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@gihyunkim
Created October 11, 2019 05:28
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# GIOU(Generalized IOU)\n",
"\n",
"## Introduction\n",
"Bounding box regression은 많은 computer vision task에 쓰이는 가장 기본 구성요소이다.\n",
"\n",
"\n",
"deep NN을 사용하는 프로그램의 성능을 향상시키는 방법에 대한 최근 trend는 더 좋은 back-bone network 아키텍처나 신뢰도가 있는 local feature를 뽑아내기 위한 더 좋은 방법이다. \n",
"하지만 $l_1, \\ l_2$-norms같은 regression loss들을 IOU를 기반으로하는 loss metric으로 대체하는 방식은 무시되어졌다.\n",
"\n",
"### IOU\n",
"Jaccard index라고도 알려져 있는, **IOU**는 두개의 임의 box들의 similarity를 비교할 때, 가장 흔히 사용되는 metric이다.\n",
"\n",
"\n",
"IOU는 비교 대상 객체의 shape properties(width, height, location)를 region property로 부호화하고, 그것들의 영역에 대한 normalized 값을 계산한다.\n",
"=> **invariant to scale(크기 불변성) : box의 크기가 어떻든 간에 0~1사이의 값만을 가진다.**\n",
"=> 이 특성에 의해 많은 알고리즘의 성능 측정에 이용되었다. \n",
"\n",
"$$ IOU = \\frac{|A \\cap B|}{|A \\cup B|}$$ \n",
"\n",
"\n",
"하지만, loss로써 많이 사용되는 $l_n$-norms을 최소화시키는 것과 IOU 값을 향상시키는 것 사이의 상호관계성이 별로 없다.\n",
"\n",
"밑의 예제를 보자."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 3,
"metadata": {
"image/png": {
"width": 300
}
},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('../image/giou_1.png', width=300)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"여기서 초록색 box가 ground-truth box, 연청색 box가 predicted box이다. 이미지에서 보이듯이, bottom-left 좌표의 distance, $l_2$-norm은 서로 똑같을 것이고, 또한 predicted box의 top-right 좌표가 위 원의 테두리에 접해있다면, 이 또한 모두 같은 $l_2$-norm 값을 가지게 될 것이다. \n",
"- $l_2$-norm 값은 모두 같은데, IOU 값은 천차만별이다."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 4,
"metadata": {
"image/png": {
"width": 300
}
},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('../image/giou_2.png', width=300)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- $l_1$-norm에 대해서도 마찬가지.\n",
"\n",
"게다가 미리 선언된 파라미터 표현 기반으로 정의된 (x,y) $l_n$-norm은 invariant to the scale 특성을 가지지 않기 때문에, 같은 overlap 정도를 가지지만 서로 scale이 다른 여러 bbox pair에 대해, 서로 다른 objective value를 가지게 될 것이다.\n",
"\n",
"## IOU를 사용한 loss\n",
"IOU는 Backpropagate가 가능하기 때문에, 직접적으로 objective function을 최적화하는데 사용될 수 있다. => **IOU 자체를 $l_n$-norm대신에 objective function으로 사용.**\n",
"\n",
"$$Loss = 1 - IOU$$\n",
"\n",
"\n",
"하지만 IOU를 사용하는데도 문제가 있다!!\n",
"\n",
"만약 **두 객체가 겹치는 부분이 없다면**, IOU 값은 0이 될 것이고, 두 객체가 서로 얼마나 떨어져있는가에 대해서는 반영이 전혀 안될 것이다.\n",
"- gradient는 0이 되고, optimize가 전혀 안될 것이다."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('../image/giou_3.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## GIOU(Generalized IOU)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('../image/giou_5.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"간략한 알고리즘은 다음과 같다.\n",
"\n",
"1. 먼저 두 Boxes A, B 에 대해 그 두 boxes를 둘러쌓는(모두 포함하는) 가장 작은 C를 구한다.\n",
"\n",
"\n",
"2. IOU를 구한다.\n",
"\n",
"\n",
"3. $GIOU = IOU - \\frac{|C \\setminus (A \\cup B)|}{|C|}$\n",
"\n",
"여기서 GIOU를 조금 자세히 살펴보면..\n",
"\n",
"먼저, C에서 $A \\cup B$ 영역을 뺀 값을 C영역으로 나눈다.\n",
"- 이것은 A와 B사이의 빈 공간을 표현하는 normalized 측정을 나타낸다.\n",
"\n",
"그 다음, IOU에서 그 값을 빼준다."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('../image/giou_4.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### GIOU의 특성\n",
"- IOU와 같이, 거리로써, $L_{GIOU}=1-GIOU$, metric(측량)으로써의 특성을 모두 가지고 있다.\n",
" - non-negativity, identity of indiscernibles, symmetry and triangle inequality.\n",
"\n",
"identity of indiscernible : 같은 특성을 가지면서 다른 객체일 수 없다.\n",
"\n",
"triangle inequality : 삼각형에서, 두 변의 합이 나머지 한 변보다 크거나 같아야 한다.\n",
"\n",
"- invariant to the scale 특성을 가진다.\n",
"\n",
"\n",
"- GIOU는 항상 IOU보다 낮은 값을 가진다.\n",
"\n",
"\n",
"- $ 0 \\le IOU(A,B) \\le 1$, 하지만 GIOU는 symmetric range를 가진다. $ -1 \\le GIOU(A,B) \\le 1$\n",
" - B가 A로부터 무한히 멀어질수록, GIOU는 -1에 수렴한다."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 16,
"metadata": {
"image/png": {
"width": 200
}
},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('../image/giou_6.png',width=200)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## GIOU Computation\n",
"IOU에서, 두 box의 intersection을 계산하는 방식과, 그것들을 둘러싸는 가장 작은 형태의 객체를 찾는 방식이 필요하다.\n",
"\n",
"\\* 여기서 intersection과 enclosing object는 모두 rectangular 형태를 가진다고 가정한다.\n",
"\n",
"intersection과 enclosing object의 꼭짓점 좌표는 간단하게, min과 max 함수를 이용하여 각 꼭짓점 좌표를 비교해 얻어지는, 두 bounding boxes 중 하나의 좌표가 된다.\n",
"\n",
"\n",
"min, max, piece-wise linear functions(ex. Relu)는 back-propagate가 가능하기 때문에, Algorithm 2(뒤에 나오는)의 모든 구성요소는 잘 동작하게 조정되어 있다.\n",
"- 따라서 IOU와 GIOU는 loss로 직접 사용될 수 있다."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('../image/giou_7.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"$B^p$ : predicted bbox 좌표. \n",
"$B^g$ : ground-truth bbox 좌표.\n",
"\n",
"1. predicted box에 대해, min : bottom-left와 max : top-right를 구한다.\n",
"\n",
"\n",
"2. ground-truth bbox와 predicted bbox의 영역을 계산한다.\n",
"\n",
"\n",
"3. 두 bboxes의 교차 영역을 계산한다.\n",
" - 두 bboxes의 좌표(bottom-left와 top-right)를 비교해 max를 한 꼭짓점, min을 다른 한 꼭짓점으로 한다.\n",
"\n",
"\n",
"4. 두 bboxes를 둘러싸는 가장 작은 box를 구한다.\n",
" - 3번과 같지만, max와 min을 반대로 한다. \n",
" \n",
" \n",
"5. 구한 box의 총 영역을 계산한다.\n",
"\n",
"\n",
"6. IOU와 GIOU를 구한다.\n",
"\n",
"\n",
"7. $L_{IOU}와 \\ L_{GIOU}$를 구한다."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"또한, $IOU \\le 0.2$이고 $GIOU \\le 0.2$일 때, IOU와 비교해 GIOU가 더 가파르게 떨어지는 것을 볼 수 있다. (아래)\n",
"- 더 빠르게 Train시킬 수 있다."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image('../image/giou_8.png')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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y22xBlD4X7i+P+c/+47/Hz33pZ+981KVu4X3rre/z5ptvMpvNal/fz45vbq02u2WVPohf9W8BFSPasLG/ZaeRUgU2pZAkQREaCSBGe/U92u/+U5brt4gUdmGFGTRlR2SHkCjSkqUhaePRZJbI0mASkGIE64mWvG2tcfFBC2JrclCSgBQ3DaEI2RrQlhA2YL5J3kiIFMhzBEXoKSIkCYQyRAoOzrsxdHQRw4phBNQ8dmknyyqqG0rvHKptXaQKnSVRtEFE0JKQKshb8dispmRMCkkzgqHFCCYUIttWEDPUjFBqjItFigSSCKIZxZAUEBMCSope89j3PmapJwWwGiNuGDn0KNmjZGjJImQtztliYG2N2Mo+bkmpQqb5eGJat83rfoJe1MhawLwuERDrSdYRicSyIEmp48PQr1ys8vZaAIJYQcggGbMWI5ARlESkrwu8Qgqt/2KJHJZgQtNfsdUl/ad+nqtHf42eBUfpEsPYxYZEx3V3xVtP3uEb3/8z3vzOt3j7rbcRPL1Ft9nx7/ztf4u/+x/8h8TZ/AV+DTas73t+7/d+l81m8xfIhskQjorqIGYJSIuhYAWR2rYIlECxwMVuwze//2f81h/8Jl978m0uZseE3Zp/87jj3/vpRxzbOZ2uMJTG1lgRirSkIB7haB1BWoLMKbmDUhDRuhW+1D4XSMGFTr1rX/1oYnMXtK43ZNU9JVUSSKZnhqEou5r+ZYhQjIQSKdaBdJTgCTLirpDE6JrAvJ8RLWChwyTTqxGzRyua+gKYlhrdqYrvDej3z9hQclgAyqrbYZJIEUJqkOLKo0mhSN6HlmmeIwhF/JqMFj5tLCpJ8c82OAnsoxVKjUqxEt3maKHLCY1CJgFzSmlQDBWhlBrFrgWhY59AxGosqPliggmoQLEOs2uEgsnco3gLqBYKPZeLz1Pe+EUuZ18g0hPLhl5cwNV+zXvXz3nz7W/z9be/y9e++Q021xsQJZXCUbPg7//af8KX/+rP38GLoRsIJae6CDSKXhwaovb5G3vxb5DjBjWq+2N3/vYihJf1QxlxfPh73HPtrvPez4diHFU/ODb1lxo5dP78gje//jVi22IiiArFIOVMLvVsVVSEPmVyLqSc0AKQEVVSnduSCxFYNg33T45ZrhYgxuU28fS9Z+S+J8RIjBErhVIyIQR3umrU2+AUDpFgofZr7zs1TY1ArIux+0WkOjdRUXJO9LknaKBtW7eJqqgqoRhB1Vt2CLVUBa12XbU6gkpO2e1eCKjWazCIswULhgSl5OIR6wKWbd/OxQ7L/xo9Xlxi8FtUr2fXdXS7jl3qSKmQUqqc9DPHfTbnXB9ddVCl5v+wahesPt8qIAtS7VkhRMVKnXlkXzAU2IuXIooNc+NSxwbx8cAQLGeCKMWMpm35qZ/+GVaroxf73JhjJVMsH7roCxyD/Q6Ij5FjN4694zcvYuDY+Ls/H45t1lu++uaboIKpMqTBSSlRrPgzUiWokFImZSOl3qOsSkaCkq36JiUTDWYhcP/4mKPjJaqw7gtPnp7R77ZoCHt+lJwIGlxstVKFUg+8yDXuX2uUtomhomi9k9DEffs4x7xtgio5Z1LuEFHadoaqgYpzrKaTUg1YrtFXI45pVeSdYwUxqxyTFzmmhsSBY8M8pHpqJhQrNYWXoTF6Xwl1L5j6Qn/XdXRdx7bf7Tlm2Tmme13I580ll4MfMlxv76fbjUUDF7S8ALNMCOo8LHUuN5jaGj2mqhTLqFTXqI6vUitRckaHXUMi/ORP/TT37917ofONOWZWyLk/CFV/ATkGw2jjKB83x0TpU+JPvvb/0nU9xOD9p3Ism3lfEiUEpeRMn+ww1tYIwWFZmFIIZrSq3FutODk5IjbKpi88PTtnc32NqhJjRFTJqUdr2UP0to/9sg9zEvHdZYY/7zBwLAbnAkOKI9v3FSuZPvl8cN7O0eDPVdU5GrjFMREI/qxD7UeqgZINK4WggRBq1GTB+WhG0bLn2J6fZejrzjGfHxoSIqIgweeT1Oex51i3I+VMSvlmeaN5VcneKuy5pHdzDPHYFdwnHDjmj6iOm7UrqQYO0dBDQMTAQxtxrNQ5hJBK4fNf+Alee+21uzveh8SPROgcR8P0/Zau29H33c1VF+AQscCdeZ4OK1O3f7SRw/mio3jjyNGp/vN4civ77+/Kvab1WCuZq+1z3u2/w3e67/Lm9be4apcsd2f88tUZrz+PPL585oEVVCd0ByTzxHkCFkA8iBLzvWIeAKkgAaRUcg0RlB+4R+AujO7BRv+G/Xf7o6z6Dl63QRc97AS2m3vz9HDm8J2Nza5AnX3WCatVoVYO+3zNbiZ8UzkMqN3guBf/XsWjZYwaIVnbotQKhjrbHu0JrAGzfo7ig8M4mWflrxU/13TU54akqWOUGllqxZ3GULy9xnukYb/X0mL9avArTXj3/tu89+CzPJFXKGVNti0bEZCI9pmudPRtz+Wi4215ztPrpxjKLhce705Z9x0vgw8ibiC6bueOIjf7cRme5ks4dji2cBvOr0KgRzA6CQitx0WGHVCY9TtSUK40ojZDVOlDy2vbZ3zxyf9Oe/0OYubRirXfuKMDQ543v7xBKRCrgUg+uAsGNZXgvh8W7zRmgmzKIZ/A0DdDLX/fmUfPtpZjpX61H1+Gm2Z0nFUloP497G8VbiaVLMO16t+hhvAfAhoPk6xaxSFhr+RDX7QF0IOMg7Bq3/XyKs/qnnPJ+HhT20QGTg78qnW1QF3Br+dSuTLc71h42k80R+0xjB8chqbDSqzc2Dtswdzkpxaa3WgcqMiVqJoP19m35+jZDHuf9+07PFfBYuNV7Xt28Zinq1O+d/KLnIcTXuueo3aN9YZpoORE1p71oudsvuHb3dvsdokiyuZywy9cn9VIxBcxXmnsuh1dt/1zsmEA+qFtmNao36w1Wk5cHBYUs1k1QwnRRKAQOuiut3yvv+Lbu3O+fvEWZ6tz5rsrdvkpr59FHq6fQFM7R8k+Ltc92AYQzcfYYbI0Tig9TgZrt7rWC43yku/HTTTwpwq61furJsNuHitDP7zlEXTVzgWpEdwCMx8fLA9jwOiUoa8JPs4Mn2twp7Xia4cFLPrYdCOh6VDvYnuuQT1/SLI75ui4W9y2tcMKe6y2Lh+azoaONowHZVSG1lPHY8b+ucjeFu6/L24TpYDN8UloOVTh6b2f4dn9N3hXXiPS0ZZr1nKCaUPoE13p6Zuey2XHO3rOO9dPMJQuG/d0yWW/407Y8J+R+p6+84EvVPHB714OneglQud+qBzzshJmHNnz0r74fhg9j31kUx2PjVH/GB3/8iiK2uBy87gh2iU0kW9+61v8l//1fwNN9PHLjFQSKSe2uy3aNC4mBOXiYs36umd7fUXebWiD0jTKYjXn3ukpp8sVp8sjGhUeP3pALom+JN4+W/O7v/8Vzs7e42i15OjoiKB+d0EgNoEgh+4X1AW1YoUQhCAuNjZBqwNnHC2W5JyJMRBCIKeE+2c+dmKF+WzGyfExTdPQhEDT+IJyo15OUCXUBQqJkZILTRViY9OQut6dSnUn1p1Fn7hqjCRLqPpWOAxi8AGp73sXWQxiDIgqs/mC7W7D5WbDettxfX3NxdUlFxcXXFxdstvu6FNiu92SUkZRQtT9nAtT+q4jxOACWTEvWxRVIYTIdrsFgSY2qCopDcEVRhMDfe7JuYAJITSklAii5JKreBwQIPU1SrqSWtV3o+RSSDlz/+ED/vP/4r/iSz/1M3f334rc9/4s8AURVf3wHBvGLv58OEatz0flGIMtvoNj4IL8u+++y3/73/33PF9fI7GlWKG3TEo9XdfVnTWCBuXyas1mk7m+uKDstgQx2jYwmzXcf3Cfk8WS+0fHBOCVh/cRhb70PLtO/PPf/wrvvP0281nLyckJMere7YkxELWmIACiuuySrXj/USEEJWoghoCUwmq52C8gtE1Dysnn1gi7bgdkmthwenJC27TEoLRNJKBEERdWRJ0XEl0cMSNoIDaRpmn3fS2EQAxKqYIM5iJQsoxoFT2LETUgKuy6DlUl1+NUlNliya7fcXW9Zr3ruF6vubi64OLyiovzcza7HX3q2e129F3yMTD4GGDFhc/dzjlWki/0DL+DEGOk6zpyzrRtg2og54LLAoWmieSc/DuzyrG8F4ZFIMRqa/rs44YIVhd8xKDk4qkIQuDv/f3/lL/+N/7Vu/uvdz1yn+h2W8zKDY4x0iiqk/9Sjg39/9Bvxzt+7p4ffiBucax8jBwb6jXUMWjg8uqKf/iP/ge+8Z3vEGZzt2MDx1JHNkODIkG5vt6yXqc9x8Qys1kkNsrDBw84Wix5cHxCNHj04B7NLNKnHRe7wu//4Z/wZ9/+NjEop/dOaZsaWCUQgxLjMF67vyxAsuLja/DnE6stoxSW8zkqLs7N2pacc406hF2380UqVe6dnDKbtX5uE4koQYQ42LIQEQkQYr22EGND27bk5GVGDWgVYwdBPYTgCx7q/lypNk5V6brOhdy6ECGqzOcLUk5cXF+z3vWsN2suLi+4vLri+fPnbHc7ur5j13V0u55h8TDEUBfilG7Xo5XrOecqGvsCYNM0pNTT94mmaVyYLlCyOcdipFgi5YwVt3s5e98v2QVOVXVROBVfrAxKTokYfAmnZNdVttst/9Hf/TX+zr/773/4/n0HfmRb1weo+jat/arLDRy2y+xXT244K7cYKOOvq7dgN4XOscgKLxscXnQqX8jvQV21FiEno9GWuR4Rw4zQRNoQaCTQyAKVSJRIF2e+lTRtOD855Wz2AMUISQhFPZdcSXS6IFlkZhtO7F2O7YJSAoj6iwbMKOFF8en94K3hTkqnMy7DPa5lhZTsE9e6pV5wlT5K5mT3lPk++uZW8wdq3kXqakG9jnluDM/IWEiDyi9CyEoR4cnsFfoyQ4vnqTjkwCsclcyibNCyJrUbshZEIlo8si4MXpjm/QbM4blrXcU0dYFVSo2YBYJkcmjZ2pKkLUVijZqpWziDVnFVaLoNy/KMYLK3Owh14lC3y+9XLwSpGTyTBopGrASUTLSeXVhRpKG1y+p3RoJtfatiWJJ1RdYjsEQoO2L1WKMaq6bh4WzBq6tjHt27x/PzM7IJUYW2iXduqYVD3x76rare+Dz8vl+ZYjCgYwIx+lxVBTl8Jya1BF+RTdqgFhFCFcqKC1YaILQc5TXzs++w7N/l/vWbtNZBnFFQVKqCMAiCUp/fwO86eQp1NTvFeTWmCbRu47aqtrS4c27Kk0ev0Wnrz6cENAkz6zix58zTmUdDxhYl1+3Vte9mMC0UdaFKzHW0XPueR/lCF2bEvEE086x9hcQJAEWjR1liBCtoqZESGniQ36bNa1JowYyIjbTxw+pnEchBiMU8mrsuBFiLR4gZlJA8SiXN2OgjNqElW3ZtpSihOj4dQmM9p+U9GtkSrBy25os6D6AKnnVbUt2eLhb8BWt776CwXzFAKdaSbUaSmaerUKp3njAa0EgsiVm6ZqbnkCOEORaMoj1DtglDCcmdWyT7/Vceq1hdYVWyRkS8xbLCRlou5XVOy3OOy3MsVHtiPZ0KczZ8Jv8pxzxnoZdsabmWBY3BUuFeM+OV2RGvntzj+0crunJBUCW2Poa/VHOzw0vohsn1bRvmI9rYho0VrDG/Pn4bZjbzyCrtaz0iRkMRT+khklF6RDwSxKJHEi1VmGmkCTNmEmgQaBosRhoppDinqBD7nsvVMc9mjwFFMwTz/k7JmPpig1nN0aeDulYIKfokZrxN8PZk+pbwu5/MV1uxz9xndXwSZZ8x2CLGIVrLS/PJexChD+L201xwFImYZrT0vLLtmed8EP8EhEAicBEjmyHLS3FBvQ8ZyRBzQGNGpWfRw6L0NNlzvphA3yaSBjINMRuxTuCyCr2oRwsNZlCKO0N4ZPUhJ6FH8BVViipmimjYR3kXPBVNiUJJgWyeFMIke2oCEUo0T5+BEvBJfa5ZWw2rYnihhICVQEmCpswybbjPM5RRooCGAAAgAElEQVRSbdgOpMN0SZYVORwR8xXB1kQKVjKNwCpGt2HLEx7du897z56RDUIwGiJR72bYjS28Nfotqtt6c6tRbe+hv9iLnWj/1/hbp4rdPvROvLBde3BNRW85e3uXtfa2g248Pvfl/uFeVhod588PA8nC6596g3/lF7/M73zljzz+vSR6y9A0zGeehbzPid4MZjOiKW88vMfDkxX3j49YziPHqyX3jo+xvmd9ccX5xXPeeuf7nJ2f0VthywyLgRIDCUOayGzeusBsmdmsQcTIKTObzeoz8UgRFRdCKYV50xBEaIKi2VPMNG1k1jb7aEaNSso9KsKibV10CT7XCwFmbUMMAUU8CqQYqpFGW3IxYlSC+g4hFn5snzwyWoI7gH3f+wsOrbhQKLWXWPKpRSNoDGz6jqvNFZvtjs1my5P33uX84orNrufy8nIfodnnRK55w3wbpo8rOWdyrjtpUKRGqIWoSB7GqkzfuyBzSMGYq5MaEJRSEl2f0CDEoKj4azRD8IieGH2OlLOnQgp1EUyDUlLCcu/2SIycfc70MgxO/j5SFFzUFqkckw/HsbEZ+zg4hiJ6+2i7ybH934dzX37JYW75Isc8207h9N59vvxLv8z/+Rv/N9uUySWT0hZrGto9x/KeY1I6Xv3Uazw8OeLByRGrecPRcs7901NCKawvrzg/P+fp2VPOzs7Y5o4UFmRVrI30PrDRLhfEoFAybRuJUUh9omlamiq4lcqxJvpq1Sz6+Nlo8Ei3KqjP57O9wdRGa9orY9G2RAkuolSXp2kibXR7HGLlGIEYZm6D1DlpFJhHF1tydr+pceE+JU99NMP7o78c1lDcjkrl2C4lrreXbLY7tm/vePfpU87OL9h2icvLS18oVqVLPaWMxTLnfymp/vOX/g6RdBqkRmL64nBKiRCkckzAii9ooLWcTNdnVIfxSioHFMuFJtYdg5YoKROJVfxSsuU9xyRASQWV958njjmGGfEujo1oZTdWRitH9lwZ82bo0+Oj7ub7yzkmh7qNfv2hOFbLtcGXqJ8xQ4qwWCz48t/4Jd77x/8HF5sdxQqp31JipJlFItCXTLKCzVokGQ9efcyjk2MenKw4XsxYLloenJ7SqrK5vOLi4pzzq+c8/+4Z692G1CwqRxtSKVhQmsXcF4iKP+O2DfR9T4xx70/nwY4NHKuifqPqO+ayEYI6x2qLS/Sx3qywaBqaEAkSPIpToImBtml8DhNitX+BRts6zReaWDnWBhfvS/F+XoXMnDPFOmaqe+khi7kCY8U5FpTeCtfba9abLbtdx9Nn7/Hs+XM2u8TV1RXb7RaNwYOfGPslbluLJUqffLHCtO7g8JQeqoFcMmay55hI3RRMqYt6EILvku1Tx17wLC7oCi5kNk0gl4RIJvU9jTSoGE1Qn7eWtBdBU91xK+9jyz4sfqQ5Ot2pvum4DX8PrswA2S85lBfKqAfsG+KQ3+RltH+R+O9fz5vneHWHMMjqQNHQliPEGkR9e1drAbUZZnOMBZ2c0ItwPFN+96Lhf3urcBwDP/PGj/NjJ5/m/tGcti1cNg/odMGqe4fw1q9zdPHHlGZJJqLJEMkfWugEd/JyD93sMdtX/mWujj9PyD3Bigt0+JCkGE3esPj+r9NsvoeQfSAeR7GIek5KlRvDntZI5IYO6H1bo9RJSwHRJfqX/2305MfQ3pC+CiwpIesNPHvC9Z/+Pm3/fcprga12KA0NEC0j2YUXk+Qv/AmDeACh5on0qab59jqZ+QqgbdnpEU/yY67Skj7OuEod/XbL9uqa8+st6w4W7YK/9vl7fD7u0Bp16oGiBmQKLRBBt4AhZQaWkOKiWSdzTOc0ZUfIV6yb1yjtMXH7HSwZReaoPMNsTWdLshzTsWJua6IJjRhWEg2FVVAe6pzHsxUPjo5pmkjf7RA5bJn+IAyG8UVx5NBufpdSOTYyhmN+wY2BZjBnxQKGkmRGEEFNqnAmFAlkAllaVvktTt7+DT519jvMy3sUMqk5JktLKF1tX2Xgd6gOt5lStG59ywkx6MOJJ4GXHVJfz4XN8JdpFDQYG1P+x+8Jb3WFVx+f8vnPfIlX4yNeDR3tO7/NbHdFmi3YNMe0ZYtartvt61Y2LSStTn3xSXCSliKBeb6maGSrJ8x5F81bnp5+geaVnyPSspMZnQaEwqwkGts5R7Qlf/d/wa6+Q6en/gyLcySJvwBlmLt0QUkqLFKhKQlKpohRIoTiBrKPGyBS7D7p3pexx59FTlp0NgPx6Foxz8ep+Tn5z/4J+d0/obXsbydHobQUMc9JWNUdqeKISUGsIZTGX05DAelw0haXReyYtZ1yWVZclcAuG6gRQk+fWrY7kM05b4TCZ483BJ1jclRTBOwoweoVI3NizYvoIucu+IJJLJlohUJDJyu08bFlp8Z7iwc8Ofmb6PVXOXr+ByR1yxEbw6ShrJ9y751fx/SUNL+Hnf4kXXtM3G2ZWeI0tDwOc15ZHnO8XHJ2+RwTn9ToB9iHgy2424YNvDpwbMi9+CFsGAeR7zZeZsMMSOL5Vudc41GlDUlmFCKpThpmZgxvGy/q4uQcTzPS0NAmY2ZC0oZeWtBILzN6Iqs28UdXLf/T9wqz0PCTn/48n7/3Cg+WC9rWMI1khly57vh4HsrErJsjRHJ42YaqW8Kt1Ym5USPfhGCefsRTKfir+kR21a+Z7VMsaHFnImehpMx2s+Zr52/x9e99k91uTSBALxQtnITCv7Zp+FxzUp0/KEWINifeexX7zKeRV+/BYo7YCYSIxg2SQVNE0xWyPaO8d872a99g+867ZIPrtOPPuOCyEVan93jczpmlzOVmzZUV0nJJs2hpZi1N6/mos3VI2hFLYa4u6KRs7Hqj10BpWzIN3aZQtlvy1QVnV2su+4zMZ3zuiz/Dg0efolkEsnRcdlueXJ/x9be/xdn5mmJKWzymvyOQ1CgUWisEK2xMaMKMNz71GT7/xmt8plxy8uT/gW5LliUqz5GS6FiS9JiOIxo6gimtFErpafAV+gc643G75OHRMW0bud5tDzbsfSOmDSie19msbgYZtgLXlCLj9Ac3zdetssZMhEq22r3u4NDL6rWXR+7op6Pv9luTb+Ml07Y6jHi0Q+3rAr7wQ6FY4uGDe3z6Mz/GP/vnX6GZL1CNNVomoepRfDEoXS6EaNx7uOIvf+knOV2taKKS+o4+9bx6/wFvffe7fPXNr3KdOnoVkpjbP1WWqwXb3Zyj1YrjoxXzWfBIDzWaGJnFiFn2qBX11CUpdcQmuiBaikd0qrpYWdgLe0GUWCNr0BkxNpTUuyiqkTY2brMU39YbfOfMENEWmuj2JUNsWt9yXVO59FLQmY+xQRUV9VQRFEIz84it6nD6UplxdX3F1fMLzq8ueXL2HucXF1xcXLLebeh3majNXsiMMYIFj8hBMGpOZ6NuFRaCRt8+KEYuhTZ49FwuVqPBhFz8eQ2RgWoeSeaOrdSITa9/6nPdZWTE2LooJ6BtoNvufHwTQSUQm0DqCyUn356p7li/TJTYb/Wti5ouFFEXFrwezjE98OolhfmCxG0+/JAcuzV3vX29l74M431cI9lzjP0CyphjR6sFn/vc58n/1z9DtaHR6CKjdXUDjxFF6VNBAzw4ivzVL32Jh/dOaZuAlcxms+aVe/e5PDvjK1/7GmfrK1IQOjGK+ILNYrlgsZgzn7WsjlasFjN/XiqEIMzbFsyjEWMIvkDX7TyaMvpiQqsuNM7bhlhbTcTDD5q27uTQlhhb7xNmNCEyiw01Q0SN0GrqM8KjRmNAgu8oahpfmCg1yjGR0daFPd8CHDA1SslomHnElgqx8TQppsZ6veby/JLL9TVPnj3l+cUF5xcXrLcbul0iSkREybl4ZKv51ngR2e9Ec465TQjaUCwjYh7VFhuChioG+QJIsfo6U/XITEueRscFHd9mG4JHn6fOxdOSM03jAQguMAX6zpCcCeppA0IbSV1PyQkRJQg0Mb40kvImx8rejultjqHjPd8vL+tj59jN/29f76NybG9ta05OT/tvmCbaOOMnfuInsH/8TxEJxODpvHLpahCDEEXos0d2Hs/hZ7/4E3zq8SPaxl//e319xaOTU3Lf89Wv/AFPzp6RorKjUNRn2rPFnMV8RoyB1dGS46Oli5gqRIXZrEWsEGOkaSKNKF23RUPd6l4KjXgkcdtG2po2bchC0rRtXX+OxDjHSnbOhoY2NL75FJChPFwLyblyLIovTmhEVDwFxsCxqKh4v2pCqJm9ChoaSvY6xCbsAwm22w2XF+dcbdY8OXuPs/Nzzs8vuN6uPSrT3DanbAQzRJq6cVJqmjurfoKAVdETF3OsFFQ9xYbmGnQUPbWDABqEEJWcBxHf+6IGt2ExBnKfKJbIOdM0DQhEDYSgpN71nxjqYmoTyMlIOSPVF2tiRMdhxz8kfmRC5zD5LEPui1tCzH7mx/j/wem7Sd7DpHj896DJHZxOPSyj3kngu767GaVj6GgLnsjhH5JR6SjB2KnSS0tUzwUndIitmSejDZGghT+5TvzD7xVOlif88md/kl+4/9N89v5DHhxF2rTjcT7jeHNOlIKUHnSNqq8EHvKNjCv6QrO8iOK5DosEdo9+huePf5EmbwnW+wtkLFDUo1Rn3XPuP/sD9Oo7qBgWlE49ikpEmPeFkOoO+kEzyxk0IdFXbsQiba5ObuOEJM5YfP5fJ776c1gpHvqce+Iu07x7genX0T9+h3D1lOb+JTHukGSouXGSAmIZk+R/Z0NogQYpHtFTpEGscxFMGzdc/ZYSVzzp5nzzesU6BTYbw9aJdBX5/vPC9y83LB+f8PoXXuPHw7codTvjsK6lJAgbslDzRhrCFlMhhUCwzCJvIF+gkhB6jtNbUN4l2iUWlMIOtS2lZKKcE+QK1Q1ZE52I7961QLE5ospyvuNB2fH49CHLkxPWZ89812MIdz9jbnLJ7GV9nT2tbven28bxxUhPu8Ux9bfXk5lZQotPKIIlkilFGhqMeX9G2L2DyIYoSpAek6ZOQg5C2yC2IWCmBDImgaL+AozGniESoL6kipKcI4NhVuHMAv/re8ofXh3zxflD/ubyS/zc0evcb6/Ynn2VEzECO2Y50+TOsyCJIvWFVWrib1cWzwujJRE11WM2SIkEmRNyQXLhyIz+wed4evRFz01YI3N3KF11lmb0nLz3W8wvv8U8ndf5T6ahoFII1jC8bEtLwSgErYsEhLoCXBC98r6XDCNDOaM7/THSZ/8W4fVT2vkKtGWuGUuJy3JCu3uH+cXX2X7vazSyRendgZHixt+GTuETLyP7qkUxZNjHWxJQt5wXA20pNqdPxmUOPMkrnveRnkKynu22Z3e1pdmumT/c8Nl7CdMduUAoW5oy7HtWF6U0I8EjRgPC3GLNyWigxZ+X9Yh1QCLLEefyad46/TIP+2eQf4tY8yGKFGa2YXXxByzP/5ilzTi//1fQ5RtcNgFVz8/UtktOFqc8Shvu33/I9y7O6PoeizXC+31WyOsnDjmdb9kw5BbHRtz7QW2Y3bRBd9mwu14QEsXTWqhFz++jmWV5SkwdvazYqUdt1Rko0UDF6GOi0w2dXrHTBVhG84ZovtATc64iRM83r3v+0fcy7fwev/Tjj+DkJ0gPX2W1XFJCqC8M8tdetVnotZAEtiX6TnbJd6u4+8XOwz0N/+f6rnGtQqfzUzwvdA3qDsVzOpcqdAYTLBvX2w3fOXuXf/J0zW+9k0nnHhG+0x2f3W7527nhpD9ivpwRZo2Xb4WgS+LJ55i98gvw+TeQ+/fJ8ZQQhSO9oPSBsmsouzX5/CktX6f5w578vStiTvR9Ytv3fLtccSEblnFGq0pPQhYNy8dz4vGM5fEJi8UMpND3G9J27S80nM+Yz2ak3rja7lgX6ETZ9D3rzTlpu8XWhbeebvj+9Ybdq4/4W3/pc3zh4V9icbwikXh++S5fW3+T//nyXb7z3ffqgooLhVl9kYhSEOs98ozAYj7n5x+8jq2+TJDEj733O8z0HJUesQ0eJ/ycKJcEXVMs0QXxxc+RDVvMT7ifOx6fPmJ1esr1sx7LgufrfglG+uXgwA9kkv2nkREDj+SXQ+7DG5y49d2eXMPHH2jR8H0cv5cce8el7jx/yE91Y2jYH+YOvSI8uP+ApmnodjvaWet5KdXzmeecK5cDTdNy/2iFdDuenJ+x2W44P39OCIqkL1GKEWLjIll1VIJE6AvHywWpW7FcLlgsWhazhnkTCdG3ps9iJIhHj1kpvsuoUUKMhKDMYqRRj8ZTg1YjJfdo8G2rsW6t23VCkMjy5Kjuk/F8viH6lj0JnpfGc5EavnSYCI3zW4QqrgbPU5pzja63W/nQIIuwK4XN+TUXVWi53q55fn7O9XbLerclleKL533vLwvNvn9nn2O0Rm7lXLfF4/WKGqBu74uxcR7U7bop91UMdTFIxAUNgb1AO9QxNr5bwY8tLojWTuBRftFzwfW9j+l4NI4IpL5jPpthdSvzsHNH5K6IrRf7F6PoK7ARx4bfZf/xENV8i2N38eIDOHaLwT9Cjo39TEcpCaXl9PSE5WrFu8+eM5/PwdwpxzIlZbBCIKAh8mAxo6Hw7O232Ow2XFxc0Pc78hd/klnbOseaFok+54hxhnWZ1WJGd7yiaSKr5dw51kaa6OJZG6MLn9FF5mAGYY6qR3zNmlhFGIHifqXl7OICvk00BGHb+fsOFkcrYg1EUKRu2y2IDrtRPIoxiFBs4Jg7uUHVt9UWj9rS6oOqJ3F2UUM9IGRnhe3V1jl2fs71bsPz5+dcbzdc73b0uQao9IkiRsq+6No0HoUM6qJPznX7/hBRpoQoe44HUXbdtka7JUq5g2PieURT9uhtUTz6csgNaJ46I1Rj07bRhd1SSKnzuRdePxUhpY5Z09I0cf+C12Ge8oNxjNG85kfIMbtp+v5cOVYX6fwmxgfXMS8nRBuWqyX37t3j3T/9NsujFWZS8zFDTskjdQm0Gjg5XrEIwvnTJ6w3a66urri6uuSLX/gC90/vEWODNg3aRI8KbFtyV5jP4PTkGME4Wi2Yz9rKsVAFavXFguCLA2LGIiz26UXaJtCOUqHMgo+/IuIRmzVVQtcLBWW5WrrdMyGY21QX230e7FG8RmyEbBmtsSPgOy0XiyWebq5HNez715D+yjnmmeE31xuu6hb0q82a88sLrtZr1rsdu9RjKnRdj4nRZyOaR6IOY7yq0qVEqPkwPbKTur08u7AZItvdxhcMrdAnDyrKOTHYiSHPpn8HSM39GxqGt4B03c6jRs3TcrSztkaspspXPzWI71JRcVF16KNBlNwlJHxwf/1B8SPfug43hZVxJMx+vifslZnxhPeDMI5au0vAHEe3jSNxbkflHI6B/aRgvKWjTjakTr5MPAotMyQBzmA9obixkwLbZsb56iH94hHvLF7nvdljTtpHGMLi2R+Rz76KdN/ldH3hnUcKpb4QxFtgGFCGRvwB2qN4lJwIXMuKd/Uhc7Y0pXOBjQYL/kKNuSqfNt2HRpdSsABZhkkeHl0x5NwUAUtgyR1YIqUoaPA3p5e8X/nelntseYSp0ccdPVuaYMxDy7K95Hj2Ks3V1yipJ0rv0WQ1kmfoFUKp0WpWE0UfXq7hbVMQyZRSkxjjA9RVJzy5FnYlov2StjTEOGe2mBNtTTp+nd3sFEv1RR0G+4SKpb6BPQzyZ0EkYRIwnXtEXklY2bkAFyDkS6xE0L6uTtSoRTECXf2XMDGSaU1d6up5KJEmzjlqVtxbnHB6esrFZk13tcHCD/DAx93jlmHzfiqjCZ/txc4XVgxf7EmjcgRMq6NidbvlEMU7HBtRM2a2o7ENYXirunnqzW7xGkX81T8i1UCa7XNp+guHhJ3u2KY1u25Nb0YxZQE8bpSVJbCC1bxcBeF8dcJ7PObe/HWezh7xPJ5yHhRdvcq6+wyimRw9sbgnehYXOYvWF15JNdAZsUxRF2+S9ZgEdnKCxTlaMqW9z5Ue8158iJZEU5IzXxrWYY6IMbctDxZvsFh+H3JG1OpLjn21NyVh22XWfUeiw3OYCKveOMlCG2aIepoEAUL2CZ01c5B7bMNjTE5oZIVpQzLfOnAhJ3TWM29fhdUb0J8hV88gFYTo0ati7IrRF5+IqhghWF3QqaJfmAEBUsZyRjSSpGVdIhtaNqy4yoF1t2OXzHXRAhpO2NBxtrvGQkNpVhy1JwTx7bel+JvAr61j3V8xRDNK0Zp3V2oageKbbA2sKH0748nyFc7D6/SygsrxIWlrlMQynxP7DasSSP2n2ZIOE0kVVFvm7ZKT2Yp7R6ccHx/z7OyMcYL6D+bWS2xY5fHht49iww7HvsyG3WW3RHIdK6PnGbXsL2yTHsoG7bbAlqIgqjRZSLtLHuSnfLpdcznr2M4aGnoeB0/DYYanWjCPcljMZjx6cIzFI2iVXpRzVuzCq1jjK9NCQ1uUNhu9ASo06TmxrBHr727jkci5b2O8jYv4C7iC9dW6DpG3gavlY3KYEcUjb4yCqgsx2YzLcs7zfEaPsFqtCKGlKHRN5tO7FT+9bXljO2Ol0fN21sUKi+qLWSmzW28hXtNHI6gx0wtSmpHlFXJ4SB8D89kli/CINp94dH5Y8poWLuSK7WbH1eUFIQSWxwtWiyXztt3vD8GMUqwmpXd3SMS312HVupVMnzOp7wiS/I3v7QmzkwUqV2xPX+d69QaX7WM2YUUi07FBpGG2XHJyeoTiryRzW9MiRZFsmCSGyJOmXTFrZnS24kp8+UNIaH2JkYkRpEfxhSLDSCKHdDYihNK4DWuX3Jsfc3p6yvn1NVfXa+5MWjt63n63xVPRVCco1Ggbhv5QZ1iDWCSjhYCbXWp4vcAdqFH87lRw00EbR2ZaFZa4lXfXhxsft2TYpndLwKG6tjWSb6j/qIK+MHnjRB+jxAwx35b+L/30T/FXfvZn+c3f/m0suCgi9QUEXZ9q5KVv97oqmTffeZuri3MXgEUI2Xjn/JzPvPYGIc7pri+wpqHpW8/xpz2zWWD5+CFNG2k0sJw1LNqGtg34BmujCUIUAN/e1oT4/zH3Zr+yZNl532/tISKHM957q6pr6LnJbpGyKXGWKFPDgwEDnkDDsGU/GBbgRwN+8p/iRxt69YP9IAGCQBiwZNMWBE4wmzS72RNrrjudIU9mRsQelh/WjjznTlXVrSbpBKpO3nMyIzMi9tp7r2996/sObNsQQtOga6CK8xRx9H1vhURn5ibLaO2yzlsXiA8BHK2lrWkBl0L0HbU01mPyyAgiwZgw5hKJx6O+GbQ4uxdjKUy7iYvrK967uebJxTUXj58yDHtSSm3cQHCBKZkpQ9d1BDqkVPq+J+eEqhJCsPHvrTPJN5OJeZ8zgwmqetBuU71jNCFC13WAsUNzznY9pBkXUUkp03ex6Z5CqTbWfbteNTXtQBFKyqZRigGsBPtsa++3axxifKYw9vzjLp6uIgfarXnVyGGcFn0uxu787e7jED8ve7wixqQ9/2nFGEjbU/1kMZZz4Ytvv82v/8qv8E//2T83tjHaYswAOKdK8IGkyl6U7z95zM3FBUWLJeO18MHTp/y1r/0s/fKI6eKGGiG6HgaAjA/C4sG56fiFwKLzrBc9XXQNVK10Lcbmr9r5gG/XJfjQ9Do94oypWSSb2ZA4pAEr/cpiLASTDXPBDErM3M2KETUby04zdN5RJ2+NO9h3sc4f67qJLliMebsXU83kfeJqc837m2seXW24ePyE3W5nMdburbW8V6YpE7tIkI6cC8vYHQCP4EPLb6Uxsk2n8Da22l4UiyFtJiwuziZpeoixWq1dves6Y21mY3jmPJluovOYlqi1BwexNabmpgcqZlzjnSd634gpcvjsW7DXWUHmFY/bGGsx4xr49VyMVW0N639RMVY/Z4xxmyv+RDF22JU9F2Ny2zOYa+He2Rl/9+/8Bu++9z5lmvDOgGeHFZKkFLoYTE5F4N2rK24unpKryXpUqbz/9CnnD77A6uiM6eFTSlGi75DRIySCV964d4p3plvbe8d62dEFRwzBZCK8I8htM0h0JgdRayUGY5oGb4SAroGAMUa8M4amOGERHM43bUsxTWjnHaXlgL7JinS+Q0v7d+tmRYUQPK51vBYcQUzPeR5WqWTykLi52fD+5oqH1zdcPH7CzebGCgZqnQW+6XaPYybEQHCmI7oIEbQeuhJqm8/nrgdLmfxtjLk7MaZQG+t1Lp71/eKQb0zTZK3/XdfkISCVidi6MVSNsCNY9wJyG2NOxe61QNf3tsY3zG42U5a2L/A/ifn2pzz+0oHOZ9r8XpLIwRxI8393/27D82A8dGCl6TOb6BcBS30uOF/87Ocfd1klNsBhjuTWwI7iWWbPehJcLHQ1IbIHTAdvCEuK71hJZZkrJ+OGte84mR5yNnWclx0nuuSrH/0Tjj/6HZwHcUr2Jxa4ZY/Uph82mzDcfo1XJ+Z3T01hXa5YlQ0r3bGoO2IZUOfJEqjFBvNSt/T1CtFrAMK+4ouwaMYg0kNeOpL4ZpTUWi0bgCaxUnSHU+ir4ks1Y4ayY5kmpI4olUXeIfkGpwnX3+DXCidrdCzsV5nSKf2+NM5g8xyZz72xesRN7X4bWCfsoen4eSlQKtSKLwOrsuU8rOmXPWdlx6JGxl3iOMJi3aNvLjmLO+J0Y+7Wh50sdrzR42uE0D6zmhZNp3twlRLXjOEEdRXxxbRmVOlKRdSD9ni9Avb4GvHVE9TjNAI9XhsQoqYtRVxxmjNvLM54+/QB2+sb9tc7XL11Cf20xy3w8dmA/8v6EUR8iy/l4Ag4DyTRw2X3ClUco4skt0IRnLs2UKIxPCuCuhVIbu3tgcGf8r2f/++4Wb8940CYfIKBj+KsNX5KmY8uLvj9H/4J/+KH/xuPaiW5Nd/a/Dn//c+d8ne7h0gZyGF5AMmO0pazqeN+uub1/VP6znF9epFBLpsAACAASURBVI/tX/tP+Uj+iwOA6RpsnZwQitAnKL6YJhJ3ppV2slW8XZeq1OYEH9KOED0n6QJzCG/uU5pY1B1FHNVH3vvqP+Tjr/xnVD87oE9IDuw3I5/cPOR3//yP+b9+9G0e1T3FZ06HDf/htvIfbT1f645Z+Yi4Y7zv8Uxk9XD2NidvnRGGG2S35iYOjH5ExDbDJ+UJskjsfv630C/8Jv5779L/y3+Je+8jfFZGl/jE7/lBueJd3bEJgeOu4zgESglkesrRinB0ivgOLZmSJ3o3slp1LJYLinQmer/bc+qEZefpF4Hge2o64tH2hH/ynWM+CSec/fzf41tf/Sbr1RqccDPe8O71h/zOB3/M7//5nzIMFdFCqIniIlW8LeZa6KSSxDNp5K3X3uE33vy3+cU6cjxVavRklohCl7cU15E4wbmnVFFGvyI5QSRRvCDVkspVXPMgnvL20TkPz+6zu75hKkNr6v78Mfay+Ho2xl62htnC/tNew1wFxHMTl+ZKWSbe795m8muOdz/gyz/8n/mZj/452q3IboVKQij88jTxW6ue6WeXaH0fj7LUBas0UvsVOmvclWP+vWXhb3/5CegT4tUH7HZf56H/j7levUVkQ3ADk/bAEkKg18Lx5glvf/cfs7z+A5u3P+MK363FgFLExkPUva0pagDSvr/He3/9v+Xy9OdICEGVUJWoexDlAkfcvc+vX/5rfiv9K9wbn1AWFamCGyNRPUscC58oAtkFPBmH6bRJ+AMWf/a/sPpuwUtl7zqcg8V4w41/gP7iP6L83L/LxVFhf6wsHgTCOdSdo+iCN8qaN17f033VNXAxI4w4LlG/RxlxrjZADnRtTBWnihdrdSMoupSDl5FpnwqP9qd85/E5n1BYyBlPzr/Bg7DmHokSBq7Ljm9d/Cv+/vW/4L9cP6J+PWFt/7bdc4zMersqS+v8qBtL6OX7fPDwR3D2TgOMz1Bd4vUaqLgSCdUT1CFtDXPqnlnDJCw5jae8sTjjndMH3Fxv2G92Vkz51Lv//KPpvbZYkaapfRj3rxhKh6Tt+aPdLU5wJ/Se3zAd0jsbkHqn+KCHp9qiW188xN2jySteM6Nuchv/2n4vtKS4VlZ9z9/+tV/l/fff46NPPib0AecDpWYW66U5rVcFHPtxoIwTw35o3leVo0XPOE2slguWy57x0UClQB1xVYk+c7ResF6vidFa9aIXFiHYf31n1cmSjCHm5nZQa6+dW9zQ2fAHai44H+kXK3M6V+i623ZT7z0+BHIrhq/6NdKABtOJFpw6+y+YJqexR+1zUi3kUhlTJqU9wzTw9OIpT58+ZbvbsdvveLjfM6VCGkdKNcdkS2RhTBOCI3aBWs2t3nvb94R4m2PM4Ia14plmp3fmIhyDtRSbuRIHwEWQxqSxcZqytZV3sZ1/LY2VaQm1AFMz3ooxmumStzjNc0HfCX3XEYK3NtpshQlxYmtxKYzjSK7adNM+j8zV7Rg3H88Gcog00PlOjH0GAHO3qP5TizEA+YuLMTAAGTWG7i/9jb/B977/fb77Z3+G7zwuWIx1y4U5QVeFIEwlMV7uGfZ7ilpituwjwzjRdZH1ekXKE4kMTEhRgsscrTrWq6Vp3lab4xfOtxjrERRywose2MMiVjQQEWJrNzewohXrXaDvlwiumfB0BBco1YoEPgaKmqTColsejMGqL3g1cF2qEENnDOpgmpwizrR/qzLVQhoHxjRycXnBk6dP2Nxs2Q97Hu+2DKkyjSOltXZ3LcassCDELoAqKeUWY6Ux30DV4lKcxdg8rr13BjCL0PfBjF+q3okxGhvQxmrORiqJMRL8LCVhQFtobfc5Z3JOLBYLcs5N4sGAl9pMlWKMZlqUshUeS8VHx2KxoNZqMZYyoTd38B/r8VyMIbeGk7QYeOEtnyPG7h7/7uC/K4X0qTE2r7E/aYzNv3ghxiyJdkLzXVR+7pvf5Bd/4Rf43d//PVw0SZNaE3HR4atJ9Yg3oO3y6opxvzfWPZU+BsY04Z1wfLymlMy+JqQkJEOQTFx6jlYrFoseqRUv0DvHIkSWfW8NWyXj1HST5+szz7cxRgPkxJn8SC6Ig65bEHy0wlTfEZw3vWZvRb4qkEum75amt1kKVR2e5o9RWoxVxQWTQnFtHclVmbQyDWYUdHV9yZMnT7jabBiHgce7G7apkMapgfeY/mdbW6xA3dbFaWoxpsb8BqqWJt1gLeW1GNhvhkM2f/V9bxqepdDFOOPUBwd55037WpoMTRfiLTAJhGhzU62FaRoPMWZFSEfNavODEzM6CwGqsUJrqfjgD5IZaUoM40gppgv+03r8FTA6LdF7nkE5B8shoF8SzHdbBJ+dF5qIO88moM8no7eTxfPgz2d8Y4FbfY15/WwVIadUl6nMYE6HSjW/BCpOqxmfkCm+UkSp6km1Y9Ke7JY4qXQyUVsbjtRKcZG9P2Vw0Vqq/XNf6PaqvBzwFME1N7wc3mLwJ1i93eFcILeWQBN5FlR6noQ32fpLxAWISiGTl4pI4jRV+hFLcCyrQVsbAt5YKQ7X2pgDo7bWof4c73pUM0oxBl63IocKRBgEd/6Ao8vX6MYbShlwU4f3QvWZQaxNyDT0TKfFXFq8/cDMHWiMz+o84hXvMoM/YX30gC8sTugWa5YaqWOixEAXOuJ+YnH2gByUx/JFxNux1Rvzrkax76gRcZNVedUaiosLrOue1bQnjDvUF6viNI0fE51u9/PAQ5lHf9MxwQye2hlRRZAYWLDibH3MW+cPeLy54uOnT9tRPg8MM9/+Oc4Ov3kuvtrYee7x6hhrS5hI++6trVoythQ1IRMEZG6PqTTtAcCjpQADOa4o3ZkJOqPtesxMCEvykiamOLENS56w4rEmxuJ5szomtMGotOXcjmE2PlaFz7W5TWvAdQuymLZqpFqCj6BSrcXNOVQm1BUEd9idz5t0bQ1l1ak9F0fykakWuwZYrNt7tJ2Hopqp/ZpR24LnCkIHKmxL5mEJfH9f+OGU6GrhnVT4VTnm76yPeMcpq+KRZOAOLpsDaAW9TshNwg+JoU5QO1yx6p44wXlbVPPyHpx17O8lFsf3kPIYpkKMykm34vV1R+4r2+WSpXOEPPHkasfNzcSwH+n2CosjA2ldYBk9Ss9UIlPO7MZCiB0PjhacdmIOejjSJCQRxpyp3Rnx6D5pcca4XJlOmlZu+hWXsedRVcZazZytdFRp1WPbcuBUGJ0ni6dPTV8QmwdEFU9+ZkPnmuaMaDXdVzFjKKeCV0WdIywWrOuaB8fnvHX/NT58/IiN3zZG/mfHmMgcHz/JGnb72p90DZtnkTufanHpBF8qQSu9TryWPySUzHr8c87Sx3T5EpWMl4kqGZGEJ7NyKzIFH0YrrNX2PWhjSk2rdeGFpSpoQstA7S9QtyV5CDgoDpHOOhx0sviMDmFDV66Rkl9dnHvFQ8WYKUGnVmCzWbO0oqdQTb/T7j7ZWXt0ypkpT+S641g2rMPI5APOKbGMVBdaq721mgax0oxScSEjusePFYddp+CXaM1IuqJ0AYJSwhKtQj6+T7p/D1lFdLvF4TmKPW7R45bXNv8p+EZ5Vh1BWiu+zq1Ktp7NSYE0VUHbdMyrh3UAHMXI0dF9trrjMkycnN+jXyzw3lHU4zTQ1YkFA72fTHMYT3WA1Iana/suE3g1gzitqBuY9j+ilEtCHplLVgfQXjh0t4jYzDibFHpsDSNGellytj7izbMHPNpc8cnTCzR99hqmepvgzT9vtXGfTf5u36MvxMn8+8N7nmF63YVa7j557h93iw3u+WO8PL6feRzWj5f/7dnvOn8O0JxMvReqVn7uG1/hjfv3+PiTj5qRQ6Fa9ZesmZSSafSJuZamKdva5IST9Zq+i6zWPV/7+lfY6MiPHn2COGHlImsfOVstOT4+InpnWpvAojk1mws6OHpr6SsFH8zY0TeX2aoKFbx4uq6ztvIKsesBa3ULIdC7aMBiLkgVOmftajraPrKTGchQ0zPDod4xUtiVzHZzyWazZbPbsh12fPL4MftxYCqZ7bBjt9s2QzaHF2979iBIK+ZXLWixJC/nCa+mFTi39c5amuYuW0HNiEGcM8NchVImtEm7VDUjGVFLWhGh5Azq6fvexktVfGwGE7mY+28MpNYKO06DAZ4HEJkGophhhTTGa5qStXjOezA1fcWcM1KMxZdTOWgNftZjXsPmrLa2wpx15L5YUv+sGHv++afF2MzYu/NF2ti/ZZXdHuTzLRg/boxJlRZjpnX7tbff4KtffIfvfvdPUXGMuTS9V1Pqn9JojFms0y9N2dqygUXfs+g7+j7wpS+/w8W44bsfvk/RxCJ2rFzgdLng+OSIRTQGmUlCRGJwRGetta6zmNNWDNBmTBIPQIK10Pd938w/KrHrcQ3cDN7Te2Nql5wNxHTOujKmijolEBGM8eVCMDJGcIxS2OfCbnPN5mbHZnPDLg18/OgRu2FPKtna0XcbUzHyJmDlnD+0iNda7sSYUEum6qzbZzGmWiiqdF2kFEU1MRudet+YjjVRa8bHSNGJGAQvHVNKzIxorXpgSGtVfBCCD03nT1j2C9KUcOIYpz3e23WUNm9prahay7ITa9/PaToAmPP6U6mMeURK09dtGYfznxM6kTktuo0x4dlx+Zlj+1Ni7KU/Dycw//4vMMbaMW+/X3vibM9ds8n/uaq8ef+Un//Zb/C7v/evTcokJ2ozpq1aGdOIb67lTmGaClNOFK3E4Fl0PV3neeudL/D1my/zJ+/9iCEN9H3H0ntOFj2nx2uWfYd3zcTXeboYiOKb5mqHbyZgzoRbrUOhi4AcYszGCkypEmKH9xHfmVRE57umU52Q2tzVXaCmiubaGJrRCsje9l54xxQrY8nstzfcbHdcXl0z5JFPHj/mZrcj5cx+GthsN1YQ87aGBRdA1HQxmwlSbjIttm5VvAsHaRlEydUKH6qKloSo5bW+SU6oZkrJBtTWycwA44I0GSu1lkJtXQ5OXFsmlEXsD4Drsl+QksXYlEZMkmJmxQYjBuWCc6ExSwslTYw5W1v+YTxWpjLRpltjz+dk+tw/pcdfEaPTGl9fVj44bEpfsZF8tj39DstlRiU+Zf64/ey7M4M+exxuJ6FbOrYtbs0E9PZ/4ilemXwiu0JxQmFBdZOJx7YWdlFrAx87c12eamTkhMGdMbgVk++pMZBiwNeROOyZutfID36R/dGXmvvzC9v7dgbPb/z18MOjOIVdd8Z++TaUpnOonipdA3UUqlDcmv0bv46e/AzjrnC5v+T9/Qf80cP3kJr55b3nl+qSB/QGAGol7jNFM5NPuCxIDgYonb4BX/w6en5Mee2cvDyGaY+4SnaB7JdMItTFCk4Ffe0tFt97nfqjT3AYEy51leFI2fQ96nt89aRpYr/fMmxh3Duc9/hFR1lEYozW9uAdtSRK2pppRfSsQkXqwE4Le81cV+Vhhk31dLJmiKds3/j7+NCTcuGy3PDw5oIfPPyQJ5sdyISvgq8er8rkhSHAV6fMv//mxGvlBkprS04g4nDeNvnohDFR67zEMduxwB1TKLUksIoDPKvYc7444uz4mNB1lGx6nq96PAtQzvH1YkDcxtdLhtThNfN7tYVhWzXNXh2lGoOKhMhkZiBERKzVSprYOJLtgrTPcRQ62aO13CavjalWfLQKsBqryWlFJVOCMriOXDFmpQdcgWaec3CiEyiut/EFjNpTOSLUgCtK9QWnhVALUjsUh5NiAghioOzcuop6M8zCW0KnTWRLAqIj1MTQnVD8Al8nYs2m58oMkFrLhtdEcXYMVzNOMqhpjOZpy2Ua+aQktovK27uJ/0Q7/qGc8EZdItESIWPTTFAKpXici8h+A5dbymbLdd3h8gJXI9XX1jrQU/FMopReKKdHHJ2vWTiFkgm+cAScdx31tGOzXBsIM8FYCqlU6pNL8phIRwk9OqFbrZhCBOmpozIMiZKF80UguErPxCSBbYZpUm7SxKVC8T0ihYGM84q6ypiVfVBSqCSfqX7CS48SrZggGddWvYxAsIKBim2gk68Uyc2YYWpj3qLL1YrUxhBlwJGpzhFyJdbKPniqeEIMnHRL7q1OWK/XqH9Cdp8Xh3P/RmvY3Rg7mBGp/hutYSqms7qsFV8LK9mzuvhjjrd/xnK8IG7fAxdAK14SQSsqCfUGbsaSEHYGdlHMdI2An1/nCpUA0uNkROuAhktK3DIEpa8RKUrRHgR7DY4xCkMcOZJMV38CcXE1dj4iVNdTMD1mT6a6gFAI7FEC1XVMPlDVkXJhO2U2bqTEAcpE0Q7VSpSBFCNFhEUqOPVQKuqDOZTX1Ao5DvWe7DJFm15qFLIXCJHsj8khsltW+vMzulWH0ytiA6wLwhRGIOCKa0WRCSG35ON2HM3ghhnvzfONwl34XT2uKjoUbgbheircYGzlpGqu2XS2VhWorjBRWZaIlB7xydhbEhprTnCkxhT1BuqI8sbwLjK83woIDmoCrKDVBiEmFlIBk/hQ7Hi3a1hgEXvuLY44Pzo2Ha1iJmyf9phZAk4tQxQ4tPbefc2r3vv887tM6BcLExxe82nH/rTP+zzaZ6J3WoGf+eAXn9uS6Gydq5lAYOE8f/1bP8t7H7zL5X6LOsiqxr4qQmwJzqiZ0AVjjRSbnU4XK7704DWOxfHm2THXb73OzXBFSYXjbsHKe06PjM256HrOjo/oQqBMEyVnOu8Jzll7Xy74riP2PYhpdIZgQrlmYFLtd42VE2NnHRqqlJTJ1eQnfDDttpIqsesOxjyxM9Bktx/Y3GxJU+ImJ9599JCnFxeklBjHiWEYyLmQSzMmEiXGQO+NaVLSLWvSOU90VgQqJaMCMXrcgVWmzTldCGLrzDhNaDVmpfdy0N/sYkSrOUp7J0wp4Ru7BdTMFfANjMmthdg3gxU1EFuUcRowMxY9sEzFteKBKiEGSm3uuoA212vvY2stLKZ1pi0vaU619vk0aadPHZEtxiyU5xjTO/jHX2SMvay9/vAeffH3nxVjbQU8FEme/eAXn7dtJ9I0+Kws7/jm177KH337NT65fArSYqwZAcVg7eVjzkTvDYTDOpxWMfKV17/AqQ/E4xVffet1rvYXbLc7jvuepTiLqy7Qx47ToyOWi546Tea07ozdG5xAqYiLdH0PzptBV7g1mCo5mzlWcARfCDHifUC1sRaLGZy4oMaamiZCF804qRjo7oNnPwxc3dwwjiO7nHn/6RMeP3nMNE5MKbHbD+SUD4Y/Va2Ft2uyEiUX64CRcmB5S2wuzWLafD76xhrjEGMi1k81pUTJhRg84swNG1U7b1W7HsEZWOmtwweaTEPb/9RaCC3GDPCx8ewcjOOAiJCLFVksxlyrG9p9VaVJSrlDjDkXDAlv52z5ssVYqdXc3UU+R4zZWHQzhIDFGHe3eX9FMSY82/Hw+WOMl7/uU2PMpPGcglfPl99+i298+Uv88KMPcA7SQZtZbSyAeXg4T+wjWY18EnF85Y03udctUK985c3Xudhd8OTigpN+wdI5ztYr+j7SdZGT1Yqj1YqaEnky87suWBeCqO2XF31vBpPOik8zYaJkG9POebwvbU2LrdBlAKHp1gNayWm02OhCkxIRQhcYxpHL7ZZhPzLmzAfXlzx89MjWr5TZ7na2juXcAP5C7CK9j2S1oqXN0YXYpF0kGhOziBKiR6StFWIsb9r4FAyINe1bhxd3YPv3XUfF5CJi8Af92bnt3DQ3zQleW7EvBG9F1pwO428cB8CKAa4ZpUnbtwpmTiQ09jlAA2l9u7aqWNFQbUyKs7gSoRVVf3wD7lc9/pKBTgN6nmdYWpVejO13KINbNRQa4IhdxJlxY1ttxVgR9qrDa61k0rRLsGSJ+gxIir2EWlvIi4cZ4JF5K9BYD/YL07Jrn6HOtMMykVKMxULFzBvahFPFoQSCU1xZ0aeesKg4t6evI31N+FrwWnFVEe3s+7s9N90pu7d/ie3przCqBz/dfnXlMFG9OOncmcJKxgskAoNbt8Q/UaSayZETo363Qbb9wi+yrYmHT57ww6fv8wePL/B/Ar+RT/lS6OhOjpkWPWEvuCyQqun+TQkpA65klABXC4I7J3ZfZn3/LdIPrql+QDqPhgV1sST1FXEVvd6xGB1lv4b3TnFlhYSOvCikeyPXp2tSXOGqJ02md/b48QWPHm3IJRKOgfuOcHSMxDWFzC4NbNRzGnu+crLgKMKCYgYb6hmyY7vdstuM9O4xw8nbXL/1twjHx+xc5cPxIf9P+gG//WTLhx9skOae6FC8OoqLTAhvqWP/5s/w9dWAJxKXZyyd4wvjyDvjH+J1wNzBKyqQfCC3TYHXTK8jaLSUWmmVExPkPg6R1+OS11dHHPU9UpRnV5RPj7PnWSx32/0OjM477pt3X/OyKvj8s7bvkIjGqnIOrU0QX7Ixg3DmNtfkBGZmkgpkTL+yOG/sI7JpljauT9AJc1MHUUfUQCwBwajvk3ckF0DN/TUc2D5CUDNOqUFQl1GdqLLCE5Bq29mMbxhwJXtjCXstmEVQvNO63pITsTnGqrGlxUpHLIrXcqjwVrzNAVgbrVPT5nVayFIprgP1dHlglx0XtXJVH3J+8yP+66sd/w5H/MLimHthjRCNCBtBfaakPZISkmzTmXVL+OhP6b7tuL/1cL7HdSP0K+h6tHPQmTN1LZXdTY9zPRoj4hKox4+wGgL7sWMK0cjHXcdJp7hYURe4vBkoeUeoPV46BJhKYVsz12OiqCJd4IyOQR1kT1eEKQ/sp8zlmKjbR7gPPmRxfJ+FBqTv2BdPqJHF2LFIkW0DWwSoXqmimAqbYT1azc0ZEZKKMcd1Adq3ebq0OT8hbmOjVCNal8QS6EtFRUje43GEWhHx3As9b3Qr7q2P+OBTtM1eGmEiz2wQn2+nNZD6di7+tE2qbWLlmX/f/Zy7B37pGqa0mDNmtHoYa89uW7l6uuGobnm9KkchQjXxdCSbVETpoZopluYVuEr2BdFsm4OarZSm0tiVFSmCaEc/LemnJb64xjWcKD5am0zx7d5UOkxrUeUn2LhoYWYhChM4bcZwjSEC+Boo0lFdIDTlkpwr23FHrqNVihMEejPaIhGKb/sD08Eurtoco2BvEGBCasGT6HVt967CIoM+HVk9fsKiLim7RMgrfDwGriEXKIpLjtCAWqlW+FEUlQWIaVShVhQxErOxwGfe44FR3qrx0lLyicBGK0/znqubC07f/XPWZ2/iJTK5gLrC1O3xtbAYLRlVNyK0outcBFOxawsojupsLYo0kyLXlERduw9AcpHkrAvBa6HX6c4a1joZbMRw7COvhQWvr444XizIw3R36L7iIXfO/S5Xe16nXlL8fslBPwu8fOb9z62Vz//tVa/7XCCnvRH0Ra74822+9tPu/ryndUDnPX/9W9/i//i/f4fr/Y0l0D4cWpR9Q6uKeHSa5RAyznlWyyURRx0z025H2u84XiyoPnP/+IRlCMZ+CcZ8cQjUaklGa89zztq+Yx/sOzkPTSZl1vzy3gw7kFvQrJSCw9zYcZaoudlUxwu5tYMXKlUrN5srhjRycXXNxeUVwziyGUfee/SI/X5vTMxkbacm3WwlY9+26uZWbhqc0blWH7GxOLu1++DJ1RhzpdYGDLlm9gNWfCgGYJZ6YIJpM2bxzRymFNPMdM6h1YBWu9Vm2uRaa2phboG3+1trPRR3QzNzKiWhWqG9LhfTmbdksFBKMrDGCWlMdCFYzVnFdOTblZgj4fOxxWQenNyNqZ9KjCkvxPmnxdhnve7znM+cr33uGJPbGPPtWnzz61/j9fv3efj0MRKs8+2ZGAPEe2qqjYlkob1aLOmcR6dMGneMNzesuoivC87b3Ofg4ObsGqCpLc7EBTOI9MGcoWkdTq292szHzLwqO+uKsJgM5GwFf+esIFGpeGeAoladrQ6oqhQK2+3AkAauNjc8ubhkGAY248gHT5+y2Wzw3pNywontlWpDvw+5dIsx7wKhfYaIRyloczL33rf2cW+gY5rsHKTJwLVZLsbQdDchRnOKL838qG8GJmYA46jZChQg5vbcDM4M1LEiwgErb1qcNEAlRt+0dyuIATKlZLSdBxiA471pL6bJtI+D7+z7tWLKfE5w22Hw4jh8LnparjUXK2ewsH3TF977/IFfHWP6wms/b4y99Ht/rhh79udLv+Odn4q0valJNUhVvvLO23z5i+/wg/ffRULANYPCqtr0jau1tCdjzc/Xa7lc0ocAUyHLxLC5ZuEdJ8sFZ8slZ6u15efe0cVgMiqtWKSz6zlmNNd7M+UDQbx1YPp2X0OIZGcGZDObOqd8AADFeYqW1voOc7fL3NqftZCGkf31BZvdjkdPzBhwN458eHXFxcWlsftrBm161m1vMAOU8zrmxBPbPCVtLdBqgKg73GsreA7TaCBuy++lCbRZm7gV82LsyDnZujxraKPNjMlTSwObmz59CN5ATyfWqo+t3/NeRrXa2imuMbSb2RC+YWtmlihihRoDScHH1n0AxC5ah4cNJPRujP24g/hTHn+JQOdzk8OdBM42zRPdeHPwuam1HHQp53VT7C4eUBeLoTvAXgMjbBF3OAF1geyPqM7cjWU+YtPGsqpLwqU9Qc15Dedws0nKnWM7mSeTymrccZqf8qYMXEYoPrOMhQc+E9Q2fKZv1hZIjbgGCKETUia8Fry2xljDVO3hhVGE6yrsk2PCt2qVtK9yu5N4wf1N5XDFpnAP9Qtz55NKoDHK0OYkXlilS0IdoSpTWLHNhcuceFoSe+f5O29/lX8w9LypgnaOKSh+FNscRFuEvBRIGwgjFMi7wu47HzF8PFG+9xR/tCR0Hd1iQVgcUY+OKKeKW4PsbqhP3kXqSOdWhFLQavo4IQuuGqDhpKOLC45WHeOxY7uv3NyYCRQiJDylRooq1yx5FM+poeOBdEQprPqOqOZey35iGeDc1iIWQQAAIABJREFUjZSPf8jm9JzH3YKYI9M6sMMxhgX++B6r8x3iajNvMtaKp8MTqFX5P3/0kO/mLdu64rWvfom/+bN/jXXeoR99G8oOldBGuJj2oMzb6YqnmAkytETeBrWIY9313F8c88bJPe4fn7Adtp8Kc85h8apqH9wuwrfVm5dsaJ8NUosWvfNvNeC/2cQcEuXbZiljWFYck18xhhOKZhCP+sjgTlHfFjcXzGyipsPkKe34dsUcUk0o3KrBgjpBfUv85w2Eztwji9mKVWOLTocihmst6XVmR4uaMUu1FmhVT8UbsIkBY2I343DNbHK3bZpvVUo9sD3FAAns2pp6hTOQw9v1MkKHIxXlJg3k60f8jA7858f3+cW0ttY+16Mawdk5SGctMyIT6EDRStFE+vAHyKMt9ftb9LxDTxKyPEXWR5S1R9ZrfHeKdxF3fUm52uJKNTMxQCt4X4ldxYVC7RT1Qu88dB1XIpRhJKct1GhJ1eCZOuHGKXsVXNeRvGdXPcddx1G3wBdlmKC6gYqQrq54/O1vc94dEd9W/OkZ0hV8Fnx2+OrnO2fSH2LMaK12fw080VbxVEo1cEiqB7WWDpjvQbkNJHWgAafGwkYMQPCY/qHzgdPFitfyKV84v88PF8s2o376RvGF+PqMWIPPAjnvvvoW0Jlb3w9C8YfXvaSIYVfgUCWtCNl1LO+/zelxYjV+Qn33gmF4hMgCCAaoicdph/oedd7YtL6Q3A6fM75MmEacQ4qgPpDigpodUpVSV0jpCNVaYgRFfEYlQG4FBVVUA5PGFkPKs1eHZ666PHNW2ooHTRsYoUEnFO2ZGfKiETM7EwNnSmUYR4b9DpmSrbulw7ve1j+tOGaXy7ZGu87moGpFTGPjW8ug04gr5giN64glUN5/SE5/ilvco6ZKfXhJ3WUjsRc7b8lCKFbgaL1cDdDuUTFzMrm79gtmMtIKK9oSQ1XX5hZvLK64IkdPbu2Aw/d/wCXHHBVIUilrYZJClkCRBTU68LNGlyIEO2cVfLW9CG1PVNVRKQ24LiChFaHsDlWZxTpApBK0kO6uYYfETlh13WENe3ByypPN01cDinef6S0TZv5c1wqAdT4H51rSrU27k6YQ8GLy6OSOWYMqvMQx98dpJbRDvXgeL+0Keg4Y/VzHFlsfvdTmEFw4XS1YxQ5XmyZWrZRSCRKgJEvEgkN8YFBHLkLRygcPn7LWjnV/xHaf2d9kOrdk0QfuL85Zn/VMaUCqMo0j7z1+gqpytFhwfn5G13d0PrLoutaCGnDimabGbnI2NwUcMzvdtXFQmnuxw3TFVCJTSmQtTFW5GkZudjc8vrrgZrdnNwzkktmNA+M42jXMSpkSHksKQ+dbu5xd35QnCAZawu3+ZhKTmhFVS/DSRG25bwze2maLSTs5L+RxIi6X1qLoTC8s10QpNtb6rmvaa2omEKU2xo+jpuEAPtHAF7RSc2nLkxXqSq10IZDVCsa5JJsPBHMAF9OIQ2wPaHM0Bwdq1UrfRWPZlTuMzwrBCamW1hHx2TEmLcae6Q1QrIDUknZxxmwzAxf/+WOMWxDm+Zb3HwfInFlsd9lpP7UYw4xEvDSgsxaOFpHjRY+rptuntbWF4nGNceWct3upnlKgiPLJ5Ybv/PADjrs1Q63sbhJee077Jff7M07vrUllQIsZhHz04UeUZu53/+zZGPPOm4at96TJrp1vshleveW0Wg/mMq7JhzgA7xG/ZGxMzEkLmzGx2d/w5PKC6+2O3bAnl8J+HNkPe7snBab9gAeCCKHrzcGZinPCOI5tnN+JMYQk2H68ZpOsyAnFM1UzS9KiNjiLGntvTPR9T4w9xRuTK6eJUgxs6boeqgH9TgKKgabWyjq0woMHaQ7wWpuOn7Z2eZMhiCHYnrsqVTNTM/WyGGumMg3w1Gr5hvfmmq1qAGwtZlZ2y6qmAT6tcPkpy0Ub7YcYO+R2PBdjqlbAV9DZLIpPiTEb9LdjXG7H/E8zxubf333fp8XYqwp+ijsQhMzlvLCIjrPVyjwnnKdW0yb3asQGa3UGvAHQtQgZ5enNnj/9wQes3IJuGdjeJKQEThZn3Isn3Ds/puhEzdYt+MknD8kp0cfI/bMzYt/Rh8gidnhvBabgAznZtQ7eQHunnt6ZBInHyDSzI7pv+JNE6/zMpTCpsk2V6+2Gp9cXXG23bHd7UimMaWS339taXmG/3+OxokkXe6Y0GaPcOaZpQpxQU3omG0gilhfV1LpiTPpBVYlYQZFkclMSAiUlYoh0/bJ1+Ck5pcasVrpgWqUpZ5yzOc45IfhILpOxVSXg5ba4U3JqbAq1AqNWnPdE7yjFyAbjNDbppNzGe9OpduZgb+umNCf1alIWVU3ypbb95WFrpmZ++1NEOv+SgM424Wm1KVlM42d2Kneucnz9Pb7+nf+JOF3jKZhHqD6TD72QJMIdMNIuoGixlmUcUke2q7f40Vf/IfvTn6FIR9ARBQZZAqbjcH/3Ies/+6e8dvV7VOfI/Zp+2iK1UMPC9IequYEiIJooVP5mTvwHy8TwNq1dtXLiKucpg/fEmoERnCf7zBgqUR2+dkzt3D1Kcj3VObpqbCSk47w8ZP1n/yNd/seHzc/z2WDr7nrhUoMZD/zom/+IR6//Jn0qpADb3tGNnj5VtiHS5Svefv+fcfzh79DXLeq9pTelMpXEFBJHb3qOKgcgqmvaePWAtbZEjQQUVAMunRE++Ij+ww738SluucSFHicR54O1yZ0q4Y0Nbv0dtG6Qt0bcG7klqp7OQQjK2ms7T4eop54I5bWJ/I1Ero3OLQXkfdAlKoEfDEf879svEtwxUzjixhn1fMFESiOhXPO3HnzC1774tAnw/jndZYBdoHgl+5G/lzP/zVElr0bEg5YOagD1VDehYSRmRXJlU+F/vej5Xjnhy/7LPO4qWRaEOqJiDCpRJRQIahNXkUDWyLxNsQq93czsPbVbsezu8Xqfeef4Ae8/HVv7xivi6zA1tjgRbh1p78aQ0pJ9DgviswzO5xhqPLfYqbVSqoa2ibHvrc5R9BhVpZfH7KVHH/wm+6Ov3zpnI6hbMcQzUMVTGiPBGxtTHJXeNjLmEWzs45BwRRvD0+GruZYqUMQ2E2YUZC0QooUiheLNpMUVoURpDFDIGIjQFUuqi1a8KkGzAW2z49LhArR0oApe2zVyBqpll/EKXZn9aSE5sx3yYpqCIkJkQNWxc5Hrekkun/Cbj/Z8a3vO11ygW/bU2iMp4GpB2VElUZwSS4/4nrqqkDJxSNRxwu3eQ64ewvsBWfZo6I3VFiPiO9zqCE6O8JpxH76H3gwGhFWL1jBOrAdlu0iM1Rr3U5kY655UM0Un8pCRWgm5sFlEhrM15WzJul/Qe08fO0bp2MQj6D2lDFzHnsl33MMRxkx49zuMNaBDYfr6VxlX4POOXTey6zNlcKAOkYqvlah6C6agBBVccfgixnChUGQEmcxgRTyuViBAWUC9wti8E8kLyS9ZlNzGTUDFkWKH704564S31095fXmMNWG8LFF6eXzZ3DPHBodNqm2dnnv9p8TXszFWW66oh/XNcNo5Tu8WHjDgXYReFSmF0ZcmwFDZrr/BtPo65/s/xZ0P7MKanjVUj8oOrQkdEx/lyicKJ2VgMQ0s44ov+Wv6cknuKnhHqMKj3POd8hqd7livhGn5FlO3Ylkm0/qSFctayK4yugVBKosa2Sy+wnBmAIEcjM50DqlWTLDzd3UuXtj5FQdFHLF4W9vdBOpI/oTqF0jtSThEEsJEccJYCsO45Wib+eLG09f7wBJXo8ls1NeAjLpEChlRj0s9KolCAT2lJkGrVZYtWxkRV0Hu4+sxfPAdZJcIJ1+gnEzI5Sfw0SVuzCCF7AYYIzz6IrXfkbpKctg4L5jJQ1FyK9j0NVBwTJ1n6o1JF2cA3wnOdXg6OoWNX5J8JuiKtb/H6cVDhj/8ferUEXVCv9Az7h7wg+4b7OtHlAJalMnZHLxOQnaewQUeTHu+Fq845SkhZ8R1iK+2L6sRNKDaWMAKod6uYaaCG9HZm7utYaJCcZ4aVyz6e7w22Ro2+g2VV61ht7Em2H5qrnof6rrCHSBIbo2ybKJg1h7TQ8w2wGj+9/zCO3H4bOzpC7//3MDJc6+bmWDPr7EvSwpfSBIP//ZtHqksVz2/9iu/ykf/7LcpHm7yDU7M5VtiZGr6csF7+nXP4Ctpmoxx1vc4JyxWa87OzvHTjuFqy8XlFZuh0nWe+6fnOFWy9zgnvP7gAavlykDKrmexWLY9vF3gxcKYZ7U0VmYxEMiKcpBLQYNnzJlhHEkpcb0f2Wy3XG823AwDV9trdsOe7bAntYTLx9iKWsZMy8NkzLGmcQlmelSall4Inn4x64bZ/fPOt9e3HKK1thv7zNgreUqIN6Ay52yGRM6Tc2lFY/s+tZlAihO6YDqBtTk3ixjzZQYJVI1BE2NkGIbG5NTWlosxUqu1ygbMcKW0ltkYjfWScjJTGGcMpFJKey7G9PRmPEM11l89JIlK8GaEdLc74FUPYw22pGIGKed1jbkFkRk5nn/cibFnAcdXxdjzY/zHjbHn1867j7vH+nFj7PY7zwBtxTv4lV/+Zb77ww+4yROFnYEUzuFcpCYz0AjO068iUXryOIJW0wX0jr5bcHx6hk6R3fUNV9cbdtOG2MG90zOic6Smcfv6/fucHB8j1XRhF8uVXTk1U9S+M1mD2ox+bCyYQZcPzoC4YOZc+92elBKbYWRzs+P6ZsPNfs/VbsNuv+dm2DEVA8FDNHEVizFHHiY8pldZWruosUXN7CQET9931pbeulSM3WZjWFsiai3kFgvRB9JkBiau66izC3Rzsrb7VG/HYBuPsQto0sP+x8y/jHUtzWDFe8+i7xn2+2aYAlO14/tg7fOIkXBKNZkHVQOznDimKR1Y6uLntnr7W2rMzlLrIcZmc1ZRGvv982kczSEkcme8zb+cY6z9XRuIxqtiDFtz//8YYy/rBJxPbI4xxMBcUeUXfuHf4vf+6P/l4fU11Y0GYDtHcI7UwGvnHd3S02lPGke0ZhZ9pPOerus5OjmldJ7NZsPNdsv08R4fKucnp/QhkkIg1cJr5+ecn58j1diai+XS1odmhNdFY3RqKdCYvt57k4QInlysoyhr5Wa/Y5omdmPiemsxttnvuN5t2e5u2A57xsYUDp0VyXOtBOcoUzJjsmDjv9ZqQGvOaDNHil0ENfOw0K6Z894Ms6qNF+sWsHEQQ7S1xUEvHSrKmM0UqRZrQ9dDzakRcFwz/rFs3Ao5h/Z1TKoDA74XiwXjOILYmE85UWrGBzP8AjFZicYYzc2gyEuTokDM3Mi3glkrVuaSkWboZAVDaSxWG9telC74wxj/aTz+EhmdbYNKsYRSOoIW1jLR1T33xg9Zbt9nkTeg0+EtL33cjUV5/tdKazLG14HiIk6Ttd05B7W1dzA3YzS6bLpisf8AvGdfTlkMT3Gi5LhGKvi2yTAmxISociSO0xjQ4Jh7Lx1irE1CA3XtOx4cR50ja6U4s3BBSzMxktZSaHpXsVb8/in9ZAtP9XfOTp+9NC9cDjXQx5e9mZO4isylJawFTtRYad10yWL3EYu6QV2HtfDXdj5i19LNFaRWOWQ+1t0Pnk1nEhJ7XOwIRQh5ouaB0PX4uEKrN1ZW2kO8IISP0TCiUdGujfUaDpVm51sLcRVQz2x/IGLwv6KtnXJsWm49V3rESV5QJJKBbSkwgs8Tw27P9X5POBm5vxxNf5HBNheTsfzUVwO3fURjNeH/gmn/0SMuo35AQwT1TMHxm/fu48OKKTt23ZK5PfBuy8+Lzw7Z22xSZ3lEVZwL9GHBul9y7/iEp93jz6hwPP9HefZpAzatsvnyAz2/ML68OjiPVWvPlKbrIc6BeISKq4niFnD+MxT3jh2rtY1UIhKOTFezbXRMDc/uqc5uhPOCD8wtL/OJzCxKxTYIqq0lpmlxoaYRNvOpHWIOmQ2sN4UKmcPBXtHOvR5i5PYKap3nrrYhoQFSWKLpZGaZto0BijaxZcVCw0tFSoUpc+9mT7zJfCMFviILVtW+ay0G9M1aKTNcdnt+ZqYiruKdzR3kHTo4Y6X3hVKFIg6VQL28pD4J1gq+ucAl2wBSBefFmCCTmRqVLIwI+zKyHyfUQQgOnyplHJiqB+3pVh09xyxDb8wD8Yy1cpUmhgIlj2x2E/t9Io2ZLmVW+4n9d3/EjjWrk2PcaYeyw9UGJumsWXibW83xcBBGVhNzL2pKgXpg3j4/5v2d0T9fw3nGB1CymhB9CJFFWHC6PuJsfUR4pYnDy+JFuBuQ8zPn2sb4ALg8965XApza/rsz7mY2Tcs67wKkFse3gLzOATHPI3gqVky76V7n9Eu/RsfPodkYhk4G9tsb3vvwQ37723/I7378AUuNxCHxy29U/quf76zmph21ChqEb3+053/43sfELvALP/8O3zz/CqfdKdFV1DvTU1Vj+4f/j7s3e7Ily9K7fmsP7meIiDvkWJWVrSq1qhq1mlZLSGDw0ga0SS098MIL/wH/GLwIPYAZhhmSgRlmCDBDyJBaLam7qrsrs6pyvENEnMnd97B4WNs9TtyMzHuzKZUQnnbzxo0z+XHfa++9vvWt7xNLknJYU7/3H+D5Le76KezeWWzCHdApzUyqtXeiRoQUbyxJqhW1MHOUun5q8SqNpSkQUyHuj3zncMsmFa52AcY1hBXqO/LocSUaqCkj2RVcdYTUUcmUOkEq6FjQVC1JqgVcIfTRNJ2qIGmHm34B1y/IXcblA+54YKZmqnrK7cT0JydOF4nbdWXvTTs0j4n9IfPiReZ6lym50nuHRE+9CISnPRdPrui7DtdFK5rGFat+i6+FF0m4OU6MxxF3GunTBDdfcvMv/4BHjxXffZebtObz9JR/9Kc/49Nf7PDAEGzsXCQDXU/B84Np4L/861f89oVHUgJvbU+6qAzYv+cJd0nellF/t5bdrWHajNE8XejZdmueXFyx7Vev3dKdt/ixzKF67xktOGBen87jiLsm3vsAzP223q9L6F793dcdDyWHX9tJ8UAi+CADZp4Dmg5drWrsWin068Bv/PBHTH//fyKuQaoxoap4lLoYZUz5RO2U05iZphOPV2/xo+9/j4u+45Pbl6SScTXhoudwnOiBp1dXrEKk61f84L33jKlR1RQY2j4I31pVS2NgzGxT34z2vEPFWlanUhrIcuB2v+PL5895eX3Ns/0tRU2fDxpICIjzeBesrS4PdF1nO4LGzqlnybb3fpkHba5VRExLbL6uVQtSK1qtDZbawMLoLAEsiS5acqfFEs7V5dpAjTrZ68XaHAFynppp0OyWm3A+kGu2dvaqxOYIPeugiRj7y3lH7DvbK3hLAHOtrLuI7ZaMNagVcLYm1VopFELTN1VsDyLiSbXifaDvPCkXUk2Ezpum6jSZlM6isf7K+JrHHm0/JXKvtfnVTGI2UVnG6r0Yu4unf1Mx9k1FeWAZHw+dQxUD6mb9SedsrPzGD3+ElBU6ZLxPTDkzzTHmPEEg5YESKqPPHPLAd13HX/7BhzzZbvno+gVTLkhJ+OAYxkw6Ft6/eMw69vTe872/+IRV7Ci1UqqQtOJDh7pA9M20s9padx5jwXuLMZQxF47DYDF2PPDs+Ze8uL7mi9sbclVSsu7E0gAEa0G1AsF4Gui7Di9WPFDmGLNrNDNKVXX5W5yxrOa5VrWZFtZmBtmYaTJr+5VMDMbmStlabS8vrnDOU1KyFlfRJZ5zTozTSA0Gck0p4RpQmYoRHWIIOG9xOwwDzDHmWuusmnN8ypmcK+vO5qyipWne2tbCYqw04NW+HyKmv+t8K7p4+hCpCuM4Ert23tNI8B1OHoZO7seYPhBj959lGJTckVK+ZYy9GkNvEmMPgZTnz/tlx5iqklVxzvb5f+nX/yKb7hF5f0vYFIY8UcWTsoJzeFFyniiukEJmfxy5wPGX/8L3eOfJIz7f7xlSRksiBmGQynQ48e5bV2z6nj5E3vu1S7b9yuZSFetACBF1AR87W8eK6YzPILqq2pzrAooylcJpnLg57tkdjzx78ZznL17wbHfDUIoxJbV1mbUx45yBgNNxIHaRzgdqyYumq7aOugdjTNSKWdQ5SW3SCU2nvW3KumgdDFoysc0NKZkE4eXF1SIjU0q+F2OlZHNXb9q2KSXEWXzkkpFSTRs3GoB6Op3u5f+xszkrtCJILoXOB3onxsxVY5DWYqByKcZ6XWIMwx6ceFK1TpxV1yHiOA0jIQpaC2UarePwDUz13vT4lQCdityBedIYD+LZ5B2X1z/h8vQJbx/+0NiW3gTLq3Y85P5n7/fw4qjiWmuqzRcuJ2POESnSkV2kU9MmCzpvhx0nt8HFtdHJJVD8Fu0OIJksK0QMKCwE09FpDCNXeyYSqTcdiMCsKSgNVDGWAwKhJtalQAdHzUw6UnUCWYMoVSI63w51xKINT9xSHUzxRG16pB5jVvhqjJhigDnQQNCWLWeJZJTsT9bGg4FRKh1BrQHbHO+sDVTrFSIecQNNZHG5lsuxZOGc/XD2x49QEl56nL9EB4/3J5isPV50a9RxHfFysntQmxDwAvjdJe3mSm4aHyqeghByt+Cs1cMUI+InnLMqnCseL4HqYShH8qnw5S6TszKNJ443O364TWQnuGyaVoYcgMsOVY9iGqxVE0kzdIJWh08r+pyQVEnR9HZWw45/r/+Uqf4ZP0m/xd5dLS3q9y7R2TWUuYLXHrfv7xaFeIfpg6xXK55ePuLJ5SXxtUCM3vvVsiDNQNmyuM0OiPf1OWdA5WGIhgZP9IgqrmaLiwrVtTZjMRZjUSG7LderpxydOYBHLIFDHKu8I1Rzacs+Nq3OEZVq7yVQ3dw+TgNu7s7pIb2o86NotUrz3Kb96q1YAM67IzuoMrdGNuZSI1SVGTZzbYDOwaZKNwamCKeoxGrPtOVTzHFSG6u0TsRxZHOz5/uf3XD18cT2WnFDATLVKcXQK9uNuXIHNrRfacGMUzoHPlKnRK5HtCSjaCq42CEIpYGtbhjxQyKOow03dTg1WY+aBXcccK6Qeji5yNDmotXlmqsKkYn9cWQabvE5cuEcT9cXOLeibDrG4jnUxMv9S/KUYYS8Gzhe33I87Cj7A2/tE9svnuN2/xI2a/QvvG3Ykzpi2TBJMiVknTd+Sm7hYdIO1gZZUHKtFB64gffu8N1IuXe0mBMVxKlpYnU9l+stbz16wsVq1TQGHzpeBSjnv89i7CvxVb8SX3MSesdm+KbzP/+8r240z1+exZiqqCUeUgPOJVQqz8P7PHMf4tRxlJ7qO9Z5ZBcO/LPpM/7Hp1v+afkX5P67xNM1YfNH/Ocy8W7KVGfMScLAR9un/IP3/xJjeMK/fP93+DsX7/FXV+/wdqwUn3FacTXS58pFveUU1lx3l3zR/S5VOlBr9cveNm1+ibE278zXhhnsb9cOZTH70g6k4khEPRI5EmQEHGTHxX7k8Rcv+NGzn7N+8YLt4Qo3XqLVk90lZIcvIJIIjHRkqA43deisJ6zVmOY5ocNIHQac9kjYQOjBTRD2SPcplEx8tjH5DSbT7ibidYsbVpA2HLJyOylfrDoypoVUxFFXCZeO7G4PfD5lUu5Q2bK9eI9L9z41rqmxIynkBHUqjOVAnnZw/QxevGDz4ho97elvRvLLF5Q4oSp89OQp/+fFb/Pfvv8WL/MvDAuOAlLxaaDGjtqv+NHNn/C3Niv+Sn7RXNM7yC3BljapPDQmpQ3AuyUM14ARQ69MvzEGW8OeXF7x5OqK7lu41eo56v818fBgi955LN6Ll4df87rHvu3xUNvfQ+yXh9sL59WtmXfQZJRwrFcd777zmB9//BOu3lnjiiUoZqwnjENG8VCVretQTtzs9nz0+ac8ubzk409+ys1xx8WjNY/eumLzbs8qRi43a/rgqXnixe2tMZtSYrO9YLXaUopSxmSGCyHanjPYfn4YrM38eBrY7fZc727YHY+8fPmS3enIVJrRglZS0YVFFhpwmnOm5oTvO2obMyVbYtj3JleUU6aMzYl6XsB1nmeNjemctdWnlBpjTFtruW9zbWN7ClQ152bvbT9lLuvFtP9CIGdjh3XdXDSLOOcM8IiR4H1jshmA5NpYdc0le76vM1BaW5G1NAZnjJG7itZdMbmUwmrV2iKniUq5WzecI7rQdOJ1FmYGKlMqROdw0ZyDv6Zz/aGRejc+eXjl+dpx+poYe+j41xlj5z+//hxmNl1ldvx25nJJCMr3vvsu/+gf/5Srd1f0XbvX2L2dhkxVD1VYO5hwHI4DH332CVOe+PizX/D5y+esLzquHl/y7tsbeh+42qxYdQFq4eZwYCcDaRpZrbes11trjpoS2kEfDGjJ0Zm2+DhxPJ0Yp5Hb3Z6b21tuDweub2642e9ajFk3SsoGnLsWY3MLdk6Z0EdTX3EG+NeazPxkYw7laTJdX5AzRrrDdGKtgNd10UCOxpaejUuWPbVWW0dgASFDYznP4Iv3pvWb0sR63S1mRnMLr1dPbIAlmD6oP4MCzmNsBnGqGpHIZB2ysTXnotcZUGdx3aHqmEZjwd/FmBBdZxrgYDJP7TpMyQxtzDzs22thflOMfe04fYMY+7oW9VdZnQ895xvP9ew7/nJirBWsDd3hgw/e4//+w3/OdhVZ92tSyU2T1TONmVJMN7kXYSOeaUx89NmnoJXPrp/zi88/pds4Hj16xNMnG9YhsF2t2PQRh3I47DmeRnJKxL5nu7kEHGXKVByrEMArOZgGeUqF49EYmze7Hbvdjuv9ntvdjpe310wlU2ptkiPVwE1MkoWKFbByxkfT28WbtE7KIyF6tps1aZqaLvUscTavY3ava8sXuq6nlNJYkVa48iG0NcaYmU2ArRXVLMbMQb02syRjZk7TyGoV21qk+AZiTlMlxrjEmIixM2n3fY6x+WfTtLZ9YZ15dKPcAAAgAElEQVTZ0960OBfZpfZdTA804r1nHEdSY4nPcR5CbGMbXLa2dhGaJE2TuUnll7JOzMevrHXdvFxpBh6QfU+fdnRf/O/0X/wTHLc4SabtJQ6nI1+ZFs6SygePGYdYWq0LXhMdEydDS2hwn23kARGl48QmHwzA0cwm7XE1gSY6dzA0XSbThauCSG1sl5EuV0KuDYCMiJiZAK4CpkskQJaeRIdrPd8qnuo8AWWV9vh6uPt+zjGboeAHRJUuGfMTh+n/zXJ0Yvoni5PbomvaEWsiqmmC+CKssFa01ESrVSqqE8iEhkwKJwC62rQN/dmFfc2xMDEkg0y4WGEd0BTJWZGpGCvWJfueas+r3QgkRJXsMS1D9bjW7u0avDbrnIgzlz6a06UDuloQ4xOZTNtxz/TZZyS3Nuq3i4y5MqaRNB5wNy/pt7f4dzN0urRG+KbLOrebk0yHSkpFs31LqQO4QvGmPGKJhVCIHN0aJTUA99sHqbaKHU1ovguBC9nw+OIRbz96She6N34vefVfD9zCuSXjblHS+6D2K0muoPhmKKIBVI15Iq6CU7PqaWDabOjT18FeK0ojuuFEEQkLy9JLxXTs7DSdglTX2F53uPcdw/Ph8djWDRQDO2eG0VxZxcqqbVK+D5Z5tT/J26Jj+lWWalaxFvm5dWTeegjWEo8ortrEY0IE9lkVwZfM5TCw3e/Z3O7ob3bEz74k3ryA6YSqGTGYLEFGsrWiibP4riqQlcXHRaSxHK1RPtSOKlDHjJZC0IKEgPeFWtTAe82I5narHQRr13AIsSjbU+YojrRSJHRI57hYRa7Cir07oiWjxxFyQY+3HF/0MGXqamWmUgFGmUhTouZK2Y/o81sub2/Z3B6tOquOw+5z5F/9c+L4Hcp7W04XxhZ39e5OLKC0s+iuZa5ii60hWpt+4VdH+ZscCs14wpLHVd9zpZe89egJj7eXr90Enh/3nvu1oOX8xxKq+/ppbVSf1yeW79Ve05LcV6vq9tw71rhTk2wwb+xAFWct/yr0KJSBKCOdeGoN9FNF0pHH+owrrrkYrtFsRZvH7kTUHjAzgeps09GVgUfTF0ja8evH93hruGKVIOZI0NxGfUdVZWrfK5YdGznhsuJxZAep2Bj3VQm1xYpzCwPaqVJnGQExPUmvya6YSNNd9SRvGnjrwbM9jfT7HVfXt/Rffon78gXhdkSmQqVQZaBywLX2N3Op16bo7XFhRF1CpUCNxnqOFecnpDtSj7fkrHi2+G5tUwk9lYCLHXVqmuKlIq6YLiYm87JKI4+GzOBHUheQlcP1QlpnTqvEyo/o9TVjqsShZ/Vyx6pek9dbtOvxCONKOKaTga/jhNzsCc9uCdcjHAu1KlPJ3HzyMettZPPu27z9dsev8YKY9o05PeF0ossTY+3Z6yXvDC94lLY4yYgmXJ1sLCGNNf3tYkznQdyKX12ItoZtH/HOo6f08XVrmKWnOk/Zy5Q/J3B34MubMih/mQDLq5/xpm2y89/fdN72HJYkxrQexdbTUnn65Iq/8/u/x/O/9wWH4YALBnBOOaMIfb8mTSOd97hVoR4HXt7u+Fd/8mN++6/8JlVsz7ferpmmE8JISStKSrz99DGlKn/28cccD0c+/PBDNldX+BjpfCR6AwZOhwP7aeD5dOSw2xnostsxDANTMgZcKtaujlgh3nmPb2Y6ZcrErlvMIqoIRWEaR5shQ7RZUVzT6W96ZJ21c+dSLPFzfhkfczIGBnxYa55tNmb3WOdcM5WggTTQ9z1Aa1EvhGDOusYQ64yJlMzEJIRA1zTSXNPhnBlaXWfGKXMCOCeGKaV7SSNO8ME3xqaaVh9W8LpzrXV4Z8JdToR49t4xeKaUmaaJTsxoJYRIbXNvaTICb9C5ztLWaBukBRA6G4nf+Po/b4x9G5DoVxdjCmqv67vI7//+7/HTTz7mxeFL8GbGMaZMyYW+XzGNk8ks9JC7xHg68oc//iPWm94K1ppYX1xRSuI4XqPdmpom3nryiOCETz77gmdffskH3/2A9y4u8bEj+EjfNPZ2px3HceDZdORwOHB7e8vN7S2n04lpmlqMFYZpNHDEGRPRRzMSKalpWwZPrnWRJE6TdUqGtv+jFWRzssJiiH5hfYrI4lbebsKyB5nbWlVbMeZM89gAVG2Mycp2uzXmmLTWWfHLe242GwyMMa1CaYDo3NrrnVu0d2NrBZ4fAytQLDHWim5VZClulGLFc+X83M+Z4HYeXbQ5Z25brlUZp5FOrZ0/xLBIWMyA6tflIOeHzmP3/2WMzT//2x1jWIwBWiv/6X/yu/zko4/46NM/NeykMQvHaaLvVgvIdxEdeciUKfMvfvxHbNaR6pRUR662T1CpHA/X0G/I44R/fMW6jzy7vuZnH33M+++9z3e/9wEuRoLv6GOk5sx+v2eYBr6cjhyOB25vbS07nI6k0WJsKjbX5lrQeW5uZmI1ZVRMoqFoXjRzbY0x9rWNScsLc5qoWtuaPTuaq7m9C02H00DN+V6vVqtlHZs1ZWs1LCQ3+YeUEpvNtukHm94pSDPcMhMnEWEajclJWx+t6GAs7No6CmPslnVkPj/T3s2LM7sTe9+ZhVpLWRacOzKHNNmWFmulmP4ud2svAsM4EkslhGiu7i03r639/9vkYq87fqVAZ1VdHMmzBKIMPCmf8nT6KUEyhI0BRwgZE/7+Cu7yTZ+id1oyqCUxFXBam3YUS7At+bSIuaJrpWSPtNYAkz9v2gFOmV2eraX7rLwkBptShCoB56yNRsQq7Sqh4SuBYvK2VLVkrypILTit5MqdMvgZLmWJF2YGMW/8awM0FdMNXapp7XUqFLwBL1VBzUHP5YjgUVF8zfhpRKq2SktAvS6as3O1+X6i/k0XX8xBMHjwgVYoxXUBp440DMCJEBug1RbT2j7HN0Cpiun1GUBjYM6se9dUmlGp4FtgtRFDGzfiPXnMXH/8KeJX9F1PjpekaiCsSyPx5YH1WPHizc/Emf4nxcyaBGvVLAvSFltbPNQOVGYDqUAz0aQgpOqtCq/Tw4NVDJSwn2dQ8OwSzte5fV/vPL3ruejXPL74FmyY+cPmn9rn3l8Az0HMuwF0V81rgObZgilt0r7bTDsgNNS9GVc0zUADJw1oF7nTp5k3JbW5OM8t7K2GilBw1QAaYyDL3SVZvterY3HerLamWL1rxbH708Dyds0FW1jOr/0sB5EbY1NUTI1BMIkEkcaxmYPMrldpnzkLMDsF3zbNVSvdNHFxPPHo+Us2z54Tr29wz18g+1sg2V1wrhVOagMZGkAJSJVl/MvcFt1AfnGC6wLUSj6O1JythajrcJ0JstMAMLQxRM9a/1AhVrjIcChwFKyQ4D3OVfqi1D6wisLkbGOoaeL2+QtOL/dIv6aLK8KmJ7upmTVU2I90uxOXtyOb0wRqYJOvBf/sC9xGIF4xuQ2quRm/yZlHiCzX2BQ07u5VVf0aHc0HImB+LfOGw9YDA8SNfex9YN2teLS54GK9/RaL6/3nzeYY5zFmf5/Pn8q5LtX9550v7PO/afPEQ+d0FgdO8MXWuKZ+ZSBVNfZqUHBUoo5tfAW66pjqQF9PrGRkrYk63LCdjmxKwTeQ3DRrLYF2mujTLSs3cnl6ST+NuGSt39GZnmCtVsRT3+NcY03qiVgqEU9WJTUAMFTFV5sHcjO5UcA3NmeVimpozOjccouKrx2uRFBwpXBxVC5vT2yePePixXPi82dwfQuTuWUWCoSMYJIz4pq9jjpUHOqqgbk+2WfCEnM+JCtepiMlDdQ8gDwCWdna62IT42nu6c2hVZ21nrnqWCtcFWVPZnDm2BuCI4eEL4lTP7CJA10txDpRbycON9ekbktYbfBdB5eOko92rSeQmxP9zcDmUHBZm6mCUo87/BefsK4n1nQ8Wh855EIi4OoRz0ismZDXTAKbeqSrEaIZHlVV29O0DfVDy/45o1jkbn5qI495PlaU4BzdvIZtr+hDfE1cvT6JW575NcncHIOvS8Yeep/XMVVefc9Xn/8mSehDP997Xdur2tZOkGLzYQyO3/mrv8FHv/gP+R/+4f9sAJc3JpQgoIXOmRalz5nOCaea+eT6JT/IA33n6Aeh10CeJvIwoBtH7HrT71N4+513ue12KML17YHDkKgC+/2ely9fsj/suN7dkmtFxViIKORaKE23S1Fkbbp8YW6bqxVfYNWvjK0yTQ2wUFarzgBMVUpJrc22uUaf71HE2vuqFgN0SsUHB9XAmXNgpkz2b9SMSmpzTw4xLtc7Z0umh2FsoKcYK8eb1nfNZXFkn18zMy9nplophXIGpMysmvPxAhgjp86aabYLzCWb5EAzm6lVGcfhjiVXzQ3aOXONNp1QT64eKbUZADUDJLBiUSlLm+Q3H98UF//6Yuyhgt1D7/tvKsachx/+pQ/427/3u/z9/+6/Z0gnJJrOnu0nC533lheWRC/KUSqf3rzkejwSo7DywoqA5kzZnRhWgruKTNVAnqdPn4IK4gO73ZHTmFHnOJ2OvHz5gt1+z/XtNVNpOvCt7To3drTtKBTWlpeEpmdXVZFUWcWeWgvTONn4V4sxi1UDJ8yAxGLM5nzau1qRvRRrITc9WtPWmxpgafqcUCZj4Ak0TUBMJziEBijWxWl5GAe6aOzNJcaAkqytnfbvOXbm5wR/VhhoINBcvDgfUwp4H8wvQHUxUqktb/MN3KxVKWVc9ISpJqURY7C2YTEA1dUAuTS2dstVFkCqmpzNn+O4W1LfPMbe+L3/Pxpj0vby0trl1MH3PniLv/u3/2P+67/3ghf7F2hsBlsuUKsx1LUoNRV6lJOHz3c3fHnc8daj7RJjIQtpPzBOwOUlCXCpcHX5iHffe5/QdewPA2N6Ad4zjKPF2GHH9fVLhpLbvrW2ub0aSYYmedUHUGeFuZaPlLFYZ4NWpmlEMACy7+OiPzvnQvNaUmpdYgyptsUqBZxrElQQQ2QYjRhkQCGUXE0ezWHmeWprmfczIAq1Gng4jgMhGJPSGJduKS6eg4/zOc6sTNe6lLNWojfi1tyePt9P1wBRN8e7Kr7hYFXvFxVFHClNbZ4QBG/Fua6j1kJKSuw7CIZRiahJ1UgzNa3WmVbLny/GHjp+Ra3rDo8SRY0BJA4hUuqaSR9R3QYYAUFcojrhi+1vM/irxaAF+Ma1WTDwdHIrPIVQRlblxLB6h0P3FlUMZJyD0hIdT1XhVt7m+OSv0ZeBIhuO/h1Cvca5TGGFtcqNoAGPX1ykDrXwRd1z0ISkSF/gA9nxff+c9XSDeMU1TbFeM6sagBU1Cc2FgUk7nl/9Jj4lFhoX2dpT1DPJBajQ6USWZmar1rYOQnUyd5jjVPEN2MnOcbN6n+IC6Ka5nimunuingSdD4a0vnvHo8yv87fep5UCQVtmSuiTZc0I9Y3Jf1zZs11ONFlc6mLaIOPDWljQNI/vdHpGJfr3BR49ePzaKN4lSbYH1BHDGglWFIub+p0HJEfIM9jg1b9gJfDKAdPSeXdnwzz6b+NOffMSVON5fRVy34dJ3hFQpeaJMienLR7z82YVtPJ3xUV0pBKeUlfDZhePna6xl0QXUTagTJgn8en7Oj9LnRN9D2xjEWulLpbBh4JI7iP4+MDcXeearKg2js8caL3Ye8uII6rnsNzzdPqIL3yJcZ0CvfahwtzH9ylO/YZF79THfNv3FW/yYEUVGtFBFEDEw3UkGEn1zVC8zm02VImsqkeoMyDYGl7UOyeIo2ej97ctI+w52gtwtGsu18jbenKOqiUDPC9Zy/Rvw9ABMim/r0MxYlfZMxUBZQQhAKA6nSnI2uXdVSU6ovrWpF8XlwsUw8Xh35PLzl4Tbl+jt58izL5HrA7iRIqV9ikPLDOzWGctnPtMqAqE9s8xggn0X18BdFzxh3XF4eWQ4Hei7ntV2g+87VBzFVZzDtIooBHJzEnR4OlaqbLLJC1RM2qMrSkYJPtOFyip6ivQ8K/DR82ccDpkLH/mO33Cx2RIirCnEVNAp4U4jq5zopkJQmBrgtC4H4u4Fm+cDXbigD6YRRXOoXOacJt3hEDBFCru27c83tuctj8kSY8tImjd5c8zhWLvIk80VV6vtAli+0SE2Xc+6ra/G2N1G9avx9XUxNjNNl0r7PHTr+XPd/U2w2rxog0YIFLyeqBpJEs0Eh4CTR7jiiRIp8cQwZnLZUuuWMa44rt7iJNccww3FJ+gKmYlMoPOFIay4Xl8S/YqfrTw/2I58sDo2sM81ptPJ4rS24oW75OSFU1cJFVvDnDGmA7bkFSeM3u67V4hFDaAUZZXMQOz5JuJVuBwLpYDkytu7ax5fv2DzbI+//hx5/hlyc0sdR6TYRVOHyZ5MDq8r68rQgGhoesDVipKSofSW4GhBNDcd4g3kiHNXuLpn3B8Z5ZbVZiBueyTGJhuh1oTRxi3F453gCFAcHRMxV4aq5CBoDRRdU71pla1VyU44IfzsdOLL62u07HgrbHi3WyNbx8ZXQqm4XOE0cXEcWaVsRUOEKg6dEuFwxK0it8cLftZvGMJElcrgHgNK5ESSyMGt+LS/4Of9U269aTQl9wjvRnrdsS6nh1f7GYBv/7GAnXJvDbP8xhHUcdGteXrxiNVrgc67dXEpDiwfORcIvkWMfsvjdcnl60Cdb5ucPvS6+Vsvc8dSnVPW68B777xNngqXl2tSHZAqVLUygbH/lC44+i4w1kgCJq1cbC8YjgNOOp483lLHkdth4OXLa3Oo7YIN5S7y8jQwXN+Qqxkx3NzcMI4DOU8tSTYA0FpZzVDH+YAqlvypaeEJGFOlGQHVWu4JUs0sq4BvrI5KSiNKJcYO1co0TWag0orj3pkxS983F9psJiQ0IGNmYM7ssBmcnFmW87WuzQBJ5E5bM4TQWmhTA5eDmZtgz7ljg7U5vzmTG0jmGgOUe58rInbuGCPGyBNiQAtz+6Ell+M4UorpF/sGeAKt3d1YalTTDgYDeyUItKTatjivH39LjM3Vdr0zmeHN3uLe8aZtsq+2xT54bm8QY/N7fZvjjWIMwTvlu995j5JhtVpT3GAO61Sc1OaeroQgrPrIkE0H/VQy71xt6bseNPLo8hHSXbAbB25ubsk5s+mNoat9xy5NPPvywJit4H2z2zGcjk1fsxVEnRBjbEC9mHSaGDtTUyUGa50FA/J9cxIHK5RX7mJM1TfDoNrczgv9qqfWaq3Z3oAHVTPvKiXTRStYjMPYwJ62f8lNGzM2TVktS4yVM4BiaXFtP6f2OTF4UmO/xaaZCXex4M72QLTCgKoZp0zj1N7bAJw5Li3GrOhsTEqLsTnWweJoSmlhDAbnl8+KIQJq0hlq2ogFIeeKj3Zdv12MtbG65CpLoncv73vT49/WGGsCxLRWRXtvLXz3O+8gVehCj8RELjZ/O6lQKiUrIcC6jwzJI33kmCY+WL/Der2B6rm4ekyIW3bDif1+TymZ7cowG/qeQ868fPGMcZpQEXb7PcfjgdTY0IY5SWNWCrVOVjhywjQlaik2LtRyiFqqmczWlp+IFRgM2BfAtznbugFKzfT96qyw1q5rrYQYWoHO2J/DMCyFQW2saCcmYQeQSjKjppmF2e5zznlhadcmjzKvJ6XpXMcQFzPjOcbmtWW+166BoDEEpsk6qmeG6MzonOPInd3n8/MBFrZnThZHsx6pCEsLfc65rdcFwVGyrWO1VCskkRfpuV/G8SsBOu8gnwY0NiMJcWKb1oUlZhom4Kgf/PvUiw+ROtvMf3OVwowLIs71CJmgiVU5kunRzduYjlE7G9WlDbUCU/eI7sO/ibz9GNEVPjzF1x1eKtV1QMHphJNgGnmlcjgd+ekXP+Mf/NE/5o+/+BSpkf408rfeDvwXv96xVhpDsSlvtk2FaiHlkSzGnhQJ6Hf/Gv69X2tMlkqRSlAQ9ahsASFiDpo0GUevlqSbeswdWOPVFmS8INsPqCSCOlxVQhrpji9Z7XesrhPxk89wn58oe08ZbPKp4qhdtMCdadQzs24BIr56h80oRI1tWYx1EisYu9XRrzccdyd211+ynbZcxEvq55XysqAlU9LUTHg6ZCW44JFqbSCFzO2qsl87pi7g1HRYdkNm93Jiuikci+MFwp89r3z8fKKeChFhJ5kQdkTf4auBwQ7hX/1fe37+z59TatvwCGwEnl5ETo+Ef/rE80+uOtPbBqoDnDAW+L13Hf/ZB0+pusKXkfXkuRXHTgsu79nU2AB6WfZQXwVf7pBIAz+lLXza9lzWBO3Fs+3WXG0vie7NwvV8g4B+Fdh7lUH2Jovn3e9tLLhG91GsbZb2HaxVRJiZz0WCrfFicgnisLZQZxsXbQZEC6LT8gZz1F1gTs5ZfTN4+9A5i5g+Zc6NXSi6zB/nJid29nPKJQtYxWwgZqvYvaQ9zHG3JPEWI07NRCjkQn8a6XZHNrcnuuc3dB//Arl+xun4jHrcE6dC7pUaHc73dp/b+xm7oBlSiF0zGpOFeVM+/5m1PNu/Qwx0q54Xux373Y7H5TGXl1doZ0YIJmqtVM3Ukm1R9h6qw1chFEVKwZQwlZqtGl9qRlo1fRDPbZr4cjeSj4VOJkY9Idc3aBfx3kEuRK34UvDO7kmdr6VWSk6EcYQ91KuAXIazsSbN1Aq06XU6uTMkOTdpOguobz6+Ovjv1hOcGaZIx9Xmgu1q/TCw88Bbvvq8hwpA82b2oQr7N1fc715jBGNd4PmFocrdplLVGIqyTDQGFKLV1rAmyC9S8CJILW1z5gliAWfvU5cvN7fM2DogUK2IZipxwlgSU01UzbaFldBemJcrorbMM7PDq7g2T+icUy6A/jkj2lHR9n/vwJVqv9dCNw10+xE5jmxunxM++wV8+hyuPyPvnyOpUJwD1xmQ4F3zs7KqMXX+UGOHidDADito2AWogLH7LeYM1AnrNafjnuvr56zHnifuHWIzN2QWdM+lhWuHSECq4KvpYXfFmKyKuTnXyQTtUSvwZXGcFJ6dMp8fEn2e2DBxlAO8rPSNXeCr4kuhK5Ugc5O/xYlU8GOi7g/Ug6NeumWwGijpQCIeR1+VKaz5356N7GvBZ7i62vBr3/2Q9/zId27+gFAmZiDzPOKWAsK8nbuXvJ1riwleAtu+rWH+9UDn8gnSDBnaemXr1qzBfpeIvRpfb5oQnj//ocffhD36dY/P5zQnFW9y3K3bVojR1lGg4lCxslsIyvvvvc333vuQfX5O9b61dxa8r9AkdoJXXIAkttedqvD21RXjkHl5c+LZ6QWaRk7jkWEcWF9sUe8YSyY3846pZlLK5uze1kgfO3OE1aa7meeEyxJZxcwHovcEH5iGcTH9MEMTRcTY3zNzsZZKyZmuC1QgRNPB88GTU0vSiplGzKyRWgslucZMs/eoLamiaXC61vrqxNzcwZgoM4Msp0TwEe91mQNLKe370lx3z0CUlnSWWhemWZ5Gc8L2viWF2pzPLRZWvTnC+2bU5Jztn0xb1Y65td6uR0AbODS3+c0MtfmeRAQvzhJnEXzraVoAJvdm482iU+/2Ukvyen9f+FB8/P8nxhooNMeYKi4oT59e8f0Pvs9nL38OrZ0brbhQrOGsGiAagxXuioOpwnq95cnjt7jZJ25efIGOA2Ma2B8PrLZrXIxMNTOpAetTKYv+o4hpcroYiW3Nrarkom29agVOjMXtXaALselrTiYPIbZDEnEtXZMFKCl5tBhT8NHYzrNrctdMsMAks7R9biY3YLKxl2dAVO5iYx4LxuR0y7hdCguwxIuBJ+a+zgyo1tIKAHdgZF1ARaWMI9rivGQzWDFA3oD+RVKiJVRzQcEc1xvLvLXF+rOW4tn1WsQAF9/G0lQLTpXYNIQtHGaGXcGF+DV58NeMORt48wBsY/n+ePxVxtg3sbB/uTGG7XcqzNRO60pVnFeuLtf84Nf+Ij/+6R+TpJDFJLyCz+CaNmVrGiweUoGkQuhWvP3kbV7sRn7+yTP0dCCVid1+R7fq8auepMV0NbWSamFMqUGtLeeLgSiWe9Va70y7WgxqAzFDiPSxo6TMOI6NAWkmcnOMITZmRYRpHIxhLeCCQ9Tc20vOppnb2Nldcz43Qg64EJbHy5SscOc8Od3FGNyZGM0dEL6xy1WtXX5ha9ZK0AjVZF/qGQN5bkmf1x2AabIu1OADpVgRwHuLsVrvns+czywxVu8VAhWTqpmLK3ObfqWahGEbXqkk0ErvLAarYF3HTpa2/Ddfx15//GqATp0TUyGQCVREBoQBJwPoaDddO7wqRSM/vfibPH/8m/h5oy1yf8LgfmDPC7RzDkHpNbEp12QcR7mwjdOcNAot8Ow1+/CEXXybXf9Dingm1xPV3K8mr00Lr2AN1g4pldt4wx+MP+F/eTTyh+MFuBXrwwt+bXXNMSiPtZKctT87UZLz5Ajen1B35CQmSiuq/On2rzO6Fdu8Q0U4+J5eE7FWso/mmowNhto2IaECTcHSqRKLAZ6qSnKQPDi3p0tHPD1hnOh3L3j301/w5NOXuC+P8MVLyu6AP/SEEpA+UruOutosg1yacC7aGEMLyHCXQNm+984lGq34MiElgTaB/KD068iwz0ynl+gBep6Af4rWQk2TGbNIhIst0kegUPORyU2MJXMdAqcQ6HNBh4GXp8r1fkc6Dux8z0+L54+Ot9wMJ76jgRWVXithGoxRgxIIRFYwCce9UKhUae6m6piGFTd1xR9vt/zDzTsUKtlV8ry41cLP64kff/YS0cJ3+sB3Us/1EXZPMz/gU947vCDovEDeXzjuG2mdMWDaowYkulbNELx4etdx0a8J54rcXxdrIo0R+fWP38XNjJM9rM/y6qKnClWiTXJ1MphTLck2XV1pIKWjSIfKip0zVzWaWzbBsRl2BE14V8kEJhfx1Sx8TA/QTEuWvgd59bq1c371u7XrWYHcWBNVrAVWvuKSOC/4lnjMhl46L8YN/EYNcp7NiTgD3EQclYR5vugAACAASURBVICvhVBH3HHH5bOXvPuLF2y+uEaePUc+/4x6vGGdj7gINTpEA3E24NLWdri4iJs+oRnzNLinGTPNG3GD6AzstI0LiHOEfkXoesYxMR4Gtt0W53TZmIpWXC1QM0gA8RSNSE34knFFqZJQAjnDlAqnZO6+zvVMbs2uwqCeTgsbhTWVvmTkBCvxdGrMTieVLEr2zhixxbFSQVOFSfGTJeUZITsWaRFpAHdxxgJw2sC+qmSpTNo2RPINYKfcf0gaencHvrgGnNqGN6pnHdasu+6NNnMLsDKDP3qWLJ6Nr/m5Xxdf9tJX17D7z13urzy8wZ1/VwnN8G+yjbsE+qx4CqqO6AqdvMC7DtE1NVsi3ZUjkZG+FFw90ucjXS04Olt3KwQEp4GryfHWmEnRsZkSMStePVJ6nFu1OWsu1km70onY9LaV3jZk9a5gMF+qvoJXR6iCq3aPs7eiVHWVx9ME+cj25nPe//ktF5/t0Zvn8MWXyPNb5PSCXo5I6KjdirKOTWGmAbY05EjTsjl10lzeyyyRoVSXEB2ROhnL00mTrqiwyrjLBKeJ05jZ7B/TyRr6CXWJGgwcdVJRCaisAYcrlT5nVsNEWDsmwJeKm8w9tk4HnBY0RG6qcitwErgQi6WVFlyCVU5s2RDV7kkVSEGowdqHnFZcATdMrFaB7WHPVcrchDXFOWI+tTEDIWdcGRjjiv/mRcd/Jd/HFfit1Yf87lv/EX+963ly+JiL8tldTN0f2jSRDRsn5w/OCbli318cnUS23Zr4ujVsBk3Px7g7twh7OAYeAjwfes7XHeeve9OEDr6aXJ5/xpu29T74vtDGr7br0Sa1Wvnwww/40Q9/yD/5F88NSHaeKma8GGLParWiJmP2b4sy7PfoMLF6+pTTceAnP/+MVDN956lpAFUOJ5hasXm+jl2IrH1kHAZcY4yoGvji1VxRx9a6h1jxUnCIeNspKwTnTCLEeWv7Kwl1Z4yjNhycOlKZW0VZ9pSlmP5ZrWUBbASalmBG1VrIdWHVuIVNmXNubbpuaR23du8GLjagPobAlCa2m7VpIKaRuaDkxNzfEeiCR4uJ7MzvG2NEG9tlvt+utSPG2JLi6qhaF7BoLkjNRirTmK1tfcgG2mg2ZnjT0XQidF0g5YIWYRMjdTJXbR+CyZQUK2yJO+t8+aZDZgCGuxhexqrwapy9uo49tJ69GmMP/fuhn193/GpjDKoW3nnrCf/ub/0VvvxHn5AxDUy8Y6wHnPes+i2aT3gfuVhfcHv9knIaWfmOnAo//fQXHMaRvvdQJmpJHAclH+4YV4KxntehY5qGBcBUhKJN2sU7i8sZ6HQNrJFgPVAKQQRpQImN7dzey1uBszlKu+jIze18ufkopWZbZ2tpJiZ2zKZFNEBl1pE9Z3DN7stOZImxGELTr9W7GIuBYRxZ9ytyKUzTsFxvPxuQoc113joKay6Ib8WFnJa4mc/NWLXeclW1tuO+gaTMwJU3GYxptLltGgd8CEAl57rkFl5cA10rNQt9DPhcqDURYmj5R7G9OTDro7/uuOuF5FvH2KuO5r+sGHvo9/96YkzPYow258zvX7m4XPPXfue3+eiTn5LLCYcSQ8ekxqZfb7dQRlQzF5sL0jCRjyO9BA4KP//sM14ej/Sdw2khl5E4KXU8LgxEwZiL6xhJabL7GQKq7i7GxLQtazFJlBmkQ8xYSNTiMnpPDHHh5JRiHQCllkV20EVzHxfOWbWtdb11Gyx5f9VFE3dmJduaYCQEYxXfmdgtMQZEOTcMsziLMVCrsbBVOYsx097N2bor53VMBPu7rWMlTQsmAHfjz3uH946SIadsIK0ag1ywjtbgzQiw5kyabC0WhFLSkv9b0aUZ9IkSXEcvcCgDfYhNE77l1jMW8ks6fjUanQKqsxNxD1osocFTJZowihRDddvC09WRvgy4Mt3bwN4PuDkJnLW9CqEqKq3Cqc3IoPkmu/MTaoCdR7nKL+wnDXgyfZ0IcxIrxlgJBczEwgZ+rAN9zTxKme2UmFxHnyprHRobs+A0gjpcA6izU7xEarEWXS0ZrYW+3uLZ0emAp7BqLdC5Bjo9Lgmbzmw5ZiL4fD4g1QZumQGcCr5mYqpsbq+5+OQZ/U8/xv/pn5Cvr3H7kXzYoWmHdEJ3sabbBHyIuG5Z8i0wdW78VM5FPO8mfEGaaGitmL5XQ/9nfo6Ko99e8BjYPX9JOk3QF2vL7RzqxKr9xdxrAcSbBpvLiZAyISkalDRl0mFgGs2AIXeOvF4x7TNBMpeiXJFZNeaQNCCouiayWydqY+sFKuKVVApZC/t05JAKZMeTIZO7SnbKsRYEZZtHbkf4B3nNh+nn/I1/5zG/08HIkRJ/xuPDNY92CV+bE/ADm85XamYLQLc8tz1hZm73oWOz2hC+1nX91Xe/A4GkLeR2r+4W0m9q/zuPtfsLoGKtnrZ7MTZ2O28V0IL4jiSRlR7Y5pf0uqgGogJTEbJ7i9RAehtJiixjuYFSc6vDQxdNHrqq9qQqZkRUtKB6/7GzL7gsgveuWnvfuQ3TEp35nJTaiKcFpbgWEQKrlLl4/ozVJ7+g/8mf4D/+jLo/kI979HikSEW3kc1qY6Lq0YPrjLGt0v60alc1wGIW5BVxEIxBa5V6i/V5IyfztUVxIXD15InpKe2OlCkhq1XT3Qy4UqllgpLQEhDfpDiK4EdlNVQOXSX5wmmonE6J8QRDjeTVJUfXM90M9Oq4ALY0HAglaDXQC7MFc+08g1acM5OHWgtjUqbxxE1xHFHMvqmBIzRzK8CLb/OaaZGKM+mRUrJV6vVV6PsbDjkfM2cjp83xXjybfsUqrt4kReR+fLWNW1Nwvdso/vmSunlM3oGyfN1gv3+4WZfT4TXgNfP2F/8rm9s/Y/IrnBQ6veXGv8f03t9g7H7A4CNTCIzeM3hHkg5cRyGcFV/uhKOLCKOLTD5yIjAQ23MbE3i5xgZu0d6lEs9WLbt01lLXNu9qhYT5fiSvZlrklFg93aj4YaD/8jkXP/1T9I8/oj6/RY470v5ASQWJmf4y4i43EFZ3bbM05o56u2tqm81ZGxgR1AnVedvQtvOQIkbjr3fyGYpntbriraee/fNb8nBAN6s2boMxwyYsNpOxyWkMLkrFpYIkyClQUjE5l3HitihD13FaX7I/jlQNXKjjEZXVMi5A8Iw+kdURi2/atlY4VieMRTiq8GJSjlNlXyuTGI5bnANWgDRQVZGgZLHT7Rszd5LCqEo+22s8fNwvNLy6hs217drm0i50bFdrwuu6EsRerHqXCuq9WH9l9XylKHD++3P2ykNMljfpbHjoc77x9F8DqL5Z0mjtdAugbNWU9l/m8dWWi4uO4XBkdbkyHz8nVHUMKVPLxMo7XPUE8XQusA6Rq80Fm/WGkcpeM5HK5ban857d/gSqxKb36bEih+ZM11hfuQGFznsiMKZ0l7gujB9Bc6U6EKdE5ymlorngOisWV63NTEiWm+w7M2KR2YCkKj50xC7i1IBJSwaN0eK50wTL2QxJQoxQbd2fHwshWAthSkwpsV6vjWFS0tJGVxrAasCMMermBO+uPc8ywOCtvbzWQlytDGR2lblFDzhrK3SkZKYPfdc3kNWYa4s+pFq7sW9t62lq+Y4HwVrhY9cxjqYrOLcPG8jqyMVsXmVOeuex87qjzbVzLXmeGx8cjWcAy0Pj9+tAkfn583uc//11n/Mmxy83xs7mqznGamGz7nnyZMvpcCRuPOqU6mHKjjFXdJpYNdAviCNKYO0jl+st2/WWDOw0cdLKtvdsLtccDidy0x90bYfrq6BTJtqKtAA00dv9nVq7q2Ax5ppETC5W7C3VYsk5qKngejP9qk1D18ncIaPELi4xVouxGEPwxBgaSUEb80vNhCcEZk1A0+urLWYwkKYxyLoYTXM3m3lLv1rhRZimsWkJtu+FgTICy/t479HSmPuuFfd9IE/WXh7XvcVVLa2Y4RYARrXgXKRkM4qKsTOguBSbOrV1cagZ9jofTZt4MmaetPdK00SMHSlZ7AXvl/Ws64zBXbVYXmtDx4LmDQ59ZRX9phh7dfy+GlevPj7//G9djKmirtCFwNtvP2IcToiH4ALqhal4UsnoNLJy2JxPJbjAygcuV2umzSU4x65MnCSwCcL24orhODJNmegE17rlgjp0ygRAxViSIHjviMGZ8/h8zasizsaNza0GoAfv6XxAc0FiaJvXdh2sZciKWZ2NR9o8n3MmRpOMcEBqYzUlW38M2LS9cm0M5FlzV1UXHegYIzlZK31qrerBB6bptLTNmxwDC1gZggH0rslaOYQ2HSwFwXEcjQUbwqKTKyJL8XDWvi7z5/pAOOs2MN3OBmSidK1YkKdk7uqiuCCksRCctGujBBcWI7guRmpb47VJ2xhA/uZ50+uOX5FGp7SOMaHQg2aiCqKuMR88SGvXtGfT68C6DsYcO6+ELH9J01i4C96gmRUTyfUk6bGmcSVQGhNKma1r5o26aOGi7AHY+ycolU4TTiOqgnepGTqYcLGKaeN1DKy18GjKPBpGDqFnnTKrMuBbO745R5vuCapkUaJ6ShKkVrw1RbNiDyS8FEId6Nhx9O8zyCWhnlprsNyZIbWKtzBrdWJsLxGSA8EWBSmBenNk/LOPWP/Bjzn9H/+U+Pw5OVRqUEInbDcRfbKGx1vEryy5k2KVhFruMtIF6qxtQTStinnhkSak56q06jKWJCqoiEHNPrC6+H/Ie69nSZIj3e/nITJLHNliWoyeAQYDLHb38t5LGo2vfKLxif8uzfhwaSRtBVYNNDBQo0V3T4tzqiozhPPBI7Oq1XTPXlyY0ZiwQdc5pyqrKjM8Ivzz7/v8FFccfmxG2VIhiL3t2Bo5+IQXDFjWRKiJPhX0cmCbrYHK9vKC7QhZIXWOoY+kTSaWxFIq576ynK5RMfAkC/hY0FJwzjapsSRKLXhnVgKbumNTMpKFs2FglErSggtCqInrw4av4nX+tH6dW+Ml3zuL/IfR4XRE9Q/IxYBQUelAnt1hdn81p8cN3GsTlHC4IAnRR9aL1YuTxIOIO/z3AHI5ADsnMOa7VevsTlrRYsI3BYdXYy5nzCs3lA18+VPc9mumlLkgeB8pt/5n6I/nOaF9+/m6TOPcpDqH3+fFX7sNO3KdupnrPHLnuUOePuN8DeoEYMqcyrv2u+psnCZptkgoORXSl1+x/O1v2fzkJ8gvf4Hb7CidJ0WIq2MWR2u4ekRYLA6AyUDNde6ih1h1nsnPrFXSjfXtqN6kVaqKq8b4kAZ2gv1TgNh1nJyds8NbdX4CbaeNXcHkWWrxKg3UiSr0m0KSxNYHyk65uNgxZCHJgmGxYkMkiWNRPecEjqTivTU8i2rMd5wjO4eTwpFzeECzyTNUzPA65cRDzWyxjYdw0DyhAd2tfIKrxmYVAYptHPb39GXGrTz2v2mgOMRALoxRsOgXLPvFwXO+9ZTs4+Ywkp/x3qIz4P6ijai0CeDZf/72z2V2/fZdfA1EzVz96v/m7PP/QnFL828uG9LyPcrpq7B4j13QBnQa2DlKRFxHaYXCNnljSEqhiGPnAtlFtjh2Gkk40GLsR3Ft/djfHUEpEhAcoQGcFqP76xYqZkAOqIMcDC/MUpEa8I927D75HPerX3P/7/8f5MvPCFSiKCF2xJMj5PQEd7pE10uTFWZLDK1zs2BwvElmp8ZftRaLcw/ZeaJWYm4A6AR0tqq6ummUdqxXka4EGBJCBo0g3gqSokgDW5zub5uiuKqUzchFMSb8drvjYjeyxXO56LlcrbgYFUrgtEbOtLLwdp18AXWOnR8J4qkEeh/pvRBLYaxK9Z6kgUt1PCpwqTA4T/Xm9ZvpEfUETWSn1jBJK1Izq2oMsVR25Poy/kh7UPNFa5gA0bdCz3doqGdJ5Ys9L5/196eZ0vvjsFnM4b/f5XgWi+ZFSeyTjLjnPX9ae6zjpBXCLPH2eN9Tq/LjH36Pf/7pFR5uL1tTDcdpOCGVTM6F7AIaHOq2pJysgJYTt0/PeP/8Cr//5E/44rl+dMZyueCP9y/JraFjFUG8Z8gjHliFHi9C2o0EHKUqgxQkOLrWaMDYlkIatqyWC/MN86FJTc2+xHwA3SyZG8dxluKV9rsQ45ws1lKNpdb+plqb16D9O3mTqRrrrRTzV7PkzIDFyddTVVksFq3JiaPve0RMJleqrbXbrckODVyvs/chsveurDWT0kjfd9ZAsyXBwzC0Zhp7T8A0jibnjZ5Sk/lptn188G4GqWgNjFbrFWlM5DHN6qzorblUcB7xjqTNT7Eo4qPNTxhzTaplOPWFsXs4OF8Manzb2H5yfD+vsPDnirFv+yzPYp1+5xhDCKGjFuWdt17lrTdf5aMvPsV1Ea2FE39MDoU0ZIrzaHAQEmMZoRYkJa6vj/jhtev86g8PKGnk2rVrnB2f8tGjT9lWZ0AjggTPWBKiyjJGuhBIuxGPAS6D5Aa2dYzD0ICRwG57yaLvDFx35m8HgjoYx4R4N+dlOaUZ8LfGPAaqx85RWu4Tm4x8AhCdMwayMakN8A/B4jwXW39s7O4bn4iYfVm/WDRmqLBYdIDMjDWA3W5oxQqLU6rtEZB9oQAtjGlnPrvOUXIhhMh40Khl2gOO40gMrTO6FoZhhFao8X7CCIQYO8ZxZLlakZLFmFeTokdnTYycOMQ7MkpKA7Uozps/o9mq2T7CxmDluxwvE2Mver297/9XYwxU9wCy8+b9euuVK/zwvXf54Dc/x/cduVaOZI3GyrBNFBHE97iukvKI1oKmxFnf8/6NG6T737B7sOHKlXOunVzl892XPKhGjCgY2DfWDKWwiJFF7EjDgKuACmO1An3X2fiY4m233dJF+7zWCKgZZgnktI8xcRarKSf6vm9Nhwws911nxIxm1WAWT47qGnN7YuC36xl8x5hGUklEqdZsz4XGOG3+mqqmIlCl1kTfG3vTfjZPzGEYEbGYLaUiartuaeuY3bvaGt8J0XuLMR9I47CfA9p9TCk1NqsBp8O4MxC2dYJHbE/VtYLctM6mcWxMcbO/cU1J532gSCue5DqzyLUau9ShiBRjk/+Zjr+YR6d1Na44t0V8onqPk5FYd7icwNXWNaBCk74WtzDZY1uMLaj2532S05Ncx+BXGHuj+YFpwav5cOxft9+kV3Hs/BGKMPrOQCoVcOY5ptJMXlWYzPREMoMs2Lg1m9CzjZGt7yB0bEJPdjbYiwtUCUQGhITTjLoFA8qgVh3qS+YbucGlWxONBkWRHaEIfa1UH6xr/DTByt5mTLDGVQIMUVuqq/hSWW4zbjPQffoNt//h92x/9s/c/+jXLEPEV49zAbc6Il87wR8d4eISrT2UgpBs0NW2OZ/AKAU1gxpKMWmSC56p87yBVBlU2kJgMly0zp6Ooo64OKbqgEq0SnSCThX1xq4RMeC2Cq0qE1nuoCuZXCtDVXYa2OB50C0YV6cMtSPII5bpDidVOEboVYhYZ++oleMciVIRtQp4cYUxRIbgGagsVEEDOx95tAzcWVeS6yki1ArOVb5YBDZR0HCP7nJLNwRER6pmso8EWRnQbbb+PAmpmfzEWEzzwqIzpDZHjHNCqYYkevF0sZ83298aa5ZhMslTDCO3zXV9YlET8W1TvPf/EZkWucdBHG2AmWCyrirGNVJXm++pxXfWws57lukhJ1/9HWf3/hXviiEYqozdEX+69p/Jy3MKBafFGNdqknhR+89Pg53mnzkBj4+t5S2OlVbIaCCKausCa2NokqKLWFWrPHFPFKusTz50kwnDBLpKi7nRw9TXejlU+mFHffiIq7/8Daf//As+/+m/MVzcZRsDIQV8f0Q4WSOnJ5SjBQXBJbsWqtWaiMxMjAbtVfsPteqW+goaoBq7WbSBm9NGq/0sVYnTMPKOfmkG2OZ1aot5DQ6pAfHWbVp00utDVxz91hoQXXYwjpWddGwQLo6PSIsj6m4kOmGZB64BR5j01wMdleISJRT6IvjiKB5LmoNnqAZQxmrX0KvJArNYMycDlCfbBVtkHdbgQcU8Z5wvJDKjr2R5iUVQeAw01BYf5mpgf6zV+EvRd8TwktL1tlmbfb7auJpk5jDFl3usmPC09GgasSaj37/14fh084/7z1Y5BJoAei04rdMKwBAWZOkQ8Yj0qDTzfdnSy5ZcEjFnujoSGek043VgUQaiZsQoRcaCd7aBKq6iMhDJhPIQ0WRzqWSMguSaw4mj4PGMOM2N6WtAXyuEk5pNg9Np3lFSUHKLPqfKyW4kXl6w/vwuZ//6E3YffMC9D39j7CsvDEulO/L05wtYX0W7Fb5scSVBDkituNaNHpnmIG+y0FqgFqqzYlufbV0wU+ZW1JzjLDd2srbCjtAtFiSF2qr/hUhyARcgSMVXjxSTNBU3kn3GlQw7AzySwjY7Ul1QiMjyDEfHUnaklDmphWOUhYIXZQ2EWtFkP1OTrbi1UoPZQ1SN9knKhqAV9T3UY7IIRSq+bGwfJtU2k9UaIKlzbMSuS1HQ4ok5mqz/WeP/YCzPLE6dI2we289ew15GlTCdclKNPPk5nk6uDp/zbQnbf21i+Kxzvuh5L8N+eYyxQwuSqZzTxpw0kJ6qvP+Dd/nbH/+Yf/7Zz9iMg3k+eptD+hjJWpCiHMXI9euv8Nq166z7Be4U/vr9H/D222/g+45SKhebh3x95w6boTQQxt4j+jgXoUo1CWytyjgOaHQTBtg88rIlZo1JuVgsWmMeA+GCi816R2elyqLvDbCo1tXaTR1qG3CyBzdtjqh1D1KHEObGQaUU88l0zE0ZqNWYOth9nmTiBrDk+X7UJkX3wTzWcI6cxibtkwYiytxZFmCxsCaUpTQwt3kVOmcqldjYMJOv3ZSkOrE1T2ubp9XIBPO60AgCIRjbRdrzaylmvwMzI8eux95zPPhAGafR890BlcfHZ9t3/Tti7HB9e4yg8h2P54Inh3FyAPh813PqY5sDPYgxzO2kKm+8fov//B//Ox78X5dcDjtSSai313SddV0uObN0ntevXOONGzc5WizpEN7/3jvcvP0KvotUVXbDlm/u3yc/2iDOcqVaG7Op7Q9KrW39FHbDDo2teJTL3PQnNZakfQbzplQMIAguEPz+3lU1b71pLDoRYt+3/C0bqNsaiE39GKAxq9j7ATrnWrFBEBeIMSAYSDmxqWEfe855A1EL8/h1cwyatUUuo3VVFtsDPRljfd8D++7rc6Oh5ts5vdc0V5g/rp3OO4dm20FOgOQkE35Mit/OJ9P1mhqluSlWm9RYJw/EQKl5nvde/njWevP/hxiDvW4djM3rGpFFocD1q+f8j//Df+LzO1/yaLdhTDu0Ufq6GAxYzIkOx63Tc96+eZvT1ZoSAu++8TpXrpyhwSxCduPA5vKS7TZZA2FsO+fFm1+mCFUtFyI4ht2O0siZmsvMYB6nohUtzquBrCLG9vctx56AZufc7EHrMLKJrWN5ns8nwslEZpjWMY+bm3XZNYLgTCLvXEFLa5TXxvG0jtn83zy02xooHKx/Eqg1UUrGY7+bbDqmQtiiNSLLOVkjwVrm2FDMdkYO7FamTvIO+4yTiqPq5G9thbvaGiD5Zj/m3V7ZWku1ucO3XG/eOto5omvsbf6sFp1/Iem6WtVGqCCT39x+M6foQW63f7wnfU+Twn5hYt4MHhxi8rp2SWm8HZzqvtmITPTc/csKfTvj4SbBZjMD2hxVDv/efOOQ1nBoagYgFHEzSGI+ltIema+RglVltZLagrLWDb0oroLWTA7WQEirN4msOOu41755bYuh031qUUUpmolAlyr9/S3h7j345W8p//QvcOcjVt4q6r7r6E9WLM5O4fgYYo+qGC27VLS2RWOakBoYMt+nmXHWboHUZg7QIAqdkncDa8BA04mN6pxQnG0q99cdo063ibLWSsngW6XNFUMotqGwKYWdwhbYhSXx/AbhInEWrbHDqcIK6JB5gE9CylFtcfPLNX65Zn3lhJHK5vICvfuAMo5sHAw+ELse53uKgBDpnNBLx2q5ou9WvFLO6Q8SEueidfs9HPiHQ3seyQe8sYM/2lCROegNpHQ48XTONznoiw85/D+ZQBFbaFT3yanOAOvhgsrBz89YRGX/oNW45u/jsIW3iHnxrvJDjvJdArl9OceQ0zxGjPJvtHfXzlj3F+Kx67OPqWd92/lJc3KSsxlR75NN5kVGEJP5HgJIk2S1nbJKKy3oPrEo0uj5RVlsEou796lffIz+6wcMH/yafrsxuZt3hNWS7uyUcHpiLDMnaCqQC7Va4cRrs3hA0VZg8S2R1Vrn6iDZ/EtFy8G4aTFW61yUQM3D0zrgSmvEYECNijE6fQitMRDUks1zrF1CSUoK8JDCkAaSRi7VI0fnyGJFr484bsy3NY5ODRw2kwGToyRVMgFZLNHFgsXxmtXREZuLR4ybRwwP7zM42HiLw1XsrYO9OIJEooPgQLwxZnoVXDQ2S98d88rpOUexsyY6L0jo5ig7+EfEzRVOm9ZswQ0+mNTipQ59DER91nr8ZFFuv4Y9/ooZKJp/fvpbPOt7znPFdNTG7HFmpp7b+oQay8isDgqiFak6f2+zwtW5IdbBdLb/xSHoQovTahKcmT2kNr07B1qlNRg7OMVc/GrHoauH2vcpYkBnEKEbK4v7W7o7d5Ff/4bxn36CfvYZa6wxh4+ecLqgv3qKO12hoTNrnJSRksxXtsXDZLeiVGO2VbBCglmzCCDZZMG2xoX9d2pADI0B7abigEgrzO2/koogwZJAcZa41dJY2wi+2H3aqnJZC0NVhhpIYUF3dhU/ZE7jgKhyjLIUrLEXU4zZNJWqIt4hy56wWHByfkIB/OUGHtynbDdcemUXAl1YUoNSJLNwzjaSAaLzBITiHC7E9nPk+pWbnC6OiO4gvpSnxvLj64LOzz1cW+akp1Xzu9i9PNDJPhYeT7KeHQ/zJzlIqSD6sQAAIABJREFUPvbn2Sfw089/ruTweWzOJ0HObwNcn0oi58Z8hdkPovp5ffMofVT+9q//hl/88kMebB6gi0gKgq8VhoHOd5yuT1n5E64tFpwRkLHgaoU6ktLAxW7LsN2y2W3oJDCURBoS2lgaRSBEbwBP01pnFOk8jtqkep1ZRwjEYH54k8y8YueYWI5aMjUXQtfZV0LnAqVD0FKaFK7tA5unWaHSxQhdN4OnpXmaTV3UuxgpJZOTASMqQtcSwFrrzCpbLI1xVhs4ak1+1NjXro2R1vU8xA5QNrsLpNLAzEBRSzgnlpzPtq5YciazR+g0zmY2XbUGTqoVL37uoOvYd2PvWmKJWodfaZ/JEsjMWAsRSzStWGf5Rsmt0dx+wn7RSP7W8fui47CRxXRM43z623/rGJt+9++PMWHesB/GWCveimR+9IP3+OCDX3Hv97+BFmNOFT8MBALnq2PW4ZjzEHklLJAhmwKojtQ8cjlsGXc7trstrkKnwm47tBgzhUvXBRK5TfLKrlboAp5i8vIY0aIgSgjOxoIysyQL4Nv5tBqjO4aIF9fAQ4sxj0ApFjshtBizPfLEfutinFUzM1DfupAb2FpIQ/M5FCG6QG0+grVWUkoslwuqTt62Fd8aFDnzOUIpFmMNsPTec7l5ZKxJEZw3qyM3d5yvZmvmTAM5NQdTeDrGSvs+Wgm4ec5XsWJKLcZgLZQGRtnnMzDWoaWSRmsO5ae4bHYBJZcWc99xQLeh9l27SE/X/0nw8y8RY8+Sx3/3GGubPDHlKmId60UFKW3Ol8Tbb73Bm7ff5B/++SewCKTokFIIeUSKcGV1xFEQTs6v8fr6GDc0xUkZqXXk8rKQhoHdsEVzoXeezXawDYQTilZ8F8haqDiqq4yq1M4k8bUWfIxINZJMCM7uM3sriYKRLmyeLpSU8T7sm+O1vaYTNyvPpoIErRFsoXl9Lpez7+bUgGsCC2OzdEhjMgl765Xi8bM0fRgGlkvzf88pzSB+LskKYSIodm5XFd8FYhfYbi/JbQy7qcDhPF3XGKJjIbQYEzHpfZkA9eYf6nSyhmiqXj/ZW9QGVLYYC8GcNluMOXHtGtn1GNNo3tOAb0rVya80uCnu/nzHX0a6LgqaEE0UOkZxZIxxknxn9H+yIb3z1zPkV9hXPGUCVyZAw6Dg/dZXaB3JCw4li7W0F2fARVWPYr/zmubPV1iiCLFe4smIKtVlBEcokSpCEiW0wVzIBB1ZlA1ONygbnB7jdEK5WoA3IAAxr7G+eAYtDHlkp8qlF8bgufHN37PefWryFB1Q3XAR3uDy+Mc87I9QCeY1gjGgitj3D1XMTFdNqisU1qmwvHtJ/+svOP7w94QP/onl/U/IcWC3csTYszg5x18/R45OkNChWiglUcvWOkuXfcWZOovSLNlTLFFui18pdvUn5pyoXV+koJohJ7xRu2D2a6y4UFEfyBEb2GoeU4pJzX1pslsXGjshsuwjcqpkr3xx/yGXQ+X4/AqrK7dYhgv83busy8BaKz1K30C4AtTOI6sFZb3EXzkn3HiD9dlVjtZLLu/cY/HZFzx6uGFkh9485uqb3+Ovb7wLqxHXFXp3jRPXc8yWsT/lcnmN//7yOkfjv6C7imiH5BPQh+BMPjGviM/dRD4N3kkLcGN+NksANbr3y3lWTMBlY4i1hisHOWe7jY9vdA8X1McXr8PzYlYTCK46aMCfqDdTdE0EAdThqiOqB7+Aar4cKo4kS8AT1DZxxXmSi9bsSzPFGdW+NmCiqsxd5Z68WjNgPAFOLexyrYw5tWr3HqCZ5g2Rxp2dkvL5cSsYOMgOwrThzTp3bva1stxk+k/vs/zNH1h9+I90v/gd/e4St+wpoScu1/grJ3DdAEIRoUsZhgSp2rKlYgzvWqhijc4goIVWjbfkzBUltCq0ukp1jmYcSkUxh+jamrvYxtVsQArqFYfJFsU5cA7nw+w1WqmoUwiQixBY4I+WyMpTtvf56t4ltTvj/OotQt+xrLAoFY9wBHRMcrmCF2XZBeqqh+Nr9NdeY331Bosrx2RRFh9/AZ99zKPNJbvTFfmdG7z+9lu8cnqGdEIMPYuwpA9C8I7YL+mcZ6GCCx7xgnNLTo5OeE3WHKl/PuRxAI5PI2UaKNJutd1udzD+adKpb4uxA0Bnfp+DOEORxlzfx80+vg7/fXqDeIiaPv4Znr+Z3QOHpW1c+imp0YSIR6UnoeYDV0CkQ/WIXehIqaLV47KnqiNJIBCo0hQRCKgzj9rqcOpwRAqeIQfG7KjqGjAYDq4BmOeqZyo4VtxcUdap2InMPtOqzV9XoM+F9b0N/a+/5OgPv8R/8PccffElBeFyvSb0DjlZ4q9fRc/X1KhQB9wu4caxvedgm+r23SZrHNHSquNK1gK5EgdFKhSnFC/gJsZXawqXG9tYZS4wVC2UAHhFnIEtQQLeN0ZywNZqHLF6/NixUuFkdYyerik+c+/+HR4m4ejsBt21Wyw3W5YPN6wrrKksVVuxxRDjGh26OsGtVnRn5yxfeZ3V+TXW6zWb+1+z+voPPMyXjEQubt9g+e67vPvGDWIvhCCs3DFd6HEdLPyCpVuaN1YQlgpCj++ucO3kjFjvmMrm8TrYE7Gwf3j4tAnsnGNsXsOa1OnbDlv82v5uD0x+G/vkWfHxJCvlyecfMmJe5njR+0/nfDLpO2wo8bz3euq1TUlj65WNN7uirWAhGecy77z5Jqt+RfSR0EUyI6tl5PzqGep7To7XuLrD5cyf7n/B/U83FM0MeeDRZkcpjjRcErwz2eBmy4ipO2z7OhXXXLsnztQbXsy2SCJePORCcBFBSTnPjMWpCzNiMnMnMndUd+LISZtfoK35EwMztIYL4oScLBZNql4aoKGo5plxZtduL73dz7VuHotT11mtxszS5gU9dYXGllTz6fUOHzy1Zmot1tyhFSxSGomtaZ11qgVKIjd5sGvfefJ9q6VYYb01ckljeoyhZv7xPA4atnvvnY0LL5Mnoc7AqCWWmRC7JuH3DGm/93vhcTBmbc7+7qyt54H7Tz7+LmDM88DMP3eM0UANZLKKqW018i3GCuISr92+xdnpOR5P30WSS3Sd49r5ddR1HB0fE2XE58Tnl/f45VefkGoi1YGLzY4xC3nY2grYLSheGCZARMzLPFMITAx5R+O24AWiiwTxpDqaF6cYuK+1grN46sR8c20sO7pguYN3jpwawNSa6KRk7DAzdQPxnpxal2UXZla2UyXVupeTt73P5Pe3v86OEGSOw6kbejDTRUDnffgk853YZX2MqFaGMdGF2PLJQk4jIcbZ3gKAZsnhg7cO1SHM80UpxT6z93gfrAP9NCbatTYJsvlwH44r/8S4qLU0+axAreSU6Lqekg14ymPCQvXlxrSdV+fv/e9iRs6P94qhJ5/z546xaT56cYw9/hmejjFsbp1iTK2hs81xFfzIK9eucPP6Taiw7nuySwjKK69cQXzHan1MHyouDdwZHvH733/JLidKHbnYbtiNQskDWhKxX0LwDLXiGyPU8PXSmJjGMi61MZYFojRlQGNHBufnOFGMFd3FiA/B5O0IMQREHH7yom8FJwFysXXDNxsUY2tnzFM2zAB2jJFxHA8Aa53nY9+YxsgkN3fzPZnukxNHF3tT/k3rw3T/xJQZXR8Rp2Z94Tw+tkJkSubDG8Ms2acWW2+Dx4eAn2KsxeXEJnXO5ozJR3yyh7FaqEf8wdhtTPLJCG7yD3biGtFCzSO3W1ByxgdnOa22fcif6fjLMDoRTNpmiaRJsUtjG4GyoEhhkIjKAiSCiwb0TL4O7aabVLANKcuQDM6S/dSjMyBqwJlZ7RhQKC2p1EkmrCCuNZLAoRoO9grmV1QnMLVtmtBAxTN6Wyxd9YhrUu55MgAvxQLdOYp4autGqSmT8sjoKhWH+/JX5K//gUpPIEG5z67/PvL+dVhfpdZAIJMx/zvQZgVQWldpS0hjUcJmS/zya+TD37D76c9Z3PkSgiChJ64WrE6u0J9cQ06PIUaqZkoaqCVbIqye/ORGYrociknliqK57FEwrahYV211jQuOMWZKsb9bhaRQqlp1Tl2z7qiWTNeWBKnJI6pYwmmRVPH9itNr17nx+hm6TJQ//IZH9y+5dvMWq+s3if4uNTjOqERAJZKn+9iv6a5d5ezNN1hcvUo8OiV3K3zXEVyie6SIT3zllHLlFa699Tccv/9XDDdu47uCcxXklAWeE90wdCdcLq7xzsWG8MlPWyVyb0/31DIyITLT5VKd/3tsXM2giI1N1+wWLFGfeD1PH6ozTtferiBTc5QGQKjY2JRaW08zk5kWteJCrE3C4fbgkD2sFEkgbYESW6Ack4RDyGLV3VC3VKyZjjohSaCWDFLQthBULQa2OteK6m7+EnYZglX8yJiTUSXjm68kTdpO88LQVkRRwBr7OGyMpppJGEPZVczjsl0rY2G3BijNI0jE2JPa5qSgjlitO3T1zUahKnGs9PcfEj/5mPyLn7H9/Yd0aUAWnr53uKOe1fkp/uwIOV5YNS9XSAnKBODOU0+rcDqmbu/S2GNaElKyATBqMiEVs3fwwbWYUTQ3loi3hgqVAsmTq3XZrLgmS5rsNMw+wmFsdNeY5F4C/dEVbt16jeFKz7D7ggfjb1kdH7G6dQ3vA+5yi69CjzFX1HmKgoSIrDuWr9/k+NZN+tMbsDiD0OEWER0e0gfIWhhDx+L2a7z13o949fvvo+uTuRlDcB2+bUxCiAQX6NrELs4avgQfWfglte9AfSMsN6WAVpILJH/MQKToosVU87dhwlEaW02miDLrjW9bWKdVA6oBYmLMQ2nRZDyriZveNiTOPtNhp0WZJgiZzjfNDzb+td0j10BkxOZA0YN3EpqvT23v6RtgWNqAboxKFKkZoW+by2Y1oBUYQbLNCxVCUbLPWGfRNuPXZvXQbFtMtWCxnkuh6AbREVcLE9Y7pz9S8RVCdRRn4LvDgMzibC7yCqFt7Ip3OBViVrrtQP/1PdyHf2Dzs39j9fVX4MDHQL/sWJyt6c9OkJNjpAsUNRmcK2lmq6pr97utS44GKqCzREdKNbloY4xUMYaqlwXWIDEby6xJkBDzDa2l2BoG1swLEGkdo4OxJBGHm5rheaW6ioQlp9dv8eqrr/DFMvPpR7/l4dcPOX3tOt2tq/DgEfUTA6v7dl/VCcUVNHasr13l/I036K9eJx5foXYLXPREL3QXHkfkXoFyesTJ97/Pez/6W96+dYMYBecqwa3MssYXogQ66YlOCb7ZWEikyoLFoifmoV2Dg4WlAftMeC/1ieRnT9Odkp1pDdMXrGEvc9ie7vn+YE8W6+bXtde8DCDyssezktZnFTPmdd49bV3xvETVzfPTXjUx7x9U5r3Uql/yox+8z92H99A6EKSwco5VEC5q5su7X7K5vEdNiZIyY+hMelkGtHic9CyWC1IarfjQWSMBRa2Zl6uIq+1+T13NBdHcfEFh2G1n/zFVoCp97KwIp3uGo4gQfLTEJieqWrKYc5OkOkffdbO3176TuiNG3xI9W5tjA0gmFon3+wR7+s8YZvv7bo2F7EOWVJqtwj55A5qXYSTVjIiBHqVkutBR5FBCX+YmK04cVQTvmsy8KTFCCKYqqWbt470nl2x5QpOvxwNGUGpeil3fEZuyQNWUKd75tncCnOztbsTk/h5HrWVuGPPi43nqmPbXg/3kU+AFPAWCHD6eJPxPjumXOV6GyfmtMTbF/7Tffs5rp8deBWPETtdMDmLMUSnEIPzge9/nwz/+jiFdsKCw8MIqCFut3H1wh8uLO2hK5JRIPpJVIe/QKoj2LBY9JQ1myxIDNWaKtoY/3jVQdQ8weSegNkadCMNuZ0A5MjOiuhDnuPSy96IN3vbKuZistQtTMx2zkOh6Y0WnlKyxVYvrEEyibm4IdfYB3LMH90mM81Mc1Nl3drrvk8zd/PX2SY91grZzGUuzrSNUyz1DB1TMW9A1IHeS6QLOvBK9861/RJ7BzFz2Utmi1kPAe3s8xZiqmjdnznRdZ76kzoqfJeW90qCCeGn7CBsSFmMeIwTlyYfvJY7nPGnaAh7EmP2y7XWn78zh+G9x2EC1b4uxby0M8vwYm8skLxFj9okPwbnHzzc99uraOgYTMjPF2NSN27vKO2+9xe2bt3mwuUdPITplFRxJ4MHFAy4uvqYmaySVXSQjULZGDKk9y66jZiVhVj50gaSKc4EQPCoWT7UVjg4BbueFYTcYscUFy4Pr3h7Bik7O9oEYEUMwgH0cB7rQzf0gnGvqAoGSkoHr3shfIcSZ5Tk1GJpiopQyx9g0D1iMTVYu0/rDAXu5sSodlGqALG0uiM7P/plWQDCbFSdCpRJiaB72dd4XibMC5yRLzxOj2DnGyYZmKsipFQxrrUQXbH3FQN7JO3tilYuISexbL57q6gwQU2zUOWeeokollzzvQ/5cx1/Mo1PxxkwUh5eR4MyfrvMdbnHVNlpxAZoN6PSdbY7Vz6DjDHYenHu+GDMIaXGUD6oghbYpkP1TVdvEJopobhOLb4w15pmouP1iOcvta6C4wE6UWh2hdjgcXoXQvEHxfmaHUg22yd4RVfDVjGQHV1E8Z7vPOd79BnRt/mL6iFID23KPu9qT1NOVRA6O0cUGwFQ8SvFqDYiyQy9H9N6G+oc/Ib/4V/pPPqP3hdJ53OKI/qwnnF1BlkcQeqpWEiOFAVczvkQUR/bTZnq+ECZRnCTrxSjRTMBZKahYku1cbVKlYjZoVYwdKwbAjWOBLPQSITaAWoE6+VdEwNPaxuO0UjQjiyXrm9/n/NarbK+PvP/ma7yV4PaN91COqR//kbs/+0f6lAkiXPqe/mTF1ZtX6a+8gl65QbpyQolL6xRcIaVKSvfZ3v2Y/OnveJBHrr79H1i/9Z8o117FnR/RO+tIWMIaL3BcL9mFIzb9Fa5xZp3iCmhQqlgCIOp4fJ2ZJnpp41RBKpNvrHn+HUj61BIcbWzmvXDx2QvndKums3lncmRFUA2zR6Wr5vGoYr5silDa3zo1qMTaCdlkFlogFD9gJPPOPrdWnCZUrQKevHVT7dsC7Q1uY/QRtGA6BWf+q65SXSWLUMUAGocydeRRAiKKF8VrgZrIEpFqUJKnSfhFwak1NdE2YVarEjmtjCUxSsbXSlQY2cuGSwNBgmpr9KWoNodbpzgVQrFYRWAIVuzQoaCPtrjPv6L86ueEX/+c1eVDJEZq7FgtI+7sCHe2gnWkSrGSZi64ZItKaSCV3SBvnpxqjZpqrXaPSkFKwldrVDSoeVT6KmYZ6DxhDJCwGPOVJFvzfqoFhogCXXDgo20YKVQqyQdCFoJ6xJWD+PN0Zze5fuOH3LvZszt7ix+/+31Oj8+4evU224cb6oMdX2wSZ7Vy4SH3HedXXuHsxjW4ckS+cUZenqKsqNqYEZvE5aN7uE9/x8Mvv8SdnnPt+z9CX30Xvf4qoT8xZihiSWBjvnhpAO2hBJUmW4qRFANK68xOAU1UcbA6Rpa3UV3RLV5BxKOY9LIe7E8noAaZJOwGdn7roRUoBnz7dh/JVririhIsntRiVjSjmifssX2DCQA6PC+2DjWPyyyCr41V0MBVA6IC2gpqpnQoTaVgBbxAA1elebBSQFIrWEjbXHoCCScD4jJKIVShy8LoMyLFAKkmn5x3v20jV9v6WGoh10vQHb7YXJalEupkF5PxFWJxjMEYHa44skD2Qp+VviqeSnLmf+tLgE1G7j2g/P5PyC9+weqjj1n6RO0jcbFgdbLEnZ/A0QoJHbVUShU0Z1xNtl+gWVNA87htN7xi0rYGbrpSTYaj9n0K1lDCaWfdn/1ILXmWv2UHg0+kUmAUlmIVcm0Ma2Q0X24fCcWbnUMdcV4pnVL6BetX3uTqK7fZ3vK88/Zr3BpHbtx+HfGR8vnn3Pv5B4S0oxfY+AXxaMnZ7Sv0V2/gzq/izpaM3RGXcgSMON2x3WzZ3f2K4U9fcLnZcf7+e9QfvI+/8TZHx9cIAZwrFBfBOYKrzUjes9KCQxhkAT7YdfMBpysbw/O6wrwvkvm3rUDEtIYdgphNvt7WsH18vShDNAMTlTrvQZTWiI2nYdInwZBDsPPJ50yPD5O25x3Pe86T5zp8/uH5K7r3k26Jnh540OkzzrE/sV1Tp2GaqBoLWtu+oCKyxMfA3/zND/i3n/0LDy4GNHguxszDr74mNfYhakmFZmsMF5z5zFUUL4laWoG/QPDSAHubO2pVEFtvcx6omqABK6ElsGG5BK2k0UC2xcq6mkstlGoyueimImMDb6vO3YxzNobkdA27rpul79KYLOOYcK7gfQMPi/ncWufYTNctZqAwxsjl5SUAXdfPCdRut0NLJYZAy+eIrVu0eG9e82pSeRGPEUBNqo5Yo4hSK8OwJfYdri1vzgs1GNtdRanVEtFhGPA+EJ1vzB4xuayzuUbhqWYLJp1VxtpYPlgRQmsx2Z8ILldLKp3ZfNS8a/ufQhciInoA3D3vEMxCrCWyU4FOZHZ/ftaYfzIevu3xy8QY7OW5z3q/Z73/Y+fHCtDtl8+Psfb3x0/aQDv1TP4jOilcDH5DZAnq+eEP3+En/3LOR59cQOfZ5sLHd++SciHlhNYm+cweV2HhPVm9+dm5Ea1W4NHS1GtSDECTTK1tzyOBnAZKzVbikrZHQ/CLBaDkMVNrpl8uQDFVQfO/DO2/aZxoVUL0qMCwG+i6Zsuj2hqHGZuZxq5KyfYTIURKsXFuMWbAfox9A+Qzfd+z2ZgMtu+XrVlRYBh2lFzovMWYKsawbCCJj6HlRrbXMVKqFbBBTLUmyjBsCbGdg6k5kl0jnMWN9y3GnDdQx5ukP+dq25fmpVmbfdU0ZrzzUGEsxmLzziTyIrr/vtkKIHj7rNu8w1HRXOl8NAe25xQU9j0WBTQgxYMfKD4xek/IgT5bU9OKQlOD2L4lWCV4FtMYE0OkotrbvqqOVDHiFDJajwM9zBFtbhkl2nxfMtYsUsn+YC/9VDxMSeQeT5myUFvHYtvXjWgdG8jZ2TzmtjgNOI3UptqxPFNbPDVihrYYdfvGOrgFIoF33nmVN994lX/76V1SFxhqYrj/kDwWSipovY/3jqEaESaEgOQerZXkhFIdWjuSVMQ7vFMozsC1mlBx1LBCxwGXE6V5//dq+XpcLolV0TGzSZluuUScx6cBSiI5RX2HuhW17IiMZBIuCs4FNsMWF0MbXyO9T6hfss2BrMm8ZUuhlJEQjK08DEOb/6yoFlxAxDOMOxaLBcOwYzsW+n6BdxCDMSnTuLPcTiyrC2FB1WRF+i7iXWigeGhd5EGceehPLNRx3JkU308MS+ya0JP9AvKGpSS2YyR7D7GnCkTv0XGH9+ZpqwRyFaQWgsuMjBY3CHUwewoNAaHDuUAql7gwxVpH8Q4hUcctXsyWSd0Rzu0Q3T4zxv49x1+I0dkqEaqNfFMJZeDR4ga7t/83vnz1f0WdZ+eEjoLXwra/giuXj7FhUHl80dK9bF1aPD3my6ZTZruvkOzj+6AKMYGTHLy+nUPbOeYqiVHjEAqxOHp6pAZyEKr3zUuzQM3UJgP0KsZODANoRxkSKVdjXWmliidLj3MGJDkxFpm2Tuy1VdqiZqQWaE0nRjG5xWIEfXRJ/6fPeOVXvyX9w98x/vHXpF1lfXJCd3VBWPWEo2NYHUPooIzImIgpE2pEat+uj9Id+mrWtnGo1ZLfnK2rerbu5ZSClkwGqnN00ZLNXNJcuRfXQTOl1t0WKYmxX4NbUiVQvaAuNxA7M03ukjOSK6HaZpzjBf3r59y6eZvvnZ2zPulwDj798ktiuoPkxD2Uk1s38d/7EavX3yCcHJO9N0l03tJtNuy++IZ7n33B5t49/O4b8vYhZbNjd3bK8r13OPn+G8ita3RXj/AFXHEUF1EtRLfkuF5wnv6N6/JHChe4aN/Ppy3OKeSKabgPh9LefkHahCMygYswSV5py8tj4/BF0WX5Q3tFJlOI1ZJ1dZVCR2WB+h2OTKK3hLUUmwwNvQeMPaoS2iSasMY5R2R61EX6Gi2xcR1OR6Lu8BQUMZm18ya30Q5HxGZZYyZSBIkLQnYs1fw4MgLiDOiTitSBSmAXOh7GjtH3HOnIhkwJJ+wKDC6jGozijnlDage5L6TRQ3XsSmVQYRST5Krvmv9sw2/EpKV429hqNc8TYYPV+IWdxMbkTMRxy+LLO1z/8HOW//QBlx/8Hfne12z6QH+yJq5PKCdryskx9D1BhXCRICfz/cGDdoRikn9asy2c4msGAmpdd6AYgEUu+JTosiOXzBgGfHC2QCikmqklGxtaA1Sh7ipuvMAhBDmCeET1HSLZNu806XsVY6vm2oA5j+9WyI0Tzl+/xSs3bhBP16yO1jx6tOPBx5+zOP6YL9Ij5HjF4p038G/9gCtXXsMtFmxjBR3pxkR5cIfLz77m0Wf3SI/ukcZvCBeP2JRKeO97HL//13D7LY6uXkOaPwxtXpcJlOdxwOKQBVV9sDiTRPERIeBSYuePePDK/8SXr/4vPNRjFnqBxjWLMtim2bsGjE4AyvS2L4g1bd4y4qlEG3tEitjIV3HgupYwGX/QPCkt2VGZ5Fr7Yt3+3OyZkK1S7iqEuiUwUmtEqyd4oTT2vmimVqX6c0YaaN4goKijVUXFM7pIcZHsKl6NiZC1sqMn6xEbSTwKax6GBZeLFdu+byDLtoHH4KvtvTUW6EaiGyiyZsyeL5znq27Nu3JClp4xevxgAOkglRQFCYHU2NxR7JySPUlltogQoMsFfXTB+Sdfcf2Xv2L4u/+T3e9+zpCU/vSUxZUlsl4Sj67A8hRCh+qIDomwtc7qwgIVDyhxbH62hmLu72EGyc4KI0WsrlorrhSyQvWe2j3Ci6cmQYdLfBmoMVC1R/IJ/XagSyMsK9qD5DMDqUlIMvYtWFKWxSE54sdE59bU1RXiq69y87VXeeNrkl9LAAAgAElEQVT8jPVJxEXPF1/cZbE94qPx/+ATKie3r6Pv/oCjV99meXKGxo4k5nvmhh3pzh95+MnnDF/fQ3cX6OYC2WzZHh9z8s5/5OzNv+L05k3OjheMKKMTKtaJuqvJ1mMfuTp8xOrzf+T44g8Ep1QVCh1SRxbpvs3fM8CwBxLdY2uYe3oNm5PLFyxezwu5+dGTCZn98XmszpeVBk7PfTL2H5c+7+eJSRb2vGNmkrXZ5cVw7hOvfeyzt7mugU8cfk4HIs6UMk44v3JKcEL0gUQ19gjA2FhgrjWyi8bkqDmjagzEnEdcK+50i54FlcvLS1Ia6LoOaWww6xIeTE7rhIAQY2AcEzknA05kkgTW5ulne9SpO3L7oiz6njIxHcWY/CmluQv6xGQxuV+dWTQTK8XG4J7N1HWR3a51aI62R1suF60hSjGwl2jsL4xhmhsTVKq9/3Su0jz+nOwl8CLeFJbRk3IyVsxcfDsA12eja7sOMUZqrpS5iYSbWb0pDQ1Q0tYhvjGHGqhTqhWOtDF9RFzrYu8J7Xu5xgwtaoVn7wM5JXLKLwF07j/9ATw5f59vi7Hvyoj+thh7TIbOd4+xxz//M57/5Gt5RozNBJmDz+LaWDaGDGdnR3TBE70no61BokPqDhEhdB0UJYZIbd54WiAEk5MrBvp2i47qBbcRdrsdsevwwbp6pzEby1CU4M1Ps4uRlLN1PY5xbmKqWCxMjGYVaWQeAzoXi4X5BtZK8BBjmJmMT/o61hZX09WcmvocMgYnUMZ73woRhb7vWC6tmakBmc2z1Vkn6Vrq/BknttfEAtWyZ5EZI7sxSyWQ69jmLTcDtjJxh5oNhgHDjTnXYkRVkdBsqZwnta7tmmlAbWzenhN4K83Ga2LiWdFEnWvklaZCcd6amtZq/oO5kHOam8M8e9A1Hr6YIm3a79tjAySt9jwxHFuReyoEMf2+zOfbzzWTbmgq0O/Hsr29tvX6cJzv34fGDn0m+H/wuyf3qaotlZu8beeN67RPtz3o4+Do9P7Tjrspmtr7eCeUYgSE9dGSVd8RxZHFOnF7beo7KrHrzWszmEqOarjD1FU9JyOVhS4gIeI3gd12B0AMttaM48jSO7oq5GhqlaUTxlrZpUR0xni0oV/JuUDJSM4QHSWPiER730VAfWEcLb5jiNYQ0Hmbp9WKRl30ZMm2drU5Zoox3xiaAngv5DHhxbFYdFALXQiEbtlAww25ZgNfvTfiUK2UqpRxNJsTsfWtqvmOSsO7DOA39qzzjpLrnlQiVgxwvu3znJF6vHM4qcQuGuxTzI5PGwbnvSPn2tKOSskjoWsWM3WaS80uo2gx+EhNfVhTJvg4e4B23nw/rTBk9yXlZM3K/kzHXwjo3IeqiLE4nI6MBMbVa8hqQRXPKAWvSqgZqcPe83KSgD0JUk5gJoeL8v4panrPA0+NCUA6nAgayKP7JHv/oQ9S4gaq0gLZoYS2QDpnII22RXgCWCcfMoqimhBJOPq5SYHtbRJofaxK2Yy5bDOjoKWdW00OWKX5nagQFLrdCHe/YfXJp4Rf/478ySfI7pKKx3VCWHfIeokuF+C9ye5yhlSQbL4ZzcXWJneKkZeajNaYMFPH53kab80cQLUylkoRIYrgfWHMxSYKwRIhxRpFZNu8ZjeYl2oVJHjUq3kJ0ipd7boSgiWlw0h9+IBFF+iPzjk6ucFyLeR8wdoLu4sHrPqOxY/f58Y773H31XfZLdeN2TBweXEf7n1F/eobHv3xMx5+fQdJA6cUApCB7uQUzk5xqzXdcmUyEpXGpgIVjzpHvvMxu4/+dy7rNyy39wBj5QVHY+t9izyvrQlTV00mLJ45p3kqedsvJM855eM7OgSPyMSesY3w5H9rZ63mZTtBnK6xPaeJci4qtAVajWU3MSKRiUVmzC1jl4XGBFE8BadWSbRrYSVKJyaz8moAuUMJYlWfSS5rjYoMXJe2sQmYfUAxnXmzojAwwVe7NlULhfYd2libNoETC8ZjhRZXFbul9YnNQttcKJbgtGsfaiU+umDxxR2Wv/8TfPg73Dd30TygS0dYBsJRh657tI92pVNGUkaLebNUJ9aFrkq7Dy0h0WJJoeYG1hS0dWKlJV6oxV+uI1XNJqOokkpCarYK3ihoFWoqSE6UWgipI1QFPEQ1IHWWkrZ5LJqkWSqkhw8h71ivV6yPr+JPjnExkDeOXYZ8+ZBrr9/i9vWbpLffYnvlJtSOsSqbcUO6+w3yzV0uP/+MBx9/TnqwpdcdvVhjCu06wtVrlKMTlqszYujRJifZj9/2WHkqBh77eb+itE2jI4tn153xzepd7usJV+oX+LKzDtRtLhZ9NkDyQu/AOa1qJicVolQ6rCK/P1MCFbS1jlQxCYaIND+2p+eGPaxhz7Hu5NZNdZ+XadvE2NwfRallR/C2jpTGZIw6WIUYR5zpBc0WQhUnhd5V1m5kqTsWdUtfLunHS1RGurTDefORtTlPZyZZ0WxM7jLgB2U17ohlR4w7AhCqsKTOa/wkqw/tWjhnRStXzai8CoQ2F8VxR/3mK8If/4D+6lfIpx/R5UsyAdcFwtEKOVqhiw4Nlapbat5AGQnVwGUVT3Xm7+N071s0VTfmpkJUkNJisIBmShkZq0OLR5zJbFJ2kBNRC1qFXEbSsMHnRE4DyRdUzbHWuWBS39pY3FoortkB1IpzmZIuSPc/Z7l4k/Xxkv7slO7IJE4n4hkfXLIMHbf/6n1uvP029199C11dJWUoZeDh/Tts723I977m0ce/YfflXdwwzI33CoWw7licrlmvVnTBwKkgjuI8qEmMrfWFkOlwdUTufUh/5x+JUlAJVA1tHm2G/s/CDg9AT5nWhXljvY+vaW160Rr2jNM//2/PKIBMj18GgHkSuHkSBJnBHJjXjxcdCo0Np09dsyc/7/M+41OfY8Y2D15fLR7F2Tqw6Be89/3v8bNf/pw85rZPtmRranZpts6CFmNYTUm99xGqkktlzLlJ+pxZF4mBmSaJLuCEXoL5aMXAmC3BC615Tm1ybUuwdGaWGVhR5+83TrL0BsTA/0vdu/1Kllxnfr+1IvbemXlOVfWdLTZJkRRFkZDsGV1nNLIB62FmAI8BA37wu2HY8B/kf2MAGx7JD4btAayRZ0Ye6zIaWmxSbHazyb7X/ZzM3BGxlh9W7J15qqu6izJFeDZQt1OZuS8ZK2LFt771fQGqlFLO/oxiBR0IbbWwjIgnQeiU0upqHqChri24eRhWkx887n0BRZZ21hVc64YRC4gSLYMxlwwpgA91Ahh1obSKOOs9WNczHHOmVSNrgmExYdFu2nZylHd3pmlaWwdTSv06HU1EZ5Aqh8MBVWecBtw8vgs83KIlhXSNQbVCm8ungKzPH7j+VMDjWTH2vMdPE2NIbK4/91J5doydX/NPFWP9Ij4rxlLO/PI3vsHde3e5v3/Uzx+M+KSRZwbwDFis/eMw9vbqYGXWWplLMLvyok8H5CEjQJ0LGGy6GZDm1Ikivraqtq73amY39709xhagbImlBViEiLHFwXwZg8v9h2bsE+3/3Iyx1Ziotc7gHDCDlE8x7t0EaZkPwqgk5gIV7QBVnCOJ0AgTLfDQ9LTojBlSxG2pMZ9ZbyNfYjXc5qMgkXOieOnAaTyDxaDM3RmGEe/763EaabVFDqgBwGoKtndrbY1Hq2G0No4ZNHUQJlhobS7olD8jX4xcacZQDgwcMIJUoBYjuKWplyKcXKMrwrIRMkVL517kgJ0LH0JkAnjrkl4anYmeKF03RGnkvk+fQnC4Y5Gxrx5bEFJkMTO4Ye781GBh3TNKFJzo5JzIqQQTxWXX94OKcsClhT+KOcmdVcppwQ063uLNwyBLEoby9a9+lbff+gGPHn9AENwSSsISzIzdRzqjqZKakaZEs0JOlYRj5Ris6rztBjeGemVKhiajlGuoMYdHLGS0FRIEU9cMqzObVNFWaE4gPRrdhNmOjO0xx7RlrptYI/MIdWawShYLRrE6pc2INwYpJC24CKZp7XIIILk/RzzA9RT4WK3HAEuHHncuyKS0ZhQ3fNgxW+z/Uh5JRF6eBNwCNFSLNc485E8cR9S7BFxjSl3DtxaSR6fu1Ga8OW2o5EFpKNTGVjO1VAYULYCE6WxJA0kKWz2iWTFT0rTFW409PkckOTkl5qNRZxinLeYwlRlrTtnssDHRLNNKAW+hg+ug8rzmsJ9//HzMiBxm4CCJY0qkLAxeKLLBUgabGWhsfR9UbyYOacuq/b8AlGdzywmCPAGWCmEYsJyXpS3ipCux4pz9nTFhfQaIRCDeCyNv0YkyCgdRrqTyQA4UvcXsBMNmWUTaBDrBEO2ls1UKA7M5j8ohmklTYZSZ3GZcg55OIxZZuyT5bUiZOYWjZrIUzwyY5sq0PzB9dI9bf/4m+s//JfLDt9nvH/NIEpe3oL4AenEH22w5poQeDWbHfEQ8k/yIpxmTGdqWZB3Yq+EC7X5yIgxXMg19FRNKi+p9Kcb1PNMUkJHsiTon5jlcpdUeM7iTPEdLfgGssj3MDH4bSwNlo4w1mFxoT0JriRYEEnLt8IMP0W98AK+8xuUXXoU2MD80du8+xh46v/KP/lPu37nk4+vK/rHR7t2jvPcODz58l4c/epv24SfkMuO1MGJ4inlmdrhGuPWFN7j16htsx1uktKF6XR3ulyLZgPLG4+/xhff+FzSFML/o1KuCHsB1NEY/ZVx5r8g9faR9Kp88S0I/O3ddADvBfIPpi5Qh4V4YrTFwBK6pTEBiZ9cRFynhUjAaiYyog7b1usUncCFpYbLC4MI+TzQZEQ+No+QJSwOWBg4y4qKkXMjzMc4ruSdgCbwytIeMaY+PcCQx+cxkR/Z+AZrJPoXbYavsjsZQnLkoByqWDpTmaJsCkDeYjltI0cJBc7TMJAXfH6jHA00rnmuv9CpD6gCuLyq9PYlK1/SGw9jsq4ecw9EYH19x+6332P0ff0r5879g//EH3K2Cpi1fHgY2mw2yHRilwfVD/NjBDqCkcNsTB7EjOF0LsEIDbRm3iMPEjDRFSkHbjFVhrsLBj+znI21WhilBLG2UGfTQgIp5CfaOG6UeObYjB0+83G6TyshxKwG2eoC9sSoSlUYKyQV//wPy999CXn+BzRdfZtRb7A+N3UcfUX/8NofXXuM3/5v/lg9sS31Y0YePOTx4i+uffMD1u4949KPvoof7SK1MzRi6Zqp44orGfnvBq1/+Nvn2HfJOKEOg/LrIOcFZ8vU0RmcH5tccTdCunYRW1Gem+ohb9X2cKy7bA8yVQ7pAvHZtSm7E5XMxz4R13ldCEXMUuHX9MRdX32djD3EbEYwsj5klU2Q6mdf0KvrN9Wv53ZflKPIeEchb7l1+k/ub18liMAhzEvABLNFyYax3eeXuv2biMerGkYRLYmuFFFfCrUfvklqh5U2cVGHDFdz/t7xcj0iZmR69T9M3+drufdp4h0fzY3a10eQCEA65ULMwygi+oTbjgg/59mbLP7n7Lt/6UNm+8H1uXY2MAscU89ZYw9zHpZEtNoPHrAw2MLTQXkKiS0GbcZz3XPzwAYd/9R0O332PRw+ueNxGbu2UfJnRzYswbmj5iE2f4PkKqwEq261xfa5N4xlq3+C5ezjW+s1fi/NyqzX+bIXj+xW9N4HfIrXEnj2lClJ25KuKDlfoK/eYt8pVM5CMXCb80slTQrSgHgZimGLqeII2h5FCrQmzA5fv71HeRA5vYLsMR+HWe8bdq/f52j/6fR7fvsPH1xW7OlLu3qe8+xH7j/+KTXub7WMjF8OnBl/ZouxYZDweq3HrjcSXXvyIVj6ibV7h4WYil8bQTmwKoVJl5HG6RU0btM0M9T6D1JC6wGPTqRkYubmO+VqMeFrm9Flr2PMe0uNt/awF1PiMj3mycPH55/h8IMcWuoWz5n/ruc5y09Pv/bP9tDE/P9fTgJ+nX5z3WvkJjIAFFFouLgD8i92Ob/7yL/Nv/vT/ZphG5uOhF1YSqhYGDP1DHO9sRbrjd2j6pZTCcLMDC1GQcw77A7vtthfDjFU7DOF4DMByAQd86fzp97foj6VukrIYCi7AXjPrjBbpDMVFdy7AAPfYHuecQ7MQ1tetTDY/aXAGeBu5y+FwZBjGzuiM+XC5z1LKykyrtfa2eInuiYUlWWuwMvPQixTBdklJGXLm6voa6SYt3hrjNIW2aIn2wVobu2lzY3yFXmhc79Dbg93DWd3a6RwBGEcbbpnnlYmWUqJ6Xb//+TiHJI1qtCWXKKIFSPwcYP/Zq5bl6SnL1M33/Bxi7Ma5niPGls/+24oxd2NIA9/+1q/wf/7LPyanTG3zaqghktYYE4JNFedVaglAMeXQxnSUUhviEWOKctgf2G43TNO4yqioKJqU4/5ASmllO9sTMbYYBaWUwim9A/4L6N664dWiF7vESjyj2N+JBPPUO9t4AebPdRkXlu0SYyeGZwARi0FLXsZpP9fimH48HnH1tc0+Wsz7a9JAML/6OQTGYeBqfw3L9bbGMIYO4nyccYdaG5thvFGwaF0XNGKsm5axxFnrrue9bTadYmxhVKcUWrhokCWCqVqRITMMIyINq3PoLj4jSvo2EaWi4piOXcYJkDBmdFFq8Aswmfrgj/G0OJUHft2CIECAftGNlQkPhr5XFgLgJcZGk2EdxJEjGy7phH8ArFjI2T2cxdMpRk73VEVQ8aUBDmTRNpYgVHn8LbpYw2NDZNFZ1PXz4h3a8+nI1dzBJfHNb32T//2P/oijXgC1P+sAiHNOfU3IUBcgLDOXGbSFxv8YEg+lGm5CShNo4tF8YNpsSJsx8IpejU155PF1sHjTOJFFmR2KhXGm1dYZ/ILnRGsDewvDL9qMDEK1uJ9hHKj1iKBIik6vvrGkSSINGSJNC7CzP9xqYd5nKjTpRUgXNA3MJWQsRJVaAA/TsZwSc4t97jhmcGU+hP6ztyj6Dzlx7NIoOkz9e7ToQhNhGkYOhwNmQkqxpupwgQ5wnOMZFVOyKJshuuakSfgE9bE1KVRX9rojWxAJ7CgIUYhANiFdUWdUnGEIvdtqSs2174Nn2nVIEYxdw/MojTmBp58dPPlzY3QmYCyPePEnf8R0/SNGZoruKLINnRIs2CgtkrGqCTsDJW8cz1jAYlMN6wbyLMe+sUie/Xth1a1//9SxJClnGYA7d44Hxod3uRjf4ndeuk+Vyjhd8w92B3Y1dM5ingnG1q9l57++8zDYdZr4hdb49gfXvJ4nhuufxMRpIJJABnZ+xfjxv6IdHnIpGZEZwWLzvLTWzA09HMiPHiD7t+DFHzBMe+74kSkbu+3A9oUZufVxN3aiM9qkJxbBvjOsAzOhoSIsZgunFmqFSGZLVJQwZ2gNtYbOBeqMiTNMO5IktIaOY2ieWYBipBCT9gBn2N3FNw3ZJHLurfIuuObeZhhO3OIOVyDjFbtHFX33HdrVH0GD+viK6cFDXntlYBgyk73PuD/w4w8f8YO/+AkfvfUW13c/YlsLtzx083BHu07jMcHRoOQNF69/kcuXX2XYbDrYWnsyEC6EoUcWVZhRGi1Na4VMxYlWg8Vw4Slj6Xzj1n9wYsDEyPRPveZ5js6cMWf38K/5hR/+AWnMoXPmSqIgPsci6AmodF5aB/d6hVigydKICOHNGIY2kx0ZfOaYJpqOYTTSCtmP3M47WkoMvqeROaZLLg4/ZHt4r+tvdtBXQL1x5/0/hgdvUSQxeiG1mR0bJA2IVQZ3vFby4Rqr7/HiC/d4yJGajDfGa74uPflKAnoEKhtx/rPbB36jPiS5crmd+eb1n/G1937Cxb0dlhPZhNwCgAmm6hNfjoTOKiTwhBkwN2T/mM29D0C+S/rSx1x+YUakkLNycTEhL1xjm6hM4wESuEVxQLug+mKeEGqcDXGjecYYEEsInfE9F6hdezTwOwYreJlp1cljIo2hTanVkFpYWmGE3trnTqqCbI+wvYsMB9K2JypIxD8R59JKgPMFZP+YrInLT67hzR9Qxw1+bMx3P+IlZi6/tKVxj+Gw516t/OCv7/H2m3/N3Xd/jFwVdlYYpZAt2O7Rshx6yYVEvv0qL/zCl7m4uE1OwSdu7iwaWefbjRvQii+C5ws8qPgKiOrpuQu4DtSUqeTQWdNIKcQ6Wxk5O8spzj5rUxTbgt56Xve8/MG/ID/4EfLgQ/zBDzG77nFlNDmCJJT8xPh69iG+wJ2x2Ujjjpde/msut19ArWJdF1R9BB8QnZF6F979S7ztA8DQk3ZmsC8GmN9D0kDyhngDHRjKY/bv/gmWvseFCF93442XZ+qrd/DhgvsPYf/xfTbtQB26OZQ1xJxv5SP/1Z0HbPMVf/crF/xK+YD08XvUew2iywfLMRe1Fom8L+sLREubp56mx3Nt3rpeoDDNQrnzLumX9mgxLhS2m8zmxYLuPsIHJelM2h2RqeLSIt33uevMEgbwKkhncUX6sOwOlwcuZz/LIdXhA4/fuWJ+/8CwcyTB5IVcE15z6G0PR7Zf3SB3RtwbKiOpJtBDJDgasjKxb1m6AAKQchE2zTC9z/X+Tyk//HPqO0oRwX1iyq/xyy+9ypBH7tZ32KbKTz55wJv/5mM+/MEnXD/4Pv/lf/4av/zVDWLRHu8aLUxSG66VOoZ/71HfYn/XqS8o74x/B7FFe3ZR4+uVhTNWSvwtUXVL4qyb5llj9owRhKzY541He850DqbQ88XDk8ciH/Ssa/hpAZgnP/tprbUQMXmSnDn7//4/nN0r9E3cck1/o6s5fVDM43L6dyCnQGdn9hcNQ+KlF18gqXI4BCMoNi5ODm0S6N9D0s4GQxjHCdy6u3gE65Ay280WOR7XmC3zkSElht5ehgAqq1lQKSUusefRKWUkp848jEKae7DQlxbVhcF/DrwESGmdeVYY+sZwbRN1VuBkYbTlYYhCRe86Uk3UWlYX89pO7JmFFZc0dAsXF9ndNuM4x+NxZXAuLufWXZ1jeekdImbknFYTljx0BltrPbcNoKm2doO1GuSd3ollrbtGtxVEav1c7k6rfqN9V0TYX+/RFG21VoNNKqKhvbbMryIrU/CnO/yZ8fO32b7ez3wjxk6Z8fPF2JMsxOc/pDOcPjvGJCrkvPjCHaZxw717VyEf1N+WU4beDeW+sCNjfI7TBrpxleM0C3bTZrPB6SaS3tmcSRk705lekB362FrAR+knCeB7XNnJC4NSOtCI+43vSDWRkndwMdintRo5hbZlrTUkJtzjGmD97DxkbAHlO+N5acdfCgfRUh8t8gtQiy4M68R2u0VE1hgT6620RKFg6Xix3v00z05WjXmig5xuUZxcWurNgnXZ5mBb4r7G2DJ+VBNtYUlrOoGd0gsM5zHW2dM4DGnAW+zzJGk3h1tYtJ891npTeeQLBPDoDH2h7Nq8REHWVKgygkSXhZPAUk9lPcgHnVwV332YlipC9oJ6jx5pfY3sEmssmEYAvSas97i0va8BdBZxp9/5FAhaNPaF6t1Y1jO55+lheBo5ppGpPcOQxQT1TFk7iKZxXZokzEy7NsHtO5fsLi558OE9NpsNqi2KXQ6FYFhjAZRTK82FPGzCz0GD4S5lRlGmcaJZyJFU2WAtoZ7Z5IlqBjbjpjBeUluhVQsDS00UiQ7GITteoqW6ulKZkGHDTgqJQln2Lt1pXEm0AqUBaQotWVF8GtnX8FxoZgzDGORmM6o38jBRrQXA6YKkkbk5zYRpmsL4UwYcY5tzfA8SEhpWS8i2bC9AlTLPlFJjDGnAe613NylKMye8OA2TDMkpZgzjhoJEAU7AJHFsjiThOHfteot+ICPyXGkFTRPXMtG8MPbW2GYeeq3iSA75uqSFUZzrY2U2Z5iC0Y01Mpmpd3qaNcwbRezfQ6BTgvq7ne/zxlv/I5ef/AkqjZoGjnILY4M4jG0mUVCZWZxy43hyEf6MRe1sVXRkDeqnLePrRtfXbeZTXrQApmevU8Gr821Xfn8rtNuClA8RJIKuGZ7CAERxZK78xxv43VszYnf7RPYT9O1/TfKKtkZUbCAMkSYu2z348f/EhfwheEYthYOsGoPFZbd+uwmB1yryuiJu3O53K6aIP8DSx4gZU/PutxEOsQKgkOqAVkFS3/yI3XiOy9MKnVUJnSg/azZxuOxmLpICsMUK5IJLRWwABtBKU2NSJxVHZKbqPRLOUBcGTsJ0iDYh03AolMYwK7uW2Nlb+FuV9nYhNeNClZoyTQeOrlwgvMSGzXXlnbc+xt8/8rI7O5SMRbOiRGWlOjwe4IELu9svsHn9i+SLS9I40br+mHsGzwgzqWustDTgeaLk2yCQ7NgXnnMm56J7czY0+2+yZHQST1XPTBzWRfRpFbZnHgEbCHDn3l9w56/++6hOilJ7xTD1za0LVEIHI3RbApRteuyfMKEeUERVxz2B7djYAzKPu4lRQluMAczwrN2oq1F04lpvc9keke3Qgd8hbtZB3XjxB/8DtySH6RUehlZdlNyaMeEkK7yaEt/SxH/xBcV9j+gV2gZyO8T3kBMiVyDCDvjvXt2DhAGD8zH+8IdsPo5ZYO5V2mQESzeqEOvj0y78XvMVySGVAdfcdTRDh5Rf9WBRILgsmiUTZp+Ah6QE2sENg+SJ5HHv4f7csFRDmqPBnDe45BXoEqlM9YCoRluANbIZuTlbqYF6LoHbOugu2tGdbtq2sBY9gxjCXbCPV2MlJOGeCCMpQwej6ow2GGrmjj/E732X46NGqgdutca8gZoV/2REmPmF4cAr7UXufVz5wQ8fcFEbUzIkB4iV+vx04CRF0XzDrVd/kemFV5imHYMqxaU/y4XJswz9cyjy5qbKV2QlAqh5SDXEi5QqIwedOOiWWgfSkjQiqKf4buTJ83zeIV3Ly0n1ii+89U/ZvfsnaHIW/aVwD2TV23T4fKDzLMd0znLLK4UH/1cH4AzpRm94wj2KXt1u8nQPy0n7oxQDyVuQgX2gA5gAACAASURBVNyiBdl1w7Yd2By+T7TXg1RZr4Ec4Jm/cAejcNxMDFYZakMa/PZ4za+/PiN6Tbr+BNnHeX3w0L4s4FP/ehbyid+8T1FiDTp/Nou0TIbdr6eYMxq9zc1wHuHyCdJ1jkgNk0qLLxcBumF8hIKcTnm+ossTp5UFbe0vuv0rI3xjgs39/nw1bqgpZMPSzJyvw1REolU/mYSpkZ4xjQW0LsL78XPESRbzz6WdhWp1vCkqO+QqFqYXFV5kYHMlvPOOYR9MXI7G7el9NrsokuBQcqJpZjwA0khTI81we34bv/smD3Lho5d/k0VGIR5+L7Sc64aRQDJNE9f6Ihv/hIm6TJI3jtNGaPn1aTDwSXbVz+boLJczEPX8z/X6Po/J9eSnPuW1orrALKdDF2mh5WpufsbnAUWf97on3sWncocFj+mgToBuYX74hdde47d/87f553/8L7jYbantyOLM65KCcSXhKNu6yznI2gEQy1Zo3h3m49rm3sKhaAUNB5FVTiVcxwMQLDUckFspwKnVNucwB1EF88hxg6FlvT28nj2Xhlnqxlmd1aQSbC7tJkSlhvFK9HbH2uKQJRxmayt4lz9qdSZ1Nl1OKUDMrn2Zc7jKyiLJUVswh9JA69crhAlL4LfBqsHjz3EYOB5n6ABELaEntgCqrsJhv2cYBuZ5ZhrHYAX1PC/lgVYbVht0sHT5Ts1q1z8L9qYSLezTOK4MvWhJjDVpPh5J4mhb7iG+l7/JEUuqrEPvWTH203/uc8aYLJns+s8bn/G02Hnys587xp5yS+cxtuwLl+/j1uUl/9Hv/R7/9J/9M6Y8dc06EA2DqXmeMXfGNDAvBjhIBxsix1WPNvicSx//0iUk0srAzBKgodV2A+yeSwl3dQ+n82EYMSsntqZGDOHB6l3Hrp90XiPGdD3fYvYV3gNx/taZllk1ciZRSjdbCiZ2mC8pQitzaBom7e3tQZAB6/IUJwCytgriDGNo1y7LrvkibyaxPEX/LtM0Mfe4UhGOtcR9uJOyMqTE/nrPOI7hIJ8zQ05Yj+ncY2yZ74Yh3K/R5TtNJz1SUUScaQiWt8AKqLoo8zwH3aO10ClOJ9fzJw81ghyTApgSjOTHGNV26HlYZuh+AVjXCFaQ2DwsNXsEP3EA1uRuAGbEj5hc4qIoOQBIot098JY5AEWzyKcWA9el1L/mPjeBzpsL/OncqXR2YNfhdjJIwjRHjmOGS0iWja3vSzA4M7cF1mJC7JEkCETmkEZygn/4e7/Jj959mySxHxIP5l9OzjwfsVoZUxAkqqfVYNEk4S5kbaScGGmU457Bj5RaGSyzGSdSgUQjcYQi+HCHTGNkZj7MDBqWt1YbaRqgHcgq1HZAPNYuSQO2aDvTSG74fCQnw7zilvCUGGiM3nArwcAkCC9+vO5FKcXESFRm68UDSeHpUCujgB72jNrFCnJG7EDxWItyzkirjHbEiU6CVEOH1NqRkG3s3ijeGcNCFCbs0CUgGqUVBquUVgKLaiBsg5m6vwqWth0wyeRpiG4lgo2dmsPhGq2FaYxOSKSC1Vjvao41WmHwxmUa2DuYjSw69gCHNkc+YyFip2kkTMp+NsfPzXU9Vm0hcd0TY0UdJj90VhbdjS7j9CrIT3mOZWPxmcen99Dncfj01y9J/YmqEJtCIlDTHAujWyXJotkmmB4RSWiayJKQ6lRtkCDbEJR2hm5WAa7Ll11jkLmgkhEJxzPc0RqLpmjoG0LfMOURN0GanfRmupC69N13ydFuLM2p/Zs366BXFlRqv82eaEKv7C+f1+/9Rjria25k3qt5YqgMGDuqC0nCfEqtIWjcTycHJCESTukcAskkyzH5AYutoq103UgolUwdBHFnqE6W0tvMHWXmja/s+MY3Jj754MiGkeyK67wyfhshjtsqtM2WW7/yDS6/8kXYjpQxFoRkSxtQXe6UhKNiiDdGe3xjQPla43pysJ0e3wnlXF7hfUG8eSwbx5sV66cnnLYOYCPJEeeIpB3ijWwP4/M8sWq/LkD2AhqhDK1rOHJcgYLcup4dj3HNzHqbbHPwQNOIekV1pqXclU4NNeey3g8uqE44Ffe5J/mRIKjNDBRyk7OY6s/Qa3jzijFVwZOilkEzxm0WfaZ1wUwj2maSh86oW0G8dMAxwE0RWRsw427Pv5+zmHYYWpgt+TDTdMYFUg3AWyWF0RSOpB3uob3jvkekoN0ZOIB+Dabm2uth0fYxh3kHwNgesBgBuXTwQSNBGmo4zjXZ4EPo5iER21rDsGxpV5FGv+c5RlOODWyiRlqTJOYNBNPcdVo6BGkNkRIV5rGSS0MNRjlCAmVg9IlcQdsRT4ZXZZpm/s5vOXdeE1QmNl4gZZpDKvE4axeHN3PefTDy4MsD/nKmbWLzZg79RoBFP9OfiKGbwMlp2i5AJfk+1hOLJGyymYt5pumRzJHGEBIpeiBTb2ytlk3RwjZ7pq4X3bMqvhGm+gjJguVh1bBEwRkoaQMeTNbkjaf72D7lJyvgFrqy2Q0N1cXYvBAMgIYyeEbMqCn0YGNDHPFA39wgwuCVRKPqiIqR6hHXiaZDKNaa4oOAzYg0Wh4Rg42FRpG2SktQU2IwR3REmNA2AsZhG5e+mudNhPwFoesbDqtC0Vgfh2Zkj/Z/oSEqYQjmPU5dg1ncx0Pkc7pq8rsIddBgtlbpWoKQWo9kSUjrY4WbgPY6ss7W/fWVayu2hGu9byIxNMEJOQ41QywzVl/ZE2KLPqV1Q/F+72gkux76TtK1opZ5NzpVMkjmOFTIjV0RIsO0HtCN178y8o1vOu/95JqtNNJ8CdYimXaDNpA8415AUmfRCjJAMkfLe4jsKTIB4Qod15tJrgytMtrMyBVCQTCyz7Gh83AgXluEz8atLLe6Hudj/GZ8LWvYzXf/dMfSTbPWOM7XzzNg82fC8Dyd9LQ2Pfl/T5z3/Nyfuu6z19/4rJ8KkO2Dtr980csTAWvGrVuX/Mav/zrf/cEP+Pjjj5nGgblGfLUWwNjhcGAapQMsvQ095d59YBiOCmRNpKU9vOtWSgcCWmuMvc0tZKHAPZiLmlLkVK2tDLNlUgsZgmgDDrJbBz+NVS9wWMG+AEGDfUZo+bW65r/LNFlbCx2zlPoa04IFJkTbXGe4Le24dOBpmjoTjmhn1ZxQjVbYYYr2VO+uy452oOAEfIgI+/0+2HMqwSDt15Q02t7pxiyrA7YHq2lpKV4cm1VDO6nW2oGhtoIsrTVqCedo7UAnDlYDQM6iHFuYSmRRpmlkPi5gvPHTHkur+DLcnifGPvfznhaD5z9/MsaeeM/zxNiTx99Es7d/OucxFt976G6aGeM48h/+2n/An/277/DOO28zDKH3ikrowabE/nCg0mPMZdWppDN7zQXtoGGwq/u65Es8h3bu0HOi2qUYRAjdvXHEemzN8xFrjRosHCDiyzGsLbqYEYG1Rm4ZMhAnELS1Sq0BrrQOrNPzalRW7duUorjfPAoaQsRtFGG7/ESt/fE5m810ijFb2sSFWhqaw3yvlRLPpscFENILRFwcDod+7mB446wt/1ZDxz4veqXxhcH6zNMqpZFEg5HXwdCQQ/DVmKi2SrFC0tBVzSlR58YwRDt7afEdZU1M47Aa7z7LdT1yH3AyLlH4MVlSs55xrNvp0Ew8LW79/Wtm0l8cgyRyGo18KdjOkW/42tXUfRjEA/QmhkY0cJ5A53Xbt5zlLCf61M+Xv/bzN2I90I4MuEcOtBDKpJtHn1/f+crpy2+9aBaMaemsaOWbv/ItfvVb3+Y7f/UdcgqwPIgpsWbUZhSzLjmo1P53RTp7N/SZRUCydkxEQ39ZEioB/CNG0hzvd4JNbLEeLEX6ea5I855PB0mHWkBD07Z5l6aQrt9KQ9MQjEx6LlwDcE19vK05pzmkKKY5wfzUpGtRIuccUhQ9HjVlvJV4vjKwHcdu9Od4myFnUg65wJxSFNnKHGtoWozVIn4gQNZ5nm/IXLgHmzxppplTrZElsxiCe+9aXdjjbiDmjHQCVS1ITtGRbZVp2oRpboM6V6CSp4E8jBxKPCtNilmhekVTYhhGBpz9vv1MC+U/t9b1xdgnxRAgkm0neehg0DVCIj0KWOJTt9nnhKcxL5eQf/azeSKSz5Pv53me57ODx4bCRNAGqQklx0KF9aYLVZASk45uwSMYXaFhjM3Q5ngKvpECrsfY5Fi0HonmCDqzDv5IgFHeJwZdjC50IcCwuGyuRxK8KYZTHYSMiq9Cu0LupD6HFsYwvugqAote5pqUnP/J2WTdadKzX5M1KNiNgSoDzoEsgldD88BC6Ykugp4wd+aLiHS9j/4dmXUR4m7IpCA1WrJnEbIIWqK6nkRADfeCboTLS2NUyC2qnI1FbyYmxYIwG9x57TW++pt/l93rr6DbEZ9iMhBPyDpZx93GXXcgwwKgd80sTM4bw8RPm+zzoUdf9G6wYE5byP7eJ3WHPithOwGdSmUxuokN9gwek9Rp+az92favURS3AMDk9MPQuRMDOTL7BcV3ZMpJg4y+AZVleR5IbUbrHtK2d/J7dILH6tzbX2Kc3RinsgRWbxcTCeP62pMKHWlNO6BkaI05I5ikCbUCtbNovUR4p9M40oVqJQE8RAwv35gQ+jmQPFo/PDlOiaRINkCwKKTrTpr3GPFGNFbMATIsw0VSgAVeIQV4RQOpgusY4KP3uVAS0dbiRIHHUQItLDSqRHtEtIv0xaq3wkeiQFTSJSre1rOJRG8zEWHRPVsaSYS+AZPQ0SUJrScTigSrXqNVgRqxJdoNXiQjHLi8Xfjat+HiYiQbIDkSi6g44KmzHVG+VF7me7sd91+a0GnAU79ud1bHyRtBsjzHJyfn5f8DhJelYux9WrLCZJWJiqrTjNAQUmLj+QTMLZ/63GfHWYdtGKiYKia5mw1ZzH+yo6QN1mKiGqSEzMdTP+yJ8ywXs7T1cCBZ6wWCYOE2MZo42RIiA5WJ1t0WE8T3KGB05oFFE5Hr2MfBEXel+UjTHPOWCJ4VpVBlgyr4/JjUSuSiSU9xTrT+KxvcndprkcmgJV/btPHukGoKrsx5kVYIXV2xAPLMHetuj0E2iLG49GEs0552ckADqjUGMipTPGcJQz6XqOon62uwdN1iORtfwipDc1rCFuopJDVg7slz3xR17VOzEjrG1UE7Q31l8Vp/PsvmYujfmeLNUXeUGiAKDlkwi3b5ORVSqlAP/Ro70Ekljcbt25lRGiOG2gRekZTBo2jYqnThfcBSdCsoJD+SedwZHiFQEmCPAxlBo0jrjeQF6QXEJDVWt89MMs9WrXMg4nPWsOfGHG7uxE6f3+fX8wT4acDL8yTINz6D2GQ/SWB9kpn6NPDm84CUp13r03UEz3NXv3n7y2b39IMTUInQauPLX/kSv/arv8b//Id/CD6iGp89d1O+zRg6XarB5LTawnioG2QoIW2UEXLKzKVEi60HGDB2QHFlfA0xjw7DiDgnDUAJzcjjcQ+9va7WkKMyW1hqwabKOa9amQ4B5hDMtKyhLQhwnFt/T2wUh2GItVY6CCLW8zpdW8AXlqR19lnqrfZLu/04hq5vKcEUS5pWc03JCc3RJulmuIVpmbvTiq9A5FyiiykR13ICMSO/FXPGPKBJVvMSUaHMJYwZz9pw3Wo3f7J186nOqmlKzyMX0xXr66KKImqUeQ7XXz/NZ585Lp/2k7DtPaViZ+P+/M/nOU5yM6dDl4LFU8DL/z/GGB7tskKAfi++9AK/81u/w/fe/B7WFNVovw395co0jMtZgmlZagfaQrdfJeZcNRjywFwK4zSBQCmVacid0RWfN0xhUDXkbnLViwJJtTMZj8ECHYZuwKMncyvVtdV7u91S6xnw2HM/JVrTRZX5WPv745mN/V4QpdWC09bCQYCYYeqyPFtroWe4HIvxUbS312BRSoxjc9CU0KzgA2INtwoY5jAfSmdhNw61EJhQxw+6Vu06rzgMKQfDXKO3R1XD+Il4DkrsIcxqaN7KEEBwEsYupbMW5Qj5DXNbiQuhAezB3LYKvUX/qWNRDdSpJEQySGOvE0cSmYvYugexjgRd31WwBHI2VpfGo14H7kVfx0RC7kq2XJSZ1L1OtOMiJgkXoSTBDVQye6JIflqdn+xMiDs///3J9VdTlE9mgRFna43klWwz2RpOkF1SIIzsU46cYw29G6WTJdWN59v/w0xgt+E3/sE/5E++9xGHcoBBkEHw+hi3A9tJMD9gfkSlMVh0umUHrUbVgTltuFblarvjsRcYBrIqj9wYB4WpQit9fp7QVhmGRtoJ162E7EoeEB2pudGssUsCx8fkPDMQ5r5TivUhuSO7Sw6utJaYfeCYB6QVprExaEM0caiLeXMwbTfbDaXUtVAQOplBAiml0LyFjJ4IAw05POSWzIyaEDHqfCQlJQ0jVzVz5Rvm6U5IL3iFHHIxCmshYpkXaykMQ7ChraOgqgWyMQ075po4uoQxkx1BBzbJyR6yTi6KlyDStEGpeUNj5OA7pmFA8sxBYi4sOSRnrn0f2sQqTD7jNVifYjC6xRjqpmbhD/PvI9AJYCPYRR/wfYOqA8YE3aFLBVyvoQZ49eTxmUuef8Yaf/4fcvbv51+7P30henr70KX90AR2G2zD0B7iVOrQyHaNtAOb6KxdA10UWtpSZUS8oj5i9gLqD6AbTSxVE1eoG6V2nZ8N0VU3C4wN1JWDZlILBo7JTFPnOGVyczb7Su9aZlo6qw0YAnQI4QjO0ZD4muSJ+37yeQJ0dss42Tqpab3P5MDg1GHiON4m+WOyPuCY43RDUyZztHmAof254qxVSUnhLJkEaH3CTIkNEpvaUcG33RDkSJNK0yNjq7xuUOSIK2xcmJtSgEfiXHWE9fU3vsb2l75KeuEWukm0HOfLNdFS6CUONiM4xoZreYGDvsiOR0QoRxuwSLCnjETubVnPfzwbzFwYnc/K905gioOPuG1oknBNiOwoOjCnzGSF5EaRHAA8fZJ2oeQRXANI84piHCX0rAYvjP6I0T6IjbI5Q4iwQErksic7kRTpLQ7bNxCv4ZbetaqaBvCGCyVf0CzjpGDIujEnYdF9WQZXJjb+nivZHzOUA6IjQVkKdMesYjoEq1QdJ+N+QZOIjakFGy+eboDo1qux1iuB6k7VcKbbzQNaBJmFkQpppm6PwMxQZcWUVSqWnSJC9RH3L9A8ROMHZlIrZIUmmeKZWUCTMWxnmgTcoFyi1vVAtUXbjQ2hZyuFsR0Z7IqBx3EDrW9EMiBGzo5riCrM0x20Dowm5NJiYjEhSeusvA54iIcWbnNaztF6dBy7rpLSUiRJtV0w6J4hXUM6YoQeoDUjuyE2IO2COhslTyiOq9JMSTYg4hhHkhWkGreGn/CVPCLDP2HOSpO09Pl0bd7Pj5Bgyi/16wHSQGOHm5NTwXTiMLzAPO446gb3HcmNbXscLWbCs2DHz4wxJ4ow0WE9cpTbjC0zmAFHAoIboe2ZrOK9UvOpz3qedXvFiaKANC4leBNyZ44uWsa78/csN5b6iUSiSKMZakhYeHqR1B4wzR/19atf4JJxOvE+T5jepqWJVA8ByEsl2QF1C3kS4NZ1XA+ZINj6WWJrLFQCdp1O3THv8LdRx6owonhymjjaQLuBj3u0bZo5Jso8CqkZm32DvEcS7Ob1y4vPXeSR4WbH1Mlf7eb34Dd/tjzXMRGV8xzv9SJIdmwQroeENmdyo/SvJttyau8bFKH03GBoHbcEEA8AGulupMIdA2kOWWlc4D6SWgNvsY4U5xUvNJw0tNUwTpIglkgWxjEc9kxyWPMSF+c6b3Af4tq8C9sDNQmzJopmqg40JtwT6lHcUsmgXYNgHRifdcjZa5d/P/GKz1nDPvVxn7Eenn/m3+T4FLuy/+5POd+TuoRPu4Zn/V8UwmIiWMGjJ+4rAPd4fqcn6GtMht7ak8XSeKX3ooAqTCnz6ssv8sKd2yChuZeSYmOYDgyLm7OEo3iYKDpZwjRlnCbKXMmqjDkx59iQzHMYdVlK7IYRUSWnYGzgwYSZhmCaiUgwD7HVjMhxhjycNu3ucMbaDD3RADID6HdSDimSRZtQJfT7xmFCiBbGnDNzObIZJ47zcWWpRVt66BFCgGsBeMYEuWiKLqYqKaUzI6PQAUwp2C6llp4G+/oZgpCHYNPkFIBmVj07Z4BI45CDsV5amKI4K0NOVSNj7I67CwOuzDPTOGG9iLnoIC7Xu7CSmjVy0tBwNOsgkFBrH4s/9f6wjz/59Ft/VjEGz157/7/HGIQbNM+OMU5xuMYYzxFj7kjvuMtJeeWlO7z8wguUuqd5aE3KeAL2TgzD7sSuvgKI4zhizUliTDkxJ4WklFoCpLbMbuzmU32PZ804tsbU2ZzuzmaaADu1nxNaoZIUWvR3hVlSGIzFfTSihB3aoCmnIMjUFuCrhKvzwvo8Hk/SC+MwUFsf3yrkHAt0sEAjh05L/BJt/CHDEIX4lEJTtIajysqSrs05Hg9RIMHX79nMSZspuoOSdkBQEfe1oBLt+7k7R4dOr7eTtmhIOIC3mIOWwsZ8PMbfHZotzOoTgGtmJEl9TpIeY6Bd7s2L0ezZhKroV4niJnVGmNlwn4HQjozpL94cvV0BwSxz+XkAajAYIv2z7qjgkfu6j6iNQEI0OocUiy5R7x2zck2yhwhtxRDOBvgJ0pTTz552R+e4ykYMuI20XdcDTjQfiMJrpepAdSHbY5QrZCW2neUIvsTf6XIE6fv9xC/eustvXHzAvfvvU4+dLOEzV4cDNrzKPm2omvHWyBLzX7A4E7txJNUrXr36MbUVHl/vETKlWshEZGXcjAySgmyzb51l3bEYN7wZOY8seqvmRjPhmF+g7e5AOaDi1H69sxe8VUwSl+U+m3pFaUeSxt5TPIDO1pxmFdUo8B0+OZBTotTa1z9bpRPWWDg4TRKH6WUkTVSPTuhaKm4hl1Y1kxVut8eM1x+Q5Wx8uhCE6Mj/1vnShc000CzixTzmpZSUehUUkiJjYAvTLR7JJpjUDrM7jcoInd0Km3KPO1yjvmF+ZAxjEB9ag2Jh6JSYV2a75w0175h9xzYlBsnMHvISZsc+7n/6zoRnHT9foBM7Y3QOzExURiYO0dbVd3HNhIfpNSrDp8Lv2envmabh8hc9+7ucJ+J/w+P87RrBKe4dUwhW1iQHNu6MHnocwdaqPE5b9vJSiM2qYxLVK80DF/aIkRnplOhke446cEivMPvYcUdhcuOiCcMcg1M82gIGglUjrqGNG/kiKlHtHsoOa4lHY6akYAalTot2FM8a7Diz+Ew/3W5SDa0m68H3BOi5tJvGRKNBMa+FhFPHkZIzl7WyrTO5OlkvSekSn8N9LvW2DVcBF7SLRQcTpwMGFi33ePBOLAkzjjKQpJF5gErD5YC32g1glJqd/TQwDgnDmQ+FGeHYIoSaG5vtBa986cukW7fR7Q5SCkp6KGpEu31fCBY+jFBDd0UWtHhYH4iYozf0ZX9Wx7PH7nktrhEzdjg+R5U0eWWwRGo1WDwL1VHstPxYXdmKqSNP2RZArlFk5Epv01QxV9zCfTV1B0G8ccseMomh7Qq89o2tg6SQTPDYeHidEangwXpcmv7dE2nRk8N6hVMpMvChvMy8Hdm1mVt+YGAGhyQZI6rTXqMqHRupWGRy63haB1rOcPTYxHjEcKLharTUcJY26kgytF4gPrDqPdCZkF2PKLRXQqRQVcnSEAqYo5JJJHJzFOui3X0cecSsLONGHPES312rmDhleJErvaCRwJVBjtAe0zT0PTdSGP0xuRwRaujySmBMLXvX1AGR1vEgD7BECD0VlJz6KOjPTtDYvLGj+IskqYjvaeVI0syq7epGsjmYhDoDGkZkasFmq46nKUBGi6orOYcOJIpYQ2m4L2YpN4/Y/59vWGLDEfOQ9sW8czTFyFKYHrzNy+/9b2xl4jhd4Le/ykEvyBJ6j4sixqcZJJ+9Nqw4oEchIFiHA4veYfGJfb7gigHV0Bbypar00xzCmiirhxtjfFmOd62l5KE3Z719xz3AenBakjXRvdPusvESTBJrJLEwq8kvcs2260gb0nqir4JYZWf7XrU+9HETWn97tlyzDcAOoiWdcKhcmgKW8HUNkMddIMUmOpszurNpJ4mEAD9jM6OrXIl3dnmfhV3JVakG+2mipikYChKsdcECHF3WJ+uky77pjTbSXoDrYPlTwTTrXRcUaIXkYHmiDpltrezqnlwKiWiXGvoGW/vnrhtkh6Snf8aE01vxRdAKTZXZDVxJ6uS277XGAP5FE56FNlTmwcnbHe+9JzwqldbmYL64UU252Ajf+NrEkA6EKVbGadG+7uerkXQ4L6qZcT3x3S7PQddK5/mz+fwxLE/529/46HEtvSD0rNb1zwJhngaOPMn8Wtlf+A2W2dNe/8xL/SwAhn4f/Xqf3Znx9KfnZ8nWMtedz1MLMBgPR/nKF7/El9/4Iu/+5O1YPzq4M47j2q5u3tvkVCkltPBFdNUETJpw4JgK14c9KSspD4gZ7uGUbnQzEXNEEs2sMyghqXCcTwDlXAopp3WDtQCt1gLIK13Xc2k9X1q+k0YrnzUja4qN13zoLE+ntdrB0lhnzRrD0I1YpJOt3VcAdQEyFkCqzDPTZrOCnOZOnef132XpEsqZ3Bkpy3iptQT5sce1SoiM3JROiBZiVQmmWTdd0g5MBUAd1zaXQqs1DPq6xmido5tk6o7u7k5OuTNWG2WOwmhrhgwCtfXv+Pl2OTdAPT/l9jfS+7MYeepnPEeMra/7W40xXRGbZ8bYGYq7/q9/VoydgM6V+eHCqy+/wi99/Wu8+f3/h1Za54b4GmNLnCURhhyMY+8trt4ZyZtxRItwGEauDtcgME5jlyUJoM3du4GXIktLdk5kyX3cx6yezwyBOl0sQC7oIOcC7kf76eKMvjynpW1VRdEsMe5zRiVYX6ohHeHdVVk0AqwtRQAAIABJREFUrW3MohJjPJ9izMwopawApIisOqKOhN5l1+Cd52PIAgz55JLuHuzJHmPS9du1n4uzMYVb19eNDo3FIG2RmVAJs1UhXN5rrdEN1fOMViutVqZpwixamoc8rJqGpcRcUpqxGSRkA5qdMLunjcm+T0zExuPR3fe5/90/xB6+g2gQAtIChiNU2fW9yNLd1fMogvghXlFptJR7Z2dh5oKXv/73mX7xd/HuBi/iLBrEMc8q5cMf8tF3/oCyvx97CyPICksF+DxWPgPnXP7fcNyOvPjL/5jbv/T7iEUO3tKAMpNkZk+QY/TeD/nwz/4Ane+ymtGusbbkF2cfLgtrPWMH53dv/ZhHfBAdBARmcnU7873rA9+7FuY0kt0ZkuC1Yk1xydjxyJfygd96fWZkT7PCPB+paOzt1ZDUostTAC3Qwc2QoTDGPAIFzNBkNGtcc4u/fKx856qQvUVxSTJzC1JJbUbzypc2R379FQ35pxzG0qVIgLGtm4QiaHZay7EW1Q62k2jWn8PyqNyYyfzJA3j3yqgyUMq8Fj2cMHQasvGVO8Lf/+oFg8/xOcT8Vmoj6di1ZQVv3rsGIi9eZVl6EdI8iqezO3vf8ufvHXnzegISKQlY/CleYg1rmW+9fMnfeylzYY1SBZlClqq5YF16akgbWoNH15m/vHvNmw8f0PIGqwUvR1xHTIzonui+BD+j4+cIdIZ2YuIaENwn7KWvc6gwPPwrEiVYBGZIGjn8wn/CYXoN8edhxvVqZN/ge68Y3FykT0niqYq+bJ5X+PtTn/ustMENvHm0B7pR8wXKkd3Vm8jdvwz9PdkEkChXHO78Elcv/D1yBxMac1RmZMvmw/8VffQ9GmOg/36XY36d/S/8FsfNl6kmtOOBzf277N/8PtOP7oJBGQAUc4FmDJMwXibSLlE1JgcxZ9jf4vriNf7dC1s+TJlxt2HXBWyPaaDZgFsCLwzSsOOew3zk8tYtxGVtV4KTnMB55dKrUT02pJvNlm99+2vYe2/zzhHevip843DNG3/9b3nl3j0epsyct+QWmmJ7aTww2JOiBagnak2Mljx00CokEySBvpyYvnjJeOsWrQ7M9+/zkjzmjS8eUJ3BJmgZipAub5F/8YLbmw2HR4+5f/8u++sjjw/G/0vcmz1JcmVnfr9z73X3iMi1KqsKqMYONNhcmsNFnKY4I6qNo42iTC+S/gb9MXrSi/QH6GEepJGNmaQHmcQxLTNcmtMkh70B3Y2tABQKtWblEou733uOHs71yKxCohtN41BhBkNlZIa7h/tdzvnOd76v1IDi2vUXuPnmm+RrR8hshk6JcHCwNakb84wh+eYjEGVNwwnei+yLtJsWRWKt0lv42QHnF0aabG/nxRt2UeX8WQHnZSZKmZKbEjBGLIwkdcBvymGbaf2YWFACMU8RL5XpZTQj2019tfsaq1vfIs/njNaRbU5rSldGzpsdEGV2/le0n3+XtD6GaIQYnVFWzbSkskBDflp18SpAK/X6ppMZsNUAE6R9kfXLv8+n3Su8tL7D/MFfkdYPHCiURNA1MWxIo7drYD3NBDBMebtc+s7TtK77vVTWJwn61ivMUf36ytBx8pOWfBxIAs1uoF3MibHztjHLRJ4ie09oFvnCE8gctGCc2gGna7At0+2iP8UNfLYDo/5XmhmflUPeGb/OJux6sWN4wBvfuEaIL3P+cEV68iGv5nc4iHdhYkylRE7K0CqdCinXUbJlGPl3rR1x/rP6+2kqGJmwHG7z8Pg2w9P7vHzL2NnHNUoFIBLEmEtPIxtCqDdZaqRWGhK7kEMFVBRhh5JmZEkogc56omZGwjNj+NKs4Oo1GZ+n5g7yQYBodPQcPPhrXnj4LxjN+PzmP+L87f+Ks9ltklbXQwkX4InZ9t8/i202pTo+pJTWNhhGDguijlA25O6I4fY/5PHiNZqyZMaaQbpL+rmXj/dFHVKoa4CAorSTQHh1QQ2mFPH2kFk5I1DoUwRrHQgUL2qM0nqwiDC7938xO/mpszDISFnTh2uML/wG57tfZyAheSSUiFhkbCORNc3p9wlPf0DLKUJH0RlqgX7/LdZHv0EUT0jO21SD8cAsV3fMWMeHUuWVXXNbVWmXK+ZPjzn9+Cc0dx8hBXJyPU9yxLTQdELaTbTzytoOrvXZrCDvHPDD6wc8tj2a2SGJkWQD0FOKuMma+XgoY8+m37C7u0tgSroceLY6D1U9WTRz4EU0E3UkLgJf/5VfQe4/5POV8tFp5rVhwwsfv8vRkyeMkhiaSAyQc2CjgdUoDIV6fCHHmhgIVX5GGIJf24250H3tELt+wGjQn55wtL7Pyy9lkmwgJFQUdIPsB+avHXGwe40PPjzn6V+f0a961mqckjm3wNdfCrz81k2a9hjLDWYzYE1XClEjRQSV6Xm4vMmFVEZg4kgHMyZmxgUN9eoixFWvi5jq0oD+invYswdi+1wmcNaMLQP5+fbUy+9Nr6vAkS98zrwV8KsUI37m/nupaPL8F3GX7S/7/ZUHY2Le1k85YFk3hUl2YbpJk/4jotz+2i32ducM/YZulqpGpG6ZlQ4+XDAlmuSySeM4krMzikQiAaGJ7pzuzKhpXXcDIcMNQbquZRhGypiZdTPXDCwjKQTXlxS/N0G8WB4CjHlwkC/WZHyc5B4u6SWbbRmMzkDLW2bYMAyV5SjEKFXfMpCkfeYYwWDoByzYluXVpoZmsWDoB0KMjP2wPbfg7bTunh5oUwNizoQdB0KIzLsZ/dD7340Fim111cJlIDMEtLYiInjfisBsNmMcBsycqUZxuRwHoJ21NhmrTODLNLaaprkwlsBNYSQGYvK5W+paFmoL71d+1VxpAqJtanF9rsB41fj9SnNsGrn/lueYg5ZfcY35SnPsIkCcCqFmytHRITdvHPL9769pu+h7uV6sU5NO6wQgxGggkTyOlFyffTUoamPiZMzEJm7ziAkkL+rGRG3TUrKzfWezGahRavEy55FSwdUmpipdVsF/PL4LwQ3BVP13qkpq3I1ctXbUmKsvijgjeppjPudky6zuuu4SAGMggU3umdibpRTa1LC72HFA04wy+voglWg0AasxBJqYsGi0bUOpOpyztqMfHQy17OBqrAWPqW0fagv76MUAy1q1/pTZbOb3uurvTs/FC7HOvp6+T9s0WAVH3TytIaXIqB7tZa0M1uhkhFI8twv15yvH8HR7CARpaE4+Zfd7/xy5/463Q3ufiscJeBzrvAmrw80uBeVVokYUDQ1mSrCRDXuENmKvf8v1wxmrBJxV4ogXX9LpZ+z8zT+nPL3j51Sc0HQ5JP0qVREE904BGzZ0Oy8gX/8DnzcSyCI0VqBsoJlBgHTyI/b+8n8grh86iPmF+6UXN+zyNUhEtOUwKaSBEAFcI3rNDsMQ+YibFDoaM6IlVANdE9noBhsG9jnjt/cesBtXuGhPrCMALBTvqJ06Q6e8ZfIsiJ5TmHkh3clCwlpGVqXjnWVXJbEy2SIQSUkqMzLzcnPOv3dtZC8+9bqDuFFsqHNsuueXpXy2kmd1jlCLFmauwbzMkccb49OnOwzMaGKkaxN5GH0OjorkNa8c9Pz+9WN2WkVLmFLLKtnl5wmXzr8tck1FEpGLsWcGUTnVfY4f97x71iLSUTTQdnOyFnTsCVGxNPLi7orf/9qSHXq/9hi3UoROQ3ZGtCL0ec6vHSf+t59k/ny5Ya0j2gU0tYxjIRUlBZek+rt6/b0Anb7RORXbc2plCC127XVW65H56Y9pMJCGgqIhsr79LdYHbyPqi/blPdUHyKWJU3P3afGwmsAGef5vJrHuuiHahHfUjeyrfqEawBVVUh4JWlh1h8xsw+KzhB7/1AXeY6JYIA6C7H6d4Y0/ctdvU4aQERraMoOzd+Hkp0jV6mS6Pze/ST76dxlXmcVnd9h//B7rn3zA6u4GitJPQE6lZe/staQbh6SDXaTtwIQxNvzkxVd5Z3GDdweh18iu7LhLMq7VWUxQDQQiUYRhXHG6PGVX9pjNXY/NqikQwSuTqq5doVoY+5Ehe/vRb77+OvePXoL4Ev/6ne/zJBXmX3+b87Hj3e//S24sz5iXE5J6kvx00/NBP3LfIFmAmoaBm+YMJtVd3mi7lptv3uSg3ef64lXGM+HkvXP6NPC123NMCs6gjUgJNIdHLN5+2RlQn9/H1mecrlYch0KnMIuJnVduUW4dwnxOiB3RnIGr1dVag1cFc9U+SRhJFazBgreQTAy9UtlWF3Cw8MUF/urX84XoaTzX3/7s4VgTH2dAuUanxkAfdrjfvU6pmrdKrBXsUjG2AJJ9sS+dvy89GhJqgVg3A5OezbV/gLzybZrFnJFI0dpixcgm7SBinD65xqdnC2K7YU+fsq+P2dEHCD2WEhRQjXx68BusWQCBxkaSja4pQ6zO2K57GNUNU/TgBvr6H1DabxCW36M//Zj2/FMkwBh3aXKL5cj9nV9jrR1CQYO57k1ljUnVqfN1qG4kNahvB2OhI3vjSHNSILihkYSIbRpW79xjuL9kHhNytEtzY5fQ7SCho4TEw8MXON9tyAsDMnMzNCqb4LIAQQOtOvCRI1Tkj1g1Oi20/ozFUPWKeSMjS9nj3eUR318dsLIOG5S3jr7GzsGLzK6/yfur91jef8D54VvcSvu0ObIzGofnZ0SFFgffM6Cp1O87IfAO25kFtlZYOmIzWCdFY8fJeIs7xx3n733ItdnA7IavNVNLjYbEefwGgY5gS2QUYmmQcE6XTolxiVpEY4PknlYHFnRkKWTrvbAuzTOsiu2YnnZkrk6ofKwWgmzqtQtRoLEeyWuX/Chr1/4luekNk2bIdJIvC1efuxYcxJP6jCCjYaSEERE3zVguDhhf+R3O93+b2XBKsDVDcF7k5ek77TJT4ejyOabpHjDOiWRJtFaIZKQWxlRaTnAjgEY86c0VXZcKW7lmc0BPv489/RE5ODs95cI67jLc+nfob/0jeouILp3dr7Du9unoGe51hJNPmI+nIC1YJOiA7LxI/8YfkkNCJ+TXPHTfUFnE0UHcVJQcnMXTjNCu1oQHD5h9/AGrdz9m+FShjIyhOFs1G7kU5rsdu0fXYH8PaVuQwBgaPnzxNj/eOeBH68RSGxbhgDZV5gSKFigqmLheV8lLTlen7LDDbLGg5qoV2A6ola2xg+vtDeQ8EMX49VdfYff6G4T2nD//4fd4kHrSq7/Eih3e+cH/zc2TM3ZzT6LBLPGk33BnPfBIrbajBUYvM9GL0VTTskEgtInbrx1xbf4CBwe3yavA0/fXnI7H3H5tTghrRDvQiAwN7c4R3S+/4fM2PoTlhjM75riMFBWSJPZvdJTQQXGTKRXXyDYMlQxVp7dI62NER6JJNYaqlSBx0C9LIlmqI/OqQsOlEXvp11PcdbHn2ZV72C8AwfxCr+dBjp/HFLMa2E/a0fBFEOUZ/dErAJzLP3/ZZ6Xepy8Har54rCuPcfFXX/Zh2iZx/eg6B/v79OOGFPEiglYgTJVZ17k+ZhTG0RP52XzOuPZ2U6sATUqJrm3JJbsmbgjkMrpLLkY0Bx+CCBYCQ+/Owim6Bie47mCoru0OJDg4k/NIarwLxoGPC13B7feu98LZYL5PirBtN5cJdDUFcQBQzdveBdctndhkKaWqYehJ19ZsqRRSc5EChRDQ4ABkSomxDIx976ZOOVNqwm42HaPURPFCa1NVKTkzn7tTW9/3zzDdQnDjl369IYXoDrjIBTNPnHl6oW84bq8tT5+vrtFuWGoX15MvzCv+Nq/LUevVQ+wXn2NbNue/5Tl2OXv7+XPsEsT5JXPs6nZ5JcXEtWuHXLt2wKZfO0CYLmQXKErqOkoZXeKhAt6z+YxxM6JFq/6jt4DPZh396OBAjIGspRrpGFZ14B1wjAz9gOCs6ZgcbMtjdvJFTGh2nVfT4jqwKXpnU5U/mObYtrgLtQW8IVcQFqRqUlZ2tdZ27uT/dk3QSJBYTY782qY29yDeGRhqLl7Uti7lEyM8BnevjjFSLDNsNsQU69xxQy6r87SUaiRWi9GTJEXJmVllZPd9750YZv69gwN9/WZDEi88YDyzDmyLECFujzk9Lx+zfoyYIsVc7irGQBmnAuDVY3/CHgTBxhXt6Ye0w32Xoiu+fshkWlpjNp+zFzr17iHgHUNYBsuotb7+jQObqAg9zr6rmV/dY2SKcfFW4T07gXLMtnD5PEnuC3nnVXPHoJoWq2XEVv6eXCoyII6sCxhKymdcs2OiPr4AOuW5Y9bvbpdup6/9CRvUJXrMTUsDhSbss6M3iXKD2LakYSSFSJZItuKu3yWTpLCrT1iU0zp2HFcwqxpDVjxYVaoenlRZMEVGHNTdtn5lJLq3zKzsge7SNJGSjdLnuh9dMDJbXbM7nLIbHtfH2hBUoBqFTdDV1Hkk9d+Tt8PE5N4uUWJYTsy1ZdbssynuG1KKmw1q9YRJQKtLFuNjdov7clQQ7Nkw7mIh9muwZ7Ew6r1yHf2MSWZB57mwiJP6xgGLkRQS/XqNxkBbVsyHRyykAp0lstV73kpHuXzarsyYX7vBJ7fn/Ov3MtImJ7YxGXdNRfe/O6Tz7w3odDJX1QgR6EPC4i5LBg7BRb9DwGKkSOBxusVJ8yqh9Hwh4H5+w6vvTe9qrU5OQYRXWp/V6rnMPpCq2XdFvn2Buj9/zwNYFJpxIBXl6ewaC10xizdoNYAqJUYsJGKODHLIg+Z1zDIqsAlOqd/NC45swa45FdrUB0MfEstwyLG9xHp1xosPP2PvU+Pa5jrhWgKBrO7Czqhk7enmLSkuQPcoukcvLedxzp/pHt9PL5LnNyjrkWONzNpI20avphVl6AuUxr9wpwyzgdOc6WKHVG2RGL0F3IKzYcx84+ttYJTMfDZjuXOb777/Oa+98Srl5R6zDXcXOwxvzrn5rY7hr7/LztMndMUXmj2EXcucmBFKrX7g7uaR7OLtQDZld+c6B0dvExYvseKms4D6B6AtWAthiVmAEBGD7uCALt7Gzk7IJ8c82fQ8HQpDgLkJO13H4ZsvE24cok1LjJ7gbY1rzBwwQzzIFUEoVfMxYZJqm3qtzMu0mF/aPZ5ZZC4AjSnQ8CBtam+TK+f2z5vzF9orRpCCUlAplNkR4c3/CE2H9frcaAfJVacxgAxYKKBzfCFaYqHxpbNMLSArhtnbnM3fJgRnjRZpCRSSZFZxQbBC3Pll+MYtDGjHO4wf/DF2dp8QfMx7lBaxr38bmb3i7e+6JpUNY/LWg1B1RyyYm2+USJ5FHnWv8yS9yVHziDbssmOZKMIogWjBDYNe+wPC4kVEnckxkemCATKZXonv+easWylGPBuwRw8YPr1L+8F9cj71zSYEyhC4lW4RDiGQSM2CYLuo7pLDHqu44EMx3jkeEZ2TgpLOl4RFop8L83ZBExqa9chgmSEBkhyYy+eYCoU5kowQwaqjdSrnLMMBd3mB+90e69KgJfPyzRu89+ARbYr0t99iMz7iE/mck37BjuySP/mcw/cesX86Mhu8iHE6wmdm9IWtNIBUKQgRdwj1ViTl4K0Z6Ws77Ny4Rd/fZpMTmucIGQ0ZoiJ5Ao4TT8uLnDxJbJYbHnzwlCd3lcVO4T/+DxLXD4f6/YRG3AE8FG+PDmHApKktFlcl+LZ9/6LFtE4GmWaNAWOdbi76KyEj6q7RAW9HcVa9t1xudfMuTU2rmjZmz1/JxfzaEpBxprdJQYM7NRLhPLSs0g0+b15lR5Ys8zmjVBD5y5gvl9++tCZEM87DjFWcc5B7GgaEDUhEpWUlEQF2dIMKjBIoRE+eSu8BXeq4RQtBKTEQqth/Ly1n6QUepFcZpKEJS2Jx+YHT9ojOBnbSjxGdISNYSkhIBIwhzLnfvMZaWiDQ5eJMCRHGCDlCFp9vHcoYlRyUxTCwtzwhPT5m/plxuLpO3ItIzJj2UAzNRi6ZNJ/Rhl0oe5SyYIgtmzTnO7rHD+SIYe8GmzGDCfPU0TaJrplhxRiHQjYPtlOTGbuB0zHTxg4J7h45te2pejHC1NkzAxsGGWm7huXeK3z3vYe8+var9K9ssHHJZ4tdyqsLDr/VMP7lXxEfP2TeR4K6bMsjMk9RYklEghfEBEoozIrQ4NzW2eyAvVtvonsvsww3kZyw/inFIhYUiwNYIlgCjbS7RzQvv0I5Pycfn3E6GE9H5VygI7BoZ7zw6ktoY9gYQCIWnJFgAhayJ0wOT3nsW/fYYNUUrjLLTdzJPpgXPZnmy1XhVw3OL/axiyTpKp1As4sk8Oe+auYjCEploofpIi7oKFNyd+nM299dLnJvNQCfmWyGXvwJPw+CvRrU8TVKqj6gPP+95QKAmRL/y2d7/ojbVn14BrqpKhDP/f2zsJRUlvU3funrvPPOD1htzqH4tbVNQ7GEFS/CxkhllymmUqVG/MwpJpq2ZVgWd2UuI2OuOnl1LLQhQiker5uhJdfuBq2xolWwLlTn94xqIWeXfJjNOvLWXdZBy1BZkEysSKSy0zJC2Mbus84B0k3f+7G6rmpdBkr2BC+XUreJi3g/iIOVQ9/TtM2WLRNEqtuzs8/a1GApoJodPKltwLkURnVt0JK9XVHwon87axmr6ZOpVp1SI4+5tsJnUmq8W0mnBFWRmCrLzh/jrJmhWhjGkdy7YdIE7jYpOVOtGjq5dpwzQ22oum6hzrGvNMkEZwJPM6dqGvJcu3pNtr8AgIhsJZ7h0hyzS4LbQjVNuthvLzDs6dwXzMptV8cXDAjtYp35QjejP6NJ5spb7awG2XxhkrkMC8hWwMjjoFD/2Pd2mRLDS/fKY3Q1eO31Nzi6eZMP73y4ZWY1qXXmbvY5llJT29Z1yxhUc5vBEBNNO2PsNwwqDKMRWiWo6zerQhsTxYRcuwRG9TEsVo29JDAWA4nEFKq8gZJHj3Pbrroym21NvQiJsXhhMcYaB8bIWAomU/GgkLqWGCOb9cZj+dncgR+pQL4JxZwk4+7LimJVlqLQb/pqVFQfQ4gQIhEo2d3WYzOZGsXKQHaNxs0wVkf7aU+KZDXaKuGg1SG+bTu/L6ODq0ULMTbVwLsCrWpYlLr3+71oZx1mxjAMDJuRpvV5IDEQmo5Re0rOxAoSF/PfleztbVIB2y8D+V1P2OWh5O5fYN/578nnj2naPVyay5l9VueQTN1dgW0XoVQTyhzmRNsQdM0YdxGMNo+s0h4hvUgbreJ1XW3OywTbAEZhhygtWfYgHhLDiNYc6JnpZZez1efByEvzprhU2BAbJMzocCKJqdISCKGt+W9dL8MeY7zODudISNszbE/9nDD/lkFtnh8QxT0XZIZqoLUzNHRomhEXM0iBLgqMAxobLGfaENmw4JwFRSLKDIK4QeXUyWYF73RsHbwLGTQgqcFw81CXAGwoBIK4fNPADNNMYCBnB27nTXAzx3FDme2zsQUl7ZDDCMFz5CI7tLr29Ubc58DjIHWT2ir9R6xA97R2VSCZEMnaMcocrBCDa+32fd5KojTBSBhDmDGmA5BVvacV68IlBS9E26Z7DpNZp5/TwfBiM0IYibak2II1gTF1UDJiS1LcYajSMU0RmmwsSsMYdh07MEMDBNVqMtpBiFgYgYyoMgtPeH0vkdJtHIZMaPHv0YiRKzD8d/X6ewE6hdohWxHP4H0aNGTmjD4FguAsLsXEaK2ntXV1Jq5T8RKYuQ2mtwmibBFxYxorF+LTnqxequBfAoe2P1wKmp9vw3qGrRDAnYGEZNl1InWgYaDB3WoJEKzUJFsQcUMXrbpcra90DpSJQ9599OucD8L5viFhya2nD8h3HvK1H79Hc/w+YW9NaQ6REJmVwaXxirCKSm4DsawpnXDv6AZ/fvQaP+4zjzZrympgFk5Zb3qGUthtrtHajLZUrSYtxFjFFESZNW7QMm7WXmWLkdQ22wW+lMIwDIgVOjPmCOXknD/7f97nl3/rkE9O32NvL8LjgfhwxmznN/jRrdt8/sYhX9eP+d0ffZfDk1MIg+ud5YaAt8114lNuROis0IkRUuLmjV0Wh4ncL8n3Bhb31oyf3UVvuH6hSKnJUcZiT9wZkBwoD+DR44GPlgNiwrVsHErDjcMXad76JeK1A+YRGvONd7BEQYmxEKnMxhrVtZoRCiW60LhW98JYSs3FbLuBKUpuoRmlOosFkhWCFa+YqNSeaUWKB1FqQlvcfVi10AdYRSViDPolE39iv6mAJX9DIxr3Obv+WwyzF2qxYaoq1Z5lxeeD2Hau1OzVx3w9nYObDQ3ZdTkQx0gBscK8LAkoY7PLeHTEaXOT+XqX/Y//JaaC0aK2Q7AeBDaH32Sz+wZRXcDhKS64jHkLhG2RJW/LjdojOmPOU5KNDsIGqRt/FeFuAsvrb3B6+A3X61LX0JviiBygRNchnI+GqLLsCs0wcuv8mJ37RvvxQzgrmOxS0oIkSjtk4k5LmRt9FwhkQsisdue8+8Jr/Gl3nXvLp6zGTLOeEWNkuT5nJnP2uwO60iHAyFDXqrrZBKPETKEwDBnL3sIjMuknefGhL0IrKxqDJJEf/vXfcOvFhlcPnmBpSToSPrs3pzn8Nk9PX+F7J+/StV/jd+JP+eYHf0OJkeWq58GYWKsRt/xNY6ishcldcrG7R3rxa/D0Gue6Rzg9Y/7JKfnhGs07JHuMt3LMgRGNheN2zr0nHZsPD/je39zh/tMzbl6b8Y/zC1wPgVCgzRGkZRM6hklLUacq72TMwjb4839P6f4k5FjXYfFnGVSQUbDYVNBwdOO1OBCTP/ioDU0OhOTyDaEkBvO2xqa45pxq4bwV+pxZlfHqAHZCcuqarZIwEkmVWIGupEaynp2ypNMNkd6BpS8kWtMBPcjY5oTTHgYYyo6OLOy8Ki1MaaASrbBXHQkDrqccpwuUQHF9CLqMmxeJkoog6qyOaEanPZ2co9KSVElqRFNaHegYSDYQxAFcFV81/AyFxJrOPOif6/TchKAeTAwHRMl9AAAgAElEQVTR9ZQXpbAWr8ovNitufnqPw3ffIz16j7h3QkkLJCZS6QmjQQ5oVLSNWFmjs8z9o2t858br/GhUHq1XjJtCl5akfmAYRtp4nUWY04SePBakZGaVTSZSmDVGCco4nDr7JARS217sYVoYhhHRQmvKzEBP1/zZ//sn/NI/uMa9p++ztyPI8QiPTki7v85Pbn2Nu68f8PqrH/N773yXG8dPIYwkMVprEXItANVOkWoIJhizGLlxtMfO4YI8DJTP7zH/fM3s7sfE3Ugoc0J44gCKFIg9sRlIGsiPlMeP17y/WmJqXBPoQsv1wxfYe/01Vu1HHA4DsaSq/eft6mIFZOZrKz0iBQ1aC08RsxbRGdAgYUTiGZQWtEVk8LWzhZQFyUJrgd7ccVW0tsNVAyzfw/y/RpVQDNNMH2AZjaD65XsYMNFuS/CRFqxqeBsUoo+zGt+ViYk1YSNXsbi2weLlw/saqEgFOiuoNolT2NTm7/FezT+/AEpentdbkoRdOlk9uZpsC5sOHOPt7Dx7zCl0QKZ0w9eDi+1YKnDqmep0qsqB3BoTvPnW2zRpQR7Dtt1ZEgz9mmm2uuN6IqUAETbrtet2Ng3FIJuRY0BiglxAHViJ0R1SZatjHpz1OVaZGiseXYRASI1HG1XSqBQHXITAWAsNXWoZNTOaMo8NQ/YEaZYaqHqaJq71WUzJBiU725KQXOktpHrjlNQm1+XTTFAHWLM6SJaLEkNEmjmWvHCT+56Ms63NIKQ5p/1A10Ta2GLak5IzviS1SEyuEY+hVojiyeQwZgdtRGi6GbFp2Gw2qBltanEPItcc7YcBCUK3mBNFKBrI6kxZYqTvB0JMdPMZISTyOLDpe7IN3n5cMhIaQmxpUmDMmUEjbYAUK8j3JUDnNOaqQiJRVkyjjeBdAUE80d9uejKxxGpSsz2SeuLuo7ySRSLoLkrDVgfZAlJBDasxXmDA5ASP8J21L5cdWp+76meBmAkM4NK7AiEhGskyxySQamW9yGQQR8UOMkFWwPOSaKHiPC5l5iwru5ib02Kixiuv7PHyvvLg/BNSkwgxkmcHHJcZijP2dHSH4Rg7YgpsNmta7VloT8wDog1xGOmHx6yHNQ0zopiDN7ghWMCdyttmzmrsEZPa+ajEJrDISrFIrx3W7TEUIbVtzS1ybd/2WLnkges8pQy9m610MwdCi2sUOpFZydkLFDFE2mpk1GgLFcQ0FMmyBTwHmbMOh4hSdWYbpHXWqcREvxno8opO10gZCTEwLF3+IYZAUZfH0MG76GJMiDpIWepYNow4TEUPX39iWbAqHRuNxHaOqRc5JEWKjmQVmtmMRgdm/UPGzZJQ9YY3Y3ampwQaE3Qo5H4grBMzVRgLqUtoTIQo6AA29CAtOttjSeP5ypfMsbowkI/vUx58SArVpIyWkYnlPI0sL+hUoRsnaQX3KzCLbvppikoLmrFwsT+MoSEHodERI7pPiLQV1BJKaNiQaCU4A9e8yClXMbomXORLkE4vgiijJSIdJhe6uCWAqRBJtdBspNiSi1CkqTnpc0DnFsS6mN1TT70E2e4daokYWm+Lj37/hgzSzMnjkmQBlUgzmzNu1vQasKZFrUVDRjFK1bVNonh/1BwkVEzKneo1eCFKpdScNVKItOJ7hVqihDmjtpC8a8jGgpaMxMYLKP1AmQX66CSoog1jaAmNIDm7DFMFkw11YFi15oSen/saHLYgn+uTRtSMvgibkGjFSI0X/yQmNkNASl/X40DxVYLLBSp/VLIF/EMt+LCN7kHEJa9GExKRaHMKiY16YU+lYWBGCgHRTF8SzWzf86iwqUWkqgAvDYh6VNVERAtqriUbBESUJkaERIoNaCZXHfCmaVgPmy/dx/42r78noPOqK66A4iXA0l926S8ufha59LsasF4cpf5sl5cPufhs/cxUI7/cCmFMm5vU/dMuBaZ+3Etp+DNVdy79//l/+xsX4ewFA+nSBV2+M2aIZibqeSAS+8Ls7An6+T3ivbvEjW8QWT2BMAMLAWJDDGO1fm052bvGD2Z7/NXpOY9TB5IIY6Gcn7O7u8fZ+ZKx79lZLOg3m20bBVUbxoWfiw/ERslSH0A1edGilDxiWvw/Kwx9xgblfDnw6cen/N7b3+DFoyPu8TkP7pzz3sMn3D1dsrlxjQfzyJN7H5GenrhrpApNcKBPDG+PCuIO0VXQPcxnLI6uoSkxLs85ffCI849PGB8+Yf/AKzaedwe22jr9yHB8yuN79/nozsesh5E9YFeEvd09rr/1FuHFF5BuRkqpwoCK61TV4GsbGVYVHwm1RcCBSs+VDI0B1YhJCwJJN0iqlXcR38yt0I+j61TlEdGePntiGIsyGgxqpFJcXL6M9BHOopIkMpavoFe7HVC+WPfSsWZWqzfOPhWrRi6TO1sd91uqjk1zpC6BNul92HaQu6S1gy3eamHu/i0zzpmzsYY9cWatqBFS9uRCIr11bEpLxF3AR6G6BXqShR+xLtxGV4Pkqcl6uzBPeGh9r5eGDR1FlDFUg656NzLObizFg6gQYNCeuOyxRyvK3cfY4xVRZjQhYrkhiLpxU2gIjRCiJxlDCNy9fou/6DM/1jWjJUQS640w25mRDvc4Xa6Yh31v3dZCaGceLJayXRcsgiRBpceAXiYzBm+nHWWgMIL6htqv3T3xzsfHfO3t13j7l99mHmb88MlP+ezxHvc/O+YkzeheeoOTXTh//w7NsCISmIdYq8V1juHBaFH1ACAE9m4c0e3fYiMtp/eP2Xz8iPazU8q4RHVe10IvW7n2mzAsM+fHymcfP+LRyQpBmAchWdrCY1PrirPDPHHFnImhJhf6Xdsl18/jIIM8k7t5621NPgQ3MaNqnEodo3XSajH6fs1a1s4czD29RVAlZXcTLqqcd7AeBvZX17+0Uv/sFJt2mIv9aIJlHTApTGnl5Ra4CzDmMvJS36/J2+X2pQnE2J7X8Plbf7DtMadWD4Xk8zdSarty2N5/3wP9nleoB6F2t+iFbtkEwxgVjL30mr6jcanYwYWpmbuAKyYOtMrQM396Svv5fdKnn5I2a9e1M99DovmaStsSQ8aiQWg43dvnRzsHfPf0nIfNzPewrL6H7e2jRRk3G+LODsNmQIRqquVzR6J4a2p0gxLPi6c9rBoL5NH30VIwLvaw1SrzyZ1j/vE3fonbN2/y8M5D7r3/lPc/PuHu8Yr19QMWO6/z+OEdmidPvLVPoQmTCQpVfqLqYamzXaRr2bl5hKaGcbni7NEnnH38lPLgmPZ1oGpDWd3DRATtR4bjM44/v89Hdz5iOfTsAXsBZgf7vPjW2yxuXGMMH4B5kdiCIBaRaZU2b+c10Zqw1qdrXmcLl1C3WOOfLeCQauspglQdtH4YGfKA5oGgPUN2qYSYC6PBaBBzRuoc6yOcRyVYYKj6cc+/tqNcjRIbhhiIJsRsxFy8PS06gGoIo8glbucUH14c65lRK5fiNaOCv850xqrpIFSAJ1Cid7L5PLoAOp855hXvTWHS9qtcfp9LMJE8+9nL12vmrGhwuYyKIV/co3CBZU3EgSiTbITr//3Kr/4un3x2RogzMj3jsMFSS86ZUpS26ciDj4VRBwaE1tx0IzctY4iws8e8ALIkj4qlBmk6EsKAYq0XeMaNImHOqNW4LwhlLFWbzCAkGmloZonMBlJDn0udg4k+JkYdSDmykY4hOGjF2BObxGJnwXK1qgxOZ3OOxZDQYaaU7EBqiMnX2hBQXCvUxNvc1YwsAs2MjRVEIlrcE6CNrrOIjqxKwGbXaUJhyGtneFYudpaExQ614K2MltG8rqZr1fArCiORvle8cNAwFiO1C8yMTS5oaAgx0Rc3D8zsEWNL1J6siaEkmhAwTYwZ2jQjtpFlVqLAQefzdxyMMPZklFF2aEJGdEMbGzezuTynLobs9v/jyQMe/OBfkVePCU2kjw2QiYzEHIDGZZuCUw6c5ehF9GAZYaTUgnOwAcwo1rL/1n/I9Vd/rWpoT3PITRgLDhqsnj7hwY//d9jcxzhwIFy0zsFLRp5fthfLNPjrXmmRQSM33v4t9l79FmOI2yL3GB3ITjW8XT96wOc//D8gr7iCHnr1yy5mqokiqeVoc4d/eMsIYaAvyp3S8UCPyLGQx4FZEiyPmCWGYqzVuBaVb97suCZrNhhZEvn2Pn2/Qy4NrYy0IaPNzHHnfEZLQwotZ9l1rndMMRnIUghhzlgWfHBmfLiBsHPImNU74bQ4UC6RrLC7u8u39pW5NOShYN0MS4kyLmnrvFVVcvbW7lhZoLnkrXnZxBauJRsGgx8fCz/YzIk1f7PUueZ66ckmbJjz5r7y27cWJO2RAMPoUhQuSzFuNXdVlbZr3Z26yjeU7DlLMAdkqZ1EIzf4q89X3Fm3rLRlljrERta5Fi/iHLWRl653/M71ji4vKGJoENamqOwiIZLihjYLoTcGMhKg04LGyFJmdCmjmx7KLvdP4Psngdy41vyVQ2UaleI+EypKZxsgoLLj0hhimIb6fDx3ShZQPG9RSYhFUgmoNYhFirpBlFhDJBJSYBM6SgzMbY1Ky0hLkQ7E94ReGoZmRqPe/h6kAqhf0N2+tBt92ZQLvp9ZEYQ5UkV6FGMdoCEww41pxSBoqSZt7gx/5Y2qc+r5k04YKvgk9i7ShmKBkgIWdhiHHbSs3UC2Mtl7C/TBGEJAZU4JAyZGCZ3HmXpOsTljPHBxIduQLKIh0E/MfjE0xO01l6yV5JTY2A7MbtGbEoIRwhILQg5uzpvMySN9jBQSJi2ZFpFEaryoMJEbQkh44VLrWi211iJkzPWpBUIwrFS2dLvLue5wEFZulGmFUROnMud6JwRGH3chYtL4fDG8sGoXQCdSu56fyaYNxHW9SxqRDCUn+jZBlyhnioVdxrBPzk9QRkrao6ehqLI0F9EqkwkpiRJdSiCEgRAyZt4B5lKxAdUW1QXjONDIQKnduKoQU0OMf3fw5N+z6/rPeP2M/PLLNFcu9FV+7iF+/mfti0LWX0x6r4imRb7iiaeFxNso3QogItLWNCIzs41vvtGYjw3dWWDvweeEe5/Q9KdITjBGOlwPSXIlW7fQxh7RQmnm/OXiBv/jwW265ZJmGD0IDe7a1vcbUgo8fvKEYsbB7h6rzYrU+O9dmyVtnR5V3XlycqPMuVSheEXNRbfdUa+QdaRrjrj/Ucsf/8/Gr78e+eynJ3zyKGDpMe3+B5wf7PP5zj433/gV7M4nHJwvac1IIbMKESHSqSftiUyShqIRObhOObpBHxvC6gT7+H3GexsXAY77To2WhiINgUgqBXncc/aDD7lz5w7n63PaAIcm3CTRHR0xvv0S4foemlpMEr0oWYxGjW5iIkiGWCiW6uLeYRJJukbYAyIljM4wiXNI16rGzl2mCt3EPi5mrPoNp2HJPJ9T8oqekaIgZWQJLEWRXLVPy0hP4UwH2hKqls+zw/BnjnEqRjtRM6ntAqaXDnEZhLkUPMrFnJjMujyvcruaZJlEprFMlkSpm1oWZ3YIBqqgBYkjEW+DKXK9yhI4261IRsiIZKAhaKLgzwMZiAxbQOlqw5qL7+HaYUYwyMEYA3RbB2doNRIsMCbY2Ehan3P08BG373xCc/y5V8W0AzIdq9rebwxRiW1grhssRp7u3uCf7d3mx5Y4WG9qqwkESYz9hm4GWgbuffYpL77wAqbKoIVUdYiapnGn1+rk6q1P3l5TijtBalGs+OZQSp1zMqIqtPIyf/bHgYcfdNyMK773vRUbFoT5B4Tdcz4+vMU4f5kbt1/n4Ed/TVMKnRRWBIaQaBEvIFgmCCRr0NQht16g39lhyAPh0WfonY/JS7Cdqm0jDYWChdYZkmPAPnzE/R8+4e7nd53BIg1HGpjn1pPDEDww04FGi2f5ZWKVOMifUx1ryEVSYa536Ni81SKIOcAXHfwtLReBVR2zE7nZDWCU89UZJ3rKclxiZWCF61JJKYw6kktmuS6cr5YcHB4+0ynws19XL/rG5Vl08fq5e9iVv//ZF3F5D0soooVcvPUwVsf2YgKaac1cisKgSGJqpt4yen6BV6yst01yoKzRC+3bWQEksm4U8sDO2Skv3r3P4d1Pkf4EyRHGQMuAoYRsZBNKK7TJ9zBNM74/v8E/PbhNs1zR9EPdw5ztvOnXpBR48vQYBQ529+n7TTXm8PsSSIw5E606TKa0NUJwwMcdVFUv7WGiZB1om2s8+azj//xnym+8lXj4wTEf3gdLx7R777M62OHu7iE33vhV5IM7HJwvacxIodCHiEikK75aRstEkicY+9fRGzfpY0dYP4JPPiB/dk4phsXFc3tY8i6Bp5nVDz7iw48+4mx9RkPkIASuGwyHh/D2q4RDGDf+DHJ0Q6h2NNBAibuIdkgxRvGWqUhxcMgUsewsMVOCCTFHxMaqXeWja2IBoN50txo2nC6XtHmN5iUD2T3KSmaFcS6K1PVrqHvYuQ6EzEWl/rmh7cmhQBCazXtI/xDRhFpiICLj1NLkH224KDgwfXY7ZaQahNhz7/t5qtJdbW931+9SBCQDmUBDIGyBkFIZbl8gwthzX2MKBbfApOFmB8AlLv3FlUxJwfRyU7Zk6qB1cKOHqRA01RxkKr4Lrshdt+5Jq/t33+55+Kfvk8eBbIV+3EAwxn6NqrKYdfTDxuV9YmQ0ZYNgOlDWbiIiklgNgafrE3LpaYuRsgsLNc0Myd5CSlFSjDQxAq5DOengmxkhNjSxxYoyWqbknkR2rcmiUCr7MwWCFu8YCYJmJdqMMEY2ec04uK7nFKeaGZuN64E1yV2bczUdChI4z67JJ6Vgw4YmQiiQi9J0DWPOFAWzSJsiuWQoxkwa+o2z2K3xpMtqJ1jpByKu5UdN2qhFu6JetI2xgeBMy5ILbXCw3lQZi4+FpglII4zFKH3VVo9GS8NoXuTGYECZEYgZ+gIlNIwZHul1crhGF0c6G2iqu/C6DOxWU7qrdg7F99lGMvHRd9j9i/+Wcvw5IQRmyVPQYEqoWoLW1CFq2ypilfN11qPW9ThUcFJpmPEUvbZxU0YLoB0W1hQpmO16i/PdP2P/T/477OQeWIMJ3uoITK7Rl6bRc3Nm6jy69BcqFIVZ/C/h+pwUdsn5sQPdYQEUZweGBrn35+z/6X+DbJZXnuGq1zPsbfUS7De75EYpZlgDP+nnNOvbbIozgA9bGMbMRoXUzRl1xS+nB/zuTNhhQ1FzbU8x2KVKJKjrVYuA6IWxTHA2HkY1AnTAT0j0ecFfjiPNubFc7aHZYyPJG5es2AjjuOHrN1v+6CizCK7raHaJ2BOc9Tp1VfrtDdt1f4pRny/Yjir86Vlm2DxBxw0LGVmHFoC9MLIpQm+Rb7cj3z5qPC7OF89NTPz7X5JOvzBbu5xa+3iTaSw2kYECD58QemVoEgszmjwwFp+7xI5ZMn5ztuCf3IK9ZnRwR5xAg55iJkioALvWbk9xEocz/iNRDCjoCOebyHc+WfO/3u+JeX3lWAmXyFZB3UgRaVCD4fqrtL/3n2LNDt51ZzQxTIkVUarcErXMby2QUfO2bKSQyymL9AJ2/RvI+bv+HDCgrQSCAVA0Lmh2R9K3/wtC/sMtA9Wf3FcB+J+NYj0+iHRhAUev0i9/iIg7k89oEGnIAjvi3Ygs9pn94X8NrL7CuS6ftspqSQSFO3/+XR789H1Sc8ZaC+cseXV8j6P8EbtpTWNKvx5JKSBBWeWOnfXIv8o9IYuTj6zl6fk5Y86E5pwga6K68VWUhqKFohsSRgyCxcBo3l+atINxTQlPWdsH/Ko+pGSXa3HGP9iQ6UvAYsvmeOBPNoVdTXi/3jnkDQJeOKoxw6SBawbDMJJzpmmTay2bVqBTyOrdjsfDQ15aP+GF2NFFJY89TdNgBDZFiHlgfWL8Lz9a0wUw9TUGjBid3COh7lNq6ETkD17kQIyoPveGoDSq7CE8lXucnibe0nOSeBdxLgNqBdI9YmwxhKefn/I/PR2wAE00QhkYipuZXRPj3/+1HQ6bc68+ESAKSUbmdsYQOjR0FVp2WYliV8v4/W1f//8DnV+Sy12Z9lVE+ioB68u//7mnfIZZc/H3dpn58ZUu+aqU9stfvqG7GHSQgaCBZG7RpNJizNwERQYO+wG5fw/uPKA8ue/ufbV9uphhWohaGY/9hs1u5OErL/HD+W3+psyIZ0uimLMwSsbySB6Nk9NTuq6jaRqOHz8imJLahuVySRCh67otCMN0L+zCVa/vL1z2xtraAECM0Bkm54gYD47v8i/uDzQYGheIQf+0o/QjcXnC3esvU779n3Pw6B7x33yHg+UJiHoziwWKuIZiq4WQAvNbe+xIoVkODPcfEJ+cMyswitGUAvRodPhYiycJnz9+yL/58Secna9YmHE9wA4Qmpb911+leeMVZLFLJBCyEYK36ah6tTJbqfq5kSKjC+Za4fpQEO0YUwLx9tUhLHh08Ct8cvCbjEX5vU//KZ2eE0NypQOBpRTeffgp7+zsM8vntHnJOc5wGPue0zJypiNlGBiGnn7YMJTMehi4Lh3/2R/8J18Z5JxGpz/CS4vGc8P1asbZ1S9fomobksOKZOLFtileyevYoBI4a26g3cs0QTGKOze3112sQhS3TpmO7G1NLgAJJt4k9guVL2reaxXsRKbqkf9KzdnJSWH3dMn+vQfsf/gxeu8jyrgktJXLZlAoyAihGLGA9oGTF/d5/4XX+JHt8Wg5MIuOsEnVEstm9KsBPTlhZ2eHPI48eHCfa9eukXNms1nTVBOGy1rBMpkjWF3ktyYpY3Xz8wDN2sYDmfyU3A98790P3AwtNChLWI2EsSNsTuhnM378zd/l+ktvEt/9Pnsf/5j9UjgLhUYjCQ/4AtBZZnawz+HBjNCvac7POb33gG49+Fw0IeiIhtHZRBXYGkrhh++/x7t3zgh55FASOwh7wQgMxJJdxNwyhIzGQraa8FlGaiFFR7ZBtU5rjVW9LHWTiayerGgprK1hb73iFTWaSxi+2MWzRuBMN/zw/h3ebRsYTih5zZNc6PNIHnv6vmccBzZaWJ+eM28X/JEp7S8wx64chNsE4WrA82e5w/5t9zCluDlXaAj/H3NvtmvZcqXnfSMi5pxrrb135s7uNDyHLBbbssquQslVko0yBNklGbqQAb+Cb/wSfga/hA0YhgFfyBeWy5YlyJCrSizCLBYPu0Py9Hm67Ha3mjkjYgxfjJhr753NaSga9ATIzLNyNbOJiDHiH//4f4Qogcdf+cdsbnwLLHnySWWTjsk3voqJMusLf9ljBnNmLEzne26Qcdb/apw4evCEow/u07/1NuXkY1J0RgVcj2EUIUw7dl3k0Wuv8pODr/CjuiCcrUmCM+PVCwCleAzr+56+H3jy+CFiyjD0bDZuTLVYLK7EMKOJ1+1Bzmma9sYhXqSbY1iARcKmNcgFj8/u8y+/9wM60xbDAuNpj46VtH7CRzdfQf7BP+X44ceEH36PG+ePQSoj0FtqjA7ocSODxUtHHASl26yZPv2U8OiMvihVXErBY5ifj6oSJfDgySP+n59/yMnZmpXBTTHuYBzGiH3tayy+/nWG5SMOTgTJeGcHW4JlpE7oeIG2tr6xgFGIdc3IjnVQTjZPWMTSdLedTZmi0hAeZ6OGS3BhI5U3H37IG9s79HXLopzvY9g0jVyUzJlmSr6MYbkUNnniRk384z/9T18Qw2bQovD4r/93Tt/8P4lhRZPZd33gFjPErDG/Zsf4L3MIdc/YCAg7573WRGACGYEFZgGV0k41cqUf54sdM51tTz931tLT1yztvQ5murNtVAc6awhocGdbpK1vpi791A4N3u4tBl0zWLCq/NGtE3Iu1MZ8U/NODn+Sk2/yzbwAIolNcE06UyVV72oZbcVUOgjVZQ/QxpIcfKNkrvmGstf8q9rkj9paHkIiihsXlQjUTG8Zic4AC6WDEBmT53q95rZGBMg9hYql5T5/8d/xeFFV92zp2dTIwdXI1tysxyUWJjrx4paTRtxgpKh4O2EQavXOkVgLk0UsDpSQcF3b5mask+tLm28aQ4gu79M6YdzsUECCgyqqvn6185S2ocRAo7gGXPX7ZqGQrMOKgFQkKjmMdETC5G2Uo0XeefiYv3mgvHMxOdtInCSQukhR12DUF6zp7tvkcgj64Jccnv+CwOQFxL1z+CWgbq1gSGVf7J7N9fY4Y5NREUBC4NEb/5xP3v+lM11JbqwmW5CK2iER5cb6V9zavEVkg81a4ajLEX3RcHSJh/q8Eph++L/y/nsnTHLIUXlElcg2HRJsImrFpOPG5j3u5fdAy7XZ+JzaC1e//ur9MAGmy/VAxPi91V3S4TG5Mep6nagIIx0ilaCJr5XMS+UBIY8+ZnK77quhvBVnrAHLl10jl8WN/f8UDjjgP7h9k9t3brORA+aujFBHhEDQiEjhOF5wt3xArKW1HVsDlWj59gsu/cq57e/R/r3C33vlDjdfu4doZmkj226FqrJkJIsbJX6nvs2d+gA20oDzSyRbApdmJXIJKsvVey4OzM7vkQlUnvBn373Dd+wmOa3oS6avU0PLA8UGohVeShvu6Huknd+P5t7TbrVcNrFd2crPnWsmYFV8XJpx1K/4k1d7frhRB5RfOFQaIN8YsCZuzFJ2O07f+CnTcBN1tNllnHDzQLHqpa5Zc1gay1qUEgTT6maR8RE7e59+OiFYQYObjhrQsUEwtnFFotKFggufze3jc8fR5x3XsY1ogHTkuELrT7A6OfvbFzOyRCw6WC9qhBKRXpou4xc/BEgqKIkpdIyTsTy+Q0gDicIQEl83MCsEySSqbxlDJYTAVNuaLfcICqYJY2BVC4VKCJkkFamB2NiWZuoGjXMXTYgUUisuZCKFLihfw5DQeUekGkomRMcMJk2t/V1IVQjmeZyIEW2HmVGk349v14b2gVjVMYfZRwYuGZ1FIkjidyPuB6BAnUEAACAASURBVGAQYltzgw9Sa4QZJJCry1mJ6H6Mxbhf3rHawP6WQ8R4OdFiWxOyCAlYGtwx+FrssdQTa2UoI9ZaJeduIYiY3aNaJUtHEui0khtwelc2dOnci8/WcjZTYqgsdccoPUUFCc1orevZbprXwG/o+O0Cnc9dXK+/eJXx8rwN4GXF6dfdndqe1vv09149o7mydLlK6h4E/MKHzK1p6vorBDqdEFz/wMz1OCTAQSls33kH3jVkmykpIClB8Kq/mUDoiDmABaZbt/nxwU3+t8NX2K0Lh9UoVtmOW69kpATiuk0xRlbLJbXvmfLEsBzoU+dOfiJ71tkMPszOgVf/l3N2BzYRuq5jrIXRCsKawgbpMpI6p3DrGUNYki9ukHY7GNf8eHmT+1/9PV679xrfefAJ6RdvEKJr5kkY6PueSdaMOzheDhzevglWidsNuwensHVtC8MIUVzzkMrVRfz0YsPDzZYlwg1JvGKuB9OvVnT37jAeDKSsTGOmlokpViYUqUZRZauVWDrIgSIbsmQmEnfXW9AOja5zkTJkGfhlvc2/2H2FbMYfWGSwmVFpEAInZcdf/vSH/O1q5MA29HXDaUjsamU3TmxqZoO3+5Xqf2JQcuVVW7Kdxi8/vKWBacyhq1kftfH+PCfNF801EU9EheaOhrfGiPt6A96u2pNREuHut5BlQprLu4UA6Rj6RUvGA7PDobQNhVFadv28jeGXuuxLEwfzFmhCcP21izXDR59y+OO3Wb31FnL6iQfBGCFFlyfAWzVDTIRi1MWKJ8e3+dcHt/kpt+g2IyuDbZkYp7GtId3eLTWlxMFyyZQzOU8sFgvyBH3fu3ZS2yjtAZfGkp7Zm7VWcnFGZ9e5Sdguj6hlzNZo2BIXhtlAtpEuTLC7gU2JlZ1xul3zveOXePnua3w9dBw/+BBZn0JQqkaWaUkdjHEqdCYc37pBfzBQtjvk/ILdwzW9esU9CF5glepGUc09r9TKJ6cXjKVyWyI3Q+KGGYtgQPENuXlipRQyhbPNmm0XUd2hxai5orUxn/E/S6mMlimqFFzDLWtlskrOmfMSeHX9BPRKAFNPmuMcG1PgZFrz/Q9/yt+mLZRTxumCE4NslVKLmwWo6yjn0ws+PnnUWjp+zTEnsp9bMjOxnootnwVi/rvEMJfcCBSJRBOqwcntPybc/btIVZcIaO2JWKGaIVau7GS+4DVemZOzJqF53cL3IcndgYcnpyzfvs/RT35J/9G71N0ZFgOSoguvX41hJSBVmG7d4WeHN/nzw1c43yoHRVEqm3HnjsXPxLAFQ9/5/Foumiaha17NbrLPi2EOghq5TKhTTOj73mOYuqtosQ3STUhKVDpUzxnCgrI+Io4TcbrgZ0Piw9e/y+v3XuNbjx+SfnZGEJdyISzo+44sG6ZRuTn0HN65CVTibsv04BTdaFv/1BNOMarMMcwBnfP1lgfrDQPCkUReDpUDNZb9AfXObXaHBxR9zKIkTL1dOIivobVWTk8eMhV3Zx4lYFQ3OquJEzkjXnzADd36hpPgfE9zAGV+pnMMkxA4qyPf+/kbfH+RWcjEopxzFjq2VdmNI5ua2dLmVy37GFaLcqck1uPuueNXmB2jK8cf/TVHv/jnkObiV6PjzdHL7Epf+HPG72eiFle3cA1IEGeRXCpnzgW4q2iKvPg7n6lmcGXHfuVknq58PGO6MlcO2O/w5/i1/1e5/rG5DV7mr/PTJySXgtl7MOjVWzUnJu01FbSC1Cs5b5jj9fzbl4Nhb6DQMOarcnX735v/bUZnou2BtkudRWHef5sAXbvzjUUpXbtds2TkVVm3wGVH5LV7Op/HvG8wf5/SNBrwaphT0PeDwcSQABJd+oG2SdvfNAXp23nPv6/tWuYHE9oFz+DnfM4zQNN+0GaUUPHiSjAPXA30Q2eDHjcsJQQsuSzFn6yUP7p5k//plyM/uzjGQk/NGS2ClgENHfoC7L9rbbIg5G2m2ApZ3W6s84zSoZZIcQIxcgwEg1TBdTWVXXC9xtg2xkECk/YElAUbbj75EQeP3mjmNeLsLJszTzc8itEIcWCX7lBiQjCSZkLT8Hx2Qn3WIaj1BKnEkw957dH/jGpoutXOQJ91N0GcEZkWlNS9MPZdB9uuxG4M6V3uolajps5bk3XLkY38Qf4Ztgcu5xXEQUWhGUfJwBhWVFmABPq6A3HtxVnezDSiliixp1MlaUWjUoJfTwiOXEisJKu8Wk54iSd+60JwQCE1aRu9zP9FBsZwE2NwLUIpzZcAzHwv5dd9uU5ddnpdAR3b/QgId+PELX0D6cyN+SS4JFNjpZoaSZQix2h0o03X+mw6gRhE2d/ruUB8qSfY/q7NLT4GOlNSmfh6esxXeYwSkE6Rnkv94+pzM6RAtZ6xrOith65SQ0YtYnT46DNysIa3GoO6XmaJ3ttlRHodSRjHy8LdoVBfOETbHBbDxOeR4XI+h2dvsTj/FbPZ1QwjwHz9tmdMm/ct7xf1/T0PhtaAWkSYzQRl/9MzMK7Rn9vMMPUp6EWOp+WInn9cf48Dwq7BOIPCc6ccghsgznXlK+dhfJm53JZK8fXfVJDkRDCyS9aY4utuELwgRFvPzfXJSuuxF0NiW5uDYFHa6+qfmQdyas9A56KjtEco+3V6Dhu+NLX50LWTnQNwbNcqngNLbMZkOq89to9Jz9zea6SFeYJdiSvaXuov33Lte+J8T6y1v195z/w7z13qroyd+Xvbn0Jw/VKrzLgVwTwGhpY4VLskSYHLZjGfSzMsrOqu9NZeb7IM2MRxD9+8AX99otiwQHSH5cm7g5px+W/q+C0zOuXZ/3zuALi+QXwR4PmFfvFqEGpJ2F6b7Dns0Ovf6m0D/rZWWf5CP7o/SQLV9ZQY3Fk6bLG4JbIDq5iMlB7iJsOnD5HHK1JIoDtk7IAOUnWHVvG2CbOO73/1j/gLCZyfj3RBkM6oU9knyxKEmCLaTEBqrSwWC548egxaOTo8xEybQ2TaLzYOCDwFdDaNq3lTr6pMNTNpodNDAgORC6INUBKlN0ZGdv2HWIkkBvqS+fTjDzgbEvad73I0nVKqazHG4SZx0bEpZ+SLyu1bL3Pz9jeBwjh+yqc3X2Fjt0lxINoFBzc21BrpW9DyhcWrPYcCN0Q4NmEJiBrL2CNExlzZjiMn6ZxCoeaC1YIWZaqVCytMaky1srUdRUdqydzdfgBd9XZsLchUYKHcf/KA73/6PVIfmMgOrJkRW1K9qxNvf3Kfd24ec8yOA91wnhbsgEkzsiukSYmiRGnArQhR3cgiyZdjr0gb3deGoci1166N7n1QfP6onpmFSnTRYUuUkOjV77UXZ10B5iTdZfPaf+ZtkASosykHbPpbKJGOSnBqiGuiQcvMGj1vvzw9/3w/89rNN2clCOB6NwCFkePTU1569z7Ln79NenIf0Q3E6O6Q2wXECtHnqUYQE54cvcSfv/Z3eevkhKw7hk5QLZdsS4yUQmuddobnwWrFOE5cnJ2BVhbLJTmPvohL2q8x+1baK3PMmnCzzGw0VcY6gQaSHRMloVZIdeVMx2RM6ZRsI6EuvF3w4pRfPv6Y8d49dt/+FuHhpxQEiUvS8gY1jazXa3oduPfaNxkO7lHtMef9xCcvfxOpiRASt7qP+cO05N4UCa1tKlARnRgwbgjcRrijMFAIoYfQU8MKNBB0oPaZTTKenD7h42FilJGahZwL2zAxlUwtlaKVXAtTdXHqXAuTFnItjMVB4yeT8e/JIyyFZxgA+81lEHY18/HJAz4eDklhi+7WyA46M6IYUdQB9+DJ1BDTl+aHPTvwnvrPzyjQfZHXnvsTz4lhJotmwmCNY+3ur6pGCa3FPCuTRKo0HThmMQu7Fmu/6BHM2zWruEt3VFz/dtry8iefcvPN9+jffoc4PiJKhRSR6WoMqy4E30Eg8jev/yH/pus4vXCDutAb0+hApDWwIHUewwQhl8LBcsmTx09AlaPDA4RIzpObGrSMr5T6/BiG7mO+qpL3MeyAwECQc6L1kDtKb0xMjN3HaBWSLuhr4eHH9znrA/rt7/DJ7rED9xII/U3SsmdTzsnrzPHRPW7d+RZEyOMnfHLjZdZfOSaFgWAb0s0zii7op9DgPAUy0QoHeAy7ZcKBNa+Dvqd2gtqWh6UiB3cxeRWNkSn0hGQ8Gu7xxvYRufj1nZkxaSHmDWvteMIBF6cf8w0yZGcZ9KFDylz8cmdtNdu36e40886n93nn8AY3pHBY1x7DBLIVbJeJo7q+8ZUYVtVYhAXdi2KYzfq/QAguWxMBax0DwUActqDpasnlJ65Mjvn7XvAzXG70olpjNTdwC23JtZsbmngjp17afT3nuP6D+31FAxdC0xTVVjzzT7g+bnjaoRovnMZQQZW9wQThKTRTr/x28JjcctUgbQOoTQ8M1x3VZkzgbcfamDjNJZ2mLdsEtGbNYLWWK6iL9ohjcO4cjrNOAEizgNvMCLRrwIU/03bKVR2fbDfUGmitCKG6C3qFfZ4ahT2TRVoetW93VcGCMdvVzLHXOw6Cg/dXNpr+gGbAtd1Tq8wjT9R151oH8fWN7Qyut5ZC0+acHiKhBi8Camu7bBvvWbVA2nP2nMT2WAhmDkq197lxk+BamE3v2QwsNIaeMSD83t3If7yLfPLmjoclEFOB1j0RJRGep4nH9VwwIVAzwaJL2JhrqM92Hd7W4trswSBIRTFSK0iEtg+3qr7fsILpRJRWxJ0R3ia45/tc3yAHcUZ2J7jsD+J6zla+FG9kPvy5O/MqSIDU9iVmRCmE6o9EJTXwIrfPvMBQxhpg8RTN0eUYhCiKRGla1NruV+ttaozmINb2RrOQQGigFEQRsIyYECmYZZe7EtqeypH5qLt9O38wddBKXHII8w60oMUN2/D2/aBl734+r1lqOGimyQtxZMQc6PS1SPbsKRFwXl6bM/ZUx9cVFqg7VPu4oTbHanVtaF8rmta6+PPR6mtsaIB7kMheFmE/z2AGe+TyxkPofB3Qdh90IuCsXJ0NPuc5hYEKEoxQxVl7wVvJDSXoTFLK/kzaWiyhnXube77OKdpMZF15sbDqbpHCizJFY75BQULDMT2KSBC6Oc9qGkvaZAP2gHK4/B7PeWS/l3GDwYEujAQbUUnMoOoM5s+mrkjZMwbnwqA24zb5QkDn01fVcn58bdUwJ9owFx9jgNrGegB/tl8+raREZxTGyYkeGgyjAxPiLIKuBjGh6p1BoYFH1taYRqUFjNYMQhXBQis3VaFKU5bRJpE1t4XNa9de/qY9MAUXbzEofu2K60qCQnXtaVGwGloMN7TpxAe1yzT76Ucwp+Dzqbe1Amn+GI2d6ZI2Vyp8cvl83Q8uNnmNKxNonlPXJtWzUJuaywXEdjIqPu6l+nqjBGozffNW910bGdHH1FQoaUAQYhmxZrAcmvaon7c5JqCFVT/wjZcP+MGpcqHQtbVM1eOGhOevz7/O8f9DRueX+PgVtid80Y2i8TRoGuSyoiLzaONFm9RL6Psyzf5iFzJDTL44u/cnZqzDgk4O6S3S0bkpkS4IYwPRolHUtQBjqdSw9QUgRnR1g4vbd/jbmvgoJQiFopnRjK4feOnlV/jk4QOmPLkLZXFn8mnaEQQWQ89uu2W5WLhmjBnjOBJjxQzGaWxagmGvvyTB3DSltd+O40iuGcFb8Z2GnLwqHwIhGtvthGmGlFiPmd1ux3q9pnSBWy8d8/qf/ROWqadLHTkuGUvhhmTIAbXESZcwywy37nL81d/jZu3IGc4/eZvN8k00jYQK1javFnzDfwDcjMKytAK+CDkGPt6e8+GjT9gGY93BJIVaJuo0UXN1oFMLo7rxwlpHdtOGOo58u38XbgsmselFCcTIo9ML3n2SOTwcqLfmlcsus41O0GAUlIq3wVetaHDmXIxCis7GMnMQZq7EeS7wJQPUtd2Z7YOmz4HrwP4Lv0KenQv7T80ZT6vcGw3oCIoS2aVjvHEhIp2QrJJa5TTsl1m5tuLuW28uz7q9/nnnOrdXyh54DPvXmshxmUi7NctPHxLefof+k4+grpGkFC3On8gGVtCw871bX9gc3ea9o1u8sRO2ccB0x1TdjOnW7dsQhIePHu1NhFz/xHVcbhzd4OxkxzSO9L0zzFSdTZhSR86FKU+IhH0rLTILUbtOUqmVMU+YeQ06qLe9SfB2lZAiWSdKHhFxbdLtdoOcF07X50x6m9f//T/i1eVAkkjol+wsUmzilipSElNInEcYbhwT773Gq99NaIlsNjvGj/+a3WJESEQdXVYg+G5ngXEUhEOEobrfagjzA2zjv61zm+2Gn777Jr+Ujg0jJUMuyoYN4zQyTiO5lMZm9pZ178acg76PgbMqnB6tsRtX28euDKXGrHF+sDbB90qMEFPAqlKsNg0snTXuaVuZzxlnTx2/xsbs6vGbimGebpq7fYtvgpQOFUGD79yjuf7QHHeCyDXI5LlxzJ7zciueBbMmu+KJiQnods3q5Izu/fuk996lO3mEdc5smOpEuBbDChonbHnI9tbL/Eg77mtzy9SJ0YzUJV56+WUePHrEbtw1DVtfQcZxRwxyJYYNzfDUmKaRWt3tdBwnqlaPYSW3tqAXxTAhEtA5hhF84x4Du+2EaoY4sJkyu4uRzfqCHIWbL93k9X/4n3PQ9XQxUdKK3RzDipuLnHQJtczi+DY3X/8uN2pHyXD+4H3W4cdoqt5uhYF4Z0cQ8xgWhFVtAEMSdn3gweYxZ48/4EE557Z23M7HlDF6663t+PRi5C/Of+Ku0DlzUt0Mr5s2rK3nsRyxvXiDf/C1C0gBrR6PYvDWouvyCLJvv/UYZpQGZKo5uKsoMQjdPoa51L6Z7jdkL4xhLR4ZkV26SYxLojhDrTBgccQkA5GqK4r0rXB2fQR//syBEnyzvKhGp1ugNpfQgjCCLRFNlFjJIVJlaG3fz/vCK6+KwwN+u1wnt6/e3ZClay3zDlQkm+jMN+uetSRy0zTubUOgkFlQZIm2Nnv/4oqQfcOJs5IgUTFK9AKO6ESkNk26iJmPY0RIqkSbSJKJmhHtMBHG5M8lmLRNo7gxkLiudTfr+wZwLdPqjtbBt79EnzmCyylJYzR6+qLtNrW2+Gr7Qr1voGCKgcESKQslRkpI1BBcI089i5hNFcDzo5khObOjJOy3u94hpc4mcei0MDPmdAayAg1cc7mNWBNigzsbS2wwirV4XNH2Pgio0YwXEqmLrZfImLtUwDegsZEbouWmiasIBbXo8T16d4SKoRaoMlClB1M6GnNMIgtbE4v/yjKf8fePlR8slzw5N6wvSAl0tW+a1i+YC/sgqfSq9HWDTDuMPAfAaxMlzQmkgITYTH3GNg69pVLVCHqKC81DTQfU2JNCaSzpAcXIQciyAhMG29KVR3QUkgmQEEe0X5DvXduSP/tf5vfQDEo8osQVQbLn2MHoi5cqMocE2zLwiKgjc7vv0986z+Gn7+LMsxUMi6GZvDi4XdKCHBf7Mdk1MK1GN4URSfS2JdaRzrZ0FtqaWH0+NbBCGmhnGJ3u2iOLXjA2w7qCVPX3Vh+LFhdM8YAx9gy1kASU4qCg0LSZjeUuu+P8TFETw2lwDWicX4br7DNgT+e8dpcqNfVs4m1inRhsRw09YkKgUIlU6VnoGbGcE2LfwJrmG17bnTefNzz9zPe5h2AhIVKhTlDb6XQralgxSdfmdgWZfM0hkrTQ15HA1p+bBYQOCYFYd3he6oWu1OYyrmAPlomSwRrANTOzo+zbs5+XGjmo6fMjkNqJNrf0eOBeDzFB9fWoiJsjhhr8+hrA6dfgLekRlyKw1LMJx/T1CQs9oYZDVCJBlGQVQylhoErwtZ229SkViYEpLHEW6Ozb/mUOL8qIFmroKbHDxNeCSqQ3BS0UWWEEeqsolSpf7ndMYBsSncEqTmjckmMlc+QaoWINrFfUVhQBi2siQlAjO6pGsNnVXBgKEIScXGokEsmDUMyfUjAIMSAUJGaqtHgjDazF2cdqCbOOHiPU3AwAm8SAVZJ4oXSfmkcoYkwxIYjHPtqQeBFO3kLOvA+ZJSy6UJjXnrIPXng8sWa+qYESOoi2J6TQ9KW9gMKzhaSWLwtClh4iLMtEMUP7jpQnYqiIVTQkdvEQrEOorOQxAEUGJzIwsYlHRIxl2VDTgqKJgTXBnAIlVqCZJnVJubtSkk4Q79DJlqCFIhGd5nv/mzl+u0DnDLbM++F9ljj/9dmk+EUbws9vCZw3g0+BNu3frrfwvnjTedkmL9c+f/Vz+wu4xET3/xTMTVgIghAINfL41h8w1o7js4nDsxPkwafUzYIwGakDItQukiYjbAt1jMRc6fWCJ6/f4S9f/Qa/Gjouzs5IckGtsLFE0tEXv1IaFVhZLIZ9a0LOE0erAxaLgc1mw+rwgJgSKSVqrUzTjlLqXjvHTKlaGm7RnlMzcogaGAgsdGRnExfBIEyQdiCwDMKwu8PpMHEaT/jKwW1+96uvAwpHN/jrg0NCyfRRqOoiwsxOdGpUSS4oXpSODWcP7vPOL9/i/Z/+Lf/ltyv/6O8dsJjabQ4KnZsX3DY4rsoSXFx9kXiyMP52/RE/+aRwcvouW1EylVInihbc/MQrGB0TiYLFhGqg5sTp7Y7SD2zLiiBK1z8mdz2bmJDakUq3BwO8WtrOS60JDVffMNeKUAkFOitUU3ZJL3UZkXYeeCL8a6Aq0hZKTzDYL3ovGt+XY/r6MbeAxpn10vIer+a5psq85+t1Q2ouiXvh9OBOrKYDnpZ4my3tc67zZwQTknrilaMDwFydY/N6weVL7ULBoIhQgrNgI94RpmZsgsG05ZUPH3LvJ79C3v4FcIF0EZEOje4Y1+WKbQ1ypM9bdKi89erv83+99BVOd1vKdIowMmoHFUp5TNf3+3sdY2IY4v7capm4d+8O6/Wa7XbHYrXcryHjODbhZW1t7Iaat7BffT5VC1oqCzoGVYLtOJVCjVD6tWu71MoNDrEsfLRYM6WR777yO3wjRlKfeOfmbd6NkVTd5bJUwSxiJq6tYoHatNSiVhgf8vG77/HLn/yc9OiX/P53X+PvSIDSgnQwiMaRQlbjhlWSRGII9EkJrIn1HNRlCDpV7PyMf/X+X/HzsGKKhlqHAT27a491ZrrM4FsUr46H4JvIpNEZI3LJbQrBx1ANs1Oxr/G1NIOKnBGtjFGp4uNybo1S8cp6/TUq3VfXebsSu6Rdx/O+8TcfwyCwRcQoMgA+vrIdkBkQ3SJm7sAqOywZtaizTvYb83b3rwDKzzt5A3JweCk4GZZYvK1uh7I4O+PVtz7k8I2fEk7uQ1cJqUdRtCuE3GLYFIiT0NcLzl69yV+++k3eXPRcnJ8TOUersbXOq8YCueS9vlw/DC4a/1QM2263LOMBqcUw1cpu5xqRnhTi8hCtXd3KHMOMUjJBhRWJhU6MNjI+FcMWEYbxFudd4dP4hJcXx/z+698FKvHwBt8/PCKWTB+cnVXVGRcKLsOwj2FGx4aLRx/yzttv8d5P3+DPvrLhn/zpLZbbtukOhnW6j2E3tbIy7+aWPvJkAT89f48ffzTy8GKg6IDWb1BzcrZB+JhK5iL8AgkFCRljIFbh5pjZhCUnXeA075iSP9cilfVix1ITfWafJ8gesWIfG02rO1dXB19CqXTNnHCXXKvRWs+VmS8DL4phhjhTAIg20dU1ySavldRKF3CXZEZAsLpu7te2X/cvQ8Ll9z+vOGZtIynmLGLUzfYibePbAEQ1bwuNVlpsekGp7UpuN7P0Ln/fCGJEhGjuzDpvVgRFNDgjBAClJ+9ZpBWIsibJxm99E8KdGUhwBRyQxs4uQCvezLxgH9+Xc1wa00xCD6R9bO5tciDAgrewC0QmZ2SIIA08c0mv9kCj5xZeOGl3yGSf63gOZM66bGE8hh4J7oQuIkhsBjgGoXi3Q6dGMqilEhoYKkgjttosc7m/9xKkYRa2f+4msr8D3grq3RES+zaUm17fTHRogAQ4uy7g+pq2B22bQcSlvKGD/ub8pT3eLXItPw4270kNJLpmvrmGsoTILO3iz6yQihdYUS8GJ/COAwGTjhx6z+OHSo3Ktg6EacFCOtc7jl1jJ79grLarr0QsdMTkQLj33RSiVXZhhSL0mpEZZDfd62de7ShAYGSJhoSJ0KuSNDcGswJrRCOxClG280eYWKEEJGYvmGkrlF8B+j4bIrm65/I9lYZKsol+cjmw1ARGXQte6HHyxiQ3rsyhz/udpw/1QkB1fq3JpXRLp97phjlDXCQQTRh0QmTy3FkNCYMD2ClRcOmCZH6WVRVkZvTSnmXETW2EIhBCdZM9WjFfxIsmdSIUJYZw2Z4rwbV7rTINyXNim5cpae0B1kgptKntk3VuA/cp6Pl/aK85MzARDFZ5g0gg0Dtbklaot+L7ADq0d/Cetved2eDSimoOnLd5NRciGiv3UlTEsP6AWZ+3CxBspGds75B5EcY0e1EiRHK4g4VIrBuQHgsdoe4QMS/S0ub2vIYh5LBgnRZs5C4aBjodEVE20vEk+jh44agxA1GmoOSUGMS8SKAjlB01dV7AqUpPW5dMqFLR4F4Ggvj7STgbeHTXbgRjQlW8IGxuLoV6rEICUaCzHWqNxdlY08FqK748PYc++zCgRiMjBAuIFpIa4MZHidjUQQyCz/FMbYWRL5tTC0v6vVGimNGpX7MTWNwAT5rsUYrt/lTdE1tUC4Ha1u7Oc1xTes0+t2oh2EQfDKlD2yNXQvBcJqo4WND0V0wqISpYQafGbE0gMRKoBMvNE6LFQbnUNI9UFuSWozgDxOfZlRWuxSrM401oYO0czQDEplYEUaJ0e/mDOcdwBFeYtYcDrvNOi1P7B9n2DZfhKuwBxWAbxDx3iCEiWpvnwZw7KL1M+04DbxiJpBZXJCR6q41oIYhNhKC4LmfrkA4dRiLKjmjK0kaiQFaoNTfzr3BFr/Q3c/zW6kRxxQAAIABJREFUzYheNA1k/39Pvf9zJs7zjVXmgDaHtcv/fvYs5AV/v9omZfsT3O8L5foe8fohl8mRBtxozQd/rokbL/0xw/J3WLz1Id17bzL+/AR2a1JcURe+UUoMhD6SDxz8rJPy5OAeH3zjd3n/YODxyUdoacLs4pn8brflpBRMhBAji+WCvusZhp4ogWkcUTNWqxWmxm63Y3VwQCmFcWxMTnB3Wmv/U2/RidHZnyUXtFZiSpjigbhbkAxMMl3n4O4UKw+mC1YHB3z77i2WEhkWC0JolfDNFgmVWkGyENWV/QSlE0FbEO1rZntyn+//qz/n/ocPSJqJ3G66ZK0VQCJYatWDWek6IKGyO1rwwd0lv1oqH06n5No73ds84U4oU/TgOhiIRYIEimVPD6PrqoZpy6DiC1wppLLmwDqMO1g68HaDy1wQ2gZLxSusI5VkhS0F33Y7zX2fIF8Zlv8u7bTXR/llcujr5Ivn0tPzaP6zWmxJTm1bwtLa/+bfcp233MbgJTiTMTpMhvb+y62p0IrMDVxWiZikPfg5A16fuey1zU/QtqiFNn4KdAYhZ/rTE44++Aju3ydNOywo2kU0JIRIJ0JdChIqaTR2suLJvXu8/zuvc397xnazo0eIFumjkHXi/HxD1ztroe97FosFfdcx9D01V2pxHdsbh0ecXpxTsrvH7nauO0i7E7VWF7jWSyMwZ5xVypTbJi1QtJJiIjXGSkiFFCISAk/KBarGS4f3WNxJLOLAchhQlDK1SndUNEPIzerJqutWSUKJdCXT6civ3vge3/u332O7y3x9WeiigRUsOhPHk4fE7FoMAUIiL+HkOPBodYQtnS2p1hGjcE7vHoyWCbXSBb/WiBIkXFmz7ZLABDNJF281Dr5ZbwyI8PTSfWVpr2aMmhlrIaoSTb355socszmIX/7ylzuuYITY9Tk1J+hPH/9fxDCxiJiSknmrpLkwfbIJCaMDUhrdWKcqnUYkJHKwL33RcWb2RW9fjSbEmom7LcefPKR/9wPCk8eIFbQTanT2T5KO0IUWwwTtlJPVHT785u/ywc0Vjx5/TC1KEqEjIMHYjrsWwwIhBobFgqEZEaUQmMYJNWW1bDFsu+Xg8PDZGKaGNvbWZQxz6YNSMrUUUhr8vwFJz8awHCsPpwsWixXfvvu7LEJkGBYuRwQew6RSwxzDxqYRV0ki1JbAd6UwnX3ED/71/8E7731I1EL8yg2viu9jmIAlvLW2sW7wNSAfHvLR7du8vUrcn9bsLiYinYNRJg5CmbdQHpi78IJRY3VndamkMNHLlsCOFDqCOsNoqUpfnJXXVO2vjcFrMcwqOytsyWTn9rYY1lgQdjlyP29+XTZRK4Hc2hvrvi0VJrCJYolS8GKQUzKe/dJ9weLp+dMWCAWzQDo4oFvcbrnbBCHgWnWJgBuwWd5QLk5Qy5cbBp762v1PPQuaWPSNu1htMcoZ0N3iiH55A+iYS497GZeYHCjJZ4xnjxxkauc955LzXXNAoOwve46W+4hsIDQJIzXoEtmEsRrSLT0P0AmrE6tuQQpdYz1XhmitK88Nj7xw62sw4u1rVg32TMpLxFfS3BrusSxGBx83Y2UXAiYdNc9F0OAtidL04VFWffAWunnbNuMYtP1nQztFXF+U5Iwta8y+0DacBm4AKoFxKuxywRp4sDeMU/V8LUIflUWXGmurIJ2DWgQ3FDGb8yEcIBcHo+aOgDkezG3PJoKqsJsyE0oVBxjdpK9tQsWvbyGVg65r88ATyKgFqSMaHMBUgrcC6oSkA+Jw2Ao1QHVpF7XPMxsR11gPkSARTUt0ddc38FYo6cjBwbrDo6QL2YW5bXSOxXjObWFBZeHQXF0TdERjA9GlEDQ0T67cnmGgyCEqAyJbhArqsLQ1wdcZVPMh/GyQv5LJgjngWEKhq1tSVfY6DFQ0RBA/ByWhYQWSmTm411aJp5e8q78sLUu3Obb7+KoCyZRUsuvaImzqxPnZhXfgRJ9PWoxFf0gXF+QAWYStRahGqt4CLiFQayWmQAq1/UJCqiIhUSWRy8QiJGIQap1c145M7CIxCLs8UWvw+IFr5YWQGPtAUHWzM4lgEW3FgSCCd8SrM40BK7bnSITmBk3xG+SvD4hWRM/bGE6ITMymZVBBC5aWVHovuIpDDtJav600rwWbQZcmD3ctd5qlU9z81FpnQKcjsU6oTr72SHIwycwZZCIYHTkcUYl04tJoWOfxVQsqiSEoR1JJLd8WM2pa8KMPK3/x1kfY4oBut6ZUY5eMj+ot/pMXtq5fRrqMMYWO3kob3x3p5i0kDb6OqhJ0XjDEWRnBx64YpOJ/N0kIIyZCF5dEVaQWX4Jbq7q7olcSbnYadNdy5bgfqU0GvAGd8tmD/cqUczWNRpGpnRcJDWQ2sxR8vslMTLHmbH9FM//ad3/G7wLRunYCdb/3TcG7NIPkludEtPScXpwjdA3zgFoKQ1owdOLdXJao1TwnqtmJubHH8kQKQhDPyYiKFgMiMQ3kLCRZEKOg5t1ytRjJOt+/lYmp+hoXbAL1bhYjuXSKeZwKIaB5xMthvra58ZAnLrOWse/JHfC0rC3XaPncnAsKjRHUDH3mjkqz/aroxTgvHoTgc81mqQa4/HMm01xZAUWcZUz1mKkBz4Mag9oCaGxdCQ1EtraOGCCiVPE8LtYmFYDRx8hB590AJgMWEpEJEegsE2NHNyyQnaC1eMm37Z1/U8dvHeicmWbPO2YNyGc/8uKd2dPvl1axuVppt6c2ic8zNJrXAs+qLtmePvza4GiMh/lcP+uwK5+O1loLiBCWnEwDjy8W2KcTr9z/lNXJq8hwgUUj95FAIOXe2w67ChlMI2d37vHm61/hvS5hjAwx0pUlMRj9EDg+uMdmHNluvY1vs1mz1rWfhV5e08HBAUECWQtq5ozOUhy8NENLoajrnKWUWC57cjNZqeq6FDSqeIkeYDtZkLqM2pbzJzu6xSH93Z7D1Yq+KP0yUnEH5h5jYUZJbmKwyM7IyeLt7tWMSiEhxN0TfvaD/5v1x+/SqxBREgWR3AS4m1YVnpnPjdBBIqkXLhYdbx8n7t9KbHoh1EKqXuWK5p/OwRfrvuKVb3zDK6Jo3SF19ApamXw0VOg1s7JTJBwzWquK7tfzS4BCg1CCkRVGMXYUSggOHljTT2mJ1Dyi9i6AnznCPmPkWWOozvqyzwVSrnziqfl1bV5IYl5jm7oXc/ugtYXZ+SqpnbMgVKJGLPT+eSltA6RzzrzHqKrEpqWUEDHSTF+/Cii98PD2nmBGTVAwBoGYM7q9YPHpJ9x+/yOGR08QUawTSp/QuKBrbaG1A+szsoApRT7++u/w4+MjLk5OSbKl55BYI11nHB1568j5xZpaKuM0MuWMtRaF9thIXcfBygsIF+s1y+WSkguYt0zU6ot6qa4juFwumdtvS3bdqthcFzUKRYXIkhACXbfj4nwNuSOsDhlWCw5DpDMjpMhYvc1x0eQPshXCZCytxzqXxECVHRGjZ2WZxx+8yTs//LeE3RmdRd8W2uR29Y1hHCWAhv38EgKkSF5FPl1V/uZ8xx3NFIViiV6E93JgJwGskKgkLQ42amRfkAhX1t62/sv+ZgozKi5tXF8DOq+CDi1HyFaZLHvLS+ugNWlsRLve+m6fO76eczwPwZnnj7w4LvymY5g01ofMrsdi9LbzdbmOfh7SeUuxQrKAVrtMqPbn+4JjD6IIyZwlXaKvWb0pljOcPOLmhx9x8/4nhN0GS4L2gnYdQTq67EwX7SoUwWrg/NZtfvm113l7SJjsGGKkL0uCGH0XuHlwj+00sdnuqLWy3W7YbjZtMfXCHsBqtSLGSK4Fu7ig6zpnhEUH0GueXPM1530MK6UwTv69oVG1DFoMC/QsialgsuXs8YZuOKS7c4vD1YHLNHSBKnMMU49hUSklM0yJLiWKeLu7M/MLAaGfzvjF3/wFZ/d/xaB+cxMFZNqbSMwxTK7EMAmJ2Hc8GZa8f3TI/Zsr1stAqiCaSRjRMkihtIHea8FEUYyi1ce/OYsqGe7KqomddM6CKMouK0EjvWibcpfbTo9hrvmfMUaUkUoO5jGMp2JYw+euDrNnxjtGN2tlSnB3UonucEp0cqA6ffhk9R3OX/oTSrgBsmuAxbVhem0dkKuvtdjX1coYVxx/9z/ilW/+qbMqw+jMNksOVOOmFOOjd/jojX9BvnjAC/e2V67k+iIEKqnp6JV2pYktB9z9zh/zynf+BKxj1jH0SeYbJiisn7zDO9//l8TdY3qZnIUuPRqSn7MoYpnARDRDNFKlw/ZOCfimRDIhGMUi0t/k45PCj978mLNNYBcqN48Gbk4bbh+8gtbE2e4x0/iAb71UWdQNqiOkA0IMpHqOS+VFVsuhFdqkSfgYURLjmJlGZ5YMfUeKMI5bQljwzsOJvzodmbqX2WmiJCOJcDQqZRE4rWd8baH84Z3Ey3JCJTkrPcCsVwZ4MVAcoKlVic2BR9WLZqvqEk1bS4xxyZoFb396xnuPLhilZyJhCCGCVjcGjeWUr94KfPu1exynzFDOSbUQQ2SsUMOASe8MSwNpUjFbEUJoUqWtsOLrZWKSni0DP3//AR+e7FizYIwdoRR6k5ZzKls951uvHvEfvn6Ho7omacGq8fW04ZXFmk2siE0s6hOC9OzqTdJW2G022HKg7wWxzI1uch3N5xzWYipmhFAwmVxS8pW/w+Kf/rfIcAsx46h1D+yn67wRt6fiUGu1XUhoWXi8ZI21WO178drAq/YxEwaJbZM8rxm1fe1V0aLPCshy/e8CwxxtzU1xMGfJyh4A85y137M5n3uXPvt3WyyWxhT1Skaj+ZIREoTIw3ff55/9j/8D0+6CooWDgxWH+YLbq0OiRJ5sL3hwfsHGIpZH9PyErutZLI+4yJXYRY464+7qiFjckLKTiOyUkwePWQ4DpRNOzs5ZdSt2IpQhslgl7n/0IWdnlbA4oIgxsiWlQDcOpARTOfcCXIhodYeTxGxKpPR9774L2aVcQmOn+tgWcsl0KaHSUVQdbJVAscAQCkHM2YTqbENJHaVUhkbuQdyI0xnegaqKqXp9rj2W0ABfa11OSVwYI4bAWIsXHszo+yXnu8xoQkje8hzU50BWQyXSF+9EG8MhXaj0QVjXBaSeaVL+4e01/9V3t03yoYCNRIPHu46/erzkrL9Hlw+Iw5LtJAzd0Iwdnzd6BCS2fc2KVIROt1SLXLz+pxz9F/8NdfFVz33NY5rhjPkQXL9U8WvzCk5ohaWRIOaEJ3O9105mE9h0mTSL2yuhmVmyC/NCTmoSBtrmybMj/Woye/Vf7Ipbgly+d45Z4rl7kEBT53TAGptrc9eB08+aYQIqfn3BLn8viT8bk+LFJulYPzrjn/33/x1nTz6iUlgse24U5Xh1yNDd4OH2jE+3p1xUw6pSLy6YQiDduk1YX3BUleUg3Fkt6DE0Reg7Quh5cvIpN2JPiJGTzQXTkJAYoSo3Dzs+evAxb58nYn/g3RB5TReNXRjQ1DPVgpZCF6OTt8D1LoP7o/R9j5mR87QvJIR5jol7PIQQ6YITzXats0DVO1yieA5ezfW1Y+yotTTpGr/DcwdcCN6p57JpXly0ee+ZHcWsWvcs8E46thVqFwjVWKSOMm6ZyoSkyIAXZWsUSg1gS6JtiWTW0pNQjoJyoityXPD79lP+679/yF0+QFWowUkJWBvvtbLZrEl5IjUjp9i5qe9v6vgtA50v3uz5omvP3RA+bRr0Wf/+7GvXE1HX6LwKeDcoc47l7fWrpzFron0+8HJ5NUJERIiptKqRNxfFac3xRw+5/dbbHPzo+8THH2PDFmIPZUkI/Z4KbbFiycAGRCPbmHh/O/JJPORweYtpvaWuekQreZzI1TccQdz1tNaG+HMJwnRdxzS5K3Qplc32lBuHRwxDz/l6vZ94hvnGEmcGTLuRqmUfCEcyxMBB7OgkEQg8Pl9TQ6E/6IkhcDP2LGJHCkIieOtgqmyBXRAWeUWqRu5TqxxA5YBcA4uu5/ThO/zg3/wv3H//faaiTN2SWKsL12uACjl5or+oha4GFo19mLvEyY0Vb7y05Fe3erbJEyoJ1aurIbCajK7S/L/bEJHqjWDa+6ZPCx+me/zw4A4PYqBSub075XxxzA92C9ZxwdJ3Zjg7pxHWZ2BQvU2Cqkhxd9uAs2hcj5A9EfISbL8cl1/2sAZKeOXo6hh/MdjyWZRxF17H9Unblnyuwnco1kTrvX24bditVRG1uXVHxRpAKnQgibnlrkpFZAKKV8Dk2c3j8w9njKQgdBk2pZI7YciZg8cnLB98wuFP3iT+6hfoeEqIINYR1ZljwZKTRIYCNSLao13kUSm8sy2M/SE3k7JTQQ8HyrjFdhMaAjEEirl2oFoDMBFQJaWE1UoumRCEi82GcTdy+/iY7TSy2+z2hRbU9kzgkgvTODnEIc6V2snIsutJJLqQGKfMk/Nz+r4jpMhB6BniwJD8nGIVSqiUYJwLJDqGceEA4KID3SLdEf8vd2+2a0uWned9YzYRa+3m9CezMrOqshoW1EAQAYmwRMqGb3RhwBbga/na8NP4DfwMlkHAgGwZNiWBpkSRLJEsVpWqsrI5fbP7vZqImM3wxZgRe5/MypKKJnihAM7Jk3vtFSsi1hxzdP/4/yF5EM9K4D/8+/+TH//pH3JxcUGWyBQ6wxxXmw2v1THGjr5UXKmsKnQYWiwfOJ48POLPjg/43e0hU75HSB3r3JP9FZPzXGqg+kLuMoyVDk/1suz3t4uDNq7XvvtW51StaG37kXzNymiADmnn1DrzC+mSfC3jj/+J6/5rj/lcDYmw2JS0n33dav2PfNav68O0bfTJR5wYun5wK6o6VDJFAkM8otMz1vnakhEp3IQAN8jpX35B9peI0KlQU2F0Sgcc7PasT044ePqM47/4CfXNCyDhnMcXj/o2/opDfYVOYd8hrBl95Nlu5EW4w+H6AXmzJx9ERJU0jeTWHfdYQWP2YWD7SsV8WJom/HpNKYXd5SXHh0esVis2uy2llJtnVxt+rirjYA3A2YdNJKoXjrzZmBfH+WZLkkR32OOd566PrGcfJg6yUm/5sD6vCGVFjgEN7/qwLkZ2Fy/5g3/1uzx98gVTKoxxjavFOEEXHxYWHxaKY40iUslReXvH8/NHgSd3YR8TXkzgoLrA1kdCdfgaWjIAxVfUOQpK1WCITqBqwNeOt/4R/+zK8yeuQynkENASOEb5p/5zHkpqPGDWHBC1AFVrhTLzMVpBNBZb71/xYc2JyQ00+yuLa1l9evMOmTn72shvyYVy/9t88N/+j9A/RnREXCsgLob2rsV9hWddQWqhug6/foiGh9SmKKoYOsGJ4sQUbbujh3z04behDrdN7muOL2V0CCZsZBxX9nKgujU+3EHjHXBNdlzaPSjWiXDK6ugx3//G34SyQWZuxBlFMT9Tk5qlKY4wcycuF6qKNk4zR4DiuHu6IT34MS/fnpDGaw56T90N/MnPfsHZ5ZbuYMUwVn56siHtz9ltNxwe3uXO0TF12DPu9ty9c4eSLvng0QM+eHyfYbtlt9thuWDkept5/eoN7793nzvHh1xdjRysejb1iHPpmejZVSgjdC6yTZVdTqR4yLgZeXt+xd00gksMZW8jrM6StuD90sQopdENKMah6ZxRV0zWhJ/UkQhkt2JbHSNriuvQ0DFMI8E7QlhDVToVtm83fPLmFXdXgktbW9/OMSUTNlRpCVhV8jjY/aqnVkPhqTpCcORUUHEUDYwS2IxKjWtqOGCfDBHTi8NNGXWBHYdcP808efGCVdnjUbIm/ruP4YPveEIbi3auNWQURCrrhv72GBLc6bsNsa9fqYa+RgX8Cnf3Y+gft7HG1qxYpnJmGSJDOYvITGBk1yQFpw6PZ+Zqv6E3ElP4Rpt4CjejyTRKLITSmpc3ICX9Gh85r2t553/tfDe0TPbxQpZ5cN3eY/j62kgf5pLLL/Orypf3ErBamE1HG8+vtYAst9NqRdWaEg+/0fFb/+V/w+dffEqZNnTREXLix598zqu3bwjrjn2GHcK4h+Gy0q2Ee/c6ppzYby95dLzis3LC/YNDvvXRI/I4cn19iZMjdILheuT5i0uOjwoP3n+fs7MrwnXE9e+z8VcUWXOdMlW8NUJypA4Tzq2R0JGSDb8HEXQal9jIZeOPzTnaess2Kj6jO6EjEqx5pspQjXteVPG4BtgQxEeGlHFJ6LwnYBM8SmUcJ1brNdCKLwh5KnPmRQjRBAJTAomIFKRUOufJElrxtOJGR6o9E1DGwtp5outJmkm5EnzPumQ0Dwwu4AlE8STvkOqZpsI1GfwOSQXV0uJEh/hA9T01HLIOirpAFqNNEqZfaV12lGVZVYUp3IN736WuvoXW0iajmg3iWYRYZ+XFhsxWEcTZ5JQQl1hcnSEqXevSq9pUleXq+RZ464Y3UuUmt9VWdF6W/mIGX/Vjciveni3KNVvW5q8EbUhemlCXLFyvFj7Kzd5065/vHreC8wo0ET9ti7NKm27JlXXd8l/8V/+En//k3zOWa5xXjqrwxedP+enPfkE8WLHPiR2BMSm78z3aRdaSWadAOTvjzlHkUHfcDZGPPv4WOSkn51f4umZXPGnMPH91RVl5Pvzmh+yur3hzPRBXj9g7pcqKadoRqhK1MEjHMAiVFb0H0kSujuADmof2WD0uO7wP5Gx7h1Sb6lvicQ14H3FNpHbMVocppb7DoS7ekXOhjkqMB0ShTRF69ts9q1WPE7fEwMnGYVCFEAOqNO0VQ6dWVaIzEcSqHi0VNwC1J9dASdYo6GRlQtWTElwgypqSlKFxel85ZZCIOs8zjvjxeeAf3ekMxcyEiNFlKDY670TpuoiXSnYGfPnPiqNzOb7Gp4l83Yu/4rTvOMl30ZjvGP3toNpeuRUU3zjAueC6GOtf6jBkUtFCFXO0fj8STy45fvuKo2ef0529gvGKItmKYBqoRRbOhioJsPnwLJ5L6bkojoTHSaTzma1UxjThh8kUsLuIF0dqQUeM5kCk3Y/3HifCMAy4YAZYckZWK7zzhjybAw+sG5FSolZDwcwckN4bOZ54GPZ76rQn50Q87InO4PUHXY/3sxqm0MWOHCtaMriALxHvHTUCkozDqjpc10Eeefb5J/zii8+pOePFW+eHYl2jRhpt4wqyjLXG9pWpg733nHWBq2ij1XOxBGcFyepbvsDMA2WQbxFFZwVKBz863fO/nF2zCwOPOuXj/Y5tuGTXfYPvOeWhXhPFEAeLY9EWiM2bvVV2Fui6a+tOZaYzn9fmX3a9sXwGt9b5V1blr1twaeeqSOPvMOe2BKnMuC/73NmKDHFWWxI3X9ycpMyjX3bfVhi2buavZ2+NBwRzBi4n4vWeg5MLDp6/YvXyBWzOgYymZu8JNM7BvKOmyUacijK4NWca2amjiCdKJPnKWBNuSrhSKQ66rmvIEgg+tA6aiZ845/AhkLN1WEOM1GQq612MjMNg4gi0potzjONovLrt+c8FguAd3ptSeR437HcjvguEGBE1xeS+i4gzWxU8q65j1Eym4jQSJKBR0KC46hqFZiR6x+XJK37+s5/w+uyEgNj4gsy6xC3C15n/DESFgBBacJKdsomO8/6IT/SAKwK9rDiQjkkw0vSG9Khal+S+Om72ZOwrn4tYC0XrvG+riTbMwdrt3GTOy2ReWu7Wi+29rv2itCLkwhH9lz3+4znlX6qo+ev6MEPNWfPM1E49Xd7gsQR5qg7vR7xeE6WgjRv3P+Hyb1+ofZaaUE7A4fcDq7NrDl+fcvDsOeHkNUxbC5om2wO0qBU4a0S1oGKIzqyOS1lxXoQkHieB6ANJKsM0ERYfFnDiW3Ou+TCtC4+rc2ZnwzAgwahGaqOM8M4vFBHLsyqFIRvlypd9mHjAwzjs0WkgTRPhsKPzlqSvuxWh+TCt0MUeFytjzSAeXzsCjtoBkpFqKvEudkhNPH/yKZ98/iklpcWHgVEqLMIHyEKk77RRb7RxvV2A0164ikJqo52Otqd6U8u1Ed6btaPYJIEWG72dsVVBK1vp+HenA3+ubXQ0GOfuIyn8kw/gYWw+rPksJ62Jc8u3tLoFvmorBCws0LfW99evNMUmJ9ySQlWcZvPBEimYfygi7OJDHhz9Bmn9GK+68M3NIfFszrcb1bM4uGBbmBU/QGqm1oTDUXUFYIrKxbjBjCf1CLp7y+WLvLPlvJMffrnOKdL48GgFkvZzj+CKidL5ejOeVUUw2RQxtLy7R1jdp4oa3qo9W+Tmw/ycbMo8/s/t7W65dwSiVnaXO/bpGe9/9DGSMw9GOHv7lj/45Au2aSLcO2CnlY3c489fO863jmE84mgMHG/WRL3P/buHHMbKMG749FXme+GIyDHXwyVZYbU6ZvXoiGcXP+PFFdznCOfusZIVg45IP6DsiU45mjoinmnl8FPFqWcXjtnJA95Ih0qG7kacTrB9zvWGVqlBySk1yDCUWvHi0N7igJonPEofPNRKKRXnPcELqSjBmf0YKG9Fcne4nEZOJ4eLkeKrzRp0tm9ANo7rWhh0JPjAmmj7rjG2UVSpoSWi1ahEpMtELwQHa2w0UJzQoaRSiOGQxCFPk+KiR11m0At+K54Ae/pkfHgaHdUH1HsImVUdiaNDXGVMI5Q6l/W+1tpuGA8tMhOMq5vSKAJurTWRYkABbN/omqJ9ktCQYZVejf/a5FWjrUPVFtNWqjPBDmksel6sEDJXgBRIzjf+QCt6zfmGHb8CSt3yGqPqKFZ8bGiwTGSUQM+IIwFClY5RIqFqQ9OyiFjRnsrXb1VKcZUiDiU2MbHS8g1vI7cCaRzYn73gm+/fJe0fscqO3flrfvjZM15vK/nuN0l1oLrEyzdnXF2P7EZPGJWDtKdLO96705MJ7Mqe85MTJHasVytO9xMTSux7Hh8/pFtteHN9ia4Er4UoDxinQgzzi/4wAAAgAElEQVSZiQH6NSE5Oh8ZjqCOEJKnyoFBkP2+FTcOrAiphvwPYtMDy51Pkz0nMXqJLIKWZCg31yM1s3aKo2OaRoI4nF8xlUqniaiCSkQlI6EJwlRrUuLs6/N92wdLQYLxiY65EEKArkI1UIv6yD4rMfaUVAiuEH0i59GaB94zek8IkdjyttqolZw7ZJgCQRKBQpZK8o4srvFwAsF4BKch25yTyxxPV5YhqCN2Hlc3X7NG5pVUgaHV4z2qnswBqr2hXRFcsQaY4FDXtDtaHuJa/lSk5UQL9UnF2QnI4lEcXbWiq6qnqPEFGw1Fm1Kjzc6Jb45yjr2X4HqxJfvvl+3tljq8OoqYYnmgElTQ6hFNIFNTY6dRkfil8MlSdKXdx9cYmShemv9tY9pVHEWC5SrijTs5Za7fnPLR3YeUR++Tas92f8EnP/kZr04vmB4eMVUbeT8/2XF2ecWQtqgUDvJINyUeHR0ydJ46ZPZvT3FBuHv/LtvNBTVD7w54ePSAo4Mdr85esF15pGa69QHjrnAgsNEROk9NHheElXRIElIROmyNTdGhZMv9TKl2KTyuol9iFUox4JPzNmVEWWLUlbeJzL7rIPTsJ2s4dSEgZYfKRBDLsy0eFlar3qYVYiQ0sckuWpGmliaCFTw5TXjv8LFR+FVDe455xEugUqkOYuzQXFGHcd6qEDptTTiFGIhF6WJEc2atI50mTusd/q8vRv7+373LkVyCbm0d9pFUHbkUwsqj2XiHc9G2F/3nUuiEW5Hiu855dsG3fz5z7twevZ079rf/e/P7t4xpQdd8FSW6INxaZn0b8Xb7N+dLFbnhZ9F3Xv36w7Uq+ug8Fc/BuOPRmzc8/ukXhOefwovnlCKgHZQJPyWkXNtGKII6b8llgOoz18cPOL3/A6404LZ7aoZSKtNwTR4yK3okCtM4Ik0kpNZqXBIigMGZp2m62YQa6uTq6ortdsvB4YEVZ6t1kr2fRYqm1pyxZxUkcIBDp8K2XDLuEw+Pv0F/uCa7hHOF4KD3go9QJeM4RAhEbIQnaIDoTC29G8glmWMNia6DZ3/6b/nTH/4/TLW0EL8aP5SaAIm6ujxntBhloNgC92oj0E47urymK4aKqKKoWqLhqjKJkIMlHKJK0UqV2tQ1D4ytyI38JNzn37nv8Xd2n/A/PYL/+uAFU0n843gB4ZROrnkoFVVDPc7j9II0ZJOYc3eCiVJho1dOW4La1nOrLdESmV+/HqO3UNHm1G7lSF8psHwd0vM2KkZnbp3GwePJFAxBUq00ZRybWvHOiuhVhEkcAW3qgO1ZzMigVpzUFkiExrM5NV4wu+R3re2XHU5hcso+Wtq8vio8eHrFg58/x7/4BfniBSXs8ZNDR8zfaybIHsXI18M1EGH0mYujb3Ny/F2mzUDX9ZQCpQwM+x0he2KIKIX9fjD0mnPG9yUmNoBaY6CUodmwFWkQePP6NeuDA3wIlDS1QotHxC2K0fNzd87RucCqCKlMXG4vOQx3uHf3PpObwGWch16EPggaCuBxugKxkVqv0ZxWL0iXKeysIOSUcOCR7QU/+ne/y7PXTynzmlNDbdUwK8waesvXgoh1EgJN9EnNOcWqHCflTk3UFvwkH+mx5kpxI16EPnm8BrQ6qtSbwGdeg462z8+FVVmaMwuCkdvrw9aUzGqmS2PBoc61vV2YKSHmQtBsY+90nn+dYy5gSDv/Tcb07lj4/Ou/xIe989pf0odVjF8ylg0qnuLXfPjq97h79R9QHyAnPAOn8Rtsv/EP2K2+1+z2dtkGfpWNzcXhbTDkRUxwfDrw6BcnrJ98jr78lFLPEVdgdNTscFUJGFqkihUIg4caCpvDO5w9+D4XssJd79BsHetp3JD2iZ4eF8WQzWIBnCHii9mXeGprvKVW2CQLXd9ztdmw3e04ODjAiZBLWXxYLYUpjRZwt68oSGBNQKfMrlyx3488Ov4G3cFq8WHeCStnwxbmww4QjQQysZofJNi+7buBnEckeCRMdJ3w+id/zJ/84f9ho3dgCOCmoFsc1NmHMfswmzaJ0KhVLMhMQUg+IHXdKlomvNDlyQoIqozebKbPtQnJSEvQofiyCNAkr7yWnsHfI+BYlcrkIYVCkueL77q9Sm7I9ltBtlXXvLrW+LoxysW+ZjGdr1tbt1afUVk0QTdxxutUd0hN9HWP5C2hPjbkjbaxucVevrqMb6dtrvm+mexeq9mpy7amnbfGGwiljfyZ4EebQGiTOPM1azP+2U7nOtG8H9QWAziMqsXsqCVwzjjnEKwY1kplRUJrxmTcTO6vslyXNQBnLrqbb8dQ3bbflfbzUBRXC7rfcf7yOW+ePefF0884Ougg7fji8oyrPNHdf587RdAYeHt1wbi/JmeoUyW2pPzi/Jwu3CWVAqfXfOfD9zgUZb8dOL5/D3d4h8+fPmXTDXB+zt27d1jFyMXbN9w5OuJqe8nqsDe0UcBGMH3PlI0t0Ub2jdevFlOOl4YwrKL4YCOhVRXnlKKFKU10zrHqV4zjCA5KyYy10kWbFnFUonhKQ6xIVVKZiM5UkdM0EUNgygnnMj46VC3B1BZ/W6xgnHFWYLdyBKUSAzjvqVpJeWpF2UoXQuPLNBqZWtVQZsFTqo0d4jocygoBmQjeqAtKKxqGEkAqeOPJlKqtmGfrZOdXxLAiuGz7jfTMPIi/1MbaGnI1LEVNISMUcqgUrcbrjFp1F0Bbk5+KNE5uyyGaSE61NV4bb6u0oi9z095Zc8vUuGfTMOEPK/uDF/uurU6irQw7r/dflfA2JLy4FjRY83S2MROqskIkgLhKlHxzHbBMeizP6PbxTidDcSXjnBVzfbv/oiZ2Uvdbzk/ecPHmNc9/+kNiiHjxvD7fsN1XwvFdHh449nLIsN9yenrGoJFN3oIkssLpxRlrDO335GLPtx4/4NExXO6uOTiMPL5/xE+/+IzJ9Vy7HT70fPjx93jz4gl3D3v2wwmx74laibUQfCZ2kPMOIeCqUZvYnunx04jzDYWnFe+Dce46487MObeiDPR9R278vajYVJoIUXKjEGujys78wpQHghN8zaQ0IfHA8ro26ZRzRktpMbNrY+pzZ8iu0QuWs1ZHdAGvlaEVgSiV4C2PrRW8763APSlhZeJHtRp/tA8r1tViT3GWT+McoRQOJhOnKa35YCI4VjQvCOo6puoNhKNKdj2E1S9djTd+UogKvppCrj845vC7v4kLnYnb1tqKggK14iS3wo5NAhZcE+hT4+TMhuJXCfZ7ks0nNCyINbbkBgy6eCmjlQDbt1pg+tW1rjex6QIuu4W+rE1kTrTpUrSRjSoVbRPGqv1iqjfUo1+NJ2+D177CR68gxaMYt7tvjYvaDDHsR9KbF1y/ec1ffPIzKImjoJxenHM1TKT1fe584xjvA0OaeHN2wk49m+zQHPCh5+I8E4tNQry43PL+/ft84/3v8jZviFp57+FDPvn0GadT5mw/knXio7/xMa+fv+Ig3mOXMy5MHLhKLY7ij/BxRaqTUQao8VdSk/mwEhDXagHawGWu7UdivLClWPzRdytrJOTcmg6mryIo3pnwUK0JrxkvjjolfPMP01SQEG19pKmB2gwZWRqvvtbaNMHaWtC6rBdRpQvGMZqL2qRLtdpNrMl4oKUDCaRciM5oYqYGWJLgCFLwrqLB9kZ1wqCRURMOmw4SbB9WYGqNrkXkUIzTWkQWWqq/iuOvqdApzGqbrhmIzEWRxp3y1ab/TZK4MEo0Tq6lY9l+3zry2rr5+iULnk/XzjGTu84eTGgFmlsfS0vqYUGpzd0PA1fNG5RdW1UhasSTlpDz9i1Ig5WXqpArPk0cn59y+Owt7otX1Ddv8WPBxQ4XBApGgl5Nda5UNWfQMA9FC/u+5/TQlGZdVTb7kXG/IZWBzq2p6u2pu0YcjYIT42IQweHIJd2oWznHsNkyBgu8ry6vKDXjgyeEQN8HUk6M0x5V6EJvCtOxJ42J7fYaH6zY8ejRY3rXg3e4eIDzivOeyAqkoC4QXG+CEE5wtYMaqKKIl9baC3S+Y+32PHvyM/7Vv/49rq+uCK4lTAKiBsOekzucGNE2dSbhw4npFYhW1nniOCX6WnBqyuhVzCC9tn6zo40CGIefqCCl3lIFN3LoyQm9g2/dXfNN7VEV9r7HM+A1ElNakDPSEqHZeO1PQ/s5Wz/4eqsIw1KouVmT3Izxful4p1Rxa+2r2P3fFl0DKwjqzdlv3juP9t5Y3IKimm1ovoaZh23BbLZEvEikuDVH+YT+9KccjC8B6z7a+L7n9Bu/QwnHiMbWrSvc3FrLhhcVV5i5kLramQ3cfg7zmINKUx9UXCl02y0PXl7Qf/4pfP4Jsjmjw8HqAHzAxdasKJZU1SbgImKKsMkpF4drLoNQNjsqlfPrC6ayb5fYWXc5WAPj9jXlxutVambGTXjvKVNit9vRr3p208B+3HN0dAQCq/UK54T9uGdKIyF0BB/pgo0i73dbRt1TtHJ0eMyd1V2864ihI3QCokTX4/FU53HOsJaQ8BKQElB1RpAdHbkqop6VE3K+4P/9t/+aH/3kx0i1pFAohpWueaFcwAFFCNWU+Wb+C99qHRHlMFW6ZIrC2riEvDTlYsXQn7UhqqyKsBRPuL3W3ink6bKX3hTurYIiOqcszjqPPrXKhrPAHuPWVV9RzYh2iy3YKU15U75kI1895p29jdLIbF8tAKxNkXJ5fUmjbuxr8WGz3bAEmMLcYf/L+bAlTmjjgzVXyttfkF78G0rocDXh2DJ234HjHyDrH1hCXI2HSzESeI8uwfJy4aJLxaoWcE6paeL4bMvdp69wn/0cXj4hTAM+rhAvSPD4avdU82j8sqpIK9JkrQx9x+nhiv044WphMySm3TWpDES3QtUwQrd9mDhDlGgbSbztw8Q59tu9TSd4x9XVJakkYgx47+n7jpQzw7RHtdLFFd4HuthTpsx2e4VviuGPHj5m5VfGx9c1H+Y8UXqQesuHWdHMaWc2hppBxB7wRN+xdgOvXn7Kv/y9/5vLy4tf4sPU1GqbD3NN9Xn2YTMy0FPpcmY9FValMjPb1maHVW2E1dSGmyK06xp6GoSCQw0RUaWRxYupPzus0NDWYZ2//IbuuFnO1sTx0pQx2zixKg1B/ct9mEhbQr/Cwswe1AorakhXKxE2svsKvowgxXw6FcgtIJ4XrF2DUm/iNOZR3+bX0Sb0G2x0XG0tgUIplky2ZjDqCFSYCzM6a7vOxc52PzOX+639woSN5iJRQRbuRGeC3y5QtTWzoDVjK8XTxhoLQlqSbotkPBBaMaeh4uZGUYGSscaQ2s+lZMp+yyd/9EdcPH/K9voS54WXr68ZNHORd5xsd1xeBHajsh0Htmnk7cU5w1CoU4Y6UDysuh6c5/mrlzh25N01jw8OyMdrDmPk3p0jHtx/SBblzckZXX+Px48fk3fGq/vRB99ku9vw3t37XOaRzZgoRZlyRYKn5ITWgbCK1oQuheijrYlS8BIMoV2y1be10juH9zDtrtFaiCFawSb27bk2VPc4IWKFEZqCfG489OKD7R9BENemTlQYxwHvDBnmnMXiVIWUCZhYTskFLSOlQE4TsQsYLyS4kgGlqKK5JbfiyBXER4oWsgir4PAlo3Wk5gmH4HwgZIdXh41smpjFjACjZpKumVxHxtHNy1AdMlcevmJbt//d2PQUaEV4dVagpY5L80+qTWP5ZQpHWWiFlhZCa35jOQfS0OHz/iFWmBFcExIxOgXERiyhoV5bfD3nZLOg020/+tXDciu7gvmaZp+7RLxLIm+o0YJr6NJ5p1s6pu88r3cia8sJ1USF0NJQ7lawdpr49M/+mCeffc54dUlfB66GkX0qXKaJ8/2Wi6tzrnPlfDglpczp6QUXk7CfJqJL1JIJoaPrVzx5fcJWI9vNxEdr5cFdYdXDR48f8eD+Xfay5vJ0SxciH91/zLDfc3H6ho+//QH73Y6767usq1B2k42YpgGpK2oeyXVCouIk4qaREDuyF6oWo5nynpKzIcxrJniHc4Fp3JNTInYdtWZijO0ZVIKDkpOtDB9agx5KGkEUH6AG2+e8OLtXNwNxDNkZoiMnQyQbZ2cleEOf1alSPeRhwPWBThrys7FbaYuJTHfF4YqBLfBKrYaSP3SRVHITIxTEBwKevhScFErba+bJgi54A2kUpWCNiqyteSVfx9Fpfxy0NrI14sLBMXf+1m9B6C3mkoBi69yLWGwKlmO12Lo41xoqLFMaxlQ6f0ppftKKl7eLi3VBw7mlQSaaljVt9BN6y8Z0CbNnn3n7psyH2XlmC9P2OeIqWh2o5Rjza0Z/kReqofn5yJf+saDIZ89abIpsqsW0BrTl31p5/tP/wNs/+2OmyzO2nbLPI293G7ZT4XyvvLneMoyJ/W7HWDNPr0453a/YjIVeHTkrLvSsjo558fYtwzhwfp14fTzx3qHiQuE3PnrM/XsP2OQVF8Mlk058694xd7Pw5umeb37zMZovOPSJu77jsz0kVaZJiT4vjS7VZNQmycSaceanSy02zZozucyoTSGEWfvEeOQVNT8mDoo197QkSk10LtiacVBSNgX4EFEf0ZKJQQ0V6j1Ttu8gdMGANbXY9CtquWoI1FopOeFQpikhLuJ8QFNCtBKWCRtngsStiVWpqPdUNQBa3zk0ZXK2fVxCNE5xBSelxUMCMoFWfNfj3EBtwkO5WItvAWf9FR1/bYjO0pJDGyWubZTAFC7NQhW8toKBttrJrWRxHkloiWWd8z1ap3vuBPlf7hLtrLdfuSnelDaK526N0M6dCA8LslO55fuW7qMF+XHq8DJSZNkt2thyhSrkrIxDQtPEwW7g8fPXPPjsBeXZCWVviVNxBfWBEI8hWmXAOjhm7C57RCNatuTHj/mL8ZJhnFitO86mDWPac+CV6D1SVyT2zJWumUjaGnHZEJ5acA2NN+z3phYmMJDY54FylfjwvffZ7q7IJZJrASfE0NGveiIdZM/16SU5Trz3+D73/YogPVoF76Mpus8TyO06kCauogXnJ6SuyCOIb90FjXi3xrsVJ1/8Bb//L/4Zp6dnCAFfoZKb+8h0KIfOxh5RCDM/JgVxRhHgBKJUjvPIg3FHl1f42hlEXIKNB1a5VWyfO4vOfo5niKWNLnQELXS647hsOc4jTi9AYUUm6oirGTRakKe3kzwIzhGdN/SLt4KzxYOtJNaWsTgT/TDScFrw+MuP2aXdDm+1FUyaPtt8W0vhTYRFgfr2OP38vObJgRv7w7pBsRVjtLbw0YJLEYjVRkQmDriTLzn67H/j4envE12lStd4ZY7Z3vub7I8eIBrIvpB8IRSZ62bUdt80dbqKBS5diS0H0eUedVa7KDBOhWk7QNpy/+yabz55Rv/5J3D6DPJI8Z4SerTr8Adxea5CMSRwqfi6IqeR/jjwbB34bHdGlyd8dVyO1/QeVs5bkQNHIeGDcR5U7FmWXJotVTQrMURSSoyjjbqN08BYJ4btjn4V6LuO6+szQrTkxwVHt450fkWkY381cnF6zb0PV9y/cwdHR5BIKXCwOiR00QILZ0GSamzFH1Ay3lXqFKlVEV9bd/YAkR7Slh/9wb/gT//4D8kFAr51UEGpeDJrcaydCVy42tBJUsEV4zdF8GJo3ftj5SA5nFrnTxiJMpF9D2qdQQuyIKmpIJrrk2Vt3l7TN7PrN8/X8jhDkqCxjZkK6is5DsRJsGJAwEkxHj+XDb2dTeUY11Ki+fSuFYx+6THv/gJY8GsgkYrPCsUTK6TSCq/iqOr4ysjd7MOw72b2YXNlUf9/+DDr8itSOwuyvedOPuN+ekaWFaIjgYFtXjHWPXu1awxiDZ6CI06R0Dh25yBDG4G9FMyHjROaJ9y4470Xpzz8/DP8809hc4ai1BjILuLWHS60h8yB7UU1Lz6s5i318Xv8KF2zHSbW646LacM+7Vl7teSqrkgMreAnS8CsYs2E0AIsp4aA2+/31GoFwH0dGdJIvpr48L332Q0bch0syHPSEsqeKB2ueC5Or5n8uPgwLz1US/AO1wdWvGw+TGs11OY7PqzHtOnUAtoa8H5FcCvOn/+c3/8X/yuv37wxH6ZQNbdWbyYCR87jJb7rw6SAM240h3FHHxblYVYOp8RZNZGKseYmUGOJpysJnwtOPZkegjURg06mDlyFjKNgY4NVla4OhKL0OZJ9QGpuxTvXlr4sE23eCcE5vHokOEu9ml3O8elclJ592Fww/1UWZlbg6Ysz8TOvCCNeB5wYTUhx0Z6E2kIQwldQIYaMlqW4aX+0iV2Y/blmgHMh0uSzQQmLf2zeCIsHBCXeQqjc2OHst0RuiizzjYrYmGCpJoioqo32wPZL0KaUOgcJjqBKbkjVSgQis5CMRSMOyfZ68VCCIdZDFU4/e8Lw+gSZRkKsjMMVl7tTXrx5jhsTTjpebQZ+8fyMs/3ItU7sp4kxweXlht0wgouMYyKXgjhHiEeoFEZRHt6PdKtHPH/ykq075GI7co7w/OznfPzoAX/vt/4e/+YP/5C324GXwyl/+uQVj+/dw43C9slzHt85JA5wv4s8fHyHJ6fnaEl4saaDdsfkuWDee1Kt+CAIkTElvBayVis8At5Bab7Xx2hgAic47HcsNWj+ARP2mOOHEFtjoiGZ3FzocIYi70O/iKKIDzaxIZYc5pIJIeI7xziMJvzgguHaxGK6VGsrhlrj03tPmpIV3GprkGWo3kGAmoXiOjIg6vHauMycg9SEJJstFS84WdHlTN9nvAiJaIVa9zVqtfP7FYy3tfkTtRguFMuBEBNDtIKptPSsrVV6DG0sjV5IDQGIoe+0cTT4hohFqk3ozGrb1GWcV2YnrLS43jW5NgXx7+wVNzZ2Oye0K1JXbcS31ha7qlGQ1MqqtsILgniLbVxW8Mbfid7sG7c/L+CgtDFTD8U3/jpdcfXkJddPXyHjnhiUMW3Y7C94/uYJeTfQS+Q8FX7x8oS3V1uuNbFLE2MqXG52bLYDIpFxmqilEhCiPwQqVQtx3fPtj7/Jp588J8uKz4bCuXjeXLzm2bNL/uHv/A4/+clPeXVyglsf8pPf/7c8vn+PUNcMn53w3t0jglT63vOd9+/w4vqKITkiHnE9xJXduwhlfWi5lIMQO9Jk4ii55do2+WbPpyr4rm+xWaMO8yYAWlSpLixJsrRYJvjYqE/s+5j5bb33raATW2G1GK9842vPuVCqFYiCD4zjaEW0EFrBX7FTtYZW1QZ8DqQpwZSXmrdkEy8ao+W84iy5qdlG14donNhS1JCipvaL1I6eyFAgSEJCQGuP4LGxp68e/lasaCAoh+IR1yHdAwrRYiGxZqY0QMci1aXtnSqsNDebU/BmY7EhP4t6q1cgIBGpEASsGQdomB2Q0Re1BNAoThwyj6/f2hxubOzGG8/5qEobo29AKZa8EeMEx3IN511LHi1/rkuI2mysAcZUME/bpjKrE0oTE/YEdm9OOf/0GbLbEX1lKlu24xUv3z5lvLyiIzKOwuevLnh1esE1mW1KjKmw2Q1cXW7AB4bJUctAJBGioeOrjkjn+fZ3PuTTT55S1XM2bBkzbK63vHp6ym//9j+kvDnhx794iT865n//Vz/iwb37rJznF0+e8d6dNe6gp3Oe7zxaczoOvBr3OFkTnCM4ozG5dLY/2jMUYrdiGidSKQvoTIUFSFXV0M6z33HOJjrwzoqn4i2vbPUxBSTGticr6Ej0As0WSrJ8q1915GSF0eC81YGKiT+bqG1gGgslZaNzcm061juyqnHVFvteV52SJhPOrSLgwZeMo5L8sU0mGbGnAQ3ywHEZsOrfiM60U1pB23Swc0h29M5RVJgnA/6qjr+mQqepdrU1ThFILiIE2y+8BaXqA2hCvd2oE2OXmLscihUPgGVcyr50sQ2Pud9A69C3z2zOzN26nuXvgsGMCzcGPDf5VEk6K8jN77E0sKJkGQyqjHCtHV26IOyuuTtvugVyENJaeKPXfH71lI/PLvjg1SmrszfUtye4co2rG3Tak6uhPp1zaO+REI2QFnCugq9MjHzx4BF/dvcRexyy98hOWXmHBsH7I7u2ekKdhH69Zq5LKKZwNXfLrEtbqSUjoox5T95PlDTx+MEjhiFxfnaNC4HdbuTo6JB1XNF1kd1mw9OTz6hV+eDDD1gfPuZgfYjWpqinQh8DJpxVF0Os0kbbVI3box7byGsET6Qq7KJjrcqdp39G93v/nP/++VsugiBaOfAQNFLLAW99zyZt+X4pBkVvSK6COeAsZUHr1uqo2VNr48ESZ/wibSdvItLte7cuehEbxxYqxQVcFeswESguMgVhDA6SBzLIHmqA2sPXFE2ENjpRbyGTuV3AmBOzFp6JLOv3l7vWL5VT5vWumKNRG8VfUGiqlHkMoS10ac0FGz+y31+yPWm8a6po436cka521NYxVIqzMfXisC6PRFSjjZu62GIg14LoArUipTZeNLv2IjaGklUY3UgRQxVmEpuilN0pH6ZkdTZpAXIUdl3l6f414yD87ZcnfPD2Anl5il6dt2RBYRxwGxBpI6W9t2R6TmqDR2XL1VHk5+99yBfrNboXJJva5bpzOALO96RyTS4Vh9lorrmNyLaxlJZCi4NacxuBq+yGa6Zxz6rvuXv/AburPfXAMU5KCJXDgwMOmqjK2flr3p6c8OjxIx598w7Hd+822zIeolCFvvfM4y4iRuw8c2iqKlLXaLbVtQoOp57BmeDJo905+ke/x9//wz/me+PELggrV+jF4cshGzngrcKRbrmfbGQNZ/ajzlG9ozAtiWOZQErCsUfVxGY8EDJM6pHQk1wBETIVrRPBsxT6bkzgdsPphjZhtguHoOJQ75k0G0XFmAnqWNHh8kCJFWTCi9KXSNQeV9oEATf8XzNCfy4mff3RSrJq4vPY8uXs2/+Ys/d+m8E9ph59h1D3OEngcruHhnZrSbCkuXgAACAASURBVGZFW8FIb9mYBQyGeNRf34fVm6ZEbnttFcjOgQScWnGRbBQLKSe208BAQdij1QLqjXaEvMHvrjhqPiwUSAHS2nEqOz6/esZH5xv+xqszDt5ewIvXkAabNM4ZuZ7wdUScR/qARLHEAsA58Epi5On9B/zo3mO24hAJyE4tyAmC94cowlhPKJPQr1bmv6rtU7XYw6/afJhU44x2ME4j+2EiTyMP7z9kSoXzs2tC7NhuBo6Oj1jHnr7r2G+3vDj7gmlKfPTNj7h38JiD9ZEFiS4gKnQhEkJD/rR1ufgwFK3uxocF8A1tt42OFcrdZ39B/y//Of/kyUsugq3lQ1/xGtFywInvuU47fqMUYk5f8WHFVSrZvtMquNGxHiHWkZ3zbKXjt7jkf/jA8a3hguqE5CxQ/nTq+Z/fOGo5NrV7n8jN3xUqWRJBIaiDHHECKSg1ZKO/mNHyXzqExhu++LCGxNB5RbbWxW0ftvz0Vx22b1U3F3WWgXRuNgcrvt5QTbx7gbeLnV+56pbA6Wx7X7KkpYT5pV7CgiBfXvjSQ7HbfCdpZE7u37kuWWpNc9vCYlptya42dFKbuhG3jHK+4/+lnUIs5nWND80Fz927x5x/9jn7q0t2u0tUJp68/oLrccuDg2N2wxWfvjnjZDtyPSUu047NsGcYEvthIuVKDJVcEz44jg4PTbyqThbP5YH7ByvCN95j0oQ/OMJLJRXhizev+eDklH/wD36bf/Onf8Jnz18ypsx0eEiZJibNfPe732Rz8pq8SRxo4SCaQEjOQp4y3lsjqlS7L+edTTj4QNd3hsxs6qF+VqotBe+siFwbZU4MnpwtGQshQEmoQsqGnllUnWmcaLVQS2XV903x1plSb+MtLOQm0JK5gTcbAiWGSC4Z8Y6ZamY5hxhiej6/d1ZAK7XRClXIqBV4tBJCZzQWqqy6nr7v2rijg5xvutAUSpoQ1oQYbKR9WeO/atT7y4dZ5nw/9rfx/Ine+N6bdexu2datNT67bwFUlgbZcigWSy7nAZ3tW27oIr7M7/vOZX55OxKFW/aB3LqHZmPN2hcKjXnyb5memNHoauPTrXRgNibzOTCUfUOxH9874uyzgc3FKbvtJSITL09f8ObqhPtHx5Q08tnbc15d7tikwsW043rYMYyZYZ+YpkSIhVwLTuDenYM2op1sQkcLax/4jY/eZzvuCP0BXio1V56fXfD5sxf83d/8TUr0/PTzLxh3A8PBmqjCZrfh44+/xbg553JzwWG9Q+8cd1YHaPVspwnvAt6JFTOr4Lwj5QnvHH3fG0IMMWSks6Kk5mqggzZR45xYY76JpYTgrZFU6/IdhRAo2UAprvFJT2li3a9MeKUVynIy2pmUso20p3QTG2GUbDFE461v39dcKHWNSss74+Uei9q+UK1ZNMdHqFKCNHsPJmSmSoiR/mDdpgv9UhRVF8gIOSckFHz0OC+EcbJCq/ynK0LbKmzq6Uvc1zgvlyjv1rJe8r9leS82cLM+ZbERbf5m/jSzyXlKaa406nKuGSD2q21s/pzZxmTZ9hY/1D5n+eSG4jQ/NoO8bmzMRGdubGymAITWzC3VJmgcHB4fckHh/PKU3fYKZOL04jVPz15y9/AQXzNPTi95fnbNZlLO05brcc9+GBmHzH6a8KFrtl24e7yySZqabYrHm3jQ9z/6gKvNNWEdcVLRmnl9fcnPnzzhN//O32GSyp///BOm/Z5htSJ0Ky6vrvjoo/epdeLtyRmH5ZjYBe6t16h2bKctglGtJKz24rwj10yaJrq+Q0uhZJt0nX2UFvNdRndmTZbOe0qtrejvqbfj31qJt2xQxKZRp2lgFVcLQM/hSFPCiZCmZO/J2b6FWzY20zrNEyHemx+zvFIR76gpkcbRphO8b/WkYhRMoiYO2Hygdw4theADB0d3qHV3q1knzDxCORdKqI3qQ3Hlli/5Kzr+2hCd85JejJCWxMKtsc/mlG5Pkt94reXGF0MVe0dt/Jf2ov2jtrOZjL39Md+mLSDSxldQjcAXWlBpf4pWq3hjinM5W/FC22upZgYZqXkgp8RZucsqXeA2L/lwdrjtmmp0vL54w49Pfsjx+RXff3vJNGzxVwOhFELcoG5LzgZDnsaRqgfkyRPyAdE54kqRTtmHyu4Hf4unvmM/WdBWhwShsFqtCHXFlHaoTziNNsKYM0ptnHHNKdRCKZlhHFvR07ppTgz5NWy3qAZ2047V+giH5+Lsko27IpfEdnfNd3/wHUIXWR2u0OooxVA3IXr62DUi/mpot6V7IYg3h1Oy4l2PcxaczWIa4mB7fsrZH/8+P3j5nO9J5VI84hwrLbgKowqHFc5QjqqNaOmcyKhtohlhp8WKztUQHUkceS5of6mAInNwU2VBNM7+du78LwtRvHW4XL1JXKRgXQvHorj3VUNYkkARZzykrXtqAj9WxLlZ8Pa5t1O9X3nMpqLzh7n2Z35/ZXFg6Du3dOsC3/mZarkRdGgd+7nxIFpNYAvjDpm8Z6sTu2HPuio2opGYRWCywNXumqt6BrkyaSWrIR+N5Ny4V7UoWzeZEvI0sM2e63rE2e7nHI87K5pUG3mvDvaS+dlnPyXtX/I3X1/BxY5yNeB3G0QzpRbyNME2U1Mx+w4QghK94EKP63uyGxk//IC39x7yNkGuhZXz7Ddb+nXEs6YmocqAeCt05nFqic0cSNlCqrUwTqPZnyohBkJ0RFkx7UeyT6QpUdnTdWuG3Z40TJyfnLLZXnN875Dv/8Z3Cb0JDpUGAbQgszN1vBZ0llKQ0ojxvSUjpVQonj70jS+zFSCcomRe/OLHrP/8j/jbw47shJ0TeprggAqnCms1TrCuNLW+OT4SKxoOquwbwbaot7ZAa1CJGi+nx9H5QAGKeBuUE2k8NeWdpX67ynCbg/lmdUpDirT3eBsFCTaL2njf5tdbt18Ckr0xArci44x4vq3W8avt68aw5kaCqDAcf4fzD/4RlI6qzoRMZGYU4mtsbPZh/BX5MGVq+3stCUVIzvOtaVpM3cjdQUV4e33BZ/UFO41UtpQ8ktPEeblDzBt085wP5otefJjw5uqEH539kNXFHv96Q90O1MstkkYU4xWq+wkdCiUXqlcIEL0lS65fI1HYh8z+uz/gWVixS8b/VceM+mw+TNdM0958WA1oUaaSLFBuif6NDyuM42CBnnP44EzUqFaG7RYkMuaRFQ7vApdnl2y9o+SJze6aj7//bbpVT3+4guqosw8Lnr7r2jBm82FamKcixFthpRTFifkwG5duhXQHu8tzLn74B3z32Rd8F/NheGFdFVdhUnhWlFOUO2qI13d8GEJWYd8I4r2YOJ91hys1BJKP3M8Dv3MU+QEXVO+ZworgA49HadxfVsyYk5yqzQ+L8W15hKzeLDEoiWwd9iWZ+pJlzD6MWz4Ma8ZW/Rof9lUT+PIp7XCVKWaCC21CIaI2B9RMw6ghstDI92/e/WW+W/t95R3Ep0DRL9nknNy1AshXkkCxiYWb1uS8J83FSpbnOXvGZqiNzsLOoapLEmHkTYo6mfPIZbAptMHaXBURj4jxtM1XVLQgMdgYc1HclBnGay4252xOTnl2+Yqr62t2uy3X1xc8f/uWJJW/+OIVEjz7CjV2bPYDby9OmGqm61b4lWPcTYw1c3i4ZtVH7qwO6EVZ+wN8rdSUIGcOVhZP4TI5OC5rpcSe3//3P+SjO3f49oePOHKVTc589vItm/3Aw8cPOSsT2+2Gvg/cc5GDKaG5MiYTtIlqXLxVjZd6KsmUXx2UKaG1cXW2psMsNBZ8AKEpOBtPJ/8fb2/WJUl2Xel9dzAzn2LMubKqUACKRIugGlxsdktLL73UD3rQo5ae9df0C/QLtFoS1RoaEkiCAAjUXJVjZGaMPtlwRz2cax6RE7pAUrC1EoiK8HD3cLvnnnv22XsfMjEGQvAYY8oATblPRjrw8vtaAFWxFDJoLXuxMuxIAVUlQMu4ZES+O8prKyotP0+leTwCqal44hstzfWUpPU+AjQplkZ88RBWCNMm54yqK6wxknfTWBiW90/ESluLgMHkhNUGUoD0nrPn+653Hi5vAv9vx9X49Zif34yxlPO1Gvx7xdjYbExjdfjuGBuf4xpeuVbivRFj0jDKwuYt/oUSbyKyN2hCGgFOtYsxhZwpVCXMQRUTOkRcv+WiXbI6P+dk9YKz5Tld19FuVjx9dUKXHZ89OwMFbQKqhnboOF+e0/oeW9XYqaVLkRC3zCZTppOKvcmEiVJMzJQKSN6hQmJeRY60BjypsVy1gbw/42+++IynTx7z4x884KcPb9NnxdfPXnC67VkczFmqwLBZY1RmXxlmWdbX2jtUDFgDtqrQSdEYAeldlM8hhSCWDsbs1mPwoQAfRphqZX3G4jWdUqTrHNbat9aHsZbonIAlWpXHCICa0sjGlFq7rusdwKNQVHUFCVxy0uioRdqrVN41ElL5XV1iWisBjkRSLcB0KvE87g3WGIYosWO1LjGWJW60NPG9aWi1waWIS4GNsti+Y6IzQdVE3g10XmeI6xPlaI2kiupqPKdLM6Go/vSNHPk9YkwhSokRjP/HxhgIAPl2jF3bOmQy5r0xpt6OMSBrOVdYxCZLatji71lAuZQi2YrSQcWI8Rnfb1kOK67OzzldnvBy+ZKu7+naNc9ePmftW/yLC3JKtClDNaX1HRfrK9bdBltV2GkFMTPEllndMN2rWUwmTLWhMZlGKZJzqBgJNrI/16A8ubYsO0c+mPPbp0948fIVP/nkA/7sg1sM3ObrZy94dnlO1VSsbWZ9voIQmGfNPIu13zYOqBjRJGwtw58aU4mXfJl1koP4ypvC3DRGE10kFQbzODA6Z1EPyP1P9CXGdPnsxxxircUNTgiDZKytZJ2hkWFyCpU0IYbXnlspiUeQPKiVoq7r3dwWiTGz8wzVIHM3tPjpxnEehdailowJnTw5512jUSNM71CJwo9SE+6WJAj4Xc6L3ntM1QBemCT/TNcfBejcJcwkzhUqVyx8C/GKTYoYPEoFdN6gYoIsVGyyEmBFibBRFSbaaE0EUuzpseDL8jPZ6MQ/QL4uwEaGjPgiBMTDIKaITwqPTJsLORFzpk+BPnh6Il30DMEzZNn0nPe0cWAdtoRug4qRs7Sg3pyS6q/4y9sKnIBMqkht3dUZw4vPub/puOfAqBrdVKRKke4PqOMrajxkhyaQhls8/1+38J1hWk+Z3ZnRzCeE7Pk2N5zpOTkPbNZnNCFS3d5DVRNYBZwb0HOwyRD6ASm2VelQBymqiQzDQIyeVFik88VMPDd7y9XVkulixtBv6YcN282G2XRK37YYo/nP//wv2Ds6kgSJEfZJEPkDqsKVgielLIwRpaQ7nqRoU1omxDrrxfcs1ESbwHpSv+I3v/hrwm9+ww8VxAT7UdT8JsMye16qJSdJjHC1nqGq0sf2xSsvKIaYOVOZLkNjMqqxrOuawQogE3PGpAxGE0dZXRarsZQhaoXJRV2jRCYRdSCpGpUrxumwYkCs0HEq1gU6iGE86rrQGWMhl0ITVYYRaVnXNyVxBafRBXAVb8v3AzFvfl9xDW5EJRNbxwQ4TmbVY8MhXydWkdUigMjIYM4CZuoCtKgo7OYoJwdUinRa40motKU3jjMN++tLDmIQSQnlDeVMsJHvlq84aQ3OO7oc6FPEuYCLgU5FfAg4F7jKHRu/QfcdXbZchob/bPVrfvDBip9WGlxJ2DmTk6d98i3z9ZyHS88+IqvUexUEhXLF4woPqy1h0+OHlj46co5M9vaZHR2iTeSiTXxj5rgErr8krreoStMsjtCDottu8MZTNxUMGe9d2fyTmJUnDyoTgmcYetmnUqKhYTabomkYfGK1XGMqw2ZzgfeOlCKVsWzWKz56+DGf/vBTkjHiAaWkY56yxlY1EWHrohTEjFVWvIxyJoeEseU4oyPeekyY4FPGV4GsAsuT7/i7v/6f+VeXS7xS1D5zS3ZnYk68UC0ndJwpxZFSMkCmRoY4BY1OCkJgCbwiswdUWrE2NctmglMW73N5n5rarzAK+mourMgwTliVYv86PvJrB71Rzj0ey0bsRWeHihsyFUpbqAXEdHViWiQ0TbIkrWmbOfsMVENHVJVIAUfAUo0yvN/fTJCPOgFpxzhTyUKoyVGTswBfVmX5Oqldoafz9RvX78hho9fXazksC7P5OofJoIhIJmeRnIRSkMUYcRkZnhZ6IplBaX4yuB34LAUydBX8v+eP+T8uG66wdH5J6DeoEDhPc0x7Sac/4y/vAkM5LJUc5leX9Cefc2cTuN2C1hYzBdXUJC+HFUNFpiev1rhti3cD2+TQ1rA4vk2zmBJxPMo1L80C3MBmfcrER+ytPXQ9gXXAuwFmmdpYQicTh5VSpNdyWGIYemL0u3UzszMmTYMfKpbLJc1c4VzL4LZsNutdDtNa8dM/+5cc3brNEGVXVMaQApiqBm3fzmGoAm5kdEzS4c4ZKrfLYYNJUHnwW373t/+B7le/5GEWH7d9n6mUwmTFKnteqhUnaHoyStXo0cXHF4Asij/YKZkWpMhqai4nNW1V4XMmx4SKshfjPUkLgKbdQN1nkrnDQJDiR8vE1kSDDpZpWe1BaZaTKRFDrYTpMsSuWFwkeS836qWcRysiAV+y1owdEFX8+Uay1ms5TL07h4k3n78GEbGIDl7OUFld5y+d4y4fjY9/m73JW0y03fdUYYRndo3fm8yz159rZMWwk/W96/E3i0sBYeTMOjYmxktse+S1d44A8ipSuJRCsYyu3w1m2XmQI555fdey3m4Z2hbtIxMMT779hpdnz+m7jstuw3m7YbVes7y6IinF5XKFyXB0+xauHzg5OWHwDpMa9us9UGBNQk9FWklOBO9xdcBWFj1paNdr2m6Ld5HBJapGGCfZOxgSh3sHbIYtj16c8/Wzp/z5n/8Lbh0csJgu+Oa779i4ga+fPGUvBO7eOib1gdVyyRASB/M91N4eV90Ko2oo+5nSilrXIqNHYY3BGiteXikVkEBd38uc8V72g6ZpXgMJRmBkB1Bay2QiUmwXRLGQ8thQYTfsUoYEyvNrrcs+61EKmklN9iLTrqzdNaDCOByNIiGMkRwjk1reU0gRpRXGGoa+p54aqqomhfGolFmvVqw3G/QDQ/bXbLbRA1op0MbiItQpU5nxrPmPKRDHOqus7xFjfGdcsPus3/W90XOaPDb01D9jjMkDX1dDXV+7GCNfHxaA0XtYlVyskpx9dXnMKLWW54i4oWN9vqVvW3I/sFdNePbdY16cPmW9XtK6gZebJZuu5eL0nKw1l+slyUWOj49BK56+fEHb9+Ro2a+PULo0L6Zmp0AM3uOqGltLjA19z6ZtCT7QDwlTQ10bdAzE3nO8v0/rek4uVzx5+YIff/oD7t25TV01vDh5wUnX8u2zEyZdy48e3MNEWK6WtINnNllwtH/ARbsEL+qDmCNZQ6MrQpQhQ1Yb6qrGB7+LnZssQxBAIqW0i7GbgxTHBqxzrsTYBFViLJPEtqU0LXMs92fXWBvvdxZmqVbCag7yeY0xlpUqoGeJsdJ49N7RNBOS1vgCxFpr6TsZjDSdTMhJoUSHzbZtuVqu0J9YCKJiyClRuQ1/cWCwf5IJVaBmECBU1fztVUUO/Vtr/13rUVaXIVGJsma3/mWFj+2rXU/gjTj7/zPG4CbD+j157B1/02sxdgNhfTPGKKQYPTYmCrkol3OUG3o2l1u6riVsOw7qGa+ePufk1WMuL89xMXKyuqB1A6cvXpKVYtluGdqB48NDTFPz9MVL1t2WGDKL6hBTiSp2MbkZY0Fwholm2tT4GFh1LdEHuiGiDVSNpsoJ3w4c7R0zxMj5cstf/+JXfPjhXX78w09QpVH+zdlLnrx4RbVd86N7d2iUYXm1ZLPtaOophyXGsnNUuhK7JCWDfmJKYtOgNE3d4L0rmEBRDN34573fNQBGxvrN+mgELI3RNCWPhRiIUYhtYomD1PPkMo1dhneN9ztGX5oKttgIyNR08cFXu+YeINYfSuGcp2katDHCvk4JYyq87yF4ppMJUGae5Ew3DFxctSOUvsMCQDAhNGijdoSON/eaf47rjzh1XYFKIsnCoHOiUxP6xTGXw1+ywRGoBbSkpssNzjtU8mUhgASmIMkpCwtm9y8lIhQUPMq/FMXwO0Vc9IQU8SkweI9PHhfEa8f5iI+JEAM+RXwMDNEzhIAn4WLARYeLwuR03jOkgFcBEwYpEs0Bs+GS7Xyz2xVGzyZFZtYP3O07DjxUobAgjCabBNMBNR+weSwcEqZVTA4MLGqsqamnM+xkQkVk5RVbPDYreteTNRzaGh8SrW9FXhpU6XbJ56dLh8YHT4hymorFn0EpCQI3OPEJLfrM1eYcFxxN09A0FVVdMV/c5aOPPmZ//5CsNNaOvmCJRiuq2uCTI0bIxpQOnUiMDMLmNFoGh4gBsyVGj0HRpAG3fsXZt59z+sU/oIYtWw0P0GglTIxBaVYktkVKOm6ulCJGNnJJYlXOzIBGgW4qlnsTrhYTfFVdSw+L1CcXbcsOJCyBqhEZhDbFMyIL0IByMs09jUYwhZE50jNeSw3jla//V40lznhoNeJ5qVSRiFM6H9fl0PtgmBsQ6e4b8vuqqDZSObCksUqVIRaM7JNR3SGvF3OJsdJISDkWsEUSY0wSB4SICp6t0ricUGHFJhvO1Jpw+ZiHyZWzZvk7tMJr+M3jr/gqnwsrOkeJOR9wMdIjQKf3gV4FUnLUvqfNFWuz4P72gng37T4/oV04bMoctS1HrmIWPFpXZFuRjVDsta1RTYJJxDQ1Zlpj2pph6AnRUc0XVNMZ2kAyEy5bT1IWlTNr13Iw26dWls2wweHJWZOCgH2heHDJIS7JRGcyMV0XO9bKtMS+79HJkCs5TPt+AKOwxpKNZTabc/f+fT7+wSdiCK3LHpITlkRdGzDg/VC8sYQVospQDWtMibFSvBlhlpIDtQbj1ixPn/L0V79gc/GScycD1KySpOQUdEqxTgmnFbp41u26yajd2lQpMSsxVhtNezjnYq+mqnv+9a2a43RFyppkKuYMLKPmf4k1Dit+XqoM4rqxdvNrr8WNzvT4gJFJrACDxkhuyJFg5nzR1TwdJngz5avQMGhFQ1f2B+mgymB2tQPvJXwVN4Xhb8ZXQhdPz0zKRnzyRjZq1iLfKOEVKD6XZcBVRgCPdOP9h5s5bAdmlnhDclgMEhtjDvMp4GOQHBa8fB1l4ngfAiEmVBR2cR8S/zpeiWRZFe+1Qj5/9PwJvx4ia11DbjFhQAfPhdmndhu2zfp6V9mtP5g6x92u49hDFTPJKJIpsnhdSSd2kmAywTQVZtswdC2Dk+FA9XyGnU6paNh4xaZzGDSDE9+ew6omxszWtyLvj+JL9FYOKywtpdjlsFFO550nRRlWRBVZby9u5DBLVVvmizs8fPghh4e3yEpT2UoapjFRlxwWUpDXLfKcMYcpoDIyRC4j+6DksIBB0+Dwq1POv/uSl5//mtxv2SgBSqUITLsc1orIS1bdyNhQY4xd57A5MFFgmor1Xs1yZumbBm1AJydjbsrE492grxFsA8jFdykpyEZiUkFQMEs9E79lGgRcNTmTjOW2cdhDf/0cb8XECDaMzM7C7iwAQy4MlTGHjezP9+UwleONrw2jIegobRvXoyqZa/TXHYut730uzrk4lOXr1Hr9ytfrfvfwayntyEQYC8LdLxcUeGTj3ny+61kP6fqz1Dfe73hWzAqlpSFMGM34BdQnJHzf0263bLoNq9WS5fKK7DyH0wWVzzz67EtS7rnarPFTyzZ0PD19TmMapot96pB5cPs+aMWvv/k7QvQs9hdMmKKyZtOtST6CCyQEhDAWondcrJf0E5kOHnPCa3BaMSRPHYHeYX0kbB3TyYI0W3CxPOXnv/w1x7Mp//bf/BdMtOZ//+ILqqahzonttpMBRnsHrNZrmpg5Pj6CVWLb9mQ0SWeRextNVdsdsDGyOIHdMKyRZTaytnaS1lKc7RjfRSo4/jxnkazmMugUBdqqXTGojd41k2IU+aAxmujFskoaVFlqm+JpOr4GyJCVlOVzqwpAG2PEByesuqwFyCESgpdhUiV267qWFZky17LX0jhQ0vBMWdisRmvyELBWf89YuHmeVGPiLUvyDZBxzMffM8hGH9z8Rixdv+7bMbZ7RzfkfPn7xtj1E13HmNLsvAZfizGFTPCQhtV434iROHja7YZtv5UYu7rED469qsHbKd999jneb1htNgy1whF4enpCdon9w1tUIXJ874i9xT4//9UvWW22LPYXTPUMky3tsCWFHnwkxSAKOgM5eK7aNX1rqbTYz3iVcUYTo6NOoAaHiRm37plOZ1STOavtJX//2Vfsf/OI/+ov/5J7P/kJz/7mF2wHh1WKzabFThLz6QKlepT33Du6B1Vmvd3iUyJZQwqi6JvUtuRVLc2CdA2+jE2Cm8DnyIrexVJ5vDWmyNVLzotR1mphgCklVgySp8FqS4helJNRQCBjDSH5MjSuWDKN0nglTFFTvA+tFY/uECLV2FTIArRWlfheN01NUl4Y3v4axBtBpJQStsS/UlClnp/sG/5kT2HMsgDnhj7C+hux03rn2udmWikqVuH3SYNiBwQWgFLl10Di73v9vhh7E/SUx78dY2/nMfnuW3O5xuacPNEbMXbj93kjxlISX0ctis4cI955upLH1ps1y6tL+q5jqix5ccijzz5nu71k221pdSLazJPTE4au5ej4HlWCvYO73Lt9h7/77T9wennF3sGCg8UckyoG37EdWlRIRO+wlRYtS4qslku6NbLOc8KrRLAan7xY0nVO1KLrjslsD3MwYdvVfP7oGY+fPuevfvpT/uJf/ISn//GS9bbjwBg225ZJVkyqCWphcZuOu3t76Fqx2q4ZQiDbwnbMiqaqd7Jx79wuF91sFoy5Y7lWMwAAIABJREFUDK5jSxfmcc5yZrzZfFNK8l9V1ZIrxlVnBGyOKYslRLFyCTEAiqqyxOBFFp/FWzUVVnuKEVvXu9cf9wBXBiXFKExR531pPoCtG3Ry5BgIMZfjqKijlPIoylybcTGNuWXEbFBUVUU3fib695uJ/SHXHwXo3PUJVSJooZebnDjP+5wd/Ixcf0oiMxiN9g6VYNkZ+uGUlCMhZQEiU8STCGRhVxYAMkSPC5EhedrsCWVylUtOGJgpMgRPzJEhC1MzxICPcrjI4/CQnEkxSNFagCGtr9kMu61CpXIA1tgwUOWIrQaqGKiLtxBIYYmRgvp4cPy4HdiPC/AV2VoUClNFMB2kFhXnJKUJE/GPPLhzhHb7mDzBTKdgrQy6MTMsFuVbqllNNa8hQHu1YpU2NM0M5Qy9G8SsPUZ8Toghv3h0Bu/QVu+ST9d1bDYbEhE7UVTW0rstpExloWnm3HvwgHsPPxKDalOKlizjaKYqU+dEjj2KLNO2she5gpZkN7JPtBGZvKL4VGhFyh2rJ1/SffcPtI++YXJ1wXYuw45M3+FVolVwrhRXGbYobDYYRq9RhY4ZVXzcyIG9nHiYJWm28xlfHk84OWxoK8O4HaSRxq+MeGnkkaafyUpjkpbhEdqhSJikwQRQLSZmqtgIOzVLA6uKMrDlGjPJN/6V76hRgloOEWiMFkwhk8tgIplAqVNxUFLv53S+BnTeLKBipmtb2mFFigLQ6hBRHoLK9IrCYE74VBoEOeHJAvCnwBADPjp88PgYWePoUyB4T/IOPQxslMalgHZLulRxzh5/evFLfvZgzZ+YLJTcHMmmYlCJv3/8Bb/yc2EfmVIkl7pzPNyKXALqEKnDQDTQMlDnjI3FbH6MMQ1NjHzU9hy7GTYFktEi6TIWXdWMU3EzGfYmmH7BtB+oi3VDVTWYuoEcoN5H6ynG9VgS1eEMu5jhlx2rzZJkM42e47ZemEhKMbhBJOE5QhY2Z0oyWEiArsxqtaHve1SVaaYSH4PrqO0Ea+bs7R3ygx/9mMnegRyKRgBHKUyCBQmFI0Sxn1DaSgKtjBjChwheACBtDTWJmJSwRGygX13iHv2G5Xefw5PH1ASGxQy7Gch4nEpcobgEroCQNXU21CrJtpeBmIrrQcLmyJ0sA4x0XfP81pwnxxWH0zX/3Y8s/275CLB0zQGzCJ93lr87m/IyTFBJ4ytFMhpTPER3cpgbh75RPnXz3KaVQuka9ETaETGIj6ue87+dzfkfNzNW032OnCPozEG6QlNBNcXqRFIChAlBU+3kjO8DYjKKgMECOkHOZT2pgcF1bDYdygdSlKKqTwOh+M6mnAmk13JYQGLMjTkseXyQxpsrOcwHsTWQHFaUBCEQcsDlQFeadKGAnSGJd08dIylEYoD//vYleU/YhCjxszXAZr1i5Re4akqTHdaPOcxd57BQPvCkdjnssHf8uO05TnJsCERQBmNrVGV2n1ZaJPT+lLrbx/Y9k9IVrpqZeOOmSLZzLBVqaKmmFdW8khy2XLOKK5p6ivI1/dC/O4flLF5BN3JY3w+s12sxdJ8K+2PwLTkkrM3U9Zw7d+/z4OOPycoSi8H/GGNT5WlKDtNklJFhJUkjOSwlchC5sBpzmIoEL4fKRMf66Td03/2G7aNvmFycsZlV5GgxXYtXiU7BuWKXw0yWBpcpslQdEYZmyWHzMYcZQzef8XjfcnZYs2rEEsQQGazF61qYlVqjsiXpRDQGRZQJ0TnL0ICs6I3C64Q3in2/5N/cjXykOiYuoJNhaCyNieyZgoyrmznsBthHKWzGHCazS6Rh90YOU/DeTn1G4VQjXrsxYOJEBiioIIfjceBYybGoUZFw/QxSf/3+QnH386xKQ32HDVMIE2X/uQEC7Z5SINZdfw15rOBDateQGT8dSWOqfA4IAK0LsIYqBQk7DDd4Rxib7T4wDAPtckm7WhGckz2LSNu1ZC8jLfZmM1QcOHn1krP+ijZnQt+zUBXTTccPqhn3b9+nOTrmgsR//Ntf0fYdpqo5Pr4lcRidyNH9miYE9mvL4WKPeVNTaYVVijifMpvUAsTFSFKZ1nds+4o+WZa5pqfnhdtwoBOLyZRptWC99pysFf/+779hVjVYPeXWdM5xbbncXmEmh8xy5oPbdzg5PcVtNnx6+x5fnDzhZLuGekptmxK/FUnJOV0j50lthZEmjT5ZWzHGHQAzFoy5FE4pRExdYawMPxnlrz4MpJikMAQZZgJYU0vuVUWGV1hjCtkLjC2gaZG+jvuI+JLJWJJRBmyNxYfivaoV9cg2TRljrPgJ5owxlexfxlBhd38LsBtalbXhqp+ySTPqupbcFyOqKNnye2S174kKrpFAtWvEgYCpN6/vA8bcjLGdNdQuxq5BnXfHmDDF/5AYEzssaRDlEmPptRhTlA9lt34lxiLOObbLJd16jes6ssokEv3QEgePAY4mU6yGk9OnnG0v2KZE33cssqEZWj7AcvvOLfZv32NZaX7x69/y2beP8CFx9+59LJCCI4eO7DdUwTMzmsP9GfvTKVYJK9qHKdOmgpzwXogobejY9pY+WpY0dLnnleuZD5nD6ZypnbOKPadd5j/89gmHi32MWXBQNzzcu8X66oxqWjPLmftHx7w8P2N1ccGPHtzjUYx8t7wgMaGxU7JPGGvJ2uxA/pQypjI7BjTIecw59xr4CdfWCxKLZieRHZnNcejFS9dcS1TF9qFGaU1lGjkvF5WERkBNbUZ7JmFDuhh33n+6xMYYx1VlCV70a0Yb6qYWUo0vzYwc5G8yBZjRUCkjcvqyDnPKpbmbsKV+VXhQoowxCAMu8u6p67Khl6Lk5qE1C/A3WooJ6aQ0v27Ewh8eYyUWxvqJf0qMsatLv0+M6RJbo6qODDEIrhLHGPOebrWiXa0Z2q0ocXSidz2+H7AZDuqGaWU5PXvOq/UpK+/o+o6Zgbpz3I1weHyP2/c/ZF1bfvXVN/z8l7+kC5679x4wMYbgBxRbst9Qh4EpsH8442A2pVKa2opdUV1ZjGYnz+5iTzsMdN6wVplNspy7gaZfcWu+x9ROWKY5l87z8y9f8O1ZIKk5C2v5+NYR66szlsmzh+H23j4XOXN2dsoPPnrICzJfnL4k4GnsDBWKosvYnb9sKqzLXTOuNBCGYQBGgoyAn2OM7RoK1pJy2nncumKTpstZMpQaodISY7auISd0FhsXscVKpRck99FaeW1jzC5vqsLsvLZwiTsLmaquscYUso8o22IS9W3UMmx8biIPGvHul/EnWhoFNxpotqrASc6WOR1vdaH/SdcfndE5csnQiRe+53fZ4u0BKYs3lKiwAm17xpARA1cf6LzIx12OdM7RhSInjwODG/CFsisAQyr+OLF0oYpkutSxwpBN1xuCHvs7+Vq+W8yTd6yd8nPp3gLF6zFryFHkjCKIH38u3oHj8xwlzSdoFsahjEOZA2FemilKTUEJK0apgA7FP2Gxh759m+QqgjVolcA5ulqRrcVtPLNmitWVFHhEOURp6R5FrcgqEqKTd5+FOSebqVC6U5bD9abdyATAymJ0TQgJkmV/b58QE3fuPeDu3YcED6ay+CGKH1oWRkyua7YZeY8qYa1GZwnOpEyRGkqi7GJETJgTJMWCjuWXf8fw7Wf4zSVfnJ+gk+ff7e3x8WpAk3DAqdY8zZlengmDxRIKW6mwYCRDClPWQKUtw7zh5M6EZ8cNV7MKZ8bp0QjYppD7XoIrkiUggagTQUXIMgSmNZH/uhn4b44uubPY8pHqURgxE8+BbCBqAenKqn9t/YjHCbvKavxSwBtd1k0q1HFJujnm62Tz7si6fgVVMBgDvfI87a9YKjEbjjmQgie7hMuZTid8joQQGZyn8w6XI0MIdH4Q64boGfyA906A0OBIUawg8AHrPa3RBBKT2OLMlCtzxMHVK/zdiDKq2DBKw0BnxFlKZ2EkkTHiY4wubDay8Jy80TKBVUEiElUk5cjoOZpVJpUCx4bERxgWWaG0xWCkQMaiMKVCzfJCTU2qDHFSodIM45Ns0FpjwpZgAmFmCV66yPuzfXzvCYP4A1XWUmWDTEUW+VEqG3cIoXS75H64wZHJdH1H13dobah1BdkSXGDS7NHUE2zd8PEPfkxVz0hBfOiSKp4oaOpqRm9M2V8Sxsh5TOsgbEGliUphKkuICZeKeXRO4ru5fMSrv/9/qK5ecHZ+yhfLM/7ldMp/aQxzBERaa80zrTgPMuFYZ4ORkkESdLERkZuVyDZhtMLUFcvjCc+OZ5wcLNBVYDEommJQrXykyp5aTTBBJrwGI+lgHAiWdq0HCYjXgJH8+rrPIyIeZTqgKfJqnUBrQ1/VtFXNXojCCspWpl6isSaQlSapVA5dN9oEbyKqN+KrGglZGpLxJJVQ1HTDFc/bJ6xzI1Lz4PBe8lhIAV8YyyEEWucZgsPnROscfXT03jNEx+AGQvTXMZbStUz7P5HDyKP8v7At8ij1Fca6L6BTVf4+GScVMaOthUYYLmrMYSVvKUi6oEAZDrPihxhmSDe5yhayOApK50Hiy2hFtg2hsjBvMDGRfSbqSgYMOk9fQZ5a/NYzradUpmazKjlMKWpjyV4TtAIVhV1Jfn8OS4HtdkuMcZfDYpDp53t7C2LK3Lpzj/sPPiL4EidDElYNmtpaaPbYppLDSMIGyMJESGUwTDYGbQx9uJHDsmKeejbf/or2q38gba/44uw5KQ7828UeP9p4DIkWONOaJ0BXiiHJYalYhqjdGiPnksMylTaE+YTndxq+vDPjxaKmN5qoLFkZTNLoTGFZ6zLRORU/rEpyS04MRhp8VYxkLZPXbyfPf3t7zl/ZHutK/jMJReZouGa+vBZ747lJcW07odRuyMu4blISdYiSygh2BdS7klhhDoyMl9IYF08ndkBnMTGiiF9ey35vDi177zWmgt1/lmN+YXXn3YOur1Ry9+illlLeCRXk0dfMT26ArgKmFsCY0lTJQEqEwdF3PeurJavlku12S9u2RC1ngTw4Gq0hJ/E9VqCiZ2IMh4t99hcLnj5/xrJdsfY9J8sVD/cPWF+cQ/L82aefspgs+Pb8nG9PX3F6cU7KiQ8fPiQMPa+ePWPRKO4dH/HJDz7iztERD27f5u7hAYvJhFnTMHps7O0vSCnRDT3D0LFuV1yuOn7z5SM+f/qMKy+NvjC0XG63mGrOfLbP1XbD5WrD2nZUBLKPdDnR9gN7R0eEdcvp5QXTScN6ecXetOH24SGXfiBYhSqfs3NyhjXG4Fyxismp+JUJ2CGs7WYnmR1ZJ3XTkFPGJ08K8bWhQdZahsGVQT565xEopIeEsjJIqNw+ybU5XUtobzB1R7+zmBI+xp1kN8aItRZr5etUWKRaK7TVcrYiMqntDfKyEtJFCbqdd17OBDS//GrFk7M97GKBG1qs0sQMLsQ30+X7QyBLgfvmOJSx+TMOybp5/cExVupVtWtGgFLvjrE8xtgNUOW9MVb++/oaQSQwJV+plIne0bcdm9VaYmyzYbvdEsgoa0n9QKM1Kkv+Q2VS9DTacDCbc3Swz9n5OVfrS/rs+fblKz44OqRdr+i7DZ9+9DF3j+7w7PKKR89e8vLslE3b8sEHH1Bpzcnjx9R4Htw+5sOH97lzeMS927e4f3TE3nTCrJlglNS8e3t74u3c9zg3sN5csWoHPvvmGf/w6DHnYRC2t++57Dp0NWU+3+dis+Zq09L7gEkBfKIfPNt+4OHeHhMMJ69eMJ8v2KxWDPsLDvcXLIYtW8b974bfrbW7GJOzuKyVmKSJMJlM6PvXpdt13QgQmaQ+UMWeSylhaTnnRB2nlMRTHvfRtFtH6cbCTVmAVxDF0hjnY4zlnMtglwZTgJaqqjCVDEBKuUx4V2ArQ/SiiJk2E1RS5ex0zQTfxZjWRc6td4D/qHQTxyOPTh71Fu3x9aX/+n9nIABe1mk5a+ZcmhfqnyfGroGj3xNjWWrKXYyVvJrfijGAN+P/7RgjZ5L3DF3Pdr1hdXXFpsTYEAO6qknDQK0UutgNJZ3JKdCgWMym3D48ZLPZcHF1jleRb1+dcHv/ENd3bNdXfHzvHh/f/5BXV2uePj3h5MUJZ1eX3L93n73FjOffPQLf8eDWIffu3pIYu3XMg1u32J9NmTUTaqMJwbNYzLGVoe17vHOst1es256vH7/kV998B8Gx9QkVI1eXF6BrFvM9hvWG9XYgcoGOA3sTTe88267n1p1jDg6OeP7oMQeHByyXV3SbNYvplMM9AUm1UpBHNiW7mFA3PscxV2ilmU6n9H2/WwsgvtBGaYZhEI9M4m59VFUligeumaG7plxOOxavSOTlJVOWYUgKiTGrrgcjjZdzojwYh38ZY3a5Nd5o6Fkrg4xcSExqGezkEvicuTfX/Ks/fUilz6HMf1C6zGPZreNcyHARZUWpld7Dmv7HXH88oHPsPIybh9Z8dfqSf3/xFWsvlFjvW5zriMmRswAEATlwDDHhUyQZQGtCTgQlU7zlQC0giomFPqCloIMCIpUiQlMYd1xvCglJcGPi373fnNnp/W78IWPHQxzT5GSiTAHZFDtQJWqRIlYoDpWmUpZpdpIw3IykNS4bqqgRXocY+krRoqCqYDJF6YqQPH7oCUNHVp6sJ+wd7BPKQKF+6JlMGuZ2SvaRHJQoNKLHhwGyTMRy3kFm141zzgkjrm6oKlvkk0oWPZ4Xz55zeHjIsF5z+fIFs/k+9UyQf6J0dbSPDAZoZqTksSqWIRkB+VA0tgR2SIAyOBdIKbI+O+W3n/3fPHRP+NG05surUy5cz6Ey3NkOHGZP0LDJ8Colzsq9MUBD6V0nSsu4JCykQMRIV9rVhrO54mxu2U6EjapLQZXGATJ59MFUZfq6FCRRJ6KKmCRyOkfkzyrH/7C4JCEHD1SNImNylInjCnR8g3ZdWmjCHmPnD6gLk0wU1hqlFVElvApy0AYprtTbCfR9V1KgjWYdOv726894Gab03tGHQQZduYDPGWcyQZVhWzExRGGbYYq0MacyAVSkuEop6iDDoJIGoyPJJLwV+X02ZRK31VDrwlsb40ndSMolrhBmjUry+cstk3jTZIJChhOVqlQZbmR1ATqjEsC6zpr7WjNRBnZT4IIwhm0u3d8MRLByj1NTScjaTA4KPzhMvyUuDogE6umEA6VBw9n6jBAD0+lEwM2twyhFyJGQHC4MkGVKoy/dLRh9VgIYxWK+kENZiigs1tZslys2ccm9Bw+4On3JYnHAbHFA3UwF8Mvi8JNyZKimJe4chkwMbtxw0MaKuX4IKCUdOz94cvB8/flv0Se/4E8bzzT2/M3FORsD1eB5oBO1TvRZcZkzLxNsSzxUOTMZ710a98PxUCiNBKU0aMNqqni1aDifzrhtV0y87LOZQK0DWgV09phxuqoBExUqIQ2jkoAlVK6BznEvvunfdH32U2/8v6xRb2sGUwsgSUbpCpTBIN1cdMYTkSFp5Sin3x9dr3mHacijvQcVz89O+L+Wf8NZmopqYOiJQyBFcDiCFs/nGBMuJlyKsr+U5kDI+QYo9K4cJkGjUOjfk8OKWF7Wyq4yLIVb+TcCuUrlAr7EnXQ+58KSHjXB5S9OWkAei2JfzHSYRE2MchjMOhAtYu2hlcSXAqwiV5pcW0zMKJuJHvzQEYaWrDxJZRYH+zTe44KnH3qaksMIiRSkuAjR44Mc+mJKeOcKUCEHM+8cWYkMzVZi4RCzMLEigZfPX7C/v4ffbrh4ccJ8sU815rDS8NI+MaQM9UyY74QyiGTMYQZbGZzzhJhBlxyWE5vzM3732c+5133Hp7OKR8tTzoeOhdIctwPH5Z63GU5T4rQUKGMOE5ATyWEjyFmaQRgB33ylOZtrXhw0LCfS+ExapEyjF9IOliyezxJpdvczX7wuJzmTMQxY5iHwoFvycXyGDo6sraw3pcDWRGOvi50SeyMDmhEcLCw1m80bOSxLZz7diO33QJ1m97ME9CQNWRnAYnKR3UeR12cUQUMNwn79TzBg3nvlLIPbimwr797nO55Pqd0gJ2BX6IrpP8J0VyNkkOTnpqxF7/B9T+86Bu/wbU90nna7ZegGVsslpFSG4WiSksF1PkVC9NRWYRUYrZhP5hgUi9qyvrpg1a4471Z8c/oMNd9n07fc29tnNm/IOfL42RO+OT3lMkaqqaWpG0K3JrmeT+4d8rMH9/jg1i0e3P+Ao4MFe7MJtTY0TY1WRnJdSuimIuaEiw3a79G4O2zuB354+xZ/dXKf5ycnPHv5iq9PzzjZ9LRxYDKZMXcVrVujmpq6kz2g0xkfMpfnS5JVNIsZVecJBpzy2JT4YO+AV64vAImww25OWjbFFmn0EteIKmkEMEeQ05QhCQqKpLywn5LYhgAyzK/4oGql0LYqgKoMjaiqCh9lEvRo9RTzNVswZmHajNL6uq4xVVU88AXkFPKFTK5WCvFmSxmVFNboXdMmpyRn0iC2ATEE6WjGxIhseGU4y3AVwXeRg0o+AxcVSdU3BoF9z0u9frgcCQO/D8z5nk9MSd5yTihF+3tx2PI+UnkzqlRaapTIpsROlptLjFkBs5L3+K6ndz3OO1zbE52j3bYMXc96vSL5sNu7tMqY8Yzrr2NMK8VsPsOimDcV/WbF5eqSlW/58uUTOluxcT136gl3bx1S1xVPXz7l65NXvPIeVSn2j/fJvsMHx/3DKT978Akf3brFgwcfcHy4x8F8JjFW1xhjr2OsMiStmM9qVMxM9o7pSHxy+y5/8dFdnp085/nLV3z96hVPVy1dcDT1nL1mwnpY4ace4xLZzemmmSFllpcr2tkE9vewESqrcXhUhvuLfV65nrZ1WMQ/sLLVawO+Yno9xoZhICaxtrhmoMn61owxJvdpJBqNjMuQZTCeHs+rRpry3nnqpn6NNarVCHxK3TAyo0MZ7NnUNZPJhMG53c/GGFNaJj6L731CRZHTayXPk2MkaU2OQlII3kuMBWm3R22l/NdZcpDWoDw2ZVQONHlA5mm/a8XvjGN25zBDJPsV4eoR9uBjUA2KhFGZnAyMthT/hBD73jGm34ixYrOmdzE2yu3HGAMpThXZB3wvja7BO4auJw2Ovuvo2o7tZovrOlGbobAaUKKEjC6gK4kxpWA+nVIpxbRuiF3LxdU529Tz5YvHrHJiGh0zpfn4w4c0Tc3J6Qu+ffaSk6Enmsz+8QGKQL+64GBm+dmDH/PJrVvcv/+AW0eHHO7NaLShqRuRTmtFSElovMYwn1bklPnh4hBP5od37/PTh3d5fvKMZycv+PbVKx4vN2y8o7YVB7Mpl+sLnApMIuShoU+ZPmXWqy1oSz5YoFFMrMEhze27kxnZDGzaHku1UxyM67iua7FwKHiERuG8Iw5RcIEbA4fGXLOzX0FdDy0avTR34Ld47ZqqJiYYhoG6Fml7TqNfp5J5P6UuDzG8NvW9aRomkwk+iMLk2uNaVpeAq4LjqOiprSbpBpeAOBD0FJ81TX/Kh/Ue2neALes9ohB1b05i6TbP8px9kH1A/aF57PdcfySgsxRryWKLMWpWUz47P+f/bP+GwAAxUUdkwIJWVKM30jXFAbJGRYPS8sZrNXYjpPtYoalykZuhikWaBG5kDH5h+YifZznY5msPCvldOVSItOS6wC74F2OJqcp0w4wkTq3yzguNBCaWfSUZdHDU2w2GGdrXglxnjzUO7bcoFVE5krMAMWRQLpFdRGVZlJaEGTp++ORrTu59ykVzjAotw9kzNmEgTyyLLrDabOljJmbPZNqgVGZwPdvtFmNM8SUBRYTsqW2N1oah64gx4WOiNomrZ19yd6r4sW5pnn9D/ShjlWHjoYsGvThETfep9vZR0wV2MqOyFdQNfek8U1XCXM0ZfI/xW/rlGSePv2H98hVNHzg0aw4/npKnd3niMhvfcHc+Y+UcJ9niVOZ3Bi6DBIfRYPPNmlzoXEkrqcyzlsFXWRPR9MbSmpqNFehbZ43NGZOzDHRAOvNZV8RMGSiUIUXImiqVxJQiOsrEbVKH8pX06rQhqygsqSJfVSqPTmKMnp26rOcxIeXi/Ge1oVFgrAaVcWhi0iJdjnGE0scy9q3rJtEz60xUiWwyq+j4xaPPeBwaAgmnoqztLJO1K254XY4LW2l0lKTXFOAoJwEblYKqsLncWNyqTDAIAzDIfYhGWGTB5EKzu06+qmj8R+aZSkm8XHQBnVVxf1NJDlTlrKMUaD3KJJCEnMbJu4qUwXRbmnaOCZIUUu52GT9TthGjpXNbiZxMOpuaiMVajQ2B+xev+PDlE77cfwj1gnT1kvbqkmE+4Thp4mpD5wJDCNhaFVlMom1bnBtomsluz8jZo1WmqRrxA952+BjRxuLXr/AXz/nTB0fcaa8wn/+SCYaUFBcOQjVDzw+x8z3MfB81nVPVEzGLthYXE9k25FIopRhQvkX1Gy5ePuHl429Jy5a5H7h32LH3o/ucejjpFDRzdK14MXh6ZXlqEt/kjEtRiuqsMAVoFbCtNJmihiTutWRNRuOVoTUVva7ojSHoTNDi9eONp5t0LAbIqcGbSE6hSG1U8SnSN/bf12GGkTkma0CBKg0hZG250lGc6gi6RZmKJt6mCQ1B9WQd0CZQZ02tErYACSlnktKgBBgcJ0i+C+QYJyJrMjkpUmEyZh35eZv4n4YtdjjDRAdhwJTDnRkB2jdzmNaoKHtQpUvhXfYhqzT1aznsOvZ2OUy9K4eJND2TUEkGvumYUEn2y5v2K2oErXOS4S67YrTEmCA6IryI8toyHMdTbbbUeYEKsrZTdjsZcYYSkNLwMJUUCYpMVhVKG2oyduj55Nm3PLlfcTo5RmnFcHrC1nWkxrLXR9brLX1MhOSZzBqUzgz9QLvdyoCSpkGphCKRs6eqRELTd5008EKkNrA8+YpbVeJTc8jk5Duqx5laGVoPbdTo+SFqtk+12EfNFtjJHGsr6rpmQOwbxhyWcyYi8vlzAAAgAElEQVSHHuNbhtU5Lx5/w/LkJU3vOdAbjj6s0bP7PHWZtas5ns/ZesdzIKnE7wychyjNi5LDFAgQWVjS0bDLXSpLkzAr6IylNxUJaFLAxEhXGXqrUeWMwAi0lbOESp6IJ5YDYyrsQIMnpTk6zQhpn84EUqVJydLaA6oUaGLcedLucsTYqOIm01oO3EYZagO25DCPDCHLZQp1WcXvzWF5XJ0qoFSHzgmVDTlreQWtwAhzXTzeKYMs3patv2uAw7gfy2vl3f1MIRTZs9797ugFKzvCGLeS08UT+HpasM5mZ3WUsoIY8H3HZr2ma1vcMBC9sLIHN9D1HX3b7prNo/xS7Hzk66kSKXtVKWIQxvW0rmiUptGauqq5vLzgdL3k82+/ZBMclVJMvOfO0SEPbh+zUZ6vvvtWirD5lO3LV+zPplQxcstaPvrwBzy8e5tP7jzgzvEtmqahstJu10oRSqPOVJbgHQaZ5GpJxOQJDTQ58tGDj3l470P6P5MhKo+eP+X52QXfPn3Ct89PMCHROM28mUOtiAqCc1BVnK7WzCcNQWu8zkyNxnU9xhomWbGfNJch4AnU9etS0RACw+CK/5fc17o0043W2Lqi7zo5T2exYtJaGpG5WEGQbjDKssjmyJmqrkqhrneKkXHZmuLZm+IN/0LEdz5b8eAcnKOqa5qmEU/uUeKbZcqzUoqkDZEo/oTBUzUWlVUZPCgTcg1jsTcCPlJYRFUx6EzAomyNSkE81ZVGafNaLLzvUje/Uje/O1ZLr8fSO4cE/p4YkwajbBGp1Emj31vMqcjiy1mvxFjO0rw2FEknssfsvPGLP2OOkTAIg6zdbnFDLyBxFKls7zraTUtOBSywpkiSxdsxZ5gYRfAeayFGaZhPqpqp1tQFgFltNpytl3z56Guu+hZFZi9Gjqqah3fuEGrF/8fbu/1almXpXb95W2vt6zknrhl5qaxbV7m6AbvVtozABto2D6jd2Aj6AfHn8GYJ8eAnEA8gJCQM4hEEPFjC3caWsbD6kt2q7qzKS2RkRpzbPvu2bnPOwcOYa5+TlVnV1U2rtnSUERkR+1zWHHOM8Y3v+8aPP/uEq8sbmM1oj3tmVaDCcGYN777zgneeP+FbT97ixdNn1E1NFUKhtKhtTxLwVSDFkWwszjq8r0kyEivBk3nxpOatJ8/5wfd+hePQ8smrV3x2ecknrz7nw09fcpV1x8GimmEqh3jHsesxPnCzPzJPmTp4rnNk2QS645GmqalEOBPLmEYGUUbkw+cYkwIc936cGkeMIwb1lu36DhnLeXEe7x1dp0uMbLE3O9lJiErcM3LyGLTGEkI4DcxUzu6BSS5vCgindTYeYkp0JcaqqjqdzYmd6E1ZumLLgkivLE9XeayxpGL9FEu8W6skCO3LIk7GUh7lAspYMElzjvUMNpCN/0qtCvf5EXQRpxjBmoHYXnP7wW/z5N2/CtUMkxIGsDYo2GTGP3Mey6UuFH4ixgpr9qfGWAE2meZ6JcaMKLNYjNO+c+w57Pcc93v6rieOAzllxnGkG9QzOpeFUWoHoDFmg0MEal+W1VgheSWGNaFi5hy1MczrmmPXc7Xd8OGnH/NmtyGTWYmwNob3XryFXQQ+/uIzXr36AlPNGPuMN7CsAgsR3n7yiPdePOWbT5/zztO3mM1mGmNWFYLiHIMILoTCJAZvA95XKu2uMhbhaah4evGE733n+3Rjx8svvuDl69e8fH3Jn3z8EZd3R2S0zHyDryusDxzbDuMDd91AvNsxqwJXqWc5q2n3B5arJT4LZ+KIaaDNI97fsyMnSfi0PG/K/8F7TFF211VNP3aM44ApecZ7Rz9EYsxaNxQrlunf55SKRYPFGLVlqKsKSrxFIt55HSYUkNUWcPrktwv0hc052VCczmVhfXprEe8YYyJYT4oDJiyxVigmvaRkcOOekDSGBAsmYER9QhFzb/+SJruZUu/9lFrxz/P6hTE67y8FLY7FwJCEIerGdTNNSEGDzj3cUDYV2obJn9SW6RsielFMifVLo0lz+q8pYNY9Uin32E55n4fN7n19/4DMbSh/j5P9hU4/9cOo2QKnwpjy5xlyPzLu9/RkyAFyxBpBTI8k3UZHVpAzWt242e/3uLs7vF9ggkp/na9YvvwMd5u4ungb54XdbkMvQopRCyvvMdbQ1Apotu2B7XZLzonlckkqEsm6qvAOSCOHw/ZUiF1fXbLbvGHlW773r/8yf/Ov/BIrIu2bGzZvLum7TJc9N8cd+92G2zcDt0OiG4U0jsQRRtGPaBxDYYhcrBvWtcUMLWbsOHeO9dzxZL7iYlbhqopnL874hhx52znWPnC9adnlzCYpANkYQ20MAUuVVZjsJzbWKclMzAqV5aiafpJIy/3RmBJLvj975XQ+KLLKMyzvpyC9Pn9TQAZtVg0aTomTCfrDsyj6PtN7CdMZlBOI7opsJ+Z0fx6nM2jNw3f7mYF2+sw5M8SRMSlDE1cgU0E/b5Hn34Od2tiZAirZ8kdTuExHffqFEXPa5CZWQRrHtMQJ3Ank5fQz+9IXWvK4NWXCWBp1xTEnZMYUjbbGlykTyanpniQtkoR0PDLu9sRc6cTWGVwWTBQkRfUilbL1zlmquoHgMHWN9bWON0JN3fYsf/hDjucdN4s1ftyy298hBi43d9RZyMERgrI31N92y26nW52NUaZ05QPOKCuta/eMgzZmMgx8+tlLTNzwrWcL/uqvfY/vvThHtlv2X1yxudmQqNl2mU13yf7157zuerajFudxyIypxBeW0RqiCE3teLyeUTNCf6SSxLrxXMxnPD3z1KGmObe8/+KM273w9syT0sDnw8ibBEegstBgCdZQiSVkS23SSXKp5DBzKpiUyazgmU3gslF2+/QyFH+fAtqIPT07OZ3Ue5bmPbDy4KSUQnZic0oWFOabBk1TvDlUyA5mcsIUwUqFNRCKrDpNgM2DM2bKGftpr4mJprLvrEAMjtX+hsdb9Y4cfMPRNkoUE5V1TLH05RymB1g/5ZdzmDV8aQv9V3PYg/L6SzlMwViZGsPpRhMFLu0Uh+jziFabOy/F962YyJ9ijKz3orvPYTKMxP2eKAayI3ld0KTToYRktUCIKUHOhKrGVRVUDlvPTguzrK9YvPqcsMlcX7yDCYbj7pYuJWWWdy3We7CGplGfvLY9st1uiTGyWi7JaSTGSFPXSuqRkcNuh4g2SrubK7Y3r1n4I9/5K7/Ev/NrP+DcZ7o3N2y+uKTrE33y3LR79rstd5c9N32iHVWKNX5NDsMYLlY168ZjxyMMHWclhz2erbiYO2wIPHlxxvtxz9vOcRYCm7uOfU7cfk0OC9kSUE8jzSOnoCn3rrKrTRZMMrhoMFW5ZcXhyrM9NUhm1A805my2JKd3qxONL5FcLFmUTfzQysuhqxPufca+Joed4nM6j1/NYUnyiQWuy9PNT/zbL7+mgbQCtYM2YdmozYRV5rc4yIV2bMogfLouHjaFPwvoEVC7him0nEWHJ0XqZZQdff9ShpApd1Aeo+YpA33b0R2OtEfdHDt0PTnqEqu+7+nbDhlGnHeaI8sdUk0MqEnmb/RnlFC2RLAWB4ySMF6w3mEkY1PicHfHDrja3XHTH2nHnkPf4Qw8CoFHixl32zu+kJbbsUcqT1jOqbcVT9ZnzMbE+2cr3nt+wZPzNRfrc2azpap/UCBSCligC9sMI2rVEkyxgHGOXkYaa3VwlDOzZs5yuebRas2vvH/k5vvf5OXmij/48GP+xf/zBwz9CPM5Q0oY1HNzEHDtQNceWD1eMfQdjxYzzpZrLt/csMLSOUc7RHx2WKOS8wmcXCzmyj4zWn9JFqqgy0VSHNSWwlhiVMubFGPZUMxpydDUHIpMEl0Frfu+V0ZraUanFJNTPnkHTgCOM45UPP5taWJ9+TqnbdAKFhUpcAGOrFWmsi22GEYE72oG0frESmkAy7DZlNObrGM0FfiAcR76ASMBgyOmn0+6fh8sf3o7+SUg6eeMsamOLkUapkiBs0jxtJ/+lg4VJqWTNQaJyq4VZxn6nm7f0rUHju2BoR1I44BIou86uq4jd4P+vKw72TuFIkGewLSRCFOMieDFEYBeEsbpebBGsDnR7Q60Ajf7PTfDgePQcuhbBTqt5elqSdceeHPouO6O9M6wWC2oDluWTcNSLG/PGt5/6zFPL1Y8OjtnNl/rossHMeaw4AxR1APcZYtxATAY5+lzT40ON1LONOsZC1lxtljxl957j7vvb3h5e8kPX37OP/1n/y/7w4hZVmo+Mw6EUNFjcENkf3tHvW7IGeZ2zqOz57z54opFtrTO0w4Rm3WZVi7DVQTm8zmjbu851V7Bqx1KjCPW3IOGIolhjEyFvd55GWfKAq9c6oUyKBqGQeuhEjNT/5bzZNOjbGwsOO/JqLzVOseY1CVzisFJpuudPeXRSbpuRYcTghSGdc1YwB2NZe3bc6mdLA/6L0wZOJazaiy9WNJPYztPrSI6AswGAgM5Cu3mYwS1TnLGFjsWCzlT5pQ/d4xNcfbVGFN58tfF2FQ/G2MgZR0UFjCyO7R0xwPH456+G4hDD5LpO1WLprbD2QcxZsCjyyh5cAYoCskogk+quuhyUrmeNVgreEn0+5b+7o679shNd2TfHzj0LVkyS2N4a7kkjj1X13dcdgdaA+v1ghB7HtWB81DzzHu++fwxz5+suFhfMJ+v8d6qLU9pL9UTUzvSSfRp8MWmIDC4XpVr1pOyUC9nLM2K9XzJd99+m3274+XNd/jo8pL/63f+JTc3B+yyJlvo+oGqCowYxjHR3u2xM4fYCmfg8bvvcPnmmlmCpQsco+IuEyNTECQJdVOfwMnJt1lJOKZsRZf75V0kxqi2jNZ4fR4I2eT7JXjOnnqAcRjJGXwIGsfT2cmqSpiUERhwXnONLt3zjH2PKzH2cFjnnCu2SGoV5rxRywwUcYkp0jhHb3U4UpmIy602iTJhJ5xAGGsVwFWgM2OcJQ3jCbz/i3j9QoDOe/BR5aQQUTahwUWPt1nN8hNgpSi4pFxSgthCAjdWG1xjyCf2AojVH1a0htHkU4MwGb7baXRRAJGpDZzW2VMumNNWuAKU5Qloksnr4L43Fv1yEAy5gD3GOcQVbwwBNRtWeUogMMNS2VR8EXRiK0l9HfU9IFrh6ISZNewuN7jPM4vFGX4WMN5iTeAvj4mrz17zz272tAtLPXNUuWJ/cweNZ9XMsWixtNvv2WxuGceB+XxGjj2S1UfB20yzUHbA0B6oqpo0ZGo6BtNyduaZrzOLx473npwz/6XHbF6tOVzvuHxzy6NdpO+F7XHkNgZ2Q+ZwvVeJTklY0TkGX3HIkbHdE3uPi5HzhWNdBZpksTikrxmN450XZzypZrwzCqvLa/5QMtdGGAQqY5kly9wKlSSWkhCTqQp4ZwXd1ItFleNCLdAkw3y0rAfDVgzZaENjrCm27YbJbDrLSWytQKBokzWdMxV3WxAPtBjJePEgM0RqsAfERO3KfuJlmBLNfXE5yfUsBl8SvRdzajHFGKXbW/vVbXhTfBXwUS/xIsPP4HLG5kxVkJ1cmlw7DSqn5poibWXK0YV5M9HAynDBTKAimWQMmIwvf8eJIWRDQD93SAafFDiRbEi+fJ2StbEroVXeUL9PFHA5gULTggFj9PK2yliQh+hrkfxJtjTWUxuLNQ7jDTkYXASbE2SIWUg5kfuefOhJGXLlMcuaejYn1A0Y4ZH1/M3Nng9uP+L3FxXzlaNqPO3uyGFoqS/WVKFIplJie7fh7m6DdxZnhaE74It8ZlYH4tCz3dyWQsZjxp6GFlcn1heOZi08emfG0+9eEO8u2Ly6ZHd74PJyw/MejsfIXZe5TQ2HXUu72RWgQ4hA9IHWWtockf2eKFCTuFjPaJIlGIuNNWkM+LXn3/jmY9xd4gdx5OXtLZ8aYVueb8iWBY7KRuY5UouhNg8GBglIjhQiyQhBhCrDLBlmSeOz8roNXU+8VekpDsGjTDWDJZMJZBx+AmZOcGI516ehxIMm6wR4JjA92FBQdEemIZsZxkWM7cH3mOwwOeBtwhNxUp3uilNN6kyRwH1912dKEzrBJCGPOEmQKv6OvaJa7fk4LPmdmwMfVu/hqajKCnbDT8lhfDWHGWOIjj8lh8nX5rBkDWV/O87oMgaDUTAsq5dyQTnJBkYnjEqQ0BvITPFlEeuKPyLK7HRFYimOmbG6QMdaJOhQxA1yWoSRJWvRtm/J/RaMJS8qwnxG3cyxwWJM4Fdi5vbVG/7vmwO7haOeW2pq9jd35MpytpxjRX2gD4cjm80tw9AznzXk1JPHL+ewu82Gvt1RVTV5bKmlozYtZyvHfA2Lx453np2z/O4T7l6tOFzvubrccLGNDL2wPWgO2w7C8WZDTFHzUk6M1jGEimOODN2eOGgOO5tbzupAnXTAw1Az4nn+1oozX/P2IJxf3/JHkrgyQi8QjKVJlkXJYQvRwVhVpOY2A8mccpgxQo2hSTCLlsVYcZSaQRwu1dSS8VmHwhhB7EB2IDlgJBCyY3QOMVAXsFSsEG2i8yPRDVqAZsGnjDMjRnoNdGke1G73OUBz2IOGTE8zFvCFhepOwEy5220ZdHw1vDAIgWLDYQLRnFFnA2nQ847FMKpMfTxgJGIfDiz5alP4dQ3jqXGdtsOXryYnZaVYFBSZ8pSUJRxpVPlmGhLj0BNjYhwGbm9u2N5tiUNfJGETCKb3lU0ZH5QtNPktWntve6Rfm2WMg/7/rH82ZKNATY7KWESIKdKOkXEcaIeBTz//nEMayBH6w4A1DgmGzW6rTb1LXNQL8mHEi+VpVTMzwvl6wbOzM57MF5zVM4IVkBFJyt7MWT8XxlM3NWmM2OJjNxQmvrGGNOpQPkmLmIzxNceYMasVdrHk7eUj3nr+Hb771i9jjw2//Xv/ChlGRiPYCky0EIXWQp8zYXvk2N5xVgXee/YW9mzFF9e3NE2NR61SoiSMLwNWTGn6Bppa1RICpKiyWh+8ehxLLkzOyGR3YTAnptdD2Z8xhmAr+jjqsoVg7oFUjC77KzYjOet7SRSiSaUfmDbjPvTqLhtyc3nqeYohPZMpJq1DLYxDBBMJVaUMngLESCq2IKWOk6xbu41kclTZrRFXFieBMQ+B+q9/nWrch0E09Ten397n3z9bjOm5vp9ZmnvGmdFnp5u50ilmYpFI55gYO5Ujx3Hk7u6Oze2tDhFE1Qq6OMoCGVImhOIzV5bNTNt6T9o8Y4mpNPllgGSL163khHX6c4txoE+ZYeiJKfPyi1dsx16XqrQjksDPA3f7HV5gNJFVaJQFmuBZ3WCAs+WMZ2uNsUfNnMqBkYEcdelGRgq7zNDMGj0nSW3QxpTLgiqrHtNWSDIQ80jdzDnGCPM5Ml/wZHHOkyfv8713O5pxyf/6O7+tRJMYwQsmgR8znc8MOcOxI8YWP3R8+91v8M6jCz794jWzuiKUOiSmAVMWhFoxiMmkOBKqUIAWteExBnzwSDbEAoRMfpemMDBF7qXsMSqD0RiDd4ExRmJMVFVFLIw2OynYSi+ei8SWBJGoZ8pagnNICKcYwxj9f6IHOCY5sVOttaRB49s7yxBHYo74qmJMsXj9Fjnvg5YnG0u2vvRhAqJ6GiM9jh4dC/2UuCplZDQeoWJyoanyCDISjS07HYrO4QEx4M8dY1KGNF+JMSVQZZECpmUkZoZ+0OVcMbHbbrm9uaVvW43TstjSFlKJpETwU4zpe9xvxJayLEqIw3iyvstAn2BuHcZobgwhkGKkF2Ho1Yros9ev2bR72jQSh0TsM2E1Z9seGIyjk5G5rajCgjAIz+qarm3Vy3m54sliyaNmQe0MlpGc9HxldGHdmIV5mKlNSdk2HjvN185aclRFVyYxxo5ZPWefE2newGzO+eKcRxfv8P1vRNbyiH/0f/zv9KNuKs82Y5PHpUSXYcyJ0EW23ZHoMt9L3+K9J4/56OUrrVXLz2qcYgyD8XqPxTje+2WKWjBglN1pi5fsl2PMnPoi6+xpq7qg8ndv1XZCrVd003surE/JaqeFKLBojcUkXS5qiie/c06Vg9OZKflyIk7EnAhWewpnDXkURCzBWbXukgEbVqqAKbSnieWprE49xymVvuEBI3nyev95lAk/7+sXuoxIuQKhROZAkD1WZoB6LkUnZClsBZMLm+x01RTWnDn9MIACJpZmUhSMBCkNoAZq2dtbJkX3l0V51mUrdPngnnWXJxAFmMzyT4eMSQmrG9KD8TjjilchUPwPQfACtfdUszmBAHiM+JPnkzFzrAw60cyJOgsOIY4j+8trdld31OsZ54/Pma9XrFYzvmtHntx8xo/MiruxorvdMqtmOLPG9h3iDfnYcXe7oe965vMZoUgCmroiOMNxt1EGUeypHGyuP8cKNFXNomlYVo6lX1BTU9kZbz17wjff/hbt3YGrqxuub264urzi+uaG9b5naEd2Zk7tK5p6xq7LvNoeuDOOq5s9r++OeGd5PG943qzAQm+FrU04Bur9jsVsRrVaUFcNN3Hk88/vJqIrtVDsATI1yt+yQPUAtDiFhtFhWTKJhsjjIbIctRGbjHBFlIGiIKAWdqaAOjarDUG2MHoF8nw2yliUMvlwqG+eOJTJmbQxFP9wbPGTYaBgjaUANHJiM08LF6azqcdOwaKpUfz6yHrw69PUSs9eRk3WjYFsy6Tc3IOIFCENpTAxpRG01ha7OH2f6bw/hKImSPI075wAoSz3MTM1opTvs/SXYtDLlgk+0pctcT7J+61Rr5FsPcF4jHHqkYiQk3p4KqRmWdYNoWmwWX2PnCsMcK8Fh83gc0LqgVF29Icj/fFIt9vgQmB1tubi8QW+aXjrwvOt6w3/fNOxDU/Zbg+4PjJbrjkcO8KyJqXEcOzZ3m0xwGw2AyB4R1MHYt9yaCNxHKg9HI8HbrdbVvMF86Ym2MQqzFnYGV5qlrNznr14n/SNnrvbLVfX11xf33J5+Ybl3Z5Hx0hbNwwzWM6WiPG83rZcDiNDhKvXHe3Ys6g975wtqeoFcRw5GDAukfsj4Rg4a2bKlKoDn316ye1BPZtqoDIGcqYSBTE9Gnd+GvCYe/YlFlJBP89i4mxsuc667V1sGSGIw6ZQBkpZF5MhGAbEhAdAys9ge4kUn6QTqqEnL1tCDIWNOFD4EggOTIXPQaXm04ABFLg7dXQF2zS2nNWvdxAUYyYzEywexJGskPzIdx7B09rxu2HFB9s9SSzZDJhpmmA8E3P1SznMaQ5T7LLksBIY6WflMMk6DHhwTwhgYi6cmYnLXpa22HIRFkq1EVOY7fc5zBuPM0IwHm902i1WVCZmlQXuxFC5gJ/NCblCsiH4cl80IJVKZFxW785kA8PdXr0Jbw/Em2ua+YKLxxcszlYslw3ftoln159zw5xtntNev2IWGuxyzb5rIVjyrmO7uaNrO2azRq1RyDR1oPZOc5iFFDvNYTdfQMos6lnJYZZlmFNLTWVmPH/6lG++eJ92e+Tm+oar6xuurq64vr5hve/ojyN7OydYz6yZs+8zr+40h91uDnx+e8Raw6NZrTnMG4ZTDhtp9jsW84ZquaAONRvJvHq1IaX7WHKGUw6bNqLX5d4Wa06Ny+SvGsnUJB4PidWYubSJWCWscfhsdXlS1nOpYsegy8lcJk2LFkWtQXQ53ATqRwUQizdDFkciKOAnkzfp1+QwOA2E9YqXAupPbO18ii+gsPBVjs9PifGJgSDooEoBTiEvHmHOf4CYIxIj/ukv6fDE5MkR5nRH/HyFsWjjqVvMTneBER1aDaN6/KVhIKVE3/ccDgfGTqV6fa9ezJJ1sYApKiNDYWeXYYSyFm0BvUp2s9oggLKntfnS7d3OuQIw6l9NWRvr2gdmdWB3e81xc4c3ljEmdvs9A5mUhSY0SAh0/UCq5ow5seuPrJo5y9WMbXfkyXyOqzzB6RC1dhUOR04jQ3ekrhtSn0hlGCoI4zGpvNc59byLg/okWgXVxjgqQyd4XV6JgkwiQqjmEDNvPZ7zn/7Wb7F+6yn/6vd+jw8//Yjg1G7FhwAI1nqePH6CH+dU3vL5Z5+xXi64eHTO3aGlEt34PkkurbO6hGxMeO+0+RYFwCaJ7HQeUox474skr8hUc7lPreFwOCBZqJuK2I/qR5eFWdNwbNuTH+jU6KmU12KtEAobJnPPLJsWoZ4WNkw9hFAYqSr9nOovZX1qU2etVeBzWsQyDgqaOIsUD1jNBcVyJCdSHImSsaezrODhn/91P+j/yWT488cY6n1sDMZO3uj6ISkxDD1DHIjDQI5Rt58fjwxtR3s40HbdKSaHOIIoEGyMDvOdNUwyfuc0j01NvjGGNC2xKM88plHBTKfPJJe6XGMxE2xgMZtx3N5xeXOj/tfGcGhbDt2RZB3eBNbLNd3QEqu5ejN3R3wVeHHxiNvdHY+bGdkKdWFU1S5oPs1C1x5pmoY0FGAlZax3jG2rQKdAXTfEsVdAMTmcMYxJyRy+CozxHlA3AqGaYaJQr2b8/d/4TZbPnvI7/+Kf8+EnHwMGb2ucD2V/hOPR+QVLL/jU8/rzz1nNZjx58pj9/kgo/WamMKycIw6JNAy6CT3r8sYYdfgyzX21XLzfFq3LTBw53bMHh2FgHEea2Yw4jFpPicZYX7av13WtCo2mOcnlbRkc5MI4m7w+s4iypv3EekvkCYwv3fs4jqpUKQy5yULIFHDLTF/nUOpAazH3Wm7EWJJ4rBF0kZC5V/FNU/KfET9KHnFk/KnnCVmHFNEYvKjV3Ullyj0u8WeKMQzGOShqAJMVxxiHgTEOjIP6/I7jyPF4pG/VOuV4PJ6G6CqdLkMSex9jUno25/RZxlEXn2J1cHFvTyDEqD/v6gFb0aDexyIJ7yzL2Yxuv+Pq9hoZ9F5u+47tdkcOAbLhYn3GOLbEkInGcOxaojO8+/gJNze3nIeKYW6ovMWSqVwgmIAR6HWkxBoAACAASURBVNujDucGBc/SxP7tjuSsMTdrZqQ4kGJCSp+bclIWfQjEfM86F2PxocEbIXj49/+9X6d5/Jh//Dv/hA8//ohoR7yzVD5gvYPRcbZa8mRZk453XL+5ZF5VPHn6mG7fEoyop+WDAViOibHY50ygcUy69MfI/RUsWXt5zStRvX2Lkkdzse5qaZqmvKfm47puTrtYZrNZUUE1DMNAFmVNO6vYg+4S0Frlobeu3qlKYJjwMGs1ric2tNpHOhw6lMujKoyNDwieZCdMBAW+pzNcZIIpZcYxUhV+2DS0+It6/QKBThQcMr5MziMhH/G5xZiABN2wLIkisyuN2kkjrj9QlZmXZlGm8ngqrhUIU6aXwjxfaqCF0ya/jJTNmYKTjDWThE//4v3V81NepTFRfyqLNw5vXPma9YBOSyckWZX9uADZk/P0fUF0Dk/AJgeSsCYTskoonjxZE5/POGxbYk70KTFzDkPmiU98wxx5aed83vaMu1sev70o5taeRKQrl9rF2RnOWUJweGfp2h2vX33Oaj7n2bOnzOePePXZp7gyCb7b3LBuAmfzJRWOIBWVnZOTIxrH4uIxqydPeGfs2e93bG5v+fEHH3D32RfY1Vt0beTm9sjQjmzu9txaT3YV85WwnNU8XsypmxmWiK8D2IHeCwsgjBnjA8fgkHef4L/Y0F/taUSoRJmYHkMlGYcCwtWpSXzQR1ltEhMZnwdWfaTpU1mQQgEApEwty4VSxnGGIoIVYSgelDbpxW3FKDsKQ5qmMqmskDYjiALZet75cmNXmqBpii3TRJviEzjBGQ/ZleZBLPy8YXY6ovr9ZyPYwgrNkkqcFJBTdYVINvfN6wSMFPDVMDWuD+SFdgJaCiBjCqO2AMYlBE8/T1uM/434+wvcFNzJmFPxaUQ/v6VMqyzqY2pUOmdOjLgClnr9+x5obAXWIcV/zaQy0beW7BzGBQIGMxOa2QrpB2LXsttc66KscSRag7OGyiW+6Qcex5a9MVze3vD2rGZWqVxMrMqqDrsd3jlWq7UWt3WF5Mjt9Wvaw563nj7l6VtPGYeOjz7a0FSWw3EHY+TiYsaymuGypTYzvKnpR6jqOc/eWfP03bc5Hg/s9ju+ePmSj3//D5BmheRzNpsjt7uO46Hlenfk0CxxTc16aTifN5wtF1jnsJXHB0N0A8nDIuqzSk3NZuZZfPst3vz+S2ZjohH1rbXGEBTnwiE6msn3z+x0+RlIVhATmQ8ji76jGi2uiiQckzeQywHKYqqMx9iENZP0fGqEytn9ytTanEBOQUFHzYEWssPnyVdKFFxkgBgRlzCjAoXidJlTdqYUriW+RN9voln/LP/AZCb2t45XkoUxZOrDhufHDU9XQp0dtgmY3CESMaZGRMEb/Wa+msPUIuOn5DDhVAh/KYelr8lhWQc04u7VCGm6DSZgGL27XPG+VY9cMEXi6Y3KMDH3T2TKYS7pMA8X9N4wqOSqdDviLeIcznlchrpeMF+dk8eBbnfHbnuHSGaIkZmzWIRHPvG+PfKRrXndDXTbWx69eBvvA8Z6olGT8vZw4Hy9xntH8LoUqG/3fPrqE5azhmdPn7B49ojXX7xid5fAwe3mmnUdOJsvqAkEApWdI8kRrWN+dsHq8WPeHgf2hx13mw0//uADbj99hV09o+8yN7cHxnbkbrvnGke0FbNlw2JW83gxo5nNNYctA8aO9D5pDhs0h7WVR95+RPXFLYfXW2oRZVWajMMQJBezBQhTDnuA5U/HRJfhRdb9wKwbyUB0BkOtbOmTSaoFAkLQnGIi2U1bbYVUGk+TfRloCYaEUfNLBfBNAFGpl44I+FpwMk95S3Ixxj8JwsuZu4+dL+ewn1ZVTWPLSJOOCgpah3z3b+B+/T9X32wDK7fGzC6QNJS4sPesF3kI0sjp656Wzkx/aKIhppH2eKQbWhAhjpG+azke1PdvHHRZTC7sJYwyvSavupRiaRJCaZAL01qySvwciMm0QzoxpCZZtCsszRRTWdygtUVTBYZxJKKLUhpX0RjHsD+SUuKu3VM3DVdXVxhRppK1Hpsz1zcbnj9/Qi/CiHCUkd2bVzyPntDULJ1lzJF5VVOFikxgGKGyo8oUxwGDenlZG5BhVODQZIgwjh0xJaq6wlhlFCZqhBpnayTrQLk2jiH1utSqqhBnWRjhP/sP/y6//m/+W/zD/+a/5uPLl4gztFFh9Xm9wvuax7OKmag5WTuOhMfnxPZwuicnTzPJ+jO0xjGbN+x3+wIYepxBgb5SVzzcIKvzMgX7Jeszr6pAjLkwS/R0+sJ6iSkxLx6AwzAwn8+pa5UZmikGyjmbmGHA6denz11qPlcWL2gzqY2uD74oUrSptN5pUykZCgh0z8hQP3MvkcYknCRq75DR4rzHi6X2lq9qib7uJSf88SsRKZOvXwGPjPlTY0zB8Qcxlgw5ZdpjS9cfEdHvW2PswPGwZ+iGE2t6qnvHsT+xlfR7N/hQoUNMKSBu8Y12OmhpB717rFMgWcrGbWMhjfcxhiTqOij4U77xYAJzXxMPLTmN3B13zGYzLt9cKjjSC8YbAo7LqyvOzpeI87SxpbeZq5tLGK6pq4p58PTe0ISaJlQYW9GPhspG4thhovrs1VVF5TzEROoGXUpDJqaeMUb1AHS++MlWRFNhbQ0IdRppim9unvyjncMZ4Tf/1r/L3/hrf43/6r/7b/ndDz8AVDbsk2UWFvjQsJ475rHGitD2PYvHZ6Tj4XRPW3TR4DAUINEa5s2M4/GoIKfzhQkXTwz5yW/zIdPQBy0ixjEWCx+jMZYz3jm802HWNIiYAFHvPXVdK0gCJ49yyeY0cJjYn6CMUQWF9K5WiXsZJojBliGSNRZJo0pknVVWbVS2qgLNcgJvcbp+MRmHI2JR0EvIiBmQoD6oXx9VuXxYkvFk0yDZYbIu3wSrwyQE9SzsEfG4P2eMSRbau5a2OyrTPGWGvuN4PBRvzY6cHsYYxLE71aEiQk5CCDWYosKY6jo0xqwz9DGR0D5SY0xBRLwhD7EAxdoL1lXFGKMyCo3B4lhUNenYITGyO+7x3rO5umaIkVwEXbUJXN1cU9cBdzZj3x4YveFye4O93DDzgUYqjBMqZ2hChfMlxlyCOEAasBiqEKh8gJTJw1joPJmYB10WGzwuVIXp7xipMFZXQ4bUUxe2dxLIvsJ4h5D59b/+a/z1X/3L/Pf/6H/in/zLf4oRYZBMHKDxM+pqwbwJLLzDAW3fc/bkgtS30JWBaGHqd2WLOdbQ1DXjMNJ1neYF65CYTs9/smGYyA3TAkiMIY7686+qSnNHznhTFnCJMBTA0jnH8Xg87Wm5P/dSAGk5SdS/EmN2UqZM96kh5qj3rjcYr4sjJQ0EO3l+qtd47x2dawBddi0540Qwtqgi8ojzHhNNqZ0cIYTinfsX8/qFAJ3aG4teEn5PdgN2fI+z4wXf7yP17A0yZpJZUMUWz8gH9TfZmZmyFQCljk+FcinBrYWsU1NKU62G1Xwpe1sxRcSg3USeqNyFMSFJ6bhiHkxUjClyWrinA8n9ZVSK91wmHEKZ0DOx8xQAlZyxKAsnj4IxURsLmwpMF9RPEHCmQoyCEt4Y3GyFe3JBU0UYjwzO0MtIbSxV46hqz257B80FYitm60esLt5jf7wiHm6xsWddw9JZmpBYLgbuNkc2bzbMBNZ1zRefvOQwHNkdd8ybFYvZkj5m8AkvA8bsSbYje6tLT6xA7IijYKozVhcrFmePCYuKjx/9kN1Hb9h3W8QZ5vOab7/zjN45Dn1PO1hW6xVJIl4OOCMYm1hVnpV3NNUaE2Y0TU3tHRd+xeX6DZ9e7ahxeDg1aMlkmjKZz2Zq4mHyfyE7HAYnmTgksgRMDiCZbCMOh80Okw1ZEtEoF8aKNoQJZcCAI2T1NxMTGXwmuRaTBnwOernbaYLuC7vTomwZU8CKMuU4pQ9NhmQFIUfJJHEnwHWSolOaOM2/5fz+qS9dlII4/ShsNZUQ59PW2pNZlRFOMowSA7l4oHEqOMdTXNgcirWEMk6iNSSjTZKNgDOMlVFzCgFxCVxWLzgskj2j0Q32rkyp9GcdEROx2TGa+899uuoKqy6ffHa1+XFC8UtU+XpKEdENRThxmPJhcwFvFTnVjQ+1/nfeGNa7AZsNg6jE2VrDfDVjuLuia1uVvIUZj569SxTHvn1Fbrc0dsBXjjmwXIwY0/H61YZ4t+PJ+Rn9/sCPLi/ZtHekmLhYP8W6gZYdziQsR8TsSS6RnFPQKUfS0JNdQzV/wuPFOfOzM9zC8eZHn7D9bEO0gqscTx+tWDw6YzCWzW5L1dRUs4o8DlQmI9ZQh5oz55lXM0JYQVURZjOWJrN88Taf/eHnuDFR49U8HXdaInLakm7s6R7XQ21ALMEAYyQlIM9waQ4c1TrClmFQLmxekwj2iI0NOS8VHDcRwz3z9wRDliJs8v6zZXJp9LrFmhrMXDe220iQBLZlbTP/drvlNj/j0lVcGgHXMbKkl6BxDIWZqqxhmcD5L3nzPcgfQHjw1TkRTLIQA9YoqBqpS6yqFMRlr5KNEl/6z39KDityIPnJHFauAaAM9fT9jSkWDCKIEfXfLUuFBEcGBq8bTomWse5xRCpxJBsZfQ99j81VGQqUZtagIxfhdHe5cgcZdMttikJm1GeLwWXP5BcpqchKrUEqA95gk6Wq4WxWUR8y0VuGPFJbR1VbmqZie7eB1TPEBprVBWdP3mff3pL2X2DHntUph2WWi4HdtuXuzYY6Jc6ahtefveI4tOyOW5pqyWqxZoiCuIij5DDTkr0he6tXYuqJUaBaszxfPshhc+4+es3h9ZbsDLN5zbfefsYL6ziOA8fOslwvySbj86FMsCPLKrB2FXW9xoYZddPQeMe5X7K5uOZPXt+dchglh2VTbEZKfIHGitYZGbJK4j2Zfsh6S7sDlhli5oidI+JILiGuBYn4GLAEnByxOTL4oeTCycxAGyxLwKcKcpGTF9Mlx6DN3bTkyhRzg1Jw59KUq9x9ymGZKJkoushDU4mchmha+5UcJl8XY9NoESAz2lF987IDt8Kun2OCRyQTRJkO6cQ2nVKZ0YtB7ms0VWEVX8cxEgdltey2uihou92x292dpOYKomSVbBUpbVUFRIQxZUxwWB9IY8SHUCRlugTFWVfYR8W+IevXFHBI0vznit2JFAuBxgSSCGMZeAbvmQVPP/RgYD1fcdzveH19yWr9CD97zOXmNT/+9CXfePIc8XC523K5a3n06Jx3nl7w0cefEpo5y2bJ5tCx80KVesZ9x9mLt6irBoInkvBZiFHvqLHvSvMzkpP6WVrnMc7S9yMCNM0MXW5Qtplnw5j1SfiqYhwpsj7R3FYAP5VwC++9eMF/9Bu/wT/4h/8lFWCCp5o1rOYVsT/QjpmqaTg/P+PYd5AyPifyOOjgJmdCVeGdJw4Dzjl2d7uywXky+6HY28iXgJlJ8te1Lc5XTCySelZjbGGqhYl9rwtPqiKPfei1OX0/zvsH3q2c7vVJBm9L7e+8snaytSpJzAnrFeyIKeGNK4yerMBVYbLkOGqjncoZZizfn8afOkQYQgjMTIWtHBI81WKuvp1f+3pYP5pTnzRBmgYdPMsEzBeMdRIfgTKRT0M4lI1uTFmCMY7EYaTtOnZ3W47Hlt12x3Z3x5S9KIMRHQgrMBNCAbpSAm+x3iNRPWydsUU+qc16cHoP5KTAS87qdayMXsEGiw3FnzByirEomTFnHYhXXjdyS2a1OCMNA69ev2GxWlMtnrI53PLHH3/CuxfPmC8bbtsDbzY7qvmMb7/7glefvSIKzBZzOt+zGVrOXOBwc8X5W89pqhoTAiOJSkZSNGBh6DvqqiKlASSpnNvogqRxjMQu08warFGLH+dq8hRjIlR1II7QjVEZvlYHESLKXhvJPDo747f+3t/ng3/wBwzxiGtqfFOzWtSY2HPYRaq65uLinLbvyDHhJZNHlfOmnHGhYtbUjP1AsJ797lCGBlUB2gzWqiJRWV/u3usPFKyxSkoYY6RuGizK2HJBFZtSYmxigfZ9f7KS4MGf2dMgaHrZr8bYtOnd6Bkb44j19sTq0xgbsFZl1SIoAJbUBzAmAeMwDCUenALskkqfk0+DfXJFcE25b74uk9lTRvMyIjIUObCSMjIGUqmpc1lLZR8aqUxD7SnGykDaFFlzVJZt3w9s77Yln+3Z7jZF/qvvlGKkriuNt5QLq90wpoh4HYxIyhgRKl9AvRh14H1aahPV3gtR/1gpNhr+PsZyEmoTlIkoul/CiegioqiS7LP5CmcNn332itDMqRfP2B1u+ZNPPuHxfM1yOWM7tLy52SLW8p1vvsvd9Q37Y0t1tmRRL7g9bPCrhu3lG86ePaUp/u+RTCaSokrth66jqevibannU9mTKuXuup6qrnGuKjFWkcUQk94Putck0xefeQM4pwBzSlofLOoZ/8lv/ia//8Hv8sXmmnq5IFSBxWKOMyOHuwN1U7M8P1NW7ZgIkpGxJ5cYM94zbxbEYcBgaQ8dghBCVSzmlH2MMcQ4AJbgtC6x1jL0w4kVOg6RUNe42jIOI8ZbXeiGDgqmwVHbtqcYm5jQk0ycnMvuALDWn/Klt/4e9BTt16ehhHWqIYsp4Syk2JNNIEuiEim+uKpS9iWvmckzVWwhmYD1puzMCOogFhpCCPifWED4/+f1i9u6DjDNCMUyOksjHX/7L32b7z1eI6lH7JIQj6Q88l98GrhtszbSp3cpIGJ5y+JT/KC41SI6ixR5ZGngyn/vwcr7Cb8xxbz3BP4U5tyXAM2f/BqmX08FsmiiFbk3AC4Al5TPmXNmGEeccWUSabBBN25bWxqHyddxAkxdwDQzBZuiA1pi31LhaeZzls2cTz/6kPY88bxuuFif0caR47FVw3sfcTLwYiG8++yMX/nldzkeE5++vObueOTm9o5P/viHdNJR1xY7esRZnjw64+mqYV0NLFYLkiizpqsbqkYvTGcc0apBNM7y4r33ef7uu1y+/Qk/+qMfc3u1ZUhGGQYJhnGk7XuGGBFjSHHEOX0mC2NZ+ICp5mSr0smqTOneefsRMgz0n9/iE2XhzYhar5v7JCicmrUTYliwwSwwWEty9vQ8dEuqMmsUVJQvgzileZqK26JtR9vSAsT95PkW8+D35QyYaSJXPDLzdHIKaFukiiIq5TYFgJ82CN4ftvtU+PO+punRlHyZ4kDup3lffk3TIi3e1d+I4i9V4qpIFkSi/t7q2hdnIBcZs8kDkoeTFHeSzOqPSB+MEQVX5cEyDGWZ6eeffoa5PIOJOXR6HsIJpNIfj0oE4zhgxSkw6ayyL024n4ZNjtSUQrqumHkHPpL7RJaO2LZU1nO2mDMOiT/+8ENWq3PWiwXNrOaLqztSSjQhkOLAeRDeWlt+8P33efb0EZ99tuH11YZ2HPjggz/m488+pVpZLci7PaGuePzOC56GyHpdEZqKfhjoup5ZcFRevU6yCyTryZJo5kt+8Ku/xrfe/yU+/oM/Yf7R5xwPA4Ox9FFIWTh2j+nHkbFI13Ia8d7ijGFlLFU1g9CQjFUmtPNQeb773RfcfnoFmyO18YVpJoXRyX18nc72FFhM1kWMBkbnSM6RigzjSyfRTM+zTKV1Tl4e4/3fnUDOclhPz1tBvbLdVgwixevZGL0vs8f1wq+9eMx3n83ZhUf8bqr4n3/4Ka+p8EYXvKWctUHinol8+sQ/I8TM1/1epuZ68rSFidWmgKXcXwn3EfZz57BpLGIKyG8f5LDpPlBShVpvnO6rU9xlIJXhCxPyg3Li3fRVaAta4svke+nqKYeV+ypnbVYgYZ0/xRimUsZDAXFSnvjpukilcjOVnIcEDIx9TzCWajZnPV/w8sM/Yt/Cs7rmfL0m5sjxcDyxN40ILxbCO09X/Movv8swwCefXrE5HNjcbXn1ow/ZjweqmcWOltw5Hp2vebpuOAsDy9WCjNB1PV09UM+C5jCmHAZiLc/feY+n77zN9Tsv+dEf/pibNxv6BzlsHCNt39OXpSYPc9jcWBbO4+o52QaSgeBUYvj8+QXDsaV7dYuLQjAWz6jxJYrPnc6e4ZT/RXEBJkue3hqiU1DQpkDEPMgvGmMT8O3K1vYCbeoznlRy0xk8KWceRt/0kVHGfwEsp5NyymHlSHFfkD/MYekncpiRr8bQlwNj+tPE6HUjaSMBGytyNmQJZCI2RVTeXpNNWcYgBaCPWvXFcWToOrrtgd32QN93uKhAZtd1dONwuldqHxTgzyOJIn1G81+oQ6kLUkn9npjzqbbMOZYlMRTAV+sCytbQOERCKoW9s0SnXoRkwSWPFUPMGVsFRiLHvsUOA0MascZwSIb98YgNNT9+eY3zFYcx4Wtld8XY06cjfj5ntpzjYktOAzebAQme7aGlm3nmMbOuA2Pf0/cdbd2wPSRMHQh+oWBZ3eCsYRgHrUFEvy8jai9SVQ2CJWeVnHuM+mU6h/GOZAy2qnFGyLYvLCpl9U3KjtgP/Oov/2v8B3/r7/C//eP/k/Wjc2a1J+eW5XxOPLZ0zpKsZXl2zqE9sm4abo8DkmHISfn/piy9mnBzb7DWnbz9yIJYlbWPY4QHrE4fgnoflrttjKM+MtQKImfBh0Acx5PHZlUp82faoG7L+/XDWGwLNP+CsmaGfjh5oI/DeFouMbEOQ/CMnUrgkyRMUa30UaWEldPGL9sK6ysktRriKSlwgWArJQ1QzVjkOdEajmPiOIzkn2rm/hN5tjyXLLbE530Om4ZfmKK6QbN3ivdA1NC29DsFWvpWgWmS0A+6wGTK25Xz5etOpJjLwhjNwVWtViRSfPzwnjTV5saqDL3cIyYrwUFLWHvyXg2xbLP36gU/ZmX9+uxxWWPMBB3etn2HjwNDHBFJdGI5HFt8XfPpFxtEKrqYcE2DmIxIpBv2mCYwX63wuUdSz+bQY4eG7faACUIcjqwa9SDs2paunnF33GNqx2q+oAoVs7ouXnqDWi/kjA0ekbKlup5hrScnBTWMsSSnDGPjPQmDCRXewjj0OOsUnCiLRYzRJR7ffudd/uO/+/f4H/6X/xFfBxZNIOcj83qB6RLHoWMJrB494rDfs2oa6mNPnxNDkfN7o5ZRNitYYr3HFrA/ZR3Q5azAZRy1CJy8BL335LJBGVHvUwXz1MZBd+AU24dS09d1fbIKsVaBOINufgawrniDTjE2DKQcVbabpq3V9hRj3nv6yTPSKlBpraXvIlhLHRyepAquUEM6TtUoGYcVi08RTILJXx0D/x9vb9pjWXad6T17OufcKW5EzplVrJmDVEUVKbIpyd1yS23YBtofDMhtwL/C/S/8G/zBHwy0AdkwDA9wD5pgDbYMt9ASKc5kVbKyKjMjMyMzhjudYU/+sPa5EVksUqJh8CSqMjKGG/fes9dee73rXe+Lg2DEfJHPOhcqRodzlz0pD6DHGlS0LMV40O3xhpTzpUQeWc7vSQz9hq5j2OxYXWzod61IHkRhmLddu8cdrNJghLSTYoAijRRToqqdYB7mUzGWrsbYuCkUrxKt9jEWU0D7jNVCxEhW4XNpACWDjsK+VkbkYDo/iKRGGERbGs3Q9piq5tnphn6wJJ2hkjymibT9ilzBZLakwpNjx3q3waTEarsh6ETut8wqK3l819I3E853W1RUHExm2KamqZriEu7xvoMsMloaU0x5GoytSAF0ZQsgD6YuMaYUGIdzNSF0aLTgNRliTijtSDFwc3nIf/F7/4z/+r/9b8i+Z76cQ+6o7QQbYNu1TNOCxbXrbDcbpq6iNoaUIj5HyGJUpZVGJ4VPchBUWpigMUQMihQ9xmpCyAx+wFl76VKexQQpK4UPg5ASirZ+4nKyYIyx6sp0wl47WikGH0gpYkwxAkMmvABCYZ2G6AWoVNKkUEYAcR8jIeQysZlQboJvB0yM2EpjkxhS2Riv4Cvj3wltMovlgmHS0IQJOgWSUnTtgI+e/7+uX+LoegZqjJ8R0oTNfMusesJrqeV3nrzA9Ts5eOvMua448O+RWDIWfvtH+RTgM5aVwjoZmShZ2AZKOml7ucSMHIKSJFk5rcLV7UopSOmywPz0Jayi0hXSY6FIEU8uGogvPyRj9zQDJNF0ympAqYTVDtgCG0gzYT0hxULIcuDJU82gDbEDveoAhzUVh8aRYyDFBL6n35zx4MXHANy+Nme2MISzE96/ZviV2zWvNRs2NlEvN9y/eETstrwzNayTpVpIgG3aC24dvc3Xf+3L9OfH7LoN5xdbDt2W24trZAwpJ6zSgisqyFnj1QTV1Nz9yi1uvPMrPPju93nwyU9YbS5YRkO7VRzMZhhq2vXANmZcZanpcEHhjMNPNF6LiDY+4K3l3huvcPuVm3z/T7+JPzljrjxNhKq4JiYEIwYZs1RaDkXiVCusPnTFqtJsa8VgpXCMqD1Rd1xN+9G6EXDToAlkIipbTLJU2aBSA0qTVen2kYs2pv3Mau7qpy7Zxoo9aFqKzdHtNWQBY8Y1qMvB4ufjnOMXEy/HTPn3HtiUmzYWep+tB3PJism5uKcjB56se3JOmFFEWDlydiQSvWmJOlGljMtrXHYy1u9ldASrSC5gc4vLlwZi0ViqaHFJ3iA5JrzMYc0pk9R4MHr5TR0/DCqjg5jjKK2EsekUyai9+LIxEt/68m0BrQlzi58CqwHVZpSpmDdTplrjhx2KTO53nDz5mMfPz7i2nHOwmBFUx03O+Id3He8sOxbNiqNrO+zqOcfnp9xVO9K8Jk4ik0nN0O0YcuQrX3yfO/Mp64sHXKx3XJyvuTVZohZiijVuT7KcFQmL13OqO9d4984b3H7wCfd/+EOOTx5T+4DuNY2zWDsndorNbsBrw8QJo8flClUZ+gnoKFIM3ieq6YT3vv4rPF0+4sFffZ9JGJiRqZKiRnRapSFdWFlatIVk9YJOCoujsxWrRrGtYTCXPQdGmpBMYAAAIABJREFUnSRE7zaqMiVbGgl7pmLZv68yOWX9ZZJSRYN5bDIZsupAr4QjlxzEOU0wvNs/I3cbkjJcq2/yF92M+8s3aMJzyB1R1RLReQQsRmmFvBei/4Wvl/aREVb62dfPymHli/sclscGXCmac9mXRuOT9NJjCCCRVY/Khio4DAGlO2w8lPWuNnIIT3PIEzIVOXeluGWv8fRTTZbyAqMSALYOZQzLAUaRnTC4c04ypivU63KjCxBXGfpaEbsevWpRyWGU49A4VCq6RWFg2JzzcPWEEAO3rx0wXTj602e8d6T51dsVb0w2tDU0h1s+uHhIare8PVGcW4s7MDilWW/Pub58g3/wla8QVid0/rzksA16cY005jA95jB5AzwzVNNw68u3uPH2l3jwvR/w0YP7XGzOWQZDt1MsphOMaug2no2P2NrR0OEiWFURGo03GRsV+Ig3ljufu83tezf4/p9/i/74OTPlmZQcVpW9eDTXucxheR97NouB07pyXNQTSAuqfoZvICkvAJSqQGkGF+kqz2KwKN9gYyX3hhFLLAA2VwDScR39vBxTGmTjWebq4h//ZPJo1bePL/lRKRR+tkdKBtVThICwsUGlMTdGtCpTBqqAklkRkybHgWG3YbO+oN+17NZbiLHokwnrJ8TIbuiFuWxk6sOkuGcvoA0ajakcJpZCPiRhLCWN9wFtHJWCFAIhZiptpZjIaX8GTAUczUWb0OQy6qVS2eckFHyQSY8+daSQ6XNgvW3p88DF2SlNgsP5goW2HM0c6/WKblLz8OkngGK+bGgmE7rtmme7C55dnHMwN1yfL3h2+oTz3QafLd3Gs1qvcK0BV5EYmBvDZDqh322ITUPUiqHvcUV7Upyri8GYsoQQcZWAEpUTbX2loKocVA4bE6HvcUmRYwFHjWYyacimuNwai44JnzIx9yht+M//s9/j3ude4U///P8g+J66lqLtYLkkxcDj48e88847zM2MoXVMm4jXGdpWAI7Bl6JxbBLnvTamM1ZASy3zPzkLQzWXABiXtzEalNkb4YgLeyL4SybZeAaKUUwdYhTzFLI0c0agTemREylsT1c5YoikWNxyESMlCrja+wBKCQCvZDQ4hAFrDfVEzJdUlpzZNC37iQAtTaoJkfdfuc53VpkHq1OCEbmO3ndMfU/+GW61whqXU27WRZZE7dt05Veo0gcudVJKdG3HZr2i323ZrbfkYhQ0unGHlNj1nTQ4i/aoGceEgVwkh6wW9+2UJMbAkJImhIRSmko3pBCIMWG0AF0iU51RpsQYIjelMoWlDklFlEoieZb1nsW1Sx1bnxlyYL3rJcYuztF9z/WDJVM011JFt9mwqQ3Pzk9YXWy4fnPJZDrDdy2n3YYn56c4O+P2K5/jfHPB89UFXTIMbc9qdY6yoBpxNB+0wTU1Q7sh5glR1/QlxobByyi3NaAMtkhVaCfux85ZjLGknHCVRTc1KSZCN2AHqTVSFGf0SVOBM4WBC9pYfExoPCop/sP/4J9w7dY1/vCP/4j1+pxm6iDC/GCBioHjJ4958803WR4eELYts4k0kZSXhnvrI7Xob5Qd+mqMiY6tUmbPKEtRwGqyJkUK8DiOtKe9SVjO4IcBXdeXRkAlfr33eO+pqqpoJ6bCPAuFQESJx1CMbSJ+LwkhZqOqnL0GL1JJ3g+EnJlMJiI3YqCe1qWJr4jAdOKlxit5LpWvJgWYKEQk2TVQDOi+RfufY0bElaNT+YTKYJKcMx1gYtG/LHtJ3w+sSoy1my1x8ETv5XWU92jb9wQSRbAWG4Po1ZLJhWlvrSGbSu5VSORsSMkQQyZ7cKbEWEoYbMnVcn+VKQ7eFBG1nDHYfYwllUpz1OCj5LEh9bQRhhjYdD1dFCkgv15zY3lIozQHyRLajnOTOdutePjJMXfu3WIynZO2G053HcdnZ4RoeP32q7SD5+nZGV3I+IsLVusVEY+aTkkp47XmqHYM7Y6QIklP6HWPdVZG5mMsMaax1jH4UPZraTJZ64gpUDmLnjTS8OoGzBDRyBpXWlHXDop5WEZhtCFEYZD64PnG136d6cE/51//4b/hyZPHTOY1KmamsxkmR549f4arKw6PlqTNlvl0QRp6dHLsdi3tdofTBlMaymQBvWMIMh6eVYkxW0DboqGZR/kuAe/1OC3gpWhUWtF3A3XlSuP2Ep8KRa/VWrtnYY85NMTRMM5cak6TpFGkJDZEc1pirL9yxgpDz7RpCEXqZzKtGeqaGBTO1oyb+V4esmAgOUMIka7rqEOHU5ku96IHG/+/FmQ/ff1SzYgUGZMixITKlg7DhgqqCh09va5wJkMcb6SM+I7ss7FmElc39p8TqQK1L1TLPdl3AuEKYFKKaJXH/s1Pq0Z9WmvnEgz6FDK2//7CNhtBmJde9fiEQFmDCpoUx9ciZhUqOenwYCQpKBEATiahTBIjCG1IriHUEXY92vcchIElsO03NNNDjh894MzD0eF1tHakYWBpNUe7U84/XrHdenS7w794zrtvvsr13/wGfXCs18+52JzyZLXiBx8+Yhg2qNCRtSYHTbftGA5lnLfWToTPtcYqLSMhEfIQ0TkRamiODnn7G19l+fpdnn/ykJNHT4ico30mhETdFGF4a3C5QYVEVgIA6xRxKWNVRVU1HN27ybUb17l5cJP/83/8l+TVBtlqZcxTl8MPauRSsc8yUSkGbTmfTzmZW1aNkqmBEcSDK/wyLsEERuDhcqQwFl0KQsYVVoYqJ0VxVFZSTEmVj0kywn51bQk4pMuozyVITs7iKJrYF4tjwuFSHvMzE+vPvsrqvvJzI4h/6Zh7CWhexti4eV4CTZeBx75jkJVC5YROXt49rQrTzpJyRUriqF2CE5S8H2JIpkmpjKUUtqdOBW15ifozgsASX3um62ddSoHWMm6XCws0yfhBVnGfAHKW0VVdNt5c2ARaKSog1jMYduAHGt9zlBJ1DqjQEfotz49bOhzOXSN60a68oT3u+WPudx2zxZLtk2MODHzpN97D/OMbdN3A2cUxF+2G+8cnfHD/BNNtSVMHqsK3kW7XE8lUyggDQieMduisZHwkZlQv46yhMdz6/Fs0N4+49fgRJ5884uT4GTOtyQGCzUymBmc0tTaoKCBFNuJ9rpIXIxTtmC0Puf7qbd75wq/SJM39f/utvZmVKhGm95DzlQ223KRBKbq65uSg5rwxbJywO/eTPiAjCvvbVkaklRz8FAX0/EzAfVxyJbZL11vWgAFliVi0NajYk2yD1xXOabCWdRaZhTp1uJFdYBKeRBxjrACyl3H/8+Lp099w9T0ZuXNjzKQihaLKly8Z1DlTDChezmFXD8kjkJyv5LArz0J+Xy7gc2YvNQDlY5WEDawrgioSEGq8H/L8LscuL8ECna/ksE+HmhYtHhXlgWIUYDSlOKLhch+LgZpSoyyAdBQqpUiuIVaRvOvQfmCRE0sUZ/2GZnrEsycPOfWwODjCGDH0WlrDUXvG+pM1398F7DDQPXvKF1+/y2//xtcZQsV6c8rF5jlPVxt+eP8R226L9p1oMQdDv+3plyL63nwqh8UMPiqyF5mZWEG1POCtr3+Fg8/d5fnDhzx7eEx6cU49lAKi1uQKtJMcRhS6pDZlVCdmnK6oq5rDuze5dvM6t6/d4c/++/+NfLYq9/eKDl7532UOk1UQUfTKcjFvOJlXXExqepNJuiWrWpoEREZqtU4WGyqU6sn6Skd8PIP81G3Nn/3xlXhUL31dpC20MiVm5RETwirSSSFc69HNVBige3Yyn32NpzGVtYysZwQZVZEUI73fMQRPGjr8EOn6jO93bM/PWK0uSF6c2J02pTBOaGPH1ISpLCGLBpkZ2S4hyiixpujCl4kFQGmN9xFjnehTxYE0lMN/SPsXYozZa4AqownFCCXniM+hYOgZQmLbdmy7Fo2ib3v6ztOnQJ8jXegJXcfiYMl8OuH24ojudMXZ+RlPnw0oV0w9oiOmzMV2xWQ+Zf3xJ1xf3KRvW15crBgSmLqiXYme52Q6IfQdQ4q0Q0cIA42b44xo4dUFcBjHT0cN0pSEap4zUhRZXcDfxG67wbeKoevZrdcY5H65ol8dVGZxdMR8NgdE8zoGL2Ymw4Cb1Pzub/82xw8/5q//3b9loqcQK3xIDF0rZiRaGiab1YrKVfRDK1pkiCSUQkaanXWEwsy01sltKaY+Pghwwqi+kMprKTpgohkoLBXZ3hR1I8VyTqm4SpcR+MLiHMcAx//kvZO1kIr+/zAMUlVkOb8NpbB0TkaSU840TdFcdPKcp9UEZStQluR7KufEiCYLCJhyEMZUlPPnqweWhfXCpqkcIfbkGMnR/0yg8+o19jzk41yK/Y6hH/BB1onvPEPvWa3XnJ+fkf0AKeOKxlwoZh/ayDm3dlaa9TljnTB6Y0x784wxle1ZaNaUkdPCrMqJPAQZiSyNdEAeX0FMIhnhBy9Ms5zwKbDXtA+RdvCsdxu00gydGKR2MTDkSBcH+m7HtcmMpqq4c+0Gw/mW9WbD/UdnKFsRdaTzAyjNxfqC+mBG+7ilmk8IQ8/5xZqdD1SzCasX5xjrmC5mJC9MbDUM9L6ndgsqbWiqmkndYI24J4/GY6OkhtJyBhljbxwt7XY7fNcyDJ7daiXnY1SJRYdXidlyycHBQQGRYQiSi2OMKGf5rX/wDU6fPeMP/vBfM9ENqq7ww0CKns1mQyZjjWF9scLqSppE3su5T2lZdyEVNrIS3U5XBMRGE5e2E23N8vpSEP3cMcZSEsO0MZ8ohRjGRAFtRwa9L8yxq/X2Zf0tkmlKqX3tPAyi0TxO2/kQClgu0xoxRupGABZX2OWuamRK0jiiH8pYbtHmHcfqlNrXOKLPc5mpUWaPGfz8Vvan4qxcOmdy37PzHXl3gQoDnR/oOjHjOjs7JfQ9pIQrshghSNyLDmmiqgxJC3hstExr5ZQlxrTdM/HlPJcx1oreqdbCAEYRh07G/kvO3seYVoTgC4NdzIUiCR/jvkuZY2LYBla7DSCg9dB6Ou8ZcqTPnrZtWVhL7Rx3rt+AzUDb7vjw5Am2maEqaHt5DhfbFfVsIiY9IaJj5HSzYt32uPmCzfmajOLg4BBSoh86lPd0XUt1eEBtDLWraBoxqtRKY61BFwO9lDLK5JLHDMYa8SrJmr5t8UOH94Hteg3hkjHsXIUnUc9nHB4dyftnKPuZnElIkfff+zLb9Yrf//3/Dq8TpnIMfY9RmfV6TUwB5yyb1RqFwxjNrpO1a1Qx1Y6paMca+n4ous2CkaQssjLDMMg9MxBDwlzJ16OEgJzvJBnVTU1Omb4XNrUzbm8uNGriguw74+czoLXEGIwmVQUz07KX55SoTCUNjhCoK1f4hJWQ36qaqrE0eqBPMorvjCs4R4kHDWUETQDWEEhGNHYDkZhDkeb6mZ3xX/j65QCd+1pNTHZUTKhk6Khwek40O1KV2E0WNMGTgugkphRkpGHP7imOs1xuhiqPI7YymiiFsZYxh6JPAey7S6NLFUrvi75xNFf2zEvg5+rfV6+x4B7Zm+PIzDi2Lvvk5UYoI4wK45w4s0fpmaQgIsc6VxgapIsUCVDcojPZAgF0Am1q9Nyiwhlawz0N79++yVnbM7Qb2s2K2b3XuHHrBscPHpE3J/yXv/cP+dXTb3HawWloOAqee9pR15qvv/cm0+UdcljT7854Fge+/cNP+J/+hz/lkw9+yPTaEXNrmVYzqumEtmu53kxRlSUphYmpHA4nkCxWVfQ60+aMmjXce/ttXrl1j7PPn3Px+AkPv/tjzs/XaBNFSU4rcqowjWIYOqIXV0+HoXaWV155jTd//V0Ob9+g+9znuHjwiO/+yf9NzqPNxihS/9NLTgHJKIa64Xw54flBxarRxBEQV/vhPJFupAByOu95lolRp1URy2nWQgE6U3GvzcXUuDDXdACSOLNfTXOZ/QHCqMJwVJdJM2aQETkZ+xv1PK8Wwr8Y0EnRSStMuNK1kxi6AsiM6zmz/94xyX+6waCVBi2jjDrLYZc4QDbEbMlZI/qgE1C1xEgBPlDFJAhNUoacHTmJe6nJpUsPe1ByzzbKuUhCJJIen7u6jK89OJ1EO6aqYT+aJok5q4gyUszpog+qRGiUUVhbkdBJdHFTVNDumObIr86nvF03PDq/YGdgkxWvfunLpJD58Q8/5KvvXOef/savkz/4a471hGFw3KRiMIHXby14571fQylD7F5w0W940vf8r//zX/CjH9zH+9vMJg0mOeaLhQBwg8fUDcEUsDAlrKvkUJMsSltaMjujaG5d54vXbvDqK69zsTrn2Q/uc/zRQ9p+EDMAg7zH1YScA0PfkfuETZnKGGbTBZ9/9z1uf+ENZnVFEyKrjx7TPX4mGmqMa/YSkBwrpCIIQnSW3XTK82XDamrYFn1WPdK+rmIngjYzaiCPqMvVPfYqkK24POy+vLAzZENWFSEprFYYEwgmsLNT5qqCqmHn53h6bNhA8CQFQUU8RR7iCrT4d4Ocn3WwHTsQl02FVGIok8rkwMt5ZDQXSulKA+1KDtvr0uZLjal9DtNaxoThpRyGykTGUSqR7kgqiOunrgjjC1MUqQgxvTOlQJTC88pUwqcvdTnmb5xDJS3GKyDM0rETbE1hUsm6VYl9jsw5oRMYXaHnwvLCwJ2Y+ertmzzvBoZ2Tb9dU9++x627t3j6yTHti8f883/22/za+nucbQdexIZpSLxiHNrB1959g9nhXXLYMbSnPAs9P/zoCb//L/6ITz78IdPrR8yNpXET6tmUtmsxk9mVHJav5DBx1x00dDmjpjV33nqTV27d5eztcy6ePOXRdz/g7PQcbcTlXnKYE1fqoSOMOSxrGjvh7t1XefPX3+Po7i382y9YffyYb/6rPyt7Tt7nLzUiD3vsUGIsGYWvKs6XU04OGi7qmsFm0C2FUw3IoZuc0dFgVQ16B8qXtUcB4l9WOxvXpfrMtf3Zy13lyxyminFVKkDJ1RwWPpXDynDNZ8ZYBgKi9WpzkCkAAtjAbvuEk/vfZ90ldruebrsjDpGcx98vLtyqjKB7XVJziLIvaCWaYVHRREXSmr6MEoZSRNsCdEn3S5MJZB0xNQzDTmQAgoxLW2P3TYVRzxalCDGyHQJD8oQUCSnRdlJIDcNADp623UHMYvoVszSRtOagctyYLJgfXOegbpgvlmy2G549f8zFasuuC+Sl40V/ztn5OcvG0sxrDJrDZs5yPuVidcGq86x9wOoeZUR3bLPrMTFhKmk6xiTazdfmM2aTGRjZc8UATJURbGlUuMrSNCI70XYtu+0F282Gh48es1pvyFZxcnFKIOHJhYVnGbY9n3/zHd5+8y1u377NbDJl6hwRcwkYxsTv/dP/BLodH/3kA6ZVxWxWMb11E4B21zL4gegjQw4MvSfHTFXVYhITcskNoLKMVdbO0XcyMj1WNs45cgJtzB7QU6Oxg8p7I7accwHUCnAwZgetSnNaMeqajWy1VEyRlMqFLSbPJxUmuymGJZNpg9KmuFVLreBqh7YyHhz7AWs12mr6wRNyJPYDIUWGIZTzqYwkZu3IaGb9Cya+JeQFxswgBUyCypg98Prp6+rEgqLUFBmG7Y7jDz5iG2t22y3bbi3jjQkUDpSMrCpdoWwmaAqDSPKz06K3XiVK8x96I17VMY2Zc7/JiYt8HkhajE6GoSWWZrdC4bQrAC9llHIkJCh2fY/PQZoeKtN2HUPfMQw92XsZ5w0Bpyw6ZgySM6fOclRPmc6XLOuG+cGSMHgenTxmtdmxO2+x1xSrvOXs4RmHdUMzq9BGs7ATrh8s2W43nG87tiHTFZZ4irDZdZicmWlDYxQpe3QKHM2mLKZz0Yss+rIjMCH7uxgt1XVNXTX0w8D5xSntruPRw4ecXVyQtOJse0FbXm9WGmdqunXL5+69xhfe+Tx37txmuVgwMZZkBYBEKXI38B/9zu/gNxf8zd/8FRNrmc1rptMJr9x7hRQT5xcX0kgqY8bJJzGmQZFCLCY5pSJQmqaq6Lu+jEALf1JGhZG92I7AyMjmRWTadBkrV5d1xegJAGrPJB9NqHKWx80FBNam6C1qsckTrdxUGsaKpqkLGFXqfB9eirE0BLTJ2MrQ94GYI+0QCEUflKITr/DY3AFiJKSSRSmL14aMJutI70QG7edfV3JtibvYdzz74AN+MvSweU7qNww5g3IymaQVSjuwmaiENBMKW1wZjc4ZmxQmKVQ2+xhLKck5Uym5XyCTNjmQdMA6wzD0EEdJG4WztjQT8z7GpOGuaYcej6yJjICSY4wl7+n7Dj+IfquJ0tzUxtBYzbJpaJo5h/WE+WKBzopPnh+z3Wxpz1vsNcvODJw+/pijakLTOLSzzHTFZDmn73e8uNiyjRk9dEQta2KzG9DABE1jNIlIDgOHyyMOZnOME1DduaqwojMxyp5hbYWrKupqQoiB84szhq7n0cNHvDg7J5BZ91vW7Y5sRVqhcg3dpuPW0S1+5Ytf4u6dOxwdHjHRYkQVotSpqW35za9+lfbsBX/2p39MbTSLxYTZdMKdO3dQKE5Pz8hR1llAPEOcrcQkN0SKNWSpYxVNVTH0g6x3JxJY0gABkUeRz6n9Rl/O5lcaBVprIpHxcCkg5mUeGwFG50QHU0bZnWib6lLr+6LZW2LMlKbWaGyEUrKnWWHrC1CZcZUQFHLODHGgNz3oGWhVJLnkLDXWQTEGqYsKNpdDFCMl9XfF2N//+qUAnVlJQGbECSoZjc2ZmQ8s4g6r1tiwYdn3qBjos4F8V4DIPfiyf7TCoLx8bIN0n0S8uhxiESbUS4WzGoV+pfBSIIBHKboVAkpeXQwvA515D5JBAThhz+bc8xbK5r0vITTiVtY4dLYkn9BxdJPrUFneHTlZCMf0kkQnLMSoM0ZVWDclH3pyGPiVoPlPD5b8oH/Gj09PuPPW23z+c2/wyYOPOTt7ym8tK/7Rqzeob36R8PQZ89pxdO99Dm/epD0/5Vt/8Jd8/mu/SVhOaA5ucbvK2HdqfvjG9/j4tEOTWF+smc8/L26RKbPbtdTVHKWVFCVIp19VimTEMVCJL4gcWqoFN28dcLS8xeGte5w+eczxDz9g++KEkAe2tkYbRWwHTK+Z1kti7Ti8/SpffPd9ZssFoVvj7I679w7421JY+aJNA0XbGWFlqCuOxUNT8/DOgg/vTDk+athMLCgto1YjrqmEFZqUmOJkLa6Vuez8GaHsgyZpGGymNxqMdFUlMfZy03NV5oE0KimyvrJYZAFitJKRSaX2fM9cFs04GhqVxMp4MLX7Ps0vcI05NotAtB5jJ+2F2kYpUgExrq7yPGpxjpijAJtaC+sRDL1uyKrosxT2ls2RoBLZKVTR2JFfkohmJ/ojcQpZEZXYbJAjJsVL4EmPIHYpCoqLZlLSud0bT1wBgCmAg3EGpo045YWESgKu5D4I689qlBtfeypsXV10BSM4hVUNZq5JLjGJkf94OuPHQ+BfPDnmvk689/43mKD58YMfMU8t/+joc7z3+Tf5KJ6RvGJydJ1rv/U+09mEj7/1TT5cfYuDN15HHc2YLBa8c5j4zfe+yIsHTzFWs9usybMbTCYzGRPre5q6BlOJ6U0e0NRgtXQmXcYZQx5kpBVlWCxvMVve4PDgJjfffpOTnzzg2f2fEIaWncqkasIwJNIQmDLFTCbQTHj73V/jtdfeAgO+fcHNG47ZQcP6sazBgQJCIwxMNRI7VQHOtebicMYHyzkPbjSczSyDNahQ1msCdDHLSVKQGlU0/XQZMvo0iPnSGr66Xxf2W5KfyUkMLrRS5Cju7SZl5rnHhpaYBhoWZGPZuQaDRxOJuTQSdAFtssTXZVT8/a5clvb4D3GgFtMEYVUkUjHFIPNzc5geO7FKly69FKUxFuGJsTFBGS38VA4jIaOiKtOEjIqZFDWVH7D9jrlVqBhgABt76aLpAUW1dzVNRZtz/D37W8A4aqJkyqB25EpG6nIQ8zbjEzlkYeha0YpiNEnSipwNMWWCyRgc1lVkPCn2vL2L/N7Bku/753zvxXNuvf4G777+FsePHnPy/DFfnWh++5XrLPIXScePmTnH8u67HN36Xfx2zbf+4C9556u/QTqaUS9vcmuRafSc7779HT56usaQWV2smH/pLcYO+Xa3o3ZztDHYLKZNWjeSw3TE1KKfpVtpgFk758atBYfLWxzeusvpkyc8+dGPWZ88I6aBjanRVtF1Ht3DrFoSG8vBrVf4wrvvc3B0SBg2WLXmlVeX/DsNkYxXEgOKUdNyZDkXAD2Brx2Pbi+4f3fK8WFN5ypQGReVmJooJXqPpVBDR7LukTadwuSiOwX7xsLlvb3ywdXF/6nve+lSYjZltMZkVZqCYzF8mcPSlRymKOP3vAy2vPwL9wIp6OxFa9Rqnu9afvTgIaiZnDOyRaNk8kcp0ObKmUlY25WriCpAEjacddJkE7kijSnAVFWYVSHKuKx1TvYpVHEDFpAsZml+xpzovbANhzDgg2fwgzAt/UDXd6QU2W23wtBQMu1htDDrD6oapw3OOGotrrAjA3raTGiUZuoc3/ngAzZdS50ytnLMp1OO189Fl0t7QvQkDWerMwKJ1cU584NDonH0MbLbbUidSFjUkxptDd3Qs3Qz2QdixGqNNZqQIjEFghE9O10AOVs5qloAj9VqzdOnx7Ttjr5tIQWWsyl96Lk5nxNIbIeO1a7j9PyEFBV/9e2/4YMH93nnzbf5ypff5cbRNdEqLes6k6iM5Xf//X/Mtw5mnJ09Zz6dUtUV6+2Gtu84WC5Rrmf9fAWVoa4bQpGkSghBIZH3+6OPohtXOYfPobC4KkKIouWp5Uzvg9+DbiklQhbTokQkxMhe6zhnaS4ZTQgRUxiIY5GYcxJTTi2/XzTOMlVd4awr7DfEkCiLOcPgPc44YhRGZIqyhwoYnqVJKXR5TDEQEea+NGfH5oJKHabRfNKnAAAgAElEQVSqqSpLGAImZjEwtZqfiXSOm/vYYCz7e9e2PPjoPtEdSd0zyi0YvQfjUSXn5QwxUVWOqHQRmVbYyoLWhcQh75sPXnSKi3aj9+KqLW10TfIR7SwqC/NKfkcihF40kFNk8BJn3dATSrMg58xuuy35X5OMQEqNtsytw1UNzlgq46htJU3B4mzcaMOiqvnw8SOOz14w0wJYH926zvHmubw9VuP9QGMVL84vGFJgvb6griuitgyA325IrTSUq8ZhnKHrWxZmKnp13stZ38iUXoiR4L0Y6SiNcxXaOjHDQrHbtjx5esxms8YPPX7oWM5mDL5HTaeEHGn9wKrtOHnxBO8TZ+s1Dx59zGuvfo6vf+V97ty8hbJFG7eMcRMT/95v/CaTyvDs6THTpmbSNOzalvVuw3J5gGsmrJ+8IDt7GWPkPSN3ZP5lMj5IjFRW2LsKRVU7YhBgaeQnDN7vwc0xXqyxJF3Mg/Nlba/3DOuwjzEQRtlIIDJZzjvWugIaWxptqepaPu9cAUgT/TDgmqqw76QRqzOkIRAitEOQhlwsWuPGIBu/FhJEhpyLCVKpJY0q5KRk0GVM/O+6rqZRpRR+8Jw+ecK5XbBQcS/zoFAyRF50TAUAilhnMZWAYWiFLaZdEoICQEXvRZ9WSWPc9wOmNJM0ek+qUlliUJkxxoYiA5Poh54QI13fEmNkt9uSyfJ3GfnORl5JYyxTbbCTKc46Km1pbJEhUFDXNY22HNQVT85O+eDRx8yrmq4fuHHnJsfbM0KKAr6GgcZqztZrdn4g5jXLgwOScQRtaLdbGDx5yLhqQt3U9O2WhVJYBfihuIvL2cKHSDCSy1FgrcNYR9M0KKXo+4GnT49Zrc7x3tO1Ww6mE/owYFTNtDL0wbNqW06fn8gk3vkFj54dc+/2Xb7+1a/w2r17si8XQF6Xtf7VX3sflTyPHn5EVTmmkyn90HO+WjE/WFDPZmzPTghGU9eN1CFFIzXEACipQZER8lDAvrHGGPU1o5f8p4zClxgT3CnvJTLQCu+D7NWlWXQ1xrTRL8WY6O4WTdCUpHERk5wBtDxfiTlXiBCZru9xdUXMgn0NRS5kSAqVPbQtndZ0URGqsK/bRqkfShtAazmfGWOJQ0SriFLCytY/L4/9gtcvWaMT9uk1F120wo5TUdyOFZfOYVd/6qcerSDAZOnM5hHVHmnvV8ZLro6Z7E2JJJMS9wKen/U78ksfqysf55GGsWeWyb+VHrfAkTFUPm+MOIcqCyqioxbR4BDY2xvm0v7Mwjrbg6VyMig6nxpqh7aZRcjc7BOV93gF8+ti3HP8yQOUCty+/jrzytIc3uUww2xxyLV33sbOFpweP2Nz8pzz50+ZLF4n2SnRbzFJ8eUvvc3R2cDH5xsSM9F/6UXAP2iwScxn9qYJqVTkOkFQ6GSwyYj+aJYRsawsy7u3uHbzkIU1fPTtnovVmh7ody0MkYWZcDRbUt25zquvvMHMODYnJyjXszt+yPFHP8GmtC/+I4lEEo2RyyXDSOfzlePZ4YSnC8dFYxiswsSil4UUSqrcO620FEJaRqkVGV+SnCqPmYGoEqEwOKMu/oEhklXFJtVcZGFG3GGH3p8qLy9VQE5Tuhd7EepyeB/1C6GA8FdS6i8CxFy+DQUsHE0TLjPv/nvU+OD56s+WBoO6NLMAJCErRa9EZ0hGVJFOa5IztjEiQ7D/WZWFSVYYSIoszNB9Z3dv7wBjAwIlMVBCbDxAjfGrxrgbOwul40QtWoUqJJQPqCEUqQxQYk9NNpfPC9ReTlC+qsnGoCYVtvfcrGvmuxaVE2lScbA85PGPfsL5ixOODqe8cmNJ1TQs772K23Xcfu01ms+9AasNnG14vh2ob9/EHR2Crhh2Z9y5fsSvf/mLXJg5Hz54wHQ+JwyeWGmSUgQyuqxznZMcypKSc1jKRe9H47KItsckAvHVfM7dwyk3lgfUaeDpgweEAF30+F1LjeGomjK9fpPJzeu8evsufr1h6Fp02PDwgx+zuzjfTxakYtoUrhST+xtS4mG9aDg2NS9mlq4y5eh7CdLvl1QW3THN5X4sDyV3/rMaUqPT30sL+kq8EC+ZpSjRE03RQwqINrsceIJSZCPGDymNQ7Ly7FR5PervdXT96WvfLMgjI3IcuRi52lcB+U/9bB61c2UtKqRQGHPYaG7y8pjk2JVln8Mu7T7kjy4/2+kJa7sgWg0qYF1gY6b0etR9Gsds9+98+X2Xz/cyh5W9y1lQTqQ7fCzxJVMaFKAJ9J4Jv399ecxfpTFSO3RMzELmVp+ovcerzPTaISpGjj9+QEg9t1+9x6J2zBe3WcZIM11w4523sAdHrL75bbbPTzk7ecL84C2ymRBDiwqJL3/hTQ6udzxatXRpIuN+XXG9VDJmKiYDUlhc5rAM8WoOs4AuOcxwcOsmRzcOWVaW+9/quTi/wAFd25L7wIGZcW26wN25wb1XXmdRNWyfPye7nuHkMQ8//BBbGBSRcR8rbMhxQY03JWeCszw/nHB84Fg1hmA0NokOpirvqc5mD3SWGZPx5jG2yHKRJNhPvZSGgxgJpf29Grfhy0X60+tWGJ1iZ7U/Z0GJzVxMgspDphID6udr4F628hJKdWQgYBiaOXp+HeJUXk+KmNzSGI8veTzlhNHyenLOqJhw2kijvGgEDymKAQKRpkgW5CQRqjPFBECVPGDIMWMKeyqFSCASCGy7nm2/Y7Vd03UdIXiGoUOFgMlQa8NEWaaVpW4aUqWZ1DVT4ySuR0058ZVBG9njXIgcLKa02y3Pz06ZHy1Rm55d18H1CQtzwKNHD6nQok2JpUuB5GQsvO1anp1dkGvDMHhImVkzlSOlVuXcmVhMJ1RaSXHSD1RNJSxLY1AJXFXhqqY4sEdOTp5x8uwZrrJMmgmVNRilaJyDIEY6MQtL/rTd8eDkhE0f+fDjTzh7+glPTp5ycDBhNq0x2uFcVTQYZW3dvH6dr37lK/zJH/4hjWsIXpgsrmlwkym74TnaGVIW8EaASAoztuz+RR5n1FaLZeQ7ZdEkM9riY9hrN2YopnYykue0EzmB2AkIU7Yxa4UZpECK0SB6pc45GZ1VRb+0crIOU8JYGRPU2jFO0IQyUhySjNODIsdUGJ/FqZgsZ6dS3BmtpYgcA3Acp0gKVAQV8eyk2ZXFHFR6weOB7jOu8awkKNP+PKi1YjJtGHQtZ0VEhslYi4oZna5M9RhFThoVIk5L8z+TyUbjx4Z1ztRKMbFG3s/yKnQ5+1LiLOUsE25GkUImpEBQiW3f0fYtq+1GWNHBM/ieNHhcTlTK0GjLxFaiB1sb6rpiZitppKZU7i9FJ9VAzpiQWMynqBh59uIEGodNlt1ujZ7PmC8PWD19RI6BrC0kw5Ai3opOpO97np6e4QuTLsTAoj4gJ5FtQlkyifmkprYGcmLoe6q6YjqZgBFDFGMtdT3BVhUKePHiBU+fPkWRmU4mBGc4mE6oqwpVNPRSkds573o+OnnGqg989PAxH7845uHTx0wmjsODGdo7qqomx7Q3KlpM53zja1/nX/3L/53ayteC92hnmSwWbJ9fCMs5a/GTKoxKlXJpPwl7TGsBn7VSe+A+p0TwAWPFEXrww35keF8fa2FWW6XpQ09McV/yyr2R1xdiFI1jramsK7FSYqx2e4avNhpnHUYLGy1yKUMSc2LwRTKkaOSiISSPSgln2Z8rjdaETDkDUBKqTKXtZ/rKWc7mQFaGkOdYqk+Jkv3sax9y5W9tDdWkInlx0rZVJe7nxeRLFYA5Ky2Tr1qTtdSmcoaVfS2pTA1MnEhwkGVPH8fZR4KUKJBorBYWaAiBqDO7rqP1Havdmt1uh/eeIfTEYcAmMUxstGVqLLO6JtcWV1nmVY1V0nwRI0JFHPLehV6FyHw6oVGGZ8+e4o2icjVnL84xsznTgwXrF1vaoaNyFTlpQsp4IyrzwQ+cnJ7RpkjSmmHwLKq5gMwZUIaoMtNJxcQ5yAk/eFzlmDYNWEvKiKlb3VBVAsKen5/z5MkTgvdMJhMqK6+rqSp0SiiVC5qQWA2eB89PON/1PHx6wqPzZ3zy5BHGZG5dO8DYCudkNBwteELtKr7xta/xB8+eluaUGNFhDLODA54/fkYukk4psR/NTqlMcJEL89kQUtpjWikkKPIpxlqU1sK218IStyPhq8SYM5bB94QU9jE2AoYxSZMhxohRmso5YpTpE2uMSM+UtZq0AJ5GCzkMRB80RkFdfIiAkDqcFjwjxEDMhmy1kLm0wmkxBs4jtnIJoskZL0aGPkMteWicevXh75Zf+UWuXwrQqQCXocziQU5EpdhpjTMTkp2QbCDmCdoGSZxlnCSpkVV5CTqNZkHkvB8bHw9r4+aar/w3Focj5TYH2aQpOkCjcyd8Grv8DGZn+TiXj3P5vsTIPht/Xu1ffCpjGNlokjXQWKz36DaSQpbdKGWIE3T2WBvQsSYOFgKYWNxwHWLWYw3JWLpZZrXtaFRFlRUf/PU3eaYrjpZL3vrVt5i/fovulde4da1GX7uHMYaptZw/uM/HP/get+8eotsfYVYVs7uvMDlaYt2Ez7+9It1/xI8fPGB67RpeZfKmYzNZo2rH4SZTG0ussmhheIUJFnJGu4TWlRRPGlS2os2WMn2QEaejz79BfWPBj775HfjkCdMA/VpzYFuuzTfU5oDhkx/zt3/+F5gjw2TW8PhvPuST/+cDmlS6hlmSQiJeAoOZS+QuwWpa8b07DR9cr+ldJR2UDDZpkjgcXAm8sRAv/yxdYB0rbNKQI1EFOgOdTaC8sAJThEHRNkf8yfYG/8v2ADdt+K9m3+SGKofasXuRwWmNU6N7fBnDUJpRYzSVtSSvrxSOgsr94khnOWiP65RRa1HZss4vF/3470+DTrl0nnKWBKyTk8SpEjEPoFqyriUJm4RxiZn2uNTjjEU3HhUiJheQv6px7NDKkkwWgEeN48kCWO3Bq3ylB6GUjJPlXGJMXcZrOUhno8AaojUCBHRmX/hmL9rAgtTLZpzVZeVvgrhEJydAiLIWrzLrlOmfZZb1lMfPz/nLP/o3LN2Et9+4w7tfusf2lVvY17/A7WvX2W23HCwWpO2KB9/6W1IYWB4F9PpHuHbJ4t5d8mzGvQDtes1f/+iY5Dv0tCEMAX8+cDGfkTrNwVCRncK7jI6yf+peCjnrMiAjcynLQd4mcXUMIaIOprzxW1+juXOd+9/6PvXFlrq16NazXGxYqjkmbXnwZ3/M+uKMg1eX+NMt3/+zv6Z/uqJRhYuehdEs+7E0AAQXEnAmKc0n1yZ8u655sXAEZG7UxBFUlhuUCquRJLwtW5ZyKB3/CnXpYlnAvbEZQOmcFqykjM4qNAaSK6M6GWJPMhVRiw5O1ppBi3PpVGdcUUTIZXziquB6Rl2ymv+uGLtESV++1Mi8VOX9KsIYV9bvz8xhQC46cFkLI2eMw5/KYUoKUB8klyotxa8L0iBI2jEoQzSWPwk3ed4esTYzbPIs/Dkn62t8FFoUphikXI4XZ1VyGFfAz4wYQRRB8mw12VgphEMGPchUQkjk6CW/D5pcGZIu+1q53zYkshXTMGUN2Vo6Mhe7gRpHnTU/+dvv8EL/mOXBAW986R2Wr92gvfcqd2/N0dfuopRiWtWsHz7g/rf/ltt3D7H9h+hVxfTOXWaHR7hqyjtvr4jqIR89fISbzQhakbcd29Ua0ziWW2EnpEpGVo3Xn8phbp/DuJrDYsKrzMFbr/Kl63N+9M1vkx8cMwmZfmOY65aj6ZbGLYmP7/Odv/xL1FwxXU54+u0HPPi/fkATR00wUCSiGnOYejmHZdhMKr57Z8IPr9f4qkKlADmQ1UBWFSmLHIdGF0mxAoaYEWyOaMq6utqULbGmx8Zs/mwg8rIxLF/UZJyRGLZacpgp+zaqTLiMOWxcV5Q9+2fEl2Ica5fXPVhD1hadHDeGHbb9AB0DVilW5hanekZfNYQ0gJJi2zmHD0HGVo0tRhYy7ZOijGZTpIy0dWIMEr3sFUaTtbg1hxzxPrLrWvwqsN3txDk8e7qhpes7Qt+LbrqzLOqGXDfUM8fEORonoEaOQVgYlKmCGPdsdq00yWX6QXTilNbgDEOl+fCjx0QirQ+kSUUwmWF1Trdr2Z5c4Jc1QVuMrTmcHjKv5lAZHp6ek7TlfHVBzpEbkwVN07DebMkRrs1rKiPF6+FssQemfYwkpZjWNUpJUTJqdm23W4zRzOezYnopkyFd39Lt1jgUtbUQA01dc6QscX5AP9fYwTN0PfQD/eNjuuURs+u3iVnyuFIGV1eQFJWuuHv7Ln3fYqoKV025GHY8efgJm64lesQpeMxDWuGMMJ2891STej/uasrzF2UgvWdw5jyCh3lfH4jmXyISUVq0V7WRZrZsfRGQ8eSqqmTMr4AzzaQhZ9F90zoTfChMnECIAac0vRdQx2hLTMUAxDpSMeKUiYZUznYSAdpY0ZgOQfT6UPL1VIKkGBJlZQi6JpFwyUPyxKxIxu6lvj59jSlZU3pkMhBCthplbdG1leZHHAQ08QSiFRkW6xwhJkISTcZcZCqMEtKGNRajRDZCG0uMiT6Ia3AuYHQg46MXqYddS1h5drtWzJuIdENL37cMfYdOFECiYe5qbD1hWlfUxjGbyri+c1bOr0nOeQoBOZQWALxLAyhxDc9GkyaOjz8+Zjf0GGc4dRCWU8J2Tdd2bJ+ekxtIdYMKM2bNAUY5XFPz8fkZUVlW2xU+9lyrZzTTKdtdS9t2XF80VM5QKc212QG2aPGHFEkeps7hnEX9v9S92a9tWXbm9ZvdWms3p79t9BGZjnDasnFiG9ugQoiSihKiQAgJIdW/whOviGcknouX4rlkqyRURRm70k7baWOns4vMjPbee+7pd7O62fEw5tr73MiItF2FLLGkqzhxmt2tOeaY4xvf+D5tCDGgo6FtOzKZ5XJBHHphGWYY/UjXrgVwsoZcjLCOlOa1xQFnC0UdEtttS+p70sUl208/5/DRU0KW6Q6UgBfOaYZ+yxtPXmO9WaGNoarmbIctP/zsM242a3Is+7YtbGkteqCEyDAGXCNCtykWZrMPpTcmi8p7T05gtNnVDyI/UKQgcsRYvdMSZNLbn3JFkudzlZMzntE080aaEsZgtIyuxynGQkA7zRg8IQaMFta0D16MiiLYqnRTKE12JeZKxojpk0qJ0A/7xJSkrojKAGIsm/OIVQmlamEea9kVtPpq6OTe0WnXTMhF/sco0WZsXEXOUQgFRuO1dFdMYUb6Ucy8VIG4jbbk5NGqmOmEIJrJKNk3jd419ZLKjF40kTdtR4yBtmtFBoPI6Ae6ocMPPQRh1s8aaRRoVzOva2pjWM4XIgtihdWuiiY75T6jpFHnzUgmYp0TgHZZ8+nFBVfbFWo24zpHwvEBw9DSdz3ti1taetRyQc4Ni2rJowOo5w2frW7ps6LtR/rQceAa5oslXT+y3bacLhsxXUVxMj+gtg6yMI5775k5J7rH93SEfdcTQmC5XDBst0IiyZmQPLd3ayqlZbojR5y1HCrN09mS42bOHM3tbEbsevTqjtVHn3Ly9HXS3JRJUo22hvlyweZu5Onjp1xdXUBU1NWcbYz8+PkzLm/WUkvHTHZGhKa0LsZeSfRvtbCLQxBN4xT22AYKgg+Q1V67FgqBqXhS5ChTZFN+09IAMFqRctz9bdM0AihqTW2M0COMMGND8OIM70tj0CpCEnNHXeox70eMdeRilm1AGgJR0ljOCW01la3I2ZSJOzlv5JSFw1cOgtYY2ReS4H4xRqIWs8ivSGP/TtffG6MzK3aGMwAmZ2wScyJFABXISmTsX/EjQT44KA2Xe9+fiuJSE4hrYn61FpUzQt4VzdPxuzxw+T+175wyaWb9/E/5lZ/m6ffv6V2pe79VOnJJUUT8NdkpyBadi3ueEZ2tbDNJe7IeySlI11zJOGMcB4wOpDgQnOaHKvH7dzeoRw943GjOz895/N5jfue3fpPDuWVzccP3f3zBWw/fxlo5jOR2wG+ueeM/+Q2evv0Glz/4DhfXN8z7FfXpAXo247XXXuNuM/AL77zBjz5/wY9/9CFPZxXNcgbtBq0cy1lDbZ0s8KSIRg6ajVLi6Ago5TGhjNpYQwqemDwpeerseHL6kHF7R3QNo1+zIXB995Lv/94fUyXH4+qEu+eJi7sb9IdXHLWBRfmcjQKXNQFDZeRQO7Fgp499W2luZpagi5ZXYZTt2YzTghJAXRCY/QLSShUX4Vy0SBKVylRJQxBTm2lhepV4MfZ8d62Z58w4v5/u9pdWkiSsMVTWMmorrOJiJiEvX+0NDkpB/Ipmwt/1KsWB2oGEcmq+b0D0RdOT/Z/unzPljEfYRIlM0JlgRQbAZlUAGkWdYVOd8C9uM9+1D4lxJBqLSeBxXOVDlKoxWYqsqOSwL66ZFpM1Jhu8SmSddhIFUyztQ+ueDo4SCQOtMkYJb1RVhpxFbTINfmouk4NocqKLXicyoq3IpL7F6EzsPKuZ5Q/ba74fR56++w43P/wBzkR+5Tc+4Bvvv8e4vuUnH1/z4nLD68c17XZDDgP++iXVUcM3/rt/QtVd8ezjj+huXnKq3iVWFQfHR7z1xhu8XHuuNhs+/elP8YcL3npwQtW2Mi5iHLNlI2MZcUA5RcjgsgiKJxXJeEz0JCUaPllnYhxJ2aPGyGlzxO2DE1ZGGiXrmzuuXOAv/vJPeX57zRNzRN0seP7pD2g/vWD++ZbDlIUdlcEphcoWq0Nh4Midn9Zh0IrruaE1RmQMshLmab53j9T9W5enM64Y4WhZMxS9GRnR2+/N9/Ui9cQcVuxAHTHcmbrz03Pt49coVYTJrQCvRbNnZ1yX8u5F5i9b/PcX3d905f2+v8OF1MTIzz83h6ny31wadyGm6Xi+X9s5FwnBAlLtctj+bZMzwWjQCcPIt6/u+O7zjkG3KGVQ44Cvr9hWS7IRTcNX37Z69Ut5YbsTe5pyKbI3agPUlpxrshpJPhbWWoYigC+jxbK/aaXEdVIHchoIRvETBf/67or44JQnM8Pz58958NZD/uPf/k1Oj2ZsXlzwvQ8veOfRAc4Z/DiSuw3D3QWv/dav8fp773D9o7/g5e0dTXfL7OExNA2vPX3Kajvwtbe3/PCz53z4ox/xtHHU8xrVblFqJDc1ta1KDhuIRg7AMwVZ58JOlhwWSw7LwRNKDqui4cnJI4bVLdHVeL9lmwbWmyv++vf+BJsMj90Jmwperm/gwyuOtp55ueeSwwwRhZvcor6Qw1qnuJk7ojFlPWS0ylgyOSuStpBSUfyYAEdh8AmLL+/ylFZSOKndupwMFL967eepA3hvYShkdN1icHZivSqUlxymphyW7uWwv0EbYipJZR8XFq1Foe9ekj7+Ftq3oll28CvMXvsN1kbEyxURbY2McSGadynGAsRIPOmibxWjMN+9D/TjwND1+BjwfmTbbRmGAe9HGSsOouMWQ6BpGqxVMpa3nFMfHcnYec4CEGawpZHRuArIRJXQOpOj3DVjDU5bfPDEFMAajDN0fSfNYmu526y57bZs+4Hz1XOq4yOOlkvidksYAieHx6zjhj5lPn15yXFd4ayiTSMvb28x9oAQRCOrH0esEdfV2moMiZODI44WSyrjmM3mUkwZJQVqzvgwMp8vUCjatqVrW1IKKKShG/xI17bkHMjR0/tAC8xsxdgPBBSN1qQQeO+1p8KY6npUH7h6cU5yDXU+QDk5E1otphFnZw/4+te+xh9/+48IOUHt6EZPFwIR8KM4witbfLazAKUhjFIYFYZ0iBFtRbM1hHHnwmttJWOhSQzYZMKljNM6KwWkzTIaqhW6sFmqSqQLRBZLtP8m52mlNX4UPbMQYhllh1AYm0pB8DIeKs62asewM1bMlPwgEhPOaDSK0XsiCq0kX4txkiFjUFpiKwtFh4wFXWGMxImyFrJClVj80kvtjrulHpu2eLXLBYJH6sK2EuA4IdI/MQTI4FxFSlHYp1oVJqswqVKQceGghN3XdR0xbhj9SNu1DMVYI6ZI8IGYEyF46rrGWk1dV9SLOe7ggMZWKBKzqpbYVrJnNa5CKVVMOQoRBSmuRSsuFp1Kja0sXd+hgmc2m7PpWm62K7pxYLXZoOYLTk9OiMMK348cHRxzN94xxsDnd9ccVxW1UWz1wPntLbCQEW1j8SEyjIOMXzYVOmeOFgtODg6prWPWNFhbk4xoW6MUox9pmjmVs/R9T9e1xOBRWTSWY/C02y0xeVQK9KOnBRrrCMOIT5nGGqL3vPnwIeaJIQ4Dqe25eP4CVc2ojzJYS1ZFD9hoDg+Pef/9D/jWt/6Q29UdetYw+MBmHEhKM44duq5RymKKIZLWhjEKuGhSJCslY+1aNBm9L07XxVTIWkso72NqPAQvMRZjxJcmgSomRdYaqqou9fOrMZaKRMUkFRGVMEchFzAmo7UieC8sx2IiZ4ywSU3R+PPjWFhn0pTzISBechqdhWFprUMqBi0el0oJoywb7M5gtrA8dSLpzFelzAl7mI5P91CFUvtpMaFJCq0tYcqypUbLKRNDLOPDwuZ1TuQ3jJEYDzHJP5XwIdD23Q78bfuWvu8YR9FcDUFYrsGPVK7COkNdWQ7nDWY5Z2Zl3VaVKw7gsr/WxZU7+KE4uyMxZsTUSKTswk5GoO06xuip64Zu6Lla39GHwPryilBVnD54QGxbfD+wmC0JPjIEz3Y7cGgrZgY673l5d8swVqQkBKCUoe17lNLUTY1RsGwazo6OaZyYPVbVTGLMWrTWjH6kKlMJ/TDSbrd4L3iKQlzNu3aLDx6VA8Po0TnTGCuyJykJozhGnpwc8/rDB6TREzYtly9eoOsZM5AJ3cqVPKZYzBd88P4HfOtbV1xeXGHnDWPMrIdB2KlDB8ahlMUWNqU2huAlf2CEBRmTSBhaK9qqprB2lVI4ZwleWBsxCTguRnzS3G1khY0AACAASURBVCWJiZSrKij3tapFHkNA/r0RWiwAZMoiPZWTNBNENzPuJiBiCKKjeS+2ck5oLdIqaRxJ3qONyOGkOMpkhgokSt5TWYhGaqq3EFKBloaxMQaTNBoxlwrhq2Ps3+X6ewM6E5JYddkBdBbHYpO8zPQTyFo2dxEpnITe2R/Ed4Di/poSNbm4NhUGQsrsildRcCsHnDJGsjde2I/A7x7zi88xsTrL1zujInjFuVaA11Ko3NcH1WoH9KKEaZER5k5yFdlplI3oFEBHkhbglxDABzAOUkRHLwLRGHw2/OH2hn95d8kay2FV8cG7b/Af/oNv8vjBAc/+6gf0K8U/++e/yze/8U85VEgHJw0snYZvfgM1WzC/fpeT2YrGBnwc8Rrmdc2Ds2M++NrbfPjJZ5w/e8aTr79H50fiZoMxFYumph970XpyhmAgW0MVPTrH8plLEReNIo1yeFM6o3IkrQc21yveev9NbJqzfTcwqEQgcXj5DqvLWy5/LLptz283fF0bzlSmyRGtoNIGlyxeKVwZk554IdNBb1NrbuaWpCVJmR3gV5ZTFoaKFFilC0mWTbYUdKqgNiZHTE5UGaqgUF6hXRnvVZlsFW2juZlVhMVcOth8AdRAEqzRBmcMLknSS1mxk2woa1lYB9NAbd7hN3+XK8OOaj4B/ROxDPYbyd6A6B6Acu+aqO85ZUaV0SoRyYw6MWiFjiIJkJQwAayJ3JpT/o+bkZgbPJlewyyNVGGkrQ6l0GFLUBCUNAB00TetosMlTXKeqEdI++aDKkBVEfAtN1E2loQA4CbLPUEDO5dIVUbYlTA8YySFUZJLcTRUMWCKZonRFc8Y+RdX5/xpFzgd5rzx4JQn7zzmm7/zy6w/+YztxS0/+fxz3jhw/NP//h+Qoyd0kWpsOXnjEc2vfB390YxlGzHzGhV7RtNQG8NiueCdN55wvWn5v7/9HZbqMenRGdtuSwye2eyAKsm47cw1xOjxTvSDbPAkLbqSOgaighCVMPwyKJNQY6K9uKOqDO9/8xfpr6EfAt4pTrdrXru+5OYnF3z24o4/vbpjNgS+YR3V6KkK2FljUDiUTmXk7H58ic7l1cLSRRlvkKOiEaHpCZW8v/oVsq8X5kVWk1buvVi5x17cmWVN4Pw9RpTIqyZSMfUyu6pN1oTKGZvFVTQbhwpyUMtFeiHnneDobsX//Pi6/16+tCOwzw334mrCd74qh+XpUy3fmw40ksNyMRQr+xJisJejaOpMOSxlYaorpfEpoVWkVoHnsyV+fkZSM7xq8NpRhw3z5Mu+luXeFpb8LsZKnE0xlmGXw1BKTIwKyzYbBbUUcdpIITx1/pOPJBWLbhioGNE+kGJAo+mqij8ebvm9m0uuDw1H1vL+O2/wq7/zq7z+5imf/z/fY9xo/tk//13+g/f/Bx7NNH4cIHsWOjP/5jdQh0fM7u44rm+ZuUSII6OGRV1zdnLE+197i59+/pwXn33O46+/xxA8ebNBm4pFXTGMfdEJ0iJJYotWWBbNZo2GqCWH+STvTUthnbee9cUNb3z9dZya074T6VUi6szy4m3JYT+54PuX13xys+E9rTlTllkOaCXs/ioZgtJUWqHU/fiS9bCtNNdzW1gm0kidOugZhU+KnCCh2WYxTEjKEFXFiMVoRSAhMiMTHp93Y0J/m8PkKzmsrDOjDQ5hQvRKE7NCKZEeyVMOY8phPzdy9o+NgPuDXjJLCZtaFu1PqIcLVGpJMZL6Nduzd1npJXVy1EmA9JSKPEmRO1GItMyYEkOM3G1bNn3HZuy4G4SZmYOn37TEsadxltpoTIrMneN0XuOcRaeENRqbDbWtxRxAQSr6aiLOL69fa0sMHpszDnGk9YiztzViHGaMiPZH70lkKiUj47HtuV2vWa029DGRnKMbI247sF213PQDIWeO50sur++4XA9chSvefet1nl9f044jDilsXeUwTkY/x7HHBtBUzLXlcL6QwjWL5lZQkt+dq7FOvk4hlpHNQAxipJRLsUyODKs1w2bDECKbtmU2m7M8POTw6Ej2rxBYzGbMFnPiwZJhGOiMomq3mMpR27kAviSsyThnefTwMY8ePuZ2s6JTmXblSdYQs8Y6K6OtPsh+n7PIPin5PKfxO7SiDyONcVTOMYwjETFAJctJz4cgLJRSyCsl2t61q0TjW5fpG6NF54yMUsIUSwUAnwB8uZdiPhljFIZMXROjjPSZYtzggxS0YqoYsNhp10cjmqghDLsoSEnOa9O0GvfcZ3OR/CFWqGDRhbUXkpeCdKqbft5VAlKnogkcEzokamXAZ9GVzQihXRtULuy2lAWoLawzGY9VeJ0ZYmTd96zbLdux53bsxBjIj4xdj+87Kq2YOYeOnlnlOJrV4tqbszDEMeLo66zUS0Zyji5mNArQyok+d0hUKNGz1HLONcZQZUtVmj8hBBIZp4w0UYeRm5sVt7crWh/IzjGERNeN9Hdb7rqO1gdODw65ubvlqh25uLzivdefcrNacde2NPWMcQxUjUU7S0wCdjYqQ7LMMBw2C5wtYF5lZXpMa6yrsK5ILCUZi1Y5kOJYRpkT3o9AJGxb+tWKMUTWbUtVVSyXhxydHJNDIofAvK5YLObkwyX9MDCiWHctuqqol4vdenBZ2Fpnp2c8ffIaz16+IFaGdn1HNIZI3Ok6jmEUyZys6FNAUSQcUtrF2Jg8tbJUdYX3XnT/tCYkiUlfABJrBKhXhcVY2UqaCWYvZRDCPsZCDMRd0+DepKZSqBzL2YgiqyExpjVY7URaonT0Uo7lVCf/DBpnrexlWSbIUmHCAWWUfpKwCaAGAcxzhU4dOnswNTJtFvG6ZdThS0NrX0n97A9MMdzCixyEjcJu08CMel/6xYTJJcaK4WQw0MfAdhy5azd0w8Dt2LLte6IfCP3A0LVYYF45dAw01nBa19R1g2aOAZwyOOWwtZOzpRGBNWMNRf5XziEpk/xApQRM9lpkQ7TRJcZkWkr0rYO4xKeEDpHblxfcXN+w7QeScwwRus4T7jastx2348jp8oDtds1lO3C+veKdRw+IBC5XK5r6jG4c0VajjDDf+2FLpUR7vuGIw3pGU8leYCtD1qJnaazDuqIZmkuMEUnJk0ZpLPnCWoxdR3d3h/eRTdeijWG5POT49ASlJMbq2rJczFCHBwyHCzH4G1pM29AcLIhJEcZA5QxGK44Oj3n9tTfox5HcVHRXGwJSG2tjwCh8GHc+HL3vUYmi5Vu0mlUhOmVZ6yGOMrlQ1fgxiBRDlIaCtaKjqZQ0n50trHEj865Gi3GS6ImqMn7ud3ksRgHVlVKEqWFQAFJTJrlQUE36nOXck6LIp1DWKYUBHouEgnAbJCaVUbvAkKbaBJhxjwSScVa0OaOSek+40//fXH9vQKee5oJL8RRMZrCZWhsSVl5KFkfBPQizHzEBSoKeDtETA6AUyaV7r1Ta6b9EtUeOp66vhl23icJw+yK282UMBzU94b3f1WVnyvn+t/Punxzc5ec+JVIMOJ3FmVAbGcuvM1nXkObi1B0zdbCo5FBBwM6cis6ID4xdx3B8xLf9hj+6eIltZjyYzfjgyRmvv3aGXTZ8/vwZP3r5nLuLFe3Nmv/5fzX8V7/9TX7xrYeE4zdZnH5AGjNGJw7e+SXm3R3bm3Mqu2BWN4RkmC2XjJ98Qp0SB0cnXA8D7m7LwTBiD5dU2w0H2WJcxZAG1CBjPF5plDHEDKMxZGMwPaQgdOScA1orVuOaxWsPefr+r2BSZnV1zdYHhnEkq8yjswekmKn7Ww7CHBcG/BjIIzigQjRKLEUWYQLFy43ICryxZF3hspGzopLx5HjP/auUY3tR+yR3riiOkJExzcFJ0AWVyMbLKVCJnotUPgqdG2aqZqaKwyfTUPV+DcnogiR+U8xHYprW855hOYGSk6DwBJx+9aW+8N990lKoVx4v/yyV62cZzF+SrVNODDpItylFTBbHOBNklGqrFdYochoJeNCJEdkMZ9mRtKGta7KK6CQaqDk6TLKYJOBBMJ7OJPryPnTWQNw1GvYv7d4LzKJxN0SPKaLK06FHKQ1OSorsI4QCPaUkY7YxokzcxfzQdQRjuDxs+D8vP+fzfuBkfshrx4f8wgdvcfDkhG51y8cX5zz77Dk357f877/7OePY8Z/+yns8OTvl5LVfxzQZfbtGHTzk0S+eMd48Y/3inMXj14Ua5xpcY+g3tzxcHGDrhud3K1RlGUxHYxxsM4vGEohE32EHRdaGURtJhiiGysnhqUsFrE9olfGjp7Wex+//KmdP3qC/uxNN3KywNxfUdcWDgxPOuz/jYJxTRchji/eZWZb4qsjYCUvesWonwAsSCm8rdHYFRJnGtsvv6AKmFeB5Pwgv8WVLlEwjEaF0GF81jcuvfM9ojdUWi2g7ybhrvrftCliepVLCYahSxGUw9xtnU9LNEvtMr/lvdf0tfjHvYz/DV+awV/9EYj/dz2HsX1dKmVAY1RMTb/p8klGErItOocarChsDLieSCmQ2aBWJyRettIkhuB8t3ofUF4/rX8hhKqGU2YO2RqEqcefNo+wPImIWyDmIDnf5rGMIDF3LeHjIn8eOPzg/R9UNZ03DB6894I0np7iTJc+fP+PDixfcXqxYX97xv/xvmn/yO7/OL739CH/ylOXJLxBDxnSR5Vu/yLxfs71+ATe3zOcLQtI0yyXh88+wwfPo+JRbP1Lfbjn0HrNYUFWOAxy1dQxpRA2jgA5KE7WR1tOUw4aSw5SY3mijuOtXNE9Oefr+r2KVZn19zWbwjKXAfnh6hsqKqrvjIMypQs/Yb/c5LEONfO2mps0XDoLBGJKpcAgrUetIyplOW6o8cpoy36+O+J8u4DB9DYUjYVBmYIMlaFviS3S+UqQ0i+43IyaU+2dWJJTmwJQylAIDX8hhos9cDmTlTFSaCFPxdi83f3m8MHUE0Dmii8yKIqLyiM09KUe0DlKQaV3csxVt14IWAKHtW1LOtH3Lpu0K62pk27Zs2paYgjDmtLyHeQ7Ml0tqZ5lVFa7oSs1rJ6ODGWkyayNMFpVIZKwS9kVKiVRkJ5wq+nZlr7TFIDOpJKxN1J5BW4qBxtmiqxXwMdB5T4jiDN4OIzNXEcveF8aRUTmisVSNhgFW7ciqGxhDJKuRSSo3qUQ1q1HaMDeKo6bmwFXMjIxOZ7I48xYN1Vz2lGHoid4zDiOEgE4CynrvJTd6jwfy0QFpDHQ+8PL6luOY2SZhGzeVwQ09Wivq+YL54oA0mXukiB96spUMEII0bbQxHBwf8/z6kpUf5P133U5aIXqPcsJkm4ATjYx658KCybmY5BXWplJKTFNioq6r3RoXZlCREEgJa6ZMlAkpEWNARS0ahBM7LRWDF/XqWUlpTfC+7JEJa+vdOct70RjUWkb84jAKc0VpMXPbTSwYAQ8RsFwTd3JWqRApslKQYpmUkvdmxE1kV8jKGPlXZ6f70hTq3hY/adVSwIEsIvYS97ZCW2EeJxK2cay6npAj43Zgtd0QYqLvR9qhY73ZyuenhHXktEKHwPF8RuMcTVVRG4NVilld4YxM8qQURfvXmNLkS3u37pyJQyjjkGIelJJY4WilqbU0WrQxWEy5X/sYq62hMoaY4MZ7xhgZfMBVDf3gGUIkKNkTYwiMiDyEqw0hJDZDYNV1jCFizEiICZfEqMfVNejITGWOqooD55jbCrK8B20VMU2SULLRjeNIioGxH0hBtCNTjIzDwNh1+HFkjJF0tCT5yJgS5zd3LEOiRWENOKtwztBpTbNYMJsvi85zhhwJvidng8kWUW2Sk9fh6Qkfv/ic1aola03Xt+Qs56rej6jKFqMSAYg1AtKi9S7GSFkmHlIuoIjo7lZVhTaWRKau6p1zckoCuIgfgZAkJiOVycg3JzFnvH8smu690Vp0KEnyWo3Z7b2+xN7kCj16L/I+uozJp/1kkDbFGwGLUlHGsGMmFSmZXJrUk/Z1VGB0Q8YRtSYrI3KIpi6N/y+JsXsJTaYh7qW4QsiYGmUJTVQJZSqUrUUWJYlb/GYcGcNICJHVZoWPiWEY6YaB1WbN6L28B1UkZIJnWVfM6lqadtZhFZLTjC5GM3J+scbtZIqmGCNnwiCu9qI5nHYxppSSJiAyOWYxuzw2SRo5rcvIuGGzaQk5S/5qZozdSF9MuLLSZB8Yc0XQFls3pJDofGY7dgw+YIywU2tdEUPEziuUcVREjmzFYeVkzD7LutBGE5jkDmWb9+NIzklizI+ooic7DgND18l/vScdLEgx4bXi6vKaZox0SmOtxhohXQxtSz1fMJvNCUnOUipHoh8Fz3AWn0W/MsfA4fExSSnuVnckpRmGgA8Raw3dOKIqIzl4xzxGZBeNJkepR3ISfEF0PHNpoIkZl3OOPAyie2utyPNkMRwyWu32c+8DQQnTOcaJaZ3v9812Tu26xNh0P0Xm0ZHSPo9J08MQi0yWLcxs8l6KyyiRtrJKTBdjKtNy5ayZc5LchtSFemKYIrhcioFsJFfvXeX//a+/H6DzPhA4AYxFu4tpXj+LUOs0+r2zmbgP+EwPdu+xpt/JpbCMOckmReZebS4Iedr/LtNjM2mr7a8vgj5fNtary8Y41a33mTCqPOlOy7O8rpQiRKHfp2zL60gw1OR2CaNCEYQZ0WtUAIETcsFlhFH3jMiHKtAuZjw8XPL21z7gnbMlNzcv6FeeixfnfP7iJb4fqSvNH//FD9ieX/If/fJ7/ON/9F/zsJmjxzUxj6j6GDdL9M8+oT9/wWy+ICeFqxtqp3nz6WPGbKlOjwhJXNiHvsdazaxaSncxDdTWIAogRVRWGVJtwTnqqMkhgpKktdluWXVrnrz9Hj413Nxc0LcbhgDnLy9Ibct8VnP65JT/7OSMF88uefmHfy7MJWQMy5AxWboNOolwtjgklRRTkkk2VpLtPUfhwKRLV/RZSxGWS0VWSr89oK4USQnLUwq2JCAOBUgr91vjsMph0GW9TI+tpLNU6knNq2ZEumwEaip2S+JGUTYJ/cWV/7e8SkFbDv87QKP87P5634Ggr/yEV2MMMYBSOQv7mIxCXDNFLFoO4yZ7kgi5ELNIBqiQScYxqEythNWL1uhsycmic1n3KhXtTo1NejJhZ8+Y+8LrU3vgMxaGm7iGyg937/keeJZiIHnp6olwt3zGMYqx1VplfpxHnjmNPT7i66dv8MsffIDrb1lv7ui2iefPz3l+cYHVihe3d/zL/+vbfPL97/GP/+F/zq//2ttUOcK2I9sZbnYAqwtWly/IeQ8yzZqa4+Uc/+gR5nCJndW024HoWznAu1NqA0O3wWojJhJlbaupoRArSSqhCMUbAXGvr68xi4rF8QNWbWZ1fUNKiet1x+3FJZWK2Kbig1/6Om8Gx8ff+S7DxY+k2MjsYswWtb3J/ClPQAaIEYE2KG3EWI5762y6PXliLEo7YbJXUCh0aU7l/Sa6u617xn35XaV2zoF6yhO5PMFuUe8SSrk0Role626yfbce5HF3f7vbq3/e9XePQHnoPeAzHYDv58MpjwjoKgeH6aC9Tz35lRyWvpDDipVRaWqY0sE16BRRWaQaTBqKBhelAOGVz/wVNuf0PfafS8qpADmx3C5dCrrdAwjQ6r3EV/SQJzhVXl+ImZHMi5LDNouGs2XDm++9z3uPjljdnNOvIpcvX/L5i5cM7UBda/70rz6ku7zlNz54k//yv/hveDJboMcVkQHqI+wMhv4T2vNz5sslOSlsVVM7wxuPH9FFTX12TCCxvtvQtx3Gamb1AcREF8ddDksgzH+lyZUjVY4mioMpiHZdu2653d7y5K13CMy4u72m26wZo+L84pKw2TKf1Rw/PuEfHP4GFy/veP4Hf0ZijcHIhICWHKazEhC+iNtPqwQFSet9DkP2taggKI1LGR09l6bh37QJnSrpv6HIxhQnVFlEWu3Xy3QeSoXJIgXZ/WZBObDl/esoi0EiTBUjIn0vh6l7f7PLYZS4Kjnsb4qxJO/cpQFdgJKkNcHV6LEDlfBG0SVP23WsomfwI5vtmn7suetbGT8vI81914txjnHUxpJj5NAajp2haWqqSjQXpUCXhmDOCuccWinCKAf8mEVHbdKOskoa0tkHadFrh9WW5AMk8ClCylTOobwwzXKc9G/lDCQeRBGVIs5Yhpi4uLlm3XWIAoBm68X53cfErGro2o7Prq4ZxogKBovlZt0z+IiPiZRHKlcztp6xTmzSSFVnFrMlj44OOKwqdMxoI2xGWxmMEofVSVojxcAw9nSbtRSHCMg4ti39dkvXtlyPHc/GjrMHj1i8+SbnH37EdrXh/G6FDgNvv/YYpTLjOHBoLc1ihrM1hgQpMPYCWuYoY+N+HLm8eknnR7LRjH1isTzk+c0ty/mcejFjO/REK6xMAVgSMcoZX2GonZO1FTOzpiFEcfhWWhOTsFZiElAGIJSxc9lLZSyfMvY4aZRqY8r5vrB3dWHYFMaZtaJ1npIpBiwigzBNwCitxDSlsO7Jsu/KOK7CWStTIGHE6ExVNfiYC6NLKB9kdgaEaI1WmUyA5DGpwiiN0hZFKgZaMqX0ZdfuXAuoe8XuVKdIv14RciTmyDhEwjDSxpHtZk039qz7jm7oJcZCpO97VM7MbEWlDTll5lpz4hxN7aibBpWzGFsUBm3OajeWH8ZRXkNWJEtxd86iXRezgO0ZKmVw2pFCQCVZAyFFqmKKpSVBkcsIs1aqSFYEdE4yLaQ0VzfX3LVbun4g25q+H1i5TuQuXEWlej6/uqH3HhUcCsOq9WwHT0zQDT2uqgh9YLSJTQqYKjI7WPBwecDpfIZNec9odAZtKtHmY9LVi4xjT7tZk6NHoYh+ZOxa+nZLu9myGns+GbccHJxw+vobBA/PVmtuuoHQrnnr6SO0VgzDAEYzWzZU9RybIyoHfB9FT7uqiF7W5c3NFTerO3RV0W7WLI+PePHZCmcsB4s5ud2SrNmBDqJpLPWxyobKOvHqCYl5MyMmT9M0ImsQ404CwzkxCQpeKsLJfX0cByGgxICfGhbW3osxyTd1Ve+MT2wZR85JRttzFtarKbGptZa1lPJOmkKb4tyelejDhoQPI0ZlKlcRkiYFj55OTZnyt6UJmIWB12dF5y3Wyn6SjCF4RwxuZxj5VdfeW4BdE0/MZhXJaAYv04ubcSAQGMNa8ljfsR570YgOMn4+9AMpRma2otbSYK6V4sw5ZrUtmovCvJ0YsBT9RGsdcfSlCSQmYN7IWbwyhp1vSso0GHHtDuWcl8Vwy1oreuxlXeeJNKaQNZGDSH/FSGUrbm5vudkK69QMgX4YUW2HKsz2RVXx4vqWLgZUsJA1myGyGXtSNrR9J6Z1PuFjYpsTynoODuacLRacLRe40lg11qKtonYNMcreMeEq3g+02zVpHGSf9yO+6xjbls1mw6bv+MRvcc2Cx09eg6R4dn7BOl4yrG9549EZWglrfKkUc1dTNUtsMYgNY0/04HKFDwk/jqzWt1xcXuDmM7Z3N8xPjrhot0QfOFkeyhmgaO5GksgVxonBKZJ22miCD8yaGRCp66roIxcdf0RuBtjFibZiaTSOg+TslBjK+55ibDqHo8S4aBpfn7xryBFjJA69H8tzsZuwm5jdMSe0Nrtmndai4Rp8IBpHbS0uWdook0RG6925cjIOBLU7m+ZSuchkpcFTGur/vwM6JzBCajCyKXqHOWNVls4ESdyvyq5wf5/Yp+dyWL9n1vCzYCdlxO/eIb2wGXQu7IR7wOZUmMPPApyvdG5339sXhLkcEFL5wX0m0r2XK6OWygiFl44cMprD3SaTP31IUsfQZnLUeDIqbiEMZCPAjc4G3SzYPpjzR/R8Z7Ulzg1vPzjha4+X6DxibWZztcWfbzhJc9R8gXGGvvd865Nr/u0nN8R0yj/65rvkqufk4RP0DOYzxcOn7zK8+CmXP/yY/vQtTg5rGqs5PTpgHSy2WTBvKnRomTlL9JHtMFAX5H4TImOKuJypyygeg3z+WydFzszWhKTZbNfUBwu0s2wunnP56UfQb1Ba83i2JB29h3OWhw8e05xf8uLjc37/rkcHg8GR1CidMJV3Q0ASOBpyObTpTJqE/7WM95ksAuy+JB9dEhsTeDSt0azQubiyai9skaSEZZsNtnKgMlFnyEIlzwpU1gSlGXbg27R29sWiQQBNgWTUfhg4y9qfXKn3UgkFTODVx/zbXlorVES6OV8A9AXw+MKaneCSon00sXNUiQc3yghlVOC1ImLINmKJ6BixWaGzFGJKGYI2ZAJBe3JucFSo1IHyYl4UDDZbshnIxGJaphGxHF0YNPIpqtJ1n8DOCZLeATRaxMJ99uikUUmVUXVNCqLPRul2JZUFnJuaFVmhTQUnx3w8T/x+t+JTPXB0OuetN854tDTc+BEzJrYvb3DrzEN7hJs7cox8tNry/fM7vn/9r/gf44yjo8jiqGZ+ErF1S7M44ukjxfon3+NlrqkevoZNmcN5TTipGW3N/OCQSnlMmlO7iq4f5HCmHD5ntimRY6BGU2nR7VXdhmAUnVVUylCrhq7tGWPg7Pghvm+5fP4Z3flnaJWZWcf8wWNUNcdqz+vHD+BHHzPfDPxoG2mSjCFHNUhRPgGTCYm0iT2pMkGz12AsIntSMGXsTmow4wqAbWQKWNyGIyXuchH1vtd8uKfNuWs4fGGNCoCWCuP3yy5Z68kaolJELSwnsjBq5ICb7+3Ze4b3z7+++Dru/V+WLu2Uh6bcYHbrd9+wu5/D8r0cJrFeGOapNGJAZE6gjJTqXWxOz0sUN9pRgVUJnVqSdiRrsDmTsqIzFZqijV2EyacRmsn0T+LriwIW+9hDK0JhQ0z7JElBUOXgI68rlhFQw77AVspg6jnd6Yw/UT1/stkwNIq3zk74+pNDrPIYk+lvtgzP1xyHOXk+x1aGsfd8+9NrvvXxNX084b/9rV8kupbTR5LDJExe/gAAIABJREFUZjPN2ZN3GF9+zNUPvkt7+hbHRw210ZwcLbGjxdQL5jPJYY21pJDY9j21llGsNiTGFLBTDlMKhhalYGvlvTemgmxZb9ZUyzmmrthennP56cfkdoUymkfNgvTkXVzlePTwMc3Lay6eXfFv7nqS1xhqkh6JKu5ACV2abHlqTCE5LGq1y2EpibWQxuBGQClpNqggrsvJEG0mGVA4KdySKvrgxU25hFNK+5x3v8GmS1ztDmz3l305K+lyoJtymNrltIT+khwm2qD7RtqXXbE0HhSaoBxagdXlAByM5GOt2AyeP/zrv+bjdAfjHbG72zF4yJGmqmi0xlmDW1YCaDpLU1Vkyuhe3jehTZG+sJXbgV4xeYZhRCstxfuUfTNFHimjkxSBylmClq+1USQtmqUxCvhIkvyVtaaurDCXSsNA54zOmsViySfPfsKz5+e0RIypISZSGCAsiF7x0d0zNv2GHA1DFKB7phyVLXIvrmI2WxCHSMoKH5KMojuFsxnlPYwRu9ScnZ3hZg6sBu1IxKJbGWX0XglDZxh6YXsgTdpZ02C0ZlwllhvP8eyUJ1//Bf7s42d88uwZH7z7FsPFBvfygrPFAXEY2MRbOGs4OltSV+Is7pToW8YgIOfNzQ0//ugn9H5kvlywTYEXV1eixZgzBwcHNIsFN9s1MUs/2yqFdkYMnapKdAXJOG2KCUxAGWHdjaOYKUhhJxMdzjn6cSAXJkwu5qSUgg6EFVQ3DdaI+YpSGu/9bqR2KvyqUjRqbUtsSZ62hRGsMiQfpYgtwZSN7IraVuLynT0hihMzCOPYKiNjiFbBGAsYU2R49IgxNdY4rKnpfUccWlIa2blI/5wr6bw7ZrU5cr6+ozPQjwPXmztWmxXDEAjjgO/W5AyVMaQUmFUVlRHZirOFo6kraudkDL0wbesiwzGdG0UiQECrlCM5B7qxh5ypq4pAZCelkWXaxyBOvtaYci+9gF0GjK1RKeFTFNYxkJWS5gITEB5lx0uwPFjy7PyCz5+/YEUgaS1AefBl0sfy2c1zVv0t2RuGmPFqoMISUaQMzjpmswU5CJAQQyI6hbMKazM6jjAGdIKTB6c0i4Zs1W5t5tIkDMELeGsM3dDKPpkErK1djTnQpLXiYDNwWB3w5nvv8+HVmj//8EO+8bV3SL7lsxfnnC0PMSqxvViRQ83xwwOaWnTztNEM3hOLscjd3R0//egn3G031IsZh4cHPLu8El1GpWiamnox52azLnrgov1qnWEcPcpZbOVIOVPVEmNjiZmJWemLTm2MUdZLVYlBXBQ91zxNdkwxphR+9KIjWFX40WOV3slETLqfIDqVOcddTpIYE4aiOIBn0QpVWsa+c4biBK6NjDjnNBKiJytDqdqxtrhNWwU+FHMXiKrie1cN/+rFkt4dc5xWhLCl9wPnwG9+xblT3zsSTsxQBHekT5EXq1t+yjl+dc5mdcUmBtmfthsxnLKWlAK1czijmRnDaWOoq4amrqis24G8tTKyH9zDJLQ1IqlRtFL7cUuKibqpyb7IDU0xVmQoQggylWENQwpoJQZ9qpwdY4zkEIiFwVlZV/K76CNDQiVYLA/ZdD2fP3vBdR5IWhrbOQTCONJkx/n1Jdf9NcnD6MFrLYxENCErnLHUM5lu9X4QTW0XqY3COZE6ZPAQM0dnRywOFmQH2n0hxmKAJGBuF0WnlFgkg6zlYLkkAwftgJvPeeOtr3PpNX/+l3/NB+++RbWY8fH5OafLA6qqor28I3vL8ZNDmsZhjEJbTRo9se8JIbJer/nok4+4vL2iXsw5Pjvm88srOZtbh7OGx48ecbPdEAfRHTVZmNneB7JWVE1NTIlZ3WCVIaRRzm9Z9FhHXxojhQhSVbW4qbedNFTL+k0lxpQS7Wdr5QwUQgDUDiCdYkwphbKuxFjesalTFPkKoyS35SKPZpWw/7UxJMBVFTmJTF5KUeTJVKnldN6dcxUTViJrUKb0JJfaYhwpOfbVOvDf9/p7Gl2f2how0QaSzuICOI20590x/JU/y7Ar6CZKwRdgz93XO1ZaLt/J7Bgq07Y0jbjvHpsygr4DV++z3qZn3VEVdok8lwfQqLK5yYlGGH9SFE1FejRZKMQ5gq6l0veDdGoTkBQ5W4jiYerKa1S2LnL7iUpbDIp5Ix3MaGuePn6No4ND7q5fYioI0TPcbTmsZ5iH0hlZbVvWbcc4JNrR86+/86fU+ZY3Xzvh7PQp28tzBptRuWPz4hP6GNEnCe8DTbXg9NSQNyN98BwuDslexNOtM0QsHsXYD8QkTpdGG4boiQpxa9OKIUTqWYMPI+v1loPDI4JRrG6uOf/kGtuNPFgsiFrGF+4u1oxO0w4rrr/7l4yffoYOgYqMIYp+ULkzMnIO9wawdmuiTArstOVkpFZMPfa/VUa5p85EWWAyyiOgzZSopm60uKTLKpj4SklrOqcYUDTacX+BTc+VFcQkh+1pzEqKWzEDj4WtRQGDRCRJlaJ04sL9HS6pRJlmBiUR7B9jooa/KtUwdVzYx4RipzUobomRoCNRyRPoIuxN2fxSDmRj8DHtONpTHIaQUFaTsiYn6ZgrAknLc7ikIZtdE0EhI1phYgoqMQkRd2rRF0w27wDOGoXKRg4t0ZNBJCHSJKSGuC5qgxo9ZAEBVGEbVLWlqWHoN8yPHnLy6DG1Urx48Smmhm6zwYyJB8dH9PORdbvlru3ph8imHfnBZ5/wu//2D3j/rVN+7Zd/gabuubu5o6sz491LNpeXhJPH2MJIOT46JevEVddjcuL05JB2fUs9b8AqAlaME7ot2UiB50uic0ZjjJom8KmbOav1ihgSDx6c0nVb1tcdLz8+53Ezp3KGZBTddmR7NaKaxPXnn9B+73us7m6pc2Fy5gmAV/uommJi3xYSpmRZLgKayDjnjZrz+9vEC38GWKJfYNLIZ1EzUskYVHl0Td65wcr+Oj0ve0Z8psTu1FiaxrmnHXuC0iCquIs4pZDxpHuPM4WDmqK3vPaoZG195TUlmMKwl22hCNRnAI9ASpAwBfJhF0v5Xg6bgPr9O7i3c31ZDtOSwXR5p+leDtttLkaaeYpMTqKBmbLoNXolapM512Lu5WKR7hBrIYuMHt/PYUnJuJqmaMXpTFBi0AIWFTM5DjL2hUIlcTTNgLYaZ2pQFh0iWYmRgTbiUDxvioaarnjy+mNOjo5Z3VyiXSIkT3+35aBqUA9PZRxyu2Wz7RjHxHYY+f2/+A5HpuX1Jwf89ulT2qsLepPQ9GxffEw3DqiSw2o35/TkDLaebRg5mB+iCvPJVpakLAFNGKUIkrdt6KMnKMQoxJQc1tQEPOu7O5bLA6LVrG9vOP/0BrXpebRcyDrKitvLNaM1dGHD9ff+ivGjT1HeUwOasGNs7eUDZG/dC0jLl1MOk4kpvSNeaquEYYEQn7IWpogCbBLmSNZKNAGVGH1NazyV84nWmcFUtM2crRohjYyugZhxGQ67G8Qk714YKFUKnmI8lKeCTkkOiz+bw0RmQ0D7Lxtf3536dnE5wePyWHoqXJWi7Qc+vv6MZ1XFUncc2sBifsCiabBkcV21YvSnc0abArbotGPlWV3tRu+m4iDlJJqKTA2KRChxpAyIJIhhagFkMlVT4cdRnqcAJ0ob/OAxzu4YgwJUC1ArGpjlAK9UcWEG58SkYxh6ltVczl91jdYG62ruui2rdsUiz6lmc9yiYUbN2LZUVliKtavpx475fI61UNeRZaNpnGFRV8IeyYmQIlYJOJdjQhWjjpAKU9FYFosF1mi8H3HWMZ8tRCfMOZ76xNNVy8Y5/OA5OD4mPTPkxlEvD8jDQA4yEp7GyNC2xAOPmddUdUVGDA5yTIx9T991eD9yfXtNezEy5CTnBCWjbpeXF5w+egwo0YatrEglJGREtq6LVlxExUzvO7KKhD4SSw1goJgHieuysMUMIZScVt63MFYkrqwVYDoCrrIM/QBM4Eum67rCVNREL6YnU9GojS3jiUVX0MmZsO8HjLH4ccRVlfQIrYGcGYOc86w1EKVYTzFIg0GxW3uyR8i9jCGSlWioOisg6VfmsVeTjpyFjWI79vzwpz/iyte0w8Cq3xBSRClLpSIHVrGcL1jOZ1hgZq3EmHOyj2lVGPBl7FFprBG2tLjOS6tvkhPQGnJSZMQ0yGSNNpSJLVPOpcLadHUljOLgMdYQ4ogxluC9nOG0AVUMMos5klLS2M4FOHXOorXoEFrrGLoeV81IIVBXFcYaiDJWerW+Y5FnuGqBXdbUuiF1I0Y7TK2pqwqfAq5paCqDdYHl/8vbmzVZll33fb+1hzPcIaeaeq5uAAQIECDAERQVHsIyTZm0nhzh8Nfyk7+EXvwoyhGWw2GLpkWRIkRQgaHnqapyzrz3nnP25Ie1z82sRjdIMRjMiEajK7Myb96z1157/9d/WFg6Z1h1PVLZxrGmCJd65kU0sCSj7GlrRevUwjhNeJfo+4WCfc7yWjE8vtxyLRCGkdXhgbIzG0+3XlMurxQ8bzvylJh2A9M4YpdLfOMxzuvaSJk4DIy7HeM4cr254fbsOVPJhKR3WmuEs7NTjh892t+B2q6qAzJ4L7iuIRf1PY25MIYdSfT5zfcWW0PhAGUSViBlpmkUCs5YikHrG/UuFqgehJ5pHFWNUQHOYRzx1u5DhmKKeOcQMbhGvQLnO83857vdgLUaXOi8KhtwFsmOKSqz3nuHJAWBU9J9z8wNN+uI//nO82fna66aRzyeFNgOxdItmq9mdEr9n3kIXf8xImyHHX/1N3/NT8sNeXNKChuy18CtlS21xpY40WCczjkNakEVE0YTQTG1l3mjYHFKL9fY7GEv1a4t5UhM6sGZ8xdrLONbT46JMYw43xBTwFhHqvYCxlpIqvBirjFr930sF90rZ0/ipmkYbzeIaG91816RPKFkTm8u6HNLY5fYVUvjOsqgN4K+65VtmAzGZyVX2Yn1ytI4w6rvlDhQsu6PpdR7ZaSIx1i94+dJPSkXix5nYJwGUnC0XU8Map/3mnmdJ5dbrlImDiOL5RLbd0RnWLUrzG5HChHfLgghE4aJabfDLg7wjfblGBOkTKy2E+MwsNlt+fTsBYHCVO/63lvOL845Oj5RJv9Q6Npu38ccgm08iDKeY4yEMJCogW01yMc69QHX97XZMzJxtlqhKEZlramgJlijCtK5xkKId/63wDSpCsE7Sylai/o5PZ/kVOu3gLOOxht2Ow1hC0HtDsTpOmmMowTtoc47XBJiEbLxUGx1rrxDX6j3kJQioQRyDFjjZrjtH+zjHwXo1GKXylooQNTEZpShoH5q6se0v6R+5XfT5jVfHMs9EGYOJQL2yb/678Is91OK8D3IyMyMBOqFuzIR5E7irt6S+qqczJc/1GBaBJ/VTFkZGEWTgCtanwqMEpnspICOHCjbiQGSNglQGYv0HZSCKQEpR+QEQa7ISRNFsYbp9JyycCwWJxR/xNnpBYcLGFPh7OIcfwV95ykLB9li0oKz6w2hBPre8bPrc4Z/d8N3Hj9g7Vcc9S3doiGWCWlWPDg5Zly0jMNI6w/ULyhuWLUNTUlkk2kXDU3XM+wy2TnCNNKUgC1JL40x1OQ+3eTavqWExCYOYMA1ljiNfPrRxwwXO45zz8cffM6nFy+43uz49L0rthTOSHz37SPMNJJLpKXQGn1+rjgyhlCSHgINFKPyA01/Blc0jTmKPudQ14M6aM7TLZXgWZT9WZgZVrPHqjKoZMZSrDJAopSaUKdrOFrPeVe49Q197ijlTjC7DxoRYcqa5AoZEwu4QjTC4AQTCk3R8KxcF28iK5vnl7C478M99wcFhaIGwy+BtBWY+KpGXT/yPUB0nquoRDGTzUTwQWVjpeBCiytWjc2LBhZEo9PuJitrpUiBpN5moTiKNEhuyWkAM2iYVTb0uQHrCDI7ORZaESICRmssGkPJFikJU2AiE2wmmpFcDK4sEbZQtuQw6t5jeqxrwFpNBjcWXEdOgSkOiGRNt5tGpmHANj2rxQG7QdgNZxweL3lxc8F0saMZHaveISZiUss4RC5uLnCNkBz8Hz//OT/55AOGIfDDbyWcg9g5xrBj+fAN3IMHbFMkR0vXHJDjKS2ZhSk0RIKDxWHPNCZ2Saeq0xhYeSHHyFh0Xc5Snq5r8Z1nnMZ60V1jbGF7esnzz87oRsP2csfPP/+c890Nzz+74eZ85NMSODnpeHrk2UwDrWQ6A65U5giWUPdbBc1zvbjpPmszeNGLzrxzYyzvywH/y4uAKd/AZIfBE6ymVc6WH4ODNkZcyeqtA5Vha/Z7cKlrT4zs92bB7BkWpYKkBYPJlmwh+kAe61dWZs0sd7Q13CtTGWSmyrH3zLhfUmB7nDIBSd+O5OoaDVgZESm6FxRPkgKSZgjrCx8v9zBEa/6LPWwGZv/WHiZCrpNVSWMd3DlAZVqT1cROPx0oU9fvsBKQCCarl5Pny3uYKUApjCYx2YksEUOHKwJloqRtDQZpcK4D73Xvy4KYTg+BaSCmgLNJe9j5JaU39P0xpT3h7PSSgz4zWeHs8hx7lekbT1k6pFhsWnB+vWXKgb73fLC54n/793/Jt04OOewOOFn0tL0nEcH1PHj0GuOyYxpGvFtiTaCEDavG05QIJuO6hm6x2PewOE24HPBzD0tRLxYVDOsWLTlmtmlLIeNaS4mRTz54j935lqPc8+nHL/jk7Dk3ux0fv3vJUOBFiXz76SFNmIg5siTT2QI5Y4ujYAkkXVEGqvZcB0TaHu56WAXPNQU2q+9shmIsUYTQCIvJ0MXC5GCqQ1abEm0WostkKSTryMZgidyYjj/9PDBNCvZtuh2CZYnhv1sIq5majU40stEeFmOikJFYwNawBGswOdFk7V/7HiaJhKk97BfrYV6ttaLxBGwWyKaux52qBCgcWOH7j094a3lMaw6wJQKGtuvxzmuQlFUmXJgCVvR9tJh6GazA1r19rPGelDOSRXsDQt8uGMaBNEW8rQyWVBCLhm8IKjEWgXyPBREivp79CgLW4UUHU1NWcMZFQXBEk5jyjsubkaYT9b/aCEerA5z3/OT5Z1zefsrzZ885ODrg0YOH5M2W7bDFxMzhuuEmQCq9sunI0AjWCbZM9LHwdnPMK92ChXccnBzQH6+wixbjNHV9HsZIyZSYsP0K0HObGTp8nGi9Z9xu2dzekqZIjDsO+sIxEbe54H/6xlv8weMj3vvwQ26K8ODhE0rXkrxFnCUxQLplwOFsy7rt8abj/OyU4XaHM4ZXXn2V890t290Nq9UakzJX00C7WHAZLrna3tB1LXkYidWrLJZMNrDd3FTJuG7gag2gihIrpcryCl3b6qAoq5RV6uU8ZR3EkwKkoN6sUmWRlWXSGqshLUYQq+eZYRz1PJUC3jV43zBNKi8MOZNRQGv22Uwpk4wCgY3x+4RjXTsO55SJI1Ua6o0ChiWDFAF076J4Sj6huCNca8mypS0gwdLgv1LlcHdOVBmrzUZVSMOOZ6fvE92Kvus5Xvesup7GOVprVQlXoG079YqLs5dfQ5zCPYa3gsiziUrKqX5OayyXUvuJqqW6pmecRuKkTDYn+udiIScNmplrLCudXe9iMWGL3sUoBYzV/aMUxhQQZ/EJTDFMxhHKyOXNiHGZpvNM14WTgyXHR0f8zeefcHNxyvNnz2j7jl95+k3SRpOr03TLyVHLNhWmqaHtWoSEcYAXjIk0MfCGXfPmYs3SGtZHa1YnWmPS9DjjufOLV9Zh1y21xqzFhg4zjbTOEaeR25tr0hiYxg3LPnOQDX5zySuPj/gv/vv/lp++9x5XN4n1g0e4xYLYeIoVrJmQcMNIh7FLDtsljem4OD9nd7tDcubJq69wHXY8u7mkXy5ZGcO03eD6jiFNXG5uaPsFPmdiSljn9Q5hYbfbMk1jBbK1znRIc6/GgK5pmIG+KU4Uq3LcGCNN21VvQw25ERFMo97HOWaaejbMThmpCIzbUb0ls75fTdsyTXq/DEVHtbPCdWb0qQrC0lhTs0H0z421WFeteapVhzVCY30lG6EWaAWyFZIJrO2EbzOtTCTXYuKKxnYYpi+tsVl5Z0SYfCS7TFeDeB3XTFefYA4e8/DAc+CP6Jo1rbEa8JoybdPSdt3eUqZtW02/zntjIqxUKbKoj7Cp5+WZWa7DR0tOicZ3SBFSSHhraYzXGjO6Dxqjw679jpGiPt+khCInVd5u1NKqqc81Gq++/kmYrCMRuL49IxsFgqeLzGq54I1XHvGTzz/l/PqSF8+fgwjffPot4mZLGAaG8YYHy4aJwmbr6PoDpEQSidgZrE+4aeIVjnhneczaCMv1kvWDNW7VYboOYzyN1dRxa4UwZrq21z3UCq7vkWFH4ywlJm6ur4jjxLTb0LWJRTE0ww2vLjy/9S/+kJ/8/F0uzy9oD0/oVmtC1ygRxyWYrgn0iOk4apccu56ri0uG23NSCDx8/IjbNPL59QW+azlc9Iy3N7imIZbM+faa1fqQtmlruJMOxkLJDNNOvbFLrmdPcN4CSmjZS8jr0AxUYp6Nhm3FnPGNqrbiNOBFbYXEW7yzxJBpqmIrGME59V4fhqCAfz1rtn3HNCkYHMpsdZWrDYxaWkRRHMVbp58T9dqW7BUEp8GKpcFyJg/4+XXkzeWikh4SJRUwjpB1tN21DkaL9S0+ldq7/ZfW2N/n4x8F6Hz5sicUcSRpyEx1eq9Gv0k6LHnP3JlZLV88Gs8wqMrH74Yo89Roj0rNYGgp+3/2HJr9VBOdCFXGmVTW3/2gh/19dP5B9WuSyaRcN1oRHIY2CS6hUyFRRptLhjTpw09O349EgzFJU+CJ5FJNla0mHc9smG4rlCjQil6CWjh9ccvueMXxcYv3LW0cOe7XrB93hAPhajMSphFXDDndqByrAFPCi+XB0SE5b/nok3c5947Fek2/XEKMXG0m1u+on5VxhpATET08brYDpow0TYP4TIoT4tQfyaTMuB0YxxHfNDhgt92yWq9YeF8R/obVes0wBnZDYBoTKSZ+/v5H/Nn//Vf89MUlY2N5b0gUY1h1njeePmCxKywGashPRriTJc9m9fefKfN6EJUzW1FgU3Lef+3LS1IbRbrv0it6XDNEJAcyK7IYrMn8q3jMB5cdy3DLw+mGwwC7Z1tu8zm/HW84nkbaftJGnu9eV0Y9Vneu0FbQf6reSk3UiUlG16NQ1KNSlMHlKyvhy+vrq/9cp4FGL9FKb5jtRV/y+dtLarmDTOfP3f8BBfXr8dFSioVikaIeqKUMpBLJppAkk61jI0KRhkjBukxnAjYkLJZUdNNLGGxSRtqmNTSiPp9RvE7E68VZxNAUQ5sUYJ29WFwWUhSm2BIdBLvFDYJJBwp81dqy2WBo9ULkDdGMME2YMIDxUATbFHbXkfPrAfPNY5brFrlq6I3w9PAJg09st5GbMTBaR2BHvL5WZnGAbBLrxYLDpeHi/DPe/VBw1rI6OsJZy+X5DWsM7mipz9MIY0oKVuTC9dUGYwrqIJ/qxLUF5yiSuN5sEBE9AE0DMQb65VInsClzcHCEb1pubndMIauZ+fWW//CX7/Nv/+InXJF4keEs6XP+DfuEx4cPSbeRZbY4AcFgik7azbzX1pp5aa3VGlMzc53Q78NnqKxASRjU0oAMpiScGLI4xFTJZEFXqswA/N3PvG/6XnKujdIxC6OjUZ6jKw6ToAmCKQqqRpOJ6P5Zsg7Uktz1FVPAZgVRSwKXv2LAJneMsyJWD4lSyKJm+4gjckwi4CXgUdAs1oCJ8oUa0291r4dx17LmGqt6pL0B5t/Ww1zUxNNkQcSSs+FwusKnHcFCI45uPGUwhiF2jDXkJJtMrBfQIjr57ZLgquxWe5jBRSFPjlA8oZkopuB3Pdl5op00KAawyWNEvfGyS+oDvR0wKSJ0QEZaOD/bsln1nDxt1Utz2rHsV6wfdoQVXG1HwjRhi5DTLYlEKoUyJtza8PDoCNjx8Sfvcdl6+uWSfrVGYuTqZuDgG04P8NYScyYUaK1luxsxZWTlHJIyOU6IMzTeY2Ji3I0Mw6BG78Wx221ZLBYs/YpcCtZ5Do9WjCGy3U2Mk/aw9z/6hD//f/4jP/7slNBY3t1FstVQmydvHHE0FNohaw8rGcFisg5YNViFlwH1e2tPjOBEO59Uc3oRIVKYJNMi2JJxeVQAzmqCMdkwekNMwmAMRQJWtK9IKjiJXPsV//J64F/Ft7SGt5nsLQ9s5jcXP2VNuuthRXtGkMJgM04KthQmSZQETdRazqLr9aUehoYv2b8l8Ws/rNsXHBXMEEpNLz9erpmajt4ViMo+MdWTNMWiFwVEJXb1+zpr78z2UWZErvtrSpr0GyXuAwJFlEM9ZwCKKHDjMBgR9Xmu8kpjTPWRy3ep5RVElXKXHdqIvoZpnLCNyg9jiCo9TpEkQtd25DKxWPTsbq85e3bKoWv4vXe+zrd/5RvYYcdnzz7j//z3f8p4+jnL7oBYGWt5CngDKY4s+oaTrsUbZYIvlgsePX7EwcEBvunxtsUYxzhNhFAlfVUGR846xG9avbSkhHGerlswmRFyYhq23NzeEGPCNA3ee371nXf48MOPaJsG7xzWWaYw4XuHt2CGHW6xhq5jsVzw/icfcHVzxmLRs2oXrNoFp/mCftGTwsCyWWrSslFmV96NhFl657UO9oElVtPLcwVEUg22mxNlp2miqYwzI3oxzLkgVs9HyuiqbCWjOhVKVuZ7LuyGoSZLp3rfEJWDlju7jlIBTZVNV5YYGjYx+5l5Z/eyvxSjplCLUZkm6rdZCrgK1Jfq7V4qU4eUwQrZ6hC85ISYgrUGWg92DnT98tr6he2lesm+9uQJ9EcIhta3muSbC51X9r0Yq3VmTE3lVkDFO79nQVujwRazdNnWsJmcc5V663uiwTRm74trq8TKWFNl3QYRQ6kp3Nbo1xpj9LVU4DOnmq5dlMEupeALzRUSAAAgAElEQVSNI5fKUqpp7XGMuMYxpUQsha7tySXQ9ZY8DTz/+FOaBD945+v85ve/T5sDF2cv+L/+4s84e/4p3eIQ17cYZ0jjiDeFkCJt43m4OqB1ToH0vufhowecnJzQtD3OdVjjmWJgmtQT0nllRuYUwVisb2iqdYIYqzUmo94Nhg277YarISDeYxrPN58+5VOvIS2N9zjvmMKEtWqNYcYtvuspbUN/cMCnp884u3jOctmxbHvW3Rqbn9F3HcFkFrLQXl0KOUamq2tCJeA0jfrezwN1a2cvv3wXJFTu/FfHYcR79d3dB4FlrZ858OYl+ynRU1CuQSnDMCDGVglshMoOpEDOO3RAnHVPrvt2KQrAGKODqJwSzuoebbJKb52xWGeYpknvwdarD721+8HxrKQRo6deRJUd2XimInRJlWCTaxGnLOJ5/v+L/asSakpVbIonS0Nqn/Do1bdhccTKRJbVS611HlBZv7X17ARKiCngrZux8mqDJ8Sovpuzj3CMUQOTsgKmrirUVBsxW7tITbpX+bP2sfQlNVb2R89U/YqVVa5nWOcqyWja6V3BCWlKFAshqYVd23QIReXmJJ5/8iEyBH717a/x+z/8ISsDtxcX/Nsf/TkfPv+Utj9UtqY3GjwmhVwiVhwPjw7pm0b3qq7l4cOHPHj4gKZd0PgWaxQ0TDGQ63My1ql8fc9Q7tWeRApd1xOMRUpRX9zdhqvdme5vTcPXX3+ds67n5vqGrm2w3hFSQFKg6zxmHGjaBvwJ3eGS89srnp89Y7loWDYdB/0Kh6VtWuzC0+cO6xtut7cUEa6vrohZVQsqPa99LOv6c3WwOp+Dcs53NTaOeKtnl4Iyp+fwNVs9krWHmT1xwgikqH1rHHaIVaA8xajhUs5hQUlHmOrvz7635awWFXXZk1KsNaamAykGijQY2xNChBzx6HnT+8JuhP/w3gv+6fc0eHO2jNMBn1WbvKz93Eu1H7l3H/qH+PhHS12/A6FEGR9FZX+yP/jOQkb90Lvoy1KnffLy/kJ8/8/v5H+mgjP3cyq+mKQ+h6uAXiRM3dzuS0TmQ9R+FlqobBphThGtgdsKionBY+4SiutLbHDEbNlm4aBkJKlXKNZSc+0oJIpE/dliKGRKibhUKAmGUWU3/aLjCWvOjnqub28ouy0mBSRZYhIuhoGPnp3ywWfnjDFiStCGakFCZnd7yzT1vPLWY5ZHC2zJbOLIcAML31BiYrO5Zbnoubq8ZTdNTCGSygDF4+plIAyTygxiZOG0+Ym1NF1XDzuFfrHENZ5xCiDs0/liSjjfcnh0zPWusJsijx4+QQ4e8jnCpkCKgd/6lad85ztPubgeQF5QsnpCQiYXbYal3K2Vu4XDjC7cFUyRly4t3GdOMd+n7oA/ZU9pMqtkZZ1RQyR+Gnv+IvS8PRb+h7ff4AFb1qnw29Lwey6ykHOWsR4G750uS4FEJkhhLBlT2UPkgssQC/v1PksCDezDKn4Zz/mrPu6AXV3Hsv/P+WB+B8Ds094pL9UX9/6O+uEYyBpVs7+TkpESEMlEMVgplGmHk6ygllisjNg44lmQS/UFrJJ1U81sJlHOni2JUixz4m+pz8yJwRX2PqcqMhEcnm20eF/wTNisjDbjHAU1pSdZmAcrFBIRUf4WOQpTzLS942C94vXDBc9EuL29xu92+JQxJbONieebW957/3Ne3OyQEsgp4X1DyIEcIzdXVywePeHxaw/xS5UXXG42tL6l957Ndsdy2ZBz4ermhpgzu2lSxpTLLHtPSZkwTkwhYXPEoh6jvm2ZvcaMsSxXLTEnSlDJbIswxUhBWCxXHKwDZ2fPKeL4+jvvcJr1wpRC5Mmi5fd/57u8lnc8/6v3seWWmuld60tqKNGXjZvmBSb7PdkUnewp/GzUv9VkDLpnKpuafQq7rppaqndHxJd7wEs/qwZ6zAOJOugqFRQxgMszKKsAQ8g1oK5UKVv9eqlA51xbqbAfAHz57zmbY5gK8M64lB4qYlGPIEPCSkZygArU84Ua+2IPE9hLcGbH6BngnUkr8999+a2/s1sRig50zB4G5TtHDW91hsmATZlVSNy4JT+6yLwfoDR6gSnMI0JlQjgMtoLV1DlHI46UHTfZsCSyKImSe0TaenAKyobIFkSTFDORJAFH1L1uDEhraBcdj1jy+GDB5eaWMmyRMGGyJSbDxTDyyfMz3vvkjCEG1LW6XrJy1lCUoeeVrz9mebTESmGXAuPNLb1vaFNhc3vLcrHgZnPLdhwJKRE3OygtTpSFFEftYSkElt6h5rEv97CuX9C07b6HzaEmIap06Kj2sOfTGccnD/nW4ohnCLcFQgz84Gtv8N3vvsPm3/0FUT6H8os9jP255xcX4Dx8nf1bVbKmAF4qyjotMel+WBluoRSVg4pUabIj1cYy8zNtKZicuHWOYfmYz80ScsIDk7HcuonRvA+M83LXvb5AKplJYCTjSiKgSOYXexj3epjuul/dwebf/KsGDZoIhLIEmk5BKeql1qtM8r4ca5b1lxloqcnoApDVukE9oIRQIqae30r9MwQa62pok2o4nVdmoBFDTJpY65yr/pYKrurZooI9WeV+pX5dSQmJypaUGl7jjPoabkKgXSzpiiWlkWG85sFywfd/+Dv84JWnfO+1N+hjIKRMeOstHnSFv/nwY3762SnX2x3r1Yq+UYfUcUismoZl29B5z3q95PjkmKPDQ2UpGoMYS8rKiHfeV+ZrZT45V6dMdh/QUXKh7TQAz2VYOkfbtGy2W7a7CVC26snRARk4WC30ghRGeu9wFJZpJN1ecHlwxMn6gPXjY5599hO2tyNNd8yvvPE14pQYrcpRjThNUTaWMUSVW9YDnQaDURO+BVF/gT0Q0DSeOAPO/GK67AxozwyonBLWOaxTKSlUxpPUxPQCYgxehJgydu8FKaQKwEiuQ/WccZVmpgCr06GascSU1EbBGnLSz9vq1zkP+ZxVQC+GSIzK8Jm75Oz4nMxIsYkSLYtFyxRGkhWyd2C+aiR+D4iZi66At/rcklspe1QsjXUQorJODbXGskrN92m7qtBINQgmTJOSILTwVLqP9q1QveVmMBSyDkeqXUApRVn/XsEng/r7AfuQG5XdSk3vZp/YbVAQxnunQHCuKd/GUHJUFrX13A43+OWCfiyISWx3l6wax+99/7t8/5W3+cHrb3FkDeH6nPz4CU/+ye/yV++/z88+O+WTzSX9esWitZRiGMfEwlpWXUvjHAfrJUfHhxwfH+/DzdSPVAEjWyXIgpDqcGa+kEgFOLCFpjUKuBRYWMPQtGy2OzbbgVTl+kcHa4Ywslp2lUU+0HllVi5igM0FV+tDzOGa9ZNj+DCyvb2g7U54+uR1xmHimi0jAeNcHXQIoQLUemQpL9XYXW3p6plDgGKM+zuEdXofsNbua88aW89Ftca8w7hGAxJlrjEF2WZpZmMdIUWscUgNp4r1PlVS3gPozggijnEcNfiJu59tbNnf66dQFQLUO339OilaYyGMFbjXvTubyizNEIxnyJbHvmObJoam0FrZn3N/Aegsd3/WlExOAtKQTM+2eZN29RoPvUUCdNaTS2VQimCdr7EdufqsKpvSGGWdA4Q47Yc3lFLBfv2IMap/otVznaABis7cpWOHOOG8uztL1n/Zuufva4yKb5RMDHqGL+gARl9kwIhaCujwR2h8w/nNNXbR094GrE1sdhc0Br7/rW/w66++ww9ee8qrywXh8pRyfMzrP/xt/vzdn/Hu52e8d3GBX69Zt15tQMTSGMO67/FGWK+WHB4sOTk5pms7xGofA/XMNa7WWAWCjbH6NUi9bugZyjed1l8u9MbQtw23bcNms6tyfct61YMUFn2L957N7UjrG5yBLgfs5oqr5SFydMDy8Qn+Z7C5OafrT3j1+DHDGxPPd+eMEjHVy1kHNIWYNIiXOgDTXpP2w7b52ZoK0Mdaf6DScQCxhhTU4/0utKfWrPEYp1Y1pgL4lPnrdP/1zhJixKD+xwVIpdrxRd3jdVhYv3YKqqSo72lOGSHrkM2p7QrJIJLwCC5bkktEMzFhuEgHRPOCttaxavYrcaMIKSqYS0h6EzFmD+7/Q3z8I0nXZX9hUgezRB+gj9DmiJEIZgLZIiXW62Q1Gq5VXGrz+8Vvfg+kgbvLY908ZA9O8tLnoV6uZ3R5BpiYMbJ68JiTxijVj072jKBmD0BBNpbsvHolVL2hiKgSLcHOdrwvnoc3gdUQYV7QCGLRgs11jJK3iIuUMlFkImaDsMJk6L3ja48yH40jH75/y253TdsJJYycX17zfLrms4trbgdh0TkerXreOH7IxcUFt7c3HD9a8/bXXuXxGyes33jCkCM+GjrTcXR4yPpgxRg2TGHiZrdlzJliLAnDboysbOby9IJcEr7rAI/x6knUVNP2EAIxBHzbIGLYVs8U2zTEXHCuJZXC4eEJr6zf4uvv/AAwWG+IRkjRUYYBe3uGmB0/fueED37sudwUJmOhjPicaWqzHHV0oc+vVPirzH58QrFqWOKynRfB/gD2EnhQwYs9m0oKUgySGzU8LpHVtIFmwdaveX34gD/0Az+YniOSKI1DgoJnPSBYXR8VDNR0P31tKUVSjiAWWww2q2xJ3fT0Uji729yFJv3dPmb2zdyJ9z6Z5eVFbu/Xii7pl9MC5/fo3vf2WQ8Po3fKajMZksNEi8serCVLw8lww3fMxKN8AykhpgEJBBP5c2m5qFOlInpIhYTNli56fE1q93YWQRUQQ7JOpbEm7t9QEaFEoDie+ZbbaHhwDSZEKNrULQ5EG5cwqg5UwBUPk8dMlpw90raQ4JUDy1s288npDWdXG0K8Zr1ac3V6ytlww7PtFc/Od4hrWHeGt548xmbh7OIMUxJvvPWYN56+wsmbj2jXa8YQ8Llh1S14cHKCcTBOW7bDyO04EDEUo/5BkiINmRefPUOsxTct1AsAYmmN+nvFqMbpi6ZlCpEyZfXBzRlvPc6r1OS1V97m6eNv873f1At2cYaUDSkK5uYCm265vPqc6dUDrk9viUZ9dFxJ+JxoUG/cXAHNUqROqalG6CpnzaLyUJ8LWRpCZbKUkpnMLJUTptLUdYWG5dR+QF3rUu4uR3OdSp0oz5/PpP3nfZr39hlhsXdeC9kQJDK5W9oS9CcUW4Eb3bvnQYIpv6zCSj2YC4W4Ly0kIikiU2Bhr7CmEMTSSIYqe5R79fVVPWyusL9fD9OP5IRohJIdDqGJhf/R7fhvFqdk2VHShDOFs/Vb/K+XjvfyY2JuaGWHq0OhbCxZtIaLCfv6ooBEGG3L+8az2hgONwXJG738WwfSVPA2qZS3Znu43GKnkTwWkumQRuid450HhQ/iyIcfbNhsb2jajKSJ84trXkzXfHZ5zfW20PeeR8uON159xNXlJdc31xw+WPHO117jyZvHHLz1mLFkJAqttBwdHHJwuNYeFrWHDTmRayDgbgwsbeb6/Grfw5x3ygD5kh7W+hYxtvYwBdVCUpAzl8LB+ognyzf52tMfAKj9hRFidJRxwN6cI2bHT86O+fmPGi6vE5PxlDLic6KtkuwT8fd6mBZImS9NIkRr9OAdFfMLxuJlwubA0KzY2I6dsRTRIVGTDG0uNOlWwz9EcFWuarJugYMTOoGD8ZYunZJNYLKJQsNrQ6Zpq6fh3BfqMGDum+rPFnSIVXS/KUBkhmT+Hj3sC19iRPZ/bz6mSZUEC1Q2QKy+arJPEJ2llOGeoX1OqYKZiSlMGGfpu15ZLSnp72fYD1KsU7VCCrFOtPdO1cquq0CLFfUoJFMZRXqJuF+nwzDSNe3egsg6S5rUj+r8/Jqr3cAYJ/q2ZUiB5x8854dP3+Sfffc7pItLTn/yVyCG4i2DiTx6eMirDx7wxvJ9PtsOxKbh/OqSzXZD33p8nvDF8uBgyWtPHvHKw4d456vHdal+nObeWUdqYI7b10OIicBYGV3ap50IkjJN8dC2dOsDFtsdORemKXJ0fEIxem63RRkuXdci3rLr1ni/RC52bAKcPHqdB6/9CqcffUS7GXnj1ScsvvVtfvzpu1xvNlzdvmCxXNX3Wv0qrffEmElogi/1TGWMKidm71hlwej1ZhzHPeAiwj6Z3FlHCEH9/0pRJigKNOx7ilADLqp/tJEKulfWZh0wCfp9xSjrxlbwxrYNKcYq6RZyZT07W9k36IU2pazPx9hqhaABWc77u2dEAeOgCK4EJE8U1+wl9YSEJLhLJPjlZTb/irYIrioqjLMYHK6STDSsSTRIptK1xShbz83MoBTqxbxKaetrVValoes6oKZw18t8KVkdoq1V1n2I+8FErTB9r2NRdZkxys4qVO9HU8G0iskbYRgGGq9J9MkoQJqmiDWe66sNF5sdu2nSdWFbfvr+M37t8UP++W98n243cPXBf+I6FcQ7RpPoFo7/8vvf4831x3xwfkVoW653Wy4vzlm0DkfGxpGTozVPHj7g9UcP1R7BmFpj94FDZTKmqL+Lr0zeXDIj437UldFzuW9TVcpFmuUB/U5rbBwD66ZlKdUusUB/eELTNrhaY027xFxPbNMly/VDXnnr23zys5/SbEaePD5k/a1f5ccfv8tw+YyrixcsViusc0y7UYEu31DIVVp7V2Mi6sWYU6w1pj63xhiGYdDBQX161lSGrassXaO/q7NWQ2rCbL9zr8bq+cZYhyRdezmp6sdUgFsEvLMMQw1JsY6+VTKBiFpWpMoQNdaSi1DKhDG6bzjvVJVT6uDMe1VM1YEUOSEp4STSpUQ3XpP7FVZuaSXTjw7pWor4v7WbmSqDL9IwmZ4rd4K1no6I9RZPvdOINp5ShwdSgKznKlcVAzOoP7OZjWiVj9OECHSdDv80yCVVBmeu0n6zD1TTRXavxsRQivolW3uvxmZ1gvqT6Uu0yop1Vms/SsF6T4oZZzyb24Hzmw3bSRPu227Nzz74jKcHS/74N37AQ2O4fPYuH4wRaTzBZFJb+Ce//mu8c/SMn3z2nKlp2YSJ09MXLLzFUJBpx9HxMY8fHPHaowcsFgsFf9EzSKzEM2qN5epn2fhG93anNiPWWjLqMW6NwbdqmWFzi1uuWKxGYsxMU8DT0S7XmjtS4OTgmMY7vHMMzYLSrTHbxPDskma94PWvf493//o/kjYjjx6uOfrGN/mbj9/l/Ytn3Fyd0vbqPRq2Qw3R0lDUGKOCzHWt6ODJqQxcyv5ZOmcZdiOz5zeot65Q8NaSYrXiE3BGVBY+VYVN/R5zuE+pQzupdZdLIdVz6Dz8864G8JWCMwbXNHXgkWlcw5jUusFgEdMx5QnXJFIyiDeozYqD0iBuxLVgsoYLi9GEdyWA1KGmqeN+EWLOlDnF6x/o4x+J0Vm+8J9Ko97/aZ0SKVtGH+Jd+usXJieFemCpLBl5+SIJdyDl/msS7JlHvMxWe4lpc+9QXWb6wvwS5d4xvT6DMocPFbN/7QL7CazS7HWO9ywF/prIYYR3RuitJkXW3wbBUazVCXIBk2/0Eh11amEXnlRGfMisXWJz+ozt2LAdA6dXV5AabrY7rhkJMXPQLzk6XBK3O85evIAYYIz81ne/zR/94T+ljOc8fedtsrPkCXrXafMtmevLxPnFOZvdhu04UUyjlP+YaBc9zhaMbQgpqsmzUZp/17fcXF7jm4bN5hbfeAiFYRxYrVZ79qWxjsZ5DI5OFhixTLuBaDIy7lgMielmy+effsA43bK92TCWwlgiYypYyTXISg+kMc+YXp0WzIjlHrRT1pWZL45GAbScVQ45P9/7hVWoEy2q7Hs/AFPAZRRdo21KLKcbADKtMmhLREwLhpfW7gywzCtsZiwXqd5Dc9OvP059A/fXPP5OH18stblGXvrU3QBh/t1n2dUX//7de6PfK+8vRmBMQSSRxVGMAl9ZYDKGFQN//PVH/Fq7wCRlLRkHt5J5713D2Zi11u8wVoxAk2fmj2EfjkIFrKl7Qin12euCMtYwhcxP80RbMkcDPExC4yxkhwYe1aQ8od7WEyZGCOr3aVtPaSx5GlmuPObmjNvrkU0Qhu2O04sb0mS4DBs2UZMJHxwe4CVzcXZBZyx5mDg+WvHHf/Bf8/TJkkUDT958k9044UujE0FnCcOG6WzHbthxu9sQsgPjGGOka1TygGSKmRkrtnpitZUpVIgxMowj67Jku93RNPVCpAicNnnncbmh8yviOBFiIBBwm5Fum7g4f87Z6WeM4y0hJnZkQgoECq3MUhV9n3MFw+Z1+9I/9aJVUEaZKQaPrYz6DDlRZl7oHknXQ7GmTN8BCHuWvehUnRp0QJF9gEguqQJ/WS/B9YBTsJTiUOmRkMRUua/KJZxAuLeuZ+9aZqbQLy2xWoVZKPPAhMDQ9mztQzbdI5K5VGaduWcL8VL1zu/fXQ/7shqb//s/p4dJ9cU06CUDMgey5VG5JpIxZsIyke2Iq5L0Yu/1v7n/1gsF9RJOySpFF+FFCvw1gS443ABLa7DGqV8uDiPqJaQtPGNiREKiRIOIwy4aEpP2MJ/Znj5jO3o208Tp1SXkhtvNwBUjU8ysup6ToxVpu+P0+QskRRgj3/vmN/gXf/TPSNtT3v7a2+A9KRQ609F4iwjcXGbOz8/Z7LZsh4FilC2RQ+JB3+EsGKugZbE1RMMYur7j9uqm9rCN1msUht3AcrWcHx/WOhrrMOJrD3NMw45EJoWBxRiZbnY8/+xDdsM1m6tbptrDhqSeR0ogKUAizCD23MPmJlD/7xzwg63P2GkPThGatKUdr9EK1LVhq6xz6FbkmGsNKZMj1f5pRAH8QqF4q0EZ6KOP84Br3lK4Kw+Zu1iZe1ip309e+jtzD1PqDi/1nL/rx34/qD+3ZJVKubYCTuUOBypZQaf5sJ6iXoZz9WcruSBO9sENgpCTSgCtVQltyfpe5Zwglf3n5l8q51jZaUUlhZUx3rba753UMKJ6sdgziHTqo5ctMfr9s+CahmfPzzidtgzDyHK9ZBczMcA//90fsv1PP+L8049YnDwi2I6AYSIxXt5y5Hp+/c3XWZ1dcR4DN2fPsdPA8mCNyZFl4+idobWuMgz1rBlSgjxhXfUmFUGsA2P2wLKIpmRnRW9x6h4NReW3JkeVrllDbywGS5giyYDvO8gRpkBrPLax0Hlid0znV/gpkrKQcXzrB7/Lk8dv8ON/829YLRc8enBE/4nFZ+HxwwdMKXF+fqM+fjnvGV2IylX1Ymv2+2lOCUQZW9Okl1t973PtE+qFCpVQlxOucS+tN4NeApVJOIf7JKyr7DSdWKM2atpfUoz6/K3FG1sHkakGw9gKUFB/ttnLeTvX1ROlsqNCVG9PU9eKtXcqN/VNF8Qq494Qte/W1yqpAv5fcob7ZR9CBbCpIVE1kMlblanrq6vH4KpImJmZMSlrKJZSAdGiQL41NL6qOyrrzBjZs/K1nDSQcX4W81Ct5FxDbVSOKQgxRNq2VcDTouCZUIFT3ViM0dC1GRRN9RLdtC2fXHzGs+sLtrsR55bgWq6uB/7gj37I6uJzPv3J37A4PKG0C4JkJjLDZofZDnznlScsfMdZiow3l5hpYLleIyWz8I5F4+ic3bN4AWIq5DzhrK92VBlxDRipHqq6Fo112JyhpMoSRpmbvkVSQERBqs4oMNKOWmOubRAplDHQGov1FukcoTumadY0IZGz2j49/dXv8fiVN/nRn/wJm8srTl59zNq3mCnx+NEDsghXV+c1xEYqGGv1tVYJbDY1ZRkUiECB+Rg1yMRWoG6WzLo58byCKdbZGlBVz+y1h/imqsJkZuIasEYB+5J1eMA9JqxRpY43lhADMU80jas2CBWksVW5VWdcXdcDBedmdqQCebauGWvN/gxLLsqwTZnGWLzojoskGm/og9ZxTWj45XVVFNUoYsmmITRrrfM0QU6EkjHGVVa09qi6CdUa0/cw3Otj2uh0HzDO0lAtjVIiiUqOrdU6KLXGclU3CLOFAJVlPdV9TPf9GCJN02iNVi9qPZ9UxnE9I1X36cpAzdULtOXF+Tmfn55xM+mos+0WnF9u+J//6e/zhrW8/5f/H+1yhesPmCQzkhnHHXnY8bWTY1pxPA+B958/w0wj/XKBNYaFE5aNBqB5owkboPthSBO2gpypWqwgVI/mui9Yi3UeqUn0IgoQ26bFBMFko7VrHL0Ywhj1uN16nFW7irYYXaudJbYHuO6ILhZKFmIsvPLW13nw+HV+9K//NTdnlzx56zVOlive+/QjHp0cg7d8/vkFFHB7Zr9VRUp9zrZoeBsV21Dlq6tqlah+z2mWrGlQ5lxjsVRA1HvKfg1VlVvT6rKp1j3OVJVC0vPOHMZtxBArozVNAW+NqgpCwHsF3UHvdNZWKlY95C3aVklPOMQKmZGYLEU8mZGmqX65Rhn7Ul+kdabeV/S5eO8gC3HKlZX8D/Pxj+TRCXdIkaUUTzCOyQijqHdawRJlgakHb7AK0NTmVcrLl+C9vPgLyMz9z91nxsySQCl3oOb8ufv/nl/vnRS+vPT1MAM+pQZOzN9f+Qu2yB7olJzAKID5Xiv8iR24sj2/k3uexDUHxdO4Qio9iY5YwOFYZU+fP6ePpzQ5UmRgOzzDpELHmsM40g23fHAR2W03+Dxi7YrSturZk3bYaQTjNZktFxbG8OCo4WuPFjw66hnGI8R5mqYHrweZcRooMZDrwT2bQiSxHXY413JwcIBIZhy2NK1uck3j1QN0itowaoBD3y9o2qYeNh0xzX58+n7mJPjWMtodbQAbNlylgavtluliy+Zyw0cffwy3W65++gnjELQZSlKc3Ah50hTDmv/6iwtvfxHTp2rqZUxEJZ6Jsgck9IJYbQTqzamQiVlB3No1mJxnsDC6yMYu2BhLtp6MYzQnOLvD5h02R8RkkiKAe6DRQJ3GVa8vgVgyqfblGXiY7RAQIenJ4O9V9KXMYOe8jpVdV6D60dyBr/neCfml9fkYVTMAACAASURBVH7v+411Y1ZmRMYxMYnVxF0CwVqGptBfveD7wzm/sTtD4rQfDtw2HX16iyLHGkIz/75GqfBdzBSj8v4oCpzZLDrhKRZT7L75QkGqDGDnDP9vGxm2EyYveGeCQ9T0vxGHp8VHZTVhJ2wJHAwZSZ5seqayZXe75cD3NNeZ43HD7eaWn16NdHFHSRnfHCJdR74daUKCqy227xXkKYUHneXrD3vefNBzfLTSs5Nt6LoGZwwlRnbTQJoGvNMLYJLMECdCCCyXK5arjnHaYkW9uJxXhs04jRXo0rU7J7ZSJ+VidDo4W23krD59pckM5oY2Twzjlss0sLm8Jd6MfP7pCy6evaCcXXHxybkCmhK0KVrUKiJC5M5n7ouwvTKp9OAVnD6zRVSv4iYbiCOULaNxJCNgI+rH2Sn4WaCUyn0sd5e0eaC3J7NIXcz1p5kSIQeys4DHSkOWjojH2VuKE4L1FBxNdPp6UmayZR/8k2317KSg2OVXV1iZh2DJQWrrQXTix5sFf5oO+ezKsElLvC0kk5hMwGX7khSFe+zo+/1pBrP4wufuf81+qs+X9DAEk5yyGcyk74sVgrkiu5GdHGJpWHbnDN4QnCWmkWjAVD8eO4uLi6s2EvWJ52pH4C0ftvC/u5GbsWOIDY9yZiENjbN4GjwePymAVuzIKkA7JkrpSXbHbnoOIdOyYp0Ci+GWDy8DN7dbmjxg7ZLSNpSS4HqLH0awjYbBkOmNcHzY8I1HCx4fdWzbI4zz2GaB95pcOYaBEiIpJ5quoRgIJLZDwtqGhwdrjIVx2GgPy4lm2VOkME6qPKB6xi0W2sNiChhnSVkDe3RfLeR8r4dFcGHLdRy42m0YL7ZsL7d89PEn5Otbbt/9hN12UlDD6H6YrZCDaJptma0RvrAKX+phMBrBuoyYLQMLolvzdPM+/9Vx4fXxhjG3BNNg3cgLsfzLoVPpJkY9wk0hyYgh0GZIxjC0Dde+o0SDizCVTGMngtKdSaip0Iz3aTit+rkaMSSB8BU9LNcLfd5L/f5zupjUS/EMclZVTYE0RfrGk8NISoHGN5QKtOSk6delMnxK9UdsmsrcIdcEWmXvGLFV5q9sNFMvdCmn/eVJAyl1eN22DXlmx9T3IcWoAUghqF9tHdiHEpAMJgs4/fsxqcSwb1v6gzVmseL0xeeMY8Y2E14yr58ckK9HTq93BNcz7HZYH/DF0lvLGCZuS6J/vGZTRrbbaw4N9MuerrFY6zjpe1ojavWSIYXEVDRKzRpBqo+ktRbJ6hepe1HWs0culJkd5D3WOXzyRBcooQJhQLsyNeithry5ynadJtI0keX/p+7NfizLsvO+357OOXeKiMyMnCprru6qHqimbFNUm6Qom5JJ2QJpQIBpWzBsGjAMv/tvsWE/+sWAAXqCQYEQ5EF6EDWQAEWySZHsuaqyqjIzxjudc/aw/LD2uRGZXU12CwYBX6BQOURm3rhnr732/tY3wHK2QmKr4PRiBp1BGnDHc466d9j//h/y2fWe1b0lli2dGen8KWf9Bm+r/NQHZSdV+wjn9NeNs/XZWUIIVQZY8N5W4KRegpkABA0IEjK+0XuGgqjxcNYztS8oqG0PtWiNqZJotYtofCCVXN+bJ6VY/dQMMUVlOzIxhbVXeucYR5XqGatAhPcOjCWmPaEOB3JUK5zJx0glmNUvj4xxE1ib9O/3k7T/x0M6nbV468hJaGpwTHAeUsE3nkghjfp9GW9VkZSSpiNT5clGKLnQtE0962asN3ruL2oVoP5/6cAOQ6qUM6XKDKws7JwVVKgsa32PTpmxjdpUpJwqECREKpO1oGoEVGIvSWh9YHZ0RLM65vzph2z7RNcG5s7x2t0VYSg8P98y+BnDMEIptCiwGEtkM+45enhMbwvX15fMJfNwOaNtNUTn7mLOzBpCVbqUmPXzwmCNp5h8qDFKIlTvRD2Tl6ryUnk9PuCcxzeBNERKbPFVLdMu9W65BLIRxKmvcxkGJEZSziznK2apQ/ZgFx3SWcSDWbYcn7xFevSEp8+fcVwizuzxsuOkeY2zzYbgLLt+wPsGZw2hUasC6xXssM7UpHSrzOOSVYpevR2NM+QsdXxtb/ZLMj4oWUSk7qfOq6y4PtwY42FgNd2RpgAqkUJTpb/WBZwPFXgJWNeqt+0krbfaQ4tkgvfEWBRIdlS/R02GHsYeg8pwcx4pMeoAQ6lu4A05zLh0LZfzO1x1J8g40hiQRu9NYrwqFV6ppVK/B4eGz2abCQKehAujDjFMwDDgnDAUaF2LE0caY00v1/TrkhTospgbgD9GfNsoK5qkHrRZzyUOW9VPWjduqjHRGnPWUbExYkyEoCrSKbXeWVefqT67iYkLkEhaYxmoBK1cIiUVgvXMVku64S5X3/sul/seIy2LOPLwzoKVeJ4/v2LvOvpYEDZ0xtNZp/jCfk+6vyIFx8Xlc9o08HDRETqPc4Y7ywVzb2iwmAKSCkNO6FP32JA1bLR+72pbUYkRxirAWTRAzXkPzuN8IEYlcTmdstBYq6dgqXduX0H+cYSYGOPIYrZkzoKyBzNrYOaRUJB5YHX/Lvb1t3j6rW9xEkeCGTDlmjvtEy726q3Z77f4ep5oOmXDOm+JKR8IAkbUQ9pmrQFXgUljDNnWPlTxjAnM9l6HFDo8Kjgfqj2D1lVKUW2MJn9cqbg+qlYITp8p1uNDo97h3tF2jXrb5lTvYkYBTjLWWUrkYGFQSBSXscEz9IaUMiFkJBtk1EyGJIBxeGPA2Oqzrf7aecw4W7A2YJTW/GN2sh/++gvz6KywhBpNCzh6DAlnB0xRdlXr1tgimEQ17J8uiC8DkmY6bEyMoj/j9RIr5tXfq/+JefnrbrNrXvIw5NYlRKjvrV5EhSp/lJuLeQViDdC3hg8tDKbwJ41wUgzL4Gi84W3zHY7zBWlQD8SZgUd4XpeWhwSVJxRHiZntDu79x/8FX3n+Mf/Hf/ffs7m8Zn6yxGNYNHMW2ZHbzBsPHvH+F75A0zT86Yffw+yvePfI8tqDO2pWvzyiDR0uCcUkkMLm4oL11RXGFXLKXF+tGaPBhzmV4EDMwjBGmrbFe8v1es2sdcwaTbn1VqX9d+6ckOKIaVukFGazjq7pKCljvQYwSfaErLKh3DU0o+DTlvOzM67WW87HNbuPn5E+veBeMsyspnBJ0WAhhyUDmvNXmX+uPtB6QBARXL5hBdtqTjyxCQUO/iV1wRwm/2pOVEG1TGVBJVrTcBI9i7ynE3T9kvD+GhdH/ASRl0nCUQ/YonIGX8CL0csPcjD1NSkfaC9ijTKxjK2+exOg9GO+poncNCbkFYD/sJg5NLXp9yeZxO1/V2yi1IuzFYtFGZNWoE2WIg3GLUgsuLbC2Dh8DCAdmEK2nt4sgJo6OhnpFn0f+6An1myyMu6KPk8DB3mxPXgBVFAaoTjDeQvf3gi7YDktLQvraX1DcI4gRrGbpM/lyPT8gsl8UEY6ifhYWOAZrwfK+3+ZD37xv+TJ//Q/8s9+8++TZo6uW+CNZdauWI4Fjmd87ctf5sHpfS63az765GPuseOD957QNvrZLY+OCTKxqxLD0HP22Rkx7nHesF6vWa+30B5hp7AMLOMQaYJh1s5IJXFxeclyPicNsU68hMV8TsktQmYxnxO8Zz5fqGwrZbwr5BwJpsVEiN5hupZ2l7na7rl8/oLL/ppn63PG7z+juR65R7g5uOWkYV9YXB3jTNud6J0MsdqKbB0yulJwVgjWkmnZNh0inpIEcqiWVD3WeMQ06tNSMqaeDl/aq+v+OXlzwQ3AYoTKIg56kTAJbw3WFBoRbElIdizYMMsLCoHBNIgpuCqppoIvGdEAiKkOPqfEBFPto0wlf0q9DBv+n6uG/+GZYMOebZjToHuTNTeA2fR3/rAe9ufV9ef55R5+jwm0TRhTNOTLGMZGgS0bA8HXALKo678YqZIue+ivh8+XOvm/9ZcXU6fgreEjK/QI32oDx9kzcy0hOBrjJtsdZfDaxFfNwM9J4kGJuJLprMqKdhvh5O/8J3x1WPO//zf/LZuLSxYnKzyWeZixFE9qM689PuVL779P13V866PvkbdXvLWE1187JcXaw5oOl5Xli8nsLq+4urjEOL1UXV9fMwwZH5aUrB6SUw8LTYMPDevtlpgM82bG2Pd64JfMnZMTxjjoJL0UulnHrNUeZryO2Eout3pYIIwFv9lxdnbO9XrDxXjN5tPnpKfn3I2GeU2SFCmYVDRsCUdbIUChSuhu9TBEsHmCCR1NhrZ4xHUkGt4yhb/zZMGbuy3FQnYGaz1/Mjh+42NLb211Ak31IB8AqxYgBiyZkJSJTRmxJbAsmviuLJtw4xktlR1dqJYreuZxk2Ii3TAOxBiS0R429eIfF4Q5NOn68tbShEbrxyibLbiAiB7mlcmh69oYQ84KyFDKIYzAeQtZahCFsmOlyoVTQYNYjMEZZQpKUXA0TX5ool6tQGWZ6wUixpGUariD18tWMRpc5KxXULTxxGFUdpS1nK/XnO92uNAQdzvOL85xFn7ynbc5/+gjiJHFYsbeGtpuyZHtFLjfZko/0jYNj+7eZ31xzf2To8oIMTSNo3OGo26Grz6u+90emgbjQt1XwBujbBbRzyCnBBXAjikiBXzrDkMa7xxh0VCyJeaIdY7GhyqrFExlXhop9DlDG1i0HSllUtzSztS7046GLjTIds2iW/GzP/fz/JO//xus11dYA6vFAr+8A6Fl2/ccHTeklNkPe2XDikrMffUcjSUrGwth3nX0cThIqAHaRgE47zx93+u+Zyxd2xJj0vfkvMoLc69ghXEqzzYqHZTah7y1xJwVUL3F7JI6yO/7ntlshi2FCv0rqXkaGlEIjVemm9Uhbk4JnBCCXgLbqu6y1mmvquqwwwLEYL2vvrH6b1vRsK4fZZRw4/qp/cdaq8OQlGkqeydOEvH6ORtjVOpvrTKnKoszFwX5pQiUUmuq3qWm4aWjWj9AKnKoMWvkwKSmDmuNqWf1mkg8DRiM0VApKYUcEzKF41gFsn1VcrjgyClr3bmG6+2WZ9fXGB/IkrhaX7PdrnnvyWM2z54TN2uW8xl7A66bc+TnyngbrtmOG5wzvHb/AS/OzjldLUmlQ6wheMvMWVZdp4nOuTDse4r3mNDoHoT27+keQClV0q7S6pw0cMl39rCGnLW4+QzEE5PahzShOYSUUoEogzDkQkZYLRdIEfphS1drjBHmvsH0O0xr+Jmf+2v849/8e1xenmOksFosaGcrXDdnO/QsFiuKCNv9/uCbWrICGs459RgWMKXQdi0xxUN9iRStsbo39n1fGVmGtmnIRYMxja0J0RLr+vfqWUz1MZ5qzFmiJCRlqEwyY8xhn97v91XCXJVC1WIhxir5lUQIzSG4zxmVXQtqVeGsVR9aY/B+ryz+rH6vCBp8kyLL/QtaZ1nGc2zWfTsvHjGxGj//9dKNiZtzpSF4j8SEMbb6JJpDkJKyz90hcM1XQNFZ3R+8Vfs3PRPnWmM3g2+xUvMkjFphmMqgzhk/+XxKrTGm+3D1aBSpe4zWuIgowG3VZoXK9HVS78fe4kTIQ8K5wH4Y+fTyEnE6MN/ud8RPnvLo3j3ydsfm7IzlrGM0IN2MVVhiMeS4Zux7QHjt/gM+evaM2WLOUdcg1uK9oXOOVdvRBY8phaEfyM5h6+ASFBj3zlaLnUJORfd08ZRcSFExC91PdK10bYfpAmOMBKMZIhT0tF+VGEYKUYRYCsvZCmsc/W5D0y4QyUi0zJzDxp6yNfyVn/5p/snVFWfnzymiwbTtbEWzOGE79jRNi7WOzW6nA1gp5MnmKegAwaK9om0bcsk3/p5Zh2NW1EJiOm9gdDAxeSGDqTL9+n17JUFQB4GTNY+vAbgxxaqSkANAbAzs9z2zWVdtgDT8y3t3INQUKfimgaQYgXWBMkQkJjxC6IJ6FdOAdxQsTf38tSZyBWdrmGCwSEwagOqskkR+hF72o7z+YoFOc4CgMSZifQZbSDaQXDv9FqVuQPoHb7aM2wyXKYDo9vzyNgvmNmgz/d6rHmg3P/5BBujtS/chuOWlf2f6puSQumhNle0dQCUOE9bRw3o+Y+/mPG0XdHHF3DVYA7/6pONLS2VUGBKYntNxhfzJQL5MBDFYHKP3uEdv0f3cL/Klq+c8+fX/mYurc8Q1Ch5gGDYjXdPx+PEj3n7rTR49fsyDL7zL5tknLK8+qpu8Ybk8whpHqGZqY4oQM8E6xAlnZxfknNj3mfPLS5aLI6xkTOe4s1xVZovB+sBsMcMm/QzGIapsaBhp24aAqNdZo4CnTuK1sMcx4oonmcJg9SC37ObY+6ckErNxwc5aghhW1jPHqecpGevA2TlDGfG3vNoPhzdT5wG1aRWRgwxcZeJgSk2emwDzW89/Yi2WkjFYjFi80amhF5gXTyMRXzJGijLVZIOrfn8y/b26uhAm7xW5mcgwJcILZKnA4QRqGlIFkxCDcTei9x/nNTW0w7j01q8LvPRrL9fErR9PNWgMYgvGlhriojCYQY29fTZ46xBpyKZldIUUXEXElpqyjVBsh7UBZ/SzpSYJCxCrIZyYAmJrQIzW38SG1fcih29OMBRT2HeOs8WSbVgyH1a0tLhgMFKwKep6MJrE+cDu+CAV3t2PzGwmWK/WW4uO5qs/xeu/+Cu8/4d/zL1/9A+5tAZ8g7Ge2CdKXzi9e4cnT57w7ltvYeYzPnz+HHn6bY6WAlKYdTPa2RIbI42zZBPpc8RkoWkCu37NZn0NGF68OCOOcOfOXZ7lkfvLliZYlQgZQzub0zQNEjMpJkrOjNVzpus6EGiagLNW/YkKBG8OzAefoffKfG5dw73jY5pcOItb5scr9vFT5s6zSr6uX8BYnG0wBJLssUUOLMtp2Uz79SRzdiK4UrBOn2UykCiIs4RskCTY0FS/RI91SWuyTAOim31b61VI5Wbf1bAPPdQKTmUQtl4mzYiRUUM2nCe5hkDB5aTBSK5R5s0tzz6xRg+HBswkkf8hJSZT9dXPYGL8P5uf8p07b7IkYoh4Scjkql8DmG4X2ef1sFdr7/N62KsDu1dr1NiMWMGmQMbqgdI0IB5bUKAs6UMTo0CYxR78g6dQjonx/pKrft07ohc2846NWfFpt2I+ztXuxAo2Z0yKZCyOBuN7iot8rR+4XwZcsAQ80Tu4/wbdz/xNPrCJN379f+H5i88oLmCs2g4M25HWNzx89JC33nyDJ09e4+EX3uP62SfML75P8A4LLFdHWOMJouymISc9ZBmL8YXz80tSjIxj5uzZU+YzlRvaVnuYMtcE45xemqoUWmvLMgwDTaMJkDFG2nrZVP8qwTgNE/ElHHqYMY5lO8PeP6WQtYe5c2Xj2MASp8wIo3Xi7IyxZIJSIQ+Dm0MPqwChKbofilEG1qxYdjZgCByngUfXVzy4fqqXYN9grHCdVwROGawCscZUZhWN2j8YA0QF5ouycYJRFUJXbg036kGbeqkyhx6GdjGjoRsUUb9bag+rDASpqLmVH0WWUAeMhxGc3PQpo/58JSea1iOi7JOC6OU5RWWgVj9HhJoSXIMvKmNTkqZV+wpkliK3GOW6Dw19T7C6zhSgUbCQSS4tokyi+vXOqtdgjhlnbGVSWJKMGpohhlgyKen5o2RhjJGPrs55vltzcucevlny4Ucfst9seGtxxJ13VoxpwEvLg8fvYNsTmkFwecfdGeT9gHeFB91dzKNEymuSZHwT2G83yBhZdjNKjMrAa1oEW1NNlU3hnKbnUkQvtBhyzDoTzJmmaSiVpRor462ZzZDQYVFgYkw6gCsIkqP6jedIyso0K3mnkteQcU1GUqYZCmVd2GfDiyis7jzigw++wJ/8wT8jxcT6ag3bM/IicOfuCdZYdvsd+/1e2S3eknImOEtMCe8mlogjDj0h+AquJBofdDhhLENS/0zMNNjV567PTM9uTdeQYySOI957QrDs9z3WGNomUHKhbTwlK3tMk9NVKKj7xqgBKV5ZkkJRNmyjAJyp/aPY26tee8YUeJH6gclzdvLUMzZXvxVl3jsbas8q2KKeuL6SAD7vdbgnoT1AjNR+mpW560wdOGvgUtN5Sq2xnEWVWVFD2YokYlQpqHOOkjVUZZJWSq6WESgwIoesAypAqsCTxdwANbkcAnCMs4jRGivVo9MYpxf8cVR/edHvJVWJo0P93XJKTK08p8yz6yueXp+zPDohtCs+/uQTnj17xp3QsLpzn11JlFg4ff1N7OoB7WBIqedoYehmDcELd/yK9x++Q4yXRImaxDwO7K/XHLUzyIkcE6HrsDi8D8oYLAo+5zhUH8RqY5AzOSb1G/WOkvQZxDiSY6SbzZHGYrxHSmaIGvSkDKyCTTrcyzky5ETudYhbmkJqMqYIfpdhK+wzbEZhvjrlK1/9gG/89j9iN+zodz3r7QvM8YLjk2OssfTDwH6/p4jQtoEYI6EmWPsKPjhvyOOgHphoCI63Ti1SDPR9X1mIOnSyKMhmqOGu9byakxCHEeccTaOhQiJCW8GY4CzBBnJRVujEJvNewfOhnoFFFNTCOK37nG/OdNPxpShoZYx69zbekftBf926WmN10ls0W+G9VeDff6shhZ5ZvQOWUviD/UAuw5/bym7uXlBEa8gEe3hPKRfa0NVBmIKT1llIeiYVyaSojDvvHaVojUlV9khWj0MLlcmpNW5FdI1Y9eykVGziVo1peJQOCm/XWEHBsBgnxrTWWK6DrgbtG31lVFu0r55dX/H982c08yX3uhXp+Qs+/uhDfM60p4/prLDrd9x9/XXMnSe0o0XSyDJbQhdovcHZhvcfvMMwnpFKwnq1eLk+P+eonWFKIY6RppvjcHjr8d4rpmANJY23EuS1pnJM1Z7FQs5VpZEY+4FZN0Nahw0aFDiOUVU+TIPojCmqwBhzJI+1xkIhtaogsLuE3Qr9M2EToemO+fKX3+f3/un/xfXughwzLz5+Rjg5YblcYp0ljpF9vycmteOIKeKdet86o0pPZx0l6pDD2upza3RAm6tdgMHgrccYzUdIRQcRrgK+TeOxRsFOawxN6ys7M9M1DQqig591hwT2QzA3yiqePKwBVeRSfXqrp661hWIzYjU4mOLwRfAmQYA+R7JJpNZQbINNo9ramHLoBepDq+cq5xTHUoOE/58xOqc5viUjPoFLdKmwYc7Tcp/V6j7YDeIdXgpDgbVp8bzMqAReZlxSwSmZUH1bU/kspspiJ6kZvALa3P75q5fGWz8/SAZl8gq8+aaaPD0OnXR4a2sSnDb7VKU9TSl0UVhETxMbujynNS2tDZSh5yvmE/5q9z09xLgMXcZt7rA1LeznZLtk08745OGKB//R32Lx5JQ5I2+/8TZPP/mU3Zghb0njQEvCWiH4PfcfrHj0+mssx9cx73yR/vl32MuaIXvEWrLNDH6kpUAcsa1n1qwQ2WEsDPsdzz89Y7c3zJq5Xoyt53KzZej3rI6P6BrPfq2s3OBVZluKkNMIFLquxXp7MAvGaqrgmDLDMFAWS01ijkIWj1+ccNQGHjUwysD+tGF3GSjPBkqfcDXkpHEBL4GxRCb2S+ViTzBDnXS/zJfSaVgFN+pBSf07K5Om/lmVRxtQy3GMywSXWBTHC9/wLMx5nhdcBkPJV8rqzOqTWChgBywqzZnegFgo3pKMZTTq9SRG6fiNQHEqA5TqxYRxB7BUysFy5s9+vdp9bwGc02dy+C3hB+rr9uf0ypfrBlzURDtQWajFIibpZucHxBmwPYGexWjocsKlBG4DVtN6F6Un4AFDMcoXnLKfMQVjEl4KJimQWkrEWGXwBmexVhm4xWoAizMFnwyzMbBKhuOUMEYP4K0xmCi45OmLJTqPLwOv95m31yNBMmPsybRctCu2P/Vl3vilnyHPWh49eYPHDx5Tzs+J255iBzAwc5lg9iwWwuPXH9AsT7n34A3cF95l/9m3WPeWUxsQCoPTUBcXI5RMs5wTQmFMe4pkri7OeP5iQ9cdI0cneNsypsL1+gofAvPFjNhnNv1WDbRDwBhNloxxJPibiatYg2TwPiDGsNsPDK4wa2fV1B/Ez5jdczSLjidlhx0HLh81SB4pFwO2KATvnaHxgRxd9Q80NfiDG8CzAgNUED+ZQLGWhzHyrnzIvc2njL6wNkKThbU0/FbzJkNZqK9b9DgCYgfUC9IeQkSk+lbZWofTjl9VNpqumB1tNmAyJo307ZJvuftcmoZtc4c/jnM2zZbWDoSUsWIoavqklytjDswW5MaW8vNKygvVk3lAzKBfKJ6j1HOczylNoYjBJo8rnYI9ttya1/1oPcwaq2zvV3rYSwDn5/QwJxZTLBhNH21LojiLeIctgkPA66XTScFJwhWvPUz00qSSMUtwwCs9LEimGy3zGOhSoS16MGqcw+WCTQVSw86oHHM1Cu9tRk6HRJHIMBSGZskn91bc+w9+kdXbr9FdXPL2m2/z3e9+l22sPcwPhJIwVghuz+n9JQ9ff43l6ODt9xjOvk8fz+mz48i83MNMHLHBMTteYei1h/V7nn/6gvW20Dzs9AjlPFfbHUO/Y3W0om09+432MAU2bnqYSGY2m+G81f5gtM8474m5sN/3yHKl6zEKRTxuccyqDTxsDYP09KcN1w888tlI3kc8HovQuAYvQdlogoJo9mavN1A99271MFMoxjLSYooQZGTjGy5mDU/yc5I1jK6hEc+QVozeIuJVVmmK+sMz4LLBZEsRRxFl8ZEtUVqSFLZ2SzLV2zPX5V5roDhLMoYIeKNey6YYmqJDjTT1MGMQU1OW5TDj+/Nf8upPb1k+1KG0eo/lmmZtlL3ulRVPlShOA82Sc13jgquglPe6iU2sJT0QVBZnLofhoEHBVWuN7rNSFQ4yebpTE9SVnaHnH5V15mqyr4+xVCBfyJJIOZFKYZDCdt9TxNG1Hf3Qc3S0ZDduiG2LOVqyz0RNogAAIABJREFUun+H2d0Fm11P7iNnZ2dsTM/qaIFpW7pGeG12D2dOwcIw7jm/8OT9wNj39CJ41zE/uUsUTYS3Rsgpq5+os4e0amvUC08vNAEjGrozAXTOW0QycdhpuqrRC3xiVAL7mMipMPQ9oMxOKQqSNW2DbHpkF9mNI0WEsRT2w8jl2TPeePdNPnp2n88+3GPDnLP9Of2g/o9D1AA+HwJQqpxWz98O3SNToQ7yKwM1JZxoSFAR8N4y9rEyhTzO6bMKwdXPxCAl4b3HN1b9KiUzjApCtbM509B1Wqbe+2orZBnHeJChl1yUYewdoW1JKZGSvmeqRFFEQYe2CYhX9u843rDkNCRJT33WekrRoEuRQLEr9ikgNXhL+vGwzxuTp7nAD3/VQZYOuRQQzHlQYMpoTUQ4eNs658hJg3xyyoioPNlW4C6lVJOqc2V/Vr/mev7MOdctztTQonJTQxWQmdhjpWRVT8l0ZbAHb8EckwYYGXPwrjOubl/V2oIa4pGKAu2DZHZjRPrE8uiEYexZLhaMuWfvLRwtmS8CJ/fvsK5A4+WLK87iFavjJdLO8L7w6PER1h5hrWVIPVeXl+ydJ6fEeh1BPIuTOxSnoUyaWaXr2zlbrSASzuh6yyXjfdD1GYdDunLjPUghjXucQDAavJLGqESamCmpMPa97is
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