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@pritul2
Created October 7, 2022 10:47
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{
"cells": [
{
"cell_type": "markdown",
"id": "c7b454db",
"metadata": {},
"source": [
"# Naiive, Knuth-Mooris-Pratt and Rabbin Karp String Matching Algorithms"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "2d61e542",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"id": "e60c6de6",
"metadata": {},
"source": [
"## Introduction:"
]
},
{
"cell_type": "markdown",
"id": "ec4eb828",
"metadata": {},
"source": [
"<b> What is string matching?</b>"
]
},
{
"cell_type": "markdown",
"id": "343680aa",
"metadata": {},
"source": [
"The problem of finding occurrence(s) of a pattern string within another string or body of text is String matching."
]
},
{
"cell_type": "markdown",
"id": "2d95f1c6",
"metadata": {},
"source": [
"<b> Example: </b>"
]
},
{
"attachments": {
"image-2.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "523f44ab",
"metadata": {},
"source": [
"![image-2.png](attachment:image-2.png)"
]
},
{
"cell_type": "markdown",
"id": "b4841db7",
"metadata": {},
"source": [
"## Naiive String Matching Algorithm"
]
},
{
"cell_type": "markdown",
"id": "385ead2c",
"metadata": {},
"source": [
"The idea is very simple: \n",
"(1) Take the window size equivalent to string B inside A \n",
"(2) Compare each characters present inside the window for both A and B \n",
"(3) If comparision mismatch slide the window to next character in A "
]
},
{
"cell_type": "markdown",
"id": "f839a275",
"metadata": {},
"source": [
"<b> Example: </b>"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "96426217",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"id": "d156617c",
"metadata": {},
"source": [
"<b> Implementation </b>"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "e47c9866",
"metadata": {},
"outputs": [],
"source": [
"A = \"tetththeheehthtehtheththehehtht\"\n",
"B = \"the\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "506ebacb",
"metadata": {},
"outputs": [],
"source": [
"window_size = len(B)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d7e8a03c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"tet\n",
"ett\n",
"tth\n",
"tht\n",
"hth\n",
"the\n",
"Pattern Found at index: 5 of A \n"
]
}
],
"source": [
"for indexA in range(len(A)): #Iterating through all index of A#\n",
" flag = True #To make sure for mismatch#\n",
" \n",
" \n",
" for w in range(window_size): #Iterating over the window#\n",
" print(A[indexA + w],end=\"\")\n",
" \n",
" if A[indexA + w] == B[w]: #Comparing each characters#\n",
" continue\n",
" else:\n",
" flag = False\n",
" \n",
"\n",
" print()\n",
" if flag:\n",
" print(\"Pattern Found at index: {} of A \".format(indexA))\n",
" break"
]
},
{
"cell_type": "markdown",
"id": "02fa8530",
"metadata": {},
"source": [
"<b> Analyzing Algorithm </b>\n",
" \n",
"At a worst case we iterate through all the element of A and inside that for each character of A we iterate through all the element of B (basically our window size). Hence, time complexity is O(m x n) and space complexity is O(1). "
]
},
{
"cell_type": "markdown",
"id": "e4e93180",
"metadata": {},
"source": [
"When m=n, the worst time complexity is O(n^2). Whereas, Best case time complexity: Ο(N)"
]
},
{
"cell_type": "markdown",
"id": "0c7b087a",
"metadata": {},
"source": [
"So, our next objective will be to reduce this n^2 time complexity. We need to cut down reiteration of A characters."
]
},
{
"cell_type": "markdown",
"id": "8e68f0c4",
"metadata": {},
"source": [
"## Knuth-Morrish-Pratt Algorithm"
]
},
{
"cell_type": "markdown",
"id": "5da4de07",
"metadata": {},
"source": [
"* The Knuth-Morris-Pratt (KMP) string searching algorithm differs from the brute-force algorithm by keeping track of information gained from previous comparisons."
]
},
{
"cell_type": "markdown",
"id": "17d93796",
"metadata": {},
"source": [
"* KMP algorithm is based on the idea of prefix and suffix of the string. It checks, is there any prefix matches with suffix. In layman terms, it checks whether beginning part of the string appears anywhere at the end part of the string."
]
},
{
"cell_type": "markdown",
"id": "2f43d97d",
"metadata": {},
"source": [
"### $\\pi$ table or Failure function\n",
"* Based on the above idea, the array or pi table is prepared. \n",
"* It just track whether previous element (from prefix pattern) is again encountered or not. If yes then assign its index else assign 0. \n",
"* By this way, we can reuse the last comparision"
]
},
{
"cell_type": "markdown",
"id": "2fa99a7b",
"metadata": {},
"source": [
"<b> Example </b>"
]
},
{
"attachments": {
"image-2.png": {
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"
}
},
"cell_type": "markdown",
"id": "b4bb9818",
"metadata": {},
"source": [
"![image-2.png](attachment:image-2.png)"
]
},
{
"cell_type": "markdown",
"id": "df251d6b",
"metadata": {},
"source": [
"As over here, the characters at positions 4, 5, 6 had already appeared at 1, 2, 3. So assign that index to 4, 5, 6 and rest as 0. "
]
},
{
"cell_type": "markdown",
"id": "99c2edd1",
"metadata": {},
"source": [
"<i> Note, we are indexing from 1 instead of 0 because that will be useful to reset the pointer </i>"
]
},
{
"cell_type": "markdown",
"id": "6cef4f4b",
"metadata": {},
"source": [
"<B> Advantage of pie table: </B>"
]
},
{
"cell_type": "markdown",
"id": "08fd3ff3",
"metadata": {},
"source": [
"If you consider the above example then pie table acts as failure function. It means that it will tell from which index we need to start the search. \n",
"For example: In above string, let's say abcab matches but comparision breaks at 6th index i.e at 'c'. "
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "b4602013",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"id": "a4d71919",
"metadata": {},
"source": [
"In a naive algorithm we reinitialize pointer for (A and B string). "
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "c8ea3f57",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"id": "00628569",
"metadata": {},
"source": [
"But in KMP we simply do hashing (i.e failure function) and move to that particular index which is 3. Because we have already encountered ab and why to repeat by traversing from 1st index. "
]
},
{
"attachments": {
"image-2.png": {
"image/png": 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lbnQ+CiAgICAgICAgIDxleGlmOlBpeGVsWURpbWVuc2lvbj4yMTA8L2V4aWY6UGl4ZWxZRGltZW5zaW9uPgogICAgICA8L3JkZjpEZXNjcmlwdGlvbj4KICAgPC9yZGY6UkRGPgo8L3g6eG1wbWV0YT4KXSRolAAAABxpRE9UAAAAAgAAAAAAAABpAAAAKAAAAGkAAABpAABSySeJA8cAAEAASURBVHgB7F0FgFzF+f/Wb/d0T+IeQoAQwz1A8VKKu7XQf4EQEggUKRCsQIGEEEFaihVKCwQpWtwJTogQd8/5nqzv//ebt29v73Kyl9zl9i4zye17b/fJzDfz5jefW2IoooumgKZAh1EgKlGJ4V9EwuKXaqmIbpE1wcWyNDxHFvi/lY2hVeKLlog/5pdYNCwxi1FVm9glw+qRIkcv6WPbVQY4d5eBjmHS27mL5Fm7iVMycIZTbPhnif/rsEbqB2sKpCEFLBoA07BXdJW6NAUIdgS9CP5FAXq1sWoFcBsiK2RJYI7MC3wpa0JLpCyyRSKRoEStWKNG8RcHPlxet68oZRGr1SK2qEty7F7p6xgku7v2AyAOkz6OXcRr6SYea54CRIKhFf900RTQFMBrpAFQDwNNgfangMnlhSWEf36piVZKWWyzbAitlKWhObLUP0dWhxaKL1IuAXJ6sWgdyG0FeI3Ul+eYxWIRh8UpmbYsKbD2kgGuPWQPx74y2DVCutsHSJYlDzDoUEBIQNRFU2BnpYAGwJ2153W7240CJtjxAeTyIoC82liVVICj2xxZJ8uDc2VFeJ6sDS6V4vA6qYpWgA+EaJOglwrYpVLzOCBaAIZWiw2i0kzpZR8ouzpGye4Z+0s/567S3TZAMixZEJM68GfXnGEqdNXndCkKaADsUt2pG9MRFDABz9hGJAAOLwCxZlWkQipjJbIyuADc3WKA3nylz6uMlEg4GpSwJVJftNlc5QFkFij/+I8lZoEgNQrAZDFFo8ZRM58WsVvskmnNkR4Aw6Hu0bKbfW+ISveQQlsfcSswdCog1GLSZsiof+oyFNAA2GW6UjekvSlAgGMxDFYAXjgO8B/Azh+tkvJosWwOr5H14eWyLrwM3N4a2RJcKxWxMglGahWXBzbPACxTZNkUePE0gJ4NgOW2ZEqBvZf0dPSXXFuh4hQro+WyBc8qC2+SGjzfEJtG8JvJ+qmqbv2R+JmcIcDQRjAcIMPAFQ5xjJQhrlGSCwOaTEsOhKMGV2iC7tY3099oCnRuCmgA7Nz9p2vfThQwwY5bWmfyMwSwq4768FeBvzIpiWwEyK2VDcEVsiG6UopD6yHmLAEY1UjYGpJIOAIQMwCzRdFmAhANkWWmNVuK7L1lqHMf2dU1WgY4dpc8WzfJAvfGOgWjfhjOlAJci2V9cLksCf0sywI/oT7rUbdKidBaFOepwns3AbTGT9AZWp2SLXnSz7WrAsOhjn2kt2OIeG3dxS1Zmitsp3Gmb9uxFNAA2LH0109PAwqYYGfo6wywCwPsqJuripXDLaFEtoTWAFxWQ2+3HJwXgC66Cb9Vij9SIyFLECgHvpB/RLoEmDXTuCRQslisACC7uCCC7AZR5K7O0TLEOUq5NHS394PIMg9aOpcCIZMbM54UAzSHAHNhqUZdigHGa4NLZHHoR1kRnA9gXAFALkb9Qoa4tAkQVPWN/8a6UCfotXeTgRCNjnIdLkNde0F/OEiyLV5lPKMNZ5rpV/1Tp6KABsBO1V26sttDAQKdCRwmZ0e+jn8+iBRrAHjk6jbCMrMktgFgsgygsl5KQhvEb4GYEVxXJBY3VkFFFNixQklg1mj9GvxOEKOOzWHNgLgxH5zWIFhojpR+4PL62HeBcUo/uC1kA4box5eacYrhUmHwqTUwuKHf4PrQClkWNNwqqIMkkFP3qAC/QZ3q1Zu/oVitMJ4Rj/RyDpTRGYfLPu6jpJ99KLhQrwJkDYQGnfRn56WABsDO23e65s1QwAQ7nkJwCAuMTvCnRJixCnBGm2VLZAO4vFIpiW6QdSHo7KCvqwxvkWoLuDoFdtCpWQCazfrgNVMJ/ESwI55YyVlZHNCtZUshRJv9HUPxt4cMcuwpPZ0D8L1XPOAAyX+Zvnomt9f8E7b+1Wx7CO0NSA10k5vRvuXyS/BrWRT4TlYGFioxbhBgqNDb5AwbgmL82OQKu4EbHe06TA7IPF75GOZZChOc6da10N9oCqQ/BTQApn8f6Rq2QIFkrs7Q2MHTDno4P4xD6G/ni5Uqf7sNkZVKX7clugZc3WZluMLzIrDGVJwdeTqAncKDpkChYV0agobi7uIcHnzx3NDZeW1F0hNWlwNcu0t/+27SCxxfLvR5mZZcOKe7lLGJyRU2vP32HpM2BrcbgpjUBzDcBM5wmSwMfaeizJAzrIbvYSgGMSn+wbi0UX0hv7aibQTxbva+spfnSDkw4wQZ5NwTotF8JTbVlqPb21v6+h1NAQ2AO5ri+nltQgGTyzHCh9UC7KqkElaYJeDqNgYBdNFVsiG8SkrgZ1cRLpZKTPJBi1/pywhy/Mf/qphg11LNGpxPK03cUCwQFTopsISvXRb0dYWw2Oxn3xVWm4OUOLO7o69kWwuU+wEgMQEWBL1t5fJaqmpjv5NmJhjCnEfRigC4wP+NLAjOBr1Wii9UIVG6Z5jWqg1vBBqw3XaAe2/HYHCDJ8hB7hPQ3t2VuFSLRRsSTB+nMwU0AKZz7+i6bUUBw1AlAuEeRHsw8NiI8GHLA/Og65oL0FsGYxWINeF/R/EfjUMMnIsjFzepgh2fnAx4mPTJHdnAATkAd/SlY9gxr60H3Aj6I8JKf+kJ3V0+jvNgOZllBXdncSsOzwoezwS7dOGSTDCkWLgKIuGy2EZZWvszxKTfyi8BxB/F4iEAAx+KgBUdkukWpyNFo26LB64To+X4rAtlmOtgybf2AMCnprfcqnP1F5oCO5gCGgB3MMH147aNAgQ+uiHQ124D/Ox+CX0ji2H2vyIwV0rDmzGNG+HDFGfHR7QG7Eyg43WY6K1WxMqE0zmdxh2WDAV2+RBjFimg6wuLyAHS3dFPWUUyrJgbBisu+Oq5lKWmPe3Ajs1qrphgSBpWwb2D4Lcg8I384P9AVoTmiS9cDq6wgS406YbWmE0KHb3liOzT5KCME6HbJDeYqXSZSafpXU2BtKOABsC06xJdoWQKGBxfSEphyLEk8L18F/hQ5vtnw+F8ddz5m9N307qr5HvV2wfoUZSnRJDgZCi6Y2YFRkMpsPeEnm4AODtwdIil2RNWkAwoTXcEjzVLGX4wywKvJUdnbuvdv5MemBy2EpGGN8h8iEa/9r8ri/zfKY47Cv9CNLh+idPSCW5wRObB8iv3GTI84xDJs3TX3GB9SumjNKOABsA06xBdHYMC5OQ4GdMPb3lornxV+4Z8XfM/5YNHsR1Qb+uJ2CReQ+4vPkETrBgXk+4HmQC6XHB1efgrsPWECLOPEmXmY98bN1BxA+wIdPwzga4rgZ1Jrsa2JldIK9Ky6EalJ/wGQDjP/wWyVBRLNAo9YSNAaIM/Ix34x2SeJodlniy9bUO0brAxAuvv0oICGgDToht0JZIpQPCjDq8kul6+qnlTPqj+N0Rxv8A1IYhfWuD2FPghhJiCLKu4bB6AXQ6MULzIm9cHQaCHSg9rf+kGw5RcGKZkg6tzQVzntNI4hbnz6sJ/maCXXLedbZ/0JhgSCIvRH/P9X8kntS/LL7XfSk2kCiBIgieVOP3dMPYZnnmQHOO5QIa7DpEc0Jq6QV00BdKJAhoA06k3dF0UwBH81oQXyf+qn5GPql5SDtyJGJfJNIrPvUqUCTGmE5xdDoCu0NZLZT6gnq67tZ+Ko5mHGJpZcDpXxingSSj0TDZOIWfHf7o0TgGTI6+VKtkQWYaFyVvyYfWLsgmiaIZdq1fi/cI4pn2QnPeYzAvkkKzfSKGlD8THDk3nesTSBx1JAQ2AHUl9/eytKEDwWxtZJP/1/V0+qn5JOa4rk/zkM+MTLJ3L6XrATAYD4WO3q2Mv5WuXb+0u2bZ8pPrJVOI3kx80QY6cnS7bRgFygxRN07dyfvArebvqaZkLrjAQqVah4OqtIdBPtBTNR1i1IzPPkqOzzpFetsFKh6r7YNvor69qWwpoAGxbeuq7bQcFmBNvY3S5vFrxmLxX8y+pRYaFhpwfuT3q8eBtJ8Pc+yNw88GImzlSimy9wd15lRiTbgosBDw90W5HhzRzKUEQaX2R9WKJfOl/XT72vYIQcivQgwgAzgVKMjONPsuy5cqB7uPhLnERot+M1HrBZmirf9pxFNAAuONorZ/UDAU4oTJW5TvVT8qsipnIo1cGV4Q4qxe/jtwEdXYjMw6VgzwnyG6u/XBcCG2TYXKvdXbNELgdfjJ0tSEVgGBu4HN5t+Y5mVc7W2XDqBc+Ds/mwoXGR8OdB8hJOZdBL3gQoowy5ZLOSN8OXaNvmSIFNACmSCh9WvtRgBNpDXRLP9S+J09W3CFrEaormfMjDDJDwUDXHnJU5tmyr+doKbL2VaI0TqBad9d+fZPKnU1ucG14sXxaM0vpbYsRVFwl7E3mBHEzm9UhuziHyynZlyG49jFYuuRp45hUiKzPaRcKaABsF7Lqm7aGAkHo/VaFF8iT5XfK9zUfQMuUZFQB9KMxBcWdp+ZcKXu4DkDeOqbl0cDXGhq397kmN1iKwOI/BD6Q1yofk1UIuk1wTJS4aJRZJnrbB8vpuWNlX9ex4o1Hj0mcp3c0BXYQBTQA7iBC68c0TgEaVZQiDNebvifkZYg+a5BwNqE/woRJseeu7pFyds51MhKZCDyAPy02a5yW6fAtAa9KymRO7afyatVjcKD/AS4tiNKTnFEDFWW/dkdQbYZQo4FMobWP5gTToQN3sjpoANzJOjzdmuuXWpkT/Fj+XnqzrA4sVm4QJgBSb0Sn6gtybkDQ5RMTnF+6tUHXpz4FCIK1CLa9PPizvF71uHxb+65a2DQGgsyU8eucS+Qoz9nSDS4r2lewPi31UftSQANg+9JX370ZCnCiLImuk39VPiDvVT0nwUigjvvDdS6EJjsh62I5LfdKKbD00pNjM7RMt5/Yt4zYsx4+g29VPQWXlv8g12L5Vq4Syk0CkXeOz7kIIHgu/Db7635Ot87swvXRANiFOzfdm8bgyz8FPpHppdfKptBKg/tjpSH6pKvDCPeBcon3ThlkHwnHBsO1Id3bpOtXRwHqBZmSd1N0pbxf/S95v+oF5GFcL9EYc0jVnUdOn8HGT8j6vRybdYEUWHtrEKwjj95rRwpoAGxH4upbN00B6v7KY1vkpYpp8qrvUSRkBfcXL5wQvdZucoH3JhnjOQ2Wgjnan88kTifc0r+zOLoW8VzflNcR4GBtcDmgkcFc44XGMUDEQkcPORXc/hHu0yUPwQy0ONQkkN62FwU0ALYXZfV9m6UAJ8Xlkbkys+RP8ov/63oTIq0+D4LO7+LcmxE5ZBc9ETZLyc7xI/u7MlYsX9e+I7MqZ8ia4BJAYH0LUUb26YEsHGfmjJdDM0/BwidXGzx1ju7ttLXUANhpu65zV5ziT0YQIQCWh7fUE4kxjNkf8++SQ92nKKvPzt1SXXuTAtQLVsRKYBTztrxQMR0h7xYjq0R9TtAG0Tf9PS/IuwlWv4erIAc6mo9JQb1tawpoAGxriur7tUgBij+rpFxerpohL5ZPg/GLvw4AkYh2d/e+Mi5/sgy0D9fcX4vU7FwnGJxgqXwDceiLcHtZGwIINhCH2uEsP9o9Rs7Pu1F2gf7XgXwdOthB5+rnzlJbDYCdpae6UD3JCayPLJXHym+Sb6rfqyf+tFudcmLWJXJO7nVIqFqodX9dqN/Nppgg+HnNK/KSb4ZsCK7ET0oRaJyCXafNLYd6fiNn5I6XvrbdYALlMi/XW02BNqOABsA2I6W+UaoUYOSXuYFP5aHSq2VDeGVdzE9MfLn2Alh+3qGMXzySleot9XmdjAIEwYrYZnmv+nl5uXy6lEE0mhz7lYZQTEh8TNZ5cmL2JdLbOkRLAzpZH3eG6moA7Ay91IXqSNP4KqmUd6uekWfK7paaGCK/sAD8LFaL9LPvJuMLp8pQx77a9cGgTJf9JAhuQPaP1yoflXd9z0ltrLp+WwGCzO/465yL5fjM36n4r9oytD6J9NH2UUAD4PbRT1/dSgpQ37MZJvFPlE+ST6tflkiszhLQDuvPA90nyh/y71RRQXTIs1YStxOeTj/BVdEF8kLZVPmi5o167jCGVNQiBY4iOQXuEUe7z5Vca5G2DO2E/ZyuVdYAmK4900XrxVX/0vAP8lDxeFkWnIc5rk7347Zmy7m51yqRF03gteFDFx0ESc3igiiAwGlLQj/IsxX3ytzaLyUcCxkqQTrLUzKAf92d/eTs3GugF9TuEUnk07vbSQENgNtJQH156yhA94cv4P7wcOl1cH8oTlzM1H/dHf1kQtFUGeE4DCYPGYnf9E7XpgBBsEZ8Mi/4hTxb9ldZEvwJ0WLqJAMEQWaQGOTaHXFhb5RRGb9SCXW1e0TXHhc7onUaAHcElfUzFAXI7fmkAjqfh+X58geQJSCYoAydoEd6DpUrcu+XvvahWsyVoMzOsUMQrMbY+AaO8v+umCKrkVswGq0PgrQQZi7I83NvkAH2YVpHvHMMjXZtpQbAdiWvvnkyBTjJbYqukafL7pCPq1+CM0R8gsMKn4lST0BqnHPzrpd8Sw/t/pBMuJ1kn+PBJ6XyRfXr8h+A4MbIahiG1neUz7BlyknZ/4es8n/QAdJ3knHRns3UANie1NX3rkeBEHi+FQh/9mDxOFkW+LleZoAMBL66NP82OSrrfOxl17tOH+w8FCAIlsM94n1kB5nle0TKIpvruUcgkaB0s/eR3yFM3v6eE1S4NC0K3XnGR1u3VANgW1NU369JCgSg/5vtf0segf6vOLSJc5kqNHIoxKQ2IX8q9DuHa6fnJim4c/xguEesUAmSmUXCH62pa3hcH7iHax8533ujDHMcBH2xWxtM1VFI77WCAhoAW0Esfeq2U4D6v2r4//3X95j8q/w+CcQQ/ixeCIB7eg6QsXmTlW5Huz+YlNl5twyWsCL8szxZfqf8WPsJjGLCdcQACDqsLjk469dyRvaEuD5QR4qpI5DeS5UCGgBTpZQ+b7soQP1fcXS9PFExST6umgX/v/iERv0fAiAzIer5uTeK19Jd6/+2i9Jd42JjweST72rekX/67pbVgaX1Gkar4QwkTD4m5xw5OfsK6WEdqI1i6lFIH6RCAQ2AqVBJn7PdFKBuZ110qcwsu1Z+rP4E/GDcuEFNZG65yHuLHJd1EYKf5W73s/QNugYFOGYqolvknZqnZVbFDKmMlm+lD8ySPPlt3h/k+KyLtVFM1+j2HdoKDYA7lNw778Oo12H+v2nFE2Rx8AfDAAbkAP4h+WmBXFk0RQ5wnQD/LvfOSyTd8q0owHGzLroEADhNPqh+UYLROtG5OhmK5EJ7Lzk3+zoZk3UqFlB5WoKwFRX1F01RQANgU5TR37cpBRQAhufIA8WXy4rQL/VW8pzArip4UPZ2Ha3FWG1K9a5xMxpPLQ3/CP/AyfJd7QcSjiJSTFKxAPIGO0cihN7tsrvzACyhPEm/6l1NgaYpoAGwadroX9qQAgRATmIPbLlcVocWgfMj74eCTaGzl1xdMF1GOY/QAGhQRX8mUYD641qEUJ8f/FJFilkU/B5GMfX9Ax0WlxyadTL0yNdLT9sgnTkiiX56t2kKaABsmjb6lzakAK36GAN0ypZxsioIDjDuAkEA7OboLRMKZiAD+BgNgG1I8650q0SkGP//FAiuCy/bykk+z1YgZ3gnyNGZ50uO5OtoQl1pALRTWzQAthNh9W3rU4BO8ItD38uDJVfIqtCShAiULhDdbD1lQveHZYT9MA2A9cmmj5IoQKOYSimRd3wwiqmkUUxpQpfM0ygK7e0cDCf5W2Vf99HQJ2fiO3OllXQjvaspEKeABkA9FHYIBSgCXRb+Se6DCHRNeGG9iavI3lsmFs6U4U4NgDukMzrxQ7iQ2hBdJv8unyKf1LwsARjFJEOcDSm19nYfKb/Lu1X5B9rF0Ylbq6ve3hTQANjeFO5i96fuji4M/OTqmqvuVFbZpg7w/rgO0LD/NIhjiECny0gno8A4uxjFdHPamgI0ilkCcfoTZbfL/NrZRuaIJBR02TxyRu44OSnzMsm1FGir0LbugC50Pw2AXagz27sp1MMEYjVSBt8sX7RMTSzk3rIsedC32JsFQlMHeP+Wy2RdCPob/FOFOkAnw6BNgw5QA2B792FXuD/HIdMnza55U/6JHILrQyvQrPh4Ug20SB/7IBlfMFX2cB2sF1VdodPbqQ0aANuJsF3ttgSs6lil/BL8GpncX4UYcxEA0CEj3AfKIZ6Tpa9taLM5/Ci6WhT6TqYUX4FrEdWDoTxYsCmCEcz4wodktPNIPVkZVNGfLVDACJq9RT6s+bdKn1QZLk1cwZHlsDjhHH8BsovcgOhC3bRBTII6eieZAhoAk6mh95ukQAQ6vFWhBfJ85WT5xv+eBCI1wK6YOBGTcX/3cXKm9yrpax0Gw4OMRjlBUwf4QPFYWYn7mADIyYoiULpBtEYESi4guRji2CQ5WPKPer/TUIBjyvzHPuU+S3L/miJ3jqnNSK/1Mgxi3vE9C+lEdaKdFpU1orf80Xu37J9xAhZWOsFygjh6J0EBDYAJUuid5ihAvcu84OfyUOkE2Riqn6fNDsODA7NOkDNyrpaBtmGNRufnZLUk9INMLoUVqH9hnRsEHlpg6yUTi+AG0YgOkBMgwY5brvqNowj4Sb8EYwEVU9SBJ3osWeKyMCtAajrJ5tqqf9vxFDBALyr+WK0EIOAMYBtGL1O0zlixtphDcXUZlkzIHZyJRVYQZ28IL5eXqqbLx75ZuJ6ZIwzQpEHMwZ4T5ffeO6SndYDWBe74bk37J2oATPsuSo8KcqL50f+BTC29SorDG7eqFCeb0VmHy5nZV8mu9n2x3vbUEzuZItAHS8bKmuASBWi8CSWh3Ry9oK+ZJqNddSJQgh7/+TEZViMGZEWsWKqgd6wIF0tJdJOURDZIWahYIpaQ5Fu7y3DXQdD3HICwaoWY6Gxb1U9/kb4UIPgR7Nin84NfydLQHNkcWSvBCMOeWZD5wSGZllwZ6Bgme7oOlL72XYVAaHKCQYySdZHl8obvcfmw6gWMlwo1vvh7oaOnXOWdKvtkHA0o1Rah6TsKOqZmGgA7hu6d7qnk4JaHkMy2dKwsRTLbxgqBZ4h7lJyVO0H2dB5SzxmZRjCLoQOcXHKlrA0sNi6nxBIAWIBQaNcWzZQRTsMRnpxeALE/NiMj+CL/N/ITOM+VgYUIjFwstVEfaoLpEtxfTOkRLZgMM6S3Y4icmnO5HOBGklRMlubk2Fg99XfpRQH295boWnmv+ll5r+p5KcECKxILSdRCMTcGCcYIF1g5Vq/slXGk/BYZ4Qc7RwDQkjnBIMShq+TtqiflrcpnpCZaiUstakH0x/x75BD3SVoMml7dnha10QCYFt2Q/pUgN1YppTKraprMKp8poWig0UoTeHo5BsppeVdg1X08IvT3xMTjVKC1NIRQaCXxUGimEQzuwgzfE4qmy3DHoUpMRaBbEJgtH1e/JHMDX6oVfcQC8WckSe9nqvswOVohIvNYsuWQzN/Iebk3wLG+j+YCG+2d9PySXP63/nfl8bJJsim8EuAXMSqKviX+sXBckYPLs3eXM3PGyVGZ52610OEia3Nklbzle0o+q3lFicgHOodBBHq7DLYPV+JU4276U1PAoIAGQD0SUqYAxZirovPkH6WT5Pvaj8GBJQFS8l0wcXkd3ZDj70L5VeY50sMyANOXVZYjGPZ9cIOgBanBvRkXFcKV4uqih2SQY7RsCa+SL6tfl89rXoeucZWEwQmoYgKecVT3SQDEP48tW/aFmOvCvJull32gBsA6CqX1HhdWFbESeaFiqrxa+Sj6GwurRvqaAEh9YA7CnZHTPzbzIskGR9iwcIyWRTbKosD3Kn5oH/sQJTpNFpk2vKapY4pmkyUJDY+Tr+N55r/k7/V+elNAA2B690/a1c6PaeWX8Gx5uvwv8ov/W4lG46v1Rmqaac+WQ90nywnZv4Nf1lBkgZgn00qugjhzEaVTRgGAFUIHeFHhnyUUCcqnVa/IQgQ79sPKVMm+kriARh6hTrFDR1Rg66GecxwmxjxrkQLFRs/XX6YVBQiAG6Mr5G/lf5Yvq94C5DRYVMX73xKDLhCuDb0Q6uy03CuhCzwIY8gq8IKHHjiouEZLzCoxC+9Am+UQ4NKO8UEdohP3jQFAqRumkRQuwz8CFhdP/I1iWBaY3OBeqAPuE0bSZl7DwNtWqwUcZQg8qF3prW1W3otcqTNunONRxjl2GGTxnry3LulPAQ2A6d9HaVVDThy1Ui0Lwl/ISxUzZY7/c4lE6qenSa4w3ST2zjxSjs+8WGxWu/yt+BYA4IJ6AFjg6iG7OEbJYv+PSs8XNUVgyTfiRIhiwUTESc1ixTQTtcLyM0O6O/rJ/p7j5Aj36dIHusBk3ZBxlf5MVwpQn0uJwBTEiF0MEXk0mgSAWCU5YP1phf7PbnFIrjVf+jp3lSJbXwlZaqUyUg5dcTXCoRkuOcr4CdcoyQTGC7BRbDaMFYwXco/k53gfTHoKIm3YJ7gRqihixwkAOjvqEMZuFDUL4juAGe7J82zYUgpvxZY6SYJjhjVbGXz1dPaXIfbRMsQ1WrzWbnganqNBMF2HXaJeGgATpNA7qVKAK2bqbZZEfpT/Vj8mX1a8pYxSmrqebhIDXXvKAQAp6mZWwQjGFIFycuHKnirBkJpwsJNccEjQoxl8jj1f8mxF4rUVSqGtN/56SZG1j/SEzrG3YxdMPEWYdlx64kmmX5rvU2TJGLFTi6+SZZAQKNQiIqHfsxy5MtQ5Wiqgey4NbhI/gI6cHRdI5PISIwWDx9wH40bGTBXgHlk94xD76ieMN56jxh9/N4+xz0N1HyJn/Hxu1T3VHZM+jJup88jxEQwLoXs+KvssOdpzntZDJ5EqnXc1AKZz76Rx3Tjl0DdwZXiBvFo1U76A3s4fqW28xpgsrODY6O9Ht4Wy8OYEAKoL1KyDPc5AyUVdZ8eKv7fs5zlaRrnHSA/7AHFbM8UTy4ZoyxUXOznVFKRFT8nE6xz7BEBGCJoK6+KV/sX1JAO5rgLJtOXI5sBaiCXBlcWBqQ7tktqoACnpOJXdhte0dNzcPXEt/RW72/vLJTC6YXAIOt9rLrA5onX8bxoAO74POnUN6B+4OrJQXqt8GNH5X4WbAnR3ZOcaK1htW5WeBo7tTZ2TuM4iHoiXhrsPQH63c2R3+PhlWfIV4JlAx8lFTzAJgnXKHYpAjSwhWxtHZdvylKi7KlSuRJBbLZCSW9wQvJJ/24H7NLY5E25AJ2dfDivVHKUP3IGP149qJQU0ALaSYPr0rSlATnAVQPCNysfkI/8rEghXpwBwW9+H3xAXHdDD9LTvIkdknwq/vuOll20w1tKZSszU+FX6285KAQIgMzs8UIw0WaE60TjbkwdRt9fZXdZAZB6BXo4AWI8LNCUG5nqrwTFFoOZXW3GNTVyTuKDh76xQY9/x+6RCfeWvsy5S1sg5OhNFEmXSc1cDYHr2S6eqlSkOXR1ZJG/7npAPal8Q/zaAILk5ujPslXGEHJV1DiK77A/YY6YJm15Jd6oRkXplDRHot/Jg8ThZHVxkXAjU4kKoyNlTfpN9qWwKrZUV4Z9lS2i9kjDE4CCvgA3SBCssQWmUQmDkPrWDlC7QQFRgJMWiLEuhyFP/oBNU1+OEGAxuaAdKHbN5jiUC607jMtyP98DYw46yDFVSC8OaNGqDCgAi/yDyESYK6myFdegxOefLxdk3QyfdXY/bBHHSc0cDYHr2S6esleIEkeyW0Tg+qZ0lvnCFMZOl0BoawxQgM/yxuefKYRmnSU/bIKVDIfjp0nUpQA5wceh7mUr3mOACBVKqtQCTAkcPuTJ/suyWsZ/4IqXw79ssVdjW4h9MNYXuLxwftEyOwB2HQEV7TxrI0GrTqdwfiGKILBSDRacCP7JxgEL8zkJXCuruwlHDkplWoHRioHsPrUQJruo7sJPUcbtsGcrlosZSId9WfyBfV7+H24I7jRe6R4zJPE0uyb1DCq29NACahEnTrQbANO2YzlgtrrBpybk+skzerXlePvA9J+WRYkN/00yDCH49HYPk1Owr5CAEL85D+hr6cGn9XjNE6yI/EQBXhOepNFnLAnOVH5/ZNK+tGyIETZO9nUcptwL66immDFujKD5QfcfjOLQpADOOOSKTxKDYN/3/OLYUR8hPdSG4PNw2igMe2xmA23D1A4dIBwrex7xG4Hzhk/ernpFnSu/FiK/jAgmoB3qOlz94/yK9rIM0ALIj0rhoAEzjzumsVaOpOtPUfFb7mrxd/g/ZgP1GffviDcxABu8zc8bL8dmXiFeK1Kq+s7Zd17t1FCCorY8ugR/gVTLP/1U9iQGNYMgBHuj+jbgRXL2tC4EuDOatFvi1pSQim0sRlaYCSZ9DSPOFuNndCmzSq7tNvLnwN3WRW6yrAWPVflTzH3ms7M/gSiHpiBcu5vYAx8oEz31tu23TWGa9+MfScMs6mPVI3jfO1p+tpYAGwNZSTJ+fEgW4svchxNV3yB34csVjiALzsxIdNbyY73mBvZtcWfig7Oc8Dl58mGl06TAKNDb5NqyMOSmbE3HycfKkbP7e8PrkY46TtQDAR0qukR9qPzdmfAINBobHmiOX598th2eeqZzNk6/b3n1ye9VIH7hibVi++C4gn3wVkOUr/FJRBVAMQbzqsEphvk0O3scpZ52cJXvu6pCMpJSCFPd/W/s/mVE+UUqCyI4SB0dyiX1cQ2Ri/nQZ6thfSTJSrStjAKh6QcLrq4oBmJENJWBwsZGI8QA7dI8Oh0VysxDom8DspLN/qk/Q5zWkgAbAhhTRx21GAa7uq6Rc5ga/QJzHR2R+7dcILwVdTFLhhDEoYxhS1jyECWOfbVoxJ91O77aSApx0+ReCCox/tX4YdwQRKYXfA9lC4IZCYYoHYWQC4xAuWDgZk9OBpgznGA/ksR2RxzwAiexMi+RkG5NzSyBocIDLZHrxePkJAMhQZqoQAB058sfcu1Q8WRd4wLYobGsQQ3DDpqh88b1fXny9Wn6cF5JKH2qCxhjuOWyfIfJ0Yj12wpEemTQxTwb0jotFUREC96LQ17BeRXaT8FIDuONVp+5yHBZ0+zqPgR47tQUd61Xhi8l3c4Ly8Vd+WboiImUVEfEHEdZNqRgNQx+H0ypuV0wG93fIcUd4ZL9RTikqgB5Tg+A2DQ8NgNtENn1RqhTgBFcLGFwc+A6ZJGbIj9WfKD2hmklhtMAJYoznNLnAe6N0s/bVAJgqYdvgPHIbpWUxWbQ8KvOWBGTNGoiuiyNSCS4oEAD3wckXoBiBAUgEIAgnTomGaXASDzEGlCBoRImC+NnttEhRoVX22jNDjh2TIUN3sYs7wwCTpqrL8bExuhwAOBH5Jj9WOjrzXPqBXoZURkd42oYDZHt9aNvCpWGZ9Xa1vP5eDYAQNeAPqhhclvl8jlErQqn1hBj0sXsL5ZD9nArk+TvrvS66WFmvcmGXDNyMYHNZ3l8wrlOrNznoisqYvPhWjTz8RKWsWgd4BZ1jyo+DdYojK4mMQnB22C3SD4A89uJsOf3XmVhw0FhH/aw/WkEBDYCtIJY+ddsoQMMDhk6jscO7lc/JD/73xYd8bczsPSxjfzk55zLZ3bm/svokX6FL+1OAk25peUyefblGHn/OJ+s2hgxOQ5G/jhNSNeH8q77nR/3JuO4Y32PCtkM8V5BnlV8f5ZY/np8tuw5C+Ghwhk0VAgmNpqaXXQMO8FNM+kDXeMmy5skfC+6RMe5Twf9lml+3esu2krvdVBwDd1WDNlfL93MCitPlb1sXfmmMQ1qW7jLQITPuypf9RzsTnBbH9MboSvl72S0qewmPzcJF3bl518lJyFqRLbnm101uib9LV4blqlvLZDa4UnLbRonXo646SfeAOwYQ78B9MuTeG70ybCiij+p8v0n0SW1XA2BqdNJnbScFOEHQQrQ0ulFWBOdJaWQTQpplIwXSMOlu6y/upAzf2/kofXkKFKBY7ZsfQzJuUqksXsrkwk1c1Ojk29i5xom0k3S5rDKwn13uuNYrhx/kkgxX01yg4qQiS+ShkvHys/9L3DheEWyybLkytuB+OQwAyLBi21IILhR5Ll0VlpffrpUX/1sla9aHATIArK3ks8azlfgT+Ge3Uw9olYvPzJZLz8lS+yaXxfFcHtsiz1begwS8T4FLVnJKVUUGyj4h63dyft6NsGgubNESlHX8ZWlI/u+6Upm3KCAqwYqBvy00OSaFBXaZels+OG63uNtGStzCM7vWzxoAu1Z/pnVrqM7nxBEBFHLiY0gzRs1nKGHN+e3YriMofPB5QC7/c6kUF4M9aqNCAHRCFNq/j0NuvTpPjj08o0UAZCi96QDAeX6IEusBYJ6MLfyr8gvdFgAksFRB5DlnYUie/LdP3v20Riohakw8g202cFthIYGblp/doFPzem0yqL9d9t/LKYfumyFFAMJkTpb38EmZvALd9n8qpyCVV10eQ47rQzJPlku9d0Ks36dFsT4XH8WlMZnxVLk88XwNdIFmqEBQkz/yTwFiQ1SMSVamTe64zivnnJQp2dlt1Ik70W00AO5Ena2b2jYUoMEC/1jIEZhcgfFN5/gkB/jTgohc9qdiWbgMk3eDQi7INAhJoETinDhq8Ji7/ODcjA3TD2VlWeXIgzNk/CU5MmJ3JwCR5zRelAg0uhRuEFfK/JrZdbo0nJ6N9EfjwAEe5D4JQsXWsTcEP+r7PvumVh5/thqWnrVwb0AV4/rK5NrYbVbp28smJx6dKWMOcksf6PzcNOaBpWUWDHqasrSsgW77w+p/y99Kb5baGB7GAhow8PuIjIPkqoJp8AUc3CIA8jLWd/W6iLzxfq18+HmtrFyHtGO15FSZigm5CaGDra5BFpYATkyUmHjcVrnzTwVy3ske0D3xg95JkQI7DQByEWWWrSQf5g96qynQDAU4hvzwGduwJQIxWkRNjLsMcMBPDPFHOpkVHgF84dKIXH17qXz5rT8Odkbj7QAxitYcdky8mG/pBh6DyJDGLrT2JNgppkRZbFrxPUKK4TuCH33mRuzmlLNPyZJ9RzolByDS3AJBiUBhRTm1bBw4QABgPR2gF+4x98nBGSdDAJo6AJrg9z6A5OGnfLDy9MOSlRMAUbqu8Cgn2y5jDsyQM8BBHQCLyvw8oy9VM3GCua27qm6PDvBf1b4l00uvkQoEfEgUXDTUubeMhyXoQNvwlF0hWO9auEAUl0WlpAzGSD6MN1jkBgB66zfH5F+vVMmc+RRX101m2ZkAQHCAZ/82UwNgogNS3+nyAMixQgU4Tbv50lNR7IKIhi8lB3dnKua4N7esO9tgHjf3sqZTO03uyaw3t2ZfmNvmJs2OaksAjNJPvwTlkaeqZPYPfvF4LHI+JvrzTs1UpujpWOemaMXJloYX424pk6++rSXjYhTs5OXZ5PILc2W/kchuDr+zMMCDFolUm9FikkwUg20yTFiYCIktmCgFmLkAlJ7dIEqENajH3Tz48YEUiW+AFejU0gnyU80n+MaoCT89FliBFtwNK9AzAH+psTccW1Xw7/vsm4A88EgFwC8AEMeXDcCP9R3U3yUnH++WU4/PlIF9wPUBY1uzkAlCpz0v8LlMRjLfzYhXaj6C4vxeiGx0beHDslsrfQFRUTVPsR18L7hlX9FydeJdZfLdj0z+Wzdx5WXb5N5b8uV0tCPZT5H30aVlCnRpAFQrKqzYFy8PyZwFQaUPoEnzviMd0qObTYlmzAm3ZVJ13BnmSxCA3iYY99EyaoMJhgCIA06+3LeDE2HUCr7IbFs6tY/toO6JopyaWjj6wsk3CD+zIBYorCdFTZ4Mq2QBWCh6ougsXUCFY2nl2pjc/VCpvPq/GlVvWgj27mGT6XcVyCH7woU/NZevjhtISU9mexYtj8hY6AC/+wkAaOCOmnXzvQ658/p8+e1RGQnLQvYPr2Fhn/DYXLiYoGGONR6b5xhXNP1JDnBTdJU8VnqDzK55RwGiOhv1cdrcclHOTXJCziWAv5ymbxL/hfXh+Pp2TkjumVEOzjYAzo+VRmWTijvDJvuA2/vdWdlyCBzdaejChbFZ/6RTm91lIO/F4e9kypYrEMh7Sd1jUI9CZw8Zj2gwe7l+pVx9mr1R0o8m8JlfmW36cR6tRItlkRJXm+2Jwe3EIffdXCDHHWaMP9Kd9zALj3kPblPtE/PanWHbZQGQg8AHEcJXPwZlxpPl8vP8oISwdC3C6vbMk7Jg2ZUF/570diDlwKWupqwihtV6SH5eGFZ+S1VVeKnxtlKf4YTZeQQnZrhs4oK5eQ8A/K6D7dK/t10p87kqbO2L3dYDn+3g5FmMUFPzF4dgfRiQBUtCStRTW2v4lVGa5gL4FXktqD8MD/Z3yZ5DHRBJGcYHHdkGjiWKo2a9VS23TylT/WEYJ4hkAqhvuzZfLj4jE33Q8bROte/YHwuXAQBvKpHvfzZFoJxYY4gw4pCxv8+VQ/dmg+gUT5N7TKy4hqBPsMgAd5cJHz86vHPBYi5WOMm2phAAS2Mb5PGym+Xj6lfAXeIh8eKwZshZORPklJwrAX955tdNbtlPazdE5cG/Vco/Z/nquzlgfDHrQyZ0ZocdDGA9PVdGDUWYM6+xYNwWcGDd6drzYMk4WRz80UAa1g7PyrZ7YcH6Vzkk45SU9JesOyVVvuqYlFdGEaWGAQjIfUMsioXinHlRmf5kKVw5cJIqtKy1SI8ip1z5uyzoWmFMBtpTDB3BdTb4CYYZ0g0WuFxYFsG4h+LdVLjy+AN2ik2XBEC+3AS/2QC/+yAGoc8Po8VzYNKxtV9vh9x1vVeOg7NuOosNOPjXwVH39XdrZdab1bJkJZzKa/HaJeaIuE4m/kJY4ajsRKQIcreHwHLt7N961IuRiQmqtRNTW45+1Y6NUXntnWr5DyJvLFkRgl6D8wVtBvHmo1/UIh1IaQX74HLGZFBfu5zxmyyIqDIB5vUt8Nqybqnci/X/ZUlYrr+7RL74Jgj6czbllTFMqDYVJeTC07MkE+EqOxKoU2mLeQ7H0OLl4ComlcnX8D1TzuzxH50IA9arpw3SBDQS4EdHeCuBkNFgsMhygsPLhPVhgdcqu2GxMmKYA6HCnNKnlx1gWMdtmM9qbksRaGlskzxVfgeCSz9fz53AYXXJablXyOnZEwCA+SC5yfk0fkfqz979xC833lsCHa1pSclzjQHmAhgU5dtlMPS2Q+Dbt8sAu/SF6HNwP0iEILKl0QvBPdV3hQBIJ/4ZJRPle//HGM8Yy/HHue2Z8jvvJDnGcwE8GJs3z2RflEDv98X3Afns64AsWhxGSDa864jKA/IrEW41QqNRL6ikucZT1GcG3vd89AMXIEo/i3coFsV7hbmAFzvQl7lwkh+6i0NOPMoDZ36X5OVAfN3KhUrSI7vUbpcCQK6iOLGuw2T70Zd+eXZWNUSfpg6grt9ceIOvvSxbLr8A68qWF5Z1F+7APbaFoZGeg9Pu9CcqZONmWoShApxh1fvMDxZzUogfY7LiKeQIOdgn/CFHOfA2DOZrXNv+n2Y7/v3fGpn2jwpZBx8svtTmpJQAP7Mqqm2YhNAI6pEuvzhXzj7Jg5Vux3Dr5F65mCL3N+mBMilFeCqD5qyoVbp3s8uUW/PkuMPdnU4EumxlFHqlUvnky9p6AGh2hRpq6CwLZkvD8CK+4MIYI2dIQLLBUCYvxyZ7wtrzeNDgCFhR9keEEurTeH1LhQDok1L5V/n98qrvMdQDq434dXSSOQniz/PgT0cApHtBU4XjrARRbaY+7pNH/1khAYCHeR9eQ86Vk74J9ORoOQ/kAAwG9EXMTywYxxzokmG7OMULTinZ5aHJZxK8oxvkH+WT5MOqF3AUB0Bc4LQ4Ad7j5LScqwB/3ibrzvFVDgnPky/45G/P+pSzPqPAqMIFIkE1QcfEToMqcSyS3gZ9mOeQ1/BY5UkEGHo8Vqh+XHLDlbmyD7YM9p1K/zR4UJc77DIAyIFUgxXgV1hF/f25avkKZs8UJdCEuGGhmOBcGC/cPtEL+X/qK76G92nPY4pD5kLkedNfSxEdIghRSN3LlcpzuRp0OWJy3mk5CuwZ1d7U1aRyfVudQ9CetygkN91bJp/DMIHimboXuvmnEAQHY6V+x3V5chTM6jtCnMv6r1gVkzug+3sNur8I+yE+c3BCPXgft0yelC9DB9fRl0OOcxD1UQR7TjamXqz5Fu+4X1m/1TC1v+X+cnDmVfFFSWPP5/uTPPE2dsz2gROBNewRh3pUBJgREF+n0l+GP125vOx7SF6omF7nT4fH2MBuHp51qlySd6fkW3o0607AflqKfpp4R4l8+mVN/L036s3uUiJctNmYD8z2GIBOIM8AYO++iwvqEY+cdLRHGfK0BIKseyXA+z+VkxHr9lHUHR0evzVzDB6ZeQa4wNulwNKzSQBkvRfBRmHcn2HgoiRVqKQqZh3jh9ux4Z3Ylh5YrI37fQ7mvkzFFcaH8XbcufNf2mUAkAOJeqWJt5cpHZMCDDWGth5I7HgGuKXyuE/P9DRhJyf74Rd+uQ6WX6vWhuIr8OS2cCJiSf7O+Mb8ZDuHQkT14O35cgDCOFG8s6MLQeDj2X4ZD2vDtRvYjgY14BeqCY23IwMWu78/L1eu/b/6kTga3KXdDun28D4cxq8Hp7R6fVL9UW83xJ/jL82VKy7Mht7MWEixOew7ZhmYjcVYLYx99kAmgdHDXQgSnT6LLQJgGUKhTX+ySh5+ulwZJW0vEdWiC2LG4/Fu3Tg2B2HQkNURE29LpRow8qbvcXmm4h4JRLGKjRfe70DPCXK5969wKO/XJIjwdI4zGopccdNmiHYj8ffFuBH15BZwrFxU1gdA/s4BaYw9LlL69LDLHyEZOvM3npSCTDMv4DvVT8lTpXeJPwrz0/gwJvdFX0AawvSyNe0LqAHQ6KOO+uwyAMjB/SHEnuNuKoWfVnyiiotqEqMyTmUCw357uWX6HV4AhL1DOKOWOpyT6Jfg/K6ZVCLLVocUR2FcY8QArJPhcx2KBuE9pn4g2UeI7fTCiOS+PxfIb4/pmFBJbMfHswNy1c2lsn5j0KgrGsJ5gpE3yCVQ1xSNWTEJI2YonH+NSYRtMpT5Yw70yAMw9R7Ub8fqAgkSm7bEZPJjFYgkUgVHaqyy4jOcWlwgzuW9oO2hCJJsWoByHC5dEZbJMMT438d0vo5B1+SUWybkypgD4M6dBkZJHEcmUDMV0KTJyNgBVUGdbpO9w4JBhf/JIlDza8UF12GH+to4F6l6ciwQtXnlglM9KkgzadVcqUV62Q9r4VBefLPUxCBvjheCyOiMw1RmhZ6WQc1ygATAj9Q4K1Fi9ng34U4Q0ebhHUcdKioR3DsRZ7OxSjHjBUSiEOHeDt+6ow9DFkJwhnXvmlmzui19AWcrX8CJSP68pe4HNHqgYw+ZUDhNhtj3Qryjxlef7IfURKCN1dd8HDsC/aRFoCZBUt52KQBkKpGrbytFXL0gAIMDxnhDk0GBlDEnr2l/KZR9R2BoNj42UyZie5zIyXf56ojc/3CFvAQDmBBxAU3q2d0B3V6GsvDkORQTBoF8jOr/6dd+2bgJM0G83awXFft3/SkferRMGC60R02bvycNSMiZ/+lO+JuBI1JO09DH9OjmlNNPdMPSE75maFdFpQWAUYNFTJWyXjMnMHIBTPky7c5CJWZMhaNovkap/8q6z1tEX7li+WkuFlWKrrwexgXwNznpuCy5GtFO+vY0jBA4UdK944U3auSe6eXQ4RIwKX6yyCnHuuXmCfnQN6WPAQLHD8fNWx/WyNOzkLFjaVjloKMrjZF2B+4B8AO0oP4EEIqvsU4Bh8tcdRapqSGggBqcxZPGHBc0JyIY9h0YdzRgakn0rhzK/a/LQ8gI4YuWKprxg6LJPdz7KS6qXwvJZbnQevMDv1xze7EUI7mtell4D9SbRi/77ZUBS8qArN8URr3p4A8DE1V39SA+Ll5oOGKDTtcjt1ydI0PBxTZXf/oCLgp9Iw/AFWJ9aDkrnSjd7H3k6m4zZIT9MLhCwEqliUIusCkjGC5qaQyzpTisXG+Sb8EINnThoJQEElejoC+0EUwylZrf7zIAyHeQIp23PkToo+crZfVacBNIbOmBottXHZFqWE8mj84eRXaZAQA88uDmQzU1T772+5Xt8eOl/v7ngDz9YjVM1kOwurPJaUh9csjeGYj7Z7xp/KQf3YLFEbnlgRKZ+0tSpAjcJBuOyX+5Pk/O+k3HACDbUQWT7jcR4unhZyplLSKoUBdBq8kTf+VRAE3T9Tfer1YGPyvWkEusKwTHMQe65f5b82XXgbZmV+N1V7XNHq0KX38/INfdUaws8JInN1pKDt/DIaNg/NELvoB5uUbdCAhvvu+Xz2ZXJyz22Ee0Onz4niLZe0R6Re3n5FsJC8OFy8JqwbVpS1hyINrNhTtKNiw62U4rJlelQ1OvkAViXTivY0KeMz+EsF1++EdywVlHcxqc7DfKJQ/dkS+77dI8gPCqoATkW/87Mq30aikNbU68plz8DHIOl4kFM2SgfUSzEVUIgG99BACExGRLKVYuqrMMHd8eu2bIpGu8sNiNyRqEG1uzIazcimgFu2RlEC4HtBiN159biEt7FNrlgUkFKq0TDXqaKrQEXR79WaZsHitLg3NxmnkjRJmxF8iV3vtVRvuWItmQfpQeNHSDoDvEN8hX+Mg/KpGxHiewxOvYrw/CzV2aLUMQeNwBEKSBj3aDMEiU6meXAUA2mIOouobK/bBS8HMFXoEB9DTEV3MX0tcpThZsc6Gwv+eGQuTSgpgDL3o6FtaXL/Zm+M/5ECCX4sJuMONmfbmyZeGWAX8J/LfcDzEj3CbMwgmkEBPZX6Hr/A1W5M29yOY17bFlv3CSpfvDFuSbK4RPEgHBDX3R6g0RefSpSrhHIFAxgwAnTSB80zkBM9rKDeNyAZw7jnsygFvkqf/UyJ0PlSjxrDGp1lGI3LcCB0yY5BqMfYtUASBCWHwlCm5WmO+AsUyeMkU3xaWJ3zt4h/3DPwZaICCyC0x3AI4v84/nmIUix1WrRaY+VSaz3qjGIqzuR3LCB4Djmno7ufZUOMCg/BT8CBzgeNmEiCp8Hgv7oK9rF0RUeVSJEZvjovievP9FQMbfXCwbEaqurtClxin331YgB0EPzrpxwchgDKsAhu8hQPY/wf1uxjXJY48ZLK6/AumYLsjGIq3ufau7r7FHANwQWS4zy/8k31W/b1Sa9UfdM+AKcWnubXJU1vktukKY9yWN2W6zMGv9q+/65aZ7iiEqRbvixOFm5LAMmQY1zu5wcTC5VLYvuZ94zPtxyz+Ttub9d/ZtlwJAdiY7my8xBwFXVOuR+XnS5Ap54z1fPQU4E3X+aWyuXHo2XCFgwJDOAyN5QLOeyXXlRLRkRQwitzJwURAfmotf0IJedrsNccrMuwphhNGxol7zxWbfmC8rOUO6R9w1lc7ldRNo8ktZCMC/9epclfSzuYko+Zq22Oc44iT5/Gt0f6gAOCcRNvEAc6aKz9ic9ZLZxMR5iHDjsck9N+bJuYjZ2FELkaTq1NtlW9k/7A9flRGYwA1H91wEtTb8y+qdrg7IHX8zJyw3w+eOUZYS1ta4mR0y1FOO98jt1+YhUk7LAMjs6r8Ev5L7S8bKBooRzYJ69XQMlImFM5Ev8oBmxYh817/+AdaUEFczaATbZBT6alrlKjj2/+7sbOleZLpDGPPDMliO/mVaKcSn4NgTuIk2QIz7h/Nz5LrLcrF4Ma4x75i8JQDSkZ8BsT+pfhkjID6O8XyH1Sln5V4DR/6xcIXIw8gwx0nyHZrfpwvO48hkcfe0CohCWUHjHpSMHH5wpkzBomog3DjMd6r5u+lfG1KgywFgcgP5Um8picmdU8uVT6ARE5BnUIdjlUvPy8YqL1dFSODqqDMVto2r3pVrIvLMy1Xy1Is+8RE2ug6rAAASiUlEQVREzHeMLyC4pzMg+rx5PCei9LJ2Zf3XYXFyK3zrXnmzJsk4oX4vMHrFpImFcupxbhhXNG+QUP/K7TviBEr6fvUDRaDImQfuNaoc4E0Ct+7+dFi+84Z8uRCGIR2hi22utpz4S8rhiA03lc++rgUHG1NcBX36mNA22XCH/cZF17JVEeVzN+vNyrhuqo4uWdA1Xz+2AKHGkKkc3FNL7xZDii0J/wA92uWyNrwE4JVAL+nu6CvX5j8se7oObVYEyoXf8tVRuRoiULYh2dqTC8YBfR1yAxa8x4zxIGC34RbAthSXiNwPI6fHn6uMB8wGpfB8G96di07Lhh4wF6qHpgGQvn+VUiLPld0rb1Q9IeFYXEyJ29gsDvl11u/lQu+NAMDm/Rgb6x/Wr6xC5IHHKuXRZ3xY0Nctwgh4Z0GvT1eu7vCRbYnGjd1ff4fpEoOtbrR1QYqUYIA/9GSlzIAzOeNOmoU6jTN/myV3qAHU9AA3z0+nLV8MWo7NR8QIim/e/rBa+Twm9yRf+l4w6b7rT17loMxJN5lz7Oj2sA0EwNtggfgyALCxmI1cqHAl/iusdG+dmCt7DNmx+jMCw5aSqDz/So08gQXGGrg2MCxYgs7cUfN+3eTfFF0Zjuru6wvl/NPSCwDZBBpZfATx4UMIVLAIuma+J26EpTsWhiCXnJUjg/sjKgzcGdhnFJOugh73uVd88uJrVSpiSd2qi2Bnkb1HZcg9iLS09/DU+osAuAgxNR8sRkzN0FJDjBMnZHdbLxnf7WEZ6WjekES9E8j19/AzCBzxj3Jw76hsotBy2qKkIVdcmKNAsAAh0Pg+VFQSACvhhF4BgKmbHxww/Ln4rCy4c+RBZN/0/ECxqU/KkRdwJvwBH0S4Raya4oW+gIdkniR/9N4DP8aezVqxmtckb9mm9QjqcQskEC+/6UvolPFIZUE9/g+5cuVFcLNHMI90ereT25Du+10WAPlicwARAB97vlamPlYCk/T4S4HfbHihT/t1ltx2tRcRR4wBzkHEPzWvYWvKzNNpcHFSZmzQN96vkb89VyULl8AOje1SLh/mcDOycl94eo6MxQtCy8MdaT1p1qK5LWlciUg3LwH87p1ZDutV6mAaKzDkgSju2svyFUeRt4O5QNKbYnRa2L77qR9hqoKyCUYWfnBJ5DpopWe6D6hcc0REDJiG60qmrbn7pnw560RPWumc2Q+l4P4e/WeVPPbPSkMEijaz/sw1d+gBGQAy1BmGIGGA/6bNEeQRDMJtIohzcSKamyi4xuu1yzX/lycXAOjJvafCmdCScik4wCnFV8qqwMK6e6JuRc5ecnX+TBnpGtOsCJR1IGf6IwxGKFWY/UMt+iWpcqgbnfX797HLWRBDH3tEpvRDcIha4BXH3/Ov+upJIRi8YNzvvTIBRiYtSR6YF/D9mmfl8ZLbpDYKhbz5WLyTIzzIC+h9SPrYh7QaADn2VkDCc9WtpfI5udr49MUJiolwb7kmD1xqlk6DlBiArd/pcgCIsaEGCi0oN2DiWrJC5J+vVMrbsDI0uAyDSHbIEI6COOQSiGnot8QYoQgcpCYvytftWLF78b0XoZLMWJodDYRsG9v1ERzk75paIfMwGZuhnZK7nm3bHSGdrkQYtCP2d8Kh1wjt1NH1T64j9wkga2AB+sJrNfLae1XgsGJSVQN+gJKepEKu4qB9MuAL6FVWhTsazDkR1cIhfhMMeLYU0wIyIpsBBJuxLQPXUa7+QgBFizpesSqAduCiupkQY8wmf/0z0tac4FHGTEnN69BdjilyufcjZu7TL1ShnTRESszgCjSoLuDYiSFQdSRiRb9xsWKeU1d9xqE96RgP9GZwH4B/bar9pDjA0LfyYOmVstq/OJlsUuDoIddABzjKeUSLAEiAqAT+vPa/arl3eoUReKFBPdmOLIQF23M3F8A9C8ZwgvFXiWD5sJ5ONAXB5ZEx4sYrc+TSc3Lgy6imhcSvDXdoxfq1H3kBERO0LAIrVhbeDA/r5xiK+k+XoY59mxXhqmsafHDcLYZP6fhbSlRQhTqxbgxuUHYVgej4I3QapAZka9VhlwNATqqbMEl9/GVQXnm7WuYiDFcxJqogQlglr8r5Inhz7VLAVSr9nEC2GL/Ef6T4hPIfYbjgP8QBdihianYrNMRAraJuG5/MF5xtm/p4pfzjXz4kZ8UXrHODQv0AjUeGDXXKMYdmyJH4GwRTaYrhGjm9wdU77pCTL/uLHO2KVWFET4nKu5/VIPh3tdRShJXUtAL4O90NHdrJmGA7QofGuvKPkxL/WG8CNUOd0S0giH1GjVmMHHv3wSBp7kK6c+BHVWIAQDsi8hTISUgxRGvedClsUzUsp5+FHvku6MoNS0PWLon4W1WW7ar/O0XV++3tlj8B/A7a25lyLFDemkYwS8Pfy/3FY2VNaFG997TIAV+6godkZAoAqO6Ffti4OapUA+RoqdtkG+sXOrzDxQMuUhnQ9dFFykiYGz8LFxTAavfem7wqgERLVuKGL+C3Kqv9uuDSRL/T6MVr7y4TUP+9XUcBwFuXL4vjjHGNad1NiU8IqdBId9Z91DCn3HdLgYxGIPJ09GOuT+/0PepSAMiBXoHV+JtwCbhvZoWsWM3Ay1uN/nq9QVcBFXAWpzHihbF0M06hBdzg/g6ZCEswBjtmduuOBBACIP3obn8QerO3qDdrom1sC+Yn+gQxDQodzpn7jCCY6qq8HpHa6YBdw3qyXXzZaXTyw3xaFpbKT1iRJ/cd6/3H8xESDRNsc0YJ7VTVRm/L+pvDi1u2gb5lVyMc32xkWEhecNGHk9Fs6CCeblagtKD8+ZeQ3DalXBmQMI1OygMdDaej/4g9nBB9euVwBJQmx5SK6NMkKjnApaEfZUrpWFkVXJigG2oh3W29ZQKcyUc6WhaBJu6H9qxGNoinX6ySZ6C7pYi3MUmJeb7BrSWOUHc44MN6ehr8GFOxnqYl6OrIL+AAJyCr/dcJAOQdPdZsuTTvdrhCnIekvq2LRMExRenCf/5L8XQV3DvCarzlIgXVOadkyx/OzeqwIPF11Orce10KADmR0tH11gfK5fX3jKSl2949huI8C6B3FtLyXP1/OSr5aWte7G1/duNXsn1b4BP46LNV8renfVKpHHg5TTReuEbn6nDIQCdcCfLkyENcyBLRsSDOl5rtIPek0usAAVlHcq38vhiBQKYgjNjfnytPsi7kit0ihyEk2tTbvGlr9k0AXLYqKuNuLkEy1niSWfgIAk1UXsMHbiuUk36VXhwgRw77xAc/TcY8nfxouUr9FKLEBP1Bp/CG+mXzmIsXuhPtM8Il/weXAUpKmEmhte+IqQO8H0YwawMQgbJw8OLR3ZzkAKfLCGfqAMjLqQ9cAx/TWVgoPoVMC+uwr3S1RnfwlCYK9ec2uRC6tWux8O3ZveX2EACLY+vlsbIb5Yuq/0J+RMIZxQ6+7/S8sXJmzjWAv1xIl7jITq2wXyhpWAnjq/++Vyvf/uRXWS5GDXfCKjpThsBCN92kOqm1LH3O6nIAuBzm2Tf9tRx5wWBa3xSH1JD+W70U/AKTMiZdAuDJx2aqNCLM/t3al7vho7bnmC+EER0mKA8/5UOwbERRhPjN4DQwYxjVNiYtzCAmAPaGNehNV+VBP8PYhh0HgOYLvW5jRH6YG4TuKYKo9FYZMtghfVFHhm2jGPG/CGl1y32lUsqIHmwECifbYcg5NwUOzfuNcqQVJ2vU0OAAGb5uItwmPvmKRhhGh7AnuiNHI7NGHDcmPdMmcfFB/dlnMPZ5+qVq+RFJcplNhe+Qoe9DW9gcLljAjTNn4wA4mB91mAdqggzZHRxTNhgcLmRaWwwdIKxA4Qe4Jgg3iPhA5njp7ugtV0GEONp1ZIs6wIbPJQhuKo4hvF4t/Dmr5AdEVaLxkuIG1biKDy6jYbjcWPQOh35wEqzDD9nXqcTVHHvNFQKeT8rked9kea3sUbhC4MHxa6ywBB2TdYr8Ie+ubbIEJQ3IodNPdlPcwZ95GAvymTfTeC+aq5v+rXkKdDkApI5sxlNV8sRzFSqskDkQ65OBbzILRqnaxQd2GUxWWfKpfUb3YPJcOyzBcuW3iOXIRJItvQzGfdvvkxMVHZYXILP6R18G5EsEM2a2iFLo0WoZmxG/m+Ie4DfEbRTnOBCH0oucZx2bB4x13wBrz3/8p0peQvSQUnCzdnB/A/o44NTrltF7uuB8bZNfEJbrob+Vy1oEz04UdFHfPk6ZcReDTzuUg3bitzTZYfs4/ibDrJ6ityB0NpzAmJ17xG4MnJ0PbsmZluBNErL+TCm2fE1Y5i8MqTRWjJ1J0TTF0U60w4FJtzsMMAYPQDJcgN5AWFVyQiYXv62LQ+oAl4V/kskAwJWBBXgl1UuperUI8TSvLZohe7bgBtHUECAHxWgqS1eFoFuukQ8Qum0pVCM10DGzb9TiEdaaFuTMY9aIIQORMuiSXDkWgbBbw80alqDPyd9LbhV/DA9MFIuM8hwiV+ZPkT7WXVttCcrbGPU0+ofHpDPnoY6ei1iXzl66FAByoNBPaS70GTMRXuvDz2ohJuSKzxgs1FVkQGTjgoELIldh0NcNLjWYcAO1xfdunNMPE/PxR7qVIQy5v3TRn7GdXBVWY7IqBois3xhWvllLoH9avDwIMXAYK8aIyuJNAD/zpCykf3KrwLnbskJvq0HOifTrHwPyZ+QG/GUp/M0AEJxYKd5kn2TBVSAbAEiugxaW/gA6jkXNh7B8K0I4sVu9qi3pFk5MVRP1ZDDs9z6FT93j5RCHQgeNJngRJ/Tsk5Eh/Mws5bTckX2g6NnMB+vL8UVJA9vih48gv1MLRGwIdAQK9hf7gG3ZVuAzq0EAXBKCIzxEoGvCdUYw7PYie2+ZWDRTRmwjAPIZrL8ytkKs4NVQkXw31484pkEF9KX4zgJZLyURo4a55Ghw6PuMdKp8ea1535UlaO3bMh3xTMuSskLQxqCfY4hcDUvWIfa9W83FmjTS2/ahQJcCQJKILy9N1ldhFfvTgpAsWxFRJuluj126IaJDEaImMAYluTsOTgWCfMGV3J72n1DqAwCpK/MiXiijLOTAD40vgwJHnpomxZysuCUg0qeJYiuKS8rKw0jQSVcOK1brdrXt6DYQACmOug6ZIdYiMzx1ZpzkjE8saVXhN+Z+/Ct+A+Izqe+D0AEedag7LTlA1pZtKi5DVJVvA8p3i32yJ5LDHn5gBvqh8+hs+B7xzyzcN8c/t+a++fv2bE0R6NQS+AEGFxsP5hDAMwvtvQwAdLZOB9hYffiesH/I5RLcaSFKS2p+R9UAMysQCGml21pQJ4gvgivHlOJxhiVrfGSzHnnWbjK+YIrs5z4OAJhGJsCNEWkn+67LASD7jy8rBzV1AFz5ceDzheVqlSvY5l5eDnzzfO7zr7nz02m8sN7mxMX2s7DuJvB1dDvYF3QPuPm+ciW6rQsYzdmu+UJx7iiISCcjQv/oYellzZpcc9Kf/cA4ooyryewQFEPnYWJtaewl32dn2q8DwHGyOggO0AQPAqCjl1yDbBAjXYe3GffE/mEx3xVuzXed32/Le0JDGIZxm1ExUeZUf4p746bxYZ1h9cjvvZPkmMwLYAiDSA66pA0FuiQApg11dUXqUYBzAqO/vAfR9IOw9Jy/KKgWKvzenCzqXaAmQpqQILVMtk1+f042XCGywAmmf+xDtkm1i02LT4Tmtn4b9ZEpAp1cilBogSQABGkKEArtWopAndvPAbYnpWkIsyW6Tv5edpN8Vk1L0PgKFOOAQbHPyB0np+WMR0xQL8ZzfEC0Z4X0vVOigAbAlMikT2orCnD1Td8mJsd9GsYwX/0UkEqIbaOMKQZ5tPLJxMOM7NaGVR4j9Rx7ZJZcepZHRiD/HnVPGkzaqkc6/j4JIxiEQlsRmp9YOXBd1A1WoBMLZspwZ/OxQDu6FYYlaKm8WDFVXvY9Ui8mqBV5so7wnA5L0DvFa+3RKleIjm5XV3++BsCu3sNp2D6lh0H0keWIc/j5tzXy9XfQ1SIRbkU5InJEYWkLzo8JPrMzkRB1gBPm6BkyBiHdGMcxOTNBGjZNV2kbKGCKQFUw7PDSBABSAFAEABxfCDcIZ+vdILahKtt1ibIErX5OHi+bZMQEjd+Nvn97eY6Usfn3S0/roG2yBN2uiumLm6SABsAmSaN/aE8KkBNUQAiDhPJK5FSDNR4T4gZgGUp9jAtGSMzjxoDKhfB5yohbHGrOrz17pWPunXCE33KZrAstA+6R90PBho7wE/KntakO0Lh523/Cy1A+r31FZpZcL74IIjqYom/sDHaORGLfR6S/ffdWxwRt+5rqO5oU+H8AAAD//+2e7lYAAEAASURBVO2dB4AcVf3Hf7fXc8mlNwIkdAhCpAYsSC8KCvgHBBSxUUICoQkIAgoCSgmQUEITpYNioUoHpSOhSAkEkpBOcrmWq7u39/993u7s7e3ulG13u5f5JXsz8+bNa/Pmfd/7tVfSrSQudNFFF8ldd92VFKu0tFQ+/fTTpHACdtppJ6mvr0+6973vfU9mzZqVFD7QA7761a9KU1OTbTW//vWvp2xj2wcGyI1wWIQeGP8rKYlcBwIi/Ljm55P3FvjjH/8ol1xyieMDDz30kPlOHSP1wc2QhGRBaJ5cufpk+SI4X3PsGZLGlE+QmSNny5SKPaVC/xUydUiHzOt4RmbVnSp1oVXS02VLZGLFVnLGqBtki7IdpVz/9TcxnjOuO9F9990nU6dOdYqSdO+JJ56QU045JSmcgAcffFB23nnnpHvTpk2TJ598Mil83Lhx8sorrySF5zKgJF8AuOOOO0pDQ0NSWX0ATGoSE7C+AmDq1vBDs22BYgPAz0LvyB8UAJeEPtbJUA8Aji6bIGcqcGxXsUdRAOD7wZfkmjXTZXVwWewVlujsbULZZnLm6Btly7KdC6IehQSAJ598svzrX/+KtZd1UjAAeOGFF8rdd99tlSt2dFoB+gAYayZz4q8Ae7eHf5XfFigmAAxKUD4J/ldXTtNkcVA5SlEALNE11JjS8TJz7I2yfVnhA2CndMqHwZd1JXuKfBn6IvaCAcANFADPViDfqnyqlOm//qZ8AeDjjz8u06dPT1k9uxXggATAHXbYQRobG5Mawl8BJjWJCfBXgKnbxQ/NrAWKCQABjgWht+Wa1TNkcedHyu+O1lkXghEW6ByZUvmtglg5Ob0NA4Cdr8g1dTNkRefCXvUYXz7JsEAnV+xeEPXwATDyJj2xQH/961/LPffck/TunVaAPgD2bi5/Bdi7Pfyr/LZAMQEgK8AFXfPk6i+nGRlgtyUDVAAcXTFBTi8SGSAAOD/4hly95mRZqgBoya1Z0G5YsYmycm/SFeCuAxoAH3vsMZkxY0bKzl20K8BMANBuwPdXgCn7hvgrwNTt4odm1gLFBIARJZj/ytV103UF2FsGOKZsIzl99HXy1fK9C4J16PQ2IivAV5WVO11WhBbFZJmwQMeXTVIgnyMDfQWYCQCedNJJ8tRTTyU1bcHIAO0AsLKyUj76SFkWKcgOAP/v//5P/vCHP6R4YmAH2bWHVWsfAK2W8I+5aIFiAkBWgJ8F31EARAYYB4AKHGMCG8jMMcoCLS98FihA/lHwVV0BTpdlwc96vcYJ5aoEM2qObFO+e0EAeb5YoI8++qiceuqpvepuXTz88MPCOJhIdgC44YYbyksvvZQYPafXWbFAnRDabsD/xS9+Ieedd15OK1EMidm1h1V2HwCtlvCPuWiBYgLAHhngqbKo88MY6xBO6Gg1gzhtxHWyQ9XeBcE6dHo31OMDZIBrVAYY7M0CHV++icoAZ8u2FV8riHr0BwC+8MILsvHGGyc1oR0AbrfddvKPf/wjKX4uAzwB4AUXXCD33ntvUr7bbrutPPLII0nhBEyZMkWam5uT7p1zzjly4oknJoUP9AAfAAf6Gy6s+hUTALJy+iz4rlxVd7ICIBwlRT5ID8PLxhjlkR0r9ykI4IgULPXfmAxQzTmWKQDGK/NMUAA8c/TAlwGCB6eddlrKBnrvvfdk8ODBSffAg6effjopfM8995Q77rgjKTyXAVkB4B577CF33nlnyvLYASDsT9ig6xv5ALi+vfH+rW8xAWCXdMlnoffkOjUg/7TznZjsjBYcWjpKDeGvk12rDlQArOzfRnXJPSYDXD1dlocXxcw5WNJuEFAZ4OiBLwO0A8CKigr5+OOPU7agHQB+//vflyuvvDLlM7kK9ASA559/vuAVIJEOPfRQueaaaxKDzfX2228v69atS7p3++23y1577ZUUPtADfAAc6G+4sOpXbAC4pOtjuXbtafJB++s9wKFNOiQwTKaN/IN8o/owqZLqwmrkhNKwkv04+JpcuWaargA/j18AyoTyTdUO8EbZuny3AS0DtANAJ3HZCSecIM8880xCa4r0hbgsKwD82c9+JoBjKrIDwL///e/CvfWNfABc3954/9a32ABwWXiBzF47U95tfVlXgOofD1tAZYEOKh0sPxv+W9mv5liFv5r+bVSX3C0Z4LVrTpXlCoDxCLiBAuDMUdcPeBmgHQB+5StfkX/+858pW9AOAM8991zhXj7JEwD+6le/kvvvvz+pHL/85S8FAWYqQoDZ0tKSdAutHrR71jfyAXB9e+P9W99iA8Avw1/ITQ2/lNdb/iVhABBSAKwMVMtPhl8gBw3+mQySZPlRJGJh/AUAPw6+rgb9rACTZYBnqCu0rdUTTCH4NM2XEgwgN3PmzKQX4iQuY6X37LPPJj3TF+KyrADwiiuukCOPPDKp4ATYAeD//vc/GTRoUMpnBnKgD4AD+e0WXt2KDQDru1fKrfXnywstf1MA7Io1aGVgkBxXe658p/YXuv4bEgsvxBMA8KPO19QM4hRZiR0gCK6ES7dxageIT9NtKnZbLwHQSVxmB4B9IS7zBICYLTzwwANJfe7WW2+VffbZJymcAJa8ra2tve5VV1fLBx980CtsfbnwAXB9edOFUc9iAsCwhGWtAuAdDRfKs+se6gWAFSWVcuywX8ohQ05U+BtWGI1rU4qIDPB11WY9RVmgn8WUeYwvULUDPGvkDWYFOJB9gWK2cPrppye1kJO47Oc//7k899xzSc/0hbgsKwD861//Krg8S0WpAHDChAny73//O1X0AR/mA+CAf8UFVcFiA8CG8Gq5o+liebr5XgmHdQUYlQGWBSrkqGGnyfeHnKoM0GFmNVVQDR1XGAz6Pwy+IlcpC3RlaHHcHdEV4EQ5S1mgk8u/NqC3Q7IDQCdxmR0A9oW4zBMAIozEj1si2Rk2Ei8VAKL8Aqqvj+QD4Pr41vuvzkUHgN2r5c76S+SpdfeoUUQw0nDKQQQAv6vsz2OGnq0rwBES0H+FSpYM8EoFwFUJLNCxygI9ez2QATK+n3HGGUmv6Pe//70cccQRSeEEsDp8/vnnk+7BLYRrmE/KCgDff/99qalJrZmVCgD7wrAxn42VTdo+AGbTev6z6bZAMQEgsrJmqZcH182Sv6yd0wOAWunSkjI5aMjxcvywC4oGAK9SM4ik3SDUGfZZxgxiYCvB2AGgk7gsFQD2lbjMEwDivYXdo+PJyQ8o8fAS09bWFv+IMYBfH/2A0gg+APbqCv5FnlugmACQpmiWRnls3W1yV/3l0tndHmudQEmp7D34CPnJ0ItllPoFLfQV4AedL5vtkFYGF8XqwMk4tkPSXS22rfj6gFaC+dvf/iZnnnlmr7pzYecHlHs//elPBW5iPPWFH1DyyxgAx48fLy+//HJ8mXudpwJAbDpgp66P5APg+vjW+6/OxQaArbJOnmm5R25tvEjag+pAAxmgUklJQKYO2l9OHv4HGRuYKKX6r1DJOMPufFWuVKfe+AKNJ3yBnj3yRtUCHdjOsO0A0ElclgoA+0pc5gkAEWD+5S9/iX+fRsZnZ9hIxMmTJ0t7e89MjrB8GzZ268Zbn3/+uaxatUq+/PJLWb16tTmuXbvWmF4MGTJEhg4dKsOHDzfl22abbYQ9DfuCcgWAX3zxhcyfP1/WrFlj6kcdOzo6ZNSoUTJ27FgZM2aMoGwECzoQKFx5CW2Op6ClS5fKsmXLYkfeVW1trXlHI0aMMHXaeeedZdiwwtQAZNPnRYsWmX4W3+eCwaDpa9SFPrfBBhsYhTHeU19QrgCws7NT5s2bJytXroz1ubq6OiP6oK9ZP773bOrWLq3yfOuDMldNIVpCupF2VAkGN2JTqr8hp42cpe7EtsgKAPlOli9fHutr9D3GiqqqKqGvMS6MHDnScGs22mijtF8TMsAPFQCvUTOIFawAoyCONUQuNsTlXeBPc8WKFabcvJOGhgbTv2h7frwPvhc70ZRVqXzZAbLSO+uss6xsYkcncVkqAOwrcVnGAPitb31L+MjsKBUA4tcN/265pK6uLnn99dflySefNA5V6dBeCT4z9orsxPCDH/xARo8e7fXRtONlA4Affvih2S/rX//6lwE/L5nzIRx00EHyne98R3baaScdR6yv0cvT+YvzyiuvGP+xb7zxhjQ1NXnKiLLTn3bbbTf59re/bat57CmxHERi4GH/Mt4H9aAPeiW84e+4447y3e9+V/iG8vVesgFAJiYoJVA/Zu6J5kyp6spka+rUqaa/HXjggQZQUsWzC2uXNnmt7TGZU3+WNIbWxKJhQ7dV5Q4KgLNlUtm2absR++yzz+RPf/qTeV9MFpkkeyFYcLvvvrvsvffest9++3maTAKAud4Ql7716quvGi8qvI9UGwwk1qe8vNx8K/vuu6/sv//+ZhKZGKcvAdBNXJYKAPtq27yMAfCwww6Tq6++OrFdY9esrphxxROevUH2XBCD0PXXX2+Aj1lQtlRWVmYGV1RyWT3lmjIBQD7eiy66SACNbGjTTTeVyy67THbddddsksn4WWTBCMdxnP7pp59mnI71IEA4bdo0+cY3vmEF9ckRFW/qwCzc60DqVLBJkybJcccdZyZfrEJySZkAIIPtn//8Z5k1a1ZKP75eywdXhXohC/Lq9ALwmNfxnK6epktd18rY4gkA3LhyK7Whu0k2K/uqJxMC3g3Azbv6z3/+k/W74j3hsPnwww8XwMWOrBVgrjbEZZJ18cUXm9W3XZ5u4TihRsnklFNO6fUu8gWAmMadffbZvYrlJi77yU9+Ii+++GKvZ/pKXOYJAJk5Jc7WYes4sTwWLlyo9jxRl0bRqsGay/ZDhw1w2223yY033uhpZtqrVT1cMJOl8VHlBRRzRekAIIAxe/ZswRMCrLRcECuNo48+2rChU21Jkos8EtMIhUJy3XXXyd133y2wCnNNrGwZrPPtWg91bAai//73v7mugklvs802M/XI5cQrXQCkbmx8beexP5OK815+97vfyTe/+U3XxwGPj5R9eJXuph5RIIms1Pi7YcXmCoBzPDmSZqJFn1u8eLFrnulGYCC/6qqrzMow1bNGBpiDDXFhMdPf2F09VwRHCIcm3/ve90yS+QJAuAeJXDhA2ImlzGIm0W2mxZLOVf3t0vEEgHYP93U4szo6BnKwfBOD0Zw5c1Ju4JhJ3l4BsL6+Xn70ox8JbM98EB8xgLTJJpvkI/lYmkyYWKVlu3qNJWhzgowNG6MDDjjAJkbmwYA2bHv84CZO5jJPNfWTTLZYMeVqr8x0ABAvT/j7zcWqNlXtqBOa5E4EAH4Sekuu+vLEXn404ViOq9hYZo6+XrYv28NWg5L3Qz9A3T6fxAR5+vTpMmPGjCT9AeqQ7Ya4TESYgDMO5INYCdLP8gWA+ShzPtMsGgC855575MILL8zbR5qqkVFcQPmHrTyyJS8ACEv3hz/8oXz0EZuC5o+oF44NOOaDmKDASl6wYEE+kk+ZppdBNuWDNoEMQMccc4xnmatNMmkHw3lggM2WvALgJ598Imx4nS/ws+rBJql2G6USh9XTgtA8uVI3k10SnB/zowkAjigbq5vJzpEdKlJvigvHhHZDRtZXhHwQsI1n8QKARgaY4Ya4KIoce+yxWbGfvdQf9jQT4N/85jeO0dkCD7nuQKaiAMD+AD/rpW+xxRYGLGD5ZkNuAIjZCCxDNDz7gpBrAIJObOxMyvH222+bGSzanH1N+CBkZp4t9Rf4WeWGbQi7OhvyAoDItFBbzzf4WfUAaFF4SEXWprjX182UTzrejgEgcYeXjpEZqgU6NcWmuGje4kwZ8OhrYocDxDGWqAQARAt0VgYb4sJ6ZsKVC30GL+2AxngiqzLxOR8AE1ukH67TBT80jlD6QNuOQZ4j8i9U1fkhm2SFkqig41Q12Gs33XSTUxTXe24A6JpANAJ1gZ+PfAWBPAMAHTmRh+4lPdi8DIC5MgVBI5LZJXJar4RMmLahTmjhMqNG+YeJAO8rHQ1L8swWPABuZuHpTETgEDCjpq9NnDjRaN3xTig/P/occnSvxPtA4QbN10zJCwB6TRttafob7wjWNn0OM5x03w19l+8IzcREAgCXds1XJZhTFURej22KiwxwaOlImT7yStm96pBem+IyUTn44IONWUBienbXsDDp9+gj0N8wfcAMBwCCY5FoumWXjhWOTI1NwalbxBl2+hviIgM75JBDBNlfOkSemAcBZphvAJ6YeeSKfXrvvfcabdJ0ylRscQt6BcjWSXQwLzNUPlIGLlhhdAYnYoC++eabzc9rh0cOlI0WZTYACKvyxz/+saDWzIeLUDmRGGgfffRRYUPKdDQtUXxACytboh0xu/CqfEBd0CTGFCCejRRfDiYpDEqwmpxsTuOfATzwWkR7Z0L0n6efftrTo5jQwNZDVd6N6Mu09bvvvusW1dyHxcbkL1PKBgBpQ1T/YcdvvfXWKU0a+IYwlUBRg928vX5HTBaIn/jOAcBl4U9ltq4A321/RbpRoCvR2isCDiodIicM/53sXXNUr01xWfEzUfBCcFgwdQJ87cydkCMyOaavoWTndSKHcgmrUEsGmO6GuCeffLJn9i2ghxY0gIm5SSr7WMxWYG0j26UuiR65vLQXcXwA9NpSeYoHGwgbPzdiAEfhwg34EtNZsmSJXHLJJeaDTLyXeM2skY+NDpgJZQKAsF9PPfVU09G9rtKYLKDkgkKAF/stNELZjNJuUPBaV/aGvOWWW1yjow3229/+1gCfa+S4CKhJAyAYL7sRXiRY2ab7rl577TXDhnJLf5JyFmDneQG++LR4N7CdcQfoZZZOezJRyIQyAUBWR6zg+Z6ctPYSy8N3hJML7NW8UCoVdwBwVXix3FB3hrzV9pxukNR7U9zjR/xavl3z09imuCjE2bFT48sA0KL0Qb28fkM8j0ON888/39P4g9E539CwMcPS3hCXyRaTLi8Eh4G+k85EnBU7rExWqelqlPsA6OWt5CmO147hJlz3Ujx2MPaywkAhBiPmTChdAPza175mVqiZmiwAFAxksBPdCKPsa6+91i2a7X1WN6zm3FhirGqQmbBaz4SYyWLP6GVl5OR9PlXegBPt4LZfJVq02DploxjFCh3WnduAhJ0jdnmZULoAiOgAkxJWFZkQ7Td37lwzQLs9j8yMlSMTPIusPQH/WH+RukR7sPeegIEqObb2bDm49kSp1S2RYPezksMjihPxjhj8YUtnQtSJVRQTL7e+Tf+//OrL09oQl3qw0oYF6kZwwuj7mX47yOZPOukkw7p2y8u67wOg1RL9cGTmyyzMiWB5soLLlpiNk5/brDwbTcN0ABD2BvZGTka3XuqMbAOPCm7CbtJCgy5+QPKSPnEYGAAON81VbPbwyJHI+vKajxWPQYnZvJMfWuIiryKO11k/rGMnLUXSRF7EgLj55ptzmRVhq8bPiQAKBq5MJkHpACCmJLCZd9llF6fieLpHv4V96EZ4KMLW1SIAsFnWyl2Nl8kjjXfoVci6Zby/fG/oiXL00F/qjhDD5eILLzZcjliEFCdwg3hX6ANkS5STyYETwW149MlHpWvSWs8b4pJmfBvYpc/YhOzUa1+2S4cJA6tmr/JtHwDtWjLP4SgMuKnf0rHxlADbJhfECpCVoBNhsOxVPpSYjlcARCaGx5x02XeJ+VnXANOhhx7qutrIFNy9DLSAEe+KgTYXhBIGLtHcNE1hBbOS9kKwNPngnYgByzIkdorn5R6rP1aBbvJaTGOIly55eS+kyfcDUDBByRUxkWBC4UTIsVGasvpEZEukBnm4abY80HithMKqSBWVAQYCpbL/4B+aLZGWfbhaDvvuYY56AdQJObDdZt1O5Up1D9kgGpqU14lOPvVk2f+UXT1tiMvEkRW+2+R0ypQpZhWbrQMRq9zIOPl2vIhHfAC0Wq2Pj+waj9KHE2Es7mbH4vR8qnuAD/IMJ8JQlZVAuuQFAGFv4NM0HfmLl3LAOoH16ESwi3Able6EgtUfLFAngr1KvFwSChi4eHIiZMhohXohVsqstuyICcmbb76ZUiHE7hm3cDvHwfHPZdrPvQJgrrgo8WVmArvXXnu5DrKXXnppL5nrOt0S6Z9Nc+Wexj9IZ1gd6ccAMCBfr/munDzscpl7xZ/kjtvuiM8u6RxlF/p8LonVE8Dh5NFo0paT5NpHfhMFwEUxUw7cuY0rm2R2hN+6PLIfIIpAyEKdiD6H3gH6B7kk5NBeduXxATCXrZ5GWgj/UapwItgsmcor7NKlQ9IxnQhNy0zU070AILtuwKfPNSEIZ0ByY/HCovTitsoqH7PJPffc07pMeWQljxwmH5RqI834fJioMGt3Yx3BVkWj02lWvOWWW5rJSXz62Z4jb4Td7UTIiJCtpUteABDFJ/o7u6TkmvCihOKFEyFPj99lplWZoI+tu113hv+d7gnYFnuUPQB3H3yInDjsd3LEXj+U5UuWx+4lnqAViUJKJpPUxLQSr2ETX3755YnBPdcVItc/dok8OOj3uiFub/HN+IpNdUPcG9SdWwQA0RqlnE7ExgF4IsoHedF29gEwHy3vIU1WFNhOOREaeG5bfjg9n+oeGlaYRzgRK6l0tf9Izw0AEdQzGLkN1k5lc7rnReaEYTQyHK/EwIyyiRMxaOyzzz5OUTK+B6uYVYQToS2I9pwTwY5k5e1EmJ9kqgBlly6mA8zundyscd+LglZiHl4AkP7OyjcfxGQCbUWnSQX5ot1rcTzYE/Cp1rvk9rqLpb27JVasEgXAXWr2k31W/lx+fugpKniO3Uo6YVKE9mY+yHXCUi5y2uwfy1vbPSSrQotjbFpWcmPLJqo/0xtkcsXXpGF1g2HNOynWwImBE4bSVT7Id4UWadWCtgPMx4t3ShNHurhUcqJEto1T3Ph7bgDIlkx0ynwR2qCsJpwIEIa16JWQhzl54GAWjhmL5SnDa7pe47kOSJoQbUrbFiqxgmYlbUes0ryYAiU+7wUAkZPlUvaXWAZMeOCYOFG8XLVNWuSZdWyKe6G0hdZFWKDm4RLZZfB+Unb/pnL3rIcdARDZIzZ/+SAmKkyC4KikpDKRY379HVmy70uyPNhb+3qD8s0MAG5TsZs89fhTru7umDxge5wv8gEw0rI+AMb1MGQ8Rx11VFxI8qmTO6fk2D0h/Q2AlAQZhpO3f2aqGGp70TrEzAJXUE6UD/lSfH6uA5JGztYzTHx++TinjZzs52BPejWejy9fIQAgmsUYeTsRPmNxxA0BgM+23Cu31CsAdjXHABAW6A7Ve8orp66QpW+qt5Rw6hTRzkXZKp/kKCZRFug+J+ws7T/40GyIq5+TIeWwmw1xzxrFjvC7yTVXXONqM4vTf7Sd80U+AEZa1gfAuB6GgssRRxwRF5J8mqnnlEIAQGQyyGacyKvHGy/sR1ikbqtOp7J4uYeMxMl2D+UbWLuFSii5OJl0oCX5zjvvpF38QgBAPPkgW8XHrR3Fe7wBAF9ofUhu1l3hW7sa4x7RTXHDO8vTP10gwSXKZ7RhgaLizwQ1n8QKEzvQVBQuC8u4r1fLlwe+Iks7F6omdyQWALhhxSZyhgIgMsDjjzlecLrgRNxHezpf5ANgpGV9AIzrYQMdAJ944gmzMWZclZNOvQI88dwM0pFhIDsrVtJxK0bRsSx2nauTgQyAtBF+dJ1MPXAyP2/ePNOcAOBzrQ/KbfUXyLo4AGQFuGHLtvLvk5dJaJnyGW0AkMkQiiP9RTFn2HXTZUVItUBBPiU4K+NVC/R09jQsmyq7TNnF0Xcvcj+nSVEu6ucDYKQVfQCM600DHQBxLODmWgulCJQj3AhtVSd2U6asO7d8++I+w1aX/lkXDEtLqFtqykpkcHlAShUFcw2EAx0AvdgEWhOldmlVAHxA5tb9Slq6m2NtXVISkLH1W8kbM1ZJcLk9AGaqoZ2rPmVtiHvl6mkKgAt7JTu+bBM5e/SNUvHFGDlov4N63Uu8wByLFXw+yQfASOsOKABEqwplD+RcOGVmd+L4H660rFlZqs5FXCd2Gs94XSElpl8ILFDaB61Cp50wvH58sBWdWHN4FcHAuhgprOC3oq1L7vu8ReY3BWWr2nI5etMaGV9dKoEEBMQYn/7Gj3PcW8X3OSf2H23Dc062ZcXMAqV+N9xwg1x99dWc2hL2kHwfHSoFfLb1PpmrK8DWkCqa0Nb6LtCIHL56orx9ZoOElqZmgaI9zSbS2XpPsi2khxusAP/X+bJcoyvAlZ2Le7FAx1VMlDN0Bdgyr0x+fPSPHVPDRAIH2/kkHwAjrVvUAIgSBBpy+BVkMIbV4uZfMdtOVcxKMNTdTesw0TbLrr3wYsHWK3bEzhAMfsVIHapk8eTSVrnsvUZp7AzL0IqA/Gr7oXLghoOkqW610WxEfR/wwitNPinTlXQhyABpFy+a1Zb9qVkBttwvcxviAFDTgAVas2QD+eDXrSoDTL0CROMYDk5/EgDIhrhXrj5RlWAW97ALFMTHl0/UFeBc+eKFRplx4gzHYqbrx9YxMZubPgBGGqYoARCgQ1kD4Mv3AJTYf4odAHGrxUzZjvAH6mVn7a222spxsuGVlWpXjv4MTwTA2vIS2avlQ1nyxD3yxsv/drTby3W5ix0AvTi1Z6LEhCmmBKMs0NbuHlMDWKAVn4+UTy/qkqCNDBBbQiYl/UkxGeCa6bK8a5GuXhX5IJUBblCqMsBRc+TjR1fIr86KaL1Gbib/zWYXkOTUUof4ABhpl6ICQDyZoMkI+DkZkaZ+5bkJLXYAxMwDcw87wiXaK6+8YnfbhPMe3OzH2IkCdnExUjwL9MVPlsiCfz8lbS88IIGmNTqo2ejg56mixQ6AmHhg6uFEeH068sgjDQC+2PZXuXnNebKuu7FHBqgsUPloqCz+XYktAG6zzTZmQuyUT77vedkQ99W7P5LLL3HwJqOFRLkM7dh8kg+AkdYtGgCkU6DlZWuEms/eEpd2sQMgquJ4R7EjbADfe+89u9smnBU42n1ONGPGDGHD0mIk5u1Lli2Xcy78jbz69rsiHa0SCKpvyrCqH1qz+j6qWLEDIH0JZ+xOZH1TyACfa71fzSDOUxlg1BBeXwZalKGPq2XZ7ysl+EVqGWAhyJxZAX7Q+Yo4bYj7/C1vy5xrnE2RYBuzp2U+yQfASOsWPACitIIxM3ZnhUDWx5puWQpBCYYyu/kAZLBx20OQHSbYzsaJ2IT0lFNOcYpSsPcAeJyxr1y1qqeMfQx8VsbFDoCw2912s2AXFrzGIAN8sfVhubH+lz1KMKYhFAA/q5QVV1RL50IFwBRmhfn2pGS9D6cjAPhx8HW5RrVAlwUX9pIBTihXO0DVAv3nrBfljpudxzLYxuw8k0/yATDSugUNgLA5zz77bCNIT7cz4EIKH5D8xo4da/ahY7cFthWxc82F5qibL9BiB0A3tXva5pNPPnFs7gULFpgNSZ0i4VJu+vTpTlEK8h47QuBP0kkzM1XB2VAWORT9jSP2bfQ1+hz3mFikottvv11oTzsqdgD0YlpkTZY6FALfbHtSrlt7ujR0re5pEl0FhpdUyfIrqqTjU3W3Euy5ZZ2x7RXbX/UnAYAfdb4mV685RVZiB4gKqxK7QYxXGeAZo2+QZ+a+KTfMclYOwx1hppv4eq2/D4CRlipoAGTlxwDhhRhsYMuhnchsMJMdu718rMVsBkE7YihsGR6nalcv2nRe9mvETpDdLYqJ2JmbPtTcrG64PBCKQMSnv7H3nN3EyikptwlJsZtBvPTSS3L88cc7NYHZ1ox2iLAQX5ZrV58qK8IKIPGr7rVVugKslNZ3KkUjJhEcFswp+pOCiswfBRUA605RLdCFsfIz+ZmgvkDPVGfYr979oasMEOfnud4CKbFdfACMtEjBAiCDNG7JnDzlUwV2GMduhg9oxIgRie85rev1AQAZsGHx2RErGCcZIc91dnbK1ltvbZeECc+3H1DHzDO86SYftZJF3sTqNp2to6xnE48DHQC9eB9CsQ05IUoki7r+J9eoFuWCjncjAKILZ9ZRgbZyWT2nWpqeq5TutuTVdF/4AU18d4nXAOAHnf+RK+umyZfBJXG3S9QV2uZy5og58r9HlsivznbWAu2LbYh8AIy8noIEQAZYZExusij2aEOFOlf88vUBAN3s97xuv4PHfRwL2BE7ReDpv1jIy+a0GFvj2WTatGlpbxxs1w4DHQDZ78+NE2BtmdWlPs5WhVUMUXeuvK6s0LDl9VoRMBAukzV3V0rjw9USblKt0Ah3MdasXrSXY5HzdNKppvxvdTwj1ysLt65TbWSjOA0LdGLFNmoGcb0sfK5OZpzkbAfom0Hk6QWlSLYgARCXRgjFnWjSpElmnzQvOxc4pRN/b6ADIE4C2MzXyYQk3jlxfNskniNzgWVoR3vvvbfrLvR2z/ZHOE673SZcl1xyiatKf7plH+gAyCRo9uzZjs2CxyBW1QBeQ/dquafp9/JY0x/VHV2PsK+kOyCNT1TI2j/WSFddadKOEHCC2Ee0P6lTZZivtT0uc+pPl/pgXawoJeo+aPOK7WXmyNny5Zutctyxx8XupTph0123XWlSPZdOmL8CjLRWQQIgW6g4GWMzEwckkcHkkgY6AKLccuCBBzo2GfdvvPFGxzjcxHB5/vz5tvE22WQT1x2vbR/u4xt4dGGrKCdCk/H66693ipLRvYEOgKyW3TYb5j7cHKhJGuTx5tvknobf66a4PRwGVlHrXiuXNTcMjjjETmGOme8dFNxeMAD4avsjcv2aM6UxvNZaABpuwTYVu8rMEddL+8KAfPsA576GBvJFF13kll1W930AjDRfwQEgfhR33nlnI2eye8P777+/q7am3bNO4QMdAL2srL3a72Hj949//MO2OfHfiA0YM/NCJ+xLb7rpJsdi5svR8kAHQLeVNYpDrNwqKlS7UwlbwBfb/yI3rz1XmoO6JVIcG7HtgzJZffVg6Vyc2hYQUylc/fUXtakZx0stD6sd4zmyLqxlj1GJfLX6m3LaqGtlTHiS7LD9Do7ig76wafQBMPJyCg4AUcBAGcGJGKxQ5sg1DXQA9LIfoFf5AyrnF154oeMrYN80tCMLnVDAcDL+h9OAMkc+aCADILJ8ZMVOLHfus8eeRWiCvtX5lK6iZkpdUFnslr6LalIGlwZk1WVDpGO+gmUKW0BkjWgf9xdhx/h8y4Nyc4O6crOceWth8GU6ZdAeMn3E1TIhsLkcfeTR8tZbb9kWE9MXfBvbmc7YPpjGDR8AI41VcACImzNrh2i79wl7FJ+VuaaBDoBsDusmJ8ENmhcTEi8GzpnaTOb6vbqlh9xzVbzRe8ID+XTsPZAB8LnnnhN2fHciZF3IvCxCE/TD4MtypdrSrehchBvNCKnSS7iuTFZeXSNt/01tCsFWX0zg+oucdrOYoivAGSNmyQaBzeTySy93dezx0EMPubobzKaePgBGWq/gABA5y7XXXuv4bjGRwNA41zSQAXDp0qWyxx57ODYZzgPYXcMLMaufMmWKtLa22kbHnRNunfJJON1+9913bbNgVYCZjB1hZsMKz2mVgh2b22rXLn238IEMgLQ9WqBOdOmll8oxxxwTi4Im6Oeh92RW3anyaec7qu3Zo+5Z1l4pS6+pkNYXq6S7w0LG2KOGjUr/zcfYYOXCXploraaikupu2XHaRtJ28EfSEl4Xt3gNyA5Ve8lpI6+RsYFJ8vgjjxtt4lRpWGH5NiPyATDS0gUHgKwasINxIthRuVaAIT8+nqOPPtop67ztB5hvQ97bbrtNLrvsMse6pTuDdhu8yeyZZ56RTTfd1DHfTG/W1dXJrrvuGjM4TpWOm2NhL0b9sNvdZISp8vYSxuCP8oYd5dMQni2T2P8xH8Q+iMiy3DzqwP6EDWoRALg8/LnuCXiuvNHytFo79Gi7lIYq5MubKqTxyWrpbkkGQNLAeYbbN2zllcnRyY42UNMth1yxm3y+/fO6m4X6Mo0Su1nsUrWvnDLyKgXAibJ65WrjPKGXob8VOXrEIQXjUSbOFRKSSnnpA2CkWQoOAPG0wqDlRGywedhhhzlFSfsenZGZPrtTO1GmbD03X6DkiRs2FHxyTZg/oIzwxRdfOCbNyhs2qVdCxoerOic64YQT5Nxzz3WKkvE9NxszZCjIUpCp2BEgykDtRF6cAzg9b3ePXTkYrJ2cPeTTFRo2n3/7298ErepcEyy8c845xzHZVJrCAGB990q5reEieX7dg5G2Aet0IVgRqJTVD5TL2nuqUtoCkhlcCeqUD1qyZInjhCEwuFt+9qeD5T8j71dJZpwGqwLgroP2l2nD/yDjdAWITPC4446T//znP47FzCeYY88aL3tNVZD77rtPpk6dmurWgAkrOADEZsjNgBpfjeeff35OXwKbcv7mN79xTTOfADhmzBh56qmnhFl/LgntOFhNTkSezDjxW+mVUHLADRggYkdo9yGzzYdvQzdzGWxFkUM5ERMfVPCdWKAAKWzWXNqcou2M6QWsaSfKJwCSbz4UR2CLYwfqtldnqryxBWyUOmMG8Vjz7RKybAEVAMsC5VL930ny/qX10tUQSLIFtNoxHxNk0nYcIxSkA7VhOfOxY+SRrrkSDHdEFHi03IFAqXyr5jD56bDfypjAhgYA2csUjWsnYhWIX9BcjweMMV6UhfrCI41T/fviXsEBIEax5513nmPdUYBBLb28XNWhc0C4BmPl09GhndaFmNWyo0K65GUFSJq4f2NH6FwRe/cxGLmxojKVObBqdLOPg80Guy2XBKhiY+bERkKbmAmLG7kZ9fM8kzK82+SKcADtZaWCj1unDYztyuNlR3ieZcLz+OOPC6uxXJEX43dWnayAcFQfTziQXqe2gH9ZN1seqr9Ogt0932RpoEy+2rqf/PVHb6Q0hrfSGTVqlLFBdVr5W3G9HnGUf/jhhwvfU0pSPJ686xZyyM07yt8bb5ZQWI34FRShgJTJt4f8SH447AIZXjLaACBcmd12280+vcij8sMf/lB++9vfRq+yP1B+2Lhr1qxxTcwHQNcmyn0EtBS9sOFyteEqZhfsXNDQ0OCpMpk6efYKgBQi1czYU+ESIuGqjA/Iyfm19Uime5AhQ8O9Gh+0E8EGhR2aC3r//fflBz/4gaMtFfaHvFsGQzdCSebZZ591jMYsnEnXhhtu6BjP7WZLS4thDQI6Xontp9JZmZOuVwAkLq4E77zzTpkwYQKXWRFG7fhJdWLrkgH2enZbnLVIszzSfKvcVX+ZshJ1H8YolSh0fKPmYHn19JUy/9VFotxSW4Llj0OHXLB3mTwCfgsXLrTNT4sm1915lSz4yjPy5Lp7tP49hSsvqZTDh06TI2tPlyEyXHExgozI5JHNuxEAyHecLbW3t5tJI9+FF/IB0Esr5SEOToaXLVvmmvLcuXONbMs1YooIfKCsXvAl6rSKSHyUgddNmSTxGa7TAUDisyK7+OKLM/6AUUJgpQoLxY0AsD//+c9u0Wzvw161G8ziH6I+yD6yoRUrVhjHyQCvE7EXIassL+QmS7TSQL6EbCtTxQQ4DbBtP//8cytJT0d2VU9cKbk9mA4AkhYawOy8ks0uBJSTiSmscSeCpfzggw/aqvm3SYs803qP3FJ/obRbG+NqgiiTfLVqD9nxo+/Lr352iSMAkj/ee1iNZgOCfEf0WSdFJfLacZcd5cb7ZxkD/pdbH5Vwdw8AVgaq5UdDz5HvDDlBBkuPeIPVGIpntqtKElbCqQT1OOSQQyIBGfzle2EC6qQxnZisD4CJLdJH114HVGb5DPLYGrHvmhdC1oNcCHshzB7SpUw1AtMFQMoF6xKXSOwvlw6xYjjrrLOEoxsho2PWjrwsU4J1DHvQbR9BBj7YkniRSddDDBMWlG6Q77jJloYNGyYvvviio/JLfF0ZgNAmdZIDWvF32mknI3/mfXolQBvFLkDJyYG4XXqZaD2nC4DkzTvB3ykcmHRAA5BgIsmPczdyY/O3qwLJqx3/lDlrzpam0NqYLI3+s2X1DnKauhS79df3yl/udzaxoByw36lTJiv3N954w8jO3WxnyefeB+6VjXYaZRxhv9P6ovFrSjjKO4PKauVnwy6W/WqOlWqpMcHWH6+TL+qOxjDioXS/Hfa4RN5IP0yHfABMp7VyGJcXxczI62CB4TaDKoAxcuTIpJKwwlu+fLnRemIg8rK6TEokGgDfno6RLmUCgOTBQERboPiDizgnwpsJciXq6GUgIi20wfhlS/jTxKOK2+yffMaPH280Q2FTIeNyI4zz0YjzAuikhWsz9j1Mh1idprMKZnUBOxx5dCpZNIogsJ7xmIMpiBdwtStvJtp4mQCglf8GG2wg+KPESN1JAaOpqckoOME+9fpuUOygPTjaEd5g3u18Xm0BZ8rquG2FYB2OL50oZ4+9RTbsnCyHH3y4LFq0yC6ZWDiTY9iyRx55ZMrxIRYxeoK874orrnD0Rxz/DLaol/3hMlkSni+z606T99vUlhb7ReV06l8ZUjJMTh71e/lm9WEKgMmuAdEERgHNC8GmZpXNbjlOXAFEErDZ6dNeRCCp8vYBMFWr9FHYnDlzBNdd6RKC70022cRoHbKxKarL/LwMzF7yYh+8dOQ3VpqZAqD1PEeAHpV8ZrP8mAmyGsKLCXIxNzOH+LQ4RzOT1V+68qXEdKxrL9qmVlyODEwY56OEggYsbLiamhozqLEzAyxDVpVeB1fSZOWLcky6hJyHCZQbOyoxXSYoDEr0OcCCyRXvwYuSQWJadteZuP7LBgCtcjA5oY/AgaC/MXFBe5X+Rj1ZIbnJfq20rCPAAhA5EfvqfRZ812wsuyj4YQRMog+MLBunBuXXyU6V+8rH7803Ex2vkwtYiUwi99prL/PO6G/sIcquJvQ1q89hOuN1AoksE8P47tJuWdj1vlxbN10+7Xivl1hlhJZ5xvBrZNfqA6RCkrWsYYnD3vQ64acpqAtuBnk/fDvUA21s3gs/0nRTfHN6B9zzAdCthfJ4H7Yas/hMNOAyLRazUrcBkDj48YMlkQ65ASAfAIoYTp5V0snPLS4fDBq3udpLkfxYaaPB2l/uqI4/PjuPLdhFzZw5s9fg5daO2d730ucykZ26ASDeUuBmOO26km3dEp9HlkZd3Ah3aF+EP5Y5dafL/9pe01UU66gIDQ7oamrkFbJH9eFSpaspJnC8s1xNcK18vBx33HFHwaCciRyg/UnoTXXhNk2WBz/r6UNa9LEVE3UrpGtl+4pvKQBWpEz6pZdeMh6L0p1QpEzMQyCTaaftzEjCB0APDZnPKMyikRfAksg3sbJDCQC2nBsIYcOzzTbbpFUkNwBEIYcZKaxOtLXySaySYZNmo/DgVD402/DvmI5ykVN6Xu4hg4RjkO7EJDFt+gDs1nwTM3h83rJ6ifeFmSrfTHY/cQPASSrztezB3GwlU5Up3TC0KGFNe3k/GMOvDC+U2WvPknmtz6lCiXqDYb6pYFIVqJGfDL9ADhh8vErThphioHyDLgCr074ibEfxW4y8GYqwbV/QFeAMWdW5TOsZLYmWeYLuBn/W6Btly7KdbQGQ2IA5sjqvK9poDmkfGLvgsO2zzz6Oz/oA6Ng8fXOT5Tw8cjeD4WxKg9YpAnwMnfEw46YplYlKvxsAMmAhsMcTDWr5+ZrRMlvFoNdNnphNe/IsO6xjM5nvjxmWKUCCdq6XwdVLva677jrhly+CtYhWHwpVqKSjGORE9EvkOOkoprgBIP2Rd0Q/QzuQFUi+iHoy4HotPwC4JrxcvcFcIP9u+btujBvVqFQwKQ9UydG1Z8mhQ09W+BsaK/IHH3xgZGO5ZD3HEo87YeLCShYPSHxLFrEb/Gvtj6sSzExpZDPcKGCLboa7WeU2cuaoubJJYDu1CCyzHkl5RNGL78bNjCTlwx4CcTvH9w9wM+l3YvUiv8ZRfK6+Kw/F6/MoBWcIn6oFkOXh+QU7rFwSGpAMPqjLWx+nFwe+yKzoHOmQGwCivIKaPYQyC4N6rtm/lAEWZT520kjVFgxKrKbcVMhTPeslDPkhqydkU7km2NH0BTeWeLr5Tp482ZR5u+22M48ywWMC5kaYDaQzaXEDQGRXlukKIAhAYVaUSxYcsmUUrJjQWd+XWz25jzeY+u4v5a6GS4xNXVd3j2ZpWUmFHDX0NDmsdroaFIxQnLGWWiKo+sMFwFQlHwCCnJfvJ9V7wF7xxZaH5Ia156gj7KYIAGpdAI/JVVN1M9zZslHpllKq/9wIrU0A1tHu0C2RFPcRs6ARayk24QLQyYuTvwJM0Yj9GcTsiJkzGp3ZElvcMNNCqSSeACI3+zGAkxl5/AwwPo1U524AyEogviysnJipUV+Mp7MhVhwY+wP2zGD7mtD6A6hy9UHjXBsNTLTv8kkoGGGEDGsq2wEV9jb9ijInvgPAyE2ByetGxVZ7uAEgGruJSmYogeCLNxcTFsxFAItMHKEDgM2yVu5rvkr+3jBXV4BRJwu6AiwtKZWDh/xMjh12ngwtGan258n9ef78+Wbi5eZr02ortyPycjgMaJLaaS23qv+a51rvl1vX/lpaw82xJCnfzoPUEfaIK81OEF4AkIfRgcDkh0lKtn2PlR6yV0x94omVOco/duQDoF3L9GM4wMBKEFmNF/uc+KJiIgHfG7kiH2gqYrXJDM9tJpyu5xQ3AARQU23jgsYdeaGsAGs2HbkaKz1mfchfUG3vT4LVwqqKH2CfLqsKlg2mB9SFtuxLApyQazI5SmcyAtChqXfggQcaNr6d/RZAwerLieJXbE7xrHtuAOikMMT7QdOZiYtXD0nky4SQ74s+xzER6K2yeTk2Sb38tWm2PNh4rboVU8P6KEsxoFq3+9QcoXZ1l8iwkjGOKyrsfJFzIuME3NMhTFvQCkYRj7Z3c36A95pnWu6W29ZeLO3dPRPWQElAptYcJCcOu8w4wvYKgFZZASj63T/+8Y+07PgAahxc0PeQj6dagWPmgkN2O/IB0K5lCiSc5Tuq2NjQoCgDu4oPFmE4szZm3agIo6ZOJ0ZrK5uPsr+rjdYWgxIfBewe64fSDnXFLogf9UWZJx9bRuWiDQBx2Lwvv/yy+agBQ+sHwPDOAGzrh6Yq7M5U9na5KI/XNJh8wdalvzEZocz0OdTNGWAsUw6OsDix30xll+o1v/6OR32pK++J1bDV36g3YEc9rT7H3o/U1w7k063LOmmSx5pvk7saL5eOLt1ZIcrphKW4+6Bvm50VRqljaa+AwiQGr0jYDTJuUAeOa9euNTaJ9DVY6Rwx+2C8sBRcvJSd8j6x7g65s+F30mmVV1esOML+2uCD5RdDL1UAnJhyxeolfb4ZxjpWtYwD2EozOWa8Y6zD5R8/xgF2cAD80uFQeSnDQIxTFDLAgdjwfp38FvBbwL4FYCk+rSuq23VF1Ra3tx4rqp2q95GTRvxeJgQ28wyA9jllfwczjWZ14P3Pprlyb9OVEuxSB94x0WRA9qz5vvxixCUysmR8QZQ3+xoPnBR8ABw479Kvid8CA6YFUCr5d9vDcmPdudIUVndoFnWXyLbVu6pW5Y2yQWDznAEKIBaOetcOaKrxyjVW1nZHZJbsYPFA0yx5uFHdwXX3+EItVa3Pg4YcJ8cPv1C1VkdkvAK0y9sPz64FfADMrv38p/0W8FsgDy2AWcHbnc/INWtmSH3wy9iKChbopIqvyBkjr5dNy6Y42tV5LRZmF43h1bIqtMQ8MrZsI6kNjDLgahnhW0ciAI6AHkfCMdxv6q6Thxqvlkeb7jDXVt6YPXx32AlyTO0vfQC0GqWAjj4AFtDL8Ivit4DfApEWwLD8/eC/ZdbqGfKlAlMMgFSuNrZ8Yzlp9OWyTfnuurvCEIWhUrOySly1WQBl16akGdmBfpU8te5ueaXlnwZop6qMcd/BR0lNiforVSP8iCF+pATs8tClEMePTW87u9uURdsmDQqgz7beJ2+1qN9XjWNIy1pWWi6HD1E/pENnakmH+ytAu5fRT+E+APZTw/vZ+i3gt4B9C7Cq+iQYcS22LLggBoCqCyJsLzRl0Ndl68qdjRxwdMWGUlUySKoDg6VEWaSqeqL/2C1JV2lGe5TrEgN2wFhAA4O6YW1QV5mt3c3yv9bX5J/rbpJGdp5QGlQ6RKYOOkCGl43R7ZjapbOkRTVRu0xaHeE2fardaKaybVNbqFU37SWsTZrDjT0KMCSkZWUT38Nrp8kPhp6pYO0DIM1SSOQDYCG9Db8sfgv4LWBagHXWktDHMmvtafJhR3R3hbi2KVN7wJLucgWrGl2pDZUaBa2qkiFSpoADsfoDDJHslajiTLdew6w0SzxFUQCrM9wq7bqKawx/Kc1djeY56w8rNxZy3SWKYqAuZMBUz/XYHdYjKKsU1nNuRf5w0kMV6rnmqGFnyuGDp6nrtlqNYmL2RPDP+rUFfADs1+b3Mx/ILcCwGR06TTWtc47WWMo4Gk/xl2aMZbDVCNYYTFyzqomGqaetGBHHumcFJobFp8mj1rVdfMIT07CuKVd8Gta1dd9KMzENq8iU3SovWMLzFqGQsir8hRqWXyCvtT0uXWEFL/Og/rEyip0QpiDEfQU7gs1KTy/Desb6j4UhEMh/9Sway5fnSK43kRBEfPOgOY2E4Zc0+YnIvd5/Abva0hHy8+GXyJ6D/k/3gajWECvt3nH9q/5pAR8A02h3q9tzdOrGTvfSyM6PWuAtQD9gMIUY9Lnu0j+EhfQP5/ygkCJNp4Z16C+okfHuEewqkXVqa2fiahzS6AghlyIFBumA2sB1K7uuW1c2SLo0be1cQY1TXha5ZjBmpYNySAREkFnxbGSoxe61SxM2fVKPXIe7NG/Nv7yUOKyOgAkowjrk2imNUk2DsnZF2YLkhb9qMgHUuqMrr1RplGrcci1zlUYcVBGQIbpgG1wakCr96a0YdZeoZmV3g+4Mf6880nCrrFP2InlGyhmJBqBRM1RSgDkDcNH8ieHpWuNFW0dP9IluLZAWJBzWY1hbXNMLd6MVquzM0jYpLWvQNmzXKFQ4vjR6GUfcqVC3bdtVfV1+rkb7m5R/xdUPaNzj/mkftcB6BYCpuiwfFR8qxJFTE4/waJgJ5AswH5ceo/f4YAmOfQfmQsP0vjmNski4Tz4EMkCY/PRaxxETL/oYKRmKRrUuY9lbacTfoAyp4hMnPl0rTjppxD9PerlMg/Qg0oSMw/9oe8Xna+UZiRVpPx231SVW5Ed4fHwrXi6PlIGf6Q/6h3PALKgnbYpeDXqyTo9r27ukSb12tep5c1DDO7ulRc81WH9hDe+WVn2wVTtAp/5a9DnuBfUewAZIhvUFRQZkPWr6XYTpSw6YFxepVTcdRxuMIZ+6KzdQI+rRdDwFOL3HnQgAmL/mygoP60Cv9tnaTzVtTR+ZmCZmWH6e0tD4in0SUBAmjWhOhl3YraBOGrQRLcW93uXQ5/SZCgW8QfoSx9aUy5hBpTK8nCJEyqrJUhmtt7ZpaLV80vmu1AUXS0ivu1kJRlPWmmobKTgFQnqM5MN1BAxpEEqhaZow7oc0biQMgOM6oHHCCk3kHOqq1r/6fFeFdIVqzLkoIEZqEdZ9M5fJ8JEvyZDaeVJWvlaf0TxMWbTsWl4tgobxT+umMsnNy6cYp91frdxTqksGa2i0g5un/D+F0AIDCgDp2pEPL3JkzLBm4TrGqF6Z/jSgXQciPqNWHaQYyNoZjHSwYpBapzPjVj1n5q0H/eA46ol27hA9XE81SA/6qZjpbmS2z8dWph8BPz4pBmgjkNeBplTzCOmgVK7eQsxHogl0aSw++DL9Jip0pm8+JTMwlOpAaMT3elczUuIvnw5Hk6ceGR0Z5iLHyAdIDOrJDJ0BMjIMZp5GmdaJQZ42YAUSoh00T8pVSgW5dClHfBoVWn+7ullzeC1+ZEDWI4M/dSGNDs0roNc7SDQIAAAR0klEQVQ15QEZXh2QiYPKZKNBAanVa/1PS+SF6D/tWqi1unSr69RdCtq7ZWmrsufaQ7J8XeS4Sq/Xal9q1kLSRkF9iDfY1Q0Y0US8qyhQcK31MW0XLbFxb6f9hrbsqUi0RoRB3LcoMcxc632iEJ30ociIzIm5jCUeyycxzSzSSCqTZmlXDi2XqU60vGb1qs8b7qW2GeU1fd98S0wE9KdpdWufjtWBtM0ldYt2AG3sCPgyIyCNSHzOIm2gcUlTD+TCpMMs5LitIaYKhJEfz1BI2jCaVqC0XWoGfyqTNrpLRgyfJ5WlIf12y3RFW6nHalXOGSSDVQ45pmySbFq1rWxVvqNMLJussskaY1JBLj4VVgsULQDS7eneHBn0daJtAAt2UZv+WhTk6tu6pF4Rbq3Oyut0wFqjA9RqPTYxC1cEbOwMSbOeBzWVkCIQoNdhRqyADvxAFBT5YMx3oPcIK1EwMB+L/uGcWTQfC8wk8+mYSABF5BsiDWb2XEN88OYRc67h3NNpfOSzi+TB8tB8pArIPc9owho3wtYyn6w+p7F0YOg2+euc1OSjaVAGTQOcspzpRvJ1T8M0gQ7hAHQkFxLTHwMCZyTuUo5UaTCokVJi3Wgfc8dkwRnljrQRUGKVAxDh/6CybtmstlwOnFAjh02slok1OghFx0CSzxVRhzoFvqdWtMvjS9vls6ZO058aFQhhXzJpYVVlmoNMTaNbuWtbmebSRAxF2s6cpgiKRuo5ECfukdhz8WGp4vSkEDlLjON2nfg81/HPxJ9bcVOFWfeso22cxBtcQ1pR6xbtauptVd66EYkZiRh9xgTFpWFFMYklxrHSIzwxzYQw09+ZgAXlGxsvlkO3XiUbVJVLZUmVgp9qoCrIoZ1aoXK+at2zsFqBkA17MYSPjASk51OhtUDRACDdkwFJJ9pmVQILqVGXJ1/qALWiJWRm5fUdXfKlztABu1WtQT2PsJ1YPXQqSoYU4FgVASl0fWtGyZBrNMWsASzlB8ersz4YSgNZ13qa+Ix1bTcLT/lBpkjTBEXzSTvNaLmySkPrSnWj4EdSsbrmsm5e2sNkbgqgA0uJbDi4TKZtXStHbjJIRqo8iQV5LomV3wsrO+TiefXySWNnbDXcqy28ZmjaMC6y43XiTX0uMYhrKL7OveL0utCIidfRoGzT4PlE6pVVrwuNGb22CU5MKnadGJ8biWGJ17GH404S4yRex0XtdarfHpOy2soSOWqzMjlu6w6pKkdztEtqAsNlROkYUTjU1xF5IRx9lmevFizIi6IAQPoo8pMlymr6bF1IFjaFZFFLUD6sD8qSFt07rCNk2JiwzGBZQWAFA1U3KyjTJ/VPrLPrSWzwNrGJHHefMKVY/Mhl0nU0uNch/pn4cytSqjDrnnWMjxN/nuo+YW5x3O7bpWHlZ3c/Md3E6/jnrfP4OPHnqe5bYYlHfQ48HqzLvgMmVMkFU4bJJgqGrHZzSQDgw4tb5UIFwNXKTYj0rVSFTsi1VxS9MOwDjUP5TMfknP5GRThlrQ8RN3IWjWxd6JGI3OcZniWoJw1z3zxr/kSf0/uxBAm3lsnRONY3EC2H5zRiaZIN5eJo5UuZ4q85jyuHiQsHxYpvHc2N5HTMoxon+hypRSsfOY1dc5IiDSuWVUerzhQydk4kymE9b11z1DCy10O5clY3Va2dn2zbIBVDH5fPQy9reIlsWbGD7FZ9kCq6bKurwSp9Ij4d0vCpUFug4AGQbtmmI8/Lq3TTzvnN8t7aDqM8AKuTAYn71kou1sgEWn2Qc4usMOva9hifAJGsROISsAYiKw3zQev9WJRUacRuRp5K9YzrR5mQhpV/7Kj5ZptGqnL1VExzSqxbLPOek1RpOJar59HYWVIa0TuaPQPSYNWWOHRSjZy5bW1eAFDnXPJmXaf85t1GeUf7XZtyHGBl85J7+pxeE0Sokb3CTYh0A1Nd5l+qeFGqIMebK1M5KBLfCtjTeo02Z7neqFSlEMCtXMNhZ6sVmj5nUtVnlSmseZSUKZtcWa7IlmEHwxFBPgtXhNUv7HjYG7DBKRLKJJQBoi5lyNA0ff1r2MpUxcjMNA3CWOGklQb563MGzDRvasgktExnImH9OEkTsspB2UMqeKPsRiFIC8UReXwYGYapL7I4rTspa3lob6OkQ12osGlFDhpH00I2CAhxhwYxEoEEOWIsjUgsk4bJQ8tMmiHdcFeTUCIt2g4mvCq9lFYpA1Nl0BqvSuu0hW5Av8P4pdI85DZZ1P2k6hS0aN3KZEjpSNmr+nA5VA3eR5aO1ydMRUjQpwJvgaIAwOW68rvknUb525JW/WAiMhfz6Zlerz03+pF7a2vzkEaNPsTHRu/nx4jAncjXEA3SD9MY3XJHBx/9wszwQnBcPzcfpw4uJciEzOfLX9IkQX1CI+tBiT+RwcFcUwwTThmi983ISS6RuWSkaD3X5gEzslEIjUM2emoSSEgjmmi0Lh7S4HlT5uiRQpk0Sd8UNFYu23LYpqHPp6xbJG0zKJnK6HWvNCIDXfT1EFkBRGTz2go5eashcqjKAYdpQKyYJkb2f6gtsuT3VIj8/Kp2md8YlOWtYVnZFjSTsC6tS6Vqy1OWQboardKysyqt1YBKHTRruKED7NDKUlX3jwyigxToahTxqlXrcZD2l2oNpxtVqzZURJMwwmojTD9O8ErrpYBIUppWqT4PmBnQUZBRBUcDgPTLEuV2aBQDJGZVSd/WH8oedAC0L+lzqjOpPxS2AMVIfPVzEvmXRhoAPumDdHwLaKtyWUqepKugwT8CrXIA7pRdm1DbUeXyqgZbp3J4FauqclpklU25KC9dpYs6ahooi5mimv5DltoWGsAkuFwnBshi6QERjVry0wR5huxVXgukles70WRNQkwaSkrUB2j3CnVf9qK0dEe0OgOlHQp6bdqfamXfoYfLRmWbqMxZN10qa5am0jfl1a6bZVn4TX0HbZFJh+ZZqQowk6t2U3OH35pVIHI/n4qjBbRf0mULlygcAHj+fxvksWVt+pHQ9ZWsP6ZHWwH0dr1BWPQ+M1ozOOgHYj5H/SgYCJhxl5sfrpUig1M1R/36uB6ivH5m4wwYzNBJrpITvuxo+rDcSBNlCLIN6DQdHOrUlQJhaGx2GSUWZvt6T/MmYrfOUBkQjDxTMyCYZwIav0y/atTU0U4jDf32NAcGAv5q3TVvsqc2pEmGOgnVNFVLU0cDPj0GRQCZshMvvTRUW1VHs7DWhXIFmZ5rQszqqWNkNHUrR3IalNm2bqwKtJ1Q7uk2+VKX+DTUXk4Fuc06QHZoODPyLZQVtcf4KtlzXJVMqNYhRwtLC+WaqDKAo2Jm5USopqce1+rA3aCBtG2llrdCK1etYIdtGyuFCj3yfikToMbKir6iUbVPaDn1nNWfRjPENafkxTkUPZiw+GvOTTxOosQ1ZPdM4n3i9mca5M9nwbfCN2AAPVom08f03GqH+GvrXG8bstqMfkpaXHeVhIzN4LKuz2RV1yJt94CMVa3McYFN1WNMrX4fatYQbZBgSad8Fnxbbl59jiwNLdTngVooJBtWTZIZo65WLc4p6visQf7b8qQ82nKLLA3O17zMF29i8v2Xq73f9lXflBOGXSobl2+t79YHQNM4RfCnKACQWfjjS9tk7qfr5FOdhWOeEGGxKJiYnk/X1RmhDqBl2rsrDYjpLFxHnSE6xR1RXSbDK9TWSAep4VWlUqv3R+ugyUycQcsAnk6xAThmleZ5/QIZoJgf8L1g3qDJm5HDhMe93MhHo2UionmG8+gF13qDYhoTCb0GmFDi4TliQdZHGf/hc4+8GESNjZheg8EAJasBxUwDUgAC+ZE/aeYrDU3a5MHAjzFzOuXgWbdy0bx2dWGmzyohopvbre8wIEMrdJWl7xJwod75Jt4h7wTifdHevB9DCWWwgrlnnVvHyAP+X1qA9uRH23C0yGorKyzxmniJz5BCsxrPv97+pO7Nd4ssC36u31pYxlVsanaR/1rNITKiZJwCVLl+NwFlYXbKR52vyrV1p8qK0CJ9p5E3DAdovILm9JGzDHi+1fqk/K35ZnXK/YW+c+L0EABYExgq/1c7Qw4a/GMZFhhj0u6J4Z8VcgsUPADSeAw0TTraL2gOyucovbQHdaAsNcbHKCqwczU2ZoMVHWAx1eqxtjLChkJONFhHSEANbxMMWHpqBk0zK9f0GZj5mCJ/YgdCrCBzbn2o5sLmT3ycxI+XR+LvW9ccTf7R+1xDhFlpZHKdyTOp8iSdbMqRq7pRDjP8aGEAy9h744ZP630LsEPDouCHckvDr+Tdtv8os0KnS9FZyhAFqT0Hf1/2rTlW2ZpbqrHCYO3T3fJx8DW5es10BcvPerXfhPLN5PiR58mS9s/liZY/Sl1oVTL4aQfEwP0bg74rR9SeKhPKttC1X7l+t1aP75Wkf1GALVAUAEi7MQDTl2GXmHmaHgljJs6RLseAyMAIyMWuOVGKHiLhkSD/r98CfgsMoBZQ3pC82/6SXFN3iqzuWpZUszI1U5hcvYvsNehwmVK9pwwOjJQFnfPk+jWny4qgskCjgwRjyrjKjeUrVbvLW+ueMRvyRvhA0STNgFMiQ0uH68ryaDlgMKC6lYJfhY4v1kiTlL0fUIAtUDQAWIBt5xfJbwG/BQqoBXSHPvlAWZpX1Z0kK4NfpCwZ+gC1JSPkK9W7yy7V+ysLfZDcufZSWdaxsGeWrABXWzHcyKXXhZsis2wrNb2H8s8I1fb8trI89xl8hIwObKzrPh/8rCYqpqMPgMX0tvyy+i3gt4BtC7CF0qrwYrmx/pfyesu/NB5LtWQiFPOFYaWjZKOKLWVpx3xZo1sixQvikRHiTDAWRjJR8BtXupF8Z8jPZc+aw2V4YLxCX0VyJn5IUbSAD4BF8Zr8Qvot4LeAlxZokWbdPukRub3hYlkdXO78iAJaQHUHSlU9m+1xHUnjlqo51PiKzeTQISfI16oPVvAbp2xPX+PTsd0K/KYPgAX+gvzi+S3gt4D3FmDVVhdeJY+tu1n+3nKr2g036yKONV/mxNOA36SKreT7qu05tfpAVaEZodqkGLP4VMwt4ANgMb89v+x+C/gtkNQCIdUGXR5eIH9tmi3PtT6ktqNtWYFgqbJLJ1VMlqOGnio7Vu2r4DfcB7+kVi/OAB8Ai/O9+aX2W8BvAYcW6JQOWRz6UO33bpSXlSXa2tXSW57n8Gz8rYAqzUws30bBb6bsrEozg2WYD37xDVTk5z4AFvkL9Ivvt4DfAsktACsUs4gvQh/JY823yQstf5cW3VU+HYLtCfgdOfQ01Rg9QGpkqA9+6TRgEcTtFwDE7RXG605UXq7OEn3yW8BvAb8FMmwBbPeCuhJEM/T51r/I880PyqrQUvWgxNbYznJBvMFM0t0dfjDsDNlZ2Z4++PW8BGSqoRA+Eu2prEz3QbQMK+2j9fudfgHApUuXyh577GFb+W233VYeeeQR2/v+Db8F/BbwW8BLC0RAsFOdXq+RT9vnydvtz6mt4OuyPPS5bqHWqrZ+OhFPsF1n4B6nrtB+NPw82aVqf6lVhRfMInyKtACLly222MKxOd566y0ZMWKEY5xCuOkDYCG8Bb8Mfgv4LZDXFsBGMKQs0ebuelkVXCyfBufJex0vy+LgR1LXtUrvtKt/4bC6VKyUCaWby2G1Jyr4HaBG8yN9tmfCm/EBMKFB0r2MXwFefPHFsvHGG/dKYsiQIbLTTjv1CvMv/BbwW8BvgWxbANkg/9qlVRrDq2VN11JZ1vmZfBlYqjt+NKmz7LG6we1Osmn5V3zws2lsRFgvvfRS0t3GxkY5/fTTTbi/Akxqnp6AeAB89NFHZfLkyT03/TO/BfwW8Fsgzy0Aa5R/rAtxodalv7DuIchWRmUllca1mc/2TO8lrF69WqZOnWoe8gHQoe3yBYAIZ5uamoQXUVurnHvlQSOMHSi0du1aqa+vl6FDh8rw4WqLpF4sBgLBUlmzZo20traaelG/YhCgp9v2q1atko6OjiSOR7rp9Hd8vjPeVV1dnfGXybfGOyvm/siqEMKZNd9ZW2ubuWb84FurrKw018X+h9Ub9WOctMYR9uHMBRUjAP4/UjCZDtbODfsAAAAASUVORK5CYII="
}
},
"cell_type": "markdown",
"id": "fbfc100e",
"metadata": {},
"source": [
"![image-2.png](attachment:image-2.png)"
]
},
{
"cell_type": "markdown",
"id": "dcd8d538",
"metadata": {},
"source": [
"So by this way we are avoiding re-iteration."
]
},
{
"cell_type": "markdown",
"id": "fafe9835",
"metadata": {},
"source": [
"<b> Let's implement the pie table </b> \n",
"<i> Note: Not to confuse in indexing. For programming purpose, I am using 0 as starting index but in pie-table construction it is assumed as starting index 1 </i>"
]
},
{
"cell_type": "code",
"execution_count": 111,
"id": "77c9305b",
"metadata": {},
"outputs": [],
"source": [
"string = \"abcabcd\"\n",
"pie_table = [0]*len(string) #Initializing the pie table with 0#"
]
},
{
"cell_type": "code",
"execution_count": 112,
"id": "a0560de0",
"metadata": {},
"outputs": [],
"source": [
"string_index = 1 #We start iterating from 1th index of string#\n",
"\n",
"while string_index<len(string):\n",
" \n",
" prefix_pntr = 0 \n",
" \n",
" while string_index<len(string) and prefix_pntr<len(pie_table): #Checks for prefx subset#\n",
" \n",
" if string[string_index] == string[prefix_pntr]: \n",
" pie_table[string_index] = prefix_pntr+1 #Assign index+1 if they are same#\n",
" string_index+=1 ; prefix_pntr+=1\n",
" \n",
" else:\n",
" break\n",
" \n",
" string_index+=1"
]
},
{
"cell_type": "code",
"execution_count": 113,
"id": "c39b8697",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0, 0, 0, 1]\n"
]
}
],
"source": [
"print(pie_table)"
]
},
{
"cell_type": "markdown",
"id": "ae8ca46e",
"metadata": {},
"source": [
"<b> String Matching </b>"
]
},
{
"cell_type": "markdown",
"id": "50f26b64",
"metadata": {},
"source": [
"Now, let's see how string matching works in KMP"
]
},
{
"cell_type": "markdown",
"id": "6b7d2073",
"metadata": {},
"source": [
"Consider this,"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "009079a8",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"id": "de6516b5",
"metadata": {},
"source": [
"So first of all, abab got matched and after that there is b in A whereas d in B. \n",
"So we use failure function and jump. (Note: i+1 th index mismatched in B so jump from i and not i+1)"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "3cdddc9d",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"id": "7e7c31c8",
"metadata": {},
"source": [
"Now check next index of B matches with A so continue."
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "f151606e",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"id": "20cecf77",
"metadata": {},
"source": [
"After that, there is abd which are completely matching with B. Since in A we reached at end and in B also we reached end. We have found the substring."
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "0f1f41e3",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"id": "6e48e5ce",
"metadata": {},
"source": [
"So, this is how KMP reduces the extra iterations. "
]
},
{
"cell_type": "markdown",
"id": "13e7e7f5",
"metadata": {},
"source": [
"Refer below image to see how it is matched "
]
},
{
"attachments": {
"Screen%20Recording%202022-10-07%20at%2011.47.54%20AM.gif": {
"image/gif": 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