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listening-analysis/album.ipynb
aj 01384203db added classifier notebook with SVM
2021-02-04 13:34:25 +00:00

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"source": [
"# Album Investigations"
],
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"text": [
"226 scrobbles\n1 days spent listening since Nov. 2017\n0.68 minutes/day\n"
]
},
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" acousticness danceability duration_ms energy instrumentalness \\\n",
"mean 0.148391 0.722531 207801.309735 0.704982 0.000695 \n",
"std 0.157705 0.084484 48556.204645 0.123508 0.001212 \n",
"min 0.002070 0.512000 59118.000000 0.505000 0.000000 \n",
"25% 0.045400 0.646000 156780.000000 0.579000 0.000000 \n",
"50% 0.133000 0.744000 213358.000000 0.697000 0.000000 \n",
"75% 0.155000 0.756000 237297.000000 0.867000 0.000333 \n",
"max 0.600000 0.836000 291808.000000 0.881000 0.002850 \n",
"\n",
" key liveness loudness mode speechiness tempo \\\n",
"mean 6.654867 0.289531 -6.128080 0.818584 0.314686 109.640204 \n",
"std 3.064550 0.224769 2.604052 0.386218 0.152575 25.150042 \n",
"min 1.000000 0.047900 -16.808000 0.000000 0.162000 70.128000 \n",
"25% 7.000000 0.110000 -7.491000 1.000000 0.180000 85.486000 \n",
"50% 7.000000 0.330000 -6.164000 1.000000 0.252000 108.126000 \n",
"75% 9.000000 0.356000 -4.197000 1.000000 0.406000 129.983000 \n",
"max 11.000000 0.959000 -3.626000 1.000000 0.863000 144.056000 \n",
"\n",
" time_signature valence \n",
"mean 3.915929 0.487842 \n",
"std 0.361495 0.159650 \n",
"min 3.000000 0.062200 \n",
"25% 4.000000 0.379000 \n",
"50% 4.000000 0.432000 \n",
"75% 4.000000 0.666000 \n",
"max 5.000000 0.784000 "
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"metadata": {},
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],
"source": [
"album_name = \"dicaprio 2\".lower()\n",
"album_frame = scrobbles[scrobbles[\"album\"].str.lower() == album_name]# FILTER SCROBBLES\n",
"album_frame = album_frame.sort_index(ascending=False) # SORT\n",
"# album_frame = album_frame.loc[:, descriptor_headers] # DESCRIPTORS\n",
"\n",
"total_time = album_frame[\"duration_ms\"].sum() / (1000 * 60) # minutes\n",
"total_days = total_time / (60 * 24) # days\n",
"print(f'{album_frame.count()[0]:,d} scrobbles')\n",
"print(f'{total_days:.0f} days spent listening since Nov. 2017')\n",
"print(f'{total_time / days_since(first_day).days:.2f} minutes/day')\n",
"\n",
"album_frame.describe()[1:]"
]
},
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},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"filtered_album = scrobbles[scrobbles[\"album\"].str.lower() == album_name]\n",
"# resample by day and mean\n",
"filtered_album = filtered_album.resample(\"3W\").count()\n",
"\n",
"filtered_album[\"energy\"].plot()\n",
"\n",
"plt.title(f\"{album_name} Scrobbles\")\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"source": [
"## Average Descriptor\n",
"\n",
"Below presents the average descriptor for the album. \"*All Listened Tracks*\" describes the descriptor based on the listening activity for this album. This takes into account how many times a track is listened to. \"*Distinct Tracks*\" takes only the distinct set of tracks that have been listened to and takes that average.\n",
"\n",
"The difference between them could be described as which features are preferred for an album. If the blue bar is higher than the red, it would indicate that tracks from this album which have a higher value for this are listened to more. "
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
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},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"filtered_album = scrobbles[scrobbles[\"album\"].str.lower() == album_name]\n",
"filtered_album_no_dup = filtered_album.drop_duplicates(['uri'])\n",
"\n",
"filtered_album_no_dup = filtered_album_no_dup.loc[:, float_headers].mean()\n",
"filtered_album_dup = filtered_album.loc[:, float_headers].mean()\n",
"\n",
"x = np.arange(len(float_headers))\n",
"width = 0.35\n",
"plt.bar(x - width/2, filtered_album_no_dup, width, label='All Listened Tracks')\n",
"plt.bar(x + width/2, filtered_album_dup, width, label='Distinct Tracks', color=(1, 0, 0))\n",
"\n",
"plt.title(f\"{album_name} Average Descriptor\")\n",
"plt.legend(['All Listened Tracks', 'Distinct Tracks'])\n",
"plt.xticks(x, labels=[i[:6] for i in float_headers])\n",
"plt.ylim([0, 1])\n",
"plt.grid(axis='y')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
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},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"filtered_album = scrobbles[scrobbles[\"album\"].str.lower() == album_name]\n",
"# select only descriptor float columns\n",
"filtered_album = filtered_album.loc[:, float_headers]\n",
"# resample by day and mean\n",
"filtered_album = filtered_album.resample(\"1M\").mean()\n",
"\n",
"# filtered_album[\"energy\"].plot()\n",
"filtered_album.plot(lw=3)\n",
"\n",
"plt.title(f\"{album_name} Characteristics Over Time\")\n",
"plt.legend(loc = \"upper left\", fontsize = \"xx-small\")\n",
"plt.ylim([0, 1])\n",
"plt.grid()\n",
"plt.show()"
]
},
{
"source": [
"# Album Listening Time"
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"limit = 50\n",
"albums = fmnet.top_albums(period=fmnet.Range.OVERALL, limit=limit)\n",
"\n",
"filtered_albums = [scrobbles[scrobbles[\"album\"] == i.name] for i in albums]\n",
"\n",
"### STATS ###\n",
"# total time listening to artists \n",
"albums_time = [i[\"duration_ms\"].sum() for i in filtered_albums]\n",
"# total number of tracks\n",
"albums_track_count = np.array([i.drop_duplicates([\"uri\"]).count()[0] for i in filtered_albums])\n",
"# average length of artist's tracks (ms)\n",
"albums_average_track_length = np.array([i.drop_duplicates([\"uri\"])[\"duration_ms\"].mean() for i in filtered_albums])\n",
"\n",
"fig_size = (7,(5/20)*limit)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
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MzMzMzPqVM6TMzMzMzMzMzKxfOSBlZmZmZmZmZmb9ygEpMzMzMzMzMzPrV7MMdAfMzMxs2idpXvIx1Y8Bbw5wd8zMzMxs2jIb8DHgmoh4qZ0FHJAyMzOzdqwOXDDQnTAzMzOzadrGwIXtNHRAyszMzNrxGMDpp5/O8ssvP9B9sW545ZVXuPnmm/nSl77E3HPPPdDdsW7yeZz++RxO/3wOp38+h71v7NixbLLJJlD+n7EdDkiZmZlZO94E+MQnPsFyyy030H2xbpg4cSLjx4/nk5/8JIMGDRro7lg3+TxO/3wOp38+h9M/n8M+1XZpBxc1NzMzMzMzMzOzfuWAlJmZmZmZmZmZ9SsHpMzMzMzMzMzMrF85IGVmZmZmZmZmZv3KASkzMzMzMzMzM+tXDkiZmZmZmZmZmVm/ckDKzMzMzMzMzMz6lQNSZmZmZmZmZmbWrxyQMjMzMzMzMzOzfuWAlJmZmZmZmZmZ9SsHpMzMzMzMzMzMrF85IGVmZmZmZmZmZv3KASkzMzMzMzMzM+tXDkiZmZmZmZmZmVm/ckDKzMzMzMzMzMz6lQNSZmZmZmZmZmbWrxyQMjMzMzMzMzOzfuWAlJmZmZmZmZmZ9SsHpMzMzMzMzMzMrF85IGVmZmZmZmZmZv3KASkzMzMzMzMzM+tXDkiZmZmZmZmZmVm/ckDKzMzMzMzMzMz6lQNSZmZmZmZmZmbWrxyQMjMzMzMzMzOzfuWAlJmZmZmZmZmZ9SsHpMzMzMzMzMzMrF85IGVmZmZmZmZmZv3KASkzMzMzMzMzM+tXDkiZmZmZmZmZmVm/ckDKzMzMzMzMzMz6lQNSZmZmZmZmZmbWrxyQMjMzMzMzMzOzfuWAlJmZmZmZmZmZ9SsHpMzMzMzMzMzMrF85IGVmZmZmZmZmZv3KASkzMzMzMzMzM+tXDkiZmZmZmZmZmVm/ckDKzMzMzMzMzMz6lQNSZmZmZmZmZmbWrxyQMjMzMzMzMzOzfuWAlJmZmZmZmZmZ9SsHpMzMzMzMzMzMrF85IGVmZmZmZmZmZv3KASkzMzMzMzMzM+tXDkiZmZmZmZmZmVm/ckDKzMzMzMzMzMz6lQNSZmZmZmZmZmbWrxyQMjMzMzMzMzOzfjXLQHfAzMzMph8/OvkWJp7/7EB3w7phkTmDvVaAdQ65lvGTNNDdsW7yeZz++RxO/3wOp3/tnsNxB2/Qf516H3KGlJmZmZmZmZmZ9SsHpMzM+pGk4ZLGNZn+bUkvSbpS0kclXSrpGwPQxemGpDUkhaQ12mg7StKoyufBZdlt+q6HnfZpqj6U6+OVLiy7W5920szMzMysjzggZWbWCyRtUwIEjdfrkh6QdISkD7Wxit2AY4DXgEeATwFXdbMvK0naX9J83Vm+i9saXNvv6uvGvt7+tEbS7JJ2knSdpBckvSnpSUkXSvqupJkHuo9mZmZmZtMC15AyM+td+wIPA3MAqwA7AOtLGhIRrwE/ovk/BmwGPBERb0taGHgxIt7sZh9WAvYDhgMvdnMdXXUG8M/atGf6advd8QgwJ/BWb61Q0kLApcDngcuBg4DngUWAtYDTgSWBX/dVH8zMzMzMphcOSJmZ9a5LI+KW8vfxkp4DdgU2Bs6IiKbBh4h4pPL3hL7vZq+7LSJObaehpJmA2SLi9T7uU0sREUBvb/8U4LPAphFxXm3e7yR9AVimj/tgZmZmZjZd8JA9M7O+dXV5XxymriFVrQUkaTtJD0p6Q9J/JH2xuiJJy5flHypDAsdLOkHSApU2+wN/LB8frgyfG1zmbyvpakkTynbukbRD3+0+lO0fIWmYpDHAG8DXyrxFyz48XfozRtL3m6zjo5JGSHq19P0QYPYW22scx0mSbpa0apM2TWtISVpW0jmSni/H+BZJG7Wxj18B1gWObRKMAiAibomI0zrrQ5n3CUmXl/19UtK+kpo+AkbSLpIeKft7jaQhtfmLSDpR0uPlGD8l6YLGNWFmZmZmNhCcIWVm1reWKO/PddJuC2Aeso5UAHsA50n6RCWram3gE8CJwHhgOWA7YDlJXy4ZN+cBSwPfBXYBni3LNobP7QCMAS4E3gY2BI6SNFNEHNmD/ZxL0oK1aS9V+r4m8C3giNKncaW21o1lf48ofVwP+LukQRFxKICkOcl6Wh8HDgOeBLYq65yCpB+Qx/AG4FDyeF1IDp17rKMdkLQccD3wBHAw8Grp8whJm0bE+R0svmF5bytLrBMzA5eRx2YPMnh3APnf7H1rbbcmr5sjyWGiPweulvTpiHi6tDmXvFYOB8YBC5PX0sfL56mUYaML1SYv0aytmZmZmVl3OCBlZta75i2BmTmAlckAwiTg4k6W+ziwVES8ACDpfuACMuumsexREfHn6kKlcPgZZL2q0RHxX0m3kQGpERExrrad1SNiUuXzEZIuI4cV9iQgdUB5VQ0FRpW/lwE+HRH3VPp+PBl8+XRENAJ2R0s6A9hf0jGlr9uRQbZvRcQ/yrLHAXdWNyZpVuC3wB3A0EYNLkn3AMfSSUAK+CvwKPDFiHijLHsUcB3we6CjgNSy5f3uWp/mAOauTHo7Il7spB9zAJdFxM8qfbgI2FPSYRHxbKXtkuR180RpexlwE7AnsKuysP1KwO4R8afKcr/rpA87knXIzMzMzMz6hIfsmZn1rn+RmT6PAWcCrwDfaAQMOnBWIxhVjC7vn2hMqAaSJM1RAl+NJ9l9rp3O1dbRCJ5dA3xC0rztrKOFY8msm+qrGjC6phaMErApGWiRpAUbL7Ig+LyVfVofeAo4p7Ifr5VtVn2BzP45ulYQfjjwUkedl/RBMuPqbGCeSl8WKP1ZStKiHaxiUHl/pTb9x+T10Hhd11E/Ko5o/FEy344AZiOLo1eNqF5bEXEzGZBav0yaBLwJrCFp/ja3DXAUMKT22rgLy5uZmZmZdcgZUmZmvesnwAPkcLingfsj4t02lnu0+iEiXiglg94LIpSgyX7Ad8jAS1VbwSRJK5OZTF8B5mqyjg4DNx34X0T8q4P5D9c+LwTMR2Y/bddimcY+LgaMLYGZqvtrnxdr9KU6MSLekvRQB32DzDQS+QS8X7doszA5nK+Zl8v73Ex5DM9lctbUn8mMsM68C9T7+0B5H1yb/j+m9gA51JCIeEPSnmXbT5eMuouBkyNifKsOlML6UxTXb1HCyszMzMysWxyQMjPrXTdXnrLXFe+0mF6NApxNDr/6Izks7RUy0/Uy2sh4lbQEWYvpPnKI3mNk9sz6ZL2pvsyanVT73NjWqcBJLZb5b991ZyqN/vyJzIhqZmwHy99X3oeQdagAiIjHKEMFJb0A1Ots9bmIOFTSRcAm5BDQXwN7SVozIm7v7/6YmZmZmYEDUmZm04Uy3OqrwH4RcWBl+lJNmtcziRo2JJ9Mt1FEvJeRJWlob/a1Tc+QWUUzd5JZBfAIMESSallSyzRpB7AUk59u2KgttTi1mlM1jYykt9roTzMXA78EhlEJSHXTTORQzQcq05Yu7+NqbZud/6Xr7SLiQTJL6s/lmrkD+AWwZQ/7amZmZmbWLa4hZWY2fWhkUNXHTe3cpO2r5X2+ztZR6kZt28O+dVlEvEMOZ9tU0pD6fEnVJ7z9E/gIsFll/lxMPdTvFjLQ9WNJs1Wmb8PUx6LenwlkAfbtJX24k/40W/564EpgO0mtai11ZczbTyvbVvn8FpnhVrVJtbaVpC8BKwKXls9zlcLqVQ+SwcDZu9AfMzMzM7Ne5QwpM7PpQERMlHQtsEfJ+HkCWIfM/Km7tbz/RtKZZCDjIuAKcojeRZKOIesd/YisFTRFEEbSNsCJwLYRMbzXdyj9knwS303lqXn3AB8ki5mvVf4GOI4MyJws6fNkgfOtgNeqKyu1on4FHANcLeks8vhsy9Q1mZr5CVl0/K7Sn4eAD5H1tj4KfKaT5bckh0+OkHQpWeD+BWCRsj+rUQJFnXgd+Jqkk8gC5esBGwC/jYhnam3HAtdJ+hsZYNoZeA74Q5m/NHCVpLPJ4/s28I2yX2e20RczMzMzsz7hgJSZ2fRjC+BwMnAiMsC0HvBktVFE/EfSPuQT3r5GZsMuHhH3S9oMOIislTQe+BuZVXRCbVtzl/en+mZXICKeLhk9+wLfBHYkgyljgD0r7V6T9FVy33ciA1GnkcGdy2rrPFbSzMDuZK2tu4CNaF2ovLrsPZK+QBaO34Z8wt4E4HbgwA4WbSw/QdJKwPbAt8t65gKeJbO3hgFndbYeMpPta+S5+SOZzXRAiz6cTBZB35ksun4z8NOIaJy3x4AzyOGeW5EBqfuAb0XEuW30xczMzMysT2jqhxaZmdn7XcmoGRwRXxrovti0QdJywN033ngjK6644kB3x7ph4sSJjBw5kqFDhzJo0KCB7o51k8/j9M/ncPrnczj98znsfWPGjGHIkCEAQyJiTDvLOEPKzMymUGoWrYELXpuZmZmZWR9xQMrMzKZQnmS38ED3w8zMzMzMZlx+yp6ZmZmZmZmZmfUrZ0iZmZlZ23508i1MPP/Zge6GdcMicwZ7rQDrHHIt4ydpoLtj3eTzOP3zOZz++RxO/6aFczju4A0GZLvTEmdImZmZmZmZmZlZv3JAyux9QtI4ScMHuh/WnKRZJP1B0mOS3pU0okwPSfsPbO/6l6Q1yn6v0Wb7UZJGdXEbg8s2dutGF83MzMzMrIcckDLrY+Wmt53XGt1c//DaeiZKulPSLyTN3rt7M+0oAbbqfr8u6X+S/ijpg91c51yS9m92LiSt38eBoe8DuwPnAN8DDunDbU2hHMuLm0zfStI7ki6TNEd/9Wd6UK65Iwa6H2ZmZmZm0yvXkDLre1vVPm8NrN1k+r092MYbwA/L3/MBmwJ/Ar4IfKdMXwZ4twfbmBbdAfy5/D0H8HlgZ2B14EvdWN9cwH7l71G1eesDPwH278Z627Em8ERE7NJH6+8SScOA4cC/gE0i4vWB7VGH1hnoDpiZmZmZWdc4IGXWxyLi1OpnSV8G1q5P76G3q+uTdBRwE/BtSbtGxJMR8UYvbm9a8UTtOB4v6RVgN0lLRcT/Bqpj7ZAkYI6ImAQsDLw4sD1Kkr4DnARcDWw8rQajJM0VEa9FxJsD3ZfplaQPRMSrA90PMzMzM3v/8ZA9s2mApA9I+nOpH/SGpPsl7VYCFl0WEe8yOcNncNnGFDWkJG1Thh2tIukwSc9IelHSMZJmkzSfpJMlvVBef6j2p1qDR9Iukh6RNEnSNZKGtLHPH5T0J0l3SXqlDDW8VNJnurPPFePL+9uVbTWtMVSGO45r7A/wTJm1X2Uo4P7luP2ktHtvmGBlPTNJ2lnSmDJ08OlyHOevbW+cpIslrSvpFmASsH1Z11BguY6GcEoaWuZ9o8m8Lcq8r7R7oJqR9C3gVPL62agejJK0paRby7l+XtKZkj5WazNK0t2SPiVppKTXJD0haY8m2/uopBGSXpU0QdIhwFRDTSvr/LykayW9Bvy2Mm9Urf0c5dw9UM7JU5LOk7REB/suScdKelPSN9s+aK3Xt7GkSyQ9Wb7XD0raR9LMLfZt+fL9eU3SWEmblfmrS7qpHPP7Ja1VW34xSUeVeZMkPSfpH+WarrZrfOdXL+0nAI/3dD/NzMzMzLrDGVJmA6wEeS4kAxJ/J4ehrQv8EVgU6O4QrsaN93OdtDucDOLsB3wZ2I7M1FkJeBTYmxyutjtwN3BybfmtgXmAI8lhcz8Hrpb06Yh4uoPtfgLYBPgH8DDwIWB74BpJn4qIJzvdQ5hV0oLl7zmAzwK7AtdGxMNtLF/1DLAD8DfgfOC8Mv2/wAeAj9B8qCXAMcA2wInAYcDiwE+Bz0paOSLeqrRdBjijLHMcGRDYCvg/YG5gr9Ku2RDOUcBjwLDSx6phwIMR8e92drYZSZsCpwHXAhuWzK3q/P8Dfg2cDRwPLATsBFwr6bMR8WKl+fzAZeRxPBvYDPi9pLsi4tKyvjmBq4CPk8ftSfJYrNmiiwsAlwJnkkGzptdXCfhcDHy1tP0reY2uDQwBHmyxzAnAt4FvRMQlLfrQFdsArwB/Ke9rAgcCg8jvU9X8pc9nkt+JHYAzlUMnDwWOBk4vy50j6WMR8XJZ9ovk9/VM8noaXJYfVb5Lr9W2dRR5vR9IXttmZmZmZv3OASmzgbcReaP6q4j4TZl2pKR/AD+XdERETHUDXVcJzMwLfIsM9vw3Iu7vZNGngfUjIoCjJC1J3vQeExE7lHUfC4wjC2/XA1JLAktFxBOl7WXkcME9yeBQK3cBS5dsrsY+nALcB/yADHx0Zh0mZzU1XA90ObslIl6VdA4ZkPpvk6GWD9BkqKWkVcj6XcMi4vTK9JFkQGZzMpDQsCTwtYi4vLaeHwLvdDSUMyJC0qnArpLmjYiXyrILkcfiN62WbcNnyUDodcDXmwSjFgMOIK/T31amnwfcDuxIyVgqPgJsHRGnlHZ/Bx4hz+2lpc12wNLAtyLiH6XdccCdLfq4CPDjiDimk33ZmgxG7RoR1eLwB5cA8BQkzUIGuDYis8Ku6GT97dqidhyPlnQ0sKOkX9WG0X6ktD+j9OlK8rtwOrBSRNxUpt8LXE7WiRtelr0kIs6p7dNFwL9Lu1Nq/Xoe+GpEvNOq45IWJgOOVS2zy8zMzMzMuspD9swG3vrAO2SGSNWfAQHrtbGOD5CBmWeAsWRg4N/AVEO7mvh7CUY13FS2+/fGhHLjeguZ1VQ3ohGMKm1vLutYv6ONRsQbjWCUpJklLUBmkdwPfK6Nfjf6unZ5fZ3MMloOuLBk3/SHzYGXgCslLdh4AbeS+zO01v7hejCqi04mh7RtVpn2bfIfGHpSl+yDZR2Pk0MJ675J/jfj7Np+jgf+x9T7+Uq1P6XO081MeQ2tDzxFPlmw0e414NgWfXyDzELrzKbAs2T23xRq1zrAbGRG0tfJwGxvBaOoBqMkzVOO12iyeP6yteavkBlOjWXvJzMV720Eo4rG35+otK1uZ9byXRpblm/2XTquo2BUsSOZEVl9XdDJMmZmZmZmbXOGlNnAWwx4sjL8puHeyvzOvA5sWP5+gwx6tFsb5tHa55fK+2NNps/P1JoVDn+AzNJqSdJM5PC+HckhbtW6Op0NM2x4NiL+Vfl8iaT7yQDHD2kSkOgDS5FZaRNazF+49rmrQwmnEBH3SfoPOUSvETQcBtwYEWN7sOqryGthBzKD5ue1+UuRgcpWheLfqn1+vEnw5wVg+crnxYCxTdq1yup7os0C5ksA90fE2522zCGScwPrRcSoNtq3TdJywEFkBuSg2ux5a5+bHa+XqH0PI+KlkuT13nexBF/3ArYlh/lWs8Dq24H2rsGjyEBd1RI4KGVmZmZmvcQBKbMZwzu1wEyXlu3C9G4VWW9hb3JY3gnAPmQQ5F2yXk5PsjevKu+rMTkgFTTv+8xNpnXVTGQwaliL+fUhhc2yj7rqZOCvkj5KZkt9maxZ1VM/JQMdP5P0QkTsX5k3E3kc16P5tfFK7XOr66on11BvHLu6y4GvAXtIGtVbTxSUNB9wDTAR2JesW/U6mbH0e6a+xrvyPYQpj+PhZDDqUDIz8iXyXJ3ZZDvQxnGMiAnUgqxNRjuamZmZmXWbA1JmA+8RYC1J89SypJatzJ+WLdVk2tJkzamObAaMjIgfVCeWG/lne9Cfxu/a3JVpL9B8uGE9+6yeodLOvAeBtYDr63WX+tCZZKHs7wJzktlJZ/V0pRHxrqStyaya/SQ9HxGNoaQPkkGQhyPigZ5uq3gEGCJJteygZXq43geBFSXNWiso38yNZMHwi4F/SPpGm5lVnVmDLML+zYi4tjFR0uK9sO66zYCTIuIXle3MAczXB9syMzMzM+sVriFlNvD+SWbq1DNcdiGDIJdOtcS0ZRNJizY+SPoSsCKd9/sdatkykjYnhxz1RGPoYrUw9oPAsqX4d2NbnwFWri3beBrZfE3W+2pZrj7vbPL87VNfQNIsTdr3WEQ8Sx7fLcnMrMvKtN5Y91tkgON64FBJjacKnkees/3qhcGVFujG5v5JFvN+rx6WpLnIYuc9cS6wIE2yxpoVNS/Zhd8hM6VOKcNJe6qR2fTe9iTNRg5R7W1TfZfIpx/2RgagmZmZmVmfcIaU2cC7CBgJ/EbSYDKQsg6wMXBoO0/YG2Bjgesk/Y0cPrYzWQPqD50sdzGwr6QTgRuAT5PBlYe6sO1FJW1Z/p4N+AywPVMXtD6BfOLf5eVpbwsDPwbGUKntExGTJN0DfLs8Ve954O6IuJssUg5wmKTLyWGSZ0bENZKOAfaStAJwBZmxtBRZ8PznVIp296KTK+ttFgwbTNYKOikitunKiiPiNUkbkEPOTpD0UkRcKOlXwO+AwZJGAC+T9b++QRYi/1MX9+E4Mmh0sqTPkwXOt2JyYLC7TiaftPeXEiAdTRb+X4usjTRVHaSIGCFp27LsRPI66swXyjGpG0Ve0y8AJ0k6jAwub0XvDnttuBjYStJLwD3AV8h9bbcWm5mZmZlZv3NAymyAlWFSGwEHkk9L25Yc7rY7+aS9ad3JZO2nnclAz83ATyPiqU6W+y0ZJNiC3O/bgA2Ag7uw7RWY/Ej7d8lA1HnAPrUn/91bhqIdSA51u4cMDmxBDq2qahRDP4QMch1APmHsvDL9O2RmkihPRYuIH0u6lQxi/BZ4mzyHp5KZRn3hIjLgMRNwYZP5jSGLnZ2Hpkrx7HWB64CzJK0XEQeXQN0uwH6l6WNkEK5ZHzrbxmuSvkoe153IQNRpZPbXZd3pd1nvO5LWJ5+6uAX51L3nyr7c1cFyp0qaBzhK0sSI2L2TTa1YXnX7RMR1kr5OfocPIs/VqWSNs548ZbGZn5NZUsOAOchrbq0+2I6ZmZmZWa/R1A/1MTPrXCUDZ/eI6GpmjPWQpFmAJ4GL6nW4yvwdySy1JSLi6f7un814ylMD7/70jkcwcZ7BA90d64ZF5gz2WuEdfnfHzIyf5CL10yufx+mfz+H0z+dw+jctnMNxB28wINvtK2PGjGHIkCEAQyJiTDvLOEPKzGz6tAmwEJmh1sxQ4DAHo6y3Hbf1F1hxxWaJYTatmzhxIiNHjuSKXVZj0KBBnS9g0ySfx+mfz+H0z+dw+udzOG1wQMrMbDoiaUVgebJu1O0RcU2zdhGxeb92zMzMzMzMrAv8lD0zs+nLDsDfgAlk4W4zMzMzM7PpjjOkzKxbImIcffPEMOtAeWLeNgPcDTMzMzMzsx5xQMrMzMza9qOTb2Hi+c8OdDesG7KAK6xzyLUzdBHeGa1IrJmZ2YzKQ/bMzMzMzMzMzKxfOSBlZmY2jZO0v6SoTRsnaXjl8xqSQtIa/dw9MzMzM7Muc0DKzMy6RNI2JfDReL0u6UlJl0v6maR5BrqPVZJWKgGd+fp4O/uX47FgJ+2mq+NnZmZmZtYXHJAyM7Pu2hfYinzy3+Fl2qHAXZKWH6hONbESsB8w3wD3o64rx+8gYM7+65qZmZmZWd9yUXMzM+uuSyPilsrn30laE7gYuFDSJyNi0gD1bXrQ9vGLiLeBtweik2ZmZmZmfcEZUmZm1msi4mrg18BiwJbVeZLWlDRa0quSXpR0gaRP1to0hr0tKWl4afeSpBMlzVVpN7i026behzJ9/8b6gD+WWQ9XhskNLvPXlnRd2c4rku6X9NteOyBd1Or4Nash1Q5Jq0r6h6RHJb0h6TFJh0hytpWZmZmZDShnSJmZWW87BfgtsA5wHICktYBLgYeA/cnhZzsB10v6XESMq63jbOBhYC/gc8APgQnAnl3sy3nA0sB3gV2AZ8v0ZyQtR2Yj/ZccPvcGsCSwche30dumOn49sDkwF/A34DngS+Rx/2iZ15SkhYGFapOX6GFfzMzMzMze44CUmZn1qoh4XNJLTBnA+CPwPPCViHgeQNII4HbgAOB7tdXcHhE/aHyQtADwA7oYkIqI/0q6jQxIjagGviStDcwGrBcRz7ZYRb9rcfy6a8/asMljJY0Ffivp4xHxaIvldiTrbpmZmZmZ9QkP2TMzs77wCjAPgKQPAysAwxvBKMhgEXAlsH6T5Y+ufR4NLCBpUC/28cXyvrGkae2/h+8dv56oBqMkfaA8AfAGQMBnO1j0KGBI7bVxT/tjZmZmZtYwrf0PuJmZzRjmBl4ufy9W3u9v0u5eYEFJH6hNr2fuvFDe5++d7gFwFnA9cDzwtKQzJX1rGglOVY9ft0n6eKnF9TwZ5HoGuKbMnrfVchExISLGVF/Agz3tj5mZmZlZg4fsmZlZr5L0UTLYMbYHq3mn1erLe9MC35JmbncDETFJ0mrAUGAD4GvAt4GrJa0TEa360Kd66fg1jsWVwAeB3wP3Aa8CiwLD8T9KmZmZmdkAckDKzMx621bl/fLy/kh5X6ZJ22WBZyPi1S5uo5ExNV9t+mJMreXT6SLiXeCq8tpV0t7Ab8gg1b+62KfeUj9+3fVpsqD79yLi5MbEUjvLzMzMzGxA+V9Hzcys10haE9iHfELeaQAR8RRwB/A9SfNV2g4hnyT3z65uJyImkk/MW602a8cmzRvBrvmqEyV9sEnbO8r77F3tU29odvx6oJHh1cgqQ5KAn/dwvWZmZmZmPeYMKTMz6671JC1L/rfkQ8CawNpkRtRGEfF6pe3uwKXAvyX9HZgT2Al4Cdi/m9s/HvilpOOBW8jg1NJN2t1a3n8j6UzgLeAiYN8yZO+S0ueFyYDW48B1jYUljQJWjwjRu7py/LrjPrLu058kLQpMBDald+twmZmZmZl1iwNSZmbWXQeW9zeB54G7gJ2BEyNiioLcEfEvSV8DDijLvUUW194zIh7uwfYXAjYDvkUGvNYDJtS2/R9J+wA/JutEzQQsDlwIDAa+DyxIZlxdA+wXES9VVjE3ML6N/jQCVu3Wnmr7+HVHRLwlaUPgMGAv4HXgfOAI4M6ert/MzMzMrCcckDIzsy6JiOFkUeyuLteo1dRRm/1pkjHVbJsRMQn4YXlVTZXJFBEHAQfVJo8Dru6oP5LmAT5DBoo6Mw/wLvk0u5a6c/yaHZeIGFz7PIravkfEvWTWVV1vZ3uZmZmZmXWJA1JmZmatrQY8ARzXRtsvAmMj4q2+7dLAOm7rL7DiiisOdDesGyZOnMjIkSO5YpfVGDRo0EB3x8zMzN7nXNTczMyshYi4JCIGR8SbrdpI2lbSKcAqwEn91zszMzMzs+mXM6TMzMx65u9kjak/AL8f4L6YmZmZmU0XHJAyMzPrgYhwtrGZmZmZWRc5IGVmZmZt+9HJtzDx/GcHuhvWDYvMGey1AqxzyLWMn+S69tMrn8fp3/RwDscdvMFAd8HM3gf8r7pmZmZmZmZmZtavHJDqJkmDJYWk3Qa6L72t7Nf+A7TtNcr21+jFdf5TUjtPyKovN02eY0nDJY3rw/WPk3RxX62/k23vLyma9Gd4m8uPkjSqL/pW2cbBkm7qy228H0yr36/eMKP9hpqZmZmZ9YVuBaQkbVP+h/cLvd2hgVRufKON1zYD3dfOSDq79LVpgV1J6w/UDVPZ/o79cRwlrQysQyk0PK2e4ybbf1XSPZJ+JWmu/uxLT5SAUKtjel8vbeNTJXA1uDfW1w2HAp+RtFF3V+DfUP+G9lR//YaamZmZmfUV15Ca0s7A3JXP6wPfBXYBqgUzbujHPnWZpEHAhsA44LuSfhkRUWu2PvATYP/+7d17diSP6fDa9GuBOYGWj1jvot2BqyJibPm8M9PuOb4SOLn8PTewKvBr4DPA5gPQn+56HNiryfSXurm+ZYB3K58/BewHjCKv8ap1urmNtkXEeEkXALsBF/b19qYzOzPtfr/a5t9QMzMzM7O+974MSEn6QES8Wp8eESNq7RYhb6ZGRMS42rzBfdjFntoUmBn4PnA1sBpwzYD2qE0R8S7wem+sS9LCwAbAjyvrH1FrMy2d4wci4tTK56MlzQZ8U9IcEdErx6UfvFTbjx6JiDe60La/bsLPBv4h6RMR8VA/bXOa4d/QaVdv/oaamZmZmfWlPq0hJemzki6VNFHSK5KukvTlyvz5JL0j6WeVaQtKelfSc5JUmf43SeNr619R0mWSXpL0mqRryhCtapv9y7CLT0k6XdILwHW9vJ/bSXpQ0huS/iPpi7X5yyvr/jwk6XVJ4yWdIGmBFn1dsrR/sezbiV0ctjUMuDIiRgL3ls/V7Qwn/2V/iqFiHezfYpKOknS/pEnl3PyjfkNZGYa0sqS/SHqmDD07X9JClXbjgOWA1SvbH1XmTVX/RNJSks4tx+11SY9LOlPSvJ0chw3IoOu/OmnXqc7OcWmzrKRzJD1f+nmLejCsqxgPBPB2J/3bTdIN5dxMknSrpM1atN1S0s3lO/OCpGsldZhZJOl7kt6W9Mfu78pU61ylHMvXy7HdvkW792pIKYco/aPMGlm5ftYo86eqISVpYUl/l/R02dadkr5Xa/NePaN2zjWTr6mNu7n7bZF/Qxvz/Rs6ML+hZmZmZmZ9ps8ypCQtB4wGJgJ/AN4CtgdGSVo9Im6KiBcl3U3+6/NhZdFVyBvwD5JDc8aU6auW9TXWvyZwKXArcAA5pGdb4GpJq0bEzbUu/QP4H7A30JvPV90CmAc4pvR7D+A8ZebEW6XN2sAngBPJAMNywHbAcpK+3GQoyNnAw+Swp88BPwQmAHt21hlJHwGGAo0b7jOAXST9tJI9cgzwkdKvrdrYxy8CKwFnksOxBgM7kOfyUxHxWq394cAL5HkZTA7jOQL4dpm/c2nzCvCbMu3pFvszG3A5MHtZZjywKPB1YD46Hga2EvBcRDzSxj52pNNzXK7364EngIOBV4FvASMkbRoR57exnTkkLVj+/gCwMnkeT4+IDgNSwM/J4WOnAbMB3yEzeL4eEZc0GknajxxidAOwLzmsZ0VgTeCKZiuWtB1wNPDbiPhVG/sxc2U/qiY1smokfbps75nSn1nI66XpdVBxLflb8TPgt2SwgMp7ve9zkkP7liSvwYfJ4Y/DJc0XEX+tLdLO95mIeEnSg+Q5OqSTPneLf0P9G8oA/oYqM0wXqk1eosO9NDMzMzPrgr4csncQMCuwSmNIi6STgfvJm6vVS7vRQDWTY1XyX9+XLX+PkdS4sTq2rEfkDfJIYL3GzYikY8ibr4OYupbMnRGxRS/vI8DHgaUi4oXSh/uBC4B1gcaTyo6KiD9XF5J0I3mjswqVm8Ti9oj4QaXtAsAPaONmihwe80bpA+QN0IFkvZMRABHxb0kPAGu3ObTqkog4p9b/i4B/k0NbTqm1fw5Yp3JeZgJ+JmneiHgpIkZIOgh4to3tfwpYHNi81ocD2+j3skxdY6g72jnHfwUeBb7YGGIm6SjyWv490E5A6gflVTUC+FEbyy4dEZMaHyQdAdwG7ApcUqYtSQahzgc2K0N7Gu2bBhiUmTeHAvtGxEFt9APyuD/TZPoxTB4+eSAZ1Fg1Ih4t2zoXuKujFUfEQ5JGkwGpKyNiVCd92Q74JLBlRJxWtnM0OfzqIEknRMTLlfbtnOuGh8jrs6/4N9S/oQP5G7ojWavNzMzMzKxP9MmQPUkzkzczI6r1VSLiKeB0YBVl0VjIG4kPSVqmfF6VzIIYXf6GvOEQk286VgCWKutaQDlEZUEyq+QqYLXyP/BVR/feHk7hrMaNVNHo4ycaE2qBgkYWzI1l0uearLPe19Hkfg5q0rZuGHnz83LZ9v/IDIhhHS7VgVr/Zy03d2OBF2ne/2NrGQujyXosi3Vj841/vV+3i0NuABYgswx6qsNzXG721ySzMuapXI8LkJkJS0latI3tXEBmXKxNDgX7HfA14PRWAaOG2jmaH5i39LN6fjYhv/MHVoNRZfmphhtJ2oMMtO3ZhWAUZBBw7SavQ8t6ZyaDDSMawajSh3vJ49Wb1iczQs6obOctMptobiYHdRo6/T5XvAA0ywTrMf+GAv4NHejf0KOAIbVXnw5RNTMzM7P3l77KkFoImIv8l/y6e8mb4o+R/xLfuPlYVdLjwGeBX5EZFrs15pHDVu4sn5cq7yd10Id5mTIY8XDXdqFtj1Y/RMQLJXYwf2NaCVjsRw6jWri2fLMaHo/WPjf2Y37yODQl6ZPk8Tu5ZMM0jAJ+ImlQRLRcvoP1zkkOfdmWHOpRDY50tf9dEhEPS/oLmekzrGTHXAicGhHtPLWtN4YWdXaOlyzb+XV5NbMwOZyvI49HRLXe1YWSngP+RA6vuajVgpK+Tn5vViCH5rzX3crfS5DDsu7ppB+QgZoNgN9HRFfrRr1a24+6hcingP2vybz7ySBSb1kM+F89AMfkIX71G/xOv88VYsrj25v8G+rf0Kp+/w2NiAnkMMf3dBIXNzMzMzPrkgF/yl5EPCnpYbIGyjjyf9T/Td5M/VXSYuTN1A2Vm8rGv9zvDtzRYtWv1D5Patqq595pMb36f+5nk/VD/kj29xVyHy6jeZZaO+tsZsvyfgjN69psStZg6arDyRupQ8lz8xJ5I34mvdv/piLiF8oiwhuTWSOHAXuV2jGPd7Doc3TjBq6JzvancQz+ROsMn7Hd3PZV5X01WgSkJK1K3mBeSw6zeYqsN7QtWZ+nO8aQ9WW2knRMRPRVMGJa05Vrd37g2T7sS1v8G+rf0M704DfUzMzMzKzP9FVA6hngNWCZJvOWJbM0HqtMG03eTD0M3BERL0u6k/yf9q+RQxqqtSweLO8TO8nEGHBl+NRXgf0i4sDK9KVaL9Wt7YgMPowkh1rU7UMOOWncTHUls2Mz4KSI+EVle3OQAYvu6lJmSUTcRdYXOkjSSmQB8R+TmSCt3EfeQPa1xpCqt/rgemx8R+fuoM2m5GPe123UrwKQtG2t3YPkze+naB2EaHiWPO/XAVdJWiUinuxCvzvyDBncaPYdaPabUdeVa+cRYHlJM9WypJatzO+uxZmccdTb/Bta+De0pf74DTUzMzMz6zN9UkMqIt4hn6C1sSqPtZb0IfJ/+K+rDXsYTT5J6Nvlb8rN4w3kMINZmbJo7a3kDdVukqa6UVfl8djTgMa/dNf/ZXvnXt7OyuQxPDEizqm/gLOAoconSEE+BQ5J87Wx7neYuv87kTVNuutV2rgZkzRIUj1wehd5Qz57k0Wq/g3ML6lZ/Z9eU4a2jAK2l/Th+vweXo8blveOAh/vkDen752P8r3bpNZuBHnc9q3XB2pWo6pkTqxFDq+7stS96bHy+3A5sImkj1f68EmytlRnXi3v87XR9p/AIkx+OhnletqJzLK5pr1eT0nSvOQQyBu6s3xn/Bs6Bf+GNtcfv6FmZmZmZn2mpxlS35f0tSbT/0r+q+vawHXKp429TT6yfHbysd5VjRulZchHijdcC6xHPvHoP42JEfGupB+SjywfI+lEsj7PouTjuicy+UZ+QEXEREnXAntImpXs5zpkdkVvGkbe9FzSYv6F5OPBvwP8hbwhBThM0uXAOxFxZotlLyaHbr1E1h/6ChmoeK4H/b0V2EHSr8jhbBMi4uom7dYEjpD0D+AB8prditzXczvZxiXkdbcW5elifegnZDbRXZKOI7OmPkQeq48Cn2ljHUtLagwZmgv4Mvno+bFM/RSuqkvIoMNlkk4na+z8pCy3fKNRRIyV9Bsy02O0pPPI79YXgSfJGjdTKMusQwbcLpe0Zhs1dOat7Ed9fY0ngu1HZu6MLr8PjSDRmGqfW7iDPP97lsDQG8DVJTBYdyz5uzNc0ufJIW2bkcGHnWtP2OuKtcgAwwXViWVY1PeAxSNiXBvr8W9oJ/wb2lJ//IaamZmZmfWZngakdmgxfXhEjCm1bX5H3ujOBNxEPn79pmrjiLhf0gTyRvq6yqzGTdbN1aFIZZlRkr5C3lz/lBzSNL5s45ie7Vav24KsIfIT8ib2CvImsVeGQJWbtM3JGjHPN2sTEXeXOjNbkjdT55U+fadME1nPpJmfkzcvw4A5yKEea9GzJ6IdSBaU3gOYh8xUaXYzdWfZzobkzfJrZdp6EXFjk/bviYinJf0T+BZ9HJCKiHskfYEMtGxDPmFvAnA7nT9evaHxNDrI4/0UcDywT0S82mqhiLha0g+AX5I1ah4mH28/mFpwJyL2LdfBTuTN9WvAf+kg4BURd0laD/gXcJGkr1WfGtbERztY36llnf+VtC55LR4IPE4euw/X+9ykP+Ml/Zj8Xfk7mWUylFoB5tJ2kqQ1gIPJQNEgslD4thExvKPtdGJzMkvpwdr0ucnhiC+2uR7/hrbHv6FT6/PfUDMzMzOzvqQmT3s3m2GUG/pRwLLl8e1mPSJpETLo952IqGdIPQ2cHBG7D0jnzPqQpOWAu2+88UZWXHHFge6OdcPEiRMZOXIkQ4cOZdCgQQPdHesmn8fpn8/h9M/ncPrnc9j7xowZw5AhQwCGRMSYdpbpkxpSZtOKiBhNZlPUhziZddfOwF1NglHLkfW2fj8QnTIzMzMzM5ue9NVT9symGRGx3kD3wWYcEfHLFtPHkEMCzczMzMzMrBPOkDIzMzMzMzMzs37lDCkzMzNr249OvoWJ5z870N2wblhkzmCvFWCdQ65l/CQNdHesm3wep38+h9M/n8Pp34x8DscdvMFAd6FtzpAyMzMzMzMzM7N+5YCU9TlJoySNaqNdSDqikzaDS7tt2ljfcEnj2u7o+5ikNcpxXWNaWleb2/uYpNclrdxP29tf0jTxeFJJN0r6w0D3o7eV62f/Ntt263xIGifp4i53zszMzMzMeoUDUmYDQNLMkp4sN97dKrou6Q9l+bN6u3+9TdIWknbuo9XvC9wUEddXtje8HJvG6xVJD0k6R9KmkmaU377fAz+RtEh3V1CO1StNpi8v6dkSuBnck07OaEqQ/e6B7oeZmZmZ2fRsRrkps/ePR4A5gVMGuiM9tCbwYWAcMKyrC0sS8N2y/IaS5unNzvXQteQ5urYybQtg597ekKSFgO8BRzeZ/QawVXntApwOLAWcA1wlaUZ4It4FwERgx95cqaQhwFXAq8DQiBjXm+vvZQeR15uZmZmZmU1HHJCy6Uqk1yPinYHuSw9tCdwGHAJsIukDXVx+DeCjwPfJhxN8s1d71wMR8W45R+/2w+a2BN4GLmoy7+2IOLW8jouIX0XEZ4C9yON3XD/0r0+VY3wOsHUJUvaYpOWAq4FJZDDq4d5Yb29rfGci4u2IeH2g+zM9kjSLpNkGuh9mZmZm9v7kgNQMqNTwuaXU1XlQ0vbN6qyUm5F9Sps3ytCc30qavck6d5Q0prR7UtKRkuZr0m67sr5Jkm6WtGoP9+VXkt6VtFP53LSGlKRNJN1d9vluSd/o4Xb3L9tZWtKpkl6S9IykXyt9TNIFkiZKGi/pF11Y95zAN4AzgbPJ7I6Nu9jFYcA9ETES+BddyLKS9FFJIyS9KmmCpEOAqc55B8svKunv5Tp4Q9LDkv7WuLGt15BS1g/bAFisMoRunKS5Sx/+2qKP70jaq5PubEIO15tqyFkrEXEwcAWwuaSla9tdT9Lo0q+XJV1SAjQttbomy7z3aiFJmlPSfeU1Z6XNByU9JekGSTOXaTNJ2rl8516X9LSkYyTN36QLVwKLASu0eww62JdPkplRb5DBqIdq81eUdFn5Prwm6RrVandVvjtLKocDvljanyhprlrb2SUdUr5bL0u6UNJHm/Srsc5PSTpd0gvAddV5TZbZsvwGvSbpBUnXSlqnk/3/nqS3Jf2x3WPWwbqWL/v/UDmH4yWdIGmBFvvWrd8aSbNJOlDSrWXZV8s1PLTWrnGd7laurQfJ8/ypnu6rmZmZmVl3OCA1g5H0WeAyYAFgP+DvZI2dTZo0Px44kMzU2QW4hsweObO2zv2BI4EngV8A5wLbA1dImrXS7gfAMcB4YA/geuBC4GPd3JeDSv+2j4jDO2i3TulTlP6PAE4EvtCd7dacRX5PfgncBPyKHHp2JfAEsCcwFviTpNXaXOdGwNzAmRExHhhF1wJKswObAmeUSWcAa6qNOkIlEHIVsC5wBPAbYFWgrcLYkj4C3Ax8hzw2PyOHT64OzNVisd8AdwDPMnkI3c4liHQ+8O1GIKbiu4CA0zroy6zAF8nrt6tOKetfu7K+rYBLgFfI8/pr8mb9OvVCDaWImEQOL1ySPCYNRwLzAttUMv+OAf5Ifod+Tl7Pw4DLq9+54tby3qOi7pKWITOj3iaDUQ/W5q9JDsMcBBwA7A3MB1wt6UtNVnk2MA/5nTwb2Ib8Tao6nvw+XUF+x94iz0Er/yCvs73pIMNN0n7kOX6L/P3bD3iMHCrbapntyON8cETs3kEf2rU28Imyzp3I39XvAP+Ummazdfe3ZhDwQ/J3ZE9gf2Ah8lpZocl2ti39OZb8PX++23toZmZmZtYDswx0B6zXHQC8A6wcEU8CSDobuLfaSNJnyJvj4yPiR2XyUZImALtJGhoRI5U1evYibxjXawzDknQfGdDYEjix3CT/lgw8DI2IN0u7e8gbn8e6shOS/kQGybaNiJM6af574GlglYh4qSx/TenzI13ZbhM3R8T2ZZ3HkjWb/gzsFRG/L9PPIIN132fKukmtbAncEBGNY3ImeewXiohn2lj+62QgoBE4HEEe4+8Ah3ay7HbA0sC3IuIfpf/HAXe2sV2A3wGLACtGxC2V6fu2uMkmIq6U9AQwf0ScWpt9MhloWZsMpDZsCVwbEY920JePk9ll3RlS1ihIvQSApLmBw8jvw3aNRpJOAu4nAyDb1VfSVRFxk/KpeHtKOh/4EHnedo6IB8o2VyEDDMMi4vRKX0aSx2hzsh5WY51PSHqTnmW6zAaMBN4lv79jqzPLuT26tFkvIqJMPwYYQ9Zxqmcf3R4RP6isYwHgB2TQpPEbtCVwVET8pDQ7UtJpwPIt+nlnRGzR0Y5IWpIMQp0PbFYdOtrqGpX0M/K7s29EHNTR+rvgqIj4c207N5IB5FWA0bX23f2teQEY3PjNLe2OA+4jA0/vnYPio8CSnf3WSFqYDGxVLdHRMmZmZmZmXeEMqRlIyTJZCxjRCEYBlJvLS2vN1y/vf6lNb9xAbVDe1yJvVg+t1QQ6jiym3Gj3BWBh4OjqjREwHHipa7uhI8iskC07C0ZJ+jA5VOmkRjAKMggC3NOF7bZyfGWd7wC3kJk1f69Mf5EMWnyis5WVm/J1mZzdBJOzu77VZp+GAbc0ggYR8TKZVdJOltX6wFNk3SHK8q+RAa3O+j4TmWl3US0Y1VjPVMOm2vAv8gb7vb4rC2ovD9SDV3WNoU8vdGO7jSF+jWLwa5NBvjMkLdh4kcHdm4ChU6+i2/YngzgnAUeRmYmHVeZvTn5nrqz15dbS72Z9eQFYsAd9mrks/zyZyVa3AlkQ/nRggUqfPkBm3K2mqZ9cWC80P7os2ygm3/gNOqzW7tAO+tmseH3dJuR/2w6s1zFrdo1K2gP4K7BnLwajGhlxjW3MUY7XjWXS55os0q3fmoh4p/IPADNJ+iD5j023tNjOuW0GvnckA7fV1wVtLGdmZmZm1hZnSM1YFiYzRsY2mVefthiZDTHF9IgYL+nFMp/K+/21dm9KeqhJu//V2r1V2rVra3I42w4RcUZnjVttt7if5jdkXVHP0HkJeD0i6jftLzE5QNKRbwOzAreXTI6Gm8igzJEdLays27U+cERt+euBTSUt3ci0aWExYGyTG/P7mzWuWYgcHtRrj7uPiHdLRswOkuYqwbFhwOvk8Kx2dKeY99zl/eXyvlR5v7pF+4nd2EZT5bvzfeA/5H5uWzsfS5FD+Ca0WMXCTaaJDGp21yQyK+s04BJJa0fEq7U+QQbRWpmXKYOD9e9OY9785PFs/AY9WGvX0bXYTjbcEmW97QSkVyeD6r+PiB7XjaoqgaH9yAy4+jmbt8ki3f6tkfQ9cvjdsuTvS0Oz49VuRuFRTP0dXAIHpczMzMyslzggZT25ie0L15PZGD+VdHZEDHR9k2ZP82v1hL92AiONTKDrm65A+kS9kHTN5mQB8l+UV7P11+v0TOtOBnYnnzZ4BrAFcHE1462F58p7s0LfnRlS3hsB2UZ2z1ZkDbS6tztYV9PvUJO6WFXrlvc5yGBPNUgwExmMapXx1iy7ZT6aZza1LSLOVBZNPwo4T9KGlWzHxvHZnRyW20y9sHxPvietTOq8SZeMIY/dVpKO6eUnCp4NrETWAruDPD4zkcMum2Und+u3RtKWZCbqiLKtCWW5vWg+xK6tYxgRE6gFRVuMeDQzMzMz6xYHpGYsE8iMiyWbzKtPe4S8KVqKSn0pSR8ib9AeqbQDWAZ4qNJuNmBxcshVtd1SVLJMSm2pxWm/RtFYsiD6KOAySV8tQ9JaqW63bpk2t9kvJC1O3qAeQQ7TqpqJLMK8BVmPp5VhZIbSAU3mbV+W7ygg9QgwRJJqWTntHKtnyMyWIZ01bKJl4DMi7pZ0O7lvj5O1oXZqY52PkjfXi3ejP1uVPl1ZPjeydCZExL+aL9JSI/Nnvtr0xWhC0vJkjaMTyeDr8ZI+XQnAPUgOlb2+OuyrFUmLksNq7+2sbWci4m8ls+cg4FRJ3ynD3hrHZ2I3jk8rjd+gJZgyK6qn39sHy3o/RevgWcOzwGbkE/uukrRKdbhzd5XA3leB/SLiwMr0Zr9TPbUZ+dv8zep3WlKz3wgzMzMzs2mGa0jNQErdkX+RmSYfaUwvQ7vWqzX/Z3nfuTZ91/LeeNLVv4A3gZ/VCgL/gBx20mh3Cxmw+HEJVjVsw9Q36p3tx3/JYWmfBC4qT4Zr1fYp8qbze5LeGwYjaW0G+HHmkpaV9PHKpEbGyx8i4pza62wySFWtpfThso5Zy+ePAasBZzdZ/hwywLGkpBVL+7nK8tXaQv8EPkLexDa2MxdtFOwugYkRwIaSpnqCYauC0cWrNB+m1HAKWRR7ZzLzqV7zrFl/3iKvuy49TVHSL8u2zoqIxlDPy8lg296a+il2lOL+rfoxkQxs1J+yuGOT9cxKZrM8SdZJ24YsbH5IpdnZZE2nfZosP0sZtln1+fJ+Q6s+dkVE/Kb0Z3PyaX+Q9aseJB94MHd9mY6OTwca5/hntek7d2NdVSPIIXv71utaNbtGI+JxMgA4J1m3q52ht51pZDbVt7dzL6y7022V34Cv9MG2zMzMzMx6jTOkZjz7kzfb10v6G3lj+1Myq2aFRqOIuLM8QWy7coN7DfAl8sl7IyJiZGn3jKTfkVk3l0m6kMxg2JGsgXNqafeWpF+RN7BXSzqLzFzZlkpmVbsi4kZJG5MBlHMkbVICEM3sRQbGrpN0AvBBMsNmDJNrBQEgaXjZx8UjYlxX+9VF95LHdY3yeRhwR+XpenUXAodL+lxE3EY+0e575HEcR2Y/qbRr5p/k0LJhZE2qL5FPRTuAvC4gi9H/FDhZ0ufJAudbAa+1uU97k9fXNeVJYPcCHyaDF6sAL7ZY7lbg25L+Ql43r0TERZX5pwN/AL4B/K2Dc113AfAbSYNKYKhqljKcCXJo3GLARmTB9JFUgnARMVHSDmRg7DZJZ5IB1o+TNYauJ49bK8cDv5R0PBkkW418mmHdr8jvYSPz77+SDgQOknRORPwzIq5RPr1uL0krkE+LfIvMAtycDGSdU1nn2mS22O3VDUkaV/ZtcAf9buUX5FDIH0p6PiL2lPRDMog0RtKJwBPAomSR9YnAhl3ZQETcUYZo7liCyTeQWUXNMjy7st6xkn5DBvRGSzoPeAP4IhkI3KvFMuuQmZmXS1qzyfVUt1D5zat7OCJOk3QtsEcJQj5Bfm+6k83XmYuBbwLnS7qkbOPHZA2tqYKHZmZmZmbTCgekZjARcauk9YA/Ab8GHiOHB32SLHhb9UMyWLQNGQgYTwZBphjqERH7S3qGvCE/hHwS17HA3tXAQUQcW+rm7E7WMrmLDAD8upv7crWkb5FPoTtFUtPHvUfEZZI2J4cZ/Y7M5NgW2JjJwaCGuclhXi92p0/dJelz5PHv6FhcBBwObAnc1mT+MODRiGg6/DEiXpR0HRn42bVFm9ckfbVsZycyEHUaGWi4rLP9iIgnSvbFr0t/BpE325fScVDrKDIQsy2wCzlc672AVEQ8LekKMjPulM76UXEKcDB5ndWfyjd7ZV2vkUNabwUOBM5v8gS20yU9CfySvIZnL/s2msw+68iBZNH3zcinJV5KZiW+V4OnXAN7A0c0Ar7FweS1epyk5SLixYj4saRbyWGYvyUDjePKPl5fWedMwKbA35sUqv8AzR9w0KmIiBKAmo8MqrwQEQdL+goZ6Pkp+V0aTwY/j2m5so59nwz8DSOfjnc1GQBsFbRtt//7SnqYvMZ/Q57//9LBtRURd5Xfzn+RmZlf62TI5MI0/z5fRX6ntiC/Zz8hA8lXkNdEj4cE1gwHFiGvlXXJQNSWZPByjV7elpmZmZlZr1H3ntRu0xtJI4DlIqIvaphMNyQ9DZwcEbsPdF9sSpLOBz4dEV3KkJH0d2DpiFi1b3o27ZK0CZldtkQZvtqY/ikyQ/DrEXFJi8XNukTScsDdn97xCCbOM3igu2PdsMicwV4rvMPv7piZ8ZNcpH565fM4/fM5nP75HE7/ZuRzOO7gDQZku2PGjGHIkCEAQyJiTDvLOENqBiRpzuq/7JdCuuvT8SPbZ3jlZmpO4PcD3RebkqQPk5kxv+nG4gcAD0haOSKaPr1wBrYnmXH1VG36UODfDkZZXzhu6y+w4oorDnQ3rBsmTpzIyJEjuWKX1Rg0aNBAd8e6yedx+udzOP3zOZz++RxOGxyQmjE9VGolPUTWzdmBLEz+h4Hs1EArUVr/2kxDypMHVyaHj75FN4Z+RcSjZI2o952IaFq4OiKOBI7s5+6YmZmZmZm1zQGpGdNlwHfJuiJvAP8m6z39r8OlzPrf6mR9pkeB70XE+AHuj5mZmZmZmfUDB6RmQBGx7UD3wawdETGcLMpsZmZmZmZm7yMOSJmZmVnbfnTyLUw8/9mB7oZ1QxZwhXUOuXaGK+D6fuLzOP3rz3M4UMWNzczaMdNAd8DMzMzMzMzMzN5fHJAyMyskDZc0bqD7YWZmZmZmNqNzQMrMOiVpcUlHSHpA0mvldY+kIyUtP9D964ykhST9VdJ9kiZJmiDpZkm/lzT3QPevKyR9VNKZZR8mSrpJ0jZdXMc4SVF5TZA0WtI3+qjb0xxJn5Z0jqRHJL0u6QlJV0raqdZub0mbDFA3zczMzMxmWK4hZWYdkvR14CzgbeA04E7gXWBZ4JvADpIWj4hHBq6XrUn6IHALMAg4AbgPWABYHtgB+BvwSmn+I6bhQL2kmYALgaWBQ4EngS8B36brxeHvAP5c/v4IsD1wnqQdIuLoXujuNEvSSsBI8umOxwHjgY8BXwZ+Dhxeab43cA4won97aWZmZmY2Y3NAysxakrQEcCbwCPDViHiqNn9PYEcyQDWt+gHwcWDliLihOkPSIODNxueIeKuf+9ZVywCfBfaIiD+WaUdJmr0b63oiIk5tfJB0MjAW2AVoGpCSNAswU0S82Wz+QChButki4vUuLPZ/wEvAFyPixdr6Fu7F7jUl6QMR8Wpfb8fMzMzMbFo2zWYCmNk0YQ/gA8C29WAUQES8HRGHRcRjjWmSli+1mB4qQ6HGSzpB0gLVZSXtX4aLLVnavyjpJUknSpqr1nZOSYdJelbSy5IulLRoWX7/TvZhCeAd4MYm/Z9YDWQ0qyElaQFJp5ThcS9KOknSZ8q2t6kt+0rp14jy9zOS/iRp5to6vyPp1rIvEyXdJennnewHTA78TfFInoh4o41lOxQR44F7gcVLHweXfdxN0s6SHgTeAD4laTZJB5Z9eEnSq2XI39DKPqoMDbygvi1Jc5TljqlMm13SAZLGSnpD0mOS/lAPtpU+HSFpmKQxpU9f6+LuLgGMqQejynGYUN0Wef1/rzK8cXhl/mclXVrO4SuSrpL05Vp/tynLrS7pKEkTgMfLvFGS7i7fmWuUQ2HHStqszF9dOSRzkqT7Ja1VWe9gTTnscopXaXOApLckLVTfT0nHlut5ji4eOzMzMzOzXuEMKTPryNeBsRFxUxeWWRv4BHAiORRqOWA7YDlJX46IqLU/G3gY2Av4HPBDYAKwZ6XNcOBbwClkYGl14JI2+/MIMDOwFXBSF/ajkX1zETks7m/kcL+NO1jPzMDlwE3AbsBawC+AB8vySFobOAO4isn7+ElgZeCvHfUnIu6XdAPwC0lnRsSjXdmfjkialRy29lxt1rbAHMCxZPDneXL44w/LfhwHzENmol0u6UsRcUdEhKRTgT0kfTAinq+sc8OyjlPLthtDEVcp27kX+DSZrbU0sEmtT2uS18MRwLPAuC7u7iPAVyQNiYi7O2i3FXA8cHPpF+S5RNJywGhgIvAH4C1y2OMoSas3+c4cBTwDHEgGuRrmBy4mMxH/QQ4jPVPSMHJY5tHA6cDuwDmSPhYRL5d1bVXbxqzAIUzO+jsF2Jcc0nlEo5Gk2YDNgHNbZZYpM8XqgawlmrU1MzMzM+sOB6TMrCnlcLaP0KR2jqT5mPL349WImFT+Pioi/lxrfyMZvFiFvImvuj0iflBpuwAZ3NizfP4cGXw4NCJ2aWxD0onAZ9rYlRPIwMZwSb8ERgHXAv+MiJc6WXYT4CvAzhHx19KfvwFXtmg/B3BWRPy6fD5a0m1lf/5Wpm1ABjHWjYh32uj/eyR9iAxmzAdcIWnViHimK+uomFXSguXvj5ABwQ8xZf0kgI8CS1a3UzK+BleH7kk6jgzY7UTuL8DJ5PC4bzHlMMAtySDSdeXzFmTwbvWIaExD0t3kMVypNtxyGeDTEXFPV3e6+BNwKXCHpJvJa/IqYGR12GZEnCrpaOCh6vDG4iAyALRKRDxU+nsycD8ZoFq91v55cthr/Zx/BNgiIs4o67iSPI6nAys1AluS7iWDnZsCw8uQvyn6JOlIYG4yKExEjJX0b/J4H1FpugEZCDulg2O0I7BfB/PNzMzMzHrEQ/bMrJVB5f2VJvNGkRkajddPGjMqganG0KwFmTxc7nNN1lWvVzQaWKAExGDycKyjau3qgZOmIuJpMnB1NHkT/mPyZn+CpH0kqYPFv0ZmvhxXWd+7wJEdLNNsfz5R+fwiGVRau53+NyjrN10IvEpmD81DBqXmq7T5bhmy1U4myzpMPn93ApuTAYo9a+3OrQe9IuKdRjBK0kzKwvGzkMXjP1dp9wCZLTas0scPAusBp1Wy5TYns6Luk7Rg4wVcXea/NxSwuKYHwSgi4koy0HgheW3sQQZ7npC0UWfLl4DcOsCIRjCqrPcp8tpapXL9NhzXIgD5Cpkd1VjH/eQ1cm8ty6rxd/VaqvZpazKItEdEjKzMOhlYsXZNDAMeA65puZP5fRtSe23cQXszMzMzsy5xQMrMWnm5vM/dZN72ZEBly/oMSR+U9FdJTwOTyIDHw2X2vE3WVR929kJ5n7+8L0bWTnq41m5sh72viIinImIH4MNkds3PmDx86gcdLLoY8FREvNbmtl9vkrH0ApP3BfJG/wHgUkmPK+trtVMDaTNy6ODOJdCzLjAY+KekxhCwIUx5vDtyE3kO1wJWAhaMiK2rAcWi6bokfU/Sf4HXyWF+z5CZN/VzfDKwsqTFyufNycyianbOUuTQzmdqrwfK/Hqh8Xb2r0MR8Z+I+CZ5br4E/I4M8p0j6VOdLL4QMBeZDVV3L/nf1o/Vprfq8+NNhrG+RAaMqv1tZPPNX2uLpBXIQOgZEfGX2uyzyKGWw0rbecmhuKc12W51exMiYkz1RRmuaGZmZmbWGxyQMrOmyg3wU2SQoz7vpoj4F3B9k0XPBn5E3iB/k8wkaQRcmv3mtBq21lHmUrdEeiAiDgdWIwNdwzpZrCs6HYJXimavAGxEZugMJYNTndW3Wgl4m8xCotQ+2oh86t4FJSPne2RQop2nHj4bEf+KiKsi4t/NCnwX9QAVkrYk63o9SAb0vkYGt65m6nN8Jpll1jjOWwK3lEyghpmAu8o6mr3q2XFT9am7IuLNEpzam6zfNCsZNOttrfrc6ppp63shaX7gXDJ498N644h4gaxR1Tj+mwGzUxvuZ2ZmZmbW31xDysw6cgnww1Ko+ubOGpeb468C+0XEgZXpS/WgD4+QAYvFgf9Vpi/Zg3USEQ9JeoHMmupo20MlzVXLkurptt8ki6VfVAp6HwVsL+nXEdEq+yrI3+wPA0+W9YyW9B0yIHEnmZ30x570rU2bAQ8B36xm2Ug6YKpORzwv6RJgmKTTyOLtO9eaPUgOnbuqo6ydfnBLea9eE8368wzwGpltV7csGeh8rMm8XlWundPImmJrNcnkaziZDFp+kQxM3V4ynszMzMzMBowzpMysI38gb7xPKAW16+pZTO+0mL5zD/pweXnfsTZ9p3YWlrRiZUhbdfqXgAVoPuyquu1ZyYyvxnIzUamZ1VWlaPt7SjbTf8vH2TtY9F/l/cDqxIi4gHwS3GDgPxHxeHf71gVTnWdJK5J1mZo5BfgUGSx7h0rNpOJsYFEqx7my3jmbnb+ekDS0Re2w9ct79Zp4lQz4vKfUgroC2FjS4Mp6P0QWaL8uIib2Zp9b2I8cuvndiOhoGOOl5NMI9ySLrTs7yszMzMwGnDOkzKyliPifpC3IJ+TdXzJc7iQDEYuTN9/vAo+X9hMlXQvsIWlW4AlyyN7iPejDrZLOBXYuwZwbyZvqpRtNOlnFVmR2zvnArcCbwCeB75P1j37bwbIjgJuBP0taknz62UbAB9vcdjPHl8LeV5PHbTEyuHYHWX+olYuBC4AflL6MIGsDfQ3YkHxy4FBJB0bEvt3oV1dcTA7HPL9kPy1OFou/h+Y1xy4h60xtDlxahi1WnUJ5Ep+koeRQ0JnJbKNvkUGXW+iEpOHksMXFI2JcB00PB+Yq18R9wGzkkMhvk0//O7HS9lZgLUm7kplpD5di478ihxNeJ+kocjjl9mRQcY/O+tpTkj4N7EOe94XLMMr3VJ8KGBFvSToT+CkZEDyjr/tnZmZmZtYZB6TMrEMRcUG5+f0FGVz6PhmIeYQMNBwdEXdWFtmCvOH/CRm4uoJ8qtqTPejG1sB44LvAN8hsoW+TmSyvd7LsMWSW11fJp4QNIodcXQH8LiJub7VgRLwjaQPgr2Sg413gfOAAMmjS2babORXYjsz4mq/s11nA/h3VfoqIkLQpsAuwDfB7si7RjcC6EXFlCRjuI2lsRJzcjb61aziwCBmAWZcMRG1JBpzWaNL3NyWdRe7zKU3mvytpE3LftibP8WvksMC/Mrm4eWfmJo/Ji5202630dX3yXMxGFtc/CjioVk9rV+BY4CBgTuAk4KaIGCNpVbIY+l5kxvFNwJa1p+P1lQXI79fq5VVXz4I6mQxIXVWeBmhmZmZmNqAckDKzTkXEg0w9ZK5V2yfI7Jk61drtD+zfZPnhZMCjOu018mb6p++tLJ8sBiU7q4P+3EWbGSsRsU2Tac9SK3xegidTbLss22z5/ansZ0ScS9Z86rIyVOxP5dVs/rB6X1u0G9xGm3G0KCxf6jz9rryqLulglW+ST268oMU63yKHiP6hk351VOx+VeDIDgq0N9ZxGXBZR20qbe+necCHEszs8AmJza7nyrw1Wkwf3GK6Kn+PomuF/98s7x6uZ2ZmZmbTBAekzGyaJ2nOiKg/pWxnMmPp2v7ctqSZySF2E4Hb+nLbMwpJc5AZVOd2UHi7p9tYjsxg+n1frH8G8CPgFeC8nq7ouK2/wIorrtjzHlm/mzhxIiNHjuSKXVZj0KBBA90d6yafx+mfz6GZWXJAysymB3tI+jwwkqzVs155HRsRff00s8MlzQn8m6wP9E2y3tDeTYJkViFpYWAt8ql8C5DD7/pEeWqc/6++RtKGZEH57YAjIuLVAe6SmZmZmRnggJSZTR9uIAtI70PWCXqUHAb3m37Y9tVk/ayvA3MAY4GdIuKIftj29O5TwGnABOBnEXHHwHbnfelw4EPAP8mn8pmZmZmZTRMckDKzaV5EXAlcOUDbPh04fSC2Pb3rRp0j62Xt1AszMzMzMxsIDkiZmZlZ23508i1MPP/Zge6GdcMicwZ7rQDrHHIt4yc5Vjy98nmc9o07eIOB7oKZ2XRhpoHugJmZmZmZmZmZvb84IGVmA0bSOEkXD3Q/BpKkUZJGDXQ/ZgSStpEUkr4w0H0ZKJLWKMdgjYHui5mZmZlZRxyQMpuBVG7IG6+3JT0habikRQeoT5+StL+kwQOx/dKHUZLuHqjt9wdJc0r6u6S7Jb0k6RVJd0r6uaRZe7DecbVr6lVJN0vaujf738U+7ShpmwHcfiPos9lA9cHMzMzMbHrnGlJmM6Z9gYfJp8J9GdgGWEXSkIh4vZ/78iny6V6jgHH9vO33kzmB5cinqY0D3gVWAg4BVgS26MG67wD+XP7+MPBD4CRJs0fEcT1Yb3ftCDwLDB+AbZuZmZmZWS9wQMpsxnRpRNxS/j5e0rPAnsBGwNkD1y3rKxHxPBl8rDpa0kvATyXtGhHju7n6JyLi1MYHScOBh4BdgIEISJmZmZmZ2XTOQ/bM3h9Gl/clGhNa1S4qw/vGVT4PLsOTdpO0naQHJb0h6T+SvtjRRsuwqn+UjyMrw77WqLVbpQwDe13SQ82Gg0maT9Khkh4r2x8raU9J3f4dk7SlpFslTZL0vKQzJX2sMv9nkt6RNF9l2i/KPvylMm1mSS9L+n1l2kySdpY0puzX05KOkTR/G/3aqSz3mqQXJN0iqbsZTuPK+3wdtOmSiHgGuI8pr6emtYsq1882lWnDy5DCRSWNKH8/I+lPkmbuaNvl2lwOWL1yPY2qNZtd0l/KOl+VdL6khZqsaz1Jo0ublyVdImm5rh2NKda3qKQTyrl+o5zD71fmS9KztWtnJkkvNrnO9lQOuZ27Mm1ZSeeUa/X1cl1s1Ea/lpJ0rqTxZbnHy7U+b3f31czMzMysp5whZfb+MLi8v9CDdWwBzAMcAwSwB3CepE9ExFstlrkWOAz4GfBb4N4y/d5KmyWBc4C/AycB3weGS7o1IsYASJoLuAZYtGz/UXI42u/IIWQ7d3VnJP0f8GsyY+x4YCFgJ+BaSZ+NiBfJQN5MwCpAo/j6quRwuFUrq/ssMHfZ34ZjyKGSJ5ZjsDjwU+CzklZudcwk/ai0Pwf4Kznscnly2N3pbezXbMAgcgjfF4DdgEeAsZ0t2y5JswAfpWfX08zA5cBNZB/XAn4BPAj8rYPldgYOB14BflOmPV1rc3jp2wHktb8zcATw7co+bEVeb5eT2YNzATsA15XzP64rOyPpQ8CN5HfjCOAZYD3g75IGRcShERGSrgdWqyy6PDAveU2tDFxSpq8K3B4Rr5T1LwdcDzwBHAy8CnwLGCFp04g4v0W/Ziv7OHs5LuPJ79HXySDlSy2WW5j8TlQt0aytmZmZmVl3OCBlNmOaV9KCZDBjRbKG0xtMDqp0x8eBpSLiBQBJ9wMXAOu2Wm9EPCRpNBmQujIiRjVptgywWkSMLus9G3gM2JYMVADsSt4MfzYi/lemHSPpSWB3SX+OiMfa3RFJi5HBil9FxG8r088DbidrFP0WuBOYSAYHLpYkMjh1LvBNSXOXgEEjSHV9Wc8qZJ2lYRFxemX9I4HLgM1pHVzaABgTEZu3uz813wTOqHy+Bfh+RLzdzfUBzFquJ4BFyGDkIsCRPVjnHMBZEfHr8vloSbcBP6CDgFREjJB0EPBsdRhhzXPAOhERkFlIwM8kzRsRL5Wso8OA4yNiu8ZCkk4C7gf2BrZrst6O/IYMsn06Ip6r7NMZwP6SjomISWSQ82BJ80TEy+S18wgZVFsVuKT0d2UymNnwVzIQ+8WIeKP09yjgOuD3QNOAFFnDbXFg84g4pzL9wE72Z0fyd8PMzMzMrE94yJ7ZjOlfZIbGY2SmzavARhHxeA/WeVYjGFU0hgF+ogfrBLinEYyC94aD3V9b7+Zley9IWrDxIvdzZqbMOGnHN8nfv7Nr6xsP/A8YWvryLnBDZf2fBBYgM1QEfKVMXxW4u2RVNfr7EnBlbf23kpk9Qzvo24vAR9XJcMgOjATWLn04GngL+EA319WwDnk9PQPcBWxFBkt27+F6j659Hk3PryeAYxvBqMp6ZwYWK5/XJrODzqidn3fIjK2Ozs9USqByU+Ci8rG6zsvJDKjP1fqyUvm8apk2mslZd0NK/xpB2g8Ca5LZfPNU1r1AWf9Sav0UzUYG1Lol07BdR5V+VF8bd2F5MzMzM7MOOUPKbMb0E+AB8kb4+2RA5Y0ervPR6oeIeCHvw+m0JlJX1lu8UFvvUuTQpmdarGPhLm5zKTKg9L8W86vD6UaTGS5zkgGDpyLiNkl3ls9XkllT1WLxS5HHfkI3+vt7cvjazZLGAlcAp0fE9R3vUoqIp5k8hO0cSXuTgbGlelDU/CbgV2QgZUj5e37gzW6uD+D1Enysqp/37qpfU41AamPdS5X3q1ssP7GL21uIDCBtR+vMqsY5vw14jbx2Li/v+5HB0J0kzcHkwNR15X1J8nr9dXm1Wv8T9YkR8XCpWbUrMKxkLF4InBoRTYfrleUmULt+y/fdzMzMzKxXOCBlNmO6ufGUPUkjyBvb0yUt06hJQ9a6aXaH2aqo9Dstpvf0LrWd9c5EBn7+0KLtA13c5kzk/q/XYvuvVP6+DpiVzIZqZLNQ3leVtCwZkBhdWWYm8mZ+WIvttwqsERH3SlqGrPHzNTLzZkdJB0ZEd4ZQnUMOJ9uYrGvVHc9GxL/K35dLuo8cpvlzoFGgO5ou2fXrqTd0dk01soO3IgNBdV0d3thY36lkXapm/gsQEW9JuglYTdKS5NDH0WQQcVZyiO2qwH2VgF1j/X8ig1jNtKwRFhG/UD4ZcWMy2+0wYC9JX+5h1qSZmZmZWbc5IGU2g4uIdyTtRQ7l+ik53Awya6TZ8KjFmkzrURd6YR0PAnNXgiK9sT4BD0dEZ8Gsm8lMoFXL649l+rXAj4CvVj5X178WcH2pG9QlEfEqcBZwVilKfR7wf5J+FxGvd3F1c5b3XnuiWkRcIukaYO9SG+lVJmchzVdr3tvXE/T8mnqwvE/opWvqGeBlYOY21zeaLKS+FvAsGXwKSWOYfJ1V67I9VN7f6m5/I+IucrjlQZJWIuud/ZjMdjMzMzMz63euIWX2PlCKid8M7FyGBEHelC8r6b0naUn6DFlMuTe9Wt7n68E6zga+Imnd+gxJ85WnvnXFeWQWzX6qjUNSWqDxuQSA/gN8lyzsXs2QmpMs2P5gRDxV6+/MwD5N+juLpPladay67bL9N4F7yADarB0st2B9X4oflvdbWi3bTb8naxj9qHx+hDym9XpeO/bydiGvqfl6sPzl5LC8vSVNdUyr34l2RMQ7ZKH7TSUNaWN9o8mn3u0MXFepdzWazNr6CJWMuzJ8bhSwvaQPd6W/kgY1+X7cRRbhn73DHTMzMzMz60POkDJ7//gj8A9gG7KY9AlkXZnLJf2drEHzY2AMMKgXt3sHGajYU9K8ZC2rq8tNdrv+CGxEPuluOFkc/APAp4HNgMFkpklbIuJBSb8CfgcMLsMaXyafRvYN4FhyeFTDaOCXZIHou8o6JpQnDS4DDK+t/xpJx5DDolYg60C9RdYu2pwc6lZ94lnVFZLGkxksT5OF1H8KXFKeytbKlsCPy748BMxDPgFxbeCiiHivXpKkwcDDwEkRsU0H62wpIi6VdDewq6Qjy9Pr/kHWQQoy4Pl1ul7fqx23AjuUcziWzHRqVQ+qWd8nStoBOAW4TdKZZJbTx8mnHF5PHvOu+CVZDP0mSceRQcQPksXM1yp/N/ybHBa4DHmtNVwL7FD+rg4BhawLdx1wV1n/Q8CHyKGkHwU+06JfawJHlHPzAPnf/a3I7+S5XdxHMzMzM7Ne44CU2fvHeWSQYDdJx5VaRVuTj3//C3kDvRWwBbBGb200IsZL+jGwF/B3MnNoKK0Lfjdbx2uSVgf2JgM6W5MZLg+QBaFbFmcuRK2uUEQcLOkBYBcmP97+MTJ4dGFt+UZA6oby5L3q9GWYOnhARPxY0q3A9sBvyQDEOLLOUEcFyo8ha0/tCswNPE7W/Dmok328jnxy23fJQMXb5NMKdwUOr7Wdu7w/Rc/8iQzGDSvvO5FZXD8mA49nk0/iu7uH26k7kBwKuAcZeLuG1gXKm4qI0yU9SZ7X3clsoSfIc3liJ4s3MtHeu6Yi4mlJXwL2JZ/iuCPwHBng3bO27Vcl3Q58kcmFy2HydfRYRDxSW+YeSV8gr9VtyOy0CcDt5PFo5U4yI2xDYFGyoPqdwHoRcWMn+2lmZmZm1mc05ZOxzcxmPJJuA16NiFU7bfw+IGlHskD8EuWpfNYFkjYCLgDWioirBro//UXScsDdN954IyuuuOJAd8e6YeLEiYwcOZKhQ4cyaFBvJsJaf/J5nP75HE7/fA6nfz6HvW/MmDEMGTIEYEhEjGlnGdeQMrMZmqS5gWXJDDBLQ4HDHIzqti+Wd19TZmZmZmbd5CF7ZjZDkvQhsh7UVmTx8ZMHtkfTjojYfKD7MD2StA6wOvAL4MpaIXszMzMzM+sCB6TMbEb1SeAIsuj11hHRUd0ms3bsRRYpv5CuFz03MzMzM7MKB6TMbIYUEaPwb5z1oogYOtB9mBb86ORbmHh+2w+1tGnIInMGe60A6xxyLeMnqdP2Nm2akc7juIM3GOgumJnZAHINKTMzMzMzMzMz61cOSJmZGQCStpEUkgYPdF96k6RxkoYPdD96SzlH+w90P8zMzMzMesIBKTPrd5I+LekcSY9Iel3SE5KulLRTrd3ekjYZoG5OU0oQotlrfB9vd0dJ2/Rg+TU66Hv1tUavdboHJH1U0pmSJkiaKOmm7u6/pJklPVn2b71e7qqZmZmZ2XTN9VXMrF9JWgkYCTwKHAeMBz4GfBn4OXB4pfnewDnAiP7t5TTrSqZ+WuCkXlz/KcCZwBuVaTsCzwLDu7nOe8knHTYzN3AouQ8PdHP9vUbSTGTB8qXJfj0JfAn4Nt3b/zWBDwPjgGHApb3QTTMzMzOzGYIDUmbW3/4PeAn4YkS8WJ0haeHurlTSByLi1R72bcBImgN4MyLe7aDZAxFxapvrEzBHRLQdsIqId4B32m3f5jqfBpr2WdKpwOzAFhHxZG9ut5uWAT4L7BERfyzTjpI0ezfXtyVwG3AS8Nt2r9H+vJan9++NmZmZmU2/PGTPzPrbEsCYejAKICImNP6WFMAHgO9VhnUNL/P2L58/Jel0SS8A15V5y0saLumhMhxwvKQTJC1Q3VZlHUuW9i9KeknSiZLmqrWdU9Jhkp6V9LKkCyUt2qyWT5l+gqSnJb0haYyk79faNIaxfUfSQZKeAF4DBnX3oJY6SRdLWlfSLWTW0faSBpdtbdNkmSn6X68hJWkcsByweuUcjOpuH2vb/j6ZNfS3iDivNm8+SYdKeqwcw7GS9iwZTNV2u0m6QdJzkiZJulXSZj3oViMYOMVjqyLijSZtOyRpTuAbZMbZ2cCcwMZN2g2X9IqkJST9U9LLwGll3uySDpH0TOW6+2iL7X1W0qVlmOErkq6S9OVam8b5XV3SUZImAI93dd/MzMzMzHqDM6TMrL89AnxF0pCIuLuDdlsBxwM3A8eWaQ/W2vwD+B85tK8RRFgb+ARwIjkccDlgO2A5SV+OiKit42zgYWAv4HPAD4EJwJ6VNsOBb5FD2m4EVgcuqXdY0ofK/ACOAJ4B1gP+LmlQRBxaW2Qf4E3gT2Sm0JstjkXDHJIWrE17uRIwWQY4AziGHA55fyfr68zO5BDKV4DflGlP93CdSPpkWe9/gV1r8+YCrgEWJffjUWAl4Hfk8LedK81/Tg6xOw2YDfgO8A9JX4+Iqc5PZyLifkk3AL+QdGZEPNrVdVRsRA5JPDMixpdA3jDg9CZtZwEuJ4Oqu5HBScjrf8uyzA3kEMBm191ywGhgIvAH4C1ge2CUpNUj4qbaIkeR1+aBZNDXzMzMzKzfOSBlZv3tT2QtnTsk3UzeSF8FjIyItxqNIuJUSUcDD3UwTO3OiNiiNu2oiPhzdYKkG8lAzSple1W3R8QPKm0XAH5ACUhJ+hwZjDo0InZpbEPSicBnauv6DTAz8OmIeK5MO1rSGcD+ko6pDaGbA/hCF4bV/aC8qrZlcn2jJYGvRcTllf0Z3Oa6pxIRIyQdBDzb7lDBzpTMobPLx29HxOu1JruSWXSfjYj/lWnHSHoS2F3SnyPisTJ96eqxk3QEOURuV5oEbtro24fIAM18wBWSVo2IZ7q6nmJL4IZKX88kr5uFmqxzduAfEbFXpS+fKes4KiJ+UiYfKek0YPna8gcBswKrRMRDZfmTyYDkH8gAatXzwFfLEM2mlMNnF6pNXqLl3pqZmZmZdZGH7JlZv4qIK4GvkJktnwH2ILNDnpC0URdXd3ST9VcDFI2MohvLpM+1sY7RwAKSGsPnvlbej6q1qxZfb9Rs2hS4qHxcsPEi92/eJts/qSs1noALyAyw6uvyyvyHq8GoadRfgSHAThFxX5P5m5Pn4IXaMfwXGexbrdGwdq7nJ4/xaJqf5w5JmoW8Jl8FPg3MQwal5qu0+W4Z8tZhYKYENdclg6AN55KZc99qsdjfap/XL++H1aYfWtvWzMA6wIhGMAogIp4iM6tWqVzLDcd1FIwqdgTurr0u6GQZMzMzM7O2OUPKzPpdRPwH+Kak2cig1DeAXYBzJK0QEfe0uaqH6xMkfRDYjxy+VS+SPm+TddSHZb1Q3ucnh0AtRtYWqm9rbO3zQmRmzXbl1Uy9P1P1vxOPR8S/Opjf1fX1K0nfBn4EnBERJ7RothSZAdQqM+m9Yyjp68CvgBXILKOG+rDMdmxGPlHvSxHxgKR1yeDWPyWtXQp/Dyn96uw4f5vMWLpd0pKV6TeRw/aOrLV/m6lrOTWuu/ow1fowzIWAuZpMh3zC4UzkUyzHVKa3c50cRQ6JrVoCB6XMzMzMrJc4IGVmAyYi3gT+A/xH0gNk3afNgQPaXEWz7KKzyZpDfwTuIOsfzQRcRvOs0FaZImoxvZXGuk8ln6rWzH9rn7uSHdWOZutrGpwpmTX9pmQVHUsGWLbvoOlMwJXkULNmHijrW5XMaLqWzOZ5iqydtC1QH8bZjpXIwNAtABFxd8nYuwK4QNI3ge+RwbSOnoQIGXQCuL7ZTEmfqGYzAW+0sc7e1Ol1Vx4wMKE6LZMAzczMzMx6hwNSZjatuKW8f7gyrUuZLmXY1leB/SLiwMr0pXrQr0fIIMniZAH1hiVr7Z4BXgZm7iSLqb81Mr7mq01frM3lu5NtNIWSCXcWWTPrOxHxcgfNHwTmbuMYbgq8DqxbfQqepG272c0g/5v4YeBJgIgYLek75HC7O8kMuz92tBJJi5PBrSPI4uxVM5GF8bcg6z51pHHdLcGU2U/L1No9QxZBr08HWJbMsnqsyTwzMzMzswHlGlJm1q8kDVXzVItGzZzqzferTB1I6Ugj26m+/p27sI66Rk2mHWvTd6p+KDV5zgU2lTSkvhJJ9QLR/SIiJgLPUqm9VNT3p5WunoNm/gB8HtgrIm7ppO3Z5FMY163PkDRfqfUEea6DrCvVmD8Y2KSbfWwEwA6sToyIC8in3Q0G/hMR9aF1dY3sqD9ExDm119lkkGpYB8s3XFref1abvnOtf++QWVwbVwvYlwLtWwDXlWvAzMzMzGya4gwpM+tvhwNzSTofuA+Yjcwo+TYwjhy213ArsJakXcmslYebPML+PRExUdK1wB6SZgWeIAs+L97dzkbErZLOBXYuxapvJJ9atnSjSaX5L4GhwE2SjgPuAT5IFtleq/w9EI4HfinpeDITbTUm978ztwI7SPoVWTdrQkRcDSBpHEBEDG61sKT1gJ+T5+8ZSVu2aHpDGcb2R2Aj4GJJw8v2P0AWGt+MDAw9Sz5Fb1fgMkmnk7WlflL6WH8KXTsuJusj/aDUfRoBvEEWtd+QHBo4VNKBEbFvB+sZBtxRebpe3YXA4ZI+FxG3tVpJRNxRns64o6R5gRvI7L96Zh5kHa21geskHUUOPdyerKu1Rwd9NTMzMzMbMA5ImVl/242sE7U+Wfx7NrKw+FHAQRHxYqXtrmTdoYOAOcnaTC0DUsUWZNDrJ2Sm1BXAepRhWN20NTAe+C5ZgP1fZADtfnLYGAAR8bSkLwH7At8ks5CeIwtK79mD7ffUgWTx683Ip7xdSh6TCR0tVFl2MTKwMQ+Z4XN1mfcBpi7uXrdief8IcHIH7bYFHoqI1yStDuxNXidbk8XlHyCL1b8EEBFXS/oBGQQ8lCzUvScZsOpyQCoiQtKmZHH9bYDfk7WWbiSHBV4p6TRgH0ljI2KqfZH0OXKY3K872NRF5PW5JdAyIFV8nxySN4zM/Loa2IDaELyIGFNqav0O2IvMfr4J2LKjAK6ZmZmZ2UBSRI/Lg5iZve9IWgG4nbzpP22Au9PvJH2KDLR9PSIuGej+WN+TtBxw96d3PIKJ8wwe6O5YNywyZ7DXCu/wuztmZvwkF6mfXs1I53HcwRsMdBcGxMSJExk5ciRDhw5l0KBBA90d6wafw+mfz2HvGzNmDEOGDAEYEhFjOmsPzpAyM+uUpDkjov5ksp3JgtHX9n+PpglDgX87GPX+c9zWX2DFFVfsvKFNcxr/833FLqv5f76nYz6PZmY2o3BAysysc3tI+jwwkqzPs155HdtBraAZWkQcCRw50P0wMzMzM7PpkwNSZmadu4EsGr0PMDdZ82p/4DcD2CczMzMzM7PplgNSZmadiIgrgSsHuh9mZmZmZmYzCgekzMzMrG0/OvkWJp7/7EB3w7ohi2HDOodcO90Xw+7M+7VYtpmZ2fRkpoHugJmZmZmZmZmZvb84IGVmZtZLJI2SNKqX1xmS9u/NdZqZmZmZDTQHpMzMZgCS5pZ0gKTLJD1fghjbdND+p5LulfSGpCck/UXSB5q0+7CkYyU9LGmSpAdL2wWatP2WpBslvSjpOUnXSOr2uBlJwyW90mT68pKelTRO0uDurt/MzMzMzAaOA1JmZjOGBYF9gU8Cd3bUUNLvgcOBu4GfA+cCOwHn1drNDfwb+AZwcmnzT+CnwL8kzVRpuxNwFvAs8Evg18C8wMWSvtnz3XtvO0OAq4BXgaERMa631m1mZmZmZv3HRc3NzGYMTwEfjojxkr4A/KdZI0kfBnYFTomIrSvTHwAOl7RhRFxUJm8ELAZ8PSIuqbR9ngx+fQa4vUzeqWxzw4iI0u4E4Ange9SCXd0haTngamASGYx6uKfrNDMzMzOzgeEMKTOzGUBEvBER49to+hXyHyPOrE1vfP5OZdqg8v50re1T5X1Sre2ERjCq9Gki8EqtXbdI+iSZGfUGGYx6qDZ/nKSLJa0i6WZJr0t6SFI16CZJIyU9I2nhyvTZJN1VhiN+oAwJDEkbVdp8vky7rbbdSyXd1EnfZy/DKceWIZKPSfqDpNmbtDuk9O9lSRdK+miLda4h6Zaynw9K2l7S/pKiSdstJd1ahlw+L+lMSR/rqM9mZmZmZn3NASkzs/eXRhCkHiR6rbx/vjLtWuBd4K+Svizpo5LWB/4PGBER91XajgK+JmknSYMlLSvpSHLY3l970mFJy5CZUW+TwagHWzRdEjgHuBL4BfACMLxkVlGCZd8H5gCOrix3ALAcsG1EvEoOZXwRWK3SZlXyWHxG0qDSr5mAlcjj1KrvMwEXArsBF5GZZCOAXcghjlXHAzsDV5DDHt8CLqm1QdJngcuABYD9gL+TGWubNGn7f+Rwy/+RmXGHAl8FrpU0Xwf9XljSctUXsESr9mZmZmZmXeUhe2Zm7y/3l/eVgZGV6auW90UbEyLiHknbAX8ia0k1nAT8sLben5F1rA4rL8h6Ul+NiH/TfbOVfr5LBqPGdtB2GWC1iBgNIOls4DFgWzIgREQ8LOkXwDGShgFjgd2Bv0bEtaXNu5KuZ/Ixofw9AtiYDEJdRg5ZHASM7qBPWwBrAatHxHWNiZLuBo6WtFJE3CDpM8CWwFER8ZPS7EhJpwHL19Z5APAOsHJEPFnZ13urjSQtVtr+KiJ+W5l+HjnUckfgtzS3IxnsMjMzMzPrE86QMjN7H4mI24CbgD0lbVuymdYDjiEzcuasLfIEcDOZufMN4C/AMODgWrvXyGDXScDmZCbSU8B5kpbsQZdnJgNdz5MBro7c0whGAUTEM6VPn6g2iohjgcvJwu6nAA8Ce9fWNRr4XOXJg6uQBd3vYHKgalUggOtobXMyUHSfpAUbLzLjC2BoeV+/vB9WW/7Q6gdJM5MBrhGNYFTZp7HApbVlv0n+d/7s2rbHkxlTQ2ntKGBI7bVxB+3NzMzMzLrEGVJmZu8/m5LDxU4on98hA02rk1lGAEhaGbgY+HJE3FImj5A0EdhP0gkRcU+Z/g/g7YjYsLL8BWTg4zfAt7vZ10lkNtZpwCWS1i7D6pp5tMm0F4D5m0z/ARmIWgpYKSLqQxhHk/+N/Iqkx4CFy7TlmDIgdU9EPP//7N13uBXV1cfx709jV7BrYl7FghrFxBpiiRETsXeNiVgwxkY0ajQxGKNojJqosWOP2GvsvYGANWJs2FHsCjauCCLiev9Ye2Tu3Dnnnntu48L6PM99Dmdmz5495ZzkLNdeU2X8PfEnH46vsD6rZbUMngVWnI74cuH94njQsCxTrLisJyD8GpSZWmE5ZjYOGJdfJqlS8xBCCCGEEFosAlIhhDCLMbN3gQ0k9QSWBF5NT+d7D3gl13Q/4MNcMCpzKzAIn7r2gqTlgM2AfQv7+UTSSHx6YGvGe42khfCsnRvTkwC/Kmk6rUIXZZGUjZheT2s1Gk9JBHgS+BKvI/UWXrD9FUkjgAGpIPlPgZuaGf5swHN4/aYybzezfWvMhmdwbU75uZnYjvsOIYQQQgihqghIhRDCLMrMXiVlz0haBfguMCTXZAl8ylzRHOn1O7l2VGnb6v+tMbNzJS0MHA9cIelXZvZNPX1J+i4+Xe9e4CvgFEn3mNmbuf19JekJPOj0FtPrRI3AA1n98OOuWNA8GYPXmnog/wTCEm/iAaTlaZwVtVKh3Tg8UFY2DbK4bAwejHvDzF4paR9CCCGEEEKniRpSIYQwi0tPgvsnXgcq//S5V4AlJG1U2OTX6fV/6fU1fLrZLsrN65L0fTyg8z/agJn9HTgNr8t0fiu6uhD/37+98ayur4GL1XRO2gigN15raUQaw0d4Tagjcm2quQ4vFL9PcYWkeXI1qrL6T78vNDsk/8bMpgH3A9tJ+l6urxXwTKi8G/HMqGOKxya3SDNjDyGEEEIIod1EhlQIIcwkJB0ILAhkgYqtU1AI4Cwzm5DanQHMjRfongN/EtyPgT3NLF+H6Wz8CXW3SToLz+L5GR6Qus/MHgcvHi7p33itpwfSU9wWwJ/UNg9wYmGcY9N2Peo4zMPwmlC/lfSJmR3R3AaFfe8FbAn0N7N30rKDgCuAA/BpgZkRwF+A/6Nx4Gk4Pp1xbNZHFZcDv8SfqNcHeBjPJFs5Ld8UeNLMnpZ0NT4dsDvwCPBzyjOhBgF9gYclnZv6OxB4Hlg9a2RmYyQdhZ//HpJuBj4HlsUL1F+AP0ExhBBCCCGEDhcBqRBCmHkcjhfHzuyQ/sADLhPSv/+HZ970wzObngB+bmZD852Z2cuS1sKnye2G15t6Dw9iHFPY9wHAM3jWURaA+i+wh5kVp7XNR3lR7maZmUn6LR54+5OkT82s+MS/Uik4dxpwm5ldmuvzSkk7Av+UdJeZvZFWPYJnGE1Kx5YZgQekmsuOwsy+kbQdcCiwBx4ImgS8DpxB45pdv8GLn/cDtsOfxLclhTpTZjYqPRnxFOBvaf3RePH0lQttT5L0Stp/ds3exqcr3trc+EMIIYQQQmgvEZAKIYSZRK0ZR2Y2hMa1oqq1fRmfItdcu6/xjKqzq7VLtaoWBfrX0Gf/snZp2tr2hWU9KvSxUe7f7+CBrLJ2O5Qs+5yS/500syvxp/5V3V9u2VR8SuQ/y7bJtfsSODj95TUpym5mDwJrNmrkGVBNMrbM7EZ8+l4IIYQQQggzjAhIhRBC6Eh9gEfN7I7OHkhXJmkeM5uce98T2AK4tPJWbePCPdamd+/e7b2b0A4aGhoYOnQo9x66Id26devs4YQQQghhFhcBqRBCCB3GzM4BzunsccwEXpc0BJ/6tww+ZfIrmsnCCiGEEEIIYUYRAakQQgih67kbLy6/JDAFeBQ40sxe7dRRhRBCCCGEUKMISIUQQghdjJnt1dljCCGEEEIIoTUiIBVCCCGEmu1z2ZM03PRRZw8j1GHJeYyBq0Pf04bzweQmtfJDFxHXseuLa9g1jT1py84eQggzndk6ewAhhBBCCCGEEEIIYdYSAakwQ5O0kSSTtFNnjyU0JmmwpPs6exzNkdQ/3UNrd/ZYMpIGpTEt2tljAZC0iKQvJG3R2WMJTUkaJmlYZ48jhBBCCCGEthQBqS4u92O70t9P6uhzC0mD2mG41fa5q6RDOnKfuX0vns7VGSXrzkjrji1Zd5mkqZLmbcW+q127/N9G9e6jPUhaFvgtcEJu2TySLpb0vKQJkiZKekbSwZLmqNDPLyQ9mNp/LmmUpF1aMI7tJd0l6SNJX0l6T9J1kjZu/VHOOszsY+Ai4G/19iHpBUnPlCzfPt3DD5Ws+01a17cV+x1W42doUL37aC+SlpB0iqSXJE1KQcFRko6StGBnjy+EEEIIIYT2FDWkZh5HA2+ULH+tjr62AH4HDGrNgFpoV6AXcHoH7hMAMxsn6VVgg5LV6wNfp9eydf8zs0mt2P3uhfd7AJuULH+xFftoDwcDb5jZ0NyyeYBVgTuBscA3wHrAaUBv/Bp/S9JewMXAfcCRwDRgJeD/mtu5JAH/BvoD/wP+BXwAfBfYHnhA0vpm9ki9BzgLOg/4vaSNzezBOrYfCewtqbuZTcgtzz5D60iaw8ymFtZNw58QV6+/48G0zDrA7/Fgaf5z82wr9tHmJK2Df1bmB64ARqVVawN/BjYE6g7UhRBCCCGEMKOLgNTM4y4ze7KzB1FJCiDMbWaTO3ssFYwE9pA0v5lNBJA0H/Aj4DpgG0mzm9m0tO67wHLALa3ZqZldkX+fMto2KS6fkaRsp354AONbZvYJUMzIO0/SBOBASX8wsw9SHz2Ac4CzzOzgOoZxGB6MOh34g5lZbt3fJe2OB0FmaZLmrTVgamYvSnoeP6/1BqT2wYOQd+WWr49/hnYF1gIey63bAHjWzD6vY38AmFmjaaOSvsQDUveZ2bB6+21PKfvpJjwYt4aZvVRY/xf8XIYQQgghhDDTiil7swhJPdK0lcMl7StpjKQpkv6b/kt91m4Inh3VaDpZbv1skg6RNFrSl5I+lHS+pIUK+xsr6XZJm0p6EpgM7FdhbMOALYFlcvscW2g2m6S/SHon7fcBSSuU9NVb0t1pCtgkSQ9JKstuKhoJzE7jgEpvPGh7Cp7FsHpu3fq57b6tCVQynmxKZY8axlBK0l5pWtu4dM1ekHRASbvsnG8g6Yl0nl6XtEdJ2x+mczM5ndOj0n5qGesGwKLA/TUewtj0umBu2f74+T46jWf+FLRslqR5gIHAS8DhhWAUAGZ2uZk9UVg8l6R/SRqfpkbdJGmxQt/bSrpDPvVvSvqc/FXS7IV2w+RTE7PzOEnSa0q1ziT9TNLj6fy+LOkXFQ5nUfkUwwZJH8uniM5dcsy7yadyTZb0iaRrJP1foU02prUkDZc0iTSlUtLaku6RT22cLOkNSf8uGc99wNa1XouCken1289bOpY1gRuB1wvrFgNWZPpnKKsXt1HhuLLvrv51jCnr46eSrpf0Vrqub0s6Ld1L+XZD5FNNl5J0c/r3ePm0uuI9sIiky9O1+0zSpZJ+VONY9wOWwoOpLxVXmtmHZnZ8leOZU9Jx6Z6YkO7nEZL6FNrV9L0fQgghhBBCZ4gMqZlHdzUtkGypNkzersACwPmAAX8CbpS0XJpKcz7wPcqnjZHW9wcuAc4ElgUOBNaQT5HKT8dZCbg6bXMh8HKFsf8d6A58Hzg0LZtYaPNnfArYKantn4Ar8aARAPK6QXfhU1+OTe33Ah6U9NOSAEVe9mN6A6YHWtYHXjGz/0l6J70flVuX3649HQCMBm7Fs362BgZLms3Mzim0XQG4AZ8KdynwG2CIpFFmNhpA0lLAUPz6nwh8gdeDmlLjeNZL2/6vbKWkOYFu+BS+tYHDgTdpPH30F3hAaQtJJ+M/zj+VdA5wjJl9U2X/GwALA6dnGWs1Ogv4FL83egCHAGcD+ZpV/fF771/pdWPguHQ8fyz0txBwO3ANcD1+na6R1A/P3DoPuCptd4Ok/yvJBLoOD9gNxIOhv0/9fhtElGfL/C21vQhYDDgIGC5pDTP7LNffIvhn4Bp8GtiHkhYH7gXGAycBn6Xj36HkHI3CP4OrAs+XrK/IzF6X9B6Np76uA8wJPJL+1gdOTevWS68d8RnaGZgXOBf4GPgxfg6/n9blzQ7cAzyO37u/wDPyxqTtkTQbcFvq51z8Xt4W/8zVYhs8SH9DncfTDf/MXo1/ty4A7A3cI+nHZvZ0oX1z3/tNpPtmscLi5escbwghhBBCCE1EQGrmUZatMgUoZlssDfQ0s08BJL2MTzvbFLjdzB6V9Aol08YkbYD/COpnZlfllg8F7sZ/2F2V22QFYDMzu6fawM3sPknvAgtVmao2N7C6mX2V9vkpcIakXmb2fMroOA8PtGyeZc1IOh8P5hxPlXosZvaKpHE0/jG9PvBw+vcjad2Z6f0GwKtmNq7asbWRnxWmOp4t6W7gD/i0t7yVgA3NbASApOuAt/HA3OGpzRF40GPN7IerpEuAV2scz8rAJ2bWUGH9DvgP5cyTwG/MLD+Fric+XekS4J/AM2m7o/DvpYFV9v+D9PpcjePNfAz0zd0bs+E1k/I1j3YtnOvzJJ0HDJB0lJnlg3bfS+2vTv3dhwcmrgLWM7PH0/IX8QDHjsCQwpjeMLNt07/PkdSQ9nWKmT0raRk8gHaUmeULyN+IBwQHkCssDywJ7G9m5+fabodf776Fab1HlZyj19PrKrQwIJU8DGyl6bWi1k/H+L6kR2hcly77rHVEQOqIwnW9QNJrwAmSljazt3Lr5gauNbOswPt5kp7CAz7npmXbAesCh5jZGQCSzsUzzGrxAzzY/VV9h8OnQI/89pIuxO+/g9JY86p+71fYxwDgmDrHF0IIIYQQQrNiyt7M43d4VlP+b/OSdtdmP0qSEel1uRr2sTMwAbhP0qLZH55VMRHoU2j/RnPBqBa4pPDjrTju1fEgx1XAIrmxzQc8AGyYAhDVPAz0ljR7avsTPBCVrVsfvC5P2l9H/JAm/0NaUpYJ9xCwnKTuheYvZMGotO14PDMtf303Ax7NZ1Gk+k9X1jikRfAfxJUMxe+/nfEg4VT8OuTNjwdJjjGzo83sP2bWDw9sHixpgSr9d0uvLa07dEFhet8IPBtmmWxB4VwvkM71CDy7ZuVCfxPxTKRs25fx7KMXs2BUkv277DNWDCielV63SK874N/T1xU+cx/gAcTiZ24KHuTL+yy9bqUKTzvMya5rMduyViPxzLi10vv1afwZWlxSz9y6N8zsvTr3VbPCdZ0vncNHAAFrlGxyXuH9CJp+hqbi2UnZPr6h6fWspBstv3+/ZWbTcsH52SQtjAdyn8SnSBbV870/GH/QRP5v2yrtQwghhBBCaJHIkJp5PFFjUfN8JgBm9qknF7FQefNGeuLT5SplBS1eeF/21L96vVV4n/24ysad/citNmWmO9UDKSPxJ7Stjv/Y7E7jDKnvyesrLYt/dlockEoBpHzdmq9SMKjaNuvjWTLr4oGRvO54kDBTPE/gx5y/vstQ/lSzljyRsWKNITP7EPgwvb1B0pF4ELNnVtQcn640H40zqUjvN8ODBMMr7CLLzKoWtCrT3D2EpFXxbLqNmR74yhSDf++U1K+agGekfcvMJlT5jBWz0sbgU017pPc98XNdKXutON3q3ZKsm4eA/+DZLofKa7bdDFxVyPiC6de1SV2uGn1bR0rS4/i0vCwT63n82q0v6W08aHVtS3eQ6j41uha5+6rSNkvjUy+3oel1KF7XL1MgN6/sM/R+ScH4Wj9DDbT8/m1E0p74VMKVgXygsex7t8Xf+yn7s9F3veoqLRZCCCGEEEK5CEjNeirV3Knll8Zs+A+UfhXWF3/EteUT9Zobd5b99Efg6Qpti3WpivJ1pL4CPsGnwJD6nJTWLVtoD5V/wM9eeH8GsGfu/UPARpUGJGl5PMPrJXyK3ttpbFvgtX6KWV+tub61+pjaApiZG/A6YdviNWwA3sODLR8W2mY/gKv1n12T1fDASq2qnhv5k88ewoMFR+PBoS/xjJN/UPu5bs01KN5Hs6Vlm1fot3hPN/nMpaDZTvInOG6NT9P6N3CYpJ9kT5VMsvP+UQ1jLfMMnvmzAXAnXuvrkTSOb1KQagP83M5JfZ+hXWiaBVbx3MqLkd+XxvIP/P75Aq9bNoTar2tbeglYXdKc9Uzbk7QbPvabgZPxz800fKprWZ2njvheCCGEEEIIoUUiIBXKVPphOAYv8PtwoR5Le+6zVmPSa4OZ1fr0t6KnmB50moJPazMAM/ta0n/xaUbLAuPM7JXctlltlgULRaaXobF/4sWmG21XxdbAXMA2+To3xadptdCbeH2vorJlZV4C+hVqL1WTZYTlM1FG4QGppZhetwi8LhM0DW7mjcTP268lndDCwubVbIRPR9zBzL7NzpK0bMUtWq8njTNaVsADJGPT+zF40OCNwv3WYmb2GPAY8BdJu+JTNH+FF0rPZMf6Yp37mCbpMfxzsgEe3MvX+noEDyhlmUT5gFT2WViw0G3xM3QPPiW0VqvhT/Pb08wuyxZKakkfRW8CfSTNW8iSqvUzdBue8bgjTbMEa7ET/rnZIZ+lJ+nYOvoKIYQQQgihU0QNqVDmC/g2YyTvOjxb4a/FDSR9p6R9S/dZnDrTEqPwH++HS5q/uFL+iPmqUtHtx/Ef0/naN5lHgA3x2lIPF9ZlAbENc/ucj8bZUJjZC2Z2f+5vFNVlwZZvMxnStL+9mjueKu4B1pW0eq7Phamc+Vb0aBrPWvmFqb5RWcbFb9NrfkppNlXr2+LLqW7XXnhmWsXzkgIA/8ALQ/+jbJ+SdpP04+YPpZGycz0nXty5vfyu8P6g9HpXer0xjeuY4nHKLdLcDiQtVHKOnk6vcxWWr4VPOxzdXL9VjMSfzrYX8HjhiYmP4IX3t8Uz7fKBrzfxY92QxhqdfzN7v/AZai4AXXZdBRxc4/GUuQefJrdPrs/ZaHo9KzkPeB84VdKKxZWSFpdUVnQ+U3ZMvfEgVwghhBBCCF1CZEjNPDaXVCy6DPCImb1esryaLBhwpqR7gGlmdo2ZPZSeWjcwBTPuxWvY9MQLWB9M/Y8xHwXsIulfwH+BiWZ2W60bp+lAv8V/yI9OT417F8/A6YNnamxdQ1cjmV4ouhh0eoTpT38r1o+6F6/TcrGkk/EfjL/BM32WrvU4StyLT9G7LZ37+fEfweOA79bZ5z+B3fC6TmfhwcDfpvEvTPPZaiPxYMIvgAdzy3cD9pd0M569sQA+PWwT4DYzy7e9BZ+KODAVmH4Gf3LZBsB+JbWNik4GVsVr6PSRdANe6HvJ1M+P8fpFLfEInqVzqaQz8fOwO+07rWlZSbfixdzXxc/hVWb2DICZjUmBiROBHuncfo5nMm0PXACc0sw+9sSf3HcTHjhdAL+HGvBpdXnZtcpn3fTAs7guNbP+NRxT9tlYl8ZP1QPP0DI8qNtoP6nW1vXAQZIsjXUrmtama6mXUl+nSFoKP+4dadm006KbgSfwgNIKaR/b4J8faOYzlGo4bY+f/6clXcH07901gV9TXuctczte8P4mSXfg98P+wAv4d0QIIYQQQggzvAhIzTyOq7B8LxpPiarFjfjTvn6F/0AW6WliZra/pFHAfvjj5r/GpxddQdMATksMxouJ74XXRnoTn9ZSMzMbJmldPIPrQPyH2Qd41tP51bbNyX5Mf40HxvIewX9oikJAysymph+Yg4G/pf2ejgc4ivVuamZmL0vaCS+0fUrq91w80PXvOvt8O035OxM4MvV1Dh6YOhOvm1Rt+68kXYkHIY/MrRqJB4F+DSyBn8OX8dpXZxX6MEnbpePaBeif2u5mZs0+7S9l3ewh6RZgX+BwvAj5eLwY+p/MrNoP+rI+P5a0FXBqGten+H39AJ4R0x52wT+7J+Hn62y8Dlp+XCdJegX/XByTFr+NBytvrWEfD+EBul/h12UCHkzpZ2bfThdMAe1ewCGF7bMAx/s1HtNj6Vi+QyHL0MwaJD0P/JDyhwIchGce7Y9Pm70OPx/P17jvJtJnc2v83h6I39834ef6mTr7nCZpS6bXhPsm9Xks/j1Y9TOU+nhcUi/8+LbEg5/f4FljJ6XxVTIED77uhwd9X8C/q3emSk26EEIIIYQQZiRq+pCoEMKsSNLp+A/c+ZuryyRpOTwrZHMze6ADhhfaWbr+GwJrFTKkBuBZdcunJyiGClKQ9SZgAzNrTYB+hpSeQvn8Y489Ru/evTt7OKEODQ0NDB06lD59+tCtW/FBoqGriOvY9cU17PriGnZ9cQ3b3ujRo+nVqxdALzOrqQRI1JAKYRYkaZ7C+0XwDI2RtRQJT9NALwb+3D4jDB0pXf/fAkdZ0/9K0Qc4M4JRjZV8hmbHM7wa8AckhBBCCCGEEKqIKXshzJoelTQMnx60BF5cvBs+3bAmZnZA+wwtdDQz+5gKtYfMbOcOHk5XcVYKSj2KF4ffAZ+yemQ7PIU0hBBCCCGEmU4EpEKYNd2JPzp+X7wu1lPA3mY2vFNHFULX8SBeVH8rYG7gNeAgM6tW+ymEEEIIIYSQREAqhFmQmR1J44LkIYQWMLOrgKs6exydYZ/LnqThpo86exihDkvOYwxcHfqeNpwPJrfnA0RDe4rr2PU9e+RPO3sIIYQwQ4gaUiGEEEIIIYQQQgihQ0VAKswyJJmkQbn3/dOyHm3Uf9bf2m3RX6iNpB7pvPfv7LG0VvEerWPbmC5WIKmnpHslTUjnaLvOHlMIIYQQQgghAlJhJiFpQPqx+Xgb9pkFOmr569FW++0MkpaQdIqklyRNkvSFpFGSjpK0YGePD0DSrpIO6exx1ErSoHRvfChp3pL1YyXd3gnjWi+NbcF23s+gwmdkkqS3JN0maS9Jc7Xn/nMuBVYD/oI/SfLJCuPNPu+HV1ifHc+i7TfUEEIIIYQQZh1RQyrMLPoBY4EfS1rBzF5rgz7H4z9g8w4Dvg8cWtK2S5K0Dl7kfH7gCmBUWrU28GdgQ6Bv54yukV2BXsDpnTyOllocOAA4tYa28wBft+9wWA84BhgCfNbO+wI/9on4k+iWAjYF/g0cImkrM3u7vXacnoK3LvD3KDYeQgghhBDCjCUCUqHLk7Qs/iN7B+B8PDh1bGv7NbMv8ABNfl+/AhYysyuK7aWuV1g0ZcncBEwD1jCzlwrr/wLs0wlDm5k8DfxR0mAzm1ytoZl92TFD6lA3mFm+AvZxkvoBlwHXAz9px30vll4/a8d9hBBCCCGEEOoQU/bCzKAf8ClwB3BDet+Z5pL0L0nj09S3myQtVmwkaXNJI1KbzyXdIWnVQpslJV0i6R1JUyS9L+mW4hTBWvqqYD88a+UPxWAUgJl9aGbHF/Y1QNLoNJ73JJ1TnP6VpqMNKTnmYZKG5d5vlKZB/VLSX9JxfinpAUkr5LcDtgSWyU0BG1vtwCStLOkGSZ+kPp+UtE2hzRySjpH0amrzsaSRkjbJtanpGlRxHLAEnilUlUpqSKVz9GQa3xhJ+2XTxyr0sZ2k59NYR0vaLLduEHByevuGClNOJW2Sjv8zSRMlvSzphBqPs2ZmdiVwEdA7f67TGHpLulte82mSpIckrV9os4ykwWl8k9N1uz5/TdKxvpnenlzLPdNSkn6a9vtWOt9vSzotZWZlbQ5P+16mZPsTJX0laaFa+0vthqTrs5Skm9O/x8un3c5eaHu4pEfSOZosn4q7U1uehxBCCCGEEOoRGVJhZtAPuNHMvpJ0NXCApHXM7L+dNJ6z8ADZsUAP4BDgbGCXrIGk3fHaNvcARwDz4gGLkZLWMLOxqel/gFVTn2Px6V+bAEun9y3pq8w2wGQ8kNes9CP/GOB+4FxgpbSvdSStb2ZTa+mnxJ+Bb4BTgO7An4Argd5p/d/T8vx0yYlVxrkq8DDwLnAS8AXwS+BmSTua2U2p6SBgIB4ceQLohk9VXBO4L7Vp9ho0YwTwIPAnSec2lyVVOI41gLuB9/HzPjtwNJWniG6AZwoOBj4Hfg/8R9LSZvYxcCOwIvBr/DxmmUvj0zm7HXg27WMKsALQKBjUhi4H9sWng94HIGlj4C582uix+D2xF/CgpJ+a2RNp23XwrMhrgHfwz9kBwDBJq5jZpHSsnwGnAVfj01Ir3jM586q8TlSTOmDAzmn5ucDHwI+Bg/D7dOfU5jrgn/j9d3Jh+18C95rZpy3oLzM7/pl/HDgc+AU+pXhM2j5zMHAr/nmaE/gVcL18uuQdpWcghBBCCCGEDhABqdClSVoLWBn/0QYwEv+B2g/orIDUx0BfMzMASbMBv5fU3cwmSJofOBO4yMz2zTaSdCnwMnAksK8862g94I9mdkqu/xNz29TUV5Wx/gB4xcy+au6g5FleA4F7gc3N7Ju0/CU84LYbcElz/VQwN7B6Ng5JnwJnSOplZs+b2X2S3qXCdMkSZwBvAeuY2ZTU52D8/vgHPk0RPOvqzvy5y6vlGtToWOAhYH88QNKS7aYB65vZe2lM1wEvVmj/A2AVMxuT2g4FnsEDUGeb2bOSnkrvb84HK1Om0pz4tf2oSc9t7/n0unzav4DzgKFpDNnn53xgNHA802uZ3WFmjYKokm4DHgV2BC5Px9qAn++narxvwM95rVN+jygEGC+Q9BpwQgoCvmVmb0l6DA9IfxuQktduWw4PitbcX27d3MC1Zva39P68dG33pnFAasV8n/InMT4F/AHPKi0laXGmT3nMLF+pfQghhBBCCC0VU/ZCV9cP+BD/EUv6EXst8Kvi1JUOdEH2YzoZgWczZFN2NgEWBK6WtGj2hwceHgf6pHaTga+AjbIpPSVq7auSbngmTS1+gQcsTs+CUcmFQAMe3KnXJYWg2Ij0ulxLO5K0MLAxnpmyQO6cLIJnlPSUtFRq/hmwqqSeFbqr5Ro0y8yG4/fon4rTr6ocx+z4Ob85C0alvl7Ds4jK3J8Fo1LbZ/FrU8t5/Cy9bpuCqO0ty1ZaIL2uDvQErgIWyV23+YAHgA2zcRUCLHNIWgR4DT+GNVs5rgvwz1Xx7/Jiw8I45kvjfQQQsEau6bXAWpLyAZ1d8Cy0W+roL3Ne4f0ICte60OdCeKbhCJo/TwPwoGH+75aqW4QQQgghhNACEZAKXVb6wf4r/If+spJWkNcdehyv2fPzThraW4X32XScLKCRBT8exKde5f/64lPCSJk9RwCbAx9KGi7pT5KWzPVdU19VNDA9INCcLKD2cn5hCiS9nltfj+bOWUusgP+A/xtNz0mW+ZKdl6PxgN4rkp6TdLKkH2Yd1XgNajUIWBLPkqrF4vhT98qeGFnpKZLF8wh+Lms5j9fi0xwvwo/1Gnltr/b634n502sWEM3u5Utpet1+iz+lrzv40/MkHSfpbTyo81Fqt2DWphVeNbP7i3/4Pd6IpKVTPadP8ADbeDwTjsI4rsenH+6SthM+Be8uM2uooz+AL82sOHWzybWWtJWkxyR9CXyS+jygpL+iwfhTLfN/2zazTQghhBBCCDWLKXuhK9sY+C4elPpVyfp++PSyjjatwvLsMXzZD/zdgQ9K2n2d/cPMTk9TkbYDNsWDLAMlbWxm/2tJXxW8BKwuac5apu21QGnBbTxTrOz8NHfOWiI7J6fgGVFlXgPPXEpZK9viAbzfAodK2t/MLkptmrsGNUn7GoZnSRUzW9pK3efRzCZL2hDPqtsS2AwPoDwoqa+ZVeq7Xr3SaxZcy67bH/EnE5bJsqrOwmtLnY5P05uA33PX0EH/oSUFxO8DFsangb6E1ypbChiSH4eZvSdpBF4z6gT8yYJL48HOFveXNHs9JP0Urx81HM94eh+Yip+7Xatta2bjgHGF/prbZQghhBBCCDWLgFToyvrhP5h+V7JuB2D7FFiouYh0B8mmVI1LmRdVpSlYpwKnpqllT+PFi3draV8lbgPWxevuXN1M2+yJZSuRyxaRNCewLF7oPPMpnq1StAwlmSY1qhTkKsr6n1rj+f0Er311SarJNRzPZroo16baNWiJQcAw/OmGzRkHfIlnfBWVLatVxfOYpmI+kP7+IOlIvKB8Hxpf37awe3rNgobZvdxQw3XbCbjUzA7LFkiam/J7rr2shheI39PMLsuNY5MK7a8FBktaCQ/0TcI/f/X2V4sd8Xto06yWWupzr1b0GUIIIYQQQpuIKXuhS0p1eHYAbjezG4p/eJHtBfCnyM1o7sGnyh0paY7iylQ8HEnzph/ZeWPwKU5ztaSvKs7DsyZOlbRiyfaLSzoqvb0fr6f0ezVOldgbn/6TL5A8BvhJClZlfW0F/F8z46nmC2qYjpUyO4YB+0n6bnF9/pyk2kP5bSfiGTtzpfW1XIOamdlDaWxH4EWpq7Wdhp/z7SR9LzfmFfAphPX6Ir0umF+Yam8VPZ1eW3ys1UjaFc9Ge9TMHkiLR+Hn9vAUGCxuk7+Xp9E06+sgPAOvo2QZSt+OI30uDq7Q/j9pm1/j0/VuN7Mvcutb2l+tYzRy50VSDzzbL4QQQgghhE4VGVKhq9oGDzjdWmH9Y3itlH54ZsIMw8waJB2AF0l+StI1+FiXxqdKPQwciGdLPCB/qtoL+PS77fH6WNe0sK9KY/lU0vbAncDTkq7AAwPgRY9/jU+JwszGSzoROAa4W9KteLbUAPyJhvmnmF2EZ7Hcnca/PI0zuuoxCthF0r/S/iaa2W0V2v4Of6Lec5IuxLOmlsCzwb4P/Ci1eyFNoxuF19dZO4377LS+2WtQh2NJRfhrMAifSviwpHPxwMKBeIHp1evcf3Z9/57ul6l4ps7RacreHXg23OL4tX0HP5cApPP1MzOrdf7WTpIm4gXxl8KnPa6PP/1v56yRmX0j6bd4wfbRki4B3k3b9MEDr1un5rcDu0uagF+XdfEC8B/Xfhpa7SX8fj4lFclvwDOSSut1mdk4+VMP/4B/dxW/l1rUX43uSPu7W9JV+DX9HR50/WG1DUMIIYQQQmhvEZAKXVU/fCrKfWUr04/bO4B+khYxs478odosM7tK0nvAn/GaOXPhP75H4NPHAN7Gp9H9HJ/e9DX+o/WXZvafFvZVbSyPS+qVtt0y7esb4EXgJKYHZzCzQZLG40GR0/AgzgXAkWY2NdfuHkmH4T+GTweeBLbCp73VazAehNkLOBQPmpQGpMzsBUlr48Gz/vgT9sYB/wOOyzU9Ew9u9sXP25vAUcDJaX1N16AlzGyYpIeAn9XQdpSkzfF6WH9L4zka+AGwcp37/6+kv+LF1TfDM2WXxYO7PYDfAIvihcIfAo4xswm5LuanvF5ZJeem1y9Tn0+nfVyVn0aWxjZM0rrAX/F7LNvX48D5uaYH49k//fBMs4fxgFSlmmFtzsymStoav4cG4sd3E/55eabCZtfi4/wcDwK3tr/mxvigpL3x74bTgTfw7LweREAqhBBCCCF0MjV+On0IIYQZnaSbgVXNrGdzbdt4vwvgQchDzOycjtx36HySVgWeX23A2TQs0KOzhxPqsOQ8xsDVp3Hi07PzweQoUt9VxXXs+p498qcMHTqUPn360K1bt84eTqhDQ0NDXMMuLq5h2xs9ejS9evUC6GVmo2vZJjKkQghhBiZpnnxh/lRUfQvg0k4YzoZ49t2FnbDvMIO4cI+16d27d2cPI9Qh+z/f9x66Yfyf7y4srmPX19DQ0NlDCCGEGUIEpEIIYcb2uqQheB2sZYAD8OLy/+zogZjZHTQuXh9CCCGEEEIIdYmAVAghzNjuxovLLwlMwYvMH2lmr3bqqEIIIYQQQgihFSIgFUIIMzAz26uzxxBCCCGEEEIIbS0CUiGEEEKo2T6XPUnDTR919jBCHbwYNvQ9bXgUw+7CZsTrOPakLTt7CCGEELqg2Tp7ACGEEEIIIYQQQghh1hIBqRDagaSNJJmkjTp7LLWS1CONuX9nj6VekvqnY1i7hrbDJA3rgGG1OUljU6Hz0AxJu0t6SdJUSZ919nhCCCGEEEIILgJSYaaXC1KU/Z3U2ePrSiT9OJ23Q0vW3ZLWNal5JGm4pHfbcBwDunLgrJJcUPDwzh5La6WgWfY5+0bSZ5Kek3SBpN4dNIaVgSHAGGAfYN8qbQelsS5aYf1YSbe3y0BDCCGEEEKYBUUNqTArORp4o7Ds+c4YSBf2FDAJ2AA4rbBuPeBrYH3gkmyhpDmBdYDb2nAcA4CP8GDDrGgl4JvOHkQNngZOTf9eAPgBsDOwj6TTzOwP7bz/jfD/8HKwmb3WzvsKIYQQQgghtEAEpMKs5C4ze7KzB9GVmdnXkh7Hg07fkrQSsChwFR6sylsLmBsY2dr9S5rXzCa1tp+uzsymtFVfkuYGvjKz9ghwvWtmVxT2dwR+nxwq6VUzO7cd9ptZPL1+1o77CCGEEEIIIdQhpuyFkEjaWNIISV+k6UW3SPpBSbs1JN0lqUHSREkPSPpJDf33lPQfSR9I+lLSO5KukdS9me1+Kul6SW9JmiLpbUmnSZqn0G5IGs9Skm5O/x4v6RRJsxfaLpjaT0jHeimwYG1nipHAEpJWyC1bH2gALgBWKkx7Wj+3Xbb/AZJGp+N5T9I5khrtP9V4el7SWmnK3yTgBEljgVWBn+WmhA0rjHEuSf9Kx/+FpJskLdbcgUmaS9Kxkl7Lnet/Spqr0G4TSSPTuZso6WVJJxTaHJSOcZKkTyU9KWnX5sZQCxVqSElaOF3n59J4GtI9+qPCdllts19JOj5No5wEdJM0h6RjJL2a7s+P0zFu0hZjzpjZZGB34BPgL5K+fUSUpNkkHZLO25eSPpR0vqSFCsexraQ70r0zRdIYSX/N3+fpPjk2vR2fjntQWx6LpMMlPZLO1WRJoyTtVGjzvKShJdvOJuldSTe0pL/UziSdLWm71P+UdM42K7RbRtLgdH9OTv1eL6lHG56GEEIIIYQQ6hIZUmFW0r0QKMHMPgKQ9AvgLuB1YBAwD3AQ8LCkNc1sbGq3KjACD778E5gK7AcMk/QzM3u8bMfyaWv3AHMBZwEfAEsBW+GBoAlVxr0zMC9wLvAx8OM0tu+ndXmzp/08DhwO/AI4DK+hc24ai4Bb8Eym84AXge2BS6uMIS8LLG0AZNOg1gceS/udik/fuzW37nPgmbT/QcAxwP1pTCsBBwDrSFrfzKbm9rUIfl2uAa4APgSG4edwIvD31O7DwhjPAj7FAxI9gEOAs4FdKh2UpNnSmDfAA2svAqsBhwIrAtuldqsCtwPP4tNApwArkMsak7QPcCZwA3AGniH2Q6A3nh3U1pZL47sen5a6BH5fPiRpFTN7r9D+r8BXwCn4PfkVft8PBC4CngC6AWsDawL3teVgzWyipJuAvYFVgNFp1flAf3zK55nAssCBwBqFe6M/fv3/lV43Bo5LY/5janMIsAd+bx+Q2j1bw/AWzsXI8sr+A87B+D1zJTAn8Cvgeklbmdkdqc21wCBJS5rZB7ltNwC+h9/bLekvv/0OwGD88/V74D+Sljazj1ObdfDP4jXAO/hn4QD8+2qVatmGkhYHikHc5Su1DyGEEEIIoaUiIBVmJfeXLMt+eZ6MZ2ysa2afAEi6GfgfHtTYM7U7HpgD2MDMXk/tLgNexgNUP6uw71XwH9c7m9kNueXH1TDuI1JWSeYCSa/h2UJLm9lbuXVzA9ea2d/S+/MkPYX/8M+mRm0DbAj8ycxOTsdwLtAki6OCR4Fp+A/iIWnZ+sBVZvalpP+ldfmA1GNmNi1lKQ0E7gU2z6aJSXoJDxjtRq7+FLAksL+ZnZ8fgKTjgY+K08FyPgb6mpml9rMBv5fU3cwqBf92xQN4PzOzfDbX8/h5XM/MHgE2wYMFm2cBzRJbAqPNrBgwbC/PASvmp91Juhx4Cb/2fyu0nxtYO39fSdoSuNPMKhb+bmNZ/bblgdGSNgB+C/Qzs2+Ddim76G48+Jot37XwmThP0nnAAElHmdkUM7tZ0up4QOqGKteq6OUq64oBrRUL5/BsvM7aH4B8QOo4YCf8Hs/sggfJ8oGmWvrL/ABYxczGpLZD8aDvr3P7uaPwfYOk2/DP8I7A5VWOdQAeOA4hhBBCCKFdxJS9MCv5HR5MyP8h6bvA6sCQLBgFYGbP4pkhW6R2swN9gZuzYFRq9z6pdpKkbhX2nQVBNpU0b0sGXfiBOl/K8noED6atUbLJeYX3I/AMmswWePHxb2v3mNk0PKuolvF8jv8w3yCNaVE8y+mR1ORhUraQpBXxLIsswPMLPJhzeqFm0YV41tmWhd1NoXGAqlYXZMGoZASePbZMlW12xrOiXpK0aPYHPJjW90mvn6XXbVOgq8xnwPclrVPH2FssBWCy4N7skhbBgx0v4xlORZcWAjrgY15VUs92Hex0E9PrAul1Z/xzcl/h/I9KbbPzX/xMLJDajcAzCVdu5bh2pOn3xCY0zcIrjmMhoHsax5q5Nq/gxd13ybWdHQ9Q3Zbvo5b+cu7PglFp22fxz9ByuWX5/uZI98Vr+LUu6zNvMNCr8LdtM9uEEEIIIYRQs8iQCrOSJyoUNc+CFGWZES/iQaT58B/O81ZpNxvwf0yffvQtM3tD0r/wTId+kkbgGURXVMnYAUDS0niGxTbAQoXVxfpTX5rZ+MKyTwvbLQO8b2YTC+2qZYYUjQQOSoGA9fCMqcfSukfwTJW5aFo/qvRcm9lXkl6nacDoXTP7qgXjyrxVeP9pei2ev7yeeNZJ8fxlsgLZ1+KZPBcBJ0l6ALgRz8LJgmz/wINvT6RstnvxDLKHW3QUNUqBsYPxrJZl8eBb5uOSTYpPmwSffngL8ErKCrsbuDwFOtrD/On18/TaE7+fx1Von53/bNrk8fhUvWIQuGpNthoML8umkvRlybKtgKPwgHa+zpgVml6LZzQuZWbv4k//Wzwtr6c/aHqPQ+GzLq8zNxDYC58inJ+LWPU8mdk4CteiwlTGEEIIIYQQ6hIBqRA6iJkdJi9EvS2eaXUmMFDST8zsnbJtUibFfcDCeJDjJeAL/MflEJpmOU5rl8E3NRKvY7U+HpB6LhfgegT/Mb0OnkX1NdODVS1VzOKpVaXzUO0X9Wz41Lc/VFj/NnjWiaQN8YydLYHN8OyXByX1NbNpZvai/MmDW6X1O+JBuuPMrD2mQR2JT8v7N14f6hPgG+B0yjNhm5xXMxsuaXmm35+/xZ+Et7+ZXdQOY+6VXrM6ZLPhAZB+FdqPBy/IDzyEZwMdjddH+xLP+PkHHZT5K+mneFB5OB4IfB+vn7YXPv0z71rgRDwL7HTgl3g22N119ge13eNnpe1Px6fpTcCDW9cQGdIhhBBCCKGTRUAqBHgzva5Usm5lvFbRFylDYlKVdt+QghaVmNlzeNDjeEnr4dPb9sezIsqshhfU3tPMLssWqnVPPnsT+Lmk+QtZUmXHVUm+sPm6+HEAYGbvSXoTD1atD/wvVzw5f66/nfaYir4vS3mdrzJlGSOtNQb4EfBAYbpf0517JtQD6e8Pko7EC6z3IR2DmX2BByKuTcd3I/5UuRPNrEm2TSvtBAw1s73zC1PwptbaSaQpq5cAl0iaHw+ODMKzwdpM6nt7/PPyYlo8Bs8qe7hkOmHeRnix+x3MbHiuz2Xbcow12BEPhG1qZlNy49ir2DBlSD4B7JLqQu2AT/2dkmtWc38tsBM+PfOwXH9zU/sTNUMIIYQQQmg38V9Iwywv1YB6Gtgz/YAHQFIvPFPkztRuGj71atv8Y9MlLYFnMIw0s4ayfUjqJqkYAH4OD2LNVbJJJsuC+DbrIT0l7+AaDq2SO/Fg9AG5PmfHM55qkp7a9gbwc/xJbI8UmjyCP/VtJaYHr8CDNV/hBcbzmRx741OIioWbK/mCtv9RfR2eebZPcYWkedK0TSQtXLLt0+l1rtRmkfzKNO3wBfw6ztF2Q/7WNArZX5J2xo+nJiVjnohnL1W7P1ssTSO7HM/6+3su+HcdPtXwryXbfCf32Sz7TMyJZxV1pGl4YPTb6ZHpe2G7Cu2vBX4C/AZYlMJ0vTr6q3WMxazAg2g8pTOEEEIIIYROERlSIbg/AncBj0q6GJgH/+E2Ac8QyRyFFzgeKWkwPh1tP/xH+5+q9L8xcLak64FX8M/e7vgPxv9U2e4lPHPkFElL4dOUdqR6LaTm3IZnNJ2UfvC+gGdstLT2zkj8GCCXIZU8gj/tK2sHgJmNl3Qi/vSuuyXdigetBgD/BSo9Na9oFHCApKPwoMk4M3uwmW2aczk+leo8SX3wY5odz377JbAp8CRwdJqydwee8bV4Gv87uWO9V9IHqY8P8dpUB+JPPfuc5v08ZbIU3Wxmz5csvz2N6xL83K+GT317vaRtJS9IGoaf20/wQGOjJ8Ol++UNPOumfw19LiVpt/Tv+fGnTe6MPz3x1PzTE83sIUnn49NYV8eDv1Px2lI740HYG9LxfQpcKulMPIizO9WnY7aHO/DpnXdLugq/D36H348/LGl/HXBK+vuEptmALe2vFrcDu0uagH/O18Wz0MrqioUQQgghhNChIiAVAmBm90vaDDgWLyA+Fa9Tc4SZvZFrNzrVejkRLxY8G/A4sJuZPV5lF88A9wBb41krk9Kyzc2sYn0lM5sqaWtSvSl8Ss9NeJDgmTqP9RtJ2+B1ZXbDf9DfChwG/K8FXWUBqXfN7M3CuocL7fL7HyRpPB6gOQ3/cX4BcKSZTa1x38fhBdD/hBebf4jpT8OrSzov2wGHAnvgU8om4UGdM/BAIvi56sH0TJeP0v6PyRWoPx8PCP0BD8S8g1/D42sczmbpr2gsUBaQOgGYD8/U2wV4Cq9vdVKN+yONbxs8K3AuPNh2FHByrk1WiPz9GvtcHQ/0GV68/G08IHqRmT1RbGxm+0sahQd5T8ADvmPxQOXDqc3Hqfj3qfj5/DStfwD/jHUIM3tQ0t7An/HP0hvAEfi90SSAZGbvSHoEn8Z6UfFeb2l/NToYD3r3A+bGz+Ev6MDzFEIIIYQQQiVqplRKCCGEAICkAcA/geXN7MPOHk/oWOnphs+vNuBsGhbo0dnDCXVYch5j4OrTOPHp2flgcjw1sauaEa/j2JO27OwhdCkNDQ0MHTqUPn360K1b8WGxoSuIa9j1xTVse6NHj6ZXr14AvcysyZPny0SGVAghhFr1Ac6MYNSs7cI91qZ3796dPYxQh+z/fN976Ibxf767sLiOIYQQZhYRkAohhFATM9u5s8cQQgghhBBCmDnEU/ZCCCGEEEIIIYQQQoeKgFQIIYQQQgghhBBC6FAxZS+EEEIINdvnsidpuOmjzh5GqIMXw4a+pw2fYYphh8qiUHgIIYSZXWRIhRBCCCGEEEIIIYQOFQGpEMJMS9JGkkzSRp09ltCxJA2RNLazxxFCCCGEEEIoFwGpEGZhku6S9KmkJUrWdZf0vqTHJbX6u0LSFpIGtbafGU0KfAxrw/7mknSQpJHp2nwl6T1Jt0r6taTZ22pfHSWdo4mdPY62IGl1SVdIelvSFEmfSLpf0l5d8dqEEEIIIYTQWSIgFcKsbQAwJ3BayboTgEWBfc3smzbY1xbAMW3Qz0xL0mLAw8CZwETgeGA/4CxgPuAq4MhOG+AsTtJvgSeBPsCV+OfnOGAycDFwROeNLoQQQgghhK4lipqHMAszszckHQv8Q9IQM7sXQNI6wP7AKWb2TKcOsgpJAuY2s8mdPZY2cjmwBrCjmd1YWHeipLWBlTp+WEHST4DzgEeBLczs89zq09O16dUG+5kNmNPMvmxtXzXubz4z+6Ij9hVCCCGEEEJeZEiFEP4FPAsMljR3mnZ0HvAmcKyklSXdkKYmfSnpSUnb5DuQNIekYyS9mtp8nKacbZLWDwF+l/5t2V9u+9kkHSJpdNr+Q0nnS1qosJ+xkm6XtKmkJ/HMlP3Suu9LulnSF5LGSToNmKt4sJJ+Kul6SW+lKVdvSzpN0jy5NnulMa5Rsv2RkqZJWqrSCZX0K0mjJH0uqUHSc5IOrnYRJK0LbApcUBKMAsDMnjSzKwvbLS7p4nTOvpT0jKQ9C216pOM5XNK+ksakY/9vCj4Wx9LsNW8PknZO522ypI/S1Lilcutbe11qus8qOAYwoF8hGAV8e22G5PZ1uKRH0mdhcjqunUrGZJLOltRP0mhgCrCZpP5p3fqS/iVpfLq3b0qZdMV+Npc0IrX5XNIdklYttBkiaaKk5SXdKelzPNMrhBBCCCGEDhcZUiHM4szsa0n7Ao8AfwXGAWsCmwHL4lPI3gVOAr4AfgncLGlHM7spdTMIGAhcBDwBdAPWTv3cB5wPfA/YBNi9ZBjnA/2BS/DpassCBwJrSFrfzKbm2q4EXJ22uRB4OQWTHgCWTtu/l/azccm+dgbmBc4FPgZ+DBwEfD+tA7gBOAfoB/yvsH0/YJiZvVvSNykId3UaTzaF6wfA+sAZZdskW6fXK6q0Ke5rHmAYsAJwNvBGOoYhkhY0s+L+dgUWwM+dAX8CbpS0XHaOUxCjlmvepiT1x6//f/F7aQngYGB9SWuY2We04rokLbnP8mObF/g5MNzM3qrxkA4GbsUDPnMCvwKul7SVmd1RaLsxfo7PBj4CxgKrp3VnAZ8CxwI9gENSu11y49sduBS4B7/n5gUOAEamczc2t6/vpHYjgcOBSRWOeXGgGPhavvnDDiGEEEIIoTYRkAohYGaPSxoM/BHP0LjazO6RdD/wFrCOmU0BSO1GAv8AsuDElsCdZrZvhf4flfQKsImZNQq4SNoA+C2eeXJVbvlQ4G48wHJVbpMVgM3M7J5c24OBFYFfmtn1admFQNl0wyMKU/wukPQacIKkpc3sLTP7XNLNwK8l/SmroZUyc1YBTs4dW/9C/1sCDcCmZjat7HxUsHJ6fT6/UNLcwPy5RV+n4AzAvniwa7csc0rSecBDwPGS/l3I5lka6Glmn6a2LwO34JlZt6c2Z1DbNW8zkuZIfT8PbJhNV5M0Mo3rUOCYllyXkn209D7LWwGYA3iuBYe1Yv4+k3Q28BTwB6AYkFoJWM3MXsi1Xz3982Ogr5lZWj4b8HtJ3c1sgqT58eDaRfnPn6RLgZfxmmP5z+VcwPVmNrCZ8Q8gar6FEEIIIYR2FFP2QgiZv+A/fr8BDpW0MJ65cR2wgKRFJS0KLIJnWPTMTY/6DFhVUs869rszMAG4L9tH2s8ovLB3n0L7N/LBqGQL4H08gwYAM5sEXFDcWSFIMF/a1yOA8PpNmcvwrK78/vvh0wT/U+V4PsMLkG9SpU2Zbum1+DS6/YHxub+RuXVbAB/gGVkApCyfM/Eg1s8KfV2bBaOSEel1OYAWXvO2tDawODA4XzspZRK9hAf5MvVel5beZ3nZtWkyVa+Swn22ENAdP99rljR/KB+MKrggC0YlI4DZgWXS+02ABYGrC8c1DXic8uM6t4ZDGIzXxMr/bVvDdiGEEEIIIdQkMqRCCACYWUPKmFnUzD6U9GM8SPO39FdmcXxq19F4ps0rkp7HM04uN7Nna9h1T/zH+rgq+8h7o6TNMsBrhR/u4BkijUhaGn8y2jZAsXZQ99y/78ODXP2AB1Jmyq+BW8pqCOUMxqdf3SXpXeBe4Dozu7vKNjA92DE/HjjJ/IfpWVOn4sGIzDLAqyVPQXwxtz6v0XQzM/tUEkw/DytQ+zVvS9k4m1wvPCC1Qe59vdelpfdZXkN6XaBKm0YkbQUchU+9y9cyK96jUH5PZ4pTBLOAYnbNsiDwgxW2byi8/xp4p8r+ADCzcRTOVbpXQgghhBBCaBMRkAohVJJlUJ6CZ8eUeQ3AzIZLWh7PoOiLT406VNL+ZnZRDfsZhwcYyowvvK/7iXrygu33AQvjU8RewmskLQUMIZc1ambTJF0F7CNpAF4D6ns0U+PJzMal6VabApunv70kXWZme1bZ9KX02guv4ZT19zbwdhr/p8CiNR5umUpTCLNIQ83XvLPUe11o+X2W9xoeyFmtljFK+ileP2o4PvXtfWAqsBdex6uo2j1d6zXbHc+WK/q68H5KSQAzhBBCCCGEDhcBqRBCJa+n16lmdn9zjc3sE7xY9CWprs1wvNh5FpAqywwBGAP8Ani4UNupJd4EeklSIUtqpUK71fBaU3ua2WXZwlSIvMxlwGF4wfHN8aBFpUDNt8zsK+A24LaUwTMY2E/S38ysUkDnduDPeMDk4Qptit4EfihptkKQYeXc+pZo0TVvQ9k4V6Jpps9KND2Oeq5L3feZmU2S9CCwsaT/S0HCanYEvsTriE3JFkraqyX7rdGY9Dqug69ZCCGEEEIIrRI1pEIIpdKUnWF4IOW7xfX5R89LWqSw7UQ8qyQ/VemL1HbBQlfX4dPQ/lqyj++UtC9zJ54ls1Nu23lpXMwZpmebKNdO+BPRmkhTDp/FM752BK4xs2LGSXHMxXPxTeoDGp+P4r4exrO39pVUqVZPcc7UncCSNH7i2nfwpwZOxIub16wl17yNPYlnL+0v6dtzJGlzvGh7oyLg9VwXWn+fHYuf/8tTwLXYx1qSsgy4aXgAdvbc+h7Ads3sox734NPyjkzF4Yvjaq9rFkIIIYQQQqtEhlQIoZrf4UW0n0tPrXsdWAJYF/g+8KPU7gVJw/AC0Z/gRap3wh9PnxmVXs+UdA8wzcyuMbOHJJ0PDExT3e7Fpzf1xAtRH0yuWHkFFwIHApdJWgufIrU7TR9p/xKeUXJKKs7dgAc0irWk8i7Dp7BB89PCAC5KxcEfxGv1LIMHiJ5mem2nSnbD62/dLOku4H68ZtCSeHbPhsBdufYXAPsBQ9Jxj8XP+/rAIc3UVKqk1muOpLEAZtajhn7nkHRUyfJPzGywpCPwDLuHJF2d9nlwOqbTSrZr0XVp7X1mZo9I+h2e7faSpMuBV/G6UhvhNcmy47sDf5re3Wl64eL4eX0N+GFzY22JVPvtAOBy4ClJ1+AZY0vjxeAfxj8bIYQQQgghzFAiIBVCqMjMXpC0Nv749/7409bGAf/DC4NnzsR/kPfFs4DexH+cn5xrcyNwFvArPPAi4Jq0n/0ljcKDKyfgdW/G4oGGZqevpSlVP0/9H4QHoq7Egzd359pNlbR1Gu9AfFrVTXjg7JkK3V+J15saY2ZPNDeWNOZ98dpBC+J1fa4FBjVXuyfVn1oPPw+74Od9XuAjPIuoX+oraz9Z0kbAScCe+NPgXgb2MrMhNYy1bAy1XnPwpwnWWlNqTsoLpY/Bn643RNIkfNriP/CMupuAI8zss5LtWnpd2uI+O1/Sf/HpgnsAi+GZaE/h9aGuSO0elLR3OpbT8aLlRwA9aOOAVNrfVZLeS/v7I/4ZfBd/It8lbb2/EEIIIYQQ2oKaPpQqhBBCRtKieMbVcWZW6clzsxxJqwCjga3M7I7m2rfD/uO6dDBJqwLPP/bYY/Tu3buzhxPq0NDQwNChQ+nTpw/dunXr7OGEOsV17PriGnZ9cQ27vriGbW/06NH06tULoJeZja5lm6ghFUII1fXHawFd3snjmNH0AR7tjGBU0p+4LiGEEEIIIXRZMWUvhBBKSNoYWAX4C3CzmY3t3BHNWMzsHOCcjt5vXJcQQgghhBBmDhGQCiGEckcD6+G1hQ7q5LGE6eK6hBBCCCGEMBOIgFQIIZQws406ewyhqbgunW+fy56k4aaPOnsYoQ5LzmMMXB36njacDyars4cT6jSrX8exJ23Z2UMIIYTQRqKGVAghhBBCCCGEEELoUBGQCiGEEEIIIYQQQggdKgJSIYRSkoZIGtsO/Q6WdF9b99ueJA2TNKzObU3SoLYdUel+xkoaknu/Udr3RjVs2yO17d+O45tD0tuSBrTXPqrsu9G5acN++6fz1qOt+w4hhBBCCGFmFwGpEGZAklaTdIOkNyV9KeldSfdJqquIs6RdJR1Ssvx7kgZJWr21Y65xHMsCvwVOKCxfTNIZkl6SNFnSOElPSPqHpPk7YmydKRcQqvT35zbaT+l90BHMbCrwL+Avkuaut58UHMzOyzeSGiS9LOlySZu03YhDCCGEEEII7SmKmocwg5G0HjAUeAu4EPgA+D/gJ8DBwFl1dLsr0As4vbD8e8AxwFjg6XrG20IHA2+Y2dBsgaSFgSeBbsC/gZeARYAfAgcA5wITO2Bs1fTtoP1cDdxZsvx/dfQ1HJgH+Cq3rNJ98GZqO7WO/bTEJcBJaRz/bkU/7wAD07/nA1YAdgB2k3QdsFsKgGVWAr5pxf5CCCGEEEIIbSwCUiHMeP4CTADWMbPP8iskLd4pI2oDkuYA+gHnFVbtDSwNrG9mjxS26UbjgEqnMLOOGsNTZnZFW3RkZt8AX9bY1mpt2xpm9pmke4H+tC4gNaF4nlIW2ZnAADzAekRuv1Nasa8uSdJ8ZvZFZ48jhBBCCCGESmLKXggznuWB0cVgFICZjSsuk7SbpFFpqtsnkq6R9H+59cOALYFlclOdxqbaQv9NzS7JretfaWCSZpN0iKTRaSrhh5LOl7RQDce1AbAocH/J8U4DHis53gYz+zZQkqZrPS9pLUmPpGN+Q9L+JWOdS9Kxkl6TNCXVL/qnpLlK2u6WpghOkvSppOGS+ubWN6ohJWlOScel8z5B0heSRkjqU8N5aBW5oyS9k8Y7VNKqJe0a1ZCqdB+kdaU1pCRtnI7rC0mfSbpF0g8KbQalbVeQ1x37LJ2TSyTNW3II9wEbpMy4NmNm04DfAy8AB0rqnhtjsb7WHJKOkfRquo8/ljSyOOVP0sqSrpM0Pt1rL0v6e3NjkTQgfUamSHpP0jmSFiy06SnpP5I+SGN4J312u6f1Fet6qVCXLHcNVpF0laRPgZG59VW/I0IIIYQQQugMkSEVwoznTWBdSb3M7PlqDSX9BfgbcB1wEbAYcBAwXNIaKaj1d6A78H3g0LTpROBF4GjgOOACYERa1yhLqeB8PLvlEjwbZVngQGANSesXpkkVrQcYTaefvQnMDuwOXFrteJOF8Glt1+FT3H4JnCvpKzP7N3jgDLgVD4JdkI51Nfz4VwS2yzqTdAwwCD/uo/GMrN7AxsC9FcbQDa+FdTU+rXIBPNPrHkk/NrOnaziOMvNKWrRk+Wdm9nX693HAUfg5uBNYM41zzmb6rnQflJL0C+Au4HX8/MyD31sPS1rTzMYWNrkOeAOfSrcmfn7GkctUSkYBwu+H25sZc4uY2TRJV+OfiQ2AOyo0HZTGeRHwBH49107jvg9A0g/xz8RU/B4aiwdPt8azGEulQNExeOD1XHy64AHAOtlnRNKcwD3AXPgU3A+ApYCtgAXxDMl6XA+8ChyJn+NavyPKjmPx1DZv+TrHFUIIIYQQQhMRkAphxnMKHgh4WtIT+I/iB4Ch+YCPpGWAY4GjzOyE3PIb8aDPAOAEM7tP0rvAQiXTnO7CAxyPNjdVTNIGeJChn5ldlVs+FLgb2Bm4qsLmACsDn5hZQ2H5v/EAyRD5tKtheP2jO82s7If594DDzOxfaf/nA48DJ0q6PJ2jXYFfAD8zs3ymyPPAeZLWM7NHJK2AB6FuAnZK09yytqpyLJ8CPfJT+SRdiNe/OggPTtXj2PRXtC7wmKTFgD/hgZat01Q7UtbOkdU6rnYfVHAy8Amwrpl9kvZzM35vHQvsWWj/PzP79rglLYKfh2JA6vX0ugptHJBKsiButeDJlvj9tW+VNmfhQZ01zeytbKGqFJhP12cgHiDcPLufJL0EnA3shgdzV8GDuTub2Q25Lo6rMp5aPGNmu+bGU9N3RIW+BuCBtRBCCCGEENpFTNkLYQZjZvfhAYhbgR/hAYh7gHclbZNrugP+Gb5O0qLZH55t8SrQ1tPHdsYzN+4r7G8UnmnT3P4WwQM5jZjZh/hxnodnP+2PB7bGSfprSWDoazxTK9v+q/R+cWCt3FhfBF4qjPXBtD4b63b4OTwuH4xK/VqlAzGzaVkwSj6NcWE8wP8knmVTrwuATUr+Xkjrf4FnQp1VGN/prdhnE5K+C6wODMmCUQBm9iyeQbRFyWbF2mAjgEXkdcDysnugLBOsLWRZXwtUafMZsKqknmUrU2BpQ+Df+WAUVL8vmH59Ti/cTxcCDXggDKZnQG1aYVpjvYrXoDXfEYPxAvj5v23bcKwhhBBCCGEWFxlSIcyAzOy/wA5pas+PgO3xLKIbJK1uZi8APfEMjlcrdNPWT0zriU/5alLHKqml4Hpp1pGZvQ8cIGlA2s+meGbNccD7+FSjzHslxZpfSa898FpUPYEfAOObGevy+NPXXqjQriJJewKH4Zlfc+RWvdHSvnJeNbNija28ZbJ2+YVmNj7VDWor2X5eLln3Ih5IKRbNfqvQLhvPQngwJpPdA9UCO60xf3r9vEqbo4FbgFdS1tzdwOUp4AawXHqtOmW2ROl5M7OvJL2erTezNyT9C/gD0E/SCDwAfUWFrMBaFe+9ur8jUr26Rp/16kmDIYQQQgghtEwEpEKYgaUsnP8C/5X0Cj7dZ2d8Gs5s+I/6zfGi4EUV6wPVaTb8B2q/CusrBX8yH+PBiYpS9skreKDgDvyHdD8aB6RqMRvwHP6Dv8zbLeyvEUm7AUOAm/GpbePwazCQWbfOTtk9CE2DkNk98FE7jaNXen2tUgMzGy5peTzjpy8+FfVQSfubWUvvtbqY2WHyQuvZGM4EBkr6iZm9Q4WAnaTZq3Q7ufC+o78jQgghhBBCqFkEpELoOp5Mr99Nr2PwH/tvmNkr5Zt8q1I2SkuyVMbgU5IeNrPiD99avIRng3SvJQvEzF5PWT/fLaz6Xkl2zorpdWxurD8CHmhmitUY/Ef7KsDTzR/Ct3bCayHtkO9fUln9p7b0ZnrtyfRaTNkUs1qedFjr9c72s1LJupWBj0qy1Gq1bHp9sc7tK0rBml2BSeSeMlcmTUW8BH/C5Px43bJBePAzO7e9yreuKH/e8tdnTvy4G2W/mdlzeOD0eEnrAQ/jU1aPYnqG2YKFfSxD7VryHRFCCCGEEEKHihpSIcxgJPWpUFA7q9uTTQe6Ec96OKbYXm6R3KIv8Ol2RVlQYcEahnYd/jS8v5aM+TsqPNa+xKP4j+O18gsl9ZY0X0mfP8brThWnjX0H2C/Xbs70fjxezyob61LAPiX9zpPb3834lL2j05P58u2qzU/Ksk2+bSOpN177qz3dj0+zOqgwvkNq3L7SfdBImkL5NLBn/rpK6oVn89xZ4/7KrIUHxh5tRR9NpGDUmfhUzTNLiufn2+Y/G5jZRDyjaq70fjweoPqNpKUL21a7L+7Hn9L4+0K7vfHzfkfqo5uk4n8Qeg6/F7MxNOBZZBsW2g2osv+ilnxHhBBCCCGE0KEiQyqEGc9ZwLySbsKziuYE1gN2wTOALgEwszGSjgJOBHqkJ6B9jmdibI8XyD4l9TkK2CXVrfkvMNHMbsMzKD4D9pf0OR6weNzMmtRBMrOH0hPtBkpaHX+S2FQ8W2dn4GDghuJ2OSPxaXu/YHpxcYDd8cypm9I4v8KDCr8BvqTpU8DeA46Q1AOf3rcLXoB739xTCC8Hfok/Ua8PnnkyO57d80u8RtWTZvZaekLdX4ER6eljU4B10n4GVjiW2/GC0TelqYXL4pktLzC9hlE91kzTAYvGmNmjqVbUKWlct0u6E1gDn5JVyxS4SvdBmT/iT3t8VNLFwDz4EwQn4JlE9doEz7L7OL9QkgEPmdlGNfTRPXee5gVWwK/H8sA1lARNC16QNAw/H58Aa+NZb2fn2vwev2efknQBXp+pB16YfPWyTtP1ORF/Ot3dkm7Fs6UG4Oc7e7rhxsDZkq7H7+Hv4J+DacB/cl1eBPxZ0kV4huSGTM8GbFYLvyNCCCGEEELoUBGQCmHGczge4NkC2BcPSL2FP/XqeDP7LGtoZiel2lKHMv0R7W/jwaJbc30Oxn9E75XavgncZmZTU3HuE/EndH0ntSktzG1m+0sahWcknYA/8W4s/kP74WoHlQo7X5mO7cjcqvPxKVY/x+vpdMOzne4FTjSz/xW6+hTYEw/c7QN8CBxoZhfm9vWNpO3Sse6B//iehE+jOoPpRdAxs6MlvYEHW/6e2j2LB7UqGQIsmc7Dpnggard0bBtVOw/N+HX6K7qU6RlFR+GBuv3xp6Q9jmct3VFD/6X3QVlDM7tf0mZ4vbLj8ODjQ8ARZQHLWkjqnsY6oLA8C+K9X2NX32f69ZmYtnsUOCA9pbI5ZwLbpLHMhZ+Ho/B6YACY2TOSfgL8DTgAmDu1u65ax2Y2SNJ44EDgNDzgdQFwZC5g+gz+5Myt8Uy+SWnZ5mb2WK6744DF8GDZL/EA4eZUfrBA2Xhq/Y4IIYQQQgihQ6l6eZUQQmg7kpbDs742N7MH6th+GLCombW0tk+YAUg6BPgTsHy+DpmkLfCssx+lukphBiRpVeD5xx57jN69e3f2cEIdGhoaGDp0KH369KFbt26dPZxQp7iOXV9cw64vrmHXF9ew7Y0ePZpevXoB9DKz0bVsEzWkQggdxsxeBy4G/tzZYwkdS9Ic+FMPjy8pit8HuCaCUSGEEEIIIcw6YspeCKFDmdkBnT2G0PHSdLWlK6z7YwcPJ4QQQgghhNDJIkMqhBBCCCGEEEIIIXSoyJAKIXQZNT6BLYTQjva57EkabqrloY5hRrPkPMbA1aHvacP5YLI6ezihTrPadRx70padPYQQQgjtJDKkQgghhBBCCCGEEEKHioBUCCHMACQNkhSPPW0BSUMkja2hXQ9JJql/blmnn++yMaRxnl3rtpIWbb8RhhBCCCGE0H4iIBVCmKVI6p9+yOf/xkkaKmnzzh5fV5MLjJT97d/Z4+tokpaVdLakVyRNSn8vSDpH0g87e3whhBBCCCHMKKKGVAhhVnU08AYgYAmgP3CnpK3N7PbOHFgXdQAwsbDs8c4YSI2OB05qyw4lbQVcC3wNXAk8A3wDrAzsABwgaVkze7O9xhBCCCGEEEJXEQGpEMKs6i4zezJ7I+li4EPg10AEpFruBjOrqdK1pPnM7Iv2HlA1ZvY1HjhqE5KWB64B3gR+bmbvF9YfAQzAA1TtMoYQQgghhBC6kpiyF0II7jNgMoUAgaTDJT0i6WNJkyWNkrRTceOs9o+k7SQ9L2mKpNGSNitpu4Gk/0r6UtIYSfuVDUjSXpIeTFMKp6SpXweUtBsr6fbU7xOp39cl7VFot7CkUyQ9J2mipAZJd0n6UQvPVc1yUyR/JmmwpHHAO7n1m0saIekLSZ9LukPSqiX9ZOf1y/S6fYX9LZhqS02Q9JmkS4EFS9qV1pCStFu6xpMlfSLpGkn/V8Oh/gmYD9irGIwCDz6Z2Zlm9nZzY0jr+kl6OR3vKEkbVtjvopKuS9fyY0lnSJq70Ncmkkam8zEx9XtCDccUQgghhBBCu4kMqRDCrKp7KggtYHHgIGB+4IpCu4OBW/EpWHMCvwKul7SVmd1RaLsBPjVrMPA58HvgP5KWNrOPASStBtwLjAcG4d/Dx+LZWUUHAKPT/r8GtgYGS5rNzM4ptF0BuAG4GLgU+A0wRNIoMxud2iwHbAdcj09XXALYD3hI0ipm9l61E9aMhaVGjx+fZmaf5t4Pxo/5ODxwg6Td01jvAY4A5k3HPFLSGmY2NrXrC/wHeAEYCCwCXEIusJXaCbgFvw7nAS8C26d9NEvSX4C/AdcBFwGL4ffF8DSez6psvhXwmpm1xTTFnwG7AGcCU/DMqrsl/djMni+0vQ4Yi5+Xn+D33ELAHumYVsUz/p7Fp6lOwe+V9asNQNLi+PHnLV/3EYUQQgghhFAQAakQwqzq/sL7KcBvzOy+wvIVzWxy9kb+BLSngD8AxYDUD4BVzGxMajsUryP0ayB7ctpxeBDsp2b2Vmr3H+C5kjH+LL9v4GxJd6d9FwNSKwEbmtmI1Od1wNvAXsDhqc1z6Xi+nTYm6XLgJWBvPBhTr5cL798EeuTef4JPZZuW9js/HnC5yMz2zY3n0tTXkUC2/B94wG4DM5uQ2j2EB/beZLptgA2BP5nZyanducDQ5gYvaRk8MHiUmZ2QW34j8D88KFSaVSSpG/A94OaSdQvS+H9rvyhc0zK9gLXNbFTq4xr8nByHBzzz3jCzbdO/z5HUAAyQdIqZPQtsggdSN691SmUyADimBe1DCCGEEEJokZiyF0KYVf0O/7G+CbAbHrS4SFKjH/yFYNRCQHdgBLBmSZ/3Z8GotO2zQAOemYSk2YFNgZuzYFRq9yKeJdRIYd9ZRtdDwHKSuheav5AFo9K24/EgxnK5ZVOyYJSk2SUtghcif7nC8bTEjkw/n5sA/QrrL8yCUckm+FS6qyUtmv0B0/Bi6H3SOL8LrA5cmgWj0rHch2dM5W2BZ5Kdm2s3DTirhvHvgP9v4nWF8XwAvJqNp4Ju6bVY1B1gGJ4Zlv39roaxPJoFowDSvXILsGm6h/KKgcnsWLdIr5+l120lteR/8wfjgbH837ZVtwghhBBCCKEFIkMqhDCreqJQ1PxqPBPmbEm3m9lXaflWwFF4UGSu3PZltX/eKln2KT6FCnwK1Dx4gKPoZaYHEbIxrY9n7ayLT2fL6w5MyL1vbt+kgMTBePbLskA+uPFxyfYtMbyZDJw3Cu97ptcHK7RvSK/LpNdK5ywfSFsGeN/MioGhYvZWmZ545lrZfgCmVtn28/Q6f8m6/YAF8OmRxemglZSN4RX8HlgMD5JVajsGL5zeI72/FvgtPgXxJEkPADfiRei/oQIzGweMyy8rTMkMIYQQQgihVSIgFUIIgJl9k6bYHYwHJ0ZL+ilev2k4HsR5Hw9M7AXsWtLNtJJl4IGOFpE/te0BfDrdH/Dpd1/hQatDaZrhWsu+j8Sn5f0b+Cs+je4b4PSS/tpacZpatr/daRxgyXT00+dmw4OMm1N+LsuynwAwswmS3seziIrrHgeQ1KNthtmsRoFSM5ucCqL3AbYENsPrUz0oqW8hay2EEEIIIYQOEwGpEEKYLvtOzDJddgS+BDY1sylZI0l71dn/eDww07Nk3UqF91vjGVnb5Kf3Sao2daw5OwFDzWzv/MJU56gl9YXaQja1cZyZFet55WU1omo5Z28CP5c0fyFLqtiu0niE12R6pYb2RXcAv02Fx5+oY/u8smNdEZiE30PFtvnssxXw4NrYbEHKhHog/f1B0pHA3/EgVbVzH0IIIYQQQruJGlIhhABImgPoi2chvZgWT8MzTmbPteuBP6muxVI2yj3AdpKWzvX5A7y2VF6WuaJcu+54dla9plHI1pK0M7BUK/qs1z34tLwj07lvRNJiAGb2PvA0sGe+bpakTYBVCpvdiQcVD8i1mx1/Ul5zbsTPzzEqzE2TW6SZ7f+JB4z+LWmJkvUtyZJbV9K3UxEl/R9ev+nekoymYk2q7FjvStsuXNL/0+l1rpJ1IYQQQgghdIjIkAohzKo2l7Ry+vfi+BS8nsBJZpbVL7oDny53t6SrUrvfAa8BP6xzv8fg06ZGSBqMfw8fBIwu9HkvHhy7TdL5eNbWPnhdn+/Wue/bgaMlXQI8AqyGFx9/vdhQ0jD8KX/tUjjIzBokHQBcDjyVniQ3Hlgan1r2MHBgaj4QvxYjJf0bWJjp5yxft+m2tN1JKXD4Al6svFgAvmw8YyQdBZwI9JB0M14ballge+AC4JQq278qaVfgauBlSVfiT1hU6mNXfHrkO82NBXgeuEfSmfjTHwek5WVPvVtW0q3A3Xitsd2Aq8zsmbT+6DRl7w48g2zx1N87wMgaxhJCCCGEEEK7iIBUCGFWdVzu31/itZoOAM7PFprZg5L2Bv6M11l6AzgCLxhdV0DKzJ6VtCnwrzSGd/BAw3fzfZrZy5J2Ao7HAyEf4E+PG4/XgKrHCcB8eHBkF+ApPPhzUknb+Smv7dRmzOwqSe/h5/ePeMbOu/hTDC/Jtbs7ZXIdjweMxuCZYtsCG+XafSNpG/xa7YZnt90KHIYXrG9uPCdJegWv0ZUFf97Gg4O31rD9LZJWS/vrC/wmjeFNPCB0Xi5QVM1DwKNpDEvjgbX+6amNRbvg99FJeN2ts/FzmbkVv19/AyyKT818CDgm/9TCEEIIIYQQOprMyh4UFUIIYVYlaQG84PkhZnZOZ48nzBgkrQo8v9qAs2lYoEdnDyfUYcl5jIGrT+PEp2fng8nx1MSuala7jmNP2rKzh9DmGhoaGDp0KH369KFbt26dPZxQh7iGXV9cw7Y3evRoevXqBdDLzEbXsk1kSIUQQijaEM9UurCzBxJmPBfusTa9e/fu7GGEOmT/5/veQzeM//PdhcV1DCGEMLOIouYhhBAaMbM7zKyHmX3V2WMJIYQQQgghzJwiIBVCCCGEEEIIIYQQOlQEpEIIIYQQQgghhBBCh4oaUiGEEEKo2T6XPUnDTR919jBCHbwYNvQ9bfgsUQx7ZhXXsetr7hrOjIXcQwihTGRIhRBCCCGEEEIIIYQOFQGp0CYkbSTJJG3U2WNpD5LGShrSCfsdImliR+83dL50z93e2eOYUaXPxtjOHkcIIYQQQgihPhGQ6oIk9U/Bn+zva0nvph9oS3X2+FpDUo/CsVX761HnPobl+vhGUoOklyVdLmmTNj6k4r6L167S39j2HEfJuAYV9j81BUTOlLRgR46lPUhaJR1jj04cw5Aar/2QDh5X9nm4rWRd9nk8vI5+v5fO+eptMtAupMLnfJykoZI2r7GPYZKeb8E+fyrpuvS/BV9JmiDpcUlHS1qi/qMJIYQQQgihfUQNqa7taOANYG7gJ0B/YANJvczsy84cWCuMB3YvLDsM+D5waEnber0DDEz/ng9YAdgB2E3SdcBuZjY1134l4JtW7C8znKbHdxHwBHBBbllnZUUdkPY9H/Bz4CBgTWCDThpPW1kFOAYYBoztpDGcD9yfe78scBx+3Ufklo/pyEHlbCVpLTMb1Ub9fQ8/52OBp9uoz7x9mPH/o0r2HS1gCfw7+k5JW5tZm2W/SToO+CvwOjAkvc4NrIV/f+4JLN9W+wshhBBCCKEtRECqa7vLzJ5M/75I0kfAEcA2wHWdN6z6mdkXwBX5ZZJ+BSxkZleUb1WXCcX+JP0ZOBMYgP+IPiI3riltsVMzex3/sZjf73nA6218fPW6wcyyasXnS7oG2EXSj83sic4c2IxI0nzpnm2WmT0KPJrbdm08IPXoDHDt3wIWwANI23TyWKrKznkhYDyjyn9HI+li4EPg10CbBKQk7YIHo64DdjezrwrrD6VpMD+EEEIIIYRON6P/1+XQMlmWRaP/Ei5pZUk3SPpE0peSnpS0TaHNwpJOkfScpIlpGttdkn5U3Imk70u6WdIXaRrKacBchTbHpmlfi5Vsf4GkzyTNXe+BSlpc0sWSPkzH9IykPevtD8DMpgG/B14ADpTUPbe/JjWkJC0o6XRJb0uaIuk1SUdIavPPlaSl0jmfKGl8ulazF9rMJukQSaPTOflQ0vmSFmrFrivdU70l3Z2mBU2S9JCk9QttsmmAK0q6IrUdL+lvcv8n6ZZ0r30g6bDC9nNKOk7SqLTtF5JGSOpTcn5+ldp9nvp7TtLBaV1/4PrUdKimT6HaKLf95qnvL1Ifd0hatbCPIen8Ly/pTkmfA1fWdVZbQNIGkp5I1/R1SXuUtGntvfg5cBqwtaQ1axjTcpKuT98pkyQ9JmnL3PqNgP+mt5fkznn/XJud0zWbLOmjdI8sVdhPxXOukhpSkuaTdGruPLws6XBJyrXpURxLbp1JGpR7v0A6r2NTf+Mk3VfLOargM2Ay8HWd25c5DvgI2LsYjAIwswlmNqgN9xdCCCGEEEKbiIDUzKVHev00W5B+VD8G/AA4CZ++8QVws6Ttc9suB2yH/1f7PwAnA6sBD0n6Xq6/eYAHgE2Bs4G/Az8F/lkYy+V4Bt4u+YWS5gR2Av5T77TCNIZh+NS3K4E/AhOAIVkQol4pKHU1MC9VpqlJmhd4CNgNuAwPZD0MnAj8qzVjKDE7cA/wMXB42u9hwL6Fdufj1+1h4GDgEqAfcI+kOercd4/0mr+nNsanHnYDjgWOBBYEHpT045I+rsW/a/4MPA4cBRwC3Ae8i2eivQacImnD3HbdgN/i1/oIYBCwWDqe1XPj2QS/Zp+mdn9O22QBsuF45hvACfh9szvwYtp+d+AOfKriEcDf8Cl+I9W05tR38GsxDr8W/yk53ra0AnADfq4Ow49xSD5Y1ob34hmp/0HVGsnrET2CfwcMBv6CTw+7Nfed8iI+XQ18SmJ2zoenPvrjGT3T8KmzF+JTZkeqac2yms55CjrdimcD3Y1/j72Mfybq/Uyeh09j/Q+eOXkKHlD6QY3bd5e0qKTF0jU7F5ifQhZovSStCKwI3GxmbTrNVx70XzX/R0z7CyGEEEIIbSim7HVt3SUtiv8Y7I1Pt5lC46kgZ+DTcdbJpp1JGgyMBP4B3JTaPQesaGbf1kmSdDnwErA3/iMdPAiyIvBLM7s+tbsQeCY/MDN7TdKj+I/ks3OrtgQWwgNW9doX/0G4m5ll2RLn4T/Kj5f0bzP7vBX9Z4WEq/34+kNav4aZvZqWnS/pPeCPkk41s7dbMYa8uYFrzSy7BudJegq/LueCZ9HgwZt+ZnZVtqGkofiP852Bq2jewimZZD5gY+B3eK2uLJAg/Ef6UGBzM7O0/HxgNHA80LfQ5xNmtl9qdwE+HfJUYKCZ/SMtvxp4D/hNti88ONIjn/WR7rWX8NpWe6fFWwINwKYpoNiImb0uaQQeqLnPzIbl+psfD1ZdZGb75pZfigczjqRx4G8u4HozG0jHWAnY0MxGpHFdB7wN7IUHZ6CN7kUza5B0OnCspDXN7KkKTf+M10P6qZmNTOO6EHgW+JekW8zsQ0l3UTIlMQVH/4F/zjbMAtOSRuLfXYfi32WZWs/5Nvg9e5SZ/T0tO0fS9cDBks42s5bW59oSuNDM8tl7xeB7NfcX3k8BfmNm97VwHJWsnF4bFT9Pn9NFCm0/M7OWZGYNoPF1CCGEEEIIoU1FhlTXdj8eLHgbz6L4AtjGzN4Bn4aH/0C7Dlgg/Zf6RfEfKvcAPbMpMmY2JQtGSZpd0iJ4xsjLeFHrzBbA+2l/pG0n0bggd+YyoLekfGCnXxrvQ6047i2AD/CsmGwMU/HAwvzAz1rRN0wvKL5AlTY749PZPs3Oazq39+MZTRtW2bYe5xXej8Cz2vLjmQDcVxjPKPx4mkxzq+Bl/J4aC/wbz1zaPF1jgNWBnnhwa5HcfubDM+c2VNNpYhdl/0gBoyfxIs8X55Z/lva9XL5tFoyST0dcGA+iP0nje/KztP96npC4CZ7ddXXhvE3Ds7nKztu5deynXi9kwSgAMxtP4TzRtvdiliVVLRCxBR5kHJkb10T8O6AHnl1WzdrA4sDgfJakmd2BBxu3LNmmlnO+BX7dziwsPxW/32p6ul3BZ/h32Peaa1jB7/B7bBM8OD8Ur/e3Q539FXVLr8XsqO745zj/t3oL+x4M9Cr8bVvvQEMIIYQQQiiKDKmu7XfAK/iPj9/gPzzzxbdXwH+I/Y3pGU5FiwPvpiDCwfh/FV8W/yGb+Tj372WA17LMmJyXS/q+FjgdD0IdJ6/JtBVwWsn2LbEM8Go+myt5Mbe+NeZPr9WyrHoCP6Tyk/4Wb+UY8r5MgYi8T/FMs/x4uuPTmloznh3xbKPF8IyiZfEpSvn9AFxapY/u5Kb44Rl6eRPwY/qoZHmjrA55XbDD8EyQ/LTDN3L/Hgz8ErhL0rvAvcB1ZnZ3lTFmsuN5sML6hsL7r/EnNHaU4rmD8mvfJveimU3IZUmtQePrmFkGD9YV5T9/z5esz28P5d8ZL9F0qmyt53wZ4L2S7MjWfC/8Cb/X35Y0CrgTuCw9nKAWTxSKml8N/A84W9LtZTWfWig71vkLyycyPUDbF5/W3CJmNo7C90muFFcIIYQQQgitFgGpru3bHzuSbsan4V0laaWUsZBlqpyCZ0SVeS29HokHrf6NP7HpE+AbPKBUVyadmX0q6XZSQAqvHTUXbVQ/pR31Sq+vVWkzG17Xp9L0nVfacDxNpqGVmA3/8divwvpKwYqi4VmgSNJt+FTOKyWtlQKA2b3wR+DpCn0UszXKxl/pmPLFp3fDH2F/M14HaBzTaw59m3VnZuNSTalN8SyYzYG9JF1mZs0Vus+OZ3c8666oOMVpSkkgtD01e55o+3vxDKZPmzukhdu2h7Y+56XBcBUeEgBgZtel6Z7bMz2wc4SkHczsrhbv2OybNI32YDyQOLqlfRS8lF575RemqXn3gz+EopX7CCGEEEIIoV1EQGomYWbTJA3Ep4QciBcwz/4r/lQzK9YyKdoJGGpme+cXpgLD+UyWN4FeklTIclqpQr+XAbdIWgcPlvzPzFr7I+xN4IeSZiv8UF05t74u6UfprsAkPMBXyRhg/hrOa0cZA/wCeNjMJjfXuBZmNlHSsXhx9F8C16T9ADR0wLHvhN/DO+TvtTSm4li/Am4DbkvZfoOB/ST9zcxeo0IQgunHM24GupYt1ab3Yi5LahDlmXBvUv55L37+Kp3zbP1KNM1MW4n6P79vAr+QtEAhS6o4rizra8HC9qUZVGb2Pn4/DZa0OPAUXsi9xQGpJPvf3WJWU4uZ2cuSXgW2k3SImX3R2j5DCCGEEELoKFFDaiaSijU/ARwiae405WIY/sP8u8X2khbLvZ1G46wLJO0MNHoMOz5l5Xt4sCBrNy9Nn/iWuQsPaB2B13Zqi+yoO4ElyT3BT9J38ELXE6mzPlUKRp2JF0w/08yK07XyrgPWlbRpST8LpvF0pOvwaZZ/LRnPd9T0yWW1uhKfLnVEej8KD4AcngqCF/e1WHFZK2TZQfmsqd7AuoV9Nprml4KUz6a3c6XX7If6goV93INPyztSJU8ibOPjaS/tcS+ejtdPOrpk3Z3AjyV9ex0kzYd/B4wFXkiLK53zJ/Fst/0lZdcHSZvjn7076hhvNq7Z8YB83qF4cOwu8OLt+HdSsbbWgPybVEuve35Z+k59j+n3VYuke6wv8BXTpxIiaflCrb1K2y8taeXC4kHAosCFZfcwhe/11M93Ja1coX0IIYQQQggdIjKkZj4nA9cD/fFC2L/DM32eS0/Ceh1/Qta6wPeBH6XtbgeOlnQJ/kj31fCMpmKtlAvxH3yXSVoLL3C+O55R1ISZTZV0TdpmGrlC5K1wAbAfMCSNYSweIFsfOKTGJ+x1T1PCAObF623tgE8Fu4aSwE7ByfhTvW6XNAQP1MyHn7ed8OLOxRpJ7cbMHpI/6W5gmr52LzAVnxa0Mz5F6IbKPVTsd6qkM4CTJW1mZndL+i3+4350ul/exQOXffDgztZtcUz4PbkDcJOkO/B6VvvjAY98MOyiVPD8QTx4tgwenHya6T/6n8bvvyNSkGEK8GCa7ncA/tTHp9K9Oh5YGi+u/TBNAxxNSNoIz0481swG1XvAdWrzezFlSZ1BeXHzk4Bf4zW7zsSn9+6JX58dc1mLY/Cg1v6SPscDVI+b2RuSjsAz7x5KdZWWwO/RscBpLRlrzm34Nfi7pB74kz/74oW4Ty88Ye8i4M+SLsIDZBviTw/NWwB4R9INqa+JeBbiOnhds1psngsgLY5nX/YETioEvB9Irz2a6e8yPLD/bZDJzK6S1AufyvrjdA+/gd8DvfBr9TmN64GdyPRrNrbGYwkhhBBCCKFNRUBq5nMj0zNYLjSzFyStjf+w7I8XjR6HF9Y9LrfdCfgPmF3xzKOn8B/kJ+U7N7NJkn4OnIX/6J+EZ9HcBVQqIn0Z/qP+gTT9pVXMbHIKAJyE/6jqhhdI3svMhtTYzffxIAT4D833gUeBA2p5JHs6Dz/Da2/tDOyBB2Newc/1hBrH0WbMbP9UeHk//Hp+jf/YvAIPrNTrAuAo4M/A3WY2LGXH/BW/rvPj9ZceB85vxX6KhuCZcPvh9aFewJ9UtjOwUa7dFXh2zgA8G+cDvKD+oCw4YmYfSNof/9F+MZ5J0wefqneVpPfS8f0Rz355F39y3SU1jjULkLX6/m6pdrwXT8drSBWzhD6UtB7wD/w7YG48I23r9KS8rN3UVJT+RDw4/h1gL+ANMxsiaRJ+zv+BB6tuAo5IT1xssVSfaRv8e22XtK+x+DU9tdD8OLxw/06kgvh47bF8Ee9J+FS9vnhgdDa8rtwAM6v1SYv579gv8ZpPB9C2nxPM7EhJ9+Cfx9/gGVOT8XvgVOA8MyurkRZCCCGEEEKnUesedhZC8yT9CM9Q2cPMLm+meQhdjqR/4pkoK5jZlObah9AVSVoVeP6xxx6jd+/enT2cUIeGhgaGDh1Knz596NatW2cPJ9QprmPXF9ew64tr2PXFNWx7o0ePplevXgC9aq0bHTWkQkfYB89CurGzBxJCO+kD/C2CUSGEEEIIIYRQm5iyF9qNpK2BVfDpVGfHE6DCzMrM1unsMYQQQgghhBBCVxIBqdCezsKLFd9JeXHkEEIIIYQQQgghzIIiIBXajZn16OwxhBBCaFv7XPYkDTd12ENEQxtach5j4OrQ97ThfDBZzbYPM6a4juXGnrRlZw8hhBBCC0UNqRBCCCGEEEIIIYTQoSIgFUIIIYQQQgghhBA6VASkQgghtCtJgyRZZ49jZteS8yzJJA1q5yGFEEIIIYRQUQSkQggh1ExS/xTMyP6+lPSepHsk/V7SAi3oa3ZJe0kaJukTSVMkjZV0iaS12/M4mhnXWEm3t2F/O0i6VtLrkiZJelnSqZIWbEWf2XXotPMUQgghhBBCa0RAKoQQQj2OBnYHDsCfqAlwOvCcpB8W2h4PzJNfIGke4Hbg34CAE1JflwHrAk9I+n57Db6DXQD8ALgC+D1wN3Ag8Gg6D22lyXkOIYQQQghhRhVP2QshhFCPu8zsydz7EyVtjAeZbpX0AzObDGBmXwNfF7Y/GdgMONTMTs+vkHQscGi7jbyEJAFzZ2NuYzuZ2bDC/kYBlwL9gIvaYicVznMIIYQQQggzpMiQCiGE0CbM7EHgb8AywG7Z8mJto5T5tB9wXzEYlfqZZmanmNk7qf0ykganqW6TJX0s6XpJPfLb5aaxbSjp/NSuQdJlkhYqtB0r6XZJm0p6EpicxlRK0nxpmt3baWrhy5IOT4Gs5s7LsJLFN6XXHzS3fa3KakhJmkvSaZLGS/pc0q0zUeZZCCGEEELowiJDKoQQQlu6HJ9+1xe4sEKbzfH//bm8xj7XAdYDrgHeAXrg0/uGSVrFzCYV2p8NfAYMAlZKbZeRtJGZ5QM2KwFXA+ensb5ctvMUdLoV6ANcDDwNbIpneS1FfdlcS6bXj+rYtiUuwoODVwGPABsDdzS3kaTFgcUKi5dv89GFEEIIIYRZVgSkQgghtBkze0fSBKoHL7KsoOdq7PYOM7shv0DSbcCjwI40DWx9BfzczKamtm8C/wS2xgNLmRWAzczsnmb2vw0eyDnKzP6elp0j6XrgYElnm9mYGo8lcwQwDbihuYb1kvQjPBg12Mx+lxafI+lKoFjnq2gAcEx7jS2EEEIIIYSYshdCCKGtTQSqPW2vW3r9vJbO8nWdJM0haRHgNTwLas2STS7IglHJuXhtpS0K7d6oIRhF2m4acGZh+al4QfbNa+jjW5J2BfYGTjWzV1uybQtlx1sc9+k1bDsY6FX427bNRhZCCCGEEGZ5kSEVQgihrc0PjKuyviG9VgtafSs9iW4gsBc+RS5ft6l7ySaNgjxmNlHS+/hUv7w3atk/XhPrPTMrBtBezK2viaSf4tP+7gH+Uut2dVoG+AYoZm+VTk3MM7NxFK5hDeWyQgghhBBCqFkEpEIIIbSZVDC7O57BVMlL6XU1vB5Tc87Cg1Gn49P0JgCG15RqTaZvezxRr6I0he5W4Hn8yXvxRLwQQgghhDDLiil7IYQQ2tLu6bXaVLi78Clwu1Vpk7cTcKmZHWZmN5jZfcBIYMEK7Xvm30iaH/guMLbG/RW9CXxPUjGja+Xc+qokLQ/cjWcdbWFmE+scS0u8if/vfLGe10odsO8QQgghhBCqioBUCCGENiFpY+Cv+FS4Kyu1M7O38afa9ZV0UEk/s0k6LGVbgQevivPFDgJmr7CLfSXNkXt/AJ4RfFdNB9LUnWlfBxaWH4pnalXtV9KSwL349LlNzWx8neNoqWxcvy8sP6SD9h9CCCGEEEJFMWUvhBBCPTaXtDL+vyNL4E+h2wTPytnGzL5sZvvD8MydMyXtANwOfAosDeyMZx9dk9reDuyent73ArAu8Avg4wp9zwk8IOk6PBtoAJ5RdWuF9s25DRgK/F1SD+AZoC9e5Pv0Gp6wdzewHP6kvw0kbZBb92HK+AJA0hBgT2BZMxtb53gBMLOnJV0NDJDUHXgE+Dn+dMEQQgghhBA6VQSkQggh1OO49PoV8AnwHJ55c0lJ8e8mzGySpM2B/ngA5q/AvMB7wINAPzN7NzU/GM+S6gfMDTyMB6QqTQs8MLU9DpgDuBr4vZlZi45w+li/kbRN6m8XvJ7VWOCP+JP2mvOj9PqnknUPAffl3s+P17b6rJk+s4yxac20+w0wHj8f2+Hndkvg7Wa2CyGEEEIIoV1FQCqEEELNzGwIMKSF2wwCBpUsn4Y/ce7iZrb/DA+sFPWosMkkM9sP2K9Kn5W2LV2Xaj79If21iJm15PF0PwXOScdcTVbPKntiYel5TplqB6e/vLofmXfhHmvTu3fvejcPnaihoYGhQ4dy76Eb0q1bt84eTqhTXMcQQggzi6ghFUIIIcwAJK0KzAP8o4bm6wBfUENB9RBCCCGEEGZEkSEVQgghzADMbDRQNd1B0o7ARvgUvIvM7OsOGFoIIYQQQghtLgJSIYQQQtdxCj5d72L8KX8hhBBCCCF0SRGQCiGEMFOop75VV2Nmy3b2GPa57Ekabvqos4cR6rDkPMbA1aHvacP5YHLdZcRCK409acvOHkIIIYQwQ4gaUiGEEEIIIYQQQgihQ0VAKoQQZmCSBkmyGtuapEG59/3Tsh7tNb7OVjzmKu2anEdJYyUNaa+x1aI4htw1W7vGbW9v1wGGEEIIIYTQTiIgFUIIzcgFCcr+Turs8XW2FBipdH7m7uzxdTRJW0u6TdKHkr6S9Imk4ZIOkxTPaA8hhBBCCIGoIRVCCC1xNPBGYdnznTGQGl0OXANM6YB9PQ2cWrL8qw7Yd71WAr5pq84kzYYXG+8PPAcMBt7Gi5CvCxwPbAH8vL3GEEIIIYQQQlcRAakQQqjdXWb2ZC0NU2bQV2bWacEGM5sGTOug3b1rZlfU2ljSvGY2qT0H1Bwza+tA3Z/wYNRpwGFmlp8ieIak7wJ7tPMYQgghhBBC6BJiyl4IIbSSpI3S9LRfSTpe0rvAJKBbWt9b0t2SJkiaJOkhSeuX9LOBpP9K+lLSGEn7VdjfXJJOkzRe0ueSbpX0/ZJ2pTWkJG0uaYSkL9L2d0hatU1ORvl4h0l6XtJaaeraJOCE3LEcK+k1SVMkvS3pn5LmqueYU9taz2OTGlKSFpR0ehrHlDSuI1L2U7VjnBc4AhgN/LEQjALAzN43s380N4ZkXknnS/pYUoOkyyQtVGHffSU9nY73BUk7FNbPIekYSa+mNh9LGilpk2rHFEIIIYQQQnuKDKkQQqhdd0mL5heY2Ue5t3/Fp6idAswFfCVpY+AuYBRwLD49ay/gQUk/NbMnACStBtwLjAcG4d/PxwIflozjImA34CrgEWBj4I5aDkDS7sClwD14AGVe4ABgpKQ1zGxsLf2UmKN4boBJuSyoRfDzcA1wBfBhCvLcCmwAXAC8CKwGHAqsCGyX66umY27heSxuOy/wELAUcD7wFrAecCLwXeCQKptvACwInJIy01rrbOAz/BhWwq/RMpI2KgS7egLXAufh13Uv4HpJm5nZfanNIGAgfg6fwAOlawNrAvdRQtLiwGKFxcu39qBCCCGEEELIREAqhBBqd3/JMuX+PTewtplNBpAkPFAwFNg8CyRIOh/PpDke6Ju2PS719VMzeyu1+w9ei2j6zqQf4YGZwWb2u7T4HElXAj+sNnhJ8wNnAheZ2b655ZcCLwNHAvtW2Lw5ffEgUN6xeDAEYElgfzM7P7ff3YBfAD8zs5G55c8D50laz8weaeEx13QeK/gDHnRZw8xeTcvOl/Qe8EdJp5rZ2xW2XTm9NqopJml2oJjZ9HFZBlXBV8DPzWxq6udN4J/A1ngQL7MisKOZ3ZjaXQy8BPyD6cGmLYE789e8BgOAY1rQPoQQQgghhBaJKXshhFC73wGbFP7yLs2CUcnqeAbLVcAikhZNWUTzAQ8AG0qaLQUtNgVuzoIoAGb2Ip7JlLdFej2zsPz0Gsa/CZ7Fc3U2ljSeacDjQJ8a+qjkcZqem8ty66cAlxS22RnPinqpMJ4H0/psPDUdcwvPY5mdgRHAp4Xx3A/MDmxYZdvs6XkTC8tXwwN1+b9FahjLBVkwKjkX+Jrp5yLzHnBT9sbMGvDzvoakJdPiz4BVJfWsYb+ZwUCvwt+2Ldg+hBBCCCGEqiJDKoQQavdEM0XNi0/gywIAl1bZpjs+vW8e4NWS9S/TOAixDD7tb0xJu+Zk43mwwvqGGvqo5CMzK8sgy7xrZsUn7vUEfkDTzKrM4um11mNejNrPY5meeMZVc+Mp83l6nb+w/DWmBy73AHZvZgyZRsdgZhMlvQ/0KPZfkm31SnrtAXyAPx3yFuCVlH12N3C5mT1baedmNg4Yl1/mCX8hhBBCCCG0jQhIhRBC25lceJ9lof4ReLrCNhPxgFRHyMazOx6oKPq6HfddPDfg43kOnypXptL0uPYyGz7N7Z8V1r9SYTn4NDnwTKJbsoVmNpE01VPSBm0wxhYzs+GSlscznPoCvwUOlbS/mV3UGWMKIYQQQgghAlIhhNB+soyehmrZQ5LG4wGbsilVKxXev4kHTpancYZQsV218YxrJpupo4wBfgQ80ExNpVqPuSXnsdJ45q/z3IwAJgC/knSimX1TRx95PfHaY8C39b++C9xZaLeCJBXO34rpdWy2wMw+wadMXpL6Go7X94qAVAghhBBC6BRRQyqEENrPKDzIcXgKAjQiaTGA9FS2e4DtJC2dW/8DvCZS3l3p9feF5YfUMJ578Gl5R0qao9J4OtB1+BPt9ikZyzyS5ktvazrmFp7HSuNZV1KTtpIWlFTxP+Kkpwn+E8+QOknl89taMudt38I1OgD/j0h3Fdp9D9g+N85u+NTAp83sg7SsUc2qlLX1Gh2XmRdCCCGEEEITkSEVQgjtxMy+kfRbPIgwWtIlwLt4EKYPHhzaOjU/BtgMGCFpMP79fBD+NL4f5vp8WtLVwABJ3YFHgJ8DK9QwngZJBwCXA09JugbPKloafxLbw8CBAJJ64DWxLjWz/q04DdVcDvwSf6Jen7T/2fEn1v0SDyI92cJjruk8VnAysA1wu6QheEBxPrww+U54TaaPqmx/El4T649A3/R0v3fwp+ytiRdNHwd82cw4AOYEHpB0HZ7dNQAYSeMn7IFPI7xY0jrAh8BvgCWAvXJtXpA0LB3PJ8Da6XjOrmEcIYQQQgghtIsISIUQQjsys2GS1gX+igd75sfrNz0OnJ9r92zKzPkXcBweyDgGn6ZVDKT8Bg8k9QO2w4uUb0kNNZfM7CpJ7wF/xgMnc+FBshE0fgpeltH1fu1H2zIpYLcdcCie1bM9MAl4HTiDxjWbajrmFp7H4ngmSfoZcCQePNoDDxq+kvqY0NzxALunQNQ+eCBsIbxO2PPAX4ALU4ZScw5Mx3ocMAdwNfD7kqmNr6b9nIwHrt4AdjGz/FMFz8QDbX3x6/0mcFTaJoQQQgghhE4RAakQQmiGmQ0BhlRZP4wq07HM7Glgxxr2MxzPXikaVGj3JXBw+stTod0QSsadxjusmeFsCHwBnN5MO8ysRzPrN6qybio+1a1SIfGsXU3HnNrWeh57lGw7EQ9IHVltPNWY2c3AzTW27VF4P4Tp12w4sF+N295bpd3fgb/XMp4QQgghhBA6SgSkQgghlOkDnGlmH3b2QMKM5cI91qZ3796dPYxQh4aGBoYOHcq9h25It27dOns4IYQQQpjFRUAqhBBCE2a2c2ePIYQQQgghhDDziqfshRBCCCGEEEIIIYQOFQGpEEIIIYQQQgghhNChYspeCCGEEGq2z2VP0nDTR509jFCHJecxBq4OfU8bzgeTKz6HIczg4jrWb+xJW3b2EEIIIeREhlQIIYQQQgghhBBC6FARkAqhi5E0SJLVuW1/SSapRxsPK7+PHmkf/duov7qPN7ScpGGShtW5rUka1LYjarKPIZImtuc+QgghhBBCCO0vAlIhdBBJq0q6QtK7kqZIek/SlZJW7eyxdQZJG6UARvY3VdLrki6TtFwH7P9ISdu1Q79j0/HcX2H9PrljXruO/tdLQboFWz3YGUAuSNrc39hOGNsGku5Kn9kvJb0l6TZJu+bazJuux0YdPb48SVu0dzAwhBBCCCGEthQBqRA6gKQdgKeAnwOXAAOAi4E+wFOStm9Bd8cD89Q5lMvTtm/WuX17OBPYHdgXuAPYBfivpO+l9a053mqOBLZrh34BvgT6SFqyZF2/tL5e6wHHAAu2oo9q+qa/jjIcv/75vynAiMKyQzpwTEjaOY1tCeAM4CDgCmAhYJ9c03nx67FRR46vxBZpHCGEEEIIIXQJUdQ8hHYmaXk8EPQ6sKGZjc+tOwP/4X25pB+a2etVafsQEgABAABJREFU+pnPzL4ws6+Br+sZi5lNA6bVs207GmH2/+zdebxd0/nH8c+XGmKIWRWtKCklWh38lCqi5qHU0CJmNdfQqhqqxFC0tOYQQ8VMjDXULCHmiipiDjFHgkgkYkqe3x9rndjZOefcc+89995Evu/X677OPXuvvfbaw7lxHs96dlybf79I0oukINXOwImNHK+kWYDZI6I9gZ5mehBYhRRcO72yUNKSwM+AG4CtumZo1UmaKyI+jojPOnO/+Z6f6r6XdC7wSkRc1pljKekLPAv8pHxOJC3a1k4rn+N2js3MzMzMbIbnDCmzjncIKYtiz2IwCiAi3gP2AuYG/lhZXqmbJGkFSVdIGgM8UFxX7EdSN0lnSHpP0keSbpK0RLmmT7UaUnmK2S15etJjeWrSK5J2Ku1jQUmnSHpa0nhJ4/J0pu8360Rl9+bXpescb0g6S1IfScNIGTUb5nV/kPSQpPclTZQ0VNLW5e1J53znwpSwAYX1S0j6p6R38/TKYZJ2a8UxfAJcD2xfWr4dMAa4o7yBpO/l+kiv5GswMo9hoUKbvsDJ+e2rhbH3KLTZIR/zREkfSLpK0jdL+xos6RlJP5J0v6SPgRMK6wYX2s4u6djc51hJEyQNkdS7Feej6fI1ujHfi6PzvTlrqc0skg7K1++TfD37S1qggV0sA/ynWoAuIkbl/nsAlc/00YXr0TevH5DHt4ykf0v6CLi8tWOTtFE+5xPy5/tWFab65nt3v/z7lGmOhfXb5uv3Uf7cPi3pwAbOgZmZmZlZh3GGlFnH2wwYERFDqq2MiPuV6uNUexbxNcBLpOll9Z7tPAD4FSkT6xFgLdL0t0YtC1xLmkZ4MbAbMEDS0IgYltt8mzTF7RrgVdJUpr2A+yStEBFvt2J/9SyTX99vod06pGM+C3gPGJGXHwjcRPriPzuwLXCNpE0jonJOdgQuAB4DzsvLhgNI+jrpHEbuezSwEXChpO4RcVqDx3EFcKekZSJieF62Pek8f16l/Xqkc3wRMBJYkTSNcUVJP4mIIAW5vkMKbP0uHzd5jEj6E3AcMDAf3yKkqWb3S/pBRHxY2N9CwG3AVaSpaO/WOI7uwG+AK4HzgXmB3YE7JP1fRDzZ4PlopllJQb1HgT8A6wIHk67hOYV2/YFdSOf0DFKQ87fADyT9NCKqXYeK14CfS1oyIt6s0WY0sE/e5w2k6wPwVKHN1/JYH8hj/bg1Y5O0I+kzeQdwKCm4vQ/wQL6mI3Jfi5PuoR2LA5S0Huna3ZO3B/gu8FMK2XtlSllgi5QWL1OtrZmZmZlZWzggZdaBJM1H+qL4rxaaPgX8QtK8EfFRYfn/IqKcZVPexw9JgZnTIuJ3eXE/SRcBjWYvLUeaTjgk9zkQeAPYlfQlGuBp4DsRMbmw70uB50kBiuMa3FfZvJIWBmYDfkD6khzAdQ2MeaWIeLa0/DsRMbEwxrNI9bt+Tw7SRcRlqj0t7C+kgMdKEVEJip0r6Uqgr6T+xf7ruJcUWNoOOF7Sd4GVSQGzakXb+0XE34sLJD1CCiasQZra+JSkJ3KfN+ZgRKXtUsAxwJERcUJh+fXAf0l1y04odL8YsHdE9G/hOMYAPYqZQpLOJ133/UnXvrPNCVwdEZV77tx8XnYnB6QkrUEKpPWJiCsqG0oaBNwObEMKGtbyV1KAdrikB0kBpTuBhyqfgYiYIOnavM+nakwxnAO4JiIOL4yhobFJmocUrLogIvYstLsYeIEUqN4zIh5Wmuq6XpUxbAKMAzbIU3YbtS+uSWVmZmZmHchT9sw61rz59aO6rb5c3720/NwG9rFhfu1XWn5mA9tWPFvM4MpTC1+gEDiJiE8rX8QlzZqnko3P7X7Yin2V/ZOUafI2KWA0N7BzRDzewnb3VQlGUQpGLQDMR6rT1eIYJYlU2+nm/Hbhyg8pQ2W+RvrJ45hEylTaLi/qQwry1cqUK457zrzPR/KiRva5Jelv+sDSuEeSsuzKU+w+JWXntHgclWBUnma2IOl/Zjze4Lg6SvmzMYSpA33bAGOBu0rnYyjpvq075TAi/kn6bA0mBQT/nPfxkqTVWznWc0rvGx3beqTi9VeW2k0iZYc1Mm3yQ9Jnar1Wjrkf0Kv0s3kr+zAzMzMzq8kZUmYdqxJomrduq9qBq1cb2MdSwOQqbV9uYNuK16ssG0N6ohgwpXD4gaTMiaVJWUQVLU2vq+dY0hf9SaQpaM/lQuYtqXpuJG0KHEnKRpqjsCqqtS9ZhBQA2DP/VNOagtZXAAco1dnaHrgqIiLFvaaWAz1Hk6YYlvcxXwP76kma1vlSjfXl6WlvNVrAXNLOpClxy5My2SoauT87wiflemyU7lfS+ZgPGFWjjxavY0TcQZqaOBfwI1KR+r2BWyQtX6kl1YIvgPKUv0bH1jO/3luj3bgG9t+PlEF5m6S3SFleAyPi9nob5WObanzV7lszMzMzs7ZyQMqsA0XEWEnvAN9roen3SAGC8hfMRqaGNUOtqTzFb6BHkKbl/ZOULfIBKRB2Gu3Ltnw6Iu5uw3bTnBtJPyPVj7qfFDh7hxSI2ZVpC4xXUzmOy0h1e6p5qsbyaUTEo5KGk87R0tSfIjYQWJ1UtPxJUqbMLKQpXI2c31lIQbeNqH49x5feN3RvSdqBVKPsxjy2Ubn/w+m6mkKNTD2bhTTWPjXWlwNaNUXEx6Sg6RBJ75EChxtR+x4pmpJZ2IaxVa77jqRMt7IWA7cRMUrSysAGpDFvBOwq6ZKI2Lml7c3MzMzMOooDUmYd7xZgD0lrRMQD5ZU5iNKDVJi4LV4jfXFdmqmzY5ZtY3+1bA0MioipagZJmp8vi2t3ta1IT7jbICI+rSyUtGuVttUypkaTstRmbWOQrJorSRlbz9UqAJ6nFv4cODoiji0s71mlea1Mr+GkAOKrEfFiu0Y8ta2BV4Atc2H1ytiOaeI+OsJwUrHzBxus+dWoylTSb+TXRjLvyhodW6UY/qgG7sea48iZcDcDN+dMx37AXpKOi4jWZFKamZmZmTWNa0iZdbyTSdko/XPdpSnyNK1zSU/eOrmN/d+RX/ctLd+/jf3VMonSk/4kbQMs0eT9tMck0hfzKdMJJfUgPR2wbAJpet4Uue7TdcBWknqVN5BUfupYIy4gFRs/uE6bSsZPeU7UQVXaTsiv85eWX5/7OVqluVVKFqJtphmbpFWB1drYX2cZSLoP/lxeIelrOZBak6Sf11i1cX59Ib9WnppXt782ju0O0rS8IyTNVqVt8X6ckJfNX2oz1XXP2VqVLL/ilFYzMzMzs07lDCmzDhYRL+UaPJcDT0u6kFR7pwfpqWALA9tFxPDavdTtf6ik64CD8pfPR4C1gO9UmrTzECpuAY7KT+97CFiJNOXolSb13wy3kp6md7ukK0i1ePYj1dMqT5scCqwr6fekguqvRsSjwGGkYtGP5qfJPQssSCrgvW7+vWER8RrQt4U24yTdD/wxBx7eAtYnZb2VDc2vf5F0FWlK4s0RMVzSkcCJQA9JN5KyvZYGfgmcB5zSmrFnt5AKpt8g6dbc396k8zJPSxtLClIB+rXbsO82i4j7JPUHDs9T1u4knauepKLiBwLX1uniX5JeJWUWDScVBl8X2Az4T15OREyU9Czw6/ykuw+AZyLimfaOLd8X+wCXAk/k6z0a+Bbp6XkPAr/N3VbuizMk3QFMioirgAty4PteUi2rpUjB6ieB5+qeRDMzMzOzDuSAlFkniIhrJD1PqrtTCUK9DwwCTqj35bVBO5FqzGxHCj7cTSrA/AJpClsznED6Ur597vsJ0pfik5rUf7tFxL2SdicFlU4jBf4OJQX/ygGp35OCNMcD3Uj1gB6NiHcl/R9wFCkQsy/pWg3LfXWU7UlPRtyPlI10J6nez9vFRhHxH0l/JgWFNuTL6ZoTIuKkHBT5HanOEaQn+91Jqq3VFgOAxYC9SHWIngV2IAVO1q63oaRKwOqdNu67XSJib0lDSWM/gVRzaQSpRtiDLWz+G9JT5X4FLE66Jq8AfwH+Wiq8/xvStTsVmJ2UEVf3M93o2CLiCklvk+7pQ0hZTW+RaloVn5J4fR7DtqTrI+Cq3N+epPt4ftLfiauBvlVqW5mZmZmZdRoVSoKY2VdIzrz4L7BDRFzexcOxmZCkjUkZVt+PiKe7ejzWPpJWBJ555JFHWHXVVbt6ONYG48aNY9CgQfTu3Zvu3bt39XCsjXwdZ3y+hjM+X8MZn69h8w0bNoxevXoB9IqIYY1s4xpSZl8BkrpVWXwQ6Sl493fuaMym6A1c5WCUmZmZmZmVecqe2VfDHyX9iDQF8Au+fLz7eRHxRpeOzGZaEXFIV4/BzMzMzMymTw5ImX01PASsR3pq1zzA66RC2n/pwjGZmZmZmZmZVeWAlNlXQETcBdzV1eMws6++PS55nHE3vNfVw7A2WKxbcPjKsP6p9zNyorp6ONOtESdt0tVDMDMzmym4hpSZmZmZmZmZmXUqB6TMzMzMzMzMzKxTOSBlZl1K0ghJA7p6HG0h6ZuSPpH0007aX19J0Rn7aomkRyT9ravHMbOR1ENSSNqlq8diZmZmZtYeDkiZWYeQtJKkayW9loM2b0m6S9L+XT22JjoKeDQiHqwskDQgBwwqP+MlvZLPxVaSvip/d/8K7CdpsfZ2JOlnkgbme+QzSWMlPSrpKElfb8JYZwiS1pZ0vaSR+TyMknSzpC1b2G5jSX07aZhmZmZmZk3houZm1nSSVgcGkZ72dz4wEvgm8BPgQODMQvPlgMmdPcb2krQIsHP+KfsU+E3+vRuwFLAZcC0wWNLmETGuUwbacf4FjAP2JQXm2kTSsaSnQ74CDMivcwI/Ag4mnd9l2jnW6Z6kY0jn8SWgP/AasBCwMXCdpD4RcUVe3g34vLD5xsB+pCdrmpmZmZnNEByQMrOO8CdgLLBKRHxYXCFp0eL7iPi0pc4kzR0RE5o6wvbbAfgCuLnKui8i4rLSsiMlHQacSArS/bqDx9ehImKypGuBnSQdHRGtnkoo6dekYNRAYMeI+Ky0/nfA75oy4NTfXBHxcbP6axZJW5OCUdcC20dEMdh0sqQNgNkA8nn+pPNHaWZmZmbWXF+VqSNmNn1ZBhhWDkYBRMSo4vtyDSlJu+SpbmtJ6idpFPBmYf1GkoZImiDpI0m3Slqx1OeAPFVuCUk35t9HSzpF0qyltttKGpr7GifpaUkHNnCMW5Cm641voG3l2E8C7gS2kfSd0jhaPK6yevWE8vK++fdukp7PP90KbRaU9I6khyrnRdIskg6SNCxPtXxXUn9JC1QZwl2k7K+VGz0HJccC7wG7l4NRABExNiL6Vjm2ffP4PpX0tqSzJc1fajNY0jOSfiTpfkkfAyfkdQtJujRf7w8lXSzp+9XOpaR1CtflQ0n/kvTdUpu+edtl8733YZ52eJGkuRo4D8cBHwC7lYJRlfNwR0Tckvc11TXPn5398u/FqaLKn61/VTl/c+bx9W9gbGZmZmZmHcIBKTPrCK8BP5LUqx199ANWIAUtTgKQtCNwKzAeOJT0RX4F4AFJPUrbzwrcAbwP/AG4jzQFbM9KA0nrAVcCY3J/hwGDgbpFyiXNBqwCPNGG47oUELBeob/WHFerRcRE0tS3ZYG/FFadDcwH7BIRk/Ky/sDJwIOk6ZUXAX2AO/JxFw3Nr60u6p4Dct8BbmxNUC8H2c4G3iZdz+uAvYA7q4xvIeA24EngIGCQUg2vm4HtgItJ2XzfyL+X97Uu6R5alDQd7h/A6sCDNa7LQGBe4PD8+y7A0S0cT09gedJ5+Khe2xr6kwKDADtWfnIm1WXARpIWLG2zGdA9r681rkUlrVj8YSaYOmlmZmZmncdT9sysI5xCDgRIegwYAtwDDKqWAVLDB8DPK4ESSfMAZwAXREQxqHQx8AJwBIVgE6kO0dURcVx+f66kJ4DdgXPysk1IdZA2KARkGvEtUh2fV1uxTcUz+XWZPP7WHlebRMSjSk/FO1TSDcDXgW2BgyLixbzPNUi1ryr1iipjGQTcDmwDXFHo8y1Jn5GCZ621fH59prhQkkiBpKIPI+ILpbpdh5OyzDaKiMl5m+eBs0jTKC8qbLcYsHdETMkEUioQvlo+7tPzsnP4MqhTdDLpPlwtIj7IbW8E/gscw7T1w/4bEbsX9rUQ6X47tPZpoJJt9XSdNjVFxMOSXgTWqzJN9BJSwO1XwLmF5TsAI4AH6nS9Ly0E08zMzMzM2sMZUmbWdBFxF+lL/03A94E/kjJN3pL0iwa7Ob8UJFoPmB+4UtLClR9gEvAo0LtKH+eW3g8Bvl14/yEwN4VspQZVAiZjWrkdpCwoSJk00Lbjaqu+wDBSNlA/UtbYGYX125Bqf91VGsvQPO5qYxkDLNyGsXTPr+XsqPmA0aWflfO6dYHZgdMqwajsfFJgcZNSX58ydYAKYENSQfDzKwtyX2cXG0n6Rt7vgEowKrd9ihS82rjKMVW73xaS1L1K24rKurZkR9WVA42PkjLcgDRNE9gIuLyFul/9gF6ln82bPUYzMzMzm3k5Q8rMOkRE/AfYUtLspKDUL0kFqq+VtHJEPNtCF+Xso5759d4a7ctPrfskIkaXlo0BirWQ+pGyR26T9BYp82ZgRNzewtgq1GC7onnyayUA0drjarOI+EzSbsB/SIWxdy0FJXqSAkKjqm1PmrpWJqDVBc358vjnKS0fz5cBwvWBQwrrlsqvLxQ3yMf1SmF9xVtValMtBbxTpbj5y1XaTbOv7DlgA01bbP/1UrtKwHIBal/HyvJ5a6xvr0uAsyQtFRGvkYKOs5GmjtaUa72V67110BDNzMzMbGbkgJSZdagcEPgP8J88tegi0pfiY1rYdGLpfSWjc0dgZJX2X5TetzgFLyJGSVoZ2ICUNbIRsKukSyKiPB2r6P38Wq3Qd0sqdbUqAZDWHldR1UCQSoXbSzbIr3OSAlDFwN8spCBEn/JGWTnABym76706+6vl+fw6VZ2xiPgCuBtA0pJt6LeofA91tFr3XL1ITuU8rNTksVRcBZxKuqYnkKbrPR4R1QJtZmZmZmadxgEpM+tMj+fXb7Rh2+H5dVRE3N2k8VQCZjcDN+eC1/2AvSQdFxHlrJmK10nBjqXbsMsdSYGkSs2i9hxXJQNn/tLycqYQAJK+BxxFCgquDFwgaaWIGFsYy7rAg7kQel2SliBNoXuuleMmIl6Q9BKwhaSDSplGtbyWX5cDXimMY3bStWjk/L0G9JY0VylLatk6+ypbHnivwTHXFREvSnoB2FzSga0p8F7spk7/H0i6Fegj6XJSAfqD2jZaMzMzM7PmcQ0pM2s6Sb1VfX5Ppe5OW7Iz7iBNbzqiytPUyAWvWyUXnZ4i1xJ6Kr+do9Z2uTD748CPW7m/w0jT0K6OiJfy4jYfV0SMI2UnrVlatW+VfmYDBpCeTncg6QlwXydlz1QMJD2d8M9Vtv+apPlLi3+UXx+qNcYW9CXVnzq/2rEzbWbR3cBnwAGl+2t30lTDWxvY5x2kKWt7TNlJCkTuV2wUEe+Qns63c/G485Mj1wf+3cC+GnU0qS7ZBZKm+R9FktaXtGmd7SfkdvPXWH8pqfD8yaQsrqvaNVozMzMzsyZwhpSZdYQzgbny09yeJ2XRrA78mvR0r3Kh6RZFxDhJ+5C+XD8h6SrSFLJvkYpZPwj8tpXdXpCLPN8LvEnKLNqfFIhoKevnX8BfJHXPgaGir0naIf8+Z+73F8D3gEEUnprXhOO6ADhM0gWkINmawHeqtDuSlBX184j4CHhK0rHA8ZKujYh/R8R9kvoDh+epjHeSCoD3JE2zPBC4ttDneqRssf8WdyRpRD62HnXGTURckQM8hwP/l4/9VVKh+V7AdqRaU2Ny+9GSTiQFcG6XdBMpg2lf0rTQ8lPmqrkReAz4u6RlSffnL4AFK8MqtD2E9LTIhyVdSHqy4v6kwu99G9hXQyLiakkrkZ6I9wNJV5IytBYiFWH/ObB9nS6G5tczJN0BTIqIYtDpVtI0022A23J9KDMzMzOzLuWAlJl1hD+QvvxuTAq+zE4KXPQDjo+ID9vSaQ5gvA0cRgoWzAG8RXqaWauDXKQAxp6kgMb8pBpOVwN9S09xq+ZS4CRSMKMcCJmDL4tGf0yqyzQUOBa4odx3O4/rWGARYGtygXZSLawpQQdJPwSOAM6KiEGFbU8iPTntfEkrRsSHEbG3pKHAXqSaQ1+QgoiXkYJjlT5nAbYCLqzytLa5mbZIeFURcUQOovwW2I2UMTUReBH4O3BuRIwstO8raXRufyrwAXAecETOXGtpf5MkbQKcDuwMTAZuINU0e5BU7L3S9m5JG+Z1x5KCc/cBh0ZEueh+u0TEkZLuBQ4A9iEFyMYAjwCbR8RNdTa/nhQE3pZUI0oUsqBy0ferSfd53WLmZmZmZmadRfWf+mxmZrXkrJnvRMTPunosnU3SFsAVwDJ5eltl+QrAMGDTiGhkCt10IR/PDcAaEfFgC81nOJJOJU1tXKzKEwYb7WNF4JlHHnmEVVddtanjs84xbtw4Bg0aRO/evenevXtXD8fayNdxxudrOOPzNZzx+Ro237Bhw+jVqxdAr4gY1sg2riFlZtZ2xwCrSPppVw+kCxxKyrh6p7S8N/Dw9ByMktSt9H5W0lS8ccATXTKoDiRpTlLm1HVtDUaZmZmZmTWbp+yZmbVRRLxOqhE104mI1WosPxs4u5OH01pn5qDUw6TpkVuSapwd0cjTBWcUkhYlPTVxa1I9qtO7dkRmZmZmZl9yQMrMzGY29wIHA5uSAoovA/tHxFldOqrmWwG4nFRP7ICIeLJrh2NmZmZm9iUHpMzMbKYSEVeQ6l99pUXEYFKB86ba45LHGXfDe83u1jrBYt2Cw1eG9U+9n5ETm35rNMWIkzbp6iGYmZlZJ3ENKTMzMzMzMzMz61QOSJnNBCSNkDSgyf3d0kC7tSWFpLWbte/OMiOPvULSHyU9L6ndf+slDZA0ognDmi5IekTS3zphPz3yfbRLR+/LzMzMzGxG4oCU2QxG0i75C+6Pa6wfLOmZVvY5IPfZ0s+AphxEG+Qxjm9SX4PrHOPyzdhHV5PUnfQkvL9GxOTC8spxXlBju78U2izchHEsLqmvpJXb21eT/RXYT9Jibe2ghc/Nhk0cq5mZmZnZV45rSJnNHJYDJtdZ3x+4u/B+aeBY4DxgSGH58Fbu936gG/BZK7frDG8Ch1dZ/nZnD6SD7Eb6G39llXWfAFtJ2jciytdmu7y+/PTAPWjb/8RYHDgaGAE82YbtO8q/gHHAvsBR7ejnU+A3VZb/rx19mpmZmZl95TkgZTYTiIhPW1j/MPBw5X3OvjoWeDgiLmvHfieTghvTo7HtObYZwK7ATRFR7fzfDvwC2IgUmAFA0uqkYOR1wFbFDSLi844baueLiMmSrgV2knR0REQbu/riK34fmZmZmZl1CE/ZM5sJNLuGVKHfNSQ9JukTSa9I2qm0fpo6TJJ6SrpO0si83ZuSrpI0Xxv2/2NJd0h6T9JESa9K+mf7j6zm/qqexzwFcHDhfeW4fyXpaElvSfpI0rWS5pM0h6TTJI2SNF7SRZLmqNLvDpKG5mP7IJ+nbzYwzqWB7zF11lvRW6Tste1Ly/sATwPTTPks15CSdIykyZJ+Xmp3nqTPJH0/X/f/5FUXFaaz7ZLb/kzSNZJel/SppDcknSqpW5V9j5f07Xy9J0h6W9JRklRqO4ukgyQNy/fXu5L6S1qgynm4C1gKWLnGeeoQ5fulsLx8jiv1p/4gab/8GftY0p2Svqnkz/kzNFHSvyQtWKXfjSQNyeftI0m3SlqxY4/SzMzMzKw+Z0iZzbjmU/UaP7N10v6XBa4FLgQuJk0RGyBpaEQMq7aBpNmBO4A5gDOBkcASwKbA/MDYRncuaVHgTmA0cBLwIdAD2LLBLmatcv4+iYim1KnKDgcmksa3LLA/8Dlp+uQCQF/gJ8AuwKukrDQAJP0JOA4YCFwALJK3v1/SDyLiwzr7XT2/PlGnzRXA6ZLmiYjxkr4GbAP8g2mn61VzPLAZcKGklSLiI0kbkKb2/Tki/ifp66TpcOXpnw/l122AuYBzgPeB/8vHuGReVzQrKbPrEeCPwIbAMaR/x4pT7vqTzudFwBmkjK/fAj+Q9NNSptfQ/PpT4L8NHHNVVe6jzyOi4Xu5AX2A2UmfmQVJxz8QuBdYm1QPq3J/nUL6LFbGtiPp83kHqabYXMA+wAP5PhpRbYf587VIafEyzTogMzMzMzMHpMxmXLWyXwCqBoSabDlgzYgYAiBpIPAGaarYH2psswIpQLBNRFxbWH5sjfb1rE4K6qwfEY8Xlh/Z4PbLk4JZRReTghnN8jVgrUoQRNIiwLbA7RGxcW7TT9KypCDCsbndUqRgy5ERcUKlM0nXkwIn+wJTlldRKcz+ap021wJnAVsAlwHrAwuTak7t2tKBRcTnShlxQ4F/SDqEFJx8nBSAIyLelXQbtad/HhoREwvvz5P0MnCCpG9FxOuFdXOSztsBAJL6ATcDh0o6IyLek7QGqZ5Tn4i4orKhpEGkYNY2pEBc5RjekvQZ6b5sq7mZ9j66jxQoapYlgJ6VIJekWUnBzm7AjyPii7x8EaCPpH0i4lNJ85CCchdExJ6VziRdDLwAHAHsSXX7kmp/mZmZmZl1CAekzGZc+wEvVln+d1I2SUd7thKMAoiI0ZJeAL5dZ5tK1sgGkv4dER+3Y/8f5tdNJf2vDTWORpCyeYqaXdD8ktK4HiUVDS9PK3wUOEDS13JwYUvSlOqBpeybkcBLQG/qB6QWItU2qpntFRFjJN2ex3MZafreQxHxWmkWXE0R8Yyko4ETSVMEFyYFCL9ocPspwShJc5MCLA8BAn4AvF7a5KzCtiHpLGATYF3gKlLAaSxwV+m8DQXGk87bFUxtTB53W31CyhQr99lM15Qyrh7Nr5eVznXl/loCeAVYj5R5eGXpfEzKbXvX2Wc/4JrSsmUo1BwzMzMzM2sPB6TMZlyPlTKDAJDU3i/YjSoHCyB9Ea9WqweAiHhV0j+A35MyOYYAN5G+WLd2itN9pOLbRwO/yzV5bgSuaKmIezYhIuplmTVD+RxVjvGNKstnAeYjTV3rSQrKvFSj32YVGL8CuFTSt0iZUn9sQx8nk7K+/g84IiKebXTDvN9jSQXWy/dNuabYZFKQpagSkO2RX3vm7UbV2OWi1YYBtLWgOcCk6ew+gi/PZc/8em+NfsfV2mFEjKJ0HhsNVJqZmZmZNcIBKTNrq0k1ltf91hoRBysVBt+cNE3sDOBwST+JiDcb3Xl+KtrWkn5CylDZgJR5dHDuq5m1oKbstsbyWal+Pmqdo5bO3Sx5XxvVaNvSsb0PfE3SvBHxUZ12NwGfkqYqzkGqS9Ra3+bLwMdKjW6Up53dRaqJ9FfgeWACKbtnAG176MYspCBKnxrry1PrIGUQvdeGfbVHUP1zUiuzsT33EcCOpOy6soYy2czMzMzMOoIDUmbW6SLiadLT3I6XtDrwILA3jdd/Kvb1CKnQ9Z8kbQ9cTsrYuaB5I55iDCmAUbYU02bvtMdwUlDh1YioNi2zJc/n16WBp2o1ioiJkm4EdgBui4hWBWYkzUIKHo0DTgOOkHRtRFxf3E2NzVcCvgPsHBGXFPpcr0b7WUjBr+L5+E5+HZFfh5Om7z1Yqk1Va/xLkIqFP9dS2yYbQ/WprUs1eT/D8+uoTsjiMjMzMzNrlbb8H2gzszaR1D0/za3oadJ0rDla2dcCmnYO0ZP5tVV9tcJw4Cf5aYGVcWwKfLPJ+7melP1ydPkYlSzUwvYP59cfN7CvU0gF1I9r9SjT1MvVSYWx/0yq/3ROqV7RhPw6f2nbSnbPlOPLx3pgnf39ttT2t6Tpi/fkxQNJWUZ/Lm8o6WuSymP4UX59iM41HFg+FyEHQNL3SU/7a6Y7SMHCIyRN8/TN4v7NzMzMzDqbM6TMrDOtA5wl6RpSpsvXSNOJJpHqQbXGzsC+km4gfcGfl1SkfBzw76aNeGoXAFsDt+enCi5Dyi4aXnerVoqI4ZKOJBUL75GzmD4iZTz9EjiPFEiqtf0rkp4hZQuVC6iX2/4P+F9rxyjpu6Qg1oCIuDkv24UUFOwH/Co3HU4qQL+3pI9IAapHSVlcw4FTcqbSOGAratcg+wTYMD8h7lHSdMZNgBMiYnQ+lvsk9SdNAV0ZuJMUsOpJKnh+IOnpghXrkeoz/bd0bCNyfz1ac05a4Z+kYN4dki4k1bbam/R0zO7N2klEjJO0D3Ap8ISkq0jTFr9FOncPUgjymZmZmZl1JmdImVln+h8pa2Mz4B9AX1I9pI3y1LvWuA94nDQ97wxSQe6XgHUi4tVmDbgoIu4ADiZNFTsNWA3YFGi49lUr9nUSKUAzmVS4/RRS8e87SbWfWvJPYDNJ3Zo9tlz/6WJS7aWDKssj4iXgcGAbSb/Kyz4nBQ8nAecCVwJr5eWbkQJYh5OO8SVgpxq7nQRsCCxGKqS+Cimza6psqIjYm5SxtSjpSYQnkgKhl5ECMJVjmIV0fi/J9ciK5gbeaexstF5EPEc6zvlIn4NfkAKzT3TAvq4Afg68BRwCnE76zDwJXNTs/ZmZmZmZNUrT/ne4mZnN6CTNR6pr9ceIuLCrx9MeuQj+1hExTxP73IL0lMFlIuKdwvIVSJlKm0bErc3a31eBpBWBZ1ba9yzGzdujq4djbbBYt+DwlSdx4pOzMnLi9PnUxBEnbdLVQ5jujRs3jkGDBtG7d2+6d29aUqV1Il/DGZ+v4YzP17D5hg0bRq9evQB6RcSwRrbxlD0zs6+giBgr6W/AIZIuiojJXT2m6cyhwFnFYFTWG3jYwajazt/px6y66qpdPQxrg8p/fN/5uzX9H99mZmbW5RyQMjP7ioqIvwJ/7epxTI8iYrUay88Gzu7k4ZiZmZmZzXRcQ8rMzMzMzMzMzDqVA1JmZjZdi4hdmlk/yszMzMzMup6n7JmZmVnD9rjkccbd8F5XD8PaIBU1h/VPvX+6LWpuLfN17Dguqm9m1rmcIWVmZmZmZmZmZp3KASkzM5uuSApJfRts21dStGEfIyTd0urBmZmZmZlZUzggZWYzHUm75KBH5ecTSW9LukPSAZLmbWH7x/J2+zTQ/xpV1kvSG3n9LaV1le0OrtPvj1t7zHWOZYCk8VWWf0/Sezlw06NZ+/sqkDRY0jNdPQ4zMzMzsxmZA1JmNjM7CtgR2Ac4My87DXha0veqbSCpJ7AKMALo00L/nwDbV1m+FrAk8GmdbQ+RNFcL/XcISb2Ae4AJQO+IGNEV42jQ8UC3rh6EmZmZmZm1jgNSZjYzuy0iLouIiyLixIjYAFgXWBS4SVK1QMcOwCjgYGD1FrKH/g1sI6n8AIntgaHAyBrbPQl8Hdi74SNpEkkrAvcCE0nBqFc7ewyNkDQ3QER8ERGfdPV4ZkSSviZp9q4eh5mZmZnNnByQMjMriIh7geOApUjBp7LtgWuBW4CxVM+AqrgSWAhYr7IgBwC2Bq6os92DpKDQH2sExTqEpO+SMqM+JQWjXimtX1XS7ZLGSvpY0n2Sflpq0zdPK1w2Twf8MLe/qJzxJWkOSadKGi3pI0k3SVqyyrgqfa4g6QpJY4AHiuuqbLNDnlr5saQxku6XtH4Lx7+zpC8kndzoOavT1/fy8b+Sp4SOlPRPSQvVOLbvSLosn6vRko7LUzu/KelfksblPg4ubT+7pGMlDc3bTpA0RFLvUrseeT9/kHSQpOGk67xCe4/VzMzMzKwtHJAyM5vWpfl1qgCGpFWBZYErI+Iz4HrqT9sbATwMbFdYthEwH3BVC2PoS8qSqlqnqtkkLUcKgn1BCkYNL61fB7gf6A4cAxwBzA/cK+n/qnQ5EJgXODz/vgtwdKnNBcBBwJ3AYcDnwK11hnkNMFfe9/l1juVo0jX8nDQt82jgDWCdOtvsCVwEnBQRh9QZQ6PWA76d+9yfdL23Bf4tqdpz2q8m/Zt8GPAocCTp3NwFvAUcCrwMnCJpzcJ23YHfAINzm77AIsAdklausp9d83jOI2X5fVBt8JIWlbRi8QdYprFDNzMzMzNrWXkaiZnZTC8i3pQ0lmm/gO9ACmw8mN9fBewmaeWIeLJGd1cAJ0rqFhETSQGs+yLi7epxiSljGCJpEKmW1Dl5244yOzAImEwKRr1cXJkDKOfmNhtFROTl/YFhpDpO5eyj/0bE7oU+FgJ2JwVNkPR90vnsFxH75WZnS7ocqFq/C/hfRNTLSEPSsqQg1A3A1hExuXQc1bY5gFQ77KiIOL5e/63QLyL+XtrPI6SsuTWAIaX2j0XEXrndeaRg5t+BwyPir3n5lcDbwG6k4CDAGKBHDpBW9nM+8Dwp8DTlGmRLAstGxOgWxr8v0wYQzczMzMyaxhlSZmbVjSdl+ACp3g7wa+DqSkCGlFE0ivpZUgNJRbc3VXp636bUn65X1BdYjI6vJTUrsDApW+a9KutXBnqSxr2QpIUlLQzMTZrit6ak8r8n55beD8nbds/vN86vZ5TanVZnnOU+q9mC9G/bscVgFEDhuk0h6Y/A6cChTQxGUQwgSpozn69H8qIfVtnkgsK2k4DHAQEXFpZ/CLxAyrya0rYSjJI0i6QFSf+z6fEa+7mugWAUQD+gV+ln8wa2MzMzMzNriDOkzMyqm4cUbKpYnzQV6rGchVMxCNhO0qHlAAhARIyWdDep1tRcpODPtY0MICLuz1lSf5TUSDCmrSaSpn1dDtwqab2ImFBY3zO/Xlynj/lI2ToVr5fWV9YtAIwj1eiaDAwvtXuhzj4aKbC+TO732QbargVsAvw1ItpdN6ooB4aOJk3TW7S0er4qm5TP11jgk4goBwjHkuqSFfe1M2n63fLAbIVV1c5XQ0XqI2IUU9//1MvoMzMzMzNrLQekzMxKcmHt+Ug1eyoqWVADa2y2Fik4Vc0VpJpHi5Ge7PdhK4ZzDKk+0F5Aa7ZrlYi4StICpMyY6yVtVpgGVsl+OoT0BMBqxpfeT6rRrj1RjWZPWxxGqoO1o6T+TX6i4EBgdeBk0jkbTzqPt1M9O7na+WrxHEraARgA3Jj3NSpvdzjVaz515NRPMzMzM7OGOSBlZjatHfPrHQCS5iZNV7qa6tlNZ5ACVrUCUjcA/YGfkKb9NSwi7pM0mFR76djWbNtaEXFOzuw5HrhM0rY566uSxTQuIu5u0u5eIwVmlmHqrKjl2tnv8NzvCtQOnlW8R3ri4QPAPZLWiIi327l/cmDv58DREXFsYXnP2lu12dbAK8CWxSmJko7pgH2ZmZmZmTWNa0iZmRXkp8n9mTS16fK8+JekeklnR8S15R/gFmArSXNU6zMixpOeltcXuLkNw+pLyq7as8p455O0vKRq08BaLSL+ApwKbEMKogEMJQV6/iBpnipjWKQNu7otvx5QWn5QG/oqupE0Ze+ocl2rakXNI+JNYF1Sna+7cvH19qpkNpX3d1AT+m5xX/lpkKt1wL7MzMzMzJrGGVJmNjPbSNLypL+FXwfWAdYjZe/8IiI+ye36AO8DD9Xo5yZgD1I9ouurNYiIevWX6spZUveRpgWW/RK4CNiVNHULAEkj8rY92rDLg0m1nn4j6YOIOFTSb0hBpGGSLgLeApYAepNqQm3Wmh1ExJP5qXH75mDaQ6SsomXrb9livy9L+gspqDhE0vXAp8AqpCfUHV5jm/VJUyPvkLRORIxrYVeLSDqyyvJXI+JySfeTan/NRjpX6wNLt/nAarsF2BK4QdKteR97k2poTRM8NDMzMzObXjggZWYzs8p0qs9IT5h7mpTFclFEfAQgaVFSBs2V+eln1dwDfAzsQI2AVBP0pfaUwGrmZuoaWA2LiMgBqPlJQZUxEXGSpNVIgZ7fkoIdI4FH+TKTqrV2A0aTAn5bkJ5auAnwRhv7q4z/KEmvAvsDfyFdm6eAS+ts87SkjYC7gZslbVh8Ul4ViwLHVVl+DymzbnvgTGA/UvbSncBGpKBYMw0gZc/tBWxACkTtQMpwW7vJ+zIzMzMzaxpVeQq2mZnNwCStQCrYvWlE3NrV47GvBkkrAs888sgjrLrqql09HGuDcePGMWjQIHr37k337t27ejjWRr6OMz5fwxmfr+GMz9ew+YYNG0avXr0AekXEsEa2cQ0pM7Ovnt7Aww5GmZmZmZnZ9MoBKTOzr5iIODsiVu/qcZiZmZmZmdXigJSZmZmZmZmZmXUqFzU3MzOzhu1xyeOMu+G9rh6GtcFi3YLDV4b1T72fkRNVt+2IkzbpnEGZmZnZTMsZUmZmZmZmZmZm1qkckDIzMzMzMzMzs07lgJSZ2XREUg9JIekPTexzl9xnj2b1adVJGixpcJP7DEl9m9mnmZmZmVlXc0DKzKxBkvbNwYFHm9DXxg4y1CdpgKTxVZZ/T9J7kkY4yGZmZmZmNmNyQMrMrHF9gBHA/0latp19bQwc3e4RzWQk9QLuASYAvSNiRNeOyMzMzMzM2sIBKTOzBkhaGlgd+D0wmhScsk4kaUXgXmAiKRj1ahcPyczMzMzM2sgBKTOzxvQBxgC3AtdSJSBVrP8kaU9JwyV9Kuk/klYptBsA7Jd/j8pPlf5q9lFos46kIZImSPpQ0r8kfbeRA8pTEIfl/t+WdLak+au020/SK5ImSnpM0s+KtZIkzZP3f3qVbZeUNEnS4Y2Mqc5Yv0vKjPqUFIx6pbR+hKRbJK2Rx/hJHvNOhTaSNEjSaEmLFpbPLunpfK7nzlMCQ9IvCm1+lJc9UdrvbS1N4ZQ0h6RjJL2cz/Ubkv4maY4q7U7N4/tI0k2SlqzR59qSHs/HOVzSXpL61riPdpA0NF+/DyRdJemb9cZsZmZmZtbRvtbVAzAzm0H0Aa6PiM8kXQnsI2mViPhPlbbbA/MC/YEA/ghcL+nbEfF5Xr44sB6wY439tdQHktYFbgNeAfoC3YD9gQcl/bDedLZcv+po4G7gHGA5YB9gFUk/LexjH+AsYAhwKtADuJEUnHsTICLGS7oB+LWk30fEpMKutgMEXF5rLC2RtBwpM+oLUjBqeI2my5KChRcCFwO7AQMkDY2IYRERknYDngLOBbbM2x0DrAisHRETJD0DfAisCdyU2/wMmAx8X1L3iBgnaRZS1tx5dcY+S+5jjdzuOWAl4HfAd4AtCs0vAHYArgAeAtYhBUDLff4AuB14h3QNZwWOImXuldv+CTgOGJj7X4R0j9wv6QcR8WGNcS+a2xYtU+s4zczMzMxaywEpM7MWSPoRsDzpizzAA6RgTB+gWkDqW0DPiBiTt38B+BewAXBLRDws6UVgvYi4rMZu6/aR25wMfACsFhEf5HY3Av8lBVl2rnE8iwCHA3cCG0XE5Lz8eVLwaQfgIkmzk4IZ/wHWiYgvcrungAH5HFRcks/HeqRgScUOwP0R8XqN42zJ7MAgUjCod0S8XKftcsCaETEkj3Mg8AawK/AHgIh4VdLBQH9JfYCXgUOA0yPi/txmsqQHSUGoip+RAnGbk4JQtwPfB7qTgnW1bA+sC6wVEQ9UFuag17mSVo+IhyR9n3Su+kXEfrnZ2ZIuB75X6vMYYBLw04h4u3CszxUbSVoqtz0yIk4oLL+edI/sC5xAdfviGmdmZmZm1oE8Zc/MrGV9gHdJgREiIoCrgW0lzVql/dWVQFJWCVh8uxX7rNuHpG8AKwMDKsGoPLangLtIRdNrWZcU6DmtEozKzgfGAZvk9z8GFgLOrwSjsstJGVJFdwNvU5jKqFSA/HtAraBbI2YFFiYF3t5roe2zlWAUQESMBl6gdN4j4jzgDuBM4FJgOHBEqa8hwA8lzZ3frwH8G3iSLwNVPyNlrz1AbduQAkXPS1q48kPK+ALonV8r1+uM0vanFd/k+21d4MZKMCof08ukbLmiLUn/zg8s7Xsk8FJh39X0A3qVfjav097MzMzMrFWcIWVmVkcOAGxLCkYtLamy6lHgYODnpEyjoqmygSJiTN5ugVbsuqU+lsqvL1TZ9jlgA0lzR8SEKuurbpunI75SWF95fbnU7gtJI0rLJudsnn0kzRURH5OCU58A11Q/xIZMBH5DCoLdKmm9GscEpXOWjaH6ed+dFIjqCaweERNL64eQ/o1cTdIbwKJ52YpMHZB6thgQrKIn8F2qTKfLKrWsliJlgZWnI5av76KkqZnVMsXKy3qSpku+VGPfn9dYTkSMAkYVlxXufTMzMzOzdnNAysysvnWAb5CCUttWWd+HaQNSk6q0gxQcaFQz+uhsl5Cmv22R62xtT5qiOLY9nUbEVZIWIGXtXC9ps4j4rErT1pyztYFKUfGVgIdL6x8nBdPWJAW6RkXEi5KGAPvmguQ/A25oYfizAE+Tns5YzRstbN8es5AyuDai+rkZ34H7NjMzMzOrywEpM7P6+pAyRfarsm5L4JeS9q6SYdOSaZ6G1kqv5dflqqxbHnivTiZRcdspT6vLNaOWJk2/K7ZbljxdMbf7Gqm4+VPFTiPiGUn/JZ2zN0l1sPanCSLiHEkLAscDl0natjTdsGF5uuOZpEDiZ8Apku6IiMrxVrLFHiMFnV7nyymTQ0iBrD7A14H7W9jdcFKtqXvyVM9aXiMFkJZh6qyo8vUdRQqULVulj/Ky4aRg3KsR8WIL4zQzMzMz61SuIWVmVoOkbqSg0y0RcW35h1QAfF7gF23ofkLex/xtGVtEvEOqZ7RzsY9ct2l9Ur2jWu4mBWIO0NTzsHYH5uPLJ7s9DrwP7JGDUBV9qD398NK8/4PytuW6Rm0WEX8hPelvG9LTB9vqfNK/f7sDe5Ke3nehpp2TNgRYlVRraUgew3ukKZGHFtrUMxBYAtijvEJSt0KNqsp5OqDU7KDim/wEw7tJWWiLF/palpQJVXQ9KTPq6PKxKVmohbGbmZmZmXUYZ0iZmdX2C1LA6aYa6x8h1QbqQypy3hpD8+sZku4AJkXEVa3s4xBSIONhSReSagvtD4wF+tbaKCJGSzqR9BS12yXdRMrE2Zf0RL3LcrvPJPUlZRPdm5/k1gPYhZR9Uy3j5wrgb8AvgXMiYpo6RZX6UxHRo3WHC6S6XQsAv5H0QUQc2tIGpX3vSiravktEvJmX7U865n1I0wIrhgB/Ar7J1IGn+4G9gBGVPuq4FPgV6Yl6vYEHSYXal8/LNwAej4gn8zTHfSXNBzxEqk9WLROqLyno96Ckc3J/vwWeIRW6ByAihks6EjgR6JGfwPgRKQvul8B5wCktjN/MzMzMrEM4Q8rMrLZKUe67qq3MU8ZuBTZsQ7bJ9aRAz4akoMWVrR1cRNydt38fOBb4AylI9tOIeLWFbfuSghjfImUd/YoUoFi/GESKiLNIWTvfIgUvfkYK1H1IOjflft/ly5pal9bY/dzAOw0cYrVxB6nI+Y3AHyUd1ui2kpYkHevNEXFxoc/LSbWg/iZp6cImD5EyjD4C/ldYPqT0Wm+8k4EtgMNItapOIQUCVwFOB4pT6XYjPWVvQ1JQbza+fOJhsc+hpGyoMcBxpEyvo4B7KF2TiDgJ2IpUMP3ovP9fkK5RrUCrmZmZmVmHU/2SFmZmZlOTNAspM+z6iKg2Fe0GYKWImCa7R9IKwDBg04i4tbze2i5nQK0YET07qP8VgWceeeQRVl111Y7YhXWwcePGMWjQIHr37k337t27ejjWRr6OMz5fwxmfr+GMz9ew+YYNG0avXr0AekXEsEa2cYaUmZnVJGnOKrWVdgIWBAZXaf8NUlZPreyo3sDDDka1T65vVnzfE9iYKtfEzMzMzGx65BpSZmZWz0+AUyVdQ5oa+EPSFLFngGsqjfJUt5+SptN9To2i4xFxNnB2B495ZvCKpAGkpyQuRap/9Rlpqp+ZmZmZ2XTPASkzM6tnBPAGqY7UgsAHwCXAYRHxWaHdWsBFwOvAzhExspPHObO5HdgOWAz4FHgYOCIiXurSUZmZmZmZNcgBKTMzqykiRpCKYLfUbgAwoIOHY1lE7NpV+97jkscZd8N7XbV7a4fFugWHrwzrn3o/IyeWZ+LajMLXsW1GnDTNMyLMzKyLuYaUmZmZmZmZmZl1KgekzMzMZhCSekgKSbt09VjMzMzMzNrDASkzsw4maZccRKj185OuHmNXkvQzSQMlvSXpM0ljJT0q6ShJX+/q8XUWSWtLul7SyHweRkm6WdKWLWy3saS+nTRMMzMzM7OmcA0pM7POcxTwapXlL3f2QKYXko4F/kx6WtyA/Don8CPgYGBnYJmuGl9nkXQM6f54ifSEwteAhYCNgesk9YmIK/LybqQnGVZsDOwH9O3MMZuZmZmZtYcDUmZmnee2iHi8qwcxvZD0a1IwaiCwY+mpfUj6HfC7Ju5vroj4uFn9NYukrUnBqGuB7SOiGGw6WdIGwGwAERHAJ50/SjMzMzOz5vKUPTOz6YikbSUNlfSRpHGSnpZ0YKnN/JJOlTRC0qeS3pR0iaSF8/rZJR2b+xkraYKkIZJ6l/qp1CP6g6TfSXpN0kRJ90nqVWVsy0u6VtIHkj6R9LikFp/AV8exwHvA7uVgFEBEjI2IvlXGsa+kYfnY35Z0tqT5S20GS3pG0o8k3S/pY+CEvG4hSZfm8/uhpIslfb9abSZJ6+RzNyG3/Zek75ba9M3bLitpQG43VtJFkuZq4DwcB3wA7FYKRlXOwx0RcUve11Q1pCQNIGVHUZoGqnx//KvK+Zszj69/A2MzMzMzM+sQzpAyM+s881WCRgUREe8DSFoPuBK4Bzg0r/8u8FPg9NxmHmBIXv5P4AlgYeAXwJKkAE934De5r/OBeYHdgTsk/V9EPFkaw065zdmk6XIHAvdKWiki3s37XRF4EHgLOAmYAPwKuFHSVhFxQ2tOhKTvAN8BLoiI8a3Yri9wNHA3cA6wHLAPsIqkn5YCOgsBtwFXAZcB70qaBbgZ+L+8/fPA5sDFVfa1bt7+FdJ0uG7A/sCDkn4YESNKmwwkTck8HPgh6RqM4strWe14egLLA/+MiI8aPA1F/YHFgfWAHSsLIyIkXQb8UdKCEfFBYZvNSPfIZXXGtSiwSGnxV37qpJmZmZl1HgekzMw6z91Vln1KCgIBbAKMAzaIiEk1+jgE6AVsWQoCHS9J+fcxQI9i1pGk80nBl/1JwamiZYGeEfFWbns78CgpkPL73OZ04HVglYj4NLfrBzwA/BVoVUCKFIQBeKa4MB/DQqW2H0bEF5IWIQV77gQ2iojJeZvngbOAHYCLCtstBuwdEVMygXKB8NWAgyKiEuQ7B7iryhhPJmUurVYJ6Ei6EfgvcAypvlXRfyNiyrmVtBDpXNcMSJECiwBP12lTU0Q8LOlFYL2IKAeYLgH+RAocnltYvgMwgnTtatmXFPgzMzMzM+sQnrJnZtZ59iNlshR/Niqs/xCYOy+vZSvgf9UyknJ9ISJiUiUYJWkWSQuS/gfE46TMnbIbK8GovP1jpIDUxrmPBYF1SBlA80paOGd6LQTcAfSUtESLRz+17vm1nB01HzC69LNyXrcuMDtwWiUYlZ1PCuRtUurrU6YOUAFsSCoIfn5lQe7r7GIjSd/I+x1QzC6KiKdIwauNqxzTuaX3Q4CFJHWv0raisq4t2VF1RcSLpOvYp7IsX8uNgMsr90sN/UiBz+LP5s0eo5mZmZnNvJwhZWbWeR5roah5P1I2y22S3iJlAg2MiNsLbZYBrmtpR5J2Jj2lbnlyQeys2lP+Xqqy7MU8FkgZVCLVOjquxi4XJU3na1QlADNPafl4vgzIrU/KCKtYKr++UNwgIj6T9EphfcVbVWpTLQW8U6W4eflJh1X3lT0HbCBp7oiYUFj+eqndmPy6AClgVk1l+bw11rfXJcBZkpaKiNeAbUj3w6X1NoqIUaTphlN8mYBnZmZmZtZ+DkiZmU0nImKUpJWBDUhZLBsBu0q6JCLK08NqkrQDMAC4kTTtbBQwiTTdrS11gCrZtKeQMqKqKQd0WvJ8fp2qeHpEfEGe2ihpyVb2WTaxndu3Vq1plvUiOZXzsFKTx1JxFXAqKUvqBNJ0vccjolqgzczMzMys03jKnpnZdCQiPouImyNiX1LwqD+wk6Rlc5PhlII4VWxNKsS9ZURcmp/Sdjdf1qoq61ll2XdIdYbIfQF8HhF31/hp1ZSzHBB5CdhC0twNbvZafl2uuFDS7MDShfUt9fGNKk+/W7ZKu2n2lS0PvFfKjmqTPK3uBWDzXLC+Td3U6f8D4Fagj6SlSAXy62ZHmZmZmZl1BgekzMymE7kI9hS5ttFT+e0c+fU64PuSflll+0omTiVTR4V1q5KKeVezRbEGlKT/A1YlPWGuMn1rMLBXrq1U3m/5aWyN6kt6QuD5kmarsr6cWXQ38BlwgKaeP7Y7qfbUrQ3s8w7SlLU9puwkPXlvv2KjiHgHeBLYWdL8hba9SFMJ/93Avhp1NKke1wWSpslclrS+pE3rbD8ht5u/xvpLgRVI2XKTSFlTZmZmZmZdylP2zMw6z0aSlq+y/KGIeIUUkFgQuBd4k1THaH9SYOS53PZkUgbUNZL+CQwFFgR+AewN/A+4BdgSuEHSraTsob2BZ5m2ZhOk6XYP5KfNzQEcBLwP/K3QZj/SU9mezk/sewX4OinItSTw/UpDSSMAIqJHvZMREVfkAM/hwP9JuopU42puUhbYdqRaU2Ny+9GSTiQFcG6XdBMpg2lf4D9A+Slz1dwIPAb8PWedPU86dwtWhlVoewgpKPewpAuBbqTrMZYUTGuKiLha0kqkJ+L9QNKVpAythUhF2H8ObF+ni6H59QxJdwCTIqIYdLqVdD23AW7LAUYzMzMzsy7lgJSZWec5tsbyXUkBnsuAPUkBlvmBkcDVQN/KU+UiYryknwHHAL8EdibViLqHFMSCVD9qMWAvUj2qZ0m1g7YB1q6y/0uAyaRA1KKkgM1vc5YQeb/PSvoxKRi0CylYMgr4b5XjmpsGa0pFxBE5iPJbYDdSxtREUlH1vwPnRsTIQvu+kkbn9qcCHwDnAUdExOcN7G+SpE2A00nnbjJwA+l8Pgh8Umh7t6QN87pjSU/nuw84NCKqFYdvs4g4UtK9wAHAPqQA2RjgEWDziLipzubXA2cC25KusyhkQeWi71eT7itP1zMzMzOz6YIDUmZmHSwiBpCCRC21u44GnqCX6wLtn3+qrQ/gxPxTVHNKW0T8A/hHC/t9hRTEqUnSCqSg0i712pX6vY8U6Gm0/dnA2S20WbvOuvdIRb6nkLRF/vXNUtt7SMG+evvqS5WMqUave6H9vaTsuHptRlCayhgRk0iBrAPqbPoZKdvsX42Ox8zMzMysIzkgZWZmzdQbeDgiGqnn1CUkdYuIiYX3s5KCe+OAJ7psYB1E0pykzKnrIuLj9vZ3/k4/ZtVVV23/wKzTjRs3jkGDBnHn79ake/fuXT0cayNfRzMz+6pwQMrMzJqmkeyl6cCZkroBD5NqZm0JrE6a9jex7pYzEEmLAuuSao4tRJqmaGZmZmY2XXBAyszMZjb3AgcDmwJzkupd7R8RZ3XpqJpvBeByUq2vAyLiya4djpmZmZnZlxyQMjObSVWrRzQziIgrgCu6ehwdLSIGMxNeXzMzMzObMTggZWZmZg3b45LHGXfDe109DGuDxboFh68M6596PyMnOlY5o/J17HgjTtqkq4dgZjZTmKWrB2BmZmZmZmZmZjMXB6TMrEWS1pYUkrbu6rF8lfi8mpmZmZnZzMoBKbMuJmmXHJT4cRP6WlxSX0krN9A2GvxZu73j6kySRtQ5ltvb0N/q+ZzO38rt1pZ0vaSRkj6TNErSzZK2bO0YZgT5/E5TFFzSEXndPyU1/G+OpBXyee/RxDHWuzeKP7s0a5/Tm3w9tujqcZiZmZmZuYaU2VfL4sDRwAjgyRba7lh6vxOwXpXlzwHfbcLYOtOTwN+rLH+7DX2tTjqnA4APG9lA0jHAUcBLQH/gNWAhYGPgOkl9cmHtrzRJhwF/AS4GfhMRk1ux+Qqk8z6YdD83w0HAPIX3GwPbAb8DikWRHmrS/qZHRwDXAjd28TjMzMzMbCbngJTZTCoiLiu+l/QTYL3y8rxuRgtIvVXtODpDnn53FOlL//YR8Xlh9cmSNgBm64qxdSZJhwAnApcAu7UyGNUhIuLG4ntJi5ECUjfmJw6amZmZmVkn8ZQ9sxmEpCXytKd3JX0qaZik3Qrr1wb+k99e1EHTj2aR9CdJb0r6RNI9kpatMtZVJd0uaaykjyXdJ+mnpTZ98/i+I+my3Ha0pOOUfFPSvySNy9PeDm7icSDpe5IGSHolH8vIfH4XKo4RODm/fbVwTnvU6fo44ANSEObz8sqIuCMibiktbvG8SvqZpGskvZ6v/xuSTpXUrcqxrSNpiKQJkj7M5/G7pTbzSjotT2P7NE8pvEvSD+udt0ZI+j3wN+AyYNdiMErSUpL6SXpB0kRJ7+fj6lFoswtwTX47SFWmj0raqHCMH0m6VdKK7R177nsHSUPz+D6QdJWkb5baDJb0TL6P7sv3+cs5IImktSQ9mvt4QdK6pe0r9//ykgbm+/x9SadLmrONY+op6bp8L3+S76erJM2X1wcwN7Bz4ZwOaMY5MzMzMzNrLWdImc0AJH0deAQI4CxgNLARcKGk7hFxGmlq3VHAscB5wJC8eTOnHx0GTAZOAeYD/ghcDqxaGOs6wG3AUOCY3H5X4F5JP4uIx0p9Xp3HfhiwCXAkKaCzF3AvcCjQBzhF0n8i4v4GxjmbpIWrLJ8QERPz7+sB3wYuAkYCKwJ7AitK+klEBHA98B2mndY1utpOJfUElgf+GREfNTDOihbPK7ANMBdwDvA+8H/A/sCSeV1lDOuSzv8rQF+gW273oKQfFjKBzgW2Jt1Pz5KmFK5Bmp75RCvGPhVJB5KmS14B7FIlM2oV0jTIq4A3gR7APsBgSStExMfA/cAZwAHACaT7g8qrpB1J0wDvIN0fc+U+HpD0g/ZkO0n6EymoOBC4AFiEdP7uz31/WGi+AHBLPpZr8hiuktQHOI10jq8ADgGulfTNKvfFQNKUxMOBn+RjXoA0hbbhMUmaPZ+POYAzSff0EsCmwPzAWNJ03AuAx0h/IwCG1zgPi+b9FC1T9aSZmZmZmbWBA1JmM4a/ALMCK0XE+3nZuZKuBPpK6h8R70q6jRSQeriDpqzNCawcEZ8BSBoDnC6pV0Q8I0mkL+GDgI1yUAdJ/YFhwPHA+qU+H4uIvXK780hfzv8OHB4Rf83LryTVf9qNFKxoyfpUDxodDpyUf+8XEVPVmZL0CHAlKTAzJCKekvQEjU/rqmQhPd3AGIvqntfc5tBCMA3gPEkvAydI+lZEvJ6Xn0wK6K0WER/k/m4E/ksKEO6c220CnB8Rxcyzv7Vy3GWbAkuRzuFOETGpSptbI+La4gJJNwMPA1sBl0bEK5KGkIIzd0XE4ELbeUjBqgsiYs/C8ouBF0g1kvakDSQtRTpHR0bECYXl15PO376kAFnF4qRpmVfmdncBz5OCUKtHxKN5+XOkYNFWpFpkRa9GxOb597MljQP2lXRKvv8aHdMKwNLANqXze2zll4i4TNK5wCsN/H3Yl1TDy8zMzMysQ3jKntl0Lgd5tgJuzm8XrvyQvuTOB7R7mlWDLqoETbJKFta38+vKQE/SF/KFCuOcG7gHWFPTPmntgsovOYDxOCDgwsLyD0nBhm/TmEdJGVDlnysLfU4J7kiaM4/zkbyoreeze35tTXYUtHxey+OdO4/3IdK5+kFe/g3SNRhQCUblbZ8C7iIV8a74EFhV0uKtHGs9X8+vr9YIRpWPYzalKZIv5/E0ct7XI2X8XFn6LEwiXffebR8+W5L+XRxY6nskqUB9ue/xpOwoACLihXwcz1WCUVnl92r379ml92fm18q1anRMY/PrBpLmavFIW9YP6FX62bzuFmZmZmZmreAMKbPp3yKkL+B7UjvzY9FOGsvrpfdj8usC+bVnfr24Th/zFbar1udY4JOIeK/K8oVozHsRcXe9BpIWJGWAbMu052++BvdTNi6/ztvK7Vo6r0j6Finb5RfF5VllvEvl1xeq7OM5UrBi7oiYQJoWeDHwhqShwL+BSyLilVaOvehiUtbQEZLei4hTyw2Ual4dTprGuQQpoFY+jnoq99i9NdaPq7G8ET3zeF6qsb5cE+zNShZgwVjgjeKCiBib4srTXDeq7Gs4afpmj9aMKSJelfQP4PdAn5xhdhNwWUSMrbFtTRExChhVXJaPwczMzMysKRyQMpv+VTKKLqN2oOepThpL1awXvgwqVMZ6CPBkjbbjG+izpf00w0BSLaOTSWMdTxr/7bQ9e/T5/LpSK7ere7ySZiVlOC0I/DXvZwIpoDOANow3IgbmoMUvSVMcDwEOlbRlRNzW2v6yL4Bfkc7h3yV9GBEXldqcSQpGnUaapjeWVBvtqgaPo9JmR1KWULUxtNUseSwbUf2aNHLv1lveyP1bDnA1PKaIODgXKd+cdE3PAA7PNdHebGDfZmZmZmadxgEps+nfaNIUsFlbyvph2i+zna1SIHlcA2PtMpIWAH4OHB0RxxaW96zSvOFzGhEvSnoB2FzSgRFRDmC01Uqk4uo7R8QllYWS1iu1ey2/Llelj+VJmWMTCuN9hzQ1q18uYv0E8CdSUfQ2iYhPJP2CVEfs/ByUuqHQZGvg4mLtqvxUufnLXdXYReUeG9UB99hwUtDo1Yh4scl919ITeLXwfllSEGpEW8YUEU+TapgdL2l14EFgb9LDAqDr/0aYmZmZmQGuIWU23cu1eK4DtpLUq7xeUvFJWJVgw/ydMLRqhpK+QP8hF5+eSmmsXamSaVLOWDmoStvWntOjSVMLL5A0TdBf0vqSNm2wr4ppxptrix1YbJQDTE8CO0uav9C2Fylj5t/5/ayS5ittO4pUOH6OVo5tGhExDtiQVBvqSkk/Lx1L+bzvTyraX1TrvN9BmpZ3hKTZyvtu5z12fR7f0SrNT1PS6JTR1tiv9H7//FoJCjY0Jkndq9xvT5Om/xWv6QS67u+DmZmZmdkUzpAym37sJmnDKstPBw4jFS9+VNL5wLOk6Vs/BNbNv0MKBn0I7C3pI9KXz0cj4tVypx0hIiZL+g3py/QwSRcBb5GmlvUmBRI264ShLCFphyrLx0fEjRExTtL9wB9zUOMtUsBm6SrbDM2vf5F0Falmz83FTKOiiLha0kqkTKMf5CcEvkYKUm1IyszavpXH8zzp2p4iaQnSedyK6jWJDiGd/4clXQh0IwU5xgJ9c5t5gTclXQv8jzTta11gFaCYubQ2KdPpmIiobNuQiBidM7geBG6U9POIeAy4BdhR0ljSfbxa3vf7pS6eJAViDs3Bs0+BeyNilKR9gEuBJ/I1GQ18i/TkwAeB37ZmrIUxD5d0JHAi0CM/nfAj0n3xS+A84JS29F3H0pJuIk1zXA3YAbgiIv7XyjGtA5wl6RrgRdK/7zuSzuF1hf0NBdaV9HtSAPLVUgF2MzMzM7NO4YCU2fRjnxrLB0TEm5L+DziK9NStfUlf4IcBh1YaRsTnknYmfXk9l/QZ35WppwR1qIgYLGk14M+kwMA8pFo/jwL9O2kYK5MCFmWvATfm37cn1TPaj5SxcyepTs/bxQ0i4j+S/kya9rQhKbN0ab7M4JlGRBwp6V7gANJ1XZBUqPwRYPOIuKk1B5Ov62bkmkDAJ8ANwFmkgFKx7d05sHkMqQj658B9wKGFwOTHpKl66/PlU9xeBvaNiHMK3VWy3N5pzXgLY3lD0vqkpwbeJmlNUlbXJKAPMCcpgLQuKfOpuO1ISXvn472QlEHVmzRV7wpJb5MCtYeQMoDeyvsp16xq7ZhPkvQi8DtSthukIuV3koqEN9uvSdfpJFL9q7NIx9TaMf2PdA43IwWAP87LNoqIRwrd/Z4UxDqeFKy8mC+fAmhmZmZm1mk07QOCzMzMQNLfgO2AZSPi064ez1eJpL6k4NIiVZ4oOV2StCLwzCOPPMKqq67a1cOxNhg3bhyDBg2id+/edO/evauHY23k6zjj8zWc8fkazvh8DZtv2LBh9OrVC6BXRAxrZBvXkDIzs1p6A8c5GGVmZmZmZs3mKXtmZlZVRKzS1WMwMzMzM7OvJmdImZmZmZmZmZlZp3KGlJmZWSfLTy3s28XDaJM9LnmccTfMEGWvrGSxbsHhK8P6p97PyInq6uHMEEactElXD8HMzOwryxlSZmZmZmZmZmbWqRyQMjMzMzMzMzOzTuWAlJlZG0kaIWlAV4/jq0pSD0khaZc2bDtA0ojmj8rMzMzMzJrBASkzsxJJu+RASLWfk7p6fF8FOWBU6xxv2NXjaw9JgyU906S+tpd0UDP6MjMzMzObnriouZlZbUcBr5aWNSXQYAB8CvymyvL/NaHvPfhq/E+X7YFewGldPA4zMzMzs6ZyQMrMrLbbIuLxrh5EV5E0d0RM6MBdfBERl3VExxHxeUf0a2ZmZmZmzfFV+L/HZmbTBUkLSjpF0tOSxksaJ+k2Sd8vtVs7T037laSjJb0l6SNJ10qaT9Ickk6TNCr3c5GkOUp97Crp3tzmU0nPStqnyphmkdRX0tuSPpY0SNIK5fpXhWmKa0nqJ2kU8GZet1Re9oKkiZLel3SNpB4dciJryMcckn5QZd0RkiZJWiK/n6qGVKEe1R8k7SlpeD5v/5G0SpX+tsnn9BNJz0j6ZbPrUknaV9KwPI63JZ0taf7C+sHAJsBShemMI/K6yvXqUeqzcm+tXVjWU9J1kkbm43lT0lWS5mvWsZiZmZmZtZYzpMzMaptP0sLFBRHxXp323wa2AK4hTfX7OrAXcJ+kFSLi7VL7w4GJwEnAssD+wOfAZGABoC/wE2CX3N+xhW33AYYBNwFfAJsB/STNEhFnF9qdCPwRuBm4A/h+fp2zxjH0A0bnfc2dl60CrA5cRQpS9cj7H5yP6+M656Su8vkFPo+IsTWaXwucDfQB/lta1wcYHBFvtbDL7YF5gf5AkM7N9ZK+XcmqkrQJcDXwNOkaLQBcCLTUd8Mk9QWOBu4GzgGWI53TVST9NI/lL8B8wJLA7/Km41u5n9lJ13sO4ExgJLAEsCkwP1D1XEtaFFiktHiZ1uzbzMzMzKweB6TMzGq7u8oy1Wn/NPCdiJg8pbF0KfA8sDtwXKn914C1CoGQRYBtgdsjYuPcpp+kZYHdmDogtVZETCy8P0vS7cDvSUEbJH09v78xIn5ZGNPRpGBXNR8AP4+ISYVlt0bEtcVGkm4GHga2Ai6t0VdL5iYFv4ruA9au1jgiPpJ0I7CdpD9WznPOmFoBOLmBfX4L6BkRY/K2LwD/AjYAbsltTiQFn34aEeNzu3uAwcBrDR5bTfk6Hw7cCWxUOI7ngbOAHYCLIuIuSW8BC7RjauMKwNLANqVreGyN9hX7kgJmZmZmZmYdwlP2zMxq2w9Yr/RTU0R8WgguzCppIVJGywvAD6tsckmp1tGjpIDXP0vtHgW+KWnK/0QoBqPyNL+FScGcbxemYv2cFPTqV+rvzDqHcX4pGFXe12z5uF4GPqxxXI36hGnP78EtbHMJsDjQu7CsDynT7LoG9nl1JRiVDcmv3waQtDiwEunaTMlGioj7SAHHZlgXmB04rRi8BM4HxpGm6TVLJQNqA0lztWK7fqRi6sWfzZs4LjMzMzObyTlDysystsdaU9Rc0izAgaTskqWBWQur36+yyeul95XgwRtVls9Cmr71ft7XT4FjgNWAcqBhvrzNUvn9y8WVEfGBpDFUV36qIJK6kTJ6diVN9ypmibWnDtGkiKiWhVbPXcA7pCDUPfmcbwf8KyI+amD7qc55RIyRBGlaHtQ4Z4Vl7QnAVVT28UJpLJ9JeqWwvt0i4lVJ/yBlyvWRNIQ0zfOyOlMjiYhRwKjisnyezMzMzMyawhlSZmbNcwTwD+B+0rSrDUhZP8Oo/vd2UpVl9ZYLQNIywD3AwqRAwyZ5P6fmdu352z6xyrIzgT8BA4FfAevn/b3fzn21Ws7eugLYStKcpEypxYFGp7TVPbczkKixfNbygog4GPgecALQDTgDGCZpyY4bnpmZmZlZfc6QMjNrnq2BQRGxe3FhfnJavWLorbUZqUj1LyJiSsaPpN6ldpV6R8tSyHzKU+4WoHFbAxfnwEaljzlJRbG7wiWkqX2bARuR6lDd0aS+i+esrNqy9uxjOeCVysJcgHxppq5dVivwVMlwm7+0vGp2VUQ8TZpyeLyk1YEHgb2BI1szcDMzMzOzZnGGlJlZ80yilGkjaRvSNLdm74fivnLdqF1L7e4hPYFvn9Ly37Zhf+UMov2pko3TGSLiKeAp4DekoupXRcQXTer7beAZYCdJ81SWS1qLVFuqGe4GPgMO0NTz4HYnTYG8tbBsAtWnRQ7Pr2sWxjgrsGexkaTuxdpj2dOkJznO0abRm5mZmZk1gTOkzMya5xbgKEkXAQ+RAhh9KGTBNMmdpIDGzZL6A/MAe5Bq/nyj0igi3pV0OnCwpJuA24Hvk7KK3qN29k3ZLcCOksYCz5LqVq1LlbpYkkbkffdoy4G1wiXAKfn3tj6BrpYjSE/eezBfywVIQbxnSOe6EYtIqpZ99GpEXC7pRNJT7G7P12Y5Uu2x/zD18QwFfp3rQP0HGB8RN0fEMEmPACdKWpD0dMRtmfbf9XVIT2C8Bngxr9+RFGRspAi8mZmZmVmHcEDKzKx5TgDmBrYHfg08QarvdFIzdxIRL0jaGjieFJQZCZxDmrpWfkLfocDHpIDVusDDpBpQD5CecteIA0kBjD7AnKTpXutSfZrc3FQvCN5slwN/BYZHxGPN7Dgibpa0HdCXdO1eAnYBdgZWbLCbRYHjqiy/B7g8IvpKGk0KdJ1KCiidBxxRevJiP2BlUvbb70jT/W7O6/oA/YHDSE88vBAYRCr8XvE/0nXajJSp93FetlFEPNLgsZiZmZmZNZ0iGv0f5GZm9lWQa1qNAY6MiL80sd8VSAXcN42IW1tq3859LUx62t6xEVEt8NMR+3wSGB0R63XG/qY3klYEnnnkkUdYddVVu3o41gbjxo1j0KBB9O7dm+7du3f1cKyNfB1nfL6GMz5fwxmfr2HzDRs2jF69egH0iohhjWzjGlJmZl9hkrpVWXxQfh3c5N31Bh7u6GBUtguphtWlze5Y0mzlukuS1iZNdxzc7P2ZmZmZmc2MPGXPzOyr7deSdgH+DYwH1gC2A+6MiAebuaOIOBs4u5l9lklaB1gB+BNwY0SM6IDdLAHcLeky4G1gedIT6UYC53bA/szMzMzMZjoOSJmZfbU9RXrS3h+B7sC7wOlAtYLbM4KjgNVJdaz276B9jCEVE/8NsAjpSXe3AodFxDSF3M3MzMzMrPUckDIz+wqLiCdIBci/EiJi7U7Yx1hSUXqrYo9LHmfcDe919TCsDRbrFhy+Mqx/6v2MnKiuHo41YMRJm3T1EMzMzDqMa0iZmZmZmZmZmVmnckDKzMxsJpCLtR8mabOuHouZmZmZmQNSMzhJIemsdvbRV1I0a0wzCkm/kvSBpHk6aX+DJQ3ujH19FUnaJd/vPdqw7QBJI5o/qmn2M81nSdIISQMa3L7D7xFJJ0l6tCP30cL+Q1LfVm5TufY/7qBhNbLvHp2977z/wZKeaaBdjzzOXeo0O4lUF+uRZo3PzMzMzKytHJCaTklaRlJ/Sa9I+kTSOEkPSjqwxmPcO3t8i+cv3yt39VjaQtKswDHAmRExvrB8RP5SF5ImS/pQ0tOSzpO0ateNuONJmkXSTpIezYG6jyS9KOkSST/p6vF1hvzlP2r8PN+kfayQPzs9mtFfG5wGfF/SL9raQSFIE5LWqLJekt7I629pz2BnFJVgZOnvxzuSbpkePj+SNgd2ADaMiNFdPR4zMzMzMxc1nw5J2gS4BvgUuAR4Bpid9Lj2k4EVgT2buMvjSf/nvDUWB44GRgBPNnEsnWUzYDngvCrrngT+nn+fF/gusA2wh6RTI+L3nTLCzncGsB/wL+By0pPZlgM2Al6h67MqLgWuIn0uOtKbwOFVlo9tY3/LAZML71cgfXYGkz4/Reu3cR8Ni4iRkv4F/AG4qZ3dfQJsDzxQWr4WsCTVr1U30r31VbUPMJ70P3y+CewB3C/p/yLiyS4cVw9go4h4uQvHYGZmZmY2hQNS0xlJS5O+dL8GrBMR7xRWny1pWaApj1yRNHdETIiIL/hqf0GsZlfgwYh4q8q6tyLisuICSYcCVwC/k/RSRJzTGYPsLJK+DuwLnB8Re5bWHQQs0hXjKoqIScCkTtjV2PL1b4+IaDiAFhGfNWu/LRgIXCPp2xHxSjv6+TewjaQD8t+Riu2BocDC5Q0i4pN27G9GcG1ETHkEnaQbSf9TYRu6MHgfEad31b7NzMzMzKrxlL3pzx+BeYDdS8EoACLi5WpfLCRtIekZSZ9KGiZpw9L6ynSSFSRdIWkMOauhRt2b9SQ9kKesjZf0gqQT8rq1gf/kphcVpqjsktcPzmP5nqT7JH0s6WVJW+f1a+VpYRNzv+uW9r2UpH553URJ70u6pjzFSalA79GSXsrTGt/PY16v3gmWNCewIXB3vXZFETER2BH4APiTpCnPy85T3Q7K5/0TSe8qTbdcoIVxVK1NI2ntvHzt/P67+TxcUmq3hqRJkv5aWDa/pNPydKlP83k/VFJLn/WlAQEPVjn2iIhRVca9Zj7O95WmlF5S7ZglbSRpiKQJStMAb5W0YpV2y0saKGl04d74S73zJWnz3N/b+XiHS/qz0pTMDpXP/3/yNR8uaa8a7abUkMqfkWvyqkGFz87aef00NaQkLSrpwnxffSLpf5J2LrWp1A/6g6Q983g+zeNbpcqwKvf+5m08/IorgYWAKZ85SbMDW5MCuNNQlRpSkpbIx1i5jq9KOif3VTSHpH/ke2SCpBskLVLqq+F7QtKqkm6XNFbp79R9kn7atlNR08j8OiVg1+hnv7TuR5Ieyp+NVyXt3cjO8+fqWqVpuJ9IelwNTNfM992KxR9gmUb2aWZmZmbWCGdITX82A16JiIdasc0awJZAP+Aj4ADgOknfioj3S22vAV4CjiAFIKaRv3jcAjwFHEWadrMsUPmi9lxefixpytuQvLw45gVyH1flfe4DXCWpD6mGzbmkL6yHANdK+mZEfJS3XQVYPW/7JmmqyT7AYEkrRMTHuV1f0tSqC4DHgO7Aj4EfAnfVPl38iDQF8ok6baYREeMl3QDsTpp2NSyv6g/sAlxEmva2NPBb4AeSfhoRn7dmP1X2+5ykPwMnS7o2Im6SNDcwAHiedC2QNBdwH7BEHtPrpPN4IvAN4KA6u3ktv24j6ZrCOa7nLOBD0nVYjnSNlpK0dkREHtOOwMXAHcChwFy53QOSfhARI3K775Huo89J99QI0pffzYA/1RnDLqTpUf/Ir+uQ7svupHurLWaVNE1mDzAxIibk8a4E3AmMJh3/10g1yd5toe/7SffIAcAJpM8ShdepKNWLG0z6/J0FvErKtBkgaf4qwentSdNM+wNBCnBfr5QJNeU+jIixkoaTPtOntjDmekYADwPbAbflZRsB85E+vwe01IGkxUmf3/lJ1/550j28Nel+KWaNnQmMIZ3rHqR7+izg14U2u9DAPSFpnTzmobm/yaTMyXsl/SwiHmvx6KtbUClePUs+jj+TpjYObGN/kP6e/jv3cSXwK+AcSZ9FxD9rbZT/lj8IvEWalj0hb3ujpK0i4oY6+9yXNLXUzMzMzKxDOCA1HZHUnfQF5l+t3PS7wAoRMTz3Mwj4H+lLYvkJfP+LiO1b6G89UsBmo+LUk4qIeFfSbaQveQ/XmN60OLB9RFyZx3QX6YvmFcDqEfFoXv4cKVixFSnAAnBrRFxb7EzSzaQvvluRaglBmrr47/IUswYsn19fbeV2kKbeQAqWDFMq6PwboE9ETMkIydfgdlLwoGqmSCv9g5TNcp6kB0lfoJcCVitMCft9HtcPIuKlvKy/pLeBQyT9PSLeqNZ5RLyjlIG1E/BmztJ5kHQtahXz/gz4eSXQIek14G+kINJNSk8vPAO4oHiNJF0MvEAKilaWn0kKkP4wIl4vtD2shfOyfc5eqzhX0rnAvpKObM10uYLlSYGmsv5AJSvl2Dzen1XGK+k64Ol6HUfEK5KGkAI1d0XE4BbGsifp871DRFye93MuKfB4vKR/FgK5AN8CekbEmNz2BdLfkw1IAeKiV0iB1fa6AjhRUrd8LfoA90XE21LVmHfZicBiwKoR8Xhh+VGatoP3gfULAc9ZgAMkzRcRlRpfLd4Tud9zgUGkv3OV/vqTAs3H0/Z6Xi+U3n8IbBERw6q0bdTiwMER8Q+YMs5HSef90jpB79NJgelVKp8FSf1I2bF/BeoFpPrxZTZfxTK0/t8nMzMzM7OqPGVv+tI9v35Ut9W07q4EowAi4ilgHPDtKm3PbaC/D/Pr5mp5qlct40kZEpUxvZD7fa4SjMoqv3+70HbKl0mlaXkLAS/n7X9YGueKknq2cmwL5dcxrdwO0nFBykKBFHAaC9wlaeHKDynrYjzQuw37mEZETCZlfsxDyurYFzix9AV+G1KW0ZjSWO4GZgXWbGE3u5Iyu14FfgmcAjwn6R5JS1Rpf17pi/A5pGlJG+f365GyXq4sjWcS6br3BshTrtYE/lkMRuXjnmoqaVnpXpk39z+ElFmzfM0N6xuRx17+OS3vZ1ZSgOfG4ngjohJcbaaNSVO+rizs53NSoG8eUvHwoqsrwaiskr1Y7W/BGKrUeGqDgaRC5ZtKmhfYlAaDsPnvyxbAzaV7Gah6/c8rLRtCureXKmzTyD2xMtAzj3Ohwr05N3APsGY7/vZtRbpf1id9pl4kZayu3sb+IH2u+lfe5Fpj/YFFSRmf05C0ICk7bCAwb+EYFyLdpz1rfK4r+xgVEcOKP8DwWu3NzMzMzFrLGVLTl3H5dd66rab1epVlY0jTPMoayQq6mpT1cwFwkqR7gOtJxXon193yS29W+TI5FpgqQydPHaI41jxN6XDSl7klmHpq4XyF348i/d/6FyU9Q8pIujQH5BrRUPpGyTz5tRI07JnHNKp6cxZtwz6qiojhSrV3TiZlah1XatIT+B7Vs3taHEu+tmeTiucvRJrOtTdpCtZVwM9Km7xU2n68pHdIU6kq4wG4t8YuK/d7JVjyTI12NeUpSceTvnh3L62eb9otGjIhIurVF1uEFIB5qcq6F/gyINcMSwEvVfncPVdYX1QO6I0pf74KRJrW1y4RMVrS3aTpgnORAkTX1t9qikVI163Ra1/+W1cJvhX/fjRyT1TuzYvr7Gs+2ha0vr9U1Pxa0r1yJjWCRw14uzJdtODF/NqD6k/AXJZ0jY9j2r8VFYuSpvOZmZmZmXU6B6SmIxExLk+v6tXKTWs9eaxawGVilWXlcUyUtCYpg2UTUgHwX5Nqq6yfn3bW1jE1MtYzScGo00jT9MaSvjhfRSGrLyLul7QMaSrb+qQg2u8k7R0RF9QZW6Wu1gKkGlWtUbk2lUenz0IKRvWp0b5WcAhqBwPqFeSuTCNanJTpMLKwbhZS7ay/1dj2xRrLpx1Yqj12E2nq3WBgLUlLRcRr9becSuVa7VgaZ0W7nuwoaX7S1LVxpODkcFKtnh+SpiPNjBmgrflbsAAwzZTcNroCOJ809e62iPiwSf2W1T2+VtwTlddDqP3ku/E1lrdKDtQ+Sso4nTsHltry2W+tyjGeQu3MvZdrLDczMzMz63AOSE1/bgH2lLRaRDzcVYPIGRn35J/fSzoC+AspSHU3TcisqGNr4OKIOLiyQOnJePNXGecHpGLiF+WaRfeTikzXC0hVaiItTQs1f4py/78kZXlVMlSGA+sCD5bq1jSikn0xf2l5Oeulsv+9SVOB/kTKIOvP1E9JGw7M00J2T1s8Tpoa9g2+LH4OKctkUGF88+Q2/y6MB2BUC2N6Jb+2NhC7Nikot2VE3F8Yx9Kt7Ke1RpMCu9Wmii7XwPat+ey8BnxP0iylLKnlC+vbamlSrblmuIF0P/6EqQuMt2Q0KXjU2mtfy9o0dk9U7s1xHfB5qabyb+08pMLirfrsA4sXglkV38mvI2psU/lcfd5Jx2hmZmZm1iozYwbB9O5vpC8sF0j6enmlpGUkHdiRA8i1R8qezK9z5NfKF6P5O2AIk5g2o2N/StkDeVrZFBExnvR//OegvqGkgtw/bnRAeRrhpcCCwF8K0xEH5nH9uco2X8sZG7VUvhRPqe2U6xNNU6Q9f6E+GbguIk4A/gD8QtJOhWYDgdUkbVBl+/kl1QxAS1pM0jQFriXNDvyc9ASycjbFnpJmK7zfh/TFu/K0tTtIwYYjSu0qfS8CacoXKZC4m6RvldrUm1ZZyZaZ0iaPd98627RbzhC8A9iiOF5J3yXVlmpJaz47/yZlHU0J8uTruD8pg+e+xkY9NUnzkQpUt+ZpnjXlz94+pGDwza3YbjJwI7CZpGk+jy1c/2oavSeGkj5/f8iB1PJ+F2nlfmvKf09XJ2UJVqb2NvzZz74G7FVoO3t+P5p0LNOIiFGkJzTuJekbVcbVtGM0MzMzM2sLZ0hNZ3KdoO1JdZyeU3ry2TOkp96tTn7kewcP46g8Ze9WUgbGoqQvdG+Sns4E6QvVh8Dekj4ifcl+NCLa8uS6sluAHSWNBZ4FViNlIb1favdsnk42FPiAFGDammmfLDiViPhE0p25z6OqNFlC0g7593lITyLbhhQY+HtEFIsL35efeHW4pJWBO4HPSdkz2wAHUqOeTkQMk/QI6UlZC+Zj2JbS5zJ/Kf8nKStnn7xtf0lbAadLujsi3iYFrH4B3CJpQD4vcwMr5fPSg9pTtJYEHpN0LykrbiTpum8HfB84rcoTF2cH7pE0kJQZtC/p/rgpj3GcpH1IgbwnJF1F+gL9LdJU0AdJRdQhPXXugdzuPFKtsx653co1xvwQKdPkYklnkDKPdqRttcGK5itc/6kUnih5NGkq6xClp5ZVgkTDSHW86nmSFDg5NAeGPgXuzQGEsvNIgYcBkn5EyobZmlTf66DSE/ZaY13SeZrqiWn5vtkZWDoiRrSmw4ioV4+pniNIU1Hvy9f+OVKm3TbAGnz5kIVGNHRPRMRkSb8hBU+HSbqIVEtpCVIW6DjS0yLbYmtJ4/M+Fwd2J02P3LsSyG70s1/wNul+6UGaevtr0udizzpP2APYj/S5elrS+aSsqa+T/qYuSfpsm5mZmZl1CQekpkMRcZOk75Hqm2xOCkJ8CjwFHEyq1dKRbiIFA3YjPYXrPVImxtGVR6tHxOeSdiY9sv1c0r20K40VTW/JgaQv7H2AOUmBi3WZtg7KGaQAzPqkrKjXgCNJgZmW/JP05KtvRsQbpXUrk4IoQSpe/gYp6+OCiHis3FFE7C1pKClwcAKpNtII4LI89nr6kKY6HUb64n0haRrcXYU2+5OmIm2Vs4kqdicFK88HNomIjyWtRfqCvw2wE+mL9YukAMrYOuN4ATiIVJB7X9KX1k9y/3vkcZX9No//WGA20pPgDigWs4+IK3JdtMNI9/McpC/+Q0hTLSvt/ifpJ6Tiy/uQrvtrpKyvqiLifUmbAn8nFbEeQzrn99C+p90tSbr+1VyW9/1UzkT7B+n43ySd42/QQkAqIkbm6ZeHk87rrKQgyDQBqVzPbW3gJFKgqDvpWu0aEQNaeVxF2wAPFJ/Omc1DCnx+2I6+WyUi3pK0Kuna9yEd41ukYNHHreyr4XsiIgZLWo2U3fhb0rGPJD0Bsj9td07h9wmkv9t/iohrSu0a+exXjCFd/zNJn8d3gd9GRN1/CyLi2Zx5djTpKZ0Lke6z/5LuWzMzMzOzLqMWnqpu9pWUp8c8CwyMiGmm21ltknYhBZNWiYjHu3g41kqSFiMFjreNiHKG1LvAJRFxSJcMzqZr+QmGzzzyyCOsuuqqXT0ca4Nx48YxaNAgevfuTffu5YdQ2ozC13HG52s44/M1nPH5GjbfsGHD6NWrF0CviBjWyDauIWUzpVwH6Chgv2o1ZMy+wg4Cnq4SjFoR6EZ6Gp2ZmZmZmVmH8pQ9m2lFxNWkWl1mM42IOKzG8mGk6XJmZmZmZmYdzhlSZmZmZmZmZmbWqZwhZWatkotpD+jiYZhZF9njkscZd0OtB3ba9GyxbsHhK8P6p97PyIntfSDpzGHESZt09RDMzMy+spwhZWZmZmZmZmZmncoBKTMzm+5I6ivJj4FtgaS1JQ3o6nGYmZmZmbWWA1JmZjYNSbtIiho/J7Wyr40l9a2yfK4ceFq7ScMu9/91SadIel7Sx5ImSBoq6UhJ83fEPs3MzMzMrDGuIWVmZvUcBbxaWvZMK/vYGNgP6FtaPhdwdP59cGnd8UCrAl9FklYB/g3MA1wGDM2rfgwcBqwJrN/W/qcjswGzSZolIiZ39WDMzMzMzBrlgJSZmdVzW0Q83tk7jYgvgC/asm3OfroBmAT8ICKeL63/E7BHe8eY+5o7IibUWDdXRHzcjP1U6Xs3UjDvW3nRryU9BxwRETd3xD7NzMzMzJrJU/bMzKzNJG0kaUieDveRpFslrVhYP4CUHUVp2l8PYHRudnRhed/ctj01pPYClgB+Xw5GAUTEuxFxfGGMU/ZbOrYRxfpMhWmMa0nqJ2kU8GZeN1jSM5J+JOl+SR8DJ+R1c0g6RtLLkj6V9Iakv0mao7S/kHSWpC1yX59KGiZpw1K7tYELgedIQal7gL2BJ4BlCu0ulvSepNmqHNudkl5o4TyamZmZmXUYZ0iZmVk980lauLggIt4DkLQjcDFwB3AoaQrePsADkn4QESOA/sDiwHrAjoVuRue255Cyma7Py59qwph/AUwErm1CX9X0I43/WGDuwvKFgNuAq0jTBN+VNAtwE7AGcB4piLQS8DvgO8AWpb7XALbM+/gIOAC4TtK3IuL93GYTYDywObAa8O2IuAC4oNTXpcBOwAbALZWFkhYD1gGOqXWAkhYFFiktXqZaWzMzMzOztnBAyszM6rm7yjJJmgc4A7ggIvYsrLgYeAE4AtgzIh6W9CKwXkRcVurkWlJA6qnyunb6LvBiRHzWxD6LPgB+HhGTSssXA/aOiP6VBZJ2ANYF1oqIBwrLnwHOlbR6RDxUGvsKETE8txsE/A/YDjgrt5kEzApMlWFVxb2kDK4dKASkcl+zkIJmtezLl/W9zMzMzMyazgEpMzOrZz/gxSrL1wPmB64sZVBNAh4Fenf80GrqTsou6ijnVwlGAXwKXFRatg0pK+r50nm6N7/2BooBqbsrwSiAiHhK0jjg24U2l5MyrB4mnesFJHWLiInFHUfEZEmXAwdImjciKuekD/BQRJSL1Rf1A64pLVsG+FedbczMzMzMGuaAlJmZ1fNYjaLmPfPrvVXWAYzroPE0Yhwwbwf2XyuQ81aVrKyepKyn0VXaAyxaev96lTZjgAUqbyLiaUk/Af4MbE061g8l/Qs4OCLeKGx7CWk65S+BSyQtB/yIVHOqpogYBYwqLpNUbxMzMzMzs1ZxQMrMzNqi8lCMHYGRVda36Ql5TfI8sLKk2ds5bW/WGssntmL5LMDTwO9rbPNG6X21zCuAqaJBEfFfYMtc4PxQ4D7gT8AKklbOTykkIp6VNJQ0be+S/PoZMLDGfszMzMzMOoUDUmZm1haVaWWjIqJanamiWk/La+tT9FpyM6nY91bAlQ20H0OafjiFpNmBbzRhLMOB7wP3RERHHe+7EXGSpM+AvwPLA88U1l8C/EPSN4DtgVsjYkwHjcXMzMzMrCGztNzEzMxsGneQpsYdIWm28kpJxSe0TcjL5i81+zi/lpe317nAO8DfJX2nytgWlXRkYdFwYM1Ssz2pnSHVGgOBJYA9qoyjm6S5p92kPkkL1FhVuQ7lTK0rScG/00m1qJpZQN7MzMzMrE2cIWVmZq0WEeMk7QNcCjwh6SpSnaRvAZsADwK/zc2H5tczJN0BTIqIqyJioqRngV/nJ/F9ADwTEc9QhaS+pCe/9Y6IwXXGNkbSL4F/A09Kuqwwhh+SnjL3cGGTC0hPvLsOuIuU0bQB8F7DJ6S2S4Ff5f57k87LrKQspl/l/VSr0VXP3yUtBFxPCuYtKeko4I/AI8ArxcYRMVrS7aQC6x8Ct7b1YMzMzMzMmsUBKTMza5OIuELS28BhwCHAHMBbwBCmftrc9cCZwLakGkYCrsrrfpPXnQrMDhzD1NPNiuYhZfpUq1lVHtujknrlcW1CqnU1mfTEu5OAswrNzweWBnYHNszjXw+4p6X9NDCOyZK2ID0VbydScfGPSUGj06n+BMOW9AP2JRU1X5KUGbUc6Zz+qcbUwEuATYGBEfFpG/ZpZmZmZtZUDkiZmdk0ImIAMKCBdoOBwS20mQQckH/K6x4GflxleV+gb2nxmsB1EfF8S+PKfbxDKiZeq6B4pd1kUlDtsNKqHqV2A6hxTiJi7Tr9fw78Lf/UG0fVx9hFRHkcjwO7AeSi5rtExC71+iYVMocmTNc7f6cfs+qqq7a3G+sC48aNY9CgQdz5uzXp3r17Vw/HzMzMZnIOSJmZ2XRPUnfSVLqdu3osM6g9SFlZD3T1QMzMzMzMwAEpMzObAUTEONKUQJvaCODGWislbQt8jzRt8cAOfNKfmZmZmVmrOCBlZmY2g4qIEaSgVC1XAuOBC0m1p8zMzMzMpgsOSJmZmX1F1apLZWZmZmbW1RyQMjMzs4btccnjjLvhva4ehrXBYt2Cw1eG9U+9n5ETHavsSiNO2qSrh2BmZtblZunqAZiZmZmZmZmZ2czFASkzmyFJ6ivJBZpnYpJ2kRSSejTQdoSkAYX3a+dt1+64EbY4pmnGIGmwpGdase3WHTlGMzMzM7OO4oCUmdVV+NJf/BklaZCkjbp6fNOzHAQpnrdPJL0k6WRJC3bwvhfPQbuVO3g/a1e5Pyo/V3XkvqdHkrpL+pOkxyWNlfSppNckXS3Jc3TMzMzMzDLXkDKzRh0FvAoI+DqwC/BvSZtFxC1dObDp3JPA3/PvcwI/Ag4C1gL+rwP3uzhwNOkJbE924H4qzgD+U1o2ohP221b3A92Az5rVoaRlgTuApYAbgEtIT7j7JrAxcIuknSLi0o4ag5mZmZnZjMIBKTNr1G0R8XjljaQLgXeB7QAHpGp7KyIuK7y/QNJ44A+SekbES101sCYbEhHXNtJQ0teAWSKiywIxETEZ+KRZ/eVjuoEUrF0rIh4sNTlG0vrArB01BjMzMzOzGYmn7JlZW30ITAS+KC6U9AdJD0l6X9JESUOr1bnJU7rOkrSFpGfy1KZhkjas0nYNSf/JU96GS9qr2oAk7Srp3jyl8FNJz0rap0q7EZJuyf0+lvt9RdJOpXYLSjpF0tOSxksaJ+k2Sd9v5bkqG5lfy+dueUnXSvogj+lxSb9o7ZhyTaJKttJFhSl0u+T1PSVdJ2lk3s+bkq6SNF87j2saknrkff9B0kGShgOfAis0esy53Yr52k7M4z2SKv+GKTkyt/k4Ty1dsUq7qjWkJK0q6fY83e5jSfdJ+mkDh7oN0As4rkowCoCIuDMibmtpDHndj/LnaKKkVyXtXWO/s0o6IV/LCZJukvTNUl+ddr3NzMzMzBrlDCkza9R8khYmTdlbFNgfmAe4rNTuQOAm4HJgdmBb4BpJm0bEraW2awBbAv2Aj4ADgOskfSsi3geQtBJwJzAa6Ev6u3UMKTurbB9gWN7/F8BmQD9Js0TE2aW2ywLXAhcCFwO7AQMkDY2IYbnNt4EtgGtI0xW/DuwF3CdphYh4u94Jy2bL5w3SlL0fAL8H7o+IVyuNctDkQeAt4CRgAvAr4EZJW0XEDa0Y03OkKZbHAucBQ/K2D0manTStbA7gTFJwbAlgU2B+YGwDx1TNvIXjrPig8Puu+fjPIwWkPmj0mCUtBgwiXftKuz1JAdGyY4EjgX/nnx+S7p/ZWzoASesAtwFDSffY5DzueyX9LCIeq7P5Zvm1/HloiwVIYx8IXEk6J+dI+iwi/llq+ycggL+SPpcHAXdLWjkiJrb1ektaFFiktHiZdh+ZmZmZmVnmgJSZNeru0vtPgd0i4q7S8u9ExJRAgaSzgCdIQZhyQOq7wAoRMTy3HQT8jzQN8Kzc5lhSEOxnEfF6bncd8HSVMa5V3DdwlqTb877LAanlgDUjYkjucyDwBikA8Yfc5ul8PJMLx3Mp8DywO3BclTGUrU8KphU9SArEFZ0OvA6sEhGf5n31Ax4gBRsqAakWxxQR70q6jXTuHi5OGVQqcr40sE1pit2xDRxLPeVACXk/FUsCy0bElHMh6W4aO+ZDScGRVStBIUkXA1NNd5S0CPBH0n22WUREXv4X4Ih6g5ck4FxS4Gujwrb9SUHO40nXspblgQ8j4q1Sv3OT6kRVfBYR4+qNhVT/6+CI+EdhDI8CJ0q6NCI+L7RdEPhuRHyU2z5BCmTtQarrtQJtu977kmqQmZmZmZl1CE/ZM7NG7Qesl392IH1xv0DSVIGVUjBqAWA+UobOD6v0eXclGJW3fQoYR8oCQtKswAbAjZVgVG73HCnrYyqlfVcyuu4Dvl1letKzlWBU3nY08EJl33nZp5XAj6RZJS1EKlL9Qo3jqeZRvjxvm5IyWlYEbpLULfe9ILAOKZAwr6SF89gXysfZU9ISTRpTJSNmA0lzNXgMjTiWL4+z8jOysP66UjCq4WMmFQR/pJihlPu6vDSGdUmZUGdWAkrZaQ2Mf2WgJ3AFsFBhPHMD9wBrSqr3b2Z30nUo+wspIFn5uaKBsXwB9K+8ybW2+pMyoH5UantJJRiVXQu8Qzpn0Pbr3Y80BbH4s3krtjczMzMzq8sZUmbWqMdKRc2vBP5LykK6pVKgWtKmpClTK5OmCVUUAwQVr1dZNoY0ZQlSVkw3Spkw2Qt8+aW7MqafkqZarQaUv3zPx9TTk1raNzkAcSApW2Tp/2fvzuPtmq//j7/e1EzMQ6slZq1o6U8baqhoUdRYSsVY1ZZWqy1VnQRtaWmpKtoqob7momaKIEEoaop5SGqKmGNKEOv3x/qcZGfnnHvPvbm5N+H9fDzu49yz92d/9trDuZyVz2dtKgWpgRebbN/MCxFRHV12maSHyMTBN8hpVCuSo8AOp/WoqyWAp6c3poh4QtIfyFFjgyUNJ6c4nhER3Z2uB3Bv7TgByIFHQE4vrGr7mMmn1t3aZP1DtffLltep7peIeF7Syy0jTyuV19M6aLMgeY808xqZTKs7gSlF/9udzvdMRLxRW/Zwee0PjKwsrx9rSHq0tOv29Y6IccC46rLKtTQzMzMzm25OSJlZt0TEe2WK3ffJL/OjJK1Pftm9kUyYPAu8Q06D27lJN5NadN/lb76SViBHsjxIfvl+EnibTFr9gGlHhLaz75+SyZJTgF+QNZHeI0fcTM8I02vL6wZkQqrR19E0GflVPNpTMUXEjyQNJUe8bEJO7TpY0toR8VRXDqQL6vWeunLMvaERz4HAXS3aNBsB1fAgsIakpavT9iLiYUoySVKfPFGvj663mZmZmVmHnJAys+nR+Bsyf3n9CvkY+00bNYEgn37Xzf6fJxMZKzVZt0rt/ZbkiKytqtP7JA3q5r4BtgeGRcRe1YWSFgJemI5+6+ft8fL6TrNRRt2MqdmItCkrI+4l61H9StLnyLpW3yZHt/WGrhzzGNq7B8aU15Uq/TdqSy1MxxpTR8e3EU8zl5IF/AcDv+vG9lUfkTRfbZTUyuV1dK3tVOel1MJaEbinunwmuN5mZmZmZlNxDSkz6xZJc5CjLd4mn+oGOeooqEwjk9SffCpcl0XEJHL0zDaSlqn0+XGytlRVY8STKu0WJEdnddckaqO1JO1APqVsejSeyHY3TJ4edT3wLUkfrjcuCZWuxtRIZixUa9tPUv0fI+4lR1nNRS/p4jFfDqwt6bO19YNrm11DjsjbT1PPL9u/jZDuIJNSB0iav76yFk8z5wL3A7+QtHaLNu2O/PsQ+eTExr7nLO+fL3FW7SZpgcr77YEPk08LnGmut5mZmZlZnUdImVm7NpO0avl9CXIK3krAkZWnhl1GTpe7UtKZpd13yKlXn+zmfg8BvgQML09g+xCwH/nks2qfV5PJsUvKU8nmJ580No78gt4dlwK/lHQqcDOwOpkEebzDraa2tKRdyu9zAp8ikwsvkNP1Gr5DPl3uXkl/K/tYkqyH9dGyXVdiegx4Bfi2pNfIBNWtpZ/jJZ1HTiX7ELArmej6Z2NjSUPIcz8oIq7vwvF2RbvH/LsS45WS/liO5ZvkiKjJ90CpFXU0cDBwqaTLgTWBzehkRFuZgvoNMpEzqpzfp8lE3yCy2P6WHWz/jqRtyQTqCEkXkMX83yh9bAUsw7RPmmzmGeCgksx9GNiRrMn2zdoT9iCnbI4o8S5JJt8eBf5W1m9EG9fbzMzMzKy3OSFlZu2qPiZ+AlkzZx+mfhrYdZL2An5C1jR6AjiILLDcrYRURNwjaVPgDyWGp8hEyYeZOhnxkKTtgV+RdYnGAieSo0pO6c6+gd+QT1nbmUwK3AlsARzZhT7WAP5Rfn+PTIxcAPyiVmvofklrkce2B1kgexxZOL567tuKqSRIdgeOAE4i/97vST518CoyubI08CY5UmuziKgWy56fHO1WfVJej2r3mCPi2TL18k/kvfViOaZngL/Xuv05eX9+m0wk3UqO5Os0ERQR10tah6zN9V3yHIwtffylo23L9g9LWgP4HrAtmQibE3iu9HFoRFzauofJXgZ2J49377L9dyPib03a/ob8HBwMLEDWJ9s3It4s6++mvettZmZmZtarNPWTsc3MzEDSbcCYiNihr2OxmYOk1YD7Ro4cycCBA/s6HOuG8ePHM2zYMAYNGkS/fv36OhzrJl/HWZ+v4azP13DW52vY80aNGsWAAQMABkTEqHa28QgpMzObiqR+5HS53fs6FjMzMzMze39yQsrMzKZSaoK54LWZmZmZmc0wfsqemZmZmZmZmZn1Ko+QMjMzs7btffrtjL+ww4cW2kxqqXmCg9eATY65kbFvqa/DsW7ydex5o4/coq9DMDP7QPIIKTMzMzMzMzMz61VOSJmZ9SBJIen4NtrtUdr274Ww7ANKUv9yn+1RWTZEkh+xa2ZmZmZ9ygkpM3vfqyR/Gj8TJD0s6XhJS/Z1fLMKSRvWzmP9Z6dK29G1deMkDZe0bTf33b/W3zuSXpB0s6TfSFqm5450xpN0uaSXJam2fM1yfGOabLNRWffN3ovUzMzMzGzGcA0pM/sg+SXwBDA3sB6wD7C5pAER8WafRjZrOQ74T5Plt9Te3wX8vvz+EeBbwAWS9omIk7q577OAy8l/UFkY+AywP/B9SXtFxNnd7Le3jQA2AwYA91aWrwu8Cywj6aMR8VRtXWNbMzMzM7NZmhNSZvZBckVE3F5+P1nSi8APga3JRMc0JM0XEW/0VoCziOERcX4b7Z6OiDMabySdDjwK/ADobkLqzmqfpd9lgauB0yQ9EBF3d7Pv3tRIKq3HtAmpy4GNyrpqgm094EXggd4I0MzMzMxsRvKUPTP7ILuuvC4HIGmopNclrVCmVL0G/F9ZN5+k30t6UtJESQ9JOqA+5apB0uDSZoKkOyRt0E5AkjYrU9vekPSapMskrVZr04hzGUmXlt+flvSdsn51SdeVPsZI2rm2/RySDpH0SInvRUkjJG3ctdPXNRExlkymLNfD/Y4B9gDmBH7cWC5pEUlHS7q3nKPxkq6Q9KlKG5Wpf3+oLJtN0iuSJklaqLL8IEnvSpq/vG9ch6UlXVR+f77sc/ZOwr4NeJspo54a1gVuLOsnr5M0G7A2cHNERDvHZmZmZmY2M/MIKTP7IFuhvL5YWfYh4CpyBMsBwJsl6XQxMAj4OzkVbVPgKGBpcsRP1eeBHcmpbROBfYErJX02Iu5rFYykXYHTyv4PAuYlpxWOkLRmRIyuNJ8duIJMXvwYGAwcL+kN4NdkIu0C4NvA6ZJuiYgnyrZDgIOBk8nERz9gLeDTwL9bxVexgKTFmix/MSJaFsuWNAfwMaY+3z0iIm6R9BhQTaotD2wDnEdO1VySnDZ4g6RPRMQzJblzE1BNGH4SWBB4j0wKXVaWrw/8NyJer7Sdnbxet5L3yxeBHwGPASd2EO8ESXeQo54AkPQx8vzcDCwEVJ9Dvjp5nRojqzo9tlb7boekJYDFa4tXaNbWzMzMzKw7nJAysw+SBUsiZW4y0fBL4C3g0kqbuYDzIuLgxgJJW5NTqH4eEb8ui/8s6TyydtHxEfFYpY8BwFoRcUfZ/mzgIeAwYLtmgZVRN8cBJ0fENyvLTyvb/hSoFrOeGzgjIo4o7c4EngFOAb4WEeeU5f8GHgR2JxNRkImOy6v76aJTWiz/MDC28n6OSuLqI2QSbEngT93cb2fuA7aW1C8ixpNT4VaOiPcaDST9gzwfewGHl8XDgSMlLRARr5GJpzHAc+X3y8oIpXWBU2v7nBs4JyIafZ0k6c7Sf8uEVDECOFDS0hHxdOl/AnAHmZA6uBLTepVt6MKxdde+wCHT2YeZmZmZWUtOSJnZB8k1tfdjgMElGVBVTyRsDkwiE0ZVvwe2J4tTH19ZfksjGQUQEf+T9C9gS0mzR8SkJrFtTCYhzqqNPppEjr4Z1GSbkyv7eEXSQ8CKwLmV5Q9JeoUcUdPwCrCapJUi4pEm/XbmMDKJU/dS7f0mwPOV95OAf5Cjv2aExsilBYDxETGxsaJMoVuotHmIHA3WMJwc6fQ5crTT+mVZIyEFmWRciObHXa+HNRzYtY14RwAHln2cTSak7oiItyXdQk6rX5sctdZIVt0O0IVj664TyNFXVSsA/+qBvs3MzMzMnJAysw+U7wAPk08xew54qDrCpHgXeKq2bFngmTJSpeqByvqqZkmeh8kpeIsz9SiihpXK63VN1gGMr72fEBHP15a9CjzVZNrcq+QT6Rp+SSYWHpZ0H3Al8I+IuKfFvuvujYh6cq+ZW4GfAwG8CTwQEa+0uY/umL+8vgaT6y59nxztsxyZdGqoThu8s8S3PlMSUoeQ12k/SXMzJTFVf8Jds+vwMlOf71ZuIs/NukxJSP0bJicY768sWxf4T0S83cVj65aIGAeMqy5rUS7NzMzMzKxbnJAysw+S2ypP2WtlYpMkVW9oPGRiV5onrN6tvW82yqqj5ZOzCRFxo6QVyKcLbgJ8A/iBpG9HxMkttu+OF9pMXPWUAcC4Ml0Pcprj4eQUw1+QI7jeA46l8lCPiHhH0q3ABpJWBJZiygipOYCBZELqwSbJp1bnu1MR8aKkB4H1ypTNTwKHVprcXNZ9FFiGUmC/K8dmZmZmZjazckLKzKxzY4AvVur5NKxaWV+1EtNamRyFU09oNDRqUI3rjSRORLxE1kM6tSRDbiRrTPVkQqrXSFqHnFJ2RmXx9sCwiNir1nYh4IVaF8PJqYRfLOseLAXPR5HJqPWZutZYTxkBfJ1MDM5OJqEabga+BmxYadvQlWMzMzMzM5vp+F9Rzcw6dzmZLPhubfkPyClXV9SWryNpch2f8vS0rYGrW9SPgpwqNh74aXka3VQk1Z941m2SFq2+L0+Ne5Qs6D7LkbQsMBR4m3zyYcMkKiPDStsdyCcj1g0nj39/YERl2mOjHtRHaF4/anqNIO+tA4BHaiOwbianIe5Ljn6qJqu6cmxmZmZmZjMdj5AyM+vcJcAw4NeS+gN3kyNatgaOrT1hD/Jpb1dJOg6YSCYUoIOnlkXEeEn7kEW/7yxP5nuenKq1BVlvqJ4Q6677JV1PPs3tJWAtcsTN8R1tVLF+qatUd08X6lABIGkPcqTWnhExtI1NPi1pF/IfVBYCPgN8hUwM7lrb/6XALyWdSiZzVgcGA4836fcWclrkKsBfK8tvBPYpv8+ohBTAOmRSbbKIeFjSC2XdvbX6W105NjMzMzOzmY4TUmZmnYiI9yRtRT5dbkdgT2A0+YS03zfZ5AYywXEImVC6H9ijs2RNRJwp6RngJ6XvuYCnyUTIqT1yMOk4YCsyqTYXOeXw50w9uqgj32ux/FCgSwkpphQif7bN9l8rP++SI8oeIesmnRQR/6u1/Q0wH7Azed3uJJN7R9Y7jYg3JP2XTHBVp8Y1klBPRkR9auZ0i4jHyzX/CFOPgGq4mbxW9WLqbR+bmZmZmdnMSNM+jMnMzKx3SDoX6B8Rn+3rWKxjklYD7lt93+MZv0D/vg7HumGpeYKD15jEEXfNzti3/NTEWZWvY88bfeQWvbq/8ePHM2zYMAYNGkS/fv16dd/WM3wNZ32+hj1v1KhRDBgwAGBARIxqZxuPkDIzsz4hSWTB7l36OBTrgr/tthYDBw7s6zCsGxr/8331Dzbw/3zPwnwdzczs/cIJKTMz6xOlcPgSfR2HmZmZmZn1Pj9lz8zMzMzMzMzMepUTUmZmZmZmZmZm1qs8Zc/MzMzatvfptzP+whf6OgzrhiyGDZscc6OLYc/CfB37Rm8XPjcz+yDwCCkzMzMzMzMzM+tVTkiZmc2kJG0oKSRt2Nex1Em6XtL1lff9S6x79F1UVtfsukgaIin6MCwzMzMzMyekzMymV/nC387PhjNBrKM7iG/uvo6vlUpipfHzjqQXJN0s6TeSlunrGLtC0uWSXpak2vI1y/GNabLNRmXdN3svUjMzMzOzGcM1pMzMpt+utfe7ARs3Wf5AF/u9EZgHeLubcbVyF/D7Jst7ej8zwlnA5eQ/qCwMfAbYH/i+pL0i4uw+jK0rRgCbAQOAeyvL1wXeBZaR9NGIeKq2rrGtmZmZmdkszQkpM7PpFBFnVN9LWhvYuL68G/2+B0yYnj5aeHp6Y+tDdzY538sCVwOnSXogIu7um9C6pJFUWo9pE1KXAxuVddUE23rAi3Q9sWlmZmZmNtPxlD0zsxlM0gWS7qwtu6RMv9qqsmxgWbZZeT9NDalSu+k+SZ+QNEzSm5KelvTjHop1T0nXSRonaaKk+yXt082+lpJ0qqSnSl/PSvqXpP49EWtDRIwB9gDmBCafB0mLSDpa0r2SXpc0XtIVkj5VaaMy9e8PlWWzSXpF0iRJC1WWHyTpXUnzl/dDS79LS7qo/P582efsnYR9Gzkibd3a8nXJkXG3VddJmg1YG7g5IqKdYzMzMzMzm5l5hJSZ2Yw3HNhaUr+IGF/qBq0LvAesD1xc2q1flt3USX8LA1cCFwDnAtsDv5V0b0Rc0UY8c0harLbszYh4E9gHGFViehfYEjhB0mwR8ec2+q76J7Aa8CdgNLAEOZVxmfK+x0TELZIeK/03LA9sA5wHPAEsCXwLuEHSJyLimZLcuQnYoLLdJ4EFyWuxLnBZWb4+8N+IeL3SdnbgKuBW4ADgi8CPgMeAEzuId4KkO8hRTwBI+hjwMeBmYCGg+ozx1YF+TBlZ1emxtdp3OyQtASxeW7zC9PRpZmZmZlblhJSZ2Yw3nByRui5wBVk3aGEymbB+pd36wN0RMb6T/j4C7BYR/wCQ9HdgDLBX6b8zmwDP15YdCgwBPh8Rb1WWHy/pSuCHQNsJqTKy6HPAgRFxdGXVEe320Q33UUn8kVPhVi5THxtx/QN4kDxXh5fFw4EjJS0QEa+R12EM8Fz5/bIyQmld4NTaPucGzomIRl8nldFwe9FBQqoYARwoaemIeLr0PwG4g0xIHVyJab3KNnTh2LprX+CQ6ezDzMzMzKwlT9kzM5vx/gu8zpRROOsDTwGnA5+WNG8ZNbUemRzpzOvA5DpKEfE2OcVr+TbjuZUcSVT9Ob30NTkZJWnBMpLqBmB5SQu22T/AW+SUtA0lLdyF7aZHY+TSAgARMbGRsJE0u6RFS5uHgE9XthtOjnT6XHm/flk2nCkJwwFkkqjZ9Tmp9n447V2LRnKpsY91gTvK9byF/G/02pV1E4Dbu3hs3XUCeczVn617oF8zMzMzM8AjpMzMZriImCTpFqYkHhoJjxFkImRtcjTOIrSXkHoqIqK27GVyqlk7XoiIa5qtkLQuOVpqHWDe2uoFgVfb2UFETJR0EPk0v+ckjQQuBU6PiLFtxtlV85fX12By3aXvk6N9liPPdcOLld/vBN4kr8tV5fUQYCywn6S5mXLt6k+4mxAR9dFmL5Mj4DpzExBksuns8vpvgIh4RdL9lWXrAv8pyaquHFu3RMQ4YFx1WeZMzczMzMx6hkdImZn1jhHAZyrJjeER8Qo5zWx9piQ82klITWqxfLoyBpJWAK4FFiOn6G1Bjp46pjTp0n8zIuJYYGXgYHJ0z+HAA5LWnJ44OzAAGFeZ8vhT4A9kkfBdgE3J4xlF5Vgi4h1y1NgGklYElmJKwnAOYCB5fR5sknxqdS06FREvklPs1iuF0j9J1o9quLms+yhZd6uaDGvr2MzMzMzMZlYeIWVm1juGk0+B+xqwNFMSTzeSyY7ngIcj4rm+CQ/IAuZzAVtFxP8aCyUN6m6HEfEYOUrq95JWAu4ii37vMn2hTk3SOmTR7TMqi7cHhkXEXrW2CwEv1LoYDhxEFiV/gUw+haRRTEkYXtqTMRcjgK+Tdb1mZ9qE1NeADSttG7pybGZmZmZmMx3/K6qZWe+4FXiHTHq8RI5kgUyErA18nvZGR81IjdE+k0dalbpRe3a1o1IXa+7a4sfI6XRzdTvC5vtaFhhK1qw6qrJqErVRY5J2IBOCdcNLXPsDIypTIocDu5KF5GfE9WlM2zwAeKQ2AutmchrivuQT/6rJqq4cm5mZmZnZTMcjpMzMekFEvCnpDjL5dEkl4XEjMF/56euE1NVkUucSSX8hkyF7k7WEPtzFvlYGrpV0LnA/8C6wLbAkWS8JAEl7kE+u2zMihrbR76cl7UL+g8pCwGeAr5C1mHaNiHsqbS8FfinpVDKZszowGHi8Sb+3lBhXAf5aWX4jsE/5fUYlpCBrdg2troiIhyW9UNbdW6Z4NnTl2MzMzMzMZjpOSJmZ9Z7GaKjJU68iYqykR4EV6eOEVEQ8JGl74FfA0WRR7xOB54FTutjdk8BZwBfIEUbvkvWSvhoR/6y0axQif7bNfr9Wft4FxgOPAMcCJ1WnGRa/IRN9OwM7ksXLtwCOrHcaEW9I+i+Z4KpOjWtckycjYkybMbYtIh6X9Aw5AuvmJk1uBrZi2mLqbR+bmZmZmdnMSNM+qMnMzKx3lBFU/SPis30di3VM0mrAfSNHjmTgwIF9HY51w/jx4xk2bBiDBg2iX79+fR2OdZOv46zP13DW52s46/M17HmjRo1iwIABAAMiYlRn7cEjpMzMrI9IElmwu0cLnJuZmZmZ2czPCSkzM+sTpY7WEn0dh5mZmZmZ9T4/Zc/MzMzMzMzMzHqVE1JmZmZmZmZmZtarPGXPzMzM2rb36bcz/sIX+joM64al5gkOXgM2OeZGxr6lvg7Huqmz6zj6yC16PygzM7Nu8AgpMzMzMzMzMzPrVU5ImZlZt0jqLykk7dHXsczMfJ7MzMzMzKblhJSZ2UxG0h4lgbHWDOh7W0lXSHpB0tuSnpF0rqSNenpfM5MZeU7NzMzMzKzrXEPKzOwDQJKAU4A9gP8CfwDGAh8GtgWulbRuRNzcZ0G+f40B5gHe6etAzMzMzMxmFk5ImZl9MPyITEYdC/wwIqKy7teSdgXe7YO4ukzSbMCcETGhr2NpRznXs0SsZmZmZma9xVP2zMxmAZKGSnpd0tKSLiq/Py/paEmzd7LtPMDBwIPAAbVkFAAR8Y+IuK2yzfKSzpP0kqQ3JY2U1NajmyRtJGm4pDckvSLpX5I+3uR4RjfZdoikqC0LScdLGixpFDAR+FI7sXQS5ydLHI9LmiBprKRTJC3aLCZJK0s6Q9Kr5dwfrvSxcozjSx8/qm3ftIaUpFUlnV/O8QRJt0vaqo24D5X0nqQv1Jb/tUzD/FR5f1rpt37ur5L0sqSPdPGUmZmZmZn1GCekzMxmHbMDVwEvAgcAN5Ajn77ZyXbrAYsAZ0bEpM52ImlJ4GZgU+AE4GfA3MDFkrbtZNsvlhiXAIaQUwM/B9wkqX9n++7ARsAxwDnA94HR09FXw8bA8sCpwH7A2cBOwOVlimPdOeR/N38C3Ar8HNgf+DfwNHAQ8ChwtKQNOtqxpNWAkcDHgSPJ6/gGcFFn5xj4FXAX8HdJC5T+NgX2Bg6LiLtLu+8DzwOnNZKWkr4FbALsFxHPdBDfEpJWq/4AK3QSl5mZmZlZ2zxlz8xs1jE3cE5EHF7enyTpTmAv4MQOtmuMkLm3zf38BFgSWD8iRgBI+htwD/AHSf+KiPdabHsU8BKwTkS8VLa9iKxbdSiwe5sx1K0CrB4R93dz+2ZOiIjfVxdIGgmcRSbxhtfa3xYR3yrt/komxX4PHBwRvy3LzwKeAb4O3NjBvv8I/A/4TERMLNueAIwAfgtc2GrDiHhH0m7AHeT1OBD4O3A7mdxqtHtF0l5kgvAnks4EjgYuiogzOogNYF/gkE7amJmZmZl1m0dImZnNWk6qvR9OjvLpSL/y+lqb+9icTL6MaCyIiNeBvwL9gU8020jSh4E1gKGNZFTZ9h5yFNHmbe6/mRt6OBlFRLzV+F3S3JIWI0ctAXy6ySYnV7adRCaARCaDGstfAR6ig2siaRFyxNe5wAKSFiv7XpRMHq0kaelOYr+PTBh9o2yzGLB7RLxba3c18Bfgl8AFZC2rb3XUd3ECMKD2s3Ub25mZmZmZtcUjpMzMZh0TIuL52rKXgYU72W58eV2gzf0sS05Jq3ugsv6+FttBJmSabbuppPki4o0246h6ohvbdKgkhg4hp+ktUVu9YJNN/ld7/yp5TV5osnxRWluRTGQdXn6aWYKcBtiRo8jYPwv8tIOE3QFkMmkNYOeIGNdJv5Q2U7VrPovRzMzMzKx7nJAyM5t1dFr/qYUHy+vqwEU9E8p0m6awetGqQPtbLZZPj3PJ+lZHkTWZXidHDl9J8xHEzc5/q2vSUfam0ffR5OimZh7tYPuG5YGVyu+rd9BuTaYk3FYnpySamZmZmfUpJ6TMzN7/RpAjqb4m6TdtFDYfQ9Zsqlu1sr7VdnSw7QuV0VEvAws1abdsk2U9TtLCwBeAQyLisMrylVpv1WMeL6/vRMQ13elA0mzAUHL027HATyWdHxEX1NrNRxZtv58sVP9jSRdGxH+6GbuZmZmZWY9wDSkzs/e5iHiTLJT9ceC3zZ4gJ2kXSZ8tby8HPitpncr6+cin+Y0mkxvN9vMsOdJod0kLVbYdQD7Z7fJK88eABSV9stLuw0BnT5jrKY2kXP1c7D+jd1ymw10PfKsc81QkLd5GNz8kR3d9E/gFmWw6sdSiqvotsAxZTP6H5PU7TdJc3Y3fzMzMzKwneISUmdkHw1HAasCPgEGSzgfGAksB25B1iD5X2h4JfA24QtJx5FPzdgeWA77SwRP2AA4ErgBukfR3YB5gP7Ku0pBKu7MpT5Mr+5gX2Ad4mOYFxZuSNLQRW0SMbne7iBgv6UZyxNAcZL2mTchj7A3fIUeu3VueYPg4+WTDdYCPAp9qtaGkj5O1p4ZGxCVl2R5kMvAE4Ktl2Ubk0/IOjYg7y7I9yWTY4cCPe/6wzMzMzMza4xFSZmYfABHxXkTsBmwPvEAWuv4rmSx6AtgwIm4pbZ8jk1P/LuuPAN4GtoyICzvZzzXAl4AXgcPKfkYC60bEE5V2L5Kjod4EfkcmlQ4GLunioc1P1pd6pZN2jZFQ1emKO5M1nL5DHuM7wGZd3H+3lALkawGXAXsAfwa+DbxHnremJM0OnEZew/0r/T1Cnr8dJH1V0gLAKcB/gV9X2g0H/gj8SNLaPXpQZmZmZmZdoIhWdWXNzMxmbpKeA06PiAM7afc9MhGzYkQ81ivBvc9IWg24b+TIkQwcOLCvw7FuGD9+PMOGDWPQoEH069evr8OxbvJ1nPX5Gs76fA1nfb6GPW/UqFEMGDAAYEBEjGpnG4+QMjOzWVJJkMxDTv3rzGeAN2hdkN3MzMzMzHqRa0iZmdksqfzLS4f/pCXpK8CGwGDg5Ih4txdCMzMzMzOzTjghZWZm72dHAwsAfwd+0MexmJmZmZlZ4YSUmZm9b0VEbz017wNj79NvZ/yFL/R1GNYNS80THLwGbHLMjYx9S522txln9JFb9HUIZmZmfc41pMzMzMzMzMzMrFc5IWVm1sskjZY0tI/2PURSSFqsjbYh6fjeiGt6SOpfYt2jr2PprsZ16es4zMzMzMx6ixNSZvaBVhIZ7fxsOBPE9oak+yX9XNK8vR1PX5C0oaQLJI2V9LakcZIukbRdH8XTpWSipLkl/UDSrZJelTRB0sOSjpe08gwMtVU8G/bV/WxmZmZmVuUaUmb2Qbdr7f1uwMZNlj/Qg/tcBXivzbb/Bk4vv88PrA8cDnwK2KEHY5rpSDoU+CXwCPAXYAywKLA58E9JgyPizD4MsUNlFNqVwP8DLgXOBF4nr/9OwDeBOfssQDMzMzOzPuSElJl9oEXEGdX3ktYGNq4v7+F9TuxC84drsZwkaU5gO0lzR8SEHg5vpiBpezIZdT6wc0S8U1l9lKRNgTn6JLj2DQXWBLaPiH9WV0j6BfDrvgjKzMzMzGxm4Cl7ZmadkLSnpOvKdLGJZdrcPrU2p0l6QdI0SRJJV0t6qPJ+emtIjQUCeLe2n4GSrixTw96UdIOkdVv0sZikcyWNl/SipD9KmrtZQ0mDJT1UppvdIWmD2vplJZ1Q2rxV+jtPUv/pOMbDgZeAr9eSUQBExFURcWmrjSV9UtJQSY+XuMdKOkXSorV2jZpaq7Z7PtohaSCwBfD3ejKqxD8xIg7opI9O77vSbrSkSyVtIumucrz399W0RjMzMzOzdniElJlZ5/YBRgEXk0mgLYETJM0WEX8ubf5BTvfblJyeBYCkpYCNgEO7ue+5NaUA+XzAusDuwJkRMTkhJWkj4ArgjrKv94A9geskrR8Rt9X6PRcYDRwMrA18D1i4HEPV54EdgeOAicC+wJWSPhsR95U2nwE+B5wNPAX0J8/Z9ZI+ERFvduWAJa0ErAqcEhGvdWXbio2B5YFTyQTeauQUudUkrR0R9QLi7Z6Pdm1VXv/Rze2hvfuuYSXgHOAk4DTy2p8n6UsR8e+u7ljSEsDitcUrdLUfMzMzM7NWnJAyM+vc5yPircr74yVdCfwQaCQGriOTMbtQSUgBXyNHo3Z3CuBe5afqImDvxhtJIhMRw4DNGskWSX8hExq/Ajap9fFERGxdfv+zpPHAvpKOjoh7Ku0GAGtFxB2lz7OBh4DDgMYInMsi4vxq55IuAW4BvkLXkzIfL6/3dnG7qhMi4ve1mEYCZwHrAcNr7ds9H+3qiWNo575rWBn4SkRcACDp78CDwG/JOmRdtS9wSDe2MzMzMzNri6fsmZl1opoUkLRgGbF0A7C8pAVLm/eA/wO2krRAZfPBwM0R8UQ3d/8vcrTPxsDWwBHAl4AzSyIKYA1yhMyZwKKSFisxzgdcC2wgqf73vp7Q+FN53by2/JZGMgogIv5XYtpU0uxlWfX8zFGmxT0KvAJ8uqsHDPQrr90dHVWPqTHKbGRZ1Cymds9Hu3r6GJredxXPABdWth1PFsNfs4zS66oTyGRk9WfrDrcwMzMzM+sCj5AyM+tEqcN0KLAOMG9t9YLAq+X304GDgG2B0yWtQj5h7dvTsfunIuKayvuLJb0IHA18GbiETEZBTtVqZUHg5cr7R2rrHyOn+fWvLa+3A3iYPA+LA2MlzUNOddsTWBpQpW09cdKO8eV1gQ5bdUDSIuQIn52AJWqrm8XU7vloV/UYXulOB1247wAebTIN8eHy2p+ctti2iBgHjKvF05UuzMzMzMw65ISUmVkHJK1AjjJ6kJwq9STwNjly5gdURppGxP2S7iCn7Z1eXt8m6xP1pGvL6wZkQqoRw4HAXS22eb2TPuvJjK74E5mMOpacpvdq6e9sujcS98Hyuvp0xHQuWdfqKPKcvF5iubLNmKbnfMDUx1CfHtiprtx3ZmZmZmazIiekzMw6tiUwF7BVma4GgKRBLdqfDvxB0oeBncn6Si+3aNtdjb/d85fXx8rr+Npoqo6sBFSnEa5IJjlGN2lXtzLwJvB8eb89cFpE/KjRoDyhbqE2Y5lKRDxcnkq4taTvR0RnybSpSFoY+AJwSEQcVlne7Fga2jofEdG/zTAuIUeN7UI3ElJ0/b5bUZJqo6RWLq+jGwsi4nqmHsFmZmZmZtYn/C+sZmYdm1ReJ3+JL/V79mzR/ixydM0fyae8dbeYeUe2LK93l9c7yKTUAZLmrzeWVH9aGsB3au/3K69X1JavI2lyzSVJHyNrCV0dEY1zM4lpkxz7AbN3dBCdOARYFDhZ0jT/eCJpE0lfbrHtNNes2L+D/bV1PiStWpKNHYqIW8jRWN+QtE19vaQ5JR3dQRddve8+Qk4VbbTtRz4h8K6IGFtZvmA5hvoUQDMzMzOzXuURUmZmHbuanCp1SXlq3fzkE+7GAdMkJiLi+fIktB3I2kGXTef+V5a0S/l9XmBtYHeyaPg/yj7fk/QNMnkyStKpwNNkPadBZD2jLWv9LifpYjJpsg45kufMiLi71u4+4CpJxwETyaevwdRPYLsU2FXSq8D9pb8vAi/WD0bS6BJz/44OOiLOkbQ68DOyMPdZwBgySfUlcgTUzi22HS/pRuDHkuYo52ITYLkOdtnu+XiArNW1R0fxF7uR988F5amD1wJvkKOxdiLvnwNabNul+46sF/V3SZ8BngO+DizJtAmsbYFTyfvi+jaOwczMzMxshnBCysysAxHxkKTtgV+RhcTHAieS09VOabHZ6WTB8XMjYuJ0htB4wh7kqJlngZOBX0TEG5U4r5e0DvAL4LtkAmMscCvwlyb97ggcBhwJvAscT9agqruBrAt1CLAMmXDaIyLuqbT5foltMDA3cBOZkLqqSX/zkcm0TkXEzyVdB3wP2AdYhCzMPhLYOiIu7mDzncnaVt8hRxldDWxGPo2umXbPR9tKcvJzZBJvR+DXwJxkYu1ichRdq227et89Qo7qOgpYhZx+uGNENLsGZmZmZmZ9zgkpM7OKiPgumdCpLruErAlUd2qLbt4ur02n67VbhygiulTrJyLuAr7SSZshwJDydocu7P//Omj3Cjkip65/9Y2kTwCL0d7ookbf1wHXddJmNLXpeRHxNLBdk+atzunzEdHh+Sj9dvWavAX8vvx01G4IU65LY1mX7ruIuJpMvHW0n6HA0I7amJmZmZn1BiekzMx63t7A48CIvg5kJjMIuCUipncao/Whv+22FgMHDuzrMKwbxo8fz7Bhw7j6BxvQr1+/vg7HzMzMPuCckDIz6yGSdgI+CWwBfL/2xLMPvIj4M/Dnvo7DzMzMzMz6nhNSZmY95yzgdeDvwAl9HIuZmZmZmdlMywkpM7Me0tX6Qtb3mtVumtW0W5PMzMzMzGxm4oSUmZmZtW3v029n/IUv9HUY1g1LzRMcvAZscsyNjH3r/Z8/H33kFn0dgpmZmXVgtr4OwMzMzMzMzMzMPlickDKzXiHpeknX93UcVTNjTNaapA0lhaTt+zqW6VWOY0hfx2FmZmZm1leckDKzpiTtUb40N34mSHpY0vGSluzlWHaWtH8X2o+uxT5O0nBJ287AMGcakj4naYikhaajjw1r5zAkvSRppKTBPRhur5DUv8nxjJd0l6TvSpq9r2M0MzMzM/sgcQ0pM+vML4EngLmB9YB9gM0lDYiIN7vQzybTEcPOwADg2C5scxfw+/L7R4BvARdI2iciTpqOWGYFnwMOAYYCr0xnX8cB/ym/LwrsCJwhaaGI+PN09t0XzgIuL78vCGwO/AlYFjiwF+OYB3i3F/dnZmZmZjZTcULKzDpzRUTcXn4/WdKLwA+Brckv922JiLdnRHAdeDoizmi8kXQ68CjwA+D9npDqScMj4vzGG0knAo+TScKWCSlJswFzRsSEGR9il9xZuy9OAG4lj6dHElKS5ouIN5osn3xOZsLzYmZmZmbWqzxlz8y66rryuhyApA9J+oWkxyRNLNPlfiNprupG9XpNlSlhX5X0M0lPlWmB10pasbodsAWwbGWq1eiuBh0RY4EHGnG3ImkuSYdKerQcz5OSftfkePaUdF2ZDjhR0v2S9mnS31qSrpL0gqS3JD0h6ZRamwMk3SzpxdLmjmZ1ksqxHy9pG0n3lf2OkvSlSpshwFHl7ROVc9a/3XPVkZJYfJna6J5KbIMljQImAl8q69aUdEWZIvd6ucZrNzm+hSQdU+6hieWeOF3SYq3iKdfrUkmvSvpcN44ngOfqx1P63qxM9XxD0muSLpO0Wq3N0HJMK0i6XNJrwP+1cU6mqSFVPhO3l8/BY5K+pZx6GbV27d57o8u5WU/SbaXfxyXt1tXzZGZmZmbW0zxCysy6aoXy+mJ5PRnYHTifnCI3EDgY+DjQTs2mnwDvAUeTU6h+TH6hH1jW/7os/yg5ugng9a4GLWkO4GOVuJu1mQ24mJya+FcygbV62e/KwDaV5vsAo0r7d4EtgRMkzdaYyiZpCeBq4HngSHL6XH9gu9quv1/6+T9gTmAn4DxJX46Iy2pt1yvbnwC8BnwP+KekZSLiReCCEuvXStwvlO2e7+D0dGSBSkJoEaZMn9yrSduNgK8Cx5f9ji4JnOHAeOB3wDvk9MnrJX0+Im4FkDR/afdx4BTgTmAxYCvy2r9AjaR5gH8BawFfjIj/1Ns0MW/lePoBm5FJoiNqfe8KnAZcBRwEzEte8xGS1oyI0ZXmHyrtRgAHANWprNOck2ZBSVoTuBJ4lpxuOTs5XbbZdev03qtYkfxs/r0cz9eBoZLuiIhRzWIp8SwBLF5bvEKztmZmZmZm3eGElJl1ZsHyBX5uYF3yS/JbwKWSPkUmo06OiL1L+xMkjQMOkDQoIoZ10v/cwBqNKX2SXgb+qKxRdV9E/FvS08DC1alWbZijknj4CJkkW5KsF9TKzsAXgc9HxIjGQkn3ASdJ+lxE3FwWfz4i3qpse7ykK8npjI2kwOeAhYFNKtMeAX5e2+/K1b4kHU8mZH4I1BNSHwc+ERGPlbbDgLvJBNTxEXGPpDvL+4tqiZPuOKX2/j3gZxFRXw6wCrB6RNxfOZYLgTmA9SLi8bLsdOAhMkH1+dL0QDLRtV1EXFjp81eSVN9RSWBdCqwGbBQRd7V5PIeWn6oTySRQte/jyPv6m5Xlp5W4fwp8s7L9XMB5EXFwk/1Nc046iGsSsG5EPFP2dy6ZFK1r596r7n+DiBhe6fNJYE8yedbKvlTOiZmZmZlZT3NCysw6c03t/RhgcEQ8XZn684dam9+TX3a3ADpLSJ1aqy81vLwuD9zXjXgbNmHq0SWTgH+Qo11a2YFMADxYmybWmKY4CLgZoJZAWpBMutwAbCppwYh4lSkFxb8s6e6IeKfZTmt9LUyOjhlOJpXqrmkko8q290gaT56vGeEwplyTRcgRS7+W9EZE/LHW9oZaMmp28jpc1EhGlZiflXQmsLekfhExHvgKcHctGdVoH7VFC5Ijz5YHNuxopE8TfwXOK7/3I0cw7UNOp2uMwNsYWAg4q3YfTCLrTQ1q0u+JLfZ3Q2fJqHKevghc2EhGAUTEo5KuIEdAUVnezr3XcH8jGVW2fV7SQ3R+v5zAlPPUsAI5Is3MzMzMbLo5IWVmnfkO8DA5Neg54KGIeK+sW5YcMfNodYOIGCvplbK+M/+rvX+5vC7c3YCLW8mRSEFOoXogIl7pZJuVyBFIraa3LdH4RdK65KiWdcjpXFULAq+SSYJ/kiNNfqCsh3URcGZETKz09eUS6xrkaJuGeiIGpj1fkOdses9XK/dGRDUpeW5Jghwp6cyIqJ6rJ2rbLk6em4ea9PsAWcfwY+T0sxXIc9WOY8mRdWt2MRkF8EjteC4oNZr2l3RKRNxL3gcwJRFZN772/l3gqRZt6+ekmSXIp+492mTdNMvavPcaunW/RMQ4YFxtvx1tYmZmZmbWJU5ImVlnbqtNN2umWeKkXZNaLJ/eb78v1BIP7ZgNuJec+tTMkwCSVgCuBR4sbZ8E3gY2J0fZzAaTR/ZsXwp4bwlsSk6B+5GktSPidUnrk7WAbiSnST1L1lnak5xCWDejzldXXAt8GfgsU08pfKt58x73L7LO1k8k7VZJkHbXtcB3gQ3I69944MeuwNgm7esF0Cd2EEOPnpN2772KmeF+MTMzMzObhhNSZjY9xpBfgFeiUutG0pLklKcxPbSf6Ul4dcVjwKeAa5tME6vakhzJtFVETB6BIqnZVC4iYiQwEviZpJ3J4uU7kQXhvwJMADatjZraczqOY0afr8Z/O+bvpN3z5Oi0VZqsW5UcXfdkef8YWUOqHReRU/aGkoXdp3nCXBfVj6cxJXJcN5Ka3TGOvAdWbLKuvqxL956ZmZmZ2cyq/i+pZmZdcXl53b+2vDHCqF6Qu7veIKcizWjnAksDe9dXSJpH0nzlbWPUiSrrFyRHNVW3WbhJQe67ymtjat4kMoE0e2W7/kz9RL+ueqO8LjQdfXTky+X17o4aRcQkMnG0dTkmYHLCcmdgRKkfBTld71OSpnkyY7Oi5hFxOvmEwW9L+m13DqKiUaOpcTxXkdPyflqezliPp/70uelSztM1wDaSPlLZz4rkUwCr2rr3zMzMzMxmdh4hZWbdFhF3lyePfVPSQmTNpM+ST967qI0n7LXrDmBHSX8A/gO8HhGX9FDfVf8Avko+UW8QcBOZKFq1LN8UuJ1MsrwNXCLpL+TImr3JkS4frvS3O7BvedLcY8ACpd14piTzLiMTeFeWQt9LkHW7HgU+2c3juKO8/lrS2eQUwEsi4g1JQ8iaVoMi4vo2+lpf0tzl90ZR888DZ0fEg21s/3OySPgISSeQ092+RSbkflxpdxSwPXCepFPKMTT2922aJL8i4nhJ/cpxvhoRv2kjnk9L2qX8vgDwBXKU2s3kdSUixkvah7wf7izn8HlgGbJQ/03kFL+eNIQsAH+TpBPJ++67ZGH/NSrt2r33zMzMzMxmak5Imdn0+gbwOLAHsC1Zc+cIsuhyTzmB/FK+J1knZwzQ4wmpiHhP0jZlH7uRx/MmeXx/JIu7ExEPSdoe+BVwNHnMJ5JJi1MqXTYSdDsBS5LFpm8jn1L4ROnrOkl7AT8hi3U/QT4JsD/dTEhFxH8k/YJM5HyJHA27HDlyan5yRFaz2kjNfK/y+9vkufgZmUBqJ5ZRpU7WEcDBJZZbgV0i4tZKu0Y9rUPJ8747mWS5ltYFw4mI35QRQo2k1J87CelrTHl64btk0e+jgMOqdaAi4kxJz5DX5UAygfY0+cTBU9s59q6IiDskbUbeT4eTUxl/SRbZX7XSrt17z8zMzMxspqaOy6SYmdn7iaTbgDERsUNfx2Kdk3QRsFpErNRZ216IZTXgvpEjRzJw4MC+Dse6Yfz48QwbNoxBgwbRr1+/vg7HusnXcdbnazjr8zWc9fka9rxRo0YxYMAAgAHtPgnbNaTMzD4gyvS2T5Ejb2wmI2me2vuVyKfnXd8nAZmZmZmZzUCesmdm9gFRCojP1WlD6yuPSxpKTotclnx64NvA7/oyKDMzMzOzGcEJKTMzs5nDlWR9q6WAicAtwE8j4pE+jcrMzMzMbAZwQsrMzGwmEBF79nUMZmZmZma9xQkpMzMza9vep9/O+Atf6OswrBuWmic4eA3Y5JgbGfuW+joc66bqdRx5yJf7OhwzM7Nuc1FzMzMzMzMzMzPrVU5Imb1PSRoiKdpsG5KGzOCQZgmS9ijnY62+jqUvSepfzsMebbQdKmn0jI9q1lDO2/F9HYeZmZmZ2czMCSmzWUirZImkBSXdJmmCpC/1VXwlltUlnS9pTInnaUn/lrRfH8bUT9LPJN0u6VVJE0t850jaoq/iqpL0U0nb9MJ+miZLyv5D0imS+uy/DZLml3SopPskvSHpRUl3SfqjpI/0YVxbSrpE0nOS3pb0kqQbJf1IUr++iqsS3+ZOKpuZmZnZrMQ1pMxmceXL8NXAJ4FtI+LKsupXwJG9HMvngGHA/4C/AWOBjwFrA98H/tSb8ZSYVgSuApYFLgROB14vcW0OXCppt4j4R2/HVvNT4Hzgot7esaSfAL8GTgO+ERHvSRoDzAO804txzAHcCKxaYvkTMD+wGrAzef2e6a14SkyzAX8H9gDuBU4AngQWANYhP2ebA1/ozbia2Bz4DjCkj+MwMzMzM2uLE1JmszBJC5DJljWA7SLiisa6iHgXeLeXQ/oZ8CrwmYh4pbpC0hK9HAuSPkQmMZYEPh8RN9WaHCppE2D23o5tZiHpQOAIMlH39Yh4DyAiApjQy+FsA6wJDI6IM2txzg3M2cvxAPyYTEYdA/yonJeGP0r6MLBbH8RlZmZmZjZL85Q9s1mUpPmBK4FPA1+JiMtq66epISVpLknHSHpe0muSLpb00SZ9LyDpWEmjy/S2cWXa3ac7CWsFYFQ9GQUQEeOa7GcXSXdIeqtMgTpb0seatBso6coy3e5NSTdIWreTWAB2AAYAhzdJRjXiurqayKuYS9Ifyrl6Q9KFkhZvEtu+kkaV8/SMpD9LWqjWZiVJ/5Q0tkxjfKoc64JlfQDzAbuXaXMhaWhZ191r0SlJPwR+B5wB7NlIRpV1TWtISdqmTKebUF63bdH3TuXaviZpvKR7JX2/k5BWKK/TXKuImBAR42v7WFU5PfSlEs/tkrZqEstC5Rw+Wc7ho5IO6mxqoqR5gYOAUcCBtWRUI65nI+K3LbZvnKuJ5R6ZZjqtpDUlXVHO0euSrpW0dq3NHJIOkfRIOc4XJY2QtHFZP5QcHdWYkhnVz343r4WZmZmZ2QzlEVJms6b5gCuAzwDbR8SlbW53MrALcCZwM7ARcFmTdicB2wPHA/cDiwLrAR8H7uyg/zHAOpIGRMR9HQUi6WfA4cC5Ja7Fgf2AGyWt2UhqSdqIPNY7gEOB94A9geskrR8Rt3Wwmy3L6xkdxdLCn4CXyz77A/uT52PHyjEMAQ4BrgFOBFYB9gE+I2ndiHhH0pzkKLa5Sp9jgaWBLwMLkSPKdi3n4Dbgr6X7x8prd69Fh0pC4vfkvbBHNRnVwTabAP8scRxcYjkVeKrWbmPgLOBaMqFDiXdd4I8d7GJMed1N0q+aJYAq+1iNTFw9TU5NfQP4KnCRpK9ExIWl3bzADeQ5/ws5nfRz5KiwD5PXtZX1yGt0dERM6qBdq223I6f4vQZ8D/inpGUi4sXKMQwHxpOJwXeAbwHXS/p8RNxa+hpCnu/GPdIPWItMRv+7HNdHgI3Je2my7l4L5YjGegJ2hWZtzczMzMy6wwkps1nTaeQX0B0i4uJ2NpD0KTIZdUJEfKcs/rOk/yPrT1VtAfwtIn5UWfa7NnZzNJk8ukvSbeSX7WuBYRExuRaRpGXJRM/PI+I3leUXAP8F9gV+I0lkQmYYsFkjQSHpL+SolV8Bm3QQz6rAKxHxdHWhpPnI+kgNb9dH3wAvAptU9jkb8D1JC0bEq2W01MFk/a7NGgkdSQ+SyaNdyGTNJ4DlyGt1fqX/wxq/RMQZkk4CHo+IevKsu9eiI18ma2qdBezWhWTLb4HngPUi4lUASTeQ52BMpd0WZJJl0y4mci4CHiLPzV6ShpH30KVNRtj9kUwufSYiJpZYTgBGlDgvLO1+SCZS1oyIR8qyv0h6BjhQ0u8j4skW8axaXqdKrkqaHVi41vbFWgLt48AnIuKxss0w4G7ga+T9AXn/zkGez8dLu9PLOfgd8PnSbgvg8oj4ZrMgI+IWSQ8DG7e4f7pzLfYlk61mZmZmZjOEp+yZzZqWJOv7tPoi3czm5fW42vJjm7R9BRioLj7VLCL+TRZ6vhj4FFl/5yrg6dpUqu3Ivz/nSlqs8UOOHnoEGFTarQGsRI7iWbTSbj4y0bVBJ9Ou+pEFzOt+DTxf+TmzSZu/1hIMw8laU8uW918kaxodWxtd9DcyAdB4et+r5XXTMlqnq16hG9eiE0uW1yfaTVIoayWtAZzWSEbB5Gt+f635K+Q12rgrQUXEW8BA4KiyaA+yoPizkv4kaa4SyyLk6L5zgQUq98Wi5P22kqSlSx87kNfu5dq9dg15PTfoIKTG0/Pq99DqTH3/PF/2XXVNIxlVju0e8r5YvhzD7GQy9aJGMqq0e5a8H9fTlKf3vQKsJmmlDmJt5RW6cS3IkV0Daj9bd2P/ZmZmZmZNOSFlNmv6FvA2cKWkVdrcZllyuttjteUPNWn7Y/IL6JOSblPWo1q+nZ1ExH8iYjtyBMlnyalRCwDnS/pEabYSIDL5VP9i/3FgiUo7yBFh9XbfIKfBLdhBOK+RT2mrO4H8gr4xOeKnmf/V3r9cXhsjYxqJqanOX0S8DTzeWB8RTwB/KPG+IOkqSd9RqR/Vhm5fiw6cBlwC/FTSD9rcpnG8jzRZV7+HTgAeBq5Q1ss6pVn9pGYi4tWI+HFE9CenSu5V+v8u8IvSbEXy/jmcae+LQ0ub6j30pSbtrqm1a+a18lq/hx5lyv3T6umM9fsH8h5q3D+LA/PS/PP3APnf50Y9tV+SUwcfLvWfjpJUH9XYSreuRUSMi4hR1R+m/dthZmZmZtZtnrJnNmu6nxzxdC3w71KvqCujpToUEedKGg5sS47iOBA4SNJUT/LrpI+3gf8A/ynTiU4lR6scSn7ZDmAzoNkIncaIlEbS/EDgrha7ajYCquFBYA1JS1en7UXEw+SXdCS1epJcq5FD6mB/TUXEj0rh6a3J83kccLCktSPiqU62ne5r0cS7ZL2lK4HfS3olIk7tZl/TiIhxktYANiWv8WbAnpJOj4jdu9DPGOAUSReSSb7BwM+Zcl8cTY6IaubR8jobWWep1TTHhzsI4cHyOgD4VyWu1ykJLUnrtdi2J++fGyWtwJT75xvADyR9OyJO7mTbHrkWZmZmZmY9zQkps1lURNwmaRuyKPm/S4Hv5zvYZAz55XwFph6V0XSEVZk6dAJwQilwfCfwM7JGVFfdXl4/XF4fI7+YP1GSQ600RmSMj4hrOmjXyqXATmQiY3rrLtU1aiatQiZLAChFzJdjyggcACLiXuBe4FeSPkcW5P42mWCBTNA11cPXotHnhDKNchjwt5KUurCDTRrH22za2DT3UElIXgJcUqZVngB8S9LhEfFovX0nsb4s6TEyMQRTzvc7bdwXjwHzd/P+GU5OudxJ0hHtFH7vgueBN2n++VuVHM04OckcES+RSd1TlU/YvJEsdt5ISHV0//TYtTAzMzMz6ymesmc2C4uIa8kiySuS0/f6ddC8kbz4Xm35/tU3kmavTycrBaWfIafItSRpUClEXteoX9VIhF1AjiA5pN5eqVGP5w4yoXBA+RJe31/9KWB155KjyX4hae1WYXfSRyvXkNMmv1c7hr3IaYSXlRj7Saon/+8lEw7V8/kGOS1rSmDTcS3aUQq5f4kcTXSWpC900PZZcpTa7tWYlE9x+0S1beX6NbZ9D7invG0Zt6RPlfpO9eXLln08VPobB1xPJlU+3KR99b44l3zy46ZN2i3U5NpU436TTGQOAI5scW936/4ptbuuBraW1L8S05LAzsCIRqH9JufzdfKa1e8fJC00VXDdvBZmZmZmZjOaR0iZzeIi4kJJewOnABdL+lJETDMNLSLuknQWsG9JKNwMfIFMZlUtADwl6XzyqWCvkwW8PwP8iI79CZi3TLF6kCz6/TlgR2A0OcKDiHhM0s/J+lL9JV1E1utZjpya9lfg6Ih4T9I3yGTaKEmnAk8DS5OFz8cDW3Zwbt6RtC05rWuE8il+w8kv70sDWwHLUJJHXRERz0s6gnwS2ZWSLiZHu+xLTlVsPO1sI+B4SeeR08M+BOxKJuT+WenyDuCLkn5IJpyeIBMwnV4LSRuSI50OjYgh3TiOjckRWxdJ+kJE3Nai+cHkuRoh6RRgEWA/8omH1YThycrC49cBT5H1p/YjE1oPdBDOxsCh5VyOJI93eeDrZPKkemzfIZ+od6+kv5GjppYki+p/lCyqD1kgfSvg0jJt8g6yyPfqwPZknaoXOojpSLKu2YHAJpL+WY5pYeDT5DTUceRDBrrq5+WYRyifEPguWR9uLrJ2WMP9kq4vsb8ErFViP77S5o7yepykq4BJEXE23b8WZmZmZmYzlBNSZu8DEXFq+dJ5NHBeScI083VyqtBgYBvyS+oWTP20vjfJKT2bMOVpeI8C+0bEiZ2EcgD5BX1z4JtkQup/pb9fRcQrlZiPLLWlfsCUx8s/SY4aubjS7npJ65AFrb9LJj7GArcCf+kkHiLi4VJD53tksmuzEtdzpY9DI+LSzvpp0fcQSc+XuI4hkwV/BX4aEe+UZneTCbEtySTYm2XZZhExstLdD8u2vwLmIQuPf5P2rkUjGfRsN4/jSUmbkMm6KyRtQBlxU2t3paQdSoxHkKPX9iRrG21YaXpGiX1fctTXWOAcYEgn097+SSZENyETeYuQhcBvA34fEcMqsdwvaS3y3tmDfMrdOOC/wGGVdm9K+jzwU/Le3I1MZD5ctp38xMAW5+Y9YNeSiNqbTOYsTCbL7iOnTv6tjFrqkogYJWl98lweTF7fW4FdIuLWStPjyKTaJmSyagyZzDqq0uYCMiG8E7ALOXLrbLp/LczMzMzMZihN/VRzMzOb1Uj6HWXqZkRM7Ot47P1J0mrAfSNHjmTgwIF9HY51w/jx4xk2bBiDBg2iX7+OZnjbzMzXcdbnazjr8zWc9fka9rxRo0YxYMAAgAHlCc2dcg0pM7NZ3yDgcCejzMzMzMxsVuEpe2Zms7iI+Exfx2BmZmZmZtYVHiFlZmZmZmZmZma9yiOkzMzMrG17n3474y/s6MGENrNaap7g4DVgk2NuZOxb6utwrJuq13HkIV/u63DMzMy6zSOkzMzMzMzMzMysVzkhZWZm71uSPiPpZklvSApJa/R1TGZmZmZm5oSUmdk0JO1RkheNn3clPS1pqKSlm7S/XtJ95fchtW1b/Vxf37ZJv4uVtkNarN+3rL+1g2MJScd3cryzSdpN0q2SXpL0mqSHJZ0uae2Otu2gz6G1431d0uOSzpf0FUkz/L8/kuYAzgMWAX4A7AqMadF2wxLn9i3WD5X0+gwL1szMzMzsA8Y1pMzMWvsl8AQwN7A2sAewnqQBETGhxTYXAI9W3s8PnAhcWNY1PNcD8Q0GRgOflbRiRDzaSftWjgO+A/wL+D/gXWAVYDPgcWBkN/udCHyj/D4PsCywJXA+cL2krSNifDf7bscKZZ97R8TJM3A/ZmZmZmbWRU5ImZm1dkVE3F5+P1nSC8BBwFbAuc02iIh7gHsa7yUtRiak7omIM3oqMEnLAZ8DtgP+QianDu1GP0sC+wJ/i4hv1tbtDyw+HWG+2+SYfy7pJ8ARwN+AHaej/84sUV5fmYH7MDMzMzOzbvCUPTOz9g0vryv0aRRpMPAycBk54mhwN/tZDhBwU31FpHHdjrCFiDgSuBrYQdLK1XWSNpM0vNR8ek3SZZJWq7X5ZJlC97ikCZLGSjpF0qKVNkOBG8rb86rTJHuKpK1LfM9ImijpMUm/kDR7pc3xZbrivE22P6vEPnu7/ZV210u6T9InJA2T9GaZUvrjWrs5JR0m6Q5Jr5ZzOlzSoJ48D2ZmZmZm3eGElJlZ+/qX15f7MohiMHBBRLwNnAWsJOkz3einUVNph2ZJkxnoH2QibOPGAkm7kgm218mRaIcDnwBGSOpf2XZjYHngVGA/4GxgJ+BySY1n2f8F+E35/TiyftSv24hrgVK7a6ofYK4mbfcosf4B+D5wB3AYcGSlzTnAfMAW1Q3Lud4SOD8iJnWhv4aFgSuBu4EfAQ8Cv5W0WaVNP3LK5PXk+RxCjni7Sp0Ud5e0hKTVqj/MHIlYMzMzM3uf8JQ9M7PWFizJiLmBgcAhZF2kS/syKEn/D1iVTMYAjACeIpNU/+lKXxHxrKTTgd2Ap8ooopuAyyLiwR4LelqNQu4rAEian0wcnVydOijpNOAh4KdAY/kJEfH7ameSRpKJufWA4RFxi6S5ynbDI+L8NuM6pYN1b9Te7xwRb1XenyTpJGBfST+PiInktXmanJp4XqXtFmSi6pwu9tfwEWC3iPgHgKS/k8nFvYArSpuXgf4laUlp9zcyebVfadvKvuT9bmZmZmY2Q3iElJlZa9cAzwNPktPi3gC2ioin+jSqTDw9BwyDnFpHJjZ2qk/vatOewHfJAu7bAkcDD0i6Vk2eKthDGk+sW6C8bgwsBJxVG5k0CbgVmDzNrJq0kTR3adcovP7p6YzrsBJL/efqesNaHAuUOIYD85IJw8a1OQ/YvCTdGnYkE1UjutJfxevAGZVt3wZuI0eONZZNaiSjlE9SXIT8h6jb6fw8nQAMqP1s3ck2ZmZmZmZt8wgpM7PWvgM8DCwIfB3YgBwh1dui8UtJOO1EJqOWmzJDjVvJqVtfoEnypMPOI94D/gz8udRhWhf4NvmUvbOB9acz/mYayZnXyutK5fW6Fu0nP42vJFYOIc/DErV2C05nXPdGxDX1hZJ2abJsNeBXwEbk9LhWcZwD7E8Wwz+zJKY2B/5SElZd7Q/gqeq2xcvAJ2sx7k7eF6sCc1RWPVE/nqpSO2yq+mGVe83MzMzMbLo5IWVm1tptjafsSbqIHM1ypqRVIuL1Drds3wRgnhbr5q20adgI+DCZjNmpyTaD6WJCqioiXgQuBi4u0/c+L2nZiBjT8ZZdNqC8PlpeGyN2dwXGNmn/buX3c8knDB4F3EWOFpqNrKnUKyN/JS1EFk0fD/wSeIy8Tp8GfluNIyJGShoNfBU4k6wdNQ+V6Xpd6a+YRHOTs0YliTYUuIg8V+PKdgfjelBmZmZm1seckDIza0NETJJ0MDky6bs0LzTdHWOAjSTNU6sfBLBKpU3DYDKx8J0mfW0HbCvp20366o7bgc+TCbCeTkjtSo78+nd5/1h5HddshFKDpIXJUWCHRMRhleUrtdpmBtkQWBTYLiJurMSxXIv25wLfl9SPnK43OiJGVtZ3tb92bA88XvqsjsQ6dDr6NDMzMzPrEa4hZWbWpoi4nqzTs7+kuXuo28vJqVTfqi6UNBuwD/A2cG1ZNg+ZdLo0Is6v/wDHkzWZtmp355KWkvSJJsvnJBM/7zFlFFOPkPQTYBPgnIh4pCy+ihwd9FNJczTZZvHya2NkUH3+2P49GWMbpomjnLN9W7Q/h3xS3+7Al8gE1fT0190YBwLrTEefZmZmZmY9wiOkzMy65iiySPUewEk90N8l5BS7YyR9FriZnKq3FVnL6ecR8XxpuxWZcLq4RV8jySLsg5n66W1rSfp5k/bXk9PCbpN0HZn4GkvWZfoa8Cng2Ih4obFBmXpGRPRv49g+VKm9NDewbDmGT5IjzSY/TS8ixkvaB/gHcKeks8uxLEM+ke4m4Lul3Y3Aj0vi6mkyuTU9I4m642ayZtNpko4jR3vtyrSJMgAi4k5JjwK/JhNT59SadKm/Nl1KJjAvlHQZeY6+DdzPlBpeZmZmZmZ9wgkpM7OuuYCcXnaApL9FRKtaPm2JiPckbQX8hKwJtR1ZL+leYJeI+L9K88FkAunf03Q0pa/LgMGSFi31oAAGlp+6XwB/JEcXbU6Oxlmy7OM+YG/g77Vt5qP9EVNzkQkmgDfJqYZ3kE+yu7AUU6/Gf6akZ8hzcWDZ/mnySXOnVpruDPyJnLYoMqG3GfBMm3FNt4h4UdKXgd+ThchfJp96dy052quZc4CfAY9GxJ090F9nhgJLkaPvNiUTUbsAO5BTBM3MzMzM+owTUmZmNRExlPwy32zde8CKtWUbdtDXC3QyyiUiJgKHlp+O2nU6FS8i9gT2rLxvZ4TNceWnQ2Vq32Lk6LDO4tijnXZNtrueHLnVUZunycRdnWrtrq8v62S/Lds2O56IuJnm099ajZL6OdBspFqX+mt1v5UYq+8DOKL8VF3WKgYzMzMzs97ihJSZmbVrEHBLRDih8QH2t93WYuDAZgPubGY3fvx4hg0bxtU/2IB+/fr1dTjWTdXraGZmNitzUXMzM2tLRPw5Ij7X13GYmZmZmdmszwkpMzMzMzMzMzPrVU5ImZmZmZmZmZlZr3INKTMzM2vb3qffzvgLX+jrMKwblponOHgN2OSYGxn7Vlv1/q2XjT5yi74OwczMrNd4hJSZmZmZmZmZmfUqJ6TMbKYjaUNJIWnDLrTdfsZH9sEhaYik6Os4zMzMzMzs/ckJKTPrUZK+WhJE2zZZd3dZN6jJuv9JurmDfneWtH8PhztdJM1bEjcbttH2s+XYf9Bk3b/Kuj2brLtR0tM9E/GsS9Kqkn4n6S5Jr0l6VtJlktZq0nYVScdIulnShHJu+3dhX7NJ2k3SrZJeKvt7WNLpktbu0QMzMzMzM/uAckLKzHraiPK6XnWhpH7AAOBdYN3auo8BH6tseyMwT3lt2BnYv+fDnS7zAocAG7bR9k7gTWrnpfgczc/LnMBngJumK8ru+RV5DWYW3wD2Bm4HfgT8AVgFGCnpi7W26wDfAxYAHujGvo4DTgOeBYYABwFXAGsDX+pGf2ZmZmZmVuOi5mbWoyLiGUlPMG3iZR1AwHlN1jXejyh9vAdMmJFx9raIeFfSrUybdFoFWAw4k2nPy/8D5mZKoq7bJM0bEW+22z4i3iWTZDOLs4AhEfF6Y4GkU8iE0xDgmkrbi4GFIuI1SQcAa7S7E0lLAvsCf4uIb9bW7Q8s3s34zczMzMyswiOkzGxGGAGsKak6wmZdYBRlpImk2WrrgjISqF5DStL1wBbAsmV5SBpd2+dskn4m6akyTetaSSvWA5O0g6Q7JL0l6QVJZ0hautbm+rLP+rZDG/stU8CeL6sOqcQ1pJPzsmQtrnWB8cBfgVUkLVZb19gOSVuXaWrPSJoo6TFJv5A0e5P475P0/8qUvzeB30jqX2I8QNI3y/YTJf1H0mdqfUxTQ6pse7ykbUr/EyWNkjTNqKFyDW8v1+IxSd+anrpUEXFHNRlVlr0IDAc+Xlv+UkS81p39AMuRidNpRqVFGtd4L2kRSUdLulfS65LGS7pC0qcqbZaU9K6kQ+r9lamFIem77fZX2XZZSRdLekPSuDJFcVM1qb0maaCkKyW9KulNSTdIWrfep5mZmZlZb/IIKTObEUYAuwIDgevLsnWBm8vPguT0vXsq6x4sCYZmfl22+SjQqMH0eq3NT4D3gKNL2x8D/1diAEDSHsCpwH+Ag4Elge8D60paMyJe6cIxPg/sA5wIXAhcUJbf03KLqaczPlp+XxcYCdwKvENO37u4su414O7yfg/yuP9QXjcCDgP6AQfW9rUomfw7GzgDeK6ybmdyOttfyETgj4ELJC0fEe90eNQZ+3bACSW27wH/lLRM4/pJWhO4kpzydggwO/BLpiTwetJSwAs92N+Y8rqDpPM6GVW2PLANOervCfJ++hZwg6RPRMQzEfGcpBuArwKH1rbfEZhUtm+rPwBJ8wHXAR8G/giMJa9ps9psG5H3wR1l/+8BewLXSVo/Im5rdmCSlmDa0WArdHAuzMzMzMy6xAkpM5sRqomX6yV9iEwMnRYRj0l6rqy7R9ICwOrAKa06i4h/Kwt7LxwRZ7RoNjewRkS8DSDpZeCPkgZExH2S5gB+C9wHbBARE0q7EcClZKJrmlEsHcT0hqTzyYTUPR3EVXULmYBYDxhalq0LnBkREyT9t6yrJqRGRsSk8n7niHir0t9Jkk4C9pX084iYWFm3FPDtiPhLY4GmFPZeBlgpIl4uyx8C/gVsSp6Ljnwc+EREPFa2HUYmzL4GHF/aHFqOc91KEuVculfPqSVJ65NTQX/VU31GxLOSTgd2A54qI+VuAi6LiAdrze8FVi5TTBsx/QN4ENgLOLwsPgf4S+NerGy/I3BDRDzXxf6+RUleRcS/Sru/AP+tBidJwEnAMGCziIhK21HkedukxanYly58HszMzMzMuspT9sxsRngAeJEpNZE+BcxHjo6ivDamDK1DjqCZ3jpJpzaSUcXw8rp8eV0LWAI4oZGMAoiIy8gv/FtM5/47VaaR3UM5L2V63ipMOS83Uc6LpJXJESojKttPTkZJWqBsP5wsrr5qbXcTydFgzZzTSEYV9XPVkWsayagS0z3klMPlS1yzA18ELmoko0q7R8mROj2ijOA5kxxJ9Lue6rfYE/hu6XtbctTdA8ppoJOnd0bExEbySNLskhYlR649BHy60t8FZD2uHSvxDwA+QSarutrfl4CnmZK4pNzTf6sdxxrASuR5WlTSYuWemQ+4FthAU0+drTqBHMVY/dm6RVszMzMzsy5zQsrMelwZiXEzU2pFrQuMK0kJmDohNVWdpOnwv9r7RsJl4fK6bHl9qMm2D1bWz2gjmFIr6nPkSKKRZd3NwP+TNBdNzouk1SRdKOlVMgn0PDkdD3KaYtXTtQRd1VTnqpKcWrhJ2w63LV6ubLsE+XS+R5u0a7asy8qUtUvJaYdb12tLTa+IeC8i/hwR/48sOL81mUzbiJwC2YhjNkk/kPQImQB8gbwmn6RyPSLiBTIB9NXKbnYkk1QXdLU/8l59rDHiqaJ+flcqr6eVfqo/3wDmYtr7phHzuIgYVf0BHmvW1szMzMysO5yQMrMZZQT5ZXd1ptSPariZLFC+NDla6JmIeHw69zepxXJ1o69Whbdnb7G8KxoJpnXLz72VhMrNZJLgM+R5eZeSrJK0EHADOdrsl8CWwMbAQWXb+t/zt2htes5VT57nLpM0J5nE+SSZjLqvk02mS0S8GBEXR8Tm5PlfT1IjeflTsp7XjcAu5JTHjcnpcPXrcTawsqQ1yvuvAteWZFVDV/prR2ObA0s/zX56NJlnZmZmZtYu15AysxmlWkdqXeDYyro7yBEgG5K1pS5vo79uPZ2tolGsehWyIHTVKpX1kCN+mk1fq4+i6k5M1fOyDpWnuUXEM5LGMCVZ9d9KUe0NyULl20XEjY1tJC3XjRhmpHHABGCaJxy2WNa2MtrudOALwFcj4obp6a8bbgc+TxYTHwNsDwyLiL1qcS7EtIXWLyKLyO+YpZ1YGTii1qbd/sYAn5Ck2iip+vltjGgaHxHXdHJsZmZmZma9yiOkzGxGuZ1MTAwGlqYyQqoU374T+A5Zz6ad6Xpv0GJ6URfiGQd8u0yJA0DSZmSh7ssqbR8DVpW0eKXdp5gyja6hkSxaqN0gSl2lJ8ikylpMPXKM8n4bMklWPS+NkUmTRyKV0UL7trvv3lAKsF8DbCPpI43lklYENpvO7v9ETnXbNyIu6Kxxd0haStInmiyfk7xm7zFlatwkaiPDJO1A3u9TKU9wvIocGbUT8DaZpKpqt7+ryrKtKu3mBvautbuDvJcPkDR/k2OqP0XPzMzMzKzXeISUmc0QEfG2pP8A65Ojoe6oNbkZ+FH5vZ2E1B3k6JI/AP8BXo+IS7oQzzuSDiILfd8g6SxgSeD7wGjgmErzU4AfAldJ+jtZF+nb5NSpfpU+35J0f4nrYeAl4L42ppGNAHYtv99UW3cz+cS6Rrvq8peB0yQdR47O2pVemirXRUPIp7fdJOlEcqrjd8knHK5RbShpCPk0t0ERcX2rDiXtTybfbgHelLRLrcmFEfFGabsgsF9Z3kgiflfSK8ArEXE8rX0UuE3SdWTdp7Hk9f8aOV3y2Mo0u0uBX0o6lbw+q5MJ2FbTT88ha37tC1xVklRV7fb3F/J8niXpj8CzpV2jWH9A1sKS9A2y/tWo0u/TZDJrEFmHbMsOzoWZmZmZ2QzjhJSZzUgjyITUHWVUVNVNZELqNeDuNvo6gUxm7An8gJy21HZCCiAihkp6E/gJ8Fty1NWFwEHV5EBEPCBpN+AwsqbP/WTyZ2dy6lzVN8iRO8cAcwKHkomXjjQSUk9HxJjauptq7RoxvSjpy8DvgV+RyakzyKTJVZ3sr1dFxB1l5NnRwOHAk2Tdq48z7dMA5ycTKGM76XaN8rpO+albjryekAXWD6+tbyQ/xwAdJaQeAvYHNicTR0uSiZ77yBFIf6+0/Q05wm9ncuTWneTTGo9s0ffFZG2vBag8Xa+r/UXE65I2Iu+775N1oE4nk1j/ZEpiioi4XtI6wC/IJNb85Lm+lUxsmZmZmZn1CU37kB4zM7OeJ+kiYLWIWKmy7DZgTETs0GeBvU+UUWTHAB+NiKdnQP+rAfeNHDmSgQMH9nT31gvGjx/PsGHDGDRoEP369et8A5sp+TrO+nwNZ32+hrM+X8OeN2rUKAYMGAAwoDyhuVOuIWVmZj1O0jy19yuRo46uryzrx5SnBloXNDm/cwPfAh6ZEckoMzMzM7Oe5il7ZmY2IzwuaShZ/2hZYB+ykPfvGg0iYjwwV9OtrTMXSPofcBdZ7H8Xcjrk4L4MyszMzMysXU5ImZnZjHAlWQh8KbKo/S3ATyPikT6N6v3jKrJ+2WCyaPz9wE4R0aw2lZmZmZnZTMcJKTMz63ERsWdfx/B+FhHHAsf2cRhmZmZmZt3mhJSZmZm1be/Tb2f8hS/0dRjWDUvNExy8BmxyzI2MfUt9HY51k6/jrM/XsO+MPnKLvg7BzCpc1NzMzMzMzMzMzHqVE1I205HUX1JI2qMb2+5Rtu3f85H1rWbnRdIQSdGHYbVlOq9pY9sDZkBo7yuShkoa3c1tR5ci5O87zc5LuaeG9E1E7ZvOazpU0us9HJKZmZmZWY9wQup9RNK+5UvWrX0dS5WkzWeFL37NSNqwnNPqz0uSRkry06yYfI4ukDRW0tuSxkm6RNJ2fR1bOyTNLumZcm036+t4GiTNWxKOG/Z1LN0h6fra5+ZtSU9I+qukj/V1fH1NUj9Jh0i6W9Lrkt6SdJ+k30r6SF/HZ2ZmZmY2o7mG1PvLYGA08FlJK0bEo30cT8PmwHeAIX0cx/Q4DvhP+X1RYEfgDEkLRcSf+y4sfgUc2Vc7l3Qo8EvgEeAvwBjy/GwO/FPS4Ig4s6/ia9NGwIfJz85g4Io+jWaKeYFDyu/X92Ec0+Mp4ODy+5zAJ4BvA5tK+nhEvNlnkcE8wLt9sWNJywPXAMsA5wF/Bd4GPgnsBWwLrNwXsZmZmZmZ9RYnpN4nJC0HfA7YjkwMDAYO7dOg3l+GR8T5jTeSTgQeB3YG+iwhFRHv0ndfqrcnk1HnAztHxDuV1UdJ2hSYoy9i66JdgDuB04DfSJovIt7o45jeL16NiDOqCyQ9ARwPrAv8u0+iAiJiQl/sV9KHgAuAJYENI2JEbf3PgIP6IjYzMzMzs97kKXvvH4OBl4HLyATB5OlkkuYo08xOrW9Upo1MkHR0eT+npMMk3SHpVUlvSBouaVBtu8l1fSR9U9JjkiZK+o+kz1TaDSVHRzVqtkS15pGkhUqdk1clvSLpNGChJnF+srR7vMQ7VtIpkhZt5+RI2qwcxxuSXpN0maTV2tm2mYh4mzzfUyWDJH1I0i8q52O0pN9ImqvS5g+SXpSkyrI/lXPzvcqyJcuyfTo4rmlqSJVtjpe0TZkCNFHSKElfarL9hpJuL+f0MUnfatZnC4cDLwFfryWjGufoqoi4tIPYr5d0fZPlLWvmSPqBpDFletMNkga0EWdLkuYhR6OcDZxLjprZurL+gHI+l22y7RFlGtrC5f36ks6T9L9yzp+UdEzZR/34Xpe0tKSLyu/PSzpa0uylTX/g+bLJIZXPzpBKP43rO6G8btviGA+QdHO5594qn+3t2zw/C0k6thzLREmPSjpI0vT8t2Nsea1/dtaUdIWk8eWcXCtp7Vosk2qfkcUkvdfk83SipLF0oMn5HFKWrViu0SvKv0unSpq3tu08ko6T9EL5e3JxuZ7t1KX6CvAp4Nf1ZBRARIyPiJ91EHdjGvGGteUt67RJWl7SVcq/f89I+mX1fJmZmZmZ9QUnpN4/BgMXlETJWcBKKomhkiy4ENhG0py17bYB5iK/kAP0A75BThE6iJxmtzhwlaQ1mux3Z+BAclTWz4H+wAWSGiNj/sKUURC7Vn4oX4j+Vd6fUbb/KDlSpW5jYHngVGC/Eu9OwOWdfbGStCuZqHu9HNPh5NShEWq/+PkC5cvvYpJWLl86BzSJ9WTgMHLEzQ+AG8gpS2dX2gwHFgGqCbH1gffKa3UZwI1txli1HnBC2e+PgbnJKXSTE3iS1gSuJKfYHQL8nRzxtE1nnUtaCVgVuCgiXutGfN2xG/A9ckTaEeT5v07SktPR51bA/MDZETGWvO+rtcHOBQL4apNtvwpcHREvl/c7kNPsTiTv0avK6+lNtp29rH8ROIC8T34EfLOsfx5oJCIvZMrn5gIASZsA/yyxHQxcRH421mqyr+8D/yWv7U/JRNB5kjp87nFJwtxAjiA7nTz3N5Hn/g8dbVs9zsrn5sOSNiJHbj5a+mrsazXyc/Ep4HfkZ3Q54HpJAwEi4hXgPmCDSv/rlXOwCPmZbli/9Ncd5wILkOf1XGAPpkydbBhKXtvLyb8pb5F/Y9qxVXn9Rzfj66rZyc/5c+TfgjvIa9DhCFpJS0harfoDrDDDozUzMzOzDwxP2XsfkPT/yOTAfmXRCLJ2y2Cm1D06B/g6sAlQHbWyI/B4RNxe3r8M9C+JrUb/fwMeLP3vVdv9MsBKjS/lkh4ik0ybApdGxC2SHgY2rk/dIb+YbQD8OCKOKtufCAxrcpgnRMTva8c9kky+rUeLL5+S5ifrP50cEd+sLD8NeIj8gv7NZtvWnFJ7/x7ws4iYvFzSp4Ddy772bsQtaRxwgKRBETGMvD6QX5rvk7QgsDqZYKh+2V6fHIF0fxvx1X0c+EREPFZiGwbcDXyNnC4F+YV0ErBuRDxT2p0LPNBm/wD3diO27lqRvNeeBpB0JXArmRD4YTf73AW4OSKeLO/PJq/Z4hHxfET8r9xnOwJHNTYqyd7lmbou2kER8Vbl/V8lPUpOA1wmIv5XWTc3cE5EHF7enyTpTvLzdWJEvCHpfDK5dU+Tz85vyQTDehHxaonpBuBqso5X1crVuCQdTyZMf0jHSZQfkgmINSPikbLsL5KeAQ6U9PvKeWtlVaaM9Gp4ANik+jeGrIU2Rzmex0ucp5Of0d8Bny/thgPV0V3rk5+nVcvvoyQ1klN/7SS2Vv4bEZP/zpUk7l6UaXSSPk0mI4+NiB+UZicoR6B+qo3+P05OZezs3PWUuYErI+J7AJJOAC4BDpJ0XES80GK7fZk2EWdmZmZm1mM8Qur9YTD55XQYQEQEmYDaSWUKEHAd8AL5xRoA5VSjjUtbyraTGl8UJc1Wvtx9CLgd+HSTfZ9TGSECUxJDy7cR9+bkaI0Tq/sH/lRvWPtCPbekxYCRZVGzuBo2JqcAnlUZqbEYmYi5FRjUwbZVh5W+NibP4VnAryV9v3Y8MO3okUYibYtyLM+TCb5G8mndEs9RwJJl9BGUL9vlenbVNY1kVNnnPcB4ynUp98UXyRFOz1TaPUp7Rb37ldfeGh0FGevTjTcRcRt5DTdvvUlrJdGwKXktGxqjjqojos4B/p+k6uiQHYGJZPK1EU/1Hp2v3Gc3AwLWbBLCSbX3w2njcyPpw8AawGmNZFTZ/79pkrysxbUwsGDZV0efG8gRX8OBl2ufnWvIUTcbdLh1Gs2Uz81mwP5l/1dIWrzENDuZKL+okYwqcT8LnAmsJ6lxvw0nPyOrlPfrkyMIhzNlROF65Dnv7gipZtdl0UoMjamvJ9TaTfN3q4V+9O7nBqYkoRv/fTieLDL/xQ62OYEchVj92bqD9mZmZmZmXeKE1CyufJnbiUxGLVfqn6xIflFfEvgCTC5+/U9ga02pZ7QdOSrhnFqfu0u6B5hATil6nkymLNgkhOqoDyrJqYXbCH9Z4NmIeL22/KEmx7mIpD9Keo6cHvM88ERZ3SyuhkZy57qyTfVnE2CJNuIEuDcirik/50bELuRIsyMbX6zL8bxHTkearEwFe6Wsb6h+gV6fTPjdTo6IWr98+f0U3f9S/b8my15mynVZgqyX1OxJjO08nXF8eV2g66F12yNNlj1MThPtjh3J+/+/lc/NIuRnpzpt7zzyuu4Ik6ea7gBcERGN84CkZZS1h14ip4c+T055g2nv0QklMVlVvT4dadxHzc5Hs8/OlyWNlDSBvL8a0wE7+txAfna+xLSfm2vK+nY+O29UPjdXRsQfyZGRqwA/KW0WJ6c6ThM7OZpqNuBj5X3j87C+pPnIRN9wMilV/TyNJ0cEdkf9s1P/m9b4nD9Ra9fuU03H07ufm/fIBzBUPVxe+7faKCLGRcSo6g/wWKv2ZmZmZmZd5Sl7s77GI+t3Kj91g8lpPJDTkb5FjlS4iBwF8mBETP7iJmkXsj7KReSInXHk6J2DaV4/ZFKLuHq6YO655FMEjwLuIr/wz0bWRukosdpYtytTiilXTc8T6q4Fvgx8lqmnPrUzomkEsLfy8e/rk0/xC0kjyvtnyNi7m5Ca0dflwfK6+nT0ETSPZ/Ymy2aERtLppmYrJS0fEY9HxDOShpOfl98Aa5NTVQ+qtJ2drJW2CDmd7kHgDWBp8vNUv0dbXZ8eJWl94GIyYbMv8CzwDrAnWf+tI7ORx/S7FusfbrG8QxFxh6RXaW+EVX3bZ5RP6duAHH0l4BYyUfZHZfH59clpmO91Jz5657OzpqSPdXPaXqu/L731uTEzMzMz6xFOSM36BpNJo+80WbcdsK2kb5dpOzeSX0h3LImPjYBf17bZnvzX9O2qU8UkdVgAtxOtvkCNAb4gaf7aKKlVqo3KNKMvAIdExGGV5SvRuca/6I+LiGs6bNl1jc/P/OV1DPklfiUqdZhK0e2FmLq2TyPRtDHwGeDI8v5GcvTKM2RC444ejrlhHDkCbsUm65otm0pEPFzqhW0t6ftNRrm142WaT1Gb5ol2RbPrvTKZmOgSScuRCc7jmTKKqWE2suD0zmRtI8hRhCeUqWI7Am+SdXgaVi+x7B4Rk4uYS9q4q7FVdPS5gebnY5Xa+6+Q13nTiJhYiWvPNvb/GDD/DPjcQCZPGp+b58nzWY8dsjbUe0A1cTOcTEg9AdwVEa9Juht4lRzR9WlmbO2jxud8OaYepdbp56a4hKzltgtZIL6rGiO2Fqotb/W5mY38nFUTiCuX19Hd2L+ZmZmZWY/wlL1ZmPJx8tuRxcPPr/+QX7YXoDzVqYwYOB/Ykhwx9CFq0/WYMjqg+gj1gcA60xHqG6WfhWrLLy8xNJ4m1hhpsl+t3TQxFfu3se+ryCkyP9WUJ/9NVplu1x1fLq+NEWaXt4irUXB78iiqiHgCeJp8Et8cTBmlM5wcibY9MLJMtexxpVbXNeSTFz/SWF6mrW3WZjeHkE/oO1nSNMltSZtI+vK0m032GLBq9RqUwvDrtmi/jaSlK20/CwykvZpXdY3RUb9r8tk5l0xSVaft/ZO8D79GTte7NCLeqKxv9rkR+YS77nqzvC5UXVhqK90F7F4K4jf2tzFTP2muEVdQGT2jfLLkNm3s/1xgHUmb1ldIWqjZNW+HpEFkMupumHwvXk0mN/tX2i1JJgVHVKdGkp+R/mRicHjp4z2yXtcPyc9Td0cWtuOq8rpvbXn971Yr55MPA/iZpGn+rkpaQFL9HwqqxpDXtT7CrB5P1Xcr/au8f4cc5WlmZmZm1ic8QmrWthWZcLq4xfqR5OiDwUxJPJ1DfnE6lKyLVH+i2qVkkutCSZeRowC+TRZLnp/uaYzyOU7SVcCkiDibHClwE1mHqX/Zx3bUattExHhJNwI/Lkmlp8n6T8t1tuOy7T7kiJc7JZ1NnpNlyLpYN1H5staB9SXNXX5fhDz3nwfOjogHy77uVj6975sl+XYDOZ1vd7Jgc/3pgcPJaZb3Vmpv3Ukm8FYmCzrPSEPI83iT8umGs5Pn4j6yaHaHIuIcSasDPyOnIJ1FfllelByp8gU6nhZ2CplAuErS38maRN8GRjGlaHrVo8CIEutcZOLvRSpTysp99ARZ8HuPDvY9mBxd02rK1MXAnyR9OiLujIhxyicV/pD8zNUTuQ+SCbajS9JsPDk6qZ2aUE1FxFuS7idHND5M1n+6LyLuI6fQXkaej1PIe3I/8txVP6eXlZivlHQmeY6/Q57LT3YSwlHkfX6ppKHk53g+cjTY9mRSqNUT2hoWLNOAIf97swqZgH6LKaMCAX5OjhYcoXwK3Lvk9OK5gB/X+mwkm1Yhn5LZcCOZTJ3IlKeL9rgy5fCfwP6lMP5I8m9BY9RRh1N2I+IdSduRCeEblU+2vIlMEK1GfmZeJj9XzbZ/VdJ5wH6Sgrzvvkzrml4TgC+Vv023kudoC+A3TeqYmZmZmZn1GiekZm2DyS8b/262MiLeK0mlwZIWjYgXyVEET5JFgutfqiHr3SxFfhnclEwS7UKOCtmwm3FeQD6BaqfSl8hEznuStgKOLcuDTAT8CPhvrY+dSx/fKdtfTX6xeoZORMSZykfV/wQ4kPyS+zT5xfbUNo/he5Xf3yanNf6M/NJe9Y2ybg9gW7Ju1RFkArCukZAaUYn1XUm3kE+/mpGjPBpfrDcDjgYOJ++LX5KPpV+1zT5+Luk68vzsQyZGXia/pG8dEa2SpUTEA5J2I59g+AfyXtuVvNYbNtnkdHL61v7kl+/bgO+WEUMNjWTMs7Qg6dPk8R3ewaFdQt5vu5BJQsjPyxfJJ6RdXm1ckgxbAseRyaIJwIXkKMXuFteGvJ/+BBxDPhXtUDIpdaWkHcgphUeQSYk9yaegbViJ6zpJe5H3/rFksu4gMpnUYUIqIt6U9Hky6bMDsBuZaHuYHB33agebN3yUTAZDfr5fJhO1h0bEXZV9jSr1ro4gz99sZPJkl4i4tRbXQ5LGkffAiMqqxufltur0xBlkN/Kz/TXyc34NOWLrIfLadygiHpW0BjlCcltyxNpsZKLwZPI+6sh+5Eiwb5MJuHPJv233NWk7iUwQn0j+vXqNvI8Oa9LWzMzMzKzXqHtPlDez9ytJFwGrRUQ7NbpmKpL2JUdMrRARz/V1PPbBURJM/yWTaP/Xx+HMEJJWA+4bOXIkAwcO7OtwrBvGjx/PsGHDGDRoEP36NRuIarMCX8dZn6/hrM/XcNbna9jzRo0axYABAwAGlCc0d8o1pMw+wEodsur7lYDNgev7JKDpNwg4zskom5Hqn5tif3IE3429G42ZmZmZ2azJU/bMPtgeL/WBHief0rUPOSXxdx1tNLOKiB36Ogb7QPixpP8HDCPrXW1Wfv7aQV0yMzMzMzOrcELK7IPtSrIOzlJkLZpbgJ9GxCMdbmX2wXYzWYT9F2Tdsv+RDwno6Ol4ZmZmZmZW4YSU2QdYROzZ1zGYzWoi4t+0eJjEB8Hep9/O+As7e8CizYyWmic4eA3Y5JgbGfuWplk/+sgtej8oMzMz+8ByDSkzMzMzMzMzM+tVTkiZmc1EJIWkId3YboikqC0bXWqENd5vWPrfsCf6/yCanvNQv7aS9ijL+leWXS/p+p7o38zMzMxsZuaElJlZTSVREJLWa7Jekp4s6y/tixg/6EqyLSRd02L93pVruFZvx2dmZmZmZh1zQsrMrLUJwM5Nln8e+ChZCH5m8Stgnlm4/+6YAAyStFSTdYPL+pnJPOR5nFX7NzMzMzPrMU5ImZm1djmwg6T6AyB2Bu4AxvZ+SM1FxLsRMcMSMDO6/266CXgd2LG6UNJHgfWBy/oiqFYiYkJEvDur9m9mZmZm1pOckDIza+0sYFFg48YCSXMC2wNnNttA0gGSbpb0oqS3JN0hafsm7eaSdIyk5yW9Junikkipttm+TDn7fJPtv1XWDSjvu1XbSNL6ks6T9D9JE8tUxGMkzVNr16xGVUg6XtI2ku4r24+S9KVKm0Gl3bZN9r1zWbdOV+MuJgAXMO0otq8BLwNXNdnnJyUNlfS4pAmSxko6RdKiTdquJ+k/pd1jkr7VpM19koY1WT6bpKclnV9Z1uUaT5LmlHRYuY9elfSGpOGSBjVpW69RNaQsW7Ec8yulj1MlzduVOMzMzMzMepoTUmZmrY0GbiETHA2bAQsCZ7fY5vvAf4FfAj8F3gXOk1R/nvrJwP7A1cBPgHeYdkTPZeQIoK822c+OwKiIuK+9Q2lpB2Be4ERgPzKJsx9wepvbrwecQJ6PHwNzA/+sJHiuB54kp9DVDQYei4hbuhs8mRj8rKQVKst2Bs4nz2ndxsDywKnkcZ4N7ARcLkmNRpJWJ6/NEsCQ0v5QoJ5YOwfYoMm0wfWAj9D6PmlXP+Ab5Hk8qMSyOHCVpDXa7ONcYAHg4PL7HsAh0xmXmZmZmdl0qU9DMTOzqZ0JHCFpnoh4i0yi3BARz1TyF1Url3YASDoeuBP4ISXhJOlTwC7ACRHxndL0z5L+D/hkY9uIeEvSJcD2kr4XEZPK9kuRdayG9MDxHVSNF/irpEeB30haJiL+18n2Hwc+ERGPldiGAXeTSbzjIyIknQH8UNKCEfFqabc4sAnw6+mM/zpy6uTXgF9J+jiwBpkYXL5J+xMi4vfVBZJGkqPh1gOGl8WHAQLWb5wDSf8E7q31d05puz1wfGX5jmQycXqnDb4M9I+Ityvx/g14kEyo7dVGH/+NiMntSrJwLzLB1ZSkJcjEV9UKzdqamZmZmXWHR0iZmXXsXLJY9JclLQB8mRbT9SCTSI3fJS1MjqYaDny60mzz8npcbfNjm3R5DjlKZ8PKsu3Jv9/ntHMAHanFO5+kxYCbyWTMmm10cU0jGVX6uwcYz9TJoNOBuUrcDTuS/yhyRvejh5KkO5cpo9gGkyOyhrdoXz3eucvxjiyLPl2Wzw5sClxUTchFxAPUpgFGxMPAXVTqWJXttwcuqSX7uiwiJjWSUWUa4CLkebudqe+pjpxUez8cWFRSvw622Re4r/bzr67EbmZmZmbWESekzMw6EBHPA9eQ08C2A2Ynp4M1JenLkkZKmgC8BDwP7EMmphqWBd4DHqtt/lCTLq8EXmXqwt07AneVZMh0kbRMqS/0Ejmi53nghrJ6wdZbTtZsBNXLwMKNNxHxIPAfpp62NxgYGRGPdivwqZ0JfKKMPNsZODsimtbTkrSIpD9Keg54izzeJ8rqxvEuTiYhH2nSRbNrdA6wrqSly/sNySTidCcMS8y7S7qHrJn1Yol5C9q7PjDtNXq5vC5cb1hxAjCg9rN1uzGbmZmZmXXGU/bMzDp3JvA3YCngioh4pVkjSesDFwM3kiNMniXrGO3JtIW32xIREyVdBGwraV9gSWBdsj7VdCkjef4NLAL8lpwG9gawNDCU9v7RYlKr7mvvTwf+qCzcPhewNvDdrkc9rYi4VdJj5Aiz5ehgBBs5mupzwFHkyKbXyeO8ku7/I805wBFkPa5jyZpfr5Y+p4ukXchrcREZ8zjynB9M+1Po2r1Gk0XEuLKvaixt7s7MzMzMrHNOSJmZde5C4C9kEmXHDtp9hRzFsmlETGwslLRnrd0YMvmxAlOPuFmlRb/nALsDXyBrNomeGX2zOrAysHtETC5iLmnj1pt029nAH8ipdfOQiboeGUFUnAX8HHggIu5q1qBMofwCcEhEHFZZvlKt6fPk6Kn6cmhyjSLiCUm3ATuWmmHbkdP9Jk6zdddtDzwObFcd9SXp0B7o28zMzMyszzghZWbWiYh4XdI+QH/gkg6aTgKCnNYHgKT+wDa1dlcAvwG+B3ynsnz/Fv1eQ07/25FMSN0WEU+0aNsVjZEz1afLiSwI3qMi4gVJV5DF3OcGroyIF3pwFyeTx3NrB22mOd5i/+qbiJgk6Spgm2ph91IwfdMWfZ8D/B74OrAYPZdsq8YcJY6BwDo0ny5pZmZmZjZLcELKzKwNEXFaG80uI5+md6WkM8k6Qt8BHmXqp+fdJeksYF9JC5JFxL8ArNhi3+9IugDYCZgPOGB6jqXiQbKO1dGl/tF4cpRXR7WFpsfpTKm/9Yv6ypK8ewI4LSL26ErHETGGTp46GBHjJd0I/FjSHMDT5JP+lmvS/BDgS8BwSSeQ/73cDxhF5VpWnAscXX5eIpOIPeFScsTVhZIuK7F+G7gfmL+H9mFmZmZm1utc1NzMrIdExHXAXmStqWPJ6WkHkVP+6r5OPmXvS8DvgDnIQtWtnMOUBMS5PRTvO8CWZC2lg8kkzCPAbj3RfxOXkAW1XyVrbdU1ju/ZGbR/yFpeV5GJwiPIqYOb1RuVpwVuSk7fO4y8XofQ/FoSEU+RicUFgAvKue0JQ8l6YZ8i75dNyVFmt/dQ/2ZmZmZmfcIjpMzMaiJiKJkI6Kxd/ybLTgFOadJ8SK3dBHJqXH16XNPK0RFxTat1Zf2QJvvoX3t/fb2PiHgAaFYzqt6uWf+tYu3fbDn5ZMF3gUvK8ddtQBZVP7bF9u3so9pmKLXrGBFPkyOO6qY5loi4EVirSdshLfa3Xifx1M9ps/g2rL0PMnF2RK27y9rof0izWNu9v83MzMzMZiQnpMzMrLdsAyxOTt1rZhBwXEQ812sRWZf9bbe1GDhwYF+HYd0wfvx4hg0bxtU/2IB+/fr1dThmZmb2AeeElJmZzVClCPcnybpR/42IG5q1i4gdejUwMzMzMzPrM64hZWZmM9o+wInAOGZcfSozMzMzM5uFeISUmZnNUOWJeXv0cRhmZmZmZjYTcULKzMzM2rb36bcz/sIX+joM64al5gkOXgM2OeZGxr7V8hkJNpObnus4+siOHuZqZmbWuzxlz8zMzMzMzMzMepUTUmZm1iWSNpQUkrbv61jMzMzMzGzW5ISU2fucpD1K8qDx866kpyUNlbR0aTO01qbVz9DS/vra8rck3SNpf0mz1fbfv9LuK03iG1LWLdbmcazVQ9sOlfR6B9u83jje8n7DynH8vybtW/YnaUtJl0h6TtLbkl6SdKOkH0nqV2s7WtKlnRxPR9drQkfbdqYc5wWSxpZYx5XYt5uefmcWktaRdIOk8eXYrpC0bhf7WFzSHyU9WO79cZJuk/RbSfNX2u0saf/piHXeco9v2N0+zMzMzMxmVq4hZfbB8UvgCWBuYG2yyPR6kgYAfwGuqbRdDjgM+CswvLL8scrvTwEHl98XA3YGjgEWB37WKgZJF0RETNeR9L0hwJadNSrJub+T5/pe4ATgSWABYB3gV8DmwBe6EcNE4BtNlk/qRl8ASDqUvE8eIe+JMcCiJcZ/ShocEWd2t/++JmkZ4CrgReAQ8h9lNibP/01t9rEIcDvQDzgFeJA8R59kytMEG4nJnYEBwLHdDHneEifA9d3sw8zMzMxspuSElNkHxxURcXv5/WRJLwAHAVtFxLnALY2GZSTRYcAtEXFGi/5era6TdBL55Xw/Sb+MiHpi5C5gDWBb4IIeOJ6+chfwZUmfjog7O2n7YzIZdQzwo1oi7o+SPgzs1s043u3g2nRZmX73S+B8YOeIeKey+ihJmwJz9NT++sgWZDLwCxHxn7Ls95Lm6kIfewHLAOtGxM3VFWW029s9EqmZmZmZ2fucp+yZfXA1Rj6t0BOdRcQE4D/kF/4lmjQ5G3iYHCU1Kz/e6U/Ay+QoqZYkzUsm/EYBBzYbFRYRz0bEb2dEkN1wOPAS8PVaMgqAiLgqIupTCWeT9DNJT0maIOlaSStWG0haX9J5kv4naaKkJyUdI2meWrulJJ1a+poo6VlJ/5LUv9ZuM0nDJb0h6TVJl0larc1jfK/RTe3YJra5PeTnZRIwsr4iIsaXzwGSricTYMtWplOOLuvmlHSYpDskvVqOZbikQZXj7A88X94eUuljSKP/so+plOmco2vLdir7eq1MVbxX0ve7cMxmZmZmZj3OI6TMPrj6l9eXe7jPAF5psm4SOUXtdGbtUVLjyRFPh3UySmo9YCHg6CajxXqEmtfOejsixnexn5WAVYFTIuK1Lmz6EzLJczSwIDki7P+AgZU2O5BTz04kp8p9FtgP+GhZ1/BPYDUy4TeaTGpuTI5GGl3i3BU4jZx2d1Dpdx9ghKQ1I2J0J/FeAPyWHPG1cUR0ZzTTGGB2oBFLK78mz8lHgR+UZY2pfP3I6ZZnAX8jk7h7wf9n777D5aqqN45/X3oNoDQrQYogQcCfGgVBogICCkqx0FGKgEixIIgSEAWlF5EmhCaICEiVmtA70kIPhCYQekhIqOv3x9pDTk7m3ju355L38zzzzJ1z9tlnnzLRWay9DpdJ+mJE3EUGoxpTAM9jyvflns4MVtIaZT9XkecMYFlgFeCIdrZbmJx+W9UjwWszMzMzM3BAymxGMl8JYMxBBgz2IesQtVtAux0zVwIiHyZ/UH8euDgiJrWxzd+B35JZUucN4FpSR5JBhn2A9dtos0x5v6+6UNLMwAK1ti914VzMzZQMmqrLgG92sq9ly/u9ndxuDmDFRmBH0ivkVMQhEdE47j1q98Pxkh4F/ijpkxHxpKT5gZXJTLKDK20PaPxRioUfCZwYEdtVlp8CPATsBWxH+5YkA2hfAk6X9MMuBAtPIq/9CEm/Jms7XQtcEhGvNRpFxBWSngEWaDK18hVgcDUgJukEypRX4McRMVHSOWRA6p5uTM9clwyirtXJY92RKfWrzMzMzMx6nKfsmc04riQDGE+RdYImkvWjnu5if8uU/l4gf0j/EriArJnUVPlBvD+wAvCdLu6335XAw+HAepJWaqNZ4+l59SfvLc+U89Z4fbgLw5hMZhDVX7/uQl+NsXYmOwrg5FqWUWMa6KcaC6rBKElzlyDmjeS0uca5m0TWXlpdUj1Y17AGmXF2pqQFGy8y8+4WYFgb2zX2vRhwCVlk/jtklt4J1emjko6T9FR7/UTE8+T9eywZWPwJGWgdJ+m3rUxHjYh3K0G8mUqh9FnIYumf62j7TnqVDF6u0cntjiELsldfbQVfzczMzMw6zRlSZjOOncgaTvMBPwJWIzOkumossC0Z2F6CfLLeQmSgpD1nMCVL6vxu7L8vtJe1dASZKTOc5j/UG8GdeWrLH2VKcGALcupXV7wbEVd23KwljSl+83ZyuydrnxvTP98PKpUn2+0HrMe0mWHzQdZwkrQHcAjwvKSbycy9UyPiudJ2qfJ+dQfH0JY9yeyovcv+fkROuXsdaNRTGkIGt9oVEc8CO0jasYxrLXI63H7As8CJHfUhaUvg52Rgt1os/vGOtu2kY4DvAZeWjK3LgbMj4j/tbRQR44Bx1WUDu/SbmZmZmU1vHJAym3Hc2njKXgkEXQ/8XdKnI6KexdOKidWAiKQbgDuBPwI/a2ujiHhX0v7ACPo342IyMLsk1afLlSyXOWgnuBYRr0k6HBjeRpbUg+V9CPDvynYTyGw1JH2lW0fQcxpjXb6T27U1BUzw/vTEK4APkbWbHiQz8z5GXv/3s3Qj4nBJF5LZS2uRRdb3lPS1iPhvpe3mQCNIVfVOB2NdGbirUcA8Ik6TtAhZT+p1suj+l4ENO+jnfeW+eRh4WNLFwCPApnQQkJK0GXn85wMHkYGfd8mgWat1moJacfZi5toYx0lakTyna5fX1pJOjYgtW9yXmZmZmVmP85Q9sxlQmTq3J/BR4Kc91Oc9wOnA9iUrpj2nk5lC+9D8R3VfeIIMyjcLACxJ/rB/ooM+DienRDWrtXMd8BrwA0nT9b+1EfEwWYdp/VKrqacsDywN/Dwi/hQR/y5BzP+1MY4xEXFIRKxJBvJmI7OIAMaU93ERcWWT16gOxhLAJ2r7O5gsyP4b4ELgv1SCh50REY+RGWIfqe2zmY2Ax4ANIuK08gTDK8kgaH3MbXmFnMJYt1iTsb0VERdGxI7k/X4csEX9iYhmZmZmZn1puv6RZGa9p/yAvxXYVVL9h3BX/ZmcfrR7B/tu1JJakZzK1R8uLe/NAnI71do0VakltT55LNV1b5DnYwhwYBu1haanOb5D2T0AAH7JSURBVFD7kLWsTpQ0TfaspDUlfauTfTYyqKp1msSUKXKNZXM1uQfHkNPpZi+fLyOn5e0ladZaWyTVnwhXdyWwVHlSX9WvgfvJJ0ReEBHvtdeJpKGS5m6y/Ivk+XuosngiZVpiTbPzMpTM0Kp6o7zP36SPMcAy1eOWtAL59LzquKaqT1aOr/GkvtkxMzMzM+snnrJnNmM7CPgnWYj82O52FhH3S7oE2EbS7yPipXaaN2pJrdjd/XZFRNwl6URgF0lLkVPLIOs7rUM+ze3uFrpq1JJagQxAVB1IPsHul8Cakv4FPE3WUvocsDE5Xas+NXBJSXs32dd/I+Li8vcsZepXM+dFxEQASWPL8Q5u7yAi4h+SliezhVaSdCaZIfZh8ql9Xwc2aa+PJh4kAycHS/oYGVDakGlrSS0NXCXpbDI49A5ZdHwRciodETFe0g7AacCdks4iC8J/knyS3A20n+13ADkd8BRJa5CF1ecBfggsDtwG7C3ppoi4vJ1+Ngc2lXQecAdZjH1Zsi7bZHLKasMdwPclHVr6nxARF5L1sTYAzitT/RYni6PfT6XmWERMknR/6eNh4GXgvvIEw5PIwO9lkv4GLFz6GM2UIvWQAcYPkbW3niYzqHYG7gIeaOc4zczMzMx6lQNSZjO2c8mAwS8kndDJx8K35SAyQLAzWfC7qYh4p9SSOrkH9tmRRiZK/fi2B+4lgwkHlGUPkTWw/tJKxxHxaqklNc20vZKNsnkJRG1LnpMFyCfv3UcGf05oUsPr02QNpbq/AY2A1OxkcKaZxZkSHJubnB7ZyrHsLelq8vh3IGs/vQLcDKwfERe00k+lv7clfRs4kpwiOhk4DzgaqAb7ngLOJINem5MBqQeB70XEvyr9/V3S/8ispl+S5+AZcnpku/dRRLxYspiGkxltPwReJIt8b0JOI7wV+KekVUrQp5njyMylr5d+BpGBscuBA0q9q4ZjyIDr1mTQ8glyauAIYFHy/luLDERtRgYoV6/tbxvgKOAwcgrjvmRQ6gFJW5CF1A8tfWxejqXax+nAdsCOZKbVc8A/gOEdZYOZmZmZmfUm1Wr5mpl94Ej6GZnJtGREjOmo/QeFpM+QGTPfqmRWmXWJpOWA+26++WaGDh3a38OxLhg/fjwjR45k2LBhDBo0qOMNbLrk6zjw+RoOfL6GA5+vYc8bPXo0Q4YMARgSEaNb2cY1pMxsRvAFMmOooyLlHzTDgJscjDIzMzMzs+mNA1Jm9oElaUNJRwGbAn+PiHf6e0x9KSL+EhEr9/c4zMzMzMzM6lxDysw+yA4G5iVrL+3Wz2MxMzMzMzOzwgEpM/vAiojF+3sMZmZmZmZmNi0HpMzMzKxl2556O+PPe7G/h2FdsOicwZ4rwpqHXctzk9Rhe2tu7IHr9vcQzMzMPhBcQ8rMzMzMzMzMzPqUA1JmZtbvJIWko/t7HPD+WIZXPm9Vlg3uy/2amZmZmX2QOSBlZmZI2rEERG7p77H0JUljJV3U3+MwMzMzM5vRuIaUmZkBbAqMBb4oacmIeLSfxzMjmhN4p78HYWZmZmbWF5whZWY2g5O0OLAysDvwAhmcsj4WEZMjwgEpMzMzM5shOCBlZmabAq8AFwPnUAtISfqZpHclzV9Z9vMyxe/QyrKZJb0u6U+VZb+QdKOklyRNknSHpI1aGZSkvSW9J2nnyrK1JV0naWLZ18WSluvykXdDK2ORNELSBEkfk3R++fsFSQdLmrnWtl67aoSksU32O1xSNNn2aEkbS7q/nOubJC1f1m8v6VFJkyWN6u16WGZmZmZmHXFAyszMNgXOjYi3gDOBpSR9obL+OvJ/L75SWbYq8F55b1gJmAe4trJsF+C/wO+Avcgpaf+U1O5z0yXtD+wHbB8RR5Vlm5NBswnAHsDvgc8A1/d1gKWTY5kZuAx4CfgFcA3wc2C7Hh7WqsAhwCnAcGBZ4CJJOwE/A44BDgK+DJzUXkeSFpa0XPUFLNHD4zUzMzOzGZhrSJmZzcAk/R+wDNDIQroeeJoMUt1Wlt0NjCcDHhdJEhmc+hewgaR5ImICU4JUN1R2sXRETKrs72jgTnJ64MVtjOlgYDdg64g4pSybBzgSODEitqu0PQV4iAx29XSAp6kujGUO4B8R8fvy+VhJdwI/Bv7ag0P7NLBMRIwt43kFOA7Ym7wOr5flMwN7ShrcaNvEjsA+PTg2MzMzM7OpOEPKzGzGtinwPDASICIC+Afwg8aUsoh4D7gRWK1ssyzwYeBAQGTGDWRA6r6IeLXReS0YtQAwH5lx9bkmY1EJWO0CbNYIRhVrAPMDZ0pasPEC3gVuAYZ18fi7oitjObb2+TrgUz08rqtqAabGExP/1QhG1Za3t/9jgCG11/o9NE4zMzMzM2dImZnNqErA6QdkMGrxTHwCMmDxc+DrwOVl2XXAcElzkoGnZyPiTkl3l89XkFlTZ9f28S0yQ2dFYPbKqqlqIBVbkFP+doiIM2vrlirvV7dxOOPbPNCe19mxTI6IF2rLXgEW6NFRwZO1z6+V96faWN7m/iNiHDCuuqxyf5iZmZmZdZsDUmZmM66vAR8hg1I/aLJ+U6YEpK4HZiWzoVYlA1SU91UlLQMsVFmOpFWBC8iaUjsCzwJvA1sDmzTZ3w1k4Oqnks6OiJcr6xoZvZsDzzXZti+fTtfZsbzbxf00C9pB1qRqpq39tLXcESYzMzMz6zcOSJmZzbg2JbNgdmqybgPgu5J+Uqbd3Qq8RQajViWLY0MGm7Yls6kanxs2BCYDa0XEm42FkrZuYzyPAr8CRgH/kfT1ylSzMeV9XERc2fIR9o6+Gssr5NTAusV6cZ9mZmZmZn3CNaTMzGZAZerdBsBFEXFO/QUcDcwLrAcQEZPJIuc/BD7J1BlSc5JPcRsTEc9WdvMumeXzfkZPeQLdd9oaV0TcA6xD1qm6sIwT8il144G9JM3a5HgW6tQJ6J6+GssYYD5Jn630/RHguz3Uv5mZmZlZv3FAysxsxrQeGXC6oI31NwMvkFlUDdeRT3J7DbgX3q819BCwNJXpesXFwFxkttNPJP2OrE/1aHsDi4ibyQLaXwLOkTRrRIwHdiCzs+6U9BtJ20naX9J/qTwRTtJgSSFpRAfnoEs6M5ZuOguYCJwnaRdJe5Ln7+Ee6t/MzMzMrN84IGVmNmPalJxOd0WzleXJehcD35T04bK4EXC6sayntnyqgFREXA38GFgUOJzMrtoDOK+jwZVtvwesCZwmaaaI+Ds5NfAZ4JfAEWTtq7uAkyubz1Peq9laPaoTY+nOPl4is6HeAP4MbAnsCVzYE/2bmZmZmfUn15AyM5sBRcR6LbTZmixA3vh8CU0KYUfEtmQdqWZ9nASc1GTV8Fq7Zv1eQBZSry4bRdaYas9qZGbR4R20IyIGN1mm2ucRwIgm7TocS0RsBWzVZPlwWjsHVwDLN+m6lW3H0vx6jWq2vFUnbPF5hg4d2tXNrR+NHz+ekSNHcvluqzFo0KD+Ho6ZmZnN4JwhZWZmHzTDgCMj4vn+HoiZmZmZmTXnDCkzM/tAiYiN+3sMZmZmZmbWPmdImZmZmZmZmZlZn3KGlJmZmbVs21NvZ/x5L/b3MKwLFp0z2HNFWPOwa3luUpfLiFk/+yBdx7EHrtvfQzAzs37kDCkzMzMzMzMzM+tTDkiZmdmAICkkHd1Bm8Gl3VZ9NKx2SRoraUR/j8PMzMzMbHrjgJSZmfUrSctLOkfSE5ImS3pG0hWSdu7vsbVF0lYl8NXsdWB/j8/MzMzMbHrnGlJmZtZvJK0MjASeBE4AngM+AXwJ2AU4qpNdPgHMCbzdg8Nsz++Ax2vL7uujfZuZmZmZDVgOSJmZWX/6DfAa8IWIeLW6QtLCne0sIgKY3DNDa8mlEXF7H+7PzMzMzOwDwVP2zMysPy0BjK4HowAiYlxHG0vaW9J7jel9zWpISRohaYKkj0k6v/z9gqSDJc3cg8fSIUnDJUWT5Y0pgIMry8ZKukjS6pJulzRJ0r2SVi/rNyifJ0u6Q9JKTfpdpkyHfLm0u13Ser14iGZmZmZmLXFAyszM+tMTwP9JGtLZDSXtD+wHbB8RHU3tmxm4DHgJ+AVwDfBzYLvO7rdmPkkLVl/d7K9uSeDvwIXAnsACwIWSNgUOA04H9iEDe2dLev9/1yUtB9wMLAscSB7vROB8Sd/t4XGamZmZmXWKp+yZmVl/Ohi4FLhL0q3AdcBVwMiIaLMOlKSDgd2ArSPilBb2Mwfwj4j4ffl8rKQ7gR8Df+3G+K9sNrxu9Ff3aWDliLgJQNL9ZGDtBGCZiHiyLH8FOA5YDRhVtj2CrM31hYh4s7Q7Brge+BNwXls7LdMlF6otXqJnDsnMzMzMzBlSZmbWjyLiCuDLwAXACsCvyIDLM21MLZOko8mC55u1GIxqOLb2+TrgU50f9VR2AtaovXrS/Y1gVHFLeb+6EYyqLf8UgKQPAV8DzgbmrWRvfZg8v0tJ+lg7+92RLM5eff27uwdjZmZmZtbgDCkzM+tXEXEbsIGk2cig1HfJ7KdzJK0YEfdXmm8BzAPsEBFndmI3kyPihdqyV8gpcN1xay8XNa8GnYiI1yQBPFVr91p5bxzPkmSm1u/Lq5mFgWfaWHcM8M/asiVwUMrMzMzMeogDUmZmNl2IiLeA24DbJD0MnAxsDOxbaXYDsCLwU0lnR8TLLXb/bk+OtRumKWhetFVcva1xt7W8MV2wkQF9MJkR1cyjbSxvFJSfqqh8CYSZmZmZmfUIB6TMzGx61Mg6+kht+aPktL5RwH8kfT0iXu/LgXXTKwCS5q89WXCxHt7PY+X97YhoVufKzMzMzKxfuYaUmZn1G0nD1Dz1Zp3y/lB9RUTcU9YvSz5xbs5eHGJPG1PeV2sskDQ3sGVP7qRkOI0CtpdUD+ohqV6w3MzMzMysTzlDyszM+tNRwFySzgMeBGYDVga+D4wlp+1NIyJulrQ+cAlZa+o77T2Vr1WSRpDBocUjYmx3+2vicrIu1N8kHUROvfsR8ALwyR7e107kE/XulXQCmTW1CFlE/uNkvS4zMzMzs37hgJSZmfWnX5B1otYBtiMDUk+SRbX3r01rm0pEXC3pe8C/gNMkbdID45kHmAS0ud/uiIi3JX2XPL7fA88Bh5NT+ZoG37qxr/slfR7YB9iKfMLeOOC/wH49uS8zMzMzs85yQMrMzPpNRPwH+E+LbaeZ2hcRFwCzVhaNZUph70abrciATH3b4cDw2uJVgb+0Fwgr244ARrQ/YoiIwU2W3Ql8qUnzEbV202xbljc7D2OpHXdZ/hg9PB3QzMzMzKwnOCBlZmYGSFoOmBP4U3+PZXp2whafZ+jQof09DOuC8ePHM3LkSC7fbTUGDRrU38OxLvJ1NDOzDwoHpMzMzICIGA34152ZmZmZWR/wU/bMzMzMzMzMzKxPOSBlZmZmZmZmZmZ9ylP2zMzMrGXbnno74897sb+HYV2w6JzBnivCmoddy3OTpqmBbwNE/TqOPXDd/h6SmZlZlzhDyszMzMzMzMzM+pQDUmbWbZLGShrR3+OwzpE0QtLY/h5HRyQNlhSSftHfYzEzMzMzs57hgJSZtUnSViUQ0Ox1YH+Pr6dVAh/V13hJd0n6qaSZp4MxjmrnmlRfw/t7rO0pQcxWjmOrfhjbHJJ2k3SLpNckTZb0sKSjJS3d1+MpY9pE0q79sW8zMzMzs97gGlJm1orfAY/Xlt3XHwPpI2cCl5S/5wPWAY4CFgN+2V+DKv4AnFj5/AXgZ8AfgQcqy+/py0F1wa7APJXP6wA/BHYDqgWKbuzDMSFpQeA/wP8BFwF/ByYAnwZ+AGwHzNaXYyo2AYYAh/fDvs3MzMzMepwDUmbWiksj4vb+HkRPkDR3REzsoNmdEXF6ZZtjgFvIoEC/BqQi4orqZ0mTyYDUFRExql8GleMQMEdETGqlfUScX9t+UTIgdX5EjK2tG9wzo2zJCGAlYKOI+FdtHL8lA4JtavH+mi5ImgWYKSLe6u+xmJmZmdmMx1P2zKxXSPqUpH9KelnSG5JulrRuZb0kvSjp0MqymSS9KuldSfNXlu8h6R1J81SWLSPpnNL/ZEm3S1qvNobGlMOvSjpG0jjg6c4eS0QE8DzwTpPj3FHSaElvSvqfpL/Uxr6vpLclLdRk2+PL8c7R2TG1RdLW5ZhXarJur3JuP9bO9jNJ2rUc02RJz0s6TtICtXZjJV0kaS1JtwOTgO176jjaGd92ksaU832bpC80adPhvdFG30OBdYG/1YNRABHxZkT8otJ+hKQJkpaQdImk14EzyrpWz+P6ki4u986b5dh+q8r0UEmjyrgWq0xlHFtZv7Ckv5V9TJZ0t6Qta/t5vw5XGdcY4E3gMx2dFzMzMzOz3uAMKTNrxXxlKtP7IqLN575LWoScajUXcCTwErAlcIGkjSLivIgISTcAq1U2/Sw5Re49YBXg4rJ8VeC/ETGh9L8ccAPwDHAgMBH4HnC+pA0j4rzakI4BXgD2A+Zu4XjnqhzvIGBt4JvAAbXjHA7sA1wJ/JWc1rUD8AVJq0TE28Bp5JTH7wNHV7adDdgI+FdETG5hTK06B/gLsCnw39q6TYFREfFMO9sfB2wFnExeu8WBnwIrVY6p4dPk9MbjgBOAh3riANqxCTBv2V8AvwLOlfSpxri6cG9UNYJWp3ViTLMAlwHXA78A3ijLWz2PW5FTAg8t718j79NBTMnG+wP5vfg4OaWR0hZJcwKjgCXJ++txYGNghKT5I+KI2ni3BuYAjicDUi83OyhJCwP1IOoS7Z8KMzMzM7PWOSBlZq24sskytdP+18AiwKoRcT2ApBPIukaHSvp3RLwHXAccKGneiHidDDw9QWYjrQpcLGkmMjh1cqX/I4AngS9ExJul/2PIoMCfgHrQ4WXg6xHxbovHu295Vf2VDD5R9rcQsCdwObB2OR4kPUgGBjYDTo6IRyXdVD4fXelvXWABOhf86FBEvC7pfOCHkn5VGddKZDbMQW1tK+krwDbAphHx98rykWRdpY3JmkoNSwLfjIjLevIY2vFJYKmIeKWM6yHg38BaZL0n6Py9UbVseb+3E2OaHfhnROzZWNDJ87hJbZrjsZKOBXaUtHfJyrpC0jPAAtWppMV2ZdybRUQjO+tY4Bpgf0knle9Ww8eBJSPihQ6Oa0cq97uZmZmZWU/zlD0za8VOwBq1V3vWAW5tBKMASnbT8cBgpkwTug6YGVi5fF61LLuu/A1ZyHn+sgxJHyKzSM4G5pW0YMlm+jCZqbJUkylpJ3QiGEUZZ+M4NyQzjrYns1gavkEWtz68EfRp7AsYTwacGk4FhkqqZphsCjxFBg562qnAR4Fhtf1NAqaZilaxMfAacEXjvJZzeweZkTOs1v7xPgxGAfyjEYwqrivvn4Iu3xtVg8r76+20aeavtc8tn8dqMErSvKXddWR24TIt7Hsd4DkyU63R59tkVtY8wFdr7f/VQjAKMqtwSO21fgvbmZmZmZm1xBlSZtaKWztZ1Hwxsgh43QOV9fcBd5JTnFYlAwarklkZzwE7l9pKjcBUI7i1JJmd9fvyamZhcspWQ/0JgR15JCKqWWHnSgpg15Jxcm85BqhNU4uItyQ9VlkP8A/y6WibAvtJmg/4FnBYqU/V064Ani37u6pkmf0Q+HctW6ZuKXJq2Lg21i9c+9zZ89pdT1Y/RMQrkiAzzaBr90bV+PI+L/Bqi2N6h2nrkrV8HssUw/3JQNqgWrv5Wtj/YuT9+l5tefW7VtXSNYuIcdTGX861mZmZmVmPcEDKzPpNRLwt6RZgNUlLAouS2SHPA7MCQ8mA1IOVrI5GZufBZBCrmUdrn1t68lsHriJrAK1G56Z0NQInF1ECUmTtqNmB+vSrHhER70r6O7CtpB3JKY8fbWF/M5FBiE3bWF/PrOmJ89oZbWW5NSIlXbk3qh4s78szJfuqI282CQa1dB6Vxe+vIQNhvwPGAJOBz5HTC3sji7mvr5mZmZmZWVMOSJlZb3iCLHhdt0xlfcN1wB7kFLgXyeBTSBpNBqNWZUp9IIDHyvvbtSym3tb497LxpL/GMXy6MqZGsfLFmbbu1qnAv8tT4TYli7SP7r3hcirwc+DbZFH2F2g7SNMwhrwON9TqGg0U3b03LiTrgm1G6wGpZlo9j6uT0wk3iIhrGwslLd6kbVuZdE8An5U0Uy0w1uy7ZmZmZmY23XANKTPrDZcAX5T05cYCSXOTBZjHAvdX2l5HZgvtClxfmcJ2HbA5mdnzfnCgTCUaBWwv6SP1HZdi473h2+X97vJ+JfAW8DNNPZfpx+RUq4uZ2qVkwG0Psq5Pr2RHNUTEPWQR+W3IOlhnRcQ7HWx2NlnT67f1FZJmKRk9063u3hsRcRNZdHwbSd9psv1skg5uYSitnsdGxpcq62cjC4rXTaT5FL5LyMzC71f3AexM1qvqjRplZmZmZmbd5gwpM+sNB5I1iy6VdCT5lLstycyhDWuZHDeRdXg+TRYTb7gW2KH8Xc9W2YmsKXVveXrfY+RT/b5MPkVshW6O/3OSNit/zwt8nQzq3Eg+VY+IeEHSAWTNq/9IuqAcw47AbdQCTmV64lnktL93qRShbpC0Ffk0wa0jYkQ3jwEyS6oRQOkwABYR10g6DthT0orksb5N1kTaGNgFOKejfiQNJ8/LsIgY1ZWBd0N3740tyOM+V9KF5FTNieQ5+AHwEeAX7XXQifN4I/AKcEr5ngQZhG1WrOkO4PuSDiXvrwkRcSH5ndkeGCHp/8iA70bkNM1dO6gZZmZmZmbWbxyQMrMeFxHPS1qZrIOzMzAHma3z7Yi4uNZ2oqT/Al9gSuFymBKEeioinqhtc7+kz5NBj63IaU/jgP+SNZq664flBRksexI4CNivGkyLiOGSXiCDTIeRgbfjgb3Kk87qTi1tr4qIZ5usb0wHbLauK84gr8GYiLi1lQ0i4ieS7iCDHH8kj38sGdC6ocX9zkMGV57r7IC7q7v3Rgk0rkwGFr8P/IF8muITwAXAES2Oo8PzGBEvSfoWcAhZ2PyVsv4qpp1eeQywIrA1sFsZz4URMUnS6mQQeEuyMPpD9FxQ08zMzMysV6h3HvBkZmZ1klYA7gK2iIjTmqw/GxgcEV/sof0tSAa39ouItp461+Mk3Qo8EREb99U+rfeVJwLed/PNNzN06ND+Ho51wfjx4xk5ciTDhg1j0KD6Qx1toPB1HPh8DQc+X8OBz9ew540ePZohQ4YADGm1Vq4zpMzM+s62ZF2fc+srSh2q1cmC2j1lK7KW0TTBr94iaRA5LW7LvtqnmZmZmZkNPA5ImZn1MknfBj5DFnU/OiIm1tuUYu4L99D+vlb29xvg/IgY2xP9tiIixpNF6s3MzMzMzNrkgJSZWe87iiysfQlZ26i3/Q5YmaxVtHMf7M/MzMzMzKxTHJAyM+tlETG4j/e3el/uz8zMzMzMrLMckDIzM7OWbXvq7Yw/78X+HoZ1waJzBnuuCGsedi3PTVJ/D2e6NfbAdft7CGZmZjOEmfp7AGZmZmZmZmZmNmNxQMrMzKyPSRol6b7+HoeZmZmZWX9xQMrMbDokaStJUXlNlvQ/SZdJ+pmkeTvY/tay3Q6VZfNLelbSDZKmma8j6UuS3pP0z9q+23sNrmz/SUnHShor6U1J4ySdL2mVJvtavdLH/zVZP0LShM4cX1eV4FD1mF6WdJukH0kakP872eT+aes1tr/HamZmZmYzJteQMjObvv0OeByYFVgUWB04HNhd0noRcU99A0lLAV8AxgKbAn8FiIhXJe0KnAVsCxxf2WYW4FjgCWAr4N+1bn8OfBzYrbb8hbL9KuRTBAFOBO4v490KuE7SLhFxVBvHOBz4dhvrptHW8XXT08Ce5e+FgC2AvwFLA7/ugf772rXA5rVlJwK3UrnuQJtBPzMzMzOz3uSAlJnZ9O3SiLi98vkASV8DLgIukLRsREyqbbMZMI4MIp0jaXBEjAWIiH9I2hI4UNK/I+L5ss0uwArAOhExETi92qGkHwALRMRUy8u6BYBzgEnAKhExprLuUOAy4HBJd0TEjbXN7wK+JelzEXFni+ekzePrhteqxybpOOAh4KeSfhsRb3ez/z4VEY8Bj1WXSToWeKzZNTQzMzMz62sDciqCmdmMLCKuBn4PLEYGZ+o2IQNEFwGvlc9VOwKzA4cCSPoEmaX0j4i4tAtD2p7MhvplNRhVxjoJ2BIIMtur7ijglbL/VnV0fN0WEW8ANwNzAwtJGlymuG1Vb1uWD698nlfS4bWpi1dI+lyTbT8jaaSkNyQ9I+lXtfWzSdpP0h2SXpM0UdJ1kob19DGbmZmZmfUlB6TMzAam08r7mtWFkoYCSwJnRsRbwLnktLb3lWyifYBNJK0BHAm8A+zaxbF8G5gMnN1sZUQ8DlwPfE3SnLXV44HDgG83C9jUtXJ8PehTwLvAq53c7lhgB+BfZPDvYDJ7bNlauwWA/wB3k9leDwJ/krR2pc0gYBtgFLAHGbhbCLhM0oqdHFfLJC0sabnqC1iit/ZnZmZmZjMeT9kzMxuAIuJpSa8xbZBgM+Ap4Iby+SzgR5JWjIi7Ku0OJwM5ZwEfAraPiOe6OJzPAA9FxJvttLkb+CoZTLq3tu5IsjbVPsD6Heyr1ePrrJklLVj+XpAMKH0OuDAi3mhSA7496wInRMTPK8v+3KTdR4EtIuI0AEl/I2t4/RhoZKq9AgwuwTdKuxPI4NXOpW1v2JG8HmZmZmZmvcIZUmZmA9cE4P2n7ZXC5N8np95FWXw1WW+pniX1DrAdGYy6GTihG+OYF3i9gzaN9YPqKyLiNTJAtp6kldrqoDPH1wXLkAXaXwAeIIM9FwM/6kJfrwJDJX20g3YTqNTqKkGnW8nMrMaydxvBKEkzSfoQ+R+TbicDZr3lGGBI7dVRsNDMzMzMrGUOSJmZDVzzMHUgaE1yOtetkpaUtCSwODAS+KGkqf7Nj4jbyp93VAI8XfE6lcBYGxrr2wpcHUEGcoa300enjq+TxgJrAN8AvgIsGhHfiogXu9DXr8gAzlOSbpU0XNKnmrR7usl5f4Wcyvc+SVtKuoecFvkSGTRbF5ivC2NrSUSMi4jR1RcwpsMNzczMzMxa5Cl7ZmYDkKSPkwGJRyuLG1lCTWs5kVPmRvbCcB4AVpI0ezvT9j4LvA080mxlRLwm6XBgeDtZUr15fBMj4sp21jcN2EmaeZqGEWdLug74LhlE+yWwh6QNakXj321jX+/PD5S0GTACOB84iMwGexfYE9d0MjMzM7MBzAEpM7OBafPyfhmApLnJKVX/IJ9AV3ckGdDpjYDURcCXgY2pTEFrkDQYWBW4sjx1ry2Hk4XV96FWSLyfjw8ycwlg/tryxZo1johnyWlvx0haGLgT+A1TakO1aiPgMWCDajaVpH072Y+ZmZmZ2XTFASkzswFG0teA3wKPA2eUxd8F5gb+EhHXNdlmTWBjSTt1UHy8K44DdgEOknRjRDxW2e8cwMlk1s9+7XVSzZIii6BX9efxERHjJb0IrEYGzhp2rI1jZmCeUherse04Sf8DZu/CrhtZVKJkaZUnDX4ZeLIL/ZmZmZmZTRcckDIzm76tLWkZ8t/rRYCvkbWOngDWi4jJpd2mZH2hG9vo5wJgW7L20Lk9OcCIeEnSRmQR8DslnQjcDywKbEU+WW+XiGhrbFVHkE/cWwGYWFne6eOTFMA1EbF6Jw+pLScCvy7HdzsZnFq61mZe4GlJ55BBtQlkXaovAD+n8y4CNgDOk3QxWTPrJ+T5nacrB2FmZmZmNj1wQMrMbPrWyCp6C3gZuJec1nZyRLwOUKaEfQM4MyLaqkt0FfAGsBk9HJACiIjrJH0W2IucuvcR4DUygPSjiLi+xX5eLVlS+zSWdeX4JDWCNc924XDash9ZVH0j4Hvk9Lu1ybpODW+QU/XWJANJM5F1vnaMiL92YZ8jyMDe9sBaZCBqM/Icr96F/szMzMzMpgsOSJmZTYciYgQZjGil7Thg1g7aTCKnvNWXq0nzZtt/q4U2Y4HtWuxvFJXi3bV1w6k8ba+Lx7caOcXtjy2MZfWO2lT2sU15VanS5i3yKXu/6so+I2Kr2ucADiivqotbGXOtrx7JqDphi88zdOjQnujK+tj48eMZOXIkl++2GoMGDerv4ZiZmdkMrjuPyDYzM5teDQPOioh7+3sgZmZmZmY2LWdImZnZB05E/LK/x2BmZmZmZm1zhpSZmZmZmZmZmfUpZ0iZmZlZy7Y99XbGn/difw/DumDROYM9V4Q1D7uW5ya1VD7OesDYA9ft7yGYmZlNl5whZWZmZmZmZmZmfcoBKTPrNZJWlxSSVu/vsZh9UEgaXL5Xv+jvsZiZmZmZdZUDUmbWaZK2Kj+IG6/Jkh6WdLSkRfp7fD1B0sLl2I5osu6Ism7fJutOlfS2pLm6uf/BtXP8tqQXJd0o6Y+SPtmd/jsxjhGSRlU+zyVpeKtBxkpQcqPa8tkkXSTpPUk/6tFB96FyLkLSgrXln5A0RtLLkj7XX+MzMzMzM5teuYaUmXXH74DHgTmArwA7AOtIGhIRb/TryLopIsZJeoQ8rrpVgHfKe7N1/+3B4z8TuIT8DwgLAF8AdgV2kfTjiDirh/bTqrmAfcrfo7rSgaRZgXOAdYBtI+Kknhna9EHSx4CRwIeAb0TEnf08JDMzMzOz6Y4DUmbWHZdGxO3l7xMlvQTsDqxPBlIGuuuBLSTNExETACTNDawAnA2sJ2nmiHi3rPsI8Cng3z04hjsj4vTqAkmLAZcDp0h6ICLu7sH99aoSjDob+BawfUT8rZ+H1KMkfZQMRn0YWCMi7ujnIZmZmZmZTZc8Zc/MetLV5X3xthpIWlXSPyU9KelNSU9JOkzSnE3aLiPpbEkvSJok6SFJf6i1+ZikkyQ9X/ob3WwKmKSdy7o3JL0i6XZJm3RwPNcDMwNfqiwbSgbzDwbmAVasrFulsl1jv0Ml/UfSa2Xf10hqllnVsoh4AtgKmA34VXWdpE+V8/ty2d/NktattWlMo/uepN9IerpMu7xK0pJt7VfSYOCF8nGfynTC4a2MW9IswFlkwHKHiDihtr4x/W3JMlXw1XLeTq5PgZQ0i6Tflmlxb0oaW6Yyzl5pc6iklySpsuyoso+fVZYtUpbt0MpxtHN8HyGDUQsDa1aCtY31W0u6WtK4Mub7m+1T0uclXVamaE6S9LikpllkknaT9ERpd42kIU3afE3SdZImlnP6b0nLdudYzczMzMy6yxlSZtaTlijvL7XTZmNy2tdfS7svAjsDHy/rAJD0WeA64G3geGBs6f/bwG9Km0WAm4EAjiaDJWsDf5M0KCIOL+22BY4kp4kdQU4x/CwZXPp7O2NtBJa+AlxZ/l4FeDgi/ivp6fL5jsq697eT9DXg0rJ+X+A9YGvgakmrRsSt7ey7XRFxk6QxwBqNZeV83Eie3yPJ87slcIGkjSLivFo3vy5jOhiYjwxunUGel2ZeIKdl/hU4Dzi3LL+nhSHPQmbNfRfYKSKOa6ft2eRU0D2BzwHbAOOAPSptTizHdg5wSBnznsCyZR+Q989uwHLAfWXZquQxr0qeo8YygGtbOI62LFLGsigZjLqtSZsdgNHABeSUz28Dx0iaKSL+Alm7jMx+ewE4EHgVGAxs0KS/LYB5gb+Q9/Qu5L21fEQ8X/r7BnkPPgYMB+Ykv283SPpcRIztxjGbmZmZmXWZA1Jm1h3zKYs5z0EGY34HTAIuamebPSJiUuXz8ZIeBf4o6ZMR8WRZfhQg4HOVZUj6dWXbP5AZTMtHRCMIdqykM4Hhko4r+1oXGB0RG9MJEfGwpHFMXUdqFeCG8veNZV0jsPEV4JFSf0rAsWTGzNoREWX8x5FBif2BNTsznibuA9YvwbfxZIBpEWDViGgExU4gA0aHSvp3RLxX2X4OYMWIeKu0fQU4QlkD7L5yDraqnI+Jks4hA1L31KcSduBAYDEyGPXXDtr+NyJ+3Pgg6cPAjykBKUkrkMGoEyNi29LsmHKtfiFpWESMZEpAcVXgPknzAcsD/wJWq+xvVeBl4P5OHE/dxWSNr7Ui4pY22ny1du8fLek/5DTXv5RlK5d+6hlWezfpb0lgqYh4BqD0dQt5nnYvbQ4ij+3LEfFyaXc+8F8ySLpls4GWwNhCtcVLNGtrZmZmZtYVnrJnZt1xJZnJ8RQ5FWsC8N3GD+Rmqj/IJc1dAlo3ksGnlcryhciAwUnVYFTZvhHYEbAhcGH5uGDjBVxGZvw0nm72KvBxSV/owjHeAAyVNLOkmcjpezdW1q1SxjMXOX2vEQRZEViKzMD6cGVscwNXAauV/rpjQnmft7yvA9zaCEYBlNpXx5NZNp+pbX9yIxhVXFfeP9XNcTWzCJkV9HgLbY+tfb6OPIeDyud1yvuhtXaHlPd1ASLiBeBBpgSfVgHeJYM0i0haqixfFbi+cW910SLk9Xi2rQa1e78RzL0G+FQJlkHeqwDfUtbbas/51e9aybi7hXJ+yhTCFYERjWBUaXcPcAVTzmMzO5IBz+qrJ2ujmZmZmdkMzgEpM+uOncgpY8PIYMenIuKy9jaQ9MlSH+hl8gf8C+SPcsggEkwJiNxX375iIWB+YLvSR/V1cmmzcHn/U9nXrZIekfQXtV7H6Xqm1IoaUsZYzZD6qLK2UqO2VCMY1Ah2nNJkfNsAs1eOt6vmKe+vl/fFgIeatHugsr7qydrnV8r7At0cVzO/Kvs7p4Vz39G4FiOn3T1abRQRz5EBnepxXseUKXmrAreX18vAqiXItQJTgnFdtRn5VL0rSnbRNCStIulKSRPLOF8A/lhWN+6Fa8gMrn2AF0u9p62rtbEqHmmy7GEy+AhTzkNb98SCyiL9zRxD3u/V1/pttDUzMzMz6zRP2TOz7ri1Xri5PZJmJjMzPkQGiR4EJgIfA0bQuSB5o+3pZNCnmXsAIuIBSZ8mn+z2TTKzakdJ+0XEPh3sp1pH6i0ykPFgWXYX8EZZt3itfWN8vyztmpnQxvJWDQHGlel6XfFuG8vVxvLueJYMXl4PXCzpq+08HbDVcbWS0XQ9sK2kT5EBqesiIiRdXz7/j7xW3Q1IXQN8j6yrdZmk1SPitfcHLi1BZsY9SE6ne4q8n9Yh61zNBO9nAG4k6Utkjam1gJOAn0v6UuNpj70tIsaRdbveJ/XGbWFmZmZmMyoHpMysLy0PLA1sGRGnNhZKWqPW7rHyPs0TwypeIDODZo6IK9tpB2T9I+AfwD8kzUYGDn4j6YCImNzOpncyJej0JnBTY2pXRLwj6TZyKtjiZHDo4bLdmPI+vpXxdZakL5M1fap1nJ4APt2k+TKV9d3V5WltEfGYpLXI4M1lpbB7syyfjjxBBnCWYkr2V6Oo+/xMfZyNQNMawBfIWlaQBcx3IANSE5lSmL7LIuJC5RMeTwEukrRmZZret8msuPVqNdGGtdHXzWTB/t8onwZ5BvADsph7w1JNNl2afAAATDkPbd0TL5bvhZmZmZlZn/OUPTPrS43Ml/dTLUotqF2qjUrtn2uBH0n6ZHVdaU9EvEtObdqwjUfdL1T5+8O1/t8iC1gLaLdOT0S8Q9blWaW8bqw1uZGsUfQlpkzlgwxwjCGLbM9T22aq8XWWpMXIjLK3yHpIDZcAXyzBqkbbuclpjWPpXtHuhjfK+/xd2Tgi7iVrPM1DTm/7WBe6uaS871pb3ijkfXFlf48Dz5BZSLMy5RpdRwb0NgJuLte52yLitDKurwD/qtSBanbvz0c+dZHKsgU0bSrSXeW9Pm3vO9XzJ+mL5NTRS8tYni3bbilp/kq7IWRB/UswMzMzM+snzpAys770IBmkObj8kB5PTp9rVrPoZ+R0qzslHU8Wwx5MBjNWLG1+TdavuqU8Te5+cjrg54BvlL8BLpf0HBmMeB5YFvgpcHFENOovtef6sh+YOugEGZDas9IOgIh4T9I2ZHBgtKSTycDIx0pf48msmY58TtJm5H9AmJ/M8tmQzFTavBSobjgQ+CFwqaQjyemFW5LZWxvWnrDXJRExSdL9wPclPVz2cV/jqXwt9nGTpA3IgvRXlEyplzrarrL93ZJOAbYrgZZrgC+Sx3p+ecJe1XVkdtG9EdGoR3UnmRm1NFl4fiqSRpFPxev0PLWIOFLSh8g6UKdK2hS4nAwgXlietDgPsC05Le4jlc23JKeTnkd+V+Yt7cYzbQDpUeB6SX8lg1W7Ai8Bf660+SV5D94k6W/AnMDOwGvA8M4em5mZmZlZT3FAysz6TES8LenbwJFkEGcycB5wNHB3re3dpY7O78mpVXOQU5DOrrR5vmSF/A7YgHwy2EvAaGCPSnfHAZuSGTTzAE+XMezf4tAbgaZ3gNtq624kg0OqtGuMb1TJVvotGQCbB3iOzLg6rsV9/7C83iGDEo8AhwPHNnkC4fOSVibrc+1MnrN7gG9HxMX0nG2Ao4DDgNmAfWm/AP00IuJySZsDZ5IBtK93YQyPAVsB3yXP6wFlLHWNgFQ1YPiOpJvIwGWz+lGNa9UlETG8BKV2Bl6NiB0kbUTecweXvv9KTj09qbJpI7j2A/LJfa8BtwKblmyvqlPJ4u67kgX8bwV+WjKjGuO4UtI3yfOyH/B22cceTfozMzMzM+sz6t5Trs3MzD5YJM1LZn7tGhF/6e/xTC8kLQfct/yORzN+3sH9PRzrgkXnDPZc8V0OuGtmnpvkIvV9ZeyB6/Zof+PHj2fkyJEMGzaMQYMG9Wjf1jd8DQc+X8OBz9ew540ePZohQ4YADImI0a1s4wwpMzOzqa1GTq88ob8HMj06YYvPM3To0P4ehnVB4/98X77bav4/32ZmZtbvXNTczMysIiIujojBpfi9mZmZmZn1AgekzMzMzMzMzMysTzkgZWZmZmZmZmZmfco1pMzMzKxl2556O+PPe7G/h2FdkEXNYc3DrnVR8wFseriOPV2o3czMZkzOkDIzMzMzMzMzsz7lgJSZWQckrS4pJK3e32OZEUjaqpzvwf09lv4wox+/mZmZmc0YHJAymw5IGl5+gC7Yxvr7JI2qfB5c2v+i1k6SjivrhpdljWBKs9dZLY6r8XpP0rOSLpL0pe4fee+QtIikgyU9KOkNSRMl3SFpb0nz99A+NpG0a0/01dskXVGu39Fd3P4eSU9KanNuiKQbJD0vaYaZCi5p2XJeJ3flvpK0l6Tv9NBY5irf19V7oj8zMzMzs942w/xwMPugK8GCY4DtgN9HxPBakyOB22rLxrbY/Q7ABDKI/QlgW+BaSV+MiLu6OOReIekLwCXAPMDpwB1l1eeBXwOrAWv2wK42AYYAh/dAX71G0gbAl7vZzRnAgcCqwLVN9jG47OPoiHinm/sCOA04C3izB/rqTZsBzwELABsBJ3Zy+72Ac4Dza8u7cvxzAfuUv0d1chxmZmZmZn3OASmzD46jgJ8Af4iI3zVZf11EnNPFvs+JiPerGEs6H7gP2Bi4q4t99riSpXIe8C6wUkQ8WFv/GzKYNt2SNFdEvNFDfc0BHAL8CdivG139HTiADMJNE5ACfgiIDFx1maS5I2JiRLxLXsPpVgkAb0Kem8WBTWkhIFW2myMiJrXVZiAcv5mZmZlZd3nKntkHgKQjgJ2AAyJi7z7Y5XPl/f1sGEmzSdqvTI17rUyTu07SsCbj/UFp97qk8ZLulbRLZf2skvaR9EiZDvWSpOslrdHBuLYHPgbsXg9GAUTE8xGxf2U/709trI1vrKQRbe2kTJ9cF1isMp1xbFnXtP5PszpUkkaV6Zj/J+laSW8AfyzrZpe0r6RHJb0p6SlJf5Y0ewfnoOpX5L/zB3dim2lExFNkIGojSbM2abIJMCYibpG0mKRjJD0kaVK5dv9scj4a5+mrpf044Onauvo2O0oaXc7H/yT9pT5Vrq1rV871qNqynUt/b0h6RdLtkjZp8bSsAgwmM5nOAlaT9PEm+x2rnOK6lqTbgUnA9pICmBvYsnIPjWjr+CV9XtJlkl4s5/VxSSeVdYOBF0rTfSr9DS/rF5V0sqSny7l7VtK/6+fXzMzMzKwvOUPKbICTdBjwM+BPEbFXO03n1bQ1ql6OiPda2M2HMrGDmciAz2+BycDZlTaDgG2AM4ETgHmBHwOXVaf2laDSmcBVwB5l22XJH/hHlM/DgT3JjJNbS9+fBz4HXNHOONcjf/B3NROsVX8A5gM+DuxWlk3oYl8fBi4lgxqnA89Lmgm4APgKcDzwALB82dfSwHc66lTSJ8kpij+KiElqu/xTq84oY1kLuKiyn+XJqYuNDKwvACuX43maDNrsAIyS9Jkm2V/HkMGU/cgATVvHM5ycknYl8Ffg06XfL0haJSLe7szBSNqWnMZ6DnnfzQF8FhhKZj11ZFMyCHebpPuAN8hMsYOatP00ec8fR343HgI2Z8r9fXxpN6aNsS4MXE6epwOBV8nzukFp8gJ5Lv5KZgieW5bfU97/BSxHZlGOBRYG1gA+SRvTdss+F6otXqJZWzMzMzOzrnBAymxg+ymwGHBQRPy6g7YnNVm2OK3VkXqo9vlV4DsRMbqy7BVgcES81Vgg6QTgQWBnMjgFmVk0HlirTE1qZl3gkojYroWxVS0LPFwdQ2+IiCskPQMsEBGnd7O7RYGfRMRxjQWSNgO+AXw1Iq6vLL8POFbSyhFxYwf9HgL8NyLaLVzfCeeQAY1NqASkymeYMl3v4vrUUEkXAjcBG5L1kapeBr7ezr2ApIXIAOXlwNqNIKqkB4GjyVpOJ3fyeNYFRkfExp3cjpIltjFwLEAJ+F1ABqmaBaSWBL4ZEZfV+jkWeKyFe2hlsk7VmhFxe2X53mX/EyWdQwak7qn2VzLIVgZ+GRHVTLkDOtjnjkypSWVmZmZm1uM8Zc9sYFukvD/cQtv9yKyI6uu5dreYYsPSfk1g67K/f0laudEgIt5tBIIkzSTpQ2TQ+3Yys6nhVTITpr3pd68Cy0laqsXxNQwCXu/kNv3tTaYNpmxMZkU9KGnBxgu4uqyfZhpklXKa5IbArj01yIh4hSwWv56kuct+BPwAuD0iHi7t3q+NpJx6+WHgUfKafq7eL3BCe8Go4hvAbMDhtYy+E8jg5rpdOKRXgY8ri+B31tpkZtuZlWVnAitIWq5J+8frwahOerW8f6uNKZPtmQS8BawuaYFObHcMmflWfa3fyX2bmZmZmbXJASmzgSOaLPsT+eS84yRt1MH290bElbXX5Bb3fW1pf0VEjAC+TgZ+jqo2krSlpHvI6XwvkVOJ1iWntzUcQwa0Li01bU6S9M3a/n4HzA88rKwvdZCkz7YwzvHkVMGB5JkmGV1LkVOsXqi9GoHHhdvqTNIs5FS00yKi/lTF7jqDDCY2AhMrk1PH3i9mLmlOZS2xp8hg24tl7PMz9X3Q8HgL+12svE+VqVfO22OV9Z3xJ3Ka5a3KWmV/kbRKi9tuRo77TUlLSlqSnG73BpklVdfKMbbnGnLa3T7Ai6X+09ZqoZ5YRLxJTo1dm5wOeq2kX0latIPtxkXE6OqLNqYUmpmZmZl1hQNSZtOHRmBozjbWz1VpUzWB/KH5IHCGpDV7YWzTiIgJwC3A5yrZMpsBI8gfrT8GvklmQV1N5d+aiBgHrEjWe7qAzPa5VNIplTbXkvVqfkQ+zW8b4E5J23QwtAeBpSXN1s1DnLkb2zYLHLbXZ7Onrc0E3Mu0GW2N1zHt7H8LsmbRcZIGN15l3bzl81ztH0KbLgJeY8o0vU3Ip8FVpwUeBfyGrC/2PTKrbg0yQNnsf3PafNpcF7V0/iPiAfI8/QC4nswou17Svu11LmkQ8G1yuusjldf95Pd0E01bsKtbxxhpI+DL5BTFj5FTcO+QNE8L2x9O1h7bk/x35PfAA5JW6s64zMzMzMy6wwEps+nDE+X90/UVJXjwiUqbqUTES+SP/meBcyV9ubcGWdOoQdf4QbwRma2yQUScFhGXRcSVZLHoqUTEWxFxYUTsSAaejgO2KJkmjTYvR8TJEfFD8vjvIYudt+dCMqi3YYvH8AqZufO+Esz6SAvbthX4eKW8z19b3pksnjHAh4CrmmS1XRkR9ZpeVZ8EZgVuIDNzGi/IYNXj5P3SaSXb5hxgTUmLkFMLr46I6tTPjYBTIuLnEXFORFxBBnzm78o+i6bfj3KtFmfq78Y017SY5vxHxMSI+EdEbE2et4uB30ia5p6t2IC8p3cgj7/62rvsp9VMq7buoeaNI26OiN9ExOfJTKzlyIBah31FxJiIOCQi1iSn380G/Lwz+zczMzMz60kOSJlNH64i67zsUJ6wVrUdGfy5tK2NI+IZMgtlInBxefJZryn1oVYma1CNK4sbdYBUaTeUzOqobvvh6udSE6jxNLDZ22gzgaxD1NEUpWPJwNwhkpZuMu6FJe1dWTQGWK3WbDtay5CaSPMpaI1pTe/3K2nm0m+rziazYLatryhT4tp8Gh2ZrfTdJi/IGlDfJbPbuuoMMuB1HPkUtjNq69+lcg8UO9O9rLMrye/Hz2rZRz8mr8HFlWVjgC9Vs+QkfYsMalJZVr/H3iKznEQeX1s2IwuRH1sCbu+/gIPJrMVm0/aamUgLgTpJCzTJurqrvDe+E42nF07Vn6S5mgTYxpBTbjuc8mdmZmZm1lv8lD2z6UBEjJO0H7A/cG15YtcbZNDnh+TTxS7soI9HJK0FjAIuk/SViHish4a4kaQJ5I/1j5KBgAXIp8M1MjMuIrNHzpN0MZm58hPyR351WtGJJaB1NfA0mVGyM/kD+4HS5n5Jo4A7yKewfZ7MvDm6vUFGxCuSvksGXu6SdHrpA7Kg9g/Jp729PxbyqXX/Aq4AVgDWIusedeQO4PuSDiXreE0oWV+jJd0MHFCO82Uyi6Uz/96eRk53O7YUKL+BDOgsU5avRRaLn0ZEPEhOXZxKiWc8HhHn15aPIp/mVw94tOUa8rqtT05FO7e2/iJgc0mvkdf+y2RR8pda7H8aEfGCpAPIGkr/Kd+PT5NPgrsNqD6l7kTyXvmPpLPJDLzNmLb+0eWSniPP7fPkExp/Sj4lsGlhfEkfJaeYHtnGON+UdBmwsaSfRcTbHRzaHcA3JO0O/I+8Ps2ChVsCO0o6rxzHvGSwcjx5rzee9Hc/eU8+TN5395H33VXlXNwPvEMGJRdh6qmWZmZmZmZ9ygEps+lERPxB0ljyR/HvyO/n4+SP8D/Vni7WVh93lWyQy4ErJX2lh4b318rfE8mMpt9ExD8ry0cAiwLbkwGT+8lAwMbA6pV2p5PZQjuS2RzPAf8AhleO8UiyxtSaZBbHE+R0qIM6GmhE3CJpCPBLsqD65sB7ZLDrQKYOap1ABs4aNa+uIzPNrupoP2QdpxXJpw7uVsbYCBpuSmYQ/Zp8QtrfgJFk0KtDEfGepO+UfrcgAwhvkFMij6C1pyq2ah5af9piY2xnkuf3wibBm13ILKlNyaltN5ABqe48ZY6IGC7pBfL7cRgZcDke2Ksa+ImIyyT9HNgdOJwM3H0LOKTW5XFljLuT5+Bp8r7bv51h/IDMLG4vOHwhOWV0bbJGWnt2L8ewPznV9BSaZ69dA3yx7H8Rso7XrcCmEVEtmL4NWcPrMHJK3r7l85nkgwg2JwNSDwLfi4h/dTA+MzMzM7NeoynJDWZmNiORNC8Z2Nk1Iv7S3+Ox6Zuk5YD7br75ZoYOHdrfw7EuGD9+PCNHjmTYsGEMGjSov4djXeTrOPD5Gg58voYDn69hzxs9ejRDhgwBGFKe0Nwh15AyM5txrQY8Q2aKmZmZmZmZ9RkHpMzMZlARcXFEDC4Fvc3MzMzMzPqMA1JmZmZmZmZmZtanHJAyMzMzMzMzM7M+5afsmZmZWcu2PfV2xp/3Yn8Pw7pg0TmDPVeENQ+7lucmqb+H05KxB67b30MwMzOzXuIMKTMzMzMzMzMz61MOSJnZ+yQtJelySa9JCknf6YE+Q9LRPTC8XiNpqzLOz/f3WDoiaZSkUf09jo5IWr2c09V7qf/hpf8Fe6P/so/GMWzUW/voCZJGSJrQ3+MwMzMzM+sMB6RswJG0vKRzJD0habKkZyRdIWnnWru9eiKgMpBJ+qSkYyWNlfSmpHGSzpe0ShubnAIsD/wG2By4vUmfo8qP9I5ew3vvyPqPpB0lbdVCuw3KedimnTZrlDY/6+ExziVppxJcfFbS65L+K2kHSTN3o98RtWv8jqSnJJ0l6TM9eQy9pcV7t9cCaf2p3BfDP4jHZmZmZmYDj2tI2YAiaWVgJPAkcALwHPAJ4EvALsBRleZ7AecA5/ftKKcPJeh0Sfl4InA/sCiwFXCdpF0i4qhK+zmBLwN/iIj2Mpr+UPpr+ALwM+CPwAOV5fd09ximUzsCLwIjOmh3MfAasAlTn6+qTYB3gbN6anDFp8jvwlXAocB4YC3gGPK7smU3+n4TaATZZgGWAH4CfFPSZyLif93ouy9sXvu8BbBGk+UPAMv2yYj6zlzAPuXvUf04DjMzMzMzB6RswPkN+SP/CxHxanWFpIW72qmkuSNiYjfHNt2QtAAZjJsErBIRYyrrDgUuAw6XdEdE3FhWLVTeX22v74i4oravyWRA6oqIGNUjB/ABEBFvSjoH2FrSR+uBGklzAN8lz9u4Ht79c8DyETG6suw4SSeV8fw+Ih7tYt/vRMTp1QWSbgYuAtYlA8XTrSZj/xKwRn15WfdBC0iZmZmZmU03PGXPBpolgNH1YBRA9Ue9pADmBrasTMEZUdY1as98RtLfJb0CXF/ZdjNJd0iaJOnlMh3pE9V9SVpV0j8lPVmmwj0l6bCSZVRtN0LShDJ17qLy9zOSdirrl5d0taSJZQriJrXtZ5W0j6RHyvTElyRdL2mNDs7T9mQ21C+rwahyniaRGTIB/K5xToAnSpODyvkZ28E+OkXSdyTdV87XaEnfbNJmJUmXShpfztVVJWBQbTO8XN/6to06UIMry2Yq7f8n6Q1JI8t1H9u4H2pml3SopBfKNTlP0kKV/sYCywFfrdxXo9o57NPJf2d/0GTdusB8wBml71kk/VbSmHKOxkr6o6TZ2+m/qYh4sRaMajivvPd0oOW58v5Oe41a/d6UtstIOrtci0mSHpL0hw76X0zSo+U+W6Qbx1M3k6TfSHq6fA+vkrRkk/1vXPm340VJp0v6WK1N0xpg5d+KsbVlH5Z0Wvk+vCrpFEkrlPtuqyZ9fEw5JXdCOW8Hq0zRLN+LF0rTffQBn1prZmZmZtM/Z0jZQPME8GVJQyLivnbabU5Ok7oVOL4sG1Nr80/gEXJqnwAk/Qb4PXB22X4hYGfgWkkrVQJhG5PTX/4KvAR8sbT7eFlXNTNwKXAt8CtgU+BoSRPJ6W9nAOeS055OlXRTRDxeth0O7Fk5lkHA54HPAVNlKtV8G5hcjmMaEfG4pOuBr5VgwLlkZtRhwJnkVL+eLJL8FWADcsrY62RG1b8kfTIiXgKQtBxwHTm97M/A22RgbZSkr0bELV3Y7wHkOb+QzApbobzP0Ub7o4BXgH2BwcCuwNHA98v6XUubCeS1A3i+nf1fCzxNTs07tLZuE+ANpkwpPZEMFJ4DHAIMJa/9smQmVU9YtLy/2J1ONKWQ+Mzk9MA/kd+DizrYtKXvjaTPkvfC2+T3dywZjP42mSXZbExLAFcDL5MZT906xppfA+8BB5NBxF+R39uhlf1vBZwM3EZet0XIacSr1P7taImkmcj79ovk+XoQWJ+s89bMzOS9fQvwC+AbwM/Jf/f+Sgajdih/n0d+56GNqbXKjNOFaouX6MwxmJmZmZm1xwEpG2gOJoM7d0m6lfzRehUwMiLebjSKiNMlHQs81mwqTnF3RLyfkSRpMTIQsXdE/LGy/Fzgv2TtoMbyPUqmUcPxkh4F/liCLE9W1s0BnB4RB5T+/g78DzgJ+GFE/KMsv4L80bklGYiCzKK5JCK2a+30vO8zwEMR8WY7be4GvgosGRH3SBpPBqTubOecddWywGca2VqSRpb9/5AM+ADsD8wKfCUiHivtTgUeIgNUX+3MDkuGzO7A+RHx3cryfZhyfuteAtaMiChtZwJ+Jmm+iHgtIs6XtD/wYivnKCLek3Qm8EtJS0fEw6XfQcA6wHkRMUHSCuR1PzEiti2bHyNpHPALScMiYmRnjr9O0mxkQO1xMmjSVXMzJdOm4RnyvNWX17X6vTmKDBJ/rvpdkvTrZp1KWob8d+AZYK2IeKX1w2nJHMCKEfFW2d8rwBGNwLikWcmg3H3AahExubS7ngzS7caU2k2t+g5Z023XiDii9PdX2g5EzwH8IyJ+Xz4fK+lO4MfAXyNionIK6V+Be1q4f3fswpjNzMzMzFrmKXs2oJT6RV8GLiCzXX5FZgU8I2m9TnZ3bO3zBuR34mxJCzZe5HSkR4BhlXG8/6Na0tyl3Y3kj+iVmuzrxMq2r5JBlolUMpgi4iEyS+lTle1eBZaTtFQnj21eMhOpPY31gzrZd1dcWZ06GBH3kJlQnwIo04rWJINHj1XaPQv8HfhKCeJ0xtfJoPsxteVHNWnbcHwjGFVcR2aeLNbJfVc1fvhXp2NuSAYQziif1ynv9SyqQ8r7ut3Yf8PRZKDypxHR7tS6Dkwmi4CvQRZK357MGLtE0tLtbdjK96ZMkVwNOKkW2KV2bRqGANeQWVTf6IVgFMDJjWBUcV15b3xXPw8sDBzTCEYBRMTFZJC5K9fvm2SG2Ps1uSLiPeAv7WxT/zftOqb+96QzjiHPbfW1fhf7MjMzMzObhjOkbMCJiNuADUrGxwrkdKbdgHMkrRgR97fY1eO1z0uRP4wfaaP9+xlYkj4J7AesByxQazdf7fPkJpkjrwFPN/mB/Vqtv98B/wYelnQf8B/gtBLQac/rZFCqPY31HQWuesKTTZa9wpRjXYicyvVQk3YPkIHCTwDN6iK1pRFEmqp4d0S8XDJcWhlno139GresZJ/dR2aDDS+LNyGnzV1WGet7Tcb6nKRX6V5ADEm/BLYFfhsRl3TUvgPvRsSVtf4vIb83B5DBtrbG0cr3phFAaW9KbtWF5LTJtSKiJ6eZVnV0XzSuT7P790FyympnLQY8GxFv1Ja3VYy+2b8z1e9Yp5SafFMV25fUla7MzMzMzJpyQMoGrJKxcBtwm6SHyfotG5PT7loxqfZ5JrLQ99rAu03aT4D3s3muAD5ETtN5kMx2+hgwgmkzD5v11d7y93/1RcS1pTbO+mQG0TbAbpJ+EhEntrE9ZBBnJUmztzNt77NkkK2tAFxP6vBYO6FZlgxkJlN39eQ4q04HDpT0ebKm1DDguCaZSm0dW5eV2kZ/Ao6NiP17un+AiHha0kNkZlNb4+js96ZV/yKnO24KHNfFPjrS0/dvs+26e/+2NUYzMzMzs+mSA1L2QXF7ef9IZVlnf9yPIX8oPt6o9dOG5YGlgS0j4tTGQnX85LsuiYiXyWDbyZLmIQtlD6cyDbCJi8ipjRszZcrY+8oTt1Ylp9LVA3P94QWywPenm6xbhsweeqp8fgVA0vy1QtH1LKLGUwOXpJINJ+nDdCPjia4Fjc4ks4c2KeOamSnT9SjLZiKz9B5oLCx1sOZnyrF0iqT1yfvkXGCnrvTRCbMA87SzvtXvTWPK5pAW9/tL8ul+x0h6PSL+3uJ2PalxfT5NFlav+jRTX79XaD6Nrtn9O0zSXLUsqWme7tcJPR7wNDMzMzPrKteQsgFF0jA1nzfSqMFTnTIzkfwx36pzySyDfer7UPpw+djIRFB1PflErR5V2ScAZUrSo8DsHWx6HDnd5iBJU/34lTQHGeASOX2q30XEu8DlwPolWAa8H5DZBLg+IsaXxY1aVKtV2s1NZslUXUUGKnaoLf9pN4fb2fuKUgvpOvJpfZuRQc8bK00a0+h2rW26e3m/uL3+JS1TpsNVl60GnEUGMDct9Yd6Rakd9WmyUH1bWvrelGln1wI/anJMzb77AWxHPp3wlC7UkusJt5Pft59Iev+7KWltsqB/9fqNAZYptbIa7VYAVqn1eRlZ5H/bSruZ6F5gsRHYmr8bfZiZmZmZ9QhnSNlAcxQwl6TzyCk/swErkz/0x5KBloY7gG9I2p18qt3jEXFLWx1HxBhJe5OZLIMlnU/WV1qcrFN1PPmUvwfJH5UHS/oYWZx7Q7qXddOW+yWNKsfyMlk8eSOmPJmurWN5SdJG5A/hOyWdCNwPLApsRWZZ7FILivS3vclC2ddLOoYMJm1PBt9+VWl3OVnT52+SDiIDHT8is6zeD2BExPOSjgB+LukCsv7WCuSUzBfperbIHcAO5V55FBgXEfWsmGZOJ++hjwJ/qK6IiLslnQJsJ2l+skj3F8kg2/ktPGHvgbLN6vD+EyMvII/xHGDjWiznnmodMkljyzgGt3Acs0jarPw9EzAY+En5u73psp353vwMuJ68d48nM9wGk8XBV6w3Lk8z3Aw4n3wowTotXpMeERFvS9qD/PfnmvJkxUXIYNtY8umVDSeRgcbLJP2NLIb+E7I+WrVw//nArcAhkpYkz9965JRH6ML9GxGTJN0PfL9Mc34ZuC8iWq3XZWZmZmbWYxyQsoHmF+Q0tHXIrIjZyODEMcD+tSlcu5MBgP2BOYFTgDYDUgARcWD5oVZ9TPtTZBDkgtLmbUnfBo4E9iSfOnYeGSRqL0OkK44kf4SuSQZmniADNwd1tGFEXCfps8Be5Dn7CFk0/UbgRxFxfQ+PtVsiYrSkVcmA4J5kgOMWYLNqILGc/++S1/z35FMQDyenQp1c63YPMitkW+AbwE3kubyevG5dsR85vepXZGH4a5h2mlYz55AB1dmZerpewzbkdLWtyADoc+S5aLUmWtXiTCkS3uypbPsC1cL4c9N2sey62YHTKp/Hk7XcNo+Iq9raqDPfmxKg+xJ5fXcgn0j4BJWnUrbR/0bApcC/JX2jvQB0T4uIEZLeAH5N1siaSB7fHtV/lyLiAUlbkPfRoWSgeHMyE3D1Srt3Ja0LHEEGJt8r/e0L3EDX799tyPvwMPLfz31pvYC8mZmZmVmPUfOnaJuZfTCVDKRXgL0j4g8dNP/Ak/QZMjvnWxHR7tRA63+SvkMGpr4SETf08b6XA+67+eabGTp0aF/u2nrI+PHjGTlyJMOGDWPQoEEdb2DTJV/Hgc/XcODzNRz4fA173ujRoxkyZAjAkIho6enoriFlZh9YkuZssnjX8j6q70YyXRsG3ORg1PSnfv+WJxXuTGal3dkvgzIzMzMz6yGesmdmH2Tfl7QVWTR8AvAV4IfA5X2dXTK9ioi/0Hxan/W/o0pQ6iZyquQGZM28vaaTp2OamZmZmXWZA1Jm9kF2D1kc/VdkwejnyZo8e/fnoMxadDXwc+BbZB2tR4GdI6LdhxqYmZmZmQ0EDkiZ2QdWRNxJFjM3G3Ai4u/A3/t7HHXbnno74897sb+HYV2w6JzBnivCmoddy3OT1GH7GdHYA9ft7yGYmZnNMFxDyszMzMzMzMzM+pQDUmZmvUzScEkD8pGmkgZLilKLa4YhaZSk+/p7HDDjXgMzMzMz+2BzQMrM+pSkrcqP6+prnKSRktbuRr97SfpOk+Url4DQ/N0Z9weRpLFNrsN1kr7bwXbrSBrezX3X74PJkv4n6TJJP5M0b3f6b3EMHy33xoq91P9MkraQdIWkFyW9Xc7x5ZK2kzR7b+zXzMzMzGwgcA0pM+svvwMeBwQsAmwFXCLp2xFxURf62ws4Bzi/tnxlYB9gBPBq14b6gXYXcEj5+6PA9sC5knaIiGOBJ4A5gbcr26wD7AQM74H9N+6DWYFFgdWBw4HdJa0XEff0wD7a8lHy3hhLnoceU56Odx6wFnAjcDBZVP9DwFeBY4ChwI9b6K7ZNTAzMzMzG9AckDKz/nJpRNze+CDpb+QP9h8CXQlIWdc8ExGnNz5IOpV8mttuwLEREcDkXtz/VPcBcICkr5H3wAWSlo2ISb24/95yGBmM2jUijqitO0TSUsAa7XUgaRZgpoh4i969BmZmZmZmfc5T9sxsevEqMAl4p7pQ0tySDpH0lKQ3JT0k6ReSVGkTwNzAlpUpYCPKtLKDSrPHK+sGl+1mkfRbSWNK32Ml/bE+laosv0jS6pJulzRJ0r2SVi/rNyifJ0u6Q9JKrRywpM1K+0mSXpZ0lqRP1NosJelfkp4r/T9d2s1XabOGpOslvSppQjlHf2xlDHUR8RzwALB46Xuq+kWSRpDZUVSn3HVlX+2M4Wrg98BiwGbVdZKWkXROOV+Ty/VYr9bmQ5IOLtdkgqTxki6VtEKlzerAbeXjyZVj2arW12fKdNI3JD0j6Vcdjb9cw22A/zQJRjWO8ZGIOKayTeM8/0LSrpLGAG8Cn6lfg9J+RDm2T5VpjhPLlMffVb8bpe0Pyn32ejkX90rapaPjMDMzMzPrTc6QMrP+Mp+kBckpewsDOwPzANVsHQEXAMOAv5HTqtYig0wfI7N4ADYHTgRuBY4vy8YAE4Glyayr3YDGs+pfKO8nAluSU/0OIadQ7QksC9TrKC0J/B04rozxF8CFkn4C/JGcgkXZ/mxJn46I99o6eEm/IYMuZ5dxLFTOwbWSVoqIVyXNBlwGzA4cBTxXjvtbwPzAa5KWI7OJ7iGnv71ZxrpKW/tuj6RZgU8AL7XR5Dhyqtsa5HnvLaeR53VN4IQytuWAG4BngAPJ6/s94HxJG0bEeWXbTwHfAf5JTgdchJyKeI2kz0TE/8ig2++A/ch75rqy7Y2VMSwA/Ac4l7xOGwF/knRvRFzaztjXBmamci93wtbAHGVMbwIv0/Z/PJq5jO9m4FfAN4F9yf9t/x1ksBI4E7gK2KNstyx5fzQNlpmZmZmZ9QUHpMysv1xZ+/wm8KOIuKKybD3ga8DeEfGHsuwvkv4J7CLp6IgYExGnSzoWeKw6/QxA0p1kQOr8iBhbWb4CGYw6MSK2LYuPkTQO+IWkYRExstLVp4GVI+Kmsv39ZLDoBGCZiHiyLH+FDNqsBoxqduCSFiMDB3tHxB8ry88F/gvsSAZjPkNmKm0cEedUutiv8vcawGzA2hHxIp03awkMQgaa9iQDOEc1axwRN0l6GFijfq57UkQ8Lek1YInK4iOAJ4EvRMSbAJKOAa4H/kTWbAK4F1i6GhCUdBrwIFmz6fcR8bykS8lzeVMbx/JRYIuIOK308TeyntOPgfYCUsuU96me0lcCjIOmPsyoB/4+DiwZES9Uthvcxn7mILOwflbaHQNcCOwh6chyP6wLjAfWioh32xnzVCQtTAZJq5Zo1tbMzMzMrCs8Zc/M+stOZDBlDXJa1kjgREkbVNqsA7wLHFnb9hAys6rLT+UrfQMc2qRvyB/yVfc3glHFLeX96kYwqrb8U+3sewPy39+zJS3YeJEZUI+QGWEAr5X3tSTN1UZfr5b39SV15d/0NcmMsReAu4GNyeykPdrbqI9MAOaFnIZHBifPBuatnLMPk4HBpSR9DCAi3mwEoyTNLOnDpa+HgM91cv/vB6pKLadbaf/awpSg04Ta8nWYcq5fIINbdf+qBqNacHRlfFE+zwZ8oyx+lZzO2m69qiZ2JANq1de/O9mHmZmZmVmbHJAys/5ya0RcWV5nkAGg+4GjSyYJZA2h/0XE67VtH6is76rFgPfIAt7vKzWUXm3S95O1do1g0VO1do3lC7Sz76XIgNojTB2geIGcTrVw2cfjZMBsG+DFUitop2r9KOAf5DS2E4HnS32p73UiOHULGaz4BvlEwgUjYovppJD4PEDj2i9JnrPfM+0527e0WRhA0kySdpP0CJl592Jp91mgeu468nQJ8lS9QvvXlsqY56ktv4EpQdjL29j28U6M7z3gsdqyh8v74PJ+TFl2aak/dpKkb7bQ9zHAkNpr/U6MzczMzMysXZ6yZ2bThYh4T9JIYBcyYDO6r3bdYru2pju1tVxtLIf8jwFBZng12/79zJqI+HkpJL4+mc10JLCnpC9FxNMRMUnSamRW1bpkHaHvA1dLWrOFaVovRkR9+mS/k/RxMnjUCBg2AmwHkxlRzTTa7kUGrk4CfkvWYXoPOJzO/YeYrlxbyKmBkEGcuxsLS+bTlZAF7dvYtkcDgRExTtKKZO21tctra0mnRsSW7W0HjKsuq9VKNzMzMzPrFgekzGx60vg3qZFZ8gTwDUnz1rKklqmsb2grsNTW8ifI4MRSTMm4QtIiZMHwZtOpesoYMqjxeEQ83FHjiLiXrIu0v6SVyUybnwB7l/XvkUWrrwJ2l7QX8AcySNUbwaYefapeGxoF0xvBp0Ym0NstBNA2AkZGxI+rCyXNz5TC9tB7x3EpGczaFDijl/YBef9+iilZUZBF/AHGNhaUqYYXkkX4ZyKzn7aX9PuImCpD0MzMzMysr3jKnplNF8rT3dYE3mJKgOgS8kliP601340MJlQLS08kA0l1E8t7fd0l5X3X2vLdy/vFHY+6y84lAxb7qJZ2ovTh8vcgSfX/cHAvme0ze2nzoSb931XeZ+/JQVdMLPuevzc6l/Q1MrPpcUpAp2TsjCIDKR9psk21APe71LKYJG1MPqGwqq17o1tKTbGTgLUl1e/d94fUQ7t7v/9yL/0UeJsMTtK4lypje498IiP03v1hZmZmZtYhZ0iZWX9ZW1Ij02lhYBMyW+nAiBhfll9IFjv/Q3nS2N1k0Gp94PCIGFPp7w4ym2p34H9k9tEtZTmlj7PIH+sXRsTdkk4BtiuBlWuAL5JP3ju/9oS9HhURYyTtDRwADJZ0Pll3aHHgu8Dx5NS0r5E1tf5JZsHMQmYOvQv8q3T3uzJl72Iyq2thsiD10+TT53pD45weKeky4N2IOAugTC/cEli8+lTDdjTug1nIp/t9jayx9ASwXkRMrrTdiTymeyWdQGZNLQJ8mXw63Qql3UXkeTkZuBFYnsxWqtdbGkPWC/uJpNfJANUtpXZXd+1KXs+jJP2AvJfHAQsCqwDfJousd8dk4JvlPr6FnI63LvDHSmH0E0vQ8mrynlgM2JkMWj4wTY9mZmZmZn3EASkz6y/7Vf6eTNbd2QE4rrGw1JVar7T9PrA1ORXpl0x5Gl7D7mQgZ39gTuAUMrhwm6TfklPcvklmhi5OBh+2IYMUW5GBoOfIING+9LKIOFDSw2S21z5l8VNksesLyue7ySlr3yaze94oy9aOiJtLmwvIAtY/IoMdL5LBtX0qhdd72rnAUcAPyCckCjirrJuHrIP0aot9Ne6Dt8haT/eSwZyT68XsI+J+SZ8nz9dW5BP2xgH/Zer76Y/kk+U2Ie+bO8lAzYG1/t6WtCV5zY8l/zdxazpXWLypiHijFA/fvLx+RT5971XyGu5I3qPd8S55T/8VOIgMau7L1OfidGC7sr/5yXv8H8DwxpMIzczMzMz6g6Z9gJCZmVnXSHoeODUiftnfY/kgK5loG0VE/Ul+vbnP5YD7lt/xaMbPO7ivdms9aNE5gz1XfJcD7pqZ5ya5SH0zYw9ct7+H0KHx48czcuRIhg0bxqBBg/p7ONYFvoYDn6/hwOdr2PNGjx7NkCFDAIZEREsPqHKGlJmZ9YgSsJgT+FN/j8V6zwlbfJ6hQ4f29zCsCxr/5/vy3Vbz//k2MzOzfueAlJmZ9YjyX0L8K9fMzMzMzDrkp+yZmZmZmZmZmVmfckDKzMxsgImIrfqyfpSZmZmZWU/zlD0zMzNr2ban3s74817s72FYF2RRc1jzsGtd1LwHDYRC6GZmZtMjZ0iZmZmZmZmZmVmfckDKzMw+MCSFpOHd7GOr0s/gnhlVp/Y9StKovt6vmZmZmVlfc0DKzKwDkhaXdLSkhyW9UV73S/qLpM/W2g4vwYzG621JYyUdKWn+Jn2PrbWvvv4jaVZJ90oaI2nOJtsPLuP5Z4vHsmzpe3Kz8UyvJK1exr1RJ7dbuVyT+Zus20vSd3pqjB2MY7Ckk8t1nCzpOUnXStq3L/ZvZmZmZja9cQ0pM7N2SPoW8A/gHeAM4G7gPWAZYANgB0mLR8QTtU13ACYAcwNfB3YGPgd8pclu7gIOabL8fxHxtqTtgBuA3wJ71docDbwF/KzFQ9oMeA5YANgIOLHF7QaKOclr1bAysA8wAni11nYv4Bzg/N4ckKQlgduAScBJwFjgI+T9sEcZX8OavTkWMzMzM7PphQNSZmZtkLQEcBbwBPD1iHi2tn4PYEcyQFV3TkQ0Kj8fJ+ks4PuSvhgRt9baPhMRp7c1joi4SdKxwC8knRERo8v+NwTWBXasj62N4xGwCfB3YHFgU1oISJXt5oiISR217W8RMbm/x9DEbsA8wIr1wKWkhaufI+KtvhyYmZmZmVl/8ZQ9M7O2/YrMcNq6WcAnIt6JiCMj4qkW+rquvC/RxbHsCbwIHKs0D3A4cBNwbIt9rAIMJoNsZwGrSfp4vVGZRniRpLUk3U5m9mxf1s0v6XBJT0l6U9KjkvaQNFOtj19IulHSS5ImSbqjs9PtuqJaQ6q8H1RWPV6ZCjlYUpDXdsvK8hEd9L22pOskTZT0uqSLJS3XwrCWAJ5ukkVHRIyr7WOqGlKVqYrfk7SPpGfKvs+RNJ+k2cv1GCdpQpkWOHtl+xHtTAkd3sLYzczMzMx6hTOkzMza9i3g0Yi4pQf6GlzeX2myblZJCzZZPrGRlRQRr0n6GfBPYBvgM8AiwNoRES2OYVNgTETcJuk+4A3gh0wJ2lR9GjgTOA44AXhI0lzANcDHyvInySlxB5BT0HatbL8LcAE5zXE24AfAPyV9KyIubnG83XUusDR5jLuRAT2AF4DNyeywW4Hjy/IxbXUkaXPgFOAycprdXOS0zOslrRQRY9sZxxPANyR9LSKu7uKx7EkGBg8EliSngL5NZuctAAwHvgRsBTwO7Fe2Ow64stbXN8l7YRxtKJlbC9UWdzWYamZmZmY2DQekzMyakDQI+ChN6guVAtnVfz8nNpnO9qGc6cbcwNeAnchAyLVNdrdmWVe3JxmAACAizpF0ERlAmgf4c0Tc1+LxzApsTMmmiohJki4gAxPNAlJLAt+MiMsqfexNBiVWiohHyuLjJP0P+KWkQyrZYktXz4mko4E7gd2BPglIRcQ9ku4kA1Ln14JGp5dpkI+1N10SoGSjHQmcGBHbVZafAjxE1qLaro3NKdtuDlwl6S4yqDcSuCIi3mjxcGYBvhoRb5d9L0QG+f4TEeuUNseUelU/ogSkIuImMouuMeYlybpjV5DBqrbsyNS1rczMzMzMepSn7JmZNTeovE9osm4UGUBqvHZq0uahsm4sWcj6UTKbqVkA4hZgjSavM5u03YnMOHoK+H1LR5LWBj5c6/NMYIU2pp09Xg1GFRuTUw9fkbRg40Vm4MwMrNZoWAtGLQDMV7b9XCfGPL1YA5gfOLN23O+S125YexuXml8rAqeTmXK7kIHO5yVt2+IYTm0Eo4pbAJH3FrXln5A0zX9wkjQ3cB6ZpffDiHi3nf0dAwypvdZvcaxmZmZmZh1yhpSZWXOvl/d5mqzbHpiXnDLXVnbNhsB4ctrTz8gi4m0VBX8xIurTqpqKiCcljQNGd7LI+GbkVK43S5YM5BS1N8gsqfrT+x5v0sdSwGdpns0F8H6B7vJ0wr3JQMzslTatTi+cnixV3tuabje+ow4i4mFgc0kzk9Mtv0XWKDte0uMtXP8na59fK+/1+mWvkf+xaT7gpdq6E8gMt5Ujor6uPt5x1Kb0lYw/MzMzM7Me4YCUmVkTpWbTs2RmSH3dLQCSBrfTxbWNp+xJuhC4FzhD0v9FRLOn8vWaMv3w28AcwCNNmmwi6Te1WlTNgl0zkVO9/tzGrh4u+1uVrB91LTn161my3tHW5FP+BppGNvHmwHNN1r/TakclK+le4F5JN5FT9zZl2jpPdW1lM7W1fKrokaRdyKmLm0XEXa2O18zMzMystzggZWbWtouBbSR9MSJu7WonETFB0r7AycD3yCfc9aUNyGDUDkwp7N3waWB/8gl813fQzxhgnhayeTYEJgNrRcSbjYWStu7MoHtIexlZrWZrNYqdj2s1k61Ft5f3j/Rgn9MoAcKDgcMj4oze3JeZmZmZWatcQ8rMrG1/Jqe0nSRpkSbrOzOH6QzgafIJbX1tM7J497ERcU71RQYqJpBZOh05G/iypLXqKyTNX6lb9C4Z7Jm5sn4w8J3uHUaXTCzv87exrtnyusvIaXl7leLwUykFxtskadVm2wGNYuQPtTCGLpH0EfK6XQ/8srf2Y2ZmZmbWWc6QMjNrQ0Q8ImkTsvj3Q5LOAO4mA1GLk9PP3iMDTR319bakI4CDJH0zIv5TWf0xSZs12WxCRJzfnWOQ9FGy6PaRbYzrTUmXARtL+lmtcHbdQcB6wEWSRgB3kE8RXB7YiCzY/SKZWbY78B9JfydrS+1EFnb/bG18w8mnuQ2LiFEtHNKGkpZpsvyUyhP+qu4o73+QdBY5dfDCiJhY1n1D0u7A/8hC7rfUO4iI8ZJ2AE4D7iz9vAB8ElgXuAH4aTtj3gP4P0nnAveUZZ8DtgBeBg5v74C76UiyjtmfgR/U6kDdExH3NN3KzMzMzKyXOSBlZtaOiPi3pOWBnwNrAj8is3+eIAMvx0bE3S12dzxZ6PvXQDUgtSIZ7Kh7gnwaW3f8gMyGvbCdNheS0+zWJms/NRURb0j6KlkAfWMyoDKerB21D6XQdkRcLenH5HEeThZI34MMWH221u085PlsVpupreNpZhTTFvgmIm6T9FvgJ8A3yXOxOJkdtTt5TfYH5gROIZ9SN42I+Luk/5Vj+iVZqP0Z8smBJ3cw5j+Swcuvkploc5F1tc4Cfh8RzQrI95SFyEy1Q5us25cpATIzMzMzsz7lgJSZWQciYgxZnLuVtsOB4W2sG09tilhEDO7CeFreJiIOpXkwotrmFDIY02H/ETGBDEjVn8pXb3cScFKTVcNrn1cD/hURD3bQ3yhamCIZEdO0iYj9yaBTfflDZJCovnwEMKKNMYzqaAxNtrsRuLHFtqs32WezY2prjMOpnON6f2ZmZmZm0wsHpMzMrF+Up/+tAGzZ32Ox1p2wxecZOnRofw/DumD8+PGMHDmSy3dbjUGDBvX3cMzMzGwG54CUmZn1i5IxNnt/j8PMzMzMzPqen7JnZmZmZmZmZmZ9ygEpMzMzMzMzMzPrU56yZ2ZmZi3b9tTbGX/ei/09DOuCRecM9lwR1jzsWp6b1OEzAmw6Nb1cx7EHrttv+zYzsw8GZ0iZmZmZmZmZmVmfckDKzOwDTtJwSdHFbcdKuqinxzQQSApJw/t7HD1J0iKSzpH0Ujm+Xft7TGZmZmY2Y3JAysxsAJK0uKSjJT0s6Y3yul/SXyR9tr/H11ckjZA0oZ31IenovhxTeyQtLOlASfdKmiBpsqRHJZ0s6St9MITDgLWAA4DNgf/0wT7NzMzMzKbhGlJmZgOMpG8B/wDeAc4A7gbeA5YBNgB2kLR4RDzRf6O0OklfBC4G5gXOAo4F3gQWB74DbCXpqxFxbS8O42vAvyPi4F7ch5mZmZlZhxyQMjMbQCQtQQYzngC+HhHP1tbvAexIBqhsOiFpAeB8Moi4YkQ8WFu/N/ADYFIvD2Vh4NVe3oeZmZmZWYc8Zc/MbGD5FTA3sHU9GAUQEe9ExJER8VR7nUiaRdJvJY2R9GapFfVHSbO30X5NSXeVKWb3S9qgSZv5JR0u6anS56OS9pA0U63dDyTdIel1SePL9LVdOncauq5Mm/ubpOfL8dwtacsOthlWpv99t8m6Tcq6L7fTxU+AjwC71oNRAJHOjIjban2vJOnScp4mSLpK0peajOFTkv4p6eUyffNmSetW1m9V6ogJ2KmMt0t1xczMzMzMeoIzpMzMBpZvAY9GxC3d7OdEYEvgHOAQYCiwJ7AsUA+6LEVOETwWOAXYGvinpG9GxBUAkuYCrgE+BhwHPAmsTNYq+giwa2m3BnAmcBWwR+l/WWAV4IiuHoykBVtsNycwClgSOBp4HNgYGCFp/ohoawyjgKeATYHzaus2BcZExE3t7PrbZPbTua2Ms4x1OeA6YDzwZ+BtYHtgVJnad0tptwhwIzAXcCTwEnltL5C0UUScB1xL1ow6DbgCOLWDfS8MLFRbvESrYzczMzMz64gDUmZmA4SkQcBHyalf9XXzM/W/6RMjoun0L0krkAGLEyNi27L4GEnjgF9IGhYRIyubLA1sGBHnlu3/BjwI/IkMbgDsTgYsVoqIR8qy4yT9D/ilpENK1ta6ZIBlrYh4t1MnoG1zAy+02HY7MgC2WUScASDpWDKYtr+kkyLi9fpGERGSTgd2lzRfRLxWtl0IWBP4Qwf7XQZ4KCLeri6UNC9QzUqbFBETy9/7A7MCX4mIx0r7U4GHyADVV0u7XwOLAKtGxPWl3QnAPcChkv5dtn9M0mnAwxFxegfj3RHYp4M2ZmZmZmZd5il7ZmYDx6Dy3uypcqPIoEzjtVM7/axT3g+tLT+kvK9bW/4/KllBETGezLBZSdKiZfHGZDbPK5IWbLyAK4GZgdVKu1fJANIa7YyvsyaX/pq96tYBniOztBrH8zaZWTQPU4I8zZxKBo82qiz7PhkI7CjAM4jm1+00pr5ufwKQNDMZ6Dq/EYwqY30W+DvwlRKgbBzTrY1gVGk3ATgeGAx8poOxNXMMMKT2Wr8L/ZiZmZmZNeUMKTOzgaORuTNPk3Xbk09vW4SOgyOLkUXPH60ujIjnJL1a1lc9GhH1ekMPl/fBZIBnKeCztJ2ptHB5Pwb4HnCppGeAy4GzI+I/HYy5Pe9GxJXNVkiqL1oMeCQi6kXfH6isbyoiHpR0GzlF729l8abAzRHxaFvbFa/T/Lr9jpw6CFOyzSCny81FZkPVPUD+B6VPAKPLmJtN4awe030djG8qETEOGFdd1uRcmpmZmZl1mQNSZmYDRES8JulZMlulvq5RT2hwZ7rsoaFBBkiuIKeSNfMwZKBD0orAWsDa5bW1pFMjot3C4tOJU4EjJH2czJb6EvDTFrZ7EFhB0qzVaXsRcU/jbwd8zMzMzGxG4il7ZmYDy8XAkpK+2I0+niD//V+qurAUx56/rK9aUtNGS5Yu72PL+xhgnoi4so3Xk40NI+KtiLgwInYk604dB2whacluHFOrngCWqj/5j6zx1FjfnrOAd4EfktlRb5MF3ztyETAn0xaMb8sLwBvAp5usW4bMcGs8SfGJdto11puZmZmZTVcckDIzG1j+TAYqTioBpLpW0mwuKe+71pbvXt4vri3/KJVASqldtAVwV0Q8VxafDXxZ0lrTDEiaX9Is5e8PV9eVqXONLKHZ69v2gkuARcnaT43xzQLsTNZ4uqa9jSPiReBSYDMyIPWfsqwjfwWeBw6TtHR9ZT3gVwq+Xw6sX816K9d8E+D6UsurcUxflPTlSru5yQLuY4H7WxifmZmZmVmf8pQ9M7MBJCIekbQJWZT7IUlnAHeTgajFyWDFe8DT7fRxt6RTgO3K0/muAb5IPnnv/NoT9iCn2/1N0hfIoMqPyFpVW1faHASsB1wkaQRwB1m8fHmyCPhg4EXgREkfAq4uY1yMDAbdxZSaR0gaW8Y6uMVT06rjyXpbIyT9Hxmw2QhYBdi12RP2mjgVOKf8/dtWdhoRL0v6LnAhcLeks4DbyAyrT5BF4QGerGy2N1mY/XpJxwDvlLHPDvyq0u5AMmPrUklHAi+T13Jx8umI9XpZZmZmZmb9zgEpM7MBJiL+LWl54Ofkk9h+RNaDeoLMbjo2Iu7uoJttgMeArcjsp+eAA4B9m7R9hAwaHURODXsc+H5EXFYZ0xuSvgrsRQZXtgDGk8GsfYDXStPTycydHcnpgc+RU96G1wInc1Mrut4TImKSpNXJIM6W5NPvHgK2jogRLXZzIfAKmWV8QSf2fZOkIWQm2rpkltZMwDPA9cB2EXFdpf1oSauS12XP0vYWYLNGzbDS7nlJK5NP6NsZmIPMOvt2RNSz3czMzMzMpgua9sFJZmZm/UfSZ8inx31regyolCl+/wMujIgf9/d4+oqk5YD7br75ZoYOHdrfw7EuGD9+PCNHjmTYsGEMGjSov4djXeTrOPD5Gg58voYDn69hzxs9ejRDhgwBGBIRo1vZxjWkzMxsejMMuGl6DEYV3wEWIqfumZmZmZlZF3jKnpmZTVci4i/AX/p7HHWShgKfJetG/Tci2i2AbmZmZmZmbXOGlJmZWWt2IJ+WN46skWVmZmZmZl3kDCkzM7MWRMRWZBF4MzMzMzPrJmdImZmZmZmZmZlZn3JAyszMzMzMzMzM+pQDUmZmZmZmZmZm1qcckDIzMzMzMzMzsz7lgJSZmZmZmZmZmfUpB6TMzMzMzMzMzKxPOSBlZmZmZmZmZmZ9ygEpMzMzMzMzMzPrUw5ImZmZmZmZmZlZn3JAyszMzMzMzMzM+pQDUmZmZmZmZmZm1qcckDIzMzMzMzMzsz7lgJSZmZmZmZmZmfUpB6TMzMzMzMzMzKxPOSBlZmZmZmZmZmZ9ygEpMzMzMzMzMzPrUw5ImZmZmZmZmZlZn3JAyszMzMzMzMzM+pQDUmZmZmZmZmZm1qcckDIzMzMzMzMzsz7lgJSZmZmZmZmZmfUpB6TMzMzMzMzMzKxPOSBlZmZmZmZmZmZ9ygEpMzMzMzMzMzPrUw5ImZmZmZmZmZlZn3JAyszMzMzMzMzM+pQDUmZmZmZmZmZm1qcckDIzMzMzMzMzsz7lgJSZmZmZmZmZmfUpB6TMzMzMzMzMzKxPOSBlZmZmZmZmZmZ9ygEpMzMzMzMzMzPrUw5ImZmZmZmZmZlZn3JAyszMzMzMzMzM+pQDUmZmZmZmZmZm1qcckDIzMzMzMzMzsz7lgJSZmZmZmZmZmfUpB6TMzMzMzMzMzKxPOSBlZmZmZmZmZmZ9ygEpMzMzMzMzMzPrUw5ImZmZmZmZmZlZn3JAyszMzMzMzMzM+pQDUmZmZmZmZmZm1qcckDIzMzMzMzMzsz7lgJSZmZmZmZmZmfUpB6TMzMzMzMzMzKxPzdLfAzAzM7MBYTaAxx57jHnmmae/x2JdMGHCBJ588kkeeOABX8MBzNdx4PM1HPh8DQc+X8Oe9+ijjzb+nK3VbRQRvTMaMzMz+8CQtDlwan+Pw8zMzMyma+tHxAWtNHSGlJmZmbXi4fK+EfBgfw7EumwJ4N/A+sCYfh6LdZ2v48Dnazjw+RoOfL6GPW824BPANa1u4ICUmZmZtWJCeX8wIkb360isSyQ1/hzjazhw+ToOfL6GA5+v4cDna9hr/tuZxi5qbmZmZmZmZmZmfcoBKTMzMzMzMzMz61MOSJmZmZmZmZmZWZ9yQMrMzMxa8QKwb3m3gcnX8IPB13Hg8zUc+HwNBz5fw+mAIqK/x2BmZmZmZmZmZjMQZ0iZmZmZmZmZmVmfckDKzMzMzMzMzMz6lANSZmZmZmZmZmbWpxyQMjMzMzMzMzOzPuWAlJmZmZmZmZmZ9SkHpMzMzKxNkmaX9CdJ/5M0SdItktbo73FZayStLinaeH2pv8dn05I0j6R9Jf1H0svlWm3VRttlS7sJpe1pkhbq4yFbTavXUNKINr6bD/bDsK1C0hckHS1ptKSJkp6UdLakpZu09fdwOtTqNfT3sH/N0t8DMDMzs+naCGAj4HDgEWAr4BJJwyLi+v4blnXSkcBttWWP9sdArEMLAr8DngTuBlZv1kjSx4FrgdeAvYB5gF8Ay0v6YkS81SejtWZauobFm8A2tWWv9c6wrBP2AFYB/gncAywK/BS4U9KXIuI+8PdwOtfSNSz8PewnDkiZmZlZU5K+CPwA+GVEHFyWnQrcB/wZWLkfh2edc11EnNPfg7CWPAt8JCKek/R5pg0kNuwFzA38X0Q8CSDpVuAKMnB8fB+M1Zpr9RoCvBMRp/fRuKx1hwKbVANKkv4B3Av8GtisLPb3cPrV6jUEfw/7jafsmZmZWVs2At6l8n+oI2Iy8Dfgy5I+0V8Ds86TNK8k/8fI6VxEvBkRz7XQdEPgosaP4LLtlcDDwPd6a3zWsU5cQwAkzSxpUG+OyTonIm6sZzdFxCPAaGDZymJ/D6dTnbiGgL+H/cUBKTMzM2vLSsDDETG+tvzW8r5i3w7HuuFkYDwwWdLIkrVhA5SkjwELA7c3WX0r+d21gWEu8rv5Wqk/9BdJ8/T3oGxakgQsArxYPvt7OMDUr2GFv4f9xP+VzMzMzNryEXLqSV1j2Uf7cCzWNW8B/wIuIf8P+GfI+ibXSVo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},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"plt.figure(figsize=fig_size)\n",
"plt.barh(np.arange(len(albums))[::-1], np.array(albums_time) / (1000 * 60 * 60) )\n",
"plt.yticks(np.arange(len(albums))[::-1], labels=[f'{i.name}, {i.artist[\"name\"]}' for i in albums])\n",
"plt.xlabel(\"Time (Hours)\")\n",
"plt.grid(axis=\"x\")\n",
"plt.title(\"Time Listened (Since Nov 17)\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"plt.figure(figsize=fig_size)\n",
"plt.barh(np.arange(len(albums))[::-1], np.array(albums_time) / (albums_track_count * albums_average_track_length) )\n",
"plt.yticks(np.arange(len(albums))[::-1], labels=[f'{i.name}, {i.artist[\"name\"]}' for i in albums])\n",
"plt.xlabel(\"Average plays per song\")\n",
"plt.grid(axis=\"x\")\n",
"plt.title(\"Normalised listening time\")\n",
"plt.show()"
]
},
{
"source": [
"# Imports & Setup"
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from datetime import datetime\n",
"\n",
"from google.cloud import bigquery\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib as mpl\n",
"mpl.rcParams['figure.dpi'] = 120\n",
"\n",
"from analysis.net import get_spotnet, get_fmnet, get_playlist, track_frame\n",
"from analysis.query import *\n",
"from analysis import float_headers, days_since\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"client = bigquery.Client()\n",
"spotnet = get_spotnet()\n",
"fmnet = get_fmnet()\n",
"cache = 'query.csv'\n",
"first_day = datetime(year=2017, month=11, day=3)"
]
},
{
"source": [
"## Read Scrobble Frame"
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"scrobbles = get_query(cache=cache)"
]
},
{
"source": [
"## Write Scrobble Frame"
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"scrobbles.reset_index().to_csv(cache, sep='\\t')"
]
}
]
}
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