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@sabopy
Last active November 15, 2019 14:05
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{
"cells": [
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# plot_marked_watershed"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [],
"source": [
"from scipy import ndimage as ndi\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.axes_grid1 import ImageGrid\n",
"from skimage.morphology import watershed, disk\n",
"from skimage.filters import rank\n",
"from skimage.util import img_as_ubyte\n",
"from skimage.color import rgb2gray\n",
"from skimage.measure import regionprops\n",
"import matplotlib.patches as mpatches"
]
},
{
"cell_type": "markdown",
"metadata": {
"jupyter": {
"outputs_hidden": false
}
},
"source": [
"## cactus 3"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"8"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img = plt.imread('plant_saboten3.jpg')\n",
"image = img_as_ubyte(rgb2gray((img)))\n",
"\n",
"# denoise image\n",
"denoised = rank.median(image, disk(13))\n",
"\n",
"# find continuous region (low gradient -\n",
"# where less than 10 for this image) --> markers\n",
"# disk(5) is used here to get a more smooth image\n",
"markers = rank.gradient(denoised, disk(5)) < 10\n",
"markers = ndi.label(markers)[0]\n",
"markers.max()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x216 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# local gradient (disk(2) is used to keep edges thin)\n",
"gradient = rank.gradient(image, disk(2))\n",
"\n",
"# process the watershed\n",
"labels = watershed(gradient, markers)\n",
"\n",
"# display results\n",
"fig = plt.figure(figsize=(8, 3))\n",
"grid = ImageGrid(fig, 111,\n",
" nrows_ncols=(1, 4),\n",
" axes_pad=0.25,\n",
" share_all=True,\n",
" )\n",
"\n",
"grid[0].imshow(denoised, cmap=plt.cm.gray)\n",
"grid[1].imshow(gradient, cmap=plt.cm.nipy_spectral)\n",
"grid[2].imshow(markers, cmap=plt.cm.nipy_spectral)\n",
"grid[3].imshow(image, cmap=plt.cm.gray)\n",
"grid[3].imshow(labels, cmap=plt.cm.prism, alpha=.5)\n",
"t_list = [\"Original\",\"Local Gradient\", \"Markers\",\"Segmented\" ]\n",
"for i in range(len(t_list)):\n",
" grid[i].axis('off')\n",
" grid[i].set_title(t_list[i])\n",
"plt.savefig('watershed_cactus3.jpg',dpi=100)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(4, 6))\n",
"ax.imshow(image, cmap=plt.cm.gray)\n",
"ax.imshow(labels, cmap=plt.cm.prism, alpha=.5)\n",
"for region in regionprops(labels):\n",
" minr, minc, maxr, maxc = region.bbox\n",
" rect = mpatches.Rectangle((minc, minr), maxc - minc, maxr - minr,\n",
" fill=False, edgecolor='g', linewidth=3)\n",
" ax.add_patch(rect)\n",
"\n",
"ax.set_axis_off()\n",
"plt.savefig('cac3_plot_bbox.jpg',dpi=100)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sabos=[]\n",
"for region in regionprops(labels):\n",
" minr, minc, maxr, maxc = region.bbox\n",
" sabo = img[minr:maxr,minc:maxc]\n",
" sabos.append(sabo)\n",
"\n",
"fig,ax = plt.subplots(nrows=2, ncols=4,figsize=(8, 6))\n",
"ax=ax.ravel()\n",
"for i in range(len(sabos)):\n",
" ax[i].imshow(sabos[i])\n",
" ax[i].axis('off')\n",
"plt.savefig('plot_label_cactus3.jpg',dpi=100)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## cactus 2"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"7"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img = plt.imread('plant_saboten2.jpg')\n",
"image = img_as_ubyte(rgb2gray((img)))\n",
"\n",
"# denoise image\n",
"denoised = rank.median(image, disk(13))\n",
"\n",
"markers = rank.gradient(denoised, disk(5)) < 10\n",
"markers = ndi.label(markers)[0]\n",
"markers.max()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x216 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# local gradient (disk(2) is used to keep edges thin)\n",
"gradient = rank.gradient(image, disk(2))\n",
"\n",
"# process the watershed\n",
"labels = watershed(gradient, markers)\n",
"\n",
"# display results\n",
"fig = plt.figure(figsize=(8, 3))\n",
"grid = ImageGrid(fig, 111,\n",
" nrows_ncols=(1, 4),\n",
" axes_pad=0.25,\n",
" share_all=True,\n",
" )\n",
"\n",
"grid[0].imshow(denoised, cmap=plt.cm.gray)\n",
"grid[1].imshow(gradient, cmap=plt.cm.nipy_spectral)\n",
"grid[2].imshow(markers, cmap=plt.cm.nipy_spectral)\n",
"grid[3].imshow(image, cmap=plt.cm.gray)\n",
"grid[3].imshow(labels, cmap=plt.cm.prism, alpha=.5)\n",
"t_list = [\"Original\",\"Local Gradient\", \"Markers\",\"Segmented\" ]\n",
"for i in range(len(t_list)):\n",
" grid[i].axis('off')\n",
" grid[i].set_title(t_list[i])\n",
"plt.savefig('watershed_cactus2.jpg',dpi=100)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(4, 6))\n",
"ax.imshow(image, cmap=plt.cm.gray)\n",
"ax.imshow(labels, cmap=plt.cm.prism, alpha=.5)\n",
"for region in regionprops(labels):\n",
" minr, minc, maxr, maxc = region.bbox\n",
" rect = mpatches.Rectangle((minc, minr), maxc - minc, maxr - minr,\n",
" fill=False, edgecolor='g', linewidth=3)\n",
" ax.add_patch(rect)\n",
"\n",
"ax.set_axis_off()\n",
"plt.savefig('cac2_plot_bbox.jpg',dpi=100)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Da6DeI3zviYz0NDqIGJ5uMbTYo7nFUamlpP0IbfqFBvQpyiDclgahB1Lkn7/+U1xy3cdobZ2mUanyjPeewu29GE9I4sCjE2joarasXs3YQSdRbU7hJV2USUmDCmu2GDAC0zeIMGDKh89ddztOd5lKDNZJ8BtgHWjLtFflZw8+glm0nIM9xYGiAeEkJjXcsm2C+zdv4pR9FvPKo5bTCEP2P/AA7rprPYkLkEJy9SMTHDpvHuPbWkzEVR5atYO1tUXw3H0YOTlm6us3QgxVBH0bowONC0D3LMoFGAQ4Sxh6xHGPp3xHqaSkZIBwbu9a+d/u2rEaEIPU4EA5nwsu/RjB0EZiEXGnFpz346uxvsAzFSI9RTusQ4/sHN9HCIGzFmEcDonq7MTWAxx18C2hHiL2O3ixw0qLxeJHIamZmXfSFk8qtEioqohunKCUw1aquNghdYKtjRH1pumrFIQk0JbzXnoGp0x3GK8YOju28bqXX0ZYSdBdgdo9UgZ+01GHc+4xmR37n7/HmdH07lq5bB7vg584kxPOWko38Pnh3av54apxqPsILQm1RCuLJkF4krOWLkR0O4yONFgx1sD4IZ+78V4Sm0JfIKXE4sCobO5QKhCgLFhhcakGL0LpaZyxvOi4Q3hw4wT3xRow2XlhALuaDJFinaAdheACZFTBOg1pD6U0oVejm1gIfdAdkBVQTYb0KJVei8++7HSGkpSG01x59Ub+9vyfQOqDTMGBJyO0SZiRGv7bPFbvt+TJz5tPXzz4RO3YsWPwd10Ik1qvj8w6xxQ+TkmSS6S20L67Ypsk84vVR3PvVYClBy0e5Fccc2D+94Nzb9TqWMF7V+a6q3azPW5TnddTN3MP2riwVdmGex4a5FfesmqQ37ljata1RD33Hu6P5l62E8O5V+9kIT89XNjarDJ7bKhn/VqUZHP1zJ1306O+o4/TCLNHvV7n4KO6bFgTMNH0+eM/+DDf+cnb+fnOjXzx/h3IyjDoPp6QfPuVz+bu6ZSPXnUnKB8pJUKIbB2mcCwds3zhpLMxwRxefdFVKFshVhasRSsHLsDHI6UCpgkChFIYa0FV6aYdDg5rrHEJ9BKU8jEBML2BH7/qmdxJjQ/95BowPh+48AbeevwKXh4pDjjhDBA/QnUhrjtcx840oE8wX6rfAmFQwY8shx8zxkc+/o5slIlEBVNs3rWde0ydC1ZP4dfnkdLECeirGWMiFK6fcPXqzZjAg5Zm3sNbSK2AvkGGEhtKLAbiGOWPYF0bZSXGU1jl4TyFkAKnPTx/mNh3XLZ6PcIbzj79KsUXkLoUfGiaCIQHkQe9LsIqkBKMxShJkmiwjiDW6CjFJVWc9Wg6TVM53nvxRZz73HM4TE1z0ulL+PYpf8lYMJf3vfvvuPeeVmYsUTPz2CUlJb8PPE4GM6TbSTnvs38MZogXnfkPTCN5583389D2DtQcKpFYpdCBYnOccshQBY8YTYA1BqwFpaCTstFKmv4oC2iy2Dds6ZrMiTN2IHwIHW8+7kC2PrKVn2xTJGmM8wUCqPqCd55xNKdqxYuuuwvPSIzQCBfz+ec8G9dq852b7yNtaagYQPGVW+/ku6ll+p++TmR9/s8l7yIY2szd1wjO/9h/oPWTW6abM2ceExM78QOo1SpM7UoxSRPfa/C+D/wFXrSJOPXoWcMv1u3ginVbWN9zuNCS2ha4iKVyFy0qtKTBpAGV1NGrKhACmRjGnY9zDpxAGQ8EHGATlh+wlKseXA/BMDoQYA2hrhLLFs4oQjdJ6nwQPrETSJEADilCUpNC3+B5ETpIwKUEXUfiKyQWo1NkxceqAJM4PAyp07h0jDm6QyX02NScgHqD8d48zr3i57z6mIN5zsJhlmnNpFrP5/73G9ixcTtvedPlxL1plPMwUiNdQL1ep9maJPOe/Z+NPEtKSp64PD5DIdXDyR7GGIzYzrn/8mrGPvo81vUt1aEQ+gbtPOj3OFI26U1PME93OXXJWF5xPxtpMhqC9fjXKy+HOOYtzzgKqiCsRhGAsNTbHV44t8EzFtdx2mSGlqw9k60pTvAD1mkNGpy1OGEIplosr/RoVi2nLG2wpJbgpQ6RGkg8pr0qnLMffT9ltN6mYpfzxX/6NlqLJ/1Sg4mJnUAF52B0ThXwsRLaXcs3vv4DhsI6RIobHrqfb9y7gYepoPHB+kgUY7bH5176bL76qhewv9QgIZUgZ567lHKQ8H2sbXPafnU+//Jn8Y5DDuTg2IGQ4HxwklTZbCQnNUZILAFSVIAqVjXAWqy1COUhpMQJkFaBCElChdIO2+/DUJAdlxqUBOtlRZDs4KPPOZqPn7yC5x25gkD4VCMfEwzz7Tse5L0XXsa2OSM0BKigw5kvfgVxf5r5Xg0pNIEvsU7R7jRn3v1M3UtKSp5SPC4jTN9C6kZwDjw5wo93rmJyKkWIhJQAhcNULBed8zzS1mYiEdE2HiO1MYTO5D6LASlRxvKNF53AHNEj8Stc9cAWiDtAhAkEmIQvveAkurbNRes3kwYanyopMcJ4vO34Q/BVh9VNjdAWIw1h0mB4zhBJ3xAqj+fuu5DTF4/xoWtX8aCpguyD8WHFIurvrTPZHKcxkjK5zWO0LtjVeXJ7TvoBOHrcsuqzjLdupBEcx8mnfgSmI666YCWvfNuLuGp6FxevaxL72RxgJCWpA6Qj8UOGlcSf2sGKkSprt6VopxHORymFMWZmdOnAKggCtnVbTOsONRUzd7HioR6YFISUWM8gDDjrDeYeqmmLMO7Sj2N6SoB0WAlYm0ntfgACAtviHccdTXW4wT/deAlNOxdpNU4KrDAgNEfOWciKKCLxFHffexuJkxDUcN1sznRcCT7zo5/zruefzblv/iTb7vpXcLDTdrj0tr9l85odvPXPPk/SY8ZgPnnffcnjz/R0vszCFAKp+34+P+f2CCbubC5niEIA8uLik7QQ1L04n+l5s81Ao9YY5IdqQ4N8IPLy016uoiXk86FuDxcJ1cvL2fLw9kF+w70PD/Kb7t8wyO8qzFsGLi8v+z3vhOpmvgdmtSDlxIXHkhSWktg9BjG6EGCewlIU5K+WhR6XEWYKIKewIuQf73+IVd1s3Z7AkCqN8QVev8uGVot1psJnf3E7H151HxevvR9nDQiB5/sIKfF7CUO+JPYbvPeKlVy7/SFQAYG1KG3B+lRqDUYJ6AcRKEWqHAjwLFQbY5jUcubi+bzmqIMgqKBVzA7t8/af38nXHt7FTzeM02rMZZo+hG1E3wI9SC1tUeG7D+7Es5LTn7uCXd0Ez1V+zRN4YiPsMDpZwKteeD6mty9TU9PccfXnQU4QHzzKO669gm/fuZp2rwpWIvFIbYDREhtEtBPDyolddJXHsw47mNHAQa2Ccw6TpjiTfcGkUoS+wKUeG3ZKNnV8Au34y+c8i3rcAmmRErApLgGhBRgLps/py4b52ptfwRtWzEc6sP04+x9kc5UIQpvy0uXzeeH8kOOGPJ5/4AEIK5HWYZwGYQlSzbknHYZNmkwOzWFrH4jGSGQKFfBkCsJyVzvlT755MXLxkTQYouJ8Pv7p1yPteoYXPszX/vUDWdmOTI4VpdEsKXmq8bgYzO9f9Sa+ddGLuXjdJi7bMA2ui6CPFRGgQFUwapT3/+QGPvjTe7muq1j9cB+VRuB7CN/DSoFTgn61zst+dgOv+MkNbGj2wI+QVhBLhwkdSMfrL76SDdEwnzruQOo9h0wdKEmq4BM33svbr1zFvHrAW5YIGp0prPHBSiYJuOSBR/jqvY/wxouvo2PnQhLiIoMwFXAGjOTHG6f40dYO7/vAkXzvstdRiTq/9hk8kUncNMjt/K8P/yGGnRjGmeiv4di3HM3YG06i54XQt8gohthi+ynWOjzPZ1E8wSlzI1Svha88Dq0pjpo/jKzmHmvS8zI5Fog9A5WApNPlZ7fdhKpV8LsJJx6wGAKDIwXnUNLHyRQQ1BPN8/dfDhsfZNlohEIQRpVZSrhE4id9nrvfgThfceXDO/jpPdsQOpNvkQLPWpYFNSr0aCvDrq1reMvph7OECaJUIPoaowW+qoCWUK0xecQQrX3b9PyUIw5fRntqAiUavOddnyEKG5SUlDx1eVwk2XokEdT47tVrEcIhKgGEHs7CcaOKqOJx6/o2SSQQsQRtSemACEFKnHO4NAUlkTqT4oT1sL4F5WG1AWcI2ymxH2BljXdc9DMqxtCO6tDqAxKFwmnYrCRv/tH1zB0epVUbJhR9Ys/HJZnzhqd8NJqubDOnrfncOafyrp9eS9NAYCXpUJWv3b+Rg8cOZL+hShY5o//rnsITF8+A8Rq89U1f5geXvIShYA479zuMiQV302pOo0wMyuEnEUa0SMMIFwpePBLy+uNOoe1iKonD1z2a3gjD1VH8bdtItM3kdK2zUeBMOkYmvO/lp9CQMUmSIAKfdZtjsClWSnBk8no95CQf/uiwpzGvEmOjRfzy4fuIZQxW4DtIvcxLWbouf3TYEubLFpt0hV9u2UY7jUF5EHh4vRBtJQcePUpFeBgjWCol+y8MOW30GK6fbPKVmzdDtY6jDZEPRtJ3fXjdM6mnO9DDO6n3QsLqCLu2eTSCLjGZk7RnyhWaJf8zgqAgRRY87oUqBD+3sxWM4lISVTjO8/OOqijIuM1W3qm3e3xQvYL0KQvrL9Jefn7cy8uLbd7YSW+29tndlC+LWb8ql2Hvv+f+QX5ya77nZ1S4rXlDszugnszvpdvJ618RhX0yC3K08fP7sHtEICrechwV/vdrVt39bkaYwkMA537qtSjg+ad9lbdfdhdxEIDwscbh0gQZRrztpJN441EHUZV9PD2Mk1OgJE54eBUfhZp5wwasxjmDMAInEpxU+MZm8aScR+yH4EEqE/pumEkxAjGI0EM6hRAO6zlkV7I2SbhpagcqMcQugG6aBS4QIgtsb4DUcP4rnsP8oMv8kRGohCQeiH6KMZpvrZzgFad/iakpiVdhpjvy5Is3avBwuk8lAhk2WG/hI//339nQ6pF6Ais1RhlSL8FSRaSKSrvHH598KmPNDotcg7H6QjpDo2z2FfdtXo82XRwOhEComSUegK/hBcccy2inSc0ptjDC31+9ivWdSfAlWPANCANih+a45QdzyLxFDHsB907u5IINa7ORfuSTznyapQWVWI49/EiUTgh1wkLPJxASWamCH2JEH6o+v1y3las2TXBvM6HtV9BOUhWS05fvz3DUAzGNtQbRV8hEZdH/TUosfLb5DVIvBOlwUtMXEVBBmKfesqKSkpLfkcEMpOYb33sPJ589yrd+8jY4YjE7hhooK5ChIjQOJxVWaP7lumtYoALefNoz0LRBZ70KFQQYY7DxNHRi3nLsoZwyfwzpPKQLkC4AobMlHSKbE82SIUw8EAleoSdkjcEYA2mMEmbGq7HO3KE6YFAuD7BorUUqRZWUUdtE+SNsaRnwQmRQRfoeSMMdE+txLz2aQFguuuJP+c5Fr89a7yfZukynNPgp73//C2mpGt9auZYNfQFRDRUn+AZwAiMkJkhxKqYnLf90y418eWeTLzywgZf92w94xfd+zF9eeClrYzDpzDuRIpdkRTaf/cDO7YyPjHBrz/K5a27jxrSWbd/jBMqBxCKdxVVCfnjHL7l3ahqfkOMac3ntkUfheyEYk3k4zHROjPS5+u4H6NbnMVKp8WdPP5wvvubFnDa/DgZk6INLmUgrfO72B/nkLat5/0+u4/89uJ2LtnX47HWrmEaCFJBanOlj1TQ4hacz57RPXHQV7cZcmlNb+H/f/Rj7rqgBPRQK/eR65SUlJXvB70SS1Spk2/Zd7LN4LmZ4J7VX7EunlyBtgk78bB4rDCFOWZdoTJpwyPAw6C7S1LAzI2vnHC6ImOMLXjmieNbSI7nxgstwYQ0VS0RqcRaE5w0kC5FExL4C1UW7YSS9gQF0ux2NfAmiy7eedzIVlfIPd6zhxkeaWQMP2SjTOf7uhS9mRG7njomErpsCF2L9GugUmWpU7KMPhi9e+xGCYCdJtzrjMPnkcADxPA9jDD++5q+pB30e2TXOd26+mxsmLBYJNgZrMKqSjRS9AGETrHMEXpUbHh4ncTKba4zGwAV4xiCMQUhFIvoo38+MkGNmTzrFD+Ydg1oAACAASURBVB/awEUPrck6LbYCXg/wM29pHWOUgsBCq8PWWsg/XH8bb3zG4ZxQk5yzdJif3bmRppAYLAQKax02Crngoc3s0JaXHLSIo5igrvv8wRHLuebhX2LDGgiHZ0EHVZrG0vRrXLR2C2CQ/QpBbZSk3ycaGaUbtxjyhmnGPXAxaJ9xFfLVq27mL05YzNjcDXz28y9l5e07+dxHLqVl3KO1rpKSvWDp4iWD/CObtgzyrYKM6gXhrHOiogdtQZYsKoxFGXe4kUfgiduzo/OsvOveQX7T1rz8BUvmDvJD83O5NKoXnBz32Hdy+91bB/kND+besEkr/26MNvKoPSbOK9zuzt5bMwry/9VlLreabi7JykJQ+VqYV0YNzY5mZHXBszYufE+re26cOZvfST849BUf/qsLieVGVnbq9PoGoWukvkFUNUr6LAngk8ev4EvPOpausmzbPo6M6siZ+ps0xSUJkRZMOMPlLU2jP82rnnYYdJs4Z3DGIGbW94mZ5GTCoiDhjYcdjGfSzOFjZt2e273xac9yzvL9qKVdVJpw14MbsdoglRqsHQS4ds3DdJTk6PoQF5xzJs9ZvBhMgpUyOy4IcF7EvY/chXOOr3/lp0DlSSHJKqXQWuOco9Zo4ewOJnzBpWsnsc5HOAMSTOhhlED4kqi7E2t6oDRJmhB7INCZobAJ0MWINqmfkFTcYP2r0Rq7O0KOdjh8tDeEporUFi/pIoWX+YJ7CqTD0xZqDqIKD1vFN++8n0dUna5tMB13Mf0+IjGgbaYw9DRxWOeqDdv42m338kA0xrrKAm7aOAG+QkkDHjhPE6U9Qt0nMAnCJCAcLuyTxNtB9uju2siY16M53YZuF43Fw4Dyua3Z4z8e7NGvefhRj6NP2Z9e3CsjAJWUPAV5jEaYFaA3E5A8pB93ufHujzGe7OSrN9+IFRK8BIyPTUFZy6G1IY6fV6HXh9f/4EpajTmQJNhAgAohzRrCvrAQDnH3unFOrO/LITWJ8IawQiO1ytbX4bLBi3O89MAx3nz8UTR7fb6+ag1YD+UHmWOQ7+MMhEGbtx5yAMgef3vlHbTrYwSdlGTGAO+Ot/vvD23iknU9Tl4yyrOfdhgvPv5wrtl2A3HcQysLIQjj8f01W3j1YYv4wKeex9k3jHPehy5FF3Y4fyJiTL6WamqiRX96F9+5fhUM7w+2j28DUg+kUFgU1fYk73vVi/DTPpffeQ+/3DBNr+JhVYDqCaxSCJWF/hUEKFGjzxTGmmxuGAlKItAoq9HaIV2I9iU2CLLQh8Zlhkcb/NQR+RF9Y5FOsEZ3eN/V1zDZnILhOqgKrtUBnQVG8PoWQ4zxHPe1Y97z7UsQjQqttoOhAEEXpI+RDiMiMA6swfMV2qY4JUBVOLG2gPc/+1n4ySbecsnVbO1mvR8Rp4S+pCslP7xvF0fPH+agSsT28a0smjfG1l2TpdNPSclTjMfIYPYAjyDUJHHMRVe8jzjewOVbOmytVaDZnXW0UT5XbtrJ9Vu20pcewfxlMLkTgcDpIIvc43k4YcHT7JtO8Y6nn4Szfb5+/W242kJwAunIZDnI1nVKySuPOBq9bZLvrdsIwkf5Hs6YXJ6QPvGUoR3VmG/7vO6MZ3DXT66hGfh5IN4ZgxmlhqYvuXTDLi5dcx1+JEh3j4RcBVwPlzi2hIrx6RrWtTj+jH1Yt/2fWTby+sfmUf8mCI85DY+JVp9zP/laPvPx70IKLzv7Xznj/NO5M1qETFsIa0iUAOdjTYKzPrEwnGig7fWprNiPuzfdRs8OE9mEfpiFwBNSovHxQ0U/nQZj8QLQZJ0fgcM5kwWOtgIrEpAeSnsINDrV4ATCi+gply0wFlmgZ2GHmewC3hxIUoRMIPARCISDZMiCVaiuwEhNe6iBshIaGgykfhVik42E5YzSILL5agxUZI2ea/OnZxyJ7K5BDlWo1UYR9HA4UqeRaQqEEExz4dop7vjUxQQTEhl52ZJQH3AwVK3TbLaf+jvalPxWKIbWFIX9LIv7Jqg9VKtZm2iYXN0QohDEoBhYvNBB1ma2GlIsX+uJQb7dytvtcGPBA7Wwt6Qu1BeAzbms2mpOF+qVn+9VCxty2vx8uYf+WQyw4AqRCII0L79aON9r5UHhxfRseTes5ReP6oW9NX/NngiPkcEMQcQkfQnSIob6JG6EH9z6C6ytgpwpVmTxXJ3tIhUYV0Fg0d0mBD5OSLBhtnAdMsOVVnGh5JapDt+/+Q62B0NgulmAbydxxiA9DycETmsebk1zlGf4oxMP40c/uBxtGwOHIOX7KOuRzJ3Ha/793/mPP3ghi/Qk7z7hSD5z90P0dxtWa0FK+kEXjELg4SKfFDMTX88grMOlAiXAGMe5P7uUf3nlH7Jp6h7e8Ip/e2we829IqDTTTc019/4D6zbexqU3vYfnnvJ5qAVcYzV4HiqxWM8htEM6hcFDVSO0jVidxCz3HQfWhzhzv324eNMk2gmkl80P25nn5pzLnHKw6GaXkw5aRLvdZM14DyMLzlU+OE9hlEN0zKMrrDQqlUjr4aTFYJDWZFtusTusYbbrSRZWL0W4FCF9BIrAKXoyoBJCL00zA2o8ik6tzmWevL24w9LRiKruMOwF7NQe460U52UBM4QzKBzWswyrOdwxvZ3aq06l8y+3EPUTbn74y2x88Gbmz92PF571N4/ZOxRCPdoEqzqLaPL3H3wlypvkonSc70aLoDO5+ybzZT3WA68PqUG4CoiEWRupOIfn++g0BdzMLhc+y6oh5598LGNV2K4l37zzXn6xZTtEEXQS8PzdFZx1rUG9C8qNEA6nArAOkSQonaCDIDt3xoFP7N5wYY9rKKXQSoMO8A04z6KVQCUaIQTGGMTMZ0InCbJwb1bMPAcvzL7jcQoqRGCQIkEiSCOgKyHtsCJeyNovX5mdi8QRkkkaKc6Uu8/8PvAYzWFmgaejyAPrc84pX+Q5J/4tW/sN0JnMyUzDJITA0xG4gDSs4jyHsBWkqIEzeLabhcDbPZ+od/FI4jj/xrWs7UusCJA2C3HmhEUohZ35kmAtH738l6wxNartPro6Npjj3F12onrQ62JFldddcA0XrF2P8xx98olw6fsozwNdAyIQPoFRKGcQ2gIWQQxSYZUB0+c+NcQpx3+SV7/4+9x47RNzPivOBltot51FI3OhP86l136IZW88DdD4icEJcM7DmWmUSkFpTNoBL+CW6RaeU4T9Ds9acRCk02itsbtD31mLEAKdpkjfhyRmtNfm3Yct48PPOpHjlyyCEHSo0AJsbCBJEHamozLTqDtrwTkip/BESOoM2otxMsX0sp6jMwacG+xkoxKBl2iEsDirCTzwTJejZcrLDllKNelihMLI8FHPRQiBMh3ecvLT8XoTTPU63LZpnCklIZK4QGE9DycVQlt6ky3odejM68G8lB/dcB47d97M0HAFKRWtaYBKYU/R3zZ2JklA8bx9mlz2ubNY4W9m313befXQCEfuWI/wPITnDeaSMQZ0iuj3IU1xOBxFD/PsO7rb81xgsshhMmCHk1y67n5i1WVxbxcfPeEIXnPockQrQbiRgQ+BmPmeFdcAAjitM0MoBM6C6mvQFiclOsiNrRACTOafMNh0wdrM4FqL7veRPQc2xrg2dRdTSZLMQbCQjDEIpbKOrXPZNnIui/ZFkt2/5ztQHZzfx3gWqTOFI7CW50vDlw+sM2cOzJ87QuhbhOgBaaka/B7xGH2DszkqKQNQbaRW2BPmQeCQVHDWIaXCao3wfS581Vl8f9Ud/Nv9O7CewIiYbMlegBaGwFoSMeMAYscQaR/lGXQYgbRYQnBgPZsF7VYqa0B9H7waH7jpXuiPQ9jAOZt1dKVAJwl4Chllj8Fqy3ceaZM8fD8y8Ae9WavNzKgFUAkkPimWZcryreedxH9MNfnSLffPNAwByoswKsYtkXibfbygTwzZtmE2nVlm8gQwokISVhSXX7ias05fjlAV1k5vZvtIGzoW2e+RKgHSh3qDxIWAIOzHhErR2jGBnb+QbicmCmv4QYDwI5JeG4IgG+kXpaKhUQ7ff4ghHLK9ixceupSV12xmWggIIrw0wOkEY/oggmx/zIJnXxr7GD+EUGTezk5CdQFSdrPjZsoyJoszjHLZZ0YIVGcbb37pOZwt+rQUbGku5poHJ3BxGyq5l95uYzLPKo6rjuK8Hm18tjzyCHPqKZ12n74fAh5aCJQTpFFIqBWxsFRffQATbppq09JVMdM7YqJA0e/tntP/bb9Di3ISQ53j9m/y2ZftQ8VbxPSuNubQxTTkvnibJjmov417hucS9R39SgIpSBvhBRajq3hBRBzHCE/hCnslCrJwhE4bXAieqWJJ6Xc7XLGxRtxfz8uOPpTReBcvXrKQW7duZ93EFNJlHRFbkP7wHJjstRhnM+lQg/AjnC+IAktfgupVMLYP1maRBv18S7/dcuFAUpQSKxTPXTDK2Qcs4JA5Phun4D23PkAcx4PP0G4103gCPwhIe11wjkBW0WFK0BMkNsVHkHpZkIpYJNC1LLeWU4ZGCJIm3/ziyxl52v6s3TDNn53zXbRoUwtmxzz9TUnifPlb0bfAK2iUcg+9snicLQx2RUG7lYVOizGFDswekqwttE39wvfPJHkZ7en8fC0K8u4enuHhREFeLtS5WvCsFaIQHKFQttmjjYxN4doF2Xi4kqtUyuZesr1i7Nz27GnAwObydFjYJyGNfrVJfGwM5szWRsa1+dm176KRNHj+lT+jbSxWCkgTZJhF7THGcNP0Zl673zyC0Qb/evMjGJnkko2UpM6CkSD6HBNa7nExWo4gtcHNRGlw1ma9591V8P3MIJsmWAjDeXTjCVDZi5K+j1UWjMEmCV4UoYMQlbYYCj1amhkZEVCZcZepxcUpTiiOmCP59Bmn84DV/NttD1IRI8SijTUma7xjAZUeF1/zQQwbqaoTePapfzVTuyeAsQQq1QhnLJ/56IWcdsNrSPwKl98zQdpxiLRGHHWROkX4BuP7RIlkTkXxttNOYkHgWCQNHZ1SGRli58ZdmNhh0w742YexOCKwzhH4Iddt285V+87htKGAY0ZD/vzMM/jGZZcy5Qusm5FEZdZQ7zkyMa6LQjNfwXMP3p/14z2u37wLXTCW2RykyeY+FUgCRLfLW086kVN9Sb+raQWK29ZsxFUWgbPI4tzIzHW21WusntzF8jkBYRrw2oNX8IoVhh9vavOz++5nm8tGdFYJXH0K22qArBINRTjVx69GeLLOJ877Nk43gKnHZiTiQoxIqbkmf/uX5zDU2kw3FpjFo0ytWMy4dozMH+Ppcx0/XD1O368g4yjbVF0IEiMzr+CkC06jnEQPpkzIpkVmHOgQKoumZR0Ij53a8v2t0yycu41nzw+pNRYhZIRXtZjkP7lZW5C0ZgJjCwe23eTAeSGvPu5YjFV8+pbrCIKxWWqF2d1Aikcrn39y2ALOOfhA6kkfT6cM1ev0e73BCLfI8orPiYtHOP3w4+glll5L8/OHVtOLI27q9UnbXZAJ0jmszHY7qnow7+Bl9IYDmlVDtxVTCTSVkTatpkfi0kfVqeSpyWO4rEQSx7Bzxy6abg3GaVRqwKYI38ckyaAx/fwPf4Ej4pyFc5nTyCZq3YycJ2Yi7Xi+j8Dy8dOP5GvPP4MXHDQf0ZA4rWf1tpy1OGuxSQJSIkSEsT4nLhvlwPk1/JnG0YmZu5+R8rTWePE073z6wXzxRacyHHrZFmKF8EoOg/AUKMk7zzwDJ1v83aVXMW0EPX9bLhsDqIiT3v0ChDdBqivMmzePWnXkCbDExCfrJ/n0Oo446fP+886iYkZx/QZ3TU1gETi/D0JipYfRQEeicRxYr3HUmGSJnUTblPUtweeuv5eP3XgPzmYhDvG9bGSnMk/YbK7MkrQ7UBni4lvuZqfO5pfODJJMcu2BlQnOplk0pxlvZy/wM6nQWbB93nbcQbz/+EN4+ZjFJ0VXbVaWp/KGXUqEEYg4wNDjOQcs4LRlC0hNk6Re4cOX30R7eARP9/GEP+jkzBoNo/nw9XfwhZ+v4dZtLVzoUTU9Xrm0wvELx6jKAJzAEUN7iNRPkLbDZFdxy9Zpotii0Jx0+gq0nULS4LH6uiksXz33ZfjbV9NqpyA1/clpzNZpROKYjFvsu98S9vMd+ClyZm1wNY05cUHEAarHHM8QhiHar2RGRohsvezupATS+RjfIIQBPKxSIBQrFi6mZxPu2jnJQ1sn0alD2JnkGCQ589Pt3tFlZnnXK49czhdecDKn1DUn1msMxX20zuYglefN7GpjZ40qipx64HLCtEfPSb5/91q+t3U8VxuS2WsM//DIRfzB/nPYt72T/Wlyci3mr48/mHPPOplqexohPYQW+L0YPEGE5U0vewHLD1pGZzRk1K+wKA5Y2GyiWmQ+Df+JES95avLYfINdjd2jqHf96ZWEqkZXK3RFoYyHC7pIUafmVVCtlNeddgyVMMFLNBUtsh6sNjhjccbOLDdoIbTgm+Mt9kHwpqfN5cRqNRulzsyHFD2/UAqcw6+O8NzI8N6jxzh7wYJM0rEW5UAYB0EWwy7yBP941gE8r1FheGwJU70W1tos7umMYXdSYSXIUcVIdwolq7z2xJMgbcHk0KBHDCDDlPZ0QpA0uWtVylGHvJ5Ob3JmlPF4hoFJqVQUtWoV4fX4zP/+Y555xpF0qzVu3L6L9ZP93Nmi0BBIUjwT4ztBr6sxaQS2xjduuo0bNm/D1COcsiD2aNSK82FRALFm+bwliBRc6pg0EDQaCN8HoQCFELlcMpBkhWCfyONpY3VWLFmAPzLG2kc2QRpnnR4hMkM5k3xSrOcAwTFLluM129SMxqYe/V09MJmCIfdYL7l7zgvnE8uQuzodvnn33Xxr1WpWUafZmMuGZhsjswhEGJn1P6TMRmNSsnLLZjqjc+n1dnL6c5dz+U2fwnotRsaW/tbfpkfM37zxJJZ6U9SkRPkhUjjq047mxXfT/NGd1JuGqlK86RlHQ9JES4OUlqctW8jHjt2XL73oJM4/61jectT+HB0CqSHwfUBkRspmXs3Kl+Bs5iylDXSn+ODTD+QI5ZhQAd+45Waoj0CSvXc7M/e4e37ZzUyrOJX5ECipqKmAY/eZg5xusnNojM/edg9NN2cQicvOlJ1J7GrQiS7uqdpqxkjTJ5IwvGgJP77zjmw6YHfUL61x1hJFEU/ffzlhWGNlL+RfVm5nla2zvd9kw/gmUvrgO5wXkIY1EIJRbZinO9BrM9yx6F+sYdfPr0es3MglX34dETF+wXHtt4HWepCwbpCK91ycGxYzgVWK87W70+421Bmbxe2eSZ7nDVIQBLNS6IeDVPGiQfJVnkJZSCJPkarNSr4fDlKtUh8kT/iDpJN0kKw1gySUmJWMNIOkRZ6MiQdJmiRPve4gienWrBR0uoNUt3aQakIM0n/GY9RydwAPJWGyuTmL3kIAicOmTbxWhLVdOv0J/ualT+dVS0fYahVfW7mGDTrziCuO7Kxv8RnGqiEuuOcB1rUNUaKYM1J5VMO+J/HWlbzz1GPptjSr1mZRJ8TMvIZzDuUc4v+z997Rdl3lufdvlrXWbqcX9W7JDduyjW1sjG1s00wL9QMHQoBQAgmQS01yIaGEtC8BbkIu5OYCAQIOwXRMsY27wR1XSbYlWZJVTz9nl1Vm+f5Ya5cjGwYfkWLGvX7HWENb0t5rr73KnPN93ud53krAszeuZn04wPzIKK//wpdAdvvAdb4jEHkTaVPlAzffj4iqnDfez7++8plsWt4zUXiPMy2mGzM4UeJpZ29koG8cSbvW8QQ2F5bQaiV4Pcdt936aFes9oY65bvdB/u6Gm2BoqPN7e1fOTmliIbh63yE+cM1tvPXGu3jl969iW93hqkPFYAY9rfHyUKq7uSbrXZ03P/0klkYWLxxbUphoWQh1Lvsh6rKo6U6YQkre/NznskEoVD1hjy2z35VA5ihAm+TVRhiQDrQAF5BmgiAqIS30hwEvPedp6GYLKwypSBYfb5tB3cgwqWU+qPCo0Xxj5yR//PWrefO/XMaO2JFYg7cGjAaf5cSUxCLKNW7ac5ArDszh7TiVqMKh+i6uvf39rDvlyHexGdbwjKUZpaROU/QVyXyJew7N8MiBBg/du4/rr7gJM5Vy2qrlDGcBQkS4FO7dv5PdrkQTxZCLuWg84mPPPp11q9cQeEGodN6UW2mU1mQiH8ClVRBoVqmMU1cEZGnKzw7G7PYKXEpJ+45BSFteJKXEa4HXMte4Sok0juNWrWP9QD9OV7niunu5eWIaDqsjtY1Iep/z3gniOzv3MlcpkcYNBoKAWljq1k6Lz4VRRKvZxC+0SJsN5qolrjgwzzsvv563fPc2PvCta8iiSi7jEBKlygROcuzIGDWfgEjZd9t9LM0qVEWDgAg3d5AQaCRHA2t/Mn4T46hMmKWoRqls+e5VH+an93wkb/bsZ3PygAWjHEJm1MrjrB4aZ6E6xEevv49v7VsAJ4sG0bmQHClAazKZUaXJZ19wPuv7LPVSxE+2bO+suNqw36IJ1DnedMmL6TcZt9YtNwz04Y3JV55F+CTBmxbr+mqQJkxMTCASC60e3U47g3EKqwQkTbbHGS/58vf4/NYHGWllmL0Hu9pOIQh9xN6FeeaTChOzP+VL33seTzltoIBkn8CahweIOHFzmV2zdzM8WqKF52e7dyJG+mFhvgNTi/bKXkp0BrIwF9g9L9hnqqSlEUR/GVyKaDUKd5uoy2QsMgFR7CP0IS9+2mmIZJr5WoVrJuf45yuvh7CE9wbwSC8xbdcmIfLspJgEG/Pz2LSFaTYoCUstAGFyyK1zTQsJQhpKlNFAiU/edB3/tnU7E/0rcHP7ef7aQc6uKUgb3XvF+0XXT1QylIwhboAXmFSQlftZ6BumntKT6QS5t24GARKfGhKr+PYdD7LQbzGtOfpKhtmZPQyGR77915mroBooGiqjGnjmW5afPTTBtTc8zH33TXPPjmmqq9dSHR/GLsxzSTSIF/MQKTI9xB9+93bee+P97JpXSBGSthwvOnk9wcIMJisIcs5g0wRMhsp0blVoMk5adTxDM00OjY/xjVvuB+PBeGJX6UpItMIrgdMyh7+znOiDk2RSMKUdVT2ItZbnn7mKtx6zBLKcoBGGIaoocbSZ0rmjosj/vci8rtm1nz+9+l4e8kv42VSThdR0GL4AKEVqMqJKmbloEOMN1elZSFv4wYB6bZB4eACkzh2oTIJVCSfOZPT/6E4yQlqBYnzzRpp9+4gIIUwJW/N84UMXoJ9UlPxfE0dlwoyTOs4qDh7az6N7dzM1OwqpgUihVAVtwYuI+twkv3P5j3jlV69gy7wDofNuI+1JT+uckOEdqp6xWgeMNxP2qD7e/Z3rqI+M5fUna8HaHNZrR7GPy2+4lv3VMs/qjzjPJp26pOuBWWkZPnPVrRyo9bGyIvm333kp6LSnllNMyDi8CEFaNJq4PMyXts/y6ituZkdluPvd3mMTC6KPl7/onxgbOAYpQu65ayLXBx5uuPhfGV4DGbfd3OKRnVNU3Rpe+JrPcOeeKXzqiUTYUQy7njqy0QanUqxK8YEqTkcr9+MVAV5F+CiASHZW9UKIPJMvznWawuV3buezDxzg7V+9gr+/+i7mgwr5bZiBMAjvQOVQWpv0RZE9/mTnLrYlDlurMNKc5nUXPx1c3LmWQimEUvlgKjVSCaSErNrHv23dyUd+eAMTlWGCpMUlJx3LSLVCdLispBjoTZAzKhHF97cLcM5BmuKTFEfer9NnFqzHWAskEEQcmkt52z/+kOt+OEFVL2Og7wSu//FOjnT8waUXMjMxgQ+rtDJLORQ8uOsQMqpQHiwjSpblq4eoJ5OMVIaY/NkDLJkzoCzWpqSViO27HmXFknG8WWBWxdy29QHqRXlB+BzOQ0mUlTjhcMJAFPDD3Q9z6VW38cZ//y6NyhB4CFxK4POFiCocm2hrY3vDOWQQsGvXLt59zZXMKM3YQsqLTjsTXTA7syzDtFr5892egHsIXu0QqsT22Tk+9u1v8pMdO0BGi+UsRQ00aTa57JqbKFdqnLZ6KaeuWIIMIkpW4qTMqwlGglRIA30P7Kc/gTIh1nrkkkGsGCPUQzgryZynpmcY9YsZmP/ZkEJ1NqFkZ+uNw2Uzju7msd1N+M7WG0qJzhZItWhTqrv1QsI2M50tacWdLWul3a25ePPQ2XqP0aRxZ3Mm7WyRVp0tLC3ehHadzamss801Zjtbs1XvbFlzobO5hdlFW5TEnW0Q2dkGhO9sjxdHSVaiSVPD61/5GUDmxtnvPQGcx5cCvHFIb3CVALTFm34wTYgGyFwTIYMOASN/WHL4dGc95tIrt9KSdbSvQst3OTRFhimKmwlrkUHAlJC8+Ud38vrTj2PbgQl80L/o/x0OwhJJ4Pndy2/g/LXLOG99HR30QSA6dO28rgXgsFYgVbEPFAvO524/uFzK4lxe6yynOCN5/tn/mD/oQF68Ozpn/VeLwq/O1Hj3Gy6nEl8O60dp0g/e4gIQyM4k16aCqzQCYXECbFjO9+FihI1QTuGUx9km0sU4FR42SOaTn5Swu2HY/cg0BIMQKGxBKVfeYNvrN+k7E2ZHWuIct01miNkdvPKMkzmjVGHHvTvwtRFU5rFt0o7LtXwqM2TKoYykUqvRRPFwPeEvrryJ39m0DFPqZ2phEkoj9DKxpNb5RJ/qnJwiyH+LyzV7RhbCfifw0uUNrmVQMEotUklclmEyzezAUj7+0R/x8b/4DkgoywFatut2ciSiVg7ImprUQeA9SSvm4FSTqDxAvb7A0LJ+1q9aS0ss8N3PX0G4p8E6MUu9NEqjVoJWQlQeZf98k7WDFX66d4rbdu/ClMMcmrZgrEUEZSwehKGUgXESo6pM+LzljNYZ3juskDihwRVEqmK4tOTEvd7z3H7Gt085/tct9NY/fAAAIABJREFUd/OaszbTOjSNbFkI8sWP1zo//0rl5gPOPXbybbZAKabLNUhyFq8IeoiA3neY0NfsneX3dMTI3BRnjA9y/2Q91/+WAkJVJlEpOk5Ys3uBDRMpxmd867Pf4KKXXEB9CIYqIcncNOBotRTLRwL+/i2nHtFr+mT85sZRmjANEFHI4qmkkiSp4JXNdZOlXKIBIWQt8DEEGmUb2KCa14Z6IBWZWJzQ+JLHNmehVM6zEWe6HtftVaeUBEGA6WQoFWbRfOL2O0EPIPAopbBtyLE3RMZ1Bz3XHdoJSiOLDMv37BvIJ0RASIELJGVbpqUcpMVq1lqiyiCRgbrdhm1br5Hb5z2xFmm55EeqOi7ROOkYvWQjk4EBGyGcBZUTMqwH5z1SKdbVEj7+/Bfw11dfyb1zjsRludhdZxiZFbpZjZP5wiL0jjSwKBtglYQsxjmNJMn1raECJzvJtlVVcJ40MhArKBq+dig5WkNa51bK3HXdHYyphAUhQZaxzuTQvfMgBdYYhA7yhFBBq9XKp0Qp2NXyfPiOncioDGqQUEhS170Y3haieJUhbIgPYkRicVTIvEdlAReuG+ANm0/irqkpPnXzncSdzgkKvETqALRHO0s65ilNBKQCUptnIoHu6e7wn4wd85JN1SpKpogsw+uQwVqVOPOUVMTCoRaf+3//A9EnmN46RRhUGHu0wcbRPn5+TAmBJZGKLz/4MKVsjkfSEqksWM6ZxxXaN2/8Ioa3SZKcxGVK6FBisiaIAIxESYWTXYtKXI7+mKxbinBZVtS1HVYKbmqm3HTVzegMTKWKaDtFAUGBCLUXr64okXTILjoDHSGExmPzxbiju9gqJGpCCLJSlSu27eR5a5fTTOs5OaasEFaS+ASChA1ZwuotD2P1ENZX2H3bXr5y/1cYXTvOKUsUp4wMo0JJaEr4dI4lg9Ujdj2fjN/sOCqQbG5fmHDF1Z/g2ts/wtKNpYLxBtJZtA9xaAKzwBcvPpf3nnMCtDw2LIFKu05AxQPjIkWgYj55ybl850VncU4txDRbeCk6HUXacJyUkqyHSi6yDOky8BGVNLfOs9Z22ntBUY+SEmQNaab5k6edxuufegLAovcs+o1C4IOAC8Yj/uGip/HMSg4JKq1Ba+JsFptZVowNUR6Ev//sK0AWddEnNMP0bDqhjx9d9wlWLtXEoWOmKorB0JMqtxjOKqj/bz7pJIZmHuUdZ53IppoF4QhLKxfvubMIcYV0oLi9hKGcGbzwOOGJkAQ2BHEYHCq7cG6nNt1eOCmFlgNgLFkpYJ8IWfABuLSL+XTqpaJD/vFF5tneMgKs0mR4iDSpWewx6Yvfm6MaBrLc7B3pkTQ4b30fv3/KOkandqBpERfOOEKIRV6XAKmwEKSIIGNgSUa5LwMB9jCh+H8mjC0kUVoTRRGVSg2bGbwzKAmh0CQzhoV9Mf1RP05BLYTy3oP0G1vIqyx3Ts9w06Mz7J2Yhkzl0H1xLqXIiVDSWnAiNxGphmCbSK2xJs2zR6lBCXTvOS2uaae80VvmKKQiwllIQogjnAmQSdeYQCrVIei1n1MhZacUkxuUFAsvDUiP07+kphhqbts3wf025Kr7t2GzFAqPC4SD5gJvfs7FvPY1l1BbXaNuYvpUP7Q0B7cd4r5btpO1BHGaECfzHFqYQ40uP2LX88n4zY6jkmF6BzqE1G8nbUzw6X/4HV547S0Yo7AqZ0cKGZE5z5B2nDVY4rVnruFL9+wBEeKF6TxUUkqcD6EywE/3H2J0/Qre9wxJvGQdr/na93BJ+zsLNqVaXB/0UYiUDuqWJMrAqcc4yHQiqvL555/BQLrAruoAX7jN90wCXacKX0hYys15/uDCp1MLFRP1DO90x4IrEBE+SvnoZ3+X4TWTjFQrSNVeAzyRTj+Gd73ntRDu4LKvvJc7jeYdP/k6wkVI67Fa49IUHwR5Jl586nP33sMHX3YxYxMTvPH8p/KBr19BHFbzQaYYyDqSDClyQ2cjsVkGwrKuUqE6Wua2A5MkRJAYqn0BMTofEIsBUki56Boq3f1/I2cIrcGmCiHKhF7QzOaQYa3z3UKpXL6QJKB155oJIfKsRmoqSqGlpJl5bFDBpz0krLZLlHdIk+ExVIIaC1pzQq3M7x13HKVmg50Dy/jmbdsgDnO3xMKFpoNIeA+phQp8+5q/Yiq+n5KP6Sufx8Xn/eERu5rHjmqY9TStQqeG1MwRlCvU63UCkbdSU3GKKmmcyUDErDppA+PCM7Z8Kd/ZvZ8ISFxEWF3Okqpn70wTp3K5jBDgDAjjcNrmniQ+17w+dWSU3z/3RLz37Jhu8fmf3cf+QJCUJSLuXr82YbV30dmGSZ2UkEq0N5ggximI4oi0WNC6nvti0XMrRFd3m2qEBh8YyAw4ncP6jxdpg/utY8tVt+BKg3ld2ppcXqQynrtqPSeWJLPPXMIFYzW++qnvIE2ZxHqck5x75jrCkseVoSQr+NJSXvze/+Dge47YJSUsdREIpXqMwdMesuJj5FBderrvXdyL7vt6gBRsz75+Wdbkej/fs4Peb/c97zlcZ+6CHlMQ2fOfPR8Je45XB91nP7GLNbSNtMsydz0m6wPD3fMle2qPrtd4/rDxNuo5LqJe4xJ+aRwdWYkAkwZ86AOfY6C2grBf4JrzoEThVRmCSGFwnPfdfDe1SHPx6hVEZFBNITMoIRHWIawD30C4lC/es4t3fPPrlFXA1MF9GGNBq7x8GOSCeQf5oEeedIjMYrMSr3/6CXz07JPBtNBWI5xHWQ9BzuKLdMD/Ouc4BrNZ5MAI7/zGLZ0bryNVAJSQSOuRXvCck4+nz1u+/ODD3CcHIM3QUoGxuAxGbYNNKwOajYzpgyEuo7ihnlinn82bN2Ntxrx5kJaeBTwqs3nLM2NRUZ75mSzrTERb5gMuu/JWAsocV9I8b/Uy8BMd2NwXtaU8KywyTE/uvuQNr3n2c/ngeU/l2UMVVtUkol/Q0Ck2SfIJqsg4fI+JgPceG8c5A1bKnC1NCesUwrRYNVRGViQSOr1N23VHWfyG9r8LIZBBQBDPcenJG3jP+WfwlMEaeNnxWF3kFGUcCIcSksw4cIY3nP90akEDXw756b4pHtgzgxqMkL0kid6olDnx9c9gtvEIYUWg9DAqSB8zqPxnQpZKRGWIyE3EB0shJy6vUZIVEkpQUmiRopsZRgvOf9UFnPaaM7jody7kDaes5IyBKknSQmSKtTXFfz//ZJ6zaQ0qPcCotVhVwwclIlEHFxKZ/CTLwHPOhgGGI88SUp4x5PmL52/m9H4N0xleWQQOkSQIa3GP0+ysTebxYQujDCIpAdVcetLOQguEwRcbIrfqC1wAgSasagJl2FQKOa1/kFcdu45KMVuLxKCdA+XxyuaWfyWJkiFey/wGTS2kEVlZs3mkn5duXM3cxBRur2bfrimk0zRUnXJ1gKVlw7rVAzhRQpiA2Fgi1aS2dt2Ru6BPxm90HCXjgpz1eM/tjmee/TcIIQjDMJcrOAemATogzBxveOpTcF6we65JIiR6LgDRJdsA4DReBjx9vMo/nXMGc7HjUzf/HMIwt787nATQEyKzXHrcAK8d7WN0qA/hU9KgiQ8CpFb5itRYjHfsOriPKA2pWaiJrCtX6TEBd+3NWr57x51kXnLR2lXU5qagaMIMYJRn83EnMDW/g4VDg/zWRZ886qf9V4uA9737I0wedNDXx70P7kYFI0ih8aGDwGCN6YjN2xIRShW2Tk4yVYK4Mc1rzzgTUenRxhUmD86YfFErAJ9LhLCG+sEDtOb28I4zT+ADT9/MWCuGVs6EXiQJKuC7ziIlCDomFDK1CHJC0Qs3jPMXpx/HJ848DdOKUYsY0uSGE21JSpY3DpdS8ofPegYvX9HPU8U8m5f34Xl8baR3DicsJpTYUoiqRgwmCYEt01KKa7fdDyrEN5PuPXE4atESeGEIS4UXsRvi9177MfrKo4/7nb9OfOwfv85MQxBnKQZLg5SnnrSMwE1RkhJha2RUiQNHPW1SGa1A1dIydZxPeOdZT+Hc41fi3QT9VVgvBW8+dpDLXnkxn3jOWQylM2Ah1mMQpMRBhsAibJnLb3+Ee3ZMYwaXEYcllnnDn150Nu952ia0V3gBRuewrsoOW7r3wrNZiZOV5G9feBbPHSuTNutdklyHoV6wtrMUJTxeO/CWdHqSL/7WBXz6Refw0TNX8Yb1VS49MycYWu+wDgKrkImA2INRSCuQNp948Q6qEUP1Wd564mlc/clv8OUPX8a3P3oZN1x+ByouERJiGvMsH+kjy7LOwrAte9n5yJFnPz8Zv5lxlEg/+c0elutceeNf0JjfThRFxEaBNyhTxgaOPpnxtDBguyzxwR9/H6pjmPI8tGQuBFcKay0KRZbUWaqrJOOr+fsrb+DBuPDYag+wRS7dgW2KlenbLj6LV9fgZ/UW775xG1SXo1yCSwxZtYlIqznc5ywfe2gfx0zu5y9P3sQKlfKgU4vJR0rlWVghYbC1fq7YeYBnrhzmdaeu49P3HwSKEmV9jqtuuYO3//ZzWVbJip5zecupJzTDlBk3/mSKG6/9Z66+5o3ctP9hbFLGRiAzgUsCiBqQ9CPJcEpAq8Vx44Y/Pf9ZjLhZ5tKMR8sBspWzgb0rGMTtbNM3EH4IX/GQNVGmzKfuv4u/ufjp1Pwsa6KMP7joHD557a1M+8PaQLVh3Xb0vHZ6kLNGQ172lNNYqaZwyST37JlCRmG+wPIeKUReI5QSdAmFx3rJkJ/iws3Hc0G/Q9kyV020+N72/YDuQqg90oXQV0jDPDvNpGU09PSVS0g8trmf9114MR+/9hZ2pwGYrCufKX6LkBJf8uDLmHSKpQNP4dzzPwJJFeSRMzB4yf/zAvr1TrxJkTrAmDJCZLzuFefypctvJHMDpDLCIBjQIf/xd99l8znHs23bFl79rpczvqbEGzedzJ77Jrh9x6P8z5rm0tNPJmjMUrFNXviMzVz2k9vIRD8RmiRweGlwJmFvWOHPtu2Gm27hBWuX8bZzzyBYWOC0FWOYbXvy+m/xPLrDsK5eePadF2zm4uWDuJkdHHv2Zu46dAMHTdHJpBeKdQ4pwfoUWgngWDswSjmbYz5VzM4nDI4Mc8Md16Csxvq8/0qWFbBuECEt+La9uMgn3TGd8spzj2OMCdZs2MCDB/cQtTJi7yiXDf39hvGVfbzgGccT1w8ghCBNUyQBBw9OcaSjXO4xJu9BLWzvY9GbUEDOYC5Cyp6+l73wbA9sm5mebkyHJRy9SElvD85eRFX0QN69XsyHJy+9rl2iB1oRvX0ve/Yre8zTTdY1oc+Ps/t6aGSg83rVyhWd16F8fPhm4TAIOx6odPe7rsvF2Ksfp61g7zH80v/9dUMC1PjEp9+C0DOEYT6gtTM2Lw2BM0x5wYt/dA2/+82fQKUfZANho9zlp+dCW9lAmojLHzzEW75zE7c2FSKDIO76UbZXfa74HlXIO757/U/ZT51j+gcRNgbbwKpWztBMAeuQovA8tZrdzUE+M5myZMUx3V6YPWxZVZCLvPcIG/BPD8/ytqtu5zOPTHazJKC/spJG2eFRaJnw45s/QK41PCpn/FcPB0q3OPsZq8CVSJoup5JmDpcmYBfQcZnQWpxOgZhLThjnry48k/FkjkM+4KaG48+++nXcyDhQ1Jd6CS9lgdeOIBNo0Y/VNRopfOGaG6mbEBXDULVKFLjFmcbhE9fh4ee45JgxTqRFyQriYJAH985268xtaYn3KOlQPu+ZKcwCbznvHC5du4qSrrA9CPncvfcz6UIwhxGPimPJAgfCoxOLij2T84L3X/kzphWELcmmwPGZl5zH75222O5OtKHlLAMXM9ecw+sKs7OT/M0/voWBvsEjeDHhY3/9PfpHV2KExsii2uEEgavz8uedzCkbQ4J0hiolYtdkRA6z59YDiLmQgYERppIF3PV3s+zGh1gyL/nhz7cyu2sfMgY7MMKPbr+HNKzhtSCuBfhQF13K0gKehaoMeMVFFxM3F7DVCnc8tANlcphhkYayJ7TWBEHA+Pg4zxmoIGanmQwHuPzhRznYyu0Z26YVLk07LfmskoVXcUgYVFg+vIRQlRBBxLX761z6tR+yLfPYyELkEQFQklAJEThc6DEB+DJo4RlN4NSdE7xkw0ZCnVIdqWBsg9TMIQOQqskZJ2zggtNPxNQbBAWS0baRW7p0KatWHnnLwyfjNzOOTobpAJr8+7/9BBWcw7Ne9HySH25B2BYIhdPgEQhrmKEGQe73iJF4Z/A9zDqtde4OJOfRYYW5zCF8vtLMdF4vywdKigkrTzxdkkKSsasU8OEf3MrHzz2dgdYMs5VxyAReG7ClogcgubGCMKSNOjfcNk0qFIQCdIjOHIYMIVQuDFYCIRUSgbUpU6ofkYj8QSY/jkxNskSt4flnf5JbHvoCP7nitvx0+8c3kP4viwD+9d//iMERAcQkpg5hKa/lGA8uxVT7kNaAh6GonxPGltLnHTNhhW9s38NVO/czW+mHZgrWdH1Ui8WAdBWcVBhh8XhkIBhM5/iTl72aaOpRjNL8dNtDTLYyRNRdTfveJeTjDLIDVnDm8mVEex/lwOgwf3vlTWwVMpfJ9JKOvMcmSX5PSQPSsl5rxidnWIhC7tm1i7lWBiFI63G9y8YCFvZeghMYZykph23GbC+FvP07P+YdF1zIailZNXmIc4dH+Rd2dA87yzr1VqSn4TMojVJSGRuPd3zpW79Ls5E+5rf9uvF7rz2Xer2OFbk1ofCO1LfQoszyfsWqs45jqLqH2+7ei6VGJlO89IhM84PPX81x553KPXc8xJpMMfyzPcgNAywZCWmmCffu3E06mbEi0UjfQMiUINFILTiwpMxCIOiLZ3ju8esIZ/eiy4o7bnuIu35wP2v6+pkaLzHXlxOElCHvKlNEG9rMsowFLRmKQuoLkv+4++eIgSF8vDi7cEUdW9jiXgNSIdmzMMucOoHR1n6edvKxfHHbdioLgmVTM5SNoF4O2b2yhqt4nFC58bwx9MWOFYearNk+Rzg5Q/aimP6l6+k3cwwIQawcG8c0p56widX9fSjfpGkzqqEgywxa5xDx1q0PsufRvUfsej4Zv9lxlCDZ/Ia+/uqHuO+uKf7b6/6V6K1nkA54rA/BZwWC9wvSreLB8kDmCrNnHaACMELiVU7NlwIQuUbLp1kOXziPlzlTs90p4wFT5n/smGJ2eCki8YtgCuG7DNvIKRLtSUNLX7lCnKVkwuV2ePRYpxXRJph4Ac6aTpblgFYrhKkJJFVO3/gmojAEAhDmCZWV/OT6T6L7trLnkSnCvjXUBvuZSpKis0gEQoHN0EJhnGQuEfzzrffROutk7ty5g5/um4KwAkoStVokvZllu1MIUS7tsAkyMZxSrfG+5z2PwT1bmR3s4+YDM1x+3zay2ljOZu2N3owTunC7cywdGGDeZCzrq7A8DHjeiSew9YafQWkwRxnCsOsO5HRuIqA83ggeODTPqo0ryZIZzlu3Ai/LfOnWe2kN9C12KmwTkITI2ZYhZMqghcCYhOnSUv78B9cwVAs4rRoyvuaY/Ke37402nOU9WpRpecnb3/VJ/vdf/xG6PEdY2sFC88g5PR3cv59kqUVES4mMoK4gCspYa2k0YsIw5ORjxjj5mDG+/KP7mGkENE2ADj2Htj7CvvtnkFlCoAU1HZE9mrD1O3s45phNHPjW9zh33wTSS4SXBC4E5Qi8J+3vY9eKfuKFGU7acAoDop/9t+/kwa/dytCco883SXdHbF/fx0MbqphawIoHJhivQ38iOTCg2b1+kOnWQb67ZZi3rBljVEzxgtVD/Pt0BiULCEZmM8bnDdW5FKUFQ7vn2bW6xpbjc5OCR+OMT33/Bv7g/ItZMi141sMLyN1zhLFDBJqaaTJ+qMHEcWPMC8MxBy19e2cZnGzQH0WIQDJd83z5L7+CaEpU2mDVsODEE09g5UieRRrTwgtFuRTREAYtW8hMMG0FJy9dgldHbgEEoMOe/o49LNneUoXxv6Ss0wOX9kKnvb1JVY+xgxKHw6i9f+v5fM932h582PW8Rxx2awvd/S2+R07lTfe5V739O3t6Yx6uDuof6bqprT22S7Qq9TS07OvpTRr08BrSw5ySxFh3X6WefS0Nfnm5TPhfBH8d/kbxC7yCHjdkzjCUCuegT/YTvvZEJsebgF7kDKe17nQQ6Zz3dj1S6/wiS89gWucTL3kWtx+Y4Od75rj50Cy+LApfSpcX8J1D6QCvJC6OicISWahx1ueZXVSBZr0gqnazkU5kLXCKU/sj/vuzz+at197ORJzkkGXvezu6zcIRp7jDVGEFl3uMgvnOXUR35wZqpreLh9fwOKzB3vD+6BhUikD462//YwKxgudc9AfMv+RExNohfCtBxhpk3tXAygChU/x8C4aGKGGI05S8DisBQ2AdWS89uxCJl7wmVg5tEozVLKtIPvLspxNZ+I+tD/HD+x8iGxuBLFs8WRX14kVmET0wrbSeU8cVrzv9NDYQI0WZf9n6CN/Y060jtT1HQSE9SG8wPiJoTnPK2iW86xlPYSxp0PQR35lM+Pz9W3LdX4+XrJASL2JkGuDR+KBdF1K5NCVsIOUArtEAZfOFRucEdy9boDRZPYEv3MHpx4/x3g++lLWrjuXHP7iFD773siNyfTf1C/8Pbz2WqDJEzTti4ZAu37UxZhERSUZlJuZTtuycYtvOaZothYwkpTAiabXyGpEwWC0xxlAKSuBEMWHmtVwpIfQWvKQZRvhyRKs1wQmbVrB/5wFcM8AmIPBI52mGkqmhCOVgYLaVM9oRzJQku48ZZGbDEJsWmvzNpS9k78Ht7LxyJzf+dD+ZtFDWVDIImwkhAhMqonrK7EDIgTX9MNNAxY51sSNamCcxGbJvCJk4Up9hA8VgU2ACxVwkCVsGF0jCzKKVxOp88exbnigwbFo/xPHrh1kyVMKkTYRdzHxWSmGVRxpHKD0zJmS5Tjjpow/izdwRe14//KpzOoPSrl27Ov8+NTPdee1/Qa0O6LYYBHTPa5f1ylK6495jJ8zeffdMkr0T5qJJUva8XnwsvROm6plkfY9Xd++EGfRIPBIWL0QqI92GGEdrwtzXM2F+6Jkff8xJPkoZZgA+wVrP333yj1l5UsZ7Lr8ZwhwK8sVkoQpST7ua256S2wVtZwwqCLBOMTfcx9V3beVlp6/hJbWAXRefzJu++ENcVM4HaqXyuofJ7duQEiM8ToDwLXykkY1m8cDS/X7RMxFWyvz28et484Yhtjfr2Lk58sk/REuFOSw1/EWLDeccrnSQ577qFbz6T1bSN76flz7z38gnyYAn1B7PwHmb/5LcshDEQAnfmgZXxgUC7TU+AxUkOckgBMw8mRijLCVx2sJHuYm4sdNIOdyFQos6ZKok+ATjMmoqYHamwR998yckEpzMEKUhaCnwDtEDUXce1IK8473P+5oqhdQaGTS4s17l0evv409fcBHT01NsOTiBt3SYtZ17AYcTbS1WRlatcvtEnY/ctJU/vOg0gsY0t2/ZBS5CapNLWFKLaFu22YC8KbsBoXIHGemhBGG9hossTlkqpRrNNM3voXa2XehBCTy4KfBwx0/nedUlXwTygeKD773siFzOgwtQ6V+CS2MykS8YTKE1zru+dAeAILOsrDmWn7aE49cMs3/GsfPQNNt3TWJFBSXyMoPKHBgBhaerE0Wpw4BXLr900lDJHC7O6A8qTD44i3R9LCQNyuWQhk1RTtIvQ6JZg8xgQVmsgLKBjXOKpffPMrdrgWq9xc3qGk7+rXO47+ffZ7RewkiBTy2YjAiFUGBaMYnz9E1nlOKUqOmIlCaLFE0lEbqC8oomGUu8Y1Z5Fip5jV56gQwVFadzG8fAoFXGupFRxvo1o6MVVq+oQNaiZBzNhiQaKne4F+0/tTdYGaClIfQtGqoGHFkv2SfjNzeO0oRpC1TWsXzTw/SVhvjAS0/i7dfegxaGDAOiRHlukq//1kXcLTIS0ccnr7yK6awfobpsV5skuW3eQsaXGyHcuZ1XnH4so66Gkx6Zq70QRYbgpQafEpUGSIih0eLCZeMsGarylZ0HcuNsAO+wCIQHpXJx/HGzc1y6ejU76nXe8M2boNTfgYeNs51amQsDdGa5YE2F1555KgPNlO9v28I/72kiRS5V8dPL+f03rmbM1dm5E7oZ5RPtJSs7f+rU0edqzGbFOZEOKxQ+ygXqOpMYU4IQrEtIVN7MWxDnMpRgcFHdsPMNWVY0fdY0rcCVyxAJaGWIqEbQSnNbQyEXLToWMf/a7jDthZD3GALI4KBP+LOvfY2xJaPsSDPwuUFBO9vvoBaPEw8fqvPeL/6I5UtL7G5mCKnze6b4zk4sYhfmde7cZs2RBkFuHUdEKysm6Paxt039gcxllGtLacW7EVi8Th5LMvpPxkgJhHVIG+OiAXymsLZowt7jUhUEAbExhD5Cxo4lVc/4kGTtUD9PWd7HQ/sX2PLwo0TlMqkVBJHGSUG9FYOSSKXR0lOSuceskYZ5aQmJMUiki3DGEwUSfIsBqzFSkGQJVkAaSLIkYzAsI7xjoQLGpQy1NKSau6+8l/17F4gnLP1BgPUZwhqUlIV+26E9ZJEGC4G1mBLEMiOMDV5LpBPY+SaRtsxX+vBSkLUalFHI1OGwzOpJlkQha8b6OPX4jVSEQVcTnPXY+SYlXcU5QRSUiOO400CgfR6FTUiFRHlPRVoO2r7c2eFIXlPfzSSnzEzn9VyjW9f1PZkUQFDuZkxxTyYX9yCMUaWbcZkeEwB/WCYne/6uerLKwHefj7DntbC9z/7iKSXrMTXQuvuZVHaPf94sdN8Tdo9x9bGLHZTWndTNBEdXjnReT83Ndl6bnmw5jLqWhaPVnnaNQKnSw0TuOd/jv6hM2D6+X/q/v3YocIaxsSW87fX/zue+/G7WjEgCl+GkRorwVsCwAAAgAElEQVScPReHgru14LhyiWBmjr+66Fz+/Lrb2de02HbHiyBAGodGYFyDpx5/JkF9nusOxaBLHYYs5BRqLx3CSRKXEIaOt511DJcMlClVQ76y5QHQeXYkgyivfRqbe1wKQalPI30TIyUEQ3SaO7YHUgtOO8ga/MnFz+BMZYlbTeZ1xO65xSSFE4MYO9tgipjffvm/Hp3T/GuFzOuowhE5gWhBJawQuxSbLz3w0iFdzgEihKrynL5+KdffsxWiKt7EoBxOREXa4TtwLIDL0sJrDPAJx44N05rcixgcZdd8TKZySFd4/QuzdAoPW98Dzwqr8AQgYaasmZk34Krg84FNRxHGmMUa3sPCuYS4NsqOhXrejkuEOGe6bcja0fvgtP1IAe01JhSgUpZGIXOmSeLKuWyiXT+F/M+WIKpUaCEIEKQ2ApkcUVXRdAxS9xOImERJSi4gKaCauNXuJiNwHiwJPurDmgBvQaeO4cCwbEWNDcMRz33qalrG8uj+mFaa8cje/Uy5jMxJ4jRGBprYGmpBjXLi8BpS4XN7YmuQXqC8QitPrPO6fxaCdyJvCCw0sfUoJdEOyk4irUGVQrypceiufdSCfpouQ3uRlziUp1WUZax1VHyIF74wwncoB4FWIDyZFLiSIAwdSdZCLiRUQ4kNYoYH+1gyMshT144wIAOkTwjKAmcsJisjESA0Tki8ivHK4F2QN2H23YbLoYKW02TOUpKSf7zsykWw45Pxf3YcnQlTJOBhYuIgoHnJ8/+OH131JirUScpLSVsxIZI0GOb9P7iNISn5q/NPYqWLOX3VMPseKmpSRcuuKBM0w5iacpxgY2aHl/GpH34fObQS36rnsJ3WuU5SeSQRFsuq1PGs4TKNaIg/vPIGKPf1dIPPuoN8AQvfKYb4n3dv5+0bV3BMP2xv9ujArC2yHcdoGPD0PsdcK+ZDN97PlqkUokFQKc45lJS86dwN9NsYqy1hFpJyZIkBv3ZIAwE8+NA3OWH1S1AqwwqNFyk4C16gZYDxKXhDiYzXbD6VE1aNs+OBbTwqNARlrE1QkcWnPXZl7b6hocYLCy6jhud1Z57CKrOJRzLLB79+Nb6/P6f6Zz43jyhiUb3tcewLhQeNxQmBNQ5SqLqQBmCzLIdte+wLO59rZ6qAT1oIEXPW0ADrq3189+AhmsVvaJcIFtVQe79fCIwTEBhWaMtvn3k6tz5wD9dOZB0fY9t2JfIetM+bA1hLXzlgKo3ZcBxs33aEriVgI832AwtsHBFkLiMyDmT+++M4J/20z0fFVnHaYbUBDJl1uNIYSdyipAU2XaBaCjhpWYLxitM2bMTKEqgSO3bvpVJewQ/u+zmHpmYZlCUSl6BVBecNDrAmhy0DNIE3hFYiohwClYmgYiV1LfChpBRn+EAyrRwDrkkTja5WSa1DWUuiIXIC6QQlpdDOoaxkXksy5ah6iUIQWEdckbliy4L0jvM2b2bnvgd4zmnPZGb2ADaI2TA8zMB8g+m+FiZrYaXOCYSpBp130pHKYqXH+wDvQpxLOguw9j2hA4E3EmshzVLu2priObKowZPxmxtHZ8Jsi9FlBg6+8rU/paanWTV2DPdPLyBxpIGBUKBiT+xSamM1oiRjb70nUyvgkGZogAr1tMUWYfno5dcSy0HE3CyEuls7Irc0sxoIAk7pG8PU+pDGsi0R9JUV9SRvIC20xrfhO/IBuiwt39szye8es4Hnn7SBz/58N1mW5YOgEFB0RZhMJPsajtUqYMGFoFJoTEF/nr1aa3GxI+0fYDreRdjnSbuowxMaV17/CWZbt/LIwSu44a5/4qXf+jzz8wWErjw6ACMFUgV4ITh1dJjnVWuEzRn+/GXP5YPfvob9LoAgwjZbIEtdOFap3BhbQu7AHxAvTNNnU9aSUtOed19wOtcfnOW2/fugPJBLP4p4TNumw8JJjxNJ7hyjy5AkZLaeM3zhMRPs44UKqjxnKOCNm4+BhSnmZMj3d+TOMovy0t4Msz0JOwehZKQ5y/uedz6bkpTnPvv5XPuVb+f11h4CWP65OrGtgYJ3feiFnHrhEmYn9lHVR64dVN0KqiuXoOJdhM7jtcE7idKKvv5aftzeo7XCkOGSrpG5sR4p6wgpSBHooIQ3HhPU8knCG4St480C65eEZOIAb7xwHYIQ7xRxK+OhA7O0Wi2stQwPDzMxMYFzDqMH2f3IQeKJaSoVRaWmKI0Mo2dnkV7iwzxrs/U65VKZSGYoFqj2V7FWkrRShLasWbmSA/v3sGbtKtI4RktHEARs3LiRNE3zTjQiY82KpcxNTRBJi6bO5iXrEUzSNxzinMYkKVNRAJlCeo83niAAX1GYQr/rnEEIhdaaJEmIU4HWEd7H6CjEK8tUa5CyO0Ria8xMz/PRD72aP/r4t4/Y9QRYuWJZ53Uz6S60E3uge93jxc9Ktog912Nc0MNMTVo90KnqhR4Pe+58z+d/hePtfU+v9yxA2GPCsGgRq7rvGxoY6rweXzvWeb32hLWL9jW+tuuQVRroQrrl4S70KnqgYt3DuA3UYgi7d6yxsnssXvxy44KjBMlmgCSQZTLf4rgNmv2pRD8yiY8SbBCAk4hEYBFc9qqXMjS5l/dv3cKdk0mHLQkUA6onsp6kVOGd1+4CJwhUSqaCLqO2yEikVPg0hUzwrXiCp+wf5exB+Parn8OLv3hlTtKt5MV8RKENEyJvYxXXcLrMS39wIwRlEDks2B6QhdW5ybFLedMP7+TLr3gmf3fx6bzqezfQn5ZpOHCujCt7/turv8GVt76LJXYZH/vbN/Cut3726Jzq/59x9913s2oD1Oc8wt3KOaeu5VvXbceKELQhFQZsivQhXgf8dO8j3LZxjAtqI4z4Om951qn8j6t+znRcQvoA54oFTsflp4AmbQCiQlqN+OrW7Tw0VuLcY47hYtvi2aecxcu/8DUWAr+ILPyYrPAxUUIok7vtzDfRgUT1B4iWf8xnftHk+canHculK4bZ31yA1SspzXukbOJYnNUu+v4eQlGp0eTtFz+T1SpGjtb433ff3rXys3aRHy16KYg6b/urS9h0YkAYweh4hUcf3v+rX7BfIaRoDwYekB1NqtY6N9poG8MXg4Rq95Y05jG1XuccYRRijEEVnULaETqPbTQRooX3ArKME5YqtB7ofFe6ZBwpJbHNUCeOYo1HaQEiQ+oqWmsWFhaI45iBgQGMMQQqr1e3Wi3K5XKh0dRkSUoaN4iO20gUaIwpEYYhcRxTDmbw2uNKDq80pn6A4YrAGEsUaKxTnUXMontBtFnsuQZUCNGRuMmibt5GG8AQhAElVSUIFcZkOOVBlFAqYt3GTbz2PV+l9WSG+X9NHKUJM4+s0Nqc8fQPo+bz0k3tz86hVdCIrbVgDH/0ox9QsikPNByBBdOGz5xDBAHepCTaENanOH75Eu6eqpOFgxAbRKnQPvb2yqPLwP3Lm7dQMXP02ztB9wNZ3vPQg5AKZ22nse1CaQayMvg+tLV4rTruPtYYQKAsWCHIAnj95T9m0/gQ3mmaOm+zFOJIpSF04zzrjE/mP9r98szpvzLe844v8OPrP0wjfhRZK7Ni/zy2lNcgBRKfOdBlnI9zkfjAcj59yxbOeN5ZlJ1hnS4zGMC0i3GBhYXcYUeFYTEweaSLsLKBlgnGRdy8d54HJuqsWLqMs3SZ+ycnWRAiPy+FADxnt3bPk3dd1m03EqQpY4XktLVlXrZ+FJFJPnf3Fh5OS5QaTeL2Ha3b7k0G7zwaybIlS3nxuuW0FiapDi3hrd+8kn1JNV+QC1Fc4yIKeYsqiEnOeoSQjPb3c+KApJIKtjQdl//8QYSq4LMMGQR407NC1ZqlzvLys46HkmK6Pk3JjvPFf/k+b3z1kbmeUmoOHphmac3mjksixJu0272lrYQil3B57zsTBcW/taM9sbTveedc5735+yKkIp90cEQ6BBnihcBJhfPgVYjxngDf8Wp1ics79dg58CG1yNNfLuN9QhiAKcaJgVpImjZROKSKkOWQvv4qLssKWNRjUIigROoEUiosNl8ge0niPDooY4TG2cWcgu756jJe2wuHrBgzgiDoSHGUUgwORCC651EJjUkbeGdAZ0xPzjBQhenGL89Knoz/c+KoGhe0X1ftIP/w/jPYNG55/959XB8WKXRBxd854/AiQ9gSmWqRY6oQRhFpHIOGUlTjLacfz8VLQuJwiHd+93vsK1UX+Xd29gkdGNV4w1wwyJyy6GQWI6K8pVBH4O4wWZavvlsBOJDOYioRgbFdqA0QznfhBwtNXePnB1oIoTEypUxGqzzE2VJwlzjEaG2AqdkG/gnuTrIorObZ5/0ZFzynnw+8/5WsWrUK7n0Q/j/23jtckrM88/69oao6nD5pomZGI80oM0pII5SJlhbEZVjjvDafcca2bFgW+bMNiwnfOoBlY2NjY5wBE7yYtBJCEkEYIYEiyiONRhOkmTPpxO6u9Ibvj6rqrj4KXtsaIdvz6OprWud0dag6/T7vcz/3c9+qRsDxcQFZGwUWVJ7w+NIsx4ZNWp1x9HgblizRgimYyDUmYfEStkiGvhBOD5Ilzl+zjpMF5GGbOx4/CEET6e3QMmgZHPtUvUjPGDaeQUvDa495IS9pNTjoBZdu3sSuh3aRaoNXIViJEL64xGGEsA4Tp4SNCBHHNGSD+w4dZG++BK0JRJaXLGE5TNDW4oUoxo7K9+G9Z6bX5Yn5JcYaIT6NaStFXvZInTGj9nJCcsqmTSTxQbpJxNve/Bfs2Q5JvyYU/28M7+ALn7+OM37kHKy35F4V7i1loS9qlkypSdFlnzcMQ7rd7kjCrBJqBdkuTy5p7qoLQfUdD8rrbnNbPLevfEd90VRU4ETxXVMqKnrAgPc1hrQuzkfuBV5JdKhQvnStyVMEBVtTKQ3IAmHILUJRkAHD4j0pQEiDl/ZJ/fDB+fJu8Hmq6rPqTw4ry3I0rGQbR1FUsLRzg9YGlWscFi+h3wfEs/v9Xr16yOhM8zWD+3HNgHvPvsWRY/Jk+DtV11+u6cq62mZO1uDKZ5TrrEGcrraOjXxb64TyZedC1v4/tcP3KPXwPU6tHkKtm049YXD/+FNH/XbD6SGsmjCc42xGNbi1Njcobe1dLrtEtsZsrr9n888osR2Z0idwFEZbk7z+Esf1bzmV49rzuEjzK8dvhKhJx4XQNMhc0AqAuILzmsUFEGCSFJk7AtcgsSkfe2AH96Yakc7yd6+5jI1NgRSy0IK1pXiBdCjnwJrCgT4rd7pBiskaA0anVEWvoqpivLXQWMkpGH7/sjN4z5ZjyW3BoHWuYI+6QOGQIBRCN1F5jghB2gyfBSRW0eml/MLCPH/87nP5/b97KRKDVs+jhEkAFi655GK01uzYsQOiqBSOKNmuBlAhCM9Yb5F3XXEZxzeaxCris/dsZ8fBRcgsXtkBfD5CkrEKrMahIenyM5ecw5u3HE/He+7u5Xz2/oehM44z2WBsZ3n/slrM6kbQASkXTUa899Uv54yVEyx0pvnYQ7v56D3fIbcprqGRUqOCkjmd57gsx/Z6EGoWkz6PZBIrQ14YRrzr5d/DuDcDKG5EZagmz1gXZzdhg70F34hT2wE/c94WbGlYPqKnCygNeE3UajLXO8yhGUhigGevIvHGcPllryy1Vh1u2VPXzbMruNE5R6/XQ2tN3SzcWjuAaIUQKKWIomhwC7Uvb7K4qcKHEuVxwg5uFoNwEuEKpqsWGoUmKvWdRfV3Vt4XGAQGKSz4HJPHdJMYK8AKyK0hMRakHrxG7jIsBi8duCb4AOEDfAZkbsBqXf4Zq7+1CkKuw9bOOWxpMB/HcZEIRVFlZ1lWQNtAZjWxgRxN3wPhUUj2P0scmYRpwYiINrO84YoXkePwZ57IvhdtZurcU2mahCXlC4d1IeglBhWGYGMCn5YLlsBpidcSpwFrmDWW3/j6XSyFLbrdjKBmHDyIKjdpiVcS8oRXnjDF/3f+hbAuQ0fRoCLKs1Hm6tbeY/z2ay7l9EaTTWuLxnu9J3XWZIM/eNVWrr7iPP77Wcfz6uPX4hstrLLIICZoNtCuz9SFp9G58BSak2t53x+/EXNkke9/WYiYd/yvH+Pc848lyzI2bNgwrLbL86hshM8NSjpOP2EjG5sNvBrnEd/kY/dux4g2eEMWxYMqnZJ+772nlUuUB+dyUI4Dj+9A5X3uTAW/e8NXmRUa4oRiqHO4kNVjkEBLUXWAY1qeX33ZxZwfSPIg4D1f/zb/e+8SebAK1Bg6A5/mWNkvNjmykEpEKZCCg4cO8qYbvsr7H76HuXiWE71jcWFm4L85EM8XAlUutAO42PuyB+j56699kxt2ziCCkLPWT9PqdArmtXMjCcpbw81330NsIqY6LT73xXcAEIVjz+L1lPzjF7+C7HeZXXLohkEqsC4H4Qb/6kAiA4nQAqEFFkuSJwVJQxVkDS+LMi23Hi+KkR6hBV56nDBIHaKCCKQsnECkJy8rcS8EmTHk1mK9RyqPp0g+HotUvvh5SbYzzg2Ok0IjhcZZUDLAuwIKN1k+kDrUkSbH4IUgbDQIoog4TbHe0wggkJ5AFVJwQRAgpC9k4YTDYwfnovpbq5t9W2sHlXbFiG00GrjcoYUukrr3SKCVChIVMilTVq4/kxQg+247KhyN5yqOyEounESS8onffC3NpbvpyzG6dz9KKE5hodXjd77nxbzpxhsQccBJKyf4xcvP5jM33sS2uMGMURQ78GLkQ0iJVR6WDK4REC0t0Ol3OTC1ikdnE2QFmZajIVoprPRgcxSaX7jwZF69oU0wthJuSjA6Gg65u+FrAGw99hjGfMqsj7jyhq8hZYhL02IQXUiuuvRU1ucZh4KQ09cILmmM8YXHduOFRicxmc55y+WX0hzzjM8vke0+yOqOZrw1weLSs28D9K8KBedcOE4UaUKhSBdThFIIL0tNSF/AVt6CCLl13z7eftMhxjoruG37LuhMAinCO7yNkHpovVSFkX2syAoVHTXOpx96gm7U5uvb9hC3p8G4UtBelqMXxeJZrzJdmg2ujQgCXJ7z+P4F5IoO84f2EfgGx01Oc+vCQVSWYKXDCItwAViBtwbhRTHzK8t+pndIJvk/985wxqYtnDq+hnVTa9kbp0MMs4wBLKlUUQ/aosoVSc7hcJoPPriX+xZ6yFY0lHZcZiDtMkXeCRFjDZqLIQfmt/HVW/6Qy1/ypmfxeqbctgsWp05gVXqAzADOEJUG2vWZ1DrMXVVeFQRZ71sWl9MhhCIIAqzLyTJTEHgqp54y2dSrtxGt0zIhjZyP2oai/v9hGI5c++q4qtobWIRVIiIlWSnLMrTWOD06z1s9toJexdNsyqpjqs9dVZ7e+wHpSSlFXqJM3ntyERK0DLmFz994G7kA9Swr/fha/3WiM4QbV68YbrRm50Zp9/Pd7uC+Y8hMDcKhjRU1puiI/qt/+jRQ547LukxeHXp9Bkg6z4aasWmtQNHN2nclGF4bHcmn/DmMMoFTNzxHrqbOUGfGSltj+y5DWkVdv7amq+vkM0OyRyRh+iDis79xKav7e0maU7TVGHc8MMPCt/bSPnsFZ3/v+Uwnljna7F54nGP8mVy59SRCpUllxE9++QH6JiurD0DkCNXEzz/OR97wPUyLNfzY568F1cSlQ39KKSUmKCulXHPc+CouOX49RoR8/99+BlqTVCRoUQ6i14fVP3z3Dl669VT0oVmsKGcvB78XNBPD/rEpfuSz30DNLbG2rfHtBjID35yiLTzntAMWDj7BpjsW6HKAKOzA8yVZAkhwzhC2l9g9v8Q3d80Rrpki3zdL2QXCYcCKUkNJcu+ChaVD+EYTTF6yRosEU+9rYC0qDMmcQlmJVSkOi250uOHRgzitEYlD6RAvHaH1ZL74Ekghi2qwWhilAFks8j7JULnFNtv8t3+4nv/xqkt58fxeXr2xw9cfupt9YrqoVp3Ea0vR1KJUGyrJQ2WPxwUxMpjivZ+9GUSOawbgdXm8QuYG2ZAD70EPRYsgCoqkYCzkDrzg6zM9pIyLxafmVFMlXh+kdMITefWL3sttD3+UXftuotvtkj+bHBEjCSYnufK91/CnP/kCZBgRNgOyLCOKokGy8YMKmRFocjkzuEp83otB4vAeBAVrtN7brJOEls+tVsmqzsKVOhj0CmVZvfuSWFT1Vqv3UT1nlTCjKBpKaZYRBAFpmg6fs3xf1XurEl6VNOt8hOp9Q7EGWGsHj7PWFu+pZBtXmwTvPU2pSfoLZI0VfOgzX8MzDoz2E4/Gf9w4IpCsymM26iV6gUM4zT89fJDv3DvHtn1dznr5JczmPb5XdPDNmFRO8MP/8BX+acYUvQ4bIRYPI3UIzmCzFJEKVCNgcmwa34M/f3gXaabB2AGc6JXEB6pwNjEQhA0eT7vsPJygdcafvOYSaPhRMokvxJeVUnjrUOs28Quf+ya3xCFL6bA/h5QIrXBTa+mkMdpm+ImIJ0INxuHynFzlnHPrYwQLlsaaSRaiJxgLxvAu44Y/+0FCQFBYYH1XAZwcfvWXP8q73vp1mksXcuPf30u6Lyl2mR4gK4gr5YL3z0bZ60PKYYWlU4Q2xQc1Fo/EWYdwEUJYnOthZUIWlouf97hykRt4WyqFkMUC6azFekdDBuSZ4C8/9jn2McZBGzGfFLC5WNY/LIvl4ub88JYZnElQ0iG8wmfNQtpMSnQYIAONsWYEWq2H0ro4P7XKbHmPrDoX2sX4uRlUDued+OO8+8pP8PM/9c5ns4WJxrEwv8hji2AmVhM13aC6y0ofySoJVJ+lXiFWSan6ufeeNMkLeFRprPUIoWpM2dHPXE9Ky/uG9aQFkBtLkmZ0e316/Zg0y7Fu9DtZ3fI8R6miwhVCDPqI9YQohKDZbA6SYAWtVsdVCTDP84EAQbVByPN8cMuybHAe6o+rKs8qaYZhiLD78dbx9ftnmAUQhfTf0fjPEUekwlwDZAsHMe1jkHmPR3Yv0vWGZlszMa4xc+Ps//ytbLj4FB5fH4FsEGcCHVi+8OijdJUselwYZKOJsxkm7jLfaPHDX7odZBPhCyHkXEiU1lhfW2xhsGt9xzfv5vcv28omHxGKkMymBXxbLXw1qCY7NE82HnL1rbdBI0KWOorVl/Nvb76Lq06a5kfPOJGPfGcX0lsC2SDVKSsP9DjpiYxPf/Dv+dnf/jlaa04m276bYGIFzG0vX0HWGIbfJV9MD9sfjDm4d4mfeu2vQRNal2XFIusaGOkHjh//N0IALHuMrUhAtiBHoQVae6xJ8IHGSwVWoLzAaYGkGEfx1oExA2Ulbx1eFtWMK8dNEhODVOxrTPInd28nCRvEK9eMCmaWUV/D6klPO41RkMkMJaEZWAySXBX/Dv4cliXKwXMJiurX+QG0L2v6ld77oeqPHSeeW0CIBlo0eOjeDCFC5BH42mVC8/a/+ic+8EtXwNLQnzEvRzKccwTluV0eVaU5hFkVWZaRpintsQrek4AdwJ2VE8QIi/kpzlkdEhUlE7uqPKtELUM9MJSuxliqirJ6bDXuUa9C63OTxphBoq57o9YVnP5vnJnqx/lyVtMYM6hyD2WOfckk7/3kzRgpUS4tNsLPYsTdQ4P7YU12b3pieH+yM/o3dGh+uAtz+ZBBKl19Lrgm4VfL8n65xcjI5xmuU64+1C+emmW6PHyNtVo//1k2PH5hfggv79u3f3A/mBplk0/picH91sRQrCA2Q0hc1T5LXcTALJPLrFuVBTWNWy2e+VoekQrzUAhziaPhE3COyc4EodLEszl/+1uf4a/e/CFaepITvvVECZ9mXLd3L++++QE+sW2uYG16B66Yf0OUYr+Zg7yB8g5PTm4L0W3n3EAxxpqhtqnJczIvuPLrd/DaG28iy0pSR8WQpZj1rBKiaJRVZRQhffakhHHDjr0srViNzzPQAU5IUpETxLO88Fv3oxqa3i7HX77lr7jtju8gA0eaOcLcc9VVP4vWrsT7v4sm0qJYbBYW5rAughQmGhPk1uCsKRjFZVU9OC/1/lR9NnJ5X6jU/0UUTiFKWDaIlF8+9yR+ecsaNpguYWqABiJqIsWwghuwVJ3DZRlSFAxol+egJGEUIdtNaLexUZtvLyTcPdcdKg35itxTLqgl5F5BkdXNaAHG0+z2uerlF/P2F51MU1NYjdm89A+s2bktW2SrSkuWiUAu6+nJsiLy3uNVQnbwEMInaJ2gJKRZD+djnq3w6PL9tnjwccv//M0vLLskcnCrkkGVgIwxpGk6UmFWpJeqn1d+6sFnHxmzKs9Fleyq6q8Om1Z/P/XXr29sq35qUDtv1b9Vn3KQWMsEWa/mq/dQVZVVRVgxXqte5NP1MZ90PmuoQv1+9TrR9Abe/Sc30/Xj4KPy7B9lyf5niSNSYUYZrJhss0iAkBbnIDUJEZoDDx+iGY5jtWWtynmBMTxgPXv6MU/0Q3x8GMJJCCwiN5B7vHBkYYCyfX70zJMZnxjjE9+4i4WmHnq8lV84avAOziGNIMglqRa0u45ec9izqBZpZ8pEEQQUjtIpzsonYadpoPi5a29hby9DhhEyBaNi/ujy/8Kpr4/40geup3vnAZb2G+b9DKxeSRhZYjfJ+9734YIt+yzPbP2Lw0sgpNn0xGkKXrLv4RlYp5EUItf1cK6g6LtqI1LB1IPnqzOUy8/WMHgNTgjOOP44Ll27hqkk4MLjTmPnbMLf3XcvD3W7oJvDURbnR4TLvS0WPh1FmCTB6YKYFOYW66rqRKKNHWw/igRWwKHWDY2gRyoLmbGlHfKrr3gta/MYETaYjBr08iWs8LgsL5P+U58+W7JAqbSFefpqlqUMe/csk8FK5pNDxeOeZfiu+PQGSFkCrs/gkffdyYff9nIm3CxxluNcg4AmeR4jlEDpsFatVcmh+GxpmpNnOUIUbNPQa5yzZSLzgwoRGFR/VdUX1cTvK5N2U/1NWIvWIcI5QqXwZUElmwsAACAASURBVAKtElxWEkLq/cgqSaVpOkjSjUZjAKlqrYveY/m43Hqc0OTGopTGS48QjswUPVMhBCZ3gEAw3OggCwhbUUCwqoSaHZA6yYqwyYHeIjfvWuRtH7+veKzsFecLgGdvA3Q0nt9xRCpMB+QehAhwWvK6l5yMJiIPFA1pMcLy42/7Yf7bH7yBd7/ybE4NcwKpOWO6yRde/z1cMBFzUubxeozI9Akc0DecPTnGD21ezfevavDxH7iIN1+wBYUncA5pDK5OhSoXdtcK8KaPSg29hkAoha9R4b0xkHloBbRmn+AHN6zi1y44k01jhWGxSkwxcWENBIr9SQHnuizH6pBfP+88dlzzVT7z51/i3tt3YGSGMopLz99ElntU0MKapNB8x4AH/zTn7bkJhxcJn73mQ3zyhl/l49f+ISs3rwXlymQ5uluuej6Dvl2ZhJ5yx15uQGSmwTTwcozrHnqMf7jtHp4IO0zbRc5tJFz1mkuhO0+QB8PjihcbjnVQMFxNt1skUFGMdzppcCKHsQC0wNkh887XiCjFtLssbLikGNwayvPGKy7h+EaXXPd4gIzu3Byh1EXSFuKZYZnqcz+N7u1I73NykVde+YPM+kN87tb/zuduvbIkGB1Z5afHaPC/Pno3bmoVPlQIEWD10qDKw1qkMwSlKENVTVb/RlFAGIZEjQDnqupuCINWz1PBvVWlWiES9YqugnAHc7XeD/qD9TnISnWnDg1XFWYQBINbvTdat96qonqdLMsGMG69oq7fBp/HhUgXgtcEQVQ+t0eakPF2i4Mu5nc+fj/v+Ph9NEtt1GdyxDka/3HjiFSYcauD0xKVLaHCEL+0h9NPCHlwhyPVTZQTfOJD/8jL/uulrDxugne8+lLedf1d7O0tsHioz1UXn0kSTvNjn/4SSWMCfAJByB1G89pPXsf5Jx7LWy86i4uaOVc3dQGnoVCZw4Xlrr9c0F587DquPHMdY8rxqk/eglfBQKzdW1uokXiDSi2f/unXIfKclpB8Z7zDY/OLOOnBKBAKnRXO87Yc2N8Q9rg0iviLWw7RTizjTDLWSFm5olgstNIsLCww3n4+QTaat/zGS/Htm5iwHYzaxqs2tfnIw0EhyiAzlDVY2QIkG2XGO17zcnbPL/HJm7/B8cedwo2PPEDek4jONIL+yOLoncOpAOEs3vVphBN89Ikej/lH+bHTVrNleoJp0yJqj5OKHlq2isWr3MhU40Eej/M5qjOGzCW5zKCfY/Iu4x5a1pIaxVwQFImOQjjA5TlOCrAOIQpHC1+Sh/CeHzj9dI7PLF0V8vHte/nUXY+SN8eKHV5ZHRpvEU7ilSd0orC1khZvHFKkvHjdFKes38iW1evZHS/ye9+4G+tBSIUwtuhvOk872Mj3XTrBL1z/Mwi/RG+hqgaPcLiM27db7tg2x7jpM9EKiFYbWll7wAANtER6h/fDXmAVQVhVXwAOY4pNSUWkqeDXOnEoDEPyUommqjyfalNVEWmqPuXi4iKVvVq9eg2CYJA0q9eq/q1DwvUxl6KXbEdIQ1KXLFlfvHYYqJFqttABLv7+lJLkLiczOToMsD7g4OOz9NvjPHIYbDBGHHc54lFTxAlroghTneG4yLo1kyOH9Goi7YcWhqMccTocv8jSYZJXevhczi/vYdZ1lIcpor7Rf/pN/+gGphHWxdeHz5vXRmeWZoc9zF2P7Bk+kxzdlOjGUAWo0+kM7qvae6yPi6TJ8DXSxVGpxDoSpDrDDWzYfuaUeGQm6oNpRDCOMCkEEpUGvGzrOppqD7c/kJC2HcHucb76Jzfz+qt/kLHccOJ193D7Czby9uQW3v+Ki9mDB9kuLpgKC+WeGPyqdWgfEniB73RQmcV6Ad6NSLZWi8CvnXYs/f4cN8zGoIdD8KL0WkQCQUCUO7K+wUUhV37qerbrECKJcKoQ7/cKI31BYsk904sZV19xGYoFurZLmGekUYNNnYgrLtiCVrNoqZFO1HpBz4cwrJheh7Ar6PYPIkIYswJ8hBBlJRcU5xMbs3XT8UwtzrM5ijnzpWfiXJuT2y/gKw/NcG+3BxRM45GF0Sd4JBiP61sYC7n10F5+qHEsNulzwGlSFDIMsSXTWSqFUApbsTqdAw/SeUzgi+uUxfzMOS/k0rWTrB6Db+5Y5D33PTB0K/HFeEfBqxpCfjDskf7kGSfhZnbxrdzw9/c/ih+fhvzJ1mvKO4zwZFoVQ1wCNmjJr1yylTPGBT5NaMd7OXtikt97mjPdmTvIFBAqy8rpE7j94ZmneeSzG8oqYnLGjttIf9d3sL0ehx50HD+1xIrJCby0GOsLYQkdjBBiCtapx7lS6k4ybCN4MWCWVnOeYakhPGhxwCCpLU+Y1bWohM+ttTSbTbwf9k3rijvL++dVgqsq0iox6hIFsbXrHUVRCZ2WaAjlps6OjtAAyKiobuM8RwUNUiM4NLtEr99H5J4DeZNZA8jnIFkejed1HJGV3C3swsQthJpEOgFtQ9APuXzrZo5bm3LtLXvpyxiE5m9+81Mct2E9put56c1PEJ48Ad8r+fzHrueCB1LGfIL1nv6qCe46YYIV2SKv2bwZnSxyzT/cxUtvn+eRUzrs3tAojGzLL4yjuD8TStaqiNtmDhdstvo4gJRgNEIGxNpww645Xrcp5PRTT2Xulp2c8cg+nA6486yVdCdayDinleWctqvLeY/0+dbcl1h5xhpWGElz9TSve9FGjhuPSJND0JQFXV2FzM7OPv3Jes4j4m1v/TuQ8Dd//2ZWHpPz8nOO5c8eeBAnmtDPUe0WeI1XcP3OXWw7vJdXrlnL6Sccx7EeLlk9wbr2NL/5lRtI1FQxnlP19bQGBEGqsMqSyj5klp+6+IWc4B39NObm/XMgQ5xTaFV4jto8H0jRAaAEoAuNzKZC9ru856Vncf7YFIFIOJzGnHDcOvjOt0FPFAurtcVGqJqFdO5Jxs5//M2b+ekXHMeW8Qm2rjyGe3qCTBRawgNSizHgIyADWXh8rvYZv/49l7BRNcgWD7F/fIo7d+3jofv3lQpBBWM20Jo8Kfxgf+TF5yKNIxeKl77k7fT2PzdIg1I5GZJf+vV/5Hd+7iJC9tJqTjC71CU3jsmxJoECJQvyUjW/WCfIAHhvy/MH4JAifFLFWCXGqp9Yh1yrqrD+2Ap2rSvrKCUGvfJ6X7MuqlAdX1WuaZqOMGattYUyZg3WLY4t4dvyfZncjMDG3vtCVdNL5hZTFrpdci8LCzPvQcT83t98hVRTalx/Fwl7R+O7Hkem9JEdctVGCM+YTbEiRChDL7ZsWCH4qe/fwrfu2cW2nXPEPcee7XuZcCEi8iR7FvnQz/4VK5tjkAuEk1jp2DA3w5p9S2SdiB37b2ft6VvY85WHWONbrLizx+rDbboTIat3ztEwgl1rW2x74Sr+9NqbefuLT+NXNq9n9w3bCRs5k4ljfN8iPtQExrPtovWIgzG3fesr7I1ThJO8vKeIsbTynMuWDrB3QjDRc0wt5SgNs6HH3fcEZuc+fvRVZ9GKUiIhMd6CjkiEACVohYK2F//8OXvOwhY9NAtveP37ufnb7yKODzIeCZa0xgVNvHdoD95pFnPLfcbwwKP3c0XX8RNnnkDoLCdOTTLVEOyr2/ANFlNJaAvFMCcdLe25ZP16/MxO8nVr+No/3QiNFWA8thS4ftIYhyqep9luEtsu6xptzl8xheyn9IKIe7zgOw/uGFDlK5KXF0MUYcDorYhFQnDtA4/yX08/mbX9HheuX8FtdzyMaESjM5eicN+oPo+WiuOmptigchI8cnKCax/ZzZcf3MmSCaA5pL9774tZTec5c90YY8aTuxTtAN8EhnDZkYrMAT4gJ4VA0PYtZnFMhE16FmYPLBIEAZ1Oh4lGQqA1TR0iXI7wHqeLfq/3Al+qLAjvMIEvpCykJC8rNeUNtlZNCsCZjABNnuVIhgpOXrhSmAIoq8VADd1CKr1WWxGEhERKQTXOonWIc4Y8zwfG2NZapPOFG4uQuCpROlFqwQpsnlJAyyCsQUiNRWK9wBLQyyTdbhdjBF5phLUo5egv9Zk8ZiM9HgVTbASfi2gGw2VZ10h4rZoKzrq1UyPHyNoxrf0Lg/szB4dV8ez8EJZU1GHM0df3tR7+Min12n1Xu1eDbZeRGutfay1rKjwMFYhsfcSkJiq/3Hqu/maypeHvwnD4vPVjFg8Pz8Pc3NzIU+lG7Vwet25wf9WGFTxTHCGsULHoxpkU3ZLD5xFSFyMiQCPu8vIXjHPxlpXcszPl7u2PM5M5NA20SwlMiDIKjwfpkc7T14bxfhcWE+IDjuvuPISgQT/yeGc5ZU+C3dFnSaWEDi54yHLcgT7NfsLMsevZ/chuLty2nywSCGtoKkUv7hEmnrO/upOxGHy7QT/r04ia9HzKamE51LDo3HLMnKbjQjJtEWHOaStWs3F9izNPm8Z0Y5JFRzAVDebImh4sAuUNS/pZ1A79t4YwZcVQMHbnFw4QOkPgQqA5GHux0pWjWh6hIuzq9dyy4zFesXma41uQJSmZDmB5wvQeyMlUQK4lGEGr2WR/t49cvZ53fv7r7LFtlM2xNi+vsXwyiUYASFKTg7dccNwmPBGJNuzvpVx94zdJ26sh9yhdkjBswYCskqNUqhhLKUk6QghMZxWffngfP79hBa86eSOfe3wPT3SH5JTqczhlQBWC38ZIDvctUXucIF1kbz/jxnu20W2Ngxzt/xhjCHXAMcesYcw7BA0IuvzEGy7mr//oXpae2nXqCITFAYfnY8Z1QhSNDVavKtnkec6BuOhBu9wQSc342BjjWuGcwVlbEG1wQEGeKhKmqFVwhUeskLKoRssQSuDKdsQQZq3PbBZcVeeGC3Sl3+tFTZ2o1h+vIFxrPdZ6lJJIqRnongkwpriGba1L4wpBLhRB0CDJUrIcgqCB1CG7H99X6A3r4ntbEYuK9+cJyEn7vdILoniN7y5h72h8t+OIJMyxMGZqYh3B4n2YYBKfJ6RpNmC3dYOYluwgMjhno+Kc1SuxwTT7llKWkoz7t8/y+IFDGBGQOUGjEaKzEKc8VqfkXqBtyJgq5uWchJ7LcMojnCAUksWWZbqXI1WLL199Y9Fw1iFBORyfyEIzlTCilUPScDT7KUorFhe7BDrnkOygE0PuEjpj8IKNTS7behHGzOHyLrnQ9A4WBIqwkZOmRfUgpUT7FGMDYie45qGlf+aMPYfhA1otRW4TPnLN61HtFmEmOXVNh2/sP4i0q/CBKHTRKRr1zlp0C7Yeu4p1UU6nuY6P3rOTw3nZ0C81eZGyGB/IJbkQCKPwKuVQ4vnNG+5AKEc/NtCQhdYsZUKBAft00HfsF4QsrxRShHx25+O85kUnsm7OMNGS/OQpJ/FHj22nJVfSpz9gxAoh8EkCOiw2pNW4URlWCz5/392ccczldBYckQgK2LWyyCkX/cBbcqeLHzcU+/qeP3nU8/8cY5keE1xxwgY+vTPGugzGBUEWkdNFZ12MarEyANvfSD4xQ9Jt87LLX8gHrr75ObrGgDDkgA07CLmAz9JibIohhJmmKSpq4Zwjzgw9DN28y8FZW4iYK82qVSsHGqKBH36Hq4gCBcIjhSer9YJ1FCKkLU+rwHkzUsl45woYHDGo21Q5iluoYdnyd6KoVMt5zUhJVCMijmOULI505ebKIVGBBC9IjMUJcELSjS1xltBPEyIdQM/gkXjdQJXs4AourqBgpRQ+ViS5wVLNux6FY/+zxxFJmN0s4pd+46N8+DfOw5hs4JFX9TM6bgIbWWxk8ZnFRitp+Ix1bYObDjlt5TSytZmcNg88/Cj7kgYPPLYXkWcImlib089TpNAEgaGVS3xDIxKLNZL+mGIytcyGnjG/SD9ooHwIeYwMArQXNJ1EZXA4ErS9JHKerCMRuUB7xctf9EIOHn6Ml515OnsXd3Nm1KLX8SzEuxG6RWAbWOVQgSUXEu+aGJMSxzHj4+OEkSBOPMZJ/uJT9xyJ0/yvjn4/AQk6g5w5XKMBsaTVWYf3lrhbwz7Kyu8lUYM3vmAr0/3D3Do3z2fuvwea04wsIuX1NcqCh9BojGxircShSPMcpSXCWIxUIAN8reoY6Y+Vm6F6/+qOXbs4pjPJmO3zfWedyN/sfIilvA+BQ9QWPpaRrAaeqYDsRbhgJX/2jbvIkoSlqAF2aPdWQToDFN0D/QSnI774ja9y+feexzlC8eozT+VTD12HaK7CJ0s4ocG1kO1xTJZyxwf/kTfM/COfve4XONTbRyinWLUWDjzBcxCSQl5b8rkv3sTPvWQlnc4a+lk2MkOplMLmnjw3gCqF7sNiBMpa+sYw//gBAlX0HMcbhk6ng3Ry8F3ObVGZSSQiaJDnOc1mE5MV309rHOAL2zU1FBWQUhQbVk9ZKcrC7o3iWodhY5C8hNJkWUYvTuj1Czg2CBoD6T+nmnjvWez1WVzqFWdAR1jvcF6ADjBeIsIOxlukCop+Zr+PkEWvVkpJkiSEYTgUV1ABQXuiAFGEKohwz4G3bVgTSbe2JiyuhxuVFROjqFXUHKr4yNrjqk08QNwbwrOmJp4hWA6j1hV2nhqercO2o2X3KGzdj4evo+sbLVXv5w/vd3vD4uJQb37kuUxv+A7q0G2rNWTiZjWB9zp3ZGFhFJLtTA/PX30DOD7Z5pniiCRM7RbZ40BLQdNaYm9pNCOcKy6EMSkucwjAOgH0yKREBw2EceRCE5gU4WJO29jhZOG47PRTyTJHYgu4JIoiFhYWaE5Nc+93thPHKZtOWE8vVszMzBDHOSuNY82q1Qgh6HQ6CCE4uG8va9esIAwkq1evpN9dIIoi2u02mc1QwhN4S9Y7yDnHrEf4eTa22swDvu9QXhN4jwtd6ZRiCqd2lxOnha6pbmjmzQRSzOKWFvjFn7+Md33ohiNxqv8VUZAfnHf81js/wvs++D7e/uYPcMttjzP9A5cwe9IcSg8NbKsF7tGZXexYPIUnRMBf3X8/dnwlMimF2qso1XSKMZ8C0rWBBpEh8hRCVRgy24DASJyQWJE/+S1WUY2YVISdL98Fl57L8dMNogPzhLaBb3bALpVCBxRztcuIKXWBfdewoFocxiBaCnIQsjIMtoPHWuGLisiC0AFplkA74IPfvp9fvXAre9IF5ERUOiW0sKFEeYGUHlwPdkO8AA/c0WXz8Wfziz//bg7s+7deu39BCMBH7JqJabQbjEUhcTl/GARBIUZRzi9rHEL4gmxsMpySWG/BWVqtksXqPXOJZzYu+kIVSzbpd4uEKSXNZpMkSYgiQ1TCqpVknZSSyU5ElmdIOZTBM8YgvKTVag2YrzjHjpnDrFmzhrgXk6YpaZrS6XTo91KybgzEg4SZ50USLIh8IUIH5HnxuyDQCOlRziOFw8tgVNFIDJWHKvi46qWuW72Sr923rUgB3iFGPD6Oxn/GOGLzDlJU9jyCVqNJmqaEQeVWMDSpXc6kq8/HVBqYoQ4QJkHanIZUJZW9z/pVbUS+wIu3rEEIhScFKTDHrAKKWa4sT2m32wNTWH38yUjv6S4tILJDdKbGyqHpjIbLQSjSLKc9sQJvzKAnCaD0UNtSa40vxZ6rma/OmCSM2uAdWbpEU0dMTis+dvXzJVkCDHt1d94V8IoXXcW4gwnglHSGW8K1hdpNGZUN2s5wgvfcdRc2TVnKw0LLl4Rc6qG6UjmHidOgC56EUpazW5orX3QBf3fnHdy2GNMVklw5yBNEbc7MLR8GVwpVY07a5hR/eOc2hDdM5pIuIWRdCArGc+UuM5BhK2G/OmvSBBky0ygvMDan0WiSZQVpxZXJJEtTBGIgemRzUwggKMGDseEXr/0arbFxnJksNuA+BNPFKUViLYRtcBrhA/7Hz3+k+GyuSdHwfXZhPe+fV4yy/3DxSuB3vttv4mg8b+KIJUzrKZv8oqDZO4ctrZwqKx0p5WDHCwx2mFLJAT29kLyiKPtVSIiE3BMFIS5zpF6A8HifI4RCCYUMg1LLU6FUROYl1kvCdqNgyQHj7cp8WpHHhcxWrgqCiYwETubFjCBDqLCuKjIwHWZY0gtvydOCKBHqFGmbeBKWnnfuPxKQjIcdzlwxz/+88nWMq3m2JfM8MZ+xe7mdhpREcpK5pYWi12gVCEcmbSG/U4Yur6PBD/qCbdXgkk3HcqLJ+JVzz+CgbPPO665lr1PQHB+wMIGnlNyztYpR2j5ONPBeMSc9wqRoazAyGo6SVMP0MGDNWmMGYyOkRWWFy9CNkAQIauMLA91S50eribLaRIbEzYi4XzicCHK8UjR9Thw2WWUk58kGNy4alDa0xyZYWIrLSvxoD+xo/POh5RASlbXvYpLXvCXTUfaYjoYw7qaNqwb3x8eH0OP+DUO48+67Hx7cj7NlkGztLz+sCQ/kNSH1Xo3ZWid7qXBUMD0YHj4ihu6Me8qft2oEyUbN1xPALgzPxd7FoUj7eA2errNk616etjeKDSwxhKdDMdy0T0yMso+XxxHR6JJIVh+zilbSpR9MEkYa63KMzfDYgYt7ZjNylxcjBAqMN1gKZqIOQ8JmSNQKaDQCpAStJZnPsdIRm4TUZWgpB27oQdmHqvfClChk7ZSALIlJ8xwrIBOeXAKBIMfQz2NCEREITUNHhGiCUKEDSeXaXlXEFcRUzYNVQ9fOGJQQmCyjmQiWLHQXPYefVzhO9YcqeP8vvoL3/vRW1mW76OyZZauJeFXTo8JwcENKcI7UxwTCEmHx2OJL5eRwbMN7TJpi0hTpLcoX1d2ih0/dewfbOoJGw3FyPMuf/eSPs6HZpmmiEWH05cLaQAHLDmZrFTr3BEkxG+hViGk0iyRevk+cKxSDau9LSInPc1ySgMlA9Ni4borzTjiOcTO0efLGDBGOgd9nqSLkILCAN8gkJtAZ6D4+MOBsoRTkoLN/Dz+ePcEjb7sCa+AvPvwh2i0HMn+uphKOxtE4GkcojkjCzCLHowcOcmjqJML0ML1ejyiKBsPK1XCxUopGozGsLOXQ0Laq5uI4Jc/zwSxX3V8PCmp8Hcata1bWpbrq9HRTLozVoLUQgiRJBs3+yiGh7tpef83qcVLKgVt8BdNWA9w9GdLsGMY3b3me+eVFtHHccvVWTgp24TLBE5vXs/hfzmbmmFUcEzmsMdjEYvsJSIO2EvKYPJdkaQiZQRlL6PWITqvQuhgV0CBp442EbIlZ0+SX//dtfPGxRZbGI/yunZx37BqCZoLwDG7e2MENHMqVRtLCI50FGWGUw/ousrcfzBJINbDZovTFVGWlW4gA+yKBFjsuzlm/ht8694X87tnH864NLf7nZRfQbLcHWrneuoK3GUXoULDSZ0zrnPUSms6gTYLwkjzOIBbgQnCW2IFMLRdt2MCqlWvZ/YIVXHfTG8lXf5F3Xv1TNKNVPMlF6WgcjaPx7yqODCSbtvGk/ODbr+HzbzoB1Z4YqIgsh2OrCIJgkMigmKcKhEKXjLG6AsgItb1WjRRD4wFpycyqNC+BgYrIwIZJStrt9kBhZHJyciSpVqaydTmuStuyOt7BSIKv7IXCMGQ6ith54HF+4Ne/jWcSGGV8fbeiRcoXP/ATpPu/jdTjpKEi37iabcqxenwDW8Pj2XzD3exIEzpukqW8i5FAbkAqdBBgrMcqgS3l5qrKyXtKr8gIqz04g5QhqbOgFZ+7/xFesflFWB1xqJuzeHgeGuNP+T4H89rlmIHzQLLIKzat5iVbzuC8qWO4r59z1U3/B5VM4GpattaYoZn1svil809lk/WgBPNxwkMzh4njuCCuaE2WFLDXmS3Lay/cyvmTLZZMn9BFLDrPQzOH+czt23kwnIZuD+FSvAiQ423COOH4TSehNkywL5KYJKZFky0nNonTgwU+ZY46WxyNZ446M/bpOtTLma11/dkRSFUN19iaFC1rVgxZtXOLo8S7bncIV+bxEAY21KBiV/OdrLHSQzEKyWYMvSrrvqG69jhVg3qFq6ODo/WcsjVIt7b7dP3aSarpo0o1/Ln2o6lOPs2JVU+zbgyOe8bf/itDEaMwzAuwx24d/LxuzlollorGXbmlAyRxhjGWqtdWrz5VDXYdgV4rs1nrMNaRZjn9OBlIaVVJNggCWq1CZSKO44E9UZX4kiQZVI6ViS2M0pWXR/V5rLVkWTGrtmhnkesvoEDanx/JEuDD7/wh5L57UMaQ2S5BnDJ3072sOJATJpa4P8ebLtwKySxLySJkGaFJ+H9fcgbvvOJ8LpqELavGwFgYmyxMQYKAQvhVQKCJZIRTHh0IAhWC0gjl+OlLL8LFXQ51Wty19xBEHaQH4XzxfHlps+aKcQJfCicAKA+XnbqGt2w9hfOCFJI5fC+DeYNZhjIAo5BsDeoddw7jcw5lgg/e9h3+8r4HC6ZlHJPGcUFcspbT9BJntzyN3iIRilB41tgFLowS3vr9r0L0lwoLqcyCNLjccMbqKc467hh6NiMQjjULjva2A7h7b+PYDrR1i6NxNI7Gv984IhWmrXY/Hl721k/y3p+9gIvGDiPClSgl8NYX+qEWnC9snLyHPLcsLfUIgybeCZzzWGsISoeBqoKrEqb3hfC394U01uB3pedeXbuyLjBdWRFVdPisnE+TJURsXDWLLwtfxdLRIUuL3ZqUCoFEyBQhFcpLAhUyn8WstBOk9hA3Tfw0V731qiNxev9NcazbT4gmCxo0dIjMG6gdXR65/5usOWUD9uQxjl/bZHOjwY7Eo4Sm0/RcPh0wPz/D2eeeiBlfybaFnC/efCvfNAqpPV4HhaqOB1/1fWNDKgxCprz6xE28eFwzp8b5gy9/lW5Q7nDzdJjcan1MJ0UxQ6ck0gsaxnPJaScirMc3p/nzux/hCw/sh/ZaKB3XhRAD4fX6KIms3fe6QTy7m4nWWqwSYD2u+nstZfWEUlx81rlYI3ikr/nADTfTnFjLmesm2LJmnI9d+wX8mMZlAoI2uBiMZHOkifIeQ+geZgAAIABJREFUbq5PcP9uOBjT8J5WKHnHz13OW/7oORIuOBpH42gckXhObDTe9rf3cNPv/zDy8J3kS02EznFlXzJQCksBmVaJy1pLECrAo5QYwLgwhEArSLfu5A4FS6rqixZVpRhAuQMboPKYSnC6+v/BrLovhrmH+pi++M8PXRO890gXUYqNYK2lLTvkYZfrH+nwnvdeNRykfx7FWH8/S3IVXueEeYObtj3Gg/u6mG6Gemw337/lxzAy4dTGCnbECd54Dvdm+fB9+7hgy0mscn2aS4d4AZ5TLj6Nb1xzX3muCxhUCMhcCtISuAAbBbC4j9ee+gp6yQEeTBs8OJsWYxre4twoOWdAoNKybG4KXD9l8/rNnOwlkRb0up401siJNrY/D7KA7avz7RkVK7C1+++94SZ+5aVbyOaXaDRakCWgh1J61V/B6jBizMSwagWL2nFvYrn7nr2YrBQpGFMEucHKiEApmqrNi044kWbLEu+3rDmYIFREIhdwboKm6pGmvef0Wh+Nf59Rb1WJGqxYZ5MKP8pk9652TE3PtVlf4dtDGPSEjWsG9/cfHlUi279/+P/zS0NkzeU1qLgublCzB9PLJlV7Ne1M5eufpf6omjhDDapdrnFbD1kDR/Nk+Bp11LFu9YV7eqjVZDU2rX2GF+UIQbLLwwQpr7ryr7n3sTkO5gmGYhg9z3NEaQBc9QmbzSaNZojWCu/tgJ1aVYMVO/XpDFzrPcU8z0mSZDCkXPVO68fWDWurhFj9f0UoqqDg6j1Ui3oYSVBglUe0Ag4vGLbPOH7743cAPO+SJcAB3SQM5kn7nm88dohtj8xj55qktAjXrWVi00r6WF7RnmKTsLi2ATXOZ7bP8eYv3MS3Hu/RUG1scxybj7MucoQmR0VFg8RbAzZHZBIjJYicicY4e/uCJxoT/Pmtd4EIC79KGwzVmZXEqyJRiijAZw5MIX0rowbb5g/w5R17WMg1wZjnjRdt5nXrJqH0Gq0G8avB9+I5CwF1KQoJNikkt/cMv3v9A9zaldx5cAGickWpeqC+IBp9ec8cSWOcRpxy0ar1kCxiRA/XVNAQYC2Zd3hpSKzn9Fu28/g1t9D3AWr9BPs2TrDoD9MSYxAaThm3vOkHTiGk1JU/GkfjaPy7i+ckYQY9y4IE11rJ3FLMzn2HWYgdTurCSkeIgbu6Ko1clRII6RHCjySeaqSj3neE0T5iJS5Q73fW7YTqTvB15/blP68q1brLfJU8vfdYIVlM4NE9C9z3yGEOdQ8zm0/h2uFTnofnQ2Rek4uIKAzIfJulDHpkZCJm8ynrycw843KSvbc8QPuuXQSZBQ1pJCBoYr1E+4y+yrhm50McMhk9l2PTrOg/SoFyGi/ASwPWMh9o3nPdNbzx+lvYaYq+dOByAlfMkgmlihGWpwif54NE+Be79vHFPXtZih2t/fOcu34TUmmoNje1WcwRm4SR0NyfJvzpt77F/swiRTA6zlIybv/2n+5gDs1YHvPjF53DCizOBURGgpAERgMSaRxb7pph3b6Y3p6DBJnAt5v4jatpdNZjEovJBZNjbS4/55mdEI7G0Tgaz+94TiDZTAJOYkSTNjG5bnBwKWHGWsbHxxmPYjrNFtILhPE4XbBkhS9uTqmanVBRfpfkSZQoJLYqGyHvLd5aZGFhjCmPqxiuYdgoEy0D/chBMs3LHqUXpa9iYRHkTFb0uZwvZv8Q5F4xP2eJ4wSDIgwVPs94/9/fhEsDnq8x0W4R2C6JFzz08GOooIEQIc1WyCkbT2Pp8ZQ7b7yD+255iI2tKZLpPts3jdEIA1Ij+PbDuzhv4xncvvcwX9ozj2m1IFdgDKKUHrNSggRpHFGu6XsFagzfi4dsYxHghUZQjvhUpCovMPU5zLL/6JyDnuYvb7+Hz97nePUZZ7F9Zj9urgsqGIzzVEhCXm6chJQ4U0Mj0gy8J47GQHrcwiKyPWQMeudQWhOv3cy9sz3WqRQxd5DxLOaw75D6HKFbqCgix7HuiSVOPpAyFjsOPTbHF//8Wr73Z17H4lzMYrbIKp1g6dCdMzS6zx/y19F4/oatw6011ueg/wM1yfryYTXUrP6bSA2PD9vDAf1WTWBgrD0qENBpDMlpMweHqisH5oYM7248hICNqxEi89GNqhPDx8kadFsXFagzVm3954zGci/WweubUcTwqR7v3eixviac0J0ftkoWDi7wTPGcJMzCPQEWEmhjgKFrgjGG/XHG4zNLKASTnXEmxwICJVGyMH5V0qLKOQPrh5UigNIS7+Vgwaz+brwvVcsq66AgxIth33PI1G0MCEWQABKEwBhLWxd6py5skhvL/GIfHcDs4gJSBeTOD+BiAGcSvu+1F/P+T93ynJzWf03YtI+SBiEbrJiYYObgPMIZevsT/uYPP4Ho/P/svXnUJflZ3/f5LbXc5V16mZ6eTaPRaDQSkpBAEgIxEiAFbOwYcuAYETshwQZjY0MOTuJjHGJjYwfsJE5Y7EMswGACB4TMFiSHTQpCEtqFRmhBGo1mn+n93e69VfXb8kfdqlv3nYVXw2i6e+b5nPOefvvtu9fb9a1n+z4afaGm3DhO3gRuvW+Hc1uG+XYiKcNHSXzvb/4+wUyYpRJMO26CCagY2zlG1bbDJ2CuPFiFdwvMaJvQLOsjAQitv2y70kktvWOXEf/wQKZEqGuMSYTRMc5pw8/eeU/7BNkE8H1mYegTGmNsfweWNnkJIIugC1Chbc3fah2j+mzFMh2Pd/zc2/+QL/qWv8yicez4CLkCk2N8pFIzODjLt7345Xz443cxn4yIseTsnRf50f/uRzldTvirX/8l7QWcilTVgjo2/PiP/wu++3v+p6f/wAuC8OfmaRJMC8pz7kBxUu8Ri+3+n5xzBArq0ArZXpO4cGYfTWrNn0cjTp/I0XG5dkmvGm+MMURfYRSEpedrpla2dSoqtG1rj0pFYnRYY9otVEBVVXgfGRUFrnHErE3BHhzMWNSBg6zgYD6jATyGTCmylGiSxWIwJrFYLCjLsh1JcfBzb343qALSF35R8JPBY/DKoCLYrCSkSEqO3BoiEXcQKCdTbG445y+y5R0vy67lndFgLTRJ0+TXYL0DdxHUdhsFmgRJoWIi6Qp8u8WeMsPUB/ylF97Odh5I2XW87cOfYscqoj6UNrW2F6yuyzXRmqenlFBOkXnQytMYD2jGVWK2DBC7EaLDV6J9qjal1ufWxLbWGqG9rHr0las2nvPJ8j//zrupm8je1jF0gOigvWPNG5/7fO54+U183Vf+97zt3/4/fO5j5+DAM948jtp3jHwkWojaMR2NMNe9gO8RsRSEq5anRzDJQHl++bfexU/97ZdydqaXWw2KdhQkRgrVRou+WbTmayqS54YmNHzmkaqfnayqtu6VLY3cTQi9E1CWZUzLNtIsiuXOvBzG4/Z5ZjNHUgrvWycfrfXS2q7BOYfVhhDatUja5kS1QCkoiwydAlHn+LCMKm3bPJTneb814fm33EjkfkiP3ZB0JVB7mNiMGDwbW8eo7723nYWNAa1SezFhErap+PKv+jKuP76N+apX8Yf/3x+gm3lrZm4Kbjm5hV803HugiQqU7kwfUrddCpU0yUWutyPe+Oo7GF24k7kZoVLJL975yfa3b81KVj16G8SybozWeAfKJJJpoHQQLSGycvpJ7biSUqrvko0M/l0plNckHdrvk0YnS9CP9ng1oSJawyNBY8oJoZ6TWQUNoCIqef7aV78B5g9w8eAsUVWk2JAXJTvB8dzjJylyjw9zvLfkxSYf/sx5DApjR496PkEQrnyeHsHUbe77/ExTbp3iueU+88ayO6s48IGq8b3rjk4a7RtCgKQtQRmsDoRlS3Nm7MoxSGs8UAdHpk1r6bmIgIKmQeuMOI+c3720dP2JGNMNuSuiD9is3YGorCFpjQ8BaxUJh4uBoluDlBKuaTtup9MpPgSSa5iOcm648QTRO+zI4pYf6pVqs21TxCeFyeBrX34N938640yVY2zAppoiJkKMvOqbX8tzXncdmS4I4Txv+rqv4ft+682k4gRT6/i7r3wxN29cz79558eZbG7xiT+9wGeyMbmvaZImix4bIgudcWoKx/zD6LzkhPL8V7eOefGpL+YjZ2b86sfuIoWAURoXHMkqUpHRlz6W5ukAlIYUA/nCUzSGamtKZWMbIHa1iz69m4BITkYdaigVI524PTW89OabueHUNnmm+efv+jC6sejaoTODt4kUPK7MUBGUc63bSWZw8wh6xKaZ83de+RW875d+lerSASEdcNcHLnCs3GCRPKODim/6a7fR7DyIjiPsKGd/dp6NretYkPq5UUF4LOJgLGR4CakGzjeHa5jD+mBaW2e7+nmerRrrcr26Uh2dHO6mhM3xaifkeLT6N60v9N8/cm7lBjQb7Lz0hwxebDZwBBrUKofJpbWM0ODFHyo7kh5nziSZx/65HozhHF7qE5rV3y+dXdUtH/jsE+/ge1q6ZGl3yNKQcc5NMNRsjhU3nJxy6w1b3HL6GFly1HWN8wFshikKgtJtqpam/4JHj2t0u/m6mqj3fs1TNs/zNdu7js6Or7fPw2C1wigwKlKOJpg8JyaFiwkXI3lm0H7OVp645bpjnJhkhOoAqyIPh2uYqxHpipVLKK0ihZomKuYXP8erXnINY/bRoSCmDWpjcR4++L4PM7Jj3KzGzWpu8mf5jte9gkmcsXAHjIucG+eGv3vHi/kbt53i+/7yKyBdohmPwERcHljkHjLNh3YrvvnnfpXfuljx6fE2NXCb9rzxtmsJpcUXmjpLxEyjIxTVoIFhaM6uDV85HvG//KWv5Kff+Dr+yvXHIPi+M7ZP48aIdQ1KBepYAREODrj15LX8s699BX/1uZt88+mS12xqbt9st9Z4k9otK16ToganMU6jnW59+cIyret2+eYX3MCr7YT3/Mr7ufvt93PuozNOmFPUewt0vcdzrslJiwt91uPxmhUEQbi6eJpSssuanqrxsxrKHJMs0XkssG1qJts5npK8GHGpbpgdLPDesWgWBLtBjMvmmtCOnnTLZ0NYGRLAasdmN6uZUuo9ZbtZPefadV7dhvWOKgSUyVCZJuEwbo41iiLPGBdjJqVtt88nB9Hjk8NahbVt089P/of/CBRX9FKKrRJSyKgpKccl+qac49ee4Nff9sfo7BgXF5bRyFDfk/i/vvtnKScZL/u6F3PbV53mL25cx6cvGt49zfne3/1dvvM1r+QOM+J40lyTFdyEYW9vQbIlc6NQOhBTIKiCWI75N3/8aa5562/zk//Nt3JyMuLivKKIiqppXZd88EQFNRHFauVWt0j6e7/0Rl5/+jSjrKKudnj1LbfwtnvOUy3rk8k5VJ6TnCNlpk29YqBumHp47e0vZeEeIU1P8L6DwGfnNXfvVKToWnegmLBak1B4pdsl0oVemioodOV4zXUn+KrbtphUC0bXnUCdDxwcgIqX2Jo2vPIlz+NlzzlJ1lykVuVywbFDx/i4V8iCIFwdPC2CaQkENOb4SX7gR3+bn/v+V5J0Isu7Bp0RhTHopsImx4lR5OR4jGsCMKVJbQrWOcdu0y5s7raJwMpjtkvVdkudgd6ooHfzWXa1xhgZjUZrm1DK6CiLjO1jY7K8XemoFRiVCK7dwk4MBG2JSvduG12H8p/eD+OyYF7HrjvkimOn0uRZgCIy360wJnFq7PnG19/GnR9/iHrumMUZo7RB7gviAeyc3eNsfgvhrjOkd36EF117A4/cNuHkbMzmRmSv9vzBpQvcnyJslpDHtjYZVWs2bjKC00wPdvnB7/w2VHOJ88pwLkSaqkZllkZHyBQ6tMY7zcBEwpYlKSW+/vRzKFXD+Vngjy4FfvETH6ZStNEftKu9YkTleZs1UO3vh81H5FiszShUhk+JN73nQ3y0WTCyGcRIHhQuS7g8QWrHYlJMJO3AebYv1Gyfn/OSvcDJL30OISRedOvNPLx7F44CHy7x/Buu5yU3Xo/2c2pG6HK5eNwYbLJUs+oxj4kgDNF2uH1pUOQfuOsYsz66ptTwPqssmh6sSuoaJwG8W6VOx6NVChag2FzJQvIb/fdDP20zCAsu7KxSsrPFekrWM0jpDhOagxTycKxk6AkdDjUFDkdO0iBtbfRAxgZ3GX4O5lAyNfrV33fPrNLL933yQZ6Ip0UwPYAyhAtnmdO+kcViwWg0wseIsQGfFFEbmuTIaLtWW6OAxNimtraVZ2yNE0pZNjc3mc1m1E2iLNs2yRgjQbWNQc5FynKCc448z3uzdzsQzhAC0dUDA4Qca21vp+ejX573FWhDrBtigMbPMXnGdDolxtDawgEPzcHqPeDKncM0KmCVJTqFmiZ0KAmV49ZTU05tPp/Td+3x3k9ewuGZqQMKP+FT77qXz33qLCenWwRGvOihmpPNgu0T97D4+lMkk/GJ334vL75rzs2zA2ajCt1otMp54KYxn7u+pDEZb3zFKzi+v0OhKv7oXX/KXR86y9fe5zhz3PLAbVuc2zZEs/QcGNgQuqoCrfnQpR1efBqmymCLbR45+Exb1+m2JSw30gBkQeOTRSeNV4odHfit9/8Rb/i6V7C1f4ZbrjnBR+86w+l79rj5ofNkynDX8Yx7X3iCWJRki0hwDWMfOTZzvODeA25/yLFTXuLsHS/j4fvuZueuh8iM5cYNeNUrX8HpiaGMBxykCpcVTGLARUfKWr/i3d0nnvESBOHK5ulJyaouEoTd2J4ENzY2+jGAuvFk1hJiYjQeEZwnz/O+vtjVJjt7uhACi8WClBJloXHNjCzLMFqRmoqN3BCtQSnPdGypqjlllmGVw5qc/f391qwgRkJI/eqv1v9b9zXQYZq3NXoHm2eYUUld1ywWC6xtPW+99zi6YOfK7ZJVtoE0AdWgY4HzDUlHFnXEKnj5bVM2T05430fuJl6yBBUoVIQdzZkzZ9iMGQvrKffhD972Xp53/0189tOfIV2Y8YLpFJU0k0sZ0UQKKk7vLXjOIxWPHBvxyAMPY77lDUzLk9z5a7+IqnO2fcbIKW44WPDx2zd55KYJ03Nzbnpgn61Kc5Br7r11i7PX5vwf7/8w/+41X4njEq86ucmrq4YPl5vks32KEDlxZsaxHYfWcGrXc6lUfOxLT7KXWza94uxD5/ixf/ubvOE5txHe9yHuOLPP6SpjoRJZ8rxmJ3Aq7XLu2IwT52o2Z47NCws20NjCMhsFok78+g+9me1sxKlNxSvveB4nxoE811hrWDQNRTGiVIpAQ2MyNpJjNj3NC9OVmXUQBOFoPE1dsssUXbJUy1C+aZqVv2uWs7c3a6M8DblZ7cosl+m4Ls3apVq7zSR1t8sQcE2DzkeEGEm6tdSrm4DJSuoQWq/SpllrAtK2rYd2r6Wu637cZbhwOssybJ5jTEZUCjefUVcVGxtTiqL1mE3KtN63KT56POIKISs38AuH8Z6g6O3+humW521pbv0Lt3Nur+GTd+/ysU+eZ64uYm2OynJ8COjg0armsx/8NFpbTpXbZKmtBzcmYjUoAjYlrj/nue7cjMZG3vLPfoZQJyZmSpYXuFSBC2yfX/Dy/Zrmo5c4vuuZFY6gNJshke0v2HrhCeJizsPPOcMtX3SKU6rg1nf8KbeGkxykBaowjH0iR+NyCFXD6ALk6TzVvGKz0oQUuUFp7v/AGbZipCSHENjKExVQOMUtd+/yvKQwUaNUoknAxoi95gBcwNaJl73gFK96+fXosMPYNigKlFJ9bRzahjK8R0WF0oosVeyZ8jGOiCCsY4pVujDUA8PzgUl5ptdTjHqwHzIMd2MOUrqhGaQoB32TKaynUYfduKNy9f0N166sHTc3VrP0JwYp2Ys76wsG6jODxx6eFAeNcHHQGRvUIO16qHly6A4UB6N7drCPc5jBHnblZqxbbw7TtdXu6nnO+As8EU9T00+HB7syWu9edEqQZyWJdq6R0L6BTsDKssQ519coYSWYeVa2Dj8+4H3EsuhXd/noKbIM7x1aQTPfx+bj1htWabKlMNZ1TZ7naL3+4Q/3cHYOQSE5fIiMphNS3aaNq6piNBqB0qiUUGuH9srCxIBLkDCQFJH2s9B28AsVDWlec8I6XvvSa3jFS27gwZ3Iez5wJ2f3FigzXloTKkzWdiEfHMwJdtml6hM6KOpMs4cnN4pximRe0fgMo0vqkHCqAZ1oTMLkGdYn3KKizjLmGeQhcszmbOw4Tn7gQU5OTvK7/+qXufGO5/PFr301u86jmx3yzTGBgDcKqyK1r5lbxbgJbJw94FhIWKUJJHZGWXuRtB+YlBm7fsE1wbCfBS5lgYTGo7DBUFiFxbO/8wBf8+Uv4yXPuQnMDk29x8mNxOKSJfNjXJ5668Whv7FZVk6S0q1g2lNP/wEXBOEp4+kRzAD99YGHN/3ep/hHb3w1i705ldJYlYhmaZauoFoaASRgVBTtzGNambB3hujeexKJqCIxRbIyw6R2A/iiaVhUnjIalNLkucWqdgMKsIyqKjJjMCrh6lZoy7Iket+e6KCPMrMsQy1NvnOtMSnSZJaMBmMy/sVPvRvilZyMbXnVP3r3k27i/fan8oU8Bfytb/+/L/dL+Lx4BfBf/uDlfhWCIDxZnuYIs+X33z/n+78ltQ4xKYJabR8Z+rx2tUQzmGXrRkq6FVshBLIs6ztfAwltFEkrVN7u2Nza2sS5ur9PF93GGGG50aRpGsbjcR8xFkuhbpuA2kg3LZ+r8yvNzIhGe05ubvCeey/HJykIwjMNMxjEV4NO0cczJAAwgw7aofHBcJVhGnxfDMzXh7tjAfwgpTtM/Z44tuqYPX5i5Va1ubWyAZ1O13dr3vPIQ6vnGXTWDkesht2vw9zc4SmspB4nHBmY0j9exGKUPfT31X1cNTCVr5/YVOSyCOZFYH9/H4xFeUcIto8au9pmURRr3aydyHXNP90S6WHtyHuPCrH1kE2QK4Mps/6XpotSu6gxhIBjlSLu6niTyaQfRenGWcxyt2J3f6UUMdUkNUHtnqHYBmQZhSAIwjOWp8fp5xDjHMrpMZLT1MaiUiKFgG8agnOElHAhENq2VTSRpmkICYzJaZqAc4GmaXoT9n7npVaE6FDJMx3laAJET2bazSdAL4Z5nqOtBW1JyoLJicpSNR7nXLthPICKqq3LKUvw7ZyewlAC2Shxdu55cGfyxG9aEARBuKq5LBHmPCmq+YKYHFlqxzJg1WRTLBtvurETjUYpmB3MscYsDQeafjl0Fy22oyGJ6XRKVVXU9SpV0KVxuzm99cXTEGNCL4VXa0UICWPa1zE0PyiKoo+CfW4wC8WlumhnAa9cRzxBEK4Sklt1U2fD9Oog3+ibxdp9PIO/D8Mgs7pPPUi9pvhES+4H/q/Djge/6oBVrL4/Pmj+Pn7D+iPVatXodvHCKgV3/0OP9N+fuzDwoh2kYcvR5tpjFXar/z4MjGarwW7OoQ2ltqv369R6J7BRq7RzmQ93ia6npw9zWSJMXW4zM6cwNjLfneG979OhWre7LbvaYUqJGMDo5UjHoKsVVsLXeXaGENjZ2enFdrgfsRPUfpxlmZ/vRHA2m+Gco2ma/jW03bOtvVm72aR1CtJak6wjC55rnv8lwOwx36sgCILwzOCyCGa1v8s3/cCvEQgYPe5HOYa7DIfFam3AWMhzy2g06sXSGENRFL1NXlf7LMtybQQFVjsyVyYFqY82u/VcXUPQZDIhpdSawTtHVVW9eLYuQq4V6lATTeL3P/IZSBJeCoIgPJO5LCnZcrLJaLZDVs+IWSRSoowhLVczpcGmEVh6HgRHZleCWtdVX7vsOlehXYxidGuYbbKsF8OO6P2aWHZp4LLMsEvB9K7GWkuWqTaaLVqRVVZhMKuwP04I+hI/8cufoghwZa6MFgThamXorfpkeLxNOYc3Pn2hOH3NKq06KlavxQz8cqeTvf77WTVY75XW5Wler9Kqrh508qpBx+9wU1gYdBgfel1h0FlrBx3HWj+xrellEcxqvsNmAQsKbLZ6M8MtI50xwTBKhNWBLoqiT9kO65Nd1yzQr/bqZjaBPtXbPc7KxJ0+3duNn3Ri2j1Pt3Oxf01aExkz3tpmHnaoRTEFQRCesVyWlKxKmnM1ZFu3E2jneTq/2E4ou7GRPM/7euPhOmTHMMIE1mY6h4LaCXDXINSNjAybgbIsa2cwOzu8Zbp4GJF2nbmeSB02ufvMDklduYbrgiAIwp+fyxJhaiJBF5zZj9wwGRFds1Zj7OYuYbXkuYsCO6EcplWBtTpoZ1HmB+nXTjAPm6oXRdH/3S2bibqO2MVi0UeoKSXS8jV2f0dbiFvYjQnz3fWuNUEQhCfDnzcN+3gMg4ynKyV7cmtlcLAx8KXdKFfSc2p72n9/UK3Srvvz9b6QSzsrU4SLepWSVWb1uG7QZls3q++dW89UpsHaMz8o2Q2tUR+LyxJhBg1Q8xO/+oc080v9VpLO5UelRG4tKQTqRStEXbq2S492adHhwuiUUmt+rgx1BbN9qCqHMVlv3p58wteeel5DgNAEfO0JzWpnZlIKWxZom1O7gAsJZbI+au2ed5xn/MP/9TfwuzXBPM6bFQRBEJ4RXBbBbBehWmx1QF4eWxOiji5K1FpTVavFu845sizrN5d0Fnfdl3NumYatyfK2FtlFqV29shPmuq77yLYXy5TaVWHLVWKd5V53RTZ8nc18wbd829cA/so3kRUEQRD+XFyWlCzJoRJ87HMe3dTEFNcacVAWnWW4ZWpWKd/b32mtW1/XZfq2S7t2qdOq8hQjw2icL2uNI+q6Rmv6NG/nP1tVVbtU2lrqusYYS4qKpgmt8TqpF1yAGFeim1JiUuT88E+/A5QlT57mcd6uIAiCcPVzeQRTWRKeR1TB7mzOeGPcR5RAPwPpvWc0GvVOO0Mf16Io2jewNE7vIs+ybG0ntInL+6wiwvl8TpmVfT2zWxvWNA3GGKqqap+LRAJrLOtjAAAgAElEQVSaumJjY6N//pRWtVWtNbvzA+baQixkDlMQhKeEYQ3z8b4/zOEMXcewbnk5api2WY2MlAPzdTtdvd5psbIVbeK4/76q18+pF7eL/vvdvZVRTOVWj7uoVqm+nf1VZnLvYP39LhaD8RW3+lx9eOJlTpcnJbv0kEsR7qsNBsNovIFJnqRtb3XXHeAuRTrsjnXO9d2uxpheyNJyKbJVmuQD9XxOs6hYHCzIdEaWG2Ly2ExTjnKm02kfqeZ5Rp5nWKVg2SU7XCtmTUCbSD7ZYmIt/+d//BMaHyHOaJ700ixBEAThauDyCKZq19Hkheb7fuIjOD1hduEsjRmT0ZBnlrLI+6+u/tgbrNPOYXYdtetXV5GoYR4hZOXaOEpXj+zWdXVOPtCma733eO8pioLRaNSPl/TbTpQFV5B2zmFP3chbPx0hLbt9pOlHEAThGc1lqmECBJo60FDwdf/4d3jv//YNxNlD7HiNDou+XqmWC5+7CNI5R57nfe1yOLOplMJVNZpEFnw7IjJqa5hdHbJrFOqM27t1YbBaFt2lh83yMbvnqOc1oyncPb+Gb//bbyEoMMkBlugj6c8w7hUEQfizOGoa9ig8Xkr2CzW6cpjmYJWSHY5sWDtw17GrgGc8GBFhPHB1B7bGq/sfbK/+rRqMjxzMVynZcxdXadvzdt3re0etXGYWA3chH5/4c7lMXbIjIrF9elVT25wv/h9/k7d89CLj0vZesSG0K7yG9csuRfpYXbXOOd70n/6EvfHz0CduZ3z69vWRk2WU2aV4u+adrku2M3DvftZFo91jbBw/yTvu3eav/+s/IBAxSROBgAIlYikIgvBM5vJEmCyWdngeEoTQAJYf/rV7+Ilfv5vv+qaX8KJrAjdOEpM4wk4sKTTomMhRzJNjwyQu5TCtTqD0DvX0RXz9P/gFHPDzH/kNFJEN4Ke+56s5oc8Tto6hCTgXSQqypQhqq9q9m8piTSCfBJQpqeIcq7bJUqQ8dj1v/eBD/MjPvoM9JhgiQdlBo4/jabpgEwRBEC4Tl0kw11EJkvaEpNlnzL/8tU9hQsZX3LDgh77ztZi0j8lzYop4lWFiog4l+WJOMpeoKHjj9/8CDbrfZ6aKDfbrff7mz3yQd/zT18POg8xHGr+/wCqNnmhilrBNIKgM0IwoSVhCk2GU5oLewhjDf/H3foWH1YhytEmRPL6KbUQpIikIwlPM0+H083im7E85w0bX4VOmwTaqwW5KlVap2q6M1t9u1SRLNswwbqzSs/Px6nFH2eqxxvm61G2MVynZg8Xq+es/YzbwihBMjYYYiURimmOAoD3vOVfwjf/so8ziHieAH/47r+f28n7KzFMXtzBWCxqd+O5/9V7OpxGoNnJVKRKbfVCwP6t5/f/wm7ztn7wORcTaGlwiUNAkzd7uQxzfGhODI5w6Tb59nG/4tjcRtzXn6xFNiEQybFrgFg7wBJajJLIDUxAE4VnDFSGYwUQIFgUkIkFFbMxQ1FS2xjZwVlm+46feSVI3Y5t7Kfgcb/3Xf52/+fd/gftVgUoLDOApMNSEpDFEDI49pvyVf/pOfu8HX848NziXqJzlH/zIO7kPyIBdoFKfBFODLWCvhhjJTEbUC3zKQLm26ps8Nnhk8lIQBOHZgzpq+K+UuuISkJ3F3edLvvyzURkk94S3vVyklGSyUxAE4QriMhkXPDU8ObcKjUOsXwVBEITPj6taMJ8ccdWrc4VGl4IgCMKVx7NQMFskwhQEQRA+H561gikIgiAInw8imIIgCIJwBEQwBUEQBOEIHHmsRBAEQRCezUiEKQiCIAhHQARTEARBEI6ACKYgCIIgHAERTEEQBEE4AiKYgiAIgnAERDAFQRAE4QiIYAqCIAjCERDBFARBEIQjIIIpCIIgCEdABFMQBEEQjoAIpiAIgiAcARFMQRAEQTgCIpiCIAiCcAREMAVBEAThCIhgCoIgCMIREMEUBEEQhCMggikIgiAIR0AEUxAEQRCOgAimIAiCIBwBEUxBEARBOAIimIIgCIJwBEQwBUEQBOEIiGAKgiAIwhEQwRQEQRCEIyCCKQiCIAhHQARTEARBEI6ACKYgCIIgHAERTEEQBEE4AiKYgiAIgnAERDAFQRAE4QiIYAqCIAjCERDBFARBEIQjIIIpCIIgCEdABFMQBEEQjoAIpiAIgiAcARFMQRAEQTgCIpiCIAiCcAREMAVBEAThCIhgCoIgCMIREMEUBEEQhCMggikIgiAIR0AEUxAEQRCOgAimIAiCIBwBEUxBEARBOAIimIIgCIJwBEQwBUEQBOEIiGAKgiAIwhEQwRQEQRCEIyCCKQiCIAhHQARTEARBEI6ACKYgCIIgHAERTEEQBEE4AiKYgiAIgnAERDAFQRAE4QiIYAqCIAjCERDBFARBEIQjIIIpCIIgCEdABFMQBEEQjoAIpiAIgiAcARFMQRAEQTgCIpiCIAiCcAREMAVBEAThCIhgCoIgCMIREMEUBEEQhCMggikIgiAIR0AEUxAEQRCOgAimIAiCIBwBEUxBEARBOAIimIIgCIJwBEQwBUEQBOEIiGAKgiAIwhEQwRQEQRCEIyCCKQiCIAhHQARTEARBEI6ACKYgCIIgHAF7uV+AIAhPnv/3B74suf2Giw045wghkGUZ1lpSSjjnsEkRYySEgMnan6eUCNaQUsTXDTbT5DbDkACoYwTAGENRFGvPuVgsUEqhtcYYQ0rtfUwIwOp1lGWJMYYQApvjnKZpMMYwGo2IMVJVFTFGbJH3P/feY4yhqioefPg8J0+eRGtN0zTEGEkpobXGe4gxEmPs/11rTYwRo9rXpE2GTxFrckKKJBxKKZSCsshIKSxvB4ECvXwfWmvqak6e58QYUUoBtJ+fMcznc7TWjFBce+0x7t1TfMdPvFs9LQdcuKyIYArCVcyp62/j4O6PMhpNcM6yP1uwu5iTmynojDo5mhRAgTZQFBl1NUep9j+/DxFjNK4OxGRAGbTWaF0txSXgfbX2nONy1IsiSmOWQtVERQiBEEApSxMVmTFEpdipEpBBhL2me2yLUgp34EjJkS4tyPO8FyZbjNmbVWit29u5VkybRcVoNMLYjHo+JzMavbwQQGmSMTjn0ESUVvjYCnlMAaUUeWYgeIL3KCK5HeGDo6oqlM0oy5K8aMUbFNE7UkqMMo2JNSnO2JxuUtgxfv4Atz73K5724y5cHlR3dSgIwtXHf3aDSv/4u96AcvugFc4HdmcVJiuYL2oO5nOCV0SlKYqijchMK1QJj3dtBOV9K1JKGQAscSlqbSQ5RFnVR5VdhNdGYgbvPU3TkFJiOp0CbWT2WOeZTghTSkuhDVhrV4JpbR9Fdvfvbp9lWf/YrbCtsErjnFuLfgGcboPATGvyPCdFT0qJ3GguziryPMfXdSuYeU7wDVZBDI7MGk6dOE6KntIqYvAUZkzcKPmHP/afeMc9SSLMZwESYQrCVcynHwJdbJDqC2hjyY3i+OYYZS3j0jIdGeaLRFVVNM0ClzQqRNAWm2mSTmhj0UoRoyLFSEoKayKgll/rpKTX0qGrn7fiZG17WnHOraUzO7r7dLfv0qydQHdfw/sMhbVL83bfp5T6+3S37b5SWj1Glk9aYdcsRVhBitQ+EGJ7P2MMpMB89zxKKW58zo3EGCEFcpNIJJq6pswtYX7AgyHnQ/c+BQdSuCoQwRSEqxijIbo5mTZopUlaUS9qbEoUymCKnM1CEdKE/fmCS3szalejiWgyUAnbRZKZ6YUkqnolQocizNyO8d63QjKgiySNMRjTRptdnXMYBXYCd1gwO/Hr/l7X9TI9rNci3SzLWCwWeO/bSHH5eLAUVqVJShMVmLwA2teps4wYHFprQtN0LwbvPZlK5MmjMzi2vUFpN1EpEN0Cq9vndtWcMrfY3EIM+IMd3ORm5l+IAytckYhgCsJVzAteeA2q2ickjU4WUqKwOdFHEp5MazIaQgRTwMapTUJsRSeWBXXt2N/fJ3iI0RFSxHlH0CVaa1KijTiXUaP3nqBDL2RpKTgpJWJk+Wfsm4y6v/cNOcb04tYJ7jBCHIppWZZ9JDm873w+b2uReb6KCmEVeUJbsFWJSECpVoTVYg8FGKOwqk0ZW9V+FpluH98oMASIHpUCfvnYEMG279daS9IatONnf/EtBDmNPmuQIy0IVzHv/cQ5Dv7zW5ma1EdseZ71QqNUm0LVGgyKej7HWotJGpoFIwXTY1OMsTRNQ9N4vPec3QkY1QpE8IEUYi9cQee9UHb1xbauWPTfH44+u/RsJ7xDOgEdimsnxl1k2QljJ6bde9W6rVd2jxNjxKa24SezhhgdRZmRUqTQOXnW1kZdvWCz1FhryfOcpq7QeGKI6CwDUpuyjelRr7V7jeXxY9z4XENx90NP9WEVrlBEMAXhKmYfS10cZ4NzbTMOAe+aZa2uFZyoR2ityVKiTAqjARJ5thQolTAqEZMDFSkLw/imcZ8i1VqvNdc8eKEmpcTm5iaz2exRIpllGcaYPirUWpNlWZ+uret67T10Itjd/nAKt0vFeu8JITAej/suXa01W1tbwCrCzFyFMZpyZBmNM7RO1HXNyBTLkRRPNt6gzDOqqqLan2GynKquMVmBihDT8r1zqKEoL6mqCkJg4SK/8dt3U25sf4GOrnClIYIpCFcxhgxtHDq1kZb3nqIoUKqNCEmg1YLoLVpbklZE3WYsnVcoZYgJXIj4CNq2HbTaO3RaRokBTEqo1EaTzz2eoXUbnaXtTebztoqnTVvb7KKwTkitNSyWEaFzDhPDsmZp1yK2VYcsgGWU2V4EvfdYO+qbgXQIVFXDaARF0Yl1WEamdvX6UoQApbbE6OkC39pFfGwbmzwK6yMqQagakg1Uyy7b8XjcR9NZZpeRcvt8J33D3MB8Xh8+LMIzFBFMQbiKSSyolaeu1k/aXUqzHdXI8S72EWCMkUQi+NV4RpfW7G5jl8IJrKVGgVVqNgSKomBzc5OmaXA+oHVkPB73QtdFlRPa1+KcojKRsiwpiqIXwy4KbYWxFbzo2+fR1qJHKxOBEBRaWcbj8drrGdZAD3fZDtO43fvrzRyMwS2fS9FGwJFVt21Xf+2eo0sZF8dO4cOnQK2eR3hmI9Z4gnAVk40s//4t70ApRZZlTCaTPo3aiWbdNPiYSCh8iKANNivIsqwXhc4daCiS3Z9DQeq6WbvbNU3Td6tubozJM413Fd5VKAJGJ1J0KF+hfMXIwrFpychCauYoX1HoiPIVbr7X1h9DTWrmGAJlptHJ4+s5Krr+C1YzmIfHUbo0sHOuF8W2nrt+O2tt7yoEoIxGW0M5Gbeiby17e3tUVdU/RieeIQTuO9AsLRGe7sMuXCZEMAXhKqZawHs+Rl9v7Gp/XXSV5zmgeyu6trGnWZuR7NKnnRB2EV73b92fw0aeLprrhDnGiPM1qPbPxlX40NC4ClQ796ltTkiKpAwuJHwEtMWFREQz2djCR/ARkjL4psbVFdE7iIEUPME1vfPOUNSHTUDd6xq+p+E8qHMO5xzNcrREKUVIywuCzLYivHz/eZ73NdfuPXfRqdq6Hm01o9H4C3V4hSsMSckKwtWMMhykVWpxOJPYYbOCEBt8DMQE0XlQCluYtdt17jiHzQC62uJwVKRj5e3qaaqKLMsY5aO2+Ua3KdbQBFTWutQmpQmJtoiKIiSIKGJK1M6jjKVuGsqyBG1QxrT2CcvniTGiUiKxavLpaqBdPbRpqsf0wB123HYXAFmWkef5YDTFYjKL84HGO1RMfZpYqc45qI3IH7LX4ILCxPXGIOGZiwimIFzN6JoQ29GINpqkj5yGKGXQeuWSc1hU+4dbitLQeae9/0psHv3YqjVN1xkkDWnpLxvA6DbtG1NEATENaoHLuqY1phVN71Y/d0071rE0DUgkIgofI94HisIOLPlW4yqdbV4IgaZp+s8E6OdFgb6Lt7t/36lLIsXVeEtmTf+5dBG8Wvrt/ssfexPlZEpzsPfkj59wVSGCKQhXMwHAo256FQefeQeTyQZWZWTRMVcGVCB5h1UJTCKlSJ5rtFaMiqKt38XYbwnxy60fadBAU9d1X+8bNtJAK1BdytJFh0oKq+wqkkuR4APGR5JWKMyyexWialOebXrY9vXHLMtwzi23rdS9WBdFgdYWY1TrVKQ0yra1yuDCmhhmy00jVmuIkcY5TJatzXeORiNSam0DNcuLBdfWZK0xFGVOrj2LyRZ4T6zmqHID7WewcZI/vk88fp5tiGAKwjOA97z/A/zFF1xLjJHF3DO0Ah8amgN93bFriulGMLq6pTGG5jHmILvbZ0vhGdYxD1vddc/X3Veh0ErB0tzdxbZhJwHZMjpcOQKtjNbXfWFXj88g0n08s4TheMswMu5+Pvx8ujnR4W1TSjSNJxiHVsvPQSlciED2JI6ScLUjgikIzwDufeAc6UXHiP6AqBLLtZao1KZBu2agTuy01ri6Xs4XZo8SpaEjTyc6ncgMO1OHIlwUK6cfYG1jSGaXLj3LjSYhRirXbjVJvbuP6htqusccjrQ8nmB2r/GwIfwqhboaDRmmmrt0rFmuAwP6TtheYJPBKI01gM1ImQWm3PWwpGGfjUiXrCA8A/iVt93NvO6ELhKW53uN7ztFO3EbEmPsO0bruu67aA/T1QZHo1Evgp1RQtcIVNd1LzydgHbPHVIipERSbSpWGY3JM2yxTJ1ay2QyAVYm7p2wD0dkDs9TAmuRLLA0bmjrqt2FQieYQO9D2zkYtY1C7XseRtrta8jRGIieKkaiSsyqhrR505/jaAlXKxJhCsIzADMGn1onGrTCNR6fItasGliGHbDDZpfhgH4nPo+V3hzOPXa3G3bTHt5vOexGXd0moZXCxUhuLC6u5iO77STd/TrhPNxo1D130zS92HYXA91zw7o5Qfc43b8NBfiw8btzrr+vzkqSBqMUmR2TQmA6KfmZn/mlp+GoClcaIpjPMn76770ybaUFJ7dOosd7GDciLU+CLHcHZlrRqPWZvM67s2katF55jCoFWbaKYHrrskNpseHJa1g3O3xyHaJ1+9zz+ZyyLPsTXAir8YfDK6GUUlRVtXYC7LxNuxm8bkDfe082uH9SreNL5zzTpRS7+pVeDqgHv+4YMxSd6ANohdKJpFcG5YUZ0TQlO7MH2Vcl//WPf+wpXTh8bg5nL+1zelSBzVDWYKJGJ4eLYS0C6z5zv6xJdls/DtfvOoafcXff4fzl6nitby8ZLoDWMbW7yJLGWINVmpgSNilsUSzrrH4tHTu01+teUy+Ah6LKIUMf2m5pdlpGuN377Oz8uvfbvfbDv4NkGl8vaHxFKEummWaxc4YvecVL+YPPfezJHi7hKuUJBfN33vU9qWKfU+44b/2N9/G2j9/DQ7dcyyPHIxn7fOOXvZo35Blb44KNuqGYbvP23T3+3TveR1AbzDyQ53jlQHkgYgFlLD5qymgZYbnIPln0fMOLbuWLTp3glSe3KOo5TsF+VPyN3/lg/5/QGIOP7Yk9qb5Ug7LrRfhu4LhrMf/WSc033vE6NpPHqwqXJc7NFXfuRn76j/6YythH1UVIqd2hFyN4j1KQdGwT2QmIFhrPKAVeet11/JPXPp9IoPKBhR7x/rse5pNnznApV3z4/jMQ82WvgALaK2Kl2i33BkUK4DMFKYFOYNvv0w++5yk7uZ7dX5D0Ad5bjIucsH4pBongAtaotsV/kMLrrtBDCOR5Toxtt6Ux7RaMlBKJgIpqrYbUMRxlsNb2x3J41T90j+noRDRfdjxmWUZd12v1p6H7Sme1luf5Wu2qE8DD4xTDuphSijA4QQ/nDfvxirRsELGGpmmWTSFNH+GklMjKpVF4SngfsEUORrN/4JnPFlS1JUyueaoOZ08AytEGe3sPMd7c6mcGg/ckvYrADr//w6LUpy0H6dvhbboLk+7nw5pfJ1RD+7iOQmsCiegDKiUIkSxv/892F1H9BYpmLdLsIt/D5gndBdPhzt3he+y6f40xxOXrG0bYsKy1PsaFAoCPbnl8x1S2JLgZp6/Z4i3/+/s+r+MjPDN4QsEMVWIxHXPfXQ9x1/s+xA1uRBHOMbquQI0CL1XHuWk7YIxinjznM83Pf+D9XLQKplNoKsgDpAghQdL4lCDUYAwLEk2IGOvZqvd5/ctuZ1t5Qr3PgfUEM+HOT9zTppmsJmpNUIm+BTCAXepXc+gXvWmavplBa803vfIOtrTFKjhfKx72lrd/9gHee2aHSimwBvwhT8gQiFqjtCZZS4pxuYA+tvNmjcNmOcqDsTkXLs7YHBlylVClJtuY8r4/+QQHowI93iB3iirNsVFhUASl8CaSMk1Upv2MTLdSKLUdG/6pHYp+uIJrT01xjef8Wc3CXGRjY4NjG2OwkFLAJbV8n+u+ocaYvuMSWrFUuvvcdS9O3YmzLMv+edeijUEqrxO2wycqWJ28hhFue/Kya1FO9zidfVkX9Q0j1+7n3Ql0uB2jj0BCIsb1gX2lFFotRbMT+OXvyWFXnJQSnvb1LFwkUfLAQzvt2EKxTVjsEhjx3k/dy3/7lB5V2Mjh/MzzkutvZra/hwmaZBKz0ZhRkwhdUwurBhkfIwlwg8+yMwRIoW5FVyu8iyijQbXzkCmC9wGtFSEkUpeZWI6DaK3J83wt01B3n7uOxBhQGoxq06lVaEghUGTrKWM38IftRLEXvxhxS59ctCLGALqd//Sdy9HStadbFh3DKiNgMO1/MVYXQ6sLMNuOvxgL3mGTImUGlS3I0oJL2c2Y41O4ePAUH0XhSucJBfMPf+OD3PCi5xHOzrk4CxxT8LzzDfnODhvXb/HlYYt9dy++juhsg8/e9zB613N8nrN9bhenKrRxpACZM1gU0cLeds6FicFnlgBcpxN3vOgFjGe76NQQqfFkfPIjd/Hxd32K22tLVWhmWzl7G5ZFoYZBGjrSRmUDEvT/eWMIXFIZ0cCGDYzIoLI8OPM8sl+hphutGB7afdcOi7UnFZTCRE1MrVuJSpCMxqNQ1vDA/g57xa1cs2Ww1R7J73PbDaeYTLc5WDSUOzXTc3vcRKCIimAMi9xw4Zox+5uqjSYVmKAJIaJjoEiJ7ad4EcLPvvkT/Mjfeg0mPESWj6mbhN/dI6XEpLBkJpENxKJ966sdhMN0V0rDzz2Sku0vUA4zHDDvTn7d4w8j2SHDDsnhYHqn5p3gdSfY4Z/dbYevO1tmC7rGlOHztEJuSKxbrHXPY63tT64prZpHhh2cKSViUtTOc/7SjEUVcEmj9Bjnc5T2RG1567vu/ryP25/FQQN33/sQN+U5OtYkPULpdqXX4bRp95UNnHKG9T0A3U4m9henzrVrwwBGZbkUxFVDTZde7zI68+XeTVge1+WxnE6nLBaL/jj4QxeEXfNNayKwPloyjPpXf7rlBcAq8h2mhq21RB+XF0967b6wip67LEFXG+1/921GUBEVDaqB/Usz3vHu9/CwiOWzkicUzE+969Pc847PsggNFCPmc8e1WK7fGHHf5x7kLf/+53nD37+DYjTm4PycB977cbY/cZ6bziuefwBZqNidRrQ3qNBaS+2VhgevL/HXb7C3aQnKcus1J3jJ6es5gcVER2FyPvrRz/KZt3+GdLfjS/Y0O2PFw9cW5M/d5NzJnNpAMuAfp8+3LEuq2QyW/4l+7M1v5ru/61tIccaWMpyabrE1maLNRcYhMN/bh+lk7TH6dCzLaKJOBA1BR3TS6CzHuRpnNQ9cvMAvvf0P+Y6v/3KuLw3ZbM4kBvxsBk3GdCdy/Z7ilkcOKKJilmt2S01pCu7RjmqsyIMmNTUpOrSL2BBQF57a4WgHkCkmaUxtLCqVoDUX544zu/O+3nfDyfaqfjwakWnTGl6HSGYstU5YsxQJtxS/FHFZJCZQqo2y2nm15WcZHajWAk0phQJSiNhkSHFZF2Mltu1JvF1PFZcXRG20p9YErzu5talCuzxJq6WQdt6fOSE4qqpaq9mFENraGqBRxJgw3fOnhEq69UFViuBqIOI9qODbeUJtUVlJ7QOBDB89e7uBqqpJyZCMQoWA1okYZhhledjnzJ7SI9piy5Kf+ZU7+Qs/9NVo5wlYAgkdA8as/pt3HrLDmvOwWaevYy4de1AKrRXJB5xrI/Yue6O1oizLPoXa1WuBtWXPSilUZ5/XNGvduodr18OxD/cYhundfbu0/mGvW6XU8jXrXpRV6i7WsjV3oO7+wwzEcKREKUXShpQiKUZUo8jzgjs/eQbZT/Ls5AkFs1SBoHNMNBxrICjHLAsEB6ftCS48OOddP/khynLMZz/9GepFw60mQyXNwUhDsphgSAbIEiTPsRg49kji5oPIhS3H3sig7prx4MNzXvS6L+XU8ROouedPfueTzO7fw/icUGpKBTddari+qnnkdMmFrZyzN4zRAcpLC049sse0Voydxmu4uJlx7rops2liNtF8bGvCW95+J9/90i+i4RKj7Qt86/NOsv/xz3CPmlLnG2R7u2hjyH1gcx7ZuDBnNPdoEljNqUuOGBK7E80Dt25z5oYpIXkmVRtd3fenD/Afzvwe10+2eNGJU0xHgS9+3724A8cxnzHxin2V8EYxWgS2FontOx9h6zmbXDpR4BYVJ/ciYwfl3oLxzLHxFE/+JODsuUscnziMzRnG1Hme9+mvc5faqHNRBzRgIhR5ji0LLA7nmrbMapa522XqEhIK2iH1waNHNHqZ0hvWipNRbSC/FDm6E3dsRau/XQKtNCwj/A7dm2vH5e3S2gmvi6CKohw0Aymg3QVJf+prxXE1NK+xalnzUrRdnXlO5SoUBm1ylLFc2D1gvqhJ2qC0Yd60J/muntpHMEQmRcbYG1bv/ikkGzEuKg7UMSZcIqrAbL9Gp4ZiVD7KYH1YOx42vPQilzQxRRIarSzWQpapZeS2tLBbzk2mFHtTg+6zL8uyjxZjjMSlmA67bIfNRMBa2rw7tsL73YcAACAASURBVN1n2F3IdYLX3U7rbuH0ok19L80FrLXkWZvNyEwbURvdim23RqwzoR/OnnajM50gO1djyoCJGTYo0jjjg/fQju08uoogPMN5QsF08xwyR1G0foyxbr0WVYxY5YDI/Z+8nxACZTlm0xYQFW1ZS6MAZ9Jy83tbkjNEdHBs7gXyheMaqwlEHnjoY/zup+9na2OCXzjO3nWGzfI4ylhMCqQYMVXALmrMQc12abn2/gOKOjLdj5hQExXopHAa4p7GNzXFZom9YQOVbXDpwYdYvOSFmEnJ7rlLXOePc/q9n2UjnOegcRSlJpVtB1/hEvm8JkuA0QSryRceFSJ5pf7/9s48Vvo0q+ufZ/kttd37br13090OzTLjzMhA0CgyDnFlcSFIDMQ1ookSJ2pMBIMCMgSMYkJImIEIEpQgQYQ4YRmRzQmMwAwDDkRgZmjo7unud7trVf2WZ/GP5/dU/er2251S3hZ63vNJbvp23nur6tbyfH/nnO85B2XPODxzuGVDtQrgPI/3YJ9+Ed89y68176cFHjy8DLomupawainnlqDSXE3jA1cbQ/HbZ1x75pyq8TgDhTIY59BK093lTlmnoFxcw/tniF3DuBU3HxxFUeBtRfSe28ueZrWm0AarW+qq43BS0LbrtAtxMUMNKcoiOlT0KXV5sR1gdOU+TsOlNGlEqTgkAyLeuyGFto1EdowaOze7rWOGrt0KolJE71ExpW11hMV0Rtu2KbI0ZhBgP2QdA0pbcIGowFidvkcTUERrOOsc6xbapkOpHoxNy5exaJP7CdWmlgrbvr7Y9hA9Dz386KtyzjZn5/wW8M3f8yP8ky9+PSZ4DAalik2qNEfjG8EM24uMlziUDXgH3jtMaVAhvz4Kotk4pNNrqjZ1y4tpe9im9I0x1HW9s2R6LLLAzuMYp7svuncvDlPIXGxDsdZCTKJL3JrLuq7baTEZ95aOjURGa4g9LipKFKfNOR2kj42EmfccryiY918qubk+YdmsQVdElaIERcBEjyYyLaYEEwitQ1m9CR7yIZqc+MnAEon0OqJ0wMbIQRcxDbTGYos5zbNLVuEM5yKXZw/QNj3aRtoi0JE2p8985DAUzBs47BxVH5l3cKP05AzaotMcNoEr7Zp20nN25ojK0D7zNL+uZ3zWX/os3IHm5CMnzNeOayFgdM3R0SmhTEYH7QM1YLXBxUDnO5wPGB8pu8jVF2Fye4VpHXNnMFpjjCYGBWiKyYzKlpyuOqKJ+OgpD2sOQ8/SBPoqDdM03qOjZhIU86IAn57jjkCvAt7e3V17HnCqxsXA5cWco7PV5op97IYNgxty3TqUsnilMabAa8vtZU/XOdTK8dyNI+qiZDqrOZjCdDpNB9LgKs5UxuP6YetDTJFEvk+rVUqJ+nS1b5SiKC3Rh83jgcGggcJ5Tz3U0ZqmwShLu16hIpsNFV3XDodggABdu95xXbphRqkjUhRVOjRtgafD9Z7oIgTL2XqFD7Bse3yAaDU6DD2NGBrniBFsVDgfsSaJ0Wq12ky+cc7RnK+pri548dbRq3LOGuVp4gE/9munvN3U1O4MqLF2gVKrnXpr/r4YRWwXjVfGKCAQg8KYlCEolUExZI6MAXLtd+u4zUMAxo5arTXT6XSnvvxyZEdz/j6nYPu+30wpGkfL3m9rlbmOaofdntZmd2y3SbtmI9h4aXV+/497NvP7pPIV3q3oQ0AXBjs9SGUNbwHZUnKv8YqC+bmf8zo+/NwxH/r1p7l52hCoiNhNO4cCvEsHTzktiVHRZeNAnizlItorUhYtuVw7HEZBaTSV0QTX4nuFc56oDOiC1kecAaMdykW0Su9RZw0qBFyIdM7RA85Y1sNfUkaIKlCbAusi7qyjXjX4RvPw5Yf5lXf/ArePj/j8v/HF/Ncf/2GOe0cZVjjnKRcTotGE4Igq4oer6D56et/TFAZLpAwR3fccqILYB0xMmxSWUWFqgzE1jQqEzkGAurScu451v2aCxptIGwO9UhRGEVTEK2iCwyqbDjLlsNrTrc7u+kv+zu96D1/zxQ9yevsmwSQnaxamfCjF3qONSg5BwAxpUO89PYZe2ZSqrQt6BaddoHUddbd1Iu5EkiowmUygA2tr1p0jtj2TYqg7avDBoXSqd/kYMSaZRayxG7FLjzPQdI7eR7Q2NJ1D25Kymm7dsaXFhUAfh/egLvDOU1VTVm2Lc6C1YtUGrHU0Xcv5ag3otEhYa5xXeIY0ZlGlzIBOmZOgNRFFJOCDR40MMznlmKOjoiiwMTlK/8P3v+fVOWZjAFXRRvDKEsmtVxY7REwXzVibi6NRe8iWJBhlkdLgqX1oENuYJ++E4WJm1/iUhXls7sq107quadt2k5K9WMMctyVlURsbc8bO6fRvL3XPZje3tWZnHF4xWlM2rldebCHK/9VaY3qND4oYDSjLwZV5MiNhiCKY9xyvKJiTsuXKBD7jD34iP/Nzv8x579OBhkpXoCES4+CC05aubZOYKohB4WJgVlXgA3aoH7jQYqs6tS94hw+OQg8F/WpYdusNLgypHBzT4YreKdAxJCs76WCOCjyK0DumZYXVEOjojKELKd1WGoOqapanSybVhFvP3OKD7/0g7VGD1ZbCFChjcN4TY0jpQaWG245AwKp0kKqhnSIqCNFhirR13WtQPfjO06sedMQGTYkhNB2zsqCLAacKtNWEbpWibzXUZAoLCkIBPvasV8dMNVybv3Sc2e+OgqZ32MpyUE641aar6fFGihhjMqsohVEkh7BWEAPOB6LWhOhQQFlMiNGjI7RB0646YkzW3vE+wna9olilQ3NcI5raAqW6TX0rH2Teew7n5aauZa2hd2FzUWWxlHUyaZnhkP7fH32Gy5cvM5/PaTrP+XmKnheLBe3apc0cNJsWlNSuMuyRRONDqpOhC1yMBO1T6txalBrSxkSisak/Nm6b841Odc8cVY1TfzFGFpOCg4MFzZJXpYap6hn0Ldc8HDQv0HUFptaUfAzPIQxu8TiaupMFaDwsIItc2wNEcFsBSxnz3PyfzTaOENipPRZDhDduI1LD89F7Tzm0G4XsQB9FvZohKcW2FWnskB6LcI4Yk1D2lKUBDEaB1SmZ3jSrkXt2W2vN6eMYA7bQKJvONdi6tgHOyzWVn1CgieFFfPMUJxTAXbavC68JXlEwS9fyCbOOajrj4T/5Zta+4pd+9dfxGLQ1uGh48WaLKgua9flg2zaEAP3wgWp9m6qZgwBWusStHEEHkksk4nXEwPbDHMESU91kKFnZEDa10V6l2hIxEFF0KlKpgknQ6AhdUdJY6GP6CJRAqz3RaugM/mMNP/e9P0VsPVM1wZQGawo63yZTZL7QHoQxf5DqPk170aM2Sa+TAcBpOAgaR8ApNTgUNVVZQgi0bklhYakqtIMyTgCPCSmNTOuIWkF/zOGk5FPf9DqeeuRBSrXbAvG7Z00LvPnTP5vzj/4yh4cz+t5z8/g0GVqqCq0MrWpxvgej0TFgTEqZKh8oSNNvQgi4tkMrQ9SaqMPGyQrg4/YKvJ4epB5N74nNNnK41e4aL8oyblK1Z32eaeqJsRn1XPbE2BGvLzeHoTGGLhZcP1py67QZopqU0jt+4XYSaT9qL0GnNFtV04eAc4ORBMANE31CR1kYvAsUWhGdo6iSGKxWa1rnWSwWMPQcTqcTzs9OiDEyKTQmtMT+lIPJAQ9eWXB08tt80Rf+Uf7V9/zsXX5NwbVLoMABq1hidKQsAwSzY04Z1zDHLtGcls1RWr6gGEd1mfH/Z8dx3/c7Nczshh3/7Li+OW75ueiEHTOORC8+jpdM5Rno+34jjOPbz79/0XAUY0SNoutxe40xaiPgnopnnjtKH3wx/NyTvKJgKqcpFOh+yYMHFet1y59/65toekcXPE3vePHFlj54ehd59oUXOTo+x2tD66F3HhM10Rra4ADNvJiiY0yN1QqC0WlyTxwEM6Z0ByGgSc62VRUwQQ8CFfFxGFLmGWpUkT5Glj5gdFpAa7zGxmRAUkQULbUt0KrGoWjajrKc4ZyjDanQrzZ55HT4tz6AjkSfDpSFV3htiComA5NisKynAQqxSGJhSE5OryO3uyVloTCVoiwU3e0jamBiDejIOjYcXplxaT7j8GDOH37qzfj1msOyptCByaR+2dfn/wmlcRF+9Kffx1s/+SGK0GOLgktxyvH5GhPTJomcpsq1wr7vU42v69I2DKOS0mtDVIqgNCqWmzojkNoyxm+2bIAZHXxZHMfTfvL/3ymFCNt6mb+QBi2KYvNzucaV61T58B8fnGpw9kZS5Kg3Kz7S7TqtCVEld6/WaJ0u1E5XLUpZQgw0bb8jGoZIjI6ymHJ5cUD14DWid6y7jisPPcn3fNvPvHpeEQVYaFgw5Qzve3wfGQ/BGtcws+Dk5y3XCXNaE3jF1yGTTTL59/Jt5NcnbqLSuHPbmfF4wYuGMOAlIpofaxb4V+rfHf+9sE35jsUyubLvLL4qhqHvOhCpuPzIU8DPIibZe5NXnvRDRE+usuoailQMwq+PKK1hMqmZTy3XrMdjMLbijU8uMOWMPlhu3D7m6d95lkIdcBJ6PnLzNquuo1EtlUlv6h5PHwJFKDdvXBch+J48ScYqA0MqrAwaByhr0mZ0QLmQ6lxB0xWpZaPGYnqfegU1rPCY7owuVvTBEGxJrIrRhJMkvM6AQWEjEDWFjmmPXwjgerzWOAXOBHSM1CqJbBEDJkA30cSQpuWokAu9Adc7DoqC7uyMx+6f84ZHH6euFMfLExrV8sQjD/BgVbMAzrlNuShQ4QynDbebu7ykNmp6VfDO7/son/0Nb0KfPo22loOZ5WB+abgYiZwcr+l9YN12rM4aHElwOhcpq6F/D4tzaUN9jJ6JCTuCqUcnSj7TXm503niUWk4Xjg/P8cE3Tim+XJSRycaR8QaMfNhqrVOqXUVQARV3a1JFOUnjT2NM9UpT0nnPedMxm9ZgDETP+fEtjIbLlw45vP8KRM+kKoje4do1dWlp1i3PFte4To1Td7/2pWKS+5MeVuoRKp5BuQZdXkKxjSDzMI8sGvk57IbF0bAVsIu1zfxcXxTMXPse9yznSHVMFsux4zU/jnGqdeyOzSad8TSlfP/5tc2Pdfy+GP9OXnCdFlDv7u4cMx6qsYmwXU9rClQMdP6AL/0H3wkK6rpk3bx0q4vw8c0rCqbzERVWg5sQKAqCUlht8d0wIcRqysGhZpzDuVOU9zx6SfHI4QOYRU2MirOzOednS27dPKOqpty8ccyHf/OMa9cMx9UlVqsVIUTattn09nVdR99FZof3oaxl7QFv8F2yuFsL0bR41aGsZWrSjE9PpNGa4Ic0Wx8I6jJBGepZvZlHqopdM4nCYgqLc91w+4oYPWfNEqs1tV1iYqRUaSKMziO6nGPtHAfRMZ1OuO/aFXAdh7Oa5ektnnriCR5/7DGa1TlKdyO34nTng+uARXmQrsTVML/zbl/HxkDEYTSEfkWhU3uFUpF126GtoTIFVxclxqZD4WzdcXS2JPpIaQxGRbROxWpb5B4+CKrdTauNhLGwk00UMmY88uxiyiwPyIbddoFxunC8vim/ruOGfEiRynq93vzcOE0XUESliSqtm0oMzfdFgWJoX3AORaqzVkZhoseqwH2XL2EvTymMYlpXm17AvllRlxZbWgieK5cOuaUXnK3Vq7JUTxPwShOxfOt3/mf+5d/9HFzT4mJBYfrNc5ifg/H0pDuNEBw38F/kYpr15Zyv49+/03aTnc/e6Pux43UcLV68v510/NAyY61N7USj9wps15iNLxbGX/l28nOwrammHZ7pcqRmegCcQydieU/yioJ5p/TJ+M0GbNIo46v2cQqmOT/D2pLD2ZRLswWPPvgI3ik+9amn+PQ3r7l+/Sa3Ouj7enP1f99997Ferzk5OUkpU2UoipqT4xXPPfscXeNRFupFhS0iznUU9WXW63Om1XbQd9qi3rL2a1zrmFdTcEusSn/XfD6n77cftOXZGc1qxWP3X+PSpUNeeP4ZbKl521veyPUXXiT6dtNAXdc1jz/++E4D9Hp9wqMPPcxsNiH0HcuzY5S/wuFiwnp1k8UsmVHy83anK908xWacVrybGAJeBT7pU+5DNWf4qNHRoghUQw9hDI6ZDbj+nLnRlBO4PDsEZajqKWsip6enab6rS/NXO9/hVDU8XjW8d7apSjXsZRyPLdsI7VBDSw3obvOeyofeeHXT+FAft6bk9HE2D42jmdVqtXk/ZMNHFt1uMP0MA2PxoUfrIWpqPVqlA7yoDJPJHEOkLAxWp6y0VQEVFQRH7HpKk/ZRYrcRXNQabeDff/f3A3OI67v6msJgJFIOqPiN5xx96HH9GdX0GiaOBhKMUpXjwQrGmJ2h9fn5vtjXCLvLpccR4cWLoYsTfbIJKt9Gfh9kk1QaMFG9pL46vv+xyI030OStJHmQej5L8t+V93xmY9tYkGOM2LJkvd62HuV0sCULfIQw4YVTwEBhzWamsHDv8IqCOU6zZMY2b9i648ZDr8diMLXpQ9g23fDhMxhdcH6W3syf8NBlHjPbjQSZEAqcm1IUBUvfYU1F30Xa9rHN/c7nE4yN+NDRNPVmge3169dZr9c8/PDDXL58mRs3bnDr1os88cQTTCYTuq7j5OSEw8PDTURQliU6RI6OjqiGKPMtTz7FYjGjrgrW9z1AVZUYY1gul0NEeiv1WJYebzz2ygIdz1gf3aSuSu47LGk7R3BLFJ6mO0HrbVR5p6vzbJOHl44Nu1uoyYT3/doNzj//dczN9tAoy4K+zynIVNXTWqdB8V2LLSps7CmC49q8wtr5YLDw9H3Ji0cOm+d1Kk1oO8IQnYVJsSNm+T6Loto8F5k7pdzG/z5OEV6cVrON3tXO7+avcb+gUgq6Fl0UKWr2DUZBVaYh4rOypq6KYRh5z3wybMcYJt0QHNrY5BbXyTl70WCTU9BNVDz6xB/AfuTmS2b83w2cAuPBq5b2wKAf+jQePE9j+tZdv7MtJj931TAs3Q2P0fd9ahXre4ohfTkWrLFwXRxn93K1yRjTRhelIzGk6UpaFTTrPrnhXaSo0hNSVZPhd9IFUGUr1n26uOi7fnMBorXezKrdtEENpQE8qCI9zmIQURSUdgJNml3rgt+48NPFw3Zd3TjaVUrBYs7q+m0uT0qe6xQtBdb3NErE8l7kFQXzrd/w/ldlipfwe0fAEospZ/S01RUW3EBZBSHgfEMkoHQkFHOiHow4o162vmuo65SONSoNv46xp6oKJo9NdloAxq7IF47TFpODg4PNBUeOIvJBng+/lBmIm20zxpihJSQxviDLqcXxRdy4jy+5V6cbJ64xhsVisRFap46o6wpjFYeHs3SwR8dqpTmczFMdrW+ZzmdoImdnJ5T1hKZJ0QjaAgaf73vUm2fLNI4P77FXr/JDP/ZeHNWr1FcCfpjccXrq+eUPfIA333cCao7Wd3agjtPhFyPE8VSgi4xrmS+XKQE2owhDCMlPwDBVRxuUcvSupWsdUeX3QDbwpAua1rWbaM8Yw3q93kTF2WiV7+diFiLjnEvtYCrPF96mX8fRdhymAOW/L7/fb98+5tKlS8Rmybe+8wfY5NPF8XNPIguk7zkc+vQWmgna9OioN2lgYwrAp5FpYZVadrxBa4tXYAuF7x3K1ylt2kdcAG1LlNZo12+cphvxGqbBPHao0bpOEcSlg019Upvpzu7Kvh+ig6JkOURF6/UaU4adSBK22Y2iAKUMtS03abrU0zkhu2619zRNw2RiKct+OOwDsZpsshtGb+tX87LG+/S8KGNYDYdyNBZ6j4oQvKePbeoN1Snlq20xPCY7lCmGVVXHa1YGlG8xr8ZhGwvSx7mnxNHcfJHiwTlHK8XhjDuKXzb65Aubcao1R+F5cfeYcUq367ods8+Y8UVN3/cQNVor1s2SvvcUhcUYhTZJFPOM1xh3N89cHGxwUahzzRvy+27781VVMXR7okYZnfw6bzMPo6dydCEXOkXoemxZ8oVf8jZ+8V0/uRnaIpp57yGCeY8RYpSswe8Ry3/xat76cHzHgAH++B/5TPqb7+fhBx5ntXzhjoJZDBcLKfp2uf0U2Jqw7hQ55lpg7mm96Hoes52pWwxRZDn8fBpB6L3DjOqZ6TGmx1kOdcXxoIkxuZSSsxi5HamqqjQnWGuU0niXUtJG6ZeNMGHbSjU2/RxcukbfnHDu4N+86yeBJMcySvbe5FXw6wmC8P+d6LC0qf0B+I7vezfWlNz82NObDEJOj25mvvaOpu0IkdRjGyIojTbb9orsCxjXMnN0mU1awMb4l004kESpqiqqqtr8W0p9pvRrUWoWB1Pqut4Mhx87qceO3WzWyYawcb00G782UWFI4xO9D7RtR/ARxdaElTMVZVneMR099mGcrxtmswlXHn0dnU1iGRk1tgr3FBJhCsLHBTo5oIFQTXlubehNyYP3H3K0Or1jm8i413HsSh2b98Zp0fzz4/+OU6SZsakqf+XUbq5N53S1MYoQtj2ZsB2BF9lGuBdNX1nQx/s98+PNkWoMQ8p1+D3v0pCJ/Pvjxx/jrnt94/6tDJ3rOD9rOXdDHK8sId7tCVzCawGJMAXh4wGVqsdRwbq3/PSHbjG9fI2jo6NNy8Z48TZsh0GMN3lkF/PYGXvR1X2xtSObtsZj7IA7iummzUinYRH9YOwZDy6IMW5MWuO2laIoKMtyx/CTXbhZpPPfMP578td6vd5EyzmyHD+2i5OBlFIoY1h3LUfnDbq0gAVlkMLGvYkIpiB8XODoTBrgr8I5Z0z4L7/4LMWBQpsSihnT6ZxJWFO45SaKy0KThWRcJ8y9iLuGGnaEZtwmNDbhjJ2mMUaCMkRtCCQTFjHNffZdj+86+qYh9I6+aembHqss2oAtUg8rKqANFKWhniTRrOuauq53ekoByrKgKCyVtVilCF2HH5YL5L87P8bNxQAFleopjWPlG0JRU09nzGrLr7xQ8GXv+G84FCiHCiuIcnTei8irLggfD2TbZoS6sKAC3/W9/4s4/0Ta4xv0qzPO1y1NeUhfHqC13gyPsNbuRG25BQN2B5WM057jsXnjQQMXJ/NkND0alwZYWIWxiqjTVx4q0LbtZsH3uMUj39fYhDSeSzz+ftzjmx//ZDLZtChVVRqu0ff9jthre0ynFC6WHNRXWN88RrcdzzZX+MbvfD9OQehj2p+tAui73x8t/P5H3ckFJwjCawOlVO7fgVAwrFvGq4Iq9rzpoQXf9OVvpeqOWJ0fYw+u4EKgwKGU2UnJ5ugw9bW6TcSWa4K5tglsUqbjpc7jua/jyUJKqSQypIULbZO24OSJUKrpNmngLMLT6TStz7sgnBv3blAbYc+P5WLLSZ7ulB9XH7ZzYnMLzWbIhe7wcYoJMCsUTd8Qpgd8wdf9BEcr8MxBtcCQ1k77tTdEcZ/fE0iEKQgfN8Sd7zsKfuX5JX/n69+NKy9RqshBXDPTfhNx5V7KiwPLxwPYc/Q5rm9WVUVZlgCbGuF4n2oW280oQ2PSIHvX0zYrTAwUKnJ5MdvUJbMA5wljOQoe11bzBf7FaPhi20xOvWYxzaai/DeOe3q993RrS6HgYK7p+jNu9JZf+hjcbMArnZ7b2KdtSlFDkKPzXkQiTEF4DbOJMNEowtAfmA9zA2hQnj/xpOWv/Zk383B5xnRWUs3muCZt8chrvcamFzeKGMfTmHK98KIj9aLZB9hMbAJQxnLz+g0WswmXDw/o2zXBOdq2RVcLxhtTsqBF/Oa+civJZnwd27Ve40lP+f5yRJpdsQBhFAOO67IxRlRssfWEsybw0esN7/h3H+R5Z+mMS+P2sJspToECjcePQkyJMO8N5DJJED4uKFJWdvi/1P7fD2lExXs/2vD2b/2fHC9ex+S+J1mu0qjB8ZQc2EaEOaK7uExhXEscO2DvdOE9dqh+4CO3mT/yqVx5/I3og4c5CxPKwwdYxWrndy46cDdTmC64Wi/OHr4YOY5/7mJryp2GOPTBs/RTioc+nX/6rg/yIgUUFSqkyw4zPLd+mGUVkBrmvYhEmILwGiZHmIoJmjVpDatFxZBWfum03NyZGRSRa82Kb/zyz+Cpq5aCuLMhZpzy7IfIrqoquq7bpFrHSxayoOZoLrtqx6Py8u196df+PE/eD89ehwL4+q/803zTN7yHd7zjC7CrG5sIE9gIXz0pN9tM8oCEHG0SR9tgLqRp89SgPIkoC6RnNy2bfzbGyHK55Ou+5UOcTuG3moIzX4BbYSIoNJqCjh5UjjHcTgZcIsx7AxFMQXgNs03JvjyGnKY1zCqDbxsK4G2fpPkLf+6P8fqHSi5Nam6+8DzTac3ypCNWCqMiVkf80L+Z16L1hcVFR9W32MqwtKB8z9Q/QlCOwJIQC9riMb76W76P59fw4ePR/FUFNsIEeOQyfPc/+rNof8zpqoPSEnRPGdNu2tzuglZoDFYbQu/SInml0FYTfI/GDL2olsKuQQWIBdoqnF/inaFVc2ZVjfKOEFv6oLj/4af4hfd/mP/0Uz/P//iw49wPrTT0w3O2XyQpgnlvIIIpCK9h9hHM7XaU5AxVMVAQhrgp8Pe/5DN49/f+Iv/2HZ9HuP4bPDA75FRtJ/WEEAgeiioZc3SIuBCwfcBOKhqriT5QhwlKrfHqjKVa8JXf/nP8wjMQJw+i1teBkKJfWxBdzzR1NvJ5b1zw9r/82ZTuOZbB0OuaiobClMNi+bBJyxZlioitUxg8aEWHJqgSjUHHgCkcKI+nICqHY40PlqqPVCoZi07cAe9/+pR3/cAHeHqZnhlXHdK2HuixtDgRTOECIpiC8BpmH8FUpAlA2xDPYnWBCw7wEAsMmglrvvZvv4VPe/wKhbtFIBIimy0idTnMcvVDC4czWK3xdKnWZzUEz1rXHOkH+ZKv+kEaAGVQw+i5OES6uqoJ7RkGmM7mPO7O+fav3t2f2AAABJRJREFUeAtF6AjhgLaKlF5zenIEPo3rM7XFViU+OnBTbGiI9PSqJKoSQ8TEwLRMfagxVqk9RvfEYLltr1KYgI+at/+zH+IF4IgCihJcRz2dEX1H16ySeer/YiWJCOa9gQimILyG2UcwLRaP2x3nFkdCSgFxgrKRuTvj/gL+1hd9Cm98w+vplsdcqjSsj5lzzrS0HC8nLA6ndNRE5XH+FqYsOSwVt08cP/qBE975w7/JTQoUkRJHq0DFfH96+Ep1SRsnLFjzr7/s9XzKNUXv4XQx5YFgaVZrXJuWz08O5nTBU82mlHrGzRvPc/nSgtPzJWVRYY1hUlboeItbJ6csrn0yJ2vP/L77+e8//j7e9QHHC8//Dq4HE/UwRN0TcAwx5sYF6QGUhejYBxHMewMRTEF4DbNfDTOJAewmGM2QcnRZJZRlUlaEtScUntD31MAMeMOj8I//+l/k6kHN1eZXOV2e0+qrVNMFpVpy3mnKegmzx/irX/XDfMxNOOmAuE5CSRJMYEe4078VGGu43zX8x6/5XOLJs0yuzHFtg28c0cXU/1jWmGlFG2G+ugHFhKANKrR0TU99cI2ekudOb/OGP/SZfNk//HZ+5xaoBZy3cNylP1SXFaFzQMTghhqvReHI2zSTmFpgvdfrIIJ5byCCKQivYfaqYQ5990SNGkQyElIEhcPG5KxNUZVDRbAaXIRYTKAP6EJj/Ro8XJ3Aw1chqhp13vDPv/xt6ODp1YLfeGHN137HT7CK6X7So9PEQZbM0JARh+0qivQwnDGotubzP+t1/Kk3lXzmVU+sS7plS2gjwSs6XaImU9be8+TDj/OD7/0g73nfh/h7f/Ov8OKtE77mW36EU5LJKQJVPWPVrKnmJe3SUSso7JRVtyKoUcQdZqDX7I7u0agY9s3IimDeI4hgCsJrmL0E81Xm8PCQk5OTu367FphPDItpxfpkxTd/8zfyFV/99Tx/vN60oPx+QQTz3kAEUxAEQRD2QCb9CIIgCMIeiGAKgiAIwh6IYAqCIAjCHohgCoIgCMIeiGAKgiAIwh6IYAqCIAjCHohgCoIgCMIeiGAKgiAIwh6IYAqCIAjCHohgCoIgCMIeiGAKgiAIwh6IYAqCIAjCHohgCoIgCMIeiGAKgiAIwh6IYAqCIAjCHohgCoIgCMIeiGAKgiAIwh6IYAqCIAjCHohgCoIgCMIeiGAKgiAIwh6IYAqCIAjCHohgCoIgCMIeiGAKgiAIwh6IYAqCIAjCHohgCoIgCMIeiGAKgiAIwh6IYAqCIAjCHohgCoIgCMIeiGAKgiAIwh6IYAqCIAjCHohgCoIgCMIeiGAKgiAIwh6IYAqCIAjCHohgCoIgCMIeiGAKgiAIwh6IYAqCIAjCHohgCoIgCMIeiGAKgiAIwh6IYAqCIAjCHohgCoIgCMIeiGAKgiAIwh6IYAqCIAjCHohgCoIgCMIeiGAKgiAIwh6IYAqCIAjCHohgCoIgCMIeiGAKgiAIwh6IYAqCIAjCHohgCoIgCMIeiGAKgiAIwh6IYAqCIAjCHohgCoIgCMIeiGAKgiAIwh78H9qtj9LUCAYwAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 576x432 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sabos=[]\n",
"for region in regionprops(labels):\n",
" minr, minc, maxr, maxc = region.bbox\n",
" sabo = img[minr:maxr,minc:maxc]\n",
" sabos.append(sabo)\n",
"\n",
"fig,ax = plt.subplots(nrows=2, ncols=4,figsize=(8, 6))\n",
"ax=ax.ravel()\n",
"for i in range(len(sabos)):\n",
" ax[i].imshow(sabos[i])\n",
" ax[i].axis('off')\n",
"ax[-1].axis('off')\n",
"plt.savefig('plot_label_cactus2.jpg',dpi=100)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## cactus 1"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"9"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img = plt.imread('plant_saboten1.jpg')\n",
"image = img_as_ubyte(rgb2gray((img)))\n",
"\n",
"# denoise image\n",
"denoised = rank.median(image, disk(15))\n",
"\n",
"markers = rank.gradient(denoised, disk(5)) < 10\n",
"markers = ndi.label(markers)[0]\n",
"markers.max()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x216 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# local gradient (disk(2) is used to keep edges thin)\n",
"gradient = rank.gradient(image, disk(2))\n",
"\n",
"# process the watershed\n",
"labels = watershed(gradient, markers)\n",
"\n",
"# display results\n",
"fig = plt.figure(figsize=(8, 3))\n",
"grid = ImageGrid(fig, 111,\n",
" nrows_ncols=(1, 4),\n",
" axes_pad=0.25,\n",
" share_all=True,\n",
" )\n",
"\n",
"grid[0].imshow(denoised, cmap=plt.cm.gray)\n",
"grid[1].imshow(gradient, cmap=plt.cm.nipy_spectral)\n",
"grid[2].imshow(markers, cmap=plt.cm.nipy_spectral)\n",
"grid[3].imshow(image, cmap=plt.cm.gray)\n",
"grid[3].imshow(labels, cmap=plt.cm.prism, alpha=.5)\n",
"t_list = [\"Original\",\"Local Gradient\", \"Markers\",\"Segmented\" ]\n",
"for i in range(len(t_list)):\n",
" grid[i].axis('off')\n",
" grid[i].set_title(t_list[i])\n",
"plt.savefig('watershed_cactus1.jpg',dpi=100)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(4, 6))\n",
"ax.imshow(image, cmap=plt.cm.gray)\n",
"ax.imshow(labels, cmap=plt.cm.prism, alpha=.5)\n",
"for region in regionprops(labels):\n",
" minr, minc, maxr, maxc = region.bbox\n",
" rect = mpatches.Rectangle((minc, minr), maxc - minc, maxr - minr,\n",
" fill=False, edgecolor='g', linewidth=3)\n",
" ax.add_patch(rect)\n",
"\n",
"ax.set_axis_off()\n",
"plt.savefig('cac1_plot_bbox.jpg',dpi=100)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sabos=[]\n",
"for region in regionprops(labels):\n",
" minr, minc, maxr, maxc = region.bbox\n",
" sabo = img[minr:maxr,minc:maxc]\n",
" sabos.append(sabo)\n",
"\n",
"fig,ax = plt.subplots(nrows=3, ncols=3,figsize=(8, 6))\n",
"ax=ax.ravel()\n",
"for i in range(len(sabos)):\n",
" ax[i].imshow(sabos[i])\n",
" ax[i].axis('off')\n",
"#ax[-1].axis('off')\n",
"plt.savefig('plot_label_cactus1.jpg',dpi=100)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## cactus 4"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"9"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img = plt.imread('plant_saboten4.jpg')\n",
"image = img_as_ubyte(rgb2gray((img)))\n",
"\n",
"# denoise image\n",
"denoised = rank.median(image, disk(15))\n",
"\n",
"markers = rank.gradient(denoised, disk(5)) < 9\n",
"markers = ndi.label(markers)[0]\n",
"markers.max()"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x216 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# local gradient (disk(2) is used to keep edges thin)\n",
"gradient = rank.gradient(image, disk(2))\n",
"\n",
"# process the watershed\n",
"labels = watershed(gradient, markers)\n",
"\n",
"# display results\n",
"fig = plt.figure(figsize=(8, 3))\n",
"grid = ImageGrid(fig, 111,\n",
" nrows_ncols=(1, 4),\n",
" axes_pad=0.25,\n",
" share_all=True,\n",
" )\n",
"\n",
"grid[0].imshow(denoised, cmap=plt.cm.gray)\n",
"grid[1].imshow(gradient, cmap=plt.cm.nipy_spectral)\n",
"grid[2].imshow(markers, cmap=plt.cm.nipy_spectral)\n",
"grid[3].imshow(image, cmap=plt.cm.gray)\n",
"grid[3].imshow(labels, cmap=plt.cm.prism, alpha=.5)\n",
"t_list = [\"Original\",\"Local Gradient\", \"Markers\",\"Segmented\" ]\n",
"for i in range(len(t_list)):\n",
" grid[i].axis('off')\n",
" grid[i].set_title(t_list[i])\n",
"plt.savefig('watershed_cactus4.jpg',dpi=100)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(4, 6))\n",
"ax.imshow(image, cmap=plt.cm.gray)\n",
"ax.imshow(labels, cmap=plt.cm.prism, alpha=.5)\n",
"for region in regionprops(labels):\n",
" minr, minc, maxr, maxc = region.bbox\n",
" rect = mpatches.Rectangle((minc, minr), maxc - minc, maxr - minr,\n",
" fill=False, edgecolor='g', linewidth=3)\n",
" ax.add_patch(rect)\n",
"\n",
"ax.set_axis_off()\n",
"plt.savefig('cac4_plot_bbox.jpg',dpi=100)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sabos=[]\n",
"for region in regionprops(labels):\n",
" minr, minc, maxr, maxc = region.bbox\n",
" sabo = img[minr:maxr,minc:maxc]\n",
" sabos.append(sabo)\n",
"\n",
"fig,ax = plt.subplots(nrows=3, ncols=3,figsize=(8, 6))\n",
"ax=ax.ravel()\n",
"for i in range(len(sabos)):\n",
" ax[i].imshow(sabos[i])\n",
" ax[i].axis('off')\n",
"#ax[-1].axis('off')\n",
"plt.savefig('plot_label_cactus4.jpg',dpi=100)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## cactus 5"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"6"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img = plt.imread('plant_saboten5.jpg')\n",
"image = img_as_ubyte(rgb2gray((img)))\n",
"\n",
"# denoise image\n",
"denoised = rank.median(image, disk(15))\n",
"\n",
"markers = rank.gradient(denoised, disk(5)) < 9\n",
"markers = ndi.label(markers)[0]\n",
"markers.max()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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