS3L/vBdpsLl26JAkDJGJ0aLPByCAopPBAkA4vB4wExLkA1Rb+i68JIZ6DAS8hNtmI7tixI+8mit5FOECDGjVq+Px4UPlF9Rl9vwAzZ31ZebYLWEdInbGOkOWxZ/L+1/HixYvSz7AzC8wAAArrSURBVEupeMGSbHC35XlYsGAX12t8nunAfP/nIT7TWD+cjzqtI4JzVKPxGYIiy5WcRlVah2CdEF1hwEsIIYQQQgghxJbokxYjhBBCCCGEEEJ+Awx4CSGEEEIIIYTYEga8hBBCCCGEEEJsCQNeQgghhBBCCCG2hAEvIYQQQgghhBBbwoCXEEIIIYQQQogtYcBLCCGEEEIIIcSWMOAlhBBCCCGEEGJLGPASQgghhBBCCLElDHgJIR5nypQpqlq1aqpo0aLq0UcfVSkpKXnP7d+/X7Vu3VpVqVJF/eMf/3DU6p88eVL169dPlS1bVhUrVkw1aNBApaam5j1vGIYaPXq0qlSpkjzfqVMndeDAAbffkZSUpBo3bizrO336dLfnChUqdNvH/PnzlY4kJiaqp556SlWuXFlex5dffpn33LVr19TIkSNlDUuUKCE/89xzz6kffvjB7XecO3dO9e3bV5UqVUoFBQWpQYMGqR9//NHtZz755BMVGhqqmjRporZt25b3/a+//vqOa3rq1CmlK3dbV4D1eemll+QzivOwbt26atq0aW4/c+XKFTVs2DA5lwMCAlSPHj3U6dOn3X5m6dKlqmbNmqpWrVpq+fLlSjfMPP/wM/7+/rd8dp999lk5loyMDLfv43owatQo5fTrYIsWLdSQIUPcfhbnLtZs1qxZbt8fMGCAatOmjddeJyHEQhiEEOJB5s+fbxQuXNiYMWOGkZ6ebsTGxhpBQUHG6dOn5flOnToZU6dONVJTU41mzZoZW7ZsccT6nzt3zggNDTUGDBhgbNu2zTh8+LCxevVq4+DBg3k/88477xiBgYHGl19+aezcudPo1q2bERYWZly+fDnvZ+rUqWPExcXJulWvXt04duxY3nO4pM+cOdPIzMx0e+T//+vEypUrjbfeestYvHixvLb4+Pi853JycuRcWrBggbFv3z4jKSnJaN68udG0aVO33xEdHW00atTISE5ONjZt2mTUqFHD6NOnT97zR48ele9t3brVWLRokayvi4SEBPm7+/fvv2VNr1+/bujK3dYV4DOLcwuv/8iRI8ZHH31kPPjgg8aSJUvyfmbIkCFG1apVjfXr18tnuUWLFkarVq3ynr9y5YpRpUoVY+3atcaaNWvk31evXjV0wuzzD2v6wgsvuP2+ihUryrrjc+4C1xIc34YNGwynXwdff/11o1atWm5/s1evXrJm/fv3d/s+jmP06NFef82EEPNhwEsI8SjY9A0bNizvawQGlStXNt5++235GhtCbHR++ukn2cisWLHCEe/AyJEjjcjIyDs+f+PGDSM4ONh477333DbVRYoUMT7//PO874WEhMgm8ccff5SEAZIKLm4XvNiFe3ltKSkp8nMIIsCePXvk62+++SbvZ7766iujUKFCxsmTJ+XrXbt2yTpiPbGu1apVuyXgPX/+vGFXbreu9erVM8aNG+f2vYiICAn+XOelv7+/BGgu9u7dK78LgR/Izc2VgCIrK0seWNcLFy4YumLG+ffGG2+4BW/4fQgEJ0yY4Ba8IbmI64QOiS1vXwcRPGPNkZTKnySYMmWKnI83JwnwGSeE2B9KmgkhHuOnn35S27dvFwmaiwceeEC+hgQNjBs3Tr4uXry4PNelSxdHvAOQdzZr1kz17NlTVahQQeSLkDK6OHLkiMhk869dYGCgSMJdawcg9atTp448B/ke5Kbkf+Tm5op0EdJRgHXDv7HuLrC+OO9c0tH69eurhg0bynrWq1fPcTL729GqVSs5XyE9RayXkJCgvv/+e9W5c2d5Hp9xSHrzn6u1a9dWISEheecqJLwDBw4UWSrkvkOHDlUlS5ZUdsbT51/79u2lBSQzM1O+xvsQGRmpOnToIHJ7F/h+y5YtpYXE6ddBtMtACo41AXv27FGXL18WKXl2drb8foDnsV5YN0KI/WHASwjxGGfPnlXXr19XFStWdPs+vnb1PHbt2lVlZWVJr1t8fLx68MEHHfEOHD58WH344YcqPDxcrV69WgKAP/3pT2r27NnyvGt97rZ2wLVxwxpOnjz5lr/Tp08f6anM/zh27JiyO+gpRU8lXj+CLYB1w6Y6P35+fqpMmTJua4oeQPSfYl3Rb3kz6GXNv54ITOwMzisEEHjdhQsXVtHR0dKX37ZtW3kea4fvuwK7O52rY8aMkWsC1nXEiBHKznjj/EPwhnV2Bbf4b1RUlGratKmsqyt427hxowTHOuDt6yD6qZs3b+62ZkgSFClSRBI5+b+PYBffJ4TYHz+zD4AQ4jywyShfvrxyEjdu3JDKxoQJE+RrVDZ2794thir9+/f/Tb8Lmzo8bsekSZPcqiMAFTY7g2pjr169pBqJzfT9AAOdO7Fp0ya36iQqSHYGAURycrJU42CmBPMmGFThPLr53Po1UIGzO946/6CCeeSRRyQ4QyCNwPa1116ToNkVvOFvIqGlS8Dri+tgu3bt1KJFi+TfWCN8DZAswNdQHuC/sbGxHnlNhBDrwwovIcRjlCtXTiq2N7u14uvg4GBHrzSknTfLjyHJc1VfXetT0LXDz9aoUcPtgQ2y3YONo0ePqrVr1+ZV11xrcebMGbef//nnn8U597esaVhYmNt6Igi0K5B/vvnmm2rixIniUAy5LRybe/furf71r3/Jz2Dt0L6Qk5OjnP459/b5h0AW8tv09HR5byIiIvKCN3wfDwTGkPzqgC+ug1gzSPAhyXdVxfMHvIcOHVLHjx8XaTghxBkw4CWEeAzI7yC3W79+vVtGH187vVcK8kT04+UHmzJX8ISgChu6/Gt34cIF6fVz+tr9WrCBkSXr1q27pUqGdUNQhp5TFxs2bJBzUpcAwYw1xQN9pvlBIgvrBvAZR5U7/7mKcxtBi5POVV+cfwje8PvnzZsn0lxXCwjk5aj4IoBzSZ91wBfXQVS/sR5Tp04VqTnOV4BqOSTQM2bMyJM+E0IcgtmuWYQQ+40lgqPmrFmzxFV08ODBMpbo1KlThpOBg6ufn58xfvx448CBA8bcuXON4sWLG3PmzHEbx4G1wviX7777zujevfst4zjuxp3GEsHJVEcuXrxo7NixQx54bRMnTpR/wwXX5fKNcTdpaWlurzf/+BuMhWnSpIk4g2/evNkIDw93GwtzN+42lgh/X1futq4gKipKnJrx+uFmi3OqaNGiMk4s/1giOOViFA7GErVs2VIedsLs8w/gs4/racmSJeX6kH/sE94TfB+uzbrgi+sgaNu2rawN1j8/7du3l+937tzZo6+LEGJtGPASQjzO5MmTZTOMebwYU4QZlMQwli1bZtSvX182sLVr1zY+/vjjW0ZyjBo1SsZo4Gc6duwowda9gk357R6ukVC64Qo4b35gJAvmw97p9eYfNZKdnS0BRkBAgFGqVClj4MCBEsgU5O/nH79jt3UFCNowJxXjxBBUYTTO+++/L+enCwQfL774olG6dGkJWGJiYtxGwdgBs88/F0hA4PfefB1t166dlueit6+DYMyYMbI2+ZMEYOzYsVpfEwkh90ch/I/ZVWZCCCGEEEIIIcTTsIeXEEIIIYQQQogtYcBLCCGEEEIIIcSWMOAlhBBCCCGEEGJLGPASQgghhBBCCLElDHgJIYQQQgghhNgSBryEEEIIIYQQQmwJA15CCCGEEEIIIbaEAS8hhBBCCCGEEFvCgJcQQgghhBBCiC1hwEsIIYQQQgghxJYw4CWEEEIIIYQQYksY8BJCCCGEEEIIUXbk/wA+UxGBkJXc7wAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(fig, ax) = plt.subplots(figsize=(12, 6))\n",
"\n",
"m = Basemap(ax=ax, projection='robin', lon_0=155)\n",
"m.drawparallels(range(-90, 91, 30), dashes=[], linewidth=.25, labels=[1, 0, 0, 0])\n",
"m.drawmeridians(range(0, 360, 60), dashes=[], linewidth=.25, labels=[0, 0, 0, 1])\n",
"\n",
"m.scatter(df['longitude'].values, df['latitude'].values, 1, color='k', latlon=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Eckert IV projection"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(fig, ax) = plt.subplots(figsize=(12, 6))\n",
"\n",
"m = Basemap(ax=ax, projection='eck4', lon_0=155)\n",
"m.drawparallels(range(-90, 91, 30), dashes=[], linewidth=.25, labels=[1, 0, 0, 0])\n",
"m.drawmeridians(range(0, 360, 60), dashes=[], linewidth=.25, labels=[0, 0, 0, 1])\n",
"\n",
"m.scatter(df['longitude'].values, df['latitude'].values, 1, color='k', latlon=True);"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.13.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}